From c1a6decc56f222fa565fabf94d8c28c028456a75 Mon Sep 17 00:00:00 2001 From: xingwudao Date: Sun, 21 Jun 2026 23:17:19 +0800 Subject: [PATCH] docs: sync xquant tutorial updates --- .vitepress/config.mts | 20 +- CHANGELOG.md | 6 + SUMMARY.md | 20 +- book/getting-started.md | 400 +++++++------- .../getting-started/trae-model-provider.png | Bin 0 -> 74889 bytes .../getting-started/trae-model-selection.png | Bin 0 -> 165546 bytes .../getting-started/trae-open-xquant-1.png | Bin 0 -> 450984 bytes .../getting-started/trae-open-xquant-2.png | Bin 0 -> 240147 bytes .../getting-started/trae-open-xquant-3.png | Bin 0 -> 309965 bytes .../getting-started/trae-open-xquant-4.png | Bin 0 -> 480770 bytes .../fig-flywheel-with-three-actions.png | Bin 772652 -> 0 bytes book/images/preface/fig-quant-flywheel.png | Bin 654683 -> 0 bytes book/images/preface/fig-quant-map.png | Bin 0 -> 92582 bytes .../q3-how-much/04-three-signals-nav.png | Bin 138449 -> 141369 bytes book/preface.md | 257 ++++----- book/q1-how-to-profit.md | 507 +++++++----------- book/q2-what-to-buy.md | 411 ++++++-------- book/q3-how-much.md | 324 ++++++----- book/q4-when-to-trade.md | 338 +++++------- book/q5-how-to-validate.md | 447 ++++++++------- book/q6-avoid-overfitting.md | 419 +++++++-------- book/q7-execution.md | 322 ++++++----- book/q8-iteration.md | 362 ++++++------- book/q9-daily-work.md | 332 ++++++------ index.md | 4 +- 25 files changed, 1955 insertions(+), 2214 deletions(-) create mode 100644 book/images/getting-started/trae-model-provider.png create mode 100644 book/images/getting-started/trae-model-selection.png create mode 100644 book/images/getting-started/trae-open-xquant-1.png create mode 100644 book/images/getting-started/trae-open-xquant-2.png create mode 100644 book/images/getting-started/trae-open-xquant-3.png create mode 100644 book/images/getting-started/trae-open-xquant-4.png delete mode 100644 book/images/preface/fig-flywheel-with-three-actions.png delete mode 100644 book/images/preface/fig-quant-flywheel.png create mode 100644 book/images/preface/fig-quant-map.png diff --git a/.vitepress/config.mts b/.vitepress/config.mts index bc60ad5..097879e 100644 --- a/.vitepress/config.mts +++ b/.vitepress/config.mts @@ -20,16 +20,16 @@ export default defineConfig({ items: [ { text: '项目首页', link: '/' }, { text: '前言', link: '/book/preface' }, - { text: '开始动手之前', link: '/book/getting-started' }, - { text: '第 1 章:第一次跑通一个完整策略', link: '/book/q1-how-to-profit' }, - { text: '第 2 章:选出你的投资宇宙', link: '/book/q2-what-to-buy' }, - { text: '第 3 章:给 ETF 分钱', link: '/book/q3-how-much' }, - { text: '第 4 章:给策略加规则', link: '/book/q4-when-to-trade' }, - { text: '第 5 章:策略好不好?', link: '/book/q5-how-to-validate' }, - { text: '第 6 章:看清好看的回测', link: '/book/q6-avoid-overfitting' }, - { text: '第 7 章:真的下单', link: '/book/q7-execution' }, - { text: '第 8 章:让策略活着', link: '/book/q8-iteration' }, - { text: '第 9 章:持续寻找盈利机会', link: '/book/q9-daily-work' }, + { text: '准备工作', link: '/book/getting-started' }, + { text: '第 1 章:跑通第一个策略', link: '/book/q1-how-to-profit' }, + { text: '第 2 章:先选买什么:从 3 只 ETF 开始', link: '/book/q2-what-to-buy' }, + { text: '第 3 章:决定各买多少:3 种分法实测', link: '/book/q3-how-much' }, + { text: '第 4 章:决定何时买卖:再平衡、止损、止盈', link: '/book/q4-when-to-trade' }, + { text: '第 5 章:判断策略好不好:4 个关键视角', link: '/book/q5-how-to-validate' }, + { text: '第 6 章:别高兴太早:防止过拟合', link: '/book/q6-avoid-overfitting' }, + { text: '第 7 章:从理想到现实:执行交易', link: '/book/q7-execution' }, + { text: '第 8 章:策略跑起来以后:监控、诊断、迭代', link: '/book/q8-iteration' }, + { text: '第 9 章:持续寻找机会:因子研究入门', link: '/book/q9-daily-work' }, { text: '反馈与读者群', link: '/book/feedback' } ] } diff --git a/CHANGELOG.md b/CHANGELOG.md index 64c9ede..6f7beb1 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -2,6 +2,12 @@ 本文件记录开源书稿的重要修订。小的错别字和格式修复可能合并记录。 +## 2026-06-21 + +- 从 `xquant-tutorial@c7b9d4c` 同步前言、准备工作和第 1-9 章书稿 +- 同步章节配图,新增 TRAE 模型配置截图和前言学习地图 +- 更新 GitBook 目录与 VitePress 侧边栏章节标题 + ## 2026-06-09 - 发布 `xquant-beginner` 开源书稿仓库 diff --git a/SUMMARY.md b/SUMMARY.md index eb3d784..3f0338d 100644 --- a/SUMMARY.md +++ b/SUMMARY.md @@ -2,14 +2,14 @@ * [项目首页](README.md) * [前言](book/preface.md) -* [开始动手之前](book/getting-started.md) -* [第 1 章:第一次跑通一个完整策略](book/q1-how-to-profit.md) -* [第 2 章:选出你的投资宇宙](book/q2-what-to-buy.md) -* [第 3 章:给 ETF 分钱](book/q3-how-much.md) -* [第 4 章:给策略加规则](book/q4-when-to-trade.md) -* [第 5 章:策略好不好?](book/q5-how-to-validate.md) -* [第 6 章:看清好看的回测](book/q6-avoid-overfitting.md) -* [第 7 章:真的下单](book/q7-execution.md) -* [第 8 章:让策略活着](book/q8-iteration.md) -* [第 9 章:持续寻找盈利机会](book/q9-daily-work.md) +* [准备工作](book/getting-started.md) +* [第 1 章:跑通第一个策略](book/q1-how-to-profit.md) +* [第 2 章:先选买什么:从 3 只 ETF 开始](book/q2-what-to-buy.md) +* [第 3 章:决定各买多少:3 种分法实测](book/q3-how-much.md) +* [第 4 章:决定何时买卖:再平衡、止损、止盈](book/q4-when-to-trade.md) +* [第 5 章:判断策略好不好:4 个关键视角](book/q5-how-to-validate.md) +* [第 6 章:别高兴太早:防止过拟合](book/q6-avoid-overfitting.md) +* [第 7 章:从理想到现实:执行交易](book/q7-execution.md) +* [第 8 章:策略跑起来以后:监控、诊断、迭代](book/q8-iteration.md) +* [第 9 章:持续寻找机会:因子研究入门](book/q9-daily-work.md) * [反馈与读者群](book/feedback.md) diff --git a/book/getting-started.md b/book/getting-started.md index 09b1812..ba2f3c7 100644 --- a/book/getting-started.md +++ b/book/getting-started.md @@ -1,300 +1,338 @@ -# 开始动手之前 +# 准备工作 -这一节是**动手之前的一次性准备**工作,一共做两件事:① 把 AI 编程工具和 Python 环境装好;② 顺便学习写一份对 AI 友好的 spec 。 +前言讲完了学习地图,这一章先把工作台搭起来。你要做两件事:第一,把 AI 编程工具和 Python 环境准备好;第二,用“装环境”这件事,完整练一次写 spec。 -## 准备工具 +这一章先不要求你学会编程,也不要求你记住每一条命令。你只需要了解:把任务说明白是你的工作;让 AI 按说明执行;拿到结果后再检查对不对。本章会提供检查工具,帮你判断环境是否真的准备好了。准备工作做好了,从第 1 章开始,我们就可以直接跑量化实验。 -做量化交易需要的工具其实很少。入门阶段你只需要一个基础环境,本书会用三样东西搭出来:① 数据源(拿什么做实验);② 编程环境(在哪跑代码);③ AI 编程工具(替你写代码)。下面分别介绍。 +## 先认识要用的工具 -### 数据源:策略的“原材料” +做量化实验需要的工具并不多。入门阶段先认识三类就够了:数据源、编程环境、AI 编程工具。先把这三类说清楚,后面安装时你就知道每一步在准备什么。 -数据是策略的“原材料”——没有数据,回测无从谈起。本书用两个免费的数据源就够了,对比如表 II-1 所示。 +### 数据源:策略的原材料 + +数据是量化策略实验的原材料。没有历史价格、成交量这些基础数据,就没有根据提出策略,也无法检验策略是否有效。本书主要用两个免费数据源,如表 II-1 所示。 **表 II-1 本书使用的数据源** -| 数据源 | 覆盖范围 | 费用 | -|--------------|--------------------------|------| -| **akshare** | A 股为主,数据全、更新快 | 免费 | -| **yfinance** | 全球股票,接口简单 | 免费 | +| 数据源 | 覆盖范围 | 费用 | +|--------|----------|------| +| **akshare** | A 股为主,数据全、更新快 | 免费 | +| **yfinance** | 全球股票,接口简单 | 免费 | -本书用 akshare(A 股)+ yfinance(美股 / 全球)两个免费源就够了。等你把整个流程跑通、确定要认真做了,再考虑付费数据源。 +你不需要提前下载一大包数据文件。后面运行代码时,程序会自己从网上获取数据。数据很重要:没有数据做不了实验;数据错了、缺失了、处理得不对,都会影响结论,进而影响最终判断。 -数据有几个坑要提前知道:**复权方式**(前复权、后复权、不复权,用错了结果完全不同)、**停牌处理**(停牌期间的价格怎么填充)、**幸存者偏差**(只用当前在市的股票回测会高估收益)。这些问题在后续章节遇到时会展开。 +数据中的问题有非常多细节,略举几例,暂时听不懂没关系,比如复权、停牌、幸存者偏差,后面遇到真实实验时再讲。 -### 编程环境:跑策略的“工作台” +### 编程环境:跑代码的工作台 -有了数据,还需要一个可以运行策略的工作台。你不需要复杂的工程系统,只需要一组基础工具,对照如表 II-2 所示。 +有了数据,还需要一个能运行程序的环境。程序写好了,要让它自动执行,需要安装一些“看不见”的软件,这在编程里叫“环境”。你可以把环境理解成厨房:数据是食材,环境是锅、灶、刀具和调料。没有这些东西,有食材也做不出饭。 + +我们需要的环境,是运行 Python 程序的一组工具,比如 Python 解释器、Jupyter Notebook 等。你不用先记住这些名字,后面我们会让 AI 帮你把它们装好。你不需要 GPU、云服务器或数据库,一台普通电脑就够了,操作系统是 Windows、macOS 或 Linux 都可以。 + +本书用到的基础环境如表 II-2 所示。 **表 II-2 本书使用的编程环境** -| 工具 | 用途 | -|----------------------|----------------------------------| -| **Python 3.12** | 编程语言本体 | -| **Jupyter Notebook** | 交互式编程环境,可以边写边看结果 | -| **常用库** | pandas、NumPy、Matplotlib | +| 工具 | 用途 | +|------|------| +| **Python 3.12** | 运行代码的语言 | +| **Jupyter Notebook** | 边写边看结果的交互式环境 | +| **常用库** | pandas、NumPy、Matplotlib 等现成工具 | -不需要 GPU、不需要云服务器、不需要数据库——一台普通电脑就够了。 +表里的“库”,可以理解为别人已经写好的工具包。比如 pandas 负责处理表格数据,Matplotlib 负责画图。你不需要详细学习这些工具,只要把它们装好,AI 懂得用就行。 -> 第 2 章起,本书会用到一个叫 **open-xquant** 的开源框架——它的设计理念和“为什么需要它”会在第 2 章章首详细介绍。本节只列你**现在**要装的工具。 +第 2 章起,本书还会用到一个叫 **open-xquant** 的开源量化框架,它是我们自己专门为 AI 写的一个框架,等到第 2 章正式介绍它。这一章只负责把它先装进环境里。 -## 安装 TRAE +### AI 编程工具:把 spec 变成代码 -工具列出来后,开始装。先装 TRAE(本书用于演示 AI 编程的AI 编程工具),再让 TRAE 按一份 spec 帮你装 Python 环境。 +前言里说过,你不需要先学会编程再学量化,但你必须学会把策略描述清楚,把它写成策略规格说明书,简称 spec。AI 编程工具的作用,就是把你写清楚的 spec 翻译成 Python 代码,再帮你运行和修改。 -### 为什么选 TRAE? - -本书以 TRAE 为演示工具。如果你已经在用 Cursor、Claude Code、Codex 或其他 AI 编程工具,完全可以继续使用——操作方式相同:在对话框用自然语言结构化写下想法(即spec),AI 将其翻译成 python 程序,执行即可。 - -主流的 AI 编程工具不少,对比如表 II-3 所示。 +主流 AI 编程工具不少,如表 II-3 所示。 **表 II-3 主流 AI 编程工具对比** -| 工具 | 简介 | -|---------------------|---------------------------------------| -| VS Code + Copilot | 老牌编辑器,加装 AI 插件 | -| Cursor | AI 原生编辑器,海外用户多 | -| Claude Code / Codex | 命令行工具,专业开发者常用 | -| **TRAE** | 字节跳动出品,AI-first 设计,中文界面 | +| 工具 | 简介 | +|------|------| +| VS Code + Copilot | 老牌编辑器,加装 AI 插件 | +| Cursor | 使用广泛的 AI 编程工具 | +| Claude Code | Anthropic 出品的 AI 编程工具 | +| Codex | OpenAI 出品,专业开发者常用 | +| OpenCode/OpenClaw | 开源的 AI 编程工具 | +| TRAE | 字节跳动出品,AI-first 设计,中文界面 | -本书选择 TRAE 的原因: +这里要区分两个容易混淆的概念:编程工具和编程模型。表 II-3 里的都是编程工具,是你直接操作的界面;编程模型则是工具背后的能力来源。很多编程工具都可以切换或配置不同模型。具体哪个模型更适合写代码,会随着产品迭代不断变化,你不需要在这里记住某个固定名单。 -- **AI-first,SOLO 模式**:整个界面围绕“和 AI 对话”设计,不需要你懂编辑器怎么操作 -- **模型实力强**:字节有自己的大模型(如豆包),能力不输一线 -- **免费可用**:个人开发者免费使用,还能免费接入自定义模型 -- **对中国用户友好**:中文界面,国内直连 +本书以 TRAE 为演示工具,原因很简单:中文界面、上手门槛低、SOLO 模式围绕“和 AI 对话”设计。对零基础读者来说,这比先学一个复杂编辑器更友好。TRAE 还在不断迭代,也许你看到这本书时,产品界面已经不一样了,我相信,这些 AI 编程工具只会越来越容易使用,而不是越来越难。 -一句话:TRAE 是目前对零基础、中国用户最友好的 AI 编程工具。 +如果你已经有自己熟悉的 AI 编程工具,我鼓励你继续使用自己的工具,因为本书并不是教你学会一个静态的工具,而是学会一种思维模式。后面的关键不是某个按钮在哪里,也不是要记住某个具体命令,而是学会使用 AI 来实现自己的投资想法、检验自己的投资想法,这比学习工具本身重要得多。 -### 四步装好 TRAE +本书截图主要覆盖 macOS 和 Windows。如果你使用 Linux,书中的思路仍然适用,但个别安装命令、界面位置和系统权限提示可能需要按你的发行版调整。 -#### 1. 下载 TRAE +接下来的安装顺序会和上面的介绍略有不同:我们先装 AI 编程工具 TRAE,再让 TRAE 帮你装 Python 环境和这些库。这样做的目的,是让 AI 从第一步开始就参与进来。 -访问 TRAE 官网 trae.cn / trae.ai,根据你的操作系统(macOS 或 Windows)下载安装包,下载页面如图 II-1 所示。 +## 安装并设置 TRAE + +我们这一步只做三件事:下载并安装 TRAE,切到适合本书的 SOLO 模式,再打开一个学习目录。 + +### 下载并安装 TRAE + +访问 TRAE 官网 `trae.cn` 或 `trae.ai`,根据你的操作系统下载安装包。下载页面如图 II-1 所示。 ![TRAE 官网下载页面](images/getting-started/trae-download-page.png) -#### 2. 安装 TRAE - -运行下载的安装包,按照向导提示完成安装。安装过程很简单,一路点“下一步”即可(Windows 安装向导见图 II-2,macOS 见图 II-3)。 +下载完成后运行安装包。Windows 用户按安装向导提示继续,安装界面如图 II-2 所示;macOS 用户把 TRAE 拖入应用程序,安装界面如图 II-3 所示。 ![TRAE Windows 安装向导](images/getting-started/trae-install-wizard-windows.png) ![TRAE macOS 安装向导](images/getting-started/trae-install-wizard-mac.png) -#### 3. 打开 TRAE,认识界面 -安装完成后打开 TRAE。默认是 IDE 模式(如图 II-4 所示),但本书要用的是 SOLO 模式——它对 AI 编程更友好,整个界面围绕“和 AI 对话”设计。切换到 SOLO 模式后的界面如图 II-5 所示。 +### 切到 SOLO 模式 + +安装完成后打开 TRAE。默认界面可能是 IDE 模式,如图 II-4 所示;本书使用的是 SOLO 模式,它更像“和 AI 一起完成任务”的工作台。 ![TRAE 默认的 IDE 模式界面](images/getting-started/trae-main-interface-ide.png) +切到 SOLO 模式后,界面会变成图 II-5 这样。你最需要关注的是下方的 AI 对话框:后面所有 spec 都会粘贴到这里,让 AI 执行。 + ![TRAE SOLO 模式界面](images/getting-started/trae-main-interface.png) -SOLO 模式下你只需要关注一个区域:**AI 助手对话框**。后续所有操作都是在这个对话框里完成的。 +### 选择编程模型 -#### 4. 创建学习目录 +TRAE 已经内置了多个编程模型,入门阶段直接使用内置模型即可,不需要一开始就购买或配置额外模型。模型选择界面如图 II-6 所示。 -在你的桌面上新建一个文件夹(书中示例文件夹叫 `xquant` )。然后在 TRAE 中打开它:菜单 → 文件 → 打开文件夹 → 选择 `xquant`,操作过程如图 II-6 所示。 +![TRAE 内置的编程模型](images/getting-started/trae-model-selection.png) -![在 TRAE 中打开 xquant 文件夹](images/getting-started/trae-open-folder.png) +如果你已经有某个模型厂商的 API Key,也可以把它配置到所选的编程工具中。例如,你在 DeepSeek 的 API 平台购买了额度,就可以在后台创建 API Key,再填入 TRAE 的自定义模型配置。TRAE 的自定义模型配置界面如图 II-7 所示。 -打开后,你会在左侧文件管理器中看到 `xquant` 这个文件夹名称。现在它是空的,很快 AI 会帮你把需要的文件都创建好。 +![TRAE 自定义模型](images/getting-started/trae-model-provider.png) -## 一起写第一份 spec:让 AI 装 Python 环境 +这里要搞清楚订阅账号和 API 账号的区别。ChatGPT Plus、Claude Max 这类订阅账号,通常是给用户本人在官方产品里直接使用的,不能直接填进“API Key”输入框。AI 编程工具如果要调用外部模型,通常需要 API 账号生成的 API Key;也有一些工具会提供官方登录或订阅集成,具体以工具自己的说明为准。入门阶段先用 TRAE 内置模型即可,后面确实需要更换模型时,再理解 API Key 也不迟。 -到这一步 TRAE 装好了,但 Python 还没装。我们的目标是装 Python 3.12 + 7 个依赖包,并且自动验证每个组件都装对了。 -最直接的做法是直接告诉 TRAE:“给我装一下 Python 环境。” +### 创建并打开学习目录 -不行——AI 不知道你要哪个版本、用什么工具、要哪些包、跑通的标志是什么。它会按自己的偏好装一套,你的同学按他的电脑装另一套,半年后你们的环境完全不同。 +在电脑上新建一个文件夹,作为本书的学习目录。建议使用英文路径,比如桌面上的 `xquant-learning` 文件夹,避免中文路径、空格或特殊符号带来额外问题。 -正确的做法是写一份 **spec**——前言里讲过的「任务说明书」,把“做什么 + 做成什么样”清清楚楚交给 AI。这份 spec 我们已经写好放在仓库里了——但与其让你直接抄一遍,不如一起从零把骨架走一遍,等你看明白每一段为什么这么写,再去打开真实文件对照。下面我们一段段写。 +然后在 TRAE 中打开它:菜单 → 文件 → 打开文件夹 → 选择 `xquant-learning`。操作过程如图 II-8 所示。 -### spec 长什么样:四段骨架 +![在 TRAE 中打开 xquant-learning 文件夹](images/getting-started/trae-open-folder.png) -一份能让 AI 稳定执行的 spec,通常有四段: +打开后,你会在左侧文件管理器中看到 `xquant-learning` 这个文件夹。现在它还是空的,下一步 AI 会帮你把需要的环境和文件创建出来。 + +## 让 TRAE 帮你搭建环境 + +到这一步,AI 编程工具准备好了,但 Python 环境还没准备好。我们的目标是把环境搭建好:装好 Python 3.12,装好本书要用的 7 个库,并用一个检查脚本确认环境真的可用。 + +最直接的想法,是告诉 TRAE:“给我装一下 Python 环境。” + +这样不够。这里先约定一下:后面为了行文简洁,我们会把 AI 编程工具简称为 AI。它不知道你要哪个 Python 版本,用什么工具装,要装哪些库,也不知道怎样才算装对。你可能也不知道这些细节,这很正常;刚开始我会帮你把它们写清楚。 + +前言里讲过,spec 本身泛指一切要交给 AI 执行的任务说明书。这一章,这个任务就是搭建环境,以后的内容就专门指策略规格说明书了。本章的 spec 要说清楚的是:做什么、怎么做、做到什么程度算成功。 + +这份完整 spec 已经放在配套仓库里。你可以直接复制运行,但我们也从现在就在这个例子中看懂它为什么这样写。下面我们先看骨架,再一段段拆解。 + +### 写安装 spec + +我们可以先想象一下,如果有人给我们布置一项任务,那么我们希望他怎么描述这项任务,才能让我们一次搞定的概率最高?同样的,我们把 AI 也看做一个人,一份能让 AI 高概率一次性完成的 spec,通常要回答四个问题: > 📌 **spec 的四段骨架** > -> 1\. **上下文** — 在什么前提下做这件事(AI 不知道你之前做了什么,要明示) +> 1. **上下文** —— 所有跟这个任务有关的信息、背景知识。 > -> 2\. **任务** — 一句话点明本次要做什么,不用写怎么做。本书中示例 +> 2. **任务描述** —— 任务具体要做什么,具体而明确。 > -> 3\. **要求** — 具体步骤,AI 自由度越小越可复现 +> 3. **任务要求** —— 任务要遵守的规范,满足的约束,遵循的原则等。 > -> 4\. **结果呈现** — 怎么算成功(最容易被忽略也最重要的部分) +> 4. **验收标准** —— 任务完成时要交付的清单,要满足的标准,清晰可检验。 -四段是 spec 必须回答的四个问题:**前提是什么 / 做什么 / 怎么做 / 算不算做对了**——哪一段都不能少。 +注意第四段“验收标准”不是让你提前知道运行结果,而是先把成功标准写清楚。以这次环境搭建为例,“看到 `11/11 全部通过`,并且有 `.venv/` 和 `check_env.py`”,这就比“装好了”清楚得多。 -我们一段段把“装环境”这个任务写成 spec。 +下面四段都以 macOS 为例。Windows 用户不用担心,这次要搭建的环境是跨平台的,而且 spec 的四段骨架完全相同,只需要在上下文中把 macOS 换成 Windows,把 mac 命令换成 PowerShell 命令即可。具体对应关系已经写在 `specs/spec-01-env-setup-windows.md` 里。 -### 第一段:上下文 +#### 第一段:上下文 -我们的状况很简单:刚装好 TRAE,打开了一个空目录,但 Python 一切还没装。这一段写出来: +上下文段告诉 AI:现在是什么状态。我们刚装好 TRAE,打开了一个空目录,Python 和课程要用的库都还没装。这一段可以这样写: -> **上下文**:我(学员)刚在 TRAE 中打开了一个空目录作为课程根目录。本机是 macOS,尚未安装 Python 或任何依赖。这是课程的第一份 spec——后续spec 都依赖这一份装出的环境。 +> **上下文**:我刚在 TRAE 中打开了一个空目录作为量化课程学习实践的根目录。本机是 macOS,尚未安装 Python 或课程要用的库。这是课程的第一份 spec,后续 spec 都依赖这一份装出的环境。 -本节后续四段 blockquote 全部以 macOS 为例展示。Windows 用户按相同骨架,把「macOS」替换成「Windows」、把 mac 命令替换成 PowerShell 命令即可——具体替换在 `specs/spec-01-env-setup-windows.md` 文件里逐行对照,本节无需重复。 - -这一段示范的是 spec 写作的第一条要点,下面我把它单列出来——本节后续每写完一段 spec,都会附一条对应的「📌 要点」。这是全书第一次出现这种样式块,它和正文并列、可以反复回查。 - -> 📌 **要点 1:能一句话说清的事就不要写两句** AI 一次能处理的信息有限。你写得啰嗦,最关键的指令容易被它忽略。写 spec 的过程是反复“还能不能再短一点”的过程。 - -### 第二段:任务 - -任务段要具体到一句话能说清。“装好 Python 环境”不够具体——什么版本?用什么工具?哪些包? - -> **任务**:在当前目录下完成 macOS 量化课程编程环境配置——装 uv → 用 uv 创建 Python 3.12 虚拟环境 → 装 7 个依赖包 → 创建并跑通 check_env.py 自检脚本。 +> 📌 **要点 1:能一句话说清,就不要写两句** > -> 📌 **要点 2:关键事物要具体到 ID 或版本号** “Python” 不够,要 “Python 3.12”;“包管理工具”不够,要 “uv”;“装一些库”不够,要 “7 个具体的库”。任何 spec 中的关键名词都要具体到不能再具体的程度,AI 才不会按自己的偏好随便选一个。 +> AI 关注的是指令,不是字数。写得越啰嗦,关键要求越容易被淹没。写 spec 的过程,本质上是在删掉多余的话,只保留真正重要的信息。 -### 第三段:要求 +#### 第二段:任务描述 -要求段是 spec 的主体——把“怎么做”拆成步骤。环境配置一共 6 步:确认目录、装 uv、建虚拟环境、装依赖、写 check_env.py、跑 check。以下要求比较具体,是因为编程需要让环境前后一致,避免引起不必要的问题,实际工作中我们不必告诉 AI 应该怎么做,所以你可以完全复制这一段: +任务描述段要一句话说明目标,不要把所有步骤塞进去。这里先补一个小词:`uv` 是一个管理 Python 环境的工具,它可以帮我们安装 Python、创建虚拟环境、安装库。 -> **要求**: 1. **确认当前目录**——在终端运行 `pwd`,记录路径,后续操作都在这个目录下。 2. **安装 uv**——运行 `curl -LsSf https://astral.sh/uv/install.sh | sh`,再 `source $HOME/.local/bin/env`,最后 `uv --version` 应输出版本号。 3. ……(共 6 步,完整内容见 `specs/spec-01-env-setup-mac.md`) +这次任务可以这样写: -完整 6 步加上每一步的命令、check_env.py 全文都在 spec 文件里。这里只挑两个特别值得讲的细节。 +> **任务描述**:在当前目录下完成 macOS 量化课程编程环境配置:安装 uv,用 uv 创建 Python 3.12 虚拟环境,安装 jupyter、pandas、NumPy、Matplotlib、akshare、yfinance、open-xquant,并创建、运行 `check_env.py` 检查脚本。 -**装依赖时为什么要锁版本号?** 比较两种写法: - -❌ `uv pip install pandas numpy matplotlib` ✅ `uv pip install pandas==3.0.* numpy==2.4.* matplotlib==3.10.*` - -不锁版本的话,半年后你重新跑 spec,pandas 升到了 3.1,某个 API 改了,书上的图就跑不出来。锁到 `==X.Y.*` 既允许 patch 升级(修 bug 的小版本)又不会跨 minor(可能改 API 的版本),最稳。 - -> 📌 **要点 3:能锁的都锁住——版本号、日期、随机种子** 量化交易的命脉是“可复现”。你今天跑出来的图,明天还得跑得出来;你电脑上跑的回测,老师电脑上的结果一样;半年后回头检查,依然能复现。任何会随时间漂移的东西(库版本、日期窗口、随机数)都要锁。 - -环境配置这件事**没有图表可看**——某个包没装好,当下不会报错,等到第 1 章跑实验时才暴露问题。所以验证必须是机械的、固定的、可重复的。所以我们把检查脚本写进了 spec,这就是告诉 AI 使用指定的工具完成某些任务,从而提高 AI 任务的确定性。AI 只能照着抄一份一字不差的,每个学员跑出的报告完全一致——失败时哪一项 FAIL 就是哪一项装错了。 - -### 第四段:结果呈现 - -最后一段是“成功长什么样”。一份 spec 没有这一段,AI 跑完你只能凭感觉判断对错。 - -> **结果呈现**: 1. `python check_env.py` 最末两行输出 `结果: 11/11 全部通过!` + `环境配置完成,可以开始课程。` 2. 命令退出码为 0 3. 当前目录下存在 `.venv/` 与 `check_env.py` +> 📌 **要点 2:关键对象要点名** > -> 📌 **要点 4:成功的标志要可机械验证** “跑通了” / “看起来对” / “应该没问题”——这些都是不合格的成功标志。一份好 spec 的结果呈现段要让 AI 自己能说“对了”或“错了”,不需要学员凭感觉判断。assert 语句、具体的数字(11/11)、具体的文件名、退出码——这些就是机械验证。 +> “装 Python”不够,要写成“Python 3.12”;“装一些库”不够,要把 7 个库的名字列出来;“写个检查脚本”不够,要写出文件名 `check_env.py`。关键对象越明确,AI 越不容易按自己的偏好补全。 -四段拼起来就是一份完整 spec。我们刚才在书里写过的骨架——上下文 / 任务 / 要求 / 结果呈现——和 `specs/spec-01-env-setup-mac.md`(或 `spec-01-env-setup-windows.md`,根据你的系统)里的真实文件一一对应;区别只在于真实文件把 6 步和 check_env.py 全文都写齐了。下一节我们把它交给 TRAE。 +#### 第三段:任务要求 + +任务要求段是 spec 的主体。它把任务拆成可以执行的步骤。环境配置一共 6 步:确认目录、安装 uv、创建虚拟环境、安装库、创建检查脚本、运行检查脚本。 + +完整命令和 `check_env.py` 全文都在配套仓库的 `specs/spec-01-env-setup-mac.md` 里。书里先摘出开头几步,让你看清写法: + +> **任务要求**: +> +> 1. **确认当前目录**:运行 `pwd`,记录路径,后续所有操作都在这个目录下进行。 +> +> 2. **安装 uv**:运行 `curl -LsSf https://astral.sh/uv/install.sh | sh`,再运行 `source $HOME/.local/bin/env`,最后用 `uv --version` 检查是否安装成功。 +> +> 3. **创建 Python 3.12 虚拟环境**:运行 `uv venv --python 3.12`,再激活虚拟环境,并用 `python --version` 确认版本。 +> +> 4. **安装 7 个库**:按 spec 文件中的版本号安装 jupyter、pandas、NumPy、Matplotlib、akshare、yfinance 和 open-xquant。 +> +> 5. **创建 `check_env.py`**:把 spec 文件中的检查脚本写入当前目录。 +> +> 6. **运行检查脚本**:执行 `python check_env.py`,查看检查结果。 + +这里有个细节很重要:安装库时要锁版本号。比如不要写: + +```bash +uv pip install pandas numpy matplotlib +``` + +而要写成: + +```bash +uv pip install pandas==3.0.* numpy==2.4.* matplotlib==3.10.* +``` + +不锁版本,半年后某个库升级,书里的代码可能就跑不出来。锁到 `==X.Y.*`,意思是小修小补可以升级,但大版本变化先不要碰。 + +> 📌 **要点 3:会变化的东西要锁住** +> +> 库版本会变,日期窗口会变,随机数也可能变。量化实验最怕今天能跑、明天不能复现。凡是会随时间漂移的关键条件,都要尽量写死。 + +#### 第四段:验收标准 + +最后一段写成功标准。你还没有运行,怎么知道成功长什么样?答案是:你不用猜最终数据,只要约定检查脚本应该给出哪些信号。 + +比如这次我们要求看到 `11/11 全部通过`,要求命令退出码为 0,要求目录里出现 `.venv/` 和 `check_env.py`。这些都是 AI 和你都能核对的信号。 + +> **验收标准**: +> +> 1. `python check_env.py` 最末两行输出: +> +> ```text +> 结果: 11/11 全部通过! +> 环境配置完成,可以开始课程。 +> ``` +> +> 2. 命令退出码为 0。 +> +> 3. 当前目录下存在 `.venv/` 目录与 `check_env.py` 文件。 + +> 📌 **要点 4:成功标准要能检查** +> +> “看起来没问题”不算成功标准。更好的写法是给出具体数字、具体文件名、具体输出文字。这样 AI 做完后,你不用凭感觉判断,对照检查就行。 + +四段拼起来,就是一份完整安装 spec。下一节我们把真实文件交给 TRAE 执行。 ## 让 TRAE 跑这份 spec -上一节我们把这份 spec 在书里一段段写完了,现在把它交给 TRAE 真正执行。在打开 spec 文件之前,先看下面这条提示——等下 TRAE 弹窗时你就不会被吓到: +上一节我们已经看懂了安装 spec 的结构,现在要让 TRAE 来执行这一份任务说明书。打开文件之前,先看一个提示,等下看到弹窗就不会慌。 > **💡 提示:关于“沙箱”** > -> TRAE 帮你装环境时会弹窗询问是否允许“在沙箱外运行”。别紧张:AI 平时是在一个受限的小房间(沙箱)里活动,但现在它要帮你布置整个工作台,需要你给它开一下门。遇到这个提示,直接点“是”或“允许”即可,过程示意如图 II-7 所示。 -> -> 如果你打开 spec 文件第一行也写了“所有命令在沙箱外运行”——这就是 TRAE 弹窗问你的原因;不是出错,是预期里的一步。 +> TRAE 帮你装环境时,可能会询问是否允许“在沙箱外运行”。所谓“沙箱”,就是给 AI 的操作设置一个受限制的运行范围,用来降低误操作影响真实文件和系统环境的风险。但这次要安装的 Python 环境需要访问你的真实终端和学习目录,所以通常需要允许它在终端中运行。遇到这个提示,选择“是”“允许”或“在终端中运行”即可。过程示意如图 II-9 所示。 ![TRAE 沙箱提示示意](images/getting-started/trae-solo-sandbox.png) -读完提示,再打开你系统对应的 spec 文件—— +现在打开你系统对应的 spec 文件: - **macOS 用户**:打开 `specs/spec-01-env-setup-mac.md` - **Windows 用户**:打开 `specs/spec-01-env-setup-windows.md` -把 spec 全部内容复制到 TRAE 的 AI 对话框中,发送。 +把 spec 的全部内容复制到 TRAE SOLO 模式下方的 AI 对话框中,发送。 -AI 会自动完成 6 个步骤:装 uv、建虚拟环境、装 7 个依赖包(含 open-xquant 框架)、创建 check_env.py、跑自检。整个过程几分钟。你不需要理解每一步细节,只需要看最后的检查结果。 +TRAE 会按 spec 自动完成 6 个步骤:安装 uv、创建虚拟环境、安装 7 个库、创建 `check_env.py`、运行检查脚本。整个过程通常只需要几分钟。你不需要理解每一条命令,只需要看最后的检查结果。 ### 验证结果 如果一切顺利,你会在 TRAE 的终端中看到类似这样的输出: - ================================================== - XQuant 课程环境检查 - ================================================== +```text +================================================== + XQuant 课程环境检查 +================================================== - [OK ] Python 3.12.x - [OK ] 虚拟环境已激活 - [OK ] jupyter - [OK ] pandas - [OK ] numpy - [OK ] matplotlib - [OK ] akshare - [OK ] yfinance - [OK ] open-xquant - [OK ] jupyter 命令可用 - [OK ] akshare 数据源连通(获取到 5847 条数据) + [OK ] Python 3.12.x + [OK ] 虚拟环境已激活 + [OK ] jupyter + [OK ] pandas + [OK ] numpy + [OK ] matplotlib + [OK ] akshare + [OK ] yfinance + [OK ] open-xquant + [OK ] jupyter 命令可用 + [OK ] akshare 数据源连通(获取到 5847 条数据) - -------------------------------------------------- - 结果: 11/11 全部通过! - 环境配置完成,可以开始课程。 +-------------------------------------------------- + 结果: 11/11 全部通过! + 环境配置完成,可以开始课程。 +``` -实际终端输出如图 II-8 所示。 +实际终端输出如图 II-10 所示。 ![环境检查全部通过](images/getting-started/env-check-success.png) -如果有任何项目显示 `[FAIL]`,**不要紧张,也不要自己改命令重试**——把完整的输出结果复制给 TRAE 的 AI 助手,告诉它“环境检查有失败项,请帮我修复”。AI 会照着 spec 里“故障恢复”那一节的对照表逐项排查。 +其中 `akshare 数据源连通` 后面的条数可能和书里不同,这不影响结果。关键是这一项显示 `[OK]`,并且最后出现 `11/11 全部通过`。 -> **💡 关于错误处理的原则** +如果有任何项目显示 `[FAIL]`,不要自己改命令重试。把完整输出复制给 TRAE 的 AI 助手,告诉它:“环境检查有失败项,请帮我修复。”AI 会按照 spec 里的故障恢复说明逐项排查。 + +> **💡 关于错误处理** > -> 整本书你都不必去**啃** Python 报错——遇到任何报错,**把完整信息复制给 AI 助手**就好。AI 排查报错的能力远比让初学者读 stack trace 强。这是本书的承诺:你只写 spec、看结果,调试交给 AI。 +> 整本书你都不必去啃 Python 报错。遇到报错,把完整信息复制给 AI 助手就好。你的工作是写清楚任务、看懂结果;调试细节先交给 AI。 ## 你刚刚学到了什么 -### 你做了什么 +刚才这个过程包含两件事。 -刚才的过程其实包含两件事: +第一,环境准备好了。这件事做完后,后面章节就可以直接跑实验。 -① **环境装好了**——这件一次性的事做完了,往后不用再碰。 ② **你看到了一份 spec 是怎么从零写出来的**——四段骨架在你眼前展开了一遍,四条核心要点各自示范了一次。 - -第二件事比第一件重要。 +第二,你看到了一份 spec 是怎样写出来的。它不是一段模糊、碎片、随意的说法,而是由上下文、任务描述、任务要求、验收标准四段组成。你把任务说清楚,AI 才能稳定执行。 ### 7 条 spec 自查清单 -刚才本节示范了 4 条要点(写在每段 spec 之后的「📌 要点 1-4」)。把这 4 条加上 3 条通用补充,就构成下面这份“写完 spec 过一遍”的自查清单——任何一条没做到都是问题: +把本章的 4 条要点,再加上后面会反复用到的 3 条补充,就得到一份 spec 自查清单。以后每写完一份 spec,都可以用它快速扫一遍。 -| \# | 自查项 | -|----|----| -| 1 | **四段都齐了?** 上下文 / 任务 / 要求 / 结果呈现,一段都不能少 —— 结构骨架 | -| 2 | **任务一句话能说清吗?** “做一下数据分析” ❌;“获取沪深 300ETF 历史数据并可视化” ✅ —— 来自要点 1 | -| 3 | **关键事物具体到 ID 了吗?** 标的代码、库版本、文件名、参数名都点名 —— 来自要点 2 | -| 4 | **能锁的都锁了吗?** 库版本、日期窗口、随机种子——任何会随时间漂移的都要锁 —— 来自要点 3 | -| 5 | **结果呈现有“机器能判断的标志”吗?** assert、具体数字、文件名、退出码 —— 来自要点 4 | -| 6 | **写的是“做 X”而不是“不要 Y”吗?** 正向指令比否定句对 AI 更稳定 —— 通用补充(首次出现) | -| 7 | **长度合理吗?** 大多数 spec 不超过 80 行(环境配置这种特殊情况除外) —— 通用补充(首次出现) | +**表 II-4 spec 自查清单** -第 6、7 两条本节没有专门演示,会在第 1 章后续 spec 写作中遇到时再补讲。这 7 条会跟着你整本书——每写一份新 spec,最后都过一遍这个清单。 +| 序号 | 自查项 | +|------|--------| +| 1 | **四段都齐了吗?** 上下文、任务描述、任务要求、验收标准,一段都不能少 | +| 2 | **任务能一句话说清吗?** 先讲目标,不要把所有步骤塞进任务描述段 | +| 3 | **关键对象准确吗?** 如版本号、库名、文件名等,都要写清楚 | +| 4 | **会变化的条件确定了吗?** 库版本、日期范围、随机种子,都要写清楚,不要变 | +| 5 | **成功标准能检验吗?** 给出具体输出、具体文件、具体数字 | +| 6 | **指令是正向的吗?** 多写“请做 X”,少写“不要 Y” | +| 7 | **长度是否合理?** 不要因为详细,就写得啰嗦,都写必要而准确的话 | -### 你需要做什么 - -后续每一章都会让你写或改一份 spec。开始时书里会带你一段一段写(像本节这样),后面会渐渐放手——到第 6、7 章你应该能自己写完整的 spec,到第 9 章你应该能根据问题写新 spec。 - -> **💡 spec 写作能力的成长曲线** -> -> 抄 → 改 → 拼 → 写。第 1 章基本是“抄 + 看懂”;第 2-3 章是“改其中几个参数”;第 4-6 章是“把多个 spec 拼成新流程”;第 7-9 章是“看到一个量化问题,自己写一份新 spec”。每一步都不用着急。 +写 spec 不需要死记硬背,多写多实验,多和 AI 交互自然能掌握。模型越强,越能对 spec 容错,但把 spec 写清楚,仍然能减少返工,也能让你更容易判断 AI 有没有做对。后面进入策略实验时,open-xquant 也会帮你检查策略规格说明书里常见的遗漏。 ## 准备就绪 -恭喜,你现在已经具备了开始量化交易学习的全部条件。 +前言和这一章涉及的核心概念,汇总在表 II-5 里。 -### 速查表 +**表 II-5 准备工作核心概念速查** -前言和这一节涉及的核心概念汇总在表 II-4 里。 +| 概念 | 含义 | 这一章怎么用 | +|------|------|--------------| +| spec(任务说明书) | 给 AI 的结构化指令 | 用装环境练第一份 spec | +| spec 四段骨架 | 上下文 / 任务描述 / 任务要求 / 验收标准 | 按四段写清楚任务 | +| TRAE | 本书演示用的 AI 编程工具 | 把 spec 交给它执行 | +| Python 环境 | 跑代码需要的语言和库 | 用检查脚本确认可用 | +| 四个阶段 | 确定候选 / 制定规则 / 执行交易 / 评估归因 | 第 1 章开始正式进入 | +| 做 / 看 / 疑 | 写成规格 / 读懂结果 / 检验可信 | 本章先练“做”:把任务写清楚 | -**表 II-4 动手前的核心概念速查** +到这里,你已经具备了开始学习量化交易的基本条件:有 AI 编程工具,有 Python 环境,也知道一份 spec 应该怎样写。 -| 概念 | 含义 | 类比 | -|----|----|----| -| spec(任务说明书) | 给 AI 的结构化指令 | 你说清楚要做什么,AI 负责执行 | -| spec 四段骨架 | 上下文 / 任务 / 要求 / 结果呈现 | 一份 spec 必须回答的四个问题 | -| TRAE | 本书演示用的 AI 编程工具 | 也可以换成 Cursor / Claude Code 等 | -| 量化交易 | 用数据和规则做交易决策 | 把“我觉得”变成“数据显示” | -| 量化飞轮 | 候选 / 组合 / 执行 / 归因,循环往复 | 越转越聪明的轮子 | -| 三字要点 | 飞轮每一格都要走的三步:做 / 看 / 疑 | 想法要规则、结果要指标、指标要被怀疑 | - -### 下一步 - -**第 1 章**,我们会用一个真实的 ETF 带你**走完整个飞轮一圈**——从最简单的定投开始(做),看它能不能赚钱(看),尝试让它“聪明”一些(再做、再看),最后亲眼看到“回测时间段里收益率优美、换段时间就亏损”这种典型情况(疑)。 准备好了吗?翻到下一章,开始你的第一次飞轮转动。 - ---- - -## 反馈与读者群 - -如果你发现本章有错别字、概念不清或实验结果不一致,欢迎 -[提交 GitHub Issue](https://github.com/xingwudao/xquant-beginner/issues/new/choose)。 - -课程、正式书和后续更新见 -[xquant.shop/courses](https://xquant.shop/courses)。 - -添加作者微信 `xquanter` 进入读者群。请备注:`XQuant 读者`。 +第 1 章,我们会用一个真实 ETF 走一遍完整流程:写规则、跑实验、看结果,以及让你产生第一次怀疑,为什么看到实验结果漂亮不要高兴得太早。准备好了吗?翻到下一章,开始第一次量化实验。 diff --git a/book/images/getting-started/trae-model-provider.png b/book/images/getting-started/trae-model-provider.png new file mode 100644 index 0000000000000000000000000000000000000000..62b5bed70054821bcfddc6930f9b68e37421c705 GIT binary patch literal 74889 zcmc$`cT`hbA1#V<>_<2%qJn@0L^_IeAvVBJrAv(>y(7JZh>9o*XedE?Z=pyH5C|v& zLV(aC9Sjg!KuSOo0(XV;efOW&?j3K8_ZVgj%-(zL)qnFh=Ulvdq^)-HIM;C&7M7FH zhY$2vSXev2$NcDF@J+b(H8B>JODxa_cMbfKmd1R&3{*%ht9Iq{e;qs~W^gEL>$Jkd zQ@RggGBV!2JSg+vQ%>3?neZ1Dh%1*CM0z>0u3F@uF1Vf+^XTBcx%sx`-QAzl$j)(o z4HoDmUA}dFJXz6qc`3zMme4hN0WVvAPQfeMQ_i&*<5ynKr;{vy?ke=S7>8FT_8_Q> zx%B(y=b2b{tuf~nHDsNe*OB7EPF`NO&8;Kg>S#g7?jQl5-WR=uB#y&Uj&;bIxz`Pi zvx93d&}0YgA5LGTv}{)-Ft}9nbMbD2m;B3d65t}sUj2vdE11LDIx~Zp;7zRSom~8G zgIl4A#C-kSN?VEoRIih3z_8|dHusnSxZQ8g_C&XX>ju5doRR?>A0Iz1V*2=U=yBod zJ0B0SvQ96;n>^*1`mQ?=TcGd=xsO4s-qP z7>mK63XPl=oJx{zonSuRDE-N*Tm$JWlc=Y+q+U8?P-PI`9(TMC5*D>UfbUt4w46OO zJGpbWz_7mTIOmU*x}T1*sj2J-E-)Ydh|ZcZa6_YZf|70CLEF?HY8rv}pxqzdrR+R& zi_7ff6&(8(dc45HkB3>iaU=BFA({v*jqmBdj|=|Uru~>8s38r$+zFOuE6D^m+nP>f zR&Xal9#R(vKbBy89Uou2&dPk*8ZQLKcZkd$gBcKpxw#FLnB51xp}80k6X0Z6vUED` z0Q0UN_$1b^UESvB0GmFAp~JHUvBKvGqG$fSDEq#m+Z?>gu*l#mB`7XLUJmiGl*?!M zwj1+N7FW*Td=tz!m+Y||Te}PKZX){X>L>BRxW8Mh*wVP0k#{m`rW86S5%T3Y(H2GTg_9LO>OT)cbHs}%$;CJK?~_g3 z$n1Ekasof){$t9$I#N>cA{(jt;nY9m&~azJL(F@sYqD)7xEnYrP=)U(= zZ=v6L|9My2uBF7n$%CkKyK6U3;E^2X&;RE0Imx{Cf?ER4+2w_+EWu!66j0pz-zA!u zZffDbwY!=L{rkM(zwKes{3m|D%OvkUVXj%0#=k=LhlS5+sXivF|nr;8S{Da05 zTd#lHBzRTwKa-%kL*u`%|NZxWO0PR_@$VDKTM^5Ru@9lpPna#l#LV2Bl!D*y7yLr} z{146w8&tb)scUN+8T226>OFe&@!tLWqYFv5{q+R3Q)2jIu?(L>M~-M9!A}L501<#5 zI?nNE`}s_<8HCwSleQ?kgX@DuW&<@EvM0}X!z50gzl0tT&VDoJ*1!;NrI;2ODee4j zT3cW5tmq=AB8s7WLD!)Hd1kWk)n+?+9L&eIGo@&kapWN~U^B>^Pcvc8$gVr>vT2?5 zyYk%*zWyo~ZfI|TA(}e(Oo<;#86L~#vkgj}hx<^5i}LdFM3!M_qasZRS_i_=eAXI) z;-^y9D^x$64{mm0_WB)Hq~O8z*-kSrLOl;Zbfs=RMaFeBOJZ;3MCj|+KWxhvWADBy zDPZJuCfLez(P7$VnCzdU?On-=xtVHF7Qyh{B#)rE-ZKB>}{@$pflA74)~P@4P=2)QNeJfqmYmg^u~=F$SnO_9he7} zIqV-trr$MQMj#PYZ|#;RGJ8aQjx=XpO2=V*%a zU*{YfDyUqoRau`+kX>nY>P;OgC)@AP&+tRTfyGBvyp%a|_z7z0FV;Ed3x*_2TG$02CIdtfd!|ycX(S?$U zFJF&#jPX%iP06P3BO?0JzTPh@I>*5=eL6lGiR3tUj_iDuiV&Fp)%;!ov0Ha={m??l z5rqpg4U8(wo}M0LmU^sk0r()Z&IoGTug{99)^8ABhlOD`rgrHoM8?)ciBjP1t%IIm zQmaM=-A8ip@wxpqTjeq`7aPJ_@@Jh{)faUgwFg0^3s|4fpQd+vt#D zc>Vf*3=>dVS~^@S{mst;XD;6tFb~#(h@|8rowP zkk6pjVE$r#iGW62f$>W2Xgj$xvBZCURs$Jqf-|5l3`Fx&=X&}cZ!8w|WJaho#EF^| zw8}ulv&CuB-tETn3;QA33{T#ZHBpP=?OSXL6S~w`Zj!yax*D*Ud_&lxHYSBaB-d`O zHcY$AS(iRu>pHsr^?n$~`G3+tPjQP#N|;rdkMY4pN1RfZ`(#HH_<|*&QIKWxr?k1A zO!3R|SIa%CVmL5mYFNmXlKz3ZOdU0{{imW^^>HRlsQuQs)S%Cuu1E!Vj@&&=L zu)qkRNoEaQ*-F^?a{BDLu3xdjT5`!f;M3-kfIuL9weQ}&3vihHN9BRDaeaXI2F-ol z`4bTY0{^i&ZEHbcVRhe1r;_;i^D1g;Xz#@;(>lL4?|Sl=^!pX=UkNRc&IB3hu1c4Y zmg_nMQOUrCl)z!9JzPTtVglxf*cwyyC!|Di&w%w~H?+S`PaE91^Fldg1NUu_*cVrH zD!`%pk$`|e&47lwdauT-H;(whqoKr-+$h2Nl~s=Ax*s;Lft{0M>{bbHg%E{R!`Jp}u| z`^b=CNqYg$~~l=GQihYs1YE03&`2~J(3H7$$H?@{)DoJtBFe!3z~ z1^aQq9{tz4=!hdi=LqW4!p3r*Us%9~yS5Fi*6Z_)<~sMOZ;lh=7kI zQ1D)Oh;$sxOYd7MXGX$NuN?-1I+eA`Y^lrm4)!n`Z_YbXYdevshKz}cDGYfP=CD3H zG4SOnEByEFPffLSH_p$uo070EJyUa2jfQU8P#|~o_T+vORK83$~*Tc&0(?eKC=*_gpme=nMdD=ygKHdxc zK-vh|a8!-&6E&~?G2`v!Rgn@<5H;JCOwq&H5mG@z!$e2gMMX9A@SI}(Why72dSP@0 zu8^A6XHg3gvX&_RliZsHr{eki(xUOgLo4;Nv*8m=wDMwpK+G&v8acoxnS%5DVyVA2*!fs4x4dfzlCCZ>hlt-fYNik?7Q)m`NQiCsfDSoqen1J^ka9%V>3*-&n1;Q&h3j zP+9gGnIHjm{KQqK?_7mm-rtqD2}GjtnbxQQQ0sXjmHXE8z$s)FjOg}gJxA+S@DjEq zZ@sh2`nCMlVe;?a?w!d}8VuOQG=B&q@5>j-lYFbS%6mH}Pyu}nDFxC_M28l3DFJAG zAXTr@(aX6&lNV&norsKUP{*OV z{FVrRGAAu?V(RaX8aNmfqasrWVi(Ua*0+R9#<4K(I*}18sO<;iQS|BmZsbzoNfd|n zj!}m5O)Cpp0NgL`DJLl9f=Cp@&lCBfKe|4pHAr+nGnIDYTA51r9ru(+{lk}PlQ_kEe+PI{+mBMVo9oJa9&8OPs9;9nS6d%L9N0v}13KJ`AUi}5PH-RaDH3V0=7?fCQ zp^b{W^JLYyGy9SiA#Y_t?zk?%jSzHXZ`#y%|ynci)IEF-r>P;x?IQ3*Shet*lmFH+l2mNs}_JaHQz0zd$ z9A4i~B-V1WvaFw}``|e{`Jte1bMD@^#Kz`YlXpMOhLqH0!0DUlpzXDQscrJDh0Y%4 z{#aXXs4*5CSR-0e?=_Fy+1c5kU?v=93r#>gzSozd-IJRN&k2!euny>qOje8_G2ztN za(z8L^92*n^YJ>#3fWUlYUfK}epCJt7o-OLl&pU|VN?azk8?3{WSoD_`M_H~O@n<9 zMcm!p%@H9Q=Ig0|@f!Si`M&hiZ*Pg+^#DY1e|MO_qHx&e6F=lyZlvJu-3hWkoUb zipOpd!TJrmn~7Df5g+*h5Y@n=#5y-p%n(tMk%_lltuBt-6n#FE++-IY9W4=sgbZL& z;paqVpX0z@P4gZz^$!eOd^mj>vzUt5Jw!60xZ$=s=_^?}pHOwAFQ)%a)m%KT)*ZQ5n%GbIGQDwEfkkOflAih8y zS$y@5G`+HdxKD>G&3rb9j*riCYoMpD(t4K1vim0$w$VbW+h>#lYb^qa7B13m<3Y{e zzuSZLBCMD7MLp)IK1is*H*=`7BK=e2fn&vHm5!D8moV?e!5fi%5J*vfqjUL?=f*fQ z?ZGMI3Ld4uG<)JBH(m9`#ONm4EX(~Arfj7bo|3XQop5X=s^OOpGvOMQVQS}O)^SzUWMauIOcC$zt^6)3~{CJO0f5;ooN-hbZPR<20Z}3-P^TSI@7T8YprgX zmE8-;FZTG0;6D)Iw9QW_;>^T3 zam%{7UR-Kws?{@+c{`_srSlFS1+1~pI9Uh;1`^p#O@d93kNnNGx4ekDTsAe;1WQi< z1EpO@AEOR61_g~GcoL-7k2JTm*bYlTX%kx$PR-%5$Skld9J@tItW99VCpwOxxh#7{ zz1bT1aBNio{EuYRVO9o!F+Jb^3()%!y{+7rbu`u(k&iS-$HFl zACE3?_xHhzeAR+QnpLxLu*F*AL?9;QU}X>9Ew17Ek{}362;-KHey&zu ziV~tWiCe+?%PA`!wy>5+9>MHLdkmJ&EA4!~n4A)5v{m8eCi=ZHfa=Jody=lUHC_r2 z^Qdzf@u|NpNk3%^bsSsJ_FnqgL)tpZ9F-a^FeUYK;Vu^^h*OpT**-*WkVc0VMz$_6 zBkz}|_XqZx4~XBD)e2P%uFR*@e_B+eRAqf%B;=i z&U4q{#BDIIgde57Sgkd~6t{SQsZr@eag4aIUYsE7lmqyL8ViKkP+80R*9dOeIR1eG z6aBti9euDzS2zwFFEYcb0t6S^Z1pKBDvG)Ln(sA}Q}g{+e>sj9es ztxFB=%?LeFVLx>czR?pVAF!u#{G8GI+0F>!-Me=eh?uA zZq>v<82$R78Ev|J%>JGWMU49Ex5lqRnaJqP-@I8r zemrb$ZbjRFx&o4oxLU7yXVG-ti{^Jgs+0Tu^#dq!Ai)3AmoLAXrD>hINPZY(>rizs zhp@q;O2nfgv7?$UN zCicipR5}?C6dB9nWr~ezM(`HI&3$?+pj5jk&6>u8wS) zGS60!C?81xFaT)X-&Q~2UP1fkG>2}1LOQYV7<@1OjB^#6i1{6DaY9~wK34>1Rb z#k}Qz`Jw-9uJV7rRs#B5?xJk%{*+*u7XI+RN_PIw0{+|B|LrP#qpSMvxAVp5bVtqk zcc*Ok|JQNj+dj{FMX$sBL4PZuxGBzxtkK4NB!MajD|Cw@UjY}6ze1c!d zeEYWw{=vBMwbj+QX?On(8QC^!h`h_<^;7#2#AME|6>?Cpyu5&bapX-htucu+&g9Vk zif|RTT8X%WNy|^0VrD-L)CX*5^#^$_A|@&8j@g^H)N}GqT_=&leBH@ zY;p8%>8)5oB~H^Co&U1=cZ!U9)roQnq1ceKw0{>$W5k{RjOza#%l|vIbjVqKn_V^w z&{REBO`rCL7+~|-gcZ7Sb91A?PHwS9XSu_*!aa82k_4b42O5pvs3Vu_G4&v9rsB5& zndHz`HiOKPm$G|^)J|3?BGVcGiCsn})s{5XyHXS`vL!2cx08bX0s}>E-Rdt2>Kf&v z6287#TU+b>XneRfNs))A=;zO$nj@l?h4H^gXS}9kvCAs^zuA7MbP|n(nYhPjsJJ!~PFG?Xj^_=KnNYnKIh&yO`dH#Zo`Z#Jo>z%Vl) zj>_2CF~k~m7SdT+BrE-fjzfF5*Ux#WZLbmQ7$8M70Exntt5NffUz-%*3Z^RI9Jp&P zdv#Ar2i<5E$c>r)`GA_ea#wGFCbL$fmGwZD*Pj7>7AxYL=pimIZ^9aeTV7=>5YgF1 zrxeQz0cBnob?t+<2%n5qMe9~uyKf(^`Wl4=bMT;)dqlnLGMw^rYFFhaRtJJ9Gbx|7 zA1stdX1#cEM=V}euysodFnd3AyCizGw|ouujxWRh$hHra+exoB>6o`4uG?nUY6*!i#Y<#wHKb&E>Q`<5PBR=DRpF)r+UlP;Vo$h%Vf zmIoX2@nhaw7sbk%t)ro`d1O7izPJhRx!<}x3PA=c_wJb=T&Ko|r;I)EesbrIib{|?_bb@vGuNQ!L2J$>| z+@}tcY*a$mx^cs!z!(!}D&r)Yt-RJRR~O=tN|rFsxT+SFn4(egEX+rB@5tW)T6SGY zhIFhcn%-m~0F|=s>dD9!;o#!RxZxJXOwTGFNRc}TRW2;WM?3DYIgj8h_I5n)9DDap zb!d4EVL!MeFKkhkRSW6YLT>ccZ4Xy8%Xd00Vcj(H^{ZO7;`yNq?mB^$_T!pJ>q^sz zDnKwK$an;o&f-yo3-R}l=Q~8V)Vfb)=$3f3omQ>??gg(oy}fqmyvtvQ|FSkM0asl^ z{9FDe^JxVKE9Ve*Xd?mj+k=YYHU|!b1niWmf%q7prS}|pP3QBh-ljW7Jcoko-#gSS zSiP&R?6bpvHD+sZJ?7iDaBLE+-Zpu#m~MzP$X2((RI%}fxI_$8cEC@#~9 zkPJa1_9D7AcIJFr9rh-=)bbOg9SQ+RR7W}vG#2NxQ z;_bRVm&ilJKJpJacTLTyXc*hiOQ6l$ne#y~CAcg5@5b26lC1Jy9Qte-aw~SIG9Ijt zQ)}^9fnIi*rQfaz2)W5}{(3?_iK3hm1L|<)&0pCXj@@avi)>g&VsW-*&L46$CsFC-+O0we}+ z`8~!Kldk#PN)z6S#_VfFgOTQ2-W2FSmAc7(&|cV z0Hs7cvm1HKo3^Fu2di_=zEY*gN90o8IEz}@5t&+9Asfv`)9B@$aT(Lri7^UFBdx8i z6)7bpC1%_#Hvs^9eu;#7q)KYh>24ozGH)ODt)3_vA1oT-hr&}9io*C79Ak87zpsj! z)Q)B^?;_Z$D{pM&`X|u)ZbN&yn_!(^6+dYwhYzCklL*Va8Yde+Lp3#f7o?r0zbI~y z#~VJJ8nenLXl9dV;M)+1SP>%wApG8vrz+F;Aco$*PklgWEwAHa zX*A3~EnraP>=3mOU~-%Ntxwo}nM5%)c$wWg$pfX$Q~7+rbjaDK$gBaH%(rB(IkLI6 z-lxH!&u0>F2E-#P#+2bMzFLGuLr*nMrLQH2!mH>r>Z0y%P+KX}mD=z`^v~z$R15*k zNic%alm1)ON4-lUdze|V$5)_^#GF`1+jxbP@ny)aL1~7HL52ONiyMclEB}cPxi~kr z2vyp&_XRAW*;Q4X5Hw&ey?CLAamwG{-=X&ipM@cP{?#OvlaCKYdHL9(&`1JK+eWz( zuFB@ED4+g4O;Xw*ra%lcRZl8y&Rt#G++-5E8{_dF!&pQEzr*GzpGC2dVL_H^okGWX z|E~6(L+{IibS@y=AG*!oBzhh?arjL9fyv{|EzMlmd)9*3=A7Om3-$E9LBUi+Y^Jg_ z8zI120fxKdz1)Ad9O0#Hmm~~Q>IC2{tX1*Gg}q?&yj|R2y{#^0g1d=V;2Fk9 zr}!WKD1T7uBdZbGFeD_zv|)9vq>Ed|*&u2;>c_;y#B~w#>bI(ql6>1*>e{^`uR6Cr zIgfrx{}z6>uT4MqLs4q`gr#-_ci5tyX5sAK(oRN+d1=N%Zm@rt&D!l4!Cp>EyX#YN zH#fIR=bnzENe=LvBO1ewl?#m3F0mVWdU_S~C59YnNgMV1(F;fqs&ZfXB=!;UWjZhSF;zJnAzat249zE&U{hy`Ze8PTKe22a@e8& zO9+kX;fjwBcKNum>@uN!f>Xly-n|SN*LRPI;>iYud2~%7Xo8emh)0m!dd}Kr7fpw3 zrSd+{mg;BnISlAKkn65`TTR^jRx)_cb&C{@qE{#B0NWig0*xP0V_^D^4sc zPVCkmIaKvY@b9nmf!$>vW@I@P@6?}{BbYiTWb=3fuNVzE-4P>ZrmBzgDxRx>)7eh) zZYDU?0~$lUCY>#SXQzaL(SVxRw_ z0xY`FnEon3#-;Y)!GnhN0fw<+7V6pRv3mJP0Vaii$og@7VKAeXYdzBQZe>&0RcZS< z$z%xPZqbT!ek(6UJgh05(C`PMqROlL_2pNtKfNr5Xj2vBttXS0C`0SHt*K{OCTY+U zMZvql3q51->GhrM6QcQl0W0h0~%2cE(ou|zCy@<<7 z!+Tp0S8wg4KgIwpt*w?8s8$N+Pz>ra@5Sj?9;m(w0@B8!+u~UJAh142*>&QsQ3Uz< z=W@4E7)0K)vV(R3O!{}%jLaK%=(wD5dF1;Wd)W$tEjEv1L^2)paRyKF^}-_}@SAEc z51(8>KW`3q?9KXg{P2;*NdT{GW*m!5JpCVB27s(#4`&EI1J@H*8{9?@dM0Qk$^h2^ zDdIN|n91w_Z5%uHZn$QhU5FZ0bU>mZ17#WX)yv=_%VdpfvZAfR&BUIDT_*ED!2 zU%sImt-QPQoH46qP*-gy;;W{nxbPL24I_>}SyN`P;N9FOAc zsA+~(=-SY(u2tz{4v+*o^fl=2rd^U3?Jb6EK17aiYFx-Jsz^?vH5g|CVt!$G`#|S* zPt8Z;J9p9mCduKFcFZ#!5UwRf9xofAEd0514o+`a8OYPUU(c9*DE&7(5on*?vz>`l z@;Drf?*whJq+S&Z04DlM=n3rD%Er8Xy{v5#{)$t?H|{y=sgkyl5wp8@$7xS`{URh`@toB z?Z}}vyyK@%TOxZo;${)7Mo&fBZMeJWHtb27+EySA<`%U8ry=x}3XU}Lgk1O$vSPRM zq|oPcjv4AmWdOx3JW{#n<)K#*XK$p!cbi3ACtNXj#L~ z`s*+I>9@pNltj0P`pj}uj=x#lNlQcPs8T!kVdb_9K&Lgw?nxrDa(?m5%#g`I;8X=! z;9$4$;W^5UE)^W7sAX|)wt73z>=R{RDP#SN^sdj^C0*BDY?f|jCkIL!7khR zJk!mgIvJn~<2n-)Qr5rkgueF-5@R8NI4t6|@$*J!{CtuR<4!JJ+70Iku|*&d)Wtrt zBka5e=0Pvx_I}kW*w7AD_NI(!0q{pF$-rPRs*!$L`Z?PAvBI&2wHq_A-;A9g>W}+l z9NufMHz^|}hfbW!_bEzXiY6dOG6Y7iWTnMXt2W2V0+sTd1uujeX6uyaYVXn=&L$?8u@`_(@@x*(y-gU zfs-yU?h}z{h?(COHWU^S7wn?VC^pcoPxUj<&qV-rWeM+4 zW-77w!z?r4Y^57pD;2)t$Z;4r3vNkOF(spZUV{PU{Kl=WW#b2TCxo$iA zRf)jQiJmV!Rl=su* z1a@}ou88JA0+j)@u}7jXXQ>O;l6zG(j!4+^4>@&P%CvN8t-nC5!EGQ$ z2$nb)os}0Y7(wE*?d%1@Id0#um zr#N#?KSf~%m~56d&x&Wh6uEU9>=R8BmCHevGNW=;!)Kq`mdxw?pjaQf29dAh za0FnkYQ~T#lnU@@aG0mPFsqN;s?sN^PUX08h#{%$MYaV7#nUoY76sN&lbiM5Mn6m0 zQAcQ=gzm4H&D-HrL&KMHBYL(vRLr94zY3@fJaq zWo7Y4Tx3+O(o!}lnz?2m1fLHXB21Le2hRibLem247n$!rDc8skx3=(G&_3Roj5COzk3nGuhgF%t>)5|pg8f$l%<1-`>S&q zV@T*fVipBVdtj@d3uXj_!rb_(o(hLE1DfY*``nT*L(@a=52W2?Xwu!MM&&7cZeS#2-25dCM9Xfmh*bq{Y4sfohkH8-9efA*Sk9A=j^rOC81^* z7nEKqX?fM&x36{{LcH?X8UHC3PTw7T`^l{~rgY*a%e1Q#!lFb8vFs_N=(Ce`E$B~v z$|8C9ZSTM^&J(4~unGqxQAF8u3`&<#>wU|2{2&NoKrDAydL0EAla!RD?fA7BJji#M z@#8mMqB?d3tIgP*%+#3yvQ>^2SEA(^fD{BYP!2TA1ok%U_5zh?P#C|R z5=YvUuu*Wmzy16HKG-B3xN^AO#6FMmYM+#uhfMK=5cSX6#0@L*~N?wbJ&z}8pDlqA* zS(^tIR4m`@1V*6v%qE>*NZm8RGlW3TfUQ)QMR-rq!>DzCzamw zp`FDYU`hFmdD15B&n7}>;!QnIHMG+7`1Ox>|fK_{S^_U~V*UY5IC|MCAZx%@= zAar%V)tyy*khQv2#?=aX&(r_b!f4GpZC!%wtN-~XDi=FK@ge>ERlP&nl+{;WpOXSo zzh_IOgNuo1oHMID3*eEpT!t%#T!h_c!p}-OPA>{4DO6T#B@O~LrsvN)K0tnI3u-6z zx26W?L;(~0M39n-z_)J|z(fv+_7M_&`DdxVqK`F0#FLUB-4D_;utEl42uiG8Zs?K2 zf7yTkAv>mOjgJv3dh0UsfjHmv94yKWt39$bBXQ+}T?BbYPDjkF;!$(BZ{A8d0lO5D zGz+%C{;m1k7|7T-UIQiG7quSjgGTr3ZWkC9`0dEoZMVF2Ufe)9r136{H)V^~-DQnh zIlxj~#l{ofpWf7^77CaLrBnsRFre+one5EToS?u^%#7q`(A_F_8L|o^RVxk%6u(3N z2+3=gCbva*pD zeXUQVmbd!ssrV45JRgcF;2jKtf|8iagub$v22dtmwn?2JW_rsQ2<;mUD+tMyBg@-= zp0$*8?8-l$YuCSfcl*|#Sd?_|H~vcdK?9@#TGboXIGW{g_3V!?!hlzesCY`cM)lh` zr8G{u0VZ0#g7aI)!NPPXUvMF3X994vwZ>v(=lTfF8!73ua2MaL|E2Z z*4O5Q$cq+MzhUPN=!Cp~b8>+jaz2Y%;{E3A_X8|L+_!%pifyxEeAtM*sF(xz?;A?S z#iK5cLmBS|i$~Hfv(nM_Jy*oZZVg3+<6QFQAo>hf(%E?;Z)X4#z3{?>KCs%qL`Fwz zHCeCzQi-@Uit*K{m)&I*@^+h{D~@IY7#YyNl>vwaSgPg1uDh|AX_=-5!bBjkvv`+4 z^*DjQdpCsZPe$O|G0YxcXHv8RseP)Ol}FLOrLZQ4p}qKQWN;Sy&|JhPa4_oW0rxVd zyxuhBzIQGM5ARZmc)4y@U;UNpGlle2M~ew;zu9D!d{#bG;Yj5I$Hnr@Yeo$7tyF+l z71|trPRc@lxMP*1JN(5Xv({(cSu^5!R^m{kYVs%(UpUCB}*9+AR1TeP{Qe>Z7gi^L@Eg zwS|LEfOe!mrchbp=f(0z;x$KmKq=p(s@(I9c%LP&t{1iCD&-=>Mvk4e6a3JVO^Y>! zsp=U26XePL)~ z(YOiFx{NgT(T5H-5}0X1%?T8gc}nWJAkbTZyTgpNoX)y0( zmt!ZK?-KKMm+VfTj?V7?vNRJ*Km5=W{v?hc0pWvou@l~R@0$bsEv@v_7v{I%6^O?D_HFZ!3jL(f^e1vHez_1f;?H@4W zwepqYKz+1+Z3Eu0O`9G+&@(zBbtV|6T=rNrT<2lj^v8h(;2pgj)&!`h%h}5l``Y&p zo+Y+0XBjL~-?`-=4C%?~;mU?@cM37dzuF1T6oTrgwJ$I$x=H^mc8AAP5B+ozsVJwt%v6=v%w0 z7O9Rb9Mbft+UMB(P@BMjU9^Hro!5o19z3YYy1opsF0cVa4L|gp?0(84=Os5101Pn3 z{o?z*VJK_(1SjbXjwQ~OT9yswC6jz|5R7c~*P&2kj%H%94rH&lV!XdCRV3@tWzygrwx9uzKdY zdr{Y{C?jsk7DiItA{7kztUUU)c~nSRa^m`pQWUG*ZqRJH7rD!V>y~wOSCZnQ-ZrSIpH);EE=TR|IF$hH7W`xW#!DH(3y5MG=;HNTUH035{`ifSFi*ifZ91&C z5VLB5^}!BoFVp!xka(k%AM77ib=Sa`>zBD;eXsj(X>UVl52~pA7Cjsk2|*o0Tz}8h z+qW)5gHdmP=FCaiodxNQNjaHo=4tbL?0^_>s(6@}Ss#n=x2ph_34jxO^c>^i8NM)Y zM0Fy+LrceyIB^S5S~^?7dPZnzymIHZM@p5;#FQQQemffjC?LXLF?jl9Le#H+u9$HM3t129c@_Og1Ms!*U2Z0Z8GdQn|RvI>`r5Hmu3qimYqi# zoQHpmSyMvnW_RDaEX?cU&oOF?aab8=7<)mO6QugW^ibo{-rSir#Ktj!Ac(~~Y*kID zE$9?r7%ui|UJ6|&`&FoK0vg0xqcmTArros49yhXGZbuO2=l`C))IZ;+;5GM!?V?;B z1F@G$U6lR&X02i%zt5;>e4Pv%1|Pizd(ZWp2yeOzCSUV&FY|mMI6H7nLSkL5H&=(z zE4M{}9NAb}mk<&cHzI7nO|=qlA^AJ^{L_1anbr-zS2Sc6U=pR>2D(Uu{dw)m=`SOh z3k`fD|Lh5FxG4Mfs=Ew9=bV`71C4WC(frNL&G}>X?AEopo(X_CUBIzzffTT%>~S3v z88eRtpa%=37A`_~!AajvZ>-NunToJ=S@+`vml5B&W>naDc>HRUsI*J(LzzS^DYD#% zqUUm9ihuA68g;%%S!b+zpoIx6CROq4AwyMxVK)w88_&Q$^vp`VvV1g0Pc`4_UdnH5 zyyI<;K-uoe5wh#7+fEn2N{Sr^3X1^*2glEhDJzSGU~~X8xw$ulCCufu2cIPQ-ps#$ z`lvwv>uz)&$6b!UvX5uHJZbPH{Yu8sqgLrh^|FL6sXVYeb>Qwl9A`^;g%F*k#8I-KH>gBna%v48H=^dPrA%gA%+YS0P{{ zo<^lGBzA5w=gy@)k>4TmwG;Rjk2@&WwfcG6Ow4xgx$M08o%B}VZ52=9e5WuK&H2m#y_8m$N70DDAX)QKdDhPpi@iZQUlRqQWD) zJTd+yU7ucN(>|As8ShT14~#`3GboBawRP*ir>?emY}9y~Rt9KQN#AnwL8Sy`XaHjJ z;K8IWyxIdfs*K%PPNQ!}e|{cuV$P*TgjNV!M`WNRRI13c5N7(zT-@h4 zv1MS1_vDA3I43rUm#EKM34ZK4+E5g-Sf!`vv#gg&ocN)u)v&u8);DS+#h};cwDS62 zACckvz*98NIGi`193gGDj7qreO*;$0u3u%JPo1+rIX3}PD-1!mo;jHASB1JmOiaFc zXcuG8c<$DD?2PD4w1H__`%QT0sX!C(wzC$QVJuU3S3D~nhwi=Sw6GMzc4<{wq^z#3 z)fUtif0xMYT6*x{wNsn%dL_J7yYn;MCUQIwMh^rEs&sR+O~b=|)H|AYJm?7y_|yB& z^#JFb#!zwKsnrR!J#6r8GrvCXsl2HgR2x;SOUe)Qo9GT{cCxHTam8&C*Np%py6 zfB171ofH+Da7&;b^>bnZ(pss&^|PTw!8@pNez;EJoa5;0cQpa~X5mr$qa7D+vU>XY z)u024jfxT$c7EJXz)XtdF6!JKAF8O|H?bE^K8KTw$5bE3W#y&>eXB_3r?mf+FhRb& z$axsc1o|)@^X-I@#&$MWcQ9hd$zMqo~7T z6{Y2urA>RBM=dHYE{+2Jgh{ggp6s|!tQRK5~U(bF&A+ua}H%qx-_+98#}V`jV)SxVjekaB7)3;D>7`95@kvplB zomxdv{NS{^8!W#o%B;xsInal}+f-knt1rgA^j$zbjaU8-HpcA+t4cUOcu);?o<7fd zI-6wV`%un-BWK1@;J^c|el;$V=RLBMGuPNM&_aW=)A)g3wQ3|+X6SoVbx`o*$H%CF zl(Uu9WY^rqRJcs5gQcetWyJ+jFmRA#W^oa% z$Td-H=2m0UKIh=-;VT8zBk)Sh?d?9!Z^ho8?Wa3eno3*!{71UBC}e?H;$+?cMlgUx zRaWq(RSZ|SW)~O=+nEuIFr$TAefxwlQ4kOnK~kioK}upkMMR{eyQI52 zMx|6rN4f^2yPIK%2M{Ug7`l5Tho0{m-1ool?)&Zc?(VniaXg2I&&=F$-Pe6x=Xw6( zq{;v1pO-*(!_LVmZ~7}z35+(H!O8WvJ`h)cs%W2 zZE%0%QQspZf~^?gVtl+t>Wg3q?|;HEc`+m=6U*mQ0 z&;V17n&D;Vt|Qq}CT3Z%n{r<}KKl92=%p}j2<|budFLu` z^^Xz41GRx`*N)%7-r0VBqfp{q%Se6%pfj7B%C9sJFzmN!=5XhIPyHHgdjO*@HSmL> zuQ7rwKlhmV zSBeaOG5jneBg3=yVi@su$h`hL=bV6uEW&3^U!$WlLGcUZKc2PsszBW=2O#J&u(e@? zlvIir)JKu-*#^se^UnWekn-HmP&$X)6s>%RKjmD+(^ASYDx+NwV0_c%p zI2?OZ)cu!Ph=z%Y=TNSaq=1#G3QDj5yh!V-Pl%|5?E1U3%78T7>)@|*&dDk%y8aCz?*K^Mhw)3F)Z^E&oWq|imn-Os$Uj6GcaNK9kZGi|yyP!VBrjuDdfN?4}ZdaIp3hsQ$Ck*(0#NuQ^7KZHpGjhl=P z^9(%8AHgObbjwQzaZ+Ch@>5yZeQvE>^W-gNIEN7zFRv1x_>n4MgZ9Qwa$6Wxj(bru zkgY|oE+>k(zWL6qIE3SgZn zzJbZ)!7CVd9$&7a-gp^#*?|?_`Ms7MvNmt=WDzak;ZmQA!9AO!vCrRG)GFoTtfvl; zUxd4AK&h}uXxd})Y1P z5BB$m&S=Kh&xtpOwx%k%Fqn<8JdKn3tveo3q`%ssJTkIKEwkgTdNFHeuwUF|QFJ8e zyvq{GzyYdvGeM=M>w=K|4Z?Uq-!?LoLV~!YqQuF^N}EYHJuCKX4vfU!=reMNPTzo<4J;k(Sira_ zzU^$44*J7B+LzljKljXIxqZ)LSz0a6Og>4(S9`hF;CE{XIVeMORa9ry@QOVJ&-=>t zhJv#PA9%s0Ukf>^ruEBCd(_-%1=!BOgsLyKB{(WEGW~dejS}t&*nb7TZj7~uOR)mG zm~Y<}_h-&%2Fp8Wl(mlyV2rDKabppY>ZgZzy2GcXo|FEk2FKk`a9|#&`b&k7 zMa3l0noF}_&vhXBeyxW!{5Ee5^xzvmyit|vAPTDR?$wv+hg*-}%o+$txZUNG0j!g- zEgce6CGfT&UVu>s-j$faP3~iQD(b_(dPORl8`=thEZi2+A{{>5ahC-bO*1hw=lY#_ zWo~B5!&7T^$sdE)mPO&b0Gy^_tHLZQ)+B~8@ai?M>hL|{*2$B8QQ`-%B>X9T{al~~ z?(?U*d)IhE)Nw9-smH)D5h<|)8Om|~?l@Jir2@gcPy{jxb(}ILC@dj#=6Ky6X^pDf zgaP}gHx~W)^P$4+ME2GxwXW;A=0#JmbnYeJ9Ihlf6^B2IQZ>{=IeM~maun9L$e`IO z(!L_=d}sCt)T|7*-90yyqPUX8Im8&BYMz}mWMbOod8T;Hw|u(eL=DufQ|xk7q+Qpi za+d%m_44zbO!(2*hH&Xv|FROWba{x;Bpgf5e+b zq2}|}5HjZ)yAn-c)}dz{{s%b63|4P%D%b*XZNYs`bl>ql6+n1W}R zX6P5KwQL*XSYa~CHXBSyVnfrH=jy0sB#8J z@)FLHns( zIzL^bd}6z@*7a`pAd9|_HL!Glt@}6Y`Z3XxE8U%CTBbx8R@MXd23!fCn$(0m{${5} zaAP9AmiJ3pQ5%xQ%}ufKNyi)IX^0b&Z0)FDJ0$$@3H_RP*9H(D`6OK{0Bi2YOUD6o zmCY^5ckwN2J5%SR# zgOCNA+7BrL_UyN*dm)~l2Lw|--o<9!iG^QhW~eK0J_iJ)`Kej~i@NkY%S}SlBKEd} zDNT!ND>#t~=L2>@q(CuJyUHpq&Heb~BoAC)8}~j?ojW0f;>W<|K};+Dj#{Hox8td} z-)TU}kSYl6Ej2MaJIc%Lw0)=72*Z36NNB~Vy4F)avawRwB; z)C#Pq(GC>JNp~x(N1lXZOl;C3sc=ye(3I&FvaqmN1C3pqCsT0B@sg9K2w@76-@WS*?G|c))r%zzeUETg?~WJXKTN6$wYDBE93X$d zZia)6u-D>J%f;zH|` zdwh-;w9m=x*0EYx;ceT`C3cQz4^1%KNZ8P9|C-toW)3}^m97#%@>zW9eAAEH!@n^| zhwXkLW2b1}9IxaJmxvRVZI6IEc$xzP5i_4-i7e|yhUT#Oabj;J5?>62$?WJ92tC(I z+UqFy=|aBLGWUvr!qq3n)q__=`>G=>q3b|{)!!DDAP2`S?{+Vnnx2Cv{qD7!AhSYp z?hh$RCYjIMH^-|zLoDmSg2MVpY+_Y=tkiUHzoT8?WS6@iRWI<`7FFKQDKzqpu|Rt_ zOTDmu!XK4uN;rR*T$cd6B;XZ}yZ6Uzw!KytHHLn)LV#eg7Dzl(fH#B!K6RyY?R-z0 z9kS(vWbnSlGRq)fZjlk(8Z>|wxO-K08b_q}LV8X&yyMr?at4@Wl$6?s7CW*AQ+-8& z57cvddV1Vz25f5P`6o_3oQOW%FO=9-)hN)z05)BZH7Y!5ZCjap(p5u6Dl+2t=Xn-> z^DQxBr9zPkYvHqvot=Eq$y)K$O_VzY*3X`Z@(1wKV&mxYp|b>|f%lcMNO9RWX{j1d zHB(_zM;1nauOm-e=ckaUFpa8q_=8*rrFz_h2FtK7Dx zHp_Y9(m+IR)s;=kwHt|Z605pS*r8r_5_fZjNWz$Y z>F8+A2Ww*@?`&b|Ql0(M+fNup3CpAkpJ)|)_!7!d#4Nw{`|ERi%Z|A~JFsotZ(l=Y zRVDk@CcKagsh%iOS!R|`*7e$E%JWXLh+um4^}E>DF$6?JL*6Yx6w7sPo5RZw5Lny|83xfVt^Z?J z#V&H32qizv?M?!o2lED&=vjPMzVMvS10>|19HLo=%Ny}aP8m96#w#al`OUAA$!EI|EDF1v17FPf+gUv zf1^t%7Fhq}0HcuP3;j4ALH+=SxoQZ>@$?IzzsHTj9a1u{LYF9 zC<`|&_nzQZ!A2rRURJ4_GHxC8CyOjc;=r;{6Ofq_g&ef3b-5QUuqz@ zS?Tq+Dj}Ma&MHL zILG5wxs+$y6&{_yt61IoSp#*@X7;mdW~N=1T-3@x2QI1(cy?-q~JPUI%+nBr|LIYf`YRZ`b-T;|BLs16Th#H9LxsSWPgU zmW5dw>LdNqfORf|%v%2uDG)uphN%~6<+aK-d`ky7e?GQ*xC5!USe*=GYT29MQ;eHh zpGu2i%mL+4N?x1S;nO#9$E|(>Z^V=EiY@#0^=k?Vv!6+#{aESHQ(B1I$J4V@Mj0wW zTfxEzYKS_hv%`QT%Z}H^x8P83i9!I@5L0(;F9!!k{dVpZ%h;xq8>Gt{ehf+oX5F#T z%jk=e<4;;hm&Vt~#C%Y25kyq&C75Q8kaHc6KP}Wp*68xLcb-RLtLroklhJVJuA zQ@%>~yStaSC+nj}6Hfsw=?nrTMj4=_`_}r-v1V(uK`uvG0Znys{+gA+hJ+^B?{xOC zFINMjZaZC~GMVhD58GP;%Wn37|Hy*q#R&?hi0;M$6zj3$?kiRX9)qwU>*2LJx@cLL zpzYKSBrG0;1Un_k=41tk;28ndTWd> zJL@Mtb$rnYJ?&WZS^|+O+Zq7;zLd4*xU4E$4b*0Ue0G&@XImai`YJktrx5lw^cBSi3~z)|it zqs203*Xu34&^@A5o$V~X--;v5{meM-49_1e1G}~?|6t;E6x#1ABZzeFPHHbR%P1!$ zSc%%2UrfkD3^*C}?~H`YwJs{n6TOkuw%=tf4v-beC5IXc8eQjH4EbhjD6BlE7QX@M zY>Wm%zhTb&tYl5G3jOm|lUc5MPCh7oWT7|3EWbpS{BXl8_peVh7-x~jqAdo$s+F1} z2DAT-3xHc;8~q7v40|GlgN3axuyCA2t)iphm+uK8wO1lx)rGU}ZQ@-lrk!p6uuv5J zvyZP=Y*LL zw@Zy##r^)K7HR%>gB0`Qdh%Ou0RmC&+dFKF+E11|$tMPE10#khp&olA!YF(#PdlR& z_8k@pYPFxI z_?iMjc=_tu5VsptdtM?j-xR=qg$2{qQfX6k%LjVxipehCim)j|`P){o+JUZK#233sT@ggwBJz$_PFB71s_BUP{y(Q*%(zO%JtA zAD>3GRiA^!6A=7gVB9T=K7HEr>=M*T6to>%JHS$t6Y=rctUOdJ(3K%2ouw2xv;|V< z2bjy3xiI&#GBeo(1k@}oV@7`3ncOJ^u9xX;MD}%a?zoaJ-hy1o?}ucBL~Nswzu0a= z|JM!Q6OxrI1HbQ#U^#Z&94#5BUS3|#>SGAXc@g*;SX`+&I`%lnEO#XUcjK7XYS;V1 z*W>H!t5)*jT1+Jnx(S~7;Lh@F>ugyi8o2#~P#XBMNRd%ctT;jYVD{yMCi^zheY}8B zrQh~f;(5rvxhvgAY@!UnCgTikASKxPmjuGPW+!)lLB2tTZZk>uP8v^ z(J8%ON;v|8MU{j(AW=1hjvV!b1ERrdh$kUn$WjUZo^%&*MGXUifaceW;LTz4c5G1! zVBxZ<=f^UxHU|=VdH<;ccAW*0ylBsNp5U}E!~E=ZQV z4pYO&{FatDb;25b%;!->qqMk7b=V}0b)EsZK!e@^V#&AW=cr_jriD@%ozR=v*~Pu4 zL(EW}BJ`}nC=H;U{b_o&Ig60)p^V+M+L|8uHgBA5rm<3c(V?gJ!G=J1l`V=ZuVZ2@ zACx$2IJhnXsh^O`yJVr%0H57~KwknsK1F2iHAAxpUxh=}0dsS1oiN z*vDF|q*U?m&a=MK>;bJ5vfYF0(|X0vG=U_d_EfGQ9ux+SM%GRKHczOoe66K5F`Uxy z(cgbzagj;J3RRl{Xla>lwx|V*^~?mTk^cO+f&GDAq}5qa*xEo{j3atT!)xtmtM{DU zH8?;Qt_E}%IPkG~eZbQo3!q9h6Dxxa6^uC!#X}3cxPis9;~@W=Tlq!)g(~sh19kqz zNB`@M68GZ;n368Y%!3Ad?d%rgDL<;T;9Y8crdx@9)HQUd*_| z2iMXrwPG-1NFvTpXSc!sK_N3&@7mfKFgu(a&? zaHK02+D=dlTL6w_l~>yKPED; z*13#l;CLKdb?+`NWQVs7qQ-il%EUNEW-S{D5l~AF^cT~MW`$2{6v8yLiM73cw`wMk zM*Cm(z4`0ngwM1%re0;rzAo*I{>l+j#c6QBzkIR~m-tR7$O!*X>qaN;TMk$LV0M+> zrW7%<4o7E$d&`n_n%y;7mevh2k(OSDOCiC{vNCX-oRDR+j^KXr-X7oln9j|eJNu}mRdZ``ztj0{%b zF$EI!WUkf%8c}zv_HaE|dabLy(h!@Pm>zE0zP}vWnAp1PytK9<(U*xK(7K`qY!m?m zsO-8vr1l<(buB`BjU&t>Kq)8<*eY9}^dy03nCyX;eudTG+c3(Z!Ag1SqvK<*TDcaG zYw$Y{+sG&vB|{1=4W~*?^Zd@vNLc4FGl9$Sx;eh}bL}D!`M!aDxkuc`r|90f zKkjvHtEp<$0p{IZ&YQr1KmLhrP&CKcE0_x~qv?>Q}pGjV9-DQoSokEnsod43!~m-{vta@Va1VG>nOU$p{dDX<-c?n-3u!5uk;ba)mP?_QLjT;}G*(j5u6Fq5IF+kLxW6?7WJS;0D!|$L zKPjO*0dg+a<#~3DLVE#FheXZiYyy>8k=Yx|DxgZafWsobkO70Lw8_;Sp}+{KR#U1$7-yD zi^kg#z3eRbPYRvA_XOmQA}n8*q2l-G17DO0CWIDkSRvDkx11$pTt4 zprxahn9kQyVc@|HG|;({X*JYaq70ze$)|Rx+9*`-=a7(rSjW4eyO*x$YhcLre>uw6 z%pL|O;X$E+SMl?#qS)AUYRkoAW5r7iH*1j~bY?CJg`Ncb^AbEu8Da?`z(@zl2kXJR z{0mj(*V{3@AW)7}fD1E#Ifg^y$AEpn`5~yxytiKer{g=o-n#_sPYk3Cd#=&Z(E&PS zr5DB%faIIejGW+2z-0pBTFtue-u*E1*~z)@Q!%;-0fs5cXnhE%4X_UM3WMV_%O~eX z<&9KNtdDMALhQY8k5S8m9v_k8q6pX?D3rNieK+@-{^=MmHu|no2kMw_;Ti^xH#b2F z88#2RRjUIQCova+lQ){ASKiLK~^?I_oR7N3cH<(}nTR`hRZg-9i{ix&YJS?h~g}-q6#@ zCN!{0&TOj#h;=6GfcS7S#9L21%QivX>nMYkfSCCy$Rc!Qbt>%!*6r&v6i8fthj6>} zR&JKB@|AmZ2zfyVy=xbjL`DkQJ_h{@wXYU488QnQ0g+$QczR}rbr(sZ^gpqX2H*&olv}|V4ZYKT>9f(38;qEvA7m2 zLesQ1UEhgGxU=*j-WFXeq+SQBg>B~Nd!0q`-*{h+cKwRVBLhz!hv&OgvF!iqgbWrx z_nkklq!ATx+_{%!ZZ()c>vG=Z%)K`MfUm+G-C)yFlZIP9rhK`vys1Y1$COV~;ID4c z!YHa!#?Ou`bX2JlEw@y=s*pR%OJQG?pUYq$=9 zcLCO%y2^I)*B->JPS3bKT&TwYJ%E~bo&jJ5(3(D&7XxLa@=0)^Ofp~#7*f%L|1MK> zSMhjx{Lw->oK_7!f=^+~u92TY4u>iLCSe-xLQc2rP?dTuL1AAf?XWROGLZa3+keiY za{&+tTM*C37*boIM_z0rsV*ve_=gj6}M!bME1*958eQgM!z@$Weg6*CE#HeP0 zY{GNbOn!fY5Q0PeY{8*{#lG@9ib@9Nced${`yVi1W_eTo*f5cIxq8-?NVUpNZ+~M* z2e#K*&kb@CW4qw0;s00sU#7p`J~{_LO1Unpdq%VLO-(rP8-eC2a_gBmisy50$RB<- zshkxKSYB$~2?A=L?=Z

;k*`(5ZI7(^&=Z4u!J^x<0K0y#6`h)r@BJ-Ra0`!}P3| znJsl=mEllc#a}l%RV3n9+@>5AaJ(k4ay?lp!j?EiC41DDIbuP!rd{Rd4`>cYdYNdg z(mfqx$0884;Bcdw!d2~~)n$WFIAVx0`_l~!RQ0FGRndXOn%yw>m%!d4GJ=`y;lpRJ z!PCM_93R%Jz`!d-zs4&Jw8;3j`OyN*^Pe?<8U+%!SH8!Y5yM?w3~?=GWkHME^KCrx zTLddcJ!!wlxJit}mv6^nL~pTdf#ov`uyKHL%WM0{oMs#?6z+~5GpELQ)dY85*2B@? z4>r*PJtWi)G_{GAKfk)`E~&Y%9|vs50AEy}QBSoc@cB^V`B|b@Zxru_PxrWMyqIac z2&7-iSD!9Ll9^q^zWc@rY!HdI<|5Pw25T*^M#UXgiU)pA;NVp7OaL!IF}EvY5%PS=rMG0H4kUt^A&*b*(iD)e_?iq3?Y1uO>Z;g*go_nmJxkD< z-MKD#oE?)N&w9Y6K=*Qrd6JAs}ilSL{(O3m)A=JH>2NQ$Rw;c4WKn$ zT9aTW(qG%p6{nU^2Q;lH#@06d{*LcZD%;`Hnx4g7rqzwHvbOD1VDMA+YF`YJFw~`m zb47-vxy`A~qXBc_>3n3QaXjU81L5f@n3w;YhpE-4(8kB-BdRs;iEs~hO#1uxcont- zzcgRk4CM-dy1$ZMXxI>7{)D*!RgR#@@M`A(}mT)x}vIa9k@1m~0n zZ5$dbZJ+))NCgDvwfJuGV><)m!w^l90JGAk1w-=c$yDVKXoGM)px<_QDI>RJ;|7=zX z^+$8C=b2Zq8At7X`sBc1u~fMvC%XILaGOJirtRjF%Nf@M=h&>JdP|L&P9JmB3D zymUOap<3v2gaLjxEpKFG9OERoWuzl$_`0aJvbnXk1*g{!baQ#@*zch^>!AESPn{Gg%{~E|Fo~Rr2?DflXKTXnbq)?~_ zu#?r`AHm6QrbY!)Au$wrOjWi6Z?52{lSE~&@nAfqcif0+Zu4P_7 zKxb9j>Ld)G_N36qKQV<3&?5f>>!eRwB}?|f3Asj&stjl)=IV99Juw-ZsjqKIMt}*& zfAE#|c*~no$gTX8MjQ()M7$c>JKG!%gv%rZf~WvfP8t+szcEfuWv3>u9S8I!h#D_( z4CO1G#oNrg^iFmQK$|p_+Ya>OK(C6$QW2NTK89d+CgIjiQ5EG)N->jI$MdN=Nk*AP z2IngKy?ym8x6MwhUyJk_luyF#IAYfxiwWk9)YCdI#uX$MgaE@>4q!P_A(=&ni4^dZ zu!O4EN~%#LT-JhJr!urw{HWRtdM@RaP<1^AMA^958J4bQeLnarD#qJEM|e+t%Guqy zKy$lH&~EAx$ZEI|r@7kY)zTGKsw2S68P}odf%oB?ej0a?UKv*xp!0={AKetN9e){k z`O5x?!Fp2i=FTX?s&fRN#7XkfD?=P@noChU1Mne0lSu+xkBsg4c3|s9nU&fK3_hB2 z+|S~&YOO%Vg`59Cuc;alsN(&S@u{R4dvlXsZD-9AMb-L%*m#6WCX>GcVQO z=h96NWQOyuwm5PTYMEMj_D+u1cvmSTpX$iQ_^mr3fq~`P`2?TB2vB2Y-ZYk8FL*8) zYIxjTik>*XB?9q4>U*t9WmyA`^59`f+EAH>Js=i|fM7!9buUhlP4r-=2Smi6qrs2o z==vPMd(j68pJ`dE_3z(C@q4o#NAX=H2ufR>DqtMb^`u8qGGyhx5Q^)JJQDPap$nx; zqlFmoE`>vD9KOlc;kelb(^ET6Wh1zf?N>UUU|~Xco!Q3>52as4YXIuC1z@w3n`}4R z1Rr>Ldgj=}L0_X)I|3rkIVYq-64;%ZHF3;^nvF8gr4TPJ?cEf2BwML7e3jGu1@8T5p$0x>s!L;2IQF}ItgQ<4z{ulC7>svs6 z8d(14KCv4T(!K96=OX7t^ZZ=HCIJrG=157y2f#b9KsQsQ%p?o!1G%MpnVFf_fFhF2 zJVa&o>uum!J7GI|Xmk`oDeRTcxcV(vWNk4Sk{;^oshB9n3LX`X`nUVB43}gh0cja5 zv}!MWKK_d2EFk#y&2D)m9#^G^D>ILRCH?@*2`fMUUac5mZ%Emg3)osgA%YdKc>(8I zNKY8&+kv$u=VE#T`xU*nft^C$w*Jn@seO?4&)1Fh_ID+ZIr3i?E_LImiZ){twwzJG zEl&}UYl@DA?YX(5I8~TObaYtLs_I`5V`Lkmdz*I&vbb+{5dtF_kk^@gs73d5V|Mot)M*AO#J^v%g(Kqy!vLYtL%R0!= zK*q)C3QK_CB@PsHPc@Y8pZl$f8nm)xc+}$FOW=_a4I_=^E4z@-lnqfnlqp3Gto$_$ zp?VEU!*^gCFv){X#T{S6gZ+}nqiftUwfErpFTMWKVH(R&Dq+RcfTL3s(F!C&KcT); z%r8C`l%fC`NA7=)j3XXQOs5q1b0@iQ{>zJys~vZ&Rq{D`8Te65@}np^yio`7JlGlo6;qG(*YY`v}iHU-}NC2(QAIKPX23|gpH z1TX_T>$klF`?}wXBBTN(2|Q~rfQd$;9@HGbZpJHpvp{}`jf6G-(7qTj4+#&f@6Nuw z!O8mX*|g(#QSJmqP9?O6Ip|~qEgagN5LD*{lL?u{WFtYGGWR-#S(NLi+yQjB~ zm>#Zh4HO_Bs~Cs!yz@Bj|80kY7gx`;+D?YFXjMf1GAr|}y+9A~cCHyW@04WEAFnP? zi;>?+w*EIRfX=_cN$zFL?ic+{U6zxoy#MtxIA9fkPP#A5dlS`wr#Ix^o%ZPXFdHcI zlMDael#jps-?!*L2NnKBoBJQVUH|{TfWs{u&NimXG=MGO2~1BovP(& z@OLH|jJx0K!EIYoy1?dpW_NfGF-qpF;>R6Bd#+suWTH-~>dEO&sZZO!~etY}c^Gnwp(Fk|zf=a6)F4Xui zF=~8#Twk=JLd|-!psKTWZ3(GUX8iW zaw3|izW!*~{CYdEnP9WQtn}&ajh~+STn!GO)ML4B_UO^0A3@S-eGfPG9{A4-*|!p+ zvYHjBl93NsY=YsU`0VWLh+Tb7?Z%EA($X^LKMU37VTFnjc6uc?t3TN4o93l+x>~}M z>ex8$-dEp&5E2ly0i~7^Ta1RL--L={^WdN=dK7SZZ`0fjS&7vQr4mvtZ zn8@@*Tmyoooo5qu?JgV8(UlYZ39j>2>03`LYByZ3q``ZCKbba`$4{5DL1}35an$v8 z0z$$PZ?vBgHm?W?@XXG=Up_qRG}U!=5SYjv&}3R^QYml9!*{8UEIMc7bVC?UslPk! zQhz$Pt5&GElEV`UHFF9yHF@&j90)t9si|{)pm^2ZLO0{$;;P|sp9KqaTE@q7n|Flf z=f1|q2F%U9@4m%oIKNcz{$QYF?dnpYo@iRt>%5}tjj0UMeLp;%Jv=M2|Ikiz>uYb- z;7dH0>wGP({i=4Vq+aYS1u{Pr!+XZma{o^px<2^pZxyoPz)#@MIU>KHpm?X(fYj~y z)_L8j5MJYm!Kw6()GK=lD2 zoSH$nPjgk(zsYE>zDb6E*w~1-w=z!FtLROgQQKn--_Q?x|dFmq_Fz2h--~&*}*G={QywZ!mujkC0gZ>y-89-y@{QOYmp!@N0+34Tv8FTh#f}Az+Eq1b7B` zcumqIl)4y9ZP?-B2oRf#R@w1Wv~a{E5MW6D*!u(J?W``U^4!7M^;$WRLdIp(b;E@} zM!1>C%9`U)?%p`lbQZX)Q7A=dR9ic5+M)m-IuZ3mg+n~nyGMvV+Npsv(?5Dd5L2Yv zRJDr?%CX!>@23ctO-oOUBlf~uryIh!8xkWx0g?mjnKK2Lg2Z$mvV!sJ>$M-Q9Nw%y zIS>AUnQSmNk6P=i_jL9zHi#-&bzLmE*;Qd1p%62#T<3-^P&Pa_9lLY2k_fLnm0y_Y znt4xv@oFy?yzYbS~%O&9ta0a#c1mWo4D^zIJ#s3PtFDeUH30 z5Hxh3fwxGL(m|85*2Rm z?l#3LF+7avoZZ+6Kvkh<^tH94YPY|59_O$)?wU~#+m2ops$z~kJLj047KhNos8eQdE87d1_8o^f9+dMXY)#j_);3O4G&H4E0)oG4H;$88RbZuAm zj1!|qQ1b?>!zWPH{-I~6^V8&siMi?gMBoho4J`S7rn}GeUX`sCtek;cW3uGj0iQqL zy!Qo$PP%I9$+W$tmw)7a1usS3S|a~^9YZ-(C2n2(L5s}wl9UoD51hZC-w7{wP)d}Q zRcqzV=Hlw5nmE=%{jgUHt+Lg=Cki$55p*VYc7;N;O#>}gl4)sg-1yVJki&g>d<%f$ zRp4RrrLD8HRmj}U$9j|D8TP?4K#$@Z#IzzGGvz0X(a$e43a z+Pf`i177)uQsdwQGV%2ap{XD_<|}v;buo4h4H=bvEIV^d2-EL?M0_1@WwgY%B3k)Z zM@Q576)fI(a&*S5H@e}2f8k3^FrP1z8_HdJVS-md6tc^?+1@(f)!!+ZLtH`PjBJf*XD1mD*i^YX1j z$KEmdqes@%v9hdDo};zCV1@1OCZp|+pPjD(t{9wRknPs`8V|D_{==j4X5b`D>bZRf zuMv#kH23Lsu%Wi~OnR5hqN6NU3nVyCfr9XM9$&&NP>7R~K48_3aG#3Lse-QVkm=U? zWT;Pl!>#ITF_D9+K6^49zt}>ePXn^ELv9FbJ>hfH9DOhm8p3y@%gUDAE>1V7P*0=@ zoXGOQs)zS*ux7=aM){w;+n&mw0|LI(?Rc%}CL|_)WR|DAg2(kT`s&1c!GgT~*$aF8x|~E1iXkOh=_(GV0&eq_s{Nr&M@MQ4C5UWGqalz z890RiH9d=>(a;*QFSCM9z2J~&nfv98o$?cffaH5--FCxWG;ruKuQ+yxYIJOD4s~R( z8i*OC5(@Ob+z6&`wL=rn-CHywn)Y!yUzXf+dns)Uht()UWlalCLdFU=FX)_5H;L#yb&@+M&X88c8WZLf8#nlg^362hKZq1nm zsLq1+E+MnQaZ&JQkSd)mZ7c-HuaC?mVayol>6KQRZs5^D55B-)lh@c zi13DR*L5L+f?s$u>nH+3av!3=z{|$3!d|K_NZFujsBkk91a+EqJ0wP3pNon}h70sQ zgQ%sN_O5@oPStvMyvA`vv@Tb$Tqf{Cn@BhRv%xn{w01h1s5rJGhuftoEEZPY6K`JL z*M_o)^U*3sP!VP*e+K)+N|fS|TRSHkTXThV-`CfSv0&^UaqIuHtHPX?l7eSuX7-~u zp68s^sJ{qsh$*j{QCVB3wjM9!@a(Nj5gBE54u7=M3VRrnnE0stD>3aT9YNq_gjbYn z%T$>=H0<)OZ4&6i!9e%&dE92YG-R?n5>ONg$0`D=o(r8C*(GnD`~sG}QD_X+Fz6F?!))n=!k=cep^te4MjLf=U2g6Af2gUIm8Ch%$~QRsMA{Ot zIV*`z*kp%2_ZJ}Os53LK5;T`lFX~Tb_fHRXTYr-Ra&ki0GQj z?k0oPx@GTy{oKK(CA93~!4-b143}pa{42U1Wx&-WYU*K-D6M8ma7!@`5?{Z zX_VlPPlWeIN9W|=)!Vl`xT{lEegX>hIXj3Vy^vwTv!R=NB;!8@sP-5(|1qbmxc<8* zO_eg5W|QX6?1mNvf3b<+b{30RaCxXpJ!VS>w5@;j;>Dx;oJTh=o!bW73`^a7wY9ts zI$yS@Y9Q&~vN`j5EjZNk&a3qu$HvD$$fvipQ#wB$*q0iTt{vga%_e+7Zj)d+5V+lC ziAJ)@9h&YTRM|GhD-=iReis!LPZk-B-CGfLLrZ=;h(WTImXEv%xC>{EW8xOYpPgO)27`UE z?(5V1(;eeb&aL&`4%;O8gD;3GZI2v=8*W+yFsPd43oP^;?iS>q8hk+v&?kUN0+{2gggCtBNPnyxonw zS7tsmA2dOUALwSWADB@;dXyG`{TL2!LZC(i5TQyBQG!Cit}?%%uj zkX=;guqg70Mvl8~8f)hj0qQ<&b4njV=kXJJ0u)$~p3~lbTrRkrucwsJ(a;kFzw7r* z+tYhh{-4G1^qb?yRnI}}1fG>6+XlZEW=(7MOyA>3z=+b#0;)x~*IC*+6rZXX8Wtu1 ziuqqcLr*B4ypyY0RHYPHf}TK9^gPby7W0~G1Z}ljdV1~?E7g6!3WE@L zWmnypxD>%!F|)MvB_QBsSMqL-gO8j*t-Q2B1SvC;=8467eOXJzq(Akp?Obw6PimUI z5r1~97n9dfbu3F=e#l?@-fz{_?|)PXc*wZN2*R{g`Th*xsiAo&4*A(TLJk)F!-X`G z+cds3_T4^uPcfL|u*22m#p@&asOksnf_C>0NN7emO;SE(ha9edpe@qU(z*zXp5rf_ zA~gt5f&-aX#>UF7G&e6h`-Zc`iLSj<;Frjr_bg^WGyC3cvR-~&y`?iRaO$X2qmaP( z9&Ng}F7x+Pwa)0~a}dY_G2W}RHECQfM$}2ztJpNi`rXjZE_`Ey8gbJsjZ44zCuz$J zAdOJhxvZ8>?UQ~}Qq%sN>E26Q{M&6gETk?FlrsFEDCgXpZxc_|h*6)?|FfNQ9AJR& zQY#Bo$X8ijv|?$)BamTWlgm2|tvt8IJzp^iTLL-xMYY0d|0xga=q9n};RnPN;yyf& z7`WFKDS3MplWqxB!FcE9lf6pE_kZgNvWcCFHMjI?oann|JjXYi6o~Ca2?}zsgD|kd z96nWI;KvEQv;{VVnR($dBV${=Szp<@G`#mYpKp$rA4nP+>Kq;&e=3yKrE#jEuBmy0 zFxF3|1=dB6ukWGpMMZV;brJW!eIrlp&n7CYDu4U1*cK0v2tJx^na&H--s=3_^M3SA zT_H_59Y4X$NL@T@Q`RKV4I|GSg3HQlA}6WBZ~~ItbfI8vHUXkF^~Ok z%f0WNJQjLqspZeGY1F!|;h$BJi++U*BZ>w&1UJ+NX4Ka(bh_-e)nh zwMDE$MHQQn(A1fCZDHq&a4Dq|W&N3M~I5J;(0-!Mc+fGfJc*jiSCxWkJ)L7Ogc0iIa z*%&RA`^>ndrm~XrawGNr4{BmbB~Sf9j_&S*POhp-ZF2WzURpqS_zFDooby3}BZ(lG zKZ=5-FR_Ycx3$8j-B$ffxO=oZ)ZCm7D8Rx7G;5yJi&K2gs7_~o#F}y)@O>T_XRF83LtGcGBasDh z5k2_%Jy{PGn;i}g-oI&$2Y;Uh8Ig|ez}#FE2(R3Y`p+U+VrqWR0PO`^y9jGmrnn+vk%3+yXuMy=2F^#}MjvWL+ zzhcu^k)iF>VywIV(GZBP*F7O%^l9w#fd)L%)81>5Q{tLyLz3bwERXvkr!8~qdC(De zYGoz%CV&r_bnC;&@R++&#qYr3y<>Qp%68{PE_OS8xVL4lv^CaCp{jYU@YHz{aYD>Y zOr)UcM%USHIWh)1Zd3x-G}O}&5jrq%JkwNqT5@w*$y|Pa*t)#EZF<_cKQ>r`4iWae zK)>FVK`Yw54MZm9vquAACC_tj3~1w{X@cqqk@kZ)Z1-Z zeYWM_JPw;hW&6cr&#TGJjw(M+1&xn;JT9F*OhS&QAnwU}Kqpn=LS3v!#d_Q1Q5$7` zXZvF!NV}%+b-vPSZ~2<joKWT47|)WpbSt@A^l2Cr`N z{WFM2W?9>5f>e;AM9i9NyBN&q~A|!+c(gw`$_;!4Y)co#uW!5J# zk(*yD1rrv>yJYm4N}C;1wU$}_H8A%ZIz!dp9tTN^siVUvr=$d5uN4IxFFZm56l;8X zhERQG#?^4MvE!qjVxG)s@~+7$JGL#?Eiv${*R z@w5*O;V4 zNj&IarK+{sp@Q!ItPNjYeV5w0_p8A-e*^XoM9e+rA}t3H+aR7!9kytvp2g+zp%O^H zoUl1eVLc&fzDwC7*7ukhYSp{@KH$D3oe*6N1#2ikuSwG+aTl!C4(BByBW&`#ygab| zGXM+1QvPMRaMs=`#IjT$o54Ni;AZ&D5in+vQ1O^xs}y^d>Ij1YFb{#$4>J1|5$)3N zmi%J)JZb547`=HfX%ooTH)go^&#i|f)O@9|HOcecyHu^TBZsZW=8OO%XMi^CFE9Ic2{W`Q?OzW) zT&-H5fu6M;gaxe+*50@+ux$W1?Wn~hj{WtK$AvE^g`V!B<3#Zo{3-PE$`6Z=k8CES zE@IbKb|FoS{vlagas)6&GJ2IKH^q0JfhPco(eF+^B$&_R_%Ol!aNRavm9H7+Sw1A4GVJZ|2e1K~ zIX*9%LA)5X`b_n=jFYD>MzJwn2ekFw0TTq)DS`UtJ#%&YEVHrPrWqzg^7G*lkKv&)QT>2vrg%Gdtu;+);&CaYo%X%y)~0zd_VA%rxv}C%78GFQYuXP z{X1NZdHUp6{2&&-LqwMxB3(H8xh=oFP>2MDLTxEt;@C9bz(Dkt4y(njrmJ~JPD2TzpoDqhaajXfWgNtpu~C}JnjKW^kj4L0 zJWb5kCuH?Bjg0>k783GPw{Q|7lB;+Ubpb z_T`uV_y1me$Docm1??ctmO%5Dp(@``-6;V$<3#S>T>Xqm|ri;SUCM;x{Y%F4U*_toK&Pi z9MM%E-A8)V4242{8w=&BiDxR_nqvRM1(!4DjfZVTwXOC#~_i?firKn<2l9*cM z5RAOBJ}MYBTbh+z{Hpw+_R6u7i#v{$;V~Kj>jV)h^Ip%090>xhE~ivfuuDhy<6=iK zABt3^KLf22XW@FXJGgC4+W{^o0xc0iN{`0ByL%;b_Vc8F4YO&7c)p6v5_X~Q4hT4TruO4rh z)zAfR9MF+P@w1B>^0sXu2S?y;y%(kbaJrK0-LDG>#O2u+IXO9B(YqU^tNKiR6D%wz zLI^0(L_GNr859`k#<{e*B$_><r1p)h5*mLaE>Avrau>~3vnLM<)@iA0p!+|ZvZ@k->m|78z1-@1?*Aig*2(!2e~ z?FvEdzUQ}8KQG_3VTWQidX#Qx6mCtkhHIFPrkYX!NL{o4+bNuw8MD`IToE@>a&mIS za#bk#HiK+sC_XQj$oe`vI{M~oVF0O+0DSE#cGZS&)c)M+Uj18$i1;`zNW3zzl#2&Dp*)cO}PYV+|&RJPh_2v%lFjJ>4O^L;3p=o|fEHzuA*wZRrKYKw z{W;q!@S@K1%)NfAL??P=P8G;o3zgjg5h48ayjhc@XBox|9W(>I!~3|kuA&A?JK*E) zNW3pibU~14LBq_9xyxnsI$pMR4(86iquK18+R2$&C@9RP2x*QQxC^a5`=U6?Vm>Vb z%81!%D~sdkI*i{a&$}5RZJF8a(I1N})^iIHdnlN6B!;Y&cQtgdY8uLt>a}q zvi@Ahyv(VGnOXji=6?^IB^d?S8vC=?YdRW4t2WfI5KF7#;UY7|6;EKITG5g0bwEfX zN6b&Eao~l0NTt6YRP1{FOCA8b5e5BiEzP#OlO#BWO1*XIp>r+ zZf>qcN=Qog_BTQ^u&Dzpo;`UH`%6x%h;6%DyP#Z}QeUhLOt*cUR5o0t4AodN%=LKE z2_`3t$;Wxg5;jc8i-cqmka(AsAzvXNJU&vMM0ex>FqVnAnkuEX=KSZMUU%9a|KWs) zXt=v0xUi&U`wQxP<9Y%qvse;+99Z|A4A1P$irDxoh{#RNeO+=&7%=~j#+xtJ#|h_K zVnZTsl6=o^rW+;kK^F)8KkOd}1zs0VF6RuYZGd`4A9_D#L#i#lZZI-)Yx71ju_3G0U9WRhP;V|qM?WVeA!uqQ6E*9)Nx@M;TsbUIu(7eV>hUO3 zo@+%KRXCpQO}+s|#A?Jx@4u;Doc2GbtCursRO#a_*J=4ZlUf0<3^pwKQr@&3@(>pCR{7~y5?zi%@3Al zRhe0Ox)w@~@4%C-+hdb^QoYI>*U%HfBc_WGJU_J!7N?ltx6#*!v0=t+KB9}0VsRd4 znXkiTb{tr2et4SZZI44t(np2lU}yevT$3t}h=KgO^aUKo76UYy{;!q_SIV z3r8Fr6D;hV3sTEcVqEdL9bvt;F!oQ4Gi0S?+xx1Y2dWsEwtoK*L5#xAuIRWw4)Y}R z*V}i^NYxtt#rzkm^(H+}*xeerojOs61pTE|vp=VN2}|Za)4Vqt{bI}X`E9_y!utiH z@RF`(!yy@N=8}@cDVIOsCWJog)q11m4wEBmKF``o^;TjTtTETY3D_ zNg9@PUKdeQg!s1*{Dj#j(BSB}NG$7}4H!+$=gnZ_B$m2uq+Nwa zWwAoMTOnTwc`WH89ZN>_BH!Q$E4Q4QlG5OWa-K?|9d)LqjJ1e`uKt{^$&Izbm&K`0 zwIuZ!9(MtFlc6^#J$w6mXbp|3Q`;;4018F`HVim2Yx7rci3LdwI~p^Q)*z$IVxpw@U9l)=K57dN#(u*74o+kX!>_|Rx+Jws zf0qf;woy1W0+sEd6aX%;YQQ^}w&~>*{in?z(_1x<;covVgY01MC=Fh`pcSrhF z$0@%rK!eaQspy}aFJ$>C$yk?E%saqX-9jM6O&V=dnZAH9=)M*EMe(!Z;8{b@D+OAj z#&zTyU|DLdZo%?rkGMOCZF}0Z;1CcHdWU>mEw)K{Je81B24y3Mq0N?v)<{Sm98MMy z{7+u>Q}6S-!ViTOJ=eko->yse-b!V^7pb`sKUA0g1QhT(s&lNYiq6hA?0M(4w3kPq zB$3)$5jvf9Y*bWiID*5R+DzPjCJru_wda9xxv!#9k>C7ob{xTBj{UW~x*DLOlV{qcz@%n1k*BXd+NPPCs8zhBfC)ll(YkPzdk|7PyP*0pLG;mN zYgtSjXBGib>CkT$Z>^xgbqA%v@j&k2>K%~TH3}(D)GP7>PHTI0D5_^u^Kec%Dgy(Q zd}2^V(0=;`q%E#+q%J45$x?4A4UzE#u*oi}87JaZ;#t@^C-{Xwis&|bExc<5UiRJL z{Gxww;C?q#q`2moP4|LCdBN|s_WuHT13e~5eSPw%RG!eAi$h9&e$`T3EML>MdM9ca z$Z2<{3h44Z64IcAr*k)V*)coIVyd2)oNcj%!9$1#f^MgCft1u#am_c8c2~1b`i;2> zNY@uTv>Hr295UPAym|S)ceLHoT-BTg*+|>mI=n=FAVx=oL=bU31?kOcU)R#Rr$WOZ zMIeOVlujsJ1yL!)SC(Wp%OTi#qGaq2TEVpX8tEM0DpI%7JA6@Q@o#RXBy1bMXa6== z;pbvqVAZLNe;Jxpp$(-Z631i`&TjXBD+rg>S1zafUcOxHD#y+X@Uj4w1xoevfA(Q# zk@YpQY1I$t*x3vFh6bR}QB*5G7%LF*h(Dm7+Aw|vEx05#+$G}DRnsRXp_9O-d!YVN(W)d}qv7u_$x9v0hg$kGlb3PxBTZr#(Y$QFAj1 z03QSHkW(%4U($e6DToqEB~W{aNr-<}$^IL>)7}?tzt69cI%fM&YHGOJ;3_|c@61&u zw-Xo(r>odj)dt7Ky*gNY&vY?sNG)c!VLsDrq(BQC^4GEmr8j`t%3{3!)N-krjOhKZ zmr52~mR(?b9hvT$`QZ{7+DvQd;l@>3)l{1hJZvR!zR8HTJ=gzZOCW0e_ZOo~4x;7W z#<&$Cr)Ws!$>#27ahn>m`T zx9;N@a1kK)-YsH)U#mh+ON$Wsod2~#tW#B$sfkx7S2;EVHI>ptY&CLQZ zkYImVkzyvZYBbbVIWs-$@m?%;oivSHlbM;BFdai9BlQgrL7KK!r(7p46%fCRT(Qfk zI=8T?V=_E{^%+v~UJC?#+Q?84IqZ4~JJ{RXQJhw_H#=(n16_U`u(C{1fY{*Yk}S@- zX0;_u{XBe(2!QUE_msGVrY9#6Q~7H;cPjCRp$oX3NSHqyq4sZ@ngv$Y#~){0QpcM# zjexfb(Po?lJP}wk6|+QL~0ZjLn%U7B4=( z1$`z^!PX6dr1HU204fh;`Ct~_yQTQ_V6I$SvyO+ez#0DtX=YZ;fes`}``<{|(XSh!O6=Q78q|=S0r{6rX#X{-kPyGC&!B}%`;hPh$eIqg04!|EH4p{=uZvD(FMrbbM>Tu0R`Zy!TAwY|H^{~5*9N1AY?=sx{ zodVQBL9w3lmYbAfGclF%X*lQMD`1Z?DW@v zAMhg@HmZYS4a-zaV7*(QUpdv!ZYrC_hWFE?oCXBnxSX)h@gI&zAbNM*1D6LkT@c?_ z;jLp91KwA0Q+5Yp@Hi;aK(RBud_TusieIzkb<7D4BM1konYBBY#SWlffk1XuN`0e0 z&}Yt{D5hfq;G&&hqS5rg&D@zCoF`qM> z>hL_%-~e0d$l4l%pMTDN2y~uZD^>PEy&3y1 zg9r%-Nc)s$;!wwB1`Fv`qzhyN5mi~SLcT3{W=MutBLq}_%qLFtlY|Vvx0eg66m@_a zBq8wwAl;M77yorl+e_Q!D9}f8U!5r-3JNN#&x!%`YI#8t@0%0jy&WN7PN)}KNJbI_ zfn$U;4z3nFE>N|jsR73s)U|DQRRoM%PDmjD5&d8=C`tB0(qxoLkzG+AP|f%|oJEqk zvW9qUkDj*Ne$UBmI91ozH(}Y&oeE%MZoa01wDn2(HS^bs(G}mL7+Kxj=^LAaJN(Rf zsntw`4l&&T-^{vyk*-qQC-|46C9Z@Ut*qw^7}LvsUgaK3!T`u9EIr(! z4o6*h?N980*C(Cu#OV5zcIQ4NR&la}k()Ldc~|4qNq=sswR+nDypcCOaJ!`R3o3LD zg$udDoM)sI6qGAFGsJ0W1O1FHn=*Az6X&W?#q*-}>6;ESJ0*u3s?&#O{|hEbz+)i# znovi;`MP6&^N%Jia%?sNMZAM%Bqg=)0MV;le0U1x6yp26B=WdNm)?&4o(mA%ArK&J zc?~L=09gZvw^p;3a|fuXFU&Myk_m-5JVN4BA3X6u_K7&Ozfg(v>9rUP1W+9x38?_p z7y;TY3JSV(!X}E9t)Vr*`H!GcHwG%M={h%y+>MqibJG86E)%_m_=)mEVkaMjnS-@- zPM9mjVFS`ou+O`UXS{7D=Q?Vv6ZQb@d!*FnUH{1ryGh_0ASB_{cwGFZB}&xwvEl=_ z9?8^x@meNv@XqS7fW8KOoM|R-q&|%`ZvR$UqJ6JUxSmx z$oaYP2M1s6G9}cgz==>wN{-yb*C=UfhL>h)6__lEDtl5s?w#ASx$GIKG>m(v>Ld25 z*@gj3%du2KitTrN?W2EIpep}f&Vx|2m7WAi(5APSN9Sa>t(T!;6=)4P?*M3tB+Sj1 z0z{2GnE%{vG7w4jmt8vGeSUphd=|h>T)*`?RkCYoC?JYHH^9XHRCD;Ku1P?!d z`@n$mX%Zm6K$bIIY-DBMb%D0KT4wcOeU^)5c#Hys|4N!aoCPNRuH+kR$)5pz0?G|& z7-<|C6&m>l%KS>ZnBUnH2qqhmx4zXk!p-L93f)&(?j3UL`oJU&j>-cz_4E0QqY*qQIA`Tsc7l(74vZ59v)~O@IV`r{&*%aeSNHZjb;@ZMR^Nr4GBKteUjlyNf$t? zUY*!sHaOYbf7}1Ibn=D}yxf9rcH4i^*TlFXVd5?u161@3 zoMln5-Get3A{rsN#wO@sjG|9CTmDP_gy+nj8y| zz6Ywzh{9dBw=cHLyK`D>MuE;^K=_ISIr@E?@c5_9d(GJM;?5v@vAE#+{2=r*We}mV z^U&g5M}@|JLGMmED%6Q2-U&3WLDuzbZu?O|=EZ`F-5p(67SRakjjVwk&p@#y+sap1 zqxSrbogFJs9Kb?A9DoFnGC(GX=Jc@%P)G`|f4EXev?GG(`0U4_q|cOVzW|3fmaXTd zpGEC5eK3j$>7{w}8;^{*_+~eHQlQX#?zGhC5?i2z`PYgm3l#e z%MlDN7d_XZA1hSF1l!5$If&0={4wd>VhWtMg4qnbVe9Q7H;^z5w?iO+R@!tin0)ys z+2$u~uZp^3$p_8~>&I3-)z;w|b+sH5*jJs(<0r?>gc;Po<0tC6>uYc>=D6E`m4b)>O1C?^dpP04cx)n{QHA`4 zcC|Yr@V?gK@BR)vtH7-YMD>@~RULT_LO*uR2`()rh!T@`KEQuh$S?3}&B^(g()!d7 z9QXG~&VvBKm$ztQ1UQi5yhA~5W`;NM?pVuzau3KW+VRr|0)bAueu&rERTwNP^e9y) zG>0AcLBN-GXIwP^w~cbxx=()o{eQRs%)o<;FMK?HGWyp)hnW8cE8=VdkWz@`3p{yw zd8ccn~9>orcH}W7MAQ+C0Fr<-_9tdlN({PAP%{Y`)Aql(BjdQ``?`9mr#Uooal#yY&pPl9WW!p98WuZGIQA;PZX35pe(fxj2jptz1kCjRxGY zoyu$W_dY^4OcK!q7?4M$T9eQTiT=RWjDt|ux4071{VmO67trTl5X9IPCad>Z^Y(z| ziC2@?e2KyoTBTH~RxN?tuFR@Gs-!>HKL(e~HD08g{`YO&FAyZ|!nmk%>uawofarC5 zCcCkWIZo<$j#;>UYzz(q1H;`&v*uJHL6*es+LC86@fZd6c22L`V$AM(<4fCowx(*+ z&7h2H^$|{q*~*SztLj~7t;s-lZoevv@i_8G+3mzudV6=bE!s(WhMwhu4p;kh;%CaI zq~0wZ7sP`0JbX@jFZQ;!HkALw0g*5G6!4=#tA7GkG*Hu_0oVb^&f`j~7G^Pl?gvyl zlaewOdoWD#rziDxa-;b46%!(>IpdkGU_cL5>`8kJ%jdq2TwWE%=8;C#4M20>kZFh#~2*5j28x#JvJJl03fpl2~&aN(90$UuNi@6%zYgB^k4$p&aM`% zuTSQqt<5ZsvvZAm55D&eI!bt0#3hPysu@DR%D<$Z@b#aq2CHwQb~z2*kwhqvvg#7y z|I&59bYV!EdDXvSJ>v!1x~TsZCxSWu-%^PF|C=e7P=PRUbrs+khdvQ^d_=nxj}SmED%oX9=0 zDL*GuZ*2G78D^2Lg-^E@LK*|#&z--x6~oa=u4|j^E6})@slRxEL4qD6S^2%JN@+Va zJiIk>Vz*{hM}tqpt@de@&2$BvWORCf4ZTfba?-@5c3=(bT&h2)-E?2|N}Dd# zpv$~}PhTXtc_#y?he1jj=k?R&Yvj|_hb(}t1W;2#z}_t9UR&0)(cQSt$yw}V_9+rG zP+-%jKK%sr&jn7JwtpOXKrN@e=+kvv9uRj3GwS+*^AWPGp6dd(gFjnORIuL7fq$?3 zW>%o&37xS2@93gEVsUY8vFVwUBeNX@uxG4!kfLLBO{RKe(lJSZ)~Ob`X&diADHrsp z?*yIwZOdu{{hL#5W%Hr_S~^z`KAW3#$Gc&zSl;9)Fjk)W#wuq^&)F86JvN3Ft>FK#_w zHaME=PEF)La=@IDYgf{G6B0bXgj)(p67eZhZ^?M1sYH6-nL? zMJdC6ustmPBd_Yr1a3oKqlt-2O|8kz>7M0bQrbZQlj_XI%YG@9!7TeMarqn?DID6( z6p>Fa-$LL&m-|32pSVu`0$P+#*`U{#t%*+ zG_>hb$J5ikj7d{H79QP+TlWVnH1vEyzMz07<hEUdu3{A z9ynt9^K_5a`C{Zb8UZnJz=&QzyPogjAD>7GxQXGXO6Hs#ugz%?kyu}-iewV}9F8HH z)o(R%kbdrc@(am1LD2mc=YkZ+!*LJ7;?yV3pdQojuC3~ViH1lS6cm(_mLaj*z3&MT z@zmk~El^SyOY(DZNm3WKxA(fM@?%%FE>;bNGUUXHM?`WJU?AQ+Zg^Jv&tA%gbj3$n z?0>RwVbX4fiG8wtaDcG%Y`X8`-SBTmx%?mrP9953>pT2gtsg1bb6Meae|AAo<@q6^D<0h<=Ib_3d9DIF`Qhw0L4xeM9UkkUfvs9-VmKY3o{t{PpBhRn=SR> z?EA06r7)0yz_858?F=~@yXD~6=_=>ke!pz$7GY0VL9b0_h3pZ}PnL&YmzRWYzSKu@ zHk$!^fuh9p_8_HuS0&UB_-YN_zMq%Jz+h`lu96HI*j1sJFn*I9sWj{FFZm(*@?y;v zA}lN%fQSTKGaBpX<5M=GDWIFS^vN2np_POmzJ^SC(zO?~X&FEppaTUi~Ke2GeF% zX6<8$fdk| zKQGM05DRNrrNOvve{w_3$ms?h${X7qSsV#1VWOp=?AS+C1^tq;zkQ`R2it({i8aiw z6EVh9A_@t2DYgnK|u=t2u-;h}evh`wabku_0gg9&Iz}L$Mf5Jkl+9!ENEacstJ@@<6{dP#$bLHIG#%3X;PVL6w+oB$% zI}v4I!#-8k9v@d&|Nd@)yyv36x97Qsv$bfRIEoq@YE&BE(6yR{DwC*+F`phUl85{B zoqgb3d7Q#8AzG79SMLn6C=-93oMSwx(je&&>pH5G>7|d8dh7A==+CnkRI>stV>^zf z76~lTqP>8T@97^+Suf_-_nU8X>lUj>Mk5eD91DBj-AJQ!YAra{B#F7Q2&z=1U5}jW@d1xUd^-!!3> zS;QDDCX;CJNC*@xZDf8hFi%50=kKjHq2K(9LU*7;x?U~>RI$8ItGr?6D!%9LqNfd1 zL?P||wpaTxZS<7;MFRU_(wmdb2CsSOsgig=@apo&*fv?rTA^3)@#29MPy{==wf0Y0 z!$GnrIt64sNMh)1kG5$o)tZTq?O2Oy&CGT`MuoqBuMMZC-bEPg*f=@qoFb60b?T0R zg!}}fqlve2uZH%P_+3K|3jx|wBm|L{&)jS=E62aSobO}y6?x%X+WQ=WUvUp}c@=gP zj(J`tOX~gv9@$X+v!SLJDY4SZX&`=SrVJGlL`h{rbaY}ss|6^jj6anZWj)LNK>zgV za(L}ztJ=td&m}y>x8F&CD)v_Zwb4eej~o;pKDKhST<^fL7Z-)z>gXs&$9*nQ_S8}9kQp((eu3Q zJ&u-^hge*2_6Qhc{OB9Y;qCPj*@5Hl^`;iac5T(gv>5pK8&`JeVS^1n73snV>tX>v zJE8xnqNL^5A1%HV9*>colXaQo>(N@wCc46S#tz@`DH2GSbbkie-Q3SIu|g(ZM$(ga?E*RM;6NzXoqkRBw6&%3t8P zuehXpZ`-=v--#J#(Y;iQSQI*0cXm|bsT`oCVS$)1EG6scz{-S#ixzL(5#iAVO&b@A zRSn?Pw_X)SC$Ts_WUj@WVJ^pFUM$b&7H)ridptN;n`nu`6dc}lGSfp|eTH7=c^5Ue zWVhdE1m$Wl%p1zC&m}q88WfZIa@E)b_OrYpT~SvxS4QER=gDi@2 zj~?UAd!Oq+{2;8kv^|tf@X)sMVP@jNXr&I`b)9)TO&S|_cD8Kmo2t2IVyCGwcf8>e z{FLCSZ={7P4~dpty%s!TVrxueLoW2EsD{+DO7l}b+ONzi2@44AE{DSK4D>{n?LunC zTK-)Ip0@{cm*;Krwmihh&Dw{GK57bKWP;~1TczagB7>_?5S*c z+yE)xuz(86Ppj$cbHD+o#IlAwIDfjPJh6DT1A{S*mT^ zQ-8ymrmVz&w@?fMh-sH)n#H9`I31n6{KfFifv(WX1i7hUv_OTc?CC>3JfX$KL~ajD zm`ZBW_^%WX_pgnsJ@pSP6PD1c(IaW-xl7TgD|5aK4JJj+@Q%SGw>QYqI3mY4<_gNu z49u_)MdC#=sfLNqr3I_-&f!{KgIika7?;YydjYjkqFIgHiLDbXaDiIa)oDVs8xDocU zT1?+re_m1C45w;6|0W%p;{9{YuH0&j4>?fh@_bny(x&-bg_2euw#G^)8ti9v-Z!Ki zM2v$Q+LE>_lnj~zLo0RQvXXC%A{UI@;&H|76HMMJZ?MeDgW43(-GRIX~i5lPEm%aubdUKA*ku;YOuFXMOWOI$tlk$@h_87geFPFZ4&Vz=*eKUb!eXV3rq>G1HV@rT2J_Y{hd zpxo_i0#na&C$2I?FB5tY(uWYzsr6ba z@9v=3%8QF)t{$l5f6jy2KXxp51cGGdXy1=)ucl&JN+u*YK?DK}Hf(Dmk=>&E^470= z`!;vintEiKCay2RULdWY*rF}65dr!#rB*IPdycDNUV0v63-Sfi&vIct4P#Kx&*8EXXPI{ zs;7;q50K=^q#?tu==2QD*jPc0u&eCw52Y=bu_jPm1LmYi%SP zapu-*97s~15%YDYae42@yUnj19tOKPn7}}|iq!qG^9Hk<3h;Q@^T;_~63|UN1x_v` zI#e{r=-A}!PuC9{(;zLO5NadbUSqc%rM|{kjOG)-0nxf zrW_!a={sT?&|RT1h?B~hlz7q_UHg=R?Bw1&a^M{Eb2Rs@WQ@8<2)~Vl_z~q%P7!hL zhXIect-&7Udv+^d-C+G>Epp0uC@8U0lY*F&|qSD;dy!)zYci7x%Q*`+JJ@OO0*SQM%a-0Eq z8$(G`biAyj$y250JVwon6<_#sCa3q;YBcH{$*JB$3C_x+CA72MxCHt7oFqCisfSn# z*OGS3dK;awaT!V}AvicfVxlXQdC{EQCPbTCgEfsZ`NTgjfThs{Q6+eLAk0(7!x$9P^ObS@1=pWO-M zsC0hhh@#OZiVubH6Ja@c^ScN*;O(+^x$$qIg^d9987kC~S&uY&Gr_g|6bU|qa33gR zjSxT8l+3f_!MM9U*=y;Eix*{2@40Ufmk3%DzT3pdNVqsX*9W;41h`nP>0CCAz(Dx5 zy}-i6Eh+?FIy&M3#{C}_mhOhI#>KMS*6I1GqBbncyN4Ka2%`DFp1hR`>B(F(iHZLb z0zzT_k65N0M8tf~L=xFggcijt)ha)o9c#|Dp>6FN|Y0@~(CPl0ESLsC!a;daDLkDyHOc8cO?k=1 z$bn7~*p`K@t~q06>DjUH z@9|uawuXuR6j`+=fjR*ASsP93r4wR81awO|8l;i&`A;DEfy9UHPJ(uht+mhbnU_RN zRPll1q3Gy5Iw&cI8gf)ut;(AbDptYAWE+hoDd<~l@gRHkp?_tIy2GQ<`31l)#<{uJ58;HO zgHv`CiK(RSkG5LoS{_PnD3_M z%kdY`d9Q$hk)o(HTUp!R&A|N9``6qBX-0Ye%#L9n?&cu}1`?0MamCmi0^;?G{Engk zomUvGdQzf3dq%a?yADjj}j{paaV%L60J|bL8ml2;)3XW zW5_~Ib19(s`4mgF_$)u4-755zsT1F2nE0jMAx0kDUbw0?UrMXeYjdh>S_*-PCqMFJ z`t&|+lwOeeDe#8W)>?^u6elQP5S0+|Jxnx@X<`8Bv8qkOq9G9xam3C{tmGYWbo$q9 z#nC{g!uZ#FqBYML+Ka7x`CTSCv|7E$z~(YtH|Z8*#6d(}{tWs_H)gEZ?zrzFj| zF6(o{a$S(&u+na%UD_{^*VZO+aiaF)GZUP#eon8|NxHg8gEht+pG>B|xOPQlwUFRC zP&-#?i2e4}l#E5QrQY&l>}OBc3ra@9MI9YA9-k=f41xJ?%KcCA@WO!S3!V!M4m6mm z8IYri>t&|-^mcviY0B4Gr4uIa+pkX&i{lx3yU_62tMZ1nSSy2T;+b{YPP2sEHlI1V z3x0n;U~tZs+UST5Y#eWMP^`+xmV~RXYO*&3^rL+X;KKH;69CkZTPc%7sXWDcYHoEC%dVdCLpzJZn2fsh z{LYO@>^eq^!XOuC%l2$)qaQ^jonU&@SQuQ(a>sU#7TOId&5v#OPTjs|g!1%~f#$hH zV<@X}&o?JF61R~PN?*lxv3eh~K>%nVno0bT&atzCu}$Ol;Bvftk(=R|%QfO0wYFVd+Vg4H`Y6sj0NJKJot4UOC z77>Cw{fd@|*U?IiK|k=QG@T1&_u`uc!I4+{`pxs#gxmxX!=_a>;vbAZ_x2oAms=0~ zKh3>$RFz%#Ho8GVkq{)L5eez;6s1$Tq`SK}AR$P1he%0xHwY*llAA`lyWuRJ_kDin z8{>>K&N<`!^W9@8W8WQX%{AwBU30D@Oq4ywy1{RtVq(W+LpS?g2sIc5L5Pw#b z_{OyH&weEcSifg0brwsI2zuk5Yzzd9ntgaTYIw4WaJhOX0Q*!bMoHZR>||*v$tD_- z9k;Mk+*QMhL3T1UzTXOIt1#>J=BdYzF9RC|g_@4-M5KcYm`l!V$xG+X$49skG(a*1 znzinMkRQOb=yjV%wn%(T^W=s)_q-gVi~6=T^AX?lXQnC@Uh$JC9nB;kmMh4lrUV9; zE10kL;R8EqBCDJVAyaH`}k`Og=plCKmlA&RCGza(QF=sj!&9%|pBRa=1 zb0y*zPaU}S)IJDwrDFBU7XX<_U>p!ts&elcSsca-#Vg0tYjmz_x53E6(P~HSzsD*9 zliRa&M~I0mQMQ-)9Fg4K-IlvhdZuO`Z!pPuJEIN0_0cg-)bRoXP$E>SWa3TG%dcK! zSXaU&lgtbV>jP;+X=cR*`5>9ZrC=_*!ss3ATXirMEg3}e!#m~DPg;~9F14)NXZ6Io zyYs5ByfHyQx_nQ*)stmt+P(}qIG9;J{y8y9^G>p$q3-;ahiy+)9gNH0xLz%-QM#?& zs99gYRo2LlTIee4qG3D-lvX-Jxu$$XR#ry(Pc)=A0BY@M&a7fpO3!nLRU-BCj8hpN zJw^Gz6C0BRkxaziQ7iKWkd$z{>8E&iOr}WNpH?N;1SCE8uCZryFK`L`lE*c%QNU{2-oHlKljDRG&NaK8QM(d}_BcmaPa6LG7AL!w&|y zC4dHxpN9ZG2_(gZYz9B2&|)RPuc)&?LTBF-AeBZT^wTSed9 zINxpKydp^8ot>~A+GI%{DBJ0&S+D)5nT`$zlFk#(m#(c(&R(t?${{vzQ?x`h=stk^1T($t4nuuNn5 zz7LTyUus>R0qgcrMJW=|(X?UjlTB#%4lr(tX)w@fTQj#WHOC=X9{++Tt z-bwN!Y-Guf(30V`VC2TB05^+3xHBEX>o+*$oNc{t_0FSev|Bjz&W|w3yChY%J69B` z;i|44yjo9Ue<yQsNHxHexH>JvNlU1nHs*w1~5m=2k@g@l@3B}HGOyH-WhL?>C^;iKJ-@yFTS2?M&uNt!J`)gpg@|2NgO1ui~Z z5#~o4mrT+uod__RO^(C*5wHQ|`oZV}ws~dmCm;?5Y@?g%M?{S_cn0ge;-U@7XZGqXUMwdk8N^zLwwci1MkHQ` zL+I-#331GD{kVf&6RB70IKvq_ljP#>KEq8{0kyo{Kt@bp{j}LGpBpySOS>DL*Dsm1 zgxDt8y*~>tef&0%SJ^mO>Tvj(G{W!z2Gb}~^rU5bgZ7z|CIyn@LRpm9HoYUrL-%rd zIcq=<(*6}_{wkNxIK?hl%9flm(on`PBjo$3=N6SYl@WLn^_+G{CUcr&v358#h7S# z(Q?9id2^%RT`6h?Mt>0cegh=Id5Z|PfOkj@UE(xU_0#Wkj+cNNU?x-hR$B^J(4`5f zt#xKTSdK<22f!5iMt|Nq=PP=AQ>(>5z!tnd*~pimB7{WtI`d=zI7ob6u&AN{A58cl zSEhzmkghY#(xLB(`P%Ru+=(UGse|COb`l@qbAj8aMIVKqIWZ-M8j_Xqu7k~LBfVO| zuWOLl^5r|SdyTmrR_L+lsduj&9mV2f(4;kU&eSWZJSIJ;IeAe^tcj!g;}y^fK7O*y zkaSW*l?36+V?Z@#EN6*|@w{jK%yJh=cNc70OCO-N{%_DdJ5 zGy}E=h+PqX$;gXdlq-*2f1%QDuus%*uB@yrc=ZgRUr&V6oIId1P84ze{>;e(_*mVP z@{%&$HvM_}=kBdFC_q{6bji=`%>iOi`Nx}9CmgwRq zs}ucr*|+XEGE|Q8X0^WVfEPqhL_|dTUMK&>7or>Vn+8^b3&w2A_GU1U1gRuM>9J6m zL=HOt3rU?;sRzwnPAu(&{o0k;EIh2NHA(Up;mc3giiOB{Z&1ob7tn(E0w703L zc6kXSe}sCcH}MAj4WLUv92OOyyzjJF=xiXua{pDb1$8u`t>^NNOM}hUv zfnCX8=_dw$V`i)?Rc&6#=*X9Q)J!(R&L@qaHzjICf3dXQ@y#p?uBlI9v)&_q>wWvj zW>}DZ2CJdU)USWpAj&ue#X z7P%WRW#qqqQ_KxZdTFD216RBL;SiIA-wOf6;M7CfBFaXu0K&KI@?DbR_??(0D*&zS z84m~qy-cZ3?tz|z+j(KmmYdQX{sZ~&un(l%XqmssFSvwL3nfoB`R|BM-0()*Bp5eD z`jmi=@a5zLXIYK3ZO6{NtT^)uX2(N>TEOuZsyWnX>#;hEBXgvom4Uq)68`lk72eIb zb^35qPg>P8e0glD!v%`w&d!0unf2_!RC8rDgyG*6_~$Ouvf z?w(n06GXFFqkve)jeq|KZFXcl$1B$4fvQRLmJ%MK+v~&wcV+gxydnPAn7F)^)yKNf z>M3((9UYZHg#OWw%bRgdsahvt4uM?sr=lqFI%TfYcxf3aVaYS;Zl^g!bq6@)tmJbx z!v&*%)zycUxc0HRTOt6WGCvO^LJ`sE=B6RbF2@dVnBeSDqwsT32%JPekL8C!-TBcS z7nhp_o(iTB%gZPu(9#alnfm+F=C>V~&G{%GOhgfQx2`X80lE$_TL4d@G9xM3n5c0( ztw%-j?^r&umd;XU^^}`Qk|{50FH*HUoL^pb@yvR3HSPCMo+7}f31$YFNZXSE>Tv;9 zMGWHfMG}6LK#{M2UR$1O^TGfjDQIbkfZqXR9(w6QbLiur6fS|aY<;|IoWGxqHL+fzT_opQf@fs{>hhQ`2c zzy1%oG0W>{-*AfEd!lh3CkbdI2N*k8NW$x)O% zdL<}!|M_00$qn}F)o}RrkJ}07%ZoxcA!od`d0Xk}>$uW$EO{X*GE`~Yj?o3Lnw^%l zgH+;{8MRyCAnMIzc==$$+m%M|Gn6!b&u2=NtcO4I%+Tp`FJ-At+D$JZY1UEqLqiPp zPG`8a)-G0f9B({XJ&akgg}g&daa10?27r)zK}CZ>&l`#2nUC*XC1Yd2NtRPRYHZAL z>0qUQ*X+FZ2LO8S{_ddZMn7#O$Gp9}`!-?m@uNnl-*>E>T#6Z}{l-92h@gg$Dg#@7 z<^%`(ipT<*8M~%QBuxE6Co-W-_Mr#B!#iZN<4Yrr>3T7#e$-tJnhiSqLU`cC0N4V! zO|Kp?DzSM#vA?UjWyug8TJ{IoRwWo5z6Yh#@8SI$TS4ynHG51^|}X}}N? z_-Vv*b64saVt-dS?ER5UE+&3XOIrj~SRHE){IjhrT&BE0q4Vf^l(u5h(8m@{c7Czq zCYr+6sZHvA#d%XWwUdm~k3XLG?b{(H(BZh)K%eXG^9A&*a{}~b1ZK(zN$jZ1pM+@z z2Oly!IZJ<3y}u1Ne|=8%^zfqBv&nTyLzJ>HM}VZP-LXNtxyq2PbGKT=mZMwMJPDc>^(s4Z)!iBDR^RuFpfnps3&pBKkcbwK9ygXjrVc*vye| zT6$KlAShhHa-3C-UVC`mQ9AyMUox`7`DFjeT=R|ZmAe~U(3c())I#Opr_Y^}DDjXH zS5_}v;2B zrVqMII_5Nj!%%}F6`tB=y;xXSI6TMIyg%uwLyiz;B>mZE{9L0*&qdmkY%hBGcFpo~ zDZS2`WJ(ZGkdg+|=PdNX4hY0#it^@W%1nhLTd&119Fy9+{_e05MqkQ-<9r{(xM@Xnxw}lAkE(QXs>J&De9?rsc zB_FL=A6?N~JrfoXdb}xV+uNb*oRqb+KmFtGBbCywT}DC=dy0 z*?`|>A`UAEG6ND_zS^H{+aBP`@pqbS-dmjg&~(*&a<|YbXksr;_M*J@Rx0g9=;idQ zbx%wP@B^b`(t>Z1R|%QLKLqeHnD7CG3D=%xBo?dATRoE8!*adJyYgC~sJlPBs&h$n zpM7qVb90rJE8W{I=HCTpDQXMMJ|1J0ntOF#=lZ9%-;J6ZpaLh}TW4uc1)XKyn!#&h zFQDY}(#{DtksmZDA*aJd)=!vjHmv~+-33bMV?pQqEuS+q*?PA#s>xDyzqr32taRFt zfDi$w5{fizZKX>-vfXf3Q5#46aGP*jacGdiSem^Sqo539oQ5h}kR*wTi`JLCD4f{t zF@`}18$`Ym)}63Gw~d+>O5d#QG5iG7h28mzO4Cx8=IzkD_r4mC9JUWn-Oi#7`;~K; znP(l*E*g%3z%k^2I0i47x%NrcDC?`R$H+s5>I7lFb8g1Wth&tq1*XkHeiHZVp|yk; zYQ-@4;?GqRUpSaTq}??)ZR(d_hVQ5{h+2w+xdYOWvJ`@Q)^XGNoBEW0V1Pj6d~oMA z)>k_qj9`0K;oj0fhMm~&%zLCVWoF~Kc5uK|+VWFeic>FR=@~9EOYi(VLw6t@*D@H7 z`S|J}39Y9=5$S%TW}Vdq8ZI|`OgatEl8YaKUZeE4BvEupDuoSip1yK49c*8v9)67E zKsZQcGHpu1kd_&WKVG#*8<7~tdk#k$K6#Fw$1&5WB28?;rB2uBWBBYF78UnHL_dgQ z7HYJj&ggoeH(kRTz+WCy#QLaYYJ=Rj=D-Y-41XpMgnFZMV_(88Rlg0hUMT{G!m{od zF4p~sfJ?Ve zBF_wt_-2KubJQw2biK06Y+2d20zP8MlL-@FnRiB65;3QUt!*@J~yel5t|KZ zB{I(u;ES~y;+*5vvq!o2h%LJ((IF5w{+oUnAH`dD&Hd2|!7_*Wgtx!|n8R??;g`qp z7`u$%fs1B1mC!%wzk&q@?6g)pM7BKHp0U7_IXQ>+7<^#Ylz>?{yg2DT&V4R$S)!8x z7&~R<$?1}W@Si~8ib~>;C+qC4_2|BN-J=18RJsXjSU2F20ob{@zturax=TE6n43$X ze{nwOl1aIf6P6fiaZslC!R;+}-@EEsXW=nQX9>q9$F`^$U7pwH6Ds|KO)lfhRb+Li zfnO+P=aPX^Ix;h;ch#?V12j)Pa2`2-VKt6d{8MfcI{ckcjA5h!z4Ak{f?0->i)z858GFO- z^6s-19Si`e%J=#Ei9pru}qX31EV8V#5%z}31?`!7>} z0cg@d@|p+kg}yzw4?PFf#{L;6HJYUf4rlH}Q@I0dWJH7TQ1)~IzS(uS`Z?{y`fd2|{7j;H)M?Q5tmu?^r&v{AZvxN4MTf|50Em?C{;xyt>NN=nW^8#fJmfd4wE@sTbsas@i6T&5#(f!ih&@ zI(ueV!O z>)KwEAe>x5PC(5Pla>t(JP~W9n=Nn|L1^T1Fs*R16WUbn$rAx>}v0rdL9 zt$fc|duk-Oxu`Ch4H^Rbug`3tNw%R>(Riz9P5DYs z4HR%6*^jC>7`<-gb0UIPdTZBvJvrF*>NmfM1Qc>mOM4fNfCoI#?>1DKMAVn%E$9g^ zOr-v(#7@Qpz9UpxRMV832%WR^(^rrOwW50eM5587{9uWtxz3Z%vd=zK=8IuI6RW2W z?qKSwL;GrJ{FIv{usCHB0q^2bt}sYgyMObK0=eJrhDOWW71?kf?~6m6aBrakx|W0q zNgtoyIOTMmgG$93zPkiyC(+R6xNWZ%P}4kWsT>naHO{qkUF*XWg?%qBtWN5G{8m45 z=RdsU|HHvvRr@tHEq+K-f|-#D*1?~vu`zN)FfJCiC`iF z*gH1*z3oRe%OcSw93Xv9?ixIAOg>a8M{*H_KMH5{cpgx7U!VWk#h(H3cNpIVsX<@P zSCZUv!f-K@T(4@*GS`;eUd?7({n8s7OpPt`N1F@R0M$HyY>*a6$SR;xPEV|ZV-YoD zqCZen=&d_Ba;g9iHjOtk2(T9*HR5Qa?A&m)dFC-SVAUD}V8iuh8WIp+Ko|nu`&Y@A za4OBB+F!t$(nqR@9@{edE&rBkfQk-U;<^vp1*-04#4{G z4I(Uzu;^d%!>KHVx0o^g$mzI4_IX8GA?VUIyHB~+&a8`?TCG~3taD8CCf8&^L5Qm* zXGP0vYk?Q%R$ce+sULB}%(iQi@qAe^VD??8ZCW~*zrPFCEcwzd+eZ(yDSoqZl6Z1y z4L@@petr-&=uJ37e;563xK)JR@me_mA=LhOjuL3gkM=sUFZG7eo0x8ZYGjU%p0n=5 z3Iy;J4q8wz?s%#0;*p~so=c6!w|E;Tr2tIjNMJ}g_$WL*4g>iHgAB|dfnoRhWOjRd z%lQ72nysAi$pzsjscdJQoYL0OEMHZ%I&66c2JKGuv1V=}G7g^4R~jXw-*YFbG>pMm z2B=E-1WxXZ%DdYLr{N#@7qarQJ=YUr*opi#miDV_lpyHe&#D!RoEVe(=Jci%bXey~?FCgJKUD~*fD z*}|HfZn;cee2{ep*u`hBP}k38fMeJhaLFAIi0~ey9_^)a32!nGjsN{QDa%x7jqwYo zUhD8hu6$qe_TgmPYKUZK)Ul~k6&I?+ibeDL{%Jf=+I=A}gmAIYUim(L6oeds7IbIP9$1;+Y$%ZA zqQ{aTwX6y+0L@SJpAQtW!LGmB-89M$x>kBY{uOV_0`IaBD4Mr?%n?a4J~f3Wjq7&a zN{j(8G@yKUQ@)NXAcpkk%xLXQO&ga#3l!O%t;IK98@At56$JSxrSpwJu&cnNXn|){ zjwbcRGauD&UxCq1n-Tfm+gn0f4zk$)Tq+(VFjB{;!$|(Oi1nv82qLdhP(lUnKWV~v zN3XGNkeGD1F1&u+HpR?xJIDY+vHinrNa5yrtDI9AnftByaf$M1s== zj!P$3AdO@|IGkZxS|+%6GTid9CjluB(7qw>sHI*AF7`3Czmcw)1PsIOT;=a1T)J=^z)SkGDof%#JZ zs|BE@ck+qa$O6qfaZ|3U z$fUu;D})`-;4ZlPd)Ek`_a&-9jbFr+rzW#&T4Jx{f{cwV`+lMh^rs_65C5u_#TKFk zDV~01671ihQ<%&8(@mCiK#CB-XpRBg?awuI;+a?E(N1h-dm!5 zWVZg&rd~S9B2p$-r|-!pZSjY>K36!dCi3uy8>THhEdGwtu|oEk=LBF5Q0D1d^LGLz zYGblrCdPX=Z>U+A$&e#^yP{^be+^G~8v#wgE|@Gi4ybKsPilQKYF(Trn`Z7-9a#im zUJ;GX8zebU)*lm^RH8m^&_N4+e03FFkU8Vi< zu`?LEXK;AWaK4tibr2=apeRwvez1_j+Q-AqE^fvGjB{XQ#*+T;mqvN{25Xg~#RapI z6>#(~jk-{;?VS+vxpQH4P`K(o$Be5M3 z8AC_9`_<>eRE@j&k@d^Z zf$dAf`lXkgFseDsTGiA8R5**w#;HuRa;i~dt60k&w#XyZ2=2U~#IyN;p&Ur(IL20% zS6538B~8@d-%VzW9M=pB7+%#sD77wr$p-|6k8J?>hU*`m^`qSX42wRqsO?J^cnKtU zAgv-vCW37eAht6~RlAyAKwa}jkh9O`5Viki|G@j^>-YxB=|$bmEf9N3$fX_jowG%# zCZ+Dis7aE&2&?Di3hHt<|Lovq_ViH*Z!Ecn=$kygcLAR&vkq^}PZEj08{*|v4pN97 zGk;sNo)O0|g3PfW$`(Mv_zD&2Rk&FHP3#?a8dONP!9H~c7rtMZp5-;J2L6^r(hIJ_ zzDcUsujXZcx3()wfIn-cQ-_j2q$_3&D#S49FmDUodV9A5*~~KKUs$do0B@<5R_%O8 zUa(+M{d~i~Gs?J^@))JATqSWjV}Sr62w)Je!l_O%P??Lo3uq)StquI%FZHc;mIl9w z?Cl258skIWq+?V*d1vo}ss)9|wUJBgV#mri%nL_SFv%li{jUt6O8;xMX^)ULR1nXC z_;b98kLEQA_~vA+V^#NiAd5%6)eR1p=~s6)mScJG#J0lXG%90|fF-r-d{j*e z$A72#+(qKOOa&QYkNWha`@Py`1f5?45*;~T@du1GOA^d6XqMV8n^O7H+6|h94`qHp ze1wd0D6 zYcIKlZ#VlHgNcp+NX2#|R{gC`cSc*a#Sw%+#jmH;*q{`4c4I9GjpWxi7KUdaH31}5 zE(BM{H(raqWw3UKzrBl2dLdN!ZpSRdyhBlCOph5kRh!XOriDZR#8$GXXlVK~D~QEU z%D@~nuiyq!1zx^?|NfPtFfK85s$KC-0J1Btkcx(^>wv){5Xr)Ols}d2akCSk&GJ#axVm)XA93#1V-}eODZk#Zim{zD zZpUTT@88K;XxOZ^StXSVUu(B|KVMkrWGNv@5GoS^xuCHI+?t>eKa@4Oi>$Sx0Z|8@ zsg9V$3O`&-dE!rp5$kKZ@iU4v%@X|(bcgym%&7)D(Mcho{8a^kCa9cThm5z?i;9YSvk(Xzh z<>h7Jv0Mp;*;cv()mW5XMc2(8NXpp^7X!*kOJ&3pV-S(n`nn=ac^@bl}Q<^pea%Eu`wWSF=Z9O zUmX!BBvq-(>(s+5w97nwErek!_4qg7#W58j3A2(E=j(u5RA5(Lf&pFbBH*RS<2G?@ z=9ePBhK2QfAL{cOupZal5`{sZJZ}4EhvSzY;Mo5C(dh?o^3U4G{}2%e{=1LJ)8{Bj z&;H#BkRJazH`s~(tsd3CJE{M3TmSi0{>?Y}Kj#;Ds{ihPy9?aDuEC{>-Et;H{`aAd z#jA&ws=d-ZS=#C%)Uv=j{pY8D- zm%FX1B`sFtBmMiBBjyn>}4vtT}Tgj!g$o z*0%rt-xD9lr1QHIJgoWLG)+NYxh!19?S2=J)VX;5ZwGV#z3_87vd!v91aTTz{BQn&Y}no9Z^^IBXp2Apr{&!av>egQ{Lkmx5&pmHq!0bJ7kt(6nhge9 zJG>ViM2A^+}) z|K*_(!x#L*mj}rR)AjmK(21{>;{`T!1s_n!NlAg1;dQOn7ATibc(HK_Yr7&gF#Mi1 zMR@3QSLfp=R#ek;Kd$Q?roqDo2YI-Ze+a9sbvbE!SbhLp;WLQu!*Sa~CI~zuZYpMu z0V7abq6L9e-g~Fg=XKPrD;`p;K0M*!a<^=G0kkuYnr?# z9-+h#ct}7{APd~dt$V{$R8#~A0umB0T9P~oAH1$^bZ>9AGP(h5XdXRLTwHW@T;3ZF zq{>eGV^Xg^Wv;#)c z~cb&TxVJ7G*S_WSid$fw=M>wF{8#VQn! zvHjtK=^+vZYpJoO=H=y`Uy#clZEP8o7|^Xog&eNo`E-IQvf&`Tk(oc+?r%sBcXXkC zt`{i}-p0nmhoSO50;R*U;BlJ^rt|&g2fQDLH`~gx)|sIDd+*!%#e1~-+wMeemzB6K zYf!bsg|2jCNcZsa=wb2UUS2{<%D{VlI*se$_{vmfwrb+xGV!6Ug)cI+Q2Unqo)}-j z{@n*W&2|Rd6Hd~i4*MN5He?iyANm5fVZ&<`M-{{T zxnN#-$rxI-A?r4~4t`@36N^DL%d_iCE=tLd{kVjdNtv&BG@CAN=_NJWT;f?)=js;8 zh$FtzoI>FthpwhjuV2DCbcm3*T%ClRBNc`|X1^=nmfU%?C@LzQt-9{0R2X!7!Jzla z7qTrB=Hqz`9_Lr~F*%&pwMdjrRk&dsOcRbRh<>k2|=u`@gX4NDlf^Y8xxK{cK zNEPc!XKTZiMTLaAGsD$#Lo_y0In51<*94*0@;pSzF*&#lrAq4l3U}8#wl;*Zfqx3J zi&D8_E2qSo7W#>aXX*Hxv+PU7^w8!j}0;Y2G8NkblCV-oM^*cCcnFsfTxg=*FyC&pCNI1QQV)n z+nab$vEJ4_>@GP!lf6V}Kd>Sur(oQqzQtuHoa?>>ck0v5M4xP(C7?mQiU_&O{nq}q;!GVxPOqF~tm_>miWCb4)gB`0|&osr{!mOCz( zl-1rYyy`XNVJ@k8c;sVTHN);U0(pbLmzG@k4Mntdy{IgF3j9->pjA2DyDkf3;XfU2 z?Xk?QwYffGYT<%FqC(rj1T1(i2UnteuKSAp30%@Ke*TtQ{kgh7>hHD>nd<}(q*d@7^E z@-crvZS2+C-?8~|F)`m~Yy87KD`0!P4iu^}r+1NrPU*h~*ddTL#LxH;1x9XGVgjCP z{BU=VY7*~FI7!8`?TKoq-{kY|uGF8(XPmmu80I=F2TjKN%bN3^Z*5(l)j>TBJ3q7> zkA*6N5@uWDd7BmbZ%&|tO4f;Ld=0keYpj;3?&fTBpPF1;ZoD>#iBI(obTljJ`?xoD zc8Y!)jKrdbPp%$H$~>*Giw?-yzSr{PuSE`?9-{3IZ{H zH=2p@1o92r)3r|-TCJCLZ5* z;VB)@@K%jFvGju-Pyy<-v%{0B!GxPq(<%IA8B>#rgM9lB0e%*fr`!*_N%_u$6KZ%( zx@>PUUYQW}_VyB5wx66_Up`CW@GLbM%qaR9@KfXf2^}J=(T>Un`8Jo#<5^m$e3S^n zsr7;MGQ<;;B6r6NyQ}TC#SuQ+mV)hxBFPvMulh*2H2&PW1#dO|tgObhgoKzJT9wDBjVf7pg;IfsWvYAlfnd+`{xnIk?WBEqcB;a#`R*UzSOSOjb<)K8bg3VKYN z<}(gFbDEs@imAd0JsC(x+R8MI7po|&=WAOOR&S1aGymMLX&E<}jc30{DsV2+3S*tp zC4)c|a50nMAZufPFDg6#Ue^?btI^YVnz*mzxK{6jN~*`wt6|{{v_@t22{|9-!#|dh z%yXR2AssrP2TMO^I@&a(YID8dJ7`#O6P z$4^*HY<_&xd~RI(ysqfAKhmq-tu6eN<9p;lg6ucrS)KQ7Hn?hAGFcc>4zq3} zTbH%MhJM3QWDGIFUL4xLaxAdjbMi(1iR~i1UI9}tIr(Ach{crCh%~u;Zy~o4Yh*i6 zUHVM^-SsJHPFx%|Pr94{&$W5Fyc}nrw&~Dd8n^w}YFgLw$O@(Ob7xQo;DRJ26F&aRxCyz^`*=WEL8xzXNq4Xi{~SlGAGd8^pxc2#U| zp+(%k%2Ye@XOBhS4e92EKeBAu+O@=a-k?^P;S|R}w>x`-c->GB>TxUZ4RCSuq~a?{ zcJ5CG@CTE4w2D+qCWDu|_$Sd8-Nlg&doG#|S`*)lL($HL+iq9vTV7Jj6^fT3JFlWm z?MyA6H^dL>mMiFjYP2lFVXBEk>DAUJNTTATiVyE1rD7HU39DH*08P93vo)?+Y1Odn zLh>645@(HI0ugQ)uQGLAb(<;`NVz;W5@ko3`YvC^`Q%1#7JD9QOI^n~p4VIiS}CQZ z&~4O>&8pb)@@y?M2)3@rLrxIbBoNYUze=?_eRi}5Oo3=?kZtRo+;BMYo6zp>zm@VV z`u+lKE*mTB=}P^EEUZxn)@z}%5R{9IzM20gPPv8C+s}Te&B1tn0gM&}(us1cN^RcI zRc>bHkrJKLhx-lHI>X+k8t=QhVncAp=KtI=7J;U&v&9srAd~u~uH@KZFDctlx*$~Z zH_bkuuxKheIcaG}n93|ibzUxZ zGt5b6BR1A~b3|XIL{$Y;mcMxG^LIH28%wdS-P^|2Cw0p`e|!r!307-q*sNH@3=BDr z`r?X{#hIEeUZXq&B1Jg)*hb=)BQZE4z~ly}CroX97H29=F4kcuAN$ojsudj4$RK6UCvKD1wc5=X1>0{Y;+oeV<5w%Sp<9wD;n6tj&{2RxPg0{XFhm zWCwxtk(oSp**@#K1q-5wdi`t)^If*=@bEIws0FpEr?WqeU7b9da`2!=73#`$a>Tj$ zrXa^Dq)@w|lDE1|R>qKa9IN6&_@FGPUXC`wDg6{p54*TBFaY}n`Cy{F`MbJTFQ>7vf7_a*oSpFe+A zJhv=HC%P0^ysoIQze;!lQJDS5!1MrDfRNBoa!mX=ZlOnw#r8r=k-g2-zCd5S+i3M2 z=-j7&Hb2JXkjyukPnCYMm?|xyF#ommSxm216UyPGzW-){S}wy0_O8hqCh?}8H(id0 zmDpzL87k_ZxQm5`9MAb?cgy`VaxKf#*f;Z?$Hg;_XPZ&)#C{yiWTy&VIYkR5v5Z%@ zZEn6N;2pRD^ER2!ofuBgc|zT+th7I$0gvQA-hiQSTWgQKmx$j=1j%@t4uPrFz?u^; zhx4`*;^fmP;ER-%m1*6?7dbp}l#uu|n8wiyrUgpn{0PSWxR{heN!!+}LX{$dJzU0H zWia8jnukXtkTW~`l#z&Oh<$PAZc}b;ZQWkHz&vYh%eR;)TvI(C^$Sb^HH|r~E+t8s zlIV&iXhB!Gzq{UC4k8&*vz#)&4omJS%GPnS2`g<`Pk}GfsI%Em*+N3=tUkubEI;ZkEsJcvKUjIzx3Cy zNgL~QxqP_{Zc6dI_ohQ>Dt30Nke2;M%lM3p*F_WJy3n&4Rz@A=pz}IVmOMr-jXUcH z4qc6Tmuubup9>VDx(L)>U#&M8Y$snlI5rLy@T;7+nW}%dN#wkbtI@hxPI`q##IEdU zG91|4@w@O6N26(z#re&)J>NyFnxRev$9}?dT3t4nQJNF)a^0IP z0qsb%l@S8*p-#98{hr3tvNyGhC0+gndcU&J(`x8=3T&K0* z75nHU1BYP;^fk=}k8mwAv;rmZbY9~-tNA9|HsH>h#|ca~C4zQGC3)?2gq8cLe#w4N z^5sMJ7c>Hi7_l%9DLf_5&6;aEXzk|nnLWg|gL=>nJ?<9Eez@%EosnMtIFj~T zSL0Gr7)(K|Ws0~AKp?)nTQc4vgecsD+_|h5HH?`#f7vC+DkpX*K*4gbe5-zI{W)2@ z67KN_^E*AH$G`0ez-fG3UV;z#xX8Q!<_awT*Bx>NnS;JeGHtzn+zer?8cVv9g6i2! zR2oZS{Bww1a(vIO+V&I2gM}6;kEf4&`SusHo3tsCCK2l5WZgq=;!c?#S3?pdA6lV* zE(?QWNWKJt&6MVUel0id453pBpgwMI*WE4U<1+&*!3rf~a%SnVfTJ?D@qae1Nq~dd z^>25;wzA?FU^V|b@k)EpBNA{p)bBSP=rCyE=I-&iZeJb=NqI;-p3j&3DOyRHDuY&` z>w!-0F^iRCh`da+1H7Zg*k$3q@br#KwqN&&x=};A_sjH zEP8$*Ja|0iv;Xc#1p<@DC5i0+?GBw!2XI4kjl|&}4-=;81WxGV^8b9IIe0cc964>4fjw>#Qevn00+d`^2~5iKkuh!-mtoLJ|1S%2q!|HWclZ!eH@rb*VEsS!kX?_=Vk^-omM90FVPn=&?u+Z$mc?CK#SQ2&RdSqpI%UW)-!%ujUxfk)*iJH6@icnL-NB;RXZ}Akz zS&dw|x_G{wTIu|IKnymDpc2^IT)p1?2dTUts2V^dew&zzIldiSOw3W~-F$HC6YU8R^b zL>)339??bXx$n4B>?-5IVp7AuW@QJqSKk!X_<4DGRq~$E{Q1f8p9c^fO3eWL{_eTV zsz86=!cxEUU?tb&inbegUSa_k5zJ*YoKa@>n;Io_$pP+vE-#gzRKFVXHT>lIsf!M< zV+p4645`D+eCb!2b<$c3pf13ZzmIhRG)oHA@@p*+CzSQVw~sH%ibGmkyNQMVb6xr_ z6D7@AM9K`lvZ|wJy!O}fGkY$-jh;C~G;e$|NqT;v?xMq)Dr?{SpfGnN)I52F+xT3m zcO}HKkb>szHz`SsT;-7P@NvBU?F7#x~C>ubt8> zkCv5_;;#cmE_Mv_vs8*IMIQG}JzGxORo&8SzXp`6^1>$?*9L9YLKDSkR#!whP;7s| zWN?ih^!ngQ~Z)LtpcR zy@$C+!4!iOv6^aVcZ{uGki92{F4qs+hy#3?j zzoEINa@tOS=;UlTh*ZIUWF&?}?sKE-7JXm=$obMP zOv_zvCVHB?Ce$hy1!v#_1EmoENBMQ&jq%RnU_45z=*Kyh`1o?|q}oKRgy-4Z7m225 zj?1RWp;-4QT6J%;cx*q}T1y+6sj_sg$D<63+UGuqD~;G@N1YL;sj2%HD|qd0+Si?g z;xSE>Si^pl{I<=LP8pB!WKu1PJmSDWK~;|2|5WX;Mv$AEYkoHC>~VOXLG_?e{wwCr zwR`VC+NBLQwoM#2w7Wi!&6aPiHkQ&>YuHkQ9ybzyyWg`-LoSUsmr}YlPE^s&t=_}s zz{ILY9UJa5N7zxC0AU%gvxVoMiWw_j&-G&ZnC+>O{tHT9hhg#qq4&)bC8{-rou5qH z2)_iqt4dFPp$ARA5HI}!-<3a*RkN)lY_tej~!Z4RPIBmh@Rj70VY6}82|tP literal 0 HcmV?d00001 diff --git a/book/images/getting-started/trae-model-selection.png b/book/images/getting-started/trae-model-selection.png new file mode 100644 index 0000000000000000000000000000000000000000..8d88c759bbfb4dc0f798e3231dc3a0e4b1200128 GIT binary patch literal 165546 zcmeFZcT`hr_brTi6h#pM0j1iIB1MoQT|hv3?@dH{lNwq;MT#JxNbk}iG=b1V5Co*x zgih!sp_kC%d*XTD@qPEtJHCJJ827iw;h2F*_TJC4)?9PVxwfCxROCoWXi12Oh)CsM zz0@Egx;zVh9$dWweq$CF6huUHk4XNdq?Tv$>LkQ1x`nZIi$yH!t1JnB^oy*(o7BQ1 zYPZ$@xlJzfay4|pKyvjmdEJPN& z?30iHu@op=YAi2DI=>S6W)?+t;)^J{OE@XvX!JL5Gm3hYUyz&hsQqWu{-u9^P1Hyg zevk1#uZct+gb@Gt_YqfTFZ}0q>BEnn|9#79$p5_ke^%yyg5ZDB<9|T{m*Q1Y01-xx z8gp4$ci31Ic@x-u1gScINxJMueU!?6ZxDl^BVfpZ(>(&lJb%Js7&`vYB1;RevfB1G zO2tZnr!I@~nnuy%s5&`|4FY-+728MW01SHmL~N_$<_vfAH=sT{2mgEJQ*W^ z+qA~N7vuAJ#UJH=2q%DIWA=+%WP}fZ<2}RQ^Zb4NTJE2%zc0Z5M#u^0`1kO5`M>w} zd81LnLNvw{<>kHV=aGwvjm?Q3(#lR#iUY^V>FNB&MoFJAd|`dvaUc5D(vppbNB!F8 z&kC=UG^ikuz<-F@9zA*~Dfz+0+4<)&BNzYo_AE*k6;|>4>esG)R!~&@UQ!Y%B_(y6 zg1+!Qk-w0zivVHGN(KMkzE*Wc#)BdwxIt%Z$xsK%E;=>U%(*ZrsZO}UE|V)o1RI3& z`7=0J-h}^YH|(gK#G|MfSE8naW(%96r_UOL+rfGrs<4$)RevzOB}%wc(JjGKeu;s? z)7T`Zq0{|I!yF+8Z9Tob7?_UT*slIqy?fI3_BKa^yN8EP`QvbRD~xz;gB7Hvw$>y{ z%%saMv(@_imvmHCVIc?eqelu+O-;1cn}|zpI8Fq+S1`El_YU*}DsSTp?=COl9L^`f zZ?vK~uNN|jSglkgmhaN}IOa<2u8SKX>d4A%?Qu!$j+2~*RVxTG3G@%?USiLEfK(G&b_?L~Jh8W20>-AwV}O-h|zm5$7W)c9*yJ zTdapv3397)ky|e-Qo>u+(a}*rEG-3UP!h?Qncb-y>qT~Wc-f%z-OpGq(|lc1?=w^9 zBVhpnm0t1vjGJ;Yab6K$zT8kw-mQB;!`NND4866db(stK{C_otMSeEQGm~bjesui7!e@VN@O!VQ6WY)HxbkRw zXDgZt8n~tt*onA%;$zhm9qb)BIbu|SwkCscg=Pv!kL6`8>;W7nxIEa4 ztgtzL(S^Iu{d3pKA zfPlh+OKEX&xx=!^{Ct0{F5)L>Vc&yS&JG6yU6Dp^@^}ImXx&yJ08P4)i>vG2B$PFv>6hHttlcwp)l`Gh(3#UUhnsTT-^~{54sJC}*My5HRLn{ZTUbS9eU|>)$w|<$D>vR^FZfL2+y>MR} zkRPww=)2C1boBgX=ja$=;xngwdUEI)r4dd^sFV@8lA|8qGUejCh1T22< zPfCd7_ap;#$E6B}b-V!w;Yn4rl~qpT3IXd3)+qX_-CB9M$X2Xj!1q1FN{6Zgqpp5E z=vnrb9mK_DfUX3YVIqjJMlniBecWrYn%kXKEU|4V;I};0*U#l!EP@bzS(w(DsM zaXf>8xUR7!{g%wHLP(XnR2A#b&w6qK~cy) z4wm-#tl;G2BgLA!dVfcEcT7@J(&)26t1c}QlhhgCUh%zZ)cq5o;^N|?AnQ%;yKKMMS6^*-yyn1aB@4<(U|p`iq-D@JL-DAtB4t z@3|_2rvb#H{JW{hdjo~tEiL*fA}K;Bf3sU@QBeiqbb>JHV2=e85q^GcP{G_+N1U^B zb778?YWz2@Yrc9_IywTXOtX;v>FDj-w^@aSWw)+f3yoAI)RD`VwZS_=Y*B?a)gCrV zkH0HD-r<#zJszuaLPoT<5{eyHaj~r$GL?3ygvHql;4|r%WKo0ksah3D0oBj zyl$h+=F~MgIeB+>rx*JxSnkig;h`oOMLyq=KHhF)@;4E!w&!P;f}p4C^~Sm}KaCXk zu=l-}KOFBJ>MmlQzLJ+mp^L_ca+Gnr-B6yx!$X7Wk(1tSEPicaWhGyQp(G|Otb8<> zZ-@G2?2`~ogL&@bGhz8o-D2JwF{h`eyStQ;vDI|bKjat(D;-3-T6<2+%cP1tdvmk0 zY>&G169vp;H8ck~BJ3v10*@w9x|4P8JRC5$A2cR@%8IcZ&+N|eu-?$~3CmL6t|MU(SH)WY zi7QYEu)8)pnnSSRVogK3fN{zF8>QZ>Xov9_YqepcC|U7itr``lDr@o|bl!Ni`3z=D z=yhtY;-PzfGfgc)YXDuncfV~52vIBR>ljTp}im@i{9qDE;$XY0c9i*o8Qki;D|uHp90&o81XWjb8B~Cl9;g z-28l2vGJLZ_GG!CZaGh`iiOPr`<%gH?EJz4t|iU{VSUxVfs{^grH00|lKq9ChMHPB zWa{_@lP_P-qR^W+b9@IMW(*LP4hiVkEWs)7rHuP0hl@Ri>FVZFTsz+2dY{S>VC>!J zZvCU8MUGQ6cI!B^(t4F_L1e{VHC7=Y3k1w&K=bZ!{bg#LZCo3EZE->JQNC*%jy;Qd z55+LnjzXbw;A@-@pJ}SA^8`VSg&~Ds`Gq08sY~6~(LZ(Y1_=-=DeCsT}S zJ$q{Okcq?ambEI>5m)4dJnt`U#jgwsc{}VT(H^(wVh3uz*Fx3`D;*4A3Nh>pCW1oz zsM6C!m`Jpbqr3|Qq6^dEtT1bqEpLdvJqKSas&IdTb+57=m0Dk44~nbI$;!&}Lxdvo zJlY2qf@s!FJV#3+BO}Ku9kapK#8{iwIU;y@c@;k4V_(Y1;o?kL3|Ap;ZfbQN4pchG z)QQPSDjJ9qY}m0cUsFFS>oZcN>=04sJZPz$BG6n~0-%nx{+Ns3WQ=g%CshisM*;w=0P1>eRh9P?LK?HPnAvKd4? z4C>w7SKH?H#(y&@Mtfn$mjo$Ybkg$s^a|5VkhqxvYR&t`tI-J#+m%eo-cxJ?mlxZwmcWo1xR0DiY!hP zuqm`uriD2qp>>R1yc#}!yqF^DHBegOy>~0gG=Q0(BYIL^UOvB+-`>n-l3jaZVQx4XF6pACHx0kywqeYQG?P-j0-?vQl zI7lg{o+@o1c5+62c%D5|G;a$ZPIFyqe;ZX+u4=ed(DSFWb2wfQ!&ARoW%1G#db(ic z;(ogH0G-Hho2T7LU0a7q@y4z!Rh)mMcy)Y}ekiM5lkcFxr)a8K==2ERPZ=5cHBPsE zTgI@`anLRkqvczFnB93y#;9RG!4rtiH=gh~3xokODtKcSht4muO7&}66uSu8({@&6 zKMGb81QwZHSCp(az1(0aPg45Sv>?#w zezdlWOQ?Y3ls$Ti_kq;e*_q|qWUWVRW~SHZ59AHoE>qSgPZR;kb{Nrx7gUKKO&d3p zeX2(wcE_HaYj(zx(-_Z5*`bS3JOS_PEW2rs4l?%@KW#2uC%G|H{gWwAfeKRIFzR|< z=EXF;znnv3ddG&kNl^o*!?`y#Zq6Z2M`yUT5CSssEbK4iOWl-l%6Y#S9>S-J+l<^da6Aw2KT4 z?f)f>Hl;QyGI&4bYp(Tqo0rCRsxZH}Zk@KdA=9Ip2Hey%@;|w7wPe`fVX(?myNyX` zb;|(XL#C5fjxS^-n8mUu%B~TanVAIo3HVret=mdg*;JhObe|bw7t4y+?Z9<(bnwz^ z>gic;9fnrt?a|8xbV@Sk=QVC0;oq*fi-^!}louv*eyY5jeKOHGTXML_GRi=oL{$B$Cvb~6L%@{plZ4fLfED(Sp~#sFIjw?Y|;mBJG?HY0MF<-iZHI@_n62%!d!o-SfP8Jl{rLJ(GmmhuEjhvtcfwUm=~6r;OacESU>*3%SZfL2gOHo_ zqFJ(};Q{W7CHd;{dy>A*rB`$!l~n||9#%k)Rp5xRlLrQhp`l&Kz}JeO(>G;Fi)eM# z<4yryG~OZTJdMoMCMEDD9K3QR!Qb$z|9!w}j9uM{!B6mPrF8I3yS3Uqg9^6iptGkVE1NTVFduz8Nrfx!F&rjraH^}d0G0cmRaFWbwxhKxqeZbFeZw;+p zUs%XaL`mP^evMGGF{@Fpb_{!Ty#x~i>ul*90AbX4_BZR**np(M%2D{?3I(BVc_e9P2{F*UzsI6MNP6QH^28XHI$x`mpi;5K^83ykc z$cWCSs^yLA+}QVNeekQOe9cz);S=@{%un;&mZ!(V@|qo@8z2A3cyIqC56U*(-tJPQ zmyarmEK#;QI6Bs+`khwTNFh(t(UW6z16&%Cl%F8hsjUb@uz9@_3@qH-s?BGJEAZcR z`p@?q-6Spb?I$ZI-`q1+XIXbxz~M5}@6DBofLJd6%CA!_aCYeBsimGW27mH4-0Qjm zQV(7j6%_?{#|bny5J}86p1#tGM(rdiJ(iJ?G32i-P}L5DGBRoxo>}lsO-^=W#Xu35 z-fsL%a5apmrKEAoXcIx86%2MCMSYLz8gpD8mEIw}I0-b9Y&1y~dX~BK#(2P`OQ&!S(dnauAhLGV0pZl2lOfP zk>PSHLC`5h+nsG!Zyluut=ZVH@NHGeFC_Z(On3>q{66?}5H98uZMW`d zfeIH>mex@*v!R?Q?pmpToWE)xe#i0na{1l6trr}MX!*OwjEszi5Oy@DLXcE_%n?%1 zW-H19JDQo)?ejH@tj#Y2gj=(?qU1p~0Zqbag8a_sxN8>{lWtQ`*zeQ>lsH=5DIq?AeZKV=M=?imNqz=~L`U4tUd@{0dDk*m)y9xASubqe5T3T8eVtf@5-5WT?{OOMbxO+dq2UdcWSkde?=+qHstw{=s&u)5f zN5{pLM2a((Fw}X_;j0``1EmO=u&a9;kX$oUfNenMh}J35x7uTDtv^i#DruP+5=d;a zk>03+n$@)i$$h>0ryfA&^?p5awWYOHpI_I&ATdbdC`-U;%67ywQ`TKfpy`C}p2g3% zha?M&i}CQ`0_}1o{!4_Zd$4I;D&~bMiV^chsh}^d+6oi`Pnxomxo72o==XRn}mDMaWYh@?VNi0){CE5 zCp)eUssf>wpMGxo9%Ae0$@b>cn??@s*A0gYwNXRmb z9VcB;;aRgVSLnf(C*pW27>Jr7BqStnfnXS&TxjZ_R4B&?RS*(dWV&ahw4{;(>;@}z z>esJ%ENP5{#w4t_$Fx)}4Z0Ph@ALX~dacLG+Z~hDA0C`@=j(4GTgJ6~me7PL6G=Kd}t^MX`B66g-nuw!#6_B)Fo5zrbWd-k18S>T5QC?XSbd*>D|`HJ4xU1fYP|HG$b&pg+!^-mKD28P z6+>v%S-M}oa)q6fQ~76GgkfQue}fM(UN;F{)KRf((9*&Rwi z49EOy-Y*QKOF|J(x9=j(``f55tz~3L5%SEKYay9<9jPkjy&^_YgGj%p*uy}{PDG?_VftjVlpc{;j{)I&iBXRouW>W>#dR}v7Cl6@zGh+=}|Kqo!p|i z%ggZ^m`gG;fgRnPHM(Hap(itS-sb_4RGhevp7Nm2&vdMV$IWCnef}(eGz+_?)9WtX zyIy+^+C4^pHolu=!;3}ZU1O9K6nl6dChGIEez~BPAH=~%vy*^A7>WO@X8-wAC7_L` zX78RnU5^e63j<($8kWjcrE~5F-TQ4GsV8=Zy}8D})wZ#_>dK9Mr{xy7YSt%qy0`m1 zva^3{yJ-3O+s%7Gz8vf<3Fn1{nNT}Au6v)x(75j?3u^s2>q$U1R&yxt7aPw{Ppd6@ zB>^@*-S~p}F-x2^H#;vIFj}sd-ZCP-qBE$9ffnVadQHuy{6kZq(PHdWe^x*nG-}dj z5@m9R+2N(4ia9hSj~c3UR}8;@C(axtJbpO&^8@6RhZtTQcG4ZgT7}(hk935RA8UulVV_ z1&uFl&H5N@uQL*puecQ9;>I!F4kZqLmV54hfbS$Bn=yYAVY@#C4T6f*L7ogx0L>kX zE-E)m%ihGawaHO7oEdS8?td{0KXe6dgPYHWA)n8Y*50Z*9$H&liw*BDSqc26+BrH} zSx&H8Xn9WVLyy|^fUg(rMTU1lY0r3jva%3%h%4wXXUKcnoy3nKqih)H(1!8*|B@;i zFYPZdmBRuI?^N8qR{!`cAlU8TRWwkVt^|G!?v6jrjbMtbdXDbx)kQeg zN`k)nfvIU)SdVc6BO^Xt*rQ&@)Q?}%ZrCYrbq(yVQ7pmQ)Z1GylQ4BU-T-P@dXznz zPfN%XDO}R(GbeTRZ}|1e+-A89x9xfP>=e=b!Y&RkZ*S1)>H0M^kbuO4#c~#s@OH9` zi%SBD9heGQZ{B23P<+?Q4y}{=7(fMj>aWwU3AUMuiHXN}bGDA2XAYM?==5hPd+YHP z6?}(B$%hHVY0x#e9jcZ?)xb0Y6bmW8~6OeIBl8-E6Apn3MJ{C3*c^n-(cm~*rKjE>5SYr_iUzqeZM9f2?? ze%tRXAC*;*>PW#t;Qp^wBO)Sf$0|N23OH!wALp5fy#$V#78V%V00vP-bOp8U(ocMz z#07SBad4WH4Hb$3SC65juC+jjKsKnGaI43iXbM?^TSQuv+1Dp5AO@+~!Q-QRiqk$A7__sdf@9PMT-gbb)8_Ze<9IE@S!Ddv() zJ^}kuEE;#-tqEQbsR6}8rS^v$q#O?*HQe)r4Z7D|1)PkhIBpJ(q20UXZu^bL(Xk#) zg&1Ix?BAq+T?Hld79B6b3B85w@9`p8(RV`fs;auk5BqG)%&6ITz#Z7`HJSpGSK&Eh ziTT#Gpatt5uibBE-pjx4dyMgb&z%)<6_WSwYUi?V4hV%i5S^29#E+&HAB3P9~2ffy#yi&-MgCbhKJkv!XQ2%x(o~dFFzx8S@ zPk}eQTbM1=0e=#mvw`eDM`Qd5{mt$iHZN7S%1J%SasDF?HeHijc4{VPs$#{ICKy2x!OsQ;1`CLcHc$u?h<6`uR0% z@9b#8Z7~4ZuXfCeRz9 z!4Synd#n{@5H+t8J1sncrh}!GC5Yqq*wSOQ;06{OvjebM&dbBFRb#^6HvU@>rwa{~ z&kW6cQMMWgofrf`RUxY0{(HVg{dGnSJwrBr6@}1mE@j2_*NqtHA3;i_k!Ggijq%HV@P5tvM=5`6VnT>Gky|vz5EMH`XTLbsGCXPkOJ| zR#PSj*8jbt)p3vU(N4)LxFf2m(5ZI{D(uXQ7+MMlxJZRgZ)iCKESA%tRs*;+veDzn0q< zogx#f!Dn1tJ+vd|#S{*KGBO5bZ@p^p0|-MaA(5nWN&szg`S~^riO2L35~g0Bo_Fw^ z#tj-UbRjTYuM{|1r_AE{ae@W+B*4T4SBrxw^f&(vBlWO;UK#Dgmg#8Uq ziTS=C4_(~d*~lqUpIMn?d905aVt0T9X=r=PpNIG+qXs(P9#mxNDpawyCQvHf$35IP z&@Hp&pr_z;&Nz_jrZvsxG=wZiu9RzQ=^e?tnwm19U~~p2$MNxcV0#ScO<|Vd6h2&$ z`Ge=tk7VSSP+=wYW;;8>kd2H~v04Lu0d8*7&+_fIcXWCe-FrTZcudU7`-9a4!#uV> z!Y_Eou&*yl`bvKAOW=cd0nQjPZ0vC7_r_?QDwF?_d(EP_)kwg8zG5!!#xYRJ3qY-- z(&J38=6v=<5v-Ffd4I+45jmh0GC{X%z?S{^{rfHHUEfGB$;19O5(Go_$zRknn#nog zk!Bg_O?Jb;t&oJ?YEqR_@k`B5E685moX6w{P;2PJ;)?nz*Xo9H+&f*?ERG|Lqq1~3 zABK+8no@B^vTIj(jYnt%99)x7s=#Wwx+xX5Mx2)o@i>fE^bJNvvYwreGx-(*t%kY{ zDTK|Y_yyH>7%S6O@8==8Nusqj#^1pg99I>mKMpMAy|yli?lEP8yZ!wp(`R(4T$(_# z)6f&{JRRjup9BHdN{}&*Bf}N))v~~~7pL0?(nz$;Gq`v6m2j^$|Lq;_LuF!O{hP^j zLnW{ekbU@w)7zs$p|QG+^p>-)UvKTLKwUpq*6h#}0Cx=A5C1;%j0aSPT8CT%xP5Wo z7(8@b8aE_BPnd9l9+Txso*r%Q?s7OrMu@Y^7x@1=ZW|t!D?#igxB72|$8wl56BFC~ znf592Z2^mVP<5X$qgUPJFj1y_?V3FEm`=&4+U&lAVU^Z6dNKR0TV?S{@uUx`R;HZd zf;Z6Wekxu#^J8vO0`V>Lk`J}mJszEu^h8ilFs#?dQ>!0(={UxYEb8{HTi{!uPDq)< z!$tlfGC3KW!Ns-h%{+~D{>%*X-8C{w(ES%Ir9q|c|B_rt-613izwJn4;pyfKtGq^Y z>5-+xFqrfK{k&$s40Z^D8<1C~Gi8=f6oY(Fu}B#ZyR;tt=<>laFhFIBix-&#XXhw^ zIsfBm4>z`JKv0mhJs&2eZsEBQ^lIVQ`?au*HRdreHKnQT&-at~foFYev0f3FoYVP3EdKuu z$SJQmZK?#NP@`%+&@X0I$s!BCex0T;H!?Q5k=EVb-XDiKyGKmC0$R~K5r->rmVD#XdYq2LM&zN0JyxqUh(=%x0dN?4?wq09J zLC|_{WNrxqm_|u|d~xSu_-+89qRkhs7BVm(91KV}FI*M`5h z9jmrc{QNUDmC@EkU<4VpI^wlBi=rlH4mijwm-IEhexVKw8l^(9JPe|4@wW(dm*j7W ze-|jCJMN3arvQ3qp~p1!N<}4Nis?Av&70YweZ1lAJ9^#kl7XpP5UdsVD5a-e$I>!Z z6j8v+x~Vj>;e~(G=}sr05H%z7lbpPJ9(eZP%5{>^oSj-vMA+E$+u7J`$FhEQ_X4Mw zK&S!HV;-BM{64>=tKHMn15$cOdxn%WEizoBcxZ@^-&#!<%+-)wBjH#N3ytWnWAe)Y z)()x9rnn53K|#@Yr6Hmh485$4)W`wk#TIs#+ALby^8*O~_Zeodi=b{ZlaK7M$)HJd@J$~2 zG%$kK+i;`;wmT{d%*qwWynM!==j69yl{W6AomP$#qvkLwjE}detu;2Bd^Vj%!8@9( ziYqz14$R-8R^7m)?iuy$P+{Y7$xhuO)R;S++az3f{DfBG7%O67VPQKFym1E~>9ur; zK-hon?{fF2rhfY|jPX@1GUOYUCcDYi9~U2=)o5!a{(c#>`n7KB*3b7NET93M!_8o@?c0FSEA0&vK`>xYdvvyB%Df6P-c-h$$1pfn*pL@ns@#xWG zHW3lSJ>040!>Q4h{OH_XRt^p=6_sLT95q!UGLDFE!k zfY)o_L1+8E^U_}{jj9-o{)EL9Yn8XoZ13%@e@e z&*Uu@Z<~NH8%NnNysPi({zzChQf&L{L^s#Dk{YPZk5)Fi$18024BWAvMZC|R@%ztE zT)uJyGaObK7)_il`QojpOdE`A`DUf!0}dEK(%qdBO+H+24IpP+J2b8W6{^aLg9UK9 zp*;2YT6dvmR?R_H9}kS{@bQh{;aKMI4l2Tw`7x^}HSQ5YKgG2jxa!GUgV3?Wwo zlr!t83eSlj(sD!Tl441Uz@`P>I|$;Natv_nXqa)1Ex0T5VMhWwq}1X6yp1xb3hkSV zyzw0dTlkIwn?4k6Q@)4##I(0pC6SW9>KG-38`9FdwBsZ`Vmq6~Hr8NX<#%?bC?q6o zaBAe4`Bdz@i&CIyZzYa$cfXZ02nuEqqrZPQN1N#Bv4Q}_|L7M=(ARG{_nEmP2&tMS zd(Xkf&OT58$1MOcu{%-V=L`yj__V^`rs7@Tc$q^T7&jZL)cyn*W^Vn7sQf_t_mwfk zlF|$4u63bb60dPj525?jot&zR^YuMrQ=MH}g2ko!%SxP`B*hjPWjZw+%d3hB)c+Q? z8+P~_8Cf+j_>Ah#atRZQijK841JEFWrl||UpSAc`gUz506*V>6?8or=1~H1!cD_4Tu2{B{F+0EEX%on4)8VOTkoqAJYy8Os%w!vYQ-w@MO*c2oV{RGawE z8ADIkR0|fF(!&iaJGxQYMFz6TqdSX5wC62?wYZ3JpjMd(oC_uQ))nNMoMOs#!V!8l ziNMP{+MMfMn7+qvH>M{z*(VJ~v=gCvn@baip{hzl&16&Dz}G_+svBpTc$p*#IB9!( z2R+KS?8eqEV(~5&_n#vtln>2=z>S-aKt#nQRVB_9@_SVid8NPSbg}lMw`y;C&;KA+ zfI7DIOe(1MYQ1{*)w1^xmvQ{XdP>QR6l>~6@b%78{z{g`?|M|M&N^snJZk{|;C95o zebPME#3|K~&la`!kT?%uFZ*a;zxp(}t-oI#%uB2C+o9Eh@eT^RDZ(*DU@Uy4($Hz3 zmuoeg_>ZRI~qJV@bTg$x9P_F- zk+xmqOtz~B+yD{tVmXuA*H+ulLl(QW5Z)m<-N~6jW_z5e#Z|IBE22Pm|DbJtorFYT zt;D!4_R7ShZjqsEp6uSOu(`^$k^D=Nu02JFASGfi_qk+7JXYJFzt0UX>_*Cu z3lt4iD#Iuo;ZMd*ZnIN)aYfiETRwpDT=71+u!t5+9 zQlhdb7F6j+pP0|*v6oX*QyqW) z41LR6rnv7o*(VI>RS`hwO1~sg?dISZlhogTYNGgH!-a#NnEcdXvEBUJ`EB;8OUVz_ z)xB|u$Rft`rq0Zwu{rITh3i48Ik}zVPT&k(j7k>ElyzWiWi3Q-$%&J{YH3`rX=U(>+FNJI*cz)X;GYZm?X{qJNvx z7g0mF9J*-dN}cLQgsNd!xiO$T4AE43{o1(>i8TGZl1={^zh6Os^)f_4=3ZakMhxgMcw}5gN1=1D2DyB9;J+-Nn zau6Vw5i0R^q{1Qz2=+s@+0NIZt^@ih146d|yOvF872P|jNvz8+6!$rWn zt@YlooymynzH(rAruH(5BrKFLN#ij2Q&W0_=`9+}uiR!z%RAb$NA99PpV^%_rh~V_ zG+a_pkuUf5?dpFPM-u#xuJ0}X>1i_u%uho=7B!b5hCBLyNt*iam-`*8=#nzwUu^l4 z3Dwjb;oD5LwBBj}%38DuG+i*cAw`e?H<@Do_54@*W*#btIS;IAc{rM+R@!5-@oQtT zv;ra`LI5Hi1y<`ylRFwtiQP{;KYCA&NcZ$uow1KK7}Ig;RVXRO7O4S`h;&I_K_T|h zVX|(bY!nc9`a867ZYQ4gwnKRYcNOOSs&vBGm{~sGhNS|6xd2K?^=}(*#Y)HVA2Bd= zzRXL_Ns;t4le>F44M*$52$4nin$(m*0Nf9Q#PUd!D)Y?Z9rzK0gU|R}@${S~l?p(% z1`luzodkv{LUZ!|WHmKCaJR;cJq;ndQD~`SVgVjEu*Fn{7ib+WEg``ae|B~@ZoO`u z_2%p#P^>|r1{`=@Won6#f621mCsftT0mbrIfdS6d;FOB2~cME?F@?bo#a!- z`1yU8ZzZK3?si@ixV$wES&vOhf@znGQ+s(G9?dL$c5(JVr~4c!MhTlh!U=Rh+fI=6 ziHM=9_)#g?-QAhCG~BBpb<*m(5^eq^Ac<~n{HI3?ix4UR?lm(wArFsy8)a{@0hoNR zs@xdi1Y!U@)Y@S2aD$<*7kgcThD-l34Gqg)?Ml#Wr7ReWNcYPF#k8ma>fPDWQZL{& z@pCTfkpw2{ms6OfGTa3vyf#&*%5SR`7Z4C2?z99Fgx9xFqY5QJ-$*w1 z2iteu2+;4q(pXInBGa_(x>Jy9fXo7tmvKWCmSzsdvOG>` zfc!rM5Ihe$E)X;a`lpPdamaGxFKHkXME9h|Z}^OJ0>bc&f0u!Q0X)R_7%YSQKvcFB z*X5hYY3R%%*5u@atc4I`T6(ql7ONI$K6~zC!$=@k{-D(NTE;OE@j#(Z|S&}?AG{})Wt)=ZNDFJ?# zZt;t<{!y2wG_HICDs+Ml>XGZl3eoZ3vP=X`N(e0>5H|Vh@3?N9NxQhZYa?oZFpoVv z15&D-jQg6?C4bBJcfFlHhJ4I;fG_?T#*a6lpj3WS%R{TIv?0jzSe-JQ6F+5c|LW&! z>3=TB{B!$O)+;7#WAr}RyV<9Kk_pk6V_$SFj@N3Vyf@XXy7M?0+E522nle1NVsH!} z@b11IS1k32cW|Vzytu2-{$wLKO^t)?SH|TMn7}s%u{U=f6w5TLtDbsGuZp+NG}j&C-C}cUi1rNw*Ktn`!hEkSsrC% zJ6(5MAG%;H;{GXEjuI~JS7h*JZY<`-8vF5d-;OnQCBj6k?%{)NVX3B`xxK@kA;+i_ z%4h{8XOW_*$$w`7&fCJT(tngZO_QXA2v*nBNIj05%hshym!}l0 zaM*F9a}oGGbt(A%?ZnqzdE~ZjF$&BEeEUJ!ftNo@HSv8sC@8R(H3 z%>Ou?DS&#ayYD3u81X#r4<0cyKi_V1o~OC}=1-$v zynscN!RNaUw@EJFWDp9<^iTbinaL2#;Z3Kb6T8>b3Cm{@H^wubRn1zhPWj)Viix3} z+3Z@;+#Hw?Dy>8}*q%GD+$AgZUb~{z`4)WHgHKZT0VyT-7a?bY;z_CNw@3_*1PYT? z%}K<37_UL1`lpa!d=WQbJ@=Ry(^7&H_%&hlrOGs^r5v{d4QO*RR*pT9&{xvW_ z0SK7h$ywVS2@k#_vBBJ5Nn;e`W#m}oTEJ3FpSA#A{eQ2A5q z7ZTylH@wmoVq(0<9SVzh(oIdn=Zd*{Jl7U#Mk?Hi9e+>!j)b8L##$rqe*V@RjHYW+ ze8haPP(>PoOt}gX)aCGAA}xX~QIQ0qcfcd9TkXV(n=OK!&hsPkAuSKScoi<5&oS$` zoh(JG?XPFg9y94mbH&Xd0-azEt4Zsjn|mSh}8RkhJ;3FGeAnKq{jvP zHf`2Pb#-Y@D$SmO1Q_~wQ0hAKl%HQRcPs{*t3o_C8)J9H^!TmXRh27&c?^apJ#@=M zKP{P0U7zJXcp^d!9w-p7t_LVIflRyk?avKM%LnrdOLMK^Nu}_gLFKU&0t(p_WUj92 zMn)GuzXbn%%y@Hc-RkZ1I)d*uHT4A|qhtp1X$*DLfW}0qYU4L^7Q&KO*VQyt1quQx z_S(+wlA)m?pB?rZcS#P>`^>h8hi4uSggvZ-1s8h*vMst54!#g4yi!v7sK+6jtrc2P zapSr0mp>cY-awp5pQF=lgv877V zm-in2leg)PS6|&&J->1Dbc==SlWA))BDi$FQQd82;)1y>snc%wTaX_i%V{nD-BN1m z#jEraNXey<@o~XCFtmcW_bs}yrR6SHkIFk|=b*YII&c@Lqrguo&G0|0TB3rAaEf|; zP1X2>gnXSGGR7fO^B8|=FTov+(}{uMT*(Cu;45!+IwcK7B*b6kaXDbU>K;vVXoI4C zEBZ$VLH)UFdU=`1l*y^WNs!{g+E^1%3Q$~eo!_E;X?T7Le*5Z4vjvG#)6%+;t#OSg zp2y-Ndq|qF*F__vWFFCXAqIa;baa9+Rcks)bA6JR+#9$d5J3)u%`0VPu2|9;b-H&> z6J?}ALSEMEU~czPs^o@=n47rd^aAR3XDr9>Va#a=H2CbrzN2x4*e}oIm0VI2Hv~-Pxgjqpa zSa@WIT>dY%T?ZTa=8aQR|E~*EQzloE&7S9Lg&vGUrm@(Iy~4mYc)-JUx3aSG9mG{z zB-K=HBo7v!7No^4V?V)(vZJKD4{G+un3#21EI_kA+^p}vXFg0$p*J%h-1Il>q#^-X z@IV4d1pd8(f&t;$KW}*-J)YD?;2qIg8}w-}4Ge^%)iP=z&jNboReRs-aiCef9_q5* zqV>4hqoQK#enk519SeC)jo0!dj95vTf0z~+kH65Zvhcgb_dA}j6L!eQr|!xI`PY<` zOMy~9e&#zsK?Z0HuG`rwDE%#-V)=K;E)Z4f@E;TNgs>2n;ormdrF($qT5k^l>;H48 zXTH9rO8C&f$J>`TW(kq{pW{o2r09R&NlyNa{D1j2-Ut8I>i>LH_V?e|{?8}>gxvW} z`Tu_OF8SZW^4|-2_~w633Kr`B_T?Qg?~ItddQ%Km)!RHFS~y;M_lH%l#Fjfq;hE*1 zb9u$Z0(t&kUNyg<=V1V%w|B174xLwpCy{&Ln<$MpCJx_C$SVyzKRb>EK9f%x*1d_L zTl_rBhb{lWVa^id;pw2J*PED_7;uiT0`@h`(on_m0kjjJd$c+X@P3c3>P4}dXp0j3 z`c0v*aHNy8jEqHQBq`Anm(lMJ(sJRvl`l0uf_~=yws!>@Psii@{M|C^_H~kQms2^A zbKr5QuL&{XpG4$CLh2(rbsu8IHZZ*YgeaGeKO3YZP}(EG>(|60Z?2t!3jcx#Jmixg z%XHn9Cu$@60p3y+j1&K(Nl6(lo|BVvE38Gh#8v141^IBst>wA;4LlU$aP+Qnq$^-fEkn%Nc{st%Z< z3*`nTZ`YqsiEP?p^Y9VK4P+ zW)0zoFIy%){pq@0ZmHA~7#8=_aZX1mNtDrCHqv_2hd-!rmHv}yedsJOQ@IS%g+W<} zSWTu6Xf1sz7))pr%(tp20S+hkxB`XXsYAz0`x9uAq~IsOGwCj@oxm%NYbic(j_!eNEkoZo}$#E9}A*`%asf(EE%}5n+KY*CebG15Y>rcB^2#F1I zR*c50Yz-|P1@-$e83kn&R2po6(W-N>$;ivI&AZf$9bUZ9*D*{3F# zS~Aqve;^`4EJ=E!kCUT|Kfp8L#<<7YpjX8G)Rl2XyIT?*@2<{L`ZepG8-B>%Xdq=u zTeMwE&>yX)y&K+usFgtNsn^X`muZCZWCq!EwG6$yS|fFhXnC-X#c}FO+tekwdvTpS zeyhv54fsLqcpb}wOvh=1w|r8~J!YHfiH%$M6p;h3J>h`XO($Hih2oU9NNiGEq}{jv z&CPeg@R)1^Lxm0~pTpQcgG9e4z65KrYs0}^{-`y$dHuTU)qg&=755t~?Me5f2G`Ww zfqL%`S=TYTUjhxred^EeHvjMxEmdtheE8OU$vpzOG0jBue(3*U?=7RU?A~_Y8>G9t z5kwm4Zcst#kPZQ9knS!iQ7MrI>F(~3?(Xi8?lte{`M+blYrT7qvA*pudkly2fdSsv zHLp33^EiIzc}?7D0@Fm`ZWo8o6%vd=oLkY9mWIW{!^1xM`PtDMFdu{J(b<2`$uP3bBSmIaQL>LE&^Yw!Pv@eM)lG;PwD)Ujo~NgGc6O?m#c)`k&V4$kbNEf= zlV{Sd9Kf|%ct4_R(b-~c>Dg$-(X3yFvdsL198S>aS8aW-dKk|-UFdy0SEUkAtR1hM zC#7h|&`EC=@A)uByVHtGwh)+tvpQ zYVUA;aspS5kgXK}D!zvemn-|jqQPQRzB;TuT}<5K_pzb-p;2Kfu~o0%)`vI&YcrD5 zXa~#H!^6BuM%59GVr$E|cjd9Px_ayrVfdh;vR1x33lvVi2(g8+_pAxj}c-L^@@`Ak+x?s$;knNZ~p8oRdJSA zP(tg|bZ`$?ypqSim4#THDj-A3|7AdzJ_9sHQ!vby#X>@>n&^0;CFwcDOo ziGl?E_w=l+tvhIqk@6{`M$ZHJy>NY=o(mFEYd&QQJVaGZ&3N{OetStQn_eO>VlGQ| z<$1?2w~ZsTnD(Od$fu&?MyK?7Jj5MDhOF5x!$3Mam)f;amqFBWcWkMqAokJJgm%XF zg-u^S6LqY*@qCo<#U;7GM=GJ8wWLBWLS6st%@INWEQkj)mMGzf_m?RNi-oe8Q6ALy zIL^nSh3?4-j+m6*m)xKXJstmRYX^L>h0uneOPD!JJyDvN*LGKWB%rB0g&|boeRGH~ zB1Ya@hX_heoJ?7akf5Ntr85fsmz3_8u#8Mh*nA(qYNdig_PJ1XyCyQ-QBF?B>>uK3 zn#_q?tq&jCTX<%k8n`dcTgP0Mg99>~7#Zf9t{|TsEZdhuE%zJ--4eooh16N})Vu6v zaffO!#$KOo5F^3CMvxRYJ=O*V;WIK-fNBjX$o1|*1F}Miyb43LwZ+o8{JxV3{E*q9 zWPz0sThWk)2JK8ev!=M%S%`tHh6C-Uw>yH!jl|jR7il?BrH8_zb99RYiGHJa7e$=pSWR9V_GEC_vYHnu1!u7xvy}#eb9i*n`!RYt7#g|Bj1l(SAbs`&+RC%@sASPG9Iy>L5&I9^bihaq|rF2K(XrWMoMPTQ<+~17S6+l=%4QAUTot&{pvT zZsYv9n|g`r?>WO%FK<|Xy1BIus@++bTgo}~Zlb7aXh5$H2o`z=`z3AkpmV}b+1V%o zE_D4d@v;f#@qHwD`?J;obKKSG^6a^?RFFmP@P3{#xW26%;VZVq^g9&1l3*;72=T49 z=y~@}p8e`3v9zknuS5a0w!VI)b=8=Gm9@L_C2pDdKE}eAmH?5a2IIc0QF-y)bfy18Ht$(B^JxCU*)VCDO&LbcCd6IMIS0shUemu^=O3Iq>z4-u18E z%<0s9MyIEjaP+b|kj?(a%))ZCs}|0 z4j>L9gKV1+VqRwn=&9<5P5B-`j+weIMnv8E8GOshC?6T~UGC>10v1zdo9UtW|xk zBxsty`4ZBi&NAAhO}G#mCTXPn3fSC;>591ybnf6-XlI))G?==)+gr#B*xNoemdymu z-HQMTEPG*+w{+~EXRro-iG0|v1Km+y`!`(otKy+Q>6ZvD3Mr{2v-kG9fF%cDj>YTg z8YnKy(iJ+!F1eAIm~4hd)geDkd0Uu#r-*$!rvCO17SQdT38Sn4*ISb5W6#Vp>M}FHb3lpqRAH-)_2A`7ttTB zwVy%C9Vjvy8_7hXWBb^-3w%1>)#(&-XHCgcYwTHpG)mki(B40e3#2>LH4Cr6)%lgY zx?)h`z}eTLtvZ2zUu|EoBy!B=4Qh|`cvbg><^Wl{R}7km2~x^v+N6inCt&IF5#xOc zTkqMq*8vsX>0Pz%g`PHR{JOd)Y_U#w=SA+%!I0Q0{iKtA4JGh@pjd2ZZLub;a^D3X zYdz$+S<%BktFaNM;fjKNM|k={Z%0M3fo7>JCg2*Zl>6E}4dCDt@vRV7RU;;HXMfv^ zYxws1xog7R^zvZl|33BEeFo$H+m==pZUQe`wBd{8r*N}9}PtL_ywqrOofKv zLX4&c@<D8RT61X`c16%UnPyp}RiT&Jd`Al{n#*v-Eqdsq zNQ1!TY@h2xF)Guvex^3D1R6UzV-jUZA({zE9hKF;FXOBmzJC86GD;gv!|+^w(yX@? z=Ih&R=she5=LGiFOO=1i#@X|aBb-&pzQv`bry%ZQi2>K1PA zU|XL^R18dR2`xP%G&C^@YkQW`2KG-i;|Z4a=kb5+c{iKI&pbRi=Wd1SVJd;cPsZ=u zzH$ah1D$pWB2M4BPrrP5>-n_)_BmaSLH7^jo!LxMu)5bC9~|-U3D|DQ^gYbt#RD1#_pFbyt2*PhxA&17YRP$|8o*rF#luH?TAtr^Q}{&uR1uKm0qo2 zH{R^Yi5=$8R#rOJ*43^}#_LV&q{hZ(VpofProR6+1;K%Me`q)j+X8;G{(#46-3x)M z<=^_tODC3UD)Eh#m3aFU^X!g`zl&-Kh>Ok^)LJaqvd@OJ&!9pZ4m@Wfvk0o!*Atdfd93x^CP+zzkYnNoeE>@+FC49 z1O*3PlgGu#t&4%7p&yuH*xJ{J0>TEFY1ZVC-%d;rF)*6zC%5Gn%6K0zo^TD@iI!lL z*T}&1_tVqV%#7A*<`p+@#N==4Y;%x=2?_rc%PaigWQzo}D+nw2X3TxujqiqpU%!3d z)@h%qMpw4+idelU@5UzS=g*aF!qk8w>%rie$9?M>Xq0;KFPA`Hlrv+)4P66 z44U$8t|hZ42OCbpD{~>x3n$4Z$e-Sr0UI;QJ5pt7rfH5`9{UzPP~t({xjR69VeIeX zceQ?Md{uL6&Me2tWp1eJlhOTeWb+6HwnVo^W*}atzhAtnT|;Zc@*uhnk+}AFX|DNq zHK(+^908J$kSM|WeLdWEZ~3btGmbceqQ34@riVskBzJ)1FfGu^4yFn!1zs2sL<|r& zBnT;8{SE-ijPyL^aZpI;XKQ9PtGA(2jFxuJ6Dj;osw2t|Qjs(rwj*bZAB_IU>c4R{Ww=S$oiY#l!>zdzIjC;Gr(mqoS_ z#S4OP4(D?uc`{K1V$4@nm)Iz9*MG+`4NWelO|wAyV`w&PJp4$D6)t^!9niHiBLX3x zM_lRJHU%ZZZnC9`G=3DhsM@gytm3g|bP|X4D^vL-D?6WwslPs(7eNA|nX{ZZ&~O=z zf=kS4V0`@9viA)K-e-6r;iT4y2|PrM$pd?Kw>3UE4C0A2eqbN0jKx|e@VE(8AI>2z z6AX@m4)lXr7bI}Ah=fW-0RR(=q^i-+k^98?x*;`cT%0=LYyoXj1NxP?%-1l= zUIz|X9V+nN1G+~wqT!{vMbBHg{xn5Kpjt8oOhGdlcBkk7ldnVa?Ss?16u#mmej$|A zv%hEd7Z%Uk+4QB|W$4{64uT0&lVH+E;6kGA{jfWpfjldnQ7|hqI~!kKKHPrIksW*v z>UbstYm>aWEDchiCNiy?3%*YOXdcDy)Yj6<4?2l<<-Sn$@Y;R*&dX6!WVpWicnMWo z&=L;r{$iqI2iva}+X1)6W>Fn})=XlkeXu$AneiW-F++JhhnatoRWLxEdVF#Brxi{!LZS z1U45~yJ1?(z;ez{-TcfC$m`Ma>|vE*@jO*fXRGJ;?N*u}hJem;T=0xg0W-Hyvkn0i z1D__#>E;l3*wW8(pTE2A>eqa_;{mV*1u%@*oz7Oaid=QrSHj@lycyI( z0#I>&jcuxk@MxLWyTPY~+9cpo1tgBs=O3C-V^3Bg~O-~+%hBg?amX?w0u!e)n@zp#IWk*R=K3D%*pa0S38g4=n z$L@wzd)IL-F9Q*Mi<1Rf`zw$UFm^(Cmp|l>7Q@+r6jZ>)BHG)_eV5E^zSygGaL{A# z#+CQXzs5x+Fa=e1<*PV2(QQtMJ_o^aaM*`NMRqjuS8&e(q@cX~^NNbuv)7U!|D;aS zO+rZi{`G6k0o7BL_$Ui!c)jwLn;rYTF3Cor^ zcc1CDbh9$29twt7-}oHF_bDPO$7BmSy3lkvavfNsieLb3+Lf`134DusvzT?Vr%?4? zOK}LMgZ<{5Q?l_(ythEMP40(l6pK?~?G!m3?T^EL(#I9Doi8ICdXIrb_6q6dX3r-8 zB!Ky;m=rh9czCA3Y03szv#-BAF##@6>$cAW?B$ucIWgAw0)JcGDVv!H;5J#1#sArW zd^v6J|H&)uXq|AUFz~-URmnXat`os0hlf8Ot*4I{`%C}w(x|9tYH96Q*$xE7ou#Bk z4mUqySWelt_fR$>ro#kifPz(vUQ$gBe@Uwr4_q@c@+w=b#4~n6kcFR|TeoB5k>?UpjJ7m}hTsIL0le1r(#`nhp`3{ExO;@UH44i=geF5KH| z%~m&dd=tlW(lRn|fL9!pn27A|xc{Z3SsMlw;#Sn6*~c(uT*PTyvw z;$fu#XXOdt1y3=2c_qi zdw&UtZ+JK@9tvHtPE)X7u69l%66Qaelq8{E!v^;bh?V58nQaR>VB{f^O%SBmP zaM~_MU9kl*rKRjW4XAn{LDKIGtjsLK0U8yM>~TrEBTv+P;|)*1;`)pydXmSM0URjT zHP(@#`=dZ8;~X4J1Z<}IdBz0R64cf-Vk_Y*mkZ>J0-2`u14_>54L_YNri=&4*vQQ zLFwHczs%YrXxkLLwKV7$1@>rQ`^sO}Og_QM0h1w60_Nb*dUUJ@(c7D4v^tWKjGXM` z=o==s_YF!gJVvmp7JOM0)%@%%GNAe<+#&%k6j(PSVVmmn`G2d#Egy8bS5sA6M1(nv z=RPJMhKpWHnazJs;4&n$S$@+QHcrjJR?-^IHZY~N%=bUoKGoPu*Ul0(IV+t89EhT# zX6XMT+gEx&KTLWd%%uucIz)`I2-c$C|Ng#T>qlH%2Z%uQQtp6B+mM%ROoO*}lQ?c* zY!Vb8``Brw?-h-?>_ZrZfuSH2Z6=G+QNydT)*2(q_4aPz{cHccyhItS7V|S_s7EVp z+p@&qG`>GxCHKPda4b)$yKkTnd9B8386ETLXU=m#`{YiBmH=Yws0k5^%$)+&QWweHBgBK-!-7?K#q%0|~ES!04X<5CVZ& z?qy!v6u&S;P|aQ-LQ%2M{fVPxmmLOw$)WVb_!p+{QemH}i?H#?zIY)k zt|(>XmbWzThmtHVHs1wGK)stntqO`%uM2YE2!#N4ZLiQvPd^kL0xal`T8>OE5e>-B zlRPC79QRp%Zmw@Yz*gjM=nm#E4AV5tz*GXEYAdj9E~r_q{DaH>$)Kgh>7V7$-TE(F zgd7BpUa5~ihA#cvX}GM%PL$cAfeQ(>Gk~`+BGO6;oLdpsV_oJabNnH_+Q9pEiN@Q% z;Uw9jrteezCf!N^O<5 zGI^>Qn#%sBgIvq96{dPboEEi9mShiSc=GSwvAav9EqMW}plLqiy@+k-cJ-g{^~R!e@Xl89^J(aX~en3?^( z?h?(x3Bq2CMn*P}wzpYppx;a~CK3?wtNOXjEl5`4e69da6Ln zGU`d?FRF#b`E*g0*XfwrkJwn_^H9T+Q}d|dmRpR(#90s;O9C_ZryF+=pvmB1VW1bh zu&7X#sej*Mdl^BL?WsF0Ndm~J(ma*oE>L*_(=0}b*Y4o@P1d3h#KD1MtBD;o0O5RG zaLU))i#w{Jo^QP>e%ok#iX2+?h!$%VSdfaEK9|9uw3xsW0atc(wCvN?X5JYm)H&Xn zMdh;>K!S(wDy^(+y^r78S>z(DVp`Wv5Pp^{Slt5vI^(Wk%aM#aUKw;sf8ZqU-IELF z6=28Y=I6_xvWQoMwdy*JYnO_F98@<0o4JpC5GlR#ypCA;Ia%)XSo(y0pX{r)x z%eMzNb{kt;+^&sG8YOL=QlY?lv#@51dyPfzfD0+zc~D4GWi&K0f^AV3*%@gj7jXJi zGNsQR0>ywbUAKql}R4Imh@f1B{2^^f~@x+)_;(2xmPb!9rM7yve5Xl51wW%8`& za}oc5+3B4*{YxD+qJ^D%Rix}bOJwJV<8u48u<4MkEp${iIk|qP>R1g`gA3bzklGvm zX|U}WoWuuXBf6&!8|($Hnf)b(+QvJ`F)%Jmt1AOrrE=#wm8h^FD0BeK`-lP$Jkb37 zd;@Fqu<0#ut;qJvD=NBx_~`i(+p?B9+#(LxeJoN!On|`(?0=r0n=_dG7Ib~ye_U$% zaD44J>v8h;cKcEYAUPN?aEgqve1zV}kdeBft9?g1Bpn^H(L7@hp!z&-c3&OLxnOOx z>9qHx`k(@^4-l6Iwq}T^sHmY`MxjzPNI|ejLEJ5V{lX_SOfpz7$vSzPG4`#{z@W6fJ@RuL=$|iN=xS4A z{2H#t6g4&BAa?f7QocUguiwhqGl{^+MkRLwSa$Vj3uT#L$lm{1-su0Ci(Dhqq`_^Bz9P04f+cINDZVyg2OdHD~5Y zAEjh_E@7^Z3KZ-%qSyIw-7#8<@5r-FOhD1myTVZ!_9aSO$(}>X)U+260cWf6hBmA+ zD~cEP3MnE1q-DJO58F17D$3k z7#Q!#MBJXaL(S0unzZ^KIH>`!GOAkQHB^|j%dtRT6zwJX?KAM6htYa_OHie`+OBF} z=snqk;W4tE+=nJ!%F1Jkii#10si`o$8XA*#UiL%GXgkw{glziaTJH3KCW}dlLH^(b zz+O7MxA0)`{dgPHozPV8VmWf}Xg*$#FXHZl?G30jutb8x!mvsPy!4Lw!H%kVK16zb z(EnsO-5j7<|4BS^VDk-`C~+XTv%YhYY}$7>`IFTpg@u9g#bTiAJAY&Wc%5u5*FxP< z6n?d}u7H!L;pN5b>goa|v!t6eJXr6*lSxzTO`q@#g`=Q2LI^p5*s;-}7fe}!`6HE| zf<>C#jSQZe5tdK>-;v(@W^D+7gZ>B6tK%RE(;D#-7Y$?0+Nuy6mo%iY@h7R<)|L^- z4?5b~Fu=^aw%oaQHcrIcG+6lf_(ZQhLBPxyw0curb#-+Ra593kynV8FUjZbQVgS3j zUcWYn_=+j22z=@+Z6h%;_*nikN&mupsnL|Kp4!Xg)eY|O9k%2)lq~(o?C&oT7U#og z`MI=)1@#Rau$jH;DCh+nv47wiz8g`c7Q&M2cGz*pf z$`mV7aUGETO8zxcr_y1e^kU(S6wuD@S9|HzryI0a%F0j+ZdCLxjWZpj8WO;RBlWZy z>IlIK??fn3Z;t`}ie#ycTpvd65<_4Zt zhP|v)|GA`>(M+HX0T2-*W7D!~4o~*!hTB+JBN)Y13RzrI;D7;J@5;swlG%%%7q|1E z=mdp_l(#nwKs2~6jo1U_>Bny$Y|wyv4U^X9;}QM+Z8p@B0nye;VMTgHb+dF=*H^WE z18d_4sZ?3xyOLpO$^K|7H|UB4DXq$%6-)W=*sT(6K4~ZF{_cOnbfpyjJq-Q>*#7@u z?!OH3|Cb2z4o7yjiRMMWE$GGI*mLri99{$FUGm{+&9MRKD(meZ_F1#kX>^2F&N~kq z=9O}G#sIP?*fK^blE)Mzxho?TV3FjEc6&;(#v5-Rc_ASS=G0I9Q8820VdmKJ1UX03 z9pBil_K4sS{Zhiyx20xaDJCX< zcrDiuU3s_L+dI&nRMHH`#KhFJ{WA7#A?VzA^XKIbNUj35bLBpK;0JB60e%m+Ah@-x zsy2S{e$`NzI%#GAt-|d6_#8cGE_lU&2kmd`O@rz6{2BzfAXbK@Cj`*m=bM;F ze7k$ClaXNzGHyIDKH?Kly^yalrx3st+qr0>05*YR#{r1VZeZ$wkP?W1*O?C!y9U2n zT;YqfZlO&P;?#z<_^H0YN^kF;)7q|m^T*{BbhH~yo&Rxf8IMuo0NS>*^VC?i=T${H zmh&SGNF5L`qv_qZ^|jQaj9>Ueb8E-_u@9E1X)6^cmo{Hk{Upz$vWL5uYu02ISUfLB zmBEpQQKw@w5*aMZ%*;%M_qmA#tO{)1QfbVHXpJkeTUY+bw>UE_TDdJpxdHr$L z2)Kn^QH%8&{qIxwFovVZe%tGSrv)G)AdGUgk$I=-38a+acE{-)lY?Q#3kcYpUn>lY zDgV`lRtxttqXKs+0$vCZEIwDP3}d4hfboDRS5;j-0}QmhaPT(dct!Cst^T$owi9&d zgf?Sq+pf6ZPY{Ek7erHV8YQ|tRhAbeUogo8kbsr6cbLc zG2^6zJRY*LK2C<)6WRSJ*<-i%5lbeTq4;x z|1v^agC3BRStuO}`I-{r$D~0! z+Bt~-eXp>&3CkOqI(^$tbR7l+6pAbbA8xFma`>w_h-@cnWt@j3by~1P)LFD!0p$qh zwS;^ZPuJR}B?tqsD=G!WyOD`ZWUZ?6plAiuCSEuQlz2qMq%3+k*x>V7Enj+!KHphV z+dlg9SYs!vCD3QRVrUoS}=Ofsxu{|FrEK#R1KH!afG}~U8NMr}U1pX0998amM z175bXTKA5MAZ#R4+l+xy`}%1`oCi4DBh+a{LzcCmz^#a0>H+Kg1p=a=2S^TD$HvMpTP%I5OMN3F(H9nVRu2wTkNZsg z6hn&yuhy~&O*0jaQ!K2_&3CcF2B1Cze+76O-jLAe>u6ktlHArp^Y0T;N!keo-qmGg zZI&gCp~vclAbQz9oy_T1A+{)xS4 zMlndBM!Vh!e@b^5wsAE-IzzuLgmRrz8!z?Nw5oRG3yUI48#%a!P0>?9Gt z6_P-uZBErPrB6yLNMtN}ie;o$Eu;n+J#3GEU*A@M8IiCIPQih}fgwg^NNQ?6LB$g3 zSS2lgX}%pVsT9#avbm|^Yz}`HhxlUqNv=%ql^iRAB&b=t3g!Ggxv+R89eX1 zYECXrq154pUeCe;*>U3q37A71lJ>O%@COY;lMAtG+`IxL<=~wi^6%tNyI%B@I7W%k zOHlvx@Svr;XqLfB{rn{2X{qrJyf#ZMv-v)8q~hzJ&7H}LhT8=Cz2yr)kPr#F^F=+n zp#XBN{S2(3Igpb8EFK0VDw48~ih{%77rWgA&A6aG%W*aY0__P`Watc%(|~}tcj5fv!_Ok=A036cf`W>i+}x84%f`T_T&&UW z0e!{57{PLN=V}A7y+KcLQ>emgI0$I$PAknt>KD0DcG7!eP7E;^k0WR2EvXad@aV<^ zsYm8IZ^nE2?|GBS@k|@NB@glxS5Gqy$F;wQ9xzu@pFcmK^I(z_!xqQFyIQKKzR=Rv z7PPMFKN7adnVYk;wzgcHYPyn`rSi8@{Lv)aK0x*7<^ektnbv9Xaw{snU8dmuZnk3!yobluf>P>!9W&Lv>1V-cNA)_3c^okGrO_EonGR%)QeCRlhXs(XudL z!1aW#toEH9yQBXKUV7qIq=_*A7Wr1SR;M5dCbv4f?Toh_7uJ+kKWj*V{%%9KxwyoQ*^7l&4PAx4( zQS#WxJQfKih?w|m5wXO)F7;j?HrV*wc-be%&c5@=*=AT#cALFzzkf;IM5i_#lhtOXn>3tEgpg8`aRiVr z(lTkE-Y!TVqShUOu8tcsTw~)Rr*m{Pw39g|wzc-nf0t`iee!wH`K-E* z>8dS6rPZXxZ2`J5CzROPwfcMfNBKdnVpz_q7g}imcpzx$Wl6@x5Pmh!_)&NKuP92^Wj0hKT(YHaLeZegK>v>HAmW5LMG3>vWLtZrB5 zDI(5Kz`oPlq6V=o5x4NW-ORP@9r*JszF*u*;?tQTpNam zmIae@v%fsVt7Bv7;#ieD5$6IWK(2&Aal}eQUVQz~vszjPrqi>dt*jjcZl~xK^Gr?e zdj|$Iv81^DMJ`%*=~_RXfVG`0=eKP>!v^`!$xYAk%XwB=-Hz&HpVi$>IgaOI6_qg{ z6r*XEgn@w5V3&9n2$7C7aSCA1LZW**>PtjbE`6>the0V8%3YA6QSJ5ALElT9*gXS* z_CGp_+61RlV;(ow$=o<9JHMxZhDvndTTeyYFTtw9lDNfzKL!6F-ISCzJSP^#djXo0 zG57E6cs{Gv(r_J&FyhfrbHGPMT@vLhyCaadrKFXW^%z%ZG8gKc!u|Z21nMgkP8Ai< z?bx=kfEGt^WtuOSt=#x@8qdznA#SOiGz8wxj9=CI@PJSNf7 zgZRgf*z^nu?Ard1pFLX)zke2t?+0n$GlaX_)~-L;XqgT7gB`giHrP@$9Iyxlh#M*| z6asZvWsQw--={VN_J*?C)#*UQ{zh_XYJZ@~&D8lSPcJF&i4(ZyadAd^?FlN5f=F{C zqX@9z(-egDPr2UM=y}(8sl72#t{QuBwO?nJqDnD6-;bNwAsLI>>+F8}C%X?`n1zLz zi{M2wo)bD4r#LSiE(m7Wt#z4cP`O^SpTNVC@q2644bJu9RO`ZeV)Q@|5OgA))wZ^_ z`rrd^JYk|z1rP}d%}nNZIk%P6i;?akBV0)oUfRu&5fLYz|M4$HqeV zJN*C=Gg0Fn;}mHdfrtt{OuRCo1TP)mO#NWs*R!5qWsk=9wZ;;2?E^D`6@sSW;r^A4 zV`WvG|>I2~r)2ph`js7%!1v9$S(`ic&&Szzh+h=Bw0AP$D@OIEq%}!RywBrq3 zAsB|Lf%0maQP zojM|uwnYg|(E2cqgcSxt76oNeUT$vkd6#1q%QK*adX7sb-B{5&((>yGAYYS{qCapt zPG3$fXxLNu#5Wq3eN5EB;7N*nD|#3DbyfUp|0bW?7TG1G&~Jyr z7b)IKnTIh!4rK;QR*{#zqW})JZn%_qj?>Yx2;W7w>2v2^nO9=l8iSj&y7MXeclXvE zNq`{{a1B0H0&-HPUmSdETbo{H6B~zt`^Y{;OI!2x!TObfjp=Wz`Q|&e3Eq>_&M`V5 zgyt&^72X*_ z$qXI|HFfKeg-|(je75Q+*#YLGR?DU?07k?Z9Y9 zt?>JUy70an$ee)x45*YrxTP~|wsroJ58lj~<|D&qc=f3^z%TgYx|Fx<#A3wAS9;=sXCVW)pZc3EA`!1}T$OvNmgS4@DLn;Z0=q6<17s##K! z@{^>bJZlgRxkV7!c*U>Ya!%H)TZ4^`4qJ7MD$oqZrCwMZcEE-(h+Z8YDtk6Oijo)~ z-<}ahlByJ0OAwKgx_Iba$+5;uGR9u)5g{NTSWtU{&$)(M+_5~2IG)3}w{mymDmk%f z9{S$Xn-+AmtnRI4T{h@Cm1#gV!PjO9aUtk)Orez+Y4YTXM49?EP}JohD6EWQs=1j2 zFc*CGduU*5iB2N^pjqY#&XEoS02pFoYV;B#46?9T7`wXG?&+>v{4t64w@jnB-`rf5 z&{=cZv;>pIgvuO|*Kofps_NuhZI^xsB_oe|v)^?V~Dn03OVq_t!S{@N}o{Spm9NA&Qht>dHS;v&ivu+U9yzze#)MW|XQ zjQ>$ENKYXsQz3&5-Co)D;dtc2bkeHfqS8LS~yy zPyJE8TUw@da1b8njUWaEfBNXv+9m@L31goV7jKOOV=UA3^G~+6(>up&2XKUDFE;l( zdfq#E0K?>qGS86>D;Ry$bLii2LV7TM=#B0vB7esRAvds&?4eK+>Y|PZlZ&p+iT=7K z2x=?MnY2PI(MWdu{3wn{vMn7sHcrn)gh3|*vWFn4P?goop_CRR$m`e5=@n01OrsW{ zfk~(VeGQxdHp{H7XH2Q8Q)1hwB=!dzA0nGC&^@c1X^o9Hw^RDLTa!wPm2DdA_}|uH z9US@#GBB$OtNu5bM53t{?FljPoxdC{ZaCt_CBgrg(Jf zKjWWm4Rl5)c}u@mq>_+@d*<7X9-i{{wS0G6kzlJ43|pa2`aN+|wQ1~-SFv;tn4#am z;WFj8IgSR^2hiFchu#e~uy#P)fE+N-%GTPt!^itZ^0=A5uI7i+X2X{Vqz*Z@!oZjq zFmUdReN8D5#gWa)UlKUVVeyl{e^m>f9uIFLdx!pXM2YeQbePhDGZ+q&GB_?yeSw8p zLdhQaOSqh(rjGvxsX39LY31kTt0i}EZf9UPino#9H(T?9@j-#e>phHjGiXF<_EF%b zH#UN?tc87(YD#mt`Smih1gQxT-^RY^v31_1RUrrQ<={jhfL~EMf>nteq!n;oEbeZs z!U^1tv7BwyS?o@Q)K}O&?^DEeJdJ9^g*w=COSTJQwf9g#X_p}AfiQwi0Q!Y1<>-)z zMbN;Aoj&hL?kdf@qaI-rheh7h4kg*JxW8ZC&dkoOHPz^al$FJlKZGkR1!(u6r@cS+ zynY#hhJFf8SCRCprA`Q*HGU6V4xDVp+LZOM4?qD9lhjp99kQewE1Od zpuo)!I!&g&my(XHR)) zX=#;tU5Q-Z-5C50wAZ@J4gO$T=te9f6Rg$W=ZJ$uVhGM$4(*wN0X(ol8)&XH)sI_S zTU+?0S(Lgph;eu!Q-G(ZSUpa{GTMrcb_UgJ?g+=ppVoa z4!CvIqkiTuJ?eP}V11WK0yzZV(h-9QMdaUVbb2j*NxL81qg(9930`L(g5oUIf%=h0-YUOHAyQVa!1!pDyv*G)~UGXTP1m`)bulEW5XNb;D4uPICOQ|E+(s)}aQ= zoR{;fJLj{Vgmg*)8Y0e|cfp|Vvia%OfsD@)PoubtvACq41m<=sB=*ndOtU3hMsYV_ zN6BP@Wpelbenf|!V!a*y|Fy;J2eWj}MP!10gSjZIW(N-+PA;y_J+)!KVL~d;j|^Zi zb3ng_@sTC7KIO1Yz%{z)!{<~pl*;PrjM^+bYYA!zN&kz>&ChiLW{1ZR9A5?NY`Es%B!EccB zDV=4u0}r9YXQOFC3sN`v`^(5(&Y(wPU)Ex=apxTWM>?QogSU!)@1ISS^8`APS6 z#J)maA4}hEn-$c~>~3SVBHGuy92~?xNB5{ZwSN#H*oL$xW2kesr5ALd6xP(%1_}-^ zNgb12O2h*$_4D?e{eMPb0ubCkML?s3&BEKEGfGib9H!Lznj>HEK&5zF5X;L)*#8}X z@9d=a?=o6Vd=cN)+6uAaL5$G3b4R$jslj&QCJTu*(NWMhZAd8k6pck za?q{IOn`cU4r?`Y&AH_6#a*k@g$uW8Nc#hIjb2}4ViAl#k(e7qL&HRo>OC>EQ+dgs z(I2`(_0e>5EoZQWT9}qpyd&5kE-nX!!WoRSzTW7liHXl?YE*m?tOS?n^#gO?ako#6 z9WCJNsviX6A*hXZdC`@fOY|V_nM@OUwZlL<@uz(Ojda>;^3dLR4X1Q7np~^q4*+MD zs|bx{f-)P+Nzl>JH7{pqUGD;hOK)n5EKIb4FbLe?J49uysjS=;4%tcIgS7Ioh(8v$ zV6R4M%A)4MtE9Z8og{q$%R7>N`N(na-_Q{X#@cI^Gsy1$)I zwXik{g9C|=#Ub{pArS>$?v<9RiOF_Gbumn|Xnk(aog)f`2%1hYOuK}vZ^!D&;gu*n z=^PssrywCS0sG7}=_m&>G@t+(031dLIzR1neRN4QA@p4AiDMqS`v~*zGwb_U{f`z6 z@wXs~j=~Zd8LOIqxcv?wKlyjZwyR=Z;Jo3s=+rJ4fK#9Rusz?`hhtMb6iP&l!po}x z-U#DckTW6c1Ii0n{}6M`6R1CN@XM1~w_LI4vN}Iu#`Sr2)-H<@P3+s4WEa#&ZxPMr zb0yEq$*b$(VeON>pK2?mvkCmVN>QNFdj5RbHzb4!#D;da3v>qy^~7Kp(eY>%Fhbie zb?@vrg;9YfcD)IT_2LP?Ni{XHTCh%aZ(c(f>e2T^Cy*=awbj)Xwy@kUyA+nTc9fBw z$%~evQF;^tXH{``XFwNhcVwjMC9xP0R@k zEx40)hD*_a;j?g7JgCO?Zey~fV3OeGyP=_~XO#ealu@#O348B#Iy5)^W7BkP4YzIm zl*&5Zd~p~&!u@d~bNgpBP=V)$#Sr=ex(iEYaz;?vZ2oPPbcM_`Zelj2+iQF#-^8t- zD>F-#VbIXi%dR>eS74QP)yysb)f=#}w}z&{Lha%74&7$4{uz+D13&rSnWZI9Dbdc2 zC|-H|OmaarDuV+X(aP4=mw0{6FmzGtZnl<(Jc79GjjivU1*_c zGW#0(#_Q|ksWZw_eNttL`P-8A`!|6Q1tG=JQD1d;H$8B0Y8zfQTYj!Xo1AnKrZ{td z%b2l_^8+=oyX!>;sNG`>sV%A=I@)CndQu){e0CTBv_E+Z<~$4{LR@RFtg%v4V!}AL z*$fAA?f6_i*czx_zn+-nHQ4zI*=%ou@ebhdIbtp{4wEuU7QeqBH3u$Zf}myn)FEZl z9sR<>gilV9*Of65G4Wcz!jreIH{^tDBfaco|ExeSq@Vy*#Jj~zVL$iV+w7T>aZ^0P z_|>rN=<|IS8jd$*iWh-pF<{YZ-b~=0oc@*C$hF&8WcAggQM!C^evpw*q;x3V9a4gVQc5E&-Q97JRFLj2k?!t$qSx>L1)jH$FH|<1!#;bhHDk;% z#~iF%x5y*AQ}eVpsOk3#CMnf!J(>%kv6e&TK8keBgwm0VaY~cDy{L$Sl77lXP5(fQ zm=4iJKm5exlIHPOeb%$P&N5^|=r9#4BQv-050l3`QytHqva*LqLqeZJU9r&7DI`zfKKk6P~(KaG4j1V zoZ(VK>YUu%0;ic%kJANZO$97!OSzm^do@LC6L>=2rKzb!va~m5M#%H`jB2om^L2)_ zF=p1+Q4yD25p_>m>-7o?3fkY5i+}i_TBC!zzxp`f(1$kg2Il}L=a04yZ|L~?)zNV> zZL;yR9f^ZwYs~abKmbKiPfi?bb(eThG8_a7d#R@rAG)+yPGTbETUip%w8Z+s3(bE2sq9VLT|a5dDrdK9`V02@to z*hvIE6ecEflAJe`K9eEsuYo?-kUMr2^BUPFVr|uHP)eFQE4XHEF3R{-2+Jamne0S1 zhL7}-^~d48A(ShJCl86&uXr-Z_vny_on6#%xsQ`L;gSu{-B5TQw9hw{zB;aMWYVjF zU6z+eRq0%gKP^PUbx>%v*(gkVLwCp0gQisf(P)0%m?z*sz#7VHD5y_@RUu68q$jSN z->M)RTjO)bfO)o_&3YothGA23e|^sd-T&4DFylan@DR)iT^HqOafZsExHoJaRTItk zpv;JYaY7Z?v4C|uGCR1D_`$L)Rx?fi5Vz5)zKO{<+dIRt<8Nd6ZE>StRkHrx+T6zK z(ot-ZtX+7aq8%I(!gl2lZ?Gy3&;8{HQ29Sbi9h%N) z3VYWgkjd3ue*rN`?Qj3==2KtGp^J3w*2rh6lGV{DxW3+pO*awso+vP!5_kX8=4L*c z?<00C8M$D>$C!cS~K)g^;_f7eI zla}^ga!Ls*1e*F1zWP1yD%(i2WoPxAc+i%&^^$`xHP5U*4nAm1HcA7EFZIHEIC@}6tJ?fs$YBT*wZ`u!HepX z%OdEKlT69~(OX|7HSscEPm0K7P+Vb%Y7#0}@fuADg!m^}T-X1~3B1xmls{ z`t`IVM5y4CX)1W-k$H`34O zB#mG3Ztqy$<(89ApLp7eL*n}QF&M--Fext~!cOQwf`AD&K=Z1_%U26V%;FaQ%=2P~ z(giioGxYE{A5;A4ihKWig}Zxv{GB{O5&-x;!xFSN4i2ThoQFhukTVi}c3gpcl<1eD z!4NyP_u{YB*}EFRmO28hSR#ZmH)Pt>zw!_a9Q7*&G&%cH88uSdXhwc&rYuRA`_%RaEaTOWjk-H0Hh&Az44S4Fqp% zPCi_Ojz0TzUCZ6esA>u49|$692hqM>RE#N$+qVwD+gv&8yu45x)<^QOf1;hbg`+4) zTH%ZPT)D%*K4r!t7nUtM|Jm=CG9*Ic$w&w>H5%*>kDc^p-gb}<051FE zXYG5x%@>Src7@_c!31|2t(mxRA=rmO#$G7zd@=MCpH>ug6{SksX|23FvPBSKrFUux zqa_4~GsM5>taX7yb9Of5E!awD6_$zGOeorq|zP~zB~@(L(E%TN$!5*U2@I&<_t zE`W5?4b>=hou9KuWP2x2F0bdB7N!f;Jz0kVDHyJg{}$#tia^mX_Q;-M$$&bK+Kh*S0QJ2yUVEw^_u5MvL1XrG@wGE|;! zl|_ClEtOp$#1bHgjLNZ|>jAvT+ig#X>C%hg_Y$k(oTgC;1RI(Ulw;i|xV*@pQ)Fu+ z|5EJ(h`Q7_Rh)!i#evZIC7Je3cfXRd11|K>UxGDOJQN6FC|W?Mpkr>1qr&vPOorK4 z=FN9iBLAz*D#bxIKxE-dNlE)YWm#Y&?xg+s=WAf*ii0U3Az4gl@0py$71TyZxjqI8 zq!~K)qJwoWm7LXEY{P9E5Gl0Rii#To#bWpH|wk7|6!tV4h!yKpBb8kUV*gEG9<1-k{jE){n7~761BsXop$a z61?&83O|+HQB`HCm}&0C%EQdhCFOTtN^Ir;S4d4hT|lQ`+xUk0%f8+_ME;!59)5gE zlQQwkvpOcb1t+cQ*oA`wlU2v_mYF$+;o6ET-ufg{LtKMsz;$ZpDXd*KY&70R&knsM z4QyU^26BF?jXKmf(HcR^%VdG?15chgi`|0{46q)j#Z5TxdxsS-GjHzU;JA3y!5oHZ zEV4(sv43!oopVYmLl3m!L1a#Z-Tr&9rN!QSLOQBO(bJi|_!|}Ci%JSrJMmtJK>FtK z-^IhFj% ze{qeNkUTh{{M0KVVp3BMsyCMvERg3~+5gl=zdBq>eD$hhxH$xY4d>nxE*$4ap!{q; zq$Nokq7|oN32fEbhExW8Ofvg@UZ+EnJn`1agGV<)LcV;7&b2)O_Kwx>;g2U&7Z=`; zmRwS*fatkeu1}jjUJunEIGpB4%DDu)yL)t?5;LCdcK!PL>~8dqk%e*3hy-2eOmBEL zz!xjt#ivt+GwB^XHmfOWV^Dwss=B+*!qdy$bb*78cYNjV)}gurb0^SzgBu$fC;(`x z&<+Cfkl)HfV@y196bT966RHJB)IDoljgiW!CVrePY%sU|oeOdRY)QcoHhQYFcH|BvBr24rnm$%Pr z_ZB*lRxA7F*!x>vQ2!njOz+b4nbM(#0X%6#a}aTyVFZgZ8n=3Iy+uPq>p+U%PfhvW z){E*-^s74G6bQI3%d(e1;7EGp!Puh;bd8j8$yQ-*ZpJ8~^r4dtSQxhG9J$UnPA_hw zo}Pu}17QRZOEtrbH^Bm^ckkXUEh{F@1HA&(4M$}5>Nr0IzYQu3b!X*f?;B0mq;Cco z>awc*1ogCJzsF!Kuhz)KWZl}sEloBa(?dwR^b*}DS*-NxCJze2ownjpD?h6UMxZnX4Iysd{8TWLt_^WVp~1jTtxNvj6;S*ir7$uiM4@|-u4(qF zEu_B3^CSv%L5+K198E3vXTON;Y`De_A3lY;B?&q2GvM_3a~hmhRaZB3fA(D*zH;c~ zY8;?%X_!s0y;lw!RhTg%u__JSvhE~lP%xNT&2#fhlG9OXIc)2+(qIT?&JW)t51MaX zlY)%;{gMJ*ePbgIR8LNDDVq!KpkQ9Z?R9mB<$6$Ii&2iXPNVmlgr9%BWWT-hrov0(+$c1=3(9t&AQzA}n2_VGr&?7lylcu}bZ6+}M->>LoKz z?~H96!BRPXeTp;X1|?bbKnGBgO8HF=v?`?!n+T{0Vk0(57L&}_p|(SAs@3oz!Tq}< zxqE}H97`)n_*C;>Lo6V6@#)eH{J5xrxf@UI?c>zc-=u!y5I1|vmN(T+y(&=UMD^CK z#?@^c;UUDsGfYD#c+H=D49ie4R;#f}4zvj;?M0-Mhz!1`~2>2bH$vn2@QZ zil2;G=Cl;l->DV!JqiCB5wsJT*YN#25oFs4&wyVPBxGcI1sk>GSD|+kfrwT_x3#r> z>hnG$Ff_!45LF~}P``h0P#1udOZmKJO76$MvAscDn)d!w{g9S-zvxueG5YF+BYx`q ztp`lmFBsl58Wh{3Z^5VC z7vHk(*d{pmOOzeu2_EHuks%2>Q?B{+r+ZHDLRXH#bm}@R>2_BkB=9RJ1Rb&@P6mg# z?Z$=%Thvx$cIuPPfeM>NMJW*jiq$awm@jUOxHIOxv#kNWwg-I48lZ8c`QqLUDV^6T zM=5RIzZZ3aH<0J6bq8`#ss1xnW<0@VXXH5=${QFc3;kS;iC$Eg*Ri{+kJ->X@r#J9o`2!4#J?9vk_*O@-NsTS@P_a=zNzt32) z((Aou$&32yF#qFQ3PB@q0H_nf1feO@*C-JYe~hMA;zu45N#DNlv1dG|Rz}ptfCzG> z6@jvkg%8!#VhS&&2?|DzBNtxrcm$2E${;F;ApO&YqRf@t6PW}ylu504msTcv=I=|k zk-Piy_rjk6tmAqInfG-^G>Jsptz0B`Ev_`*tI+_0s-{0v=RUwJ6nyK*1by-d1cSB) z8lY#FWLULUyMprOqSWB5QYA$tQ=C~b8iGN~@k`5#H|0i1M~M;(6p(oBBig!G#|xcRW2S3*9iArE$;!!7ngAO-70Wv`Q$K_w!0ug9sV-%f3e-fUoM=$+rmy7gb=a zQB>lAr6fNloY%wx$wzbC&{U80r(@97HbawMOhJKNP5pf>Ul7oTLG^`WbY%sCeplDW zs;~CU#Q9^A&mI?VXTHI_PBxmov%I{r;r`UMdfy&v*sQF@Q9h<*7duwK<61kFHY(nM zE4Ou(tI4}$Hg{QbN@y`E)H|9}JNeY4ry6C7zFT|mOUYesA?>3o&0bu@^v+euu3s-# zR&*@!BrsfS=g#8pf81RozoeRa9k`c4j1C*ayFA^u^S(bB+2MnSx%Gfb>YAGNt!)AO z)6wa(3%<5$4(2R|ONHs`oQ`Gi!C+kwjGDs*Nst!ceVwUU_+RdY3)lZJakNsdxd$KA zE2pm=oX2SznY|83@HnkgIf<>dBCWpQ%dmB|un>G6S38_s=+bN1nX_avlORdkaOAJT z%E&5Ax*dmfA_WYSgjENDs2^%22PVW`km>8!DFjVGXqokvJI@{5@BIoA3)FQdAJh(+ zZ+t8XYG<|S_#7{P6RohQ=;`Yw$;+lP(uVS~G7-jzj1H?hZ6>DNL+5sCaOVvQa{RdB zodBf3BzsvSGqWqm%xhp?B)fiyYlz;Uk$8`W05;ZEXH33H?)!Xcv$r&m`=-fI1Ouav zf;Z0a;s6JddJUFs`_u(o{M!SqYbkdm5-7nGf=>w|qRDZj|Qb9wFQ22ZnIpY>_zYB`LNPpI z5}~q`+tMO_N!k>5b$BjVWV<~u>ayK*1;N3^34K`${-sitT9AolgGRMsz*66+h+<`MKLJU~T5V>K_@C*2l! zV`B2o&q~Zw8;(De(gHBA0iWePxFpccy8C7dD(Jayte_q`aGd!mD6lo$w6MZPwv?)j zCMCFv%pauM`;RS0O6pV=5~AKx0+xul6sFHKFD_yAg_8RRoGl55NhYwrnBOVcwVnCn z2l3AjfA&ESQv)z!Ox9pcd905qF7*odAK*i3r0tR9-r-?3c8!pb5b*W}VA+1)X9iHc zFr|G}lbrla=;E9fiesN+Q2}>ih!6?_M2&`vxlsF^lcvq~j_!{+-Ota?)+UPz3q=AnugIll3kv~{p+`h88mf3(PETV6@i8+gMcRMD*EBMDM&W%D}E2p?(zF5{Z92;?G>r?-(iZZ*f8X9!u23IGm{hm9i2ke zOUhHsKqoQg3spq`^IeEQ-UBVTz4`Fbmtg?mLFGcX-#_}`>>-?F0E?gc_yV3x;;=dr z3``}b<)0pVBfMVvr7J6A849vth# zG0O?&`k(B?o>UQWTjZ<$#L9vrjoD(sZD+gXP?Ig?q~{yxA4CKF0*e0SUn`9>R>!BO zmm%vm(*HlNJE!>Ma7dtmz-Vc7qt(pPvh{mot4nEDT*Ei_#|i78JBKIR!Sth}Ixw6i zPu#T{8^Nl(YE;4VI4MblplPa7!Dlw4$fC8lfOW%u_{%^WQ^H#N}1 zTH>mkNl1y_y$NRV%FH~L*_l-2TClEEBYtt!^WEe3ZKQkR;`~ux>5oaRcmTr@AiFqC zeK0&WQa{zD0{P-6dW5jG6fdBp1*D196u~jsSU^kVM@&P`$>a3S-p*7Nc}BK&)5MmAJ2^ncD?^?c^Hzs%5eAnp7G z@TZaz`emew(vZ>G-N;96%|bo$#C63~HS~}QLrGX%JqF+F$(i-$k82vAK7H@KhXriG zw88R{9Mq|t6Zu@(p+IyI{kwxTTk(VDai?c*H@`o&L`8hS-nvX`-tKQ$hRd}vCh z&b)@|OP}|MO^;S@E(D)2vfEIE-?veo!R_1f?udUzPF9P4Fr#N><*WP_CCw|PD_dZ{ zz-D~@`ZcI&N1_kuS~rP9r&$4U7Lvb`4JPZ?=S#>LH|>AM^BMC7*P<)3J*!6VFpOX1(`OTJl|W%&g-x z+tv;I0kNEU8?mDYnTnUwo^riPxz+?8ly&{Fs$VkrzKkwNZ4-TbkXt8Gm{_LDD59xZ zJ9y@!S7>vQ_v=?jmD_T1O%19emNYBB(S!G!m#ezO{U2F}I&?&JUs%)$aY<@xv9HaZ zcja9s+o$H6v|LE(3X>vaeG~Ex_botaB1CAuOpiA+ zNUlbG&yxnGS+L-V+L6n7ENL70)wn}cl(N%8$~W`jQ5=Fdx^h&5zRlh^Jzu~D(iFpu z5QT#6%=c8piXGI#bqdw$2nqfD}Pcg3SXZ)9zA z_h0Dpg2oo$9`)2Cx!ETtJJI{-+Sfb~Bvo}J3NlU<`#{P$wLW(yHupv1O?pT;r96 zxnb>*0(l2#M+fCA@|wA?o?#(?LqU*RG+n@z;F0>uW=? zX3x6Ef?PaLk{nSSoe%%1-Nb`?KA%rS{>5O&{p%sG$8Uz|YerUW03}`Zi}g(>#2tP_ zLH+Wcj0AJ!ka+_10AiBG>{?)WLUbi*AC|3CJi^!h7&@d^hij?xn4d>+x@8q<)~oaf z2)Z9L>gnzID#U529?`ZeUrTX6(|^pyRt(v}OPP39T(2iL+1D88>8*k76L=2fPSx{# zSNpPwiS=-jke{!4Jhs?^D1>mnNCqV8KG{^1pj-u3_Tg&sL4j$PJMdYPtE$ld{4sF4 zSmSoFqttY+sMMSFDI{C-4USWEWiqyGJsn}6sVF)jo1EQu_!Y-VdFQ(brASShX`yvN zA*tv0Izh6r4>;u4VLF#ajm@4H##Z6APemNbG!5bA&`74Md#B>4%~(YNXiRw zHNMfYH<(!0)S!(eVCoM96HA-xT+C#rj= z&jJNuMg=r)kPwo39s0b6DEoWw>^bT*)GvR$w()Uf?A4e`Jf!@_cUNoh5xD@55eZCW z1_}QZcE63bfo7@72SxPo@E}~?GYa?#tw3Rs^w}9tM>}M$;O?~wQ_4w<|N8ON_|-i+ zSqiK^=Di7}A-isI`fwU%dHHwr4BU9HDxD|d7yLf!KnQo_A-ZR9=l!F`&3!=m^;+Qr4}wLT4v``wsiLq&@@5;+>gV< zv+^)3G(h*EXaP^3#HR9626gu#;fq(A-oq8NjITI|2TJYzf~4vJ{klCMACX>^MRqw9 zw5<&V@%#60{q2-3%r(qtz7=Id=+D8K#lhxLGZaRvZ*Es9bi5#lA|apKk|6f_(r&dr zE;jG*L08An)O$-`{4#j{Jyn&vb9N06?|p7yVCNbbh#zg8Jw}$1&jz#r#5f>XT?up? zau9NL?EJN4wXAwuF(zx7jP~9{Jv3#PoHxco0sb^fp2vQlrbR4BnL&M9j-H7@!rGb_ z;`(WB)w2&Gknd^K-3S~$Jjawj7uBS(6eblDJsK&Zc7j%m_5|dgE zZ{Bf9`J4&Ty^3s~v7#W-Eq*Gzq@?fA(GZjx%!FPY6T*g=o|#E2jSxy;S+vF%vTace zEK@LKxxHpUmnIkOm#F(yL^vBeHw9@1LDqXBXuDJ{~5@gw3pN;YJ+dqD@yXTP`V{c#XR#U@YxVqKMSAL(4VOhB=MnKch-0VsGe)Pd56Q_T~AL!55zkdB%0D_~i zlN*3xoE*>MnH#7#BMy7+SHfd*n7rZVFV_I3_e*F@@M6@JUonq?&8B+SPsnEV3Rsuq z!TpUcLC@l1h4P_s!oKw9qOR3X3!~`JYEDPT4g?14z1B@c-VPNJNj)@{d?wXbi8S%B zJMt}ojzoyJKS@8EfeG6h*v0HV8~o^v<70AwxG!j5Ai6&LlJ?PM2QXkX7KG(5Kv})% z_s!Go6Rx*sN4{;%{1;M%*4K1M&~b3yp6<6gl$ys4Da*e~E%ga98TlL^k+zftt$L7u z!jAy`dd~@2s80iZzx$7p zbiHjCqi=NPL-)h3d}x5_t7J7v&l_TduI!6xc`$dkaQF9}+@P(Ujcs+fGvlpzzjU{e z>qbebL;!ZPS7WR7-MzF?#xtln+$NI7r{Jg9cW@w~BJqTBh;C;Nsesy|>Rt_$DPYqQ zC^LFcU^fcWMczG7MnT7+zL_fnv%Id84vl@`lDH7M_kd z3_PkjF;h}e0^TP8tSf6{eOrq5=N6agPUwZpO(1ACLFQi~7-x0V#u=ufIQubGT1Q96 zYHI2lP|fEye3ovu5sI$=7t}7L;aA8UOb=oOl?wzb*W>iYu>EJGHJ7J&3%7yyotkT&2U=-TzZk?9L=3FR@_ z45IIRb$=~djn_nfT&!r)V)>Sd=il5gKJw|+Agb3ls*@iDI{ba|@#4e-x7SvWq#^s~ zhwwuquTsav5c%lK4D8XbE&Cpzjej@F)WR6lfqEW1d!^kLn=s2_VDA;>o)VI%#r@#3=wlN_Ck6qWtysI+gL97wfR5iZJOw4 z8MIrQ?k}y9lSd|Uk*h0NHp(giweRiG$MdW9kEK%C%torv!a+7B0CULo7svoh*14no zd}y4JZHWLc1^k0TqZxj%l}{erc-UwHXdILczC-gGWHR5Qeqct~J=FdwVu|}dE&nJi^Xd&MH27p5JUPZ@(niu1tqgxOmTzc2lRf_oqIhat=@TQq@ zdpc1V2-iT8xobZm-gJ+4>Fo`%G3(1VkA?gvkaM&gTI&N}1ggJ25LbC71dks5O!-8* zMZtwpC#Y3GsuKvr!CcT`f4_2kyfl_4Eid&50zIf24}Dx*dSu7zIKu{(U@KpO_>PU; z6`O5K7)3_l?N&3eyrlw>WBr%8f)dtNpP+-!_}f$Y)f;U7&CBvXCV6qMf=65bR|5X* zoEPnfyQ^mAkDLm)Pu<+67Z$Q( zZ!w2I>w&KK$1y0MC25Ta%kFS7qolr>2M%3^ntY~eJsYziLGQjp;8vsP6MP~vRK$;8 zol0X4$G@CQhm;05)w&8bX$BS_8~l1uN;a5v@nfFUsoNYjR1q}_qOy%&>M77xP>4|cGfB(b$9%u^oC;rtKIhE50+H0i|FP55K z9=&b8NBb?Wj7pkX-G@}+zG)3{h{MOx94GtHQPSMCG&=DI**VH(_h{)rD}z9AG9Fq{ zuQam4Z+#C#mT)NrK6Vp)cd?|)=p4+?%zY2x@z?n-?~a%Jgy+bf1K$Ei z#K`T>tcq!v-`;&HUJtbYrk7pja5kzYk!?RzMPfpko8gId>q~CYjr|Y8qNudAcTVUW zPtPT7Y%JGnNk7N<{N8)Z?_{-qH0eruP`7bEVdMJ~vTh_&hE4&;19wH4AR)s2sehen zPG{WX<PS%z;f| zTX_X5t-YzRucLOA6BZ3lhyfZu3$X|TWy6DHRUpa|^>2!sK zxx3@+9(&c6`n`0#am;(m15c_Q*5s83uhpLKKW=gFn&&n|sxP>D9Bvtw@;obw3_GN7 z{WC2hj<3y`Gg@Ts8-Luo)8ZmKP#E1BOg^ybML#=XVGMcM*PZnf!4v;aYm+kxDHRoY zRjw^-%l((Q$2e4-k7n=wH1rS1n!gTnI*$9a6CMqwYrjp( zt31Ab&wMiNK=3r7lY(C|SG^UzM#4?4@{dI2MDMM>^h{gN_`$fxjxUG0kc!JQcb|=x zh~53rN`68guie$nNwVrtJsBk+M}C9bv@OM!bE)PU%7$U_2#3Y)2t6ZX?{JS{c1-Kj z*y!liy`K$TrGHxOmwPKi4LWKhSZcPbaH*e%j;$#tOxAKZbtBx0e`5raKjxdJKrjby z&bPIvo9^-&W?Lq(2RzC>GR~y{(z7a~T3u1j#PimmH8=XHcI9m4CKctLjqy^6t5>g% zR$C%*srYi-YhB3>&W^`YZK_ilSgQM1PO&-@GI%%MCLSd)c6V@VsjTg&Mc7vl+|8?w zKN?Hu=i^egC|8GfP}^?2UTQid?sl@DccUq?Z7o8yO+8w4#qxnx-Tn_fR3-BKfIg_BQCzKuy9NKWNEhB!0tWjrgDus!B1 z3PSh=r?TAPpO!TT)3JR@8@@QTGQCooyLUNkoZdOCjV3c|@-1DsA7nsdSEh=Vt2C${ z$*qmns&pYwEo=9Ci;KqATn-C``j53(1P;Q6j`Jp5cSmDv-GclB0=gAEw(2ahl^+e1 z1!pXZXxalSkP_Dy#OFXAt)0RCQn|Ek-ezgI5c}56n@6iG4hV2*DxZBORR(^f=zDY=EPEo$t z4pQbsd02FE9A$fg$&tSdiY=BXM1XY-tfksHA0|az2+9`bHg*+ug<~)b^TfXv?X*vd4~4pBLIgvUt{~ZYR6@eD`UavQ9Q?r9BRJLXVx-(4~5PwvsuW zx;+(+T@ll}FSafU42La1-C^%jLT4uC_}Lj!Hk%CL6$M0T)4g!_mElD-imM1j_wMPs zoZJI;c4^DHebKm1_0zS3<1Sz7l^Klnt*o1Q{^bib*>4zz7LSlZ^66At^cS}sAKX)l zDK{I~RuWqN@kO7{a+Zfly-qFkzHGNSw`RWcMqNHkd0vi2o+Xr-O{977UwoR3*@2Nw z!>Q@#Tkj^L&%T1)S+CmAoe-EK3Z&+4Sr9CqItq4IEqiw1e)LLA;-qe2tjfGP-g*7a z*>+G&;AFoX|5*-hdg{uaO8f!epf;w*?9;sUguSSiU|w}(tabKpd8I!#;Y#Xb($8L( zN4Cv#Nf{K&&`HO|GawM2$FmNP??p-*gsLYc-GQwRvIqhD9Ji3J=m+QcEoe;YHYTt9 zyP|%)`1r{Qp2*9aWBz+X>F4t4wm?EeT`wM6YwLpTM<%wfH>XAV1z8f6^wyVg!UCf!S!o|{?p(iacWCuh1#`oS z?@jT027Y>Rwy~yGkW1_ymZ9^1UHF43vqF)+jF`UPKwi}-1KbdthrwYe@8F}8+cagIdrJVb1FP}IeysdSt(pEy# zc5j}~wI36P-~3#2SXp!4$TSRIUnUr;b>McWE`@2wnKgmp?{mk>81}5bQaq2mLCDQO zL!&V>Aaky|W1fXKqjWwms@F@D$?qd{k|SR=^MO3z><&?==#zH3k0okZ3HUe=;Htta zV>^o)ylASQu=)O2|NQLP^_!#wX`esiS86cle{uph%X#P0%`%BPsa9y6FHEi2Jr^@2 z^Qf|0PI(wg*Wb6;=7c_TZR<%mzEHoZhm_REhQxN;33hU7>R~(!?x2?VMBGq4H zJOxPW*W!Py&lVbwLQ+2C`!mNme90L+b~9a^*r_!u`US!*ZA*4pN-<@h{8yA5F18Wz zo0JFy$5mzj5hv{%CdF-9voF3(+$kSPJ8jSt6O&ZV9x#$mCWD*A7r3<8(glyKLt%f4 zC)g^-bv_0=basMg)LoBaGFB$r-J(JaD(7s`DFC}J^h!@$k( zK-PT<`ova73=JC&j88)Plb*P~fByl!#?ZkbD1^(r#}nl&;3F4dC|7o3qVQZx(7rm( z25H0Cngi$;+1Ri5OMxV%ik5rQ>xb3aP8mu`TqaKt2;n|uf)?qJSO+l)u^)PchcbV% z5VbSc7QG_UO@f`?!KOvTmMn`pIm@&xJ5GC z0W0X@-1W&lye8cK1Rvhi(`DvprgsO;SPWC!ti0WfDI5LH-xnr-`Z(V)_~O>s znmEbEE6*2R)0Cd~|K4K%D|>222Kq++lcvXU&v_}{P`_w=0t2QI^-DiZ9+4|;;rg~? z&dx6gd=~QA5pEaz`)d@G_nxF8@lq@%T~HC828rM3Cz*<;P_M{c*+9^58e_uU@6mNX z&1H_1rcbE(t1|9z)PrBl_i1r~T>e?A=WBTW2n zQ(fNkw<^5&w-3MocMxoNAo__!_~GjFXR?G}yz6{S&Vcyl-&FymJCKJV$R|o-^U@O%y_Ckh)T{fbxRy-}Yeh zpcWJ;-z-U#SJ{P!Zi6P|nCoNm0c0eS+(&01vd2Zu_FF z`E|&MS;TdF^> z@?W#5&xJ@vGKW}cYnAsfF;kNlT(u?ksCyhPZp@RBPy-{H{( zCRYsSjn|yg^*N*o-V9UOYkevKl)92a-?{gfPrc!F?&aGTSGf=WZhVM9;M`|H3XfDe zchLLfPuo?8$Hk=AoW5(J`qbn~gRmFA{7CSpTPF5LhXPEr)W^HKxQ*p+N5h?8=!=3V z6*nb=Z^xGW(HIDiilUVojfzSE1NKbP&vNw+3gSgB_yl^!vLPppr>Yq+4fmD_mb~8p zeQ{;Z^S*hT%>J3rwJD0t&HHMa*^iV0@|9%l^zl-~cLOl~{bt2SJ6^9wUr;rvRO|$e zam)pck(tXN5Q=cqi7nIobo8Q+6u(O1iV-#EYJMu#He>aG8!23Q^j?H) zFOz|>41zZXKKi0UUsS}vH%_qCh-uyZSZBdIHMF$?hVcf1tl9D{S70t8tkpnSa^Z+* zf8~?Mr60|2vHBdenv`bAnlad~cR%M+mlOyrJBJ0xtoW$1frj|IS>MgtnW=}u2QOdv z723uy?V(XB1H(wt9=9{haMRL}GMU0bybc=$#17HcgFj)aMB=X9bh$3#lEL&;ldnWU z@#&$I_T6FlHu+htg#Hw@aNpl^h6o#5Bq(w%OG>(j^L*edr_i!D-bFT^;AwtuZ!eiE z58~^Wnp0F>v@7-U1T!W>bY+w419`G$p*VAK7UkR9SY)mw2>ids9D%Qxu3$gBsV4KI z>d~XjpEBdeTc>iRmKP{Y8oQNLvCjE<$o0_{s+ZlXBh_+PM2ul$uc3a@JD{SGr&a4R zxIB*b^Ctv;?}|Qdk6UPRoxR*!8RA~l-``zxoLY(5h>#3%+4ob3WY#3xJx6@KpWc`G z?wcO+#H{SI3(gEfi78?B4c{mC?xpUzuPG?KP|W$^XZ4CP0=;%)X;%wFcI>!qmZ+hnEog@uKcBVui?L2dWFsjqx{G|gou zw@O^yYY)lqQS;MERXHt-fxDwBaaFQE+|+fe(vhD>kCYA;+|E{uJK4IQuvFYdM7EMF z9%Qr$=I31!t1u>ul)1k5!G*}!u<|pZ2-1?3giFAK&f;n}ZO>P*KnSM6Ro?&iaQyZV2Gm@F| zxOmdh%9wjZg5aS98`d^sb2LHRhqyI^V;vkiV^yj6a&&j}4+4>Ee0ip6oI&%gZu{F% z9jW7Z8k|}b?x7+eqR-|$v<@CHQ35M;Jx1rMi9Mxc_nRYa-cC|#+h+$=YlG@&%C&H9Cg#_B0UDZ@ z+*3}u7L`YI$Qd`y)sb@T#}2Fg^r<7cWMho@RyXuVln0s?D z)>Z86N~UZT6!2CmJ?at@hH?)^1+8bV2ypD2lWmxnkL?|kTP`JEbR3LuyRVW6@UMv2 zua9RA245B4ft>2p0uKwzyx@@!XU}cHZd)`&;KxA@*a=3~{H}Eg&z!VM#blqnDp<7D zcb=^zv|IPFZaD^^j;VZXLPvjVAyiJNZz{oU^1e@G3d{$r-5R8*J#SIJ?{;Q;KY%*| zdAObJ*~)Z0E3NN*dRRE1WxGca+q0eSW ziP^~YiHm8*`QP!FPL_}zBL$8EreMD-=V>MTy6^dI5n>{4OX2$VZS3ppf3W=JIv|#~ zfQ}#|ymjd(jpX^WXI7HmO%#jC>K*yye=l)8ph`^%lMNfqHpJUoB)Bg{#$)B_usWOx zqqoh+>Yf77GhDcPKLvbl-QUwBxz-SRixM@a1l}{ zXz+`d&vBgR{jg}spY(*%*FRrM^}23&WDMr&+n?DF4Lb9CqvO8#vo$wbW?p@Hwhtz4 z%fDsq(lbAJz)ELK2~)Q}#Pg~$sO0Ut)`AUnS)7pw+^ehY>b^=Go1dpyMgQobl(zd> zE|icL)q zlwRiaqju{Y2}xl=o{nP9N?^-%M?Fe*3vxS8jSQT>+@91P2kQA-`-_vB#S3+JrCg2% zJXYEmm{p97CdM9U*f+nqd_=UyOTE-@U7A_Wl8W{^2UIjOS7TQ_hg=SXs51%*gy}DA z<^s936r5C}XqResItLE7=60uZw54G?XynSql#|$Etd5tqGfZFXHR3HTXXmjFT2}8F zbR5nLwCpG=nJnwp9-RBO9Pe}q=ISk=@aT@B(pL@&;jO%61vYUg|di+2&I3<|Vsj|NJ_x zK>_s=84~T0_&@NKym97*)akp2cklKs-lHZU$dvHlY+r~Pv#b`Yb=hYfJXo9ZczN)Z zXG=ruX_(UYu8ZFa31{)4CC|Td6oRJoWKA;+M5Okxgp5NxkRnOj$!7%s)hvpOy0)zZ zxBUnCa0)I2370_2}%hFVc4DU-gm()H>E=3v*2y!}GB<3!`X_^q)2 zjet*kpNP1>=Y5z0YkpZ=J>)Ze{Fr`C6Q^J3BRf+D7RdM|5t?ea6;U04qkkp&AVO}*X8Evzw|a_@L( zx%Kipdx~bw;TXE5?(D1FwGr;REcnf2?T;PT!#K`T)*ZK+6#}n4Cw4ziMaQMMtrVTI z*DK9(&8d!dZKAqMl?qN`&q*zP7mEOw<%9|2#-!$v*gL~i4<)pdgQ2ep?)xKkFveHk zd0}0^<#?k@`SD~*hkEt|UgA6};GTSL_wO;;^V}R2wv`IwqrkCAs4~f7vPG1b{SDWR z`}t(3wY@n4LOm-aat2_PIF>ZCYy2M{bSo53W|C1Zx-VVhHRn=HH~G zqzv0S)aO!Bz8!IV&6nN@U1CrnYB67KWAgGOmzj^{z4sR!`gOAYsk$O~VU}gpqab!DE%K!RWgy+1(~tCnzP1%Gu2u z$kP3gUUaP4wR<>I=($`u$`{&MsKWaHZJ93+x}H#NuBo3xOne#2fOem1_R1mF3_~6} z{~f^xOeSEA6&7rjb5v9PS(r_yX7g^`fXp>vdE@l-RDn$Y;`}Ud9_5`Cg@dKOR@KR3OC$xZ?-UCLE*1Z4Mm$pfVO1)QL?oB_ zD5KOU^1`zvkaF%oP`zwzv)ZjY(W@mPRp@NSI{%szN+O?fwo*~#p&1Kv83P@Ckx0u6 z4KvHnC;bDNZ+~JTzBhC&U+$&mD2V6_PeGDKuVoEtUN2TgOkfi=I|JWCb93469(>`pPi|A4h=Th-X{qybKm}H*g~62K=6h0c`v;bIG5$g z+L%JB42+Xe9P)s95pQ&ocDEB{^dnRE;}J{bZzxA(78KNP*kfR4oYLrJOT>^NGCpI^*;P}R{jMlB=ION5MKp6w&?TQo*(sD{75wvCGSqzWqOz$ zCZq&(U9Gd`t^|H5z;ib8r9wN|gT_jXi+lTmCFhw`fvjY*dNSLdU$YLwO)|Kr-d2xV ztBTSyU=xPEr8XSnG7pfFf*E_ezxysWGn+i-2Zn0sBm|OG^3?<|ynNojUn-JLmzuw| zb}O_*>+P1<^#k@-IYL`c7!o3d&gQQru;9BN>Q>ern-mtVziOU3324(gjNvjLtZ|&& z;p1jukwYF$P@_&(YfrVY&|LaU29?}>-am6k2`0N0AIStPzQsE&N2>|YAvzM6Xq(b& zmEMoPz0f`%NdHjL`m^9`N6~vg6O3FAUjdedD8Y;$Sa0<1=A*lFXA*N}MgNAXoU}(q zET#jTgyq3p(|Y~K4vRqj>g-QrdK2p6jV@R&taC>P^|{uhho?N1!z2%6}25#V`BBH`X}kU}Z?<@{5E>kHRf58EU0}Bm&8JMR`X? z)Qaq!>rI@b;In00Ai?i3;cZf%tZi_bkBX5|Y40x>&Swok29j!h+K-jqe{79nbPic} z_{PHhFq<8$TciX@-M5uK05}{TqfHWKngFqNcMBCN;_x5HMD(4VWNMKh>^>bG>5P?T z!%mjD8UN5qwZtj0wxV*rw$=9|PAZ`{ZLjb8Y40|xh~sV?UA_H;k7s&estWSkBs>FdVBQzN4}x)#`#&xT+VS61{lQswK0scnlJ4D#C0y=J(tNS*%D?dRMV>k} zO@rw{-wQ-{w-L-1M|ct?e~UaBv;AZI2d$U`U<$3!^1-y1?jI!Nj(X*?aA^?s8q%eXoxS3uB&}Q2~B~ubKlM;-K1p?o#>- zMdXQMf9uB&9%D^aG}V@0XFa{RFnUm@p4hcZutpDRN@$lpxHiiX|mh(f=yP3_@Bxmv8iAUZ3ZldCjhP$AeM2cp&!e+K`^&;qa zZwyhe6scWHy_S`AWC8~WrBc<<;+oak27AJc!_e0+yI5dUn>k80hZ#THfDZ8QPo0$m zdx{B&3Bo6cNlEcpFj!vz+BNv?DW**-@h-rcbBk6ie1)R*0m(8ML(io(6YLPg_cq-) z!4LpHf_xF=fb{2Oz_Z2uauz&!%{q$%rRM@XQNXCS$oBhm;=4ZzX5>+f)y;2T`_+L2 z_&!Hqu&31J#{kGw?{GBYXQv35Ma};WoK+-dHt9PL4w0TDA@1 zB*g(ODwFW>3k-I?=|M|gFxBUqnG>a<5$yNZCY5kCb~sy$Q+BY56b(>25YNke^iq2I z^eLEX)@fE83_=lr-&L_qNOe6}*8=@9Mv&_?81XqM6#lE|yPNaHST(|^_}GD{w0{$f z$5^f2St6y#s1R@$;0XvUKoEl8>*{k>wE_DODBHbFSZaU<>;khX8Ip8}gChGZUIN&< z&8)XQ*iWhU{P}5sr_CB(C3XW9v;FI>vV{(@BfD%|%-;b(`2pZmZC#xwD{+9z1GokM zxYz_luV6-+KiQeLmIoRA&b4QM4MZl6dg5>4s&quvER_x3qtGnotQe06aH$m?i<@)* ztH=njp@zGq8UQxC0i5cf;v8@~aVb_k&-rbO&$68B;wffGmOFGkpDmP>YC|lL9eJKO zll{PlL_dLvKNvI(y$!MfLvtd6@JCE*r-*@T$QRJ?2JoW=I_7Vcij1sRPlL2hFI<@n z(_>*BEvz%rKX>k8!Qu^^zb3=y{6px6q2SRKKSqYsH)c(7NS2bD_eA70mB`7Us+B#4 zjUida%lbDC3Gm`9LyhvxYd<*xFWqNlIR|k4$#SKK^eY5#uh@A`mi)7YhE@JMo&g#a z6PHai_?jN5_A+yQcL+ZmW)L7G9Y1-}&^}M|-?-}3K*X=L+kj926skB`hv9SAA)*Y9 zmwZ*>c2vePckeYJw$oH>7RUh^6J>%FPfjYt^i2;_oFBE5Qjf} zbN0buuzC3UuXF$UFYxaEA@Y3q=X+=WJAC~kvJ{~63@;LR`4N?+;fH5_`aPX<{QY?O z_VD%HyrIRfbnnFQ{pJ+^9>W03Va|W}o&VO?|9|J+nQ{ak4xQN><(v7B72@WR#da2~ z07M(Kw+3U(z<%U6-1ypM)VH8A`@wj%w{FWB0+`~k?DI92!~7c;0DAB2EQko^*P0c; zKZt&onTe^;#D8 zv#_w@7oZ$Y;<>BiH3h!iT#!+izFzragd49KWx_u~Nl9sWORCVUG@uylkL6TkY*6n@ zoOlR}gTZY7+A74xajIVdhUdln+e70a^s;>p#uH}d0+kUF6I5>vKLbvWk*N!W3&u#h z&~Jd`7gm!AkyD4oC1xPBS%c@0#d(##hWONswKDkPjeFfDs!z?$rlZl7JE;;7KLT=Di#^ILh7r1@ddgK;g4YoLQGXofIRQZxz(<2um^tEzGQB6)au+X1fP)u<*(6 zUYnay>kFyB44pN~K@KaFl-=O4)YdK-*W|2=tC#0hb8t|NPe~MsXez1?4p4&?CA6Wo zip`o9L1L%xqZK_tU1L`33tP}O2qzQn0#Hdn1fe58Q|+*PG?rHl48&gK>VTgSN^yU& zLnh5!_b56*)AR%S8OcoGaHww`4)tXDf=>nhg}6A& z)gUNlg&10XWl}W#>E5!q6Gp5=J&J`yA31&1L*mdjN0lPHtjk+DUU%>!`f}?Bp3^bh znR##B5i~}9J?QNwl#HCDh}FlbspOE>qanojj~*6^`?dFB-sHT$pesWYM31KxIsj}C zkdspqIGDcjLDL-NV6A7`RF7fL92+}Qr$CjrMuXQce_o@%20*?gt5(UWS=Qhxla@Q* zB15)eTf>=6KwcnlO8~}0&{hDHR`3-yfPhN>(c*E(s7UzaR7K%-*FHCkDvy4hppglrX z+Zh=}V|UkAoUgkho`{qN7R#my&s+*uePYG!DBHU{Br1+dVN>+Uo;bLHZ0@16x>B6K z*UzxJX5p!R&^2rTm@Kn2EYgWz+M??PwXDo@)?McL9W}xTvT)su1sDY$HGm1L&oSq$ z%6`fOJJVijdGJtW5tgsN2XX4u=J39Ok^Ic%HF$%wyQ_C1m>TDmS#+?M_xg)xiUtrC zYMy~B7eC9ypt{*$*|$@Q-`IU73mn-@9{B}=R>ST}VQ9SsfzH6V%UnNXsmm(-+a1KMeSnZc!Kvyk^(}W8_VuTZ1QSOZ8~+}Xr&-+MX!_4k89?*F53uwg!vyspfM-S#so+0`BO zA;dR5OBi<*L8FH4GxUuy$h3E02x1gv^tBbK%W9S!^oeBoTM}VvR&!MsFX;+vD{O~r zBm>-9XKsGMiLjgf?e_jmST!Nn3GY2V9!Pegq|^B2g;Ar$#DrUkJV=-R$1P=Azd&NO zx7obZ?pAM{GH5gUSeNNMggr8B(CS(=n;`{dmu-s+5CK-gRXk|S4K+p%>Z}gz! z%dl7`wiemTXI#cCjCd8@?{Pm=eZWqAR;VH4B#{E$$zc@$VyS8FoP zM+n2R=EfE>hU3*fy6BML=Mv_TGcwTS&t$^L;OgxDK3!Lh2C9KPFL*RYp}9byU=m;WKDcQaseq+tty;$a zGHYNz-J5|Pr5hWY(5X1JWo%7iwY4UgO2NrI9#MOKGen0+{cj?}@gAak<8XW#wFASadT)vfzHW@0T zydba0Px@K`ZLl{XJ`v*=RWM!c+YboNVv{-}U~~-^Hsy;U`WG8xIK3RP^i(1F$nW(j zcrn%#3lX;jxy^DCMiGW-G8K}8LO|%IB!C-KefUPOaXB>85H%_k z-me>yZfYCbMD*zW_%Q^9eZDvJG2kG}pcn)Oz~TN?^c<1@bG(dw-{4Qs=8@s^&EJBY zGG;EWlC`xp_L#D;1X7f5Qo&7S#I@_2m3QvMWb|$Cg{{H7mj+Ho%^50|7&@9&^V}4; zqx5v@OIt@rLc@}df%og&RNoR@8#N+V4Ow<;%Qy-c4+Ccr28b0X~ME~%=1dB z_s)Z?k8XbB{pHkUeF^>bG)8f`khdz0Oz{{qaz)4}IZZ&Il(9C%LwBy;GLUi;|6sC! z=5C(%Hxs)K!H<@7n|v!LJ9|mzaY1?r*>K!%d=9y~4iSG1XQ#Wd&fjUGSt=-Qb|6$g z$RLy!Ka2c2Hs!vEL`|$q^Eu#scwNRJh1AONzCyPS@j)UQPkw<}(}Jrbx}<9{ z<&CVRcyO|F#Wy1{ECiZVzdJ9>DfOuU-0u)bVjh$OwiO|mTL`vNH>+Q^%OYuL7U0hz zHZDr>GdC92PS;&C2tCL;D*k2}I0q!~`_`FQ5V9Tv(lv&jqTg<|iLD2Y(mu;QD)4wA zTDHYRGNtoG>6`81_ll;jM_vE1F8zebg*w?h=Q3W1<`nmw)gir)*p!~{b6{OwEY%36 z((c$Sr0TSs;T$McHWk^EaIuaLyoP`@v$L`JJYF#VYpD=hBp#A4_nbIU7Xb`O_Qu%> z=J+)*LiW)bro&Z8$G5{W5;EIa;GFKof|7{f1o=?JHrNYf_D~TBM1gYvR@c+JRwncq zc7Y?<@ej8vR5}GLgLFgu`t|nnSXMoqvhg#jxMdq5KWJ{0QXGShB4TG-0QvobaTHS|A8WaxBu<%fd4!B@c#i)^4#S&5~F#4 z8c;jhj|XxaJ7L*Rk1O-4p=)QzDqL(}xL@@D4t~wb8>7^ce}7#5eG_@`%*q>{Pfn#?W}69h#;Em*C@D?)h?Ys;N^Z)%+Cgn z{VI^U4f-!6(w?_hF*h%P77K%u*5Gu7n1AC5si^sm;!WwLCDm+|6EomYCFu1*$C%?x zF#`i9`S5*9iT3vnLQYFmBwrX-=T+k+!)f&`)kD+9x&H*}_V2Xn`Q$>IJ4x)` z7ErK~BW*xi4iT(H?Y4Oxx!Jt!*RQpj(6+eNfW1;x_PZZ^YXs39p3-TjedwCr-xPDx za9rh1T$feGr=i)AfeS1wi~V5{-qgsNyLPLxkRJjst-Hp23rH3@EkUS~*_9@v7B!Tc ztLa=6azMpBnltR6#xgnTKZ6bKl@ChI7Y}>Qxl2Q_k+SUG&O&NNgC2F_H5>ebtF|6~wmE|HGCM@db;DccIS382uJB1v9d>^V0Vv-md*zvBl_kC(CW8`)#L0`EWYRR$`%P0;p z6`*!G<|hQ?eY3N#9C7t&&z?PFf4(O`%ui29=S%4X@PZ7`We@m8)8TTJT&>ypfST+K^ zBmCqn(X%Qp$=?Fdb3oPy!M7Oc>16`C=Q(N=Q)t|6rdY988^qcEO9xc{09m?AaaVrv z^z<_tA>S^FB)X8AV|TC~i5&uAVk{dwD7W6xXenT98G1*qJfR}XIFSKgWHar-#q$9mL{D*Piy{dD^k0*OjiyvQF zRW!+x zMI=%_0bLhXnQ2S}HJT&gvd1`)5wwvs-w~_|OiFXb$A)mHy-LyDCXtd2YARS!OPwfN zJP@B9o{VFM^mV#ngIEpt0jdTQAyU6W>Srd5qOe7bL}LR3ng+SXmG(FAw2$T#>(*No z_a@vJCQ2-2$3uzZDoz<;Clx8jr?tuAw*&-$B4OV=L)c;#Nh_(bU2JR5#cp5Hniv1$ zY*16Qo_xjbby^(ML@c2$D@@<6z{LcJh)*&&{!U##+?7*+0GT5w>B&Dfhf9~&UT+9r zO7tD$%I?Kz85qQcP-<|?WHw(lSUokQiff0|aN_uJ(P)3-D<;y2liPM`4N#yEfI<&H zSlo|>1grJ-#!tPm3-wBDCwP^#6GVIMUO*N>jhy^ON=w}l=Xgp*D2;@=aQ=KIM@e0C zphh5NX*H1h?n_H;Fx&wfNuf7rL%JCYH2N*|omW<%wMM)@Q6AJJAY@hgILD_ZSF`39 z(Zp#c5|rY$M_ddp>0L;j(-(IsHSr!tqL2ASF)8jMAV2`CFp6~>%Oi0}3dr)S`r@E) ztO8h>blX+#Ip>(sLZ&gbljuKtUZL1UuP*XPMq(n|6dhpT;IIT46}xk1i>kP9s-LS- zGIt#@QD7K9Q@#4eiG^cSV6t?kB?>bWBYzFv&YRMbp_}&8Y0;;KG|(T4h2^vdty1Pw z%Ak|?JdrbsN!Y*ctpUhazSO5aq)q0QT6N%e6D2SOiJJpS%8liI$%e$vv< zha=x?3hAb;C1jJaZfn}>+pyA+33v(6L4)GHlGm^OH0z$c|9S0N`FsmE(r+CF%QlAi zYtnYN27jHq9_cj^Op(9-8a)ehsCI9A9yX$c1XC|dk(w$^T+GEI^uZ>mJo%swh3Q~f z_xg8EuP)Q-wakctdKZr3(Mnyfg?d4?fa!d@3!~MB-Bm(lO)PR`{ICEO$!~Df$+}hSl9zaJ z(4t_u(0}TwtJK&4t^yhNwGX9ZHOAeJG2$tm$qKad83gzSd&t_9D&*=O3A?XEmnf^L z^}c*)Wk8hzOA4%;gORPMi#db@p7B1XN>?taFQwssF+hKpcU&yK_S$V_@D8cT_GB;6 zq?TK^XsPM>7*(8WL{l>;Q8W8{aGV2ZR|w1g((uL}h&|~8LBA2%ohju`3tFeyWU?VG z63>4n1uX5@MV+ACjP2IfFeu-bJOJ?Q%cBvIS0)HP&pf&H{;dTlR9_ITo~m|YVdlt6 zajTp-h6+C=t$#C|iR0=%nIL=jS);pJ-|lISs6n|u8PD|eYs)(XeW5FLv5_MP5L(Ord7v;btJyQA zl8YZ2rSE@QaeEToym3HVr&KTgyxF`P#;VaPgz8#zl%8374q;~aAsO1O9bioa4lqK7 zG}zFvLuH)YYAoNPhkvDST3Q4{wgDxkQimU@iY>J;F)$$qKK*irhdZu~YH19VgrKHY ze6v0u3P!HxfLrs z_ds|i&{F4>Si0BKK@BR{g=?c90LKx_Q*4g~A#A@$7 zRDP4XgsjWd?3h6xWOd0NTnjF1tT|Eh_3JM`p{|U(y~lzCz43#FvHTf=YBC>!bi%?O z!m{N91+8M~wy`kyLt9`U>Rpsjs4$9cl)^3b_GePB;)zikeQ-6$Z4Uqg>yG8CM zj3Q;L-aP?Rx1+U7REfO(rJdZQvpF#%xqo!a=i-I0TxZtY(LZ?+$6^}+FoCSY~rl6F3H*TE#*?j%qMqwuRh z*5niO0*Dpmf#8PZQl@wAf!k<>Wll~G@L;_Yb@3Fi=MR#50F9;#vbxFD3L>B|{!)y* z5bbTiQNPm#VA!Vqh!MH`_vtOge_U|_e*}ib25Y`Jup@TOWR{Q>qtQva7n+V7VYTq; zJZj_KRNSN?*4}1?a!OG%wRJR0u!SN!+P>WtH`h2dT0`*fyjy&?U+)ib;|r`8&YsoL zxsWtPVO+CmW_$9Nil$X}OG7wrE|r*?MD*hxr%*Z;K0oWzw!QiJwHZ;ik7;R15p4tk zo8t|v^*hPG`2~MZk>hLjn9YDIybAO2($F!$;kjvurAy!?mYC}q)}XY?rSpZ-|OZQZoQ3a-SH-m z8{@aP{j8}Q?Uo`J%+OyAVt6>^ymg}3#l5M!ybe8|Lw-Cf^S#({4Oi<>W?L`aa-(#k zl|O_1evs}9i$;Y>DDV2()3Dd&{UJ5G_|+|S?QWek8D#vEP$Is%o&v>VZq9I4!+oB( zWL>1y2UFWw8WSm8d?U0w*Q6@b+e4uE0U!U`TFPJdc7iK|;}s&!;l3sHR+=Kdd#EHo zIc4k60|QkTILoZ1Wm&+u<+CSD3rod1?l!m;|9lVj$k4%YV}`8ai;dgV^1A1UX23vq7FaQfA2F;E6#`tw%6R9Gv!r|*wH zlPl%do1G7KNv}93j2|@CXr0;)412PWa3F@?GL?s)9!iul@Kzn#G&n z<_KwMp6(7@b3r-oFy$X#NFdWDV z^hHgCV;nJyrP?=uhVs7gUyDuo-Rgutffn*GQ(eKy8M&ZWfHwQW}J^_z|b5r{@}d zu32*JbWbBP!@+#;T+&>QarIcihwmy2ft3t8H%+GK;)2AuYS0(bD-PWKo=pV~1<)sn zN+x1Id1y<;c~sHJ=1~N8amPzGN)iuLoiNKd&JvHkZI8}0N=0dCyrqx}^$N6;+bIol z05Tq^Q)<6m?U#PIw(R9VrwQ3+pOnJ)_yB%>)^7VV3Nz_xa{hYl2|~U*?8d{EGo1iJ zNx^Ri;DRZyME^v4EktWYe6MbBmS{)4iK%ejF&7NA%&`iwocm_!yuugWq#VI@XM1;- zy=*j5#Oe$18PX)$Mms{>X8EpWl8h!B8(SY6lBT#ft8ZgtBfZty-rnC~>U9@<+?gsp zD&?ve7`Xp3Yy=gGRz^p0WLXY|i^Px#%9q=EHBz^Vw9@64282NfEQU+9USZ-2N-4FR z2wYt7ttvHfS((=~+l`&^o&ELk`Wc*L;9MO)LmR^KiE@YEF7b2Q4jWQp=y24g zk`IZ7VDGx`&oMFV=_m1P1O>d8Jso@^bb?+99LJ}qh})J0gACRNkWEA8UmhJSFqTCt zwsmxM`FuK;9-memeNjD$rV_=q;JsoIwg!4Lyx)8Bk!NWjUvBuh{z`7=`*-6Y3*T1} zsh3mE2;L8i=9IPFO4`VVO%*)3a6({f%@62eMZWgzpSS*|dQ&Ht`_XK}? z>Y3_=^qNT6b)@5tfMc&JEW4v4>wWaQ_+e)wN3-OKVBdP9y^WN0b|JI7SWI02J5`rE zB(t{m(ia(2IE4Ar6R)QrkdGKJL0jr>@^XQCGS;-CSnwJnmcj1DKVFWaNxF9 z?8vPbq!<+Jw2U%5%A{;mY$lYkjIohO0ZP5>hY<>T&j+p%hM5s#V;19H*t7or{;e(W zH!xT%3oFXJC7QGU&Eh3Pkrh@}R(PUSu%)2Uex`ijG$yyx@B|alb_@-2|D}6R{puV^ z>~pCy`PMDbOD#F=cb&+i&GIlhQwq?5jW8>~Hx-*9`vJnK!Z#kO8}-20VDMsgc=yL1 z4#~|?>;-N(yr8!>gMo%lRQm-;O;U(-rQuDuwxh34HIIYeX32Z|K$j$1H$1k=AC?{D zRPrxTV+$}tOED+f{f7^N=Otc5sLz+aJi1co&$@TOjo6B`-dXkDqFC#KlJFPmrn=ut z#D4k=hpj&R5f~Cu4>XeCxdGxPP$3xW`@{JO+6>d(FMH!dTxwC1dWg4_g!}g>l}KFCJdn;mgOc(`c?#; zWYrMbn0Wb!4!YQ6^pH6tt0({bdkgCo%g4S@f)9-K^o$k+?s$(zi@I~yj$L+Fciex0 zv$-Ca+O=~rj#M(I@F>b!%|xfiN=>7cR}Y~~xSDzy8ESW5|cM+*vaT(0xAE%Yy&{-y-x zNAlWM*{(IA`aBish*1JtNqPer@9^;ZOA0?7bo;J>?mfL5bAmjqluWq)6?{?2WV}qzJjWxf$l`Jp`rG;0b|1wEn3*HvNx!SN*G_%nZVX zrni5ju^kqp8?f$1ZkyGEjt(9ceo*5v*Q3}%ICw8i9qN8Vv@cz(Qe%epzu=Hp7`#Rn zo3=cDrUYJC;+PXiWY1L7R?NTXBmSd%;404ps3W7=&Q9|w2bRCrXw>n~>)Mg=8R!gs z^lkM#t%bRpQ}2yn~U{d&=oWWuJX0HjN)FDNYiD7#a&*v{)_xe?Q+*d}E~&LLw=esj|%rEa@@eu=4}QFFtOU$z-jjsT+=4T&4y+ zQ;~b|?e=v#yEx}r+VM6q`_m^Am$x2}AY^P)W;N-(U31HWmgP|O1Ob_fE0yT8%Rh|y z3NZz*7@2Nf`Hr)>WCoj^ZD{N4G$f4NFM!Zih<2cLK9IKClsq#ce7=%+6)6ue;n{|8 z8;K;)ddY7PIu1amxZu6YWk$xtLcUsAtyHNmbpRl9fBgQ)pCvu7Eoy=-9_kj40A;F;LW5$rm z4{V8uhi%Zup08&DoK}mxWDYqTR_@;!%ePwzI^neJ?AezyPru{{Pn-b%!(jL7P*0P1 zmwJ2RnKVL~PV2aT+~|1xkp3zCaqqAy>+t3GvVRMU85q{C93J)X?{dH8h=;G4{?pfA z{r_M8&m&XdSx*-fF<2aXmT8T=Dxs3{OhO$dV=|%+d!u?vw);A$;$T?Q{;j@KH`DMg zx_B$HulduZ@R^6yj~{j4zrFOBF8^fsJa#y+?ybq(RXX4Un+ni%OpjJgy8Gnbf!A;5 zj+NDs-sNNxX!<$vM#rpXX<^(q`1l614yCp39$>A3BMGZrZ;6!0D{!1>$C%vu!gWb^ ziA=zWqzK`b{6MaCVUmbQ7I#YD6s?-c{Rbr=FQyM%eGlWw`3&Ne-vifG2LJgV(I;TKSWF+kez zr6W=U>5NeVfQ}yF^9W1zYJyOx6A&^0Y*2TS#W>HfFyX{$g3i=>^)sXy3nz2dpHyZ# zU-E(>6zLEgpNz5>=Fad6b<<9l%XdPEY}<5U>H?SJL9NmPo$s6b-492-YwuT>-8lcv zo2D|_PiuiM{ZJF0Fw)!t&vmW+660EL^SQ(kvymEAd`lXxr4IAdo=Ycw@oNO3iPLoU z!eco_pRKH2EP7uXxTFPd3%hpPGPY6REm`U(`Z5ymJNf+<>3A#x!Kdl>cw)k^dpVhH zX(?F_nmmZWEqV)=2Q$ha?1{0Q*&zs7R)hT$(hvg!28jz)G9e3|!5*sh=g!{Vbhw8^ zAt|*Etk^uM$Mho9Nm$uUTd%NPx3}-ACff#PXD?&1xM0LnCb{fiVY+922*_Rcd}@#n zh``R|%>+L5+B7dzQDJBAB>e0|3w)cELy=Z)VV&Wp$FH64O-%-FJivL(FZ}GpesXDw zq{G0c7UI*hC0bUjATOo%anWe-GL@Aul(r%gf7e+~x!t`$TYv(HUU()?pK= zLYg!9dm&`Jy3hZXKJ(-P+%7%o3QO0sXdKEa1vEx)sYXXiY_i@mNbf8N=Xxszx2}oH zhI9As9c@Av`Q4rl8NWNJf+^w52K^F>A$2N1X>y}Fti-v`1TZQv z_Pcoq-~f`h#-6+2>XnZlXC&Pp2oG@X$U9LN9*^EDc*q_4Y{eJfXBvzk9=7-!$hV-? zK~rqI(+jscG@1zSunjShgD9(D;n;Wnu3)7--%F%ti^4ZWdu_U(gU})`t0~jJ%uaew zxBdc0omy#cO7`Ymv3*Z;J4Rm4V!WXN15np-Uy5ZwaC6}Ca$3-w#&P8?T1mU2o-&^vVcc&jC#V+vN8_H62JrAY$Yi zUwkIkP6G=%Xt7+nlm|c+4Dk(~h4h2!IP~=&9^mE-IV5DjmVk+|v032Syq5=VqFOw` zZ%(NXpOwSUckkAiPY^)^q_xYobfd)(CS!Ih;K`7V=}(JpPphxDANQ6Xy>IR9T=Y{( znFWkGlY;w!zv*`j1ca$upv$2BY?gIoQUl1S>qg4!+wuua5eINgVJH>|o1?6Sl7WD+ zD@}YB=X>M!?Vc|*7_YiGDaV*c4N-g7(3rA1=e`dTTy`n@uRKc$|NObN)d;tU76r-7 zgg-Gj7!cgeqTCtD>@r)z^cyRT&x7aWI1HwEl}{()E=Nl`58b1T2Pc9m@5v418P3N8 ztOvBmP6vDXU;;*Am-~h@6@qv3+%lXj$zIsO;?YP#p&8P1cpjAFZVfG}#%H+c-}}xY zJQ_s8NWQnYlmlksj0ybfZMq)XcT99>&JG3!jxsOOV`mlQaCvh*KYw*xh7RQNcHPmI z^3y4^?ey6uJZb=P+uQkHbk87G>;?z`d>QD4O@*YWq)_J$}Yo0x?leGZ5`0C=BsY< zVhu4w2XI52BdGw<;11nL+P6U8H?P6$aX6{S(0c8ulER?W8y@XHa-J}LZKL6aqR7z4is#ikv2UhW5#_1hmsRco&@yh=~0u4i$16%f;6y)4khyO#7HxOQ3}nBkVu7*5R;h=X(J0gdSd zaquDF{eA7NB~nO4S>la#c2KxqW!oJ*y0raf(ca~4G$_)`y)3PV?nyV>-$|YVP;-dWIT4JWvO+2 z=CNFc=l0jq@p1=dREg=at`7Jh?{$YsUY3}3$?LmoapBT>;(8TTvqyA|YrT)ouY-HlZj(Z+TQ zhC-Jq6M-koeTnsYEmrCDl_@3puaM&;xMi=H#;jKNdrM0}Flq?bQGZvq)E%E|e37vc znCSTAgxtvh5|5gCqOh2fA6Piml!;Iv;nU&e<6Q#t0SmmmpsRLmdh%M)M5?$laGB~s zX=QZKqOlS5e)v+o{-(YFlJ#caq{avwB$lT$32bYfBI$KZhgE2|=hzhEnaiI;f~k4Q zzT!YP(VN%J#m1Hs_-4;sK|w+9DO;>Zj3Qtt$7`Uv=zSWC_rn*1s;W*?KVP2b*S89I z7_y&OW0|$5K_D#GA*fDus~qIduJt>7Bp`PN;ALA8YyCzdF7o@`@7>zhfjSi6Dgq%y zg-)xp`QZG5zb;-s%82dn{L}5uZk=>s$+@550CoQ$dyq3307U}Uv@=!S7`C;&ecWv8 z#}TCcgoZ%ShdXm&4l2jEFI>nTb**^_uBCro$ee@|L1REZ-A0m5Jq>I(W#Zub5V5bx zzqwYB%5?d5#Vbd~YG-};A&GDhlISv4>KnT5Bwhm=HXH>W05x`}XRZo#rv-vX4hiSa zR}ZR{JHeqrqXyEtofUut3<0!c_~biF!1G4;EF6DE$o$!#OjVm_z#u<<^r#1g6A>mU z#8YH}YOm|`?<}G3z0&rkrCIJbzd&O{{GhQz;M3sk$gNZK0_)xum71FeN!b&10gqrK zzQ=SC5P5IhS4R4+8v;zLSIZgr`710e=litW>erJ+mC?ZHL6h8sg4gGaVcBkI+QhNx z&CN{~3lS4v8db}3-ZyEr>zrS1^S7Kffreyaj#OeV{8QI^3ZR&GuP$wZR!I%_Zit zFjU;tF`Se3enkaW{1g>KnD-6r%Azk+%Bshu| zBDsYLR_1oUA#IJ2!-0l*?yJ9RgkUT{Qw=h|g}_VkB_Vaypcekx!h;_;el2^qr^SSq zXUoHtGe9u!IPgpL?$YqVBbd+1`@*d&AwRcUINJato2RM@3gG9_5$%J1{{BlJRk;M# z&FTWSZok~l&VD|#4dB)&LW@e2cQPilUFc6zFFfNWu$v&ry^+$%7u(8Hh*|ETXh8U4 z_3LOqUb)4F-g}`yokpJ#|4wLceAE|rvpXM0YRa+FO8q6e+C;)yTK|>%kRG!s1eXj> zH>sEV;zH7-K4!6t2VFqPcG-K;t@I7gN0=SP$1u? z{bF0kue(ZQ0Nq^%bZ_;6U+0PR7U9BGW7{Gn`yw2i8u)ft8sjZW%dL)zl< z+fXBsPoUlD(}C-oZC3FKvqurj`9(Unr6*#y4rGB^} zI90-g$y5(G9Cc6 zBp16_*#!b7R_TAs#J+F%f0)>EQ=IFYjUUR4m^@u&6v7Jj_vvNUTM~hGKW?pbrbsx= zr+7u)kp?of{Bwt&G-g4yxBgkYzE#lk-ku_D9Q0>9FJi;6EA&0}V|lHzkC!DgqrG83!dCmx!Y% zw8j0s{nvldjmik!sF(-sJyH5WQ!A(1sJgq$C(@P&J%Z~tLg1i0x$0l3uNG)nyv*`9 zjD)W~Q`-fg0Q2RYsdEhiHqImO1 zKDAB9EC=1{-Wf^)&4hq--15yj`RcQAnWO)>8yO{Vu}hCgagEf!`WfhL_-b+&&>p$_ zyH2kZc4x)lPC#mBu+-ZN%Le`Os!z=@@$#~bo?e#xz=Qe!fSP^U@OSeLFai3H9+@Z7 z3XBnaYA24}_#{2ivp>Pl&k<2MqOK*g;;q55XCdJ{mbb30d53HjO0WrU@*9WdjGywQ zvagb1XGXC;ZU(FCDA)16W2K6?2hAM2 z>?czt+;lJ3uf888d<)&1m^NK=F-J*M6b@maIHVVRms~Zt4pl!!?k;!3g}{e9{)4BD zG{bR7TnwFfqWt|SYzeneFK|5o(1X;Wx;&HYCz|iHZeSPu4 zCdEckT-4Wq&$s}hAV}(NZF|6iCcC7BV}&~GM9NU;-}j+MFje~eCBp4+2l+JZ}j=nD|aR9QaB5s(owutxo#@wF2F6<<4k z3qrl(`M=<6Ici|Mt*uRBFJE<6+5y01;G0dmWqq@u57y6XRc>xxrhdW~M|;xooj6vN zrT-a!rfm2Yj$L8o+nihR9yC5=2O8h*Q(BsG`6BLCz^_R>-l@aYsy-;pXLW3DfYL64 z9*oQHr&F>v&!0cC8z3L7#cIdL$ItbErt;cicAdTSkG(duoZjEeUy0R+{&4u~>=@7;*C5szIG3Uh`wNZWxw zdv+qEbQ%y2ofaM2zQ$CL?9JKpX$2V3p&-Y^PjT5vZe5~eMyC4CA=jsr$(aTwMIZ^E zSs{b$JTlCTcd6~Co=iwcA_q~-XOmBe*19emGW+XXc&Ny~{am#F&qg@BvcCtuwh#qw z&pii#T|}WlaQC~+WX^`1z+;H;2?>o$N=qZ$zAh&yYtAW@aEBVjF5k5@RCQvC9tZ-W zU#%}+-~U@{?vQ2*3v-Q{RVXbA66F6zfx35+Q`VMz58Z9sJEv9-mx-B?=4? zB^ky=aXiI)bH+J2oF5Yty=5rn)0AeX^%!;1w0eIO`9N~p2+4G_p1ZzYoHSbSGW=>G zV79eM%OJU?cSOs4$bAz4Gyq951`Nk)mD5|$?sRrWUsS~=ixI_sEuHCuMDzrF}hgRW;)Vi!#!Ys{?^dXqlDR@br{S0vP-U; z7!v9BJ#lX*twYG~$tSl?pbP+go9^s`U|5=_`&9ZC72Q4dx4TEHoY5Li8B=?5{~*RV zpt&^2S7w)r*;x4nmVx_y!4pGJl_BApp1K=;AfrwM&ACCFR|q5>G%K{(5dL&}#kg?S zKY;Nl;Ng*etubd>{ytOLo5x0M11R-P zmagn{N#gi))od%v6g9f|lX?1yk zfr~|>(YkNuHLO(?3uKA44MQliVs?dTU4W7{*ib>fcnKR|JFQReOzN>phr-B{$8vIW zt5*cox;2yY{`hk@(Xaj%05CQuLbNl2$o@$#jHeb6$7i?`Q7BZydfr3sr8LTfNNGll zwq_lr%URsbNUlK^*f!?$kila)mJXPLu=%d!C3mK>vN9IYpx6DG=??+Cku}$D{787U zY1ofCzGJpE)#8e>BF`{^SYqUz(?g`|d1yue=@_=K-^xdd4s*QNXzdX2W3X@UOaPZvV32`Ok(L$DQt@Vtt6E zadn}UwhB=2pQ+)AgpxxRo98qC#<$1rwDhoX9{ ztior(L(>7c>wBi34vVlnt4wSg)%7$qiXOevXIhicyy`5R=4Z#O zj*%t>V*w%c<5l>Dvy;R-8n@IuH=fST&lmU*t{5VK+E5I@_@GMTjxePOU za$@q9=iPfhd#%0JqqbAJV~gA*FN$J4ZV?gf+1aZg*CGw*g5~->bz588q}r9+%uT;U zGb)#tWm=}l0X0B zQ6oExa8b`H`HET#WW+3zIRz9~K5Tyiy~nGD^Wb_a8=m(pV*197cV^B%@>Y4|$!{QW z{vr>PQcymYl1e`W*~ot!Kb;secqz7kYLfgh348~fV=vvN$g|-a-`@IUyh*MUX!!B> z^v#=zm(Jhq5n^rbA%B|n;jE|id$QT^;a08yi!9i33xSxWRa5gSLl?oDP`ScyB7dv8)E`n6H}3TpvDU zE&Yv)W=wy~=)s9_T@N!Q@0S`IP+ve^BJ?aX%T=PffGMPoTpl91sRg7HW`t1)A^@hN z@-1Nh?AS=?i`%Nqm~<-D;YaN_5LErh}QUgASscT`E6@RxsnSEX7dtj9Y<*# zag~M}egW7d=|+Fv4IJdehYtr4!51!E@SgxEBrGIkLQP07iXh@=T-#Vr5b$~+%v%P;lsZF~8wuwX@qQ}Pem8k0HU-C(fbNVrV?9R`dSKc8Q0wUWm$A$my z*Z#5$hfu?N>p)vlRtDGzK+Q~Dio=+A{(dOvT9P^w73QIUp_$#sGvq<68^6$w zw!oI5m(dRh#2ry#>Fm|TQFAXI-W zohReZYr8$B45S6P*9q>2hy&v4J)j-_9MT(y5a=P^kb%oo% zqv9gdtNW~Oq2<7EJDgizaohzWdQ-c67wIx8vwUG!J=vdw^Ve5y@x3RDm161+_&&CL zT|<9T{L9%c!{%S2T4vE`cukDAphtkTx5B~9L>I~gLiLLAo^;9lnQCSOK@ujwVDNVY zvW2kA$}8po^5O~eIpogxe;uf$`inLLvO-Vi%T8|}Me3@Bl+UemCix}{F_BS%ZfeZ_ zh2}W-O^@_xlul8Fl0JDMw#PX$voeOa8f7l6v%BrWtv+#<$%M3j)UvfmA|gC&S+8n) z!&j*tYC-ZABKQ)Z2V}Y#U=%QU41^-CGr-ohWVH9|6lZZ%W)7e`I3^l0L(c1j`9A@l zm^ph4F#46Q0ZK~BDk5n`-S?tf)r`_F0@lD#nHxfBtkE8~U1qcJMOwhBh849b()g3?6J$8+43{TmdWuNxAy{~Nf!vL zM5&1ee$t9S@Qd|^!Fnmv{A@jcFcnv3*_pM3ad$v8#3#CAuvk6O#hq#$lC zP~^|@3N^@jd-;yK>3c!24MFBCa3SWNpMnD1(M-8o@u-0aD{E@40Vto`pZphZ#Vn5V zyq&l`@Kiy5IfmH-d>75?OP-5G^CtO#W8XfA^G52DN z2h6p~Q-pq5pak1c+G&Zhy(j%^0118uBG$va1Ey{)}}p8CO!aw6Ol?LU7$1JQ1KO!Z>V>2`%a@)tN-4BY}cpO`(`YLQfs>!Uh= z|9xj#=R_ey!eG&|f96V`!x$YgyVzu*!s+y7F*yX819{dj#*u0<1^iG<0C1#s&4zA~ zF#YM08#VoHEiEFs6AH4j%J%a{7PulgX&xSXQ4U$@f^WKg0o>!TYEoInlOGi00B*C6 zfbDdtHevp<6Bo~N&9Og7*hd{%1nqT8NhlX2eRtjZ(59~lKbm(eGWudIG-ia1J=jrR{^KCr;i`~)eDq2 zhe8cL0NYl@l4NWQNVNWhdWrp8vH3q|3B{%Qb4h$g1q0g&=`a00X9PEp2*o)3lr~8L z_{a(ERa;6e5xE_V_OYH(`&FzsPsLo&89A?kNAo4N$|c#@t0Z*Eb9A{hZUU8 z%q26$)PeAV1>;kvRbk%6?!qo~Z3{g0wllkUdC|WcleIQhWzzF{-nT@~U-|sOAB7#1 z2q2g$r_Piib8Unc^-DC6h?I6`Nr)*YeJ!HzYN)f&H1w`sUQQl01t?& zJ)ZF962S5Co?1D9U%oWl$S%f;=Kb22;M|WF*I4_+WLg^%1k<%`@)poBjNPcLVBc>c ztH!9DJ)pf&+}5alD4WHMV=KItfICN<_<2Snal`$S9Y0b0*UP(?#XM%iF#Z!^`A_h` zeOzXI`joE--Q8^ybF<)n2zz|5)3E)3101b| z4h`j^OF)Yql&`Qr$*1|rpaFz>GzQ}*&R^zq72Ya(aJCV83hFR>*S@XMoOokm(PZ=E z?*PGRlU7F5E$F4~m8`L1-AGFph%gsvx`X6RuDu|1ev?YI?$0y+H2B%b$SC}48vOTl zN?4Cn&$O7B35ZV74HEoKWA0F76xtcbC|9fN$D4*GxtP!Yz1_DGMv2UV&Oa$M zDk@{~3b$gsIHrvAi1PX35#cAOEMiOlqSIx+!YZM4mw@=C!V4G9vIE^C z>l_>wpcgh zvA-5`bm@$B-6EgfE(Vc0dSk(-I!T8)r_VZ3PkX6gg-QA_f_eaZa57R=h@L8n zzVyuK__xL9ADCvpMfEZrY<5fVFVBwazJDLcKUaN4lSs^+wt#g%TKnJ}RRX8+pUXW5 z`!k)qw?6DpjSJM9htD_n!wJIH`Y_PQ+`me8-=he7U9Sb#;^62113dBL+zpNY<^mj? z)Bjue?ltnTD+4aMtQeUUPGOwbyiMMhP*{KYd`Jv$*smBUcy;QugUfBWV`P#!_rx)H z!%}IekD$ zryxN9kAM8DMadVRm=HcbxpV<&$A}5>PuW3Ii zgO)3|KWPC436wPSBU1ojbT;3;k^#M?*=H|<^HGK&4FGep7vSDsyeA{>t`Yo7AhM^# z=4J%pgLnx2kP~@hWoBz=fVT7qqv1Ed71Fflq6X44Gh6R3TB7+QD|(V_42lmFAdL@t z3^m80;cWI3D;coo%iwyyZlS#RmnT4cYcrp18us0++EwA%M}QBYw~Z)-H|UfNQ#Q&L zco;7~-2(Jf>fGY{W&Jd=(bxH)z`Ia=Ba2{?R^O<)U7Yj~IMRF@B#k{kWv^u0e0-OT|Y&o{<|j%4v_o^ExPX?Vw2jC90yd-(y;Xm+XWxW(4qe z^znjF(qk?Ry?XV^WP630IZiP0Y1Hm~k_^4N#^=ZS?mLQ+1a^a6(k0;ibsHoygvH|~ znTs^bEn{0W7dG@f9p2^djlQYl`>pSk1|1VJ6qYo-pBO7L5eiKJM$fHyDe)ES$O#%= zGeES&)W)}OUX9#o|2@r&fU`GN-5{%Hwr%ACZ;C>P=Yvs(#2s_;bD<2!dHS-H>Q))d zWMo3ysnpKMY-C`vD=k5%kuavaHKU`56Q;DijAkqnD**8rD?T1@8rGHlPuG-mK3 zF5w^A*U?gIaNC|5Vw4e!hc}%%b(|MV1UZir3yc|1XFdt`euFpNk?r;`s?O0O^nH#J zM5g53k$sOE-<-cYD9*Qgq!_#{$;9)+ZkXtENpt^3=p=W|0Ztbj^>y$8I<{@Vyog6O zw%=S}ea0h}DIG?Lqr_GnCWa-0{JQ|A2Y0gDBt`B@QJ5m#?G;)CBseI5=1a6yRnv*m3KAb|HFo(~gr#ntMs|@I&+(|07s zt4^ZmNKX+8*S;im`gz~J^@T0X{*ub0#}6Jou6?;^!G$lA(A9N|aCrQtvNrB-_Whr`vmW$-9qW~JBRCVMcbQI8!J)RoihzK z@#52JW_sv$EbhLgWdHW$R$!8^j*`dPqqbZl7iro=5`>pPatP8!b`9!UzX8f)R$ zb+O|V=-)ew{p*nj()~io+1p&`s?JfMC^>X_iNjSY=xUNzIKUwhS>#=Cm-0~5Gr zXJ&BKYVF!(_N7vK0uQ;xN&X9^tBz>oP=krvdH_kK{Aob-l)jQuMlnmZMGVdrFBi3f zYjOo)8T;jWX?1JV(s${Gd@yBAM7jMGLJ?z~&{inTQL>iU)k*yvM!}7e%xw?;G!%;e zePB3~huCzq41rqEl%B`LE6Qz)K%wt`XKzMiLxfa8)2<%ObJlRCE=c?n6U-3l)V%G0YLQvSroruX#6y}Kl6d){PPaF;SZ zLoeE4g2!g2s%76AqTqMHYJpn_J0~X?qA)V1N;7&sYZoPYGtKs@>x2B*NG@i?S(cp} z5hD7+9X--WEBoxDl%7pwiu_*9L`pWCVWsjl&rkFs(@gKnd==Z50J5TwvH+4%`>H~HX= z+M*^dzfvFmy%y}}izJj4YKh^&P|ijKuw3D41;*B`aalyy_ctdp>3z1a)o%RZC=abUZ6w z20S{xOayFvZT$Jf`zyxe}v`sS^8L8~gMpsHpQJBzNU&z}>Lk}P}AjtlNpX*%JE z2{!xfDABJFlvR=bA2w1`X;C>qM#kj%-OgIppzvxAJTsts#9dMGJ=is?zO-we<$FIv zFU0@$t<;m?4=t$Ip$E;>)ItUXLaWj!V4-AH4|*q3!GDy!H`4{nyRwy)mbIzhq;LyY z*E^E=`K^;_c}=D`@o9E(@tnQ~?$MM-iey7lG9 z0AQ-s9rcnZ`NJ7Aax;gA+Q+B9nTs>5HLXjHc&7G9OvzzqTgGiQK%I}-FhfZxC0$x6 zm}Mt@{)q>z`254ld)w8)N%wFbslS&6ODterQ%7u1-n;CVyzY(7#D14;vzLDIZFW7cc zDf*E#e%P)peUXhp-D0}hwpYROx;x1egs=1}dkQs`A4@%&X(jEdM+@vNtndH&_0(gz z*Sr`>+FmT*X*38@nIry`q)JQ3tHEmk8%StDhq!T1TJCFNSXfA6WWjVA5_7wu8SeE7 z4i=WFl1+8{rRVP~D<>=yi*^G9b>Q-$Gf#6P*t*5<1X@M%ed=AJ7(GEP>Fir~9SF;? z8=J4&X3vk3YE8AN2tVs(5j1GenygB|Ldx7S@_=Ce4Vqf-e&q92uMa_Bxv3B87EmCSL%Oxq{`gRwUPU9Jcw79erhtNvl=56u~8;Ov?i&#)g2%LY8#&_+H}KR9}bxy^U6l z-d-FiZWjs+^0Pydmy03_8?rdf)zOvQ!i+Fz)X7eb_v|up+nJpPg#_(Z!Sq4qI^U~} z?V{=%Iq-3FQwBfD7YggKcvK21$+t_if|gz2>NmY!IpSuOVdLJC^!}TcW-g@RNlKjV zq=^pyn4kIErTdZxqM#Jcci?&0iIJ!=&{o>Cock1-6dGz;M#ynvLKw5gsy6a+4z1bu zP~XJn=vwPBf~0!iwvO3Xfz?IDF<&O`>Wz2dxf)-jFvvQt(WJF2TkU!h;rNr^3WBw7+;g=14%qe)rzxK-}Tm!V0e#JKWH zSE<<$G)@Hm9oG#(SS%e`_i$!QqpxA)U!4orhMkOvuo#@P{S*{kn3AoppFUEFOw?8Y zGl#^>To;%T0LJj-SdHwa0+oQ8!IN*-Wg2^F!dYqM7&(41mOgX_`Nr{arGXYq-G$nt zXD)Iahyg#Bi@Bo*o-{miY;4`3F``vkugj1Z`^)|sui$2N=lJd+ zk6v_>`G)g+U*mWc`_O!HydU~udA-h;@bc{$A(n#aFqlV0y?p5{9US9JMQI`1wx%ya2gEvW9fs4Sq?+F$(~ebB%QWx*iVTO1hwF0Vg%`n03t z%bUz~I*R*-jXCesx23YTp|GhtYVsL`yQO2q*OZ^ytBe{$Iqr2aJk^RbC>u4G@p{f) z*syqr{97++wWDA>uJZKhQxApdw+6*SVE`>P1khqORVYS7KZR&BA#6i`vk3`l03Zkou%Lti zZ5tS`$mW!r8oLqsORc$!;>_O%9Z7dv_7lr-S=(H_X{3d3wgbVg(a;DGvQc6EhntH_ zweNiNQ=^da=*Mh)OleiAR0#~vD9*u3T)K7`)G&km_#{e0b9hNKz2yFP>L1{)0M2)b zuV}A}c32;7>h+$zgFREv+f*FWv5vfaO)>xhKcmvr>R`qYxD$8Q>mtR$(U4y?&U$;| z+5b?_KJp(YuwxXN<3~yk(gyk8qo3uoRP<+2d!0ClxbTWs{JDywOK%UV0P;J$DE`Yo zxaRdAW=2fUty6C=#-giO$!~(6(I0upO}&BnA{v}kFnFdE5Ufu&4QWU1NvOE*? zG{mt6#Ugx!#C9+o%D8^CO})TK4m)_7l9GRNFX&a#XNT$5i)NyN2?GEA7O#*WSM*Vd zH%m)BuW~>gi1DYHbtDYA_=QGC=ug~jH40g%UY(-BE!qpeDi--|y;W7~u|DX~{Hr;f zmqqLDU2s1lfSIZ;Er#k?3_BZFSpAqD-49ErndegPAfaj%J;_>*IimlctHJtyK8DV4 zdW-d+Apcv-gO?evWPbd3tr$t3=6Io)A0_Z!@ztvm?da^DoJwLhN5JZIAMh8AVlmT& zme|_qu*JAnhQ>&++5`d2qwNv(FZ-NUubA#NNZ5CddJ1Q@L`vzW)}`yCv@`vGand*c z>iZ%Y`E7t;HhfD)Q0{N_iF*`P2jm#?^_0J$?q8zeSY9c$>A5u<@ok8n#$mu3_Vz!` zH>x~-e>^hHc3r%UFgVRSZ9;4ln+vlKFLS(Cm(3+2BE9Ijgh;l5K1`w8qGxXVJ%Nr~ zpaLm*@Dts_Lc=o@a+%PUy-LA7lm2akdCOE>J2pOA=qD;qp5!q#joF(mcZD_VegFQz zEbLt7j}i@VV7w(HRMKE~B;z63k%;^g!vq&2eYuh)B;DLUMXskrF_h7G5^G97NXtJ& z+O>;T%hk>8<098>dcjFcd3Rd(EvsZ?K*sy3?>8nywbjViqbGRT1DxuU>p%hDfk{xo z?h2=xnq%OFi!Z?lfWuCa(`i=zZgzZ%I! zr`b$MIjrzg{AYb%dv@dIO+W;$BOnfkGC|p#sp=Co4=Gzw(I$V$W8j`|Sgc(?z64(B zYSVRNMgX~_hgJWVEwcD?>$lIXgOyIz0=xUZOiktjnNIBsmU{yG`@R5jI_#LzU%E`A zh2K10abQkZgQ&MG&MZlLl4`%q~$U|NMC}TQfR^ zA1{#M(#>LMXRj7F5vc1{_@bK;WFHl$yG8o8=)E!yE5;;6jb~|JgS&R(AgTzRx<@BZ zEh3|;qm|Jydd8ylYfnbP zFnY+OV930=txeIU&bE?SXu6}g)Zl_syhEI_tF8Q9_6}7qU zG{s{NME?jph=Hu4YPFDgP#ow1RgGuPUAg`ey>QiKf@?W;ONBT>Z`x=7lbeQkT3F`b zK>A)2<$w>14ME0G(em7&bz{$L5br?<;P|l%2YE-{1fByA1?Vux)XHz5kaW$> zo$utLu{rcVg;Wyrp=nA<*{qhdI1s&n#(nqar2q9Zqmwrf_@*f^4#|#aXh`R}IDwU^ z7xJfGj(g)A@-$4g&sj@!F|>>76**#eQ5ntDe18feN$DjeMr9jw9J?#xUV;aSOX$lz zx;VjUcm|hzL-ueqB94SkSp2&@ePeafzd76Ua>0m2Gi!m_%~PXDiP+8Cli4^h*O3#T zt!-%;SGDc=Nuj-|wG|U=$g$oSKcoUq-a}Sp`MbJ~vcXztv#~zh3vQ}$uDCZ_m)|d! z?R=2M=6LMXV+PU2)kFN{bzevxD?UT~U_S@xr$?o9cAE9x=p={l#);3{+s6mvJ@215YXovp zx-j)f>_$7G20jo=`lpn(o42r&-(AWLMjDNZWrMx5;u3$&$JA+kGfyU#)3s&yv@@l9 z5c_}yn*K6cKoycK^+oLG04+t<|K?SdmbcF9c(*|PhGroZwWH$Kt4j47LX!0RvU<5Q zF*MWgC}wN1WJnJ6nGL0&6;FH4Hpfqf_LLcVM@2+r*yInGPj0#f@=!50Ik>$OH1aF$ zGRlUd{rOUWcGAY{{-Jp*c@gpuhKe9*CJm*epkEY=ghmwso#)&Ybpla0voEN(%>6dRmWHNBC+CuOM@$Hd0hV>kQx$Cl8UtIkzJ zXcs@vXFIPmkdszB27aEJm1+@sd{2z+#Vecl@5>#QOz`!rkux(5A96r9SVe`?%|*jf z+|fW85$%b~8m@3Zu9+=dY2X&$@T<8^?Zt~vWS}H#=o;d~Nl-QEuCky-TMad|oCK*a zBTrt1;GPV_hsnW$r7kX7Rc2_WbVZfW#=G#y_+JogoUj*Cg`#qF^xJ)$QGqG0>L@5} z1<Wr{gt!fOkCSGrG2FR)L$$GE2k-w zR^(LM7nNPm?vLeDmEpbG0@0E%pDR4-tav9x5(Z+R)XPTF>TN@S51J!K(K4v(bw z8}FVhwq( zkU7w(Km-q>O|!$f#+eb{A3PvGQNm8bt<(43y?uM@c2OkkXdEUD>w436PaNaAaB;0A ziVvY=@+9xV#qqTWUg31a(_c1?ypd0B!>#^AqBVLZxnnQsRXs#mlUCP|bHenZpV^w& z!Z0xkPyM?GblX&{tv|M}{%KYl8s_n1R<`l8NqhAUL>#Yo-)HUBgmbnA*2k=ce*d3$ z27+pxieGwNEgjp=SCiGBYVu!x%~TI(Vl93W{QFjuvbA*{=Yc6Rh!<*0lw)(iEn+ev zv=@YvzrJTQ)H46*e~$#`@B8o z7OVW=!Rw7=#%InNpW#FUkdNz`Klq;%l5SnGIy0uK z_o3nCse22RV`F1;{Z+cj$gy5`tAyL1J!T;Nkbe>`Ka{-X@dw|lf8VP66h7~cv2p%T z!gW(T3p!+o{yA+GBtB(_LpJIq7L+@#&oZc!%}%cP@oRind+40-<Kb$ z^ynSXEjQa)3(Bl$>@CijAI_IdPe+oQ^}xWS1Hmg$ z2EckgXxJObk+vq-i9xi2MeFN+lkX69+sE7hK^c4g+w^ix{i^l61A`8nN}?AzBsA zieYyOU{IJ!v#KIqgOW0TWo_Lb-Z6QrQ8- zOK#ozNy4q6#3#Dh-#9}nEJy+z>f6OaZ8~x%5MA8WyI+?Dbrv1Dcy82g(Lk5LH;2X{ zS$x;J3@#adbNVQSJQzzN&KeKgy)H^|82Luz;uo|}>R-tmoN{TsOD-E5;J=1QWc$yRzBXN38Si7LF zH2hugzqt`I2p0v6F3RJ+T77$*n5^LNoe?C_|0?gUN#cjl_-li)(@?_^uN`(g8E(?#E~zCAJ8 zpo1g34pYeUA-lWW*%5Yxe&pOMaWWe$OH;aKwqk!u8~UY>1^pRwL1J2VGIM6SJ^ISW zdmbyxjSvAChBg+kc=S6DIr@9HKZGn9hK9Kfa^&Rr0|9f?PZzs;S5YonAdHF7pDzh+ zrJgRgDMovKhib|zUS#kx&N|?81TO!)8KgR3JlvlzT#m#DN49@UmJOJ&YZu!r$^6cB z*-y`d-~d*nU?TkS<0z)|FB(1#zsp=bFfh0V%`jlS8z+nFx5t>$>38JDhwpD0WXHP+ zu{H`>_7z6P$fp)r4uGue#x3#dda1FFWt^8~(G3+_!Ls(t%n{BO+?T0~M&07+ zl4y6gYKC6dGne-ODFqtxXdCi`QO90`n{pgzEm5O zJ#R_XCIj#6W>@DY{g^)MDUUm}2Hg zNS!Yg67H9tM3Dt{u1|tPq=m3+g>r+N#@*Rv*s{KZxB44Bte&fvjS^dbl|5p$x5Fp5 zgMT!!i)$CZl83tkXMex${vp(Mj0-W*^-YyyLTF<2y9}XiBFlBN=!==f^hCzqep4eO z9zN}3(<|GdB!}S=8=h!T)Y;yKv9?XDlZ(Y7w!C;Ge&e-`W${oz-rl6To@%aMrGL?N zNnbK?gT`T!y1AttuUSKI-4`mN_4G1Ig=1&kznrg_Cx zm5MDJ;J|cj)AL=i(MbzfPz^v;6gB?%q2eY_esF9mKp@$yk_g_R{GPjKq&$d_Ks1Yo zWpte>yn^TiA~_$}Ha~)+x%sc7Vf5HVgn2Xs&}WkKales3^d%aauh%krZ~2Ua;h2Q68@mU3Cd+t^_X?do22?mr7J1z^lMAS&2cfuULQu<_JwV{fz5OMJnYKNnqG$gnyfBVQ_;y7 zCpR-LcwIbp*c`vsTXfs~mGftBca6!*G&DCd>%R`~degLaPl82B--+%NQ&8R}-}L@` zj0s>=?CILUQGCdh0NOs}Y*(^Ym3gF1dx(NKv{jx2P0&A4z@TuRL-^GT7see1ezpXO zq+aIIrim^p({aKI6@R<8Z`+yo!WFD!m=Nva#4Mh(^j(jy=tAeqIypzKx1e3rpvSR# zYkaK1gPc`5uD=Obo#arXF|>j%o&9Q3wb|;Fg#Sibnv{&oqF9jK-@^8w=W9vWbUI2A zqxFl$cwomlRpTmE&HV#U@IRZ#g@xuxQn56no%TIcqeZdFFuKZW-1N*hc22%WK9B49 zV=Oe;KC>-WrB;irC3q4Ef`~41xx-hvm=9iDxUAQ2{&b<|=9a+qcl3rVV9V970=oqs zESuBg-1Ih@VVgaVfK(OdIdxTRV-IweX){gne3S;70^ZRG-4QIHSn!I+oL;0 zZf>YJm&vp>ieE;%dL(-frpuRv!D)TyA{4vs5C5hb)i@x--hadEQD$|0x5UPPBP@3o z5TWFAo=DR&hW6bjT#gc7E|E$FhTZ_l9u^fI-ZtsHwBexYy+4!#iirbQ;{k+hE* zzI5Q8^zIG=ITQ^htd|Yr$VX zJ9RM7^71RKY9>nFasW3S7%Y1H#EF)d`Cz%HvU5EbYZ=kH5L&NQL{nv>Qo?9_X7trz zBR4*V{eim$JjSydavN~r*^)<{f;>X%MDXb;&;)==-#6%YZZBCn;<}E}VnKVg3aqy_iQJ&GMz2ivy&nsw zsw;qh{TKP^Q^)=|*a*P)oqL{hr|NbR!*GsM*Jac1uL%r8x|n!5?KI!=vpEI#J@*>q zqC~7-TUNRR2eyuFE)1m_>pLU%i0d4u$EoOgWOFNWkhxd0Pb`!V;XlI(I+kORZZL*2 z5*hrJzT9z}ukl)@Drxfv&I83(BYjx>@C(tMEe<0zjl~8kN2MqyyTOk0kJ%!hMVB+9 zVlDy}U*h2VuS&9HXq%UNwGo`F_7>dk#dg)#-G=eC*_A5}CK$ETS8n(1ZH}m#);UK+ z=y}R9wr>sNOHNmlq&UED&(xH*H*26%Zqm;7EHqso0j(kc=}R@;JZpdM$IWX8N!H8k z7JA^)1v>K>T))XP5Q%S&MvuVX4iD!`hU${)Rp8SL>(ZkDer!{H_3AA!BI0Za-_A$O zgkf;tkYXxKoG%a^!K`Q9X6L+3c4)8&a9kKk1hxu$hWk+>7-u1rpkKrX10WMs(UzsU z>G-~K-SWln(uFT4GrTHq(!ew$+=T=h0MD@ATW23E@7t3{hTmLYz!Gv>g;dYRO!`9LZvPKa&k!eK~ z>4Ai?qOYUHx~WeuAyQK_IO(dsd$NNmJ^&A;Ysb~t7SC1dejiEx`C8zqqr|rh$wx0@ zS&Fb2EZi6pq1ZnNj}$6z>c&(Q74siTO8O(=aMo42kyrsEF*SINF3>=|6?W7;dNPAA zs{{C5zq{>B45GFzDloXuS&zY6pnRj_reQMJjhAXsji7=?_7^W9y7~wrYt48oRho(N z($zKWuuH@C(ajM<5F=>vKG^Z4rPO|XsmXO&^Nl-k+TIkAPN_+Dl>Xxyvqe5!ff>wQ zEA6c~7OJ?Ji2U1?uS&ps@&-aH&pIEHUlMIjwHi1rf|MB*%S^G_1UfBqJhX5PT(fjYr1)_)0lD=nqx5Qo_ zw)iRdKSt{({uMC?+O9YW3RR^Ph+o!f}k^4Y*(#!Q4RS~INmeLCJs38!NE6*k;v12 zp&nb-*>Ojm4{6Fh&j2a=AS-iN@RW;=7AcQ-^J z1$XJUiAvH6SW?au&Sc4B2n(NC*M(~5z7gH$q8Pppj96wYO5YG|?0Qa7rz%2IOR!&a^_DzP^c^CURy zftp;D(D#`F3*y;IH9d9D)p(Rl@c#PzDkaq!Wqco(1F6#K#2P(?{=r^)^eq%@8medE zPBxee^lo073+2$sZSP$=o2o49xuuxuB&>^yy))APkHbR6aR#FLa2h`!Uk}$m?X9i7 zbNq(aJ#1{=Gnv-CljDh&gOPusou|H%k&%%NE~e>n!NWOWq0i*cy*^|MUep5Y=%uu& zhXSn6n6KWPXIL4c?5i}j6-SEmEM zeq};{+mwE84iYFVU)~JIuQwU%o8YSKLC}|AiD|to8xVh#j_M%T%bNh~{^k1vcJ}N3 z(6QU6rlDiXT!#a3Ybe?*vGsVOBjVs^VSH>c*uQM4sxOT30;bJZPqln6$1N-}GI@0L z`Qyir*;%LaSgMylXce1HMl5^Wwf{LPg9+bVO6=;UniGe)O$S{%m?cs4_|+N8u8Szt z4{p1obN>QQC_jBV&(3-4l_89Jq@g=T6GFt_=E~IH(OWOMhyUEEzCA3+?+^>!N!Y|i zaMf;c@vE{Z53BEJlmsZtpN%6x#m9GjxOSdpqUw1v;R9%t$k`X$SJ0v}UO zEG9rz_r?qx49+3RXG(a<95Qii=_?Q(u}B#EBY?FRuwzJuA6hSt3pAd`){Fw zmo#=<$jZ^({|a)SYIDjO8n;rF8HNJsnzHM)DdG;FtfZIu8kZPs%yOT@a$o9&FEIUn zWHCDTwou+)2_a5&7;P)JezA9jI&-ZqNP^t~>uNEiR^*ahZ{8VOjLZ0b^aNR%K8l2$ zm)XSHw-97>i$@G-&z<~td$b0Tk)gWGugI7=hMY@{NA*SU8mA9w8qe;#Ep*j@NH!y* zIiN-ebWrWhuWd~(( z=6@wZW!(KNZ;5ayNnc%M zVysR$&S2gQv7@m)4$r*QYJjEEMIP)T9|T*PwmCT*q`o@tSTEw05&564IR%B;f6X8M zFUTwuC;x|w#vlK?Z$EhsxQwZFYzTJt+u4h=6ltt|J8|TrdxjyiXyb|Uz}G@x%eU== zGP%LFvjiBh(3l(IPwi$2@t(7grnYlNp7sA%NomI|{Ty`zqj34<;w6RR*|=TzCQ2P;=XbLDtN)5{=-VGF4g4 zZ1?hG6iWg4#m5+9kY9rB4&s{zCr_q^(nnicze|h{uTk+m+HJW2r?`|rCeAV|bcBYc z1CdhAkc4QuIQL4g+>y|Sw5mv^=1_Mrr#kJ|fn)S|24>-DJx0Yt{EoxU>7q|bGj$m_ z*@yg70t9MKGyV-YY-31sItWCe=nnU9&%7m~mbKKz3v8q@vVlv%XQ?OrGP5k22HJMb9)tJz6O z-{cGmY;6m-e3Oqvc2DcKhIY@c^@qoK)*#OiqhNTHH!vEcYm03}9E9a~#kZeD=kfjH)WwE;H z?ZvoO=>NwJX#)dXCtbmTUfdm^fx*J}%7Zvk3^u(+?JBs(oa*K=<|3Maz!2 zv^i8it-wZzhCzMFbKW?Nw8z=BC6bzVOFt#yq#+}l%EqUM^?dBwR~avu8{SkOy>!Ue zRk6O&>*F*~iHxurE?u2f-LUFO`_v{{pm=|Z2PQu(o(v^q#n2themromm(%k7izeZp zf1Xr}3W^YCq_Taf7(0JNTlS{NRnuZ>Yj5;alU!U!N6M+spI4l82J_P{xr-rtJc1My z73qIBm#a0D*KUoEyAQ;wMZS6Huf$Iwue-azOb&Hz5oJrkb9`?jlKdqj8*HEn#DNxx zl^-BD1~H!Xt;@B`KX%;oH+2MJGP-E$H=QFgw*-Noyve;fWM_Al(W5Pdv{U@A@t!CV zr#J@ZB}MAX7mO$<<{~or?>B-BeosxAVREo~@#n8zO&74xqMg1sIabwzbsEV5HD!*U zFMG?@Y1ejFx!E{arD3N$SFf(ueK1V4d5j{Vj6FQ@-iB+v045)L=DlY8o?f@9A+5S% zeUH~P8Eo!g2gkjSQQEaiKkOAvot=A*X(NvkUZq>0y*fd;&>fN&9=Z zpEaJPx8Dm0QPKFE3o_?(`M!)VS5+zQSFWhs)N6dZ0s{sb{8nf!4xgoCD>Y3VNfm#o zT5lU4#z<#YGXzaUU$z!a<1BGg)r?WtIZuAkIm)KWWBP36YMWbdQpe~=uV1F%O!+^? zGj?mgczTYU44}JLi*)n5{GLW==?@PgK?epNkkdI>GfYu{{xsAt+=05(DD!KJlsGw- zkn+|Q&6C)@!4Db5* zYP++A)v!?6pxxZFG2PAi0rDO!O%TAV-n%aH=Cw9sAy=sB{RfbR^zow&BDN*eF9Bdp$0_Ak#O|l5132T^_+Y{ z<{@w5+SP+Bv2ZN8f7_UbZ3>!psZ6gE@T;qO&dbym{e_CKy&iEV7y?$JHn&P-L_x=1 zUIIIve}v*B6Q+6d!;6agmv_B4KQvN93C$|#m+a0gdf4yokV8a*glHdKv4TghPwp*I zQ5~ld&w@DAvLT|YTR|dqI?hc>ci%QeTLQ@B#Ux@*_-%bQ1T2?q-gcpz&sWP{ZQYqD zJ{9M(a6G-j)4iC9MC$lz*z(BZ-YOE&h0$;C`+WC*vG>+dQHS5V=pfP{p|rG$G)Q-c zAfj}4H`0xCBPyb#ba&^_DAL{C4H84&chv9w{nokbtaaB}=a0MYIV(5Lng}Db*{lKFoIQ_P%cj+~E z-kO$_H%tfDltQy^o3`lkf^a1z1QdYb;^LBb%L&`dC<((-CpMmTbXiQ6VgNS2BQOJy z@sZ@tCL;a;tpUher`&fmpdVON&F61%S?>{1o(nL(var}WJ+`vTD`f@1-T07lrMYod zK*wQ>Xyv+rSC4_OzHDIw1^x-zU@KJ*TM%;|L}cwkO)CC2n8Nz{2P?R}gp=P|Yd!8S zHS4Uy^w!tIKu%_-q%qU?dO=B6PKyQ1oF5?`&S4iggM!Gwsr6#RovZ|)3OLaY+Px~n ziT1Vl7$-oqAOC(<#0=QJ({t(DY~PzJ-j~C7*}jE$@^`h0&|l0=>fAS+Q#^2?yw+8! z)~#|$iXh?(X&@BmonHqfZZ<`eQW_+St7fVikb}#Egn!xt0K!zx9O5#Mvb^MV!eU}Z zeCNI75AF`cy)Q1*q~y=S`*|`d$Q$o;lZWb*ic(D2G$M^0I}@r+&soz3>ZG}Cnl{tZ zz);5p<1s_72{@Jh?x+3JXB|5WERC6S4d=C0@ZvxkX5!+opWHp#OW%CA-em(qE4{Mv zly4=nUv_)F$@+DteuuRwCpDx6N{_tH_bl+7VEo|^P+PZAmdIshLUFVO-TbTbMS7L-W`$?Z4}`4w}%S&V5c1;`EG6Q{|Z9E9grlEXti?WmY++L3;st7 z{V(D7!EfL3{v3=yzyB}CApbMD{{Nl`=l`dF-O5`5e${iWTxZ=&2E1us6Tv~BSAF*w zA^d*&Kk!{7pu(e%B=zzsZ9LMBl47>1drX0y&Qz0G44Ay}-Fs`RJnnP8cgTZnCr#-p zFe$;b;#|*buFNs#@q-*OaWSB8SsbYdkBETxwq9ujV#gQXUa8E34p_M-h$v595>#lw zIqWU>`NzFHxnSNgP)u>zWrOVFOVB*nz{JE%?xP_Ix8kc$&$^o?ihP}nIy*XG95s9V zE+9#8IXaQ$UXcw*`TTLgF;35ZZjbdT!Y41`)x`ZfGu+x1oX`ir~kO9H3wj z6v?Q__EgeeDafY0q5TcI*w+A!3{#PMU5}9`aB8==n*k&o_99taKo3{8(j~WMa4Aip zdZYXCN`PZH+@rE7rw7wtYJLwOuR!4{vj^~wEygG+Fg^*zLjj&|~&3Z4BxEpfc z69XNuBi5J0pq=~aNyUKN$4h{VS(;$i4hP;_YigDHLwGMiE8e-Zp^TFJV|PH@)t}WL z2{m`VJ)d)oFK*uMv0P9id(hC%Q$15~9sutn3j50vk|f3b`U0Dsh{qA)t-GYMme0&C z9`nW)$_D{li8t`er;{spqnsHf!!|YZg`gx9I$*TE%d3KXrl>e}I0m2csXwc&ZAh`YsY+*2bsYty{7L;Re z9yO=>UX1bVj}?S~rUm;WjX;8WI*f5w>~xdts#FP3$j8hOiblOYqeL?H0T-btz~K6Q z`b#V$KlMEKf^;YCrIs@m|g;{-9sJk zv0T5xa8Pi3>+q}Ei_@`MFLlF-FG?RwOMksRl+iG7{-9x#nkF9e$)QLq%E zw^|oN3wVF;tCKt@@AX1nDV&9?Bwg9im~;2ugr1-MLurLz;N*}PkP+%$fibmo4E)l- z2NtO0_<$N%P>vZM6Z3l{67WzY$bW3&B9WDk+-csEz78~JrH{{8K(WY1KYPEP+ZkOA zPIJ0dSLAp(enF+Fd_JfOg@=Xp_CLTvZ~ZPY-QF&cb}zh0`5%Hq%_7f%8{e~ie){kN zUql!phKv#d(*3uO9+5uRm)rGk>L4&0oh)r)v*ch4E0c(N+BI+ZD)RfY@Tbqpt|P;d z(y7z$p-)0YMJ3;a`(gYjhYC-UxyqVK zu+HxbqHiy{?$6?82$R3B+To(4Unhs?UkpDz+$`4A+<^WjEOYoxAfTx3RTI^~-wa!J z8A4gGEhEon8}fYl7_;3U0ai z-?$uA%WN7OyIT9^POBnm58suR&UMW-{g_&;udi3HyY}3LotnYFD_yKq(u}rd>nOiR z$0)Rb?9ga6@9hDaK|{Oe9{pkH=3$1mdVuO;2NheD|ebV_=A}=ZEwya3c`8g>mlBPS_=yJmm2cJwS zeLz-1LgIvZCDILiSZZn{l|1G~(5(Qa%>^_k@2oC)n}M9btp=sEaCdjw3;%H_lbM;d zbXay5P*Cu0u%uST3OmM@l`Ze92tQ|)ecJfR$;MZnHKke5Gtdn*O1ux|vUem+rM7o; zNM!kzq@?h8oe)753!zZf3hjMu5x>&8t2l3!WC6eP-FbZ5;$l`1TRzO`qTjo|?r#Cl zZx4AO_Di)tw3#r1MmlaJ6geI-Ypc!( z2Z=2iiDSEj4+&EO8$sgVF3;BN!0`y-E!wg~%s+7!;{@+cOwWBt2?zal=#!#;Kn&VHt22 z8}(gAsq@$sD|*Jt1R~sA8Jwpy0U9fwCBqe40n##N6=Y&@dAfy$7|_;fBgfz0qi<~N zPbH3wKhs~~sTL<`vNK-Q`J{xc?H&}2>J!896%-INKZoXhQif%T%_UY);TDyG= z_Ns&(JMt0yr-Vx7lc=O38yy4w3yts|pRk1K<#*v#9SpVtT$_iw{P&TO7?}R78~idS zh50f)!CdIq%XNSzCNfmp&Qmt_$FH`7b%K;yZyDCs;g4?|OlPr^@baOvHw+~6$6Po< zRe7N~X0BAB!mejYI31~{cM9esa%Z|4-5SKRnpMw-l(6MNgTX7H5swPo^L)!Df~~N+ z-uy`Rj>E;t5A-FM6~>6rWPS1Cy?Rp6kHa7DypjKy6taLnr_EzSW$YuzyVIR1w3)CN zioD%}tu3@1sUXf)ql50H2|ZT`1QRRY!sJx|GM1SBn^MrVvH;}RBsH(j@+bLrz`Y&c zMG-moOSC2k<{DhPj#g+X!FIe2aD$t-(XO9)Y(VlV?&Wpw-fe>)&>IsG5iKtGD%^uG zGBGXf4yTKC-|+pgswd1Tj*6N-FDfbw+6xRpgZO1;K3QtwtKPms5D7p&wci=H0jHiW z?urU-B2517u+3xw5Cb3pLXmeESkiv&cVXw3*4v z$h-l(hW=v9?PUEaAw)#~4eKj;bgQ4(y9;V2rgdChd0`Ur$-baRToBpa(n`1Gg73!@ ziOK2$E&Gw~p8V4Lipw;oHxNqZ;_ucmLEnhQ;TJrenl+Rb{?m2(0T4I^xjMQsRVP<- z*v`s4M|ijK`Vlh{Qr_sLsuLUQn@QWv@5z+93JTZ(ArJg(&Y6=0wnD~>i`%G+#E~C7 zuZ9LmGCA!Irgdz9Qh7mYySc!W6rpNsZ4_~F@i?xU11Yo_`J|*#^6m;xZmLl1!}E}| zGKVFhnEf?!GYjHP{M#oDp4{kPs+i)=gq45am(ZAtjZ1JJ(+S#Hf6ky}r2jnzG|F2B z{fa}w>q2H{wd0OC=;#IlJGHeM-z(t#v1PA23Gtr5SHwfk=KQR+YH*NxMp;$IO|q-2 z>+8{!^3v(?nlLr>akeafo^p6k{6oAflWE9NZ#?#wdsYBlk=pIruG& zkbgx4J7aI3J!mJXjb0!5eUU*dwayXh9~Kriz4BDZ9X)jpY9){w6~}pbvZb>6)!GJ~ z&?fH6eDY0JIWKYgN#@S@K&Utup>$f94KY`@>#eY`tcNBZ;UPkfJNqy?t-!?b|G zLU;Dr7+*i&q|hdcY-YyIzrX1>6S?yN4o@$%Q{!;X7pJa{We8Mq$UM2=*`a^{h~u{# ztN{rM1$LgRi0MGRBm%E!&(IRgAE4lbD<}3Tr1yocJ z`1=%V!GeHcI#jz|r|7(D11Twozxe~^JkRoXD=I5HhC3JN#(uauIknV}F&u843?M*4 zZf{Y*w{#xxBWPUK>KKW9&h*BSe?BF{mu$EhNq6mcu}d|a`5`y_In%3eM=>Xw(`UXM z7j$Ov3;K2`DVE4-g?_N$(>hA`smGZ)Hd;^_~^H zE!A0tXdpE<+{r%8RU3G1lA4wEw6QCulUr}#z04EE8NFg~mNsYW4xdSqy1J@sXyQ-h zFg_|tERMe1(FZ3jPM9%Bx`tWyfRy;#VuS`en-}auo6&PG=B%6t;k8}itsW)hE#T5D8*wMtT*|6iC3et`rFm6rC@a$`*er_k>FjIKJS zac>7N^#h2yWCUbiN$Bp&@$m4azg&?jtti0I(dol(?wW(fTzk=B7N`Ui70HM7gMktO zV7p_KkaCrVL`T0ayU}gLp*i~b5aK7JMhFnBoRg3|7-RL}+eP{$NGn$vSXycpJN|ha zDo_4hEz3$5$9Cfqw8{NFM7sl>&g#@%&ZVlzoz?(1>)Gpv_gIkf=Ij7)Mf%!ZnxTD_q^oC z3pHYX6SCmX*e*5JZBCRZd>asl?`7qozq@{je`6Tw4zGskj}s_PqM`p*TDk)dad09k zII3|YDp-A&485+0LcX4DDR1uVsKIz{c|8gzDRrr17YEaz3@42WN{S38ZhuZl3C6$E zgH`Q$^$67JTFqL0!%9u~nEt43W_o(DLLsMZZVbQcS(nT!FaJ-pH;YYH+z|bR_reAi z8l)LgKH5u0ybjBcgi>#bdwVS{tsUu}qk_l=-(#LO<{<(kncuY|6g$MidZIMVJ18X{ zehzaR{~h4Gw}3@EKISZG&n}t?#F+;HoffxUU{zIIDb(l2w4Nya(R%?10JQ^dk*JUue{C(gH!tSws zxmRB4Wx?JWCZ?w7Ghe`b*v+y(p;KiP``;K!m(6Cq&~V1hJqqmG9V=pm#Wj6{hNuS5 z*oszXXXmna7w0lEZm19v#H;e{**cp3RA?v+c3&IngIHW#q&)rj?mVz`ZmG!y6%$?6 zLP_(#1^u|Bt`sp8!v1k_oR7&!#MI({NB+5Tmj8}K=6CwBp!f*iLy<|_>CwE&GfvA< zk>Bf_l`jZligj>_$-_QZay%9~^Q9MUT&6C969gR{m16yg37WNUtUN9qUnL#W+0NB7 zHJX793wq-j_U{fD7#b>4ZTx|Z`OlMHh{3Pl6Qz&!hY(#WRBXskg;cbe=m!tzud?7S zDQsF8j8wqqBls5we_)zU`0}N=QqLiFyfr{5xAb>*7GcW9m5K24phE~e@Bne}*WY6T zp`FX<{4DUJ^;UB6AFuH3W8k5#Zb=SvV|rmPrh%4D9NMCxb?Sh6WLvyu(T$BrlI{cW(!yWW;!>c@|V7 z1%ybeZAP5f(@^7qnR=1{EVkKdcPE^Zmf6qGzVm$zw?OIPZGRn1ZupnX*ovwm25VYj zxwlg+v6d;P#TKGt$5Guhryv8& z3z5xyP$cRK#K@B8`^gU1Ff{NwwRe={AjVSLB!X|8(4O$Wp08;{OuS9@QJdXdW!fay zwBi4&xJ;0-xA()xFTuXiiyr>QX&3NC|KQ|W9+;%H>(5GWlW%o${*l9z+%kSJq(f)72Q0%y&{>>!^C`4P0D9Z z8#*yE(!Q7$u(;QRL91|?R#i|?Dzo$9J!1Htoxxi$Nz>{1(S>S>M$8W_?zEho7$(w* zR-oa`>f390+vf6+HV2O)5&n^7X4E-i;lIpl%rtr1GjUY@;EGcr)Qv4GV>9*QQgLhY zx`+u4ZOj{fO&_A{Tjr0&s*rHHEV{8-Vlo#y1!)N+6F za|x;W4iL4doJn_gEVczv8eoDMNcckV*qu7PeEIK|_MlZctv@Uw;rUMCbxt7yf^5a% zVOIBTj!2Rt+$5bO0|VP&e%JkF#X*z%NP4)Jy~$Vjpp(`pIm^*cCD`t*&dP;#Vc}4Y zLJ4)Zv6WJ-dBLo7doX=mU*7W+a`MT_H8V&{aG&s!hAeu$>jAP64NYK(wEkRIDmZBf z5DzyGW!S|ZbJY{@Z{iqzHylQ zFR51v90&xa+l1^kLmE64Ybq@f*WMi+^esy4yp*dh8tWJzJ6nf zk;~L_5azu+KZqzw9M8}d%}mmmsttc;ECpVjC||Mc-vTk~V^y6ISz zFbVv={PIl2yq@aig=4t=`XHP2LFNhg`tj?RxUDU-6V@vPi0POL;gnZ0{G?Qh?0o6l zk(*U58`$}r@X>$M^BiD=dt6-3Z=fk;kx@~4J4EzyQc}pa3v~fWNsoDWIfLV}R7|kJ zwV$W5AfAHwUC+Xa6%jxcP{*QzF94PY$Hs!9qoWT|{CXBjY#$EIJY}XrgS=_aBx(6; zh-9~I(Ed1?o(Qmd_#0!CDOncqOZo5ie}F7}DXE94n|jDaB!B$+M9EK!0s`oxV-xb@ ztP6+}y{9_dec9pv3#F9lkunume^oyPanw`1)t4ZYy29gfmS?cph5x_l!za8*$jFz2 z54S|sp7_f=@&7~fIzh>7mM^NHpga{oU&YNA zIso1QJ1CFZomD$K^zHc1GJ!qd#rGp#HulpM9&a5>Z0yB7sbFMQP&t}$?}D2v)R(GX z>hd>c@IL%K{JkCEIJhu(O!4MwWbj2sVKR8~JUx~g4;|?Bcz?3-4Rh(wnf~+l=U;*m z6)9o8g@kc}AMo5){9%O4*2c!o#DsrP*5CI~NlWt^NjJ2D!IP-dBf}roC=gco_`d~S zxF2o>5Z&EB_K-`(&gW7Ju`@*E?oa?FJ0;|$gsAeG`G0*BnfK9*{KfV2UnzxH6z(~= zfV@Y*e?6K{1n!AT!N2Ree>BC*8z*@G&kFtdCqF&^UGOz{0IU#$C+dGbDgd>TDr=Y* zQE1D0&AkP?RB+nr@9izVN*wzt_p{J}_;s~2od0^6-0=J!;$u=!6v-DS2>EX>QJ!xb ze2t9sm-_wt3U=i1-J$X^IWNYHt?P$Zz8>8MchL=A)nmPu!OCrBdXfKnCt2;pM=z$n zUDo>6nPvgJ^5LRVA9Lzk9QPlq{`YnA)iIY%QaXvi8@jJz!3ckHCg=xMSRV5C582^- z$&StI{dQQAFKYxRF+2zZg9Dc=)t^t-)+0b%V7vDq+89_t@e@3+&Jrjq=l1skcG9>@ zJ3+E2nr;8qdv!xjWqx8}A|R-a7x)6*9XH(^K+DcXgh?tpaeVyvacD4&iiGo>2%@Lw z=9bE>LPAFOEjEK{F*2l3qv{^;jJY3Hz$8qXr=0i@eccM=UM5D_`T4?UfJf!5mY07i zYI*6nRAsWKnG1%5)^#POq(pag(AH9kwDB1vbjH`Vl<=Y zb0bd|=&J*;fc7*(zQ^_#)%wH;(C^2pQS+(D27^Sx-RSmGYP*N1qP z*3V(Onq(1NNIK2_EpnoM*6UZ?dVNw?)i!T3OtAz!PKZEX#y%lJ=Dsi1;iFoFVt{`0EtDr)BXTw~iwtT(d(}2t?d8>3(=JO(xIBj&R3a`q zoy&|xk=~n&qMJ)oWRMTEKie}xVjN(TcT0exhWKrz`XVd{HVn4R>oRP>d7gYr9-5TU z{76z<+^_t0LYLT&1M7aT8y)EC?au9JE#EqB^mUUjc!S59Rl8pT);9%wVEDp7TKeYj zb#=FYb%3x-iC!fGi?h!%z5VJS1OBbl9ZkgV@o2nQ1L=;PcBpGk$9!X@f|T1NEr$;{ zdl^~TuDOP{Kl=Nbk1l>qE4-$Tr4*t%Y|kpz|$|SuZLILOzRJRe-GP>FFM@SM z76V#1SkHP#DY%7p8cIlZQ-VQ(V%=~qOL^$;#R?@|LdA~3(LFetqqQdF{^h;jcmeM4 zi-=%vYsa{E6UXqy%DEAwYuD-atlcD!S$&oR{X4bRs+JMHS0$1@dp+obs`uG)EPp8k zf5B+lj2#!>5$LvHhqxSee9Whs$s^f-5_0Da#{iRKlmY{UTiL8n(0+WHJ0;O#eEzTwuL>b6#=haMH<-I>20&r zMgnb6Shk;HFGR#-V{#pt()xEQ9<7}eQzDrO@_1~ zrPbAKKVqbFn+Wpg=)Q6peUW84SzR@TTfS?=+xF-MA5j3<@rMfOLi+2B50V`n#8i>sSo zrX0vO9yG!9;`mD`Qyc;FyQ>9XLVHdLZ!CA<=L4a@6TC-r@ zmP-+4I|0P$%$SVqcSpC73@LxCiXz)ULaqEJ@DKP`emCB(gOMl9Bt_N(kw!M|8QS> zYiVU=b#gF+0tysD(hRB;DXvuR9`pJKpxjAlYVrxe^eMq;_Zv|;q_h1~d{Zbx@X_(a zf{)gl?Ch)r;(gEaOLX=n=_r!C;{*`L4xJAAYm6U%+c}2Pddd&-Xz7wyGVH5at7$}3 zSS}Bi+E-VD{PAjzf`OG0B8112Sp;>2skiqKa z$Afx2uQjgd_#Bxb@(CPLcg@}gHa0hi$lRl)tEjeF>J_9s3j z6vkBN+f_l_5zV)k5waM0sRA$Ys-^@snw}GCZM16^zK~MCkwRhqQCeW$8nmk;H zE{5zmELTGlx$O)Fni1g|5RmMCGm}mrbhEHJar_MqAZ7hUueBI~)1K#dU4k9?1`W=F zLkoyK_%^ArTL^;sLVPYv_yq(7Sxtr|qA;`teQzHNU)Rc7j7NfqK!UpUSA1P)badCp zEIGD!t1^*~k7B1;&d|`%)XSZ|b&(`$Xt3DBHrbLeVAvSzeUcFb`Fg#2jc)HNE1kfM z+e?xU@yvQ%+haQ)J}D8k>}+nLPOSg@M0+@2hjFJ<>vurVOGxg`RG>twK*PjD2C-l7 zC4NQ3O@NGyyvAp$;;`1EQm9+=08;8Uzd>VT`{2^pNJj;AllaIf>Q}X7O+YkRs z;8DeRN!(Ef$~nLp`8@c6HSWcWPfgFhM-`9){HCbk=iE>e!%EXom}R32bVc4AAWxyTY&>MI2$bLzG%_T&mC7u>&r_yQU&JugL}r%&=?g>hcA~h`iPk z4lg{<_wzXT>rEI4AuY{_zHnnsl{PVy<=Fl1)KkS$7CqZnNDK8Oo<#>UX5S>$ZzNwu z4xk(=pe5ND(33Eg%C;w~sHkvQ?w}JVnDD)2kV2buO^F_1Ws0~|s{;F$)1TJKx+;&omiZ3+lDmy}PDcS%PXfgiU z#pMBz5FSnF`L2x82?qx0bc5Q~q3=H4aVt0Ldo+QEO`c~hpjC^$l~n{tflEkAF2(Ob zmu_!RCM(QX5_ovisu~g%?*P{CP3ES^%R^%K2Zt;GNS4}KTM>YE4CJ|6%2v9UHe5*t zQiZ#LX*Bwkjg_laV;iI$0|c&x>PLvjzq1DM!&po8^g!y9w7Qz>M}J=@(0!Eo-XQ?W zO2WwrbDc>&w2zegGcOO+^?-a|xR#}{zsKYKFSTOx!ikIQpMV2VHEpFCR}9OX?f!(a z$CR8L#Hy=nitMMjH=y>@tmW4XTOciU`mw#EYbSxL8eo#NP*>L0%%6G6zsbYG*6`CC z8?DNtx!=Rm!GeD4LnURc-Fp6soO~{jRj0qdm{~xuVR^D_B{ZrbhLEL$m5Yns5vu0R zW)&>^^D}k`R%@%cFBRAhuKN;8Yro>f?CJ5sO3hmZ;Agu%B!*soUFM}+d#q8n!|J31 z(Bm1-CB&JpZa&`yV#?@J!Lv_8^q(YxeR(ji9$eE^#-VJR?B#5_d+-UR3QFg8HX9$g z0>$4ozZmcUAQeOJz2@ZP9A|kIAwi9~xuB2>>WGg`PWG43AhjMvrHt}WAwdKE?~et{ zOiT>gFQfc+O@EkUWqFO#?eTy?C^{i^--s!%_F*swYLH=hwdFbIc~GS`GXa+@f&R+r z=@~(LY(_!={nvFxJw6&LP2;iOWPylSTPO8E)xZu*?`flKel$KHthR5o%U3B;ux1Nc z1ZovvPKY7;!FQ4Gu zN6|xqIPFd%u$vK#A8>GSNddCE)V9wuGLaSS+c#n!&$A?1oV#BvQ2L<51*Weh9FBQ! zX{37-coC(fqU4Ee^P>rimI`PS| zHQ!s$K4}K1rzpCn&~U#KeTLKOkylAXSQzd+zxOzWLaI;kFbmKev>A1Dv;a{vb zyUO8v)hQ`+L6o<%Q;uRdEG!F%kS5~;y6LJb>@bczvZO7Ul=U#6ViXq?KRt-qPGW6tvQ# z=HgP#YLvIMB)Pt0fW6nZ(jwIJz6k1)d`qivB4%yP2xKhwzt3!Dn@EG6$tTG=W9j01 zo#wL!bp{g*!@t7kFD+TjsO1Y(O<923k#x3Tc$ywTMbcNWpP6dya1~NQo{lcZ$q5 zx<3T+CG*i-+%BKvFh#8K#2UNy30I0?W8rm(K7cu32r8L}hlhHly=Y!>T#_M~Tj$g+ zH#PO(@Dy=|v`?g9^A)S>yqCdUR48f|4mtXgATDm~v*ULh6Jp|HUvl1B*8t!R^ssVU zH)`z{`7(^mNv#hc>jX#@AJ+_Ok__F7`!i@2;AFzOPf5OxmiLq}zm}H4)zOMX7NzcM zX=xN@=AgCh@`{Qj3VZT`ace*IB)HO)_H{~|*~l#lBs7e^(H)1_z2e7FSEnFOHHbq$ z6{xj;_;85h;Rd3`3 zpFFt_bYgG$_JF8zEaCHe(fGirO@N1kfb6OZ44K(BJoyp(l~jlVVt>2b`3~g> zIB}fnh{PpO*=}>PH$w>EE;Yjrl9-s-P_fR8V)8*(l)VAf^lKfyjOrkyd}0!6T7FW5 z4HkV7XtU*2r=Xi3uVeFj^)nccF?*w!csr}dYImsTA%u!5t+d3hWcVB;uxuV6#zY;=$e)|lVFszHh zvt`rHhPsBfUsg$72_T!fl5eb$@FOt@p&W$0mKu-lFFNlKAkPD(RO>IfQ%}&j{{e^~ z`~cAmQoLUZ779{?yt7?m#{#8e0&PeW`JP@z1_uWN1v{-Su*RJ+1qcweN3xYXJUo<= z)r%YToWf!X3Yjjw!NFtt>V2iNH@Z(tHkb*_4Cb$cV5jj#tQ?HidQDPTfEpAt@+Bi9 z3zf*`M`yWomU2pEpT;J>OTZqC+_su=mzkt{;Fn`tlN4=GCjV z)18T-N(&|J=Esphj)hRpGJJD++Foq~U7Y3hjU+n4g|z$;8)M-R5=Q)r4=8iGK*zk* zr_`)8PdkdJNpEn?2;2+C8oOgv`ZEr+*;URPiz9hqa`OK8_;_cv>l@gS8<6xVq8yp^ zCqIlK3J6S04!az8~QrplV&PYH5+g5=)IaAYh z%YpcWgm6i@FO=-;7|uJ>29u?&U?$%Eva&MR)uDlebhrM|xm=mcDg9*b#nGp)u=|PJ zcY&gaC@oD@{N%Jkty?2zIAmm4WiTXw#XDRv&}}0*?4}?#nv zahOXFAExRLrDwJ6G&gymFBLXgV?fk3Czy|RH_OjF$L4YyfFMAbUM0a@7pg0o_Ytm+ zcaU#wJ0x51#a`+1Nk98qG*gQ)Q(qsnAeUHU9$Zi^GB@5OWrX%wEv_mx9f&O3R)6Y# zec?=!Zn#ec>L^r8X8eMFucO-l_2FQdc!(m!%>O89%_qwYN(5|4+j7}9$V`XE3@Bch5yu2 zeLZ!S24lk4gao)Bf)hUS@=V?Mbd)R^!{0@3@Wv8dm1{LVq`&dcdIH3C_FIZLkneIi zZM1lN&Rdbc2@xHx&dA__cXf5odsvy#T}Wo8{}jJc_A6ENod)L}^a>JAc*Iz>F}qap z@a4;&tn3A0CJQWhDaNHWCD>{cs$W5?SzvP8C_KH6#*$c+FE@ZKSPnb_%`HO@=UZ-X zST}a;9CpU#fvQB@4GLjr2ktZ`nI;Zz$t1%9WXSjtn-w!4;EX+#kLZ= zq93%0Wt?tLQStE+7&;ID*fCgNM?>96+&Iw`!U$@FgqV*f^|HJzCZ{I> z3M2-uOtxx?l%Map{4?BQ@rq|ee4B_--JT~fHh=#T2qb~SB9cHpv9%`~7RC^l<&YuO zc6ILmtPp z)c1wQqiAye=xeXAVYXF+%aP0+*@Ky>DTC7(Vf~l`A?8Nb* zx>naj9H8(w&(1>%@O#7ME@6Zr`9Po#HkaG2Kt-flhREyJ4*(iB>1LeD$OBnzz)QmO z(;uRmGVcZWe*ooAkj>muRx8r;@m$qD9A4h3!}D{sJQMP#TK9`UD!ht)o%Z!f+e_$3 zTN(abol>c}3NU*?IJ*74y_lfWd@CS$%wPiJ!CGvvq0yPVvo=;Sm?#j~c z>^)vyULGJJyXEt`|G}F!Pou)L?urgHKw&fOy}SqD1sJ12fQr!&9T0L$aOTVCN%9ba ziHXSy3-D<(Ol=Pa3^d)trQvj5#$Kkw!yy`2GB1WOv~8FnT!F3HYK8=;U}(7Zn+LNM zO2~7Sx{=?qvB9=-Y}$4Ynb9lq0sKn#aB)$uGo)MZ*FuG;1HlI%KA2snI^W-1QUhPV z)#O7WO9AE;zTGQyr~?_0K+0x?5?z>E$Kksu`5BN~W78KAhO-J_Zv(81FGPMzMZ#t6 z2Ru@#*#bh^-XvQ_T1koC>JglV(xpW{T4S}Hq=vlF^2yHio_=@d)0(c0wM{4_=1H6X zoiRcj(KGAC3pmUjO8?dq4+DfUL?ntN+byoBh^hJV7y~2-?j!30eO9Y~K1g0rfg&-m zdW zM{xz(2nRtC&@$9Kwh zkj4i9R*^y;U%#6m*|gBrRel<@SM*+9~R4T7Lgq9Ds!YSFFFu@pJb@$h5^pOnkH_~24}?6Uw_3XsCD^yzCW={+Kw%Ur^AIdK2UzmR_H@OA5oGVF zj7I94w!1=P52S-N27=Jfu_1loA5#c=155Pu90gwiIh&h@N6W|v;)kGhI2rqiR)LC^ zmJp66lINjldws_5ZFP0Y0ZRXDx?4a)5OK8n@?&9%BwK2|8;IQj0V-v^3o_j?QBnBS zeT=d`w?GdVIRE^sBq14D06v4S@-zjJ8`=k?Wp29#f*#1)#s-aGlm2?sw{Mrk#&2q) z!&kZWC=*TkzCzdjqXl?|oj(RVuN&w)l%)20MG3urt>8je7o_T>0hmkDs{fu<;RxId zgeo$ALEDfBq^_Q(5p_W|eWZ%35)gGP!=#zDh zHL}Fb2tYN|R?BAjtL1Z5>g=_<J23PzITWr z4{o!njrEPBQF<@EkZ0%Sl+VVBbx4J6bYoJhZN*!B2|u4rO;76|OR$`5Z{;c0monZw zvJ-0bpfKG2{IZt$D*7X+c2p^tFx)zi;MC1o9xc>(2p6ng{3b+z*v!rum{_P-3p+pR z*7^AJMJFzu_NR}Z1C=wK1S5zdWS+F0%Mloq9QXkF*4qU2(XKf%kZEqs#ifY5yoP&^ z=`PA!CPO_a<)Y8Cf}anjdaZx7tu;0ZY;NIS(}JGE9ee!wS+XD?Lx7yhma(cN^EtCR zUYgYcW-dKF-2_8aFeuB!#sG7p{{j(WXlMkaS1ZfQlyPH4cB4PiepEkQS{%dyyB7GD zmXREVx1diL^$Y{@QPg9w+US3t}hWpgu-^6;L6j*bq8`5TJ!{Z48w=3E0}x?IfMtxU;6t&AzvC>WIW1gxc511U&$Tl z0&<_1FgKEr;2|pyN4h#oP~$S|9F~->VBOh255^*k{QUV*W>!x7Xvd>3U#cRojDAgH zm;Zd6`Z_t1?o;C-%%SyDxT>nEn2wt>$lNV)+A=nFMM(nI*KlQ@hUtcPcYC@GWMhD# zQeEZ6=xJwck03OBLQ6}dM;`=~3-k)8UuqUw-rsPJ`@)5SCBk-e$6i@g+acj}eG}OL zQ{A|7y7bZ#@k`yb)puIVWXp$j8=9M=mY}UHavD7DFk}NjTvSIZ(eO?XE;vzn2Dlbn zxnI+uwp10}8dUXQJ33-yW@qc~jHj~sT=Q&hZMDwKNTWurkb~wm;DO}>=-vCOswzc` zZ=e`nqO+q#M1g|Bn?rkL_oJ;&Jtckq_l|Io^`Ae0`Jh~%C31rjjt3M%{;$Cpm876# zPYYg;ASeI+E1z@tVMf*445?aI7J|2L+1$={i9v2RYn0{LddgvdN^DgX z5C!MH-xx@RhtXi}w%YQMs!BN3HQ?gPTuWF$CbAt{m{ARF1;72Q$~=N?%tlm?{y{tFBp#V&Ug?w zMQs-g%ZYXyE13%xz;h$!RW3?*o-eR;h2t~8>245OxgAoHySw87-b*CU6ebsT|H>GH zf|u)^MB;eSSPK8ir87hX6#Kt{`Uoz0gM~C-s3!CGXQAQaL)NOkjbt(PEkV{xkD(e(n9c5!tzkX%qe13Hre(0y zxWbZLAXM7Psnx&W;j>8byXI}e-f~vj$P0jioRXi9|weBbG`67bt0<-#Hl^V7}l(Uwc zWSX_Sp&}j#Y2V%&5#RzU0s8AFg{Ug#(ptr;^sk=Le+sFg200c1%#Ybjlxxd#%97wh z2U}IN1;v;y6xMcgRhb;3P%N(ZX-(GH2{&IKV?abcJ$nrh4)OKf6*k!N=H_-W%{NzR z?jzYSkN$X`ce_O7f*znkk$iK!h#`T?Cf%v`e7Y(i&%)W*)Knkz;3Z-=#jJPUp=UHs z`20Cg2YN?!f3s-p{wYx1OS&2Jl$Yx+_I|4v92x5@U7|=YE{xs;7RdoXxW|`Q6cE4S zV$=%L{!tq)k!&HHBfrtPjfy}8CI3I@iFKw_#SR^M1ZEd!cV1s~hWuUMaEmtY$0fZ9d zm_aH_Otyy|ME+?CB`HsDUrCnb+t68GT_j7%9yQZy2IReC7hona zpN~fVD_%->{j}NY{nc7K;F`qr2RYYc7Jes$S|3!E7r@AT19N8JCFl<0!jOI@oxuh( z(ZlIVi-&Q3WaZx`JLA}gCMLSo98HZ*6Hehq9dIA|Gu3);Don8&z35sa2sOmCKu8Ew zuCLdKK#%FR<<5vwuM70dtStEHNjl+=vJ4K!*$V$0Z2%bHlIBarT)UFjK-Jou!mqI6 z1I*fW*^IOs7&xs32w1vm+bjIKx;o%|30?MQk(87kuC6wAfE=fo7D(|i-r7=OVqrxz zGQR_17y<%lU=OA^wf4yVHq-zqNziea>G}o{=dl+)Kz(9GLu?t+@SM%z`5iW>LBLMMRXezL13^AWq$I)vWo8|8e^4X~uq+^4AX8C6TO+~@LmPBq zm!~^vugR=HZeA4Nifs8*Gyqs1-(J1>7G2|7VizXv#@iWGxB7_CJ`UwK@UzP91ie?t zEake&Kg7Pn9q-eRsn{8MzW0uQrzL*5w?YOLdAH0{-W@5OqIAK)f)j@i@_IzVP7Xoj zB`Uvd@jV3U6ohXmiWh3%GimvV87@DJBo@q{U6Yxvw2kT`oiG~t!W0@>8y3&v7@Kmd zJ!xlai;Nw!PsD8+*+rq*m&nz5S!Gprw2yToT?7VHV8CE4yP$lX&>E152h=kr`$`W5H8 z9|uLW&TqtrtBhazi4cXR9&D^&FV8zhM+f2@JEmMEncF&Qefnu^yRm9kr{C(uiWyJ> zy+FpoiuxckjQ|l#<0fEK_q*C}Afyr%74&&EcXWK*mU??4y}D{GCEDt2UPW?v(c~MY z!^Da*=1CG*GydLpeQKkYtD3ZS+UIE?j@XYDV%v+y;;2-CIPVHjUH2f+wEle}XfuIN zNh3sD^BKpvAjIfZ(y!aV6GAEKIDQrZ?@x=AceknXgd~YGm(JJA;!QKw`OwVXgPE10 zyu8ka17E+kwjE#uI<7B%vpOFe2L=T>h?-_8hD}dv0wb(HS!y6iK4bhMt+<$6MMdQh z|B8x^?<*otYVJzNO{h{4{dF&(P3P){gG(_JzCg#(v<%Eq8W?#)r}EVsYBr+Hol; zu+vJ-IF|(FGltsq2NC^#N%}=82u2+rqciH(LP)uVwkolHmH(BPqoSfpsH^9iS+==~ z7pb<-%rs0)*{WfnABG4EbbBwT;LP`cX)FI1TVDZHWw*7vX_Q7$(jX<$QqtWe(#@tDY3aU;@0|1B^WSmDK!)OG@AqBrT5~@0na`Y4Qj#x;%671b zJ`j5qXxxHU|Y*t%vjUzY$@plmT8Qg{h9+PkieFC{Dv<7En0Yw50oh}p_RSw zU2*!uqoVkL865FLi&M}cEl1=wny3@1{?nM1fLYtOp}}2cdMc|lkKima@`wNx8ynkq zJ(e2kY_%z(cvb_N3ewPY(PuT}k!aO;ehxsvG6c;Tm5L|9U0{*OKFR#?qe2IHHRPw$ z?m=&Z?kU`|v+)01$!(o0g%Ctk<83so(i2WDtn`AOrfZx5+voZ6$(6Kp=wVXBZWp_& z0J*NuKEBm856TTF57E&P{PX8e{fVa#1*2MNTX1G+{@~Dm?hRYa>gc<2XpQ%dD#hJt z3N#F*29LYGS&1?uMzmvkny}UT?-PO3xXi4Y7EAz3vEALMSy^$wI0$Ui?dgPnmgn)? z`p0iyvD(e51rOVxBcTiXezIq@RlR@6~_&g#er!Rq@N&kF_^Ds_(c2>dzRk zZE;fPc}LzaqvzHC&s79svk_f+Rv-x^jFkulN5~NwtzKIz1lEc9xuV6YM+f$kA*4n! zW3ms6(&RXJI2b(o>DKYZHaQQ$(cIC;#;}0h#@XnbG&N#ic;cA}B;AHZSV;-&ft2 zML%Cnb{ouBdy^v8nU%)YthXs4t@w^I8EG4}xY6ixlInT-{Du%@fW&iIh9yw}A#5x?O_gK*5HsO=YHXu)bM&(6IwEe`@zrRb& z77<f`@CP@NeZ8=fk#zR*dXwn0*TN%Xs=-#E55x;$Wa977+!~_sqTU%5__@gUN zSvrAEuj=~%`E!1gE|=^g+@`gg8;-#3b`%^6{Pl{LvF)P8>>?$c^hN^-BxX*M;Op|n zRU9fI)-GxjmK z;|Z%iY}|Dgf9Y)`$jG0U*oQcD&(I==w7&%ZuiruU`n{;5FC%-+CGE;H^Kx8}la{Ru z@pBLa5;+7ds9X(^qtvzK@Tu0d5&6e_^ojI0dzxhB|MM@l)3-Ejgqdek9_SU0z)+j9tyk$mHVUZzM3hW)zo| zWyFocWi^z*4W_3NfucHZTpMgLH{JfSg!oSDc@dB2%b)bsv1y>tD8GbI@<1W&R8)et z6nLS_%lb*yxwuchlQ|sR9F;3w-rQW6w*c^ImL%;l!NvCq_eCsk|DQ6JmWXDL3k1md z{-U3+udmQx4tHW%9Rh9&`pcJ~w!Syb=IZX5Sl|BVt7S5%ru-7}6HH`&kJ9`+iQoc} z3T%=RZ>8QCl>7IVSi}*V51%ekLw?8qV_W+u6TvD70jWrmgJZoB@677R5EpRmZuM&R zFS!ZdoBnP`Ic$lvO7j&U{O)u3I(lf*jAQj4Wy)o?r?(eNmT<85*9XR!RJLC^7s5(% zbkBr_t`K=MJ^!3GMMqQUKJ7u{yZHm;O=4 zGSe+9$VSgrrD4<)aK#RNQ~j?eWNq?(=;Qi2&&QU=FL9OK%ma6^A=8dAL0hTIk1!XAuiBC;nrtGIe{}RPWO%L;9v&X*F@;Xb?~Mzw zyFS%m()ihD4m%-acBrLSAdLp&0`vF(o}e8K*1{kICq=5o*Cq#8g5{V-m2BD>6r2vm zt@A8YfiYAswx}JUEoF%%h)vCctkh!H3o-rwcDcq`kEiaLq7Vk8k31;|&)++;!8cYwvzUNK#wu{!vm>!%9~;{JC%(M_&(PX}vUM(yfAswu>$wyM{(awvQ{? zb}hJ+){ov#m?s$(s=QKBQTdjgJz7$KUXw}xTB9ks(QA3cAZZ_ytUeZ_^;5-(ezQV; zFB(fLygDJb_rr5=9#l22i4L6p?CF69HZUU#4wCqUq#TgBWP()=41q|(!ouR+`}b%$ zqs zlg*MT&0`2ui2r%Cz&y~mm7)fT-QI1qt{m%GOPISM0Xfz=84)|*WHzW6TB0^RA&@p^ zJD3TyUxPaKaLjvMr0Wy)?0D6|4lDG8{BCdIA#E!N9!LH3nJeQgEmf8$%Lo^16;c%T zGoLtF4qv(OcfUD5Mc6%%Qc6?a=3lg*k^5($U$;>Nuw|@3ut(sxSD+ zYHRPlzGNwD%V~A}G9ch{n9dC~xVQc~(;bE0 z>)YZoB`qx!$YmxN{CfQrLlS6}d-J{yI->!VvUf6+3eD$oX^C&4tEQ-d#J1@elUcXL z%0+;mg2{rLApmI7_pCb}BZ=OQRUPbR4fUBt`bKp+e z`N@gH(_4vtl$A;KyjWMw`Zv^dfL$#w)E>7t+8T8RpD|a$((B{X!h5-ef`B#H_XmA0 zFQ$BvS4sejo#Ay(d~kyh5+zzzJIwd+XZKXVSrVj= zF5?tuk;XygP&NLN^^zYww@_qW-p3GD57=-Dh@Y%(&ur@`ZwFZJ2TLdgAfOk}58ZnI zoBN5KN=)k^y}GUiU8pT)*S%o~SGAMVOw~)2a;6L>oran0LH*M)#1H}^(fl9L3(`{u^99^-A&Yc2naMK^?pi{T49Fscp?Lc>PP zC3L6N_>;PMe@hN{aB?5er(doru7n?OG*XP<2H^V_!6<=i zujB6N`TYmC>*<-+Efg!*H9on|?biJ9V4ARtdnRyl49v{k;=*na+m?GQf$MGLK$tdf z`34v+chB>LYTda#KGAn}_qx)be@4U6cUeC=;!R(PSg!fMK#(>4#b5jo^m8e0fruv> zvzM+X1R)se+#6OsInT+FZJu^uNiHtx5()C*2PIw~DTm>WzT4ElY84(@nQK1Vv?Ma= z=cC}XpcxzQS6g6AE*a4`NNm4%h(*?uW#zYF@?jif0XO|7K8>Q6iDR5Lap1kL9+8}pg@D_ z{xW3A(QoT_#U_SCD;QKhF*UW~U_<_K@atl}H+P&2jqB>Pq9fd0lCCTH$>z|(->s>H z3L|zLTs*`ux!`B?3ZjKd4#PRX?JhQNic|rR0hCSaBM-|fId%H|sXluZQrLvgVY~IG z6GQ2ZcKe#y8|Fr&Y%^|R>A*-v(jcp8>!@YX1nEW+?ykclmtT>`A@42T?HEF?jO07M3yy~o3DH> znBj!UmFq0J4et^^&VC6xIf z7Bp(C!WJ$7Vg86E6*2{}z^l&BodE&q#E%Jp$MajaYOJ!}+<9%!CO5Rj!*6+w)#)XL?3?CPn-C$Jn;X?-IXTHk>WHKdZ>?pc zOs%v#UF2jflMLzB`2x4g-1t0E`9<`dAvKrRC3!8J>3y~3{8f^k8@{gR&2m*Nr$enZ z4469WIF-)-XaP!+blnmf1syj(F=;}Fvm={w5QJ~8))a2E(s|rRY!F~qCtD7Fm((HA zc7B(gQqhjq1h111p+kv^!dt)A1Wp>4IsgMYaI?QFP~z!%OG&`LB*H=o&FXc8_@<_6 zYO^qj+1s;fYH3lay`oAQsGp8}9c)nkanix_D$^DMVY$Dfa6LYJXsdb|2VgLoW7t{%gWD02%)rFC&{kI}RemjH30GGRV9H}@<*2>ExOjJ0@%{Bu^$wPw*A@xtJX?HXwNlgRIdlz@TxzW(joaThM zt|cY4jEv%RC>K8)5E&bPcU*hK5`xa~Wi9ty6BhX3>-+!~ttWU7@^5ZCk=+4+`gh@7 zDk>s5aJIdvcQ{_fpO~Da=HkkO)hrMLQUknTl7(Hk=oFGiw%kr9PJHggqkk?o8bXPVhOva!OU1Se_3r)F}goIFYbdf@$!|HL4 zhJKNTV>~DSv<-L(Dm?c910ouF+VjGtLC`W72WN%o@`q)eeTut^ig7e~4oLcb=|;<* z-Z}a!tcw8AE`K@tB|aXpe`5gR%dPi-f(YL-&KoWv78>|X=%O*DI-?O7|H|RJClq%} zDA-{(RTo&OZM$VHdq0H%!+k<_=&|u@<8nFR0fEWSq+%%&SA;Q%#i<~{=V+Pg;C#}5 zcjjoDWp4U*Bfla40Iyo*sW>Mx_ApN(#HF{@x5aBI2d^ z9(@msclD^bFnM%{-u>!3f!lEu`-5Ag^$nfwS;wtZFE@*aZ=CKy_zw9v zj0I={0q*70M!`qhO7wqMQqy@;*@pQsdTV-E)S9mca1Ji5;jom;j4U%qMMX$k(ituZ7qBWfFk%58WP}G5SYg$5lA`jxKMq>4VKy-9C3IurfWs0)aCy-9fGr_b_@qB5aTje~0os0C4PpGSr#`nrEo!2=^aJUDt6&nv4B7Cnx(bDkf~3{yw} za4s{zcr=%0yQVlS)LD&#ikK{9oeDD=&g2h4>!RRy$9s{6`|4zC&}px2u?}cxep!?6 zMrf9ZS(iLDJdWhMZ%)t8C*^gIXl&*+ja%52Dw}qJ>CxaCoc~Bk7PO?}61rks-y&R2 z5x&I%bO6W{F|d@`&7AmRi-n@RrO|J>{O!0#OB*0Rd^GPGIB)pLi|n7Ex4uMuV5m*m zViWiv$%73>h%Z16ef_ikzyQu5ZS9Ze_#Gi14@d@n78I5C^yK>tOd_E8R$Cq} z+k|%;c6E2dLqMJ_aMiGPugbRd4s*Em2sguLg;qLuOz5m}7R>X+3KBDLu>#?x_D))C z|J!-V9DDl;2F79uZ*MrE+wCPYGpkR0o1hC)9gICse#0g|?>pEy_r_>)+&Y*`V{`tk zEthPMZ)vr3FP?cbOOnP(0Q&l{G@o)G%p5Fu9CuOKd71}f@NEx*tD%#-}P zr{SLg5plRYSi9K1LfyMJWMcf?C{Mngv_uug;s{tw!yeBg%&c)YD}ltHEB)9~#Q$P) z!H^X#=bluuR)bFW^$p#PxtWjctzhf9uJ-5GlNcw<18iPhd+cu^7T{+}%m4G+&<| zEJOqL0m9^W)YjG}bWu4uG7?Ikd5w|CqVpLPg=^P;2`PcKfQA7shl2CgfT5hPupn-^ zj&?Ju8hd8@vi}vwfLW7 z5rsdnLW{Qw=D=MZ<@oUL6XKBfG?#*eIr*^Q2|s8d2qz@;;;WD&<_#7(98<2%*jUf} zST7)-YoBdivO*X37}qel*hu!)Uy?tMj`0)ucTT`T>*wp&Mi@Vqe!DZ#o1*oYnm&ek z&Re!l*yM@0FDSfDD+W%$^S^|h3>)@*>V@o$(T0zXjeW)vzUBt8fv(4ib^e{6_i>r? zSr0(LQ@8b%_S=1|c!WuOUmI_RIMpAqM@5MDU&yaluk2R*>(4#ZqOSmfMY%v%@Mmi) z1Q1jR&&ls-forv2Zlh|v#K?iHhrfZ{0+eC$Z^wQgv8>fKh(fHX@H?P(k&VpMIKcYc#m{TruQ)| zWI0z&*NN|Zt@XBkVEPq+H!TM7GRtxDcJt?!lBy* z4AEzm?gz7`*w3DaD+=Fq99%Zs9CWjI-?N9D19HXnCUW|y-!#(*Hg!mP@GS8Qlj7a= z+lc2$`*zGsOz01uhp%r>0l=iW z!mSVx9l4%Wb02jqWw=}kIMG9)*zBeXy&#l@KmZLSF5xNx2#AXGT6(V68!!QSZs9T= zgZ+$w=e4Fo$x$wg?ie72j;WT14Ed;#`8hvhF4Q!`ZD?nAHL2AT-F(OBXyw6rmCLO9 z7jUeR&nbGhC-6eNA(VE<0!P-FjO5lwGN@EK*O!37T72&x;HTjzz)ent5Ev`HVTCnE z#Zz#h@jSz>`3D>Xn*yIB>xA-=U9Q)uVA{2Vofn^F0z=b65-CZ9j=cSe?-C`2TNC{+ zA;t*xHm~L2Wjm?oA!A%WVweQHh7?Mdw_#vN$Qc9Cu0m_(-L1V1`xHBUG&}@wStQTX zAP}G@($={=kfy~|QT-r3MI~h=#{t|972Z>iiCRFIPEDyMs}rmkWII3qaxNvj>LwF} zi(80iV32)OJ^Q_epD&$UUS9r@`ihGB#^fp%+S`Xm0`V1_dip=q0PETJ2HZC)=98UCFVMt;l8Wj+@r*iy{+v*J z@9OTb?u+@AGX*YD@mkVfGU=umsk6c-ufu(6JmyV%zqL8{{+6MJ83LJNHn;^ zQT2Z@+hDLtBV0BS2J9tqi%8_6A%&2&r$M+D)$Ssj>u(+E;Y|`g#5jF&wUTRI^i7@P z>od-H9v4FacsZVt_e6N#*@&w&b)sR#D(QfGzwvCe&~|R{B;@h5ow4ni*DA zRg(?={xk^1lJ6e1a1!Km1bz0MrE(o^BMib#G^9<~q93&7=-#(R$o_MIHY{@HPm;YF z1^MV0@!$s3+&;;PA>$_G?PPcMDtybUfs-X1YPTEMD5Q&f!hb<7Ar(S;u~dod2Zx{~ z)ym>fMzHMu?q!}Ld308UNOZ)@1eprUC4&e#@+c%nQ#WJqUU5;FZnf68cX#_-WR~XE zo&D^D*ra&A^_6)SC+H}x)V+#1B|83@C3@4=gHz67crcfP0M-1?K>L*BnSq};oYiMM zpH6AMy`V1FKVU*dtQ`)vlplNzRB9Y-W6C%<2Tk84-fAHIEyFix|4Mvxn1|@ATFJ+ z9>EhE&P0<@=GYe;GzBoqChhFDp=K120>vR9@efZb>*(!8*~xi7-?9{X1iicof2W}n zzHozO*!|@V!nMGRaxo{ABoaF;5F6F~fnGEBPoQ?T9S?K0_SyG8dlE+PD^FSyFKo=E zLdLn^?(dII*jvl=7+5p14D{G@hryuL}wc4(C6^)g)V%=+gV_8d#Cdrr9?F(dE4OVM1N%7J*Amb zpB)=dhBj3THZnDZS*U{S>kf^M z+~GpancjV;wuA}^4UgP$I)4qYX<>=D_!Uo$e@15+$#RDY+Vo`?V^>dROZd4LP1bqIL%G_HQpB61!A0>Kj{+>?X>Y4~Z1!F|H6r+)`x!~X) z0-CPw7d$*|rFWD5Vy;h`pnOhk(0T0`u_t&c;CEa)XRbC%^%;ZQi7xwFt98a>8ioomr%au;( z;(HY{-xwIYR4r5A`)dng89#|vZ_*?_Cr)v3aMy|zj~m=Ic+6k(cXr%nv_ot43h5qq z9rl=uoDN_vTF)-)_P)C5-yyh8>6L`(DNLW(e3!5Fgg2 zrltnc0AP5(vjrmZBYR(Y3VEN8J1q?53K`9j|Tr51P zm>J&hRo3_rIljd#dhjjy@G88Xh@2v1mOT$x1@tW!cw__MVha6YtXVux+#C++P?0ItVOlU3!*;MK^W*Or_g(EQ{Od9&$ z-Y$nO_xwEOp3b$Rf`xLyWvvU3>-9sM&($SC*y$Yp6j?C-spH$YDXu3`83KdpTgR@+ zoYqhEp9Llj;3xB&@~y5J!a)X-e)qcYpD!m&FWObTK zp@DVkjTf$p7M8YKiwNGweF4m{l**Zeddxg%LRb4!Cy) zrdQ(c9ntjr|6rkiYKG2^&0$7Lq8*YO=c#>|Uj91?kBEE;yYtSEl9mM96O&9Z%wwvw z>gMa{B6BCbo+m=}+`SBmPX)!QVGf8+7BrJNiGGJ)zzccN(EKAAI51lDdbYhOV}F5S z(pFmk58gl>d1z>$O!#HDG6s;)_4e}=CqiaDQG0VF!*3x5-Cu$h5>*NSr?eQ*J3lmc zikGe%{b#Ph2Ika# zK=(&Zcae3nx9}J}F@K|iZaFg&G+X~UW zEd*g%g2bQ<=XZmNhA$Z#Y$b?2Q26FGPJq)BWBg}7lW@$ zw0n4%oVrZq)BJ0kpPcUrqvsYq15u&KuTbOC$X4};jqoj_o1x~J=0j+nVv6r+)u_#& z`1XDzfHf;2f+)ZcAZIvtBifZON*e^_xhA}eaO70*FQoeYlw-@^=~&S8AF_?iER*#AtRG7|#FEY8+h*@Z2q%~zv^E~7FXp#pHMTE} z{d8bP6}FtC`5tM{q^P9vAs|3XF{?foKX(IPTDH23y+ql`LDbcj1x}Sor!N7wf;LvV z!t27@j6;)DzybH-2Zp46))sSmQE6d!JzBjlt)+YS*qfu~m(1@=nuvExNG3>)Vf}j(rh&`|s1wl~j~50X`rMy}+}iT=a=SS)Kl& z37=?EVKnXi$l&&O@N!q{D}B%b*QX$63#H`ZdkSnvx5);kk;(UHNdtRgg|GF#&V}gg z`SJ(O_7kcga#EI}%_;a!I{jJ3{exo*KYWXk(n3m)q@&>ZHp7iF4ZIKqa?U7q+Aq+x zM}K8L1@+IW*DEJuwinbLtX9caf?yT`6%S9r@P&2v)(H*~Hl(nsb45Eu8!lZTx*R%P zJ?e76-_<VdIDG}JR z&6lA^O10dUcc%j-P+nbfWC)aa5RH)2>Fjbn+_r(t()h2PT-v-(?$>{Ul0IyzSl_EZ zC-=lR3crHsg%$8ZUBq%G4Yx7^fct9SI?=DXrJvM?uFmH&0${3Mi+J!;t;c-)qNpR$5xqpFfXIF^jI3qb8-qdSxpY!a=CoMZKOrZ7lvar+vZm zLg2SK$TH)G^in%bpyFw>NZN-PQQlwfRF3SN>O+2~vv)rJznGYRh3mc5ZTS`iU6LC3 zsL08IB-eHO?K5OjekV{eg8Q`M(~4&ZWz%HAI!)ikQ|-EVl)@hfNhg0rM>zXO)$@@_?LDaSL|9o9DzF2MYYx=XJUd=#9TwJ zyrgq@jTQUmN)+_rcx6EZFz||nC{vM7*|G8`A`Faat!U(&NqRMA4vX2sxR}5y`FcW{Ym&)}GNkqh@j=cIn zUsODp>)8`Muy-!ww_PADm&QR(KddVuZiEH`e*b{$3_(qe_Xr6^&(IN=QiY3Qsjbg` z_I?8~^RJ@E)L3`mUPUt|13^+Md$bhjG)g6exu^?YRa1SjT`|ec@hz*INZA|(91Agj zgjg;<{9}7o5RP=7eN#q6zHa=nG!G83|L&U@Y5uJ79ZG_m7gSsXMm^s}){WnHg9DF8 zkVHkpfE`B{B`$9C>{U_G=*SFwTz}wl7UX-Rf~b{Tl};-t?9Up^vr@LydJgUz9)gO6 z)qVLxt~R6c8}5zOz8`AWQeP-V9mW@rqF>6)jI6A1oYhV<)sL=|Jo51QXw*QUWBqAwC= z?=Y;bxlvZBJH9^XRIeVpGMDM{*w%mUo4mU9?_fqaE@xVwTcQZ)fA;gZa}i;t@&T&) zS}y{qCc*Pqo0vT@v$6}lia=`JmNYnk~rNT1R3pJ zKN-q?^aSp;psX^!8r*R5hexQN)^Qn=%Fp^)M38R5nVPDF?ezYmwc_@fyNc>GJOn5M z0!7+-j{8C>H!bf=R>*6^oP^g-S{fhAbDE~xuo|)KoRS2)8?p`6;$<8ub!l+V3Isb(OX$4x zR8%KB^!7r)bDo&53JC)E(8*<~9Vz3k+wfC0rU{fNTZw_y<5~r^ks)bA4uIh*J~Fio zy0Wa16F=7h$N5P|>%m|wGz@3;u9fRXja0f90_c`%ue%StLhKL5@F%9YzhxH^-x~`5 z&~CsMqes&!@7FgaLIxgSWnSY_w35Q@Y8uE-LMQOHo_|6RQQai!l9+AP(;%#~3evcz zlL6AJ+UkH_Bka|7Wu6RNVq!nA74(Pisb}ghC|3=?DXHor5r{Y_!*Bjhp3A||gcD&p z7yng&gV~xt#du^jm?`*7R~LT!Y_qs(!lFd{ImFC{)AkiP>GmQym2yhG&?sm0f3yG+ zN@hyaneR^}Pdriyt^WXG8dPy<8O6&`Zspt)3%n%WGaFX3qBJhgdXVRh<)XvSc`xOp zv2^C3E0n4=2YumIH!xSvo~O`t4irl!~a>c7MGjMF92G(t!ExtXY&4VOuxVqjG4EH#RF0`>yz^bRp` zY~v@}5poJ*Z#8H^rj*rWl_$S!qv0C)D~}gB1S&v9@RIrq4lfftZlN3X?5#g&#Zfop zP*PghS?EaE4(a<%6wnpO6WZ-vU~APed24Bw^htl%k6OLjDtp{F?}xabS4b3!)diw z9O_&ak)I7*h<`~&>U-LDKiPZqGu%q)VX8M;2xqBSt38&*B(>ip}j z%VCQdl_><<|E8}ljk>zFNBD&}W9=r$$-be!8slY-BqZ@KONljZAR>xOqlht(E^Kfw z@eAgUr?EskIq7DrIP=!LjtdLYW)6{f6(B(upfUx=!UD%Z^7=7i0^}^Qk))A?!wU}0 z*A^DLWaO=kfJE1;OU@}NjO(Rlqz27Hbb&Jxl`TeWyr2;CeTe+xD3kkivf2q7^-`y0 zn2$QHA1({#1(8d9gOGu8{_3C12$lFu9#(t79Xsp;2$mKwt=&g8Xq5C-KUMBffFNTDJNoqQd_gG{z^g!#POrT zeyx@IhkRb_vQe{l?=;4XStV)d&x`bw4dHt}Mu_U(J55Y-uMCttym3_ry%N9S5aR$m zV4#!ex?OcE`oxJEf+^dk{c3ml`T}X-r;;T{qFdl6*y1lK8vo2PER}SN0(ahMTv?6O zSZW)A2jEDLaGqofQJZ@uq`bu1tqqD(b9eU z_TWCm3jYL->Pwh>;5;W62u3+@nh$Nr2e1YhbR1%0%!(N-4dNZZS4tjC!ZW3E!^ESf zny$94Q5qJl3bIF=AVkkLE**8Nt?U5|ulfOR%Ay@SrQGQ^d(u;3C@g##eg{a!NaFYOe!XkiHKpX5C7AtT3oQO1 z9rYS-@i&Q?i&IPGdyKfk8%EWr44%j@V^3`iI)3#^1y&FnLFr6rF0^G#$R1Gv-}=+v z$z1&ckfuKas&!;;DoS;L&Q}*64&ZddiBLf9_V5_HXtCU2VePmsHkZw; znhy%u98Ou`F!B~VR|gIlAmUZK()xOQ_W-zdQ9oxXmL z$L~)eYw&)MC&v{GOw0jt%!kL0E2ZboPcClsq3-8JiEV8loiOSItttPGCl#Fu1X572 zWkbWFI!<543GiVlj%sq92z>hOjW8wahEx}?<_p*g!1UllD5-=998Kj>Alm%{y~MJ2 zwx;v189tq9QdMb^Nz$ZovqeUSi%Q#JzhbncRAbmfCmMh zfiYQ>h$tvj3{Y$V*+k)ipA5{5y@l+AAPQg=;_uvlb8&Q}^gCmvPEFSBO|Cel&`T=v zw@;3hoSgluuYR|$ooL%^E+l}29f+)`+80=U5x>rS*5qN|js1^!hxnQ(vZqPZ(nn*> zU5{GKn`ztUy$xuDAEI5_*0;XWM-=xNvmSmU;e$RA^8UUuph((#w%v3 zbrG-Y4)#VA#@&2+z*#Zq8*)JB(hSqVQ!XvGZOcHA`Z^UUWdDchS7VdR``J@uq`E9h|JB@auE{M8F z05WZSlf230$eRHf*bFE|4@Y$*3AL>_J+uf|fDUv>rIJo*j?koJ`x zSoz<4zcwVaFh&O~84ThV}Ix3@QYFEyn|yb=e` z_>tM&oajfz#1sP=+n_hOb-F74U?Tw(qVD~^Jk`Xn86~>S*pQXWh{G^F{@by01q2O3 z=vcO@8S9nUJi6`K>JK=FRp9Lym|sh&7}FG4{sDR0nc^?T&KIUov2DL;FKsLIgMGu+ z#Ls_7wCh}va0}7PnbcKPrg)m4{_d3mIi#dhb0J_P9{^GNqC>30cx7HF(&WPjqea3T z`kNT_2ZH)JEuaDe81c5x>--6&{p~}ORA5Lzx=^K051lb~wn$Ujix(aC!*dBo6~-A) zE6|==hdb+e1$eXO4CgSK`2|y6R9~b#*XsadG*?4N4+!7AGAOpFEP|%`^b| zh-+@Hctb0{SHYK0B(z)|qcJ^~CP9}}QBietN;l|7Mj6>h4ln(Aqop-?7cR>PQ1?a^ zsM0SQ-x(dHaw)huTwCMgp*gY}bT$QuVC82ZTDXi(&2G8z#>J=iy&2%>eXA+O0rcCu z*iI;yAVx@ZrlfAWlU&BKdXH(=8_e)>w3?}jscf)&!jA3xenV}48#Q+nWLFTQL}x%C z(z#?hQM*HmSB3{4%$)d)qvb2Len=C?g4UE}S>*+IAO~#QpO=jxKM3(Pqc<^kXXG@Y z=`s{B@DHmFP{pdhrIF4K9jk#RGmP~CZTP@s}NVzyV-W1zElvA?wyepzRx zGCh%#RgMY_gLz>ow|}(>2eJL;?Hj@^IlvDw4;OPD=)Fc9u>4t3_yqq0ClKxhDNjD} z^R=zrc0QpS)Jz}3ZF5ey*ZrUqKHR#vX{YTouFj+mK1a!=V%oQ{sA%vxEsR;R{#ymp zUw4a&$1){Q4@>r_V?gk@vG#O6OBdn3d4>DeNW|~b=6h})B^5IPRXg{eAe5P@*pI$$ zm3e>`MFrs$vxu#1{y3F=okzQ)qJahh$lC?9n{~}Zj3#rry=a-gPS;7ZqTdjJ=ufu< z6ck#w0egh~=VMA@OF8mtW6|287GTc-_-B2^3*2qGgt-Q7QIW+yTT{39W|mB&#OBlt zux+vrAlNNA0eP}IN*6^yAThhH9d0d(y#THqe(l4A8f=%A$2nwfBr7_g;|6i%&< zj6P#{U53b1eIiK9@<0+n_w1*#l)nK{1ZiwwC86UxyJpnKBeT?r0c@aaieqwdBus348X6B z*B!s`pXML#P7M~h2_S#qbOH(i8=Vbyj~+bmVa6_2E|gNFO-Q>RfrT09Bpi zu9S$Jm~{!}bm(ME@0{vn96kZ87VQRpjEqUlFXNbB>mypfDuFTW4BV3gDu{+Av8){N zsE31jlxItUZk73sO%$<8pb1BBW{^y-zhsWnT(3;Ys0d(4jU3TPo@S zPZEcMp{Hmmp+r_XJc~HlRChqS7y=#yJr5Dtzrp z?pq1{Ts7Z=p^679P*ISU9R>t6?N?H=Q5GI-fZ2(N<|uSCN|s)})6oft)N=WzP}0-H zJHBFjO>VBBpCt^S>8zno&lTEC{g!_C9iYZ9o$d&LCXUlmCr_zwWn(AoSJA6*v`H=} zN-oTA36n==KT-L$#vfaH>1YJ%`2;G(OgkYk>A=~My=V|SVr<5DyFvnQ1_?&T?3}DL z6)Bzs)Gp#s-XA@BDJh9a5n%Io4acmV21@G8&f&OUq3o|#qG zthFwI?Y9`pp*@NX1d>wc64?n-1tTls-|-FWPq%oBu}-L>c``uqM$jF7yp~F}#gtXe z(a~{GGbOJ?NiwztKRUV-6(fcN?H|D%CnOVn8mP(E*%6_i{V8$TOQ9^(7b|5HAc}ff zS$ROpH}2)qH8_D5^2tHjRe?$NgWl&awI4N$E*sLC%5VoV`ovvc9+6P_2$rZs=60zx z4|Y*-Ni_eU3*|7|CQTDe3|oHV8iU0blS3V1I#=_&!8m?H1TAai7w1mV%l>KlJ7mJ> zBo!|bl3u^8J+%w%r@nZ_6&%F13^qBmzCK++-yyNr>Ts4LBqna5jo$x#_@(xThn!87KBZ7fRQuyc zz^=U)eTFD3Ed1qJmm??`tLAU~Scxs*eMU-19Nn^H_Cz2#BFv(I!&2?NGTSP+fUYSE zPa+s$cp@-V7Af?TXKdBGai(_!$25YkUTm&&+O+Dvq82bbr=FY4^f$GBQm`lZy2nyi zIFK4-5W$4mQD#WED!#aPQNN;i+`BFKs0sk;weE}n1>s<0`Z~5(K$SgY{o}`vpa6+r z&;=;0tcK4I7OS;0t_gS=r$)IAzxReKtc69P|C&Y^8yl0tv-jn@Z3c&bWG|`08+O!W z;9}Vo6{pgiV^_C*DJ^m*^i(@-kQ+6zHce#!HbilVx@8hw5zV9aVC+y1hpO~jzulKQo~3z7gLe@82%sVD$C!WCBP z)C{xjNH%n9?YTm=hj=_b_wL3q(lfHtM8;Et+zbMijP;Fjg4*}*us~js08EMm?>hz# zrgYOHwEB~1c@i#tdUmR7Xw__rS8j0Rwch;0Gwt|I%bMH5%a$Gxsg3v-;Te=J^@TyxC0wgEnIB(y`hCy7Z+Q{T=ezs}W~ zx@oz)7j(vn1>D^vOL5i~Fk6BNltd(D0CF-49!!ibf^u&;?oxxgkBY>N{ew0BfnHA> z)T?to~z3_eA2 z&;bb-r`1pH!m*==Wrbmhi42IBSJONuir=f;e;@x2lg;f2o@8)#cbAB=keigwF}wB5jzBdXS!lL9lG zGP|Vm6b~8U;HOg8V3Sj8_;-6HQXy2X6l}4}I)v*0QE>1`oUcR~6B@bV0u;0&3H!$Q z$x!;LtHAV-!X!&*OVHMqez9Y5jiqk8DW#|@HX}h|){rfycWdqQcS&H08CBCIF5ypu zKK;J@4e}S%b6u__iF9;0N-U>XQi{2d1FE0h@#j$Km@PP- zU=?MD`t_fE{~$`#blC_FE^z>S2@nVZPRsqQ=Lj}hT0A&iG>N;iq<2N}kUpckrV3iw zDn51=zv1;gz{TK0g%kZrHA+G(BYRqq1*+2pzM)K(`-;8A!92Y<%l-_bbl(E3;I$Ut z3(cMz#DKrin_Kg13_b$_Afn6RL=28)@@Si~ve0jFQ!V#95x5nG9kckc5(eNuTixW{xC063h%SzQ1$0(VdU;z*LrhU|($>D*mpwO4#&535BKCWK$NNbDaRAwY+FB*h}|CJ_r(x7RVbIR3rw+yxBt z7aKcnkKOrrkWmFPofb{E)!!z)lUiGy{FyGJEFdV*x^O7qR8(C`EYmSwhMzOCiAO*Z zZzhFi0K)@t-WRJtY;J%<#gmV34e}{#=}Z9sfsP~VNJwhnSz1^2WbQuvckB1f#5^9I z+qUF|C-~Kl$Xx7ha}Xwq^Ul{&Au)B_cG~%n(L=Yj(7d#_cJP$G#+%=IV4`bzRL@D~yA* za3xG(5#hz{ZR9Hb*x%7i8%jhm0gcAGFjM1H6K1jN>hiI5Dnd+Q=Rt?z>d5+3?s&l} za$lTw`kzk_Z+}>*nNydK`tF^UhFxTKXxsP3%yFQgx(7I`QOWMk`#{*xuA?LR{)vp4 zI)=sw*T-hL2LxZ7=j|z@L_%I2r2MdU@9ybCgTiphg8-UJD}{o*84Z|BEZ0{p zR>rOQ`5!Lstc8D=*0*^*0R@UFRk*~w3#PkrS>15iIP|fPnMVT-8z5b5>IXIA#U0ff z4G@$!i~x4Z1`TCcK#K%88OP%$SFY#{2$cYEY$vg7C|cEakFbZ^J=BPZ=B}CgvEE-r zTejP?{!qvLy!}JxuHgUFu!iqO zrzLzPE!i4IMS`C|1IFM`7d&Ls*4m$TFM*dB?jUqxZg6O9*kmprbIf^x)4AyPyt>jz zUmHhG?tTd3)#A#|9VaK%_V&)Uv9Y`%|Mr%qnV~6U$tfTic`1A zhJrg^#xN2%(g4(*c0Z9;6Y_00(0KYZX0^g5p>OSZ=qZ?9>Ak7=oMo<4FW)MkuE{lx zkysKtf0)5d)7fVm|96+I^dIw|xt&b|VntwbWTIneFHilGap(pNprMjIk62o+NC_Aj zYN$k!t0PQ?CSMH|A}80c*4%g0c=Y~O8XkfjujMlb@=wcM?6~9ZrM(R~%~`(tR!3W* zjG67RcH`PQ3GXL;?xG^DYRkfsl6L`gjW^ULA0dO7jaaEbNu>R`+3FpDS3Lb$QA%nhnm?+7|y zk;kbsM9y3uZ13(y0GxK^Nvq4-B(1E*Y=onuBZtNTy}Z^}Hi=7nD|f`i7PN~uWYndV zX4OGSmTCJJy62&$R#sZ64apE0 zj{QQoTDT-QOJ85EiJeJ!mmX;{;nb3IRxxAvd4wDY2$&DA+Il_1$Iav9BoXeMC~(^< zas!WT*-+Wglo7_7T3QZTZsd`Cl~$mEC%^jh5wpJ^*|uY2`R-LdJu`zPYHYj@KemM% zo3Gsc;9&B-w{u_)Eo*{;!+-1E=0e*l#!5nZVtnN*C4M2Hn(4dP`5qbtDvT?J=iX5e zOjsmKlgWkdF~$1h3c5rLbj-u9pdWbH*qaNR>KEQdUTNsrru5Ca4Hfrk*lwKR4 z#w#i1sENp<5NDYqo2}KY`F4`xa*cRQ6&)&@8(t78L_CoC?8pcS*k=BB?~x&Nr2+;ta36zYTbVNK*5L~u8Z6zpYpK99Mxmp%_s z;m=7ggzPw-#Q}q}m*Ry#tRc%y4HVO%5BcJ98<3X22K_V6lvd1Lu0jy=uC78tIUcwo zN8G_kK2BE@iyx7LJ*YMkdb7$YDy;bWlwObU%tW{!?KgFd60fyrPZoIo-c%tveRgek9~{k$Y{T zhK-=3QhBbJK=er|c2!+I zgSb2n4%;@|^a+#RewgNaL>oC8EM z@iB>cCr{&(^VQdmsCi%Ln|JuBLz}i?g(+J|s$cwG6b#WK@HDHr)Ig~o_=iB6ot>S< z9Rm>Fym^|P&^J_O!m+hAdK=I7GBa`7ND|88Jia-i6fh?}^bx_K5r|mev+v-+T2~+e zvWjavVg7NGjO2^&4IL>q{exE&vE2`_g!(MGSd2N)nw%yho)#o7ZGV=0`$lR75-mE=TM_X!XVAC$hlC*JxX^Qd zomYR==t2Ry!r)Q!LI7N`f%`caQ4Qo#T=X67Eu2%~f>#9Im-w%pC}$v{E06zrqZn(FH1qjxd#A#bHsbbbNB zWqWTpn$WCDR7$~-RGo8N^0`^#5Ot`zdt)->0w2C8jQE@S-O^Y1<+WXwX z$ES8>oPymy-PhNfUWgGFl*{7aVAk>rwY9a~VH+55c5#V_PbL9@y{EMVygCZ6+}pQO z^G=ysH@>a@K`wl6_w?n+6XB8H^o<&uLFx?ji!-YsiN_=DSi-Ju?2`)>FKuw!ak5M#;Dc@WKlToo^wX| z(1Osiw`gn+CR{IoU$5j^S03qZt+qac;Fbg)qURkxRm35Ix45=B^vprQe#vwjfArIs zE5cd z(wn-4kBzkUOFosBN`T3Yz@?bB2R%2%4KH2pWyp7q%CF>gJgwKz(-Tl(%#`t(6hGt( z-^_WqEUrX}hS-z>LgJRe3As9h+)|a;kshn1olOK)Ra{`L+)qOsfPNX{ z;VA@fqosVuP_u~G(`;;XyjA_v_VC_Q;B9caz|jv++6o_dlHM=)m}8t99HS5po@;RU zjql`fl+uIHn&g71LHPg)I$`12{`n3o6&1$}x05#y(f1GF5rK)v2FhIyezT{XKn+Ej z$1C{nQIHsn|2q1y=>{Nk=L2rzC&zAf^(Dl&re0NB-ND{Q-$)%hPXi-d65-pdmsK_` z`fyjLnDy}Q+ReR()z|)ckHb7~u$G)>j7SBg()cl!M+V(DN!`|ZdjTWcE7Dnb(nR&! z6bqK-7oMENXk1Z@^r^s+N)vV`$6&mh*Wt`gGR%$++L3I1MIroj0Cr_Lh>ah_#!I&U zXgSVM$<$I)3lrmYicBrW+O1vl@l}oNwk<({i(UQ}l9ZBEA~BLih2Q$@1xHo1#{5ap zQh%W58Gi)dJSu9qfy+Jhi=#u@#`Poz0`)TbL<~S6$lZz>u`H?0`v*JLyF)@kl8KRL_^2_86-hjDB)a@ZIsozm`S{NRGnKT`Vl zf>;%_&;Dh;opnn;cgZ3P(Qcpn&&MqsKi~{OQo=Yno&gnADvhhEuZwPLleC=xEa{(* zkwjRUJvznpMn+3g88ULVZzug$%Rk>wb*GG2?eE}6A3w)XtdjVbo-F1N^gb)?`(sJyUC@H`;CADBw$*QZHE zk`II{q*cp^Q}7E^g)bmL*9V=&pxvi_ za0Q~Exr8X5yRIWR;ih6vNs zeRKf0)!3=T2I7u8Yk$HcCH+x)V4$I^8%6+_y_&v2NA5>aQKTVe`1t6Um|>=ojrEyj z7k4vDF7876V|A*WZW{@XnMh#HGWV}-#d9~ovaq1M?cF7dDI_udyRbSR(`F3`Nr)9^ zEV^W>&d6T`U#yi;hphex%Wp?;@#A*kum{3+#N@I<~r6C*PzX?}_J`s5D9ZQ~6jXx{H?;k|%` zPmF~*Xu&f2cu;aYl;r7cZbGmP*w z-qcxfqC9yAOKbLe0Qrlv@uWQpO5J&+NfU6s5eN+Vue;H8nMKRaI5P z3NQ8K*u*r~YCZIu;ihZAjT-CV@%=>X>Q$AUn0>Wso@=l^XfQEZ&Ok0B)8Vz=d8xwB$c^W)nNEUr z_K=P3S%($;BUJ3adw<&WQCQ%9qwfxHLB8nqLc!!WJ6zD6nIC=c`lSE4gCPi4jW5?< zl%%y(13H$NOkgk+ySn@Ox)|b1-c*AQGG)5XN3+kn-oAayjkUDkccrD&V9N!5rIN1D zUSyRKsc#em8Wt{}z9e|>Gp1D%_Xr(P)bN73U7M+Sg&=OJuPkze|bR7(^WLBGi?NbXmn%$Jy5Zc{>NhI zw(cjd?k7qZR)4)+ESZ1wMpaHh`2MFn|9$1{$NJ@!1Od}^wWw0vOUc3)~)%YoQF9u81~xQJJ6FU zvbfl;em+t*R{|&`a)1sH^ZsBnVV9QH5nR$m3}YytlN1mn-Ez=W6oSuMdAP@cW-*L$p2@&q1H= zVt&#Wx;_DbtM0U`Vi2?vp%A;Gi5* zoOiuUyBOY6kh#*88Tjt_lO`MRk`YV4J%6o5A_BDaLD;#^;!4$=&_?gCdQagT;}8kJ zLk0-i$wWlLR8>@3MgjwkrvpxQ_&EJ^rBllYj{0YcNU@WN=U~FXVocWNdL5tLw0)E( z*zX`Q;qz4~Deb@&y8^f-98eH(3vA|bN{8+c|K=veK0PTeQzXFw!DD3L^@?7M*0`$J z(Y=g-E%}&rW+s-m)VSoM@EN{NBGoQ#swfK?%^jkk@fOdSmVa-V{G>+P(O5$=`NMK=^ufgw@y+ zaBa`NxXI+O_^?K61hjHT@=a_gn#G45onpIk-@SnC`Fff?*wKU14_s5r0#Q-jvW>=8 z+qetL?LANFP*FW+yrdg2{+jxnzQaR2Q9eH0cws>Cc-8u1(7bnbAo2s61>7?o}UtI zPg@ugdOkU&gTPtQ91d?}+}%GlbHn-&e@Qt)TBt@rl# zzoV9u#)Ajjt<#K)I1*dFZWk8cw3w{Zvpy5r@irv>6=6BZL0{*#UVjH6rn!tiz` zzvHPca9Dy20pq*4X~k}|N+#fnoW!D!uFB31TDh66{48N*o8+$Y>A%oGry&!-teN*C z0NJcATblIqMhBwMqLbdx^5B>p7^o=div}NbQTlxyPcx=)We9Ty^MN6 zKQ;(7luMwF^jv;X=iR5h`D=AN)d@5`7iAIQbJ)@Z`J~cvd$M{mC^@;F@_{Gikt-i% z%-c|Lnx{|ZBNUz)UV@HXDS$Jmxgayp%;S4>w8G`@8Nj5LkZ|pFAyx(shwpG0aiF7P zH&+Y-^lh@*K`4Sd1-Nfh2`Xr?raFU2kjxxRdUv|S;_lIde>9Pjj}Q97Lw5G2spGDj z3+#B&-)aSe_0AFp;i9R>_cMLQ2p@$xaSJkOU@ilvW=1&B-JR#_*RQOids|!42uR;= z5ErRkBe#1CF=)AtWV~zhFgoUNCvu^5m<|t zW)9|mZEbzLLO{5t%9wcc6pIEr?aQRGhhGxJUlR=t)gwSwZ=Qa<+9V?zUMaXf4kK*k zt6Sd{Di2tB{^+w46RU`_kKar`pFEvkuHIv-=9v)!U{;?9Cyp+i$Vy9>5Coj#NV=$> z;MDz&*rkduOg8)L4~CqfYl8o7IH zr6or;s>H<&uZZ6y1%F9ZykHuRrxJS^D0~yrvECII+Zt)NP;m;&%%lNKysy*Kk*ey5 zZ~Wl*{VrR`9}kSCw1ECpIQ2NA*3zCvHtAAXYUh-*%uR3!;K`yenc`dtf51Vt8G<# zOQBVJl6kHON)o#TnWYuyN1TAvzKO)-P4z@+z)TT}qX7X`1I1MS7r&t#6i_j>IeK>M z@=E!nz40j>vtWJ1RHunTMoMW3uMI|uJzy;^6jye?1JN@7$~lC|C4S>38g6Qux&rPI z&x~k_S5Zf1esAw|V`4~D)HGl+`SO!0tH*qMP6BqF?+8|r&s^q@>Q`qTFS)=3(L*@y z1S}G`blW0SP;(pZ4GQFZ<9|YXJ?R4ay(3Y{!I+iN5IKQ${*P*rCV%QE^+_`Ct!&vF^Tr@Jw8MB3( zCC=}k%)1wKSb)uo#;do%BP4_d@ELxgViwr&WYI(B8PXtJ9NfsVGWN^V*%mctJ?7ke zuE()Et}qdirLE_%Hac#%Ak8XcJv|%VSAzqbCZA~Tx<1MZ+`sn4ClmPE!3pqmXIHLy zhozmJXD*JwaSCY7za#!L+>z=jHg*Jm`9Vx4!I8V9p7%TJ{$S$_M{UY6_ctR45R@&E z6v%%|H<(k(5N#gQr7XsK%}I(qEZ1NRSOw5xWs&$)#bVYUfGf6Qig zFTuQ=y7~F1*0PgScj)f-L^C)j8hRtqTBNhT<~d~#zrE!4QY?;3P6{|`*!s*%6Gy9zR|6bsf;EmAw^Ug8Fji7cLfji-UMwT(~M=+XAzx3@d z*TV6nBzL%Y)lHgd{{**xW-pR}w=^;#(V+?BGi)fpg5U@N(^oa<&sQSYIp`(YSPk>g z5bd!xh5sX_b)%kR{+tN6g z?pAWAqP26Sq(VFAN4`YkH6TeUyqW7Hk&+B{S=r$gRX1t*`wl+B5&PiwmUaNwBrh4C zAF+O?ribBo74FaILRGx<(muGv=FiJ?S)kv-7e*4rLlW6)la*F5H4SW;L!9n`^zelA zJ7Hnsl$@B$+unE=M|KN6qQ+R++4Ij|*zt*pMLo5ebn?p)4g0$&N7i>f%)89+-)>|T zP-hXR@N8YxlB1cfZ=G{g?Gz(~*3 zVT@vSgnVXNtEEK<|B8ireEtN*wg}3t%(dAcRYWW+(Z5{?91#xV!Y2u z%Ol!2)*4!+W0I#UI_UA2D6IoKK`r0IgV@C$A4k>{tT7{?q}t$3Vg6_5s3ce!g{i5V zUCR&o{b1MBl04nEKrf~acV@XBzJ7ZT-PhA|OtXYuP!Iu&c*Y$^+W!u_-R*Y$^KlQM zhu@=(#zPiIrX{5q5)VQzkEQ-4>BzSKv$#3xb@PrV(q7qawYNd#s(zG;%5esYdS>f? z_9Ve7*=7)JR{8POu-q>aL83Q_LF*Zgvywu_wgw9KzibN%-BB6!Ea$oN?*rAXCX0Lw z@st9k#gW-$F6QLYglKXqUeo|e!U;}*2LAKeLRR0jUU^K;ynH9;M?*NAiwq!RZtGFf zI@te_$8=h2^17d}{EP#0PpwYXObjn?_d#809n$|^lRf0NxmjP#W^4!=(Y}&$yKnw~ z=-4QRq|}6Fd+Pn@PE2nKlAf5veDUpx!D`0)^#6F>x8uoC*%+ra#(PEdo7eb<7A$UT zU)t#9f8^fE&Bc!Vz`iD{n4jw|DWPMoH~wpZe;l#f9W5wfU0Aa)IUG`&{^d97jB-@e zca2HkKj~~hP=!DeN4KSs&Y+gAZd7kCQ!VJ{#LqwZVEvXcL{E>5l8R~xa3pSj`}&m& zg!-+3D*pQVy3>Dc?cpP~;QD$BL?k2!uE@TZIhopzw$x5=v1*&Z~4g0F8-!C-H=|MAO89-RSJdqh-eLM@uCE!ChqAhRb6XAP0*C-G_ zU~nD}*vHS2jc+ly@z3oz+Zwe6{_j`Y?QE%Abj+;(I4`eY1@JteK=yN$2nu;$3HIWm zd@%JIu9%kl@5)3W(nd+nU|cEJc#M3EDz*Q29t)Kh{4S_mU0p%XWidKtW{N@4D?&{s zqQ=W}gTgU)?M$oIFgS7O=`Kihc!h+9g9r^|2%$mz?&sVf&QbnHxXphJ%Jf-CAEfq3d@&reh3B_!1$=Hl{4K``=uE zDsp#s_lL~PXn@VhT1{Uclg5Nb*m*W20hK3M#<5(B2k<^0fQ!>vwH zHCo)y4-pc#;-G!NJH9P|c!|W}^`)FEU^DucL1ndo^Fve}cEefw1t+na$x`peqXFN^ zz{Q}-677klpEJ7O--r7&Trn8+!VlhX-7*H_c2#20OQ^9^YAo_m}Z zv!liNi)(=m=+tn6@>>v0K@wC?T%r7u5D)8%hwsCi+6L@$K| zt}}vI6nlaB`!{?dlBVMo*@(+8RzAf+|Kl^kG!b8%JJX6SGj?SS2#kzGf8byH`8p&( zf`$qKUM4E-1~K}r4(J6^ssz=`mu{@*s&($?n9@Y^DT#Ep#+ zj8E6a7B@D~X=vC-M;{_Q{gvFQW|Zd|k(+xLY|CK*VG)tMu2M(G;T1j;Um~BUdxx2U z*F=m2s%D3UPi9^FlpiuNwffqPBPLH%B0(TuHZ48fApM|1RV>^}`|6I^)g@Nr*{<)c zmYFGQ45CG!tO*nw$SW{7nr~}G<((O*b(X-KrQl)PpDz6Pk@Wuk4k$>-twx^*2mi=e z61X8xH#n9S1JGT{@yd))Kf@4m5_{*L(r;D#>nExgOG=&t%w(^5V!p;f%aD|;?1WkKd}yo1YGiO z!hfK!yzKEis0Nhs&SMc)(77Gkaar44Mzv z_ldk@E-r!~P+ti_L(Y%9Nj@aC8*FY*X#&9Z$qYN}l&kS{o4`hB=@etueb9eLaQ*#I zF6Z+@Yf8?e)=YjEL}FG$fL3@e(gK~$X}^KTVrV)$;a09q7Rs6<`ibu-$|+XO2*vLj zv*TXdTdJ&_Iuh6`=dehJWPT&_I99B^f}yzc2yah)3aGl0}i<9(5gI{A;edZLvsLn$xB# z@CkfL0Z&LoWnj;;jMskf1$-9kCNeC{!V3h5E-#*-gRKHiSa|#zcd_gzYcVh|x)Ktc zv5Ob{DH!BlB^Z}Y{Cb_3hy^)&zDPdidDFMH^TA5rM-cF=(K!@r4v^vv)5y#B@CS+# zK#MDDu`dZ8y!UUA&3#PKuA`;3G_`*7DE-BGrH#YDvyq>yx8PA)nr3%z4=My2j7WUa zto|helDI}wecNkfA2J2)|7@b0_r`6PQJgG|C`|lUVqTBkB~WExHPxU=hU>4M{1 zm#xNqs_a8aKFt;7q$=a**UAa7hqj3c+!sm`!q6*9PDH21W2Q@_OHP|huT3vd zM0hg(83nrB48B;h*;2=af`fzm2Ur1aye=jZb#_qJnf2w%^T7rHBNu)yY)?O#jiCuR zM*+)>724X$!OMhM*7$ok?}X$o)6o!P&b;b|MTyP59Q60&>v+5lLHrI6I5x?EgV9?+IgECHASL_GF*v`ga22p;W# z0`K9KV`O+^qv(4+C$^s^{yZv~0>Eu%Z@MP7bx-e@2)J2MeSWgwdZ0W^$?G^9b|;m$ zMj#%1-MRcChJ>}fh%wXpfKqz&;HYPuTe)cIehSGp4@Hh>@V~BpRS!7GIT+u8f=~|D zTUuHGxkQG{a>_`)|A7JQIS}utc-7|P^r2Jd9a}&6*hF`&Gqu&zr<^SGl7hRB)hztx))XeR@jPiLPF>*p|M}&;9ye9PGYd?*WwD$k( zfP;dPaO|7A7OC$5qns3>jNf5TLC_=TxM=c`Wu8PvWkjVCliPX^;5k2e!XM!`cg zQz>Y3YAQp6lt=-w&DDis*#7T%Pq9`?a=MkMwARpXsDiD>^8{xz#L{gE*k?v zxvL9m_&j!|W7E|kgZ_-B{CrgA(k6Upe_1TEZGWjv zKb;Z(2;s=TjJ{C@9ao%`+{{A^UoY~1({1DH#%+o@CkI+5<-*~hO9(0??6n}Gv2XNL zi?yK>EWp9f@14617hhgXuz@;SETB8T05c|h+I)4ZNKVAA?`eHxH}YWx)GDA_^>uP` zq)EU974)Mi&^hJ|$ce{>KfvcHg}~_+pQG&T5CarsCKb7yVwDjQSuX@EIN*5M-&{8_ z9n83@-OQ)pu=|Pq3GhSGA#4d&bsS8Lk1NCj0NJrx&X3_;1tvkN<~)J=-l&ytyUBQl z?5bpmbo&3IWqqxuPeYCBJwQwEhUaw165_xk(5+h~PvdvTOk`ATy~DSFsiQ;kiB(Zt z9D+=H-#(gb@T583nTZG8X`ql0#B$d&E>M8rvTI0w%a69=k_Zw=wRD!)aYcr6w7x6z z&Hk{T85to^Og3b22t1fO(Qd#6Ws@^|bvi}cXhA4gKUd&#)WN__jUul14T@E48U7>1Ht007xXW*zd8Fg0 zJ9Yi*+Unnrrq^aMi8!L*H6Q=12SIXja>Cb>xgeqhIkC)ym}rl(jt>vpCkx8~&(BJi zS;y~Zy5IcBF8%!B{mCXz*6(0qws*f~aK83?pnbLDf*umolgOwbarvVql+$5aQ|W{C zXL21Tsw@owi^(78v;Gt5!`{_9QL+vWtc1VE13TXJt&xg(V0%dKwGQ8(FooyHkP5mz ziLuyi+B3e5pfdd%K@ihn`t#5R9fwzYEuLK9F0cc-0i|DaW^9|#2@{f5H*|1Tm71r?+|t?w); zshUL$iK|1G43JQy6VTRb4Sa#K_PCweFT6K5S zb#x*@s>;Jv%&>@vEEtRu1jsTA-iib1ifvgEX8pu=_j4M%hFg1+G&Lzm{7Xw8M%)y$ zOQ^qJka=9epdQBWLD^n#jqvc@amF3>)UO~;fEZ9~>}{-YQv_rn$dg1ai0C#!3VbYC z73qW_Y--B+>=%N9OsV1fu^09oQ&Zoj&Kh9TIz!&x9m4oSYnJ}yJh25N?OoTXE}9=3 ztRzRRIQ|3F6pD_2kWCXM@Y<(~;;m(V8O8QL^#i~S3I9Af*v1y-HTZtZo!kRnv+Nps`Q}xy-=?sL|@hL z!omOKH;v*q)Uw9%yOFkc=^z9I9A{t-5&chL156gJo15HMHT#MX2hZu-o#m=Ngp}{V zQK&Qj?>j^pYvZ#=gdqlA2(<@X-L5_}&figP4I!ue!BlV4pGM^{xU$>Ic6f+x@u)Rs zx_K|=EK|xSmbjP6aFU z1-QlS-Cfj}X!qJf@Ur5{zQ}wPT zB6uXop`@)C!(|f5qZhShX>St6@$#AWeIRZ5F9fY+83M`W4bP9z0>CXq$zmbe3n2Wp zzl@^}NTxx4-6-$BaRC?;m04G`m&*pn;t(SpD)OWQj*l_LTJSar>JkUrAw7O zHu1~U#9?sls6HJ;F1?d@RcWe!^l@Fdaap+GE|fkGg{L)fgFHO-y^kXl(8wTfv}0-1 zEqu+G!4+^X$2k12J*rBrdbba5j)x2~$gC+U6NH4^`Yyp^qUxgO3ES-`D%IR|;=Lq- zYVA?lQ=QNVUmZmGFkJWDzXcH47|;Rs@E}p5KnuxPRw|Sj(@M@)HTHIbp1SGtggK($ zZjr^;i~yPc1#;aAfBmyPQ*Ay6@#(OZjr@Y3n}vD*t{Sa{3z|U1ud7sh`~$|w-CrxD zCM)u0TOIlu2=!@|$?`(U6cn>roj2pF#cAK}<_CY79!6k&MuLvl?YiAAPnk$%-u04- z5m1I*oJ9H)$|u=RCDBg>h|u6tm&XkVoKuti%03XyJUA1aGoBuSprC-_vH9!t&NYt? z;iwa1=hv_aHjv40el7@^$J2t?5K=co-j^kUwb=9afq&+_#ox{fxwyU-Mx#N{)tk8? z>Q)+|@rN-}EKfiCv|CyA9rPP~d_z_~B^E>w_xA=?Tq*a;5&=0XmDmD`ySZ;|7Z?V<`-@{O^z1g#2KBuJN;haV%2;P>03x;vdVktzP zD8E&ha8ed6rV*$%gMT<%?x=BFY6hGCm8|z5KeO!x zasog9F9g7BHA?05^u=X47)6Kq>#mj2p$NfeYpVpENKjDNPgh^d8lg3}8WKuMhr-0w z*B#~#?A%crGBD3AZf~bXsosIO-fQR{^?(-`4Bl(!#4jG-VyBV3ay?<-ZWF)WjcjU4 z8I`#H#u~GAD&tU8cD%8*Eq|ZVO$0&hv3)zQKL$a@Z^*Z7?|WNT=|3yioo=E?QGU}m z122*L?J-M8%9*M>Urf?_kuun^_yoFlH{|v~(y=$vCD$ztV9Z@BaIH>*5^VuW9IB!# z%||w5z2CndYjq(((7iYL`3$ypHc1`!N&V05oa8OIssbnERg=G!57q3#oh0Xj^0CO?OQ^6f`<$y4%&FPvSTHw)0?XFz+3r2%KdK*#wq<>#j_2@WuLW+mDrLg zS^EXOKFg2aOMUZn*iunmTjR|RGR++@nL^+gQZCi#xSCkN2uDxp!F@dz1qFrQb4ym= z16RmIWPe60(;W}XpgWa!zc?crCSgndK8u2mP5kG%QPFC_u=4Nryz-d#>K2-VzTcmx z%sP6{s!-WEs;vwi&$Pt)djlS&tK&)$9PqF&i}k0kx;mSPWAvUU>d6zwuzT@c^NjPQ z_PeHg2EUO+g=c$%VEUwbuUE*{t(i1Pjgq<`uJ*&|*4Mrz_o@Z!q0E$fsgLA8$@lcC z^uF!4k3ES}dH8pRjhbKPO|f_jbEOcf5$!dV;!pYtQ|qx9e@fk-o7o$b1doTk4=EZ8 zl>$vXb~>A~uOFuiE%XroUNWW(OkKa zFu@Sd_^y>1VS6IsvD@vfVaD|1D%6X?lrI2>sFMbFbLM38vR5)?@0;R-+yzD_hLx=d1@gB&MHz0*n_;OLg8n! z=zBEn1}sTI)!daIfrt$KTzK=KRz%r!!x0mGc?N5JCh$0plUfl|(9qy5X0Sk7r?CANVXHLOy_9vgX*9e?WiX^NDrICa zgXHG&H2Wee7|UR6KNyy#N5Xt4{Sdc~e4c4sV0OLsfEp}TCfxJPAE_O_X;JW6UbFtJvTL)qd!YH%Or;y$*iWs&H~zjw)$ z5qw$P^6RKtb#d$6w9x2#zk^cptK}=H%YFZKDTXf~DQSPp2A!HoTuijZuj@Alo!`EP zW>YRZrLhhy5|1x*Y4Y#uSuFW9GfRU7$&W0GO0Z|Z9s&o+qktSV0h>9Q`5ke196tPe=2uPRSK}v|UM5)qi zD4~QRB|r!*BqRjR#J%_TzTc1Y=lnU(1=kfqp2;&aYu2oFuY0W_y(%qzE*{_%LV5}Z zaC^Lk(G_h=Un17yEdHI5nOPAc!nW~;5d?l8@i{h@hm;E1%Dr>Zf|z#!T}|He6-B+W zr#mS*P=5o}_1P)dcjC3+Thal+7o@zs=z@Y#%693DfpbrtGtKlo1hkgmZgoX_ETXm` zFx`DDQ-@DK=U&j3v6u;Wy5cGOn3GxzpDNVsTOmg;LvItx2v5FQu_*vg*4Ea_Ux4}O zX0=A<9Y(pCUl;~j^rm^*sYD8jCCJsWav(Z}9+WI47F(LyM%t?zuUqr3 z`JQN?+{|Gar>ZAg7!@F<2*gF`c53Xwkkth(>}u0>jWp>7`ln0VaMqG;NKlHhDY?ZP zJ2==JaE9f@o~-O>(x)X>7XJ@jf3eg?zfIwns9k$A+n&f*N(z8>>>(ECnnLvoi&blc zAm=5t1>YZG)##!Yy?;u#`n2?JGsS%TqfnAh%Wa^AU)(;NSLs6~5la&Wk zg9v-j`#^y|qcpsh%~|ABqu6xd%`=+1d*H5_8tl~KGu81tmEj`S6c-8rhC1F2JM-SS zm!FvEA}k`}Q@spg6wn;B&0M0NX7T3Yvm00(j(c?o5#@SUTl<|ajOAvRhS+DI)oz^l z>v|w%knfvM68@-!=+Q${*q$_dU&BXXT0W1dPoM3Cl*<>=0Grh*Ofx!<7{d^ zs22EoTb-KxK+Ot>MAF_ZFn^=Pb<{h}ale{5iL#RWWZrTdo3w42eC9BnbwpTL*l~Px z_^yFLtWf0`AF`s{%Mw3sAKOPT@-+6$ozP!rrMMP+?%Rh#TY$y^RC zaOm2}R3(-M8*A&N2wugkw6qJuE)~8UPwy#!qzOw)OX)!BGyIkgd~j$e=gpggAoJ$3 zprGJ*{ktj+4m`W&cQhtT_K7KdCGF9kw(z^uVW|(SCeGY~K5U)DZO=+OgTn6K{hh^A zKMzeR^Pz;c_WIRP=LO$J{#c7RY=I3OxgX{lXg>MZHU~xyhD|s1h@j>atDcj5-PIPZ z2lq|r$N~_HGqK93kmi7#ZBNczS^_!yG6aSxf5_N!5=C{syucS{63!=6+QvA2Oss!P z{^?dlZoX=PKwMnua0GmhitozD3Nu(*UGQGLFW0UvG#_P|w}Hz~9_Ze^y|_MGh#EJu zwzmEuSvFiykmz#i^hpPR5*OsGt*3> zqIV0?%K@N#@iz!UNwC?t()(9d`5xcFY>knSZe#w8#{^q$87GsJ&6#I6Hb7E^BjXLb zg73;#5Eqhm>=jB1?A4B!db)WyfMXm+Q5Lt_`Hc3cCs$FYx{^N*YCNSYUbG2+vUfmU z>I2MlW#8r3l&3DeUu%i+dT( zmAaV_8=Id|F0BosD7_I$)xV!B$Us}4%*@U@tj83BR7~^L{>$7dHJ9wczys|*(}BX9 z+09gZ>w5a+$wFC5?HzO2*8A7&Z|PAnF{hPjL(`Vk-bq4R<9(pq8v#4GF`M8{=v3qq zlT%de6bw(|RrH>J$;xk}UjIlNF+94%XJX;n+9m&od^3ePw8Fy zaN34*vocP&5zV*u?!mc$G-~L|Q~2iIS_;kz@tYoZO@(%7s`}CEl_Q?FJ5+PzsJlH9 zRy*Z)@4knToXhqTvBDU*Z$=K7|v9P)>5Y+riO;8 z^q>tvwEJd{0ellMTiT@k)^e-ddIqKK+t0-5UL=lCa+57fZe?cjY)tdxvoj;b-%;+_ zJ|>OBs_4o5d4+{~W%lje@^guW;I#H%;NhE#to=8K=S&PsEIx3-%~ct24p9jSiE;I& z!w<{j!A|#eA%5SOewD&wmV>Lcgr#d=faAv%xbqlB5m8+MS%TE9NT6KE1F8_=ut>>Z z>ecXNM#(D=H6ORL|q`p;D-Np~M*hd#wKJ55grCPGn1<=yiAnwlktG=Czu$ z!ylu|hh1bl5S|dLSc%>W=b66Ix>J~&tIZ?lYUJ%5!xuOa6xU&o_q1(}=!pa%JZh}uzM{`E$bC_i z_LzG8JwgswV^f^GjV%U+c(MQ;e?B>2`Is-q#gymo`M#5y{apy0{-oMy+8_pkMViB9 zifkiL;P75;BPS=Pn$W+boORk>@wxZg#d`5J_;B^xK4d#KN%EtrR5C34?jx>L%}vsU z-d$5^Jv1eF@2|&cT@!I%xU2(^KpOYO@T9suBW)lMkE4Zt5wD5i{mS|PvHUqiF@71h zO67Nl7xPJ6URJ86-XsM;$Ss@t0yRQdUbl}zV3ffEM+%@ix;j=1`Cav6jXRnn9JhzA zmwJub`>otd0w-CUn)q(FGP3FUcJ5_bHTb4k`(Z?Z=#?ug;`v2IpM-^P3u^JHIx?5C zt*vc;1XEyN4K}P!lNqG3Tspt+y<*JH8#EOk>p1l7$MN<>vJ-uii2I&<%c{c76qK9F zGDynH?aK~vkyxu^gB#h}rn`Ngr0I7NM=%f&pmR@>+%idmHk}n{?g!`toI%IqDhlrs z2!wbk=NS9;ONSMQXOoo!HYP*!%L7O@eoB0LXXNyyfEZuSPCWOVk<4e1A?rRS8rfV3 z5N_7}-8*P#pB`>g+w|95l76QbR!Ic2ao`nW6`RC6=2sMH&lAFi5? z7*Xd-A9fk2b1oXli&Pn~a<9#lfNvcUX6-QihRM=A#UtlvdpksED@ac8eI06E326R- zVhK}6i#XurgI@J)%_Wb__yVurdwDdMou{?jZ_zBASJ|>p=e-Pc?Kh{S`z>eZ{Gi?D z&6=sIVr!{~^;D>uT409h>Y2n_AuIMDr+sMJA=?AP!oLh)y+Q_s;_e+9; z)*OuAKlM2ScIL(?CRSEFlAxA;exFz|`eJM|C-_70L2+o%=C_5##m_M@c`-3&wUqI@ zGrxZ?^n}9mMn`|hr`ZH;rC9E49H|_06BZfyz3N-;O;liPHDW+asd(@<7gU8pB&=$* z4!Mm~xGH!red+D%Q!JDMi}_>pig&fO58ku5!l!&jS5L2xM$Yt~jeAN4=bZ~YnW2J6 zA$g1hgLHH>KPkBnel~iv_}g46=D{}Jn`lv{;JTiTsmYm34zOAHu0BZgUL>M+)5Uh? z)@*poFp&zglqs{YlW*ci8N z{LU)kqJfGj$0)@Xco0_+lDDV}3*6ehq+RO9i=)%8@+aAuM)TF`-xun9_vc&^=Qvvz z$|)KqamFmiv5e-k!({*j2OQHuPWd78d3mq3ZSY$S4w$;>JG#!sYA9!saCfgThcnYp zFjA_;L+;PNhaXCbjUBwK3%TYVQLG$}sj6p3v#9iYD;ru^WC{kE&Q%Uuw05Z$4$?n( zVYGO7_C*v{&U{hgbN^8asszFKn95_q9av44$OS=Hy3n@+(`@jaGNyneNjf5ms@*{Wy!tx|)1RB2oX0=ziE4`AO$Vfs`C|BP z=(z8+9s`rIqpP}wVGYE#B9W}*=4`V|%F1A>VX^uu1R?pPtI@7k1_dLp^hm%N&K)VL z2I|{+qqcrZg74o;doSG}j@Rn=z;@lNgSKL&;mZ#)Gcvp?lLi;Df;xPCU@O?D?6NLs z!%zg17pfPHk#(T;j;Ua3J5V|R0GQTCP* z!z4p=$*rrgWqk?>qOx>1l*9XvRJSK1%b#}Hh+C|E2g!ue z9^1ZpDJptTll`(ZBbOhzG97hn{-DG1sC?CARWTjc9mcC@M%kHggVAS4%BL#l_6Ad9 zZTu~Ob-AzzvC3hSsQG~k90)sW8AuneBE4iKqcF7@ip$@zl+pK3N5m$%@Im?R5iHsY z>+Mp%y%fk)PRu;^I!^?jGEQZ=$JQUoDC<%Z0~=?f&*ci#_XG1gX?SOMt(9WV4vMEESjJP}BiwtprVsk_ zOg-CHC*Qe6MZ1M|9-69uYoF=kBLGbc8LEwQtilAoJwRE(Y*jQ0)Kg#Pp?AKSK}S0; zX|v6Cg!_(65NVd5q7oCA=);e%x6Q1QxA8#}Nog zwENyjh&H#`{TxDHHjS^?qT1$atk}cH1BKBeU~a}$c=?$sN7SBsjvk)(NLGIGHb!af8!!p5ilmx!XeN(|g=r@6 zd6+wx)9Ck-s_6==eK@>{tGmP{<_cCM2LsXw79{5)AF0P3<5yYYL6zv`n27^J=wpXH z+l^z@eYp&}Dz-Z{WRF12&$Eq<+zRFQsyCNnMu;(uy(;E|Mb_0q+9~vUFze%rs{aJug zQ`i&eb-W>Tl0PCg+Wja`OlZD6g`-TpurEqwNyIXPOMqr&6+dy^FsU6OWEOo=OieUHiS3zA(X+ zBt;)6PRl)VE@s3H7}N9e@ym>#6q$g{r5ARmKiu}5>+Asr6mH+Fbu}`m{$MS6zzTmSYZOB&4_!j;k6lmGI>z3R`Yh_Yy{aG=!*w_wKlG!-?b4N>soy5@>fIa zQ{&^Ez#eo7Fz)D^OVK05VQjcQ@@@gCPTR~Z zD=$A2Mpq$vq%f=lHh&Skpu+?9VCw;HBeqC6fT^&+7ZGttD@R8{YgZRXS;rTBwHlD< zjvT~yXVWP@xF%nW>Trqj?~sV``Kzzxf|d;)1p>IP7Hk!U`0Nw2=3MN3cCkkj!I8h? zm>Gk@`IAi&Z~%hNy&ONh=iP_%XtpN)XDe9g-Dlpz#$x5tH=b}TF!-F3mi^mBf|qa2 zYoNazZ{N+!?m;vintfHzocB=xcs|gHRZ;?($aw}8thzOp5D5SC3j@G7*+X>NMlCuS z4c@Sot4z@74f!N}-n@KcW6!eIR#{PS)^(YE4ApW_BX6@?0L!P)@3@s0Ik;b` z!rSBpn0S_+Z??_)+P&XWoA-4zMO20d=f7cOW;7x!o;0y-&RcCuJ`JL z4pM_X(BL+K}bqTN(1U& zAq0{KFac+f@Vy73UoGX-a0n==VTvz<#tz_vctr}eG1PS=uiPDyY zhInegbB@oQLmo)Ac5gC_e#;GT&$6nj)B$X#`|J4l6!W7_#1_l;yGPmh8k{ z$I4ZPPy6>0v|X3VZg7QLVSmV6O14;WjpRhlnsBrAXJ5%^Y{`FyL`j$E4U zV*ZCtRdaYC%_2z_t`9o?P>Hg-fUKI|_B8l4L~A|N5e^Ucmf2z8tDg@GbFqJ!7=u`7 zO%z4ww&uK*TT=+R)Ve_moWRr`n)V0=Fyzng2z!(7^w1K3Ra$29wuOti{*1Zmci(P? zr(OjEq{3rYU3GDktzL!8Z8UX1B=A~6;9Q4Iq&V)DUMKgtCVKHA{E^-HkkzO&=Ttz~H^g3k4)w>#Ow)t6`U*B+u^=}aR6ksi#Z5=(qTk9K>3o@3q_DQqt zal+2~ArZnYE|Qm9B)+@jeI_J}n>iZ=_p-43csNV;C(k3A%Y8_Er%s-9m~B6co&%1@ zd2L)3)cMzdloiUXbus#){yF|{N~)>`NF)+h1I@QT$(o!U$bDgnjB;GJxAroeTmK<$ zg=2#>Z5>$Uk*mNTU_=)`$V^O3d_hK;dLMfg5TNu4_^5sUWbB|}y4Z z8JP?{QR{sJY!imhOZ7mBOn*9YcOEzpY?b4kN!4C>7{z($+oS@qeDj@G=+U!jfZ#|R z;qngzKnD)xp7Q3Hc=tyE^}sffu!OG+dOi{$4ju8=1t0PNuOsg`*MV(3iPMg0dyp07 zLJ||s4>hJ#-T{2j2!}C^{_(k5<@+SjFn$|p-B|0tcG5K9bNKi6Of8*bJ6z{nym_jP zJLz25*YOERSlprEa|byTh(155>1J91aSwrhK39qiJ3-~nm@`b{c3u`)J>0 zSo_hA1Z5r2Gbbh75HU#5u*C0!tXn~Ma&3yJRM{Noc_t=tFuN~T+^WK<#a4$rnHTv) zGLAV5y!Wh?z2@(Q^Q+p7RG1Qg^BC}BQ;VC2>GB|2gpy?4ZGL!aHm>5Z&U-J)gBVjm z>@JyfwHf(*h7J}T>z+1IF%OJaNZ@$V{;JNJePQEINI_)81#xD@=t`JbT2}3B&tbe4dd9oEzb?8_-|Wo2 z7lVnr2s!@T-ejS#Hp3^Kv5#|r!y#d_gQ+4$DDI2tN>KzsV)aNB+WjA-MuOKuwkiiq z1;-f|7gx3RUQ9?EvqL16XO@=sDFjfKv502=*g-LCe**l#gQFJDaDl_bW6GsM&jLZL zIr561u6MP1cGBsgHG7-p%84k09ZN0leO=W%E1`CIhkGt&e*1P06mP=5VYl<2iT<(6 z4*)ej-xZOnB{oPe4!P*huzB4Z^{^K6W(8~wR|b~iQrQl&`hz(wl@q*AA?+jaw}!G! zhC^R)hPFXYN zGc>**`W1v@wG}GU;{{FwE4;$YZJq3bN84uWD>w$f;bJ$|w5KrkmX(!xEz3V`;r2=> z0lKT7i z<~x4krWr76bU@^NVg5r9y%671?r5y&>O-nk?Y8!T8FVSF7pTzYZS@jl^+J#F8d(f$ zf^|uV&&P0gYZ@XtRp>6YJF^M?GuXlMBCl8as<4;w2?=E2?mObjFVm>g*hkGI$C4lhOz<}&#Wir!22 zEG*&x)u-GaI(H2%2L$Ud=f(M{532d*5SSin9DTp+X;*KKVfyDpmp)){G6PURXAziA zfC;9R5*!=|BL(;@?9g`&RKHU~<0b7%FX|=cRMm%)0koBynQ1yGPKyVia^OgNf}FXz zH8d08+kUY15xM*){v{ya3JIXsLW?pp*#y%;(2*Cb;xyU?;%JHSqMS>2xExHU>}lu6 zF@lMsV{U0#nG6U^;7aYBizCLK5i(N-JIAV-tB1BjfqzX)djtYs6-H6U<<4Dv(J^kI zh-@#|M(3)ZJ-Y8pl)*u)nHb1oQvy2oEbpmh9$A-ru0*wtWMv(;;=}FYoi{)%CAXko zta#fBPa6OlEd73EWhL(0qgM+H#};eWJF)Pcb^UCQot0$%`D%Q%6^35Vzp>mJ9k1Y5 ziaU3VX)@q&mQ45u4BJ9qz{|~RDkga9&*ODGVWV03W>T6#$fev zEttpE(GuYfosS`65g9$VhefuLjQmtqf8pxuFLN(Ah}o7SwSRL+O#2MR;uChUMq9|j zca0vTLir1gle_CQTD|3|DV>dAKhJ%%o0?W2paUzl&29=mEAEUi9r0NLMN(6qvKWvl%*ZC1{0qi}a6U1wv5&Obk=3cG`4bt(_s zIwB)|E@s%J2Y8~;pMGGYNn%;FU0g! zm>R84KZv&0w%eZVH|?o*2p zm|2LN4Lm7mwGHApRz;>Y_BKm9_2<~|V}OFd>@eJGH+of}IqB42_wL^?0TIYHg}KBs zbvI|!2)W&}E4L;vom2$QbJWWJ?puWhh28|ZVn^Lj$*`RRg&;7R5`-J4Ic!rsst8Ry zNa&*3e@AZ*x}e;5gP7quq+_2w#3~seO+ft$)9UPE$qq%u8ZlAILcz$#*#JrdmHycA z(;#LpBchwReRDSDDOBW>XMsU{wVT9gF<`LIrQmktshb0l3a6BkFNxS~?35V>RpNfX zt526sLk}|uYTCUYH#WP>f~kl0vzF8zhQ11D7ZKh4aO~5;)pvm&7r51GZf&c6Jp+5z zEcTY-e%tmf`F8;nN(MGkAxOB*1+0u{HLMJ)2|D){U#yNJfpAw(+Ym%7+b>2vk!*2x zB4y8z{b9Rju}kZ-oiRdKKBWv908lQ?8^+5bYma1sO-na-z)2qBk!^**Vir|YEM318*_;ltr$9UaIJn|z zu1nt4paE&G`R=!SMT-aX7xuA!j*ZIy{CVi)J`gV=j#V45a`2fvcX|&hmT~ovdb@{u zoSHBqfj-RdeNuM0nswxk5l}K9l5k;%mn^b+Y)Y7rX+FMU+KBhEo;%(8s%0(Pj5_PJ z@$|{_55bmLA?{%6OWuaQ_=|ggir)>>))hSL6Rs`T+S*EQe4X-XQ;p=#=+#NTX0v^sLS5YBr zmyzwfmfK9RGLhEZ;-$Mfxd1-a)z~)S$mYJ8AkXJ@=Hg5Xr{v*=U8ISorez!n^i%U4SVMOcUGf%QVBz^rX8YqM`!I!&{ylaaiYMvoEs%;m&vS zMU(gZ|N6n>Pv2F0G}&$A8u|+`RRF}h2QO6gDz4|2Wzd0)u~YGTMUDVk3J6Fd*OKJ+ zxj`)|wjBXtL#IW?o;08oLd?)5eW$*cu7w}wZ{VpSa^SD8d%+D)PdQzR$X6Vlpl@ls zUO`AdZg_U;^fC4?1$Pl35Y`m7%sAD3JzdMOVI@r;dlNP$0XoIP^3FlSFm(XBf9d)_s;hu8Bp#D_EOpPEVMUWCs>q!ihxKq$XV(xv5ZRbZ~=KH2VOGI2$)jd&%!vDBFN$& z{C5l2=7mOFR{8e62#R3d_lI)I!g9vz%IPw&jHi{4vM@~U-Yvay`mqelr)f^+a%8!7 zDKkr`%^ukVxK^~Y3D`W7tH1Zm3;g|fKfZ!!!CgD07jH8&gv6AUWyb4Sx;d`r@Bi~W z_oPIpiN`_{^<$Oz3~EC6pMUwK!``A$`)Agm(7|VGZ zT|~_)pGM-BDdiVK(~?YvJM(IY>yY+!&SI@E;cWQxSOBR{%)H1xF0XU&f4yfXV%HRK z$U~|DaRQJ*&;21W{?mYqss7po+q5S_D*AB=nAYoBOv>$_>+pGee4(zhWlg9@U50Sx zC44+D=~3eGeHb>Ce?GCnS&vx%{G=l1=lDrdYJ-XX^VzS5CvX2x3-5$M3j#4-ydE;S zSi9KzMP@fl`TuXUW@f8*uE~~}s=HS9{%}uGxzsKAZ(sjslEG)rzxij7!0WgF3_A1P z|0NT5-&2_H{khJ(jX39upc&r|L}bEpyhFtR@9>|02^|uYl9l|e@%g(T8zK>KtdIZm z50=AO*m1rFk>_tl-GixNCJ90Whce~=y77#ly1oYE;@d7=gJ>b-a8fx)*8TgsgWygW z5yBjmKS547KW?wn`>}mf4w1*?#xt)UpRzWO2i>vHbE(Mi9s2DsF}7uuV?+^yVSbQo8h-Rz#w% z46n1PXTG|3weeMy$T%oo{P(4yhG;DK{Ul$~$hB41fM~v_CUrOb#{L9xZNCcLnVE(F zp?^NevR|?};NRCQN1yy*$o~1e;rRauH_LU6{}IHSM^F5_LRgNg|Nr>7;S*U_P11k9 zS;No>Q8^9y@L$j9C2SQXq-}2;u;1W64}LOJXhcYxFG~9#9S3@OzRJiLA*{`35P7Or{lu=-Ugy7>H#_qD t&GG*XmzbH@9{~UF@jdzfKE4~fd-k*rF*F}ylbLO4-`3YCy7e&l{{Y>B4xa!3 literal 0 HcmV?d00001 diff --git a/book/images/getting-started/trae-open-xquant-1.png b/book/images/getting-started/trae-open-xquant-1.png new file mode 100644 index 0000000000000000000000000000000000000000..5fcf11b794a4008bc4dc940e932d540fe8385182 GIT binary patch literal 450984 zcmeFZXH*nTw>I2lB%?@90s@jH3`ovNKypq3l9S}j07}k?h$A2%Ig8{hl0=dSLk^M| zG6Dlbc-#9t=iJY|UZ1nxzu#J4tzI%tS65e8?b@~XbzMC%ni@)kc+_|R01&Du%WDGw zG58VJ6&D-)Q({$|2>^_MioA@j-@Bc8xG&9C825#lp7cEo766?QjZf#5{7cu8{Boid zzWP~7#9YQX+s5)jW?fM4DKfrq&%rm@*ztaB-kV$4$$;{z;j$!SG9%jU50nL0unGFS z(t}*Q1kFu7)a>VO28Jz0rvIhn;me5c)BW#N=m>y2r2k7XWBmUs{2reFhjEBJ4sur? z&n@NE&)HZQRUyTaCR2#c!;N5(A$xheaQ}astj8;+=$&s1^R=}!wI+`J{6wF< zC9*HYE~fr^7fVqke9YdGEXZN<3%Yf_^=fr`V1dl_R8;jDRx?q*Vk9)?KX)*C=20z+t-|!J8&xJoJSH!D0P~Fv zm0|>1Doggn9<8!o-S+kC!O>iq&f$=)Q7Uvvrdv#mdUBm>vFI`Y>_4=;DLd*#S6V6y z_cARu7s#t+1;W{-Q(2N6e*@0F7a2kHo#CT>AF?Xr>&wKTnpZRBWlV&YO$-=)fkla$8du zD^CV0V|7kLN;>8*n)Y>G^_d&eAgaf?J$ZStjf-4>%T_?ptZ%O*$V&s^X>(ithd{>( z9P`ghZp>d(H+|V64VU|U9F5!g%XRL^blgJy{R z9eIx1Em%&-m)fcb|J<9r@j`ZI!TX|k=~(W+=jf+1MyIHyAhibS-jjqed*D|9g4YDP zNQTh~p8Z4dn)FJb0`l^g0wclU33?X-_`!W!D-p>oTb~$?ekiA6n!$4smaAuk(Iilb z|JVzGE~n|3#K?UrCZ;^k=i6wOdE>7JGm-~0h69D8H3%(M{&4HxU;V1Istk`_cxFcp zgwU{F+WQh*m^}CT50(G=+G~Np?%dK%PPsmS;BzH=wfk`3|5p8%t8&4(dV`t9M$_(~ zgXlPLFso>HneiW{X-ZihT zEiWcoqU`hQtk<>pfW`IEBAwdxZBilow?vzw@+#u+t73LMFTDsE2z`KTo`dMu^xG^0 zK>qS-JD#4N0#8QNm?gBw@lnn5|FFV0oxzqAv^1VMtK7b)^1UQ}{sH~sq1lTSggk%x z=O1NTh0m5fD3_Pk2znKn%A(8ViRO9IHSU4O$J;U@WFeg4op!UpCFBK^>iRzLw(zNw z6TW#>!`g*Ssc0N@eE9`Co}qsM%IQChE`LNb?5{FZhPv+b+v@5IGDj_$GYyE)wrUN)hVb`*>8 zV+!laMI$@H5)XYC4>mN_lR@8PG$W(q+3)FY45f#jXXcc z0-#-%Q1)2%j6p*)qX_tJSdW$DzS)i;M^^9Z>R|AonFa;GNJhkz^%dxBw_WO2#Y{=Z zWo51GUh~RcHqR-qRk!oD^zb+`WeByh%FEyNqHFw;0RM$8sMk$Q+}?LFBf2-&7T49) z6+CrwofetsTC5 ztx4`T(tWcd--egg;_^F)Ls2b@G7xH-2Ij%XZ?a%gM&OE$I9KvTc$a6EfXuj{yfB1heoDGV^93Vr_3Uo-v`+{!LsjAO z*Q)>cRb(Xg(%JcGLdM7jaS%>MtO5WnE$&}C#@U07S-#++A)W(0#Q$A3S&HArh6WuI ze&1qQ=ks+GUwE-bfQPJP(%2ZOVFjC1S1-(Q;$pUR!k2B1#@WAPU?3x-nGpFI z3(6qw=U$n#=m5M~FuPk2A0$aE-M6A7B|9!iKujz=X~$3H>~PJ`Q+&IP~=?Kex>_bQCA00xUf%J=U`k0xN>2k1>#ri!u zM=vdX>g-kS5I>QQ%QW~H7c=0A*UeppM-5J?CR(~!p%*JRkGxv^obQApyE_;fhulI? zEy9jUh53(Jb)sFJ^ZGWzie`fsT09GH&zeNLu#z00Mkm%p_vf3)7FvSw^BTv)uY->6 zbFA^pb}l%uz|RLYdxsiF-y@bI|J z%Vq(&`gwj9in@WCWfkXJ=QnyIeEO0W*F2UNM)s_?*B(2&xpi%MEcYhB)Mv{pDy^Q^ z7*DjHML1Yn=Z`72X3V?x;V^`}h>4+5AN1bzGjiHE#X&y^XhrQgiCCUygmuY8TiMli zZ#F0PycBjKDokr={WOPr)7;YXP+YvVqixbQVs=+ig!c2%5#D4zVrpTb7m;aX+TwF! z3WH*VFkGNeCY5Q=n0pn=YLo7#J@}wqQon*3h4k_y!8mjB`2$_dQhMtbQI>lQz%#z|oCVA2ReDK1?+g_6lOCMGdQE?_fNr3y( zr&345?)#MLm*w5VF4r=1-gg5ZQk1`pO-v+InsN6#A)MGVV%gluyvPQ0g)Z@dnjy^Q zca^?{ga&$gUm#@)Zet1R(#5vAo0i~$OZ{|*@vh?*ZvGfK_ApM(yRy0gOX4(0OtPN794M0z6+eB2CfTIkWU-vz}4 z=7e~#qC!(Cfp$h+1%(1rG-&W{Y72ZEH zl=6%@#OFq`{d_$X+;|=yUkG7e;ArY|yvfR%uk|k5&~|GPZEjE0Zi?3~`C(XJmkw@= z$`Q=7=GTVG?S(Zy`!KDZ+_NttPi z{d-RVkO%q1Pitom$Jovec7-igP;MRFb~&N`s|eQ$TTaQgGpg&uq^gGk5`@$CpGTKS z^qDy|$qJhHk3H4TVk)a3^QQrUqC@~3KZqbQjo5*s?tMm(G}Ww(xH<2I>^-uhiPIkK z-M6+aLy4|u!*!Q2^0Y)nwKdL12V=Q$dRSqYRM~wqf0_Q9X_? zH3tdQJ3!j9-TO3Zo#ecbnUUG2dwvrKlEBpMef_+`$S!rq)cC z^9@X}wB>R1Zyag<*uM3#5)rMK&;B}=l1|jG{{8&QCo93Dg6EVfsRvu&2rYFH`|S_Y z^|Mk*T_Z`F^{>$Q9zMtTIDiQ#e_1g!H%ABNLiVo;xBZH0&*dE)9r0!ZIp7)O6g8h3 zaf`-ZE-W}AAtbn+h+P?R`tAsZ_P#b$4jRyYvnR$Li>}4Lbdk+!0W^A^@c@iXZ3!LM zCmjGF>^djU{^@vGNLV<^kZZEhY(}VTbZ&?1bw&oPw>20+&P7qYo~4mkh%huQZ}&0d zf#)tS&R#$YB^8{nAKNS7BoD3;&F5I<0>A_`7-x16TW-ZO{Qr)Bz=WYuE};I`3^toy zUjbsGCQ-~>GN;>jF$5ocj0Wm!EWp=581#4d=x>lD;Fw`Zp0Cog9NOPgPUBihOOomt zFM2|U#XHvc@gL$Eh@RsFz*{gb_Qe7RzE%>oCBNigigN%*YaryJ;I4o9YH~{QPVgTl+%B7 zo2kxJ#?1nkJdV((<=C(yb6lWm*?nq^Ld3WU-ollx0q!)9E@$WGy(>{(^xJ)=#At5L z&axz!jqip%7X+9@@zB83p>y&S68kc1E@QwZvP3JOue4*EcP89E49Gs@);SXrQz%C1f?jf>Of-Xs}j~Qk&cT-N?s;7(f*8J)z z=^jHTa-vLqb`qmAA|iqfBKNH?Cnz2?nkx3yW8^yGCaltF)SEDmeR-iRaC2L9fs1Qk z6*8%BU|bp313BYv3AqyG!imq|C8w4->E3bal;ke)y3h_b%*oiTaC!ChzBCCRzqr@x zbU*e5iZrP&mmLoRv0{^a967!$&u19Cc)ua7e+?fT0Y1w6BD7*sa{`$J{F#m`b>Lcb zc*5*$<9!!rOpkCRTVmg@gFjPEX%;7;%u`ZJ7X}Wj55oAjSho3EW zjE^<87*#-mF1AJh09K>U9vi-#qU9$cW`u2BVFY)s>2#bAEmudq8@fkrCgu+7o=h^Q za%yg?X$rF{8TCO~wNnRikjEOva@Efh0csy_p@s4SAdVAsz9xkR=&JYZ&NiR{DQnNv zG$i{1_ZMXtHRpYTgXx~+i1#L#G=N(%bjE45I2X~Z#xw2}EGX9*^|)Xh40bi+f?8{r z7n|qrS(@SGjS&Ktz2Tdw&qd16mb_Rof=3);|4KRgZ9PZ5?n254>67d%9PCBShL}Zn zhnejnHM$p07lRSLFGJZ_D}^N+d~hO|Ia3NRQwO)?MaW#spA_+DY#;A^#(^d%GCS8t zJULph*%{P;f*WvT%GlG^kSppY(-V0q>V&*Lgv%xL{kUB+L1XBRBpAmYTwM0iZ^ZGo zzaXMJHzf)^9}GpWn_L2Ox5CgIQK+mWaZ+Dg`X#@h3!5e481=MUmmttc8yhydc16=?H2CyD2or4B$*b)60>=D zYAMm2Xn47b(P=hswpn_GWY4&}dW7}s-E-_$JfCj}YLF z?G-OWgRcSEWfG6`x%S=gT)z7H(lxCvW4@C{aKl~*ydkogez97~+HRFg-9BXdoup@d z(n5=5$!o_nUjiZ-xjdE z-uvW{ZpS)w;OJc3*4CCL^KEngHlAWs)Y$wyApqi_(`w{^CQk;Kk1@j3>_WI&CNKu< z$F5;BZ9HVIU;STp%X}E$QlvRp_}T9+(s&2ZC_;PZ+`c7fh6MP$6>qZ;B*icJS3Lh{ z%EJsB`TTT^VqXRJ?w#``ZV6(0ueZM+7YuSpV&wURJ4QdX8_tzz-&`Q7&W1L%)5IxtrS~H!rB2A!5zVEtU;p4 z(?6!2pLl~&f$!d2SRrDnd}#Bh`y+B`f&YLmW~lcOcB0_HCdSfgL+B)<%+pJxF41NFU+QQJIVQem z2jEUwS2Go)C+o%~IE}Q(3w$BM|LnD?`3mpz6-G1{?^DnGEAO(L&~s1c@~ZBQW1;k& zPXZvU@U~LOl_r5-QAzRe*T5ZTHIElwRsN6l=0Lzt;);69O9&~(FFJ{~GC!)@2jtZT% zd5V9Fz;;-kn53V!>0aJ^%_|6Awrn*z$txEyfOR$#P_gy2Ii&zvDnT)4%4b zx2LOOVMjc**gSHv=I`f&ePe%J>NaZ1+6Npwh*pHBs6s||@=G}s6%~^~Fei)7K9IA< z&8SB3$8-cjw9vfGk-FQG&&u7NM6R28RQE1EKE9#3@ryk6{gOk_9~|KU26yG>kEsUGegvLNlc8>n|JTPPCC+{FVJ0s z>Ghj8jXtF)FVZbQwT`Ozn;Tz5lu9K82hj}X7np+&-@aJX<+13rtr((gvAsRGcBDRd z9B3>2D4xiYxjC$-;90*SbEQQ`WTn|t2X%N&b2D~+7ZBPxqT%x=pZ1t5cbzXm9k>|w z&P|Z=`tpeY6K%=_5U+4%tkkDD4Y8#UH~54GCZ(NT&+h1~Q5JrE=tltYQ=pm4yX#te z7j$`CuXQ$4zcoJH+wzm*X2su|zoGSMAxv4jPf37nO4Tv*Y3S%X)5mEpwU6;NHJo%w zZPk1@3R=_+&(f&!ne!>Bsbwq{$BbVj9CaBbH=9<@m^=GU&AR57P6XdReTD7a(i{e% zVxptYmIwr6S1vM=#+hmFv!)=Tk{=q-{-?f^y~XQ~Y|`co3w6o9K!hzJFq*;C60+1f zl$aUOR8q>7B`(r3Q?35NrBm%JBWyJ|;Z5KDLH_v2io_=G#=BY z%$Qub=(ISki_x2x&d$zOAy3hoE9FQqf1P5FGT;g0J%H=Osh1ZK232`wb}!PR$TKu%WlwQYpS!(f zHo}a1uj8zSXm&lX@dw(HDNmHt)z%YAO3F?ghM-Xo7zjv7-JFlOx6C*C?k|`ypw}B$ zBmnNu;3_BPV<+rC4<}{x^2egbmQ!?Q`v!;ikGq$P+q>?>h~TwoT>l0xM0Bs9x)y=F3-9wqTjFa4d} z*hq1a4@Vb?9pGxFJ=&xK0=4}%AKj;%-F z^q%pp)XGq2B_I~E!_*#N`8d6k(sxyqbAuPat#!T>wNG>YvVFnvKsO5es*|+z#mtR2 zlTi!Nl&usaP+klGDm&t=X=(+UJa?B*PJwXf#Kc|GmXQ4XqYv^-3m+#MUHu(M2Oq~p z@nAq>Xc{aT#LdrX$%Bd--HNZ0h{~#QQgbX zk&Os&uS~HHF{#5t!>~j)C<2!JnVRfmn#Duc&uLFas3UBkTZC_4h~0g{l02mJpCfd*ASuyOnbmJ`)6gtFNWi4BLkhc-SJYs&iaO^I9Tw<+#Uxw3%UayV7WWVm} z{=mB(BSL_U!Bu!_6s1~#4)9TasGr@bBTYaDqei}XMXJLoR;HBu@d@+`(Q|N$a_lH4 z_~R!})bG(Jbs=`UhD;h5afh1j>ggQ*D#}S#b7dyk?3qe`PMI))y;|GY`!+gyf#>5G z&=P#(ub@y8!ccE)SNjMkmz&TnE=BLIB=?-Q2_JG*TBl5lco!K^?OQc}Zvo_M3?16k zIk$AzZG4a7O}_%}AS=RfgH&4e5OX+cySFqCW+P2akBUoUdE1dcD+tjj;>2eT{kM};3H%p0rD0u4QrA)RLXtt4LgKnOd%cV#>G1CR~FRv`Yv&X}pj zMC*8k<@W|`-?+~3iJM25Gf&iS)FHaOT>AAhOxZS)`=mrlWtr`zH&pVk*B}UD+nTq_ zdwY?LvB~nJAVE(iZ^NJ2JD}m~OA#4`{ggj51zgfxWS~!4JW&1c-5cymV zm0Gy}^*9=lS!h1{BD+F=XUpDX4Ut|R?SPs+EgcHVI$bsA3R{?j)4REV95XJw$Lb*f z+S5|lhSWoNfiJagusnN2z(32By zu!_)Y7&rO1k&%Yhq#;*1{-y+bFSWPMTTpq_Wh#!|JiBX{}qf0QxD86FQzb+<5A4 z90rVmeHk-vgVi_G0{~G}?Ste%KD6;F^F0$$asF5uVYg03y~U4PUevR*CfrKOMX<8| zmifKJvqvDcGWj#=>)t7RMNnQU=S_$~%i41#9<-65gM5!b^XC* z$uKIh>gIH@e=;_rRYLNM^~9)dE4iU${Iqk=VA^dpnr# zp=)oEfd>edgoSm5AcH4vsRp!4MEBh(*5v>_t(*vLIJ@#xvO}paU@wSWyn(@# zYF^U`n0%w8r4`Sxp1nFZr&#Z;EdpA;RPp;z$Gr*-6e&Cge`B`*)UJ!kjF3yU3fFsdiI zrXjcP%t{i@vclGfhuNhJ&AS7fSrGYy0gG7-G9IXl-_wsyOO`0d8jPx1{ z3euTmgUh|UK|E1S(?&pN`r%=rk6p&`L0WTNo!+dLXV3lBVphRo`T0_I#;xN>=yiJF_q~4$tFAes<^L zg6MiIn08ASJ2tNqJ{|!sZ#4*h)$IJ6&3gvyj34I$^ofClJK1gJomO!yC8B2XV zNn8&IsDjb~chsc%)ai>4Sip)wrKO`IHGUjEi2_=(J{eTKe9p|9YZd{ zeTo*@&2ZiJpucRJ!(3e*yuspDhL2K!#3nC@$t@2*Iy2xzypRpoulF zx}l4myF_q|&lM4$11C%(#0F-}STgtl0sv&4JI;sP4sveJb13QQUGZ)vcZtvf+sx;h zJU2{FPq;Qm`GlpCE?(g)8b!{3r4k;N%QgHG!4LwiEJ+3vo|YL&HDfOF>h^Z*d@j)5 z03hi4oFe%dRZ~zUDX_pfw|FVXlrrUr3B|$2UUvT^wXCgoH%2~>G#&?<-p}tY-LikG zFJ#ZFianKhxbjoD2ZOqa_rYu#taY5xg%!XM)8M5l;dThOk_Z*<0 z@MT`9rqJEeJehG_p!4!GI+)j0Vq7!-QATDa4MMW}CECAYAzvnF3kM(02?$vfiJDEz zs}0q;0h8X&Wj%MM{NGnq5yxtWRXQZA+k(r~+w_+g+1pC%+R5k^10EQ{K3=v2YB!P% z0KHX-a?&V1?GjyXZ3K(52}i~uQcGyZ=WGv$Pjv`wGX~aBO`7m?dYp|f^V^1ga- zE4;RTSA)+_2?FcRI$L!5I=mG%vg>irbOzu9`ai~3wO^Eu{hEqpQ9-WphWal-GR#yS zSPOlORb!nuBtJNRvL^qIsJ^xJ1>2KsL2BnJiyTlK{9;wmkgx z-m;+3@lA+Co16c=9Jk9hJ}Kgr?1$fM??gsM=5C2zBN=YOJeq!dGAEJ8L`Ng2N51FD zP&G7sg9Cy+^wHsf`h=(-WYcAN&xd&m9yd|vy?Tt*3X-pNWh;D{#yGuq^}4=)_h1G& z;E&5*w%B6j1#o-5&P^{%8$ZhN@hVayqpmL}PN?=fWO_Y=P5$hq;fG_KE*J>K{97PR zfhqG}VxnYuv>sWsJa!opED)*%Aq2lRb4pMlX#=(4>$K#PzK!*5cx2^dhs$-L740!> zRN_yextTPbFd)p!kP#eBK~ADmi>&_yB-y`I`e@xuD`#4UZB;b@g0_Kg`|kM6ykJfj z#Kd)1Wfkce{+fB}c-Pp>@Qo6fwj+^xQ@cbjK3`QEmq#TQ6yt#+7(uX|xPz-UX3Y(d;tSWGxdHrJgAC7(60R_f2+GJ%($`-pY> z_@r|KA=9KAS?a_G8{&Rq{Z4}ow8^8Upt!mXr~4oA;9rLAbilpW{&3#O*9nwyguAoH zyNgWWp3nGVeL%dJ52fWF81!%c0q#R|Sb>X$2m6zg`YYXw(*bOL+bZu}PYHSLk@3A7~&F(0E8HyEe(FRfoV}&TczyOk@zGPL_ zLr|#HQq$Vf(vsiz!;4UdmyLMN*2l+ok>9|80<_3`c<2E^5}>Xuj4}EkpluT$n-mWV z_W9j@hc8ZpTL%tqXPn&#$S46zGbgt|OSxQux$*If#@?KC+%Vt*EL-10Uya`Te0B9Z zm2RU(54jxIX`FX$Y-s^wd`4V!)q>mKGX^9x+f}Z^?A$k z**PfMh$-1}h);-@eO;EjYE=@Q39s#6_c%ZWA2iOp^pPr{fnmwh*^{@0D=5(abJ5HW z2k}G1!(SE@WNrLuH;(3sN~D3pG6FHhdY>_vr0p>=qK0f z%Jr)3>FWYjJTQw@RwB-)XGzz1djDhm*w{m4@O6DcL(AInquq|39i9I>CG z!M41;{dp>#)1~1Ah2eKIYzC_ANJEf&CUaK@a=$K!iDpi*{{rX>?Uc{9di zibk?KS5BBnHeYr-L^br`XuTq$-RE1e-aX4P1~Y+C@3yf3n)xYAFFLb%Hiqx*{i(Am z^1{|2Ip2}Ayy*LG-ZqM*&HuD=f#b1VkvZ$O_>#n2C1cg_me)P%d1**SL}_XA2Vqo5 zfDTX5on=i*FiHTUO{Nq*5i=q+jdthSV4)&i;+shYeWvPZE_XP;?D3X*`Fg6dUg-u8 zPd=862}NX9J3ifY&nyWL0{@){@MqQ|+CVu0N-nDYh8~hQxP?v$xN@cqEQPjTi-Dtv z3<%^5iz239+QVU38c54=2e%W@=1_aWg5sc{3izg#R znI&17#n_d1koAR}j0hb#4sEhcrk~5U;2YHF^z`(RjCdeDc(8MhAD=*!Z^-fV`SV+) zh4*L)?)_lc_7hhhuW7E2Ts?(=Dy|u1S38Vo>ExHw8*bKL*cXh0ieBEn%RU+SKcBkM z{s~}fCIJOWB!J(CtKH`<{`YBGtGk%@-16vzkq=!Dtc|BZ3hWj)PLh3u(#I~&dWN%& zdKoS~ZIXMsG|;56YZIRI)4E@I-@c^QQtGl8B>b0y;X z1s=$9eu}q@o%VdvuM?_gcMkl-tBw6``^|t-+6Ww}_l8`bE%_|{{4hO_J)?UdDFe17 zcrP{kH%Q_fl36e?bFbGa0GThNqa=~oIB1)rUebDZGH?{mJeZ;^@gC%0`$i;0-b869g$!-zd?^qj%n#{;X!GcIfG@op?Cl*y zu(x+Q)DZ~k@3^>lz$Q9fYjd@=jIp7dYy4yiJ=@!&lW<|MC6XP4gctVRKU%v;Zvtx8 z-=v8Ni-=)x)X4vbD@N~%MW9o|Y|4=BVc*R$PJiKgvRjib_m`tnB%|!-nG0%teI^ox zTY2o3E_H7kYo>kCzv}Q>Fu~OG8+c!wxpr6t6GYLC4tQb52UR81T4AZvGxY$su z^ybFk=F$Xw_atr*q!M->0J?I`4X)iR`yGlBSt`~60eInzxtjg=($&y`0F*4Mo|p5k zc*rm2pEZtC$GsJ^pcq2rlY2#_lsFLA6RRX8*$HwjKMyHEv6|ENRkIB`K`mkc=4}Blr>EB+HqU3_ z+({}keQ{HTJ_)FC zc3)W^>dgx~V7zPxAdq}e2hE=Gm_37YREQAdv#MMg&H^mboWoTrBOS6%9dAwUp6xM` z;nfjtfkWmjpRYa$a>yW|RpVw7AroHc0LtAPkGqr-`b1*s-H6*Si!6Q)r1kM-t|}ra z>L3$rQWCCnKHlC>-Q6jJb4fs1dcvCG02I9aMK{Kj25U|0r)V&@EsU!gr6Dl?*4))# z3chAQ6m^vaX4n4B^P3*c3j@|tl`mf^;I>#{JG!7p_%S60-CH~qDKJ)9RH!{eCL&xO zwaeu_pipgF_61ovfHC$qtq+ZA0e@@(ldau`yR{X1IKaiLq{*&Z%g2*(C({{Qwcx_| z6ct2CPt~qzp~O?RTxjOwHZ5B}JnE?4N8d33gQE(n-LX3nw1B>wG&QZYL-+0=c=T_77XM=c__a zM)y{+;rA6sU*G*n599_&V+T(pDj4i)bHx@XNDJ+jS4cR4@;9M zP}(p9?=`uY(gqmQh8fc}@(s(cmGD8ZfpRCJsxK-?GO6xF2#koq1I*rA#)&e;qJZ7Fxt1EBo-WB{s!|j8!pJyF6i#V1-t=M z`WHA!Z8@O)yW@J-fKRm-qd{PRKLj5c!Wj-!#LXuCCVQIMMwemX;lE)UL_dBH$UHWH%FfQcc=I(NaSXV&& z71_z;*{5*mq#s&HS8780R@&Wj4SvXWg5f6!K9_ja9q@y127xm7jPVJ3E}v#v!{x*pp6b(vc_TY0*9?a{^ycrAt}d|E+-~Dw~-3WD4+!2)^ht9{gwyn~>8H z(nV=`+Xo=js%@qo`Qw4{3aHdZ12i)3tP@eonwe=_{>`ot$BLS}s@F}DCH93eLOe6&ZG80`t@?ov{g zg^6y^LBSz;-dIAfOVTVxe(uFYeJiaDQwji3g5uqo$?YMtM!CR=wkwHD!>^n472OF^YoL-{^B5Pbc zJndts^grc1o8`Ai-qM6U8GX9ED7uB4YcxG-lrr%YGn!jYW)A`YWA~9 zBk0)o;^&6+op0d!1@-xoCc0Hs?o}4ff|)=_2k~!O-NeF;t6|o86M?{TG@^`~K!40F z?5PE+i2xb-zh32{9@N>=WhRSHUq`(en&2{L+wDj=Osw8Dx*Rm2T@w*Joq+zs|a zz0Zt9h8Ozw4}Dr{={kcA5)=gn2M1MB+l?)-w>vJGCQMyyUH7y!vT0S@%omSuMiXoW z@Sl)-T>RS7EemXU();6=+S>$0Z5B2Sg7wwWfmf<6IPb(vI{47Qm%{(6xHnGf!;_jZ zMSKDR&d5h2uTCY`IhNkLI6JSl?6(hI^x8&NDW@QWE8CJ=9wpMddS3)f5?p>8jTxHT z-pE;0OTCmLZuie`y4inhvG+IuRe=x#h>3|eo`hbEYh|EyN={cDxYdgyCmqEWmETu2 z@KW?DE(Q&^xBpOF*jdM9-dMOC=KBnalm9L|4XOpHyd68k(ukI+9o);oMf@i@tR`kj zp)SS7vz~T~xsGQ(vU?Z6L5WV0$M%nsd>)LyuLeIsd8%~|8fqs#xs`|T<3Bki2k6Uk zf|jRTwMDlO|7x z{M$v6x*m5sVcX7ES15rDA3`)@J*V@l%*QaA`8U_<+K)Exyo&uWf4&ws=~$=DlRc>c~?R8 z?iMf=r(K||f@29J)?|gm(q-g0M~$L2DxWmHw=2%^$!w76NZ&J2)>2UImN9U zP5Kn+�t2HtkSI|J@*vC|_WzqE%l==cDr~R`+ZAZyS*`#GwZ?QXRdIqpoUsIu%M@ z^%Sge@mA6HZY>TR9jTIMyw-UI>ChcH>QIQaes#P@RPm{yhqb|qyS)GCH8AVZ**t}PHa|5dRnd{rej=^nPySpmqO&VQFB@>R% zyuG;-)*WYdePTTxC}@3{QoY&xf!Rocy)bbMa%|bLd;h);Xq!}UPelByK=(8`VqcYe z;sEalX}8^qB_>p3nMS@6T zi`1JjX%G*PM8YbDJN~((0iZ?fm!NH(wn~%k@WqAVq)A0Zv3*LO?gIU|`q<3yWX>nw zpw|+`uLn!?IUl4qZ)IWqcaQ%1yQ!h{J+bchD4VF)nGGnG)lEM*HJG=0)UK+a&5{25 zc#we=`ftk$ylkN}1rwU{AU*citHe+LW^BJ(+~g?8=lQGYzyCqL{D*ymC%i~O!1Etv zlL@`^A722Y3YgG;-uHbRF7Qu>BuzmI{M#Ud4M2IAK#J)f#Y`Tc{KpqS^FJ3Hc=Asj z0!@2KPMb{OYXK8zQ|zh_V)H9;|ED283olWXqH&F)ah0-p@WZ3zV?*Lw;OXkxt5!*7 zAP6@$Pr1NUwdBJx|NmU%&KJw{AaG^xam!kE)uIYYt z>#+IpU+wxHL*RCpP-5jKQ`PBztN0%O)!^EzMJ7yV2^O%m&TGGMgaCRc&UJ0nDTMBU zk8%3rS?_=KE20LD5UBjNQ|sa2R*~^PwSdIW=98kve~qNO`>DsS0^pakd*7Sz?=jRp zok9COq0oq2i~~}3JPYtQS^ibt2kt(r$UjN`{a+kAUbwkw*0i0g-`|^zS8ZFl_b2+> z;Q6Jcowb>`|4&-x|I1R*O>Bl{i3c~oIY~H?NZQ}ue^ODkFYWZtZ5rA=nvS+~7;^|J z9c)HcI42w>Tl|?ZPAcWSUXV(CnrHSR~2Aj&*1&wUxWUyKL;AkA2ALD z*0dkxgdR?Fo;^`hvvGBmRQXs_ld|tN|8)o^%rC;{940a zlJ@F0@B)*?#RUR1Vo;0rkDG|Q71U(2Y*p!5h`r9&0fUay!OinymDGeuMG#`hDtbbZ z)co6;|1QwV@7tfow?Bak%6vsx43IK1>_0j>dORX*V6f;{IaX7nTRH(k{gwilK`0H^ zg~r!+*fe%@>i%xw_b2y*L_y#ZIkuvvp}spC1cq8^EFik7TvnH2(y+JMo8Ux6O+C}# z`Om95WkkON2O$ARtIxl#c{tX!zoQgSDT;eC?%3dgI-NJ|c+SoC@}E9#(~5?M#zBzU z$U$)2xsp}o;v!(&0`a&)|8c?5f;@T{eDiJSZpY1)LCGuO!6whMC@wCp*0IC0z4^t% zbGv&>QrCwT^&5ZNJJ=zp>*4BvY%d$DfS7QGMp5m`n>=>@pmnug#gUEGft7JSPtdQ_ zPJi3pHWuCW2|!(Z2XEM9D!KjreVMm9Q@w7f^J4IOU5-=lJ)f3zAF-I5-#>u#ciFrR z{>nmA@P_N_*BKTw20Sj><@#^Q)Y8SxL# zweh6I63GQOvpe9gaaiYX2n6{c(@|`!to*{lp~XUfI}xyVod`8GjkT!2vvJpkG!_Yo ziTHOk0|y6NKQ1on`fs*-A3o5>J*p>%yXg7ZkqgU5j9hP6O@ zYt#bAtIV1X*xTAwf8w^!d1k;lpLy|*Nm=UlK8p&Z%6X%f`f4!UwCU18aX4%KAz)IW zuT!D#Y30rbzC`;#XI!Ak_onERG0k67&CR_wGr<{kP2Jw&Emm9W2}VBW4N_MRoe+rg zJ(P+6k`7Lb3cWjm|8`o2oVrM z2qDyg$QS`b2!R9$5FjA|LJ~5+JM{EbsDFIldtL8$UC;NNeYJ9PlY3|Hwf9=H#FQz)uY1f>j%Btu5CJK zu+`yub6`QQ%CD@itRxQkQs zs43f&XlGO4300edwDZzx0P5CCknhe&QevmQK%cQ9P1b3@pl$|M6Va?%NGsZ6==3k& z`EVTput!)Ih88;?%!!P5TkhtuM9myQ`mk`k{RXFr?$l>pON>`~I23yzQK-GK!l7mc z^2O^2Wy&GPyAKgRq-bqTfFy;MUY}+%hxN8_0xm(n712PhRetz{q$7f7;@rKs*eR8& zL1;P(lH^(EROVHw12!$F^D!|yphF~FEV)= z2ePf>w$B+YwCH}QGP0yOH33|olTVdIZ+-AGw-48&dlD}@=6$8D%Ogz zTGp{NGS1R+fRfsnrav+{ z6E5T^_u$Y8+#B(Aew82%l(MLL`SRqu_yA^K1Yd-ofHkXztAaE6Vq~3351Ua zw`~=yi$kH@pn8_*^yiZ&)Y`a+D_9Ow z!uQP?&v1B);yKEB9SFb3_?b3N{EsK8 zuGw;GR$?(cEFoGsf3(bFqNjhUtt~%*m|}nUL{t6E*z(0AbwJySQs=K-Gj;X!+`paI zEp({wiJYWiu*`{x+ny+GWLU;qvS8JB?sb!!c3)2J?1D#Iy z%|zFqfx21-HvY2dhaX(CeMo>3n>RK9kT=pWI56;BFqD!VGCuU&!cozj;Z>e1-oD*6 zn@J>slvx352yred%DEzEqL5=dwf2 z#qKpJc1Zr_J3uh1>z$r&%4(U4grud#W*XEf#X-;5F@e^V{hB-P52Fa z^+jKaru$4v%gPFXf58a=k(RI3Mq!Qtk16Yd2_7w?h$Y+CkzLBvW{?7UmgK`{#SFb1 ze<|gT*1~~3(!CMaHf)0VCcCo>3Jd}yV)Iro3?;m@X9yF(N6D>^l7>C*$UAPex&>3I zv`lUMoK$Y_yS3}!dl1-`ZH~Vrr~UR#Wk0U2?&`j68P0}1M$)YsApGGE**K(n>Fq+& zA0D59bEV%8HO9%v8?;AWGoLQ&G27j?6QYNiY~%Z~GB0NGwONqpFXf7P-Da-8)7?Ba zY@7rn0!RWJ9|Tg87)T>FJSx(v@c2X{F%_yhwo}yeTPOsw^kRQug==-y^a}CBN}j$Mq{uXbajAOd5vvVVf6)K}aXDYyeZu$R_|IND ziW9&oYVDr2YbA?PX>)93JYW2xwYBv#pQQx0sj7nnj%j_Z)Lq0Z{p;GtH?%SH7qS!~$$jIiBW~0a5!;|f0CU9h!4cI863#wk9Gj^`;&X6eh zrt{z?A({hB_qG=!*A^KO`9%fYPv);(>TRQ2_+~afMbqi8T+^dE_SQ(^ zen&@~>5iX2uk(w7@h~@l3?rTQg~#LJXf*dKWNzu{Nr0e0FWp6&sg@bu(!g#N zN{m*|u-L*ElOxv- zZh#;j*({9w@gzmjmX znR&JFZk>L$0A4*y%h|zq8u}S|P>rTymP*PmC}{(hS9VC`qRPdWOwz$gj%t>rli7ly zfFEf^%)Xey&qh9XCOaE!xsQNSnwzh;m3I|>RSZpxb{ua@jUWK$d}9!&0kgZItX9BvTHBveT}WW83(6DBeddC8Y^uQmtRa_!umM}0hJYK#yvt?wV-3=TM-Ql|T zTRgDtZlfP8NnAh|Wza!EFG@?r-ld1n$_K3B9=xX`Bhm!0`DKJ?IMA7(pWxusZDIG6 zO_nO<@e`jAlevD~ALyC8n%%n>3veA+BBL;8m&SW*=bkPlxs{GpX2F6k2qK(cElQKt z5~cxiqVVjn2dNmO?ornV{;SpeUcCv<*|CWq@ZE8 zVsS)Bh-vVh?FbbTn5@D&U_k&BTtQFFk^(fAA{(v*R?vBa7;NCrWuWPLM){mD-X0N+HNyzAGVaaBp3p6Zm z9+$G<+G-921F(mon#C-g`2~*3M`e}gS^x`ee$YF!1WGW1fUtN6oTwQTQ>rcj(6s~- zb4~}bH}E%Z*wFkC56pV7TgYT*Q~^93X(khDbA2MVyXx!?U^s8Qzd$zF=8SVA7WpS) z0YHw`h$+q8Q}XL6Dbojjrx*Xw0${JVw{`NIn0CRY&^7z|^*AC@vhbO&7U|trdwK|| zWz!dW7n(c8&3*v^$cj0UH2{{i+Zf`&vK%5&e%zB5GWGOYdPWKKMWfzm{+r=Lu={^iraYoe#7l%o=;6fQ|^t4BfwVy z%)=rh<8B=`16XULa}^$6))NU*WnFT-y-&k9s^h*pZ^TO4C${TpT@V<}iRfV>DKHp# z+}m;vPU9t|{V-2rz}=qn_j=BUX?pGeB>Lm6W2LcR3l7B>V<~c}a%~~W3o*X-svMGU7EJAQxBktVbVCGM|mG(9>;c9sTJOgtSq^X|Lrz7CvHM?($b=?96v;J1(Ne;s9xRoRnT=c8-*{rW$ z+t^qD0z}!Lqd|xWER9b^sh7RW^%k%4OCd(lqv(q%8l9E%s@Xn)wuew>jO1%>>wHsylx^bqvpYo|9f_}&Hd*=`P z{;vfq{yx0dk+5zQ{~t$B{xcvQ(f?|1iZA^)pb*&NEv!>8&hx%!Wk6b=4h(e924>Ga zJl+a`j_Gortj0rsP4Um4Nfy+dkfBo-Le7Qnt*sSbAox3G0<~@65@)uZM=NE+po?2q z_-P>{frjCbrO_wzz_;EUt9`a!KUSl9o~Z;LYaOfuup^Mx6HNekGY5Fo0t}71uBPdG ze@*#%q{aQ95Bo_Z(ew!2OS6J?|c5Ss)K0Xsus$@zj6UoG6q&?82=G|uf6>Z94On@ zmGRs2(lmW*8ym&orwH@5rKLm0PARu8*}&L3Ld=g{U5h6Y%8(Ch zTuVluy@V*nVk-w6r1|+w<|DsZ^zXX(+G|Y;^L_Vnp6^!Xz`!@zpng>7)XO$PNd)*8 zY$h{T8ylM%&=B#j)VJ>87EFcVWE(Iw#8dNk@=8SI((xQ%aj=5|1BWp~92lxXNTGe= z3JQY~cmaWdT_Yncj-9Upw9DVWj`!`_77L3GfT*$4a**ER(q{G6NLVdV-9R9SifJqY z{VhA!0@~HIm7DTcR<167mg@$bfKiElA}1KBkBteijGs8RN`#L;bcA3Rd!`qqxyweTud=4YraD568D(FHlty-OY%&JWoE|2C=F`9%!LFBy72n->qX9vDz6WdqR`IP zI)`^b`{3YU8m}b38~8o%otzoGM}3{DAiUS`)(9bHbnL2W8;#2arom}{|BfHl=`GCh zQo-rQV+e$2b_mEZ>7s{$I&Ya`ojVucuJKk0|3J&it}a!Ak;-HYV8u`SitzLxWYsr1 zHU?h%$yBARrnw%(FCRIA5Fhx@v3oy2YrUn%fRC~L3C_f9b#I1ipJB0TUa|jV!fn8z zK#~C=8G7M@yi^VBwK_l85n9${=Uo0L{xoRHQk=0yC6+em9L>Al9%6Y9%j{q6YH8n$ z&%v9%)vu&R=j{Xt#uxPSk%JcUmbw@?VE6P-J(=ddh!!1qeL)zQ|89E zpkUIeP-rJL&&6etv2xZBlD*GcBfRe{Zh*X*4KMkqt=g1-Bwf7tm42(G;l-;fKRh>? z83kF23TR6DjEp7&r^nG9c^yXsH?I6t)A$eXL(JQlqoa2$U(I6qGePAb7QOP*5Xy)D z_Yy(=Un^>rRxs=f^M^OfMse?dcPn$fO~cdu9%f9M61&biZt?io(+~BB_PB5P9`f1j zT6hR5efE=Ie53)4o^V1xws>Kl0jh38KKbc2zw7dB-#_%aZKu2S&gZLVz2>9UDKg*x zV`YdL^6S@cw=DPfzyJC6(=})Q_bnUmA-hYPkibDT?rOu83$dK@oqGt1} zsp_tN{&i6FRyOb)g-*2PMAG>eY-H9>`*N?%&jZg{*qIUWcH?@#)5%TQ3TZ-tQVC>9 z`}osCoAoz)Rc;;=uk35YmXG=j97)Xs$CcVOe_&*Owanun`=H;)8O9+NU+=jd%n;5B zC#c#05~H(&9A;x%AIs~WO~;(uy|SlIP7rZc2!bOB=PEuOL32Q7AOoRqIwb|)=L)W% zq=e+;9kbFst5y52ipI5bKznY@7}n{gHhM*#^?v*OuF6VK`_b;`>>a_rt>uWQu-NdK zAL=BPUEo*OY>+Z&A*w_#&BYArK9EogqE$?0eshY+%2BC;(8F&f!Qo{nCr9fX;MEHQ zQjphO(nXAelVohcJ{LcwrjA$}XY!!95T&nb)~=F!Up6+s+fwXNh6*S@>C$xCK||zL zeP>~UIZ}SoL2AG9%a%WTr>;jh&#z;YGx*b{%-nphv13>x1yX z!>1ldT>13ZJ>Mzi3q&T<38irAQilNp8nZMXwDU%IW~SdT{KwQ(Yv=uvp26wza_~BV zGG+=%O6B%%`~V)EP!9)b`70XM2bKu2%mXyGL8enNuTc4}D zlCn2aOsXm;x{LjHl+GuqaQvD^4hquh$0|1#{0X z6M!c@bi%cSk~A+pP@a2CtRFkw`?z{^?!vaMhEsCKS9$`IrT*awjV%-D+&>TxMxMsS z`={BMjtMW|Bk-;~*~kFV3sqr)Xg3&g>_n`r$*(*lCZ^hI-fHEbRHv`5mYx4MM@O$^u{=D6M;EReFI%& z92WFG-FIbG@BV#@!})ETJ*v*;C)n8SNA+P zNb-7X(T377%_)(Q4^U0@%_Y{{;QWH3&dGkCAhO>q+tJ#G|Aw)DaJj6k%)27vUeAC# z37reWB+vDL({6qsJw>s1HDUaScq^;CSgs;t!v`CUP}uVqzXS;ap5-saJ+BW0xOc3; z%r0i9XJ+co7j(7fm;+hR7b%1%o&RzZmkSVPXUo@|qi?Tx>T=1BLxCV<5;r?TH+3cT zxiW83R(t@W%G)VJUDld{GU2bc5z6V&HD_MG1L9o>v;Uxxzew^Qto9cr{wG1l-_^z= zgsDrqyg>3~wA+r*kV~cq4?fu;L9Ig5c4x1Ca5-^nMpMfC-i+ZRQfa{j0?T9w4tdw|1dLm(K1`x8R1JT7qCUMuU zPWbt6{_%Ikux13f?3_T_+~6S6p}3o>m+NL=ywwdv05uxTIsypG`oQpEQRv-pT6bv7 z+0W?VXI)mA;h5S3Cu>k7lzhGn=kh*^8eUgKx#&{Y)04g->u$gfbJxtw%o-BoI0(w6 zTIItFdtrWiz)xS$G#VFyP{4YnG#&pO(AZ>uaG6i~r$Q`5>vb&On%fRaSR|>`2^4yTo-e*Hi$<`AK zELylxU957IS^2CO33I_-r!yjO z=&*z^heV3TVeMLkmPhmer+!M;F(Yg|=hnZPu-@s)Rcf|`&wcr;v@I>Ju11KyoJA!HRPQTEmxh;h}{eJ3ihva}3|JvUYx;Q;)8whO9fX~H^CS1Gh2NGoVG1sS<*s;ldV z#dHQ<93C&xqpfnDl~oQ_=tt4{$qRzhvXrneGqG5VOKI+N1xdVO0kd{rLL#(*F@%_; znusPk2TpCa4D5XR@}wJXsrXq(8k2b;MA?;)JwE#6sKK^v$D%GRUTI#*Di9A3S^@-= z9mM)eG~vjG%Do|IV#>!svipwO+S*|;@XcgMGN5xS zl_cb%0=XGt70{RqvK)nSD~eMmU^R0buBf0>tD+_9fF}r@ximtZ_7&lq8*hpzN=vXh z=!L|D#6 z{3-dAi=SylN|CisMLgcq!(&`2qI3{z;ogc)o5vso3mvB5fau7+>s2-0-?gp$ zg_Y}e@f;YvdE3*aL%=uJ$a8eea7tO6OXGv=4a?mDf)cA;yY2>Pj>`-0=7c26^Y+OK zh9ekNfn8HmQzj*=aEyn)=h_idVp5DtpLgG|*cb039(&edRaIC};1P9c-=H&Gvz<@w%2{DfE^J6Oea0{)3{9LU( z1_Tx^0AR-)VBUJN5p{k5la@Vb4w?pp$T+XzjmjhQAL(G8_7A)jfR!F!wrle*!|xavm4|{1jA9RSR2Nww z6o&EKx3duSPzCvFT3*e=r1C_QIb-bHE6e3)k7Z}n3m8nHJYEOSNda92kdXUpL9WZf z_=Oo3ML5Zt4vDDH^az`Ad!6?eU%i?J5-7?XSE<6H>;rGNXl-0DW}pann^Y>re>O)Y zDUIRC@SS;^EklnltrT@Fuz=fZMzGsVOlZR-7#y6t&uER7N)u{Htj?e~t5PqJ|6b5D zI+~uI2{PQlq#8KeS4y{*YhQ*yR0trq06Ax6tNi6JtS2z5gbt)>`+tz_U&7%($o4Nv z{7*u*{|{Uqzl2lPE$!Z@=YK&UxSM?O7q1;UoHmf}_xlaX)1_BL(_PIK{#WC#Q9|3= znuUG36HhwuTajy#UtHMsxKtM`S&TZe@(DXvfS7G|L8m-`{j`cBAV~BbHXh<1YUN1 zcGlJzx61qA;WfHu1f+-x=f@r&cz4~qE^@)#+(m!}ng|Kpm%NoS?Q-AA21pWxDKO5$ z*^8g?Xz3KxJt8GBJZ`0a`P%9vO8pp!z9E=jcW39Ndu3%_Zab`C>NIIeSLSnY5q_PsgdrjLboW0!V(fJ?30a&O;)RnSm8Yq^!bfhx^4wml2%CVkFw40?()+67v&C!(>}0ry}4Y z%L*ja*RwNHX~m9(ZEf7d1@%PUx(juF!(zA6g8b?7&hGB8bLYmMQb0cF>&?RpOeL0> zTV7s%+}*tt_`M|(z7ukBY4)odZejPzK)ZYWw zfP8>OLuwVoICQXt2?`jyE+Az-u>NK8?us)OI^sICziXl*+{acO$ie3?7=IK zM48Ltt1ez8YGyLqfZZn$G_^_iFtsp$CDDKNZ6{+!<#D`5>cJll=Hn>8P}H-m06VN^ z_L+w{FtMKhF*=ISbg9*0#?ArLIv_q?NJ@;;sN@?qY`BESIisX^T~^8mh{s`CBBTVw z!mo<;K|*r={QR|C4B4f|t_TD^_7!&R+e(r%D46HPECK*f3rr459A*w3*4n48L;NsW z?YBG6GU#}DZh983?S@5OE%`fIe*%!YaOB+T@Geyc(esY!vO144z+uTMtmHePdNB?} z6+jM=T&q=l#_R5y5D2J_GU2|h$>heHz7-W02;d0O+O=zeix}xvnn=5GOlSIoAk4xg z=wA$_$s?mqXOBDRIbogfSJxl?^81GOAv?0i+zo4}NBlZ(b*=3TXRk^5z@_g&m}7^{ z<=x%~@Aw>Z-~Z18keBZJT(5sRbMvEG$Zr>y=!uym>K9L}`7-M}--TUK%1NlVH*bKN z|2uExjNXrlZ1uEaVBHDjq8|23t=vRYJw(EaK*q77vqe^wvGcsRwU*}M-7Fgx<#u#9 zGLTI@6VK!)UgNu9Av9?K%}!Z9-T!2(GG%gnFf-&gUJ1HhHL?zSItV#k5o#x2@Rawj z$MA8$M(e1+H+x~`exNuhRx`l>oms8-X!EvlE6AcP;c#Faa1P3u^(6Qdngf zqnqbsDpk`Ev1yl8)7*jN3A%6lGa@2?8OYBkHRKesxlyz8fTT2}V- z@YDZvw2~tKq0xWKee|3ezm9_vkr(D>W*TctbG=H4;^T65A|)=@X5|7OkC|P6S>&Ab zt+7i|(l8UiF}Qiz(dku8caqTzS;`uNGjgztQ$2O7VCorPkc_NiU?skxTQ;(iE^0B! zGN`KS?Dmyk_0arHteXadGzB4KpkmSMZRk*15JUy)aaK0T*r?a5;>{BTu;QShB@l8g;Z#Y zk7gdHY5V-l${wOK4qHOlyEMZ|llkxtrku&;&}dfe#c*M+m)mK4|K?Q%AudMjihk>2 zfJ(V=%<2Y0`wW(wb2dpeFg@+6Bel1XP4@r!aLdZ?82UWT4`QgVZC1=!OcZhyVdecA zmxS0@uV(QqB2OQdQvFHVs+5_AFE-afme^{VW=iImD9jC+6$P7{A0#$4C8?CiI!o}@ zCg{jVt5)pn?(nzf7!+yU!e9m7MWg0Hv6Pgho}*o}9PKmZ#1lPAil)n!vlCB|4*rp~ zY2_d{hMrh|`PhyLK2{@HXt%I}YRGl}SW?59V44Zo@6RZRrW5QGt|Y?IW94&pSDx*L z7`yG@EVbH#$FRhIEag#_esuyb5uF#|G^2eBqeo4k8g&K~MQ)N$Zew5`tnA<+BF!HX zV3T&4BF|XpJqFtihr=h79Az}Ip(#bBile#sHY)+0a&mGOzzZR75ZFlmedDS$nZ#Vo8!lI82&23RRs=p3FDLtyD~x3&XEt-%1MJ;?}s7_++*I zi!MBDwb}(!*2Ubz)h>BzPyRUiFoRB?dAJfrK?d%CQbZb%G@6;e5~5yyW^XTD^ghF zhEgUH?Q6A8wCtFeC?*@NTIqnY!@D7xr8`+2M@_IzeOnM@iBB?@7Q|ugSvka(c!xKP z+V3R{f*HLE-BDIXs&v(~`<8H6^DBql67T#!!dCZGLx@e-4WFrds z`WEmLa`aLDuHfE3*Wsb5gq&tC+tbgNe4nXHO&^*569a$!?CvMJ4?`}`%6q+aKh+PH z(>;GZ=hYs2x@Z}Sw^*ih>-uSN|2J^9JrGcY7F_cqYvK(HoB!T4eFL0lFRk8kmhx!2 z&cEHYEHi&ixbNy-8N=nqDdIGK;&@q^r4I;C{Jr5ASzMzEsEyE4jcyRKdx^%&-yX6I z+gq+jIx<6MLVk;CopuiocfYr_FoeD}ksJh_Z}|IAz#UDlCaj5-qM4VM*Jvy!rFrM` z_&THe;;ug-e&mIjL%;MVRJNG~bEBncEIOA?o9)G8GjqyqXrVa|ZVusP9hvU1H#F^} z%sN#_ollsBbB%t3-lJ1?*D!R+@@L*#w%lfw`zC*~wCc`6>xlmF8@@A^rK*lZ8I#qM z>BL#P)ENc^9D{#T1LxtUcy2o;G(V&cN7;%$!*f--wJtd#;aMACmn%gyY$k;Mi#jAe zWsZ$H1LluuvYm90Z&pXL9#ls_qx%LE?rVO2;-V;|B4V+{s(0Q&zoDrMIe4Q+PIx4X zCJpq$R-w~%U-R&iX3bp5pF8Q{alTP=C?*fhOYa#B6DO$>yHDAc!m{7{C!t;nM_)}eS(&)UN@}CmH(o2!h)VJmt|0vW%>|OGJgAJ|I_P%(&D{GY|8Jm zn{DTJxEO267t~!eGA3aIqlfc|s$iO$zG2vC^@NlkJSE{{^?GQ63S1O69TUMRSF@K{ z$#XkU;j}-w=+wQ)u@^2f1D4c58AGXdwX2**Dnl}eYPNj16=Uf6hGm6ep=!JSKDJ4% z0bF3!84y&INc+O^p1m4vmw??y73%n`W7KNd(j@eUojd0I$Cs#P(@j}5=&@j?X#uiO zQH@;as#eaQ`f)DrgL{j$=&@U5%$H^#CYnxH03GgzRq?cbXS56jx$Pm>a()aSb; zSy`ZTXgBW{b*GEcxl&VgZy7A8-WhQg>+6u=nG)o}^F0pp^F)fwkNLDHc#(hYYt|wk zjR>aLYO2%)Z{i1yMj?sWRcC@a#)l>?-Iu4hP9AKz#GXb!#KCbFWRy?r>ST?X4btTtO)5oEt5JP!n(l)^TbvK_*O{jC4ky=7n$2V zUNi_NPeBWx_puP|#N)HnHhXVnOs{)Hr$9AU?LJMt_RrH4V{9~(R9}ga2H;I(%zGw; zE;BDl>l^na1J`Hr_+Ol^C8dzT4WmgE)rAu75>rm-{)}bDho7S)s`(Kww^<7v<5|_S zGn!lF!8&&63|$sIPNh}BpC2e%JYh>UJNL*e`;l3tpcWUUZ$2EN?tl90XDMs712I{F zSwyvf_~5#`mmi+d)po$!JlN=W&NhOrf#8%n7zfVi|GjB2O7iUFqAe|y+Osvn1In^- zxhe5y{Kh6E7N0{zQ{pq3&GXg$bE}zNLxo6MlKXDXkE;*ldG;3_KgGxUG z_gX6V+l-!zpRH+Zqu)mJ&gSOi}Ezc(2j zFN=`ysa3Tm)Khqd&f*%@Jd>X$49~z>A!OP_%%Vo@??(h?+4D@cokoOH5@-Eb&%}t? zJ_p_Yy?iq#csc%jv9`|4^{K0V%-(}TWiph_1#^~-aFcoLq8ayT+m=dk6pQKuV!B<6~q_x;ZKI)aNdAPeS>xrA)~UtnaO3^Rbu)tIO}l5 zS7AxKVO*7YB=u09KJQO(a%-Z|%qV2jXKwIbYVI|IICI~~5Egt>dJRXfMkMyWVmB&W8v?}tTx)Ywwx9u(tzA;tz%-{qisXDpJ{ zMdOcaeED`W^R-kk(92~{==9%}P4Bdz!j|QP?K9+K+jQ!+_nB8x;}`Ofd~IE8yVRoX zN*0pEo^PEUyOM?^^=q7i)eV6W%7Zd$Yf6D4&cPez|3*#6qMJmI@HomDXk+7y)YH>* z}%@ZF4Zrx-x zgXT)}k-vSzcaU~}QF2fK=aopf$&1o$d|5s85JjR8-NDUP{B2CS8#oC+>Lx~$KY*t? z9D)j={Xn7xJ{d51yoUY2fSQKyI|XeP&JXZs{qU#?6ROoHxrg*FIm%B|$4&xcYnlBM z=+V0D2iOC($-`}L&)qBUnKI+gXXqQrMcG8->BwDon!P`oY^D?vx=*}G5@HFO z$!Z{FRMk)|yWS+Lbid{lC0?zA`jUv@MjO&1Hy*D%cf*&nbS%BeRL~Rf?Df=$qO7^sYFh;fBGIs?;WK#!RzBpbom2m>fVc9C}3)B0y zZZEuaJ>w(lHCA58Z{O6z_`Drz!C<Qtqkae`8x2ltnyj+Y!0WEEraCrlVGH3LcW z$gGTPkXe)NI5*p}h~wO?jJ z`)O6wT#dt!wtXu(A|P>0#EfqPtVOFA>5w@%j=a2gO3qbY+fuscy|R+~-+G<`#>IY{ z!c!la+eWsgDXFf;%=uPsx7qPW$BUPK$#AwIhO#iCYUCK`_*UeDYR!=fPQg^oQ;dy| zNc~3M#G(|H)v_Lr6M?2NWC3X03OL#m9ob&@fRNvZ=fHz`K2VB0IdE9}v$CHRlJ&u; z#@9I-9T0DA9Lzr@o7d=Ue$#q4xjyt>c2Qk0eo}-f|T5hNf9b3 zf@!sGq(g@AKf_dK3fQLC?3lk2U`3H%*~mXHeDM)Va^-4&$hFAy{_!8|j@azkUbwg? zG}bjiQyE;0%N`&ESx3;xOlkSNm0%K$3$ z&#e&MpfJ=29sh~d)X9c$g z{~R2`dSrG&5UchNexzVZV-6feEPR{rAQ%ta+}_3_vbKJfA)-Ghl=!oz|8D;9`BoGY zDqcBnXA>ORM{}S~QIFVQA_^aH1_|^bfpr;$Y2`xcP~#d6fI-$DN$RJOseVeZd>x$( zY-jGWT|cw|1Q#wJJe}v&&j%xmKV9iVb4&Ix83yR*p(mppMD?D^MB4Y z&Fsf8-_DLKvcp6y90ofiAWabWFT45QZ2#D9BaK({=lPskj7Ski^$~e{{$@~^R1*b7 zS(c#G3eRb(?C~jVWHxO;iDw{+@BAJA0QW%L7LI-i?Aba$P^ux7l3zyy zZ{8s<4As(Zdb!EF@K|rnJRE8fO12DDKTFjIA)fx}bp{|;W&*FB!47kE{)m>dbc=v;X)O9g*Z}hR$srPwl<+;$s3com1%ap?MzQTl+6GLyp@1IHtX{^?sIx zX2?O>!1=feo1h_MA_P&27+il{VV@|fHcJLe33!t*g+ZmZ+UQocY8$B_^NQOr*UJR<=}#5R<-GJn9p zk+6gH^gUZp*YNL+a0iyEt|3@_P=v$f zfgEzL=B0=~N^=)LQN6s5jx-R2!woARsAha|An-(NX!tS@8BA$ z82E|KZVyj7Rn-Io)u;&iArj4F(F|D9m6SQT1|0mUGw1VDV?DIM-5`mvdvv# z_x-Q&aTH0$oP@$`W)cYSoMY!KP#8f9Ua8_%hi>xr<211y%DTAZciQKR{Hc#bd}tlc z2!V$tXo80$AJD_;DNv8(zZBDBQ{`lk($k z#TN6?V;W}CX{*fQD2m)(gZfFvdC3Rb07nvvbpk(=H@>AO%4PF;^uw1(o!p7ej{Nv* zY21*F$H!B{D!fUSwt^~j-}O9me_`&2)XvsIl&12%?W7`X!UN`&+&wZ!m3;E?U0h+fCNS2e^ zhrT3ln=a&0&DOr8$fBpH9?sH%D{1{(=1=+O7}v~$!HZRV?%<> zAHa?}<|K_$FzY4UO4$jg$!fs9Y6e}6OVU)v4anqhrL+orOr$&ZJn}HQbIr))x}XRP z9RO*_M{YW8L!-X;4)e+t_S-){$Z-$(Dd&CUrmcRH#~rq8UpwuvdN?-VgRMCm3`BXaQ~E5hl{fA=kVlj(vf@< z0xT^!st;lGBp1W4?%Glq!`be)#C(0N;da z=*St!k5wnyYmq~@H`k26xsu>ZXz|R&3(>4T(6tr1Sdu@N+8#gK}8oJF^%C%uO#3>7-fD<4S7?C6w z=SsAHmb*b5YnEHjtgZ{n0-Y;0X)I|bMTQwZG8}GnRE>~o(zsp8S~zd7Orom=BNYiw zjWSJ=_qiNBrN8Vgzg$?kf6uS`W6p?CMV$}j&O%?$HRmN|(R~ix{cjid?|Bw?-+Y%& zU}ic)B`R)A>$U%iIrp@l2YYOqCK#-5HA1rWt@o+n&M=d>dd_4LiWL$}=M4-J*kuw;p;AG` z`Qu$hDsFI0xMIqH*k2d+IO?=5Y@wPD+~ECV_!=HivID7`{I=Q+ihlgk23KRRKjt|p`Vw;Lv3Hg zoI5Cuvx&J~7v*Y(d}KymG&`|apT%qPtJIuN@8{=cc$>tD29TTFk(<7+Cu?FjJHSHL zB^gmO0p{nEhYC*hIYhtFlr5xZaqBU_5F~UwDmcA;8wzTA<7t5>ErpRM#g-p)0oV7VKJ7!UsUWHF~rBHQQVAtlCG}jTxlPHqnY>2{793h z2i;Xc|NVha#R7?=c2RRc+N%jd+v^M4l~|H|FW0LbE_1PGqJik2Dd1Ab-bB5oav411$>@2qNt9wS9dN(>h+L{U8GoYf|{~gvf;Y^QI44 zqwjhWdtBnvBR@Y}k07IqhW40p7LBRrjXe2w_Y9S}V13CO<26h%lSmKla@Mlzx{W(p zISeHt8j4cA5Mkd$Ahddiny*oz?+e{S)VE`_qdoNRY6C&S4ZQ5aop_fgol00G2gOJd zC=ioBOE(wSS7Dnr&&vY4vEBCRM!xld3DAlw42mSB!d9Yich>3F5m#SdHS}L7;Ds_l zFD_Y)9-pVN`oUx{#nb*?KjCRsey>&Afsv29?J?Vsd<6pNEkp)x zZ@(p83pC)YqjV`(GoT^8k-Hfj-(U~yz^GW(B|2C$lIWoguS1?2z39xIo^Int@rJZN zaV42$iP{Rm93z<9)C0^kC+%lM?RQxOnoK&tht_-62c~35(aVtdLhELTp3YY=8%7mQ z*-|v_r}N?s+P`i8)=fUfIlBd1>1Sazl-s$WYDcI&pa1|>Q$2UUix%zyRtCzS5F{b^>;CUf+nSO%idCN(GNX z-hcL8%Y0 z#W!C<-+jY=RhQky3TRjv+K@3X$0B-!MHrEWI;6B>v9;H@wA1Gcim?JocPTwRt4>I% zs~_e`@YHVMS&zUCLnN(z>v9&&E#7%x#Nb@W&|Dn)l9$Vpr0wo3r-8JSlM)sG%hi@Y zLr$bA_YLQVJFP~Kpb#~OJP{xN)8_PVbXq1V8rxpoN#}c#Gvm6LqJd3!b+iZGM6hE< zbrA~Gra0}IxqA!CpqGcV3R1*ruu1 zw}3<>y->1WDxyfKlEv>ReQ<0?A=PaM%~=)zuy)e9A{Zvti>-V%{Xh!dXqr+zr&aZT zmn?opZ}!jy=G~@;o>~o8r?8sWVjH z3i>9pKnAedMF&2dB2u`k5LmN=%^~2(fm1~#+jPI}reS7v3 zFr!eGM5wLHEF*lF*sUh8MW;!!ykE+Ow7M(;DgXTX%UY1#=AFFskm5j;szn&ywRc*y zs(Dv=YS!d#O(j{D*0(Tsb_eHw@%1L)PS48}GX!_0d|&+~hK@AZG)zpHC<;X8Ad``q{E z{@kB)jxX_~E%y=0s=o)Fqin*?<*l$w=0(O`C6K~-uEE1CyL#(Z>8L=AFHDJPRZ#+oY#l|ZC7M8 zy0i{JjHE(RWU5ogwGS0>(f*tPj0mkJ^FQ%Ejt;}wt?)|8B|#-uVB=&GgZ!$L35Ge_ zKhtF%uAvX7nju|=-~+v%GNW)Y!PU|3RNuYx6aH<*cHC{Y-abq5=x@z;Y>*q6B_u&> zrGI1wTsIK7zL>odwlFBa&{#)+B`hG>@}H{xac|?|2%MFE`^rf>`o?fspg&a%#(k5n z%D#+&odnkok_vTX+q1!1u1PI2JoAat8a<(`qf&X&7#Ofn(CbVGkI+c>k7I`IgGAeOm=f_CBV?`u%Zzj%H3tPrlLgLsrAduo zu(IhStpFrO;!RnTOS*A>W(~TD&5~(mxwvH7)U~bC|0@sRIL+XL@N0~_#;o}yJfNeB zd+_~20s2T6R4Qso_jfCzkMoU3L>B8s1J2V0YJb zH#N;3wVvq>ZkU}O|Gg(9;DtQ<(tIRxZFq!tE7zg%2B*tIg6CyE?Y%0Msd0LYvr%PK z%UD|iv3Py$W8fmj)NgiSJm?`Xn0j~nIH@KH=#pzSUgw;9TRBy^q+Ac{F~}$dRUb%aLxp72Q~iM3$#yBR3W% zT=S+G1e?TZW)F=z)lC7sCIb#VO6RPq=}+Q4f7fvE9d)m&Ia$*h-0IS_1Wc#uKq~JR z_NW1Sbl#4$MqB=CD=$iyIfm9{BH5qc5=1)aj3$7_LlTNpdkckD=f^p{<$b|`M*6C& zp0Vn=yso^_)H+;L^g#RMU4GHdc11A#?+JsWzkkAU;o0k+D`dU%G(} z;t&rR4-@)U?ZCJHnHkY>qN$+ZS&d*BuQZF$H0qcYn&@)3W#4LkhHp)<@raku3-(f{ zZ%uYB`&MZy4F(RKnZz2>Ys&mwLH27DORJfTQ8lT<$$~Bx)c~=l94s(oX?>BP5&S!j ziqkr_+K2yC%_^PotSJVG(!1>1W?{*94ZEbTuD+OVUoM=ub?)*2>cj&kle-On;3tm3@pWPMxtR=Pr1GVCj;>-=SQqOpxC1u40TZn&2V2FsS zW!5>OyGCYWJq6)~j{V3Kk3syoRZT; z0B%b7&}xb2SDbwG>_W%b2tIhFZ)iXBwH?SS9#s)lFkx@%T!bV)Hz2Iyq)UV*Eb5*M zE!%DM2vC+)CPXF4Z_hrt7ae49;CECaG<8*tAt6kp*vE-klC(54YYZ$8<&_i1kC|2p zGMl8OIu67PcWdmph+!=nNcf#=q>+m_q*YJ8mlUAMX~Yp;ozHV42416P20iNbj1GVA_OlZOz7K8_vN&V>^0X?nW_(J>~x2 z)fZS@aA22Plp?6LnA1!B)HCSgE5!s(Df=yp7iROrsHHM!1H_}=u{FmD(HISp*7v|^ z(V9N|nobJ)wtqQ-y|*Mbt{t5gS49vzT`Hy}Zkt4TQZ*AH3@qbbAf zwq-AAmG%0zTn;)wxnled38`28Vtx%P(a>N6KX<29j$YTJ>?tvzS92XmC7Y<9wCtb0 z`7dUc-A=<{lS^jauQ4!vpS51~Bg_3kgU-G!u}NgCHE$3I9U?0up2qxiebo*`2Xfl~ z82r5xZHG z4f>Z2R?G^kMKO$(Umtc1&=Dc2h?e_5rzvE3jS!c%Kjcv~^x$la>1)26Hj!$z&BR`|Y@Yj2<&)kAKUfT*@}NkxFu zSBl#c@r;gaV&=v9ht9|rB=SF3g$j@w$S((cUM?*zMGVikt8&)ZSM#gb9wXb%(VBE)|7`y~`I2w7O0K&j?ToOzqMka4Vva~PjmdLU>Pi3Yu{7rl7V zY?Zq4`-aub%J3p>fr`YfeDhQ1?vi;>;x-z6XzzF+&39cR^|@iJ4x|qx$nzCuS{LcQ z$L9SX#NdK~&50;VSWqWbY5x-O>hG zXa;#HBPOyffCT7~$#oy7mM9P?7W}8Tt7{7mtR^~bsDGmRYbv&_uh(eKf|UTWiUOAC zr?=+{NcK=&!Ip{0XDW8Cz>yX<;wNg^b`zQDfIxc7_KKvBsuqb`c6xxCafhZ--z9cAE9u@ ztnxjIM`C{izGQ$)wAs2(rP2(8p4A4Q8GM}g1MNgdplG%e6W#FgN%=>hDTVqL~y>vDM1beiR%+L93gmS0P)g-^?c z|D5*L8Qyf3JP7es?-!XXKgu~>YHX+$lFC@*_@~}5H%IpGY6mCbj9=BS0n}|WOXNGb zFbHjTc`|Jg_-cR6THdLZ@5&_93Kd4*5XB|0u~R)acsDFTEUz!Nh89*5{;&#;5YcAj zI@5{yi)0|j!(L3(We#N`nXI#c%qQJbk)_sXkfu=mJla%dQ7yc6!Hm&Eicp(0x;l4I zT9-McKJv+^d(*F6@;EIq>4a&Nl~+zmMBh(V6(MiiTaG$IME5 zqix`HD3Q3b0!|@%Osp-Slfk`p=^IcgCbsRG>uhPe8r@&SVZYHX-l-h(Kng?Z?M+;} zt5!;En}|(o1NESPKX~Vo-NjyB$q{fCLM(5-_Io}|u zIUjBiID9B`_5b*Gy;-o1ym(zPc(vD(C459HZ(yO;y7mD1=);@49v#TZ&2^s}>V?+L zD4`t#%`ZB<5>tSi&caQq-&ohp^g1KiF8E}G>Eh9-aoVQPz5apn61(kDb3$jjt-iGj z+S%3lb#*tK^A)#Snj&mI?Yy~X<*Y`Blmu>Du(Zf6f7uRBIIW95(fBoJZjYIOmzEv~%747Qio>lCO;YN4_Om@*r zk@9#<>*J-}PoE4^->u&@IvsOwnHV@TT+1O^*U>g?14IU012zyOx-%&dI+f0QE0*I~ z!-0lY-5XkTL6_$Lz@@BY%rJQC{`yeMF$`^D_;LX70xCVz+bw({;<+P5*&JV0Xd+hM z!pw-(zjhc>x~bNM=*f>guSQt;W-`m$ysb5c!$J>DVMi+qqb%2q^4~O|@eD~Pit@uI zr2`)mR*6fkM0`10QnjPsm6m;s?oRPDoY!TX0V<;75S?q6O|r;2619j-KmE?ky7JX= z)&FDe|CdFq=l-qLe?4|}eBOaYY~U3=)@)L)Kj~Vpb2qlZ zr&~eizSz*wwu8|MMyCWH4LRqFkVKV^f9*-Ake>|r)PG}ft$hZyMSW-$yOIj8L%{ms ze2fhov<_aBP&nXRXRb3W89&-9wlyX%O2{i(Fy{YU0{`zYWad?hGJcl|;>fF6K^zVH z(F1wmnI5BBx}RbT?|dOv(*9((hgeP4j$_a5uJ238^*(zk)~=OwhZnm=21`qvKiUATLs-Q= zxsJ7i&ZOd>kEFzmtlh6-JC9ImQxv{!?5E4MtYn7ujc z^{;87)(a|kj>qHv`Wr9#U0z!XH_?J@V5msj+$OpC4M176Ph=Xdcx(rhiJwzNEyII2 zp`zKxLc6f)?`8k&{1%W_926GFU9PB&PUZU@8kDhIol=nDH+c*uDYvXt`X=?yNoW^6 zZFMh5$=)nI-qISC!}DY!ZLQtgdaFwt%_oQh-SBGkso}JfKB*VwrjV%9u>Ru*!4le< z85_v?h8GXwGzM`HRF(hqn*R(E`}=ShwM zhF%A+H?kJOl(_}C=8bE_men|qq$=E4VE5|Nm?UqtH(osG>o4<`qlevf3FH*eE zp;)~88$P8JRTVotUORW`uf+;MEf84HOlkS(*T2@Cd^fKfF^_azeHcUUYbP?}hwe*CKx^Ie^?9!TXLv$Q%!?Cu` zg?dV{_FygkLlRYyM9^glQ1S@ln2NzHonVK&3U&@j%PDYkaLzXF=2pOgRY)mXxVrl6 zJ0n%P@5(NEjL@p#?LfhBZ_@FQoG+4w;j5MvYtBvBbjN^#q?6=@kQYX|V$_v*!i4D= ze();8X?dpFIayZHS8(*`(eB>f92e#M&z~jiOD*irCAS0<7T@Y;$2UJ11-(O#ZIPIK zOjZ;46qt5pt3Kpf>i4Yyd6QNeXuFej5}VC}Ko0O{JXA`<6>IFDc>ERC%Gn+I6by$r z$(Zdw-3zWLQ{~$o+R{*vF_HWJ{rd&^xaQNT?b7M`=Ip)&*cc0qecETaV2|aQ^mpg` zLWzilYPU<6|6L=4OFYk!x^)60sO9v8n?Hh%U;5`Di4&-gC92Q7S1(xoMD*+Ro{Dmt zjf^-VveWif3#rqSu;>c1owlFv1%RKlHMmPI_Bl(>LlxZE&+0=bAv@W>#%O= zDhI1m6$If#pVHggj`5qmlsUzDNP}Cm2}D?Fj3FsW?2n7>65L+D+1qPH;tB27D&X3` z=9Y7=n41sf7YbA6vDgo0yRjG;&1D>AQQ7XDMdn@U>#19)4b()})@m}AmQH69@;`mj zUYsD1@=Wv32Q0g^rzpvs+uvATKYB>%xKy(rqH=1Wkm6O+elyIZ@p^K zA`joVE#jhyg!$zX|1n~4Ad)IcO)Hu_-FmnvO$E%_h*V%CMvxiXqV<9&LmmY#p-^zYtcJAVezJYGK=1FngY zwJ5o^hyTnS<EFZ-!b23s{*Y4%P&i zO2?mf>^Rn*rfS^hf-Q+CP9}NsVVcGcWs!5k%60tnn-x-m^g8L~>bd#pIlEruhjZCy zNWICM)*~lZj3L&Jhap^4SU)V21E6z9{EQ^S~{-gk&;A-XW)>-?4 zaynjjibgXACb7V*PB>%n;gJ4?%X^N1A}~41!PY{=WqCP{<7|w~`t45G z=JTJ=?GC{U{4tudUg8$ap7 z8K@h!CdeAw*^Rth+h^+`6!nzyX8*~ft?^+NW1DXaUao`9dYRmIf%>%#GtdSc{$%Xw zS=u@Icq}RB3b~}5Ri5RJR&f=FS_Lllmus3@?L|G)VWtK-QQ3_ndm_NG4BOlfw~n+~o3)jcr>hHKQ%1~jYszADH3_7~?G`bLlC z1NF|~2NXtXW0Rp@gFpWbVg z*@&5xzN%`C#Ma60Z%$3o=_E1+j`0|4X?Zopu&fZMZ%`s@m!BGdp*?Bt>3c2zSx+H9 z!NrkfcKH1otm#r`XXnl|RnP7pKYm%8l9ZB*PR{PDiWYR5N6BVev@(gK`XeYRcB&{J z$&lN@&1NCC=iWhlUm5<{iEnJstw%J}uEb90+)tj7lzLuh4uBKpFsE`Y=Zi%*IEX(F z+*ss1+4;$`%DXTnHT6cf0mS%*?AA2r0WE&*`U0MRhb*r3XVwjj7tL&@uk;4jI}})y zO6PBpluhvB8!xtkG~Cg= zq$Y*W2Of@=j`XIPPSYyc&ck823Y#o&>oM>{r*1@p`=uwljSWl#0xssS^Sm^PA$s4) z+L>hfCxU@KI#X%_a2ftnQcCB~KLiE57KgByzcFK+4-zw8d|SgzJ+*ohPL(y@Dmhnt zav?^??7TN3AKTm4<1-txnVo$;`M<25sV&}zkXa%xSCQQtWjx!V}eO85rJ_bad!5{l7eem+>jdUl}!an!WJ zoV&vdlBD~;P3)KMeo399<`V!lE=KUrJ0wXWf~2klODmvvdE`OEon${$ugx zW&RB3Lcqh`y?A(;C&&ATeqm@mLykwJmB)66%I2a1K4{f`T_V{0{Kjx}S`$ zE+FlP0xD3$qzgKG?6Ma8Pg!V?Fi(q^uS&$<1cc=OLHsGw{L#g2BvwFozym#y1YOz;fAK2 zPg}0ld+70447%wbbQz>Zx7JlO44mSf;Cz_Pr3|MsZ&I8a4M}dT$R>~zZnv{S{&6Jx z&y5WH>3vfK9Q#|0@-5uGRKxs>i}kV4*gl=eNA0v+FAS^{=FmCtpo*Qtj*r^_(IY?q z7KqPkw1Uzy-}&JaTemn*s^r-UvR)tU7dSnP8MSXZonwDCdd5?Js@&OZOU_E(7M%{e zOaGqoq34=!R%m2w94CTYcW2h3u~=oNIW`)&t@Ttyl?-7*4QGbp^KA{%KS(uAN*%3q znMe4US?Lq2_b=Yv9D&bj|6sPR*yIOT@oH$OqkCfs*0W6j_4GcadlCIP?BSl zces^Txw`E;&}0yC)qvwrLbBI;HI08+IVL13mdqUy(AF_iL4S_=d1hI-Fy1>3#jTEP zekGMB$U*b;B(iR&DogF;!C){_0A8gdBP(wdzWh4ioW#6QdJ~tjs>3=E&v})ys)%yy zx7svwy&HqRf1r0rv4c!~iTJB;p}3*Z$DI#KEsBJKMfBg^5YKP_=%W!k;IKZo{BfqK z#v2?8j$Os|$INL#y38?|yDlHNyN3*&s3Z%~2pRqb-T$^q02awF+nGAJBmrhV2lNX( zSaL^YN(2Mvv!#r@(IuN%2bL1B@z3MRglgG8D;+kUlu$H-Y`Q@`C#-33`*Zhhm(FqQ z+?j!)k7a%ts)|_IVBa1W@iS8%jp%XA**$SkbRrzq%}5ko0UuLZYV4R9gdGQ0%@CCw z&I!WZmtK=p;*BCsmMhrS9^tXeWNO?L#NWnz5ghmGLn-DARf3eWh5)6EJZGh!8@}Es zRB?RgM-yFXB>!HQg6Tb66v8WX{4j19{q%`xVH|3hX8DA)49&OK4i%dy+WqgTDth|> zD)~_{k&z!Iqyo?_0GVEQHDx1`CC_{M8X~$&j-qF*&0V`O&c%H%R40oOSAJa>m;Q#0 zkAX7#-xNe|dg=NH{~%mj-AEaS_&3(PbWcQNN)-8(kjg18(#sO6U|xLLR9Nt_}qPRpG9Yb!i($K`j&`A+kFl%`xyh5rc2FZyA2 z%~j-7>&m$^d6%jZMnZOdo3~-88^i*@A9k3hD&k3&rum^G>nU2<&oZTo@kAXBvn>vn zHc3D*H?Qh|7o3c83(QhRkhvG!Ta-Ge#uO^wI1>M?z|?v#=~{!k>e+oL9+%me7J2dl z+GEthLYS+#f}Dl^6V8$rtYtVaw8dYKI80&1TM*4~O0c=n#i=ysJ(^kM5*?!hGnIhD z$_8f#(aO5?yM`Mh!}#WsCq8#g>dw=DU1!$PPaj3u+nYk-w3(i2={l`@)S2QiU|JrS zkd!^a`FCb2bj-Ing#6DM-ghfejyRbOw%cX~8uhuD-M)Q0);``EoL>HuEU^` zWchERo_=b$A0?s|J4~{SV`78J4t@J!b$v%D3`)k4-P>mICBh+rXLX(h0ipJhrXzCSC&&iNuAex=*q4+l|!XL>2^x)Evd;r}}I(hBreV zXpcm;X}*~g!1H9BTP8r4qu;e&5L1xnV{Uy_e&S#qsC{@;BHT@e9Tn+zk?MUW^q&y^ zl*g9aoBFrLx4u@XUoErP3BUCqRl9h6x>LuDf)U4!ba?LDf71gHFzr~VVlXA*Su0*d z)#DmBUam1{gR&Yx($ zl=oAbMqUjc1ZGS$Un;{Z+{&Ui0e7B7 zQlUB79#40PTHz!n!lY}EXkN4Zq=^l zjtKZVi%AP!o0LAho4b?(sc2P>S?!SwF{-(&6}wAWs>rXP;zM!%K=~DWbGA}HuQ@7# zHN|}{WKsffVchQ^?*`i%JUb__*F1d1`^%pWKDt6qIPHV^d)pIrf{E{h%cQ-)R7pIdReS!O(Y&)ko@f+ag;#bWT`<-S=+vlycxE;V_7e)LhH7u15y8Pc;xiIp7NUSRL= z;iB{MRL<~#<%pzV>+S~BwW|Dm)D^F}UzgjH6>m7ExnF-Uj}}u>Rt9M}GuUqo1~E1T zNfOqj?}KB8-*phF-{7$r%p^FutLMc&A&|LF-(wl)z6Dkn(f9$d3SLMhLKxzfj+CjN zK95ecXmg0zj(=^ezM;&iOM*L00NR=ZYZN(BOMuHvE5*3;RrX{F^zhY@?b>JD4+*Dk z|6({VwY160=_ysL&&@x&w>(!nwO_$5|h~i5Gh;+AT^(?)My}s^gc- z`Q4jW9*K(QqR|Ebt^vF~Q&gJ@vLX9Vb`i)Yxd?C`|5~Gb@Ouyen)o@oM&{;;%C7x6 zu=U|1Aa5WQZHy737A9UIxZO~(?K`Ycd{rarWBbqFo4Fgnm}V(2EJ_(BD0OJ>tn{KSO_vh>@E=W1q|<`U9Vw?7#fwM~yhBycE{9M}Y7r^Lre0R8w~j298YdOTu!e#i36 z)o+`p3Bgz$Pk$oa$W=DpwC$qPAaUtz}FM-YMX>wiq$WpDnq_l(4T zH=OwV$TjixIO{AKv;N~xE$<(R)E3qZybIR8`;n1QvVL|KK=2DvkGFmX{_Svz6gkjUA}lMS*+pjb zIv<66umdGlQ;4w2jN6$xQmILD=^J8~qa>^A>gr%1dd|$ugdhApcJf~AOno=8t1An{ zH&S5@c+JnwcKnWA5aTgC#4EWMCA%>V&Q- zVm`62FPBR%XUg7iY!xE!4*kZ|Q{?^aEU9bKAur7l?C`3T(3LA46V37{z}EJmFe&iO zNwO{Z*DyYnn++)K3Hqj8jU@)%9=e9fFDL0$;xUezC@&&)juCoj!oj`RZvzW2Vi2mM zK@uIPnd!@bLAt)NH(2xQOuf~MxJe{EpOviN=|aE-e|zZM0JH`ENx z*pIDeB4Y2Gi6g?uAG4+&C+DGO-qdX~%$r}0OK#zv3Pf3m6;Fecod>PfjbyHNJ_ zVLuExA8c}$*+E$wi^zN{vx{yyPnr&+v%U>i)uy;d3t#*!ek&oTxcFzE3T>)Y?AH^i z8KOB%I8HgPZPx9Om&n%V{|p=?%f9KApk?LbT=0-t^UuBrJLn1u%G9DvRp{)Fh$|V> zifh273z2wBdwbjJDm`%S`I4I;=WO4bs%STXdRv; zi=K*bYpvUS?ri*>e|*)!4+lx^+E@p}f-{YG4f9##`+W{G-tDi2Nt_&-!XCf&VVF6^ zeR~_qZcpe_5XAV;+&$2zvZ&DPZ97Gy(?v^_!va5F3k@v#@E;!y!v7l!Frk3vJ|!uS9h>;-_vMj$ zfecPCk$%fVi>%Bn@UId5Z zT@;&>`qzM-LwX(I0SR%-|GcrVEZK})jh-Y-Fw{~64 zH96X)92bmzMV>I+CxiPJ7k@^7x|KKu_M5~XgPP0|`q5vkGw7^^AY`v@g~J!r?ZW)= z6s7^?Bi?WxdWcUF`jf;*jpul!{~>uFT>H0yFK?MpBJRbt?G+}W`fM)TLu3fam1D$5 zN3Jm%Ux}KzQjh8V(*2$qzPR8?T`@g<_`KVoy5lQn)L-@8=X$o+#~x;v2~Ij15aZ6h zI!%5=++Y4L!>%U>2w)SX;Qfo<-+Qa7gp3e_i)ID?ZYhAMxTRTqT}nnejxEMKR7rf|7E% znWJlMK@PDOokQ(Nj3h!U;-iriAj3h@aI4Qn*%0|HNI$$m?JO}lKO#maRqw)a@w;FC z;8WjZRi374a*r_ybk5S`6RqM)6JrflC+clgt^3 zz_#^OXOW|TF~}UFE~^)SCKh&NK@YrgzCAQYxTEV>=P(z)YI47Nim}@Ea#(7=PK$x)M|ZUWML}V5Xeow zy&?hH(Qk2Fn_o}y&i?wlLWNH>;+$R|$gJ7?wDNdealXh#!{q9{kh9pYaVpQXNL`a< z=aOG_PA*+omP_8ghyNiVL&F&kFCFJ?{mRlajN6X~L1rNZ3n;#)L+f_2tJwHRXt9g- zH&k$y*|m%_E32E4;pMp#yF)IjE$7)8;J;G@U9#*9!pMnO<3INUcBR3$+fqD9ZCw(S zy*-8#eP+8+-ln_EJL^)!f=vRgo)r6~(OKMlXuK^sE{EX2*U@=ZyTB+1(I`7aoj3>q-#c?(Jaq zK`Pvm_c~)D%7+AjC_TE}^Sb$g^dZ><$)KH2FZH>2e+?cdfMuI8Vd~)~hwcB6Op-w| z)Crb1)6U0O$XKnHuxj)j zUOT2pirlKj7KontI#j`9Xcz`^hjs@G3qi=|vtX5SS~59D(@g9>49Xx}UCoN`9>ZD| zCqH{7{cE4-1S@znVi{%Xn_rXZlKQx}N8X&RAXh6BGu48;KIRHVZ(?ppTzmOph#Li~ zVK|T4u_wsN%8E$tIk#F(^m8%y!BtlIcMl9`eB6lE5C-+x9&juY?MDFDPU^4SyS1Bg zu*TtXzU(~_)9?8&1wXZW+UtD4x9dV%y(k%BBhL?QV2Q5~;VU`VAgVcd=i3|GLw=qe z_4Izszgn2bYv@stw#H)J=-+PxKqk;lj5qHMni zGEm&iZ~HIQten^5X?t;7?w==J`C!KO690+-0@ETCD7Y%#xKa3y7LjRUeXgG$e`eVW znpk+D7whkCA(zqq0obZELK!{Vyl6)#mqz}pdq z+rQ}yRUl?@77SSc5T-Jr)KR1OPKf`Y$d$IuCX|MSX#UO z&}|UzUh{?AMpeVC4fFHg^%OSN?KP;xWnD1*! z_-J`@cHB}a`KyK1m5a{eL;i&g@TR>-Ai!JXN60`zibpIz)sQ`Dg?CQpm`IC@Tu|x^ z)+5F54Wya_3_`J84b-HkJ>J^&7wDPE|EFio0CNGoNT^xJHi(|VFUxvyc z^yvMb0t;#W$lXtEZ&KR=GvGukLGALP4eYL{vD1TvjEs_GW6bRr(`w4idEX54`651l zbKp7Vu+HdKqM1ox>FG-H>b(kUeGt!YK0cGbZL5HRj^;BS;r0|LM8>$4RSvMan!CRWNoELJ~T()#@oh^>oXhI#Vd z`zQ6!D|wFV0i}x6TaIFsSd1X?g$yU@Z8BVG&#SC8;SQ2SxLs2bqatOM+gga;bvtid z)y2=hz0aGE&GdG?$M%?EFj$?~<%Yw5?i`d5CADDA9jqJTv7wwHySr>}z?wcoP^P|M z&lSlesHS4`LoUb_(^<7okKeJgvxB0xK&~5q_@bc{EM~rFVT1m9S?rL_n3GtG%u~p4 zP^j9@ry4>y@{f<|lDL;{l&7 z_s8|!_d6VBQZB23C}Ss)@U8ig)fElt;Lg6!h+Wf<0*%j#dBV@*FC;rYu zhsO?WJI)H~z1^Zg~6xNg|dq}j*b7D^{58#>3t_~%3{-XLki)qb_xXP~G_wn6=lj z@iE2_G4FP_yj?7xN#5;`m?&Q;#-_QNWV+y^NBuX)LqNXEnVB(*5(&S*X|zd8){PZd zphmn=_!`d7n;O$@hX^Wezb4$M_mDDNZnhj%6-=SsOBJVhgUT?TA7aq` zPl=BKNe%R2(g4o^>6B#Jqo?}n^Viyw6zr<2cIsUuq7u&b5m}Yj?Z$?S{by+NRSzrK zn$IW?0$>B~cwse<(U)GZ?gz@K5gS&j`)?i^07aH%4}U(i{`&UYgsz9(yd^+;UOqmw z_vWSKzuV$rd1w5g$+BX1-kH3PHG0CIy-=Am_S%7vQTXD;3n?aU8^m_u7d^r^3&T@H zXOSyBvonxvznb-hRxTK02NUT3WAU zT}C_TLnS6q&U+?}&+CwtVhlQQADQNqASvVS2OS`V$oRv!2)?q|GS>-0DyF>_oI)O5 z<7@>BGIYIxA3Q;T=5w4MdHq_LpP9j%3vXWcan`*&wiIQNkI*hRRJ@T&f#xryAd5?TD0VDH4toL&^HNUPP}~ob68JG?Wv?vM8%8|ED~f#!0YGC!KC{q>Pd$-)VU8pGNm{9X zt7(0$QEc_w$0mXUHV?Z(L+vcz&KxUgfpzEU0H);+lzm`-336#*&ZlwJ7g)v;4Q#_! z`>C&)3E2IrGB`<2W8wQLZhhVhTvgMvAyWU0S2G7%_vhWOi0-!$4Zn9&e@{2jCrilIU99~f(IboIv@f}w^Z1pt_oyf4`x*DT&Vo-&Rg_28bv-Jhx7q@%dT=W?m?Qv#K}D|9lc13e6kLjeSDpv4mM7nbiFAU&^e?o+ zxmH&_({TYh5^|}d!5F=^sp)$9qp!QZ1+%$ov#VkIoqiE&FDW{9bhpIIgcVqt0XdcD zgg#e6a_9JVBP**^vqDR8!eSG9IOK1TA`VA#_4zir%qdPxDz)8tV~xS(UM;PxfHKi*>9-+Q zRz<-gj6u~$BzW~6xAK5+3$TLHv%S5&^MEjc>konX;^3gF%GHt;+u^$bLBM9STR4ra zp{+5RYdM2+FI0Z_dlCwrp2o7-!P_styYl`Hj>Z%6Q~774W@%pmP}ZK7Og!o>)0ePk zpOy-paIG*0KAV`;ONvKE*~#cHs}s}=OOugNsq3n!UnD-{hkvfQym?=*wB0Ztk{Ibn zt5I`fb$Vk!6hTn1F}f_SQH2yAivJiTy{r_6H*Bmnlvz(fR2*zanT8>TV+jt^bE-fG zam&A|Ly6^RbL%Z&!#^H)P&o-wD@QGs#Q>P=tJr{y?0rJY55K+G$E{GdB`X4=!0Y#q z6Epo4#;MAPyuC#i!FJEuWej=}uf;B|T_2ODJ>4TGke$Efb8Y!9;ijt^r&bt@$u%0P ztII&E@NHrzEa*4-ag(59x5AYmu;#(GMK|-}yWN0QKFt&TXuyl)G|`dn?40sGlf5Jv zPnt}ya{U=YUn}O}VCuAtj^0f?AZu0J_6SmwV+yC%S1 zD-N=y{%{;&g25ypZFn_T--$VmG)1lTPiSUy8!bvly^j_NTKWmJ5ui-(^=12!oQev+ z?+SQfpEO{-pH*t-qx`3GvzOdB%WnSjjYk+=nQRjftebQ6Q%VC?T)_xJ<0rV%m9L?D zfJ*C03zlo4U{K>HVzk)h9T!Gk-6PEdDIa(J>Kc$Hst;aO5bs@_+#Yc4c+=P~ElD=1=QQv)Umg$_V1>oQC?l_$2+?uBfc^iq`77u-5gnT44t zFY!2m60A#sKVtm!+J_pgF1*`^9k9OL>uv2zeJnfc3p(lre77@j+3^T&G?%NIKDQZW zfG~)rjx&*V0&8$>h!>dyu4*#}Qqp*Ho1XzxmJQU4Xj(ZOAtMlYmS-$p59q^H2ccii zPpm2Ep9{&gO|4slZ{Rq~)G3kd3?RM4xDKdsC7(dmK`yonvstMm zIW153jSOIRW#iBWu_mWS!`3r`ftZ;XP_Tm8s-Y9ibbC@JhWzEOCT@_iL!Tjok00|? z1-kObXXJN{{EEI;bZfJKk>wHoGb0TvCHsC`Is$3?+!S=&X0kh0-ep$U24ceduI8zO!mOA5g%iOXF7 zsL52#ul88VJm3~M5oSYn|pBxwq0 zRlJPuTXhtl3r`KL&~>%m|5Lfxy}wvzF%u==AaYLUXGt=0--^mCyDI-tN;UV?NFcjC zy7;pSSf(=wpi;|9AgQ>6&xmemsloi7nl%Cr)60kP&;UQE%O%!mI|DXzTLCxhs7q)3 zlW&OACofN1j*+}sO;QrJ*8}H80*9#0wn*0kIQ)Za zNIrF}0l;>Ci>3ol3Opu=C7-@LK{}>;C3L9K&IJ9wD%zQ?wc*6AXUBd79nDt@TrJXM z^%0_*ZJ&WMp*bwbbQ58pnD_f+qyxqta2wpM4U6R$>D9() zb^A1oO{pVtHu?yUmsKbB`XNwtZ2zFuZ=%r~RSnB4I;(yXarZi(JK1vB=4JQ3?Wo~& zu9#!FXt_3k-Zk_sOk5{DJv}xs-Dl8mO%z-}XcA2UHVvc|cU5PBE<2V^Lm=0bq3g?$ zGI*}SpPQe13k4$je1yAO2q^nEakW7+z4 z{+(4~7cBMS$A9kF(1YU+-87a>>TvZdh%f!q?bkQ%CO9=+cy&}UpZo)!mm+wm!=hkvlWH2>T7p}^S)!C!O-QgRoPgMm*YOz*yVC+l>1Yfu8*?{BN$t; zzI(ATQ{#|e``e~NI1?XA`C$8VJ)0$erGyDo-WDDA+9){UOmL2dr{OZsrGK#R9>5&C zD0T1D?np7ZjXLdrza@R;hxVm0@13!IxE)#>dk76mSNV{0P-QNVtpf&6B7DlctJ2=& z)y!BQ4ULRT{~F7>Q+`G)sRL=EdKHf?f8SZ?X#=LV`6@e)t`zcLeb-GGdR}`M{9dIt zyZ@_m8mwWj@pDJ~wBKVn1ucyYPsN4b|NLfu-6PjXSpQ^PS%Hy@Dn^jBcP0JMKfm6D zyda?0M9E=wcpb~lO*<;R>YL%;JwDJ*_@*tbgylnbL;nLQw`Aq|-86WXj!Qp$Fl=6x z>OGmGV&QVLaT?67LW1}9(Ebz+Ci66tJH%VD2snso{j+I&g7t+FosWu0@C-?nLZlcN zKpQ&A_Xl^zL%3DQf<;36M{xd`kIE79v`(Jagm0lj-#a<%ILU!r{Q|#(hw>*(hs;Se z+oP^jg`1Hw&U0#(0n7tOg=U4BAX^Z~nj~y?_Cj_CW~i+6k&aQOM&{$N(8$#&B|Scy){e^1$hP>5>?oy;{5)wb$mXL!iorXi5_e#hUxdmUu=;NjKJw&xFr2cz32X`NbDGtH*hQm3jSMW>rf5-ds` z2KGSXT(Ehc19dB}e2NH}8Hz53Mvf5sR|?kf*iTIWoB*cco6~w88G3K^=@ppxBkko@Ec_~VKXY@&lStC)+X1B8E_`$CXdU$dtg1cUt z+m}zCn%(2)=N~RGeb%3EoDU(uIRID@O9Mc1Qy3*(Z%6;yNZgr2F!I*X-ZSRI8_~s< zt>?!)W)u2L5n&<$9;A7*^c}Cst&kBJLm&Igo=DOKa0M0u$QnPC=NuCVhZZ@Hyx6W6Mg|K zo$#;LJi|j@tfIWe2O#cC+01AMN-sP-Gj`=bugD?9CGkI&_^)dD<_08BTXXYz~$sZd40syCt7;HR&acW^XJ4;q2q{~Ll4L@>`D+!=(Q^w(;Ap6 z#_Wb+I_saE-YUuWR-xmIJc5!)|E^F29&(XIPr_`@)$ z1TnD1A-qO&;D_toiGM3#E9OwyQse+hl}Ga^Jizn);Etf~zV7b(dsSPL&zaw@9GI_{ zwccK13V@-E1m{DqKcTgU^$Om2XaG~5IcYyeSh#AoM}6%uu|&TQqGRd!Xh_*Qm=9$h zvE=Gr(f-`aTX+N={~t|RuE@AT{_51}XPB*AhrUm-Mp@HQ%+1*{ke}Z<`3H5e{!qA8hWlg9mgKZi~(uhOjz-{1=arKn#BQfLt6!^?!q@+ zaBT;sNCIc^$aKS&-TKIUgf!zXNO~3TH0kYV$Rr%Eo;y*4{9Fa7l#EZ0t^s`67d-ic z$pobrnI=PeG$?Rq#UB8*s)T13vn$cSGnMn;amznyq3Vx$Vsk53Y7gFYoTD-Yv~TF# zrLaG7S|$^idq(9_Dae#FccoVA@M1QkkJqBGa0UAxWhA6Kcumvy*BbgBZ4H+@ef$N_ zH(ua1-uv;=8*))H`(07aD>XYvX^B}v7BUj_=gqHvtRs}aR}(MeTMKO60jUfzE%88; z(xSY6U#gr4Am*8sg2w{v|Fn|6`ujwV`Czb_Ckbo3-yI82<=c6Ru3kVHAWyLNxxKa$ zA^Iy5;n6WiFwnccvGXPA=x+38u7kHSb|9bm+B_}C-&kREu~}p2`w^X5uL|MagG>O* z>6ipj+reazL~chf*B;m}4VNf8c(m#}4?oIKx^LNMOmdz zIpRXdyUPKL;POO)_Z-tQ`20f<4848hy;m#wGK)S@@D015^^CyRy}C>#Kb6vW3r!|r zrKjrICvS(=V;>x-S19YJ5FY_?35xvtCY04u} z1EBWyPfKn)tNk}^82BztgxJTh#Rx#7=EeMXx7~7AZNivU4LBA`oNCQ5J3-@~3eo;U}lyGs{zC0#Q_#24GaDl#R;cJ7)Fsf#rdO{CJZMRh(ELT0Z6Qm;AhYytplIsFoz5bVS zuHcmhB_ZIfc0DE^nXSIrE`x}28wo3Oke~aDuyc+gBS{UN8mSi+=n{>`K=DLCGjb7t zjNIG?D+B(4NSXIut1(k4g$dxJ4&UP^NL#Et+8(jdb8!RN1E~R95QkUKuU-#5294k8 zw!ed~F9so+@csNc1vd~l9sKQN(Mkqc79`jm!1Wm!aMmfp?f)9L0b9dAg37KnniW1i zG6keq2^PrK&#N70C9Oa{t~@zDK;|I5|L_`LSoi(3y7L%@n)m+*`hJGv+b+&x;4M^6 z2GeiO-}BY;-Mr;1oR*)yURtgcjbhVIoG^imYUNrJeXc?c-~`c8$7fLIeAZtl-F~+7 z?(*K|=H~4fLMQ8<(a{`d354o>ycHF>@LQZ$D~I+mW&)`-*NuSZ{c)IpH$A+6kn44B z7not*VI<*5k!2XLb>o&DZ)Eym#dDxa*ruOP>ArLlOw4566)pln`)D&mhA}7`-|sUF z?46r|V`kafd@Hx#*$qO(nD=sgmS0En+fxiywG{@vClsqZfn z)S2c}W0~^v{sstgw#uJ$h>wV=FAP5rqnC^P$7oY7%9z z&x7z`Z&@(KOnQFH2dh6`#B>0%ki52`OUyMWlKS=)mYVy|)-=le#VH-VI{fiYJNKcr zAMGrU!4nbp7pWo6#cyo)Tx@%I12Bvy01oC~sb;is+bd&YbWW zTyHQvdVy&QEmqHi^s@i5U3``Sl>F~V*f1Fm$;dUV(t;(H&9L)H&|B%=^|e5RCq)}a z2l&UxedYagO+;i~a(pi`(Q94F#nn}--Ok3Q2N1?*03%KnP1dVS0iO@Wb%}mtAMX>r zp*t);OSOx~yL0N-MADf*Cszsl4_QPCx*b@!sc%11Si_5g874KdG@hV3{}tuWyBJ-l zHrpWf!g$Q)b{WPHI?w>LyHupkAR-QIyT5D?4%i*w&E5?EfttLcA33Ld1@daP^;}$Bz};9VY8CkVwqeQ-K{#cjkHZj{ z-6k?Hhp2DQbM><8(Z|b}6Q93*{I$#;C5$fIg$K>|{{0=qxgxULmxzLS)h4AVA;Zxw7b097~NBGfLl^eGH zG;=TBx$A1;Wr^@hkKqy!&=@4ULD@pA1_ar3-aI$&f10V2Sg<2eFuW`tjZ1UxzcI*>G3~s0IGZ6|+oI@XirwfkSB@ z&`=g!pnIV@jpR4BYBxU#&ckOb0sZCYMPH3~fC)tg3_imCxYcO(3SG|m*_tRJ)jcr- zype?<1%yKzxlacD*qBXxs!A8n!ghEdWc`@<17M*epd5KQ!d@_&umGp|-h)F}xRg96 zgJ?GE@Xm38H3~vqFH8)oW$@zq&42VtYDZuGP+UG>Kwkb+MCfr`F0FRtp;h$wqtab< zUYx4+vb>O3yCavaj`K1+H2;OJMLZPu**YOCRoZ`TmZvV)j^CQTQCH+IUogMK<8R~R zLfs@!U0wMg?AnN9qjo?l&Qit)^YtE1Fcz^1d|Bih} zL=+@vIZ-|9v5&XG?eR;G=Rt*vD@%u`MCM3;VDbfXwtb4nVN zjicq8s^vzshJP#%j}WQxSRoesyaz>0~cS@5=)f%ae~$ z(mW)2n(I(bwMsGj3)!A~e`2>lNfUWIA&~xDQ{CdT=qc?*Dy<|UJ zJ5szq_oa8^_g<}6t5ptX3$wu|ktLEG)+vufFD2ij$#Yn#6^{;gL$kggL956Qh4U0# z{+x9Ds%gHZo^XP9@^i6>(4UOuqAb~)14H>_St@ebY@JWm1chgKN>jIjsSc@2`WLhn zR<(As6sj*8b(vw#ptEu16cp}|$@#s&m0eaU|D8DYZk&0D@qtyxyLT$rS~&KqjRh^; zTxa61wni^5U+vf!^%hO^*?$xdSNF!M)K7rx5#!@$I50sJN$<0uY|;@vzG9R=fKGXx zmX>xZp}b*$On1I>a^O&niu%qCyf-GYL7lU#>~S=U`NLHUU$hD)1%)4a7U17py+@*l zZg9->aO4u#Ii38_&;Ep|JUO|J>p@S&6D!cBn{W5d_kN}fCS@eb9|(gMK@Yh4D+ra2 zOCXTsBd zpbB2%=O;NQb9i}sc`VHLcq1w9x<`@YFR(_<;H7GPSw2&b9zBY?YDL-<#T*qHN@P1+ z{CSwL4s{utj2G~3E=aIYDk#SMS0&gv zIXUUa1l)7A&;r#;Lhx(Zl1$^!E*SH5Hk~Bs&-e%fp zJL(quWb7@Ol{vn^6deeX|NRotjNpMM-h-p~EWbZY@a|ab&ei+-B5h&KFaCbfN$3XT z$7Eh95h=$CN4fBcHouEK`9cQNh$6t@UZ2 z$R6|zKR4v_2J4Jo=2j3*GY*>2HhSj{x|wU$Q;Jr?`JrLr{Rm473zPZ)f;ee!iN{Z# zs2doB&-Y}Q|El(&6?0?(Ls`5U7Dv;uM*7|Q+_GQ8X~wtUquwwzP5JFYHbkwc)qCpN ziV#lStn!WLq#1pa@6hLrZ&JygF7`9(%M~50*wK8tWipkQhZkx#D&5y6+IuW2rdHq> zovuledYbZC3SMZcY!B7Pg6Qx)scAUGCD70{L*+v-=<1U&Ry+tEjAQ)Ob}>A#mR49x z-4=QY;lfJ7`VRwb0$K4eZ3{^}NlAK?<1dfdAoi1B0|-F@A3lfphp+~3cbFdTt|_iN z+*VXPb&8bX1#sBj@*aC@YaZz6wOP2_GDm@;zufU4)5Cb^BO~Fq%+RH@^PJh|vc0|} z-lg3QTiCri7$2!S%E~sy*Rl~SYCo=H_N!&AVK68Ql;YyzivFb8KY#u#_&xp-#Q*QR z9wojfKAUr0m(p!GSyMG6oag*N3pD|1KL>T9r0ER%FAfe4B43R5037jf3U&MT?HjP; zU%hz~7#$s55a2$uL)^b~;lc$)p_ebAE1#Z?e?p2f`ST;@ds~}GbS(MZ1z^~Xu$d!P zRByIRAJ~FHK%nS0SzIjKyfXLV#T=FTnr6l~&8l6ihaYk>3pDQMj9trExwBYnj>}5v zksDI(I%{`QWA&RZ$1u>c@omU|yCGCD7T9xw>Pld>_bW7CRFYWaG^c6-@#VjpNgdCE zq`#67_bUfs|052a(pzsFuYVy6PtU z6n9@WNlQ;>m62gaE^=sC7-;EXaUDHn4#x2yZhmiR3E^oGgTG#>-iRz7(N<6(xaRQ7 zcC@3l^;!C(?>~RaXQ(EiP~ccc(DpgJOx74*OwP> zE-a2_h2>u?>K0~H3s9=7w=h-^-AA21$tS2fp3;miIDcn@XKrZ_v6fY)c=1 z3!&_eEKb>3hxYb5Pen_NySL@nu#^+rfL##ygPK`(_qHJo5zsMvwKRf3oI=~ciQuiE zaU`f?LxaZv;pCms!WfxYsSJP@H(&u5!f5)ugmqSRHN$CAh8xfpq4=xazaIb*3)(Zs zKV#TYJ4++lVn%v;@0}$3Lt5qKsq*0DGN9+DA3uJ4+3edHgghpM2;W<&bm$f#tLpC??F<;A%_L(lx5K|pDKLU&|DLnyV{`M` zxZ1pET}^Z&td2qmo9rI>AfFXlLTJk%v=J@=fm5ioj0|(gXY|o=I$t!+e4;HUhkND9 z6%;BcD5xCL5tkw>Kvi^v-GhUQWDqyAJps|TVf!h7hP7dv{Ce!x)Yo$|XP@#(NsW~s zEtQR%!3~bIY5V@Y4k(q`sBx+7h4gz#k$|a!?TkyTsqHK0Ihxl_kVE zkI$f-3{?O|&txGGhjY*lJWL7E%CK_QAl^6?<$HL^b$K)d_!+(rhS|J1GI!-uWB98> zeIrr@^-j=bUXV_zsL0954K@xr-??*#DA8l)!q4|2#Jak=aG!{kN2`H8TsCb8^fWZD zE?+EaeR*(GK<+~5%(5WbVdM9T#?2AAwtHWHX$NOWHN;L_4fPhr_ab?vdjqf7q|6wt z9zNnnN=+m@=ZBm5zKf2Q&N;I)`|%_-%5$~QB*TPSBAL5WlQE0w&PCVr3ppdT-cO5d zhwfJz1CA)L?&Db;tD-^LG*@sBZ2S2_M3-@T3dUynTxwWD<+}Y)5drwJ&zB_5F-wOx zG{_-`FxWnYHLH`F_s;gf_vFC1`P&Hij4Wm&;NOQpBbk6Eh4NE+&0$*SheLi4MBxXy z2nT(gG$>Ui(Wpa+MNC86Y=A-yU7CDrt$$W5O`^q0o=TFPogHZ^NbS~6(ud6u0EjRi zYW<;6GR{KR$J2VHwjrshtX_ZuX@$(>HJew4zMKZAjvFw}j~;+7^bEF$f^Cw73y)rz zeMEdb!{RtbW@=5%{}s&JpT0jz)v0XS z>hYSc<0{%FWi1%{sr({u3#EpchECNrW30JqOS@N+qWs@45`|Gt6y?7yqZ=YI+`#d< zpDyhhXX7xz>)erqezUO-l?;e*#+mDX_{zT67-R4HpXuyxH-r0ko357FR*UFm>(3w%!otaUI!bDrmWP*D$bPhZ-$*Ya=IvWE0N4P)15>%6t4jh6 z(;sh56^o6J56?*SB!ZIO;QZ{W#53_lL~$QRkp?urnE8kKbUTHl`Y+)O&kx-`5~ z7Ux{xmPyUJiR7w`-Ovtnu_Y1tx91L95z|K+Cbdo zozww%UV??4od7_%PMN)7O}s^B=|xyAq$tJMUkgM>KKE2rn_6CTLiV&N zTo$mq|HO{QOh7PezZnf|j%GL!B0Mk9U-tE*B4**6(Wp*tDvb^R75S2Ol3 zEyg@dLoWzwh`vDru-P5!Pi#* z^eAJwzJG7bV8V_`|E&pD^W8{gKHr`Wm17yb@^c>^N*&qP^Qicwq;vR^-*l^Z32<>3 z;CPmOx2KDPh1MN5s-BWQhwdfKg$rXow-#|fH%EenScUUgLmzRepnTyDCbME4j^DT=QK#`n@?zs82 z`#fOm27(oFalzi8w|GrN{zk!ppzvHM)1o~@CBr&z6`5QqNS$l)4)j*c`hnk1eS;wR z5jvy+Jx$<-Mk#0~^ZKl@26*l)N5EZ~hGNIX!xQa_a||m02L+x-*dx-FDkmfufs*ynv<4>59h7nqMYYCaiXrTpMf{PxUIWiGGO!-yjr&rj}R{D zpxSd1K8IqsFFY_PZ_eZ_`^wcOmz2Y;-N}Xm#}eiO14|7a_LmL z@{=tZa10B4C3facEVk|=+L&qo3cBd?wsD6hxZot1@hJG=L@QLz|H}dl>~yDU>FI?+ z-_q35l0&067l$<5ogQnr!u(3wr%!}}-_vP$`9`(bQnnWY)P;<(lX@jCE0bo>FYTv*}PxPRXf z(zH_mX!6Q7atLdKxso59@wV-DInr#%XW|RC7=~$5bt=M8TxtnnuKML#31{}W8#!pk z^FIkrIp4rTwHH&taGYMgem%YZE?Wjf?q-P5p-^zXP{aD4)>p4zKNEj4V*>EOv{7D8sr`&}21qUu zw1T}uYHV);?Noe-)((z#L9$^j1si`yv3oU5>2+tB!}tqtAVLQ5c5Q>~0+i}oDoN6e zaLQCYM0V6QH3Ok&(nC&47`aF+yOO5IhkNb^OJxz}Fbp8!dSW*rQ1P1rfue(jcyM-- zf~)H_1PuxpRzW&jh*VKYK9;fXo3;Xom%sVuvUyMct1tP;Ddy9YP76DNMRyxu)NSovD|DJ?A- zF#GL$_ijOhc?E*gYtDPncxgbVLR=@uMrv(MY<0+s_t9#LDh4?;rb=}g+l4C+c$Gb= z*)bAhQ97?%@%7XVy6yRFOdn);Sk79EF)i)=+brabyhaND5Qw}}E4QD`7)|syJ?wN! za(?=w(!P?h0&KO7n`(b@l?yXAPL;Ys!Ny6#w<@{HgE3|HbD^@Tsv`6>)p#-TwYZUQ z215jUt^jAlM`nmO&6c3?h0HCMz^KynHcWIl!9}ItX=}kt*+_yee+(vtya*Ct$3elW z%-nH7Hlh-nliH;uVsYFADVi3PkUmGld1XSXyXLdf^qfkRG6aw z3y36;8vE?A3#;66$ye`jVT2KvuTVAhKL(toI!W|;OxmBbNAW&AVK@`J3qSz}1tAv_ zsGA`A6grIiJnRhMznkr9SZGFY9|i+0zLQa%KR*R4M()ugZof`@^ocPPK{%i@G(0@q zQ~X})!hI?NPZm@rTJWg?PJnn_hQyAXObP#+mTXP-jeUO;3dhU$bci{~o=fXJ%Ah0A z{zG;ej<8kL@&=N&23EO(a}J_UMOgHLEJEB2$*FUo5e7c$Ne{9E^8Xd;`8oX8=24bG?EV}D}pc;Tf{cyZi3PI#l zR8$l2!9|&9yfG3cbtncI9|mYj&^wK4=t5J^gn51Y0c$8UAOM#^%99FiI)b9YHaDH$ z#KxL~Ml@Jr0|UXmnd;p;D*!FN3Ht6SyVn@GUuXKLQ2>w{YA5Iye^pkjgC+ z%}e$RZ@l>EG)j}kp7K<=47IgJ*8SUly)Q50#QkH`3ke!Gv^7(7wHk*6X!*0z)vTtr+YjBV~0&&B7Mzeu!-%X&EyA2*-16Fd(K^%m?$*n(7t|nhKfPvZfU$QE35BL){oZKtM&t~6m8JOc)fp)iV&l^dwL>9AbEEh^(H1pL1cVq z+&2ms8|p@`(VRP^Rwjq6k`(Oi?R5qk4puPCAmZHy;EK)1*xL$%4iAgX5#TgY^9ZE* zoJP1`#fH>sYJ)fja*c0;uc&<;m~(zNSo{F$LMvkc&;=x+xm>JVJKu=BMFrn$%>%6s zdH>RBh;=uuyb+D%s~-S5fJSGBKE{6{auf4GADV04WoA!eG4Qq5;ew`3e~+ z1K$4n(bt;_U=QsTi!(mElc$kI0SajOpSSwqJK;c_>Z93}3m|F0fzo*P5i5a9huTfy z;vrK@`H=sa)F(%Xb1j%F^9~tlowJ|4$MxN$tc6Y&61}=(v#H)*&AX6o0D8%acpPwM z>SR`So*XEbPSCV-46Du~ixHK4FG;!_!VRCyYmWD^2!sd2HVSf^rhp6G!LJRs=mXi0 zlTY0lsvocrMpCBhFOY34b8>j~)H$YbK(=?^XcO&%-GBDN6?_E+gGhAe;4EiGpY&&^RPYF<>Avxwtt5gT08% zOK<6hA7V1KA!>YGzg_GUhxtke{?fi;($cX875ViIauC z!vWIA@81@1$`b=34M;<`xe2=pQN$6s4KZ>6M*B}3ybTNt)Dt&mO>O#Skft+mGv!*( z?CttyCH43_=S9PVxt8bOxMSZKVBZ>c7ufRI$o_s9?Ku|D{2xxeZi@RK-Ri4)h?~FS~DoWpFi(j@?fz5olCJS2S)a2PO40B zjvbpB#o&C_0%*@44}K$D6Rt3vS&4aJ-HwR-XIyE8+(g4lpf@9W+ryr8l62JsYc>Zf z3k!tg0}OHXe)TC2J6Q8n6g2@Oc=bR5Shx39zn&|E6AW469$s7rH(qw|Liqd0hk}nE zUlI}`zbCzi&*VOVlXJ3fgQ#dRF)?uxF4lKvLq0**<~XTzZsix9hPkYIs0Ck%?u<&B zp8{rPq2VQ8xOA4mlhL!r2-a@V_PxLb^dnvFO4p@OQ1Z?7V+9P8AJP42%_j1IZTuCF zAS1z5Pe=Rb)%NRnbiz>B=no#f4{lG8yeKZd*Xv^ykE7C)DsWbgN)XpaCYeVq`Gz`P z=Ohk_tCF-Pi=g1uWHuL_v!O^O?oG6x$t_nYRy>{Osl1)kBzo-0mryE{zNfB!xME2Z z$s`pD^^*C6r~~PN7g=|q`7Pi8+QSMfAT~Ba^9)4nE!cIg-=-nS;&2%>kpjDvyjs}b zH$mq@LZ_31G)C?h5wtn-B$MCRYb~g&{tznL*@J3fmj%rny%HiIS>GTs=m<^mBcMrm zBD;MRiOkU^B_t&Ty;MOI3jxk%2B|pmC!}=3XF!t{N1!}BT4D;OtxZjfO{3r`AP5a8Rguoid-I0sEd8~!#=b`)L_|cZ05fq> zOiveu!s$eKW;V!0EV;S4ktu-7AWvIZTBg7q;M>~)53C+Q?1D>#rX-aA%U-*V2)D4b zv}|&dhUQ3)NvbgtM53VuY!is^7Mg0(nJimUR14kDbu(C2AEHE`afH@z0X!Jqpk9J`gv(R-(4=f}+&_om|U{8q?H~z_z z7EQF?!M^!s?fo;)y>N`yUUD^bJ1U(w|DlSjLe$td<1s3g2Lb={KF{Apas1UgQco#p zsnETh_`>(DKkt4qS2CY6T`9eClS-LUmp9f!ci^mSbb$v`mvqra8GThDJ+uz#-3dHY z9U@i~;7<(Sht8Xm!^h%|b9})nUft%2H&jPRgwQmULL`iH@i;R~Kn}_lDTA0FQW^i= zs(hme*nPkffmHTvdBHK2*P<=JJe{FU2m%A`CSW7v_0U1h*QOew{a#BP0s2zK#0yps zP-r+J?lmVdB_=E^4B2~dF>b!U>jqC2m;y~TYg?SWg^i7EqU#oOXv6b`VL8NomefFWGbD^j3o#*sWmOhy5j{AV+MWH~i0tpXfUjz^asP&Xa zhN^Tw)w z&cDRXtM^?B2$nw5A%GD!!qy9KMur+kfylc977Cn& zq+HoWDJe#{ha7O{Ol+CKBu3)Euw5nrvOdqsGR-G`QqQlu#=l{Z>W$Py#6SM~%hc3R z1s|x@bCm#QAs8IMKB6Mx1e^$1wa14bF|Vzf>sfff`ETF7TRe8_4L-yEm_`EI1hlqE zSCt+|I6L|`L1!D;1EP5MNp7BLC!A*L1t@gM_{9#R$1on_58mB~Q702I zTn9{e*ev8ZHLx9DL?#D#ps*q92uY|NVor8WK#>Z7tA~ezVX^a0lb8f#>4WN4t0L?2-e*hh#4 z3`0Bq4w!@UaOt+bkkP=oAN~{yvdA?C(PH0-RQ==ZS|%4iFUg3Okx^gQ0Cw%v&f1M< z!J!k|FF^|7N@u&;_fbxS(cxFe^qQvR=cr8SJuhkDe6f(nZKu)d$=UVGm^+s}MBViV zvVGcY>eDfvndGm17MudNtRxf$TyB8k%+JF!u_1nPyy01cEO!o-_kmD75s(HePks)*@Jp63)&MJ5!jmYYPzI$n&6Alw8eb{X1HWmbdtyWjW zy`_Qmn4et|21lCUCV8!gEJ2>Jc}jt7Qjz zjF{&p7rZlVVB5;`13BWQ{Vp&0=Fw&v(xLw|i9MPECa`e;+*_fqS# zEKQfxL-7@>%zD)is7`=n4^c>S$T@n{XlN<2|5| zTIvlsTv`t!o({7QDbo9vVB2k^Ze;`-**KXG9j5Ha7X@^t&NhGUy!tc>%M8sZa*Hrx6YBVP`U(;Y){WAn;TJ z8K;%;sV=mG6bXVbg`o8}N46us1?*(VGA?ala=Y~8#-4}Jy$>Gkx_X|*W-UOl$ogS^ zHkhCjEu6E+jlhvYNhN;-MN16gI!U|pc8^}zkcOZ$`hyP{)D}gG2hboPA@LZA zWl^~0m%0YpVZ}v(#3!woZS(&9or?)NnPI-XV0M7|0hm)>kELyQ)M96^wQW{rV^%S$ z`5ACPSRI*JKL$|b`rQ?`kr=j|PzsB-H7U`9o9k6Q z*D+f<85ZXA+{4Zj)Go&**z>khOaZ%DhHDQ+4Ws^x=S>k(`u+POS6;>E>$&>RCZp?e zGg*rb`yT2(H|o-{?@%c98S-(hchQ}4c#+E0nUYlLSZ6Agd1oir+ST$7YbiExbP#kR z@TBu;MeP|tWeok1omEg= zC-<@W&A>q{oC!RD6gk0(O5pWPf}AY}^8J;oSDgk7-AuO@`g96RaF9dhORs@6>QK=0 zetd<7qbv#%YWbMs$|doc+1cqf(eZDvXrSDmniePUlUy#x1DCH6q;-FYVUqz#a0jxu z3Lm3xdMz1P7o^STks~J#VJG0Ds`stY4ZTp51AwV3Y9xec&so-&*F?*k zOehNY(rH|o?(CWu>`6WRd1-K5Ade@$jIJX?!{2P9GNGSC;@7-WMqb_8{yxjUszLOB zdRwE2sH}EIXnz5I?2-gwSmm)q8(}O>%n-WJ^+|P)UZDB>wqX#XB(7+Eof|;O%kVJO zj~gpTJLBh2LQ1&Oa1%iZ3kAadw_dCBG6v&Jz(7$Ql*G;~G%sv}N$IxN(W^ilQ=y>l z0&_vGJRHAzc)WvY21*_Z`XZ7;g(h$`53us?Yy#+tk|A1WTg9i`11)sg(;_)(`yo*MIhr)pbo=ier8aLcZ z`r%3QGiehqI#NB+>c$(uVOh;S*-t%F9rLinDuzp6YNd#?G;f_sbzL*=qWupGlLQq_ zRz)24O9oSTwLwzo-+zvHTQZ$Lc1^NKwKCPZd!|{=f8!yguY$R_3*C7}8WmBKs=S6G zCxsE%&>)@%K_qP`O5Np_gwf;2SA-3p&%E5cAP7bu9PsyoUHL8T2*+E zmoy#1wsZoy;a{E&q)8J%7f4k3XFp>uQmB!8artZar}T3x=}=*dBQM<{D;+tX z&8AnyW-hvBTsEywd`U8bvW?-t8(xx9o!Y(a#DQw2{a<-E<9u(DBSL0N!*(9s{g&X_ zQvZ1hmD9%9L)VbX)P)gM!rHEI&MG^m)|H)UNc-A8CagQd!Ezl2$G|8@TnVr?oQ5o8 zD{6HtU^loQ@6E2ku@4tUpmMLlcu6Wemb0YDHFduZf8sV0RuL4m!gXYXSRf#(&=wuw zqhQ;-Xwm5{SaVSjp>72>QSZwOZ`ceLI)q{Vrf1kVIGS9VZ?Upw8It^QYfu)f353)` zP-DCW0D8jWtgPThF+*==fx!WLnIUu4_-LnGA%hHYi|G~###^t?{>S(U*jk4{UI?TK~Q8VJEeBoq{>5HzU6y=MSMV?t5Q=@Nu^-)N7ZPAojh! z>q&-F1tZDDTrX`Ct~&cy89q1bDo@=CqKNq_Nph(-L)46)2&K|V5LdsPHMU1iq_2`KI>tjt5f(Gp`*bvKUN@;Q)9dKSMoh$TmoGnS@hgq5>{e&mQ93z$U zxVDMo+-m&#zB=m#CW{M+8s>fZ#xi_{l~iD%HNgHX0Hdp*`Cj7n5I~$nQSkJ{MmRF? zIU;08N!3JZ-IZTsy?7Bv0(|tCR=24wg}%2hU-}_-*aht#;Wx1(hc)US8waTSH0^5s zw*n-BR(Mlq*W4$zJSTS!)Im|Ty~LWDeo+%&ZotL8=GUn$$+{PN^AaYZh7yd^n@2@C z#ChV1bVizDMGuQyj0f4+ln1!ywfI7P^=8kFm9+~>YFE)_X|Vn;XkPt){axhDOmcSS zm0~Vat+#bHQtcAYxxU+q`nphBCQv+4I2epDr&+!Bnw>z~?KmCcRN+igbl`j_8W}Nx zu=yN`h9CkD;%l$}R)Ve#6B(%>56(eo7%8{lr@0=oTTf9?Ql#*J0MHr{xiaalu3oH( z&fOxOM64im$-&c)O~J4QK3BSvh)^Gv$$?tRIIi6rK7b9%!zxnH#^K+U?_~@0S+;q9 zDyq3B+3YG2DsU<)K%mw&`y@6Hu#854upU}~ysBdbbgWxT9%sv~?KQMOS zWMe}RA_Vt*FiE}+5md(7RK#$&e7n(2m7u-xJ3xE91z|EEvwhWDp$*^~n>QptH8nM9 z4O!6W+?7A%g6mn^;E#qRQc zkQtusRcSWKDE~ZHnsd4MA%p1bxSA1CUE!-&SV-^2zdt&4sBAs5iLtgx&D|^2SkD)K z$tS5QT-Gx@`qP0#N79A%ybJ$ZcDfH7pYI%_spj5mmB=`^-dvuEB7HUs{mBC&A2mi` zkSdjvEy9r`8!k8Y<$YuhWdEe^ma_Y5bZ8U zYLk4(Gc)|GtcKYQLgwt24uj+BJi}_TBx^ilZTaQZaUy6g=v#9eWzEz6<16QQ>uy4# zC9HW`sIo>>xM;;Cd&(D`fXy9qu$=yG_O?i_ab`E`;mLdFlOUDUysdlcu@eif%;%*} zyBbE0MYgPr|6^g9wf`4ynTqCn$wRcQ_rJ^vd0~~SL_ERvVYNx@tf{-y zp~O6)xM*~Q46@KZp+ATm({;1{+=o70)AkfbAC*F58U+=CVr?i+ zsM)C`T~4{)S+!jM&kXG2{EJNCI;a~IWgFSm+L3&hV8;xzZ%Hh1evr|d!GC}~EJ`!# z+E&BOw^b?H8X>5P2>X@gVNYtsG`;rXg>}}eLxcNNel$D)aFMSeBKGGZ-VDpcZO{YYh5d9=zlClbg?DaaSVHLkN7k8uL%qKLe-JH}kS%M{X(JJ`hKkfF zO0w@;_KBFWWEWYol(u6}oz!3~8T*pGRF-7MP84MjX|iPb-%p(S{;vOA-%HoGQ`5}n z^L(D?Uf%cX{a3PWUI%nT8+@k9x5gAVR?kSIj|^Xa!0LDPZokezfaq3**Yu4#`cHD3 zUt;@oxipRb?KQJEDQ0rH_}ta}mM49%!b_oB7hIDpWgjQc*>MVS$Z5oWx+=2Dvff!m zAHvzkEr4FP+dyzi#*Hf-|OKHM~}?~~!3qBnc2 z(O-k`!Qp=neCBUTxOr~3l5ADCK#4n%)V)#`iJt8GukYm=;#ENiEOC5MFJ2SB$>2f^ z9hT{B)c#f}k9+IdD)e(AW`8R$kNl+^kK^M7DI@V?Mo;&j+6Jp*zpg^B4?%9#Nt^y& zqsEl*j?`>e(6O5n#58O{-KS2*xk_Mf*x34(wei!S(5CjotlI3V`>lq9F^19Q zLnb@yP8OVTxt(v$ahY1463w5Sn3y}-3p)KXZwjURo6Tt@h2 zMVBA0oJbAOoHe{P!NXqMbakLX?NRJ2lQv_nwb;vn>x&@M=g(LIyM~an=9y};dRg*| zT*dv8X9e*SER#P3HKIu5jG{@SiV1R|ovnDq_`g4P1n$(>xBd?6KTmMYYE_(gmASI( z^tO9%ujt$%5no~bsfyhNF+nEH#mQ<(iaC&G`bb3l*J`2r?~Csz_AuVgh4?HslXhnl9z@7Ly7Q?iU|r!=Ks0m;ROvC z&Dl1`=&i4tj>K=hvAdqU@Cawt4O1F(JwjsCZt;URCF=D7O0_ifyzso%x)M!AaV zYW&?SO*$Kw%sjmpy-sZV$cmTr@9q`Rs@G<87uVFyAUJoIdzs$|ZTH-*nsztu|6F{V zw#XjEJx%3bCdI`kT~r5&?1iqXF5e2Ces-4~XHH(o{#>ase!$O+XN@FmYc7)*vi`UC z4@&;j z(|bjYF6}YFSKo|<$~C-nEB{=GV=lXlcp|wOvG#P%JqzRpYZpzotOC2aJ|TzuUJ^;q zl|nuftSWDfyIk5~7@8WD`;)9gaxrM%o0*ijy5*ys(w|51eei=s{Q>;(^^(kOme>3z` zP7oiJ*CD)JZ@Eo!@C#Q^QA|kmwgVMY^nx5gT!LZ~lCFlOMm%Tl9ovqzY1#Pnvk|{{ zq!PP? zkS!5MmED^dy0Jclf3FXIE|<;by4;SZIc=swtH=RUq1D*18uBpdX(nmFD05d$PA{pm ztS8q}mrFgKr7&Howeb}vM;F7B&+GRXT?*Zkm*Ygr51kU!e&<%ycuUjc47HN{*glJt zbVV7rtGM;6?30}51v%}7pDPEv)Hco-!r}itCwO8)8_18Xs0xLnxgq9M1$=WkE5>v@ zLBFl|EX&dK`;M$w&JfMJ<@NKiDQoW=nTR@f*SDvQpP73m3dNT?i^2-bc?9k@iVScm z701-TSuHN0<#n?xG0*%BMKVHMX}j(TPuvKA7k<5HA;0g(eT@Onfywbp941^w#mqNf zk9i9S-p~$r@?h_cCY|wvXT6RN@iuDPkK3mX@$VoBk01S=44(hpCH82PYm4$ceL`E-96y-Scjx9g4X(TevFJb7 zfuBM5L=N#rvoy|}c`)wgTGY#Ej+im82^E$zwYC)tS(Ad?#|4k{HrQ<$sTrFhFJ#Lt z8Wta&Gds6!Ls8{Z|2t?EFC@Iqv?4vVd9LW=%KFYZiAOr(pG5`n3IauE{KJ@_)mGIT zn}19(^cBWclWo5f#F-x7eV#jhIJsu&0ZB_k&d`uDIJ1ujEsynA*Io~nc0aYET0yO% zuaPcKoRX*u*@ROT7bVVS;`*GrC8r&EgYGuU*xMS7Hj+K8qH0W})~VJB@#>hfev{qZb|tlBB4X+p zCx>p%%sAAhH(t7l*0DXtF{>u2y@tZ#MSDw?aG0ZQhmwYr()4o3(`NQ_$!m$+CyI%> zvP7Do25Opa-0RsE(;;T5xy{R;6UZn**mD z?sK`wN9NEfJ@nMcs!MWKpDaX4@`0Vq&A~G3v3ZYArgKjw z?RbK}IAPh%khKqM9!=1&YmXx5G*{XlW|+{pU6idqlHkb0+hwU;T+MhkMX^W@SFMCY2M@5>smb?f*qk6XIcaY2Ko_^Q8 zzXXyQXdJIfL#La`ZiOU`eu`Mw_Y;zdnNg7=CJZgvZt7?M`hCo1@^dyWX-Jwgba1Y}aGxhYK;qcjd|qxn%L3i-xj9SII5(UHH*H#&427G^iB)>BlGM!^N+o6nF%P(5SPR1Wq%j1HdbTx0R#r8TO@uxni$ag(f7?2zP`k=0s%oAVB3dQUnJ2to5o5$fwKeI!OC*9?K@$R3S z`t(U=)S6~znE~0Jl5|P@@4~ysB$I|DkBXb>?dNf#yrsNdeElOf()ZNPlm9&?@`L3m z=eGa#V~JtE7{c$Z~g4HzDjzc*m{`%ES{LzU@1R-etoau zx-ub4r@+1i!3$4V*Gg|H3NA3mTR&GDzM;k*Y+)Qyuk}s$;zfG%&WD&8pQ_VmoS-6X zT0c7bjb7>3znghVoy&-XeLi^auQ#U>eVEVO&T$PavDNB4MoGHqqJ5;8>8Iwax9^CJ z(ew&lvc(4VL_*!CRWkwT3m$TdQe*WC>DxuF$&3S<{=##LZ8l}t2`0W}vA>H|;? zkQ^yd9K1Kx(^Ug(R7E(-UL5B8pSvS`y>T~3njrOwOWuGF4At+>Tug-+>C<~(zR>Px zeIBAwYe~(VsRD^X>wjs#MVAx3yOYyS&=bc6^SI;a3ILTdu*d*-m4`cdMbdA>w6c9k z==bk<$01dQsI5_?Qor>}OxRAwmP18N;(PFjSeN(`w3^- zS?M-gP|N={50KL?Rh?bDk$zSpY+&1n_&+{iM1mMr)e9rcP;dXBN+8&PNNfSjSgzAC zFunI_g}O2l!6P*Y%Oh{on zCb88>|9yUdy-={`yuLnnll;_39+{*mlipXF37n0EyhR0crUR&-&e%g1|BM%sIoC^btbJRHPP3cyr@CN6EcJXSI0&lQEmDY0J0#0H19Jo zlKFRH5XZT}RcNTV1K{xka?k2Wf$0hWe;t8Qw0%0OtU!QcMZyMzDLn;W-F5bx$e)Ey zV9m^b#IY8Zv5=>IHT$zi_63#>NjAqg!#dGw=Yakw-@qQhjt1`!N1k<;M>tZn*RR+m zk%=M(cj$d`g%qH{W9jL=R&FV+VV-7c)oF`@lfP6PW_g$aB5VVf;n(Qx5?d%z@nvUtFQ%vO(W zmGRFVnNyRiUI-0qLgR}kU~mKj6;rE^FK@xrT0pla%%1D|1Jw>1No#A91HL}oT`Ouc z^ZkDb*!{It6r>*~Vs~k9iDsVAzqjom_E0ZRNnWmb^-%GTpDu1wKLW~+^)_bZ7J~)g z#G_Jr?EYv0`q0qHv%%LfXE2F;^gW&qfkAt`9{`R@#xpVb4bjhnzx9;?QzLxdAwE5y|E#>_0*_11$Pyv0rh_=E;I_?;vO|_^KrH?DsTH1b2@5}cBB=9xdd3xcF_7!Jd zm;a1zv^Hip#C_HAGA~KhsRsNAwi$x_D2#ibrFl!$4jb?7=X2A~+H+}sW!8ppYGRdb~$FkzT=KD`M>p@BWt z|A>Z^rNH~$4o%60QIWMsn7EpERLvBQN)>^U?eCX0O-)~&f^m$ptYRg=A*8zK) zmdlIo(b-ahTJNzN$+X6#?8)BgO;@Il+C*rt!1reX-QTZhDQD*U7aNQ1r{Z_U_H!um z-M({uq0|TVvV{OuAKCK`-G-eBNof&4OG!E`+0fXS`cM66Bj{if$lR-P7(O~7i*#Pl zOMU+QS>0YAcV{SLqn;9=&0WeJQ&US%G*>W`FnAqZRy#_#KqQ>Zi=GtDaf#H#_h9=9 zQA1P4pm1$VGQ!y+;!=A@^m43gl> z44->{nCWZ0+@FnyKf{$8MD9()-E_CmcPL`+AsiLq`C5zhwChr@9!H&k=DE5lpg2kB&YsSCTy{ zSNnA?yix%Tc7yDuR*Gf8-@@)Pn@m{El#rW($FiQFvIl)gFk5}QuA$+LTcl2%)BkA! z#5`{$Jb3X$c>Pv0BphVV-aY-%m3M?REje{bf@hpp&HEren|wDnYa3s7(`)jU6+!c; zVHr!_dMOO6l-HtJameuTy?pL(-@Ne>q|X1Gg_DUZhWBt2K%c`WCY*~(N|Y^NK4LfK z1#HY6?d|ONK!7S*H-pryJ`PwL+u#r5&GKr@@ICf%wg(R$#9%Aln@Ec?-Id zjL8e<-n;b|r2mQVZEo_JaLaSt!#$O=QV+YVd@4ox^wHL5!UvgO5kgDwZCh_FW$6hW zz1>=AGu7>O-!iLQcKvGVT29Piq{;^ab9`kn{3p zNbZu!=MCN$M}#*9=a|1VBDoZmMi8kjG|>a+Dh{MQ5+B{m`i=jgCe|~cKH+GSia^~9 ztah5pPFQ7e3*{hpJRP5BS|YipyRW-D5)m$4`=O^OX7T(mV|`Ue^%D|_lWS1_zR~_n=Q1{vw~*VJsSNk?-3AwO->9TmIoO-SXOA?nM%_#5Wx4|G3H^y zZ`0kV)6lX4w_;*sF^6(<5kZA=xHFynKI2*0R>sk72u)d6x3#;Zge!@usJJ-8YbX#_ z+W|`-M<=%_e?ys}mGx~|cGt7eqC)n(yEzvQF}aCuB}a#jHqug+)_QRZ+N-#8A zr@5ibF7*cR3g%uNRlLX1Y)bLa3*ye>pb`t!8XfX2#L1}x?=^RFuE*e+)jT`stT3sm z{xq2yAAyLF&Mbifmw7BSZxKmzbRXC7=Ua~!zWcBuO`go|&9fdJj$gNAlofEKcTq;Y zY{gjW)wQl&3sT!iH8fvfDUKCvWw0^j_(+I(q}z-RcojY1~dyt@4t3~!y%(@QLq zPTCKx^u7;6fWaI^>du!1umR9v5Gehokg|cFxv8lD#tO#0L~YT~db98~3A;(4;<*G? z0x<&pGcbK?1Xd~8*H8!z{CDks;188T|9ZENQs(FA<*dOTn&<657dZ3$4Z7`^`u2yu zD(aN%wg~GNowTx?(JM2RIYftCH>Pp+vfP?z+Z<{iZd0)sl}s%vD>NF_?>gJ4xO*qH zI7a%v$1wUIjC+RIt`)}WswyE838&EGzU{!t#9OyhLdnGjc9$>j{!4LZQVEqY?q;jH zyJn;H`>ue9VB&md;`+X*>-{qNUma_+5>aDg57RC>Ba&&6gp}*NV4+S8*<}jZ{wL!XLTYXbGU{0HyHKcn*w8qnTA83!G_#`4J&dp_~8}2iQR6 zdw;b+C@Y14C9jvIfCAr1AG!O)i)N>*^r#b?B`T-IS$`f>qCYvS zR5sA`N{9N);)Vf^`(Er0mv|jmv;h(Su8Ly|T}z0al!*0r+0WB>4%1DYJJBhNj!}OH z>{$lD&Pu@wIWgzs{_!P;orAsg*XoOVwhKi|FFv|;=fM_`b;b|HOE21DFd)QOS&&`d z@ZXygB&!N-ip<9?3xdU|IpRczlAoTBj~nUJ^*FKiNcNFO@$)WQJe6>pc*YaBo7(Q# z%){A?6v?M>tyYvl7)q}lpL_V|5d%ibzJ;qFpeaZP&@G3iuxDP1#Sg5QK&(GZb%^DEjwj-3bugalAZ}C;bL+Jp8TmHCD%>x$? zI<U&7n#9x>+B|m-C^7dK@an!hb;^wrV#Mu=H?jQDUrrSFo>Vn0 zUp3+8=6(noFvBsOGiPc6BOijee;|HG<7pt_6ctK_y%_nmJtY#G5GD--Bxb;EAF#Lv zSpj5xb}tJ+51Il|G;nSkzJKZbmjcsT4|8)_;s0xRcoa}+p+PqglpcT=rR5RHrMlj% zuivQ5O{70LV7ZlLanVJH(slf}QtR94wWBUdgIe;f%I2@-|J46DSS1QgQuq3fXXos| z&Mc)>{*WMB>Nne^1~-;f%qfvv51n={9tc?J`=X?u@z2Imz1MIKqaZ3OteVH$94DgX z?95*|*ecY*f;sf|t%6TJOV)Y$-Ewk_sx{jmeLDqev5T9&W7q^G>dQ38cS#@E>ZgUt z;y*8@ES|V%`Rky|Jg!c9Eej0}o_J*(#(?o!#g3aK<|&i(+5<1MP1>dd^<5s=l4Qm) zFM{Xh^x6*k8qPv?6jidbC}$l z*|#f~wAV@AAg9el%>cK}VBop4m}5lXdJ(}fBk~^%AVJWOyE~+CDXIb64m^7%#lnz# zD7U-7lUGSe34;Nu^k&RLfWzRPzQMsb+va%NH=jG6<`5!;+odIBc0>^CXZ+rJEaOst zUE=*eUO~<=J{kHPKW@ipt-sIOW94*Mz73seu^uU>bn3~Yykxc)qMB|l_s^abj+_>> zR`>p#a&90I6y<2#cwxe@CK|Dn(bT9rOq^Q7Odj7+SH9lfUIf5EU=|p--vi>(z#q@k z5!q-ZfXeZzrR9hkzE9T|^o|&I-7M?O>5=oYzhjZz(SI?WsOWDwdWtQV6>rg%I!z*2 z<@#7~7vVY&bWf)>_+=#%YYEz^jWqj*Ru zrfe`2If{ylc3XMjgJ&20A=nOM+NCNg`mwjXye;A0z3B5U&g|_BKw^=v6h17Q$CTcT zhI&4ZjU}aqZxnEjzS>q*7+OLQm%8qrD*@e?E6v#X&!^Ll3yM)IvnQ-3HGbrbN!JIi zSdHt~f11;s2iO(c>-&eB+X8>cptE41)w`O(i?I`AD+rBi37i9{%;=~My3PB8Ekzxq zyt%8@tbeY-?o7H`?FG4_Q@x8>d>Q&(hN92RmAV-8M{{ef3U~z0IFjA=S@oQ1wRvmA zy>Pe7vQazPKE%bteEl6VS9$d4tUv|Zf9uf&3yZjS?^d>a4oR@AyRnD0Hlbk;CYUn1 z)ps@nPS4Fh?*Bva^77i1!Dv;4TfIHl-ygb^NP8ei=`q3J zi}vLK2>TMgl9H16@7%fL_0uAZ3Ztrb?%k^!{lJ9Xxbx^2*@Yh5Te-Ha0*lVVto$E8 zbnVJ|duJfRO#k@EX?ZS#@NoV4-ONWT${Y%cohil}+l=F`$Y+@RCv;z&o;mK6rq|aJ zKWVWGv{QWYk|JqDwrZxjp`w0{&s&svmSwCqwRd;lY-u^jbyI+{uWciIKQ?-~*||r~ zfY4fsr$jb7lxVtF%oHeONqiI+pnk7BNXV?1EOotsr7F&PyHAuM1}RK_SCuyftx$qK z0H0Jh%@WY$qk=F zjsZ0UG8ZLsENP&*!XEp1jT-A z`D76>`Ddc}sH{Ow4Pn}tWwWub-Lz%ezyPlTRYW1w*N&GYqmR&BJj-@hMQo3eR!f5f+g@ULP-230ASK#5P+;nzB&XZf>=W-t~o=8 z3ulM}ZS3`p&Dgvz2YSqsX0m*iC$HjFHx!!alWHawR^(nD;#N?2sqJl6Az5y7?8riv zdDSU{Ag_vNg(RYj{NNYgP}|A!9Wk_v1;vCVrH#wmc>4h}h9S6(stKP6PVWomI2IBP z2T`8v-}7H@v~?~rbq)*IS!2o{-l+8GIdlDM*G6IxxObYL^$drBitrw4i%SVJ>EN({ z(*ngr@ILOl{;?QBSV4~ZA^Zfc{7Mfk!ej4pwiCbC>bw4|)rDrY5iqhkdF`4qc-}?9 z?5w=A=Nh;Qoq+Pz_kNhbf~O{~va&MYGr}4n%Mp6!F$EAMK+lkvENydGJECW9E`%T- z2(%4BLNJ^l;C<*m_f{UwfeEYET2^2yN16-UQpfOpblp1ML=TzxZaSlw5tCb^rtW`Y zPsa>u&cIG77X1~yFu6oR?{_0^3vPyjZ?uzY-sMftRtYvGubvN7MUD5rx72ruZgX0B z@L~Pj-5sq7X0J?`_$Q*Gs&ux^W40e(n#sz_W|WmNmU9HdFw%-DLiez;W?j%X{x_w0 z=|qUu9GYjI@!Q-Y@b~&A+$v1iMKp57b<%jY40Y_hJ(6o4OvaAGF09G(<8JN^BC)b| zZse3<;c(vM&PLi4ar-trSHxefyeabU;+nb2#>U1h{*f04EL~+z4$IJDt2f$cK$5Sr z$IF$E35|Mx0K9gcVf8m|G<^>8`ogOD@^U4^`MLWw%Zv!ohe5!n2Jr2s%Ku}t7K5F~tB1XQ1mxf|wJS?OWvXh!6A7}H6GmBOD8dQMGUK^RVbIZmmGGc#DXO&%AssQQD z-)+7sgRSyWfAeENy$iM&4Go(bn)mI3Xvnz!i`8LN;Gpx-UP}Ob4zk#`+S(sSWQt|eRqBGC>x>>9) zpQvC!-jMDv6$0b}gMl6H=TC#kCDxklkv7|F4o5}Wgqa^|m(-wgt#XeWbe*+N-lyz# zQ-XRg+vN3hj~(e!58te9)_A-Z!>6=}hwDos(yuRg3#RYPxpN7tnYm8 z^~!kiUb)qaI={{aF6yOl1AQ&i)1f)Fb=dp`!O0wPo*VXa+1sYD3}s~8Vk=`G9y-00`Q7WG~PjPQRF+ZB7b{HX2@Zqz*%7TVsr4ZIvpDW@G+TLtc3b>K%nLNQOVUx zWEZC@P~X$!ear+M4jnOVGY-oyRGgeX%hOF_=EyEzArN`LnhIX&D>Lkq&VqoTZ6pXhd!Top! zOdYp?tH=Vl-fzjHxWrXK$=CyCqbtheQJRAKGrtgE^EGP$chZO@jwkpie*I^zcw=}@ zzFPmlzkbT@+8JTYqo7yAvVD+AZF@DZfx$_f-VJ?ofjt&q$CNxgZRIZs1&3MNWc`F1 za+eZNm<#*HH)MCwjA6TWX5(-Rtnw0K48w;%uD`MLNqt$IXTQmoV)2hHs>N~KVRg51 zu6%kTkguSF%OhJoKlnMP{EBv`)oHBS?Yz5BjF;kjuitSRHU;Bm+FtDw_V{wyfkb|6P&>E(yi>-wJ2%~19o zF(b_66IKPclFzR{4o?rWF0j2w(mHv{Pszlz7lPWo_1{{TI5-9;a@*O5 zcb{g?Ees{*NV)a-QpN(O%GX+mw*n-YWzRBqL_gEFJgiNfoOk&gV4f0JHPn%7ert2z zQVlpR&BAl=c6s@%us9dY%~5|wR8@8GM=v5A zgM}X&+jVgfw+Nu=W7I7yEVic+N?z5~*lZp?U5<&NRG5oMFRs9t!tYmy{lE*p+vN{0 z?{rw{M-x);Wtz~17P$Hbnstyy4V1?ZW^G$*3DkMID(O;}KGKZ+deTgbM4)oCuu5r zilCl<^NCYC&b;g_Y1ubN==!1XEAdQxw{q3GQM(IZ8?`WGJ`2{2J5U28{YEgfp<`fb zR0uOXx0sNeEYP(GXpa*rFboKc>JtVA2JvIieXavrgquKo*$%!I;n^?-cBz|d~&h>y>y__ciNztWr%O# zoKUTHH^nVh&midT+rLbkiON^JOO1!h7Yj=RAJfhkymsG1*@*CH;m0{pm_iAI<8;s7 zQzfPw!bsXNrDVG$%X}Hv)sl^OZTtmFKm_SRC$QWfmKlQ^_neakp{WkvkshOI&y7TIr zZ_!mx!kOIlY3CO&ep||J9@Qn=X=0UTl^AXHNk%=sT?$l+mYF5)%E(+y?T6F!Rli$o zmi)4G8?5!{0Bp>|!V}r%ABGN2mZy^0(uq$uGUL{-Left1%_7;qu<^@c-09WYmk}>Gm z!WjaDV{siA3G2I3BZQfOIoMG+G>!rEB^>ntfbekoPI@pr`i{ej9wVCugVq9|$ub(s zEEzdb2@p8w%{2mN=h4x_y0Wknc!rU5ADyxW_NwSOl}benH^}*IdW)Rm=D>S#7#vCf zI&%W(U%t!GZq@{e1EAxa(UzxDy>3_p7{Yxm=TFJz1Kv**#_@&Y_f2?irl&(0KQyDG zCQjX`67@-k((sY^uJ`Y)R+eZ`;M@&-$L_p&Ef7Q%8ha!dXHWKjFywD1^?f!hj#&qtEXg zPbs%|Nbz9uq)C_O(`h}G!-FNAlJ9HP!Ww-_QWGj#_cuqo{D|v5kk;G`#skeF%?Q8* z=$xI<#8m*+UwZD>U(aX^kgkVaEPwKY6yc|wp-I^B4!vT8;LrnU(l!iP9? z!7T2UU9u8Fx$_?yTF*bOwS^~r;nn#-dJGJ8gY%Rq)PYVkL2&_Nu685WobtM*1-1Pz z>Fa+0x*|eS!0mKOvjqDrhzAjeT2L9!0xE#@#ffu*PCq1{2>|Ww@{Jc!i-S%!2AbU* z3@_e)MV$CH)t@Zs0Y7%aBNYego;kUky1Kf2%nSq|07+KGxN~FBv^*jaf=j_Dn8O{3 z4}xK6h-{Ap-KRsPA%r|YtYNSUf3$E%gW)xhx@I7{vF$JQFoF*@GBSd}Kq*HHha)NK zP;f;>z>F@PKgY$^^h!JaF>0hM6WCqQ`K5y{+4Zj6T&Q=y)P-J zHk5D802F1SU=YX?K7dt8=Heo-^Uw)+)YZ)2Uj;Nz(4O0hP!hlb*o=W1{tgHZL~U{A zH;7cI&N2InAw_G46)(%)Z#5x~QrCbCalz73n<*t*>9 zr?Q_fcuJg1*|EEaMUO(uw}lP|td3A?zNfjljX?By<5?Sj_Uu_{P&*`$a#EXeEk$-K z{q(9HJe0Rx3HJ#%nIQgb?bSq{aJ*KzVu4<4J2pUmydk}o&@Sm3XwlcDW}kXnpXQKt zZ9}OyasJP9NsPz7!_J1q%((Y63C48$(=&^3() zS7r%|N+bTglf<)P73I6I+J z0RYuJU0q$slK}y_B+N>s?D}DhH6N(zs0s+v{&Bra;E{&Fg-EJp({ks)*z6QwU%>&# zsM4pv?Zyyr1)=n(Kzt6aOoHJ1?KchFaH9g7@WnFPXa*DpD*-Tp06=sYXfFwa>zqqk z5V!|iFfp0%5z&w}3cq14cl}CS&P0pL*K?`oCzk|{Uc4A{*KN-vK0yA1b(Tv5ZK|9p zhVnABX2fg~Mq_`y7#JBgP=Q>Xp^XOmjt01XzkqyOY(l4s4)yiZ=(mOJ1)XtZLS9%- zeei_EWLg_GV3x;d@=5JU?irHuK5DxFYoXjyCWHGPo4mOzGwJ8;)b80#?PR(SiQ}fA zg?bU>eK*&QZ0x~*N!&GuNJaSPH<+)$1vuFX@H~F-9$~@!VrQnWe&2WQpCgSdYxFN5 z@7``W-}qJ>4!qB>c(ffs zeS$$d7M!UVE8(Azzg@8?fr;w`U&IxGg2tSWre?UJB($wD04!#Kq57+Cy1KV~(>}Z2 zhE5hDqC+`XFJc7zmsq@3roTe_kO`$a5<=5Jh1El>Mht2u!tZC6mh!=BQh*~FbG`B? z9R?Nye1hk!7)Vrr1OMh9TRc;`j6<9+7U$mFr`AZ+Cx?5kr9^AM# z&4wS>cVqW|QcR&0*vr@(f7aJGyp!uN#Wq=4z2aF>bqe2BxRf_xVOMKiu-aD@{NG&m zkQHVFY;F@VfPD))VP&g{mw~yssa6-xC`Ih{wfo$O70=I-N~;N`1)L!$wX<0qY-IzIQa$KQf@1~blbVs; zAt2>}Gy&dOTdgUmEO2>Yp0{Q}vpYF3IVtIl{3zx9`v*Z}3WWiqy7XDhv+9{%)(C8m z_-=lPmp8Z5ny#UTvi9-AhqZXUe5-syRn@@q*L`=PMF&&r3AP}@It93;ZOqJ2rFF}@ z;^b6|m|##WeOHz6w1zP#9TVKp(2(EOD1F=pV`L9qmf~@lBS-i!PoB5JKL(ajkdx#C z+a9P8HsCt|ZNa0>@4LGG8M+4J_ZO>$1A##)3dIc&WY!^f3j8Y2n6@wa1DkxT<~daG zQ8RX~A4vOe-b(wK0uTxg%?QA{@PZHGgQIRqzG&${qoXmL*CKKqeqVHcIx3Qh|L5Bf z>t~4-vs0nd*xk+p?p1)rH+)!<)Aj{%@j zFhWoQ9LW(bFtV~k-7L%u`27k4_{h9FW&5%3?9c>TyDpdw)~;Y$&UsY=NNDJ{M@B~x z#Dfk4dCl;w54(s+Jeh2e0&ACqWjSpgoeg}R$t?r151h&lOu z2+MVQ>59%C4qr-+QL98HyDV=LoMm`HEAl~S%@IGu2w1PtvY?RxA zm$)`qam%0^gBb>!2nWizP1y3sVKhzI)n|f zzZ(u^HdCR~ZR3lut~R*LI>Thi`+c!|jeK9)w&{9~9(eSihcM|0V*S@afD9D35QtFG z;fO2~0FDjT7}tR)BCICRq0SA<5{cfy$qJn@;8`4slmP*>uCWJD$QVUS6ubek6;nrn zK!C_h-8DgKM6eS&m!{GqD6s5J0i(pX83E8@0BFl~c+epLU@*7t8Gd3{@UnNMo9$$c zh8=fKBiLqq@nz+|nV=Njfs>WZagHn5`jS8{NxL8JGvL*NGd+Ll%BBA2ylag~P|tLs zbUaA?kDg}m=ed8yPtT*q(`=-6<79|&vFCF>DV}&O&QRR8Z87uviH|0ZN-*zE|FT8m zaDH}OyW(*}c$C)pmKfgeFS-1^whlYWN6!V3B2Bh_O$076C$%#<~`$k~5U|o?kn;&NMlr!q+nIwPxegGtkeeZd z`zQWi&06SA%o*(wuvY2;3sI1{2{j9;__TXKy$Dgh+)4&`t`5NUsBc1s*bkJwiHnPX zB6>eA6ax^_mw`kln_c?UZFFZ(5K@~}#$3h-?Agh!UwW&Slti<4OxTgOs7^ zw1-dE2x;0R)r$X=!V=cMPkEikn))T8=EnJCKOIuwV{nEpr?sfw_zMJ<)vhJZUW_9R zvm=zo*~Qq_m3n;_c2>b#5kaYAnYAHn64w%~`B0Ms%+9|gj3WE9s`TG#HL- z^}DkvJ5W(@>PdamZQGyI7{dt!GM8$ zeA!mE9UM_C^}%Da>WQw~{Kp*9`3B`Anor2LbGd|Jsp*C3&j~X*dKul=Kx)&QLR`+c z*w&q<=|j_HyQl7LgyHW+`2M5gKd>E$HR<t$JY`M1!Nw|}?L?F)!Vdb)YCu7<##KXG{9(C~4)Uod~DJ0QF4U-K9KP?$p-A1HFs z_rtiuj$H|-+b?Mg;!l3mroqI*SZT(63%{*^*aiF5HfX%E`Hu<=p=K%yf~2AQ3ea7& z^=}WHVenskZ8_aF4hdgoh&cNeD=2BfEmQ|pG7;t(&^`)GE`fZ}VIbf!V30l&g0F|r zl!SW?NtY*X1v2Jf;)Og@sNI7mvk_>x=;37we%6)(^D2AHDE<96(JlmnfiFK&lAgfW zhSj%^uORf|2QcHw)^s?ypa8Y?%SxPfd_If_eLK;edYztAF8{dqYoU_7&us6ZDQGPw@cPJM}9NW@(DN}=5xAV z#i;8OWy)ihN`o-NxtMsNhSy41~d4Aay1_v0CdzH^>g zps*9U$HjK*YHPC!`+XL5?arqI>{YQXP%1+KGjHiPjT&10Wu7Mo8-8}%#y=zwT9#FS z0uBb7aQoo!j2Qa5xxDTG3@D8$Xm?6^j-5lx1T3ZH*VpDVkS8D|EtCyWIjPIg(ke@qH3Pp|-i)&NCTfYeb937qw@JmsE{SocKXwO9*MhLOL`UF6g5!4PC3y z7)2pbvDM(mEw46M6BP6k2NfO+@>RdSeC;`aTI-beW!5&B#B(t`t7SbsS^geS)fBy0 zV%!UdqpD;Oir6L&(+KL=3+^|&ZyE6v#qQA%XS$|OvZ{ESs&8#y;i5lqS8O2Rzdp}l zso%N5af!z*syxii_=*$Rbwz}MhmDX7jKP%2z*6Bj2SW=s%@S{!I*xIC82)v5sa9Ug zIImMSS7zBIan?R0*(QDO*103gXWt9J%|RQw{la`^jO3B9@*@PIBJxB9*B)NrQvpnV zJ94o2Ha9o>@8N*0$iM*tHGBL@s-oxRZW>T|YoP&j6CRimc=TY%>B|op&~tsbX5rKW163hak%BjbR!~Ivn;bN44bucxAL_zkDTaO@ zI$4X!C&_rv$YEWK4)Hi9A&5WN7Q9lq_uv5^CkE^6d_)ae8lLGxVjPWoJ!OW8CaH3f z6PGGj6!Yl#-wR!RxP{a*@lPQ;aWW;xg*YLMG$PNEhWv5~X#^9I=w4z@YmOfqoS5j) zTy4Netv5LuH|g&;RN2?(YizKISGl_-`dz{%M|-OGjZRV_v2J7~QrYR`{-Vv{JS}wU ztLJR?8_DhEJEgjVFD_O7B1d@4sRhH7Fs9h2E2AHWVs?R20^F=NgCji`0wyy{mSPZ6 z8&zL0FT~iiN5aK}&7jDgGRPJ>E&SaZ3Q>X{S6-7K&@LR5-!jdh%e1aY0`{ z98M1z%(APO#&w&c5c(FAsO0DfmkcfLGL1M{zVb_D;Hrdkx26VnkT~)s zk_pEd_K2FyRX&a&Y-{Vqb?Y(9fp(S5d;Ki zi$Q)xsx_AKXjg_?1HyeMp|a1;&W@EqUj(K4NZ}6eAAdM-HU@eG5btfqfT`6%5UGJ} zCM*L~Qb2YXO-)S+v1XB(UtmjjbaQJ2Az0n2>OQCffo1_Fco1e9Y65rWB9l4(ee%Qx zlw$7+U|IV>AK*kBxCdz|u0aE5w+}?Mk3gykrQp*L*}~@0PCC;Fdkz!}1vyQWVXYz6 zr|8KD;I;ArkFW`3RyV=t1Da>Dc7s3%|6CpiD>32?2g^#+-xw%Q%RPQwN*MJyd6I!& zKmZJ>o8!RewAdF5C13~xQX3nV(n%@STX0(H!mFfnJouNyQ(H7MC~*Y6JXdU%Z^qNL z-q?~jeK!^%rxgm3S$ci*(3SX8`->(#JxEQ+KG}kK=>&$ti9yl8Db^<30WxjRvbex`2F4+O8HE9G`GCn(2!^kAmlYQuMFjv%Fbq7x z8L21%s!7z8LUA?-6z5{mw6vWw451!B9#S-y2hq3IJ(b)VziO_1DHFS^jx9{L3io0PmKq;G48PJ#TKx7xqI; z`Rd9U4X!=RfNtX%llBzbM5Cta(9UP|K33q7oQNklxYvW(e8DtT_7o}3e5LCdvy`R7 ze=@iizfT5PV;=*F_k=nU{q8SYg&Kl;&Nj*HZFBhfN83){xJi-q z+~@vfDT%569mj+H#ZSxU%URc=N2B(e9KAB=DzFOs_M`6$@HpJL@)(VQ{|cT!vQTw( z8dfbvU0XZ0=TkgtEkokP5xX6#2p!;8I16gPjDP=SghmtM=l?qj;910Ihv)wxd~Y;X z4>BRX!k!i&bGt*;uxGU-Ia&T|Te5uo@x2o`xLv4}n0Ev5o&j}T04)(&d3lufAv1Rf zB|Bh~g-*yQa-4x2JQ`$n6c!psYA#g&R2M()z`S^TCK2fvc`f}p;Ix6bW9!fPu%WLY zOp-y?dXVIBBV;pLoZ$L_%yBN?n1Xr|x-k&UBHJb3D(H6Q<=p_+(8X0S(cF$AnLrC@ zolLBjxb|?8eT~KdnjdF7=tn&?M~Z~@5_(&RLNuYFhYF5GBp@SK3JS;HNZ!JJ>-Jt( zALm`&+}#)z;j`vn&pCKK|M4{ZhT#-_QDM@*gh6LMCKciM!qqLwm|Ow;2m79tmlNrD z(xr-}yd4q$F%x+5`H!PYDZnu_CBF4?`ww_klUf}P>10P&6ei^N4G{Dn+H|#2u=v>G z!7!iPPQlcZTo0|!)GB}P{XD;Be=8-kUUK;L%-0^E%{LbVasH7hrHAo69H`(;3bb)u z@JTB#FHevkVp>y8fv_MlKE4@L3ya>@;YKsvg~z-S>VOcvZEo*k#lh@C@!H!&pvZtJiT5GFK_qV|RKd<(H~k5<>=sr{O-$ZkhmIB4zve;gY-Q!XNh1}9RzX29 z7KcBM>?o6xlffzijY7+O7W7*B?v#-ocwEClr2b-!l$Cn@KR~{mOYuF{pVOE6jK&y* zeL3;Zt@k4K0@B$N$z;!w#nWW@^q$7C*9q@&_B6|`%dbb~BIg}g`CgB0i1sF~{7wLC z61i_p;p3tDr)C&_4RyHYPh~%FImDwpB{6lWpIo6d+kzjwH}Lfz&wKL>-CUK|-Yq_O zdPRB}5LHRCPMm0n9es3Uhl+~4*Hc84@e=J_XFkIvLfHJJFFHs=mznqQAsvVcBqpfT z4>Uh%a63!5a5ohWvSAqYIfC?BP`uj=^|yu;MNbqie_4PnA7Pt=XD%Aq@n zy3SzbB*Lj9C~dO|0_!(JGCA-ID!!tYELfS;A=eW$PKc56`|jB9)u|oex2CajXkmU0 z1S`-PI0WKJG?)i&j*ta%gSHf~y--HLlpoE4!vS$CVDGvKXDMncAYUms?&&aq`_~Kz zIEEGoSg2XUy#iZg0jTl3$(V%2T|aF<-Cs7=j6GQe$sUw6o{g5mU)S;_!sCnLO(+Dy zR(&O67D=uk&PCZNSh=Sy`oo|)CKy>w0?>GBVWvA6aJs6=nLi z@u872NI^hsr9~Pft#!d1dPo74USQ}@1QaCfKm=h|aEKu!N4iv`1ZJp_Qb2|jk!HU8 zLD&7C^KtfUcy`^H_kH4y>-ycQN{~LGS;eK6n^8#}+R$J=ZXX`q8FdUgDA3r{gNjmp zoOs;z>(}G^WiLUi4H3(c%nucTV4fF>#9%1*QIcDV3E(!+m`X^xY@xY^{Irm3K(!2@ zz3M+wGVZNHv8^e#2i$n*bb^H%4^ciSw40v!fDs-b@aXu!{G5IQiu%ViSSn9MYyc(< zbN*gH4G_BF&s7`XaBv@}WcWhkt)hscoB7L2AtNY&z^Z!i916>5It~gpU>aY%Cz>1+ zxF`og4dnPogNq^Rz=T4+2hadU48%ZkS3d56-l5tj&aK=>-wRvh)UyfS-QoDJ7C`#% zObM9Gq+E2t*b=+nde*=5cr(7hm=tiqTMWFZ6mJ49ijqF!lV9#j{CULduj#Ce4L3Ot z^B$Y^SYIz^`I!ak=t+Hk&q2C_PkX?BAM5FrHkUOaY-*z1)oskx+k;D8?rM5EVnUVc z-(!uldM4>B1p@*gYKD$l2F>xFC`^Y}8r>ab@w&Rgda+1w4eImb5Bx&Dr;0}gPR;v6 zWA20Usp=^M!>0~Q`?IUmK1`1A<~g}gF1ic%-&5XF;@5t`4bnYbXm11_O|nyg$caT! zQ4#8+9pfz?2zC`j}A$5G_lIM9YvYFLfLBz$$=169*7vVP|v+U~ZTw^nuUnzOux1GuX zXivOzkaB`1Y0~815^RE5Z;wk$KGUzXd|n-^gT>YwP0F|ke&+Xa#e-CJ#9LTa#Ez2K zb;Z~<&2igk?j-Y$+sCfHpqbZH5CU!*y&|b!ySmG}(ipbff#VR)mIO070UHN}8|wRx z9uz1|4ars^kF$=DLuQsXHc}9J6gjFiR z`07J%FeRB0&t*;TJ1c2!g{42})WgymL56H~!c<7*uH0d!nx8AP!}xdUIau%%16Ha_ zE!@jK+`?3ce9)b?ZAd?WrZqi~117Oc8{#z<}g z<*Vw&I!Dt%wU47`v$lULnYo=e3{~iNkMtSQvxBHI9`4!K`LVk=beayF(!_`_!0keQU4k5{Ta(2 zjXh?A9V4q5;j;(VRgw`FWbUx+9M~^PtVBX!*M{0VbA9Q`t z>ilrrFNqY|{K8!K=d~vP%sS6+Sn&K&6R(DC7OtoBe4Q|%fp`6ft-Q8mw)mBxPM5U{ z{DwwU(!}FTF%gfoU-Zm$@!ti(pj{t%N_Uy+m~|>rgxL$hq=v6}!2c?s8gx3v)cp7Q ze`Q@=%jtM#^Y}}MLHmbiduZJq74T>_4xo)crBt;j#dDr|ggafP@V6l$+)B1tw)d=Q zLAkdpNi9w4W^dwh+Qd?wDiGBPdbw8>E@K}JOnuT)XZ|UqK4&#Mzrg)dVcgbTC1c?v zT^dD_X~h5YaPpg!KtkPsEM~0K)pGjvh1bOnds;5zw0uEO=ovKorug}xE~)Ij0-wIj zJ=^Z&mE~qB9ylE8dIRU;HUREg|>&{EC>-3h7YDYc8l7 z7Cw^CE0^hgx-t6m3lWBlnjFxmO6hZ+TEiMuyr%7xYEC1}^=MXj|2cEiezdkFYu?IW z(f{VW(QL`ZmX5?yIj|JAZ)Hy|%MulRxDeM`IXLG#5I0vdI*+7cfHM@g{kQG5oJi0< zBw%6B;)va1#Q&7PB_pbvJWKuBCCSO(NPdKK6qV(aBb7XwnOF2G->==3MWQt^U0 zOZ&>6E=MKI$O^5;uy#I*wNl~?mj8E`0LkCymf}fek$p8EH>s$QwS9{zfAD|gXUZQ6 zddFCkC%@%t$&kYbe2XmS*Z1Ra%<$DT<(1eEI(9$R*AIJ=Eppk#N$_eFZELW6lF#r$v5+AbGn59I%N2yEl#M9!SsNAXRzd?Jg}yPTkMq zSdWsxrOod?_%I>lX-y3iuoiaTt<0z0(LanIw4(LPM1-X3I;Zd06KrbtU4-QJDU3ID z^Zz(I!XivUj_?r;*y1u6tE&W8Ce;?r8hSgeBsvb%Rc3m>an}2MGRdmo=$?72w4RKK z?UT>@)zX}K(5BqNF1M*WkTf8&&s%$!wKj9Dh}h1)o( zc{?)|p&TOcUN}2a~aHKX!5%*9=*W$qE&`-vq%I3H>=mnuj&1A ztG#KLtaj=B)i-rocI8BCgVl1mUkf+=C^`qvc|mt}VL^J!yn3+smO8Out8H8Bgt%?y zTLzrw$UC#UN|Y{f96M=La3@b?pL0;1iH9aOM`;_V+nEFH0XeeyVUTlT5)=)EGtJDm zuZw2(^!5y%{{CaZ1ub-0J2vZ|Un5G@*2akI+i?g``3tfrYT^D_;_573bxylX`>%{% z&0Un~tuuckXewdeencoITf7{F$ zf-=ruKejhbXq??=g$8ZY+~vD&Si2-mV}k*TBpH&o1%F~ zSRv_pl$8~M^hYyEpqp*$z6R2mWdwF}=NnDbTK9=_m5?xHm)PTaO?#*Ih}`2wR*@T3 z_?(zq9z4Cb?onfu3p^&(3c9nX-yCQO)cYBKEk5$SV3;S;yQoyp=E%71#PxGGV&YY} zhXe!|nbo#@JlVdsqNiZcqR`S#RS1)X$77?@7y>q|F=eqVEpB%OppU zt%pVDEn}tf3nt{{XT2#z+fAcHNqShHGtCq>AR$JqRH^F;}uG2v_R{ z$sygp5#gW`|9MsNDc6do9kU%Ym%7d-Myuv|glBPavM~v?EKnj9M2FkbVmk;c_p^=_ z4j1`~6Lx(sD6mi`E?9U!vQZWdUx^|)T#$_jS<&aB3Ev&a9`D_S|KZKS)^IR*{TEXO zy*bxS*A{-PO$UfXl&-%T@1uQxrgHr6`4c#b3sYSlPt9SF^mcn-XG|3<=GD5_qABX( zw^4`#KejQywM-&-b(zM}B{RLEp@KnXQ~SBM_-BQZnCNgjr#2IT0}uI&>~$`Y=A%4K zk8j>yQB<5&F6i{gp61=w_w^~s;hyKBawt5*x4Kof+FetAC(C2mBtkk?^Z)0LPe@{r zPbXxDu)e+Oe~9c^XK+W4Jd|@K=MZFTZ9Q2AI`|%1na&( zN-S-Lcxa2%5Sz@dUBRd8rYhnCMP;R&hFbpTnk{|M)%op`qGr*>d0p&U=at|z|I9-g znWf5UOZLO6;n7)kW<)_{H~iCIAg=?KzwdZ?N8|Jd-X9ADo&h!LeN=JY&}$sK%3Y`s zEev{P;e4z*r`qwJtmLdix1$^C22Cekj@d3MXQ!7kG$dTkYQ*m-&;I!;(4WWZqh7Bc z2smMGbmDc!X2us(AA8EXt3)!bZkFo&aNRWrT5C?kaNn;Z~gq*i|QAP*S*juRi> zlthBp_|E_(w2k9)4I`z?YN@rC~t|Bwt6_=kmAoYCM!Iiy#v+^7pQPX$AU9Um^ zYF;RDzMyW#t@ibS^(e>p^K~oLzZMAkRF@{gh&qZ#8_fqx|5hjB1kF3;N!nTSJ7#k; z)pKxb=M)`O=B;K|UJ&94BZ5R91s>%;e$`8T_fD*iDP3CAM zFpr0Tp1)gyGL?H(!-L!PQ_Vvb@0v|NdSbp_q(8{&Y+4BW`CQ_Bfn&M$iw-~;Ox z*U=KgD~^@h>+HdWa&mGug}oP-CGX7H!ojotWKZnica>#o=*l;R^FR8x{dY}Ax#hKH z?js8+hOnD_6U#B7d-0BAeFS(!jg?~C1KI}P7-w;CH;z2&^sXB|+YypD)qmyRQ5Gh5 z-L@b9`O>_Y-r@c5o|d5nC!Ks^amMB}Pg`x}kMWO$3cWeLvyylA-Z4{*a}F|`>-Clp zplo@!##`d!c_T#e9r5u!=|ipp|HIeRA3V&J>Z5SFk@cMe?o7M2^z19fsv$dUP^-+M z69w1hvey1eX1s8Hdof$*%Vzwgf-`AzljL6?gpc!g3Ft#Ni%H#10T{GfPRh>3q-5bge~>t5R-@s|*&~??upxO4yrmJ(u90nb1QhIDW9V z*7RBXE6H5vVA6_U!>_y~%J}!kv&a*$#Ns^ahBAvqUOQ`?z_BeMWqO32F8q+Vd&yqC*!OO`=iq8yu#;O=MR}j^ z{{RYIS%!{R6SyNLuNQ{ClwvWV-ORJjOvtVzk7muEz_u#)#XQIwRu2!dpFh+2c*v}7 zMKCVcH_ z&d(p}#0Rw(6-JK6Nf+5%*1V4<#1@@p_OwsnH6ImpO3Rz8qxF3_7;&?1K7BmjQ1m8t zuJP)dJpZimqd!02P1{?d|6VIH>5Tb#iD~xXX1Sr69CcAuCQge+N)CUkYh;i`A6rqp zjaghw&uRVLCH*1wnbkHfBX1+Ti0?j*mL|b7r@ONN4t*E!9IX@Ccj1p-V=>^Ta=>S%dAY0Yh z{W{NPZ~i`wB!{Nn<8i@tj9FJ59Y|+0C!A=Wgv#6~f`aS~>wITuK@C*;0hNohCGWvI zJhL)io%>0SPp)d)BBQSj$x1eT3kZx1$vQIVqs%3}_{i>%$;5KTL9s|uy!noh`@c?T zc&u$%m1d7uzeFesqUnMurfW`?YjF2l|)~< zM99DVBaa*ZeOy9H4k1T!irvLHxj=GfFTWR+FM!H-(_Y;^x`8_3Dorv}iYr#K5AE8f z!L#=Ku=mLzd-jS3qPD*348h0D-?!~_GU1yz) z>0Tmly*;xNnyU<*?w)h$kjic{Si68vOjyo$mSX)qm*e+U?QxnsDEKfr(|3oi4LSQH ztz!*BhF1g9oD2RMl=W_D^9+@Wi5;|6!o0{?tJEvPN8VN#f6Ub_?{AZIK0!*AqeczU z!uZI>nLcijW&cykEk^2oV+x)(8=UD0>)BjiE!VKJOqXBCS&jc%#>b5;`1P_0vBiYyTpR;s zc(yCT#olRKbRB+SSFc}BX|wiD6DgBu&#IRu(qhV7Oiy=-UjCFSpjO_l8J@pe<&Huc z<@~Dmv%>Ys9PSk}S$5@_4As?L2WvXT+5h{zZB2T8d@4CrM0zq^N;-Yr(UsNNBH&X~ zL}i};tAw+e#X9)~4>JfMr6rEttAx^5nd_3xvLYu0b{XLWn-_j%4rBgy|K{Pg#|2y; zOn#T*T#X91^C)sW$yi&OeLC*d$mabR$%OvW^~%+uWv&`_vq!~Z9z412?$g8Z3ja8H zh`8dH=XP>ftyV-Fp&zQNsES~{e0+xJ#8$(#c6dO9zc1m}se<;dD+{41Ds23k*;wu; zwr@?L*m;Ar<$D9 zFEcrb6B@IRcuB4$d95BNA5$Ef-Uq}B(1=+l^xPt?=frLg6kL7!a#b#Ld`0{qe%n4( zgGJnz<+9+53T&lxg3w(M_NZ9u8y+EP@%`_ObZ0)xt?p(0`_tU{m~^fQvm`;i0z=Q6 zFRW;DWVNd*5@xyU!tYjxJe=furd9^{od3O$_W!<+KB(~Dw^x^M)Xm3JUFuTuy$wk- zE&~?wQafb2)u=Z@uq1cA17?jrB|K9?I~Hq0PqcsdJJmZFt4i|8>YIIP`;LA0&K+e> zE;bO&T_0T=kUO?$Hn8wNGs}i=l;I6a>goWSmNvMYYH3BI`+@`Pu8&=N0!MZUEmk#v@>xXu zzq5KPHBfi_k*?_3<6NJ0w>@UT7@QBxiIt4qeU!+-Y%U%>|A+jWOtT89Oi7Zghb0!U z!=Jn_4104}{HzUbt=slHM^&&5rMv=V9m$@>ywk4Ju!ZcA+0vcp<|B(AeaA5nef&)_{#(l7w1-#76nvQAZ3cTa_>#{AxF>buphr3!c&A-TVnBqKwUCqXgvQSQzU|gK*AHuF zNc>%Y(2_UZ$BY)A*Yo_Ufb%YP(~1Y3(xcQ0+uv6+Sn=%2l#B$= zD^JNJ$>Obl^+;!xmI{MllnH~_S%^af)Q~Wk9Xt%JeI)6=hKRjGhLt!RZiE7pfVakY ze0k6RMcxVH3#Px1-VWepKo?6*%u>DEZM#R_yQ=*tRXyRI z=$(ZZkfA%!6D`Z2+{@t`cwt(6%PPihHJL`bNbN-VsCG6 zs{dvT!u!tA5UNl$F)?w30^SMayeK7+MxCfHrOcQZlPxFKFb52WKClAR#M%e~UR z4^#xK(1%4n45aVN&XxhP*1X63)0u$EnA1t-q;-M=cV?_kzidJm^L1|=f{K$9zt&&N zzPNb%h7-}?oz;UE@2Dns`eQ*12tC>Q&KA>+gEmE^Nsh~+%%2}TALm5D+I~|Rj~-Os zZq5wW=agiYGFfM`v^42bl=m@`cE$y2`zzk;asS-i9&i0cO_=KQ)LvZ;?jC6#nkN`M zO|18t3zFEid{{kXUE@b*XPy6c<$rX-SZ$_oJ`Mic;fVLT_dos{feC)`432X0^@7Y~ zN!Cbv(y_+39OZ^p79PRf{)xKf1ZoyAB007+a*&5q2rx}rF>9fQDX+PvY$1eJz~~Cn zL=fe>;ad#;{IeD;DR=JNVZeYFsT%%%Hd1Sq0WJWfdvOb%6Zw}KY~qP45A0rDUR@fS zx=sqA2j{E1LpK&QFFY9JS67{eRyx2G?JZMjY9P+oj5%=dAT;#@LjmB*fQbbo05VGZ z`TP5SATl+8Rd)u4OAIfKCdCbjnle=>7fQOH-C~lz>dLHj!mA7iPu9uMJCz{KpzSl= za&>T8d%8dBQ&PVRPB^%eMZ;@;8%H}AMf~I$5J;kZaQ^(F1b*Yqlc?~wF*RT1&zvpwdp)3@sk3gZ&>Me@I%CL)44=ZDkwike}aT?#)L65wx zz~h!HAC7{g2?KE9!IcP%U!7^=ZCiu7Z&97GitU))Thq-De4Y?JmxSww=@GJpp9!9Tq84p%-yA|Oqo{!^AN~0&*6GOvS(4za9ZC> z^VVSdCuxbjIQ&`*2vqkOP&>&omz*f7f_H^8#^0Qr>d(%|!TH#wd1O&;DH^jch&T8A ze0w)tLBjpBZg?R372YMn-~ib_%bRk!Q>F($IOwkR+R=FDBYtw-N{+}G?>PLz&R92T zcebp~3iDz)Um+i{eqmu@gg+Su9?FPk7%O+Ram6wg+#i^ALwT4=u7CdgHir+7uYrjp zaMH=D1~la}h>i%x=+Pu(Sp*}Hz*O0SWrJT9E~F(%D-K399RCt#k8Wm=j5RfowdmRl z{otkRm6ySl-ry9J!C;Vm9DW56s6m>@v&~5@4XK^V;e!LzH$bfXoG+?L+*M|V@7V`-DeFd zn;_vico;y(;lo%jfB%XJ1t5lVU-4E<&R<{tfPqrSZRVSWj=o5Ufwh3n6L4(7fNsP! zLEkysqU1UVQaI73W!)?`;s1t-jYr=*2o$wJ{z*U3T@CRE1}UEFz)kyL^trkZ4;o!y zXSW-i8<8Cy7rDeVgy2o+f(Sq9lOy$wUw#HRV+4>Lz=w8x&41Up`dq~YWzhUDkK*3Z^;E)xCd-Yo`z!pidYdbZ2wOag8F0Bqhe(D-l15Ecbo$Sj9Ol~o zPRJ}&NP3O<)Q90WY&Maibj-0cO3z$N^8#|z8)R-uC75GF1(NOsshlVXD>$^cW3qYA z?8){c3UV}%f`L8|snt%MI#oyk$1jqpgSNjKcB;qh&@tFL&CP}lstE}R9$-jF9)%-! z+XIX{h{#)q!CQ-*L(c>;Fr~}6!50v6ABb#RLZJo;N(}3piKZYvX9Hk_vJ`*c7#}M>>zj7+<)+gaNEiEo=h@3}6~qSLr+= zM=qbOwF@Y-M1pS+Y!!~Od@2e6Dv&6B(g-B~FuUgXn|&#lOZ?{#A!HRevIN201wy-u z?RSAd?$g%YeXFQHSOmBN@h*Z}hP2Dj9e9J7!r><8#b(g6#(g-3u zfP;Ue|54D&4+iZdy-H(J>EJ2M^Fw9a&uQ-Yr^LAX54@|V2llWhy?8-VR~`54i~6O$ zevzL3tDKl3l%A2n+5P&@k=3QSP_6Wpxg`1yxCQbxwSZ8&Jgow#%yo4)AmM<)LarfP zOQY-2f)B(dtsg&bBP&A2Ti8GZf&Z-k%@oiCvmgT@R0X%^xuGCXmNy!#mD8*i1?`F&aUGGZvL5O)l%8C?>YU=79 zpy>t5yznC#Tr~lkF%#n!$OLu=3A-+q7C6;xgK;J%H$PvR575Y4h}u{{kyrC=4dx>K z6q!5E{Vj@@#@*mnVKV}ftKNCp8@6+&W}TF;nJYV;>r|gqx{J@hlkdF)%iY;j_G{ot z9mns`!zVM`h~|l>dfVF=do*12kjgCG@}wy~Or~W6yf! zxGuL^Yl{+i*4B$lCyRYRRX_iAxwcjxQhgD4t$2;1v@|w!9AnUlj`$9<&Fa$tAl?q= zLw0>mKAJ88v3UDSgAL{p+)9Y246UNqT$%-lC9?2BW|V|ga<$&W-$PKp9dD1`P1_jwEUMecOW>01GRE@qZ{_3H;u6LL%WM6>d^++Pk)T z0-ORdDMY6SW0XH(FzBd;(6>NS8Pwe#8Y#3ZXgnM^N8z`8apmceK6SK^0Mh6S`d_4H zkJDNgf{UpVzP1Zfx*=%iKM*fKdgmp67`7M$ppi>rYw#D3#TlC~OQ1)D9SSJ^JJ%w` zgH`^fxnr^XXk^&blq*QF5A69IIMylw>`WMyz5Wsi`%q%Mi`#!G?<2ja(|3&|K zm+R;LCz0VMiKa;$ERE9Xt+c~YaDuPvh)j0xN`FM;<2_`$nE%SE$RO`c(CRaMiyw_z z_+abP9|(vz2exqV3^1YX0RAQrJLkIeDnY$q6R3Q*#=*nB1jjIEgw0N6WkFPG0HW20 z&B@$5RL=H%u?6k|OsP{6kA|Ae;-p)MQ*aq zE!&s-PvJXp(Z>GEM|Xms0a-=hf(45eAKbuGEnd!ew3yY)#lqJsfg?8UybyAVGb5COyQ_9tB|r<;Pq0#wk+c5piB zz%U^&m+zvo$BrEbny;QhhV|M zX<75`-u`oNVFI+{#A{Zk$MgQop+#=}JT-Fh&!5NcJ^c`9j15Ydz^Ojfd?z2c4^A!$ zuE%@<0dFgr904-s8_b~y+K>wKX28*p%=%#XxgN_lW!nBaK8CGtj5e>&xA)r64S~h! zqXVoc>l&d0z8q$zZRN)8j{-||3LuJRd`?>BUD^a7hmz!M)6E()7#I#|@0tUPDh^f()4HqH^qV=u z+J3E#822wX*abSG?qFAsK$bd)CE?yI98`qI2$56@lu98{DdcYa@%=mEbdC%IeCTb1ylG3P?@ zz*fG8b-H;t70RndqH~e6lMPjP9Gf-Uqgs~4+?rgaJ!Vl==hh_7XGBcwKxq*ePa0MS zzTDk=`a|qpgjxZjqdQy*K*O*BH^j$yn9roFoSK$aq~N&o&&>1So&gg=ekwEO&u1#< z{HI{iHDTOgJW=3;)O3Rf>O~laXIu;(zz?I-fd+I1y}S9 z@wKrN4x!4GfK`DzjlLL1zX>)=o_;Wa>&0rVOyqZ!1^BeiK_U-i26V7Msp$nx4S>II z-ykXqg2zLl=f;j+Fq0t*G_Y$Uy|~7|e!Z4W8yg?5hAc1+u2+@Mi^vuPB@i%g_DtCJ zQK_QeY?dqSW&a?o#@If9Cih79^e#5 zhP6#*tHU`__JcuqlE+7`-1Rd&eL8wO=DB77-X!se8);JMwvap{N;jcOd={g!rI`r= zko(EBqx4lz82xeM26IEeu2L~Gb0Fh&9`e+a1Fs1fL=l-8B2x?o{;yA_%>kB^hIpAc zA8I&kKE3uM04o~+_k10g%5uO&W>NAN3zU-402mmj)Ra?Bp(!%eAL8Z)S};7BbwA}zFKba3>^s#Aa{>Syq(IU_&8GCzTo{xM!xI>rnyN>e z`hldeEo2`Oc8PEkZHbrHba3mZC{Bn=`z&_Xrf@`&K^q?Wf9X-PE26R2-Zv@f=09C9Ww7lriq#=Yv>} zvbHmVA!(^fW^mL;oI-ijyvYc1Bh(9lc<;{LyVuboN3JrkqM`v;FtX9j(m$y-NByS-yaI6?huTZs7GTr5P=7>YE%#bJFV;hm`)Lr3)Ycl zCV&AjGcdjxoz(OnZghk%fyiYDA)p7Q@jq=Uxfjl#zmCY75Y;13X33qnbRbjC_{?Dw zndmF>*E|8^j18@Dy7F52cmkl94WFr8gUZVj9eWH|w-j35efYptx^Ih$n1aKfCsiJg z9fx#YAIeXVJj(s``6OUuH6`dgvNAID>E}`r+z!}HXn-B^xC3Dr;uF{M?C9uddD~j{ z{Dd4EA#hgRRBZ;f;0XwN-*%Sv^!B2guBWpEY=)WJjqoWw?&tPGcK|XEJ(%E&>J;8I zvJGVJa7`SCM~OP8#H$FqpC$M2rI!I}mc z@?%xcm*0xobjCkjVd-lgpIGOsrF_Yy!LAoV{Tq(P6=atF}+z zH&?%Tn!o*JrIjW(m#}MN4q_PhMtR^J9 zG^Dw?&fSNvw04QsNIVfacI{x_pA9V@eau5En_mIq0lbctKx<&AT%~4-m9e#Iv~mp| zjY;m`8PL(#w18rx&_UN!hBgQmPy`Df4zYfqh+pKF3HK3TTNVNIe+C1`t0)vIxH0Gi zMA*+tdesW@Y{MtSgo5?Z8Xhcg9BW~+(LZzRKx9=WJ*L9|!zzf4o9rMOLiF;A)y9ee z=u9FjemU5=PB-|0wRaYVFL$lF_W(9<7DoEmLWBWELb#HOwqtm_v^QreKrr#yQF0@| zud9c<2?4{PK5YZI?vG86Ah+>YU-hdz7AiXv{1$3gcfjNf+c2SlaXJkhU*kH(KuSjq zF-=X)k&2>$kcv&~G6XPDjx2#gR$kdKkCSa1?#$Dd$OH~MUt-$DY%fqHV3`VO1#1*K zcV9=K8SukFvElsL98D<9Ko?Bs%9Vpq;@nT|kbIhXt$_9=n>1COtP_SV4A?E~(2~`K zpR>xtaH`va0b2-aX1v~EN)Bx5-ujMm;Nxj+*S^| ziaTaR_pDJXR4Gy+UPxCN%MMq2H35OUWP;U?wLFqwcb{vv#IBULzuSphsnGfUC7dnZ zEf9_!G&4O(cBwMszlr6)TQ_%+=FK6gp4BPi4mcwF;hW+3ui2mOzJ2UVC##zF6&geA z3FmZzL^p60Q4Qw(W_^A@BE!^G1m6NW0D@>i`ez4G{fHujnKhe%0i2wD1lAe5up^LK z(Ijn{lft>E*8mZbJ`f?`c;4uF!QMz;dU0+s>?V}?P8t~0LDRNrbY-6A7_14KXpV^( zr};w&>g2OfzE5blclR#9CPF<&n+Kt5X2TllX8qV=S@+Si-C~b|-qt$^*AKgCh-zyr z>;U48=h?A^AH8myY5us)Z^oS0SK1!29Jfh^`tlG^2hNMh0?Li45>PoxOqFC;P5SyY z-8JHB*802^oga?AW_jZ^Na9 z@Nu({A3m0_+X&2~++ZESEIc0MW=8(_hYyDedtDXcRsxSgbj-Nk6a(25_hq0(TMpT{T3FDS3EYMWMt6FcZRU#G2F+2^6HcF1Vx^=m7@gxgwAREQY;@ z=s~AJs5MpOASCS&Vq`Z1?Yr*dKd0rvgAMjsG;-?W9K=_8)fK=-E{4w313N^gzjUt_ zUD(i+dhetm*5W;V)k%mI9(9Lc+NR4jv_WF!kE0ieC{FyD3{Ms2A$R04l&jcgj1aLY`ZD0BR=EfBCZq*Qfzr%fl8BX zK<4p{d_3*LF4V}_wxFW_2*b%?-2C@F_8$@tJv32q;UEwaG7 zAJcOHcFomRjg$&VXdrYzs0kIhXH=a1#q)oo6T3Lg2;eVcDq*&hBdioiqKi4Qp>vP^kEpn!N(RoE z#<#b-&za7_Qkl`B&uM+M%L}1F1~crawPN~q4v4(me(Q)g3i)Abp5d+{l-ol^k91TE zh#%_s2{~~z8vtT=$nhVQ2g4S2?w14#mlOs~kcRP5RnRSPhtg4R>r6}z;K}Buy`Ucl zBxt150r3E89$W^;GQeC=0}DP#1eHZ4N8(E;0~5l(v#m`)le-%FOtWNjw?PmyKxOI4)?zNO zu405nB+9W+_Z;$!HsDsWhE6h9SAe{w7*aAcTlgvQ1$5!Iz^Q_WH?RSrA|dZSpbf$b z2?&rN21jh9jal*V>|quFBPvTU>qEtJkHT6eK2zVaZNrUN`T%P0JzNd1 zz#PizU!$o-))3naG?|;I7X*7@5nd+>T~J+z>r+#La!c-tET%W6nUIm;0bc*Fx!P%# zi^@i)VJ)aS&J0v3{~h4q=~ZlXH2rSTpB7F=5Ag1oH;I!CP)A@pQV1e$|-QwmhoQR@Me411}e+V1wbrR04s5J^vlMDy_HX2@wT?2Y;k=$%X5ArOX$FI z8tx|6X!C>4GZL>n-q+s|P_Gx&H|@MX~3wSZ1Ti z&r-3D6nPV)iEzDi6U9hx9NCG=SBo8eHzF84IkYsiu=i3-_5Aw*InKWG07^y^|Il@Y zplE>4H0!cMvs_@ExRo#MLyS0R=zl38TlWBr2f8U}5OAbd1eD=mFo8TPG$?=SHaaHo zrf>{G;)3*qaM&R*Bx0jrD&go5IP3^@vQK`aq9{5`*yW)(W{TKS)a73AADU}c$?P-vj`{KVsFJ-Z}M4J zXw<-fmNqzg0QZ1qZ%I%fRp3H>dLU^*yXd~iJ_xf9eO7haZ-XfYO5{J3DL5FR?tcv0 zV9Y)n#tSdncGbW3z_sVnlIuFdKeaS#{We|#)fr)Dc!0DCNi;?(+Q6qD4kU>me(1h< zrWNw3(+|2C5-sM+yZ(T&R{g6@{avvafEfV=HC9b!w@(@kAx`hB8}uo?pnKZ29)O3k zg=b9;0~70wpfxClHC1@RYF39P=C5QI!Q`ONc~+k`o>5tU2i^~wodl`m|ypTltjjX~C!c&NBg7 zu4z0KX5xD1%pY`$XNg|N+8vjaa#Gd;!!35vxX@vCy{;ew{KMLE|4*bR|4&cQc3la| zD-!Xo*^xq;Oy+pGWNa44AmMG)$Gn1WmdLt*dy{`iOa7TLrR82uIGxMDB$sV9p!_kp zJLa$xSqcDJs+mp*6A9*&xD35L>{YiT6Bd0dTY9kP~n^*Gzs9O z-}Ke;0$_?3wH_~oiLX}TZ$lMO11e1;ktg!=@-{S{&;&#SWrk(y+*1zyeW3hDt&_$1 zvX1J;;}HRB)SVHZ{~4I-+`9JI{WZ*$O4ef=n5y|6(X_iL|JYD!+|k1|6=>kRN;dg(iD_zIWv zN}!uYq%F;+Ks^9@g}Tt^fiJn2arF5CDSw!tMuI2m1J0rZ~0X~qMpp;*w6}WJ@@CUsF&pG zj0-o7jNW1=ySPpbc4f~v33fc7Mi#KUD5oVX)va8-6C_(ZeJyjh`%WnbOU^81W-e_C z_golL8^=_Az%>mBsXm-_B3=$0`*?6wWQ(idBiKF*ewN+O21Amn{kTo_o(@gR6n|Y7 z>6bkgrJbpUneNKnO&GK)p1?TsFK!Zh=OghkX&Pb-42Elm%9j3>PYc)8Oso1|{ZYSM zwnU^a%Oaeu1ZDl(ql#L{EcCJsV3<6F);TDCUsPt)n%HP)@KqqR5P@)L&co5sv7^4Z zu@TzE&%c{&)D>l9WD2=gN>F#pqC9XrMh?`EfJ3)|#6|^_gD~GN8t!JfsZu%KV=184 zfslx0H9?^?D2@*UB^D$+s)6=9G?bues}#pCAYcoM8_+BqhkXxd6yb9|gXQdR1OXvv zDiM>{}w`{LI&b(3cZZO--ugp%? zcv`VSbSR$_VPF5Te%H-cN<{pjux+w=c0u7-$GlPDlf0{zX^O9!`A6?`h9@?MrK}%P zw|XPk?Kf-L`;&N)BFkpP{8MmsK;|tzvM^XW!lQ0nyWJ2}?xLcHQzKO1&{L?7&|H{cLJU(50p=Csh7+SURR$l#cfjU|HM_XGU>bs2MEpQ4-PZ%Pa_%AleFb6h@^iO|2Fq2E9= z(2xWIYP%c7GjyxnpMwI|Rty>gfVx9F7M21xrtG}k9XIgA@%gQ>PZt?=zJOrq6w~{S z8WS~+A$EY&*c`sLwmM~2(?}TFDc-^a4}QJB%d<$`09x#j7E3Ny;yjEblN1JgBL8K(^V9MiV};?+CS#?KsL~U-U=mJN*|fGtkYtlaLS% zF$8QnxkHT~gD_l4bSBH@73JgKd)mK$q8sWj+66=H2gTv2!JoAHdA~_{peovBP=gr; z&9S^zrQ{zcPgb4@S-ybkTL{hsM<2Y@tzL#8Oqwbl=DAY2VBWth07yF221cb^2t2t^ zYKJs!ka8n~M3bu(#J0C4M))#ucr@q07LLD-YT5IR#q9b9ZqrQjA|51N!hnnsMMt`z zI977)yNLv;0FFZyVuz-u;orZ1H<2~{3MHLiWwd|Am>No#TX*(B1q}TLu@j{02zv($0~1P`D&>TNEVrsGl$+4x1sH9EC`oT% z*cv<+zmsPd{Y!>p)!n~+K82|SSvpiCRd0(Z^B`3nNJt@`-q0gL5*12ci-(#lTZ{(? z7;K?60&Mkr_?_ZVkpht;N+Qu%dH@{5Be?PM3WTLnNT2ZX<-W>_S7vxT9wq5xA9wcW zboJy4>Nd59Uek87HZ?ZqhpF=Rih5sHm8d>-rJ2KPlFgn96^d^&Xr*3K-DNlD-e-HZ z*ZtB#{f{$iD2gz4Rr)H z`O}9MYUNhNd0MyZ;3(%|al!9f%JXbrqr~gG?G6;}v5#4~N&K8}itl_m46-^8gU|#z z<)IB?jS=34iEB|}o}k|n`;>9Mok85Xl5LDN^hOQ^DT3^vGYA=CHE1$!0*X#v5GOy=s>0IW1w;^*{$KZ^A<$4MuaON|I{noT z;zC(8s52tS3J=q}#C}3e;bkI4E1)HhfF*&q({E#Sy-fsVKx%e258_6G5d~unNr?&I z&LHqaEJieUnnod>@bpwb%Lc9xB;Elk@Nr$;MY=$#C0r0Wo}-2x9UU-$4@MF|@&oB0 zbD}a#%mCmS8f}3ZCF1KdY*HpU7~Xw(7+0p_D4idYfV+rvPQGgDz0&8f~oGaa306l6u*e?$074RKk^7lti z)Q19{y4L5>yD$gFSkG zV$*3!Wa6Y6OU4L)(xdR}ljB6!cS??U-T{8~tr;UmoksS!+xByF^jr{Sx7Trw%I{QG zOHha&W-OMmLs7>3f5XW<0fPEK%36}Mu*VxyD7k~wy|uSV^R4c?vwU~$DUI1!YR3Fy z-)!nyBUz@Ip~m{{ogwYVFc%{>{0WmHpH+L)$jGvL?8_^cD|&9-uVub0CVFy4TfuAR z0Vb){qFv86c~!P@Ri@Rn291q>z4p@nMp-l50fRuSZ-@(7wF5O?6>Xjo11j~|#OXk` z4KE7tMuA*@g)Iqs_p3vK6_wzZKm|$oMHqPVVbwigpk^g+^XE7y=F3*B9)`vBPrP9b ztecwlGg>k5T*X1gqSL@g%UOx9psJ!o0l{(6U^|CLyMh-t<{6LGe_IMf{a&avqFKCi zODOGxZaJh2I`pLHNl9@?jDVD1h)4`MJ1CBl!8ik*Qy9f*`=>gi6$C0MABTIhwY{Bb zk?Bs}j2ptL%K6S%Bh>*YdFmk%LMPXsiE8|?uC)L9>l=4D=PpO2BZ1Z6pCt&OepIEX zu7L0vqO3~z-9C&$ttAJF77b2N-n|KKoDUPstFQo3;}2CU;_qx-57@=vT5W@BYk-RO zhC_VDZsSWa`+9D1DRpYB_6 z=MxhcCRNl6UFx81C>K(7J)PBC)>0+zeG~`g=5iN`3xfW^POsljvbmjd|MMO}$Db+E z9T6DZF;U!3aaH5Y7!hp9GbiHMO$ua87X~Zkv60r@9^HPdT=~2?&Qhd-*V#0XK%j0O z(){<9JX725=-^N-cl%TG!|!`XUS4>mn3ZvI@_ocP+=$%$1pat+t)&q9bm{FCS^6?j zCr)$IrjxBlUR#y?H5qsD!o1p+qdB}@&m)psCfV)M)pnUY*HKAY@mP+Jhl3m<&2{{o zsfEEzMMJt@@|CHh)?a@V0Cm>-J3jEtocHjTa26;=eq+S@_$b4<03bj>!iLuB&p*Fs zOth?n$B79M6zhD0tQQD`56@+z4j$_R1}bRL^2~%JD=R1{46U%A0MH)f+40cT+;(K6 zbC5Cy(-6#yTsMYCa))7dLTwMp3IPm0xJVyCkq)p}VaS8^(NPdh!_k1G;@#cdI-^7! zNdTH2)j)LjK(ydkD%3Cg*MAgYLQzi@x=Dqj%Fy$GA}#8>Bmv;C9%?MeV`NOd#dPg0 zl;CwK-k!H%1RY2gJ7)b;M7}^Y2c*6S+gImd-ixZ|z9~?}7+)hmfNcwvGzZ_p5c)dg z`bCqsCEI&?q99Iun!pA*wH-8E&=%2O;J*c;mK4xR!iEI7tagX`ouYz*L1^Y;Rz=%t zf|C9w!ohYacrKye8b)+NqBt=*Mx(bKh`0!dj~9Uk?e}ehI$yF3jl9E8-%@u8+!@Pn zxJYR#A#kVIOw(lN=p zzPT?>NWQwW1kz@dTSKAZ4je$r{eisDY|t4+7YnrIlrh$@Sqq1ual2H9y(|ai$%~=09~g($XjT!MWBf@0kso~ydd3yLN=(BhoC+RFLcDaJj@!Q zM_pZ6S8eJ62n!Xg@Oifws8^%TD$+hfO)%GI+7gWq46)l<2fHM5SXGfr7=lQo^+?Rx+0lHxq|g$ z32SWG`AiA3Fe0HTelTx+`>8F)g&v;8xJc>;Vh_9UI^D=*+N$%^|1otQ;8^$jAO9I4 zyNv9SqKHzFY!PKOWX~wF$=;hvs3c`1B(i01l2Nk9ZO>%fZnN7S|Ie@Ioag*q&vmYI zJ?A_F|=_xl;|_v@|0a1aynrh)1r-LWn_AH{%{*1bPhiO*3SDq7pXGAQNI|MQSh z?hm=_P`$uiv(>JOX(Lj(p(PrLXXBgN$uTD7&~K>jFCgj&$7KC>AScdh*FF*kI1ty? zC5q5zHwAxULJcF!qOuMBsJ=VVdzG#wT?Z!^{H$bE-bFo-f3UH(zV7pJE8;ZzmT~C1 z2$YfVHzUA9_wnOL1?%ldD2Gsc$KFP1?R9WsfCM5GMqj27>Iixrbi@I{O%w>alm&I7 z{lGu=n=>_nPB1%<1E^b^I!e}pkDD!PHU8G>RQ*e=2H zALPct_nC47pTghNDY0ROou4pR52Qns;rD^!W8uai0YD!5V3y52nGU<_@X*7o8J3zM9kUv)5vAm_7S0p3 z$?&&fun)sl`0I{dwFLT7f$aFN3rTnEty6uu6Le+x}jSjE9Zuh`q9 z0@@*6-FIv5uxM6RQ8A2&fp!%>oG_8vcoWCJ0X*Pk%80y4F9@&NVhDALa{e8Kc=_e;D= zu_(}EgvD$GACpF;Vh@_v%2WHwV;db`6@GGkc-H7dto+MPP4+_WnxVn{E7YS?GAe}0 zBj3J_mD-KECcEu&f7CfVrw(ISc;&<3p!sXYgLohi83cf}3PfEdP+h=?n+5FfrWNXc zm#^r5q`ZCEdlC1w#I&W)vca@+C-pi1AA$bsqjsj}jIiduSjkNMV4v|rms^_qgZ%x= zpXrYIyemI?ND@rf>%w{v@!;>9iw*dfJ91T5uFvv>m2UE&P>aCQ$Rd4;CPN-h%!T(& zjxpuTP{e0`yu;@SR0I? zHp7_`j?&?8gSg#cJ20ns=DYY_nKT~s$;hpJH)hXwvVtLm?tsdHwU>%-k9Fzqw}c65 zZoK;U6jo5c#0(Q=>Quc6v282>V$OC#E>jmSJ@1Ld!Jl8guI4z)t4Lz)XUN^IMgY>(>a#F~iE=mUe=jYE1 zU54SaNo~heV*wW~?Z>%leGQ+9ax+EGQgDW2g6V*2qa^yq#qI{M@d+L>=rTb=X=-g^ zWHf+*JFrDlw$yp*TYj@pqS(v7ky+1}L9%w>x3MH4{%qHXb*oUVIwg>nFd+XymjY>z z+6fa?M>lUn(_NQ@Uq%w;CAZilT-6g;y`5fRgEt4%*TgX*O`=Reww`qC3daZoXs>?= z{1_ALIV!r$Im8aW9dm8N&{?O*sIElbw^L-W8NT{~HF_l`F1P|wh9rqL+P zv}nljquEM-bw38zYyPIc!Z*#QxPn6Ut>(waT6=}GICdUJZ*AHstIb94kl{dzOS#-*5R-99>=zG=4$_4YBbJ6U>a@18vIj4J(Lr}VY9h9my(W49piyjtqN zY!8nvtr~-a;!>`hswVhc%e#W7al;ql(2(gtxlb=A241 z>x$dgGm@+=k954eV43LCvFf8T+F@5J@8FY55jaq;J)eB0?rLG+f<;xX2Hp95qW_Tu zy4394R2eD;Dh_(E_)dZgOqA8asceQqJr|)a4vWsc)PT~1H3h1WUw8^f_F6x%fBpyBVlo0*9)b5S_mt0h> zo|Dgieu}^CN4BVS;oW1}miomhId_i@>dS(dvMP7F;%lAW5!>yWZlvID{gBUvABEnn zM76mS@4BCl*-kH1=;mCN7j=2|2iIUBXlIQ}Oi0cWW1}9h6&+wFWTUQZ_QVU%f53k2 zxcl$PeDdzB>lH2AZpEY3Ml?b7of}C;-EKsaKcI7}YwF_F3~T z+||={N~9S+vm{%ZsV)`V6F|}x$W>=vSZ`ih>2mx;@Lh3epD9hLs%rgOyJpr}i?&@06#ojhq}6Qu%^wAurtMac zS9GV8VV26j?EA2%c1tT4Dq0(cF&10j)8`w#Rgsv7p7iBgERYjXK5GX>b_JbYi<|(n(Y;T?`&w%p6C32gT#48ZK^M&FHIX)rrcplOrAcpDY!$Dw@-}Upkz) z8H$r~yPNoUKhO4^m)fmzp)<1Sn}Xh1y*HWoPV2?A+?C3O&4yHZEuNJp%<5@NwFB2Xb9Jt2qu14#>#J{JUE8|D!%Ze{<}U z@Q@YgO_DlW^O@jTl6A{c|nhuPPU+TZh>9J?m1I(>p`&P)uH}jP+rz zts2PITG?Q9eq)zTuh7HaB#<~9d%JiRJKgh;&gJ>rOKvXv3_~^jH;>m!SCjfElhJ*4 zstI8WMB+zD!bX?k)RHaK&zTkLfi*X{{rD27a;?*2Gb`{#^`ezeLpSqZKYM0j>)gHZ-PPfc&P1UCVR?~>CH_kve z50m9Ot|^gzWo_r<`O&bL4Gq2DIS0eU4~V`n55;!Gzm(5+S|g->n&nSeiR0Hy*JJ=8P{yIGbZYFX6^b8#voc9 zjwin^o#>Uf5oKKz)wic10#e5lGMde+d)CEz++>9CL(6hJ5bWMMIsF{W|7cSGzEe3Z zcBKvdiJRf}qIV-7h(KZlfipLN|P!|+Gk zF;c~dhv_}iw%#onth0|)^7M@w{BrubW4p7OlrrWW>Deu#w07)9Sou(LS~)X#^^8iL z#Mo>T&tz*|me^d~+*G=4!X^J7#xVNyB|a$BgSV`5W`OWlG^6|?*<$9*Q@jMHmFw6- zsvce@tuy=XmR6QZUY^VKG~sP=%P;-n#$SJqEp)J#bNqAarz|~K#1Z^+)O6w0a%d?y z<;#?h+~3CN&EDhR`_Zv1u)ST)@T#w!JIRBUCE0MUH?MEHtg~F|2A7QS@I^!Y$h&Em zE*3kAv7u?uz&n9WjWaq1K>T4cum{#EC1_{g`yF_|`WwG-dsis&fw`C51`?uPRvzG; zcoGWvh2ySa4YTb>N86SbKf$s60l)@_t@C(KokW@s#YIJ2;^ITLJ}?>h+R$+S;yX{9 zMf6XP{y28a6clhL#g;KFl%aMKVM_ZNZkLF&=?63u z|1c3cuVkn3_i6i3mHr4Siksc!uA<-!YEZ@-+nZ@;`u&I+AG`VCKaajA>woRRy;$#g z(=0|kP5!YT=ywuVcxU%wPjTsm?7YV1jZmw;_VYq+p`Lvknw3VySmLS^BS+C~6ecCkKm#IHG(*qf*0!V0(30O6vIq&jrV`YJL;+6y28-A;{Eg#OioZj4wMhHapH=P~l z&S+0)vk+yLyZ+{ytT`MCEJ9Z3HC%W^`{*&M4~7 z+ed>UU3rUJ%CjNLOpISxQn3~%(!M`Slfj&cR7yR_(wfy|&GNozVLuzqX>4SnS?QbO z^q+eTPx5a;pna1f9haD+Tk{jcoL&62ZcKb5vkNL?OG&F{yof`#i1{Yy`LQugxz78B zeMh#m_+NlXwjQ^Ojw&IZs)*^}h(Ac-?`doEh>DiXk`7=js~I4NTT1la(97hBVKp}? zhw1!b0=cUu!&lk;qACb$p?H{daQDs?*pDZ*a46%GuLF%68eLRkJNgXdGU%@*F3tiU zMq>*smmzrxjIQ?_$6+KupLY864YrHKsBkE~86;|q-i7yx)?koZ;ezc1Ohg+_W@kkn zrOG_Idz{04f*`NCqoqamcY#^wytDiKOzh|Zr2!@dcKd`~!oo~%UI%wsTE@}r%|iIr zeuaxs^VFBeef%&I-L3MmAA+PM>HS}H!J#4lV7y9;K@9}o1y^vkLRu>!5@ib$WXE4C_mMjI6OC+KVxpYGPBeDqFbgK&QC5vtH8+D-<-lEUX~_)-U%#tUM~N^*QkCH8x2H1OfUC zxz7o;w{Qrd`hKKt)NQ=&0uTNyWB8GApH22>;m?pn>S#W-uk(vGmqkR-U}2pC@2gWJ zlq=irCmuUhI(vg7&m#Sxy-Zrepqb_JqZbP$AcKY}m2COo;_ADkgapb%e}C#IGqA?z z4_DuM6f5R_;g!bS3U9xZ;ip&*TZ|il>*zY(fG70!X+xix`g_}leHnc+)h{{peeJeA zszaWQ=IUwj^~K%Oo!?X5b(Y!9=h)v<(iXSGs9%ktXg8H5yVmG6_V&M?h+|3V{<;!UN{$)>r;I$lk6$PYkV)4) zu0BS7B}jxp;2^h{*Z{Ub2<%tS)*e$niPEM*(9PCxiQN%oi45a)q9wh=C2+GY9SslR0h$}72IziDJm&4*~b`9qvk&tP*-!@O7FS< z!_duRbZMX~74d&NpaVCLr5!6BT~DMy#doU$F0*mz1Q|DV1E6xr^dSx#^F1vCr5!l) zsy~+w!R=CJG5Cc#-J+bN@4t>s;1&-QN>i7PB3YQp%Mx9g#G!pwPn7A7 z3-}1aSYU6gVyDFI_^o1VXE8Q*@!IZ9t5LrhOg6pq-xUqC3%38827I75(B#iow)nDi zV^T9qBiFmU=t4HbC(XF~dY>-{aRzBk>RNBiZ#a{>R=T!W^tjRx2pGC)yCO^BlNFJA z;11xu_5L{+KKg8Zfk(4B_f~uXO_hTUAT1|n6zn6T>P(_KkJ`$a2rp8E999sv~-`Wa5xp_%R?J5-MS0-jKe_6cQ3*x)qyI+K1_Tx=Fu#{rc!*f(bC# zdIN!{?2hg{BV1LeyQnWya{%Iavl;)2U7%)itbS8jMeL7rtz<%KV4hkzDSR)V_4fSz;mAt0h-2!6+|`>x>)Go1Uv)gepp>sD4)13S`xmBsO1KLkZ?759q^d28w__qr-O4qs< z!Ikr%laZl+)-(3Cu7*CZ(WUdLuCg30 zGP`O>LtJK?M?|cIk#2DiVEBOt92a=tUfJtq!Y2vzB zZ+Mn?WTZE^Ge2KF;xkxW?e~}5Ot&`2W?EN&2;{j-di!m4a#w+#G$Sjgu~vGQ5>};6 zIyc2i1j+-cgkY0b28*F6w+$B1s-l|is2R|lqTrN+BfC` z1=(CBoIRybn%XxirVkbS{#))Ng*NYoFUrxHh@up&n+7$`N43I_fb4dm7|DO#X4M!n zV(>A7dD=x^yHxY!g3)YyqP(J_qJEfDqPp;i1o$8%SL%qi%o|AHi8aH%5ro^l4wP3C zBEreo17ZYPP`3r~*9qW5flYMaM3vv`gjazoC(dWuohKuF-2VOuLQG0(2ETibP3|b5 z`89-5*P9nlflZNvdlp<*i>)oPw;e9LIj1{yjMmP|jd0f@ z*OCZxHt6>0BcD>1Gd4Ewe{*7ZX1LY(M3nH44Q(oFw>ts5S_=^3j3Nl4eE;yE_!qm@ z2t^)We3mhOsO;Cq@^}<_?L)<7Bw>uIS!8eAc!Du&heYf`uM8LjH{ExW^+(t#X-)7t z=Vcv4c8(zQ^o*!+#X*1Wvg23cpKq_y^?Xvti>cqf{i68`?@bE|5tNAtx-BHb_5SDV zY+?lM&QR}l%C^6Oj=R{#(%>|{>R0@d=iI0Beu{mXy2mD#!>p;O6-c*uzTJxY;>miF zFvuZoD6-7o#K7Jr_&S-KhYL|Vqb7Ivxc>kbk+V2EB?%FPl1?lyNBR3BBN>?s&d8Q= zk`ENBlnCk}Y&~E7aqGiU(R@zeMt(Tx_ke(N!D7h()oo*%9u^Lwnu?VbhsKU7P(p!O zpXc1UpR+gVK-+R(G#>h7Fy+*Z%?qI_%--f+3?{WKgA92gYW`d)ovqp^3Q#3n%U_Qm zb;W^!)TI7c>_Yx(yuFE~?GXg_T+MJO4EwMps)v=8iJ{*5#_QKXWhy6kpZk+~e1Ec| zOYtR(4o@ls15{@)K;p!6VWW${(~LJ9<>k#AJd-ytfwAFF#R{m6bhV5K{^ES;9bnxJb__-%_e=xzUEe z?~k$hHGEoA%RSM&YG2<$QGfaJ1pHAs2qt&{O$T}n5J94akaAT#={o!^0A8DA2-9B^hQJaDwcmlK)4f1_6T9}PXrkBI?&uDih=Vu@w*O`vzHXd!u zUq(5*ATa&b)WmhxlBs6foCslm@9~=%h#mH4BB%5G_TlBznJlP+PYL$saTs9t@%ZA% zcdQ(xo}?@8ASYdn+}f*_nT3}Pb0d!vk-VFD^r&e7Au=f>AmK?lIZPPSMPN%KkEb9D z=v$zPZwr;%XX7~Zox^*=UvE`;2W(2zqilCKaQ>Gb9ftK~P3EmS;GP`gK_Q8Yqm?I6 zY9Ph=s?HhqhK+|0o{ajw5i)%CgY`)L~Mr2 z3YrP)P|MZq;m!$DGqcqhZR1Ix5jNEmk^bXYi+df6@!hwEOCShX=YKUP1wNHqzL4kI zfMVQ!Y1}%?fod52ybgVUV|m9r2}U~~A+{XV9!ourfcH_s=M9(1&U0qOALO?hj&znt zR%-1gfI24PBUl^9ug|u{hdt0GZQr=~PW8$2=L)c2*Go*E8iRW1e(9h?>X+l7zl)=L zKlAHXkq@_PpN4tqup@AC5?a3>^OFu;cY7aj^e9lta+NY1fI5aoT0^b7n%d0K5Q!VU zbI*V>zVBIQ=k2|%`Sfa|a4s^)H;xi(U!88c|2tcEY6oRZL35Xpn|VAoBskb)p~zBt z)bC<^o0#V>vRuQ;-zAcgl5EpWQO!)8;%D66K;Z^^Z~_EHijq*V{3=khym_=nuap{b zKsB+z^YdSS-wHS-8l-N|V|`+FHq7kZyRyj&P2Z zCnr&D+r^EgMv&(S^9oYY@v74kEyCY-pGyuy6MhrEw=2TIT{D;r}1<{jSIT}iPsHz-?+l`J;-QgV~;9sWtv$lI!pl^7c1Rn(HG?G}C=SfJc&e{0jY znD$GzSZ`p9o{LG^wCptg-f-kUGuezQ_{8*oMCMQCNDr-LPHmYyq+g&XaC_waL_xPTw;$DOal+E;qo-yAa|MYh>n3Txk<|N?3z*wm zfhrR<z5t{qK_NKF)=Ty~gXHE`jbY9=;1I+}qqLls1FjVdP`LD4Z4`AcF% zn_QfjSh*szta^r+DT0?x%2VOFISDZ__)0sD9ZTMuFxU0~SF^DFSd}_w7`Xj%?7XCQ zS1b}!YmRK}n9uD!cj&#`AjZXZt+TB*EZ0Bp`-8x)NB8#JXxq7XD<+(zWMnw6x3@pk z_@pWas3we$(LO$JwKvL-5+PfVE#cArL;=&_Z^z~K)BPCRPK;c=LOX(Tr z@SfxLhT0cwObzfoH>w+rw%HZdPda>nRNz`atRU#;du;dnKv(-GUFI($>dKfq5xA`E zu&qCStU%`t|7Z7LW*EYcxldEENjtaLmN!h+y#clS!mpdplP)B)=AqwAhCO`i4NzE% zl$N{VGq;KbkUlr+N|2%ulgGdn{4Cm8H%AK;;~X>Qh0PV9r8lT>KL$b_o#Mx*uQh!A=0Y7t zL`$q=D{3?P6A`1_Gddw&tjX zkBC*&hE_sOrLVvLq}j5OPL5XIa%=l>V!0|3jDj}D@Wk)snZO6E^EH?}W2LdiaMRA- zasqXWhsnihNA^=v9OfqEHmAkeAoaQtgT+jPyW#QfI*~sZPQ3T=m}hx+?%e0D5sqK& zl&2|IbDb6a^y;`lmHRQ*K?QvnfuJS+Z~YwLZvASr*52_knC5UX)-u)(E4Icwi=LYQ z^3rUe-_ZU)LK$_NrbKp=hVUgvxD`t{kih9@t1d}_|aXL(v((qU%pAzdBmBt0Q)4t%k$p;(N;0;bRqJ{A!=FU5$*z*ZFM) zWTNht8s*?VHU}?`Yo+04FeydsSPAs5fb#9cziV=zz@hB6+h_Q*U{BsBsGY@gA%VuE zoP6vy*`J-`-!%D8fmESnEY|uqIZu`?kuDR{musS@XpWZUj_>1xhaFpbNDr3}J)HY} zW@5ByIXEIkto#2Wpo6bjgpRF&+8ou&Ef%j=ew{Hb!}RT+DBJeiT3b==kfMAC(ddBu zgdxH-P*kLown4OwGStA;c(1aRcKh1io+t|veN0@2hjxn8%jeQ!vD$^;BiA?w`}-8r zd!Et^WU@D>6((W3!-kf@Q`2T^2uqm?+@%7TX8>`85P?gQ5@EVx#|Ak6JBEf4fC9&t zBNq^qS_p#je4TSJ*+t#;UW+3r60_Wi?*O;j{IcfJu|Fh4qQ2`?HG69+I_DS*SofaA z2o!j4KMoEHoBs8b&K<@PP!g{~K|Q(3_uc`Uy$1uk@X2xDT#dLL?lVbQ(dQafqX`8t z0%sri;^7o!h^9Yx(L9AW8#Pv5;UPlcM7doVR08i9+$szW4^U|wDA~oON~!7r2B)4X`Dy51jN@M)OKwSe~_Teoneg0B)r*{R^ARIF7fppO@Zm4@4=k6aK$fE6JNL_^~f zq?||`4yZ3V^`BeaECzf7=tdH$>G)LZUVx<Z%GRCR|XtIEo8UK$k7%yuuY26y)`1^JV0Zwzli;?qaCN>A=wuxW{$xM=Q}q zDhz+>2CsYdFAhRRx)K~AXtDyfvGI|O&9{&$$) zSVvEP757QaeQq+0Vce{Iwu6U@3vpViVO?$SJb=df0f!7V86h>h-66j0X_C5(RZyK(KB{4tJW0kE`&f5X($RVPW`dS=>89@vXfKeB&UVrms9o5jY`w^y|`SrK9lqj&w&6QPHVozuov-!v~AA zGH$!oTCK1$@E&SEed-i39aK4>X+(9ct7Gso65D7AD7XH|H`{exUEcb2RzouK7!%VI z5VdE%Z@_Oe9%q9HY`aH~Xfe&-noQ?jaKDv&_-sll6~UusfNb@2JJbTPI^yw>}<^6bV8=&=6& z{J&KlUk1bT8Emh)v)00ZfHB{=v9GUjNhl%rzjdfI;e#r#z>>pNc>KB?*y*Y0@wzPjE-inXtd*z%~&xgW#dItY~MheQ8 zwxeGnczIa#b1sOAgh%TP;9QAGh(CNzJL1dBgRq}t6gc^{qNLC!rZAofIdzru-jZ77 zDMOpt_IE_c1(pbu9)KeD7Kh5|&R74r8|6G;8#T$J_=Md(>vZ1d-tohYD{U*Xs;ZPm z?yHT|iHAx6An`lg^gB^|*b!@V4GL};O3)xWU!2bx`QSBIm-PW;0lujf0OX)kQTUk( zT7b>i)}QEG-*5*|{m}ki%#MKz;#0?4nE3`$T6_pWzbtSSOHrbn%5JxNz!JDl^f>;&(=5D*Bq-Y9kO|3^GFt!1QQ9pv+!`!va^ro zPP@heCu$PtCbVqSzz5)f<7Z{y_w!2ztPJcq%o(|#a~eO?2cb_RFpwG^TqHnXPWA$h zZJKA#P*lswK?R4q-~SSFUUvA|LHE=EZ7uTGjHBjy>o*)!k8Ht73WkZEoMC(TbYKu( zU^gn>rydL>x)VX(h30LKDeRQ4Uq@+GC~hLHn89mf@y??95N2z8*R1hJjA_ed0EE@c z$!)E*o*x$NoX-cap@M{87#v>^Kr$8%6c|J+yfL-G39RW`2S)iO0s3U(LPFHs_4Vj% z53EKn6BBd93SQSg`Ub~1ieGRX?6vIa9O(`$v}i}E(s24eiHHdK-a#|z>-*@Hb22qG zwW7PbyLRn8scWzh8LRSu!GZkUyRQ~pVK0TQHCKA?Ew;7Dj)hQwA5p zbrBVhVx&U(;0TURVByb>onJ=>Op}BQ3R(s#Pn=j^a}YjH;~7++6Yk=yN@?B^7Xpx8 zSI+UiuB!YDGB{mUb&T&AMZ#JL9ZoV+ou&V zBx=R2Q~V-VYjbpi#ImnMBeRy@Wj+RUWszy31z(1K^{%a>?lbto^ZvUszSXtxO5nU? zYlDwfqGKO<;hOEQ0R4H7s*nJmvw;G(dHvPemIgTT(^#Z_(qsRD&Ydxw)Kv z4+_UC665^p3`Rms zbAS{KwE}$Y*9;62n%BTFN`U-TH}LUgF+(sYXPFxSPh9kFW#yY9N_k4mobrzO-LHS&sk`kPk&~ZG^iC% zMO{yjHA+2)RE`p4^^p(|{_$i#C(26cDFy#UPf!1Tak115t6o+Ur-AzgLnaqlDi({g zoTRy^5Xf&>cxC4Lnu}};-cSV5SgKI*?qqEzEt7#`07?Rwo7Q!EEzLK+^km`nkR1|v z7hs^J_2#!QV5TJ4kQ)0w{-}r1>8j<-h|!mC(^Ane`q{$cr%Z(rZ@_9eZs!^KXi^?l z!1!VBcf=J3fN<-adqW+8DnIA6H0(rEKYXaO)rBVn=5)WEl$2w;Umbt_=5?8%1c1YN z)e{DCr(2qN7_OMeR`RxDAvB!34E5P=cb|r)vI&MXqrSd5nVH8W4kB-=^hm<>TBwO( zrX=}D%^BIFtDAA=ymqyPs7Lol*ATx#)IdBU;==#wjPt?e*jS==j3LW`%hRZ+=8sS5 zP^3ts)7!-R7$AY1akYh3r0$Pp584HQoC-GmXgrK`L~SXo_!(*hI)J+TUM?UG*^zS7ymaFZ8!CFo(Fl zxMZNO(Ua^jOC#s(T+|Uw2>Vdh@i|XT&kPN1=u0NS@nX|NWHC_w45?MmIpjETq8I8XMGuks6O$KBA$ zI#>`$`~I%DVv9d2*GVZUsf1pjObaDuL1 zzwQnNde!?>SXuy4$*%R+GOzZ4_EV&C_F^OH^U=eaGD28N3pN0z0ybnROpnk|r`aUG zNYF4;xG;BJbo#A|`raH4%9ns(04tWz+S=N(2q3sWbpN8imEsHEtOT_7CuWVkbH!Z&AAcoMH zTxLSw!9Q~QbsxA^vEU6ClCV=kIsez&!*+U32tL-oV*2X_tld9AiLYN`Gw(!TqJ71w z#Yp4xS+~)&tqbKUN|kvbp`rZJHiG*Gs;a7gbU2{_^ToZWN*6M!I^&!3XQB!_0Q_cB z7!Hjm3!_Kls1@q5Q)vDs>mY{Ws8K15);$vt4YXW!qZW8`KFm*6wlb2LjumAcz$1^s z4uQ7<xfuJQV6rBbwZH=%67j_vca*fEUe121gRld<<9g2m^>4 zdo^$u!S)$VIs?DDWa;L5kK}uSpX{`>{?G}dv=C4tyiGmEvUC*m2j8HgB|sFTkFLV# zOH`CmFeeAv4me|)p&&pVm~cs(R0d6fNC@%wg#i#iCPtSuBf(b%qw=O57c2^AMVS>q zaWf5D&mH*t_T_6;Vz~5r_NruG#rrhuXW-`9VYh}c^b!hV6$ik&M`{vmG!p0E($fd5a+Rbt~`sTcb zMDCEZcw(-g``Jfs!f#G|O{5t9YWAziu5>!5bnLPI@8#uX#^*6L?XVkw$tKP3_Qc`T z>3dEfo7-D*tChcTgY3Qc+D&3&VlE(M78DeqEGA$}Nmh)(xQZUR0MMYMKyyyNy@DxM zl{awZq2pp5-{r?q_#+`l&}kTfW4|W`du9SIn$1%xia>@O-fy^Sj0ZhoYA zMH`@}odQ?3a>1~+#WsWku;BJ8-^9j}igC7J;taU2p8ij4eEP4~^ruv6K%yt+3b8-1 zq5RT)7u_pUFrEXQQxFMF6I$eDZEvIV9GEPB@wnvsXTXdj+UG1YEoam`e{E}jZ?6fk zPR?A3hq~Y?beDiKUh}XSeQ0ux@Z?FJI~s-&mj(w-kpZjXsf6{}_G3JX?o>2{kmn!` z5c&{UW4MmfU1Fhx3V)IO(CTw$CSgJ?jWXZlOAURu=_aaGmZEFbAPAen%$Pe>26k81 zf5046mq^t%lo9qj8107U)%K6n0OTGXZ?acvWAyY)8It{WOXr3$Z`;iK?0RwFE6rm< z`b|rR8zYD0qhF!myD7l=q4QygS(sY2=+^+O*0&XVRhx5fMxAJ2_BK*d?l4IRHu$5J zZK3v8Y`@k@9hB*lVdCMSt~W2_K6OgLu@>HNwBUsCLCAyyNIHItGVA;u{PHc&Wr^O& z@BUb?$LP2|M4xFPoHh-Uw<(3KBd!b7E!vvf zVZLO(MPIT&ovTg_b6-Gw$b$h07L1Mn zl1D)RAiPBP_aFsC=i^bx3XD_<5GWYe=DmSjv*BHK4|O|F0|k@`D8q`8Eb|4%?h0jv zYFQSWmeJo&k$Af;j|mEmgFY1SDve>0Q5NP?dU64`rk!=G+za%z8E+UBnuL%NFV`OW zqB=7aCICy)OQkL_0oq$jwFzotzO@5M-7V!g#2_vIx>lO`% znE%_iOb}(JPxH zr4ZLz3vcAus;;5cp{JbZ|KF#a3_$e9E=Ow?7pI+1IqnRFdty5D|D~p946@u~L-agpw@Ow6H3>6z1TJRoV`y8xU;ce!0 z5^-=v)R|mBi&?k~gwgmFkM-XK$S3tglp;O}qe#15Z7r>ne0-#c10V%lY-n+wLe~zA zdTtWN6J~3%*6b}%lnQb{0f>2w2{H9y$axr1zbbWG+>S65wQI2f=sK?xlT1cYHI0}{z^!{hdh z-5+v^G&w~N|0X@bK^p+uH&7U4xf0YkubM_hMZm?Lkq3@>MPQLrdR8l)xN!oc1W<^; zO9G`MT3x~OpV!Pm%elOK0poNA>NhGWQvs^dvnhzd)-171tv{~vcsJIIm zpVVxUWN@^CjtMj6Qe>3Q$ylZyj5+LyqDv;3$CQaZhrAOB4RpaRi{pMDz`{Lb>fT4kYbq z1QVb}o?c0ozYwRYQ~o$jp9wSR@Fe;*44j@u^ZmG4d1pAgUuYQ0t;i`U{rbYz9A_`> z2?lbJd&OR}$}XD4E_%D)mqo1m9Ez7_toximtDm%`Q(>UYL8c{<)W2O_{T_rql~k9cUg$F$c4NpPRS?J=3M5;!Rt*Q>kuIG zUlbc_Pj^;JT$MlnsunOs95h;>63l`=%~f9%n2fMIc~&pkIhe zmX~S7IQ@4~x+=hu_b`6@CscXq&ASDCsS3l-SHkLT6hxqKP1 zg!joF*9jGIadnbaHjvbFb8&Seat^Yc`pK8xO;{ZN5G1o0=>O>rD^Y6qLblulV`KJ~wOq-R8f} zJ&BWW&5*vm3xWv>zx`I@+rW*65m%YimV|pJ7n@^E|6uwpGg!Z8&I$+!GD!GQF<<=H zFr5pnOD%*gfk*}MZ&Z2Xyrts<42EZ0c+irfWVk3>P+mI%sh)#_89JsrMH{RNCSY0lg!MvQYT*MfSpOA?$;Wl)TiLJE zkf9;F?K8h11d0^!nE~b5l*ol9k6QUw=tLTKQ5sYoa)4C8surD&!}fVxcClr4BQ(n3xF@O&n)J1_9d2xCr_Ws!Bk=WVAP}Ihs!N;gyqz- zJ?Kix`CthETI=LVtJ;jYw__ZH@R@hfaQy41;rkw5Xch9%xNR%j z#_xihdXqYAUTq}6j#Lf$0rv!s0#cyIEWKQ1nZGc|N5#`1 zf<6g)1gLgfzJIT$w9x(lQaq%cbfu`mRGIUh7bwsgZx?YLU8%TcjE3;Jdw&K6h_%5} z1X@^`{rOv+^Day>xj2FvW8hcX(yRgd8tSfDGriAFtKo5%(mw2_TGEShtkTR^XZV@ zr#EYQUJnB^sglBB+}60?0iAY25&`sCA233dHISM74dx^S5K+;AS^RX#t(|QTf8LJ( z0VeyXAR_5kPv{N!KExmO*SK$1Z#p!yyScNWakq!t-6~U?z|LUj*aRNW8R_7p%Qj3} zIR=BtW}hvgT7-uT*6$&(LEmg?uxvP$H#nT7J>3u`eeLbXtVEbb?(5svn-)0l>Y!)s zP9{KO03}?1zmx~td$#er1&U(BFKE_ndwHYkxQ-LYjs+Zn00Sr#{nsrfQPLng`7(K+ zKcK3fY`!>7O0%?5Rw1va#{w_o2WVk{gmffk0~W zk1nE$Ra7ZA3TKD_R3F9b42xCpZ%Kt08OAj7c6LILue($-HtApj8riZtnjxJpXtNE9 zGgaENVu^R#%r60;vFmj6e)9LLUW_39Axwz2iC~c$n)QLxv}Sih-?6*q4>&`3k0daOLa41 z$lLVfjJAKaja@6UYP1#{6Q>i1Fy{EtC;myVOE2s8a?TSRd33QYSDASE zL>me_%&tMGRhIOkFkE_QL=8wqr@nwPVhUE;jdQM&Kl^pN5eE>9B6S@dG=Lm!MAw_p zq@l+FNe}^gK!Xq;B#<5`>?V-Q1cYITKe%M9-lqeTXHQ&Zt?m;tQ!A0%`TpXJ+X#x- z8yQ)5M`JF@>R?`!jKTg5JB1J_v@2;eT_rn(%pth z2U%L;x6c)eib}pdxLEAdFCX@#^Mz1SFgF-rqGVQyr4QzK5I6y=LzOsu=uwiqf0-EQ zZm%802%yCFm$*fpY1mPMq2Si4J51Qnn3msHNvT*)xyFqadX>7X!JMLV#9sDq4-}T2 zea>dMgz9khD}^a(CVaLgpu8R^a^wM`(<+)z|CH~2-5f}XV2Or3eHv~5QHg;;TL)wL? zi;;W%%YISUS@-eouEf-4Vc6UAr$wP+~XyNlfnVWr8~e zRV|1aQXwD>j3pVLa{$}Tl9HN&F2!EGI?gsw%gJaFJ9;yk&rRIs1!&5Puoy?U>)>KU z!;^?;BtL9bI$7R)I`Fio(X;>}3aOz40)-zT!t`7blmLspWfgihHs`>vCaY_Cb|I17 zTq%MBr$IUs92{KYAHg-z`#qYBocx-p=}FKS-+{C^IFsDl<1p8M|4a;L)zpM}j^q5) z^@Jx8jZj7qAh1oTkJs5(;L?}g{zXSdO}e+Y zzxuQ1R=8m}V7nbm4t?vG?NB>OjA8@_6?CYMkJCM4+UrIw zzpRT`fn)(xg10p^fI{^T z36j`=va&Lvnv)MfQhW{6P!kE4J0X$-Lda3m#XroYzqrMO+I1xbMNenTBndYm80gZ% zQui%WN3Laqh6Z|GLG-A1fve!}_V_R;dFGJUZ(`7H6ehT&K)<@$ZASRyUmpzVpy$6_ z0Oe8JBXSPAHutc91ZYP2``J#9^M|+>S70-bJWInC^Ez(K%<39rYnAaP^V>d05BUwl zh7KqX{z(wNWBhN9IbPhDA_Le1cL#t-0#M;`6$uG`2EXbffj&oXeJ85yF1Y$lz4HC6 z<`5=!scEd~92Ikx%OBg}PdNw64!yq#EOVKlHAdY6s58*6elphBSGQo-R!4^kWW5WkFSISnubDy3W5+IJ zKrjK1<;02Fts@hZ_3Y3}!_JBTd0=6Y+PVEAt`x~HqHAyF^z(KK`IWZ;$!OFFI+4i- ztx%L1G`CYg-6WM9a}+lydl6o$eRu^DR#zbQX)4j};AAfRdR)FhmWM9mI9w`8-fK^X z$NU^!_YJ`ReEcEJnRGasAqms2H8X+ca%DwmOHlP)!1|#w3Ss*tNffhdheg@Igb2(L z15c~OW^x31#umlf8~eWH6TeJJEj8geqO$j#`VmFJ4^HK^OGh?ah?Hfvzuy9Be&bNF zHK5d=MM>|`a{6o~PnE!IG9T`TC_7OhxQX5I+O^%1<6wt;5^LnkjI4linXsMofgw$c z_03zi(0UN<3((PBqJ*}=CNxne&s?B|MgDbLHLCtSd|qbrJ5e9;G2dO=w#bGWgI17K zuYkPz7$;|5`KZj{_N_KNvXU;df3)z_Xl#cV5e9J(;!9T|tV31`llCbAB`@}P>jEHW z8z)Lt&_PoqD_>|dYR$2`0;56!t=w-=7KTB~4O{hFl)69K-d^oVowinLgJl&+Ea3r0 zZI@`e3TPMv>~{Cv#w|GnKv4h{krQ@rNE?OZ{bVK!Ru2O)#CB0qQW9rV6l)mVc**eo zR6f}Br&Q!Ycd*AIm&jrFzX`TGC~DE%EL7eEnr>kLkD|{Nv`1S&wMXP+&CPjXNj((O#)>3}$?B`qhAfwt!WY1q;qre>U3VbW`};pciHNc? zTep;zvS)-Q<(9ok;h1rbk(I2>rixIfLO91B9U{AAUgMY{g&Z?v^LyTO@Av1AzTfI* zd_M2-Jg?_9dZdBf%(m|ygbIZ{a`!?xe2@YW{;Dfa!ukZ{aJElaTUohm_$~k#$BZ0R zDdzrB8WEg>(F&8J1mVABz%@F<;Qbyb7d3!N2Bfo40M?H=#RFjlX^AB4?!X;x5fx1Z z8NHe=PD)#0$^+5i9fRHe-uAR@uo4k=#rl&*@olF30dJ)g^W$E<@ZL|EU6hY{=l22k zQ8!)dLYW>_wl{G)bAkG6m&ljG*0E_Su|`lPp+uNp=Ykx}SVi{$O zEG+&zt$}5N>Y7(Gb@7~mGE*V;xuSbo+dhM1`^Uc&eIE%Ox1=436`)KJ6&`;&elp3%6 zLnL{tq!yc)`fBUuw;74_mr-xsPfKr$idYV3N(HB{S9dVha< z6mwcvsX-;BJ2m&}#UMX1{f_q6YCHFT9=fBlnET#%Z*!P>o8;(d?4HnwcE2}=Q>Ue9 z&d;2-C+s+O&+)c67zxH~^pshCPt`G)UZ!>)@;rcrOafG^D*hUM4H?v&(QFMq4D0oB zE&~|M%eh!%6Wn?toHXmRDjR#_k}c=cbS-HtbaiJI%hq^r-Ex~5p=WXdhtx1CK#i_F zj)j8{Knqp!=Fp?Q4=4&AfHZDdTUO-z2-VM0Q;3kixzSc!A9C4-!C%pQK~K;~U5CBE z#XM!Vr+Z_5%z%_>6FcgI!VZR1Og)&_?j0g1RSGi09!#tvq}kL|Q*--d>53B~S=Yw! zpRuudJM-+Q7z+p!g^nF_<=19XqF60>+%z%aLo{PV4flf>5B!uS6x3024oR6h?C>2P z1Q8NMOI5+8>?l)dhsEECL^@cogau~T$AI;<-~&IJYd?FhJ$`rfL0oJI(YWAca&nDq zVoy3(vQ|R)&{1uMZ6BSs9kfgm{PNzeTx*c?!+_`Oep==L^GvgHqXwfiO+V9s+n3K(B)k3PW#PTv#0#cH~sE{vvH=o*Z z;FyGj$T?F`l9jCb084Zam=-YIp1cn3ma?v^vT?LDCNl7RTUQ=U;_fqQ5PXel>dxswOaDss+#_9b zaKytXQdoIq{1nKk7-~l^jE%wZ_Jz}-KYQDqf&OryJ_sd9ebHT{jLf35tP{jFt`4xU zDn_`8-gD#k6sE{b&N~!n#Jx6rcR{9QYx3o@&_#c7uB)b~CMo;6fE)cc#Cb9Zy@i2g z4levMK+WSi}1t@)x|Zd5q0Av3R=a>6~;IH$Fy zsl)Y!pLtKid9;v#ww?Gmr@>ghNw}LF5ac<+6%VKoeCW(&R9|nIY$T9A=FHYl6+c(# z&ae2JI~Lc^5gbiiuwwb9sSrK>tk3_9I145K`0IRfx9A{%J79XqLgwkx1W=Z3<2c#e zCq+Vb?c3AJ)njw>Cd!mhMH!flFYJOYB&?#85#NPAu3VhYh(bRKxpV~v^w9f}#8c5L zYkrWYy$5PiWLSTQwiLMc@NjrhiXNyV|0!S+3pBl@4@rts{u?U@ERWl5WVYM2RZC_N zm_Wdn&nuh|O27>}91(dwGV?NCNbJ26YT^}*8ftEWMshTM_IzCctjozA z^F-&a=$0p|zf{&=Yt^hh_%X{mV#hKDQ)Nu}JC8dDsn#!p z%Eao1dHk>LjayyM!XDb8TV=}bU`F?Sj`l#y5P*Z~+Dw6?Ib6q|`-i?z@E3rxMJHzB zJJ5J!fvg4L56z-V{7^lwH~|KMIoytrT>_CoEW6~@zl_YP z>agn%jus&Ib-+;0=&;Y#HGD`@#-lYb@hvvd8bG3k zMdVIt3@ohZ80y?v459~_n_t21peV}eofHssD5MK->T%{)3b2GNn3rMe@ zo^})x{p;4=8-SmX$&$;f1u?nXPHgQQ-0>W>^wj-W-+G=R4t_3EXTM9Wd7NC{ef8o@ z(?*$(h)v$aR@qm#bBvv@mzOy5Sm1|gm-FmeQG9ZZ1DXR30@DZRpH;j4rnmVl6!+sw zjsWo#Xb=*{XMh|Jd}Nkq^6McGcYrGO(Vjwa7;JO8P5@^Lwg8tws`mm3Vz=-!->FNIlIw9Pyp^lC=3&@1nL|O`LiRa6?T4EuB zGroWIMnuia=ph|l$>25C$MZ~1w~1?}*F8#zegbfHDvWUr;HBYSMKUwUMpN)UMm$LU zyVnfpiihMg5DiM_O;DBkT-_JysLlQJV89GrqP+J$OLh%aI1bavPikswLmdl-tHi2= zS8i82K5L=Q8+T$6Q9g4 z0bBTTVlSc0tM#AOnQC!AwqlQoiscxUkp7WVHICvi+xmp9Oj-g@Wg_E5!EbK@>C#SR zkKQBJJ&v9kLH2$;>>5!F8zGG{9%cC*hJAEiHnYZe3v-4#vWpS*&XSYFZG~JEOw1f`d zG6ux;0!nwq@s}=Mtc1TfC_htBlak~Y4sJG>kFdoL2?$ErKc4GG2s`Ek_$|O)*V#A= z76u4*1q=pxAkUU_`gB2z>IFgS*AF|$9#aBqFLjn{p#*nuK)Kd%&9)LG&{zlxcNkJW z5@&eN=%pwCOiM#D#v>AX_r*28L8eqVdz0-nM?#x>UiBZ%aoWy+ziuC)&4G>(^q~hc z7uA>VcFMhfuM^yS24svUV8{kFK)!dYgoe%uVA;)y9~? zBx_F;Z`4WC>%=ynC@(kbu8=x>)4q!%g?vwgZ#KB)y=k;(mO86YHovZ6X@Om9eYZY7 zJfybuRol$|8x67?70xh0cVe{Gc1GQ7LuUF5>0e8Knx!EFeC~D!LoLtu}{3!Lxx>O!;Y52fa>6_=M z^(rV4=)pET#$Xs(mmy;5FE&< z8EI;Tb8}%_PlNpggVxij@{(GQ@Nx`mlRN2X;V;9}T3NQvD>fbME^#rZ_IY3@hj$sV z`iOb<7P(6BKMEt0nv)+mYOoW6BbIG0lBYsQSGD>gi8##^iM|&RLewNeR9wPX8DWVy zZ{Fhe9Y5dSXi^IXTJS-@{?DiF-95$}LROl{3*qDPXRcfciKxhG<+0JYWmwdqSeAj! za*(kv#=Sol9)E-NtN%3ZPbCi<$e+pv88E;uC^-qm0Rgq`a=O`o#Ep9Hdf-@&W-ws@ z5D_bdyen(a=1LeXaojnL0p>S7rWfDi2noE1QwPu%-@HKw7VfP`%rs&Of$IxgL*Krb zuiv^hB%tWd3cR3bS-&q0g$%SG8#z~(nifZ2$2c@Cp`*mr0fNVnb^fZdpz!ZaA95KtdgbLa@`jmQ6Ca#F zS?#ZS@M9e9Y8saPVYn{$x+m@D`@WV5c?$Ozb*>c+Q!}It&rS9>Y`M>eg?0bGC;u7m z7@{TA;p3S45-S$2fN#n-nZidAu7B?p ziv{y13W)|&w6VToEH$}Mw&9B$=AjU)$%ZqCXA1FKJ(@axt*jyc5E$x4Hdca#dKCnL zwvS~)P_$Et5-@x>6Qdvq@(F9k_bU79%i z)Zg+#Q0dXNWU=B2EnVHiDR1_J_9IQIb4^)?gFdmSD2rwH)@gx$W!Ki#t-Ad|BD3FM zU(?7~03j~1NB1B#X1Gw}j)hjMiN{x|+-RGGRwu<-YvOZr$;){(rda;J-4inO96ZFf zc8$*2{|rauUu0wnTZ!5$aQG1i^>tV~$t+zyPHF`?ZZ850@%)iQ>-bu>;EK2rwOQrC zWUNNHb@BU54Orq`Hy zXaJ$}y1{pQ;LZ*sNxgG`cCAl`s#rkC>vT;mQ`1t7Oz9l}X%4b7oNkpwGaIP8YHFX! zXF@!EK<(Zg8ae~c_G&Nh%G0E$jd6GAzEt<$+6sd z&x)k|+&8bHYv)(mX?Of{O$}j5181P~;gowqKI!MR6^;aFBDQX_=iNG%iy;=rAB&SY zvUR17o%_#^EA$b^Rbsh*p`}Sz(eTVf*sx2SzVy>n7e|&Opl8@U5dnJ;5LcgwcI?kSG)!ZG zfxzZ+sIcxni^1BsuRFTwmnNbW{W{lG#Os3@7?@}*qm)$%P!2t7x|r~UC8l)7kYTp z#>NsVrkWKPs)gA#OF{w-K%-5S(NTgb$~T5QiW)bL9SM&k2!$95>WnaTd}BW}%9}B}bIgNG3U%zm7Mi4-NEdP! zwqjp_u!XZ=?s^WYV<&s=eTGC@bQi*r;p z?lA0}E}9g-^O~sT1rYwyAtq>a))s1?Vxj(=8n`@)(oAIR!N~W9`BFJ zOIWf%Y#gLkvh}$%jD!lvB<#eI0kzzaZL6wEg^+ zacQcX73Pm$iu~ig#(IJpDZbeu)kU1CBD}-GCb9q63t=8(b^*@dhj3mnjpaz)!xt13 z?--JJyA({<5reH-J0HGI{80dMtuKv@H82zSn(T(grl7`fYLz1&+0OsY4W7s}CSVU& zyZ)Q_q<6%X_vuAm4KS_$_X9^OUzLB3o{?RuB*O7xl6gUTSqM>MPn?v>4K8x<8Btw) zVtip=Z^}FmwWgM^QdoSmcq_LJu9ZjKElgX!)C6pNzNdrlCHMN(CZ7Z$zH!METfX9@ ziBIxl;f>inYesVt5=nyisDovcuocxsCi;w7DZ#6e{FSdi_>WcemXyBIGT-*fU_IS< z{i1rqqSBwW4$I9w|6c0R$m;TcUN(`H>omS zq&4=pUIwSHBI(5l347AiTFsm@Vfc$GCqpupM&`&L`)ybq1k%8TwWeEq$t?NF-y-{N zd?J(1KE60E|Dz&#-EQJOlWGygh&Sp;s&Kl0U1Pp+jDs?kzsuxiL9u@!ul65>Tt3%- zox&Nzh>RS!UibPZ6BeS3^r7qb@SX)`;=DbR@>H@7^+AK6*0f#$wJ?JzyKjZC5~J%H zZ~0B^BM+SuF#(}c$8A)pO`2TyS>G$NGjTIbDIejlR z?%B3n%MnKT*>L-}Im^lM%rQ2+;tF3wwQOa(y;I|tGjR>W3&sj6e=dFF|FVhT(oa2p zoZUF0$*H*AsCYRpqPN3U!}{#i)Yyq+$Aq(aU-IS^Q%+>XPv^{VizGbO(pV3RiQlsV zj=Dl+b)S^iw7q(zEm@Yx%yd`vZPvP~nq>doq-<=aQ59oJuL_AxcZDB{eF)n%-W_Z} z9PAHUqNhHLvi7aF6DVHcYConiZ?3a;RZrmwZprcI+Mm^ids7r`_OF%qlN0ytuLd!5 zU~Q@m`u4cv82&9(b25qfN zcI#KHSp+o+%F0XbChJfN>wMTqAyG;b(v#mu+mZ~^((HTq_1R+`KhORqEZ?;CV;C#z z(29aKg3Ykus@?{3RCTw|*5kk(`QOfdh}#H$dmqbH^(5Fjfwq#MmObyI!(}C-u3^{G zJwDm*?MyIzrx9$|wH6<-NLa#+He_%l$P*n%gtp ziXS2K*v5r`{7FP^ur{$qozDGgmi~R$DgOQ-@gHW$mJKM_ z`kft*j2Sv0qz`~Ywfwvh^=&voGW0HgO<_8*ZkQ|T0QH1}M=3w`MhzkAiN;9$$elC% z29hie%85C%|L(j!|J!-v`0LVB%8p7D?_Q%%`NE9GOttu6bGrqT&%V!?+O@0gi%&a9 zmRq;fRxC@f;^G5;cOd`GO0NG zEUQgMW5jq$!(CuAvjf&)+rIyIemGEWFof6Tm_DB%|LDfiX-)^9dle`{cgIXd)kNn& z7ul(6$Z1lQT{AXe+eL2fST*TO;(HkS{1P%$eU}V>ITaTmMk(CONuwyRD71{~JJV#F2uaNo1 zBA^%sUt^}O8Dm@fV&_As}cy@k<(Maka_@iO`x^_ zBt^AV5~Q))9J3xI_D{)>S@)Vc0`d!Ou0xPN%|H}55u1AS1p~}oByg63gLX|a8OsY^ zB?$CsmADsXRFV2ab%*;!edE_{EnsBr<~UcEPnb^cn;jusA&RJrq@7_rQx{0hSQus( zDdRauQ3LnP13I4ft_@n+CkFsB@F!^S-zLTwW)?P174&3=^{uk9 z*Ad0LAN56K?02Nx>zw3iS(UG%_bttu=CN@k_t=>au{Io3n2);hxIUiCJ&y@QdN9Zw zrIe|JF!Mvlv+AcJM%n&SsA1u!x-LdnH*SMTw^>;B1wlx2VPH4*PIryGk8cnc*tQYP zia&ueW(I`(hm@2O{(NipS0QEXnX<3E9*hY3iao3srw2#jf75G9pg{mS&2|h@`d|>n z2!{6CFul-KqGYx5u>^@AHGN*lgF_1zP`JAUA#R8Z2G8Yiu*5=;E7C+ar|XMThJ1mi zEMeLY*rzcEMj6J2(E>`~ouKG>0+544N(<0H$a>ES0TO)|fQEzMNASUWUJde^!GNqS zjWh@bbT0FXelQV&pwWS6=9ks8U!U&Pq4Z{R#m1$u@V^3UX;Q(-9JlKS3=GdvNGncx zszzO2gynR&LEo<*Y-k z>Uf!+af+020;^QZQzX?i#J(MWm5wVxocdMRNdMZa>-5d}pH^bVY59Cy0|KY7oM7s{ zextFefciApX(_YyJ%7$Q`HTGcm697j`)_(UOLpgShau8eE2VL(6+kcqlS-^h{1IJQF7io1Jb_nWinJIy! zVhjd`>rqpN&&S8dg(gQC%lczbEHv%jJM6oVC(^Ys@pISu!tNS zL>Uk5prsiadAv81!pk<`I5Drz&P#~1l8t96et4AJ=RTOvG!q^jA-xBRZSr5;FSCMhL}pF5e#TvaW>0{hHebimnXtB4wN$*IVHE@UCh zh=P4%Iie3R)D+AKsK2^?j`1^rszIrnY+rpgZvr&|u}^-7d!O$2hvXA2T&IgcHAf7y ziO3-z@8-H1Z@bat1y&xe@X|0R%oe-4SzUZz3#RSxOqJbh&s$RTDgF3jUGuJzq940x z!Hi!;dH7E(Ky^2`=^^1TkGEFE0mvL(?Xt@!o7hWEKr~ycm z0xJbXt|vJ~3<5HJeh7c6s|)9@bb8$gJ9lUT&d{pbFG)i`LB(1Rv6Y>y^w@?NDa!PB zn)ds)F%e;7`8f?wi3=87y|@*L`+a2&euk`FcDXkUv$~cIBo|Jrw{=x}DTd8@Hh<6B z$zf{x?HY%f_|R#1UliK)nyoMu0-(?@>MC-zgN?8YCOWD{_$XVyVz-Q#2-><=ETuVA z8`D5y?e(ELk`6n)y!+|GDJuujpdGu_WN>uJ*dV!H?9;d7_Z=Lu+sf6mJt~V_AzWCx zqAZ(%hO)HE{i26Clh3X~E@`{}>0daKLBH!l{^Y#Sr)d2Lt)e@3H0r&d64{EhZ@Ysa zXW-DQg+V_-roq~fEV*vw)ni<450;BbDLlLu*P6OjlFn@gjmPXQg0K@_9 zYY$!oY>gKBJd%c#N@i+!F#*S}Ccgw3WWmUd>(^zY&$h*)SllPV`V~_PFi*5BDg;Fd z;Iz8|BQJXe=PJy&1>igk=XEY=kq#JplRa}mCKsSjy}rf%XQL>oQ^yWln46id0sg%s(4~yAV z!g4m09=_&zH)N=X4vrn)^KFPGDdxa{*ulmjyY&~qCTx*{Ae29w@LI3?wgOHkjhJ%w z`}x8=Jq=UCK2%)JM-qv8MVBKk`Fun}I00^P%djpdQ9R9!l!WYw$GXJ5K;cr%sSHJ8y8PnAn z22jR+RtC`N>>uMA?`Ury1aCN7@SVlur6Cd2q%7+~tE36peJ2o|)wQ*wsaz#8Qc}oy z2mGVdGtE9Ms%;`v1Z_~_2#G-W$pq{HyVhhmGjRnKNDlqh3txfTRKb#QZz5y@i;N48 zo#Pv0b?AVrDh!iVJERJ^C}40922(^7H;kkTd3R0W4?$I2A%K`nSHJ)bHWQe=cg|R! zZqrLkOGAmNd{8K2knuhETv|52R7GLO+jnuJH#@WnSqi;ywIY-`8j17alwAZCGt$;6 zLvDyI^Y96*FF0VIN#?R*XGatiC%B6;TxNqeb)HU3}ViEV`C*2D17ZDcT7!@0fC=**K&)Chk+@WqtWId-gqJcwj#8 zd+I{9@kaSp$7?@C_pYe9w&$=ntf%((`R4g?! zP^=EYjP9d#jM9-^+nf>k94JsIaJ+nEmIebu+!J8Iz6wCHIz%E}6Wq4BN$dq7dYXkA zU<~>&VD|B+r4e9VNS6%HE@i=S4KqZr?)f4u(gXf%u$Df0`U6#`rU&X%$*+kJi!#&O zgFNg&h_j!24q~lYcw3iCpQoj1+Wvx3r_k}^Ck2=s4>Od{z5o_3xFN_S8Xq15V$5!& zh=rJSRt7v9wLP5+oD?E}I|Dz-4ydm_f)Ah$FcD$oSU!3(9;PoSRvzR?HBe*dz(}+3 zt2YzO*J^->8X(Ix^Xy3Wcz}P~V?^J@wU28Mb9U?=r4M)jG$13Vg{c!5| zHC%j9cnHX<@aG=kLu-)6+KJu~?K@bnE$@+~=zv z$t9|KYS`WmBg@J#fJ6omZcrJGjSB$*t2O*HNH~t1TmJRymd^y%d~d16Z+K0MT}^%= z@Em-A2+d)(fyUdASI-7&6_sdoL4yfXHKIL&>koGfkZt^tEt6x3tn%Cn31kDv)fm#J zLFynrK&Fx+#;mu{!3lBD^Z{WGYP^r2(Sa9wPzmm$57R4aFzbVYJ8Pl{{afIQL@u1M ztOkR~0jSC`0me@6>ERNTYy@|8N!pJuuk0s5(71`YwARSbY zz#SjsZW>xUSi)x93JJ6{k?O1;$5`-@1Wr^FkiSh`AphFZ?1GJ}Jsym$bc7HS{XRH?{cI ze%8~l=YdSooO|eCWZt1p(jyRSRyCgp&^wT;J7b~1^!k+#Dg ztxxpxbaGQm$06L;XbYkalc)U;k2q!sQiY0~9;c!ltc_)NEdE12)1EW8%<*oYJBE+Y zIWV)tNAy|_(cQh$F?c=U?oXcf1F8efltj~1iq=hwu?ury3-Z%$4$uAS9v?$YB+vzJ zr#tfzcuCJr+FW3_9%C4_^>ckn+SmH&{qEwk#SelKAlammVI%hO<4wB~2;SOzI=&#c@hKtJnsnb#e+@vGV<*Pj@d!J zOKk$6HEt#v%YZ8Q6<967Jq;Gqnw@emqgN~QTSKBkaP4LT??Z!ZD|!}w`5@3R4N<+} zt_40&W{Z{q1;-AKAwxc(jDiU8q;y<6h~hlTRuaY7ff0&80>sI^rmH*nE+rA!GhWlB$C!Y5Ffy~J!GM$r z@e;vK#;#ro@H6O?K+ND@4I=z3#~x`Dk3L*yiC6ASMaPuiLb2x4ejv00*+DQac^{RS znR)Z+CaO+I{|M@j7_gmv1(gq6p6pJg?!)!_kk_IM+W>sG{1^++>%%Olv&_G2#z2T& z#_pdt&vp#L>5YOCfT=eK+e)fw)@@mvv>}1jxglDSDkm{;XiL6n4TjBRKJUoeUY$a?m(ismXH6*>rkG<#^$gr3KL|6Nw-=D)o$o2i*kcrvo@QT?X{R5kP5731b$_Q8YbQ^qRHoJ` z`3cQNVRDC-hjofn{F$1Z=+cIfAj0Fotn4AvR^6sm(av&a-HFd?rJ_G~U81nZXHsoT zzaMIfQp~ZcW<0dY^pPQs{FWY*TAocz=z7ibIhd2h6Hf7=2}D-~hFNM_IATq}Xg;)Q zB%;UAb@laTy>JLz6)iEdqTO^88=d1jHWU zxvb;YpU1~z70jSN7?@o;ar?J}hpw}>x2`DAQ_9q}suN1I89n*a^MnI|g_1WF}BS(%Lu>xWeLTuoAy9YaF z&GwG`-ihp&0NK2lsiT|UP~1I6j)s*97CgvHj$z&8 zRC`De-th3-P20FCxow;QZ#I6 zz98@^iqAaTYkM!`sAovq`5AY(%EnD+&iZO>k0p+D;TCaeGe(s9|4y9$4H#1PGd0xV zonRV8!BLFHpG>e!;Q5N@i+Aoc_84U0KUH>Rcd}JkYM7XDu7hdElBJh~>U4b=MCE8- zYMbeG-+shi1s?f{3L*ya-q7`(CP5p=LLb||QzvR*{boTA%Yxppm;qc9T#1ijV?z*| z8)%f4wQGJVh-|)T2>-@y7q4`^=WWePXK zMuS17F{mEV)itH30H@@HeVY)}h3bm2iHQQaT6ckeJ_Fh^MnPd=;Rsng=-^gCJnK<4 z1J{KHU)e-K&n9-6@#qr~*gq&nlhm}}{lTEj@59VGa{Ggq^(rs#+TuKQ-g|J~`|VJ| zW6skGpvLM1{QGo~x3#mGQzgRu)eK4FDHgc4B`|=q1L?4!! zB(3s8c=z|Z3i81YsztYF*D(WXLFs66=@@$m3+^Jmd$CJC+BB6ru>0iJ1WM=ZVD2sS zRH4N?W)P7==!@5=wsX5<*v4UiPgG>!l`HFMEX&%t7~XM{Wd;boePuW;JpFH5#=b%7 zy;W{joD)9b&b^Fr@AZNVdOZA0oT5fS&|>q{8tsALu>jJxI8WxdXHW^k0@O*HJXsF6$+^pyJw6P>06`J76G#I+ z2%Q#qiJ;Pe0Z+S9!Bra2<5bKHmlJ7=m`COTQ_5b3+RwIeH|V@yE0w)|mlhuHT)GeH zHd6$Z%i8jwfSl))-d2XbgSrF{>))>D4l zK^tHVUzDxM8eJ^_$DaY<5T$A<&NZK@U}m@u9l;L3WP$fFhy%zU-8WzTH+*5J1O-Yk z&dh16>g9QJaFWDyG3tum#xCBvThY8ZWMXRUvGhL8GX+jqB1a(4JJYpx@A`M^V|jl# zM}+8)|7J~Y61Ovom{nW4jH);$nnkFQ>2^jDOk}6wLe3N-_Wp#ssB!TYbvqNMtzqYS zBvSqq*3IN?wPCGx1?h`;S-`uss*|e`S9Vxv{BrAQXK?JN=@d=rPr=80@tX>kZ=j>S zlS(-SN;o)k`QYcQ+#%=_0PHI@3J&=h`h%We2I&@2A?gG!oT;^&-{x3Gcz8HiZdu-r zPD>M2E<1(NIHA0NvNr^Jn*nG472d`Kg&lM<0_62&s%j}5P=Rd*x;$W+~b6JiBqeHKr!j;r$$p%domcSGPj zpsOfC7h##r|gfh+}buc<6CJQk_ETtHXr8Higav!|{#i}K+$WfgPRud9Xgk-tF zZ3Z}yv%9nmq*B~6fh(+Z<~Qi{D``tMFZeT@=h|_7?6e&(h3pO1noRCWZt}1b$h}6- zN4SC`G-`>~XZK1LG&-84_l0~J9_pAZ%i+lpq7%6-AkVpgvcKSiUHE@f;zt~&eVh-7 zG|8V%r~ByJQxO@v8+Rz=uQ05D47)s@wEzny7?tdmcNAWc?HpFo} z`l#vZDgos~P>k-iYZiTE93}v^vmy7~DUbDQ>>A4+?14=jA!OzSh@XK@qI-e-d!_WmL-RVd*wFZ1%){g=L&BNJF~ zBjE=nf~b)(7Q}tPfqwe*=<0LUzd>l?+Bk81qX14q^hOcsSIrL3udAHUydDc}Ki0X03tF`47b zAtBoVcVj^9B=mM~-QK);V*&jya^jp3-}ohddU|01CMjLD zbYUcTc=hHw?|HnoF)kp=wg#LG&iYyq8_$6CeW>HfbM8_-@Qk7Hqr*It zbtPndAzlL56G@_>GJwVcQb;~~ia-htczw}hGR!{k07~p|x4nl+X#@gn?TkYid^68X zn`{6GcE@76V|n!=AQfibKmRHLdDJ4bzi)>^13zUss5e712gQ}@wVo3$_f6MYy-g&a zrmoxRx8_A3Q_y!8bfPBV7o3Uj$nVO+hhyn|``RM^#S{L=EP7|?VI7N`e8O>KqLTQF z_I>Kh@jOkPfUb$v9Mi0cN%I1+lq-2QAz{=@TnvpV=?}k6_ls5c?t4Zi+|E#6{g(^S zxcody1CZam^$2m86eK|vnIysZbQ_V*B~4HyF^ z01yiTKsG>&ScJP66H|K^wb-Bz*!8Yi*BM|VD3X*gFTv@$#*N;Ij+O=`b=AzWfnf3; zL)T?Ul7W%+S-3`ly52r{VBm_(H^75_ZodJ2CnEMvGhIQBVnfh(&Lh<0wc z(|rZ*Fr51bYn*LuKLSb~wa^fMIPW)9Lj2e$o!#xS?klrz-~uaEbxG~81?JVZ5>~of zHh0Whx(OdPnmq{;8nfLvrdXmr-WlH)y0lUFhmn;#?K8x?dn4mDSId(sFGc_kDvJJVf1>GM@Q8RFQ|Rp(p*Mkl9S^b2R-nIU`@mM5lzi~ zbpQTG{yc?;Js6jpT6zWNo|2!ZtBq>JXG`0RwPh^;@J0~QuXr1N>qoAmpF(6{mY|n3 zC1}kdFZ!le8BChC>VR7Y0oQ7NjyS=E7n`6P$>sGkj@C3Z!aw}G<7bs1`JLNx-3U_y z4?#K!Q(<&?J$dp3Rl$JuA-fc~d%pp(T?uZ|8!wXX-w*I#PVqnaRS+B$kPil&@yHR8 zOsb^L696EB(No2#CdIp;pxcJ=gBg_t04_E8@P0=-h`fk`+Sbuw1;{91lHfvG37!2k zi1#<`8ZeN4IMma>E{z!gQ8uceT*f;k(AX3Tcd+UR>YoBh4(~LCoxTJh6v=WC?9=q7q`6jMMWX#?XALE!i|@Zgbk8{UPa zlkn-G7s#^}BSi0E91jhIuk8WGQ@w-BD@RxvkUIf#0>M}S#8ok!m6iq+iduxvf_Eac z{Rjkw_ayN?27Udm9D0WB*0X4KbXiMFiu@a_d(rd;3Vr|)P}ue0;bXKhQG+#*Q{fs zTK`%3!xs$K+yAmlS%Bgs{73ioFzm)nTdYnGsfd^HMIB>P$B8r%3+z|6o=Ji6Mu|{! z4QMe>6hu1;oNYb0G3}hl)UXo7grDV{aMz+scy36RcTY|-fFGAz_wPNe&IzaYV@3mL zcfZ_@Q92oRd`WBX>Jj`R!!aIKj5{4hYe#bqGqd3BaS3D&zG?31*b@TCPq301sG;Gq zwx0P`%|;pi{(YdD%e+dz^cM$0pHT8N;2U`KEqaGJX) z=Z|gV`;Q-kH&u#r7Jk6fMKc}5YJm0Y337p#Y4)8{Er2Dgj-FKs42@UZ^jE=oLzRdU zF!1A@ci_guoQ4+Q1PBhVU%$RzTzoeQlm^E&7ibgFc0)e65IzJwWvcf4#tId5)G!J{ zf5Wg&lym;72u5SU2{P9|vBJHTVe)fDJ!9SFZcPvKd zBg|I`)cq^)yBUy7euK?~2>^LLkiYf3{oo!&7+lGGhcS!-E8%1Z889D`?rM4*ra+I_ z>ot;qB*jrt4ETxezZ45$iNXX3Th#<&Lr0kxyb@M)s6_^W3DCS5fsH^*Hy;Wj??Kqe z(M!PYux30smQ-`5?#W1)hLqCl^_z^WJ=!)qr^CsEMlm}__Bwbw5V7)W{_HJF9pvQk zQjkdHXn*P`Y;X&ke6pbuv2~cr^C)0yxfL*5v`vjB^0wUkW~}Jpvz(<93K-)UIeIf2 zOS2TyHxtpu6ekbC90EDRIBQY4n%+ld!6wn1g1dIjdWNh?aut~LJ8DncYYp>Y3nQ1yUFHDDO97` zp&FHjIrDgb8fF^PyB+MOLBlt%EI7<{M7@uOyS%CL@v*CD&8L=mVoUCZ9wmW1DI40LEj zl3|q3h$eZk7EtIDfFuZK0yI0MMS`oGXp3+4JIoE74Kv;NuOqRB;=_W+(61J4oV=&meG zp^6TrUN0^#a`r!J8aXA8fy-RO9kU&UX6@pUWB{%qwErN~loYtC%K_Itx0F4*)B7K> zoJ0*Bc6JVq0|3dxE4kY=!gRX?z+d?LYw9-#4NRfB)&Wc(=u71b&uMj;l@~ICC=5hX zhchEQ`s7iJh{6q`ab07fKp{1cTIJ-|@~mU2&z)AfOf*g9OAX|uZ>`hryH|Huymgr6 zEd3=NvgcbL$E~eD|Dj+X=y!W!kEK7)^Fm?P0B*xj zs@!G3n&ABbzjr#=WV5eKc$REu01;3KoO|6PjseLvoRc-WqXn>;z;>q+s>vIC@M3_t zRtcjI(Dt$6p+YZq4wz@yfEZc?E-12Lk7rzC`K>_ zTm-)Ah9N@;3{rav+k)gY=NWuOD9zHkwk zqSNqYkr^a|(>GlsBm16x`fuQO2xEXtHDF-j3xLJolcbq9T53c9kabJ$@A&AWACyjj zvN6*s5K`X0&8N<*x1B88Sert(uIyzKx8}kn{~#LU7B>nW=(5hn3R7{0{rb962PLVJ zF?)4bDHHDrS){(?e{v>E$A4Yid~WLe#FmjlkXQ8S{ZZ+DKh4>k-=ow`-kV3FHcK`X zG>;#-;=uJCmy4&$A7Jy#1<0uyhgQh9P7hgcBfE0a#^HtgC8kkqili0-|06a!cScqr@L%%YO>n z_|U3?&!P)D8lgRR^Zk&P2Bi*7ps7E^33d~l-UC0lh)OC(Gd+X@C?_>>7k+@BBD`EAmB&G(dE zW^)Cr>30*KGNZvg8`Ts`cK1-^-emL=P8~y%1CA#&-%v0%(%p zZtB5t>C%M@6`+nsP7?+OooOTeFq?NBijuK{y90S;KuK(@$f;wDX0KLXF#_w0c?nFyV|z#I={Fbq*EJ$+IO`>-#esM`+cW z7(TVo5$&+MYD4vM`igf;>cD333Pw!!zq@#X`etkW|3C6M|AlLc(ke&fZ`@$6ii;_J z-pUh{-(%T*&-AP*RSsW`)$!~!GLQ-Nw!ubnb6u!n+F6g(Qh}Eb+_qf#y(_bN(``A>Tkgp^f>#(DAabOz5^NvgI za@u8C+Sm|!VD7fMt}XxrscH7^&RfOpSUvbggt!jXR68gFQUf*A&mn-!0cpZZ#e(!5 z(rF2C{aRVFJa83q%eq)xsy!V31f3yc%V1So>mbU2Cnub+RD(Z1Xip4VP9ba~D`pAz z&2cvj4rW7L=fovZqZkL1!aLT*QlTDmPgKN=ibvOry}1V9G8w$H zL*OH1xF|R<10}t($$#Aqc@RKs;2sd*SjiMg?fW_B_w)eP1H6M>p02%Y))ngJ;+m;G zx3wVAulf;JM8$ux9SX7^8^bau8*K<5O81wSh;dBlk9aV#hpeorBFNH*1mYP%BuYG#Y;0o@uO*FWfk8@q{@Sb4eAEa2naKcVqFn=WBU7} z%LRV4*md29p~UpeyCf>&$@IKi8#}@{U2vG;(*J%S^)@}EEz{0>_%SOZM5z0|!Cb+- ze9Nk~sqgEFIN{>6TCGNsWuv}^3+7a%h``1_|MLIq7u3sjb?&s6Ji=XM%)}?$BGxtp zTNa-n+J@TcSoV^)7gyx=O}4hU?_eqRFaUe)-82!C#pxaxu$d~H0XOn(C^dA`Y7l-d zCyEqwqR49tIU!;&nIC@hlmb&4T(*i$hm(L+A!bSricwxp?VI{A5v*1^oRulUP){oR z|36WwTE48V?knmyr;mCUvW{lG54_1zACiE5S0>%GcOPELc@LJE;cV_;c09|+4lnhQ z!o2O{*EaGKdDEBveN~MAy{f_M8oF*XT}ELcF9$?m_&svM+?l1gdxBAv_iB}qVgb_* z%M2}{=X*`mD7HG60J2oY!=jXwxUYi%i9EbjB`-3YrVQGjQBBQ&L4qqpvc&SL%)L zh~3fiW8z0sgjIA7Rd;V_<^W~^l1stY`ZXJz!~m^)de-o^tgL?)=jF9DEkAo8rMYo>9At|Nbyr-^R&`?T-TFw#mAdTrMb|dRvt6 zlELwlb)-?Yt}CC8*-isdr@Aq0>gSw{#gw8w*@}(tVpr3pN{#BTims=}vR?Z4lSTe@ z0dwTflRBB)hBprpxlbjMGhfKsX6Tw45SK|M&iRK;q%vMgVx5c@#LHwlNNpJ(^Saj} z?k;A`&@*hq(vt`;@fR;LVLtx2HCPCdiw2i#U+3nw7BY!B{v!FA1$SN7-0eLLy*({> z*u_;srG7!6>G`Q0z!#a3R|>7X^Vh{#3uElbSg=)b5+fl(j);sz84J*AS+KsjD{O>KZs*&6uUOsO#BRAu}z4A1H*ka2U zVdp(e_arJj|9HE%!0n~)T|G6Q?1yrfE&i&>SzdU%oN2V@Bv!!w-X|kh3q6%)Pv!P* zHnkefzUu9#2iPo59%yz@vv^6bsv4V}$a!EWvGwO;MQQF`iOkYs`dSU5VUdvmUDy9{ zILbf^)gjv+p2+Dem!Oakliv&4@Pq^Q1pK=UBc+J^&#Q|sf9a`<`LgZ35!3(!2Ex8QNNB;TerEMyu}Ox&Wro7}#wFhG*$m6r)U}xJZWybSod9@F+7Bm{}F<=zDCydF{W42KmU(t8EbFMwKPkoBG4Yyl4N4 z`dZ`q-F^J}U6SbYh&d`|l`WhSpu37?T z=c1UHm~m(MV~Amwa?x{o-27GM+V#j4Px4Rg&%3SKP=qSCRjwM?h(K;`qTP_RltbbB z`pra9`k2^PK^NnAq9!7c@8mQC*Yv;RVKQJaufr5KzQ^@pZ`SKqN;BkQ;tTfxMh5bA+1hmA`CH<$=|*O# z${kgmuXdm9U&+wAvr3Gr{HKx((QLE)qvRvc{XNg@ z<09)wa^-i1CmiL2)t~V)(U&M~jT#tDP}1+zL!V4C^Rz$gnWvLKEng||+Ffn{%DcLR z7pU+%cOv^-0YwMlVr-x5>0XO`Op5HQk)-L?YR^>qo4DKy?xWMHCtUw?*i$%7Q{iGk zN4gBA0V3Wrx+HDPolSLr)95Ze=bO2Bwa(PeR7d;1n2p`i39u#eo|bQhF1BR zUY*uLe}7ctwHwiU%^%Yq>op%DWE^#_`^v-@N;6O-(I}H&Hth zr@pHi=Y$v-KXns*YR4O$#-7`b`9CM%8G!`i0QNeP2zM$W-j5ePXgtv6`uP6SnS328 z!9_{i^AB?OvW;^(-k`Jgikka0IrQwJY<$S4jR`qU9u^OrZNcu)!b*(Ej_er>TzQf` zrRU&4aqj$i8at+>w=~bmKviTaM6c|f3V+~tmH&B%%+>fE_?vGQJme~|(MIVIGY7t; zm;UW#%EhI`74xGa^=a;4br_~~$Yw;|c4b4Dov`L?JXb;}tl@~T?0oO(kbUj){Anvs zS|g$>LLh7;7MpV!21y5qU*&*qBbbginbSbU8PXAHc;%}m`Z(_UvQxPLoEiVU%E;$l zp0y@JUfCc#p<0*IXs}-Xj6T&fV1eBvy0~BhZIdL}zN!G%`>OLh*HfFxY_4-&Lpl2V zh5Ejo30~|$dubh(y3E8RnP=*P4DBEn{%i|3C%4E@Zy)avH#cX*_bNC9W4iwLD^4~T z*W&l+z5h|pHcD5^Niz5X)D!`S-+=G4C zha%vy)oqbZ5@DsoW+waJBP9g|KR?w31_n|xGcWBM_}(5SLn$gLam@w<26hb%Ep{g! zbYYXGN3#<;NT$3x`ak1G^}o^*MI}(U&%g3dGf4?`D^j z7xnIq@-nus=x3x0WlIUsw^nSFw@o&Virepq%PW5GFBpg?s&lO*9T~}xAh>mx;x?9f zn#~^^n`l5&s#J?pPyll{VV2468zgLTHM>NPu((x zF6EwOK6^GOWUYWQjR(#I5ys{dql^CyQs>e?F&4-;v`Z0a1mx)a)U)-LU7qgy!nJfJ z02Nq|g248`4(66;vmTaI#l41KsS>M~A(l*jN`&M4N&eqW37TGRjTixz`Ukw|3u;us+9_!d#@FacNjPy!|a%DDU*Gtb&LUG=yQi+{*5r<(u<(z5cZeXG&@=IqcU>J>E#1GJdYSTK ztE%r}H2jL|cw8vze;;xN=Z#Dg45$!@NVCwNRb)<%4Q_OA@uaI^{H_Y`5L< z&cDdoVG!oc%W}N?MR3FWioU8qjnJV#4s|PB zshwC2qjiH%+}`EYDD(;kZ++FeJ_JfgsQb7iO^LhaYqWaJ_7l9|5iDVM|9dbPoDCGL zgs_`Dc?XK9jC-PNm&0-;C==t$miRdsBCcMxl{1({&rCAtQlRwZN1M$@sLPM`&wuID zg`$rb89CP_dN9W}yRY;4m{4;Wj|bmV?>Cq1!}iauWlNKwcgVz$5Rws6)QNgd39Std z+fA;$=m@xPH41Skw$iO(-esabm^A>p zP;S*C>@s9_O0*M ze>_;z>_#I%Cx}9^o-|89camIh_qia7G(wc2jQqK@4_VFQ!;Z2#UcE0`5(K){DtZ>w zvlWGSPrmei((%iY^JXwn*Ea4|?#S6IN?o6J<_d~P^=0Bh;as)17lboZ3!|HwpNTsz zJO#%Iw5~O+!~AL}&J;?+B6lWx(qNAbl3^Y@sbRA^TrFir?Tel6qD&P|apgwh9`RF{iyxg?nO6)$0 z^^CfXc&X1cYO;>#sz278FyoqM8WBEjfasix0o&mW6%Od9$5$qV#K z+>CN$4i05_6jtJMd~9uF!`d`Ji5vxi|FaWa(Ye|)B=9@uYO&6_eD7IHd)2Qt_0UOl ziMn`3P`#~ZL6hG)m*(>>Z6hu2pI_gusm0{n+mflRSV@hrs;{p{u>8$ofOOYkh(_pg zLL?p}(4aJiZgi8u93EBoL1{&L`Z)xt2coSZ6&h%-dXWd$e_I}uEQ*Ef3-)v`?drJPjB{ii?hX zWjS=I6)5VW9cWBFnD17FW*K}i@%Y6rI&;DE`^|}-ti0^kclqS<(V@kuQ~K5GCOR^D zGBv4FCcQqNjnqSHgCh8o_^>1e1Zd-UEF%_}e^_pQj%snLDZ1zBPkF5h0v@?gCLfa3 zc;3Fff3{_sa&jk1t;~JC>+^R)Ts*wU?^Q1jdAAWrY6kgHny9<+1iQ{xPro6Crw;=q5Ib z;(*#ws(@|I7p>H;P0o|D@viZcMR`4%BmG0kO{&c{G(H4_B#oy8-Osobp5(jTY0iL8 zco+&sjfZIH=x|U-=_=BJx-obHnu@Eh$-}D=iQLxKmP%9##1X_C-wq?S(|8`$_UWxP zM@x^|@}b5p4Gl_|NAJR!5dQRO*`wCj2OSC&xO#_=QC4-eQ_6qpt1cvx)cDwY9_~A? zVUJ38KXX$+ReQ8--0yN76Zf-QdnwI6#~%W1Tx0x_(6an3I))C*~U~W3f!iH z&*GTD(o@E?ltYlcbuNh4yT|9bf$9?zAiNg?|a@BHN&DS&1v=-8qmLj6$* z%K|39;mM6ZDJ-d2S-h)ZG>rO2lE_GVN49?{qT?;)EjgiYDB9y1JfqMv=7^CPQVhm{>+` zZjWR&%*R>&h0PhzoZ@AR{@r(_cu5=)0jpIozyo6Is737nfd8x*4{>t>RSGJn>2Wh_(8Sy8>Atxuk zwY##Q{zjg#0+Ni1KnWSlq{=!apr3-rq4+kF<}YjwX>jta}L1fB&p zD6mofI}JA1{)*#qTuI)&p3BdV6K}s@W4jLSd)6<;S*YL}*G%D53s zBWT4RfJ?`re;JXF7J@6vC{3($Hx{+zR4zkQ2dLd-h}P^AXtU}SthpM@N2JsNERw9V z2tF>@`-wplHMh8knD^n=>w@nW@qPlwuH@qKHJv;cGkfUiC2OLtax*}GQY;H%3#z)N;3tT9@GCXL!zD=d_=zB}xJf;Qex-Y6zgWj*W<`B(w$ z?{absyId8`&cS9DEK3K6l||M29;5$OiDo>HwO42_QC>-YGNIxu>}<5AdXRQhe(8qb zWh!s|O=_O?wtUS>zy0K|*h@9I6(2S=C8ed4U?2GMi7I~>3E491O27WYS(V!RzDz>$t02GQ(Ou3K#8CtOAA3FGhd$0v z{RB-ODcgj`vm2gyypYQy3xud%Wu(BA_bJvpN_U5<*mgL)W=Xcl{qM z3^dbdc}3-W;CDDfOibYGDjD@=I0*(a7!SwoK@kDlgm>XX;(uT@RPlh!RN=B~ z6(>2b9X?k&+H;bexM23w;w0P+i#-8Vw@$wHx9JyNa8;h)x2!pN#~3)(-}96soHDCP zp3A6paPB>A>BA0T+F>L>=jrA3$3c>UmR3B>maaMB^JkSF=aCVerozOz3qjAHt45(qOI2CPwvy2&1TZK9W1SAdjT?|DZFIVFvHC`O8R^f9kU~K3x8pqr;Fe zyU#)3vK=8vuGT*LuB011I9$Dr6NyK(!G8R~16#@|HQya-*3S>t%DZ0eF}utN-qwq) z#4i0T{YL|qGN;+IUBkbS{0`)Zai9N?P~g4}JuO$LPmjk=BawDi#FOZ|_nZ9XE14=A zhG_58!@r153*4ZH7b&uSg2*7pk!$U=cA}0vB(;N8?}?Lc7~|~|eilnAhueA-A3yM< z|5^yBBcgDRmu8)Syf%-me!L&wRj%1acMD$Zk-;F1b#SBt41ewM^7Ufi6yiP?|0<5Rhu1hmG@6 z@&Pu#&Ob|5LiJVziQctP^x@9Rwzm(+2)wF|bA8GlcU>CRmaC<*J40t(h(f`3!`WIh z9TC>}bma^btvWh};hJW2g%GK#THDz*o%kI7>>3CqV0FK`KRR-(FcL&WEu^5+wN>1a z)MbZ02P%G#bk2v0%JEIo3JUP1hfje#h=^^2OPI1svgCnXaQ&9`jo>z_s`_@1> z%);N%0k?G6+XWjwqY@H`(o%XGSf*IgbS%244z?>CTrB9K)2lJVgMP-#)c#CNOtQ{z zU#4M>A|3$PCTV;R8){X-wQ?PMErEdS9nc7ncY#=hf$`*=^&;Tib4oUw#FG8{LS(%6 zeUWpWpF^7hSA$B3JW5n$!f%2;v+N*OrgI^;EjQWSTgORwv8>A8ger2{JbX3_{ikTJ ztO}?Vk~i_VIkbM;Eyom!FFHFvqaN3^T|z;U&HLI~6DPirW8*8Fob*tYiYyPw*$}4Q z@P}UKaT_e?RY%P5oS33_Ld-&#zcn;K0bDfDXR4$2tKcI$F7nG~B0l5Np+tcTz3-Dt z10qmcRyXgW(n)}e%PuZX3k|ctE&tj!81C(TVW#io^7uBNWyf2hvN&IWi5ypkue6Ts zqD%{MIiN{TU;oY9*557BX;;lPC&%vy4J|>>-T10UX~ECCO@}^yLiCcj1iWMIyE{9o ztORdy9*_vBL^0r0eWJXQ(q>^8r&{hvZQc{xS2Ml9#Mm`FoSrd#mHCx6hqM?M(MnyTYI+gyU8t&8~E!OOD$gf1Mr^jHBDH zPwoN+s@*p6Ar~KPwEcuNhLlNS9D>gveV(rVSp)o{>k!1@nbm`;g9`F6=u@2lKXD8A zk;5>h-ci!JW1)cYkVDJ>bGO%;;K3;O$uVmT4;J|+DhJnle2>*0ul;JJZAe_)BL_KAA6_EfI7b~n{RGZ3PN5Tj}X4us2~+}6tAPH-E0O6Te6 zNkK;!yuDhR-_LRYeN%fU=c7?5M5}w$qN(oDd4-t_NqS0xo@8`7-ZtVYckU2_$}k>4 z8U*H7<8_Ve4|YeDKoTc+GMQ-PlBOz;sP~Xiob} zIySw8Kn4S@db*S8KfzqbV6rjW?~nlH{y}lt1F*ljLzMse^fR1PaiGh};8I*)lc@Q# zX+~_4s#_jw-h$-JO+YM6>cS0VlZ3jpRQC;4PA*b=O#(PQ;ofTozbw*eA`=Y_VCyFb z+v6nopk#W)eFR7WqH9nK#<`Wi-+lY_Q%UCjil^DLj-9{1q~?>;(RkF<>d$ zOFQoTV5m!(<4L=v;!v>Q4o$f6E7!B(E`@N5wd6^U(c(nC6NZO=ey4S2x(aJroLm-P z;XgPF!6FS!P2)xYxlRNTAyE*ZsB&2Neevwd;B!Pd<=0H|qkM)@J$@i0gb;~1L?o;* zlE160Wb!+lqDFSz@VrVg7%b&F9y+Yo)LUOGXvPdXKob1q%yc`z%n>Vj0v#pd8dO0? zo8*NBYYtGCyhX}A83v8o>BYs=4!Tqci%)szgK-HOOoc9VdWphd#&PogwTqO4)7p8H z?K3sZEvn)Yy;-zN{44XhRCxv)eA(v;2fg*bX3;G&nE0ONSeSYob>BbI$80JRGF&+p zSH>Hs%)^%+)e?ziYD$`hbc|b6{vM;xVZDW5_J=ByDYExp#7=TK2vf;nVL=4g+`_^& z?WZ)BGqYaJaMWG*tGzt%d)mn(GEz)jeB$T(b9%WWS#~f_!%>WQ9%5qd{z!7;2Nl}o zL-=N_U)pUwaplQzb#pV{U6Gwzv8+v4U0qdDQetCdTo87gxc1|XXs`zxKxJXVQ;nzM zft!p(aC|08>@qg3f0I4rtR?4BzqxxbT-eXBDgK6Dxb4Bp%U=UM&x@R=D~8hKG(Wnl zL0|N*dzxDL$a5p$_8&q3m++4-cskPxhC15N3SFMVE|8sT@bfjzwVl`Rc-hj##_D|u z;+~jm}5{^#OMm9MNIUFC(sNpPZ$n zvm^b8^&taV`sXOV{<05C3(~*TXwyKH*Z3%Qho8m6ZkBRbwPy;c+)sg z^ZarLd*>lHq|Oh{N4*;FD@affz!XXQK8GpxenWAD<=`^?^{$CA0sXRVjMZ}cMG~!`^1G&h^EaZg8$RPQTL?GI7+>ZsqxRy; zpZ($0mw;N@_aPh=?R7Z%vs>E&-gTOmp`oGm7WorOWEX-Kb=0oy0)$b$K-^o<3AWeG zc6vc|4ZXcP`Fu8w0J9ka83%5sW2bS+hkbs>x)|GFJ+Khh^cUe-VN#pGnaf9HT$!u} zoDTprCg83Gd8a^m$;Od~_o~-eLw0^mSlaQD71YruBqOdVC~m}0on4OvEazUWK*Fq> z(|)-#$k2UpvU@I-m%!U&U$u^(qmw;*g+6pvdkL9CO->K`Vt46b^e-)?LwpaQSYMZi z;H>Yp>EbTzf2U;KY;fCv+~*y)>r}zzN=c`b2=J`9onz zJbv2u;2?rwT#^h63#)AYV^R$0`@b1g{u~+#2f?hCahX3vEP2Lm!-zdq?D+a1oDK`6 zKpQ^gtixY(lp|nNgj??6Q4v=M8ZQ}|D&DsCmvM0!WxY0NPq}c&rPJCfw3xq_nfVbx zDC5=#dlr3Hltze}fsjl|Nts)oS9olg+;_;d0^mTrashUM%#(S3-z%>cDg*mM<4&d> zmF;~N9uczvJstVBy2(#}vVF34WAXPTlvg+dwW4y`NS?R6)i{ZRP@Lv*d!1wIZn1gO zyi5AWk2+3#moJlOXlSIiJbLs+(&-vwV1AXu0~Mk=ex#S9p`g+Ua^MZnX zvxTT}@H$Jnd?pNd=O>z-%F64ye5p~)Ilul@Yn%^jF+2qKOYH(Rt0aG@u=!x~7Ed1hWDNkM51N@4Kw^VKls^m#qop;7I)2BrH9)PxiMd1l&LuczKl|NCXMq06&=J zT4rwbNZcN8v((4gWP5!3)U3nU!eZFhAluOt;Bu7zFU?OB)`h09ejXr{$+xQ(zZ2?8 z56uLPyar^x5ip5AUgP`%^gW&1m@|2ih^U6K# zj2v)ZBG)UOu{#z#n~0~E)q9S^vS$Rz&Ooi9^L)zb`ey3 z4`pee->Le>!iIG{XAvK5q2JF5ucO1XH1~!*d>3_f) zkyNB95zHn?_8iO}5AF@zUET|&M)^Y;P>;BS?zpV+y>BvZ;Ki=1en0ek_&vXqj;P%r zk_(+tR76EqIU;()cK5?gm5np$&?=3Gf*TX>*|TT9DdZfU(C*7|PJ{}s3B*qvDKV1S ze^(e*2oPLD;7`;0{2E0Q6E-kLJ%`C3_J$vuJ}GcbfCxxk?12IW@E}X`R=}fPaQ4G^ zb$53M%Ad}wR}9K+9IuL=_FA-G$sRAxv?YD7d(_n)gi zN;oHlc0+YmYs|s6vmKgSl)wYOVN7x-ee#i>kqU9){AtG_;ADCQY6f#NW&FGpiRgX( z6^DGDpuJ$3eHWpR=gFUb&z{QCE}$7^x|yZD@UTfyzqKaJMLTJh+do|&0|R4kTwM8Sn*Ca1Op_VB-$M6&)82x=OCJ-p@Em*NID!map6 zTePmJA`j0%G}YK2xSEBLLd|IT6M7^fb|E0Yai z{=(A#rZTUjck!W_+9;6&zJp9~{Zr!&;Y1v-xqSu-b_eWn=YVzpogLSzt%-1yKe$;Y zK8zjV*RN#hU4*m`D3`A}Oj!j)jimN4?X*56Ti1)W;B@VVykhJ6zhL=Xd{%+`2dfk7@3@l`nS`hJzbCDzVO&&;y^VuxMmB6`MCC?zMyS~})P;GT+L z=qP;JJ9lZ={w@+uT!~Q1eKU$JxX0!?5D2s);wCl_^?J)$bX@IgPm$lLFRBh|As+}a z5@an^Jgtm#oE6j?-@R4_1`~Q5>~SY4$M;!nn)Ai&vX=g>Q~T0{D6oJ#6y}kkgfufY zggMTKPD=9W7vUNi86h$$8|k>#AlL)VY}CkHX=o>w;Cq6H!|FybXW__War63b&%bxH zD`}c%oO{#1x+y`gEc0ct0%T~0-ZE$0mK6sEiZ4ie(c))NR<%z*qGqBChJekh-riN1 zV{#p${JbygS{LYSpV%lmYf=wNOBDbb+?0Ou$5@?kog8EP66Jv3wMg|TLO!h4k_&fJ zCckncFR@B+KhfYg6hms|-78tcJ=bQQnzQ)ZtjWL*fLe^DrVfgge^@d^%%tq@7s)$S zVXgmZ0l@bDQS$Z6mjbG&7hdMP)wZOt7HW7Fz48!%#U04gkfiP| zU2>2r1ctBaDHyWi8u3~-Ur0^QVlvPlSYE#T6A~77&G2!KRn11`qqtC(MGJoEg_RX$ zb4_9?DQO|A-rF;)JueRMUG95vwvgcC@V&mewX<_^*1*wt{ZI~soaI*rD*Wsv#Kq>V zxgL^{Wd5Bf%%lDflu#!SF7tVre~nk&_aPT{`|Nx1)Kt#hnujAcw#CCfA_80<|kA;$l<|vT=!MeVpk(+!ES};I>#R?f@xTtG4ZkV%X zOa!WzJ-bu`V=v2hyx)5~ovoeqaAS9pFp?qpV@l+*LEsV%@$iN4gSn-pzul&s+zUhc z@zd~F!{`#0B_8xWa#lCjZ)G^tK;zdc2^(aL=G8MB*T=O>o9#+BMnQs%Os#aP=fXwx z*oAj7F%(E$+TYkC7by*oKiF{dqEG-7?X5@qMV!K>ZumK;(PYe%7{&^Razn(Be}3$= z#;ocFn~&C00q$ak(ot8YQJ+~BPzT+7ny^s0T5-#9Y0zU+fD4sx_{CkGJzNPkj|1f;cjDdsb&}c+x5O$WgxL391CP5?>*V*XExhHSIVoZm|-kX$ushqP0@pY zZzun`)}6|UzCuk^JvOqL!_J=gHYpsS5{w71upSsTVAx=g>o|ew%d~W$U}+|49V{N2 zPEVRPru!kz0Wx@wMcme{Je&PdKiI?JpUaLRX#nMx?xbjzKE=#6 z_p<9O6H|D@me(f3+!WwHy!|$Y+}b zwZP`1qqPu1zWWuoMP9dFb}+eku~kyvAS{kYO(oA!Dg`Xc(Bu#`tEZw8GHV-rQ~M8S zo${G*q6uIHEHB4%t;8XX1XaTmh2%MVnaZV;AKapqZ2CXT$9kh1ZbW&omX@H;i!1N% z>btv_ZJ}B?czCIEmzRIwj_3TiDCxN*X;^j3>4zCZ^|masDd;hruJZjWYY8%3{~hpU zqfxiIwan%??6B_}W5ZCHjd>w<-$bLuBa{i_PfISrY_6?Kf&DSKpBnqx;$HM*(V9q! zr)n<0nEjaaL{UKj3*y^JL1ch%N=V=oWWJ|+we-ISU96p*UD(1INKwf=H*d>1eWzV% z^y?pO=953q)BSkfG|_<%9l$iR=CER#Y+l0jY%z#x;p~C5 zA~nCgy}gmj?9=PcWm0Gjp$^O+odkYBvNZu8GJUWjwJn}J4a z7kBXU>Uxg$9Sr*B+)0yT0rA_7`?kC_dlSS+yr)nS0d1zQ$2e+1&=}WB$P_YCjSt(> zgmFYIf0#ZYp`&G8DZTR)AkMYs#e7kW@F^M0B&#MK*Bz_U(-j?$UdQut`T0?bFv695 z_vxR2m7S0NC}s!U;TM(IcK7cy!K>1CbRzadS<;@=vSNkolAtNSLA0uo~V#OB+2EEPz8%%Fx=P8Vxsc^MCNt)&rZrH$>& z8y+?U^y~q=+~BsL2FEFU@y|Y`zm?BJ#%WKQ`)-Qa>}8WK30doxAX~ZW6E=Q!+6%R9VLK*u)!3To4u2e0jv1kS31<^6S~o z_(vtwwzjsKoZ zFFgDmh{wBpz!?%#KFIN$eoH}-1b*Gh-{=`rf3b({H?#E!(`V4*K>)&NHOD1r%2n!m zuas(f3Yhz6eg1t|pVmeXwk2J+E-bl@x%x_Y>0gL=z&B;4jmOHVw#U!QyJ>LIN)ltM z=Pv0BI)F$XRzGH-|E~v=y`THZQD@Y2+&lE7p)H=bnw#VA^%cXbZfBRvb44wZ{oqGy z-;Q~QsSrZxK`s@}+oZPz)0>#Wg&ibKeOk2&$|@JDbRZ4AUvm3;24Z7^9ca@q*xGT; zYqf@$*c{7AQSsYnEsR#S+_mp2Hc&#Xq0v=vc*XCe3PZF6R~uIg{-s-Yk}ng13=6_u zT3{g%vLCI|7_rt^LXMNZcV&C-ITg#|L9JQ$5giWD-@)zkjWc(W*6ISuMI_ko7DIj+ zFnget5y>YeC2b0LPF%PhF37$n!^p(Q$&^XD>!}#x=RV=Q!fetRH`g9zZziW^Tav2-tAa95p>!Km*?s+bfG zQB~&6i_P_mki`9ALho&}R{_LbUO%@Aw$v(aB&_mc6dt}oOg?2cbvq{Q+1s}^BijDi z*|uj}z}+8pl|@)4yeXh+*pOM8`?xeKH&@AW=B&{q1|~-_{lrPh+Z}Jh0tsqgF|RIE zH~~|a^p-O^BO_C_LM`|*x9zp^~`XwrD?yXpJe|o_6u3EAR`3{REHR2 z(J1CC0g(LA|G0#bZRj64BIIJVfaO@oZt&|LH_u1s_ip7a`6((MHE7dyCM3GMU&w*|}Cg2!X=Bq%Kj z0<i0i#`G8zC%wXgiqLzmMaS%_I@u2#9Gc(v%?{klyESjtj z=lg!h-eCCqc9%P4T3N846S-F$sh~B|)VDLK04*bMG>5T3$pnBqeo&+EbLoVM|NMCz z$b|4)FN0kz+`5}5*HtH5+tIK}MH~b~V|z0aVux42bx!899Y58dzL=-v>RK}Ml$I@) zfM`7d@=Z8Slb^b}P5`)w@}IMQc>RJsWDZR3ze$1;4sf+mFwi`Y+JShT8Wva!LzH2|?oOqaU=A^>h#b4ny?qcZXx=dL;MtelH&bZR5k&S@bL!XJNo!W=vfKQjz zFMhY3u{&Y^%XVv+QQIu3@^D=IQ8v#B-|FVg=r}5oQ3vMWf}b%O4B=?3%6cJJ`Ara0 z&n>;uNs9!Az3lOMhC;|;Im;r)7wV{^t@{8vJHqsm_3Uy*up~i}${pt^W-JWLCuFu{ zz-yv=xM1V)(46dxTvh39RaFg6RNwF4b84vG!&2pIK^x^O3k$!lw6_yuHi7?*V-An1 z*z$SOs;Am+hEWL|Cz*H<)g@yt zz6^@M_0u_FX$&NI#~QP{>UQ!o%N4K|Gf0jRVvKa(M)$dB_s1U|^X9u}onqI$#>lr! zBt7{?iia2LT3ua@l-!b((WS^iMlUQ1y!v0)W=@aUPQchiHgEhQyQ<1?+fZ9Oes&Qu zck+GqCp{vgqM8T2R-548br6o+1dI5KNTx#jRpT|8XdrnQhuoHa8uI-^TITV=o59qz zGkG1VT%@F>?n2T>#h?M|DsVJO34*)rv-e?^ioGUT*x9MJG*(KELS!43c;f{HLYO`v z^H|&0WmZ*Llflt^ulrX)WdQ}SEY~60a|Lf8DB?9lMnR|o+5BLw-wp$c{lWz#zkX|e zu(wy|@AVf0X>9Jh%KAt+Nei1#5bz4jf*0#aQnY^@eOZ~fj;aILIk5~ri1CJFK*)PvdvCuu6za1byRx2qtbT(!gMjf{XwPX*Y*CtAYnAhl`j^Dpp!lK zarUfiq(QvNdY_HY7p{&l%p zZJx?HudENEwXD`mJ{VHrEsYIp*sypcX6gKHW^CMygQIQAxpJiQu~)h6BfG%v=`9&D zQX=Kg7xrs1GBgW4T+7-vFI?UCWtS7s*^nLi+5i1EDk_BVhI?6!A6wx&_U+nYM2*Nx z`9DXrX3luw9`j-%cph}T4Kaxu*Yt8(K2~>Sede{#psBLtB5%i8oX9jrU%7OE_X!?a zR{L@K+0I-obv|y3rO=W_9$i6s?owiU1H5sVgKx$9B?zz>ZwR8waIu)pTO5U#^`pG; z#_PRY$_CrPMTLkb^nC&?KV5xcb(nmb4l1YpSJ zwkS5}<9|gn%SvS)t_4%KM1v9G9Q)OMjYGK4WlYrHO!yFNz%lK_!NGxmbhH8nL46S7 zfC#lgvhfNs#PNvf$g=JKrP?#TZn*$Gg$;d z(?CiJPIw`tqdtd7apsEx$^fF3*o}n6mySw(4F3gZFzl%i{DVTxVA58*mGuA(@2`49 z4f=T!<&3G-;mk}6ygFYqq#SRH9)aDGP1&;PN$9+9USxdB+407ZVrJ_Nkg~;b~C#^*O?@|l0 zE9QmqV}rR`w6dlbs@Xig<;?6!WuGn#G`^uZ-4=J#Ino@hP2Cgam|Cb4Ju$w_*fL|! zpE|1nyTe3T>ZNj^xIv+a`dsCpAcmz!fxERk1ibABoXQWH5ZR;|`K%F~YWih%P_qg2pxfe=RTH6T9Pb+OuNX&ve>oPtZj3sJCek zp$+6}dS$;Ku9dWxu;v^lF!!l!-8+0|D1A3C-$tZ7LPJf0<2HV7pEQfS1mp={M}+IM z_0lQh9=HNhLM%wN=h zC!9RHjqy96t~t)N|I>AY?YgaP_C&?yF0yq{cu1{A{r&4=+Ho+Odm#QO03mf#`EFnS z4JD<9#2>a74BjRcx?y0(dThvi@17>5b>Vo4cDAVyBSLflH#Yb++HglLRq`3UP&gTGJ@eqZN6NTb^EqFsQ;A`yfs{Kt$8Wz&g>2G6l`$7Aq8!C)B%ENG> z!>b}X)DQ9wIyx`bmNsz)70mZF?-cGsLk>PZ66#^1dLH#;Q{NY+i>nEb!(uoV?92M7 zozRS-q>=(nrxq<7S$BEE@NDc}@DT<~6hF?rS^hJ`uZ?#q;N@_3g-2oA(bwkPUL9LG zo5|M6?-P>6y~m3q4sR)(@Jwq?7+NeY-MMq;$F+f-C^D_S-_|EQgl&<}7i|{dK}a+o zcr0$Y*4>Aw*S-(4>*hr}nxO7#Kdt|C`U-cq+FF#pd1lN-COfy1&{jQqR@h32U6{l8 z*T-rl11>38$+oLwj&?uPr=*`{W8-<$J=i;wu#YSly63b0HB7+Ge7iL;$Hor-k@k-se*XG}4VpbR+2hLq!hTds2?Gk{->fcz zCspgp!&Tl_Q0#s)x9KC55jtgaXDB2zw0_t&?-}|NK`=R6b35e88VZ=4P9H7iN{j`K zST?|opW0@)nhTlFyHUOBGV4KkcoYpD#yo0ogKCea1yTOU<$Zckz4`!vdR$a+c-UH7 zyC8W4CDUSey3M~QqcjkSNM2!H2`#AA^c*0ZB%?T+7}<(?Y?^}Ed_#~lMd08F&zxag zya?|`);Bs6Z>;-%^0zHTAx(}JQ;wv7dT)00A2iWPIvz=ax1iu?CW(@kRqmrRccU%{ z)q#`TTY&D!t6DCXb%ve7S2Cr*+Ke=?)%d>qHt-ZmNq*$;T}Oxoq;v@!?bl!wK|)a> ze%L^x$0iesZ|TH(aA?p7!Pxwf8;Rxu0u`JI)=!=^Cz$w#!rY6xYN2(OTRoL;9&zhH z9+cwUyA;LP`@fT!5iZOFJ)fK8t0{LoZXP{s^4R`ygOx{nNK2pjbX(_n|Io+g zjm2#lg0C7P9J=BKj0i{gR19tsA>5^~(i_ulmVaZsTO!eSS>cf5+# zRKe3whtU9M3y8+Oq9jVcp3^Atphnh^t@r=G9>Dx2zhm!xE+aHc>Nb8(50zOpUMxD+ z6Me8PPOvVFw*Bo|Z>cTXD^XKK?s00P9Yn-2byM`!0x6Kai7T@fH~X&Q3rW&r1rk$a zZZht?CSfKoLtzQ{vw7MhOG?+z{*XH$07L@hp|c@O9DWSa82!QlSVz@?=?yw*N}es& zu9JdDtgCxx2m}GHfXzda>k&L8!nQk)fiC5Mm1kFe4RvzRdmlN7F@8Iut@Mbp6p|5P zhY_CgVu%7R9|^@p!j2&oJYTZbvV$?FW>anCm~`3$&mXCS0i3HD!kQhn<}|!#hsIvi zo1!o#Z5t(eeC`|aCpgOImtBys3{Xz_!McG6TPJzc>Spq|Ux6GKiRy(7@V3fLMGFf~ zus6Pd=Li`of#57?gv8 zoZVp`2_y@8YkT{_WOF1UoDwDahD4DS9&}2}svdv3dCM{D>#G5AE-@NJS6(Fm%L9OO zU!q=0*f9mu&_30z-UfXRrrl4%TUz5ZJg>v_y@%gr*XCnp zZ9{&QZ=5MJOo%PH5~bw%Vr!MmW7`B35_T`2qN6?QE_sdB8L~5ANucobI>bM)TSQ?t z&u^uMA@Etz|Lj?g&*ID4&J={X6|vqN*Ur9|cT^@RloNlueel6s8u|o`0`FQ5`tYk@ z&oi!Fvi&E6zuXxYYrbF$F-RxN-(w-_0@R6Qf4j#-GAakj$1|TvAvU@Ekq|5x zSSVz2gNXLOb;Is!?}Isyp9ckvLxa;dYIT`spnj|Z!HoM(LM<)|A)G>@qgyIht0up! z;h+GN*xLmmEhxPpWs$7uBTZnvIr{nW#JC9WPrkgl2UA3Nyx}o+^>yN|@?P4Gp~}l@pfBFsi`bHnGWn|7X`|6oPsH8VHq* z#G1~|55$vh>IYVkqiYNeIZo9FOAi*k#29#t*q3zMArMm z#EwW(`;5JoV`%G`NbsS=j2$>!1e&xeP)s;1&Rtt`fXv_rKu|AXWM6oI8-pooQhCYh zfe@{g5IsBLl1*LMewi(HxO@jK&ySmfZ4>!8lNaKQns#~ADRv$-p&mof_y_tjg+}6C^6jqd_;O92+w)*wJz4N2YOHD{f#t zVQK>RRX11HgDuv9KMofTOo`6i)0w-Yj;VvNVVCIZM;RZ`q#gXZvF7XRj)X*HubCI; z=3->Xgz(vKPkJfE*h$$58GEWzQqx3^j!M;4Q@Y;wA}}-WPxFX)0bBuZB>s=y1JW}-Um}xh$LTV~P1bKM*${5*3y(8GyFS-hjJwV%(|eQbbu_uM!{B|9 zg4A*JEVHC~ULrf8f8}XC9#-s5@`jS9VlzG$c3fAzBXa~6mV*?txi|s1ZtmWYKET^m z>rcjF{#5h%@dbGXocvRq(D(1vq;#VbjhG{W_JJ3?DAy^i44dRq+48& zX@OxWuX@J-3@nmT$3|47OQj^>vsDJ%v12b+$h#Ka8{e~n#2i$trYzvm1)XK>%Z@Xy#QjSS=sgf^%< zZUnF444s;tH3y&11sNYkPzhd-?g<0R)eKm09B+bD_}QN>#}$jqq2=Ysz-uxR5*QGG zMDru&Efb{OP1NeAIht&!Hes$8GPI}9oT?=XVL8usC|Ou!u54Zp#Ckp2`8AGPy%|o$ z!`~hkL3IeS&$(Z8T!N$8`WUy^3C;y zKOSX(S2Yq`r~6d8b@7V5N2Eq}$%65XS8muk*-4i=din}-?j3hmQx{fsexW_-si-mN z(9Au_rX}P~Pm25Xv97*8aA>-_{C)N?IAADgXH4!ErKe+qUUOYi2b_NNsQ*XUdq88| z|Ka1eSrk!L%4|pB36(vH(jG?EO`4REy{SaXXlNj!G_0FS_Da$cDsI`5?A`6o{$1~$ z@%{bJ`JeN1p3`%lo-#h4_xm-j*Y&!ty*qXcbCX>o&#*5CEe<`fi^a&e)aqCFIiDG? z75#4BCCcSezKPN+6kJDF3dH?kY$DN1D!zWM>#SR5=#qQ3h?9acGJ4F`l@bp8d$PM` z$F5~TR&F(`q@{Z|{p)6VYRA)oqJ>AK=*I5Ut<1zsBX{ep!TizOTAdu*o1vc#?7rmr zPZX{jFi1Om$0*;QDP8oLv1$jL!Alay-0uO)d)PWI+*_rg#Rpni=C!Q~LZ*rQq{Q8gQ z-f~{L0nl^b>~%&N9zuE4s`8-V;EwU~D+O^jpGe6HoI6#%zKbKm!bt#A{ ze(~`*xq>oAlBh3f>BR=@+9eO)-MEH;kD1USuix<@dK(|SQ?z1Pl{EP{Zf{{a(^u_K zzn#sotUj5_1c9rD(XH`=#kNw%l3br~T+8Y$F&NY8=y<9e9%8>&UAfBZzT|xQp5HMW zBf*w03@=}^^0yeQ)i8$$NrcE(vukQvnjog-mNDCtl9Cb%3O;t!!?+$~ut#=>?!0`d zeDl`LUenuaLwD@i1J}!-zB`pCu!($+Di++>s4AK38ZEdzbDzXxGmCB8wmjN%_iD0? zvHbe-v90VoukW|)nb^8+KI`J|S@FTw+$loM%6s{@^MAAXi|v^k?x5Myf8{t8AHHxq z=GN+Ks$t}3Zuz!$J@jmgUz|v@oePBE^OT3sw_4=A&zE2w0| z2K7d^S=BFDEV*;>a^B$9W&2O5uMU-7ym*OJsPsb43;Ha#{;0a1$_c%C^)<+ntjh80 z*3Q52c=rKcwauH2ndTT-}zJK%Ws3=dd4R9dR5+Ze9b?%WBeuHIic(XZ@DxpVIxlvY{K{+>PYw>R~+Y=JC` zn1ua@jT)nlq?n}}>0418w=7RTzgd8_(Cd7TLC~>@yjpR(^CAQ5V_6E3L4i^-$I1q_ zvwoUlPJ6tv5l;-PiI1|x*!qQy zAX2U1p;NS!saE@tlKyBpwlIWfD_r{4%uV_%~JQ`9YKHj)V! zSO4ic{nC2>gH0j}Etwn?$fIcJJ};{b8!R>yuVB~KI-!?W# ze`jmEMP9xpBP}iJHGTS@XHjMB!uuuei#yQ7DC zy5en9ZPSz`nRQzY=(q2iSKp>xTkBX~di&Dm3#F8u*R7m`0t!1`vDNsRT-HpmELwZo z5lb>{pjj;IJ^sh{iRh=-P;kk$SKl}>@3q$A`%MSvg*I}>l=g8gjx7v~%4KepAdASvOb%n108m%9wBRvAPB#$aKh)P~+66!agnkY@ zhwrA?IUYW&*r3{A-PbdcyYWJ40A!u$Y{`xkX@+J?p{s`MwHIq>xH0-8~XaZk=?y;r6Ta*Q5mp<~#rM1~83za4yn1sYv&V!?)+%!r?sZ|Mf zX-2RfTednSNM*Sjs8uk)+cu)I`Vb%CB+X1M>gI-O6*z@TSEExRiIy#07PVjK95Rx?y2+{Bpwc$Ig0Ltly}8@^R{v zgAVH}7ngGTv!@vGEb9F zdweCMZst^TaYKQ)olwEh_MS;g`q<+}`2!^i^LO`hPO09YuxJ;`O>+NrmvbP9`p?_I zzZ8eJ9Vpy?&%Da?Yx<%i z-6p4F)gGoYiV9kK_iecwV!!eFO4y=tD`jPgS8T5d2niY1Hq-Y!a+jX@(QjyV{pe~9>d&;13T<$$Mid}MIP2cM^EHjZ`904u=AGX@$y5hX zWa)?7a{A`x=JDz3`=KR4s5c3gdhzRg)wTE{?sRF=5*RlDPpOKu$60T8BGf7Gt|L4(M| zj9uEk0l$z-aq{d=`$PwuEOiv0SUX)<`${rYo{JUJ)#caO-$}7VN_rNY+7Tf6)=!+L zVf{av<@kd3XT_^TWzID9P45%fKEKfVVY}9Omlf=?Pv|n8O53vbT#D*VEb5K-(#c2E zuIhB4TdULQ+_F~^yPf6?0*`0$DI8O>WL9S!{Czj%Qar{4!1*d^wc;^61Gn6;_<#RV zdQ1M;#(>{BCL!P3ei`-wWiYH2q;>T4%nZ$5X^BTtdT_vUaOqzg+eeJuPCMIm@!-DgTmeGWk*Y!%KW{IN|je-!fcTYpSFr{a}tJ>H{;g6-) zpCC~4_P)u58wL4Ic@gfMmI?cH4ZZzLo~9>{->LH)HBB|*F_uwFF|0DoFY@WIVRj7u z2(-%TJ8jWQuecF%DPmJsX!YlYP{|u8L%2{oLUqnQyKK-Azn0n#)WmJ$llOAzwb}ss z4_AzGv+8~Noy`s#fwA;4J+Wm4=aks=OsLhl#Z-3OsX2E3-9y?`%D3g0KoY_(<|1qX zWBn$e{4=)OkaHX_1_zg&QJxa~xEIbJ0EB4X1+i;GeKj;!uja&DIS9J6<8BKY8da-n zYq>Cw8Xhj~+n8p2$az!fMvHM3ap5H$f&y~1C)?1&g>cp|l+JL5Bj+Ez(z&uChI32@gK^woHo+o`Ab87!8J zsh~4%4qn#FvA*3|moMqZ`@aW_5W78#lWs;oBuabHK4Sd%bg+Ha&o8}vsfXtd#~iZL zNZLA`TNIaGV6aR{ruH_&oLXcgE$a9Es7(zfk11Id?$ySDYeRF+o>7)wA-@aa<+$DOvCq!>!Cv z)p*11MtXX-srJz)O}Fc^zSccj!!EmsH(xkc{b!HwL8`_*(=IE~giF)$2j-VZ|7KnA znR#U8I=`1|B?kJ={4Zv1W7A2v^;Ga>RIs`4S(8*l|HFwwlTq~T4Ev+9n#NU(X4-?7 z8flX$2bDo8FvLuDdI1H*w|w`ZaoiWtOn_n* zQf=Ykys_)o4y$N{wpa0M3v5RqsBco)0)YaX(I0Ba__PrPg_=CSHz$u@)!XgzDVH&=^ zwX!Eg{+^`g%06=ms)hT$6`vxHi!NnrI%9vs>F8W6e>JIpD`d`+&6ymt){Dt#1 zX9wz*uLJ6ZyGVbV$CkxQzGHh*@l@Y(dxWa*OBOp0^cvC?z#ztElht5>=Z=sF zWA$u=7;3B!HMIA>=<~Hma%Q+}9?v?#jLbCEZ(U{+o4GqEBeN?15r5@UcJW_Yj*{m~ zw(afz{EuxEd15Ofym|Jeoml%={4FDnTJ15|WIWG2tKs2Pqpeu*4A?+YCKR?~&$}eLHZsx_W`IT6D6XoIK;l#TZ*>;WE_}8YBA4^&aC3LPA zd5MLUA1y7yFv!Ja;lVElt$7#d0)_%L!wNTJlA(tk!gZf+$K1voG*Y{O?VydKXxqqx zeZwtBRo@Raxcq zB(9*S)ql4rgT>$U)MFOxfd43Qx|$%x7=LS720gCZ)_}##sCe1Va3*BV<6e+Pb62a zeEmR`{l9{apNDFhwPoT<)AfgU2BYQ~JKUW7%9d+uZLw-}tnKBCamM|F5rNOC8*m9Zs=FOWEa&vbw&A)xK zxpq57m6GzX$YhIuT)Gp%3)b{Zxo?W8l#i*LF~6(PQPF&9q+_ymkBawhp*P2ldo8!& zxfc?mw|@4~KX1G2e1S*u3-9L#of-;DQojnCoQ?J3tDBniQk~OT(U$T;gULsmR?C{Y zP1~7LGPp0H(OJDkf-NzyqH43WJNW7(EA;dP)||SCvB<<9gu)mAsnmgeTL!9jaC z6}-a0ka70Eo{j$+cdh8d`%M5K+dfCmm#Wf!?R<{k5OvEx3x!+5|QOS_5J z{?t$;@`@ULI^HPh8Td4D#g zO-G-nbiY+w!ckrMB{S-+aAEuaX583`16|`>p~+5x?O+wq=i0~BTTeVsfLH@|+>j0_ zluH5sE1xbYWN9U@+-WamHIH5U*OR$ix@2>H>-)acqP(W}xm4;p^HdjejciR6@>$Jv zBEK}{6Q$}sAB+*9S@?SQCKKu zHUG|^VsverimEC?oy(!=v{gG7lmCG7*-H9QcemD#9Xm?$rtpr#6m1i}EL)_qYjv-f z4~O=!N1REDSq3fdF>P;-ZTpd=@Yl9|hKaR>CRL11CQX3z7G2Y~Hl9K3#O+t3E+GR= zv=_*>=izJmBI}4%mZ^1?TiGc^DF{#jx(Epi(>;2WbuJulTUzvg2{Q7KOzQh9IR+L^ zwRu0+3pz!;NftaC75cV_HE*;}CXK$8=G~>I9%RFGzJD-d-2Cdf+cutU!hBw;vtI72 zi!#&suZbkZET-<)zHmxp(B10!H!DR^!Ogjji&#{liiFk`5~;c23haN+9yUKfZCe28 zptqksy}>qwQdtUAF@HnfDe}e*;yKCe%fsb>J-OD-om@h)CPeXL+)jhKawnn8b0a%I z%2*1bVfV*`g@rrXN-t!5J3~})p*SuY>A7m>D?nohuzNH*dX8)i!`)ci22g>e-^6hu zcF5?hC3bjP>3hl|%Gyg{Ab!Bql>3jjA)lb2($^1oILbG5UQ{0_?%&0<=<*z_lKIeg zwdm*9O+tQkno-KOwWGx}}~ z@HGB&vb!OEv*tuBQX?tWkEzZ@d z)Eh)9sxsEs>O{RNvh4fZeKW;qO|AEwZB?M|s^JuOOXk=Qr6W(8isQ2W$qGEm|JAf6 zhZ?h%iYAyao$qm2FcWjC26LZ{G13q8EKj1`uJb*0AYVVLqN&PR;xTi!G;zH0?CY5^ z6=Ai7W?73T66E3wy>vuVGcfQSf&o` zP*G7K?uNuP3L{N)H^h|n(Z2X_2qsuVBt&G>iK|t1-DLDhEc+~(LgM1#72@6>yDIv@ za;SfPauKC1SaVwHnXb*-(X(k%-^flW)JO8~{76oVc?w$hnG;XiSB z7VEiAu>PcIVU+{0SL#&L1O14^tSmtYUcn#dR&Nd@3+_WUgHrHDT-{3mEIm#N&F)HK z2)a9vA*2-)`1Lx5JudIWQa(izN*NgTXgS=j!OVb`i6w6>haI&OFY|E_iqDHdH-8Pj zVhtwWuxuk@s53b?5~48rARZmWRU68ZFe6m(`gN+fYht);kwrXp5C~i3wQIyVwqW9C zjAaD1&`XfA|HzTcAjEy^b65ui&wDWUJP@yuoE%L|6d)JoafH>0V9xkkn$y5c}dA^II7D%oHeKRsLXP@bSmvj8vANnZff&SYP!@g{N&T$8MtP{o|F#>u?0^C zQif#~6|d(A?Cjg09~T#y)*wPHHA~}tGn(7nb->H%Q>ol#7J{E9Y-}c@6T%?v{9OHn#9&~?3yq#1H+-$X?nEtLyphHU&JqzDArb~GnZqF zo7GE>6tjvxkZJP)yJ(BouP1#b?(W%CmNs;#=y_R)OgBs0_wPr2hD+yBAW6n|rlsJU z9q(fl=CyX)_4JOyRo2gSVEKH2yXp3cgAys=KNtM^yeqk@_UqTR8bznStga2ae3Mjv z(1?WjFJ@P(K<=Crh!)!jTcJN&v@lr5#IqDa^HO z2IO=qw?@arK$x(pBL9B-BW#N{zC5dY_Us1C>Oi)(kora_rjY$5S~!Hpw=~ujtHMC~ znOg@@98m&5Jt8LD&Zz}5S(ac`ZE!E$QEyYk{Q8@ly0Q&I{AbbL;1u*+L_G0u72jKQXC?Os@_9LKa0SWCq5@05lr(5Kk zi|wC>wM}F5b}FdKh#LB1?t09U*p)kBIjep0S82K6Hr0^yuLW-FY1HsWXc$&X1ce0Tq-7rs2ZEY(Pc zNWB2@G@!RO6|usOrdg0;`SQ%&3cA^SbZ^$k448#{R+`1BOjlYOrgv3BQyf(cMo&71 zhJv^t)vzt3Q~kwSf5XUP*|I*RV58xWx!;yi9zJ^H<)eAy&}2(1xCm?IzvkDEbDFMt z_rNW&$(p`ZD6&m8Bl)oZMccv})wd}^l9&3K!s?|*()v=)I;OtRn8=EHa|$(Olg!^4 zw`Tu;=BAg#m^vv_3TcCRqhqz_U+iDoW-I6wB~E|t=b3pVt!+T2yI*7P(?*(+f@M#G zmriYqgoH)5?-#Nii|-ljsiNjQY(*nks9B!cns~K7ykuLp5OYWlOVk8fN6mq0Cm>z` zi^0T|Sj2OF{n5<(xUe7rT_|#+0xBAL9zXMukvPt?Ou6mu$+!_Omfi&2;9*F75RqK6 z;F#gka}ab{3#U(ycx@;l31j#DaK&SIF~f?(vM-HBs{ot8sps=5)WWb|KK+)wbg?!2;@Bx4 z?JYv+ z@B#8@7=BT|gYxxj>!5e*lsI4%C{#avH#C*mIG|BAvU&a~c@gu3@4#)_VG>SC2ICz1 ziRbO86(Q%rf*|`7uAd$xv5yb6MxZo@TAaw>9%zjK-5i1A8>D8~NHLByjAhc~rCN-n z{QO47%Y*gB#d~A71nLI!<`%hk{rEw6#mOD3cAj%JT(oFW#U-9)1$n#@s%{H|dBt=9 z^=&lIX%jqG1TO{N1xqI`$R7XkdEucJb@P?N>O@ob~;C z!Zu(3ct|*4jH@Z1=iAPYDL=+l^A{}8)z`1cSV$?J>`i%+lEOwIFLs~i%!}_= z{Dn7|Uc@>BKlJE1y;SX=as;roe@@!<8;4P%a&MVIFKV7chuA1N9pS14uRsJ86%Cbu zOC0hO1$NLxXZq>ih4HB$Fml`C(#=PaL=TG5Nd-0$hr2ZAw%%uH!$glrWTk60!MYt4 zTRT(jyd-g1!TBP06kX{7Bcn?k3xwFuq|Ks*)`PSIE~GgN=)n=Jg%$x*%Pf~{=LgTq zt+2JZc_3PI&6*0E=c`uX=LYGVLII;j)aK1qC-v2fsQUW)cAt`jczGd3-5mRNB0K&N zY_s9@WijNB{E?pBJaj0m;WrA;2q&Ng>BXA&#I|n`y3%*{#=9Srjh`kahWbO3k3su< zAtgc{<8(rEgj#Jt%bpCvmxt|h0`xb?Kmzh3c0NasN{f56u@pewE(f&{Li7blz=0*k z?C};nW?dIJpW;8+^Eh%P7s822?zvUiutm4TU@$;F`lH$9735#jsGg5c3i%NH_~YCZ z3Gj~b%>k^?BBbCk?oZxA?4=!c7PQ&8ecM<@4a-_vM8zcE>tv*>#Fw#X3*1|DYK?#M zr{L5_-3v$8pWPw5Xi}x(0n_~mHOq8DY34|LL##p8t|Z=`BIRwj;vYZeO|HERP>Fn; z%8>t;ou_NC;Z$$RE;&V==byw9YtLsG*hPNny_&Kur7g{Mt?_ODn zMeT1EaQ#3AojSB`vef_*9i$DLti4?R6nVFG61-PvfLNmzV|!KMPqU&QnRVPB`4) zg;T6R{FA@Co5(sMiBpK437WFkXmU{rWco~;tIZ|b``F8cV{>JPjg7pBJiL4(GEru1 z2dIDnSfTi#XyHPZZzx7iYtSBLja1>v4nsnb2XwC-w*k@WWs>P>Y2`Q99fEX&TBYlj zFdS~&1GhrV=E95TW`=OPJv}|612sXs#S#ipA(b&o)v~mV>#c``bFJXGt1Z@o7RVJ) zD8M?#^ID-S@j+%s6OuP4$Fv`VX;|ipxvZSY(+le*ZX67R;t>YTUyKw}AnBT#nGvHYFyT57r!ggsrP`ggwPp1x4xeZH7eoS$xy(8cc~3Po6YW*IZGXH=S3UrhMDuLo=2^mv+8`M$5Z=HQd+ zGH1$6brt(N`X-kCuW((L^gVOR#-O6<9b4vL1;hN1_{G`=>jvSp@Vrq4Qy}oe83h@G z;=P7u59kGa1(rJ~wEG#=%LI%T3AJ)tdUgsL|K5yX2J)qrmzT=IL~SRZ(jHcbmw#Xs zK^^DNK6Ow5>fhDK`ABhG(?nN3IO0rnopAcu z8{i1kMn0t*DWDBWm86i2li0q4kDcgLf#kxrcr^i}AS-B5bz0W+#eC=s4>AkTP~`Z{ zs8A%8l(JgK80Ca_&FD3xl%U?-Z(`ETU2)>rF=8YFIx2}i-z>=B1Eo7_vzmw zYuBwSofzxNJXIrI8yO2C2=D_+j4hziB+2qgr5vtJjiYny9#Vl>EoUm?AmoL zK7NQh&MeI+zUnv>KG`V90P3%@O{aUjykWQ^B`3F!Nq2+pUf%=*eWmrQi(Hmnrm{ky zVp0N*29My%EC2=ri?ni7Tm|Cpe*O2FqXyhmp~{0*L1L3THv6Y)xMe(ZD3Y>M{m*i; z{l#GQ@TV>xYNyoqh~KF#DEc&5?4|5vlsq?SntyQSkVbLbft0^5os41>(;uCHpj%X&BXO)X2t0C|eHZSf2DVxv52))c#saFYXvg#WZc z_0+2@C{SB9yf_`*k!|1H%T1a4xw*I$GSh5m57)%|EJmS+<$|R*U6<6PRea<64HyW4 zzvRh*2L*ZW8wcDXn87yl+5lV98x7=a4HttHKNd7I6Ls%i82RfU(a;W{I&Pi*x%oHZ zKw6(UBBbZo&vsy-L}zAm(FhM&@iBRJ>|FpYhGdmXYfg6624eR$!={4Q_|6$Lc4%Gp z7I&S+S(u%f0z}S%w~GBrcB`ye=S$HnZ74m&BQ{tTh=|Oz)hXUPjG5#{oA!eJn7n-hHQyn-Wub;>XXQWQl<6iatC3VN!99lpla6I&g&F zR#pbRJ9cn6l)5PtxSA#QiaZ|j=~C4i>S{wZqfZBA$$$BNu3z@ed4{e z5DWwOTVzyJ5bPp6XVO%GV_sdli4(_4qrn2eP> zA(`h~Io2L5@f|Ggyt?C=CdBK0C%vAy%NQ+uB6Al~lIc!++uPgkK)i&MvnZNu5PV5- zjBN&MEI}SRMD%;}<6?|^`^CT{#lC!sW!bmV&1!1PNtkXg3$CfF`{|_ytPSfJko!#k z?mN!(k>b{T73bq(?FSctgu2UlK5g(UW{~KODY+CSmcCb!X^O5^JyEOR> zT6m%D3%5r`rV$MVUThVncH{lsDYH4B8=?m1jQUyo`*pUS_$U(JPR%7Mr%2`CI0E&Z z=Lh9p9f9rGZ}kc=+O;h^4`?FPqgV*)*_zG6c_C%Vu;WbJVE<}PEo0%0g|ojNYhsX~ z%@_ezqQ>}oDB2mA&r%flukaK`O6N%sRV9+q)B7~B=$><~lbfjM0t_VbJ5&=0Z%&2&SpJ=I^>cMqB3&|l3Skok8X^}bg~&61dv+WP zY>V2G88K>}f9dGxAOZw{Peia;fX<&E?u1A;yNjAXT^I}Tq)XSB>ff{+`nC|AK|UB0 z?dqS6xp!}XTWRvciRacsErnVR%%7m5M^xZt5(z+vDRM(Oo`AZobP`PW-ctzzUb-Ck z>J_04qoRk5jk|hZrmp$by>NcMLq9tOYqgek%QxFE-)NC{vA_QeEy4!2si!+X)y=~`mH+N6j31nH>Y(>m8}3xB#^vk^bQ^#9;_CXF#713kddN! z50ZSo_LFHGb45B|vY9b4R-N@%vSsX}Hg(;in)z8!6OKmY->Ti2rEF-FSM+&n(RsA_ z44;J}vseT8livae!HRr{9yGn@&Is?>Rcg9{uP-GsRj{`g`=l7`?~`L6k3mk!v<3o?T+_zla^*G zWM1$)ivbV94bUQ<$*jxv%3#%yGOLxg{lM~D_x$f6@S8h8&vM?G7GyY`u@TV6;uDS> z5J1B=%}UAyJ3AS_i4WAHaLCxPckj6846yL&p}ASPKYHL*aqveNyi|Fj49oMxYocKE zy$sRchqBW!fLJ@feGC6Rl}`aa*4EaFSCGg68tRnNKG>-A+5mLc%}c08bd!f28l{Bn zRP0=g)HcJb!YoH$i-aD6BjbaP!*UsG)U8{IFJ1_A^Q>pql4yYf5Nes_o~T1Jp-e*{ zYfwPm5Rp-AwiKuHqtt-*)=}IEVpxM^ERbJ1yqfH@$+SyrXtl1_?4Xm1`(SLv6l#5O z*sg0_1w9$93aNvURs?k`_L8H4hYz?26PU*$FCVq9AhVgV$GE{JS+;_2!o{utHmxn5 zL0wt+su(8}OTW3jO&AZA-P&NL7T%0SOgx!G>iPoZEJL<3I~QNoTY-+S`r9|IwJte( z_v{%M8+-7HLW7W$hsPEnIm@eH`tG=X5wEokA)nMc8!Zb$P+1Y}Cl>Yi5Z3L5ypO+K zHd-YQ7UtoGNRytk6P^ZiW^FCKH9gms+3mPx(#1E4S(`Wae(1=$?tk``6u*j4R{uGE ziPqZda*_{QxwgK`lM6CV+nYPuF&JbG2IObnF9tzQ6QVD;t4#CvO??ro?`V-~-P5>< zJ=LYPEZ6LZBeJpzzB`gjfxpcC+Be63K)}^KY@x`6CUt0P9`Ev!;+gNQ)wRt*ifGZk}f#=Np!xcD~*IsY%Rvf4@QY3b3X^yn`0d^a9Sb$xw^v85*m0l}%Wqr$J>tao_N_vCL-D#jRnFED^= z$Zi0L!Bmt3JxZN#k(&G&2r0}=x|(AeLril~H!7f!kws#o7}55@T|#4S+L=;i+PNt$z-)wCFk8?S{}tz%{o_e%0^T{>UqdS* z)Xqb7y7?u*M$2K_6O0Dg3bbjDw!nEV@e&x1!u`$)pdV(D86bPL!5%3P4$zoV z{%O46j>P8oX9DFi_U`T55`c-06Qjrb>oeJq<#C)mx)XxY?EA*WM@J`%zC43!He5_~ zKZKpDH0PGT1C^LJZ#)?NA;1e1aio02vC_T15&(Mwa1kgFQBbk|$Cf$Ct3 z|EwBvcIL?{aqu&-&?-n^PjHnGrqRZ)7|@hJ9>zD8fyi_7_U-&vq1ml|`P63r2nkKX1qHl;>Ae(8 z8=ah-h!RzcFVliv%;Qyd$y9XNG7F}`3gRe<&rmnyxsh6wDnh9{n%zk56-CRrOd&@~mg3g@)y<(}?MVexKSl`2|fg&*0SqAZq%@8qGlD zY-SNtz2NuvD<)9yk4(2iQ|vMR?c~VEO;zv@rB+Px^bx&*;-BPYk|E#k`d-5ndH+(@ z0syb+!uidP9UQXoHNf24tNm4wWfycgm!dSuj(6Yg(wAwPhJ&n)T!y9AK>kTzRS+#1 zZca`kk?Gq%5VwxlEl#Xp3;b>#@(YG9;4jZ~d_60m_$Dv{RCZ{&3VD&`ntscTQfg~` z(Y}O)?4SWz0+EZ1uu&)ybq=6ykQNC9_QbH;bicd%6bf)rTEQqc1s(xss@Y1euOuzq zADkE)l2#~L2-by~lF|mSm%~d{7<%UZ<6DYB&*;0O3BVbU?(mys4)-%N`5~L554r#b z`4$mSg7~fOK#FPj=OFa~69OXfwreZUfSj&4?_mP)W0pzWfQYLCzL#b?z<*tc;q}>c z$1W)JPx(Ez`~V;#A|{NrLgL0j+Fc59MTORS_!V`(9v}h)*7+K1WSh=64m)_j^z>O%rd;vn zB#Wm}++S>&Lzb_N^NQGe-q>-NeC5p{wse?q0qIx77>X$9k^wlxWqKmh`vT{Qmmswc z!@{B+;kSY)g3>3pcASfhyb}Qa!r_ML=l^m6u2za)0lYw=5Zem${4A6>-|?<3KEE@5 zsu@J6R;`gfOB$YHD{Tk&5ZcujL!Cqz9M~V;kK^c%o$!1HZ|HQKGsaLPTyziYt-USG zJ%#Nv*5b)p+HjhK?*gEanlnB7NY_xFNq}zIqb&lUjT3Q-UN%D*{1agpk zb6Vi68qzla_#Y#8q4Sa+9QW>F=;c=As`=AltqM`)X>wj<=|6*ge3w527b1jHnO_TUeV)G&&`cZ5Y)Wq_>lP<-d&Z7JVut%Ywfdnmum4X382OK@N0S&{_ zguH9-SBFWUb0nlZqkhsep5Fw^|36)&wvA>84k9g}zwCOOC0UML|>EHxL&W7jSRiw!jC6=e~Ye{jHDEN+@W7MJ`HjA=;>f1npO+AG^b zEZ0yj-OpwlumW7}UMPn43>u5TI#;NwHg+gXwDJ=RE|j(kaN0{X&wbX~2dLq~w=;VB z`oVp7zMUDjBgvka%|OAN)vL^%NQXiMWJuxD%+}oO7Ow@UH^n2+)!N_~*MlX1QA+0V z4?@IJk`(lXx6tJ-S9SZyC>m=up#dU9#Q{4XAzboTsJ7I^-Q7an7E$t@-5fXrpm9>1 zzGp=%+EP+AQA(iaD45@r+ye_3s7n!EDBxP$C%O&l7z~AlNPi2P_M^YLYc4!HeMhy+ z`7aFhqT4fn{yaf*j*X2GNBkgmV&W`qXwJ!#)f%eUD_-J$j`Lbg{t=z~pVlOnIMIUN zZ=Nsox+Q=%Z1~amy1gQ|8!f?>!@fB}wPLI4bRJ#E*R{~FVfT@NJTH~8^X|} zq;ubRAD{8lNLgxjLxTIN)2d;cs`>#pE!OTq>%-}a+a?lfwT+D zg)o-ku}nP;KP(k{K`UzxX{xcea+1@t6(HJ4TF9M5hvzo%9Ws9k>~mJ|o*P z`RAex!yXJv&}a73p^4|aDBgE`DcY686@NTOiEAHxdT(2Lagi{ruF|!owyur{QfoQf zvHJSt09zh5@};Hol(4w90+cBfs1yoDAqxm3JSET)wUP@LEi=X0{=|tBCG@^sdU~9w zg5b?@F(9ZK+5$i+u+W(HJ3r4HgbPxHpg{Lr-U?SukY|ZNhQ%0cKdS}%ub>@5HA?`{ z0|(lj3kOMzgTE>WPrQWLf)NRrv%w%>)pv;^MxjK#M5qycnPfI*lJAz59-fZVg|^A$ z#i?tpVo`7ybpmgPjY1wqgneb(ql=rd@UBBzYl=MZ$>KQY7mWk;kS3E+EW#=bt%{Ce zG?rHdKy|3kbCnqcZAhDkWzDKp*f(TF4S;UZs9)zymZ=k{SoEn;-WJ5&wX(A8UTkxN zcukE-vFxe>ocA(rO7fpJ&h~$7gZoDE zw=^HUeDM5Wh2@0J=vXJ6-Z)@J0n`bd=Zk#89&VJD ze#ICso@p#50}*FbwH;3Ax(HhtBsPy9*YsJ79&NuOB&Doe$C!n)igSe0`>pw!Q=&uS zyZie4e|3L7XlAy6LNYI^O-U^+=zF3nBnG)yg?MK3r#5|j*QaPdAU44 zu0(-ZFaiWjA_bky*#O(^HNSv<-43xf<@M%zoF>{DMgBLzKmLL#Ek2e?S>}pdCQ^=i$H) zgEb|Mo5jV&MQoce%=DX^YJGqjfihgew&;l)Mf^X617b#~`}SjOfWiZrMq-iLFy*S= z(CtvfzK9r|c*q__gXDbLM&m-pO67LyTu5ITf5ns<+whsaU= zCRTw*;D}n`==+=NqHU@`6#%rFuj~i&jWT?eOmKaHW)O}HnW_MyP{8S|%q5Ip=dMpu zpiJP_Y$sbc`T0)xJYHe0vxQMNZgdDzTrP1ufA%cHZNQYUBJ=W=o5>2%^H`u8A^8WfXXgRT*xBa@z^E43yxBwU|4ohUb5>OLz$27E8enY57I{jIqMFw8;jEF z3XM-&_yt|(&^qVQTI?>|)*?J_{_sMM=l2J0BOm@FDL^tQ65gY!CUhqY>!VM6itYJB z-@}N41B>qDJq-z;$(?b|hLswo{~OSm41?`x1NV_odVQ9iFv06+9fTa#{H9;e-afr= z2E<7Cyv`MV-}*_ofd4=n&sXLzWaRQ8wn0KcA(m@-KfU2=QH@0&5)FYjzu6^McoBhp zrxP#?n~}!WS))zEledef%e$1~{bxO8E%FZ2Cx6fhH)aI>kfyF5C1!``O?T^SzQPG1 zByb|4muw^9)h#vMHcxZEuaD$V5Gm*EEeX=QXAch|IPnH1a0(a{2bbsjPPtX)5_ue; z4-sM2oH0OHfF__b#KuEtiZLxuJVwPenaW~ylDR)?e+*W${;pHO-sbvsi5pl#x7VlR zs6z>-h;TPCq&U;~lIQN-yJ%sa+Gf{a^g<>;AWfu)BP5hsN*&vI-JGQj*g7dDl9|^r zy!_)=r7J}t^Jlyq$H`x(5r|nR7{_Oz)j%?{L2@IjTIhxdXo(Kt{*x#3VG~;dbn$Th zGUlr3z8By+&>Jxi@{J4DyF|p;G4ny&r!_=>1$+o5W~qJCxI5@1>5S#X_gVp@kJ=G1 zCv%XoGVs^YOZ>4F2glT@@oY9nclg)i$BtRy2PC$gShfwqIeDV7C>9hCl>FYlVV4tu zp)9Pm+a0aQg)H)$1m4MlLN ze)-b;<@tn5RZ4HKo5sxLLa`H5Ju1QuKY4ynPG()oOb0om>eH>`<9=^cxFU9>N+LTEq+r*-AV|`BlR{B?d8JM zn|oZUYia@kUUpoNm~MMX3zD1<($o1Il^y=Za^q96x7_fxfHuex`m>~XgbidsK>%CI z65G(qwXp0yoHNjwJOLL71wJ;~uS9pajigX#xH~#J<_GC`HiC1BYW;Xn!Rc%p8hwE_ z-(OSjdt8p5J&r+ovS7NXls^y}ggkL9$&aZ&R7>riTn0Mz_+{;Zv??Qmv< zuWSeVG>Byh;E@e^R(YeT*j%`J!}mXE?vnW5?4*&Bm6PjIn|I=f5KsY-=t>Y3lo?F5 z56_4R0^D|jNT*(E#rIal9c>*k12JP|T9io5ZiwN|nG)(0tJ znxR3Fti^?BN8>(?{iemAe;erh(0Lafb+PjE+49uDzh5l*)ot<5{>HBE%M;2+{}LVd z;%3+8`}?0Ek(;ldpKDw&lUjbn$@y)be<(P*i_{;g7)h$8t+ZNPkNcW7y8{jZZ`4VoZQ&UA(@oB zbJEPjqtNgMdvwdFE3Gz_(f1e z1R&Hj`eE#!=jpWJk1H^mZ=e|qInh@E%uc}GBerWsh7vkEkCXhxdXV)9lt&K;Y|<%+ zju!RlJrw_bS_}(-wBt=XzhI3AwAMi_8ylNa&%L{Mx78X`EBPm}c4Cg(zUADH9S7`$ zw)015Os=K0J&>4rlFXJNpv^b@UWR7n;-a|X$#&b;dtf7NZgRw~8-rLP))!M{`L`)mQx0N%%A)*b8XKq>6BBM;lfx<{}0Rm$$KE zB#PJJ0dw^jevT!^as(jt1Hb&l#bVhHB)1T6aYgkC6I0VyVE9FDef<9Y`{5#H;lA3X z#=OO?5yDZcquo}Np0SY(H~ z+O^txpO;jwz}@r3fKZ!8UnAyw=(gU|9ZFNrW7o!8i)_yr`}UFmnr3R+Oz+x;bo~xQAAjW}#)g(`V0~q}zXWMyQR>U%h6H^KvyZ zb~7^K#6#KV+k42AF<2tVm2Ovh`49Z|2=+SdV@HN%NXd3~MFHFz*bp|MNe_oa6-Usx)P2Z_tG{Mgl zp--40Rs^a5TKYTD(Ii4<=H$%JZVUreB9WuSEb#b|R2uDMT_a|!@WsW94BN7{y=8Dz zof-1iv@e=CL8fFEE?mH25P=CC0@zE}A|wp*TjfXZJ_`>IKPz^jei?e}zrMHP`)r4W zlpYjCe~!z3I1ziAzXbhUiB;A3^2l;%k0WmDo-?C zKjoe>z;(V}Mf&yC`6lZu*M&))SU`=sE~RTT?Yv3HJoj~Fc^#e>YyeunV5 z#g~rFy}f+vir`;M{`a2u>abdo6!+(!qgB^J{c2p+eb@!rYpLd%-(0z+ z?)i^b^;CWP-qK(6rStQ+fsMdoc9~k^#k?|%HMcj!kpRr|>0IVF73>H0!4X^SThoZZO#>?gW_~%CD=2!ztfdOL^cm(%j?fA$% z|6weNm6!j4L9p@n>mY~I9vdjXUMW9!FE2X~s`D#8t@-zr=ZKo{4elwN%K zM~MHP)k|cBcI~wQLc#=g0$_neBbU*Yw~mv{fz^f7)KtU-f$XMpyJ}|S7hVAIl69T6 zWhR+~qBSP7Jam$w_VJGZ9}r1MVjXbx>eZ4{itqF0q&uJZjQ)66FaWZ-yvRcQg~+oN z&t%~Sw-JY=47(^&U>4~+?+51&b%NlLCl(IUmw)eG6n6TYW4_QHW znXt#oehD)>|96w~xwrzj{(YYz>iQeH7v9y%G+JY}wKU~muBp+PG##t0?dPPl|2oE6 zb8hTFW4dzu$DG9ZJ0{mD#x+HUq{QQHQsyS&=PtLmTl>t8#aBf5{d(|m0j+i7llyQC zoT{-sPMw>iD={bVlXOO@&rOfPiLiu>axuhx-t8G45#f+Od`q z-AI=~gCHQHq;z*FDbfuhAR!^r2>;sW{`ZSJ2ICBl9zC1ApLacL%{kYcd|DLqg@*-e zgzOYok2bYRBi);=;`_GanOO>gO!*1{1scl!p z@P58{t0eseCC--SO{FJ}2C{9M%T69IL5z$>i={Tx%j(yC60WOjq03G zOiwx}_K;9sS+=+M>J;w9;Nrz~xODgq*F75dPgWB0-q&D=^>(i8F9FihZF+TRx`IqR zgwUS%j^Gl_s!eSp<|qgjkSKkHs)TT=K|BmM@Sd00l8|am)`Y8E*(4Ms7~@do^PDqm zl>U7({(0mbZt|8Z^Ou)A`eDFgUT$!qfzLQn#>ZL6A5~selDuEptC5~6kFcVbjkEkvW)}?n$f8@KmjAZe;BAXK zp&_Z@p87vn0{S9S*C&iu~cA1!wFGw)y(7??nVAVpsi`%!APJ6ocV zzW|4(<&wg*7rBT^x4QWoI^P?}_6M_IH0|R#a%2F!sGO^HG20n!`pL2|&16?Vgq40` zV&dD8VtnUvCjwd7ka{ zw~C>YE*6GQOsA#c?75)Tx}eUN3~5l24qviA&h%LAO~S3Qxx;+P%3v{M()udznTzN( z44n2$RC}gURire_ZyDDVfj|<_dtS`|cl8Lio~jJ?p2H}-ht&Pp+S_+3Nd6wle3}h3 z_kKj+Nd(f)z_l+MH0Xc7?#Ps@!(iI>-ZXz^q z4FCPI|7ilwBi*(&Sp$-o&IaZ6U$ANEGBVoT#x%;GdY5^kH}jryzwDdekF&m8H+lEf z_=78mT`bJLZ_-o6(Np66@(M9$q#psBw9hq%DPRbLA+sb@`m<)l7H`=}*4^~Ev^kng z4#$wo?n5W)OjQcMmcyqTYJ|@RL}_*(&p8tKNtiD1bR1kHpUwaBuWi{;U?83!=kbiu zV-I%^L`2D2==PGKp)5P0m3#S(`lF$?cesb#Ezfz{eXcuQkK5(+?Wsz4Ye_F zn+Sfcu-lmbaiy8QO>EY`>w1qgWKmISO?o<~`Y2Bzke{d2jeR5Y9f96zX7K7OUXE3e1=?F$xoY#HfigQI9I-h%U@fS0cGcJ^ETZZT^$|tfH;|z z6%Nea!dGbH4w`ltN>nj!h^^)qbd+$v2BN1I#P{U$cv6++e;(GC^;2*;SeS9Mw7N)& ziA9^SJfC%Jz9I64)5egFux%`#?L#q(!ffzFQ%$)Z9(8Z01&>XQTfYGN z;dmj!)VYlH$46Y5Det?HynOEx0h&|)V1XGQ<>M_QN=me0+`7NUg7yp7T=qhOVkj_S zN{hNy!XfI?^85}FI|nBcc^@A?%6vNV04;BY1YBN_G2qkWSZF)~62ZyIOhTKRd~y6D z62ar+{6>Ml(Tel)g&{vPm8m>ewIE`IrFGFWW0j0qQHg`4a@wU&p_iEsi{7#E5U|kU z_0GMYlno*?8U@aQRxA5w+yWBu@kauK=b|cnR5C)u^4eCHr=`zFtD{HCou?dhGR2&m zexB}lChO>M-@6yFkmWcg8hz#e_?{RqPOD_(%~Hvio*aq9G2MH!mCy1TX5uep{N)nJ zu+a97PGde4mB=l&-|F^x{aWkh)^K0!@ceHbH#eGsF$ew;>lHp+ z*^%=R|8?2iKl`M`*;!@eBqG|zzK&D;NKGFrL$ZZj>fNJ6yoY9bjses3CQn5350%#6 zk(+TbeSIUEec^w783dDNV|7roQF0U?W7SAG{tv&_J_~Mq<=BNsfi@FeAsFXgtFF0|J3KgSZtkovGuV+h+XoH;BbgPo z!^VhSd(kW;EAgq|CItot?gaSDl$CgM^9bvA6(?i8=(Bhm9h5KKhXL*@AP8BP9?QIgbWDMt3UOqPA6`YVy8$qSe1+_ofpibm9W*cl) zm)zk0IH(Jy0P(KbZ@r?SA({(DV=v(CQ4pZY^t#yZ+ zY?9CyjpNm1(zW7D88>_9!MuHw2`xE!3IKQ`)6-dZ3Bp5CO^sL!x%g2&RacR6sHmjA z$>{u6K@xX8KICt`&g7?-miU=;Dt)3;Yja9@XTM;I@~Vp5DUhSLR~uw<8(hyD!K%LV zb>(4}q=&DzsyBBkDbH-53wk=B9(6k>8hChdW{v^3sC#n?8ns4^LUIVjOt|0^RyWj& z+mE_?GBF7$CSF;(o~qWAP{|%?>*O%3E*MAdfB6`@wK-MivH#f91`{|pzRAD>l7!x6 zx01Ew{3Cll;`WOU3zLlZJs91-^uq^E4LUiN?jJnI+BXcs7F#(D1*w#9UU8Xb1*Oi^zAvPzfqY!&)$d=#B|4Y zM&MibO-zWTW@d2;g~LYaJ7R$k^ASx8?~pdzLMTp9ytygSG$%=_pOd?|9(cW4NmqU! zg8EyX<@q?jVD1PdaTJL%7&G%4%eUdvrFzlzwlu%eW1iPYndSOTVB3p0}pW_oo{8|=Wp3(L9kTqP#HS|qEm{?fYd z2Et;;XiRogQMKz!e55BTE-vmr(!n3E)jEE8TtgtYJbh_4%NzC0@T<=oQeQcYqjLIH>o z{t`Dn7lJD;!};TR5kppzD}zpY8MWO`w?R)zsi`U+dt4xSw50tsSJzN`1^c#kl2d6Z z^lv$`@;|D{pd&o1pmu9Eq0KBRf?Hb1&$hEZY2ABzONN^?B%WiZ0d~r-Crsj&O*U>! zZ3e&}wD7aQ0l>Sgmf1#f{Ly5afk8w5C3xi8yUV27^4@^|hqaB3Ygfq22c!tX82R$= zZq|Ke0|O`sxXXoC^T}}?1Ps?)xheaI(iJ+05N&5sym*;- zzl_~p@*OxsA|EZII-$t?RjW_zq>~wg-=#J8=D&?$g_{Ec{i&e_gQh4nN0uP@p~$X$ zt_A}!HY7IWFNm=f2=T(&xbfKY$yHXi z8B%PlmnW89(5Tf@nbz~hgoSksjT~*-RrL$S77<1DaQkmmY}c5vus4>J=a}qI89Fz# z9Z-V=;^(0cJk{k@?{+2{i(Q65&c%uol#!nCn8t2pA1#xULQz@%k6XX!W9G2o->6I5 zEB?;T*jp%)Gx${gi=(ei)TFTAaTSh#Iu^Uf!*$_RFn;axZF`J9&tpRWh3e4+INO z5@_zI-_ZQ3*nI%~_co)OHvPX!`w?}1TOnU0+j?}-k90PQuB4)(KTZamkwy>RveB42 zwrm89T9{P_)l@yL3DSG`xJE;2VO5Xy1U)rze%BiI3GV~koU*iBS)foOz!2r zTD|OG*!NbK6{VHdZyt*HZDAHYT|3S@7jkgpAP~KbE8NerTVDusH8wW#N-Il|5RLlnZ+qLiZ4?iHLJfQ#oip-pJUFuhETw=z!_ zQri6UaJgvY?eJ_eQ=-V_pN5MgMJH;^K)N8!m>brvju~c~dUv%6pFj{AwfMJ$0}4#S zxNck~R~Yg19txMff1{p3b#r8FDpl7Ly2hd+d*~Xu3>dN=FmUq<;6GFRR5Ds=`_!@T z)L&8G(ACnxf*7y=yZSQ%))+Uwd2Hf+A?drz4Xhu1wZw=NGTHnBS(S`MM`4akJ2yO= zSvEYDDVvljur#kUFz2XVY9Q%#nd#2u!Apn-TRS-1PrX+@u`a&;X0aF^?t^FxPPXO~ z`ax6K%ghAz!1>PuNj#kOgl>ASOMhlw!B(sSdl|}Gc;RgaVi*zfE}Q#e2~I+ZTDKC4 z7PoqOmPGjuckZ~Oe z;Hzd!yvg9;XS06HO}V$B7D$CuS3FrqBru;>IJ3rsN(?woAfNXGOi ze=VhariBdUL|(A2eehqHE{9Q=v;ifFf&dU-eq{o+6Rq4Bq?l;EjHcmlx9I=X!v6D3 zmnaUnqhX;!P@+j$gjCrgKhK9peyq}H*O>bMdghtbe9-yQuJioE<`^3VZW77)+MrVR zUERB?h3ANiSkI&0l?r;|sf4Co*ymc@)hYB5-o4dzbhSh+N4Av&DzT6T# zQF#hyR&O306DLe!YLIGZ=)WX-UVx1jYNloJc%z2Trx{-X|G3?j*Xq?6Tm7G*p&@wl zs`vz-c>Lx_K6ICa>7FR2SKY4sZD9rKfl|Mar#XUSa8T&$Oy(VBz+ZH&*SG~G2>@fS z+odb~r7g-^YXPH%rrZ0$wZ3h3YwNYIqw`@t3j3wY*RIJdh0QJQes$9Ps&Aqb4)Kf9 z1*5CNQVNENw!WEaWVz8&$PpbJJgnW&6N}gDlQW8!&ee-w`P9%* zn66B(!a^PX%-^^=o(_xh#tj)ha`aAaA(s=vLKotD488i!B0R$0*d}EJd3h^BK0iKL zWGkEz^qVYB&fQX0RlP%qW#Qz6#;i)sQHOz?bzx(^X{wGiY6->XY@!|>5aE7oE#a!;9*o8 zgAX>%!JGaiDEsey-8%H9*HSR1F)DI|E?v*W*-E>1VWepx{V@5fWA`d5>U}vm z?-Bg!^QfvI*rU1;6Z3m0y{!3CUc>u0Y@ofPS`SBk&3m8G18pElV^x&t$rIW& zbYpf(RRPg|q&o}fRn&C7aNWEk1ZTHdb96(8IGR!h2kz~dMSJ^#qjt)YC#%X}9AVgx z=Al&sIX-eZSIcXZIuXQis^1Ktev-U?7_nbiIA@=>Nc&l+(WZ0%p{_+j@3m%5)1gQD z`sHkko$mlOZQ5GO@7Lv(Y}A=tGEfmY^zf*9rjIbvFbR)#IrV*%o2GtZC9r}DrEh0N zD9DL$B2W-Czn&8B?_$I^i2QW-!HbLSSUE(}XjFG>-_Dqz8$T1|#K$)mUs7NvU#ut+ z2TsL9>c7|k4V>-1+t=+Va4r|}qS*HS{0Zzu!1k-0-%(|DH_{O&W;$f8 zn9fCjK>QD(bPhK)zJk29J=`%#Wq#-gQe*#JVBMgT0um2~%Vm(vWn^(lIZ#md2CsNy z;Y^o#QYD+eojiF3>nVg@65b_?`)Np=_&>gyT$i#u!=rF#U?9gM6-;eqd_e(T!F2hRy56!le5cLod3G7!b{cvYS-Y)#L zH`lq0o&&zNG1JFw>*yfsdmc=qBGQumWY}fh)=gWXJk3rBA8Nc~ec#Mw`^x?NZ$Zb(`)G34S69(VE zuN^deAf}U9ga~R#rxMcDwc6s~C_^9$i+O!G=+yr6Y3VM zQhelL!|StIvZQc)W)c6*w%$!;C2O%GTVXxSm~W+Wu_UF^eZpSf=3c`sEEtr1^J_8* z7aO+ELFm+H@4Bpc9abtG7mfv%#-ksPp@jkk&b@p0M2Y82O%^^^*;gCXR`2qGI|FQb z{;4^%0XveH34XHGLpBlzX#;nz_+Y~vx~@pOMp)PtyV&cT70~4{@>Ss1z!Mw3)9x&1 z^^fool-3cPJ+Xo3NLR~BS$~A{oqu|2xAIF~%O#^A~mi1t}4oh#kTY%A) ztoxCyWoMk=)%3FlN6j(KpVOa=E{LM{d;D&fy$YgyMOmC|GiJBK#we7Wk?rPCFJiZE z!(q?pk)rAP0KJS@wF!1^Ng@X#HyD$r1+ z>U1VSm_ZoT)rPAdWqt#Ldf5Ez8yTFzyFPQvFL?m$g1-t0K&Oc|cC#vGOgCPr^Eukcd0Gp|@DD)_7EI~%Q=OJwuEE0k zPBc9VzHnm4+UlX4os6m7w~FGfj;_nY^l8x4P7pTmcmSssa(E_bZm5uBZlWzzKR zWSQB?r;`(7q{S3*@wQ5rZ1V>00+Zc>l@_P5Ag>E zhRmNlK^GVALp7V+q!Nmkv64fFO=grdUq3p^0jz;7ni=9CYGFUhay?S^#?#$BMr)GX zau(EfI^BWKQ`x{|10Tv)eG#ULUfBjY7rgy5?@;L{NIqrM=dNO=mE$n~*&wYB9D)M{P# zI7315h^wT;eM1HO=h1Amx^(N$@gP#G9KT9{mie4rb>_>xFG zVv?37MfV{SPX{~Ms+QpavDa+{w}K>x{W6wl%9|MouDzd|+dtCRiYm7;V?1o z4KkfyjBdEqZS-te^`@|;RIDAD*?KV?OgomnayRhsZF;~U@I2_r%V}st+ReDNvVMtW z$P>PrOy-!UeMC&{AQ)^$2=n2@w{IL#fhbGAlk|(vCt=RLUvSTCzP07)!6RsNfT#t* zS#fEJ)eudxm4=}fq(tMS*ppq}M^Io!fN7VyWo_R3_f)H7t6zWJ5nS5;a#!e0X~-c{ z!FwKIevZbH+Jc*h@fVg_xcT|y(54v*j0^ZTF%cW}$koj__8PFNawxc~xDQ=sXBZ+h z*R5-2i-*@o`69A*N~vuQ`S!g~%UbuD6ge1$yyvl}YvA35f1eGpbTZ<-@f=1w7M51N z>V}&4EI9GqxfQDzp%T6I#!+y}>vVKAc0b5iTFSJaWrSH#rp7W=Ro9RfXPi+LD$4ka zTd%JHA`T8sDjJDRpy@)`Iut7ik-jV;!E!K)DalU`Ik<+%8$qm)lSp(~eDMt(FWi;| z;;4M~zYe?L2dm6*VxKbrL^@T2F9VQn~MEO&+8RkHKIQzYSDj(NB@6yb9)*zwTQ6yb%u#wt5p!QL%ek$K>;YE~h zUsPaqS9ZR?NsRNiW|-63AM@R&#Ifo7h6-UAXf*xbofg}hJVM$m-Ta6F7yX43l~PGk zI#a9z6JKL7lD{iI&POF;y;oFR867>tR^uehi*Vy{Gx!>*7!<7buAbcpnW&p}CFh2=^ zR}V{VcJ|w8sdn~C_fUfo$-0@qwEzhelAlBtWNyZJSL(?}^!#Ma#AE|?t*48XLWP5N z=)?P1VV%GYveYI$@%V65Qua&)1LRSDTU#Fri`l2ZRa046wcU&_H;?0L1{@e8U~)}f zv({7MC`4T+OuhzT$Cs(_E>a zU*fyqhP-$fWL~ZZat!#V+1IU?bVUEAI{#^Qy527nWB=5vSvr^*q?48){}P1Kxh4WV z=JehA3+t=mv6NS~0=^mPKgrQ8J}MqoT@+ir0g}6`*JVrBuyRJIYskDNk&b%72_?1w zy%OUZWw?}zin~chRcd)dgMmjQwR<(cw-q!foq3kFPoGHn8rr{a`o|OMOF(6Jgu$oO zK|*vC;6un`gzr%Cr@hJ@>5KNmRLWZC;gtw>DSE2J+3H$(;8fb6Zp|k1P9*xYn~|Nf z>}~l13gYWC-f}6Jrz9h)WhvYnz>%h%U-ueY)LUfZ^_GC>WLUH zQ$o1(jY<2-O;)3i*|^TLC4%eo=kSxdSJMot#0kfLMSupxdHMVO_5dz?yt|H-)5SvG z--TWf>#M1%6<~&sTga!C;MG*{KGI2S&vfC1!N7U7kDWT+0Hhwsw3o{1uhS#({I!?? zt&$r-)OhAk2jlqb%qx@oOfWrSfMVbiI@|a@8lr>veb0N;JrzKAHRWw?fM+e3N$u4}u z5`x}Yy2XpLqa}4EUp+s+`>NZO6B?Ef>>%IMbKCZ0p*seZNz-xgN$!Z=kWI#TG#vl( zsJoQc<)OW-YltlMUBd;&KO!*;?$jMD{p?4NL{qg!_nIJHd!o=(LaJ6UU zC-xX{EvANm2IL;Vm%k}=M>m@2w%Lfha#CU{OeFw$0WFA6v&8FF141+qk^{j-jPmbS zgjT)<{nAyyC2W&0%tr@YEk}U#x@K||E*Taap2KY~X0)~^zrSb4Vnz0a7S)9K5dHCe{)Q{Nhu=X;$-(DYe^O8dkFkx#?x$3az0-;IeX&0xG`UYw#uLB3 zSU-(rb4ssD9kJtCkBk`Q#^aT4pJx(x2be3eC($5v-uO*6z{QDzh{cF{e!tV3FiMu2n=j-611e3? zH7=HzWe?Q&6{pkaCfqga2e^%+K;Z?)kLT2XEH|5ln%S&cwy^+UfF3Be40&oYNlpK z85;-RPUg)x>Sij?5z4aPk^!*lkBB#RjBx)la?S)@%O|}7ps7iZHCRZ)C)Z`%-L+MP z`zt<_d>kU`lc(1}lW7;*|81gSVjT*{c4%Ci?}Ylpi-$NbnA)8wX|vHfxnVNk^xB2w ziLI^6SiQf$2iPH^Cw+@*$xUSW@Kk%YV7>rJ(=iKl<;@$@nCX*)(FM?tD#u^{G>yvU zezBkJ8snQ{7o5KDw6*)gfdZbS{Ezl^Umm0NZ*q%?V8rN~L>laV_Qc`B$AAr+u<36C z22iAw`q|L8rX2);?t@v(3Yeg!lkz*>>kV|#={pojWMuGzVTIkHnFP z8?O%^h_W)>u7dR}v#EF2CIYNLK@J?6NW?XFcSC<7cUNF3+JjL*O9K82cu7=7;YYYI z1+%fSIn^7%U&vQm1uG>F-Bs+1ieMWA6+mV%?&rVq6zX;M+FzF(j)d;KS4})@vH9v! ztUQb=m*qQhwXMe85fT8N8_Q+hCq%m)wjxCN=j>@h##4rk!Ew!Za!t7`Ygm>)=ImW- z@=5+Go~7KRz_HMKU=h1ecSiVwjYkrVPXAl-(ddInUzF8cGUPpnE*!lfgbzA za%~3U;6b~=NcQU=y9!JeMZ&`s9?!KThkU*NY72_HH(T}G#F(-x@D?$v!)PF?8zwZmh%DdYvf>`v`tB##kMfd=m7;s*X z)a4DM!BYFc05yogp$0mMMNITqPoGt~9sm;#cUg3A)3-%om{k7I?r3H9gO*T7*Ah8; zRaZS4y|{UEtULI@Urt2ZTdoVi=4qpfU25@J{HnHJ`$+AUs)?txbE}%NGVp6TzwYA} z>#Y7w0V0xz|9TnoX`|}s$U=M%1}3yxOa%qyO`3Xy(PQ;5jcbe8?#ik$znchowe@Fn zGkr}00h*f0g0NHc;=Vs$4j!f)*|KM?d$E<|$+M8QM~{YG%6wVTFBr{fEV|a;&xWPo zLeo>*uO&t3)pRzqm0_!YQa8Ev2iA*jy7bN2JI2PV{TP4hXeZl78|3OvHk!hj*T^Oq z9L$1~z8evD{V+AXCAK?1i5g`udKBAa3CgMQo`Jn`eQ^Z623E+Yr^EV*@#5iD8bI2# zgo>y6@&nWx5d5EHM%F7DAr1k<$|_}h410bar`x?IjAOi7{euc0O-n*7tA*D^&RCzN zWHip5m1$FeMp!DQPOyho=^4sHKtOMP;nH{dHr9m}!y=F10YV#Cap!nIX&d%5FO<_?|#Z9Q;?RL+IDdvhWIh=zg1GZ2b;x+Aeji) zHyrR0Aq@izwL&-3)5Xa?w}4~8Qr-7?2_Iiy&<7;y?i`$Q^9e-)+<)>nfZ@CI&+8b8 zNl8eXATU|fAj50{<2ERSPjP}2#e=Nl?KFg!wKc{+HePL@_V0xK?W}=3J=6e6q@~@--<$Cd;7Ncbx#S|KY$68eMm8C|k4kMnTt{yqKQWugg>wdZU_{ItZ>|GR99ikb$7A(@ltF-PW_D z_s=~_I5>W8?kpS~p*eHhj;4Q39TN6j~p}4rU-Rk}~@RMcEJ+rR7=r}H z4bmHN4D*~T`#+4>lZ`MRW>k~%kB={Tp|~C#fcopcmACLkJKe;@9L)C-U(B9An}BkgNZ@ai+f68;J3js(mEFX2kG*lVRrk)vMWSBUIw9`oKzp$q-H7WU#8;^K z+LpjKQBjZp(luI$L?*YbParnlAQsO@H$yqTTE(L(@D5 zl6O^#T3?Oq$-Te1TP}w_;+Ot@t%q7+=`RGWf}bA;Nai_>TSA87kD5e)Wcr6+7>p)Q zY88Lslf2^L+g1VXwMcQ1>>=~t;-Wna52*1X`QTP|yJHY^7av0lt6K+laY{f#c z2A+EQ{MR#+KoSx0m<-1zshT(6T+5v{#oU!jLp6z`o-_3tG6E_Hn}*v*aW>+I@gkrH zBE&-5KRU%t`~B;zu&qL5&g*Yf?##u}w)dd>;j7(GB4j9@YHAdyIds55XgsZ57b0PP zJ!*S%R6{qSKgFhe)8kH-qCxzaJ2n;i<@+&LG7Um_!ya|-c7GkyOL+AvZi}lE0gP0k z;|kogzSsW?RhJv|*0p~#h*q40Rvw1>#V*&RIskX@cBAsgxJOfLlL>rZOC(-~y0ibkUH&~VG=$7fi+I6U7cHNcnw8b_ z=MUf7`r4kT=VHm1hgPulTEt1Qd6SAXEO&Ht)N7-g0tNB@6){rj;5|DUi$}l~Z&f+% zwCjINwmMV)29JOsbn!W&?tO!Z0x~OcLC6&Y%u)x7`WcD$>gM5#lA5yZWuAgFYzX%U zEM}*s2KB!2TYh7ukK9m8Ujta$mxEx zwyLV;J2=hBu~T*5lRU)+GaZvEQm+l_kNyEGAGOf8{vHhqq9FLIt8JeR2R@O=fL-13 zUy4v3n|^N=QPNC1-6}3D)Fed^7&U<*tv~;|xgUtB3;V;&5l9{4!B2Em;8n6HEL;dfA#5n_ddF{nAudNgm0bHl(BfWK_{9%lyTjj$-oYb{iFSyuzm zh7RWiSz=hY0Kdc4$y6;asRzI@V$cA`!<TZ953D5>74;VpoL!2adgRP%)ctjQyBN312w)vrXO1)S%hW={Ga8#k9r6wy zc34G>FN$A1#tcei8Q3uBY+K@vrxks5YD^g(~Z>Bd?sv4X`Xv zo>UX@7z(=k^BXHn0(D~dKua2v_c!8R$eAr4hRKpSzhO*#nf#qEi@VpE)jkj1rHWbp z10r{kgNLUQ+ot(tGE?U}hT)dI?NlU#H6sL=W?Or_Mv> zx073f@!0aSyDDXqd8IWNN^ER;CI<5G!8J+Hb}VBlawJphnlZ8#vA*6k(vW2#{lHfb4z#%!hWduG zKEDL0;y}g=`f7Ne#fAZX2O~MSmmf`zZHG*q&aCuk73@)%Uh;yq12VyG_s|W2Wc06& zo?T%eZ0(89S&+NSRd1hJcp44w(wz5e$TtP&TWI(Bw&Ma z?jV@J!Mh3eYMWAtuQvbq___-$N?yw?uq=QoL{A-M1}?Xw>q~8j z34e(>-$j3Ku6*lOJaGYmaHL(sC>SQWx`MbxwW2D~jU5uS*CUWp01Rvvd7m8FXPd&D&gX-ue{3-ThGh5gSaM0*7|5?2JYozaO9Pga1xvb4~Ic z$jt*c)w#f{zsUFDMPx5B{td77K(zJsbZO5=R8+I9^?RsGqC0ihfK#2V%DoN{qlwSH z+=-ur%Hg8l!Qeoqn~ykh{Ty7MA25W#yTs1P-UhGXV?kC2_**$oyJ~Y_5MxK&lbjUf zdpwu;;{^%jvubfEqnPcndq3RR zJ5F}?c3&4J8lGCFDY2)u7Fm>^)Zp5VN=tA6TLWXwrkyCrxrLlBC@~_!!K;s#{;mXD zIB8sux~4^+--60MmnOCnXx3nl>raE<7a0QtdnCP3e98t2Acg5e>wv`}zJ8mFotZH( zqNeO(7V6!mib{v{=z9h~(ImAV^?7ee=z6v7W(jh2%Ai zgU~7UUo;zNXavJf6(H8j-`fbmeH+XE$z4u-JbF_6y!vvYxVZD)zZ3{nYRSU7r@*Mc z9!*g<-Mz1-TVT-)#R_z**F3UKX7!W1b6QMbjxqD@jsjIe)(&TEoLXCLOMG7+&L7&% zQNPlZ6fzHX*u|l|btBBAtoI8^Z?s52H54Via49;%uCSO;A&)9r*mnfN3!!fC?gVxN zWmk9-Qx(+>Sh-MD7SC?TFYr@SsW85O&$aSxHBF^-e*HHKbCh{7!P8(omcdq`wikU)d%aL`F#Jqe-gfyK4 ztR=|&ad$H;Xn29Q+Wsi?G9cuP0V93n{{nidXB+7h3D1PipB~3-JrF)@0X;aO)^I{Y zL!)acv!<*@*PiOwQ|UnSF1RN4ob zxuhB$b-XOE$mZtEbz zqqnm1US;KGMeFWlKbO5t0C+HYTDPcwFi3cTuhf!M zrbI_3k0?bS{o*n;6aE@OKoiU#D!(8@6zP%al)VZpWrR%?8J?tsq>hli$CNqt<~sQo zVz9FkDVV`yRtx5a*Tlt})jy7b>9Ovdyi~xgLbb`Z4Y%)e^#%j4Pg*d8hK4xtrhb8Q zPyO_C^f^4uso4M7uB3WA5LZvZK~=JHA+KR3pCYf}*fv#t#6FH0Xmrt_iQ>$YQ}$|L zro*i9Q`26ZY^;X5siu%JiX(m34|`u`YM1Lw@`QT1!w9>rn|o_R37^b%z|GT}!>2^x zqSf@0SuqCJc`!FjPhDfkKf98>|L@IPx59Ob-n=+ifOwYbd~~QM;N1HvEvY~$`&I%b z(sS3yi2C<$dWv|!QT`kr=79YX6elPZD;1Gb@P{CV4ayWUO^9OZckgR(RRbqdo&>8V zXOTBZQ@l_8VTogpAg8>?jb{1K2i)W$!ERZ@rU8s9z|xUULPEk~neTt7KDXZ8vIXx)%J$9rcybldX>YZooQghyL&2;8#3I1V@JOaqfp^3C zU+}?H-;QPIT5sH@w&qnC==ctYu)Q4wc=(imd?;1kJDb{yr@@Q;1X%-MfOHMPXTX8< zX$3kQw#qCaq|3aQ7Xk=87hMS;Y~<-5H_w&rw0odo>u5OKQaCh5N61J~+(j;pt#B7P zL7plC4HaI&RNWJjSM22aC{AD^CiuRukafg&3Yp#h$ekbj7@!PyW1;LZgT3^ITL+vx zz}V}+-=yP6R2shp@7iCMOrlFd@x zb(YN``SfV+QE|x#PJY+-Y(HiT^Gq$p3%1GDM*~`{mu!q!OiU?^F$%ACA-WL-QS7e+ z86Y_yKAA-;2oOKhSLf$?Z$J2L`pz*;r=uWrr$(jbnPTo#U_uf`pF0uNv2~bRTT9?< z!13xe7c)8bpd3YPpx2xUBB*m2FF?NZVpzt|7ZaesZ{IjgE3K^G0YFG=Jl_oP^VjZf zb6Z<1ew!iiJ9}*PFeaDF=!1fy9WOECccE%`ilsyEmv54UZy%$C%E;7tIscex@|s{D zkoxPd=a&b0lqJYr(8uM6y!_Px|!WK-}@tR2Q>PC7e(dl(TO zPA%lWhDRCRzWvHVkC>#_e{O`5nks}g#9egY^Iz4^Pkh9_^eOkY-ItsZ6&d+D^<1B1 zPdp<#PGpl=5)$!tRM2O$7CG@RQ>h1O7*)qv&qEEinqxV$!})NU4*%k^eb|ZrzWRM zN=9-`1R{c8R-=-RF}*XhPQK4e?#zW99F^8{Z}{p4egW>_Q;=WUE2w3Y;iup-+YL#T zjao{{2~&nIliTlK9buwoS`OO&+}-W%xqcIYNRZq|Lz;Yp3no=Ibwj4r6o4DxqtSEC z^n#wkuMsAno%(Y}L|Z6DqHTaK4rb1tvI9i`MYLXlR9_t7qNJC z%lCNa`fOHqb^>_(9@PChn!R(j+{zs2eW;C0TNC;OHtR<(5pL!hM3=vO7iFxp$>eUR zGyJa>0IdG^APK{49h25+k{c|=k*;P=SJwz04E>Mmp@qoE;vzw4J0jF1!3bMdr=`;I zX9J6l5hsO5)1?Trm|>#_hawt&W_j+2Eu<@cU08@;HuqkCx6zlcl(K{^5}A~g(l2s` z)Z3#Y$14Bd3>Ol#oF;Wa-bqPBtB>sXp}+L;_4zt65e`ukBS(n0@84VhAh5Q0tzL~z zA&PpxX27eb1G>sjprQKY-E_6!>jjfA3c|3)K?=M_#cmN~U2otkgFFl{|BSRPf*U08 z>IVsUXWw=3m6k>&XE$Qmtbw#F6J!J>Qy$UmPAe@kJS#suoLg!IGJTx?9!|2E?CHa6 zJKCPVDNx|K5RjpiTeo($rJ=8#Z>y>amlbk3kXbD===FL_;pm3CzBV#kaFFFTEXwwj z13>p@if4#l_|83&41uQ*41hY6B_1Q*=!wj{1szWpe600hr(j-;%y%dcyb8!HEDeXS znfOT)8OY?+DK?7w@q>~gbXJ}`w30QcSTB$rf&h>w3&4R-1bCm5R|9qXIK~8fdy#gN zsxP}IAyN#U08E6&e()WL?BJu6cVCFDmXIP`3DvvMiqhgb7K!HOGO&33@v?h{kfbNN znl|RVED=lJfm&1galOzdJ<%7!S(>YnUo4>lUOSTdb4<`iMe1Aa?nbA26SG7o)V$VZ zvb+5I;VHK*?Q?%8kkz~<`OVZrhvRmgz|yQOKKL?VDx`I*+20>}lm{wlO$;e;c>{nM zF}y3|;gkH+yJW=nt>(vidpm_apK*uuRQsYY9qUO65vP6naO3^Q0 zWuh4yQNvr3DdJCVQbqy4M)XV|!gw?S3k}uwiGAqgIvE+l)59aDww9tnhz3Ltz2@P| zz+ix*B8EgOfm|5+1J#Pi|Hsu=KvkKpZEs3ar8}gN#-Kw&T1ut6rAt7%Q%WfXK}tay zq)}QxS|lW-LmH8;|K2la<~!$~<(lQpnsM_!`+4uYA{NRrf)W!l2$ae!jCSYeg6h7M z3Z%F=xO)T=D5k@^NT=7QWNT17BqYD4oYP?cV!Sh<#jT^}p?W>NpMZ5kDdn~CD~V^Q zvll2LlvHVhlVg|&c@;$|OH1L2;8+m<`6OSV9iN#guvId|+)-%^QZhL?L>SNNa#Y?i z%Yh(bGjIN>oeaX}4*9H8y)pky)fZFWzu_R{Bj_gUe$h!k_qikZhH<7~=!G&SD$2*I zr|sXXzumQiM*!2f=LPnBQcW!rgp$9kHQ1(tJAcsJJ#5P;{U0gDWQ#?AKoxohgQJX=-EYJor;{!lyFRnn$Rxk#ogUwpL`)-N|HE>!F+;BQ6OT? z#&&4rN92J29Ijen4o}?gy)VMaLfz%aIQpR^c6`gF&gp1aRqln-w3D>5y$Z=eAPQ2* zD}5D^*PJ>P=pZo-QhBy_C;{LPg0^#@3@&K!F!(WtmZ_lyGkI8`Zt<7bcWvWez6^#q z*#@;gxC&hbL*ME8rywSZ2$EW`?yMJM^BG%riy|UvpC@i~*wpPU$X7e#WEK*7MRaP^ z=!60_H^Ea(Ow2lOgDehFM3F(wHKDpXsB%GEFLIoYa49ut9xrns9G+A#EG+)TYs#m7 zX2oCt!AykD1NL5_*g+KhY&#a*Jw9lG38iFyc#l<_dS+=@3I~j80^G!`dL9%ieri(ZFu{08qD25D7l|MpydqtU8nVqrkhIyZU z`D6rQ2`R&o7jH#OwLApsz3bURW1EpDeD&!RuB;~AF*Vd`{HfUx23~4JWZ?%2h zZE}Qgw_;vyTQEAx@1r?`K(KLf1$w22Cab*1Wi7Pjh5y*lko)%@cheYr0O0kl9iD{x zIxQOB5#zerQHcZ52h1Lv=1j%l%Kp(QF4HDVNO~2SxR{&zvIACI(HG_?!7BN%;^%(6 zDE3-5Cz&Mk;Lo4z@&XDpcM+(Bi?XE_mzHH{;%q(14_fF~=iLafLyo~H1=;zwZOxT! zXGfZjZ^}A4(g_PU)UHTIMq;zEb1ur16d-dSU2{j6(v-Iue_H(O7eR@OO!qSftQE2z zvy&`qCep)0h+HhxsdQOZI(L7CPm6C0%;}6}{Anla?#`m|P{VxYv}DTx`n&eDK6zzg zk5Nt0iDAQuvXmCRoN`S+ssW{JkEv&@%YAR6N2~ca zW@@gNem-Fb3&q`4#<klKKuA9)2BYG;1=E<5Opys2e z=OX~Q?am%J38kx7|9XBH7uk*1@?}ea--JPf`yAbN!}Thtg zL(%(lq1_z(gj>Nh?TaWkm<%Bc%<-il-JHnoO*dhfjP;xsKO(j**KYpsXy??&WdFDf zUWWd(aMjBTkMCd%v%fZy9b37-zn}h6)53yT*HbEB_Z>4EqQAR8qin^iQb`dRkNf*o z8V|P`5CM-1wOk`36Q?*pT)7eK-5KYN!dhN{w{S}4b+}338U%W3sMWJ#=|k2s;JGV9 z#hrqi34Vzmi|{~U7hEO4GG`pDVxYnY&@WQP|Ne?Sv;tu0F$l`$H9vibuzu2!5XVkE zjheFtK)$t_9DZG|+CCUp>dqaW8V|;m=4*E~ z2hbRRl_KxW2kzCL+3%nfxx+8eW_~BCes{v|yw+)#VIx=?#+lFR>e$#DH~0%jY(PZF z%gZY(8kk>$KZF?aZ||Zzh&RzyRb^&X7UBZ!JHHH}ki6@WB4(t8IaY>S_d_T3u{Hv| zqn68l6QEZCBC9{2+@e(1&?k03&qz&;=!hoG&Z#7ddC*s;YY)HRl)B`Vq*YY--GrZE z4&#T%QHPI_z2X#**)O0R+6=`wX6qWjo#elBC!}PH*6pbg=@Kg|b5?9p-?3| z$s=|WQCc22H{HpJz>XqT($=!uh(H(u|+t=x2Vl zVus_Gn2>iZBu>GT9cTt1qin2AqMaN%BK*QhQXtCP1d1J$1{$<;w6cRk*VrwJUr*RF z9*3Zu-q6*XglfWc)`v#?;Ygb~f2%cbv+-ctTLEzSlPVkmlIz>@CyNwci_~i^<9uS* zTPoO((8R|#89T+em~|>*r^UOHqGf#=DcnzQsAy(J9c9o_Q^U#!x?QR9-R)nSxDAIc z-i+F~z<@RQpq5!zufM|S&v4zdaxs5G=hVJ-cDi_4gT6oFRQ zhf`Qgr&~-)@hSnksN&Wz6cOA)qw_lVD@q!VkL$Wp6x0Y9ZZp!nqWDElNr`h2<_$D7 z5I)I@`t5BoxL&?o|5*L6*>}lc6#2hgKvUftB)p_sFTbvGE{}6eu@>=c7!^#GlDnKs zGpTX+Hgeo0D+u_QPE@W>Q+|Ple|@!c%~%ruAxfloWMO2DyYF+NyH;)0#YR=Awps>g zP{tXYO0=}(Fgi5%*)v98sHO{rf71yisyBWzd49Ms7f!cqNJdO--2H-i+0DAO*B$K)>)aHwKO%u5)+BfW}ra=?4YM_=QX>AOFsuuRS;~xH;BEe1FyTPVCV(QbfyZ>m zCI=Qb;b)MNG^QhOeh66Qr|VtdA8%YRd>d#H!n5VPT14p(KRuPwu;S*_AnH($~Us z11z?t>W=;ls}k&-B0ZVG$CNF*7X;Y@$V>a=f+sg+VdjmvA;MZu^v!z6x=Mb~W^T5Q zoGRu^S%~Zq7ztq2%sz#TX_7s*xM+^_Wn4-z3iI|PM>?kE2eTu3xw$&P@vP1l2GKP? zU2rqJFP_0$3W6#egx_tdbgip&Jw-EmTyMQHef^RcDs=C|4HQIf?mMJM!$Q9_xFj{6 z`5|wnfiNZk<~ZU8&~}(douhk;&ius6s$CSOm1xD_jqiC-dLu% zhoE;f=F`%l+0ZL z<}1!etH7F7bgAu%ws;J43zRlqXw2k!)3O9sjR&a!qXROj1Z1qf1H7UeveQ!8r(I+spqj$BGz2dP|{jnNa&E8_RaPhCc zmR?@aB6uN(HDM-D!*J<|Q@(j)U~Rh{F`jXgk#NC`|CO4iu!v<%_qZ&n-yw zFEY2olw#EQIN6sI<@DEKjp^e)hk7NP8b&;7kTDWg8NI3s0`*H@C1-93^;>n243hb5O<7nyUoiob`ih+rlnvBy;oLF|dk& z+u3|$Wq z?)yB3yLayoxkfQ5F}&c61Y|O7DDPW&Tn7)n*Lr$G)5FnuN~A6f!;pYKdbqhf1+XIV zSq6sFfservOBh8`+FHj+7{T1roukgQJ~p+j|1yUwf9a;1V=#92EgZoCW>#=pC zsN&ONp&RqRej7b}|9qp2Gk7tVX>~uPV-0l0U}G}1-8A$T3b_v(hpq~{oZZi^!z4gv z|H;--@epS5E89GfKMlmis2dGeX zycjT!Z+0ux`c?g@lul9%J*ZZ}YvA$E=w)GqV400$&x)2aB)D~LAHvD-n_uT2|Bs!k8R7&fnm3{%{k5*tFaW!RHn;J7qI+g#{*!pC;5T%gVi$L*TJYzHn2#!W0 z4~Y)C`PO%z;470vaOA zU-7RK1+!*Wj*pLz*0h=^%f$o)$gYc>@%o*-%tWrAq5FWpz;wQ?ibHc2hE(HquB@LK z@=u4t=};wit?%FOsQq(u@#1tl4*wGMp276e+XD|e@8?99zn_7=_b!l!p&moC8hGpfoG zQ0;KPqU)G2$m9ohQ`|LlRJFnpUh)_xjHckDc_Va*_q#d7ufowAX=|uta|k%Jily8& zNl_7Sx=xE-1OS8g(bR(Rdi2xv(HL9bpc`K>%TrASZ(VC3RKL#5-RQz#SiWf*8L~8A zsz{*J&$%+sG1^2JZd|~pSS9wl4*z8^yi)3tD9Z>Z1R zm0N1W89%{nzJ)ix(D!0#-p#qI|0|x-8Uxeq+i3N*J%?&GRXC(drXlf~IG+qLKN;$N zEE=_r&&VL1L#G0uN3Gzq8eJeS18_Dl5QQ8s;o5sB=RdmfgC4xbi@Z{f9z`WsqvEF6 z$}m~+k~2&dJ_fSm?^__hG<1|my}N6P4E`!))1h~nnJI3fY7N5-sF$5x#>Iv3IZm7i zf{9rtKG8gIcqwRF94j~kw}_b!1%4!(5eo&yj&zrf^DZc*d239s0df1A#zSIeh1YuO zv4A8v3bM8M<3$71qC2lwpMo}Y|C`cK#XPA%RMv0W0Ijmf%Uh)*zh`5EpsXn%fQ2O_qUAT_y*AlP@cGdltb$aOifrB7*;IaIe; zcBwHc!rnz{tZaAHjg6h{o|IJ3qSXi>XnUTwC-hm~PUbYkiWATcMURjba@^Ir5I51OJC2Sq7>6B(%i~YF*w}$qsW&{c(*wFqQd3n# z_djjVO86bl^^oSd@r2(f{gp_~|KlXr_}N zf*n0@axsyLoFHe@k1-CzB*3U60@55lKhr7XsM%6)TU~=C zrl3hFHN0-%_kak1aS-tClt1dLs$NHK6T>Dod#DDc>Rj)yzfwk;5pt~wvY^II#<)rn z{1K%fkk&a~+5^)Bekp_*7(Eqg1tWmRg)i6ig9x!({(UFsI$|J&)WYtBoSgg~@P@|k+O7VS%o$PqY5Sba zzPMQ5sGy*{;g2$MF$Qzkduj;I`&S%|w6wHB5UD0Q3Me+K8LbQMal`p?s`49nNQiKs zq@*An=JwRa*4k?V)LDG6sIhKzQ*eG3qua+Uc5g7S8lX4OmMmltge1jPbk%!6u z4%3vCxK69-3W_RUMvL{@WVl_IdnEyL1L0ESNmASo z^Psw1?P}%5AJ0800(Z2B*4<1@H?)Ur?h*v)h%0uM4F7r?%}|y|q}YS(t!KQM7nj)m zxo^mn4tGb%Es0w#NSaDDX7BNZ{IH|lFL!uiAKYRs^F(1cKeI=MQT!(-M^PL}l_Im( zw)GuK<2&qRKH**DOTN}pjTG3sDH72jyU5(}d*-^-BleM{LsfI~9EA#e4xkCli|9l^ zir~t5_14vr9blQ{Z3D~zUgGQ5f7W#8@4g8B-u_&g-HDw!BZf4eq<$p|BR6j?VxLD# zw$@1bEw#%|(g&U;Le43ck&;I=VJ7(Z5LjIeaEiqU-)PdLx)CB{rf5?mE&xat2r<^W4jqFE6%3%4;G+pDM(UMb7hEOrT#0~%;?C7vkD)FR!K;UF~De$ zeQRCEr%Y;LbVpv1iqwZ&+9!B$Sj?p&Qd42Z zl$}ehaPV0t(ENqu(qac?EJwf_09HUd38!Yti(_8y*=9;wO1Pdw9mduDeb2*b4_G~K zf8M($ei_OGI^?p&nXi&UNjN%a)b04GetK_0$Kfy|6f#A>M8@qP{O^W11HK`_YR-Q-kiQY} znCCD$X9s(~IB`@2r$IFy+`xs2l}7+3Z8g*a1CnF_-N>q_sH7I!vo+NEUtwB|_f?f4 zMJN3GrDE)lF5MnSN$J7h#jCda!Qf3p9h2rzj}65WbEQ>IMHR{W4~27X!n=SXf@*l1 zdYECfyq-evd@1){7^KQeV=v;_Ba5p!% zWGCEIWrZP3nQ=>y`pD+?ww$l882)`cpcU<{@R7T%Wk~n~0_~v?-$giV8ghxGT0ScKY0=<@5L`Dh*b<7pr}&!E|?F_UpUy? z;u7t|!Y$EHQr>aYL+#;X0{zTQ#7GS zTg0WmQ7U9%<&ws$kL>XGg3C8{^hN4<8PdmW!Qlf8}aop=hNbQW=ZPTk%t4U9L@BH*aE3)<8=H z*2!ovEI~3{H8n|*Hf#u_zX{_6Wt@19x}jn0bb|-7qXKij7u?NRq1~{=P=E6bq*t>v z3Xp3VaLk;$z@$|Z&k%Cm0Xr_FsUQR+a0uq>v&z27$rhkn95%MT6dOtYpz%;2>OWfpw&Rb4lHSZo0TH zB^Hj$F}6Po&_l2FKNd)1ok)viVr30B(Sd2ypZx>H?hFZo2|jpw6!_jq;2&yM%ZK1{-P=9Bj!3?ldTkXawS>0wRN2|J(w zoj%l4CJ}bmvb=zm9pav)<-2^q!gg^{OQHx~)*v;U1>JUTK)vA5bbi3gR|29B(+-$O zw@*lpLkGtyFKkYtDYtw{Xaq=4+TfF0cLYUA)e#Rl7(ZPfJCV zgKQva%_#LKwdqZq8b0SprvBwnELdv&lNps+5}aY74C88qdw z43C%cP#ZMP<)pukXnmMgJ5~dh@*1 zD^nk1%aDb^;&sOW$@gtRbxTv#!E$j65`L$cqI+kTVUhl0rMiJn3pHnxuiCP@DZf{J z6EwC?GVO7&VNnAJ_W3g3J$8<|&_Zwb?Jrr<;joD(fL>>$P)k)la|kxlP`cpzTl%h67eFAME1NY#B*a5tX}k|baewVWmS!PxDqtOyJ)0vJH$UGI zZDupPu-i=HR`Ebyo;<}_g~dmG8Wy8N!_!=PKW(Z^54WbL))_ERHwE9sHprF~6o7mY zm2hxuBUGnmgu5&*sHu0+beuhCav>FY+%}oikO(3WbS#oa}e78=61rL!BYaP zx9{IueF(p8kDQ?%PJi?{c2Q5!y9txLpFRs$J*OOCD~Y_i4o2`&l5**yBgPvX>AWmt zmWl4KzB;+*-((lmr^bL4A^Kk8vB6dJ(3&%ETXdSQnf_Zs$jvd*{LlQfxMdpy!MmH@ z`xgLNlZC;M<;Oea-$vyjohgM1{wr+G#Ie+2o(v{_ml|gAB8F$?z2$#O+mo~k2DKC} zBV3dLDD|JKV|weqJ#qNB2ylEtPjhAJhJwmk>ou;`_#~7iHfw)4$9GwHIDdqT5%^T7 zHKYv{#d*9Hu_YKCmxMa0MP+8td~28CtF_q9z__;T?enF~b{Rs&FT5tt+pzh)H3>2< z4m)>us(FmhKajjwBJJhs6s!3eF);1LsPQ7ZK{qB8sB33PuY&QPK*X}je0BvZ${1kk zZ3mT{(a1Un0T4(PpFeZqhya+jgYT#c@w4H6Xf&Cme)(w33)2 zw?UQz)?0`&fb4+r`EAptvGtB7-)--ssZWRVdNU`aHNO0gqDWcx`(%-q%K}X;;PS{Q zy1zgNVymH>3k`?qN%(Zv8}yM=Dp-e-?s}KzUO*#-g6NE+>qPoLMw~-makM|IiiQB= zF&7sXnMwM;&a_q+uxdxEZP$gYek_gY2Y(=^;YoS{+qeDoQRh+#Fi+>r(&2=8>&8q| zrfW*yKo3=ovkH*ZF)UhaJu}CmYi9hY+PG7!e?U9lh*Vdookj$JrC|?hKii`#p`T%z z4nCi>_-*GK6^*U&hD42j0clIUln!3LcATdCa&XG)jFDAij%k?->3*a|^ z&Y4pwuIDDQc+)RdKDuo#PN?7;8o_){63rpSbin>xQZ`!4kXARBqm*!{R6EUV)2P;n z`+{A-qweCSI;gb#Cp_|v*W^Zpao@yOZZm5gB6krb9TTmxE%px*|$q0cX7hq)v021TtB z{;mEe>?+kx!_4_LNX+R7)1G85qKWs^fM!L)_jX|Wl?{hJb8%4PydrUiw%nH%4%re} z$NVLf@fK+VI_*=L?Y=!(ef9KUQyP{ypDzJ`XKUY)eLp%rIU{y?*;4dS;bx37g+VWoA}G163S2`i<8=IM>af-vq+7t$^>meg)K>loN> zx)lHYdk<+jzOi8kPA!P$xJ)k`WQT#6oyqheq!Ms=UT{GMR^8>m$#8RXn_ZDOr6}_C zMegbdxk%Fm{iu09o!w&1z1Z?-5~+)3`a9mdqlc7FygZ)@F9WbGhbn-XC&b56MWAuZ zo1a}z&l&P7j54+x_pSlaqNL26hkjymf%BNU{$wz#wct$j{j9R;gOMu^C&uy5N{fnMv~m~Qh{)S(6B79PZxdR<;@0|_ z`1<%KZvo+kdO+tRm#Baa1B>T{m#X4(pKS@bl6l{|pbwk^01AF;*VrFEUwgg+D>p1F ziyn#KuQl1!HMg(`L>c@!6o_=7ZYab>@V?JxX#M01Adq>RkT-8<7_zMI{*kzBQ17)6 zAU<8}#J+D9+n8e7-(q^ccZgksZ5C&`E7x5v-)p3Bro~Cinfymb<&1;>dcn!<L zBt#4muwr;l<#ke2`?PJsdF#RJV!aw@MrYcUcs_+7y~|B6VKE#!>Cj~G(Lu$5o0L-< z>Gq6h3H=T0hV()49B1GaK(kFXS>q`8^yyu&G^X!pY53oE>k4d zKiSCj>cvGjD@^5%x*w{dATmz6Rh^{Onw_Eqnr`2{Yl3Rbyg&Ty+s--=J&-=tNcvZ} z#2JeJQ5zk@m)|@yXDs|X6aOizD4hkVO;n-~JAQ-on$L?i?56I@qVOV$bgOV+u?-Rg zQm{Hb*qV-hDr#jc4m#sGl-Omb)%KI{} ze0nW!JAB&Yx10G)13MRLaUb&V>vXYf9-C1lY}e}r2F#JC2GAh*cx0pN z4a!ylX0vqb4Ky^*?eoJrSH2li-lCi!nF8a_4L6@lq!0PjKTa84> zk`?Mah~7;m3jp@x=B9m5q3|*-EgCKc4Kibg8E~hIA!Sa|3AoZ;rbTnxQ{mk zDtu*^e|=2!)GD$s7uG;E$>P;6@vk%gqTw4Aqt1DaJw--$JWNgb{~X}(hcOguRR2kn zlFGOt4pka04&|3i`W~Szh9)d_b?%EYm8J_?8Y=9SAE(Yb*1iyykyg_iYBlH0^IXE@Xw% z0t85L+#U9v57Gn{e!=}THM$cO9liU<(JvTq;}PR2aJHRv{?w}C$GQ2^qhn3GSI_pE z&TwlG5;BU4IQ$M1AuE@ESi3{_RYiBvtEc@X0Q*rBQ5AJ)b9^tZgkZS#=(Rvhgp2gqo{MULl;+IU( zA(bKqQH0BM&fopUmhPVNgR9*7wQq~)!eHBhoo8X8U1vig?y>zzp1?UPon6)y6NK!Y z4#f_Qe|^gXNIBVHP>foyEAYyzA2V0Mtp z-NPUzX7F(XQe4Z2N8o*JlD!C!5_63EZTIirH#wvQyeIsLYPNS?U;_ekDk2n@EQ(I` zr+$0?FvRmIzthbwGUue&xVX-J+fgK1hoMiFY~{ITGb1Z6j>F;wasSPYs<+&2yxI*8 zZ;t9Zc~cE^qrA62dGz+r3=;qm4DIxAL6xVmInp1d1kRwD6H+IyH0R!ctOD%(_eXel zx1Wv~kX1P-+OS{Dl{5fQ2~yQg|D@x>o0^#~v$M0~EF_zvD8L|z8}Qw7g#un=-aEhq zR{rnJe*9jlJwKSt8e2D`1pqOUYUyyw+U{oR6_PFCu(&Ef1 zuHd18aK7iKpR>tb^$BT-Jl{3zX9fQllxh}cQH3tVz3|g-YXd%Q4yowj{=Uh>!M=T1 zl6UsiOratGEG7k@rTLG#x$oacN9lyZmLITg=E}m+$iRG=Z5LQsHum*nc5P6e64Bb zdfeny^!wk-VZ_A8%Nqb6kL2gIICcC~1}byc%;H511kk{RSkCjj1YJ;L;!vF`Ciqnx(QG zY&7+9!97c$!b^9D^6HBhFNm3MMq@Ng$HvB9L)?>3i z|8GYg@vFIPlCi<);+N>Z?Tn=IEf<~Fp-UmBAwhbuA>ThfJ@dQFNBaa)m##R=V=rAV zW0H0B#+wpXH5HwDd0#}fM{*EYHhwRB=>M(#cX!?rbqG0oa;PKD!1AllgI(5lOo28X z)pK}oFdr&$j*Tb-=(ob|w&wu_E_)IV5Z4L%8%(Js+@GI{yyhLVzLQ;6<|Nh0C{wJd z#63l#H%q7FD}E)|AeJ@PzAmIwnQeIm zv#pF^en#zCvIV25pXnyYvy0wsBeuq*32r;@kJ-8=8(Qph6}%T;Gn=$UH1-IoYQ7)5 zy4cA0HwvWw_#ZU^m)xKd#o#VehgwsLw|PM`XZ&9X2a~?uqY2_^U#g)Zq~Ul^3%oij@ydZ5&R_we572a~Cg=Hc*2!QjyFo8LQ0JdZ5zhjJ@ z5S>6)M~4EoL*H)Sl4agefkG0%8~`vgb3Z3(h0^M=X7<}Md?Y{{x{A*4w37H**KJ}f zrwkgT$s=S}5}L)Cd@;$*oUwGs_gb(}?K`#YW$STtWMJs- zfc35wbLZdW*uUmSEV%zW?tWzan7p0DwIj);j|6upv2kS^`ViGj!%BTV&?Ps*?5y?*t(#wxFhiVv~KLW_|Xj)>z4n7 z8%g|^@_K{kWO%{7&z~32UXzqjN%Bow(?ab+FK6onT3%~86H}U?o|&2))A{7y3Z>harumnU}QeWe|Bf(jbgDZ zFa(rYhVwfup`4njhIUn_ql0g(^uvc%Ap4|m*l`+trUv}Y>m6~{sNN#ZDW4uLc~zx0 zfb#>f_wI=FKSm1k>}_`ZW-UP&gH(8f)>RM1sFBZAYYJ5>6Z~DUb zzwgqhyoG((bGBq70ph_W%#NJ;6`VB=njCGK@}eP^y?AMxSdG)8{iCJCemWq@V<~iD z9DS9|(~u;>YF=;46++o-a-j$d1lon4AE=cEBF5xDIyxp>bbfSFct1P`O!$-h^~)VO ziPwMN*_V1!%pmGN6vO-H`zkR-I!kM4+!|>^zU>hlILQ`SBS^9?%SXB`A$x?e_J#C( z*Ae5TBcEj1%(m7>V~^Z;a+zw~!O`iLZ%x_~Ky5I^ z3Z583ZIaq8OvTq0yjF0L7-5(9Rfg#2S0QrT$>o}b!&ByyR{0DkLj%6Ka{U=}J}CrN zh`3qn<@?x3O39*YZGV2%xu_S805QNYEO21`&7TX3F!jb-&WUaMepIZv4r#LM4_H7$+iaa%Mn%hfRGb-{kzhrW5^op#`H#xx$evfnUesN6OO}+SPig0# zXz6O&=(k>kZhh70d{Zk$@p5jjUEbvtwvEo(^J~vFzTM>SkE9f#$6(w&JjycF$=4>O z3=5oD2?qO-=55TN?JB1Pjd72SkmnKqrpUj4gHL!6qK(h9cnJsd`xqVz2-%kPyC4%x9e@i2#wPzB@rT@JO^nc7E3 zhIhzxw^kpcJT2ghw5U!_L#yG*mnWtji#S$5KaZ3LB;w%UU;xY!Kwk#7I531piVZ+D z1hkWfV(sMgKi0JIaUy2P0A@{?i@ar$Sbuac^p7HBLbo)w#Cv6WsbbicZmwk)?N7Yi-vmC@sD!va3pkGL$R^e9bD3HHirRcu_G zpC^ReH^_hb>^*=@2N6tXUMvAy(M?dK|}4I;ykXjj)P` zeahsF|KAhA{yHw=h?NL|`Yp(yJGYaZ;Ci_IOQ)X4><%P2mKLX4s~3e#k(JtK0u$pM z^O>y&N$r{cmaT9%|3~5NYXa`~-_wB|LDi-$dL}|mGj#NKG{5=Zn+@S$4SP&^7W?=S z$B2Xkn&&+!cQ$v?Ttg!VqgS@SN4j8fxU-jeN!=Ms^YGD6kQ@OR9QYz4GJJk3`0Pd- zwQGI;O#((9*mUdQOF6gUCP5|bN>66|&t3WV(quaeDeyF3?+%q|1bhr2uDWuzl8QRTok9bgxSZ??W2e$8WZ;pZUJaBa>&nx0*$Selv^g zNg$_&<~?+h{k2LhvXU)>A-VH{hLWERTNXOgPdy$J-@hlEbrYKlOCeuFTK)z-Q*J_r z!n=$ax?bvm^y7@%FU>VzY5mM6-R0{c-b;mLpZ?QR^|jAEl+is4R#R3Okx8*ePv}DM zrLgGXZ}NI?5xmIXz(2+FGjpf&yH{KOGTZ7mE+)R>K2oj~`>pqT(QcRh*mQIGw^SOD zldlp3lp^a#bO+qcfC5C~fy(VC`NKP*$_&G!2%?t`dkdJ2oxQ!_A9l!M5x9WP^X=G) zDJf_O8vq@-Z|eF0y650IK(V92VebjI8SVe z5iI|C$Zy%^o&giXrblFltiPffV?hoDY>z_IWdM7VPo! z874GqAb)q-blC=g4kTztyo~Jnb2k=d(DdRk{ywG)Bt5PTIIDK#kJDIg9U2$#|4j6)|+GMb2Z+KEIG4< z*r(~Dxj(*4;$AN}|L2RR=L$t_{`W?t>#IN3_emzrZebIwY_0z08!<)}ZjfXdnmox8 z{n4|C_*(K7-Shd6g}h}V9kz2qPEsy0E6FWV zur`8=q(cu?S`Dz+^YHVNQt{h0gX+Q#m;-}_p5M8b+r~IR)Jy)Xj&Fkcp)F8?$`fpz zrE*_{Kdv2+WS-J0d~`G%P6x+;tu8<6J#2of#g0D*6pdz|y^mJ&EF=LkaqZJ}QbIyP zL`LU{murRo$MgSERRi7JLRybZ{5`q<2 zNLZLuPS)_hF9z}!elrw8SAX`?u+O!K&*ealc|D5#x{HDR(pvVn&c*sUcKh)CbT^3- zsgK`oaNE)qDP$)FH7K4suI>JNu=bH92*!V|;Z_&P5O&a;y z4s`R*kz+|55tTuow|a}XxT=*>Qa*F5m?akRP*MAJ;YLKT3PC^vrNo%@CwlL2y+KEA^ij5qU?q zFc0u~-=ngY94fFJo##1pijauq-j&Up_)r_mwu#QEC17D+SYV=~dH!%JQd@T=5%-dP z)2L+mrq*Q=F8Y5T<^{t)hxu;N(kLu9e*Hs3X=1H)(RTywlG75mNf&y3p`z?Nwswl0 zJYxK#Mc<2BKThpNM;{fP@6B!-aO}jBRgL-9U9;*>M?uKQ$QXmrheN3U^rvQ|xUSTb zCpSS&4;SGHYD~^Mvy$jnu6P;$Y0|EBqW=<0Q&_7Efa1@mTOx>Na09*}+;1d|n6yeF zJKT9(ID&9&nhhZubq*ggCq#{E9Kp#MiWn(vid7=xVGv_PD{ZZnvzN=Xvu=2~PY3C#;N%WEyQJJf%*fKT?pfTS=9wIc?bw$c#ymu>SJmR%e@ z&Uz4$RE8!8&mAlW<(*?cEzo(n)Z6oKJ-=%^dV_(Xb;%2`kJ{y?7{EjfZvxRA?vzX9 z01g&oxp{e6wYB8P2(Swa_mUqAWJ=1)Zgt9%l7aXLzh8MNgHUJ~Wqb_xezxmNFf_@) z$k_HIa41JE2mUt@*lO7^X`_}Z1^7>^ea;Y;gulNJNF=24nX$kb0WP>SF0O1ce1%57 ziwBkp#<)ix9aIdT|ylv7IUX=d5$Z-WGoT_uO$^D*1!eA0?+H=@jUdXh7qE zs`P_Z43 zYbcfD65Cv)xIi!o4e0irgW*-J-?=bQbRpbMcnSV}%RZ)pKrP?}0~Q4FDDOlF)qx`l zCn*S^VT%srK+%H*^tmo~>|MYZ20?nnoijolL5eJMnv;UiTmOkBV+E;578h&3*p=|- zwlvlgvJhQb&wv!Ss;U&jBk$qEpM^0O72F(WA07>xh1x7hwHFC9-OlaRR`s$g3F`QE z!fNZ|(h1IAzsPk?-B$$vIrsQ#SuG!ee@Yy(MVv3+Ru(PYET3*9iL)9Q)%$xioL8`I z(mj`|yVK6>!RdnWBu}MXalPzdAlP6q1^2aBKA?(Vi-R>T<X9;46CLv$)z+8C&a4I!O9Br{U^ytN_C{ORQY*qMYj7!wyP5)dHrurz0pj4+?BDS5M+s3V8D%w9C`z_y zlS;|V9vP9nGYe^>b~NQWjDhN5fMqQl@pi+w)E`(6 zbm(HxOyJP)D1_ac>8r>SKF8vu6EolY{k$ikn(aLE-VrS&8> zNk@J+cX#%W;W*yPs;aaLF&AI1%hZ^#{Rq!OIDtk%c0kye7==_;Rh5FGCl%dj#cy%Q zcyN#eou~Eu=I}C|I(>Qz7gxaa^t4E%GBk;sgMxyt#3{2$yJc4v)|Wwg{5Uj}4l^t| zA8)-;OVK$bp_XuCZRHP`x7tT5LK{d1hK9_w>$kD8?!llW_&dP=Q`2w`rqUje==;iS99=25KC5>nn|6Jk5~ax@f##1P!pY}+pNe~BNpKfpA3=K= zMVO)WoIby4OiWDQWGAdr@C>8i#dxTow(KFRA+#l4hq9Z3DSp7Yuot9%>G1a%%L=8< zRHq;M%W~+rF)Gq5O4r@x_D%MXy|*T?qTN`x>j&n_x4;|m{_ zXg6&t&3BpI(U@6ZpRDtdH@^!2mr{&^gZc4@A)E1*BfG9o3=K8M_R#L zf5i4*Ch^fw*AaIu+ir*+3qkPxeIJiw8iFVhL67(0(w)rL9SZ1UCu>8nl7_(_QQ!GEH=9I=`qB`1J z*;XjYd1s*fK-R>24!VEpf7Gd050EbY8}Hs#e_>88Q>V~WO;w3opQ_cv_DJuhQs8Z7 z`MVc)z08z0*Um9ymf5eZI;+Ca6(-+M(CI8RSmSF0yIYu3g!#3x|oB z8Ps@-zkg?bEr`Z^bE@-<0s0vVaPy_#WVsY|Zm);d*m~uUu%BPO(9u*ESV;W*yhlBr z(UeQ-I?d?ZEux!szCL_~Ok~2>i-OeZiY6i_qkD_i(=^_C z({hD@SqwX^hWS;Mk2OTan7ZGfY0(pW4Y9etzP_dJ#*QtFj9y#zoD-9R%JMEmVX%AZ z!K@ddbz6m9=^Ll1t||*e%c22ah*s`_fnhB!B&C`+9}c0=%Q-SF6$rydLemaKDx6DX zmZ#S%go)jjS^HgE^)Mh)BgxtoSO>BCwUgEZj*jv)Ya+&vY`IG5DmD`Lx{V#l3rm#X z;aRtGzwJ6!VJ>6Vh>Jb60nUKF(<$eoKB1CkUNhcCJ&0|C@YF@VkvCOP0=2*v z7M3OhL)G1@Tz0>I8sS!UC2cIljpdNwXQ~T^7Rh(^@tZeq7&;cR!!2-M+ASr;frS$=B9g^o3|?N|>4~iFUR1pXj>2lMV$+k86|ym2n6&8f`BtQ` zll!TACaHHadxs`hJ|5)0l4(BP$DepBsiVKL&hQHDWbV?A&zyxFs{?mFC-ayG(}`S& zG_N}Hf2;mO_mki4{kQ(C8|F|5%00<)(jO&Q~s+w8V7rTv*}{vP*ixy%;lo;Qj9hx40DqanH;_aVHXq@+B-XZM|r z`ZeB^?CIHBq8n6=@oqFL%ZO7tVpd9%kDb3X4I^B!jDG}D7;o4x{Gdy^YBQ~xKvJOl z_=S?r%J*7{ci(MBD}fi6c&1tSUSHi+n9ZiWd-s_!2|q8`;WDzZ4L?bno9gB^Z%VYe zr3LL3bbFtOjt#RgiPzGpB0c^bv}1=vNh4jx>Dkk#9Fw{QZrh{@mCct z+1zs^Vn|U->k$$=G=$hdw40AFp?Y1B0a{SCWUZ50T49w&ofFpQX>LRyE$rI2Zv%dZ zqvA-(N6bT&Lxq* zS{jiZ#(zrH(rGuYtgOI#L@Fk^1kUSnmoE8!xemM2_e!6|g@l;kRdXjLMPMrvQ~0`K zh$^$gU%Y4;zP~Rt4~cm89jE&M53TW~9f=K3LVSf?KG^5kKI7w?=ys4b{BnfPew(oa zHPxO(KF)*;g>kc=#%g{4HRY$;Ud1O-pZKp>ym$U#t8KbU-e^DF`4deAhnz~%C#4U2 zLI`Ks5etglXLsuJ%99aD3-TLnI#2OMt8G*6gN>)0}j zsxXPH8|S&)$Gr$Eg(KHL>ye6(q>s4#yzVyNYC_NY?L4QnEe%prSwo!C7A7WdyrHBb z=#qUZ%GN&qs=Gkisb#OFqeD;1zBR{d+260X6u?OzevEr>{)CKV?oFTUgxn4vDsS2x zX0NjG4W60YlMU)U3G-(ae3@5wcq)fx2>x6>5EolkP_Jh5(|`rSck6!%qr`M@)iSt|l$41iU&!4@%TsM2--q_GUqg}7#hLto+OY2F9Chdt6wj6%? zC3ky>xB2x+Z&Le)GORWXu5=K!>=?Fvi9EnEG2euZ(i`w9(|0~E!+Kc2n~GPj_Rfm{ zPe7C-J{>-s3<1GJn0Pm*UEp>N@X&ZG6EQGw3q8#{3uacxKY8-xg|In`o0}VnBx=?5t3@odGF;CJ!$|l@_DpSb-nbwh zcc%~P{P5u1Qsd+-kKs2MzHvx6irmGE<>HcKt+lX}BLfFHG%jdW24}HW1b_I6dqf#z z7RWl$(a{fviu-|Z^AuW5IswsbNi(D-T!#w6|tL_5Ax(}5EXD|Z;Lj_#% ze7;Z~*2%vIH8(8=xh`>eFFIJ=CrzW0(aY5685?^@G;qZ}8y{4%va-@uaI&%vZNttW z6zaQo?j(_rP90)~0=Z@AacPJdgG1pfFT?|wq@&oul`)-?3d~Yt6#Ff~$=4sR?759R zac-qPypTbCDMZ1(qb0dya$NUd1D~`;9X1x#{L5yYoYi5jm)3DZ%h0?z}K$# zl%P4!jU0tS19?v8f%)|>1(UR5^!M488P3cnsV3CV%t#4H9oE*hUEeMyrUuP#XH$?MMb62Y{{Wqzx3XgmI8N4$BDN43v1KVSZdLS%Ci^> z`stdrCC?Wqg;#`+9^Fa+h9nZvkC2F)bIA6Ij_avTulC5M zr3KTDh;ePBx4EYJNlCI{Svv$nDKe>caZWmvZJaA;K9uJj!d+!7fOgh?#MI$W=liR1 zh;6SM%@mcC`g-~d`o!p;?Z12u<~*2V0^oX(^2YIl@amum#@s(Oo-)EKJ1*FFZMk;M zMytNirKJ-FmayEKH%NZI zI6wFoVY8^~xgrb{15cbDA_>nTJX)UxS-68wV~TSpL{aE6)YFYOBS!3hl#U2M;7bv% zlj4K(3GwmM#0Mk8pIX$6zN(MoK@=pKGje}R5UC3ZjRtk^&Oh)R%Q48*nCT0YxijQ~ zV`|uuZF4H-^I&{RN(EGKK0jJBZq$cKSc?Roi#mzuiG7UShj|>nn;ygN;{$wrr%#@w zcpDXE6!Ot|X7`WYF!r0DIuZ4W(slUjCX$DT2T^mpR|p^7_E^$>m=TQ?wWp^izb1JT zjzAHbI=!PWk?n{b;GYK4P+P&Cs;AqtB~_n(NHIkgN-HFC@w>4 zcg6169yl`=zdMVCiNoLCu*rBxfnGa|Mw|GgDNhs#SW!|HCeFkuVXqgEf_?%MLQb?< z6{V$mxI4w-{E{Otfc#F^UzT|j8!P7=xPg*VuebC*y^Jf8+b4Kmad!DZu(^$Av{8R7HueAvGk1!Kv4sfep0l+*O3y9*2!RSjz^UP*>>M1A&|MSb z-9$)0HAhUoA?-5Z`eaeBMU`JwRHSI(al+0Ki`!8fa-F6Epf4(JZf@?eyA%E9&B<&| zHnszKT6%gr0o&q{@POtJaQW?A=~fc-eXAa8~cY z#1PY`*f(D{SY2~a$r*ayWM^{9@P>&_&O~ngeKie%;Lyj{9yt^QWy(aa{_dP#cat*k5+UC3=QtX~5;g z2TrvmL(Y2dDi4YTg%~BR3c5f$>wMBlDjgfW=yn{Bo5>l z;vAERBOPVlocu!Ejt8gcE>Z(zn|q|C3tE?kThjKd_Q|ZS2P;HHf}B!Fpb7)I@2z_l zke`fB??Oufk{7?l!-Lbm-q+W+n#;rxVF_RyCQtKcYa~IRdX>x~LlRi2^xCprqRvN+ z7pb3;Q&Sl|SH^VpGd05RY(^5rX8^j7FX>ZFU?%nijMT>*aa){bk&+<5gU7+&qc5;- z;t>0mWVcQpp=hW5)`+7<4@wqbz8zYPH08(0!YOL0m44@|owHVmePfZ1a`Uw-aqr%j7 zk0+d`w)4cJb5WI+HS<%6;N$3fH23+B+>*3t zJ4QT?3A+LGZ^bV2z$$)?HP_zg#P{#f@;YW}*=+(mrKhj2M2cG9a{|RKMZ1ZPiV8DI z2egHQKNnvSrL53(8MT`Z$D4j8ZVdFic1hemA>(+{tSzTq(7F%u?S>XnN0v-3?M=!E z5Ie@N#^5O2y@#nQ~RVBkVf1XI?Y(MKzSKXPy8Y!%D;sgn8;kG03^0D3?DZ?8{+6Adhpkn+M{It4b8la-=T~%VZ5X3clf;(2CW6aEO>Ssa*XI@jj`UqA66;A}y&=LlT zD5ptY7>`;{x{DbTyigqA2$d7M#W|}v@s04`%D@Gc0X`i}2y3XjX&FNNI z%i+i|9wxFeuuiF?M;5WJ_x9TtVbIT z=C7?T;ruOvDfVaPQx&t<(8+U5VqEoq_^^cOvea!v7tEuu6LysIQ{4iTS$|{kK#*+&oC8%PiKMHm3kGvzxP-$gH~>w3U?hNO1!-k2vmX&=9Lw)prxP;bWHaSR-Cv zi|AcyYD_GAjojDzPZieX#^ya^yU^@lvevuu+5d9f>eqPJuZ@vq|HDru{SW>eYRIgt zU45#W_ZZ&>muMl;JlgMHnNxzYM=w_GC_MH&A>&fc+svzPx>UA=4*k}Zcw(D>S`*IV z4r9Ypp2WR`p*HRd-luR0*Os_OGXhI3d%%o(aQ$6+&e7>MTMlYO<{&<`UJ!l@O;0us zd}7f_R~p^cp-QlZE7bG57L1d}7jbI|CWut@!Kji@5g@0oBR@1Ps~GO<^Zxej%BECp z^;?Jd=see!x-sH*MDNFmo>Ld{s1JG^o>+HLYM5f}b^Jipx4X_I-}HQP`##p_?MR|> zpkg}q=N97HKT5O3TT3UbOuZBmD2f1b>=H|z6WEOvm6A@ArFcU~q|<-{=IwkKqU~WDAg35i6?Y%NY?b>3e-{G zKaX!R4#9XWqD?U%J3uq)x%P4OM=|kqob=jrZPn80x_Ql5|5sF_{t(4%TtM64u#JU< zC?LHiUJwh^dKR?tE)z!wJS%bT(d=$JtRcY9UkXU;ApZhdg`Ecu(2%}mnyV2?6Zkk` zhWXMCJ_4@%yfTTnfw3K!OTUnE`A|U)1!IWV(6hQY)5o6afffKKmZt;uho}n9;(U`{ zgSvTf)QA@3%yE&yK{hF8L4^pZjY!6**ZL5O95l+gk`XFY!XC#0MuqHWdS>R+qwPYk zzjx$4=fTAscb$hGSQ^MD!Njy$l$Mv%GL2^U;i(rd0%*8z(^oDo<@vM!{F{d($hjQ3 zD|h|;_DD$Vz}BLt$E{vQL>#944N7X5v4ei&#*v5d6%wDtxFv_!-OFq*F24j{DE4rCX)XPnlKqK2Fn;?RKqfDY^eBHLWtrLl7C5 znpHrDl7!HARA3Zb^x}NG)lC1h%ew&t64gGYA;8ug;*V-HgN=U*-R&09F6Z?d$;r?8 zW!9F{t@98>xukh(iHgDN_Ijg8R;M4t7|+vjETsQy5b;5B{{wK~7*i;Kq7Ki*umArDQt8;i1S7JNCS zEf=pCr%%?J z(2xs($dd^2hcO`hh#?hr9|}-j@|;W16&_hE#XIol*N8V@(Km^S7aem_Qw6JD99a)O zi69_T(bo7qoFiZ`Y_cE~feq;F@>J5@?*zNiZzE~YJJ3=50Hh@L(G%E}PdofuPmx+y zr|6+8Ss^p7W-7%g6V`uEUcG{{q~+brR-zN=NI{CXnHyCh6~!t>g{`WZ#oxKJ4jhM= zlp_ifbf#|=+tV%&mThHb9+=mYrW9Ne~J`}Ttu8@6rVK632FQ;ZHlxMbN~;ExyE zZ)m*pL!QG}`M8&q>9?I>GM-$hQa(I8QC3S_!ga)A#J zz|Xg6UP&Cqg{dq2qH|8Sj~8K85D^?UGVy?C+#yxlhZaTd@?}{xov2W$1Ox;whKf{2 z5jdQzR>`x3?ebr!ZNsx_4_3V%iC>?rWpUL_Gr7;&u(&Weuu?pgUt1xrBqgEHFxv3_ zw7|c7-Q#(m|B>5m$oZDoQB~c$B(LohU8a-M`lhoppl-2q%RO-$n+ZvooOb($70!UjP0QvCD(N5D9m4dTotW z=x*rRT?i>E9B^9Qv0j~yb^W$T{Nb1%g@)tS!45`t{cH|D$-2y zV)+)^_|2^0kmDPVYu8>f_L_{KQ0sE;+iWa)I1d!g;D&lfTWu@P)!!yPcRWUhDj+K+ z+F6wDdk!A_vWG&iCAXVoJ$$wFC$UQr=jSw3S18Dd-mOR6)l_`v&ew{pwIXv4w)=MO z^m6IRTx7e(qqJU9^x(OKa{&0$HYNur&RM0m{vV?P1?rCoXA|B8iP~n znLv_0v_EyNF-Uuzkl2j{4G0teoao5T{>9MC5Qd;=xP*Hw0adXmSD!R|eFfb$vx z$BVJHygB(i>h>@0vP_>TzP&j`w*v8v`E*GVNHaq*htX|%l6P^6QSX-^!vf|52L1`T&<18T;Ptb= zpR`$85<-KAHvD!-NXWDn)M*9=1~6*pf%u~rav-9(_}0_GM4XDsIF|i~DyF4`I{7vy zcS&yM=l&c-H}*lU+1s?&NbQq`)7Znw1~qNpHxr#twJ$C6cLrRIWqZ_i^xw0=Sf@Ii z$noDnaXhIZWmMf&#jEg;t|~FP$hPtewSM@*l;x1_0ZO-PeN2AN(PLjY3+*q;Z5vz$Jdis4^r9DjS8`*3H`-n290QH}xY#TqH_%fsenQ zwzJlfg_kaWU-_LP+a|PRlA#fGHz=#P`2ux%8LhwS=JeKeo>o@siK;~9*}xl{w9{bVEae1cC4H(&s&af5}YuJAAsg z&kk1G{cgJ_j3aZ_?RH97`Lf3cr;M?NxMv1eBt%4l|A|K~u|(JfH@e{_r^)e7m!mv9 zRQQ{x9UVo`CZU7EKT{D!aKSlRGKh}=Hch0}u3fwT?%iGpX!?N9-h1@u3~Jru607fr z>!Rr(NVusxS}{UDN$m-iHsl2$;{p`1T2Z&WR?EYtmn$*!~P{ zv+uMOG7-El9u^gy@H2vLZ z_5k-#v`bthHFeBw+!e7))4RW=(_vTKmamO6oFe1{e&;$D|6PT0}>Y=W+!fc1x1iXQWFoWeP?T7hS(ua z?~aSjwuVlboN~E8)5`fe_g7HZHnU58Mj*R`LV|b>goXvVim#!u@(M%%cyL9Sf%&@nu}Uyy`iTQ6uqf` zBsISMWO_$6%2(d#u149(vV_;YVlNJ{IJ=CzzG@>FdT4s4?u!m-;5_boDJu8D=@#y_ zMOnh@(!s%jfK4lFOWqSB{y;~3mw;R5^!{90n5w{b#pXo!2a@f)4&U!g2gPvr+BWI>py+{9*sdcsCDcs(}!53F>K*K{}hauN;w<#sS3Pmo01|J%23Tlx-j8xw>(p6aU%OC%qhCK4+g;h>Wv zJQ+!PU`S{f7+86zVA;=2@cg1Tw5p9FIUe?jq2Oc$bg57YgpvUS3!GTaA@iY-{GOmD z;AaFx5@GIj{YY4oQ;d0*^U(~Hlzt?uzg@>&t(_=@6=_;%1C+!Y)=GutY!)OtveHTpltL#3U~e0<=>{Jf}ao1LK;Jxh3*oR?F_o!jh*7-m8kqSH>ZCf zX)aVzt1#&p|9t$xlS{Mu){8OsPv)d&=Qrz6Pv=ve^JbRdW`4wTB1-8~i{6HYx#^!O zNAhGclxfsQeOYyi2=Rp=TPj9xhK6g+TQXTS8yUJ*tHxu?8gg)&LD>Ui?O2Cz zB54$)i(z8l2Yw0}R}~QiB>@8vi~t1aUeJPW?8|i8@A{2+l;}Jm8$EOBlK)LsJ)76B z2wtcEB#dbHQC@xc@F6D;rQx+gkK=lDDFB`t2Z)WaoW=T(Xq&SX78WYZ%O*6& zXBTACSzf<>{aIk#5$H{4ZI)_f&9@YmV=m!C_rd$FU{ykwx!Pa^s5kb$qh?H2UkzjYE%jUNq z-+Qqeb$j1vp2euOCZ{R9VrKw~{7A~`Dn^IXLAy5C-%mIZZ=Ec}Ue$$(4V0Xc_GeC? zUQa5jtfT{!YMUE7NoYWk{jlTn5dmyL$5#xoz7?tH0W%-t)~$C4i_Y$~RneW(XFiLE;04)S$ zZ0j8w_z9hPR#Deg29zl)MJuOR>plDy|Lw01$t9`oIdVjiW`oJ~>pLYS^RBfY3#~3* z@U&6SOmcB`jRFiu@&au18vGm5g;!{&ClnorF19UT4(2Utb%h~Q#Kq$xT_A^}p!P3=g3r>`6Z;EgjK1pcwhSNqnxBq zr{=>IyLa*N@-tc&jf|q}B^>ANXn3A|8Ch}wHAS$9MDB%p=W%Dj@q3%ve{Z^+beU#` z!-i4i$flc7%4^T1YuZ>7R^ycGpIa(fUTd-eDx@soapO{B_#Zy=ZrhW(PG;r*p+a(+ zQUAjtU6No=*Ba8vDNeM_Rw+19!+Ria#~!|-@yXQz<4>v*9yvBSv}Z5O|Hz0i-BA9M zK?Ec`{9G;%I}>AF82udK?VUjuY-l`FP zv`{-?0q~uIHx$ASe^d*-ZnSo(&nD-e4a-~oy$3KE)XrSW&O2xS|y7AD%8 zhuvqS0#SGB!49du7teYohqiprfvx8qOahfg{RqYJZEfKdy4?fx<9RFo$ z6RHd#Y`#lqhwW%y2~*Y1!cXTOP~l-*$M^J2)Q(Ei+8x)>FKpM=M?Z^l9&JJseMKCkK;>lX1geF}8X7Yvq?Faq-_9 z?@VN#yRo9Q<45LNr0|g=+eRZVy&P7}_iPfmwxlx3!Y`_mW2iJLeeuoTQ3xWdPWZn6 zAJO0e#aEfvI9>(O6}O>U@6F6eNbdME8So^NK4Cb?oLt?o6p%7bQwPc^YlK+i2pCiWk{({z0;X>MnSEHVu@uPc`mGAe`QXgvAQfh8D5@2&8KM?k#cC83h z0Pzl33LHMHFkJHsA5L2#gfZW;IlMPM01*4|ViNPMI_`5Sev?YJhOq!qQJqfXkM0%_ zxa{nPvWn0v+x#lL=kH&JqLmm8-gPY1^!sl8xA)6U$Hyp1_^^U+hkhf46$5nI@v*!7 zK|nw`L5>hgI*&v2AobS=-ARbD&$|0B*z1kuC-y}-tg-sk*#MT1NWJ* z;qaTDwnk&U6TrJ{0LQ1tyH2B;CziA0s%Y0NlfJC(Xv8Akwbd0osxugAfhvk%nGkhp zyZeaw7P77lYa<~5K?h6-!B7wG%#UC=3L*%DJj6<15>YU~Hp)*gV=I&-Aa&_FllEVH zQM9}Okr^I$(L%Q;A+I1tzzGcrEp66wsP}1xn1IC*B4a|6&d0|S-B*vJ9B;B*Mx3gYEM!VmEK_wPT%=+TH003O!vlJp=aQ0Q#` zs|FVG>HZ{D6nADQNqp!})FL@!{)-JqqH2O>kNUwJ#>5VvlB$_@>Auih&n6Fb&WG3f zf-U`oMMezkG~((${QqV_k>(dK-$b9aQ1jKju^7Zm860rh(sR=1=0LCwbH2)`9)Bm< zSu&AsWpaXUVQ`~K)nN6jkym23fEy5!SGT2!EIcpukGF&gU;*eGpW`d#r@_H@k;7=U z1);9<5-3=Fdr2T{6cQui6sae&IAaT^ef#lS^Q92IOj#@LAzh4++739vE_eDjs=iYY zV1O-#T)4dBeVt_HkzJZUNvmj0z_WuHG;|qy(91r!fiBQ@flbFqeeXkmQAjLL%1+ zE|ty5W8{xOZLr~OC*)elYZkxQKztAvO-#QXUf7?BL;c1u1dFNw5=Le9)UfSx2`BwP z8&N!gG)|U>2;)8n;d}rd1h`O*J_qSrj-3fHIdV$up8@`iu=CG&-k>JKi$TDVNM3?a z*bII^)ur5_3ILM8YP`I>Saw*{Z|0Ox9)ADThT|`}eoG>p9@2;sF!PEK&^6pwi~9Z= zU2#=SW_9#;)9D1=64;w5_|J$E0iZ%fg0pmrCR)Bi#I|29Z~|IDR^%@t20;H8 z2sW02G+6br@B3>TS7iv9K;68B-YL~RB~sLi%kJ&rVD#q1P{1iu5eQ46%!nQT+0)bG z+f87@Hmc@3`G_t>6Eb z&mywxAvugeW(e}p|NO8nY0^?H-(5{#XT&y{Hs7}Pyh%lHKxdklfbI*HsYqeT%vlf4 zKwZnV#JOL`WSVBnW*EN`8l13dv*N5ks$+6f$gGeX|^A zR@*jJCOKa_#tU42%uKQ4O5mMae}AQ|;#bEjWXTeGMUh&o(6Bh1me2MA|ABbHsN|lI zx#%^QJ1cLMqv?<1CB;Pl18ZFlJ%_CHK>ObWrJ$fZXjn}JiN z-I_B);wPL+KNL;{=>)%n&42!045YQym~N2U(6j-HGO^(@5P0lp0hw z->A?04o93QuBf2aNDAKmIm2`R{Ra}l_?oXm5Kg%0i zUS(=n@|Z8(>a{FPHvVYr`zVMkkOk5U!BBJ><3)Tmypv``tVEWp3MiY{UOTIvWyvYM z_+!1_H!IBh2x6?~5mq;VkOC~}JspO?_-~N|u_!l66dSQgJiA^i&!tf7PuD|l{1T>{ z_sFbU6Ls;v)RtE#SGvafETFE_fxVtWJvY+tJGJMs;lrB?{-WLX*(r(%pKLhH%*;K1 zFZ77bTO9GL5MQ?K3|JKDE4c1Dex9|%E#|Yoe_9ndq0k1E3vqV0SA=rNWb%ZJw_L)J z9saoa7AzS_5YFRGDzf3gYbw=c6YRah)5{$G_U*YUQb1sgzfAb-3^N6m^@UPVf~=Ng!31>@g1 z#H>juir3v_@;)6jUqV({!)U+Yg%FEE*{nyhu7P**yf&R@$cT)3ClqkZ|VWAqbK+sNK+Q{*ne zSBtF)$6lVb%epjqIgxHw^BKf|ME(8V@NcWIt5o|RU8?z*z8LCAoLYF6uwTI5!DGi7 zCI*7;+_&vM(y>{{?AR-jiM@v^0HEpU=p^N0263*4%5&n5x3}-~6gXx=3ZmMqD+$4j z{TLzggsv*|*KtunK}N)wQVi)^{~A_g^Dj4cqOjx#z&gUrG+QiS|uT9GW|&3vv!^Y z$1k)KUoX*bKA+T}vT`l=l0>A!zfj}5|Bs^YDc!5D4&x5{kC{hCYaFJj+~NJaqw1UO zC*J5gSz0r%95(gd$?bUYj?;CZe4ln#gu?TJWQ7V@Asxx>Xi(8*-ys$n%+|^f8%j7M zQsUyaNchOXDpn5(RK37W9J9}wH%cRTCITzZbHN;mP4*<$UZghT^p~w0&qrVVWR@wR z5+;+=Mjdm%<|HR5ZkNr*~jp&JlZeeC_jAhK#zJ7f#vJw&n0L_RF60lTz{zW~*jb1df^;@g0a=_kgoB z;Dn^n z{~&UKOgv`8D*2t9? zdTRs2R-cM7=|Lk~iO&0FB`Uk0d>d^{$V5@#4&d(=EI+W1huaKO>=M9)P|n3-_}8CX zMh7b}zoX^NFesxvq+75|o46>ME$^cClfHbw3^p4Qo~!v7E}?ts<=$PpBt*0Bcfr*1 z@fRzcy-NkyXL`(WyoExOnnZlDbtOYV?&A`Q3ZDp+x}PHCWztm^H><5H`1#AxK~3S(^-W|@UORkd_ZtLHG{0#5;{#3T{$2}-bf7W%(yi#}iLRSltr#igokK+KWvHZ7ONMj~ zHxGA;cYRw@$wEUo8a+aLa-gKE+?+klB zHTR#{a2KN(@hGdgTFHG+p(BmU^<~U!{5&05;$(5lw0FJvD(p6Ov6q4@`r4BZI(l~GOV=!T^@F7(k&3RI zSSLvQLhs61l`jAG_xmZ#)lS_^J7KGQ)k?XrY>-iUFt_~Tc;=iTRa;brz<9~H%(6S_ zr*_1_5AV_!BCqm=RZQ5Kj&!=of0TG4_dG07@>cBMpP!`7rd`Yp_-Gc4q8 zx?1R%uotSUbYD#v%xxN8@(3)?a-WD_HBW909{zi;iu9ry))RkOPwt+4n8Uv8`Muw( z5+9k5Rj@Dy$lrX}rr#EP!o2-uo63`B5#!6=)wipJTbG0@V%7=XmFRkN`n0DMO-YIH zzn|~LcTMbuh^1UjWg}%l>4Lkf<^`j!SW4aPGt~wQBk8k&OiB*b)mW5a=C)H|xjD>k zajYwVf%wZOJac4ZR^EBP+V&=kn$Dm{ zV;X89Pgx;W_NLLO;h}P zdA|bl7ft3fxA)C*sN7O{k;)!aYR0q1^2q9CNCNk)R+`P*CaZ@^ZM}s!Fno??<+{~- zhp#sOy}ly7-Tz)+fA*dDWV4K(@UWYTWgs41LS$h+ExkuV;4U=gay*ZhgL-0 z`F(cDY22QZ@}!RAUP-O>(c6<{j(CTV+>Ev-PjUZyL2OM@DXvRb4Tbuws}9TDW!u(q zgGHS?=>#%^{Vw~dtg#O{~(jF#H;7AE`X{rv`1O09aA|Ncra zKPP^TH-j#nkA`!yq(6Sg&3SXG2i5ar-cp?fX^axljsQyX6xn z2XoflX=A$;J1O}qC}?gasl0CKSJ=i3_upTF6=DWVWW2pk+=l0H*O0@b8Q0m?vBW|8 zf3LgbVwd*SJ<_bJ0#D>Vv-kTShew!k@aVMVq~RlBeKkF|w7N29d7b2!;` zjLa6h-Ad(&SZWgYSvMK&iND{6?c!e2-*=BHh|hEfeLl;Dx0xGkqwW-!@lJl-swF^v znDH`$W4}7QMa}HO50j^Se;*h09)211+wjYn!n)x8rIV8{??p^@Y~EzjC3x}7VF7_c z{y*b!8B>*)V}j=0qw8;sO{ILUy~(w8-9H!Z_J$o=%U4h8KN84_v=Uo&9%&Ox zD-#qd7=BRr^`6YRGMQ?&sFxQtzw%U&*$0hkwG>-{P9i2pBo+}pOV4R6c#Fkz=;`UOKnb0%Sr=U2UdkWY~LOf8ZRv81Fj zq<43Oon~NeiQlw-IH%{A(lNMbQjFNW=E@ow9UV=OQk6hK3O0tMLJ(Z z9!>u(<+NPC<@UY!$L3_4vh`6S667*&?LJn+_OR9_9y7P*yOl?`dQ|td+9mTAMJNA# z7ra(a{Tt}N&kT|ZE@*K~ZKd}`6`*KA04CDgsGW}tvx z_#n$Y2DOtlE38gEY{o4k9F~yEgq)4Ec~^hKA-eu&ID_-%vddrIi0vnSZhU1gFBZt` zJYQrC758j!FSalTRQS8LZT0WlJDl5_Vv{hGYY@+Jn1?Z<6i&xnn-MXe$r&oY}prdm;RMUc}Isg_S!y9UFFN zTU5=-R@Y{775Ohv)B0~0ItMtZ5tD^~-W6h`+zj$?_d2zMxm4o6MZ*;mqM}a2H29}` zcPjz|hAU2iCgc?m;Qodo*S}vy){hlp&~HXRpvb0XKQOGYZoXqiUg+*{+w~R})LYI=(^g#E*C70L?mBFx&vV5w3b|dtft(B&g+p$n%nj zl=Cj#O>A0M)CWX5q(i59FKlWIN;G?zkXv(B+oaqe${<_uOSr)9F zG0G5y`P1F)a~1oaO)b$<9q}heebg3+lrz1c>HDr`vi7FShAGa=osre7l2R+LqvRRv zwHo@rW<0%rCedc=7x4S>%Ga*73NR!QS6g(Vz0k9;%Vo&|^0yIoY-qyo|9RJqdp$bW ztlJC%HWOIoKK`}IT#Wa5%>1hV>8{(oST3sEDra`}RO~qqTN(?$aBt8gnAN zPt*e(&iW6$(hS?HCxk_2{WW713qrc>74O#xeyg5;c4c%Acge0T&bY+ffnd!HET(?S zM*;b$Ce$G-ucaC|C~xQH=2E$Jq&79FesoWkFX)adqU)!guhpxa?cZ?q+9|X1Jik`R zwEOzMTqu>(rGNL~%xj~@q+6!)evl}g-bxg?UX@*Ni)`qqdt0SS^e^^8k7h zU!yD!kAT{JYm;r67jWEOVTc+xdK=~KSD~TN9*d%$CMGf4D07yaiU!^#BwR=-_$hz* zx7yQ))!(&qpVbQ9Vo;!TazD+wm06iJyU3b}yX=dKta6TjXhr@G&p!*iHqR(uj{@8Cwidr{UcBiGYabNo8JNYr& z?7F+v6R7XTOkdVXiwx@dm3|E5i9e^LDujm(7-O&p2K;#*Q@|!P>~~F>x%8AJuvobF*jOU~9y4IptBV!-{#(b$MMng*x0*T}dErZ-CYNI64dFLE`7{p{MW0 zlJgY4-t72Qp6l@RT?Ln?7WfEv!6i01sZT~cLGmMNg@05QY99}cyl1y+XtHQ;Xlsjy zrcYH+QyDXxJ4xryoK$A;{9XC#n2YWB>b%>sO=OJ~sOFFIq*aU^*#m3T(uH`#j(i-9 zD=AqQ?x96Z{#{}U1}|QwvPXnQ zCS+)eB~P@8HTplS77x2V9zWdP$)owQ;pt5+`$m$o!O>}JK}=$Iy3JN&(*(lb)S&>#ZR z&CuOL!_e^_3$K0M_w#;w9zN`!8+2G}o##5vBmQB1;FU}bmIW77pT+3gB+Tfq<`|t} zua?@I5bhS`-eIl3Ox;N}5sUiggF`L+?vHhSP(R%aiG6MPEF7)+A`(n*x2lB?o00 z0}~4iGTcJ^iE@9Xh`9CX+y{U-Z(2Mfu(+{Mmjn^CPHH)f)oJYf{Ya^NWA}(r6Y!I| z)0tmr62P8-FVKhKl%H8=Q)Dl^%9LI=-CX;rN|vOQ6kARji_RPk_?EauTow!-Cl(Xb zI`}7(l1>;lMU~4XBO6{g&3Wecg`a#i@c{q#hruZ-BSnr*KZZ!AHl`x)bZ5I zn!Cs+Lk}0)X)s^qSj}3=Ie6krjh)I#H=k068qt7_zYDGS??ThzziX3gYx)T>iPIs) z`sC?)t97ps_b~Ry)~BW?Q!QVl-70p|J=QH~M9!<8GnBaZ(M0>_){_=5kN&7QuOB0} z5pzx=9IZwtTtOnNW9!VhR(bU~xtsJ`nq~fM1X#qoI6EV*hD9MdQc8@P*Z0LKj=|4k z@9KKzU&mcK<=0{_9Qjaewz<86_X!e5ZujED#i@vfIo2L97YdCH7v&d)-4}#IG`}C5 z{Tgz%8+_tu%heJ-+Zi%!fFE{;UfKhpT_kvWhlhtHb$r;Nd_j{ezkSDmVZ(*GtjtWR zgOrRxHo(XcIe>6UYfe50h{&!ZxD0bU0S>w)SaBR=aAHA8IaHj@@Xn{beKum@N;Cz7 ze&TDfV$0A?q;@0`CICyF+F{X=aYZ=pnRYM`x#IvP0U5wJbp6DfhTa1|jet1+Il(M5 zIdt$&cccXdTazErRUhU3zK&h@m6Ziy|J#ewWpc%m8nfxFr?WCWi$c0FoOrtj4dEXt zimjRa1U2Kq;U`|1R)aoP14*U0Z|N;KAMA$N(uqKI9woCg$TNCb{HqDQ^M~`rha)=d zEQqvmCA*&MYCJ-T+XKg7#fp2I>q0SEsL+yu;24hC90`lwJsG<T0+X0IGek>!vlo@Ta}fo0fLsOGRs46%hE2|x;NYcuKUsUz41IFM#5oj{ z82M^hwl`)UD>Np+a|C&Y(UC7yAWG@LE9dCy%OtLu)#ZfgNre`m4#q57`FC*dOQ z0!CC7kdgl7%CV~1WB|wK>%6OhwaNrO0d4TQy!B{J)1~z#(a!xhqr!u^2H^c~4q|g7 zMNL>feHtTV-WG+gRffq6;ar6yOrV{dH=TS>i>d-P#Qo+gOU&i*ZIAt|mvuP0nmZ{T z{qf(O|L}`G{TPv-ga2^)8~0W)Ik18AD5|TKvC5{@T&X`K>kKB4L+tK$m!E829`M*J zaM#@=LiIzK5sl<;f0Xn@>4J!rkTa=yrBTcNIoF*#mv)s$wyiX@=v;q_lfo)<&+euz z80=uhXO=9t;0|WkjIf7e$0q{ppFxTM7@z3GO2zvj64~E-V?bQI0pc5S>QX#^fKMp` zu!Hmqf~LA=87~$t_>o8mzx9vATV9zn`RnG>R4g}&F~6t9t$M717W*JVA~>nzib9}< z2JSnY*+U%b(^=~5QXvV)n1#OK@#l7l1m81#aoZEndPzrS^5Yin-*=j?xO8Y+GB8_3 z7!>C23vq>PO~eM-q-JY_PGHl(L)`Ui^;h*tQ831(0F4^=ect;ZVrCm6ZjT3i?GG5g z8iSxf_7dcqYaKHier_N~L#ZBb>d40gNlCkCVWtaoVVXYE!2IiETGDmtbl36x<(`07 zGO+J*?5A{E{FqJ!)40qJRdj`YxvH!AaU-d^>;(i^HEZj1=-5B}NVC!D%LJ|0A8<5H zwWZ#MtyL-B8kp zDb9=>`&gm%vHLQ@iDy$k$aYy4wtpWa(I1u7*sNix`^WQe9S4_5hlUpk)oxRC?qUPu zX4#7IhoHU8bsKN#CdLlt1h_*pYRa0__i#z(gEw`&xQPpaa|&yP z+Y9ck@H|5?+Z6?_Yg@~O1X!t2KMhSyQ!v|fT1+j^cwQ62TE_%;S2Sz{sZ@xVt?4wy zr0K`Fk@RLlp6o3+L544MF)ku=pw9EZ%)seg48bPagAojS2+rQKW(Ey zpjv(oiTX?npy_PpAYUc2u&`v4V|ba44AuIci2-}{Ov3=H+rXobg6DcgO`)qfMBy5% z=#$qBUa|_9aUaUA#UrRjljVxZ6a#x&gSv%zAz{BnMm?Ts?PLZ#w_~g3r#3-@(D;c` zt1@A-h0;Eu!N}5qI;(=61f1sZKMXH->PFAnlUjnFBw`{7pO{TNhfhi2HpU#fa7w9O zuso|qxYI)Dj0jg0R-Z}v9FaD8;nGvW3p36QMg1Qi?>;shn0EYh%dzx~T-}w~qjCyP z+WGypxtd97iHdBli=Uc(*!w0D55_i{(5iB-3NNnzUR_|C*)P7l{?N@lIRbe=RD*4b zd(FBl<6aLPU0o_jrcVGwve95`*ub=1kbD={IBtWV`q8_kNoh^7){K{SS^2ruQn*Dn zJ*d&DI?~?`KxJbH0UcQukz2F$+aLFuk5`nqsjnKz&YpAiaJMbbKl}C~>M+MkQY-50?8W;1ZJ(=W!M>pXbwap2H>UOd3xaC(y9LOxrd!Zqc% zCU{D!7$qOh=9ZIa10?B)bxWo(E93Pk<#Seb6?R6iL?oUu;%PMsBXaR?nRLcyYi*E) z3eIc`609|7t}+Vzr_=RsP1k6)OItTBkz16^X!C_5D*3cW{}XE)+6r_|c@Yx+CoWJ^^}4?o^aJNAI$r>zd8xYUFk{Bd>lklszU*7Vb%fD?Wt} zAwCyud$NsLY%f_H!n=d@1w4UR3ztDAofp)Wv(Vz;d=SB7$eOqv7$+2vRmI`)nh0&$W%IsrT;N4E# zi+y2jR^Y%-E=xX_V>F|$(5Qhz$HI<~3a39-9^Vk7Az+sbh?^S#9_qFl4L^%fPXIUv z{&{U!0s!j9J(qitv<9(BVG*&EfzwQUxgY}h3)NpgC2>Nd0a92TWmLFu)pyCTXQ4DB zBV%l)U^!n4yG<=z73SjhSsv>e;81#!Sp{|OXMEwb7_d;Z0i9b9x-dTgkYEh*5EB!V z&2uL%E!GhVdtB*z7Hpd4hiP4bO-Tu469&<+SJ2+HvNMk#{`D&OtCGio{GojBm8WWkNx3CojvCus|~jjaxlNPXe*nM`OfKg_{M*N*XCu14|05?y=Yb^kGqu0nePhnwmPajfw0En4Z5$F;r|B+aDLYa4X3)s`23@tyfncM* z_0-!`q)E_8v_QcoJ>)8ZuyGKsfRy?uJnnk)CrDS-+S zw|PN!-HCo=>7lS_M5EUxp%oBYcPN;@s5`xLFEZ&`;>6X7V-5vv2h@|n2)x6(JkXd(wiKkA6L#lGPg!adK zU84&R*w-WzD8xW+4OmU8MSiTS^Rj7gPd>!G`KEEbP++m@*sf23IwxQDwprk8Nu+y3 z(nD6ewdO0~QnretwUJ~%k1ue!EtOJf*5szsFMrIF9kZ_B{viFgPVu$3(};TR^|_Mf%*CFTBL>E~^}#iCIFgW9eqYB-LvxeXnc-1u{`mI6we z09RZK+MYLH42u-QhHQ00^gxaw9DfpcJi^rAx`w94_(-Tl>snS%y9v!Gfy?IIT53fhnt4Y{;Ipq)Rh(Cfq{u9k*xxii`FaNs=e$<72jklu|EVd#Xo zMOI6?JmAyT{6Qh)Dv#Ufz_23Q`u_dqu}O0R6W} zW#m>d!W@H_8^M%muLp#m8&8JrW@cq6sp`)Y*adIgF#eF*LrSB|3s3kAT1N?;n)v3= zZ}-vSkP4x!OfFp7UO95IGY-$Uiv-0Odkr}?Np`&Gj80Zi93 zJyc=;R!m#jWg$F}wcXQ60T;CoTw0m;dIb*)YfRw*zoX>;T8IeRGU5TOMMsUf|6d8__i%Z|FkOj{fI^Z;yyM zFPS|HU7s#AFbqCor-+qq18j*YwzmLn5GI*~GH}&EV9cOI$gWV>O;RcMX9)($>$t@GHe&!=6-Rs)v&$L=ZUo_&KnRI9geI5^TIXeS|nCh!g0 z3H2$^h5+Tjmhj^WC3_y1IL{2b{eTeCa?LRf0OTz_4c`E^x6@fFz=i_mGq#+~J#UDs zC?zEY_q}6okP5`>QCB;N6?c*BD7{W126h+J2f9dI4P1~&G<}o>DXHx_gO2Ap>vt=v zf<3?1f3y=-qXy`bh$}H+b7j9|^-;T1KRDM~F&M>^*<&ruLL)_qDfiVkL~C_+GSt&N zw=Z7U8C1#K6{$Zf#R$F0yq>_j+)6aUT=f`nHlwZQKif~vUi~u0Y;Kga#B}mQmM_bt zgq+#+6PR|IYi71KHe<1;44M;~;;hS^a2rYYcK_t|%9_oR;iJy(aa;V#zXr;N?qv6s z_&z&Mhx43hd z+(L&hbV0kpnu#$O`azM-n-8Q{y%H0X4s`%6+DazT$j;7gY5nxeap>zpdNFA$y`P?y zN7O?yTp82Z3ag+Eb17&FcfdHs4*JmGX@-HqEI$JE07N{5m(Qp}z}{cD$l=Q>z)7fq zLoWkx(XqKXi;X^f6BQONB{{o1syykXKt%tl?^(f0r*05hvO%_WCdxpgZ(YoBKo)vs zJ^HYaLj%^qoxk+2Hjr6+)rF=<(TP;1z!)8#;Fb?`a#(!WUG{kfli|BLyc{O2ns-Db zeqdRN6ti;gQgRqVi!DC-aZ>?3z3Q=N2nY2mo zf#GJtgLffV#n-=Uv2ymo^L3oL~kU>-Y5%E3`x`+BSU zR0|%+SbYwT@lWQVh+E7pTz3AniSYZ_^0wW2QgtnI?*oP0Kd&~kpP@byw7H!&tXrF# zzr&165eFg!N(F8(3d)Ym#^AH%pe=D$+&m1*kvQSjl&0GTTQB@aT6CS$nf5tE6wC(_ z;^CEzs(D3ws2Ms8_C0R85Ec+P99&lb`A2rPHc0+tSB^ZkDlmXKLpE97pQTC((1z5a zpUrG@X-c&20{miE92hM%)cVvx}SHMocVIR}Kqt#)>8@!sasN)Lh?JUt~ub)KGuhCqC z9kR4}=weLg*U)=weo6l~5W8Z6(qBmxHf-+>F zFh8uMC`%mAU4A-~Xa^mXi8+GneSh~U3{oc%Q*^15)^+3g_Pv2K>uc%Kn`$Y}gGYS% zxw=T8hOGwotr)Ai1``n{L1AQ%b;EY(AxypV29qF2X&eQGgeJy5UBrE_Oyugep2>H8 z;f?`>r=yqUV>m@SW_z4*-*cyPs&sZa0Ejl595FiVik)|r4w4XoNPa(53T;6!AOJJP z6!^0+u%4khy)3u^kb3|oC&-hx)=-5wc91uvgkbPj#yg;6KLJSJFYGm6`ESEn4Ie&J zpj)>waB2;}NQxt!0?iZi7C^nWM5!l z5C!BhfgB6TCP>eHz8-pzBy|e+?FduOt&_i;ogtGx@rTuC5oUu!D5CGe_6^$`#l@gxo9VM4Rx4J6srL29Qv7wSn?;akM01$^-}1kbQQ~N1I?Ew}6HiLY z2S1o_{*s%zhQ6nM2c3RjeYWF^gxS8<5`}!cDB~hGq3`DIlk5kLu2U{B_;~ccjeNze zT_?T3VFJhA9L`D{|3LX}Oji zhV>jNm^QYUNq1icP1OWEzSapbN6OyYm%T7@hjYCY(XD~vUjc^)8xn}&CXm95S+8a2 zyH5#rZx`)pb?4p{6bk7IQYzsP_$Ve&HwfBx`HKTSP>OxN%egQudE>^7G0^cNLwKex ziO(2UHYXr$oWkT{4rjLQTWV_08ugcq&|lihm$04R?+r}B;TRS~)797*?Y`1a&!JF- zO0Eaxf#gj#kl9*xQa2v-fG~O(wHbU^=h*h*?kkp;CdGs$HSOmud-&xuyGRuN6VES} z`)h9s*K*bpS1eMqI|m}4Z(9x2A$L!6m_v5&&L2FlDyQL7ZsB=Fm^8eEB_e`9Q#vv` zn59jRJZCGlYxgT5ZsiRg_tGZ{CKyLa=(jwhAtnD_xlEZVX;KMvS6XGK=H?8oyLoNX zmPPV!E7?wwI~p?i=Mu3RAo~{%t}K08*C|W;jp=yb5b@*i#4DHskv? z0L{LL{Jk~4?cu^PINPQhHjtxQPaE36KN1-6HH!9`8 zK!)99Du3A&1nnKMUkF;?tTHp_n@sX&Hx^pgPiLJx!r2 z1*=Xx6FHQ7T11K34C$#`1TF%p-NmAr7N$EzYtItnZ66zS== zI~Wh>s&UcmWGedt&pflutng0!%4EMEBhZGSR7n`{6fs?D5Rzbn1Qs1PxGykTce7nT zul{FCa(g;edV6&HGy7(HiEjIz z254YWo7Em9WXIkC4LEfes1mW=iIJNdquK9N3&Cb;*=#50!k@0Gsd1XhB-<=PjjXDn z5r_;a1<|A^TS{vJ95+Cq&OlOCXbi;X0uQ-*m#M}3*~T{Shq5aSnqo4S3f7-oYJt(Q9GfD2+4B*yDy8dGC;>GD1%6b25xG=JjABR6u`4%k+!>s zwxWDCWtLSuBPkA|9BQyel)jW!UfsVSR3SU1FgzOCU} zBdfLW;1p^j{i|g!@wb6)m~gF2wMYU+ZP;=nOY7voljW5f%AgB<+vT0P+_iuHMTV*4 zf44sgv_XqYlpoQ`Wq9I4i;KZI#jNoPWpF=F`xguFZkC@ch)4g#wtN`$HE4U+UYO*4 z?d>^&aQjOdr}3SH7#zEs0L_nk(x0m+2MgXuQ18xK+i?wOH>-p9qnd&}v8cZ)B6FzA! z8l`EGuruz}n9;kZ?MjbfnHW0tL&@!B{$P35@lzCfQUx>1#x9*?qVFeksG@k`=uS{S z%lLq63*)0BGtasMiZJT2dJ7IB*O&wEVLBgoFrF43J$BN;ufsLx^F)y&CMY}9 z&W+(Gwp*QM-!(mU2DIu^-~}EBGzMrH#re5x zIZm%Yb!1DyW|;tl&T)Ah`qAG(V2sj{W1A#|?f9-P{|*7tgi3EbL{<$Nqx&*1SgNT7 z*qQa>Q#y%P0Q+OeaDgp@efv3d=S|_2SKuq0_x?}1tTqTC1ZF@jzwY>`tEli7CDC|e zU{`&q30>%+06DlZA44uv+`13v0{A~b#0wE8!bl)RCo^#@^Tfo&;uuVZSMPE31%c`r z+O|bQ$F`gWf&0{*(qOkz#z7PH+ocGHTj1_7GjI5N%>Bg$=LI*0vwMxI@(-rKJ#B;lvFtBtw5wIGha@5!7&I@Z9K9@#H4 z?sI3QyQ@tQf5{%&gBvmsFrcn%&MKg$u=;Z-0PyC^%(`RC`G)f9OOj~@ zom-O&9=j6qQ&J4pQm(U>DRTxWIz#}5EVtKPe+hls4Lh4xZ^gGr6Bx97O~VKk1mn3H zpF?84PVXzFTv8(grX9hBLT-E1d9+#oOLqAf$B<(KePG~PXyW=p;d(kLkvq092O9py7v_Hwu#VV$#wEoL7xb zTmW%W{5k8wl)UI$(C}!4p`Q;Vc%PwNU;qHK?B51_pXw1PB^;8!bKET`~?D~6OK7}7dQ>#z|0WkP&?Vy6We8u3mU_y}V-x{&q_&>o>IT5{x=N02`7 zOjMumc@3XIKSnJI#OLMdog8-EHX8%0Gc=U=x*#JQe9bTJbr9X?vlBLwSDfF87dl}_ zydPe$NM+a59qxTXX3S-q7Bi@ntHqx-UkN)y7VIo#kxo3Dh6T$p_*&DIuXNGpWjpzI zMtEB}^<{F>0G|7CmR2-@Mvso7+|NyrFo^|q$cMu1?+-`{DI-tHpwCMZ+ z!?Z+!z(&wbu|;0Ug@f}u{HTJJ3(HP`1k@p#X)Cn62cb=yau)kB1jz{TA=9<|sO=9` zB(aySWxkAtiV%Je00?!g7HR-NdT)|)qT+jqK%fahKSw>Q+fLV?3+>M;AZM^ziOR4p zKbpVZ1tV{+a$rkJUE)kfG4b{Xd7w*KdWYkCY$t zd{x7ZW#Xzju6v~Xc#UEao|KS6h~TWs5i+XPydX3fh9ByUpF{IMKy8qdKm4T-{ST$7 z{Z(3jU(y+4-YD3EO(fOHVnu^`*KUa{cnEGnk zi1vV~LH0@#?FGoUp|I3Wq@n)+P1^er6587qR7XK!VGO_{6gdN0YdD;KEl5Cz2tkyp zTr4-9Bw0y188af=VqZrhWDjt>3&KPK*^#737<{MXZQ7-1rQQOIl+;RYE`(S2$`1O0 zC{Uc_ydR;LQ3v(H1ms#cw!Nu|%bFS*ILzsYLzctBy6#7nzSp=O}Ci6TMo6B(Z>EJ4la8hN%V~7Dd3QrV$2C`z2P{iiVSt z^YZGF?2Ot6B8m6kVdqrq7G4B;#H{&yr{t7nQ6DRP$fUAmtr4<=Q?XACb=PM_xES^m zsWIzBiJ1W#>lVKl2;`3IIXB z-0(ml3K8x?mW@MTIlm-Nma~}r;(@qcG5OwWUgF#f(k}}UI-v=%0IbV`OV^OLu5M?J z8I$3c>u=k8GC$c|+1zRV)SnVlZ7Ai6{||PTK`&RRilNPRs**V{nMvcgR`6?Xfj-`g zV|qNhsx-bed|}5#_^0pFZ6qY!UvaYDQ0f&P<_H^hmkuP;A4@S1_~5ZCa8@GFFmZZq ze6h$s^6uqNcZbZo7$0m2;=cN1jtKl+5gHnAMRo=*K5k0Zkina$jt9RN-OZ`N&Y!g@ zT%4bw?Zm0aOmFAl-qes{rbxFG3ZJ_Z-D;$~QwrNQ^e8@Od&6R|lOmLzXYxO|V+Orl zPZz>4@M$#PYcedCZ78Dfja@hBtAM%!k$1XbWB4v3vw@wX#CWOGQ;+X zXkbfRJ33@F{vrBVC`@N!Gng@(es;u_BvCigSu2NEJse-X7B!210AsgIx6 z3no?)g3mE!mSo&l4}9FYqGC3f!?h6NDxc|pFk1e>AJ(F*sYVvJ_##G`a>L(L6r*%d ze$YO%bLZj;r4n!z&zAS-8}3unjM}#LN7BJ zezY5etzh^^*09!@8k|Dphdc@GC*yq6i~kZ^J^!TxMOkxnzs=sA``j5t`)EOj%&a$9 zj`nOXY`0K9Cz;2p`?6!Q$?od1ZM;INjEm50xUgH-n>|It$$#FVuLr9e-gyI3r2#Vu`;qt)Er_9x|oWs+F0GAjlf^c?v~DEB*p zJ)sw!FU&Pg)(gN48tY~bMkMci$jdEtp|-!ExpQ3n8gd`oH3P|+0h!$Am~DNr8}ULT ztMTD+XtKP5@Hd~9BaDZ7FtIOh~wiHw*k;WESh1>8h>P8&(#=M33d zIsy5Rvn?_I~uIOZ2_vx z8M7sc2L&^_0bgTA7y^r!BZ4q)c#5~ zdF%lS92^zg+~eK7+b3xy=6D$X^G4~hCi9b`epX^hu0s79Urr}dw$ga<6Jn=q!_WBm zdiTq5)X9}vqX$Eo*xvcS3#Kc^&qbH_P zAByjoZDDp8B-4*n!n}XIY5Hlw&dk~?_%43siG#q1YMH-Ups;zgMcACikn;`&uSn+H zf9BTg!E^;9q9|4K)N{#>DM`PuA_{GRk0vLixlP@yxVE_D9!V{y$eT7mt&f@$uE zDKmMpKF0LK$Mr3t zimgcMOM4ctxhYfcmqkn&n+E$gGV?{{4PlGHr&TL>H?v;ClR1=-{NEVIVdyFO_s#}5 z+e2YAwfPaF*%|8CyxAXSqApeH61#H2hesgPPy8z;i&yqc;a!t+hRa2FR$H*tWogxeFGU&W6Em}8^zxv*ve4D(V z?tB**)p#7+5Xig`K_DO~Mi%P?0W>6r_vl&SGuc|d{<5_HXVBHB7$WGI(tj>3lI zUQzoo#6bgs-5B_$D(4voNKo&rI|FdY7G{5}b)%ucpaT44%OK_7okC;j$o0N7*g1Zm zhhQ%Gp5D|^YW9g2=!zVn5!-{o&*sIx^kr#HUmL57apB^d#NR zGM|%=Y9Uso^J-B#eA`=V8R5X!XR)`Rm~9&g!_rla2wK^d*>SMT*YGPxbrRp21#pW- zZGtJZ5>#ZBHYG=dhr&aF(Xlh}2H_Kh3ReT`8bPGI?je))tnc3pg@k^jz)uY=)@Znj zvei~T8z(QaF6KFFmx+{Wnc zd$w1w9CnxW2Dhl@&WlHKdHA0f?>p<`A7lP=SHSl7(iI8U>QRXSP*Y7HwIHwdIt} zRETq`TN=hYgdqB36s@?sfB{6|?tyan7k0FLw{6GI$DUwA`H>8~9R(anhv1x9h|g=z z0_lj@hx9gD>g%Hr*l%|(3iqPr4REgjm;~QzZEa=cIIR>M-s|zWlE=j|cFxrRNRZHy zM2Usl5tX2akesXzc`~k|8r#FY%CyrwhPy_c*4+>|mA;V1FKrMJ^pi6+q{X5}1e3~@ z^<#GB`M^&KsonmHSJ_Bge|8AJ25O@vd5bCYjCJ#Jd8XHk2jrcPkumsRY=1K8<}+Pe zz4Q(O4;_Ih<#eJxllD`|FE3KRTe?EIRZ@|h#?@Mu<(%}PU)ElVAxBZ%we;}@j=QGp zdmJwGg*n|ivssQOk$*{ffoFn$)H z7Q|k&>z3*=oq0lGGG>RgMjw>v54YW03Cz1!+WV{WclSchWSY`N*Tn{T816lorpyhN zQxcQ#X_~9PNMn4N8gAc{(7Uyi6#{mtKx2s%k5G(7#_S5Ju(H!R6ns~9ZLKoQtxS=* zBY82HTfm)(6rGusIsT?3+-duXs;belk?m4H{-OAT?n0%jb`EQuN5?-AtwU71(c|Z9 zXFfl>o&e<~z@_JpiNnpkzElMNn4trQTze=11KVK$0=oPMj1 zUR_O1psi{5%kw2)WRp(MRYj=x*65$w+CC#ttCd_Qg4KAk(L_|SPF*2jT?Do;`lE?7 zdOXknqj>QzR_lBF?lj^v4b%%fFVIqDwE1_Jl#YxY#O2~JC4;$%`*Q7K{6bJ+Q4Yp? zDQg0!M940p$oNTrxEm<9N;p>MNqz-T>kUA52Uv%_!q5XV3xhseYz>4q1bQs11qA5ZDBhVqza(p9 zWQ0G+Z<(zS*W@%F8}y>05VzPAxuxzex%3sLHOF!zf!8{bL|7W{Lgv`gq1SiIcvTNI zP4k}5e|2BKhASI?km&L1k77PiE1tJK>yiHPz!zw%MiLOAdvb)Y`t@3@hzW3Vm#+<0 zBM1kYmmYHep~&9_^PuGS-`i$0+h3ZCT-MKU!dtm^iFV*qr_Qou`d!8g=G49+9Ln;^ zbwl60Ib|c3G8*ZwkJO$|5zHAG7+WDow^lp-`8XUn&x@&W&kew?xB=RZn-!583e%)f zN0^Y?`(ZR0{Y=GQ4E@2i?u{~9n-7=*Fox6i<}y-&^6HU(k~eJ;(xsA^TCilIq5T*4 zUjYnsg!Km;Lnjrss1kfA$rUPNLTrpip}TFiobTBdN;VSHiXMf4!}>I7@Mu2xup;ec zq#pz%0cv6$GI$5|d)#*>i#!z^!loqaJKx7G{yy=*7$FH?TOYV9RXmJPFA@3{m|OGI zEg-{RYN^PG63{f=aSOU6%f|$Um!OLsS0}Z84|fBgzA)G?Xn|}1{e8<;Z zXHJ%}l@PFW#RW6v_&lcPONM@DS`1e7EXuNc)l6UE&n#r1N4-zVXYQyR{7=<dq0IXtNK%o)vj+wxGgz-GwgMzBQp*Qqb z#mO^(Pej1aCc~A1IS|j*%))PO{#Pm2qTKYzHI5z=~w$}&MP&5A_(YOtBKo9 z{@Gz;;s=pYTBt=qus!`2U=a{T6njEystUdIhNVC5Q`5N3v~}WFP#Ax;7ZAhrQT~q8 zia8NMfAWc?i!bI1Uz5?2q_&5C|36&hWJG34{u#1OO0L$1FxUAu4cj)2?i~T2m&LOG z6~6et#zn@G-uxFAnY(e~by89ihXOJl0nLWy#zvgI8%(-z-vJ560`BvC4OuYf1%0W2 z>w!o0z{^OM=A|mueG<&;UZjBeI85z+_ zxnFO=6fA_#+{FR5Nq`-PefM`KEJC(rXACM}cRItRTy-khCx9ffWjGz-uLPbT)LyFu zb*|-^JOoi)@$5R8aJ|BFWZ#R}G1%;CYHAAP8^Xf!5f&H>WzOYgK_dXMPU$<`1TI^J z(pKPicmfk3``QF@a0H!%FLRSPnXhAf2PSgpvgj!d4-}5)-tFoO- zOF{aXUpNlNj=WkwWgtW%lV%8+c<>+BgXh-tz-|77B*+E>b(weUBG(*`i@!5OqEE|T zK}foOl)Pt*X_|`|{JQnrAD?e++>_5c6>ommbYF7-xO{(5m7XKb3e3uwcD7f&=OR%NGe*V|b_}xfp)i)0^SBJJK(X4?jw!LUYraq)v2m_hJKo5 zq}DY~&vte}^j%Dn_)K-)MI}`0X6=I8@}viuLQ4bIH}_o&!0+_{j|@Wnwl%*A9%ZVh zq7Nx5C=|n3=XQh-sI|jfnTOEdf-<0`0qZ!Cp-rw&-~w4Sc$^vspuQ)-P?~kh|H!Uz zdb*~%`Zur--$8bf$YIMI|uId%n{zi!_2SYzD` zMCp4$U3%IN^$#tWL(;qi`SC8t(eTIUcZUugQc0<7W&alo@bDoGf$Rf*eLp{1Yipl@ zGx#luB+_NqiG94QA1DUYIc!$<+m)4-_xOaY^%E++4=L6jX22a%wT5L>FQv2y#wCA0t)H)_wYu}M4Hg363eMe%Y3*&F|Uk!L- z@8Tk{H6FQD@l!y_%!~)I$%VlI2r&pfgJ~594ZLDcpi54yT?WL}a&huS%l07?zR*M8 zlwOb9ht*h=K5AQzI=lNSouia$$%&_*LM0Dg>fCt9PV1cm}L6+rrX(_cm%teY#Ia12^>(|pC zSS8oeR$RejM^@G*yRxE!j;N(vMI|KA!KoY7za9y>Vln7*+#==!``;LgErp5k z$IwvBs^GZ^K1e&-a%{OlX67i(dvEVwiLfMqEJS2uQF>OiAQ;&^2j-)Q-YlqezlV4V zmZed!Q31Ro3(#Qyk*Fi-OY$@hFgAJk53QAz6{5oq@$UYfB82`%o`&?}^&9u&T3Sdy z1o`!lp#Iuj6zR5h1vC)r8yY+ysy_uP!}(56GLM34+pj%#i+1i8CN7?0+S=zfv*#%K zfM&`<#dY>~7fHnut4Zx_IU!H3{o&U6sKvH;#819YQa?#2Wh?Acb=}z4=#JR<+c_<- z{;X|IHs7ofOFaSRWAJt4pM5XAz&zmnd*g>^Xz!=wEdFA@!K8P-(gen!qy?e6z)QQ zug?J&eQ-F)Kn`@6);1tY&IJ-&Xc0-8*Ejp%$dp*_vPRYtaJtQ->FMcnnFQA(@IC)E zajr&Dpor50VCgXUQ1#6@yeztP95`yF{-E;aqf@t(LktC@`dYGBH7G4uGtf=w*i;f0>t; zcK1!`&0lw(A37t-d{pp;BZQuzp`rNBXWBxC>p|@VFmxv-p1ha!EFPSD1g0XFxwuq& zDa-&XP7!0?VxOfTC z7ZjkO3rBOTb@LQWM`x!;k@MN&Wtj^Nots|q7MG8aFL2!b$owrFJJme-A!oysjfth| z@{OeK=ZraT?(nu4hlQ8h;nfQL-TI$4P(#t_?T$Np?EU+F410?HMy(t1vZYU_gc_`M z)?|{G9K}bQ_dl-D{7QV%s)CX(OLpKrNKZLL>3B$JU@q}HbY)U*_tffDiA%I;&&rAi zsx*G)T7b!o1S>tLCfE1$;P=&K2tU$kc=w*VkA0)cnc@AuX7F)8#=_zY4Mdv!vAxVp zEN`ZZFt3>pEOU7`u4|Td`0XQET05BCQ~$l|QDHA%Ube(a*cNpP`jv>~2eS|q2MZ3M zTij4z{}M@DA9u34E~+q#*<5}$?H!H0?1d|(d=Is>-p55aaSe#(14YsS+?-pm#e>AG ztc%jpY`{h-hRnquSov~`wtx4MhagmCu#_Vd}p9vaPLEsrEZfeuR(ut)d31a0)wDwk?LfBxqKlkibcyS}BM zpzvq?L9rz(4aohzn}q46%4P4}aZM(U_hmO>rD;L4#-RCX+R=A=5KC*o*EPQ>=rR|E zU{>GS`WBJ+2Ok))TP=o~@Vo*;nDV7Byt;3blX<|r^dw~9B5oTZz>D$#|A@rLuKwju zSKUl!CA-?%+CI*v1mAVjM8PF?b?J59{0W8|@iU^ZasL6L%F)iOl$86fY>qI={$>5# z(D1yF5F;qGAM9k^=-8jjy}s!NIbcjm$`KP2lP_fQ&L(@)BF#bj@WY)WQIL^dj2}Jj^cRUR8 zQz^IZW)j@eCT)~|rU6(BF+u<%_?24wf;}`VS?=q?h~vcpo24U80F7*(oq?6G>~&p! z45k+%c9W+OD>AV51RUGyA;=^wp*l}m2adk8>B=(b?Us=XmIT3%y$?cx7WnGfO?P<# zX7CXt;9sH7H6?0mZ$AjiE3bK~{?yi%ff8 zy8aFSeTdHo_*;q|JamX3C`hDk^L`Q>L3=#R3*??28!KXBPC{vE9oU=m1#J8>AB?ae zIul`Hwg!D{QO+6I$ehOe5(0=K(NCcpZwM4!epJV6byl~|T9pqYnDk_QrbMqbo z-ba2|{a-K?K~rRXQ`h7VMGlPlpw;sdT!;@5(s$A`66r2q z6mJFX?L6=3qVwp<6~tElgG^75f6R%1IUU7FhBHZXJ~jR z2+|wOQZA?C9z^b=0YDdL^rmYX{YU1H|8&osEWLan*}b*4=B{Ftr>p~6j~nFh!L&^V zWK!1jbac*w!}YB)=z$ItZcz$pXuw;g6cI*;v~|aR6_mLA!JFwAV3!bc4@)xIK0!F! zqCJiF08id*9auw7@EcWs^*}n5EAYP$Y+(CA=ko7foN7;(&(Eeh_pV2D4BG>SQ7irV zk!RXvttq-5MYoPl+T2E7+Z!2xj$%R_x8VQ+IvaTU-gRwRlR{`*<+~rkjy|)Ny!RM;u}IjZ})bB9obK?k{KEq zi3Z9X&%G{khDYWWD04G>U>0S7?#3O+>!Cjm7jrx3Ok8YiKOmM4I9hbz`<$6!0W`%w zV*r5z)|!ln&k1zHO7PjpUNWF-o&S{;e_s7QPz|qXY&X1D*=+J&YFo3W)L~9?9nCgH zhc}z47&d@(t`@B=b-i=-?6nQ0zhUk6uKz~0_-e744wj~XSD7m3S`$B-F-{1I<6D?B z>ds8X&@XxW#qec>MoMp-UK_*|9u2yv{pEbssoj>~zXg3+8Bi)8pN}ouUx+?3$-?v z83WeOo38US+gmfHE5ethq*%At2;1KBtd4v238#>NAfB?{;xg9QSOz@AzrItZ*Q z5az68NWju^J0!bMatXgSGsv~$1;M7yn5R1#X+x2ZmsfH09iLganyC2r13={hKU=1wC3`@tsejJF5&&fhhfdI@=;xn>o@X%-x?3(;(-*M4DRNeYVBpa^ zBk$ytlam5x?ExFmih&?0e(V63|5-t{q=s0iF?E5}q-nj`* z)gSvgmczGvv;iiPRI1|0(;xRyzg74L?y*Y%vuEX30 z{E{<3R&2g{9V~7U6Z>PNhR^RO(^l7{UoMZjfEo}OC#gKhF>T?314T6Y>53sOj(xfs zlYYr_%9=V#aR#65HBxr=8Blk6{4|5bSxHH$g=Q9xr&LH?fj86-Qi;C-!R!ZM?u)|0 z!aR4Gy&$OoBL+x{`?5zPZbO6z*1Rvg!RNWTeT1!%_}XBY0RBYK>-q5%NSs1~2TqNz z6x&f-P)}jWMclU}5O?M-`(D?HbsnU~f@%P=cr#iuK!`nng>VsyF0)Rsh+8u&j#^r> zOExIfC*5Dn0=CBgonP91f8K!j`%mQ*YI zMeOW4dCIP2%8rSZkdt$k<`|g4fd?~;vkyZO@Z(#*$IqwbN2x{~Q+5|GUfcskpFpUA}Hr)zxd8qqb=oWt!gk>{Dn`;s#S!wm#t?*zj|d_kq1W=Or>dUj=Ic~`Ng7r&O(&cePe|v zW(n4@>$Qfq^+|zBFrIZ}3uoU%f>~RLTa z;~bovchP~peSI)5bTt|(xX)$`H&vngy6Lu;WDS58ZgVN2=R7coa>Nh2AphV&s$D%m zQ%E8Z5~27|2T`vo&Hfl)R+aNUf8lX9N28^od4xKJWX`D8T@2s6rPV#U0V%V7O6;O= z>LdKRcCa~4TE9m`E?h2w%(bI)qHlp6`DEajx&6Om#`xYnfh)uedEaxT-ewi#NtNyI znWj8Qb2OiQH-^n(<)*-o=;-L7t+7#9UxTKZtkDTxVXxOT6{T3m0SzrS5fPDZ#z@2v zlErGiKz>IIqQPV|wN{=<5>($E$6wpNCEKOu=1dXdYbD!M&q+3g_AC}yKpksNl3D7S z?VdyB*8cPY2s&gM37Uu23dyhW=7t&^Y2@p+za6cC{qwP_s|^Y{w)Sfj6clP|YJLC` zeS=wvyo`*D+&Xv&6Cp_>9SK6ykWMUTZ_h_9FAdtW{p~iXZ%AJDb5+SFAllwq{rnpr z33&x6YVBK+B`b<@qCOlS0Y^kG26z~6#NAIJ$|k(f2voFuu;LAq(n?Ed;Il7lEiEex zk-#h&($mp}+IlbOWwb$Bc4KFvnCx4Swk~kd#h(g}dV<$8H8qX$?Tn9)w}a6KYxfhu zJ8)Rccj>PZg8TdLf#MMf-)sf_vj;zB{0agjtjI&lF!neif|B7nlz&c6POLmU$6^O5QAMUYeKKKv7uI`8>SiQ^0(CvidM%EjYL^Md)$-Z3w@c=fXPejUkD}7g2JqtVE z1=TX;V))_*G)tZ3yxEP?s@~6OOHj6l%_ohhwBSWE)wi*WdkO-oX?Tn}>)%S&oR<%E z`_BOq_}Lt1GDlIVIp&QkkvA@0Zc-R?#kC1iOwpgDc_;69z1jyRL7MMqX)+@6(RwX( ziD-X^DMSDEnk+&C$?;_90gfCw0?CSy<97KD(uRWE1n=Y{tLRHcLNlgl-V{C(1&yq2 zeR<2 QZm${041g1Xm+tD^;nqzRHs?2P9icoOcg!1fYQXPV&5(qYP z$lZJIo)LIbZG-zu7_`7?uxWW}R*8{u#l>%x@F6{b@d<+I0ptOKIP@g+D-E#7U=e{M z&q@j$XwYPzWJy5Ec=Ifs0wd}ANR}%Oj*dM;LysZc8)|Rz!$J48@^lB-SDb&$%$&P^ z{cZ(PeZWKth2jF4!@9Eg-$zBWX`N0{jgZHU{08K$AdoN z{J-Z!F2#x8w@6R&HN9s#)%X&h+?Z_LDafhS?l=NvpSF3~HD5tjc(7l)CwtOXz0kFF;Wj8rA0_~gq5b1C`TT;J1s!t%0Y_lg$GcoP%Z#)D z0AoN{{Zn(5bCB+?UE>DwF~g@|c{hzj*rjqHsgF>7dWf6-IriM9TO*F{h^4?pt}8O} z?b}EsKD!JQECMKTz=Qh=l9*tlnp;{DqrN~31GhPnNDFh^Rj3iC%SLS&91P-~cpw!Y zc>AFIU}h?q`k@($ja4Xf8m89}fF0V@`Ld@^k9`638mb~BIgzRn^yJ3pFXiYV&J({+BAJA@MHH?xo!kLSutNo!IK4C zRAimxG0?i80 z?=?52x9Lz1>yH<4jp8$h7|pi3Rui8E8v(7aDtpgRjNi8_m!iAk{at=qTnku<`< zscFjq+{g>8u-v$H$S%hX!{P1PkH7e0l|D(=re~0aXW1&VEbASHhkgK^k|PyAAcYf9 z@QxFVk&l!YPyv+8ywRNCe3nU8YH;!2a!=NOo#kLn@4&Wz-Co3ABr#Be?DvvSy>(|O zd+<`CZ-iz<+5Dwr(j0@GI~|c%MMHaVPc&baiPmTF+GL(C9N010dElx{MiF2Y8csX_ zXfX^^LVn`(o$#9z{bQvtR=6^gzO(wXn zTopxoaN^hr5}}AiokMic%p>XUD5P%#)B+j>1Yfi%XMi1UCz?1^>nQ}7k^N)?5#XZd zp;v{Qd8oqvJhSf}5(G=d9Cb))Z|XSYfkDO?DN?0Eb1FfPO9Z?trQUjwR5E@PJlOYDO7#uy)ii(He(5ES~i+&ASrPR7Q=Cfzd zzDg-yUbgXq3klAT{L0o%kqxLogQ1t9gTIDMr^dk8+U2y0lF|)$3rKn-%rH^_{D5)A z zE)G4vca_vh90J|5Uc5-A5_&ydA=7(BbbBQE_{x>T7+>-yv=X!uRAL#)=L>rj)d?ED z%sKdMs6&l6lEP;!?`a88T+~aPP@yyab1kKg|JpU_Te{Qpwzg)y?6|xlE;sr&@+2om zcgA^jAmmOSae;#I29dt^$Dyo1yYv(d?@YtAE?gUJ9xr9b=MjY*weVJ1Vrr3%o#<}N zq;TWX$Sg9Zd@KG0(aSbr0tdVTqE4SaJrMc4|0rIes?qkYN!CNtiyaT;Sk9kSjg5z7 z3Lg=h+moiVtg-7&5x|gJ3S>q_F1E5PpzNS1+jp-&CX70w(m-_MWT={RyOJC)<=JQ= zGM^iotG?G0q2Mg3uWvmcB_05LC$8_62$rG^C2X+B6$+pI^`vQNnFYlaoSgW54t6Ju z!A@@85ekLo<36h-@M+^jV%up>T|<|cpWNT_J)nc~qipv3n%gQcYJ!}w0A#S$CqN;- zDs`|fH81e{4)5uPbsrQHa|#K4gr$b^1FFw77^f*XI9&T3t&9x2U_62%-QU-)uw%j~#S4LC$+} z$#-V~8JybMMK&XZ={^9<&0`te7m?`&i`OaL_h+Bdi1Fjwzn_1V8HDFt59Vq4nWQ+0ys0G)1E#wF`0U$ zXCtkzuP^5qZE|*JXJ?+6R2om;0?yP0mIK)Z!JQt}$ZCWt!FX>QIa2I|83RzO!CNo$ znkr1$(CTVh{Nu~ogfresR>ck3|8fD!G7r!XN>C*}2|iDCl(eX~1+wW95|jR1q*+qV zo;4Yx!$cKPg(SScFCz8t8^I6Knz)^UbqU#>nr%W?^cTANo;T$u8Wrv9M$B-;C+M*1 z2y0$%$=1$0@Q^uu@wv%sCcn^A1Yd=mu0wA$6epCVdf$C-A0n!-C22SX8R%;>pH!5> zh;`Iir<)#7U3>U3Y;z(Qdsl~$IbpNf#nX)W813z|?Jeo#A+G(LW-N`W0mTbMI>7#+ zR8GEr0);NMq(KbeeY|O}>XMd^Mu1CMj`4}Z8{-b`SGNZ+KEXhN4`LL8EzYT#+W^fN zq=6pCV2=XqsC)|A5DM{)ZrSZmsy+d6adD4lz5|5YezlwxPGRu$Hn*@)_vL{T@feJF zn~|X|U^=+D1?k@%1)+UqYZ`DqxM>++vI)mKSyERh(%?csGIF#WnYaXF5a47Ys~$$r z2q5_DyE07Z4#PbQXG@5I;-OR$(5s(@p$0M$NCrgaFzLA!Cvu2h<8qCp1J`u2-rrEpiJH{=Z?9+2A?dj2Ox!>Qb&mr1*HwIH-4j_ zv&p*@S(7ldGn_*)ZZk0(^3WV|$P1{^)inN6#z1C_b38eKUJ9|0Z|hEKHotGCZlJYM zsm?UQwaEDC&-Olf5=SnEI?n5Y`hz9Ti{Wi*QfU%XF8_*`7{n~+N`$D}X_cHS8Ss*y z-f-;h;@qxOpGEh0$&JcSQ*&6d8x`9$D=_&Je5BxIJbAm)_@o9knHqNuZ5zIJyZINN(yd$JlZU7Fe5Byw zN#+Q*d_G{2LhXP?6CZ??}>{rDc=jY}c069Aek;c#r z{ZimYPWx20D?{&o0X)l=$UkNy1l^x8r_(6hPC);dg#SJ72p1i=i8Ufd7Ws|R1lWTB z*27sT3r-z)eZVx4nFqY?C|>W=^jb31cHp+EHeq|zg|xGyqx5T%d9oL<6rqo}M;GZR z%!p*QgCy2yVPzFa#R&KS3!8}es9PR19K*xICp*&M{DNfmRsb6P8@k#lg}(YB+}OD) zk5qt+0XVd)9wVF@vIQCld|m$=iW@C0Ekpncd(41#oXNq#VbYlGVVJmT#_7Q@u;;{6f7hJ~&x^cSwZl_knV<$Ea`~wMbv^`cF%Ca@c4f zg^pZWmmp|PT$Gwxsvd{UmBl2whc{swXPKxDAvA>Dn=$Dw!X=&&a2;Z81*Os!QrHy2 zcz-C$#lC^Px7W3(?Nwhuwmiqd?`lzfCBexdYE@jhhuf`MV*5vp9F%SwZgtXNUi>RV zEwk?lh|JHr6khvgCmdwpgnys{YZ*o`GA(Vt*IcUq4?E#*m}iIhUcYvY7Y2&AAyn7} z`vtyIE@1l5*N+L8h^&E0-L2(Cm1#@k$Ps?+Qi0DurKy;Jw>Vt#iq*eQdpeB)+ zeDIQk^H86`!w5-a``g)t!5R1B<;(lPK>-kE3AYBdEQGxTWo2thr`y@}B`}4Ft%{ zF(2xWVifs(4OH*bTfkC>7vzK6CZy`Id3PSVo*C|z(01pP*eIW84|`HSHEumE9sNS9 zMeDp$+Bc?E(%`V_uKrQ;V2DeclVUmy!Y;y>nDufw9PX%vV(bknZ-cIw5kULc~;JQ}o z=_SU7&Y9*r^A|=VbX@trTUNfon#Qb{wO}kdf3r}7ZtU$B2J#P&dYoS;w&%(g4lv>x zAE=k#SB^<0m8rxxzYc!-WarFV zy-;X7)#J)IDCukeIVKPP&KxZ^i+$T>?qiD6QXlKf+Ry#4)&Ca(DEJ@Dr*cnC;7S2_ z5t|zLmwvD=eo#KAk2lutVd={1E7(udk=DBxjZJFHRkPJ-(Iigv=Q*Y(Bl;yI_nHbd zpYpo;=#tj09xq0RrKdmdIGpvZmOC~7BSPu#3<7?MrBxR)lvf8Zzp0hff&?=nno=;6 zwbO4SWV9rxo~&IxW_@y2Nff6$;46QT~AF&O_@50CLL z$B47*fJ`(x9|aGpfA*mc)se4Z#8tJ4X>}a=1bt1hrLZo}D`i$sWa>28OqXyB&KtD_ z1_7jj59&V%^r4RIho1Sh#js%-uxFFT{H^@&$%=d>gMfh2Ti)9m_1&0P_N-dGgXuQL z14P&?!OIjZ3tLYv>{;=%^c0rNh9vJ>(5eZZqagYFEGTLI2c{?UJO~e~Qef$*TAmND zO?^<(V_)J}Fi&jl`ljb|uPK&i1e?21Xl^({XxRY~ZNd@Za|G0k4Cmi4Uoa`^P0 zZ~6Dnl+gvcZ|a^tP&c%wW9(>Ib&SNqwyHYB-ZN(Tw$;4s-_x|U8{6H0MckXCkV^@Uc z%Al{r(-{tm1NyvF%CQcj)FnB&{-Z92cXo>Y&aB~KZoIpHhWDjYsbY9%g{iY_nn(KC zw5mMy*s-@xV>BH-b0TS-4GObD@o5^+!ubr|{10#XmnjiKohFmR@s)Ev{;2dBtrD5y zEMYF)9ns#(1(JGvcVW*CZe4I;->Up>!GM58_(qES#$%pDa*_kFlkzIp_JaPd0{F%J z#@VYjxvv$hnZBTs}@Ck$BkOuZe{#g$G(V}dhw3pV#s)rtW) zQ6UUuW&GWl{Bimqi~YOBy?ZndYW52?qBYSi1DFji(I|B#p_rG6ILCpmTd#f;6gJMD zKf;pW%&nOei{eOetT^8dA_;> z5)ox*gCp{)j*sRQhl#E$IQS5748gJT&JWV?#fg}sf7VIQjr;$8vgC>C_chQhG_oeF+WCvpnJ|7twX{D28Js2{a|RT}zUd)BxwXhb=i?@R|Eje|#5=ne)DH zs6XJL#J8(inY%1ik;@&zeY%LNd1bwkhcnv5cgSTL>u@CIr`6^9i9e4Nc@X%UAFB%$ z!UZjb8L5O5JC7bPM(!sihj7RpWx(Ak4u0MdkP9T6luCs(l{(X-f_f41K{(YOnGQ`H z8lE!_P4G!QQIZ(X_xD>dGXD2l3E@|l)}+=HxH1wR)_H>Z#r-s1YXQZybCv29nw~ys z`Hc!W>Iog~D(d=<UUIRQ>L-q4x{lXRnDNC-Ec~BC^BSC(I1iXp zeC4KlqheN{bT{w#6~FJ@HCgU9tkvri8 zRC|0BN*@##{(ZT?i2vy1P71*WC%x6dgCgg6eON#P-u+Bsm&(UM^QRiCgSml)`$Hqs zAB(K*xb?MxQ-|Sjvv#pLm&$WJsp}A?i`^@c=`fXYK>Jdegdvp^#|)?FpC<=Dt9R`X zd^o}aIE-${G&BS^VARa=ncv>2w1KY*8R>yS=Iloh6n$y23Xj98Z2I=46Op9`J3COa*G zA|-w-y4|$Fu@MknEpHv?cPOYTEE;=$w z+4iw0cYl4CfXwN^gPD~xY{cSky@4#3bFfatVZa;e7g0S#PMjBZisKkyl??miwsu^} z4Wb2CvZa~|#?LT+7oa#Hs})$f&RjaY6G1CX+o9@f({rX6_NUd~%7LEif9oUdYKdji z^@aSLi3tv+qtZm!+-}Yh8?$}`XUk4!Qyt)ks;udc#SVBM zYGlxU(Z19)cj`PR1z=PU>!m8(z32o8UA4 z=6|cHU)I4WMd{O&Us}?*l?DhDdLRE4C`_=t;@-pyB*bgPX`oN@>*)_q*#(hW+&@tj z@!i`(o$mgUi2VAAC3cU_?0tq$xPR}vOaEOjA9?lc=>t-8dTw^(J3~#GLgd>{Mih<; zX!FBys?Liw=T?|47aKG;#IJ{oQU`vpq31tF+&8(pv$wkI6(~Uop_(Rpn~zpYb%~%t zn6%U1c85wbn0oH!)cOwmA9B0a|9u~^uu+afS;tXc?WDp#Ijs{NSpeCAg6dJ z)7>gzmZhEMumf^=UwWC44PV+1-_G}RJ5QN%uNbMy{%{hdJgC&qKgyD*0ssv1&mU3| z3`S3(%G)n4GOPan`c5KusL6m(8R%dG6oUNxd}$FOcsn?rB<#`pi3y%I&1Cc&I!hR+ zT~*DS7|t5j8Bpw)_f752l@zubc!#wyQ0HgQ!DABF=Vmi7FGt=>ZGHFnd+^~;i~UO{ zO1^fbrOEWL*1Z#hQi5WcS*tlx^#-O)&N$;QqWfW@#~FfM*v_J@hV0pbzbYk5O$5)T zADz0>`1RA9iIp~J$L)ZB41;S}Y7bx-g0Me9!E=IzWkQJkS~YgE$UNTj6B=dEv{&Sn z;wXbI+I}TCYVGW(Ua%gJ%3)Wj4`(v`Y&mPB^J>badJ5+;eB{s2ncE5(zZ80l!Qy7# z#$!){UWdJHX?ecsC%{kY>O`T<{(v2ZL|nei-C9;7j?m^I?9E6mNJ;jUNlm%MY3KpT zP;PS!6AeK4A@|gklRK$Syuu`w*y$sts7<(Ab%vOh%!QIpB82$JROvl+?}6om;<><* zjM?&Gs0r+}?;VuJS7+_Nm-0yuzwz%X7yNIPcMt!3U`4GJ5waLKa z4?wv|BH5NAUo=b^H{r?OKuzY8q(K*2cTmUQzN9#EwGsG6D_hM!9N3`$1^ylUqi!Q4 z9&2%U8}tOi+INVRV+!yy3A?yUHMi^~kww&BPc85NwVn6z#LDb}(5C0Z7e0`0X@g!a3zH)&YkWSQo5Xv{fp*1S>MN(8os{-WA z0J$KIhx^G~%b+Q3sULyc8yBl$G zPVVdQn5*@@4TY*Jlx)odCyXA$$t#>5zOpdC@a+E4tB2_D159Wq!!tqmQ*!t$=~DZ7 zG;_VXbc9)+0}mk)Yo3q)@FuS_Q>w16)6$6m@cN$$jsDnwM`>~|t;%_WJe`9#V>G!P zO%0k%o)K|*x39)W_1G_wM|R9Gj`U#Ns?C>E7tH94j1iy)Q3%4~jf;f0H&kMA8sybM zkPLEK>R_kqSzO%E*6D8&hvg(dev-oR%P*-M<70hM`A+o#@cyR(SDIT~41)S@bg6YH zmkS87XqUzS03`PCpV)~|U_X6kV}ZeP9nk}%ssUj{8f5f8DoRTDZzo9_RQ&VGgi+Gz z@P~^R&CSjICT3+3=2u%pGtk6O(9xN>?*Xv;f<-Lk^XHpya^6cj-J`yC{rWQz7cOvZ zGxc11J67$A;7vd@iIeawo2md162Ui7Cj?zUQnKwetAc9i|N1qW00e(fBt3ikD&(Yv z1t3smGXiH2x)Guo@$`|rd7PycF!1Qtug~`I!31q>Fu|6h9AOi1iZP%U$HK2X;t;;^ zjAu_`2Y%-Pq&3_h1*bG*^!|88*6A{cV-S6vn)}Q#R^mFCRhc6vVYF!9M71S zqUX!@)$IYez=q(SC-Z?#D=+7H{MBqO(Ry>1oaB5TUokYv|Cx9HS4_OrnKh_3_PA3Z zNYSE86VoA6YuZ*CAGj%!=DpEq*kivD?6STd$|CFQwS@JTA;6UR1Cl1>BZ&Y>9t(Lu zgT4ebZC2$|5Zr;#-63P-Fet!Ke&FA62uRi2U@{QI7r-FHgWi)&O?nOf%TjxQht-Zk$B1ie4fIa7=4xGgq6$pfUv=j<5T`B~pFei~ zw83X&stwBVH)5W&(HFjgU27b_#i^pA;x*t#Bv1i`m%-;VSH1sP6GgdbW6H&=Rk`iAwX&uU%$H=#Qqv@N^7 zez<*vb?aMczShK#+P#xK6S=@EAj|AKQa(xvRXNl{I*U&z&-dn+kJLTiG)YPifcz2sNnq}4-N+|lT&Fo zwy{4Qrl`VED=<^(Zvz4bq;rEHoS4|Z6d`(6%q~~+rG_?Ejte`jvPLqAnTq5i#j2Wy z&J&P;cV2T7Cj$} zVwvbCk_K4b{URa;+yGD?K}frci*hi1gw56iGg7dtWdd_qDL77>BkyaH{9K$p~kkqBlm-;5<)EaYEx2H*7Rt7_6<^@&N;wrxQFR*F}H5X z$IXdP(qM(o!FiPobqr>Ruw3sR)FaZNZGOI!z*vwsGh>GcwZMf}Tt~zdl!4-@6C!qn z0?Z~FIsWN(1AFmp@SYEW0_FwiNO~q_&mmp`nfE_UH6SW&^)y9>NEQjxV>Ug62!M_t zjj_OW#SpGua!gww6iSpgQ58V#1DA!9OXqh9uXc|`6{OjN!~&K9!X2uq5r-1~{%jW* zy2@3KRk%zwv5g75&f^Y$v})@ z?F@_zarVIO#N^991S#z{Seqo1j!VT0TbznylCTsuRHtU-x=e%ufPZ>ZZ29nlC`_<| z5|g~ild$1HA_)n8gTU@fJ3EiVquQXPY$k4EN=%%e22%{3iq)Xkf7T|;3R@_tI?YAx zj-z>eHyh2IcP-B~C>T77m`}yeKCPOHXHqQr2Ur#-@+2Q~iiVm$GcTUZAKvlw`2V9q zcX%3>tsrld_VNv`?KDjpu5B=Bg6p2O6V*~p$u2!ji@Y>ijMHi%dCzD;i``4is4up@>8uUjDLN+bH zh+Sl24al!g^4>h_vp3B`f`Zc`B-YSFSvVgWCm`E2Kv`r5loQ}G7=e^MPRx}XGAy0| z=OxGq)tfXewLdN8*YMASRH~1%P`LU$2B!#SD4vd?&`lQt+a#PXJBdx~TS&`Ir=_Lw znaywke1${1x+0_(-VIEd?WdxrAtB^YEwX~D3>1uIwuc9o!DB~L&<>nJSy9Sz()W}u zT)c?e^+Ld~tQBX=02TX7W4;lK6XmMjUQ12E_rvEA^53E3Ofs%obX3%I#-JKzGX|j) zv@|FbqMYIA*CUP)PrQFHZ5Q{NaRs={L63fz_QUX02y zyx_u|t6fO^(yTK%C+8?lrmArx5X;RCYoAHjFh1a45%bcuTU$w!52w>xw&nNHevpbE zT3BnC#$_iRsy7=M868;efdNtUg(IM?Y8jrlL^Ztb%cSf|c=q}eiq~LMS5Ft2fJ06+ z3iVZ8UAxXp1Wa}w1E0+Z!X1>9l+@Y~b=3Ioax*ygN8zhPk*XG{H;R6=dv55G{S)en z0;$%|z#IzP&&(v^umG5|;K4%pz)g)%xefh~Pq?&;VeKUA`HG@ii zp?M{nx0O2%jxJXCsMKPn|GqdW0Bz;T7j_74CGNR5mt)@?gZRXWtQm`Y2LcqN|MqnMLoU?L=G7fD zV8dotW8RjTTMrrxW$otg4=J$epHEFKF}E?rV(JBZvinn;N_ucs;h+xWRO9~2*^nxT zSPz6UdmIKPUx+b6fYAq+y^}0rFn~j-JT~gV+;9 z?cN{PL2B~>R&fD1V8C2>605pT4`J)Kk~%TIbEkVxUdVXjVeD7e5%Y*#HL(8dgVeNv zgwhMjcUaoPQeAR?K7mu=gxV&s?EAq`8WHSOtc-gS zp`yfp9cK2LW1CtNdi3=%=(`TcQG3f<^=&Y8_Yl_tG^HNGNZi(KePzKX4qpRpYS>H8 zHQ)gu^zsS}^!~tc4Z)&4uRfdrD&Lp4*AIdCLR;>>k-Ylq_tUDAz*8bec`f-LT7{U4 z&FvB7T<5rE*?qY?g6~eLvop#Mx{>=#SBa3q6XAtK0s(uMU~Xwcb;Jw&uo3O1ePLl! zWMQN6A>h|5h%2I?bZDw(5X@>UMo65e$<`x+Mwb+T3%X9O%X0O0SrkB z-5~UYO@uK{)H&N?vI~^<*n9&xi?z$VL^4zouP}m6@gzu|1r~RrglsigCR`5)XG9#* z@$UNijGDRnXUn?an8+e8c*3m(<7G&)ZhTwo32zbQ2UmtML=6BrsRLH3I@=<#W}b%WqT;hS%?Atsl8-nl4_blRNHdD8KK*$bgX10g9Y zLw@{~>OY=OauJ0ctyd%RsFb$|w1sUa$c*LNqSALU>W6jskEgK~=`d+KF~)gGM6~_^ zwN6t0pH=@l?_;ikx2_bxb9K>Hn$&}IksTEEA!Ck|`LcRhWmhy4$imJaVGggO#bf-l z&fD>x%UC}8Q|9m)KQ2zoz{y)FoTg}it0oTiw+2=*uv&n26}5n=Xa4l*6STKCpv%~w zV%bk=n~jt77G17cSE+%bSJ?g6g)ksCii&RxmSPRV(S&&|Vdr^jAcxVFd4q)yB7FgZ z4H@d=$1e>ARx2_J3go~5Dzu%Dw4SJA0%-Ac;K5tSW>h}(&9x~okkIhc?O%7EQffHW4+gC~16;!wa$0@YO5eV!UT z1v2W`!EB>{>&#P9F^9I+mLbC|))cAJ`$cQaH<35K7c$r(_2+Xf8>NQQ!!5c&?- z$PwSr)^bBt*biTO2qIRfB5zaIxHyy6Z65KTKm#2C_(F5$wr!6~_}dp2kbB@JVU@Y4 zj5!<4s_j5ZT-W;{4wI_y=H4@?)SToRb}aIM9zPBt{tx6+;?*rZ8<1Mmll{eX%%MY+n8XisV~q>} zH!z8;`B~AqN##8*Vpvv+^9&LG+{fVVV2Dp34ZyPCadIE+>u&#AUw;-Gdx+GgjIf?` z@YJFz!6X)p1sB#4m7*KujrTk1lKTa^YbSt)1wxx7r^+_VT)YkrO=vaOL#^8k<&Yzg zor9l_zO83Ez$g03gH{n@F`|$&5E#IvQb%5n-LOSFFA^NQyJ8H`Z&!{MCnQ}^CO#%p zO)@p8XVchMze5=bP!bdvz|v)Z=n1bt;krbO`s%Qd2Z)e_B=#0hT^6|ww0MzX*!&MA zU-j>4Xr&poQSB|+`ZfdKZ{1IL1J`h9TSyN1Xu0L)@SN{7e*V(YI3 zM8Nmkh7{&Q`@gXD@tv~j)Z&DM2}EIoB2M&W@mwtA8C%gp5V6L={GU$RK;{PS{TmEM ztDHSE9l;Nd&U7i3aBm<6f-dEZmkxW9TgbLh`k%-*DB?oa9}1P(4oJtwEgv>l6Y{L>cGHe{NxuCTz;l zCyPNe%7Jy|;;o`h3n<_UJ*VfaQK66cFwIXxSf4o8-l&#o*V_m%@!}T{ zcrUa~^+Kw4mHnQECXv4yq}Od07eE)!Rq1mC!ORieHp&k~^#f2Wr1+zOVZQH00!+MT zal*%b{*uu9ZVKHBd598CzK*rGmb)1D|!2J*8MGod5I z$6tZ)ZyFBpkW`MLw@ECtsQtx0)qx4)9L@a2HFu<*LwW>M^vjpQXek_Z2qgnK>La5V zEmSLr_6%HF!XUPLny@wAECGSh%e#x$yHNgA;;K^X$3Rrj?@fnxWqLz(Xxx343Gqld zw7Jse^qj#V$$RE3a?GOqY<<=fw%csIbK0=-2wpEiw|Hl`XZQ&m4O)~N!z_-i#{^eWhv?oqpR`@w|c{7rXrXby%U*4GiN#ieq zuDWp97z_0$&utnQ~kk$eolWq($#7*8Es zu>)Oj z1Mu)3(9!X4ra$kE94@hV4zW;Il<8lwHN?V?W0gRvytcEK(3kPEHNocQa5D1uKTRyK zt#Q9IyhY2S$-!u&j^;_`3zlI^bRN_JrBE#Su``q6`N_#QfXZ7!ew;qtb;47%9RjW3 zH%lGcB47N25QGIx7quzRir&)`v{gBJS_qGCp1S0V`TqT`in?+Xv&Rak8Hd4b*?Pwz zc>UL%{r#VYcT)RQBm@@zVfj8h^kAvV`La~;sWO}4)I4AXd$m!4Ii<>!U4?qrq3#Nq zBG-PL%i_y5L)+VY7d=Qut469SBJG2X4A>0nm#c@#EezU*=P_m6wd45AM_ky}&-oqi zJ9d7%hJUAb>4$B^#s_M#W%;=> zpV%(b{!_od!QHTyKq7OKlB|3xU=ysk(%t43_SU;>i`;=t&2Qe#>J4T^5Yi(*bGm45 zKgVs`d9ENOOx_s(gU9zh2$HYtjO1WyuY3?YEwMcrSSLgSW^1?U4BS%o`JA&sY2`cy z9(ew?O5t+nJQfSva2t13EoFyWAF@^$RLdBEUZo1mFPw+&hrWAL4E6^REWXduqrpp5 zCxZUv_*r-8aO1&@V-&(a(ULOmP+J8PRFl!+3M7D5ofO}tkmx2&vYhaHp+&i?;UtvIMo9U7|-SL zPesrb`nO)?;lXCOvHuA21z8z)&D^=mbrx!dhHvYjOA~8T@>+6*bZ{iX6$Xhm>IZ@( z^s+DnA_@IEN<(AuwZfiW*vRj*pv^s&X^F-lZiA|<@E!}oVsU5hYqK{~jGm*h==pcO zy)S0D>%UPjd38&7I?7DhJ$EgQ`0(I!SC>|3B$I}Y&Shnb1l5h@vC;D4nj|^D@{B57 z=zID74-|T%z~paD<1XU+evx%Nf6Z7A&~k6;`4f zzn!2M-!&?DYBQ&v++_64FeV)HXrGlSzyJ&|43eyVZ-?afCs4n03ckO|v0E}ZIy4fH z=fmV@5NxayP>8D~*W=KMlqp*B8m-K?!qu5FFSruQN)sG8XxjyCJ#HYYbqlsK*bP{L zjwB}iuBt@or)qjekGYhX9%YU+ImfZ+*+O}KdX0aaBdF`^f`E!|KJd9J@dgC%54|sdh~JZCX?1?h zSuv09>=U_rdV1$Crz@ok+ME7b|0MM`_w33SCHK0rGEI}9TeZBP8dRHlU+k*^6HEiPH!I~nAatvrQCXz*J*v6#;$#tSGb8z)X zv&kY(nOAiycz5<3x+?Rj?k9>me?BtaA=ojNv?J!zR}|8djlI)-W{8 z&(kZn9PWLmTjum$MSM*z;;dMi;er(fT$@-ps!9m$JOaQ5H*gs?`Lx`@(h>hI!o-9k zxLI@|x0pDp@=LL_S`+B+1*~RnCxR`J$L4FZBEwlICbNiDwJeeah9MZBPP_Qh>KfV3 z&ZmElQ?J~p_TF_tR-I^X(OK;bDKUm=e*(;8aX2x-3l9!n)hjXD_qu9WqYXBY@`DD50X4g_=-gzWGssA?63wP7 z*knVpY$xhG-k01%4m1$4JB?UmzH_=}JGX;wNb2I!knlIftz4UUmElt>}Jn81*|jz@bw^*g4qjI*nz=a%EXS$pYi( zo=;mGW|a8z6RNuWbpwNdj#>Tbs?H<9GGUi5eb}o$lMuYR{XEQFl(^g!lz#)qeYa&h zlBA@5>;M7YR8JPplRQX)M!;Y&qj=O?2}Xu5y}VwWr#71(%u6UG$w&gQgM)cL!lFN` z2j41Gmv0;?q6z)Sz^H9kH_SToH8{0?f|R`PdY8EI5nA>-w1JRjP%aA$`=u^4*F!vG zYJS!H6(+|od`Kc3a&i3g`kFkvLi@Zfia-CZiikX{&|Ywr+1U47c|TE#y}8CfD$Z_g|S)y1Q0YBb*` zdO)P#ZH1}JR(h1zgczEI&WtXUs~a^H4wwLbnV-=w-d8%^_?}6J8GzY zj_I){dKEb)!f3S*g6jmpBOkXoaEpZeSQb{4K~I=*@U_|7_Xr}bS8mU1YS$ z9x7L*0T-NYAtK#ESfy5-Z$v1W%>Z*6L=`|o~(RmIe{0)p0dVsao z56&Xwm>fy)u7A6C_8#odR`$J-Yd`=4@7g;FIf*#@|>#lLkM&(-RpXzupKxmCjJ0Q&C!bN%h7c z#(Yu8H+s5bUEhC9F8MNjglKq2ikec7c|ZMwO}%impGaTlkPo(x)*8|yVfzIGDdWNi z+s;IOix?=uGr$KW|I_RQL_z#o17$AaKL4|Bce$^^ema0MI^}3V2l%qQ_Ik5K>Fhr{ zwD}I{QI**!&$tC4pse%HUip~*a$9twQ}3rM930)C;e8B`=QLs}jh_*!|9O^erczjk z`eR#=;u2lJ!l7!@gk69nN|fpqa7hcV%TbVA{g z;Bb6%2Ht!L}G$or+24 zev4X#);4k06WvaY8ZWm^GEBTC55IkfBmF3M#f@4I+~;p$cMP0*gp+Qv&n)z-yLDb{H-A{%Nc;rZ{y&tk8Vr}B-zlOM!iaxJuY$2EXliU{H>$` z+G{NsiBo_B{bmf@^O>;iF0Dda(sAd}KM}}26oI&iwTX6+#LYJ!m+Us|@)VhyVbyai(Fa|D87)#*i(lnsr%O9(< zP;{?EzAPQuLAiEtKn<$+9M2OJ7NAHg1-!$SSk4am)TDva4C{9wD~eN>HYHpE;iHab8p^HUqjY0s^bX=L*NJN?3Zqg z4&)Z$ai8zily;m~RT>nGM4K5tuk=}&ZkZjo!?-TCtk3M^i(DfMFleg|X!a39o6UQ9 zv4($mPz5VEW@-YeQdK|(F;yNm^N%cndJ)?xxoa)4zda36nXf^WlnDTjx~lkE5VF*g zK47JEDxeVgju_e0_yj&Ic=$7BJ1uUxa@PhHwaAY9xgpQprSgRcp$tp#H_6vNE`)x4} zW2XrF)s2@CvL0J1M?w=FK3^U|GKQf&E23oB=*iXTT&|Ob(DZ-60$2-RG(p?(ugQh+ zO<=1DJt0-c>+6aPgP7P0rJPrKD`ykwgi8=h81uDM`77Mqg8)!ICo)nNoryCp0b>Rx z@P)dZs6xlBos3*hG5xjaa--iGr;l>isCm~)iv*lE{{TMq8Y`5?_Sd%RZ^ew1+hQP^ zKs3j(e(%?HRyv+y-*AtU#hj&*$*4c5v_nEY=Ikp^OfX1@;mq zy?tGv*|_XW2ed9l=qm2{Nc)3}RP?FV2!*sy|FDZX%_Ro}5HDsy_0T+S3e*o-h=nZMH!5mnpe`P$zI>*cd< zhWGfBF!^S_{==Wxr-&8|1jd{gIF>&mlj}fgSld=jQJueY-QF4J9FZU_+2en)&!Z-I ziS%R~>4AdV|AGZLnt4q6ABq>)%W*SHfrDBfp#?gF8=%r!0_KwH z+c&5BaX%itV7LL;Sxi)|&?TV^u!3V}fqa?%!}Ei|en%;O2{=3)`^Ou|c)na|abvz6 z;kQ?aYn*=eexHR3vY1&*Uq2V>F#aZu)Y2mx#oTRDREkW#0XXd3X_ebP8~dUja(!PX zbr+BHU8=HtJ(y>(AlCXA(xNg|S(JMrx;FDQ40z1>vq5)=L`gMTiO*-H#YDwktXe)} znVs`o3UexPjC!Tvd4c(q%tEEc%aGndu5xO{Xl$G z&@nS!u(Ed2)X;f7(CPvwam{GcRS9 zR-x$aqks}Gibug-A1Bd++hl#0$LnGcTWzAV+W=N8BV#7JvEqS-_GMvYD1H8Qc$hm}_uu-KI47zv{x286r3P3-IJoq8B2Q8T^Mh-Qa_>g@ zc<<7T7B*kv7S7aC6K|I9(9H84?Nk;&UUuzQJ@-g-*i4P>7Mny;WPIPqzpO=^& z2gGEg?2+C`r7ylOX#=eB6t=#4yS7p?Adxq>xNGl)g+7BLdHDtw7N1|M^F6P$Smbbl z!p{Puc<$Ll)IGSjSCW2t{5s$>=Ie+TxxTcABxL}<;>87~k<2Jjm&G`j+g!ALPs=9; zN47&m(%PQ(eB=@{Bp)cX(n@sP9RAdWY{d-Hj-r#{A2vW}&p{h;Glptqw7h3<_)Ka~ z);?jyci~5@;Z4t_o!Pgy_I-UX5vZj8AGY2+9?JdwAJ?KqrBk9Kq`f4ZVyp@6l5APR zkYpWWi6LaBO`Ad}*(s52#yXh6w9;bi3^N#IpRpvyzI?Bnyg$D`e)BjFkIp&G?Y>|4 zYq_rH^?W`r%Ql@0hKkz+oPoPZnfGVcxAex^Y9ziWqpfLRybjzDuAwu-<3{ElH9Y`C zpXnJc=^$HA95z@EsHDFieRDR%r0|}gp~BYM2vaMk@qgT3i;ciM4Ih3H4aGpCkA=wf ztu#ukXOxcB_K^vsL>X6@DTR;Q}hGSlq?Hn-%Yk-m}p zNm;~0I)jawTK4ItL)PYgrtQ0utXZ!%#j$U-k>)u*gZR?F{fq!H-1W6(kCeL!}`QP(xt}=;f znIBdezE)3NL6!U1#IGFjlh+k+^yMh$#ErbOn0jSe!cYD4&(Dgc^;cRu(rg+sFp)%# zgIB4u%TISR=!ww;Wa6=(YbE>OT{Z0AZk;(Uq3Q@(#54jD06zY-GuCsc*bmHZc;K1W z5A1~SeQ|{ODW{6IfNFI=Th3+eI?@nD2g+1d_S7qKr91#^PCBnrCvm` zd6>{VBpTZwSF-Di5`WR5oo7vsAM)U03;Q?I7D~ykZRr+n#b=OsK3HYk3<+XEvhN3H z?SAc34>r~wtq>3QP=^NJF(yQ_q%%PxPE0X3$C^Z~X(prWd-rg#4sTu>ZtPP#Y!FXn60|2JSZLT4c@YM=*! zsg{-&GY0^ZI?8H@Lm)#%o0r`x{$A)7xvv}cUL2GD7DA#v@F!__z~k=MhTN0_yw3tp zhO92|z7gCT;afOExAh(Be)$j~42xqRpjUsRWQJsu>-IZ^(p&FQAx%FthT=3otQ z*^-1K+8pm1tsOq|Q+H0`V3|ap2=Ke{DKK15Wxt(J_I-#0kQe7S)g4&?yYh>dFFAEO za>gW3*H1kexTO4Zbym>A@tXjN75M%T*|bC9Jn+X&!3hC*GeA~8ulD`Ner+@rR}U@h zjLMZqE9G%r&(Ea;T5$O2#}8o&H*0ob0nCJT$NM;1&8^I<)xIQouk}TB_!=k-~3iRCKYRo;yZaH(sU1HcX(NnQk{PPnknTPMT?4{C&zQzM## zJ=M2&p%`E?rh1fywPF=(dB<1f+q->jF3`EzcJ%ShO1N(CB9G8NRJ}RxO8v*3$75U4)6#O4$lh_dE1;46U8nso^r|J_oBK3r#hF7is{${7?6CL}J#>N_c$U0@1Q3QyHo@O(PQn zEkc9{W}DB~(4=Tp-X{3MC0Ir#9v(S70tx zRXsfoUPL^elNQ0KR^=X{Kl0(>fWs4l6i@=dfY)%gccjMVQ(dsde+2xWkzZ$mR`TE8 z-_LXl&;k2uV<)FH@V6jM#e0-sCO-vC>{r`y(9*a21vB5{O?<%k6&W<;GHte7uD)up zF(VTH$9h57Q3jCG`nHMIH*Qt|1pw^v7TO53vOh0KeE?Z*_BsJCWd{*ZK2?|Y&D>!eGtRoWl98TJ=86>$_B{Blz(#DRx0f7!QP7YX^VTRsM6G z!-NTm3@CZ;(7>1UvRTD>V6iK6rNnH5i0oxZGWVr1c0Y6kw3}1+HV8p%khB)09C`>K z4QX!y_&Xz5JM34cR#sNbSCCxu%E({?=M3@HrZU+?6sr^ynNm8HqFAo9iObB2ku4po zdp}Hn3ELIi^tYM;2p@5+9u+Dfa#B*YcHsy5!AQ;k(h4j5lpXY;^i}=!Xzz~xC#`~N z1OK5_ZSDe}D<%E=1>`QFYDM13>dpS-^?`qT@|>l>!%rM;y+=S_wha?zq29u%)~ zeLA{GsM`0_w?ErvuxGp&(P-|m-bfF5t=X^n-0Ft7Nlk_!DZ`qENBV2-a{{jK{EDj< ztI&JbxwJRe647dL{#C`%$Lt_mob{Xo3#J-KlYYkTfr$1`$U)3V*q23!Q7zS}uO{hR z1$0no0;DP|L;FZJ_?0H$Rjmy#R)~AL{F%J;W#-dIF!;{#9?|u>&Ln)mA=VSI$6cXs zC-i^3$lQJ%sv714MJ<9@3#fja{F!~Nyt?ycSAMu&&WVJe;MM0Oa1le)1-$xf%_;Me zn>nCo*{}U2PK^uh?KK@*_rjnDh%quVzw!N^43Z;TeS$nPgFQFo!+~?;LaLQr(TGmi z0rrg`09?j?1<5&sVa&H)P@s5K758$$mDv>TAPY0|VKd>~J*p35L$!wFg74*2s7|U5 zO?Dy{{Ssa^T6Y-r08q8fu-Kdj!vT7=j+Y^Ge27dE)joJB3U7Ww=M2wCSwG0d!&c;; z{+b3GEr&s)RVmMT32zfIuO5c7;}1Aok&_BNpz@Z8zzEEVF9WIq$esu%aUI6p#G{keu*wnZm3f%Q2#h$2ZUFX5X zsj_gd`#%pS1~U*gJs>OyHUPETbfD|uk=>JLLy;d zUe&F&Nb@HfO7_TsF{&}AFx85zC&10^ju-lCKbED=-YDHVy!tp#a-n9+Iq{_WOB!vt zPBtRPN+gpe&pIHL3kA=fi&$on0qmmfgiFeq;9JHUW?KXPe693kAcQ@sao*7sILrZ$ z!oUfIll#2jiri!H@jvIG{?Md~N6x2c{X-4O1d%%Y%U3aF<=2|LNTQZmGkXUFyC@%_ zN3-uAmy%d1GqJHb&Msc#MVr3UgT3N#?zBVYRh12{+?nCq{R9I#5kS18qzv&=!5oB_eMBD6u>&tEU1kwu&cCK6?SS zkpP=o+Rmv?(z^q|oGjB(AzH+%>Mer6fbhZC#wO{++*p17P)PBgPRRu`QaM$o5=IX+ zF5?;>VxIBdy?Y0t4zTaR&~4!j7zZAhVj{(e+B4gwwmv?;*uXUoKoX}@=k{!w>(?XH z0X0uf8)=q_5UCGZ6Oe|BKuxj?%Llr3mu?=+cpY!H^0f{=U0+_o&4=u{pgFo5J_}9@ zQrNZWMks?R(R>TG4M(Vh;t$!fK&wFnaJ4pK6c}(`?Y^A=A@0zI_@gvg=#sKlSU%u$ zfVXOgC9hbumeVL@WOx^sV|G!g%_|&XVrnD%!wFuivg0U3p-7iY)y}8#nMx|d%mSU^ zlF?wKv%rc~Ys@OlN*tem_Zg^ZHo@mv+MPKQ{?y`n>(jV|$W;A9`3oth12fT^I97ko zb{K`oFW}b&o=hjE8DMiqy$%glzu=yg>>Yi1^lq$J(3gmW1k&r<67IR1_)JZV)5v6U zt*a$C*&rp%#+*}YUySwH3??_~LlI0M@T92POX}%8TLK`sViwyze8Ma=1%u#@j=K}B zu4^T_Hg1Gh-|-%LdZqyvAe}-n-@kvqQw;TbE|zP8m6J2wx77g1j0m)O@|^p>n}nX7 zoXtnji zpY6t%FFS(vfg?0rZV6E-FpkfMd3~CoxowgoLLC55`??3Y#~@TQf{hy2#$yQW)QTA! zCM;Nh9#eY_;ndG;BpQU)ovJknkD=Tat%x;0cH9D{9s*}Pv}@TNFhNB7VW!8rdRFiU z2C5D=7@@qHv;EMf0npXJ87_<9=2~kd8v2G42H^FB(q_3=bNDUN^G{{#6SOp5CVvS49LiK`fce8*F9w!E13p%dpZ1f}dypdR+nc?K zP#&v1==+IA4t{@O;nvsC-P7|EG!ml!3`<5D=OF!76@J#O=L9&qL492pTIUoaV0M=u z0_`EDkavi0VDm>nU9W2O3CAzrjgjwo0l%ytn9ofQHrYX_PJuqkIoBuH+TjNdYzGV$ zX%2;WjDkF-a16v?mrSjE->Q1|y{kU4aB-r2#vzAWYqxy`{l-kH96opi=1d-$$8Z(=R!2b&6r1lC51b7dKS!yk#k#$L<8Uv zDQ-wzS=r#I%_&Rx^UEiRg_=ltI4x>KHMMulYg*m zee3Tnd%YmWWpLH+{;G;Y0m}|5-TIQZCX*0cu2V4*R2h{q>WZ2mUAT9WilF=SlOq$s zG1pyan?g=Kj<&v>q^~S98>8ILnrq6;TeJQTrAO&rA+eX9!xc-%;kfk61Qd0F;{28T zPj<#U^WVQc+iiFAEjG~ps$yD;a@^9=w247pm7g&=DDh@DKbj%fu)cj4(WmuvpR!}B z&8XkS$1y9n>7awG9hq%*MLdywp#Dj2PP%{q`atdSI zpphW2*){}WB}nzocOBHIg%~sq(m5_d6+Qm0WT6CUkq%#e$h!-YLT?%HBS*H;qi%8d zIYGwbgTZw{a`SHG7_)pwgFhq3tDjL3b(1-#UmQ6C^7(#43*GP#4QQSE)N@ZE(1nBEYIOU?*y!mzfFfnf1dRvns3u-QQ!qA|}@ z4maGc&K-s9Dh&m0QaUYjJ3o}8PWV89`_Lw$C0BJaE0A;&Rd+j?S+Q(MsE ziC6WQx9y%KF=AB3%ig&6sER-S?ZWZADuV>o3{mGQZ~W*q*5+#7d{o-Jco%mO_15%s zipG9JHXOdMcQdk`MLdLd8(Umu7}t=6tFU*>!r6i~_}*7{n7c;Tin2&ovDQziKRh_* z^+6+P6@~4xuMiLzSP_S{k+(%G?%4s$_kaU83Wa%zn6@6&SZFFNd(p<1)G$Q*sc)9# zUXqd4T^<2h(%e|8MkCZ9wJdW7Y*qYjaWAATwQE3;hpJ2oE8t_*5`KO=SCa?tP(4H3&v?;-N&( zaY0Av2ZCZIq~C5IpP$>=((#*Q3Q05ACZ9>%pt%bw9=g*$#Y&GjVrzm&GYG&Y>d9@? zm~)Qqc}29vGPdN;_xsG*>q2#}QL#|EPb}Gfaan5;1A8jtDrlBs2Goy7R7V%z`LSHw zTB6&Qrp7JGAB1x^QO+_{?2opaTqOIjaUs1E6yO-$B4c!?{tZe~+*%9TIvgFvSWQu6 zbVA|a%$wQ>*{?DmAl}76&qxjgZjt+NeKlI_sVW}@@ciHO?|+F`n!sZAu=>nEo*(RL z;noRmgc+8UO^4>z3F*&W*q2o62M?-1uviP>M*$F6!1~ts-kMF{(>qB>wI2?iw2~4_ zcnN@rMluWKj*0Bh(fzLi*mF*hvU8e~-uR7kK!};$xw78)@_^Bmma~ETcqhj6g@p?| zEBm2Cjd@^TU=;&{!34PR!SM(Gl-cI5c_A#Ud(72fW?U+vx3^nrn}8EU%p(pbZ?vD= zCg6*IXcVGTy5bP80BR(h=;-`}D=pr9UwhUZB$*vafe6$Yz-747h_GUC$?UBc5fSfz zLeSbLusEuGe1Z^-2kJJ@nTGAePujpZTqQi)y)W?Bf>gv#6I`H~5ce67R|ZJboes=I zmHLtP0z0Ak0(xy|XQirJP4C>trjmz($h8~=jT=#ABq2W6>#J`s&anRGl_mHO7H&07 zWTS#BzYBzKbA=SWaU5KrxBME9fZ!iv#S_z5>NRSQ&aKR>ENmkb@t8msaxMC~2C$s} zx~Bm2=?^_62xd73OqD2sd9rI!&lC(O$VJ1UMi~2t2~fss;3~__h+VL}VlMx0tMls3 zzhC?2r|@NOGu&sG!Mu5sg%8GLR#vZ7IUo{bHy`Chtv%fN6sPf~$YcHAF&K#6J1eaX za;rxOm2kG?R^Z3+Y*NIIGTs_f`cPqyuVIfS346k`YFB4*&*txndZ$)Wh|FwXSuJbi z3YtVa0Y0il_~O-SE`l`(^T<_)!?R3*B4UkuN?XF*$M;deBWv99*6(2TOa$9*c-Tna zuigLCTJ#H+R?K>W)bJ6`83g#5kRzRh1s%Q*cwQMLB_%CQwZ)zeZP2xt0)8Z1pEp`5 z>~fLFNS@A-8T7>z#$0)2MA+Gkm)&ljcs%~k@KYv}nPUFJ=+HI+FHcdW1B<{o++*jr zA3uz=@c8hD1f%;ACJPtKwlQh_nQZ$~*yudnQ_`ODkqWIGtK2d^F*$LMM=L4zHN;Z# zG>KjQ)zI&ilF?kfu;qA_4b`Om-df~I|3@6DDt?k?{~P7_F9SvNxuro?IY#F)=4!pw z$s?6_$ucDa0%IxLb6$jbkH%vjJis!dr*Y16D}Dms3wf$(*mU0lWX6Sxc>`2>hyW8G zT=gMJ)x%x@7t;$Jun@}Hj^j78FR8=9C8=Qrlmyr2z?*qF?IALM+E=qq3U|!N)bl^! zOl>(2tmIU8XrMOo9DrG^v?`9%OL?`WDv)aIc z;1}1vi<{wav;u}${k;+*U(QpeStu!qJxkmajOEJrk|jD#34%A4dWv@mEK_DWW%B(J zM!7^x{IEdXcfso~?!pto%%E8RbiXaXLofHlb~%gtVOrMy0Y;B0){X=~7M?n%{FiY>XpCj4A}*M^ z+Npb8o4rtU0dC89m6OH8!Q(8?C=RW~Qe$y^ickM73Sy45aRiOc$eBGlL-$WtNikjR&zRYBH9ZThz@v3ZzG+4l!1^RGv`13!J2 zJ`%C-%#+c!vY_fO;`VLpJF;qe|rm) zu#66wchsgX2?j|m$M@ErStmTYo>*-#Rx1#UbP4TO0pspx|rhNr6BkHP#y61x8~xW2PDPQd)r`QicPf@{kPSS@f8VwlUPuW8Z zGU@TeWQ6C*A&f3{=iBx}SF21XEDsgi-Xt?ZMD`fTw<&s(R-y^ZqpJBM(nN3Lm%6)| z_=h?8t-YG^Bxr^H`?=CZD?%u~? zC2r8~7G^19q<=+!aiXC!=AL{Y+hWmpEJG+_aM~z-Vm*rTq>)UjnD4xc(=A`|wTZu| z(dotZ#gRv@XPz|2)9Cc|Rc$yN(0O&#Ais{w*xxKJ zZD(RzZ$}$-`2aQRD<@0w+@oBQ7Khf(bX7z@F9rJMhp4K>0o}z|W_lhz|Ipm+D#QP& z%%qq?rt^a*rGfT&p#y~`v?+PvK=d6u(+@2h#}#kQj}^SKrBc>)@}1d!RdRRdUgUX@ zkEYQL#?M>agy8qtn2n}`jl(4_+z`+gXcZ~?1)qIWH8r>LQ+qXiI<@#{LDsz-c6t5c z*Sc0NZ!}j$T<2C2H%XN+DeGBJ+R1UL=utb)J1*z&0B7|8V|TNnwf{mz0Up9KPLPz^^WYGS>NRuqOij4Ka``kY_dL+)ztpp<$KP{suHq!T1J`Zb?B;C z{zH`X>7YU^R$bxz9K$kiV)Q}P=A{Stzm&_M(d3X~P_-7dF&Z6EddAh$lGWU@EgemD ziWzP8j#3Qyv2BguR;x>82i}C|rhZKr$8E^T!(}ucz+2q2N^apr#;7bl9WpMX=hFxW zcE+H}Lf`0+>Q+(lyG`V0V-#t2Xrf0Y;~2dY_~NQ>v*s}w1d4MiQI^Il#V>yO#$T3K z;ujBLV|1HishY}+uwQAQ&8V_zPP5!)7d3X%H-_j}T*;8>Wu=4(=^h7hc1}I+h=|TN zz1&YYX-3bGO(IKov=bKek}rVV@?AOFoJ^uH19PHs3S*y}pL+Us5aW#e{tWV^;;4^B z&Y!b0Q4Qh=Y)k9P+%%8S#GFDk4=9dF|Faam%5M2fiI2#bAw5OEy5}`f@XY1}`Pne1 zO#02c*iCtku0yhe5*qcct$3`-F=(ps4};TH4O^6r^cmg~n5^)t(q@v9~jq}V3VJIRr)(xiTjVLwWl=vIXObH{yvK9 zZQ+FAJAZ7gL@Dha-%v@Z^1yAZYKUTxPk8Pe_Qdn_Sg(j&&%k&r&Wb;?e(^}FY52R& z%vW2yhdtEfvtm#IzU@XSDJIa%;tuo3*cz$JEP-!^ejR2nPx_@?df%f=#6@{F_dv3A zXb?js+?r6Wxv=`%dvY|}FOTb%QT*TaJI()hgW64U!aAgp{SykjCdr8ev1D?eUDNit zlb?z7XV?N=Q!}OW*hV+JC=cy?^Fz$(rwr)(~QW=*)Ju#|K+9px*BG$;otkhYM+OufLtLyit1+YqBCUvN1c| zq-*>_e1vPTADX8v?_nKWuLyi2kCrlQrS)TMnN~XZA(eebyW3g(DpS&Zfp2jC#dMLG zvhN*#OcpPyNZ^(nwJWC`rhC3bt;&sx-)ugS&;RV+YA-a8k=W*mMqOqx%H8DcMvsf~ zOj+C>-ZZxTZ_2o=L$OS`nm*wv8hDlVU*?s674Ma|R3@Y;4;{Y9@=hSfaVa}#T%Tt# zxjp*R1NW3f|DYPhjnGn_!1NzlYM$*u`JU=h~yG zTDHXUgZt5ydil=wek)GZ^VCoMLtPexi@_3!^Pe8D-Y48!1zC&D;sIVIHge zsM6Dydk0)BHt-CQm#nGtm#G!%Y5%IRskX_@$LWf<|I7WF0|MKrJ=ON9E{xgskvFxD z-#s2z^o&NS^2glu5+O@CQ1PN?ylA{cVP{XNidQ3BvOCpQBUgk^O>-uy=vC>^A)TV8 z%p{8QVS)b$HROIn;kaEo?3gAcH3RivzYSBuL8gZrt>>|XO!)AHJa}nF~=?~2m-{JXNz~B zN&Gum^3U79XWWuuxfT&U(GsquyKPM0H>2=(+0%EuW{q!uq$EUiWN+DZsrcxwDIA&f z;-k0NDG`yS=Z90nM?7Xa+9hV5$$667U`5|?J;kqk{_R^IKEbWi1@EgNsN6pB)(#K=HPEd3jl{Tw*l(E>&xVE$rh2ngx^Aa!#Y>JVxxt!^Q^(gDqAgX?%sWmp|DJ28>h+ZW@-Z7nkF$E)ZLyto>z8amYkjDzBe{v3SE(F?G1gm?fg@ z(`nJ8M$(J>ZT{;2ZT}fH&Ko9}l%DTf%L@i;T%-kA-epzZgZ3SajS|!zCB`6QPRTK~ z<07L=rY=>aHm}Sp|9}>CsXl}J_QZC}7_o|LN54e$6^ZHY#5^#=#%!dPZ{BKOz<&$N zGo|T1ioSIm0p3@%qKr`y?P6TugMQy zz>4iPdVX9e?~%)svu~O(*~0brDm%9ZeF;OGmtsa(0jz+zNcx^m`O?lPJB-WY`bdO7RO`~~cwCOy| zMdVrdqQ(BkH&sy*{`6jvQln~#x;rE%q+ zw)50m!wDMd>tg+muh70J?#>om+j@67O4by!*--mEb-vehK_Q`#ZkIurZd9NjMORQh zzTZ@e&r8{nJntOC@^2$@m!gEXd;UfVwJvD?Qj#6BfT_{Skqu=De2;4CV?I~?I!h#e zz%z!;O;hyqkDg-s#tR*(cte+`$p}umg|Awg^~l4#U-32bX!%xD(5nTHDpiNCrCQmA zLd1-D$2C~`RJYMWre3NgypE%22|s!Ii?jnVY4gs(i}$U$9CzkBk|p9x1I=iANLOlf z#kmp(zqV>I9MvjfS*-y~;iiI|K~0JLuUP4JhuFNGfqwbBwaV1ZXG^!-3MpJOE4#d{ z3ZDLEjy_^Fs#DS_af2a=jdMMf6#BZ>@kXpmGv{SbGrpktGp5#20h^`OTb=*YBlNaw z=#KQk9rs+0E#}DoyC0B-W@Btc3gmG;yfpz>t*fIqS+@lAyXXy4$~hvmOEj%sB@)|P zBFBuw^A8#2Ufj5PYyJlJs-b7=R6Qyu*ERek??i?MKAL&!Tet*V_1mVg0o;dICx2GP ztoiXy$ez=M$=Dq&frJUWc;`I#Iu3iav`PkuxC zFOS!gT!AwC9Sk*mN=LS@WlHdeD9S%9RnZ@Z#A5=T^RltQ-HdNa+j6)6##*bHGJeff z=(j$&#}3%1GB^IszV7px-vRB@|8y?rzWJ8+bG2gAS=@D*5z}X0k4Kubf(Sb|h?wy* zG?>nh@Nqaa>MRQrMP!qca*nL9rt#&m?SJ5T4m8Z-CH|Lknu}Z1Hj!AQjDNXI8>U(r zMwZ2G@sd(x*o%~)KeW1#*rb0Y_I-`*pXOGr_iAy(SfX#!do7TccyDom!eHI*iOd}R zq9Y963WsX9G#k=D)*|&{6M_v93+>}-g>M$%T2Yb?J3bYhFpX?agbbijH7|{}b#iID zIXzWuwK(d0>+MIHMZ$Qw!ginp1O~C27K?SJSuuF<)y1FIravu$HHp5lY;()ewdzd; zvYz-nYA%->d>P1fNQneYiWBj3)BOl9Gg20PqcpQe=-9FR$JJO#i;bSO>t$S%zHTWK zTKZKG>Bt(SuiMYT{~r$Y)BP9!LKms`mMH3ryK=0dkix0L$BfedKPad{9Sc^oJO|H< zoMhyJw=MVnEfq@9;-avDt-F$1PCrDO{?kNW6YevA@h9Z2mX9Bzdh(xjD$yiO&!JgI@lqpJ1AB-Ef^gx{OnD%NeDNnOD|TdW8ch}2&~oT!5P@KcBDRI%E~rkYOq}2T}|Mn1S!p1{}N|$3Ulo zCBcyjY3v#zkwzyT-LAE6@q9*xSs`l~Yx3hr;$wDKT+7M-^T0aQa;iatE?As<-=EHO zRMbM7&eh{G*?yLzQMl`FaV^8s_gs~ib}7&0=tnB=D@XOf`3g&hU=vy2{Z}ORp~L7c zMl-%QiVKk_ilF$xf1-s#|AahZYkiG!-rLG2wtOSSSJL!5Z^7C4g#x5NPtDt6{9APIwM(g&+z?Y;yY@ zIb7rkYOL~~SU8NwRA8lz=Kll{DyKg&m!asVH2c`P2PF^ zPX+?oMAlV#Ev1>u2}!7tmTH6FDr&o}%LjI%jj{aY0U3pu!0WVvX?jB1p#gy-RDmk{ z?82X;siZIBtj04%G6)+3DP%%zk^yIVSTa(thHmWoARpSV4Yrvzt2Q4`l$`BY`)xFy zFz<_ozQ@e60RKP5;1Qt%{G@sqmjWPr%a~>FT5HL7sQy)`{K6yy-nHQ>93=zS=xfd}TpFDTR#tZ=7{= z2`RMvzvTR5mi7CB-GQbSN;Vd?Eb?eRrtG2w4vh{($K9S&UCrv*a5(4Ga}KLww{P6S;mK9sC)-uOxEm99!tT@=Ga8rP_F&*kO- z^QKBCZu0(vysU?7(iWmITci$iRfa1pW=rQrOfl}p8F1M`BLrnSzAe9GtBHzw)1s101!|A>h4vna}C`jd7uCs(15!)i| zw%w4&O`v>(%JFT1=r$jE4tlrcb_)Y0S&_z7BGJjx1zG!8)e&vyz z=M=uRLS5A^p`rf~4ul@w5hP`9k>RL7S+HPEMv0H9rS8`7obp}V6XD&sN)0ELbDx3a z8?-CXPi;!tft%N$anFmRi;w?_?zR>$sT5`X19UFnu05o0GMPQ9CN{||%o9>Y4yv^Y+tcW*!B z9T+(Wz}c|R+~XSC8(Hx&t6v-VB+&{oKz>75m>_UdHRha-&H95{JRKbRxxd{`0^I!N}7qtUb8FUi7{bX%<2?U-I_ znXBP4+G(B#MNp0!dn!2IkCWEr37*%bNckQILU%3O-tO*x7^yTErk&lry{RQ878b0; zoXuvsesa&O|0p{iYW9}3=^(!Y#=*?t!vJ#m1RNPm!lD)eDv( zrQLT zo)?hnwqL^{{>*9tt9D)~aMz&=%eP*H(}V`~i0&~qu#0%s3p{Je+&F8$HvHe|X$Fl* z9WJu~-v!?{RRx~Cm!MO5fFJZu4d2aNHg{^h5j0#3Ys2r?$icDJ(P}5)fPd=+=42M) z7~r5W6GidrzoxFV^>N=w#ZHEip2k}csCA73Z-vqorsFkASIW>!IDzwN_?PY6jym|U z@G*)F^hr^Y@0TaSU`#?)@UL%B^oh~-**#qoP(-C^;m-Hc&`rctwfGub>= zlWSFyStflxER2ZW4FUquURIv7&?KY{KQo9h`oUp%{A|Cf_~X+Gph7^J z3OIQpIxw)EYJ!)R)oWs6!VzOnJ^;CCS(UCET9*j=De~f|_$a}dcojOp;g4CfapI8b?zGyWE@UDu=SeXAJ zHVIApGFPJQIF5M``Rr@*yM6$Z?_I_{X=g=4d7uC2-l-wO%wb`oYiAXhR# z2=>Ro2bQ3tHUXSA?FWQ&;E@(P0i^fF!p;vYkn3_0haJ$^8CA`JW-4Lh0%m zq11nKNIGRg1Df5g-s2;1LF=Dwn;&gkA$_-?9jiB(W3E%0AM%CO`PMvRC-0F`$O`&H4R{%rZ?bXPz<0e6;dO==Jg8kn0anm?m?7yqyP> z>~e@h?{945QUq##wS{cF|2%iS(1E@g_CgtmxUx;G zEA$A{MnLF1i-=cqTQZTL0C}Br(>%=hD-iI+BU)bVI#6LK;5e6geYK~;@;?cxIWEji zAi7w@60LU>A>axg|E4-WO#IuO4-Zq`#tmgb4NTv+Hn8=ejl~b`3ej?&i*-sCg zB5gi-foC5F%fyVn?kSyiA2U#mfM5YdQ4n|Q=hzVls6uECu;idx^=Vdw4 zm*Evz%OWRw*c%pUZulJWyfS&HS9kA=bYhv6hobaI`7(6o$oQq)R8CRFy-RbND&D3f zvf|u)NnO=H0S`B(4qoSS-iiH+X79{sAbxV{*(`j-;aJq&xr4Z^FW)?Bk@dR7DOxJC zVP3CVjAauC1~i$*zjvsj&4cUXh1bOoV#=m;RHRr+G!;Cth_RD}S5Gs_meF;vVFVE8 zehAc_;yP`BEckc;FT=W#$FL@W%MKjQ-D=W0qBTe5ij3i|9 zTtqBmeLg1q+jXxw9;0`IKNei>8;~tf%(W<~FFrat`quUiIMuGSxF{09P25`Mm6GXs zjOxPdDC(-Ftx`KUR=MP$hGF!O1IP=~ap7$Xich@2wpz8L_{ZtGS$b|QxVqZhxc2Ys@(+#?g(<-9aoj+U=VU$!=7T)PtG z+1ebZ_T8Y>+2LK;k=n=%3bAD(P<4hPs6O5u5+hGTzry79e!G6`42k-LfS$@LJ@90S zyz}C=;Cp0$yq&utuqyYinW=&EyBLz2_zbTmt=Z|Wv+qeawo_ft&GByyMBaVk!=~^A zrQrRT*yJfoe`gH%ja>D*Awz>fv;fD92@z4mdF2NIk^c0mBLYi+Q}P{aUw4>+%(e!? zfQ$kR!x^?6^Fr4+a1z?D?d<4yXmYsX2;a^Vw~9PVAg*~Pu44EjQcmvGOo3^AmM;uj zBQVbIVO}Of9t^03G4fq70Z)ZX^^i~s3SDZWU@cILI(G+Uis|~=mVaxC2EX*0UaB<% zfD=guCZ`vdpF){_P)?9rj<+4BxdG^afFQ3GAzm(#G zz7GW+cej{2%Cebt+g7jwKaFcQO?gC93Ynj#RM*;aL#01U{CD*>5a2nbZt!?K5k3t# z3=k(u#3us+!QG7|#Y07iI0kUbl8H?c$4=+%F9jz}ByWb$@ueUA(}PW;B77uJt1Gc@ zEouM|2kCqwCCEE+cCb6ecSfyAyn7gy^*eCU&4Ryl3e$8e9f+->6Q|E~iVz0PPt|c9 zbvJF|bz3b%?};B93iVfHNACTxQJBR%L)2a?^6<~O?bfxVxS$mE&&_y6`fShfGG5>x zQ_~?)j;na|V$glN>GX=ftJCt1bDdNJF;V66S4=`{?B&zk4Wv_HszTHzx9!~z%Etnm zk`hlyeGcxtY2!W-c~V9xeM}6APO!GH$dK@E)&i~kWr!|# zpM~^Xno8Pxx1A6^p)ih^vq0Qp1xf-s4a}}Ju+%{^r@fSl$WzYk^xdan^wWV|R9sb( zL|8izOe^D6l$Xxh8%Mh+#%TPrJOggWDhI!y+rRjBojlo093p#&Z?Ej;j$yX9smen; zA=52x@2EslVspt()z2!rCJ~AYxb6=|B^v54ohgT?`76>Ttf)`0 zgADnoi}N#?2F=|9gm8ho_1jjm_^Cb2+^I{{FQb%r-TF3VC%XOf9MT)NPW9rg=g#GL z{35bafvaDLs8T2Vz{eUl-r|svg3`OMGyt1Nw7f$w01O0#&)ptODJD`=5OWShh_qiD znr$@56t=#GCIH(?TDr(A*ZNILt@>jF(1mLZq#*qOq(#Dd=^b2IGWJYqpEfuwd6tE{ zy3&6v6dW(=VOaUor=~Nn{FotU;d#Y& zma=z4e$P<+>kj=pB$7_{Fg`!!$QRmThy_1FULNLCls|55?>M@>OC&^+|Ifo@!J;yk zx>+W}qbTARyDMO7vuDAm9>Y^xlvHZJybIl5c@?>Y=9%BZ^yy2kinPtRwt`Pq?EV_3 ziuG92iuhd-yFD!{fO!eE!n6Lsq!9;D$bc=q?erH6y(yRD})zp408P~P50%HAdu%)pFi z1_`uX4AV^RHI0Lv9o@+vnfX)KqHm$n{#9kjsPuO@_{ZuSOa<{pWn zmRcFy2nSO$uG+H}T!M5nFU~4%+{@Y1)t^qhYc~_6aL{%}AnX+8qL3GLJd_%!$s(1N zooEaIG+3rgBmv|gJ+!jE*Fj@oC?sMT(rJbqZ-_PMSmxA$moU9b`lb;FJtX?5@}=)- zMW|T^hEoxuu7f2qZ3DRPY9R{_y6mn5p?5QO5dMlev)H?`7gJx?H?Im zzweZodXt%H5Z_u8dG5jF4GZf?v^98u7)IKf&hLn37nUc_HpVApF4_X=uRpXzf4jWR zx`uOjh=&_22=YM3-9Z0zj}|P`#uRSA2c#MT?^b%7w|b0sY)yP+XxV?K<$SsCG$EE} zIHkrN(Dnn9G(^YZ42A@VMJy=NED_~CVs0E;Jp=(1z|$}HA?B5vHDL)zOU&9#_JUSPwDB+OS==0hA>?keqXnD*|QRrL{C|gF6T^P#)Jh zqa#asDVI)6T?doAy@;d^F%-@qMrXo?df|xzOyavJr6=nAW!_ru5wHLGw>wv5VSYJ> zWs+Y`iscTwcPa-9OEV;tVrYd$oo*w$Kb4Ktdv_I7cyyCsvc$}I=H{{QCIr?>HOI1z z8wP$5>bpo~7e$eEd;3PZ?8MR`l6?w{Z)Uj3C(YG97wGwU(>tZ>WV)|A_-Bn%Dv9Ym zMJ+DmNNHc8g~$&v6%o- z5+uvzm_YPxF~)3CiXKg8RDAS8U9j5FJGG%ABY?qjh@az0Xqtw>`oE73<8Yy7YhYs8 z9%gw^ao>CP2c;*kZ&mf}_*AJ8enXFqvd-}^ocNiql93_rCN;{MnGlwv-neExAKTNr zICz?vq~$30)`xV7U(pBUW+-z#MVH=@Ke6@ohc`SwHDHt$aHep4)~Q^OziH^peZ8r6 z1%k)F);Bd$&E4pb@j(McrT%jo)6c>GEtH@h{;kiSJri$V`6_9U%#tOL`oaC1fy_d% zk-W>OcqW!ADsS)D@XnyB_XdKsd>Gv206i;Es$`?t)PVJ>Ln4#&_%ytIg? zNoCXNNNX0IuuE!#3h)rMzU*}4j4=>Vpgc-I{iBC?4#YB$UX6&Wa9DDTD@FSps2ADJUYPb`r~IgrzWs-WoERpGv!$Y z`0++#<0r4rLld;9ZMTFB_Kh0W?G{QPSzAx8k*z3t>&o50nvtHOtr7$z4+NSI)Hadnk% zec8^#3sDRw;_cy?}_2BJuS6- z93^*`sZSH5s;4fs3l4?oQ*~SHW3UQ0e|Olcv!DbE9uXN=s-Zn(8lZVo#L~B4NyVZI zQcVpFj^NyI_~&Eg1>gE;+JICmZmzvq;?5umT|KI{Tt(LOe^I^GR_gn!gXRx5cnl86 zKiOlK*K(Ipms^qByYZQW6)ScMJsM%2$W@(eDYR0P-qf~;D`*zmeJ@2Gg^zE*HGjAF zZg<0<85!rBPXsbc*r)`<`z21Qf0$ekw4OZSUHI>m9Dxb9?eh;-dL;hJpCr5{?m_$i zYMy)~E;;U*bcR*^TW#Ia#rQO-!o{Psa)yAsx{vI?(%+M%%Xql0f)dUH(ben%S2S9SnH8R13M?bapwWzQv#BebXiWV{D3Jv(I<0x;$cyYMKsd zI9ei+g;8SItZnqp#)fpOZL!d$`=eKsaUC2qtdA3BHWqTZTxbVyx`SO)ligyQFD)~j zki@0otPR|UPEfxxj5mt=4;6Skx%I;_VZnQOUXTTevgG2|>_bnY>+XHLNK#&KnLcqT z(mL?ZInxJyoJ_8orb>jyfk8GdG3T;nhuGn(f)Zr$?+K^;7wH>`t;^@IxT&KUXPmpi zHsIjJn9iA=8)&(=Iyt3^YQM*YdtOo&^#6@Z2~}}gcvhXv^p4R-qvIC*+Dm-RY50Jk z%5b_pVvpBNBc-J|J@?fYu%57{c9LY${%xK;e|UBI%P(S{e@B_`g>=Fw>de~WF!mwF zmgeW|FCLb!&aa-|7T>^YsuB(0ClQ0G;|y)v$);XzT?~1~-LUD(h4~8~mLmAA#;HY% zY^vKPHV-R^d#;2_M?C8^gRK5v#~Ac|bZ60!_ThORKRb-Ni%}+*FT$R68s=sFh-VKG z2WE;3?Et4S0xW;WjvZqVYxZ%i7bt5s@BDvUeF->}>;Jb?sgp`|B4uei%1)alYvrg^ zM6w%{tYc?J*+z?$C1pv-nl;QAyTMEnipG*<##pA3b&P!*Gsb&AgMR<(?YfTBsbk#F z{oKoU`79Rm=g1WvHXmlt6~A~u+2{S}0wf~Om>ptFfkF~frf>y$%=K%6ZdH)tn<@v= zN`=!p?dEai31mfQQJ^AT3Px&10^0i>t zoQjtCvW=eJ+lQD7loxSLjOn6yy(vGAVubc80hCxgO+~cv-?Q36J&HDjqJ?YcKex z=ngf&5wBZ(i+Py&!-mAx^y4LR&i#wzXkknyGc?tWfhPsZhdyA9GVg5s}d&z{MsUp*Dw z4w9%m$m&!XgYtYsLtI?dN>?EWXa=y@4b3?eHB-8f@rQ(;n&iNgRt`onx{fzWR^~FejfP3 zFVV3jz9&o5_oUad#eO&8#-{%gd0!(C7@3MUDx)Mpsys%uzOd+QL*MZ-bX_QMt7{TX zd$dz%98WX5@rx}&t>Ss1$=plioEaA{v{`bFU_B!{cR}TX3%NN)FFzUi`OmTYu72Oy zf$zu+fKM0nmLH+AGM|1;(^Dtr{%};0-pb!-Y*kgiy(QpfMC3L0!Oz11+BS23hK{43 zHw#?Tj`4)!BeSi)q!`i$^}%`QU)_3Tqs?pIf2ZJ|yoH4bG#lJ8FM&&;bfVW1dR!%7 zuZc9|mELzO&PxgEZm6Pg9@%zC>Rss+DA1xmQA_GSAoa0_&-Y&PbSOw;L|?vZRa+$I zUbf3m5yk#hO1A0M*qVCpb8@TsZw+HVJtpOi`1awY58pQueeijlQ8B$Ltl47{hZZA# zHUsU**aQuQayWV_b;MbLmZWj#v~!@_NXlYuC-UlGn=fY&;sOI*oO#Om8|f}2>E8eD zM^~2)ncufcH+hj52bL?zkWAXC)OnmNZ)H|_;FBV8>PUHK2j)@H*~Eos<4E(*Zzgt! zdp6%c8!EnK^U^a(7k9#HiV{C{mb|ve$Pte?y~}RbB*J?bVVjBfKSzAjh<_4yU}?X& zpsf5}FijM=0)g7Mf&Y-Ge$Sa|JtSVQi=VIerx(Sw6lrXA?sr)uA_8_@kFKKAo7{+K zDhaT*%tg`YEiXVo%D3XZ@Is-_EkiI{#dNvCc!y~ z#{dTFKQValcSzebtOO`E@K*h>Zl@?1g9$sep48@>Xq*&BSk%3hl zb$D`}An3Wd!#(`dK463j9!7bIkIFx}%T%{A5tfuhs!fgmrpbI+u-F?6E}FE{8Xo?w z+9XiO=@j$)Brj=+X1bZ;xOy$P@#uTjxGl!%K&Il?BBZee{R%=#HLcPs>cyORF67sR z6Az`G)(j78IffWY!8><#NhszXGBz(X={D``J5Q*=lRa`g5-!^mt9T@^NX8qSs|)%Y z_MHYKd$Qmp&{|Qlue3lYE4-BH4(Gvwrf>` zE|=a2$PWc_W8BQ*k~E$*#JxXFQh%y+=QPc)fpkVG_Z$Wuu&6o=Ph)k+XSt#9>GsAg zc`+AcIL|E;;ZwvpUnC#reI&6c{P%kAy5yLnANKQphy7J5GM}~c1ME`K9Se8qtFMwf zcao1ZmdpC_l30nu5ut%)i49Abtz^m1-6KZvr*(#~7%1Ke_spe}v54`;&0vRL!fD0a zBdq0hvmC#Gy+7k!-M6EPYKf=J&-XCyvaEwYt`);i5AbN*x_^NGZPs4fplW}kMl{70xr+psOPTlaqc!RoRD-V zYn&~R8oTdGVqt%!(;RONZ8Nk4 zgEn5RDCO>M$!N!x=8MJwo>0vY zgOEi|FnSUGeq)&W{@MRk>Ao(jGiCmE@)8yxsiiSAukWdaT`H3+DO-AT{f_E0HP=95 zLn4m_?AfCNqdcF#kTS=XUS}O5pSj#!9!HSZU#N>*GNkxr;HlZnwa!*a>BRXgN*9s`KR#iQd+)O;#`xef1fy8)ty2 z79W~7l7-8`xkZ=ljEya++THkzO7r1h)2J;jw0-Tsk7&Z4MdP-FB)>?%hP@}TNQF{}hV!%;qFml6IhKH%wW$&+lsc-T ztkh$c@*=ESdCz3`MIxbAppq1iiVunGQ{)TdCY!K&;503@%4M{4GxQOgf*G zb*S5tz(7p;6<3giRhDq8)ow2{9$Qma@t=OSeI;opMLr7s?Ua${+1ZW@_1CQbxVQz@ zI(;Sj`aZ4K0Csde(9R1jrq(Ry@vldj=Vr}Cv?NrqXJ5*4V$>3NS{pE;x>E%lB|l5v zs?B>ykRvY;Q$CZrNQ$nL?7pwRv}tFa(9iSmJlx7%o3?78_pIPe{~fS8`kcPG;_=j6 za`DG6%hUawkAptF?9{++S@&fO?c<k#0m%$C$DJaSu4 z$(etjK=qkpYhFl9thJDNX6V=!=i*(DVBEDHscmtWtvQbgzEIA$rr{MxX#})|{>zE3 zmSfSgO*%KECYutoMoIF+!!2%BdqMfICS-Ud^*;1X7b`a}OcmqQami`$!>~gLIZX6_vG7~`4I~5CtyK3$k!Om zxk5K=n(n8~u~@@@G_Aecu_9>Elg+UBxoxs?0t>6m1z-@+zS59POC=@$tHU;TpT^n* zQkBpt#<$r`KfgfV9d!NA;`)BDhmuxKyW`-OfAdr{N(QO~)h+~+6N|5?oK_&T+7)xd zOH(|8iKnd6ymOxS^bzDrT&s^rM2Su4lFt=(y^zfOTdC3TZ{dgN%{LZQ_DR~IG)%w4 zJ5xqF0nsOXX0hT zSz8RYbXNfVo^=&``c0kNCbXMtNI#~&=S+~;-jd=@rA7P9w0r#-*nl0<%;a0WmlSn) zvEL2qCKZ1-Me1eF#|wK< ze<1ZGs&0=Q@7qT1O!CmIOp}Y;Ju_5>m#rcK_<`B`DS0bc+dNkJArIkP0g3o3E?w3WHbi<)8`HQ^cp3;YUAVMB)~@ ze7g8FZg1jTRcJy0!!3c;6}Qe%)6?D9X-zH0&&PSO-V<YhW>rAr$@w(PV%x!+^8;Jwy3Ie6@Rc8Og@f$J~@7NB0+;lUd-)$(c19S0Ix{2 zviRHLfreIy!{CXlX9^z{oIKAYNoF0|d~ZPtpA7%YyT}%3`u_^H#=EO4ndRrY&NK4h zu3l99DrbiEayQFE=Z#60b7tRjyMF#MLS3BXiHYtWRe7xpDgbD35Hh=C@9?=0_2%Er z1PunJ?%B!DS_yqz{sHModrH5WEUr-kddv=oIG$_Gk zi!7esDa5fDc*~Sv2PsX_5uI^UK>}6U2+aal>bpPVAnk0m+b6{HkbY6o2XjF;p|S(r zz7Vcf4yuc2SG6ZpWO0)6$o zu*9>3zMbi>HBjCNTtxacP(;$um9VJHR6~k~5n;`C#aeJ371Z}fjgCCt9rtt4YFQWV zuX76iKs$9o*L@=$!+X6kAUzdI6X*Y0L>)taBxuMxM(Z|A2&Z5-n<(qz1s(%g;c zUa$>E!?l?{A`a600?W^M-fD)(gv^e#S#riDuDCHk{ziVvGu-ORCll(eO$)9A2PEl2izpLDNwDWoRWs-u}tp4?oSSA0`l}wQ3TLR9{n3XV+Jf!w#d&h{r zQ3(s@lW5{YVs)Z>7&umf6|-TMpV%acFHOOYTsJsRYqm;EY{oT|?tO}+Ym|(%ty4rw zPHnEUR&&}k#Zc9G2hC0&;})ScC@Jat@1qM= zgK&L=pYI8U6*cCC){h`S9|Ys{1%SPpCCJnbXvixA-U{N&@es&&xB#c?d>r{GA5*9( zR;1p$M6Rzp$^XNwzPb{H@elrZHtdmF@JHlda#OaPMGIbBsv-YSioSF``!Q@Pt-A08VsD`vV3;f*gr}03gj!m*>R#h0G$|)K#u3cn!C)JC1BnjR)IS!8wuU=T``{rIP?pV+DY5 za{$ugTGW-7!nsfn9S9t^*9%xlYmWm-b4Yj}=vihvgaabZ*c)@#c7UMG2krN=l_Pp5 zsvOY_U$3x7bo2&JsXB z+9pcpqcIp`g+!fddw`xPD9f@7%WqYvssObx6Ul-H71l4w%fSd$zWRuxTJ;TSm#uFB z7?6QSFSC_@w(_>!3Y~e06?yoHf}5{(YwbsuCy|RuA|tWv6WZpBJ_z%$yLDZ z2J*83I;7MOaH;qnZlzp3W66R;6&LF37$g6H@chDkzAf3Nw*vDo9xt5Qj48QdK1<)! z5fai04P`%_Qc3OViYLX!uFMk8?>NHbwbbpqn(9!|sd`?A4afAb0=-5!XLD-iow$wt zzI?f>kG4o!R2yFM+=d$#M$3LelIem~F{u>kBf82ily_E=vPww)e|woc5mxRx`uJ2i z*Ku({t=FK7;Bn}vwny2j(L8`@`Y8ho!38jW$o>$Lo(Aga`tGgJdVqXhAcq8qB?{(i z6u5N17EN;hv{M;4FLr@sAM%BX0(#G=egMFOQ0?--$&Z6BkHgQOgc{&7Ws$)5-VA_^ zqeZ*AyA}N2$>EnTN1eC+$OSnNwD>_iGQbehhRk+Vrm6?4?Lo(P1t8lBR#sO0k0Z3g zRD-eF1VJ^A|{LJ%(y%3&aJpcZZW(OPpD+B zPx7BQP}nMGeAgqdy9JnQig!lgkuI$%Wxa)%=VbqGf#+2`0h+-ri*ukyTZ7|yndmD0 zV8C3duVu?54yVkK=>>K%T?OWf5V=M0?EP!CYLRM-Z<7O892e-l#sF7^6?FtKGhbkq z1n@Wx&>t==EP(&>IRI_Uwu0IZgnWz@CB8kQ2_ZV6V+$<2RISA#03TqHDo+d$v3KjX zPn8Dm5^w^fmZ%J1c+~W;6#}*Z-2AmD;DMVDFjwV2R)8ZQ;@1l?C$QoZYr17VEx@gu zJTR*_CF(!ESTe82GpL4Fj~A*1{$8fYs+a8ww1J0rOE>8BzTkj)z?_0u7X7zU(|Ps< z)wm_o9jq(drWb$iLpB_0G9n7Mf0G6P$3m6KHI;WF8z*^dg61t^)s7H|iMELIJ!&$d+ zYb&9zV6{@^84B4yDCb&+=PM2%H)8z zmk_s2L?p#!GpET5#f7Nt=$9WWop7w;P{FXEleWbk_;?42;8yc0$Ww8pUWf2X6gYF- z1jsxo+z7bmI>Ayc1sr2Ih-l&x06C zad9rEu^k%A!1NI;TF7bxFc#1dnFT;oiB!~BX50s$RnC|y?s3MCg3YtkzeQz$$Jt2i z=a<0R)qqP&)PJa{QDsu@Hw4z268`nPX$Pc!*M9{S1jUC?c5J&EpS6YRU=Z&ntf;`F zaIRCYwt(R~iMI%`I%j@!+?S?&vq#Y_p`{w_M}KJ1@2j~KZ`0JI2wUp)^XR`ivw;G* zzX<{PeL;u9qR2LsTJ1&j#Tp)hZ|}heQFwhj_8auAhkLNPTgz+o$*;v=j+R%vW69b1b>UN)Y=NLTrKe&y1qw5 z`3}%6Hv|@8C$)jo$6`wtI9gYMV*6`Rz@t@r;CAByy_Dn)TGXS!l+fFf0AzR}*DYU_ zg@hyi)0ZHpGRVbEk-*T={(fQP-FpCg9c>VD>jadc0&rnzpw@s9JVfyr*5D9I044E7 z(zD+Ds89!+tMDIv_H%WT;Sv9+S9KpS?_j8xXFPVTmzkT=XI>cIT*G=2vy9ANzry9# zd>))b_02mcIJe&)3B$7tjo61k#vk4;n!%Eq{1tO*sc<4P}cHsUT-C}F*S_oqN} zf}CyE%o9UoT0FvvcxFq4mZ~h^l(%Nn1BDX6%_ZJqS3L08)~9^n6E;eDKhx5OcrAfa?74Q6 z&+f_g_aUNV042D)r3b*ob905JfW@Vmvs)AZEJ#AoD+ajrAuCo8ExZ>God=701OujN zY$(p^jp&}E>Z(ev0G9&7#Z&V9t41LBhfWm@6kY+mR6vEh4bX_O2{_3c-ye=7L2#`b zQIP5gWX%%=IlenKg5&v}=)WG9?q6^I*4MA1fh3k-q}ByIf#yq_x$DsYc5$J`Y^V z>A?H}3X%YmBNY=shp&K>Q&yV-v?F#U2LRs7$@d=tWwQmqvf|VMw$$F93a~5Y_U}BN zv6+N5l{E?gw^Hu;nS+mbd13evWV;8DYSE&QBW6@duWQv96n#Qecn}`gM`b|9(!f)) zQ=!-SeeIJSI~oH48)hD0w&8IwWc%?D;dEey#9q07W^ z#o^WqZ)QB)A35`0G{@hc;9rXlAV{UkPc3neqCb&`Cu$LA%Y`o$(H?qfpo1t!IuJ5z zH6Ax^?{h<5YC&c6KM*<#(5$(+$I4J^Y-lbgtLJoefSVgwYTRHy=p??8JNPC8;Eb>#EI3e0c`XV(9dv*KS{WPAXgSbeC{F>nPSj#g| z+`?XgTxEaOh0p*AvAuF6IS*_Lz$~!$qPKn^^#?+2?MFux7L=mdHw zkH(3^DT6vG5)LwZG-NmDdsp$?|9WhRemI_p4!+TqSyD;ASHR&9H2VYKa1PWpVvplo zrxd*(oa21o(4TsI6psOM$`*7+?wP0@D%%xtBVI#7c!|3M-H{DzU0FOpA-MHDmcLr> z=RveOZ(hRja5Y@NL8ao{k})V44=&je&(tVln1UYQMh{!Sk{T#Bb249W@UE z@R22HZH?vHy|YPCA-fMp$%(#9zXpJw0kul~zhOm%=~n=DV+g*ei3|7;UDh|~K)*N$ixc6p-hNWc=A zxfiqnQx@%difp4Yz@8O=2?2*a*P4ZH*3w4)2w8fA!1dp?m2$$W%hWQIUOnR#`2bmR zLiTCky2r2p2NnnMx;e0V07;jr$kPF5!cpkVz%6u}L%s>ubhz=rI=~3B<^qwycu})# z2atYwi?W*_V{6Xdp_HJIGr&!0tf34xU=N}d-REPrU39Q1K|7AoVJIx zkGY|A4>9m?WDKHfD*H@U*Dv;~|Hg4uu!-I^!&T+qO9`mBjfKiZ*UYcL{;f1S5{rB` zs&bzk8+K|a#W55Ko9nfSr681uthC2NH%}Q9qKs>cFwael8sG=_RE4H+UW@pS4HKfK z7TydPHzutkb4ZD9`shawemId36I~QAmpC{Q>PN@YNzuyOz2ChLBKt=ug#3MKCCO!W zfYcV1Ar~-qLyH92yaO|Yi=69j9PGais4fE`vXwy*3QEJYZv!EmF09Q}P+==|2sgN; zW*Di#t^kHI8IONiX;T2-R8$-AVI0FIhP#jT=)PB=ar4wtlit z|K%?u70m_P7kG;<1Q9RS*+W8%V&zbM?-=w?7SU?A0JPD!-;hOXN}Qh5x8rL! z$ITd&@Ki7u;D!ZZ)geMCgvW*mAU{KnqJaeyWLp=N0qu7TfsK13ZJG{Ll}x~Ca@!zn zA`->2nd+gx=@V@&~ebfD+!`{L3Hzl2seLC zfa&fzNJf|+^uxc=mxdoCmIYIXh6R3=1^?*_Qvf_cK#4_?U6%2ehP4-{B~Rg`p6Ey_ z@kZE3>W{M=akDs{0N7x5ywy$(1J0W;+q!Y5h29rfrjV}FpV9ofNk6-#|5@Ze#B6BY zSss(Ac*c;gjk+tw7E+ zATXY#`hflXV<67bSEB1Jq%mXH@-7!tlcCEJyaI>@4gCqw9f6%ymLh?y8Mtiafyg_V z)d5++~l1?gOv@mU6C;JG0mn=HELNxd||Aqo{_gP%J{& zI8Ut$MaC*mZZ=6N$`n*=bx%mQBE3yiAq1$!5S}d_Ng&h+$8gH9ITn*|6gU%Da>Do$ ze3Z|LI@X;g`w>}Nc;RJOfScgr12pgF#g%B>3QqZG@0=+A8RlY4iUvy4LhtvRHAWU? zwHpKC00{LD=^jCDFSwu2gyx|)%?V7kZvzHkQtKihgS%DFJcBp`awtYKgT$O4dk@Kb zWxw+bmBlaLqXT+42q%ndi$UH6xkb({m1lrlZxj$;T2KU!!7Dlm=d~g6l63L!AoAsz zBmlLHdEh*@z0n`!(vT0Jb`)fw2Za>CpzIxpUXN)*&cjfW4TR^emIG-HsEVNmd}7uD{+E5ZV}y7p z-30l3H&o{<06QOCM{h*Iwnw(u18;FLZKwtsiUwyiwG%Ry1k5fyz=pdM5D-wi07a~O z_Uwtuxb$SZ%S=E#hzZ^UZqWze?F_uu*%@GQssYM36jT7BJK%~*XhSxyoyGRIpo0_C z!scF>mO+)z2kL+fakEDZNsbKp)Pi|IU-gzr~Q#>xy_VN!>yn5hG z{5ui{8M-}-1w8;x7igOHup>!}d23v^uN!2NN1%8V%HXBY6_)||y%Hi9L)I}+z`A8k zWTK=)7ex6~e}f$&-g@l|;5>Dl`Be`Y8_9!bgas^g0gejf^4c1>crG`WIR)5V=FTWE zn_YmldQ2NS9HAmZao~!cfKm!cw}&iTU=Mxdf@5A}GRyJt+o%Ztks?CWAV#Bs@CjFvTVVwbKX9wDyvimIz_9$S9vFmQw z$SujDSj34E0BkH(FMdu6Y$-?i>7)hK#H3catJP~fS^Pn>G84IUauW-%h7)xJrP6Vb z&;sQp2}mXms@{UIfN+fyw?g|96cB4lK(Fn0iU_E|h&loeqoBM~3`A!=jRZjhqzLE; z;(Q$F*Fhp}&{hD{!f#Zs>DnFTqphs0MAz@&NXLNH=KvJjqB4MiIN&+XJ_qVM>0hJ8 zZbb2Fu-qX>RVs5}2{K!)0hiwjAkYa2mzR|p0ixY)a7u?29FGSRUgWSpcMk-Ep#B_D;o$w z-iU&3esHsy?Nyx)5_JS553@4ocxdt=B^Zcp-g!sd`QX}z-08ARX_LZ>pmtR*I+h+L zdmFIhM76ZKpTG3=^e@hD>}1gk#b|?o!3jB36N^Rr+?IP*AqZJ z7%F%MGMcR*FL^g?z;RJt|1ZnV>`%rkavFbF)_i+qF6B$g1>*I`_-GI)q^bQ@VXcxLzDaaqS^l?YyMA5qpdrzpRJtxs+-qC6JU94 zmWOZs+ZkaJ1-b_9HI<|r66(B&RU+Yte0Nhk+=F`tKkeU9dR^}Cz9NWiN=#I|)v7ud z4k-oE!RDj@#SqBaw>FEW2$FEA@VB}zJc=O>x^{QFFD)NT54~zkG=|BS;gcllJ6Jy zu&z${8N_6W*SC6jRsG!-yt(Q7c-X#_JG(*OP>=vLpx_CWc z*=L!$F38{tv|m74fz*Gxl5IL2@rsJB=tD|;4!x}j+@H}Oaqed(4e<2GRuZ@QD#J*E zBtugz9~nB-r~>yo8r1*Cfv93T6gq-HG52cZk*EwPw*r#{CFW2c0Hm`tAY&2&8H+yl z7^l&I&_Nftk?4hWypW~Uv%N>r;0%H2?{`3b3o@gGUS<@q=N%~>75clZA8FnXO0iIK z-!5bda;JRY*Lw#F$Uvp&hd+CDiOMmuOZ%|^WKN*onpx5P7vKl&LW2Xq5oBw?hTXrG zW{`EW9qhNT;pIjRcKgI?TBhhKyWA+v-Ik>SQt$Ec@y@n8%Wxhxdv@U1##;~%drXiO z>VZ9(@%)2*%@gp$g*wEZAnX=-CoFkCVzAA zYPc=w)HzOn_J3rw^Tx+$6D6Y(Er{S2&uvZD_wN=fXcvfLhQf)A0N9g&Z2ge#*i(Fp zcJ7mevA?F0dq3Pf^*#@HT?2Kb3h1B!H`y3Oe211Ixbs2!YYr-12B3Uf3bhZwb@N&j za;2nd8Am~aXdj3V+s0<+cBdwu(gW}OBQbT&Fwn%=w04T}EfM%Wo zFsLOUT!W6&s0?r<2&fucSz&;d&k*4#knjM?l6&dk>Vr;rD6$yw=VKZvGkrAfjP|Mz z?1O5g%6VTzHYTuep;?4&Vr85?o*)Rx?sQe!+J%PlOGvInSNESJk!lr;geN*_O_yQy zcr6-_chka9hU3zdWc9*Pi+6z*a~D*iW9`=*yE#+%Kje73f3|{@9v@siahEqyPZjHj zUht>Le=gRzHsQdtQXB-w+e*R*L zyevo`Ap15T)QBTxVu?hjx`qgDSTEIKP`qeKkoS_3c_Vgweg_D0R#L3Iu|flVc3cW!~H%z3MgG>2-gv%vLSHxtwrfe9Qr z4S5@Y5D7TY8AdD*-!QmOs}jqdR_LrHAL$hqGmbG*jT3C$shEu5KN2$R+6tL3bMyq5 z{Zo)!RDorUS=B^Q7<3mw51GTI1RDBnntKg_Wi;Z`PO(u?{f_{b^7P|$Gi?av;SCJC zX&~*?hwghYzaPNy0NS!p4;wNI2AUw(eO&=N4{Ex~$geKx8yG-^SegcVP=jZZ)>E7f z6%y{)90AAzNLm;&CIlhWK^O|e2#~7op2KG|GD<()XPX~VQD!vZCZz@<5*U>(j$iCb zL4Aux{ZeK=v57!)_@;$l{t#VtDyD z`a;z30&$23P5kux6Bprh8STQ>CDfU8{bONs>7q}6D{E=?oaxBW1&*$SE8US zMd$!Z!mp-ARe;FD>U4;Pw>m`3bOdC0NQVXLv8?{sq47!-s@V~MwfT7$%6Z#jQz&r& z!I!W8@tHSBV08_(&VZ0EkS-GO9ZfU$mH}6jmpdWzphVrt`KochC)d9V8B^?Q;gkPk zOe~7MDft;DcLxY$rURj1m~$eJ*!I4$IlH8U|?te&s%qFi~6U+`^ z+^gHZq!CD;r)q8-Ob%|p`lzAidg>$am0qtHxp|i+hA;yr+{lgkz}uB`ioX~a>I$1k zzdN_k_D=gUU_-e!BH8gVh&NG$+tVDFTF!so8!{i^Z7(`JpQ7>6si1Xux@{40khed& z3|>gHw7OIzb!>@$B};~_bB;h$Xa0s;Sq}{Sr=I~ud!XCc1q8`UK&haMM1n)g#Qjy} zi~T-UbRe|@l@_5R1}K<7rpiz?Z5|Yc4tlp205Mpo%LbX&gL0TS4c~U8Lis@=rj$yh zi6RyjLJM@qHXbx+QS7CSOMad~2;glcq>g#TG_Pia8*WQ%WfYleRl0sQ@^E)pEjn8d z3W}Y3NYxrX{nb{t_1R95w1ncA1xACnZQLSm=!+Vxo&ac~e%}_~MRVS^Z2FzTD7fo(U_2v)- zc&d;BoO`>e{-gTDtkk z`?+}LcmE{2l*My^H-TOaSrks#vAj0X@AodrFkotCs`y;=zMbXn+FPD(+kI_c$=@-F zclP^z7J9ru{(g|2d(l~|*KB6tA2<4pVSq?pTen#n&)=3gCkphmuJ70SOTu0CVyeW> zdlj)3$1a|Z`}$3_m0@EyWy&l^!PQ!md(QdY8lDTRxoxKrSK3`1VbeohHRoU{-(KH1 zvT;qjBI~>cu&-pE?};>y?>P7=3;9+ydOQb?(GDhA&J^zHt^;?7pm~E~_pH{IQa&F0 z_XyO?r(f|OjPk}n=Gy@@WU`=a7@Q+jlQm10(D{8!osj{g`?QDvY5;&U<(A+o90xij zojb+er9v`RtI?(BR8Kor^M2~~mixyQ#{ALNc5P(a#_V!k(a=63ESOL&`_Yme&wqQr z967?(H~;mopIJ7qT`LX4%w1}oJ=vlCs66Li6GH@B_|ohxmB3imx-yI9W-Enu`;rS; zguKh8X1d!lZsg&OG>=%uu8y6GhP%z>S+3-6-x5Zn3KjUG7yHi|9NJv#F2e=G|c`;HjA!ExAtd4Ky>8Lz`nS)wsW=3$~ zB^*g1DbH;l-mo-mm~qJHludq@lg`}3k#w5GSZ5;O5*K97Gm=P_$34aw2J3A8wmqdh zB+iqccKr0?e5tvYseZw`Pev+%4+2(i_3(CJ`!j9e&kIz_lF2Ok)33RD_$KrZLqH}D zavNC|c|B4Ysya3LR;5ve)AazKbk1C#uStc)m>K;Nl@Nxa37Te^?J}8ADSaHd+xnAr&I4|a~)LZlb{{>aIbCj9i1kPY?%5Q*4Vf=tdOnQ)(Z@g?? zYSML(Kjc#Jo+tyj4$gXo<{Vh?q7uoJO+7JJmZVr2>u|iRJT-H8VNQl<~ctQ?tM@>f8igk zI{I*$;jC5F@btoe>u5CVq74G{D9$8joV#AZA5AIfMlS5pbX7qsB2_LSoE2SEBFmdg zYS8(IDz49X4!*l7HgxQ_+e7MEWZCx9#lQIjM`p}9?Q1X$yDZ6+?D?kjZ6blB_oeKwMey^=#t}_2QVoVX!fgA~huazS6&`zoLCN5T zyFR}p8E*Nwc`F6>xc24t zXS-O_3rNp?53o$%$m2!#Nl9-H8u;ELXTCv-0@Lz5KD_l+jm}GhBv*1}E4k_~T+nhR`LryHeiPK>u@V>BJOYw(pFEO+jtkw%NX^=exOTPO!Q< zUsG?xn6Snv6VBr2;u?JzJ$<-{{-8Hz$o74uRmaS0W;N@KJpSD$i>jR-AFLISxAJY= zP3hj9st3+J9sJyFJ2E|dG*J=$(5CGDEw=G1wHhw;C_|%}<)|?(sik_@8iZAGukGFt0ripMt7^QA2|d(7RAE%OwBYDYV?Yv*QNiEOnPKM)0=}|H27OJ3_c7;DyTTe zYkUvzQ4KD^PSzRDQl|&9Sj8EsN~ISNihNMZs+JdB8s}T&EqBDlaL?Qo_}!55VejS-2Y_}Lg*E5?>Wb=% zWfKp&`Z}b}qi?4QHCyE&TO(|92K=HaH+u%eq6xku^tmjB4IZue#vb;Dncj6;HaqpV zE`J@xntV{O{2aBz3En*Qt>KbzKQUpBcy2i{_qQlCh$#s7yr&y{+ZAhWrF58N#u zDTsnoq>Gd8S;hZ?$;sX1A8zWoucT^eE0g>3)7^HgPm;`S-I}t8aFzOX1!!-fjm}r{ z?Mxx}L#MJQmo85gJ?=yLwD7k2soV;oK{r(+z4Yg5?x(>!XS|vb4{5IbhRH8}S#h1? zwfepJ!$04gwf~|OkoQ$Oxua)KaIy4_;m8QA)bA9-qDyXp7<2ck;4ijwy^nuSQ>Ga; z9uv>nL-|zv;K$`Sdt!c*U<0!cGp%`9mfN2>G_fe19i(JrA)H7^N-DCM3mF`FIN%Li zwfC#eHz+jBEH3m(T4J3&?(3w+Re0{M7;0nHUHo?6|Jj6{dvJpLJ zZiTi8L{9`*KT;Vw+~ftC%RUkFTawRp3&fhw+UowW9Afmw@8!xWc3nl=gmE4ReAZ|{ z^vq#T?{87OA9J_-L=J}{>i0C>7)r5xmLS;rvVD@Z$gr_#{;HMtyES))GxE`c8#k-k z*MrLxFFLX=qF;#SE_85bBTu-^AStukICBsqxs4{F6I_=SR52FzSHx0}l~k=lP<(2G z-R7kh^juJ2hLV?#A{)^I1q+*YT%9+lF(0^{$lCpW+61NtVZ4Qr?fd_F>y_O~q0( ztO%*I1e>#1XaoZhn?)Bcc#*p1;;e>`CN(H7K(g$G`}B8OU!r8f!thdPpbHzsSBKCE zYYHy@6W@*sHTn^nW{nlDa!M@o|KQh!K}K;Ow8|9b7m>kbHeF7o4OrFIMBI;t%M&m1 z+qXCTq=EnJcAA>`G_04er)>CHSREx@a^ymagn{UU>_a;)^5L7^aplV*Je-;3;_9Gg z1UwVwE1}%$l!Q4ZhS?>-516mM;oqCB;K3W_TI2WOeqOFlq)k$=%YF<|BhU3jlG(Wp zSMQolNzPk^$IAr98`xv~TY5=IdwaQ?i^CXPhgTP^`r^Q@nHoKfvSvgqB6x|hv@%zv z61?@Ju6Xm=wO;*=K?EHxz>iJde@Xq^fO@UkW|ynAzxBF7J- z-p;%IQkImfyM^L(KSJLbWVuQ16eEkgrPEB5L@eVdv6O@ChFy1oLUH*Vrud5Ts%=jADC`ky0x~ge9z{I$9;PvdAZc`SEd%&c=f=Yn?n#R zTCs18K7+jPHJC1bCuhJz(ai!LW>TZ`%x2J7!ft`bzlJ4mIIl90-(^S8nbK+tPM#QTlnaeg_VqN)RS!{Sz8RMd zdh7H3OTBV>N~_0jR6`@!ohz$SAu!h7^ooErG}GYMMNKQzS_a~=j;)VPic6!)@*4zo zfyc?_9>XS|OzwT&V}~&$`_V3|L=Fel`ZV%ATq;YQ#xazT`Eki}}4af}L0;%p*vY)z}svFE!tKDuv zW{F#|0=^?CssCM1aSxgEA>fN$;mz-|pu06LtY9NOUI}}Rmo;-wtXKS-SLG*#g|$ekcwSiY@O2zCU&awBe=-=J@+TZ+sZ0_6k>Q7!`LRzPgi^V_>6M!4fP&wR^0>__X7usR@9$tpM~QIy zvg(2~`Vf&7BY$vT^U)gJa?>{wt#b`ZvBSdr!&yJ&f0A>Bivwj_y?j__vAosb;sHB6 z$Fjk~HrkOhBHW8D*3fS*lIkDBA_bh{A`&IHm681B43nf3u2dYvbYR{secY8nw?M{C z4r70j>XGf+xx(WO^BgDn{A<^Fg1}5hrAWF1Sf{0%8Zdg?hev$>ZTz0dotLc9-K4n3 z_2$U$6l9>*+5Z5S{0+hA>ropa@m^-#(tGK(g-L9yS?QqMVM%BdsRGk<`HkW5+;(|j zu@_|%jIkYjHW)XxJ z_7gvPR#zt$H$nF**qgUeD1zl#pUD`P-HvmOg`+;wBhD@JW}aQ`aKk%NCZ)lp*xd$M zr%C8bFT&eZj2Br0&l)_zu45SVU_~06Qw&-;=jX-p&4BfSrNcxp8lfN@$z3_HjIFGm zqkBv6lI%$PK#am{PS)VRa&=eykOq9>P@?(Pw_{iE^ICrh$`j5-(gt8e!!1d9V5A1> zKKgtSf>hsUakex5#p0n^1%3ucP0JHCjCywW9Nd>ZEPX&~B_g8W+Fx$cQj5yFvS;np z*EqM_d^+BBJ&6p$oqo5VJV0ra-)&nLq}V!Fw#5bWTtWEOi&q!QkScK}fV_o?Gt4jy zmG^B52G{hQTHO&8FVg``Tjb4eCyzvEXiY3tkuPm7FDWj0ak#VXt;<-B$J6HMrfZ+)>P*`oV!x$}-OclMpM!g8daOV>2Tl2$-P z&MgcGs8|kKC@g9{Ca+vU9$xZk21_poC6V7xeQk(7+ByXbwBJbTKh7I`X+2SQne^;R z?f930=mGmrSe@6lMMhINlXhn%-4CNiCrzCuaFQCv{Jp9aKUALjI2xA*5$W(c**m_Irj$v9dAvmi>FL}PK^p|`Q6%e z`;f@Q0~mub=DE{a%-}f{&iNp4RecqZ`Vt#$bx_MMI2S97bq<^|OKhb02VmYz=o(yviC?)Bov{NJ1P1mjE-#lEx)2bX<+<_rAtt^b6zR^;E_dq&L0*kOv1 z_)<#!>R|l4k+=W6kJ!WlL>Ba`pSY_SbU5r!67*42uo-|*wDkW|T$X9pi2cI22c!Yq z6g6HZg%yY`^yM;aT7MLX$rEb+A6IVz4)y-NkE@OrTFyC<3aQg>NgK+NmZMT=v9F^f zF}A{Bgi^Gk2-#DXY%^JAtV2gsY;-sb&Up7nn2 zn`Zw*tm@E&QorSe98S}we88X%TfTuv_I zK%j-`V{PI{wq=|W-;{vj%#uq>48wC;@QE)iSH^nMe;U&#$Z0=v4yCp@A1}jw583|* znfa(Z)mhknFPGF}Um$vfKASYe{N*|R3&AAyj$w%trwxhYIW`$7GLq{b+>}iVNSBl2 zx}EOQ`C%{UQLa?%dX)Y4WRt8Q-^p3w(ZJu!&o@=%wm$5e>Q4UB4103Mu&($wRg38R z+O*aM#Y5h6t$oEfi=lDP$HI#L-yezhS!b`!PuRG|jACD6HZU@xEFLM_ekG^XzCJ@d zGxeLkuIHoiLjU%(LB6$b!X_9?oMs23TS^*VC$g`ke@V4GezQ58#&|1QrIaefE|WLY zQppmxcq{t1euZ}_)`FGgs>1t}|Hog)rHBa8x98jBw2pJ;B?_vXY`sWVY=?z6(3u_B zf|En(qu>a8;~I@?FmcL=A@ zyF2D9`vNKFW&+D5*h`BFq!7TsXEX-Ld5~Uc-V!};dkBrvf)>h&2H2udQ6{z*VYNUS>j2#)R*NwsK zX$;^WQgdqUJlxkzF|5i<%*g6v3@%^l9r5vLtak{ukmZW*|Kos8;9N?XYsTG%DphS! z;c@{B%7k5O81byyKqc1w&dRal)9%5c` z0)6B$L%1^3WyktwepR@*ndQ)|*3s`tbg?viw>p=!uf=P}$8QN5zCRhm&rkbbu;6=r z52~M36|))s_!P|LlsnQcg(+Ijf4`si<+(9fv6Bw(n{4dMjs0&rky_7tOK_P(<4#>h zM?D2q6$luN1Wid|BYo}|^-%7RRa3^>j(J53ck8r$1}`%0ksNK+HJw6t4Q;0{)zW zQ>Q~1{S%nc9oqgI)9K+Nmo%b=S0nS{zJk@WPc5~mFYp5N*pp+Qq z9V)yfsZ7WBt+|ICkSmt<;L8U6V=H5|vHO&G4)WuTcfaYgvDf1qHd7OEFUh`y44BxYjYC6#xc+jRGpxwyVxpBU)d z(Z%|(FVB6Q(6SZHEyE8nKe{fe^Y(;~@8C!?+o{JTchE7um-w<$HFZ;uULLu9l%ngt zC8gS%;vYg`Q5I5qYC8;se$8Lvm*{$8dR^vpFYgm&yk;y)Z>-lF{4=WcQ0t`6ppo4$ zrhr0fWl^vtEDMILQ1Q8z^N%_unN@}7cB*c)UD2F3?zxoRo+NImVw_bFC0IGD8T?@~ zmuHrEBQCYKH+HbF&e%%%V!Dyru*(#Q+4>V>oW^kZgG?M@>c|Y+B}M*xD20{77bx*yrt`ECObEghhjL%D|W#At49jx;2 zjn$25iBt`Z#IuOeouYg7Y=_%vH6FYTh7~^Zm+Ys&ZQc16yMtL=uTBlhP zTMiCaIn%d+hKcPY5FuJ~X_;<5ZkyEgk|v{{kA1@5k@54o8i&buZ_uyv`tQxUXBI3; zwd=WW$jEysa%!2whblHuYb!%Y|YL1v^|D=XgMN=Q^Tbi;ub5Q*Uii zt)x2`-XjvX@_$5M+#@^_X8IBB4q{#73H8-9`u+T9R+Sre^@^X(o8=z|r0-q(HnKmH zxw2OO@42MD;KhHI@oDG_D;(aJ=$<@2W%kSW@bP_<*4$#Ux!gC_S_B^A@AGapq3>|_ zm&uc|4^TAh)236jdDAS2bGtjHtv)8_EeX6=ohN?9n(a$zxK+#P_HnngHzetY(~4`# zfmAp4aB_PV<*h~WYXvWd;VnkAL*y8Zo#H;CwU>_)Nf%CPeOPB+_Ik8b$sn>L-4 z(>oeDWRE@5fAF)Ga3_^W`cksdo$UB+@*gvA5&Q7ER*9rM3&%y#6(ngeEjl3thb)R0bM5J5{?5#d>qxVdMi-4-M8tq(uUvM-F*6 z0ceQeE}*02F*wz5i3V7iJ<788UdpU*PDGy_{W>U4>IoCRbJF+)Lp&`08*55gj22)K z=n?H=0oz*MJWsjaE?Fxq`~IqJ?-6c~p5s760_H#sP3To+B3vM# zpd)@XEIV@f%K1-Y@64W z8g~TbT~Qfh3?z+ZXj9YEgYP63_hI(%CB8iU<@ti?QfxTzd|>5A!$OArVho&&W1U~G zJg7}&?DW`TeN0dCjDI?9Q*Eg5K)@q$1=3(vSO&iQYVFu>9#Pq)Dy;VPQ&{P?Q0=dD zA?H=?E{s#Tlul8Lf3P__?xg*BO!tkbF~)YWL%Kq-*boZYpu`E=^ zY$YF7vll3_+R+ZBVhx*ChPnJ{Z`g1w7W2dhBkP?GCGk9KnbKuphs}(O_IE`RgL< z+4cSu+k%-^>@*y7EFk6mExe&ypL*P>Z=g~8QWMNKCY)J+JU;!9KEWh;mBii4K?t>h z^jPw{1C*v<56%Z=gT_LWjhrcdFu@H|1v>K7PkWc@(|jk1%%{4R z0#}SP>#sX2V6^v%;?~WSsSD5gIVH$nA$QX!t{-<8VwGZT4>{Oy4sxptXLnw`Y+|Xw zJ7IYB^b%ghf=@$IR)|b2^`U+kZxSpWsqNZKzMNZ`Uq}j3PnXl}VffZw`!PC#i;hrr z+sb{m;$^pm#h7yXJq3r3HXXK;8Uz7EN)o)9mZ#@V z4+2cOsRC?nDxqv)K2d?94z(eq9eeGO_#Sm5l1(ePDTjxI_&|WjA zTf%BSj&{bzyNDN=zX9JdRA#6 z0~`Rnsh^3b`nM{AcH?2f4-Mt0*IzW7{2Pt>wSKtv0L|+pE}*$f9xlz(6DTwq5M{*> z3}TG_&|ZqZ_{(j@|2T1n#fp*LFkt;sBMC@Qk`U|#g~&Ss{^EZ)#j ziK$cJZ6T@?mdgA9y*t&^2Zj;@;Z6IhOqSmP(dMRK|$T2tOk^Z>075HJ3Zl zYK(^(6AFg`^Nq}^{1ydh#!hEtOxt9?wN)Z6SkaAr}IgpstgV?6DI+_#B zhRKVfh706!^6Wc}%3dXzNR8q?_v$v_$m8p}F+H{~QghJw7 z+y83P&ZbKDKjes#^mnDbX>RhPWkeIS)jnG8aFsl|zF-|4g2Jj8B~&AvjvX=T5t1n2 zZ>m+3KNtGz!6|lyhtxjNB;yuO-8wn*Sb5D zYe~2fqjqoZA^`gy9X)!q@tAA9`rbhoqK9esvn>wpRmR!QgIC)@bf-1nC6z}NHu-fY zLh%Q{0TOrbc^Ls${#D^pc@jEg1OpMebk*5>&dqAtLtjFNfz7)*S`CJzWZ%R}6{<<> z3$$~zrCr@!N@}r{^bQaf_*J!7DzW1O*5N516@;X4(~4b{YaB-wNk-M{+^Uw3HImHk z+0m}|=UDW)kJgBE`W8&H&(k_Je2oMjP_B15M%753B_D}BovN2!57SB!0SNIOso+3` zv5+J*MT*9GaGjp6(ZGzQNkc=_`4eTLyg+1y#N5g5IW#N@;~|~VV*uW51T$=yPnc%V z7-(z+4K!`=8h-%E%hKuo#+R(=ZSm!O1|i$*grVNIt&F?IE^J&)Si5#8*T{^prAo24 zr>4V2h|Rn2_$%r3UlryzgtQ~X_NG=wMCx}!+RO>1#2k8-$~I$Tn~{tfO2=sX;V#l_ z*6iI5<^pz0fqhRal|dnVruIB+*A{)VVg34{Uwk6~$+i~r?iTIbryil=fqQq%4P0O= zyjJ9BEKF-XeOm`6I2(}jWfS@U?@Vd385$d-9V!=l=SpFihR~d0Xo*qn;FZN2ibLbK z`#JwPlGpn+*akuq?1n0l$g%0bFN&P9(I>q=8EiSRDni3XhMSm@1VckC67!PXWTu@k zkkjsSleaK?{!8+AlDac`7FS|r( zCP9?ZhaF3v@4Y`bgq9vA9FT5ov~#^WnjGAv{%9NiJ>qSOzEinBA9zA`t3MLE^LTz? zA#&8arOJ#t$13J9ihq#;AW7NTqFD-B2|1vEu*)J^ zG)GR0dmLC0vn+6-Tg~L`xRFnd{V-toHrvovDYtQ@}>wnq5YP4U0;^9r18{by(F`|Cd4vT zw|{oBs*y=&%N42)&ly|(Zc6dPGRt2H3ncki6CICj zD$Ch8WM!E6%`mb(y}+F_m!Fh{!0X79plzLH!+Uhhu>kn(LQED}NyHSJfoZlrju{gu zgkT#{Vg#Y%3PZ*)pp*{(9CY;9F<$5$ge=quM6Vm~D)MbS{qk2@2i+IJvdK%_yVBlM z^-8kmGCieS`X1{tY0c~z_v=K9<5(L`ilMaVW8M`_Tw=i>OqSdni#Yhg z-?z@JZiv78nusY7WknW5kGBZEwW!@9HJ6?rOv<@Q-;!s`=_4rww%dQdO+*YHaC{3x zM~j1|fX-Gvf-3T z${TszTcV8hVrIctam5P7o~qYb?>!0Qg<-{sW$G=4@>h5X;?#+y+Ptt}Nnqm2O%qdNJvKa zsSD%2r^Yc_P5rWCy=dkL%^4w4X<#oyBgmG6(nd5 z1QDN3EizTPS&(S#QZFqn4T=Yn21X}$v2(ZjnKNgMvTwaa%rVB^)B4^`uV)biS&nAX z;I{Zwzwk7~S&c#`eib6omB~+z`O;+Lr5dXdE+AaFRp#Ea(2_1mLo*fbvl{KVjfAlN zRyiHe{1y!9_NC~?)ZR?VVAG7TX%@fuL;njLE{&gV!Z+J^lWEO|uB(wV4wRTFbfxg; zbT~cix;>m%X{H~os(U%AwLuFJ<>R(;QoAC!?~qZ0lfoyH*{=Sy-a2suFHL?r*%i#8d}G zZ4pi1_i8&VcUl%{Zn2Oz`eV2!K%OftbzRf0L=2=ywV@%TtE}|$ZCCT0*$Ly`mO^&! z@c$1fmS5xde#9>&BRYzLyOdf8AaIxZ;^LxaKbr9i^c=PbDQ~q5Go2#mP|~}x ze;o9DE^o>Ef$+y0nU0$!W(N#})ZXpOjn>?65spb?5?tG=up`GE*ePGg7nGfjoio(G z?m(F_8Fn9-;{_iBmcOwKiT@USvff;n2wonU_to{?dkHkoFPWR)HMnR(!&WlKt!DxI}| z^)KrbG*`^}6%wA(#kmKVIy`7L$Q9c}DZ>GZ5- zo2pS>)4mbU*F{@~_Xw?g6nN?5I&-6zycy}G#Tt%BD9TVV*>AH~Be&4T^wkslg-MC| z1C>3gPkUl#ike?{L}gUJFpiN8TINw}A(%q(4-WYnOS%2a$ovO&_$2rs^zJm|qv^)sv$ks2XKh5?6lxnPObKgBmpQM&lr1@ysTZN6S$!76Wo49<{=gCF zKAfj?>y|xp*-5t0|BD{q5=pz6YS|88@;MSOkq2+yt z&ELv#F}Q-+2n+eNfa+MIK>h9Q^`^%rPskCh-!X1`tgcylVZM8H%`=7XBG+S&p0Sl& z9?lKRi5zVN^p$UnTzf0IF{_B1WjnxxIjy4ZJ?GaFx<9kZihTRbBAB;EJ;I4m7VKJ!T-Nh2?NTg5c< ztd6txv?x`1&L8C#TQIgxJ!Nb)CcBH&kvHEq&Cas*nq_UI;rYLr*^AbU`G>cPDdHrK z??+F16Si~!@(mt~#mF*7Mg7`l3`}GCW%`5EGB@7cBN{{Z#&_lS@((_J*fg`{>X+(d z7DcNn`i%Mi+6-wQ3$)Jh6Jw+>xz_4u6gDZEb(LW!d50i! zHgG35+dVa^P=5MX@K>j~1dTedN%9fVqTr%b#ye+2g)V~+qLIZKh6lxiBUHt9ZhBQ7 zQ?T!8S=jQc*!PEjwQteqzgP3*rlZ;+J#mwx7}X%|7X^U;|7fjedfrP|fJ#+LiP=I{ z)N^WIVApgq$(@zt>S@c#%+QUi%en9yh4P;ttj!d6D(%krlbmLpt}hfN`Nm&Z#N)bJ zzWlx%njd#6|L;fQFH#BbIJFu#!x(Sf({-0m*5LT|DD&!l==1QsZIwPt%DcW8Yxqyt zv)*?jwzk8)vE7DQvx>L_di$hI5n zf&TvYq;9=6=@zDbr4v`bP}x`7;q)Bv1+1j#PN~s#M|2%b9GJfnF8nD> zjtK9=pEUea%&(aIzC_Rn{C zvnv8~2L;x?c_gexZ{Jke<4%Z++tKSz=<2%G>)xT4^WYV($iz4NonGqxs>4u%gx^rc zOP%0-;CoLtZ`)?iu3#2U96uM+-)^>b&ncp3nImKCU|&?E5Ur*(qDWJ5jS*^fG z?|0H#-;6hQ|I1-`o3S&th5fxshjP6IccLLcn4#xM(BTaAzOlq+i5`G~UiAL|y9{gO zPX_o>X8JRI_8VWu7Vw4nYwK+uR(Yh5s9%UBrW>(EBeMowLgf_sXn`#sJ8JqV_O3~z zcUo?hV|<+W8qVzXwt(W8wWH(Z2M->|V0?N7)n02%7dt?_r&(?Vj36ypR;k3m_qFYRbdUJ%P3l~RZar6#Q1vY4UTE#3bE>Zi^=po`ewVMG&Z#s? z!EGmSv-DDTD_jp~$5`5B_=j2i>JL;2#Qk8 zTvv)St-Ic`xM@U~v^Rg5V`8Xs7VAW^o?wlVk|Fh+mJ4%wlJ?~)7r#gtN*kf)U>9aa?(W~D0+FsA zovaD962=TqF_f?222+p@ZO}d)kK$qUFUvFU*gyN=NRef zErQsQfX0sX)UG@T6$HHOPC4#dOHO@A$q>(mHlugWDD_2Q`)u+wtNf`)sqBrWKsgub z8VXCvG)*bF=?kDX-=6c%S-W=aEqIf5vz3=qIw-ux%)QN=_P=yBsGY&WG;H#<8xI6Yh_=n{j2e@%zD6^FM{RGKR7J*-V-ZDKyW5gbYtG5UD!iQ)^Boz0ugPB}HV93$sB7ch7?-du7CFlZ?MdEEm;2mO8>bE&=Y0k|?b zX5il8>C;mm298k&6$)i%*p?AQanG|X%+^~Gs>}eU=2pIj&wqHCYElC@kR?H>wLJd$ zIt@QKNN~|yJa~BZd)uG_`R|0RBxA~It$xQ&&&3^2y{{aQJ3{dY>%UqjK>w;N%m%~~;#ToyYDHW?62rdXv_}$xFn#GvP z&Wt8fPSYh*HZ4zDKGuw<{Ae?_ko-ngy6sV5qVHbTI4!d*Z)8Sk|Fzj0&cZA2*(A8G;;CgyDe|FoOzkn5ZO?*&n|IuUvSr4@^F@b@#W!OBChmCK~1Jy{A8!WG8da@ z^i)3QB^kq*K4G@sskFu8IESwR+ME3JTRiEJM+#-h+VEdHSOyu68droQU%f8=zDV2h zu9{HZRHwW7q=;sh2yRk2DOfUbw*ZZ26{zFm2Vv5)kX0FYuT+A3IUDy;M z`Nz!RA1N)4Hd?&T`(G>H`pf8Kl;l@`mp1>AwIlwzvF|SQV;l+{t%fpL+J!Fh0#T8p zx`{8p6}xaWd>4H0RcK%SW3BnwfkqLr`^kDj{NAp-Ppj$o=+PkO85tbV%i7KMW-@jX z!(W3AKCqP#V-*~+yJ1tIDkv<&vY1PaKt)@(uC!=ydIWiW-lZ(OJZ04S0eh88}oQ#=yPZE0@d}#{@3>t zOFP9QRsF)v6Voh@^ysXjXM)38EMXt|_GhYd8>yULtvX_oZ2#GR_Opp-kwitwfc%n? zSohmV?ANxWS%uf>opOt8wQH5aYx3uInBc6eJxmMY8~|kFAyKKgkk}_H$UIjgGP-#* zi)z%#t>N!*=JFrp$N!*d&@uMI_vKc&IJ@xDgNJjo|325>%Nb4cjN5tf)7nOcx9g;` ze!AX8+=q1u0ypH=u->_Pr+p;b?(A)xOJ*ODOKcxM9?C5X@MUHFk}JIT-+ZlAvv{nG z=v_J?KjVjz@GW{xzHYu?m~U|hJLBVtsLlmLEyqz`swJ~raWr48zAt^uw%L@o#hYux zLL13%N$~{^LoR8? z4k0Xy>$PDKs^p5>N~~1Mo*A*3aNed4$S(!oJ0a(xX)3I>t1204ylXZdIkegYut)cu zBwqzqZxO6yD!bA|0!DmCGgze_5kx7S)TURKhO3Hygz&3<Rv#5zjf@P$xq;lto!l9{9L)%=FI~GZb~bPnt48H^~Bhd%|tDByL(2K1iwpDy-EU2 z`sJpv?;|1K)>1gGRz1ZMhVKN&&mU-x5>3pX4_%y1eUA}s5i)%FJR53-(}81A3idV} zovPbH^5b=p|`rH+i|bygO3k(ZSqC0fr4KusnCnP=Fl10lFNi zKpc7!hP8Vh(k6iu8iVMNUAp}hwA`fqHw}6XTSzn*cT8?F^%x zL3}kli2!9WZD@m8p6f4yp0*3nKM$4&$_@|YZd9|{i#F!uWA968H>*NrcyuSwX(C4f z+ibs)ydAyJ9mv5M($OwdLp=OdM2#I3ql?+SvU@$NgVQ&9yZX5X6?YgHC{Lb83>$VTbO^WrL_>tY5}+iOioLJ2v)v|slFP=^pc1}8W$MMz)>DQ- zz(Su2+*??v))^Ju&D&*-S{c9=O$OzZuH$FGZJ{4WcIfQ*{;Q1f@i8z21|tGrDU5g7 z7OR1s60GxdCPe-lJO|Do+BE3&DGX}I&c8xT)Yem3A+_EdCcak+lZ?JdX*!F?tzEy~ zraj*!C?29HYpA-}JfHQIy?Y7~DRSllxduS{rA247gbzzk_rr#c7R>c)nM#U-6h?-; zU9i2Gl%4oyrJ4S{7rY&ZKhq3dzo^vjc6G5Yv>%u*R&tL~$mjYA2y3c+obKG>B46-K zgb;8uEb*~C`*=t(o*80Ch-!^$K5?eWV>k~cWVrt6yT6^Yd+GGLlxOnlQkRCAp5Mwb z+WUeu`$e$>U?_2!C@J&u_wN#>m6h~0XC(xb{cvs56_ehm^^wUy>EGk zd&yMSCzH|@c{W+tp-9tI$5nh9ZO}l|MWl58G{^z!2g1%>QeAYW3|q=#qavYDjL0gZ zp?QP{N{#jjUY{5mjzsrrXhU*;0?S`|PDksVMN?P*yDP?_x84ZE()|JMaQn#4%gkW! z2)RF>l4Ep(P5@)FO>bogqVRJDB6tQcVOe{uWfXKS5_SzH$a*FRD2*OduLmx{H&{a6 z*}c)uK_|GZ+DmQ$l5;-1Fp4kuUAtxufU*4QnLusc1f))e;vT~WB+F1sMOIHRj~e6q zIf*7@COrF&#C}Ia4S+-W7Y+=R>I)FrEzqaeT&S6d<+5V)dqa(PB~Q42(Fh&u@pv+N zLVtdC_PNmNobINu3$DtCX7Jqh_?;p+d($zMYkT+cjZPFR!6JnSVC+`W4L;dBr+v=T zaW!#py5_*VCTo=zORcf+)^b@E z5Pd0~qG2fVQ_}QlyIf$~a1^tAO{}W2eri)&d%0X3hhpeBJGHiHRnA(*6OR~Ler)l3 zO)S}Z!Rd^@lM^mBff8EXRDz+KKD*R*#t9dBLZTP|(Px5y9ez0Ad5$~tCiIDkmacg7 zJp(5FQ@OxXYXfPnKMj}Vhq$o@r|ar2YlGF_8}lA$YR`c^{D5#F;?PtZRR+#Gy>62$ zLi58`s#5BBs52i>hn9Fu$GD%u(RQW-cgDd#meF5g(VckzT8?pLxs$T_?8zz@=T;q+pL00aybDl-GpB9~NXn#F5m+pPlJS@m!8BGvkr``A$sJ-Qnu0 zaxZd!CBc1&HA8KDhF=`hQdwXsvMX-{SVr#F4^Q=SNGot?Ve4kbq^OZH{xOYgCo|b* zdcgLPaeEj)u$EU>9uRKm7v-hg_qLS!6?N2RyfM1zdP@p~%#~yM-4lM&abU=Evq+1_ zrwfxqLS2}4E#EzyRiY133b^an_2B0`M6>%au}yV2uF95Xfe7;W2y&Xw%OUy{1!1a2%|W z6dAArPXSxX05BrbpwV*0ItIw?kV(IK`Ll6q(=T?SnNE<-_<~`pHK>5$$=>GnW0@(C z+u|9-wLS3xxmAY-Ee zW^9lDCVpg?Uc^_9UHS&HP@?=ry01*>wDNKm?_6bLLEq=aE*T(xMCd1Is?&Au7620* z2=M?3Iie}$Z9fP=oPQ^}o6{x1xz^wY9A4JlFwFy?NoZRnsd$U!kX29@RP7GD%}I^ts^pJ#gzKxjF3x_fE#4YLe%(jaZ&R4uo87guzK9t=)+W1H z`}KrNpy@vG>?G&K2le5!?1fj9bQ*WGQHhUsBoBXo#Na?{Yl!|!0N&`gN&04Gj26Y| zd`}lo(y)E^^T{SUKKg++vn+F99M4-7{Ibr?JU=rP|6z4A$CkJTle)`%24_!R<}mE0 z#5fSyxw5wFuGz~hkv972UcKJ-=jY09Mdx^#yu-*2m@NC?^UsgLUVX+&=W>i{qDbu4 z_jhZ@&Ew=cJ@hVhO#5if*IgYUIgiE@zGor+QpC$OgDp-(RE9wGRtKc~qU~PkP(7#t zaj!G;K>4qa5NXA;9>w~K{fJ2&sh&m3+ttIdicqxS8;Al5FjU2w2VE*2Wq*`YjrII; z2Ew{Xuz#$A#FmOkq}A)w47)p@n*%mz9?r!+b^HRolK_puLD&{5gpc$)Bk-v0>bwV` zm?kJ5==@E2gwBY1c0RpxUIxi&)enrt#B!#R?1;&gD$~n*>fmO)0TydU{Vj!P*z*MI z_MoW|2XABGvwXKpPLUr$SnA*i8kZ?S?2rvG+(Zk+eK!r75GV4;NO21o$s!SZlQ+BE zTf^+)uc9ko@EAf-B4rXpAI*bpq2sREU(Bj@Kqx20fj1A{T1dkRA#yoRp9ANt_k5Cf z3RLLeH;Q@iK=hgfM8&zY>(;Iv0Awj(rcfjdOrNx_q{tY2q2G~|P<5+qTU0Tsv)q_h zC*~YDa*PKDiZ3muuv~;2rYVe9X5O5G9?Z$wmuJF{QzMA};?H6Qxr4$*^UMWW*(lNI zGefv5@oDhLT*mcwN2l&g##L69qRtDRRXdq9?!N<_t&gvs_$JJ_88&0T;O+!ecbkR@ zMAAn%jFIi)ky6T3t=A?aDwSnL9WT_?Mn#TVNp3B8qmaHc_^|)CL(0k~)}~FqW2eSe z4b&~MxAVmriH~~d`=o9k$B1^a8n}#9NKcP001rYtZMKYsH-EkO-LD15ZflO z%n=8jzC(bIc%3_0HLgcNK?Tm>QM=CuT-HU*d=TR26TkiWFBo+H{+Ce0r7O>cW~tSK z!2t%xX7as8=~78vb_45@HN7Gae|-Bw!+yWBHQ&`{L7}r>{Ku<=*_A!|LvDZ{gXA`nQTK7uUD5@+L&M)OBND zrzOIa<7k|*Gx_yvnt5Rk2s8Bi(~wk#sPBE?uEjTy5UiqODp3LPid_sa6!JX*nUuUs zj|ouV>k*!NKNv*V2_UpPwd`P--BiJ)XmRZ?U&pGqp^yz$GY1flh%UcqhD02Eex&Bb z*#fS8XOSt|&Sk5_-axRV1*xol_bltjk2e6<0Nf6AF9yA1?ehosAV_0S{08s2QUnuA z_)a(mOyzcY#b%H1_Jv!?3xHg3sl?DwDlzn|!j5L3J{F|`;iNG#OOa)6Aa~%xNYAk; zUYx-mw=#8U0(lFB^cBI}y**i#q0sIe4E)`pWehy62ej)3fU!ULZ1KPXYUAIo2G2;H za|f)Zj0HII``=kSMr1fsG}j_#bm;OQfHB!W$=!)48yk`FT(!;ZBv`X&0l#3DDIQ2u z2yiRAiOH@5o`7(O2v7wE)gT^>Wwt$10be+rS>+7!m<%jtAp$MzkQ~unvw?+dDbm__ z=L7-`Ei&aOzEhohp!$AXXF#nqZz@IBpAyr)cOAR;Yi;a8hI3c(CC*kncVkVsj5Hs? zl`YOHq_g*i`P)K3rBx^A=fSb5r%y)M$yyXM zuOZ>x9f^eQT~q88PH+zS{xnYK&pn4JPdal1NIY8!vH@XK)^GyE+E%JHJ}co@BR*|gIFl>z{>|6Kzi*4=uFmth@Iv#( z5nJ`OhO7U~JhQxIbqj4Ue3Y|zs6nMEsWv$!W_LsI-43F@hO0}{@uY|wFE}$!Mb*_2 zN3DYz=d+}w*##i$){bYSQ)wswO_uxS0n3`2nR%Go3dkT{6zdebU{Zl8L6Li$3@%>vYLLCFIumu8a5{l++Ox=4!6k#x2DZ2(_A)E*BZ}csn2iMuv z4>}jEr(Jz8G3laMv6eo6^+VZfhxJj_-rI%*npWoJ|7aabEE*GO+E?25p~*?}X0)6^ z;5y?lEc2$ZNbis4JAZ^!N2I0}{30Xiy~oF^&%Ke(#rcQs)WI?Yh6SjtI6Ithp`Gsy zC(Z}^+-s&@rHac}tth_TADHh=!`~3fGrcy@hAkRXTK;ilL?B9#6Y5=J|4AF0J=k8R zCGNDasybp}+(z8_yIHiNee!`~_8o*v<}a6&l-#8ry!R3nP;%PituUsOgdlu#doR0TRIoXE*WXX>?xQwU=e&LU z4|nXLj-+tGI}gV~1ZW3mA8e%5`G-=yGRO#3-Z+e&l-8{bh6RDaFXX1mpWEghkBFPW z?Wur9Dod**5yChOjAn$~?WE03bVqk5G*}~;Jk*)6-?1ohEh?P=hko@>&d7V<(8laM z`@HV0+OwnXlRZ9s<8VsisR5;@plW2qA$|BYq{x>5-mmB#s*bVxL1y7QK&?$2wLl_7 z?oLl!`1imiEWmjg7*#;+NPw*E<&go$Q>%qF5#Ol#c{IbMvQ7aHeKqZsPGMv?`_LQ zdncD~9|(CPYrd@{=GgVwraJifI=?IVc%?so=qoQqaNfK8Bl_ZA=8vK4*rJkSey*K91J3tXZs+T=aou*Ih9Bsjyf>e&;3M?sMt2Yj?VOtumJ#H?Z9D zhn9k6_V~*U`8S4lUrKKn$Xc0_LQp;t(L%N}{&Zks&^dn~YOo=R0npRS+S=Nu_~v+y z1qA9)Hc@fosw%r{!?U8s(BSHuF3f5L1}IvkH_lrY0PSmB6`Yx-MaUtg6>(pL^>2ax zWj>U81@l{adc0z|pxyW#TO(AI=s3%I!Hja3G$X$ZyDMX*SYa71X;I8Ckmk=7)nYZ4AsN1e~K{6_0tRh zv3ShU{1XeYkM9~p87YWGDti8!8QtD?PIdkYI!{NeY8nv)65RAHkUj~D-x+YM1YiB; z)Pt$4*hLMbwu%%{AhI-ph{E2hTTLB>yV*3euE;Z!h93zIw^RpbChC13osSev$S8h6 zPHI){kV#T6U6qR&Gv3+G3?D!AchO>0xN4Xgrkz9jBtu(vY_HZm8aXbr#aAIMG(u45 z9KTgH>+R_rvi}p)5}Q{9mR+Punq{0o6+IAx^_FW>We+F)B~pKT>I-$T&VS z6YpAi*8fH!hF0^ir5HXWdsT3Ni@L*A$enjz(y3&&QwFI z@W?A_7UmWBe2;60ikXuK!*dok#z`dA?4 zi5Qp(Rj&uq{oU%tb6;c;nYU}j!m>9qd~JaFzWbUS7k4U12ZM1~*Bk@0RQ%U|LgOCk zeTNy9enO&NP&yDK44N11F|+B^k9$K5cCEKi2HuGP~$Q*v{LTH&`(wc?Cke9B8UAfO@+Q zlmvFEg9?G;_kMv>AY7CWicLpBo(zrf@poa=Bb41UL2_uYE>8lW;ad5EuY%1&>;hGt z9O>O4eXDl5wL>OVAV+Su=j8xFx>~M$C#mUQyB!9!vU2e)+B9dR z1(|-)4jsiEpQ%Z^84lpc_lUe z+OGnPu=~p&eCiC{G2(>t;>%?}8<4`#>w%6gf|7i3#YdEMgOFnlo2d%0ZzKk!<5-hs zn6*nC-1t^t?MIp-6wW*Y57g;ssA7}9p|NqQMZobrTsG8?>pwr)2<-{kXt$qF=09!l z+Rk56c*VA#0=dubw%wQarP>Z8t}2Lt8Pto={?Pc8(bma8;*Kz0RUsj9(EJ_}(@3}~ zlm0Illk2r;YLzlxB8c>Nk?P2X6SoEfI+89)fD-o*svm)$5g>#E27ea_oZHtIx-*}a zv7s)T3jFS8YfM415LF={Q^fK@6_~EPRdi+y^re`lcP}AzxzQf^6)V@)q0-1icX|JV zoKq;E@4^2>Q($IONA%J3L9$Ox>2aEglfO%pd5$>=w~y@N#p?|6O|a2CBUHvBy^COI zli@D0&|KaKx~!lK0hg&J1sYYEk)(8{!-s=ndS7w;9^DV^>}X$CGxB|M$Sx7xxizv0f{q*$ zV){540C+{oz;uNLZ`j`l^9QfWj?cKWmOu~s|ghGReYkWdDA`g${ukp!UN z$JV_$we{$&7c*^6m)31lHb5(aWLXmv_sGf157l3kZ9?PJ$=XSvNx5HD&pryN(?I;= z%5k%^OW&gv^}e$5g35HGHmm!SY+bL$>w~8nk}kOx+55HK!&QX#1_mDhYaZqEBAJzi z2W!MCN78?&{egL~w}1Fkj3aea&@>BQvAz|ThKJnZOH64(A0h}ZRpz~V|+EFQx)xW_l>63}yU?#6(+ zNqJd>1yI-Hp;hEubG-i+MBK7&BT%GYOPPV?dMvl9lCG~Rx%ks|mQl{t!*il*!Wk6* zFXdXI-)G#)1gtCY3#2Lq^)n0VWA=`*4+!7e+N5i9TpQ&cQ&(+%`7E{1KDC}x@GI?H`!~56}e}QEFPr&Oi74v3LkTbBJn=;( z^!Ctp%{QTGm|+DO_4if+X&Frj4w>QxtZ{XGv}gLuMo{`0ol#Egt9C^AlSa=K>T022Vr zK-3{;Ku#6q^t`X{CbX2@`Qt{=Er2LJj@!At`LACiTdzh@+a?L@G@FT)?*za@+M$?%6pyA_#HO;t{;sz6P z5{?*g_qEN})(CR*p9|j2E_O7f)%eb+CpFkj7rZbhkeCh^CuF(#7v-h+F*ts#9h3h| zIk`1HRok&S!dCowH}#^Rf?Um}Y6n67NQU6HEXv+%*H)QZ3ij7N3N(69k|(?VM$=4@ z@rsY)f3y4by}+qnNK!0d+|JOD-05L(SII z{Cp#bF^Z=^W5g63JRaic-Rdh=t(V?^UJ=$>{O!goR%2LX}P=@^)csRbpb|S&*H} zVooEDh6@Q-(QtNDyWcEiJM8ZKd`0ld$ICsSs4&UpECMqEkvmW1)`Jw~R9~dS5C~K< z>L|Rm=gUED%rky#D^wL!8&-n|%8gGJDAH10oLZl@Nu?#bx4wVR z1%~T+uE9UM?gv1n%iso$mV7JqXsp7=%WjC$w)NqrwaA}SQTE48cWJdy|+8C0bal4wa zfM1_|~T1`A!r>SsbXK-Ku=GAC`;NjYK6AwW3o%j`S8x-m$u2=jQtq zijyJjJ{J-aqGaiR(zQy`xXvyvsTmL+go05;P(wlYg`bEt(U3GCvfl#`6E(n`uq-dg zt6)X}s0D4e7rR^HV$k1D9wJfM#a>zO3RiJ*9z;9o#DyXvqHXY8nDM9hc`eRcf4sL0 zD(RXW1K6yKMIw=Kr=bR3!nD zK>p|cidDD^?|*guKhJ^*7(jx|NPP$->-2*fo0|JU{^%B=C!!at0np5c`J|QnFN+;cZ*N;Z6*GyzYnjcoA4$&?)?{3kbe#v*cI&g z+O$Pscx%?2Sk4RaO(*2bvwiQ{^|w;nM*p;@dZpWWIgJM3_|~_aQFc7*F5K#|E~U{g z$JM!Iu4!6*wJ6KHyiO4G&Am9x*nXvS3^dAu;!%$d$!W*9{ak~J$MbMj zl0nmpWvo+hItAOp zW7GeSt}lUydVky2z9@AnDr={rA}M9;w5t@^V+_ew#-PTGtkXt|P$6Y3MY7M>W-yjX zLS-523pKKL#7_g=2+y6@W*zOjRJB2VR$jMQiZ zno35dG-+^%PDtxD_ZybH#kl8RPhEe|r3@PfE90yV#jKGqD3-j3Vn39OXhc>&X}wu{ zz*UrS65Dy(3=M1@IICtMD!HG5EiW);bwuTGTg7~;KgS=EVS<+KecwU0Zf#{1>w!d) zKr1s8%%FD^Ym(m4-24WTsR8WfE{Ma*z^%7I*exHN0cd9+c*MPF@$t8jO`*X|p-%J8 zuiScF1Stus{9pKjPG_kKEI=Ky!HQ#On_=JW!Hp1H_~IRKdFey`0L=3Jux!ofEIT=F zug0-szyv_3rjbKl^Px@LKy~HY2(}tG9HkXK-N6D|rZVAPrDwp1nYg{dp#GslR24*; z#=}tYP+S4I>X_jo&k*V|#9k*5ilD(d08N<1NkEFiNS(2ac@6-97t=uGHiE=BVA_dd zFktOlce*E-S>qy?-uLKvU?E_Y-4Q6k0s6A&y}h7LZQ|8E-I;n{Lg(BIXjRq%u=f{s zhR*(gcmPfPI?$@ox5=@6z&)9B*lM6d{(1{1dFInTXz8_>Vfq~xkL<7u0f}kXAMRr%Nx%nN!5+4%JcK z%o*#HQSxv{@e(d7Z4FRx({yGIW?;%Ds_ClQ>B!|DhGj&t@2b`?zH@OooPsHVUJ;?b z76yQ%8$ek-2cUEUsKXTkKu)H3zD^eX6w=K={IWSxiwoMt>0ujXik#~tp#KE*xc{8z z(U!_@AWM)@jBZib2i4n(#3=~iTD?*F9nhSU2PN`#l?7@8pSljFr1k}HRH4oG9t+bM znORvEAodVKpT2{dED2gle0uj=NJKGI3I-&+0iYT?8KPMr_!G3yXJJ=8NquL20Qw04 z>1d5PVDXN=dD^COS`t!%y?6(i4q&4veS!UQpbG|!m1^+7*5qbD8JJ;v(di%#*cl=eD7zsi{QO9mwp*@lJMdISrE?T3$1no`WvY zDtpI;Az%2kJZ*$vsdwSH_Aap{24KIq+qVufy6~Xx(Xx+~gb$uReRKw6zoBY@r2cYxTXs!Z--%G8}zl?fOySAxC6Lg??zdzym$W4eqe~$g%^8Sxw@t`X$@|G zu<`&vzG0wUo)An4@O2DuJJ(sk0;|cs3Jlmv4Pk52N8O&%bK&W}I=LW0)zH*bNi@j@ zrx8p@YXjcE>@Wk;27TIUItr=vC>Rv}a00gb1_hvB>*)?=W^bVk7Se|L0uj!2u(uJ| zd)!X|;EjT8uMJw|1r3*CRu;uxNP||pL77Yd(Dw1_Kb7UzOxrS7AbzKLS8RQf?r*OqsjH&Mqy4f+^SF5x~An+80_r$ z&agHjHG0!;Rp0wS$n&v0tew^5k^L`Au$hG=1aJ4+IT>qvSu=bfB0`S2yRYH|&ObEd{`|Z2 zg{GYuwp4h_cjqX*LaK5A$+>KC3$#pj3@l}Xfvv8<$#i#j&lACu%LGewC&9{B(LA(_ z6eNpQ)R2YtbkpQ{A}AUc+wN~NSQ>c&!5U|_Bidb&A^~pEZ?=*MNwIW>o}Hq2%D+hm zl7l25mQf^$dV@i>2#xrGWLzFxk;-|9EO}_~^Ir%AdGQWV-^K6zAsh4#8kB)vS7v4l zU`yUZYEUSGLHG>F5up{=(8@riOYxSioq)fmhybH+^a2857eET#0+NsQP1;~|1)oF= zz69Wrn~{Zp4H|>u4}|$%0$7cTbxt!_wUrIUYKRts#t}h~hsq6<93NE3CJ?to0?F}w z{+=j3b4L*HG;X=f6zfNSc~=S5!2n@|_K#;m0~a7t1MC(ffR&>;{l>qgkh^+7eBL4i zQ&ZSuOqPgjo*4sV80lajhXt7W;w|Dsi9Y1{0Irk;{dj13G$gt{-wKj7Xkf>M+~k|q z*4DL20^k_SzyztA5QYVYML~(!-t!<7Ij-}gaHfO#ohyG(754TnydD@Vw2@R0&h)j` z$1%(3UYE|J85DNu&&%J}3^J2wILEmj$L_K*gi)zxo0q3&QTr*lXhYFTOL&s8gNSyf zo;NV(-b0|6u{%BTlz6g*?{}mpd1TKjzl)T%E+nCLs2Xo1$23*noLsWaJBfGyaFIDB zPu`R7<;=$KT>cBLA|%VDG~T;u`3z?AFGJG23FGX$>SiN470g7AF#D-z=!U$lC5TvN z{E*eJznZcv7;{xMb+~KQOm&^c^{#N4BCLpPB2zeV%1Rn@_C~KJvtAGkEsTDA z`s5dv`nuyhHjM#_WZy2=xJ*ZC$Q&`#6z5EXxv<6{Ye=TT(HQ^t{8yv7{@=$MW+>YFYsRC`EWK?{GON=*#NB8Jia&i)uIE=U%(DF8@A)G7rx675ILi zu1mADSR+*#zF%Od8xavP+qk^jps*<`wjY(qr9J*6~^Y777lGBUvvNi!6d{lL;ZSPK zZi33nacLSX%s)|^dh%qs6GuXqH9jGur*`FO6dKj8Ju+!VWQVZ85H`pwf}>ie?br?h z8?Nd*UDXMP?Po)AXsqY;)}xF=t&yZgIr;1qI%Az?#N|o-Y#mqBO+ZBh2=^4ws7(Th z4}d%%{obz+V(+SD{ZK{C0=XSOj#^Z-dI#VxngHVfjq8JUz=G^sS$RA;SPx`(ORXya zpkeDGVmyFGXZFq%@J1;h4bSKmJWcclxhX>33%t%Mo{KuzP60?JCFH()8ER_hYw(7r z5i%W$Raj5pWzH0LKQ&l$wFq@>>cTDrhT%g?7Y5utOcf3m}r@ z3^CpO0CYZpdcw4fF2!Iiiu@p8I3qRktKZ>?M?k1J3hgchYlCyZdk0zoPzXSLZOmRs zO#7S%JpkZ$3DEv)h-kevVX2%3DWR6Ai00(D6jnesnS6iD4Ob##tb2OT{AP@Z0(&p)#gS7{qpWD_L zCoX2(3WOI#Xn0J1nXXHrEg+-~H;g}exwMPj=qsiKN_s)# z#2`M$YOl&(A|H(~owk&nj~zy%juy%AUz5AuYUV@}v*CIE75?Sz5+81PejJx>vsNL8 z233zyx!>oINi_E#OV7P&o1~b@L{TjC7qMmu^2vg0E3c<^o~$H$m6_EHo7Zkq(J3Pw zag0;^fw!_w+WqlHZLoimi-~Jfa-f=?KLA&s3wjLPMvL{tM;5}`M?c9JUH>Xq4@I>X z#L1)YE*Lp#T&!4ah5a(;33W^~CTJgBEH5Z9ho*T#=|#3Tt8%VJE#xhAf$JSG9BZ@p z0LyF|WZ&&j=La+f@Oygll0S!{3pj!8;cAr`w4jlrb6-qD%#X1?Ki|WPG8B~3FxR=D zEkx>@zAE^D+m}+IGe~R7t6X`f#i06Y`D1M5uaQ+_0lA8W zo-n-H+tAQE2q#N;a0ls29wz{w5symPoM+44fM?~j)grQygYGu{U8E*0{M{uUrn%!U zej1;9$CK&bO|mHB=I5T1O*ejr%E=%x*Ef{jtIYkJ^DKp;jSE3d$820T8b5idNB9{L zeQs}zNxHFwZC$j6e4KYnImHpEFe^48zwkIe>5eQ$B&MbJPWIRqX@9y{u*7L`Q*MCl0VF24u2;!8rE=pwO~?Mj#7G`d%FdBcM35W zU#I^1DWu5p)sYK8v}C<{qUkuXL}?F!n2PG9kaFRQo9|Bw0ab4E(9rp| z*IVDYh1SUTCU9x&iVn%v!Q|*jg|1$ee8`nRxER1PZSPY<<${7GgY3Cln&W6r9;?x- z%B{D9uN~0I<~TL*8no?sWv~mdI!p&TRcE1g-5=?Kq_o91g`k#YOYZnG);`o4uIa#| zyvfTW*fx+?JxX0pCA{&zqUi|V!AM|jm^_>44#($?CYHgX8@CFHN!CcgBr{Ci`D-@%@n1G)8ndhzF?x$^! z!+b5s!)pck%!c7Qq{Rps*Kfd_vsI*42QUrZU@>D6TSXghbzDPX8uO++HRu_eQ9zQx zNTm;CP1RPg^M2zYcK|1;dL8;rVr#!C7g5%KB%I7u`GLG8`5skP#% zRC5*GyPTgE?ph^eZ&%39$!Q1Z&V_ix%KqThr#^@^*HC7RHlDcf^H}91&}bHv{oc5> z{}iA)rh_Xz!fxvbkA{VBiuK6WL1~Q-cx2m&8e$58Ne!*|@T=MTHsaV5l^kSXuVfFV zF*;kf8>S&4-tw~Gd*N=6vJq(%;%W8BQ*`pumBxr0#4d@GVj?mUUsq#^5>nVfd!&Oq zc2=V<55w3fzOBx-*mj4SRo)$x%01@#UIJ-^KH%?QwyTM!2c%usfr%<|LlRXF*lzbE z+KRyF%w3T#>gQi=(Z2wI;ul|B{M42_=;g2%U*2V9ox8d_sY&$o+dy?%cbOv<#fwhp5kNSZG`U0+9mt%Gq=ocJ|)vyx`G4e;o$PzJw@n{oV2})~7$vt!E-1qJ@%Xa-stnFo{}TK7Gjh-`3$h1;|>D4VBiJH0(Twf9)_PJ&F`G$m-be?xXxh^X%B}Gd?T9$V#)jMO*xw=AFIiiq8pK^lx=n2 z)(^R8o<%vAPH0>?MG8$$tzB~eZ|paVEgjVuQeN-7`!!C5Nbdt@ybE8+Y2X4G z@&bE?SI3k61ZJ5OlPdd+(}b*iI4iIYbykW#4+=H|aNUQHD{*0D8-JL|InNfb@#z_evi`q zDw+Ig>0Z9Z=kCBeb3Bk7PZ_Hne%xayyrI{Lo*pZ^m-i}mW4j}d;(RU&O?ql3Ens-n z3q=2<^#1h)cLzN-ig|YxC{Fh=X-7|fD6JE_9M;{k?hQzF0P+bKp#kxN{W8GnvvPCO z0=Gi9@@6l{s=;3YVyBplK3+LF*-qOL5==Pu&GP%Jx8|5Lai$N|Z4fQf?oJ;w^;3D? zP2gz7TvUoUoMngeW*%f97R4u@su;^@?9UM??>WxNdfPpgc(dj;E69EdMw)v zakp_Uy(^QUM+@@oyPqwRN!XKPkh6pD4!sqzud9|_h5miK>#_0${3_eRQ8~$^jhwGC zq7*jy}Ts{}`VTv{z>vqMlw{oF0bN@bmWez;u6(5ayV**U+B7DBY3?k+lC zQZ46pM7~LrVS2yB8(%VRUku*fW?NijPO0qV@1a@al+LT`d%*&2eYN>@P(vp$nprU) z5zmv<{{7=vvhvi?tA$?Dl21qoB%a#7@nGXzmdZ~V+2V?1KHm9No&BV9DSgSR#C|v@ zEIFwUCX&`#SgwSehQsAN-tjB_jE>MF9&0!m&SZ>{WD>&pbgt3M9l5H96BZGKKkEEq&kqHGd(@118sDS9W1BRT0vy$elyM>B`bqEaKI6>BY%p>Q0$JZSx1h?Z!Dt-!cd=OWerVsXpYIk7h0@Y5m~q} z44>4C^FfjQ8#upDhvwgl+~<`KKYOA}vNdAs=A-vN-K0xdZ;&8VTR$Qr6a;!a4Zjvc zKRpMZF3hAVBLLF;0Pd%~y?vYZOV^(t6+@HU#TVTk4=(F0r5v_j^5)j+o z8u2Fb?tG*k6Ko%4r)_H=lzKWy(8%hXlxJ0t?@iR5VQ-Td@K4(E_}%>Jlc34rae`)( z&Thiml_B3(Z}_FL|eV-Ukoy*|XdWD2GAiq1ECY z1RjbQcWYDC$wF@BJ@zU`GzLZveU3o#%0JFF`ttl zSut8W9hmDz0!^05AE(6*yDueQ;31A=Y1}WqdB3pgDnZ-&%0h>I;WmfGn6yfdGP*3w>d*Kk-GBZBDMfgG7g<=alYj}m zG5B;+*#RFqT5^V!H{j=W5$(yC^W?3GdMNp>akjA(Rpr81Iu~S5+ZmjG32ivL~5 zTfQq+=jl#c_S}6__x)S_nk91=6N~WzgZr}xnN5Z?#;Be!>~lf;p+@PXT+x2xlw8*Bi#rYjWW92yrjLeWoM~A{>0Lu%{%%xlB(LAU|2U`!Dd%*54t8N zbY}t%oN+vQIzb5hY{DuOL%(Dss<;sQZKiY^Cx zA@faRvabB=hSe)Zy%1BOJA|(ibxor-ZC(0Z;G)0wO%K<1barNdT+;r&1;?%YY_E#R z8aTY!s&;i1Hy0Py;fUflX3&@j9$v85Xn}#fjnx;b@i z_%ZTHwY~dZu~Tnwwa#Ge>wQ;T$dYW=Z3%-73f3Rg3`XRc2cMKtHn2m0z^Da4qp6^I zWl(Ovy$u~Hl;mA7-hAcd48a(eTDnM3t&lrYr#i?qb1oJs>kbDGzY0a>6-Np+l6v;?kc`y9krIzs5Vo7<2 ziboERHbFQ()TXAlz;=w0a0hwHk=@_$^ z2&9N{WRnM>aM!))5>);inE-T23?r6+ymnp7A62M^A zSxUADSw=P2bYDtb|6><16`jK$7P7ut+8x!@ep!2qc9TA`Mr~p? z|2041;(MvnzC?8n(265l>8s}Ax8NML_;JD2gE&_;i%XAlQy}kj*FiD z);boDi^88JF{&{fkZsc!D9s!G-1ZY>Q#|4eys58N(kEoEB@Gg4K_**hY@nSsrIjxBEKpRO7{bb%s}5J6y1e zxSi?^nlhjvLsDuEva=xoZ3Oc3mumZNJJetAqMPX|uIwSteLS4Eb39hDQ)Zu*XP{@( zvJX5x&}$-rS^g{7@$u=DQTCHb;S2VG=mS%e@W;J>?MrNQ10h@+V3Suy5S&pS!CAm*DdCeS&zFZi^`WDYOJUy$Ny>Ei~M_ArB8a@ zZo_OgNQhTns42T_l;{nAn0rOG7Dnw#?5rU2irQy92=DgeI2~z`}DYDl46t^uU4*QM%b;3a!!%`M68ooE_RSpkv?Qh}b8`quWnDBkXVVC7`-86R~06c+13 z@2Fu&Z6M#Qkdm$2u=1h)8mwH^W}hCl(FdWpV5pc-H8hHkr(Ey&dsKWQK|B5zK`>~$ zkdoEpJW!>HbMCvLi2Wsde34;}gAdS+d3m|cgiAlr^BI&I?IR5%S~oS#U<{f0-khCA zxkqvgmL`!O_uKQQ;x;zZwNN>0W*3>4%hh0LIXU&3Pu7uFqeWLYYtav}UZxarg9{}I zg}10SAmY+3^Pcovn;rzKq#zY-0HE6Tu;MH&qQMDb29KO=Brkl$HNIsQV zXjCbCReaUfEoW&%{z;&{($dWA`KA?XsN05wAqGG3y0l+MKk@Vciw*!gIbH1dP}!rX zroVS9cHXYQ<+0Qu`wXD}eim8$RUs;i7;C*5x!hf}zHf#3bTLBd;43`*%|5>?S^~QtJ^flq!?Ni4658GAZ^BAawzq8Q z4{sRW%Go&;)R4w~cit9a$KBbuKR10m2Aan()}HBc{rY8~Zxr3W*-0;CEH1CQYHNTe zBeq)a+dyAyJe#1K<<_0l_#$;e(bJO=+&M-pXorLN9VWe$-@hqq{*B@_@9A8gNlr|@ zAKKl2sO5b>$&KBcmr@XctYeq(@a(Wgh2nZ|%c~{B_XbFm_{Ol{=f__Fgj12mI|dT! z&&zLvA{dbQ0Ir0pTj4K&z`B*#()z%N2N&KVUUkNCRb=sxmGaq3LT-o5pPOyg2lO9Ul%qtVH*MQ8M3Sp_ zD?FpHnK_0dH)kWGL3?jTd^+-|6LbD1WuO~&0ozMOZ6qV@C(~>VBi9=mbr}9GX4d>I zX6mha8YQufDY>erWnf__1DmUw8SRK%)QPL`6WSB=BmAn}*ef%|*F)57Hh2g2`a9N= zKr3jcq=fso_ zM_jjN(DxfFLL%q2+Ww_02f3X9Xw1XUqY2RB-H&0_aAHuVi43P@nmNdadbKX_(-<5KhnrZ8>* ziNnBLXJo(pir9-v;*J~ISwTcDvMdR}A7<;T^GhRw?$_OlD*X3fI~yAZ8$_#Q1Eyof z)46V4Bb2Kn{ZO^CFsiL_ghiZcTJ-O=u)T^q2bbn1i%}vVwCCFWG9$dM89o%rFzIl6 z&N!H1gpnlYBle`enb2_)pI=?Ko_T<&LFAC;7qVwWD7i3rNap??ThO}(Ng#ka!U}^S z0mhBiECAwF<=6|EK%OlrDG7?={iW6FcjP~-NHhl|{pKEW0r?9>AwzK;4tt$p++Uvt z1G6rcIBD=RK`#TPU&E$X{R*Q9!$oO-sl4fJ4_Y6g$`n5`UpkkZolR6Jk*Tr5kt(*Y zU&jgSP369_)g)IqjQ#E>XqNjA1C>4MAufz(m#wdReer$9D=+-MtPdy|rqaPjvh?$v zQn$&HeF(vgXq~=`aZG-sS03o$2A{wo zU*7%vv)}S2%yJD~xw5|WB$b)U7}|pG*ahrkoQb~igsGJum8TlGYMXcWGp5fj@LYh9 z4m=mYawZy52gMCwa4w?Ka_O9IOtP{S}cl zD;bH9Rg%cgkB>qnrdJ64WyqY;D*&Ie!hqVt5-mLD=y!jI~aPy%L~HR>bqk!@EcZ)-u+maxAm7| zO4DU?%?F9wUL8`5`HL&;H-(m;0aaIee7rROJJYC={V+kUU}wI&w%emI52V*S8BM+M zENVQlYsBIytt=IG3dSx#S$fLQf@IU%ZgnpF2H6Q84NyzQ@&?{@vZP>q+*94Jj*LL6 zti|) zNn5Y6KDVHGP-{HP@XuZSwNq=5INk2CPS6mqsA3_i?3u{*+aj5JJokCP^9{ED)S!uj zYNY^4;@Z=Y>*$mbf!=W0s``>e@<3%^WRF(x+)pzg^;9wyr9;~U37g-fw^A>Py(#Y! znfQ&crb=WKALvh9Kxk|--1o=BzTrUpAjIWOe`CGuwwq!1jhv;D=N!$}upZHf)gLKo zvMOf?B5ATM+9!yo2eOF?khYU4**o`=F$+Mk7`c>79M`^p75uj1y!_CB>XXzec4?j4 z3GF5VlaNw~)aQO*?pX%Y!uj}lGrZbIw5oV0U7PIN`0~AIWy_bFHN{M?LU{S9FUK+1Ii=q(T$q zcwl`9`2X`x_!CBr3Ic!29b9!S7-oDQj-N3W-7%*Jt$QLtCVWWcmp5))B=IcMpu0nTo zJZkenN_-9D>WOZ08wqKILLWrCdom~0p9~W2+_ZP%Y~ZZqFhCWuRGP3hRiASPT zGZK=CyUy8bh526sO3nY&Et9^@SvOn`f&hn6@>DD%VZ()z_OK$ikOnoFUEe5hF` z`b!4Tu!Bg~^uyC+0>cu(X*}j~YSPewa*$xynOz}~lD2nzV@TdY(byxP;<)#Pke544 z;Rd0b@@8}K;tv~SK7}pOm3JoSuRPWVCrW&Pe#M=F?bgR>>zJ?Y&VujW4Rh42Tg$QD z>0Wn(F+VbQZ(yZUD&1QpX?unI=-LD(wx_3;i6P#6GScPAEdB@bPar7=9Jv+bwjtTo z5$D>p`Kt!mJ5=3z^liBwy|x4 zXosUY@wysWXLk-|O&-`TA~ozW)}mWGYiL@)h_Png8g>e^Nb?gq|azSpT-Pqhf zd-DI2f6}aDB&1wWWrhz|oogH*X=6J}$tV3X|Lw@@%^7U)UN5dwcPPPqg&>_Q@xe*= z`u5ei@Yae6AD?<{Ti4<9fI5QMa4XlemuimC{J$GuTB@``P|09`m_8z5qon;u3TOg^ ze=SMWaP!;!AGlpE+9aJ1YD^C>Ed%@vF!wnfu(k&CDx{Y+C%3IKUV)#CCzcwtVKCH< z_E++rW_>^}P51*&D$1EtDf1AO>SWP*w)U++K|Ps6G6%FC^bsTer^Q5GF~^zc z@9+a-bB->{_*HiB3@`5_CLwTbpu8+KM&g4RKzT4^UJ%Wq_MdYwqRPDa@tKlYUi);- zS{BdB)+%jT;D+W%t}du44uS`N*|~O{`0uH(%eU8Hk03gRi-*AW=82qSZQX3-@8k`{ zmr9V90MXrb(5u^B;2I7RbW011JuE@QQTV-L0_|4rUAsN!WYpH$ce~fPaSvtH6HB}D zCxuO7`P!y|26eFep9vx8SC+gqqso2C!U4X^QvRrt}C~nCm;7(qOe*MlIg7{Rp&h)? zT$hRfek+jBYPfvf447}Jh&5LQo5|l!4LPd`G!6=0IXUinB8=zyzamJ8@e~!8E(wwAslK`nktV+m;TOn9sgH<-P7h+XRgMCh--_CX8g< zp#4_AMl-oP)ys=Ub~v5r$v~orWwi&jM$UIVb(QP#G;kO%e@I7)N4gih=q8{*>H~^Y zNG%E81dx^70G*jo=j%z<9zc#sgyNjBj*l?8|LmRk9G5tdzN;1Bxy zprxQt+d>jM)0Jft%*OT)GbM zM;oEO;_B1EA8@C|hjfL;|V&?a*FV_a@e`*f)nS)+$DlcOWkw@|!mM*{VI z-q}~egOrRB$t@xc}*62+*3XC>mvri|<3=x9hZI2-4#6(Q! z$->UI>#V2MDFxjV)S=9d$A>vsHMRF2nqf}N(&P#Q>v2Bz8|!B|M3 z@rJw^&@lkn2;hcyKhIlpHrUjGtawL;jdo(XHxMK$s_MvSFdBn#W)-5b+4}(R^eXSc z_2P1C>Lhe&q}Mk)&(;y7Z=D#8r?oG6TGw4!D-JK~H~BL-gOZfJR#u9R(J#jQ((p?m zhdQQ?_~kNX85&`zi#B<%iK#q3kTA37$sqRkXGnbdy6Q;;hO)d$b(1(7w9*6RBG6cv z11pD=>i~bs0ONHq6&y>}WvFEam_;V&W`vX(Ky>`&%zTpkuGImQ62}Wq&|d8tX-_+z zi}~1u;dBF3|JcLNy`K!a1zPLfu3lN2G1a6!f;%N zr@b>gyN7;n7hJbiY|`a-LU)zDUt^`L)C?vK`OKM6Wfc`3d#G~dfH0(Lu!q=# zKEJ9CU3UvdZcwul^9i3DurzWE7pA>8cTllv=OgqDM23Ox_#txSJH#Dq*TUHboj~#t zVVQuC&a@)Wh~6Amj5bv|eu3|reDvFa$18oFiDCA{pL_QA1d9ETF2W>}$!+o@9)^yG z;-IrFa}gsieccOBFV0bl6=mr#dM3$)NT-h)No%DUs7m>T{OB1|?<9 z4)ER~@8ojS$MSvgU7L=mxe11GX|lxcD^m#VTis9e{v%HiyQ7;IUJ&w+R$w8~kOgn& z^RfbD>wps9z#A#2I%EQ)iIJwvg#(UE6ARI)sQ0a(=bz#Hu^OP=@-XZ5B9c@T>^9 z4bBP|Z|7GF`1c32G-Gd2NGk?&YF(f_x%_3<|Mb|wi&#vZE5;vACG^O@*vY~p-J&V{)iB>n& zWL~8A+R@xZA4ya$rYn38a~@eAIO2b(?O0k8dE^L@qcD|lX0Szfg1D|jfqC{PXs?P& zT`&(GT@Z!OUJ{06h-O*1k;?SNKj#z7>G?fvM6CZ*v}(@T@V>GK5>u;L<7FtKO)dIe z0tem`UfX?t?QtGKa54J*Fu8 zyH3&4ViezAt28)J5#x{liHpzHTq$SQ+#@nDlh-q46M9=2_R3jm5=Vigv^W z6w~Uz6r4YI0e6&&jm%hS@K!jB17U(u)&n@ z|1nt5HXgiPd!8c9>SIk!*h9^_b;|PMo@T-KXNWgf(qrt*3MesNe=t zJ`rx5$@@jgth}g4Er=piR=f{BXq98Z6_(_tf^LX;qj~+aAxt{4HhVkn*y=ru_H(kS z`F~2%a;3K8e?&re{Pw`FG)he{wac!LZ~wI5xY(s05VZGvTFIFkiF(cM?}8F$@+R4C z->9F$XNp~ z;vYWXo!GPY$g2m5X?fRu3Y?vUg_lGJltdVZhOkkOYl+5PdbWl#lZ~b3&bT9@f(mOG z|MbUa-bRTs=bsetsI%T-9^PnACPDx4|Km;m`WM4OD(202<^(eL+m{g=JT5y^H*QNG z&KuQT;^j`}tU(6yPzz_~n9|0Ws+@&ij$=AIG#&q8VFK+2#^RVPX36-zt6QnPoxOBi z&+2PsqQV6H@T&uL>LUcT@AGPkcpN5%Nf{c4#gRoq=Nd$zhp0n)GSB%~_`}^Q6I01m z0V#uHn)0#unmMAOJ7@M+)8A#SKjhn~B9YOe8d9r9;B7kD`&+4Thb2!vmlXS0D#keP z9HCnvK5UDx42rt`uMW~wHB2~}+gLxmHnZnGg#c5zt72Rj-BM(-ZUl^r^ z*dD!XNu6gqwBA`XFz<_2+<$twkmG;JzXGN(+g*JY@KdbB?dZXJ&ljHE;!ifs zSiJ~0m442?KT~}K=`B_1pujjZyIuETmsx8>%KiG25a%F# zKG=X;s#Jh;=)12#Q~T}@6EoZa`=h!mS3rG(&A~4gJUpXxVI?3@?1Dq<)$j z9@2U$eAZwQd1Bx%)c}5R`D$XwqOBLK&p?cX8bkc5G$0s)8|`Rf@x4oym5?J?Qi;;!}I@e(fxZX8uM#Z$6)g*#O|S;s0PnrE;R?Y2k+4_ z>&YYfu?nwnh1(TZXB3!Stn^STJu#a~=`Icqn1fASWfHLl7q7f}AHjGT1zRyGytM!i zI4?C7{aNAlox|$y@u$OY9lN=>wy zJ@%3rm_WM0UTg21T%B4{#RA^f4{sUHdisC(V?;~t==$ZYyE-ifF%O^Pc$*mp zdbg`4&ZLst=d8$;j6KXN`qPJpavJwb1ujGsX;R)VC81(sKg_PKSgKXT#DZ?8r0c|8 zJ<)4$q&rCv-qdz16d#znas^8P-+Y+z*s8{f$qU}GGb)Mo@;fTT8hrbt>+CgdV$8tNe1{#ahdr zuWdZxWW`|g?e%j34mk@pftAre-wqVxZyHz3F3fXlzj%*h9`Ds;^-*)(w_YPGDlND< z!Eu9*QN76zeBLD;f@|U?rUdfu2!zGdDete0nK?6lI z=R#Jt@97HUwwR)dDLz{Ls5VHrOT|82I%X3HFl zL@$=+Ad%sHR{ol9X=lMqv8aUF0{7&mx^rKV3tFnff=jR4SKwT>=1)iDP|ps^bv%YG z7ly=Lo&S?)g{&EK#4WZhI*uN0_`m(8p+wnCw$#0jlLcvXyF+o|IY$ecbLZWKC|X1S zxAgjRR$0oeRPIbj{0e+tSe!lUuzVDTS+uM8q`bE8HolwIMnaYE|bZ zPsSX-_rC<9MbAa^acepqe_zNVM-tO3vj+<7VmZ+UcK%@f?8}%fpB#-3#35(Z(+5-LN{l@Y zpfh>XMZY{lQaF<@kDzZmUp@mN20O+L0KnHpOfk$#9tcljmr=qPnj zHgU2BcRfhruz8fYGx=-0owql~0N67{zlFwCoVrqUFe} z`THAob!i7P54#e0cJ2FC#M*rgYLTfy=HmCwvaWRtu2Bqz4W!%P!eW>B8X&Y`apyXf zLVgl*=^^2`qiXn@=qbl~6AR<^DbsmI!HAId_tlNvV_r1t!ue!s4f}*tIDKmsK#x_@mwUPQ?=q#?}wy_`iz@{g46b6W#H`7IVR+=!drvOLTA{FGl= z{>qgetVr6qdw0eemv@`nZbcMu3SLqIRc@XoI?nQ`!73jPegF8>Pwhwwzv9s^-!8a$ zBX{Q3^!#L}o7w{CUw^B(%6$8dCS*t+}NQ3Z%kWPl5vJ8=28G5p=+n zkaiIx{Lz_n30Kax;hwDv*3G?0+?4v%OEwa=Ou)bma15t~Ay4h={v2EH^OGAtIEog) z6d`#!Ss+ujoukYAvL6yNy>DXERlC=#|^ESvWJXTSKD%qliLSNwfD>ChLoJ&XtOIKD3?c5jQ!;z8|yWfn0TmG-S|*b(C@4hDb(fd9y!!P?RG?2SulhHM)yH?=-9w{Z zuNF`p_Kh^pXW#nY9^{> z#bL#jj?DRK*Y2Xyh&Wy)E>w<7!wU?yB4lj4C|%>F4dIlRN;WnmF7bfl*Ell~ zWy9&iqGD|O+`y;+;aEd?mDTox@mj5oDynaq6iUVxI=`=VT`5VOPQLNS^7?aU_?#C> z?2R8bg=zlH9Q8$CzI%M5dw-S<4k!!oC?aOh@8Jr@&Y(IQE3y)Ea`Z!L4=ga=#pEUW zA1ds8GhUxPcxnp&?iC`z2KRl&c*=X#BjI7#qD`PAarfG8?OO$BdFh_y* z!{=VA^Jsw}Mn@hUBn%HHR0hPDy4Jj|tt$ukYJ5#p?-%dHp`Et+fCcp`30R&`MtG-n z>?1h(%m$J^6yt>Bh)sqrB7Oe>?@*pm{yskZF*1TWT7NTUB0!v$$q+CFW+|NI^%4a0nVok8!35JB$IXmND+e&F3U}0vNUI;nyJr^K(TaU6#?iq0{ zbn97J-icISz^><<>5Dx%@_oM^j$EdR>GvFur;%Ht44o*--j=ePqpWUvzE^LFfV@De zG72l9Is*_+cTk8u2$d~Qp)`c8vP@~jYJFR z>!`HS=r=O%;9cu@on`NQ7wQt{2f`=Q(9}H1)1r>FO}OH_*Q^Fp ztv9%HgmAW~5E_dZG|j|_9i?T`YnodBbN+tJRE&ptbm4EmWP2ALdwr(A+GfnB0O#3Y zxJ2t>8Zd141lRm()q!3mdGp7#sbc$^KbLo{dh@`uBVd?AQ>@)h)hHi4rgoHxB;`0A zNvOJY(@k`Jng6PUU!|qA>^*&ZI5|Eeotv$8u7}SFX>TCU;JVBu|2IZA3Lk^^l-%P_o+!E1EUy^D(h&VS;C{GocZuw3RM^~^zWPo$th}Q! zPv}Lg%r67@QxOB{B`7m}uLf3dNkgn@w0_MkIR9B_d$;;d%X#5cxzMfZ!lSG8P-p{_ z-YaP;NNG7md#8JCkRK**!FKE5{1|72q6tmgJ{oYSILNcJ}Ca*6&_ne?IeY8hrT5o-AG0hiu887gz z*b*{Vq*Ig_<|z~)Ds6_LfiV&gY}D2gBQ34HL$-~*yFgh!*aG4!ec6J}BmIKY!v*A# zUTLUEEqBe`W42>k`UTP(=7o|w;F zVvomuD4Vnv20nk#j;s$3Z`ictMX=P`Y1um!F$$w6;D3I446AbwXe`UGA=JnSbT_>6 z5l?y?cizX+^Ck|B6Z|P+Z*i)=koObbx-@jfsA!a|2N#JhZ~?CSjUAC8g0#WCv;$GP z+i5OK)4f2{WzX!cry(OJ{uG+r8B>1>heS9@)Yo)&KEWtB`nQosm=Vw+UR*X{z}&n! zOGhY461l`Jko3VKjUviOgpPpYV&I11=)Ti0pm7L%*TL&guytWeK+Wu+4mMT@#5XI7 zLaud&-6oK%`z-~o54t?lWbSaZ=UPzApQ+-RML=39-YZH!vd{hZ3S&N118HpA`cZ~? z)DUcgL(#X{JMCy!T#qK`=F}y;losBL1X9Hj**0tRhzl3IW>N-hvUneZFOi?l4gY(7 z0rK}c6R$sLOX_R*nZY8}?`Oep4NZ*{dZ1e#-J7sGE}AebThePxqWrc}Rix|_whH-7 zTAiS{adxfkX$w`rjnJCSfla#UJV3E{=>a`7?2;cHkYK>VncjKuDCAyW!Tk%CpJNXm zbZyaG(dI#NZO4~1B|rAG&;v51;JqQmXvckNUR^HoZ&xvJwyJu)r4{6$a8O}dfKL{% zK_Cg>c3;*R1J97bvVPX!L`NeN_C2PnzVIM%co=Y}5QhB}0>vnCs3|14R|a>+KWPCC z;h?F)y5fzHcz@^%WH6MWg5Cc}E6Y>jy?bt}l|^!H^?4oDHmRTBxm>e_7bYU~+$@vr z2FG(M(4|(L7QLm_EJ5(BWLh$m$Q1$g=xD!c&qMR@iSpQAxYt$KLGuF(AjV5}y?@VI zd8*yw`cId1OlXQ-`r3F0>i@V+bGh90q@SucRYZ65qI(nfBxZj7Oy(FkZIR;t0wd|@b}s-AJ1jQ47=J-Zy*2tw9x{=1kQz2+o^ncb{Abv z9PDKxM2SY}z|8Ok{zE)o7f!SVR>QNiDREWR`g5M#gw`SLO?d((5m+7EjgO2nhuqjV z5*WJ=L~aZ46`a0}V6*~@3k+6&SpKkLq;fHF=XOn!WX6*FPWUBLs;F|LBn}SCBtBB@ ze2+B2hGYZY6%H=a{`3JKm?kNky&JX~m^f!{syax+b{5VA0qNQ9>2JN~RBsh;y{VFL zT>Gum-8^!(P0>V!l*0%_2G8B?|CB#$0o!vl?3j~TeO8T6L=^1$PC_Etq~ByVP@ujDBzQa6Z}(h4THdF{!xMfGU%> zSCX64z@tB$eFfr1Z?JR@g53Y=e{|)i1A6CN>Vr{!lm5)}$4cQWKC=ii8o{C+0VActGIhNSf#0-1Pca z|DE_I7)&0NY;ODRaKSV?)Y>?T2-WDw6Qy@=_}U6$X#bLMx&n4FF&vcCYZv$Ks;FI| z4@~U84CH~?wCczv{mYkIETAc^gqF95X>aHds|%=3N0*wd+H|b0h8yE?BZYDDy9zO$Sv=UY0-4S^yfdl|6M7rN_ixYG|N3?@^kS_@JB6nT zedp?fsgFL3cxSPAeW`%7GdrHYa~bVhTtWe6M@V{ya!9FGxtEI{?T=6XYrB-O<532L{aRpBK!TV$44G4f(I;`aT1w(irjZX`Xo^$pM zW0`D-B5Ee^liD4nf$7*r9F5x2b&gz8wO*=`8?E?IvwJ<$zl8dlFyHKq#Z@=+gQUZ& z49zy)*|;OG4%1#nuNf^8>i32ID~*SemF@2n9%q^a2FzZ09XGuBT&gmM9H%W^Is|nA z{@NHkZdK~hcM3K`1nXtgB6qcv?sC9Dj^}TD>E@JcrjEI|+3Kl=uw}yZbx`DfqW&}Q zqt{;+?PHUK%N1WN(40U+);dE@nFccjG-xDa@o-|G8NSqkm7 zu1B~6DN_v@>~wF;yeSbr`|vg{32p`bI81R_Qg6}rB-`c4cNNEKx7s~tWE@~dFn<^M zYDfu%(M6kX8mCCc-`20_N4$U_)FR(fJP;>^Oq}m$l~{8tQ2f>F_W9lcd-tT&^GV6d z37Pog003XPuT#0}h~efhf^r64Q}5Le7KeIhcO^GvBP|;`7v75x482ALhiTtYbDjtU zVZIil1j?lEb7jq@0=9Cren`4dFYFU)M$*#3S?nj%mtQY^ z{QjLv4%H_4H2q36pT}pCvrB9?+u2tC#!+$q}8Igw9GERmCn8%9Wzc@iwtHFyd)D)1WyW5XZQ@V@ zhZmCQ+tHxJTlJlf-lc~Vc2)qro|Ys5Jw_RaO?2Yu1O0F-K{GJ?=}S=&d5flUqRq%JZ zobFqS9$4Jx4@7BR>=m~>IBk1{8Gd@q($7;qd-4G!1I3`|(A%|%QfN@q>>~d{2(AUq z80sAhcy4$|N9*6iECc~K5d~a?hp16vU7^_oM6|{cD15XiD4?BpgCEETDWeZ28RN^p@CQJ+&( zHSI4d+U|&BB<((x2Nbbn-5(O7&HpePf)o9cq3vhtpoWZRyKKsi*OTYgR()$kyQhUr zL8e9ZjNOWFuXV`1m;nQ;U!qq7k0Uoh8S(2I9$e+z>*T^^CM=8g^TVYHFIn}hcxQ_o z!tP=xXV-JBHVxd#Wi1T^45!1czdF5Z8?Y^4JO4NRcV-M#>nNFxz6O-OxCy>hB5q+p z9D-W$_|O#Gf2!kN=cs~$+XksmCh02!(r7AMD zNGE$ftEi;*d}t;$nlLRF)qJFU^6*2MoYeI(k|s0hUkj zB5LA33D+2;VODdxabZXF(t@5z??crh3mIp&(WZ?x$!~7~*Iu3ph++tGzP>T3Zt&if z_uHyI_E}(vb?;Sy2#$}i#2HJ`oo4M??1D~O)b@n{-WOo!pp8))(-+_GXc?({Nq0p` zK!*Qh_VxZdEf%wiX(>%2r%rfj%C)T9ctR;{b@;H_4R%fKscS{R<^A!beNfL8p)b59 zSc@4)H#lMvNH&gqmO?#mAhAmZ7HM1lv+(I9kK_%Wm*mL3Y*pN(NDr8iXMrT~#Y z+Z^03WIxSD$x>S=DmT?wQ_$Cym=Z&pD@ryb&)}s70Q>TQ1Ix8}Be?qh}j}BvQ(?1u#A7@~jKOE4s=G zMv_1gVBxnr8cy{2YX2BPfUj#ox*a0vJu^A-APGeEEw*0^XjMM@CCe0e$zG)j;lBwU z9=T03q`7tNyV3Wq`63T}CeS~1a=;#+R>-rC)XB!J4pj1pO|pLr1CXw&?>}1`jT?J5 zhOcpcMo$4JYE1n=%#lwk%FR}p?oq5f;_5y4G@b#?ySGI~h{6xlcmWr64$!@0+g@BW^(u?Yi!g8(EBg%03@IJ1b4m=Tk8@Oo zRD=i)0edh+z!%dzEW?db4@q4H4ILpw z9cS*;%PRhP{MPQJVOoz|uj?l~R*{Z=1NYc%?z5In9DqG?haT1C3bc;V?hb!W(MFAv ze@uiU=919C`U_N_z$Uw=Th zYQ#j-C?7LV@@M+qi9{0f`vh;2 zU#fJg8=G!Cq8`Y}<@(?7oO#rH#`#5ULIEROJVF@zRl44go1rvmlQB2*Z@$r!9{k0o z4BJ@Opm4v{4y4#s2 zlk(#pR^3h(Xz&E<~O6D_xQfo_E}ad;ci@qsb4^s`HVCtA18|& zT`4Y&h}H%?KQ*|exAC(c!g$5Xjl<9PO#qSwicJ(OQVOms(%~<~OU-5K?2&lgbG1gi zjl@1i(3yI{tu0TfWdqg0Y0eeTTp4wzX{)TBls7 z$8YS6Ja3MdyUuPcpq=nAS}M_?XeHMdPqidNSE-* zx4qyWo;&Vi->^@uO*3A+i{-q0x-5?91YG=j0mB8t0Nv#&wEOH3#7qnmP=St$LB5(@ zQR(AU8fNHcYlmlZ``aeyuXu_e9kt){{`iXBd|82~2$2-_)teTz_OpBUz2WkE)p@1X z5vHl$&wA9O8KNQjzG^J77nRj!v_BM%2lQU_oSCow?Y83t4fEk~k*y=;&zDYjlPqTC z7E_LFSKY9_ci)Q!GVAreczr@|{|ZnyOpK48yC^R2`chC(>gOk4q9s)UF08joH*2O{ zw(K4luXR(&9vwb^Mt5(QuDs*EuoKkT{IRo_^*K~6H||`)t7Ym_RTeFgD+pG;XafZy zf%{w0+vDv$-ovB+Py4lGImg3sL!Tyyol*i=-u>0A?#iVgbaLWcExVtd+S?bB$Otd4 zN@6PipG6mg*UEO1Ce~jN6kWFd+9ojSjD;Hwwt$1XboxkTe|Y zk5qH_Mik+y2xGia+Vc0d^2*o+R%<9an0NI>0xX{!_L;Z&L$!ZY=>1Ae=`1DH#!?@O z15)@!;c=knH>l)3O_78JmpTtBT0t|HP~Ne(NnmU3QzIdnAKE|dy z!`dB%ck>=5@G}j1-K%VSaXFdyPW!tHHt*G?FAxUN5LXKSsGt;Ccr_pdvuA2r|BR0R z;_;alkzPMT^sGF_Q4<|sRYuC8U#MpukKNX&nl!{(W3ZAHUu7BoOKC|4eJ&}zMMn&n(R<*- ze0u6cj6Ct~%Uq@7gkrpff381GMjD*($F}RT=+}5OxPe)UtZcPZ&+n8I<@L%i?vZ?MBS| z)rkJHxL|{yn12|bddhYp)(k2K>8YW@TaTa5YCioKVa71(=;Lt+&%kD_;%oTZwmX>-;oQK? zKVQxI6^f#d-`;vpf)3Xy+L3}2)rUUFNN<1^>V0T581;)CtMcKu5Pf~Lj^q;>ON#U8 z?vC71>&mK(Ng&2YXrf1@gw7}DUu@SFh1c3;UGTK{z9IJh1zwsg38*;|cd1y=PHEPc zQH2KEUbF!IjhIJ)!>-J?>W5>6f;4JOZQ=)?co^}CTuafs((1AP>$O+;8)L##Sc4m@ zam7X+sk`z&3(I=@TBm3Vw#^lo{aQxS?Ah+|g9@Xz+5qNn*+**bteD{xR_u}R-K3?T zeoQp{UAIH7Qg(z59e1iZapDZwCuXw0B<$lyDurL>W;^AB8G@D}e!^E;Ctj2)1~Q3( z$PBGo8G%C(jd43CEqwn;|M@%2LtF)@&FlXt;E6^v56ZmJAay_#pXec!Djk5T7f$6=k~w%JmRSFT3WB@kQgOIJ01K>|yLhfj>aeLSFzha2_mqF=}@O?yJk4{)b>RT=WmyNa0&UUEB z1!*BA-hZ75k&%?KXQI(oSS3`5haAHqr_`rk1$}MlyB4^DvR(tCr$$|5nZ~nx$*>jA zk?^vpKI4!Ms#ZxV00(X*!K@zI5coF+L-TFqXAF$LG2SYI#6 zp@Q*L0MBeiACICWjq+~auOF`uZ3(b?IJ?$zEq0~TKv_NB*(Z-YM_^Z4^$+)a-~ueu z^qtuTTzKbi4AoV(VHZerU_XuMiAIn|+5+9nqly#)H+??Di+}OF8Wn8La=|Y@F{FOV zx;Bc}-P5ZX9AtwmFb3sr_kc&RHt=;4E1}wQ>l6z&Ey?b|1s?5ArSw*LzJu;sWnL^a z8{TGPtea{cWRY#Or)9Rt?&g%+ytj_WfxrL5I(EM`4c0V$gkzb0#gCw;n&qi#qKoVT z#vISl*^YYrM4vITdd~(>k<+bAYay&Uk_jBiF1go_UwJTjTwucW-<`&RyU;6hjvk$k zN;r3@|GcZ5C4vtht1mBABnbq?Xx=MbEHKy5vVf&1RJc)SmMDOY6xmGIrcO-8i6VzXbn+u_n#Q4B9we>kfY1 z4fJvf1RT&TaQ!>;`Q>6Rf8fbHMjavaSUNQZvBj#O@VIE_e}z$)K(zC-)A;ky*P>3n z0pbxOjNVJ)R_cs~6{@yfhh!h|yAnLLERw&td36>o%CQnGCM_Md8HzaVxN<{0G+9%B zAFp?^LS3SxH_l+VBR2uB@nX=|Jhxipj1-xiZpx9-QcQk2L);Q>Koz*cyzFr?nE!4FiGG*mDpzPm@NxWY7wx3 z7F3)L*x@Mr5LC>c{=J<(eUIi^5mVW0`Zfp2y};v z0So;qvRXF~r3)+XR=%hcY0ocEPXLpQSWuiZmlr)H#ptX?B{c4=X1DE#*}1P_&8Uak z$-_cTg5|6G-JqT0r=$I~`V+SzX`M-v{En7$O_aVa(pnZ13n~H%3eX3A0IU~NwLyk3 z22zl@)-ChdYb0|w_vEJ8CRKGPn9GKqYpHV)1IKK!g7q?PmW!&Kq zjoak4{f74DIMkN_SDRDUdyZOGEicSh|r#gBUYW(bFWwST9-Eyrpgh|@M25krm0S0hXa>FM$h<51FIV8KqeMcSI9>= zcw83e`uXl}`qK0UiBP#2raNDz zu<7<3ugmuH0>1E!N(?=6nDJ@BEH~wvfFgJ}k-gkFS0p2Mc7udDn`Wnbm)zQz`< z-~x^k#ew54+h(<|%Dz|tPyh?yL%ZlmhKh3h((ywh2nZVb`<2W#f0s!573Y4yIVw1C#kYT`L4Lj^XY+b*K^L6N!c zaQ#x%V;RNd?C;%^70W&$BtJ?!RL6So`WNVxLMQ~2MBXT>h`%m-G~l?!(*<%P6bID$ zOrh7hKj2ovHg95td1ziGuRTraWlj530e9uy5Q@|tHV>gwAqEIUsmsgLouQl+foXjS zb(tG^j4`j<*!2Q%qLSb5s0kGwZ9&zpRVCVvG3-z{LIRPr2IJb_LVdJ_gkveZk`mtM z3yVPGe}Ksx2g2+9Pt9rr1Kjw-Sf7p8wy(<4mj>#tsRz38tA3avsYkIMV{-xI)ROJi zd+Z`0VchYr;$vp z8*!VkuNNq;zfgL0d?7*eBNWO+qC)MKh%h!AcuGy(O<`Qcq~QC}d_w;6cN#lS;jp|n z4y{*&FB=UGi;psfd!$&%chW;Ucyq3?NAfSrdA`;n&>VpQo&TdvU!H{fp@8a4rKgB0 zZhOA$wj;-0^ZJ3T$J8B!lgyuK#5kbRkl?(Zti>L@j0ia0#k@y4r3P{o7O}R%yn>EOabvRWD@CE+2+1mQoQ-!5U$Y2JU~y-$Bw9rK-p$zi3z5 zIY4_Jj_dWgjJfLfG}2~C+N>=T48n^_NkC)(i0jPDGlsVgQ<^JpPbfyQY;FC0&%D$T zFvfKCe2N(J%Rg#@D(R9A`6HiB29V=iD0+k=C2H$Y&WOGh@Y{xRz>bIB17`qppz#NT zUG=}f?rerhUTop-Z_StSuQ=PS#}j(dJWKv?Qc=taS{cv1AcIa;8*|=j1DClun>Z?G z8E1~3Et?na{rf{3*O)%J=<##_T`WUXO=A_!0U&E-SaH7a)PX$w8d6uWyX6i`-W5}D z>Fd+(6-)bHnf3*0jl&DZI?ofqY`ta*Eh|iJoT={o6J#y6;D zL;RFXtQqK4ai_`Y;L*vqCL3={HA*)taJ?EKOb%^I?}W5=C2!>VCHI?@O5y`&@AXW` zW{`09F2sbsUf^WFa*~M22F9V9s5EtvMuN3zU)3z(qIp6&rxHEcvpm`qQJwJ=%}_^+ zeY5#-&FX$)KP5Dw6eo@}0*flL;%9$eE*Qo*{MKyCPN$ncdPn2q^n3vX9dV zaFq7=fOKE2v5si3?QvwTT>8(6RS;jL$QNO&tamIn5X8h6`f;a zF)Xi8TtY7L5gi#)6QUXbSEZdGCZ7GY= zz`X?*ps&s6^{-;?Fg}Wn|638)Xin`#St84T z-wvcI-6E37J#0TXy$RR!E9uR{vEJC)_!oN(XEbVK1ZA)(qqev=qbDR?S3we{65VIX zN5(fWam|7TDDhY+n)I?-&B`wV5kAvG!hV#*o#M4V3XW@%bPUMLB|XSUj?@eRN#Td@ z2oxEKB^5(92s;3qFpREmSwR~cO{=69Ni|C=5bf@v8F7G=NcJR3!yRQsA%35V$m%~^ zE5RV0Sun=Oy+>V&H}?W$(4Ox}^Iirt|F5QrUrLvoEJ)N@mI{ah$2>si+Ilx$) zy16&CsjwXrRVX(H-e6}@CZCni9o3m8qyAvYThISHoRhQ?ks>Od)OX%GJ6~Ul!Fx!O z;8q=cJ@t+cfRIJ^aPFOuYW%y?0Sm@GbJz|V_70FL#=*6U6`)yB3$B?uUV~Xpk@)or zPjeJp&Jl^HJECXrGt}wkkF2)sFP1h&VD*d3e>XxdU7piZxTzw({qf$WB`-^D!2!cQ zm)-VJj{Nn~+ftONe&~&YdSt>oe2`-kRkZ%Pxk=!;r$@i~B1e{+Q2VgofpNN(& zkh}sX;KM58sL49{V2(S!B%YOU`T;k3_b8q}tBoZs_A|SeiRg5mt1%+}+7)QWJ`X{Z(|2+mb6nAIt~deCT~8xc2JSJ84@#ko(cU z1-*`qcJ8Dv8Nf?<6h-n!+e;iw<(l~R!IU3OQd5=Yt_dvA7#eBWa?M>;BgK-4J2!}m zMiZL|eyJ^j92c>nZ0&3lVCH7*u#X=vsjy(zRu;i+0|1Exg)6%<7; z2;$F3_u#}d7u1Knzmml9keS*>R{e~^_g{z>~? z=302h@oqW}8{xeE zwtHV7&N2mOwOZi|lum}M^x0xOit5>cJ^&So9mIj$rGF#$|NI5825p6!s3zdI6|gZ+ z#-3DeC8MeBwxITy_8u}$ranE-@R{)_LcLipAnAeZf)4E=1F4hMClLtF+tg>dFY!7)taJNR5L&YlbVux{MYqC##A8d@mY?8-997i2)jp0W|6bEZEX8| zL30IWyJCi6`4|QaBoPyg8exg%1&dK{`ed&E{I+{9c`zhCQeP;QG)r{0)hhShWps>| zX;C9jL}RpyKW8l+*>8j3ZY|`hVM^v*4e-@JT2q=m*C%^4nyp}Pi2og%qXkxc%dFJr zA!RxK=ALE~9l28S^@wYSo2;HYX8wHkoyo?08F|kw|GrV$D)V?T3V{%GsU+v3*bY3raz`#~m(8#8`<4kr|1wRC}Ec|0N=et^x^v z=BLR))_Dld_P~4;3H?Of2PgT-KL=IZ=+P_F71BJL8;ggDIydgm762BNp6Vsx z*_cD6^QY~SAX&{7z|(KbzWA#TO^lh37e=Yh6G?V!Gxm?HEi9m@^kka6&ftc0SKNmEk6D&Vv{R7;+*oH}wl`8p+DOx8jRpjNO(WzP2M z6=TtV>J$_Gh6Om^quT<8rjdC%bG7{`Z@YkTMfkv|Np4Pt63^_3ZbXMzPrxBR(|xSd zS@}d#Bvy;1ARqrBAKm-^m(dXarT4TZ!sPHz)5W6`1MA_#R^UK^Ot!OUBWZj_XZ;-2 zC(n>_kj;84bFuwhSB&dAyBf%RbUm%DbwD-(3e~9Nyg1i`uF=PB4h(*}fWH7iILO*q zh|wBH@gLdCc!7P<)B;-p3yviX%kO2LBPzx3F1T3UV$?_jxxYw4u9*61te#&nd{Kbw zau`P+B^V%}2ze4$H~N9!cnSLa)w};-GReiXDLoOUy#(oBhi+Q$*CgRT6nhm$Km$E* za*Ql?HT)r2tJXa#k$5DeUASctP`IC?)W=@GD#2O6(X#{%i45FbZraw=f=a_vJ8h+y zQIrX#*n-?tskWJL$L|0m(xLyyCK1INyYnPbwZM(yC;`cHPZ;|=otw{rU0exGM+p&i zBCN5D!V0*!itHWmlg`AN)I{Ya^EQ}xv1bBYZM`f!fp@eqesa4;ja{dU>B1@ zrJT6CI39~8%YjW-%*CZmSBvv8P1Nf*S7!(qceGe5wUHTF5*%wV-X*$KPl9GU9CL2>X zFCI|3feAn%v`x{fOjT!@=K*~MN9jr9G)pMs5Q3$+jFVdq$();q_2C*4un^k{HX>;x z@T|s`20${7m`cGX;goZbnim7^2m@H_FE-6L5_FSfjKph zFENk=;BWV-`Nf)HDY{0lt>x_dom1xjdzb+HA8DHMH-G&A-HkF`AkHEf?3pO54*t$M zetV4dIOT1nH`W6;oWsm%m5k1k1Q?+5)5Rb6JSw$A7@7@CDexPv`KGLgzQ(FB&b4i= zhqhGgYnAnBM2ny$@}f4eF+;F9SIKFoPAo*1APW@~Jdx!ixz^bJTF06~_@oW)76$@R zd+PlPocNO=0-XmFxMC?A>g#ckkrW23!!Z6wal) zjr?-dH|`=>#4?aFMz_ZmZ%W?Ij5c=emk@PO4FO|Ss4fbhYmptUGl#H_n!(sP$%p7x zf2;-(9lf6m@V_As2nAfB6;K8}F}LSYx4Lhgy%>rmZM#<+SuyN=wB%m)DOMu!D`78L z!5o#0w(}a<0v36{(T^6??c>G1u3(ZX(H~tSY9qt8^CjLTbk-Pjtn)uaLFKo%ePY9w zaHFNx2Q2co6lj_i6T^DtylGwP%KeTy(i76fudDq($#R|M4TQTS*37jCvQt{NsLOa= zh_fUJ%gySSRsXhj4baQlK-~$Mj|%j0`_hBUYougt!G&8_DuJ<6LgVENq-5|qs0N{Z zNismzh)z*#i)+d0nBovR`1I`BQ>c4*LbQHR$0vwYP+OF~z+N;pjq=GD^@-YR@3ILZ z0b0WpwKMiDF9(dIWwGed?ZqJzGsKhX39DR)q=_jM> zp+v7i*;*5;!HDQ`3>zo=t^q=gNzy)BV0nN(;3_E=jO6#*P7uUAd7^5od}mk+3UCXP zP@W=nBLhGhZ_FMkdKK^nwI0}ag}gbhXc)=;$A$MEiOhE7sQOeZwMIqJ<}fi0{eFdy z0}%;}0&Qa_`sE)*tNTIIUlr|^)xTYl5AOO`Su-JPZ+I^%aY~iq^@^j8xlbjZuSI6f zaXmZ6A{MXOP*^tyVLAaq0_Qfk1@hGxgLyq7$+4A5hPZuD(Xxfm7nN4r2q&~iMC4wP zN@S=IV7zT%1P;3Q^3=aFqajZ@tP>F#u%Z)YBA9^S*B~uXcL14t7K^YUFt_0^N9SS3 zX%7{WfB!X`WPaZ+`!DIYd;Kh1Aq#!#kezTAX{ER|V05Ks{nV9*gQxE*M)cdW7x+25<5PG0EWswWo>kp3tf<&%jv6#8{m}Y zza6mQyw;-9;8cNPEF(1)Ov9?kE!3AiRf81{B}gH3k)z~&{#LZJLYIG zBl8*y;mbmWX!c>bidQYx-@jkyHFdf#ufx35-;jx*V$9Dvg%S? z&$@+ZF|#DHZ8Q}Zr&Vl~mnR^j_!MJ&VX-q4%089yoWU}D!uA9C@~Je~^rSS3##%gy$4*Nx*7=SUib5qJ$9ks2?!oKcrDk@W=!+;C{D{bWFO z-8-5zDMb2K3%1Bmw7$H+g&c%b8_2I7E93+=5?(7RE$GlqybweeaO(pKoWi5L?C$1o z5p3CawVjfs+Uh@wd&%nx(y}U602a~4qy6p3C>&-8n~}Kp10M3yyadKY1~m zIP?4Q+LKe|NIcSMiC~0Y&Yvsd`V&+greU*ZU_on_0^=XRUqmJwOFee-G25BmX!DHD}LK` zUq`K^D?>_NcjV>P%ZnW+yfba?sw-P?w0FWHWZWe!rouk5a%F3^|BbC}<13I8{(r9q z){^=PW;CO$^xzjnCN3+5*T%cu{LFzLzJ^_pp!<%hu{s&q-vDXD1*iQAgk7IR5}`>o zl50CqheOmte_fB-?Zf@rttEg?w;WDU|1%yfe`;W3V!cC1-og7=RixK0cnWWjKC272 z^_nt*2UU_jcea?8+vh%3IP0(}+#zbAxfl7aaYj$SmfKx}%YG8=NAm6Rq17w-E3Uns=~2b^NyPfPcE{Q+LURlk7qP&XtP;==lW#Tum;n z`RYQaSD`qm6RC*8>Ih?K1v?{>{1_p6KUVbl8c(RFxdmqC5xM{pzjESGG!m2wL`FzU zRBY*fLi^!KUm5(PnU2^!_!yib2NI&6{Q8 zcRlAlK;_hp6`?-hAGnuKW9C*z;)V-278BbO-~=KT6g)*rNtNWdK~f6}vKiKFc>F(} z?89zOf7$EF@p=(Su7qnN7Zg`?mo!IsZ9aPXWb#)YM2DSkFuGY1psmmb8yJIlKH-cU zZgi17VN-rAoM&+SdvysH3uU)!L8Gcb`rmqjAf1s!Q^I_)v@!*+Cz0n$mK(05Pa^?>S z{*g>aPb3$}^G&`L38>zW`DxXM+hdRidn{oi zlv<8fQ4SOzuQC>y4c_wTT`L>sZ|wiskxOy)5nPcFYPY$|q~*9Q?CAf;-kU%*b*+EH zbduYvl~S#!h_q-$MT~&VLu!j4gQQNNOi`IcFvvUv5?ZenMWBKR$Pg7V0zw32CIpKR z86!jpAqhbO!~h`#NJ8d!N8A6U_xfM!`_}q@>wDjK-LsbDxN~yO-p_uX-}8H(Jsjg| z#n%@uD*!85vhIeeE9>lW(0POAQbt%qhZNtL8t zVpR-7s|7is@~+6``}KI%z%HNKW5Zz$f-vp60Ec0)W|k^pUbuNtel*FQr7Lc^X8O(h zTP0Jj{#Q4Ky%?xxO7tVju@9t6dxP~N9Z{zsKYnL^bC=<1kK0cMXkV6R9s=tPYB87Q zPjOp2S2AAkx+M8N9#mP-=Le}P<)7X$QM{F2*wXQm_xJyfZRzp}0(lsE{+LLKoQ0sW zW{N4$L~YQ98(q>N32b9NaMxuTs3jZ(JAF?yPP-+jFJ8iRQ|%m*+@rZwzHnW^f%EU{ zuJ$TXECLw@wG^W}teyG{?7u33COK5a$UNO>%xXMm4h7MNRQIL->Xbp%Bf z|BV%|=+1_*b-AR`3SOepdWp6;6Zy4BiT2rF%@B%ua)M*$iv${8u#QuGyC(OVDb42i z7vyY1HX&Q*j52jJU1Buh!LE**V~=^l!(=>p;U737JQ{Z{?Ri zygwlJaN2r{2@j*LI6B$4;xoO`J5;&7zMmIq)fMtF0j3WJT;=pj!G8>oxu5cQ>hE~#pxwf$G)VgsWFpk65uCq2jT&;Q<b=h}= zzSro7A%546GlNH7yW>J3ihXwZCyi%3uG<{@;q}Wn=wMh+IqI;};enOMpW;j?1RjjU z!~b{V{-OnGj2i!S_eeNVirJz?OwXW;r{9CfLlR{O#1dvL-f+amhRO zmwKhzp5yAX_A?iVG5*d~k<}Y$P6-JKt!^YrF3z+ZC-ITH;evavA@uKDI(BP=%LBJ> zq95)4s?GbzJr}R$zpH)z<>8t5;qI@lmyHt2K2Fj+ALgE57r^sMfd87L>`7?E5DLnq zUNPzNN&=kVb^14(w^G};Bvl^mz!q|roeD)CT@x_ic)F&-qF;F5p0*9q|$WX6DP-CbI$B0wa?u(|1bGSLu zJSW_D40EtVgD*fq%}+sHK-=0@&b-_Ib%XI+^_j-&UpH!SPXy>n*t?*UyEfiFn!eee zxx8)bcW91XrjsV8F6!p8O}Eg{x{mn}a}182Pw;EIZgHhWDVMa=uTf*D(hOq z+4)O#*P8aN(+$;0J(ZT`;&Z=s9SGn?6;ybm5fdHvh+3jjvYeTIOhmLiV-Nq(fxhjB z2w;Yb$RwSjim;REC(LvsUXdVmOJWylJa&*2ptppYPB)bH27g)Hqy!3*M;EY#Tc+ME z1}v@-hT!??d0NeNh_Q%LztSF{db)MCGCRpR){s~q?`!0%=g6ZuQ+2dtr0(J$;t*FJ@Q zO;A=g#hzl7$d4%$gc;jy(@WQum$D{W(|Xwl8WHnLITI@#M&wAB48!d?Cx$a_h|tzh zG$ZqHO9#IW(0Sr?e<|~wW(g)fZ`(2bu6?ea_5S<|R(anrpoLLi<^hZT^dAqRe*a-; z=g%mbl-kX|;)_Nw&&>xDl6r*9emQO?C(X;OKSmND+F?3_LdYsYDIYvw8IXAz&!(p? ztQON+Bt^Xnk6?<54xF&5jGI$X^9B|7*j~{^r~E*r%HVZqYPhABT2nB8E*ZVahP~t1rn>^WBvp-WcU_v&woU z@))fJ1p73o*EbIs^CuCaPscTvK0OQmA2WJSx7R~{m51nnpX2SBw|-1NeTpU0wyq~V z-LN6SZ(W44JI%qy2PqtE;8-pfse!5BmwE(J9g~+0^5sg1Z6#9*eQPHd z>JmwCf;5+AmX2HtYI+k!&{u=;M)JV9nxE0zYb%_cKSwS8IM0mAbQr2DyRP5S^~Dvp zdoPcsygd3-uvvbR{>hDm`6w%#H+sl&nRcf+qcL*(w1VAQ*`y4RFXvWM9QcYbEIj6m zthZVuzuQpd2hk;qmt(qyVHQddMN4=Or5)T3UrCacTf+LZkD$sU0_m3PMrg%}7(-Pt zL1BSXq!MozMh?kwR;pCr+1RIQDo~HPUhT9Wc%{KZ1Pw)xFvD)cp$I8^*AEW|m$prg zRDZsap@r_UjSaiO`dS3){s|_eikWY5JjSiKL3yRXabCfeboi~|hKb}%1T+?J&A==R zWQ%6u+UGzXq?gOuIpXH+_v!ZY1GE(Ns3HQF_PMWnK~?o$NG7_iE7% z;Caj!-Nq|ftx8bQ@8za;%`4*Z8XrzbOd#_iOvNjz2R~Qu(2zyaBwS`ze#&q8aX*>8 z`Bn$(N);aRg-P38qqba)`q*V?q!DRxBeDmte?>@^*OPUJNSF^HN2>zC!Ai4D>&U#= z#7Y8iC)La_JFs673EI82eMW?G=fZ1k8MwKIYLN+}elF;eHx%tn!`@#nnp^$M)$AbV7pOv-M-`xLI?9A)V6g+%A@m` zD=Y^QrupQuZNzn4R?yl&ACL zisrcea!Cg-Rhq#PDLar^%|$4%$@44g)?<9JOM-2Hs2C1S!fnkXq01^E+`|!Q@P2Xm zlM>1q!IDSI7+tt5-#Ynjb=nAWE5=7A8)BY)8c<^*eUEnso<>#wK&_+OU$6GNK_g%P zI?ey*g?my*W6R>*=EsUJ>cNIipOT&uL}u+T>twn?&7VI+$PW<#B{C@f5OClKIY7XZ z5_x~{tH^n7y-G)*HDL))!XM)O^FU%7dhEEJ0=y7nOhQ;fY8 z`Szrppr8_D_v8gY2iFJ4%lJsPNho2?_iH$eus({Yugh8JHN_PR08C$;~hSh_2QZo!u zirXOvC5ehtF-fO*hY->jo{CI9H9!3>T4{dSU^foa-+w#0=|{z3F`eJxw6){9R%6#! zjn}sVO6CEX)u^ce<8@Z|cgA{$GY{>GzgZ2BNs^CYjtSKp#{fr{8i7uef!9a>`vK>n z66T)D$3(?%*>xE;80(zE84pGV;+$p}!iyTtnN?Nq+0z^@#rlR0Cv zj9&PCNONp(Y%XfZE?~pO?({vgTJR5|C56J&meWUy-)hxsHMcLPN~a{8kVaH^FG@Z} zz~cbPzvwmek5oFUBYaKa$*=OR zZ)rqT7FwGXzCI3KFBy81Ud6F|$jlM+%pW>K@LJSjH~gp$6y*I}fSyXIxe&n>X?uMr z27;pvlPE{ZKU$=lx4`wm_dR+fh<3SBUp@m1KY9rA@pVZ zROg4CrtV>aX!M>uN?GO>_5>y0{G12grp4_>g?+RTBfUjePQ(RJz%+uD1pd}RTq<$e zvx9Pjk{2`Rrw-h*%hZ@MeB`>S$_KW}H>sHeY7(zxCK^4Z<|Sp>eFn-mmzQ;Y&KkKh zf5I&9L1;nLqEjU~?B+|?ZF{r{Oko-5&T~ZE3Bm}SgQAK)i0G2$MtEJ)2+ID&XpNwo zFCz8dtYy-I=oDy56mvp!iWM3SrkALF-?Aci&HgVK@3^j6{FCXi`=Jqsn<{8rcejzp zqgbYY{^N$}3H!A3*tr&R_|`7?Rfw>sKkPRY)f7=e$ez{pfZ}o1)Uf4vy`Mh_HwwfY zJG2CY;89@pyk&s~4btjsgYkwk%(*4B8?2JFYQ^JhhKdiL4Xb*`EQJl>Zu>Vs!sH*x zbk>h}NEGIe+{*tnb9N)K^6tjt^gC|*O7Ctn4uzV(DG?=v|Kd^!k9Iu+wWS;rg0Z$~OGR^Cyi&Jk@5kUz5yB|N5d33@6UpWH$i zG}ndGN>%ToJ#glo^H8&X5UTeBLeG&}#UV5rb$3FxXXPI`Ua)X{2;w#h?D~y91(I$F zaIL9K!Vw-5_UxM3m|>WnFC+(6Vp<=4kP*N|sBq*NLIZphqR5}cb`HRZFeyj;1(_$O z;qqtMLcsb$as-iSdjtGb+0mQ7eAWg&+R}ID?>uH|bpE&NUmr7W{I2lHF|&ca3--gxQ#`Mg z_5hRaF$_UrtVQ9=k;F}K7oHDqb^>`Sv7!M!zpYzh*(lmUajq|cv-{7zvQyP*=TVqM zl|4z8Jihy7wa=BCUZ&SeE-I^+`j1*&@AbcnlIGNw`KI3Ze1Bt?4aY(*36OdmwIA&l zV5KJudG6BEGSR`pC>KBQDbKQY}2% zEkLwaC(K%e&V5%Qx8TGW{?fdf)ac%Snbydun2U=qzR9w$Ta@4HE1VPM=hl$rsH|HO zfu6~8rw@Z_y{NoZ_aQu*{tZ58Ry$i>E&i=|Mgu9A_XoUt()T(~Y`t)F#77G$@AG+C zMjWs)8dzA9C`tPuNxiQYi!&6g|WDp#tkG? zj@C0#)(nXCelEK|$XY%YXFb4+Y4)1Ys!wZT^8TBQ43*i%glg4mkZ}@Jvm8a_4w2yC z8EP?~zyN`SsUR{rfwNwmvvh4svZ$*&*60aTKd#%~fLH@JdLe124o!`<{CeAd>d zW376jNwV!@k;imTtFAwRUPrfR>@w%HM$fT3T{21~sN3?f%^y@%WI2Wwh7(2NJalR{ z$PbZJWG`7^^HJOjS%)<^Kl{4LYo$l&W$Ez2o`ov~9Ho4}s+9t9Yu~(@Txm_3Mg5GY8y`qDB$uky)4s64UMbK~kbShTvuN zJd|cVEfi^jAKy#=XZw>2$%P9W-Y?M|Ns=MNmhW4ayYKzyS(5P~74WJhpA$2TRVU3q zze5-`+G}o%{=2jfD6D-`^RAD$HSgg0Z2qrF$CI5Ps_WI-e5d#Hs7`1>@AzxmdRmtg zWRte49e~t=z)W?5#Js;Pa>Q+)*?u=;<2Qd(6|13)E1CC^zpEBjw~f8Ofg0_2fxrLn zs-~!^$zJeYfmlavWbeC}=Uv(RKldEo`T12P$y?uhk5xq%U%b=IRV9x#|8t{N;sB@r zk&y}vR~`S+qyL!5Ds=#-|1pvOn8;r=;zM5Kk$%#u$wdbqyJ0sJx|xp_x`f#ykU!cjOyL}hTFlfBjd%pPo-rsYhtqMmj)EDCiik3@NWzj=i2P`AqO)BPT zJbHvZpK$S_$No?2-Z|m-ze)BCsi*PhsFH^;mBSqg7}X{zb4Pl6TXXM%AfB@>KxBC4 zpYS$bTUB+AuX5Z^ZAnEH#7+m~Al7K(YI}cN64R_RJG)7#Y7DKuwRJmJIDh8T(09)L z{X^Ai$($$~v1%)W&80!4;bJn!RdR66`M+FJQ)*#v?|=W3L7|)e zsCKiTvC8j1ZGHycMLn^n?O!heB2!&Icdq$Otj1rz z#*;Jmi&FzQYn!jtMv2a@u9RSq>n2fcSe=Xy)soFW|9?Ub{@Sfi$)kmc(9qBqKyrF= z4yQD?s3^TO&`(cA;O~vu{PC6n@E^5gigPnL4GW`yM5?*odB0*E7^d=YGr4fYQuVbU zV0F!K*=cEMPMF^xSrw}I*iX8v+q>YIH<^V#5pAWC_&vM-*SshBZexUC=H0MI^5=Jp zmjBqRN>vNBx$g`_^Tccej|a8%8{$T>g)Dz0W!obd8^u%X(yu$fQkj}(9aP8|` z@0soUpM7ud-6~^@bQa}fGQ^D={IoHW22jK4ER>d(7HfshUs=w|U`?>$FD53=_v&C$ zS;X|f46dQV7OhC!S72Q)P6~GgxAOgqS}cr)7&6nsAW0^5eCWy)F2?_(1(tp}fBgBC zxaEa&Hi@#`?j9a~F@a`69wyC?nBK`DWBtG^j{BX73*(0p`BNTM!cfEX?RH-&7c|gY zX<}ZCN2PCCM@L6WO3tQ_9PRh*+h+ssMNT;xWI4*xzm`iESa z=?=|0IS@!^22`<`@z%lq#m}FppI0j6{HSQtc}BAqC5)cplGB=6KbByE3V)+z1O`1{ zjhNp-bdJ{4rld3|7Y@Zv2AGn720LYb0sI*x~r6BWkRnfiuRh4GjV zfNVN}xH(m8+5H{ei_Spq`7lKxCZDu_6R`ZVy!WL2kBWVz?^Zw;ZjR-RZRu)Uu4!rc z3ayxiR5dkiU5Z@dk0IF;3vbMQ69##p{@|iCUDS$~ERO5>%(G%e&O_^lZL>OQ8H1&z z<-52*@G-2;KHC~K3%&D6Nw#`=R^0wN;*8;ftzB$lq~?NniEWMx6_alVPViz zG?0{U*lOMWeu5xpK`$Y1_T&&!RehJav}egb+O&0Lu_q;EWlF01g2rpnN$W+CPn-y! zUglVYPuM5Q1(a}Ue<8RA!h)eCCwk{-IhGTR?je@L!EkZ^hD@kA-Np8qBc?bW0l>|?`}g+RMw z$KtIk6_-tmDxj&Lc5X#+(cgxUB%KNL)+F;gIbKx}Jl{Dc0qTaa`Z|mtk9p?V!)Iln zGg4AC&{A4%5h~s}5(vAbB){s}vyEULUOI=v$<5DC6^k2lF;LADeK}g&K?u8*nHaf8 zPp`ia30c40=1a6vno-qKy{)_)#!9=Q&YGjv@Q1y^5Zh}85Ja?`f3wh`O8Gyrvq}dpI`vS}8y@5f2=jT_vfo4}diz<%# zXaOjv76hfKvE6PY@ltfOsk^)TL_fp5z$)H&o{rbn)MUJEjgW!7i8j=?Sx8mxl8vI^ITE8x0lQ z7}75vxM)bM@*_?RbG^dn-d3gLW;ocl$b~e1Ux`b2Bqy-I8cg=;Bt%PNfKpyC+ZsNz zT$++%ku-f$1-w#W;mF8H+!P1Tc-sk#A*Zi{fQ1#NpTN3x0CI4l)|1bwo#n6aiw8rR zB<)NyEoG~;zd2m8%(-B;W1b$|0ar>Wr<>wUggmA$q2cnkNLefstt%DrGT_RYobd6s z=MB-b?)w-mTeP*c!?~liD^$|hjUCrC93wC8RV;9H&-?l9XqC;VteEN*)Z{H0iC+SRK|1EFRUi&H)PcBY~(-kUT~ zOw`kx=*rTkb`B2qrKIFyFd0c?DJXm0MGi0JUjh;YjfrUy4Ch01Y9e?jdQ*}Cu%;qg zZC%B*c|OgpmqY|}*IDH_g$WH=EjidqkR{pMw}_S^!{7Wa#`Ftb4ge-_1MG%xSE*R| zQ8pI@O}(PNzQwq+mBRtv40b+{xwHg8In@M9dJ%+y-$X?D1q4iqKOT43F`cfPnwBQ$ z^V8UFu{n~MacT^_eWk!!i+}!p7^#CqcdgUQx98(* z6IOPsK!!?{gBo4UExPCcVDPGFEH$v0-@RFVeXpJFEQjn-XY1pYIyE(wq6On~^9re2 zkwmth-g(Y+pGP`!W&HUxMYlz%FrdK-ZGd$az4Rr^rJ@~r4>Z%}He6?-q=kL6U@qEo z1KJKfH;f&=aiu;8F(2n@ih-JQy0V7m!mZzsVRq?&NdQE>Y2bnD{Jk+UTp<&yKn1{u z>s$+Hz+?UQ`KR}7Nw(YX9oL#Gm@l-(*}SR0NNcc3Sl+Ftw;msUVX0PK0|U8d8?lm> zvq|O#gMogC9PmWo4+3UgF$v1-s|~i-GPYf(#m=`ZCh%m<18D^LifFE?5D^>6tO;@>RLj%M*9WEF z$Sq`O!Q9OsFveaYbnC}{VZxx|hGnNVmF0go&7KCV=MTb^7^%uN;&fNj=(B2C`&$T& zBeA)cSg#5$0s?TdxKZrM>Yy-s6^!|EoShF+G0B|JnvZwUMQ%1Z$rF%WSqzT5A+h)7|g3|$G7RwIy_BKh9sHNH+j_LOHFWS{L zipgAr-Dh!0ezx-rulRtQQ`tyJ+R)PYo8q{Yg*Ve87xS$DoI^9>&heHEiRTaj3Z6FVU`esNq zbYHYPW=uS9zZO2Z@CIOI#H9F#p%^USIs1uS8J1dzD+fVeB zT7;iRJb-a^u1-uauST*bx`)cE8X7jMpdNnaQ*ZA{B;X8ymYqJGG8|!0>D~Ah29*i_ z5@e#=#{Nq2@qp^`GnC6vGu5p9rLYaQm_yr8tjqgw`-m)k*u<;nR|Y~4POz9s8lbnP^#aZjmC`IUJA#ZSx{1 zU-Y^w3u4QtfBU+W%*QDuxB*U#UvO}6dx?ap`&+-Kn zbUFZ&xm-v19A*9)OUShjm%J{`sf*olKA002WnE~IxRTZvUeCrJ?u5BxZk}yncW+Ym zlllnD2bsf*OC7H|ItX~|#~9GdpaWdqO&5$_&GXt)54YI@LYeoraot2=>{$9#_EbZH z;G%4rLP$?Z0UG#1SFzx<&yaB=J3CwTxHu^n(=o8ak=3pNy{U5Dak734$nX< z2}<+z+bq5`kp@mYzoI@6>ek^E*182yp}2tFcE|O^_mPWAB-cB`w2jQ6y5tjmBY=PN zRBWD7dD#91RL05J(RhtaCg-oc!=qp7SnS4I#LNM8ubR^T(!)@36f^1NJx-(XWa1@F z&HS}L1KRtqjPe!d1a_h~&jc{XG+?iBs+MVLhA+Py@Yp1DurIJN($$BZgdU3t4hF>T zZdzc0UG#$pBk|R=Kj#84O@K3JG{^c~;s!qfl9188?d^L>eH|)Bweltm`l9`shM$TZ zd3dnee*T1C4woAjRaORSshK~}BuL-3ugp!b`QvY{tSmwaH%g~Z_V)I_AP->&(hz`m z!B4*gFKRBdiv}tB(>H+e0i7i2`R+R~=F9>{@Cii0<=B4KaN!NTF-0pi8M*csRV)7* z27%=~;__SR=H_txLQJ_`obrl_dE~e-U(ArPRZlM?dSI1|3$YW^6*SQH#TVCei^e<} zm8E3tgLuyIs3yi~PtQ?rwQZXGX{w3pUsauO-#n85cnGQUzWI9M$r?>cC7ecw*pdM; zURhx=i6TH#%)`cR0K+aXF9)}sT)3qQnk=GcCht_@dZj#q?ukB5L;S3}jTc%t(NY(q z;c>?Uv}|0*pU?aK_a9UQ3Pi4EB95&X>{QnvQYB1qIh{dTP@bD)r!bS6Hv^CQ6RgzK zTt`)-?A)v(jm9QP)DspIWjw~e7X5ZyaY;w{md|R4;vC-XVhWZLFVb8PCVG1-&Op2$^PWS6qZ8$d&88rYXlh^tq6Kl6I>S-Iz>>Tm9|6O z08MvV+S&CNJ2pFI_Vx7{kWS%-j>B`6?ZXLTQ>dW~|Fo_t6N8fMxdvIk#L9pMUW%T= z6I-^6eOAlKgN?>)f6E|)liHly9Z}MA}EH; zi5cVxPL!S;3_V!WQeBWH5WJp6&#k+!l%o}4D5lufX%JCcQ{8meq2dl(U46@XQjt{L z*eD~SWsaMsmGm}MI%a?FyE##RJVmyrEZcdL)~4!)r@wJSeR{SkxL^akt5?M`3RIEz z{PJ(lYp{^|Q^&ieryUe>rjmJZW(^PgwypVZtNJ4u@+i}Jp4ps3t4CldvyaH!0IPie z;P5@EYuBPzK0Ob9uwt-4`{VT#sz)z$49(W=gFu47YlE6{RGB+?;Y{@V0Xo(9YHA8s zK?1iaXW@9>umXnWaRo6~^tF|g-n18(7eGpM!87)EJeO;Ov z&J~`Gb*AsGn}YrNPc2&LD?MdUYN{PiPgMm$yL z?~m`VuNH->?4JFnZSTMP^Y2f3AD{j6{Qc){&DGg7RoU&7RV{pXk+c2ku2L2Kk5xx7 z>-+8z@Bbt|*6WIL-+9>B;KoJ@{u@wu@8Di1pc%)VE)F^GrQq+8zF8%Qd&@U=l7nvr ze=Al|p#2^@gD^T9gV5hUaW8%7F17mcFDc9tGsDcTDB&X8vm`TcX)fex?M1;>4^?;F z?us(&S(cgnW5EAz@G*a@J;!mUPDs1={`Kdkd0*%C_dinj{)6y9H6dW!7~Eiry{6B> zwwS-Oxa(jRXW!x4%ml$~Y4ZCaTW}FLZVx_-`&wx>TYFHuRibk5i4CcwuN<<1AJyn( zJ5QD8eL6?N{8JfzvO1jEbyB9vWhNE{78eEL@9Yf9O2#1%=^k0t3*U2GI|$&KHm$+X z*C)yg(iHfW-urW_`}?-@Eq~7f^|pz3wOxC`jAZARyQ#y&=(E)cx9>|`gK&@D<*XAw z2Q3=fIDSUF;V(^}Idse9Vs?Liu=mB=~3y&!3Az5CKB)t*%2;C;q(_j?of zs;+;3d|&FF_*uQX;E(ScSDxILiE;m?V~1C@?%fan$8>CUZB=*v|5@e#Kd4SJ#q|;S zrhZoacHInOp7-JkCGg<(smbMo?E`O93nSfo2RTuMx0ZXb4|Z1~RY`2-KO}zvxo&?E zKP$?LK_|rOyQHRe#V@a1W*_^t{g^_?QY}HC;Co?p=mouN*NBac`0QaxPGiQKv$@x- zGpegw3YudPNw*>wiQ?aWYNlRzc)YYl*2v_sIW_o$UKRAl=p_x`Z^1)XH{6240e&Qk zToi)8iO!nrc%ypQog6KwrNZ!ro^nN;18Erb_e-+Xo(<8h{WUAgZEv=Jd^{($!q3Jw z|0eyyO2Q&#oDE027&Rwk@|bAJw}J#)Y@wU)HXSUDv&-pjU*L@gFW(FtdsM^GCcX|4 zJgKN`<&Qj1ZQr(CCuu;ST#;WfpYR7jO3)*mQw_JgKicBANtdaEu@bOZ2W({}?ov4ZIrcdS^T)VUs{F*@b zxK3o%s5K})BZ*4`YtC5V5f1IghKGlbBT11fhNGvwdb)!3iwAaxgp`*S5uXwD_4B?y zJnZg%ykdAU1CHv8JLp!DxzEsWy0g=BdU`sG@?eG1*H=6C_hf8Mu!HV_@CFOst!O-` zc2K3#JoL{70R8@1%Q5H>3-GZ`Y&P6Z5fugjwdxDpF*Jjmd7-yuonx?>SJ&NZdZdfavI{!An_P z)SV;6tYW}2Gpu;C^Yqs2gbHC7QNQaAKfK7!c5S0U_Kf4vBZ|Ar>Q^4-mW*9MMfKwG z(L0LyyFq(tUgo|IgA8AD@|j!tVD5`7)aod*GEW*i|7hSsOLS38a~_h-8(_x9K=8xE z(}8tn<~VQCS&MG)LWaA55xBI+gI)`}wF*I!!^X~9^e(ZbPMHFM$F13=EAnkRIzi`9 zc1#8#zZ=<^RTSk`Q?q2z)02u`xeGDL>mTH_K-+ZE9CQz63!=Hhv|~#>v*|>q%;#rs zPqO-@P3O&A>`c_`?CeltUU612Ayf_Q{E@Zp*J3)o=@!U2LFcT}5_Y6H>;NhP6A7zZ zp5>Nw)QDnBjyu&1*hob|>pY8G`*$6IZ`uNsE3tevGAEKdS>Y&V{B2Iuot>rAPyB6c zth&d>4tZ7tf*@?kK_;cOGs&}}rFvboYcYSupb^+z>B-Egl9G^ytcQ$?(_zpgrSMlh zYJ5xnA?3c!K9YZY-{_eXn`>>Sk&KSJ3{4AMDkde}7v}MKXDyrwP}f@bzEG>4d(iH) z7A?lU)9t;1WFR3d^$B5JGU0Y=atn1q5Cg=z7WHm|*?VOg&o|9;TLM7P$#U8|U;!lro?t_}0b_g3ZZ|d9M0-7z|8q^5ZZ}Ah92&;4Q4W!2@M< zx~{Qdj7{Dyr%|pDiQTEZl@4>u+-cC`QhIW4Jbz+0k*FUW#%QQB&1R5;kfrV<-x_}0 z-HTik2QlhF*YZBKN=g!52l$p>n7{o~%U1$zN2z_6ExLc7_+i?!VotZ^Nao4CLv(zk z^^h}QrY2i6j0;^&%*|st@u2>{wx2^KE_~BLxbvJ6YO|e99a}nCmQ8PpUK&h7p`Ycu z)#vMOPZT+kBZyhy7i&jrI|+v~SuEDhuI|N%z1hHz5~-t2x60k!Hy#G{kBCal9EdCM ztj&xG*`J?38*G|yX%Tk|LBN1cdQ!O$j*@YL)6-$b+tac(1|Ph8#^;O`yoct&gjyWI zL0^Idn|n@<>L!T#9A5&)vm(>Iyii+vHdxVPKUK(JY&>jy*EMseBaz4v0`)=rUJXv`d7jIQqlKXY=GhEON|0)8P!;i~!C@vC<#V0cl-c7sd$cnON?AyP; zWod*#gu&f3+%m&e#>C2Esk#LJ{2MH`@YxuD)Gk40p|4+PzFj-5lM~Zy$%%^K^%vHE zJn5^PE8xZ$Af@d#Xw*Wd5QWZVWo6L`k?gcuOi|2OuAS}XbmPtGnLF1;Ms^Ve1Tp^_ z?}T**3aw1iCquS9)#{kTOT9mB11#o>5Vn`HH6K`>Y|CFPuV$DsTwT|c5a1ej*{(D? zAYNP;&a23$i3RnAHt~xGHMS?lPCcXU%sU#iWxZow-y=-Cx`(xmm2*AKrF^ItV6kpQ z8sEQQXP)aLDm6*w#2)d6_tEL>tFMTTK_BtD7Z-cj=zw@jsZ`z4$}T=gt)-rT0qr=s zx2sc<0EU7FL(Ryug2<@E0){?}{DdG4p^${a$cRCw3iqD0zO;P>>I?<~LK2B069&6{ zS@CuC2=CT;Ru=H@boyBL@4qKrto2-TVw}gg-ZNZ#efxbgN78F<3={ouEF#w*~#JT=5M-CS158Qoc%Jvq!~>=dqY7FoQ99 zal@*BV&Q1>UIkZU4V4BxQsUVq9G za37zec;S3$Gs71GE8>3VgkX*;+IKy2+m*GXbc>9LkT|hVpE=V_4|;OWy*FaevRSw| zSgzU7hPo3ina2`*uZZmi&s=8E@}6%TtnQ7T-d|WAsh@UjBV!RYPt<#T__G zYFj*Dfk!E)s`{p>8`-HjHNF+CiBCeyYAhQ5iewO~8z{3az-MM%mu9ll=R0{lAM8as-*phr7WPi!PN(*jg{k38n z8V$`Bb}SuPHZJsq5O_AuM%G^J!?{*@ZYO#J!?@@wW|VPXoDC`jS>cW}D8fGlmWq~! zp`~rj3FNUQwh9@uMg6X=qg_t=HJp7FfhLiWxL?SPG1gpnlPhm_1Hy2|%O{D|Fm?}9 z;E2sRdZhB?-o{vVjDiPM+?vSjY5=Uo2`KxbgA92N_`)8S9!on*Cmgf+pcg{T6XOpLxm*XaR*cf_|FJTaWQL7h(j`OS>9JU>(_W6owbJ3TQVRUD27#v`%_~1% zHhE^fZ_CR*ZUw1HLHD*cH)EzBha7~j&4g1p!bNGZ2cI`vWRny#b$bjj%>79+VFkB- zg1R=_`MX+J!Tv-|1!_KO0@MnC^UREnsU7-=DqRGSalpKq2Z7RJJxkKuw2ZVj+1Y>C8>1hn=-a~!ormLza&%%vwr zh8VywwmqrE?V*TDxFut&s;#Rd&t#Y0zP>3UkKlqw3A1U=C3msx4e7*_=R+F&BrcTIaua{W-K zPkdTTx!hgNd*fjVD2WsC$u=m-+@K%ihq>ox<2b@p5v8OIqve23=}Qxw?8imM#Vz;C z9oSj-%ZDIZ)9LzIQBC;Q7i)V-q#!`In=>%e9dFJ7&P5oB2F|wCVKr+%Qr+5=S<)eX z=81dM*t$LSQ6{}H$pmO-ngeU_a->y$fOzc-0_K4QX2GlXMkwM*5OUT*Azs3T&DB&@ z74-!E9ZHYC?S{?gaw`n5R21J7quw?|`de}a%*|IJ9hhf{=8=A^Q>Q)4%`o?DxpeQ?ZZ>fgF{Jl|vE;e;!P zrfJ;QWkc(JZCAO4wW({Vqx4>Xt3E(N?_8|S*M^pjJB zNEp+EN12)L?@1&S;N|k=COOPXC}0O!S+5NX$#KXWkpD0e4^ni+3Ri)0J?GKz-1V*pVC4UxzX0rdCey04L+ zn-M@vK8icAZF+p+K=#G&W<$!m#5>1H)dhH1$FH5exCh7k+98wGVZHhXE+HO1AcLn|VhS^%rz1hx9c;EHwHEOEr zVhlw_=H{5jMln=oC4c@6!MlpZefP$?+~O&3tJI zr?C{uiwD`r!HZ_fX96X4p4phC*AavXGR}K=+%o@>bWgfl|0Cu8UJ~9!aWvBbui`;b z&G>CPn3i?PTAQXpTpRdGHy|k1Tr@uxzvVNn!?##uw<0^5OG)O&9Qr&k{;Vv(zzh8^ zMH>oSc5T7LSaAevKnC!PkB|7FwB@ze;jB{;M|sEr48)rDH|o0P27#8`C}S&)YfAnS zDZXK8w>qSMmk#A(EuDY_v49{zW({J2ZRyq3&z6V9Rt(=FoA^5?_nz@>l|(nBpkXlU z;QIVVBwJV_9V#25Hzyekd73uEil)cMJJgxFAjt;5`gz-*f&yAa26|?^9R|Q;+2LM7 z9_W7FJkzC|3KYocmcQ}#peQ?WG;o2AL`O~x5>&4G*^1)&V`dp(`VWqbRtWWV(4$;` ztHMXeyR1K9Pz((rC5v-s9+A(uxmlk%W0!hHJ1qgEvGc(cn-bb=kWG=lP0_>S75sY#2=gOTp#L!f;Sf?Z-RV9FS@*fh<-HZ8%neZT@l`%cxZt#^i|>RD7$Rm-yi za+Vv2fl!L6`h!~q^bz{Y(V3ZS;!$jkthEMNr|>id4(LoS{3Rfl06F`k-2LYhe~9QW zW)L$lh43YS6(9+5=MFH4+Wm#eiRVCe34ryowEdZ9Um_Ts%$AaXKYWgFj&G>R$0A84 z02uMntSd#@K-CBzuTC*DpFG&DGCHT~sw&0k9p_ActGw1|*XE%FG0zv5^Wex`cGhtN zCj{aWyZ)Lrm4;LptIdm~Thcor8M7L{vWX&-{IA0b&^B8Nm9YiItSr&kkL6T=C3K`n z8@6lD4Jue0xn%09Prlh%>>?_45Aj%&uj>awKF-*glTA+-=1Y4#EUm1Nh)tWcj+f)n zO^6E5zKMw+++bFKv7@%Av1O)73k-S9O02PS$?>D*Ly2GiLyKn@RvfOL?-w5 zBwK)JHqZ=Emxke->ZX?49Df7#YuC19bZ*Je55wo|_X)!ndDYh$Q!Zj{&0`gA1n*mu zAm)rh;-6GhcuVX;UXy-dmv1X9nB$k$1I@*wAQ>^3hXZlakoqjnL482NGOvm~ z&Q1O8^{27gEmxk84=poema8kpr9b6@dAyD1XHK7yNLxL$2mUxS6K~RG+Sb6FoVpHk%M6X>8CqAg&ON46BpbE>Pa2kIajwgcq5{rQ1x=jx{i&{N{F?3r3uEO2M= zP^+b@jv28gZ!@av>N2?%6|jWDB0J-NV6?7Xqas@| zY?6jCv#4ic0(&$=6_{*YJ=U}GXegw1GBa+mvop|)Vs5;7-B^5RIio3}dlux&#QS>D zp0X87RqT1U;AjP-wMvZj1^k!IgUWy7JUL>NUvj+Sp?k$6V19uSA;rf?zsr6AIgZ7Z zF7i6{_TIi)z(Y(5-9WxJ@^W16gCp*DatLw$US=U7A;1G?P6~y68~2QD;Z}kaYrQ@J z$&PWeDtv;gNP7L6*>f^8^hrfPe7I2|!b3HzA)7j-ASz|>j%dgP?%`0Vx9F>XLTly0 zZD}|9p})B4sgfEvRv^FEfGcohPgn?bG5gAt!`NwlPWXV=UiMtQBt zSJX-ha$QAn)LPGgcq5ia?*=hzg4`G6mv^zk@2Wz^*r#SwYHIKI1#kyE4{&)Okul&4 zE1j#w3bKk5zb9_es*IJW7V&vM_7(keRO4NplRZ}R3suqob^~my>AR|e|Mv}ks9N=Z z$!O?*I!o1=s^kBFq3i#2*88sdPiOrp2i52Qk+U#XtMa%qi06hGZ6Y6LLbu-9ye_c% zXl6S3BkLbEkg*tNOWZuo%STFL3_*Cdv5(26b4VD2j7>=Cb1N9xY;wKpZ(m&Cw5oNT zH#YfdL40!H3l|p`!e>=!Cuhr5JK(+jcJ-rF^7@}Ep(0jK+X1&uUJ5>#^>~-yv3}YS zJ&rJ9|6!}aTP{HlAcd)}Gl>4*zh0H^R#k=mJc@8b7YQV5KNxVGe=*6t0v>(vt`m6rrGI4==JuwgvB=MTB6IqE{$-lP~9R-WAKv|7f*3s(v1#Z0%Jo*pg@9jCA z{$V`(_#VX~BUV#WzY_ntidRo65}aHoJ0BzL-er=JmhLMdEi;6O%hspoP?wtDX@9C?r_MxSU*)Jq0HE2czwb%*MFi`CJG0b4HSOI5;{YXDrvR=Aq-s#lJK8 ze8$=_qJyJf6z{>p@YM-}lEK!$Ss-2=93R~BfZE?yN7;XqC)?tEHP660BDNwd^o4M2 z8O;1a5OTm2)$3hVn|BL!n=XYkZ<~s+tQ)&TbZ?}Ojs5-S9eNU}G^2%gbm_i1vMD%h zCW^6XdJN3Ezml;%2DzucXw@*g+W%_r%j2P3`~Roq)H!XEimXpKDvBdYS;nbE_AE)( z6GFC;Z7`;x9@#mRWEm?_dVBrt)J!nSuXVelg0$xBHT4}qh%C>@pgr6^;Y0=#+b|N;5R!n1(DJv)EAl> zLAiBAN{aA?#=NH2G+c=<6ZD)Hqm;5XN_<4=YeDCikdZBUJ;$iEHIEt#S6Pz}r-njCbB2gzE>6;Vrb{x--mzy6B+Oy|yX>eeF?sB#5 zw3t>PG)HCcy8CW_*hDFr#{f|?!)mDgTO5@)@5X?ccvQz}=55zdb=MaK40|JP8Vz4- zCb)RJf1u_HUN`~F*vOj_XSsXBJ9bWxiyq19zkbvwjW!`Rt_Oedt4%9Y%WV66Uiy=< zXu_2g*H81Sm$0|W)2|eCOKDPr@(;8s6y$hmX{sKSk!cV(~J!5L^Sg0T*06 zwAmh4pDkQbLFwo?zzgyiE(kOOr>&jCo2w&_5BOQ!b4|1=v`mUev6il@Y&i$oeE)rn zwatx~$fl+zPehXNVNj3N&^mi-&9%F*5k>LAvu8uKckJ8&4Ibh;9ep8*OWOac*W-&{ z^%c0$Pr!y$211vcE*_=s6|mnpzpdWbth9e(vO}A=(X7j+3!tJcvBHh1@-*Ys;ZUrE zkd)+BaUtgkN+AJzf=dZ&hksherO(bAUGMgKK|yc`yrhXq^LV#8FhDo+CyceEeEx2gW(XE@2;*@|SC1wI zHG!hW@9d7e_@x|SaW7LJ7)W)yuZ(kNuB@ycasmdMN`+Jr37iy1&j`OQy!J~QJB$S% z1-|_vIMh0s9A|B97dttb|0E;yAVW`)@!1X+@zx2O=6j1z4i>zfb92k;>V}qKQvvqs z6XYl<(#{Coa4+@w+`Fx7Muu@TvN?vB&Lk&3uB=OeB(ydQE?M=}_fcr?P@; zfld!#g^>&ngVjDpa_gY#{8(4Uyt_neS;ToF7Xs8J9tsKZ15cS@(C)&3gK<&0DSr6} z3Rk+Y=&34}k754A*!`Vl__8Cd3bk+H&r0_vNkZd|ss?)UdklZ2EO z7dM+KIW~88{tl_yc~Y?i1hZIGiv!9la&D~c>IMr&&de7NlaYbGR^g&IdWrO20=rTI z!kZExB!PCo?uMM&ivP~1lv?+7p(bT)542>9Npvl)udgQ)(dpTVAa*J{ee1^(a6fA6 zltc8J(m^m|Ue{j579iF>2=Ny2Z3oEJ@K#v@M`1}w8^iQ5ASOx zIP&O>F0Y`4-%W`9C=j#u?;qD=H&f-`IzZ2!%@WXb*!)^qR~M3Gt33O*9_|&O3MLfc zv}=*TnKg~7EPiA_2ec;c^X{CajIg2Z5WE`FhB_nYNq9f)FFG$K7BxtwiCue@`gvd=#%YYReYDu`e9E>9w5U%Wt1T|w zW-~tqeVC-Qyf9b(WfAI9XjNoZbX|!O1{sx0N8mI#@VVSVk-^XLDE49pSjF*r0s=&Y zr{}yf!&Oo4*fHnvXf*L5k`D?%v3t9t$A=G6ksAvb8|KzR4+Xz3HX$^xSXap z^%StEwne>8`IfPhsi`lmUfltK*&<>%sfLDzWP^Og)vSKCv*R!n&&^0HD;}H_jq)X@ zf%TP%jidLbIX1Q|_OcZN&^A3NTN8~Rp4861Tvtmqxa{w^MI3xxr~dk87uR|;)?EH_ zmh@I+pWtGF4$0?CR#n?UbsvzWave%( zl2~Wb;GoT?IgCGA7&7G279FgmCd{;h$~6<6+{ubDtRFTa&Lg<_t4pht6@cm+GQndiYrqAqs!eIgZ@ zW{Zcg^pDPdo^c1R?u;<6&`*{_COABI;`Ji~y&bI`c&41g$M)u#nVAHE4DCD>?y1B3 zOqbAEPoh^75-u@{tcoa$jF&95_uhH4;$D)Y@DlUVmc?u0Scg(f2a++5c0ZfRs=Ve2 zT#czOx(!ZzAWg2XT+gB6V|2^3o2f}4deq7CRqyeYReNwcDj-IBy!i&c$PlcoAx2=f z_0x+?p##_sz(~nFB1#A6kVFn!4Ky;=inUV|o}U+^Gf-?TV7{0>ewgL7u{^swn}Tq> z%T(opfaIpB+G1y!(e`yXm?S)VX*QWy^HXJIYuTHs1GbY(Wvsd|ro7xSqLb5t@8`DR z02f0H&)pM77@Yx)x@eKxn@zSSt=6Gy;DLs6IV zLxFw&x}Xp_v=@Yn^4l*WB}G=lRZmvs%zB#@S~8kS0BP2v!hfM^1rrdLrjr2QlarGh z?BRh>BAMH=QEMlPA4?yqy?Fs+m84rPq@bWcA;E)!q%+%cW~($b5?)$Xk{ple%Vcy7 zVT;RpsyeH;)ElpcQUgJtim{dl457Mu+{(&OS(_&ZMX(1_OUI^jP>D-xz`rg%hM1)7 z4U;-@BvG3^PiW??qIg))$T$%GRng*lI&JAmwbxlZcVixm)_pn+9Kj_~z0hX3Xd=W7 zvat)}A=37*;~bFGpk8(7k)B3^FiwhC8-il-Rf#`K{m*mpVM=p(yBiUdtxL;Uh*EUJ z9UD4q!B~k)Wzmx2!(l}R`J%fG4JoBk;zB&h$x+U($T(xj$Gjd&hd>Y{JwSaI5($F0 zWu6~d4Lv2QuVP*pjZS>3mf3oF>Q@N+*@Ujn!MG+sQpns;K;TpIjtIz+QA)sV*2#Z< zII>*;;*)^}fxl#Yg4478xePMTmN_%lu+Ad$BugC~P5EIql7fOcVQl&{(yqvhn!&#a z66!(^iOq{C57J>9mnDR^=rtxJps2yA=@0rXp;sxPQW<$SE<6N-|y?*dGGUt z(?B~#kFxyCImp)2kFKw%l7im{xP+(E9fhsXnOYiwaAz7WDwat*wtg6B1jW~!k`AnoqK#5tr^K%eJ-LssJJ}qjGQKml29ggIlIfmMmB- zuP8}*$vWLeYu=u!0Q?@M-T={*XfztE%cKnxEss?`IlGc?p&S4^*QeI!?Cig6(BC

zAof~4-<3xxfR=D~dJy9!$+Ma82(??%D=*sP_=BI}{dbwu_$qf@z+udBo~ zHKkh5J=qr~7N3yVyuKa`hzSvFgiBbsPiA^HeyaEFU9}0=(Z5Cn0;#%Kyt`h&Bw{Z9 zz9XP7pCf)M=j$!eYcG*DN9THunU;8QgnMIMl6qPNmoK1uY5?b)7*Hd>xj%aUVK{-s zWm!8o@CAqUwSfvTmEm<+KApEOtR#$-STc~q=EYXd<<6&lr#ZS0XibZ_iXX7TW<~u@ z)t0e{OP9Lb<;;pL0cj@!k`x>17oU`X4#}_%sXZ`B`S6T_7D|+n?r!$j;!6a~4n!vw z^_Ncc&iCt4mqUFN@f+iD3bvP0WXpQob;^7L*kXdoZIjZ{&mBnBDQCp9wu`I%!cB+< zS{1S15t>j;8D7Mm`DwlG=;E&^l#x*)CJ8C_=J|+KCn;kqyJ2~n&i`F`|8OmHD<+#9 z2t{cGqpB3ureV_GhHK^?Ak}Xsx`2eFtfDoHKgU)gBe5`Y`w8>h++01AM{|eJ7O;*3 z_{5RluT&o5=@KJ1(1O0=Pr})JZRU)iufkBVl>o>+F1%gp%~!3f)*_-*gL?{==8SoB z7|FzoNFL$KL^?V^+uzo z?QOqwWXrF#!I6^2@sZ4%?2U?!eZzPQa*U$`A-1|&jXv2^5XGfpnd*6^pFrG%VoA4aqy9)_7t z&?iiNj2B6_^DR9H`kgZ~?(r1lo9yW(L722E7>~OSoguvaTm0L6rpUVAM$I?IM(C-H zMYx7cr`00q{L#6mupF(p?vcnbycy)nhuhvUKWo=#YN&h<51vuiq|E@%~sV1ws9gwBqS2gBY8-w#K3d9F84KB}h;#t@;nZnuvkShI=j~#khi>%wZWkUYT%OI)9 z0ilUnSeDuGgCK1H=1r(OFE72Z?L(T5zHVLHGyK& ziPkqxHMO){IaqpA-diyfca07!h$*8#$r9ICsw7GBD*5dW+Ron{Bt}-L$_}U^*W37q z2lGK1JgcpLk4d=7T-H`Tbkq662wLd56YU~!*Xv^PaCwK$Va2oVv5vY8U`Zw!BP3?U zZ6p*xNn|LZ4_{9J8(z`9i6AJ*cu?ZA1XGa)-o?-BaAJGBy}X(i7jYspN|g;y1!h~P zojvBdo?WRrA_$^AScwSQ$W<4W^p-qEhfq5JJ4|p&kq`3(x82{Stona+-_wK5aW@*C<{hjB&TXoHwHsr!|-v>-bP$0=qanjO9H_`mrB-t z14BLA&y;ySnk%;*D6&n>Q+>}S5|fgE``-YT=1z1@kfc{Zd`Uog0mNO;A_-dMsE$t5 z6Od|B0%z5;NzC=$W3|aMG!(BEEG*y+G7gk}9UZ{jno!IMsRgv2J zp0#qjBh)@Gy-&9u{V)j@=TRK$P68-^0+3%6Qmx5D@oyuzLBW|F)6Xq!65#$Y>6}(w zxrYe>>P~Q18kJXK3GW|_A1=hT;l^-6h?{F`Ye8NMmz$yzS+3BfYOg$o+!nYbHh;OQ z(6Vv;Gi5h^%hR5IN8}+#)M{_x8fTbxSB$_K23ogaK{s8Ax5NU1z8TPP!W6}T<|HkR z=d2Bs5jPg-ZuEhP4yS^yXiNFPnKhvK5hsXAxyiC-MOM$PHSek`Ppe&BNQ&Tc*A9-x zXl&GW0A-FZSb>!QkfME@c5W1GzQ;aWSlb@sWu1e7UDWNRrsycx1DUq2_ix|18OMIw0Ms!yDTm8Ps!0|gY=;|0b|H5qR$(pWB{IaX z)f}}5&vky+d&fZSB*ekN0k1-*hFBKSjzJvtfHb1qNtWU?UCc9|MUsGL#-4rqbQjBQP(q{7W8hMx_!vGuBD5 z;if{5!4BeU+8sm!+5*{8-q$4wEiGbaGd4PwHDduwj6vA~bOd+T4g#U_`9%QYCpBI9 z)L1jjxQ!RBPyxf@BWKJ{&!M8P`8g>dbJXxdBbbe<>$%IxP~@e%&e7-_|4vWzW4f6N7EC%u|H?w_DVF1gvI=>Lr?RY$ww=l0?Z zr|-hs|4e87S7%2bwC1Y}J6!A^%J&!Er2O*l5A8?Jg1PHF!_)|%Zl>knUbvX_Lj%2| z4{2+sOYDz6O!Atex|G4Ejkf$%@z?)85l-q-%z#Q#Yt`9mOS#zD+Cy5K)BNxs@_7qUxtb@aFFWkeoqt77-EY=tCEq_; zf4J>N)j!%N588)%p(NcyN%c+thv5#QWw6=4!+)LDKLXtU7q0wjs;?(6EiJ0wP08oK z1bby3^PtaD0B5x6_23~lyK#P4xE)^CSqXyQQmVDW-SurOt1SEmh7IjJF~FaUALU*Z zX#<`pA8|a&uk+6WH&Dz38J%=1jwHweJ14jpZu`8lCweBB@+@sL&6znd8=$^4;Pvkl z_28lUp9_28j?OJ^70D)yyAC9l0zc8}pJlZD#0q6ceS&KRGU98F@eqJTQf3Lo{o&jP_nO~!&BV*gjA@2AT_iZSO}8<^wE z%#LdIA#mf|4H^CCR-_ovd_ln`{7^!u{n*s&Z)-JNqd+Mq&Qku+q=7g5z@mxF(tweU zj?3xUmZ9GZwLk^+y`HlAI*s^6wKX~3NZz{IX0EzY19;Vdk-B^@`Xy!IO~Dquc^-ds z6Mye;&FxG}SlJu4?K?}6mJ-@T52Y*>DJ!;$*8K!exgx4B+ojor1K$d-{g*`H6}Rr> z))z8qZ9^@K*v(Pv^$E#fER=E*@nP8OeCg6R(8s6dd#f=7`}?NR1J6Jpq5sIY@c*xT z9hm?8`ClB3^^`N2!w%mzS3TXtzc_dPDE~@H`)vn=AjGlURb_Tc`yzFYQar{c+~%t&W8U|iSGCh-@Fl?!qHPUdi`G`YwgfIb!*ZPyi1#_O3Ifn zU9Epr1A+9P(oeB4g#>BIf@}4Y8kBjJt)mKm^eo=v=S%ssbRydQ68_U-Me=P&f6(Fx z*NP(=3BU>9TgN&pd)%`;YK-Fk?3-f$4Tl`?WHJzI9th+9stho+PIuMkcM@apB~kpn zUnTB_MCwAqB7;O@;P`Jr@iiVmvP1hf5@%oG$+hJmzcdTCya{58{t> z4)l7Ql9t}sSW50Y{%!8~kN8FfXhD2*Rr>n+okMQ_T&X|;D49$~+pw5LVav3i*~x>> zVNNG?A4JIM=X9TGy3$I1u1zW7(q%(s%OpqQd9i|_ch z*OR&!E3MEdR}~PT3PQ@P$=1O3>}Uji62DVOs2}%9f!<@P-PHI+Cw@qbx@O)^iJInpXOuV!Q`1E9a|8_sTXb>$vP(APCU0 z_I8t#Cl&cNXU)*{UnI3cKQ9YKlxjgnO034U-B9rctG*YIHsBCOdJ>AQ0?pwD9%SuG ztHICzu5$oj9Uya?0pof)?=;yw+SIk1x`uXb6wn5U8Tu6tsFSwT0+ zm9qNdY1c~?10;$1(lJbCBtJKxi_+tE*K)eMhrFawyyM2i-z4U1gWa%ns(oFEimZE(bwJ>e9*B zVnDXQnDUL$!j77_l^@pu+)UYz?b+A>5QkSIFoLJ8S+}`2#|c-IRWp6aYv^W^y3kca zOL<^VdpN=S^}B6dZ_j9m1M8F?;5zk@F$~r$Sh2^b3=bd0!-o&=^DgasWp?UX?wcCX z9OT-K_{8{yTAWq!NEkW%=OmSQ-|_a-M~yL@pIyhv=abC*=0fIsoNVuhT>hpzL!L>0P3BmlKy#UNONh8 z%XM-&J>U#;w6l(XA469`-fx|x1hF+VHO2V=$rpd7wS!IKb^lUl1VUrvBd+?BG!p3# zs8e4ej?-Jzue`DEg#QsDz-P64(E%JSk0WF9?*`R1`^5eYHWPbud(JvEjCtj0#>zHi1n?q%wkTK9k@b zjss3IPok5P$6E4K$}pHizz}O_>DjwZCrSYtGJi>M@m9!b6(QhWfp$HM@LqN|wJh#+ zLOR2Lqv%N)Usm+5#NP|%8#!V*!(&2#H7=?m(l@Yv_-As<2N(SAP>)q%us<}F2_T}`zOzZSSg{gJ|pt~TY zAtj*-zi-x3eq)IVZpfhLaH9O=|KE!G-o1O8dkRbeBJJ;Ap|y8iws@T(yV`703;#Ij zM{g1~b@mI>TpF-*>7K1pQ$6U&n`#xA0eC_*7G?^a3fa4FZ)0cuXtGoj{vCkoZg_k7 z=qwojEGa1o?N{FLs}>okrA^i5M)e1gFx%@}4HbwZk7e~$GX>KvH?DrsIQPqb(`?Nc zFFBz$S?SxV?W-bsw>iH;H`a463Bk29HjbMkB0N0vRxh6dyd~dnsgZ<*2|u?fa$Kjs z>a~$Y(3eV~%rBi3klL;&I+|~KcU4tl2cu(~oc8S7qcgS#^>jBfQbb%N+NmtK(DOUe z0Yn(j?L$X+*{U4uo4NySQ$7=F%Pw-K3mXR9)Vt}kr9qkXejyqkNF-tPoJ^3Hr8qiT z1kggG4R-oM{b=V1eZ+onP_YN}iH zY-mCUl(S;q|GoGl960!6FfgAMP5@7nUJNE07x9WCCGuea7&#r0oNHmLlWAT3{qP8t zY9?UaIyx)DETw>~h=^etJl_Vla-k?~?8CNE*_4;P+L~Q!!+lnD!E|ZSHiqEh%Etf~ z^I3P*hr#sm%XOr|jZtObYbKkV$bFA1Z8dEl02%d^Tyx`~{0`yDdHXEaL6(BI6(( z7O;ZkY}N+Ms61}NY~3z)X-ZPnZ^qeS-1&#Qwz6&Y<(!%^8*inVHCn1Og3@9EQz zg9^*9b09!SdLH7(Wczq3xH^8UY#@Km{G`EhT5DWab7F|u756<~k9dd6_gAOhvH5|$ zwnn#zGIjQ!w|``1=!Pc)8==!ok&-mBUAMMe`26%TF^$c{+bukTKQ}+2w?`mn{?51E z1wM_+A(n&iS{TO3#5jPiaVr;8gBp6c-0^fNUO5NFn?Q*pNWg?I$w1^?dff{@24UF$ z0%@NbQG2n9o{LO^50r#$T?A3b1*D)0#euW-t2VB6bJt>L=T#$9lw`VPjYO%d`7B76tLf^-Qvp^9ZT7E)pQz60 zi)DXk{9I*KBvEUMsX^F23+8%&(=5(cwvwjtJT}`YJ~2_xk-E?uTy`}cV;yIM30;8p z;+B;Tnq+5$9ZvN)BaM!=xy56s>1UXgcwx0^mPMbQ4`Fc#;JCV}RLNNgNTEYLXn>Nh zk3~%jBJ98Pq^Do92q)K}VNwi`j73f~LHAMXq=>|k^Zgr2tpx5oO=j5H-%a4v^?6E% zKT&ggxIGqU8Z=;?RQy}f@hhv*ILV)A9xc4cs?-N zmHQEA$v!6HTNADO8U^}#>x-sYyP|yLCJlgM%a*9-Q8zpF;b=IgN=&O&*-M*`Kiu344;RYGh$GLl?ZE;8j>u zvQeV(c5Zt0q}hV?3ia?X=^dfi%CLCZ|B&{f$(?U+{dg|&`dB)lBm} zs#gm%yj~?}{jsIW4*F=CY|k8;X9U=3_0jJHEIUo+#LKp#dZ)r^FTo%duM@IZv@(Y# zhLL;zC1SUm=Wq^&y>{|&lmO+|T_v&~3#yyF$8&#!724I@d2LmELPTq(Ykg(Q=(36J zF-Ls7{lvM%4^gR}`rKOaM+Uo8p-3LieZlr6*1T}&oP*-t`JjfeKQ1R;IJ?gnSI2ljdxC+J>s#D`T|?GjBQD($wIU)?C4-luvM z=kO5pOfeCS9I2-MvE_5QB$=zAFX$-(q1NKk7t{|Z>V{vyQFwp4aNkacdMfdERxz(Ci zm<(_{%^MLZ{1Y%VbFTyC^goa-q`qZ^{d*=M_1e8}KzkyGu#m-bbax|=I#~Vud9$Lx zl8&7_KisN_9c=iW_UpE5iHU)#AGBP%XFcgLl1HSi|Yj&UkhlfSh$X{;=((Wz9fk zk=c*IS+(~F!iw)|d#p`Pok+g|TKl4V?3p}~SpM#DRRl^-{rW?toPaDr@!-np{PmFR0wDd#YB;qDgoTVOUa*TMroOMs2quu& z<*RXd@2O*BFIYbRZ8JWJY<&0pK+L~ojm5dRt1XkMS7aYqi;!zTK6O*S8hea}#2L}O z;3u--Cipp@=wIz~=gtK%m(9$1F;Drs@^f{=RT&>>FS%|KxSntp+Ba zYJL`dx3fAE){h}LcE5ig6Gl#>u~PEfPrh2kU<%(=ivB#NkorN#lZ3A1${#*9LJ|l| zZN26Fy4X0(A zn)mz7ISwl)(E2>^&av3PeMys6zDM=ot`ljk$8*}qA>7&=vImNgH+9=0n`XazA4$+Q z-N!NcQ^ltyZe@Wy;IS$`S32Z4^XFjfCFY`ZRA+tR9Vfk2s)|YFXMZ zb*2?LfQEdIh~y70$$#+?m^G2V`mcf> ziw??r)r+x8jV_Td=I;d}P0>Mm4{m$hJX-R*vi7sS0^iV}7Zi&3`(IXk{4L&_IWJ$+ z>hC3LLq9BQP5Ou66g8=c(0v_!kdyjHdph)ywfxOt^c{^-#D8XbbQ7e{1-njLI!}$)pn{ zQHRh5DTj6`q#Cscl!QDskaM~5*si~KWV&N;Ftqf_x~;3~)u$Z@#8Q~)={?0IC3Q1( z4@1}feaq|9U~Mh709ZVqYMB>40&WdcuMDa!74=j0IM@6}eG_V8it#WW@LJO^UEW_Z zU1)wjEx@YQ_Ty8 zt(M=M-@`N5m|gX}?9Iy8%Z}#H@BOrzV2s1{VjGK6a;7^@qAc~j>my@uq}ExZj@eaA zMXkz1+}S?0gBTf=0T5dL&%(x`v(I1%sDJeb!o*dKEtp{@OfTwXS46b%UWj4$uiMaP zGd(_;ehRFat1VF#NpKN~wSMf>^~53nI_8nV`_7)T3*U><|9QnIabjo0E6l4wN@6H3 z`(&%R=3xuDhshGmG6O?LO$ZzJYeXmxFZ;ey=JYN63Li23XQ{9FiLe48gPC&Ga}50+ z`1&|Let%{vVR_U$;Ld^R{^wI_{11{OzlCMgOviPRYgJ G?)?u;QSA-@ literal 0 HcmV?d00001 diff --git a/book/images/getting-started/trae-open-xquant-2.png b/book/images/getting-started/trae-open-xquant-2.png new file mode 100644 index 0000000000000000000000000000000000000000..862274b964c4f753871aa30b65e09491f9079f3e GIT binary patch literal 240147 zcmdSBby!sG-Znh6gdieaiU`srT_&KEigZg$cQYsgN(xAqN=cV=3?a=hga|_oJ#-Ds zP&4x__xIfQz4v~O_x=A}$IP*=nKi5{)-TWBdGYbNmg-ds777puboHs)14bZ&e za)lH)6~F$T4g%c-J$?M(m0#A*ysy`*$%Wp-{bBATGqs1I#8(LNuY8~0co+MP>4kaq zO&^k3UBRiSZ+964ryT-Lj1FEB(-M>9-@Z#hapfz?Lrpa`wOkxdY=FBvpWyBL)1cqY zLlSoTwJ;^CtR}}1e>Ch}GCSUGFo|36;-bKw~uNRaFQ za=eVZ`~SiZPAAdC|9hTqq9!)KRrSB?dDH#I)5256O)k4mQHb{Mqc}1~T~RZ_g3u;YI%h{sGVoPBkj{*&?ZSF<{Q-+(p&e5GjOW6$Q#*R}L`rEGNr zx0{wF1tTqVe;`E)QsFzji*3h-AY|Q-GpB{MXU%FktHo$U}6GZP@acO1RU@Mg4y|)%uu- z$iv2jLRyw9d)7N%*LreShH^#6Zjf5`>0WKrBkGV!4I_+9=89x5op_rkvng04oiz3V zZqGHks#-M=16lex`09W4$p(F0mk=UDRy0w(SozO*elZi|+^k}chW2*GIK9s6A{V{j zoREnaE@PW|nqd|0BuobX{qSh_w@&bzVv<`Swp`E$6ok>gBwi#~)+v(wvj%@!XOT5< zcDCVu^m}j^QT*;#zJD$!=zRUsA2GlA)BfJL49`&-KSAyhMMsklWqL{w%rR*o6uy%a z@j}3jBW%!fR(Pry>di_;3ajtl{ORJGi*WJ$3o$Y66634c3AzN9FBJbJUN2c|Jdb1(^+EUj zsu=PZ|DI|>b0s%18!d~5wVzsDoU9FfsOK(&_URPDscQ#37)>)pRB+2YbqJ7^4jQ5t zZ@<1LA*S6hmv*tg0T)~~qL4ND969gMx3e$&)VV>nzvjm4pWmPTSJ%Ahz#qS^eqAg7 zFV)DNcsFMM69IdCKa@FX02nT9g2(g@wf3p>eHiD*zgMK+q033iQpCdpkfu+I_b;&} z?Tp^fLP#2#*sP6?9xNf~7OC+muP*B3ckbPb9FyTHspnn4J*pgf9}i-QQ1LkEx1=`o zJj9@gG^U;RAmR6uIB}%&g7kmS{7*xcnSz3{+Q6w!F?J$u0#GpT*VQvut{m{n-2Gl( z#LcBTAVi0|dN5VX`;W4E1RO}P97?cM%Vz_+dX1i0??kNV^=r7EE>2ObeF@R{h4gV` z#1#5x$uAi$3cP|cn$dP?9~n91(6Qu};4GAHdEeeyTl*gc0$TYCe1bK1FO7)=8CZo= zqdzS!&g4XWxZx>hy2@~afKBIgYR}{4YLz8mT^dbz-6OdA`m9A4UBzkbkNRL1WxJbM zue4GrGw0t9E&W{b_>J}|>9H1lEy{d|k+8hS^d?a5ui<;J2ow`$0V;3pcUQ$~4I-U= zY)j=TI*pu8)0P0#?@2clr?Jiyv5_GjEMAu3PVnwedtc#1%rv>|i98V}?qP62AAO3`)%tsN$^Vfj;D)T8sZ9-5L!%t~I zj52de=3vhg{rS(=3#8ezw0NnDh`_0DdudcR^%1LX3%yHpEN z=I${b&nK06HCi)Q;IBb>Ts{j~5k7;qi1R9fOjbwZO?d}(ZBNF&cT5x=?TD*OcOZ$nBYFi1hQ=NR( z@2~?`@|O9Ef3(SC?%#TK@^0o`(uXEX7d&>@m|F8_5&+F+zb7M^+$z(0?DzZ{bqih5 z1i1}P>Oa?D^(XwsV_Apeg`CD8-A(!IBjvje{SG5~&^L3!CMA~wMQsmT*jt7SXD4JV zg-uSr0kd(EVjU3=SN!`vak}0iD5cF}6IJ)=3Hw)|Q@=(NVGQ04FEOh8rM}2(ju1=a z)?~sI#b_yXHhb+q^eur7`Acy+No9ZcW39oCfgpwT;77hQ*RjedXkjE5DK0+H-%os#hbJRK zZ0ufC>>Y0I#`>bW-fBm`cg-qi>m5uTJ^#8Pa8B5I0cwo%Y%;k+^7g9|@!Rcg$-idx zKj&YGLIcKzKm3>-LoV2hYA*-FRPqvp8MFEd7|kEI)H`dPv1zMJ-aYQd+&`2aFr4{nf=;rJRKuw2P>B9S{{lPl?E~j?VtExF6IeZ-A6E8%se` zkq1sspIAL|)_%PDxmKR-1_ML(=W3#1TpDyeNxc3)M)s?Hz6B#1as-~P_084JgzwOV zPQD@P*z`IY%0QgjKwa-SvcL{n_HW+$3g^p3ZN5gOSogN0+Nauw%N&_yzL=LoHy;n@ zNW>RQ*y_Svy9=RC(?8OI4`Qdye|+~po&6H~6Psjl&DOiDtb9z;9-JmR$JpG5wDa0H z{o7K~(iWSlr&KJWM2akGX9=#*P_88^wQU5Az<)kgrQ_fry|1Mu%$%NHW{l^JW)R_( z7Kv93#E5OJO*QVOWNu8f*a?|Gowur+NxRGy0bL=d?nUfq`=DuUhc9zb^0|*zdSl-N zMos=%)jV_d?OKRVBpO8Zj0JeI&d=EbgpHZ~wqgu5vc;kkw3Q#sN|kFbmHk_cmd`~2 z%2k<5_7uQ$l5u7wHoaN}&SgK^aeLkCmD%3QU2?YDlGs;2z8lQ$PUz}`S@d4bO6cAZt(%4ws5 zTu?8sth~8+8T48Iq@lH>{m#-tB36}C`h2pwgjDcl{EntP;r$5}+B(I5ys9j9(F4$Q z5AK^FwLy(N3zKGEXulQ5*M6Hj^NE_xcgVnD2@&gREF_OD#M86}W8&A{WYrp0Ke<4= z);+GXUej{A&;6Fvvo6l}1$K1j5sji3p@gElE)eDBziwFYkPtHBW}6VB;|YFfWOV*C zGwC1c09wCt?x^egbwLi@HT_OImwrk*n3P*#FE4>-%IiGyV||{cx7HO;z#wS!@L{bj zzW-SV2?AhEWXojZxv997M4QLO&^OqZ!DMY(SIL}Y&73<`z!htE-%6r9f1qM7y&MefIZ$qksHmAA$25 z(+SPW*P@Mn6_&0Mk~=RfA@Ue}YHqZT+fxexrP!8}&m)JqPMAH#Al%xGyVUr&fW4>h z-o1ipiU~OLM(-+jAkDRIRX-slCx>cvm2LC1%$u>`B$;GdbjW;)_HN0~ znlei$ReaR%nXPvovAB;IO2e!Wg5HG@I?R{Q&-(7%J8#1wQ2p1;z3b zS){~Kj~Jl#z1lb$D>IglozHdfdfQS-1CImFZ-GduH-=)T%qj1ytXul*Xx#d0sB;-- z6m)j(SXt;_D`Qk||G>nA4iE)Luz6o2O>a_CQgpXvWwN8}%#JKdVRkJXJfw#fdVxL} zyR`^4PJ~xE)FP+z`siF4Qe(|2UZ$nCge#X{47f2YiOY0?2$-IVMouVwq17kxUCs)% z-GlvG23uU~Q@GP*eJ}CTXls2D;d4w%x`O?{^4D_nfG$Yt<9bVtW&GjOmKHz0Lzd?7 zJA|Kh?=CNun3p<}@--#Z*u5}eIZ7YXc=J|TaL z#lIQ}Tkda51ARRNDJ~MMQPAex}3i{`%SmtF|Hf2?|Rj4XERF zoe#Ng8+=~7V&U;y#3V=VW8XN~!g5TDx{1P_*>sPDj!L*pMShkoGTrn*8e@%%&m31? zitK{8O->hW9=bPW-7t)L<4ygKcd4^HE18V($7=EfpBpyq%KH=^ES)|Lk_q8z@h!?Z zI!i7Z(FNh|1V-CkWNeJYIAOt`%Wlu5>zObID&_fVSn2f!0GYNrwd-ohG^JwS4Y~4| z8Cjy#A*_|ZrzerpzLzp>NI^0#q8DT7xxnFqP$18o&?;;TZFp&mdX{-h(&MV@ewJpl zA}0tO_ECElp&404tbH*V+ni`6uo$PwnfQ8uaIqj8aRi0qx%!!&-}byK7If;S631qk zXO+UF7;tZ;FJ76?D*D5#zRoZ*cmr73-`^i_?@6CN-M6>5Zwii%in`11f%r*9Ma3;D zdM&cM^KBTJtluIC2(`Gm@AWxJ=?7>5-;QMS0ncX%X~!ij9JdY~GN0^rX-G;%R&cwD zr(dC@B)TaepQ*_zO-nx+3TQ4}iHb408PwI?EymI|h3OwrdN^?V-h&4Zh>88cQ>&}1 zRlfUXf(!zHn;QM{fC%K_>FF-R26`V65um3ia`$e>8*h;sS~j*FR1Vxp>IfALA;V$? zTHC*UqH03%z6G0L%Z^;o+g1_oMP_BcU5THbi841+FC0 zn67=1dqyUDL;r>_N1_l3Gn3djk4(vo#6m)1S4#Qp^h-92-9UK3q!QYz`T$t~dLJ1+ zUaLCw?84UC_NZ$^pTN&*I665ZJP^Gxh%bb310mFt=+v#m11TC z_lieTYYC@38};wY=9JI#fmKFA_gsI+0AZ`D{dY`o1rX8_$kdw7%DqrL+t`Ar3b5kX z&yMMGE(~nKI(6)Zk0_`coF_6mr>-9T0MwxH!d&%fwe``%^B}2dYI<-;^9JqoXFY-! z+!^2OIj+S{+E}FuCC#I|%Nq8qGH)k2*LTMZUnc0jZSmu2R_=@#+}F&didQ_nCcq%F zHb)6VuHb_Lp24yc5=Kh%RER|V`Zc{af6tfByEG&wCFv|3+A2%jvixdo!(Q?G>|NNS zD^!BzS!ULJT+$b6O~Ku_ZwK$?rDkKQzWR=S(^cPN^Pypv%hoMN{T;Nb&Fg&1g}n`P zSgYTiPVZ8s(rnf(c_nVw@#@3S1h03$~X~;W6n!@ktP*rPh5Ui=w7uG{9y?t;s(B+%s1e zn==LDraJ!PAuu%Su~H49UK4&%SyE_&T7!)0kGN`N&gfY@0}IPD6BCozI71&N+Ju=Z z?`^3Z|8>IRSA^DzOUspI~(@DL&LZx!L!bisnzP2Vvz{#76#v^{%wyT{+ zo_4O%^UIsvY5L|X*}lF0v9i|v(AI-XwZufy>N{|3+a>gK<>oBL0~lsyGi&*o%%#!tN+};aR+=tFJdA82z=;-(#4HTUo7Lh1Td3Ik7^IticQn1{-u20<> z70W73aB!k;UgL^aGV{05aBqa~CPs^_XZtREGnBv(Jpsa%B4Z4P5>n=3X9RS-kBF~? zoY%bbMNi*xogdlI?-K`77Nycs&hpi-Q8hG1|HObFvfc=%wmh@Z?YV2(vld`Vf1LTL z`rTM$%8hs{H;gCqpNMPE@zuF8meW7*>@Jpu@Q`=ZVja_Z4>zK$aTBMIJ01PI^J#M9@?TQFd$~qt~4nzmAOIZDO+G|5ejmXXh z(~JVf=MJ1*PB};>x@^aZ<*`c6kt3fYDrMZxDXv{vx87raahueCKIs{YOz8i_2Sxj1 zyLSlwL<^;@m=o<9E?3_80(|KFB8cdi>dhe03q=Pz^wkC5t4<_6y0BDw=cW0wwH=>T z(MmUg*>Q0{3EOMXORXK*0;|dM7zu-FKRz&EIKnP46Q@i$e1pRZKXXji^jk%lsDA8E z6Vx^>caiy&X46N{N3)vzhU98rAXuf`VL}bMewPKoB1rgH9@FS{;u|O?fj4)t&^R){ ztkSeCqHhoUeXgA|L@oiayUUqUx2tspD(l-?Fjdl%SV$meE5r!-cV3?`F*LS>Ad5ge z8v4lq0Q=vg2^L913cij@s``vdlmOyc_;xJD{zZt)cG2+o&8hO(W_J~}9_3dwF>Rsg zks(&5ITt)5<7Jw2zw)QZpfyo0B+^UuD)VV>7R(^ZT3pE?sOp1S za8gFbGduxN>$_Z=HhgDfKBwGIvVBP8fHi*uEEkOJ3ET%S)+)gwT6_$1AZt4LJ$vT7Ym{408?U6|<#mII zj9L&gJ!s;;mi*^EoGs57ip&MSZ4VaV<>n>^oTCIx3Arf`s9Vl~NJpdl{`q?_LHqfZ zqtEV)ri;s-7_5kYd#Vzds4h}jg$3g?2MaYbPxo33>6JteC#Q52ri_2Xq8TMtQ@#os zHG;rkJWIB(_i)B8wOpzK)r+yPYc~3?a)Dr8TM5_CmsRkOx~TE_5=@i`fLNn0K2PnA zD4HMY;IukA)@})HUeD?fIV%<%)LvRUwqX(#ZB1wyv_g&+dWmS*nVQLw5;2Ln`KSrn z#$kQ2i5;%NR0NzF>V1Z-B|%8fk&44Z`CLz_+VNwiwv8xsc+@x{s*}i*lu>0H zh{hL!JV}9;3te3g7XmPk#%XLoqvF*--C(Kg!jni=wyE`^(@!NnAf@ooecH+AIvw3< zpr^QT!~SBio%t$|cIO8+MCDS-!k-bgX3PChUbmWUaNL${R{%cP0nkP=`m6}RJ4NDp42-eY@~>cXJ_MQp9H1PV0fVv5=vHn;WUlvg_^q2z~<2>4x|s z6$LYg-0pPdoZY~P1(jD`8sWiM4VB(l{D-O!S3tijv0-)`!QZ-Y6Ubog+V%D)*R{w* zlq3?5!yLSJ7h>I$dQng?#QKmB^X_*#bGjM!;gDd)wHr)78=tPsBa&Y7Dx3_ffy`JX zn(K@H3LdzMKC;W}ocg_m2Evi!ReSRqL`4mu$iZ1Fe#TQ%Q=6`EMyEa78=Gm+Xip0uTtzSPR9f*1E%}9o;%I1tLa-TlSNC05n8RG- zi&(SSq!ebIEYYW%56^^b5Qr^bLL}wFNJLVRG39K{@(Xd#cJvCNl;3A zg6Bgk|N5Rok#SS=M;(!a@1d{1#;JY7X*(_j1SEV%Pu&fF>rmfiTCEMl#F_( zGk%_6w7H2EBWd2-w?yaen&bCjf#R+>LhVz`Kp#h;PM-vUn!57O?_-q-nW=rLI)z8S zR^qQQF?CF6$5?D0=>}n;uZ}1wPVJYA0BC9iK&fQcru6E&TrYf_gJ*{Hj)f|tT;W@t zHWzwc6(#4te4kAFiSLp{nMlQuV(eB^{kJ#i=Q4P3w393=@!u4INmC0GS=^k=8JcB| zW`>V8uB8|&Ms}RHXt|Hi@ z_}DMTl{rcmt{h&b$ty6k)7yOVz6S?wdr|Ga2_k=Fh#T}YMB2@84`K9mbC!^pa* z9_b-EO)3)UCI3$SSMTXu$JH5Z*`B60GlAL#*994DT&xFZF*Jp!TAXdjZ^S99rq`7> z8kl}56PEdpKfm-U^%+$s?B4CB#e)Ch0vxrv(7*JqD$;%Kko)NOQR!2T=tpQa7@E1W z-BZD6Xwd+Mri~g2e{q!)+~eg-AAd6-_=@$E_a$BIWp&Men#9w3v2X#3;Z#mQ<^-nzdh5~GjLd2A z$JUL5c3RI+iu571weeNf120{gH&yOd$QX0+ZSwPIXMD)by%6|ej%cT9<^T9c@?G&E zde|dMqRQ5qInTJDJwufkH!>wo+!Vym;dm&96(bBXPD}#O^zUx%$qp=>u$GmDr6pAr zkZ8d15Y+}Eo;NpWa01!p+ed4LNj=2}%3R9Y@d)2YIHrx~XHbIOrunTf0q7QB1wZ*EE?SE z1b~Q=b5~|go3fkm406&&<)a`a*(3SD9aW|jrDXEzuu>|5O5vG-Zim{c|*Ntl@_Vqlh0Ef?=G%hnsd~CapI@0eE_Z*LrSqr}jg%FHE`F@=P}>^Jm}KR*Xd4 z(%>`6H{Lwp&(e{i1rkdJRkIrBsw^;J5aE$;dvo|r>gnCS>EM^EKL{*5%_7rg}*?_xTh2>mL#h z^D2X~GBO5x7|n-AvgMfp1S3@YN+b7Wi!GGpcbQ>W&uh!&pC2g*qSeX`A?;q_^DTR= z-E=si!__1_nmCjoF{xp^2_>tv0*K+k@^{8o^wkYSF1}^Ys1SC_5UOdTr()Lb)MR(j zNw$Xp!ZZM(Xu7Cq@w5J!*W-Cv+XXsc_nlihIj>O{IRS1*%`Ue}zJvo5-f6nAx(l;B zjNaY+Rh)!8fl4EO{&JX5Ob%?p+%**fk4`>SnhXb@+0@xxgkcbIx(bIIdO?*@Z3P~Ob>^5dP2gAvnUAb5k`@Cr5c z(GSTFG2CKeZ_9fKmS^;??U<|H)J`H`eL4(X1Hwhf`x_|TR^ihCd^tZ@r!*8je2 zQj!C-7x)A`vNgw?Iy7KxWmdEzYc~d9Q!$0(f%E3UXxTuY-Sr(5%&MbfJaEo2#8B4; zBy+PP2F?}=fxv5Fuj{HTaPgBFh`81AoHxz!3RvQHb@o@gKy+##>WXt`+pOPfK!7%a z4|{;f_wp-Qlkdi^fzT5#g>AuRO!J3*yOHB#@Zy;22WJy+F^a$O&EktVwgFk8F37JQ zkZ8}XMP6gGA&8O5z|kQ5y>L6Y7HScZIG1H z^m7+b<4`!`bta~bTKqdo;RE8(sd8g7pkzl4xC6!Db2RJyAd{>q_Y3qs#;MW}<=EsI zA0K^NeEcH9wJ&aAYSB$bVK$mk#Bvq2aBHnbMF~@;51O_XKOC8Lb+=5dPzvsg@$cF8 z_VKBo%8Jh+yWiro%ddd>C>L}pTB=w68k%7auai#(@HKG>@zw?8V3vR3KL4s>voD4? zbk`>^7ItQ!dxKE#^xqgzTi1Q-f89_0L>$p`{JjccdI7OWuxZinSx~0XnI~%G7haoH zlzIEaza=>1YD7jU=yIa#NzNcd-xQAjQHi6xHhJ?pD0=c)NC?5LTb*XRnky^*0KS$p zwYeGT=b6>AwZ0OspyuSX>3LmjY)okdxw`tgu9?v){^Ox@WxUVMT+g;^+mNE~!ZWW| zn-6z|jPBV1*}b57b<}oc+swA%hdV=h_YVVKNnIMhvR=w`kT5t!jq3!_)2lBu$JRR= zUF^8d7D|Ryvc9rB^)P_r$7Np&Y%4N4cyu-3z~ua)l!5rP&A^u@_b0R)46uH`2!;j+QzZk=En5a}j&MlRUrJT8LijD$)wUv;FaMQOZlwuZjgfcV? z(r$1-*?MhE(}s1bxw(DNMmQTM$|kOb6!N2`dZP1U4sb_`>? zw_E@>zycDcwWj*w+C6gYyisw`*l;)LPC9E^kOiMCH6`%M-8Jr-u5Tc?W-m(TLUFUt zlE6a$fl)HS;x36p&Mp&v#ZY_PIL3UF$)>NOzd}5?OOt?@8Je}@9rx(rL;KM$Z}mY; zH!C#02;ICHn#P1+r33;ZJrWDrVo6B3={DSDuF<_I*ocQGfUtv){#Al=&SJ|u>HA4M z1y(K#H6)?I7wEHN0oEMFnL^Dq{oSjSC~VvzrV<{tUvAv6T$t%%J^0yG;Ua>n365-& zOIycce|=Bb=kKwtO+RgHd{%klcM0g>TrjLHXYyBkB%E!r7KSjX-M7)a%Sx!SWd66^ zpe?Q~(TSQ`o7kQEvYtcHk<5~x@~pJc(dk#L#XKO+Y`JXC#eg%sr<`8 zo9gPT0#2xy^z==*ivf(N1AAfCyU=z4KgHNexy%gfz}ovqZ%Mno(DwaM8#pCgW>OcC zHK(9-wnJIL{u!WzrP~PT9Zp4Pf{umvC_iPj#**g-sRX#+tai^caB13%Flwr=>6`}u zrl%|hAqV0Pi=aeOY72Che@;6Pqj2aPU~)OG>#vV zw1h!GDdtO66)056rd<_h(2|mEQxa5Zb`lMfIrBgJH)dv5uZ9X8LL+;x7Gl}WwAX|} z8>LT-ZFzxC?KO$=n(nmIEQNH&%&eJZA2-aI%DBJ&d8Na!Q`0bE8+Rz#vSJrnX<)?!)Eu)Vcw?ohWWbwgV?$syO8(l)kEylOSMA3(X-RWkS>wv7E{| zfKT^7Cng~gbDp_Z0l@{Vk7QGJNWc`j1u9!#E;Vv-@fyc-C<4jv9nb~(g4C0s-eq8T)CtZdO~HX{OjYrUW$g?=4&80|b;KQC}ec`&JO?zyk%8>mYe=Q#ee6o$i+1wHI|^5n@R1>Q)I z0THa{*c3c5F>wajR_6>=({SpPoHBWI;j{ZED?dNp%%K=QdGhp1qqXthY1rfZypi;#;*>2~ktC*Ne?7 zaWy@B-3-uhRH~~b<$O%(=-7LJbbR<*ZmPJ=78ONwRNCnP^0BJw*wI@{omCAEQFX4tdQ@)yu}xUO{(ZAo|M)?YHED4iSf%kP<6F? zFf;hsMD@vorM%=#gdO49j|xws5p`?ek+Gdf0?~gb!Y!E&GO3Jn!@ZNMP>cX z;TT7m4`b=dViikuW=rOv+bS~`eV<(BhxTo9IOWVjLTsDS8{`00XDO9_Xmh-rbw39G zX;MJ%U|pcHTH2c?PzQ63mSbc|!}rrX0&#Iz{rx*r^U03xW|I^iD{X0M>4a!5pYvf9 z=EwQm%^kB=D8#jiw7gfpI6=Y9vq1-ikU7f0$nX}%qdm_M{YrE$*t91NsV-2?YwCM- zin^U6bZ1A9gBjf+2G#xhQEU~y>w2gyx!7EyMFQ|pNrGy8X+d8L@9(+z_%~q#RDDC2 zL2eZjQBWJ+j>Yz`9)@1L+Mv^+u+j}qPhm}>A@gb<_jS^cAO>8z$o$4qeY;+&^~6DeQ;JPz|S8=LdhWNws=2+nth8NC-g#! zc&BxCN_nrlcuy>{CwgFD;Ff~IoFo2- zUO-_M>7zszC4lkSneLQu2?}B}ZT2euDo`@*kIWhJN1jIn2`szG_#IdGDOTRTeOp1- zhcm>Q7=?s&o0z!EC@5t8{K=4?zeBi)L4b=q4^L7~w<{t13aQ}qNG81sqaGrfx&6uZ zws)Z?CE@}A4YcQQs3bXUD5lQc>TEK}F#~F=dyN&Cnx!n*@XJ@CE(uH8iMKHU7 ze!1nSuKw@oX`hyCpx8$=3Y4>hN+_pPNyFX_3GY6#umG*_f=Nk+JT9+ZmS>>14@)At+Ev3WjzAD{sHZ~Npv zYXb;2M52ypHjp+#i+yII-PHIl@3kE_nWqc&VT?I}5gQwKK>(c@V7JmTS@e3v+=5P+ zrbuwMbP|x-FPY;|s-}d-?hh=!75P0dWG7lqzwT??=PN)Id^w!D?FRZQ9QFnYqaBi7@)@Y`qrzGLPoL7b3go1{C)B>kUb8wy$~SI&_=DJ zI*s>5H=|(=Y>fK5V)9;FKj#W4)nV@Y*d4Wn!B4ZUYwPkZcRG|iO7S&M)Yaq-4ly4} z6Zub6@-ABVq79wQG=HCB0aWrhw(Z~ zz_WE7c5i+V+dAX0Ym+?OWD)0H@9C#L5^cXW;p$-P&{!HSJ5GlqY2*eN1-r&-%|h{P zk>N%4AwBtV-Q?l{m5t4%2RC6w!w0SHcUvW)MA|_%v+HlGO>Qh?*vRf>-WA!&>I8?q zetPAoqRe39$HA}q%6|7o0p8y8NDp_fwaF+)BWr7J^%TKQSmm;E*q1LiZJ`;u4xF?J zI%`?A>Wt4$w@NFUaOe1yZ)ODoG?0U?yOlV4T@b0?GHUI5^}`bQKpDw_?%qYaG6d_cu!>0ppc}$ywg&Fb~F_khc=iOE9&%7UJucL@FVy ze?JCb*9E`t6GVynAxqQ++x%{4+Jd0ke9ybf?74(T8oY;<=-j~V}0eg5G>O2*?HE-t(Uoc%k;G2CkZll$Q4q# z($RVE4=$TG3*Qn~i>i8PhGL(i z{tus$8=$v6_!`a?o!lGC8hGL>mu*m{C8)>x_ALQ1*>AJS6&)dHj_LqEITT6{R?)q2 zP+lS=c9TN+vfs;4+pVy`M3{Gbs+`OMKr?aP7&qaKfLk;%e(xP!-N>fE_+5Q%{Q5_7 zNuNDvrqtmjoi>5!UTk%%RK;ar-gXA&(wD`tZ?Rc_KMCb$e48 zyl1iw%QhbHqX##g>`X*f9f*2(dYqx+y@O;uS%7N2mNYW!)R%KR6XwSO~T_qDpwo%*s}2eu@+)GduD*?4HNGRO`88`daU z&x(BV^>nmARE|O0?T7eS1R1BpM3Mln&Ir5f>l5GOjLs z*xK&B@tj8^jkselS%4X+ZB#VbUK0}&6Ev-lsch%JTCw1b$(9V6*M-;G#p|CS8Wz~p z0q&O>n`BfZCo@4uEi5+Q9Mb;7X%nZ+-!L!t8IN@>L8fsiiYxY^&QAxbc7xhE7?v-fKddoujwad%scvW9e_lUc|3#mHy8E zh#{f~BQ+h`ZI~YnXEf`Gm0s|BIr8rmmGke-gh2T^uO*xHR~GX1x#;=mb%xb_>jw*3 zGS+u17@QWzM;WMGf6d$d$h3m3D{r#85t?(JXWqZ`SE^nTgPy;=*i$UT6|t61uEXQv zqDp>L!gsWRdaZ6;6Tag?d)jil@~<)n1?SnU7eo?@!A=W_RQDtE_PmqnnVAhYnRaLE zmx{up;psKe-?%6NWk^OV!)NLppg@6J%)3`m%4ud8;KbR_u2TU-#QHg0wp=44u`oG4 zB~8wXfi@w*Yiq--F(hEn_3{T;f;Fy@@pSjb*!y<(-80Bf%DenEi(WEUu9EX3sZKtB zZ8Qp)SBZ7AXbPj!|A7PT3<>_nT!@d)cJN53j<+9hzsuXyUSAe0_byfe3pFV!`GF#n; zN3uC|^&NJ2&>$YVxtJ6taJsq}<#9nBzumpaqZow7MD6ucqPfkUW{1sha?hvq{d(k> z9?*~JTQa~uUw9+&zLy}mlDk#GPJSr5^gPAREom7>zM?gTrJf7`c#M`lPGVz= zJ4Mj+8NlN%)Hv%c!bXeW)Vm`JXwrYUB69qdhb=qki3t9b0Yi+pFS3tD!)Qh!=8%>4 z_LU_sxibtT_qbK-S#y+9@HxnBLQ`7Y;mBIs;=H;q*W&y~ahe8Cv(N6}baf@_CtX3G zu*q?)U5oLQaDL$)pY-S1JXM+iO#6od^;Ca!@>M#_J_1&n;qkFn&ifniBY+We6;#`v zxl1o4Jgb)kAh%C}j^MQr%+AFQ3hyB*q)A}$k6SuZ4Ft#{R2^rx==D=cHm?7AC)_C{ zqdY2YEhpH_*!?X~?3NWtqlNbae$#i?8*l!QMUv<%?7fR?5WO8t2k0eL?;CwQwnz>aK7M*#8NaV=mFAcu75 zY&Nt;L2l=U5Jq)(*#KM_EdX}?Ly+Gly)#y9rHW>>7JD;~$ys#$cvY3UYN?+fWCoJ{ zBD<1HxRHP)oZ(&A8);B5|GgthlB~wiSB?x&?CZf@t3VOCed}Mb&p=tttS} zNX4`PZ;@v7*&f75*dFx`S^4d)F^Xl(#YZ`xqeQe3Y13B5p#(SUUkEPICfsuv|5>z) zqoqNu(4atm*n-q1H#7a=b*l?wcbV**T|PWEQFlmh^t-!N4!h!DEj|IPJW_x?Kb-lV znkMTkHy?0fJ$D)plKGr7QVF?yxi@`hWP91HLk?@f5=mp{S2rKBuej)O_&aTipwWFp zh^h%I1rnE_aqoF@QhR>6`K4sA?M^aScj+%IF&}5#{zj7I>`WK!I4^hjqx9TZFPjoX z#!TebK4~#R<2rEKrd&Ifu{-G^%4AQ^1jTBK6luRIqUdXCexW~dC2l1et8VDW%^W$j zImz)_+|zluY3}+|X2kjj7DycRSMs2-LxT2c$meus@TdK%fVxa772#<6q0z>LEM}h_ z0S7$*Cm-9cgFD&cpO$=2OHI{}HRIxv6p)fiF_eI;)lDG|$oGNL{6YV18dL`sV|6bD zOho_1AGHoJJVKG?ehE#U$N+SM<7|q)88Z|>c6U8BQiV;^P*^9k;9c*^XWbxnd7s72 zqTFx$YpH>XcP;OwxLllFgsgF3pFgqjtmvmvzU+us7CLC<0IKT+$YazBKw@5r5~w7! z*c`VB!eiM;uQs!U%I`N4wLnLvqWstmQAu{XG-M#gAJQ|b(sv58^Imj3a z%pKelsKf%quk}{ch|Ti*r#a7S;Z79?Z2#2xxbVc?Ea!SiAz0g0;gT9yRa(v-n4|lw zGJ4mIsts@WjIg8Jh({0Jz<)u*w)(HF2N3yR{Ve%}f@f~V&1 zJX?dm5DBaUW1;uteC)OJmT%@mZLKcz@otM2EM(M$)lT8QpAHfi6dgQON_7IRCNl#x zNhRGs#r{8=5a=U516ztT0iA2|xUU?y+RXWhU*yvGcf@TnrnR@qT2+H+ zn3p59Z64=U=n^-nbcsh6()jB7nO<1@1q(~YZNDE+u45$kRi8azVgAh~s3l*$?v_E? zb8VM1WX?+88aa|}R;i4?^aM7^I9@7ny+kpH7!Ed{Y{zY;m6aX2x=s2*GbC5KX%_5u zSSyoKQX+a@131AumDtw;SL0HW)6)7G@z|Jm?+B^cWbOkg){7S}k}JFx+5)B9a}}e@ z$^@y|2Rncb$oWsL9zGm2_r}%$R2R4PuM~ZhKsX3&7y>HT2Aj1S_I-bG0hml%e9Eil zEks3~rrYL%F{S{w*{asi;W}d^903_b0h)URsGjJUi``Vkd>Rx7l*I!V@QI%e#{fc! zKMGpiiaU2?Q%H+|KsbT;F=up7a_Tbx7u9<`EkOBibdvpf3plx6W8U1fs)Ykpx_<*D zf!(0l)(!G%LKS+M(_EdU&`qzzVD8B8qzQP~LU6>a?r;AU{9b?&KY2bK;d^4y@j&vn zFv2Z^=T3PmF?l*W5_tEhc<1$W|6kP>B6p*1#tnW5CB2rPH+_>>EtLDy{jH}STS^yr zu7QL{6i@pHWXW@3-fM$KnC7Ww@b;>8+jJlp<4RdEk!|eSavRaSJm}@+#r;%E`6NH< z9_lotB*;zPe|_fDihg^De`3B-x%F22h4t8S5o%aM{ivWa=r(5n9#LQ*xL)EI@;O{v zDfvxZBD09BXf0<(l5Xkm2y5+h|DXl0%{yTwVMjl(==qz(mo3T)pRh&RfeXStwMd1; zYOB8Wk|tkQsms~Gd3xx3 zf6OvxVXYYqqKK`%oJxxhjIW!NM~#Fl57y+wwc6llj@HN-Z7ypwZXDTH~1KQI<%Gi}6G~^n?KTmlGf&E6lvA zt5;A@RI=ej{dViRv^`PB_EkPM^dd;nImn8l>AJ6<>pKUyj1VbQ~os%;kH#t zk(q=20A85Ft(JI>?83sr9ZCO}z;J9~IZ5D)Q}AkM;*z61 zf{~B>)iDz3CT163YvgA+p$I`-uGjDF^j91?m|Y*ETvP_dWKhsf`dMlCl_2EW`$}DX=u_*8DL7j@WHrx!Viu9|%zvo8KhTO=`RGIIQn~BX#4@uw zO9Ow5n3c!5q1}4Kc1TJo#Mfs3luYRozqW%Knct8!N7YcGj+d25n)_lobNi6cS?jB= zfk^qIsHt|jr$@)%icrmz=G9OP(Vu7Q#0kc&Uo}Srt&TOFT{1!xZk`;cKHvnAPU})} ziYfGQczQuh0+%0WxBp8TK^FQ4(<|D?F6P0|cquvL$1}>Kw$h3LOhq%#)A7;KPXTSb z*{qwtWgV8^U-lRyJ`W`Eo>)!F$EO0%Ar}i!gw}s0*{vgMT}JAZ+uD7D2F;Q@*By$u zpHhTB?2Tv5JY4DBI|yj#B|&CqQ;x{XE1wT&d#+6?@37QC9fdxfu-+oLO&cI_z%_BK77HwPTv?osozq${KcC=>{w*LufynUfl>+ zx4ki_&Jki|1ZpmPiV)m#8EQeAXTmfTq;K;>&-Nt1YLaVg)1q=oEK&--j_2U1TkEa$o_CQ#?!D)pv(G-iv(Ij)>;1$T>h%5H zfdO5qi&pAez4Kl@pO543>-+Zg>tw^CQeEGjM?ug03J8^8if*fD*tvBP1d^giDQejy z9n;Oao_tPY^LkQhYYd~~#VIXsN(j1Dox!SBS{mu@?q;OgpVt<=Yo@Qh{_#4p9M6kF zKv$rJmFM_6lVS#L=EaCKT{`6z(n~aw^nhb~?yZpib!WhDXJ`RGX3wP(7wLzOYTv9k zSmA;Yp6+mYTZ`rPV5cVa`HtZ(bjn^%0qlBvZ1Andsz6Sot)mV~PS|XTc5+PqR9=v) z%UNS@+@~Ct1p*GYELdw+qCGS~_&;#KTEjgGYUsnMe&nja4@k7~=Jl~+3ky@v!KaL> z69OkHbk|@*Ju_8K1Nltv0lh$?D%<|S)Yw>>Id!F1nLV9Uu8=c$s#DV%P0{qY(uy*1owwJA++MYR z84m$B-eHN#tiBjICu;hT4`xr&#aox!X6l707Z;v<=)vJ$R?%jiKoiWXg98DN1E-9* zG3}_fM0NUAU0qt(*oUsSRaFwgn-zR~zWgI&fbYi$lp#L#RFR}|JhHk@#Ir8*-iryni#C? zrlC;C+DqKOmXZjmX}Wm&0O7z+G*KOqFmXoP5qBnP*3y=>akSs45L;16*JP7n=CuKL zqo+6VRj2Wst|L0pN_8v@oS>%RWmE4zW_YKzW)l;gijJIl9OhQLy6ReuO_tR)ZKy%laWv;BPZ;Jn8bPU&JsOcS zJC$J@uba-)H|ej5K1|)X_1N>q8m#VtW%EqzYxqpTO@k}|^BQq4s~n>eJh3X+eDkzT zN{wtqSGA~V2m>AxxhUs>W=^3&BAr^tE78*(K3%Qz(Daw8p{septZ>^d7K0_Gxrs;4 zLOGkgsexTXTLVFKlU%XPJ4vuzp#pEo)9B4kFY1T90{sC$W=MHelv=ciM4WDpNp2O* zv_g}3`!#0NsXcyL8_)Tb!d8_DY5(4hTu0GJ@?%BRZDJO0Ge0^+5%8L{oZ4BZW1>3j znFpLi{3zU(P2WY)HR^qf{&9lGG`J90e{>4ixHw?U9`RvzB&~l&2VZn(j%Z~u#uBjT z`G~3&X)k>P1B0Li^(qFr#(U}1<4ofMck0I0kotu))c*l}5VDmjYwHL*mfifwRYj$S z`bAo`=n9)@8JmJn7?X(y3 z{YAjOmmU<_zhNeW*kG6s^d>!uEirX6!<{F8Hr_iTdpV>%-#n0_im&@~4Yx^-(Zw;F zQ$ui767d_M#`$KFguz4l9p_twktv?cKsH8`kA7E=#DtHRea}tif$E zBof+zjY227_&^ut;4*6tRen568qvvRptf+@qeqXd=$(Z#>Xcwp@VHq-!N#vPtJPS~3!j*4 z4m4_ORB$N_6&13eNo&EgWQ5mJ&=_V5@)Hd0w|)f!FE@wb)17yW|2j1#%&NF2vxPBX zg4072cvnB{e$Exh@omC_H=ERJS@tIca$P8M9h$=4An*jMiF4d0?>a%N%V5Col}y|- z)ym;}Fymg_I{6PQffXJajfbhFjf@&K<7|#NqbsQxqp|g}w8HF>gU&8c ztgHT93p`e*7L$E_UT)xmCgwr*MSW7JVD&%X6cFA&qFn z>aiMUFeLWs#-s8Xgq;SZ(gvt(aXr1b!{M^^$JiB}!-!}g=z_m=3xjI6GGCbgY*-Qe zZO-t;&$~Ti%Dd>y<(w9y0u!UWBZiVk<#Jp;{*tiUJ!9<3e!;n)zVu~4JV+jqm7NWJ z)jlYCB)nKeojCT~&ovdkQ-*2M3-7znDD=nC2z00~;Cg-(< zjt{NjJE2?J=DoNiIz6(p%f#b3$;^vM<(E-~flbzg!+t zyJ)*w`S679OsO9%tE5CVBBGydt=fj3)4;NSZHR%gLY(}e3H}xQKZMTDW;N`c{ z7J}m!+XDw~?idg4`8-bJC2b@N!42E~j zTR%OYeGe~za*pO(MK?*s^ZMSjbYFg!W&Yl~wOZ*imfcnso0oIA_Se4%@m^g)Ng>N( zkwMvs=zeG1=HlskV(!9r`H+Bv!>1@45$_b8{9sVmvLKb3Y9mxY$z9zedmkPSZ|Wni z9^R`{WOhBvxb=+g(YJMZa_~r@(KKM+naw$CwthW##&z#Q@1UT8$f$Qg4-S7R^p$3* zyi)e>w|n=j?RLHW?g!4!_eLpzpMOc%K3@w_6?tkY5qlx`wWzL&Np@aIyvU`7l$%!# z4PO6#wa&&?$?)py-wmEM#a_!YUWnUzOnhmjKe&Kg#uXH|yA66%pQQ`D+V3ZEa|EwcETo$D`BTWUDz=*R-@0 zvZ5JfUj*3W7gf(bR4pBSk-p++uATDZlH$*Y_erb(786m=vVXQ}D5;|YcMWu3?@g-k zy-_T4cC>^{5k#5&oG(@W;!;r}U?$hBQ%#1Vs~f`(X9SWjl#ZVJ*B8|V1X7y_8X~Vm zwA=TkR;n3-$qj-wp4ZMd;q)7<)5?r<-O%SNtSkhMXB9SX{JvN%)6ireoo-J-TWt}< z%)kJktAV8*@2$>?OB7&4p~hO_OR`@I|LeVhHaH<2@Hk$e z$4n9$2(>hU!RY?G$k#ly6N+P`#2(u3&B}c5@AcVL!c^|faO}0$@}IM~3V`enQdNVb zio{)#s8QPA`ovY*%{9%X&@a0rJKn+o^Goape-p{0M$+-%0ohf?N0{5|2~dRHV~Hbs zbNY#Zt84ADF5P;i8}R3~hxV?k)-<1cS&ep{BU>bID6snlpv29+S^H&`oYuljzVrh) zLz0xtGISjq+rB@prwbqO`gcjOu^MMcu-p3FI_wf|$QD zbx=4t05vZSUngG5*}^jW*XKUZY!$b3`t(0)Qrz~?9#kgSaPRl`>|ehxe?acS@81@o zHpU7z{qB9Oz?aYWhrST`?_a}yz5KVt_2uX95B^QpFTWhW41ziSz6X4>`|)oX_{)j^ zuArCHU;Y}a;F{0E&$8@uDX_2$vS7Q5Nr2EgBEi>@{l>tE%3x5nx#S3~T=z)A@q+191!?7(e3gM;s_ z3q=1x=#>+>aq=G7d^fiV(NON{>V8$LjC#ND%s(#bdzSU43%&io{UDpw z*xSE=x51ow<~B|=*wHT8*8H=+7EOld`>#2HCEeB$rjZ-hwr^qQ*?$yX3IcAn&K=LU z`Q$dZvtjG|*3qD!X9yU7&-Op>Z^%w7xc}XOcG)-2Zv5~Cx*zoJ3p_BAhu^;N%Z+Ad z_y13B{BqI%ZqNT8W1;_J1p!`^!3|lrCo3$vcu}rGO<}HO!@tDuIyV;wCL*aBc}2y{ zs;cw--Y&0nxB1{JmF!dnUO?_ZVbW42rOrS~y=Nu_h?>{mW0IGJsyovjU)b>?{_TEY z4dWmG-OpS1+8rzYu&V);hn-Fml?r0$ZZUsb^`fBlfrhRu6J1wzb)D$0u7Z4vvG|*L zBNu}DmiBwN2+dKyK6m?bkk|h zvryGnPy;cKg@S(8dd%DT@#!H&RS=C%(SyNYkryXF9S(m8vdGYCn3njCXEW_`cY88Z z1A27$mF*qTgcg;B-bi#% zR7U63s7jgUcTkVCU!ZhXRZT^X_|WvwSBY%{*OB#zdS;ndrtxsVE`kM0TzK;n+Ud{x z>q#npt{SW%4D{oZgDEJl^=C%{gK@QL)K6yuZ_^(HdQUV4Pdgw#y*MR}fqPYqZL|l| z<&gT(`vn!{vypcPXz5(s3TbGr`*~->u93@WKO47alrDM0|m6jc63q&r%6>29@U;8i$ODKnyX|!0TtlBO%zB` zht`3FhG!oO-~D*B^WQVvHemybeuR*Mp+ERxvEA3noJut6$OcYCD2o_Yd_OL0R716oNn38A(>i!Ny#= zHRTfow3>ZDXNe3t2AWbBGShBZdd0{n269fI>`j>h@S8BmjdP9E*!W~D6^BwmgDIa! zDBzrdOpv6tb=mV1WtMbgxh?REFYaD%kC(-ehJ1>Bhl;_x@624g3-rW&2WIY+a>$`%Rjq6;r?kA_T8{DXB$6AMWIcB_u;#20 zG+5P2r&kw;JuO~Et-*KluqT9lreA8W3UR0jGVLDdT2TU;)R@XC-q-WHM+dB)l})b8 zPWQKHjufo9>1MOal7d&@SK=$)8p=RtpNh}yv)%B{?SBOD-&m@@ven7( z7?Ei{h*Ykm;R8UYb$*)&hd1g8(Cl<+hxjOwO8%$du52~K7uC7ps zuV+wD5NH$U6tLJCBi9)mdWBA1x_4D-2t7SoR5xKZ2^tR!?M>$8_P<@>6|QeBBUe$d z%2TCA<<(l}xmd$p|L&`OgKK)X_{ z*qvUPh6SGGQ{?zcfM&E9VU|I( zZt2^onUoi_Nn`eMK!-<_mdcA`_U?fB!89p;=|KxQBCVf+!RzC#$FpJcz1|J%-WU)T_5psja1)wXFTw55EGfl}GRMu9<$Wazr=H@yEM*%vb|vyUn75)rr)_(yi^~{h z4i3HkXrzep^b0K-mcmX^Tc2)Z&e+yT>FGsmO&JsqTELbA%;msj zrYg+FBHBw`dN;CU{B2Oc`W7jea)#G(6Y<(uayIjjL5E(&Xf(j~l}BL)8uK6Z{9g!Z zdIk$2fBo9?HP^mYd z?)~w}SxYQ1)F9Rznn~xyIy)mqrnI?4*M{&^$Q{iMJd!E0JtF;SdP*MWD5e!-$s+S} zq>fk#I3toX_gHh3w2Dz7l1Pf)js;BIkvi<)L7UBL-JlBMsv~(+8_c&b=hcOqDQeJ< zpI#=>K9ja)!>N`C{I78r2Fn1;c7nDF;go)`l{_Lx`{R&zuXKfDXL5OIMFrt)idU$95x?f^tLo6tpXovB*3 z-hrXE@;Nor1|tX?OES_=uDZ$KvCYqYTh;ia}vS2hQasB5?ex$=;rAEmddthx1^x$+W+-WlNDZi3`@D&P(@oH-1t>OFL z#*LUe8cg)4o4^+d?BNuc$|MA-?kF_xjV~{!kNVO&Q$U6&@6W&Tt2(fudCJ5}ehWIK5@mhO4vlMFN% z58D-w!#@yhVw8Pm9UK36TD6dTK$RJ~No|K$$a2Vx3(iqR^JH?{5HvMjM46UfLQQ9c zoYT4BcvW|{GX<-PnAH(qoj(_hwT1zEKf)~oaI1N5O~}*%ETQ$`KBYim4jaL-t*)-7 z7Sk}~11p|w^U&0!k}eJL$AWh+17s!F5Ynv}y~x>Wq|Jyb6!4cEjGQ5m3LlF=e_Fcr zK@lF}e_%C;+CCB*mu?|#evGZ|eP{x|s(5r~{Zyo?Pvdfnr!Tv*$l-z~DN&?#q2CR} za4U&Eyri!-QHfLD^4}ptm4Hi@8hg!S?`z?ZzL!3Y&O7maH%)%(gxoSPy?=nAzR0}Kw z>6OkuKIw0UW5!p|_dsNA%g@3_LpNyyL)FE8CA5W{?3|qQ1luKQFo9ZsZ&JdD-gQu0 zC@G;M@#UFFHOc;K3bKfyDi`aae!Wm=|E9?7UG<3f}#* z!rGf~+f&TV(>?uTabz-Cq;>GTL%I^P2Ir&IkY`djbiZW7)X2zzH~IV-v^nG9cd*ew z)2@q)#)2p=1{ri#^?}!a&5X1N95(FW;=X%#M`b+NKf(U zQdiR167M&ATZTv@4VKF;Zh znwlB@BPhJ<=m|Jk`8@5I%qKa_Ssf@88cG}4^a0+3e7@#fNI}Z zP_^excKX7Y(0TjmqiH^UH?%!`nXyLto!c_GgOo`@hk15d^uMK>r9dpdobz=yU7gaN z!KayO0h2Bf4!-k1IZBglMxpnJ>iS^DU|#g(79m)$O!e9kOpRhqI*1wbpj83wKU@#z zQ{uC*>e$+o<>CP(`_;7j#MO>8MmD~?pg_}aE}b#xAaQsv|9Sg>E0M>G`V|E4uHC9) zKSBb)cVaUi0-p z=nyFRI`A{`w=1)B?jjAXr@-ob!e?z5y>32Z28Cm!R6f>}<_r^fDd_kAX%T)*Ge(tC zueur(^1uPT$r4r!>Y{L#T5yZ@Ik8hw>SAXe@r_I>NX>XhUSz%>y-TpxiLRkkDM3@~ zmmwNlb^A-o(o0iOAf&=Vw-!OyvXVbUUA*AX@?0-^Yy7~U^QR1z2zP*hB3f~RZQ>~{ z3+mDbK2aTdiiSs69{!I@w`yz(3{mb_;-9%U^L$!L8qt7vbUu_cu6%fWfXM3Y=^0hk zaG!gzU+{v6PLEOEOhN@N9;{DM7VxMsZ79gnrW0*}iU(DMsg51ts-LWw3WQO@!(MtE zOcby+h^}Sq5+?bOx<(LjZUtM8WNn&ozv`N5c+D3O4PJXqwLchwY4Tz_s z;|6eTZ7*Q-l?h~J38X0j$2~dMzBycAr?m7gUvW~dNxs=j5&rY;X1Q@?f^SVx7IocK zO^ryQdjM3a?7`h83p-Nhe1MD~0lyY&4E~x9hFv!D>-3PDe>s8;Ey#-wKw2(!{Ot zc^Qpu32&bp(-zffPcWh)53{fUAA`Codq_nI8%D(?_ z%bclGyeX8SRLPD%uHkM*Pf=OjjpJ4_$ePUDld&`P@6ES$T%P<*C%PAN(c!^V|25IV zfSEk+enw%3pJrV-EO<-UpBvZmzl|E1d=0!dE%9rvp0yK?a7FXI49up+5}(A;eJN@b zHhvUaqwd=GF0?S_Si+vE7Q#Iq;cEt{cvW(B9;PUSfrCC+H+p*=j6$Dc_jT&%ohjL% z7OA*v^y77#irDiZ!+mFiy(h$K__%Zo4Q~N8W45SCufnX7ks;(jot_bM-#R%A(Ecr! zTOK`YmFR|GW{9+k7NX^WkUEkT2^K^%3We3TOMD8dHWo$$KCB8nM+Pm-2Xc5c`=I$K zlsW?!Vp>o&%d_6^Q9)OxKQpbDq^#wkfj6yDv}1p6zl)cbu9lVqn5az7+NRe~>hqM& zsR6O*xlo;lpvf&GfGHPfYg68vX|SxiI&~exvvJ-HD=ta$E{)&Qvh~uEfzl;Pjd~k+ zvql3Cape|4`1Na9^?E(~9%}9$*=PCr7Z#ZC+9J@2aY1!Bf)y7}51s_Z-3wmi(X(I{ z0;;E`V+0;k+qfzp;YC3KW$(+;)1q?D+phzKa6K?Q(>cY9Cfaq`@xToWqw3}0V}e>x zr6(C6B=J>DOM#A*bGPi-bP7kKMG$cbxlBP&o&_%#%es4aCe)D{38;PLO`l(Dc{jUc zXJ(Yhl>saA&ml&e{hRNU!T(3FIY(Z2h!kse)Qb&N2o0DUVH3SfAi4=t5PD_Q07PC74AyP923~hocWD z5&8>5JgzJ%de`)K_w~hQ00)rO^bHea4K}uJlO*iZQ53Qh?E6DOV$sVH%F7>P3~^WO zsN-6EW7B1_0qgCwM@sd9d2aVn-M^#6`lXSY?sK2nXSoI?r2Oiw*5Wuza}KEj9# zIzXg(t(m~TLI&X{!3@;|pb{JNCf#iT{@VtlucYSHVfeJWQ!UWOKlX$)yOpH}ubkl| zizwe|es1O4-6UY`u)5H{&M*i*3ltqE;ml=aV*VmNa7A2m{q9j&3ox51E5P-ViifIz zJ4Dr#X+>5>hMdQu2UxWO4|XT!AA10=^!OJZFmvl)h!km!Rc~1(s?EVz*$^8V)ko<-~bwo3MY$yf(`LAF=WWfuQ4%{DTW4`M1c!?xKO<_8QBPq{VU z4f-hju7-$+1HeF0P{6j?8|F8l3Fnq1*H_?>N?BryBn`P}B2;x6d+b3}U^qZ-RY5J;ZIjHh- zzEWOPuZ!x`0~KBeR7H?Pg2voM$tUl^PK#LWda~!X;*a+Zw0iy&-ANwO6^86PuXL&g ziXhe77*O#v4vT}PBso%lrZE3Tk#vN!8pN|N*L<-5<;C5{?XE;9ibsp=t5NBBcM}Rf z`S*q3TY3gRUsz0LMTKf0_3(K1P6fzY%xxe0g%x}@yNgSSI=-GGy5mlUN#_mSpcs*i z484Qr8svkVnee`7o9r(Z#IGf*Vfrn~Zoo{T%`M_`7fWfazoXKx)QPgrH>ApIq(4_o z;TJ|sYTh*K!^V&cx`u@Q@*wzfd)S%2V#r0Eji72Uw^2b%q(SO;YRU2^Rz-BmP|`Oa zo9sN<0~Vxc4LN3Kj5z1n7u(?1N6$Wr|GpuRDl$%|(@BFxQc)D4P^!EgBt870wcz~X zqJG9K;`gr?Z+|9ASqMSIbwItb?AMMcZcBO2tK=f<@oOI+2>>~sDPZq{}4uaW%3biz%L+-nKN^vb1A7HiG1HR z`23zXiHDMvUbe=QxrMZIrhCE&iQUdVCUg%!-!I1euMhunZh84>U>UdRuE9#qYuC7J z$hy>et3jcG4{0dPN>x!Kz4bcV#!U&Vdf6K>$Tlcv-iIHj$~-9^;vb41nr*B9TJV=o zA3cw9p2PzJ!U6vxQtHLGUeMGcu~jm8SAhUOf2)>dxg%}%aj}aJLeXOZGd}*i&89Y# zpiT+Go?;vaZAFBx=ea1RC~v&W=qY;T@Tk6%l8E9pg#Z1FHGep%X0VDU1+vmIS4+ludmOyDmo3EC2y~DV;`jB10=xC z?q3Yet*D|-uOJ69NFwb%8o>D#%kYIkhl;bz%Y9w+FWz-BDO8b26HI$NIyErjiSg51 zpVvSx3i2zH+|R)I(9S9f+AUNRC0HC?OQ~m(1rbbY@LDuqR!PQh;>WmzB*=@77RcIT z&5gT2)YK85+1(}Ba#Y(7ty`$ioLyKX?#{|^=H_j=t7V&DR@x;pZM%G93JG| zxJQZx#3iSZ^2MRr^*^orhZ3j>h-E^~K(2HOcaPZBrpu$!-OD(WN&> zsF4+D4@tHjh-+Amn4dFyA+ioO*eLUr;TjQP>z=q&Nbvd*Q>Qz3e%1jRwQLrP62ed| zfnw5`z@U-r5UDJtLrpHhv@P5ep9xP0k$CVxYn^IZuUJ-(8jcUwTw>QwK3C|~XrH)# z{ko$aaX_S1z=p8_BJ9XMXp6krMXwM`88o%+`Sa(F*n*bcvAXv&KHPZGp-r3oZhXWO zeMSji?0en(Mr z?e~pMB`9m7rUV)gun-Cs>B`VLl?eJ3&&mntkepg7NK&K-vd4LB1i^iplY426Q<3e( zQ}MHj4v~5&i?o-@F^+cQMLEQ#kPsfLk|lm|Ht&A-&OPF(=NxFrTX>7>(0~{7|kPmoPr?K_POT@Ez~N+dWHK)eF$2?qrW^g zs7+#vlf3()Mfp#j>;To6srA99MhFOhT2;a&){v`JwN(A5tC3b{Oo{r~*!reH$Z0UX zG3zzL9SsBba)<>Ft$D1Ba*TWW`{TxHU_f=w!&~`pC#&uHhRrJxc8wo933t~I>6Tbu z5*6C z_Nrx;v<}tQmK8*Sq_|fsGzu=nun8;8)P=ELIj+I~t;1NdW zmyE7xYs-bcsCxThvPpM)peH3JUbVCw*@0aQzHnH>wKbYQg-d3HgoSj5L)PrN0@mkw z>KMil<}Y?|`Y>*Vaj>np|bOvaRLPL9Hi*J2seo$apG`W^qG&}QnjCS>; z&q}uuw#HvQ9e^ZjU~A|E1b9VH4?0Apbq8{@O~7z1Z&-G(m!d~o6e5Uq3yVT;rfcC4 zGs3m@&AY}kqBL9=g6`Z|3fr*+aztkrAo=%mL-V z7h|V@uR)bpVDAp>=t_8s4|b!b7iWW<(1`&W=^Ww+rBV(|E`wg3f-szdAFIQTOT!Kc zOA>{oi-9n&z}9evrVb2r<9=RVQ61beySt`1q7#k7;o>{|aVhu#G77af}$PliYet}tGFvJ1E+w?{AN7)vs6)F?*fno_lEN(kTMeU)h8=`(&?XbYGkkVzE+6W-34{B5m1?gf+eNIvP-_ z?>p){tF2itb7<-i|B2!AeiWdBjq|}%`09PBp5g-Og|Dp#Pfu*QgSds)ipkBI6ke{mfjPRZe2kh7_HTt^7sGh3*c`(JTfAu ztem9H^Zi@8=4@g{Nx%&^eTaVawXA5RT6UDrKpv(8#2`iss=}Nn8Vk-^R-d)DPLodg zkNRYHZbH`hFu_jco@4a<^m!t2j6m2bbP~VCghX4$aK5=ukmL|&Wz-_$rLD(cC7vLw zz9?F?bf1P?Wp3t(BnA6Nfx!IfkB1B{QbV`}(u?+S9uHKJPBI(J)wT4os+rj`u;cCB zfmC*}3!LI8R^mD4VP3b9xw1+Z^j=*181U$kf98<;Tkuy>A{TyiH4D|FC|$CjBG@|Z zNJQuY1)j>$(u!bPJNj8NF@5piU(A!Jy@9Av0N7DQLEkX%!^-I%+O9~$!~x#LQ34?i zekEE&Dqb+;6JhoyL``^WMJOQPwO$WUC?cqCW^-qW_SXf`FH(EHxZnn81QqO9S~;nz zd){?*IG<#Rx(Ri%JODbX17?@<`${#RNg5PUR^=OTa+n?QwMVU z4vN`G@Z$&nGt%$!-$8ZTqzF5>gL`EUx$>ReS0a7+ z{8q>}nn1qs3B>N(*!czp-=N?d6o6>pZ&2_J3cf+XHz@c91z?Tv4GO+N!8a)Q1_j@s zU`t{0|BC*EhjnD+t1rM-yTI{3Yub~#&B)$jHQMe_y?YW3huc1ZkiyU}<=aQbFd`)ciTB%ccHAAWsd^8ZMi^`&wy|HYfW=Lv+{3=YZsFCPC_ z&-|Tw=}S2;uKZ^(!M`GY_)ov(6aOV)*0&0MA>Uu`zkH(*7d`&J;-QzMNG?}X-p8v% zrOZ*n%*>U$cke##2M$7?Pwue$2Z17kR##Wg&;D`9s99sRRbVn(lcn>x|MF(;yLV5L zlasYV^}&sfj*cg(J`l*-okRcBVu$hmZfz|HoL1-G(`Z!cX#&W&H}NHV>DQ;jjg5^zqB$)UZ%)0uU7`M%Pgn>+Q$l*lv+0cw z ^k1VD>P;l;;3z(Tnut=4Ic8vy*iduLr^)^+>Yg3aO!~)`r5=-xk)xh&Ej0_+5H>+MyoY^22>b7s)bdono(E4kg{`!0$ z#oO?YpBiq=KWz~XPfhLeu;IiY*=k!^MEp^}9mwJz8TLTBxs0}bve%zdsnpn_%cr|< z+|JJ_0|{B&yjgSI!1d0pHzionV>oY_!C8uu zaL{Bs z=4!Z&XdSOB^4>0(Xfvi7zoA&__{d|fGTrcJZ6G!loyZ7NV#%r<8 zwL*oR0qRbqa$Dxvw+4u^n*?9V%M-WjHgct=x>ONk3o0}k&Eeyd2|W$VGS{0KMX$BM zcFTxDusf9e3F1%*VFy-$Fq`7}EXAvO{?)+s6h(EJ8s@XuB1$Mj(}6nO>XAF~pmHYO z>#~W7NeULN4EL`Y0L+N`M`}Po?~`$4_98{48YEx49n-;N*a7*)jcc~KV>~}x=9W>kv9WQ*VfR?|Z@>Qf=dIjlkuPFmX!mwD?3{o=d=GPt zrSW&Z?b7%s`T6;Zg$N%y$sYyc1}${CD$Sb#%6nH(;CZ*Jz`Eu{L|j6GHrNn5oG2+N zDG<>=&|g+51AN}8G@9ioDe1tf!mm>TpbWr+6?YU>|Snbmo0Pg0+~8L|M<^QJg()|m0ER| z;1zlZME?GA`Lb1T_s2*Xz}&z5v*uxZ*>K8c$S537QLWz3`?@I{7dbjQs#wUGkwqNA zvv7=&GBMC^2e?QQ88lJ>(#!oc2LYSby^M+Jom~wK3|zDTK5(V+Ttiknt+=>25v0B8 zNL&u8J?C_-BTcpNCh?Jw+{z2AKk2;#$XVg(cDJj7JvCC~$=Zl5+J$=h2;wdyuk09? zDyXcz=@xYb#-YOmw>AwZeahXYh>go3c^}YQ!xOPtfr!wRNjki~zW%tjd|7m5a4pfe)n0 zqyKo^{rmSX67x&!hf7^rw~}u+IVI>tau|i2f!Aea1Nli2s>k^R6!W!Qm3yRZR{W=D zXUhXwvWWG(H8P_f|KARRDr#GM227_gQQpN6q=+)_&Ne{4D=gHs-`Rjs+jP$;a){&~ zK2>&de(%10XT-&`JBeT_82;~wEvba}H5v`>)f2S7k`fyi*VHbHj=nGeHf}r)(xN=> zkB#)KS)>QRCmLgmK#~agWJZ5ssC04hh)`OhCL%PW2*D;;o|e_rbRsolLdC#-MEF@S zDUGwZknLZ3qX^Efh-MH-aOh=H($J~Z%)AjV^qB#aEutZikG=fbUvm@W=l7CVoSzII zW`Q6cjZr2Sh=3j1q)a|4ab`G*C(r>sO@fA?cRt_cdd#Z_qCY(a37R-L-2pdl+)DMG zd@5)NGAVt&TdZ3BkEsK)_8vYr@z`M@TvqV}XYyG6kLKp)f`&#an_2pLYfV?W>uE;LEqzj_; zOAk3?w`{f%O!gvuJxp zNl8hW&c|6|=yi=%-gN*;R|F#((FYGYIjPz={?R)Lb})1EUK~JKPB9pGVeo6Rm8wHC zak;{F{hC$Kyl6MrK2Wg^#Qgl{P_C1lEvgYa-o5@8u2hqYGlrY8DO z4RPTO*t{A{&dDT=6u=pi8oCKGU|cc~Q3cl3mpwf_edmWo!TB@UK7;`BIzgb5;`^iZ zEhW#<>B^|frUCl6~FFT zGJz)+u*`zV%>tHn*vH*+7!9zeLQjGvX;9$c4P)cun)R#N=L4zJyS}eKb9(RIy^~W| zTVY`|dm~X5W;4oZ*tJZw#Sf8~NEY+hatV@i+5{D>RP9F`cnjMB2?Oa9{^4MLr>|=K zK8^1YY%~_=-!*;(2{<5>&01#vW?mbPzqhiuuMs1 zq;Z(#TPeI3^|>adjIKZSWH)V%7!oa9Hu?A=aht(Op)?i0XIuXP{A}ETso9cb?(dVi z?H2-aYDQ3)go-HvJTu{mdYY@(W|ORaPiDAfUCV1jK&2?={6wTo#%~}+(bG+GjkpE~ ze$0N(pkQU$YzoJ~DrEKMjo*L&ECcnU;MCbODflNqjF7uajPi`AL2TAcmz;OF(xRt? z?~?&SZv*>6xhH<;bN6qMJJa(v(-pDXzUy0PpKpN{J$-sF)yJ?oJbakIv#|qmaUrd!(?|Z8U>h3f=;S1L2dOO_ayC7LJ|u>8a&&HPxVH;P-3F22 zvek31YUl$4{Y{xV2_Ikm`d|`W&#C)aLPGi7s$Nb(L8S0l@^B8lxHV?#k3;%kRAy&z z)&?r3S~S@@seS|I%W<*@37N`q=BF-=(z+fXr2d58#4)A-%Rk9Mr2hoE!}ls?7i9cX zd7V47jn&nb{N%~;(L&R3B0!_thyFdS@``VLjWjuOluJ7y=Iju{sS?8DXI3I@97pj*{uR2kDi*qKlzajE`33j zy8n->z}Nq;R(9X?CtRKX9~veJS2v=^_9aGkRY$eYDne5-kRax2E zHSe=F)oS`0F4t4xvwwW*@?>TZD%g|QA~=J5(Rt}rTZLS}t^(Wdv$wJ{doZ}S5l-F1~0J(<&Gon4ldjxMz;Z7c8c zb0c+SR5Y(dofw*|e|q_}qL+k6!igH+)+kTw8ZnBLq*O+3ZnZTXCnYP(c*Q(>)efQjU%+Krav7;YzvQrO>M`{#wr)H<8`~)&iKPQp$ z*Qog50zCrBi_ENWSZMD(eR}edTj6t!I$e#Wbg-NX;+jW9`mxxS$*lG>FRy+~@xeWl z(^oBPh1{_>Q0mJ~PBx*yv2}>s2`4sJWS$xzn8~q4)<@!s{1-R;hY$^6_1$H<31Ucf z)tM}_vLKHXx}e(aU#wvLPQvf2`Q8R&3xG@*wXhJc)e!-* zbIlca9L(q%s?CxoR}=1uF{;VQ?F>Kj&f6YV%MB;M5rML*6H5;ab*&*G$mZECf7}(X zXt&YMoqY3VuD=B8E+HM!gBr1it{40~H&Av&DvI~%qeo`7zUJ2hm;2uZ+I|XYT2NTV zYi>GaC?FK(Gww1!9qc4mxvnOgRf((N%5+1oA4goP)o{~iI&BbdSeYGHLeLLI47d+g zN+`OIo)l2@cy>TQQG2K>t^4!mA5CpTUG@v8ti8hLJw^CIAXkmJ`@8Nu+>^RNlG6`| z3p0&k?v2#Z{pCEaSzAx>zCCzwEIfQN_E1aabC02F=~-#B;|CA2Ht0{Mv`>!Q9*a$| z^;m_UwUKg7Cpw$v3XpZpO$n zxeKSM)mLKoN6vMlGxEMn#^bju0(D(TgXTg94}xaAF+fKDJl`)TnI|dGDJ@(0MUh<%Ad{NsirVQ(OyPAm#pl7JPaHDfH*S?s z=;UYp%flT?XHMHQbHtmT+-i|mt$6o-Jp^pIZTef@tY0ZyDBxl)`@$FE&hJ$%;FW9e6K1s7wsgBmletqgqv6}tN{U;tNr@xPQ z_NkRJm-_{{FIuS68pB(Oy#}fZr%!9po<=DsGtdZn`&E&jx@$5`gBLdP_$(tjTie>6 zg@$a(Z`KB*-+M+)lBK&mP=xGy<~_#6ljX6V9(|qVuV0^P^Cv%l@LnLc1cHbn(jLwGYD+ni`whlYVQ z<~M*O1ZD##wu6DjvE2_ht0irHnzFhp3@D%4J43wCZMmOX=TDmd59+?dt*LDN8plz_ z0*DQzjtU}OK#CwRN)wPGE%XQoNbj8xEFeWdsnQitI-$1^f+8Tj6IwziKnOhq2<6*2 zc%}YB@gF z2^IA0p}sWoeKMRrc+G0R>DL>Gmv?^rINHj7v`%WSu6zP!PLb#au$1(iXwUPq>SZ*` zr>fYL7j*r`WDOoLA%>4t+2K29@Ku!ud$q7H1O71I=4M27`b%zm)Y4MFIKbT=`m0(# zeR}8gcTr4%7s9nm;s$VB7aIcuoyWe@_aGe8s;1$~A)dPVZ?2Zkeak9DOZdcZh6YKQ zj>bb%-t94~-(7fhMZ!xXnld*#D{>m@IBGKZ%mi$OePn!FERtr5-rg=t@5%1FDO)2< zf-6M%9yD}i`&)CN&05L`w-fKc5yi~J)?jxPiJH&`M|@mx0pYsO=E}VC z-@_!HxWp@c+u=JHrX;fHBElbUlgD1o-Bg_ zEBp^^!vf3S%zY2L@k z07QVb;9zPt@9W+vNl8r59cY^ES}pn!95rmEGVU!FSGVE7!!vHR9~8dUn}?9sAC3T- zti!r3pRlm78Y9f;EaRO&S>d}oSNhRVqkC($^CO>B!h8i_cw$+uIYDvva%!UL{9I zUjSVj{P$zxA-jzOfzf z_LV%PD7Q((B8R=*kpyzeJ8X`Q?{O-pXP*w?^#6bXM>gT~9rRwkB_u379TnCYS?!3z z+EED&WlcQ(sRg(`^$C)t=#TS#J}Gydo}S*Y(ms+iE#*8t{b*anQbZLsVaPnF%*I6G z_W)bMqS=Dvih`=Dy__8Ioa~Yf%R|KoVf*`)4)!B(tDQP3C&24HN_8_`KiJ7Z$bt4b zZp0`ye2S~3%N{m1&unta0(hX298P&9gb6+UyQC!7`i(lLJ}b>-27Y};btwuyIJoNR z)Q+IvPnM zZEf98`J+YFDq|b<4P53{YF98%<8g(?8`HvR+j^}-vXRnPd2|buZ~_Lk?29&wAWv0n z*0)ObsP9VW2#c?cu3a9j+@V@M_;T2JH$|p90YH#+|3VO8ECc9@^V{3EH#wy*bAS|S ztP*7mQpgVsA#Uf)05KT5)M)5I(mdAP^`ja4)0@+A=U%Ap@bX{T)QQ6UVO zV+dpPwS&DWo?^G1R!gM0uGB+jP}p>KN8EU_1(ts)cai!!(zv zX_go;P?&rvz9V7WPw%J_>X5cog27<5yCZ~Ri?)g(g9<4RV(uf48eE=MmfB;z?kW`* zReM!1McG$We75Y?-++Yw*0@g3OzG#PLPR7eg&Gsx3FiB|;l(*+cR=`^>SIIS+}-52 zb|xm46U;$9NKY^5r`Lwf&9fapBW7h`QCfq8!n*t22WL1+~R zsz#8zK~$H8Z95GGy?X;Y>Qt`33+7CNUGs*oE14&z0Hj!d4Tm-y9ySAX-on@M_9N%? z&+%;V$iP9>14{H1G)e}*9`40vvvtcTn86>~%Z`U{7cxWejq{IhXr&^IE3YlX=X-*K z#VK$4fJe=`Gcx^J26Y1z(j$BP_9T$QWR&CzUB51Bk7J;PEmm_;mv?>c_|zf-LcH@q zH8rhT+YE*$Iu-Zb$uDk?r0{;$0I%C}!IaTP(_Q>PgGB7YBmmb9=tPFrG zf@oNhg|<48Jcigc2^krIqw)we;kI|ifx(S5zO(}C@K_$Z3r_bp7rOW08Y+QHPP#S%*x26JWPJ%5tl;1$z-}k5;2I`CzB>eFbRU1j@j#>jgXi@9dGVvF&M3?`0y2f2qTE@bzEyaN@ z(>9)e%@exo*E*Dk=y()l4fh>?xwgY3b16YTVQtYC(cCVE=a5~fuC8`&D2IqHo~uOz z(C6r;%WmHoxH_#Ko+=fZ;Ts8Zzp7h+_oc0}oNnq6^u_JX?4Q7=4ovL@1!rTUPYdw# z+qv8SALn?7NBG8#Lga3!*GzGi`A(}2NZaH61_3A|)IS^rd~Lp7`AswRE9C{omXgX2 zYWQp);BP_6bJkzqoNGQc~ z*b*^F&!jCc+b`)eq_$%@WB`dEGyh=CS+zm z*gP`ifA5g{717JrsD#&T;V7`TcNstvG zCHUzKfr1h_BtCVjvWl!Yah4}9H|km=*_RkDX5QSH!dEz6R(;1?%JTql`3*sr@%XtJ z_TyF1Jwn&b<_jTmM-W);R#Q^T#1TNW)a&sa^3~(JWc&5n z0*d>?h+w_-&UINEN&B54zD0RSJW0h`1V;z(+^Y6yGT9-An;m{?X(#A-no!(b;7_~O4V!ETQc%Np@+}WA0**t_qkTyoffusKQBMTj!d_%P0XS6gA#~zb!%~)rmlz?SNDuYxF zLo(lQ}JRo|9i{ZbG?VQo7`O~wdE9^|CJ#)X*VY2WPDZw?} zO}*&oEzXCskqVFR-%oa(dv!%bNaVJJhVC|&yVhg7Nc`7}|^A;bL(XhfH48$Dktu6#8h~p4O zm)anOp;lXN7net~JTG2!3;*hXO)n}sa&uu{UpR1$yBd`})dy2l&Rs`UTSrGxM^!b3 zI0ULXd&hNK9-#XHvEh8YiQ9c3-I9Kq42tl3m4yzT;EBlT4|mR_Qf!|+3qBDRCpVeO zKY9tk^L9I}!BY39P&S0csdt>I5y0_sHXqd=Vn&`i87l&V{ryc_B_-cGmoE;83}PmRS>m|T2P<6753w}r7>VX;)HhLsT=rY z7JQng!weo@X~+^5&l>{zL0(UVPj(e&)b5OTr_x^)TzY@ac_0?@je|k`4L~3*@f9flX43d`UXa z%hh-}d}j)+N;vg8am7#IvVh5DdU{FE*ya)UmHpL@wHu0!R?_<+RnMjZS&Xjzu+;9$ zz%{J3A(!oi_J#n=G>^&hY&R?tIE!>2-SV;@P2$=pM7g*C#S6P^7QlGT0I*U}_|c6p zs0RR-jJ0CUH)_>zxKoML5*p9s*cl!Vg%$K{2sfpjw@Q|l7D^I7+$r)^Svs8Trj1L^vefon+$FCtdG5`nS|Vleb8}7d49QF{scC}&blLPm zUd60$j;{qT=@HiqVvuSfYA-6Jr4!X>)vkOpAu0OZJ9-#pGoqN2l`SKPjY*$+UVAKR zq^4%O#oqJtn@bFrK~;dpp`z28g}c=4U0~=sSQJM69?4I6yAtSus^&sfZpg?WdTIj0 z;=Ud61uk8tvM1pmJb$D50Q+0XcVZ1H zQzdelUwA6TYf^D^PxcZ3{nwUU1-|Xm9SB~oMHRW* zreDK(d&=)kD9S{n?QK@PcUucwTTsWIYlyh&qhS>v=U~5%QkU5;dpVNDcT^M5!ToNr z0^n(=$Qo=&BiBzX3`=nAj5vA$;-+dYmuD&{5{j9la`Qc!)sfN%PuUZQkUcI1@nLrjvy^zm;lzZdw!}+yK4| zfLTTv)v>XMX<$)6M9rg7aevh)rH27;-zxv{s{6sp!xcSU2=wuNdO7ftUuqjE{*!yi z7vd&Qe=deGbn_+(bMX(QKLfQjE$8-+hrHTR72>*mzb?&HTxB^6dtuJ=o=VkR%RuVB z)r+qMh9Zcv111H9i)W~i)zvv#6j7VL+-l2?6vW$!KTlAfh_hW8n+n_CQaEz!JKzua9|E>UJ%@b&8h;xJr8(sM;e z*(OmftyB2yImP}%3ao!Nl(z9}1$f^83Z>K51u5U(yU56xZ>h?72`N%_{a%Nqw=aap zN4|{ec;z&h*-OJZ8iI&U{3yJtF6D;x~3{+j7EC>8*KpVu^o%MR8+kR976fgMY$Bv@fbYmFRkiO|ckfgmexq_~&g1b< z?Xc`auE4V$KksWyqINeIb6OB}?CP8c&l{>ip-Ae@i!OiCGj*CgVX@U8)+J;7xoCmH z=ASNr-We?PC#T%loH$O_sp3>TAHjw(SAW!9cbuBL7NVCTk+{3dE@D5Dsp-R$w;Mq4aDf>B;nBYaVsqp<6Hd;i+EryLxd zc^~REmx4w!XD*yRMO*U+V(M$KOyY-_e(iGWf%N&f(RK0E_nEb|_e6rTq4}xrWAazv zi5z(YxrrjVwwqYbD>z;w*2`h?)U>Sc*umq_LixCdZK*v{j(h$3^>4>*AoFjGeaSf% zrBgDldKE6=Umv{CLHk$L=IOZFq`hh9wa3*MKYxDAX5e0KcC!?PmiyMNzf3<~%Oyg$ z=)QNfwLuIFYBYQMV&Z(10|y_Fh{LF7V>YE+fMm$k*@!|ocAVb7%A}9B4paM_dFz9R zy*qL2e$+)K21HE%9q;!Yp*CX=O-vf$xWts`j2ADa#GEkM%jQ=e;E*c;UmF^trHfZIzCez;yDRqg3Wvf{-bHgNh5o^_bI5kIbS37@-zi<8 z0#(%%9z{8Ly}OHC;i>C^?rtrAIE;Whq38=`o@m&g#n%-gs${`lPaccZ z>xF+%IgV{+r6#ZDt63!HmPzG#ds|Prc0HS@KZvc!DqX(fjqo7iw5F2R=)wnrCo7?4 zsZZ>tKg+m}4>@~~a8fk{Vvb`~Cg;)fzjfwEM!%gkT4Np$nAeXt!>_w{)cfb^cC>}) z9Q}*jn)Q}21BEIi+#CRW> z%=J3zNT{Dpgaez5i7c-m%P@bv`A;hHalch}cm3XGoY0Ll;&7!-67%bolVbjHq56tUex z?2;;XO7u?CU=Hh^eDonL73LK(&#%4-%&7hxZ)#eWUZCS2 z$W)p>gZnX2kA}YfQ?7zL8>I5+_YbG9{S%b}+6HO%o2!J9{*%@6+U z7Ioz^AjaPiArZ?yAi5Tpqg5bU0=QfnG$t`bFeSMJ4{P z$eQ2qxG$~e@NnT-D#u;dFjJIbB|jtB151r4==22M*w{?ikCZ8AqV#<^h;rN1dx7)8 zOEn03deW)-EO^r}caP_=zIgd^b1+71b7@1sX06x4V>(Mncyn<^Y;!OvI%Q<#fdMm0 zE-dcKcpTIDi}`f8q}-r)@6?C`CGxJYwc*!3PGcDo%oohToDIaH$RT&>wiyCFkXEkbo3PeJ@zjAtH|dURx~rCA%N1B zr%(E&!=4OmcL&od&@P}m?z#E_EDM-jSg@{~!`yXsmk{W3LZ4E&z_+^zm8^-yfc!rXKDnHz)}5jUoA(7wcUF{~|<5N%@horiX6DixHny z)GymC)HmM$iGfwMe`6XO;Z`Co2F6>n!QnDeTl3;9cg^5u>^(dpjH!k!ORW#S$_M$D z+w~ZU9gNdhNF4HlJ=CR0+Zl|4E-`i`bmIKRTd$XE`rIp}*reh<5G6gYM$j-x$f+`l zabxPPefi?^WD}KW=9J-L<`U(xH1?^&-XPv~rT60H%Zp_1GsHy@uHqvjBWpZ~*TIM( zowi>DhVfja!lA4XpZ8ZYF7rji4gA^8$b2PJu~{Y?_z692Cdp;`g7K;rhvj6bzowTL zR|4t)6G_x}r97KEjg`eypNVe`Z98A8 zDX6dro7*M3W1cOqY!I8~1oY;6saC-r+-C`OA~rVtQa5!5r{E@{8CaQS5teRItjAr3zH#RAF#0C&Go<;!f_VZE-3)iMd~fX^aVNC7>4Gnr z3Ntm!nH+a5Fe=qO^xhqILHma_rgJ%>GU9KldT{Ug7RoA`-7%ZFRWM#uY-FXMbUU_d9w$?q#6a^i}fd~O^%Dj0icW%}~yu!S>@bn6l74Y&S@YR4xy_Hlc zp4m64SR~`1mZlbsN7gi$uQ0)&fmk>_V+$UCQU3 zGvTuR9K+y4q$yJbAw+a0S$g~7_~Euz_244n!$w2oy`1;&OQ;tQ^@=r1=i2!;YEFb@ zl!JO*2=OzR|1ek$k>NuE&p);+pAJ#&Oa8=m2_{v9Up@chE-UM5pi!GWWr`w}+x=&7 z=K98-L=m6Ej7W>};iV>E*PAnaUECnOqgfhz{0f)49ZWZ`Ch*}T!brcyL1U> z7*$(a>n4v^Gbpwx$Lc97D}PFUtjm>?L)$Fjxv0lwRpx+I27T{aJ37jlR8&=U~Fif%YNuk9|iIWk8e6CN!N zXCN8HY}i+9OhP4nwBdWj%2)LhqB6Vcwv`89wQZ}5nFWTG3!qTA!))7|{mubxADk!> zrpX6|rigoM5-^V4kurzr{bgllt{Z1INMqmPNds1FZCJ4B?gsi`nUX$^L{{gi65I9bZ0q=oZ`jQg$SjEx-}EOmVmqXX4m!b)@TtKS=LyL(}4YUXmM z#GX~!^o%W}{ueh*MWy|Znhwwo$MLV>T?e?we{7GfBG`#{YwMJQ0$#rOjZ_cI*gR-X zlSqz^O3YmlwzS!Oli=d%3ek?fX@ji^G$?!aam#-6*1cMXgw8TOUWo)V<{+9=wA>rE zPMK=YvQ78DDPevO&|>*L0Osd6Loh7W>~!+M8${dMT?acpAms~;bDsE3<2|v%P&W&vCq1s|&RnH5I{HZdhtdW(5_KwimW2 zeFQk&%lrNy`KCEuPs1cP|D2*2U#<9$A^-h@AtLDlSj2R61hjSTOpce%@$Nqab9i{5 zi|#PhUG#UOfiZVH3!@kAaX3!?rxqZ*AVM$yG7(n^0dP+L#s%mgjTl`I>E%h=-Wf44 zg*>vh9;&E_oz+o}N=t(#_y{QdWe;!IRf1rtmi`Q2V!oo0ga7?xzi58e=g(IM+juxc z0IghDng{L4iJnX|N2E&4SPBgf;5(oii~0atHYn~r5VcZT-zfMbb`xcH1)#pDnpD3% zdiRB~oPOcXO4DhD#->qfTc&;l0t5B^q_<5rI(F<>qL6o#u^uGKa(~w_fwE0T7xrvB z(=je%KD+a%`dFkllmjT5XT$sN5%}l7xvW2lhJfb^^!9CcWJ*kIMI47_Uy!th!J5O( z5uOVoTXm0vj&<}ht32%P61G}c?lC{|ZRK`5q37{g;#H?0vCLFkWHB6JCL}u6LqT8s zG!^yl+73V?YClcoWI>%4&rgxnO@h6pv>t0Rbph#v`*MFzVV&u8nzFJQ|60B~L5vZ1 zK(G{AD2G5bvtN#;k}w6|5p|pCi?75}&7VHr)NB9%z$0xw==gceNos2AnP5{7(mpla z{P%ZPvV8xbq3tPEKU8#Zh&bG>^DezbGe6qww3Pj&qyCq><(K*yhN+IfBN-6hy<;04 zaGaM>0J*K0k+9{qHu9X)Mv(EHBi}Y?B@ea>Tu4Q(^m;bb-zr(q{if2pEakg7 zq;+9)?^}FqbhNp6vrTbKx8hEx2(ArVWTNqPhe7k>OIMZCo^h{}kZb;NUt3{VbXSri zM7Sl>1mz=PBwPfCA`?|baqa7~QrI*68xBU(d{A)aCf;I6eV8LqE z{HHeJqKKbgf0gr%tSz7mt2Bi*a!)6{2`_UTZ<TU*kRptobJC$bOw9u$bYv0!`xZ5<{;S7~dvY?yuu`qHU1Q^T+r13++@hjx zhjw%Yy1^Z62g<#nACZ}r#WeWxFKDSjg7O}t2xe`3}ppgccjiW z-WVlIsi1{sv6B|9nQ2qS;HDvX7Ikq4y-1spvVM~;o3YH|KGzH9BY4EbFon2udDpDt zqv1>gzpAcph5@*FVuO>W}4A|E#@umy4^3a^iRK zgSz;EDGrshgyR%4kF&9p)7z0s`wYI(3WmIu;Y#(_k<5=llHTCX$?__bNlYl!G4ru3 z9-r#ADm7NLpzgkG=~s%N4;wfboV~!QE`h2GiLRuf46eKTsQ+T9@&8WCzqqaw%5|Tj z1}zL+a{}RA`042kH5SQit!7&J^7rrcK-TgYuml5h1*6P``=+2Q^2R%Xb+4BO?n!kV z`H;=Clu>^zP0jwQ#|_F0l3Y8lOr^fdi&06Qrm}i!!7U~R0fF|Cbc1E-T|aC@r$En{H7xVWS!RPpP7Z}!X!iqn%})E&2DviW zum~`?w#%1BkhPC)MjyD7VuLDY_zmkGL`J|LT9#IiQAX`V`AkaMo$NrAU*Fv11^Yhh z^Iq;SEGqg+5ifZ%X;yCEH&V!Y<;pWJ*Oe~~iv4vk$*e8u)c4u>$;?@ECw~WJyI+^_ zjXNIgFg4;Y=?qnDAXC8KX9C*3v++Qzch!ZL{8L)L-@^DmeymDE0L#=p%6TL_-Mq|K zkt;C0!i_EopUwB55BI_*heRO89MLV>ANP68o*eoIk!GSf@9c92xUIhSoMgH7P{ zqY9b3(GPsn%ANbtlvP#oVo+~*^)42GVi@W3Bw&rEo|=x;#b-tKb%eN7z* z<9-=kD(*8s9q0rb;<20|wj2J&SPEqK@tf1iOkxhbbbauOJp9bevl-(Xt+h}Eh0mra z2kdQRB7jc|Yg_{SQ}4Dp*a5ATL9t7@4|(zN94ou^qU1`>hi+*(Zl&YYn|zqmSPt&o zoa>8$OgKwQk5w8Wmxub6xOjFuWo~9>zQ7YF`~%WSk@Vz+pz%p)r+20(PzEvz`)DU@ z`8e%mc$8~h%_{S6P#`V!p!86njxe}_`sQ%ZqzdPjkr~e!4Tm7~r`;S)-5<;@Oy=x; z-7_PlAh*7QhkQp4Am;x$Cf5I5p>ya3f*}tG{K(y^kl8ayCasBLww8K_9wUc$p00M} zf}oYK6&7J)qlbW07Mkt{5fFWVT(*era99cqLCnAO%*yq4on~d(*^cfi_iI#cCs&{UxdQ*&%J^=h+^|g6{^ChSP4|Nv>RZ}Yj=;|A_YDLi)LCchd&-CL#Wkyq}w z(l}n@!ZiP4x+KXd;2`T@J~lm3Q!5MYOT5H!c>Sb3246C4XHfDqfmhVF*k^xrRS1m` zxEVIE_>K2JLjrzdh)&95`sa+(TAAJOSdl-su&e-TJ+Zg1FJ&a_!-v0CV5`L-ewc~l zD(so2Hw^D!0D4K&+$*eR-G7|Ux}ix`jl8;>T$WF5j0DT=zGf3({^M~rZ2m7hzJ{^p+snYh4$Tz{a zTmd-iLteJfgVt=)Sy)*yTSSKf7+OlTi=-6SNBGp7O&HxGZa&S>tSkXgLG=-}Hc ztC++%-NoHubmu^{x=h}wu6xiWOiN6^5ZUFLcAjoWQR@5mUOm5Vl&m52GbOCI$h

kp#LAuq-=IOk4}E#rwlZM9-jUKEpc@yc!EjAsW7kvKjjD zd{R$MEn*qIYASW-Kybg>JIqd$lJvqAl!tv?==r83$G%9JE+?S#u4#urxZGjq<4)0B+Zi<=+3Klb<*nY962=6M;N8s;+0rS#) z1+#vM$3o-}Olqt6C!kx(jORoZ2Je#ki%c`GFJiQSSD|H*&Oc5~%OxzC_icX#g`63+ z0zBTGwLmL(JT}9k*x)Qa-vp@!YKZ9gVJ#9NkO$;DE-tQ@7(9=Vz>=0avTM2Hs6s;! z&R{AzYEOs)*%zW+`B=JI}@Hh;^V$=6or+QZ!3Md}k0ux*DLChD`y3Q(>2`bpuEXIT6 zedh8a6l0{5KUiSPU@YYna9Kg1I0*{=wDn<9A$ak7ig|kbBoZBX95m2%?Utpq%n~!& zjv)2$Sxz|h!?T%7dV&TB4GQyvh7P((g9R7Q=^29DYkqa|#;*A+cY&S-+mpCV)5>vf z04!#8qPuM*Etn($o9Qq16{YL2gQ(?KQ~1%n}jOGx`3#5K+o<6SdfvXO**IaL4g;q>Ps$VB^cc z48NNk5A5g&ovNQ~P$PFE6+Ka#QyV%r-MkAwR?^0?t9lby8mPAPK}s?L3R$4kC2ry} zR;mp_Dx%K?Q||4xXghm+WYV3GYu$Hq76)3km;@c0C?^aOW?C)+?CoNn%)yWsi?m4QYrYqS(%!BvZeXa3w^epBb0kI$N zz~mCvw;>QTSYTj73<~!kWi&@D?1Ts~!1e(y=iXfOk)c}hzXycM>Svd?dJC{;-5bZH zTIMmY29gkPTVr7Y@jgj~r3z=6avzh$+5RF9eMEhRQ3Am#kr!Jm;u>61W3HG#!mAx) zK&i-Wfj(n8U+@ylXIUxIxRrbEtJTs{Kp*x2el_FyK1D|vZnZBB|7g13dTif9D4`YQ zSZetgAc466K5SgnO;S~fK0HO{@0-+JFpx76AIu@Bov|) z`s#Kb7)yBOc1x==iuQA|)#j~Dv+{0?0N{MHF^kRmThYf{eUw7AZ?H|ToYqbC-XTG< zPIdjKcOXmY2i0I<-pS2)q~VSOw`fb|5z$BJlF8XzUFpeaE_0{QHWY*9T99Xs(Jh%g z)SF_=6#IkU8fp-Zs;I+dLm!W?S~eQ!)CLsx(M_6a@3(X9drBx@(k;)()Kp6;sYxX% zN*brd*6n!f0>|(~#=~wsRoJvhLWhN+uizc)v4=JKRwCofqEP*&CQ0>%~IJE1#AYW zHAx!+!sV`*WlfB?kJr(Z&bcp!`yg6i7)$YkoI)^t#+bmAIMtH-9XIA|n*>VT?{O9P zyO;0pyKj6r?4!XzvuaFD88Ryydq9nJ?fw^=o?87t^2%sdWnIG7OJf*jSt>LR^QZXhHt;>yFM50=gV zxT<%6_+R!wMRog$vQk@7bzG?F*r@@CM{O4;Pm{*u7avEC~ch7Z{&S?`}Q2r zavZ(K)YLt9rlUmXU8C7!GVZvxhMq>g!`5wEV(TZ18om+BQb6VWo+9r206d0UA|k3^ z?my3EU@cr-tpR!3?g_6G3?=}Ai;9Yleg8f`Cg!5Im)CbpWl(ye0@v-^^#eb0^S=a( zPjRv<)k&K)E*|*nP+q?OIXv-|Wt(rzpjI<8N>SIpzF^K5fB7?cr@H9u>Z+x!ttBrn z;%?0b7#ko%@UW(1NJ1i!ivwpMD4)qfhfm7iJ39y0WtJSXXilH*zmy_*x4e0m#6((E0=Tmb%58iI zSaK}LX!4hr=L!X+_ciPdD!H9uK0Y-!>(&z|hw2aZxyvCx@8!qOY&)Xy^kVf9$7 zF~-C-));G6{%mufZXpkW*3on+*{^C$2W%+DzF}E&z2$<(bSi5qz71(A7jxv8i#IE}<0C|G`Hoc&I)kOyQBfz52 zl9?&>&rb9g!su(L|Ladu1+4$Q%=GA7c9b8?c9DcJ8LV218IbicnR zE!x=gER#XYQTwa^9DmKay8g?^Q;GNHTAYEAJMcEFmvok;{A~OC`_!cho#~`Ca!|jF zZhhd_pH2e|Z-Il}`#Q?5Yk^+1G88VUI_kOXVq@&|Z3Og)_8)P0nKI4TfHLjIS>m3S( z2e1Suem|KFLso>^j2txuDs*7^&wYX4THpMH4fvICBALmLjy?b||bnV~3$HDcXaE57Sk)K~WEm8B? zaR_L^^UJ}{{?ibvo(?#Acn1c+USs@1N4n<>TD2GqPV|Me@>%e?+iVe;!csaC~)e!Ks< z@YkgWKMCCbxsv_h-!$lduIT*nw`k^nPXD(K;(sq`U;7tn{Pj`*_y6h%eqPrI{AoEq z&;0zEd+z_koALTjlK=BQCNxb;ho2T30G86C+`yvLz{1sCE8xPTs7DSCK!FjBL?(@4 z$ABj^!s;fh?oDboZctZs%1rJYr!uPhzYphAkwF3Xt+H$Y%nlS#&6-6&EloYOoC0I= z1@3)mk{?VrNG0TYs*KU1*8vr#Iwnnqit7LV8IJD)w>0h_`@*@m0eE!)^J-X@z6R<% zNTqo&p6*cl9z1|xbh-=FF#o6ZFx8b(g96ak@a=$&yE{+)2^|fMTVajd0_v`@)im$$ zbn$0WW$N8?r#7gm>Z`XA|7vOe84xGdu*TfJtc^cpCQD4qQ@y(kc?;oP8+(&34dBMr zbbJng+Jx=@*xm#)PznKjsHD1ve&TwmQfr&5{c0rmG@c)y_7!|u0R2yk`RkI$o>#hM zXJW>5NC?Bz!}fMwRm!;fNQrw=!(H#49gp&%q3zQtNzu_6Ko^)TfIcXEK#9TRirA7` z@K6xn+j4f&;G_beS(4P}jXQ%Ib=;pt=m(Ri$7xqV0JXVaJv_UOXG@SG&T35%EWyV z>UK=t&CTwKBnMvIQaxUS zIy0R>pM}1>EFermXJx75x%l`B0M4e9r^~mq?Zp%Uf`tO$WP5=2Eyo|Vn!ejQU<>%b zY~PN#^pPy6UxB@(=R(BCm+k}g$6|Z`Nm&DOxzHa1M#r6oj|@uS)?55tIK*FYb?+Fk zKA!4DFazrU`;kse(0hCPTt35@N*aA34<4p(2!VQ&U~EQJbq4@@x|X_e_fWN=Hj|U4 zQ5~P{B|UQ05v;VBWo)Io_f8;fvth-v&ooJ*1Ux{jxMrza{OjsMgR>!P+vaO?on4a9cLA@7_r*ldP+uu7zrE&g0 zb3)jB5FrtpdQEAh&OE-|k`4wl>2{e2sH@p&f)jF&?Vly}&JQrhZSA{M-M zj8s{d0&#%`?`>$;pZ5fmc6LsTl>0^|idwU?v8AEOA(Grmp>`VRp*@3gKhk&>YacZm z?6Z7N8}QL?&BRKHozQ) z=fokVrXTNhunHwG!}Xq7Oza$ATH8BT=vtf#Vx027D0a4)iO+%cu$?ZSNsW=r!5uAx znxF19e4u)VW$EMy2tAuUR?wCi%if}ovS;yrmUyC=$T5{>gx(bpf& zWztndx2GD;u_nojJVr~S&Nc(By)DB%Dc}^;)x6Ybt}hZ~A|op)_oo2+PQX-egrOs9 z?{TDw>+^oV=2~o|j|=E;y>@X`&x4Oo!Jb-J*&aTB31_eq1==dETemfmDjj%4D{Cqv z)6)}UWYf>xY$JIkNIk|7GQ=sa9W6V2u`};rq#4sK8i`JBStw;JNlq-VkK; z+Xz2>Z)I?-bkAl$6BNTynaN{D7Ehn%T81y4raASFeMg)8E;IeDlkdx-f7{!iU0yDnnD`4Q58It! zc1E?pMLq7j89p<+kkkEk0^MvjEwT`v)7m0cAefbW{Po|0cw_A2v7Lh>}hZJ#qedpoF|*vvgx|v=q5qXInM7 zcY#xD^GkCYVd7&$R3?yi=cwjg4z)XHDn{NV6!wrX#y6BgO-dfUj{KJGi{ZI56L(+U z737;D_{yDi@`jf71EuKnB_Lq0zyjs&IbEkFd_XWL0yu|?=o&UgBfU#hEM&A}QMAB*)Ep%mXGy$1<% zkc#|#J5WcqjE^Jqq=bc4a&oMJ{#!#s<3k_CTcYaSKM66-2x7 zQ2#tUG&SGwq%nekKs8NOS3iI)U>d)0E&^Iwub3;&XJoyoCIQDI_l)O zTgIT{P$rvy@<$JQ!#1RW$ZG^A@Bx6i@3WV6&<$T4;85yFPn@sxJ`uZrGc`L&yW0-{L5`F z4IGK^Hrj{P3MwxeBufL3Nk0v~Q?Rux^CA0lI0?YO%$)@X7&39b`1e2zO*Feb)_?Bu zXsMV)yiQ8@Ie8JO3#)2s(jUjhjO69|1sKJWR1SHb<~64GWvRz67(w8nUg3-bq;XER z^1QD1cMaDRBNvvDL3!?Nm-!cH{>f7aLw|Tv1@SkPe%YYDGQD%$=(W{xDveA3G4d;5 zVG1yrT-CfdKutrAC}3CM@GI;_3-!?lpKk~{=RU?Ns=tA2fJ`Kc9VM}L7q+(p*|l!6 zV+jfA+b82V1OyOfzU((|9wlr_y(1*1fjWCz_mx3;;8lT`^?Km%)H$AA%Tby6OLqJC z;SihA+(1^Q!w;K~|Hs~2KSa59ZNu0N7NQ_x5YkFYs|Y%D$4~+SGL&?Kiik?dP*MZZ zFoXz0mm(saL#K2j4Fk-(X78=fyYKsXzrWy{A9SdhYp(M=R~+j&)_P;}gPni6-YVG? zxV5}v6Zah4G5)kENy(;L@9=;{Xq34`_vD(6zD6fPl;3;kIml?45U5t+x+Pa0gG~hn zdd3;TG&f*?spRv0rW+Xdy83$MSv7Xw30l#!3Ba%>KhP2oO|uu8`0~ClIqf@Zl!a;R ze)HU(JhKg5_IJAJjeQP}_@c6=I_?=t4zb%FO+d{+!0^&T#bNYr)`fpKnCD2 zZk0|KWt0TV2$f|y=cbgu9a)Q`Hmem?r~3Q{)e6?njB7{KGCO-i_7bqZ0Psrrt4)9op$eMFhNpOL(r zyk@;BeU9^rV7JrNHxx6G<>1phF=d4L&V}xxhmfY8S7YiJ*{CfrmK9lF(kNS6ep0rz ze&q9cWJj8z5af1JXe7@3ql^9QRLv!Be4&0K1S)s>u{=dZDZHNgdCImYj-QaaoUO$# z)NuHufRjfK}G_}*#o^LO`h1u|^Ypm}A!hkBL zuuP0l9=|q~<0|xiA552{?M?G=8ZaREn4*@` z>!)c8N~lz|OymW; zQ<)l8aU@++-Dc zsOBrdYu53;wsGv4KNP7{SF()nsDT%Cu;_b)Mx*8L^n?1C*btrgBtoiaq#(Z{77Dn* z*{LYAp{&f_0yC|Q3p6w-TPLWnhJ^fL)0R`OXFD@=vY|iB%sV;ScY}IO@5EeWX8HG= zCr$(-H59>>>+LA5*Tl7EaCHxSfM6wJW+pM|>}nTp^xu@5R32g?JLQ1Z0m2I++9q$1eDFADeJ;ro|ucA z2q?WJh;GjjdrB6kQfF7^N4sRu5eSOu(^vDJpLU_T=d!5!V6Hen_T9T(%`P2#b@c&> zu0h4SiErK*1Bub%9A*Q5zNF=41u7)MI;vQ?+;^i3+2*@+p}&3xNhz6O@%_fo$@b!2Q(Q{)Ymgxjras)U=*yA5@tR!e?(+)wou6?F z;d;%Aqb&+Jvva!X2j<^=6n|2h+BXNyw1D3M5fM@vJ<+6<8XL~u<;PEC7SkKzGLuHg zhH@My>!L_w8WI%kJx6Oscfzdm0orc3Mc=j1nb4%eMeUF3N|p^RC%3K8id*%Qadvf{ z_F<@if&w3^ZF6HGQ~dB6bW0vU=30W2T1ZNkrB}X#%1ahMd5VE~n99vAS41G*N(Nq5o3;PfX{hx6gW`IghR%HNx=UqA zqQ!{3RVAILCr8vGN{d?Mex+DRLZN&-bT! zd2FxoL#&{C?t1{oO7vJeGn$^xiqq#8`F!uw@yInP85w{J-h)c-yi#@+TUc(4T62vpt^<`R@+qltpA@cLTVoN~Fz~-mGlMBfRx@k%iFH%VBzxAe@Klq{m^b~at@=Yn z#UN24Dhw`%$7uNhqRoGxYWeuX9lQ%}g9?7j$M(MCTc*hd9i=L+9oO!_CqgT}hF_D2#Iy0$Lhc zI~M=t0HLo2#P#tLjgctmQcBHjQy3j1P5kg{tX8>Ag7!H>nru`j=~f$zZZO}u^XRbG zJ*(37&+eiI^?bF)%7F_5ESc;{s2qwJwL!pU``S8Moa0JWR9M(C z(=)`bkqGzEZ0AGJ@uiL2z#-SJd9EmS*g8pjYl}oFH2G!W#M?J~)MjlD{_BA7O8l;I z6@F*aUQHm~^(Oml5jq+3E1fC@G8f^dh;uR@?a43=X2}%t_?gIOIhg*@YrCEhFINuz zq}%+6?x~r54yiT%Nma$xzX-rWr0o6lqRPn$OS3w+T0_~HXPPF02G%8Gge;@|)1myY zy=Tt_uWoB`hhQ)tQ)1m@bTK9+hbX99~$gNs}l*uO>Cn)Wt{RidSfm0HxSunsPd z;Fdo%{xjCX0`AYL!c!qUlf%Z=%h!RZmpQ&`mkASkZSa+MT!CoX>r$@iIaQ z)Kq3`bEG4_-6sW?g6eL$M{Wx{PuVIa6?Enj^8sP>-hAe9fTMJx{>k+ISqp_fg!M{Z z47(Z&hCvjDUjmFAPs}6&7 zsojcIE&Mnc6(yx9z*jS1uVff&;yy#($v2W&SIT*9beZrD=doNpI?!E)71{asT7)0? zT}B(GZU;7i&xV>=PL(UbTcEmAA{;+{f*#@QyanPq`w!d~PvVbP@8ugLIn4Q~bT!f1 zFRR2uN20WIOmZ{bzk&rFc3wd|%76f$(>ZeE82PnU9YvTXsGZS7EA$9`HsFdf66uoU zC~4lqhyap{;**XmK1GbO)IB9T9&3%}Mo)~UU$`zRWJkG#2&S+!M|fuKEjtyK%qCwM zkoG4K2&A9>wHoU&K`tv5#N1|oI&LMeBkNe6ov6^zObW5B`y~m6D%qBwKm!%TRdOgi zBqXG0XsB7;(|ymhY&n}B_pCLLD+-8Qn;Y-fw*p!znc3Ldw*8}cTo>FZskBIIjB@38 zB=YpG=b=M~r^_hB@M5}zf-CN0oHO0!J4+UJ=B3GE8(mV1r3x;Rl1XN28QKY&wv)Au zjj9_1?j<5`+|vT+>0!5-{6HGubAe6)z+cZK$s&!jc0C=P$b`bvm4T9(POb0tRRcQE znyM8>Oe6-15~Re~wj{g`ueSOR6xX)5C#cQ*i@Wjs#Qy|PkCl|0pZ2zMh6oYCvPk)p zPFmOA9x>gmCQyu%1k;o&YZWZ!1roM96=6yf2s*?M9X>b(p?&*1RWm!Hh+}UTFhg}Y znwn636Xq#HM)m5bf!A+XhRVh!laMy8-K0zB%WTFt5<;}>SZ*UkiXAiCoZr4hkd_(z zA(T2oTo_gR93Ry6)k~L`+e>8@^q33Apwlxl*Z>@4;bzsEz7!$oFju%vcPF)j+Z3G` zS4oC59gx!O5$MfjLZ0x{i1!v_Q!Fd~g6ho6adV&j(bq1G(Z!HLEpX0FqC=e0I3YpF z7{R>u0~-VE`~|r$#)DJNg0H<7A;U;{{`^eK$U(3^VVB(2mX|wLnXcf6^xSo9%e7L$ zu%+q_3?Hu`Cut_u={l0%G(rg4n?-r)oLXAYVRl0T&TsbdQuGN8Q(2V2GSTSC8*BR zOo=HM8mm;4l;Zu*M6LC`!-K3Ml|D`JsrUe&^GoF5lIum!?)NWd?A!gfe@*J)T;^Te zMO-lxZUqWJF6?-7&FegM@25`Gza7@^?52{=uNohJ&1+lTOy2%Lh`Y<0g0XSf&Ve1u z;Ym)=$iZIyQD5J#KLABl${eGpWVxd1!7aYLd+rh1+H)~Zg!OVwi?3B!dtxq>Z@ShJHwda68RvF$$k4U1KA}=<}+h z{Y0~9lDeL!^vVS`r4;gc2pL0=UCXa8xctoVVJ#!xC&iL{lIF~|O|`YKyG%MtHI+qn zhTQ?V&g|?7y(D1%hV4Rb@2l8TAvFGyQ1h1XITw(o?BhT!SXg2Cv^Bn=41>8+Y_a^n zpGM?9&5e8%B=@9pIO>m|$Icv9zjD2-`-PVesk#8wI-g&8tE=~9H0NN{po9GSDT+K$QePXjDO zUr#)T;yfOC^LBn~HDsdifj8e}SrmZmOU5`CsvMWU12O>af?iBa4`-%a_I#s!_edxj z9dD^4R9{=0*5T$N`C3>+xGtJiURM_b7}WUuysBktkuah*#fX(z5h{VWbpW<$MI5w0 zo}y7PgAxv~dW_G?VZ!L0iy~;h&u%*DB)uae>xzo*FU9KYf7WQ@h#hPm#QH9Z#ksi= z_o+9J@9iBR+i^}zG7&6oZeV{;@7;Ogrb&$^2}$Su7uo0;1Ie;!TON#izI^8H!K^Fg z#OGKapmW9Lckqyzmu9H`Yc>9abg379pN~J^`uj;G@BfQT^z76hMC?EQMqB((l>Q$- z>H2@sjQ;<((H4)+cKGkbiCd?nyciPpBz0ZXBzTNQ+eQ;ba%BpjpQ45;Qor)nKJ+Kw_xQ~I!|C(BJz}if ztds8sr^lzWTrFulBo@JxhyOQAiL5J{cly|Rm%AIaE*|+@?8ai{StEKHhWnLwaZilL zZ;IR?pu*v^WF7eLo26|VmP{8!AK~9LGe&8HtKYY0M~&kM!lvM_>@gfXsS^0*@%w^s zf>GIx8{7~1qUJvjl3wUfxc&Px!S~+e#k=9Hb5x2sa&Bq07BQm}_jFG^;S-+kBqOBRqC9FCn z*LG8P*D3}5r5c+BaayGBhxwhu=`xW$gvG@YrmhnRjlMd0j;v)r;02!7`~N0x{(0f& z^(c9@&(M-Pdk1}8#OYa)TC9N5$TpsI-^$#m1)E|7;*U^psCyuSNWUbaSsR{d3F?IX zhfzL_jDqX?fu#CBJlWqbJN&sPHaPv-?Gqtp>>>06blpgIH)+Q;k!Hr}$-LZsBaeei zkc9-HhK*kqiG%}M(rBAZZ|bwTcL}yioU`0yo|12U{NHI$8xTXojov#xe(R1oeM>=v zfq@T-ql$FyI1Q$ATZ`F(9Xg5W zzxs8^vZ8-}#p>)^s%gox=N{-5&_=5$D5Pdjvg1cyDXW)&Lhjiq+w$H+|M`xE<T-6M7qsQp=gz)2t4 z`{d?cHlGciw~c#BmjVdMl1Co@dB=aA;I0oLGqen;OwAnP>C^n9DlWVV4ED)QlOhxt zVN~?rs-k(iQ>;VRo$f^CU3H6oJ-;RAYNMRTE2LQPoulpL(l6EHv@oM0$vn`ntGUAB za|PY)LLWh#)yKp!?%p$(^ib|8>-;xwwrm_%hmJZ~lsj)P{Kq9!^6JaFyxg^?i*3Oo zPdpQ;ZvqRrzC3zx@C6^QrLvoZ+5RlY9M{096r+HVp{98&sNb19F`Lb5+c%u-KT8@k zKP>-;YW?TMpCk3HZ8{4wzoYC{-7FgAIxzj`W#4S+`fACiDp3s^0oICOOb9M^!eiTF zdaAu6Pp_1%k0n1s7rPvs?Nc+H-aDakmA@)3Rdw7m@Kt_Jx^)yQ^6aw#=(K{F={nK! zD>#MrFRsb>h&=AkyZ-Y8<)4y^IPtZ{Yzk9ETB5Ky<;b%HuLU{X#sSRgSqD^;%RxVWG5V z?OoV`9aD{lWTg>31Q+!wF6x*pDOq^;-fF!=|4Iqr0^&LkMG3D;&%RAJTYgW!8{+VY zVv!)B7M0nshHVS%)*G5@|MWFClP~H@?}o33ln^~4-4!@6wvPK!Klt_}SH5N#-&-cX zS=7rwdSy?S|HbKCIK?)&&EWR3G^RQK+%BI{cJd-omg?bi3$zD9h=y$4(OOwL@VQNM z9wM@w$loa2!-`mTaKLkpoa?Ck>3%5|{2-Wl*7_|J73tak{TSY+oLERng5MO|78*yM zSTnWBliVs$&>NCm=XJGJ3Q-BUfuPn+2|7s`T`fJHp16%hYu9pmz~LXMK_^ zi>c?*VcKrpvOD*3o2r+WI7+-oGK}ZFe>n1g-muaL|D9Vw8tLD@^uar_wJ=Z|gtDC} zf7!cp$PrC=joK!ChDK%AW#|m@~;&>=<=ez);O2>cVw|w`M+ENsxy&vAGAne_i$iiefzGw zH8i6v-1+^x!^K>Hk$87xVnxeb!%7$#7*qkT&}@w2ZEq}d>6pUA1Syi>Z1KbE;kmZs zV#dHV4XzziO2T6h|Y>G#&qCW#~?J-E;vg;Ls|5BwPGl3 zT9d5Kq1ggQTs*#ytTMKJZHvhF*TH}awkAdIYG8Ear|JjP=5kUZsywzN6*K zf%M&s@T#=LCz-kh_ogEvT%g=IHwyD0pva+<#I4PK0U8ks_`#?pJ=V?)c1L-I$Ilu4 zXfru0FqzPjTxxL&KoOL)xG&dazGdIX=JIVx$%LE+vR!Dz4|#I-y#w27)6N_h&QWFa z&hn*0-57TT*fOaDt-a-}QjYz6MV-xIiNKP%$!ED}bc}3rV%&7viq*)*nwk4@CV zp9Z_*K};;#D@%s$^_S@YPF^T>uVd)?WJSE!xH)vBuBjIP{@!l=Ngj-FXlh1A2G>SO zQ4uo`u%Hg0o9Q~xuU&tXEPSdyds1cP*yVxlOl)+FjQN#zG5~4?#~T{(!Xbt|;eU~D z6TMijGEm~s8K4tH!adBotW*|t`4Q;#d7-$1LFWo7lRN@C-jx1^Vmsh*lmpD>8w2d^~(wsM;JY=u-$`Z;u_s}7Hf0dK6iY9 z?{0S=}7%J8Y!)vI^)8zZNH-nc#0&RH*Fwff^D zv~k-WVgk%BC+8PHL7{<;YbDZ)etvCjLuz&AT(t%{KMZcy!@qd^b#-3}KnCB}R!i(| z55mkrd1t4>`t~Yiz=f8dIfg^84s9K?LB%bl*?%;6OEv3vcja8-Jf>rX{-Pc)nMnSw zD0Q*JP&C3^eY9C0qqe;8 z_WQx8UyDk%Cn|`F*e;6}EN8`4IyyQZ0k4xuov~ej4>8JL*2|pS^7wUDqUKwu&=3@d zbX|U3D*LrA1kGKEPq)tnrc10CuW!AvZSE>EB%lUdZ-cRdZZ37^eAvatBymhrQ&XK7 z)iZk=8|ZM~&rC%XJkdl1`jdhGB~5~kCU&+dt$>BYBepzZB?gHry|-`ABV8*yD_Jf= zRa47vYimCI z-JFjZn4S*DmCU66q$RS7DMaIFpA3@`N1%a=&p)}yYItrAB34K{C zuBNXZ+s1osZ3Yf~`)Z))p4L#qmR$DE{Gm%H55sx3=)MS|jn5V-*AwE6*aiBM_&tU^ z+<)QOd~9J13HJ4=`*o!^P>y+LgVDTBk3E4G7#hhR)mT>=7xnqe;}%-rf92)z%)br5 zzxn7jKIb;>$yRK)bv#BmD79pw+jO+vY8HtJC_KFL;)45Ge*Ef6u>2FpxtEZWG&~Xfg_XYlw&;hthfXPJQiM4&?YYE2=xsyf#akiuA}@>=)}!UcXT3c zNj%i$RlLnAwtn8Y)MW1_CnM8V$2-d^BF4m|zIEtOq=@6aBs0Rsbkgu}97|W0bn0Iq zDQOR>G*p`_KNjC#49_d+{)~v%z8yHPnB3I%=M$&JTPw0A_ymfC>a zaWSr7$VruiMNekkgpSntUv0VCxbqe(@9~1#L~`G-xKH3z$syl=tmrR8Nz{+weKt4^ zmVQTllVMOLuyAtf?QY+3C}?b|Z3WcVgYHvL(;>fI9CzDow#kK=Qj&yP zr9L}mh*LlaXGJzp>g>MrU=qD6SoLV`^S$@kfdjHF!kDx-=mE5Q`{_|&i z>kXfQi#h) zl()I{qxh2Ox{_B%aaYJJ&s<1OQ)ZMx8@rd>y=L!)FOZin()3t7Jv%dzUPI@67kE9; zeumv%60F|4fVb^5Ru#$#)a&2AL6vzhsP$>bbB{7!I zx1MgH6^z_^H&mhrG#Qp#l@$%V3k#MkIY?D)?F=x#Nr}nKyu2W}FtHQlRZUS=g8QFI z73-d^7F)!K653%!KzxR1j1+Wm+-ojL661$aI%@6Tle`MKP29B>dTh(1vVo_IvpBbK zYhi9I(RHC%M;CJi)qhjv#fuk_LPS?!^E~~zd3$?#wx_p@NfMf0v~;)LkdBFhf(g-O zMU2GU6yF%i1b2t(3y4AW36^&Beuld5QsP+x>E?zy=nfkuEYeST*^ck=?8wB&%`#UU9Klmp zy7geYac)4T1QlAjI}^7$!8wETHcqmaft$v5!B^LF&8kafm$bsaAC+tGe#4s_B@xH^ zRx4iR4qOql5-RU(wt`RTPZM)0rU_GW7kV>Lb3MBoVRj>79XMXbY0@?8=)_gOlk)?P zcVj(Q7Z~s@jHRIv45Y}>_N7@qTVjY&4LVbG7%P70OSK~qgxk1Dy#200rxN4_=8pAe zH^(g~c8{ zW~mcfQppeYF8NNyQsq zYSQ!8-HtpS62wt8iE)CUxzABDUDipusD!u|PVvOVL>evJFM_gL`1IufuldqlMBB?n z&lZpm;uBoeWg~BOmQSn|82_m5(S!||zQh(Kr7~F1m!|v{S#dkQzf3@&2u4vU9N@7d>}0z0Gvp))C+iB|@8{3!Vje0N1NZ zL((`I_DP*K9VA(?9-7Im33ZFbkzkpdE4Gu{N&wY_vSwGOMIX+H(3I=N7e#M6zwJ*_ zG5|}+UVP;iG^6d=z&*W^3?8idqoD&dXqfOMijPyU)w;A!#$Pv`HU$bHaFx2$fad+e zxO5{3rlLvNUlX0LcM5J$}WL7-fOEEwea*bxH&{3R8KmwW;MNbHrW025(s0$HqOeNQpyov$yB+r}}i z2&&MaLV)I1M$phPH2vSUc<{HlWDkY8k1@K%Xl0EXAe*URD` zN$iK1pBJBr&~^Iy`-b;u@5+5Hw|6^#*2YwSs>gQHtS0MbSs3zUbOS1aX7i@UPYmG$Ehi9_(+k2-6e(oU*8%x<<< z6FQ{YUG()GN`d@XRkR8?s)DhzDEFNF%&PiRMrzg3ix;M3kj38vsIw%*_Owx=5RL13 zh&*Ac)hU97GR9v4Dd+Ej?C^>3`X8^$lLWh0m+?; ziaGv^*TZxbJp^KFWYsqYA=GE>yin?mG~Y^UTcaxeD8Vgzkw3Y^31Y6ny+zk|Lj`)u zDKaXP0rQ|-Le>Pt0*NO1!tQ1;kU`6&x132zNYKt>-G~so%)i(u+;j)SuUWjfAT&NQ z!oev|;eXL(o%5r-;dknAWcnzR)h)QF^j?@QR4T{k^??>p3SF z7#Uc%R;Rg|dr#*SsZ_3&URrclN!UKTI%~0bf9GM>%J&68uVm06!7-T>qFY}@H?|tA z&gVF56}b{u7JQ5X~^koc7Ss=XSyu4d9~I(;!u_%Fk3G3Icl0QPO6B0frnvg`Js6|ImF0)&wiRhyiX= zCeSoO=}AgSeXrAHyW6bqU=INQD$j6|qv%eFic@w$cnZeV1&K$o-E1kN5LHXU0r3(T zgQ&b_FN;Y6BjSCNz4+cDvB@J}CpuoP=1$}Zt z>+Q##Nrn&cr;giP)G9}1lCn?u1T49=w;MJGzS7Yn3j8<+*jGy-sJEHidkPHax#nO@ z(8#T>ELj-6#7QpKn`d5)axN~x*7y(93Ac+?>Y>Nx=ab6$H#+7EWWzolj}i0Qe}Ep5 za+Y{!->@|0r6MgDFP&wl0|6WA++dqN$giX=v%+kI9!1GA`qPTs2VyP0R{5<_)@|yO z+cnb7LI?RE=+?g4DDxH`@*gLMJU!=m7Dx5o->!5R-Zp(DGByfX}2D z@C>x`Y;2}DWf9lXa+ur@n11%qSQ5seXo9mLw`Dqa4(C*xjp|MOWly=9`4%H$snUEU zzz}9wwPn|<-Mo40?ztNOuv!&s{%+TWNMsUp$%kM9Fp}Ahv^pWQE@vAz7mhf5%_j%6 zqMFiDW25s%bhh@qz%&IAnPphJyI2?~{@Ho2S4M`oP1^G8YsjIcvL>XZXjiE?Zkir~XvC6dH!RL`S#hjfE$HnOA*_XOX9%xa2qPc^J-uku^>QX(AgE z(oK(OYBF-f*h71!qeKi9km{=l{*(86RkvJp&71nSmVd1)In~q58AA5ap7lfIU4Vb? zk*DF=+DXH4cS&v+0Ao{p@2TTfcquRtXnIPmOfI#val7>*j_HOq4oTnjoTe!?8;qd? zA$QWm_3QbliMgV#2mcYPzWg1lqUHwj4cEFCB*?D~*En$6e5g1pN?1070V$eIO(tIY zK=bb$LyXR^Kx?w?K2~CSo8}0#5nTRe9j+q3k)@LdD}e;l%Ls=?&ns{BB#1WEE+(_p zH>D2z6~5t8Qd4Ji)L0F0NZc@i?r+kl9&s=7it~~OulZ@E1x)&DPlnp3Jn7CF%GHYl z*#O!`G)^GX2*}P9NBOns0cF0Z#y#BjVhP<%hBZIX6%cJTAS>wD>xGdeuswm}+{4iI zIJalD({JNEP6&zaC{~pg;dhS&AWmg@`uy$&vzDEiUWp>x5&C#XQR4?MU{m+DAU```5VtZ^Qn?(o44)WtfsX7B7 z8v|g^zQ!W>NnxB&5#TC%3uVep9450TSCHzzxd6Q-Ru#a7?GkasoNDj^6bo39fa#l4 zv><(b$Dd?u#!?yk_6&;b-k0>cM*_kHa+7uzb6Iu%Uk*&#M*nExN-?pghLl!(b;m(! zlYjhJT1u4bddrP=%-`~p%^!*+WJ<(pPHjN|k}qs~iZVwL=J1+$2eduS)WAvZZm)*{ zA05{W{evL0R32M+Iv`+gljaOyB2au;GBn#!vGcQ|2_V7&9-@qPDMYI3ge+h83a7X6 zhNB&s(oCmlxD*yki8*`gfu1BLdq;&{EXv!xzCBag1P-<;{E=Wj=RobMO9<#8C-qz; zHim3{NL8B!K~5`9e`?VO_x9}r1rHX4xHwbVEI5h+LPBYJu~G8_ZrG~Fx2C>Z#^Av= z0V3{Owqn0CSQhzfu*Sy0rcF=pLzd*nkG-D5aim#^ptUtM#ha$GL#7=#D&uA&%UN8Dz;3x#g;lpI1QVmrP)|lFtH(wObEt;9EG| zc$oVGwezW#ksF|6SApAUWMotiezRH)tIaZ9xV!f-b~-`6{3friiZ&afn6URysuAo? zo$xHG;}0B3GM(C-f2we3os0WBi$TwNfs*_6AuZn_bV0RZ2!%?j|)X+ zDBQZ+W-V3tWwHRM3HXNZqyw5_KP2M#18>j@*mNp|=(e_AV6S%#6yexX~JxUWw**LVNND8ta62cI3^n{O3Kn);`rma#r3Kx{__J75{1q|c>^@-r!E&oLpOG#GO| z!C`jG1QTLK8+&~A7PUXu#gmaX^#=un!il3h;6Iu9EVH3Vxz^z8sVpUxP7hr*?t+m7 zt*y`Y#(d`2m-i!NlewBx>6Fw#i{M)1*bq~p(8R$JdCOR($ZQ6GsvPwnUX$i`u{o7; zQoJ&zbXKo*$;$rQ_iB*q7xi!XHNX^SQXL3duO`xYBGV5IadsviGpyGsF&L+w_v_8v zEF%C6N{;|7PuFHn!rX{)LhDs1e#pt0czpw+XgEDDj9UU6H*A{v#1A8r$*1f6&d3UD z(yoGObrhg+fGLp9E;G|ibof$lv8hQtPi3S_F~(_C9|F*>O;M0ngI+JIQLDhLZ8K+i z+2&+kIY750M9qGtdr-e0g=4wFjcrpfwy?Ixr7jf76+!AxZfhKju=nyx-*I*3Vn(1t z!U?V^eGPM$*$Ea&ySwjS?802&^o9&Jn8#Q{N&y-DXc(-(O3-mjK`L9MyEPf*;;@}Z zZJ#M8-`p~TnxZ!rTGZbDIn&{3OPv50HmnY{{16$cSUy9;QyDziM@dJ z*B9}Jt4*$Sbx*iV!J`>vMcnc5`)q5IzQ#7FTjAr*o!h);`z1FrwiX01E{k6B9dRCS zk_TOUF$7OeX*57I*ik0ADZFP{nrWbD;_Fj0;jXX28IMU9?9T0_#(M+S1|G3zB3`W&PcG$eP2(}qfvQqS3#+`MES1GEtjL_ ze#SJjqCyp7d;wQ3_$jpztaY?8D+|p%Tc7Iv38mx@bD+YRu9_)RwdB%~t>yFl<>M)a z(5m~FxR-^<&YnA`S#ERc-U~`oyN7p5t~=zS<_}{$Y{>N7Tnw{EK(EYr;C)Q+smdU+ z0IoR#9YPL~gbKZNnA|CZ%u_5%fHC;(k?npTEcOJqapP!$e8q4KzuuRs(O$1Yof5mN z29ET$RBRk7_ne{qM|WQz<#DpWs7=-qhlk6((q6|h&)YP*hO6zm*r)1cH=WX)U7hA8 z+Y#31+Bd#DB=qG4<<@F~W2WKfT-y%zlIOF z)zrj#e2K~~d*Ho1o;7n4fj~513f{AXiaWm<~e^X0-mPL_%F z4lLjoA9SN^HW=i@q0}ns)Z06YY_~$Qcir5ic?S)0J{jPt8Rer8xVlhh=%tmDOIRuA zkB}+d*~#6xri8Vkz#4*>AJ(i@RgO5*G0nYmYncgJlT3A$P)Q~P6>d5KvRUa$=TRr!EGC}x ze%P%1^=uB44c!gNz(bFJwNZwgSW2;s>AfQ;$Q5To0rP;pzdXL_uqUFk__ek*X!Q2& zLcMiroy-}0dTY9ovRbx|d{ig{$-o+hp1m9y+4CQ#x+$?qo;F$$w&r?hlG=_I2KN-JpBi>(}!w`VJzO z(f{Jol$V6s%6#jt<^7lYO$RgHu8FjL9EgGA6BWxOW4x2doS|J7c7!k}FC}%{c7pS# zo3=2tDHz|=70IAXvU+{P^YWoMgX-f90o+lIJLUF5CoXV~!foU+YkPA~ezj(Bu)Ia% z$PrhJr^D%X<0k#KkV_dlL>h|qve;sKlur94U+nvnE%OUa3a4eD&UHQUO$FWl1FUVM zm=dXe!-dl7?w+33GOfw8H9EyzS>M+%dN73iUyre&M?i%B=dslVVw5Ta=6*{aYUjoI zE-Bn=QntUb|B- z2ONh_XP2$%re&?5za=J~B_tRcT;$t%=;rR`H12HzGvz50zWYrsaL{hStQKbFWV;uG zAX(PI7fCJOT_p72Skc+9J(^v`2P=n~!`%rK`xS7gk@Q4S(ZN!&u~U%M-l=*WIEJG- zqMU6xPvd}@wf|*sos2yEkd)_8eoRLP&%#36Td8aJ+;*nJzhQ*^0}H5bGa005d=zF3 zKIZkM($_2YJH9%p8-oO9f z;#VTm_`NMGU8#QleA{0VxcTbfCyk|*l|#b?vRZ|wsXS%PsQo2f>?%rrl#hjwKE|m^ zR;zL^hUS+sF>m3BDpgoo%yi^u{+yl~t~BGMFb2hI!w23#;DFk!Zdzlg@5FuMhHjVf z0hf(d!iIW2+Y5ov%*n;+)@B4#ni}qNW4DXF*~&|x^882mruHC`Yq>~lVNOHwQZExqv;y^fE5Cn z{Ot(8i>D+{9zJkbe9wMDbNN=($`9VC+NP#2`09vz^1=?PCZ*aDTnnY^%a6;c`Jx@g zHeXH1(wxaL;e@)*!9!|nHUT9iG*;!?XX)Ix4~h9*uJTzdM|jVs9(ONukeEB{wND!3 z4a_Yvg$iBTsN3LszQYDA#+e!1y12QyTM!{?b_LiW!!Z=1U!HP}j4NJ{m#2u1iLth^ z`_|gJFX1+E_Aw9jCylGkXrF3>Yy4d@y1G|@y7S;IWfYNxRVd1xK>o>4{h-i|_4gRe zi>N5pvc;0{fcXWsoUed3kKET5hA|HGOiaPiXek3FuACeuf#n*-pXWIC4=+wi$Mo_d z5VD4ggYG0x*Ryg#sa%^Zw2Eb9d>o;{$CLr!)^wOh^q8Tq%V-VR{Mp#uMNrY5NLB1{ZXgwen@s)(@xZU=PQ7F7E^D zWeClcP7;4HU0EdFn(xhHS)-QdIad@2?b7Gw=LPJy&jYpQYjw|CXtUGjr&WYvKNIAd zU8t*MbDTNN)JLcz=1to9s3T3x#i44X-m-2T;6MGTjm3gHwSH> z-mjC!xe+;|j5ZT<0$=ZoKXo-Ri{wE)&&{Z9XSn6jUHp1jK`dfjhwHE08)hH@kMFf|Zu0lRqR-k9n@xeMnx8O`dtzGpn&exYayL|I9 z-OkXYOq76+x*oNgc#{qL1$NDQ9dr-(-MV-R9JId>^(!p`H+Sx>s7AYm?oR4Xduwa` z$^?qGwJfZ;)O zL9mbqn}7)l``$k^o`sQIOE#3-QW6UA03?)TxNnvW+c3AjVx(tX_DSj*SrT=W8K2&4PNtNr$8VE%rf3V|khcK=A8p24 z3_Km8qoeOPygdg8r8VApMJW^Trl7>JC(z_yYDXaBjW%F?+Us*~ztz|KwzRxA)4jnm zbCm4k$Iy4XaU&sPDstbx?^nR8`On_L{g^jx#*}rWDxNxW#OJ;{%ma8JvHK!0o8ko} zs{z*~=`u@Q%%Oywv7rHskSE6X7!`EXPcf+WTsV*=@!-MOckXX`G8{YEC17u}D(kCu zV?|&79iaIa7CPO!xU{}pnm+s!CnYOe)!4X}yl8uU{rqF*d;<$bxfnrzuY?=mR{7>( zw?fW3IzKN_CWw0%qZg8T{5X5cX+lB^mr_Y~vYS$y+&ALWsW~AD`J8G}> zuTcGbX7}u-y?y7059cjV@<;4rX9sN5CM*YYAH9y;3ign-OC0j9Wtn4Gy(LvjqZ5c^F zYT1Ea+@;$)T2bYN|A(%(j*D{L-iHSRwiu`gC=x0NDhSdgAgCbHAf3{k(hQ(r&;laT zBAo-$UD72TLw63%(DN?NZ|{B1`JQ+4$5ua|Ee`i{KWkma@4Ff8tB!>$)O=Wof@B?yj$&8+LK0M$`vVK2=t}YZ_aplXL851*TDDo5uu*46X93 z@tsdJW8VAuNvLa(Y*bQ};4F|00nfW}-fxSFOV(>0YRxdj9xS>IEbIMRc*+%yuT$L$ zOYP8?L~!gMpxKsVbW9O>-~iw8TblvK=r;n(YH`SFac7E7Dnb5Wrwofh>*?#~IJGEB zh|sh}a@DqDW)ClIRgN2sx!<|7F=oxeGC1pG<4lUEoS>39xe*d&isa6m2;f!}! z*qmLab*{Sf8uqFv!ACjN)cm+r@9JLUioIavU!_Z<`-vkXo|Uab;RpASkPxw=Z$^~F zS2qmxJ7*Xae;@vQP(`KRGC3jJm$dRbt`^agrLjBrA-N-JBJ3P7%CVs3bQKwK$jhky zsTd3-IF_9->$(6yckfPBZJ@Lb4RwBpoOYT!BI35$x(9ga`_hPpMdQ$1hnDtY-i>FJ zJT+^pA4t@q-?Xf%IW9$GownjWI=Vi=nG)Xe9liwD#|-JZ_t7OeQD3>Xa#VA4d9*zF z_aPxkGui%8US%bk1OU&@~>azUZ|^|TH>@gGhX51qKu}O4zGu5!6%AsBRR+K&^SX9 z4LEh`_`o?h%Qtzi`XcSiS_O)~qd#-nU9_P|>v&il9Ce8tg+)oTK zNB&A$c(>^3KfWF#Vzz08Z&KUYdBsC4B-v_qc#t8B!G_OxB<(Er%}VpTI^VsC2H8Bb zPQRb}EnjsEnsjue9+_g)5uhj`1S4I9{!J~pYn#l(hynL;kDAI26l^e?lv7h7ckz}f zm(BP4v(yZc6tR~(B3H}QjQlmRJL5BCv4zIx&t1C1{pjreC9CiSEVk5<@QFFnZwgQ(e6&)IcaD-Z?7V?y9>0}bx0YHb8U2%zCN5sCkJj9 zgQH8^?yt&MR7?S2vM^FQa`B0jltm8SxWx#jKJ^x&4A}tx)=UAr&DM1t>0hMi*w5eG zI}(x-H)_ODa&fMEIt?FQ5x)Li)quzCf_eP)@p&?0X4M1fSRQ|0-}9jiA7#@GBtbBt zs-w~`8KN*@X1?y6l<9WYaiD;!M*lq<2DS3pj@8g;KD$Y)SJ!~B+&$Q{-k3HP@uM(b z!7X81LC;aHTMiE(OKw4|0P<@`<>6J2Zv%%eF0CC?%7t$Hh*;#lx7~6$o8j8l7VU(N z@NvZb`_CGpZr#3pOsAOx@5*8HwUcA}|M|M<!5(E)V3i7=W79>zZFph@MQ1$hH0Lto@Q_76kB- zlO&=qRh>p2jAJnEQ_=#GuELK!W8Hi}R8)C2-lfET2E2r8v>$2bDDQ6NG6O|*7v8?D zl@WA_!Ald?D=v4;cf=&c^9#b;3``GTxx}2!qNTvxY_MP@Ni+B4z{>yez+l3BytOzN z!f|K%T)7##Ai8&{FUNU=mz=}QO41a@^VeGjI$ie%$r#mgf)8AFrsD|qPmND4=~6l@ z_83#awet$iGMhwIYFf9#TbgA`6r?6pnB@R&NyLZ%QPEucBYZgb!^?Cbsf|2MP4`

`9eJ54i)5gFl}hU&lK_Z4y4W z(700SpqAbsIDlfVG#`?171|y-IU^bur|cN zET81(635b=EK#G=q&t(w0U_@XLnTh2KTz&ZQA*Q_)~7pdfHvYIe?$H1h<#jIWJJEdhw6wI} zI(6$=?e;J1tO{yhY!ux1?fL$Jo{RIBMD-^K2F0w|w-v~g>&kDbMUQ^@gr++=|0ez> zAyV&0wN9k|uh*COpKc?_p>YR17d>q?Jue$T!EdtSlC7mhCl%q^X1eM(aM1%onjKD# zg+1^wVh6)t^~Jbbyj(NTr38?lgop?oyh#!47IH?d)t&_2(w_`L>A5FG(I2RGJZ;Xo zMxXB3=WX4Y zdF{>IPorK<$2uGjJDF~e>2`Kf+@v;NS#q)@0&yBEYwOtxP5zw1!rJQgfC(B=mD)VRZqBt6$6gMEA~?6BQm1KSM#-)ZrdO5@A^;Vdzx+3? z^wFV&?>%G|LSxLa<3yE9H#lwFm#H ziyp_P@l`#Q?>cQp|6n-N5zZCMvpM@z=$`4uuk>^?Mw|5c(M$&5!XZ|^1|A{lwWn3& zu}0~gPu~7#zl&lqceCsuh}erfQ;xM9E(-?)F_|iKdeD9RNzUe_=adCbF<+uw{gr5J zmeLe62_fitoguh#T{#F$8c(flg`CdB+jm25R*KTms!v<>T#4KR56naMSu&91_Y4dS zlhoQHoWbKp^5PDL5GGbhs0-d=ov$>)$#_?@RwUl9vvzD^xX&|K%y;bvlLM@&yov)T_k zBFH~{Bqk@9n^YD5N}9#WYum1VsyTG(=(c5uY5PO#W2~SbEyu&{k}T0_#hLl}#5_KLN zYkqmCM(SaMhlhv~K;nDIpT%wOtk1q5(XE*MYZjo|a{<>#)5mXP^V4Y~eD3@BQ#OFV zO7j`+M*kPw<}sC9i%W^TOQ?`~&$?4jUYb0pl!~tRQ^}3HRd%?o6f4^-A!}{xUzgF>|r$t#r0NniImu=3bcA`ozKNYj*N)hfCK?XGZA> z1Y{@4J6Y(z?Jl7>&4Ihsn~f^IK)p`mJJ%5>5zcxyi^Y9n@+!kw-@}^;w8q87h#l<$Wtvm*8;krixZ<-jGE1p2O(dCR(DKcWIt)RYC<<(Tl`g#L(xVG|Wu{Yf_ zHkKMLMs$r?JB`3?Dug97GX(|Zr+x9zm5^j9HEKQ{9&607N+f@aQi?}s%BtzfAu{~K zA^s9^cE(?I-@S6}6~p5zH(T-+*ovkCKD>Y6?8ddlFzU2QQ&#@?qd9n;~yQRafBf@@J6 zRbEaBjG9X2YZ^Fp3x3_&H7fx}oW^7R<{>|7_BCtZGk~WgYK8Y3d}q50vB*4=!3`e; z+2M%x&qX=q2>p56=Q-kXq@Es`$XJVtE2qHddaHAaAIbii>%EHE5mr?v!ir>Yi3ipuiq= zs&VS!W4BX+fw51lv~R`YR^=ZkGP?Joq8l@Rh|m3t=z`d{(cMw0j9%)?YCC-dt|bmo zuYDRI7URJohVqKL$q}67er20GYG3ZlfAFs~pX^WV7FQSTb)OkyWbUX5({iuf2xY)K z`5V7lP^Z=~YL*+?l@;7Pyj__~8q+F_!(&(>1U&PF!FWDUZod5}`wnyE)~OLpMdWnP zHQ<{OYwPW};~T^`Tk3qh5ndm>w2Lx?kx+yTtfA=;5gZn+U(M0q$7`8?=t?Ow5I}FP zaYg)}GSyGWg8lsshVxsy$^q9MT|Kd%& zfgD|W%~8$gS(Z74uqnyk1}SW?{~&<6VeP#34VUiLaqG3 zT2s5u2XVo1`O5N&84bbcS?u=v^VWpB&F&GMM&skvPdUvm*47#W&o?o#y)axHpU+P> zdq!h*v1T%{zO0F1S$-B$ZBX2N0opi%X7|aJiG4Pn7xrX;dM*Dl4Ce(Gi zTR4Fq(v=^1Y%z?h7o0+Fuev>f8(6l}+>)W0`ypqler&5>2vDg7(?11^dU?+nT0RC} z;BI7+{7UnWl5_S#pWS3n>41-e*o7AX?*-Hd_!i6xw-3|hlchE%8e(nkEn3A@h`*j} zdH=y{;IW|l?SP)VSCO0{O^q(A70)dK!V5o?wZPG)UM2mIo6C0X)g%0D?VNBWfa*(A z;<}^M8=SX8g&&3c-K`LSb1Zv&eyQIw?;P%w>vr3tQP(4m=Fm-MdkYzv%PZ(S@XX;% zNJ=8%NfPpe0E3Ob+OgJ_y-GNOx`U%DcOGp??M^nnOeM9V$^mTRLmPD~tIL+<>*O7R zSVlFsvF6}J@xcmPvY>;ViMcsZ0C7H1xwtC4A3p*RmoHy_qNvy>SxE;ls5t-Lzgxfm zVif-R59eZE>RG6WnXZ&#vn`JBTMgLK`!h~|7ujCyL#%CfJZ@VHiU)2o2^=aUVmW+C z+ae~HmutXQEyJ{=sD$*!@ma^ooMU$Lu5Z78zl`EPFud;AI!|qFWrer}&G-o#5mxt! zJNB4i*mw#2u2IU_ld6#}qyLLY(6N7LXD$9T0H6E?qKoHV|5~%m?1*(;5Qj%(x?b#eHEE+l6F zVfDi5^6hG&yD_?bQN?Lj8F3~jMZ)H=S^HFD5RKVL!AX^Hh1m8TwHw9rQqD}{p}cc; zOFeN<4+`EGjeX6XYtOZwvdpvWFKEn!3 z=|9y+X3K-bP4I52l(^~#kvy)gT~eXOF4zjfYe#o4`;>#-LhF`FuF++x0I>d%L=426 z-OzNKaB4n#W_)!u5ZM26YR5l3>{o^^kFR!&A`f^#+|RC^9(NG6yL%>pGO&P0R05n@ za&o*r_E&nN-Ziew)Vx0r??u3sco8+UDu-peII}p#2lKTviX>)14C3PA^t`+u1OupM#^au5jIBj(yTGCg8RXAv9^tmLtN^wkf|@)> z7dUj4Ik7p9jivvNICqXrCC7#Y=5+NA0yNToJcL@2`k!*hzzJ_=E-VURKqqq-onbvC zOyY2!iRlCY8tAl_-cjb`b}LkW+N3NL(rP7UqV$pLvuRlJevOK z!smd2*)zMn$#m4&D4y>M zxn5qrTSX{`ASA$RxP|p!yr%|>8QzU?niq`50t=@%Qtyv={JW4ygV*j3JNqwQE(QiP z-7g|&HJPgx7{T7<#Pxe6CfFIEw^37z5TvFR3WNs_s@_?d+QaG*uWbIA8Y2czzSMEnCp($ay#$eHH7 z%{C>iY~yYNx+C7ur?MY;fV;sVcX(`eQU zRJ!Tdje9<2H^1&n8+!Yeq_|MjK~BE=lb@g7!cP(i8}L!S@gniDqutR;T5eYeF`d9J z$R^rc_rJ*nQWzyLkdcoeCb66LF+6ade+1PIVtjJZ`6)^b&gxi`5b-~=EB}He{v9~% zeWtLp4zcb#Hw@Zh#B1>{68fX$)9Kuf-MD$VWdIpnoh0UllmTwD5R!^|4&3;*(r?-v z8{%L5)d1k-^%zcDzU|w)ML+1ZCT#Bo#y4D!z3l#Uhjg#h(fP|vwHq>=)tq-?d(lQ3 zi^($@yeY`Dtx^$`pyNwZOnnz0f0`q$U)%86nUkN$;!T5{W-6S;VaSDbvXFY~)0;DdzN>}aWWrmg-40(Ee zP^@W_?7hl7r`r6Wz5gY4EMHu_<(9zhfbUgROR94NIYy89`3V&+az<`)+s-lqh!p_B z@{4oZz(5FXa>C^5l4l^Q!!CNYQUW_x88#RtD$#mQ`03M^{PcW$k(+ZXDI1oHvxX4RyctBIlYw+2u?a_MvsmNyTd;`G2XGpvr%-@HV;k z5qIStpS}G2n5P8y?3m}|RyO+EWa4R0N%DvO7f$}ae^4j+2TbzU^Rc-7Pj~#!Z#69Z ze?QiLkr|ND-~Ura|1-1OoR|Fv_U_LQF-`j8A7av4d4$sz0M%84E zxL6ECfILrz8t&%D_<-ST4rWlpIO%)a-Q-lks^*wn1dcQ@0^sd8P&$m{vMir4Jm90H zRoAOuE~en4LiXBr#8%2I<}?I|<{B;7v_t>3_dxw&?qF;2CfTRqQtI46^~nL~hvr(X z|CGxtwOVI2XpL|gnQLioHyCQ=q2Q&^H%FH_G0?d0pY^SiTeO2_`3-)13UCcz{E3@R z?an}Fd;j|N3^+Evsx*!z@qBv&gFcdm)+n|>nEV;aqYT*hTn|aI+F34UXqT3h)a@JI zTOOrUnWReOx3z{D3vXZPqAZTT9{=CJ9{VpJFP#4S`ltuOQgpWdlD%r7nOpY`H-(*7 z&J=xT-a2JZie_dbi)f%In`QOYnx)>_mX^&lEH_MiKu;59q9vUcz47h_a72Q`rb7%2 z|6hetBvn4y$>8@?QBlzs?hc)tN3(P1D13N@<3CI&A?qg-4D}w_AJT$ox+Ku4X8T_= zmFtQ(t?#xwyva`1iaqdIW+V4!RQ(wh(VO0xWOu$jioa#rI2X<{76uahU|!F91%~El zA1VvO&X4hESrd47`(qnAbzumY6s^U>c#W_0ka|Qag4c6}&tA6BJ~Mqtw=S($B8D^4 z5dYG5m2MFw3UIQxozxK_{zB$5EJ-Tm_n#!qrsmc=G;AT$(|YhM8(>e92RTcTEFC*B zytfJ8oWPyn@jk%k0w(*+hiZkyWU)_RgN1OVTL1O1Mk)65w{On^F%Iawn-@eVD3;^K zsRnk@q|3`IMx%MwK`xll+_2~3U#F&Ko^P8d;BhJ4 z)MY0(?oU#PJBIo`*Wk#~^|*<^(a|y6W?R*Mbws+G&S89ZQFXaQH1PRmZ}zIw*4v7^ z70HF>WAD?`8Td;^^v(HfcPPMQE*Y%G&Yal|b3E?JV?Q~qoXu50Yxiu1?+%^~O{S!vc!{LUoo$~RkGltQ%3>XjjqWG|z2LAg zrD;bOK0fGX8(r6owZU_PM@M|^x)B=)$bgs^r%7+d+vJZQCC6akd3|Lq$n~fWw>}iP z8uTSfeOf^J@zJ|BTX#XNioHqVdnwliblV?;Ajlu*F8y#V_7L9WvK%DDKkYEQZup|Y zIHaCYxy+BU^v+941d|xRU$p|vt$W#bNEp5ljJE^S$ma{zxZ?8i@X2XQW@(s++_i3H zrcF*#UpIAOI56)fEm-yYuF#TnhJZjw==xDh+*p{iKMr|F1=N=1geL6(k})R z5>rWI(C58Y+_CI*{u94bgecXrXPBYetrK$-v*9hi<72mBba^^RW^r1+UfJJ37n%Vg%jaf_=1Xxd};)FawMEECtLqX-+#)P*SE|yDCw)F_R(_ zNAWuDHL%-XuRp{8wc$&6|;kR!E zYgclBF@R{-lde`ezz-WFPVS92{f?a;!`u}u^s6e$T}aeec-Rkp5tZ*JD1TXJ88sy0Y|tNBh(6)&cX#*PB$ zf^)I5x6yfm``EZA{s)zI`{Db9#N^G!(@687=xB<}Kp44l!lcsgjw#h%Kb|rYaJKxE z&->`f%a;$X1RbQPl&5VUoxgld`R(^AAEB>Rn0eg399lLD=X;y*9Tc6t>J~Ac=JuJknS5k z{|!1i6U)=jwCf1-EIPk@{;Vy`@LncIcu(hP34K%hdAPD^&w4uns-*7R{zb*_A;OM9_5Q)AI2N=&TjWJsT+IV@hY zoEP!s{**s8@rbWd{Q5dpXbb)P7%FZLo0(H)^_Bxg z;bQVh5YL*BSo>tdK#RI8jd)cKi4TX``XY*?;$f&ewA`QY&-RZ`ET~MEt%~@~LdTALqJkPd3FZ|VqlgIvY2@JXy#;9buE;~m#df*~j&4%v0C zLp$;A9UE$d@7Jt*Hi6!i?b!nMcGmZ=A(F;T`F6vFGBhgRp3MKAyD2HMyiDk}Z28Ee zdTnm=9Z%S?DO=VP7)ONn+q+EwqKrPMk$zz&tHL37FWDZ0DC~uP}<>ks{Z_ctAbm%q`#QsJ(NP|n1D0Hi#VIuJ>rktCHhjo7aIM1TD>{q^N zf0__b$%vwF-x|AS(*HPrF;1z&#bTZV0j-X!WYirX;=$vxLy_DOGqV+*8^vq)!Pnax zoZQ!reluI_R&a$3n$5yxg0j9YDPp-~`zFkI6TzMe=V3wk7$;68nip1xwze(+?7p#4 zjZ;CR3ys^5cgrxazhI)k5at*IUNZ=AL0zvt;6-8fUtP+Cfe6zaWyU_v+(C)urVy_) zb4p9wSnO1BGX79&B%Awf$s{zTmip2ZQB`M*K=jWUBd%M8wI4dOvOZEt=2n%JXDgg(11R>d_d>ie0u_ zhkbn1aydFq_=0SWLp$5q6Yta5w0?qgK?V6fzf?d#+0lMWpULt^SjGdb3e1ud3>Euk zjWYd}M*sSCLo5E@HT&>2Vx0oE$8>^ayS5_-7Q6eIs_eO`gpn~p?e$}B$-;X!ecFq6 z6+kab;w97e5WeSIdVVlN${%&LhM%3g#=tz=5s&}NLqmxuBnT%f+W7;ax$$_BIWy1!CbBqCTn zAF4T6&9Y_f~h0+g_)KFfbd3VHPaVl@ICPw8vzrKf&D(M>*BL%0yF0|%+ z8e?Re0Z48!ewi@vu$?o%R(;VWSa)6jdO%~nRkkvSMak$%1iRa zq@@eb-JT6^0}JjUzk~4+E^EM_U}lJbIdKxzrGa%L#HmAE#yw~5#Xs2QS}W7oG&12W zyXG7X9i+iQ6$laGFm%2GilQ*?N{Qnz+m}Y?=`+ylNW;MHS5}KGTDrU42Nf=< z6sqUI6A60vmg!ZiGk5Gog@wjhnV3e0Fq4xKfcnDuxdi?8Whw=VN=guGfVrU%e>C2C zxR?#RB5*TJ_9Of*drpUXkp)0juuQip`SAO~d{FCP?n%D+1{-5!dl{^+qkR09v*pRs++J6nQEzITp{IGn=}4>CVE)vk>ZC%(>6=C+!*irZ1; zNFy_WwWS1gp~ju0J@L@lt`yZoR_Y2YDZGV!1zO2%x0sk>8mQc0`b{tfInkT$CS871 z&+sbqs=b2k-$c=0zp=3Uj~ecxozrfiyVXLPwPqk_YyZ?6dj{DCY*B-M-oI@bQJ%#AL&3rI;<1P33ZXq_;~Y?8v1lo{KkVJ4B3ri=~&#HLzoP zE*}yi&uzs`D5yn!NSLOVl#p;z2VB6X(O5O<_>stvHMJ;ikfRK%VI43@418b1j>Z*e zW4^6^0`S-=2PB}yx5f&1yk@k5V7DqixBN;#lx39`Dle{;Dg4BdE7gm*F+*k}1 zGqQe9Z6`u2zEaKEnYTqL6Yn^-{NPgH&t^2YTZcrj7|r{ur)a%K`S65Eo}IzFlI^gp zpP61!lAexP%qrO_;WSIRNBZo_Gw1V^!M}x#&fTR=z;ezU(Y$Va#CAXLyQ^UT%-s&2 zIi9)4Av~Q76EU${m;-9QZOL-8A4yUbJu67NCRKY-=WrMkXtO?=X;sM|4FQ3;uCC?> zHGKA%;9e8ESAJREy(Xc94Wg*BUGG4lL%56{Qc9iCgZC269DSX@8H_htFyP1{Q zU$%lS+#U!Ewvk~_%IpRCoSr-t`4wrYPUcNgZe;A|gt9VM5>k@lvZUG%7vv&SQdF^@ zLqcfMdy@_@#ZQ?l4nYPxH@e-IHdN`=ypchYyh{g0gL2gcgvrT{4@z2w*#w-%?q1e< zrB3Vaj#I_j{WRl@e85NwR&2d{RG|8P?Rccf*!L^SPazPa!LeThE`qS1t*DZp*4L}A zKX)S8>|;V1_xtl@(b7uy5$yld2m15Bhq8aEJXIMJ$3{B$)mAR`S$2uWw#$Gb9<&?< zK>PQ^kJ@Ob!#3a8_MJufp7X^|nB?ywZ%z6O{LSo3H_j7A&lH@O;$DZ3M_Q-%t><&2HP4RDW@4npL=MA=l` zpC11CyofG_s4H z#Xz|hWRLfeojPK2PVejVU47TA^8X-mQ14G{e&g)?fi~4VvTrEX^~u2weY)<)q4ZP( zeSL;;ug}Y=gcmP%ZuhI-S2!zCd9Y3&j%)=r{de(#4<5*6s)=$d%w>5821@(){_uSI z?%L>MiGB^2L^rLxSHXD?>@yqID~~D$7D_;xCLiC!)^;<`WmR(o+3?WEFC{}NCOUd5 zWlLQHlsDx|D`Qbp$kmyd#D?R2k9f<@$;6?nl?uUm4q88h4HfZdew6Q~SOG1^RF-dApmqYpxA9>Si!*2fgOWJW_ENW6@U?;Y>Cw{wx4I6f z-R|7DP%_mQNud>guv*?d#h|YnF>a?8x;QuAu_m>1uqVS(#yFJp@Opq6ElGEe{2Fgc{SU3rc2B9H!!~A6P{_QMB-4OCxy4MJ&GMhYt*eBn|gyFfj8eTr#56115i@fGLw)7D%;2rL?%DC-5w zUox7!OO_7gBgZh(0#-;n561$OTru6rVJDh6;EP&_H?A^1=8JWynkyf5&iKIw% z)@TSQmdTwvOzSo6>m^4NpjVn(Tjg55K9pM0eD{ugAvlLjEV$rT9VoRo8)eAEYV!B| zs9V>z6%k1~-rtqCi`dK$i*a~0CeRs_$IfBi^$esIvkzU7lq*u801#*5^bz#Z_ep}knfA~gl@zc(AM1b@_QfPW#Ngww`~7`1HEpSerY2o75zT*vI2rH1G&>gc;X2jLQgxj^ zmm4iy)lgIURQOK2<8EO_nL2aD#s?sedI~}AY85ToL~!ZeUKL)l^-0k7aQ7f(R9&{t z`aLdl5mZg;x4~w3dTNRyfG^7V*Mc(yw*CFc)$I=VLrLJcQmqA;nM3LWZme`sT^>gf z;B3OsE`+{5>_@rGCz7ZjMp?7+ZE<4sBc@ceqQU@-9s&;<+uLPjWN5+`Q}FPP7e_OF zOB|LajTo4ifJ!b&FW~gPeUe+Dvv@ezbphnA7AlnS5;lkjxWM^JFIA+$`67Q z)A}cuEGxs{@6btIS3(t&4=oPZJz#vGSXyA7XX$Q}Ii-bMa5{TtS3EezeS+lu8G@w> zm(|a-p`oD*)uPAt%`Uv8cUF4hJVh>0r)kX{B`sxDbj|QcI`6%A=gD^omtZn%(0UMWDua0}>k@!*IaHUy(sG_T$7f)zdmP0hH#B=;;B4IHr=2_?MnM+#Q`Vybkk zrjL4oa2RAvuCb#hA5`lJ@Xv6cs-g>#rDG163NM#PKAsx!Yh^U|@l{Iy`tTZQp9DOK z#Zu}yqwcTV7pbOs8e>DFX~d+2dZ)j5zT|O~kzA5#%g@M=*gN|klziWyV*w07V@JVp z^N~u1;`aQgB#2DJ9PbQhMZaqTC6vDL>(~Pcew&1P#M<%nHA>#7v>aWLQm=98KClPg z?xfdx(fdG~=;mV?2UwfUYt;$?UiiJ&nHGyeQ%LOj0e&(#H)K@(vUJwrXRoz21Hd;6 ztPRUNwv-B9fh+D?Dd*p8UhLCB{WPRUsW=21_N$(4! zgVF|m7p(EbWa461YCNVCdr1=a1|LuRzn=H$zjIRI;_dNyl7`xxZWj%=zMbE3NWQQF z+~E>6C?W2wO|XD8^o!{Fql3ZZX7m1*5-+i|F2j(+B}Ea=FsfFCae z_rQ5GnrN$^U^O&MX(o_L7yns$QNpv}yw}|ZV!^0b6udu5D5{a3LTStAB6%6xD*M=l z%!k(JKshNe-&nkCAG;KvLsqOPE6@*-Tv-}-#Bz6KRBej8bc9ZfSF-q3;8!NK+of$; z^T(k=ok^0BDWd&Ms%3AS{PD&?97;@1PmdvaXZ-uE^5YG66Ado=73Xqn^_xN@Xa~o- z^T^YDAnKgxp=oYy?(0>O=p>frPbW%tPpTY7mg+7KJDmqT&j*E@*RGWikx}RBC}g}+ zxPSOe%WX6I@F?o(>L4&)GvQl1F4VmFTHH2X@v8RF9ey)26GAdlSa|BxsW)S_xH%T} zsIM_ufr3ZFshJsN5+CIQx$}w0A3cHWpT4e=h7SLhuoZu!WW6MP(Y1pG=HoxZ%LTA6 zw8^L^-rZ$r%H`2(w0)Dd3^pq|-*NCIz|pPG<7vh0OEqBdQwc)+7n^a9 z*+W(>EeTw#NWgW~WW$A#(hVL?ivW4wwb_!T0^{UNlcmAgxw+zq4HgxiP!juCC(Ltz z;i+j|Hmc4asN6SH#5S(~%m63y_wny6RGf;T)qVTM1#(W>dKQCU+11XgwbFTZ2bZ>& zF#?Vep`j1Oe0<(y-f>BD+g&ic3ns;UmZd7x?wn79r&m{#Z)TOMT9zNY6$vDdqf=1$ zfG+TtE6j=>X%ES^E45!9o+&_;l?lVAmxoX@`~i(!mHxW!ORA(CGXI_H2_siyZ;5eKB#D(` zQ}Xg8SWd_HrYVSzIIKoH?`;=uuP1BGx0~D^(GU}BZfx!H60Zk8mt@V3*M;bO*O|p; zn`< z*~S>bUEJU6KTFQz`l+Til5hK>9|j(Bxg3<7eUOsm6zWFKg{d#wXZ`GA4a6I7vtEC| z#MC)0PG7WwYZ#-FPgiUo>posx?P%=iP{JKHj7e=QMA?~)Nl6Rtxl5Tl9L>Cbo*&RN zMvXHqpM%Hiyg7o+w{-uRG-B0ugP$1K_23g{2no6nF|IKyf8GMqbRo|l`3%OW=H?a( zT`lCM2H-1Uq%-!h?!kYS7KmfNzl9yYl=Ygvd}>);ZIaWh^G3^Q$!VszI?8|Z@%5<4uw-1teiA^S5vvsi4#m!gV829rmVje}8(JgE zaO1Yq)7}jM;FpYM7ZPj_PYZ zW~WF)td!&`MFJqf8gpEcFSAXFX0}yMpTc`t=`YdIE7s8@47&P{$l1A*jumV=NbE~T zWc7>u9h$_uSBM*^aOyys)NJSy4`5{`A8II6w}5V$ls_Z_xa9g@0D}9X3njZvp#Y?wJN)5x)G%v78g_5bbDn-c*Tb8)CRL|FJ8B@&Jzc-g-0 z!lHZg0bl2*xTif?<~R2a`X5@2{M0`mi0a;<eZcMn5o|2Y^v*U^%mv8AG_n6wzzwKL=^{G*rc&lxSC%U5jM@ zeE{WQJOM|192}A?opi;Old9{& zVKJ->JdAR1PonNeRZM>GKqZ^ClKy*TPa!3#a)}T+%^x7%Sq`@VV!K>FQ}mk!FKdfc zj&O;R?b(}KTei&eCH+e@6u9&MPb8d_vpD1MMOU>7`+HSrYRCCZ^`Bb3l&T79qN`*)eU zcM~HvTONn4gBG!(-ZO^ef}a~3e(19t z&S;_6N&^k&?Y%Iz?X5~p(AgZ7n~Hc!K=cY%Q9iS}sx-wd_ES|oJ(b>UBrAOE=(~Yr zq|rv=)W~RmlBE81ckvpbEA%-2oB!|5q@4GBLs-d!I4-+jXne7q zdfaD|fITYL`WPh4FaA3Sl&y{Rcg!CG-dtBJY|>-D4-iyLZt8b4;g7cTG|l#?ZBJ)= zL8^#{O!s@C%Q?L=qcC@QxVxkLI}}2N$aLL)W4mSEu$@R$rHC#Qucih!8=E*-V012W zECHeT1cDI(ArndW@w!^k!aTQ6wO?oY*3r$fGX%$FkzO2pjgj;n=Y`q1N zrgn?d0ti>`?N7n>tDWt?XvKnKQ7E*vWF+T_o-(FlN>Ma_4lD323waO%;@sy)9I%wE zZFOjO7?QbzR*pi7Nw?vj~y&vKubUhigK=P(`~n2DJT?&4Ld7m&AK9b{4edJ1lZVtkc|-F20P^1!5iQ@4<&gbst&H(s_b+w+(|3brx5@}Br2 z3`}n6@WAX!P?E1qC8HmU2?^Pu(T$+xtS%>qDv!R-8dazrcS8F5pE}Kfnd}6oI4{+_ zKO9{CMUZk%nI;!Np*G^yB1taLlmGGrQv)fd0Fj0ro+Q%|2%##%MI{$t7g5q+c^-HB zw$u^Q1uOT_-u$F25(@^*azde2nJ9Rp;9fQumcOat1`oWW#||;z-D!t4=W1D=k{>iK zT*_rOqPDP`QJazYC9wBsfn#C)4~+CmH1#G&4g229{l+^7Jj* zR>zNDGcz-TT78pAzRA9!*2`d3FRp$d2Rguumbm<|##TzGEu}B$1p5*P@=wc6^hKY< zA9J)rie;>3a6(^D<~8!GKbpd%-tY-Ldh~?ocqU7AZlppt*==9nEptk$9<}M-U*BdO zoG|fJ_ZqBZ&BI!8NRwXIxKL-q7@Ni8?O!y6M3$O!9H$Q%`X61tFjOe`96AfrQ}TNi z0XOE4m%4dbg&jr&GNm>P{}6Pucc8_{ZDt#k6sYzt!6$Q`shi6O#vN2PGigM-@&$RG z-%U*Xsc_aU@Mx+%???IGke!y>!lg`743pNeNO!sme)$=@)1#6V1 zre?`zfwA+^3iiZ9?|#Uz5@D7v#}ZeO>$ni0_@11nr6DoIf5u7gPNS_|TlR5R#cl$h zn05|scMpbk>fcuF^?Rog-#I^IM7g>=wLAsg)^6?ujC&l_$=_?w`vnkvO*`$wMgO4K zSgq()wLHgE0E;I?Ir=!-yY$VxOd1mfhcF=P;4i@7ysvvsc=4R9IM-X%^xg;Q+q=x7 z{vw_*Htv2&%RsT9z|30-fD*qVA^!~s#%O!mG|@t)fN~euZvGMyne5|32wsUCmoC~7 zN|uCZ$=pisUA&6n=hSL``_yDCOVZ!=8W~xONq$p*Kcl7PDz8BJCU3FRo)n4yihb#& zWGZX*gNQbI1?2z7-g|~MnRRW$K~yX#j*1FWMn$TCBE6~z7&=I=B2ptw2)(Hzj7pKv zlp-iS0fKbtihzK0Lg=6fq4&_sw=$0N+%t1OzrG*u`{T_qa~P6bxvuQJueH}Y&vUKi zQeE2=v(rPXQhYCyFaC1&;A+CNM~`lV6126+K~J8@fuSn!jqe{Y)YRnm+bu~5UtB!2 zzQ(k>aq<*BSB`=9fVps84X&*0qd8%GvOUz&TDRREExWis?57rBq8|yJO+A@TC*-K4 zSXeM>@iOrt!GV4@RH6cK>-)WZp!I`agaZam$ew9Zz)A&w{ej}Ml^K~tXqQXeEXb0s zY_be*vvxV?#G2=0_13%0N0s}tZGk~#SeQQE|A7w^QYoBZ8=jDWS4tVk&tDeDgKj1= zKK%9w(G3EshQ_9j%Ob3Tj`z!#gOuygdU@=sX4aHhBPB$1(jqlqRQ6;@39_X>blr+ty=6Xi4Nho1JYl&l4gFsa5lMu`#K{& zln9pN$q(3axaEF*ZscTd$^|o7%1IE-=O}Mm#SGZ%Iw5Uj9jHY~Q0T~WtF^J?$r4R* z-8wa6bC0MW!hfl*9`vQrEPt9k|E10+7Xn3=|LS{h_3FbN3fKa*vt=FjiCVdPc*IA} zpCHjW*8K4u;(iE3XKi=upF92^C;xE;`vy%?0|xgvs*1&0JzAm>9oeEf5_pvgA*%b6 zpZuQ>vq7}w;pHW?EbQ<6sHiA9s5Wnv*d*px<@ATWouSxUl{Nn3|8vA2&(v$``eIvY zn!V(cG^7Uyt$d7|S*zf(G-czV+k@oS-R6HB;BWgydQd=cncaW?-E?v4BTtqBml#NN z)}lvzz$bB}bnpKALp>NAH7K38_sLSobxhBF`&RD6IGH&7AM2y)|^^A4jTFg9^ptl`=L*&*GgPqo+ib4P+u-bl~q0 zWA^^G^|j>>w@cw=()c~k3SDV#L52Lfd6{w&nKi~KVy`Cyz~D~^Z#$qb}mQp znx@S8ZXs)GYOL<M4c`@} z$jIo@88sy(V)Rujo1vY13Vm;Dl*rrDV(1vZHq2E^a#&PUc8!uQCqMtt z$jct*Fpo4Xlfi#|=n@A@P| zM~AD0wLK?KS86|xx`Zc60T(}2^yImgp4NA#AYg-XM{yCwJQIS`i!IPKSEe=Y{Zf4I z%B+&kMqAMSzCZWmA4|tk++ApS|BvVXC7k^DRybec@bDeuE2Ftrb88{mp+;!VaoX7ZVV%<{oHnRPv`HcHf)75mink=>*rlD~Gr>BU^I>}G z>QZE&fgB~Kv`aF;LHz+tGC8(z9Ev9vRJiWj_kKhL~OAT{f*+8YbrA0PH?aVY8|H)XPFL7-h^;)4X@H2MmPXs2#%{X1W&%NA0q zdi~DGn5f-TrB;x1xYc%D_V7SKA41?-GL$%iaI4!xEw3-c5?l>d+DonI(6jw*PQW|k z#GL(>M0X~6Qa=-k)151QbI%LhhISZRcAmPjv)hbivI62jw{QR6VrKJqddmw|R|Rc9 zU50Ks8O_cuYo1Yyhb3vC@6B6{3j`=Hl2!-}OX&&6jIu*>ax4X28MR>9d^T!`4Gj(L z(1`Q`Kfb}#?w+LuYP+^+F=NFi2iz(M_Cr7-!vc-$Jj-?d^QNwP|Ciy|IVNo1n@K@a zuAp;i_g6FMn=gOEP+tHkHk$iS6wIDJdxv?<%EcT)z->Rkd9zrAv0d)@keMjk^Ycd6xE` zQz`PHsA~$DC4_wY&lH5*Pl2Ph=Q~;`@IJ(O8Y4U49m9C}&h!+iQ70u4#B(G2oSv5c zp@IqL2zEQWBR4SJlc%P_7|5NjkrZCC3-X@c;|b~`XG)v+lIoM83BqSSuVC}-?JeU+ z1#n^M&z^PM&MMJJl2@e~h9AspRMt7N#*?c2z=nqxNKyQpO;5|jvC|2Tz1XiSGXsq& zc0i}cNH~13d9@oHy_*CiP;tItmQI#_sVbyFLy^&o6IBnXG0BB?1`@rX10a8Xyb5U1 zP@A8Luk32S@ALh2w4%J5e``n9%>L8Lijurx0u|L{COcg@g|xAUi1z*YDYcvUm*Pm~ z-Xh#;36xvZ1h&H99k)(6hl*%Mq7(ESE3_Ya^IYEeR}dR2Y*uX7Z>%ce-yoG)kw4FP?d14>flJ2pu>% z)5G@b9u`+>4+sXeMfj9!@R!W{K05?u@L1a-kS8dt3Z*lq#&itX^XqzA{Kr&=SNbvJ z?fcAN{iCytc!3@f^X}#(h#J8r+v>Hq(e>+fmA*7|EbWdkincd+?((VUssQn`kmc8!Ik0pr@J zh^W`(VP7a`aDb?^>${RXXIg2NH@GttXus*{GR2*@zP1EhfelzvN{^koYrCmUPL%JY zz|1XkYpeB>LsxNqd2R{MloSd0P-ldg*k~eKhRRfzDkX)dEl*AAO|*%J?3|CFv3$4& zbV}&< zXqbj^()&t+XsY=08mumK3vrss;C66AJ~iJouX_v)ub1G zzkxN`?3?qr21$jTKCAs-U7P2D8yjoLP_=`-VPL;MJ>e0HGD2`s8PN3l{Vu3)9o}pm>bt zu5>wIcCZDJT#b;(jAWzG?Y8YrEY!TS-)s&5#YTbEoHVi>lfvUNvF0Qc(9V16`GciJ zZPqkN(eS_tb z8ueW`fJuZh5MkM+8;9iNndm~jh!61f)(^fUyn2-aO!vf!jYtWzp@9K5F)`6#RWlaC zv>C-$bGs)- z?^*GPjr!Muv`B?fBpbb+)mNy5@g%z(JvpbAk%?epVEFn#4K#F~-`)k1@qW9yK+VK& ztju0yWt}r1{+(c>|LGR0^V6|?(b*k7Fu)`<9F%=xn3Pszx@r{G5ij>VdICTO&uO*( z0wtMkfl5_pf<=GvJM*|3fe@_4?Dm}p;aTG^d`9{A-a`+NPSJdU?_C+@G;*s`w@1n< zDk?B>)KxTe%w0n}3;bz?rE|MDwuy<#-GtlYMFQQE4VHOcv^4OrSMCF$;d zc_j>FkR&UxR+w6{CWzx<)As~!r^K;yAJ9RaZZgdaqJ_!%o#uY-?o0cRAn+!6T?-_z zKQoGonotP{RYtnEJUyr)RazS0EEBs>pc$Gx(cEWGL88*~7-ddO{3z_0ap*;mESO2Ao5ysoIE|K#q(yO+0PtQJo?M>*M16f!R)- z=tFH7U>p*Ig1(5)eYhupRq4#|nNbVmUFhrNysU25C#t(KP{gm#`!Uullc^s78L5Tw z#{w}yP-OZ)Hr4q+S;U_q271M#VL!;LH1E&8xypi&KEYREoez5f*69mKGYWuVlG+)6 zY|F%GFro*-nhtUfAJX-KA&)2wZx)>_XXDW(+7#%m04 z7+`ivfbx0HzT#jucVnMzuQc^+vIwa{_@y}!YHG7PK*f^}2@eXf119TpP)gOdt=&R( zM8^b8HAVTl)=wFc=Yk3T+KJY!zMOMqlliUeHnPt!bPZE+!+3Kf9MufK{+;;Xn z*-wKSe{m*l1*Uy_xe*T+O`#Yv%HH1K-`>@$BhOf977#Oh2$P5{fdL#4e zG~SoK{RnK$hUqT!qt^mx%5!l+0lhlY!8Fpya|xOz@)J^=6@W3-!bJEA%I5j)Xa~e7 zF6)H9$WfuRsE)5y)CApG`RW)Cn#GSDQuMh;tFC)^yjpHG_mdekE8^joF$D+Sb2yA+ zQZO2teVO=7tY0nC|FH(*M5bL!GlgR_bz;Hinuh<5lyfB>rNz+7Cqaa&%$}qypF|r_ zvK_Q;^kKc4m7Wsb`2|31D(d$O;)kz%E#CWe?sbPWEgiP_!KuZ7!Di&aL$=9@iSj}r zP?tQK?TLs(HqZ#29*|RTe0ylmAEf+rWJz9laqWa1~i_R zWMoJ==H!Mt^e@ZFM_>7P$6?pT#zt)*E6a1dq7>?WUXzxVrYN49wpP60iUgs$u?Q~S zXW^isww_idpp$~XmLzOhd1n<&i9j8sY-u|$5FGbbTxhd1wXw+vNlxJrc$)$)Gyyee z*%SkfIPD-*N=9YJL8eD{H#(-$F|2Oq(W8b# z-K>7%)xQi^0?^1(mtd{%jgMJX>aC$e#h{%Z^gn>Ztz0+oy?9*kyj4yWj;MU71&&g?>D1lzkjKYHQ6gWv* zx}hF@L=#-E$=0u0N0?e$GJF8oGblV?SnC62+^_pqR7?``0+Z}o{dYFLH9F+mZ$mFC z>F;a_^UDU>zdIkVHW~yyN{6$^*=>=36e;rk@;5mfTJuh^D*4JCq9m0>p1wmHr-)5TkTBY z$3|*vA6p@l(Z7+(mDwW=vmloK`Zk3kMNwszD5iwl(QJ^mprLA?eM44KH_V=p`(*Zg zl0eYr)YeesgW(t1<&zHz?*B6D>V2J{f6&%tOP2P2A+|*eKcYm@2%2esotAl)Z7hyM zohBmYWp=kQi%W->S9dp2@zhm6=Bz4%6Q8awx9gI+LdV2beuW6>u4F+klfvz)=QBiMzb3Vz?rU*p* zZA;5kz642tt^sOBdagYzC8Xq`Ue0J)SX$uH({EuSUe6j_*TaCJ(mcxKVgx%q7n^9e zg%Lz{gYKJBkfMQen0vip*%fL~Y@I>zpN{V^$@H=w9SOmf~HB;Z(k|cHdrQ%}7)||aRx&|{{$?x(&L1k2V5Ep8KVvEUa zeUfU}d=3rSDnKFh@3$DpXiUpH3pP+$$nU^)2;4G-NlQ_X@Pg##=ee!pTG+R#*wBEj zE!n?CO})o9>w(YrTQR^Lrj7gh9N7Kg77hpH_1x#?!M}hsH>;MagzIuoOtYYDtH^FLCCBWWdLH1M0Z}1k%5_E|cg0KT5HDx0ki}lgA4HhTj zYrl_;PK>Bks5d;6WxVQ{Y+v!!fLYZ27Nz~`p!X{E5ymrFHX=qi`QSaU05V{^8a*wl zyI|Lwj0`3`-&~%2^N@O@G~W-zU8=;}94ZkBJ-U5v?Be?lR>z7EFPhhJTDC6yI!%}7 zr(@|F!s0b9?IS*dDw>)FKLd1*(v2AU2XVzc{?~vy;A^!a;firuIj-I zJS;V|v<6ieNI%|E)6gL?CFq$YGp+htFIyRBNCA zk^Od0pUb2m9L+Ss1~=zV7`u_RK+|$#-;+qHUHRY;n%vNR{zZ0u859>~cbzEHDc@1jG_uK1VVRTqEZI*WwyS% z7(?dL!I8SjE*p_faVt5G_k5N2-vS)<)d^}tpgO_zM^Cplr{IC#J9O~qAHixLuSnOr ze)DhiIN~kL-Tf>w&OjT=?x*X7n(_Ir1N(znMaF`%Sfg{af$@FDaMH(MY;z*oW5aBv z1z309k3t^p?nlltB|+q!+c!h$UJl-(^u~AR0=qu>o}M0qa?ALxOk+F%R*;TicpF&X zbWrE)qDhd$?l~1tck=3GgVVt*8T7cjY8zs3@NDrY`}X!LlHgQe4<*~kxRyy(C9=)B z6E({<0Yg`Mx8T5N;~jNqRR4*IeWTmpPdEssWX6 zg{n{1d4sOvRM6`@i;T2l15q2mQG}8fUmvd%KONrkp8LNgIQr)5`n*iW~Mk*kHj*@e)~1v=0X^G! z9gDp-&4+;Aa4BzO@Al7nP2@&ye8cI3T!k1+G`@&yN`0afB_4e6Fbdn2B+qHn!g6t@ zXJmoQ&|O){C~}nCoe&n50=tD#FE2g4DzQa+^(`d3yoGRiXvC<_NWe8HMucvu+i%%A z0AeP>Z%*d-(oHsso&jwS0FdlwI`cU?j)zX1vZi7mM?f=9JM;1R!ZcmL5= z$|3}P>{UjDNvZu~E&2e{e0Tl$S(~2RCt%p73my7j9<~tPOn1P)wrxA#-&O&!gma&dkYLH?be}ep-W>EF`<)*1Ed4lJgG*h z6q@05C`(FudRIur$G7Ka2FrDsCGsgktS-zbPrgf!qOt45TDSqKW>OC>{DV`}akrVM zwtJf24}S1LQuMiB5~&OdJhQUnJoV#!&kba&oK=Yzs85j+5y3Z84MWCCYl_{6k2RD| z(X~c`iXiiH_A&*x9h{lYHK)@V$dL_gIn%_lJ@3%DdJ@$R&h%1`bwt{wy{l88*?>I_Rc-OQy6sB(WC-ExULdn2m zx%G19#KCD)vWe;k`nVS+mf}5D1``$VB&P(>(jfn3ZWlXCpgS<4$7V z6=_S>q8XTuD@}aN|R3#6To&+3u8aCZt zPABcz4k@b4`sN5x(1bw+7C%krzWc(=QZa8L9tTn;7KDzsv_B}TW$NH4yUzN0%)tIr z14YxMpIU%W=sq2HmzYiTVpS#{Zjs{k^CPN%eRZnTHJ*)&M?#@PCf4bO!zjL&E{&xP zQdbJ>PM~{<{Cs>mMjv&M?H|Ph0382#IKYb*vAMo(v(?>Dl?x#6g9a*IlM>}dooo%b z17}M~M{8(?!Bx?iG_H4FK0elxM=&vvF<2SZBeSsBG z>@C+VQp07++Z7lTfHnb2jBo$~%pYr~O?3zO0?13qcU;iCINLk3fN~NBr2=#)r(0tB zETeBRI=V4IdJn;02d{_;9{OzR<@vqBmD-oqSWLH%@}S2Zu^`K~D>ns`MR_CwJR%&M z^`?kQkP`%WjxL4#vI|63*bPw+48nB(%ZBIX&$r5U{A#SL!B z5`TqfFUhXwyb&)>`W9sE4yq+XVNxb?2HH`Cu3)g zOF0GEZh{bW(*1@UapU)(`za6GwgvBh{9H*xaV-XS3`h?^~|AtM85kq=b?i z9V&Hu-mmFZH%sW6^PSPK+3GpX?WQg5&8DUl#iy%ii^X7WM_@1jgdaz?(?=V>ZRC5O zUQ4dnHGAzk+nYthF^H?G^0%D=hQOt6EtWj3grDl*Pepw+E+UG$89xwZGRSp#GUeWe zu^@Eu8NQp0*z2FA!(YDkC7gv2)jRFEo1_*|!VmD-iiEwLVgpN-NvSH2PAzKp;bVc= zrV_{H1IDiPa*In#x1F5cd6&h1*!Y}&tH6OMKhQFZ)dxOxK5+-$U9wgyb>)~Sr<2k4 zluv~bm>VkzX%yL#+6$erEFZ;3L?n%@v!QXmBQC~ zbZe&KK2S@&t^{!3R5=#nHiOB2=Q!dFasUTn9`sCmPga-C%HcCQI612Vhcw`vtk)Z~ z$&3h9)j`OWf19deOY9+@SUP=4Q+3vCz`I(AQ8W=>Xy2E*?|Br~{60;*%)J~O-v#H& z3dqC&dAvCOqv(%SIeaj%`c1p0p^pQ#^)W>yyIg}y@Y~ZYq-JFjnO0fV{Zv=CX%JNl zKkc2ri}C?Ii?2g0Z?2FFq2&zgfMFxT@?*eFUcLO~h?xoZx92a=)3+%DO{JA~^xb6l z*GsymjlhQny|NIh{btR@iw!OOt?iPa^CrGb#E0@&H#jEpo5GF$;7ICS(7Hg~YmHcR`o5x+yrYyYz+nbOD8 z8_wO&tI@Q%@1~h6eM>P4lr{!}p>2s&+nu=<&IQ(kM!bfCc&99Y;!!L834-3^#|mr- zH@LhsjY*KG4+*3FwNPG4&~|N|qC1DgJZ%!~qGYj0?oNM+ao~doY)E|hnsTI&S4TU! zt8bUWeY*@0bU$m>5U1}!$!e|*QL6PMK>P-McFj|!dvJX_u1VtPX>|)@;9OpNZ|s{< za`yFu;xCFKp(XN=t*deCRt_7N*hRUyvekDu=lcepF}+2oBp$v}JvFIK$e~$sDEXGF zB-y(Ql`11Vh7)&OM+z9Pcw46|p~*^zA3l888yhtyZo*tC57*ZTl(4SIBmfraXxu4^ zetvQQmsWRfjG87-OVcP5R^|A{l8RmeCvvjAetXKuK$9B@5}7D)9a12;`ZaOm#bySK z8$KRcKiO5_9KUPs4r$KN5+yB)_bv>W2L=F?k{hKM&E>Wd_;LCM%1ofWP=H5E|qlN%1J>3Z19ev=oQb}g{!Fz73sYyFUU zpQ237UZOXxgepG;CSH@vuUH7MmFr?>+B2LBsD{Z;W0x1Fc30e4H&fY!kFsv&(_rhZm+HYJ&1^|9K?o=gh9q1Y62Rd;uDU8E?cIxuwnUD|7B zX45OPca42&EDVaIHJ}G)Wb-+k=aUd8g%zQ2)N_w3m-EeQYfInemy zBKDd_`kY%X+F8nE053p3XVoNna5PSIjc7JknALwukB&R4j0E&%sM=Uh_D^1w7S>MX%Y8Kj|cQJ~$lI?4ELtAdAOfyQdeEZqCT~)Xo;?i_g~P;f=X8Ws~Gk!NGN7$64Hx{^&l51 zYie!}u+vf-tvAbe=G+9AN_!MR!&2L17y%1zx76>^-4^kM?5Q6s$2yL-`bCrcs%+x< z*d}%dew;FU2bXc+CS7_E{4bL>wF6pC_PryMiAU~qfTy=TU~ zF2vY#vyxQ{dzhBC^>B;igz%~3Mrg=tqg9yMc|-i_=&t29Ty>qEUi&B_TIZdPqdH;W zQIS2QDLFU*M4H-*Ru-tY%$pc2oqK`DhkBByvr|<*8j&jF$&a_Twp`j?hGoBl(g+Pi zqJmq$XC5fXrzbVND0GXU*X-^|;>dmABr=u;=e@DuXtdM10yV-3%U@k+_w9`rB;6NTOu(w+QxSf0g=56LKDncwH+ zDIWkQdJE|bVMulgJisV*_a%%o+bE0JG`4(kQK?|!eU|4=3Xwc6djd7B$^??&Q#;!F zoapri0)`DXny(}}rza@X1v8(wzH19sNX?~}){vU1jY*!XNJxs1$^el8PCV+#qfpp@ z62L>#tNgNSOj(_M!dX%VxNkeYJLrd?;y^1s8J^Nmn7bfjY8pBOjlwmCr0eL$3$5FX zcw>mO=Z-0ae7C9nGIy`Qppz%tmChl(9@9`W%XvwbS!F3i0Ox8u{A-@)y5*CID1R z9k3kp-RlKrU}b`oJn}`c#_1p?J{)0vL^QAGlAoX7dc>2Jt?lj6sj1s5y=pqBnH?%F z$xEFxP|rQ5K|HTsD`Um|o2P5XOwr)9({@>cZ(ERqB|%T*?wUu*lz83_B`!bU;s|ZsJ?9 zhkDQCJvxP%-uUFl`uZ^&1Z9dFA(S0=gCZ=8uHQp1pY4_Pp*AAQoTFm=Vu{$*-i#IfY{)5cKOEQi9>q2RuBtrK+hY(TaTa}*A8-IGhRP7k&@>mCidR; zI7@2T)}HOcJ8v{^uTC~J@;jB1euRDgG2JtJ6aBH>Gim4iKX21$J^jPl{C%;s{t9UL z1T-GQ6NGwt0c*)NGh)vPno?hiWMYPi3O|!~_EikyYCJdve!RCi#?ildpy2 z<8l?QXuIr}?rNK#dzwDkQfZoC(wmFML5?0+bZslDVXy{@nEiCqrsj4X>|ZG^mt9{4 zfaua-Z`b>LGmdV8#R_% z9KHzz2cg(RL*t!^-xM=tSm$*6H77RPEb~x3i}V)8xfeiYaj#nmH@DXWR2lrK&8^^d zo%GU?2xbs^+uUVb=JHB<`)FzyW%^Y)N1?GWPb(}@{lqGD!@_dw?6~_^yZ0;b%}XhXYtu1-~!wB z`(4}qI*33B?%gUp{9|)sWD7JKuX^~npd>XtJ-yc%MPwTvpp#i}&rVD5dtV!q)2d#+ zotoEdcE*6wMi3Z@rb0%Y1sxTZ#^fKlK0J!FlY<) zcVdJ`4A*tt@yL2E#evw==e0rNDPFjSby9qiiIbGeZgTyhBMW7*4^-G?MBnL<)s%g6 z+Vv6!onkg7HqnLP+Qr~3o{v$o0UJK|<5L==P#-{+XkGt+*YFp-^Zpg$?`EV7^pp;v z`Il3tus|7dXDhfJ5wm*HJloqte-CnfJHyJn0nSAYRS5b>cxAI?K=Zc9F$Rc14jnpN z!0j6xBb3#D&ZBQ7o@F2pebH&evV6783X|No>lzMUvR+IE0IeNPW3w~&TnN2E8@$`6 zQkMlY8M8RMsi>&hW)W>fF+)g<>x^nwmmMS$_5g-u%Pfsa18@1JiHQ)+Gt@}chfCY* zBw1qaR2_z@*A zcu2J)z8d$T#QMu;@fr0W^$`58KEM8%I=y|OSfqH@AM3PBMGo|$MzkLL8AV-te3ByG zG4Xn*L;PZzb1Ok*8{6Ql(H2&6r*mGsH$J@5!Gp6vp(vXoee7EYmTY}<(`NjIGp=lq zE&L1n?e(ypksr*1Fr{ zwOh1tk=bLN%pg30k;`j^QeY~Y&5HD$YTJmET{eBZDNaa1W_vNVPYBAKGYTe}#_xJ~ z+74{o1dJl1ucwaA=QR={I~T&}2+$&j3+`H!!A@Rrif>)kFH{Fv zld*G>*>newV!&OpuOwTNc@C4hz60&nKAU_pe(Ji&e9)I|3Uf$$ef3&&Xlb|5tYf$F zCN14z0z}b557yRM=K5~Kw!-SY_`XjMybVH0q*r&}qy+&w#0pK9Iist|x}cINZC*Kc z{CFl*RI&N|{xKvm7PHk~PEPRM(T3C{&?%w>fLr2eGhzLC%4|3C+7~C-oMibf}D?AA#7`t_aYv^gQg)1+T$zcuRkz*{< zMt0Vh0i1>&Aru=8d$`dENKM2YFDqdvti$@+npUZ$s%rLe5j&m0?!1%q4Cj!&IZk

mX6%~GtYBdpR!2=kKVQ1224~wZ=>J?g9!$SLxuhj~IIetw;w+Z_1J%hpX?G%($R*4mo zdV`pFd$IB4sZ$1A{-$Ta*W>cFdqfF+0s1JZU0Pf!5ciFT1|G&49ZnFrfN~R65Yl9c z7pN-ZKqp{sYj&pTs;zHIkiLM$0`W`nle8n%tzj2DxVgAA!r8wHyl44Uy&QdT%0l3k zE!l?;87sWY<<)Z{OZM?&?96gpyia;B!X5pP~G{*hkyK;NcF!ZvHZUu^MCKmbZvkO_0LDTOzhH%66Qv^H=&=SxT1&>wf$8> z=&uj^2fR(cDenI164I9O`wP6A&)flPrVaeACPq;DEiToiIPrfya^nH#Q1W_g)-yE$ z9w}n-^q%m(bw@whwsQd+g=p)Wy0IVk1bOzseZ^syrk~oQV-tw%HIK600P&dZ=!?5Y z7)I{5>xXpYYasq(>;CJ)5RL{jw?t6Qp17##oX@^-mu|a0yn3=sY#@_g*FcD^D_hB{ z_vBd>#G&;1s4{8;wENsaW5e$`Q@Eg;p;MbQMe5O2mK^z~TJ>J0dLeITY1&DDq(yRB za>)s7+lSfb*B4hTp9Jw7LXhp>H)-6dqp~sYJ}PzS8V0TA$yS^ z#AQdO)S;~Q)AZ*h-I;yI!%3dG&an_ zX^|Z|h6NV~GLhzrCnrtGX!x}U0#(}m8oo(LV;1noxteE9@_NtTepJL(U;KrgEHUQ& zNG{dSL#gILGog-e-_kl@)2~8)>goTQ8~@wfX;sNjP1mh=f3a#b;eRe@W}Ok>2300% zL_W8)77wPBm67tOg7FKG~n zt(1S?jgAeXv=aphWyW8JULKPT4dK=3vkWn4G8aHzXepe?ycKBjl9ZKi6u!dh5 zw)lav&m-|`J8qr!2o_7MNYWN|+`G4@ZbXNmMg@hw9*{n2tK<9ByNdY&}@Pg zg==0pjJOtmD7!VKVvTJq!`-e%j0#c3@cd}iUxWMS6V<286P7BbGh2}s{Lh!iyN~Z% zf9-9}^_kcs=l+eBHL^El0+%(}*OlEpeuC~4b@26f)!Fg;^o6>5Xl45r>9jm%FYU4~ zUNKbtFzbIcyshRgX=@{7= z-9-?fnUiSg`;r+JnoT`Ig3~=iewC4hk0~|_mv-$% zBz|zbl}akRSjzT1c~i+ENPO(W862;Gl>S$1a z!|aKg{}gKf&;6mE_Dm6W8>=%S;>jEHc($2-Qn2BEI9WZ_0`9$*Ggg^KrTsM6o_fm+W@B&|MLYi6B^_nqa!@)$|6r?k=2dgA zx=c0i77wydprJ!;CPtgp1zTME;eus>^$pHL>57)f*L=IquEA)J6^!lFaj#HaiOQVY zIjTvV^FOr!62o8a^=j_CvW_#yuRmIvw*NZxj2KgqQ!*w<*%BOUul^S+gq|J#CH%pm zc&;>6jmXE!hF9Y%XPKDqbAFy%iw6M4TJXL$8~j_v5cqF%GpW^)xOmw?-kyv`(ll%` zpo1RJt<8SET>9|?GwuM5u9j2qGZeMs=?Ug^{rEaEiEwh)3?4bZE**>yG`@c ztvCOU-_ecj6U?gU_!@SD#Hc`o1%CaCQtik^0hQ&jY0Tg}X2KlT+4~|yn&txOCCbw9 z-bPIe1B>caBt1*2nKE~zx9XGxtZ6bt0*nO^eJggqNY7sm8tKxOtQ0nT>{&-v*SePs zpnz&M-=E;w&s$)}lj2}Gm*@)z=HGd)J>nUygY7YSL+vPM<{NPL0<$>JNA*(6qv((f zxIAzNdYDF0d(usGkZ*SK_$w+vAtBAo)L!FiQ&{5>hr%3JsjEy?Z%?3?=6FoYu-cbw z@3OlOk@)UcM3DT1`-h>ImEcQ>SWKa_xe!acXR>6qd2neF1sWaYe*BNVssbay`Yj3ahZq2TPp%Yh#vH@{)ky%$(dIvdqHejz>+D4P}37z^7jNQ`asZLbO($ z!A$JqxB9G$u`j4UqszUnm9B3WHi2}o^6)=*qyQOBY_z9B{1KD|E7r_sC!aVpyYfdq zm78-c%I@QSIXQV9hF|{?OIm00&DeCjwL8Ut8Pp$7$vYp6=)?rq08bmxaXIG}l2`vR7>?{ugI&ire4FpsXBc~$y)Ftl`AXGu@PZtB z`Q;YF6j#y$xVX=PUE`L^s$MnM-Pa&i{jRu6?Kt_eFhapCNJBCcFc^366d8lbPtO|T zy}YS0jobz25J{uDMSK~4^d-3k?;Q~} zMSHxiz-7Gmq08;P2toBg9?7+j_{rwg)MrB1wTTeP)YcgcokgfdCk^<)$wV`nD}fje zQdf3~0Kz<9*i1IQ`N-eTIj?Ia3@J|$*57ocd;LBogDc41Jl_WH4C5eyJumRc!y~dW zl|5LuQ=ad|cjfmo#0aK-8WHoahV$l)rjU89WpNF2h}GT(W8ye`5fSgy84 z+l9(R`|F1@Kk6)Tz_L6kAketmGMRB;yp}wkoxe;=G(fi*|Dzhlu<|dH4&zNz&&a)M zgNnC=aGiYRLPJWX_(I$Jbfp1q@3_)qvVT`Nq+*a$gY`IjNfFfuk3hf&&opL8;JrYa>ZHmMjR^#Z>;+}g)Jae+VM$+?kvfW9;MhP>q%SA6B&VG(GW^H2Z2>dKAnBT~*D?<_Ot+m{JC448Jh*yXR9IB8=` z?Y}~ysjCm-NvkXZjboe%b!-zGzQV>5IT6j3fadUbznFc8#JeMFFgCeGoo(mj7~56z zB6L>F#x5|dMt83M&mE%dqLuOv%pa6l%Ist)E*!birlF|RqV6d_>iqZVL%jIHKCy8< zh2ryyO=TJ6R-Z4G%@s@jem@VBhpX(m8wEEh+D0w*ZW1%$^qv=N=p#X`kDE36Xj^9UoT(CmGQp0$@_l^NJ=u-Xr9^;$+1YI7bCxhJW|E!VaU4nCkcLGtIMs(YwJ z#kt$1XU+Vn>iO%!Bu}56X-ytKJ|O(*Z;|k7RK?ew00wrj5UG>ReX)(eV7CO9kj# z#V2jAkxsf2J_YMZonhy`~_SlZl<{5V~x!O13E|Pugm!3iGS_6OI5Af+lpvy z8IqI6QkqW7;TS?b=@>Do6z(|ebgSXJ3-k3s z9h5=*+oQ@9ti=I3Eak;G)iJ;-97`XDZ4YW?Gde^vYW&ofj#Jr8qs0caDXrh%t?d~>O^Q&JcE{TFQHkSUEc=YNH3aIk+Z zl+a;>emq}pUncqLg80DGbxwzb`p@tE`P{#@hGJ`Wu-vXY^aFp(K>hiVYs}~15=N}` zR;|@VKnQkRn2j660_7u~?w#dD--PImT|RJv<&S$C|KG2M;s!kV!*q6B6^MKtHgW2k zacs_YV6i#b#T79pndv96Qj^`Sc($6G3ZQRu`v~E|zaNRs#}Ks){BQ-hO+5C%V(m?Z z_q8G04(J0rV4(l?@V^aZnVQ{U9hA&Ooi#T04|OF=30HYdubYEY#LX>$X$9}?-w)B0 z1Bj%yamq&Phw@_i_Xogra```xn4)|f{&{Itrhx;q>Xu`^>l+)Kl9HLdB|e+&TIzb~ z>A&CFw~t20FdE8;lzVmDBj=`@2OiB{_#PqE&{VIHrpi1zGIE} z6ZHT-7q%NbkDMIfQ9bosU+jG#u)CU}5?KZh8dzp}!nrAlb>l-tKTx!|uzv$Oj^SZp z8G#%!sa_mgvQUrzfrMLQRuR`lA#I|mSMY4bQiv_deQuksz&wV?%i6}-?X`{;DE{ABCYE>a-Akzw`=%H)q>IPaO);tU6=n&!wi~$=mw&;GF58YOtX4AY`wadgsbK^P?^ijS?t8_L66w5dQ zHdJ~&zc=PoQ|t*uEmx5pu*ieorkBqiJ2uR?y0Y@1yt%1K+k1-aS;&_T6R7fW?^hx{4#2D<-2b_ ze#Fjc_P;Y%AkWfsAfdQ@hUM<%qS|fuZ{H5{vmt`^n{Vh|&3A0m1dg_eQ8dTT#{pcm zxO4w)bUvAflZUIr3(SdpD&F(w%6A%+CW%F%Y!h)G9#eiCC#)fwqfF{~mQ8F(8=DEw z>H0J_q|)hTnXd)RM`aUOPJCAZ)0)92T)2@qE4xdgrHzh?nrz~7(A9U|l{x`kMlK*X z9!$EVSXsu+zkb-e=DR|NNv`t0cI2#Q1**TUj!5opY*g6w9YISic8@6b=Oc@T*6GT3 zXZ<=;oYM@l2yBu@r-K;vXVzt+vOp^H+93aTr?aLNcT?)F4*;>nvbt3a^fOaQrNJihCb$hA_bM!=ePtrD30lDeRTt45qH?<|uxk};66%BEB&}(jf zP{1U+?QF78!b^3l|1wA&$;jfJ?Xjs1QgUDcdQ(`6yzE@E(a;!~<6CYxkQ~U)!^WnE zacPm6%?>Z9++LC3HLftixU8o{bMo=2F8OXHK=pVozuiTDQ2qdINe7F$#+*NbEi$SX zdjt{6?DfXGaZl9(stXLSO&D6mw(^XSEzCpWCD&U+x+Y1uh_W61r*=C1D+8UyS9#N6cCyO zo@|8_RBxfph^NnoagCBY%bcLzY_!bN#i}SNx$X0JC|Q7TM7yFzg*_Z(SJ<`5J!o?` zO$-pR`sM?6BMy;lPo4zgjAMm+Bf?+t(W5=&Z%ZwcZxq<4 z78E#8y~}uR^tXZdxM@$j&!Q7TCr*e=%T)9;xE8$!s@%6!B%fsq;0rbpO(5}-R6+Svd zbVP(AW)C&>^5XLr9^WQ|Bdo$&TwtAkto+Eyp~{3lNlZkE8@_hP18UBX z1x|^CQhmHTnM^dG8(8RNB3bVs9f1qu3A_6;!%(=_)FQDqXsQ z^d`L%Y@k$)^s3Sc0qFvPpa=*^4I%V^)X-b#A>U%&-+R7k=ey3I=Uiw1;W(Fp?EUQL zS>;~$TDO%*E`>lOC9L>8?d|?_LCshto(~~G>vtv;S$*#FyY;UDJ8l?s?aB?A%r_%yt(;tsL`J+DlWfSB5zK%DmYiPe^D@N8Ara zxV#qoa!;}uh_l^rM$g5sBT=cleyasXn(K00zgkhFHeztY7n<8UL&Xdx)G!3= zEP?ImCue{ta{uAO>LasPpg@1~=FNf!KO)DQ!2sX8_v*)ZoNVy&(h>~fCZ`^UNS5xO z&=Q}nZcq8v;1)Xq1PHu_%Pe-)Aaq&K@y^yb?{S8cdOwaC)2 z3Lm~ghqp9!bVMsxd`y-`SabHfPm=KkAtKerYv&sq8VKTy)6L%OQ-G0mN&CI>HY ziZ=cG?z7FsJxLZ66m*4FUE!Us_<@44v#SFbFr$|`*)Pk*YW0Fky$Z8)KVIL%yPyblv%>HllK&U#PLAvCEmik|($)r<6ubhlZCwL+j1=|JRob) zpT`8O3;R;?d}(Mj!MZ(&32orYWUSahAsV7X<3-6)@%A|PD?$374px+JP;^gJIxg_-7zHJ8LiO|b{fO5jl(sUjw6}v43 z{;Du{vC4OI@@M{OYj>2;gY(SHAlNdfX<;$sX4m`qz;ieZl+wQWCoF5wl_^B?x&`}N zq)G?qkjhw^5wy45X{}oL_>-86XK`0)15;vbM#P6Qi*f#5O>#BJ=U)6+8w^|#Xmlv{ zQVyNoN8z}1Nkg|sSHfxZRp0t}Gjb~F&<bNfLh{*43<`#kd-F0F<$F&;C&nhoNZj_voEh87)yCl5#mcNLm->MdFdAb* zR24dq)YUbLfoWSwsYBbZU4$U;%)fYWA?wj6pczJfTc6a~`(l6dx>tGty|ik4>2=A_ zot0(&-m<2i#kCwz#E68a%!bD3mxUfW zcyRLVp)2Gx9b1c+18;pfB+;2n7_ylp5SpW;UULR08?b|*M{yZ2s4 z#XRx>TI6ZKc-x2b%3dA?)9XnUbDHxqm65yS4P}40Rv4oTO(@m_E;W>MB2F)0p4rOG zGC%YODmst1ykj5m+_Kvx%<>T?qw^0rLjKq$_NRphZ)` zJ#jyG{6~C-xbuY7^s1eLQh(;tecZCQAw})v-&+ly=`R=8St-jmmz8~PDAFFl9C6&; zDi|xX5x~3xE(IhTh$qkddKFA0;XE4)EoJXn?&6+5}mXYu*gm$Wp| zSrs=ox}DaFd2)O#seCFtjNbrzyR_e{Lc--0!So$l6uaSd^P+>t&%giliDofhm69R_ z4YSB}tGkscVK4R{ZWnlXLm1!h?Vb>de2sS(>tUa^brVx9fL=idlyc8@0jFx*Y`0@S zbDay`n-TTvUdo_+ifCNy1jB3QfU``u8Aa!b;xe&Y)@vfAE*Hkm`;Jc=+pT{&G^gXY zV**|LXYIJ7_;u7f_Se?eZ-p9SEk79f?C6eA4+$X$rFhF7pE?e74SulL*-l_5f7qJW zFfn=7?*8-k+Y(!nO!mZH1Ny{V72l2I9S%#<(pZxVF|m|ElIC&qDI=Epbz;Y8jpQEQ zF6KS1EUto-w?C*R9#jg^_RsN>C_`-*0%? zYl?f{(-C||>zO@6Ox#h^bl?@*hyM;wYlHY2p*Un3v0!kf)qCB5R>T@C>)J^sQcxoqAR)!kF zP6lPh_7lkEM|bZ2vOmsD(6D1`51+7=dX&9U;ayc}${p(H6uD`AA;fi~?M5r_KCvDx>TeoKFiW?rI>PHAC*r=bSSX-|S zn!V4cS~<`hE9BiR&=k!}*tbTqF^G=Vfi}eYb4OX@lN(f1#V;*PU@seEaqhwrcnwjiL4XJyjticUO1jyb0rLxuvB# z0|U}iQxan7l^EY|YjCJ?W&U}n0#-Vj@+`Y@&Ne1WXgzxL!H;lgWaMXLT%1$S9Hk|| zosyEgtyyT%(%FjK98qh9nO@mBIUT^!1;@~O_Co!}@;G_gcq`k)^dq$n2|Gf=#~{IP z8=p+BjW%wVWEP!z8_3$WWYz?7IU?T-{qqIll{aOLsS|3U%?a1lP?|0U4_H`Kfb2{! zUQ(Lp{*3}%dMg98?eR~h^lZ}E7Rla5r_i-|1G8?-TF>e~R#=Qushg!ZJo-7)J&vr( z8Y}G1*XSyq;IaOsbLZmgu%{p9R4tU@76tB`r-Uz+M?L8C8zA#zOxTO3~O(11^%{G$x0oEWlZvgF!k63>3x}V zVBQXzG5fb@9qq8|Y@bmVzg}{o`L2a{`hl%r&nl@>VGS1>ve37&Y2ui76!zO(HlEx# zy<=@qUti13D{`k@O|7@ec|xlPcG?-{f9|wrUSpJ}jR`%vx{b{&hcBOEVq*S+?cJ2H z8!XVWA?B3xto4;5aqQ%_w<(*YNLspfuE7T~KI6FL6@d#kll)X~Y|*GSY%56G!l98( zcZh{HrR{yUHIiA}Dyw8l)zwk;+pPYIj7&^vFh|&Oxy!D%%tq%1UH90Ox`#)MBQ;A^ zDywp9m7#2q*`W#(7uS1XD?=%k$30meHTp?%d-I3+yL6?7_LF0i7P31ZcIMcst|B&D z=Y3R3)K%nF_o-^!5fNaow>lu@<-^&c*_)HZHAvfaxTZ&?hx+GpkkrO#EknZ;8kOR( zQcYbuORMsk?jvczRFYFIxSPq;9~sYEj=NreRV5Ck&PX3gpbqn(M3c6yYOD=& zggcgx`<>+678wX()x&Ap;x4Wf+7dPeZVv0^2Fot^&Nkkp3ba^z16fO zLf-Ug*{#>GHAWXbcDnzBCn76~Ft2kdO z`fgvK?2=lF$s)wRx|JU8E6ezYO?WUR6LPu^I5gMyL)(CoZjfvjBsxhk5Nv@v6lLc@s`+> zjxTL?nvcI7-iphcNZNTu zDb3p+FC+{TQyy5&bO?2X67#T2+j)w#_CV1s zF^mC-`Y=q+%dFkG^kDmCE431S{0;ktk4$ad?ddU`jKz<>Qks8|$|>$qyLe#L$lN>c zR*|&XF+qt$Qsay~$Q-=-QF$9;Kk#I{1v?`4?Ablg_MeT(!}~Hw&k$GJp09;_;KU#) zK}85Z`ufIHiZ$=3%1P_`mc(ofnn5BxKMQf-ipo`oUSVBK6ytpSn_u%Be3xZcWO3_h zN#4T;a8+#7HPxcYI%W~~RUQuZ%ORgnJ;7|YnTBWAkUI-orTLF1X&l%7KpTbCB~fcm z=T1`Jfx`O^))R)YzJcff9mwk4KN);D{4>{u$8>bp-2Umd)_W=(@*rx0Gt%!E55>*N zLL|-8>e{uHSXEzj)XKthhRL3ZBw`5Jb82o*TSMdBdHM=?k|5Qndnmq~15<8m=%OM` z`S8=0H36Y_7j#gp*m)T^-UAY@*6%Np|7dIN;^~>afJ&W9Vy)b6v_YlL%pm0EXbec7 zyNipCsFU}pIw+OsNb+gicBG^44y(V-myT_pfg+zWh(B|Y>m3@K(MT_a`PpvH_NwS*Z2^JyqeqUMT`r^xFcFQd zmm&U?CEALT3zK(JWfn*4VfLIl#tx&9^d_}I!%0(D%Pd5Q+%NTxyiMGZy`wy#)h&Z; zsjgDKIpI5@PwEUuE@|xA&AWXwu|kwI{_W>g8yE*TfI>quP`T=bitFEOk$*A{yMPit zv(N-F)0*r`X8YO*o1ZESuIPAppp{0gZH<(4&Cbr|qO6}_JNCfFdQNkMat!Ho@U23x+Zpg;_LYoi%x5+4)k~o;th+ zZT*0Vs2Cao7vJd$l2|VhW60v-1EG%JGMZ-0U$s)OGlBKr+Su8;B8!ij?R&loZ5B-) z)HHtNos6c&y>&mpJ1U;y@AwHXK>Uh6YUOpfucr6fJl-Y`mjzAbXgndyUDUo)l3DEB zvftXYF(xVa?ewT36^@nOD~6dmCB7SFV}Jj*YX^mNh5Z$Jc*Wc zis$nMOSWs;#(q=5n@bwT*i7*WoorcjR+g@OILkZsF_pyZSfPw9%IVY5XYyKU_k$rb z0Kr-Nwyo5(H2R+Cn3yv~t;3(Dxs7+^rQs!H!(ko%@F*xG=nXq{m54h}@rFQ9hwY#6 z-oZR#Ms4t^>>TVZhJIuoY^a@8d~&B)6~&G^Do;!6&(fgQO(-`-vZrNOT)imuHBVuZ z1x!_}kog&6Q`9)~o}pI@hk5nOZLY!-I(yvXmnun@GP6?v$SbPcW~7f;t#* zG(+ml1g;Il7&#G}+axL`T_y3S7@vsvo#dTw^^w1_@x!iH7#T^IkJ8P zst+%^LvD~Zprf7X+&Q>SrP${5rt%5spr%mDL`2+!&aXZtF)OGfsk^I&LuduV)wCX| z<u*T&tl>Jdv$J=L=kup#XCwOt9Qre0gU`;gD5$7t zd#ra?rH9cDgp%D(k4T z!H%&@oWA}^HsD~3 zBL)eY(BaXX@YE z+vmFJ65GhdMd%vLt+2;wy*{#NsyAJk=nWPcQ&wnUy@M@_c1`wPoh2@wxTBzSuWi7+ z|6Ch#XoxY9M?B4JLoq^>LV(o$yQACwY*bb~$4=}rUCWDYUx8Jboya}8~Yh(u#5<@j_m%DuhDmc2s#3VS}r zmFp3@2w9Vl8{SOEC|w?KTh_btB9Pe*(rGPiEkzU;SGJ}O>DOxxWYnE(2g}a4ruENr zZA4>t1wB*B22T&o-RLD4xZ%>PKlA8C)Xb8_%?S{B$t0cG=mvYF^fm z+?(v3>%rsE0d;p_+A4?gnX1RDmMh*;a;tD6{MSVF2qGd=^Yg@#HMeXuy6NyGHr}iE zHB5uOw!8>LVunnqzI~~_udlr)Uw3eWt+uCDnz?-I8T`L8H>xA$>DDFiU0vxYjkG

MXGWoOck$-tX6hHZPxTXo_<7rFn|i&y0iTf-y}i95#ZXIZ zpIAP=-(8wD??;#O1zmR}4#Yco5HOHL&DyD;v60&)XXwSzVAZMoK(_m@n$1J_#a;EZ zvKLT~o4YO_Wvy zYY7C7j8!(N9F=HA#nb%i&Kkij5z&VdO$Fm4BVyhkIdWw8YZVj=F(BapfN0 z@1G}xcgo-rym;%a+S{P8AV6fQa#!g={U!!|P2RG4T|^9XUwiyEu0)4qkXKiC7grJ* zU)l(Xt!1X%+JJ8c%yipXpIH`cNM(>+eIw9fU7T6<=)K?q>dr9{U%lM+wTaV45lsZ9 zPl2KOC5^LgP;|bH*5--c1@ANgGbF%97*N)SVc|BRix$Lac0eU3yU%c3xniYmZr*00 ze*FRYy8F`O+1?8N_qdXD6_lp7(TCi*Iscsm#5>^&0yj~Q8IGuVcnmquOixGm%|;PS zj+6(sH^vGh)EM7-%|by^)8ON`7yEgQitgi=otS?64MxADzj^a(ad9!ZSd7TcC!q(k zQkFRe{-P@M-_JGPe--<{>G&K zs-a~ov2hDV`S4V2sYg_0g#J6 z&#AF7m9vC6qhuZVFcz`gHMZ+BLqA2uzm);3usfy~-W;&G!;$^7TiFXaQQLWR2{+?aIR{Ib| zgu;^ka`)>KaY}_x5bw9*fu7_II2ynD5>h`sFpeov~{y56VWhg z;?C{cXJ#MmiL?$h2eUQujJcCM6(RlY!>3QzUcP+ECB>up_U+rduB3^bO_c2^G}dVT zjZLw;OJ+qzectTQhf7Xn2fwzpx3?cn^%uWyM); z)@+?JKp04S9vHS68hV(42n3_f?*5MuMjy;^UDXvXEtyh9?kL`%Ep6AHri%QHZvCHa zt#fGCy0514#I~Z9ywkC_U`}@uSG?I!-vu5i&C1HTU_Ez=a#JYLm2%u`WY(P>0TvX% z7`YR8e8>)nb%ExH*VgEij85qF2mbEkD^iJ4TG=HfZpEbx+o!Kx=2sO;SH;hLapmUX z7U2}q5JW5?Ue?w^6!hKs=4cpw27R)Q;rcC^4VUtqTLAqAy$;fTnH>p9YI(rj$OH+@ zcCA<=yGAwktS25QYN_R$2WPu0>kn^=iikBm7UcZFDDkrpdtW|K;t4l#`MRvf7|kOx%7LhiLo;|JZ2VV2o#v)5V|LGqYaIX36>#!n}aO^ znE9!>j=twiR&f3xiX!YP6-5Z&L~HYDcv!{=tPTxdlJHpn{>p|`TKoNKSlETF6F*0U zO*e(%7iJILe#-@-o%I&U$Ie7cb3$6uQm4GM;UkypnVw@{lqX-Nak&XUFVLHz($d~O zazFwm`)N28>>C$9?*`>ziOQv3edy#@Gf)aKF*O}q^oWRg^E<-Y#(|jL+*f2xaH_pq zAF{r4h5fQ6q0y|4GLD%)o2P+7t&E;vqmRM2b*Dn1QhzZ&9|#hXcd>uty8q|pe|Gzo zt||-+YO6=3W0U9r)~#5uL%kk5`1-5KY!C82+$9vs%V~2JqpK@6H37=mc@AyPNKb@~ z4o0)%#gVBe5`hNwwgQLjj7v8!_uR6rbJfv_F0t)Eq_Lb>FUb4lhg}bAG|aclj=_ zon3YohGj_x@HT5}>-PL-C#E1CeJpsE=~Xn3UglDef~)(QB}k~0&yE+%%`yGw?fvyn z1LR>k<3Nc76}!HCeHb}QA84pzkzrrq89L}?k;1sQ>Wo{Up?0AbI0$F+=C=H2w_u0G z->l!Ej1dD2Eb3Mac#S?k`MzV3guE#j+aj{=<41+1fbxx#TlwB`2}wyX>$?R8^Wv$u zhvt@#ok*U?xDSGNixZc&q=kyL5c}qBI|G#UDcv;;SHGDbld=DDJUcT--CI5ov@O)g zL|eh>C|8@6CA33kdWi~T=-XV|VRz(A-<4Fk=bm#i1`xcnV=xzoT?uMuh50~W0XI-{ z2mbn;|M|aMp53zxkh_s5m3ISc#A{S=4^r-E_B-}yNYEYD@AH~Rw#t~ zpd%W~8h)NWFf92hirq{_iH)!w)g>yPn7HIsSrZl<{Q7N!iD<4gm9@B}_<(Mn)|I2d zTBNr3=~1V|B@LH6EB*G2eE5okFkJ_1&5^}Lh^Sdyl=KvW3ND*x=6qC#jl?Q=zi-$D zP_qbj3WZ`tdMc-P9ht<=DI==AJpQBO!=?J7*-AqNRc7ikyG*^B+2hP(%Nr+|Sujvy zWRW%kJ$I$r`Z@&4K1NbLqcx)GN-`|5j|KNRY)>(Q9 zK2ZrhGC3|6XK3)_HtRCy)b2mX85|tEu&;WUak$agC&j7Y3Tz*} z{2!A5g1-+tmCzP~wTct6Nhe{oxTDYzDqkphdK9Z)Qkl^qWQIyL+X#+41AImZZ-J~| z>~wwR?)sYg%IfNrl4lvusbBzhIHH?G#*2f3RkJXahNvQ&R+$0cE#7FX?7wWkKcH%X zobH%2cMR_D`CO7~M5R(MwMcucPr}U_YDi`~iUwNCsj{nvPv5175bOb3(|Mn;Oa=gktt zi0J%$$8TkUVIh2UKKVz3gS7OtbHl>u5$dx&B$F9HG-P?v#J zq0AlK09iW4yOI^~Kz?h|V!q?%_dwQmwxpfHueSmj5P*99Oof6II?(VMDEtD2vkC9tr*{7gC7&j8v*Gt#*yVl{Jh$$X1AWMoGdg**Q+b2cVyPNmm64H*=azl9i(CVHksq&2m|<( zm7V;U7giWPy zIAB;;Tw@qR%a@kx}M}emk ze+mQqxzn)eYN(S;=4&?Lp+~m;z3J%cz7h!1gZgy2&|Mxq?_l|Sczcf=jF%soP)L@g ztEQwBV`}EhQ_wo7h}gL6Gtfy|?V6jNeiwE;0&$|wo7*G#FU8)^al6o5uJGRb)on06 zXe4m?Pzc*DJlABFv*+P7(*Tpdjggo2l!wE=`7*kMda1#G$d3PK=RBeR_h^l7=-mI^ zSf9@U|7gmuc5M}gZ^%{C8LX=hWeG z>xAPiY`>nLU^pY20OZ_a|Kz)W`{?I6-OQzf|Mp8$7~YI`ozl|O&MGZ+?{*Ar<~7wL zL5|l|B05q|8d1|y4(+E>P4!fFEw#0+y*94?L=mpIQu%nOvfL^|+T`Qc067M-I2ROY zD)X9ppVCn@)hL`|KF4Pj>K88WYrkgJhktnvc57R=N4xRgo*|b5?1eVk6iH4JRBzs`mSg5T=>{U zDzw10MCe$4*)EF{a!yx?OzH|V^o~eKNR_nL6-$?9yZ+=shDvgKe@~$>axlSvr&)hc z!$v>83sZ$SA=DvXZ2sjns5q1w1K#g7`gH5kTq78o-{}yyZ)!dZ%gRFISJ&Jctc#~! z*R!$U2lI*yL0a?nqkML&#jgkA1blnDyFjEDK$l3|`d#IC3A65eIQY%VyxDe{I=4MO z7Zer*u#kEO({)H5iYOP-fcsTGQ8y*;^D1E84H6A6g#pPZ=yh1t%-_0%4PjT!Adhvj`g&;vnXZ5=(! zv;IPN9J`fMOKNa=Mg`8;j42WYN|aBZI4(B)hEQ)w9hUo8lZAnCyk@G6zf3NBNZ(~5 zb#_LmVI~#<9Bq4qP}k83H}V;y_zO&T<#r5K9y(a(Ew#CPjQ?OrzFv;kLRAI-(tv?X z{ZW-OP$=##r1=B)fKTFK-~3``>Piu~{h13Fva`?{#tz9|TbrF?>&5^-NJu1D+u3M9 ztzLi#X*Gwq?gx7LwqoC<-B1X{4oGi75Lcv@=JAST@xt^blU3TCZt_fLgGR>Qy0~U& z84^;g4@+)aeD;-*gl;y+%gd~Me>L*geSapX$2O|jJhD&u@X=2_IY2|une|JM9Xj8_ zcFiw$6$I}eUI&OxFptRnPHDo>JN3(_w1$)G$DXx2h%zrL$!%Y3AHZ`1$n)yc!h0$p z%mjki_s62(8ut<0fX!*` z?S=*oYkNBuTd}6GDZ#n~>baO^-;{Dv*!etjw zX#L(4$?=V5)6>zLT_YcUh(*?+g=fSS{2L_0on)u1tg<_96^5K3liYAP15U=Dt|wWy zY(+h#j65p`7YC1Cv;SdUc*|Cf#zKz#y0H&7tH-&#-Hm#GccYf(7>>A88<`!lprRv| zXPCC~rLlZs3!hB;2ooNqcfLO_2z;^M5I;i6%xmQZJPg26&x3L`g0YXq`8Ba)m5HcS zaiNSR^Ww(oWou$m<&uX~T!IjS69JX?Esrlp5FOi|&KwPSCN`9-T<0=i{^6dXu2s=Q z8N>82`iUV?Wr=GKiix)QmV+}-+a_WQmY(_{0>jQ9E4PQh$Ry>^*P4p8Sshp9L=c5y z{XC%(`?v#CJGc;_EiQSI`9#WYXo(eWi-J=QSR^4pIbKUm7Zb9giP5jL{Tm>yP%;0wmwql*okue#9#&)^KB52v(~3dwhC!+&K*C)2@LlHX(!Jgo7U~Lrt3D zPcIMtdbftvL<8z^J|mTk56{OOY_0Yf-X8X<+cm)+;JN9ZU7*{RA%g8XZR|Jjd2V_d zKfkk{BYY-@+AYr-&8|i4%FfSM1DwM7;Jy;`ce=+WTJdw0TgAThe9}I&%A50QuwNmo z0B9#JLPSkwBP0kT_9H%Jy}SFuTB+5vo2L{jz>{a}D3nk?CgTD7QW7OWR|x1!uIWDS zvu(TsH4X)4^4SO~<`)7%RAu7Edk;#G8Pp6=?9K6#`k?XK-eo80GC$y+Sy{vRt|8~h ziJzgL$cF%6tiBjPZlFRtAZmUYtgl-r4g0t@9%8tTnOOp=%+q;CNBH=$u?#OT*}-WYYL_q zqs$bkrRR)SxHJS7Z?cl5B4okAsbl|u-*ow-np%PO_BavKa^W)uRoDK;^Q|VBi2et= zRy=%^c={cC#Q;B^;d_*Y^99CLm$Fc&P@sMSxR7UIy8iA;2Yq z$6xSn_1oL^W0g@wo9RrTby2qs(51_0wm8F6mflpU?%f6dT z!+8V#={bTI$8O@nnnygmU#zs``^e%|K|zB@A0F-TR#j5!>}=?%qvT3&jj`kyVQE7b zJS$mW1_qv8lO~ac#=wBTYjEMaUv5v~+Wj)mY|Um~%yWzk$G7@ji++gy_={K08Rkv4 zqRd281WM|rC|Y@JEYhia7E)ncW?oI&)b=|90PzoZj-6f)&4+AjtECSl zxu*%8ojJ<-rQ8`G6@cpfwg;?pI)1DpY`~ixA++Sg-)GbsfW&B{?F}pRa_9K$da5); zie0_NH%=FMjXAx1@xrnuop)+_`W?G+OHyiNQ?yZu^k29C6Ojiz=751xR?EgHUiIFR z)l3%fS{U*TPYhpaVapZ!!`CW80onf;Bb{F|U}#grTl093hC;{nO7Q9y-PgD>Fm>JK08s}a+cExC=B=qA-z1-(HK^2@z(aM)EwSfa=8r7q`wb614-C(&=t}{z(QeU# z9i#93?x*QK?xj^q*`dAFr!^yrdvYXvRvuKZr;kUeNvk4&@Q1bDGxQUs(VOp`=kuIa zZ|P-}8`b~0Z4yaorYw1Fy3QNAe+Q5(NzxwwrAFR$eNrGYNj#--%9^*;I49?av$0rS zD_V@?SN{M%{KTMyI#}eBMbF0D)~hv z@6*fs6H85rMr8x`yoLq$MB{0tv?Sj{odW~TYThhpDBs(8xI=a9P?7`SAW(+WHo?-i z?5wSi#(3BC_cS)NbZokdH9&|`$J+-be}Hi9)gkaJneR?%Q6Vz*xLYd(ska_mDJdz= z0&NE0xhnsB5FR8DM1p<^zptq|%GC2W!>l9ss`)ay_M$sZo=V;SVd2Z8Vm&hm0m<2c z39>%-9bwUyVfpCjUePTOioHpGuI{c|#ZU^mhXTFJ92Ba8pe7BoVdL};eywJF%cu}{?WWln6GR6Mj3&|W(c8CQKrnHVi7_p6 z@-U21fR)#aFR>?9Jr9f&+vAQ>9X=s zuh#NiMzq(D&u$fml9ZjCP^{kTduC-l?%k>7h!Yf-=Z@lAjGv}>ad1xZ8-h-emX@+z zn|G4$POB8{R<%L+l~2}BaP=uTtgs7VG~Z+CH3Ro$2|dMV9(Cw_`0d2cdTbZe10#eu z6?rk3pkEktS|3*Xw13?ICjpEp4OA**Oj#=~y4Bl-t@&kXT1cSMKN}nwtgr{rp`)-B zccyLP$@K_SL@I>Koy2)gVnUh>mX|zrdhrODGFK{piX=TLhFc| zYQi?-E`-i5^6lXUz$G!Wv)0ls?3T&W?6-j;pyjg^p`a28l+9=9%84c`-j(~3nI4NC z(r(7&VlKAmVUZ|^{Z8X$@cIH11Xs)-O6kb|s-lnQ<15_sgk0~$rB8UlRfB1l49Da0~X@~I8W6Snl-(x|* z{JtUSH35WD2W!hiL=BU1USl>$Nm#jeYHYM|V$`HiWfN+kUZH?O!Q67C$T zJ%BKb&dskK3rd31>!5i)DmAfUtpVC+i23aTdSz0^`X#e%Ed$<>!WY!?1q3=gBW?J9 zp<62(aH<#(jBSPi0P_3hHnxNL8^|u?{6Nk3voH~er3^tg$n`lr!AlN$H~MlHu{rZ6O#B5EjWal{xz{pXl3kwVWRoCP*A={5gj1>7g7w9J1{cjj+ z^&yr$LynsIlK0ERqopx<~$FXnEP?os3Tv$V*gzj#+A$z50$tmOD%9YFCY@FOm94i5h#nCNPCtb

U;=`Zffvd)8*i;|h)E~%~MxVf)7rP!8y z5soh!jn=QdqH5LK$q5XrXm(x9DO`TB>%I>_)@Frh1KfY9ZJ)r5bTY(Bri1f`bk&#k zZ#*kMhv!+sH`788!v~|4jTmH~k2g^=@iO@>l+)TvDWnc%(ir{muJVkCiOy}t{ENSLoV|ah@!IUx zp1JES_cb4iK1srLdG&gAeR4Py{@ezd-Dia!FNh*g8Ofe}$I&XDeumWeIZ|dxF5mIv z6s!4G`akai|7L%>g}bYbKVr+MEwt494;MhHuyN3PW+#l8AY!4CWWe-8`sb(T9XJOP zk70=vze-X941!^*lU`Uz@f^*sk8gIcw0tmOF%!XIvZ z^mbju61%>YnfA&jw8kI0RtABUKN6%RgHP*Zq^7d7NV@S95py2AwMg>j19e}YC?4G? zb}LeqVc7N2p%srBXQNWvjiv3aaeWOv^|-pax?2xEdmo!G5swkWaTQLqSapgs2mzdhpJ33-?LA^(D^ib0uMYf^K) zuxPH-M%i?iVIh$flKLp#yoRN?NMwLrUl9U@7520aU|^0CWl~mUw70bV-o3@DgmNMG zo3Z%881g?|_xtzzi+zkvS7{!gmGSE``AM7qV4U}8?kz9xcdH*jpjhtGtJ11`-?1N> z#W|F_%_bz?4f|0O9;z??IbXn)!kh51oXfwAPeC2^<@v$Oi1C*A=tHbN>>#O{g~llR z`ucJWo@`M zxkJjvN+bo5gl)hGXR!G1GX?lCNNa*^N*suM!RTn=BPqk`0 zmPR?VGOw!I+1Z`a;pa^lm-Oj&Yfch)_>hKOD|)A)wn}Pkxw$p3|CzO*c_@UL_Bi_# z-w!t0QfWklFm>71r)I)^eYLMDE&0fwR+WzKI`P>r zj~!bBMUx)SjPWaVRl4D<1A->&ZfDDzhc3_7vlegOaG7XHELbSMV`Xc5Z)T4j&t1WUo}n+ww`^lTeL-Vk)WsSBu!(27X2)#`S2E`opJys6XKWj?sQLGJz_m?-IP z?YQ%EY6`YpAM^7CD94XyzbnC;<}FSWXYCj!hNXP`; zrq{`)FGx9r$tZ@0*89sAK<8v)TsN8ZvGD72G6&W#T%{a>->6|jV57_Vi;zOjQQyw4 zuHseE_gCS+cAeMWZ$77~Bip=0-Kcx2|EM?rcZ1$Q^_FjT4emV|8LE3?iXm?IQ=R+i zYX4jy_UAP+H8q`@O7J`Epa~UsaBRnS&QlIGXTgFoqj%^Y+WqS># zz4wuAyN@GpM|c01zkP^!%=3n#=v_Nl_SntmT`8h;R{{3^?~T#X*)E<-SUSktd#3oq z&U-U>((qoo_kWq<@~PJ5Vq!a z|GsWa>tjDltjR9ixU8ClYT#FH35hN2D3lL}<~T{okn^!AVNw@oVUEwN-B)w7rOw#0 zabucQhugMVijYb7d+ojxbobBy`Gn9tJmyZKGK^-(ZrvG&8md*YxQ%vF%(V+*BrknF z+>-moq`XXod!olJ=t9x6%llN8X{Z*B9B?v@;xp_@rPlSaejj>Ti8mTzr7N-g^TDdV ztEHi_95!BR$NlSp>87tb#!anAN43lH78(EL0?d_XkdLHNH&>N$GQNWDgIJ|x0U-*- z)zhxsW`n|kYfzD#c{2;qr?q#0a{E#olT}~3vclk-MBH?hqbH?!ioM~}1*(RTQ52$8 zRgr=+E1R8@cm5eejmNa-+Qo-fy3)Om{7Xw3bN_P&>4fQAnhtcm_we{o2<}DN6Do;9 zChMQhyUz%SPgd{i>SKMRh;M6)nNL`&3}Kd)L3E%k@)9UzLW0&rHFDbrU({&Bl`Er) z#?-rj{C1>cFHRt76<=`+rqlBG9+Fsf)pU}hjbq3I(S2f!(Bw7f z1Sd%M5RWfz(#BN&mr`5uJKnqn=nqqED@8a=g^P6>%brhVx&T6+h9y2K#KV|;zuIV)%8 z{v=X*y8>(O+1S|V{AI1BNoMPRvG?ZTQ19>m_*AEyQk-)tDx?lkgvyq^PAASJR6=$o zB+Ha-Fve(+cPVO+tW(*tmz^;)T4k4Q>_eErV3=WsS-;Pz(|POt{`~&?UDtQHdR-UB zyte1-e%;Ued9ROq#%i)SKi|UDHG@46(M8IpEzQ%w3sGSv#>bD3<;Y^fku{1?CuE^6 zfj?_hdg-K3^q8_zV`PLjdW$0p;;kcruX)kHd!7YU=Hp02!S!^4+bYJEYIYVdEB{!o z^v`M4`TX)kC)TD7K#$hWYEoKLFnV(}%2uKhN!V4W(9#Cf`OO zSksU5))!}0R1_U@CmF!^-$un{no?qP*zGvKw<;{j{>G-Jjtu+6=48u+{{9;7f@~%E zElo$4$5|Tu2>S{0k3#lkde&_?j2h-T1ih!B<-rk6#o-I30o0yATmh0TLP{*fFDD2s z3O+ZH;NJYn#C;@U4b{!3_cwj5xdq^i(hr$oU<~{pjFK3wE7r!b!W-e_e+w7L%aG8yNQx!t3`SmO z%o1|}HcFBQ`mld1w>c+H{()z+dR)3A%^ z3zrkwU4?okXaQ$dU++FZI%Wy_$|^a4(kOXh`CJFqgE;ew%G9Ah#GP{*_A8@2AX4x2%|c8a-1^nLD7Srd(zb?s@7l@t_4dVDd~7fK8NO+iemkG=RBZ`-!*aErPg{y&z>D-ka5X642kS;t20&mIL z{L%z<(m6w{v6u-RPtXXl(y zXrLjyN0N~ts`hbybU=Hf0CZs1&IlUXC%{jUo6`;S%F6?DU;J`5LYqpgG$C8zlJg>? zOM(|lyvwaPe>k_?>mR(%k_+MHN?JM-=m8{vnl__x>8}{wfZ{S3siL7bsWe~6c#Bse zLHV+lmLkaZ`)8|@$i_cYg_b<82nptwSz5Fvd4vJCJ1)SpmEB=OPbfy>pvx=(baFjt zAdn~zJ>lvKkN~u%`OkVmL=8;4`iX|SY7+fU>4&k`aKQ^5Ty~=uV{&U7=x_oRrnW08 z;2%a8b3H)&@bgztZXX6Uw6qkU=^+>Ge5=QvbrroBxB?2Sy~9?o56AL@=T<1{7vH=q zk3mdj}bfpYeBi+hBQp%lIh(s98Ncp{8p9|Y$$lIM!6}9sy)m4Ii>W3nBgHPy>dNgj?$h3e1sq4F=kpV)84>_WE@1A7IF2=$ddOW+ z1|w=g>2&2%#^7uvzq^fqmGw(=i!ke52YK~`0eY30?_u(`9-`Jyask{|Uds3R#x zDLas^Qyg;(3kOCxw_1S7gLH36PLuaM?W&6Xe6KqOY48)5JP!lkr>D-JM_=x(IHBFq z`fR!Tpz|YOEXX&s%0-dy$EK(5y~WnrsqSTNHOhXlwU}f#?ed5;SrS&c!0x3MbdbVGn@fU%pHGMMKeYVPIK7wb1 zZ9VK7qv}Az(uRSP1$KR~GcLVBmcLBV(9pnVAm5UUii!+L9R5nR$4sw$!@p*uC^N-K zp9lWtdQ0P6CY`hma4nsM;>rPM85BKJ+tex*Onm9NOaCQYsb52YE3XRm91YEH6l-BC z>jhl7K0|G6GEIrRwUUrFfO zY3O|>jz6VN*;a&Dn(X%;+8C!m$sUmHhv;p9+`B6%{iZYknV?m3?;c$`xGvmF#>Uz@ z8OiMP%9z=xh+_H(loX?XLKnd*Aq+!t5kfNx1(b74xK{xKs--|f^zE@#-^&ip99 z_W|GVOtX^mz=Rx4PXQD+2h3H$9f01(coV;KWeHZ?B4TcE1ayu+o!BblzkD1^>A~)9 zc>dnhZ;DpjHnIkH4utYNJ1LpKTMYFZnRM(dt#5RhpV6_Zo`zMrPnAqS(H$Kf(zPVj zJ{Zl>(%QNs4>V!&-mzNNL0%?>=8ux@eE0w?_VHwtQ=%6?#4*|nw6u|PUZG2tvYZg! z@$d*UGfz(_bI7aSTl?}cemE~JNl(yyu-Nv~~%)@=Ai4=Ym<`f{Qf<;?<|(020yjU0b{YIFiF`;I3HN)@Fug=of?508@im zO~xS--b%yf%avuB@&LNO;eL{ON}+aGFLNi3HmtKW9+y(MMuUh$Pyz;OEXl1X&4~#& zz#)id#lTe^C0k}H%FuY@JKH9gK@ zSj$AB*0_lN$DnL@{6;Qc9Mzma5WF=G89rQpU&v-xGxSBZ*2A>9oWfGVqqpLE^6Ku* z&0U_Bz{~iAUea-Y$Kl`YVJer!VJCspAp0~XPJU+>!A3YwA50N*5bUL?;Wsncr%s`L zHZWT=DcR(So&J_K#P-jj|EX3$wB%?SKsxi-OJ;;{q`jNqW%UznKz3&*a8doI@KXLA z;MRQnxa??U7XI}*&gBk&Fbro50AlqxCP-j(yml$$hi5b*po;)-6u<)zRn8Pk``lOHCv?<+tYWDUM)SC~2tOXX@qG023sM z$@IIs5Yl(HS9;XINxEa{VL(s)FeCH|zD(NsoiwkqNW1Rd*x1xVO@8p;0X5K|*C92m z1501tYC*mcwHxq@Bc63j)Ngdf=r1=n&Y#PYTFEjdn_DtHa>iE@oxUs;pJN5STI4(S zb4?<{$n&R$ul3T*Dvcga?=!Uo>m|9>{z-j$a8X0*>vaeZR$3)#M==Ca_WNp&l*_FY z1GqWxbXM%x?xW;4Tuo~1Bk5`bZ~2wh|=ahOxF4kzpA&3;{_LMaR#tDApfyP#>T^JDYc> z=5}Up6!`wpMIt{dD%x8)ymChOd__}4I1WUDV&gOAC7naeBvhP|fs1fuvEKYth^?(E zp5A}Z-YJebJ20UxtEaPlyIY7Gxwcl{)m(Vw;ix$kF7}c4Bzv7p)2sRJlV)?0Duqz= z=IH^~2Ml1Q2iyN+tM@(uAA8$>dg`+D(=XaSO^L+ud}kxQSfhnMpP4PgJD>5jU~PnD zKfYg!j0!U?Z18wrNYpbaqy;w-cyFmq16v@8zU_{ylvqe%wj;JeN5CPq6zS1Ye-`|4 zc4x(G-OSNTf0Z(4?<`94*F(+?_kUORp_K~Ql5$fv4B&6FwdqA$Eq>ug{(gk~64_Dc zMN#m<&gvI*GuJ`3iLd4iNN=+hcylL>1fD`K0z$b?>b!MD(_T*O)ma}1+-CO;CwlB(V@$-1%5hk9a?lCvGglB$!-yIUdUhHP7U3huO zGTXd~yCOPF?^n|oTmmu0{!1iNHM5qg`g)K4vP2TS1`zn=tN2RhDm^jcvoNYd3#W;M zcusfKQg4qj-j{;1T_WLgBZ=Hkg?$7u82^b00yHGVHjW=19&&xImXaPef}^!48Z9gY zI#mMO$^*q2Y))3!lMELib{d3Y6nHky{yzM`PBWd^E=xc1PK+Ilwyy56$HM37FbbB` zwy|C|ah-T?v8_O*a`>@rse5q{|E{7mrpU3>U5P#CJ>6B5XCh&i*_d)syBAK%(Lq2Cfk zb!E;j9h#R?aXOz?&7e>s8{%xRJtb~U$%AUPB?n1*f}8RU!gum!p?+cx!H@HAV zn%(cE&TrTl$s96y(5R|Miyw@s1*6?S*9Mn-bk>|WOvX7b0gk5C|bFg>o~VlPb&vC!qcJuE5Z5cb+$>e z!1pJJmf33E?ATV4;B{k!Z)MRCJq?CQ+h_WiobQ2Bhte|`s53_kU&2WEkonQ5IIGtL zan$7En_U7{u6lCez!wMGvSQ?+g%C=(-uCSiIxYY!Z>arQ$VK`%a2?VpC8lbs&AE1G z67tqtMRNAu67hKVuTkL1@kuEp1fLD`tzCI6-|*rrc3jE>h3$I+Z7b5hyU>cAYbZ!6 zO655gZhPP1vz?SO4gcAsPzjR^x|9FA|orG3iuSk;9 zU%93%Jpc~Nu@A9rq+-055pN-K=ixAp0#D5>>0A|F@H#4a5r-cZlQSXLOQvIDWR!_3 z1{W>Q*!JzEq#?{z*%QTnU>=OaZ5$KUF{RRg?==M|Kg}sdMo>TcUBzwYRnArO-Id!Q zd=>$A3Vqtaie+IIR@2U;FHS+xikQ@g+clMYIGi<*!tbJSS1v71BGqSMo&JqbMRzdZ zq{II1&tQG@3EP)07txnLJ%1m`1Zn4*q8sp^(ECgoV;H_ZeAwRtJs$BXgE4YKe1a{- zPXI9Q?g0C~AusMuaWxYY8KOt4ay2)Y7~d>?Xb+FWavVGGoHdAmjfRqt%vKKplhqwl z2(mpMs-PQKRCb7l&dJfc}3m>M{n$I&Ic+ zPoF;NTD?HFKZncI6~1x5srQ6NF}bM9s#cG-7zv0PVD125Luj1tl$Qk3=fj!&gIZQc9N zG1$3Apq=MkJHkpC3Sbm^r3%_l#E#Di3O2XF3uc~>1k94f>Auo-)Z|_fk3~F(JOcx& zc{MxPtMu(hn1+3ht6P07rzgDql|hI< zkq}@#8b12Q#(!nIjY2+tPlmGqABhJE7jKs2Vhzz9B^_lxom#+ZIfbre_IoLNE!=Ce z59{2QtX z^!d%W76`65tK$VgLQHk$!`)kw(&StIh<=${J=Ti#>&IGn_TVo!bT}Y}mb_9CV`kct zMQuE$cFJv(GkjzXXJS$=_M=MW5Wc5wLCWfUJVjv0|0JZSFxe@6Kcw0H;@n_JHMfzJ z{c3^W1M+wpgk)7X{p3k;_*hCL2`b>c5_tZ`p6$r;->_xJL(k3}%4buxruX^y+DkJ- zaCvAEyVIG@$}hIfL55KQO7$xN@E{6pwCUN}-yvsy`bR?*DrgGf+_wx-BJf&Z|A15h zAugsjK2l44xAolFS9Hwp0{UlDw3Xs-hRY*wy&PC&o#riWHe9V}36<98C!^JoY~_{@ z(n0gDb;dd|AB$D-8sdiZzvgNv!<%JvHGGtmfQ9)`ijM@j;S?G8Y0s&~W8JQ?2I*i` zLzcH8uhUIKm@AYcm*+=-eW))))n$@kq(Qi#(ej3K_{zj)>7&=m8P6`r__g1t<`}Wa z(_Z`}OADRqGh2(X@R{DrR>3H&Pt;{@+}7kpHDLcCtRM9GPPWhBh`aNVJ%aF=j6OI9 z7Y6`B0;#q2b3<6kB1M8mU>fE4VSC`1j3&VG+^o_Lz;S;p19(*)MjFxlsihvdP{19H zMKxxO?Y6M)o}}J^5s<@yZx-^A%-b6+CbDuZJ71N!iW$v3)SUANi9dua)>_ED=uhtp;h4HPz)k%RTs1o{y5Egox z!lj@O2*vzOL@&`z%$Yv9D5n0h3hg>`MkkVb@ofd7iSca5(#$6VSpfz(v9bwAGOjfS zS|eLg^tYnt?6JRNXKGFJKrU8_QNUz-Dtt}{iq`T`>c}=r`GfRplx(t`n2`pQ9+l6J z2R?=3AlU>NrIhk=7)e!@-!4KLm0AmV{~h%0mCqAXos4{EN3@7+h&=SjmAVKn{W*q` z1Z^9~8ddEP&d;_menA+O>fH3ur=nr6h)h*~xh{OV>k=ndF)bbpT4m6PGvi;)WJ_&g zWf;#UV+7+S)$kc)t`nD3cP*+>Oh|?qEUhu_FA$CZF(s?W2zm;rwHgQV3M9dTX)3w4 z4hncqgp6(~`iK#*i9&rQ2UuUQ1;zD+`5@uWulcOWM7BMwg}_Jp$3f=(+l-u#;y54W zVy+y9aQnTAw--fi?sLb{U|{jAUPha4V(HCRy$wZeD7#~xrn~)*idX|?a2(_s$Sv=g z@bW+*(t6m0SfoY{YM!UUm$~|m$E3BYC|=|ZB-cmC@0qT$wa2QKM*V;KEjaEdXm5wuohk4!1G)jA4^-Y z0Hg8%i%ka>UL5~8UV_bDqNV^?^TS&e%$q@gQdKBDd+41vKKsuccJ=EltRxE;A`e4e z1BkF`Lj5{hDixs20XPOk!Sml&14M~P(8s19mw^P*wv{HBua}1cHxY;yVnlX_9<>s+ zPCru1N=LX4JUc=9r0!yQmUM>TMATzgVwxvEWe|_L&mdhHRFVVU2_yQSmW9jw(;F)z z98#hYZ$dCJvQF%yfonY(Yjl**R|V$f${QPeO+S!(Al`~-)wUTB3^CL$j2UL1PD(bZ zH%PxYutm8HXXb@Q+W|tUKbvUK|XeIO@!nSz0>c6tcfJ9DLjHsm^z)Nl$2sY?j3%?|7G*H8!3i9+lKml+m-!cCBv=8($P3 zw@KtHRFbZH7}B4K1LyNep?AE`%|;$7TsCp6VMHM{Eok~cpJ%-c@hCa>?pB6y(S*@} zo6PV#)AVjhNyp;ckg}DP=q4WzFd2bqHk-4JKSPn604DVXYE^OglxQEEB)F6QVHl3W zFBJMGKR^goBrs!2nSK7`g6ll5qG~Om=Ubpb+QJik_M|HmomA?+4+=yyXqOTy5B2MM zWI`SWwp!U#r~i~&BBh`$t-6PI;;_!*!&~%DXNP!Oe|O4VMNG3%5gr7a_^kAb50-Gf zz&dre3cj+&{X`pWd-r_E3G;tUnc1m5Fw1EVq^#oFX??x zLN!biq!mx~zB*EWe`lPtBRfTC^BeJ}+8Eu%VFytBCP7oL$nL+;VL-AJSso3a>E)>N zCZ@ckzql)yVnFHr&f(KDt&Y)C2C18l)T+nk3qB2zMtsi=Vv{yi&cJ4f9;*qQeavGH zDFVIUj5drcY0k9?#lB7fQ4GhM?@#L;6pWlO`yl)sS%G5>sylPJ6nY#+ z@VoG^;lR%u``qWB28N37-vHtpt*=~TS|4bW&=?-~`RNq=k^RB%MxzP?=bmK5Dy0tc zT40zIl7ruMkiTk273waWn{~u!b{JT!>;bF?9VpzBn#9LVNkqc zy6do!pdpqH`V8o34~2RGMbT;bT=ZLU1C1!zph?}rfmg0>O8w^xuAc_o|3X7VAWwt8 zOJ4D^0;Wi}X&!MP6x^-nz`?M^M<(NOnC0NnaNs)OvO7qZ37fhv3=>bIA8-h1FW~aJ>P;1)DMbu4x zni|3q?I<#VUHlmskcin25NjV`g{<0H8esw%eN zdb8`;2jM-4Z|x!9Ck8?;%U68bctENVLi^ecc>$|4yIb$H~ceH)Pqy!{3Rz|M|Pq z-b}XXx!<1~y|s@|IP=TNVAIm9s^9+fO5$A%dgit#_v!DYAJvKTJ*pnOXX#pPeXR;} zVa^OzaNS5M1Do15QoEdP)EY-aHcbz69?wQ}u7foERQFAS1DxoxIs1wN@+^*3)`s|e zSFvJ>CjmS_(UNL;TckeZdnSi2elj|}QVUvO)qu>Y>Z=3US~0K!x2ABbCGyZ#4zFQ> zW*?(Fy>1{N#;gTn#2Y&I%&SEKzS$=^=<`^G&-6_Tj5CSLG%E*@F5*JHY-Jy{KRbka zGH#d=u}-2(9FOuJ3L20Jqzu6=Lb)UB#0!*Fu>qfBvQr2!y(zClr^7=8ysfgb@R?Uj zK<1S96gk?%hXUb4xW)9)QD;GFFn7_?qEIMqG%Kza__Bvv0;#h`h0$s?FU@sU;xs*4 zQ}gn6$&!vvA;Ko6)rj>*S|O;E(B(%a)BRGusf)YkdbdFI)YhzOAAhJYN_K@O7D58N zQV*^MKOGi66BPqWclVi!6-GT)D>jiu6zs+=zJeAb5Q9Izy(HjCcG1EaBk{3m@VUOg z;c5?ymEI*H(lwukr3@NOn>yE)sA3nx(h3G z5!n|`7B9phdUD@Cbdy?j6>|tq^2D$hS%epgnDEdP66=Lr?33kSK8KmlXbq8b(r4W7 z^qOdtoF+B_*A)W}a36H1GPhDoG1V^ER&no?PoMhAFE{LUlwB9J%Om}Is7%=W4IpO~ z&s%jL$O*gpJH${>>rcJkX^{_fdhgFG85yNiQJZjls}8k*-Pe&-zL<{iT6hx~xcJG$ zdZ40w{NahKAhD6wzoO-v8fF5b!<6>>xUvrk(h;*2#K9q~;o861`NVi%f}kibPX`<0 z&0I172K(fnkXm9becH=Wc5g>bIdvL_Le=Kwi6I1|nz}U;*a-XtC@#pi%KsqjJ6e8a z^bIt&_`*Ukfcq#C)14gY_XqV{zC&!VnNq)si8 zY_^h0!8qFrY)iA5sd|+X2YYEUsN#!9Y7(#nywr?%MKeFhT-jRRDN3dy)7aQJ8#x!P zR+MMsjI0K3V+}bE*MZqd-kL-DPIfr=(l%l(n*_?lYh5sfcyq|+I=$b&Mg3e9HiBT# zr=QNebX)u9WDM^(98Bg~`(aPW;9R@q>KG58$-v3)qUhk8kZQmD`QwoPtLReK z?p0$5xt)C1r&soL3;(HJ#hPPlS5M;;#hyG{mD6qt6&F#5GCdN)8eIy?}*?62F7 z(87=FvNg62yfk`}3>e6JUBpjCtDw#{qSe6=1#`r)U)^-2p=*+VzR26PncZEX z&Z3Z+A_5Oods@=4EX4bP@~R@VTF)MrJ#3fBav%HB4YxoeHKqtt#Bus63i5JaxZb~0 z<08!NH}5*%xwQAGTuX}7PQ^Wiq%%}v zF^zq6zG#ZY(VS#Gf2+tD!!?4l^xpCzPghUzLpVUX%hrGty#7OmPM}c_ad|n|M_RV{ zfupQg#c@k3vjHGuyQ$^fUISN?v#G8=TRE;CLei#%pdfp`i5>8a5k6fSW&lufnic9O zyZ(+)^vsAuT*%cn|A7Sa)32*D5W$(pep$_*LUR2$L`a1nbP-bF2Qz%3!VhNn!30za7HA5#2~3_qCR2Q&ObfgjB94=Mg%kPL4Hy;#oCLaHul47TBp z-eH@azrxP`x_HOpUCX!;M&~wQV+`kON3o#?Fos(IMvXCve_50Z>G#o z~Df6(R|C4TVDH%c5^HK$N~)u?Z|0AKh2 zpws_ErysQWxA#^^i`6{zgEl{C^Mwa~EH+=K0tE6yh<>BQ4?*#b5|AHS={HjR5ES1i z@&A{gc<3}Fj0D1*5eS5x-9QHbQTKB8wJgg-4Jta5#epYMP+sOd;0fOSCjX#TZ<}Za}xAze4MQSX#Fv^_rY&CY zK)ET{=6BleTu7>5%y~!kmj>%oV3j^oMNn-0rUntl>idk=V&1TQc-WWX{N=kz_k1bmQ-BKa*stN@P9t~-FS2U{KD zI5_`I6_d#uz$x3@;jp3w(s$D$B z3E?w6E#)`z|r zV%-S1df$pA?Ho<7WX8L#7TG8Pzb}xOW@**!A6G=1ywc|1R@m5>pximk_XC}W&snM; z!i8GFDw4DT9^+#QfDcy2*e4AmLvym-T`C5Gu!}F~l{addz*E1NS=1}6(8@55X^gbY zzT7e1kYsJ2!ef!t1Czv<6`{+Tk%}nzqB%e~&YQB`XZ$ONES#>Qwu&cc%F8 zEMrpG=|9!A8FIXLBW7Od^WUNM`O9Or_^^-)kkbbcFD{diCYNW9i@4QAtbx^-o0uTN znGC8QB@I52n}cbnDKJGZ7R{yMn7fkO(u2bc!|I|)*B+3`iS&UK-&R;SV}Khn(P&Po z*!?n)Ke{!FqHYq?6g049hR&8fja5*mRmlMmIgmNWCzyqbLFqFkZY$ke2(5*cq;yRc zm9*B`+D>yFzrh^;<_Bq-Vdb+kD}_`OCrX1~Kxw^ND4BGL*RkVQN6>%{#+nL17)nAs63=3ZW2;oLFI zxFn(G*>BXjs<$yaHC`w**%W-_t``R>da#!5He3(G6>-eR21T>e0Lu*Pke{1-z*4PR zgVo(_6=TJkNhqIH%klBC-|bL!h++mB6P}0+UDu;sNXs@27px~y~g?0(@D?=)THV+H^z1`ik7P0yi`?r`~ehcpt z6`-oME`E2mNHJr2>}5Gc0{98QDs4AhjR|w*TVr-&LKu{+BK)%w1`T`%-zoZ4{CuI$ zJYP5`N6dIjd`wuq*C1hp40n61UF!1srUNsrsnol#guC?Qunx0#W1lN)Z{O8?!p!18 ze}6KY&2}&vO9U`2s1y#Bs_sV5oT+7~N)^J*X2q2kXuo3k=VNr~A2;vTKMGQ9Ljo2) zI|O!j3;%|p`ZYn})5V=SS1;#KokMdEc%=LLTH|Y|G?H}KwGV=^PkqRb4;NqLHL9B? zlF2EkMABe@Wjbm!GBuDHvN8-O#J$#=TQ1U%1?lwr<8mCH#01Vx*>vfjM3O_cTuZ^ zSB11tat(KNmBK>ny-pJr&<;Ah`*62(Vrke4{j{zi0YXQm1zj~A}ue_N`2!?P%9bf>vNxnB{C5Z;F(@Qy4Q zskTBD1(r_U4rxhn?!^qqGKYleIlwpIczI--SXoVQ0s33IT6)k`P_UCob#MNQ+TRn# zp)1o{U}3nXKJE7)L*Boyk`MWu4rFG})%9%W9{udHJGx;k{+z^p% z9y5JB&fcl+$Gu*UD?|(j5*?xFizlMo=0|4Ly_g0`D^W(?hu6%L&)AS2ZjCWA1cZ80 zTT=={A9N_&-?!(t;dUU_K9=?OpE?)@X0Q@*71ieXih%!InqK-k7A?=AvIBj*6w>_7 zKg1YJnyF27=2*1qaJ;Iy_h@7=MVk^p@pEx{c<2Nd6f`%A<~yH8-`92Nq845MU}Mp? z)k6PKIFB8q%laIxMrKvEoJMc%^QjD*K%uHFx!7lMhJxyYPPIn^w`^G{2KB+cuF>iN z#m`a}e|E|Th{P6#OXtz!V^O>N5AcW16gze6Pzux;6UC|N3CcEP8vtDHswf?oZlFC& z5S5Xc1$FHMaq@!MhlG|GQ2kiSM~_ki$)XlM7=>%>7d~m zn6!FLQ(8P~C12_YiqGA=OJjddIz5uR5X*9B8n7<&x$D7{)l4`k{dN+ z_33{VrSVJk1zgbtR~vzgogt_>&dWzk%#^nFXL^(m0~7~L4f_svvENH?b{Ko@)ARc~ z4E2TY&9l5bNh8E>g8SxVwC;OC-=1BoFehA^g!yJJ(boo=lXAVTd^|3@@>k9>d=$W$ zF^aGyKxPPwK}}?qk`5xtNzF-m+9=fIGk_}*z+W=Zjw-wI? zh0VWqW!Rv~eb`I0DPZlX26^Yw;k_3fomkE478GRxvs*(`+a^ZEp6|^MCLwh~K2yM( zLpOs8A^=~QF6E3}OiB%B6H97511EZCbo`GXT2qDf!j@`mccygzijFGaE`J(M`vj|3 z4!}~hYOB^Pt0@Xn4~BofJBVZrt+ZCE=Ku8W!2`1-@W#>zv|Hi|&^&|{ti!**{mvs= zPR!Agk^vY{U~=l~v(OLfU|X z?+ULlclwihPP*TziQYGn(SALBl*>MxrYXlEJqx2!jliWPp#bqC4#7Q0zsfn?bwDhB zthzo%pKVfWE3k!ACNpABp}otyBW5%MiuLKea@Ev1Y$>RxmJS*J6%-O;&RZ>obtdf& zUw+g`-FxCr?GyzRKbF%&KfM*lJ;-VA1AK#)Usti~A$Yl9C#x43+enR)4GD-_HO=pF967$t+2cNN#&FH{iJJ^0U>AXNZfTqw%3$>j53sg;Xa4)}0?cO1~L{7JmP z>TIS-?#?R5L>6KpQqqr4aDLcrmS4*8#R344jXSlxuRPX&B~MtM*kZff{yf!a;-*7r zL)XlqEA7TaBi>?%gWpu;k&E2r`#Tw<`W#R^8#>?xKPd1)>D2G` zKOJKVnjgwYCPYqD7+CB36egtgAjgO^(7!H8GuWno_-B4kq}b!7(Hbexy${ zDPNoq)fUV>2CX#?Lg{J(Kf9d2mR)5z7b^PPQyjEijT2b~yic)0oxvOEF4ZoL1e+k= zVK<875x?<|+yR@mj~#AJM*u1SmzqeZU1;{QXS}z>KfFHn0o-y&LfGf|w|=eFlnDz4 zd4gY4)94|xdB;OgN2c8(HFFMt*C5<601_{gvKXo$t&abVU8LMQ@)#zf3rZ8W|II0>n<2cm&1mKVbM*&cD zLKdxLz!zKV7c1#BnCUTZS6Jxd={S%q-?yUjt{!?${hCW20#Dbzxyw0?S6Cz9b2@6> z&Co#imMxSv8i`ofQA|^A^Fi*ZeP$wy1eMf+J}m8}5>*g8rgrS7_}LBH5~lvRKB3i# zPq22ki#a&ZS0UYZM%}~Hy}v}G)G?b^qR~>A>$d6Mx@)CrFJ8>}x6;JNCl^xJ?N_?c zRv&mhWVwLjPtvXzor{*Fu>-071;6M|KD&`OPIhNJ!MeKcgH{Go-NghF^u@)l!l4={ z`qG%Ujb+foTcDWlYWHxqnHTh&yY*vpjOq|_|AXtU^?4^5f3>7(TQE>|PdV(x9=Tf^ zJiX4B89&%*>CRbYc73%_91!Qh+5xF^qr!=YpdCGF`2|W`iEenIyaGU-S-Wmsiw}nh zIv}lIzrJDNd0laSN=mZkgZ7@uE76*Cx?dLK^(WKr0$WQp{Cw>Oqm|qI;aXcg_$(;s z#|9qSdt4!@Ohv(1&RHt!Rfb6}^v|sfeQ`J(+VLr){<6ldgUpK-7uR1>Q==js#3U2% z`4x>6)N=K+(u!Z&r!K}#HL8!Bq6deRoqHCni|kaOSAUW4Jv%{s|Ni9cKzZjqtNb#* z38f)oPVD>I-sPLueE<6EWlNxpOxiXHiM&al0hNAr^|mA$2Xx6DpC(_`gulJB1$0Ho zyzJ(lZkcuJF=d=aQ?!v9y#!N(F{r7jgTJNnx@~qW%V-A`44tYQqSe@|B%53X#Iw_g zJ^yFi&-qGkzEbVqzayl!t^xWb#Nkmme2aP%QZ0vO_u|5TQNuxB<{@-FDN) z#^j)lO>LG}ujZ{?dsQ-Iw@zQ*Dd>TpAsjYa!oTNzzFpS6ju`14Jd$IoVYqkiCvHD6 zXT07B$u8sfl~|#-Ny+Bq((qoN2%#+iy7rP^33F~p*w7e?Zn)Bw8wbGQhKGl(sS@;s zk~z~;r?d#>r%!bZhB)`9!O+kHxw)G*ioLo5&%N-891Q$OST9HMj1Tue^}M*E={xw> zmN##sH?J{05*1NteA0e#mFe=8HogvDP%f^$&6oLQkK?w_37PDrX(*aGM^d}B*V){B zJ&B#J2e&?~7i3rX3IQ*W&o%eqtQj%2Dt0ovg$X^!5tD8QXb}lP@@7+0isMxKljv=~ zNoQuEw%s@T>#u`akkp6q`{OpPZF>E>Liw{(%)^H+Su#2WogPO5=$C84?rmJ!tsCzW z?pPd-`%TsZy!azKwvgLw3T?gMGs)#%Eo)pvOib2`tUnM=+byFX{BbUoCn9#Ce7ln? zbh^7V$4&$0tNG#bk%mv7j-$tI@~!W-G zSEK^*vgQSzrm*P+{u;{6FX$tl}`?j9zD8u|Ni-j#<_ilm=eG1%PhPhPE(MxewS|8 z?Mq{y<)LFAVyvRckCOFZ={h?OLWL4(#Ym+cfXwWJlEPVzN$INqyS~!x>Ea8ZLO~$P z5B?aKzI9lt1tX5>!kuPW{`UI#(smpYE0&X$>t1N*7ZA`fsXg4@{%i3h@x5tTaKn+L z)5g_UEOmC{R*fKTFt6hBT_(-w={gZHCDOyoAySg&|yjdp?0@(wB z{(1cT<=MVcfaC2?G55Q6kVi7|3#fYe;gxGWkc!sRnr@0*fJdueer31k*%mmEZSuCa zQKI>4jgDM-2*g~i5b7-ETBnAKXD`{y{lsOu&zJz zKG1ZO6ctT|2J#cHcD>jO)eSk~7@c^q8`S^rf%^FcbVREe!n6ynYCPE{D+^=kp1+p& z^y$bRC^|Yi+9{ZCi!%(pFYn1-OwvWN<9(<6q6deD+>Y!@coJU#BXG>^pFfv}mS64a zShtRyxLi|gUpdUJ@kyx&s@L@DKR=hCH0AA{ZC&i-BL>li?an>EPUPw^(b+d`^&0x%cp3Eg^cTmZR#!_lUkUHnupt$Xc3zdOXhwmn`o|iIGXx z^{I*3ZIrE5XrFJIm|_}celqu5*1eUb5~IfeCGXhE$_kJ|Q}>7mmAHDoGZ&&?Ns5Gt z)*FELC7*Pw?mylYBtlB|%YwvJ9_*?q2ME~(Sxt%g&_8e23=Z0&w@FKTZ=dO28S!LX z%FD8TF;ehIF3Jlu-_k`YoS?O(=CV9mi)$Io)081-H-%(FyhJy@us==bisl zt42;XioJiotLcPO7f0RjjJZ>c;YvV-@JD~hAR#TTaIn^a(OcJFuIb(-wXcY;90ygl zE_^Jn>D_w2$D0z(jwmf*T33dK2w{TJz!bxKBQY{TWQ{%Zw)%$>!h_b$IEx;owaN; zRIj>Bv0S@mP57pHmW|)3dlkke)P@{Pg8zCC9-VPh*$&3H5IrT$S2=%S{qiN&(v(V? z_!`L#H~(vvXsdp~$lKpz$;)==UP``QPROHf52fF&FAwx88&1=5G!c`vCUIz`_Rz{q zAbPq*)N`n}#Eq;MD`p#8nylCjab&)dRo-NUJ*+!|kDRr>v1Q}NPn^!|>74aO)Yyrp zgoL!hf*EgrLaF8Yz$w2{_F}co8vdHB{$dr-mek6{MFxofV^Z2Ym5hd`_e*z@!_~ws zmL|iaLYJm<8xw|1Ykj>PY614LJX9M#b7p2)jIyq-I;5ISEpDlqc&xf!Moeti(fKu7 zq?aQAvTOo6S%F}ux&4ec*$sL6^}+m7=|DJdzP7!R1}M!5#P`-`%!cHc&U*d)o>KI6IO z)#e?HCvO@Fk$XqptoGV{QHA$1Sxi31r0l@P9nv|;Gy4PO^3Y0lX7=P;aigA!Cp)?~{@gC`#aR{Fm7h;g!jtcnCM8kgQ_;W6!kn%0-3eD` zvrZdloDmA6`FWmIzS5pO$AD2%t6EPuZ*Cq#XE5X&e3zFep1s{(spte>nk>o@8OSAj z9TCFT>xN7N7!reV>X`lXJRCZH*`ulYdFjwR{5n`8H3F7@W>8K>qC~fEh!m}twEju8 z;P=0a7f0AHY;j=*&LVu#-_D8he|h1tPck}47S?tIAoBjbz1Is-di$AizgZf3?x}P6 z@07E`Pzpq##1H2u9}Q0hYI9+mJF2M9pK_HsSdEsK^pKp8qPrd1B@czg><+a3q6e*T zR+>m{f_p5=G&vh+h@fx1!@{nt(TQ0VH5d#!>gLBao$al*%pe{7xmGNketif@93mS6 zMK0gE`0QYMF!UU7?98f-kL-cT!a_K~&Kxu6ckjE)&oiWMM^PUgzqPGY&KMwu+uWM} zOlx|-m-J@S8=zX}T^}>f>R*Kp|MjV!a-Xg}1R1$^X3dVO@E4GdK(+i)Fs`u9e20tE;NEVHN(Spo2ItfQpQi{;9q6{nN&7%@cqmHgXSus}#wu zty`{a0$Q3R1K$Of=0bLAn$in6&1u(i9YjZ0H=%+5_m%1-*4EW6nSi*)*X^2IO$X#! zq*sly@c;dHfa$bBJp2>@UjaIOGH6L{_3F~e^*tNU&-U~E{65#Oj>&zwLLEw!02KyJ zo;u9a>FC77#9bOct5FNT>|FipOty4Ws89vpZ@;^n(HJV~KH;gh`hc&W-6DnfXmu!u zZg!FzZha}eO!B`DiYWQgVQj>x^}T`fQh%yy=QI{v^L%lOXLS`NvF~gA^t;m}bzrLdN zak&NXZ>QD~5^tTbrG5Js%-pkI9@_WMpZ*btRm@G8`mI0xE^5dBK ze;6;z6)ms0bDtXpn6Zhb>qT_*Y!2D1SKZ-(Zn#`?X79HVLm*X+UkDvSnXp)*u(N3Ix`uh4l%jeG|K+FCW^m zPp@t1+jD{z^EZUk<(SU-Wz#>5GtP#rgrHM183dQF$tB<>MMf5^Hy(@Tz}*n{>59zS ze^?Dt1Y{aGVB&V6(i(8;hv>ZjMc!M6MY*@7 zfR|4X9qjgg>r+nOH*J2}YZ@X;ymd+B@8c$Jx~8AH>0cWddjEIl^dKYipDTZQ*iz#8 z_mL1yreC(-p*q8QUh4>zR`B;De0r$2<_0bYlz4w_4dK65g^>NcdFk2TuT4a`w){Db z9RL6OY5aZEfBgLa-benw>G0ExIbupJT;hnSB`cE;{eo`~&D<9+II5Gp&%&bJ8Nm$q zzrJDwBmIy2^Luxb=Jy&~%E=X0@K}RZfZ{mNQ6wfNW;FH+Wkl0>x{kI6_>X4QVQKoJ zifkSVBXs*sIAX#QZ60j-^_v#EeNxDfwisM4l6)=6xK*c|r|ahRm;R*aGaLaWzN{dqoY_GP<)>6_5$z=%(y#2VHPF~@)*IxgA`>X zlXCvgn7y?!I!1Ma*4m`uJoOk1=p9_PQc$0__@lX5B1Ab)JLN#oBk#xqG5$(gT4f)# za$7ioCHm7g$WI(ZmvX9|)!Mtd(s%ewi1BSd_>utBviXrYz^onPX1JgO@N)X!0kq z6r78NiYS*wI&Vqt*#_Yroo_}=%BDa1B1y?8^oLOEnnf>`4t2;$VNxMC`YY|!Y|^@J z^SUcC49IlAifgK3&_Qj6PaZNO3uzxBH)o2c{>Liurw{cw=l3Jk+DETGWME+M;=(vM zXo$7kLJHe9=xb_gC(y3!uCND88Eg4-S3h#2?xI3L4D({v$ z(mmqfH2e7i)S%nw?U0O&jOMsKZ|lDH&*`mll6RUVcdIGL{viZ`7HQD9)bds z3o~X^n|pb)OcL1&{7;j(&NMuj0!Gdk7L^%58b?ZoM!-H?B0J7SLE{Qy`JD$VD_X+# zob#i6eSKSCoa#9$1p|PAiP&@gJwE?@pVkTb#fq6?&^HBz4Kp_?k>2i3^Y7WZbwY&n>F zR!?hF${m4PelFz_;Y5x3k>*#CW0u|rN#`#@$PGMRf1-U@d~U|(f1JYUFSdBU^5`f4 z7b)&SO6gZ#g@DJ6W`|f=6msC zwo*y@a}kljY|%>&%i|Hpp1#AmS{cF-1+wz?#f()-@~*0xNBe6zJ`iDM)dTObDu+lu zXUhVO>Iq9ugzjT=Y$D}uD@|v3R2*$|st?2)Fp5e5vk5CH*$aMoYSAMjJd>Ud3{D$^ za)1DkQ&cR~cV7Qe=f}} zMh@B+B$t;9fIuatU?q6R`zJt-C1qp){9r38#-*^&ZyoCEi#)j_iTSUn1JU@E12(L8 zSG25*_+KZp@^aq;h_XOVSJ$J-;ko>KOD83ql2kR0C8H`8(o|lYsGWODKsBZ=A@MLI z6%UKaa`vfrMtxRtcdrKLldQ}fvvyE4#|K@nTph~E05DttSc#7YI*97T6`EcmBJPjt z6^fueJUVKF!^J~54v|^e>SY1c?wfc@xvFv@9JAqY$4%L{izk~wjzV!asbErdLP7zi zKU3QbbQt*=#98Y&UT=BqM~wqEPSUm;dDn&I`QL^0I-8}^0+EdJf zPD1*#w7sM4VB@=U%sN$)uOgY@BWx*_1pMqzo|L+rKzVujvYxq~4XjJ+#PyY~u!n`m zTNOnz%gG&~F*LjD(+ooeD6FytsC}fO`J`S&FqfDjN^AHEwp&so*})aDP#b$;S} z&v#pyi4$9By#55$I<67I>3+aX6v_ejvD(95qtP{4OebmQF*{UlMOm|E1F(BEjX>sS zDt^_{*5+0V@ISNFNpSHhrO&w|sk3A&{;&#Se9eb`g&*kjP59h+6u{1B8 z|IMiS2>wcrb-BKI3mYYp7^P=qSm3@Vc6;@ZGMY~N;8beMgCkXn43aCFO$TEQkm%D< zdSV$ALhHq`0f-uL>hQ_E=?0wnXmQ#EQ;kLEaNdzw z<8v6g#ni~ycr-3CJ~Tx|hbB$L-=8pFN5{(@k<(_}9Tpm!l9_4hwcq3^YBiqjA3D{) zELWg`Ps?pRk?MkoWs#`fPe@oDEb?6?AYe3ZmCnfSgtw1$-}QU4b`eC+>#P&ZfRLbkr7e=jGfTI@_nfUo+krW$rxEWn zF|oVuQ}4;a>~M29abJ&C&0g#F0tL5T$no(pa>@^^A0`jRYDi>8B(;YjAkbJdXK%xp z#S)=h;()`D_o+{$_Sn^n-HF5&X^IC^4HQOxcu=hNPCx*5gND3dg=`rV)A!x6`IigOIo^4%2W zzD?DH`x!i7_}-C`k%4h9P=Pf2;oZB>*o6*MJAW^->n_= z8^qMxCP8)3e$ayz2B-BtZK+u83%E$M*MB7#qQ7yl5+RsJv>s zTboFT6;nPCS)oC<&}V^A4b5b*=AlIf8p)zqhPC|c1UZ;aIyaQ1rBQI1Ci^pTdB4M zBRt-KzwmIy#NkGXL!@UdY_DhjVzzQ#OjUvQs(N>6@*(1gB-zs135G>;eC8? zF$n4q_lZ9A2)$w;*Ie4!9Y46RDBS_P;ZYFf-oRUYGQ4S}9JoXXc(7L|2dmSnV4!=c zyTdMJjF3V4C$Z2cPkP!02AcGH#|@lse6ku_4?*87vmTOnI=i+Sosk&kEAmXW%BXV@ zm`~O0-2MaOC26amfbt6v6vDet(`|n=vV6x?;2drBZ-8X~$p7%1Ym7FbZHoD;!JdbNMVJZK)U!m)g6-S=5F zQ@|=K7MeqB?z{dOVNr3pBL{*3rt()_v*xlO!9xz2Ut9$-XZ^hHtJMlXrkm{;^YZgr zeAh5w?nx8R8z0KIq7>ZQb?E4-hBgj_4RXNvVc*7(4R}~)TtQ`(gLs(@Tp3g-=~40g zRz39;U|`XQN`%sX3I%y9ZTmR?^MQ0}PbM#W>yuyr(>LI(wCB3SE6@UMZz@ks&?B3{-11S}(`yS*rC3!|% zttQ}0R@qgB(b?{-5O=p+DVtL$)mY`z-betkW`VHa%` zlKSx@JsENmRjCEOCV|}6x?YNn--XfG&q&tM#qycxOyL*Vz)hRGfZ2wjSDC6yOjvJ8 z(dXbm0V^4@fpiKMtt^!V>qt0iROG7{TShx?jG3|PQjn49U&S$>YGWGs%EG@yr4Gu* zRGj%+3ov-Y0dk=3KPq=6e`6pcvfE*6Yik$~v3;8=IyLE-N>xkCxXT|rPf4@6V4+_% z-ZPt8boK_#rcd{w${g;-Qu#Q}p{pbRIgX@vax{poa8!f(11IQk1uTR?e$*|7EBHn zN=R#^rpXnjhRR}(rV4OaAkzTUPu%VJt~n7AksA~g_M@$%B^h^kMl!!*r)`@Eh%C!Z zjEvSA8bv}<3H0=wm;C(5cafiiN=$=;5%(p`Ckm5zM?A8!mAp7@p9<%oBbe`%9qgyY zfMPtJ*Fmhpapj(HeT?(I>@omx0s;dgeQ#S5WFgx-I+U%g^JyQl@5G7fXli;kx{X}$ zBir7zRl&ONm7*H(a_UBQcACCFNA{2q5{E=c*ew-|rcsPmiH9iW7)#O7(gWsC!MSy$ z#2D#rWHMebtdV2P9N1A(<4pc83F+1SQr?#UU9X(~9rL0+| z_<}A*iN?k~Ru5FK;7%!kj85GxK$lX$g0F1_%FJaSKMgW#Su5`>eg(Rn!WeQ&N(K;! zH~Svv1muK-#mA>`TENZsH+Ya^R5|y>gI9qt>d8%{cis=wC@9ud;La~gWK~Twl^{IA zh;KmZ=d&`hb)Ca(o1bfGadAl^#JRO)e0_gwt7w!(qNj&6a6&~+C}A%PkcR8%{mMCK zU<6&!C5uJx_b13$Sy_iNm9@k_Q^97vv_1O~wdU{0B z8s2o{Dr5WqFc5za?i+r;s{Q=7A_Im}YwU-6t%gQMIr`1XA}-~goBfZx4)-d!Fw(bW z>eu(y+uL|jJ`LOg+4D~j+smx6iQ749ui7OZ0zsOju$%nenX}<>VfqeG=6ZGKoOm)2 zXp|C??o=)>E*iVUrKI?3PEO>$eY^C8olXKQ(=AHf*}eCDEIK-R5n^lXTuz&%FB*Ao z-z>1k!>Bt7mr!mQ^s`tP*QeucrEIPq1Ma}?S_oaX8tenT)a{JvJDs+6U7x8!Qrp_n zl`W`+JYN(9yDNC0NzaKfftuMkh$35sTb6obL%rTEr5mOQ)Oet@cpwN{#(1xfu;r8k zqX)Fm%aB?D0VIJ5360P_9UYyjDlJ?YV-SFt80Q>6OyXLCD57;#@-@}MCnmz8!_z_; z29yf&k(*}P+I2q%WVA!EWA3lTZ3EHX^o%*X1^eh)CnPD zRZ9*w_A>70!t7L$CDOcpDSP5aFdBE_EsQlK9vf4rvZn(M{UIHv(nWv&Y@3YdtEZq) zyxmwf?6GF79s1K}8X1+LY>-|@MbXBS3?5-HvEzW(He1Tq8uOM=ng{`(Jt&o@v6?>2 zY{U`cxGeiNqChhXte>Ui7fjtBDDq)-yrBLI;BVcefz~4=)%dDZ?l2`tBGK#PIpAiQ z&2J`UD`b@4zRfbItyKZ_?Jme6n9)Wx5%rcH8+8(?y-lMgvJ;jhCC7XfI6hrEMXw zla=Wt5z)`%72fqq8gBK%a?%-Kalg9Y_j*ZJNC!T za#&F$rAys6iu~WoyV>&d(M;ajxzALifI7};bNa4RRaIy=8vwK|%T=;wb5@md zPNh8nC@-Xhu*89E@hmT&_JzR@e(!;lbbZvs#T(q4*3UGd?X*e-%H8_7=G#axMMkRi=6XSQ@2%!}`9J$ZM z1fwp#eus#ND4Z61{q#nXs47uKq#`0&21a*CLs?0wsq^2Zf;Dq0P#-Qtk)=KJwYBmO z_-PXunJK={uUJ)Vq@)$vo=UTLV(3zr0rH;H5Ws~YB1n<{Nvt!R@cgYWodjlooFv9% zY5oD*!**jtkgK=k&VL~gKC?U#d#7NyEN)?8(X4C4Zmh~8vZ}i|Eje3xk9oVPf2*Tz z^3zngRK^qOhsA0NH3q=tI&H)u3r!??mV){XPK6N+)ZRZ>4kiU)Un*1hbQKwj$ zApjQiQZ5s$6_g~OOC*8VAc{m{f%kXlT5?!wH(eq*6NbjkFHwSpZN1bySn__>6|kb= zh?8aPEt=KSFI2Zi{*m_I{M_GxVdD4dGv8iS-eeESzB=F z{YVv2#gLx(&Ov~Zg$7qtSR;prHY!ndCvt)w2nOFqQvt;fTd6b|3{hg+vlP`NTs80f4i(T3=T;b#ydN!?80b!-0g|Qf{2nA;YGJ4Jran zO{PaipZX*on-2j10@oZ#hPUzQ(`5h=JU~vG)W{bBDJK1A%AA-X zi{;J!`|ivAtwR~8vlLq$7N?0XjLkUL8tEKpU0)X4edsa)jr}gtbXvH;r*7uWr`~W# zY&ZP5O`5ZNw9Ixi+gYI4pO)OsnXlMQf&Xj;7%6sdU-${dD{a#82mq7<@<>@)n)I}W zS{=m*38H@txa+lbuG;Mj9&N|kaOjW70@?ZG;_;U+ZwohK%GSzoy+mYQ0HNjZYI$8V zqvrw2hk=u7vRa*1si;&ivmiXt=1Y%X2s!RJunsdLUZs+4=m0g_=miYokWGVcb;iCI zoKrw!Y~LvftUYCZ(5AB2JIs7!vPMSaVU)TU_L%1%sls1lXByGz?Dh!!a=b+P;Rg8$ zuI6_Mnvwuywk0N)-WELr8b07?0yO6W-E_2u*%ajE_l`2zBqgMVmfH(dq!T82*^V`tYY%VHppA;W_P&HQcvXmP+}#q|eeo6@f4|%+JpcL@uWD zyr$dl?A$$8Yd|9N(;NzBG;p}hx)Qm$MUi34RY7H+`{mmmBO?2Y znByrLlQW#FWH@la&E4I+cM8TA_2mvj2BG`RsLA}|qIp7v)wr|7FMPS6S>!BD-?+lm zP>j=BDYQw9Gte{{Oj@-#dE=X{ofq?=b~6r;Y6FWCj7pxId+`#d1%cI6wGvw*NS>Jg>9wZQ1Vr8oUD^CaXao@_Pw*`5) zeMAPxfXLj0Syk4QnHPXm5F|@PG>6#$co<4^V1RMVzh}}eF&nrb<+#bFU~?OJH5 z2|`;!K4_Km^g4lfmb|-c2e$@5u(5LMJgHdjwK6#aMTR?1IV}bO1Mq9YhcC(HzLuca z(v#`NYp7O0i!}Mw=l)1FY)1OSFR>DZiyOHN<*2CC=+7BGo(GVA9iQFtyNEnhJdzf>=h6 z+l1EZCM`Q?W^u$FqoA(p?$Kdmg7V+AT_$- zajLCc9!GiiC5zTS^Fg=SUPGZ}yF0A) ztBx&ZRv?4`lpM&v<%2g|R3~*Ls!Lj_z#N*N=V`o>0qbHlR;w1G*xoJ0eDD4qSb6Ee zqep`RLfqUcY;63r59u*h4)uN6Ll#c+ zBXSP59FJ%feW~4_0%V_Q`#>exxSPV=j}qEjGdERf9jUO9#}BGRDXyup7(UBk4s1Az^h=vCof$PP8sx4(AJG(CYUf1 zP(H`_Wll$fwogfYi9UfH+!q$s0l}CrB!NzXFw;zHbWi;Va8K$7 zJFM;wU6f==HJ?7QulAQj@;R9nT%2oB@8%Et@_<2HoQfa%nw5ky>)X*D=Tb>y6&v&t0uP znLF4i#DCFz&MxUK)4sM@OqJEh<5vTNuNBy9m*#^uvk4&U*7C*UJIoZPLe7a80%R z(GK*01^_7_jv zLtI_wk$e*mOGcmD+dt9P);`SEj@QY`;$H4MlzXJAS~qV}6P{#Kb%T@$0PQp^EIlq( zCs9#13EkXhRg&LLV(1tSv4@5*lNehkEJkQ9`%b|cyGd_<#R*uAeO0zv2=@T;%3G^v zzPElFqsE@4T68QZRQB<&?Z%JhPBog%C6vYm7Z(>zP0hzQFLUYm?8#iM^7x)I3)$Q% z#d^%?i+bVGulxUf(8rJS8|L~U-E*mm_aSf6BC=0Nf~@ zF#Je!B=-Az*bWDmkkA|4S?v}>uAQ+Q5wktrKuZH+YQC=aPzJjvH!~HOJU$-x3QSBs z)F^+QfUb)L|Lx#lV${!ceWEJ%V&d!XO-;TM*M*BQ0#LQ$8<)tkm9k;ctCS2eL^Ogib;Pxe=Y^s0mR_xfLmn^yZ=ktPl%akRz0>EEYv$IARzED;PYblRhylI6s=78swZ`Ibw7TzT)S5M*@==% zzoFr}77ey0n5pWfpgAq4#jq}bPa(Ac7#2ACh?QKt_ix+wiQiqEdB_4v=-tPU$Cv{$ zSjp=9d)wy&oAt3fy*dCix)~&qn{L>nBp`~DzI7|w(S6?T=O?q{(oJ#6#fl%c z)S5Dqi#b^Xs-)LuZC@j%V9S$hZhqmZCrscYZwlL8Yn6#B9M@@U^4*`hC0b%Eb+TRZ z&+tEnYt_bG@Ts@C3+7bW+1WMfJ|6MJ8x|Iw-?$hYaJHd!U@{%1DwkNl^5Q=(psFS& z%5aD0;n0Prx>?tFdlc}0J=CjJ2JP+b0;79&6B82~5(nhp3WK@ti`PnkP|V|ed`?e~ z{A0~Eab4XzV9;bKrxAuTo=1ejPRu}ur&hR*XG=uhIFHMQ0Qq-TTM*RW`ub+wxbdP} zof9?M`wW=mzibwc{f|82Q{y$vU*h^IP_N+E3cbLQJNihYC)()+uL ze_s2Sy%1JHNZ=n2@!xyLz7HUe{^h`bUfL!BYM}o>cwz{5=Q`^@~)O2MUCHcbD72?Cz6dFBQMsg)(kGhviK@2pKCbdMN?boB+e% zirGINlhS)0Uj(!58R+SUXQCFEpeZi(YB^@qB)`2 z)uA7^Tcr*T6cX0<&SYhciUb$b@_jP#Ko^@`A`)!=n$k)Ieg9sot(85rW}zeeoIBe6 z4HSER@gRvLMXbKl0j6EKMssAEE;P`I$`1F+dbhXLwfGpF4NJf4jl~ZVfSqXJN?` zh^6C&x?i!97$ZLr9hch=X=!2NU4(Tv`&6i)Qn5mF`5O#wJKYuRFQui@*5-m|W@j%y z1t;~HG#e=)QDqk_?dsy_y=XR}sd;EMWF8W#Kv*jF{JWC-uKOE=a(>VL-oFH*t5>Vy zI}u)x(?1<9wRLe6Ssn&xw$f?I5a{ldTPb4G2nl@e!g*zcwhpM`k;3r7tn=zD?qvuTWDr-q+%rTUc;Y8O9a>Daw_* zYr}TlW!a7!gI9g>#>?3kVI((?w;>78)r&PdKYxA#_sn+YIZslCwB11)8^ESIce8Zl z%FM$(;~Op834bmw?0>p%0nazV^u$+v-r3!~$M*2+Rh!^+S387eYcSM9?zm68mp@YpCs^fmMzWr@MNjYw2uxTV)z;Q#YF5eT zFa6s?_cUtvhDy1)Ue}CwlKWCA5HfW*Mmy(|}rXi=nwrdFkoMdt0Dg zGq*yGrtkx3y`^1udUGb_0D}SP>s&|Hz5VB^BluvLL7~utBQmBTbzY*3__X`0ksICRa6WohP9(?!wTh($ouizH2J- z)piRf$Dot;cLX6IsarTq=pFr3b^E#p{7eHSx0Ug1stn%d=H~QPD|Hpq8g2k21NNLV zj8ocEVGlK`8!T$M(IOzIy3KhP%*=<8Hst9Put4b~A0uOL4Hl>b2atA-cX{C6*J)PY zc>i9Qahh!F;qx8i?#izb5h#b713zsY?8-KDuIQ1o6x!`X2m}jz?wV4IHICo^Fb*EV zWVKTirpe`XJetU2I3Ku>$b-e4UaLjTSJgdzC$JgYZX1*Co?+z-W#+nLPy2*k)<2Qu z&)x~q?-=uv3%Vb!+cq7E>QGOV#(lDYhpwYV#l#*Pj#wP3+cYLOKT<8_(ZKWwdO(&D z6(lh04;MvojB_nA^Sh($wOqTT3Cl;Sb&J|H&Ovr_3=rGJbzVr_iJs6UGMrr^2?dW2 zA!+g3h#H%zH9umiMPxsUPqRX7&s<>Na{r7VjkU6!RBw2NW}Agrr#Ci?*^P0*ff5oDGif-l$`jlwzK{VlPy70I>;B!l zC!>%}*7`?AjkAfSL&^9C!nU5lJR!hpD#T&0^!4vu7rHH;Hhsq;F*1??Bq!~Ca4=)v zj^>HM5l1XzWj+f_saqx|_*jO=kH35iAbp_3_^pA|(AtF5}BJgAph0^c>EP!MqNET`m2>XYl?^A3iWn3A$4?_&+*j- zqjsPsJqbo@sBs{VBHLRXcH#jgECs$$P8;IxeL-I>5A;|m6^~=v;?|C!$C)dXl&#fH zYI@%t^z`B`U2>?*kIk`Y>*B=&S90U!>1P6HQ*w~P*~in|RQ=r0 zV81@;;u9FjvNeBQYYSaYWQ!{|=WN;Ks1_c`dusCNW8l|F9{cs1?_sr72_aqnp-J!j z!~yWJ!OGuM|IE_z_I2TeA1fs$rsIouKdr1hQmg(1q}kVK5}$fLKckZWV{U!EtE%uZ z^ytte_S@llG-7skHf{;q;>Gg@$V~Xwxud0Mwd#B3WQ0Q3)E7D;76W^4t8_5Sr(S?U z>DJNRxQ+9S%DGQV(t{jez41Gn#}piy;=TlX#nh^}%n$1`8`2q{sfvS0feu+gG6taE@+ccY6I`t;OmbxxXI)C@(ojdzD9k5482TacXN0`uVAM`uYiai z4eCtZo=h=xP7E?u=5Z6u?_4U&LpUQSF7xnKDzQt^Lp0;G zZhyvmtZ_%^ZUQENyccsF8>&^azdcDJEX#PuXR$km%#_GOU*ABj(3Y(;vY^W;cft7O z$aY5IzoxCnC+WZQSsus5F5ZX}w8oo7Avla54-e;pd{oyQfM?4&V_setHKGbyp%B(O z8>jmt`JD@`u>_!*+mE194#^|T0H~w*%5B8AX6u~yj~8QaL25yd6R^~*TJf$5dVR7N zRBH!^;otO{2pqlEuX=iV-rlf!5ID^H|#eX!vEPNXMB+ac-ijvxL^o$C8{iMC_ zAVY`8?MWEu?76MmNoF}x84Ws!*v~J^)m|c}=gFL<((w*#{th&*9|ME#Kj8V8(CgI8 zMbF&bHs3460IY;Xi%+gT!OCcHj^Vjl^{xtti+=5f_jq`s7^;QDx+#Wu9hV<>Mx2N} z&4OsV7Zo`5WDR7fRc>(<@wiGWg@i-k_ zUh0W&YD&4Hl%trgUd9N<2QdS`#P^FdGT)<&Q(aI?TTF6qIqzEVdd^<}Z8ee?GH~4^68hv)HK2j9PYbdeuASWm}DWbW!EH zokOQ~5)UtDI7_gQ-heSzEb8Dg$fK2VL?Eu2P8OP)aca9ey}8;Y5p`bLg&s1;qhIg0 zs+N1=FZCocfOs81%CtF>5-eMd=RY~v3Voze^wweNdnFXh zhlfXJHkQg3&+lAHnLkzHLX)H7CtK%v2j;Oizg#qTT<3KjOyQxwe?OiOfJ~;5J%EWF zH=e4cA-CUH=ao+64J||YU#~rB^n)no$w!+cxbeX)lt3vvb&K~cXflU5-Y$oFV+2)l zRoS?#rruhxklF#{${6wH?2WChb}|Sx7Og?NL?z@IcDG481=&QxX8$9WxHT>9mf3g_ z`^E;EY5(ZpM!IJ76IWMP!!`C;=B_ASN*@sZ?GCDsN`L{i8a^2(8r672CjB8ne`uBS zxZIqGUV$D&d&5-2`Re>XKK##KTjF0HTp0*KYK0f6KwAO4k3oSm@C7EqQf1If@pR37Wo8`<8ATb3g1{rXo4Yh}tqJ$hGq)v+FTGg%> zf4(@^YJ6#7F}zXtn_6hgWiKSru+7+uJxq?=etF?c9BQeU&yX2(4M|f5oUm6cmyHp~ zphilyK7Q22wgl}WCj&t=&qb8_V{(-6aTmb#X&PbErOq8hI)XT6PnQ5r{;F!ZWqINu zh#Q`dtpy^JlP$+&5(te}wsR$arij(Ouc@h#IvLKZcMznD2G+_3$R+2EDJx{n4btW* z?0MDe#SvLLUX5P+*sB*1m1dXdOWKbPKw1(f6iZr{t5zaLtip2wFu0&meZA!`jl3Uj zbVuaw+<1Hv2(C(_0x(itmT!IE+Ey{&sXl4ATVoJ^nSfFGkQ52( z|6KK{K2ex68xhnC`U7O(&ZaYKxYe~fgs~_EfJ>9B zF_tR44$&?@=BAfA>`G_mTYPe!m}<5{DJSY^fqZm|COJ7-t={Z9(dtmjaHB{qdhx>R z^w$lSr;w13fE@E&jpB0!p8fdd!sZ#{10+5M!@>!Fm=A>j7@GuS*HcWP7axMz~9AI~~T4v&~l%**d?E)3KYUMHmi+1&o5t3GRy<_ zU(=Ux9%~dhTUEQD#1%cTqbY*gTA2zKJE1vg zdid0Vf-5(1j%TO4D;;nAoUNoJqrbmDmlY6-;Wb1>EN*f}kqf=|T30T{ceUv64dvCq0Dx=CRpOc}J>w~@o0b(Brv0;c9T6-|X_>FOqV}kO zPTrtpofkAii?cWCJo8xpfbwS0N>@C0B596tf2E#?wzt(y2sQQLr7!5^A;0CQPTtRE zziJ3qavy@dHM{i#JJ6R=Bz~+cZ(m2!oDeuX{BO#{@Q#GdkGZmzy1G4$GmZwzk4L+i zJ@BVNEv@E_Lmz|e2GSAsu!;3m#NwJK;8IF0`zMYL4*X@4Q&0+HrMnkM}|HFp<**)I>E5;DJxw&1tp*WL(DzR!M zE=P{&RoDzvUjb3v&dCWR77+53tpGjg<( z^_6$pxPpu-#sxLn8b`A@yExnNj-*vSr3E`&2Pz>sp~qiTbi6}>1gIbA!OVv`w58Cq zX%FaSVxGdPz2A|?a+v)X!AzyuoZ!9CtZi#o$jDMEajz@rW(KK*@&1M&C{_$MYH8ex zbZ7vD6`KAUp!1JypL%y7$a*}MVEb$oL4)~fp+%^A6Rg_d5m}1$Bp(Rlk6m!V5Y;Yx zA$2Y=F)+z8`llixvGKv$NeO}cDF-0A&~bBMAbO`s6DZTx9z)_Hj19-&i3-UtE?SJI z1Uu4$6z8FiXFJfBxX$gtb4jgils-5+brVvPJ(Q=_C|j;s2!iX(x!XSxOZiF%?!v2# z9%qpXV})T+PM%SM9&Ve_j(0Njqgt4TnI=cnXikF(rNAcLY0=cMgGwvqNGbd7vZn0q z+3;*_nB+7uKMlg#RD9=TdY^OcbQxbl)nf4IOZ>^YW7!wu<%TzHLI0U7jSMc3Zg1~# zBgQ7V@6Ir$AiPLQn!hvoo*%8njSCD0R6Cio+x9W73%h<14fIYn2{tLoyP9~V7f>X9 zm_zE}@@yfco5CAj3CRAy$^+MO>v8GcSS24XuM(jLGs@G|U;J9BCWEOrs0Dsj8I(Jx zu*EMhsf?AD*^Ebkj(N_g(a1b~2Rp>90CxWRFbQv4&StEVokPxT%UZSQ5$*7ackgmM zxAq1#_s43Tm|`oeyWxj1T;_(?A=Chjn)39zDI_Gs+ry+>`oM#PD&+ZI4=rfb?>Od60aBfvXy$7 zy=pu+1LzKbHx0s|<@fpuP(8C92c57Pj+~6ROy403#P@CdVx@T^#5zJGsgk4qp1N1C zDXwaV$8ot(3SxVL!$Ji5_v~UfQOp3zOT{)>0cPbp$cNSmd~y`C46oy0Y4WyL-Yj%n zqrNJkIGDyy2&t*6Vl$t=a8xf4`VY0;AZ=e;M?d5tAQ9^;jV@C!yQ_N48t7BOMPHQ z+v&+LYn1ACkn89_iT&swl;)V_Q{(RJ16mWXyLFIrSpiXH1r)Wg;15uZR}m}*tGl-V z=+$OzWEMJl&L^;>M9L#e9Ww=uovT8Bu1BR zoTyb5e?A*CCmi#!(`x?>Y_)#B15L#*0kiWZeDemFP;t4+1Dcm<-|qCp@wcMtZ8EfK z{HzuMSY*$3SunNU( zviT9y6j4IBbf>e%wGAdNSC^Y^K~9U?=C;7YYU;xoh04bwI=ABT1lhLK%OSR)_B$|~ z6$gA*i|K1jN|SB_91h>u>+~PBoH_6h1z_HF*3Vsz)N>gqX=vIu%REPBmwI)04H zD$+oI^a$h3s6uGGJ8ok%zBV3R63u@iPVJS-4s4CFZ-)=`HYlI2?KkaG&Kr{dHsnBl zt(eRQOsX>JIJnw)m1ib6@N#ne&_X!aZdg(R}sN36~ete{xcr zj&Z;@Z6(baCoVri^o)-Op4TugD8+zbQ>2?T9xBscrEtDxZ3-0k42jSWIVDW2u!DR1 zlS{EXyz=Yy6=3#Yc(zjZ_wK^&FVD{2dg6Ff2g(_~HP^COxyY=o{eJtg;-kt&p3X`jwMDC{U)%7?aM%ol~lHQDSvjA8GD4XypO&kgH$Gs}dY1-I*Qc zGDAv3L-EK}$X|;MXbB-{zA~h^&Q^y>BA}Y-gNYYdA{T|rV#aqrLGHsUYPO_kG9Ht|b1(>hwK`i3YX zlAsT?8xZ?^(|Q2D_8v-0tGQ6I@M^sW-`1g%`el&6Ki+vfU4!bY1>?_s%gl#=OisoF zEbf}qLqeaszS=CZ4;Tdnn<(m-=4Zanse<(i97ZnP;;GiOa zcLMrNf0%NdkxeZmc|&~WMki zVWyZ_^7BXE7H>Ffb3=f=e!@-*9>I8gWay=mj<7>{c%q^0Q2gn)7l^Z8%DyMGoT!YB zJinXax)mq#1)r40d*~=e^>~LBeV+7=YPH=Q{o1}w{f;$@0r&Pq$z)zIib?yn57X8b zZ%@rNoBA`TvQ&#<6lhecqegK@;9f|By%AeFrNhJ$YI=2667;kvDKjxly-wx8+gfF2 zCI(9Mi-M%5btRAO^p#Kssc)LRtu#@#fuojsox@f<{55^05_6iZ3=AePl&i;*w%dr| z6ZS*nJ;YsK0>0eBxVX6Q$M}Jdb*G~<5;~l;d>fx;psQ3;0HN~$pdCQh!$8mV0ZfpV zPx91F7$*N0rtIs9&R<@F$;2eXQpv@pN-2+Lho&4M6_wHQ?{`gH_6r<$B&Mx)t zy%ywrxKKCQC1AQ2iHmjcIquy%WBuWiji3xGtIV0s2)h5n+gpZJxo%Oz3s96+krDwB z1?fa#?t9*I zjxpw#Pz*3{Rfs_+F#6tobgiD6aP((e(~0$G6*km>gFQ-n^mJ!V;>h)Y4*hf(b<<4t zfX9B*Ibbao1EW1}D(2Pj)BYE%Q^$M^k6zsARurAmOsJ z+H@ui|NiUci68!D$Oa1H4(>O>?iL-W89*V%&C9D88czH>r@5tgvVe$~n4lXZZ0I%z zvc?xbD#m_PoeR%69c&c`oLeJGUa|i$7<`HXsq=i@1)jW`1^}4I`f4?Hc-ZU@&pBz|C9)dkf5MO-BI4r$%SO^gh>&T z_HPrw-`}6*oyp=|5%mA(SI{N)KN;6Y5_J@HNH;M%Dy1~lRI6fSU;LUk#dDXIHrIG| zFAGoXGE=di5)cJEeSHE{tS1T)`(Xg#&AohmjetP~p)^W@i)ZVLDUI6I#UMkcUb`8Q zn~Q;sQlm-mD_ePxCe#$!3kuq+B?I$YE>e)DJq3k?7Lw575!<~bhsU-f=xipF9R%ub zoxq!o_+ynhkUV_I7#yZ&qd;;D;!3-*%8Fme&S*Pm3Uv78n*GZLr=bG&o8wqD(h_zl zP~eT6P}J31JEUInO7QlEg0!F)FooZ2+KzIF;fak+nEkueWk5%=}zjTU$%W^i@w(dq3(Hcr|=A-Hgm%8m`oj zpRfgj8nXtNf?eB9w{nb`+cN1YzStXMAfR)g31O6g?js9Z>(2hOPc4F};?V)$YWWZK z%N7i~LZgwU?;PTF+nRi%{Boqb^N`JKv;kzn5s)S=c3lP~pyNTFNRp+@*D_godIcSV z&2ZACpUbWdssJ56#+d!O&PnmpQXA^17bxoAPoGMlY%i|Wzu$K=|1)_*`*`nLAm9Nr zC;K{0U*c;5RLg(JrO=p?na$-2=lxeg`|r!M;=k~PQkKXLuS`{(>0GI73Xq}Eo!b)8 zlfDPQ$t}9-$Fjk=>ckVZiU_gOk?28fkx&}le%A$IyS#Wt!{!3=S#q5TPH@V7wIoiG&qLro;dF3?%(R74gMF9jpS_q(@0>K(SCE;O z*{liz_(m_fkuGu+iTVS$-peHpjBLV#*5!^GAUh-3?u0uOo?5**_Xy6-%Co;6W zGf!#jLu!wA32vhQ!cvVE)nhXm*ReNy`H~ya_!%#M3}DhCXYRE#OUurac)1xj%a-BR z)|%nN=HUWeon(}0*KqKstzcWn1LE#M;f}#L5L8;Klexn1pz-tMbA5O6AtBViJ$A6G>*==Y|lwtiwloU_eg@-m?v@wmB@!M(wNN+0E3EWLZDHK$oy}Vo)w0F|lG_T6)6=^y_*qA5~-|CGXj? zwm;Fz6^yUMnz3Z4W+U?qp)0(kmQFBTb?Urwu=mZz=|l+JD#ThwZDDnE4^4?Kt(m9J zIq$}iaA>iUZeGXeOG};9*bSox-Zw^CUtF4_UyB#83 zCD`-vj5-@iUEbb18h$sP$QPMh$r8dE!ll!8HvA*mHhO!RU#nFJf(jA!gNJ(9SzE~t zZshjPqo#^OUc?t-)?WeDz)NW6RExt_f8+f5YfNy5XQQ9#Z`KH%P3Y#RL?3W+HjUa*(?nU4i9Z1R zztP2SSF||o*M@4L72ZPzwRw2YC4>&GqxyLY3h)w1O%?4|IGSDO(nQ?9v;YJjVvY-~ zm(1icmEK6kf3M(9;2X#6#;QWn1Cr_cRBa1i8lZji2Jlnw6B4Sxu+K z)CJ0oV~ufv-|iC|fY4@=SLLLMQBbdx6*98!qXM8BW4+Wp7CV+~Dfh&7^6Wa;1}cs{ z?Ry%*vBu>Je}+UIM?m=cHAJrVl3CrQ4cUT#l++yvfTPZhjjFAOoaxl*i1&_@l|K_7 z3x`}`hzLSvqh~M=(uTdrWQ1klr(&#;EX`9WI5U+hqwWoErO9=!j+a<|kVtcW>wCJH z1m9l$QeTQlzTqxDCLu^``&2p1-@c^;{tBt*VCJJ0$)!bfCbRKS7S){IbzS$`4{E83 z-zXzQBP&=}Nnii`jW0qro4wAgGvk*m%0sH8ZpMVuxD>QKcG66H0W_rh(sa8OK>@ zgrreMWO1R>r&DAy5w^4z9vs~E+jK0F$?}eB{A!Z`nM9eQCaK!;ME~XugNl>3Tci+| zz-K8&Vea?oC7Z$zl89neouCy2Oi%qCvNC24$ZStwifIY{Xq^DX*`# ziXN5UdEcz`XM`69Yr>+~x48vuIaYkV0)S1KK&s}^vLZbCXL|W1fa_ao!P3u5?$jD~jfTU6Y*2qwsBt2MLcf z3F=D2LTo4EHV&TQ6qy7qE!jL*1)&kB)sZ!pzlMWFM&1EWU&>PuLd^~D%!$VRDHX#T z6)3Zr1@Rc2Vo^+Myj$&(x>$;1;ZMkOryYes?H!&fv9)w;wfYRxjyHH2RBUsdGv@jB zmq>A&7xzJ*-1;o?N{hT{rl`5jSQQs#I;kCKtGOGNr4sOE#@DP{3gQ^t@|Dt$($Cv| zim1^^yLsZ9@!)DLekLdY+VhzAoD&(5E*`Ipr4c|MPy6mYp#HRK63FeH!)SLDL%;gn z-D$PWr113}8U{{$Wo5-?B}TTh*zjAEGxyA^w-r25ARd{SZS>pQ*hMBKJ)li?eX30f za_)pTyL#*#y57n#C6U8z26-#+^eZD@w0}kh2G|bHswfcF;?YW#bX z1)ZO6$mgRHg2HPyr{RiOK&|G)G?$Q|k^lKxW>1%)Sa28;}Uw>Q8!_qD56-dU{3dIX-ILU-t`(KC+GmlIkLrPII*zg((2vC2W59e7^ zjoEK%?Uirg$|NE)?rpwl$H!6FS{T#Si+XQ3{Qx3t!^nvDZ=9lJk)?n~4OH8;M}hY@ zw^mo{%98|`jXInFbcqIR5~2{rkhOXRVdLTMVt=_l4zPSk?%;^AeLj9{v)mKcmxBDq zh5mnGIP>vu{%UJj8!a?;=F(;ZkEw=M4UO%Da1yyoTWjmb{UNRU$vRhs(NR|n4~l!d zI-0Svl@)q>SWZH2crojPV~gnD1&+Co0c(5j=r}vC^MHclTS|Kvj0Uw&o-C=Qh~?Zl zx%8QVr`1EwxVw2{j*!C$6RJ^-t;ur)otks0 z^lVP@=`tJ=PE#UqOn7=_$QuqMAmL2Oy%~gD=Zf`&`eOtze#ln}(hE3swjWefR37WL zN=ccIPlMM6A=A|&0`tT6+7BP^Zz_XMg!la=$yF9Boz`V>v@8h%;LO&H98B_)Kf2|+ zKV`Bzo=aCxf0N*wTi(HqsdCtoMMs|vt!0!>eCb_oqx;J#R~JK#?0^P?;PSPM%rnqA z0Gdj#ZY*;XGa1Z-*i2#d7x7+JFhzD`DwNU~SN<8v_@YM~A8B}gG28eA9C#W5uwLp3 zqKKf!7d|;wMyWwy-5Z$em!M>Fo_~T*cj5abx)?+}9wRST$6TknX5-xw#j})b+)|?p zD{V8v3KWL?O}Xs0=RCdlHV40vEixh!#`+~jd6Jmv-G**I&@uh}5$&1zUMjq2hYI3V-uE{Mg=)=joh8Z1Yv3~*a(;^Q%YKTN(shqKMI>Ac z%KZrDU9Ky+Tjl9Nnp1Jw%8tpQNwu^&T42jhx^ZZ^U8@{||5n96kKe{1_zUs)KT6nR z9Hs_!F{?91d+5@-zfG@nw8iV$;?|V)Ahb~{@3^g_10btA-z-qvSswdM?&gmJUJEvG ziq)DFkViM^v?agZnXNeOdSWz`y_5jBW_Q4$O(KjW1j=8!~JK4lRq5Aw0s%;A=O zR0+KW*%M{`KXpZ-h1(F|GoS@Dy7Td|PPy!l`Z|VOmn8!_GWj{ zpX|^z+ezZmjuHl0LUgNf-mPqL_gICT&T#JSGlO^WMzR??PNabHNB$WhSRXFLa987T z?73{r90D65OmOI^F=1oY|J`At*#&f1oLeFz(MlvH5%*W%S%ti7_^YB>QS_HGgL{;V zFS-hoAC0T1jug3YDHol0eN!dVAMW9T_Qm4Ph+`7Ij(CaUw77W)4$y)aX*etF%srH& z-aM7_I$(>@{@aKNIR^(3SO=}`clw!4IBBs&9xbF@|6K%@v~#PAU6bH*$GYSc=lTcD z2b<_x%_*64%ZXUD!B8reERFoHF6PvTWXEp&#mc_2W0z~Ku3X)cI?^g;9oMF8*%b5JGacjhV3(W&PJL#fZ8TGr6$ z7hXb$_oa1D;Hc7ULy3FroCt*JI>mKcRp&P%nT_!wlL8XK^{N-HZ14j%Ewc5lKCj`Q zyK>oTuktCy1S`S}vKVmQmB~;~y4gR2+b!zi0QvtMm2=&~Fd;lPhvh^$C^9{u-)&^w z7NpoG2V@%7V&NB2vd~s})i=p}h=aKG&y5x2S^l154W;qS1!D%zZa+T^)DN|b7&pl7 zQ9ZP$xo5ewfU2#gvO8W{V zDWJ*h*FM(rR3I3^a>T98w(UjZy+ewLRW<1QL4HnhZOwdXY3T-k@Ao%X3P$MqPIj&2 zEUj7;IXPwCNwUmTt`1t6>PnVwKKNZ#xHj|+ipAyI<|A42t4s2pFlsCp^l>0uZ*z=e z+|Nf#i{rKS*;?u>=C!l8Pcw~Xb8r;5hi<=_!67v&K%$FGN11fCYfQAEIQeC@e-CkQ zQOae!u`x3E!Zl>?uv}lisJXS(LSW0!?O?ya9F51N?WANOp5`$hD7LZ5IO;~Rh!x5; zKXh_mrF(2}DV%cyO zRBYKSRwEjG>A&iSvB=3kdBZeBFdl_%)&139;4VprlP!h}sZg5#8H zbtpq*g45OtOM8NW<MONP{gJx+e7?TPiRc>`T2T4CPaEVEnb3{CDJV!06(-o@HdBDYk#a6Yo^!dL9(4-Rtu6J;WUp4+&IM!R0cWWow3Qg}%1-++zedssy42pvPWs+)!RKE6k>R$`^=p!~HJh6%LtTZx3ssFb6tp+&Ha5lA z-(s4ez2Scy^cHP}G~)Oi$sZFJ^Hcfe;h}46{u2A)N4YqT%SI*f1pUg?L9rWUZG;06o>D`%O-l#`(WO?CN2HV&58OodU{5NW>3w9 z!S778I371&7>4NO?Ni&)fr)((Dw%GTq9rRr^&c$izpiL7X%V=$CG&ETnIu~^uWS70 zN8c~83{zo9@>AukN>=*e_!$4LUsRN(#wDC zrBAL8FyX%bFJI^Ugb2$2-0k15PCS?pqW^xu|8cR0qKSz3_Y3}yi{%@2i2r);f4`Yt z951B*`o#Wz58ugd{y+O5zCXO}+i>&dO|SOK)0Vb2hThWrU%zIyE=kGB$%UIsN*!vN zmrQ-*%9GKadS4#gxwuW9n0OPzkKe9nc}lJAQlw6l{LY;_UxR`qmxn__WVoF!?nuP* zTnhZgCyRIQj;9bgI=-`zlA(<>BX(ycVU039qN5|2%s9n1birZE2U4 zoE(X_%Jt|z(Y`sO_un4)#fy8F2gq0dd%0SFVYP7ka+{Pk?93ZFH|`n-tee~(7)&`# z5)u|~`eBJX4WzuC>D0r+l7fO~qS36xvg;(d=G_5WvC4QmJ7{p{{LqH@vcB%toqM0B zr*A=9z;)}T4!XUg9o)2<+C&yT@px2QTh`aFotyR)^Lq=esm?f^e{>v8z5U`{>7v^a z&vnYBD%q>6s|!x0sw)v++{``7)2OgF$3C=$(zx~?BO@c<-dzyM3w+))^f5`h&|C=x z;ZMkcdUA3yTxHw;ynDZLqS79RRxYQ}D=&%pDEx(Rv!0HQ#^%{|CKej3wEVQhRLUnd z7abj!Q&tL@thpbbWd8yl=E7 ze6S)|9PZEzkN&Xf0KHzGZFASdSVnGc9T>|{2s2gYkbrmrpq9XA*8J<4H<>jqv

-To(pt)f_Qmd<_POa2E2I>U2R7kyo(QrKF{Uf`dJ~gMx0NqrcVqwNAEYY;5#GRTYJqIgg2z zRqlPZ{npvciT}EpsCyL+gSoE#7g{T2?Ooz#8InJxrLJS$!Q%9X&5C|=Z<-SIkNS)$BNA^7Hyp|F+Cyf1O>LY zwY{Bg=1R+b%^Hdr8PxZK=gtjliNvf2_75w&J< zsur7(EE^cN$F9}Ze|*2P>0yaWIh*5+(NkbJ_i`vg{*9u5z(vd-FE1ah)9i`mv2yu5 zpuHbW~8ht<)!Xn~A-A zyne-cY5QzJL^PW7&EjNyT$~5%TF4E&>c)cfZ#tWmOR)^K-IpYsb_VL12#d-6m9;fI zW3jDsz6TGOZiTL|ze^8R&0GAM1|yl+tv9*5VyoR?^7WmJ~^P;-vB?)NqSMv%tk5@QgoZ^r${670>cI#?4 zQukv_IlsXhVpNwos(gzF(>gq(_z}3;-|i>|(tul~udton`;|o>KoJOu!zEYPm&zGR zwpP)f<4DjcR`4%Y^#Zc74tuivU>&e>F-Zm`FQXesXeZP5*9a$CZi{ zHkk>bF^Eq~7S=OuVq36YM@B^?yu}h24q?PGHl__>G`}t)LK_hsnJ&Y+-;_0maE~uP zmswUoY`a~OBBnLWbNY_9#H2-VeNr%YHY@oSyTDe-SiT)g4UE%YMbN)4q>)WbSG1~D zS|6>#3R}>rPjA};M~sFpbrqr3RzeQ5iauszIXVHu`o7!{+^XyD3DdWJq-WGOjSByq z$o-_5qFlVCF$J=mQ~69a+G3Z6ZB4@cv7u?>4=4MQ*_kFx=dbt?$jB&~3~5%{1_p%U zaU36&Sno62Y-@DHT~cA+=kzD)Po+`K4+vl@G8uJ;6L6+&e@#$Gtk%=PIx#&3O;uHu zT}JNg;wtM{HCp{4BUyxA2yJ=uQ<0HGH!-n;xWPi&6M_6=q5LC=gkFgy1XwLtWplAV zyGBGr#Il3~+sO!-b$CP;fiN%>me=92IeNmaUMc6;*@9*3Sanbr!k7B$!Pl(R81)Ix zLgv{aP46znz6P!7{pjby&GXlrUq5696#+7HLkqsH_D-L!RdYOtrOM1A4mgW{^vz?I z%TW#F*d>_mF3rct5{?dw!$$PD88kDEO`Xa?F~M~GL(t&@tta%Gm0D)K zJG3>|{NtH89X`dhc7m|%(zoDUDqIb>T1_woAYwGFc zu`LUVi@)6qXS}7`?n8=U)K_x5Eku(3YgBXl8kX5qWk#K#A$I6SZ<5pVQWq#;Zy-ct zStQLa)1T_!#wTScW~8Mhe&u#9W~TlEvMh3U{)L@pY%)5j#u);}iCmLoqsW7SfxDj? zv@nS-h@TDUR$G&dR}1J_N4dH<)k6gc9Aa}O$8PR+_c7>fvXZ9;1_)u(HvE#!$TMtb z%T%d)y?O-x8_1=$?7j(b=i-+5eaJ}k*-u?U7yUulh2;NrZ*XvaCz}p&o zeF*0prR%x)eqSdEEc16|0pA1y1(9o@z(*h+r6p?&L|9riKR4|IPqi;$M(r&v?(9?A zk}zN5D|N?f$IZ96uwFm1ye;{c7C>ss>Ei{|A;gge?^+c`dz%qs$FS^Gn63#?|^jKB%c9oR#v1idPT2~ z*@1aL$D2&#;i{QWYBcQ`O3ig~se1J{idZdSV&H@;W0~zX+5V6(&aNvw5+Z*|fCwC7`0+*JWy&CwDS6y%{?9II*Y4xK*gx$FudUvZL5K4`mG1+N~Be4AZ&CiAhMX zUd(W;kp&cm;h!vG{FPf$=$A2Z@zp%LD=eOG$b`hL?5+%(a~2+3;A;htI+ z?cK$De3t0W&MtZSLv})MwC3f8=v2!>>a0<3e5{!pq%|-!c$qMNJu5v3cX@AL)_Drg zuMyymx{^=i<-y-mDc#$%h!O6AFFXi&Hto;Oq~%59Ip46nO$gf^2YVTG^Qq%RhknW< z-DyO+!(XZPGvmH%_{W|<{@AP!lgj;;i(ocpkjqrV@ZfhB7k(MBQX2j0ZVGZPx2x+G zlW7wj*l}E6`<*Fu68SYa1{u-w{2hIrI3_u)uVP7V%_3y-&K5Qesq z9=fTi>3~fpcKK(!+zbsr9;ZW!lXe0+IQ(#>_Masmi|Is@8TNX_hvI^ApQAwCJE(7Sywop+RzCe%k5Q(}d@Mi}k&rvJFzMnAL-7Q=CtmXtY3hk8tP@~&&W~R|yv@0g!9JBPeWPT&8fU0Ea0a}Q!G#hVvF*Hn zFD|FDCtJ)og>UN9r*4HxJD!2T0pDp*c2HR^?-X8S3Hgr zg~XI(Z)@m=;!ASzSdJSmE-rg3k5!R|@*G)9m!esA>=l%iHTOsNEpl`GVam_U&bPD@ zn}we`9bn%)y*PsePs_m2@F6ex3!{LmN+BgJ$&P-ct!BdUAV?;p+kD+Cr}j@gr+rgJ zY5pIcW|DbVc>=#ibYM`g3;@Cn1S_I7Rh0XkfXy>7PhYYoYleb_nxHQLZ8oMokh?nYq=n?TZj*un#u*+~w$% zTlVY?rm$u2Cuf+Yrs+>_(JO0ent23K=+J78hRCa}WJBj{ZXvxRE4M6<>z}(2R0xN2 z$UxEt6%Yyn;8SG8>t^R#VskQtyN?g*PuVPF^{HZnJ4yK=@-QuHym#sKuGou%8d*uS zYsjLp+-R*rttBpp3~c5TK9T*GU+>Kw)1)Eq?uIk&K=K^A7|Ue$4E6GR$t*E~?#$S? z?}98eE{@?Mf<@@haPt!VEbd&&Xh^B$(=;m^aKXbMQ6{9N6%ktK0yw?CbAkjLJ5YLkp2#M!?DXq*?;Nc>g*I9A zLL*LO1bF!Sq2W?#?}nKUm$+gT6co(IQ3XatA)cn5d%#2V@_zGxmUb;V4&x0t5g{SK zk(#uPHo(QnzBb!)<9R2bJpMD))HyXrl?$?Qoft2EgEx8Vy^Tf@`CO+dR|RFonQjN` z6g4tQ$zFvD8xE7qtUQeil~82i!3^2PskI@E(GHGa^y<&aX-n6N3aayvb3c4Qf%!bX zkeq6d1;k1r4SEJkTOrq=p8S+w&Q`A`bzL1@i2nUV0&*nFoioGqqNHZ=Cp?slbg^M! zs2|2}<(HM+qm+no@AL6_e{u#nNR=FgyfkitiQ=(rwBN&=&#Bn~;(3c}Bb8h#n>;nM zkK6O~m)IbK&9X3&l6r{XXDp^McoEMhFk6*joVet?upql9LB}{cI$qyv^Ov1BF0x`p|dZ=f%9CNa3~BHEttQ4^JcCgy?=Qk|6|AD@8kxZ zGZq_mrD7vr#iwblJo2s%hkZo(i)|A+8chZ1u%sEl!jjRD3+nZOYsmihI9|?Ffa9Y= zg$_}$R4}vU89U~^VY1d%YC`UHc{s*3Hh$ts#iRIz)4kFQyM_Dqg65bZA|%E?W5_(g zZX?PY^#m!wE-T8yBKKoJ0Crm#y&ss5&VhqjY%k__jXf{nHYF}%L1SJ}K0H2Be>LdJXTt|QMv zyRvrwNnylZvrTeJ%1bDrpzUthZ8^728!~dgZ~9$r8)KE)#6O{}a@pZ;0QB+|2!Dm* z2DcA1+@+*!V%dO(a(350&!V20c|qSQZS1Q@_ymrmC@3yMH8e2R`DczEmH_C-o(zVC zg!oq%n|MpE^i4f}y-(ku#T>&hFGIIEn({PTtvsN6V z$*QW{Uj?tj#YrB|VUzNDezvn)9!=ThbH)QxS~Mo7-!@)vyyp5sGjelO6r~gyd3aC& zef20xl@q_2`Zc&RFrM4HI1qFbDQ@|Y(QWAX^J457ux?cQwj7`Gv zxyW=(aP%SXn*nntC?+_(lJTJWo$cVx(gG8Bl z4-bz%CX2zJvKD78F9?Zgr@lU9e4wIGQ^5p~6I~1+j<#F;%{0I8ccoH~Z7z?gO0}i` zAlFQ-u%1*dRO0maNj*lI=C1#URm=DRl_tym%sgGSoHA8B?h||z8W)~#hD%*CI!<=y zE4%jauDOpD8&f^EiHL~!l-{rRfa29BF}IwLrI99uyLBPd+K=|xsj1Q27!4!`pAgThjspCaCzKMeYz zu+-7LHNk~&|4`|YsJ*bWv){Px;3iyn?Djrzib~?mij+@@F?^*PW0oVIy!Z(3pxdFIxiDyEZuDU%fokhYV^}o=U97-?cy51v9U)oqb98 zdTVcOf|zYVmzI9XEqm&uvOcz)0pZS^Bv1!vZ0XWOnYDc05GLaHLRKyW$%v?^mk(M- z3=%zJI)${fwRf1G+{9nRe`0R>*q(uh=lGEGZw$-H*2&IA@VBc2+tq+dBEAvM_uIt8 z$_5ApS%4>SRLN#~W+=RIx;pRr$=)Qm>^GaJ`Y>cZi9nc`n)W2P@(4YlW@8|QfB6DS zK%l^E)fxLgA$@cl7J^1-1H2Va7`P}F&3^^@50@NW^CvpwLOh^n#Y0%^9Z|EZ zR(Q6Bu3w!KbSec3EWET_RC@(hgGwgDN31qsF;VD9*Os62mp$BVTM&^1Y_D|=EIMvJ z;4d8)j)f28_Dp9HR24?Cl4SaDVFJ&xTN>OL=s zJRTIl>m3+yPhC7jlWS_Es)6NMVBCLib=7EU;r<^TeLoAJ%I|YK-#u|GTOQ26K{GFB zhl!0{yEB(&vD_kgl?BW-`TGNI3hsw_4gqV%<5G?EFQOovOKG4(-mRbJQNzvHN*fb zpqtIBzwq#Of3`2mdY=_1r|Canf25EKwyd~_X<)rL%YJPY`;QA(K;U}E#vnd(R>W51 zU8R0$2&PU~FsMqoB`ypsu7!7+T({TaQb|eq_?5^j>6uiNlan&&uM9Qhd%t`$SX!Fd zao#-GXmRQ%ptO6-lUVw(3=i1ZUrP zqHEV|$W27JHzYrThkXsh8pCE|Tyl|hby_2kjb3?n5meK*M@(>DKk29&u@>*?>v;_V zFFzaApF zpy_;1p@{xbr4xWv)n<1sm$z?oJMR(Ru-gj$NosDS_gM(HiQ*{*%FD#`FMK5Dc{hC)< z*YccK)TQEG9Ky~E3FYK|#ShuXY|YLa9*3sX*Hdhdwu}6Vl)Px0QsuON3DcZ(0xV1I z$-vQ104fq@yFEd?xZ8i<`|36SOv;6rpFe*i{F!xNK=%U{GqXCl2|4`8FxF_usmF*F zc_oGgL4-xKhFi$D_5JkfXCUL}wBOyr+^cr`WOUNO(euRPvrj5z6R>9a^Oh>k$VH~% z*$BBbanpfTETNBHKC|;HPk+cYB7H!`{_0Qk)a)VR!Nb{a$@J94T8X|wGl|7+o~5Nk z;-p-ds;VT2D|{Q2E~tp*!HkbO<4%`2kbvA8Ej0W9iVDHe^Rr2E_D6SBIc-DGU7oPG z9K>u{kvOQ8m0#h3;NabKQkWsbE3V9y_G@{eU7p!xG~{J-1`P!TiqioJ0&z2;BA5li zPxn?&PuzkLP%OmP*jR5M`e9;ReTgVhf$><;SE0L4X(-OiFfjbwy-Q0U#oQ$(#?UOf zgf!dX3?valxqV&s8Fay1jN__I5lXWv&Y95 z7UI!$bf%1&O_Y5=`536NnmpB;`L(UF4TQiiF`4hRrJpHEm7NdZ?XM1c`&x>7H%Y`l z%(FX3Epd3CVAc3p;b2HhA^cLQw)^*QRDrt8mEV@kF6Pnwd$wWPcgW?uSESG%)N19)W;|40A zJ;;dnOIv|obD8`vOt1AxS$nQKqSN3L$XW@rybU0gpP#$)E!gi_m40A+Z~n*C+Odow zv%9ni6DT(!Rc+lUpNo-BXLTzaI*Y4*?+Z>UpM!^6WG11+}^VEfs91#`(QvSJU&27><+8X zzB;+xa3?M{tL>~;-DD1Da68}BFxHly?>;8~;O0>j#)f~vfm2q-sZi=n-6S6I=@yvh~#B|~sg^nJYWLXF~WdPYnsQk62Z>@Y*Q7+ox zS1>a`93uy6&S*yP=vNI4!?0W-8bj*fs4&!hfAgH9^b86TJ(!NdnG)3VhJIwFD0#OD1jZu}_gIY-l8@b1N3TO$N9`BoVrIQP!E|BA zsk)WAH-NtilUBQKcpE=A)B5edVnsU>O0DhHPSAyfFqxd`DngPJuGMg^mPfkwOXd;tNOv~`o&5&!4ZEhGQ6u{oB zk2wa#=8Es2@sMWgthb=3Xam_(y;lEA?LUw9Hu^<=(zDWI-Hzuar{|fA&R&_Uyn%4H zTAe=aR>xxScdc9Rwv6om`Jjf*=>5QxQT`;OAfaEx*x`P zj$yVLH(a4h8*rZwJ5W9+_x()#a(}r&C~5Ua2m&aGpE8#G!k=vlC7e!k4v{I6`XY`_ zhk6n(PY+wryMm3ze%Y3bB97VyjoBR*Gdmo%Cd;tt>FK@K+Pd(`A3a*Ko?Q?*uKhJ@ zFjR!4LdN5f?}q^fe;LEwQ@5K{_|d#jatkPfkKSSW}uPzidBWg zFDUpVSUQ-zO;um0zpt12Omt@zOz4j%M%imKh{A#5yPMsY{ca@^RP?3vXi0~f#3B{SkN*gP} zJuHl^E6$pxZ=BVb{kzd7*|;CM&u*pD4;}rFla-F&U!5L6s`y65*|Wpa!{f#F?zika z`U&CEL|b2qi)Ebloyi+L8)jn=eVZi88rs^@$%O<>ot-Gp&8J>mCno-po<5`f?yGQf zEQb>*;%cJDxRu>oXJ=%8e_;x0Muf@P+%@;zqpJOS*uIJB*}m!0lp_0&AI+bg+1OUg zG2Df^ey!+fL1AHU!V8zkqX!7BeClW&XA_BO*fq^<7+rF7$5bfXR zw8Dg3z2%l3G9r%G$pgZ7J-<2`jCrH$ySK~byvJTqp+mby(+An4jRB)72Rl4qfHrff z&FKx>F=(SBBkRYiczmnBLIJp5RQ(HgwGvA zbVM~YZULR9oNP@08H}SWrdX+-u-TT`Y!7$+#uvceU<}#?JWCr`Ym3rLgw`j?)-LQM zfpZ_QF+f6Klkk3qbO4w)G#{V7oKq;|w7RoN6sl*;$E%zOlHLZ^$M5R7Ne|AMhekzF zmg<|1S6qkI*q~MWQWt46jmjtYSWRw%@TzqV&?~Uuc)7yd;*#w>@)A*#*3$jy(-Edf z`>&~jFm5-|$eX}%S?v75v)LTJ&1y97B?PG5Z6cEE%F%yV`1lL72?Zn>1~`P z6(XXw>q?keHUdd`-bx9xH2L47E=JzUQnsI7*!bduwMtNqtP86>&v1^j)Wv#{zUG^L z_h;6epU}_t=?ZT-oOFR6?hF}Od$OtGVAh{TSHSGWpX-&5HUcpBEaQHrXmPeGRIikS z;9^HyS6AN)BuEIuyDtN|dqd55CML;h+FO%u{BPf)8Vy=pLxdC;`8-U)#I!hR=zW-T z*cDr@P-YcccLCCc4)v0fmR;e1%R3kdcIz%QhC?#Jefm>lO<&W7ZFQL}BiTn(RCvei zVAkDQtz2w`6#Zx6abS0x{Yxc}A$6hLT&Cu#2`-s?<=V|=?<-utc<(ON{w{J(oD(4; z#OF+90?8r3zShCp2q0ar6hQwF*)5o(?yX2a((8!BFs7y5TOC2+t*SyGNK8$EaU#rL z>ZtFXqw0Y+oK|KKgjs!<-9h_RJv5(3txn2SWLj51ln>%E@lUTu2$K_L+5aO-`s?ca z@-Hl3=;)-XF>J&8lKgTRveE-`v{Swq$CLK=+n>S za*=bZFP*%RHq28}vc9PCloN0=u&|)Rjv{=z`dlXSiRwNx`SX&@v%;BW&RX1@ z1*WvmK|e5j^ASG9vJ@e!2LeZBv!$T=!12TUfJ{VWL`$YR9z67qa2P@4eGNLW2e)n} zpM3c6YWjE-4%e-`fFc{j)vgcLrM*HkR;1GekwcT-2Dn4y?BZ1A2kfjjJ!zIdi-nBO zwE^S#b5Ne(Am6+jAR;VYJ7(_+5O9F#)KWKxruv#QQhs+l9}1#FR19Q;H9oe+k8347 z_z@ltmPUD9&py!rPfn1gXCEC>T>MAt9sz1^u<#Ck)iH?d2oew54`Jmpr zpLgxHhG_by~AJh=%^x;TU=cHMHmx& zbc^i-k=D>JBq7B?gy81pkwr(qgh~`dn_@^KZ2$Kg`(+KtHPABFG_Lq`=P?_8K!E!5 z$oFeYI0zuVe)Mruw{qyZ?Jvmqo)r%dFPiuS$q#aMr?kt@EG}L-7KaY+9`Rt^>mdVa zKH;!>nde#bbB<^)8B2?I7Rd!q^}A+9JEN~EY3*H8;dgg{MWOF6GC8L4^8Tp3+*A8Q zCH;GyHq`|$lGr`BECoKTdBSVZu{;(g#uESH@-CcmB_$;a^c zx)HKM80`%N%dU=F+UMTJ-aL_Fw|Q;=g+PVH-=F#=PjApFoi|Ux|H>m^d>k2THKWK< z2qr%CR46`eohxTJymbNH`$|emG}YCZ!VAuqMfru^l^<4R`!VjZnt9Go5iqLPHnz+2 zt7{VdOA9a`u)E{n2Lq@c0$KfAPL7acR{l!mE2dmL)6_W@!DjnwfQJMD{1>zJ!F>Sj zXSP zXhod395oTP0qT~qu^Wh6cL}}Vb{7JAd)^7a=uEu0e;|baKU(j?=`a1bFB}e<$9G0P zo8?qaPOm#qDL@+Xr(p*@aH`CO;9=6kozoKL+=7CT)%*+%+I3$?EVX4YptA+h={^|)M1{oBKbc{UcJDh~v&&a-iD?gYwP z{EzUHz?f-yIFSS~Jz7W{Y^j%;`r{q>()si(~XJ%ZJI9)Hg+!4+* zQMO&%Ft(z=Wq<+-A|*(ul(eAICCtzvQqoHIs0b(_GL(`cJwtb=fPgeZcXxMwYrLN4 zzOVazoSTUkt=8wXTdp99t5A6>P2slANxF1V;kP<}Bt$&}h6S=RG2%}0K*^i0_ zv|L`D<*4=DzZIh!Q{Xy|kvX34)>h566WrTah_NClxGP#!^FVB^GgF3!Nyuylp|fWu5p$$I zqocE*t}?ca>^6oHyghNa_wsjAKxi=G#ZeB@U{s-( z3gABlinMEngaJ&y(f!-&EpQwvDz+&Co48Y($cpPY=Yv!J4Sy}m*~ z@H?7A`if$9W?t<$qkLPUJxl>|uB!Td69`E~Yh1d@^^4O@tZQM&m>8!0h{=4HNs1ex z52^|>^Qnj4wDOOT*5j zC)?K20^eg-PIJYBR*(BiAAy!T36noeHBxv_pFFX*HS3p4$vxJ$N%`=^NCaW}$$C`+ zEBEL2T1(?Q$x6Up{+#%974AsT91jOa^^Y^__w}|kS+vSd?r$x8$b0{ntu9o|$`lWY zo?ltm-C#=Gn}h64e-8*gUozS7mr(CL0$hwur`XeJbMD9cR3ejZj0eBH*2vV-XFDJu zKd-Jiozl8>3voAt=CR~mrP>>e{`F zOAjDOrDJolOI3XBCxop_O{dI^-61&a|%vq#nl zI*=EyG*+AdAGP2TwzY^ywr2?x3at!wcJ}HcIsCJhHN4G`iZOY2LDJ_18E8Y8#;?O$ zw^?ZuPp(e41hk^pBRTl_DW5-RQ&3T&ilBbra`)y<7>+ahsmOL7uSmc%3{VN+bsh)8 zCFcn6`Y>9zTVPCxmH3S7?5xO$aR*uTMSQUe%d-+xX)J0ve=YXqiGe2izFr@qFkI*^ zhttC8!tMxqqjdtuHEuluyej;MIc4v5d54G3dBO`KFre~ zL@3UcbewUyL@2tRAbZUdbz-DvHIU$KW%(tRoUFO}4x^0iipo2wdbMV__vw0KN1mhA zo)WpRGC+2I^6Gf{J9YMS9@YHSgJ_kNm(o>F5?FXDzJ(2{tp}=;USUuk?CZj<|U7c@e;w(m3{Mp#< z`ZNd)jRRV2H+C+7{5-(K`B>=jnk9)mSn!v~&fY9_+WLa{(X?DOc@JMYf?EECPT>xz zZGW!0dy_`q=xDV#JVlSPvN0*UwE@(KH>9qQt;loWr1&%cO?@%8xq8 z_g;^*UY5DRlb|}UmFE)N?iQf>=5f5_I78Bld%`LFmX&vsCd;V6+vR;@ciQOa6BWb_ z?$fsOU1tdd9M@#7==*qkiy>q@%^t z$loj>CmCRJ@%;I_0Z@dvoLmB+5wHBiAg_`xGUK}%3Sd)LdlDZ_?M}XN-8e5oLvx?= z?iosYk(7fncw7W`k$v~4-)ORQr3@>itn*k7$rux;-u*4As(Pcn-Rh)$`4P7|M#{Qw zYmx3aO|$S0m9VQP5Fn%5OSgawcn8$@+2e;vs;2vwfdd8KiJJrp*@i^%dh(G%?u*4+ zk7aLH>}1Af>TPQ$9|84yhnHS$ssO^U==X%rU991akt!UsDzwydWj%Z15U)y~Qi$zGc2mY;Q$k@0==BKqKqUDRhSEAB5$W}44S)?8SX2DJia zzOs9Kegj*NQ7%$Mzic}e=nHV5{s?VR)zCk4HSvgM8`7Bx6@})O&8TcC(`QSySFYCi zpCSNkV0xcNZMS=bD3H7{R zj@0w7Ok;rsK?+5?mkI*YrZw|O>1u~)UBQ6!+gd-0nBWNKhEVp*o+5Kb-^QRyaC(}s zu=yW*`{{A8A5JP(XrYodxt#$*(o3_=^d5lC6#6 z^#G<_1%dO8nb{L3xnS7Ich`Mxg{yZ-i2HhxUyS!Rb~(WQ_yuF)+^c*xt=6RH?xNih z!NGn8_k6C`cHnSs|CQKc{);`Mt9` z)!m?9!s~oG2U<1UE?l?(9`ff2Uf>(p)Rjc`_MBezW}N{Da0R*&ZRR>fCiSRcv|xD% zn-{>IU8!nBaKOcn*L|is(=9IldaaW@=hcwRq)F`VV3{K+1%>xLs=b{(-GiT!R{Oxn zzx5_H7*-;O1Q%%<%DTVw#Pksfq8*@f}d~A&7ijS^^p>~S(*3PaGOhZ#h5WIgE?^z*^^kROf8`~Ll z4PPLsPVZ~ubt_k|>Va_NuwOdh&H9uqP%>>r#uuTb>4~@orEEB7EpDC%EDP8Rk%d0u zcYmWVaCpNe6tcQR@a1d72RxC}J^JKgb>K@^vD*nqYD!Wv+`IT`w^qQPB#;P%~_dQa=Y z5!l7zpRvdKR8>QtdV5-8==uO2uc+WbW;Oq1IMx~vTO(9xC)4~YOx`$?C>?s4 zg3Pm=jP-3y3{6({Gjw-QXg*JxRykAe=@AJ3ct!6AH8s_2tHQXxU4O%_l3jW}9f&nQ zVq;rNjIVa4YEkyvEsBxT(gv|bUR~pUz*Wh9>fFR7GM_g9h3XS#x2D^(*LzYrQWXh_ zIy^nSx3z>!!K5Q^-c+ceVQk&6?LX(`e@nbL&%6z5WPh6{1#BV@n})v~NdhW`Zzat% z+2qqKx5c)uLaAN7VXPGN`5Uh*1qfF!?CoWRALbYjDjL6dbnl+V>~^|+xln0*RXG40LqkFtKtLuKdU*N%Pw2n=(|;Z5GwqXDi57`-1T5+$ z*MN$BTHKWycl1kuo}N@XbQ+NnAz=Jo3Nd1zH)*C?#A0F(2N;BJ0_h;Y&g4vpG*sV#U#H{h4LLLT@D@|sDN#(3iDU1jh+i7udSbqi)FoQ zq^*;?%|uTQf{0hcX^}Fh=eA}rq=b#FV9_OC;>5^D`RMOy37%ZokQn8rs_K$>De@P4 zo%KDL&Lo_igvXosQkEu0SCRDd`1p8C+C)#>&!@rN(P*^yhYwGK?irnU@UvB+#j$*T z=2h(TSkKq42R9&f(KS{h1K-M@lcwE&QBV+4Qc?o)dWHaaChcEpWz>$8r|({+2)UZa zqLOBo+1&kIM6hsio_hj8eVlA+bTE*LMd)a19*|ro=<4iz4C;`PDQ$<>eDqvIfS;hf zM+m+|M7(Fw4MBu6;~riNgy6a^7fL|D8jd=YnFaMF8H@IN5OnD?=V9+a`#N;8zROQ% z$2V`|?3-s#4xKw)5tAkOp-Kk7+hG*IbBY&GS&Qo1Tm$znrmGTcrn+hEMt>1#me{CS z5J00e67w+o+oua4^&=!{>4x;87ASn(xbNO(fwg`a2K&SdL&elDKR$TbqkxZ>@tXv1 zr%l;ymb$biSLsDSGX&E1N3U1zi}@cAHHC2nY|t|>=+5UwKDLM-hsr0zq)9zREmv{L zTG(|?AK-aWn57ECF}DZ1%nS|B0`#@BUtV{dX+JzF8|-?cZrS3yfla1yFD0Re;+FOu z?~m?8%l6*r-r7s5M*-RhCa&ps|D|ueqbxZSU zoDgW?o#r)02i~+67A7GfDJ(2xZYgawTD?*;3B7e!8RfzvU>zHH0r%wc=sgCvj&M)HxS z#NSg+dR%ru@nAt?cLyP5zn__z>76kqVDLo*eT{-5Om`SY7{_Zot`-{A%zL7d?d|f?6&90H|tyFIZEtb^@GqtV! z+TIt%DmS>M&pDY)vun0?E%LW(ZMVi$H$?L1gEJ|;L5Fy>3j>(cx(X(hqtTZr?!U^A zixP+jjZ~Nn=F7{jg~GmqH((@xBYN}$A(+p|pgS?~yAu-j%e6Dx@r@G`6LDRs(LBZ) zhusu@2f9JpPOE2J*Pch)Y@ZSql?XM)^R-gOC(akFLoz zY~nlQH1`C*wlo+5EdfS8!!ed#ehQkJB@~_5P{Y4C9!=!XCF_40BjGBms~;MYgQ64% zPOS*6q2D>o)Yc=Y=@mbHx-i$yv^ZDJWAVYbzTKc2BH z?tobme7if*&ZFK-TKwV24VS;*I`1WB`)n=sCsOiMbzF*`*LGmK{UW^!EQh5?@0m3G zTxCWU#o_ibI^}65ohwRtX2xE@qED(h$3xZB^UUJGS0|obX#ZzV*A}juK+dE%|DqY43EePcDl2w{|Vn&Utahl&+_EzE75SD&$UEGou6k3C!KmTR(i zFH~9%zlUs1y0iAUsNs2fl(V)kONZX$7Lv0_OY{EpiK}euGZj<)l98P4BbeOXP9< zmoLxZ_FY{$%s#k9aX%}xn#?H}8!imB4Mkq zj^V8S3X^1eO=GCvB8-&qyRloErdfiGSBi?f{f|4iSQX2`OC&1G+Los6@*Rl6m(P%Qb>xPRcZ4Ms=apM# z4~Lc;dU?e?`-#r?V2^adRi4Q4gLr6sOhf%k5vG!jhCrxJXqg2%trnSFw$8R|nZ8I`LBZ;G%;{crfMf{|`RC{H@l|KdNQ48hyPi_jNFKoEy@SpDIYs6w*oFi*5N zm@kh?Rl~CO+r4Tja|IQI%FCDU2L=Z=D)&pN9jFuK&d&P_A9qHhQjsn$B|}cJ;e0u$ zK~>qF+FG$_mv$9Fr!p+f6R-J1$?+V3v1E@862K&nYpyt8R#|7DkpD3nf$6M1V@#F* z;lpW3MZix3sl0929SV20hbNVi(Jt*t5@z>raO#ff5Bhy->$fb^z4RFDW#0`s6^GXP zhJSx|xL;peTRXP5P08~HjXdPDU-(Y4=k^2Uy39AW2;(|uh3_3q$!_b)_KUOKB)=JKqq?KwK`dVkrEnPPhb zBcpV1NH$CINw0j-3TBADq?=^yTFjEnnn_+wi=>^3yaKqvl2+Nj@7f3tHqCAq+nEU>$sKfxZJ~~DoJN< zi}vwm9V_9QkF{SLfDyJ+8B!X#n#>~Ze9mLIBp#yP#`dRi*p|_{^d+5;ou|nQ?Tc#h z*&zVXdU#kMm;yG#jm^zMP1DEjs)ya`HMMogx}{F=%F(!a=;C`u$!&&!qy)xkiezs= zj)rB<5SCL(*9xRVCTps(CtwhdOq*|d44&_(b3ML5aGYxwDQVm4dzwlxfqkC{CPwRE zU^&v$lW+9@s6odyNAiWqgpJJ1Bz2`~7!SSo*fVWXFKsOft}z!IkV|8Bf(lIb$T%#7 zMGe!l^N5sLRUwiuM+FQHd`Ek+-D&glG{ejfn4X_1-xKv9B>O^0rU1P!T&B&MhmV|m zJzWG_$K19SWQozCtbulb*FHF%y$b>lc=~Q-h=YM`=V~CMzL9BSNK<(7p=o;Z z(@!sJk2s8)y0)~65t*WAO84d1CEM#<_h(i{X~Q^ei!jQ`Ymb-9{TslX+!kImy=*N@ zO#?226aQ8V_t-bx5))x+Sn$`c-|u)dRr{#H0NPf__POi^o)#7s8@K<=ge@1%aL6fZ zXO}m3Xu%FSmGM|m^fd~nCjrj`l+U~sTzA4a1~QOu^=BAo(gSc88%+R=9Gx_W*)aD6#r{>VMIPJfEE&BwhxJvUlv1cw&VT=%z3oAx%>HdE14 z(=EZM6vdZ{KeSykb9;FO9zK);Ek|fzU?7|mE+!p4+T*Q6nE&=E9r%YG~mT%Hp44jNr?IlNIod4DZs?NE6(KN@~~M8@j8_4KWOu()S(fVJgitqlMJJao{$SJ2LV!{71GTAfB{fUCWehoo5t9&` zwkeO<7acAg!R{=NUha8ZYV7C}ucQ~1q70*XUbqr9B~sS8)CAc;cS(G(p8l474bokU z;ftx0^}*r*yDGxC(n$@F80jYZg0XJ0YaLr{cXVv2I|YwL(sZ;b6LoY$ZH6sT`5Zb< z$EXE~uKYf&k&6hwt|5(n|3uX0(R~FX%1)JU503?gAPpqfk&lXs!l>lune6P==i~RL zQ+Jw9DBa|*)t1$QEZ-j0|JDK&7bm~;Amp=Skw8yOO<~H9G@0O`r|zw@ODY~Zk*jFR zyxAJyZPF=_fd4@0p!D?tt`vvdiqm}*UaKW@*n=z9c0AnLNj1KOc<3Crr zF4rQHN(q^gvGDPo>({TB4&?bs_Sed4Y>Xe*Cc#wAy@hP~AmQP_v>LO;YijVmvNc&l%`B6+63QM5>_mR)o;ug0xoo zWlZxe{v^9a_1ZiOEk4uz&yjrvjy}*yZIOvtpJLU3$i#>`-nch;6pqizM`_EH^lfrr z=s+@lM{kv!aT@jLs-501w4TP_{Cta{yc+~|Z|t6Lne|fj->_dCif`PGQldrOuw_5p zEtj6>+)F1A9i-nH6rEslWa$&cuVO(&)j6zM*i&6COTBrh@Whk2Bk6%2mt$3dxD(Yc zUsjELDfFD01NFw*n&PB4>Be+4YIc!l_`ckdLfq>ZlxqaZSWjj-mvO_jTf9y(Za5b% zU}Y!k12yt32DxXuk2X~%!x;U=T!f_thi777>!yQ^R$}oY*dV6&00Pnb}APU6a28v@VhzCH#zgnrqt6UA^i4M3i%6o`!;N!jvmXrzLLDE1()8 z^KC{(anM!D>5v?W0eYz9&r^hzo|dC!gICh(BTi5cV;uk3^D>Iy)>giEsg$gQpYz^R(Z7u^oTf z!MtyLB!rnfvex{j-D%zVv|>`*7}wHcId(88LzD{71WxgxC&rZ|X}#RAE#(XBgBR_l z>H`@EZDDmXNt*Q0jeEcLZ>%3tG8w|yhAl$tHHFaHIbL4g+2YYB_^N+z`0Jas)zx}L zZm0NcdwipMmQ7(p5OXSp8}4^sAo|jt!4ykV7>5cQuhpxaRvN?6uBE}E85q;{(JUIDCX8@;=^3ZVnc9{!&ql7PwHa3*_2!S_NI%TL|M6+ZQ`y%G8{=t ziFS)J!e_~0oK^{bGI~igt24LxaISQ`R8VW9xsD>hEQmarZ{k$k);2alSZuha*5Jn2 z#TM+FYR`smjWsWaVII!oAzu!8~%;}8IJSj@mTf*Vb-_5u3D?0gX%;* zYLTck<);(37JJKe=DSk!AAPEd}bb48zoVoTZ^Q{Aaf1hrWW6D&V zX;(wrkcj)aEtRs81e#*#88<%kBHHr?<;H(6BDDJZ{c22>YW4#2HAd& z(-JQpVF9c=d6!ew6DqF(+ccEN11vsBv1cDV~j_ZS6Gco>s? zlmG>v*#}R*18qF!5!YeOhmgQSwZ`Eh1BK2;^{-JYyJp>k14qER zZVB4SaOZIYPm?q>GlUeDjgHCGt26z%Vkz4-oa5+YAwHmdSY#WtU54pQeE)3`!50rU5|@E@MkmIZjh>4DAlM!cMe6Ltkoa7VUeCc z2`E_ztNN?zTG_DGMw!KdQVke`tIUc*LEL&q+7N#3T{yS-4@is}$~~hcYuY;@*@v7i z)!mE4bhzvgh`w~8-6VgE$~Laxfw0NU$AGX$2ACuDY&mMTR*f=ble@<1o7J%V5gtj! z(xT1Zee|;c@+k`v168KHnf;SXo+|g1;nBDg2nz>GY&A}uC2q&fcXu8)w!rKY%vq9! zbRlXK#?p(Zqt((=AfQ2$!|hx0&!4Al7u)L>maW&j%>8bxM#Aip*a2Q^WBg{EoHWQI zGMc_gaX7xcSE7T0Vkc$ksTc+Vy=>lg9R^oqHHrC5C7ous(~&d#@W!R0%VY_Zy1L%7 zNY>qLgT~4E@mTzB@}txZduUtqIa+{5QtIK2jY*YL8%z9x$ZeXFN)R0bMa~*Hzr}<+ z^S;(K=CS^}%E-T(WSA&4JlwR%)$ZH^F0Nkb8YOk2{N7fk>Ir@(WK9(SrGq7o(!`&M z$(N2>M<=>v%SxiWy^F9tJt$_);WBge)dy@s+Rj@G$ojDw15;D%iu0&0BO{{^X+U?1 z7New-V*%rN9x4{N=v!OZKy60O0vRaNwrrVvSVX=LfZAgfCA`sV8M(W+wvx16I4 zkNFS=8q6E=rAYPYC(i|Z{Tlc7Edi@$&QoYpQj{~gPDIW36p7i&HRdO}^Qijdgg_c%tt2BkQRY zya-GZqf(q#Hn;5ow$iz_{ltFJkJQi`Qd<={Vyt0Y9bvZfIV<@! z;29E)nO(om5(LSCSs{7?JoIzTcBQaXf%7puDRZG?OM}I={nIVc-N&`Q-B2jfOX82F z>(Qu}0$Xj31tsINa+q)*Jo+eI zha^}e1Y1O*uK;CR&342!N2_UW&q|}FC@d7}wzFUD9+it6Iu$vtCtSID)%IZG0uJ+> zwkabc7r#(9eb|khN(*)hZ2D#`ITv!jxKY>&*&oidBe5B2Vi5^*4C!%$2(~mZ1uTbf_VC-vX?Wp*9Yh5 z#Ez@f(cfWKrtu^-_8J(aQT8S|Wd6Wk9UiI-zaFIm!}QuyBb@g()FOH90nCqaQFG`@Y}HnvYKv4wLD9b^GHo{uH^;V=HTg?QCdkN;XA$JGe2lJ8< zoyAG@S@@rC4LBOQc3bw`Rk=9*TdA_r__JwWPIU0spd_ARd#mr}U+JSbCLo(g0M_0nt3Gk-X za6gNRrE?cq>?;E^-K}{z#Q9K1@0+y>zFQl$Ft=CDznsmQoC8oXyTuE-8j9R#5qL>Y zEa*tDA8}!@z_1YVy7D#Eo&0C)ecbi<53e8wNqd)$Y1a(smWym=v)D9C;^w>4DW8zq z<=L6^mVDDjEg}OIyi-&CV7_4r^rV==TtZ0N()&pN`mS~21lg%upz^OJbZ3%_7Q)VV zi%z0D)Si^xN-KpoYxmUZOKW}Qb5;#*o~=~K$K0Z}0uv56WkIu}5bZCl1bI-d#bF89 zWU;7pPhcugN4aA7dapyw4^i-1#HX%Aciqsur)2lCFgjsvvdJj(PB)yln@i5rK+rZi z?Z$JP^xoOMfkmu7PtPB2pGfZ59G`ixchKR_aY;&0icv12vxtZi`MbZLPKJ{DdOC=g zWjbpQajGp{6@6LvCuJN`!DGXQA zQ5+^2=9yPXuwlZ7{%SAcki^79i=mQu6>T1(CO;}3?btd$9yPo55JzE2W|f4L1i5c7 z-pIg2&vZjs%5WBbmq!Xuy!^fZWZ+cZ&rv;|H6iyjPB~pImR>q^b}jfGIxZ_7U-z+3 zBI6{A=8K?w0j9zk0K4C6*}=jnA-JhHOP|nRUA46@d&-Oh#W3Jej0bqtNGt0`Cqw&Y zV26BT3Fo(b_wuFQ1}qPajU?&CRx-YnjFF8^>C*ML=|mzwcg(n2QMnFm%x zyT`hV5mRIEa5Z4$^{|-Q?3cqLoT+~%kNgFK1MSbm#98_IDgcs&uxYTt%`ej|n(yoH zk5}V$n@Z{3Gw4c(bH5XYYj5tZ9NM@y3=L_U^iMrw)hDr6*#tkxf+2@CYr8gn*h36w}dVE$B9|4a``S^=JD*&RHaS9+W zjs5-7&@9^4!hymqLrm~TVsT58p>VD9wJqhzy+hdA15KZ)y^ZlQDH)menFr$=`)j0D z8P=_kg5O2CtzQrY|J`KP{=9jw=dsA|FHUF`*+`<&j-;XJ`c+;1q==`!rb5I$*L+$| zQgQXivrRjH9(eMsSmFE-HZ3Xe%5D#+&DdgMz5>p-2U9H4{ib{y!)uNLGveS4( z(?yJ=+*~_ZD)>A<~**;L}CQmhm zNuWhVn`atwvCOKiYumK{JYopc&i&z(Za~r@&2PWhRSA^5=i$=!;Kxx2sX0A)kPZSxqGnmX>se&OO>{XIb!dyvFSUwKT_Yo7 zBO$T(>36sZ%>U*tBQ-?+Cc4{s_QP&|(VS|Zw}_o$O;v1P9f#Fme7CLbn$woWh`Zmy z!*`tL&UH=pb8%soMDK0yD{gJ&)iQqy0c^meBP6vUN-!L%xHizCBY+8V75rWfQ&^ZJ z=Y~>!4h~IURsF2zd%cs9aD3q7wqx7 z3Uq^u@@5%zTeF5?ox9VRRqvOp4e!~`8?U0{)$?^@yUcrDX)bBSeFSOki!NaR+yVIG z7-|8w7tf;MxcsF;?xryiv3gN;1+u?MS>2oUC6$=ZFX4fo8TEEVY@%K>Jj78r|^nuZdF)q8mTTbO$4l6_QU%DsN zhZD;-YDvf(XSjRkVc|(LR@5=)J(a27vp=E}Wx2kURMzl%fifHy_lDN>sF$(!Ez*gQ zl;t}x*SN05{^0J8qPJyOEcWI27$R1k%N4im!+B34F@)Vx+jgN<`Rfp_nngCf6Q#7zmLdwN=4>PH0no+A zH{0RAm-NiXP&u_D*VIU>#O8T=$v_w82nZPEmoLXo`L}V&TiwWfQF(H2BDSm{kUxK6 zad88AEYeqe{1#3@M1cYgDU+ExJq~vEWJ3@VbaGSSZtE6PkB=_0^he7;tx$J2ixl?knPV7NS#2Z$|}9c%6CU z@$_}mYj;;#3RfF&*uGpNf3@hKPlOL?fl3WDkB{>G33?5DTA_c1jpU1tS zhevAp2;Es(6?JVN&%|GVHkjPH#`&+@Q8)xL;yYerOrx zRw^ucdPzR#rIL{2)x;7YPDkFILSS+xtyg{6bCeZYhe3CN6Yd8vIz39zcT}67Un7`R zL#&b}5eLN?{_sLBH-;e65F*3=Hxr;g!=yQ4*UH+S!xLq@>}ZAZn7sxE+BB=T9LhGgwe*Wp!mJT-nCRKhjWX-f5+1Aw581FX^)=JH7XG7=+ZV1N3 z)`c@PvX+L(NAS^WP*Rq5PMyi#)<>a)pNTzV)+uvoh-Qyob8>3nNKX_P6rA|hT|H)G z2;Bm5uN`Qi^?aLs=OqZaTK5Nnvm_R)oZhR>1u z%nQZjx(@B`1Ox)E18WmGKduv)-nevj9Hn$DEg_*`W|orXF&s=s+H9$fn}1W_CWrv3 zQV=9CnuD6b{3>aj)uQB|pnL~u$v0$A&O~SZ3y%oi)Q9oXjg5`>I!?TY!BWQaTeqAh zC-WG_iHLd4GZni7XvK3K8_57WAI7}U1|MwN|SqiFq| z0-%C(P{${BcahmWRF^NueC)SJ6iCqcEXr4fam|AVFTGDpJDyjX1>ZHp;O2)}FcjK+ zFi#5zFDzXAOgfh-E<@y$L8Bqn+xs^zL8B2~T!lh1 zX9&NlDCg7yb836AbAg_oo+&&qRw|U4o!dn;czQto@-+LLwR`;WU3;4lT=$5ArX-*$Kxn6 zX;kbr80-VUd?vGYi9^x!u2-(b;92~0p_jU*Qte5E*eDx;QIPMOqxcgQ>7`XQQ4R7P zwt^c)XSbF^mkLb=c0Oh0=638amj=#0hf;Z##FN2rh5J|2Rx-nKxdsfxhNz533)@$s?XFSS1j zpw0Um#ro!aOhZUheaeqjIH)Y#y{|DvOg&iaBmFLXtRCB+ZZy%<6JCy0iUFEc6J7i`|CkRsiYc#fci9>mlWD+^8O*)LfCYh%fG7bkv9d7_o^n` zp4wPFxUl?w_LvM!aGzl09YCN|ktt*VgbF|g>8ymOQz2cU=F9jy8oc$rOmH^p<{wT6 zA0FN&wz;2u%T)eHC0L+XS~8hY6}@GJP?9{?!YFw2Uw?hO<3FDAiZ8{jOv%_Ed4jXL0#@+n zHUcyDE7>}gE8L?)n5ItUnh9z z@gK{!9f4H;W?f%!{l}UWcrr%xspaY9@V=jSU&6>v zE2H4QA5R7Ie{2>9PhVfv?KrQMpTGTwj^n)k{U%iZk2mq9=?#s%(|P&d*)9wJ`Ynf| z|JX+(SS3z8(GpBzK{!65LzKIE_e$NT&5Zv*x6fAOAL`E`bhNO7d?`#Q;x1-+hjg{%6Ut zH&rl*Zx>GeJ3tFO{PX%>XrwE3;9?}vmPl$O2Eki6TuNPZ>ybkb-RYFXB#PG!4^+o1 zDywVz4>H)*UjHKZ@bD6z)&2WAMjq^Lth>#1<@(gj>oV!~batN$o}-94dP38?!65C@ z$MEbRpFA%rfUdWb9p2x+p=W*Lzh6A9lk|-(`%ZWl$$?@B+{&T2syYB~xg6&<7`5qn zvK8Mq8B3;LS-YJp~XVrJ&6?r^z(w1TQ?0YC+tkNbh0 zQL&Nn#pzjF*&y=FwIIh1gALHMfn|(||E zZXnHgAN3>_56<&c+0fl@om&mQt1JV#qsvFy(|_LfuP}Ie^v66a5@A*TTxf&m*Etvb^&XaUTii9&kRn@DgJp8P#~=bRS`bJ}a@Jgz>l zvSEHU=4Fky(3;+#5GfFj&&kjC!~#e+2Z*qgloSH^G$b_Q;)!#~eY(Z8e`{j7FOpBlA!8kgT0XK3d*}zT z*hgm>wHR)4$NpF{!Oh{k{e3#DSvBHzAJMFzJmoL3ofczYlbQj;7HTo&$MGwcbEXL) zpYKf;oPtI)h!BZ}4}aDzg1VQEss8bKe7nWp9}<59SgJuqR+eI;!$A$y#)n^7ZO=c# z9;_^OwCt;CQf1g%db%$0IL_H*kGxhU<`tG29nF`a%7(O=qPoJu!jY=qO)J7WN!gF0 zFMIjz79^%~I1IBrGxGlMXCG`5@y+`}Aq^O3tW6#TAi77_nU z6-ZY&RUcdFzSo#3AUT9r_RN` zEp^U5(EoT$7PzwPV-QEmh^AZ`WH|lr6His_&*mYE|9}b>qxb1NF?uZ-wZRRyYaIT~q+ixaq-UPV2mkJ0B zH0^1XQZeuUdgWu@W!4?nG$fa63R-UtBio(V-|6acI3xfm=)k}ZTE2&W-=ifcu{NEy zPeBYzE=o@a*W!dZ9JaouM(v%rJJhgltVgcj_S_B%&u;9CHih%J>hEjky?o|*Vg#~( z(?d@`e|^;GC=Xr`1QV#^dKrzHeV_b>mWL*t422HEgC7gM*^M28S~0r1{`$T<;tiXR zO&NEwh~%|$&MZ{R;nfp&Tp31(?IsQO)dcAWFB0^-;S?l^?b^|||FLb~p85M^FoZB( z+aJQLrb>9sj3Xg9JUn2r$k*s*BkU>WX+)f;t?tdXF9$cbc<0e!G`%+y#7H_|5EgaF z-2rO@xRHEWr_@d>QSMCm#-~qyN-ss!xYoNMX3tUk$O^WwPZYlzRAW7|f?i?T< z%nzBR;9C#b@^iD5nkaD8dp&=)KucQYct>w|RzPA!vwfq?gTxeM|sh~4%|Ch{g3fm^v6G>&+wYtr6qj0sI zZLDW~zEV#wgV$U7|9Q*4Fu+NcJy)JwU4G>D=Uie&vRGyb#8aff=@w{v56Qxg5-w+X ze#W6cVbib?Vr%mDIcllx_bnmJ)QJ+VCHO;j%I)`!n^v_f2lpgLw?km9n6?ZZl6AwD zjm*xYU_cdI{hv;19v3rw<2psMPlMDh=InM zc9V0+-abQ>(f4P38!bL~-Me#VEZ`Oi{?3l{S_5@#K9na5jXV^54qqg9cyd8n+qpD& zqOZg}9C#7Dt=$?`?D*92H@R4e~|DM~cOnF7LNI5(3L2FygKLDK+=oG59_>lbg z$b}@ANV4el=#Qa=E+j~d(WRw>Pb}G4D`|{4?Z&QgnXBrUYr6;ymNlxRwC^=(Z0auC zBQO&k)UQfVqK_GNpE$92qRh=@PF0}wO`rTT3ZD8?5q{-;y^^6%Q{i0Rd144oKrDn) zOn1_(9`*3}l^YH}=gOG;1EMOW7~lm#4_4SjvwR#fX>D}I!tQW6sPhwNWx zgzmcr+eneIvz-$^C#mQn`u@t5Dnx>fq@HtuN2Wo};6R}@>>Lz^`q{uI1sBmD^$)A- z=>|dZ`tI}JO)HXr^E|rlduuBj68X#c&II|N&Q=W}ivbJ8cC08kTTM5^a_4sKNO<|D z@6TJ0REYe6_idLG2A#KrHiRq(&MSf5)OUON=~HG6ZpQI#CsWYH>S$|glL$unrtFN% z*VNR`wQ$YTF*W_QvPO#abyZH=Q=;B>T+Z}gd{b1uXX!me?Xn{y_t|TM{Jkiv7pmhW z(`kWy(%zt!@GZVS+Xw$o1;^Vz)x_^O#7Zt*e0yE7ptGu(eDX>-*)T>3zoQ3*)I{Q? zf;-Gx=EhN)ie9KeR>WHBsERDy$=_WUNl19kqF7Ty$rmLPJo@wcEqUXNauVANgAE@+S|1@0Ni}<K z&!qQ9A+mpur>YzcP-Z?Sj6H}HbQWs*>-F4T|j z;#gp^%h20tX=v4zSL;I?_ud+e78r^;hUw zQVayk=a9ic`d{d736jO_>^Ni#iMt<#q^73Q&2BCBd;9s|MrpTQP=x({m$_v7(c!tx{vY&f>7$7-1!HbwwxbU<0)uaQ0Zp=)-|W_L zopBXp2EIlqdfPdX{A8K%LI3pOP(#3B8{*XwkJ{A(SyqGg$MM#KD{2!OxM?Wq>I<$< z$rc{=bpIQ-Ig0(0=2bkM`?6f!aQA6AuBseNBbqn(S{nR!pcwgfFv7u6IlbR)ZQZ!8 zp!dechI1${H#=By(&koV!~_@v_Y_RrUW()okdpWqn(CLjRQvPBK5y}(#@?EmxkV|( zBNs-HEPMIRM!>=_P!yozOx2lg#sTAr(M*1yX%2#yApQF@@!afjg>C>cgW@3Au(-Gw zYi5RacOA_~?+-%zWCw#hBDo#Zrb4LE_d+x4nG7pF{4lD=@_|Eumg!@P2sb z$&>P*nKNg~`JFR!CNuom6wm`LvvS#pn^q>J~}=U@z~po|%~IY8^+s2ZvAd@&=nn zTpR)h0}3sQ_S_+lxP;Ue*oS5wsp$Y`r@U9_khRxPeEHUyyG&c&dXi}xR;NG2$Rv*D z*ba<4Q#vCkWj2zV{Y?$ z&JX&-M$yqpw%!Ed^bgWHHXc7l)`U+Dd&rchhK3dLs)zb`Bi@tj^N~vki~$)}y|~_| z?QNsKfi&n$%}SZ?d9t0)+nBg zSemFP`YfzCfjjp;Z|0l}f9a7mz@e9S*!3D@x!_#e!JUnVYk~Brxwv>}Q^b!QZ3|Mz zKNeGe<96M9EsMHE$F4R|QkgMK6j%!}HErU^Q#r0@oCz0X%Ids2ZondG8Fx49sLM-?9bS}Gh!bTv)wgyy13nlQT-d^u2i<{q)Aosyj@OA1!vG&D|}BOJ)G$4bpBrk zhq5EsoVjTx0#7AUjTzA{C={w}8XMU+dB&ykPG9VT)i5p$USl|z`cOU6P6Umvqz@Pl zH}EdXMVF}4Gb_)5TAyuB&OG_rdzCRaLO{Nwn~Szu=J(wN2RT9-H$vXd3_vmPdGd3W za=bgaMm&097w5gG@%!)wU(yTgd{Av64mnXZMg*>}4m>LdZ-`nAL**E+FBb-e4molb zc_fVCCUR*pX*8;J6CDy|_Yh*yj4m>6edvNpgk>#m~>1 zqhqzini|gcv5=q5#dZ85ujTBHQnrf?dRfcn=B$NJl7lW8_B%0C1`8pm`B`e)Q2kbd z54b)4r|I^a+#GXxf#Cvy_#fw^v)<_p#OTxV=uMf)lg|CpqH>0(U)I}VO5iB7dQK@a z1IGI2Vf}%y$#@mpwKprX<$CuBcWNX3Yf+f@h{WCZlh|FAz4U31Y-swyEuh=4Wq({G zW{wV|SgI2gZ8w(N72AI?%fc4WXM9H4o^r!=YBIX6DS<`d@92hzfmbDjjn^$)b9tme zQ&Up}X+TCM$B@;f#o?&K)2CE`NVyqdKmXE%GUbh-#pSe)Whf>YQc@MMpC%p_5)x&M z7q&L2@;p5%Z%aIoXl{&QM$vJ1y}dheh&SVDt!geKStR4ta+}ZkVB^Tsw{PF7UavYu zTl$xb*A*#ym}<&d1B0lJAx&aSd~9-8-2&5L`Vo}SXVe97-c&*OtP^s@SRBNgLedJJV8BeuEPF}%{uknCEsL021jZ4w@o1alA z%f3`izj2D1F10@m0?Y9ar~(9wEA;$d&x2;~Uykz|axq?UA1Ip1?)s2NuS3TykDVSG z{CUth@b72M{;@hvDIF$Ka~KT9r(YMCeGG<{)K=-$;)sbtV}ba0NOo2-N)gt18ZpN| z410vp=7*MVbv7k^dSYHPHIpC%E6V(sW7g~*Kz9FRGQNOniP1TG;X=YSprae3f=6+b z=VI5&ZJ2{Ow@5FNZZ};?2Ah7}a???3t!Rv5Dm--fB{wtCyKK7sRZwp?Z-cSA#IA*B zplkiQMJeD2M*OW0Rne{D@*Boj7L|vNV%PM3YLc%Dc*j;kvF$HkZlOjMOAeSet_%g4 z8GcTGv9k;u4pXQU7Q;!@au|MI9Wy%OOd=)&EZ|JlGJJnRBCwo-fJ@Vl_I@?A;!FMT zS-!@^RzldYX)ZQVWJ!Q$m!tpggn<^aDIA*qYasB4j2dbR3pJ-FpJgCArkr#WNX(IJ zIkC~H+=@f7Ne6hY#GsW&F{_@XgW;PjIR5D<&b51_Q@u03xGeMRN1W&1J<94MP1*8# zkHNl7*;TxfJGgD9i>(xs4&T_2cEo$GOPK%&(%{)E(|or2>1X%5+mVYI)hBTkE7FN6up#s2;G^ckJ_$Te8Iz zdPbMCIB#$i)cdHym@R6mhRjDu-3bU?5G$`ai7_q%<@Ro8 zb;Y4Gfw%HVA7)ysCMIek8?k0#kzhggL^^2J=FLm44!IHFrR< zJ*b!PSUc7EY0$N@HXy~VhV`>0-*XaXDcTB(2Efm%loRDej!>^(v%c%}+jl9N$uY?< z3DGyey*B8iPEQdLk-)8)0qoeu6=HZk=)^8_W>l;GQoA+kal?i>Durasi}NA-Ul}YT z7-Y%HMoj!uHe$J=wUXJm z&VtvUs6}mw4fm1s{f;kvq<9dntpf!_T6649eSA(hL^U?~h?-^}y>H>;9^d3W5lUiP zJtF4nbvWjh=+U7F{GNy*7nG^{qATWQ18=2ewql&>jg0IY9o4=`(l(HA2#8rb^kH8qZ#~>>3E97Cg+pTUzLVb?ODOc0Yz^bXDy=h>Uc9H7n(OeptNUxgl~A=aysKcsQZS&S8?mv;m4br(7m|aQneI|^UV?% z6NR|bJx;1puLGK{XtA|GE!|>{9R76*OV8=u+T;cSGr_SwD&ps6lgiHYP+aJI4@(`N zCZ_I?m7;RZ3Jc#vtYg=-JVTU-rWvyg9Pb{q@HiX*O3?I)%<7@lL}bINn>I9X{MAh=p0wKy0x75hNK6h|bxAnrAN{)dpS$7Q8fKer zLkOZ~nLU+_V|qw$usH_XrA<`V8UfE`i2eT>RV zR*K6o4gr7lVBqWh`*rVQi;U%OFJg41cJDu6PaGb8QVYz)$zEKQe)(L~_YIT=^#L#K zCesr|34@6dl*+oEC^z7nkHr=f2x{Ky4JE_3yWW7|cbl^`X?s#?!#6uYrmPES*2`@n zMmXA3#!*ACHG3BwdFrTeY^AyGY=l6L5rGb%QzzBrA!YiMiDsbmdmYp&F99oYa^?9~yp!z_#aHh%FWo+!YB_0C zuKMe(l^K=|2Tw0IQdjA9c^-IoqyLFTekSW$PAbcm)5Yf?$dn-Nz!ZB2Rgr?Nbs%NR zg$|q8qP@T@@Hd$us?I2k0fpC^m5%hawT-Mkl`6vnd=?_=okm8ZFTZOD zF-N1EHt~F#T`qiMVeZ>IN$v`9s8DESG5;xOCC9wq=+%T5-Dh^j4j1CQ11c?J&)*CV zu39u;YZ@42dR3=iTNnQx+5;aR_+&x#2WGWm`%ln@BU+cjbatbZh_%tJB_%k=buQc% z6C76C!&Ksv)uPwUBHDl^)%H8wHWy4OuLotP&*TU3=Bg5Tw4SEu50ax|L~!(6AU4w^ zPlNH~<>J>?Inr=SmZD?d2OS2h68G#}(Q!U4h+h4WD^;JdNqGPiN?h?XS(e@*zS((q zr8)YhG^aadY|i;jycTpp8YFg$!O|JH<@bV|5J*p~dnH&Ya`XG`v%qGZGK#(^jEdFb zPX_)HuK(jN&R!5#b#RBSk8hQVye=ztk+shkZ`IXZgy$-`ypN2 z_JY6OjX%m0kItWMV!4020I1SbT;%;i!BqhK;1BEQJ|p}Jfp{in_e^Ag+w5YXKU}i! zJ%cr3!ry=cw8`lW@=-d*G8Ez*rl9#YEuYi9C-u`*VsRy(F`6)YBlHkt+Yuid;bVQ< zu|9kd$!fkMy;B%}P9nqQ_ky-R7exMVyZ8OOeQ_q34~ozb|2NxgHsaZr%VU;*6z6Xr z0^v?P7;_iJp8Hh%t?1T{Zv@Y(?t88HL&9HE2p6~g&_pQc*xdFRvHOWJHW*mZQ;Wp~ zE`ckWZm%H7p>Z|e;m0C-FTC;9@@>L4{7nNFA1X`iJ1w!#@uMpgV=s!flRf4a>L|>D zm^buayOSkGQb{l}5rSF5QO`_F~GIb4MbN4(Va7B(1QTijDr&BBvd`%jKnSL)qRZ51q zYlNhHS3T(@lr4AopwPz}t98p~t(IVr&aSa|fr6`E4;6x6W7jEN9H7urY`gEUtgLl~ zgO7pwjE|)+@1ltL&k1ptEv0I8vEbGO5YjSUJ!l%np}re2aD&9I1>eMEl&ddk)wwFDG8Wz3YgoZH)r_{qjJ+{o*Z1D?Aqnn7ooSC zJb2ZHw3CMvI+6=t$+2Z+Hmor<0^)qNshrZXvM@VS9(Pa3aN2=ykAuSoz2+wJO!6MP zSEK=;Gs}YB_SZv;cpoW}JW7lW${m&zEKD?#Vakbj#_zk2NF6)ClX}>^cM~b72_$VV zUxd^O>K#16f?czFh2}Tmb8JA(B0}$h>4_u9SWI*J;LS*fEk$dN`gMt3=MeyaVQ^F1eFvrEXWRd|1}U8;ny$kc%jSt z%Wnwe{})hhGyZ4fZY;S{oS=gfwpm*L^zv_egaaLdZMfJNE z<&BS@ydtE~8X7E)qfC~q;*{59qQcn7k7}aga$YbYnrl$rK0u$e z;&nff3u{^a5AK`Y6&~u3Br866aNa8g^qW#ij>d0!8CotAp&7|EVUzEGog^U4?T>Wa0%KBbLX!c?WSoQrQW-+H|= zwX?k@;3HP6C}vk@&B@MS6?H?WVcJQv~1{QSs%Z)4`*Xh`4*`gYN71^D{ai!lVA+hjD>!K%m}ygb24 z`5?qj>o^yG550W(vesFcH{KRgDHZb48%jT&gELT*6t+A_b`Cm(=?M-6|FGM7FdXLp zT~qamhb8gpEF>YhkstGWt$t6f0o0gL);xXv^(nN-tD*x3Zu@&Gnw|ir z`tvt}dP9i$4ypw(<=dC?pVsV2QT0JsRyd?R3lamS?sf>eT;cGehdJ_s{z!()KEcDx v*8;2V_Y{Ip%6ET^KViiGXisfZ^Hku;tCXFO>Mc$XbPd$Z=7%y9xBLGFt3}F~ literal 0 HcmV?d00001 diff --git a/book/images/getting-started/trae-open-xquant-3.png b/book/images/getting-started/trae-open-xquant-3.png new file mode 100644 index 0000000000000000000000000000000000000000..7526ab4a7695484f5c114cba79bf0bb6e8706c81 GIT binary patch literal 309965 zcmdSBbyQSu7dAYCfFhyN(k+eBts>GO(%m4^-3&@ecbAHEN_P$2T|*7s%?vTXcYL46 zUp(J>zyH6p)>&uP%$YNH?7i=OUHiHx_`QN8Hs&)-5D0`VE%o*T2!so~d|>kc9k}Eh ze@{kLCGJPh_uCu`Ez+*ZTF=-w%|JxNB&m1?|{C^wznKtTyes z@xrd+1Kw?w=CTvN-7NXcesv%PA?SNluoynwV=N;hm{Xwmq7OK#&lk7BFz@NVjjl(J z5HsND5_$g%wcNPX7L5DhZ+nMCK=;S|H)z6v!4B~UFL>NZ{XNbp4-)$oMl8##8e`&2 za22|TG9~t785kA}ZMY#z#G zSSVA1Ayym&IK>I6$A2;}cW+Pm{Z9j~)Yi|LklMIj&7cI+=$N$m5%DL{pK>ge)JWLh zl(E2;zL~CIqdo9{Wy)I}JMZRu2W%y(E4W&7loJxpBSCdi@xk~1o>C8E%>?GV12j>6-}h3(H4@KIGsTcXLpG&Q7RC7QAl1o$ zM{iR?3Jju7zSVpWQaVIwd;Iy;_}yLHD=J@(Z%ZtH8d84!>A-$^{&X?Ai2{UE&}Z3H z#`=i$QP9HTi1@5EP6IhB%Lg(RpnBcP0ap~f4A%F*9lFj zL#PzjD49=!xY{XpFYl%$-hUq*-PJZaf*MtCiDS6DVTb+aS^vFa7nhgEd}*iQwP7|J z&oKg(S5$nAPnSrYDwdX(w%MYVp^a%V(H!tV*yxg4vHs)BANVjqeD^R1|EDPrT33+t za_Mkv$CkT$<8nIgBW4w&h_4W0hrQ9Wtwrn1$X`rXrnjXkDrzVO26k&tf{bdQq#ha# zY~bFPCyA`4qbpv7tU7UJ@|k)f+p}3hS??ldHdp_2=JyDtD}yxNnovFre50c3j*wZh zNyJO+uTsDIS27hHSo3M}nV!dfW|3wCyG>^Q`u)~JT#!Ku!_v@AhV7=0Vi3Ge$7S?# zZQXfh)7XZYkZox5I5#77R;_VelNh})o1QK`<-~2E0{b}ee;>~d9 zv8#*HMg`io$R~3hP$F|UdTnBE8l91W{>s9FBsC=Ta(h!hNzfYIbbTG@Lxer9aJ##C zX6Fk(44$KSZc!hw@AT~@1Bj`&mtR*wMyC3tts{~j8RcgIt(F(Z{WS!P=IU(_Wh8Vl zS6vbGF7lc5ZA|uia*v1-Ea6)}>99M4r>+Ywcnb~A3qe``7`*5?z{;dF_w=OT*Y2k~ z-mDEPUm>`*Bd7n92XQn0?m~{-%`;F9bWp%Nedycg8$13L{mY&nDMnh_^qYDov$MSD zfi#{Vz9sU=;my@5zD1MC6rMC!xF)t8LAbc7DgAKs5oT|%wA0~K{7u6__xvIFTiHii z-iCA`+lFYh+1Ys?gg3tRe8=vcN9gG=d4IWSOKgi1Q{i;cdU@y&BOhPxcMf`m9|bMJ z1y@u4o|e_N;Q1R|v64@%G=n{J?Zu!<+t^WHvH5dEFO1NkwBBR!UBZG@3)m4ih??Mq zej}hW2rMJvB@6rvu`@8(i$As*Zm0Q({?N!!i$NikJP6iWO*ABCJy+>*=&1f2#9Dqm zB;tvcF1Wrw_JX73N-!Wm!qZyrAMQazGiKMEA4t&&pN4U^8O}C9AYIU*=8| zI)Gr7b?U#?%)=ZHDbCyFwE8I&YXOsMix7bw2Q)urexnD{YT%NpV%#6&@#kcEsPg_< z5tTv8i)*XE*C`^wgeCYoLUlM#E{%J7dZ>h0EE6N_8ImTo-x^(di6*e?V)_~qpY6@! zr4CMwK%V~HDhs=PBGE8IjrrM6oQc)XG%On)P2HuIHueh)RZ!mb2)JfO97kGB7Vsc< zi(S79B83iyw54R`st|-Ahq)@#`ScpjgU^zhH9n}njZ@IIkCvkpqDSn!ijRd}69C5c z^Se4Tn%v=ui}PnO-q@%N&3A(~L2tu|J%lrTMA3ZL=x}ur&`8t%L}e|lF26{T-dZ8s zZ0Eu~^oE>|2r;CaiGb4iB9gv8iTlzR1VpNi?cDIdJm%KXeje)OYf7KAn%m10Q4+9Y z8NG`1$V+L9hEwDq7M`3<&mx+3ZM5YI$=^pBCXzrY0nROPsrW zSl0ZB%ZDq@uEj#r3R~?1VZo1L7C#lq6ZUfsz$~3Bj5;wRD7>spya#vUfByW*y_NKj zbmti=1jIR``B^5bUfz51msjo<(c(<4?>(lvuw5rB@`wv#kL@b((+BAG4GTJslco&> zx5d$MaUFnNcj+QT{Q=j`p1$oBM=S&wB3~55&h5K|gz%zpI&{1rLZ0S>te6)EPL|Z8 zroW3s>@(=!p5}vp7zdHnJMFwxP!Pg`7%bw79iN?YC~0ZEdya1vWjVXJ7AY3a%7}UQ zP90wSq^a5af!lvp27CdR>symlD(b1rn(~o`&tA4KS}u73wAo3`!As`kU>0RnyR~B@ zO{C6%L07{tzTKuI`yJ&U2IkgMsu8?k2H1tMI4;^VV-WvGG|f%uQ%%L{1}RrMSed{B zf0Veuf;`NCLX=Vj;W&LhwhJx1%Po7`INep75TgO6X*&<{6aP1qPK2Wc zZ%#&7R*aiDi)IB>1>H0qt+4F1-1%UM_(+L_7uaj2wfOT`PT#W|(#(w=FR?DRzPWw% z(;5g4wK_xo`+)7Qr&TCy{tmE%bIxlVnlh0G3-B=lZuUUKkqSw^jhhQDAV@{;&uX&u z4t+{KB2Mh@RYJw+uwp5~d6Ju(J6bKD+9bSFpU*ZR`{l?MSbb?>i(AH7k)$G@Onwet z;4+K?egcGP=Tbd!Wn&{)1xjO;DMjc_>P58!wrGEQCDnqRvPGa&SFmaF{m-3?Mjxzg zaEd>Pdzzy&R_}#C?feRarsv#bvY!Y4N`@Au5AlUd&(cY# z5)V1$Jf-PKDUgrGY?HWsD#%dP6;Z6$^*&4S5S7GfqSa%+qHBPpLgQ!`*)&%3RZ15h zAHU4z#-p#lzjvsQhJzz=Vq(JIx=D{i&-Oy7YxQ{f*zG~U8>{EfzZpQ#U%q_V+rRs@ zpFsbKsMd4*6~vPIdku}R5JN^r#-IptJn(l6zt_N{zI&)0S5|U^s^j9yj-~@Dt!BS8 zHa3bByd(A21#NF{&shChqNk_V&UX)BU}Ab$10}C$sjQ5vvYcKyz1*H)iX>!fUurTn zHT8c3JIn`K)Kjz>A0K~l;{%F`ja?P3ct!O}LIMq>kXtded+O0tq*ayD{^QNu=Em4B zrb1Xh+X~_V&pqzecjTQCd2g?q1QVI%- zu+4@-Ai)@a^mmR+GuAQjy|PqE_nsT$zE7SGo~9^ko%sB%J~OX@iaLJDK}=_SYMEh{ zw!_L}Gn#(&B7@_YY*xK;{BN3pzAea4g1=KCtYtk~uZR;*CO4{lE{{Cy-(x7o?0nf#asG!T%t0h_- zS{@#_z%-DMg2+a)JhSpL8oke#_9cSAhxPk8J&r|N21kHhci#7HaNX?#;&{Z~uztD9 zaLW%B4N)0CRbfpe&#AWreo!Ov3~|O-fKzG^d`NCi@WU_TtmhiN@4#sBW>N0(0bcsQ zKAToQow||{C>?xFH=9JHx)na^$FIqV78R{1w+MyqH;-XWqY0veTEpm_9_TI@CRoAPBOS3g-Zk%@G>O zIMQWUyo9C)4(gL1%^tYRNR)-VlD{DQxNGqQ4+!Qaj-zw&3g5-NR%>b2XbsTpo&}q? z7Z>`He60(dDhW$Evc(p1nRC}F%PAlpFMp8404!N!12JC89tAZt*}i zfpr}YJzOrd7+-CSNb_x*5*%#B8ysX=L*vt`l^Gj9XAGG9kB`#Mc|9J zYcj`y7w>OqAmX@U?aGQG`)4;qMhK5>Vhp5AjiTyP~8Ji8CNy_&YXurs>& zd}kaf+Acw)OYDg3rUVZJ5a~X>v=Y5sTTQwtR4?5~(6(7W<;dyK9VRhP8v^cq`cQV7 z-(sy7dA0inwCH}#HdULT-a2bTDJ=zLU?mHA0PiGdh;tza>WH^EAv4NASKc z3=(ua1ht(!={=|iGK|_gShv7U<*0o{p>63#cE}bH+dr0UI8Q$cWX7FIudrUHR8_Vi zk#BJAHe6pFVeAjpM0c%zHn478y-;}f%Zm-narFdOK{zm!vhUGlu@M(V+Wf-h^LmCF zDX%a4d((AXjG5eNk)oGjz=@Tj`Jfhngohh94_fWJ$y9gm7c@X%cART7SxIN3xdS)1 z7`F~X#2-HFxVBGp^=u+4s_SJO+$HFDr)tEcdvRL4Ow_TX zz@WtUK_|ux&`6`iNw)<83>!UtWzWF;=JZqR(G_IR34Ayg2q&SenLcw{N#-8_)Mo&^ zFO|Kt&saweB(rp&#*g;53Yp$FN-CN@Y8RoG&!8LnQ<1KN@r_dxEzaiua-WVm>S`SUoecW>K$=y^_T3%OHIv_&UZJ-0@i|J zK75g1&UY&DMAPudyKC%n$Wyb%Mn!L9fA4$>Z&@q-0`V8uPbHgsf{T z6~l$+7u4d4%MsVzFIMtaceocVZR>(7hC~?4MQw+4Y-(3_{H^sbx>?+s^cUBn=lw}V!i6eqDpiXoP( z+-a5ej6Pq>c{E5gffZ{-`f+n{G_V3%=3&}C2ffl9k(J%d2+->P(cVJQ5F18*-(w*# z6iX6Q8wIu#mF-ClVx<|IFVbsDfziI}xG$C^fJd;>}EzJ zRPRH1d`lXbni9;Nd=K@id+&Ouu#{K`o>prNYEI`$6bly(VAA&*@_~wA6)C;fXsz44 z4LIB!428NbobyG+PsT*kN-_w$NGb?!)BQdHPr(BnG+$E$;)r~Xi^G5O{c+8bz4_05 z!0~8c`o6iDJ`C*0M@K-|D05h6?(6GwaTgXkJslQvoR7l$v~ZVs7iJD?4?rSXVn2Bs zuI#%mhU?f?mgdMC@6B#8a0I6tv6P^pk4L!*6jP8dYUbVcMai=N z8s)D&yfBm;p;C~QN{#fy-WML*Q;E()-?oQLx?8Df-8BS-$y&d@V1zWcwJw+Q!k8n2 zepZ{mQhg#8Ph?1J09pPPH&r`xetpIBd1-?fh5b2edr`&(0J(7s5VyDj7gP-1XH39~ zsi89QQO{sjJAv&kJyGA2_GK0r%3J&k3c)*7Q&m0g;No~+X^#g2;0X-?lQVrZe0$cFJrdKy)vHnuSc+Aw&kdM54zNXQnN+5h&ACeEf!vaB? zT;?Msxa>Zcb=8DA^i&!U5*6%=x;p}glF)_^0iMc(dP0DxD;@&Ugf5(;oi z0pP!Bt)EZIlC*y@my`LhTS;Vlv*oC+go5NgyeHN2ft#_)466_e zi%rWCrGfHsHLpZ~#KT0(2-mtad+3kh$s|3aeA}ggq`^X4Bx!#orxiM_B-U!25-n|J zZ*Hc1us_(g4)*NoOcdnX{v$lB;qFOaU%&hA!tuPvYL%O?jZMS0V9s#TpwMA>?vL`A zmX;ITlSKAaq+|ENsby%%5wt=QQF}8=;Ektx99}{}woqN|xL+jisBVGgR(tWt=g79z z)Db{|UaECruX}Z$^LhWA`&8=n=)K|9FH+7zBl+4U7{gLa0GQ~uoqit&qKm8Qd*dS( zO2l5|c>Uwcn~(y(7|pIK@j2(}2jx6EyhxlT<rvrUpRy)1ls z*BE)dYLUK>Vh9P^_Nn^HooCye+!jK>Lc5E{&^Y`(hzzAQ**rtK!DZiVV|EkdwwH5;v>AfAJW?jJ1x6HMT+{uHOAft~E4aibKx-h55Dyq%kQ z&%oYC6u?GR5w4N|{y7;KSF|6j0-*KX4KAnA1*c8j`jk|vd8T_xQC_0JBKYnmNi@fs zC%&=q$ZDWw!G#4PnbuRx_udVr`&hag{p)PomJ)UiGvlpce#AW2-@&hnfncMM766h%D zg?V&L%!krxHDgI?gMYc$i*iHGDhGPyLN$NC7TyBCRzl***9H&}qZJtBAZ)HtIW11Qg^DSJJtm}7?}`bjdZ5{k8pN#M!fBJ0V?0ltCl6WSM5kLD zrL|S-_D=TI1w8k446iiTmj=cImdfW_;!B1S$l_DFi^`o@&uw6_gR+;(YOZ@P&ixPr zncZm;HbHRbk0iE}hb&1NB9|`Kq8V^{l4O#ByKTmj#^tA=5I&ogb@PnU^Q4oIke-v& zJ2yYg@f=jU{sq^rfUs*aCn|wD*s*z)j81l~t_{xhe#;%Z&MdF>T-9nfrO*9u&QRX4 zs}|+Uy;#MI;|6!(yEQHykMs34mye3Q32cqWeU>0Bv28k!w>KGINBUL%;)dlvC_nf= z%Ns8ifTzkwYvRk_6XXzNh|iR_PdYb!2c@E}*IK*GxoIs2W1?uQ?Ri0l1XY%uiQ(4W z-Gl0lyR6k{QR&VPKtg5RMM04@({s(uRts8vo_CkH+BFHBt_M24wU6!OFKWJh^ZoJ# z1<)DbNrttWjfY!4u^<+^YqSnrc*Mak_Vl*czMqXx5~US%c`3`k7Uj2k)jKe-yl9W; zup)io#ee5ImoIm*EDj=kHy9?ono1JAURcsd15CPtr67Q+beuGUqR+*b<<2{Tm!8`EZSEcPzqXo1R#JzXNVRw zoLq?Ex8+S15cpwGlIQO=+U(DHkRwWD@KMn5Zwdaw#L@4%%Uiiw6{HSS$j`FtuSyB3 zu#^iE4C&k$6wj|N4(A0pZ1lT#;G&thrPGoQ4j)YPLkHx5Y|U8O*|+xltyh)v@UVne0(>b;yRK36I>$2b$HS0_DUZ^ z=U41|>Pf$`jeF4%sn4lxPGkiE*m|7Eck;HF^~A=k7|fE2s#@tVwM5q?u1GfYIf(3w zX|nL~NYc zHaRZ5^*kuus8AyWQz97@!YW%%t}HDUst0W{|CS9ri!9cbO?`Wj2;i3-!Ta-F>C(L0 zD(FpdXiXQaV)q=iYp2WuHMCXbA{awWv@guc4LgSXNh-h8x;#a}NongTSHeAgL^|`W z9@B0F>wvqTw9=>$hxD93)!e!|&T730v6xj<#9eNEFkfdtj3vrUMtpjOj6SjrU-HqG zdXB%g7R|_VpOpriMzC@Yz~;3#6p=vy^8T6$zD4szdqhZw1wx3NNC{IY&ckUV_-USk zZh;j6^qh^&)ZWME=irDTZO>qDuz=0N)p_)KonwnEKOD%KUUC_mvmGo5!JobPZoTwy zJjZ)b*R?w^E^EPgll;X!gNB76Wku1pXz%OJD(|iD7{*hwGBQS8jW_%tkFzbM-8#g? z#$al)h$pY(rcXBz44IgizPpX*Bn`Vu;_y@X5T1NSMSqLZ+GfDnrgW`l{l9_#p}8#f zRnD5d1-w-Ys#|+2pL3PaDXet&>yvXWY9ahXGiuCfl2$XbO^xA%KH4%zbK0|fr00n= zB-QI&-#3Bn<-McJ8x<9mn3x!{iWYAh_DB&YTa%`|kF;P2A+MaBHHz{8G2NQUj7+c6+hdavpxLQ15VMk!6W}x9AL&e;667A?BgZ zHD2>H)zHpCh6Bf`Cb#{>UOALnxZ0E%pxlIYkn}aCIrM01d70$WW@ucd2qcqPz?VM`?PA)W3=xU1vdFSAObmq`a z8=hjLf3K^_AHDVXxTKslwzN43rIlKe488Sr5Jg|DB*j|ocX6N~qLI)mWQ!DX81Qpl zARiAhtZ_Wd!i|X@HLB^N`YY;V=K=zp0!E?6m9Z|;+w5QHzLqn;qBo=%2A}vO5tO0C zp*LAQj5F3E%rX5nt1nZ|NLt_r;e~uv!Ny5?tpg{=@V!yGr{gK&Z<}>}WJ`1)PxqMM zRW%8EwTF90oiR`Xuj!W8)ZBwl#7*>+Lu?qCUh}il3!sU^^q*KzEe)p1?YcM&O%j3`x+lR8x{To5j$hp^>z$>#JD;qh*}#Jop$QyLc> zD}sU>ZK)IN2b5e{U)4G!1?U?ybaOPK-wS@?a@7AodrTFF)$NH%PqRZ~+>5!;aYL{CRszY?t^=cly?3}B?i&;2bWT34ovYe}4kiAnLS5Ak7q z@(NNreV-5Dpr6Dxf_3G!b)AnX7GB1qHPbM}vn_WOt@nkroY)E4XyQI?qm6f0M(*>j~75lnU8ClR12-xo0mDTU*_!d?0}Bo zX@RkpGd@*kMkPeFP!4P|YwWszOf2F;L_n>t zvs9HKhCky{WWD5{2vjHpb_cjf#C(JUCaKG)#UnP$@={lDg3^^01mc77#7sK-;z4Bg zYtdvvZbzadSzo1SP%&^!0H_U^EhXgunnt;kg-M-ujm<+SYov!1ku`vfqu2GCJWxlP zy|0saOPj7RHK9!po*ZFt$^*UZ=Yof#;p{yPg`~*o}l&TogdArS^}8Chl#veXf;C} zWK#lAVMFfZ_WXPI{iuCX#4;Njah&-J4txqSEEFl=bXyyq4m)W3USCPPrZr9y)yXUlCfozY@h-f(rc)B7bLlm>6?Kx)u=f)IaEPkwS)w8`TD_B^%v8-Y^L0q?%4^rdqy49}lHDyYn$a;_&7`C8WJ&=|=?R_{#e)3BCEr7-OCB5+T;wt$dIJ z>R!9$3KUiZkt8O?9(xc(qUEz6=;+$pOUM!3`x>#CpQvXrG?0wkZJiy2oH7LK``Be24F{6tuEqc@&5ehfyfyOou~#%_c_Q7LsS|N~Tt#C{2ND zo@UPg;9tez42%u{p1lq7g;w{&@?N7NW-s2peYy=r^hkkfbNXy6%gbN-+&CMWG^v-O zK82r7R$9a*B*bJ;T#IlSZw&OD00a_Jvd z;p{+Xd1k;^y3Gf4~-u>ol_AZ63Z{;l2s{g!X|N%&~;w0d#)YCqWZ_L4)-3+@izT@1Ihsn787 zLqA?z3-&sL(FwZjNKxVc%%egI)p~bF2<_W?f}6I={h@6AYoUr_tCx%!E0cV86410X zLBwpKBBf~Z?RvGNjssf%X(A__WAo((($QYXxR4gib#96I=+hm=FPF!8)wAuH4w@Du zyVE7%&^rWUrs4h$&kHEPu@~Iw>TO#7rM!vm%C?*y3KO=!P=IFt%sHqWY#z%)X?1}_ z44$suHVSd_R+pbvC$mp;^F&c zmf#{rAWi-B5c3c-5k@zA5aJ*82ube*2&tbyYl0;{m(soT%!QcI^0ZYQ$WzpWzAz6D zo}WHdwvE9= z`bf{U&o>Q+&E4ji-W0P-r@q!)nz&^AR8K)Z%WXjlBSTwh+jPt{5xAUDz;mbAUhmp`SLva%UHa51CS!G@F z3!qXl>!9-QfY@+9hirVGT6|xc_j&qtUQZA4Tz$TE$Zu#^K2ZveBsp|SNhe+sxr zX`i(wgV-HVI0o$eXgZXA^{bDh!@Bdd!wv~-`3iRlOk}b2%W;t+v!d%qz@xhB9PN8< zSHHU5*S0%`Bk*2ek+NxvHDl zj2aIggyi~tS422(3D%T*4QLq~O;b}b=vs*$yqNX7ZuHYwa`pT=-la(r<>LJIk&)X<30El=al-s?FCBJN z-h~mj{g4PXV#Wkk0M51ARhr$+3`d;*Q&Xrg8#Drn8v^TbqbBC&TsNtc1_PdYS`C8J_YDBDh5a;BScXh8xU^Q$UASpK|)%6R{YiT2dY04Y<#WF)Vn*F~+ z0?RE{8T5QE34qFa3#odGrpR$_@Li>(4fhdb!d`Pc6@oSxWS7-~xyE!LT ztu)+MrTZDq68!`7#|^Y14X&%99J$BWA@OcaqQVpi9O$7npuSx{8-K?I2y$69YQO%M z9Cf^dL^4_}<*K{ASxy1i4M2lTL(3H_+T@AKY1oPI`sMTFQFS2W#eVE)#CHLa%a$R@ zt|&}xqpmTRC9|B=~CusYAxDcI+~!3{N-}~ ztU2?P9I;?eWDC9!+YPSgA65*`Rt3y#NA^ZE8 zcZbS3^2vPz+v6nMZg%Nc1Nx0$9TkO8eUrt8p%&Lu*3gk`S)z@BTi){GC0}bih04R3 z<|*R^8$KdkdjUm}6XI9~uO2`jFjSux(vqm>jaH~$+_mm-y!4QAtlpaRii|j;tg+IG zWoh`bWa=Nf=^f>)M<8?l569@JaRH4QgaBHuppUAxmNjQ)BeSrFD(^{Gx&+J+KkqE3 z`j}$H!!rAO)zBUSW=1PM6%$DVXQs5yjT(P8X%xhmNum5S3;s9L!vki z_#wV(Lrx#|z;PI~G&BtyA|mMz4Ak zHP;6Xhn@T2(?Rff!DMx!oCkcbH}~#3=?P=R{bfKsec_{rMC~ptt&f300{7wP`#9s= zb-?07vzzrUec(km8EUJhd3tYQX%pc?xh1<*c{w+*uuDU_&&}2G#cHI(xI8rC#$iW2 zdj0n1s@&r|#sB;KXH<-rZbzeXnYZ#L+D=Js7e|IKCgUv0W^!?FuFuz@0*?2R&X#&# z7_M%4pECjd01A|5Cu@;3(8Y`C7N+N{Du90euj6*)z>0?$m0vg;zEckJjujl`tHTTO zToKPnG$ZfK)|5Ox$w@Y7OY56FlkZ#oIuSvZpyS!1?2$Q$A@K+(TiDF(=-eP8jXL{O zL6v<&G(0?}x%;j;1qC61!1-b3aL_nx84zkO89EPabOCCSPxAcpHFl#$YQ>mh7~1t- zXtD|HtF^`v5rtoofM+yb^oh;1SQ5c^#{x=p1y3Q0FzEpK@!zW$pgpX5UBWmA$eU^6 zeehI~O}o{p-vn97{%jop)Xx0YXV0(B4hFCK*ut*2v!sq{y1o>XYLq#n>KEyE)QT%G zFxH{PtBS_NKH~*7)o5x|x|+op%Ra@t|C^mY`sC9JFb&#Nz~2+Ki{1g~76%bYZgMJH98XxS)Z%QjDN496ySPy zLs-$0ES*|yUAKB`AH6@l=tV0Yh`kzZk9cu>^YBdU(__V!GglBVA;IxN%@V_2Lzkg9 z1W$vA0KeS*G$+X$43vM%STo$Vlt4qmn^s-7>%yRrP(Fv1(ZPxQ zGp_XfT5@*Y>%OPxw$}eg>CLLXqX21Xpq<_Lk;Rz0@(Rtgtxu{7_L0ejk8Q!ip6>$j z_MOMOf%-w4+@i+D#jD5-#AM6>;gi`=ts0xbpTU$TJz0^R0j^wJT($5y%i5C=ma&K(I%N$Y?o=;Bgjvm4kx0jLAb+=cf zMktMdYz?`8-2H3TDjH-rh-v~#?C-ojj0BWqhcHMm9_{A9U@xrs`T*_gecyc-p(^P! z0SQ~#%DepBjI}Zd&U$>Jez<>%Zpqd4KS~x)EJE0=3G~zXqGh$nn#Oq(&4BH8o`XAASSy6o)yuB@dk$Am0u zB^$u5k&Zp^W)ot2p^(wKz%T0aE8j%D8%9!0%-Q$vd-%AF{rtPJDc;uHAfUO^WwgMC z5M`aoB>)z^^qA<;67K`nr)y-k*y85)2h$aS9SD^(CJNJ1Fuod z;T6|VPJ1hrL4X~x3-bV#B`W<)&7(~<4N;(+k)%`QTk#>{TRIn>qVt0pOSGBC&td6f zlo!f#pPgJxqm8T{wa@*k5PjdLHXbzS%gpsE#2S%l$gabgX~|yKICV36-6zve)6a;- zUod4%;dNqv1uuoVN`zMn2BMCzp(Ot82;%v)Q6Q;^PyJcadmuadC9> z;J0_pa$aDRrJ*Eg`{Q?ws(S1~hbSSKm`u#imyxn~V6OG*B{gcd^+OgT_^j2h;lfOB zM34N8{i~~Neu}5qrQ=J7&S4oiA?paa`e77gvVwE$S-e!67)9$TjE(VUJHyLICwvMs6-i|np|+&I5*SnDB&kCy7UXdy@g z+p-h&ehVO_3=N-r_RVw=5U5Q9MCVziW@aam;Km`AHYyhN5}>>klbT9;iL`vv1(j7$ z*sukArb$wI`+xcJCQSijc6K&;4fb+bzzvAI)NvI3k1&fw620jbnG^TXz> ztb)_K$d-e%WIF%*Po+@&DLho87$)B+O;qjfFi%zOm7qB6|{(=`Q6^_bRSgOl6PE zMYe65hm&V3(FRQ`tz$#CqSvXrfk>?#V^X0xneE89KiI3PwPP|RAXogYjpr}``wt*o3x?IlG+oENIp`SNi3EOdp`G4GY$G3hQeWRq9O9_I`K ze7CdZ;C%B=9&G8z8Fz1LV877GK4@HZNh^C33-gbSS^Rww7&0o4o%*d} z#`ccO)7FMn?CtFX3=X3Ugj_2HL=S^`Flvv=WzRNPN(=JJq=tnrD~B>TVg4nw(x~X^ zInMZOE<|}ZJ~(Jr@!>;^;>W>Q z)8f~yB>$OJzydzF9L&+Th*3$OTzP5LehhZmo5>&8Bkx=MrL0$~Xbt`Oaf`%nqSV&5 z>T6_T|GLU^{11kP(I@cz@sz6FO1EtyW@h#TI!!i0UC(oZT&oL2)F`dw^Y5mz0_h4> ziq;*& zz6Us?v3i%O?3Vgh+oXIJH;UUaKesD3K3)|G>?~9?)VsF>EL4R?VVj8$BE;7^100SY)VR__2)xEXKTjb zNoT$#y2AC2RJt_YEhk+^2)^_OY5Vmuhc|_4g1hsMXS0l%pQb9eVXFwSvpa5|u@2@^ z_s+FP@u{(Ri;6M|YHIJ^Rq@O_T^HA1^!3wA*LgZRPX-WW9^L$R4)e(Q^z<)p28*H9 zy8w0wmlAQ#Zo}}s_bvacHAUff@u9p}%NmQ=4~)}je`X!@zU5^_IRsi^HeBo=2aiZk z;dQLe8BAl7E{E=827EbD8!fJ|PQ_nvfH=#@TWbfY@=-K-xRjPQK7P&_PQepxzRf+edwwCs zrqz)cng1HGbaajrfsO9RsOxAvGM@4CJKRNUW3lA2lXSBEDO>DM#?!=)ejJKT#l=px z^ZZpc)luUY*#f@fW%*gf*$1Jdxr`@77EO$jihJ5WueHKr#qdWOSFmH=JcE78y&c*S znw(N`kRjD|Iai&`xHBAlcC&iS*nTbG3I7Da72BCh&B-&~%yJD89h2BpBQFw}?+9fd z@qL|J2(cH9x_+zUd5V1nNLL`&rA>$gkMnKq{fp+CYfE@oa?DSb(wizlmjkZ}P#I+V zL&eO-T$5vNwbi0d|0L>v#y1Z;2oM@as=GAEo5j{iJD~tuGC=2a0!-40`hCg1#r>%^g;vQO@3)ViP0Chx6@(UN z`y3riMrM$CYnJQwFKAayw&*wQ2d6yaQ_G(s40*X1zwwR)?nk}+%fsu=s2H)a^~?Ja z&)BTe_99tl>i#F&P-R(5r}RmEwT&syyPHfsB*HO%$onO@Su|NpAE@u-S=uz}rPn*< zkMe|Kvbe5@#6S-6;*V@^Z&AFPo${OiAL`yZD#|YE8y-|ZkuV4W0fPnsX=z2lp}Pk} zknZjf0Sl3#q(QnRhK2#T0cnAOkp_{LX6X11D(L-qKWlyKTi+k=d#!=%%v^QqI%n_S z{_TAkmE49m;7<=R39EP(W%{E6lk!hKhRGcvN%Ya9XHf zk@Hmqp}b}kn~?iGe}k1-daZ}EkeeGeAbS_A3f?K`(%+5suW1La1%y&-2ZEtt`p}rRH~}OVLk1UIMct=8bHYE!o&e!K5!Vv{?mLl~0H?%29Pl z%yMovu(Wt)jw=sJw~i0pn-u3lMXY3VQG^Vl0_phkZwYBHUD-{7{Es$Oi_+GlfN zEB4%k}a7}BcAd{e{hH4 zcD{fn!zYF_L6N%Mg4PG}fJ^H3HOiaOV4ip3Q%j#7joW>-7}d)iqR5u{QfbS4r_9L& z-$3H-?9S>$b)Z3b95joHrU@=pN|I*tc(je%1c)~tjf_)*R-yIdIV-})jYz5L?=8ri zgpZFkM$dNr`rUKq&V{g@hTO=LmD-NHsbD|c-F*Xg>UV2R17c%F7k^-V-s13<5H63i z%kt)h>;~3gzKo*KN;E&j!^v)Qc}N)q+nCEEO%97ue(xB6wI9DoLO`%3zgDpx8F)YD zJ05dNNXMI&)%*~K8Ff)f^Znc7tmXLgx2Mr6rlv3YJP)gDbau*(YD9BCmdlyKFzKSA zDPY)>hId49+%=A~FR3}0W2xR=&DPr7*Yez1Id$|G$E9DDS8n@Kz&W?VZ_AYomS|Ma zj__L0YLB`jE%0S!(`K;LDx5azmQjBWujg8COMM3gN#oS?QqK@M&9hDGYA2~w9zmzY zl+^QN{+q$yO=9DsQqvFCUgy2@2%((~!97SpjC$sa4vDJD8DogSG{JTkpA zQY2aQiq|BRPd)U#GzuN^p5H#~6y7Jd<#`Q}?I#h??K-90HA7RcW}N+R?IG;MD2Thc zY!GESW2kK7Mg1?AG27j#6`LEQssbYg_6#u3eQPl3-H&P`K{6Y0YI8gM6Gg%4Q5JDa zD+jqZTF=bPiihj#&4;0exi0YF=J#kikGPkzlD>NX{yi?2)fzVN#fjgLmC9sy!V+b2j&vI-3zbwFb5ESIFCV>+L~08b7Ge&xt<~== z*+{GBhP{H=_^p&8MJQ%3{j5v{c|xMY0Sj5KJr=+m{9~)lY_{NS)-TO$o9M0I@9e2J zpHihfwMZ3{61bbdK=obBk~e0qeBjed&i>x!J|+3$_>?AlvRQ^s-CUcc&+1S5DW<=t zOp#W?Zxu)t{==B^b_3^SF_%K(>AR&7E+vc?;L((XLAE96{gvrYPYRn&QM%9FKELHc zrNOkpo2w>MbOmNNNkU=Yp*c5%n7=LF7@*%hQ`FI&c-?pgnO~E4ShE^UYx?a=*Z6HJ z0Y{}kxi~YO&gUUFdCUjarJ5LE4!%l)4jDGA%mNbi67iW|-`^u37m@MASywNm7A7Vk zf$8fU_TbD6hO_W24i)j3e7fMc)GJOZ-GKfuTI=g(zvF(?;->%1D2^}Z>#KMX45X!* z?QMsyPZmzP&AdQeu;scg<*im=6dG1eELhrPBHcJOm#+9FntV zNXV#qOhm=boq5{A&IZR9*VR)9z^A*qA|dS4c(cY;CPn(BwQBVViAhNuUb2;%&4(q?nD}+N+>yesBJRKzw&nFP4y(weX#iD z(9*~yXU%{5@`x1WB#$eKf6~y%Xttb8Pwm>3ZfonByKw?e8QfFh=us6btN0Ef`)2_} zEx`bVvl4 zl2$oBv|A{yxw%}vDmHu#$WFhu&mY1fDkfKUZoni$4NElvF22nhUDC~&-_jx^Nj33d z@S7dAu!nXe#XZQ@g@jWrYh>m@?t#4S_K4<4P|Yo?WS=-vN+OI3$&DNfN>!o};X7Xj z7`rare6@8z{Duf?EFkFDs3>L#3fD|?R)ze)65oshBC;YW-1oM@FoJI^5>5HGr7Atx}55+OCb22H?akdnD)ZK+*OyeSZMmn;TC5qn--23*_U=* z?W-<4e37^w;&_?q!gs1HKRvg3^6NsM#+(kCR#Tp+$q!-Eud7GIVC-mGa$M~xih%2( z%_)!NqgsSU9!9DffI_|$e!>|gvxI(K+H^~-nxXt{0NH*vqMxK3`k5TC_vtw&yGa^cvcG_e1?PxkxSb8lN`!-kDQnWeIDy3JuZ-|hJEjP_>K@DNqu^o^!DE5V1TWSG-p)GqYpx7 zuHs{ZVycAxz|aQsns(cDswhZ6ZxAvYcAMn<%VP)#en>^$z3-p(qto} zvN+K^d>S)!FPC-k#N}A^Vwjc zUi-6OIJ`6kFPsJAAloQb$hL!VP(%o*)D#i*dfK;C>^*`F8#c zvC_U%?t@_t!%t?st&cfdt!`i5`>oXin5z0VWx%QHHG$6>J1y=Pp1Z%mK}nB&uMSA+ z3~d2S-E==Qn)u=spf6m=Zf4C6vSIu)^F9OmJTWB8yEkDtHr+W>jfcYm^%n3wSuTjh zyK|7A3SOes3L){oE~2m3FOjG?lc@G3rna-Nw|h&xt+(I;v>l_e`kDOoUsfrsfvvJXtI$WjMoi3Cfw7woEBqaS zxLT1WVUa3n^6bX?2hFy^ce1P7r}40#;yrsB!j>t~761+Crv-9)sQ&$mt3PiQd++S8 zYW#I;lS0-2XcwvAXxJ$V2&e=r#6#|`Uj=xRIV-|;;a@p9{$ld%f86Kz0EFNy)}xaz ze8!jq$)eU97rv_uFZhstB?x`I#m*0*tzj5KLNv&x*iy(`3@F9lXY_z62uWXgM-;y^q-CAL7 zs-U+6R=S9LOS?uU!L#Hc_BJ*JMdU_t) zsgDf|90zKBD|QzvQ5BB!%dxXuMl;FVG%UixFzr%{a9UXbYdCGDH_~gTe#zTeC!gfF zVr$1`j6yBcvU5mZ$am^c5?Ed1EOB+z1Z zy6UL*;bymlbS?wm8BUpidv$LkZfWPWvQ^3iC~misCQAf$XDB8!Qzh_O>$>cYWNuPB z=Bnjt%|^sn_Z{vc1B<;6y*v?isS@$7Q_x<$(RuIPh0>OemI&G)8t=SImo5=gQ6+!< zdc$+I`Kj4yl>Kx^uXSFG()gEvbqCpm+u}u{?@}Km-0B;Nt)3goR8B1iO!J;Q6AUJL zBQ?tf{q`cL?{{dJ1q38$Iuo*WtKC%JtxW`r&Lz9jWa@zy2gWxC;D4vekF**lipJF8 zYE>B8@{3hDwyJq@FD2tmyczm6PCy|1y7Wa*xjg&8@rd-W0FDJGOIyk}|so2S1D!6hfJA z)ZloV7>WNM3AxFWC=ovZEq(NWTDpGf50EhvT1i~|V1 zA}5!w9LkWu0FCDLlnA#6+?Q-^t8!U5ssyGjytjO4TGvD~TW)-qtY0568$f9VfMxw~ z`?b|ohkg=uGrbWJ%;KqA9{U7wRCvDThGJ?*x)g7k0Fb?gn_F|6}|IrXOkl+th}6nhQR{B+xG z*>^X17jZ0U02iQ~mq9P+fn@M=%i!ZR-*)eD(q5?MlZ9LXb#=}i)REil{wg7Yz1rK_ z|H5+8^3rt-)hVypR5DbWEG4wNO_OG3XytNmkvffRl%1ch_XNR0e^L5CxuEl67%jn! zXktr8ouriXJn2YBe~f)M0zJKBRjSQp+zzLOIdnZ3pO{Wir-ta(?AbptHdc?`EJg0i z0?GZsg9r2b&ZAv%&O=Fcez@~5S=i9-z#zm1tNa9;%Cl={h<8x}FOjO0UEzrPCJfxm ze-4!yN-y^=v2@f+8dmAhl{Z|8$@f0UZrP?wP2E{bpy~7T-b)T3qDf=PE7PHAkIBBB zEGZ2aft7IxmB1>UD7a1DDk&+^Lh0*M?)u@Feonj#qOl0(p^pMh|JZ8BKeSHTNmLvQ z=(S8OlXflRAJ8p`A7gXudp9Sl_dRYwL`w;M=2hT}lJ$J4^{DRJR7aO}UbO^3$>Axn zu~*yU*OC^?jk5sVJ{j2cRLuKwaydE|oU&7jRp6*h`*e!j@Gz8?Q;aOUSXA^dWiD?C zL&mQ8{xoijAST{@@y__fO$mH;pyfil18F*PIT)_soAu81!c&;ghZ4h;&iOVYMn$s) zl7~7A(JaVq3Ah8MSDoq3oy?ErWo7&@*Ip8MinUs9mR*fLr^9S&q?&-&;@0X8(N#v& z!TxTr+vstTAx*7TMJ<}rdRfOEXYBqRstv8#GZvZQX5g&P*I-^F!rgU?NIty-6_>-e z>C{^qn<66Dt6-x_%F38v?>$(s@J5Enu0=@A!IXKf&NjkpOTYSPTw;Y~S=Yc)O_z|# zN#d=QB!Y2rcfJ#byS9Wyg(xOF0!Ja1U^ENVY(!`y#SBz|aR=+tf#A2-b!K2p*($3a z|BOAIkY76DCAkFpENFM_Egdzr2s}K(hj6#eMcAZcWm;;pRgwR^KuSi&LrSlKYtU#u z?;3!lFt^7EZr+3{xw%yU?mqG5%gW;(T9J9G9nvOI7e?3|D@pX~(I=HKrXgc=IqpRI zBM4}n3}e5bz;Qun{O9m%@|8_=i5eqEsb=Xs`tXc*FqqD`U01iGg|eWRt;2_m{5 z#NfrN^VSZ73(hM1hX=)`@RaqSSuHSqVHO4@;bEoLdM+}rNL8CGEY-5X%!qLBjK^!@ zv+ln%GP2x*vp*_Mq^_;Uc%{29cMz4YH;UIpB_|m^Axob;V17KMKw|L)P81LdiuC$C z_@&KroeW2!gAHB=+uoo80t)Ri2o}zA6wN^c_w8cWHB#`JOXdO(Q`$IQ8=n%(!8FjV z7ltdNf4M2qD{tPRgA8G+_uI8vtTU9M6vv;ooHI7G|kswuyE?epwT-$>GDL@ z$mNgrs&C3MeS@^np0xJQ2?y(m0GE6G_%TX2H-9_P?PL3?auW7IWJ2o4`Db_L4fZVuOH3!xqYvTnZgb~gPP3`12Yd!@uIgjeciijqBMAe- z=w{bCk)IO|_e}W3sPJ(RhRv5`RvkJz<(L~6R!qCZQsNaS;lCJp0- zv#1%bHw}i&M83GEuog1kbKO2}3^B(XQnzcz-zd^TU5R3xk)X#>WX8h+O=bm?mJh0f zBal3%hjra(HNH@~Dn;HTC}5&1inxr_ns-^iaS`D2?~pF>M#Ql0)Ua zSWYrksl&DpNZ_CS$quC84oy_f%+`AGYzMvhs47=`V2ZFDsnR^$Y7)gX*U6Q_DjfQT zo%fRlqMsi4)aVtZ4XmkoL}Gj)ke_P=yn0aWzL{5q30@x$w67nW=%mtHD7$!5BExk} zgM|3%=Nuv<^Ys}pY`ZU(YlCP;J?ZB~d%WX4maFo}=>r!h(EgH3OE%DKyp^CRv{nGQiA#_^eCdLFvGF{)rz zj26InIeteyfOS`7S`Kbda5|J3wZ+mw=envZ)8yUt*dntBqNSvyd8~%|dk>s3Jm|jJ zoxt<{_uMx3S37Fz0|=CX(=#SNwLR@Ty?g|1`@y3(U^u0P0xLXw_4<1@9X6kCV2u0D6`1)T<*fTEe9Mhvpw?rxcDkfa&bJi-P}x zc0cJn+q)b-U2jWGr{Kjd@;~rdbVlqX55qqC!GfHy(s2EH+28-HBtPV_?Vx(mgPcGw40Ksd4xa z_yDZ#?iXsXf+o&#s3|Mc$fOcrCdQxjKJ*k1rI*cG6#(FotE+2Ed%LQKM-`~FYCr?1{SlEPcQ%6`}NZxuj^m*4zd(DXaO?=1R_y)rvj$?w{H`lJxe|eeqhOoFW%MFg(;yv?nx(m z0)iiUb>g{-gNpg}udnhmQc^TR>ErW#(+O0NHJ%_!4!!3=1KFyZCp<+|#0L2_nlIR) z{N(!M#2Cj9W!s0Ik%=(y z*=M}|p_6~Uf23pdq$Bg=DxFMsOBTQ@qLQta8y3;03I_Oa{VO4C7f&uaPN?`ET`VSU z{1ER!#dEW_G?vT2#0%`dN0T~uss6AMA728=z*7FD(Kr0_pyDa;8Tk#_ot#AR)8s>- zBc+wXlA-%}_o4d9v6IB-^&je~$(WY&+pqAOum?}NR+I*#w*Qski=&3<5XIcUgNS$3ZA zne}mx{C%J33P9gHU6&{Xz-$pc+6Y`92^L~J=CR0A2R`3cKA9m}tV%DQ`H6!4z6zv# z=u-f`r<)*e<*ez+ejXwV@0<<=pPt#b?Pfs^cm8$q&o4e&3i-Eg3RAO>>p?P3TRBGw zQCp|9{>O_a?EvwS$nQ8^>-$JSBq2W!JnZVXwe6Wx|8=h* zjX2=4F5(Si$Aa*mLc0G)#u8Vu)*v6)#m*8y<|zO7Gi*36WX;n-Ad+Lw?0@F=SDIVb z5iDEa|J1Si3}o!=-r|4dx-lE%`aiA(KbgJx{{Vjd+wggEW3kisj3S8_H*poin5k^l%PQ6E5u9|y_y=Weve2+EuH8x zwg3ZJ$*j`JjG8Q6E%y@1B3(*?Df&U%YlktA)}!+0@&EIQc_gTld*U8 zPc(iq%GEr}e+AEMwy-l?&*qwk1v*c7pol?oqVaVW@u`l%Qu$V-Mv?*}EtHvc)l_^( zVse_ySocsiZnTR8jKm#wo)AR@~od8^Q}AH|64(p%i>ZIabw}2#WlI zC#|IW3(XAS2?=`RTd9#c?~fFO2CbE*mZi1%`f__7%boS*0Ex}fuh$Cs_8q~Pz9-y>XG)qrZ3tGVk3mg7*<-vg9EMMh$H!(&A> zTU=O7sa|<`IUv;rudbaZCPP;ZAZm0GT9=y=lqYOXAcEt{INI~*zjVNojcVp-UfP^p za2{3k@~WxPDpxWJ)dU{^0RoP9YR-3y_INHyqwL8HDrfVrftY#3_qE9%uQ!)uEECjD zAa1TJIq;|hY-BEk$HwLWW-~)^BM8Bmw@dAksI;XH2f+lBc4=J1$jPI|ciTRFLhTa? zDO}$ZbXqqV_G+>${Ctrl@Q#8;N`rKye?1bKtIZ-%Q8kZAy6^!#EjZ=qv^a7LYDRiF z_qrcWrgJCtTu*j7t?A)K(b75vg$E6E@RYl!aWf=KttjqzWLWSH)|oE|%xU?GiRtC; z?L1rj!z_DJdY`!qkUWE1U$tj)3JmC=(vi192NxoM`tgLBflm_dP`5qZYQdR+62QjB zcALvguiphmgRq`ip-gi%x|#>CmYwYE3gf-zn1(&kuyF&;{{CpUQBSw|g;D^GSewsz zZZfe53VHzUSbleV>5xbF=Bu>HPd{2RfPg&5)<9DIES7hP%L|W#&J-|-RtZ4=vzJQT%TMRhhTma+q!T&Jl>NJyC6 zn>v;YyoJ|Z16e%Z#$sW>aiG8;&~5#@rvAbDEEh2ijot!=0ieWRzGz@S#S-5AZqMu( z8PIv>`-T>h20GVUl22w+R7dOB2VEr$6ezaNXJZ%2H%@TZ6+PHWrZw#dq)~ep z2^xF!aM5`VRbUW@@^8%kF!Oxb+72FoPeBVUeAh<7=TuC3OE>H5*GuKYlW{(s)O-?Z zuMjQs2-DE_uiJ7~3tmMsA}j}OmPLs1Ok4Xb#|xGql z*RdSF^>w1y+S^rf93h&cKA)oY(yqd6lIK5!C`jzU(TJVe8p$Fmiu_p6JL;)!Iuz|_ zP6q|DC(sf0pBxlEk*q!dUUMYC-Vr?2PNbJCqQl{8=ORdq$0R7IJ@2)3_epAMZ-*&q zkIZ1HwX%alF(88WDW{su;DM>nr1|3bXq_MP>w=>)8ik2ySE4#qgR15tp>-m_FZUjH+?^`EbUbaT|JPMvw|`0xjzTvo~D5$n*WT) zPA!%cR7zNB%KAhA!CY^0(>Wyl$&2|%BI7o$k8#_(Odj*#{P~5!r7GoQTj0;x zlR)jUe1>JWL66$KxVu1f$T708@W{a+1I#*k-P`^4Q_o5dS2ojo3!g}D?_!`-$Zur@YHFy?R>iG zGV3e;iCz5u_paa4+$cZg>*K(&C+M&|mfVrad}gm9l7+_z6{Y${UQSNQ&JI{U%Tn$q zu<8IJJ-5^Pr{yd8==Ab6QD9~y=URPsZ>Bzwp!cb~s50m#jj}Pl^mjDdiO!RsfMS2t zl}#1sCuO&nw>?*P_ekDs6X8(PH7_`+^BWfpGJgj~g$L#DiO(KzHklOwIy1?LJQS+< z_}+Urhow9aq_Y^1r+{b#e8;`p1f+*kC8@~paVBl}xsBRPJh{ES{Otj5JJ(ZL3S2Z) zN4@q9i?kej+DkJ~uq?2`&g{mZmGa@izGFRsa`D`tDi9=tfbf-t;@JX&>$$`DdmdiM zy@OS6%4TR2;UTr1;n}jXl$19t!n~0^nIMSsT;)xEUbK$#_?OGU zqHM@cvJpP~iFf8#0+M2^D-?y@F(}`sPw}P!Y^@`wj<6?MnsP6;4V>e*?!G@cIhko5 znKy?j4;?6#S9MTv@Go$;xBG|=dbvZFarH7)@@<1gleTxa;VB^8k_qrD1FyPL;|9KL zywLW$&6jEQ0F7+BC_c%wmSq_eHW6)pTiaoy>^49tK&ZG|b2*I@UDtV3HTwm_V`5l> zo05A+^Scs#Pv3<7m%x%3VpfbbR-9+rB%Cf8yvV?vFETkb6;Nsr)6i!khxFRd5)!eP zQ6QicC~mQT(C}cV-4QJfZww;O*0!#md^cZgv3=NIxda$X>kAWTLr$*d6!nMqE@{m? zU#CBH3Xk-R``z#FzrdVn)X|O@V{PY!ikCT0pJ!bA@*w3Q`;BUPv1{kf#htm=vOZ1p zC_*28;hO*3&H1YxP!Y^Q2Y$TEdJ9$h?qan%Ajkq!PqC$T+GsRbCSwT==1i?3Crf{0 zCqO0;#~~7#9Ogg#r>QY+Mc2SbQ8tD<&nBp8qU+!^uEUm1QmHb~u)9jy7DjlS0*7}U zjiw06@o|9llUaayuGkz55ZPXP+v?>ya!-txRDiLQqOmDq;|@fD9C$ErL9UU zOIqvhT)TEnEKMw#m9*%!gn?z`-|tC>QXGhghkZ*M(VgMGv_igX@s-v(a42;8(xuBl zev*a*Rx4dmzm8w8nw*hQny$z8q*N}f%p`=AO-p4w8W->eYJE>t7e;mS>Bj?XC@ zWDW`z7O!cUMA&o-3T%N5tr9Poc(z-bUHLiBec)R-QaydcuTCL#8XE_GSF)E`$nGD8 zJ<5yJX^Dx~mONAppKZ#Um^^nDx*;SpuAkIh&=FlU-4Qu#>xNYsu(Bd03l(t+P<|E3 zmj6Eeluxphl;tyTTPfZc@dphJ2-x5F4*&TS_H0cFiGZ5jad&8Uwe#o#SE=2kRC_d+ zHr$~%T)k!7!KLyv13i7;Jw$rn!P5=5&4tp|SnUrsN%ZnjH=t%AefNk&*B?dAtL5or z+9r50L#GWR4N#W-ckX~{=A;O!c)SekV6p;ADk*wiadduliD2+>MGq_xdLH(4!c(v! z*Oh&)i#5Mr=@e&conGE@*cw-eoNLbUv%7udl)1v;XcI7(%S>dP8 z_+*FlOrosqr=^+%cIatox7tdrhFf+qPqEMQc#n82ZLX}W@Mz5TYgSl99UN>PnJrlO>k^*v5dRmGwBva{b-8CTYI&Kvh~wGsTS3|KygAcAM^!X*XCev6F(w!a0l zSl`+KwlR+qmz7JC)6>#$wz=U!>k(p;?o>aVS#%T^!lvuSQW?*eED%r_Ws+-r!+zIE zHcmhlh~{f=c%YU!xQj?V9KWO?Pq4b>x)+t>J-$bY%(Q%FDHuw==1Du#@vn3u_P4sD zcXO>ra$fLS4CVN3Z||7y;4cBbt&$&(G4(&zgB1v;sj2Wm&npnQz`}6yW?z7s1y-Wj{Te_9f~RyV#dKEGc(SV*8m53AknFk^>;$29!t~qcGLvCTXR2|N}49D7evV%YQy=~=ege z9;KIK>ih>B-1z~0arsKGlNS1&5ZhN{KUGV`UiG1I$)dZgV8m-pHi%qM4FEo=z?evu ztAl6}1VjS81WdBTaJuoqMh+Vd=lzh75LGov1)H}(wP8mWbfl%AnIK#z9wFg|W|7f?Rzp)0OOn2L zf^Fnr>gI^29voHpcov zno05yf>*T)9{YcHs(-)-r<-@dDV@B*V9o$ z#n8nv@+7wkbcL%MQ257O(gfQB_p`r#AJcKNWBX=PAPWzRzM?)Z0+3Og_!|)XSkbc( z_4rnxFq5A?WmXwxk8@amV%Fl<`%RKWJus$#5a#q{fg36;Ees>|s3Yf#H?EvMO+tCu ze!zKuzkC`20#yW2t=%m*2js+T$JPk13E-ltR+ZX~p;y8L~drv(`$RbtB7+6`sOt$y+Z@_!*{0~ewLv3^PFp-cXUYBgb zNH%&Vndne?65%0i87*>!OKqtd6958mEKrSB8v{PgrYFyHz`S8crj&hY@edxhiX{O zPrN3`XSEHTzhDmIy&8>$n64|v2{@wy4Gyvet!ZX2AB3j_5Kzo5@adtICBQ@rWMCOfb7cs#x+1eHxraduh^q`VmMoF@?8_$L7~ zGvVD$d3X>hL|s~9J*sF$wM+DUGu|4ZMF(B6wKeORGO67HYbZE0Oh&TM(`)H@@n|Nz zK2$-&+=K8rw_*)AvE4RfGm49gKcfGtY)EXv4{HPJ^foqjAr5Zq;{uculj`FcRdqA) zw-Y3~_T7E}Fvbp+wx_EM*2vhp!LlQ1uXfk_PJ`v?#>)vPxIbs-SEY2)d*$J*tn6%5 zF0FSpCBzoSC#1=v<$Kb>bT*4dQ%(gvKP&2&{xy#Qp zikm2@vo6iuses-Q*{R_qR|0x=GExXr+_?p~O2m|u%5i${cY{>~^_QcdxkmZ2K)L-Mszt#eqoxVS7LA|1vStr59}8c+8c z?d_Z*+~w4q-o)?Bb4_+klM#PfaGIaemTZ}Hnysz#gQvWHeT%|%7baqkOIUT^dDKLLl@4LTe4@mId=PXvd*u6b7qDS z+HF}noCRW8skz8GIINovpNxYil|0A$BioqT@(ZW(@N5fiyL}tSZH)yBbtj9EZ)Q3z z_2)WS4$i%3qE88u13MVwQ2UxyGuxzzT{XaLCtq1 zsFJ>72%zWULc6I-gTopuHu7Es2dR2kSfu{x1M@2r)1p7KaNjb(2Z)Gi&3f_}azUF% z$g6~vqb^ofd8baZ92%HSZ7fjmc|9d%hXEYhsaLgPXD*48;&fO{r214mC@eNEwmZ^$ zGL>x7PJj-2xV?OH^4m9;>8E~AF~QUEy)(EpebVgJS>81}g|D%&!t>B|9mCa)xN~#Z+GEuB^Z@S$(rcnUnmcp3>MQ*5E#0d7$d1_D@NBi#o59YD zgEU^BOGWn-#t+nWJ?;)yIAOeKE>kV+3otT%vi4MZ{65}g?{@WacWd-UJ72}YfH{lM zp`qyBR&q3eFmj`!m|0m-l}pw6k~FRl0o6Jw2?)j0?RptoTP_Hz-jBvZ4irfyCvAP4 zP$&(#0n!a=jVuFYqztmQqdO#NKi!Ewy*Zp+OllgQl?k1j6?GncwVScDClbwN9G^!n zQq>LfA!E~JeMR>W#3t(PYm?dEZWc8~?I)9vlBQKIRfz)@)MSxY-A9(*@*e-4o{8W% zr=a7Ep6ti=#C|ZIUi$%%a1Huw-!(JdZo7;MK(N+pj{BP5p$}9y*PKy&V7ht z|BC^jPWQI5*Nhbzg9*{=(6ijCYTPa1ZEn-e>g^3dW`I4`Vx0yPwl|<`sD;*SNdZy5 zM^#<-`l|+|+|IQvgWyjVyy^mbG2R(s)-~I24mR5K5Vk$^P$eCm*VL{q#f|dsGD1p& z5<$qx|G6zIFPNV8yDml@Tv?Hi1&OVFl%c~xAhxea3A8Y`jdJf#vvzYq-qmSDO|MlO zBW^`=EE-^6Ipxs)L4OBLX>B&UgvUxa3g1KK= zLE)|Q-sYq?BR#!@=)O?35)VPyw@VN1KTGIZdluf6TXqA)#g32WwS51E%xM|NhwjLa z!K^ncT*lXT$8CVyRfu{ic5tB&FhhBs%&9DC=*Z;kVCLN=c>bCod@9lhPS;{d_~~@a z)nG$x-b0d;N~9q+gw4&vsx0H9K$FobH$zwII`QZ?tP^P0ZqBO4+)89}%;fH@T8lx1JJ)Yr56CdA_9Is= zBm&?_TmEo?1{5pY&0#)`uGLHZZNqyImR4F`Xq!xScSCU4t|w@6evkDtF=M|)uO|Uy?2Iox7&JXF z-@9@pmh3BZcHHK;dCa@-%Tn+$Im6Iwu=UB5b1z@K0hGTeF3DMPZEpRcCJ?J8o!)aL z6-Uo06PWBeD$+n*Gjh|aBwg?0oQ7GI(tGeKu9337rS;@oR2~K*7AMXb7xWcF1^w}h zfcz!}zjsgEaa7nj`@x;MIr9J_(fNwMhDWh|<%M&%K~DvqF;@vC9rdswZw)!4JU*I1 z6ezt8Tr2F>R)JT9_u88%8F~;HOG7SF+E*gkdCz4FeKWY5tAvrR9E2HItXxFFcfHWh zI_c*MB&kKR-G-=3!7`(n#Z&Dqu(kewIspfftYR^G{N;-mUEZSP`LZ#5^IekEO35j- zOBG1reUxUeUF`6<0@T*FA9%bHQVD$HGUB*GOs#9X`S_$_j}tat86l)0q_3jD*p9mJ zszGOv4w5mgV^x|a6PFfYdJ8rEUUy`rBaRJ~Ut~1Pez?ShcxXOeYQ3Kp)Y9JC^Eo^3 zEp2KV?Yys|GfSo-d~`s0+onyUf5A!fDJwG*Q&*a741$MCnMl~iJ8E7%Uo-nff;Uj9 z0_S`cH=#$$Yv!T*Hp#FTS{TGzQ3H{t@rVdQyG&FbB`V_hjho0n@&iWtNhkMjHvHfN z*3md*P=3@PYR0ZrtifKhY8GW*G_{weY45d0Ui6N2XS>N-eiw0ExZit6`JgjCL0DKo zwNrvZO=Wd(As96qn+wC2l0 zOh)A{i&CZ2Nk;(B0GT5V{s=<7bxW9Z%dvIVZac1*k!dyzjE-hqh5iS7=?u*KGQJWA z+b8i+j!Pissn7q``-`%2WWR+|_<#iukp59DcS)s#oDPHD;Aa<9`s}bF$80Qt4>B?J zo%bI;e>M|DrWD_AXrKeHLtcqs%Ow(W-Q>-aeyb9hQw8XOHrWlvv4_;havgtUTL{f_>sklnWrqfa5?bXnu0L zb=Ib3+^%I|_0xncS^_}K##ivM@Hi+8IdPaj6F*%3FH3TVIN}mSq~pqkYsn3)ui6lr ze?y~3PqgVsbfg9Tfp^$^tVa38J)Hi?#?NF%%)>Jv6+0p0+jyj*6DRy#(7B@_2?Cks z|MB)DzWG}8*Hj`leE(=3AG>PIP4T4QomnM5>Ne>ssKm`b-LQW?5t8xhr(T5BH})v1 z-51pL+*u%~^o@-TfXFQWbBn$HaT5>tA@oEc{3Cgg;KLISWY$%(}Vf9@{esAJ!B${<~L#vwa}Tu9+1dkqq%m z5$Re>e_a1NnUN1}W&E8`GH6J7_`1RG1HV%~J1@bFKGSOJ!uBl{TBW9`f|4Un z5}gjb0AM7%$`6$Jpcf&{7FjD4|9ar@7aNu8^N=Or3Z-3Y8A=PBZNx0UlqrHRo41@j zT{PYSR(u!;2uLqW$&%~JrRkSTGE(q(lDR!fu+umPWhD5-vZPx%Khq5GnRX2K&Hz#i z6uww9PngPMtvlg({E&a`$1>c=An|v0`JhT`M(wB%cTWRBouyo{P$o?*O2#Ovoj$6K zUU)N@j1J0Pv#gWa=~ST;y^2w}rMXk-{Cz4WPkqx0)~bWFouCieb$Aa*FGnbKt1MqE zW=%B$7$}Ea*LWt-Q9Mq6bJLG9BA2U+?X$T!nEnLG9!U%H+D?TZO<0JBg1c`@aS5qW zyEL!64)$?V4C4HV$Vlfv+;gyAA5VqlKe>442|{RrWlHwIEjr?`;NFoHGLs>}Wk^tO z7>|f-uBVgU%-AZAmWh>H#b5Fb>eKMQN`Cw$L!F%QEd7MO#pZBkQi@Nox+R$_vRWC1JS`aWob$c5P z_23#b0&ABTP4F(NQl$1u;-FQzW}Kj7&Z-u3{o{g} zjzP&R+X)pQww9?KIamI@`5@gcLUe&T6tQ1ZrM2`ygSBFFQP8sySawV&vw91|2lo0X zPrp85!U1e08Ni|{=9UceF8a7I$4L?(mgRN*7yJ4sAl9@egdcfL@3Ke&E%eB1!U-$S zj4)jpEY7Or)FB5bF6P4(7-lx6m5vx0dKfA@y^XYplvN`I)Lr|QV}#M3fON>ki+~U1 zM?pu&berk!$_fFo3AdVb92~4#qh|Tv}42NCn5j*I4Yu9O! z-M#a!-!g3uSC*HXWqj$6j(~yIZ8G7o&({xkzwgYI)2NCk(lAtI@SoBI3{WUF|TSf^LDB&ZmEb*h*d`Z5Yt(RqusgH52Uj>JTQ<{?{2X0^J{b| zh9F>asld~k1v&Qi#?2eVmp*n{BHE2gSqxg$5N09tAfnx@Coa*{k%KP5*9np<8lK4K z>1kJ)n7fn214&58uV;sM0$TdNH`D`Ar)BznIA+6Hsf%Tv&wyv@b{jzd8kjZ@0Ta@0 zIn)l5ey{Mgw!@W0h z%e7K?BHN9W0U}vwZwDw&5l-Jfb&r3%2du9b4uA~+BQcUU>^4~=pENn9hJ1SrM zyE~G~$o;$Whm+?Jro)9Lt(lugwcH+u)bPVuM=#v8%G#@e>X~l8RNX^7sm&qVm>o=YMoH_5bbDOhSl=}f2rHE6b%i=y<=QA@8TfC~2M@xg;^jqm zb>I%WmZcHyiz|zdN=NLHhpd9{iQj91xi3Gep=ASx4Qrl<;%O70k*$v9w5Fnu!~L3 zI_L-5O~1kQ5p$r^xAmo{iq!h4{N?S%M-y;0>|B(0IVNIsn+i28LM^G8Zf})6pq9EW$7>wIWeD&4 zKF_ntz3z3d84J?u2sp)ZF+U?1YDn_Om^zI^Z$xEg4(zW*C7BYf(eK`AOb<`yrqYbY zb!Z>u+wSJW-Owplw7_KpFqJVazYkHnW7#(7gh@hW;_hKY4f~~;dCZKaJla9RH;+~c z7F_7dOiR;lixlj7=EWFij}N&jGZ-EFF(|6X306S2NKw7@j5#_wlE#>rj!j5-WTo8E z=?4j=H+7$&d344Z?#N7_xdp9X-oTGxzm%;R2 z;cm0B9`OqrEWK_Z<}%GGaO3wNb+z6yb-DV6-^2A5XdmiDImFBF@^N$%SUo^=B$UT{>J`}xH4rKz z3cPwoDP*U%PnoAKoMJ@|7K#{fY2~7Vtqpp!%um)x=nRO!H$E(^2WK^Z3`-XAX?}#yEeycrgdYJyIH67Mq|g;5n-~RDRNAbl3Tarq=k&*?PPM z&1y>^4e@NfXZy&>&2}=&c97KC*n#rLlRwAB6PT~cX`oe5w5#Zlq+*U=_!iEpll@t@ z`caryjEI~|P-W3DAk~Dvb>6C!t8xLXKGJ=c0{67bbTI;Ex4lOszq8lCyc0qf?ccv# zm4ko(d?rvc$B+wI?)boa#Jy(|a@WyKSoK~Hme(j%|xJeldvYe){!^szYTtZWV`4Jv1fX(b!g*KSC+`S;}Ey-Y`*jXR-{mc zL4kJ^NAQrt#^!K=78zb6fssHoKl}_7tM@3=9=bJlp^l4Hz?P~qX^+j6lG^(OUqLZ? z@g!oj$Rii1;>n$zoqPvsTlcg-w$14|VyAqn_KjsNUZ7oTa}Z{Cf31{q+(%vxl~7il zZzg5KJZ-TRwKMIZ153xNb_dT7mUFM0jeM5YwOa(K)Y;Rgmn8-WT$(_21$~kpT|%Xl ztnA}w@>b5-h82bY#q|bKx1+pBJB;u#w=ZjELi}EYZWE>OITXk4w4Rh#Qd$+^m3SOz z=)R;>X25f9|4}+Vy+X59K5qSd#igO08pFSK+FxIvmHQ%W1!1IEpB|x#7YUxvxD0?7 zPEJk?E6m^N)%FDFVfnn&!vxm3;L}`1u5%z(3*8ztv2-MeA7_Vd$Yv)*|*XYC{4yoQxnl%#mAS4r-=K8+xQW1Wl3tx3EpQ(x{d znLR&RRB-1`R!d8JpJ^z&#q=Wn6!Yoy%$&1}BM!5j539Bs#DEg^`&FANY1o(HSf;G( zAwEI3`4W;-pAD4iuy0!r$v2iycx|kv+Lsx)@7buNgD1iy4G)V~ZFJxSR|Bul_azs6 z`EtiImIIy-Q)*HZ`qRzKfZ9j7B3Eo^Nf?-w=&!MWDlO}yR7jqddh zcU<`U!3~lgAtQe5Ef0(Mz3^k@zyH?NHCW_PQcZqX-r%)n9+9gsy~RxGkYnNEymE(O z#5*`r*oHHzEvH_=8@JuTK8LrdN;RdDl3w`ucy28X)fk1QdZo_9?gT~(nP&CLTB&Kcr?SQ4^#JY-c+u$b2zC{?qcI>RGOD3vSpiJL7+n`4Jal@O? z=1FR<3~+58OJ2;SJLMiFDXM+#!a{A^$y{dgg8mE z$Ob11Fs+daSsBzAy6Jf->U?K6b_=|rWSX8Yc7cR$5uk`J2z!zz93@C&*9hlmNyQK$ zI0PyTF;{I=A$v9O-F+=6#V&25&9h73(}E#IvNXI9AW1!N}hz?C*1S~H@c@hS$5Pt^iPi2t0Tu~==QaY=r{Q^ zG?hYTm>qnmWqz9)c$$d`yl;F%db+#ohG)R*pK+7s_!g4_H{!Qw2{{kq5)P|%tSkAz z;cGW;Xvik2a_c3{Jtr?~YMZ4^w;Npxo-uP7ijHw>;k|YrvKSg05Bx+gevf1-!ACL# z`e8J)tneYIS1#)tr%s(R zYp?W$Q`c3;Fq{d|1mD@C0WW{XP5B&#qEg_bb6Ljj=t-qmQV{Fh$1Wn&M1??Mk&Z4u zO)p%zoc!j5sQniY`{9PRIo&NX3+?Dzm#yl`$jY`nxS6J^1~pE{!aH}fU=x+38nj}y z407nj3jZvcSoSI5j1uE71=1a7?lUOCXFyQW`rzh;s0vL#gio<`+lI(QxY5k)%J>}v z{tdcgvv{qKmoI~>0=lLm49$iLvS}IdhkZ8h=Z@d!x>W82NO#ikj&ET2c95@j_BBv zcSP4)YSsjLEEFI^DO*-UUIK3i3ExM(9B7H!@Z6oYJ*(<`2WL(IB9PsE-Ly)?-D2l_Q?B>ArB0%N3d`LZ1D0>kju+(_MwDIbzXVBJnI9E{GZHysAPBKge?Ha6C4f`S8t zoOWj3-V!`DYe`3^yi|oZP6X_TXN>Z@NK6(yI$9*>l`4 z$ocNF&@9bN{9qvOd^Xg_lDmnqJgGhD(ZdGlvn;8_*?K!|#KkV9IK^%KcVSEn?8oK1|+07BbOkf_~~FNO|yYDsV8~bldGd@p@#>&c{gwc6~tzI7VPyR`A@(c=Wl{(j7#0knMu z7hYtm=arG!YB#<$`n>zpgAv;$TV(fE*5c!i@6?M5YChYy2o&sPVVCe>9<8z(vqq4; zgW4TmvE}+Xyw{DVdjmUgSQTepY7s5;?>BI|y5CGqVW6S?w|66Aob91>tBIMY{}P9W9p-Ls8Y*UY4r z_RMJ@&C_B3v`FBXo)#u9h9q2>({>qFi>m4#$4?w$U`p%b)?p-*GpS~e% zoATb20@{SxjVnki{c4l-Y2}`8$FHZJs6zO`^tCaj&%zdPO!UV~fo0#y*wd*CFP`p7 z@bXOPur`m|wwRQ(TJn&y3Y?O*XHBmPe61m`*m2YZV;mt;LUI;ZT{ZvrrwJWfBlmOn*FGG7$RxBOFC!!8(Rj$vzF8+uY&%~XKvPv+ zU49wacO$+FrCUpbvt_1nz$ttS{{cx!LnCSb(S4={{;cPoyiGmyYptUg&(*>o;%Szup{Fc$G^Jigm_^0$a0x6VyphZ!X_VS)e7t)7<)5 zAkm24{mL5#@*pq@9*Kd00VsX73`wvhF{_{DCLG5eR4r)G|fxNQtVW`mj zF(uEwC_mo;Y}TU7=oYh%*W>1(H_qKwxZ0r2$@=TL70OIEHnu# z&t(6g$j&BYnKo=t(Ms{i;}e2oq3$}RC!F7HouLz(g=K*ayCq|#3bdh1g}Tw6*$L?x=|0r zIhmHvSPCd3Ls$Vv(Vc$k?mjTl79|AD23Bpu%fd6Ou9f6BalFX3NFfn-t%mn}#9dK~ zVy`{p6!F+KZ*zG^$9H}VRS-rPUPb}{v09^BazUa56*w*F0Tgmt4+`?tk$D{PO5BQ# zTgPaEn>w<)*QT2294%o@T$Uh>r_OnKKx7M@i;2K?n{+I1@$}1paIVAEM&AA^NQ%T&p7eV(P!s#GTHat)Bw(;7*}?h zOKYKIhrV?f2S`ctgU)^x_SvS8D{*CWHSOKgues5qg|8A46Ducx!G*b88=p5JsV*)3 zoDh4iKwx~mxn(Gf!{_rQq;92a#IoDi3C~-7Qb!FS;T7%syj?o+ytgp4{EMHTU-Kg& zi;mH%7T$@`{5vVxy2ZVa<^X;1Y1Q_8&E^t=l=;-WV5Iowd0Hlk?oP6U90ULk4GsOQ zytt?Hj8FD4b^OC>RI?B+P`V#ZjWh2&AJMG>8yBJwO zs!f8Qa9<7cZaw?pMnT}xs&eBwJ${QqJT=A_Ef|erk$`3SG2mSMrj^ex>Jpnh$Y6*s$HA#Zf_V zH&qFh)aNB01iPt&ZXHiLB508*186(0o^5**pv_*)i=mmP)JIH<(~dvi059(v1|2kNu%#oiQ=!d`}S@zxs*sarn#!1X8z{ zLkHaEG-w>?&U-ckfiDf5fRIj-c<2xlwm^=NhUj+GY((x!c@UX3jVV;SU8h6pw{IUL znxtK8|5mkNv2#`Lz44p(kr83KIs>uzEK9;S0sbC=?r#$L!{?2!o4xqi`u3K{4Dqo0 zn(J+8=`O;$oq@sVOaUS4K(v(msx>YpOk6_z6!Xc{-a-N2Lx-=Yyv+D|;P7xt5KWZ^JEp+RMB^ugAI?Py=%#M9NMJaNw`jxn(wf-q(ZN*kgQL*yT z_wT3zS*OjaybiXf^>nD*i`RH_Fx+T4z$cNB| zlLT6O8MLQeLDE?a{vQ0=^|p!xIicr*ii(QUe5avzwn1)VqtgAMzHE(5lVdWC4Re#t zj@Wbq^~0Fs@6D*s4_Is6`7UWSP<(fSqcR@4JFfBa8tIh~-r7vHpa)rhuSk5%JiSfc znQv~q*rgZBzEC90k#62|U(oWt5yu-A+~BdOcVS`KAAJtB3=OqPa`1Qsdwtj`a1<2) z1-c$JiBt^8LxfqAR9Gl`jlTxPt-R1JJ{lUAn_FxZ+})Mf*ju2-$ZfP~TDExX|MaA# z;y)vdeDvE)n$hagA{xy6QHs6`2N2KbOlQZW(O5oxC@zMx7NO7aAn9znDivq+v--H} zAPuc6T z3JQ%Egk+Y00k*U4nyD3RT|SdDG&McXi4=9cDH9Qq3W3tll@3wMl}lw69%h?y-sa;8 zP!~-3c-h@#cOoFV=2H{mQ06$6()xaSQI4{!8etrN6rP>~mPy? zDPfY>KYn)qo+r1l`HrAaSu$YR_d)fl01<~TG#+aIk{k3n{`k@mx^v{f#z^5gnRfak zN4i5F%bM?GNEKPQ6w;nIGD9!5c-eJ@+Dmd|8|4Q+Wco8S%D6~(>GbQ?Rs)w|P8VTe ztKmu+?;ITtBxKUnvFE6z--(OdxT+tl)l`S=hHLqfJj?#6tGV&s6 zb4s$QbihWmtVb*D>>Unb+KU&}$1hhdT#$VFdl)B5Em=Oc{tef)PuD;Pz=W|te0U^= z1X`jgL@AOYob8+_^633VQ4q3dY3&HDi8D%%H8t11ab^m1N!;4kVfJauH*vPaF73&J zrf=fOClcc{Tmx?gc|UT@vq)l=yke6pzqWB>&+Yw&xIY7nsxiK0>wybWJ6kiESu&v| z%(I<*6!JMo(SFae3sQD>cuW}G+)(9~9)FRhY}pp2T(vQi6LZs@%QFiOzRExS>)6!# zGE0RluZT);LHQ}yq-eeUYMa|J2f-*~p(u^FMwbHXIioDq%)gHwYQE&7$e#F($K+fG zw*<(+*oKHpNbqtt&3*r_mI2dM%F4^rbg`UlOcpoKwpVy9&e2t0{v5Yi01Yo;98H~ew$sQ z1oJ(4*h+QS94iYC50mNZl$D+vNHy1Wllpeyvq$M}d|tot3gczfZY;pWTrD|s-lfby zQO4x|GzqusWf9vFuVBku194ZiS-ii*KvYn_yZQM(0h^zf&T zXLt-V4j`KYh6=Rc9QPJGDL5_ne*8wP_*K_W7)P@m9W}cdUqRp+-KOj2=ANcwmKNzR zh{B)uFbZk;Q9MsW!!NP1$4ZOz3*uR3a7`{TOmaU$KXh$3c#oX|KD%so0k20<^I6@e0wmQnU%Zyb#A=pa=U;?TLH49 zzQH$p7njh~)C&E!6fRHJ|19>uU)?@eab@2ae1dZ9xBJuSi(GjU2>l`uQ^@B&V>~lC zzx~S54YhWEs%7-2=ReqU$Pk$92M*MpOU-wjoJEo?LYuE?F^2cx!pQ;%Tc`hj=Uy+rN{pgXQCiIlaraL62ZFp@pYA_p7j7~h}PH+XIDRv-YyyK7_K^dcoh(VQn|B6E$+`ABC_+C{9(K zM2vmw807!kk3?v(w5>n>-c=4-g?FhDxPs|#J7C;vug zGws2joL>FA?Z>G?HhsTSu9B_`@r;fN*?n%1TayxrrYx=2<3U-vi)US~Nx6CJcmm-hFX?XbAo%w(G(ElYZa6 zG5nd`%b9JO33=8zJfx0eRcuJPHy3+)I;xWTxb^*98;jZc z8!f9_EPvW(+_Mr6rM`B9u5OWW{Q9d|oL1Lwd4pwKx;}o#cvmYiA2wUX2eQ~e^3x4< z<*eQxP;y#W33(h)3JKEIR(W^hkCrF=#J(~6Cq;uB3zcQ^_xckTax8LTltS1X$-#u0 zwF@QkR2!om66uV{bW|=Vyglj~Ar4<2d*EqdJO z?B?#8rboQU7VC0t^KHgqOv7cD`owA$=yU9`4#M=zfBcMffKZ6+H8_Sp<)^_NOOL4%9-tpATcdyT&!c;sXg zrK5y$aBIe`g>DnVk*~fFC1v+3+FU>u>bLY;5K@JMh3faBMEPCoZVvp3y3nLTV ziPdR{m5{4)g`Pt~pjoe(smY@y>+Uz|X_F6wZT07iSm*jzCjg)nA$(ZKC5)ZAS*&a2 zz8-{w-y)0bo&gQ}m6i95!#2&|W!%SiW(4ee6U%K@?)y7IKj9UH=gGaq2YgYz8K?!d zjsu8z@!x3=VOcqDt^QzRW5bf_J=@3Rg|}l3bVsbSUV3>7n)Ta)GKdO1q2rHvWG7^g z1zHL-1<|4P9sez7{h!;XGjP~97QH{we*M^*ZC(r3lI!#9HNhwS2Xw0~BY-$o=t=Gi zqfk{fEw^jUt+~wTFs^4s87y*#UdMJZ(f@N@T-Hj@N+|0G{LiyER$Ar#s-cQB zEyiT)LA`Rf`Xt9|9B4fz_Lpue97lv7jB114l@hdzVl=4Qr@)B%G?XhnHd{Tjf0az# zk^3!gHQ-fHcuh@QB(UQIShWoe!!9(K7#o{gPwqc>=%+N74r^r#D}0%PYK3#A1I+fz zwPyCOe(_>|eZx{$J8bfI@3KHM6W+H>m!^q=_WCeLDwj%RPq{TLE?Q>eKk58tx0BMW&)sgvvUi~GhRi_r7MLj+qU2UzUBY=g|sPIhI_fdLVBn{HNQcj!cH z_XZ)A6B@{Ynv)h~UAL4XG7a>BWt{mT#Ig zZe^3eFa;PmEJuqdTb-bghYr*p@)4MR#Q|?jdscfJm3bx}fazqG6wloAcoOrbR6Pe`}fs`z0x^+XQo$IJ!Tdbh^Nu#IfinzmwT^o^;yD^L+Mk>J`yDug> zH0a*EdF3=87!=6sf6_48pyILPcGHQf&B4G7RDqvb&v6SHxJ)Hq@!TEIB8`odTxg&c zk1=o?mfwK{8+Z{1G;*yCVnoA|LDI&erSP0Pd4yrJ+d-ujS7M*%@&0SCIX|qWZd+X> zdhFQ{D%F`gIn{JFw`gIrE7gcoSjs3TCr73|hB!n(50xiNx>K!oG;^{fJWdKwi88c} zXR;?Q#~^i612}18h+|B*#vBEwCEVAsj2aRk=hFTI1c%7s(K1H#n}ohGDZeJsn)WnM z8dbG!d@GbBcq#@lT8vjW%HGoIV2=nebISjArxvrZvT`DzbgEB5_bRWHO3BEYcm0;I zP1hZ~mz0teRpYFmL;PkFm?*Vnw*>>kAa^Re+-mCn34S$ z**)7B_cm}K%dm<(>u;`pnuR5|nV{7D#|%46iH#vfgH~==MW|G7ewG2cXP0}7hDK;TgzTd>M2444CGn>=5f+yn;W@ zES8~~*uYj6V;}B*4fX2PkqnLIp3(Oh3_#RJj~14|VO6<$kteI#qcP?{FKBBaF$0#} znYlH|6@ahd8NY>N(LDtxIa=zU?v*$Iz#{0-cLAGelpDRg_@!^Jsv+H~Em8_wLQvA0 z6h|OVu|ZTVq5U+uH|rvVU9s7QRpo=BZ_|<{eYOxQ&y!eT1UE3fyD#oZ=n->b1Wc`y zw%C_zlK7W~h{3GsFnMTeg)mU=yzDrNuL4BwrLjg8IFEXq(*>j9A$UM;O~1<|Yj ziAMhQs#Hin44Mw@UGg&gysM92bm(fn5&BxTIalrZaGPdXoRgLu|F_7Z&sq^>vO!g= zpU_&(loDNAk*J+I0plc7v(Gjm?v5Lejq|6+>*O}pvmzpeHY@ma2uCxqQ0didM&}I< z!TdZnq^g(;dMaRQ%bAgp5u1%0OCZWCNU$O^@Sj4exTnUXk!rV#zGQr*O%|zRIIa#+ z9Vq{#$z61M>a{tK>*30+`N$aSq3L}?|59M`?T(sljJ`oTOXPLVU5}en@iz{h!R8pG z4&%>*;0w%Y%l2@g;p1}{HqsK#NZ|say|n|^1?<`Ih-7aDVw z%DK0;x^*4d^2g{-eE(fow^6|L_aK5&UeJ8_CKC^ zt~&|T$;4W}ztY(MP3zylb(-Td87WbP9%Zi8ybTQD#w zkV;eDHlvV$|1K%KD+ih?3NTosk2{JM_6-&V9zTgxqv`TRt!0}i#!Yv6flBehbAMUb zfi?35Dw3MFZ^wJZ)YO{qHE%dlZZ3JGj=7qdos`&Ev2|Kp+pc9w(!}=k38c@s# zp?hnN1ub>lTJ=-zneJeFmCX6hSs7PT6BAjuit`DD1bUzMqmrZZcxo|y&J=(uP2uiJ{s@)%ZZ#-`1fQ%CGAq}pjJr~8wybuITg?!yxt zC666A#^mafXCWc}^pD};k1S%@I5K%RKHGPE-vhmY z8t#CiM>~9EC-Q<=lbJv)wnT$??4sIaUaoG3LlQRJI(g0V&27s zP6@Dc2y1mHx#~s!!30nq|EMj5NVY>A ze%4WXUlqUhGZoYcXA4xMc=9{YdGmytzJ8;c?eFW!xt`*66%M#hGBuoqq z*J4Ae{Z8Erh!$2UFm3Cu@;TJ%s{9Har9@hx5EsYskZsMsf4N6TcSKc94WpT(oib2h zV!oB7Q@>1J7NZvVdmkQk$OSQOHn5YYPBLeANbYDiHzS$I+mA_m{w$|YP3lY7@8o|O zTMM0N$W$6~&d?vws&HBAr3p~I-Z)ATSeM(Z*%ZRsbjE9d)X#mPc8#Tf1);+qd09(W z=cq3>=A#Juw%M3NzFd*+oAdIRM~{h3CI!t8YX!2SvQR-hZwsJi}KDMNn17$71JB z(u)bcZhm=zWy>Now%AB(mDr<&SA+mU8p`6l&h5|?GPykd5oU;@5(CoZ^_fCK))zkx zyE%BPn)RfVPrcs@ugqa(TU2_>ipo844Jm3r`HA&9B#JyH1=i*1aqb(l>GEN8ck=-^ zkqc(VMPj*5|DtUG?S-Fm!y+Rynv7=BWn2}M$aX2>!}M{g;6<_3o*v}Vz+;Gx=-=-0 zn|`x3^H>=lcOU!gFJGjrs91;zrRQQH&W|*Xj>61Onf9nuXr)~W7)+n$*1h#jL0&X| zK#I}Nqpq%QbAG|5Wu#3BL)(0yYYBQcVlk_)+oFWgUX!^XTTeXZ>}ms`iGsBB=kkU2 zFLYS^(@oz|l1*2~To}$!EAG5?Va;-PQIw(klv9vrrEL|6cY&C@3tbEVGksza4&h|I^Y zGM8zSB7evSda%rGgd-F))GOZqN~9#ls8(RNvZ`l4Xj=`HwVJcIxCl$|?e43huFk+Q zQla%I_#P70L=QfMq)`=~@~|>BmWSTZ&=8XZnFgvtvyD&hM`T#zsTK;#?{t=jbh4OK)3`gTMOAB>z&zWbzy%koWkxBBkyDo(Dek167E?1UBIlfbKL2{g9qt2 z?Q+);O1aaJH`mD$^oTAvBJd2I-|M|^9ej3jYdOy-*xTfV#I8rN+(l1C`e~{OgJm4I z5PO4{#M8-Zse9#{^XRWv6E}8J_vDWhIic~)XGiN};3hDvHiy*$~6k0MI> zVlNU)ugviFLg!6D)=y6_uV0x_z`$Ox$NGAAoE4i^t=c6G0aI)MdTk26MEcG*g*+at zzA6tcm`Pwo*|)@Y_i1mYhp;DQL_le8mY+slxsmk>=DrrWEeI7Ix5?oia=x|Hlj5Xs ztimRKT4pcDH}JjLcmfPs_>`iw(e(20MsES{`vHlA!q!Q^95A2XU@789hkuFk2lebX z#>J99*oU;zoD85kTq?4#ollq^#c!HL#3l#OSb2^|A3T|voLv$&3}@Y3?vXpNTwc*s zCg!qxp1q9vc^ukxIi2IK%DuU^ob}7hz|+dgsfnrV5iu8e%$F};pi?@Tmfb;?UO6V= zy5pKD6KI>d73bxc#XeM_!m`v~ov3)H)?dA65jUfm-3AL1%Byu%^)jgOZ_ z<8y-CH)p2>QawuAp{JoQp}zGLSbz_ut_L+TGk!~yHR~At127^CtruZ)aTL{jSp6Nw z{@(NF&w;`59<=$2njdgRd6eg=sL;p>HGMffq@XCaSAR1eih31R*VfKbsCg_}rLaJk zEirGm8kKa7wiI2gOAF`MPEzFxfk!b+Q(&aIb(+ZncG~I>+U#B9;op00L zQBa7Ul0O$D>nmi%X~SZZoSe+*PUI1!r&o7%Ev1F7R(e92T7*$dQrmf9+QtdU!RVi` z)TN!N2UIE2RJh1-3YkbKF|yGv(Hto!eyWjF-*@ZUwR=3%-)jsO;?$G1Q)_sItVYee zDPxqoysmu|@|MWKXOvw^ATwcp-u*L-q6k-^zVxCMDWE!2P~!X3VOrf~PZR(H-{`&F z-+1k-C3eN^zHHk|;WunR@A*URGjycnRNx~rp?pGf#Hle`X6xWj8a)T{Y5%SlMfRI`>TY_LG_Hr zMYzeQ=I2Lq9&=e5Ry7b~WEu9H@;xF`9MxuW?EKSUzhl*Mpc1}2`U9_X%)1Gq?c#x? z$En`}#3pm5iwdTutnHW_1nRPU#XNhtS=Eau>+R=HRiC0RQss=iRL`R480`Z0@82JI zp~QSb7Tmfn#*yIZ!&_?I#w6$j@$L-s$pVj(g!YV$jGl4m%Z}k1VPn1(5AEsq4y9vE z+5D?#XU|FqT4%A&5jhd!v91e$K2P1Rmxb&M$Gg(+`9NlD3IQAJKu zHGfC_1HNWx?;uDDn*opr4_<|~=#A|LbO&mOiql}pTL4Y_(1Wt_xqF9aUOc?+i!aqL z3zut@3Oc%{rM8F%kMA23b%F>9CI=hmX&dvMj(H-r(&3dV1fV>GTjYhUdJT|5Urd8H zV5=#cYa1Ik#trr%I1`|n5qaxjrJ?6Kv;QwE0|Dqb`0mb&^G1Fr4JG&XypqooX7m#5 z{x8`t$>K}CZmzEHb|QZ;nepGt0csUOa^!y-tn5%fsOh7o9C=#fcf>8pHYM|OCT#=y zItK=0G>+ldj_k|T&im#iA+@GurCp+2GGgan?m|d+-&{aq-dvPOG35}4fuv(#q{# z)F}`c%W-Ftm_7nZ8XkBkdoeI zSg8cOAmc8#3LGhy5xY#u?QI9omAUW?g91M$!K_?pKdBh&Z{mT|MmC1%x9ts!|-aTr%jUuBGd_I%6CgKVZ zK|Q6M0;-|xh*U$*U!G!|6#MB}suD%{+}ybgRAzCk+uqKj4x#0A(4Hcj9 zGpukT=wz5igoMDvw%t1_ubH*xJ+5U-X=N80d5bxfM+zL_w$}&8bqFtZA5&;wPd8#W z6N5>jm3tZ$0jA$0FO%(m6Z0DK5}rB_Tk%YpHH?}rG}%PMXuQqJ(|_zk;9{YM$h;>p zp*Thyc7CVWx-#uP5%vnG)<$8aHZ_{rI$XRe41)B>P{6O9_jqhWX5s&#V1+2vrh(gN z!Pzl8#;KvB8Cq;A9|awrh%+PFO3uCuvC{C8ez@|*vM}Ak%+H?t(2~5f`i8U%YL)Zt zz!R=@2W*<^UE;9VJr{;bt%?L^^y+sh0gt{L^rRcPkctYNN@ z@F`{xt4Q^wbp?wAMevhN+k#)iq;cxF+}h@5 z)g&35Oj?W>)M9g-aYlrdY7wXTchKIR27ZACDIZ^l(oQOc{3|wP$!TpZ!?Ae=I;X{Z z(^L(DgP3@bpfUP(=T}LVAD8yjRE8qghu1;}wK~GWD^NwdYm4JXa@0dl+t{Prg%z{} zZB&ZVLQy>9_=0mmhXkQQ(e@>hOT03ST~he-M`};7l-g7M=;iZ#8q(6zGX@K@A&DfA z--X?3PodzLQuoHMve^9${UUL>an&S}n8e1|eQEuaQ;tPZ6OJ1AuG6PZu_kuKAL*!yzkB^UO=vtpYOfRi+J0DA zn#i^u@u20T$_s`7SHVafbuP^tI6y&Z)Y=i4IymBf3~Cg=aqEA&Eu}~{q~XLwz9Uc$ zhg@y*&oa*PImb9zDWQf@VXwu|K>$8k=g2Hxh29K{3W~k86?8rw4<9}x%?}Y;CIKvZ z$MNs6@Bgu;@#6YLuMUQGrHJmiDKFK_co--O6&FQK9S~NsFzyf@|Z4X_gfUGQ;n&XfD2&^V9Pg3xIbfEE8Khq`10n z`AA2uQ3@ZCiHom7Sy5YL;Xeiov}}rM_S{j~x+u)#xa!&Cqm?lHI^6-60}K>VLUp6c z1s7N5Q>T(jII2>a1ktlk+}*oOQL7I}FuK)_uPEgfCCiK#@W~b~o*SQ^AiML~0+&8( ztEezk?ckB5$;9A|#xDntJJ9e8IoaT@fGLGQ{T@r9xgAEMKFC^W3#h{H-3xymnQ(wy z2YFAIso@{nITJ>WYew_ULn)#h!nli|n+Q^2WY32B`hlUugajb#bE~KX^NIb?v`JeA zt-wqng#HDsP^Hm}nq?naOIip6_Vx~rx0XJsF))K@M}SuZr9fgkv*+}E|Kk-#qobqc z4z(kLmF9`yU`~SKq&XB0bjzQ-a^IRy{(P69b?@HGxErPYZh@vNfDnjIg~^(+=_w+?xJ* zz;?0AcvRs&B~Nw&yCpC_@Ctf2!<{YhIiVaX{p2&eq`T~)NKBzaqcc+Nsb!XWy#bQ$ z$T1X!wAta&fWLB;4OE|%cy4K8K&CDG)2Ewon{(ktCKlUGs(jJym$hIE@K*2U$DS3| zG*3^@*Uri?O!VUWlO?BXI|o+ zyHOxatjoZ_BE9`1+=4)?NVNiY-o1?7_#_qD)!b0_Tpd}T;<~ij5fDnl+Srs75+{)^!IaK)~QelSsvH8Ah zIL}?rs#Yh^_W1Xo_G0STLnJ0Rb%Lrj_V;Z4%$roypKSe#X-Rh+5vSRC7g3bn3QHFWJG(^l9cWVF_fPf-HujFDRxz&;eBf|!m??7=m5o7>fRuH=6vQMLOH4LizH?kLb=%AH|0iN(ieb8;i`wS?2rmLg7mF z7EAy5<0rPokxbp9gZ*?g0sv09U5dbj>hvDUvfj4k(ns+Xlq29}6^{hZYOw#~Fwi_W?_ zY@(?OgutMU%{KpFO?qdCOjB+PVmh3zqy1rc~sGw~k+a=%@6vhmTtA z^Pg|cXBB<#8x$SXttobXIz-5=>l^5^lKDMTF(iQggoe;V4#hgZ8+^^;>%>On@e6!S zM|5fzc3ca~I-HDfPTtF*_om5D|L5*I-~3Y(!QhGiW=Z|mv$`$zPaP3va(}XN|LeVf zyWC=3`cEAZ&i~XA@&C%3`8wQpaBO#a^`5i80p`hXdZ4f}SPnf2wioTn z^fS`zo2*@0=Ioo7)(V}F|9YIy=wEg{f%FW6MQeU)yAs;m+sF2weI0ZMQR+K271Q}X zd&qIeICSAyWA*B^UQ2tsX7J<_%8I|#Th^t43YGQgHV{YYy~`kxHk+1KU`QK_218m( zc+N>FgDgdx7q8PmMTcH0>xg4d&^)e0B~u?n<=m+lCF~ zDz+PyY$(yn3|{Jt2#A>aVMH427BP*l(4f9;kXq}nBp$iD>j*La;)2GiMv4p^;moMFC+{M+PbsJjuG_G=BXFl*eM!tq{-X z<9gV_-YKvrp1OD=Vn~|br+ZC4?7gOZ>Ot=#l)t!8x&d&z&6AX#pQEr@oE5ML3T$k& z5omPu_0aVdz1h`3WWg&m0oF3sbPvrXeyF-dD{ zpwy*m7sC6gf?6w$m!xG8&d$ZG*98Spe*AoV_^0dH$1jS4cxX^i*B?htvI48}a{Q+} ztce&-&sz96i)aGFbUP|+ga;|VJPL9Uroq|Zi2l(z z;En6q0$l!(a>Z1^W&5G>WhU)vQzxJ`D<+=G`_Q^n>)`v{;6!B%u*LYy=AlC}WRW~_ zv0aVxY6J3VffmNfH@r=eOjsAtSYFG$#|-A%(c+!w00;!6twFmEb1rmaLwdRiYy&KN zpDb^V{?s#^0VPFE(w?(E{&?2T=)Ho^RDx=DHh#erzfgKGP3V*-5I#+b^1ktO1a^#+7IYJyDk=Sm^4s>eET{QpM1zyx4 zB>4>>dGxEC0$uwh^WL;A;L*m~CioR9=PnQ@*O^%PJo*&a@&Mj2y_oo`$AJB##ygS$ ztb-z&R;>GVfQ*G1$po2+$wH@+vL~1==7w(SfXPrUOSqUxy8bbA_K4oRe_63aGapb? z`+Cz8&9{(18J`V#oT3Kdl4grlQD5XjK;3>ToMJ&tD+*?>y~Q{__$*9>V(zcT(X zHHX0?IBrA%0W98edvDm$DkJb51wLe+PoV{$0;E+mHM3pT2CYU1)VWs^a3CZE!4f$| z(k(aBhV2%k7eErmBNpV9lJY(O11gEd|d z5JL+TomEsy`|Y^MxDB35YF^ z)iVP`7$rfm6TMkul`)0Q#Pf1LSWTvCZ4E+3?(g54+6e@G;6gjQsW}2l;AI#OUG*V3 z2Oz;~c?Li+BY7C94MexbaQG?}IDV2}I=p#GMjNbxL12Zb7z;JfV}89cp1r?3R`idg z634Y~PwmPTycIB-!1PE+2PCneT#TV*`-1aFV!2zzqJB}7;pw0Sm|Y|UPbCT zW`m(p@;G%Rm07`OrS64xbw(1NN4gnMxP!kwWEeJj`rUE#G`G36gk#F#t;XBuM+zz$ z%Yt%QsTJGXPl5Uff1I4^$cAIBFvsA~;cbZh3l7rs<7SmT<%D0H6c3tzm~U5uKJG92d9^ywH)X!JZCT>}9Zw*4pVexD4HcJfo(i zrw91m*VXZC<x!iRTdz-+Ez$OrCx8N4gvdf-X7R#6&JIE z>D%c?#!p`>8cxa~HGM+H=oX0GT4>(a+jY`2)(HGzorjI33zl%KN|Wc6KG&OxKiaeC zUGTQ@`w$y2v1y$g|2x&;Kz<_kdQ>Sr>BI3BB$-}{hH|fQg!aBs($)( zEmM&9??s+Y5rb4+p%h6-pPjvfD&8&G)!NI+sl%C0N=ouNlwX-r4*}0nW`KPO?qXPr zGCCJps0R`vXnxl>ZlL1}A{H%BR%tiqk_wSo+&dC|vmW&er*rFTTwa2(`(sWg)CEoh z!UMPMIG@-Dzm->5z;;G9l9XU3KSV9zi%=f6wu_6hWQ+4Iu7LB^3vY(rGgBkpp zC97QIQ7})(nZs`bkEHmV6HOkkL1mzw}Qx=w6dm6&O@3#xxA-T6f} zM9iwQ44nj4i5>$+k1bRhHx#` z4)tqwzzTSo0<*b_2|GCuHMoG)Zor`@9%P&2e%i8qt9h6lk+eVih9F9TJ-ZZvIj2YnS~NE&S#4*ibF2)RHCuHRu`U;q!NC8{bVM?n0x40sqxzu3ufJs0qltDI()<$M*{^lpSD0}}7`mI`8WZoU$?*LD%&Q%C*Zm z=BUlGmm@Hpz`Vo=_#HUZMctJNuHv}0Z z0hFm6Of_LruHmx&HUcowX#M)K?U0(_yobO9g>fOQR9C%^5JB-)R%e-9ze6u1Ns~L{ z)J}QvcRFqV@F8UU>Z8UcZul7=5IxmbpZ@;+m8V_f<*B#{_rru65JKvV<6}OQ@DtP0 zCu+GMGzdUfFSdA-#OE^eiJ_=R*NHFynyp@5zr-k z(7xbkHPa}DbmN_Tn~FYKn{yYkH^>qHe7^v3e#!zaqziX+pf{IhJ5h5L3o6JiX4XjO z5~Yx(z`Iu&gV!J^mtX{y~D zT)zKkVFslM(8XI=SOCZ3*G}K+r+|Qio9BZcLB;X$YZF*4ElH(CEC%f2=|>8-krk9* z;>_xPR<}OJ-(VE;y<9N`l9J$?X-pC>SygB!Lye;S7VWh84~w~!|Ge-2d=Vr8sS2Xt zcT|y%@OYx?XLWk8MzT$%Tv$_bg=x=>gOpAZ9JrqHA(=uK_&?djdQ~x~iCr}gM9xnx z^5u4-=h}@ceHkm@efMnX%+IUqfLa5wRGtA$;!B01PNrA42+AFnCP#* zJKZ{ncd8YJtt>5fP#-Gw(tbv?+N47Pp!az!Riqi(r4ll~6v|2!b%dG5uQW@2JK=!%1S z1{X%N>zX>vH5KQt%p_vxgl%Po%~Xb=s2{p> z=WUwH8qYCROY`^R_+bB_9hcjmKYuJ^xUR*vk7KU=h(EYSpE zBBVc6VmEv3d;Dt3MWBf1`&wAVciz>e>RJnEM(ger)FdR+oWPou+GjM)P?)ZA3^8u- zrEwL}`4Q&wDI5+>ozJ;`s)pi@PW#M`pMUw^C;I!V=hBZL<2S&CbWx>AhBU2!PUbtn z@e4~xDDa<(?MZo|-rs5PMLh6+L0K6P{z;b>QI(S`P(mN6YrL%jX<#{g0!At1{Ik-u zBZ?jFuH*LO9?%2-0<2K7zNT908VzqJBfYlA?79aRB6TysJ)hNP3oHfPK~*O(HI9QT z=Xr~kjvk1XDv60rer_tP$NJLCC!}po)V5l4Ff%Ynv?I@Yhdebxd~Z?q=5-T7k~}%0 z)3SON$Jo9z9c+wyoc_LP|9!S3w?81ZhHh>Q`)G2zHczcwWaT7Gdq{^<*WaI#+thhu z`mt8ay-0mlU~BWv5s35@s4W2^*$&#qfnhiV=g;#Ii z#xH^DiZHlkjC9z1AI{1@rsF5g5lcI#`A@j~kJo*00ieibN^c>y-?5zuzTJMX(J{;j zf-s%*Gti)o0}%c_Qqt_{qz8b;)@l&;%lykXgC1GliN}>=;DQwb)*}Ff_^G$hQ#2!L zQmTcUlip?<*|hoPhvnB+b0t?fxtkL%r-pni7yy!4#q-9>UgQ&W(5(VH_52IH`zc_- zn+3pc*?0l5_>hoGNMx&VKS;RruJ2HmSsqw|#2vLaGcyyzwc<`DWUi234rEtrwkF-n z-Ynbz8A(&&SRojtQUj@lY+t6lvbp)|hH@MT>l52b=LhPei7Y{zG(LDk)Rzu{-tQZW zE-4ESgoO&5otfdktML1)GU|)0pah(Ea4edu|k@zeobTe!wYIU zI&oltFgBeB;0WCtUpbu8^6_YEMYYPMV>nbe2JS*!tJ4Y9BwKEz6AnpIRdUr78s}iN zNcp<0#}W#l=bY+bwa}e~3140_aoWH^%0JLbqrPi)}2HWb^eURIkL0%C1Ft{bv zPAwlCAsQkIW2+sjf3uIjSBF&&ERF&S=~?c!XA0aDZ>^YDnP1<*}v2|za=WxGQ7=+Z?Ddo2Om{X#!CIN0hdCN(vNim5{D z$wd)UI&>L0+*IrIVs#id1Y1`^p3pO<2dIRemI$BL7kn_kd9gr_j=U3YOOzqBeHJzcK&Dtc zh$2~$M&h_xhzh`??Hdm5b2~pb4w1sZwg$>!)|2#3>f_b}ZDCy#V8W0=%9#;A+G4IW zWUG76?ejYy&>{zXK=}|NQpsZ+h}YokSLX-vqj4+v=VZ5fhmlH4d|Soy_$RD-OTvgI zzHI3@UJ4;TO;CrOSkd}vYn64?nmQ*c&&=HXMq;NK9&Vx3VqAHrrh2p{PV2^vfPLLX z_{J3CIfHyej{A}A>eq2y;gH%^gKO)QiU5+JBqa?=1BBdu0TjH69!!yOS4o`1J#o?A z)x1+NEVXmvjRWA%uOX-qd4pBJoo#Gj`_y`Tm_4S_;44p>jnYfMV_!Dor$66VpevsN zkK(RXSV%2&Kom%c4^73TXC}J62tM0?K?l@q=YMOg#qBnV=nWPKyVGS){;{2z$ksPY zCq00&qZU5=DVneI@b_7T^uPc%S|leKv?gx)^sQ(kJt;YRZN+3gEE`&guFV7?0iRT; zO46N|mX%eFcj6dhIt8$BuDmwZ4T0H>T`O*BBXq)z<3an{bg9~TXZK*MsKDNjdLd&p zo@Fm`>|eK6N_*ExC4aMV6kMWR`jV~IP)UClJKQ(G+JtgH-0VZ?x#_x|W?I2=IX|1edae|Yc=WTIMeQ%b)vTNeS#3w z!C@S%+Y__F1SBD|6i+>n*45ASE9$=SD=L14q2&?Rs+!46LnT#JU8m;WWi!I&GerjR z_K1HP&uah8^h>JV-x$-bJzO6Ei#aie#t8RL zZz?Sf*VG=ta`esTJA6yH9~wkzqXl$pHk26ovIg4hc*fMU%3Pu~{e^XFc5UsR@9l5f zbw<&4!gCx}79Xnfalf6dcB!!W35~|vFO1ZWoS5mE-;(VaE>68r`3D%F#W%lza@dAI zw9Hk^HeMwctXtJ;P%@-Bm|S_uEx2V)Sj4pqSkve%#R2RP&zV}(_tq_QY_w_p-lpc# z{?-^!m0(|Tj_-`E9CY7ISD#c^#NwJwq}G+Zqzc~O)5nh5jc@EMcOyK-L!8I*c`d$g zCoicm|G6zPJBW;ba{(as#ktqdSoKQE)UF-xZ*RE_$>dgwKK*C=*eCz#8f;I+@%oeh zmjW{S=%8|3q=4}8+Si=DM0kg|g^ozJT?i4mBGjv@o?PfxavbKWiAl`<4{bHc9L}?` zggo6!Jy$=`NLh4(Epi7o^%h*0;2mF;mlsJ@wc=gQAV;$04mb{C2q=W|*4HTj3WZNC zkk-Y&xk}svq7Rq#^0aAPYy{BV4-FGYI_KZ`T7B*XfP*z5bw$nWl214A$-X!a3b(bj z1Km&zWe6DD>B^S-`w8@1e7vlv0{#I;ArRI_e-?;c%2y?cl`%^bwszZ<1q2N_*RM%` z3by{mp*;N<0a>UKI z6h4H_&mV&>0~cQf`!D$ezx9t<)ed~TuAl!d*&x$z{t^+oWWpi&LalYIdMEA>oa&1Yg~~o$)PKJ2;y-({_U}rf(?4WY6kIYhsvJ{QQp%~S zit-vN06R8>%eKQjnrwMf`!3`eTu8cf(oG#?Hb^G`+z-hlj?RlDFawA5Q5SMty(QZR z(*PV=B9X$L>SOP3V?nDeBn{~7^9cQ#Q*7>lf2hI`{?8Q0z9P00i*Gw>dlg2iX4W zg#r<&=D&CjWnW8n9m6BSr9*b*=C72wHu-Y3&M9^SCmi-XwKD7 z21JEm(+Ra_&6BZ$^1#FHs7g7cvV99Y44tHy*pJb#3CV_{7os{qn_fpTdx6!098^6~Mt{Q2b_ zd~T~-|3T?V{~pnuJ88gefbyB+tC0PXrFHRLS5fQ;CB=lq& z7Ncz`g%FbvA0&g;#G%n++)~Sb6!wQQME$^>rO^wUY(ieLgf9*uU^t1u0_#v)xx$DH$`ol$S&GtO0 zzg26FXojSH|4i9^Qsd(z76OQz_fZah6Ax=Al0Sa5N9_QttV9b~pYvy5j|@~@>XKa2 z`TO;Hq2o!h`TX>k|2cYI0b&7oUa~;qku_3>wY9&h;|e6nUuPhi`|kPlrK;C)RIBy7 zwzW`e)Cooa#8f`)^n>` zSY!iUsj8kHe6YIqXg!pc&Q->IAIlo44P4|_#~FXw389J5 zEgV6o%F9G0+$Qq2-ery8U~5W(M|({K@z+sk@LB#V0}0K+ZTRpnG0UEvy<-1L9&yYq z+~-yf)f0El4=+`HT%h1MX+(|SX`M+=04u4=U|I|8dqU8_Y~}xl&l=@JYhNBrU?&^zcETo5@~*LVM6%A`zlwF zbbD*}(N$Z(xFwH^1ndqwwL;a(0^RIPYH0g z_K3p%HaoSI`lBUDFxXyux@fv7l0|ZUPy(=2T8k5PX3SwstwFM$8zx^I)N+4*B*D#m z5t(w;FG0;TLvk6rzh`2jL-#v8KzeqygdP$T87qsKgs&6$y_b!MKvF=G&{KMls{6Fg zPK?Ew(wfoqop7e%t?_7G4>N3bN_cMWm`NzZ>U44w&<%>k9xr7M)T*=j_hYY+L{Gi3ip(_<`Df{yy0t)ma~bqo zb8>Q&j9+~yh=0a1?am$}1A5^2Zzom=DE6;92=ep{R2CI!*mb+f+eS+B>LF}W-*>W%ZkEdGqU|0b-g#4J=0 zg6r3n3>E!#SS!IZbN7>n#tdFLa$!hnb5F(l# zLFaE!AORp1gj%`7YCxi&HZ7o6*SK+L-nW>K?jCnzVk_*qSQ$`{moG-kOxkvX^rIYz zVYupq5K&StkdIY4gvv!ktS*ulM2;A%D7|@~;E9$8+#RL28d)F-U}DZK1D*N(1$AZ< z_UQdSzfElWhDP&gM1i95f;nNfY%8ejS2Vg}VM-y!SYR#!Tqywevwf;mdVq z-OnyH{Ie0OlFHwLc^e*JWUP^Ha?cs(su!^_w2DsBF!@`_)jt|8dENXr?N5N8u&mJa zF!WAM`4ng?f#^eCfD-4`K?H$Un_X8YLpeJ~zHYsCaRqOHE4ZpS6&GomnfB@;F$OHA z42s&*nm1TE4wl`TH&*zjoSuC^bQ4h#=WMS|TZkTRwDHpATyZJsT~fTebulAFp->OZ@km@mE6Q^nmO^cuFL{VQhkL; zsk!FQYSuE&^{1BspTKv`bUF9ll=%ia2)=YtgMDfZ_2@3{n^6HY|En1US*2@5w17RG zlTsqZ3qRMAjkC{wLVRu)3v$=wL=p5|mXl*;N};!}MQS$GqPriy{#$TtI?T5b#eMBR zixz{QY)^K|ntkLV!q;BGi&ZEE9)QcNa}JcrI@W28qM}+0HSCI)gK)UyTy4Js3*EfU zB04fNqfz3G(Nc+cK{|`w@7F;R6wubqrs6918FYo1Q;V?$KQBra;GqmRideO6$OLa~ zPRW?nm0&AAUEA=;aHdC(QWS@*vz!3*e(~XTxMge+PMdAymsP=frOMoRX%UYLW#p$J z*_%A)7LxYykMk)(F^PDL8Tzlk0C;!djVX6fEp!W$Q}Qm-pX}^)bDbd(Y1=)2RO?XP zBMw)=8@Psp+fZ#^OHOCyhu7kuC78$rJ$|6`*yDfp26$18 zY)slVgcx&>nQ)YwazpH~4%Kyb@`Tu&aKV4q{r59~pS9F-uX?FYTpu!y91YTxJ` zhyp`sD{bzNyrc)QAeLUk{!^#^`;RnS$&$U)zzzP1yxYl2ugtY0{?5$){Ud*VRYu-i z!TSIE-rv7$VEi*B{_o%P`hSZd`~MW(_y3NE(dn6VKgZP-SaH1g6vloJwb3Q`uZ`58 z2~=1hkcKNZ?GgFNIWP}hX2FtgGKG|3(Kt>9HdthUM5UA>f?2SrM~{-@=+6b1v~#a* zK)aILYN{s^Oh?SdDmJu=wnh0Vx=cq3>CTSkMT^71dE(F#wA&;out?90wrRFS0B|2UY_ z9tO5+7w6e)@k;_yIV3D5W|kMeLoux)Kk!!l zabe^|P66`&EU3+^S06Yyj{sLieI=oGGwg?@#l8zltN3N^P(hzAGyw*mIyWdFpnf*G zEPUtA9p|NvG0)&&>h9jc1av-?`@Z1?3KcS6B)Gq_q~Blb2Sjematm{~k+4pIdJ(&X zf&^IjlZe5SicGM;5}yYV=fH7xwKu&~g|ZjESiJ;{I~8=H8-e2bsh~3@;x^9?Y~NPp z5og|wG>zRgi|Oim0}cHuveAxWsfBZn)g~MR7?>hk{n;nbkm1^Kj~sM+252E5L0Qw? zf>KsW+tmwe1D}t}OQxIi6~|d43#u z1NYWcbO$|VlNV*%Kb|TPyv8Pf&XR<&8sAB!w%pJ9Dywy~tfHd>7q-3>oST)V;k3lk z6VNS^n;;w-dq4)vN(a&S73O4(9pwYm15$52kp9 z;#mC>&=XtSMxz6;*`37GMc}X)9m_3P%_{o_Q6OT)MRVXOaQ8~Y7LFh&P~K(m1^UG7l~L9M85u*3@ei$%ri&WT_yCTO+aE?Go5+)|$jztQ zbydWa%xHIB691|fP;AIqFLfS%rt9ijAY|zQUCYT~vXPfpcdWDpob;;TrMo95qktqZ zn=&h|k7q6&eG0sE0eWPXh|NvFo|eM)%~03)E_(oLL?9ep{Efff{jeWh#wEPB?j*G` zh5A;lTu}G&>(|>sNVt^)UmWbPnuLh-cCs`ZY2i71*FQrpK4qrKcd(Wo92GFqYiBPILY!jqAnotKyQts3x&)f^ow=_g-|2?FGFtHVwHqPxHMd5pX`#WRZ6?%g3ZUsg02 zex1HqTUNp39!@~XpR!x>3AWS$!lKh+9fM!H=33mq8&y!SI3I*Du1*yez8p2=`=8R{ zqhx1 zz~p5^Zs(2Lo+l-ZE%b+?ut3s6sy{VYXdPN09mxuwTUNcie2q72-#ELV%A-U-v%InK z5s=H$^Ts0p(sq&@vAE~14*{Wh3nh4(x3`Jd&Ma>hfXel@pL-~xPB7H_xtZ|XDa_&! znd(IA{Ar zF!-6r>a$wsL)UW*;F*E)C*9B+FW1RM!ax=J^K>>~fkRW~27W%ObgPqhB559szAPS{ z=Te`~-xfYSLV*#%QA0yjM4Y6Og1tiO7R?hOnGt?|G=>_Rs0UvW8_63KFZA5Y*K8C1 znpwM9m#TIQok{uO;`-Wkxc=P{3cC@lHNn8i;R+ZFkGZ&BoqMdLYgyGo*VOFr79M(E zT>%0QHqIL%T<(X0T8R;^gKqCG&(W>?YJn&3$JbucqLEbBbMvu9Z48Qc>Y@x&sm>Gi zuXx}mu^4ZPB(=bIq=AVOkVoWP9Ze6=d%L*>J1$PdqqsC#xh06%TTmzChMs&1*FwHA z@pb}T;SpBchMUB!{m|2+wO0LS1pq1=s?1ees|Ghj9s>2yN|;ToL>jR+FuXxJs2UxQ# zm~~G4*DHw0%U%<>lXE4$Y76-yZ`_4RG&(x)5}3 z3Gk7_|C5#E_2;->avV^$GxMoHLQrzUKv z{s>&2f@cD)o$-SDRzrnD$|y879lfh{uZtz<802f5ls5-c7xwfR01;7h30Mv2D-KQ9 zY=5-JEXbc{>I?0p9byoNn*vEWr{{CWd%Y}=9xzpW%r_9Mb?J%{HmYzsTyNgA1u~Ap zE~T}hPa$_zh>D+IzPHkj!QklCPr5T&onj}05%h_COHQmy@Xh$KwK`nf0UQG(Bcmrz zI<8;4_Pyul$M;uu&6twT==cSf8b|m^q|!g7x2sL7WpGXL+GepY&Wgzc>${hVLytNV zxJ7Bo${qI9X7A2M^E=!aDM{B8tM=fBE_TIy`(j9=Q4V8KW^iAoAR#Bg^NO}W<2Ed` z)$BQC66Bpa(c})DfoY!6d!Jl(Q1DP)#8!ri{~a#deudog*>vgEhI&>UDDL$t@~qPC zzA=fV@hv9xUUEo9adGSR=?@;tfm{^OzbIplMLMkw#4zS?P7gm3Plffto-twOq^N&X?=Q{KYIS9pA@ z*CmdSI&jBs=XghXFmK{Hct|em9*C&u6=8R0qrtm<8!Zpxe{N4F77TD1e&0Jwd z$<{+kLH@VPPxG}aj4{nYWi}I^yzvN?ksg{g(2e)S#fMGQ*4FzXakEChK;|QY(9q<2 z`0#5FiJ{K^{`c*pa+%%x@&}ev>8DlMC*wz}s2BFzG>`OAjrGnew}ijUO=Yxq$Fo0G zNHa1niHg!l5b}&!tOAlIuidhqYdJ1-_(w-u)C@iN@W;z*5C7|j^Q-3t=SF&e{?134 zC{8PJU#4?-mguQ#7^~)LfEpG<#1#H1D7L~NNkO4hJgD2TBZfPt*szaYNVvX#MlxLL z2ND;LQL(OSa(k-KRQh;q2 z1jK>Z9fuW=cH>`!-1gO3D~g_)O|C~r#m3$~;L%F88(8Jm(9&XeXdIS@;fG1xlL)3$ z7sykuOi(Kym3KJD3QyJrHP*|J2Dv7-tKSzid_+u4EVF+<^EOu4=}?Fnp)XswIgzDP z{idc%Ipr-oFhX=&*syMsgPfQzgQCovhi+KGWxXWtmuM)wzJhNg(=DpMx@k=U@# z@5KJ}sliV>Z)aZ*dinha?Ck8KYk(4Q<6X;-7Ear<@6N#}_bqrvmlM!cC!l&3l3o4M zgZ28(^$*BvP2YZDLxWv5&)iJAVj^{R;8>mfPa7w@3x?muM{ZGYeR${X_tdoiqw|)( z+(_x%tdc^m=TZSeVJ|<{arr>guZLhF<3v zl?eRapz!U&v@KCx7HQY9(5|k5a-eB$78hV1jRDF1{Cw802MpfFzqtU!MEhT&ofiKf z+V>ja%($EQM>jf1Vfcp+&~j!sUw-=Do0{FU|L3hMMF%Sb_2lsa*fgwWw#+OTwOXGn zjkG~ve!LBq?1+2j^NEr0?3gHVPY+YMje=7`czG-B>ca|GyW$~eLM+R~T&?p~^kS4r z0Er3ug~0!|*Ir)R$$t&e_;atF$sdP7wou$>H>Wo|qrGb15iuz|=*%fHYH|OAoVUGr;B>mBoQK7ZxebZeFjKW#OlfXF8bn{7}dl=7wS<)~y|ejdCzag6}} zy<^0wxTvTn%l9m~>iDgUtjtqhdBl&=j_vC8rhd{=NKtWxV&R@s6|9rQ>kgfC*4Uld zyHOlAS8qJv;rXl&-^gTN>RjW6SWi_4P}XAAD(!U6@dgLg0P&-$NIJ*LUpgB?aX`-` zI%HsM{PWAyRSxIj*N+}O>ZPEjxbxE5nu2n)vhT)z{a!UZ6LDVZHwN8&>b(6RP~@5- zLY3*BLvis6RYFu+N56%D%dx+jNX6@+;db?cr$F6NCSKwr+Xi4rJ<+R)6P5V<#>%RF zoRrhW*9GSW@z3tF>e6GI@E3(b^Cy|%FD~|w*j3*A&>hVcA^r0pdSUc-fa%$wWA6;p^>;nGrx0J?Y#IiNX+{R z?WpTj)u=__ZCG!-k(v#*8~2|4j8SEFaP9K%USM8j7YnEHay4f%mOP(tR!@yFjE zE-akH?vb$Gp*Z_E9M=5?s4qA!w1Jt`oaOjE{w<^bj%OG9?pTW!^5oA*_Z>A1;M50n z*TN#)kGwy^PSq%7Job;-yPF!{9-!|X9=h@gE-3|f=BHX(BR$;8M%ULT{XVY^Mm{`cGJcx_WR_d zeVOMFN3%|`)-bQ_zRd2b`314g)q$Te+$RS}w>@I$CENkkhd2dORsKrZq_iv=NzZc% z2LiT9z9@NWWUH8D^*R)%hz%oMlxyH5S8mRm_4$e@r7WQ9-R_E&66Y&X_GKyJ`r?!3 zRZewJB^oivalD;|CD$T^6Uo7-gOef7$-&4w4ERq#DE-@%ts zNh?i929_M;pU)ItdR*eQn`#~!3eFw!C@wBe&Z{L)mx}1G7I{@4WID2YPa`V!VqbvG zePXr53P}C3);bhd_Led=`>6M?3WEd#)``W%t6E&^j^(v`tXx9`1eC&4)ecrRexwO5% zo1*aT{n>Czv^emtr9LH~m{D0TFU_KDSk( zh4%1tHQ9|DTWoqCN?j*l>!l{C+Cz!uXwjEcPW#8#H>XhY;Dr$VOiXNKW$n+^CXtqQ z3M!^PF91@C{7@_)>B8^FMorHueFRSIhOu-3ur5pz-uiHLKu^z82$hIi8_=$T8 zN+;-n+9whmtsK?tMv$KN)fMXM+$gr)uw3lYZ%C$**g353D0=99T<{5NPu-BO4UIzC z7o*LOPCEU=hwt8DPFKen zrZ$W^;pXpitqfnEe7;9UEY(h}tx)8(DeO46m@nkE`(aTQ@p=!3hB`*Th@R85^Pyz; z8H>Rb)|*1W`GcqXq)3nP;Cl6AA~ecdLtA^#Dp7AWk&=?qVnFE#_v!5H+(?}X^TueI zX-feDa-8j{J!o?r8r_$<>>>MKNz$K}*(^%xQo~=@+L<(H7ltweThl~OR{fdb;=8xV z(c~bmY0Xty>ku;DQ(9ut`96PrE?XgaTwUAl_0PM$pYKbWo8MQamwO;Vzz_uI+4X=IluJCVqyug7y%{Z-MZncb?nj7{sx@Q?IA#wx5obnD#S?2LWv zQK0iJz3Ar53>!Ckye*9W;WHes-G#PnZ&ngko!O8`5@7i&@hhbOa)v|`ZeG4>*+I=| zdx=dXr@7X6#zQKSDH|#rOyxscxMo9iv^CZABV8e9EjU=-;OEncf#@l>!zW=MzQ08i z$_UHwLJwtRoG*9W3G<)tj*aY1m$E2h4h>tMKtRG*JpqsU z&_bnVL0A{?GdxSEKPCL~W7HQY4)zwF8>FP9_B$0$ReekFJdNgbs_Cj<{t*zlk1eN8 zHf&XGzxNn~D0=cr>+~$E+r%tU0nyQ>U)JWc`z{N6yaus5iWl*a@Vz%X*V9+gY4b6O z)b2;r24};+`U}F5_Ny&GyG5hUne>#9BJHD<;U^*oj6wa3Oe}xE_Ybc|^LlTUY>gp6 z)->tYh);Bb6$abw-t_E96pRJ0u|Wc78jp~w2zrhKB8|&cqSTbh67Y-NrOw=YkjcvP z2cWQ}XML#Wi6m!yxaWCF_|#}r1vtM}ee*-*0;{e*#I(Weo!NoH_{>UP5VMR|8r=X^ zM`3)65Rt9N``p+#4Q=LWg?)=@SIaZr!s3EBzyVTaGG5Csn@5fn)|$~gCXf6Gs130x zbb%C{322wqr%4F?660T#Z+Y3de+~B)qUqG-S@bKOG&ftQ-{O7RgSEzxb;SwaY^dHN zSw737IdpXmyw4rMtEd=A%1>cs#hlR{mFiRwUVe``lEtvDg_eL?Q2bYlnE8p3)8^&N zJ(W`rz)NQ5F;qUaKIA%|!E;>fNVetVVb4(ZJ3Q-2W7n>3@KYl5i7)s-Jmza3*GM>mRcyB;RPBjg()Y|jF zoE^J&Q+=u-{x;eiGluhy6sg`FFVekSOqHczXm0Sa5GCRV=6sin=Q&}I(~o(2dw5`e_zWH3im(KU%qv$3ynI*D)FZ+|e&_keZM1Y(Z(Q-c8beqv zsX!mXDM1hfv9~@`AuRsa09Zq^?HCSMDv{_$f5sLN}|35{LSAR#4SrLon z?XOkU;W$a4(n?&28Y-MJp76y7-#M{vIr|cMWa4t~ClHK+j6!7yT&lxaJGTwDybVFE z&22SgXl?V2(0r&^&x8BWC9qCDTMcdvsV#AtG6 zC>7)hrl|~#Rk?8r*Fu{H%AXPt90rnehb%Cw-@bRCMgyEx#krq!WIlE5;A{Sz*ie=o z%IS;^M8|!bf?`KXBZsT_Kmzh&?NG#GKc3I=b$4Fb>LNWkS5l(D^Yyi@Zg5EZ;`ScX zzQQbl?4a)!Bv(aJ$P@i!fPJgc2;D3uj(o)W@N-%kZ9E17q)Km*^~k5Pu+lv~NCwXc z()d)R7gzUCRke|ZtH!~%I-@yk=)wCuFapIi%L>uUwGKa0stf%1;34}vH5;xie+MIp zm0R{>qochn>5Vqx3*Cu3tCgTk9dTNkS=o@?dGq7AT3JFW{E4JWKRK&@b>n+6X^pD4 zj3Xr`eWc9+{y`@5S;b+@OX9iUO35=`ukMq+4WuqCbu4d5V+0rR?cnQkAYY+o)Aucf zZBSG2IY(Uyh*U^^>6Z6|h2u;MWSVJ+Dg9_+yJtX)+Gt@nebq82Ao2-~fItk6Ct@J$ zaAgbO?Y2j9sR!u5=cwm?3RQOXz!a3awW~D;k|)l%q%E$LE_Fm#Lc*E+Z;SdV6u)${ zE*YL)TkEda7~9#c?nwC|9mS=1S_fc+Th#n9dcw8JsW9&KjSV+IYc5^v0vD$?s21Lj zaAx96Z>ssy;2q95op7YK$R=Hc(Jpy{WU};BruxK0pyfoJ1mKoHD*pF6)s98*Ch@@n z?ZizhN?ubgeDeO5iTqo@v2bpA=WdzRn7A24BUwSA=sBDo7U&&zqcy(vFiFYhhD@x$ zbuR!(ym|AcsJQss&&L~9$7Hj!vwZHGLTPz+`%w;0bnCtVF47kozfkm^^HhRvHkDad z#|ogACy3*dLoNzc^uel9+DB#}XE)pXLppD4JF~0WSKOCE5dPk%Mc({ip*u1d;c7Dn zDmfjbNBB#h8y>#7a>P_rFWz(91_c8JCFQ^dFcDt@k%mD&ez1Be?wO~W@MoFvTtaH0 zH>3L_AO;G#6&97u4(5-^ByyAMBM^gm7;m`eX;uqjl`8t{(S+Yw;c2E$qBgz$%+cy# z!H-dwHGYR(F3>b;Y z1GNs965ETgv1bfJDxAdfDxOtaaCXLElN5tSJ37KDY_v58YU3jLg0R{16bq?+iDe^C7KO70cEmX8i`RE^{dTwoElFshB zH<*8{Q~fegPnhrR^0lO-6~ZZ}&Y?&E#3+6r2nUAjX3J*|4m%eYXg(SD&sc`aNe2=( zHwT8N4|H2(Uca9I?jIV)r27fLKZ-~l{wFL`>e&Gw0~`9r{3>ilv&NWI9!r1&=HiP6 zU$rcMZHnf1C-_F_-TIZ&%(q}i`xA`36D%-}eHk>#$nWrrl1WedQc3f$AP&yDOtuzu z3+oAyixc?Ksoi={$Zo1S-{mZr`F;j7Bu)vZ3T)51I#2Vy8k3wkSy|bUVo#@-7TM0K z>v#EG7S|al=cazP_1@sE?9KkHm_5DyE0u3laC%dZe!~d9k3=wNSL6X~yBcC|s#EvY z-`g+v3&0H+?+W*a8?mr-T8w8sjEGPRjGz7%md%-^R2`ybvUL36?Rv=wJ0Og^BnC*o z(9yYZhm^Dx z=-WwJ16yT->snP$fo`ti77YlywYpM3t7V z_%geph?^v=jk5~pgy}MjI*mRxAafVEGf|+ ze0+DDmOc|bQSe$Fm_+g1Ym21IwIQzaV4ZV1xgnJh=<5B4jav*$7`Dj1x~CwWtUA- zl$MV6dGfU!kGF4UbVmIERh$dFo9KVV$v&QwU5DKK6WrJd4`WpR^yB6d&Qph7mCx~f z+1L|N^}>@9Sf|#wbYzB2Yy~6Ev@vMU(Ldd0RW|FOMPNPVJ7XoR;96vZg%aUR;roXu z|4&j-NYz}ouG{WDW3Kv>rqNL{rT0Z!-+%nT0dQODFYM>)=xVj+skZT2VXUf`@bK{B zov`_bn-lG8S-cSAPD|;4MOmC{_&57*K=i9!gP4a3EC7y;9WvAJ!z4WbD6?ejAWO86 z3mGV@tyFZeY6UvgZFN@yxJJXI7I?MgVe{>geqf$1Nh!OEdf)5)l``fHdb(^rkNw95 zKDzfgEkCH8gIw$yK7Q&8Z7qg)^O5VblMuf^Z;9 zFZ|ArPY#$xSs=q{?=nCjhwUw`ReOs+9jRB(2huiP+woWFO3AMo7uJ^&DT>y5ko9Um ze~pg^W{7xnue;%lSKrOzgy`g&y5!e44S$d7O_$yQGNS-J7e~(;j}qOu(&T$9S-O%c zPp_5=`0XsRY6SZDTme<|fW{UG-a;Px*OZO!!Z*hy*E9gM=DgM$EvcMo=EyxN70#5* z`^WOE(lrS@iI+_;-LPk*{7#EKWXh%D{~vkp9glV2hL2xTBudB*Nn~d4aaBlVWpA>x zv$ClaDI?h{A!P48%gQEuZB(v|FO&A*98vaU>qvnO5?TDB<1l~{kZS$=XVrMrLa}sG zL5e93NVU_UMUzVm`Bf$~Pmw+G`px>aYUe@*Z6TUU019%U!va)_?R8dF;(li0Kkd&SsA5RmUqo+`1uHq

_}53b(Dp0AQ7#h)+SP9_Tx$48(%$RnxpMUAYMJK@mT5<9 z&t*gnpkeGbH2FhA3dNR(P93HD7ZLvcJD{q*LVV>0*d}x<&Fgs33a?BKIFTbzlB4 zSq(p1x9U+uM|{rHlo&1Y(b1Nd&?h+fpK`5@;Ts&kd!inx#brKwIqP*yawQ)%=Jg;kPw>+|Fx|_AQHg@!`#{CJ**Zw%vA#Q7H6YxB~ z2&46<-)B6p$$u4@>sub6uu8Wnj`kngKruk&);akG^Tjyp$y6ye{#$ay_L&6)LJ@QQ^o^HtkUDey|hBq?~(e zz-Ii;t&QvswB_mX@S7Kk>Euv|pXbJHl)iwVV4^aEZF?vFYuLy1klOb}dxhIN^+KA@ zRj3Xz#!v;)*HDsDHD1p54HCbA+1GLvU+T&bFLUyR!I2S8hu_Z|U1YvH#h)^Ug!)r+ z$}IC;Kre7{o@>HDLk`{Ee>bl>vh@kf$GyL)U2`U!|TFcB5N&(BR~ zDt9-oDZkT1e!n%MzP`~jZ`TuNz28DV_$H%2z#QGvv$rgF%~i^r*dL4XiHO{M4T3F0 zqaOzvU+6!zt9jl31wp9PeU2Fud&d;GIz%YT^7#Qe$bL%vu%>P?PwO6unC`?N}brtSY{rcn0VLehxJd1&f@>65PJr`H~2ws+ht>n|LH?_4D z&|bWLO3b|Ak&C$RN7w)r7ky2RuJkLZCgr9p|MOtgd%d~%`u+LAs`pa#-CJGgsva{% z&ikGn51${UuE~V@`g#tpHOtu8n~s4j>KsTQnd*mkDF=Zn6gmyf+nt9iTA8Nogm=~L zXGp4i(XcNbrQFNMms1*3BBLX}e2%Q$N^VxsuKT6CVX^*oDenP3wcT_*6F4aU+6+m3 z@hpcL){-Q-6r>0kdwJ;${7?M4&9#&>FMnyBoQgFYxj|?aV`e=#oMW&P7qc~x&uZIEAMla;t zpYqoA7Mc%znVghr)5-mO^x(nH`VmWGWAm9gRhS}%(Cnt6f#D1XxAdu~&pQ$Q{omb; zA%s!Frh%&aq~F|1?t$)I5}qO%RssS7I9z7Ru{wp$ zP1CeO7FkKh>$xu7JfpuupQc{!PJE8=1{4K6ny5JG{`2PxYd@c}t4lX5Ir~V$28m;Q zJfaU{GN!~D<5}Xnwe&8U<)cQj0gyM^bjEqR1;whs2@kDsw`9kk-`&fXr8Uy&2diG7%$ze${?|GQK&75)mb3Q$8^Z#zId8>HNG&yn7qAno1(0q)_M|qk0V;YJuB?n7hXblTwOu`nK09@^u6Ofu2KvUUZVTp%113&;i%C z_HEM*S=rjj`Cr}0&VH{^X(U@1)&eiLOQ*je8uO|4-a0a?=&eDqId!#v67cW&eY@-%qlODc*^YG1^2aU|J%LbN~^?PhFJA0Jm zOJYqurk!Q;G1_SYw>YjNYnDTqlgaZ7<%fcFzbl9L(ck8>U#Hi>(0yHXbdAGeO{7gm zHcg?58QQYD6-jjAs^RKd8h^?xC~L=bJN>2Y`yY5Vqd?R}sSdW0Km@4u<2phR`V-DO}P z0Weql3h}RjPCe1a38WySmI^EAIBy}INIX#1OmtqFpd3$A-4*ut|AQWQBm8RZ=|E}k z&eC{*9F!U9L0@d)Xikf(W`0fX~kBH_;urVPR*~pds9=*ZbuS9wo6M3FqKq) z=54;0ps!zggZUy;d^}q;ui`Cu+rOyQk2pTty zjj^>0Lci-z$$iCwlCo-Q;*JWTuCCb1;4XiatAkpJ&0rzG1Nh6LukKIk#I2q;9y$XB z_5%}uX8J?-HZ`}JY`s33M~8G=X?u?wp?LKcjhG$YYavH-v%(tZ%`c_zoE<-GC~23^ zHcv1S+et?-OU4cJA`c?h)2mV#jwS6LZ`A%2*RBk``7JO|E<19W)8(VkeR2YVs091F zckUQGfBrf_-;N$aZqW6J>rzQryM1V>&1p&7j<8P?1DVE))0fhybEHvn^-T@NFRrcw zvGCzrX!;MZc@dd!8``F@^7D(z5Xh9D`gITQ!0Nfryi61ycRON3*h;hHj)kfgl-9N2 zZW$%&^hPLG_m-a6Tk4BF35KL!ecvl4D@p=W{I<&Da7`y!u_4>*m7$6G(=q^c0tMan zZfX>ms}W-TP{~LsXSQ{{!J_(3_zi}L`~EW>f-OU|Qo3e&>5cv+X~ne5p8JGJDz|+1 zIdiDA8-^#;4D>fWJKOcXArNnz9M@yMD@zQ_>0I6(qu$8-9Xh$uq+hM$b%t5n_0#)B z*SD|z(UdC6&=#-Kah*#2}lFGTWF_{+Y5Aev~N zey#RXfIDR31!Euq+M9OPLM`Kq@6Fo?2C9e`MVM`oVqqAVUWU`XW}_8e@zi4#X*G9o z{-(%#|F0tN?A`K!jbfriUXB=l!T6=}M%l>U2e=WBAIm&%Z<)JsZza*jNA**79^mmm zelQ{!WTGEBIPmm`t42me=^GhI?53+=l+L5%+eXNkRax<0p9N4#Jd#k%T5`I5096uxbilMCdr=?`_mB~hq!=FB(B>yC~Grg`EG<_&h$(DQa0 z{*~W!5o9kxB|-d%Y^H&+d`bJI{tj))lG~CWKa0}mD$2-5qNJSD&FOEsEo;aDy4`e+L-n>Tp_ug5>?%}%x{xIj@aATYwQ^j?m_LBK%*@5DdHY#UDRzq!PXG#+Jf|$ z&qN4|sT|hTl_p4rxg7kdN=?@muc0uUU0gQzo1t=G`Iwfr_Wa;W=#~C*WoR~hz@|ex z1k>WK+}FehCs^D7b-#dmPD z%AA{}QFWIj7k5Tr7=WmWnVR7}^=%w*Wzv=q4o>|*h{d!MM zaK|#@4TIV~kh1^6xrUQ)zuJ8XUF&;=q%8Eu=Tr>`~G?*NtI^sv?t6pqG3yIKZ zCOk{z3XXouogh5D)c=k2yGs)yNdA%H&dmPF4?4RZZAj-(JG_{Xf+0CA`8TnW-w?GVUPs6np4b6ndHa0ZB^s2vWMa0w6|4;;05fRR& z_vGjCfo zcH}+n(t2V&JrK!0{HLTLh)28-0pbUZdAXJ>zIz$X7|+s4+GeslgDH%b+7$ zjJ46vu3#<|Q(;zPQ0s_2ze7#syAG>=G(2o1B&&>pOixToG8@f()4@Se8@@UMxZV45 z8s)WWqU*IQW!o6NXp}H$oaSa1xmnc<-$8frtU9)$oLxlZ?ItzRW`$=Q07)LZh?g&4 zaQbw$f$e;tPbExE5kbrTinXIbVdyRO7nEc+W2Y4(J}DOGq55ZT1e+~S|1 zMLqUnnR>*|Q0m2&%||~} z+6l!w)q&7}H1spz@>`Ez_y(x2G)Y_1i|)kZlTK?yx>`>7+IC>v#>AETeCC6%fm!8n z{{0e+b6ic=rMMb~#xpY8-T={8H2ExHzh?EP#dOBOowX z;5;Sr$e&uOXuZ0%i}!EvlbV0yCtp)b@Db-n+M!u-F?-(aMQ!`7fF(Uh-`$m`k z1F?-S+yQLG`IloPbxsq^qc~|zlV*ny) zb7zy*H1H;?E>HZlYx-l;W`nxXA?_$44=gVbua()O4wBX6;o1DbU%Q7&VRJsvPSHPc z1!-Rp)Dpp>Zm$Afv)+FtB^7|~NX;#3{}mh6v)JQ=Smw8$UH5vWl<-jSHl5zo^0E|A zZy)DcI6;{kw{4Y~c~GW=%^(-m@-eJtW=+@U_3Qg`#0=@R|A^V(gJUivx#K{KzOo`Hd3nqt~**_an<*r#6ziNa*!IAcoR2|Pm6WM6ZG zl>yw&&ybG-;%fah?A1$5h(S$^a9HboQ-NNy0|of7jjNG}y=m-@y=;3W@C-DI}}ghS{mh~(puNfu~bpoG3ayx;bi@rhr(ndWl5 zPhg8Naj06yNkgljjuZ;OEQ5;4Uq=DhK_^xeL)ct2EH^}T~P zfa!URbJh{f?OP`m^o8Hanp(`Y9*il}1-!CV9oK2Su?@`4Q@XR4r?`Y)onU@mI{MSt z=p(s3|3W!|^ndoFAI`4)vmgC%R!B(yG0%PT_TdiAePHdmZcMT%B$5#W5DzRmL~M`l z4ffi>?xb9&-znLRM`c$R&@AVo70T*>4!Y@<3`cg#W#Kn@O533YE>3NV~Er|D50 zdfy)vrBl2Kf`XpQu-_6SY|?;r=jC#sHfNeL_dR%3RaJptm2mU;Q8--90P+RJ7K>1B zUm`(!0RrmNFJK_9m?E>tBhL6F{k!rJK9yLw`%0{wObi!}DM~w5#4(z_RqfmTpZlCi zJ3b>IyO#mz`oM4ut0k1#4_Ft+2_Vw6w|Z$Po(7qAKIG^g*|&yPxA>9C8ZwaATtw_7Dzx)-dvCl z&oZiy%)7y~^0Xuysg!2m5^!rHp-u{hjjq1ZDEI?X)xkk^`|W-!PfEVn6xr%jkC9@E z^{UQh7-rf=bOw}1Fc3sy3J`UntZejj3n%6?mdH?ZN zQB3rf;r9H_O1CVkQj<4>yP?(_j=kN%7V)*4LU>HHt$>UDsnqDnp&lFt#VNndSfX9S z$KGre@uZw3r-^e4ts_>r>5nlBnVm$q92c43+h)G1 zFn|E6YwTNI+MAr1@bn|Y?VRI~A z^3;(n)Lrn7N$zQU3<%>5V^;1GmW%(yG(ik&w9^Za_wEG(e5P1+=%lWpxv^z@(SE)I zwelWUnN{y=T8QYrDOxw2RquQljT~ux!^IAz+Uexr(6$k+NH?YTH?45kzgl6h@rvuY z*@$&8nJI&&385q8)KAfqY;PL3s`oHkTd;azv%qxVnsg<6QJ&qVva(VT-fA}|XW@(C zP-yIX$s+2QuyI->AU8e$w#6?f2-Ovwbc0#>85JvdtTC)e3baVjgYKR-M#pYe*o6L8|R+`-oVfTGT+s)0D@hVb7I>V|dML6JtCe6P-Oo^Yzi^g^>z?q0% z|HM4X$XH$Msael)b~)m(ZQxdhhd|^L%DS+jic?)rE+hz%M5riFmK0&2xAz z5QijXVv*^ixY5la7^@OSSCJZw^J9iK-*?5a>T(;kx1EYtMfa zUJed;?7#G$Tbne3qz94PZl1w=27oW4Ubcv^)9Q54t{0bin*iTgSzxSS2>KEnE^M!>{$jj3K?&VEa zlT1_I+<$Ue!!rMc%G={EA4dyCQC-lqER1DHl@A=}b;JpEK`l{ray|uVSyISjy5BWH zHdw>n8INol9lhXoWXX8rqq6ui7ST}Cs@yIoue8bCm;n*Uh;9!a00*3;nEa7Kd~FPOx<772IYUuWC*VMu5xN(M zg&QNe1i;vO@QJl-imKHGDg)A_Y zlO7lZOCpbzGHAt1I33lXBDd`Hd+$ z00f@h@)C+V>|#p@K|5Et5_S{7mQ`v%q<;<s1 zRk$51>|^YC52!7OfJqILvs3XJmTv|<)Gq7y>3FlzYYva1(Qtxzc6!$p$&lWYE`yIfsd+| z>!Rzo`>t?qWK^tqc$8m=T%W9I>Fo`LnGqxN>=30!J^m3^jokLcieYrb^XK38zvpJb zlu5bcK@?ECFL~w)9?=-m5v{D`D;C)q14))ad{~lOSSzS@FWNnR?<+d(tC-uz_!=ZM zL}$||*VJbT7kV?4gzL83+QyOlw{5B`$tcJ@i+Sf>9_Hh7b#`PAiO z@3^ep65Y4gZ&P*Xl;Pf2K|h?ZyxRFNgvDG_D_J*dTbf+R{kst2_%DcQEhckDNxO2v z?@a;*F-vG??=k2W0rYs&&|xTyV3KqH(=!t)-4d9EMCc|0wUxH zy{0gHR=sUlFEfV5X&iekk}Jm<||)(bmDWI2ng=%t5Eg zTL;^7NitE22#IRfhNQ{sGBN?SOtXo+cVRvW)hSL(uN}=|8mO#C33#rz@3onQ$@}lG z%yAXIg4zevS%MI%mDH4EgTTT&K{4$aFv`pt4|S*nlA!<7w}>e_QcaV&{UlA|66j2V zLqor3V;v+*NJ#wIX;L-HE7k|yvfhsNnepZ(POn+lWyQ1w7OuOuZxdQrEIX_l!m8zq z7sr#$`+0;}QefT{#_*1};hX>zMx^ z@v%PQHpb*mFk-`Nr1}J#NhjSX#rx#8ee~&I^oI|Z5yM4h?d(;q<|4Ody;Op9YwYfF zysjy>>`+#D`B%LqF%Jso4>^DR;D1k2oFbbo5dtUl0ssD#B9x*9CUbUpcw#ohi)Xx# z9zDv`C_C0-7dKK2S*P?^ra!LX$<@>jce{z?*md?ihG@t)phTn{vu>maEs6%bUtN(ddOEcX)s$ zBxZRN5xM8y(SP^x+d=~4Ilv5m`w=|w;X*A;eg6GN4#B0@lK=Q^fAfbf-4(>Azk31a zpRas$13~h)uK>Q_62ORH{rgvN`}P)v0z&<7e*Hf_{r|#+m@t2+_b)BL`NjIbO&HX>S-EU`CN{LiQ-?uv+H z3%%67zW-psFm`2CS3`2r3%z0tJXz)Tny~ta`rQ%qd={em(DjDP_N@LdrbQi#acDsR!cnthS(Vqbjft+DUT zMlF%SFzZ1-j2f?UW7Rs~-izW=$kvWB8VFZpQ9YG8u$yy6t&%KqjrZVTVS--!o5P|a zsGynpj%b8m-6V~;ARuhYYc1?B7$VB}TsM3uPq3BNv&#L?UKQG2 z>+WX4{h_6$WoT*|lUNPUGW$ar|2JTnYB#r}QW@xK4^CJedX2RW|^EB;%W zu7nfpCq7ugwvbFS`l* zkIU{2Z4OsW_+XqIRlke+?~wmH=Fwlt#wCd!?<}SGi;erl{`K6fES1EcQ))~MjkPf8 z7R717SIk#@?n%NN#zH?lV71J5s$NC%+S_+*aeT%wWDkTIh@Hie_>Q8P^o;|9gp?-5lktZ<8 z+arHfI{Y5$OAS)o7cb@c1Jap2P$4PZd7scYot@3JboZ>H*m|UcfSo_bekMG+yr6K6`c^ER}A|_1x3}1#pXMSu8L;_j*veE6af+E!N&~k8Y^I^!&Yn z7|*EFTGI~=il}$*9`t8wK%@vw5!9)6f8RaRsPz3MZ8gPdvTa3%g@WteLPuh9>%PU9 z>#$c>|6uXioT#=(DwFxZ*Oj1 zESrxaA!Z3TZQNXdLO%S&yb3KkRWg8jF|rY%>J98kAty@7`^?gC^&Ci3pT0n!vwi0*Qg$ z0o;BoS4_7gspR9?{wo6JL=4ak-8%pD7c9t=di(reLz1Ybf)(CLNo?Ml<%HYx$2L68 zX}(Q^giYh4Zz?JI>dFGRJJ1wbNTMn>q{3A=OJRL--GbR z>ZU%wt9vh%bSqvb005Ny8l}!=iB<{G@seWhf8myRThW)$&!qpLGugpFJM3$)u?bM1A) zY?_nBR>BZHW|G#%5TG4<%yTTf>?_D)@#kH>u{31~EIG$f2QfjI2mUt*iaE!T4i1i`tUSj^G~{YSPS0q zcXr?!QtrPwHls!X2Dr1(*JL!ZI`YPE?*taS%EgM9<*!0AzDXs^LhA%{YD*aNFBDhNycmSRC@X>lqj1X*V8P6oj)|d$FdiYq4uHNGm8VH+FWO?t03`@TABtqY)rh zNRZF@>OPqDDQ|1tCm?39*zhj-Dpz&rH)SJyT@Kizn;<8tMiXDtaof8asvo~)5j5G}UKFF|_Ycj*O;b}Mcvm@>m!Ge{mVR@AVPtLmD%Y}F z;bZ+RRA*Bic8cM}OHq5PXHWFFOkYh;C$}O-%iKCGGYe217rryky3e(!Ag+)&JSm=- z`S8**D~rfVYj=A~qGWxfB%T}9@uyTD6Oj7Twld(&yDdk$lg2am4@fIL0u3#!S}WFz zXT6K9AOmu`?XB|fX_daff#;n2)C1K)h44HzCbrfpAuowwTzd*Da*0H%Gb}h&&!{QI zT0(>exKS~LFb8|*)~#A2tu+ys-yy=J`uh5?H6o_)(s-HpV3JhnY-haDbLcBa_t%r8 z0`6!P-|frH(JuQ{d4LO;8GHQBa$RE$KR2rBAT8Ryk2x$-Xy{n;4g(k0$DA5+@1tNk zgi&tpt;Xk*6QXX2wzqR(EGhlZ{!xuJ-0JEte~-morR3i}XfD1fZ8?QUE(#$jaMCoYJ$AycSD6BwXl;Xm8l_`6~@rl{+cg}+9_;#>A$!&Z7#6gCqDUimrhlIb;o%_q9 ztA=$CIeo}x%08eVX(H%9MLbqO?61XD!0USigSRplY60sufp3TM9U`9P$O@z)3NQyjJBJzTR>32fP-vfPp~6?d7!7#OzDyPreHr`e_FJc zX7)tPw4=tzSOtjsnof?;0bas_LKNcW3JTqAU$^Nf`K;bv?0jF+X^Xg4flPZw%|3PF zfF2hO&r&zD#Jzge&8}_o`5{b87cCFa{wy0T_rRt>FFbIT5Qr%*RrvAzLBZ!lG$)OZ z2j|=03yd?BfzA!53lB&5vd9k?CzW$}MMPqwCOS=)_oxuFzrzELe&P!_55^%+)y2=` z5C5Ec7k9eM#|L3x!cWt;FlYCQEl zE-tp|P#d-wuztDS&lY0kv_5{Rc4UN7xT06>Xv6a^e?TujVwt-#5~@-Y{jWEUix%w}v$=sj8Q zLmQ0ih8!<9r;Wwdy1n_bCg`NY>shWpl91S1=%$;Q*xTC+Wuwx%BsjGPFqTnJobJyF z=MkqBqoI~~+2Y;ho*3wBICH&_SbOWHqtsMZ-&%dgm=sGnknJ%ciJL?|UUYP~qXdkF zAalBlPD^tcw>%D98Ionj7i;h7q5OpRjQ+vyF9XR>^g~Em@1M0hQ3WrNcJH7J-|qGu z17`mwEiL}0kZULqCBH#F`#YR1X47@PGd|)cCN_shKUxMZ+k0d?H`sX`&A7t}CF6Se zx_R3P21ZRhkd&{hY0!z|T8_?V8UL58-kvH1;6Jkm(L~<@;IrWQvzAYxmzCY6)y{g_4 z!7dG5&L>iK4wF%*^R|6SC8H}-BjiRWGHYO6c0(vD%P#rj%F7Y|)Cf{A5lB|{`_gvm ziG@%N4{!8@QpLC~Mb^mvmC39c9USY6Ft`FmpmFz?WXrK??=SREBUN^>Hg-f>-gx`& zTW;I}6`=flo1B0^{i*t635h#NP5v{(yUWVi&)#H%y>f!P#@c9^Z-p=Rwx{Ofagj2j zxFeXlCEIORPc%$C?_^=O`OoHVz~AII>SAd$O7!V~>*Mx0Q!MXivmQAQcgE5YCT$A} zv(0gzHa=Xg6sg)bS#h54IPwFsCYaymt3x#f)4+EHafq1BHEw$xFP?j`vT;WiR=7D| zCm?^2bhz6bJJek2(Gj#Qurl=kba{(?Ny5pkq4Vqgd2kWt^R2O@h^uiR> z0kk;`;77!Bdb0bw8&PQ4{cHc4A9~`A_jS@&a`^Z(J{xl%f`Ri(kt|3lbX^yHO5!xv zQe?3LPFln@nFjT0Ns(tWmNP+_;AZ{$?Ap!AcrT{{qeU(;O0LVVb91HI4n6t8$yv#F zcQ1!5tpR3je1tsv41o%a+CiL5oSDhGxg*qaeCgA^+0R7fPEoebiB|Vw!YjDAhWl!C ziz6t*r2)53@cZl!@{v6z9WV|URJKjR;jwh*aRYZ$Z0~41lc=saGO5Rqs`*L#|Ei6g z?f($|11-RLCslvxwbh?>7OP|RO~cfZxU*wJl3ag&yPZLvfT6V$zQ$Wkt-WR9*dK2& z8RfGvGM<}mQl52u{`pox&#S>Fz{`GWS~8@X*FrTFO1`u!)H-|UCfX28K|3S)Vm)W) zQcla*E^s>7H*6m^LXV**yqLb?+oF(SD@xGQoN8}ZXc+gtvmU=v+tCr&iKGNi$d+Fj z?9x390Zc@s5}q3yv@;BMbTkI)>Y(bhiB>jp-{-i9tm!f7Lw_Y9By1V9o!Q*oo;gv? z`thv#<{iQxuA1kKTV9??%XgeK-4WOnGXxLPP;6Wj$C{R5k+9p5f8|*IrMUJ%C7qq087@AFonQQ}%mhHNh{~(Ywg~!9Ot3 z6peq7s|BFkQeXPB{C6xTSa=LY7i_S%6wubtaJ+N1>Ek5lwg_)?c6OawbPQd1;m!Hk zZFShuQ>%)C(t?t~lmDw?@>gYcYnYh0giA6T@*vONMJRNyHGN`3*gm@PDkX>If@vd% zMOl9G!K=0xSYC%Pq_>KiOz^H$DY+)kqEIQI=gHY75OGs5f4iZpQ^0kHti&4o( zbJP1$Zj(apA%3M4f0L1~QqP`UN4Cd_gF$=1hi)>(L(=4<0;dJGG@AZwjQRKwR_Oe|=zYqLi&oUQq1yYIS;Wb7mF{ zz1ACp8k(8-GNak`s3Ch(U}Ixf$M6Ui7yR6bis5k-!WS1O+Z#$PG&}if>jvX>QG6~J zJPz@p@{E7+r<6dWz~srMCVDlw+Z z)iMfZ`y4+K-IY_!GjIvngG~Y#xZ+>?*`+*70Ti34=BVE}8<*H_D#X(R2JQ?Y z1ZHaPQhH@*}XI}9Gof)2UzmlavJ@r1v z$IA>)mXu8~5*jZe3W`SX5Zm|M(>7_3G#|BDNcG;_6zl*8VY5F!2#j09O%7V(%N&JY z2f6KVq}kB`T?B4AxwUUO!IY^=lh{ye=FwGvOz|)Fz=XA;V6Y{{gj}|D*n& zXv-|UONO-$bUCK^R%1Rjf?%IZS50O@q8X6WHI%d7^dv9}sdoyU4A{j0_%2&4=_4i5 zv?8mLq1u>dJ{1IGFv{PTd9`WCIy+L|U=cA}eb>(8Y&-eW}G0giBfmHre6YrJ= zGNgz8BnvJswc z&M{@q%c-}OBl+|er-!YXtNVUL2#3|tp-e)XM*mlkQm9fog<4_en(!)u-||@}>x!9` zp)5#R%8Kmof~e^BqEP1|i|O7?hN%hXxz>iS@@E-pvc)3}Dm5Y=^E|->!Rk$yem=RL zEuB@UUBllHQ(8RBEZv{25;BDBs2f<9NnE{zdjmj1+)2_B`P6Hx0T_}YGkjKUIW;F8 z4XqKf#lF72GbpEMnJBLAr7EZPJ$qZ*1l540mEkI1dlY-*Mb3EoQxAuhfq@lY@~^wz zxa>W`Y+5h3dYSehju0ZQUG=DcBktQg9U5h>65nr{7asr+!X?RezxN$}sbe()Lo zUlN62{x4Yp#8U+40D7_(@g%8&ia>%v!^dZt>I5NHYt&!QqYV}~^=&Bc@3e$vWbPXi zgOB!YuhZU3^tiK~Qe&yVTtNKIhsBNogJZP!X32;QHF?`Nl!=Q{bt+$CSg`bLI|y@h z&91jboGhL+Be2kC@2*jaO}aR{xe-A@6L;}VPyIU|AB@R`g%|zdoJnyS^aYaA;adxv zhCZG`AKVWJ@sXA)3Xf<0r3H93a^-$R2NjU7_FVQNjbWhswG6^f2xnFyMAJz{);uSG znoBw#3Gm0Ua=J3-kQn>O!8WNa6y{J)bK%(V*bKh|HMTz3fCDYpXIW#9y2mlS9DH%S zN;>Rm*v8hLrGKpf*{!XxjC`m`zbX^ z>d=`?egEl;WsX*Aao(_rvNBIy4MmjE#Aulv=W%N%k(HZ*g>?I|(lX#4``|tb=-IpX z@9j?AEt3xy7Jf(^k+Ny>H0Qa`h#7t)kv$}5S1K>mc)SV2Y4v1y@SS;16V(!EVK1@0 zC}F2H?eq&Uc*r|fn^1So!b62`)|-oQ?wJd<{r_R_Eu*5``~J}ZR74Ogq(MPJ1*DXa zQV~%pMY>?E9Si?Rjzb3)fay zFmugy{l4+3A349Otgw`@c8D^@%8XaiWtOM!#`k+5_N!%XB0q1_g>&^vEPK$?L z;$yC%(@C|oSgs44(c9vBW4D*~WS@N9#(1c7sXi1H-J0)6TJ#<+G+6+zS~2%SVQCBb z_cV4s?AtdcBo#fn|I=fp@()$$CmB^3IYO(JSuYY!{klLs)qJN>=Y#F_xD2l#YR)IM z5@}I>@E@dB!jc)0*V+*xZ#}OvHcjI39%EPEpxnU$f!&V|akz5F;S}}|hBy^E`F1#y zh+J2)D_VD9wQ{_!eqt)lC|P)^4bF#;JX+E79q}9^Ey$x&po>Ta_rZ@`=DLq>fA+zT zcOVl=#n5G&c=f{FI4{j=Y^MbcLKoA?V%Nl?DA76g=!} zL;fuNmVLjq9IJ>>$55chED6 zttyZWP8V4kc-Lz0?vZ|a%HNOB+2ZgzoMjYt{U99_W4BZwdEy+^0tdw!veJX<(r}%- z=SjiOD`dpANcrT5)x^%`sBLQ!yg}kEemlTWYd5*+s9cu3feL^^jp4b3CRn7Whl~_ zX2q{-*lfG&XR!D@fR)=9!?)K(>u8A;6k$nviIxAgwupVi_2Fcum@Ge6?7*T?Ovx`NRgON?(%R!en~y+`v3{4bEpps z;S+miRcaW#+enamOW^;#!8*+K5RW+h*L3w`c2-|zvib}#4A=wEg^kHJU*Jx7mgZ~U{T*sUjqu9rO$^W)NdT(8-+NhM!s7vfa7 zLiYgjM$gBw##=C@>bJiV*~}hpVzN=oK5E*yFwlLKY8^6D-f6 zu?9m9tkOIKj~X;hwLU2zQ!pJAnW+AB31L6~%X+{WxHT=FhMY6W;x3^;LflMp3I{GjXeRH;YU{w8y>!dZFf=agQMYYJk$f!L@ppl#&@{prGL}8(0q~ zfvcayk>jHXqK$orXtsc*y|nE+EPE(Y0mE4#T8a&W(wu!pNdrrGM5jmdk-&!OB6FkN zYR^|{6j=|@c)gAUMmBrvOSB8B34iiI$?7~xAdD>;9xRGF2=`d(DQAll5RKbzWiHiw z`m_g?Rk^2hBte*MDkQXc?z@ktZ0h!7Im++axz`%~i&Bc0{0GpPc=31tWnh6m)U#so zmpD<^x;f{6{kh?gnbab>^)9=7^6#uT0U*a!9GfbgX`b=^c^=G~j*L+FqjPJ6B~oT1 zrB<>NRr!}+LpXapu4NbaKpa|0++ba4+ON#bb&l$b<;XcLouStH@aZNU0{#d?{kw)Y zr=FMDZuK*qK0yNT>$Jg(lc*xgI7>ZW54%?%e`X}a2Q!?Pis?)mD)ACc7%wS+s&s1Z zcXyS>^W|!lnD)3N^_>+P@Tvi6iiMGM!z@frBHd3{VSeEPv=sW{FCK$A+xRk4fYIP) z4Qi5&;d9!$l9grX=LA3yAE-Ei1kA@*a>H(C4n zF%2k}5U!&9#cP_AxuPOoH6`dhAFtC0MFX?A;oVw^!y;R<$TS6`;psQ*)U@O@*NN-O z%U(9VhY~B<@1R%eO@aVOv7O78=DZOU*W}3nD!Cif7hSkd_{I!AV`WRt^Ula{gAxMp zYI`VzmOsFIV#=IxcOXIQ@$=&PBWe(J&#pytyH=WzpP*XoQVhCS2mqZ7gKlel)8Ixbq*C{Eo=jS(EzM{vKr$3Q6YcrmLBw5%oK&6_l7q>%)y;T4T4jaY>9n(PhHgV4xKA$%*1VlpGxCw^9lh zL|9<@3Z@s229-Il$+T>vw8_@!`*)n_2R7XZEAcWxJA$7u&O)kxjcesmC5 zX4`!zb0s2jU;*XiQ=;p?;H5iL{k`i2XXX&<0_>B|S=F-a8F928f7QFf#Q9f6`d@!+ z9liRS+P(F#pg6x_pgC~k-FL?y#D|jx+WUj}9kQcyG{lPo-vl_-vJIj4--aB5)*8^l zfhIfRaS4ZVhVf&u>QLfXl|k9}I}C#MK+24?0-BLr5el2FwP`TeX@2UwwcThloNImG zRigkpcSZ>F@}BYabc@XWU}Hk{{p?$yAy;Bo?=HaHvur?Y2kP4&S;8M;vdiA?kBNqKsq zFQ0%TO4;)l-|)xxwe{Q^}7)vKyH?AZ?`=|VTl@e*+rbm+Txx88mM z`RdC7P<4sCW@%QfR-i4qu3L3X#9?;!uqo(J_=p20xgq0Pc>e9Shw>kUX;c_L&e5su z{M^V)SPvBLPEL|)S2)ti$jE?|Vq(V56?TJ-MQ_^;*-X=kJn)oj&4Jd-tC2!)2+}s>lQ%&0J){WU-Fc*iM_uivY7 zZwGpCq)BJT_iJpTc?joB)D6|I27d0%B|tN14rY>h6zg_-C{e^A0v5l7m-bB-f8nO~ zpRBH(6(KSTiYtK8&vqt#`eMazahi&1Vao*8^4Zr^+ix9FQ>!d(^nc?v_F6P1Ci2ajLV-bPC-K zZ#pCt&DsxMfr3e3H{ltfKV_4tBD9;}sUc8q7SxRU^d=yNW^euY)M{eCapH$Ryt}L8 zF&S>@I~b3vU81*8XbuF5nnfE5y0~J=vUn^;6dI zFXmGfQ6i(E-)Sge%?KM!G1vY5;w(HvE;c~tx?TyF?1-T@qYgn*v!~4K*1vZBHhKIXT%DOTN~6G1JbWi*g`A(j$H05Jar;VBj3(v zdh2$ENw%|Ul~|Ush};jZ_pR5Ttb676I2oNj4$Q-rP94HR4b=Naa~UdPlvHLTeUFX@o*xN?*V00kAMf>ykJGG;l!2a6YC#B1=WaHHy zRK6Qv&z8w=^5l7m9361?q|+6c_6--!gM+1QupuEq1Rji7<8?ac8I*usg|Q{P~UJ>*sKF) zMi!Dkg)&t3rd{<109*V-Kh|$;Xn0MzCW+8rbva+|jZ4et1{U)2ZJz>*y=3K%(dOp( zh^vMq2MIGb%v&nmIDMi1U8zW^_IjA65PuhD+ySehM+??0d}iyO^Z5Pq;}v_x1f%J- zKE7_R(IV?N#Zk8<+cDk7UI-V|3BIiaJ__aokrq!+rQ+zXL&L+20y* z#ml9Vi?H!AZ9kmIvO?D2{@NDK7G5jIr0*P5lj#l?o3za{iU#;V8Yv=L(REP?I${5-vT6i#`4Ok(h7K*FBFhP`Zm&w` zRYcuJ?!$9uY)8MYtqwbQ^6Q`R3-DHW^v?VjUwN@<-mkiM;mALQih3nwRs!Zh!S9TZ zUXdXBvM>kABbEb2;CXS8#{d9$ z*fGNo?j(?{tQEV^1|}x08wOHKo82-$H1#(80w5)b7qd|BNBV=FYqLQBzlxs3UaPkkrmQ)_LCkLZzz9w zsgiN#!iAq@D0YCeBT>WzN_>)F63lw(FDJ~s@VZTfQL3%tk*$wcaB*Xs$qNDp8Y}Op z-m!=~Q=p8}kjFvRVbX6?%W=nAb0YtLmCC>W_sgljlu%nI3XAhu0}4rA?cMKToV-nT zRKwm+0KP?>508Nq0j$D^7#J+l6qDM2*)->Q&mhOhsv0+dq5e8>^GoV!xkRxyMiLzR zc@}E#$iLw+gLlNl!}yO{hC%OUx1T2pAE{fqbkMDi&CIiUO4%<>BCQ5<#y_D0#z8Qf zSdPB-Jnhy@EtA!NGoaozIBV80W=T`fJR5hdAGUA8OBI=2zZYsbY-?}-WK-;2CT*F= z9Wfj)bTu%(OSw%tSE|ug7(_f z@^6|HpNB7AoP_OKbMweZRxKFhr+D4*heTp9p1%j$3-jIs@vQ9UyOOcp}xM*Hzjgt_py6YuZuW_v&V!V7)TXehdo+qwDJxwm5 zKJZ(Rtz+8hyK;PfDF0xEqhSt;2~0>I0n#sb8Wnq_2Wwn*dD60(om> zP2=z1fdCbU98VjB;934)=AGL{%^?eDo`6V6Jqe&@%0B($6^hy4fIaNX!K{0kE*+U9 z=_=Xrw}Yv z0e1>bI~sz`BNrt%o?qnFX$HB;vvT{ZytKl0TUTDWpdy46nNOTvv>D^5?vhy>DORek z>GPC)q5v2u9lGNYIJdQIxSyJE*KU>T&9Q-1VR*$Ekm&2CTKd4SU#jV8n2wg z127K6uNv))NXCh*c(BVeQrRJSz#2jt{K|ygS7}it*0OU?s3GjK9>_FOV|>v$k1*&h zF#y}WOL}gU1D0l9Et%p}Rpk9p(qfEDgTJ@NN({!PJ$Mj#(MG+G_8T+7GTjR3>d zGgM)0hc1%{n9W&NyV+i<=7QT3HR9LD>uk?C6ekn-X22oflEk>epVF?DDs1N{`@KJ~ zlsgS976Ns-;SD+Q2M(8;5=)~2Ec5tZFgv6#$gpg+<<=5ytXJA_+{tYTWBKOJeL`wl z#XfarAodRqTYqe#+z;rFXSG2EnjX^Q&#(V7M;968gJM^9Kl1WLISDS}yk41U;K}nQb_5ljx-Kx*~K9 z;{6Q`l~mt|TnF#v8EjndaNeek7(~kf6C<*|;WZF?pA|nbx#P6@uDB!e)2>bJ(JSai zi(mGA0=WabQGfRH0C%SqLcM{gK_b17ePUkk_YW}P9m8>F z^(a!!dz*hyB5HwCKqp{o2y7Yct-ZhGEdzp%Ya?;+x_Yb4EKLl99yAQ7WGbftr5(Tx zJAmr>&01f>WrvfWE)&aMqStt0C-%dXmNTxBfhRY$4AeY#;Uot`5i`pueFpSX56#oe zw-B(i^*U*Y4H zwX^d_VuL8By*oJ_5Wn{x>D3m7rm+RCQYe$80&E6@*Vt+fBN&GrHuj>q8Fx0PzK2o4 zL}J`7lnTVGc8BA>L?gvkQk5lECn>5LO^!H$l9OBnQuV+<_C(XSyWaD-qIUx6T?C*IVZYEW4bbBf+K$JvXH!Ih%BIw^ zKG6-GUs(LjI%(uF0dt&!k8Y^UTp(Fj2IHb=>EtA;rFEysLIzeWzzoZ5mB>BtbX@+! zEUMMpMIiDX=9^k&v}EYz-i&1TZ0qz%_Ix-xJff8O@bt^U42ZBn(P5i^(#GELVh4PP zAS!S}&-2k`!qbuO(Iv6VBKE6fP4vZCHF@wP;z*NEu1jQDfaOtSBXfTLTiLRUW*c>i z?*c=y)@GNQk{2)@aWD;tuf)kIXs&meG4W)lbYItKfdxT+QGxMbj*p1#A}<2S3Ue!G z8-Y!A3+8Bk2BGYKPY2;gD6aJr;*XkqGOmKLK%0o{Z{oYGTQ6}g+hPbOP8tsrhcYLu z1R|7@NAOQnUIY(W24-YL)4<|9wo+)*0O?<^=gZhh*(|}+i<{J!c!7Mg@ynK9T^+c7 z`c@|LbAi;~pQYaE&s6yaLb6CN=s_%p%EFHaT|^6uC6;R4T39)&M{K(~WG8|1r0vg8 zHW=w^1%;DA0kZD0)CO8q9yYXv`kUvLYgJ;%W@?X5PWc5`Iy*ErH%Ak~GA-x2lrx?t zi%7Qfi{RJAJ?I41MNQ>XOtTQHUhM$@EK#yJo2^wi1=H=^2JOQ<9;ZK2v~m|_4fBa2 zGGP7NIlP~ryzBx_S#3qFk>A1c=C5|ypvM><+N;o25~}Uo@2JPyW8&`Hu|U6X7#RtS zr6qwQa#~*-VX*nyt*jy*i6$7Swhd%!S2`yFLERQKNzCG*)n;6IpYBzcE)L~;eK82B zs}s#SSaT7y8o6)mc!6Lo(GoEJVxr1CVo*qo^>x=<@A}7jdW5$MdClj}xH9;H1j%u! zFPw5M#XrgmryyXyrEGMjTo-glsDU@&`NrWEyuA&SfNJax$E?9g*^4}v6xX#M$S}kn z^%4&p?$FS2aoKXK1~Wn?{Nn7psBhF4>9~IBhZ8}59hmCB~ht46f+^)G?=7;?Zvii^4Nczk=DPzpU{U>O~Jbkwl9 zTW7V(#Aut>_3`G6I5*IKeSH!9rtJ?vHI)Y|Z4iKgi4$?2&z|HDX0*30@8zSG2`?F$ zXE+;1pLEhkpWi5)ynXCGk5bf)ORrD9);Y@=sC-uX>!aMBV+^mKgtMxAm=N{<<8kuq zhr7gIrIzvdM+JGS>{l*d@Ifv(Q7#yxss;8s*V`>0Bx4@5JS}?BO{y9wNJ|lSf=4YI zAMhBd_^qW9wV}Hg%=w(1gW+Tiy?(U9zI;33q2algb;2A~zjb^mC zaDO~J{Lh~iu#J26{pl2!S9Cefdv&Zhz~(Kb(byvD#n`V~Wnvb)U0j+4{!W>yvEmQd zSotF;lPWfrIdv9yG!*SwuQt{7XI{R*J-z#DJ)!$qw?C+4>t7!aMv_R#crJxb6H z6guFIlpPNEN%PlA z8x?0dy73&oPR4xa)&Fn-9?V`Y7fx5*kf$PMXspYpvzgJi2?~mwIZt*(TqayO8IPp) z@DQcH{o-!5yVG}2tfYND#=yWy;320zJRK+Kbt2bs-EtLV-=t<7W;OJ;{;aZ0jt;5w z+1~Z>K3t*!vQK_t{#@gp2Q3yYB9d>rsl>{vL^6ue(O$Cesu3uJBqBUUsJJIv>+}7- zTs0mi7L3kPH;zd)N3&y05`Swr&9&RGY9O1lt1s8gQh-)T*ke}=xFdu)LRe(3%~nB1 zhIAf>Cp8dS$CG>}K7NY#lMPGIl%6lE^_yW>C*UD*+RP|O>#R`n&Tg8*8hu}eMuK4z zKjo#ea_Tg_lrFd870yHaf+t?5HoWfBq#QD4_Ny_(=aSY**UI)~J!7&#W%Pa5Wul^T zDdd%<&i#G3yV7MjToKhI8=dd4XPu#j_O>LNY*QmHJL~P2TYC@z4z%}2+|X{h$wgMZ z@f}(vQ!cGxAOq{v+h&7M(~n<`Ba|W@KUQe|V2HQ;v5;aDm0J9>g@bpsGMwFt(wVZ# zQBkEaK&5Cg^>iY5UrnyBC%*~Th(Y#89p>avF}f@$i0SBg`Mvx8=piM`!@`C5_-&a7 z59u=%2C|=X^m@TgJWgfV`y;c;CDBTN`GW`VIUASYv%I~Jq!nlKHMF#*R#!h7_$Wvq zgA>I)La98w-v&hrNOs`s)#GlB|L8R%Y`-X-ca_n*osN2xySt`TN3I`8nKF}-){Lq{ z9i}^zT=9vuXMELkTSrhVOZ-@T$*f%s3m^}vPHh*5M&be-(6gZ0(fK58@5nmoLvr>Nej$Zhl$2bWe|lLnd-iQOVd?IY+ghf~xlMRKsx=;q|RK zgqWC|)EPJ(${eti;H?TFD(AGc7z)=QM^40XDB$5~23nGjpFa6Uq!XBvOP~poLyZ# zd`itiLQDc`v@3#w1973EcGDNW$;JTDXZ6iZa7<_kO9Apf_LakIny;^~HdVGJglIL@ z;IKc`^I3u3aeD<2HO4!$MxItSHeoR_9F&w{dlC_&%q7IO&Rp8tG=)BRYEn^B`r9vk zU8s2=zO=61Z~uUqjZftLLcE~C{vR7|-4)gdaXpH|K#~Be=b#0FJfFKJii!=5jl+d5 zk_$Y#h);tYEa>G-os?~*lp8UJJPvbD5Eg^DHb7ur;8zPhg$x%XbyZ6qNK2n(WW4_) z;;Oy)HEfal(5brN&la+TvxS*P1#!{s5I%|jbJE~rW{ZgP2-rac!P@0e=#YmLKCfiK zFaZQbo0DjRBOc{iLbCQa6Q3>MBYIzkb#ZY+hzJ|1ov= z`vu`+{!-M2MZxPiI!&ODh=~)*NL8%6UXJpQX`?s+iOa7(ebOf;A%3jz__OwK!N;3A zPgH!QnZrTqPVD#kwd?ZfVn+Z`49YUVD#jujeDTmg-*G(Yx3o z;hYnskwP}Q;1!5bpYJP%R*jW4EFOMuSjyi(%HM0Et=hjlb=t@=cpBz`{8f%wu&+=W~1y)Nv zeR1qrw@dP(JNIz81(j?JH^M}O&t@nj8Q$9^$$Q! z{%q}q15G>{0~P+2Bn=mouYInNu)si8cJ|%yYz~Rb_4{a`XUFYfJ!e+R%0{nnFa+nG zKX)z;H^T!*Y{vj2gOJr!*YO~G^QNQPY~8}>vurYvu^(OxxImn34ZWB@@W~ajknn9rJ|e2SsYn(ost<#E1gxbMn_#R3;f^%@Ytv zINU;kLpR2)(+2R>(^O&nR8AC2f;JPs4?+^`i>#{e6ua&8=ZGYG0AK?~^*6nt~dDmWve;nz>*()-A{@miI&m}>@5;;c6 zw}%*=5HGkcmmx=+E0?COI#~2{a=Aw^@UEs`{!)Q$cZ9nfcGm&?RAwsJ6_W2mtljyR zFrrJBE`4|tL}O%QBa^LpyHE@@U^TiS?wnYP^c){@9$GjF7*pH8L1isg5Y*1C1A-z> zpa*WS@n2Y$7#|zk$Wp%E%eT;(Vg{DZ6!iPYo%eQ{9<&hDn3|<8o1l5wFH*Cqa9)zj z?Q)-Az9U`ma;CXMo9tx!*1iIdQ(Z@Po<=2rSEb0KPtW|!T=5vy@~S8Q((=JS-1}S2 zhdH`*sF`G&i+> z9{r}Sa9$4%3Av5vyxDoneC!>-j_1yw4~l$VW7*-hy=VvAf@5`nkUDy-b&y&MI5aCm zC`|lPEHsJWBmJ|D$LZ&At4P}l#;Bh76!neRxy^F(mYne{t=f7+J;=A{Ag;T9{RG4& z5v0_cIht=U@C=yqqj|{Gl`)KNwM0cL|T#(_>s^ z%qz+N?P#f_#Q*;B`>LLA0@4DKQT82x%?wrD_8^)gb^C0^P{Vxd&;CKfamkB3I;Q;W zH~}U}yK{nqE+|nZJ5(TKTTSNT{aKyF5i+-;3YCle*l0=1I&= z=~u)UmX~^4wMOukSI4SF+h!8P2QLVfHZY30#(w>J1$v+loGT|ODW|$HcYdHy+(hVidOhFyE0f6L+waylwyQYC3!U^WWRp!}M_m ze24W_1bTP@w-44a(0;V4k$^TCeh&%BT|;C!6aY@N!q6D1yrYgNfmb7&wH$8DaVMAsF5ib zx;PFNxTk2IWGBXd{76yf>+MzU+8u^U@B9=PLu1lrn#<|}rJ>gh@7r}&&wApye8oGh zv#`+p#lhnBC|PWNudW71Iz6*Oe)sch7m|H2>wud@x&sE#p-H;PC%O0TsV$8jkt-=h z5E2)_m!REN2b?fHM>2(;b$4%rAaxVRs(+Tk-}qWtX3-w*T$;d6vJsBJ zkmZT8@^YdNiHQww!yWc*h*cAv9HMnS0p-N?@Dwc9!S^IF zdnRJF(t#sc2)RyK_gZoxF3BaXH9?5#1F7$upo`~Su!1aJLnJgbG!c=fx%BdhY0S(Z zG8Xr1fC>_;`4AZ@Xu%S0^?jN)wX84bHlEFShFtL;jKlN0cQ2iN7T%ZhjD*w!%Tdkf z_UNb|z2SYN7y7?;H~$<{vpz|G4-#7`)YLdzxVxb8{N!MVpy>z7?M!2*?#xZ!kf-KS z_kBfju(k8S0Mg%r;HnYjISg7`k5!S?bvbw!maXN08Aq{8?qjX@(@k&!JbU&`F7Z&D za45+w^-wG#V~&#_8P_Z6%3x~hb{ z+#}=d*nD_X{L7V7Aa6!&;ISyXjX#&)dWt4qk7R$EZ-|i_R4NXn0U-FZWqColy(R2x zO=pMfE@I;aZA`Y@=ZjDfs!30Cb3Yu}6!mgKCB)0DD~XN&M!eZ_|82}_nnFq|l2cW4 z43)Li8*D{N#l*V5+%GrizJB;d4jUPH8l1hzdF{lXi`4ZL4tFf zD2i%#byN{mL$bda5C@V6P0W5$DblcQU@h^E*IS>#+=Zsywf0@Nsn;yBN4lX&A>0sj z)iiQ&v|xt01rAc$R8#`^#PhIR0CX)8VuzoWDy$WGeakZ$6}+jl)iOFd%JnE&3zi3P zw89pxDbwD>$U}R~DkmV|ER72`ydC>J@sWo<^ijph+e%kx4%NCEu{a+Q%73*p;YUt? zk5RvTqVo?>QvN=@<-#K8oCV(Q`}bYiNX;Oo02^?lctPv--K0v8k+Xh#5@k4_#X|IA z^47LE#UL)3YcV@T6|#q?aYLn(Wd^{ohsx)q1VDq&EglGG&pP|=r=ReGCRlI zYSGw33^W(be=hsk+2$GbE!r`PI0wh~XQDd>_2{I0hM(o%KMq0hcxS2zI1axw$wCDc zX$qq5XtrZg7*8!qn8{ufg-BQ z);i0jQ^S~Er2y%OTkvesH>M%L#%QiNL<>HbRIQkso)ekr`8IzBk+wK@TBCs%0)ei>M?nv6Mx5bd0Jb9|&dhU5YQZI9g z&2&!9qLXZIspg`rZEPV83OG!`{Y?U}pbazo_9U2DBmzpM?e@N%^V)=!_VZ-1P{;~N z;HhP9UuE%0gShxvmuio$$B+4VO-3A*C{9ec%@k8)YPa<^>GOW|UZAD$96+Bps)U}* zkM#7{7E*D#+s=#v>0UPZ_WO;eC{96NuLV;Cw^n~pifT(J6X_?-;tVRrf6+!^$q~Wy zKX+G8b-#~;A7S3xErH=}?l+$Kt4nT|Yk9A%a+dllJ@2HpoxGJFE4GfG9-ZyIn;j(k za-ZJ^e`xBphh1#k+uYjv>XaGXEC@Sh3D;UtUEQdC>uq6o&;7Hz&btq!WzgPx>s7b` z1`$fPo&Ci~uHfG_0%o0C&>z|3$J}Zd_-@IL!mxLaj;RT9GnNL{sDq4P)d%^*6soE} zRGvuXemmhCR8}4i6>%dxb-37!Dw&#d+6QxLhC@zpR0db!G*sy$>4o)boqas>eL70B zehcPDXgU*uvz7B%-L}TWW!TtKX@y_#W@`$jYYpBUc9r?$i79|vD|&YJLe1f_MY6@n zF+U>b^@)z??9oL`YXAuUe+lDJb3gh$QP~pYXD(h;*feZv-$j;mpo^@~VhFv{%&$@T zGoIovKIJ1@T4;Qykd&XbHF`6eQM>!TK=h0ECnI_i&1JBue(K^iU+Nzz_dYiqFWixs zefvH#ZNn{B@yBz~6>3p(>KhM$8&G&#QAz3CU_;K#>NHsMWT|#ZI33(V0Msl++<{QT)T1s*%Nl|q?CtU|*CF;C^=5g4E!KS$e zcsT@|_DK|1tCmeoa<<4qC)O`-!*;@Bk7=v2qTnEVq@?o<)Bx65J7|4F{XEKh0 z^Hj^v=6vh5J2&?+XK63UL6+6`RgL#)^6{Ek+8!uRh>Qi8hD1+KZ%nol-Q-)-Z1?{C zV@qVdA8-ln)--9Gf@o6BBOik6!fRjOyO4JF7EJ%x2T{m2wP}~7b2_@-aX|Rv^v1$j zlh&aHSmE2&Y7tP*T(B6-o>|O44{l=53m*a-Ek_7LY~Z^nzmYV6E@&z5U9ry0!I$_1H;hC;~y;kp~Wwc)W+(+r6FuJK$O& z07WLN>(ucW@|i?{R^Yfks>W+9@X_f3BsLkk_$YAH=&4YVg-FJq&GHGts}BB2jo2Er>o(UkRZGXhPh+Kfu8bnVi$#T&=T=NDjp zar>;p5ZN{59T3J?-#pU%HQufQHkJyB!tYV}Mg-DO0W))7hDs!unLOW5_RzDpKP8Df zXHCL40?M4)E6bE$Scx6{q9IPj^3YNFR_2jL5UShgLCep{XU$2@ zRwJ?EV@=bWSY{I>-Vcb(@BM!sgH`+kY95|=A&-H5QF(<>woEMbzY80O)Zb%z_^l-s z-&Di(zZ&mO72s___UQe)`j>+6nsV@CAO;it2kYeM$V(neM{xrF+7`~%l2@32mH%cS zbVB+zW{P+95d@{5cXh>Z#?PVr#-Ljs>%)xMe2U3cRE&^AC4pET%#E4Dl~{~M>&>?t zVKVw1mwJvfFrX)&JhkPG5=W`7RXcOvcGVfm<`ppQFkM(5hiHuGn@OVGHgz!<7u;~g z)Nb>-VXxxi+(bu-nJcH0Y{G2b! zKO(5c(%=kcA5?YMuL2=S)t{W~CaZ{u2=nd=?*2?ShQ_|u*6YKRV;-(wYjV>SQm)>( z@q7QNFSh>)x$^u2_p2!2n7rHSa1Udlw=i7VX0 zC0>Mv8-iZ7PI%!?(;ObcM8w*pKM8N0fZeX!)HY$oD-x_crf1C`dI|+vm{TbbhNixy zUd!Qd z&}~WTh0aV}ec2Z0(zZpW+j7J`UW|Nw-}FIWU;m87Ku%-*#37!M**g*%2oukf{?w|3 zBxpa`brg!=>-}UZ&VD1m2p+f)=d`z8Byp&NiS(9%NjG%nUX>P_c4g#sa%ysFUZ>xtp zY!e5vbYz-NQL9&2id62d@+Aw%gfg3~l&l@z^0-*rk<=1VdnCAjq_gpau#uFZr>#s{F=N7m%! z@w$5tw9JZ$gUwVX9z#kh>XD|HVCd-!_}A^^BwJ%!UtfxbRx~ z@Nk8(Y@u+t#DN2WJk9U~ZJJga=KogLtYgIKXH!#nVq*J8^WG4uBwl@eY^RRpSkW66 zQ@JLIwa=&E$Z)v9&K|8OiE5nlMa*obNI1NOH~$B>R?0ti^ZNBT^Io$8`wses>tuHVC*0QNGwF7Qm{yqj{H@nCuXgT&^qd#-j&he}K%0Q9N zXYL#fy3oAWbl|WsR9>rOTHj2uH!b9cRyrjZ4S%!Lpenp;`)KiYL!*t@HXi`DKtebL z>yG2so;6fyPJ&O;RPw2Cjd00YPUtWe;BtwqI>ef-lT&f9UxDPC`%qhht?JdJY=5u# zL%(~=qvX1CiL>YK5(m)6HoKPR;yQ&)riCe)x9S1L0twcljFM*YI0-3LzFk{1S1uF6 z@72#^y)UZ;OG=(0!<+tx3(y=GMMOjtOe+!%$uAq@8=ncg3Vjn3>CzmX@AGRNd1u)O zX|Yf(wKvdgwLzTqYPs-wo@`DxJ(7ELh4n^+p|n8m6|2XV+Kh;Si?91dHm|&{U1|=c zYXw6m^}H8+*gcj{E1Wv6D;x}f>6Otaly~TP zFW2Bqd2@22{i^mdl>yr)zc2|Qc_1VR>+@D+(i(9wcS!NG*`grxeJ(-UR93MM{ zZk1sH+g`^sg@k&=LbI(EuoQhDz2(^!4Fm&@7IY|sB$247Xmcq2y^i=|kdVwz)=Lp4 zXE&eDbkB18Ta_GRF^QJ?hyL%i$tx8GJCl~SdxAb*dlmskS_R%S?0DV$h};_d+kVa% zEzgs6V1~E3mC@dor2EBFgenrTG2J9PoaZKx(|L1yedjuuQP;y;Ym|_Q-I?iX$8Rn$ zvZP;iS^p{E`s-;6I2{Ut&-tNw9%<$v(>zky9o}W7>iaV-IakT=5gflx`~Mi zODyszQ4vm}SSU(kvM~UtghApakaIuiR%6f5(zfSaMnZ>o0EWILR>=CV*PmBEMUZo6NoJzgXPc8^4V3Zw-0$A*u<)H}ho3R|=h^Ld4@E$2Qg4y#?8lfGFzkhV7)I9uXH|x) zTQ@GL6u7~6Kyq#j&0+h&rdgoLMp7B%_^9S+NWoK2ci4Za>V^l@*9LITci}NYEI!e{ zq()4_9XcL-!6KwvhmM{E@L0P|PfG#*v z27+>!DwPQJL+;0AB@!8}dFactB>P_2|(%yU>whi)WQ3=I=N` zV_s<1g+4^PNHxM*dX7`|S*EJI#Nnj4kw?&c7oAUNU}&c^!gVE-$#Oiu@vBwC5FZG% zSbV8D2hVu3CDQfQl+x;>x3-Ksy9(_b9cR;vp1fy!d;0THT`o|%uQdgg&b@qe67hz- z(!^XIx)z{uF`zP3%Iw%~AL8t~y7Ei-Pcx)_eY5I3?h>k+r5v7O+VN`uyCFQ=kr2R) zs+O&Ew!&#2hw>k3|{D}ZJD6OMe1KkE;+UPc^(6j^+~&Ke`w74XTe&(q>V*1A(g zZK^lvrN;to(evZ5=OQ5`R1yUR4JwAw;ZZ)T-^T8HEWSrkoZBq>SAmV3?wxc;Idfj# z&n)?~dj4uaMK5%x1Ba2CeEg})eN3W``nYEKL@0T7GaLnW=!=P4cQ(zt6z#=$2s@0! ztzOF~(Q?(4Nn3Ms-$Hr7_Oxw?ERt5hn;4AL`Bn9*?bw0=>Y4n=!=iJi){>$|HD~oP zm?IArm@vQ^avzH&@*4s_BfX8zy|f|4AG^;;@jbQgBp3~Kl4cxepKH%LBkgr&AhfaizN zKy;h|lCl}dp}-DiSRf~>ew%`n78B=u4)KbFmby&_wfCtpXw6|kzt`X2-(FlS_=c`- z^QltjUFRW#fNGtW!rc>{61_&hBRQy$r&(SyJ})oe(4%C$n=64M^iHraxtAH;5i%p{ z{GzMdsD-faUEtBqb3LLsdCIWw-IUm#<#{75U`i=fI9`{)&kBG$;JuXr?htB^UM5NJ zbH2;{)$$`pv9$ z=R~+)yECN83H$QBJ;{^R-XVLHF6s7jl@>nd7AzHVYsn(h_3Q4Y=vFWGlt<=Q1C3dE zb88wcftyNxf?fi*1vur!fM_L0D@qRyTyqW0NO4nrefSic44?VdUORS;rf_GX!YOE2 zAZ^A=QF@vX%e+a760n}W0)%fH3WV97SbJzvrE|UqQUW#ub>Gi6+B$Gj+y%K~a8z7K ze>lp6N=Zp+u^XoY=)t3=K*0sJpOcG!3VVI@46ic z?DF)G$a@@)x2cb+{e8Z#fHYHB?CPe{+?L5tO9377Je=pyM>%Y5(>?ik&6IKPAX8^) zXiB;>S-kDfSvESc7ng2Z#H%ji3@0xEl`W3f+cJ7005VHsi`Pbd&iIyCC3p2mtgFE4 z81^_|r9+gXdzz2zOu8D=M1_|q#7v)<{F1_=fJuzyce-O!gQo`_szK)%67#90vaGVQ z&~&YqOQRx~V9_)kp_zRfTwZ?&m~Q>e_2~(kRtqp1Igj$Ccf{ zeES^aRiEX7A04FP>u*0K=_C^Iex)UBOTjAgi}jkO|Nnz+am0F9Q0@tiyXEFvQH8dlMK~3(13g^T}c`pSdLKXdF{^3yly#O!Q@we z*K*7%6wqBb!T2fY%zidDCZ(9+>VW5@ zn0r;5@+84#d~5DE@zbx5&ca&ADhOLpSej~=`Zi0aHaWCvwB40$%6VbP&(RUSJeBgw=B)Jb`+ks{X90t?esr_D3HoHcVpC zU{mvG!;hIutL8OK-{FatysB+ZAVbK!r^i3pc26$$Rvb?)ZC%8-wvDZ<_JlpL4L=UY z&iUB`AaVoiAffC|Wh|`P0rd@VLAnJ2fmmRr67W#iZorQ4=as{R9FrhZPf4dcz{NXH zF>XM?w}#)IXq zeJym)yjJs6P$X`STDU9!r-^6m+dmjL2M|rp0ea+lUnxh0$oqoI8-W7YYMt;A1>-x) z&+uxRoh>XljlQ*2TK$;1%)r0^zoZ&HkU-EC0dm9ZGQmQ@#K$jV;gPMS7F4ea0GPJ6 z_DL#o(z@1GvcV#7udpbFG+DTT6MzeSH(9S@g^O!=^68 zCmX}32)N7}xHxS?-YfI+gd;4ja6vfoVl$NUE9^I;sWVm4N&%EZ!=nWN9};9i+#)JLs8Vn`zEROLvy8^)r})7P_zmP_bO*6CvX;<7f_JejLZY4g{i0 zVX16h9((-cDLlFr+pku9;`?*;Vvq~?-!^D(v(_FH3TFO~wHFT`18+gTxw>c01RkXA zB_ZF#n>iG?d5f*tjcj$ljA7z|TDeIPUZ$ z^U;L;IwTC|0~_Ur+SY8-F3;?u@Vd%P?jeiE1g}8GGr%~B2_~BKxXOM7Hs1UMuXuLB zw?jk1fNoQn_j7ZD8`8KT78Vl04yIQimR{isM>+vvK!6bl*(pkXy+|f=!Hk`vQ>6;SE-mA<8_UKV}!NI@#FD{F)%YsMaAfu4hK?iFZWVu zX^GZg4rB{aM=f5R6FixNNWg zMY@xqGA4%9NAqlsyp0h1+e-onR~11j4~Zv)&NXXTl0onPV(%^EqTKhk??EgCLZUz`)V1T)Qv-aAb=eqXZ&u728 zU){dYwOmUaX3q2c|Kd2lhm4erF^o9caw;tNvMtoOn?e~Cpi)4%t_`KiCv6aC3?9^9 zVP@7_{nI~nfMsuQ>o1eArad907o1?6c>6vQ1Pe zGq+++&fM_PZf^>oR;b&$K-w!b$w3H%7*}83JooaU^jW?8>Csf&kXZ~t{;LD-w*#?bog-XZ_evcxK2C+Njcs9e@F;S41>~ST(JtU z%$Av!e%F4_uURSH2>dgw*5H#r$$zAi`~C+$TewI}OmqV_G%=n1g|fyYBWL0YZ)xod zBeI^xs{e-ey+s{?#VC2is?{Fa{Gy%i>PwZMn^r<519ZyC4a#3HK*nThmd0La42tW( z!%zlMvA1ujrPq8Izd4%%J08MJ7uvz;*$DgoyFMR3{$g(wGJp9gRUr;~&8x>COVGt7 zOv@#)%?;@ z9VvIANsqqVLq*xSq14EXuBsyoVdzfe>Q9o>inox7D~&J&4_Hxp_R zFJHc7U4?6{Ew^_yL2Lus_ZtXz?}PJhn<8@)jBWzZ#F%Ib@`(=B!2M-tW-0UF!EsWW zL#caDXV>9Z&5{M~>ED16d{W`c`&~W#6=(qDqK-O1rRchwRm?}0GW)S0h~LY7*9aoL z-sn{~!JrJPq+7mgNri8Bly(Q^#BwmR-JF&AW2BwsEe&mU@^~s!y zdz)dx`g*V}r#y9*v2*A485+e(rLoqT&nG}XF%qS_Nd1rqDvZV{TH=!cw#ltR$9mJc zOrh7CU!Ay!D_Z5r%Kh{CkhB!w%%r5(uuEzH%CX%s2)uEtz+Vkof@845c`u90o4$eg z_N0FJYo)=TJ$H_)uVB?_WyR^QU^^l&R!vGHv@GVjz;pgdI>zRAVSun6idsXXZ+FE$ zsbFS(pF^MP$CRi0>46V&M@JWjNiRO~;?@@5W#D#kZ<&hTTK@VV-~xsHvru(#XT5zJ zI74_WNQAu)w44L6QW z%)12m)Z8)ls69rf(I-d4NC{NQN?C0O2a5?oSaf`q5EA0jZk~LS8m!f*atc@O=;m6| zSEVZk2!u|vB+uZ4O2%Rvsa)@RX}}0uUX<6v4jNtkay9*FW6+-;%-Q#rFj-IYO@?0- zSq+=QJx*R3(iL_Mn&u>U)B3UA5LV~MM=$ui=D;^dWXglg#l>Z5AfqkJ*zq(8Nn?M1 z1ke|{;ei{3F}=>qOH%Hi$+^0!d%_mY{^pIIG2CJVWoFXO!O!2-Ud>#PO;y*n`zEW; zdF@vKlu{}%gn_-QHeWJ zZ1|TYZfAA)BF;9|mxp}hR?yPa6v4OxBua96apQqqtG*^O+zveuRm5IwtgfFYW4`@n ze|y=~GTX(&^Sz-yF6y?KrT#8GsP6`ZQrXJIT&5K2lb4zM1wCKMWT6Xk)PY9$`+(Lz86GNmU0~}{f%gFnVU_4JSlrb! z-xjDyPEAuzB<5;Iu0NApxh_b|-yeL^7tW(8M)2>wz zBVf34pP8lxh*J=}I+-PmR+l|XLSnMCMdzxK^{BG!M@Nw?#Y-va2jHia814_EzA zfPzV=$oV<`7~CNZQ`j}MiRTy*K#pR**rZ#2`*4?b$$Wdct3Y0_xp6dA0e2SUK3R=- z7zj6jh{M*+gxk(M>W4cROmn3Z+e-dpa_m+N|G|%EY&kB=rWf|B#y1KBzdBpQB@ruS zz$xDgD`ZomJ#gLv8W?d$G_;)hRab%-g~7%pd3pIMgQxGi4S1G2Rox?cUrS1k0KD_n z2?gfdbCmSWptikbvpo6aW{Km*lZ8dh8t3!#?SNiXgL}`G7YmSmoN&t@C-AZ_*m=>qO+~8S+fT z%(Quf=RY;U&29Vt^rocg#4F$D-yo3%=9c0Esc|=}ew0#zBw@jrh^nIA(K>x3k$FX* z+^83u$BKe3Q5GI49e=9ncdUzc4tKP3fLYBGj+9!-Qx=+)evs-B(focTQI?`NBL&?sYTjr)6M*&~IJ~P$^>CSz>kjs+1i8OzT zYKIz!e$VUvID^Pg&$+@fyM{Z*%-r=hEctCfP)pBkaq-s2If{%nqh*codjPmxb9n@o zLeO$uzbOLA-HU@Dva>u*QLXJYWWWQ|VRp}6_QtWCzXT~ijF+}z7;al#Dk-<0zWCao zY!>5v*m0~OB;>5fyqwoU=0I~{#r5dHlkt}jEIS={ya z%pr>5i?K27Z6i31^O}laPRfcx61aLdwNuFi(WTjniQ*?>-oUeU!KX4oqPjh%4P<)? z`v-?PkVJGGp|`pdC_C;)9{0P{L%8c#h78QH0pejg;Zvn)*f_(cQffbK6OA$K9ExvU z+}`bvB4(SPtR2G4yQU1&16VRdw7MgC-mG%ZVqLi6a4zm*F^AfB0fkFK@CHOrj=zK2 zr}itV-cP}EeIt#~HhOsAbVQqE?3pBo3)!Hqnt2~e;W&TD3^J}LwV`JFgZi;=r%wk? z9NTS=xYkj*+s^0FIubG0I^r?^$XfI1pBHJ9V;*rNuPA90&k>m*Q3#g{!l&P6RG|l# z-6ZTfoptALW2zLY=Zmj5nymw*3+vSId}?Z1c^ku}d|ZW+l1rzo0jgY;Oeh#n>!UE% zkvr3}P5(jJV^pvc-{$zIyNB*dUfKw1_K(et zjiQZwr*I8Cy1?dC=B!2`9cxR$h@JB7Ap>)g52zf&fK1`mCImBm83-YIK3;Xp9~4bJ zQ;nKWHTmpne5j~7!@*GSN;&1xGY5*kfiw+@`YtA>JgsIlq*dGM zG-C@RB#w^!h>FUfb2L#kAR}>0xhD!3&%V(YIyy%0%~}iTN@iQ?R|5F?R2R4H85kHf zcSenXtkSt8Sk3QJd#}Fil* z<3JruKz#>Nvw!^_vUk0`U9W2QiS=j^F$&KQH}d(57n>?`dG6i6PefRH#1&Zy7BX(M zJcicXpQUC(YtWS4gv98mv z$S1e|sRdYDYl72ZV|RCcAVKW6rZ)dnpOT%OYkuHDSMMjH!x%vit}1#VfHg_MUoC3C zsRSSKO;|S*@1vr>c#Yn6)`VrSe+a{81zZRq;UaL8yQ1EkN}DAm%4zDiiq?LIExJX= z#PC@(q-`yXMkP0g_GOyTLwuBfN(u|ePOcNV7HbPbmU{emTYxgLseL&PN~6?a{8+M4 zA zxQy;ET1!hcIqF$;;3l-Abmde(yUAQv!`f9g}8b5 zM2lnr1VBz2JwA6rT!LIJ7oQFhGSM-y_R|9jPYZ42O7l$?cXqTtdY)9P8($rGw~fN~ zeo@ngXVxzBD5dcj?USfRMUN`y(ax;W3VLMka=hKB1C4oZL@;`2(GH6O&WTYdmKr zAJ20!aXq%7Vk@RJ>pX6EG$qA(i<3^$>UmM6>a4kre`lwnJgu;wH}hG8 zmfn=irNZVU?Z4j`fe$pD?ldXf!Z&~9P&t`%Ob>u# zS1$AT;GI3_KcRh8%2a&jMCSta$s>m`+*zCdd=_6 zCHCJ6@dCa%RhmA@uO+Iv^liQ!&@xhXK+MxZ|Fl;{C23lDW#KNH{n*8ebolAuyb10* zIy&Mv@Z!GZarE}~BqP<#Cw&x@1t+?@J^YG@;Nv7AA$ZJD+`=#8MIF9ga=}DeBR<|z ziM2PDHng$n1c)rTVGlH7aEMuB=`P=9Z_QnKqNu3IR+mpga_;>37Dz@Ug4n^!Ft0V* zH!JuJV`|;;B|?+)_N{BpLf*89EA}+8C2ei(_=I?%1lG0ng@1w* zOs|j@^c;2l{m{(QK*dUXdqw3~S3>e24*jG`$88Kf>JOZ;caWyw$hN?@`lqO6y-3XI zxeWAxdsaIPoe4;#^^R(^KB*%q#B$cwgyK|69@nN7?kdSFDyLwrnpEe!t9-JCi-`?h zkvLoQf6*Tw(>zT6ZWeacHyUYs7EEvrTX5XuN@ZTEtMbeILlgo0a zJd~?_r5AjOH`umHw=U&V8-%vM7s}E$amdMUYGI=(FzYZldgZ(FyL31g-xzc;8NPp4 z*BOPLqn|wufgLH2=qM1xzudDgo4>Xk_$$H*vf_jKv-Y2h&~1 z3Gi~SQW~pRV{3AsUo8e@<&E;4wMLhE=}RmUp#|<8rv2d~s5KimT5!z~q-#keHSO(G z+)CUlD^_mt!BZCV~?ifODNFW{h^9fgdX;D14-GTrd7-c2}xTj>f}ujwy-FQGA8a)J-AN%f?0tq zXyDu9nbM9cSW}~ko?1!FCn#k>_4RzPOb~XVsTgfte!=ztU~Ul7$3 zae}mZO5OmGAm;SRC1;m>+Sgx(XC_>U5cRb>T=*HH9pF&5TU0(r^zvmxLj#Xxr}!CH z>WMaA%tHU}eZo?HiMpDO-N1C_X_i)2>}TcKpebAma((uTttNJFgj3DYbA95 zv6!$his!!zMLRADoBo^#CHh^Azf5^U;flZtlWw`wXPgHbkvmhK!nyx~1gg-9y2c<* z{H$4gLIR&e=(le-fl&XzZe2lKd~Y0mM$0o)qdG6i2 z2h-l#&d#|!V{uQ~Mi9N&IXids7F?FttzUBlIZAxI1Eh)=HKIX_ztPkD`kQjz)xIQ{Z7Tgn<^deKVV^AxpheIraShg?NtwH&HF361sqj%S zmybeJ++T;b>CEY+3ccmLRbwNgfWW}Iv9Yy0>!b#Nxb8VOo&nUQQqWvLL?p9h@Kq7) zNm0kS%VwRw=6M9Rm^!qJ8~f^Cn~a-rUZ-PDs)6dPWqN7z*IGXWmTE-|;kd6{xzZ73 zA75=3R*c_eGJ%-PvG}fD#(8*~0H%6FiD^*2^7M6%#3twH_wQ>G#I8Je@Map&Lg}rI zgRgB3Of6m&6p*H-(xKXFr+2PpO#ih(I2azGQ1TQFi?i&Um!J;A2T#Pg@b!;%2nr*j zvPX~A^a#z4i_NyiY~WMD67|m?o0-0E{8F$IoO~PTw2IBtL)*nCCkzPU{k>v4r-zvn zaSX?W-n{H%v#=zb`IX!JfSZDTm0pfi4kQ)frg4K7zb2-Sm`z>f`()VbFF{yHGu_z_ z5^p_gN@UGXz0u3iO2~>kdgv0&?0rDzh-sMK+dJ?D;}5_62rWb+ob~aSk%V7sUvXE> z>>`gosb|G5p7e2?`Pl-NoVT9qHM#BmjS-5Be@sNzcPDCzQ#<6zXn`mfG^Y^TUC``7 zxR~JM>-?puZmv4I0!Kds!wPwI6uZ_dMaE!_VJ`;l;fBMl(cFOTsw&ki@Lh@D;g z0jX_!yZp~22>Kls;ODR9M;*!U78DnB*bPJQs6A%xmS-SUQ++*gsOR4L&nWnL1h#d| zb91KBxR}^jUYDa+RBdNm-FrXjHR71x?O20s7VQXl3^s7F>Jg=ze%bk~nIT_W8 z_!D=0H_bKpk8Y@_gsZB(DbSYA8KUDibNthV?3<=w6z7pj8Eqdy-S;Oq>#8~|wC(ew z*xy#nG;XFfdPW5IEAzOxBqCTVGp%Hc}om4 z7TNP;UccVIWQH5UFI*-2#u%jA^~1g?89XkU+Gd&i4)RW98zdX9ZtirtN$RszGR|HF zq^zl_nwru4=5?;{m`ORKFxQz7G+FQ0U21&l3~2k;Tun_`IdL|;d3pA-jtH8l8ySx^ zfHNwD%f7}c#3g0d+1ko}KZ28gDrp|uuaU97lo3iHl#*r^x>hlMsOvEMsQipiW3w+XiAuhIva410ywdHO~_s9v&l`B__ks>gww9F+5B(G-mbrpc&{bl%;f-S9If! zi;e~&y33eX+OV8Pp2iWQsbZ2}jMiLIl8sHaCw^7<`t|Dwkc7)ZsX@2of!3paIo~-M z#;sq*?dhr&FJgbj2bir$bo#Rv@M)5W&_^$N!_lKPW(tVTp>i~$I$N_A^aVF{%cwd_ z9UW&Do}6V6k#~LOs{BcOmFBCs?e3bd>0-%YL2uFj`V{~Amxrc*BaQHnLe6SsoW&KU z&;$Z}+`h=VdAR)a*q9Vwe{)^$D-gtp_qfd#eHb^d%CW=B|gCs*%Kd}m!Dt9 zZd|%RBW=pTB+2#M%*H12YN3UVjdbm+^!oACRMvEMYRR?R>AD%FsdM|8R2=FbVg6;h z9Bpcvs+yrL*vLmpicy^$r&^{yikQF7F**KhQLRy-Yq8H8@sV3YsBPFgi~+RUJ}^d* zAiNJHdC37mL2XV*diprBLcVOL#SffV&$Hoa^3&a6*BEX)G~{+3|EtEz{rozwxVUXo zD6weAdbszC8wPI8!a`4W%)i;5&WGVohKpS>Bi*xt=e`_{$vinPmD>2h%kS_li( zpE~CR#7>OMXL`;V;6J3?l6o+c4m#8eKooYRUawnXA^GVm^T1(sNe%MDH`agdR-|Ei zOFV?%3>VvmixoST)nex-fh03h?n0rVq2Vys9`;%C<;#HaEI!zd{oJ<|<>mgp;KJYE|K2I%{#1RZofkzg zu0W#AE1clAo1ED)I)MtGZJBCnpwzpXt&YgsV7x3>F(@(kD zEjOjVP(}Z)eEj=&j#B?2oBH=Z{g2=IN&4RaSTz3)fW>|8Z;j>u-;2<@{9gcA6?gs{ z0PE#{BY_?JZzQl2|BVFp|K5oIn^(kKm&dWcYOSGL?6)uavlcK!E;+bRqQsNCgo%=Bw$Hyw%II8G{P10>sG}ycIjB%W{1e{fStXODzIP0cG zf2$VLyg4aFr~%mNe*gZxzN~~a2veFD{ zIYxJ2*tPeEk~G(dV+Xiy%eoO8sG#c2V$1X+q-C zNUtN_TO_$DxGgfz@9Yt+hQ^@4U=F@M>gOp6?D()Q`Q$jPk?r7{4s`b*%wFWJyMFz8 z<1pKrZ{Bv%eP^{9gw5$XrB^2>&%f~-lj|QF9ep>VsF-=^B_a5Ikmt7P+KA%s-`Dko z#a^tMR-#WPud=Iud(V!5k$TOF8|LTg%mWxhX_l?XK>W;|L~(OwN)9YIy#d2kumuArZkcYj-h(MEiqK( zbwlmD>eTk1A7pJVYk%r(+oCYi^NKN5H$e6J$j*+(*2Rm`#iclnXBkyp*x43j3N2bg zb0hyJyuaqs5w2?(h959Np4lF>d;)>;^_#$Hby)hvCb^%>44-h~GK17n8<$Q=!${XW zL7jfvWeHo61{UxC{o@16-%JC!)t+@*Q;t2>VuiCr+FCL6dfcar?@4WL|%Ei77R%=`KnrXk7D$vY#X$2nB}$~!I3d9!Sb&aPni7QkWW1eEpj}ohrn^qWg8JL#hosJ<0Hu~`tl0$ zi9|e2n^c+QM#_cb&h7hl$S7?bVz^=#{#YLsRdz zBGRv))e4j}6;6)FHQ{arNaKcuJS>)~cAzOz$^WcSCer)h`m(2&`A{YuKv5pL96;tiO zF^GryIIVmXszV;@rR$QHc-}XT-!j4GUZJ`|8)_#RCqxNIKZ6JwGUvJ4hfBbl& z2{!FMn|}5RCNV_(GtJ_d&Q85jCaCXV{MbADPO;0G3$K1Q1k^dd!YEORaJ%KCXzs2X zQt6H@ovg`6(->Q4@l3Vd+3je{fGu0R`1TEmS34T?MQw}!>u0lv{+ns4_tbDViSr$OVb}QRXwAsO z^=lVR=L*gHdviT8ky#I2;? zb4?A6`RZNn+kPaJH$Wf~x?wD1Y-4k>rW{>W57s|gNh1ONG^NJja=Wr-h<%%CPY?`$ z<$ES|n2Td->ca0rH%bIZl$+aEW=YbkAFixgshsFe8gS+9;T@^)B8`&C7HlagbGA?c zqR+epIpW@$uLEZ1meCjE#9h_v^c4?xO`pvW+l*C7J)3zwFA;(Iktk6{ubT*i85rS_ zA=}#S65jcTVfQ!>Jl8OZO)8(~|4Iw{ABXx+l>gsws9ru*yw|IBTRs^NOPf*h8|=4v zPakA{M|jY%-GiEVNYVyY6oe_D^KwNq@;$2rS9mxjGiSqvP!pxB);uCZ)vz->Q zSaE%^Ix2@|8fDvlNUh-^rri{LNj7xM3r^EJrk&CEo+NE?>|Eqf7pTW2(gE?pv~DIH zA#z(p83b8r`HcU15&q-fc@_U5`*UNHczP%-rl}QcY+|mc>SR?E9Q6e6Q9Z9hH`vwn z*F(~WpD37-pYOg`UEP{J+MAYM$f{lSn~)fzi0j)F4*Jt7~|MRzEVHz$yqt;(^=}q5s zHmG;j#=B$=Pw^Y?KYK*QeX=GgO_7qBIqFLmEO7%Z8lY3=eg2bYsoyIBc7mq+v@DLT z5u}tCcCQo{s6;mN&Vk2^Aerg&HY;&kW<61P214ndfD0^|-Ko+IqYkBy;-R}UJR~?F zV9#*5h!MU+@*8RKs_8m0u+uRzF^QPl;nJ_Fiya?4PwRS7MMZ_ZN;&b&Y}@qeYPgNb zG=%Qv+xMBi;?i$|*feO9mCK%yd{^@jtjArVWUM!X&84YDQ!}xo04GK0+h?%qfW>Wh zu@X0Ed50>^xFOHEp{|!OPz7vA2yDm1UsQm+adUW+dZZ#o^TgWHk7XcVQ2IQg)}Mre zfKPlpSaWk!83FM|fiR`9qH}~-%^>OUrZs{c@Qez{))0-}@e;Db9#@IO`Ddfa1lxJ= zKZ%FFW`ww2=}n+kiq<3pzE9m^b8V>hZU=jfES62u~>$&S~QzZHft z{8d}MU8m-b_Jhcyb;`kP-D!9|h=a{xha&U{Nsa&E{@1e3P)6iSG*D4a=r%PD#RO98 zf4;Z32?uS*y0_Utp9sE*0qOk#W`sIt%7R~4N&q4~1#;%WJWOky)W1xaVS5T&%>V{) zq>?@`O2a#l`qm>DJ@Fknguu4IZUsxSSyHxX8pQ=);A6T62L8Z6mOg~4pd9c=Uab+g z?)#phzNu37EViozU@-8-8piQtP_17=PK= z*!T=ckqSMWVEw#pKG@Pgw6G_zi}}4lNiZUSu}ZmGZ&Y;|?LTVPfnFAY5VYO;dbWvK z*=av=HjQlgSPag4C{(A~JE6F&;$?Yx+~g1=&F-!lHdEA*m!H4>mJ(B0RsU>2XiGAP zoeAQK=fkOjzN9AOrHAuogWy8{U0}wHO56`pzZKV4D0}VxaP$H#a5!7mMmd zbPnqV1P4D`-eH7qnXKy|k?a7Qj2iU{??K;h*?p6cz$h_}4vC2|548VK?E-G7-ejDI zAG$A;sS7UN+__z622qEP0F#+oTa&Ke-~RUW$D>&8Nw*J{sQ~}9`dt!W+#KQvU%pCn zT@*%x@nR@~=UEw0?U1BnU6>PEOaVk)!anJZzdytun%{PM9$J}j3xT6xc!rtFf}~P% z?ydvE_84Ydsin*@UXe)m5k!&oa3{#W!V`t{3N41NHvZVjOuF&E%UPHb9sDf|{cyeX zj2$f3b>df&mWm()T6*&U3hv=> zajxtN<bV2?}|_@eME?0qb9Hi>#ma;HPV)=Z8vFPJuxY^b?c|NIRZ3)X{l}s_-LYY&v|q zPGwEQz0WRHa)XQOY&HMUM~=7`JZ#rMuCtB_4Y*q!tp2|9EqoaKpp66p3mi~&W3?gG zint9NGin`Ih9vAsZER5fYl^tN0{ET+_p!O=eHRHvDIXHn>+fq4y>LTS#y5Zoqe#8L z%GR*CQFEoCq4Cl_<86oIK0;Yfd-3(&((`+V`OJHp%Th3|=9ygYNk#}{>L=YL#+luW zr=+K81~+CN55E$Wi~%90t7Y3Wc6MKF5^itda*VL!@VQur&FyncQi1v$Hbre|5$1zcfGT zQ?0*GY<7(J8^+zbJ|Eh89=Iz*5=2OR(gR397O*mk@*&irH8RZI-%T)N9an(T4CmSO z>|zXbd$g`0dS3hIsVS|0cji&v(1O|-R?@PL?d_emU1MJH`^((*XwbUw9gLKlg;Ldi zmdWXv!5L~RYr3v{3#-r*vrOU+#RzobkzSS0dF3KmB~c$jhv55KhXu-BQkUSH{0}DE zw+U2)%6-o}cFHL)VDEg;iJdODrwoen?E1}n?OhdFT{M&}G2+&@VT;Ra*(3m)3_fSu zu_~`9rb^r;Nn?4QNk9W}9&X$KZDUis7JqJ$A{|3HljrNOf-ZcuX78;4yL5r>3Tc%2CwgNZhO|>C`9FcbA5|&w|^pVSrIgbA5KO(7HbmY#blN zcEe9K85>VWOPDcb3}pL$ojy+6d3Z!jPAl*U6&NK8aEoAFkDafjNm1PThVX%EYCTOk zgYfs4=`J7l*C9Le>Z|2UVG{GQmvHxLmT+JEJkYZCmJ69X;)EKZ_r|`#QZ+LhK&Ooe z+@tE)snL_S;slTxq$O>urmKd5A6Plvs8N78h>mGDtScL0gLw=l&Ruwj0AEP8e#m)x z`sUp8$%H((>j`On-rkwI#Y{lpt$U9jxS&yjD z%ea^a2Oo*^llNw32OSnHzdJ#HXm9^Q zapPW0Ny%|QZ`SIk9nuOtdmQK(<|$4ONwn{kBw5x+MC&oX(ZNV~wx$gOYGe&xmJ&N2 zuEP%x=&5pa6kSys(e>*M#HJ&qUjA^ksbpD1P!UbcRE5V;by(@VssHJkX*T0e~I&{j15w7r9h#N~Js|m4je&hC49R+MCMAS%l}93TsIH z*w{<%D!m8CNJdJW!|&erKOAiyIW|913cKzmxJtl^U}TG~nL<~YZ5GnC$4RuEyBQD= zG6|}Ec)WCVj=5ErM1XS>oyMi3O60H1b3Ud>muMv7-p7rS? zkO$pSPMLY9UG!}2GNdF?GKL$4#gw|mzWlU8cJzU24eU`2pAC0uZ$H0GXlL8oKQ7k_ zM^_tMA)IvZG4i=~`>1-MKsI7CURvJ`&I+AHYEbtAIaNg8b6b$`0Uo{L#;(7XWZMUO z=f>jtlZM9T4R}?*zCB@-IVA&%vKs{eR0FXtLAZx|!FGQZWV>R&mQ@~JTwAl@)Guv4$CClY z_n%@*NP~>Xr{dwzE@A-r%JFz|sG~BVw3Ev_TIyepCn2lpA0m`H^dKgg5re0xtgplD zLVvOt;qnGH4MDd#0KpYka3=caesta&_M#(Jpe-NXd_*79i3QvdhKnU6u!pccWFqeWNe zn;T?RXpt|R0#~2S-aZZUQVrOXjlo?6V|w1nowiM4ctm{Wrkipn#Z1x=JhLrcy+X_ zN(%IxC64o49=of?M|IrxZ4>ifBO<8j2l0x~us{7_Nl^p&nT-Pja{*{NWAH!w+9ylr zgV_bJ{q1m|u}v(>`tPiQGT-Jq!pIbsY&=FYnzsvW+bjWEFKjzTb+=m-BWZ@OeGNKE zKfLquqks=ACEmAaf%B!g)7M3|_e_LTGRe5`yQR7$dN6C3@Td;&<2`k_zmp2Bg{GF4 z!_*8()&9OVRJ<>P3i#na@RcE_S>?f(WmIU>|A8={I#vTuY}SHte~=8(O0H0r?XGla z1XX>8uuVVo8z9}y=Ja`2s3)I%M=vN)RtfMLBSXX5uN%fUHL}Hb(c|-g#3BUBHI8$q z*g-PaQL`L-;!Lbo#f--a;|iUGkqGorJp96PYClA7$yMnGx`bWj)Z3y?+`~ZPgDB)1 zG^DgeE#hkZ!6_E;q#l_98JDm;&b7v!P3?+rZ0)yvK9YL{td)Yn5&dRv`9N*KSVXV~ zGYP&rrgs7oiqC>J{1%*(JeF(X>>Al`Dic=uQHlR!{_)p8{>1EVer5UVsm^qsI)MsN z)LxZS*ka5QnlL($d6)nXi|8!lBJ0sWz&XSjX+3^?E{aP()h8{j$Ii|j0@XX2>4owg z`j^ZuAwu2-HKN<;%AA%SW<=g1BbxAk@&r7p(q?+;k0sTrNu#*zCwp0vjfK8x3ritH zhCm;3RfshbZYTqDbKmrIl53K5k5rwg&hDHA<~jsN`6pCLyeJY%|L#FVP-?&xc;Vs; z!W`k4-Spfoh|~BPC7knl6gK7L^PledZmMFNCE@uviDtg@`XtKV4LHVwxK znl|!=#?i6UK&R~^n#dA+k?Y(XLe&Pj<3BUhILs{KGxwKss!x-b%d}i*H2?E8%&@dv zn~4y_IeE{Qx0vUKq~sMfpDPQk)J>su3R!~|w2}SUYT*Za5(_;A6xCTevVfKcVpz1{ zVFO!V3G?~RW@fMGFZ*Ww>=7}y&BaGOwoTw+`c0!aWRhX5oTh0eou8-n4ba9@M1;1N z`fFhWk6#|694C)+#aFttgw<~ZgviS4a3kKAbHBx)%*o3iNOb2J8DGy{ z>*vI`fD94Bu_0`lSU1&_HT~7*P)luX;tOl-zA`lq&>=Q#QfCnAnNt+ZwHzq#`!$^W zjy(MQpJkIzavpiJLF!AYV_FE?0D3F|d+&8ax9il8^E6RDF!`<+&Z5uK{=pL;1S%Hu zzA_d-DH=l;5ijDl8SqL4o-6lYYNdKpBjoezQVt3qvS-3Qn-J>CinoQCM}y4Kd%p6MojuO>6jqqz)Dw9C`P zrajcJe#=2@u5A)k#3lW#r!iN3NjGgm$5#Fn_$P?D(A61hRi3Saq8#)SPl}w({ZM=j zk9mt+H@-m7*hhE?P~8|n_YB~kQHbL#H@p^})>%_-X9$9fN1gE~|2{r~8<@9Km0!$K-$*2f)y;2%7D`QB1Ld-|s7TTLGm!IySny+{_3|b6MuB%$Pfd99I7% z<*1}`7c|%pgMCv@T+}o$52JlrSeWbiy(^%?ZFF%6a8@o}K|prLEZeqGa#Z3sPEm8H zeuC6jaLo-pKg}fp^MHe#;o)E3cGy9HLDsfBkWLV&6wG^dLc3kSf~asDj=nb))j+r`@vE=l^ z{LW4CRoG2S*fQJ=n(H9Leblnw0E>5TfbjUjM~hL|B@sFj7y-xd*a(D#1nfS0c`R{j zr6=L-+lT5|x^2BFNSHb;-LWx6qS2$IVEdtiH-pFh*E-cWwWVr~V(l^Cg|TFsYEFGc zxG|Jd<YV!(@K;H-C#LVID*d)eRpHS1u$MJ<}7u)2mx8?kd z;lDwA%Jbvg4hRzWmV!>qv_)YL2gf=i;edyDqRy}BeK8^?>_BDZf76t-6`NOBID-)_ zuybhj{P7GRD-c6%E|LQmpvn5D&_$dfsxuMUm3xI))tXVXv;G^^^}X9+&#F?$5kFHYT$T`FlC7z}`(Su6UoIM9bVai5U} z-&!l2aW51TB*|;wTFEUgFq_L1by^$=07y&z!Z1t4Zgug-*4DGtG9-3(a2%#B`B&Bf z*3MHf*O_cwUL^hctk&$}c|I)q5{aLg)GFj<-@>#fCBa&Cq|_s7Vq)3V z{ZjQ&(hYuoNZU0OitBuE}HpMi+DwEcd7Tb2R+n5HbRH-nw4kWDsuPy#FjY<;a-8)`)(Hvr%|PQh3#nsa>={{ zy)xwZp!tDHhUq&h&?`AF|C%e%auflm0%&x}YP(k=N9U1ROf-Xp{|eIOik>`)B<_O` z{6s{42s`yq3>cIU3q#2sf%C5U6u9jalb|`j`AA+uL<69C;fVzq?l))?Cu5v9yO2Zx zJ9GRV#SE%uxXM&gJIE&5WA5C4-dS(E84uV0cFnmX}ZG$RNJzL zoNn>bW!9)p<-2z}K30aTT0g??wraqtry!5KB$?5rc z=eZ*<)$pcwSbzzZ&{93!}JlwZ|LtARKve7cd>_c1rpDXWjWyw zXg8A3V1wBuLBI+!kjgm{YFn4Ex{B>NdR5PqW5~lz4%h+lt6~+_wDX?@SPkVogW>jP z5V03Hx3}NaDdCZnssO#=&tY^0C~ck7b@HyV$VIwZvFM_&j+tk3sPgdMf#>IQ%@@E} zg^%?u40@Y86Qpqo5*~kzf2xUVh=>qa?AOZ56|(6+n%d#QIdMJCouvsd1>vG#l58(p zO)(ie@Fg&dI<}3a-__LCN_K2R#oGrfjWX~#LBtMNOaarc+xj6zZqK529^``p9aVn3 z;t~)HDuPPbnQo1+balP1-dhDJ_eVr#gtp_v8CvAd#s-N_sk`sQvheB9w-C?#Dhahm z{efN0R1Jiu^Ms+4PgGQokQ=7V*xJP8oBC1Vd=$eo374Z|!$oMGKXYS;Jc!PuY5@O* zqCzT8&m&{<9y{g(kpOYdb-?xc?c`=r5Z3zmG|WrY9y{?a#Kh7v{L2?CG7HoqLypKB zFOQqbCj?hk>Ym)?Nhv9D4M`Fwseu!(#9{l zYLgx(16hCIn>2_(>|KP9U`8(McsQ&({?#g`*F3u`tUfFRj-^DHTreBlr zaOzsuVOV8Uu4tHk;_V$UxCrpMV98`7W6G{B7+bv!0739eg~*{UTun_w*J_<_?@_j9 zuEA76JwABDu0-P!cZ{1dcb!*wKl=XlN&~~+kiLCby&KJA&JJY=2wJ+IyKX=6JwsP* zhJcjn_Qp?_JCl%vNAIE_Xl_2MdhxaP@uR+*%$cJ6Yu}wnu(qPauTV4NU1rgll5NZp z1Ku+)9FAS)NN8C>Aj0Vgay%SKQiNnw4}#i z;6%Uxyd~zEOk}fF_ou|3r8n9|HfCET8`06R6ER4n9sy>JxkxA&VT$1!lTL@*K?@)E zQM#cf!l9Sx8acmtH9wcfY;KFqv&!I#cJZ149G);pIYTK=cpb5VmXCnr@NP%&V)w&H zWc4Woz`z7JJp|fC9NJ5q=C_{@&)E5C92FKvC4d33ucBIBK_RJy0db7@n5g^IgV^Qi zDZY!!KZ*-d07kF*^eK<|k`n@!wq~wO3YP?@ppOOTMVum|7$VnlH}R`8xyla;7-qoe zVr8fx6nB17x>^1qPnpR5Y`tYHg&l%^W!$q1N|dZ1*1iD~);P z)AC3)%fZwku9wGwKN7i=aw+Dp0_nlUi(QTBbZbR}Ia)Lg|E#WWFA;ZjL|E%k@?$$p z8ePU0n<`F_!j2+MqpP|4VbirmSNiGM7%bmAc)-&|N-PRuuA>xNvXRr`Ed}B+zP=mt z+sF)(e@KA;zjNs)3Z%es4TsWcGNITsN>VdX+pq z{@GTzxS=(s7!omGReJ6PGw{YQL@x*oiiv#H{~Ytx?x}-woyTrHK~#q;vc4IvDAkJk zzWr3ev?Hc@?$$6l(Znt7Vq@q4VO^Kb$=epE%c7}N2 zb}{|JkUr}>*d&S7FoWGWF6 z3y+TeDMmbgYyGM4^zyQtl_x_FFR$DGVehS@qTJUu;K4#cMMaTDML|JCN*cBzAg!cy zw}5mrDmEqEAkr-$AUQ~PcXtgv^uWw_&)Mg!?>*-|YrX${e|@gC_h!_s!!ytGyYKtD zuTWK~q>bG}7bZEPhd+Ri$NbRx3l`_(Zkju{neyCrr~!$rjzr@AjQ7ViFrZtx6s{d} z&G>ngmw);4MZZeWhWwjk)y}fza0Bz+LQHk#1lDMR%)kH>cb%Mu^e^)XURMiNcV(T^#BIt$i6qAyt<1^3P-3Oa9;I z?C-A{+x|)Tb}sDwbzZTD^Jg(DPI6?w_9|jjONMF1h3ne!ak@IAY3KmjTi_b&VOP2# z>;O*P{Z`vvg#mRUNR&IJz-*1yYPva`K7}8ncq}Htjf{tfCloSpz#2<) zMOgf)mXY%_2z<4kiA;5m$TS@u9zFpgeXjXdY~(j#>;{a4FJ>g(uSC~{~%8@MZ)G*xwVk=S+1w&T6R`9d{a{R3Uri2b3f zUO*0}S8%FnV>6xHn3Zbj>xK%F&(g1Q;XHS-N_vorcv;9NK|rzYZB)L?P(3|ad#*+0 z1U?fy0KRf}7;%EJuor}jHpAYbkvkFs!U>YAS)BWNU4MJgb96~rSyzTJX}{HARf+xe zpZT1x_ZKhI|K8IX9kZ`w+Fcu~S=x9F<^~;m1(i+L+J#*fFCpsgtu4&YOAK`z|Gq@^ z2Q=(#swez>e2OV4Q7YK7LuyBRd)8h{K~d-Cj(Bv&YfZa(S=GA6@82y4++M_)UN>cC zImBLenm-TTu#7jpZ|EL9^ja|kbe@l#o^VkxU7b@N{DuM#9<+bZXlQHm1KN)L?kGRO zm>?iPfyiXe$kGyA*LTbz?1{Z%UkE6(2Ax<2LiCZ-I!S`KkI4s}o*-Z=Ue{B$UNT=I z&=+*WkLnXTpP#2R>&rhq7Qd*Gwl_NXn@^QEx9-hbc9D4LgDrm4skx*N%gKnMN9yZ- zO-)S{*u=zwcZp1PVKWy=NM;AW%s^5R(|~DVru^)SCX6cRHUIP#n(4Zb)6=(iPlRta zZoFvK(uzd^pen4} zUSH8py1e4YLJob9KKFWd@I{u{-5RQ^Q`#aJhBqjp^+ho1`@N-koclZXGe!hKXE?j4}Y#n*y9)F}fnR6otJKXhkC^ooAUY-*yyW>#a z-e(q&X7-=L9A@U~8QPnwW^zW#M#wU?c)qlrC^e>0yF$J=SQ%TgI=C5Z6eX)n%AzrN zurh>c-QQxp`0?YFVC{+rcOPC-yKbteRKQ{>z-LrZWYL=@e~;H0=&o|%4fM${HX~>S zu6_*;W~`TGgxbfpk*5%U(e%(aQZ{D8HgMNks?ehEZmhO(wgmm3)M^3ewG-#gsev?$ zJ6T#glhYIyGlsDYV3r;K%t9UA*ljN`z6FQ-&q@<40XGDauYL{7i zczSMbY)r0{*uVb}n@70;RN)hVodC_MUdyV)Lhl;FX>HVM)5Y9;={y6+*Oo30U&`If zptx)+T(b&}eeGKr<9w|)2(kd5Yz#ZzKXSYbejoL3-nwfRC%G5r^k!?8Z^$?7uD&eR zKN-zyQ~%9Vp67yRPf0}>qj?hKUgpn112?>=y+=>`nwEQMxH zJixXH9PYY$E2UNsI!_{IL~!pp5+x0c9mO)ROasue^zpf`(ZVM0J0>yKZU?Mu$SItt zL1tyYNDx0l$jJ2aauixbxy(t9-ffZy_p&mkV4;2NXJ}T%tQuQk(o=D5191AguTvTV zXDRK<>e6^2t2P7D7l=*Q-71ur74)m0zCj^#fQ-2|c9UX3C2Nt4W-=a$%Ns;FPl))e zs<4<=obevWNfg8GzMR-_UESX#k0BA%PP2cg75+59&!?tqv)^-`n_3Rc34+BT5zW)I z-|>02#Ut5>1IGwlMAv$!lH$j0Csx@n!t$OQCnRULm@cGU1pX+;X zhaPu>H$6EGP52Dv^w8sB$01CH>V>4cYxC%owD?a5@F%Z_M5tR;6Y*;96|%5+q!e=C zGZdxoP~%EjIH1-bFAr-E5D7y2m{-@-@VjmEAwqL9w>3uxT4R6Q-P@Yp=Ux9_JSRK% zIo#?q0v|N6?0vLMKf6F`igCora`DT^J9E0ZIMR(Hdj&4H*$rC!{`hl_=81^_k=%-E zPzl$rFwFl1i&k?`@$XGI+xXk=?(WJS8VRxQd30%A$mV;s`f8~+ozbRz80~)ne*${> z81;$PU;6;ndb72wR~p>uSM48l*0r?PG&8%4=*zrTE--p@8pUa{;)0M(k$pnOkYZe5 z;!7#;KG}z2YjuDNP)~5*I+sI=0QZe9$cl4X8-2l{+eu)7T>tkD;B%3#B&pp{;*eLUtW${8KUZ!VL}% z(>wK@HIkoyQ+^3g1qS!R#YHVCS-ru=F4)CIjdb^PM{W-(SGUL9gpa_DSGm@`s390p zzV}D(79;!oq9AAia`#+)z_AL95B03sHH*$$(R;kvf6scJfrqJK)3;vM#Or_uU`dEA zSZgQ2pU}~XLuh^WZ7jZGU<X^xyZExOsN3Y;uIIbZ2(4_aX!6#87Nb!D_ zu9*C?(1Z;RLZ#-mSRkCuQL71KMT!mPSaP(a8oPK+$Jt+vmlh7X6S=J9N#=1x21PfXWO#2{A4oyCS$sG!m+Xe_4zZo)`{;UP{HDZo6%uc1Dfo z?&#Mpa?F3TkSgsHMH;3ACNN6aEh%mnK1%$uUK!s8$3eM}Fa&HTm*l2(U}gfG>&N^3 zT`>#f_KPo3k)JShg%7s$a<1q;PwnO1vMqk18Fmr8EluPJ~1GhdFD+9Ou`!k zKhc4@1mn514SH^nk7sM~EF+YhUwtVW6^96Vk?C`OQ}u1nya2rVIB;x~T0UpD@b zYQkgZwAHYXOAAy$fT&YnEpb8^nt%L!DoSK-<;B&ptk;jXwjEQc|~Gf7<hE_AJd%&8CLP z#l+g(JqVEv9n^6CnwBO*$ghOpRK;fDOld6(3l>s}2i0SJe&4^pQ~M+%Ep0IN(eM1h z;z<_eyB$Hg3z|nITK?@BlTMz=?F;e9Fw;1%X4;&K=d<2*nHlsyR49nRK&NR7rP^5{!wab^J_W&Cz~H%kkDp4-^m@G?Rcz)JivapDeum3`rYFL> zkJC-lbtg&X2y_i^q|b^V!)CPW0Bmn6IocfdNx zU?Jzym7psd&CBbKJBu-@9I5Fe1iN1>s3Ss zhSM%7l4SF3@wzL=kP8$Kxka(&klryq8IT4Ha0vap#l8J7wWh{(xoHi^&)+(0KG|#G z>xOgziYIguK!h-a$yS*(qj@7i?6rdfSSVEeOkn7;nJgnj5XuJ#$%B>X=JwX?VwWMr zI#Ua30>u=EDAT;ORn{kphcj(P&+IPYeZg41e|Y%Qu;IaUPA%aC_|1{Hv9aguf6?7fMV;VkVkCNa^&Z~Bl7GdZ@`nwtlr83K*lPMU;3x4|$Dut=+tq&13> zjlwLpQx3i}kaiXTQK0r5%eSI&<4?e@nQpi+*+3jc3)u~+7vaWuDxsZ(nHhtf{sUoM zkGQBi%1g%?--O*E_4hOVSp0XD7K##cx{#1tl3-WQik>bdU3?j|2 z;dLol@bSPNuV`VSxUHXNQ}ggqQcHJ)yZ5BMI2l75%jYqBc7gGhOFp={-PZ`Qj4Li? zHk1rVS{FRIuisAVrFkeQ7sY*xbL$rIMfx9LDF)9wr)AEEJzP1rO@9as=dy8!{3y2L z*pC;eH=HI!>b$&ioS~X5E}FSHAm8O^(___8KdWmJuaYzS&iL_8Org~$^7N)|!38E` z0#|JM+sj+VK$LIM^c?@mhl0LDRrSnAGCEn*+x0xw+wbLL8B!tg6Yi-zs|9)J2sd^% z=Xw0kwlk7{Qb7{WryDpBXPuL3x#WV;yw{JT8I3MonFXU*$f%JeaiZ|75XH-{U zd+iNQHd4S3tS)6!&ky7E-3gZs1K)gc5xqtj*H4&mAv?WuTo&rwaY9-os5a|>C z!v)(W0_4H#F4=I@@$s8{cz*vhvMGnU3}5xQIqaTym)Uf4s0)I&Ad{$}zCN;n9#S|6 zGk;&Ud-m8H{xpvYobHzQ(-GlLwkD|N20{W z9PdQF-5hn%`ta#D(LStDw2~%9Y^Kp@O@j^@sl37hd@B?FpulBG@qwfy zX0P9Bz7yY9*bqS1_U;2J-(Kx3D0A!IpJVlY+s~%C)$PN6_278Q#CoS=0!XBrGxZxg zyag|dj@UU1STU;Gn8Xg6T%|;}c9zvT*SKh2%j&@{#)zFUvKT(cuOLM*fR18vU16Z1 ztaC0;lC*qXgU7NHH8Da+x*;&M`h3}2r$*jsMU#yp*$uNKE|ojcl{tSRY`qYGb1fck z$*70ku{rBN#&CEU_RRXYYTY5oVFCtlL$hAhL`T4Y?vfS95yPd)j*SHGgEcGz;XWR5 zTKSHi(I)YTJI!Oa|5IyfCTIg!wmv3O&>E^CrWKR3|wfB0XYa z_xb>u8s>O;gS|LmK%mI}(wl3RJu(u~*H^z5a$(jh5Nz^e^AaUF4d=sSE|Qr#ZfInk zKSS?1tFN;<*5VP*;#+C6^Jlm|3X-i&PVcUg;7Ss|LpXE$^al(OZ69nFl2$|LVF#0( z-Vy^c-_rT4<$$U10{9sV4Q11G2puc?-@xyD-SV=rvFX^)OC(e*r&SVt(4t2?oI-X8 zb6ZUK=V%K=vu0ke8}k}_-q<1LzPGjzewuW1YkM|yoPFVC!@xken){x?@-{mqFOD3T z1132g?XV=BE|4OR*sYVrbd0}wOT1ndKzOg?PaF@Y%T3m9idTr%8=eV5XRhEZvnN7g2@i+Le-&NX9WbiBn`NUV$d%-r1D)Kun))+oP% zV2H9m_zJ~h-(&dt`*>lQmiac9%nq8BVY+HH-Huxv_X1%jv#}+^K1*W(2h`NadSydX z*JWa2Ndp7JmlaGAvWZ_r!yZ(3Ax&w)tgA}IdBO|_)L?zT&c+%nK1M+ zxQ5)rtP^X1IN;f{XWt?H%k|7R(fCK+AAGK3pfWgkac3H6NK3Q8SQ^4IC!elZQq$!s zB`3o;{p3_-W#wtFvDDOLsMS|g`&C2ktwx)6V&#J)&2MpVTsAc|&B|Ky7rrhDlOg7M z`^?(Bf0;Y3ufWGW2CUL#naGo6!t-8cmnQ9n2L+J~-K;MMxZi$G`b4q}Htc0xqu^r= z4FRyst{NIT&CVVWt%HQ8-*9I7^B4c*S3{f!A_H|Q-zs&J_HmCEW0tY^z%b zOZxKgxi3;cK@T&#u_1r;vh8I{%ab}f8)d&^wBjK%Qkj*S@P_EFI%Im?@liy zymLt~Wrs<0s$t#a@})_#p>+jcUXsHJT>M?r)J2qDcnzgO~?lhcul0hc^d$o5H&ZiKU=V_naTMqyrm zw#F9vN8M50D}De}i-gAcoj)|r&KePJWCT4uz0l!CO*u}(1|t4k*CJC%3r(>?EUp!s z!#)D) zy!Yhv6Q7J511W`t37rd5v$HSvvC-LW+H{ocnkfzm3okWkelNt4e26oBNC_W!?Z`+$ zr#)r{TB{%EvGlKpcNoPzQO=I`bE=-&Lxe-JwnI!@rFSoNWV4R@PWC@A9%M=Ue{MLA zL`%z%hEjy_ZuZOo@mnIr9YjJJ-!!xr+TFNY7f@hoyVPy0sMG`f zW6?|FOqf%$)bo6|&l~#d))yBSFBGb|U2{PllyLmjU+$_D#cQK+%kqCA&;R&N8(073 zS;kyaG9H(aQrDN#<~=Vuk+rqhR*h0~b$7q!u8U`aZ;gJbmt%s%$*G8!E;t-r(*a4t zPt>+q8!_fKHUYPCOI&1- zaC4)cv)(!_LD=2?+Yd#)f7uc>(xp3?>q>{KQa*!E10}n@=Zt!Tz>id%{$J$@e>-!e zg6Kbg`rlrcNc@ew|JzUgj~9W0|CghZ^Z(_jwDx~FDvdt=yA%H(f9=12S>pYFI4ao@ z|6h(u7ymCuCA$C1TI&D55PyFt|KHpZudMg}Ht~_xfQbwNBN;#a2w^uAy>of6t#9hl z+H=Bb^k075w#oQs91B&tIThed5qK%NmWQ8^xw{R_DVO3Ss)s(moX$-e?LVgI)rFML zp3!(IDJiy2sC_QL5wSU_e7aTe>VSkv;UFd{X;w2Iml`aRh_BjvNG4NCE{OG{WbKqd7C@nDG^AhPv3XSe240Owk;0?|Vg%B6#8`vZDL z9yUL(ljC*6!ygqysU*`C*XAo#GQGd}eYw{gcYJhg*8fW?Vg54$Lj7Wa0*--<&+(w0 zi7#|mDc$vr%Y}|rp z=^qy;viX!9YZZ5_BoZ$#>oAogZb@SaGp^R;ru**7T!3+l`B?s){{B0AWAFjw7)(^2 ztkYRoN{z2wk8^Jg;Np^#joGHU>AttM8PRp>)c%4X3gjBJ{7xY}fBp#d%`}~0;1y;8tcB=Dwc>2}nT}S)f$t}0xj65twlKbYX#-Z*u%Jk;tCYAvJxhWxHHnH4 z@D$LAi|d6Zf!`jP0*vgC2dmKw94o6UF7r#Nl)PRiJSUbqk`x+d(9t|zn>I51R}~*q zj{b`a;D*r~*`Z(S)FGP0E0HtFGxbC?y}_;Pg)2nxum=XdaB*|fGc?q`g&is|Wru|Y zx2U{STgGQ$Gz@)Sw@gF3i>&CUftoCfH8^uQFmOH(0kajrKko=i+rYr43kSNKzEmCp z2L%SJJAa578hH^OyDREYhDghGp4N)XUd`#=94M$HzOlWbud{ZnkuZP40e#39OW#hn zbza!xy(peV=P&B-04MUFr~=Rja`{@8C-roYne2%`^N|XcfGx-s*iKn`4dokez)%(- z8s3v(%<9tsz+G(@2fDJ-ZqCBQ6MqukAAg(-v!oOXygUwLZa}d8#`m`T6S@Cv$?~F_szVID{ zhwFH4p0?lLi$}KSdoIYoI|1s+d*7e#{v+J|-zqM=aQ&xPbWNj^QNA= zJB`nusi5xl)k;t+t=$+WW#1vhLY52^$R^N0o>3BhjivR+!F{ zA@{VS_CzRKqdl>hp`>#Vo*G9sPWRNpLON$ts;Q}b40*$k=Fu#4EpvFy28W->we{<{98+M85$;qmEIpp=FeL%TtMn+nWT-Ga(J@#q>O6utZZDS0X{TIwK zRWg|%(*%a_1)RI4Qkg1SbI3ih$nHvrEY17t?Yx`g^2Rc21!>^|gV%oGYMIlR!)Wcf z8PdWv!Q(S_54T^xZLk?D@`fn-7hN3zEGjJ5mtU%tl$6Ympe7eeT-@E}Es%gqUS!~J zUPj@5@!8;VefF25ZP<1TEwPtWPM$oNOuShRTD0@joeZq3to29%jt);PfB$)y?tTvP zPR-bI+l1|$J_8*!h!z!7o!Ed#q5jkCa)9$%tDp_aIPb}p8ds{Jai}1o98O{%Yze*+ zn|Ag2_VZV-UeS_LutDPUFt=4V38o=fQ2YCoJHUTB0X^lAulUyQm>|~1lJ8rV!#fm z4OaSd19xOxvM`Cg*-C;FhJ6_--U`efvM3_&h~pVrLVNu6+VOpVxo5H`svvOg`}d4H zF7%Jnr_!DALn^ z5RsP>bmjE5Wk9|QPGlsn4@iUwwRn~f#vh7IT1|CzedC9->O@2R0{E|;z+K|-TsDP7 z;;$fupPXH+m1HP4T?6Aj(H7OL$vjE=gnl_Mkx*6@ZhQ$m@7(6yXWzi30Vw)?W@cvH zhRusn=iE7#+SAu?9isPN{`x#zXt{Z0-|>u4rzL7Auav(lc^E4jlg{E7o}~Qho9fq zKKVuH{?=cg+a!N!9R-hUnHABbcA1#jbCd`aDxYI66ECUSx@RKz zSBg0#HK`pj`g2h{2v{0=YuR&g`bKba5j~TUA+9oOy&;V4IK#?{31|DJeR@Ezu_6Gn zEU%$y*BvH2MWg=_tRqG4;gMe%aSO;LHkHR0C5eg0k>Ky_YKKH|tKj37&$9y7;{aZd)NJ6(=XF{ygWjIZL8?;e6|h3tSH##5qqe z$VPvnp9B{l>!yS3i#jdoN~xbq9ll5t5h-6dpJWyNh)+;ZBPJN|C}3BVIeog6Z^{l0 z47X+fdoaeZKWsGz2Idn`?JxEh%H)7s!X_lQ$3ST6>$&D@1f`nynG0!3WlX^8D5*z^ zVkLh((4J1du8YtcE8QVPaI&5|r@XzF+F}@+u63YMH@p4IK?LhTEiqHL;Mly-11S!K zx>~+*RNyLd-EzQ6ZvZ@LEC#<3GyLwDj$qR)%5!a@fc2PInUhuPDnMZOb&FzVm=(4< zhU@{;lPUb30sT$X)?CZHyABl6`ttSbNE+vR|K%Ls!i)WlEd;(& z%S1FV1IKX5P6kLmqx>1CwKIols9Y~2Y#3}(+9I0j+oG3x6HbnmIwioMbw6iwTS=ii zU5WT(0IdxE@p_&auH*M_J`9f7yCf*$o8iie`o!~+?!vz^yUb=cx)^&iHB&)L(qW9` zFka?X?CC-L0BAF_kJg->y@sXxC&;+GeO_4!^iOo;PFrxORPMjOEp$Q4#f zxR*sSs%_B=ph_sc+GgoFK5ft|jv4h%NN7DcxSm0*GK0An{Q7kx)hX>_uao+w?VUw! zVzRhbEU@d&E6T5rFgJn)72*1Wy7LjS6PH{hym0mB3Cn$X?ytg(#|LNL$dr@;*K&?l z$mMPaVgq=+gq1pIY>ll2Uq1{1$DB)%o;vCshIjv<`?*Zl*nwAl9?EoMp8r8Pz1z0{ z(a6RRjb~w{!YRk}$Y!j$(i7{tUh%fP2YKVu6S8RRMS6kST%YiVub!#iEeFn;IML*s zwjI$V88O*S;0$19x@JV$dFHzws3+_?6L0f=dV{^tDq34+GH17vODd=n8mNE!-o29N z?%XL8!|azD6;_9N4vg0nV62E30d|mHzjFa8wF^;I&y%#xkGXo4kU1{{R>+(z)}$>h$Ons zd|fLhmcY&-FoaCv!D^9nV`1F~qiwU5Iy01K&kOut#Cht$c;9V@#+=#TEPTIT({M*V zQ;_NCGO{xC4h@}3QDT4kl+$+WDm1EuNg+j!dS-sDzS5HzJYI<4d!5Ia_fYZJz4Uk0 zC0H`>T35pxFCJeJ1Iouk%JZPI36Io8*1*yy-=!STg)?MS^>t}J4qi#*+5*n?z^{Xf z1b2`YL>{*f1~hOP3_i@twqHkrbr-kIaLDDFPl{crTU}k@2fJnK1QwlAid?Exa6J(5 z^8TV$>dj;s$p6%smFKrDnhOnx|K~&C9gFXuiwgW#hk)zKONX=K9lE64w z>MtbC$*~5+!8?y3z*Ob+!_?~PXHs&;hrJzXFS4ogZ1W%~Pb&;}zziguK;ktNnWbfB zG%kyDx_hn#;c?K%3mk%L7T}TQ=yH&J-M&!taFOws+4z0Qk>ZJt`mwgywK4jRE}aSu zp6crA8)XJX#l^e`nE79U+hH>i(J5o%&Fu4G9VL&w-F)e^f3y5FtoN*L?#pD`r4zc^ z{5jB&q;OmXga}EdNtoK;j#)DXfmt!gOR@6u@B~@Euy8C`Ok7>0lrS_&*yVPs-OzgL z^@bO_JF_vxC>wc{UI%10cB8{^-8qZm!h*Sq$0wmBr`7euupJXuG%(LdfTw@6+C+Qx z`!9`YJ}@v%TH3#QwYj@h-Ov!7Z`|@6Ro8wARXbsz3)xiH%sJCCs?mG@v>4|U|u2m<;{6q17X<9JLAt$m@oftA(d)Wy|^;~v^aR>Lu@ zh;oqYA%=^sytA$PE!Vf^?$Wz0K89mrsei{7RDaRmqK>$|F6D7wlNgK6=AIJ%{-ME9J^OrlAkwSE0KB-#R( zr~rcepwdX?hPzX2Wqoa^8~Om=Rr7-NM(;v1)n?GE(5dZMSEk6|LYsw!g$Xy1ikb{8 zxy(oMl-|~lOLquku2L;gLC;1eDCnM*b^iSE#!1B%<#y!L@(Lef14FGbClMRL|av$E@@y1O^3FXRRZ@@3pW`FDx`LwBQW>RO_1e zXPvXQwpK@Leb#IKwY2T>gT|&p-7fU@F)-cn?oLGe=l)d?)@Pjt3iQ1aWZof z$PsYnf)!T8$qq@V7ocZvyo{@0xlt7_Dd1%E=ZAR7;VuIoqN+ea6o`JgiHRp;8CGjk zg98ZG5k5qdaGvq1oz{lE_Huu=SnYCO4C>Nj?-Q}ExZxt#Z$qMOH(`~j<1tl2>xu3+ z{g6FU=-N0sk4Cr1u#4E(vcdmHaMQ`Z#>!{A^}Y_ValAJcp2?PGp_)8`Kq3L*Vqs-H z30Mq)4zkc5%bJIHy{;p?G?w|AXr#8*NI+=o?xRQeHdKmg)?$MsLuEjd(X{fQIg1)e zBM%c-Pc58-=Q5}p;aB1_ksWarTIH1D*j+19ht}HKrxf>FJ&#`kXsGk%1>PSPtdedT zWWd%YGV4yd3{(aJzkl0h>l}hm>A?&tCqVQJaMcrNMLZ(p$wXUagmvLV5N^Zd7JJp4 zS)rqSCNBl4V*W(yURA#4N_Vw~!|4Q_x3KXoB;_4$JIgrc6IHuTPJk!HKOz%;rf8R6 zQUO|I**LzpUx$d6XvUB>mg8P%xfaXek+J;a|F(lWLhak&ObQ9u&d~y>Ouj{h0U#jp zMTMyHn#zaV>*REP;C}$3_c^cwMS!8uw{Ibh1Yyr$Vt|3AX-(+`nzLDokqhzeAHfTB zqXlvVhbtPiruLRcL2?_ihyy>@C-J;GY`X$5h`f&_VSFGGR{Q?;l`G^Wl#ZA4Gs|@x zXU+Oul}Slj?X$mUlwg6(4VJ@XLn=BQae~p7tzUwf3j%Cwr%OXw=Pq`f0Fm5@Zy_Ne z>--cU@$n2imc5hD&F<>!o1Q(pL41Q{`HK7AdaB)Dh_`Q5?zhV+$S|*Ln?C@4=uHlY zlDi$2{gQ}RC}5!AszkYl_FzN9$TTf8bHfUc90eB77FnN#X3s@z^kPVqIHy*3 z%4PbT8)}$Y5*yByqTkx8(J|b77`9q+*Xzjq!9*MGEpEM>Aar5dDDO$Fp%OAW1;Z1B zJG@U#m8_f@8`b(;ZdNlIkDLO!LAM`O2#X2{E9o`++^y}6s-~uUct0bQY&Tc8ltK#~ zb$e^;?H;52LE>-L-18_edIBv`KUE?6WR(vEJHb>EU>;CX5awl2m-*%9=GO6Wa{2E*DA6u^^viO9NzHv@ zcn4VNd;H{i5p1)P*Wi`vGlA5wnyEkE@pH&-EWx8PtMWj?SO_@qs$g>l=h0$O24p(6%} zm2Xb}`S7rEsDZXy{@L#n1oM|?Qc@r=5J7JaVF=;`-$*LiD89{RR_)}`6Ve)P>Jv#G-Io|8hge_Uo`pa2Ef-^5546U63B1r%QA^=VUdiJ`z z_~WB|y_;ve-@^G9(1D70OLWrv%^H=#BA~#PnD1?tx#2SFVRmNxYSUPUYvC?by^T)C-E__~IUcK4c zKA@$V-vlmU^}xs{PUHJ(CFOLueS3azn5zFX9*14C5(k#@y;Zai7~tkSXfNOBW~Jn^ zSH)#%@O%SaY>bejK!>BkhuG#mC(pYs!=}M(?OgiRK(kxEn1*wksK}0l!T1lPI8T#y z5dE}1b~{h$vhj!5&Q};BEN%8^p4r)v>@4@ExE7=+XHmWZD>?ag`PQQ?RX+F5= zeW7E&qXWcPgJcDhb;g|wh%elh!%5HWoj$w=Kfw}@20(E*9U4EKI;~>CM8B`&-D zOY$*%b)Ab8t?Uz9e0N)*0&A^i-XJg&bf7!nW|YD za?te{H-|kcuB)wA?3%!*U^`lXhrPd6Hsnhud?j#}}A_ z&ZJdq75W~TZNC2kEZo|f_}8q~2WneD$EwD2_8F{Z$aBwJqLbD$b@loDyK(K?rJ`43 z^;`;jfZCDN4-cEDgum*_q9WWBjd7mfGSro3%lKrsZMyoyS=c}DJ00;^S)cVEmvwXd zSkkZJsgN0wna~$#4YOu4n zPXx!n7-45{K5UtuQTj!ai>GjQ=7rX)X&A}}sh~HY*ud=n4zQ++yZanvnOmC%(3M=1 z3?;{rHhMXQ5C}~4aP;j5FH{8ZUd6;nc~Wg_J`Sm<-Q>7=`Gy+L1kDc3#)CqO{v_wz zxcMT0*4=i!LI>RTe)QDPA@~3)f)>24KE>?jMuy5sD!$3sCv8+*Yr)ZH-sHOFyYm8I z^CDgGj%topTWWC1rAyB*gV{Ul6(@lh(|EL$QLnfLw`FtLN#g0%RrT+M1m|5YXL<}$ z`+ex2H?e+n_Vev6&hlWT4SD2+WkLP>IV#P(J380@wP{fB`wAZLEq}6&+4xWkEMNvQ?zbrH*BB|y zF6u9}$Udym$WHVxMI%m~8WMYY!}pu;4e#6G73{oT$oI7TmunO4^Pc-VY}J0AI^L-!-B_Jw+w~F^!v@ABu}j3-1<6mSxwGT zPipK&K4$CU;z1qzVmdQ!m=$eOSaesASuKd$Sh`_S5AyOdEG=(K$*1=4cntnD5*L@a z$I2|(!S40gdDJU<#Do198=83LwB$vGoOjhvtcFVEuCr@(>U%gk`q|lIu3o*GR9ky< z!j*31(@sW4=G?+S;jt0Ubz!;15&a9AG{~oDyqDS@kJS0J1d!?N^q#%q*R?F z;rAU+zagW)-CUasG$9lX* zw%0h(p)jE9yn5~f61_~b4NK~!Rp;>+hDyN(h6c*28YwO8nn{+qB^r+($Hp`Fbay*W zc$2ks3`p{h?PC&)baku)3+plh85PP&Y}KrW%2f(?9815CZ3YHLvVH1FpK59vv*?+e zOK#3!5q6o#JDJWDEJe=r`;#wdU6U1MBI|vr<_-hTNPYG9=Qq)uY4Go}$1j#YIasP* zawv`M8LMwPsh|iq!~gt|3g)2jn$P$&@nJ^Rj~t#;S|h!y%@sU_auqtq14|Bf9r0dm zQ6k#G%nIG_H)pQW(=$m8mm6pHK0v(Ub~A5ZQP-$2@q6_Mna;uZFD^h?(5DMMtoXxJ zAgpX}bK$>rwWOshG11w(T6K4K?^KK8?^yb%u=R)OsPh&KY1RY>7m5nY$%H-V3CKb9 z^W^M5|3dG&ohQFQdUm5{CP3terZu)uV_AE&P`!~I?A7tQG!^u$|idmPKa^6>6+oR?P=kG;gF zM-lDpz^=wJoWo|vJ6*||PyA(+nk^kZMw?J_ocpm;dlFK zSMyOWD5<2t)QQr$>mBLNV6ehHR#wT!kKbnGWOu#U-(T-d9sgxD;v|gPKYi`$)#W`@ zg&5rYH$KfgGvj1ok?uI2Sufqg5j&!-iqXTCIsFP=4i&8?>xo4Nhsg0x!S#yV%S|-{n0#29C!Zz!Sb*Q)q=Jch~~HdxQ5!xA&%It^b8|_tph*7$W(Pe z%QKWUEj)x<*{Mv4=8;u@(wCWQ9=+u_t(ba$s%*$?U6qz1 zJmawKOz~k~eo6NmZqfJ@fG*HWNTE!4Ys$e)^1Zn>WpzBbiQMvx(IXGK{RJNlm#!03 zemXg}<0dw3@yMKUAeQv?_E}85Bb`H|d-SPH;~m2YH@)X^8}H#CvfSR*r5+VcwM>wg zr6G+%+M{?CbaONZ4AHYvPU}OgQq-I-&r@fjqoa3*f|9ADzI}gtlGuq-)VclD@p0tB z_QBS*oQKE7tf$@It;A?mY*hOkT40^(>T4HEOz}A{7zJ~cX|G(#LJ1%I#%&EWY}aer zSkBbTl^$H@wW#+skByVbLG4;xkfF{f=n!bRMvrotIw2R!DXt)V>@0k+J+U(-iSNlq zm8+|$sJQKj+NAyb`Akg#^|PfbX8Y}ubZ0LTHGR20WdZDtBm4U_=y$^~4J|8ZNr z$+_`&b&CoZN}5FI_Vqevf3+#-ONlCF;?cCq#+=&U)!5OMiv75AyUE(wY%i|j>lgp9 zu{C8YE5F-K>#yJBWn>KVSV@?K0WQJgHTs*e=7Qbnxna#hH^1BFqk|lWm>OhAlaZo& zq&R$g-BYi%)FbP5if^k&M{Cy%lai4+lNLD5SCh7f$H${^J6ovG==fatpbuQ49ajt0 z(53L$23YS8y(q4kl_KYH?S9(V$9tDiSR2fEsQL8Xlvl_dx?%kj+nwjB>~}s7h-n

F+ekF?YdS1Xl@%QiNDQCwx{rsxDx`4;2 z_ns`?!7aC$uP2A`&*TDJvzk1#z>1K=8ziNr6-ZFXR!;J}dyw5Q6bW2{{r9cu$|>HeR3PYW*`Rj z!+ywN*)M;9v45%VTt;TWG{Jg+6)_INMMhmFnnPb-AHMJ|Rq9!r7|9e{<~G zcgIuuOnrd5mezNnLaX6C!-gWaX%$3gul0cQ1}Hhse4nGO72md z1`wX9->OWoONs*44wXDtIlFhZeuVjLmQ26WMopw&87hYCfb!!z&-{&z%@?ZBHk43G zJ9>A;t8s6zD5CU9YmMn?7)2n7s0w*=C|WIS9s7-!s_-0H?62_@=@)Dmd<4^3=}v$54@ zdp2I+q7h`h#jb^GiQ<8tAw(RfYKs!mBd_imu^zylp{jSE9@jKb?fsR-*6b@A75ic7 ztpj>znmI$WEk?dqURI&=GL0AnoEuw$0Fh&l$jcNZsTBi~qX$qX5E#6lZf?H0z+h|s zZ7R@jv%kvF$8xokG+$XR-*DK;m_Zc;{Ca{mXa?xb0vSZvpKh{sckD- z8*(XdL4?YEyN{M0E-wD$t=R%hlA(5M+nVJLS~XI9TMe_4Dnb6FPV7!sef#>glCphZ zL0di_tdBVf37@G&A4AW6_`R2zVOlg&A-xMlv0|mHVMaQ=fWNf+-K7WH+fN=?C&d=& z-@Y9m<28z>jHw2R^{NEaUBLRZ9{_`SEW-2<0za{&RWxLFo5$&|zUic7haZ`dtO z{wHRw+e@pfJ+@xNLwcguq}@y1TjyxLb)bpgZ1MxD$#d>lyW9>lwVf)oGv^f?Eougj zLrd3w`EnP#uu!`5lrEsMB0(2)ty5UiTQzV-m4d@jTm=D+$@PGn)~R5Q1JgdSrZaq2@VQ<&nm{M+A8O46e*EFuM_Iba5Q~M6TEvl3kRogllsEXMynxrl6A|9 zlgsk3J4B;kVM>!HQI$P|Qa|Q{->+km5LNvV^I-m}w) z|B&`G36!dgewKKiY=$wFXb#%R6LpM1FvHR*5rP-7m_$g z6xiTqez^|Wmy6?pJb1D6+5LkfaM{1E4G-o zx2{N-Et#B(GVnJs$@rLdA44I&fIc228#?#MxdbZIWn^R^mBmo(0s{2|wdNsbt`s

ys3g}%f{3o5PB*rQLUN9ZPkmJTYNmc*{yhtKxS(d`8I*bRIRmq{ zVYLgbqfcMvR&18dmwFUKHkburZ=bh0lSJ7Bi9x1pfg%1V$TBmh*xbom}cN(}t4fYQc^ zA7@6E2H`2n|2#A5RaS~1Z~V5!O51c?#x^b z6_o@)`#5vE*#@epcIocf@G!ymn7y2Ry-2}Rm=A59C|h0|=oX0&BX2i(fzs$fv9+(y z`98cu&Gm#;*nI*2iQ)H>x@h+OrHYB3++W;!9fvUfqtyOf7Lb?J3LUg`? z(?vkZq{ckag*^1eCf}q)?D=>1&)r%Z93Ox#$TqNt2;ew`7JFl zBO}YfnztZ0v#?O@G7ke!Vk4AHao5Z+_<(DeT;XnG5U|;0lzo4Hscd2<^DI;eM3mXK zO6B~a;Ygl57o&NYJW^}C2|p@mc1v(CT}rEVW_@{A7QzfV5(7jja?)%A$;@BvNLAgB&Br^a^fYB< zy;fh(#wUFdm%TrgO%s;;o<(eJQ7VUOn-MGGB|}F`%QaSW8@tw!pT81|8*XQWT|AAQ zxI^qO&{PD5NAWTdDODpb%!yR*QHMow=+N)SB!A;PMO1*w>9)*_=C3*YLW078shQbp zD8WMwUL65h_)`i^96cm#ji1swhx9HKDLv`sLf*4yiRQ2!exmKn^l$4^II_{m>A=Ht zRm3V54sihmSl>8y%|Mpy9k=KHOf6O^S5kpKiBnf)lfx*On95pPQwd2srVCa35;Hn?0=!Jvf)r3b?Lt{)vjjQZ=ttfKlu$+)h3a7$!m6&%Xia1Dx}>bt5>>?YBjJ1dM664VoCcb&kiU?7KOwG$ia@@=|ExXwj1w;Eq}D>N|P zuz}AhKTdKuCg$kzqiR0kYbSja`JQA9{D@14}p=3I)o= z%+Fikc#xx`qZSe6`yn96DV&j=g1@dFEnMGU%($6ej1LWtN}w@q6`vG3esH>~d_k?@ z`}rYpXH5US;?lG-Ez7HzBxV8Yj&1~&ll|jH0hNK-&My_x7GPC{F=`~T4Au`5SzeA& zRSAiS$pIhbrO!)_6tqZbSq$mY=1YG~r~2?(BPV4a>gyToyf}bhI{zu6Gd!H#E&S&L zP+V9IRTRb~WzaXgu{0^j?8jPa+LqSOF3SOMCq_j@)j2;-DbV`Qvwdux)A%330Q(cx zeh(5Niqgez)ZpQ)F^eX_wgwJSrnM2&3wjnEDvyv?2X@Guv$pnJ#uV_Xgxxd_?nO`@ zf2xmZ<*K;LRjG{wSJVLssxdr#l=`?DNE<|0MZJ%VOpF>FL=nqNOSyzOXQCz%5}`TZ z;sHjTB{K_Dn3bVKFL-`!+8P*OW{1RhJ^(fBqtw)DMv(%bW0*l)FKB3h(bEsqF{s)C z;-~2!7ww9C#a%0ZFGTGXon1Fp>IWdi6GIv*D8`dJ1A4?&6=f01Dov&PylZFneqc$5 zZ5bq+?^iZNJh)emtKRC#ZOhCl5Z}0;k7T8=9V2d<=1lNzJ;*qwPbT{AsJWS0i)H1{ zBz}nPfA;RmknnBdu$W%9LJPN90-ogEJpSpBiP=~vx2!CpW0|)iO=9O44Ill9O{ZQf zoe3x`6W%c*q@ogFF_ES1GLWJWk#@jW9A{};kzQxOg9%Wqb^K7Zg|dJC;n~y7+scpf zfU|u9(P9?4KnT+}g#umc7|w$vpQ*&&FzG^FxK6?lN%Q_;}cYOg#ByXhTAv91b=` zA?Byux6KoHLZoe2(?k9#kjAvZ^0Ep^-!N?n>@e$Q_S(rBCgVMd)om50yRU1w4hr;` zOJ>aMwKw$?)*;c{Qn(vn!H|AIq8vNiIEA+zO!JE@X0I}(ff~i~juX5}($dM+)o>!% z>-islKf!l?jyW8la=vd?#(WM zCTv?FdR3)mWc2^>+%Hmq(AdE2h>AgzXv}(NOMzcoIAG&q-vO-T?o{HcLNoWeRiJ{= zq}i6AAwXK=0lnSNG=so^EC`!o#K_08N9xAvmBb3DlaV@Lus&&E%pX33=HHe&z`c`seCe}WL-Tv5+Ccd_}-BD^V3gpr1>h<>vIDz z@3(KqOy;|j0x&F@bs6fGz0<`UXLvVt{YD>e288ub@^W)wS1)<}nyTHLC;9c4a&^py z$JI~`IZs-@wNmx^W4`X4CJP4#2O_pL<_a&bqS)H9&+0I!qww^n;?8z#wNj_O536a`?Dg#=k zN8uNsD@(InhJRgWl(10WSg&T9Sp0)UU)98(dMNb8a=Nd1P-eDMc$KjXISwY2%VhK5 zA+xe1;HI)`Fhs+F#k858NRx5rb%%8QevX!wu9HL4n&Y~?h$w69tC~D}hH-AoqUxIX z;NXAR4T+cS+bzOak*s!Q7fxm=`}q!)^@$;VgYBdBm#j;Bh<$(1&2mJQWV-znW?f9P z)rV6?hpTB^OVR>XYr3`I+^3bLXRHL`RaZ@$ubeONUAq{8>vu z3w4~^u?QqS96EC{9={}kP!BDPAwNDoAi*^ZG<7B>SFDZi)VFXzJ5tAfOqJ83hP5lu z)kSG}iG*$scTtxypLu9Crka|PmZjox#OH%}ZQg{?Mm%exYx=N$jRCl9YId8|H%$lH zSoWP)7UY&jQ~gKFENQX_7>g@+UFQlu^DHC>8=Lh+X}6-<)hQqK3nf1)-LP!_H4T0L z1qta&OxBb_M`0)Hdk7n~sCn(9@`f_fz42@S_fU(Fg#838xH!&AmDDExD3gvu*wL4l zP#CvTQ_9apn-^Ed%Vos+dUtlQ6VSslw*HY6$B{v7MVfy=NMgDbY58Hjr(riamUeb# z#^lv__}z01G8`1u@SaPrLJ=B6F<{))Ybm`LU`$pGO0 zD0M~)rBb(d1OG4_HJ^QbPn-+`L`nR@QgA|a|a12=e6hz7Y-GK8xTr+ZS zWuW?vzaq4Cf^l1_@mlKP#9=>zRn7`De$E;WS_L?fxajxqr2 zPHt`Ovay>bBMAy&@k0pPEEQLZz~b+$qr|+tyl@0!dE-cPj19GC7S?_4ekI?9tm@%k zZ6mdZMui$3M!4!%tF=4{Y3Tu+Bx^BChU1~8GjI5X3l}2&S{5GxLrq3OMn?T|{G$Bf z5kpZiZW$@)>V|-`0wPuMz=OiH^*pl7Vk8X?g6ym!`Esd*70&ajj`bN^bF7NbU3~TQ zMl;j0)R22?N`RRt=c}_K5C}TjVQhzw&nd&w#49D8&?aqY7*Smkr0dpy1Pp_vDu^_vB~F*$JS+!ez0X-I@{#*PR>U5 zqjaJ`=4n5Kyu4kTYoHu(2oyr@#_Be^EI4&R6ynNu5+8P{c{AY9QFG=$$bp~^UY}gS zSz4}563m!(e07F+Z$)k@QSi6ak>9j?Q_D-ou2H0ha{|s-I)Pbr;2ktzZ!^d`wyf;U zZ7Un^=ui?(7U$#Rb86|Tz-p<_>598yeS#@Yd2uO>DKp50?tH7mCIhv~i%_Q(iTMJdX!OVPBOPj#aA$bI^Z? zySX$UFLi(Ru|#ite#Yrs|I`v|n|_PsP+msxfY5K#6SF;t>$|ZA;!ut4O0S*%Flb;7 z9moQkmzhc@k8G!W6J3|Yk*(8^H|zm}RD%8bgf2ZLOVc4-v$8|I zeCdTe9B4HF3R|?i!{eIXenwDgWB_urBe)pIjB#-=69JQ z`VVmlX}+w+ad(G>jXOvkyzHhgd|M=KdW9zafMavGrC6dTpPYscC1u>531Oy~n)cp> zA;Tn%LQCAcv;=vlwSb_iwal`yfP6a%Tbl+##?0EKqh%ioXn}HeWZYg!DZ&dgmP9Ka z#xSAhoS0T*x^+u^V_hLw*er@I2h_}2k1%vfipplKMYB$hDw?|`5JN>mN6I<~Raq4h zNCZ&wORRft6iVOXHFD-RY-$^T&Zo$@?CeC3BQ_-7^lKm=CC)n9>IoIFK#jd#nJ=0Oqz|ZiPtHRu(N!pI228gZf z^c&y_pdxKjf+yVeP6OVzh@|EQ9OAQ+A&Xpey*rkTe3^o$~i3-8fxD1h$kp)iJmuribEbK$U=f>>C9UA3m@vle4jzW&^)Ov`o05xx)HGb+06 zWp}N40qqONhmQp3i)NWh^#+#Cw$CN~C?~*5R~(2!I`6v`HkjYZWOs}Jn)M2x+`viI zVWI!_KvPpnlJK_omt^T+U77grgUi-6xdGELYDlM=@%=4H;2b6(AV^2ON}zigX*vK6 zUJ(`QKrm_`ugPADWrUnp^5sNa*7~RPt+~^AoOLeS^P@=TBxt(T zL+v7s5i}$u3O=)UQ6(X?;|TOPJ95~M;>=*_GAJFK^01ZSAiF$ThxHyWTb`aCsMDry zYT4_LW=pm}DJTRlfyY?t(keeYH@j3rB;4yx?UhntHSVyrPtIkueGfS~p`2SiyE>aY z6{?p?CCDg#rR(_Hvxe=xx)YH;tE9Z?S22gj>nAdG?rSm|OXxmvk3GrJBiMHD-2;J2x z?Mj;i$&&-s%NW5A5e*Y}p5PwfZk@QF4O}`>4&N!bJch4&?llnM8gSg)VxQsJ$jh%b zu8^N4DkFr#L1z$Fz0D?RKgZH7Bi{Nb%2r>De+&~XmmFTJ0?RzT{6I4*S!h)k0G{4q3eZ(I8Y|?*Yphvim8V`$A^Z*e*F>zt8*(g zo!b7M`vbve%KmVI$$>Lg+8%1e8Ov$8Nqf9{K(bWhBw=Q$PReQH-S8ay{riiZWt4hc zxrMne4#NpF-J2MFe*=6kWX{ldiDCAbhUQIlG7^BJ?Sm-v0xFg1cTgHbmPp$>OqPsw zX@$)SY!pQ>At}+(w;k6fA z6iHC?p32jt2rj}8_ioC=xs z@wz9J)MS1tkOlUoK!+B2DXG#;nL(DEzG5+FzhfK;Q9E@~81O9jnAq68owH~3e^1-w z=$tcmBLONf{;CCV&);{!?W#};dK+v>=>~=V03+TAUpjQ>nlca z5S>N54E^x(gC%}>dePOy#o@wB#|PMB&2v}ySVX-TqxUUVlap7qlD>D!LBYT{cUWtN zu)tnUR<_yp%6ekouN+B8-hNNEdi`Bt#6P!aG{S$`>9BlPq2=h8bDfd{(j-Pw6kmlM zq8-O&?qLF`s`SUYzQXP;8{eR!QnMZ@vqYISc7G-lvd92so_MOhY!!&L#@5Mm8W371 z`On-5^610pC$jWONgca1s=lL8?TetbWx2Crod_Cnf>}8507dr_8n}aT8}H7YJ7n;v z`q+WEv+wgWztk#Ydq^)zc|lkFC&N2`ML7vHj!#N*mtzE0=GPf`R8-)gS~5|K#X$oU zeOVFZX_D1S0G0H_UM7c11u^E6GH#~9ik@T(;&JlpKMm+qlY3G&3La9PEWWd|hd5g; zS3)B1@=EUdx!sNK(bbk9 zES_A2wQ%J%Ub^%xDk^32uOadXJR9gf?OXlqSfA_4uw~9VAv?=bT*2ESzHhuV#-7p!%+;|{ z^(?|aJ388h=YJX7*|M2+d;1dB8rex?m8}n_!eQIm(II7J)m!k{rxZknEurk{^dXN` zbDzCwz=^*8_5p}~PXvRvm^bde%gE2rqN}YRpd$S~!0yr-*X=;y_5$+sLc8Tdf2rB0 zherSlGBUA7E&b`6aDgbBa-Bjv4^f{C5}xUZt;xwg!qJ)8B#VALov>Ds-0B)7MU9*q z%x<=^Mtnm@66M&a{QiETmZ};0wU0E%g`^srh`@oYl&Yrm(Gt_u?T_3)OZ5xD8HZNO zL3bA8)z%d~WoQe7cHZzL#O9IJ`M*x7C?$=((WYt0Oqc4wPyQ+<{w^3%h0L6OAVpq z6)EHv%ki9w%yJre%K)-smO2rWAW5%Zga5Th&hjSZKv})p1C4FISAW_n#o4sGAcwfP zZcz$(sDhCk@W#I&AtjhKg!WKx@Vg?1JvqKHRD%=^x}6q6^Y%W+vM;yAzBJ8SB73(r zF>0?DUMIC`#ZEP}rfYu^#3FTGPq@!_wA)$Zw#y%XZx?9j10Ldf@zsf%mV+mbVWs{b zmb7)*S@Mu>tEhZx=M^9l^~?dTbP=)A0q|fuU!6 z=Rqiq6J(RqM4@;ubY^bNBed3BaGe1v`-EOG6h%1RRS)H~AFL*1Szn&Em&5;RKZl?f zC+n_D0{POAhEj`JGiI$KNpP>e+mMpHGR--ePTf8jcr3iq?_}(G*i4pRQ4ww6bnECr zrVL;f1Kjet%dh@O=euz;sWwU>J3NV*BYU@4Q&m-Q-Bny7<#gh2k-7=+5{!vi#s9fR_* z55emrzU!xK3|l)p2eSsucL3`jF1rkDM|B>Xwgl(SnI3FL9HO?cp|mv{Nl_(wvl8PR zo>gu;ADqvhp(o_Fv4X@6xa0#eVnHU@*QeFWPxw*JN{=6VYwdTv3{Am7^M8sYy$pSO zg(^q4!Kxb;d+Z~_&<4J(%}s#fBvw&%+Un)UFK$827|1^1sIDf#02qI9T9K?yv6lqb zcvW&N7uKqH?~FRbcO8pE>hdTS?Gb}{DnT=Yump@e4kKzw>a}Tq+WL0Tpl`5BC;x13?6< z!I_-PV8h!#YbezOEUEp@0l9v)JnZx)o>o`#_K4wmY7V#Xwsxix({>=jn>X*Mx?JW7 zYT+Pf?FahOEUc{SM!EANmqe4(pt@-exT#ZSZcsuWIDkf|6K^~O*sT0|pR?ahIJwMm z9j5T=-W0%KghvS|$2qNXn5V6uqHC{^I#b@hl*PBqS5dEnWBato_rJL66ARmOyIuQu z)CvVGx(SIw-1MU0S1Lv==h;^w<`{}^-c|*mc4P$T2Jh2}Sl4XjtvY(fynh{;my#k0 z)@HCAf`qNX+_KdPt%<{(e6LL1XVwMGGmngZ+-quTTGVDeQAatibOT5*TDZ((MopQE zT&vLJ8GBeU;d{n-w9r0k!gcT1o=R+2TcZPb{boLQ&v}D%n-=#ruRv;iZVUU?wSTk`r9b82>l_r|4@A>u$Y0B46 zpUwvV+TO6(bknf9Q~!iapyH>6`JE@PqjH6$I?V>si|3anKR2+)N`juCKjbJscAn?u zOSIJxwiq4D82}HJ*)J(6$xYLM{&e<$y!EZl!+v-fVIiMzEZyQaq`)B6T}JI}23R3Z zwA{l(O;d54MOlBFIxf2leS12BX<$aYoVxO^P;fBwn*u=bNKnV}YN)-D)lCZxHIu`_*nO0Frpdd8JQZKWvxRFC@T|u?;QUu%PzhRLHG1 zC+XPQ*yhbQcXM}NJluCV*e{V+RgH#JF36pJ`TF%SF#UnemRU#a7tZ~N%U>HuF2cDr z=$;2)PyCi!@q8zLz8gNX(n;&7adz9HhFw&eWRE5=p@7i5pXbk?pAWnIvAug}>?awc zj-J=g&P9ZWeyKaza;-U9T6SAc;2EfLeC{*E%)&xnK{6yDER5N`Ig}fB{cumAPRR2{ z-<{@2C4PX3tP*T+`i|kz(HV3vqfn>3=izGjw&s=x)vX5e6W!#q%##!No#ZY2Zttw3 z#01?NTf4f3oDyK3l8UXcUWK|lwWL~1^xVN^v>@1Eb zX6gW=wxBakRK&3smnTh0dHV708VX^G|8;PSHziTO(>fP=oo!Mxaq%K137X%uN)7aAHiP^*dL@E`8qdsUvuHu*4Pk;C|RqYd8VCJr5pnt$~g87zGG z?v~eXC7fvOKlj%(kd$2+Ra}7KzXbfmD}SduS@;& z>)^>cjRYt~CH(5~qb{lO+DdQ+J|5J)p|dO`2w`np@n)=`bK;bH<6>l-_25_h3!57z zE`<^hfZTa@)^ua?HDu4^03hz(gPfL%2N4wTC2du$enBn9qo zf;bwtzS&b%3OI7>F~vx6O-&7_&f`DNUV0%b4a9+YT0k8wtYD>;XGLaQ_o)fFUTxdC zj2vXnB1aedePe%Sz+Rc5Z;>-Lrs1eLzgzm+74?ZDNuE zbpVigaOs&ZP&MOppYTvp8M+7fP;($@E-tHqI!T`E#7fq=EnTSO`8d$3SD2BKqN=4e zaRmbaFRi$jac+UB6C2aRKOO^%9wTG*ewFrnfbZ$V3EmKNXhyUzsW#h+Lspu}apmgr zc63%&n_IiP>wu66^SzAuExppLf&zQt64-;)VynyX8BKd@Od;qxi^;G_GwMaIImGjEmpS}_vdhD z&9R5{1M71zQmmz2teF#D?hu6uw~b^S2C`{YUWcO{by5f7q!SZC`l(DIK!u9CXPqivMAu+npf94hEB}YAFsUuRTZZ(ly!C1=H^96J~2Xho>B4E z{q~96>g_@Ee1JUf(elnzFL9lu*+Lp97|xZ1H7o*g;sXa?f1yGS^X+U+hZ2yP0)8Eq zVt@aM{dFcgduOHeAWF;GFUiS@T3VmM8I$fJEK%H(Ov;P1qA)K%KXbr-`_hN?k!QaI z-S6GMF9LG!?D0F8QZV~-9_$LCH?GT*E27h+d?8}teOW-e^I;t);PK|{IZc~!Z>IVT zIU1HM4OyFyR&|!KY0@!Y`umg3&_ajR?V@60rkxBNmR;-!%u2o`CedSx4aao+ra6!@ zx%;C|j3%o^hzT6=MOXh`bVw(;(GpjGFA0gr0lkoVlcYD`7Rvw(4csw+6yW3IUzt}e z(~Dqd4{C>uL0_6==%usc>|XJ>CX=Huh8+lC7RoXe$Z}c$Wp(t-cR^ah$qgt%D6L4D z>9lMb2+XvNho;lCwtnzmUYm(O7ZF_{Mo$t(kAC!dgdu<@(n+pVSZ8i#2B$6nn1>U_ z+$?LSV~P$mxD+)scpTSeqVJcpRYXg|nOW4|pOKM~BA#bUKTVp{Q7oLEP9ZLlSMFic zo%uEDX##IZ?#GWh$Yb&Q_hEr#mV3N-QPA5Pyx9G-VW|(}=6CGAN6DLyYv+?n|MKOj zwrBD7mv*R{$ZmH`P?VQPmH#pwSgLNr374-U1YQEXBqOj}aCAg*`jw2WE!(2;-dJkg z$+EE9^y=Qun01mI(xkMb==5qS8Ef%Xsb3Il9qK53G%lMX*Kn(g+}8ziKp!lKfnu3taoTj7b( zz?qz?D$%oHt-1(EL4mSQPwnx!_`EBK$;l^~R+|Q%`mxPdC$&*mdO6r*SD?oU_u@sI zc%>u4R=swuQ;cn#o%xNuKh^8VmRo7EEF4Y{^z1@+>BS|(a|v!isnFd6PNRean*8=X;}bt1Sx^HU&-xJCl?9?{@$XM zX&h&h<#g}VxA7)st|Nw1z~3g=KLE5jT9b@R;nnhBsc_LPfaE(ycgQ#&J~6T%|KP8j z&22rN*4QYx6B!(2#stM$&_{39Sxr!d$wOJ<--Q$?eCJb?mvNQjDhMIzj}~&s0m>Eu z(Wk+~?`DN20J^v7*g+R$M_xpE`N=j0t>JL+wW{`soUJ9^#=*8>Z?NG)#Lz@&YMLm{ zmsp!;`<11Tt~zc%uh1Fox zrb25>B8&KkAiGPxwf(=^Qtz=cDY&}6887SYg(e=Uz^2b#)=rM5{geGH3H-R6$zpaB zn(^U1*<2bkOoOt&2*?pHKsjXutyHXyeX?d>OhLg_N&yF;c3c};>vYEntdKgmdCWR1 z&&?_4s+o3F?cfZ8^5BJWUZ?P*P5oKN>F$Q1vV*F4-BE%BQ8J` zb4d)=PArFYZO*N1z0vaQ%kKo9?X8Ui@Dg|3dA;Z8P0}Jy-JxL(@f2ovF?VRf;*=dhvT*HEy0_?_rSE#o|vnV|p~Z8C&dFy344z}93p2p^}^31h!} zYj_GQgyA7E_g@BzgmN17zj))vBk=h|9+$nRMm$nCU0ihAT6JFCb$n-<59y)D$(q@a zbuR1bo1%LO$t6Ze2+D!~otm1;v~KWPG?*eUwOyH)d428YXL4(bYyv_O(8$s3!eZzM z2+jiYQIWmxt=VyC8@Xmu0`yp>@pfCArI5<4*&HRmc;RAXdU|@0 zAqDgfM<|lK7%k7&PaA3GH2I2$Q`|{4G(6nz8@YnP9v`7sPl=D?awfyFxKIH!EK)(W zArp4<52NDE%`M9o$g!C{#=dQNVQfsv!uY@{+&xPM>M(Jcp(|96a;$H$4)B1o60HuavZ9N*T9tmg1 zUo|{DUYKZtEv)=gE zI=FfIH+|9Nxzq!Ys-miD#&k>!9QpS+X`e$KT28I!Qc|~&-Tp(VMBXQImLSohm_j4o z3fL8pWWhoJ(v4(c=kG5Zxi+@;`t*enFTlh4-q4^46EXBpcx=IjxUm1I}j1jWlcabY`luM4fHlTkcce zldglnw#G2CaG~+NMZ))1rMih4$1SO8vIpi)Y|HPp1-<|-XZVl|7h{8ow%fBA0_m-R z6nuUFlr|qZ?7ySUgwmXJ4D&7jTV5xrP!-AyiV{%$eyz%~t&y;{6YAsSl9s0(1vp-I z9nY?hR+{h84b=$YifnR(>S#s8#1`{V>8&OY8NopY5ulmrJ_(Qs80v2=AB+p!)@xx> zc?6E}8gicHG9~+qJ5TD{9@#!^1-B?C2NwW9xkSzy(zr@PBNk^E(Av0YtjehpRONCz zvwv*pK6Av@^nqJT4{AhTru5V|@<*CPE*xVPA>ayMe)Y<WxUsfuCU7S*H zw7p{>=i8UNmA9qLNGNmFn}hp&<63xJ=QJTnvgkaKSC}l81;u_bnyP4EMf$Io#_^@f zgExb7d1vq@+lVKfy~1elHLCucViyn1cRo$*md_T$V8^=P0<{Y{#3LZ}0BVh4BV!I> zt;CR(pUdF`UlJPH5fMx50kd;6-?Jmi0Y@3GOM;RbTsa0T$(iM4)B@>OwIYz2i-?M7 z??TH^QK?|((PoABuruOtDuV=$jL^gciNO2X$rdCaWjC_F^VHFbF8-@A>%Tv_pHxbXT?{WOE@lH+V<} z)8k%m*#wipDl7w)UhFY>@qcJEGvRqRH(LvTO+|LwqBDgw%|y#+TU+`%tm^8LWM~Gj z;Mp)U-DfsmW5i>Qj56*EdToMud<=iKOqX_X;=?mZ4@%rMRn?Fi?uySF>;v=SM@ZqR ze-(jbHx$a%RFjk@Y8kf-4CHLQ+wgxB2pbiY0?7;YRIWf(S8H9Rx$Ob86X7tWPb^GB zO&dE~VfpALLq8mC<2#$gYrr9*!S_Jf|Kwm@W#up#bS0LP`O~Fr$&Q%B1*fWTd2*SP zscWTy)g>qCtp>f6ee_Haf(z|05JOd;jrcsjc1I6FV26b~kRGhCWP~qdl3rN`OXuwkPByV^T?{|GS``G@*MmN za{X&v+vxtz^5cH+&i0kbR(6|tjRB{h-lvBaAxwRM!7$yus{shfP9!SD8k2B!6{r~G0@V-WTz|(>E8nyz00*bOqV`Bq0Z7oB;(K4NfoX$$#?aiS1 zT$v4@$zx}(>{?%%`jRL(MSJ+9;t~||p@ginFhAb-p1Gf8sSb_7+~(tXH%b)#9v$~T zo7BJZ(<&51&OBf=GrkmMRc2590jgoZ72TnEd9ujXo~u3iLJsK0m+Zbm8{@kNJZsrm&I;H@L>7BxNl-doK8>w|Q(__A8;>>R2SiN0W>q zNz`9cb*le4e|ZiDzpKJ-!cJ~QcZnI!-ehEEQusZS7b=XRJLo~s@1r=7n{nPhJi=o+ zJN-}PKbz9OGi01_BlJ7CfmPVxWB+{Ri8RmU{qryW`#p}Z5lYhj!%OWdL*5HWR{d2A z@Ee5u_fL7>^8Njw{{1(f2>wcR|NC!Dp8W4$`G4)#Xlz~T(8T}rri#MSXZIYh80K^= zktML5UH`qe{yB->=85&+OVqx`wD)kEfD&%6Q8^ch3zcALDoU zapU8e-2V@s1&-X94udCWfbq#Gq{rnTEw1mxyAO8~RF16@;d#H^2>c(niq~(;6?ftA zD;M;4whdU+t_-CfCap5lLlhAhOf8D@eZ@f7wDq{^z)+F#c8fAyh#uBa)4YA|y zAQpLyk2e|c@-NSIKK)Zg4$dG|JU&AG&Gi5SXvBb8H&|;>KDuLWuX45`;8H037|TU? z55{4{jidGyzW6I?ZOs4t;^JsY(Mlxo`9ID5dQ>qnJTb9Y4jD{C>06leq{#jgz*@*j zab0|QS8FGzV9tQ1>QTf&)W104@`Td8F!1ZIrS)*H4dYS~N=i_QV70b{C)Et|l|2G> zwcr_y2=fdh4&z27{vCDx^HLt4h6?M-Xh|rJlyl^IEnDG+dzdSFW<4=Nrico)o)hmm zd%6-}WPAQ^q*^vs0Df8JiB`sHD(V+zq&43KBIxXi@NN<*zyTf5!N~m%xdz`yT04l?ZN|Bbj{sQ)gb>>G!4msP+0rAXoFm;M(Zmt-$88 z+N$ils`{TkWqfsDgL+04U*<>hDN zLw;^4WX z8}$w?zUqIzZ5Z|46NkO+?mn9LGE>3n<>gV(0udiiVe4c^wm5g2Zd&F@u63VSZ{~=q zISFp{H7y?D|9XA88rs^_ZEIAAhliq7_n%(MhVEa*EFq2f1nF3_ckCyPnNML5nt1~X z1YFc}1UvtQ|8*?eOA%SYc`T{4!tWJCwUg4ivK492^M*(76#@fBEduQjfBBNZe!!uvr`hIVDzM}UC+;vF&bse{H*Wt?+iud4ueW1^U;fBP$ zuBSgJb-EOAgA_5PNIxy}E`+0ZS_b~@L(zXOn*b9_OB&WXo0K?PjoF(K{r!W14jj_a zop~%|aj}aFvH=bXZ>3~ph{THQ7gm)59Ta?TKTehJ8Sa;~w{L&JWB6h*FS{_4v{cQj z*XB$7MK;Z7SB#s+`xJLalp!Nht}h5Fv!WdV2fCi$~vu6OW1L z3=JQ=52jq4yA%@}t2QWbbi2-C^xGSzuBQ5W-IO>73ErD}RS&ytIy{%_juTb15OHN? z+;g3YTn6(u=iFD`r@un}{QSVimJn0`{uMtnQ&`$eevg& z$1mgNex72H4myjPMd!l|T}p*%$vmR>RfgpmbmhwM$VfuLUf3@N-?zV)(t9f0GLXKk zsVU(j%;e5VB)&&F%eG(}rg*1?7KDB5!2+kH^z6@@6^RtiS;nbh5djgICZ+ilSX__6E!n)6YnZ1X;4_-hSGNdQoROh*MN(GM8c^D{f~b=Tr%9lZT$7(pLXIJ;arDqeKjA=c)$}r ze*QwcrV)5cOwXzv_Wb&_Yj2CUHt0eEN(#C^D&!TV?t7Y;nx+}J9{C$|lPNPa)KI%mcR+Q%1kf4sj<4nseb##uG7=C@!M!(J=?_tW)lS|TSq z*o@o3%c+`HhMe{=QuuX4%&Uxnt6Y4c{;aC48FGnuiYh}J)2wm#7+F5&%XG|$U;7cq zAGg@kCt2(Fw5K&s&|RD_T-wr85P*p@GPk=n`ywCCMpIu`Q5h=OMXfKct`5}g&W`T5 zxVYfi4BU)jZ$=Y&C-GROeJY41*qVFjy!!wEZjreVii;mURBnIU;W8wE1Q=W5kDA08!X+~Tn-^Vsu@}R$$qmN&>0z0aaG=q>;NY7UGfZ2pAmZr+xjc+f9Bl-rZ zRl)e^3H$8`36ZwXoVzPBpJ1B3H#V+*d-n9bzoyA%^<49%2#F^Cb%bQTgdw{XK3KdW zrv_)dF}vx~3S=BYaO9Sv9Ys(@z-}=LiN%A=OnA65kc^6`nw5TgTTye z>&YQ>S!i68jJiAjbo1Floi&Qc2SHrRhs#Uk!_|)bm97MwTwFh=r=<*@pD||E7L}F# z)H?l^eQjBl|J==+Q6Hn@pFYtIq2~^!7JISb(y8G^CL|7k=!&8jIvCTj^(Vcs3Z4FxU((hGORV*Ccl)RMqaI)sDd7yr#BRRLc zl0pmYt*e5LZQiR@E;Y1HcZ!WVZWm~hSj(uBSr?=!WGd29OB!~aoQ56yNjdw%#Y=x! z^_+r5?dKDcoYQhqJ}2Z@mXf z419DE0Y4sG^p{vzTDohX_Yjz5<13FiDJX+aigontE?y8ncj5MQR}xEI6=nUJn~-^_*8q>xw+QL?l2zk9(vP3td7X}f zDQ;;=jY`cv_(|R3l6;XN<_eVG!NJnf)D*MPeHFMuRIgK;U)9egO^$5zK2c=6dEtF4 zO!Z?aDdxO97T-5-ZB9PepTBs~pl>dBW{!m2diQ}INr#_TQt|pikB0leEPdDUvbFkm zrh9s$;jQtuhwL1}_xpaV`rSUD>gnrihjWN8K19S)ld?8hj6=|f%s9dJQDS1+ysNoh za8T)VuCS(LJSlNUFP$y@p8I-3@Z!qS+{$eFwVPbxST{>eL4K#Tw4CZcL0;(S_~`uQ zgzwu6rjo&=`!xs8Js8R(nbD}foCIFdZE=Fn?Uq2D=4?WZB#K1A_w! zvZ_Dka#15uAHRdl9{V4KEDSus*qW0o%(=OE6}MC6!D;iM0&}kT@@m*v-|Dh{7 zcpz1ADIZf7XY~njVy&-FjCDV@1ha%^zG~NPDN!ES-e87 z^41(bwasKS=9M=3v6D1ao#jX;aj@{yueT9CtH+qe0Tr!g4(thQV4&3DDp#pvN=jOo z!^TyjaYS&F_}A4{%J2vk9cybD-#6m4>Se1l$ue~hs}tXf7TIqOSDLfR2%Nm@F?a~J zz3T)c0vbk_gWEgwF?oVV$31?$;ZD(_n!<}w{NW+4zEh#{MqL4HBYE2mF^Y=HY}TC* zCQU-k<-{+*S`7HLHBc8B7A14|Q}Q?|E>3-WPo1X>OeU`#ZQNj)lTTx?zU6pr7@S*Y zX<1(-XH@tapX_LdOQfEZ9=;W2FACZ?4z9ENMZi?C66$|R$Xb0(O4E`VMwX1b-t@ZB zK&y}b054#GUdIh^={I{ju`)^&T=;Hi^U zYstN8S`$3C@3^Hrm{S`EM9gFs<+Mh;yu97xeb40WE>37AOVZ;p&{D!$ixCg`d5aFK zr%TuJ^Bt6UF;^d~oii{pB#$r8s(R~r?)pffIT2BQB?*G2^&>P62>c43mvwMj)XvVg z{zEfP(W}~EAD&^N*P3e;(tSIhi<4Up*2!)H(&Z?hh)imZa;YNtvVAw4QTsFP*4u0i zBO~uetK6=nrWG4vSk|gnjf^_G1KLl18T>q|{K3Pna@u0FIw2s3M#JOvn;{)t$^5KL zwgnkaPtQYPWM!2dhFNT{v@9taMRfCnbfVj?@Y%h(+Rq`lNm(0hM^n4|`ed4xl$F^Y z_BK(N^A7PwE-fpBeT)uB_rrLf(RuT9HmlBG7XWUtxt=~G#9>uj~4gnoCVwaBJX_esX!~~VQJ3nJ~)=1LF#ymkxN6 z?=QFB&%Add;Xz=q;VP1vEN9)#Er@=7j^xHB^h&@6wC)D+H2Jc%VJS1Wv(6Jv9G#u9 zZ^~2k`+IMHN>(_>~?diG%_D&6Ol^(9{Tn+@&TVRaFPdvmV ziw@}yHdEzLST`>WegZ-SdSY*|Uc-gv)Vo)%j5!>09S#ARXiG~H!m#@-tb(E<`~8EV z4h_eq)Of@M-`RPxwe^|7qS?RQ_^S+rrL?Z+b^HI5Bl{1;;Tt_`^){ouQO9IJUliMD zi{HwafYAOvN36Qq0ovSJK~1Z(dW3^-K4&(7oIesuTZN9N$R#A&T_DLCEx2{lr>(T6 zh7p&A2VU>K?>0#^4!8I6nLaU-N_jeRTh_eX=OFMTHoyN@5`#Ii}lt& z^El{m8_Yw$_)(Ji+*e)YT2USJ2ZtYhyL*@BTjfFX^7+JvLA$$Gpp(sY&nK7<%!P~U zz4-+9$a>o(&&tTt?^|6ekoNU$_U{w930U*xC|WypQM=>t^fsVN{~NFYf61qJ%s~iZ zuYV@?sod!rBBr_}VXjUN-ry9@k@DgV17^Bnhr-1y)#jPm`O{aaZhgqkJ`kr}^y4_# z-(s!r3?fuXY*>lm*x1^kjawr`Fb*3FZ^p z1ENhU++A#VY5bwuYO^=n`qPU1mBW)~v#jM~FPxo;(Aa%q*hDn+Zj3x=7fKW2i#_z- z%`HuvaDda&(veHyDc`%1LfMJ;$3*j);MmbeiHJp|a0$9Tea?Z;>5_@hMGSBH_4bZb zSu&6#_6b&2Dvm<^E!^_;BUF?(*D%z@HuVB?ow4=%w$nDa6F;Yb7cJ~u_9Qf=^mx{#_Q*&O3@yZ_Ulw2XCI8yk=nnGpym8~!)=VFEDs>*4 znQvh%^+WY~-8<;ExgK`KZhSz6EccZAw~kA@|GyddO9 zj)g~cO~qUm6A;5Ufw$P;$1zgm$pBzc_4ZPn0H%NX?7Y&w8?cDT?>$1|PHp3)%J@ZC zL<=Sit2VcUkB^wvJ-0Jk&0)>X)Unoy!o(5IcNvO%JOH2g{(WZsp+rwwT1wpSIu#Iz z8(6Pa|AuROxd}d-n}i1o#jLgt4wF^p*v6>}RR}`vF)__Yq05S3V^4U@duqA!GnLfU6NT*RrN6fVv z1yc`fU;g3D$w`pG{8EyM7cU24goL52U~x`$JRoPHnEi)OP`A8y&|WPkzO+!WQL*xc z@Lf>i#mCCZ+~zzUEpULII^AN^lu8meAgaDzDGk62gmqIgQQF@EqD`Q#<9`0V`C`@~ zISu(XLe`q*c2@oDqLS?RiK5HUVe%o{RcUO-)JYe7)Vh%cHru9^M*;i+X+EzU}TGlN|kd$!omi z4XmT)eT;2K66b&eGimZ*BOVx~qnL4bA{}GvmIJ0v-MMWOVDf8iXVU39IRj7ZSu@3! zH&xI$qq#kdmvSQbzpfjiP=O|MQ6|t0d zQfvch%+Yqck(t@D%W>|W%SNrz>8t}aa`(4(f=HX!MwitT)WyWbNugTq^se|Lm-F70 z#l}lR9&j2|V|o}eF#Qj-%c3iW-vp5JM23d4Ur9~fLPf6Pg4pR60yg(S$>epxesrs) z?&==*Um%(^{ZfdP_f>{WVm59-Cw1d-2u)DHW%w<_>3^V6zEZ&YQ#soO@@;pS)gBTV z8#8Em%wD$JB7FBgv2EOWEDIa58=lcB;D8m(QQJBXHodKl=~5Pb9(rH!)d=62fM4@J zx%Q@Jxh~>qqkAMjTxuC;ipU@GY|pl?Z7^pQ49?Cb3U=l-C6l$L=V@Xx)2+r>DJw60I7|;y@?bw#RfXf$ z%~s&hBJtL#Q_TecCT(x;ehiBPTFj7+3tv|$DGdxv8H2~Y+5-b9$Z!6wMlH?}8z%(*K;6pi?C8=;(E z^$Z*1?&f9#=BBs1`vsgCE8|HjoFA0`RSTeFyZKq@y+NBnaj>bC=}&}pbzqfDN2!Wt z{RjKbertdA5^qz5WS7lFge@(96gA=?0zjZlbS(n$rB-cOvwYk__Q2-A^kp<3O>9e& zOXQU|-@YstMCLJq^Gnax3O+L40D=G}Rs+1CTk(+e2~*`n0c)?d=4>W7>;wLMCMnAM$aezt9GM{K@*YHm(W zqFwN3dm!ycSAZ#2UUBe7hf4I;-)Ih2H!T2%ZJ9}fbxq~YaO4Slw9kDg&R#acTdUZi zpX*4-MLW%H8a6V=cF_b2iYVA~Aa_^#7-rRpIgA<`Cl?o=*uP|QbtQN%BE@ds;-W#KYbDC9tD*KxLn-aaHe4)%%No;bB*l!(+yu+ob{$h?SP@{8|!Tw z<14Pf1gY;Ny$KHHVe3(lV~j{iGv4ULQ2#;@<@ZqYP}rhJ`4)6O(El{4uda;uoU`-M zx2jom17APa(((pL!~!OeB{79U;@QZ!;2*ARv$AAMLR=v~bq`&eH6oiGfW2dEeEiq1 z!JPk(v9FGca_zbvMDc(E3QC94Dk&wc(gK1a(xIeuHw=o1w19M}lyrmS&>l z?K$T;=Q;2D{`2t%4De%^x$o=R*V=2Xy*KvC%Bue!z50<)ht8?xaiC_Bq2AQOLbY4Q zn%-7Y;?19!;VcGwnWTc7J2tjajt}a6)TV(7OZo#y-L&-Vucf7zs1p)z>hy4O^;sk` zNQS^7c6a~!NVcWR{X>CaSSG=3uO z>cV{enWK2zCa&xV%N(^U5nfNNiIny6ovJy0nKu{Qw6L=D4KgGWv+ggY+u7W@%Z{0G z+JsPOJ)%#nt@8_+`qXDCUf{e|GQmwcK~2s@(!1*2Qg?%u>rn&mUohaQY`-A8Zp)Oo z1od4G61Tnspo)24j>_BUiXzjigyS7oUU?p*DQY~I(9uEMMq`{5@*V6+Vc~J$5`K;J z)B*0Ew3J{lBJ}tx$U-kz>wdEXDvyku3jgg6z9U4!AyAfvd$Q;yjF(KwdHAsQ z5gduqEtfGq2B~x1%IkmLzf*Viq_x#)YZFD5sn`@m-kQ|>2RcW>Gt}FJXo$7UrT)58 zA=|LB;wbBp;&Xon#Jb2Ar)#YtKN9h$S~^;24TfJd!k@w3{2G+jqnpA3^aRY2nVBUH z2@cb}kKy9k5RsWAt)x&%|;QSwT0l%$5gl9!kTcje|P_Q$~m&g`8VfdwkjR^Ai><|f)2s4DIQ9huCKq8 zR~6r!k4(g>a-uUNbcTmyDVR;ndn7H3KHWoKx-cJE1)5wAyBGzWkIrlA~-a%i6`Mj?TTetGNx}TAg3kzRz>Z8ABS&t@UFO61|7VJvP&He1? zQL-+~ypTkX<<|;4xuD~@kl;ymC6;s?KSxi>)b#45hd?ye6t~ev-z^%@bn|-Tr4`3l zV32R>v*}GxSmL0d^5SZB7P89y;e}XFPs{<$ZAJuCttq6vI5PVS#i@;OnQ`ziKH%rK zp4T>?3%>l4oKAdk$|t`(2EgQH3WtX=Gez~am-%({WqG|>PQ?s!-6KPl5!I@O%)CzmVf@IkG>nrP`KDhmsDmIAs_u*4xd9l9{ z%o)zc>5NPflVi|Qj}vATK~~%AnpV#9$5X8_2a-S7KRj?;9>{7)PBth?6ESJ*-|R44 zJsIv!H}f;rQHNu3VJS|^oVPPQ|MbFrnsP&V(D$i!szbYtb zsC|g5qzt90Z4);CzMjg_O4LLekbnSYQgEx<7|y=B1wqo(N__pPA<3aX$7!i|Kz^k?EIQhl0o0sp4v+Bf%w-q04Mo%BkXuKesH+8usPE+%<@=FZ%JNHLt-1Dx? z+jL!;Cp}qkey&FcWCB|8=sd6Zo>f0=qQ88Z_!>Kw$V3<7WWM1%&tzX1gq1)SjYnS@ zT3BdmcZ$5;8wp#88xjMNCb7>EZhL8Aq_?;Gb)ynRvNX+|O9JJO){paieYsC{bL&HY z|K5yt^LuiYV8^%6?cRM?9fG$VbhOx5jGoDU(-=~{FKv3BG4V^wi1@?p@|)`{Srqau z+V5{QxdAP7CHC`5O6DtUI;Or|>EMhq(#^{Kq~oR}sB6&vv8JakE`RIE-JmSnEIEHo z3Tl&2f4q`GlFB}M%g|!El_V8<3{d&c_xYl+n8$#*|K(>HDgN)sYaShMFUr*#xUM`- zY{HXBXya(M8~hpl!=J|~P4w%RqAbe7JT*yJLh8!+!!x%P8N|s@*^reYE;JsHXAxbw zM#7FoOib+T?2`7YU==7{wp#R&-sa-)L%2Rc793qetlzzYvUszle>_kTn zk{=OkZf1005y#j|&)v{7tYvSfOVM-{&5w>k(%kK7fOm?_miyh_A{4FiQdLO~AY_5z zQ%2+Gbf7m;EbS{`7pb)aTM8%h$F+S0gywU*A3k=7>UteHaaqkaAu9DXCuH#TNeRMb z#7WU|D8E@|?)xI$)*I?`10<`WEW+no zX)g$f$ZA2GVkrx(IC-p)fgMKz4Nwm8V@Z~d-^l7E*)5kqqX9t#w=^Ob88v>M__o!*^Tx0X!EvFrm}VueVd0vP&};y-&sQ^6`2a-qubL zcn)L*2-W4q_hmgYF<#y=`Gazdj0>a(3d;73!cjO$N|bvB_yqzw)vsI+djX-mW_h)O4*C$KQ zE2MOF3D;dWI9!d;!cIz)7-6}kFdzclJ!OcfVxBc2f>7K=I=wClY8XAez66rl;;wXu ziV};>4DpSxYl?(q_q)E)go618&vjYHNIYIRdhY%Bk*1~)XyoX?Y^*cg6jMd) zUX^I&U?a}a9JDF@Srg<_LeO2s%{=kKz; z&}wOI#S?epSDe$(z&caHG6HQGCt=%QnsrB~(W#(GUuPGkBi|4hTgH2QlzZD?fuIPI z>*iLrU&`7U+1XzUGbw=PkqwG6c&2{C_o-Y(QGsqqn2+KdJ0mMGs9W|AJm0;edGhlo zI8eU4xGT4oL*Duno&9i}I?1tf^xJLAg2ur+W?#}WZReJlRQN)>)bjgu6^qR;$U|^& z{D$()7(vO=onLcvbpF9fZ+suLB!jisA&Jl>VwT9xdF>q9Sq1)|Yvvk-3D16hwe58? zp6iIy&-YEd)8A+-qcSXi#My^`6X(+IF0N&4=_^onT_uly4eF`f*%HgPV*Z+e$duW- z+}zxDL1%7N;mYlBc(k`J0-ikr?PM49)`vNr{DwB%l|3iM4WwQCbeWVJ}|xebQEFF2kKDFt6J` zI6l74$>Qs^Jx?fP_S56;oYB4T6p$7^eQpEgZ9!Z9*Gn%=1M#qR3bW+rG8v8dyQf@@ z4MU4RjzNG3j){@idUPA=D41^GxJ?v=vv53&D0HqU5;Iy5gETb2T%CZr^=q#!9vz*{ zUR3LD4kP^=s*T)U-_9WtljE-)2b+zAN*IlALRCOX0B1o1bSq04^w}@@UMghnkK(6zDvu;$A9&x&Q5WPh(+h;j5MT? z)xfblX}#C{v*Y$X0dKZ}?D-YWr}JeQIb5n=I|ynB8@DHrBBJP&6IkVniVMK50_im0 zl)%dY;^vyVU8=BEDwHdn*EteL)DYgY#ZCqZoTsFRqKq!&tdF_9DLuNNOwjzo%w^9U`tzO z6J4~j@4C6mPY{Z~NazuYXMFdJg)e0*j}HfjyM+R1odw-SsRO4T1K|BC8Q%Wvz(aKj z`{Ux&_tatH<2w+9;Nd-xP-f{I8glxzY;VUc+z;i@6f0LJbeYh5*_?5R3g z=UOE;NVH$S=J|lb0Gd5mSslKMvH0=f;6Ysy9c+I$LC_-`D)gN2 zb@D?Fx2_}LBt3C;+uYx8sH^jY6A9QpH9K?l*B%M$MzDxrBarS0k&(+W)^zr}ca$Dp z0#$u-S%3`u1E53?4lNG&73UXIUl<%3S)}HAoFzf z^A8{2kI=ThZgh`-ptm2*!hhUQ@H_=4fa75wFVh{C0gcp*EACZQ{^aEEy}d7cKkxA_ zbgO&wW8U$<8|JS^PsRUb4Ez`>A@y<3`?tM40D9w5SvtLd&%ds<2kqXB(*zxL61u)` z@`0R!Cf-YRW=m~tnVOsVYv))-S~}Wwd*;j>f0SA+(i7uJyFkgOO4)-zz)=f}i(kLw zelio-v%JL-MLSelaex{)97)7q+@~bJA*E!83x;snt2|n-WRssiQ&qZjDw6ZcUMxoJ zKKIXjx{!_BYcRj-1!0O4|CVTi(^t~|Uc{SCET`xASn8(h4+)4JcL z%wbSz*MMDus+c1aG-ddxWJaC-L*#~yf{_%sK5lCu+rz*~6JpI21}efcMfIkbb+`9H zLHJ!gS4HOOH?5)_Lu@}e*%);7_dhjw$)lAh7$qz;JmV7e+6?lcqSJbcy}iBn-XB83 z;zXrYhdhpx6k*N-@}n4%ahuF=&Y#46BtH%U8-N8glbWXZZ3q8i)YmMs`1mMsjnT(} zGe)m#cNP*8P~~9Zdy96hSkJGP-0$(NvSLQ>D82T<`;GmFeKj?2qc~p!g@#q6Ca3B| z4^l#|SraQ6S-%m)Js z&*7lLA7%pv$;+#Op+ta>?|QipXDM>%L~l zNLTUr(A~dZ`%TwQWQmQLHSfT!u9hpT^yfX<{knYX9=C_e^kB3dTd;?)qbZu$uzG(0 zNDaVs^xUiLaF8XXP^SRjFzB_Nl`iIz`Aea_GAqO4;a7#o(VWs!ucITZKUIH1CyQ{_ zF1jNID#7<^Sq!&1uw7hS68o;2EwXt=-AE%e8^>M?c`Ysx8#6}t9_*K>s6XSq z{Y>$;0EcvF<`24#EpLe%L_|H%9~caZ8^lJyamd!(s^XtxxJvZ}swfU6*6 zIF@FpX2B3S={HebZeTkRH3X;Be3x6tWdbgx(a^$#?Wu#wwD102r`NuG8{H9N9WcLw zi_IhTsfcIq>a3#x+&krngL0AELq^H7dx3acIKGGVHBOMdwdlFM`XebF{$NOUT)u7)crX$jo!53xWZUN@SxJDp|0pPM= zL@x^(3?03=%ivG#J@EY*5oLyq?9Y~##4owc3&LSaeVHSRA6{3gI|4DWr6JV<4}2Ri z{-78RMwl+L@i&G@);{KLnSqd%ly0n}@jRpNWPP`!biGD$=-^cTXu!;e6d^OE`zXdS zBsK)6I-ef%9yN8)^E5h?f^tjOmR{gj-_|nkn+J|A%smO1Te2mGs2QS`q%-oea`FYC+3zXs5hX5?;Q8eKe zo!qL2E(HYzmYH8c0b!mW5u{UqXyE=$jCIc3F+K*`{LMxJO^0TdgRBP<&dYef*bVO&Y`8>BHc8Jr+ z#KLgm?Zx5Ykthx!EEktLoj4DqoKp(-mqL3+YHax?78*0kxe20~=+- z!;i{SxOmtg`wRK7i1AFcy`N9(pJU`d8}L=^zq}$-N!GK;#FGGt06r$Tp50_&$vQH7 zk{p880YO`62tu8tweyhn7?XPNOZ3I}GtUp_^U&DyylMja6iqkVm zNG_)51){;oyiih9T(sRcjC-;_JHW)BQfmYpgUESGnig^SuiU#Y+}tqtMRt&xW#_jc z2(}p~78G!5XN^^ZF|w_Hwfri<&GK@W!Q4$3s0|3LZ)%c6nJrE^!X0%-$jFFxn_gLq-nEscQ%n_8bu|UrI~-7gyagM$VaWLSoUnX&Apb$X zp234UHtJb(U^+ydoYCNH;Adx)iL_hT)9qpB*=CyK`llK1}X0XoxV0^J~e z8RWB!KEcz`?NRqmvZ~WHNzZLoO$y2087a_FD^7;hKY#wb*rW%J#0m40N1Vm0D-Xa; zywjvg&S^W>7ViUF6%xLoB1398E11=ETqkN4Lij*IG2ya0a{O?YwMoo`poJhru^D<{ zO^5>Wg1c`~dHl6S_uTfd0YX)9gm!aNg8L&I)J*P{?-R6VrPp{`7h2H<#+d)W@{q4m zX${nL!M%&%;o;d_B45v)JWi0}k2L<|$PY?gG+#3SyVzL4Dz);r5oi029zUzW08U3| z65@Q^seamEGTqV{!xI{8_x?Bb^dHz!Mz#|*g9JT`#F!Y+MO)|=_HelS>p#iKAt7KtXhge8JRR0ke_2Ua#pFe)S;#~w^aU?2bk z0PbEF{YB(iAAfs7syw-6e6q|GHg1%ZoEhc0+pHbB$^8g`zvDgnji1XFd7IwambUkE z$SSk;M_+ojmlykIeeUIYIkwMkLgnt?$WZrQ$z)EM+QP#9M4wRGwK5Q2rJ9n zOu5*&xJW)BEZuNcAJMVYxww7dZ-Ap*S7<0GSu(b8KZTiT_BpDr&2PT;EH!BVwX;p_ zeiqi)$Z)z`Sy|~?aHh^Fv&^F znuZdj)T*!7sV&%EW4`pGb5$1&kYi z-ldEFlV5?RjGEWdK|UrpCJX^*7mT7b2S)~CV`t}g2WnJL0o!zF$`KmW$g4VCLb@y^ zT)cz@VnA$43egr04oJyR`e1#OPmi@85gq?k{wmnP>f1<@NzS$Y_5w5_nJ2WtA+~9C zWvHC(E!^4IU2>EmgmGsVXC@}*Z>7mMA(CWQtPprkL#Rd@K?HYKP2 zLP~a3JeJvO^xi(RJxs=Gf<7q)2D_SQXDJiwo!Oiq5wDzeBMB#G5Y_RjaR<)ej6H0> z^+?PRWblD zFLvQK!KsbtE#8}ZIfde@RsqF9wJOf@?vCI`L$8) zEiFFB>y>^;!DDJ*V;xso3=5}!`h5$zuaJ>fP%=H7!Di%qL3}#D@&0p5{}Ykn%V+49X2@oKpKfZ9Pm3h3N(QH8=96wl3uzJ zas`~>JZj0Dbb2%;W3IG0s9mZNht*f$WrmuThb}IcaRcPQieNdgTC!E!nnUWg4$d4X z9zh>e75kHnt{W}$ko100VEUe&mYkD=54Rl1I`0}1^1vS!s}#1IUh|>K3R3Vk9kSg$ zz?R<_aOGQi`b)(C^(=$MDV0!sY^dpY3em?+M7x-7e5Es6L|xZeLE#o~f{HJ-YCf#H z&!lSe5|XfgK%Pxo=;(@Y41E611ph<;rsTxKb$-&yW%Ca1cy`$d!PINwEi;ty_-S05 zNh~Snx0Yu9$1dLQ4t~7FfAZ1)kEXG9CF%)Xs71*Qf{>3tUgFD`aLNm(oZ!L2#3tpc zCkjOkc=bqEIo5^&{BPXlX2qj6>Xa7aMfRqvV+kLhr-3vQ5**yn?S6AOD@q%3w;x;i zG6xGiY+#H<_(x9C^LxWR?ql@DWR^iHr zP_1zr_2pV-CYi7e(~X;9U!G@_F0=7&gGV<; z@XS%SH=N}6^mKb2e&$?gCyE9tAs{f4k;hnC+0S+RbH61m~! zj_*i5HA>ca~>vq*R`fNDCqbdQZ(LCG9&)g7Dpw%Ue&RQFdMRzyA}Q7eN>>pjeOf|3m>s6oSOQX%I& z@(WV0FOG9TF#A%UQs(7{=pse0M+gayqB+Rz$<&0s!9nbs4>Zz1k?4>bSwwR z&^uE6HkCF5y*amA{1|4W_UsOUpqoeF}>bB279nquS#6Jj=?QqodU~ zHaDR{SUJHqYputYNf%%90bnSOp1_woaU4R<)%KS!UpDB7>;RpE0ZYERsmZZH6Daw! zqu*|s=X)+d^OI%LK4!qOY4N%jWzxW38}4H6H{D*|ADE@@H{IOUR@>U@N6LvcZecPv zFq_J9n~N^8v+Cpn*zuvs>Z4r_O>TWY7Lu0HW(;=n|L=1nK7Y z`|KG9SQY`DPfc@L#yJW0kN=r&d3k-av8nIijT{a!WhA+w8XxhK6!V>Y9Bv0js`p#{pZu~vC-bA8C|d{uBS3-9N7fGWCJ!OV&+Is zuqkw%KGiP12nxf2@hTSh<#&7vZ45hSqBF9;$R7Xl3>{Kv+x#!{@t;T2D`e4XLEAkH z!0^4krJeAMcI@Kqr=%>aaR^73GIYf|d)l{roXajQ0Al6Vpj06(EiD-gccANzjwZ?b ziLm;NiDm%v2SPfmSpUs^&hJK!g20FNE>*n>;KT7saRZEWaCoFm@@MuA)AP%Isj1#W zO?Y0hqpoPb78LV1PHM}KxI)R5xS}E_B_+nN^>g-nR@pi%kX~u7A{$f%^8>ys}7tgAy?YiKX-AI8XtI}4jxDlGP_3A z@weAkEk|R%>c}A%7Z+<so{kWj@@H|jFo z4>f=X`D$4yP(KOjAZQE_hAq1Cu{D7fZ_JXDOTC_HX#u6mBQR;n zG*y*nqsDoeo0qp|{Oc_y_KhFw94|ibrzBRo!}BCgcR(WI2M%lV@?~L#45!oC`O8@q zZuvP@rpYU7DS3IuvWcUy{cd0yfYk+=1YjL7IK;X*x9=91!^|1(g1IMBuB zV4@u@S;CuZ=hiYK`t22=Mb9ndDZ{GK0zt~C#|5u()LljGWeuc8)CkwDvzQ~tv97OQ zs;V$7sM-9g>Qu;GGD$5wvra)EAGKR2yAh`;c=YQOlWOm^zd_codJ^PBD1Q~T$%DCr z3CzQC>f5Hunj<=0XOA$VFH?rSFg~NIX&qy44B8`&xBCJXIz@T!Z#GFWx9X)^>)aes zm{7h~%k^g;jmf`S1W?MgXJH}Dm6$O8AmugqHJ$W#QF$!`v~+OXn_#=J(K|s!PvfdX z9{~vlx-Rw0!peo;{UX|(5Cs!9ig9kcCjgthxnWtdq@p}9Db2OmIW`8OTI&eNHyvV} zK?OhaMFiu^pG@)!>q|DOZ1vv1HD^N5Jn^Lok(OS8g_ z>tbT!z3D1NXT9lt{T3xz{pm%<4bNcGj_(T`aq){7kMufoIh$#)v4_z5(*!m4+ty0# z+t?Q;cMrU0T>FnlZ6qJ;S9FfFw-+_U2*g@oOXG$qAMXdOemaz8Agrl*bTQ!>X#qD{ z!rL}G4*2v~R83fVfCyRwHPpX{2JtVmjlU}hPM5v0H&az@Qr#Kq=E+)~oo%VZKO4MF zghZlv=$m7Mno?*BXAirh#b}iWiYv1_W`zHm{D&I= z-6rS>y}1)ALNC~6b*40ti5U~H@SV!gO@8G&%1T)M2$k|AdER)qx8-WpYn_((OC*@brz*05x4eY*DA6A37B!$@kUm1;bZz{s>!m8lKMDt=gid9 zPp1O+=#l-S+GnCtN5eU0oafKK|=N3X>l3=MSX(wyxm7RPct8)}A-{PaZvb)zc|1 zF7DxWVI!T}M0M{F2l2SxN2`?y>Rx>lG^g((?0gsz`{oZ2V(4@xm zHUlIU?n2XkObKYoB6LF2B$cnf!Km@X!ots|m+|wCVl49dMj|a|NxYL(Gy0xnHPm*^ z+#o_0-!SD#k&R#Yq!Aa9FfoV1uS9xCXUvOgYEmjG^-(;qjnr>NUHqM*%BzukcQkJH z`GG(2^?!Yos@%a)5kr5d6*{-`S7}v-!vO1zgG7A3!XQ$iknSyO4Oxi~c%`*p-3Hbk zAYeXYvyekOiiy=(R!VjTG_l6Ix;QwODhukaU*|K7;W2wPM68YRdv>v=Lfw3AUw_?wr=hiB5-)p( zDI!N^R%lG`{-$5T>1T)W^G`FMxnOGF+%L3e)tg$QI`=CvYu?`65NDLV-AIUbxx;e* z_8$lenZ}U{Cv1(-67RCR$cnkgf{H_dWy9D$=$4&|3VGe}ERchyFbmzVwHE^ILJc{3m=GE7) zvLqrz)YR)8cxiRe1JZK0R~jmbu2E3*4oz~I{7k}rp`_H4EMsZt-JN7%Y5}uz7spxN zNfR<&qnL?&KRvzLo_pIfE|8cnP1*LwSh<}(v{#Lz^gXFQRT%G4r==0}pEzA229JZc zzrSpLprN9Yrkq|7mDuirglWP!u`9L9{*u$9f%0FhjZGR9L#8}n1eGYso{XdXN#8Ou z;&&P8%0`$&A^Eub8TzkPRKx~0ENN)VdpH?oMbGjQVJ@v17v{2N@tyTx zDk1)>NqvLW?Tz?Kt8@hOeAsxo_@66TOpH~Nf1kG7ov-xLe6I*|(xe3DV$(KaW81pK z1fTubPREvp#+onVd*;&0H8EDTajp6N^M}r-K3wuSBEcOtRoY1S{UNjrDLSq!%*XO* z{>aJ_sCY>Sy>EhL9=bk$Ey|q)9R_f47W=v1eQ&1nr{asv)}*C4S{JbV7!XtZi(Am2 zufQODiPg3A|tJOYMomImQImnu1Ne!2n*_RLOmFIWwM^0GO+MJ>iqoQ64jl ziSr5crMsJdnUK-HuBrU+XE;!|uH~<2v9YCZ5Z$~^MD|2hmJaiHKNX2mDX%Kuug}vz zehU3)F}`ONajk~N#9YB2cgWE^pPG6N{r{tS3w5FVi{Qo$DQGcGDq??wqwCqcYwUln z?f?FwCW>86gZ>cFd6^L=etyW7G2m)aBE-v>39Ffi-FmvLjWVJ$`Vk;2oe^7V_nOsp(s z!}i^0o~d)uTvioh6;LdW;f>ccvfJ6gR}*d~Fqmsah&mXO$Hv369z5?Yw2gO}%z?R6 zTxP9oOf$bHXfBQ)*{NOL38)*G zG?!U3H=miCwV@LZ=3ef%*_JE#vH4*UkHhERi}t^d3nK_T{#<$P)i7kBW{G>^H9Ogl z)BYIJU%W)f0ujk6!l4R%a;sx}C=b2jG~GuGc7HpP1gDb+>!;J&{#4xWCPlNqn223u zASUE`xt*0&w9(+318?dITsGaBF^9*x_f2KcM`~Ea+50}VrcUIc3nJcqi{r7VD1!a? zn0Hq*-;@uoi0GG*Z94T>w@-&!=3QO&pIgB6!(=zkaE ze;n-pTsEnu=NEF(-!@Jm?UGFF=cIIL!TtWZfBQz_tIr7tOx!%>Dehs zNuTdw;r)goN_6~p^V3*tm*^hXJ$BrjMFqPvd*+1WkB{mxs5?Z_j!r=3SfH8!_^h-|%5fE2x7SYu>aCJz@~QB%`% zXr=RA`Fgz(*M(~Y-Cm?Usjt!sK7Dco-RH%BfXqK{{O<=+-im);fWa|`4wK?`NWrhy zdFR@VJPo9>i$|DpMg5pOTAb(mIp+kcw3jf5XGAy`DbjZ44)w<%5dZvCPOCXK*$h11~OJnDB|z`|3AMrm;QY_ z=$j1+o+&Ab+u7lAy&Se<;LjJJqFN(|{)=tdoZkTCe7I2RJMrilq89{uv?u?<%;?0{oVSU`cldM;xM#oqKXC`1%?@>OGvbMgvND93yUOZP+?0Jp!_)aC% zAtU(e>uso-yfE&*j!8fe6!Pf+E1Q*dXRR;vw&!II`!=ZyZFAfC#sBjS|MT5Hn-`BV z&~Q?HT|w&^cEC+5a2J2v*=!tX_0x2j;uokdP=ipG;9h(~y%P5-*1HRBpiw~SOF&5p z@rc8kJ&B^?$R~=GwKePxKc6z7}~CQaC6(;7PjHs7J$!-dcW*8+RD)CNZ$ z7^!N|HFbW$vNNuP6WX|qj;(|`b0SZ#sx}p@7K=+tT=*33zEaUhOhQuKMmoS@(`X0R z&w69yIt;UxcYRF&@!GE>mC?pL+D=RN+P_}Me;)?72IUoC{`tG$Vjp>_q;X>~JjNZC zwA)FYT>^*m(&s_7v(PNjqDmA6JKfAIpGqyn{d~;x6{1!LMSaw!!?#Hl+ z%u6~e3&E@ISO52M{h#kUX1a$k{@emmBevLhuTOq-nU3ejp`WP1H*9BVD70<5=?*jV zl}4{ z>)LfHi6_QnFdSyowTBs0;@QHZ4FIm_Wb$yn$xo$1k2HZr^C>{@e4D2V<0_lH`I5Zm zaRMW+OjT5v0N2vfa{B2fcmwcE%O7KE}UU;H|+8TwZfXOm8l$u5lD`|#}> zK}d+=_q4Rz4E(+=%5p~gy0_4Gg{C_;dRPsh4))cn^<(W>W7~cGYR&xa6p1xbdV2eK zK6%{v`GJZidGKOCl$RenX_{D!3JVGfE{tU`va%kL$^LWwl8W%c<}c{j?|#WB*EaN~ z{qyOcAc)Xw^zhYjOVBz!Gu?YTXmtg7^O>i&r499$p&Ggl?V-(wPr39?Oc-NKd zkgtnCV-|?psfC#pqEq`&x>kZZxkT-Lf^B7WnTeVCTW;+vhl{N9jVWM<273C7 zmw=sy-jXKDFJD3j3^1gd6s&^&23w%EM=?j7PoUDl4-iQhJi($74iwQH9B`fUDnZsU zJv20E$^&n2VFQKBMg+SO8V4axPF>lSP776-(LI~ENZ4ae1q5R4^M*|680dSlOfCYi z7)SXuwYj4MZ7gDh$Oi+*tu}sLzkt~$xLYs3*i~s#KIgvH$wrtES-+f9A*JK7{eJ40 z+SxySX~|$d(tVYCl*7V2qyHWg^GqHiQW{h!Hq?e`%(Qucl1cy8y0}cF{jQ$7ZBxZ| zS@_3~8soNWl1Zo5)>k^xkSbEw5PxMp`KUuf57oXFF|j0Fa5&r9{}GY=4F}T%zciP# zPs-lsZS50JO_whb0hUN|+Qj8j=ZBOS<7GRgoQ^JW6X%$Vy90-=Jf}B5BV3<#FRv5W z^nQF*dWDYkcjWbsy*vYibFZicdGV0luZ*(`m+oqK3?#rS5e6Igsyka&CdRG%-(>uz zU;M>1%n)>qdW}%F=&;AySg)40QBqO$&*edf!Gq(H)eF>YIpLu=6%`c=R^h_vJr?n9 zR@=3qdscf2G{(Z%p~=G55dGG}*9~_8&p4gt zu*H^;Q)p(wsj{`SZ1Mb=QUgFcJxI$<56lVAL8%oyK9M=u3BF9q^#z$Rr?TDbfk{gGKD_=8+YCy9G#r*&!%JBuSyaSNI#XXb8S4YgyDm-qi2{;bzvi8 zcyt-fOpBktQ5t20!I~U~du=cG&)s`oB4Eg`)6?a@QHs>O)K8u*r`Rjxp|UFK&H8sU zO{H*zKby@=o3YBSn9Vlcw%fr|zVNwuh=R3K*X4~tOykP|^+PU0WX5sO-m(NTAv}~= zjMd?Tc=m<`@q>sUcJfc=?`_##P2LGC=eC!`HZeg8GxOToNt64Ztx97}3dMNeiu)fc zC?E`wO?UGSFX7&dgjSp1Gc)Vk+p9X&k;nw-s)O?gpzQ>(Mm zDk?^)jWm>rU%vbSr~eZGGn>1+iz}a4Bjd{VHu?q55uR@usSdI0KHy>KbSo*p<~c6d z$Z|Mry?3Q_Jzk*Hxb~o+BO=`0ztXCMt>cNDjKkpE;$+uOK~50redlwSxD?6T|88^i=_MbHm&FkVTSiY>=PhCs^^0PA2E8~G0ULB*s4HRJ z=z23DzLVv>#>38Y7H{HF8GyQ)<^8EqzQy@g9b&WbLxPBP%{7BMp5(RK_4jbkH7v_Q z9{qFl%-rAHE2p+(rVXVYv%1%l9l!KT*r6i;kYHDap}(lUf?q@JxEt;^5Sjf!BN1!cSrSep4{^;3Y%(SY96CEMo69o-p*r zuG8X0nDX}3eCHhAk7gH~#^UB`0Ez|h4pZFlwIu6 zk+VMop(qx9#qYe9Sz1U2)#v${3FWxOQ6}+TV3nMZvSHo* zlnd!JYxmNvAkb{Y;r@C!AE=v+ZyMCu*w}#N0meEavfaQun!E06r*DpOfx)UXmGf_{ zqsB%a^7(PM;~E3qlfh?rW*7#X7zPDn#gM3LA-C5_Vcw4vjO z2-ANc(w~QVa6x)z`i1I|o`MG7M4E2?AwE9WiUm%v*-aUGuL}V zUIb0rMB2S5}W*NY5Pvha*R*_%8$3)m>x%pf=RS$mFrx=nJ`vb~z$*{gs11cx^;f~1+nfsiefX>xwr;j6HC%*S^4dri^L`S^ z2sb(hKVfJ35A%-R=QA{~3WlJoEBPk2PZD+Ox3aS6h3`_|Xk6H>Y9F{(R8lr(YE*sz z5?msHq;cb`=-|ef1RkaIEk5o5z5;V}?A)50m`EKrpcN6J1{Yun?8gh$@2zx6?mJ#X zY+_?)9@^7tzVnP6P|>$(?O$C99Fdon#zrXhDKWbqSElSzmmx7&SyR)^=H_M#Cd=1b zn%iiW9eHXVJrWb&)%oRdc9m=p)o?1$A6@$)U?S9=In>t|2VUPbO3IezSEA5nw_y4B zFybCxc$B!B8b3l(@p;UYuaB=DoPuV8IPK7NK))ya!*r+(O+;iQ)6vdS3vf>(^h)vB zEKN7QWOw}hu+C%6MIQi~67+rXS?LORgo(xO+`CcG=nRo>Rlvb&MvA77n;V^BdYqk- zaF|N@O@{>>zM;G3N$mr@PnJPseAeRRu{bN7-P)x$!VwVDD!~(=)RhA=Zl04UHn>@Ja z4pY)(e^_5FX^-<9nn0!H#KfS(ejA`5G^ea95nyCIQgV*C1#xZ&7;VEuGvYxbuSx}UU3qb-8RZ2XC}v2(`0Rr5_uQrCu|i~u&xvr9vK zj6mQ~oF4PNWPd8(`8%i+RSyHw4_Z$5i=Ey6vn8%Cs-TZW-o)F7cWNgZ@0ASvUhdlS zt?bfVa+=*EbKgr7Xp*_Q($1dmm~n5rNtK`77?^UrDTiT0EjfWXKDSKm5fMo=!0`T? zE&ek?5x<3u1I^k1^-?ktA7}Fpu3+w~X$JSrf&>Bz3cUgM9U~m*p7&LK;E%xibMK-F z_kmvfeB*W4+-W%?O5&3$5)4iE?_+#i9V>X_;_iMM_+uLWbjhA#U_DJI@-i0p%lI?K z)`8&0|Mdw`v3bmLvK-pb+Z%f{#|IR3-6nP>-~*?UHnd!6S9ZSKk8JX$X2~B3kI=5} z7;`y1Y0Yt3czemdB?Ca-5c2n@v1y0<+0G_S6N_a)&Y&tcc@~@Q#}w<&$Lef{uTng4 zjFdc|z>Jh-DCaN}O7Zd%uQ;0%ppcXHYP{G1K?f@4O$UEO#g$81PE2Ez^+UVj z_~UKu@0sc5!}hS)xtDp^k>eWKs6DdO>3;WP%JY-KGZK&%384R`13B;Z@r2+i*DI&h zGF;c4MMJqD(0lKdIvuVAjC6ue0h)VV%6c**nD%AUX^^v#BZ~JnhtI%-YeY!*bHwP_ zXmfk(yp$`ANq-g);s#dJxIL7OphInVi&RS4cVL&V!lD=~Ilo2DYcaXVNL>eMR`%)6 zz`zz8Y6{g_m1`j{tq1hFiO z3|Ur{=XNm57OyiBsL8B$qRnG5RMWPcIzo@YM9ZdZFJ0S9$aw&$Aq&h!6?Z4YO^5R- zO?hC1`cV3hv&sb#0QFJ44tQExxHs$YsR9jq!p*YAd6CG80$~f-|JyJL6pS;0uq zj|aa4DMBQpshKhGXJ!ryI5;ruvzcC3;0Kv-O}PyS=ObY!E+ILRqBkcQiOO~JYQIsk z`ui7m3!IFm-4)- z#v-%mrj7Qr8@JSvZsP!7H1PgI1^v0St*@*6|55S}C{dfo?QlGC=pJz$?Jmka)Ip2~ zv_zwmygC$sFh_el-uCF4_xGAGxYXb7B`v4Q>vk&Q@>6kGZ!Di*oJSfCo@a#3BR%kx;rpTE$>U=>`D-=^Pry1O=%%OiP=Q`I~WjwQ4Y`27*`LA7@ zOi4G(2k3r{R#hATc)A4ceo2%f#^e^5+1@@q-b;tb#d?x4_>!iAMK*OK6x0|d1&HQc z$w%9*ZIvLN*AKx+om;Jn29wtyXWtJf7j6LRl8<=Z<7fWpT>Q}%E?jJd_=R3zEX=U+$%PO!H382n6lDkS>ci4H8%A;BM>vfPai-WFnfruah?WN!w3QAvI_cy$(w2cl0Pq*l27B16LmZpylNezg&Gx@gy_x3xIVMGn#uKw9EHz;QvOX>0O%{5l9|nwMVRUi7(gtL+#w$Gh>< zUS7=wckFro{CT?t9WY!_bCwftZw0pP!-IpD+?14}?upY3-%B3}0qHj3gDo^RDS1@WtFu!*MQzh|9 z&C9Re@TiP9^by8u6GZx%-$B{G>^22;5a)(MSu`%+uH_IKmv&NprJ}RY3;p2paeb;4 z&VbV-#`jk^Jbcgwiah@a4H91|HZqkCfB7bD=81v9TAH;Ph^+^J5?yWw2N24DXX(b% zHxQJAXgWPmqt+pJFP4{V`vsUF@i}%&i;HL9_*Qvj?`3j;`hu=YpP#R9T4;85 zc7{{iMkqXedX`NicXDFVwd%}7DQ(ZD-^DAm5`?wy_eSMijd|0->tlF+xqimT2;@M% zGMj%8P?VPD!;|c@HSGcKbpjlGlq*nIw>vxNIdGI9^tf^zU&I&`!*t2-!<2)kkVEe- zrIp$nKkGspuy=|b5rUnxHg;G6|Dmh5283WBz{cz-&Q??l3HY*77qo`D1h@?5TDQzI z7k@PF+6?eKaC#62;BvrO0c+VzCCNrwngT@peNsCfKb}%jR#wJde{)*&>elm66;Mid za$fQHYi+Fx1tV;k>XB8v{_$i*_+X8rP=S{_FLo*Oisd|50o$QLJPD_nP1em5kIqE2 zA0I}}KM09_4oYYhcxjgfnK9d*?vGW)?&_47a-8ZHe~1*)Z3Qe+Y;h+vj+XW^wR@I~ z^HUQh120^F6uQr{288ZYii5-W)kyXPDZhd$pfWFXlQvDvuN}%TZ^uMIVs@l-jPLmf#CDU)E5~ ze>|)TKi11uau(9+7x#*IU=Q`Oo94oANw@PMqAVF%1|Ayag&aE&`O{`Jj_#d?vjqS%F^CpH| z%lzH%bUy4EzsOC>vdITJZv2z6(zm zd=IAZ+pK3Q^m>C0sjT@HTAMCsmp=Sk*n=sG~YCvct7o)xAIF7XN}J(6`4;rO*qrOp0KECy>r_<=0-+#QyfBuV4XVUKP2uplkq4om)D6YP1*o0& zwSn%!LQ`Xyz5Qh3Ir3u4<%;`kT$YDJrjFIFYui6&dT1mNklNTSn-bX*aTZoygqDz; z+2SUbuqR`eIicOFpjGDq~1fFW35)Y>lQ0IMspgV@@|%+@1x_QAvv!reypqaLhoGz`2gL-anJ7A6fGn&+i|W z;vC`q>7c*+d`9`|%v8ho2$m}tI{55`v0$PwsD& zwHuZ}!~@!DI1L~ed6WKIF#1RIS)>9EF{lUmI){B(ZruO=#=0C(alL(ggfG-g=-@Ki zR1naS*GjNpz)H|@x^0>3VM@DyV4y>#_?-m$#9{yenrmrgU%#Lul15LjcmCq#goON0 z;rec|pnNWm)!<9uqUw;PS4C4_3s8ICd2^7`(#9rkbQe%bAls|AMpvpwt6Z!XqN4)a zO)X`9tqhcrQVUt*$siz+m+m?~W6K}lb!*XLY z^YZAoTm>OKJRL!XQabfD_tH~@t=Iba(uN8EkMq@hOhR#S&X7cG-DrD&1j@s?O?P$m zc;>|8pneNJ8BfPGweg$|I8VUEK_XF)taHx-di>8;Hf;f0C3_wu`T*FMamV983fVnG zlOGNAX=&~6R;}2`orvq%=+jD`&aOq%RJn{3>`ENS`eNS_nCio48`K*>Q{%t3c^fke zDJ=jR%3;Sncg9hR%yCCcD?(xZB#v?G{3UQ2IveN2yc)xHoo6KsuR~;G(AlDU&o09T zy-f-8eY<9g<3ANEC0(l#!ydhWQ$LAQCn%?s<{J*$IFqzAS)NGGLP<3jVe~;lh7ib$ zirfDL4?=*aTSIgXs-VCm&Hy}f8Nh1P7U=KGh4l$`rUMA6bZtc5!QmqC%0W^>Qek0M zW>PNSy&Ie!PHWBt4B{>zj-yakRUUJQ7=tPe3)1wY$GLu$L~mcj`!7dz=m{yJkkKk$ zK(hq6G!(42_Q0Ku4I9Cb;l9399)+Wap(@mYb!Fq$Q%CKXn81==0o@12C*M>zgN~Zb?|(2Mhy_Ra;AZvcNCgCD$VqskF41 z%;PEQ^2+jGRT_#umuY_t@-Wa`&kr(r^{(9~+y9bYjX}2>Ko1b8wAgU3(EJllu9F=BP#&bh zbcyl!_*nB0&81C-X-PMdQ&n9?z{lNv0k%Ckzg++0!n9U_15Bj~l-5apcG;0qLtm+G zlHmeSRNJew5zV8+Gwy$uym|CW#uf;yM%J$2DzyPVEL|Q z^={>3^d0l-JH=h?x{BI~1?KX=P4RywP8sJ&#P*Vqw&-QFb7KIHa|HMCYVn$Yl^A6wlC+q{?75v{wOODZk(VB$HnRF)%U{#+YO3^_bbq$sK5mpevGO!SDr6y#uU zZ0t4yS|5N=T%12~{A}f#0Jc3~z}$d<3Q!;8YcE?v&&;H6BF%?2*d;O!WM20yE2UOefRyYGxjqm=nj|)6a^E{w?O>~Io}^5 zHf{G0cNg37Jz6Tg?ltiiJ-8iT3&0Qwy~3~ND)$^gIT}H=J9$|EKx}W%9s2Q_Djs=H zO-;kF5j|8xgQcVM9szlbZ9W4%puj`R&o<}brq{d5dGXDGZ4i( z&X#w9pi!aY95vBsNg zkv@IK9{J=7Rp}qCwP}1ji9BbzxizA$8L6HH9N!t`e_G4V6Tb|}IZn7Bdn0b5H<-WF za`5( zEi=X~+^>?o2+;Zg@3P2MJKQGs|2XsYX3c2+XV51KupdJ}*Tc~9lg)XW>y~m(i~s>? zi?XLF>p*47J3e{(>^j-477$fnLMH@^drWJh=5&Di-q<}l{b41@mjEBX@>vK#?~#0Y z#&chmGcq#pguWc$%K~3d9eF@*tEf0P!hb0tQ`-R;fDH`|5uF)VJ-auig?~kyzfE<$ zo8G>(|1coBV;FRX%FWc?jnviC)s}-un4efXZn!A7JV57vVv-FnW9@%LbZE#=HB_~B z$8o-mxVCd3eEjr~;tcVbLDZb$a6vYG2#N{7EbWcI0A~&?oLhVrXIL^9b%m@iK6?B1 z%HKpt{Ic9=;SyE*#=XM6HzF(6^=n|oyh!%staP(5Y>XvMcI&f3Ix@t-G({&Ek@O@+ zSV^ZNhQUmdOV=jXx)jhFE`8d#{D8FUvu@O7UqvtG;k@EFuUa+rs+sYgCMpRB^QfLQ zynYXnjr*Gu^E*@|GW7PnFF?Y2{Ik;)9A1MQawZ`z^o_fgvA~HyAgEU%@Yazbr-1V= z3!#y)k;TD?1!;(KPc*uxy4@5MOF3^PNJvD)O%>3-i_&zO;Q^jws;w2fm$C6J-q&|* zQF{ac*ks}0sPBY6p0Dr=w0c0yV!nutyL9Kl{a|wqMZ=|;Y}dnq&R_uX0_vv-JHbB4 zMAyfYW4jo9w}MC|O>vF#D}$&q7J@;m-FvlGX&L1aIn%=J%#e6b@5U!j_15PHTHz!e$)7Ac0#*-`yDgcgw~Sw~`7fGg=DxJ$sNaKtLhE|Ay{Wn656B z!UZz{by4j7S(Dk9mgNgSI|q2^`z%U;q|i?{R%DJ(OQkagp!*j`#Qpugf$@CT7G5Bh z-4+id2TNi{(&w&!5tY>mG6!%7aG5r?woInN0x!gS8F>gDzvO;lFz#3NzU;A+DkR#4blx*$@S=JFV_>jV+IRzr+w*9eE9iMfV zmT9<#vq8kRwKcoX9?x%@no>4ON?sV}>Q6)&Skd*{j?Cn%BjdVOMo{6Yt>^^6)s|xp zmAY-%Y&+P-zc_(w#(*G0c zg%I7hooH-6uFV21!7P-HQ|O?-n`^dgFs}M*Aiw2<^@)~5dJSJ)v4}5gt&eO#EBt`x{WY6;9qTf_wV7?Z zzRw_;sDX?~doq;V!cvV}Jr~p5J{^@A8a2feDaXjjSO6^3n(^u|yp#ov8-&`Uo%kcM zRnA1*7C*SF1j5;MI_BBbc@hlRPxpGKuQc^V0%rguRQLds9epsX0_< z2q2kt+l+7sb6)TRAx0fJXHlKoR82ya@v9}KL}!qbX%NB$d)?QZe8LMyjtbM4hD z+W86!eR`l!KCN>D1P(A6rT_?D;MJ7ptWiM&_-vqIP!e!%(gB0A?$KL-gY}rF4mrXA zN`BCUmN1-OMd5>IR%>xz!^1;E!sHW%;_2GaAA=+g+7<^fHjz?~l&0i32v*a(1J>}U6Rt{5XJ`L7BIX;@ft;CU!`?AqZ6_bRT720NC%`+Aut;B(*~ zLLRB);RpPRG#J-hVkZawJPRjF!+2+qj%`h*)HLcS55vOBVrV_lYZ|q{qs&ljCp=EwufOWg(j+kFvbp{(gtMLZlD_V4R)&NCt!j*e?e6MUdcY zvV0f-34nI1+~RY8V&)4Y@YL=;U|N zNGDD8zWl}(0WiThS)b+O(#Y#?tiC*}Z{M&^O7W?=WLP_8x)>Df0OrA|evdchR_6uKjh;MA%>Sp`qb5;PHT0g2!p`**YMeWU(ib z{QOG#N{5?gi3N$<*^eL)qpYIWLx045kaYpKq?@i~}T42#WT< zU#C%83ULSCIE%OhwjpitInL;m@y7oAL>30iHdtNirm$s_2MQFHhqa|;o>&!h#Qvihw zfgA|HwfrHZ?jaD3s{jIuSuyHURkYX8mpC4!>h+bigZ-Y)2d?YfEiC4Y=_!W%ksurz zusEPF`_tYS+XxsjX$Br7r-0k!qsx<_)`I4jNb5W~(ExIZDZ13=9`KhybRm(42ezFt z*;Zjs&dJH_3tX$c84x2fS==PM{aKN5`qfj5_isTu!vt7V*T~6-`+e79K!(xMax_|V zBjwOtrw6URJhV1t!%r2Rn|53#G}hSHSFi%Lwzl?n1YNP;TOuR<;*q4Qt27==P(9;! z@T&RDB4u6Wsp8!7@|$m>mMlO*V00|QeeMLcu#Er6nUODF^5$QZhE%%a86rdVG@Tci zfDgUzL=Y$F?%UtP_T!mcxclK#et4kOs3FDDl435)-FCK&+^K*ZP~+C8c{W{9ysh~A zX5(6+%;o%3_HlVtg69fHG211E9ywQtGY^pG!vheT ztdL_bF;P*V^vs#?1VU*KKoxXwP?%U+k^#*+o+WQxiU;K!0E0=M1gI05xNUV1t@eI& zP46Ai#?;UydC;bRMsOfv%zQ*$Y0R# z1DpVJ8-Iur4;fk5Z&Ks*=u!c&eZPVNETU$g%hQWA*~=?MXvax_OOAtk%OT@<#I~Z- zqiM$1#n?c`#4lm-PF6NHfChYj#e0qN>Kostk7#lC5zrbC$RrwxwdtVa4|rmgwFj=< z1@yopwXw;gwDZgzz*vFY50JTA|6a0&;tgObUY3+JI60hhoWEWFcZ6^vvx&|S0J+ZA zU`B#Q!~7^>L93A;l{?gtuCto7H*iM{n@45_59T!$_g15k zQ?s*udBS+*k?1IS7aJa`W2bXxcH$$0u~sNc7fp{j`T0|EvxKSS9Vn32`Z^WcCfKq){|Q zcV0n|dlh+VTX2=&wit$10!>Q3j~)y@aj-8jqNo$jYmv_`2UQ9&?huv}K1%n}SF_Lh zxzYUv?=LYf^G7@P0FoP&)JPo>uc|%tqL}`_sgl3V`kA{% z+?3}@Nk!L|fsJ8jFD%(&qpz>O{o43$Y|E>=5AI)mN7(6>0}Q~XDtavew&e%@5<0_a zl-1Q@Zu@m~W#(3n_9Z(Jm6estz5W8|C(2+M_2x;d zAVmlxfD8}6SMQ_Sl_$)Z7ES!Onf*yuhOpWi@DokE-hEzCCR)By0XQ_3Y0ioo)bV03 z0*11&Epp()V7=jBZh?X_AawA)Q^DIww*i$F^j^PVwDsGbHQSQ<50fr7B%>&6?usjO zPBO)K7wekRU+FV{T}#&i)GGo(Ymoj7qGQgkVh+wg&aGg|;%P+pAb_PZ1TqhW3JOqe ztC0ofWkc#gYtRETi4g z(UJZ9F=z{)LtG2$JcF!~>$J|R7dGD#5CB^V0W1m7(tCf%n6!*V{|^=;d}?!Bxyk3u z4Z(@_oxJUf)*0)UCRQ)5=2$hlTc9&To3sMgY6j~1y|iJ4GKIeSDCt2 z!TyShzF}~E%ZjZO!yZc$0v_@B;UC0r=CsIV?X7VCDP5C6)f$bpprF+i2>40e{()Nsswu5`8suLGNElq!6GW{gOg ztTtL*#r(#J}cDAcHysXxDaMK-gOg0lA>CcD>zqYIiGUiH%oih(EE_<g@?=+eAJ(k61#D|3N9kx! z1?tS7OMI?_E}cFpJnVq=e6&;m=S!*C8tKih(BfcCZ=U!X@Q5)rO$JTl)UUCuXB7tb zpHWmhy@x0gCtgnwiKNVapLS_zH69U_#b8fSbo<7`e&tq87;fNek3zCC=0OHwH8!5L z?&4j@WeBAEDunp&tN!_Ar$N>np4BOO&-@sfH%wz5Jakw7xc%u?nP@glz+YQcM(IQ@ z>#n}6U3aBahjz_CMg}!2WB>W$tkWAUtieGEH-p1!?)8r=pIWj&v&!aut4e7n-YR#n z&dP>O#ilHBDt}hZe0CViuFRC)z^RAe4XZ;_u(JdKz~OvYwSH zc30s)jt!elkGs&-Y9CHIu@8?)48a>8sW@t--B}X%6Ea+ zqzas(8LzQS<+YpUG5%i}g-Ptge(ErtsxD?c5{W)(ZIhSr5*04fxCDW0UL~ykU)P4L zUU(n6{rHm>Oh%{JDyT^CBeh9^42wF;-NuAZ5pA6UR4L4}>=ruWPiOtK`PR-qM5qpB zehUU>*>N!{$|;0Xrfx$XJ!HSM`t*5FS~N5*1Y_-q%%|eL+hdof|D|(TRl@b zOF5n|UF{-x_vHixFaOu2Ar(mpW?6CBmi>;fp4}Uvsj>r?5h;%kavfaSM|TJycF)5K zSa(KeM)c2u;}!osg@W&uSIICP=Tx9BPrNP4J(NYH5OS_opl;$XwD|95g{(ueSJW8G z!tviv7+kJE;s5wQw$nTKN&A0nGxYznoc{6k8?g@%?tgsp=bvETf8Y3D-~C^6;rBNW zX&?VR(v(*3bRKLG+JOA(T{r$xqQu_bTAEtTwvVsDFF}p7cBl}0XOuTi*6&)_e zkN(dLbGd}Sr#E69UgFRIT%%|XV`sorc4 zd{X=Vr%}Pu@xdhr7ne|^ZJpdvtgxdx2)@k~NF;YF4c!}Bg z6q|o$wIZJ{&)(<#&{wM? zl&C0IZn~=w*PW>n;sArG;oM;k9>VzR!>|864zKx}8;0&X`aOlVkh_&{rQZGfh9RpZ zDX;t)TfmnLzlTK((h)0)d?e+QrHG8n(yL0-!>}Qp`&yc%QR|-fP(!#KxuytSSd`!g zpDc}_Rri`6$I@wEQo61N+3=f`lo<)iOeJ1ToB_wK#mAnwVy6vH9W>NHp+8U$p6QS( z6Sdiw!ai`DnmRlF8+&UpN~LN36+acfZQWfh4su^FDj)tAc6Jr)^Mp17gZ9&~^s}i~FB%EJ?o3XEZ9^8a+AjVF}Q zu5#AFQR+m7l3ZM1zTU~XlB zp`zKnKq{I=Q+0x1q!DwHwng=DNyU=~i6xaPmX%@+YOZJB8t?q+GzR_+0X2fsIwK;@ z7BGWH0!u&K@2 z)@=25Dnv>^Vxsop7ME7uJ<(yY14e?EGq)V)I(iOC65X+<`s(kAcYaT{3CVZxFffAU zq?7@~ZsirM^ekEzpr+8fXZ{GZTJc~jg#s_ZwaGb|9Ro0QV%%eNB2S2jNtE^rjF&`T zCP+{Vsl%3gzcC6}48Gv2iBAm;38{45NV-VD$qp6q5R{Sf4GL!bn0Lz2Za+l#!Ht=w?2j6XaciKMmddmxFVItCZ*Q+%X84{l^J$T( zGr=M}TQ$?DwEx^l*4axG%gE8HqLn@MwJ}y;K8ADZcMF|Hb3zZ7qFL}#sFp^`0$4~B z5|c|tsuo%P*F)Q7qQBz*)JhIj zJ}OnreilHbU1O9=YuTrKu!*}7%&t5*K6#)Yr*F}72!$esVi4w#a@g{{**IFrSb^g` zf|nyVczD7~rUujyDf6Pv!M;tBl0A8xd8O8lGKHHSN6Vo+blDp5WiYY3kA1J;V(B4b z_TODo)3gPQ=h)lhgcRGUg!+%_eWVdFF_#_e?bQ!9>qP92Ka7ZvkX^lcC!E?(QLO9m z78HSozZor0egCdEMXCPs^7wX>DO6eM6cWa!p^k7`|7G~J=}BvAkF0>DYO9^XV!|EF z?sQN|H~0ZWD}=H#`>n$`acYxG5cIYY#o05jJmWxL3>E_k(sMzac4oIF?H@;%okW_T z^N=W3DC@#2+YA0WEMJ?#&eda)?N7i#@3yqfQ!f zoHNb%;URYSdueP|FDA}$yoTs-GnxgFB2oefwh}0T$t|v8>!vFWKYlE{zgDlx%e|gv z95E#qCFqsL$kKp7n4@p;p~L-)WQVJdNXK@E->ztG_gu&9swhgB56mqcDncFz58-F} zX74>?iT=RYs@|!PIT5$buYTkt`8z1uxzQS9U&c&*RHgH@wDQbik9)2MDYW~$o8!$1 zgC~erybUck%@8S4l(g@TlG zZyi0%}XPq1Z;91fAqu->)DhasJ>pH z8!j;RRfw0!Zte-WDCw>{EfIYO8nr)^j@R6|wsLJIAL&Gyq3-)W^9wMu&bR_=3KreL zQm>Qav%XD8S!wBBjd8iILW6IZx%QulXwv1}nl%~36*`HeRa>W`><6B)4HoSV?03rC z+}sx%IAe?Y28MESAu_?lDu z(rPhOZ-Mc-kG^!R{rf?suM>Zgv1J*h%G?_EBfIo#AQb(=Nv_z_>yiv2OF~zR4~>f- zqdu(p9z@gg?x|#^R#Dom#~%p@P7dw%xqTfKqK*T;u^(x{EC%{PK1NuSMPC?O!J%h& zI3mU6a9h3Z-C0$M2m9aXxbBGN>7%l)F-VqTt31jrx4v;49<4Emcpc*Lu|c)oxD8y6 zT$A4yF>4Blgxz}ZS6X#;Enee~D=O)CnV#fj3HV0L#(NEzrvogXtu+|CRQ zF`xf-@v`d1R6|j9N1=&KHjdAFr>EN_3jI1HF#bW_wKY=wVAr3lZ7=4UVI++)L4G30 zKrW{cMve$R4Cjjq_Z{s3sw3z(ONfJ1kiPBWNX3?W<&KIwwl5qzyt_J@E?_yZxJN>5 z;>Xw0IiQHF*+f|MW2ZIIm zMee9&OWu3Y0$WFGCETdOa$x#I@mplLjIA;NT1%C{j~}}I+qPyFt?`(fG&eX>C6UYh znYja1u=Zbc5XcP4Z?kySxN)0{4&>FBUI8!rKbwmW$PpWZ+kTRu5`R|Zyw>kg?_&wx zz2E1+u8e~C=GWW{ty~fVpFf2nQhtW9j&<+LQwf2a6@@?2DYFS}KqLuO)-Z!f%T;-f zcvTRw(}PGAxpfOzydmz#1x<`luz@N!RjHPQHp~J7YBwa}UtJp2qd06L&)tWG)dTbc zrCRVfAH?w0s$VOey~)7}KmE?Cn~{I<=KYrgE;~^I2u76{D1*dtvvaiqb{MbuXe2|( z**P`xVn*H48G2ZW!Y^DbyhIEZ&mr0diP^R6%Sa5NtLCz`U1LY~wYSTAjjtwy2VP9> zGA=eAFmOkCaJ5HB^cnW`;EqU}d-&q5PaCs-Pz&0;029>u2vfS&=HPv&EJoBtzl*1< z(is~yy7B(psrs7B;Sh~~;OGAR&U;x}(~YGAA5&(Y=u|Zzj6@~iCyzlX!O_*@vp|Eh zut3uldOlS#eQhg zFplVC;oUV1G9hP4r~a(9;|4eGdEsx;J+pPoJ#lMGE0BiP zTQ2%!&T5!q)oL z0;mOg@sh{2?Vg_qTmeK!e|@|}p_U?T2y|(KzxCw!*fSQ=}(7yUe6QZR{fW_oDd*~Nq@B)7?qvYH-(9ROu^zR=p4GmwR5y>G*OdN98 zeIr_T)2zGp(VDQ8V z(+dZrf*T7CwisZeXZ>i(>)aJQYI2A4H+uMw~tJKoYQ>jgCY}@StTZ^BQ_MgEfQ9$zHC$Ep~I zX0av$Z*xpb(j+IH5Fk=iQ}8+#M?b7P=nE8+sp)IM9TENyM?#+_BYN~T}+Y~JLoGkxuh2uP;&MSmu~q>OQD8H zt4_>i z#BP3GboisM22x)ZLb*56kHrAHO)X3H+dQqfds``PEg$Wl?LREpBiIVDlYW2beDwD1 z+fr{m_z5)+;Eq8!X96_noL})Rx(>5Q{KN>&E8%UiUq^pi1+2(2&aaWu!5aGVPT!|||;T$R= zt&a8eK{AU%NzLJ%3{oC1TOOV>8`|0^J;j*>*Og)?Crt3@TS`L-`Jk-_xivk{}yvH*>tb1Fn|;xedy^~$tW{`=yZVDhxA3UCU118wg>q8 zhcfCkOs+g|Ie8~RDJ*l2l%`PhWT};Fxj;RLm4{wQ>B8sDJ+7p$H;a;zxnvQKsrX-P z7&UB9W^~~Z1VFA?#;nz7WY#_mpurW$e7*1dJnup|85!FdOzGarXgXNnV=1<7sQt%g zXZMdRkLLr4wt&G01i)H8w(>{H6DVRC{r&yP$y5GmxC#)P$pr6DFK{bT?tQ+vKj?d1 zC5PNgbXwFJQy_&%~NpdN+WKe!v+Cz$0G>TrrAe!}7I4U#Z~YtZzO7vXPRuR8rKRf2cr6--G!AQMqRoqrY-=R?JsXy_|KGhq{Bo><)u@>D;JcIapJ1g`;tQCu5&{QK)}^3F9R7U{O`EML*j7c4~ro#bApM$ zPFQegXec{*w#1PqLJxf^f21x?EmVm;NJ{Fk1YHtJaiH+iLZa_a(_0WhDiU}2;LFqq z4yxlZ?x(Sm=?*5XKkMtI5LSslR8xmzHNb-bV_TwroH{9?`%#(dTgvhtyrT(NGu?g$ z8kx)4$PBy5?*IfAP@@q+C1@D9L9ub>Y!u-+(~xEFQ$0~PMv$*I*Pu*P6rEZJIi0<^U>-=7hIE?o6jGv+AbgkI`^z zD$RGAucS}!ID~Ur07&n*!)DP_SwhRI!`!+|v{^VY0Vk|oBcV>TWmZ(~N;)aj%o#3c zQI%|qa|DA*>kZ^&uSyW+BbGrlAOLw$<0;BjVk?> zl${+7Fjqz>@%u-jE+?s(JvC~Wbe-%S6-8-;3^DO=0Iu$nVW}}!&2d()(FV-q-Mj6+ z@Eg`gNSC$Ldc)_cIj;6$9vLgS;xB4x)YBEL4-O7lM3}W5=Qw|1Yz7d$hN%?1^g8} z7_VLFT7#{o5p`L#8@yJL=TLC=&D+!KEiu6x!bv?99x-`JIspV8xifIvD)dMJ?H z5%kAwP%zyxM;&Rff#L&+Uf;HIH4m~GThP)Waz~o%>NH~8Wgs^^DZ_D|X1Bt15wv;{ zN%13NZ3bTdZ1u;B2j<%uLEAe*DgyAXyH%x~=!g_BfLZQ+zG@kEiR?{;n^_bhlF00V zJiIPbKHO4WR9hHd=vPCHFM4Rqldf|m;Wg;M>gaH#S5@5dNJIbJ>>^C@aWgO&=l^Y> z<`;Q2IRo%b77^#Zbb$u=#o|ZR9I5Ag##T;z7y;^NCg5^Hs0Lus3l}a_IxQkV*@{;M znlMIoUBvd9b^_kEq!CR6=9UF^7zWTXM%e2C1#Fy~_Vb`LHOA4Km0D_a-kN|`gGl-C z;|Yh}u0La@Tx54-9=xB_ab|v=4SFlVvNeSdM5?KbG3* zs3O`POCUHj-Xdo~W!Wm|Ro>*FpfI}?19<$mlVND&Kq-wVBlNA1>P3{(214OUOmD$- zlheXl{cyn+@-lrL7>@hE%JtT&Q3jLVJ3{<9Sl0|-!hP&TrcXGKW;#W7vuYKl_}%1W ze_sa$JuUnKP+6BKI2V8cbqL$B&?#A?&ebkb&+g6+2A-pGvJZ(`wX4zr`L^1laY9zj zgoKMX*F!*&wLrQ{cle0!Np*Az498n?Kgcu-654hj7;u`Aj^H$?$a!=3#63e->uH>X z_40fQyu;C<(jIeCmeE5(R%$DD&w5nhN+-3b`&VX#LuEE^Jrhy9X^g_`(SZ5?Y_du2 z)*P@U+=%c%=07)Qa!&2LsppPm!q_u+JH>4+qaPT?;4zp*GO^RWb`4g#+c`by41Kd< z1H50zbR`B$QLi_yd+{7(U-t4lJhu>A=FY;H@|H1EA$IuCWLAdeiYUSy_QOIg+qCke z&vL-jEx>WEy|a)sIGT8SE!)4VOT={{_!)dN6YB~hGxmdM)t3o1v4T$}Ikd8nw&%;o z7yO~2CG`BghM0O%Nh^%E%fw5Xpij-e(k;SREncAGmIjdNzCXW(FrrR|vxjROeetgc zhz%Ctx`T=hJyEb_t9dUWuPD#zt!%xfdA=`hURZGtCk^bd0Ei}yk!1OJ&lyqPmDfOC` z2kpsZ?>pgaugtUPS8JwO1DDTvaBg)qt&Zr(vbGB6w9(Dv=02n1ZOaAi{<5f2ib3s{^?!EwUytCTl zc=suLwM^Zi((w$#PaKey*~QdnB-9H9-#FBgpTTa~W<+VC_4QB(&xCUIx1x=Z`bE)5 z*McOAk^4{Nqxn0wsm45$qc0wiAsD?R%pH7wrUKh(X$S|yoD8U>53$k`xqU1vD`WON z{LBpB3GmjcP)2M!ujyaB!f7^u)O@J44-OG^`}A=Tx>*wg?k*vyAVPgk#(oAC*W)MKYvnVj$6 z>tX8?^w_bY=b)*SN>O8gTB((Gd4XFGGd@)IRez{VtA{yDE4h+YEsK#Nyx3JLV5v_v z*{9{!kw<1=FrEJcll#T|k^k)8yyZuGxsz z;hh14sEtu}7I6sO)d~2(fH6N6fV^k&I)Tx+dOLlgRYS$m;~IecgKXa({|8^jFPvJh zg^`asm-^4#+z4fi74uL+%*1xK=b>H_tcjM30GywlQ-Z!MJa|5$odv+Fr7u@oLel{} z(GndO8W8~;FIFfB&la3Lv~gOW7~fo9fAQi43s8bCPVFFqssxP4y4lv2Q4Xw^l2iXjI*C)YL4$ej`*hP0rkxpy^z!nM6>P$jSTdW6^8&%D^hl zc%%3zjOE5x>=xJyVECCY=*KZpl1vRrmIHY#Low`~o^g?&1U9=mz&HS`Kd%a+ByDpy zF=FAIPuT=_vj_z+@mai?BI}w1(Ok= zOgXF?S$2v8A6F_coswVxrZ>Z~osTr8Lm8o|eq=R^Zg?0`_#d2t;2ZeQ+{g&--*G&1 z_3cRg*4l{+7>+1$v%D)b5=PmA1{KOoc*PMb3aiAvlw73+hWr~*rgVadFJ--d(CGgX zWOf)YntXyT;{)b4zH-FnBBdOf15voG5?9&|JN?y z&vnv&I}gA2`2RgY;-Am)`@jDew#QV=pAonPrW=a{{Ug&Nrm}ECz#Q=L_g6X)6PuY_ z{q{dpi{Iya6a6~QVrFg;MW=sxW^BWC;U9N& zn|EgSuU7~tL8pWeyFDhRXxNUnt_{~eUl#AvzYu~qVs}A#o^>t=WKUYTQ0u~HDB#@u zyAsAj>lMIQ`54Q>enyC$)K+JTCJbs+)Snl>%?@Z`O)gA z2WSVAIjj9WfQdD37vZBEM!)v`b#zym#I7H$E|& zy>vRW&MsgpeT|CBGHURf+jV$@F)c~^*}8Rt(=h^(L*9ml%r`+n;2u_o#adcgw9$si z0CZ6;w@a)N>_m~1!4xPs^}m|ccn*07txC(t_}x{ES2r?B0#PEHVIfXV1z%EM7ETF; zvzN%*He#~Xkzp*H3Lw@ZOiN^L#A(nE08TuCrR#MycH{bu8zzF$vr|)3`QpMuIZ|*s zbqD1_PtVnpqxd2vB@xHn98XVAP&$5c@;R*CN&f7`o6W_Y6^`>aDd@O5Jr8Uacbbg~ z?r(0JM~1dp4~KyI~$S`15XAKSIA!Ps<=n7cRe#| zOWpR?W#U)~M|H01axOYx#0yI%cqAxu*=xsb8JK5#2x9O(A|d zSpD?9Z@{nMx44~=BCJ(YCt$|CvbExp*~pmrUBb<|$pX2{&(tG0|PkpWck_PhbVb)yRv zuIrq8wOZ@#AjgyMXG=Wtik5nF5;Mo;YRt#MtcPK{Wa)R7%{M7-IPi~u^c=zwSk#bH>#rlhfK5^blP%m!J*QHJ3)MTlN^%9^upO;#u(OF-w z>({UI<1lNz`G!P&IZAqnZL~Sx_Lg6mc7am?2#Ys6#POMRTGV}y@2yZdclJ!m4t%;@ z;v%b>G9NmY6*^pF9PW(U0c9N)pU$?<(?g>qrbThZD-^)o%mOh>Cd>egMMN7Lw;VIM z!?e4kruP6&kD1nWkvwkuFJTm{_g84`22j^aO%+>eJCm&L#SIL%h85#PQa^{*D9(QVD_ex;%oltb$m%t1wcG5 zvV^BuQ|IEmP|pGmo{Y=KM@>@Aap~rK_;6;&t;i$IU^V7}dExi(fg)CpFvq?hosH1N zy16|ccyO-eEwPEwBN2#Ii8dZbikzBK&3cu9Es#}E=m&YT+je0;Bh^_ScL-!?XdsFm z`j)KDy|L}fzs7(!sv}Fev>s?|&2e=fKlLvX(C=vs*gn`-ogi+&Tt7LWv)HC1xwD>B-!jb;^5PSJ=r>{+(D!$zkSPUP~-UxH$6S=v}^Shn6}Dq z-)W6=6PCxXVBinwz8vodewkfe%@dYvtDfBww8g2+-7L~BeH}MxD(f-~CKMDw3(x7( zi=Ef^_Y=7Xy?9@FCazrzNitf9U$k zsH)!W>jR2GDk&`rD&1Wo(%s$NUD7JjAV_y3-3*!L?X?H;(HH8UWp(=bbGEUx21^ZVKN0md`;!k3_ha2IzH(kbP@S_PE zj-&IeAtnC1L!19OB@bNw{m>00uqk((tg~9(Nb-&}s{Ob)#)8TsklHx8@53#-zz`fo z9!*K?*flwNJnc*+o2DCc7gM5{SFx>=e_vCU$v=XpY7U*Zh4# zRWmi$J7FNCtTqU*@lXVa38$t7AewRMwPLob8re;Kf^Keick@Qido65C=ceTHRcgXE zXjQW+Ooq64y11KT2Xz|LUXq4IHaD;ObWqbfMWm*#vd&ZchZ7BlH9HqrZodWy82_DW z+yH*ISwK7ZvKX3EVcm)t1v4KuH<}n9)cXFPo;RbtK;F_Eq%Ba-%+6 zPbO=RPK4wnMSzZisa60?W%8omo<#ooRm9146RCZ;pb!&-C(PyfC{i%KI_4eyQY(K1(p&r+OG+dw^_@(g!9scnthOw7H(k@_5K8Sre zyu(=ENjR7K$#-L0OHwS)IlDV`v&n`=$jH=o%%RW-^i}4I=@m&@O!v$Ku;~gW&l0Gf z!S8$EG72}_9=b6z8_ef#KAtJq8E(?Z*#~j(=EIG7ZPm@rhr`3G@5g=%Ji?*gsLj{| zqRic?zyPA6eXnYhL%s)i63DNpek)Qsc|kM1w3>uRjXiSx3lx|!Qvu+Xwz*V?Z|4WxskUE5zj$ns@d>^fEn z@6IQ!_ve~!!v+CM{GUG`t^a`$Y*QItq3%p)Ci3C)%gJr-J*s+m84TCV9y%VdpEM0_ zo7bmEpz5h|A0qKzeG-i<-$JBlxI34ZDIQG)ByaQX7ls4?j}P6s9MpI? zTyAAEqfg+xQvGD5&W)}E_~`jbge5l=-0fYsR4jQkjoc@+ok@kfNZ-h;u`$JDPC^PX zu%VzchYvioE;@FfobT*x4X-|^g?eK#l=+4{PEOCqV~RA!ZI*sYc7Y94M)YuawRxQf ziZSZSrDsEU(ny=!@$s>Gt!ZEatCi)Y&>kHw-gkznJIv24PMXY26z`ALkw8+o`DwRqPlC0Wz8CnT@1)}L zGz3lz8F~qRZM4?9fhR`#`XZwb)|bB@nG5V1(60hZI1%IKb!`Q={?kbr7<}RdX&1-c z7yyI`ZD3PzhD~}e^v6WaX@3Ppwe*f(r`&YeN=0p<&LLOw_?U?Ue|%3zFLSrwxZ<4$ zpB$l}pj8(#?uWEKmEsQYs;qqw=jcUzV7=FWv;b&?f>rB7R_w$EyVd(M^;WmE1G7*o!Uo7uKtv`sY3fp` z%~`goS|M&7R|5xX#e!sBB*l1x$)yI@rnIQExbmm3tGjiBU_NQjA_syh>|m$mXT8Jz`D5F6G(sByuiJ?`O*s~7xP@)DPqd5AmL^PXKAyU zJ9tJ2cuJews_jgSm2bclsmWBTZCN?_@3!Ihf2}@}T!6ciLZ|ZmZMMcB5@8L%3TgYnYyKqHjL? zs$8U&d30m|1k~VB2B}UW`?J+@(Y?`@T{5YhnQKvo(MQxV+nX{Ev}F7}etVJWL}6fx zTfJ1w9W?ov_6L>?Vg==H2Xk)8p+O@@ zdV=6~R|2QfXi6>h>r?mbspCrevSQ7qccV)?wZo*_!?@x95*#>e4oXBy=cvR#fMQ?{ z=`&@S@vJ+QHeWoz=j;(v$nm6B!Mn|uSXj7bJ^6NN#1yaik6@+B;@usCdx|(VJ<##0 zn^>R&8_w&itEmgLA5Ra9j&9JvJDbc^Ir-=Q&JsaR%--I9B-em{!lwDIxQo;#I=BFK zsCIe#0~KMxS8y?wyvl9oxhIE5+`j8LRrCWFH+#SQR*#Da_o2+@yO!x!ukNz{=mo52 zi>0FS3_$$FHVmt*PREGrGrU=>u`_yp@qwVnVJf+d+Rku7gIlHsa!-DXYOgqEl|$%h zOp5K1gOONSx2s_7awl>}-SSF@1b7RIkZ-TI%ark{S8!;y3NnO8&o6K+ z%bmZ_WaT350zrRtGdT3_OYKe@erG6`yE2e~MFQR_j&bYpn$q2E(>_BSx6zK{U71rs zy^FgPP!%<<+j)BIExP#qupW*sC}Zc{>>XDvlJLG8EZ#v+3BPR3O$`|=ADaICp~@@g zo4ImHFa5eBe;IH4b-I18RTw%l%mIh*soh&;ACUm0kiu$bZ>D zY-em)4Rp;i;&3-~{x39lb`3PyDum5^F1B_4_GeT7IZeUOBc0Qw?1xQ`13`dUoU31^ zpwGs@>#5pe6>}w1vOq89XSO^k{v1WOt6*Y@k6?B*cXr{7HPur`~m z#Oh3kp0Cci-Pj%QxVf)S{&0f#pWb0qD5d#?mt*3)z0;Tk<|rDxH>N1-L#fIwuATjd zRfm5B8u<9>b;!i(v57M+?B2QEx&p0Qdi4d_x0^md{#g#V0RN={tPevCEI)R#Z&?-%==yB;u&RFy(S1kzi` z;jeK1oUkEYi&^*ud>W*he5h!~SY&yloAF)X*)!+KnWl{yVvEC_nW}@GotgO}3zwP< z-5NxFMBEG(#1RJOLsI4tRA#{s6NkK)PHvnIE1a90r%AaSsfU}*v^?kM*$%nrEM{Xb zeA?STOQ&**e7kXCy${3Zbh@Fz^+T2`Fh+|$lZY)@+B_^Nlh)MqsJ<*Q=gRFkL)7Ny z_jcZ&4+oxg^YxDMb~V6-XlYT+p{%r2w|DLNwDqn;g@vJy>YKNJAycd@kd+t6f4eZ#G??%``tafy=F-0hXfe z8f<+FR7%WnAdj%=G*#Cd{Dky0HN_QPdwW$MOto;cpnQyHqDxhT zFSq%JyyDe%N`yksNLivhHm;9sxw9q1gM##j?jHdc8;1Quex)5EUazlPai++4^1PSX zAcZT8UpTyN^cG=4IcBcWEs?F+L!IH9_I$%gl|-&g{_We5QZL@5WFltT3jJ|{1Gg`X zo;x~G{jKS2O{HvaK|0<$3Rb_=ow3%xvgcEWM-uKc)n=i@yqLXultw~eLuc_@$B*c@dIZ1459R2|JZ`@F))%Mj@2{aGi0I>Qz+j3;%~Q+(!h-#95G;~pDigR0N@uWmXwpQX-{1hjLaoQ!R&l($Vd=}}ly`FLEjiwcxrC*Xx zQlQgDq@OLGo1!KKUZf2%*&pnVTci>p)u<;hY;A#vEK+lv)d{ z%e%KBfcbGecg&N8e(hue4|t>OGYp{pk|v{lldyR|bbNaGp6lHYeYOe3B6Xa%Z{L#e zefcbI&osftHjVx+V$|;R^mO(56tB0sK&jvzUZRPo8-m}n)8o~y@85r9l-T%GMdQ%X zWiw7LrO-x;A4$Le3M{+iyrfZHL`Hz)!Mv(WT2k~+-z@@JIvM%9cY0PvVw6vx7LL^Y zGKnqhlzJDvvc6xmH`UONhIYg+JBhciU;6|E zJUhYr;FDZL3&0j0*CQWLA!v$d?40deN0=NCq>RbmzdzlI;Q1>Sks(xCRz0jr$HhgU z!_TkX^hJmyuL^v+>+Uu*rT{VNAIr(DMO z`Zj&xEcxdcqFZ?4BbF5Jw{KdXKXd&CO@Rsz zv;O(@UPeq(@=xywrUW&0(f)f1isjA2@YE90jg1YCSm%tms?bgcdF#|gKL7VXgYNQ2 zm#f<5a{OyTw;>ZQjpkRycLsaE`R(`B+D6KMtIvSS%V~S`;dvZ=*}>(Y zw?=iD!w_H984KQo=Ti&^*qT|W(}3iu{na1sP&YO`vLp!F4t#!N z?D;R3ZJjd-PtMCpZFlAyUh~lDkg?IR%{txVebB6Z;fG=Yb&b@D}f)&*Z^#pf}BM%+tN`I6|y-`zXFFLC44Y87-&B>V797|&kpJx0`?Yh z>#Roozh9aU>2M0DsHm*pjZQmQyYjn=>g&I8J6Y3fw-IC*{3Q}^V?*D(aeLK$Xdw*a zlU#@1ZyjS{SJC8O-1lVI>aD{9LxYVb7w)E_X~YzS(jpMI5eMgMoe~Lati4b8p8sD} z@t;z8^!DxJKmRV7{17A*>@=fbV+a63f2J+H*yxYz{7&h8dewu4PQ(R1WgDdqw6Hv^ ztD~>Iv&-PB>N}f-#`v(Ia-4#x zdIOalqw>BUW)n`gjlK7ilcS?;3k$e1hfg`CX4hxF!oWaf+@B-}4p*Ss$P6hkj?G{C z`68x76%FL|WIjhjGXO~kR2dr`5-PgpRHUQ#cQ;F_y$C+v{Lvi_p?FT-`I$Tm5bL?d zj$^Fc(wYjRC7*j&{-foQb?Uh~m(-{=MIs{0?JEg)s$30^qzD%Q0V2*XMEvm0MvrS` zYHA5kUlo9|z+6!U4-@IBf2l{d2fy)PoUp7dgUL|6-68b7KugQi^o)FsHStWfwI4`P zoN)Fe;alk*UgbGG1))!Wh??!H9PgQA58M`+L4BNSpm*7~oFU)LI7NJg5OBqxg$F}@3gjbcYiSMPe6J|PBN2ihN{PB_r*Bu4iX1pSL>eV zubW>31KdK5<`m}5!MrRDT*}^N_cV z{V>P*OQ!+-`lrSQpVNaQJw1JIA(zUr-zFtI!aF2QICO_#m;dZoZy}=t*em@$tCQFa zi=t7Byhg!`=$eZAcB@q5zBn38(HCQ2Z9bSX&&^`(J}^^t)$A&;xX@G;RN}HX*8y_c z#y8Bsic>t}xy>Fik>ZHMDeU5{JqX2d;pNR!$z=n}YmasJ>q9v)ot$?^;`KXNo|1?P zzKLMCTbw4(eaCFIXBfJ&_{blfbO;6F~`#Z(sV_IbbxU6iY9(`>xEXJWwDICym0#*th~><;TdoT z`4g4L%)m6Vr%!lFCTws6e`AL5lbiri)79f$G>vt8l7S(e|1&3ZX;*tXG~u$vVrO!Wh_NVotg*=LG72jCm-hW z1?V6#;@O~KQkWQ5DngU!%jm7c#3bk~Zn~vh*DbNT54ktspiN*^664-l1O?Vfu7m9=hGHP-GMBtuMY^M_hV?JMF;UFPczVr0e@tRrPm0HNj>? zus1TU;*i8p7Uk$OG!>^mW^-wLC>sM4>YEmFS*1wX5*D~`pzfFGa6I~oxz2>>KDV>0 zmq4rAQ{}b2y9*kq?}-ghK_{y2mx)KOwHz|*)>~Wuli%Abg~ziK-)~imK*eTG*2{YF zVD-~om&}?`5mSJ~!xxTUb2|20IXdX_fZ4L$G}>%dBWo@Uus;WCH1 za-&KTk;6q1vw7q{R2@)yx#IM?JJjzg`y?y6(YWUWzcr4rSl>-`RuFq-rk_b?WEa} zzXJ2br$-T)mQ$6_A;F*gek&6!$L_(83J1kw+vAq46gzH$tRbo zzv{m1bCJZ-F@obJU$MA-(OY_BY@2!R^bDj*NSGro$q?6sw0Cq=SY9Ld#!w3Sovec; z)8)+rI&UK^6wpC4sqUqGBGB=YMJ)Qv`4u6jmI z#O>rWB|F7cR4}-?HDIayo4}8w(qdG-gN%Xwr>K0Oyk;iTlSF}KM340uC+h|109czZ zt*O~;^T$Zya6|Sf)^b?9W9J2`Tj=fm=|YkgLjsZ1do0= z!%Sgs&nhs$b;!-d<;~l-@tp4H)G@Rj6V+Mb$y>iaDPK&Ca-;iY zn4o`{tV~;zymh3r*5C2rOrg=7D5~|3njSptHVYd)6}gfLC+ro*(kgXyYZKS|BIE$v zppZ~W%Pr{Iig+8fEfSV2>kjP=0lON;l#qog6Ve3?QuzX5Cv_H^{4z=N{O{mbW?=?) z!VW`UHlq!{@(?BDuh~v}!R*B)rC#~&_`*C?G*SHF;P zdPnM&BmhzETi{^km9G#CdZ7w~O%mZySaQA+mBYrITUL;Z&?OIVSw)4?8RwHga;3~R zS7*`S0z+ft{EM(2O)^I|X6C-LyI=o5NafjMey&dtnt$OfM~{BS#dSv-QBQksF*uoz zXW1O4G(Pu0K`z^m>cN@@-@JrMVP|h|WXgPl-TDq|NN5NsJ1h5|GT9Ig9v&i}3?Ul6 zJbE*fH2yBK3Q&Z}+q?QMX(}OIm){Og!nZnaZ_X_o&&Rd?09>Lq#G8dX z^?=_sj`I}HcseFM9RX;*UE1yx)oX6>**|=j_DosHFp%+xe5#8y5M=A*g`|l% zKZ=VZH#;7n|4G1+h^DLdL&oiQzNOcO8ur%)o^4Mj|3KT3%W$~;b1`gGktm)W{77z6OJi760uEG#!O z9nqXC*`8g=e3+TR;jzX6+_N`&&k2*b9AYN;YZUVwu6tRH2Q(lbC#8warqcM(FRDRx zaA>)EV=|&IGES6~pQ8%1hTU!ii-u&XY^et=6aJ{{Dezj^_I?#QsfW!)LmSFqj0<@8k z<8u)-!j}wK!lVcIA)#jzfj)F;u<6$F-X>AGrjowrM=0EGv5zoUJ`4b-KLNsNM!UPd z`iM`b%AKIjd+}Gr=HN>#tZz+C#8$JF>88WsT?XKupy1IW>TdmP!T#{GhbOj&!+j9V zr!$mrBf+8$#J})^Q@|gcM09q->f^FBDIsAW*sXIrIwC7jE;8DV6f!@5ib3F0bNT2~ zTiaBv8M8rG$dlJxTnSYc?2y0JP8L*AC27j+TvS2do?<-uTM7K5?-&t@JBW71E1r&; z^po?j+_vT=g=m0?llRgoPtwkZXz{rWOGg;liuQm0l`T3a<@e0TE(;^#OWGLV=c)ww z#_7=6w(IRxDacH{_D~7QvrFNj(Wz$9nkM(!CdcDPCuNHQ+__O*BA9bPd?uEU@cAyY z^_;5F!e6p)(@=x=?w6!Xg|lumRaUw0XcSkm!fF6-E?4Zq36P(zb!wFeQ3_OimKW3( z7KKGtwd@`oE+8u7T{M;V=n#HQ$XvaHzcew|kp=|8Z*MO(?O}otOq7%i58TYTu{V35ijnG}LvWX2krT)M>P=J>D6Wq%) z+RdmhM(KK>sj=zmv?LEgqg@Hc5CdgRTbHMP0riS`^6@eIb7hafCe+gU?j(%Q9y{{~ zMy}?Q+^eDGlV}U^*r}21@#L2h(NscJU=`BgkOUAeCMQ{eNnB0|V967l#tL^RPdRHh zx5aL&t?+qleNN&Y?t#Nb?|f3t;gndg@xT~Sh0DQ=khnQA+r&hnX0>8G99-mFoqMd= zsL2u6YabN6!PCSTWBZ-(_TCFg$5L-ZJGBK`zfJEI?r-e=P{O{BbO zpgpVIGU_Hk!pwxNSfhy1=Dw9;Z`#|ZXSGYVq1xEw5{M!So+mf6`37CSQ;WbYq~c(S zYIGZa)MMD*KPR~jWJ^5?Y}WVT8Ms1M4kNC@VZI8_ z$*4Fj%!4fAslZ?3)$3jt_A?RMp5dLf?>6x>c{^1SVuT;73i&RT1dr| zruGB|c?v8ILz4$Z}@GN1UfFc>E14J(GBnJbond3xLxwnmwOLlOgq=~HxvzW~VWUU#} zX+v9!d2baT|M_(f1JCg@0`}iSh2C(vAWMr$s?VW2N@AjtYbWCt{c)WB-~8N)tPMNx~?+1uA_AqB^l>z3U(zrSOZT6bq8Bn%^-i8XT{9F*SL z-ga2qVyt&Q`0cz9$L#&mI41$GCYN8kayU!u?O$IY9ay=9A%XKF!=ujrY-b_bV`C#O zKGDG1`bS+JWsdO)(g_feE578(v@PHHo6T)9KX+B-om#Skm;@S%9NO8^51Ikl!JB0s ze#X9n1P`rIQ$4?tdX9Blj*cR^1K67alF1KWPcDv^_c+;e;LM>+#l>m1pBnA=xgd8p zX9xqGR%tK9pb8w{+04`Cr~S%0S~Fz`e&xF)aKV@WGOsul8QT< z0~Wno!`=*Ty^EShM`?QBo+uV;2BHzNV`3403$3aOdd0+B@(3{svB1mIz2KP;u+zh5 z^x*LHzGI!ejr?Wjeh=f6kADoFj+@Kf0&KW(jnyMh-XEw00TJmh2NLtR7zpt3N6Lj9 z8a+J%0z=7wE#H9Dg+oASXu1t)U4{FqaH!&mqtm(R`RNeAVPD`gX+yt6XG5+O!q_bc zug|G$v=wNO@!rw!5P@?65`^;$PD+R;;rcl%=vKozOe1xHR|&eiwKGy+g7I(~_)lRp zqI}7Hlh7ZcRGee01ywHSDwG_iV>M|aO??gKiv5=E)1rY2V-O$;{dV)yOjcSYneCvD~o z2NGBziXT*@JMK7mwdx%=2AkY9o1BvY&R~BPFlSX~5j&{vw@~Mo7x)~cb10j2{r&qB z>Um=eP{9=}OxN23;*0G$3nO_-Rtv>kuooOfucIwRq*)}66Er>b0?gC*_e0E9%>a>k zxPhCXYvL}|KQ{*^6Isfec_s7^+5~o`TTdclVzcQ+&fKAtfn`y{aKJY}WSh*DaE|GN z93&65n>Y>+22b(m1H!{cw+`-`Y_E4%>2#Vddd^P`+i2bQZ={IiiH1P#ok~w14a30d zdzowZ8C2~i^rg%6Z{Y2f$?-L8ZEeNp)?@0)>j@#cC+x5+bf~0XWNs4<>9r%SXiS*5 zViu%|wg+qdpaW0L4#xYv)?>&7yq^5BjpU*?f6Amw?~|0+_J-}P_k|>B|AHueCh*iR5CLQx?pw8!;>$vB(M-{79hF?MfaL1xR1rz zzd@!z*BQ~~t>DGK>FoP{D8+Y0v)RLJqNTUI4GhI`tTtrpeKC5+t!~&fY4;3r0I|N< zn-cf%;DJKDu9{p00IEd^NR7=oy4Mk+e@92(l5@PmK74HtSSWrV6eoMbgz4i%$X;={ zL>A3-h%-2|%Wh>1Pj91gdvXJG$Z0#K{~iVYsoVn6e}~6~-i?#k%DldU2MwCMLR!m0 z17#l3sU3#(3`(qHaQ_b_@e}8NW{AH<5+eNr16#xUt1C*Lyu3M5@gWLam+$amM<7>M zJneI1Az{sxt9Q4Td($pHKq_*wG0<1U?ZU{&NapP|kP#R%2X%-AXILbFO49Edp38B7 zL{5r`q@*l)HckqBpQ&0`RGie&02Pj%wJ7jN=;`Z6n#Grv9?{e|z>d5Ch>!(aC^F$+ zXhef$@p)3CqN1A4=TmSyAGXZ52}(gcKr91fXR;`Bm~6*kSis*}i@PA35FdZIRDc%{ zPNE9Z*{2M5^ z9hR0?23HKBvoMDhSHQ-83kyRBQ~1{IE*3HIz&C$;y?!u5jeUO!BEdokc_aH&O6(R# zHPq-E3bh-2LFWNky8Gi_FloJXw?qaAYe`8!H-Xmwfvh|^x7e8|&Xz;9UtTc^saR&& z*0t&SD{!Y)<^1RtgCxiO$Kt_yU+fm;1tT9BLZ0Lgv-&z?bN#P&xYiNCf=gfJc!h(L z6H!+`(w{N&e(4&VTw6X($;1${^mOv}_aBIvvgIie5NsF*4ML2DGiVa{pFVYOD51JX zVqjy-aUR$KIaAO2GSs-a2nh(lmtFU9Q-W~KY7vU!6Elzq#wQ2hsT$OkEdjedw8ZUC z6$JihAp2W3hP|h?Wv>;ft|IqaGBKDhpr(tYyfG+ENy)^l=!#;qm|HtrWYJT2v z3!)nUEeRkm3o;T~u*x|&&p6xLclLrReN*Pc_d;+!0%hf4xqzkUVLtDwbs1OkzK62=QoyN;IEhSvCm-bDXxu<>4Z!Dm_! zfr{h=u)HkIy#_gVB7Q|3i{hrUBmzBFv1K)UGMj0#&%ik;ADmHoZ2@?0U`N%&%3pg(pbE z4T~SOksjObueeot$k5x|$8#nYCv$mJLpbR8QdCN`O&UCGOK)t>nnS?5R-{qgT^W)J zcK|&=8t_^B{=;8S4d_wR(^+gL$Q2k%nwpYN9Q^E!@-%XB*L!1@!H(|q&TL<7N!bU* zXWnqUsp;wb$6}F`bB*VYim4(JF*E{;jsjwU)6d3+d={Z-`u$g8nvEWQ74O5S7SFSCvM>`{#JI`G;FOZ|9&qn zrjsZ0!F)E>O;c-VT}}4TaEHZtBevA6TJ-b(qnIiG1jEt%Psjb*`yNKMvIuxi*hn@v zZ6bTN*6f7&dRI7cM|PhI10!QPK(Q^Sp;$F22V(`dSO5!59~h#o3Np=-rwk|IUml4r zfM_1oit?R$pu(!?!FdJ-sgwB4)$W!ibEn*axE?@js8!fgQix*@MSGIMW&^if6gsPMQV6qZHK(u|tA>B{KnQVMMwnp3VGUrakhAUaZ-_`Ir?aG)W@Dwk zGq8(uAlO54*_p`uRpfkowi7se9sH1;2vq&QYuSr*Dk7PR=^*{d%|Gv+hL?ID4iW`F z9c^!>+P@$TsEVcl2iIfW;mGwQmrLElK`V|J``2`IDd<}6f77(JaOvYD0AkEydA-YE zG7&=a4b_7l)Nm~9H!d<(^Yu8+)zu&?J0U6xyI8w<@O$7d@Xp|4;Gl1nAT0RuVDbIYzQ)F2BF0A` zegG1+$_cKX9(!M(YKK=odGTh|kNmE0)^!gKEv9B=eXe3!4yq%M5D&ONS`J3`nIG)y zumFAF`_veVOad-07Mq0-W2wZWqvf{`2=;n`3OFp5Huh&5Z%<`529kemUsJwe`n28v zidtB;~t%2|jFm6dj!)EAUa}Q6?%xnwszMn`){rU6bWQynZNZupxPSolk z8}x6zl)QH50;Nt4B`qryG}ynNxmLUZI)J}N3^d3%84rw~+1O9F3b<0rAvvZWL=`?- ztdZF%z0^^lGX3FsG*y(z=nX5C85b89)le^}0NQs?env%gZ?B4sRS!e8G!~k}Gk^k> z95iQuB+l%TmaP&uD%Nh02I2vZ92Cvih)Dzl&Dte|KdUA(ZX1U({ufq^%*+&$c0(2B z9hgKTfyHu3gt>Rz!Jy~uW7&%PUz9raYf1{;bVv!s3t00fnZrJmw1=LPjJP_78s&3~6AD_Km~U2WOD!3jP_n5i)v04ul*j6H3)mvW+6m_*HKSgHg? z>TJ0lb>$Eq&x?>zlX=t0dYp?3=Lbm6tdC7ISz@&DTI6K}+pw{7Ku~1x01)tX{M2h> zjS+L;zmKVna?XirBEF~Bwm*c%jv#SxkUs{pm$<|Px!j9byIP6Ew4{jsBn>P~%-SWp z2*3<1pB^y^2()+vgetw%Hxl-uMI;jxbP^Hv@elGli>GCpXdg9!LI9;HUlF#!iTE># z3Xk^o=Eg_@0^5tHhfAhD3}qYFC&zRj0s!D*choI6!eVl`(DdlfNcpq%zUa1cQMn6Z zj;wbOKIav3h!lavq0Sf3ByUY;QjZ$Mu1rbzo39V~ zqw9A*AkyB<%HR@+lvFiN6_VArc6LCk{`r&s8>ADwzv`RrD^*Xheb^ZW>`SujeaEE^s02^7l zEngiEC-w`f;8k5xRMECzCA#`>s^}duj9{+$um`LqJbQ);E8K_ChiN#6HQ*E|7kIF< zG39`Wz3G{I;9OWCx6}6$6Z30sEIYVJ_CY&OVlA!SXnK*lll86920U)(y|up)nc$l& zw}E>-K_mKImI6vnUo7o)EwN*1dAWRjw~0ScCoU`YzSQyN4^qcY_qsd0CAz$@dc8Yg zvvzQIt7CWzkdF+PLv08TG#K+GR>m09<0f8p0BH}*{#4r(=?`z#QrK@*x zo_8j)TSaDHv6Hhz={3V!3VhfVX;jc9s3iuI927P*)YL`_?cP>>DS5PT)IWrQXJP{8 zHn~0*yJ3=~RgI&w_!4nQcA;qRi?cUxZ!bs3|23o$LGoAiPo_ zFWwn10*H!J%xq8K72Y4fe?mZJwI6`+=jM1p`qXQ!21i6cclOk6{es+Fnbef|stt*3 zOrX8aW~2xDz5VSIQ1o5`P#_E)-EunL%Vwm+#s--3U_j(^;pY(5qSX4S?XQ5y>b20nnxKD*$yfTo6k9h?H%?eL zet>?-*Z5zPtG@LEn7QQs@xQ_d$U@_D!}XbS^KB9!Shu?l5?4RZSGuY*a#(lK($cDT z+3#Ojr=F^}!UK&*y6|~E!7Mnp$SFAez*`paKAaH@m>nJ2Ebrdgo74q})-@C)CtJ}S zrgJ?kz3PWb5!I9gUszH3z z*xqwxFp_!Q582VIr`e_NZjKa7S>V!Y_=2!?c`(36!Z=K)Gt_eQ=SrkxWf@lA-S_-5 zu~*T?!on(~4PIH&^^cFo$73dHt`kW3m0b4eb-Y$aCVzciG-ak%;nB&u#onH{@oa?I zeFjChVX5UY;)Kmj_(QYEXUQ-GgT?XMkX2IzpKgR|s+y>cVe<0w&eT{8%%CM6ot#xz}T%TCDIAePd2n!2KrZA8&JzEV835jE| zLnP*^+^mD6NS-9fmU&#$%ySJ|(S%^mu{FCr|wvb`;KzBAq|KC9zC z2Zqt!9C$SZ1P%7eR9R3XEkVS30t=ODgEraz;k@~ofA*5A;#6hmwcV&<(-q1a1OKz{ zLZ40Ng$dxPowU3I2`mCKG8loMzs_Ex0Pw;7WQ~%`l#?_!*P$y+E$E`(;R9Fi^H@5q zC$CfEIl(sVO`#P&K0c%FpAzz1av)}IkOGEj)AXN%_;B_-M8POW?U z0o#%E5|cmu+upzh_H7suZ+c|24P0Pl6^mu!{QUG0;O*SiYZgmNG+#l%G^UNzn64bU zLlegxtYo2>%3GjPAbxJXGxXE_f>;;abw^ls5ffzmvcEjKph8X@r=oFYs3PJp^VxH> z^aUBG-|BTt!LcQ20H5pqqv%HqHmYiCVtNb#i2r?U4ZGfDI}4X`Zgs^7Xw0@J>J(xS zFhW8@^HgfkeSK}>n@yi%icu-R6NItQ-t5be4e;{5VTuGYUla9qUm3elukgs=m6@6I2I$SU1i##a~}bh!=7)vWBGE)xC4pyn+Kk_bXo$@RM8JQ zDAb!%0A>h2@&p#Sze?gR!{vYlj5bs+JG(mV2y6EjPE(@TH6FziS6y;iP~>O)Dvp$uAYa zeij9AoXpJ3(~jAfpz)9u0VCJa>~R(7MILI6+VNen7uLVokql zX5Fe_-J*5Owh540yHjPVYrC>z$l09}L;W@`%jN#OLWdGd?iKH)2smIcJD6RlZip5d zJy9OSvfFcV6(3CCEp7e7D?U*v5eA(O`<+t2e|a!}U80;ORUv`RtbfIbnsakw@Tx3x zcyx3%sg;bY>FU;fsl;s5?PL!hr!U$7Fh`VX<==ZH7{h~O@wx5ni>uXgLQu5%_^z(6 zH-BrJy%&K{MbY-$$j8RlEJ1 z_GhY%H;bDd*ox%Y`?mJ>@6iR5CuDRnAYp!Ut3w~4MjuquATtv_5+*n889rr6&+K3VY=BU{klA1GAe4d{?ZfmXSjc!sL z9%rvKY7W!BgqmYlQ06G}-CY9%P=dvNUWIqj_R7om)0JWdVBWJgYGAb(TLQEoC@NUE zxYBa8ld+^YR+H2H99}ErKy?0!;8nR<8<(Wic*hUm!>pqTfl+!6^*FQ6H)LtyB_$Do z;c^cQ&#h9F+ny zq{&H>_QPg9(>U(aJ9op8TE-|^jd!!_@K?NHQES*m*PxaQK8&2;cG)a8862PBP+bG) z9G`Q=MYfjHX0|Rd{o4};*QFAwb>JMt>3H=jJ2@$i!P>F<<^pX0co8y2mfBvkx*m^2 z(`eT-X*h8^nRb=j-I@=07d#6aFZ1O7fkvEF*59jS!D$bB{6H8v(IRvz7izW*W4*5! z&n*coDIqm@Cz%80j|W5+5K{fgtlwJN?sZ2}71SDS4@?5>M!}ahxXrv-T3xOPRk?Op z;Q%V?M74^|GP5=Uc^uy^R8;7IX8*7E;U{;a6((LG1nj=mMPACBxRIE@Ua_3H0A#Ir zBVVg?+%IUocX@qP5DYd^w7dCb$xqIA?V-}NK%FHbYWe{MmtLtyMqK>OyNgFkI0B;Y zr0;_pwl%Y{eyyR;pW@QWy}XR2SBarOsc@dc{V$8^`tZ&|^v96(^ z=;R>r_|7IX`(`dz)jCSAg{h0EBo?XpTZSVv2!%wqUoB9ubOYV5y*jRAXJ^Oq_MH!T zM{EBcCe|r}g99@}UO@p!I|!e;-_qB=;(h%QYD33qt33Yw^P860TLg$UhKDGSL7e+F z2nDIi0{iCTh1!;;TkWV1a;RXgnTq)!JhRXi87l^9gw)6qHs_5S-bncF?1s1Ae`ORm3GQHfF7ViAQbRmQz(= z>+HPpuo_rdsaUO6Df%);l4K~WIfv0?;S-Qt41jGXTW7~CjY(-vbAA?@kgcs(Ckb(e zR7509rVu=O9iu7IOi@wMH1X^p$z-PZm5y;Fb2B1dI+t{dg~~jp{qa5(h^mGeZayp^ zZms8=Q2Hm)Y)qV7Qz=z!s?WZNi_M9}{#`;4z#V4-7%#PkF`mYuqZpBUHj>BVECBc$ zg}x6@Q17l(HX?dMl$2urLLt zbl8rkGeco7k91v16_a$W}MD&ZTUd4pdl-Lr~YRg*XN2|RA zmw;LBe6d-W6P>anw%0lA+I)SwW# z2jy0dCcC*}>}AG_O(0@hy($vzvsL{@o~qWe!E`sYzsklfuLEb;-1&wq4HZ?I{JArsUgv{Y71bMJ(m{2>7#_$%7pH}B z^>XY=7x4B@*|hn-xin-qP#Kz@P76S+Y#PtQ=O912EbT?fzj6uyW0SW}96Y^SM|ju& zxMZ4j8Q;&msPbBq!VH zx|svOu(ewJ_ck~=a|TaH`8Jj78MMvF={`LE%<&lEk+Gny0sqM59+~x>eeh`;m=A=D z?4WatnQeO4vM^D_Mf9I#@?2S^K0OXQ!Yh~6BcGAhpCKpSaxYd~i|ZD;&? zbGgeFskN)u#_jZ=WEc#+@WnVyj*SqtWN z2_gm;hihW;hCEtVUM?;@b>(TCD{_!nCz^tyPpjqTsqVi(Gv3-W2TGcC(wlq5svJ^; z&k3T>DBd1?{jNJOZp(bCY-QN|Q+gekL7EVP+4NH+yU3s)yvbyo4`yXB`rRrzy1y;$ zU;qAk^9L>)MEEjhMU-9Tk2cUGe_veu91_ESZ~QYUhm|AiCd7B7gi^I4u+k=I(cGj5O=g&(55;Yl_E4!BAGN}VL6=uvG|TK%J>PJ1 zb8{`O^*@@eDeZEu=Haz*sCMCqh&{Tq4s&I}DH84fRf7vXv3eZv@R|%4epgQ)WGylv zaBbi(US<;{qdLEk9kwx>e{d4sQJq8I|JOL|{q7M}L8IFOD9> zfNeTQKw3N%j8zSpR@SR?X9J20UUp7(0tz+YK0FzNj?J+Ak1L9nIGi%{LLf~(`FP}& z^5;fB*B?P)VHO+ZLGW(35#5&-?dEV#d*cOMsQdDbIb_CPM<*tJg}I(?fr8X2fXec( zRmZK(JXHG)G*r@v=b!Rut^nNF;;(Fq-wlQ7MY`I>cD;cqP(4t*<=4^X#aW8(eEPY) z?a8H+`&Us>q&@@GK73!Ju%fs9dPDoSZ-c7->$X5zVXmm%mn)!dczS20{a8w1T(qQL z6IFmVFrYJm6$9+SGXaWoi&fYoUkyL}_3QykQ&HM~G>IK=uul3*-R6^Deby>WeV#vf zKp_-tUexwVIl+tW_q%HHzb}Z`X|)U5zjbnJygL@~*O%YGz%bpl^(`WUjP=f!EKmR( zQYd?G0;VP~3x^XUyc1GgUYg|d@fB0p&*3Q)siw2cY+mFV! z8#WOYA!Au#26J61lbW}G=QpZ;{pQW@C8gbKf+m`|f4n-m7Qh7km|Ac}m*?&VCxkhD z)s_b4)(t%kzIWtK3+AEhJUowf_{AGaH05-3IQIt14k_+Y(w7PWduYdF`ZA@}ZxZO_ zVewJt`#{}t&;%-jzKA3B$7x;zKva<2k?h~az2=2rXpL;~*%uGkIdjpe2_FiTYTgfH z3R_!SSK6bqhE-cX*9hEEV-iwEMGuVb-v@W*wqwm^&7rrbnl-{;WDuE%{#qw!xdv|6 z6)*Ddf1Y0k6)t{=B3u1|;mr-ni0*X*Mj77Vn~n!ZuU(g}^se(I1`AWpI9H+B1O(LG zBwStJo?J;cr^-C6uHXyA9h(3F! zzo4&6o2kIIvs!7hq;JIa&^A43ESl%UySFcnQ8WD6K>=c}dU((1aYh9IJZW^Fc<>io ztm8k}5}jNoz;Pk&q+!e4&XUj6($E!(sr~iCTR5Yd=@^xf*`5-Ptz{oniMu49;ggws z$$$<4WI`FuQuX-peF=_R^<- zL(`Sow6yHO+hK?9nj)vuVMuV7ZR48Z-8a{M)1ako+~w+e%U;7(qY!oNw;NZEYJ3h$ zy(aVf98<*T)vI^qh2NO9k>s9UO}D>)0(Q{q~apNyx1tyYhwR;MNl|-%7#@uk}_*AYr){eur$2YC+)=7C2GqeY* z4g>Vdd<;$%c^*3lhQT@AmaJ^gwtPipoE@c%jY(tPot=mjWIB@02n`^r+m9yO1 zgM&7c6004ZvGko4tYcl<&FSn}D>^}lKNZ0sSTG_5Oa?qc{@@1omdW?sU)nu%bxZ8Yj?ZLE9 z&03wvV6~TG=~o)EkIweWt%}NYC#?GSx{jx&RFky5EX-!P(pP3CH+GLvToKlSJS~dy zaMy)F1k+$mhTDRu)u?5PZPQ}9+0nH6cQN`kZ&GbkG~B+2yDd&4+`Ox5#EWgyVq^c{ zHL83hjFHad(8%G6i7r_{#VCtN_Wg*n%WF5Sh%o!$)NKJ~r!N4+OIJR1f#z*Mv;vEVe7i7*wm@47uu-W1Bn#j}Xc zL00TxJ;D>GTACz{OK#BV0xcTMJEZZV#<@iHLPjEUOy z{ERSVLwHF_6uWdVgD08d^+2kY4{IOlAAj4cD4Lv}hM=SlSMCSRjg8j(E0>7tIIOVS z+HvLho7zcLM2(Koed63A1K4PJ1`EK&H+J|l?NOp(&pT8Nzzh%M!dWy!ZNgi+1(*19 zv)HAijGn~sWmz3=21W%32lYlT-6@`*F(%|M8N|iYbLJV=8KJcb%O|2F9W6yT1|u)H zPKZ~c_Pr~S9qZufpnm<8b^lNG!9x24I1$+$Rrw98P==>Pd(A=ONJ#T3qc!bF6vLi4 zBNfBCzfz*3`FX!L!O;p*0V%1fvU9q#tT+BT*K+>4GJ7OU8n8|mIOeunBE73jE$O(l z)J`I1+5>0fEJ6j9ygTOCqd8QKfQ&4wnW@}2o+j5bo}_|^x@j+xbcZDsG_|&U$&&CZ zs0j3ehj9}1l8|Yyo&9hzBH>^-buBy^`S|gXBuO8mz_82Ofu;7sTSXn0gQrS#j3LC5 zW%g(1^?A|9j|=^PJ<=1ao(4n{$8K3r(-U68nE|qfaEZMSt#A4AxOMWa#%lL5Mm6zZ zbEQ$U+EiCK;oX+I2%{c@s!~U5QhO354Nc!`20>w)&p#8UqS*)-q#`i0dY`{MBkaC+ z`~+&V;`#HVZu33XGO`>FWpqurvHn&xYPXG-HjD~(Z~ef^__W*em1c0 zLukC=dm6B$pOl1}9wAFq5mk$H@-oo{}uP8BoZ z7&XvWwrJw4Tsd%8SGU#d;H&u4?*XhiR-K0^;np$Hz4t|;=r%Cid}A>+xG3V+`dJD2 zz@c~VrJ1Ne<%N6qp3M(dqz#t&Dc0o~;ur)it)~-JGcL8HgiGo3jjVzZQoM+HYA_v@ zO7tK4U}EK0;riafSHhsJZdbPMa5Zbxcb^V<<1l-=o%G0`MJyL+N!In%Vq7Wp0<3c} z#yZ@KYiyE6dGU#fUB(^^2%)T$4KM!u7Z*5GtryEr4;DGrRj+y5G;Pojtttws!$rZ< zvo9+vF)69UbM96RVcEXKkrX{xW`AAhRNZz&Y;5+qv?iPNUVF@eE>igGJIr27BnKNO z{*p?Pl%H%3iR#;2(F`lXaC9jnXrj44rEWkltIbZ}4sF6hXy1n(A+O4aWQXmy?u)}2 z;N4+05R6+S=}VAaOK2k0jEXFhYIl}TA^mePO<~OMA+X$fdQnxF6zMhJTN3#|0MYgS zL7?02q8Kvo5rRfitAE^SPLJ4Tv(#TBCzy%K))%$~+sAt&K14#SQ{+ZBjj?5$0QrER zI8>HRQ)iDvfU#WRl`|rM*?2q4T+&$*3;-KqKL6QDyObNb!D{g&; z-)d-+N!({S@%2ga4u35{dH!1t)_Y^#R`v0%1U%z>5o^Oza6ef7jCdc-E~ z%k}VC@EP6R9a=GebC18&S87Dp)YPPF#2+VY>%DH-IsA;WMQnWMBAz&&?!={^{uj^1 zqSBS&jI`$P98`_?uG!|<6UVp5q9zzaWvQ6mBOayGf$^vfkV%T#wnrv}at266M$m!*tN@Cr@kBpnb z*@x-RpQE{KjnAIx?svLCs57HmvG6XRJtwL%)YzVIU$a3UMhs$bDCrOLHMX^u)TaLm#3YAao6_J4OP1I^`4e#W|7qdc%MB!A<4H}`() zj{&zDa~XFj#{pi|*8fQTySE5O_ zp|X5hh7qtrJ5&1-aBa+`qwu{+diA_X*`!^X0dGO<>a{p8?#rD zkwxrbELq-e^IxoFIIYq}+S-dB<3c=^gu z%SyM)3(U7FAxGi;_wU6Q^trXOv!T1o29J|l2Is*n@rdDXrz7s2lvFRuWLLe6Q=k*f z?};NH02$cJ*eb~oRQ`6|^J$N+_!Be9I98h@oZ*f-SYh+LkoHw|Cf12AN zb2`QU0I^=vUPsrPmYUkVc!4>2ZC`DqQZ+lkKY-PGE7`AbVEGUi7JETZr5rf;Jx$Ug za}bBwH}&%=gPB@Ts*IcPwfnpVHJH^499jAd2gWc^Q!U}L1JO~>dq0C3FrY5f{i^?A z_6%|PF!?~rSr^7Noj@f7C)Av?6Ggf_@pV@?$Loj*ILm%%Niedka`0vTzL2nX(y;PW zU;XVm|u@3gJ+MAP9izyENA&ub19xaasL)T~%e>=Ne@69AMq3RX>#?NTvf}; zmn=3LhzSk}(LC5gQSzvLeD4oue0M0vwQIk8`=4F%4@6?rjF_33;}2GOYIf^-$t#>I z>M*~#w8bs_vniBEmWqXogM*{QdOs6`%*pMz$k!z&XgNe0ZMRdYMQP&@mDY$5%M?Vf zLlGywBSpk+@4-cv`E|uE01>rr-jD~`+#3g0Y3aT_J@R#+<=T2__1D4il$(PC0$Aja z*S~16QmULzN_0Mmw}d03;n$I&4@bsu80AOuk?{VX8{Q|F$)@ZIgnx@yqIxDMN9XP~=CXCMt zYF_l|o87Is933MEHbkZGPB8VJo04`;wFRK3`fg`GM% zZ=-Sles%4^@+pMI(+Igj-`ar|Ge~uD6^zrWGa7LvRhE}qZIw!QFA17`y9ABZ#08^$%yGFc(?!pD^2gMk8C)D6wMyG#zNtwy0vuYwE z_`1wBM`Lc&$<0kYD~xHwJ+PF#7$zpB#Gemdf^TqFk`CI)_kD(u)lPN3?8DjCsHZ!- z+c*4Cb#{kpKI8OltO#7~u)_QI^u(Ri#@*ejD7YsmzpUUut(^^yY3TIM>w!7iy}(}As&h!9^&`_jD@#(o9qN}MpIurV;ckn@eQQqnieKAKl?k53 zP8ploDtXLz;0COVcY&4jT%ZAX((zUd{Jt4dSe_W?p>15>OxNm+4kR0zv%ie!p zIOhd6E15RExpDIaGk&)?mY$t_F)yvBN?afyADX4-KdQLK@94NQvsI+?`Ri=8BeDhz zCUDc9#D*>~+F46Ky*rbl`|_nB8ry{_{tbZvgb9; zK4;lV*X4A+Bqp4QCpNdXRxeMR9L|3C5CuOxlFzs@9ZX4Dd7~~p8g3nvuG`&QN^=+) zC1fbZKshv-B3&ohxdQErVwuevN0FuZk425v1W_Dh3uYxto~J$Ud=IYQwXF{Rv`$2w zqde)=y~Ea+4%HQ^%U41gbHO2{)ux0K`jPhbFg9;#IMJASbyT#mGBX{DHeQuTDV2VK~=6@+%5g;D?6l|)cX3}RT56fefS|n+;K!*>K%?VZC0I4 zV-W3Y%n`Ii|Jd^ktJN(W9{0*O3VqXPqYj79lD$l@MCzzy6+#r9=5J7?!o0k^yWd2` z@38MPU?;KwW81;9!+_1j0c=v$<_#`({gVtm#ZK32M)LE5X}uo$Y%UTORcEXL44NHU zLG@s9)!Ds{2mE@@77+Xdry|`sh8!Sq%E-#jtwnK*yKesl8K&>vd<*Fct)s$9Ya>x8 z)L^k!5xD~BT^fyUX+%!3@MhgISAZlS>8W*M6fQiR^5R*Ih)e!s`G#dimK`ZN03*z; zG7<#$t7(|U??cz;ELbr&yE;+Hc<#L%GgqR`HSBV|n;ORKG%{b!2#M9!4s^F)E>Cq@ zw~WU;Tuo(^T07?Eo%P_=zNx7xVQwUOm-Ou_(z7@b4ttI|-xlny5%itL{_8c5l=C4} zv=GqVEExDg!s&gChS(IIrYS5Xy=bNbYY?NdS=T8|axJagn#Y1}*}8Qjj!UyLopPJh zHq>m;uA&0=<Pj zgEA<)u@5^_=LaSX3BJ{@!1$)bv&ETLuk_LWDJu0tsTx`ah73?Hkhl0umE_0%BTnFv z4mOKD83w9;rB5TsHsM!aj7GwEmgiy!n32De@LIQOXi6t)mOp)>$8#}ncS;A)LWsIF zDqJsXi3X==O1iTe@>bblOwv#4*hS&!95otUbN(sILOvk_P9=0&y{$?>fJ%$gA(MJ9 z26U8d!Z9OXqKJW~PAt%T5vy?8KSJ@8`#hxXQ7j)b&fk_*tb25|L&A%InOgTQ)zd^~ z|IGIDfBN)XD3c_lH`Kj<;m@K0W^~22P924Yks{>lX-+hS6>}IIU=^km;_vvp z8eQs?18{(#m}m3`UdMo)_SmzPA<~JHwBJm_k%Sh_EI`Dr%Mj^+1&Gm#H%3VU&M4V( zlb5`QLvoAOQUL~?o^;2<7EVcwCYD?_C)$);fnuVD*tD>_QFJ2SBkg_!E4e8(^2$LL z*2>(H@0E1heGPGEL^zK)H_3;+lyNnyoPv*9ORE)_|?Os<1q=ZI;H)S5VhyeMxIoFZfj-wK{;*>Ctil2jq2w3tgr*A;jYN~orGGK>55RFDLde?Kjy9n5G;(qhR$=N&QKsSH${gCdK~H2>;n40_BwBJE^rO5h9ukt0F3Xnwfy*02UhWx(TX7rT z9?*<*I<5TKG8yksGWr^p607$96ZM8tQs-=XAPeet+k}fkS$-1j@85BC2jbbW{rx=n z@tGJ^GJfWQFEUEnTdAYrAQ`BLqS#APvg4-2*mBg~Klj)`WvjivpHm9fnKtCLA2!VX z!hGpM8t|gitqw`w-t*u+79JHG4(~BkRa97iO6RO(X5mNNswl?*3ubeFsBERDs%E#p ztPLtTZQ&GX)l{*%oe8#i&Tx^gugXDiR~EZ!T>eXAo~TYMtu2qLev57&(OP*5<~5=pjDs&( zCQAF?Tj+CC10P#rZ^B_w8HqI0mwLj5*fu{_jM_iRB;~9WNX-<{Xyde99ZXME+Fa(- zVMN6usjZ^Yj?t-#2A*dw#{!{%Lyfe(Jv+k3L>%PKD_+Y=A%0rt?Rl@ML&v47CYY(* zd%dhC?9}mX+vUW#d4grYL4UEHfI#Qk`Z~nBM`pHf>%x|f=y;isz$oIW(U)%+8IzU8 zj8m6voVk3GLC9_GPoa*qv4DHl%RZTU7kKqHGe&K;O5-I)82Jdfu3T#J$sSUti-`}{>AO&3 zBSu?>x9FZ1wk6EwoMb?KaE1WkmqtpvskxR$9X!Y~1$p^zO`!>pCHI1s#P{c)vyce5 zH1v{%D_w(4ae6l90mPBH5pDiN?YNal#S6>jx998cj0E4wUwr8^0sfh;({NiajXVGX zN1=Y6xZm{a;8FR~9cuzV=Fn_}HmEKKMvDQI^jtTjrKNp_AZMIw!z6Z;rJo<~)Q2;U zNk~X&5Rj9RYiqGmiuer{gOepC;q)$vW-kNH7MvyS0dXSd@fK6~NDjTJyl>w^#J%^* z0Z~B~>wc&?x|-LUtC!WuqV#P-7-J1#SJcf(blkNE+Wv=r@{rc0_Uy94XpJZ5UOt|Q z83k#GXCv_znltT8NRR6D=QGpk}SW8!mD%pKgs|X*ad*|HCWfp1Fy@4 zTmSqvUZ~5Xe{)6C%WI@AMZkWvP}%8l@45$#DCEd;4v;)yh8D-tp&nP5fh=*J(sFcg zy93QJQu+|{N|m4*eUp)%KC5D#KKt(707}~5)BpzqWUj5RPgK)b{;!}Q0=RwCU35pl zU?j(GP6J|y)BO&kxW`*l4o7nXhh3R+59~wRAtiD~U#Ko^z3%t(sTJ!NvrQV;ylZ7# zUIqqQZVOg=3Mi?otE21R9X)a|mp=g4?w6r9?uJWAb4@dB5RzV~Z@-DD)5Z!DY8@Qd zNlx}63FPu-p1>Rlfy@tP{6O~v#d4Oc(&l2gFA#++Y7K#bG8%{DS_cvuTWcV3>X zhU@B`ot4gP5_+k7F~)vrE?~y1iet8BHXW1`r2GB%cYQ`)oP>RNE#&AVa$^f9w|Bmb z3jw3o@ZRM(1%-#4h4h*IEyps!t1)Z{Bjy&z_#X=sQK6kjDBcJp;Mqe6HiuP^K^n|I z@dNevjoD2`b0Nm5Nwc?+ot|SOtf9m}5*@knIDAPwMNxhz^H7#!C@f5|a&GVXiEjSP z2S;yGTv3##I2n-G3Cu(Lfl@>Cq?s$2I36SH4OoaVU3}VC>^uXac8?j>p$zv)o2?qpZyj7JC+{(L z;T!+)@%bYy8|zW_bdOj}rLcbLoCiQwco!T}m_8Q-FZeQLV3+aTb4THv<>vE^)r4v5_t7 zL4~b^Lr!6^kLlgIQJNmoo%FDUf4+iWe_b&p&qB>k)BUQ&!v6YV)yTm*?fM4=#omni zK0Wz+oT-2P&tKn8gU;2a5E&(8|N881rl;3*L<_Obz#7u2hd)lvUt{5SaDdtB|9)KA za&Djd$EP2aRa8{gh^t*C3#-9UH3tPn!!Jn@aCnxUo}(fG+Tf=hb87$lQ25ssLsp7k zDZFpaR8+-HE?czD{c8dL=ldopOjS<(&u9PkkMHciYRrH8+OJOn9{qXz@!!7;U%5hm z^$7g-|K;P03|t`ph=n3LNEeyc5;fwhA658MsoGC9AJMvmZcXSd+l$_BcDXDLHgcL&DFMrmoSVB3bN4S z(T;m$=&UUK5a+bdw+f`8nC;Skc0YdxYbUi&7x?8H~|lN`|I7&fod+`^&5(R5AcR2Ho4ITKlgjU zqdB8os$P~i;_$~s_Y&-K0e`!iB!2Q-L`wwp42P7|?;g`=1|XQ)_87&ROaJX@qqrRJ zVwM{RAMYQ@G2K5R7FcqG;tSQ^)&x?HWznbJV0;Qh;C0Ub`t|JL*E{y#e!VGIio1Mn z{Jkd^Xylp5%a%(;ao6E{VmJA0xnldNp}}o_gCR-WPu9V~!RA1z+b*uprli$sQc55U zh?!l5{B;_uCXHIvy6SXbXaT#l7?XCs%g!2I(rqsdV8=#4?yHe^!Ia^hXuL&a{o``m zb<4&%LCeWFQQY3%UZHtyZgLv1a_--M&f4<$<`+Dk*Wd^FhyUA$ne?w0zpNQjtBWDG zKCBg0RSP-0#L4mTh&eBSA3z?7SsL=N>YnBe4ynrIzu2xSc)B0Lxuv8I!X{KhTg;qq zJlp&kah;Ni3jE%qZx|`PJVW2w)z8*e+XJvmf0_U8vh9fzCoB{nSr61$;&QbY3=_si zMhrm&hHx8e{BV=VbW?t5s91ZSV?kVE#zQ){Cs%b^0X?k5F4+y7{Cq;spRbI14(blN zMr%mLE`1Kd;F8ZYScdG+P!#uA_RXAead(C&6uKfd5k&Co*IHH7NpuWM8GumFEy2JG z$_2e-el9MBn%%Q%Z8HXD-pO>v{@BxzS@P($on0F|zqEzeuXf}AuFc008FFRt(GO#o zP`0t(3OI0B7w||n794E}YZcQunhZ{wls~!1?Re?iNAurJ!-drp?1Y zFY@bIjPa@G#vXv%0}PE;ZZL~Ra*q5t>EW}{ORRbuz>COGc>ArZ@r*`sO5N|NDuz|u ztU_9TC#$nWjeL+JmG0<}5XDz6wLg8&;FAt3&f|li5yk-$kz*a1#T3Q~%pJ(0Mb0*c zP*T-ozj>nu$n5N7jv!@~FQ?wviuOUayZu;Krn0{cc+OC>Oc>WnN$HaoR9gmfwXp|% zl}QgKMn;B({Fm)Wo3Fzyxo?Rppj{!x8?KuSuh8QFoVB$H;w!+7mH==TlbE}b56$Io zK-nQW#Hdi~EQ)Z%J2uTNFMs>niGH{J3VBQZF7@;(>%$rnwNj^p0LLJUYJ!v|fb8;} zGlUo;truDI3njhwOj4uGMN))rs!Oc|;fcxiQ-n`4#Bs~27;o@flBmUtLC5Fwv)kc$-|8XB43pyPn z?*8LprC+M4DJ|2b$W+k6cD*;HJ;Rp@J|GYu+X`_j_w!W_cnva(?DR)6nJ4@4Js7GYO6sZ- z61bxIalv$LSTMQZGQ_-XA4T6-SenZq_g?Fs(EI?E$&k8veJxa5)e& zzy)myv_)%MTQPxhz2}eC>E2Wwl^WG!Oo)Ax9nD`CJ?GR>;;9XPL=>Cfro%O#5zn*q z*Fqo8_H(v?!cC6;Ax2SO1$NC%EiK+h+3yYmK1@Net2pJS)E6e=6a;v!h@^*PoFMyZhwxfuW? zRb=2I0Y;Ka6gT8hNh&Rq9x4vz6r8n3Fr(m#-NjeI#yy%qV^eD$EOg!)vuUa*OJtMe~OPic<;S+DZ2

tnC5VeiBL01geMKqd3w73>|=f%Y61fyPzvBcVu zW{goK91zYs;A~@k>yNWGJwG`ST{~y4ZcZ8_yopoVu;5C){&0rs9}q-0mo9b)bpy2r zO&qASuZrd&Y5Zyy(@&c+8AXncj>g}zt|rg5nX25ez+lVq8xmm%3kj--+gOI2s&57V zTCM;2TkHk7rU)PfKx8{PcENl>go;I2HU{@6)`DnbGnDC8i1N1^%*EC2t4QZQ%1~h% z!YVI_vLc|Z7Ngx6DVhyoix-3#>^q}yX7pr@`3zQ?$`x+n4N7y&u{z712fc?rhP(z+ z9?k2+XUJo7aj)kvDxmu#_U)cHP?=E4FT=B=bd_ynZ1Q#s^pFi@Ou+eA=RnB zj9c4R%SGzoMuV<|goKdu_V0nFbtOkXgq-oGJo-QH^FRJ^*P*GbmOS~m{_F(hY+Pn2 zu|X9Ji&s3p6}pKjfXUxCm;kdPfOv&5sM?eavYuPxpITl{&M43Zn68;u?aEyww+>W2 zaBh7uaog+f>{J)`-JZppl1^niXHf1=l?kKMeQRrhI;+^Hv0i%eCYhkJXkNg3aEvU4B zpun0V3+@hmS(b&hfYmbIw6c0N6HBI$=asQij2V?|tv1_cJ1lV&!yY5r+;0b4XZoF$ zB@*6ZovArK9(yigvl(7R1$Xm*tRn@58O=WrG6>Y^f?)29A&e&ClO;HOF!^b|}(=YXW2DLUiGzcc& zE!|n&ulZSpdJeWXV+*?@uFKKUU9ca^R~zp%BZbNWN&Ir=)=4T&copKVteh>qP=Vz0 z<)hPWo%$9}*TLJO#4d`^NEK5D=~fQ2$6|Sq_|vr1wIv|^630I~Q8)UJe>y>$=(gB351ZT z4w59Z-TqTF%&jIpTiSO6>J*}HSm1hnpad-O&kB)>lY9Wm$tYI)U6-O)XD>zZ+!M)u z{El5EIh9-I6CE=O8N+AXnZd0C@!v+{B75^lzndsDyYlw;FjJ_}%16B?h)Us#xOie- zl%FzRzPQVDVtcZ((X$HI9CW;t8~S9mXn!(=gzLAvri zbUHqvY<|Qj$M^yL{rj$y{RLWEd&OYk2EDJCgluy2>LSO#H1I+Pe6w(JsFZ z;~RD6IacM&W{^sZ(U9s+&VuuFV{k=9DVf(e>nmk>Y zSj0N7TW$;ux^3QOwZ02{qU@(n5NObTAT+@I96xtvXZ_^IlVH#}d>*I*D ze9LQ+u5^|QFs5P3CzmnT z?9Q)E^LnslR%Jk}Tc!Jc@XNLGFn^Pj1Dg=tFD%C zwDW0c9x{+k6CikzE7dT=Dy%My_b*HJB=7lD0h4#WCr+?saP*SIBbJU>jI(*0JlcI} zG%a7!+j8f!BaXrkrd@uuH_T;bZIIY61Oien{6hCvYrr=s5D)KZF?COITXQ(mFiUB? z2+XRMVpopK1dfIIAF7b|q*-h(a%6iu=mO^;pAltufoU@`_2H@#{=|RoXyv3|waG`n zC-r+`F#Ul2vhRm0OgW;s4fyZ}xSG{yN%dmOvV15CV>FgTCng4fvWx9A_GuioxM{{$ z+8`H(aXj3*B`V)l{~%CMl3jFmpa#pOeFF!s90NnaCr@D^)NHWAwv4r9)=VpDumlJm z5YH~WiGrcD7SQ;>TycZ+N_ufgIYA76N(T)-xMmH`1gsP(xL+e+2I4%czDY$nwhsDU90|CVl z^g67olIoJ6-Q36pcOfT6Zv##Htmzb30sgssTPg>rUs zQ|{!4;KJ!Yu*ejCCB1!7!M$}-iy$tGl~ZC5lWKzIa-IRo5L}+DoP5jrh5dz^_wT0y z_0fC`wNHpC_HFDVV;L-{M;ZA^cP!>A|JFtiOa6jBhdJQHHZO?n9(IgW1`aysP@XoF zuo1buj?Ce9Ay~N-cs1>VLkdHo!L@M$p0mF#jaI3mh5V*@mIjJ+;7wCYmWWey9xZT* zk@de>Ut8lgL=8`n|MBD9z$TKX57x8uF=-QsE9NC^N#WQcEHkQHE%OH`7u>T`8cj;1 zlSNE3r}=ebZR&ph#BMe>t0rn;bq->t6UWO8Ss0ohcP^?<&(FzHAyYjCe0*HL;urXF zmZM7exQKsttLXIS_nuXH3*YaXm|z1%Tq)Q&uY)I&FetkWTxNW8S?Wk!jhE>gKK0}_ zp4nV-GL^$PXDG}u_gM+ew|JM7>|q@XFZ-+{j}Xe$A0WEkS_>9iAvEYFJO;}MZTvMi z5TMP&jxG^6+M4A%AVZDz620Y^!?xD3#?PN;6IOJ%xWpAMiP~#4oFuNa7X0m~)FaR5 zC_Wy$A_N6b|CJXIno?-LTt|J7WbYzo^5y%Mkn8r1Uqic%=4oEJGak2l5feRN0Jn?{q) zx7I8m^3vS&J9cUVHrsg1A+ba5Yu7a3HX>~Tl2Pf)Ceh#oElHAupZL&^{!;tEX_? zwd}`lCZy%$T$i`QdUHvJK*s1vF(|cI7~cA{Yk<)td3s@$<}?a{XgcOwr%|bXI)U6R z{rkrk!+*5is<{VqBwBmv!%F?gOr=QHovF4g{umyG&gP*ZMUWDIa3pPewpj^{PFbxm z1Knt&v!`X(uKqqgaXp81?pwt5-Nkj8`Jt+;&E=7-dk^H;6C`UHiS}$Bl ze-5L+Bt@e3cIZi_#w;u(BJBk~!MQ={I^$9%#|D;!;yo;m4I#sf(#6M1B=H>4MelCR zzn2E(KIzzQOLMav{0um6ybGnyor`EG1&TZ!ifB_P!jYyfB_-7|2&WA3AOOW>l$)Jw zOH>HnK6`6;Rcw@3K%hW>e@LI?J|eFA#YzYR)Lvw@)rYVYi45qE=RUV+a=9zY*#7%! z!lbtSpT+Gs*sFnImUY7`X;9QNMDZatyd)$Rp~`-ds~rN0!hAriF;gyhWQ8*u6eVZq z7x&j@+G6sY{DjO?CDtwSQa=osXa}ko3QD%a&-bem0kYJ$zdB8khb`V9tl+>W)ZHzT zisQ!OqfNeo#)44Xcm_zxo28YiJzd|oPI38PL?aKSTy;VIOcoVJmNYjtS}$9sSbEn2 z;TV7W$Zb~Efz2Mo1=`==NE2!mWAeVWBBd44&sn@4n#xisx{R8))pgNG=Q-bKC+oTm z%Ia%J%AKy0CLrptpM^vs-4QaD1^it$?BHYVNJjS%FcB3x`LBF5b|Ht~6#{d3ecC_2 z<07w$$MWd@m|~~)3_Z-|I_SUuglZR5_6eRL?_!1K15=*R7(9xVTO$2CdI5Rgh?A!3Mu~si=$6h&o>qd zXBL{bw)SluE{=FS{<_7|yxKQn{)IjA;k6RWMZ;ndnXOb;)ncU9YIlw-)~ck^O*Nx? zvjGis*?oP8@Ywu_!V56cUqpI>l zLLkoEa^a5iWbD%I8#g|DvAx&?WI3mXllo;((jYbhn=d-5_Pu|7d<2f^KH1glF-vsr`59-?hLm35Et{y zEZQ~PRZ3wu(i|#XQ48^}wfx%~(n^2iF`!nIX2f{6(upvpA@1uVsJ?HTOM_pmZhkQ- zvDsNeG78R%iHVEPPs$wm{)#F;`HdOkw$El_@+D#IpcX`z^pmlfWTyO->HS=gpedr6 z{U`6eTnYa+Us8cH)^;xqW0rouvEf=_R2<^`q^rAIcsxU=#2G($wAs_kd+vaA660Sd z<;=zUt;(L{UL#_S;ic6tb7ztyeol+Y9q*abES<2xf1*5l7@aA7k*AQ!W5xT$qeqWe z5!Tjo!M9z%^y*+O@NN43gBx)+AejbD25_~ugsZ2fkC0dNmE?|Y#L7T-o2Kw{>`;mM zOe`IP+tr6m-)C?NQHhI9T3Bsj;e4&Gwsths0CqDf)GD{)onK5342az__=;wYY`GUk zT~Wo5fWK%y^T_B5YNr*+C_PSRK4WG(({4Eb?R^dF+&+!8wt{}V{qS`f$;Vr}US3|H zH+9%G?KDAjebrl;3sIHka=*d+pUbbd_8XZQq4j%br$F#+Pc^jJn|t;KWnJ+ln^oVm zA=Z51db~g zVTw;U49OcI;FTR!ybQr6xXVMjJqoGqw?DF_U*KHQ6vmLVaL2uTk_hWK`Tg->-;79} zzRj0+K195SwAF;M!Q0rk*&Y^kIF{-5?guo~odGC6`>War1r?Rf#E!aeF~9M)%tQJ)viFd*mTBW$g7(@G-MmrHWJjRfbNy98%cWihlw7RG?q3LvJ&zP zNQLl^Ck4_(7l6`$|YB|KkjzE;Cp@FN?>s{({yt|b3 z4@H~N+)0n>(BQCAKR;#mQ+Y-O@=;t!G%MbdWavj+@*t}|l6wt3M)?qfAD%?M3jITG z(KadUbysY`1-rhXLbn8QS1Vi;ws*GKOM0m3#EFv_u*>zD9&;MXE2a3ETr;j;=vv{u zH6LMl`9I&OcXsEDTKHr!X6fIVeBxKU;vg#;A9d$*!< zev~LHc`)06L9SQc$4UMe7$;x9dwzZ!i`_u=cHuy1kl;y3EN6(luRY!-#;3-X>nfv6 zFZq5^eI&7s!9l_rK_fn1^19>GdhD~Bp^z$raRMJeKz^g zifVFm!8$R=L~kFB7Gt1p=s^-IZ^#iUO|;|T;gMP<#)u(nI@e~#Z%mHe)xC2k!D1); zEC*h*+NO?l4`t<&K%hA-Dkpv|@ zbTPP>(^Io;=jzl5;Hs(@mrmD*#-s&|Tep-Li{9e(k-MzR=ck~Gx?t`&xTuc?x^I&2 z!taWkpMC>ih*1^PWXI)1@GSzZpxt96%TvoNME_$xXsyO{pVhtu&Ag- zn6i{PLa3n>??bNCOUxI48Z&R3#EX$a?&<5Q73y|&u6-%zkeZI5OioPbe<=A!dm$*4 z0h05p2QThTkHXqNk8t&P(g}+`W50(p3u}IUs+IxL)3F9e%jxx%r0N2O%W^S?l2weCU&Xd(>k4*Q!$Fl^R#K{0Wo05#p!@g zGV7!afD2w4tzhAtU>Ok<6rAf@J|^e7_8wz^74|eTs!H_VYiS|g0(`Rm6aC`rH;~yX zxBpe`S3NoV;~s~%qDy^f;sCffE$))!oudK+eV)&A*o_PT3QT#{Mae> ztAADE=jXeUSmp*hOX%C;M9M;kXjy4u)!IP1Q0YcoYU-S)UPnO7bZw$++Cr}5;LcFf zS3SXqoWA+p%`RWRy{|*QJFd+(RjbR#EDbW$TDL+M`_rnDo-X{jZ>6l@n=I|re_x)B z8L2x1U{K+J&)Rq2Z;nC^RRUh0gB1;So&U0ZJv&lGhQ`RU_x+hJI$So7pqXdt?cEpg zDu31@BPi(F_SR`q)_Wca;?_eQ@^IpF^gJqKM3aF=5e_FqX|6rcX zd>ac_RCIK{*Q!{t6*srv=4U2;gg8O2zh`QEG0($kFw&r30OLSpkYYwUGIKF)Zp~NN z2Ihc-eJKy}oMzmI;4b$~>)G z5@?wYFJIn9<7>{hn>O^Du#G5}8~0Yd&&ta3FSiREKp}_9@8K7jPly)qfPM`|Foa9! z^pAw3QM!Z0xb7c-InA#XKvu;8D0z(rU$UxoNLOj4i3_ z24Am4n&rFxgtU8FN@C}-s;inTb5g^Ug*l9Ro8salBGO`uMnpRMe8_n9Di1O-fWp@E zZilgvNL1pFjd;-WGoxuG(JafOWq+?zM|CWId-oU>e>Zg`k(!Fp-{@Q{8%eM=hj%q@ zofdctQ-UrkGA*%7Ep;-(8U#;aEER9lJE)^(Wk^^s1ALFK8k(#o#wWy`DI$KDyLPR# zG?4dX?xMVhFm1tv<&>nh(!qsJv*SP!jEV`&IvNqNvPKUP0i+uFQ7_vz%U{23EDoy! zwGCv-4M&w~*1l@3@*}hqwm()rsl?xQe+s#f&R50(F1+|CZG-)fTwYGo8%iT19!^e! zr5%+l74mCJw3!=Qq!~wLdTKY8+2ux6uh*yl%oR^S{tZ;<^M zhlnyCpWhXq=m#DvolN9cMM{kDRU0;x}xw!~A z{Mgu>!$A5Q3qn>^Agt$bg;jcX&~VJEC!r0mPl(@+RC6jD_6`R0gs+KPQDI>)C{A{6 zdAIB=n;EbjZZ0F36kVj2-o2N!A@5RU0QX1aiBm*Fx*6k|5yTK-G148pd|yvBNzR?r zcMaL=@)3z!n9WF;dww|A)WF@LSGOs;g_wOWP2t`=EYxgJgy!7n9#^}4B@4(Q=YM|M zcT2VYyqug0j5I;dCj!dPctg=ehiofclG4uRfsn){G$Tv(G#VGhKkQYXSNY?0D>@x~ zg!_l*mr}##`<9ujCcM3$o|i0s?L5S?j9&8PESvdLI2T$0!JjTZrq zKWtDa<%5idU14r+o-6r!Wzm)9qdLQtBgS@4EL`2a3nmh))mnbOzLM0I25q! zcv~ex#~+V}1Tt1Zk(p+mnV$ZAcvx{1|2_NstGyy-Y>}IQdnNuxYHw(;e3~fAr6kdl z?2!gsFtK?hI-|~|@1eX)U&@Fz+1ZCQBulMvk6#@6{Q27F&z~^{66DtJG4o5|X#)i1 z>-*?%lhugiWE|wyK^Kecnr(`lvW9~L3a5dG2dT%=Doc<8yaN=SdUj%T6gc@^iy68^ zsfMm|<9%tU_XDtluM%*K_V)I!HO+|yIDJFI9(F%LTpi^<0I0EnqdZ(zxyuGrH@yG^h=pFyf-F*kgSD7M{J88T77-;fG zTLt3ZN3YlbQNe}3|R|DXLEIzq45|0@uOeDwi)&@=n}JZL9?Ts_92`(vv2`a&uc1;HPW zKKmf&dqH>A-|9hc55b5@D%&h=$N>iIMoe(dzaP8x)C&KA%(kaykD*t(7_Or;P=Jh~ z&nv=|sdv~EFWxL0Qn;#;mOA8cFrU5OM0VS6IazI|SF@Qp+F9G~wn4>jz%TckhUbj{g6A#_oCm`^{{DTdi8futdI{IAl{6+0+M2ryhr_X7rHafQI+}HhJ zL)c3NBj0p6cVvuN%hg+v;jsd?=gyrHYiz~sx?x)dGH;{jdUC~>m?FNgaT}>QR7U3y ze2CvMPqqzFYt^*2kYivtf9}s9{+H{BtPF{lo`;gE7f;=ZdPEvx&zqc_&482e-}I7%&v0!z9qfZqs5RoD!NgZlMX>+)`WX zy}$15uRVUsPsPfgU<`Y6>gRoj59JFR#i$Led6vWPkD7Uo_E^AotY{x^tA?rC@8lmi zd}vM2Fx2FnX6?*ogPpaFHF7Dj=J-)=?U6FbMjD@;Ryy5aI&zDFL711^$UABAUzmuL z{XwB2;ys%fni4vFJp3`5U(0A`maotTpPjV$BGm+l=a#a}`LI{PYSvU| znW2>Bam#mUXMN5_ohU=SNXdBBX0^4o6*DSHUG(HfC|0?5xt&c4kB`UZ?fGuXoRzpC z7!iF!j6z|DGqpay4xF}IK^pO zYisLi`H_x}=f6EVCA8Sa$1p}X`@d|6waB!CopYM6Z;loF| zXFA$)(5tVQNPVwRA%Ys9z^CwI^bJlcIxs6xCG=^gIcZ<{K<&4r66QTamL;9t{+rge z(|vWtF2mnXK*`o&ypX-;oJ9V_obzKe!y0o>#EAS z{vtsAq0<;)4B~5KY;4tPUy&A@xa986ocgiu)Eho#ds|E7AR<-(abTOG2lKARA7an2 zW?w2Enr)Uj1vAcdrPW+GfxX|xKcoLJp;eF{gUmAYnkum~)q2yAF`r~B)zX@$%de*uyr3hK81oFC;8nuiyWXgTqG! zecU)N&SJ-@Y$TVv$fRf_J}6!1!0*^>YR@Q=-SF9A@oa-oRwH{NtsKj3+>*;9)xsD)<1IDOV8WdRw*; zF7}A+0z}x}p(8hz9{@ALN=o=U^Gx|3va%=gjH?XfDcpr6iC1`>%NG7qc|$L6JcXy}_f9U)v-jBrlTHOk#qIQv7FtX}tCA`2i^J z+XU))WL@u=l{u9iOlB~bMJb~Yoejs%tu7L-{E`qJn+oG?1jj4Xfn91;WP&3X8BEE@ za-UE-`gf|8wpWbu2FtrPY>k3HR$@+Zo<|g#W>|6L8{F5$@aGuXrI0E!uq1p*{9G?< zG=D~V=Ir!Aq;aXnV71l$|T)4+LgmGXFGXt>>9iZ&L=kh=2B5jvbHO z2_b}ovA8~Em}tf_{|a+$n6q+vgV%xA&%JI{8p$A!WOc&Berq3k27m zK^#UJtKZf?sc0+BuY4_HgeH$UnkWdQG|iuZ#Icb(M#)nlZhYyDt;7wB0HKHk}Inw*(= zM=r1Vv9nfdH2VF1fu+vyrxLMq^|`R!_sqG^^CLjks&|va^8Axl3(uiUSw55<^PXB~ znA^0loHQ)d9?9HDETeE{`#X&5lg6ECLszx9#lEjCQd)#~EE4~q&F#^}sYC1s7@i@u zXnPdq|K2OVhTk{7)V^%#v?oCNCv*gPtjFK7UYJ z`U!)_%q7e41CdBr>7RQAgZbAWPMSrDcb=vHx|FP(Y>w5alEX0O6*o^J#LXN!XBI~& z1&z~3PP4X5kYl)xgoeK9jZwa!W9kiY z1xEL;Lp6v6P7<+qUc1)7d`BDT?Eh%*Jqi(a-t2`PRYF1!dPle5pTMXT)sMQiI};Aj zWT5#T(C#=H!U$TV#_kS`^YvCn=Qo;VtsmO-huHUG!gaeY7yGX|$F|t;D4nn$9W6|i zD|7Mah*L3xo=H$3sj`Be9z}NW>|=Pga+Tf+`O9(j4fB!QObOecQ3-Lng1v5@?omdQ zjn=NBDIdxcmT(<+wM!g`PvkCNZu15hoF3SCLUbsbG&yk95|6iB$@!VnCov6!3f&S6 zzElY)wj>MFoNL3{ivvElbuKLz8s{E9vSc{USOVGV-LmLp7xs#BeO+(w*VPI`hxYa} zEb;wc*R->;sT1n`?n75DbF$brysH%4aL;;L@5U1heCCFECqE5`#&f|FGcDHTdy+ z{ga;g!M#xb9+T0!@7yxD1j~_P{TR+enR4y?c86GZ#fY&oFYxI6W zqn+f0ybJ-~{?6fW*cHK|{@m;tiNpCME43)t4zT;^1H8W-`KMQ>TFPFbU`kT6z4G$@ zE7ZQox8G+ZO2>J8SZ6ESuR>g(U7Iyd{MTE(`}c#Ae3wpmc~|zgsB1KJ@3{E`%cAJ| zi(Pi^8F8yo;ekqtFVa&_o^aDol>hjjA0o2yTp(*q!)N^uNYlKYqZVxChC?3nqIC4P zwBrCI3#!M?X#heY0(xg>ey1I5yhDFd_`PgaZrO~@m;8P!L_V*&-O^1hmdc`-BOFc} zRgd}^Axa7fNNE&6i1JZ=Ih+7Hqr)jf+y!T7?nIvb=i*eec;a}+D~4g$_KKYB95Lpc z-R{en60fEci$gVL59&g@-~!fqqeWk$o?iw7!)}W*kKQn4@!scWvm6(pW^m3IQ$uKg z_GDIxlkH1W=_Zyn(lAONV3%}?Tg7=P(XXWE9I2-bq-HjfT%Vjd`U@n7p~{PY?=?jR zK{k*ceCpD-(dOpDvkgoxQE6$2tTW^A zdc8%XySlTGW?u-v_EtR!u{ZbDNhXG8JpX@6G}|hgaFn9@M>&R1C=&-$Z@7KtB}3*G zYVLkYs0@*_XZ7I5^#a(_(di{hgjEUETY4Z+b7s)1X?3wG&x+%f6vkjm>c@-!yRFb> zj4}B8-C=mw2F2U$y1`yxUi2 zK`yQX2As&|zQ>g?+@=5S?PTZ0iSb42-kvkL&J{%1`0{!G`GPW(*TGO=CNZ`P1O*za zjx%sPcEhG~;an_7tf9`szALEyM?hs@$Ou~!hjVK`{!3%zzgAlQng8Qd^zT2z{`!9` zO8R%kg#RarPr0w&_Fdo9yRxvTWzym>gE^6#N5d7AOVkCXSH%9F=6^Eyb3Vf$77S8I zx~`bZMTJf9F|vPy-&SkZ)KO8%R8SlO3|(UtKm9cSeHaP-yS#c9^aehUc@m`Y0s>jl zo~Qo%hv;AD-~aRDXgkiHiiH;H*x`pZ)*^~$i>jOc{*#ZQ&d`&jXZO|BwV=<$kn&~R zN9b=q^z6lzNKg9HKYt43^5q`QymPSdOr%fyh)8SOc-+&FC=sLCnU1u>zb+XO{Hbc` z`9XIf5j%8MR_F~mAQs8{ zU%%AR0V8<79HMdfLu>2#K{87F8G*39MluXnpO7cv=!7PGUb zfDabY@KCr5_`QEQ%;*1%o#tmjuh@q^oeuHyk0j;#BfVnuvYVUl_$_tR!yeIbmQBfc zWHK^`Z@QHT4h-Fu*6Lpf=h*=T3|haD9k)-iRVZyg4E3izc#hwhTWyNlYj#UxKgFK0 zrRB0UG}sB$nQ)B4zEg*DS}69`!vKWm)n4 z`|S{J2}6sjCq2b7f*d~n093eeLj5@vs=ck(K6-k3?vzibVF1(n-8Q)=#fL1`x$eJf zkN=RCCgnR50eMcT2bO4R$MfnEXNU*#Zwu0#`QIP;Kw(i)$)gV4Q!I?`H3jNkF>VOd z9<>Y{tsY9g@6J%qS`o`?{#Kvd5ltvVpur}{a%6IhbFD7EtJr(d)XOO61IUNp*tc)r zq{Y$3emX;J=fx|B(b5p`?$uk^0+HqbrjfK9mzH*zUaWt6z-FbRIP5)~4t`7`rVsk` zwCu(dJ=x`^TI?m(C{U)9&}5QP7)F*k4!J4(HHt&+oYeM0FmA2$<>MIlL~QM`8_7L@ zKW1J)c}_iXw;Pq#+5upKuDLHn{Gs(9s>#_}FzkH33H1{i&gTOZ@JXJPZ>*z>w%eRx(!}oAS2) zgZj6^Yo?$zwr#g@p=NUh8@D%4Rzo0&SaHJnbLUh6ho60|#`|FFFvstwBRbM6VLDtT z_LrpxvGg^);JteAH=bi@Wj57%clUmL4HQ7Y=D|t*vUxvmc(IPFyUHj`B)=fr)${YP zFk-HwW>BCWwNV>G*TJvx9M1S0Ko$u&tlrjX4GN(aE;DCrZDBWMV!v4`tBM9WK4zZj zpFc72+Z!EFc0#_TktcHd`|eCZn)g=88+3XyD$XobiOa}maoTe)&#Elnw9FwkYtQle zixU?tbtl%3wkC>nZrW(X9Y4ts&Clk^)J*gM9w){a{E4{jvh zVr5Y8eD^s(@_zUG!vy9>*Q~HInJw*~zXnc{r(?2Q>ITWsSMKQgnxtEldC!4ZUEv?M z7wk+}w;|Si)9lL67xRA5I3K6r9ydi@!RmH(O1gL61U=B(qrS3PpS2R*02KveNnterOW#iYc!_Es}zFxf1woXUHNFg}| z5u8d32*stPaqscGQ*nyOOqk3Z&iia9>9Fu#M@?O;>rF&fP%&2GuQ%fpiiIAApB?_= zN_pjp-OJ)yRR)GN7iqT^`?>NtRKoN@dp4-1G(O(!kb%iBP-u!<2qP+&UyH>Y`PD)l zyg&sInBR|nkSk#x<@vq*=u6aTM1Oz3DVV+7QRx!ca|FH8#$zjy{Lphq>v*4~2=h`X zNvCUUG&k4{Eef3p$P_@71t};=NE8{*1DAJwVMK$kW$O;MCzl8VT}zdyR{#V27tOf1 z{Pu$fKko;Fm?v}E>Mze^fF~NJl$gdlET)k1vwQaTLFzF^C6~65MR4Rht!g>YeGZq!?j{)x4F|19m7;5fOQn?sLLduH05h6B_*y9v&XFb#BHG zXK7JUImO~(cEM(Gs6rjBUjgP49Gr1v(?Dox0IdU1F6ndEo;wgRQFL1bTe79Kt+fz{ zMg#WgRt;6Xv9+})Nzq5FoAeU{9N@W`j&U>*1HMjD_MPRopFhUdet1wHhJ;yaGqk^q z2ub0YIz=_@z}f^8TR34M*PadWzSvk&S+MNa>4#QTMCN>xrEOJx+yO=4pYv$96x za5z>zx!eOxY*3VFd?p4EKi)gw1-4rad6SQ6?#kr$A77!;llN$BXrLh{r%0J_hfb7R z+Sp{W^2((LFtIjvb?L3o^%|^y`om(SHX;&@{y_cx_n_bq16MT+)L3B= zkAAY4VLyuhHN*B{_N}5!S9f<&+Aj5X@8wA&Q29&iF1+PtwzCq2mGu82Qb{4nuYG#A zqhH}Vc{IOzq8K??S1RwUv(Q(f9*}Js?^?FX zTh27F<3vJuKA3;$e)p=J@0u~*@0?a*Bs%DI)F)ZlrGAzPuGQbJ9nSd@Oe-OBiO?=;!I3|x-5IVR~~7Tt0{PXArW~q zP$d*C`Fk$(pLL*r$1yjvMoJHmpqw%`Pw+oRAMg1fkUdm@e7#SD{B2Tqy0(@4!p8zg zw0h_EEFO*SjXmH|@P%**u0C{ieT7ArJKh!{@si>ElkZzN_kOCQ)0f5HcFgOE{o-f2 zJ-Sz{e4pU|ekTH2I2UJY4~@gf09mzu;(~GZ=!py3gFSif^*m+sCB1?|LIMpvF7K{+ z4*AE^lj4XRJ5(YVcSdw}LNx=anOl~6=xC*T{K)%_XtW-Balk^@pz~u^QfG+F$UEE6 zfPgeX&A8mPw@21ziRxbiSz08fdSTXB?=}SpU;DZ>nUytL8=Kj$VM>LIoxYX^dki%j z15I(u8}cAy-5C+4h@nw;IA%wJ&j<+AZn(#9)am)kX#7V%-W{t$w3Nn z+D*)4dXU`QNf!xe{&qwyzzMe(|V@}ZfcOy`0b6? z00>roXo#?E^W5zn^~Lh}Cx{f)I`)!))n{atkP=toz;0as;a2ck|FqS40Z~ycD{C!r z7QeYe?hAbd-45bT)5FgnzV#f5sCDciDf%q# z|D+kJ33W|x%&2cxvOmp$jrCOebIOn?2M33Nt4GgQwj<$t0=&PyOF-xPkbP46D3Oto z<}Yv(vSmXiCTY<+J(ayQ81yxUs}V)lMZ%UPV%p`y8=oCis= zwZCgiT@{NG7E(NW16aQJ4<-K_OK44WwlBDJ0KzxxCf`Xh1mGCeuEeCg8yoZ8X-m@3 zzORc`7*d>=pSQ>@VdK4${wd{ZMa86_-Aee``p8FO*FZQ1qm%ZO?FDqpV5*t>XW^Zl zBBbU%N(pSYr9> zYN8xZ&fDfA1{-T=98N1~xiw07vZ}RCBVO{}kTD%nV3=o;_9j9QYaKilchNcbgqUeA z2tXp&=cK&$f0_oIq+MgTjDcc$CG;tTAeBZ@*JB_}%BWbKY8b2va^}65a+`v8+&YZV zjqedPn6#1?qzz_j#IJ8p2mx^X@Y1SLgkT8F6H8o1{S&Xat950zX+!PiyD3J~2jt1=WVap=De z*gw=>jX{x3O^mIt{pMoXC`d`C0@$<>xHa`*e7$ic^G|+GAT)ga3P+Nu&UpDE=b>^0 zkcgrHKZHFY+FkACCVS;%iLF+7Po5QSR$|l;p1L=MWF3F(in_N2_ET;K0eYh7Y2`MC2Tk8E_6h;5a$lYW^dkAR?n{ctkMVPrR% zIgva*j~(E6^`T4RGIVqc``i~`)PNx(yQ@^$EQ}=d!Iv43aT%>iideY)$euw7^@Y>> z;g#wqCd4J>!}~Lv9C+aUosBB5WZ3nK?Ypc7I0~%9 z-zKN@p2MTbK7ODZ8z&|2X{2q$!6C)Mtf#I0?&tV8Oo+r1HEy>@%4E)l2q{7P*8fef z<%us}DF`&DrT!iPP~dX~s=S4XF2JcsZr(DFFWVIbfSHExxR1CR!vJzE{coQG z=z>pk`t9##-;AFlrX$V{dg(uL{;d))nSfuOZ%A!BFCb+wUiTJ_4aU+auC!}U;q27S zVI$5+#!|G}7?38&%fV^s2eK|MY@_02tO(-f*;S-+ z3wq1^KIH(|^&x;AAcCvO-$&h<-1)c)MUgP(U0~;^LJFa}W|d}n?@Pr^(DlF>>6-z( z?t5DsIj9G&aWeSdh2L8Jms_S){sD8{xj8$GBYGo~#~U(R;-jLI#GqyrOO)fdLfYy` zTWD1c@w)co#}7a*#4xhqao>CAiD_AJFQs&hjgRG7P_h6uz>8Y@-GKRs{@uIpN?Exw z31!X^#QWi&?V2S}Aox^i{fPm}zCP+jt5eAYaU{D+K;XVum) zfL1`lxA^g@P0i|vk2fW;Y!c|SkTBAxSSI}@;51~I^f8KGAW1&UYt{8@redXg7a%Um zYQ!ikoY_W}iP;hbk7J$^aYL|Qt;TdB;Yjf$L+PXUT;7KkvIwHJfbh z>@?iJG~b=m<J4x2Z(vscV5>38qsm^rlc#Jn(>BRZlP+xVvq^ltGx%6g zjk74;-i@C4uIkv9gNiOprU z_V72oDZ^}Q8_i`a%~mzuA^dbTtL=p@t%-?=hx1L%&E4O1(%j*t27#DQVhrX-OJbrn zi);mE(QG^)LAkeRL(6ZO*gH^Si{sBx&zhIIx68aDb~hjDPg3Q$^l*1pOlDg`26RF! zZt!~F(NbK_emx{}QR}zuQ3XYXwVgJ%U_Y(km|wWL%7C|?b2 z>Fxeu$b8sw(K4z=ay75IDl>T+2$lZ|V4|bAtgWgP=pbo`T!(9Ba;Cty0-cW8N2B*U zYbxEJ0D2qiiQ|Q&e{L8%#^eP!)|#ExBOyG>paVYXPw;sBn79=DIa{r8NFjK=j37qj?p(Tb2R^{hM#UkK=lg@xQQTTLTPkI;wbD{$^6 z@;=hnwx|8{-@^-UKk>c*ozA*AFxL^trw_fwSFN&bEiD?y>If-t68oR&IdM`u2LR=V zf$6!xBc|GzsKh*py~$#Xz?^BdH|$*66eg5LfA37VfW=pb=~-e@sW zo{tf4?5Z1dzb&By`ghFcB8rN`Bn2rc3-DV6H?$)x#Ah^WvBNrN&Dz{egf3`==wo}_ zOP7OV#JZp!C`PvNR=IO0arhq>!&sFiL2KOXn>?d%C=ABe2{D%8AeBcK zp1QYdd@AJi_37Llw;H-}QD5Jcb+TuKbB*=Yq)RqMbW%*a*6K78RP#zVfD?qZH$Jvb z$iaajrv(;f5?#6dWOcM$DdFRIX<7hKN}&c|;ewoC+lcs;_#C~mwvY2}x+qrIEa6g`i1!5g$W4@*8>`UBAk zRZS*wzQ=wk<@sFyS;{`n0KW6o(RG-oSpSKayLzzDZ-FDTq#q=!CP}HRG4!S#UkR|2_k~~VV0&fG;XK?>k)&P(M-4^Xd z=sWxXrau=$zIjGr5-%;1E-F-^++q}bLUe65VFwFPy^S14CUdPkd*cT z9@uIc56ek&zLoReeF<#CteISc=LZh#=Isy|p$drMH)#9ecbxmUqnnRTRgIZU{NRDY z5%J|WZ$Ly)Yz36Mq+w?feZE^i zqBjC+uv zmvFbynRuy=LgW18ve2x@3!v}{rv4%U077ZL^iOZ zbHFoD?&-`s!RqDAsb<=zPC-Fwl}iPeqI*wYy9SV@Qt-EOChpZTFPj!FfH;?(-Psxi zn_PoL#huF>3zj9`A(}R#?|d?p{78lo+Vj(wpP|pl3Yh>Sr=S{NWJ^&PElNf$M+s;v zcdA@O>FO2=;-yTGJ-9OALEtt!-MbejgL-arCq7rM1Zgc2cEz`EWz~vnuhr0_g5VAQ zlLHfF6I0QCr#(}O-P}d7hsNt?hbbeyFOpFm(^h^N8$dKsX_>nmF9AjoCWy{GZ%X0A za%GUjeZK!0hq$FM;&59WrRs~PSt(CQ5W4W_zVyuW6I;tL8ru;b){=w;K6I0IXfR*L zelCB;s#$F3u78I zTIp@q$nIkEoxU1RoTiHH2tV`{^pbYozG*npxB7_ky`XjSF23*md+vFt@l+D!J-RW< zwD$649H1dgpdCyc_FQi*&~R{=+G&&u9FOLg@hqF?WpEVHwm>J`i8V28Io0#rvS9jh zk#lB7hQoMWi1c7`Q)9E&y4NZNCybDbjrx6KbNSfH#zr*I&~~wg9m@~u`4Q&|FF#~t zJa}Te&k@mhxU+4xdise{P+WZc;vXH2QNnXHJa~@*zBWK;@${6rjmMxwR@=m;Jb`-? zMKVt?=+7$~`9MVW&{rtS$t$2vTxQe~C&fNS#yJqL=N9gdQOVDD4$``#udAzDI(Ek_ z$*XZg>cbzH&8^v2(@8Z`{z2D``#gZulWEDfhvAfQcprA6-|r$aRB3MxS+lgzHP_oK zhutI|J$h6CAtq*hSjy5z-a|oxVY5pdUnm@Z#VgL)epJ&%D?S%TplULopnibnJH0Qi zaf1ulzrqgcEy0x@vyS%1PL$q&S>54=(^vOQpZdh~e%Vq!?gj9X|2aP9X~g%)t=xzt zRaBKh$|oA!q^1iS#Qg^np*| z!Z68c+CTMsc=)#c=j-ZKuh-|XZHjw(Fqg*|t~W^q&p?;-0*HbTb+vXciq}`d`Y|Qk z3m|TkIt||bw)f%qmiuy{`GIE?zANvL(as2Ousxz_RSf z_(&kFBjucmV!nDzC$ZW~f|wm!akUmykVKh{yYuw2+NpaNQU0a9=hC!HoCZ(v<|qF6 z@oEH`Qs-lTrK6h9A1tLF%hb_Q#7;yWU$2>VraObEhN_q}&iCY{b?eVZ4Sw-hXpb$r z;o^G^o$3)(;hpjodcOYc@~CdEdTGihY3#2;}3; zbf51r+h3;|dQyxjAl0~DdkETUxzOY=NRc+cK4fG_{%+bL1KQM|pT}Oq!^AzPlA9sH z{a6>lp~HqjY_>6m((`N|by4vxcb;XHA+|SP^ih?KM!dsBTG&jHI9}KH{)cE$t9C25ta;{1F^yQWE{3;G_2w)6& zX76!Si`G)}ktPwVb>{JqHxW`!b@I|ponqEvD$BjE3B;P|VcCtx(#QlOB-EqVUpU!v zp{6Q09yV8cJhAKj^KFL3WoNu}SIP-pky2l|jxyQ*OzW1a$ab@Ri9PXh{gLMXyuS?R z75!TpFI<`KYRhe`!%Kf&DS|f#>iB4!Qb?#uo_Wo{iZ}H&i}Zm<0`@%#TE}OSy^`_Q zsM~W-kxc6S1=-`A5*`W8^8>f2+apMm?(LziD?m34<)5Yb`@w>CIiwPqPLOu&F8z2B z>nFv+VlXJ3CyGOYGcIm?pIT59)(F}C;OvFi3S8-v{uT4VJu1b9S|Ba)bfkr-VdX2W z%I@bUI+-Xpf&rK=9nFMJ-%=LUuBj9^TOXgA%kPI&Q#&ec^JNToc)t^|575p z1=gITKvw!p>gfPUXmt}Qw1s_Ml=a259mj`4+|*rl(;AP&B){!9+yOrMWy3xc(?aaj zIc8D_gfj%P$naZr9x~?s=pG-k=e#HtJ-I$-fR%FWYroH@`uH%g>W6FGT3s(740eTW zeHLTZw>Ou^(dlVAI+!T;W3XjnOl!8;W`h{UFtWR;$2U4k-H}qr0m)uDsUpL!YSXqP zMPlj=CZ|!n1q3VL-klA)ay)e+@*%axtEkj*IP+9jR<_D|r~$5p>YGNVk>fa*DQKec1Y4JJkIGyJNPc=uINF-!lEo*&CN19$b-j>ABe| zc#c{MK5ZYE(Rc>b#8xB+7;U8^h+qg`(LDQ*&`-rKT(L$nJmrkn<8Y<>e)>j&$zpwwEV6Rs3LXvll`1bMW>UluL<7mJ=NL}P zyzI(qn;F+qZrZs08XUcnxTwV*q$9n|;)MGZf{F@`w@Xv3#KpA^Ztu+B){j(ruc*rR zP}H)37S{Yw#HxjAxH`2LiF;fvM=LRJ+S#a3P2=U#d4J;<1_l9!eV<^v5J>oZxBcZZ zPWXaj6|e7@k`G(fC&RpLac1X_i7(zUpFJCRHD`BVlOiY}aIVSjBF1lLW6Qy9l5f+M z*T`_#yl{(G(OW;+kCp*j1Kw|axY`SRnQcoPJIvR)B)|JHRR|oCwi=YJuoO!!JFKKM z*Rxo@mS5_2^V$*c$Cv-F43U5w`|M4;9 z^241W%lVxp73=TYiM_cdX`cwIA~5aEz7fbe*M8b9Y9?~xVcy=nc+1wNUhTPW^TFbT z&UhTb^5M9c=IPVdw%x{6ctRCm&ySln?FCK8WZ$)Wp_4llzIN(?z-)u2skluQlFX5n zufwoA`AcVgTI|W+(<4_WuU^6Fck~+Z;brv1370j4V`!OpKT-#XV@Yn;UXn{^G~$IIqYJ^v0$&THK66~UCF9)^ZPYcP#acz9wtPn!>>U2 zt0da=PmXF;mF7u0skNH4^KoARq%FD4%?dzta(o=;2#rxusYhgO4l+~$ct~SDdi%k! zH@)sL*xl{U)KC{SUJDN8R>Y)yy80@R9L+Cfr%hzqnx``9%B znKaq|M24$~CzI4HEhXyEQ3meh-*BxwE<}qOpN5BxzQ?y}*lZ9crw++D4@Dvg@T5Bu zw3NEwv%3HI0*!i}B23p-kJ)Zw zZ%ippN<97|IT6aM3mKk7HG zB8bb;tlJM3`9qRySmvePh3kX!6mS5xaAa7U@3D~EfCBVUEyfol7}P!c*J_ggwYLiZqfMYeQL z5n0;^F%IAc5>`7$8clg*wwq_U=M!WjWb;%07?erq>=L&hcv}|bA*7*k>B z5F+GA4t33*>ogw;gVNmf#wrpC?4$dN3SxEYj1Hc)ecvL-bu0ome%_g8AQ3=1ERP=> zyGpP21J9f}4jU9|ulWK2UX;kxBZ*fYU#}14F?yt}o&UV|m5$ha&12bs8DeXF|A>DP z^O0Y*H%Y^?No8ML#q?A_pVm;n`x14tOH1zQl6LrpRYIJU(+3=WOVg~>u_X5NND_3H z0ISbD%I~HI0{LZ%(91ze5BMq z@s^QgLiP{?gYz$cE`qVj{_@8WXgw%#OOd_#+J5Dg<+suI+iFiN&$x1c`!U3<@4aQ$ zOBbs=_9&`L?;K7`4<^aEtI2yTqWRrh8wKO}N(yPuc)7T+V3hpoSirvY)F=CblW=}GBGC?*h4G*_vLY@n$&QmTVi~hVKoE1)MFTq_OHiY5 zbmCV4C;)`ESQIHxE9~zdyN5$>?a_5VWCbd2?_bI{6cBkZlW*}uOCWPCkr7TS0rY)uE7H2VfCtXO zev~^mwCu_E0&y)iws=q-@+$*Zc4w~|zzT?NZgDitx3|~D$@*b>^7izWIrf-Oip`rE zYWzR;-ZHGpw(A;QpnxKZC?Sn>C`b#E77`-erAT*o2qFgEAtepc-6Gu}-5|}Pq?P`2=Cd_>!{&V#YxZ7;zlvY(#;=zQ#kLz9t9k??Zyevxk zxnIZ9?6O@A>TA?=L_9%qGYw@i^lZmJODU(4EVor!J<01;?)tUtHyGM4<2e*{wcJG) zij=|y$%r#mDZ4-!91C--GlfOm|!$zAKsy%fp%0z8jywz;@#!A zvxkGo$nXgWQlmGk(~BjIwzszwUgYmlj^mPz+YE_t4sWl(gonAroKvz**tHe<45g9S z1m}+|Kq2K-a)Oguyq1>S(DmvHo4USl+8h=)_E!fxvfKdlpfv(3tZmza{A%Tn2s_0i z>xJFnW`8+W)yTYO9fbF}EY4ly{De|*4Z419iBSaGC~eJ_nq3&KSajH!#>T{Cm6u-| zEp3WFVWTmZlJe_ZylBV4RK*aBybR*Fuz5Jbl0fiH%K=7o;pmRAR#qm;u28De5{xE$ z`T3*Y0FkzP&bvz#VadAsTee`|n%3p04tQfQsQFNMxV|kd1##-5f{`(+#UjCc+-)C88k% ztSk>oi~r=zWCxTLDEX1er#yTy)c|HJFdp>IegnJ5RkOBwDDOxU zUNKlPsf5@fbIRsjF7SM5_68?5Z8?s^#U5wq5|bWLrv>!?fODU{#eb*q~WYyaKUDO6s9mHCc=q^d4KyUL+d-Z^`f$y@KaMxqNaR_#uE>!9a>PJxXG6O6H8I5A5 z+%sY_oQOhZ#nXX&ceiyM+~J?kzSv&4oozpSB+_Oh7PtX~;tHi)t(+FI8z7qHB>wA{ zUUW}ly4!=0N{Z?06kaX9g#qzG#A2*RL(zm0drw9LCU;H~Wd4PAJB#(*PWmJiX z{3*`9ci9u`7r9>ua&A>X$CrcT+J3mp&%-~?MxA#6K>j7);};D7&pZvk<=+|YB*C~U6bGLSNmW# zfGrX^szq9Ws_}aWDH*(Z!}YdT#O-`RnP+@sv`UPvE@THg_?6&^M(HqxImPjLRmC%R zoMDtTSdGhM=CiufZv@#&Mon3YqwQGN?-kMGBKk+QX+9*LF`fSqR9; zGK$#Q`C*=dwr$?<*G`YHNjSMm$Odv)8GxSN;AFAAkqm};rPA*L0)i;QhGd#aXfn*u zTxW(|m=33q@y?Lh@%{;=MHXTve|?;LF7BWN?75ws9gW*#^Rgu)rTK<|iSf#K>}$VT?S zuKlT#rqx;b*9zCkV_`b+^|9h^o4QEQj40Ph`brkZW%bi>aw-SOO$N!)e;%LJWOO`_ zg)QqA-B04o&8D?bor|N1=dO>doE zw1}M`nGL-pg{NC0UVrxX;Lv6c}wou zTa#7y>;1xAS+dOI#ws_@-J$NzQmpE!JCth)pj0Ma;&6U5FvsKlO-$hUW2wb-<_^*C z-P!M|&MQqsMd1$1y`o_5?tIaJOW?Bc6_S}Y(HoV?Vh-2IIi4oRyJr1pk=I~W*y;;w zvsm3>s~rf4n;on2NJ#zeTw=WHU_n`8Ha?_3&g>q&#QB66`%0@jO>bRR-Otj^AX>$m z8)!d5b_YU}=Ru6RHsK&y?w6eHR<9^3)twC#NEyl*o4t#Q^b#f`7^}~IyW?VI1fqG5Nx27Bg@;yKgOin7P`rb% zu<90CRvR!Y;S@KXk)i8+;H|2**FwVAD(VJ= zC>mekdwJjeW+L_8j+hI-?M2vCmv~RbAH^@SX{7kn-5U~gn9QudbfV7jP1|UrY#QW| z-5gck1*US1K*1<3_e@(G!YeZq->96u5G$+tWbuH4*+{uKDu<~zlmR9>ZKhw5O)1XL z$os0tv9zePB<)okYJ^Ii)Zb13ax9SNXim5B^OWZQY1rw&g$ zN>X}oNwTsIM_eUfl*aV--Z+|`jQP`D6;r1Zyiu{_p>|=g__!NR%uxxcwg z3IWG1-Icza*aZVIF)v#ACG@xAHP|ig8UdRnQ;LGOfYktzqnNB;>xE^; zq&=nnN{Ai2F2RHeW@WM`2s{kS^bV5)4dG*6t);(%r3WYfFIhzCzTN(ss%E*RCHaL-m@42(qv9*V@L@sUWjzHSYV``XdS6$=Abv)YH*_r+- zLH6+*FXqETlxyp-Jpo{c*aoLmG z)T+Ve3IJ>JO!pdRz_o!KZ$<2fskrqgyr@V%-Yi=oGmBR%ArZjM^q#LMH(8Cz35EKW zDv<kMYID z*->Q=4>U}HaF_;tn%>>A>A~s*Lgv*GD}d+6M_1#Z90!9?8N=ic#(mYQup4Q|iX0NY z1(1h&r?{QqE+Z{!BfZHK!1=u^e&-Wpu216K$PNz@EA1~V2A5AZ){~dSgv}K5q}Rtj z^Eqhsr%NfoMs5N=Cq>OgWKMUA5hoYmTBhTsgP|$VmS0Bp2s6##{kKk}VgnT_)LShj z^<8f~3S3G{jGYXaTwNBc)V6G<4vMw!ocXDhowF?)oh5jzEGW0A4vs?;(|&VQx8zKr zcn`f$`EMvBB%~K#brN$h8!c1}K@q>jfBl(j**lnyr4yetuX>3*Ka~VLpUb7Y#re2R z)+vCJQJmkd`WfexlQMKSjZOl{kFCzpQKYrKE^cJ5uWuE}P+lJNJF&+Lic(Q_4t$f)ar$dd7M|gE8C)?=yHTzubpE?iJ^enpBu)IYHSd{K&JoULYp!szn?AI#>wk`tJKs zxC~~c&K2GMH~h~$-#QF^)d6DmJlRx$_3Q{{(=TY@zA*`fkHzu`#4iB zwH=1bLOceuDlny9^k}Objm0M1%{>3QZTE?vOoeJLC_3@IT1Iy3;9wMI3plB;(eBRPmuzQiz zH#u4Iqeb&>g6JTfW`Ekt?M?}|R8qblrCg4tjma_4@f$1Di#6XI8Z4|4J#%(;SS)@+ z-Z5F@OvumTs-xqHiR&l>GOvZI8z639wYgzdv=(3G+#$^JVgTf+q5T_U5Md7@YFL!z zJ;pA^#xXaZkqyN;*s|e`dUTYB$@cd)54-A?sP@wzZy?!VMvr}?nWlE#IvuZlNvfC?c3?v~X^zaoxJI-xlk^0IJ3t@m+aqUN zfN-1Pm?&|WM(c_?%GKKtIQ-$pvqX+qNfHx7mC3KcPWXv$=hBr}o~wgfzLdY#0)-1M zUwpWXv2xVcGw;F*G)XadmF*?nLuTWUF(y$z1k+j>xtk~v3K?uczE$?Bjp?@>AcQX1 zvVDF=sc>>?brkug%Yy7J1g_^x(8r*T0JNA7gl6`N> zYe%D{nr>g2rY$ZIia!%ASYu%WL?^4)3^|Y+uDfNSRcX7D!m7Dlre>`5^{bS##o{jY zN;czV%**&~o8X_6rPM|8jD!Baw|=5LP1;#f^yrG;*?fNwRF$6vkb>N+R;WF`?Tjq- z;M%D<*fAx#O`7er#y>6%8GpO))6UpUJWilf5LR-?ld%VGDyU9(cb z?PLNVVgJ@4^9dGRh1}{$MGp}pnK~^^=zprCd%8@Ha%!(j(TkyQ?H)gOEmVAms<_n0 zXY{*^M_nz{O8eC0yfPp;d0LkL6lyXcuiuMy>;J{NazMbseK5XRRPqVlxRBJ20c7_h zAlZj43Avx!6~M%W%1u*G(9Ex}c6aYn{FhUUK;XCLeIe>-8GqE{3}SR0${ygD#scN|%8EX!%iW*W z#e+O^Sq`EOBnz*fNyM@FKnSEXJ-t`9ww+FY7LNCjizZ~sSsHwsrkS2Kd>X;*1NHSf zN25BHG6^o{=`hX|42zcAWQa@sk+*ll!gD1zrJU9DKz)xy3+UnqcP3aUQa~&2^%G2W zju`#TVV#oe<*k-4^sx)6$Hms*g|!tMv1P!Y~Kqn4)^wSu%9PVTc7Q z=4AbVWaI+PZe>CiOn5^;-l)Ntl1+$LjeJbCr;a7(Warh(82+v-Tn_t72pMM-4vO$Z zXHg$|CeFlEp^wIz11zk^_WfiN-$%{gA?x3AWSOcGx#0dcIY1z=-@-JNW~96D(V9)y z+5RIygPZ+n#kq|YhC$N5*rl6j6h zkq6L%(XaW;W4FO9Q@gQJ^VHW*e1S<}3}mlgpi!H%=^mAix)o;|F3}e+S)khV$-O;>+Oj){Mdq-Agh4g|CJ19{e9^*4CM`D8f`X_Z#yt-K1rr8I#MZ^e zYR-7oWEzksRadJjD-Gwj#0HQ7k9Oz0Fi=Ms?4)c_Z)ea<$&$^90eO}$rmn=qL&QF4 z2$7YUn>HKh%GL;xci{)rh8QAgjg2X!Jfsg0_;jIdj6?-!fvvodkkAF? ziV#=k!;$YcYa>^iG|LmM!MJfJTVdI4Qc5Flr^bAdGKh0gd!^XMpd83GcR?3J02wbx zn%&sw2#%Zh9V0;=!!GA&2y=?1Ztd3n!}HdAgwFr+bvVy2 z-~IoH$^G+wM@`M)>q|Cg1dVG$ALn@Nb&&uwqRz7!R;N7xk{$b806xQg(cn8+Be`{ifC>*+OP z^N*|0#1$wy^rE`YSsE zvR@!hUP}X%iydKv`sp&pO^si}%gO@bOhJ^3YgC4%y?_4{;GZ!UMvRD{n`~lYp}=cj z7YvhI37$+$7i}-C1^S#i~ce^{w^f;o|1n)r;cJ0TzGiSXu6F9>E zW=VIwu|{29907hT2k=G#)b8;v`$i?^lVej)DqpXS*J-~BbiX^jS7xfhklbfKGhHyp zu)Cc-m+K^@tK}#St-$I_bWh>-@rniaJ;tSpZ6Sr{}oD`UE3ni zX0Gu?AMpo=@KEyjCb-3&!aw5IxGxZh)~kO{mDEm{rrTRgVFKaPQd7ygF!Nz{f>cg} z?o|*W3a0IHb*c37_FfmHjRp84`Te1zA{e8cpP%njbiZ7ZdHNpc(f7nZ3pguaU7RTc zp{C#<-}3foiA|&yaV&Al-kF2V!f&~usV9%wVfv*X#4PB@XtHss9M5zlUoV*1hFxBf?0_h?(n{5-zihzpe``NOweXfChMXZ2Bwx@8KsD?n}<2IJd1)yvC9F>W3eM$aG`XQVhW=k{Z5rt3nk&EMlpJ=KbM@-(D-+bUg9V3b!A4#FFj}p{-<#kW z8wX3HsHjLz?uysXt|rkC_*`?7@4S%US>P$MreD1Sa#ex}pXtr>IC|5$LlSLWzMx#YkSk@yrlQ|Tql z`4xbyo#bRmI&>^6_abg^kodi|=mdSV@0zn!_w!()lvezagAat+tgn%g=;){S7d$Mc zOfz*m+T{C=#@Kjoy(1k4;FsHU`DT^Ilk$I8JXoj5M00e*XkF;2Y3YHbC$d}TLF;In z0`-O}>T+JAE++(aIS~1Px|=11m_=&)7Udt-R&^iYl#YDS z5<}CsqCLvt^&(D~KB0~bmcJE@j6|`~q(pLpy97*R?o&tvzj#%b0uVbi>#~5N?DPII znEX6vej&9}VN<|wIin3x6O@}i!p_|}6Db+}noA>=Yzs6t&GMTlawqt0+9`fl>C-<0 zswEQ>Q`*p-LF60=gGgg1j1InJmyp1 z#KZ(-?}`3^CR%@Vzkvd5K*cPL(Ly&E3pStmNxBRH z$eH>lm9|VEMLrN#=RrV>(@fT4dE_u}Xsh7;;X0_kWO$rk?T7d}zp#)RG(!bjD!I2M z3P>N5Rh&g)$4a}31a-_jNP^uOr-da^V66cmG8^UU>w!zI0GJW_rAvc}T7rC$OrcA6 zLPJBq@=W?!LV%LB_2*M&Ww|}$L50yCHtm)>L`3Nx7lJ8I@bIi19OMavg$MJr*@k!A zRX>b=Z>13fKRx$U?aCCj5)-C}j2S9k@+k2P_+lKNn;OyF?RmAKXSD<@S)kd&Gp!9S zzMnsS%&$HNrdmf2^wNVu<@edEDl4+|{bTqxgsG_?o)pqH! zeRhLp>%b8lgK)VsGdkIBDe2n30Gdk?$koOWv?!%zpflQuxDQ)MF+1Y^!p25?o;^nR zYaSB-s)7IB?2j6U1YU#c-9ax(5a!QT@!<7iVZj^vq_>qBUQvga%o3@;oFeD)Gt1^JT*USyZzK8r*!{CPjRjz`O~g zg|0ngiW+z99;=5~P}rQ^w5jxP?v^DO={yB`h1V0Wf%4ZhAc(9sr46mIkS~&>)Q^U~ zoeELFy9zR3%p4qY;GwGs%R`~I+M%{tHmc`63y|EFXX-9iXWn^lZ*9rsjBzUt=6&AY z!DWXZ3s+|cc~P9OhZX^|f{dq!Vr)WEB*C5&%i2LeM~l|iX_$cwT%M>8Yq(T z0cK#=Yzuv=imIw?c>VkitV(}@ks@|LCI9~LREa^daiV>GnSp7ie*%p;mo$ASng8=t zO^M-D$;*#tn`f7o8AFo`o*D?gJ)eCJ>FHWJSEn!n@fRZyfi|ECQMMW6YWBn(CH!{V zDZuJVa>Lp;7@y+eQV0~@nEHMHUoHR-N6$V?1Ctz#T?VpAd+DU%gVg|v$-U(U+=b(< z6F>`hp<9VcD~zX+-SH$_Gnbg>euw0k4y^^+LFYNUb|_an5BlrsW(gdBUJhFHCbl-a z|M`vKPy9$aWVhRI<#-iYF=nqgV+9+D>o_`nhdf9@?YrhhI_PKgIEKTllC@d8vve|5iWsYwy zBe50C4dv6SQ?2H-hTE1yM^`7tlDwY>+=(|4@sO@PU1hm{dPEd%XVr(bS!bZAHFBWu z>RP?9qtiUVbZqzM)>(nQSt&mdt9O6eBtrz>N0hLfRURt4?R4Q*-b@f=Nv*HXpqRAi z&%gV`8mCiIT)c0dNq+BOu}eu0Wc5h+PGw;P=s}B{#b~8sDE+H~V={XVJ|h^G8mzEM zCmYww*6WBso#zTLqox>*BB+t_p~SqpO3!}Od!ydx*t44bW>Teb5^lr9GWuGh5<%G8 zn;u(9gG*(F?goMWWS}faLUdG1#Hx`3lUT^18|1sEHpw|-v~+apQ}S>~$btGs&MN+5 z^(Y7EPneArJ`2GINbq3Vg|~;t$BIdC(i-wyS5Y9Cm@<(bw6lzrc_g?WTGfW_#Z#WF zc0kL}sZ^-DrAhU;T&;&fkjwhLo&89*W``4JZ2#Wu_rTrpZ2}I16!mc5%NRzxMLlC0 z_aGawd>JP+sb9w?c=2_t%pzef>dWtA6tm}L0{fFkdDxE7H%^OpeG|4&?Y=vUwS92V zV|8yIgfTK^1BKo?ogqW?B&4JUl5ufElXd&f#rJksI3Y!I4c=!GU#PC0N2({ao`k1_ zg(35jvZCQPAl+a2R%BhGrC`*Xc%OpZ7hKH2P403F6)avND!%2%N5n$i|} zKfzl$3(mUcx?_oeX};VA&e=kk0?(#gJj<}P+23F2h#Y=jkhgdz>^|@dH+sLTQm!l) z=ql*}FK%z-q6yYj%klD5oCOW1-2v)*O7ylcq|} zm8!r@ga|6JbepVv^x+HZ2Y24WFD{a|TzBSWf(DP*KOXu13V`zVl@Y4U`kQ5XzJUV= z>Ho%Vzg>AKP^}2#>_PBdph|D(gD(614)en_a}DAF^-#pSY?!l4evgRBXU?3Ndj z*W%5&_BHmigK4hMq^mJNXSw<~_~sML>t3HSnNH8ntk|d!ywx?Y3+>6z56&DGR!F=# zI5`^%>8}0R$?Lb8{iWxZuuC_Tqb2)V^hYjhyPsY`K|z)o@ybf8a}37qf~()YC17Ys zTH6GN#CWL%NR!kb!PHLUTEz}kXvfU_jEbe3k0a=RP$wrB==8mTTqDV#$Ki`v52!M| zHa7N?r4jql*-3V=Io(o1%4_*&TMyAo!lgI1(gSpKDo+Ho9erYBNzo~Vp6cjOQ73=f zLT+;Azy0%gAX8I4`E(D-`@mo-A*fByus@3c^`ta3cOl=kT3A)Qr&fqBmx*8FymwDN zA+i}{T=HE9jS-#|(ZpINedxKlxi7@U-%Z!Jym%?uPM%)7OrAb}RxeD2cs)CNxOcFkQe$25{6}I%MfCIWCk+%PmyIJ*GCMq_L8uN$0^KoMjf@__$RjaQTjKpk2~BX zCie$&r|y2I@Bl}T`B*hUW@cu7VgAp^1QVwRL66@Z?GVj~_C68mI4g13boZ{)Hft}U z=;>;!r!3N++o*AY?|lq&t1=yJSD7+1AG++{gXGK;2n|Bvhc-@A{eSltbSziA3LPNZi)U3lMMYWqNv#p@Hfkhq< z;nMsfbz19K85aoG=NtCjf**m~70WB8r9}Y?I3Q|7Wo^;}0ZQ}Bli88aE4I5YDZZW* zefrNsLG#LG^gExPKDcEhl<5DFnNZl{X}E6!WdGFPhyu}mpuTJOv1YaFGlJ8Ty3N{W z!>pPLCqj3GaQbVR&V7etdCWv5jIjkKCfN;!C^J-dRJYcF%g63AmGIDJgN)y9^&IK&J(+s!`#YJ|;8-WRoJ z)3{e~aGq{z3I6F5OP1K1+B0&IHRwrb={8e;ZDNu=Hk5qw=!k_QNk8CfSZ;v78w%am)T$Y%-EP2xb5B;9^LXR*+CrzmVe%~&U5&Y@S)R) z`N^y!hs!9{;`l(VE)pc<6rtWo?lw`C?l83mmnw+V*ja9!`#1b2UOWR)@>72$7`#a%O=;B82n4BT<(+ml%i?TOGA~ zK;(_u8cnyfw|WPnIp!Wmbgt&p?;f)%yF@+dim^9#!$o*>eof`Rl*)6wKVD%2qXu#O zwm(2gF|ic*7MP*wuKr-Rr%~hlQa9doI+uK`%p|?kY-Z+eYv^Kl)_Sk*`S$)FS&R$m zI00h8>GhdJl)kKGQR|T z@+s>vK-5>NI`kR;hf-X|e`WBdE|d*o46n!73}bW;oHJYt_+$Ro8QP z2^2#fdYqGitFUgbd%wY?>TcW60Z zRMHJ&v=0`LMtc0d5X?a%+0RP1CBth$n2Zm--{ACJ)xpMVuih*bkC9!ZlUAlC!N}fN69w$mjf^+lrh8nP8`3h zJ)lR}u8rVXlv)Hr!bAPwfeZ~5CpGmgIL>ZjKaJwD@=~J;kYW7k>F#E=H6!{~&w%E^ z);l#se(kQAi|nQ?GHpNE36Y^)Cj|N!AHPJh&Ak?txs3Md&($mshvlub=JQ<5${Bwz z%4VV(N}V4jX`blXu0pbNE!&hhlmTa0H$>?p?{aW_`-$#3H#Zl&$5l1Za?JbQcXWhBpOwpeq4?PkxCUD!1w<J)ivPi0RgQ*-hte}{P z4?#0Qa#)BwjS_4)4K0fuex!W5T}+YOQ=>W%75F?8?x9H0Vi(FHK%>H$puYYtiC$qL z2fKdpc0I;s^;zkdP?F61gX7)$+B2*qPxQcs2JT})Dv_g#I}a1<)NbBDjEs&ZgPGDu zp&6+c1*RxjW)VWe@Uc=VzS`k2U=ruQ@CSSJ54E7YqhTL4U#is zV85nH65iF0!M$Q@u*=HEt4t(yxF%m-S!uj$1bf)AN}ZQX*y+~YyMZ`bWwkh?771?0 zSC4Ckv7F?X1eh5c4tF#(;?NM>#wtJRrzk+r*wS8B=>3nbmq&G~uZlpv85;}B#d|RO zRo%jpBwj)W83Vt=YDU5IU=u-=gE}=BK0c0PzkvvpXGqpq8K%Q**i2LF7(#E7p-Rs+9#pW0`J0vQFrWi6? zmY)O2xi?)9j=PNbjEm>T^K%7k^XJSx&efLZt{%NqB{SNH2fTUja6jNSz=X=|CS{_m z(lq;QeFGRt*_(}JU|f9D*|;zqVEkHTiI(*Gb!)dfHavUQ8FmGkMX`miz1cYEW)o)3 zOg}bLFZ&Ri%>u>;3d3SVZpS$S$Qy$$p6H?U0m>K`gd{w+SAd?cJ&Uw*Q&Cg-oh(b4 zg>gtiN~$}L)nIinB?zWN)O6e!_VyoQ>;A_c{g|<;^Y1Q&WsLB2*3wct7|zrbGZ@WS zHWX-cMn_~IQ_sr5c5CjqD|T!6mgUyWyKUc1^W5(I{N7GxBV+v!)9z;&ZA?s-wzl^c z9x;=}+DaH-3<02L0HNd@ zherv@{pYHdK7l>tInnPEaNjV#Z8ce(O(K@kF*U_eCNg;XT#SaDDYNlFjsjGPTOzfQ zkw)xHd>GRghu8Ku#`N>;lc+`-8yd)=%nFVQyP`~_3@hOWd;u6maPEBk66hP7P5K+# zYk6XF&>MqNNCETH!$*(mfBlk6z5$w=j!uKkAh~k$a7MJCKIJ-zA?5-0`^S#X&Q#p@ zud^3er8;XH^u#rUXAeW6F)e)}fmFF9xY_lsdeyj&x2C$<5{ihYM1B>|z|TTgya z$H>AWa4ep}kqqx$%F^abAM}F_rc0r~q)#t#O_-{gSzd-#Wm^g&9^*HDKm)}F1&QcG z1mYb+%Wjp5hc&m+M2TX5zny(`fBjL=3tEzQ{!kA-{r36j6e2PPsS&4rb>yvwF;nU zaXG$@gR;3h-cKG=wRH{hC%8RuWi)qonUghSEqh7w$?**LSPe7E3iO$?#c|?z&tB4%v(<<}!7VMOI85|n>WhUrm3D(`K z?;r0X)ulcdzeAXf7mM0TNqsU=`@8M~zD-O{a+lV8+$*mIH;9tlXpKn?#S3XEDgA$z zG3vni&!bQB^S=r6!V6jiBzDGzlNK=eP-JSXmbE%fNElP^-oDxCJl@m-|y;x|`u5I1me?v=W> z@J@dZLg*~1mGlClEO5p7Bgj0?bdK5>PS=t{A}-sKedFurtGhe{+_$ejQ{xOydZDiz zEv2=3pg;&^rDKjN=UX8sxmAwGNr;GuhzGZb>syA25WVHH4YxYN!Pgp#!si3^T`gh+ z83BRMSbV&tl`JM!b7SLAkUk=4T-BoOMMD5#Vz{;amxKX%L_~X!i}B|T6Iz~I$j-v? zv$zezfkdb<2hV%a5#^3698!KSslp`+%o{KfKYH(OCadl&@^>uTSP-U~bQWhMO|Z6w zFW+N{><9|`>eYC7d44gIGE!Y;vwl zh($TDL`xCu9N(D?TTst^vR-?%eIUHN_1r~8UHx_2cK8CnK_s})Tu0Qp&(Zt&`vVoP zU(T)e_wV0UyPI={)4AMgwdc;CT98jdBGXr|Y2sF7$mVOp(J#n(TUrg>^BFab>!WoO zsrYRI)>9W*g6iYFFed(3KYicXPUiwA*0Wrlz526wA^p8pz44x7ho`U zDTT#ZFqch|{Gd|h)YLSHB};$&)BlLlFFbG%^iTp)JBxFfPh9aQ<;@DRiH#lpk@6>j zz{M{vF0R`R66N=?+1cG^0n*aWC9jAe2iUAT!IX?(^-ic0rnoHF2xV{9S+{ie^6;kM zE^<8mXQ8_i{i|2Frc>pmoeMyRVc(10L_i^9+x$w{RU0kml7K*1^hg-7yE-*BGq#)a z-g`J_@7=$LN1EKZO{5;Qo>%UY@y*sH`_S_iLZ#L^e9T1tw!Gh=j$?ry^T|}TO$!ln zC{OHd@hsatm|NK1-u^QnuFCSXQ5-59xDIMX{W?Vhs0~{2C}&ps(;r%`;{U$&yI}JN+Mp22 zHJ0kZ5>7b6(O6g}aYYlizkKv-OxPi+A8*0hrmjCG9nO8)F{~}-?k;p=eLS^f4W8R- zd3icY*o7XfggZk_)TBNfR0}WxITzEKuHvE1Z!IuHZ`N6IrTCNw&9BF?DQJtwpWQ*HJNQD+1dM4s?0CB zZcH#Kk4wr0PwW1VxA)`6tfI(GqK&^0z*|dtdiv$zJnf1OUW-1mF7@T^4{E_sNj`Ac zzjs*}`(0ih<>SYXw;ocXL(A}^!det-t^RVKhKmKQyy$=Y<{ynV00zW?=g%u zuv>IXeQf%To!QYfcpY(*l;|2%pMR|WWSN0()yL1D(GgFdKd&FnjCf98o%MTiWAg5; zPgJ38mirS<^Agrpr-xT@Cg6AHyWl}zVsApMKh;PYoQGMCZIcxKkVpC=|lRf zBFjI&pADL5YimPuq@ljPcEoycviD%x_lwORo3G)iizU2`QN4e6$<@D0+uH!*$; z2|kFYTRV9ugfZ2J4!F$kE45bNtt+3O;5uwf-QTbNyE6XI-xTcsi3rX5?98wND0%udpIr!>n+gA zv087wK7ot#w4eT^!ijd12_YGoSDUt*H}J;*oVd2weV+W&%L6R~J@t+5+)W}PEDU^0 zI~z1?^rtk`G=FxD2!C;M7VG=4bQx4yzQ9wMQQ>`kn*M;36ALkr@j9SEEbujQpWJY` zHitP;HQjn5*7!3qr`>3w9qBwaaSWHaA7B`lig)M!+-4}oL=dg-SS#c(Z|YbC#tTm0 zKe>w2*xrr}Qfi`+teOZ!$b<%}-a!soJRR!4XF6JWy~v=OOU3Qr^lWy0?h+#E{3OqC zRF1PDwXDp+2LlngtIEWGK*wx0vABu`NbG7OMKnD8tqTdQ#_jqM3C;oxvHx2@F^=ZRttvu7R1>)Q9 zG4^;thO2XDbNYfzOhN+Nuc>*Y+&yRL$L{j-GWJ!(ki&nm!~d=ig~=MSIynXuX2@|B zH}D6Md~Ne1!IL*_g#>KH=ISOU2oaz;44thIkCk2WtU4(YsT|;1Z=p+1K}W0_wv{ew z-878~3d<-802eJC=sQ?$&x^;kg!$H*F*Lw*)=#2@S6(A8h-XOfC~`|L6sz>12)!e0 zw0-T`IfkcNiLof-&AZI}B*419dG(oPuHrSs%*IAQ>&GjNO-+{&Ad|<{KFm6zG-1Hc zBu?z9R8^{f^!b7F0OP|)gI-+PpY=MFS8*uVq{R>PWivBZ_)A$fRl)MGWF1PQKnfpp z#MFA9rU^K&&P&j$m63w#Pa$DiiZSl*FOcq@))As!a!_#YRP9fzksvhBg_XIb=%|=) zCyzE09rEH4o9qY55kA&Hzn?YALgl($eO}s|nPM zw3ms_Yg9hpTA(5PGCP~5L9-Hrg}p>|&Bg|bbz{Lr$kQKQY}VZr@$3;!cwe9^#)J(rS{?v?(_1^AnDWYPcX@5iG|NZdc5Wx0l+3STr@ zV_`iRjCVV+I!oi_;NZ+RTQV1LytDgr$~QZkpA_)mo$eG?EiiUM2lrsh2OGsbuKqzkCc%IBOIBfZ9BX$r~;GW*imG z)T7u=xrH3JXQr%kaUZF&5QaUQYF8H=eC1669zukcLvH+lS+i*C;}xmXH_RMG@zwb= z+W438Dk}JC?%u_l#lwTNQ(hAbR;TnRYpzhX~Y74|6b@QUs=B{$s$?e<}(LnF^-%ZSCRMPl4ODT z8Rk9pQZk2)!&TEKNiZ0zGZ0m9xbGnhhKh$3Qq19RHfzsNmr6}TQ$iu%pb_0R`hu2u zUqe4lKg%OMl6nOGwq`5BIN-kFa(+%1pDti`$y2@l()Gtro&*OcMc40|iw-@9jvg5~ z*}y(=;WUDZMvxp7%v+M4_y$KsDP-*{iyiN)Yna{x&>#?A0Tly-y2}ws`?innGsV87 zhS&#qu~ZDaL;x~9adf;qZ%rI8)b$hkakG>+b$XA%5?QoInGonCSKP>MB*}aPn-l-D zp&=#9{37|2egcuJ2+}fBA9U<$VMm?J!UL3YjS+9eX;g|y7#qr6>6V~BsUeIC9HyyQx8?G^@ z#oBrNoh7?igH=9fnAuARdE=M1(-8T8gXVuedHe96gEfnukWKxa&?U_5GqcHpYltnz zwSwl_-yBy7^&9VnWzodSJ%dVu96<$T4p?O=oy?v?L(3A3CEs+EnG9nh@|}=88Wq;h z_Ac$i@qSOe06i&?@(JTj0Ld0-bn@C&cs%MKzkmN8fg!9`M|tNXx5=<58b%{EO|ki4 z)`&g6eqW{i8GWvHT|i?aE#wl}=QxwF5rSpjgQXS<*nj9c&loS@^lglYi1druxINV) z1}wykVp+iRBjtq{&~?OKi6(Yj%E@KBcUTsbo{k009#_|mA4M;|TtgLL*BMYIFBe@Y3)rRbV#l0NHyb{OjH7?AYF6Lu} z7*{{V5P#mQ;k`ClX@j-Yqb*Yt(Y9S+cVaJa@5%==g`2dRFR1Xp$S{*R@%GSCuS|QKi{{svL7q~;) z^i&FME7a12K0WoyQ7@ZoEzo^vw|~z#BIpwjA0IJrFT~WG`Jv@kV6b`qCXnb$)7H*T z12nJL4|5>i+1QirPIt2uzOF~*H5h)SrmYQ^TOGqQ#-Q5k}V6VO3ckR8O=ll8n z`Z!z%b1v7Kao^W9t})JWp676Hnwm1Qeq_7Z29K%s0Aveo>?9OsW;)%vgsVZx%h~#ayuEU80<}sx78>$v98QD zEf0-zwRiMSw@1t|eov~){^|MCcg+3Zfl6UjiwjKl)iSF!Ai!AUQBzX`VmPH*k!gL4 zLV90g5Rg8jpaEXx((>q{%w{ExP?4T%_{aC}84kSC5)xjG!r@F4Z_e}$3<7d>MXn&w zFfgWfeh0I^+kAy{_J$e;n0!8Wp5S~c1Y|fOku9nB8$*OpOLI5#wYDr2ZHuAq#GARWy;tcgCg~4l00GAShEmo(5veb`)h`Rk*=y2z3|ejc z|IkNao|oI=La#tBa{(%%^P>gI)3X2$ck{^p;eno3r3`U>MOt9(vpe*9BiA82uXu>uYKQUy?pjeb|hu3mVQpZ z=0hCdsh8FD-+wrwkRenamxY?<=c#(HN&jq0j+nOzFs~CCH%b_9IU})nzCXfiH+AJ@ ztdO@aVKzXGs36sT`utgKldgm=SPAjB2AtS40guu0Z2m=C^aUYoZe>*!q>D83tuLF< zy!{v&8rr|jnS9|N>vE18)ZHD%zeWl>4i)i-GZtOU?*edjqpRFZNb`v*UYBj^n72Z; zZG6@b_bEjj#Am!uj*FsOvQ&DK-wh<=LI*kr=n@$dB{vJnq60%&pBOFYueO_4?-77R zH(T~xp;VvJpU59v%j0ytd9>f|>QvK~l{+Fzyy7O`6qpYv7FPZU#utBllLAc`fhZ|0 zHDbPK+Fd%_T8O<#e8)38*%=$i4xhy(njMgBfto%21lIcPOx(U^Plyh-i0n@e@6ynq zGb(2MY9sE6O&Wh#Q>pUqFz_JPe#y#Yw161;-Jkt^6w$9AtahWCS9NP9w$bS}=`0tR z-^3^Nm7$gP0H6yHdk?@=4v)sf%56=xO_(Gi{F%&Q>gumB*+gI)Twfh7Cv-fZbPEo? z4{%Pr8%NHsp&{ZKkrQ#_Bavj8COnbzuOn4eL;~xafaiXcrWJdqO!OALR#R8P@A2Aj zjA|=k%hS$ReVB*`4-6Y9@DR}W@$wd}{R}_>VQ@+fbpI9m`=364uBhiiNb19G+ZLwN zscUHH11*B7%jg5Wy^a`>>>}4TNlNX*oOt8_Og|J2eHm?WRDF>HyB-F!k^*K4>G9XN zz#G)G)YJ8Nk~*#2V>?*W?pw^-E6eioT-FT^I=ZD=9~pe{}e zCzfzxBa19DY4G$7wV0Zw=`ASq^vS&n;D|y~X=xcyZDNe{Xg+)(;(X~C_yCciT7Esf zKkM~Kk!|1elJfG21E5Y8=P6<1&eQc*uZi zLCCD>b?$sp^Xu2Iy9+FSfR;cr8ddkcF0_GknY1biNO??a>1G;#%&30|duS(&m^|62 z@+vJ=@zHxv%o|79Z#wAlaD``jjABE+Sxkuk{bHPI{>E@VCiv%hn!Zr`nWFb7>y`fu z>d8Tqqx12*??Tr5OlG&=W?w9~vO;=>9HzVdWpl6hLD+U5mmtpdy7MzkcBezO!fh}H zkN{lW;&k@eCHSJ0J?2*KP0I17C+PdPPtWj$Apu#zJ&(bKJm@-+fCCr!C3^9>c1UKn zt4*z{V+T-rr&sy*TD`AJiG9}*d;Ik(z5TluN=}#hjUI#Pns_l@>v^)}-Ys#f=ht+u zQD9I(Tli$7x*IEDZJ-#hBTB#<@bc5$R`W~19c&Np(a~X^pQEtx@JJS$X#n(C%@{YZ zt7RwuqXzTi;Zo?t`}K?E$c$6HvHo&+R>L~N*cxY z0q5#fAAa{`hCfQL>FOJXh{3SbTbx1k={qdI)1k$cV!z{ey#WK^+n@uz`h&qjN4)jX zQs1r|HW+eW`={;}tX_#&;Yt7_jHBnGqoOtkPWc8)46%U~75IId>BLfqmDTBVi>Sb< zQqO0jw!0g}myo3f=8SEz@e;utT?5(v;vil;Q9Ot3sR8xw>q8Hcm9?<7 zRm8r*&{A7Vv9r)#yH8$z!{VZf;d9cDM105&J@6!Oyw$FvoZX3+z{PetI-+h1}aD8;{vqPiYkDb!5ZdXK~Ky71ls{W0xu6zDM=Y48kv|LM&@#*HW zA0Ig5)qCN3mX_{!CPVLH{(_Gbge9I6l?Z_UQ-{GfUIT}c9}NN*Q;`cIRV|xkxY*Pe z3?6ISdT+zg_(~@nY!u!c{duBXsZUNJ==3>b)dVUOR0NQfR12MOb%l?yVqz$0Vpf7J zb*E-$KU*(!+-Km&`0%GfC*a~ZJ#BN-qUrq1JCN~r19YUmZzR4XmySJW{OXZ(A;YDY zNs5jl4;}uRmJs6`r}St*0ze?3Bsi`bAf*I&^fl+2sJGWL&;9%CUKJul<+dB1>MWAL z?MXM;%)YlcVlFoBO1Zwi4(d8W3UA3&J%26&(wQ-eG4^S9ZT_aFmi{bLH5f%r00sFG zM>xZcy`#37xxSy4_qmLR(NGRh?*+|I$-X0k;lL(=*2b^7bQutt0_Y?F|ETb*EaA-+{nuh zrej?%Nk!k98n=N(gJoi3VzKpyM$n1KqqkR{$k(qsRa>{>Xr7d)D?7H4?0aCKTj9$0 z+S0S}7591O2;->Ym(l!(Zw}eubC7~>ump@1d6gaGATiQO_tLF0n%s6{4AV#clVp56 z8xLna0PFG4@K)dkQIQue`4vVfsi>0!Ee|yG^m&)dE4jPmd4P#04jpgR)@1?OivH<` zZ4rDR9H98*`Ur7)dWM3yg4H$E&co(3_{y&e0|C9=Fdj$lBD1kCuB;joMye4ESi63< zYnw}SGZtH=m{dd&|7%S`^yzzn^pgkv_o=AlUiUQSBl>Vx|{=6PbHlFjyIr3yHC3b3I zBcK))^IiM*10{R{0s=i`K1a3+v*cRsT?Gx5Ml`YJwl)uGTKCM% zHEfvdtXIm@^XJdz)H}V#t|VW=1eeO=z*fDdpJm+0u9cL1Kd-$m6RUp@O7KS7MvELf z51(g4P1_@!bmk zwz<3Xx;H1s&An11d_ZI6D$2Dp0%PziF}@}2LzB#W(Kv+)M+{{4CbGM23I!4hTq+t+yc`aUT$0nIXxVQ1+}lGLPL+}EBvqEtb5 zY57T@TcdRtb~m*3201xu{8Q!RBQ5v~cJ`Y`94e&?rp`;{>v4qHWiA2tAoor9qSU_; z>uKEjc@Vm#A*IKzcm;*I9B)?s)~>)|WEOh8W}{z(hL~KMer3X^{|}HT;raa=*QSsL z`Y-YEb$R*tLdq+mqlI9^_MVa0hozByrJ?EzO?f?L8W(q|`q|w_6lC75TlkilPbb@ZGMFHK){J9jnpm3&eP_69Pd#?j)9Nk_+Qi!uT91%Nw}^#T)*Ty!(>M&=2C z=75#XNC`?>?o7a;7xd$Yzu$@?0P|iBg$kh(xTMR12P@fy^m`xBuAo5QSKGuyJ^45@ zgQ+{qbcG{?9j#+b{4IUokt5E(F6uvj%PQ3Tb!|E5Iq~tICJlv*;W#`~RvU>^8^}Tq z5D+|^T%Y%Xd5;M$XU8GKMTEcGe*OIG6XJ9ZDrX$4EBEKnZ`o5Nv~(f+RxDubdnExD z!qE}azAw!W&Yj2fOnmeiB}W@$>*k3Qj+MCmnhweQony4LjYz&ckY$F9ktHZ;+MH8B zCh~7T@^`T0{&3t08N;HYLb@0YD=XUKe@?w7^-Rj3pN$Ijrtg!S{KB+V{Y6jRD>rY3 z^tG~GC>TVQ`#jYmYr4D#snlCO5A^t}ek1}^Ma6v;@kTG}yoOkflo7Sa|Nrjm=A1u& zIQujW^raAp7?$e|Kkyabft5bowUD>EdRKExW;4vhC3uZoMy6R@_P zDn(na(^5HGkX?2g{{F*(lh|U0xV*rXPU2L0$+4@eWV27H+bAUDC3JGJ^l51!F-~7i zCPHgMgYL3lsOfon2d^Ez?1%s1wU{sv`0z@yp6on4GkC5(Pyg|4W%uezBmeJr_~)b4 zZ7jxelz+R3|M_GW2i5Jr7wF$!33=nMH~i=N`0rl|_x{!Czaqll-}rBj6Bs=H;=la;egEyT0@nY3A^vee z{y(`8Um5;dm%H079UY?n;#bn-6^CBjLn{8#x!EQy{l?4;p2k~EA4-agD=65g7+A2- zIByEmC48ydn(LF($m038rBGS%&n1RI7yLUg=Ey^YgPMUZO&%kSib^(C^nZCS&(~DdOU8ID^XMUH2z+Y_S2*m z%5}ND+N}VfDEK1FIwsYhd;L0z`pj^xDO5>Hp>q7+{{P)=-M>g!#PYVb*InN|efvl* z4F`M@A)Ydz`@2HS7?Urw!B~(({_Rr~{>P`t#`tUV1&IP{D`X5UA@sV4QXgtIL;wXz z1;caXbJO@xDTT6Pq@3F4r>+W1oEjm++j%;amm%W+{B-;3%Man+h3$|Kip}YFgLu4k zyHt+;HW2I{y-K!%GqAb2&BMJ?sI9#nl9ZP(udg3r)&O&DZ`onVCTpRRX~1Xk$zZNE zA$4h~{n_3?cbQFki`n&V#!QBGErm4ZU8}U`2Z{Ow- zk~-fj7)jZ@CeQwln?@3ba=GnOBfhoH!EbR1eSJM1&qYruDJge#O+JybjJC4$d@!)6 z7)cS~w^{iZHyOwgGUmF;hJj0tvY{r7Vc7KZx0W^xDt3tV{oF#wOHEY1zgk;+U-FH% zY+_#IKTeRJQ_~Gny!NwLK;%Pp6gYtouE3^g{cB1Vm@yGT=yrytq6BD$3l z+R$XH8F1zyqH(zV!p9XKKm;}i{6oqyDYVDsVuC;Y_33-vvS%Y96%~aP&+5*?sBDU1}!@Y2@H_xAuj2PA0N?YbQLKA#%1;q6a_fMTsNTP|7()1kq4I-M%Y&He#{FnDZVp6PDwbG))-4}s87p8Q4i?A9?wV#WoNgS=gig3%B36eg zQT6qm=&=>P-mCW#i=gW(GoSmCWMOUX3dt2y?2E9^zdXbdHL0@q0h0;5)k;5Wby=Ll zOb9GTvP*UkKpdCcX^OG(nYH3_L*|2xYQo&NOL=mI#>d9SASBA~5k&BR;BcrK5z{@HX$k<{$n{Y?C%24G z-p{V0Q^7jB7VE-)J&Pqv51GPH;&jA8z@mEPH7DolSY>`*$H#%F6y4-do z<+f}5`fV}T=(mYDji_0)c>P@c$$o`k8|0XDYvmN>d1X%swMFb0=<$STa$NJgBBvt! zQ*P}eE$g@NaK7=C9#X1!EDAF-u;_kKn0jJ)s4E@Ihuve)@mTZDViVy~;|p_u;EDZ6 zxN3N`WJF=Q;aEW#xGVD8kLHt&Cfv(fqbGLGF$UuI`vH=-Y|k zEMqxrqdMB_{>ee=xgxU~4q~xCDSvq1#o2-Mv=YA(2S>=|=O#4i_LH!o`H6gkJ^TxhHR z^hD~iLDOBH6&NU~obSS^uA$Dh?XHbnyX-SHT}8WsaPv$;7Zi-qyOp1p*ISM&E}sX| zM-;?xk)dbA!!?F-KJmUk!+nhL^tYBG1H;@XVKR%{h&=HrDwu^aYdPYAQV0vj3E?9y zx5{sN5aV28f5h=iLdWT-fx2RBjrp?C^80t=`k15T+gp0lKQQc)l{{& z63`op+Ux2bF9^p!@))sOrxIc&=Pu%=sp^D5O}ZoVFN{XO<$tTMz#Ij^>2iS!;JD(5 z`H}h=02haQ#l(S6Y3vg<1aQc@K<~u;kxS+ayvQ5i9@yU|@Tw+YX>6Hm1?s)JPB~-) zinpFooSz*~A>tOwH~!~a)bx)ED#2)axG)morn#}-RaX7ln+F8}3{Nav$FIkG%T-uv6CcAZ24pc8i3ApbKdMfZGE#i+Ij!S?Qv zh@ivmFJmYB^&kOB6h4g`wV7L3&^>PB3;eyk)vgq*Fz~K!A^4sv3#!)3EHuRCMBmDx z$#lN=1CY9+AoM$q@Qb+nl}nwTm5zvs57W@m)i3OmBOV>tjc36*qo4)@b&RqL^&*|` zj8?8-BHoP@F;CCn-weIs?JbJ8rRqEI{zs_>8^$Hq9dun;!)E&W{+2Vsjfq{aMl0>` z?9SGga1aDOey`FMGp<ReBmr2yeKh4`fY)0-bTo9_+RK_6%xwq``BEn>(ktcz{V+ z+~U;@YPqW!Oc}7ws$WOTyw&&cCl^S_3MFjxi**B$sG!R!5iTjm$-SGEWfhg?RR7%a zHf!ob?eW(d|08KqApa|qN1_1AW}fl_9Z_JmSJtolODA`E0$7s(WGX}59(PwwDY)^n zGRB!GcY%QD7Nm@Z2WoTU;oDTQzoq(s%K?zWV_?OAvz0I0wA#@MiL~J$fKzjF*r;jf z?(y*8adY=uSlUVeY49%nll@s}Tcde<+!YiggBb+x26J4}IEh>4IMC2WC8bT6fIT!d zIf=lt zA8AOLlZvOe{J0i7Vi))=>I#fG;4)FB z%*ra`9RE?g4j;akh0vbpwnsy&Vh!{s#>SWBvW|;Dw1_Dx z3Za>EeEE2l>~Z{!Yo(9Z2J762KR!aBpmoMR55K1zS6ca8mi`7gsXOq^W*4Nofqw~| zw#W3hmzcIs4W^cQnCvIY{C;_$^%kW2c;S-NBz_;L$k5HMiml)N)~dI;Q;vy%6X}zZ z#@dd~dugt3w}KIf7ZF_DB(toct&@~D+?oRJ#|5^6z<^uRe2awo!v~P)q5+ku_Xa?{ zNRC@R;)U7IW*XVpANKK@w_RE%Y$hXl+-4@Y$KH!#zAt_>B(_h09&}Ibt^1cNpWM`B zAMKBm{;HKnJBz3P%<(pWzRTo$VUc#D2QB-^gmJT#j98n1gIu#Wa@5T$#`d2o!6-vijpqvAC{wmu8BH=dr98kePH3O|Qt_ z&JHg+9|HsJmAV`po9-P&d3jCD_wId!Hn{q7Z*BMQAV#HA0N;N)9;^=z4ub5FWuZgk zkq%Y7S}2RMvMR~DrVE;usA_O%xkXO?VtPybiWw$oQ&^fi=>#8lCl?y_sICaE4HwSL zuZ;j>L_w`@q}aG=t>zJM=``XIZ^W>02{^A7$K zSy}d&m>4ip`!YR!YfV=G^?>deL{(_$7{TAaNh>N6zy;?O;QLczc|W>Z>ASx(+b6}& z!pAJZmV3hw!G$5WAg88vBvSuHg#03LT24+NkO}MR>v9VVle7~tfF7lAc=SAWf`I{s zID&wi4h2|WxZsL~+})NbherLEYuHF3tLCv3^*45S92ZqAH2Ta(e;DRNwl6R1h z(A?7Y3t}B5C8eKLT7kz%G3ujMAtbwIVZrqLn%ZbNA+8l4d*ldN zmdGxL`I*Ds;bA@A`>Gp}-@pHgD&6@EB9urokDJ-ME3E>-bjvs#LBD?jrzTq0l|qs> z)ad)b-v0bdfbgHAKX0_PZ?^tmU4S88Bzo|Lw8x`{__ZEml-QgQs1=*h(XzZu%y^Nm zSRpV+?njuDHa~;WRb{F+9xk{P#A*e#*-k?SA2lsq+KY|BDv-*B`A0`E6GZjZ0crlB-*w$*C}A zt8C9}y};U~%I(@s(oCZ*mwbNM*KH&3X7(8I)!B!N6HK<8&7j{ zEpbS=KY=SF$3^Q9atTgy0~k%)c7EDpg!^t_0Bl5*bB!JzSZ}1iC@#o(Gu)e2aX5{w z8p`O%ibJ~307Dq=(eX$sz*Vl-ByTyi)P3*rG!AK+U3H+XKujuCVtdB#?IQFwJdIe5 z$F!!QPr)<>6VEFAsKEpXPm80uiTx%4Ag9bwuavm6DT`ES{UIIBq0+}~u3GI6yf9=7 z=bs)0y^&&*Mj*2i%?{>PA0CBjz1vfVmalrMtfsPZ^T32tYp%$}V}{oo`5BoRL_D@Q zs2Dh1Wf!D8W>oy#KYZ|M14Cmw4@6caJ48^n`X6S5pReC8vw7WVrC_=is@?(r^OZP* z0K&qm!HtcL&i*w4qQPpB4e6Ml5yE!oSF9*!IUIgrHTsh$MpOaC=MU$fqlu4{5BvA( z&(Bsbw(d62G#K?53-ImCMX9Kw5+I;DR?c%m-!HPwP|p1hedTXqQK{UW*qtJsy$?3N zk4&uO86TKkKXV|0Rx7vpaH=e9iN=V+m91(Usg-R|H%%tuO$=a_b;6(r4Rd3~tjXeu zfX#z&PNN-|oU%PcN4bLYvwOjTQN!ivONjdZP7nRg?&h0ifndY#1kaASY|ZlIZec`N zcm(^|SlTYv`~G+L@1NT(5@wy8yskFW;LaF`ITGTd@sz0!L$7I*5$-24P}nOub3Vp7 zaXI|BrQ2w6UWdL8DdpyZR+CDB1&Vpa5w~Z{*dDSc znT?e}6busypj_~}cu{DZa5=@f@31<#avu>J>aZX8AwQW&Y0~|Xf6P!xGI7H+v1 zIK6k^p%8t`74NQ=@RF2MR`w_@)hEr!r2I1go-|>5bLy(x<}b&}gvpNg*bt7@7az$- zigWCLTRpB{N934K1egq$yfo(4y@))|(9HM$+9ut{b^j~TLmggW;c<-YgPu5KXJ%7C z?Cd1W$7`d+CrnwUYatQQ$AK;QDsulM=>Dn8E}lb0S2Sql^Q`ua3X4>9n6yX3x^YOk zGqkTBwn)>^;yBvS&ougXV>RMlzplTPH}~`_&Fa`5xmH_D zedXf2!VklRhV|YX)hT;3>`D9UCoz*04`JUU`Q`dW4Z}{E)aj?Yx{B(zvit2ti zkLx|PVv~M*J|W?IG2yYDv_kjES!HC(>{h&@E6KaN*~w0JSY1RMzC(#O9?Py_Eb;S9 zgkloBz7V{2Ep^Al`K+po17yz0%fiF^mYd z1gC4aPJgCK;$D)Iv%i|OG>%r=(Kkq{Gnkl{dUNj=6&0y(?cBe|ezV$m;OSH8xAnsh z=k&u)jw8);bJz@ExhRLJS*+}vo@Qyx3gR{;-nj>eWSmcS*$0c5nVEWjI0nXMw^Yr|%z26@ zoF`OBp>w=b-~r&2J43BKgKvk|W}YcHS$ZZtGm?QE4P+WG<)xWsn!Zv|ZL?(KI2Dc_ zO}MP!{$N#k`rL>CYM8jAsTP@y~)Y>8k7wW=y$eV zf$oL)fVbVN>0j+CQY?3JM6F)s_sXBgQtuUQ;PYBFU3K;aAN>z zCmbxFeSCF$eq=IfmONr!oEq7%4FZ~LW+8J=^2R|>G=egU~ zJ#Yj+RH-RBRa8Ffe7Z23R{h&Ku=R_AvBkk=P18y2WEyDNA3xqm9qy#yUtXC~pc4?ntfoUpZR;!E|L4|^6k>0 zR(!yypHpW~tsf!lS2B#Y9rItI28S3p7rCQ6Q9o-`S;3;$GcyGx)KN!E8 zojr=rG3L+%ZJt^Em%pi6Z=Qm#+X^%51`61!&D*}YD?!u^^PE9Ge)T#o4KHsPL~3AJ zbe0vS_hl8!fy7MzH-sQPIT+9ZNlhlyFSKlIVPLe9qd(>VHrF6GwM+6pO59yK;}|$Q z^C@u*Ew|e+!sRZtIKM)_;dh;!KQ)AST384)sb|N#+Hrmlfmn5Kdt7MT@j`6eW#z?N zjt3ywnR;nY1a*R{2=%7cof~mj9YBh>3jQL<06Py)$;$*Ebm|z3t$G}Nt}D+a40UxA zIalK2Z{H#8$#3$7Xogtmh#A1D%DA2+n&8>s871O6zKOCIaD$XGz}p+9OuK-5mvS23 z1%Et3{Ng;D&Atn8NFAeg>Qpkmbs+Gy%`&cgyd_(Oxnz#ewxz{}Ht}Rn{HY zn~Un5N?NXBqOv!$uTy;WOrrVt@#E+03tN-$S(#*-8jcj1dj9yJh>niAbFjp@ zyVQprTQ>eP#lUL1_W@*P$^~y9kPc+0%SnuV;dMIX0Vbu`h0B?Rg~eTd{s=(-fXUpN z&>%HbrWdT==wMle{@;1L=wZMul$yWJkBciPA4N~C4($+)e#9D?#OXLohrfeYM=E_m zBZExdb4a73blQFJ?7?p`A&2kx#4ysCch-spV9Tb!0(Igu;J#cndBT;BJL4ymm$cV1 z+qK66u;in8Ew8y{MGFAin6s~C8h<)mcm@?xv{H+ygvQoc*J$33_L1T=L-WpL+!Zhh zi*3^u^TwI34-lc5Ue~xxipHI0Z2U|&PR<>_NPV%iw$bZ3wm}m9psP5-P|DWOT|Y$! zMhwUTuY&g9plhbc_<#bg5P*1ZmZm+CWin1D%ut7J4rQqPYG~T&xwsBg>UWtVA-~_k zPoCKtNuMPp$6GeX1Lw|zlLKo=BqVSs%{B?eo4!&sgmov%UjRGdO(Q0yq7nIdu^GF` z;w##Utulsb-L^$puxNCPEH=+K9?(4AU(dXWE7xbrW85#zywlUJ#&e`oG>zW-FkQ*8 zs`>akunY`J@waECK7vc-~dk>@S!ocI%@-h3P+boCa8=BRKqi%~Ho0cdOqY zF@RRiO}mYt(9kC9&cX~iXH-;otkT40lHv~|*SXC{;u%KH)?ggGY26<^M!pZnUmNr2 zWMaGd&kSjTpQ#k;Wv(F?32v54>i8NgFGyBI1 zKFbc(ymEKa7U6n&M2F}}c~M)HtS^zzsFaQT496io@AQ$3C#vWz3QE8r2Cd|ak zC4Wb7XS~4B$XO2Rxt;mW1;s~*k?P|JLaoKDof1&je{8^>PuJsdF&$(}e&HG$HA=R> zaS_yM;F8Rcp0&R+`{2oi+Q5jK0fs6M&l9it!$a3AZZjdZO<*EROFJKnnDn52LVN6e z5(O2o!sdoR@VNe)3lyYoaAf4=b|@hyYMyT&Q7*QH!P)wAZ}D$gc~?4C)&CM7TEM0F zWnO*J2-O8RpE0>(;{E(+?tX2}722`s0}OfJss}3tSOIfom$5QJGQ?@O{PZCiy4e{e z)Vdv#zFBVTcX-GGk zjFkY}4KOHBWKw$!^j!tLr6t3PgQ+H1k(XjEMP{w!q6~Ff-M!&LI0hR1DH;}KFLujO zkMZL6AmgvLybqq0@oL2^{3FFkz(Ir{!J3_&w^-h&F2pbi(Ja6Gq?Tu-)513IEncDP z(oj=dO{Tain;ZH;$BqRjwH{JZyimd7MzsTX)F2DHCEoOv8S=8RsfIFL#`wSe%8Iu9TT7PY!t@lBm4$$jfMW zbHFRtq~UpoMoCS_nB!u1qW5r9%B~?H<#|qHQ*1jm9IRE&4xFHamh4xWIRCW)7TKHG zMV1qol*{LvK+p53G8?UUvVTT~=+D;3%sqP%Sqy?{c5qW`1D;)>zS)o8Zvh?7)2nwV zH28>$c|Fg%lY-^s=;p0k$m7Y!X?eQYG`{ma2~V&UhSJ5nbIi^pE_3TkX-w(zw0%5m<{HuMGbwR$hh*hJi zjz^#r35W{brr^om;-}vX>q`*uW;n*`8tJwnM zu`i;iCn8G>3d)^?TJqRB=$m_cb4O+x2rLB*jgW7EOQB()u$isC^9$XnsI0VKN{T@s z3GG@L9z39ZKtt?ircwUxdwFTuR(+Ka8Na<7g^*@1JsysH#!lZov0hN(XJi=BYmT!9 z2W2poN=r0dUkex9GOapvN|vzDDCaf>wd>orU?bnFT*c(|-ka(O7^vadsCA2T zZ$`Nh%&eM=en!&dd}v%BNUwF*-^YigcwOd;Um-5kVzQ34qit&n3h_!1d;>N!!XyldiF;FBu=0z^teT6o%Z%4xmi2WUUZ(5k!DjDv3(g zo~fghP})gXaTRN#1jFzGxt6PxzCMPhr)S1U&Q&+)VD}{X>c>6`-ydwPcOS3Rlw$-( z@R>{w6m~CtBP#9fU&Y~D>*Yo$^z^8aCk&hebF=e-Q4vUMA*iaAK+O)?-M5=}8?bj^ zw<$`UwK6c#Pj2+2px7VHg}(1tn4SF$C=QsI-6kYNy+KJC0MCE|aF0b8C9MF>?Wgz} zN==e;oVk$Jr5~8Fu`zAc9s%NJkR5>1jK$;m2JQ0b7eAIKHtrZbIGNmJ8#@@T=QbaD z3};Y>|4Zo)26_D-YA9MeT#-LPkbLJgCJkT#4`CT~|j{xDB3O+uJ+2c?G>#(in?lD>Ts9 zq!_AF@Jvg4Q0d6HfAGtv8fs?6Y&ChVgM>S}q^7!JVxuW~?hcg|w+F0!IX?0xQBHkE zzSTN4rw#pG@?nP-0U8oTX)cb0kZpG=lwwq*%?W6OaVYqu7bg6(s~^~XfJ*^b@Unwr zaA4R|Wqakqe!`kTF>XJ~fQnuui|{N690xHX+g2h`if& zQhM<0sXQeQiP5Rto#TDFsi~W?Z-r$;py>n`4~(dC8f;Trq?Ob^If&5PL-yN zjS|Bb#c^bOJ>$^{TWSqC+G1&j*@v%QihImkVqe8YiE|z)f{RT*5@V@*r-^xcU1NKj zA~j^?M9nk4@nzB{F|lW_T%3}duvrDI&J8p&BObyXko6CRm~-1LE-ub!WIxipB8%V@ zyQ|EGQI%oEn)UfkG0p#yCT8CvcKa)TjM0Xct<&aj>07sgEo|TGoLBI5O7ClZS1~Sp zfa~(v&+m041wOvyy1P0!D-;+|@5y3ZK}R#hhz}17lS|is0d*`)`U?O!=gn@{)}L@6 zNtT6u(+2DmAbbq3tfi&Cwiic3KRSYD0()KDf9ksy5FDZI@AX4Jct9Vc6nrJQ=*qA@$MG zG5L$=Z{NJ!-4h!HJM(-AS=rZ6$HI{eR1cY>Wkh1z112`Ol`C-?#@a)Odyl z51gK*X^arNU0>_tL;#SUYq?@8SSc8jhDYnc;I5^vZUl~PiL%g%l^81FkS&v%;r zJWw*dAPEN46E4NRV6qS#7WLWP9d%<7s}b#~JcgJfDF53#7H8HHtyP>KzUvAEj>0mN z`OtQ3+YoTbdTnj{`D2Uj-az2#Ar$50t~Jl~ML2K&31OTiynR{4RF3TMFK}}Im|R*C zg?D+7_5i@jn_vS0dTanVA7j+gCYMSV`JqTA3%ab89}iL1^LX z&jI#k1{Q+<;{%&rg7QUDJ_{0@PPQYpW`KE-^>C}m`nsMhFwbrfJ zxKQH(vsAqoOnVlu{JCvb469i{@zPp~O$bhS1N1#B4vd@cVetyac=Yo2Mer`I zl3$SW^egwjIxtMzHWMpVKTp*->ik?n`pis|BKa1+Q!ClUe0zlT@-DI2;mM97`anoj zR9j4?Z1G%9F^+^NY>i}>=+?J#3X1lWlxv-D%3{o8 z^c;kWNnqB<3oc;~l*##dmtSJY0;eVqm)cT^%)jt*aCyHs9dJ;+#2oI$-7(-IIcJ3ki`9qkt#9bH?zww8HT z3jJ|+H53$T8beLvX{WzhJbyR*P05oOQ*(2k#VIL`zI{p8e7`jRZb#8`GuPJs*eGadXo!F%nzu2bgpE)f320-2 z)hf?g_T%|W#kZV6uU*`{g`3)2kX}D%YTMh%i@iCFgrs$tx{ne{!^5cpB^g3O%KhmY zlD+oNxF4R;A)e8?@~>p!@$m4davMu@oSod!Y#bcK0tXjqYFhQ31I#$f#AUqaX~>)$ z3oQ3#j zv0Lg*8%4bF`Q;HHa_Y9kIlj<4k)mKagvqJDh|`EhPtSzb^-f7jMMY&vz5f*;LC>B& zqvhkflO~Ofh>1Or*&p7%f@-{&s%!Y>t2E0Kme6#)HSU5Lx|fKqTrtPh@5Hn3x3+hw zsW`sPQbXo%V!|}8sR@Ruh#Qo#Zsn2X44?ZFr4f9OzT~kMbz5q_ke1HPd8NKWOsvAc zqHUyuTppp=m+K6@bn)A3xymo#JkK<*KMxtlPTznQ>gI5c(!;!rkU6=O>wcu%RI@MX zS9naPvuEfQyW)jnC@2nl_tGo^zh|xdDf7~C&=!sF&`Yn@UmtpWV+8O zRk}vSqEYtKCZ>(4L2$0nTw!j0{$=ZYd+D7UH84R+0Y%L!{A+N^ImYB%j8LmzN8f?) z9R|8b#1`W}pXs)>UzEy3ax0+qjrsc13NWq&t>M<3ogDDlKz;n)`n7d5O3h{KN3C39 zfj={&AfS)3KS_$v7GMI`3+ISpT6ryrqde&IZ*DbFZp}w#&)Dse5VC4cL+1qADa!d~ zLU2OuZd~j--AyVf5x0?9GSXtA6w^ATmftJw3w*zq)Yy2d@hgSsGfSV2s-t5-m{Bag=mguGw^y_r*6CJRbl1t%E^uoie`8C`9 zaYiA2#f9UwFsYFv%k2fV|LWd~-tf3!xQSr;$G+agfoy+jXUMwLYL8?-SwBOo@)HKG zQ|$XfoMf;S0E55O(GLVHDym5~0Td6vfuiuTKDreg%)8kmgXB;%R?}P@_v=oS)HY5R zXf_*&5mFeob#fxRtm%z;%;XJ^B-5HL@z2%ZlsHB;*vy z^cr4bWup(dg}t>)*?x7;Q}NSh&02tTf`<4T6TAzOh^_eU00 z9xo4^9AqjI)4HHzqazvJd za0k?8D;;Gr{FcT}^vuxFEE+Z#RKisT2MXwRUlRRJdw{5jn~4&^ZCa~N-POGfthXnM zv^ibi1|mSJ2B6~&qTAwt0#lT-0E0PMIwJMhPT3xf?&7?BRPXBxYUJ1cV>l+|(6PrW zK9Cx(G!Zs0Pfk9a5OxMXIlO!K;xjbMe|Y>7w{_Yfj~1{?P-OOQQX~`=5ECp`Oo8zj zM$zY71-_j+t_j(yg=Arz#suI5b@u^HICdzDr6}=NV~?A-PR_)9R=nV9p8aDDHHzQb z>$L%wNb0L-96sAJ`=e`c&_Ih!a3XU=H}$M1U6C0R*fl3V)8j?|w=z{6k@JsMRUM}U zZ7{p*)U8XiiZq`G#!9Ry?XSsdbG1Z=fGQ z*GLu^X844ZGU*Gdh^~YWoGh^dnMKm-PGt2G{&OM1mEoK#)_yi5q)J)@y{_(;i_&O3 zf$!2IF-r9&9>uKH@vg{#dv&!4j2HtMB1xQ=m)&Bh*3o=;_<{|X2aDNRNCuLB!k1k zp6XapX*r)g1faStW)G}+Pq@_0AvOa!95(x?dMhPdi4_0noGk4ZkjMi})LMgr%4e-; zxmIK{9yQD_%(2NuR(uhWkU(|iiaX-a<-(KxYp1BZ9sD24u( zf-$evstolle1PK~H(gigoTLi=%?66hcjW28x!oc*Yp}a3`xTlRJgZn(cGpG--FA1m z&UyCG?NQTpa)xNb1E2~7#>DtTbw05==wDb^*eD1B zU$C7~-!HirO6qi0S1qZm%-b_@@ws>Ry~BIg7*I76aUI&7HMYa#KplOfmTq0wE3XEc z%3D@Axw(@s7@Y^V)?R-4BvxW0fVjkMQd`>FdPjI)<2RfWNquGKl z*0bVp76DC}s&!Y-v&t*nZ)j|BOxhhZ$_(AEP?#)2=KT&HZ~P+{)SfSa%LsgnFz`V9 zQza&#@F@SKgap^7=_Aw$4CFI#?VM{u#pDBn8$wnsT6*5FJE~xSn2c(4fc2}}b_Xe&WS8rcSkzu@2U^AW6&pJ-wFK)C zb860ac?Nj+ne<$>u{Wed(T}1BQxq)To0HqsN-VZ+pZ6(J2N) zi7`^G!juZL#6@31Zu~E2`R)IEmJb!^31GSid*lY)Y$a$;XB&XP~l;xEhhC{PgEu}h}frhG}8v`7pOP3cDQxp4z=-+*EcvDND z+VA-Jpy&7RN-bu+c@TXPRdUn;%dJoy@7&MJfW_WJevj^GF+ zmLkB~y?ine{%&4%pRNF=gkoWpnxv>0ZMrdI1s13;&(C-yh}dnGZ?Bq|0+qGJFOrAP zYM1`(#2BwEFFzmkF0|NT zv`X!$9&GJXvC%)Z5fNk(5eYc`bOj+eMtSqI@!gpw|G8~F5qP=5981pDP^PRdXD!9C zGMf)}%ePsywh~KzhApPjM~mWKCgI79S;fPJ(S6A)j+be3lEFJX|1Um1+7|(sh%kU( z3vGXi5$|dQ)gZqh-;JpDOSQOVmdnaU3GVSgu^bi|(ewYX_m*K%w%__NCJG9VfeMNk z2-4EhB7)N0B`w{Z2BM_2G)Q-M41$PscPh;=1JW?e@L%}ov-f`X{(XMGymK7DFfjMr zaoyLo*167go|W=Xb2kpv(S1f8D7>a-esJ3R7Ck`6-a7L`H;Qde6IL9^DVjz`L>1?k zf4urT>o+v48a%f~8s&>=9&5{1+er=!2sls9Qv#G&@slS{Dz$NliTOIuR>=exR zbXHc+&ism!6eu?0xfKgnro&OvS)ql6Zw7PKZ-=(++Dy9n`uaVSkZ2fFFAfN81#{(D z&_T$SjfhCwJ^y87L^Zj+tuM4b@z%h@WR|Rra^F_}I2;bch6e#ZR4l4`F+a6`%w{a| z*iRU#svi0ak(&(ka!cF)hnvf@*ob-}=I^M*bNrA9+u&GDGGdn|75}V{DnL|BY;a$B z+ndLHo8sZOR5}m+1^r^zDPqWGoh4k8DDd&0YG_<$nmc{^lyTg`nx)T3fzDkYPo5mv zh>suYgYb!Lrl+N0$Qx_ciJTWM`{PO`5*TKdyk4Z$3fahU&$MvDx!O!l~&}6Q2PiSb8vYI^fOyGOE7ALd6>7g3l z)7m?(G1E2vSe7dInkhp$8)tKW%041o5tw{HfpapSy&u7-E(O{bl^dL9!+&`J5hwTM zO-Rp=8W6lh0_=?LBd(JOi-~1@-SlEHH<@s;A7}+rl!Ow{9t5+hO% z2kUM5vHY$PbRHhynwAmHZjtlQ$lCg6O1f#F5ZotwCe1_OCLVm9^Pnvkzy9TG0p{&3 z&fVSOs5jnpQmQs+sjDl7t+KC7a82+t;Qu10B<^-h4Ap-80S7vD2`~ zS9)OI4%+y!koHMR-s2v!)oinF>1_QGUu2oNs;-?}V=UifO?>9eqqK8)OmtjaQP81T z1h+{@XebOa$d3QgqppSDS+(o5)0i)%L`h-|8 z8|!~HJ;|`z;Bb^3ev0if!47boTc5k6X>Ja9K=NWnQ_Zp(0aX zhT{3wA6(e=*C;Kr&UWY~*c#y5aNXCQK15e*0?GM!ccpx~Nw$z8^c4h0N2hH^%FfSi zL20m*1&a9s=f@oE?VFzMT|5BF?Shs<*l3ZnGx0g4)vSj$o7YsiMmF7&TuY%XYItPy z2O9l0D5zX*uvSz)?Pp87DxOnCb@2ug_fj! z{n)cTw%A*lJh+Zh=j=&$WIC~0NdW6{&DtT?t_MRIk9F(|M`+doTVOEZ4aH-?JCF6 z6XMnk*aL)ih1K_0CN5f&Ck8EtpFycB;>r~=^Zb}<9^fM3t&A2&LPlA-4m}>A$)vob zCrhGej(~QLhql`{@R)X%RWr?9oSpB4i&i?IPHPzySyj=pZfI7doO!-s)z>~fRw8;y zLQ(=~GDdKaSvf<1TfuEVQe@6^)SjES-5zdGYSt4{SL=FW4b>TEqW3`#0tjfL)|r`S zxUoN{jGjW|(~3(xd%lCN&61d~M=sTMz*7lMSywd>jVH^F3mlrvMJ6<~}O#!D}b zNZNUtuDf$$z~_MmvszID+S}aerGeHn~^gE1$i7!7NR+ zG$iT9{m-nmJbA7DLS!qme|-RHuaYyi8H5QBn#A{}XS%?rvn4W}$ed_wF=LYxW0%kC4+6G_2eWW1NjY~2=}DoWf_>JHUeD(LYEe3kGZZNr^|>w&RulO-`14g*H);a^{P|y^G`{t-SGC;)k-YmZ(W6)0ON}SUT-ABj2?;=g zG*0cWwSeom71_xdcg!}&u8R790&L>zIBowf`@J#Y)ZKkxu{(7K<3Yp_&7LZR*_N&n zBjEr|F<4~hp$5V_d3Z*enA6PM{48NmVxmm&Qa;ouHy31bTL3-Vby#4OisNqt zNvjOSVk&@*kNPp@Z5?fswG$@E+JFQV#rZYJ2pq2HRqI}HPoWx`Qi*oZ!olImPD_P> zw&uWFWC$?8-&}3hrk48f@#D9v#fTK8j%et(i9R@R1D(LaqM{#7SF1OWmI%__cQg`C z8( z#*tvz4X&dxbMW)2T4W#0h#@#`kJz@>cCS_Gn77VRD@K4r^E+9dhHLYoyMX5g?=I_I zk#oxGlg(o>9_|>c*&qSnDWAK_sP(n6FK#7=Uaqe%ipBYkdiiR1C05yoXuiQ){LRz1 z#ZDtOD`sYys(tZ58&7HVnh~``1QZv$I2^_FRJD9BCDqHVw-1~D%<1AKLC%|3JABb6D>^l6CrsI6Kntqy;deSX~P>%?dH`{ zcBoyAlo+!TE_A(SK`DUKy75#QgU3)_;Y^I>FsLo|Tjxp2iZYWLu)N!H`hLm{i2>g3 zJDvO@2dqdPxKBc|^4>2<{*=%rdcY6NsWLh&-yw6wBN=P>9q6mK(Q_CI&)MeJ07nJ$n(OsC{;t}RA6R*q8{UCx(_(DCu-|+vmt!DOjpb|L z4X)VXiibzcC|||wkqTp0Ku0L4sATCC^&iIX4yusKO)vjOx+_VSU9qJNUvM#&~V}G~+9ha*3ww6- zaVv|m{n_f}4b7ie08QLn9tcGQCQveS1&`P+=+ZKOZW(zW8;i*@I_1?8N@e2qE;$Dn zj6bkJ{GU_H2%&oqRA#eAzwQ`HG}fineq{*^45a^fc+Yl$VK)5`8-&1dzYGex3iuBk zINoy;-PZI3j}-f{zvtz?76b_ejj_zsRSHYXxMmRwX?e^iCOCJKar;E#5xGZvVSn<& z(`d8>$)J+3wY42V2cL zM2Bu(aZ_$v!zXZ?V2j;)HNo?1L6XqVO{=@KRBy*#zJxn*dV0G4OZnuFji`jB_UGIy z1Ikf6MjTtnL1A6`+jm*zw=R|fPKm{A>FxD4nF#6{ocA=p#yaU9NhKM51Y#cMs_W0` z>sgp|eh_@EQfd=5n8N|xsVZeo%zRaj&1dcc;e!j*q8FI7QULO$*LXmD{krK1id@f+ zF)^%2zo>K9xi3Sn2>}6tB2)ihNx9K}wfx>nUr@F==6DVJ_w!WJZZR(W{8{ZP(uBZ& zs1lgU9UX=Kt>bY9jtvdp>JpM8<~DS^y@l1%Bg4YhnpP?y^CGg8CZ2a=4h1rA)B*b3 z>2suC(-_9i5)j?y+)0R>B)?%&2!?fUiCq=DYI~*2^Cqkm4X12utP+RBgNW)JZEWq!-53%Kjdk0+j7$SLa7Bb-awd+ zW@Em6aPMMCo%w3$2Ot(~=U@I@c|vRH>Bg1lmscUf^jA2IMPqUJxvJ;V>sX_Pngg5K z`~4e!JcdRb=MRz1VWO9odMj-!?LRz|P^r|VNq!pm1wx+{4A+yUFSnq{1BvPYVZ}uN zo^#u_kz8>V}jcV(6?_#-e7d~a|;{LGD61`XH(r=Q0`?^Ht4)fGxmG8!5Zd=wO?iEn&s zaJDTqtjewU)cf;eT&rJf7hmye$vgoCd(bf#+6R74Udg7TQ{6clXfj1 zM}Y;&$EXC4H-%q57QC|pT+Z6c>iP3S@V0RDRqM8<5z?@P^=P5ixbFqP0bfN#Ky~xZ z(<5ZO@$ESsZ1ezkP&KG)(?u`=lWC%`tdI%{$~qUm0}TMWJDPK%5{yqSn#$*U@Nt*O zpA1k}Q(0T?77Wrzqi3~cRV3H;$TX@Hl;btnF^1(pwakv0Pune+yR-Cs9j<)R?KM|| zrwCNlsi)YWY@O7LiZH}v*< z?u|>$UufoydsEJ?c75#p@HxEN;#`vJ&O)|57C2uL@od3Mt5T_=p;XY|7aScg1q4%* z(XqZ%d1|HH43%4pUdQsE>*b!gXwjdTM0>)?9sqj1j;wII)xq;XIs}|<{48-})mwI3 zL(jY|y}uL(D&_IZEJxl27c$GIdp>%$7)L;_$hYZk!C+uUuk*9v)VY-@3K*;Y0j-up zn+D$;dPYXxmu4&Xz$XH_OIzZ9dp{Il*FwWBF(Ry;myiI(bL70_ks(&4h8Eh!K(S1q zM>$uG$ZWje?PRTsY~N(Ot})0tzt5W1hP%_ylRq@FZBHerzo5wF5UQN`A&bG7gT1T-*w~sguz02Jz$lU@>bO zyDy_v`^P=)TiRS7={~*~C>02rHGJDB!f@s0N?oQ}0m*p=mG}3g-h*KUiJz0k#!Ju)+St&3L*AAZ$QvUi&exf(tq)2(ne5%&6xzCQHvCTy z4+xd7Uagxfi{iF735|&8jCU7ULw=uXX~9xI1hvO=PpR=^$;k_g%Z0!`Ib19_;#shm z_=i^gXW}WB#Z#Y&i-Eq#S+oVjS5so;o;F<8XMa{yRVdKh2XhttOa(E(fhf3E%go2P zpppugN)H`ri&x=!$e&3=15^;D{Zr=dqmxGA8dT6zcdSwa!ZP~@?Ckg0*(JkI*+BC} zKLZnMtcH|{8u!lX!t@V0d~xw?0t*!>L!~PK0}hXlC}ts?J8Xkfn@L@l#W6g)CsFsgE^G_6bpiCe%yAvuZDkUcJ z_6Fw=!Rc?Li!OAGj8u$pW!Q79?Q#^C>|s;uw^jwin?<2Hd3bC@$HGD@a}FSq7RU)s zPD9(Bwc}34@T;zA_x%FjK-Qx^k}C}AqUl7akpc&ji|=)IHmn82XXp5Caor<x5vDOhF8c`7wJBwq<6$pGEq26 z8s=aytyaup1X1q$J5Gj12EoBm@1rV71Bs+Q#vm=G7&R*De;Bkehksl{G98|nv%CWL zqAxP{co&%guo}Q_fH~sY%V(@&{Wjz2d|#f@wC)!9%aUHVt2|C?qSR=TIC zDK2MkJg3TtLtJNZ=(6N*MoCEl_(fHD3~0?N>R+_WUoQhRAX7bGD?DOjE#vtkQTD>3 zEWz6S@cimq3SYZFzpg-g0xea;}p6SIOF|Yw~0>7CM z(;@6gnez$z<@-hC+}zx2pI!StGMf_!e!dNrhKo>SF*CbiyhNH}pbuSU(y}@iY$_#8 z-Jwbw8%IlVPTp8VqypJ)#564fZb`#&C{Q7?`Fm+bpKPhCxGwS5{o!+&Nh% zhYSmEu`+}EA(i<|>rbEbbffSH;jUk*5!@b+t>eMRG)4Kr3jYRZ8 z6lT8r-A#NnGLqCvUiA1+5s_2UEFG>)I65g9On&{z!x|-V@!7L8d>>9HIsTR6=aop9 z@h;Cd(UeK$^Q7?Qzht@<9fvwcm1VVGDz?6Q_bl|Lm>1hEZ@b4Kx1-uIPao@l6n*yX zP1Kv!g{q3YsEyc#*ePS_(id6Ey?ilO($2B4H$5?P%F*t zhfy89V3@X47_)3sv&&3Gz<{VrqelP&>l3S(VGLbdp3=Q0PB+T1*D zFQEEf*+tZ3?NjiRh@d=w!>X{RR+3~pAKewop`%k}GhSgbu!!ndRb~$l4$hmYtRyg< zP}BRW;h?qCv1@~~u04kL=h1I)(hGi@mZJ)l6&6-0m8Rx*?a)h()u`Rd@$92g>^{(iChu^U-c2%~EOA`@&&`)b+V z38@+97uGSG;WN#HY7FBG@yHlUL?7-%q14!?J9q4MG#!;j5mf@x;OF=W*w?YPwGTOO z-p#1J(id!F4~qcxX%#n{Ve2S;LT9V zQ~P6{%tBT&iGUh}^xkw<2`4fb{F$y^kw*Nt zYqczJydJic!H&auxIH4OKlT16F`ifScOx3clj93`CWJGD|9mc9Kk;eDtN-=ue}6VD z{p*_l_m_S@Cw>gh1OL}!?bd&M%a7m3=Q;Q5&}3zU2PRVMCI8#eg^5|`AI}J^Vk!Ht zyW`h~B%<%&or7nQ#cH{&oqSRsFVfN$Wo6vgK6S?R9yoH9oW{!XD zSHJt;2k5o$^XOiuf`S5B$rjsqHl9g?{QvR4zeoAr-l>zc-xXwo72z40G5N+0EuQjP zN#XgwH=aQ#L8X_Q^XD`^a{v2$Fe*MTtf)Te^gy~wfH(6Bp8fTivwy!qhR?&$_P@X3 z&)GmcNM80f9>_WbEJO;L@A`%d_2@LZLea$1S*IRNe04e+6Yx+7LLd?d=p%}8W6>@8 zVF<*ObM~K)$CGY2SAX^n*g`4Q-+#cv<2`%q`O$OsBIgamxwvnkpW8BY8sAn_ z-*EbPPds9I|2j4Dt!QYe2iC(t2Gngpo)j*wan%AQ1odKRU1O^ggvUaX=3ih zo^S8-=TrQ(moN5ynV73@%-NqZQ5DZAQp?#lK;@G?cgdV8#D@sr=UCJ}GR+C)|Jj5!C?3&g8_f6Qukc)Uuj;d@o+x^n#+S7+exrQgODJv<$5lujgX9=8tAfQaXu`&qL1|y-R)Z zUt4h^;-4UZ>$Z`Vk?{<)OG7B_(fy(TYK&HyS3|TvYt8~idI=y3W%indW@cuNR$C?j zEIW{=sV-b@O6_@gnj|kFJUn%G*QrH(d7wDb?B2c666azd^3N_HvqA039yPAIzRr!T z+t`p^oPH@JCLyK(`Um~ctPJai!YDN}vn(`p5fBh5=|2IHLh&K!{RoSX&x6=L1BwzR zz&jB_G(IIls*Dz{?|?X8NXjMZ^%CG=`E03|y-0%pFB-;B<+($XvQZqC(G#Oi1=o=KIjO-pMg7)_qq} zQ`54npXu3yt1c)|C}!1Gb-kxV1-|bQ^%FK9Es=#)&~B|>5EV3$e`#+II?e(hUQ_sv zjgN{-dh_N0pI zwg{%wwC+j_SNwE|Z^*3RR8E~foh8(~Z8AYy(!ie{BuUO)5{XDal%a<6Dk@I47|N@t zd<0RaWwu3+{nD@$&?t>SOqQ8fySc5L=sr)zA%j`mmO|dADKy#1yOx@gO3TBeJ~>In zZaVq|I8Zs8@!2#+dM!(zK79gpgk-Uy%%8iu#Y<~FcYOo+GJgEHQyOHE&td+U?)>fM zm65yRI!WNqn>ybSL&wOk<*KV27U}pn3F5j^@vH0v1l*XqKXb;Pfk^!KJ-RUPbEeW| zzjEQ8DB*lpAGIGYm%->{7of)3OF_IEI`z!=?g@ACAHD+mw@LZ9xYm9fNhA_ojkY4Y z=J)=6PrGWd0o%2$)gXa>`7Yk^#?HQN*o(A!5KKFjf>^GM(-x-q*Cy_D6%)y+m z%D%5pnlBSP7r0TFnUH(?)=Mm!E-eqv-(*wC?}$l%)zGl+ko-BLCDfw-%lk_!%i48r zsdc#d>prM^H~BR@7^OK4dMPzMvD)MjOzLG46ds#}0EUr|zB+z=sm^tEFj4Sz>>#?m zRq-&CQuwV89XEGXD|Y!J?1y1TeD3)e4z3b=^tdV$FUG$Q85b3m8)?`XM#;zF9?eL~ z(XJE6d4<0Jtz=Apj;MSscE{VnTs(q)fLJ^t<52jj@sBU2YWXgoveNjo~Y* zDYi^8Z8;h8vXG1EFa!;2)?R@xlBSNUWOF2gI<6b!=InS^D<*6Nw6!H`ceKt^c)aiP zu&mpQ02s)wIk%h^k@zUV9p^nUJYFCuG~qeL7e49uXW;$*=|#=LkNXnJR8f5f@6p7} zf_km$onsmg*QG8ijB3fqBw8XcS|R!jWhTvmnq-{YOpw$SKp#|6g^;ya*SGHZ4s|xe z_G`|rWB8YYZt#6-PHYc^TzzHQP|QwiC9snL`cIZs5MA7(3bi1c

gAolZ5wyh-C$)rM!U7J2GhHhkg_Ceaq1rRg50-QC(iGNIw%W;taa4 z{<7tHnu;H^6F2?s%*P6aZU+cmCZEWw(SH2+lMR^8Jbb7U@cOl)E`w}R)1Bg$oNw>e z*5}f3z*HK@Lr|iI3x)FAl12Pwe6~^Hjt3RcSU^&26mG6Ek zbhG{=c7%k4Tc{tat$FTAAYz)@CKAx=<;SFCB_p$B`!Ob205_b)tS8bohUuENS29e4 zQPmnWw1UirPMl2oTT_&jU(jxEe7rL~4{;8du9nWh8EM|sP5*PG=SA$1y~3|g6UjVr zdgChL}_h&ZPI!T#vn2%TV=+K`v>3^m=k~)O$6=#&qR_ZjmlE1XO zj#<6VrZ-PVTXH$exzCWy%GwiFe;|udhX+SxZXrFDLqGggYPxW3Tnok=ocDqHDQ)pc zY)X>QX=BLtO#0GFi75DUVEI!+c)UJ+?tX1xxaz^g4(GKYSQHrIr*8|1(K4*V1O z+qks$@4Yb$#YXC_9}fMwW2Kc;UKF}o($K~&-oKwHn2P;)>?nt^D0Z6@bKh@iCLkhW z)aEdmJ;TR~Vuq#6WT`i`YJWL^V8OE?J{udY>pRqebZ+NFApH)QzPczEQrY0 z$bR6_51NCX+i^!t%0Ha7d>~db=Jw-DZ$y_Jtd?>2bw}-9|)G?P!a0}Lz+CY#q%|3 zrO3ghWa%qQz2Z#aBP(}BtCm}T9(~OrahSfY&5^6x_i1V6Hs(9Ikj@b)1KC5*LSDUo zwfP;h+S1&dUelpl_+oVPsr`L^Ef~Po4=s#5rV0e1@C>0O8OIl9dQFOh8r@1*{gb8> zZ`GEroj--o$!Hm4wH5B7zpodrwaT+vAvspQDx)7?J`2S}g{RpcDn> zvSJXLk2XiAZ7{dW1UlNCG3Il{b(3sMBDLJvc1k~l4{-{5jMeRE{s_PLOQLFpCgJln zEb^Mw_H^1DKcmmOtR+1Si;eyiB(Mj#%TA7F0uH;M=_!DTdYK>nK$hB1N~t1&b!&Mf z+3oAl`Rkm<+AALCD=H9g&yjut7{qvMnZ32MLsrABX2PrnpZErS0s|&IQd?mMJ<&Fn z7iCpCsj`-)l%tkfKIx)NIBCT%UPzgH=>B^0a7ds(r6oaUAo#AxV$?!{vY1+yQl3U8 zU0%hfnq1SNJhh7Hfc2fRGRr=Q5U53?1uXO0=ZihpR)WmO!fk8pA{I{NciDb4*v&;C za#Ihn`Bx6tUguSrxOo?ICJ-{c{+x%C2Y{aqw`|%uilCZ-f}tYFqeYf}$@<>-cIhQ1 zJtBcgUG)7VX8HsJ4u{X+hFm4%bxI^-v*K^uAGJraZKPfu$X3pW(I6F@k+~y~GG3$M z{Wii_UJ<1>& z?ba9IkR&4N`|ivTtQnM|z-}i&4^hRWO*#e%y|DT5vZ2gVI0=Gofz|D3kNT5tC1h+Nm3UQ3$i)^Lv(@pm>lMo1tc$P}u z1G=Luq{^9~!)EFa7ohdBsGNu3%fK6@2xX0}*k`nHvil`#`IPKt!!nohqi%_g)?!w6 z_A6hIld0jjSw7i)ohBk56*uS-doof4;+WMQFiQthZXw5p7-9RTU(1GCR*6E8(|vnx zAtA%+(6f5Zuo^bF1yn-5)=ps!x5oj2T~V_|M*Jm;bUyHx3D+)7wSz5Xm(>YJSgCUm ztwZ{5qR%9b_UoLM$b|b)oP&-r(`!La>8MZjZ(l;*=Z?A2JSWeH9_l*!&?9|qMdiTI z);z91m-+WknMkL>^tTWmTM3dXUU|$b@8o1$!9=rEFtPsSOJgffFtsRw>81IS)y#tF z&WUjR>y3?f$s;OWb@_JKfHR!IB*81ZNbc z>S{IB($foKc{9grdXeO=(_Zvfnjbm3xKt@P)Y=A8L|UHO*^h0fJfDxDP2KC+S z&EcR_@;(q;i_4o)yb=$6_YW&pK%CdEGAMJCi>5HVB2mp1;7Lf6no83)V zOr~pjp28Ipmx|%ETi7+vWh@?@{Jh)ZRV1N9$SP&m;@()a@;HjaN{&U0kII_(+ z)c3ajjh66||3XWgVquBRl231K3})4G-l`d}<)5&^Zj}~+pZoseWHq`UpThkU^x89E zmZ*=uGU@w=tCgiEcny3T8soa$Tzqp=o(SZt+!iHc)~)D^@<+x5U1i9U^(-FAfu&Eg zt9I=Z0RiDah4qYDb*E8Q?gEfl{*sJ$lg~99BT)iHQjplJsP;E89)I|xiyvE}rClIH zW1Oj0?om4!?)|ZLHg&tFrwX@^>_=z|I7TklEB<#Z_ScB=61aeO8V~PL+~#zDW_TH9 zpDV$A=P`%FipqI%ZUs;Q?CaF5CW-uzD1=X(*)5kb1rCMKoyO)lc|*9|FVE^aSXIl~ z*c4G3e@TsuZ(g2Q7&Xn4&5mH8)1-coxIUs9$$+ukLqh9?`9zf>wo~ZC#$$J>)90@x z!bwu7l7g|+sm`Z3kn74>i|L$#o>2?)sX}m&BJTykt8iOhWsL3)vWb)liRQ5!+O?jU z(9Ala?9cSC2?-DP*q(h36M8<8G zLD?dwl5rH>BpkYEJ5#T3_B1EFnD-|o+19SKNu|uxR0z9s_imT^#6k>YhMU?|7(huD*xmRlTB98PdAvVwGtt%t2Ec310;Iifv8nHK>;;-tw zSsfG<N#5n*A-a zxxQ^WYKHb-hbVJ>cat7oTlR-(aW3DssJP3SXYgV+yAt04#SUwKq;v9QZ zQ8^LAw|#X{QK}&+Z*e$+vuF7i_B*MI^YcXluO+oL`$teVeZ84uHSy||TkhVRvS{yO zn@C(a*~DiE-P{JJa&p>jC#6hGvL><30{28YC94EOEu&KglafH0Etd|tpj5?*IK5`EgxBxh6{uyC{OhRK*nVN;GDdISu*tR+$;{_XRLA9Q zG#+9Ty$PrKi4S*#QpZNuo0WVFxJE{N{emJXOZ_Ysx+hCb;h4ZDBhJEhBZ46$g;BHW z+w%wUTTY$fh=c@68oF$g+s)8Ie1r__uV?3nfBd*;7k3(m3!${sYqHPRMhJRGJcexK z{7v57SQCMml@+sGmBK8gGEGh3mPJCQS=nX`q)fAc25-w{l;fl|SqVK&;c~z!LPZ&s z3}B5fN1s)0(`Q*q!l(EUSySRLVYxqbsHCjcn6&GZno4e~Qnyip5y&zR(~O}@2(3zk zL@Oi(`sK4yzASgg1CDldgs^d1cJ|W2<+Y71I?p)GroXn=N$57`l(kLUA_QXLj@^$y za758kXcJLL^%i&Wjsn;@w<>fHorDaZ=NO=1^Z_gB~F);V01E6#fg z2)J+WEsP>OwfBmSLi4)kI?nZ_nhNSZ9<{DpVU*bYG0Xj(^aQx&?uVb6_5ijpb}C5x zo+!-D4&N{E5SWwGii(Mf5BylIQx>x+0#KFdP+mbnzr3zRzjqrow)OLqu#5fnji#pN zNT0h55uvc$XV+os*v^b531J9!s@<9hM0@LxUCowF7AdtcBb;)18pMaqne^C6C>k*< zEegt7?yHWZG;ZlNfSg$yH40cU`$8#HwbtiaTUx>+KmW{EnmSxdE?XU^0UXVT!li)s z@?@nvwI&3gluL1rQw#|c{ZaFhF~-}mLt)ONIej3h?UHV$^!?kK)gFe^YH`7LVK#Qy z%wgw8ra*e0fs|CBP|SeZO3{QPs#h42FQTSqWOC5e%!=JEqubQfPi+?vd54VJc~hKb zM@WQ5*%T{id5dYShfu=lyb9yEoM-;v;1ZEL3oFaf8Hi@yAi@4@R#K(El1cyU=Jo5@ z(gIkCBivg3=33r2;=}SM>SY#+7Fv0AduSf=hgOM7f%1&kw4>RK<@jwk0DdYFa6l+H zASmzMTN+TcRRDQsz}b9#{c}oZx{bBh3tYBLu$vn;scC7Wn&nv@OTSA&{|t?30!Ca3 zC;Tc?ZGjzQ5R;S~SiR1<{L&|lCPy;k_=yvx0^42$45=^2f!htUp=`K?5fnW(yGx!9 z6gi7SMUj@7Syb3S@C!c0$E?KZTR!}tXxKkx5&wx;0QV%p{iiqo;ScdsoJ2|vN`Yc# zsV~d3zXlCyLrSC+hz$b~6QDku+fPpmVv*RLt^A#-a#K(9ZF>8q@ezxWEzephz|@r= z>wZF4A0A`h+);j>ERy>2d(nrKma!Cdi@K2|e)*8lQuhTZ(O$?rOi;r&V{ipUMa5f_ zJ`~8s9(}%@cKP+6%mbr1T2`y+M-watzWn>MmugvD1J&Gi3)RZZk}4{k3>M~}g{ZNa z=8aiacO+Q?D8;|Os3+Q+ay?HOY66;=j!?^9z-q%GujIVK*xkldx5)Nnyw05mDv^ux zh>5(l0uI^|m9W^@J27T}QT1&u^#S~vwUAOpPc6MXuWp%JfJJ#8$XiBwM@sKCk9jJ` zaF}Zp9RlZdG4*Of-v(2Aw`UzzN#L;Nad7bWBV;c)`Dtnq=Af`SZD5&x0^-Uln}dh$ zJB`F@bvCI08W<0GY|OUoBkhMq8LqRNyz$VglWWOrahcy+Fko@X27Y2|2VY*zCFeQh zg#7}!Q7#`CYopzjNQ`dtE3=bpYq@+s#kaTF2lbF%p&*G!2z&iSR@Y}NZrsRG){4KK zoP7dmRPkfI=V*ceK(l1JgOhxe$9^%x*><7d zba{|U;phAJqlKoC1PtD=UiFZdPoz;NI6?PmQjKm3wuOt*t&sl>Jt?vI*L>_=aH!10!Q^&EAHhK7-QOw`Y>E4?pWv8)|Fwt<}4S zq~wm3nYQ$%O6_QCmEvIc#pXWbm@|>iWvu=X& z=o~3i7GUj}!)hrg9*_^{NnQ_$Jc_ZL^E;HfZt|Jd2981@kP9wVc^VqpCRFfUN5^Hph1yP)>-t$Ck-SxG6Wkzwv{ramsD6>ET?L#j3+$8Lt;qFHUQ_~x1q|Loh4lS zp?K&;@lw=+c7IVq1acCBPEV({X_M|d6#F_Y7q<|L zclZv+i$hYt(-Enn77b;kd)fjB6Z3rTE>U+mIo*NpjZgI-koA{{vPN|n5&v-Uja@M_ zFf?dsUP-39Et#$9YHc0d8tRCmeUVvIE)g+e;S8*i7}`Jc_Vmhc)<~pO|E0++<5X;oY3Wf= znHX^dLYyCC&rwPU=`##tkLe)k{N%!+by_H(!5;m?;6aA-#=N4I=TP2+m^c&mQ3sSE zhja}*fd|uDEX|j6_i5lV%CjyV0`v^q^uPs!DH7(G4qub8L30fB#%9Rj^+nk_OD&&x z{n<&&FfjLgz^hmN_wO&pVq9HgOxXD6=H`~5&nSdaSon#;-efj<_lLyuTNM5O)WUxs z+8Ml~S2Fsc#!3Q2s>eb?U8Wy<;kL`~a1ln}$|h0YwG;W(H`A#K=9xw4I2@w(!RiGAWET+X!Ex}i%zB*NCp&Cer zjXqJ<=IXqMaZn=Mp}mEj3P}Z#18bE@Hp(YEleR&h#)PX=^Quy+^!|%d^Y`|xIDS() z{t%bm%HO_yn~dM=Blu*EYqp+h>w;MS>>Tf&mibs-?pxyPY2Us9Ti_Mpqb~Hs0JIm2 zhD1h2!djEbkt;N?`pIt=xv+pBL&QxhgakI|2OmI?yq%0ZDw`#=|ckhEMx&_#!QiGm!{7ykNxj=cTE50%>A`_LL)gNgYBXE z5PVW-f8+we|NJDpt?R!=T!jL7HV6vTd;9w4w01FBIg&2;Garl3$P-Zh*Bdepf6aFF zsc^eEM&kAJ*zZ+lwUs7&%uN1^P2)xV>n6dA)J>DF-&$U`Rg5%!iv3#qoBQ?8cBMsr zAtI0BfD?*_so~!bD=y1lR6MUN)v6Wh+THbRBh6J`=E$WzqXcdy_G4(>(ksX$pY$b& zweB=DluQQ<8L&i+YhL;HhVU3apR0!#?Vr5QeFEL@Mp$_{xgTgbQ*h(5({vs!o{*{l!m-)6L(XJ?pZWX`~1xaYjw< zgq=~1+;3|1qL2-u8B-sFG4p#}U0u6I`yu1?*_d(7&QsLT5xKQED9Pi12KSS=fh6~m zYVlVwka8}0lQM~iTsd4Yjp~>u)SbFYX8K+ch*YY6xj@LEC@A>yrpNQFyqJfd8MclsghqZ&RMw87@oRcK+5RaT8G;D zRDxaegnamikBk4;cAEdbQvG%A82g=mpRkyiY>=MTP}XLjoVcgxH=vdiSM5N<&o9dn z11yLO%RRL|H8ojv0XaDms434!q@+v0ik1VHfbbJZ_wFg(qoguE#HoNhW(GL3K{+K3 ze2dU_Sb%-9K<4?tee&l_ND4%*qgD3Vjr%=4Jto5iNo^)fw6wi>n$?t|aXj`R0Faeg zjOBsds&kA#0U@FM5Thng%MjW>AzurR4UyBSPDn`Lc35#5MBU)ElJN<;DJ$ag)~twz zlJd!g?-!tylrKjZkr=&qjTzSW0A~t>jfDLlM z4G*v{U*orFTaJ}!^7B(wZ(V0IOWf{3(TyL16N}w_MyaLdUXp9q5+icevOw!#eVc?2y0e<^<>f`Y zmCYO@d32a&D}p3fuV%X2xt1DVqJ8~YCAq`U(D454B(`tBi&6(ZRaM6Ge}>85Po@tt zJ(u9A7a>Ty_}C5A5-&Pw#cR3XNU?Li%rL*H$%TZn8=>7$6NoMgXDBnXZPmGUjS8@{ zD|R7v!C5tACF1&d5%}-6qtvOb?RiGQ;XH%-=5o#m?R|Q?MFEd-70GzJWH;==%IKu? zjWrCh9?L?H^Qjb+US(_^EW{s_V}mt0lSvw3;k-88=<+s)Q0=y=quD!j+B`_ovz#`Pg^P z)o`(5N-IYTj6*4DXzx6>tgT$jaW^pm%#IBV%7FK0Q9j-^q%6N$tK8_LZ6h^Ss^-T& zGpAh2A4B1hGGOY_Q+g?17U8#FQC(78 z6dtxXr>r#qAY&#y-UvUp8dqhd8U~raKR?zKzAa$0`7YjRozy_z@Y__Ew7biWT(XED z08T^bkJqqkGeN+i?0>x@ZBN#!0m-~!M-&~*cns=g3ajya1`LdYmPpR~oJ`7oh(j$v zT%-BjqcsuT-4R72IdiMT6kJ)4#gl+omMI$gmk;)%ySt_qhDHE7rH6-KM?chg70q#0 zw)gwp{iXDTBPgeK?Z>&=jqND|4vd1!O=L)-NI*X$ZL5y6h+!H)GjywF#m4BGp;C9F zC5fyHIy%dPx!L|AmZ-6EZH%5?sYm1K4rlXtEhik84?3^PaJBaEC9ol>wA@SE>*_`; zZPOiAMpL0?5w=Hh*gq4*=far&HTB@&pkyt;*=2v^YKch)Q`JU%=KcbY<$%i>r{+L% zmkpF7r6|tB117&}$T?v7OhQ4U6f2#0@qGJ0tmOZ`(9Tysxn;!2W1po^RY3%^G6_i>|X+h)oP+(lO-Rz=lE#y13Tk}YQ^X8~t z_o4pE_;Oab&5e;|0*ya?e$0f&h35i37CGeBx{9#uZdW#HQPWl2Nb6{g7yWhRzcl)= zJK~Vs&g&^6L3KH!W4Hsq{1O;A?Nr4#-8X|>xahe5HF6lwxm|>nJ2B8tT0+iEH$*8< zEBUN)z)+twFBKCLlVhY}(f}fdf%uRgw`d1U!;%`*K0+(~X`15AHwV+NgTjKNk_tG? zH(T47GOcF>8q0rY;aeNNBtRVau)keM{3J3=Wo!SHHxTWP+B5ie>#^%UY0kGw#ku6y z;kwHAoqF!%suhdeeHu^@v$fGq%AGENdvmlD?|tlv=G{x9{eSGe2U}BF+cwOMZEP@( zAc6ua9RySaq+13s^cIk=A|N$N3oS&&3L+YsbfuF35koIQR6u$sQiIY79YQbf6=&v| z`}X~wU+}#ihbB^XlD*en>sse^7A{{c2j#x`a8dfWAdl#U3lLP5{)%^THn%zq7lBXF zh@6-p5b^q29u;FPk+KJW^#|yAZP_ltxLbz)HD`WyMiJfr_U>R+R~~V7n7zT@Ia}JL zKa*FDx#y9>aH1o)(kEJ1x6(U5?m8FKV55O*77RKv9z-N}M&~)wDYR^ZKmYU!Z$dc3 zb~bu*qAq%~+i%lu4xMrm0yg!%yrv%AgM@Bg1OO(j5XNY{rKyesNFaASWJ1@kG~%?y zP4-(;-Fbu~;$GLvf4BRG3y`$2nLpLD*e;oJa(Z=PB;GSybcvb}8Tkau4mnPJQV?m} z%!Tetdhqcw=KYv~;_Bx?@jkRx9L-xkw4eZiE&A>X91UMY>&r_!9HlnQ08aoz*}Cd) zd!`di{mFpK`^*Heg|Z}U8l|1>Nv zI{zppb@u?nNd1!phX|nqKNQA_S>D_pC!mhddS?7}VLCkTGRZbA4i5WEQ_wn?Zm(g` z1A;lFT8C;v8Pi!B20)kYJb6`|JB{j+v)@|16-cG$-(ay>K=}cR2lM@UU=I(ovwj({ zX;(y3ZP;H+9(@kVrE8dl1{na{j5X`IOPKCxb>uF!1s_%FWxN2C3!HMdUK(xB2Q5wa z(B2o*igUx-=P3Xi-?_~r?Vb)q1s&Yv^q!*G=&oCBnC1Sd-}jYm5wRVV?NuXajs0=> zu!9&=EDo1gdUzFSNxeSXnpL3riby1GZLYExFZ6dG{Dns>Mi$-t;XX6vgOjvl#jypX zx#4MVq{659A_uN+bp~bzlK@vEcChMXvHQv$F_V1FoSZ%8{*@U9wt_&It0?h0^ybA8225A0_2dV$!J1>_m9XC*)r5NThsx+-`cJ?#f?`QFy1 z)W~sLmcKXW|8sHvQbgR71M*kRt#b&Qw_SqVv=cE}Yim7~KC~&cq8yXo5D>%}jJ~v~ zSBGA)EosU5U8`Prp@HjGm9-*b+;gE(`38zP`P`{4k{YgEE;of!+C3K8N@>z*Qe1!D zDtWFw(}X0#t=G}cIOm+QAIIlsXIq)9^;^GjQhZaP`>-}Ps1ly-Hud?LLwD}8wtT7b zjl@2i8>V)rct3hT>IIumU)A}M3_{beauy3Oxx+<>Eh zA$NUc1!!rPdpsv~>%kA4nW=m|1S`xhhOD@B$!B0I1MrnP$DdpJje=VmzI9t$n}~9kugzyK7!{YgmvD@8Xs_8t zPW7DK@KpyJQ&A_vv*=ELIdB|Ht1Cg%QjcYqWPfxsJA5QaMOoa!bX*QJ8AdmlElP3U)5DqWz{=5{aYb#a3!--VeKeFMtlk2)-u#zP#uk!E6+)!0YWtpy zD6_0ioCuGB$HT{u@oJRpT1EfTTFimn5^x5-^o(USm=&nwTGu_znW2 zAyH%C()kk7lgJp~M|t*1`OZnlZ40sv!hj6J#U|EII(0ea&kuvmdL|u{AgXf#HF}CS zX|ZVEf!{Lk#NE5sdR7kj5u+k9GR6d>O&wfVEH06aV1&SNdyk!j4)~W!S5T<9)0dJ*<$ZwU2*v@>grTSJjS=K$4nXp>(Ex>U29@`o{4Rru!4dn4|zMpVY#lh zwlkoOJDl$zkKCU+igVY*42|)q1f}BTY5Z7(DzNDTD0%L>9*Xvqv=ks zqihCU(#1s4FPy#_E!e$KUvPOX?}nUL72rUEiT_fAr0l-*YJobF*^; z=9J}PGG*DfarxtP&+;nk>PBS--;A04@7x@3yAu4P30WRcX|7L8^XCiv&wTLLlQ%+r z-rFC!K={YZ(43I$uJ9p%68kDCDWK!*?tr*qJ5rGs{@HhGT}=%FCdt#YD-2zVO5G8a z;?#|K@SR+=H}Lp=>m4)ClEIxj?;0OI6jD$y|Mu!z^l~2>HdwFwk8Qg=%OvI&{eC3X z*b;Nat|`t~C&49p?i;J@g=;giD)t}l{W3o{*Yb*2Z3sJwii0-IxItPtE;_MneVKM| z<`QOp?zFeetax##t*yfn&??G_#N*GGCfbWgrqmAg-2pAGU&bZV@*EoIqE?Z~e-xoo z{*;wLL$?HhW98z?+9Z?ZzM~Dn9NeL|(2M-rKj`E?r=l?Y2Tszv``De#81%?3iZ+F1ktCVP~sM_4Vc>59y+yT$+Oex8bmkS+po~kq& z`0kRFF@mr+cvMm}#_jf>PG7GO_uEMMTsrD!E**PJI%LjHbyv$L0DTm8q_7#$mX1BSKg zIM2ymn}yd?J?N`APH$g=-|9RiZf3IU_p(JQrK4nq2|CS@mG8cnB87~#ajb_AJCc;A z-%oiWK#QI_Jo@@tPqjthi&uOd1cPcHzXncR@|W}=@AyH8(>+g1>Vj6EMSL~upEoEk z5=V!JQz9*oi|tv@yyy6(i&V6>?fm0>aZ0U)|FL(w`@3Q4^R>n4EdOPCINz>42_mhl zItevC<%%Lc=}1C^bO=I2L$uXx#IQ)8AJLjJb~|Ph9KjekD@@(TqFw13p8EVTeGO>QL-$NorUxAZ~I?KO6>Uy)H%w5Y>czGaL}@O5_LHt4KW!QDcgw?vDNo@aGaPz#aabjNGzL(vu?bPkZ3#>!EI73PK>;4n%!WLw|F8nq$zHxkldjydg=Ca0C zdi^qp;^XXTU_~%SvBI`h2I;MuVlTl=ezmxmB|*u#13TWz523KCxOO0+`8AmlT`Uyk z+@JE+#s1v=D2)37rx$7|NV~s#tSI;ANWG?3jI5bO$#M(t6>eh+H|G3}dBYT& zz{N^+eU<)Go9;vC0(NJVP2lc>|nSqKcrX~KLJgN&& zR3lvOotB#nfrqV|(eH9fN|p)O)fDYGS>Av+J#ajE$7xpN%HNS4#a0|6wQjv@&mIlN z?X$)FTXTWisIWnl>zQuaw6t?}$qTtWl8C`{KS{@TX|e@AbzoretyP0|N41Kh2UW#P z-~ValN6+(L$E0MN7u_7+4+5F*l^Wq;u+^K#TQxasln*PKkvz-3f0rPjL#7LI=ZOIU z0gP?s?V3Nd5@a>(8sqbN2O)}`OUd$MKF%KVNbB!JzcXAn9%sz|>O^)JefUwEN4)lKZi82-?-PEpFB2E0Mdbo(m zQj-Zux%1h;VSU?FzVVIKg=i(~2#CT(_Ls$$PM9c%QY0bZuOq|4On`()Xjp~LyK0X4 z&nx;J(XXR}3@t<0uVBK=xv)mSo95xAox4wM-y4)W{0HNPjA)3-P($-5(mxNLJL}z^t#3d17yI#Bip9u~9=f6)321Q=bcmK~jtjQVUsodYUHaaFPEk}`Tve~7#b;zZ z4X*Zgh3XJ5+d^^6(saf3CHu9^kfH0jkufDPko%c3`C-&-uZ*wk66PF~0P%lQX;fjRv>HX1d;0KgN5L zQYTuALMNwCQ&<5dxFLQG&=wl%l`UJW#STw=Keg;S%*y6bqyMa@qW{vT1pl?-1+csy zuh_GDVi}mP0QcqIZA&%Z)KOkde$33_QE<7wr|l=4r3XD zkJ)ILx-VCao1YzypseoV2@4HeXGmmjRA!6wpYDmceg+(1<|sSF(Q z_z-NOhRsh5(yk$g$%ppr*;BSPA?kyvkCF3U%k|%!LWATm{dM*~9p-ukGOv!Ys8*c&<5S;~u0s?_h z>@k)3_3H(G0X`uCaUTpc34TwSMW+)H1R zjAqnsbjHWVW?EsJiX}GJmcpMrsXj>YO6w`#z6b9Q?-JJyQsT6!fXT_B!8W9}wsx`C zTw*pKpU}y(E%W~2Xo)nzCkNXOf8s9S@Dr=|_1xO<2I`>3ZutOi?4({yb*5Rl<=LE^ zVggbWhT&u}g=X40TqToouQp6LsTe{7#x3u31TXE>(a`~wI)eSOgb;}LA!oA~_wod( z>oiP$=mPt!f~prt;Qkp0l+m&yT+wa@=1!S^91guzn;j@xGot81$<8`HImO0$G_yU| zFisw8X?OXuVTwL~+146iKGR$U>)d~Ocutdj1eS~vPiKIvjM8-CT2jU|iv3pKgA3Kr z&_MDN?xX1iRl!IOyV09vsNDf)3H#Qlzv!p7&ydOUfx71rcE>ewAPD-(Oq* zN}cG;BlY$zFiWzJ{?mqgGiE`?@gZDYzigI|FKk==GcBo;!ou3ki3V+?t*pD=1@9?b zcI;fo5==5hcQEz75{W>Ij`K4KrJNF19bNybNiwH&FVKuet7$qwQhiEX@ z9X3e`3~OR?*KTQvWaYuCAPGLTU8|kDEB2KvVN1~cToTGy?B?j(JyP>sb_-Gh{IVwB zUcEZ^m1F3eo?do#wv0z3&aVk?RHS%?DpMk8{yb3s=FP;~;$pljKMTi!s+$&8jSH4V zt}5Kz+<0B`h8PxWV4%->gj+oFy$upB17Y8HiUI4g7_4dn29HGy)34p@VAt*}(lWAI zxg*+}-Sjsxb{56<#}R&nE4qejB}=!z?4i*=?ZFShl~t9aK3oZ5Y`R`3XJbh04<;P%(Pv$5=qnrAx@(Sz|G5kh%KD4B zA(VGY!m@q3&-XO(@ZmpLkFq9TQG0O}_N8NQ7_#|+eLq!eOiV&PfALO}j~{=ot|Jq^ zc<#=V-&k1MHg@fITIy>nDTqI|Iw@vlfB>uGh{ZqlJy-lCrDJNt{HFsAG^+jReX7)U z)gZ>l5&UHbdQaAdixT7eO3W-viX)I0znx$j&hqm89Kkoa#c>Iu z|4eLuKlZNv_&jf}78PC)m6Zw)Oc445a-BK~bF9^UIQVNTDumeCM{$;_j02o6?)(2Z zzyba;#=&~MYfDOMDk`qE)-k#GGBc}&qhWm7uyXqTsvasoT=dh-`XMfO-v{_LAy+WA z;AX286&8-FO}O~Wg$qZACx_gt4TWrUF52HoQ~bG`TuAzh)t>`Jw7~6MA08yAGyRYb85R_FX(&5aB7>4i`0rpYE0c>eC;iDv&i?;(n{dsZ*DsQ>%XUs?c~!Z*D8OI&6vl zO95~EPqV@->Xy}CH<0cbXp5_BYJ$)Au*+tRq$JznV@ZK*iY}W)C{H4GD5>yuaWj~W2!t{T9%xNa;s{AGNsq{D&_7W?;v zhP{5BehEsirUTfuh&Xvzy(G%lqCbB8)RC-b-4HKz#nW%ZWo&-fD@v0?dR;&>9vrh~ zk2TH>ey1>G1>vF~O*>L1v*j#>>M#A$dEm`hmI=v-+884NwPNtGgJ` z)d9bHD4jP1HBckvYx#~}!(P9919d}&QI=_CY3u38!S9RhvxjiWkyieC%ZuZ@2p{YE z3t$1F4(f?kGt>)!5^SRz)HMpYmbA3ANE?%5*HL?Q~0-j0MC z_;A1W%bD?#ZL@TARXGt&_1A#IoW{|F9AInM@jQyehp@uXiyS)BGd_Rbsi<_CR%`{` zMmmi`d}zFP!@Bw9TXh|cg0AI`NH;^$NW+YEOo3B)jT26|1Gu=JN933kCLXl}K7ZPt zKB_vgwZ6{okX`z^L11-_JB&}t;j8X&ZDjek*I3f$&wp~wEriZgd}0)DpB^7{r5h8C zECAmlXOxrT4(@Gvw4dF5!|SCFec~k1hd!?;&C7eGqC$|3^?2r+H-`gXJVPcuKGOA25+GCcU|9$JKv7}gkgwu@&ju&3e*tS%-~>!> zf!H}jQUXr~yja8{?oN<97~`1bI~h2c$8Igm1{5szf{UjC@62PlL&r10+7-W~wbPqj z+%)svJtjrzTTkQt=AYfPu+tvz3P(2xkW$1xg}rq*cwBF5@G4oQk<{1$H|bb2Ft`P&o*J z6KIrlwgj)DXfq_zC58>%igAm$>q)La_LtUcl7`FP)wQ^IW9vs0RDb0MCi|^bKTAoTVLvZP!;-+`SK=96ri{{@35FIEt^{OPYLDO7AEG0(j8C}_OBb^IYr%VFDb z;RphkRF+g#E~&j^&kz^)vit-w2USKGd;Qvcia^PV|_qk@(-7j#5H=}oeIB{)D-X+8jpzYsj1OR@IPk; zjzy}NEiCVfn-SZQifh4P%5Jw~uCDK5erhfGIMAQYGZPd?wBRJ`t6?9gSiOv(3RP58B(gGOuVVh(&{Q>AKr<@!-e5Jov+%5uTjqv! zUTWjY)zrxoevjsdJHGTV@C-ri*!E%3xxm7s8HbvJJ3lW|k>%^tVxKL3T9;&hR8ECj zn_JZmQ{5zE*cl6ul`U11&hjMPQOhBTwlGak{k|2>H+nqW$-;HRJU=rCX?7`2!CN0B zXE4$Y)C;pX^za$H^Bkt$i@wI zft?c%YI*ODEQ0HBtqHvcg2eLTAdClzHxzDPpZ-4IROaa^&WjKkG^}bhs_IJl;I^Z( zqODDmLaRT8*LOzE=<+SRxjm^oK#-!zjNO|#*|0g{2CGcTml6Nl157YAM-O{|nD4U0 z!|_NfETy)?(S23D)Y5CN9NdI1ccfePjT}EFv&C|LBk7p6kLXJJ!Z@N`(MQ;vZ8N#a`=jMJ35gRqP zq-#1VRc6SWsnayykQ8NzxDz$b>Qv*wrZO7Li*t6M%CgIL`|nxk-h&_g=sU;uv4k{F z>Wp5+SstfnPWX1fE{^R>MraxZx+beFhdZ=+ld9UV%}q(dq+q{D(V zOt_S}(?io9ghxbVGaO}9NVcvb22~>~vF93WVII}HuKQAxgTtY{@YO^|R?LiU=Wt!5 z$NZ3RoE*j!^1kqTWyQc^iy(Zo*JJ1iz(1=&iG_uwgRFh6W`ZnRGWJDJIZpQQDH~fn zIG=#!SJ81Uu7%h^@X`antpW$MyQ@Cj*9*tlj~-1Q8oE`-hjexPhYLV^C~C}yxbf|q zoZrg3j=BE+epe5V1~>A9J9qB93}~?&PdyMWY|X{w=_%~R^mRME+}}K3^VKVMI(Gj^ zkAi^Q8V+a%Aed9v?wsu6p@kb;=I?7Qz93Iaijs6{Jd4^w&o3+&bfG^`j9s#`p@)*g zXY#QecYdPim2|b=Wub!VeDvF?^~ zn&<8S^Vm2Bi6P@*ENv=u1+@KH^kQ-IkTY(mr!cySA#IC1e6yF@J%KOF?5L8w6RFys?>WOg~> z5~zB0wA|zC+s_6eafsR5pui8eg-S#hv%4_8+oWFYBz1v7v zVQp+|6tNyBs-9B>EyAORt{gVxC?#5kqq zqZCBb_Qd_x8TImag#NlGnl{XyP#`ywZ6qe;(Yl9I=^O#I`B>R)*S!L#9+$nxS+En& z%)eRLU`;+>VL8w~TsIfJFiZ&yD$guiXHJJq%w2^B|2^ghO#hniCE->JP17<4HFdPK zLncU{N|Phq+Y*x`#zS>R$KE9*G;C>e$=zl^R+TAE*-OBf4Bo!}fNwlB#MZuJLaO_{ zvst#agCQ{+Fq#HrFx_;IA4bZ0KmJME$pW$C~{7?za=vY(_KCKTf6labdhW)(h?%Z2c*9BbmuvYH{@9V zn7dx+D8(f`4SHoXC51PpY!p#Pyr)s*IO2doh0zqW;G6TgjJDLe{{D2~P{9oQPyrc?*s2Zcyoj8fsTD@vxXx&U zc=6Ie?8(B|aBQD>-}_%bh!;pR`GK!qnbNc~eQ`WBMEN}zS)6(DzKq~$h08NquTKD$ zrhIy}-?qa6(f!_rK#rH!i4P~-ej9v|Ox05cs)~8s{)2fFB_$q?W#`u(0er7FC-0-l zgW1SwAfx+_r@8bMTcG_w#!8No*8#WQ+78PsQz@;u3zwLgDJ&KYLSf0S?KJwat=xyQ zL|2cyEulIG+Q3rLEkTl>zlkav6mdGIi|jLuI``Ftm~tkez^oFQxg*2-=?uLDqJ$E30 zw64k7v`0x5$3SEeJf&&v?X2PGrcEc6KQ|V9%WdjPu`KD6iS7%$S4UuGFa;0FF>3N(nVPWYt2C3s?Io9t(RXYbwx=}*zORZz61*4JZy zwR_9{F$~9b4sTfVX<}u=P+aWkdz(7jUH9DTt@52Z>0u4L=8koF71Vvhb&j)dE=^FD zEn})-zof$W#IZWIv@#ZfFEuTfNVbj5@-yVLZL*Ro>cz37e2^K#ysq8~n+~VO!>mqR zi4n;FT8+mQ^tUfYkwArg_`G-PP5_BdQz>qe&^O4$ciC`lf4Kn~;icQC`|Ruut!O!|1k60-)68c-w)`D{0i*S0Smnbq z>ivSZ{pbGBSSh%%1C?j*7Rk_E(tLHHHHVC6yB==gjqX$awKL5+qW-Vm}x=&$xt+dK_2_ znVP8l?|b0QfD0-2H@FGP&2EqF!pMyRsct`S!mEO1Wj1bz7f#x1pcKaEY+iu>-08*p zN>49hpl3|4$pp#On~y26^*?X6j=^|*yPOWg$lfj9xd(l_zrd=lt*x!KlQ>i6L+e|H z27FS7W2Xa*nWCy&(G6>$0JJ$5v-o*1WPGlgo3wcF_!(X2t=@E5E5ElA{E*_e8i0Ig^Yy`dmlk#w8z%qVm0ZPTb< z1i^VeEJK=b#}aP2_1x=Q=1^$Xw05SUQDrhW9spDh9%xz<)bjF^|gr_!Gyw$Ja*M9D3omE-B)lmQ?gV+mXbY_C4v;8 z-r2~ju!8F8AlKs4>7vnog-;J)QKFB>HbK3(!?64kMx!JxElnv_&cvGPW2O_=9JH^d9k^S^CWOl4s_R{Wy6Lr_$MV1iE;;m;`VZLv=oofuSX}McX z%6V?1;xWGr6n?$HMOPL;OthwiBDX=1o(}edP!|Jkzgj`XDA^4OOajQ)s?jXm$SX4tSXc6f89fJ(aj!3qoRiGhMUoz6wEqGc@^ zEgUhz79$$hq~H>+y)TWB!s#~?-v_)KIiO_fSzB%sk8@>VSr}_SH2rj;Ps7YL*Y;Y5 z+A=npV372BXWZdy^2VXN9Qx!do0iCRZqSN%eq*Hgzo2`*#j|rQmB^8jCgP0 z+_-;#=uz2DI(ZTb+=w6&33)~vx7OdLCc3q({OHjWQ6Zsg&fP=I7r5k)oIv=DRqS!y zMdhpcl!W6xdgdZk!ZP#ChZEpnz~;?XlQ>&Ho8|__UKv_3oemv|k2W?oJw}|aKFi9w z5X`mk7-?4Szu8Vqn8H6Xwm7ztrJwQsF*8>tqQ!$v~(HY{(LoXm9){xZ0Pnr4NP)4cn z14g>{nK$;?$Gii(Hmz< zI^&H~)K5>qepl+-CfWvt_1!{d-%PtuP>2eZDfJlGI3e4e5G4Z`ri1&1sThs8m!d ze>j=xPG52U4o!eDaS7$+r%s)6S&dc~-A>x_aoq4i=+hlK&I92B&cT(XC21vj%2zO> zhFurEe`U_wKc2=YUue!?szqMeFz6td83WE7J=ZdM?1jl(orL!i5C$A1nf$^lt{X;* zTRt{eWq7nny>yt%)_)!4KVb1#lzXWR^s<5>~>mrirmkEG?HXeoSMS63yz z+;vzzV*RGZr^mtVkSQL6!9jkBXk8N!wpBQp#M?)+o=!qqg+#fMG>_Vd*o1y=zu%~$ z*fxmVvovroxD`{Ob}+G|_Kg5(uQPkw0B2ZL16nZ8++6f+s!_JMxcXJ~R!E11+Lk}V zpqhDYGBhgsoO9|&UXqf=$(<1wm0 zk&E8OQbmPJILoLx*7Ncac{~^7<$-U)?Q{LZW^u{u%f0`-z;BrK#bvRhz188 zEkxc#(6a`7Vq|=Ls-o}G*W=i{R!dEH_w1$i-1C)!pRKlgv$H2!`aFM2%l+aw^@7>t zlA>Gc>Jei4;yIgWJ_IaUQZAE@cmUSP)k{;pU>-GLv-iqKb@)S3pE2c5oq^{(dBc}}?*CdasDv3U!`MtWB=g=|lp$(m1z_azMnYkAGwl@>} z%~qe(r*32|8-c>Xl;jeCTu(T*jpJjW@`TPz(gdm_vB-haxV;|FGkJfP_4#gsV`QUg z!HobwI^sl`Vqbz0*prZ}xMI&KzdrBpHwRg{550W|VWCs6UYUePNrs!8rb(oSO)j^< z4mG~Iu()W1gNZBx#XxBb3onFASoM#r%6r}>BFl-*hsu*o zOI*spdo*S2^-%;)R?+}Mj~li~YN1MAO(X2}3Y$Y`4svZg^_=d_0!;08`OGCi@-!gb zF7(G53R4&=1asxeZe{%e-=B1#u76=zF@>C85n#@;wS#Q5DfmDq;sf3#9!QHZgH>ZB z*@QY+@ELs$1)=6vs|Hf^Zst;}9eWldTdpZ!EfhUQo~QaykiM?f!!<;>px}Eyv1A@4nd!d#Y*5ha)AdfaP_av5Q)!QmJ_C zOg~0l#wOh?vXQZ5x;O-TpN%?~YeSO;!aWJPK>Ud5;aawuUX@CaKztm^peR-uZ6~wz zi_SBhfoa2IDw>UHNzv;noMu3)!ueLY6@)^&lJQ7|VGF9K$M^m0m!;7C=y^r=u_MId zTTu-HStcb$8WCH!*nG%H_4x&(G;L=w^E1n-)sgjele~TiK zCi1A-i{^zUMaK@Z$2xOLY8nEkphyrJ@VcJ8g^!PK?NIcplZJjkfOq_->u1unXeI5b zbPFFH{XhSF$jmL57>sppU9vFgAW@vZrn^oLFOGbrI5+C0YI4A`qk&ml#4&ajl6HC9 z_lR59@{9zvp{%m4-};kHQ3S6;j9)GO$x?1$?XP|a_$23QYG6%`TI+;ZfrF!!AdQ4y zrp?|^28JO`^XgNGQD)=j$o8gU(yXgrjF-*L9I0D%q~KGY@YKr-@gk(~qr^4gY4iSr zrFqx46gFofx9$7Zl=EzQq@DZnE&7T*TbkcqIo;v8;J8(aa?Xcx*zxo1HvlaKnsRJO z;QcxGcyz^WP*u!4_ga#gBExsXl)gRRgTmeFh>VUFP%h_n08QoOfyaL4TAjr*sQyHt ziRyl?%$&$*h?eenSIyI5ku_aQIbIM5OD*^DJLSlAyp*F&W44b2q1-n3d)Js&E@eJGi)@NlhOV|Wvup~im8}*qu|k+E{@U9I4QCxYvkNv#Z;ywV<}Ow% zj9TS+_Id31Kw)qWr)RJUjK2_$ftR6r>qOPIkBId!wt2VC9BqF?j^u1#Zf&jz8C#Gj zZ^7|kaSV6xpr088DnB>{ADllDEc+C$oWg~@4oiPG`!puH%}KiMWz##WS0s|bm6^vt z5pQmFUt6>n+xC9MkQMg%E>FzdV}kU7_NA4{=KhAbbD~F$fWSAG7_Yj}ngi2wlWejCM2W-{IJbeBPc0DLibolnic}yVZj7=4lRZNH?(DKiQcL>Y z8M7z$zV0)rl z80l-r{?;i<4AwJr&-L+GZdtSs-Osg!@f*7yj2X;};XHikP{!sS=8^RkUbRh+Ex&ZY z4!qlFv_8TUxqK8sah+xCdy0_CpMNsGvC54)&q<#TYI0m{Di;#t)q)0H-y-LKukrVs z|K6*(m2Z77-ZU$4rW`|&Ly1L=@dsPf68xZrbjjz=b!^!ZH8SXS_@lwUSnXMWT!||3 zTAZ|N8sYGV0EfCHMI+qMxJf0RXvCn!YjnM>jQKV;mOcTf(P;(qmb3ZQu-nnDi-4dL zpRJ--BF5wmt%N-(p;;$pp{C5Urnq=8l0p^b3>iHmPV~f(FhDFw=jmb%gEUPeppL<2 z1({`Pl&29A$PLmXvNWnM71Y`4sM2_OzLCkv%pmq8cLgC`hA@}vJ5%Ep3>yg~+?hU} zGcF6HWoysjSv4N6n;pwz)>ra8*0nctH|#v7x+`t-zO}a-ZWhhyh*`}Af%r1H=fsL{ z$qkm$9KtUH3|uBGOh{Q7o05{25p9R`?(y2qKi-~UU}9b3p3eck&h5GFr>q?Hghr}-dPxs0KbcfI<_UDVfPh}hQU|i%s7#BIcg(#%-P5sp)?0yIED5y0w zdglvSwG%C$me?gHp~prH!D!$XN3F2qU3QPn)@=P3pTP|#7EtkKhP}RQI`YfwdRveP zmOuUIBu&fs)+8*x^?srqpFt$AoNk(fuI9O;Q^^Nvavn}|{Pz_{C;lO_4C1H-KOl|jG`VlN#Y?F9RU73e`gO@(esf+;i3(tFiLYIeTWDn`bU zKG6{&PU_+ds7TL2m8PE4wpnZ_aPwGlx*G4ez8QkVCHqT@IPX5LoDEE1{QbyCxm-uP z4l9zX7JY`%>Ta|Lh(~(VYOdUBv7vVrpiDhzP0_!#*R0(hIqr^w z>Vcr)+B(avtjg*%LRgaeU2S90zER{{zms&$_E+kv99D&eg@d$X-mWQLYydfAMV~M^ z*$u71N0z_kO|blSz|cpvxFM(NIK}bhl<(o+?UHx1YtB(PUiv zq~je=8_H;t8}Pk~1M;ekx0hkq`-Dho=V|?GUWH4O%5S*j(WA1}#dI2IlGp@LowO( zu<)7x_8?0ZwNQ^u)F_ven(ATHe0RCO%(QrMPm1jm3#g!hSiKt@sa0_8S&qgrY=--J z#ih0N^den1K@$@Sc8vn2^psoFPl+#IzrHTD9WJ^T$7k@k1}_25(M?4Y?b%}BC2p4h zjsQt8C%6WeS(qQ&DSb3+yRFtq8Z_loP&-1d#g%wB$gQ&9D4F@v*J05D9qJ_N_VvV6 z?RDLFq@vW?BRzEuoi@P)e-SrNm8RGS0Re1xHVPdmnHdm}W0qxI@!%0I`Bl@4FOqz# zUz4sd*uXY*SR>mP4liX7ZHOr>efS7kJ<#U|@!3PY*;e) z!T=@K#%r+ZAhNN+0=HNr=*G&yVLx8-yXU0@zjM{C*ep&d$J&+(Jsb!y^a*9MXU^yb zMQ*($(xi_*#~TPbZd>O01jDlUC2u4)A%(DS-Mb{bGt+`txKcOKm*o5G2{u4`r|8O} zJxpKIN+JfSn(@_g7cQjh%y8q9UoO0rTSDJUA%fSL$c&{nZgCUGvsmkBoeNMhtUn@< z_5(Z|dfPmk&qUO#2!~I=_`mE4jE7$8wo+XaG1%LH2P>zh7Q$^{ZXTO$j%aR4ss`)p zv}kF!e7>6Nc4^g*nZ@UQ|C=}Up&Z#i{1E1|JJk#oG&9#y8}Jt#x&RHyMPch2`$|nD z^H4oT04z&kD}H6@7LWul5iwqiv$7vU%6t}IqIb+FjB?109Rj?1zt~FoBfNe}AW#5I zFS}u8iqzudx|z+j<1gr;$|WuLu<&%w9%`zoBgAV8glfkri5Ymln;#d9*9F8Sv&wV4 zRYga6?%@$J3p`Jx1ZAFWJ2cIX?a>ppYab;+tk#x38ZWkpDei3NkYxS+_v<9o0%Y!% zLO(L!*wRmLbFI&AVI>A`F6>yfO`X#c@HX1pcvXiSXx|2tWU7Pnyf^OsvLn~FPtF2S zm?+GnT`*xqnn!mH>!py+7jy0e@lx@r5ilWvO8cz~Sot=jhe#L9LTJ4~?(Hu}zMYIe>ip>N6%4C-xg-CrfcH-hJp?Z3HZZ;g8#t1t+fSWIV(4JHk!JAk)fpMbM6+Bl{MMgsvi3OJrR;q z9EUMvBm6&H06cP4ZkrM9wD+*!_+l3+`hs^La@+dK<1ql$U-ALL$7Jf2EJhI>4~<9( z&9Lqt2ZGVghv}`QMH#aNy z18ERk6CaW{M$8!US$Xu7UeJgZG7q2D7`MM;?#;zuzYz{h!JQlA?DZVACk`NtVe>k5 zb+F$@-q?y(Vrt*bO7qow-PDtHelq7RRFoM|_3`9-W&~>wUkyw@EC&j$z#u;&NTVx;EVg|F+A5uCJWZXr z6lI~=&wEwWsKpa)l^Nzmu0@v63WhZ&1sa%-6}Mie^zoPAtYMKeavM6Z&AqT}41j!h zzP+{mvCWS{;F2P0n!jO3pFtENkKfAcl`SXUOO$o-(uSywBm-bHVWuNo6|I~o8rh0c)~I& zn~yE`cl8t|%z%*$D87KU5(yxwNSFk%B`MyZ+<$pko~bv(Ku~LAU~}7UM(GnNvq}11 z0^+sa?|&}2>(Vak{ZetC^umFyN6vu;Zu@1+A5F6I;KA}~Qr3RjpT|%C!tq|_!j#v0RIO~_)yZs@6L&586>c+dayKMdww5ie7WJKs<|Lsqe z7OK#Ro&OxFBZz<)6_Vw$%Yp@ITF%ifN;O#W?tHQWXz*m`XRp-C9o?QVj&tj2*skY~ zw0IS1>CYdUswrNOpZ-p$e4v(A9L(`QX6!c&YwqeViGNsD_Cv64vUG-p_5zt>~kf zsvQ$OQYR+UL=u&R{lWnrB?S$!JogAQmoC;LN5p1VH_jbgbJEpTT5ZoP-&&LXKKrS* zYP3iQWtQ9Md$Ta82ZuQwZ0uC->OVvdA+-8;fmCx5AM|2w=F? zR>6fJ_xklXcikj4%u{$ngpNtX$;)8Z7N)~JcWdE_Jtk7EpDc|-^Q;>^_L6z3Ck5v0 zqGj^>{P(&|*G`T!yFQQ3jGP&S7W8hqzKg$A@898A5G846yExVoWuX6Fx2d!+m`h$7 z5)0J{Mq=!zZ(Eo~&m9)HHTgBizO??FJ=vU8Ilr(bOf2Z$@GVb1N~cp+zb{Bgg6Ui4 zJHIq{5XC}yowc+EO!5QAloTKX&IatqNUedQ$<95}!lzH0CwnkR?;Fi84_V{*f`e$0 z$57qLb2stO35Gu-sEvp7+d9k1_L86l?lIihuEAd2bDfFl2x0fZW45c>aYwu??8gfd ztRdJitW){zpn1@dhS2);kP&=4w0|HpbmMYDgM{&DxZLOr#UdtoV^oao$dTcJ9V}l0 zz#uh5X{#{PcOpb8oq7T?%f1|mK^eLD5wh|#&!C&_5-`4~y7^^Dh-fQWR^^cQbOPF1 z{1He5^j;Wl&FpeDaVZ*pZ%(o?&_&#)74&RKOOSgd&{SWmtbT?9{ytw%G+q+sZ=Pfn=@>Tt?5u9)) zqnG~o5ILVPTKrMP6trC1q0#4E!hU=Ljt>%7`-)ZUTfJ&lnErsHN=79AbyUWYAxhcE z?k*@LK1k^3wG{NN0d^A)K<325y{B{G_gmljZ?dw>nD?d_#w=f4v5)xtU%x8=8k-NN z49t6Vz4ojm3@iTr4Mof}_v+od zpLQvgvPx-3!`>e+~ z6;`aR*143}PGvhbpc}wgpETHr6)7Pv;p^Ixd<%BTq2Z-umsUbu7xmPVeG5DYWz&r% zGg?$pqIikY(1*?UO_sjm&0YU_<+k_lV`rFeo-RDZt2UyHDvK+Ev_;Bx$8%0Py~%YN zEDGLJFFm={%x*O_@aaW;*|PGrDG$oV)S9ccOuwI5)pL%Lry~D}L0ohF@wV^Bdyf>o zCj!b7(IC^aXeYZ2AtE(jbEtfXk%)+q2SE}IHj!3Qt*xyhlrS(%ttU0rWy+FpeDsNS z4V-4eSzcpvkA^0Fng4jVA8^Ty-@$YOgN^_(Pq`W5rP153GF)Rw_ zQ-m8<*_X9O8{|N(lcYPS8Qb(6Wop z0i#d{=WbTwnBTKhFg&6ed*N(atfvt;A%^pH-QKk9@-IPsse> z^`PYKW;^Be|KhW^tL_@C(h;%fRbhHJWRj0asoeM5 z{-h6=Yrh2fyd&B|bgCy$qukgs%Y8Gmi{!fCj1IFvl?@-Ur{-IvxRtn@@Io!{+D_3b zggef0YiT+5PHzk3xr-m$hE3sd|Dm(1u3uh4JYveRVR8vdXJMo+ydes*IJZixm24~? zM%uSupqO{a5VGfKyVm0WIybZBH@-YQi@;S?((8g{oLjxlB6t4y&Vr2p$7ELu?9nuF z?oMrf@ie%Q*Mxrk@XjmNYu?^_WR)Gq_vH9HtEDdACcc^=33}aG!Pqc9Sk0momS!;~ z4jCyTnF(?p4${4gGBy;7rH40cT8xsUfQKn4yOC}!IUR$lt!h*rt#>M_9AO*rUz`){ z!Voc%1&ck(h@hY#x0+p}wq@LXj=6suB1QQ9y|$cwc0~IBu=gHbO{QJfxQ-*vsKCrv zP!JeL6s3q#rG;@E#efv4(nX{<=~6R1~C!9x0(n2@oJa2!TM7 z@5K4u_nGJSAN1|XYX_N2FJnMMc?epXgzvbS{6)~A4F%{Qcvy- zlq!pIx+ynm$)!@s1pClQLw*)hv2lw*9-+Uz(Gh~)-E+fgwBV4HOJcYlfBW=Tkdj_N z!s!}+gGWt_z+^syO}FRrH3R&g1vGfU=OiZ727N*amI;F4|K|)!MrSdx9HHG|_ z|2|A@C?U$B7%o=6s@|X1j-HXt@0T$)qY;qNud;5%9bpThK3I>e=wJ=VJHw_`nr`*$ zj58jC6{l6a9ip@A>N3~<&6TdHApuam|9$z^sPo)(n@~C_B@W1s^c8f1Na7Xi2Wi1u z^*gJ(^U4$>rDg*U4~E43@ZDvMIt-u89Tj95_8?|rUkb`xR$gJaDts9-Hj~Ut^?VTL zoCi+==KbbDKCRP3G$kcc?eyzoI@f&ni~su;Y};}&#e3frV|@uC$h+2ep=~7<2Ga5} zeqLlV1Z=&uudOZ|KXF1bn#!yAhyT1HyKnko&pYXq)mP8j?L2poCCt# zhlbf%4wH%z>69}o?P#(JWYSX5eK{kZ)NZfOnTO^I#ToN6ItV1}*puy5|GtnxU(TY` zd;*s|*RC#f8^nk84Gdx-dY=jSaMzaZ_t|Z%c*HhbxXV592G3{rOgwqK-m9KW3-Ffm zV}hfW(RceqkqMWJjCWsF*tE@6c9wMw;8oK_>KALq2C~%Y-jo{cdi#G*D{WhG8V$<- zasU8sgrI|<-I>^?1IyVRZy~RK#`jTuJs1!7AOa~nRfKzj;D6Eelvg!6*}dspOrG{7 zKZ+Hb<=5b6W?wM`6v_X-bOksGpM-U5gkXZ^W$c?}#)p}RcIi$Ded`HW^)hbb3P*e( zu9hUhagc6cZ%Z3T;ZgPMccC&i^Ie|w;gwN2wCb1M;>wOP=gm9+`+MO~I{)hHdVL63 zwc_-wKBtftY4^num6F~1m66f`o39&phR06RX!*-kgtU5UX`m-bl`c7`$o4O>0`K2? zwG)$pZ024mURb8Kx_bO^sPBsB2kX#>G2se@760`(;=R83Q z^_R<W8uZtwz881)Il`8us+rR)lH3&SW@_W;@2wNnMGlS7%y> zZkJH|otuPq271t40c6^3YwPJ>)c$=s-badXp5wO;phnEa!!L_hbRDa1hYO9;QdqT^ zo|sQ|i>~UqhUvf@P!o)`U~ddyx$r59GMvKd%0$79U31UA9TV%FIrPSV@n5)q?!l8= z;qltFKEpk@iJ&SM7eFwoz-Ty^6rjqvEa3KL9+a%(DCj7%d)-xID-V;9Ku}XEG}@+j z*G}{lLX8F(!Qd~2|CW%?*gD49cE2rGQiTUxiI{&k<7vD*eRRl?Q(|nY+Ds%bH>nm3U+&+tk3I+YD4x8UY=H#2f^MBpqf(FCtsGWoBn(6#DA;AS>^98XeY()r!W=V8`sM=1LrV7s&?Md z*~Vo;VVkf$N%1IE@9nk9GGi0}Id4nHkdRTY56@p+(sCT}>5P{|KZyI+^4_O;VgG$t zyE+b}1>KS%OEAGxN{VS&Dvv*9mbFt;WZsn8n;a?*~23UVyx_zB9r#A!|^%h1} zszs#@8b%g#1V>`S5Z<&Cys1+sU3bSCsjE-S1J(~Z5^A(^s1VgeRk41Z0&IV;Kei~1 zUtWy(CYLznoBr2lME>&`Ftbxn>M;XQBXqE!Y6|_{m6j~&xrA&p_D927v&W-&^S6Qn zSJz2rd_VmGnN}L9QJi5J4epJy6tLzwEfe6Pp>Mj_2s0BoK4c@4D$N8J$k&e0UjFOj z_Ti3mlEFfikp26p_D zd%t1ah+;5CQ#d>h)Ae>3Lt~R!xqt70E9n0R0DQF=`p;wff7r(VO|Ad;mi+$*|5;Oe z2&m<0X>W&CnAH1nIpi36>iA0`)e9{+hFHrpp3W%i7U{=pQ9-P^sbwrdXoTfA*5enM zuuH?Qi>5}O<53ntkGMi|jboL~f6&*)|FOFg!=w|jtxL>I<<$mdzX>lZZI#v6dleSx z{9~M?p&gl*mX;N9O=1k<;5Q|La!cf+g7OkXYzbD^UX40_q<(RD%=2w?An6Hn%Oqbl z*x}0uq~h-0kt*x5G~h4JAF19V_hnH>oy$lc6Rg@BoXb*G>DyGDQc~V2IVXc#DAj<> z;TlJx5@1N_6mY7xn}Y6SG3nIVbG*5rF?ys4-^pZ< z24(O)?{+E4DEf$VnwPNua)r4UQO$Gv>>*n`v4~A&EzIb6k}T-6Fn86irzvST%~}^t ziv}f5MZfU?eIu43=`daN&g-Zf?0`E<$4|}`v42A8C;)uJTv*VDgjfM zki)WCY0`4Y%FTXFyx%Hl)V^wu5w(Ts@Fu6&VegALcFI6qM}oJuy0} z$?yOC)1?7P;V14!C{sEVX4>*BnE@wOf&Eq<$V1ansnX|R`*r6%MRc~MAMJu8It6B{ zE+83}p4I{Gb=T`LkQ#RF@bxJFrOd+i6!{TRR&WN(O`7VcuwD;>>u<-dvo9bl3gbUB z8Mvf(H=Y?VMw0=)m=IjE1Sl`L&!+X^=EBv}n>(bPsg}qNu#Hx|fFAWB4Hg;KzGuW} zE2>K2`q9mp9?ddZz-)9_4-~|0X^+JSmgtt>R?wTTLhWlU{L(0m?ng7P0sj8;KIHG$ z4O%1dtV6;zoE3~Cr6aR$QQ4@H4&!sTvLR>dPL?u0M>A;K8goq`vpn?EpwHys;eC_d z)Dr*cx!@h|-VAf!_M4pCr+!!21!s{KxSo^Z#R{q4d4@Co?$)H&v2B5JhpS0Eu?EB)%075*CL}FXIjIdpO20s>%gv6 zQBHt9QYGgSjNJ$gLtvgmR<5|$mU?#Ybpf+??1EMovm_rJx}PK?IEOG!_E-i7<^|H9{2jl{%JiL3T%2NcDZb(w$(@roX*+l8FP4Q={Q_G@>}|U z;N-m^PF)wgAF;a^#^DEdp1E*HP6L>*>CIGsIIb|+jujiC~G(at- zzZsOG-6t<=CCe8WF*yZVEkynk36xl<>~*3!=pkJEIpBnl;HKW;l%DYZ{d*_Bq&v}Q z=599!<{{I~rJ!W5870p{;)lD#CQRN2r`swdCERm$hi|T=cCshCU0>R^W3Vet2HSx- zcPursU_Ai+}wJ z_KvK>=kjsJOvH|JJ(;s6NhyBQkv*v~B0Dpe(FJQt^V z#&HL1LEY-31IsyEKdF?bd1ug=jAI@ZHchz}7(vKmjJ))!@8T8m@2)K2r(p7b>8@=6-T&VS%^27(p$B&V&X zWbxwqsm3a=kA{TVE$nK0+U{~XAi0&}hrZzyH4H%dR5llE>glXQRpcJD1XjVLKYQGl zM0BiKt{m~tQ|qdN8oOQ+%0-Rn&7GOjxSkPvJke|Ik6qFPC2i$naM>)p4eISD!=!Fg z!sR8f2nbKoUR%XtBzO8)N#{3jDLkj5j3*z@U`O4$0mnC7OajdA8UQetv6nAhxXe+p#U=URBxI%W&>L!$ZKXW$X|%uu$RO&cmkMo0Pl7}J;RO|Eh4xkeseZem~G z8H+=4D)}STB(R2%wsZN&L!hgz>B6GYQdmqayY=!l1<{>gRyux&XAieNBRacGz5JTO zNM?DYLM`<_FNw2X5t2u|h|NbmO;gd!we&Q_wI?W&Vy(o!#zDQIQLOb-F2$wiH>w8v zHS_xVHEj#N?x3Hr0^n5;H9OMpiS^XO?Mi5by5pDv^KZZwn*orezC+q=FidgkNh{V1wM zIgIIcgc3M6NQLnsrhfSim4g#%5LDM^2NY>tRaFEbbo<#uf>-eN&ajwF%61#5>_qLz}BRwq*?XtRHY-VbODr9{T1=j^1W|LPD3hFGs2<|C1E)jG$1Vj ze{4xzlrYT)8C_r3Dw}jcu_ij(y0dVVlQbD}J&Ae9*j%KlqKAv!TQXrbwPbiNqz`&l zB-A4B`!yfQ?n#porQwbgV;m+L`~9H|S6uqk!YOQ1yxx5rVZXgWr8}2tkm8IalDz;o zo5c{=aYbxj3;D&SyQUaM&9M~}T{Q~$|G7^sJZYrReVc(f=+#D2bG1{S^cc&xXp>A( zdkSqI;HPa;ACczlvlvZEL!YHI(-;P^4Dt15RP&rn6l(CEI=U;SoG`zu+n|4XQ-59h~;H0SyZKxw; z5q$}02I;kd>&WO6@swD&j=@jOY!v$`hl)v*_R;8pFYD4YHcY!>I_aaM)$U{83LL)nYOe ztkn(v(^%do;3s+c86>w{mBTPQlH!^h$acLgOHS9^1b@YsWSm4C{AJxOjVjgOk!FieI+!zfDVCpP??;=;R`2Y%Ad|o=5sJS|Uakd6kV`2lijeBZ27~ zUN{(c!zlj&ZfT*ag|e}5OlSU&P@w|Zedf^Yho12E;)mgDwUtV05S*>P7u&PLD+AS`s&i83JG;1|X~)^adlt zPEK=R*lL~f%4kjZ)|lZ0Q69-z`ar0P-we4~KQ&&}pVPTCavumoNWY|Qmj=%S zO|fjf0Gdn`4900j&sN9i+yTJf9^mlP+lv`Nv?1fKhf%Hb<0{*PZbnmp?Z#{YGJ2Ib zyd!^#{q$!_oUv8%el|*t^8w6xbS|Jxb6byR``Wzb>q#U(9PxrAdho|an_b@#yUxj2 zi%2N*+?#gYOfe3L7;LGD{6u-3wH=y|i_IYS`A>iBm^`MbG2cV=KYaMGC!BV0ZHoTe zui9jsx0b;?M_Ir{Z|Bh2J)C4sLF19FXH5a~FPam&yjI?n-7K? z^u2kHclAhy468n!I)GP6xWSu7Kcpt{H*Du5HA=ls^z7=GTTfZ=(2gi&#}jAlx#4JU zH{X@0$WD;~-YYo{iyMkJ%g)cgBAOat$D_3Q-2Cx`;t9kL_k)4bN%kSEHoV0&(R#3_ zSwqH#6H=f-;vT$7k^7%RXJ7fluaNY6$+2q3%S{W7%NWXa#g#6ve(<^kee3V+HfG%q zybb4{KLqGU&4C<*U?K>53YteQ%(afy zx+jPV1!uh9>yMrPD@LaiDvQ`-5voc8rMUaksa@xON0D9q9uB9NjJOk2JHB}!H^%|b zuZIfVonw-$f-aFuYp>_f=i`IN!o9*u#CdO92GUL})~qVcwe~2ozXYv+`LCtTq zvE}v9dS9EcC^EQdqvHsM^~WKh(%$Q|Om*ST8otWNq$)ebz4CS&5`0m&W8A>sIBD%8Xx$kvG63qTyf zmgi3(&!WDpx5Xam<`IyWfa4=O#8Z7c9-lf3F~qx)&y8OVv`i6qv@z zAAs&o=mtR2E#lf<6o)eRTA5_O($`jL9>wb?stX7HQcLtVjt72vAXf)}wJkjsZSJRK z!Z-3qI#0(ApJfumhdlR|Demh>f#F_2TTOhK1e@j(d(4ngyP|!nrQ2%$T`N%}S0g)^ zD`lIdQ@C4xgQr6qy^VrAHWARE%>^U>+O_=$SjmYXGBY-6p??pVw;g9>TF@bLK_@K* ztm6z%rEgfgPVx_gw2YJB$>v+B$=LOD+32Xeddl;;_BTGqW(8oX%tz@jROnwcFNsNX zgpg8Wy5)&={q<%p%_c8iEX{5M;_{=qa5ASZQ5W)Xh=;)uQ+pqaDot(Wxeo_R*EePG ziT3**U*{aKJ=nD`m0)?17$q_ifPG=Hr~tk#oir7YJ|8`84|vMlJKThTTa>;IBC|h`TuhYn!I9r8 zKkCikY~10+2BYD{Q8{r)O2)?#W9|uXl1Kvo?OZeB)LB_dvW#Cx1j4XBtiGaG z?AJb(+0sw%4}*G8Ws=g)Yw_4|(j49gO1Qz6T5Lk$BrQ=HofF^TUqVLU0vTqq?l3rZPp4P&rqPl`2cU`HyAK6gq}O z$Vh#t8FNYHMQmT8Bi3{|#8isk*6F#`1n7yH(c#JkJOt!`iiguUgtjlr>B4ONN4wKg~rUs-jHLY}z$q3q9ZyO2dl-wv1_K^+-h}5&!T74d%!S3eW zv6$%74R=e77qQ_WzgsG^1ohO$hXH)H zJ>3m@YaK6WC8dBW5#jSln-E%WiC|UEgtM^eSE}D~)eYZe{fbU&L!p4#ijc$mYTZV} zz?stj`Eq++x>mGH)sVYb6MIyE&4Is+$tjogb7vtP8-S}9J5Z@64GdsQU>S5bocCYPNvPVfOTGXdRwR~4ds-l? zzQc>_=wqoWJNzYu;p%qj#qs(Fp`R1d(S;qWV{FQcqSAKB+DQ}Zy#bv=bKz)qUca26 zQZ=4)jKceNbY*~B{Yu1PuLLu<`XDB4!IK`awO~2Tbh0$9b&T^FUQ9ZXV1;ll89C2+ zTLmdzQ<(5{HZu1JIeKQ>@fnYB8mHz3&Mm=zRSv$9xwqrw=JJH3JD}{ZaRd|s^@0HR`&s3L@a;+(tr&XZFyZTwj|R&y$~;pvdzl3sKSdcXWA!XPMM zE<K5)?#tIqX2w*0^e_v1!G7 z1_X*SQk@mV?Up)skk}=5GylP7i zQld0c-4Lg@VY#@a$`Q=ZaZq^AvKc^&=NicFpO!}^ada#HZj9reMI9Rsy28yCwcusW z18F=W)q_^sz5+mz8+JK1JkUM%&HML9PpwS^5ftD&%S#V>VEMSfN+@8nA_Zcz|6Y5Z zC!FUGL*^3FDU6Q=^jiYC^jni?hYpJG_@#5|5gh|MD(3QAL(hL4f#wU+&e=<9djgIj z9FY4zoecM`ajFpr<~%Ias*Vovyt+DT%$B%h zw~8`O@;N})@z`dl5Myp*gALmCLTDS}4*n3AV z_W+>b`T5dGQQ7ILvL&3m717aZ=3?m913Yn+%kt-}h%Pa4wiwcLMzVIk)y%DAqYIY6 zJSHK%Y=Z@=)zZ7{&sg$yAz3wIhO$z8s^S-}m+@dJkJbFa5qUy4Dk}O1k>hti{306N zPfUFg`}5WN-rQUgr)*|i=#k;)LcMx?Z+)t3PGgU!PAcF>6mc^C<8(T8;Z?V<^UKJW z$R)P>CG-3zw|In|Fs{^L*XV~;O}mGhyh$0T{Znlhv`>jEC@5eVmh}Nz;Yq4ib?o;a z!<>dUEW*eKxOih^yY@zZrjisFJ3VsOM)Gbv6JOYptlC;K6eD-8Td5FOX}%kSjwt21 zP?7M8T3lYJdh|DMqX(Ou?W@{^Hx~-uQc1L#!Nut8Hz9`|x69vsZ*(j?JRE3u^tqXH zSre2#tzFi&jNcAYi#%Gmmd4OgFhMr>*SgK@(ocMa;41x^i+iVQ$^7o!yGCWkMW!aH z$~A_IpX69Cn-Xll2_l1Url9w>f9f_(~y`0LU z@#??-zTh(DuP?Vkc=s&agT9(HRM^qottD4zI0PtYwIkJtdwG&z_k;zLTuc2csMPO| z%7XSAvw=ql@y1r%*lBn(9fKlWJ~&yQ1)9<(FL}AS2LdeuFRr~mSVhjmr}QO(ar?vj zY9ORI_+Wh4Rrxr-5J!D_F&TcnGXB{GSN=nFvSt#eV@*iQi+ih3J+nKoZst^dqOKK#EG&(|MRl)o~zZ1r&>QSQO#`#!6z%vSAf zQ+K1{`-MqDC}Y?E%BD>O zdG>5(M-(De%;;jCi%Hd}obiN8J?-PdD_@#LlW(f;Dp-yKFSUZDs1Up!_g9~0DLq;! z_at?k*NK#cAJ>i~kHtTK{$1)df4!ZJ*$UIYubu@Xw1I*r`(R4;o~x98L#$q#v0jh_ zjOQNW5j6Vy!Ogf`ZfZxdj?vPcba{a18F?FDhKdN@;@9rggBf6l!KGs*tID<;gpN2F z$GBte<8_$<;mKnzyv<(fOom$E+^pHVchTAYRP?}nw^{dSYdF*VbblUtzTV2d^m3_~ zQTCclxEA%pZjnuBO~4Oq%a=jhx&w9$T)8Tuz%xfdP62-h%V;L#go-%MZ>BFVrS~bc zc&%tff76rFM;Iww-K(z_thU2mLaEIT zu*59KH?I7J(@8PFYFk*gr={J5M`ToDDT>TJ@T;`lrXk!Q5LUVCN^I7LQ5MW8ds%)t zhfj}S#m7e0)++fphsfwC5qIV2hUnUx42ALFjy-Z$Nx{_fVJiQzC;>GZSRBPwZ$jzAM zqzpwblIHsU`&N@jldi6)-)s$iX;fk&dgxGrZ#TcEuW!w3@ZyUg6Y8mhO=f&euf+3i z?#A#4E550i!9nZ$X_elkApCm=*(LZNv1cs;P|Ay%T6+vLeKQc@SS40joVd1OZEiTL z?6)fBQ#fd}dreun9rQk(l0}9J?^*~dS8MgBG0}-x`uq3Gj|s>Xm)+tfCtH}+Jc#2t zqf~4v=bR5-9w%)g&M1l@opf=f0l~dQZzkFOf^*Ma2>+%d`h>VC`#is-~Jp_5}t6T-Y`Vh|W4&y5zZkvyQsgauD9(hqMFv6~jakHXAZ)~^(bfI&EgVRdmDK*9kbS02#GP0w4 zA(LvS6uQ^aOXk7$Z^O)e>3v9;-AdeKfWB44?r(D)@kY0A=Zh3P2-)CQwu>D?8RQ#C zz9S8kYB>|JfjU&QS+=ur8TcI_q3yqNgw0~s>C)p%#$fdO0Y+z{(SI4Sy#McA@@Ef= z2G5&mjw%MZ-pB!3fREE+@2f1+CcBcMeQT8`#4&-B2t{Q@=P%n8cGE+x;rt6FwPJ;+ zyi$4I@YhPH++ek}yh_H-A{J?t_-77;665LL4#vG#4QWo@0HmtR3flk`tKv9bB0eekvf^acLc%Tnl{ zT@pHqadh=qS?jBda{Xg(=O;noAAdZXwf^eT2kI}Nn$}5Bc&g;*;_f2_@_FEDYkcPp zXpph9L<%fZM~z4?f{&L-j`>}*?>X~5*AsAZev<~{C5K+U@{D>~aM%-Ml!snCi+oxS zPMsCs5s`XHgN}FhUjPl4CBve8i{#;r?)#PpH$SxNFAZYUe<^!DxboCee(c3bv1}8W z;F^)<;2FDARlm!9a%tXMDYU~G?6UqG%_76jlgRZyT%W$XkC|)=q#Km@qE1{g*VRWS zJ;3185Ahb<>-)viQ)5pp$9H9<=vKF>sVlgy21brJ@izF2_wA$)*V_bQx6UIoGp&=@ zV{b&tD(or2VDWhe;+5W_-g(K<1WB_@3OX(KdmBWp^1hVgqB^NHjKrXRK&pnA!A`f@alH%Zeih5A*`#)ixl%MjcqQernKo&;0zTg1Axd^Sd^ikZUC=yJwnWTuM)NC+Urk zK!4>wy#Qhs4RwzgZ$4@o6h8LgUa$|0G%PZBVI?m6j$~cNtF}-I(AP!do-+*U)LE30 z_v1G<&(MfgyRoQ0n8jRAaBPpl`5r3=4`xp)7GF+gM_|bEx1*Pa3v7L*@=bGIG@oKa zh*8OQCX|_dYs=dvJhir}>~2iJ*>22ueRos72G-~e@`t@1C;i5--!73K1oQ(BZgL} zsP@D|TR?$F7FTW?s|p>Lke3GzC|y z(rLpwi#&pR1?J`w;)esXky)^cKc}$4*x-csZhS}F<&xL} zJ=2w#Av}KmF;bd8i*`j!>>XmbRb{>DT3jKj6%@*hD`nQGHH1>yRqJDOwL|Izb}@5M)qItH@3i{Ym~k#?CI+%AL5vPQowjy zk539Z5rjO{exv_(!=UDlV={RbpP+u@5W0{iAis!j38meo@W!1*1-On^-)xIumIQ<+ zEna_^-Ke5El;@{|aTxynlHQ*FX*s$;{bpxZfhi`SB)5BwP@TvcZM023DU~7)W>G%m zeiI1#NIf~KmRXI{ZiI!=n9wcJU||n$Z-delMG>S)<+fw*zRq74V3=4ga5c!bClXx%GMD=1m(jOBBMc6l{Y8Q-@ov|j^`-GFJ0c{ zbGEkNSTcs~Be7a#dgTvYr$4^gDY1-v`O@HRqD*vlqrb}}eS?HAO0NCWo6&W;X#ah) z&=^pyX`gb4f~5^w2+h6w%D+%Nq>?bWLo6*2TOIz`X*^hNX)!RV!*|&{_RK??dl_tj z+tK~GayVgrVb$pW@6_y?##dvRZQgC4)gX{WD16-a%il(S#$+q|%@j%mAnv-l?Q|HL z;ym=D32szv&9Hrs9!y(-4S^4K^Y??A&KyO{Y>yjSES9>UGOM|Qtj?+ zODM>~6tJ#6>Xqm<&iFO>rpfnsAw+;dt=plZpb=?}RI#|5y905-t|6#Odwi}`+em4! z;^T!!C6m=AOvKJ@MX%ZN5vj8@@~~kWk86xRy4-ki@Pcz(N!7@XF}||cBGAHP!1?kp!!MYicWZi zU%eIP3?X&+?YoxQ<=JBS60`Gl5nz};k6+g**ZJ7tvA^j9Z$$0WZ;j9Ks zFWF%HJB=X!dtEA5Y;1hv5N~W%Rh8Wie%MdVv`m|r(-!)Dk43Y~X_T6Ov_)WCHp9m` z88Mlsoj%;aojh1~9W~dLcq212Gih4Q?BK?{K1`+DvH7X!y~!0cqC15ZGgQ-tONVUM z%+(6#5yQnRU`=PG8|B~M4@Swq1qUY@Haz@3=k}}L6x_K?R?Hgj-PKCEX4w`goB##u zV#d=3AE%L~wB%$Ehb@bDz`>~L`B9Sh+tZ+LdC_X3(dg->6`GoQ-0E+Z$)8)%vgK&2 zp(5v|4dvo7jD6Yr)iy&+0qAqamsduyI^xDZCuOB~%&L_(Tw#{$nt9wjhfP<_YU7ee=rZr?`Wu>I1J`8g3 zw+jAoN#5lRmcH6lzLS!gLfcJSk#cFauVB;Fz~NUcHbw-@z;AY&VeZapxG#~V+Dtap zeD~^(qpbp>`%cl5I6T_FUsFS0of_BBB1%f5Z=}D#!H9Xdco+%3=E^=(_@|IdKKzra z!oxFH{?j0{ju6_hko>OWq8AKc5(X2iqPLHJ`S9U`!@zurMyhn&3qJ9r`;(BFId|}? zIS$NA+U=hLmHKc&cHA$*2!jM|!OdWLsnf`)%Eeunj10)LJrbt4%Y7=lMA>&K2GNwR z_o{lUaD%SSM#bhO zkRRTTu5la7yqnb~CdPQx3_czofAZG>LEGJXMm8uR2$p&;v+cqKIzE0hJaSUf=p?Qy zH}DR`m!Y%G@0}eSUdNZ1=iE6hQ)uTyrK>}EH-Gt_NTh7RPWuZGm-eKoa*D_iOwYgr8=DhC!Bz$OW7L7ri$nRSCK3O^k3%J7x(7d0TQkKV2!NdGS5Gmp#tv5<{0Dtg^ zY1tQXBnfY25OHQC_JWoZHhln>`6%wln zgoUf0uqrI#Uq+HLuP&N|G#?DxGCbE$bW}ZD*N@Y1cN*)lIQ-qUEEOG;TjUwl3nt(1 zQ*Sc{&m`?_Mb*-8-SPYXJx>Hn`De$k;doE@8cONc0lO|eSObiFf?Aw{jg5^QtMl&{ z0mpLyDRZW$q4<@8vQPG;rr!7If<`xFv?r;@wa+LsND*p4`!|6b8%mp9`=_3U@{o-l zmGcjk*~@ipWyAh2fb#~Fl4B67#DU`vyu7^!^M7oC;h`Tf{sdpc_k=jGM&OhdTPycn z$C?Ksew>HDwGRz-J0*jM#bG|N{LX~3+tGV_(q!1^NWI)UiLr`a7eLb6%22E+$6)S$T#;ab;7n{_$g#2<&SR*?AvRP@a7JqVK z4&tQEOaDyg`Hoi>aT5WZPGcK!MaTK=PU{9OgLClVYhJfNXbDWWLpgeFaYclD{ZL;q zQ|d;YpiuA@d{@|1jMlJ?0Nd^#?}x<$>HY8O6Kjm-L%e)=)1af`_c-I!~)`H_Wc zBtYr7(8ROCF_CIuE%cqkkb7@luXS^r>z|Chn&l2Pi6RK0Ml!aHUtYbXc4y}T(q^Tv z3NI=Z)PvRs9Yb(T5l3pg`X%Irs>i9;m@THquhG?REnNEhKKJ$A4LNeMmvV>&IYpH` z?|0v;ps)8uzL6{?^)R1_v|s08tS0|$hockTDI62MXD-7ZzSLWfh1H+icTP=z$J17l zVP5z6Zg8T^*oke_D0A(*gIt!kH|m~0|8QWj*8LC}e?y&9)A~Q&(>JUSB=n5dcqQ!F z%+}L0xzM1qVtDG9(a3Mp1_%OXlMp8URhdO``^Lp|Gg`oWd9S^ z`H#R>a+G0$Ah9n}FHU2Ae`P)Oq!T$JRqWo+xYi)VZ(#|S3C1zaL-|){WIf*B3)3C5 z$9y#>Zzxr*Bq1vq!%^ZCrQeS^wC<0}g$FpM4(Pu0*fD(H{T^+$%F%g0;bOaodNe<~{t*A^VLvhhjDRgs? zr&pEKz7!zme&7AP8+c9d(Jd;-s<$wFN}e4uE;g4$7FuFnSWs0ZWo5ezAuKV6y#y=gxg<=kb56JpsKj% zl}!4N6?X%AqT1jyyoPUc*h=x||BU;(P@p>e&Sn}I4-=;viU(y zlC0BxkFqcz4*=jU?t#7#(;Q85mRapn5H8KQbZ<`yP_7*96qN%0p+Zw`_9~mnOIsSS z3Ktk2=)Ha*Mg_fMIwa@0-769)fbgs~DzQkopWba&d&#KcWcn)=f6pTAZvN47$FK&! zm0}P_*H}L!`#aDE-5YZf^8wpeG&E+Fw>}gMNVk4qN_s4BfBzN!_*X{Lc%Rdty3g{Q zAB7krlB&#?ua#WmFaV58w%*6EBAZ=#G4}6IY}lYyICe?x(>Wi0t?dWZ=H}*`kdTam zWgf?#;(TX((M_4oAB^was{`tx@Xl$}+{zqH3W2@G$wJdmyM~pIuVSD6eqtt_{wzGX z``C^u3_8~5E}&N4P=iWZRcJtcZ!{zpcl@WH-fX2di0uW}U3e*IBd5Zk zR-YcNa}2Z7W+R1+-e&-aG1{cCN{>RIl&Wg_b2P+mG;EqSx`bTX7qs4Qn?qgqcP&(F zZEan8n~rvR|G_~^Xbi%SmB3{WEW;8ROe=9vXC)(3s9*-Gy2NmefFQC zENM;zjq1r~+xr|>l7?22287gDDyn@iMj}I=JsTau3uz{la9m=bocaaCook_V->aL7@VZ6uBfl}h?TJBc$Sw5Q%BEGTSJ_p`sf*O&GyVQ1Qw5bP zQt*4ln?l{@py>30u&rw^UBvIFg2Rwj$`vD5WuLy+9#&#da>lB$?tcrmPXOxz68D6Q zXXnn-XF<6mRk@uU*iPkaW~OO{Q@CFC?MzdniP|H4l6?TsVB7~x5fky&qrgmYAm3_m z$Mjk5H9FltMsE%-R;QPa*7+B~tZ*^7dLu&?VtnAB2E6Yb$MMQq@ zj0eoBGa*h+^Q4?>e{Zo8nQB_^6wU$Al)m2*x2k!mmv<+pe0O>j6IfPg92SU|b<(v8 zOOSw%39_tZ`F#L1AH}hGQ18J(v+pOxS4r*XDvBx23*1Agm>Q2j-5W zJ_6_4kN;X^nNvB6K^fmXoE+-NQL{eVa;xK%&EV_1>6dJR;xyFN)lu>fqf9Z5W$w+p z*A2xC^+u}^b~bd-Q3j0C$*63rOtn^Yhy9arQ#s&KzLCguMC#!a5*b>_wGQ{$&EG#W zwDf}BdFue{Ss&XIEy~lsiNo7B{PrC^XH9R#8#e1eR`zzIdNoNa;6RS5jf) z`n!A}t?IGZ&Z&ibDxcI+)pVAuz@DLu>rKCd zg`qXLN;C>6(?7H_QKeHfTsjb` zrZXgpLR7xC0lDWFz|Bb}D`38BnQZVetJ<>{_vtWL`rKSHqc9sM-=IxY@$Z8&_R4AZ{I56>&X;8eEf5W?r|?d=bKn-V8tc+uVD9qlTgy?u^$ zqDBPQQ(_>p5PEqFE%GiO=H}M_`^!y?9g(ZsqFfip&`EHAb`-D529-e{0D_Qu;Y)_c zmdT*qYARRc+`e%FEK`~;?Mpcymfp!~b+ zz(zr?7M(y#R*;xyW~eI&Zd0S=p^?Yk-Q8z#ywCf|C*WaZ2hcTk+xYmZn5ras$L(?a z&Q(7@KmXkIUISpK5|gyKK;`LkN+VP_A?66M+yA;w~yG8ZM}+2lXxi zSn=5NMd@NV+Ps%a44(~vX@?shU7zcW9iBkpoaqy&(JK3N4(9L!KI(E4P!ait&cg+o zqzI4$ADS;2iyOl0#1${AfvZz=taQ%GQ&r%JtrqAYll|}4m4DD!x#=%o#E{abK)Ct3 z1qM}%0Z7TN&%H0&mS4g8&4Uv~yn)_^A&2Krh(WbBaEORqB)3m4j!~Kkq;qOA&Xd*W zOA8+jiNzb*Sk*-J>Ixz}4cuqDG7sw*$keD~I^yJZD91)?*?xwlo5Px8GetFQ`hf;VHoMSrv&z%U)Zz5L4z+aW_4Fm}X_XDiRh(uRP zYHbDVp{Mbnr}rb>IgQ~PT0Z3Ae%Q#>59avm^KNI}`&h^jKO8>B=|W(z+6n-Ii#Zy> zsCa!=lQ_uLo+1n&K zyOoTbHW+2Mpu)YC=;I_kah+T%YzFKn5 z{h#OgEtLH9z@zUc)Jj^Lj((o_l6CBG@x3?IjwtV4-}0o|AY=W!ZdpTXln`0|gWyrU zYTdItJGR=@?3sOQrNlrE3~}j-9}GJw?pJE=>EUzt{*=G!^Ov!3!5%iZ&ev~vJpdjh zX9p+Qzmv@ochKMh!ZElE(XOMx`siQC3Eo# zmRd3M#O))_;Meb@MfN!iE>z5%M{;^ioQh#k$(iC8Gx+DNfSa2x6o$I8PA3 zVB^G3KNZ3ARA&$lidU@J8Kc;gVf$wVxmjmdy z%elS(os&Eij1y@iDqs)aC}V^y(2pTHZK5DNBtFug%*rx15b72Ue!;7g-RF^kH-xV9+HKMq$Ko~ZpT#1jhDKkT|T340-77@V`8 zp@fw-v7s@K(_Fw%eZ2N|Q(4O!za9o1MmEOm*wt0v&_Jta@QeQ50*9nN$P6$KXr`yb zBWG7vFS|=gfw29r+)0fkbfp^oFgvZ-Umyqaa+z#yskRLJKkR*ZJe2Jluj);uP;ZG6 z-U=0=WGO-=G}bI*vM1U1ecw`)wZ>NV?1rK242Fb|-H>IB?AweiV;IJqd+M!zzu$X) z=a2I_f1PvY^I?|fnP;Boe(w8PzSsAu+?6eV&D~3Z#=z?qw1i z^IdC3EmUoQ)qE!K0K*0tjZxWMWI6v9*o^H1bRoS@Z%aA?A5F7m-v-G*tBOt6DN!=* z)WIt9^q?og5E-glVe@vPNg&@SUQp)_MP}Z_v9{4WZd=BGCH-GnkN*8l8MCPWV^ z_|OFm-b)@9MH=FOKQA9nzH|2NSw5h@>Nb5ccZ5d@mFFiW3TU9pZcy;ttmU=!HD(+H zp55^}3&phfh3&6(%?J$Z~ zXWRJ!n78bo#21utd)d{d=*yP}Hvk<=!{>E(Q`3-$ElLbY97*Q^Kia*Gt^S0?y1nZ& zBoGKrPO8KH*=$^=0F~a_4#x!2#L;anBYLUp^T=UQ>(@^Lfe#rP@j^ZH#HIDY_nbNNHe8^;Q!gb5yjir$yla}3qVW`qHfs=L2u+FKhZik%6jjuJs2D=g2 zh2N!uy6JonU9@rZK;g(kD@j%lL(tnI;I=TwYE|Sn61=f#R;M@^O>r}7V-Rf_X=8VZqBI17nn0I2~09G5qy=PX`k1O)-%q9A~? zD+D9~>#5wUG^U?VpLzGDkUZ!BIb@>@@=&Kx>z6|VE%GT^{1C*ZuFyTds zG(IMIog?j9U?4nGk%fPb!ikL$SF=MIUV|XiYZDOKc?AH`v20fMw;ihn9-N(KmN@@H z;)~!udj>InSuz=(WCNJCGt_$_EHl4?rmNK1hO#0ScI=+Bv1Xt-q%8SPgC%0KyFf{^W_B zC8b%#u?s&1+42B)yOAEDza;>@2pd@U?n)H`^R5Hb=C{}LMcVkfOVQdd)8gc+^g&4m zNz)*%9~NIU7bU}dNd?j0mcXO*WRkKY45AJc;2^<4txMq6lzMmhfiu~xBAH!b133f; z?x>-6Zdn~}K>C3ocx!sKE9iOm#10GRo-SUki^~Ks5W*!7PV;8Ek$S-Kk1evNzj0%z zF2^2MEZrlujIF|$(P9iVkxTnKcaHO3s3!kKL-q4*=2!T?W)X7gk-bnnQ~7OApq-wLoB36WVCLQfZYf1C4C^I=ub` zkdN(ax6~fEWK)Y0w%TnVaNuPs#$L=`oo>tXtCd(?T@@kb8x=)@210qDebFL{%WnWs z*!VQ%jY`JnOTr6zx?6#P>Fe8h*Y&z6QWGQ zvDYp43vk6ahRd#Q*8sB#p){*%M!6%~=rX+^n&spUBO;)m2ixMHSxRv)0nbjDOy&!+ zr#A%v=X_t5X7G`Dm9JwtfTf}pji#!j1#}UdSP3OKjcvOaXV33TcA*8Aob>Vx5u0sw z$I)l3OC+|!WLqUDI|e&)3aQo`s#re*i2~+{`lZy@;hoB0`0lm_j@nD(*BL zqp%>dx~_a)jae-V60Hl^EvqXlaq;o-HMO-Ms)KZy@8$EYE?xb0MTQ&n5xygUv&{i) zmptbjrfjROa*(K`bUuVxWmP&P>I@RPa^UUFDARWBiy}9beZ5HBPg616 z*odO*c2}GNC+Rx`PcOaS{<<7_yfmSX4v}&UBDk6-n-k>96!24D95#IpKFir z^}cSw7^M362!5-)}c5gJNs>8lc@nWKtyGF7@zRgE*j`H^bvu+_+(j9{5Q5AVyHw(nIz&`;iBIwJs44V5y7n_%GBp3p)bno6yM7uXfEI`c@DFufPF=B*DW-ltmUA7wjQWshs zmCSTKgGXr+F>?9{eXI~n8<6@`MEXfaM_E{q$&&66xKFQF{=Kgs%-(JR=*VKFmxWKW zIy3ZyAh)=9#ogH>AglY2`J-#Fa3l?+8`Sm{Kf`Q1-5`z! z5`zvTB^}Y`zcTU&;Iz9RqkeHtXJ38H-=#)3ncKk# zWUEnbkCfx@*AJBd(tgqN=Lgyn#Vb~4S~DKW9hQM%bpHPC&nIpU77#e;FY5LC%bT7ky4BbCB!H@lCknHb$ZVBI^^~?L8JnqT=|BLw#ruE;W^#AY7 z|5elMdhG&DoQw|vbtESpuA!w>n$C5K<@oV6M8zL}-|~9vcEADYRHdg8={qoT^g&;t z_J7xH1-nqye?**V6fvzs{a+ci#_elKulh^Y@-p0sbYwdiK<# z18GOQB@A+$SiX!(k^sp2ZwhE@bJA^HT{6J^VUcKY#Am^ItdK z?xoEG|ItQ=3(2_Ul{S#Ue`jw>xgX=)KfsR;+NCY9t5WXJU)dzR|x?Dzz~G$h&jiDYR6|O3n&;_i?q@p3b zt)FlDbDugcJoMMgv{cd}2*ht!6Berp-sM+{w#H<_&;GazgxXkS$;24}e+u-EvjDBQI$U`DkFc=IXukck!k1Y6{f#C=|jDL{+v;aG92-LVm z`8CpmE9+HS9GHJrW?cr}b|l>ZF%MPOYJ2xh(hE`R(uIZtXGq?W{}`;wjqf7-7MFP^ zXYcYDDEt#aooW;^iluY#^sMSkl_@&BwZGco>l09i=>!{FE=YJ$NtFhT0tI8DqPo&1 zzu0I~@c0PwRCFyLpWrJ4HwZig6*4h-Ve!2J%(`>w#=b~nG4aJl0WQn68D=O{voF76 zum$FhbIl>3+^Yccn@phQ5R0q_Q>1{|-_PYo!Zk`T!?g^xv;AvGb%24B7dJ3qXxpQ% zUhTdmRlU|JX)1C$L~5f+nml)&vaIK?X={trmiiWu;^EU_8nvZUwvwy@Zc-38kztQg z@A-Tf?IzjRY-NL*1fBDB*jRs<)aI?!?Z5BSucrWO*6+5N&&-3%Cn-cwL;+2mlu~#g zE__qN*!V0Wx1c|-&wPDl15fU--_=xFu2WLGStl>Arj}#!Mwz#Er!8M1E@9!zjGcof zs!Y}vZ`<~{t(V#8LCytEDxC8{m4=h!{55$U%RImJ$<*Am+)wjoRI+&iZUg~7Wq+8= zPT-%%k8iJEP3%A*k+CqD#WVM;tP*zd<}!;cJFc(7CP!mp;ug?;)C2gf$EkjsL9^hF zTwl83MYdRMp?!thmg14f>Aile3T2ec&;rvXzi^@K%oZua4aq&aJlx#+10Gmo9Dxez zUo2>Ks6YtrI4HApTDayZuoT?2c9Rp~OCp#5VeC|vf1f1vX@!YZ>%}eC{m2=|blM-P zrb;7?cF3Z!v9a^jF(;(fy8%n*=mq;_HGYcj<&#;UeNwW@@&bifrhlbW1gW?EBt64~ z98Mw!%Se7e^AmKkg+{%LfSddH{R0<4AvH9W!bN+gmh8H!yin^d$keIbu(uPN_wJ(J z5;cJO+drszz&wi9I6g5kHL-wz_iFgA_h{RW70bC2iC!C3Twrjvt>x~@M}FG+)Y{rJ z>?+i1R?#+Y)lK0?r|~G+!R~rg4i68z?CPhC4R4nBf|Ois)pEbh4`JkKq1{RNKGgpG z&m`jGXDe}!tw5`u>XVmW%baVuHY_1gU?n1|2)7X%F^wAJ_@N0kCG1Bu}as;|?E z{PCAOJv}WavsH>q_15zT{W4N_r&?48rO)8;cyd#bpFkp(4?*-VP;muB7;43y9J2?hkwfOxSslQ(YSabbYhGJi6 z3yrE7=N4w@vFi!?hBwF0R7snZLK!PP>tYp<#+fU!Uu0|D|M^ z)ST9p=nz*1!MK!^!Vl@^AiW$F*a7~Xk?6!kREqzGH+jH4MO#HBVs~ZifR_a(NSG~{ z)U_WhRzS{BgxghZ$pZt1HUttro6kXWWe{Z|V=K~&HCm!LU{<;bp!S-mpHG4IWuwBF zn8y^#@-heoUJC_4J`BCuuYNZoWHTUh^^9Dt{Q zUX{vfQd>}t8%|mWm^cB%pEHe@QU$f@dNQJJ7L1P{ZIQ03s`6SxqVoz1$KKJC?8UMaF(%*Z=(2ZX+ZYeZSR8brJu(js>%)g|#nAkd2E8$Bn1=Y0*gnYhA$Hv9X zf!-F?6i_56DXGBTe=Si0R4?1`DK?5K(#d%FvUA-0fyHzEsdK0$&>jQyE*t$?%4e^r zSgetxWhv#g^g4q~VCB-~5h`*73C~TKvTH{YQUoCq9&_EM2LecVnej@>my9T;FXC6O z+#?|$6w1`r-3H>+^l_4glM~M5^u3uk%1~FRq+yN6tG#>oPEXGRMWRj1qjMM3nQ%eF z;g5W0jq3QLhnBu*YpWNYZ;70LA!?+3`*t7`mlR?X5=|!P>89tT?$(`FiHNiXl?-|V zWkaUGapL_qG*uEtw{OmXqkikjNVw^k4pQ^eQg@bSQ^m9)o?BbPXwdeS(r$Ep??)9C zUJhxmQqqcN=lVH7K7jR4Bvsm#!P`!KIuXx75s8z{FDxfZDE|^8APO zX7b(CrPGI3NPEcT<+#sJ&z2v_$184mjJQ=*v#s|>t4Wlbnwl;S&8EPB`r#yS@(Eso zf_Z1w`TA|`Hp!Y?YMFc%#>y&SRHu*j!i&-xg7U-sZo{YW_>9fgl{Tr=e6U};UB%*< zH_T$V|1Pjh=neXYN~$79K;`qGji|6N*U?VtMCU{1Z!3Uh1pyh(Q6KKe(&J?uKiqA> zmsHILbI^^I%^rtnJo<3rSxATy{G@<>u7UT4#b6;;bzi-Tii$3Z!1Ly_Srz+e>7yno zMTn}pQkYIlWX=MS(O>v9T` zY-%eBppIm0JPYT^0dwlaghuV^f>7B);DH#pu)_3o>@Z*!2$vK;7EUCRQ>p3ZXsQ&X zH|EkIudP`bO>OPC-E}fOq*olhD;g0M79AFSf78Jw#OIo-Db2_`w$~7CEL*e@CR_gx z(bOgQ9X(+yr`-g!_u?r??==~N0scA3`y(tS75qX%YVWVAgXXfa+&V}OulW`kb#N<~ zr8d)muzWX)WhAc|?ZWKQYpNtWrWcyo_uz_(O5Ti=B~r=&DP=p*%F4QQxqc5`(&5%_ zonOKY=U}*5NB=}q*oiYsH}&=Upp1j#R`-=%*3&|++9g$-YdjCtR?kjI7*>+u!mh#G zBVQer8M2(72y1GJa33wq&u1UdKdF?sK^VCJsRq^l&WzYsuh4@o-3q62)bi8QKO8$k z*ytIEg6e96+Ud>Wbp!m|pp4UCI}T?AvQ3>NW`of?P%x{2?COmgpyX#bIV-z_n{^~) z`EL=f@d@zv>Dkw2+50c*`3{cS^$e!&AmW6K1R)8@+*sGyKc%QaTnl&QgCldYCCKE> zO^fFBd0|qn#!bs!ZXRA$!v`q0`lH|N?SCEi@sf7e((g)Dzc92- zv8=S*YT~0B|Cf^|Pv+IVzx}qMfxH^e8QU{=76uFA^s|UPqKY5|Km9`q&d1O1Z5tIH z+S@Ke%_Ha*-%XKMgJ{TVW`ME_nN%``Ykj(f8kItAV0ImVG>tW9^FlQ4-mL^_P9ZLr zCtF%vI@NJk3Y;CThGnS$6~ukX>)=-t2*V+!IMmy<)3;R&tho@N8FTAs?>PuiO@Suc zOG72o(?gzP)%!k30XSI|E@JuNj~tdKgFahVBi2@(B+SjUlg{-kH=&)BHoG zgD=95NP#8}x}=H239%yW?^BDSqPX*lixtHZ%LXOLeFlMFaOh=;;6{t}m#9S4u;egw z0BY=hrOdU=s>1Ca+{dRTL=*?Yg*=eHKXWz^tJVPQrc5+}2owNU{q92N?$*I!P{0mF_9x`nV0S-q~4%C&$uZ+0Rz0itn4gnJH=wS84oe<+&_(7vF}ho zJ&&hHlRJko?rW*RAx_R@j4Ku^O<5~PO%!77miusKCBz|Z1I_cGZ#X+{`6loJur7Tn z)$`ejnS~FRaX4Stvi(?rwo<;|)*^1se|J+-feNx^AsXHaD4_5Fsw6q?_&`?=s?mFj zj)|ee(NFa!7l7gPRPF)RKhG2thdP0IK&ocD+O6;}8@ji0?43&>r*c$Dr_Nuy2J(`m%c*qV znm&BEL+p<>!c^7VG&M6r6r?Mcm5Bn;635N+QEgzrHrW?k=mADL))Opkg`M?IJ~eBh zm5r}n9xVbRAu1w@C@j_ln!o)62?Dqxa?PP?dGmOT; z7lW89<^Xm8Y?9WN76ln5|t*fYbA~F!X?j%D!$a|2! z3pDujOybmp*Vdqnlk1jCI0C^3bg1FR>xBzDGzf_1&qF)J0oVZt4h|}RFU>uj$>xsw ziA*hk?NZE# zQTAwIVO7iCkB4-tm+XM-nA#T-Z!&wp3>pgj(om1tkBzOu4X+ngjRt^;frD+{ZB zG-Vw}R8zZI$Zr3jz;UvM2LfO$G7gky{lgs$#h|$X&6i2O{^l*OW^}m?mM^FQN-EON z1FTJmhJgW68W0Ta>xkkIcmpQQ-hVrh5)8G~Mmae-k)@dJ=*7X=fui51Bgg~d=(k)o zmD=$2cB8uN;9xJT+oCN9tiQsVX&S4)AM;pK;ZReG=9UXqSm;sEX5Ok<#-h3$y?a2$ z(MIAm?{c5!i0D?((-@25*fS2CGovw{4VQX9BGo66}=P7X;dO_Z2T6U*_Wd_A4}cL;>*u3b=dX6dMygbN@oZD zao~WYoqvrjidXqLtz)RZ0b~5lnOk3R@dL<3Ooe%U1qyfEdf*=X{K0?fq>Uds$^65U ztu@!h4sq+n4SYguOs1ZFl@9y_7Z>irm;AzU%eKETv!NvB zQEhfw{VgDz+WT$DF1wy<>sc+F0E~M0FwJi#!yi-4MZHTCUE_@cv_F8v#Wai$Scf|r z8hY&xnTtApc&=?B*-00K0Y?APNdK2wVD)-lR-!-)%iyKX6;8T|R>zBEF>g<+)iQbh?x` z$*OCtmf`TB*rCzO(LjZBV*rlsJY; z6tt{~ShhLsv{|9&&N7~&EwvfY&$5@m^v6F0SE0do!1+q<1uj3&yDf>a9+c;igZO-- zE%U7G>_rUiR=2ein?kgSdJy+qvkM&q_J-S8erqFC4f2azPfBf$Q$k-vRuvE>oLle} z{DO8hVs@jMK_QW!%qkE){c{#160uLJJeR7=Nz2eK;SwUCnKzSwYp>m?dZeHmqW#m+Blhdspdh2QoFwHH{O5m7ICl9l2>(~HFuXUPCCOH^!c*LraOBFMl2jg%QB^@oRhK|0$bC~WYPSqUFN)_Zz- zR##4WecNyn=^xB5Ezrkcpg@W+96F>9Dq(@tvBI_;){+O87v?PDGyNJ{sH^MO+N2XR zSV))q22&Pt5{j^eWHLPlGuYbI1-l)1JDy{glL6@MQK`{wMt^2ren~x009mSq68Hg) ztq%HtrJ(rty2FnB9Vl~fz56r*xjY!y74)RH^Kc+J;@ZYAC)>EVBLCjM1@uD)S7Jmh zK|DbK^kL5J-b4BkiICPz&qycQ%lJVg-SGolyPFp%jubE29|Ycm&1JF(=g`J@D*EaHW#2ILek5P#?gLp5qKpNr^9`0)UE!?X_Kx zeXF2dG*FrsBqJy#TZd(N3gRNxGoMezm;H*P{nR`4UvBSzNLSATqFWBc`+GKfhitTC z<6`qFbMMME$?*vYM59oNJ3BipGM>d|T`4s1=e!tKaF<=l{0MG~HMzY#I!s^WtX&NN z$}zpY=_V~v?ce>cEA}ZVlwHzek<$k_j{p5@h4g%M`(RwZNgIRdN=Q0o5Davn(KBGo zdmj1>l$Dpx0pMX^o6GM@P6u{8`vB*IycSO1yM=|p>c1j$*JbJ0D#_n%-tPx5l#4%2 z=Y~oL4atESc-zCvb3QL8rGEj#oL^e1+{Dwg`t95O(aq~k&GPLJ$5a0iS_ONHdMk2+d(P&W8T4Gq~AFJe{R#oH%?MJRu`!o(KcpqXivHZu;=;$(@eGk#j>VM*1 zvk+=9zKr}QFXdtBcMyLw=^EL^V&X%vImQ z9{it&`SEP>-v~7ikNh`6&CdwpzaI#^3%L5<2sKxN{~Occ|Lny)AF&XkomPCOT}3|D zN;3o_n2!-m?2sN-`Y9X66F@PFQ@s?0E>T#QG)HEIzA| zS1Hl8H2&vT>&=5Z20Y()Y`7)ra(h;y+WH!A9sM0}hy4h+TPufP3TNWnT6{A?5_f!V za{T58WW6tS{q$)5CAX+p1pHwXUc)6!ee;t z#Pd6gv-nFgMqNFIzj{-rT4Hfc;@~W@%47?*_Wt4^)I&dHS%PI$xW_HgU?z^~#cwhM zEH3?FxMZ&+lt~Y;%v0}&b zgdcJxG8UJXF;@9IJBL|WEed%XD(NLIxow+9IU_Btgy(JSQV<9$GF}r3%_ynzw6YR5 zz?2zS>*@+vu{S%rU&%IG3&6Xf48U;!r-AeR4W3r3TH#4U#+f*v@u8m{pWYn(wfeqK z!2s*TzlER4NTJ#WKlIPE*V(&CkT!5myIF{*>B_0fBaUDwuXLC+1I4jnBm1m1gt zPvV?@1ghS9B; zOFZWq)PwSGpFMlK(Xawz1v4%B^Ma{vC+-KbLT&lIW_gRCluxIYMKmI9@DLwARJ>SSzY%( zYqZUDX5fkEr3A?fmZkCk;l&jGP`Pt3b;mq#@Dry`PaLEw_P!}NgTaVj^qY99#6)#_ zVCyxBS2%LZIK~f3d#mlcA$D>nI!EGyc>I5R%oyBq4aZ*I!>f6C`P4i+` zUViVpgVb&ciScxGEgZ;DgtZmRpJznoBoa=m4A;0Of+Vs#cb>SedsH`jdRmeDKN@$j zpFVwA#>gnSOX#KP2$KMMyHj0?S*om5x4*|YHm66HK#1Rk%7N*6T1CaT+#UAVUMvwr zN9KKSg(Lzwm_EmM$H!+HkLLlA=+>T<(r8&jSU_qj=hg&8mVoQ95d#fFa9kUHvMZlt zNz98MSUtC%4VNsZ>FVi;`Yyz@g8_1RP(~d;R#jPP(OjAri5D#+GB7c)4Lq>5wFL%W zWdTuN2~2h#NW<;GjM^B#vWl|&GNb{4K<{}vB3>#b3#npj%W+<8tjs2JOz7WdzX=!m zPjJryG{q7P4lr@WatkE*C!3&}db2a~K&}1{a1C3JN&M{=+Qbdba^D!Tdtb_E%psu9OEygGH$b<nZiXsqs z>ISySKEA#uPX3wxvisqF`b}ofq=g0DX;zlJyjE^!rLdZtwNs0e$d&g!3|!nhn6ZJk z6U7=34I7tr9vFMs2%hhJ#Z08OL&s)u`=Q&+-kuJY6+u3eaX6g0l$xV>1JR_Od|HXoq7{#l`Rs>Ss zB~rw5RL%3s>*@w8jo+U2-CK{0(*`n%shT&jgBRlD%3&zi*K;3+%Z-d=dKSX8a~gz9 z7J{P6^Rlv_?SvYGuf}h^NE89`W2&*ImzQPl)0M`A!M?uSZGcrpxh-iqLf%B4QNpC} zA7nJ{QZfOCL^|TyJxODq0)2flGdq=1+hJv4)5{ts1l4+62_`Z_D2SdMGd2c{f-}8I zvulS-spDV$M!KdAx~pmq?~8Q2One%dl`>aC32r(ZE0S?7_cROV+n6CY03aeVOZAVp zwD4Vd=gzhU3KoH)%Y)&0FBazJx<^39_^KD1)cUh&cT(kYVa$+h{x>fmL?FFOZ>|OR z`{$l*8?N@^xbCAR*OV1$Yu+_|iBz+;cHMm7NJpZidAFmc+T+~!t(imD0Hjj6Hj0<= zxSJzf;!3S;CsV>LEz5Gt3k^lfToDBY8ai^%F2{*U?ar}=5O0_)^F5NT?{oT$ATZG# z*f4^Uzr7cko=RbNNMb)J&^`6SQ8vZ>dQtm6g~&_SwhLyuk~0=H=>4US@QUIyRg)w# zK0fup`n5C0ON~vR?%W=^-`_uw|2|J$o;f4^T;qWy?-d}ZArPHs!^4*uzOBI?j(1a2 z{>?23ux6pzFm%^lc_kIfT#2W-*paVu54LOsDMSMC`w7G4DU_f4l+R7aw+lJ8qsJh!Xzdv!-PD0$=Rn?zzyxdA*=2ajnf5Sd|8O;(M#t0Q*wj&IO8DDYh*ow8(kpzqob7$!T zGCnlAP(Ez=mcuap3pRusa&qz(kCN8L*PlJP16+M;#XB{3g0|`T!G32dOdg#Bfv~*j zQ|4M4x`msY5XILw-@~Zk*WRoOpDuIo3q8%A7~{xWqL5!gGV)HnmDSTIdw4eI$k$Jj zG8H_GRn%L(f7@ZyATC6`U{9hXRg$HgU+9^y1Kd{S}(+b6=8Wn_{8{Zj;C`p z$4Cyh@<85a8~m4A7&Ed)jlh}eXA3pZ%patZ<30=2@`r4b$rlC16=OM5xTEAwrK-G1!Je_AP49BMrwEvqj zcv$egtWtpV!oq2n^#=*umd&MiTQ>UFqk-mv+PK6Js=Ohow_2M7Pn=lDutkYjvSFs> zHT1kuf+tQg4i|yhM2rZ6vEeWMbtMf~4$hN1uR2>EBP!Z>x*~@?KoudVFm_t-g^4j zl%}8iAZj;y{Y{4eU`6&mdvXp6g)U+{xGY<3#fj{>s5A2y)E2vYv>(?~1LfnXpB3;+HY%AfiUI}{S6jgpShMcWzDIzrwv<-XsAKPDHb7`E|k0{LRQy6i}ZS5~$KPjYjXNOyX%ZSS!>pb`; z#biwZ7#%1({hIsNaxQGVvHlAr=2hdf+1GdDqFl$vk4df9*Tx&v_MVc3Vcdcmu8eP* zPA5Y}8t=$*7%P)F-ztkYcIQikJpJPmcc#6EIB92pa)(q7K*>8&M6vUAyqYD7?QJZq z?AQyRy{mS1e27yrzB>LMl%mkEh#s)O7yD+T*vDQLsZsX~0BJu|Q0_N^5+dI>FpwPA zO-km1SXqf&;unYUWU+t&chSNy9Xd2HdIORmV(f#CnyjkvVL8FVFMLkF#7vppVK-q| z!WLHsOG%LzFsi=GDJ2~ONIEgX7eJ8zg6sIFV_2t2Vx(9;hR@$$rm6Yk#fw*N-M+nt zfsv`F(oyzsh*1G{_$CKeQ`B8aZe_u!>rq z(^T1-n!n6(-R1F@MYe^-Vqk3$BO+4gUoPCo;etU+pRz^jKL3*v-sqj1^U`J&*5j`K z&XqnNXhZ|P(paNg3z*C8qOerJ*}djyitFqGf6Ua_8@i4r!n2|E8dQkfuYP7G!lks@sU34S5ZrH>KX2c z{8j`?k`fHua{9ih+8Wf3Z9C)x$x>!Jd%=yU`ef_Z(z-FN%q=JJuX zvTugWIWQ6m@blZKY^$GK0JCb`;W8UVxp1Y@#Dj^4cA~x1pyDukl$9eQv zzZ3greh7h~q(}X0Z8`f9dL87zZ4y`L^KVzMp4$QpY~#LsSB;B5G=f>)3REJfRJtp- zzxvdXLWXq`%+|mlwH$boAZ$d`Q#XJE2aPwn_2%47d-V2h0N#k&HmO?S%_bG|Cic9u zQa-RXMI3z!Xu&UKt)~gf9hBfRheJclOx(@W+=19&-n@C4zo>r$o0?l&Yv2qw%PpwU zm=!wl$;J*e{F0kFS)!b62GKBcEBy2LpJ$?OdpyY1E_@&{w?bN<6(4i^y=c=wPw)|Y5jOR4T z(TIz}=hAVCFXJ<+_|sU}*gSNM`@goegR0ceLZ01V1kTyV%9Vta>vE^eg=3SQ3)Sd6 zs14^0V*L$VS_H&5^s0owss*Ake+;+!9=J;zOOm@c_Dl|R z14|L>)b|LgrDeHIs8#*$tL!5Q490=FjS|-sK%=H=;8jCZPW&rL_zNJgFGMIwO5J66>W0s5g_Xp z$@|xm`~*#BrgCf26_u82WM|hHfYm3JAbMV1T+s0PToN#st;!yF**c%R$q0%_3^{vR z*)PBJjv7>is+eQOx?k?@t6yL+8msiE>no>(L_*+p4@9~ww|ge%fiEFp8_k{3BTE`B zyGt(~^rRXw3Yt|05?4d{kPp0a($9H^Fm+8&ThFHW7LVX{okj#!S2)GT$zh6$X8@b? zDAal|yXZ4XSn@s!tUFj2nrBgzOuT5^{l>Ae`)JID!{z z8Kn?kapz-r!H8W?RsOAV=KufoI@2X>#Jk z(X{pOK8?YsrT9^|FaU0>64%sCOrkHx?eepTiC5%imuu(Oz0(&<#9F5I^ggy4XlP6h zY|^vSpDOJFB<%dO%Dc>d##QJ45Iw_NqLY%60u$Zghs?yC1dO`ZYu$DgRjm*Z%v>tL z_S?8UeLia>u5g?_FZ>M4slr9p&cV8%5D<YP3J~qoQ zFIUx0gf;{QCS0{eJTl49($Y%*yi~GEA_30wB~_9TkTvs#6al>LDsjFbM$&iqgy-q) zU=|>fVw02e0Xid4DX0UKP4!EoG$V)z*CcU3#@H zmpx7Z0?Klzwy0Hjpo_m=Ggs~a?K>P{{)DeIPy}%9t{6U(Bvs1ON^Np_< zY{=aCfPtRF{WNaW!XmquZ?HDZy^gc-$pI!hRCV=+9&)R@M+CA^L3u1c6R_tY#8-L{ zR46YUuRc+WHcc$I8OakGb*=zNj+TKz1|=ja4@_gfI%%+8IwIRz_q~aGol7Spb4n@# z#9u+I`BUHArHr18uF2jnkKsA->SEjV4I_Xo0}w0VCiGpP+nL5N6H&PL{l_KZ-0lnt zB@E6!Vv}My$zr`Wz|rW(8JRhrR$n+9SxTxu3lU5ZHK`77RulTGHl1kH|D4e9WW@W6)|M?)CV(E83*XPiJJr6+8NPYs-WG+65SJ7r}780zEIzeP|SM z-?&`mT}hH+mi6#wXKL{vP!8xF@IuFAuCX#`>1!a`5LT|G?ia6Lybo9-2{%l1Q)ip* zNpS)!sqJ$o6xhNE2?d-@p;G*GQ4@>511L0ARmkfnK=Zgmp0*wbL8Ek(9U7Wv#U$@Yh3!4{3YKWrZrWJuVpnKYMeEMw1sA^#*RT z#_ZLuGml<74EJ9e_MdwWkUzmG){73Ry{4ScV%*Of!GSQkV&RcF5^niI0$`dQGbdwV z+LwfH+I(3nuW-FS6PbDwVrNIMl5jLrch0h2Yq59hDdFc}xExy2Z0H{wUCyQ~22@w$+i5Le3(=@#mw%@g| z-BSp0?Uq(CV3CuOijZAco|tgL>?31$WxPpSquPFH-n)BlUD@;buck9{8tM1cZ_Iva zz`99>57s#^E8_`Bc@7Td7;FY3oCgux%!{X5+ zjS!|K^-;Z!C8hcK`B#1OT9{y`S`SQaPS+w#itdbxteHJEKxELz+Am*9qPem-yXEue zBb138uEozJR+rgbSywmrd{mAa1fuP`^R+dtd+JW$a#X`bP)_`~0<)!;nQm07w5G0A zsF+qkRArZKSz;_ndu0C28mnwvBC}&;c;xE|{!I33qB+yQ1r6y)DZgEQb+%j_xH#4w< z(5tAagkWdt$KP>Z67cjSVSC;?S`rLP*eXW+ZLVIG=@d12`}NgT6=mgCv-X4JGv2k* z5s?vje+iLlxf(Ta?Qc%y1cL%gSJ+}|$5Sf4rC>(H(~8iN7l0Y_df7oa7hEa_-he#b z|K5~C(})@%s9(p6GC5~K?*8`9u*OPDK_NbpOY%%*d8f7Y^2_#V4NR~iw%S{0Zp^}6 zIX9<5jZvk8yp_WhQmR+vweOwf{6p)^#jFv0Pg$b--k_tP!Yy!#BO;^n^U73;*b`jH zQ^&HhYdi@C5hRo5`F>U-zx=Bx--dn&V^ky}FAI8L1K%^F@-_9s0s4^jX>s$QjT=|5 z<`Gh)rToasBUa+pq)z172K?4wBKfgPQJ&2QaIT8!>6zTZ-7GMst}~T zU>z~=I1GDWuXN4Y#O9rzT%sV|hJ@+Zl7oPe0_1qnw z!#aN+-@E5wkfZB9Ct2C^^|}7ZQAn8w@=S^cQ6$aP7bLEvAcFx7;~zSD)8GQ6?USSeaS7>aGQ0QvcP98RSH-@%6RLv9se~=S~`T8{OH7;^0V&2RAI8CgTcq zsc=l!^Yh<*nGWOkZ&ao49%Ln1deAeiib@ON@-pg#N;f?3<>3IF=ymy(KB)VXC-+LZ zGeAq?hmND$%8g(!3p}@4;JENs@39N8-s3Yt85w|FeK9%n)!_U0we7&$+L=ABkMJS# zFji#sxP1(>)%V$_%d4-nD;;tnsMn`~0d}uH{oGuot&h(v&TCfP<5eE)U$gk6z*CN9 zJ4s)%FGnTzrNuk+3@;4lPAE1S?H%TsPbkLw(zACrrY`z(qCKV(2W^MD>>?7XJTgM9 z%O@Hdd@1Wkfe*p=H%BOV?br?|3|e9n`IKc$68``ysy{R=1&2tL>p{)d(o(|W;&(Mz z*G;Xh%R-g2$dnVlg!QA$%&dg(Ya!&W6GE!B^+S8@^IQ1UgC345j6=_TQ+JZ!;*ule ziMN6KT1N2UPKw8LOL06u?9J16e*-^_#&>*cZRg8r*js)Jni*7w;CA2iEZRG{*g4c& zw|E#)dyX5M8n+O=qN8I8TX9am;5;WER5&}=0LO>+oJ!#5man5X*TD4j$Vb~yC`ngW z7pp;;Zgf(Kb2EJIo_lHO;CumccyPQF3#BhY^qYXL zmm@0FBpa~?oq#I?wW9XZ1-u#7TP>Vv7JiiJqw*Pgng;hQEk9DdLA2;eV!ley(IFqL zMB20%xb>z%930gfQd2FA4XsH1rEw;ZPw==BS2qt7O{ozan+Kj$qyPnk_Ic&h7_@o~-y)YYPaZy22YeQ^Up0i4MTp3@1;OsZ#bt z31L~O=_QAU>F-zO{WTt(FXng0R+KieB7aQp@bGpx}QKNIM^3ktJ zZpchh|FLIwVTbg4kd4$cOgP*zU0xpc1pd4{(eh(K0*Pen-JSiTZ9$J)P^l0%eQnJ_ zePuaz=a^da^9gBHdH|6(1nsq~s{|K)d(rgyxGFmr2RP>mml#6%?QGK8aBWXCADHCp z@*qsXGcT-a6q=Kn?UO^`O`Tp$Jd5&M;ZaA|pL_NW90_BNk}57Z*&#fzqk zHezY!69Srw2=`N`F-yST@4V$}@F&)S?d<57eihk$1FEvF6quVitt=p9Mv7zAzwRYk zmu_Ek&B-e9iCteq2>nC9RYMVswpJegZN>>{#c+}mlI{#M>*!UAv$%N*pqzw`CxdGt ztVZ=5t8YpCd`1hTBSW4M~g)neD{d(YSWveD{E1p=52-a0&I7v71N!^{n zX)DFyiRnVcJ>H_+&krtXe^Xq8+574sHdLbIT0eij@`S0bxIo`&DfK&lxOXLW?Te(O zUSEHMYGMHLRc5|m!9@rQ^YM<(j#utAak-P}TvSi`4(2lwk{!azvtmZQ!H&&V^V=v} z)6%&=P(@~|R1}oDC71iW{%I~qf;GK92zP54z0cwt(vw$OWSw@r>5PhgEuy5$49_pX zDly%boR3H1h`bu)?HE2jz9}#&=Bt++R~*>WN%jxST)b=>2Av-SxxB^WZSa0}KKGdd zeceJuZJh_U+E290gn3{p&2&rGI5;?1QqU^5K97%^IppRYdj-RR$Xjh^QCeo%m^a-* zJE`G$5_1g_BVL&M`3^~pQ%Yw2&33}0mh9Pw9sS38aA^{z+FIW5F!I)kNKs-#wkBKo z^aICy-SBYLZe-6$i;|)VNzSAv^fKu%0dg0`s~lDo5t}8fBw|e8BxY&BwceffU6={e z9ExiQ2KWy4L4=a%$3-HEE&3`Li_4Ay#=J~oXlQtNs7Oh%_WJelhF(bv_5xHMxB!6g z9Lhh|D5gLEdUdJ}3YvohgNvRpFcd*_mV)-=g#`$kdU=ABq-51HbzyeC;BkTHsbEZ$f zUje$it3Lrz_>qfj7oELb&8;`mkd0mTXMbi*vJ14=0Y=BZqRo2zmLdTrc&q$d2wl{& z%#5_ld=0dH%>Ajh0AUJ`|4`dRS)vR~vDJ@+Ob_y%IPw_v%2n3Wzz~u~K5-mC>vP6T zfmS91^ac)LWU4T)z;P1g*e;uZ>}mSDdo&Q zgxOLT234PLZrrnwp=7z-=0W7==f_v7pSb=v3hWs#0B~S`{q7KG|7hMn0t6oyfRTX* z2V(Xf+gr|0ogYInxj=!&qNk# z5x(@|(T3}+jAd1iA`5!bt9(I@BP~tfAU-Kgq*y@Qd73N%W2&pK(T&&zdU_aA7MU+7 zBrf z%b;F!o_jJ4z&h}wegoAAPG6jHViI9Jywla$*+g$wp{6$A8lQ;n_`{dnZ1cN;CW}5c z@3V?+=-UOq;1D$d_;sqr^K)5)&PG1kX{iFcYpu6TIjl8HQmNxbM7^Hf%PuZ3wJtXmP&;;4w^}qwyPPvE;X`76Z*LSY z>2ii>((4Efel->n7;Ep~_-=@Mv-kt(A z^zDPt)YQy_hez8Yt;BqMd`5r?SOjc9zRTylBRM>ba5UWx>+NrlmXHzD?5-s!wGBMI!gO110p_7~|Bb1u);<~qj2Du8_aQLuf4^one)-GX1#Y17ZRm%F0{r`F zp}P5(ryBO|q*BzVAY9*lY@j*uV3xJE^fVJpz6CfjmK z3Ce-c|9PprYJ7q8vX*U+vfSU`FY&_*K zlER#~e?;pmIfF+*0)hqkBhw?L`}=_m#N4x_+wgR;0R$>%^loW!ZPo}pBZ2+G_UiJg zi4P?09XKRo(frVSU}g+ZNs*==_YJN%vzs{+efeWEhr3pMT`8jzAHOV!uBec3Fjqt8sS$73wFK*?xW}WG zj?47ZNLP`TJU^m5y+k4pV^jcf=P!+@fdEDb%ow=)7={oEe9v5f5&(5Gf zTVu`cTdMM89-Ac|NQsN*@e{gZRMJOffMY4ib?$P=(4)`%T71#Krm&@cqo-~vyQ|Q} zY^jV|&SA0O-)LOZdwgjxyA^f^xbxa5-;Rz~u;w8HgL|25Y+6~3S+6;z?8Hmmx$$cR zQ*7JE?`!_`mQ}x~?t5y#xwZe|tL^(i=cr)C4HSp~;S_%tH#f_p;o%MR&A00+p`ZAR z)#~fzg~dc3-VG}|`+BqdKx;a7_QQuZ(i)aNANhvR-|BIuz5S@q(Slx9k0bxKfAG^I zu0MCcOJifR>~Ak_=M^-c+Ta&E%fpd-UV}wgMB3P-SnbrQ?AcRE5EB8l!DDi!X~5`e zI1!6mfz^IKHM{H6*;x9P*xjCCkLg@<_tR#3fE*hh9n1rBS;g2_Ep@HSRjxgjDW};5 zTUwTYWXTn3_EyxYxey(#>+0c-DuKX04vs3IKi%eajUGMRHi7J4T3Xbqd?e+FK-Qd8 z?_5tFShcj<#4xvLuYhDZc}i3>*o1C?#M`J_?i$+}K42P?*h|$F9sHswFVF5z{?=xj z`~C}mbTlR*70y-LMeeMHYU^GZ#!O6KM_XFtW9Abu^MeaJQKHt(*{{DlYQh~ZzL+E8 zGe>&nx14*HTmeK$NJzx*QX`5&Xa<}&gyZ9@6|%Z`!%@gC4Xm>AMJYw=1H!64~Lqx1;G3ez7F~)vOIzJSQ%DuDF>B;SjCsttV}`rPK~A4ZiKt)YTW`+097ta`g?hghG$vR|u&6WUJPL2;^_C zx!AmQbX;to-cL!Xox!D^Os}FPQg{`antUiG@>Ze@<_pAvgcz=|f+6_55p=5&I2$IM zb9lB{f2vtKf^5h4b2u)gkA_Tutozw?ua;OOl}{NNY8OlGaqCr@+t-+1>Sey~yF^Z}fCDD5 zzR4+R{}?tyMZN$uPrt&X`TJcXGX&jCR`4|)e*8bJ`0-D0zNSg$^o5H>5F(Mns<(L+#=i^4p$J5)X ziZ;k&h62~cWJ8@@oSlEyOVYNQY6cHP*hO?T-KA#}$-9e~RXd%*C^}s5x&y2o?hx5}1*z%mKznS1^2cZMu+{RED3- zD<-eTu{ubpV`C^eTS3xNQYFu`uQDi6eh^@me|)9FbA|j!4Sstx#kFs1TX>KVfNzNyY|!lHY-AcxZrv1ITEx6j{?K<+y7=o=*m--sUHtK9IQiA{@?z2QhxCopImjzkmKMu=i%Xk-eVJs(BWn0MrE}e zs?X2+%UgMVdjmoM2t+90!H44)1dtowOBLavz`2@vn`x$|Ze!;^1;tJaRmrPsu&$Yg z>BW>yHkDSfiGn9)kuyI(@yM*DXbpd3M3RlE-;AH>_U+2RoP!^eZ6{u z!l1C(O5q+fVgJL?)C|8uM7d4k?=T;yP|NgMkFwDW3M+~Fs)xMN$@}vw5wNiK66_=6 zQ#l|jD{jD3U;VfQ;Ibj1QUXf}13+$MWU6tMG|dvJfJ-%;pG)Fps>N_C1gsSCue2L> zI%w*=sVf<*`#3U$J98+hqM{Gh)w^+u!5xHcf9(>$TqvKeyEx|fa1j6VGwpYgJ39ww z7_8#g`GSdx8vnsXunila8_%WKZfa`PsyBySVjf zSl!Z#5lOuQz`k;Da+*4s#`3Q$Wt@PA0+`AA^RuK*#KNzpWm86=I07h+BFlj%)LOs` z;fX4+Jc|HcVHH`~qSwO-%bb@15nvc>UNmR=w9lfqq^DHF54n>IWJ=cMEbEw@;RSmr zbl1|h?FE=TsxdM?l0(W9Ft;%;F)jD;+nBWj@u@`XS*W+Sc{7#TZJl({`5Fic+kIBB z`JA(ff`4?bO!P4bs}iL~|IhhF5>KOnxySKeym+a}=f||Y#4>n7i@SBiUEXBg@=<|c}}_4`IM~KR|>WCwB8jR zn8E?YTL@y<+f!Q;4=R+4`~Zbw56VZES0+eDLB}U!N0Zn6R&^ZCuS9;>Ot-OZw3qZy z1#=rjZ_Igv?0}{7B^>?@Tdbk}onNyyYWYYTH-q2C7cqAuk*88rBor=<_>WdDT8l9s z4|ijCsdQL<;Afl{w$~}P;9Eb8LKRdFefsDCa)3vrZ?$yZpaGK!P;){Y_W?D`Vsz3c zwq5*c0qUaoBNcghk@C)*{g;6$eTRF0JJ0#7)#mUxV+hB+>e?Dc9pwz4XjM(E`BZZ= zeic91E~H=MgSq4)n#^V=fgk&Nl-$l{vobnG0i;!Qk?yWaaa?EY4;-n5=r1Ug4=Q;V z5ic&aE-df|P4WPa7k?0GI?-$g`NM(J;_$gCFudyF;Wl5NC`}Avco`&SjPJ;x#8wBO zci&*@0iZL-DDrF8NT->U*2{q`0WjT+8czso<~2z^Rkc^M?H$(T`Z!Um58&Q3BY_Nk zjoZpwAwwdqPdMgFY|tV>TRN1UZ7nNx>_}Thg(D!emk%P*faoau_19mGEFYaa2_gdv zp|}3bw)%dk{kR)Ece>>#67yMMMIBqHy{{#6be}{@)I>eBr?THuTrf`Mq_V`W$L!~E zvsf~vab$3$)T_~|s;VlOww*xRLbnck(r0ncH^RVXfX9_yy_(bC&m*5N$iO8-pMIdz zgTVE&iCT>e{P=vD=wobHbJadYmEvDq4k&0s<_*9qB|JP%T|&^6&BH;8NTbHuI0pv{ z+FNT?8VjhYbt6O0TN9S?qX?|cd;alG?v3gVz(#=t#_a9eQ{x;q|VG7QZS$ zM3#6Wtp}X4!m9Bk`K%{S^pOb&C(@j8d*z8QPwO3}Z%Y(q&;A068PVh1pkW%Vo_{4tg`#Sc08=cc~DI}PehD417sN`y*l7C@GDip z4&^;(Lu?8GVg}0$;uotW79JM|`frqj5&&QcZ9uqWo$|y!YdKs})ErU)QA{E&hj;96 z#~zqyqc>@oNU$6C8|Oi8HZ)oW$URVIRJZI0cwzs8D%j?x5J+Q_HSF^YD~x;(CuU`6 zP-z?zu=XCaHcCoEz}h7DXFHOkB+~3mcAPTN1XNvn_RcZ)$exsZAQ`9#Too%Qcv3a=1vCr0 zx+W^zw`_|-{7tILI%sv_i7MWe_>xUrubz50c@VY7WCAZ#ow{TwL0+{a+Y3jM`Vg)tA z`4e}Qs95^8XM^ur{_V_V>saTGj_=*}64zygEI<`>d4Sdo@M0Q&VX$Gs?%FuWGG#?F zm9rK|!Qh^A!aTpZIJ*r_ozTB<{(MfXe#S}8)lkf?NSd*^W$xgX7c_uo@W-8{#^n`~ zY!awfdN9ce$eY#fNHMByo?!iJmQp9RNJ7{3_VIdMA{rn9YeU6nMvf5MGfF_ zJA*6pfVv{n<}NbFMinAF@6flBJV9pY4!!_XvVIqe;dvI>U>gmhP8;bBuWqN>uY{1l~9?;F?b77ut0PpS5 z-YCP=GavSt&*CRLZfplPclY#}cs;ypM9Bc{GYm|HI{!#}){2=Q0c&SW|1`_p?-~?L zIS#f7bgIF}h6mZmdREf2g5YrP$tNE42m$2D4Z&2CAI$_%Ad%-fFOi}n%tDN+9@?|p z>t6#kJ7Zu$Wm8Q#g@v-=7J#ku1NCD-{hR7%DkY6@gkt4`pJst!N}vKeoFnA-9H*0o zEcp8MaYk#XF(6AE@;ZJ=d;2$*dS>Goa~mVA8yXuf>FTN{e!e8IH4Hmm4Zf16@sM^&Jp__4U-$RMr>-*Y!wU=X znYTlL&@w4_cP;@`20@$Q(c$50_0I2$Tl?Xmiw=1Tzvlb(0qg`uHV*(&djwFlCt@@4 znpVxg<=N}%3@_|dt7~*F_*24NQ-EMt-N%k|lxEJ0z*Vw51QG;b8*ltd>zY7N{p zg2UmZ0Pp32oe#211C#vLX3!RSd3Y;_5#c$~EEc@$hsQ_eu^wiHyXzC#{p;&*FiN4e zS^4<|Bh!N*fjH1}tTF=(l)NBUYVxM+OGltMYROPc@(a_x-i<_w#9cq990O7*7q9FX zF3Ur|bic-U??!f+fI9xRca`7lwsgH^*~d!;<>-PQw5Jw)H0fonp~tvo>8DRe zKuJn;;>XGt{bh=_sq`(m&*0Xe+k=H_76nxj?&KAX0upJQ$f#I?YpMy@i+R%%a$8vm zc3=+bDuBc+@`jEVAy6~~_E2~k7t{YEEArEe+uZWY^cdyBVsvTao`9xVtq%0*T=Lxc zIkuPIRMXg?%315mfh8LHcmO|rx5uu6T5kYU{PJ0au$}jUE%JbB2+L>;R1=EjNtE~Z zqn&v?x_0WNw9lvr&n3&ZKprA&pNd*xtrc-Q<)@>wvQ0_@J9wf(I`CXLpa_;RRcxfG zde8{lN#)@x(2JRtPk}m)#SAWc_Az*B3{O|P;|t(1p4`_6sH>eW4bPZ@Mud&*#$;TV z{m_b?256U+U77~jS$4@No31Mb`Y_R;FmZ9gHEg4{nVFdaY^6wDohmX-JsJ*V1%{8q zJbrAIC9am}a4Xi?;L0sgHZ98MFFSv#3~k=s7_Tp>U7lP`|ANCz4wZp2e@w7qoMBur zZ7xAa-Ei!1n6f0fkCOO z1qB0OJbpU7llJwJvK+{IK^Mq;{I^9&@J_BC!038BiWeTyialFdU7VtawdkV3!BmkN z`EmJ3(WC?yphk#U@3YDRlmpoOsVQ40?#IDP6rhLB!|vUnxI8>Dn*H|ebt++lt_s|C zM{*wr7e^xC5a05h@SE+fF_vr3tEu%{?g9`ZH_ru|Ia2Q==GQFMnarS4tXlm**KTk+ zA7a|ya1*SxOJLydAapWnh6pF8G046aHa2R<2pYJZ+(KJV#{(vr+Jn~8*G(9-9~#@Q z17Z>2TlBb;a&r+!+5|dYDSQb)lwlhH7tFf?@OO82wTs&%Pn`*72vr^6v=AZ#9Lv97 zhs{?QlM0?O0ZTs-OD!z}*t21Xk1Pl+;3A zQk-huyLOI=hl^`;Y(LGU0|@WxNtA`HpJlI1aIWZC-HJ#M=n{fG7(XY71o@CJe(aa2 zkj?vIoT&`ogu$^IfYyA@+PXC|?j@EaG{YbAW+;>?vhpyVt)!%6Y6=TArd0&UEHqfw z6GZq_f%FaW!r`mXGVuUtkDz{jdqoXJ5^hY=;^NkC-)=>&SAkwBXphN6VAX&D0`|&f zJa7x(B^6572{O5NFW7R=k{Yh65NcaK^sPE5Rp+>S$xSqotz6(>Smjn7{->D{+Y0{A z)wvJg7YfOnb{5l3KTJOui5`_UNM zqyG5u2mogiQq#GH?$KJ#M(=M(zTKixfv#t{cbo{aGX-zwEI>@XNE8$PfzGCe_^vIv zLn%}>V78A2oXT=@9|`(I0i`-1o(#={i%Jsz_~<@a=O?y|+wB+4P=c8;bPl^4%%Qyg z9@wIoG7r%4v*(HC@U+z|XFCq45{v)RTWN1!2l*5rmt0-lO+lp@w1fxMroy@}57b^A zJQrL~NKNr7^0d7Jg@)tTHdv)THdd4vR$w0^#6vFRrxDrzF0KXX?hy==Vg*_Gn2&9`zv z1NrOe+!hc(8x1#~h?SDt3xel<`W6bTtm#S+5U&7s*bZnhQP^&!InTxZ``QfIPW*=t zwV!;<-&T0RF2h<90;PZVX)Y-%GRhaR0-hH=Gw?;BksAI!xz7>QtRUF+wa4vSL=$q@ z!lEN#9wp>UA3RSYu{zuL!f40C?}84dOVuo|5XtY|Z$oLn%~gQh9N1nS=VVc_%1E6mgA@Yliv2n{FpsHz%0pLQA5{B)S8ApLM+C%w#U*YB zcSjKk7ubq&>mF29c>oUB)vZ?)0ynOWlIl;~Cu3^r0t7PW&&Po}tI564 zCU9J82xXAuhSS#89i$&%=?5A89Zxg?h*zwEbeaHD>k=2g4s?*k9iJBLiw)qaM{Nct znq0zVJSV=C__-Fze9jl%Rsb~n<95+`J8-l+UnDd#cbqE+2n1X<)-zJmljBi~@guHQ zQa{(!2j|F`dRp!TBHX5{oyQulsF)r*s0a4|D&`LnuT9)PTY9HdYH=ri3#k(R^*9LLj%#TYSZ(kbEG-OPH(S#ILNOcw6_2YuyV6 zYbW}y-faU^+~<7PoG^NUm_yB@-#myB5{iUG%v$CdOO6YWm=uV4)_ZvwlME}`@!6OA zvOl?kx($rH4FMijtI~XDw#%+^++_4-Cg{3r6G}eMK&XJ6C!>Ie3D^UIq3K|DT7Y1!wm5M)9h_6l6TNx)@e2jQ#Wqchl zj%fkwD@Yq?POM(m$)7*=^t>~+zBJ*?t!b#8#*kWr@{g5bZBYZhFW|>t6y8pUDRy}a zj!D^hnFJNMt_goCSt2=c6V7nuaBRRx6?^bP&ESIs_i5R^r~%wdBmq!Fp}eVNhNMQ>`g84TMj8wfOvkyk%Tg7(b%3xT3;KK#>1us0^P{H9Wxh!HNQo)ELN zURo?LL0D`6Uwep(1zJogkANSxx30-|ageCq^&6c{2e>!v1%^Pk`R=Va&@}SLxvWt8 zH+)=O)eQ{|0U6bE8uqt#G;P?Ue|ES!d0$s^)H95fVyS03;2YQV8Hl$5B~j0jn#xz^ zDUo7iZuEJZ6E{EI#HEKhP7&uA*!vDipjWB1MLsAqd zM3;(*41R?+sxIm4=@R_x;`l|t=w2y~_;@#Cc*(|EU^{@>#XJr2u$9!~5$Z-(#)V3X z0l!~79*iMj0!A=sF$?wAEZk$~FKk-Gr%D84*nUYOaU3=P?R!4H77;=na(L3ztaZ&YjPxV^-&V?Wv1^>z1K7XXSi<2Hwt z;r0_CDkXJA6!>n;o|l$Ilxd~qs|<)NI<~elZO+WR7qzVC*&hd^V+czeK-pKAU7^Nj zX9omlrKJ|Gm!|Z5_)N0UP;<`EyD_wK>%G_Y5r?MBK)_=j^DJOd;&h#_)#(&>CUe`Kwq#! zO4(Q>9!#g>EF+5sod-r!U8i7&Mj&BkHItQ*F{v3bt`xa!`<1Zu88p#3b!tn&fBD(F z(?qtZ)-L;j_D(;br4G+8;1^oSVb%NHkHyYz9!Q9Muk=D^tb(A*f0oA6OIX1nuYGyT z%QO)YQ3EaS%97Cmil()HBFHcDdM~oDY}VenFYR=Ibt#s9Xae!gp3VCsIqL4wvBUSb zdCFH~PJzKri}tOUE2qwg>;=2rx_qQ>;6}yJ9-p$P-j>&mMl8SJ_wotbzXeRDO~mUz zyDPu=oqUW2q-w>r`Q~;xIjKFkpT#fd#t#p_SqnY`;^P_DQ?zU_)$KZ8JMTF_pc7ad zJhh*^pkX{|cdORT0J#pny(8JqUQ@?%WI!w|kW&~<=&rF~_*uOI?PEdm-9LW3$IOqm zwY>*N9Z;Y$0Mr)oNpa^pF42ia(?-{0F*h_BfDqgZKxW@WEsSgK<_joOgkpG1LNp2h zIDKS7@RS3%V8l2mhVqt}L>3hbhacHJ9^M)x zqX^0HuBu|3)iEo*w1{hwpAM(&I(t94C+=9KrTy++Y8vYrw)k?~R)$TLY^VJI;B0D2 zYt)ePV=n_@YqBBmI zw&a|fpYsJbRi7>j(EI1Q&v%v{`PkADCtSgCUKcmto9BK_C*8pgVvR4MAQr zj9pYcvFjQt%H($IKKsfF$hFi+O0I6MgCl7HMu6Y@bWO#y=dq^F0MIiF6ibWanfyUe z*(QF&`nc6bU6c)vK%p>Vn%x$6nf5(9>ZYy&W~eFM@7>!uGdT{GVbZ@^9x^!uOi2Dy z3&6Tm!YXCURQ!)iFzztp;26GQh_8}9KcJybRH8B1IR!j}vM z|NZ9I_|X?d-S663lUyOwO)l+ljCQ3U$ThsX78CidcYOju<0@*6B?9m)zK5GX8OJBR zvI?llE6BqGd~_Fe_PFXm^{b!ygBBe+B0XeNpI3 zmWO}r*L?>G*L#uk(E5Iyco}aanVtpFR|yH=$#XKpoua3iSBWL${y2U7+ohA@+5&YS-4V<(r$0|A9jTolzN;Q!o@n8* z(C8e@%tQxp^`~4i_jzFZ{XfG>#0RaZDy z7-?9D#Bt38ty3DxDFNs%-r)p72%TYn-EaOxK>uNi@qek1|Kpu&e1B#E|MAWP_5aiL ze2n@(`##@c|1;?Q$A3MO`0dX@tN-zq!|(sHjmk?7nf~zq*ZS73Ae8iPfxiP46aF`&TD4r2q8L@L`6yaZQSml1$CTTJ^td;?~Z- zh3G%b<8pp&&3f-H=o%_&*H+_SomW#MB385B6+hvXVlJ6I{ErsmZQ_O3{QgKcOM&yrU_m#SJoLhL`y3Yd>QD z{dbq;lf&CT5j_Ji7XIJ{nui_!`kOng|8k9Ox3-`3Y_7ee7+^9D{t0@i|MrUQKfoOu zBt4L5KN$b(A}^c&#}~M)Ip6R*B_Nre#r@|;Kg(A8f0O$>>VZlu9j|tP6!!e{p}`q< zC+87O7)@&UnepbwUbpEc`7~Ki(SJS)CRKw!O~ZEC#S)=xL;o%t$KPXGvh3|)rm6~t zR=(%2Cl}q&Ho(3es`G#@fkD{A4)LI7m=wqF=XYM)>NMkH1**M>i8qy-tUS?bz;}$;G$jX$7#8A6MWRs-M z9)3$yeU33hY4O%UpLTSwI=gl+G&I~SwXno{Gd}j(^Mqow{efz6WS0KuImV~BxLKz0 zr>M}6h@JiO{+O7KM=>I<#)!pc0Js6T{ouD_;P)?7=UF^`Eoy>wlg>ST{Xll+o8(Ss z(Fo*SmiwxreS4g~lZK(;U+ZT3e$rt7r*s4Y3*OJtW9)i z^Kt7lon@+ z(THjOe-1FvV3b0^#k0_Pv~ll>%Nr^+&h3*qJ-7_6&d^59#ujAL{aEQN`L(09Qp(%T zMa4yx_FJE#*d>KEy=U%d?1IUEcA?rn+F;6bl@oHB2j>cb7+P8R{Sk!lz<#KSj;5Av zM9KSjkDB?!&Yxmz#%@%;h(#Pfu+8V39sNC}ema=cbPJ5)G zenK|GN_|jltq;Bl_vl|e#0(B*@*k}F@v{A6{=qXo##Dlj`T>(crdz~{moUW}mWE>& zOxHQFCZ*Osz37_?Z)L>5I9pw@Jq}uFnv~0fbyF+Dj5A5n_9OU_15!AvW7nrwDRPfP zcUQ;bY^aVwS!ktA&sMyb8!ZUuFj~T{k-isCE({{7mAl<@b9L>m^RhFvqG~10fEh-h zfx2vN7(Tu?g_!yi%n{t%>w=h=aI==fuV654>yP}tG}NHi6{jpelYRw4?@f2-`&L#P zts(SH4VC^{cZ~PA;&kTLd?z1fH@)u}OK?_Qe}uuT$R#vCr8Ocxbxtm>B=7 zw%|6vOYYAzqroHfJ{yDIT7hE`(pXN$$p369%86B`z11fLhaSAUsKJez0>(YfCuiAz z755x;9q>-d8c*@TU21OwUgN}Ci(O|_KOs@HFPycsJDgQHULcaqak9?K$&6z}BtafIR-uuBDDyA?bKc_k-PcZlF+|ARno=cPpQ4aooS-8$C)R-y!!1ug z3`$X6i@zK4=ZYt>Aw2qE`#Z4idCtshJjG=t{S$t%{F;Kg>B&gwF3PO>>El>PD{O8k%WQ{q$~P`J;!s zVyd?vDn!7<4%&OXu_`cG&39R^fPZGZJ_ayyfSsaqG+o||n+hjho>A}&ZUi2)sw6wR z?rW(JF4B8!e^kCY__m#O-&kDNYoV;0Vah)1ljnms@TvHlR+ZNXyj1t^(cEcxe34Fy zM15zShy^0g71?5qBsoos;);ZcWVBUsL1vgBWK>EJEJSL23EgK_1CM;6CVU3FD<&W(ZdpNnx$9Rb>@0akxMM=CFnb1*e(r~-M67jhOmT4u`t53 zDT?CWq|Y$ZW`BmF4?PwpafNXn^18I~$icP<41-Jdnvdamvc4>rthhloY1vhwo2o~1 zBoxL8IbmYBj~eimKcWrb`Mb_=$~u7vmLgtCdoy34pB45(SkbGY_2hd#0v8S1nE*>} z-S4GaoMoaf;#3mw_|(viGT5bmZg~)TK*VY14wyDRoU{;%oc`9ja)HAd%seMF@dnZ< zm7yK)Dp!v5ZUy}nS+rOpV7N?iAL9u9Oflf-g4^qC-hFE4vdTMTN-Vjw-RHg@kXz#90r6m;ei1L(wF6n)x zoy4_Q#aPf#=*p5sWsZwRf10cqopc5U3a_bi^$c6@ntPQZ4Kbn7>HdZujnoZdBH~c5 zsQAQEId!xwgkRq+P{OHSDF-RON8O}V*CLpIP-|tS9bBoy>8Q?)Wh&`_ekgm;g$&C) zM#SMHvuH-NU2Rz>O!)~RrY5Kcn1sHLo#?EH5(&7`c+7^^yhb6(Cb;XDa(VMR$#E8Y zn;VQFlD@va7m%h#CQCV4bbI*8pZ>zWcf=T|VHs8V`ZdoKOfdqMBrUaYbOUC?2>v}= z_hcv4&anB``_m4HmB2c0HZZAdq9`F;5P%=h*r#^ha{H4OxcL|TNJ@f*2ao^bC1!o) zDZaxre%*-JH4xLoZ5i!%>iyt0kTmmY&=wX}cNmQ_RTy{kbnPy)YCOIg1h&!Tu*{&{ z`oq=dCk$j=3}{O}S!=)2)>hY&T0~k8`nDOr0P`lPhhP#nWqz^>*_9JZmBCV`_lQZn z%@t^IZtfFAF>Jk}ruRf)6>-%E$%|GBaKnCBLFvht$-@^8a5g{a#OHfBC~SM$$k>=? zFBCeyxqvztN@`6-(E8K7I~F}v=EfQ~4#L*y<6@w{FmHc~&j}}yh2MpJ=_1RXY__ip zfN5U5c+u)eo2J3Thgbg@aiM?4tO(Wp5ua)GD}ERKEcRICiyTQ?+|f6FEosi+XYr;uUtt$8Y+4(Je#DD$}JLsuQ{A);a!?wwTctBQ{TH> z=D&_moy)q?s`O4b;5GV|~UX|4kW`zY$lDPVm zu#K{%A|myBExZDnSyyKm%jeY_&3eN9v;ulU6^^ys&lFrYcrEJz*#3;?GYz??h5Ed#R%vB*oJKR|Gc zk;~`m&4PXX1(_5=4bSu05AYVt2u+f?*$=$xx|bEG){5_gj)t9c6`ff>%BISF$1~&} z-?NqtS}D#fZzZlz*53ddv}hl?F%4Z=mK$4qgwht{4PayqXFXe?s}&2I+K8BZ&?2zL z5OQLNw$U`VeMo{G(7l0sgx?T_X~Yr(u*4~&sLLO;=`-$~U|4)}i2ejiwZnFN*Fnco zdLpL9KO_@MI{@C4J3QrH3mJc`Q`*Zb}&Vs`vAQlydoU8>-e-6h0e`v_*pRm(q8(}5jt;)4b47MRr zTIy`D$l|BMmBlCfvJveq%_}_XYhhE9lKsnzMKs8x%3EMN#qkq(%(7~0YkBNOOJUV@ z6;E;f87?mFU8yyMceuSZOxDAx20m{0X=-2Jc!M8gD@0ox!m?zWWCvVtC&>+5(ieA1 z41ZU;d^v5=taHB4GuTdWQsOF|oY5Ha^D_kKS!Hv$ofL#pW6Ns^!+T*NxE{qg{u`!c z{VHLUtSUDbRqKG+S3&r~f=cfZ{2}@4i7Mh^Mi4TDwqLg){XjjIBPI5*g9Ls3tT6(n zvdxBe+WGu^Wgzr7lF&Y8d^^H~P36py)+d9vsAj$_#9g7okS6qBLA$L>i(zP@3K5~P z=)rr{i)on z3~ul4&+9Lw;4)RpaKK~R1_B?d4TPL39X=}iDtmeJGhe}M=^k6V`6_SH_8b6KGy_RlmY8M} z06Y4DR*Op`#{-YS{#xLfiwsNj9h8s9jMdd5-+S0hg(yZihj60C>iq8zxbJ6#7imbm zzq*qB1f+16RP@V=wZTrzTggjmh+3IGkk#a|tf<^S=&kpORXhxlA{iDia5;Y$0NGXE zBkk;x!M-d!I^YZ-zgSD1G>K#w$r&B1rmd}=nrc1XHaRhoc$AylDrOCfmAIo1irZ~Z zr6HqHw_9f4x=oRvC_0)q5M<-nlWNSe%pUmK;lyrZ5;ZgH;j2JaMl*qgOLkUZ@ z7H66q9nFL_QyS&ncUNzQu0beG{`2|KK^qi0Gz$mY3Eyy9_%XrXb-h5RuR!JCE%4N4 zDUvv8tM3^KA^tS{Ja3N;l&s=-5PqXum?=Hy<+F$<`+JJm=72l6(8u#jPu>KM_KMUW z4rw3vr5U8cXiYaE&J17Y-I)~G2sbd)C14j6!d3i@Q;J=e(7f2$DaCtX5w}eAtQ;cwcMKe z)Z=ih)6f)MWwE)HEN*8Gpz9f8T-M=DSQs@z(q-=DAz8Mk3V^NYz3JkZeMM68pq+Pz z!^Sc(6o*aIFDyr5MC!v5XH`yeMpt4iIAW+~J z6n|<>6>Za$fGq9YG^_q1x7YRY9A2a(;Zg$=HW;&3{|_$Xf=$$;M>p_Iv~lV`W=lV# zF~ayvG6VWE{;JWp?wao(&4BD^j1q~`gdY&aexO^o`ryNpycvyTQS-WwSae?&?5>JB zv-_(V4@0qREEmhq0f^bI0^%R9nKe&+Yqh9#>*FKv_JP^*K1(T13m-Iiwc%0Rih|ml zmz);y5yXM+5wq&$n!=)z<-I0Jr`{h;KFI4~u)w~FY6QZmYfi1hj#I|%hmV*W*NhM_ zV_P|3TLT*dDu;tqjkBGCz!^tt!X@=oplyV@x$U0q9viyC-qc>ZEi5GcSI3NuNuk*$e!70b!Z%RU)3l;2yDxq$KMApW z&tm&eKb~So;j2Kl={8X*4f6Yb;8gbrQ zZAVvSS5ah9VOb^X3W6>K!GcJMiiiOzg2+NlKtU0sQbGtt%C1sYDFQ<1pnw<_v5o%ZgB^n8!Za5;i~0SnYxWp>Hh82X{KosVe_lH|=tLv=CNiEk zuI*B`iea-?maQ&cxX^U%@RuO*z?GKykAK}05t;f2OmC@Bgy+DoE*+e9%RCqJOTcB{ zV%@p;usSXt{e^3-`AAlME&=bk2d^28xLp}M+RRP#V#IGzz8o!LkyHD5(%q{f1g>E- z$8TCj)*G%aJ90^CJ&%aYu?I54@Wt@~b*GfEnxbj|C@=Hx=EtaHGo(heOn(G+VHC0p zMmE>vTbH=Q*8nR9ywUJn-+}mYr^yxzjOAVRtF{9jI<{iK?UZiIR?dM(m&GZ7I|k`c z;S94INatl|ub81DuykI}Ou6zP4V53&aH**)-|7T)F3Gt@TKbl&#!rL^SeMok zz3|F(O3$K=p58PU-{4qF&F(xr*@e#sCSXC77Yb(YLrLXY0R0O9yagpa|!6~|;e zjx-?Wz%k@|UWGJ*>P3+)E#|K$%HZI)lS4=!gjkOIb5@L&7jH-+dFkRY&Do2Hm6G0? z`NZ{sKcqjsdZvd^{<-~?gV{>+@X84k^!Q6PdKJ$bN~Y&ORV8|lb+#8e7?ALExAFSA zKsp;?Rru1qICa2gWjc994*Fc(sqdqYFZ_I}UWg|7Ei+LG`|7uvXhqI!SC!0)(yP&j z)(QcBxy(-$0tyeGSXS!o4>?GGN~{GbgvM?wg*#XS{G^v6{@ zsCEN^sAwA)f10m`8cK4mNa-H#dvniYX<9y?(8-gnGBehSd~IJ_HRF(B z$N8wDR|3wan+9}~BS-vaZTBe~886N>f}7;CfHOs#MY4?&eIo4!D=(0>o%$LH>M=t@ zL$z^Q8X5I*Dt^X*qAhir320+#`?}SMa4D`8> ziG(3%B-&m=-l#G#w`9Nd3VXGZ(zfh@@a`;EU!GC-SctXfLNh!h{@CXd3v8?!X)On=%g?D9$$a+<7Yo%efDkDJ%D z`!J>9t<@-GMf;`uftT6^rsU(4tI%`>w(YqD#Qjjw|sscDVMs62VHi zGnsqi*Dnaq8ni_GT!bv(|0I#bZL0_zVBosnouW@l7;DC6BzYXmNc6l3IL$A731hpq ziSAh9M7vf+k}5&JV)p0F6WKabwqeNdjAZW|R`J7KO6S04<)l2oM-785IFp)fA<^Wx z3~&*%T;6Py95hf{#au!zIbF)ZVl>rm4puI;ABEQf{26A7G3y@QEtZSv9DYqU%aEZ2 zpd{o6vmLz+e4Kj4xD!O|^ueV5k(|2?@C*h++j^zi0zZuOp}Q|VUNHM&52x+-bs@CP zK5t8KyLr7nCOq_qJ?h@|xJ~K%J&OSSi&)pkpsi1?y|d6S`Cu%_pYpE$O5el_I9LLp z#Ik)CN^;wyNDzmKY7rz@QM3(G$7HY2t_FufL73C-jB3A0V6V=qYg+0+ zWA15xqf_Xj+YJEx;@O;bV6LK-(9QhHeGZPuBaYw@!OW~I({S;sAn{+CSj9Vc?#sXN z2`4gc5875b^}ees0+3xNym*`{a)CY6e;|iGrq!>LMnEU|47CHK#yKDFrk^~pnc18i zjJ)SUY$%!AsZ-kKJ7R2rF+z0%)C8?0&W3q5keDD~K`e70YSR||Bf5%8O0*=C>58Z? zWqPEH%*-Q`ib!JDivb$rrHmJEv{~f&?UO6m1-ia}=K_Xxc&wLyU0|}iT=15TZU*md zQ?b^-P{U`e0`lK%TiuVs8{mK+lZdbPNbj61bO4dWY6sBRt~d;xn2}DAyM24S+~yA0 z^#6Jn-{RN?%CRE5+L$KwMNR>&UgI@F`HqK*#vI28;NFhTZD|8GEb-yQL(}g>c;IG_ zdxY$^jQ1E$GGnW5!gw!#_|OI~Ih@z$I9i*at)zUbE5Y)xzf3L=HTtC;KKcKp=au&x zG`YYKqR6sSeda*N0m@8ZMJ+SsI3v&bc38b+NC>V*8+O@b zq_K%qQ9+S^5&a|u_)PryGxvQX?S_IK)YE-#0uq?MJ2!`1&uKqwJzHFGy`i>n6vWe7 zHW7N*nZV{9X0=Id0JYnU#A|zdMzlZz2-)CD5IFa*a+rD7Y#M|PLa9-0oed1OkltAL zbo+WN<7)W@`Vg=Kl_EW>jC`?Gw+S}-$D?z4!+l&QHHaO&@4JN-=v(8Bg}!Wrg;qSW zft2dm;OCXPlFan4YGmo7LswY_^lj0!A7KGWw0{QlG3!Nt4b!5i12Ea~&Xi>83ha;^ zD$IyE`r#B&VS}$%GsLyOpkD+&hY{H0JE|es7^-7ag9U@fEVxzmR#7`Za`b|aO!x9> zvVj5_&#F6-GiLqK^ zJc=yJC|+eYsBILIbyWUv{Q3>WrFFR+bO90&&`)P?IY=Ec|`HT#3y)}XitY|xszGUCKg z<F44j6SUN2v|8^ef zGK1nJEJ8{V8sckrI5FX<2vAXBA(ccEo@OpZbsN{3$*+Igp(V^Kx(gTxKUE7eOw_ck zo*WG(V8>5ZaXP$jg!n9dyg(-B93-douRe568WOG<#j5T_<>MR+whO}+6Mjo9V*;5WWl>pJuKayw)OwiI@B2gH ziJ_sPw{RVpt{X>ux++acLcA%T4w}K~XifkxvQ-~w&auaRT*)=U{n zuIpmE7+e$izLL6MkV7UvzM@hOQjV_73AbIwW}p68gr8Ci)L7lTcI>;;@2DVvz*Qtz zVf7;yDDBhlCpaAi%#T}-dl_JafgA~!E5i0ffkvl4qvd}{7vA%sTF5kro;unR6^lix zfTq_amDIJ`yDgyEajU21(~nLqPX~ z8}EMiZB`1(FFpBPh>5U9Sm__%9=^3J|N8-RqLzR@HNXh_WQOhD`f}r%2MiScy;-TL zsUPG7jXjwgYQGizZ={NX*Up`R)Dsk9r(#QM5BBR?P)WN=clu5)_w$T(Byez}3+YgZaOfQaCLa;T@uczS1`cmc};MHL1wN&8oBGy>m)x zP2O8+;+49^bN>#5U%mwzC=cq5w+k*ta2)R(IHfBntg)!4HD?R1%m3))zV9L!t9zb@ zQ&17S(9lAn>(+I|-6NF@??r=)!g=OOaqL|IVievzL?f}aIPANyMyR#>RPW4G%A#;% zf5{A^tvX$WnqbNxPpv2|os!L(j;8A1ItR{%o!2c7O05^1Dk^N5=uZO`p+*ZM>l0+b zo_Z&Q3Ydv15TT6m%F0={95fz9Q+a94R&!0?t#>-73Fg=K@9vRmK}+`Sp4d=~pGzvF z&T?{uh2DEY8E@=xbxib)+)>7q02P4j%%K<3jhoj@E?C{0-c8%S?|Ki8f}wJ7cWOq$ zTeK=%L92U877Lj9az|TQ$T^w%;Hd>l*W)xu(gv^t0j5NAQ&TvV#{(N!r4O9cOSYXm z3g5i3?UIFkKVM~;5%_I&fgMUapL7I)rZN*iuWIX*s_))#N4qg%s4!tlT5umW)_8P> z#t9%og@Z?UPcvoby-VMse`#3#a59KDDyJCE!*vuQ`7k$Qui^6I!laL;f^Y~9Wo7hFn#~uH;l245vjs#Y#@!Mh_o&CP zVw^=8*Qj1#ivh&M&ATn{>vbe%cv$LZW~OEC$`DSN`f(@C{itW7dz)P~>rh{uyRUuZ zDfg6U8k`o^3Lc?Y(N1mewxJ<6QhYaN8;fOpX`ri0@F~Cd7VTI(f#hkq+$^)v=Ib~5 z>as}YIRS=qFbU(!Po?{HdEo`{Hei2M0iy3x;Bb7%YF?IHN-@24B? zBhpW#?-CJ_9U{h=bHv#jA|eCaJFl`4UN!sUtL8?8eo0q;Y3So);H%Hq)iO5m*Vp13 z==y5;^9>BO^i6aO{0)3f_&WZ&m`hHqbGYHc;rt?hH>q}HP++J})Z7R@u9v;!=NlGr zDZyQGWWK1T;?Q_^adU3G_!w@y*wI{ZF;OwG{vz2W^1g9}wqgn%6FS@qXRB`*Qp1&& z?7>+!q2?0_Oqyh+qs1LbZ;H#P zcfM(*>tLZWneQLuqvFhum>1;7k5tidP_ebLP_fbD4jIr(*O05LW29q%zq-@#(g-hg z*-M>i+~7}7Dfi)&gSi7~%ARs^ol`nTM@I2ys~B>*db&CzxWkx0aw?sl3T1JK2!kY% zL7{=~#NxVhQhM>-!keiH zZL4N48|@zdEInWQ*qlP0ONztR>>5-kJ@xASy8h*t0@BCWB%c%65-&Q98!tMQ+Z(cc z(MMFYLqbAaO!6pKnO8F53pW)T&Yn8EepYIeQmiY^;CGb$?l%h96=g<4^Lk>T3m!9m)AFzslr{=4hM zmJRQ`?%k(!!|2&$VJ)3-tsp-itw23(zlbRA0FqWkqA#~Mmho;;qM}?SNvW04*aQeIqSj6CEQh1FpZno^gP_4&RUeAxOo8 zM7RNBIwEUUOw%zEiyJA@k}K_MvB8u-)>%(>^R{1aYS}J(c`ac7j+af>Pqvy4I^h|$ z@wn{#2;6dHx5J^!nxhR5Mp-#$nhWYe#@kujPVcYsjq4TO{_S}eJ3;~nnd~`xa^i6t z%SkDF#oWd2!h3GvuV1GJS-dG2YBO)B+l|=FQ5`GV6r_ecHTzIFuGOdE{E-JKGb_V` z6h8DIr?9XnmG?elz%}3+>+0$m>Kejl^td0q{2XpNkK6aXXLK7GCn2IL?kgg3P_5p% zfBw1~+q(zNxn_N+f5{q`jBVomBhMRue|}rcx3f6a&vs1Mv(P^n=IevylXuIi1r6u3??`Cb5Z50i-=>fNq z_}57K$e%YdJ+<#{dH*{WgM<+z*Tca&l!I2^4VA2|0XefI+<77v8bVqCFP-$~rMyzh2JuPco$ zmw&z={@vHb7DIg;Wo4cw7asBSUVQp^uK_Q$ij*H;ofYS|tM{Eh6)FtaJ9^IAQ8ueWQtE;_$85HW-o8Ks*S6cri8 z3k&9lM#km&&GQLy?|z#b-~GCz6!>!4>t3SW#d71jSL3ZyVxrF){ae|(BZ_@=xriz7 z5QGsUedB3dNldjwR9dWu9RDfDe?Z&D-1u%eaN9HZJEbf5ZFy9a*;^|_!s^_dRikF7 zC4cc<%tx;4^e0?b8_;3FPvb+^wF-;itMGzm^R=9#d}fDJ$oU}p8E{Rw#yWcX#s+%i z$vSvx!qve`-DzCsPtW;L^c&69VspxAcFox}oyxoEEapbd42uYgidNwn|C=b6=$*V- zy@!|P{>-ai6ufGVkk?qWbjFO8y5-ZXl7oDnI_R5cSZRKF%&~05(q>8BA8+-ooV}ut z`_XedTPj0_@4cFN@S_-Z$7TID zGor?b-=DSDT9Uusr@Fp*CzJQz&ekm%(z_w1{=D5XT`TWLqRMTx#{xvfxSkO| zNwyzz4@!S}{ugcCmdO$4wQk+*vEFR=o40*0gs7k2uA;QWzTX#~L0?{KE6ZJ@3mn(t z@6=8#j}uuM8X+fE<-axCUvJ)n7ZTkT!Gt=cAMdzF5q++wdP z4eOtDR9EU>KB&+>@K}-F&!>itQk&8t`ta_t*k{JURS~;1CQ5IKd&`Y${_{~tj$z|B z!1zBAc|PfJzmGf?rzBT=VHYEsaixB8TvW`A>F2{OJ?#1=_;nN{-CC=DE$+Oa#m4c` zJniN4f`+>}%n{>;_uQuS{gBM6pZaEs^lNbb^%spTKaHBz@GK-}emA%1!L#qxefvDc ze3+d5!EXmTnW<^%#EZrt^e+H)b7yfs1C~(le2Vfvj9a;JTTxncMK~#hwU5FWckuhq zy6N;`mCOfGXY~6|C3I9JR07AXy`s8Ya^Sx5G;i7I%eI-G9MgUyP5yZ5SrG-Vw9Fe^ zqYp+G8?7^(tI1X8;>LuRIlVKq*K9WGv!YeWr2qF<=lOb_aeFzpzNCKJlcbA5AGo%d zgbjC`*iezv{O^WomiX1ytREh=`<(CPXNjfj_Jt)~Hj*5kgv?*Tv3f{WJjeC-3$sPMA!d7R|CN3w(3dAW^&JHS0{K)XIP=9{JyAZCg zW1y$Ywn8<_7&PMJPMJ>TF?-?lV^}hxm%`mmd61>f$N4y9+mcaq7n%@(RCj zBvi5nwt1T^_Kde#w=b&6+5AC#P*`!V1LI$X_btsZDZTmCr|aG&A|K13YcegjU)NhY zIwTg}`cU)Y6GWhT6+7OUQ#(>;ZhBBw>fNi}vv%|4yZ26%xP;!C{z~q6-M(TNCvRWP zEsr>9*=OB-Zl_!HT_#t(((C@vlyyd`dMV8dH%8^gizS226Y)0=f4g^OC~M7ss2L&Y zTU)H!L%m1M%15b+r#}$jGnVK2y2d*6*M!P*WLBLoky-uMmi{-{h*U^VPLqBYrGCY^j|wuB|EgPIq~S@3dQ_ozz#w->SH<_w|Y^Hsk$HK7Vs@ ziI`gS@hx!|xN+4VCnMdLpv0%R{Sh}y{mUvlU1N6gfylR$_Q=%So8)}?t>}HJ*&k&n zpUl*)yV3zThB4RhFILZe-uqWK39)V>AKF@crU;jhlC`dJLffN&=?2}}4;Pzx{Vcj- z{mY?7Ypj}UYS%6~yfjRC*o!2C<0muMhWp8^^toN$D8>z{UVTJWV_KcL@{Co-*REYQ zN$liV7wd&rsvUojuU@!NvSUe8OE38e-$nbKR#qMAp)}Sn+{fR|1|6io zmD|{hB|i?3&l+Xbx99Hm!-H*l&OAD1h{3*>Vn6;^VRKx~G2z!E?tSL;)SCFq;}myG zoAVQcjy#aKe`eyDn|sqYdc+M>77-CW(AfbS*4Y6I`F#h>FT^Kkw)Q+~n29c@23WzY zpwP%DpHM%(t@Q$R1Ak*Z6G)_`AE3+C((yMi(DL*3MX!x-s2kwptEaDHXcWc9@DAjM z@*{kr!XmtbLIc9`{X>0b^B1UgrQFoxVrjlj*JUb`f_x)i4&QJ=a^>V#H@wI1idtpw_u{P4tGhw(dW;K{emnNN zkNkW>0s|sv`sf-Miin6gcA9O3&}=@RXk5NuErBkp^9Et36Gr^Ko!^N~*N2dyx6a}( z@C%vCR3Demhs`6R`UiyYLj$8`Dh){eK%~x<+UJ&@Usbt#{?XOhR|oamt?Z|`V8rxW zH*dLYn)S3O+$Nj+z@CQx@PDESA1&sSvb{GI?i6(<;qn4I-;Cc9Ap9+aS-BGr!T$V6 zzlfl4GVuZxD!Wb}=%@&vpisWQMMxl3i8E&h`LQNxmvF&MI5hZx z)sJKwZV?_H62$jc37Q?w$K;UM7kyyo=+LN{w$>{10q%&|J`us6QATv#sqIef_djT? z>-y;H`2+;$Y55!Y`)ld@2k^B5z|LCw2HXH09YaGyUEKhT@=s&^T`&Ki#`-^v^>@2J z|1{SBX{`UdjjI0>?Tt^S>%VVr{O>l_v8&Ym*1P5bYph?uTW3GjSYQ1?&j5|}xHySe z?xH{LtbhGWphQ&KsVkwrL*1^+Cy03tY3#)>o*R18dB#f9`}teM_1?GEr9`$*K5^9ZRe~3K>$#{}&*Ja9-g?>P%gRFo zz2qt^xI30tjCpwX+aVuTGoPcq!*-V6_tp(Q?yc*8mfpI_zo}+_=>D?D3Wc33XXdNB zZYns`QF@}RQsT|5(UrfR|M8y3gzGOxm8vzaJH5~)dbgFTooP^o=#z(IzjvuJEOy;0 ztzo+7KkcoLDK#}wy|OL&=cCSr`$lRHTjF+F>Z8i_lbycLw?F*1_trZr;5~)AesodF z@j7?RP4MtppV_eFjn@UMzXBGvDht1Y=MVia=M3qby-x&BXc z{a+o8_z$*qKk0J6k3Rn+&Gm(7uFwCR&Gk=l{(s$Ee;0Rt+gy*lvQXk?{mCch^}0#e z>6u#krBs=q<&s-=?F{V=VSUB_Wph2gpvYQe#pT%&A~OABYV_ORgpOIZ|7gP4AwR1J zd=xO7z8~-o&)|m`?Mj!Up z^++td^`YX0z4f6YkB{{7iB&zgWk|1|znMIxCc^8{4|ntoo+N)+&fC^+VRn|7%1}YV z+*IX3Wk0{MIlEu&g=+qd1?%_^1jV&u#AY0sGiTVp>aAaB={u%Je7Ey`Pu{)iQ@^UP zaZK6=0({2aI&B!~VUL3n6!g~7EM_l}pnT5WdhhFpzu3Mt_(sE7JTOs<(KA9#$RvEa0_rtWwX06P_2<%x}i2OK(3u{yl2VJ2Nf^}M_`6)&bA1*% z&$${`$#KcOxF@-I>j4>YEisqPaXmIznio$J<4TK8lN8vS+>)I7F!tnex5d4l{4lcL zIB~bSZlkyrw$GmK^S!`ZXL4dmKQZpeITzQT6ZY1vKWr%e)!*MY*5A55(0Wk)-8v7| zd~Mq~%NJU7(++tgn>}#;YE`l1V>A7}39QrXyZM}0xODX{v0cv;^hz7P-TUL?8ifI) z9~jGzXh4TnwzHx3CmZVze&1O4@#P!&;`EJ{fuE1DmWjR*PO_rMuBGo2;AiNgXW+x< zn*5E8bweXP9YX_ZtP6kpL}PuaumP_1+a~q)lxywkUTo|I))zjd~;hV$Z&Tm-ggxl)8!bESvaBuO;_u<)?j9-@l{OkKQx^67 zal)s2_RSwH=1=tOPk-FA-}?V@&wf_8PXxB6(0Gr`3w{sg$hgml|Nk5N1l?YB+IV)Ab<3%aDHG&1V6-w?ZV9r3J(kl z4WEkxl5=o0G6?%;*tx-JhPfe8k$IuC!!wUR*(Wq80Q*pRfsu3l=;(QJzCYWKiNeW1 zc2ZBf^IpC`+XI~Z0aY<>8vP$VBOs)+cYAQc$>zMDEGl9yPRW11sjwf2#}A-T>|gnV zPJ?_xv_JctU$D(u=dR}-w6WP6u4e#)q$yDt1cOduO6p_E(@fJe)kA#^1IfQt(&)g}4 z;yWqXruhWgJ%6u<&nv=jctyzXX8+x)I};wUCmLZzEy2^hJ;jHWW@(7_yJdRz&Ai#& zul3&QRyXCrl+ceMC!G54<*QCf-fodv<0l#=ot}OD{!_KO@NOyP*$OX`55Hv+pUfow>Wu=k}V= zSaR%v-Y>foeD}{PXc)b$-L&p|R}roAE>jllOdPIs%3*v!`P9BcLVbpmh{N(YA~w2buq@z|BV30Dip9{Ik$ zI{LmozWyJAv}Z4Py_ep>4_El6f=$H}CO-fabo zBo{c?ckd&5yXdm=ZmEAByZYy`D?D8I|Le!DsBm?cocC9|LI2$Mj|TqHz&{%JM+5(8 z;6K*@+e;WPyzdiRl`rw2&vW5pKtJQxNADj~pvQo&;;rxh?#F;orWkzwt;$c-VIMpO z#AMJl_;{-lV&Sb15@9iMTM_PfJmmA%{>1Znxvi(}jEk3fHpo8Zc=L#LTgUvkF)d7L zkH@o6bzD-q%YLcEddDlX?)nS11WBEqe)6Vi*tmh$_oTKQ%6_AK|DU}|_T3x*>{Zg2 zWw7V${^fH(pMS6N)&J@@0UX!bo%p?yL`TWc@a5_*h5_b3%dWDMGQOQz**A1^$l%vv z{l|G<7WXy1yV$w^ux?3aU)4tyr>*Bf5e)+P&;u*Hmt5#+I^lPP(-V7PdE1d5KnY~Tl_WXyQc}Zg4_UkRi9XUN< z|F3R~2gToV4LakHDKUI{h{WpF|Maxt)El=KNL%`iOs_cGDi~~PmvUNu;74thPad86 zd~KD_bz1R4?W4PHFSV0rjhrS|oVTL)%;dq7Z4P-D@7fmCds*E47ZpoyJ1^N4-J}y9>esYmFRYpHL(?k7%??&c3!Y3bGa9mR zRayF1E$cV@b6WAAuL9_L`s)*4-69s*8a=GiqSpdZhfV<;kjP@B<(9ZD!!XHJGQF7 z;@vZ9`|M7FcZe@)&cgy$Pww35HW5%dQ z`**CH*fCpq?TyL95{i43nm_)}&lE{r=-f&BpMMTmacI|rz#e^mf2gQId(sKTohoyu z-yhXKVr8+>SJLag8ee;-hx$Wfv3XmbOs3xK^8EEV|GTq1e|_Hn{w&X5pZhPL<@xJV{=r!u zpMQOzFf?vzaDS)TVtG;qxB&mHIaH)o3ex*YGnn&Hn0@ox_F{BKff$9QuovhqlPJ`6pzl(yDo!4opJX>mr)%2(7;~hOL zJl!3Q<#6QvWFV9WFUu)=UB=SKAhIO|e$nor+Vkl)Vp+L3QLu3m$~QIN+qxDR5@ zvC}Zrb?5MAa2x!U{Q7b;WxA(^_^M^vF7I*P#8$EQy5(`6&Ut0$O&lEy-FU@?4(<@C zz_NZ5X~+>bvbQ)qUZ`VU8E+J6V%MWA0hV5sA7R_AS~U|Fs#;h>lZ6iD+k73P`^d|4 zIHO&J+F3N&5C+k6gECXbu`BLpRfo!|c1+2OupJkF#@=fijFVSZq>#A^-14YIK5tB)=Dg1Aa6*Kd`lYAGX zY|Qg@ybhhN$L}N#X;9$ch->bTC{OELnnK1zU_pq6uGP+i&Wab8DhaYOPwK9M2BMPz z0+V6pi(6+rkL`Ht-SIlM<8-T%pGb9GR)}P#R5$5v)d9OV;@7kIF-n8Oy)I*4rD^#v z%X4a8Q#MV2G3}}fCHh5k49k-B605(0V221;wL2~Aw+I}f6H+!;JLN@8Hr43pvC1`- zfyc%MbY7Yp1S=u_uV+H4T^Nq+u4rH5cyQ z;qdIMoFk^2YP@#ND^=p*F3({dJKT6RE`qEb4kq#)!+AAT{D?!4S&IY6`8u|w;Ag&N zJueaOkaTP*jaw}1f0<;sw7{~!Qp2#U(4j?6o|9U+xXq65Sa@;CvGSBRRf^(@ysRA; z-G1#pvCXoZq&(OC*Y1(_JRU|l1hjML_eWVg_-A1j0YgE41MkN^p}foJ~j~!G$w;jZaxEGgug2;{Q$&5T$>Do4*`oC;fQzBQwn^)Ii}l?FjQ3x zI^Y4~%x&O=69Gn^0CQk^z}LQNykY5TV9u#jU1sZt{z1Aea^opv1T)5%o(LC)!P(u0 z?sg3LG+C}?efpb3I~i3OyyXlh=V`+jkFvheF@^&OT?_NB$E0w`&exIlrxZuYa~ zXjsmAW~4MMv^#Cyl_QU0n43E!!$5_$Q+^2(8!P|IINn3Ca9^3E)Sl zL`Y-rZ@rMU2GfsAOo5^zY-t6IT1c94Rj}Fz3eMgXLV^lMfI|}pri?4dx8ysTxMI=x zfCn2L1d%|L2s=hyVwxN-$a-ChL_atI{$efi^5+znPETZ}p;5Bs23_ajUaqzE41!89 z*+Q@(GG7QEj0gLGZpp5l5m4;U03 z3-CLXI)h_`I6o%_lnyEI-R@Lc~O&bTQ{T7E-_WUWv$+chW3C`5w-qOlM} zyCQh`Re!za5F!T4`XPX#dA~u?3*`?<^fNJX_cd~R*oJYy73su(CEFmdQ>k-wf^hj!(zj{5K zeq3U;t8*UMG?n2Fs#XTPSg;^fNUvQUcS|)peLK-Ir^J!G`=DmKqo6C^79aOE@2EVL zrp)c8Vc88*6pPg-Th>n{#~j6JpwP!7B5bMVFiI?9Q+|cdwqv!8#lnbDLPjLQLdxI} zy;nM8p^(+Vm_za`>%Za&2KPQ7pqTe88ng{*h7?-XPvHq-{N*{d8zYbR?blKwoly%V z?!zDlc%|Q8lhMu$k%Yv8io|PYZi0$$O-V%J@PwC*P|-)8b4Z#Jk6YWIB}CMw1t9ZH zDU~BqZxyq5?zO(GYODyX>0ex3ebsz9uV)ebn7~#ZMlQ_S2S9T|_##=8~+%nt2 z(7_9N_!5_tY{RV-1%*s;)L-vlNSP9)QXa`G2AdT@Sh`%+Uv)PmT|DE_F6> zxmTNG?yThJkXMF)`+90#go|lEqHGFGu1F{ns{>tF&;{)KXc;zX1BVDh#lC7Cj(JVi zV^`-kLDgp8GI2~8su;V3JX{2em@SjeIN|4lTmz0Xqf9BLKV-moJ)k0YHgrUDGqXCm zDdacZ&T<#X5(`81Lx4tPZG;hl7D8Q zE98K0C^1P|57!oY-67`cu^?K&$py=Dk*DC!QrNo%9Q(q-L$>&CN5)3OQHsWU3gjHm zdEt8EnC#H9GtS6H0>b+c^F0Ni!WY1%q^NM?7*8Q$3Mm+ytw-`Q5V1An;cOT9g|Y?Z z%=e(J+Cm3V&l4=L1m<%pU0qv*g+Ul7v?2+7vyWNh3Gw!VgavjrC&!y5V!b@d53q`s zqK#+X3)0-m;T=i6cIGtFhrzumLo{i11x^n_$&s*ONxwnYPmaGc6>~oTj|p&fI_B^K zVB$$mxJCWc($yyd;cigpL`X@&3wVu`=Y%2U(i3g+Wo~%lRQvJn2up*9l)#g)^k<;2 z-gRgF^{#=x7cO66Iu+m`z95^OC%E0Q1pIfR{#8+(!mb+d^ zuS6+SZd7V!A|n9ndQ^=+vWT#j;bY@M9-2KF9V0^K z=-s#-LVd|DyjLqE0q}OGbTLD~xa83`JVv8J1T7c|LMcKb*!w^c^EOx#ZtN;IDB2vg z$B}rX(1aACTIV$vSUmtT2?hTvv#f?H24=Z^(ivD7<+Dy95*!DG@=?f(SG2k&R_8GO z@d_wYx}|E^l>7Nr{g@(Jwre;XbJW-jIU| zYzxIcq@Uzbj#cA}Q&-&5B;h!(d3jA^blm-)4QYM(*pZ&~Yk5yml-U<)V%uxhl1Y;Bt@*0h!7P zhD`-Ti_kKq5X~vQXe7cX0_^3{3T?;uYYMFE17J_!pQRp8$+PQ6VjeRnm^{)3{Qytd zK`k~R56xLUMAh#0YiBUxt)=D-CCkL)kVFnxGfomjOjV`uPXkn$4e^RuDkO**0L4H{ z3PK{uVX%Xi4x(r+0Xz(d>#lXiDA>@%1#z*ph)`~F%ZAY=ThtxO)xgiR1G)yF&p0ELMuaOFgTY_8U&tp46hR>fA|dj`vc z=Z_$Q)={}Hq&7s`6Zf_t2BY%Zk?;Erm2SfxZ#xA>=)Ph5npiDULUBEV0I|d?cgf<(R&AQZ0E3l2%sVbCOO3 z!{?BKM<5k7L0Wwn0atF22}O>i_3$fraiCvYN+nNl6jhiOWE;F@yCeb)tDsT2Bk(Su zdn=H1F?KRRY0L=&Y3c!A}NBqk61dvf@b!&Oi>U(HgM?5c}ZvBHStbQ=iU=ymu0kMq-;`o%ws? zPJ~%PJgTZDdFTQ@gSpY6T0G1!!ad|6RMtp+6oecv027@fvW%iU$J@5bzCIlMi^QXh z_k=RmTO7D}Fct@SkxZMdkP;&sYPw)wYT4 zzzMR8-mi%qgu15WhIPcu@~K<_S{R%&K&+Lp%NS@ISt5eCNd=mJfyn#3sE@%E2fi`| znap>@nwvJm>USu2N49}07s5qNEkhnYC`5cfLI--FH7K;t(zJYTq~Y6d<7A$slc=1$ zVnqSdLn#pyYhIxwB9Yjd~Z3;(n;5cQAJc!BMvv%ZFI0zG~~M#+!Y^ z3MsnBsH?Sg3v^5AD>PNWnjJJGbO2R(BF&(2k#m#BXrt?zgM@ff)`5EKn6c=b~Mk|Hx5Y>d{ zVD(bdG-3V5#xJL`0e$AC)wsgwy37#p3Z}@JjFt_hwb&*=2LaW3#b$({(^KIjfHy?) zPDbmpL`RY_5#$`c?(33&)k1Gq5;<-NjuxD6RTRk#MiD7l^rXjJ^+nWUTTO&Lh# zJDm;40Rc{i_w7Ll#E}h*x+Yl{PpYva3J{Bacnz7d9rRs?LctaMY|B|zJs)fd zyaoyzP55o1Jf}l~8ZQeaLjPeeZrs* z5bAMGk!3y7NBp;imsQw$7BYVgdWXeZwqrAmuUFbIg+~=Z$dqVf2+Z zMrqeu_ct@0>hR1^ZzfhF1W0F8E?!A($z|135Wm3gS6})SJp`ra~9;T52 zxRJ(yh?Mgz`2ZJS3O*u(?V;r|o_st%{C$ zfloNSGmE!_4rv{IJ8h^J%P`OA2d?Y4`++Bi9Ubv=3l{KA%07ig^vWEO zA%Ni6+9?K@6e-dhNZugE9w-`7HjDj7JoxI40IvW8D7+SSTP~e}6pcmW^utCROo%_e z0$gf7y~=`5qNM0yFkEB>iJ9iNK(lI~WcU$Q%aBIgwv%q;3BE~L3IHy{>gGcuFve3D z`T*YVoGAh+9V4YCIi~g+b}eXCh+pb6DUd!ObH%tSL`q*ck`9!bRfr)xU=uVNAdXNV zpd6#o*eL)FgDhUhB#<(n3UvlXaG@(uHla}l8W@dq96xr^9XvKWcnNAGr-HlU(h{dU z-PX(Y{?;=6QdT=uHm~mp_+j*7519-r!g4HfN9wH7-L!lIV1@?Q;Vn){S!y?~YFcU_ zo75B?BPLu4@<%pzIS=>2iJ2br?&l)&KrCQ*@6=>V@vA#K_X!lq{PMwC&>u`jwq}6f zY!PY$&XFUu{b*XGRee9?v1COIcpIJ#UBL_mDRiGz0nGyp;if@&Y-e=CxIB; z3*eNaiN_mESFt~Yz1>7F^Ihi<_Q)m}_X+%X4z0zQ$FdSAp;(xDw1kpA2w-rgQ^ZMI zEHO0=UcT*qE-o|!kpuFzI|OdQbJ!Azk-%)YQM>RRNI{Rc@jk;F2?k6PmD3;Ch8eOD z5XAzKAhqXDQ~@uXFDy|FXh1epV28RT%JbOb*JZWsiGCR6qv_HO}c0K!oP7F_z)eNPLaVR~aqcnsFSAV)D5 zCW>Am)H6gR4ZIdcWvIZMw9{Gi2;F6fiw^IIWfho}F%a-|GCwY>>ns3R&xWu?vo&p| zl`JDBg!^kVvqKDa1)#^`&0$=5b%!EnJ&QN6EvNy#SuA~VJQN6iz6ET|*(OvFF`+4u z3yWP-X*~cSEeS@#&7=cl1#ni32bFPC(;|6be<4tke1X5V-LfW)L8BA>e_!+=Y}X z1A0LyfklBY(u)oY3Qt)uBFcbCJjgu{Vz_H$eNYS{&Pt>{NUjOdR`uCr=_W)vZ{P-g z4>#TE+o@Gk1jQl(V8wPuS3pBB(-COR454NshXW@YOtyppNwiS`;{dJUOZ74nnAMC#VqqXoVDU;p@aU_?PJxf@5WH-j<(kEqtvk@Z1sJ zX8G_y6?|&;bHoL}1oTdS%%F95GBW%SJ^*;oCIwmzF$6~zO>nm&Ck@)<5ojQP41@;@ zlFLB5UHS!1k02KTgdt`0St5xfW(6YctP5c*G@|j0ajmK>>UZY*?y3^{3tX0rk3K!+ zQqVt=CN)@##ZDSdkyGagaNsTGp@6E8esLr54n|CaJs~%+g8#k(7D;6ojZp|ZoOvn) zfoKR>6o@jg`rfoGp%SwZA;HPOX(yg0A{+!U+|f$bV{Tz2iR~hF#^u6UKmy3^;cytf z#SVcV(t5y>jWvho)6tAAzFNz@W%{}CWaQo8gZ0Ch8R0Vc?*K5-UdWsgh$DL<3qg4d zJ2No9MvgFtGO12vU!5xqaab*^X`ET7K&cP-h2&XKM7RN_=nv=%G(u!6q!Gp@WYR#q znTC*7!>M73Ct${m;?OclIJPx$nGYoh7y@t+f{Wra-bV%sK_MO%f^r|q2IUbXXh>QI zn+HDME=3^&9)&eA&uB$Mm#qr0xVBIaa7IgE80ch{>sC&9U_Pb@d8pnS}gQq=8;Sk zm_g|H%ZR4v51@rv;p?`5*>)j|4`ZwAsxe}Wh1jcNl@lQlwkL!Gpm)Hzl-NV6JCy2Rv1w(CUn&o_JB6Hv zsRr>XdMZ8w8ncP>$jHb%$Q@nb(ttRag5eyF2Ohw`ETiyiTv6>14d16_FJpcR5kb|C zEcsWzW9AWHVx}hB9sb4@Vfv26O|+9CMpGIlKRIpmS&X-*a&u@ z;sr_`#-f!r6=9gD)BOnHNCBWe3{J*`4XJ7(S|vb`G2sR|pm0PmW_@B`V=7*%=i_=L z2#ipm4WaYFXh6?QmSh4KpmtsGCtE3{Yh+uNm7qkt4a9cEKvaR{+wboL*E4npGLgFK zp+*tJBr+dlD8pzVIhcp?*{*bi)JI)T00Aq7uAmcPTv-^#qe>AuBC^fr10fSDYiK-5 zCa^H78%aNhg_KXEUn{`jICvlt8hI`=GeSwLH#oErBUA_}23|<9kQH$VCQLs1*z|<= zFU@@(RC3&WTV3Oqw<=_I*s*AcgB?gjL4Lp{%aC9xmPk=5#k>`O@FwK|b4)cr=F~Y1 zmlK)ngGtp$x`AY1lAvyGCQiUXkQfy^@~ zLqn(qOT*7_mXfKEEe|tMMU?rIRu5g?u2V6bI`H?CuAcKh*h_Eh0N_H_zEi2uqzX338TsR=%*rNf#ZJAULx2BQDlR?mr2_%MKplMGQQl1qBTxMoq z&5_kmugS9H2lZn*iyF*8>LM2B5vHx`N20o92)H^3;+WLaIRt0$%Lm+J;wsQ5XkuO5TjLU1)~UstKb79l)`l~XC^2k#{sbDH!5tI zFnA5#W2HfiE1d>mLcPZxCdD9WSn&`nRcIg*6>1`*Z6sxD(1J{bWQ?dzj)0v3VFk{T zGNDI6kI*iX3gEK@gHf&pW@3RsC=tCx)2oyUiA5ocJt(cF{LKml>-ce0%ENXsdpl=m z&PgE(djwF`#P&BX!4{Q<#mlKK3BGSsj)p9{+!PqV-NGyv;vv?yTO^@=c8KrsiRME2A&8*S2kENnJSVf_UG zSwWcg63(#(P%Oeo3A$`|gvLNz10X;GR5wAHumjURjDv;})sH|MwF+QIQY`TxftDpv z6wfGivti6Z-AmS;LBM9jD9kEGg5wY;spmqJ4SEB6z~Zc22i3OV|9PD(={RQ_tO&3i zzzvw`E!wLKARY=n@C8uHDoLz4Vya{5mHXJl28ItHx_8tLY2AC{hNi^VmBnxSr(dyj zu#gV?Y1I-pJ&W|w_dKnKZ#JIiWGgxA`=#njubj^^cGwwr*J#f0ODgtD6?X^qocv^E z_9E}Xw~Ky$zNlu$zSmxF8{OY#y?Dz`@X-1H=~j~a zKWvXYg+$olYGB-Ph3!Xd$JW+-3L=TsR%jXSm(JM2HV3h7kMXb}oQ4BV(KvXA{U|zI z+Xu|j7xnQ(c7_!3mL=U#?10gTWY{mOfr63IYq4!6(<^k!;sD#;zz5JE4`a~5-dlmR ze~<+1(}~l&*bwsEgJS|96K(8bvF-U#lr9Re9?XmMZxcJLkc}di9VPGpWx|iKFF~gT zuq(o(HU#6a{a|cov5}@=Zw4@fxv{|6$jjrgL9xl*=y}F5=)xW~3nW0Px(;r103TsH zwj6_8#e|5`UfAM`Sb+iv4uEYcbhI@-UdWyOp8Th7Hpf{Vswq&%Tn~jVS&D6tqR9EjHCr5WWi7XbdW`1wZ&&%K*2ZfSgwe_hF%!F&(?hSx&TM2!;g%Gw7DUlW5b^9^r*Pzz8OgoNWzaKa@5!t!Sg1E~g{t zqy_B%2@i*}U*|FJ12Sg$stthOxZ#xX@P3jUc^eFagW|@Rvh(Z{nS~An4Qg=+d1zI- zx&f-BRq?9qu~Aq?N7}F9phCGBPKv>`=(Hfz2>fA2Ohd0raN_C^{-yyqa1&ZQ9(Uo` z0N&WzGoh-4Jv>8(gPl+kVzEFv;6U^;CWB7J+t7)B+AiD&taTnZp#*jUkpd>NK~9a| z%v^8@?xoZA>{%uJ0)=4hFgbI-01SwIYvI1KJMG?&!aD?6@0c?tfgJgX@ykQRR3*zc zj*5&=srG=D955zyj&bPhE$A(RohX=NM{^6095Jk5DZ!U3@oKcV&LkqEZ& zOqZY`v$@()XfcQA$%N3n2%HCn%s4nU4mQIMH9fHqv7UJbb)$$?BiObmD74G0BtJ12 zW^}=!9fVLG&d1XO6@+k{8~{$3wdrvJxDxV8X2w2M<8kVfSSJ!NQOLmY7^r`Tu@k}X z3v9ASf@kq-a*8uq14`J3L$U{O1Qv`Syq0(v*uq}43GSoI@fg%yXRHDO!38lLEwyU^ zntePJIUPZafe?`aBLe|I3dn}BR0C}!yYW_XY8=@vF&qs321Svh!qe&bD(0okKd>Zt zBDjO;8z?WAB*(>p1ctpS_pu2nO^I&mw*Rzk{6!nHCxomX2x=X`MXhQz^hF(`CO ziCl>vcwHU{%`akbTaRrOc{Kj9CqO+R>tYsKP_+RY8aO8EU^ZgU`60Mq z?HB||simV4NQ@ASgq%Sp22Ua;fn`q{(m6W@Tw|wl_H;}dj-Eib&e4xC5d?T^+%O4` zQq3?_>a7qxh#4CIhu@+-hX<5Ezr?)kalw*ZOe0v?WClX=_EdyXJdS|y>(<2sk=Wiv zXrvqm*(20M*D(U&cxPrA86&>xoE(qi1+v5uWPAiBe->3IoBdcKUDJc$w5N)DjNJJRe3hQQLmh0MkWu1uVkHnTI1kY# zh#l=9`5lCz9J7^clDLR}2qvl3+Yv~?MY1*5`y5qt5M86ueWFog^y{ZzaNT^>)<`cp z4NXzV1M-kjz)~@#pqZ!aP%u1;*o@K>yZjS$yr9H=1GS)hyW+j+@7!^LIvV$eU^}ykypS; z;F!oR0`ZW=TIr0_P+LM|4Ue<#TMLcu=Tr>wykJ47L)@`W?SMDRr$7Mk<7k+k2GS6w zHiz&74IQij10G^=H5e`mI3agys(QgJtBo`chiDLv_(XQ(VWe}s$Kb#`8DvS>Rs~L7 zHJrzhm1nZZIB@9Ob1CT`%LdU5$)~4pES{IFT`1JdRV*&`F)P#Hu0RaczGY|bR)BVYAsA5B!!V3x zVqsx`2V&AKxGOA(tN^#dPNv(XGq4E?sG(;A5J#s#F?sMPf(w+fT^OP$B;TYg=7hS! z1948nN&nTiXCPcq3?RQ}3#*TWzHTAtQTvWl8z#0i7<`OXQKAZ*Q@mY?p@W6Tflx0Y zmOO=9v_Yj%TqkN$DRF_mDQMPfpld}57?CyGqZoi8VM71|GZV?xP)^wgd9@eIYygrG zJ2MxHEIM5*=C}G-+NM$RZ&pGMgcEocxw1W+lTr%|ZHo33_#7$r7&_ub=7nQ29>J+N zhz1;#;xZ^{^kSTEqM2Fjs4s_`&BhUE^e@4GL8ARmRXUYVo}_TS7aS1kz6y^;5TV@q zKo?t20bl@nEKPX!ii9q~~q*Q+I9X410B2rL`COJ~lfL=yv_}9H^ zyf%*OBl!*z7EGv0uL7y2YicUKt*r#1VE<Rs6i2Lyg@I4QF4`m;@Mi1W;NwOG-m>FZo zG6rNQV2mNGB<90JS8=EkkU_XBPiPbI-pIQIy9$Wc%-fJkQvjp{2ONVmg$i?)b73YF5-bag08g5swiS{az)#DY z?+Ak697ukF=ghB9Ua2|M(lM{m;d&Jw20WD{2|U18~kxIDseuJ{rm5s11(NJFHZ-9*#rPOM0yCkx3~#_tcD<W{ zWCTZ=r!lE{2$p_`Mo0ocP6(lg05BBI>!iU8KlI}0Y?v%rHWO;^fk$Dkur3F2o$q#v z@S~4RC5oX?Y;Y1DOW2@b4jztqo<|746UZ#@N2Y4lok$cI&_;GtGh*>@SOD@*X9c|H zeTAxY71cv$zni?~-q>8rx;g#Lc>>ITD1CGFX<2$$&8+{Ray;X+h@1uWNbzZeLnL6~ zyg6IpjrfmpeiQ}3)ZnUUF+e0#_S|G05&1{GIQ0BjK3Xy|i)TJlEM2XP@)JVyjfBqC z2}PkgaWr)zb^vi2mQoqST_k2$1561PG(&ICTlmC|Ga6Bd=~w}Z9HIm;0}y;<3Duc7 z>tJ;qI-wd43MUG@_x5!oJ#~-=;0P|d+3|eUa?*sZpN5Vj!ZE@wf*+w|Hl7cRnNSQ{ zQ+$VIobeO0Gt7eSSV(JtxzOWe*=K>JxFm_yfG-#j4B{bC6 zn%_tjI%l1&Kv6(G=MHG>uCt2&%f zdUoapP#A(LdmS@NNJuym5C&wzkDOrO&d7>y>OjJToC{iRz+q}KE_;9&y1-MSgIn6$ z-kwqv@P6p!Cu7I^SyEn+r|zwEW`Hv5Yv79~SgO);{~lbkd6g&BOU6JZ12Z8xL@jYY zT6oACUofC3zTqgfe!$t0M*A6$P!gYTE{zw|#GZq0&jA#Q`eq<*PP7b%p74 z7Sv!;S-9k51TkvM5nl+?NcdDrBffc~^|E)Hd}Cc@L)+WfN8auA-p!5eZ#&{*-`2Hz z%$u`xxy-s0jXX=qZbo9qMP~VywqEUMs%^#eh8?f#+Mx{I;#YyO>tZ_^JHDuEePlGk zomZ2*B80E4MjL6?AT%d6hRM=!$zk@bRVFKj!tcxKu zMf3>rXOJj5_JiT@rA$r25ZPI0sx`#q;5i3Go}H9N2rGJFP^NT*#R!DiaZD-X$H~oT zc<5rAK8|em*rwZ7SasRaWP;|CG~& z(H^v38r>#a`6{^b)aZ_;(J$7Rx2%crtMGem-ci!gv-0&q*x^N3`=E8PZ?<<-cRa6b zYm9k)s7}M@8)R)|=UcLo2ynOu5#rzz4OP)iK?qSJ!TQ@dhWV{U!uU;%OZ&F7IjvHa z?T;&KjE+3-weEFe-HXi1mdw^;%B`XY3Xy-i$!dxxxQ{yJ+WwPrhw_oOo|Q-IS}$}| zJ~!5zB*Y0L*ibiHJh^mpIveMC z9IImAOzGH|)6tUC@V2g_cGR2R8;~{1A4*9{S>Kde*__(ilG9UV9pJZ zPR}ZR=wn#kS@wPVQ({?nu8~+j_qC+4|U) z^)Zh<>h6!Mwl|!UkLC=~UF&zsZT({5o2Sy+uBGKgL`GWSdmzT~9RbZz9L^y?2VdJk z-`;@^;^o%F5+;cX_E? zxnjR>h|QSkkKN>CtbKSCgR66 z1*L>9)RyjkE6}%{$=jqZQ1>~_%f)?(t&c13TsS){=e&9B>oIG^N*#g=4(Jxy$;!-} z;#{PjJGS0J!@_@^%<-`kEVo>0y+68L)w}u9fFS8h>R&*1FUal?#4~HX*XPCY0Y_FT z_uQjh-Yh${*fSXmyjp?L?`KeQ#ZY+HP3M=nz~vd#a4jNLVn_S)D`eLey zyH%7DZrf={9ZI*8eN-ePO@rDVH-x(SD<%BmqSSw0f}QMs-s-+Z+_j~&X+j<%4&iOGfsqEgl$0n`M)OsYkuhz7bedH9x8<-)Lakb)+LF@IL zHl>^C3CT{De}@Uu5}VjkhAE96%EgK3f7S7H*1&Ry!0Ni;hEhgO^ zFkVB-V+&Ap41#r{W%g=|YdX3;4&}gr_?Tnsw%ks3?OR(_j>AksTKUuRh9UM}{-k~+ z@~yeE^be(jBhCy(xH%lpKex_8J|k*X!ua~rvm6{ZIt0zy_3NTEyRdPIoPASe)b9l! zSe!BU@s-sH(?)W(XMfGoVlA1d1(Rg@_nns_bNtl~8EJAmkMua*i4f6lgtbFZ z`V5u+0pm8EnKB{1n(zsKN#9+NlF-)>?sZb$)$>@YcdPHW+A|$Y-agq={_CZQ*S*9p z+o^JX$d&DRVS(u*V5@#xug4pWpX@$yFzCdJ!Hb*wC9IU#nx1fGY9UtW;27QZ*t>Sj zo#(y3Ewuk$ zbMtIn1^Z+-&V6<)&A)BgAd^Qwb|k8g^@-h*p3ohCXTy6|@HR2GPZ|U!vE>)5hg4R3 z4orXcy|sqa!tw7>rVNbmgVQfEs2qxyIey%~uY%^%@S~QOJn9z@J@1sh+W=r%FA%JC zB9ek0!jA?pPJ0D4?Ow!LdVK#Gm5{`-8#MY#>h^fMf7-}`{!rEdIBum7xvwg!bDuqP z2+~*g3Fb*=sL!04zI)Z7#v_?>_Qr9Icbk2et;#q zj?+{Pxv@8SVdLTT&lj8*M2&L)cKNu}0b7Pn&l^#|?KjkNoZX1Ae1{DHleO%;Wztfv zF+WOsHRTUjBeC}XBkRrMYV5l&;2VV!aViQGIiXWDl2RJboJN(Qk|so@LDHn0W5|#u zDrwNHS%#3hWrzk58c0bhX)cXwxq&LS+ z%Toe8G7E?NI=?s-P7QzECl_<4t8|&B(7Q_;;($lX zKSSw>B)&!TYora-t$jGxaxiiOrn(;gx^wy0lWVE9I!SX`yG&y?v+JDIp(P-dM6{2D zUB9TK0`viy;Ivt@Xwf_YwuOe#e}8F8+P*lyc(vcB`~<^N2>~YV!SFsje1%9g8=FYA zmKMa$*E?ZM4j|bcJZf(IH?};1ih-RX=klzLkCNIjZ&;->d+_Yixu|tcxLuM)h?C6p z|3fLuB$q(Nex17XwH(@7$*$}ITvAC@?)7q?kFW6oDWs{tlfq3eVJK`!3Wl>tC zH&7|)#}C-g#u3}y$jz+BrZKy=imzGffKPhFzyF+YfBPcI@7K2XCcOVJqO5yE;>VrK zn}2*i$L#=|K&cI9K2u8pGS+A%a?BH826C0YGeZ4xX?xO@(;6;3!)87CW5wg1hhGaP zdY?AjKgyF-bMpPV8?FExw^9y+A2$QqIw!|x2AoKw@NXm~Twml|X)WExF`d6~aS zLR3jMQKns(FsIdo-T3m3m2X`vQAnq#P{dA$A4=NkQY{6!-Z50SF7&< zE+gVbQ2Z9*54ZdSv#{$-KNeT1!R7yNkQ!373jok^_8Xy46wSDHabCi`eMlaC5yK;P zOBuKzPm}Hw2!0d@yy^karPX;89Lxm^naVm81P=j1%<)u;@z<|*Oa1qowu^T!6kuBJ zoZq7MW=*#-=*UU|Hp6JGQuX^AI!7P%&4`QdQHbtqoUV>A-YD>4Q%sOzYJ~dQ2xBdQ z4<0PF(APpbVt>p`538lrgflG+r6cLPHl~1zMW{2M_CC2BOrP^2e2*{9x~P4ThovU1 zU99G%Ix=L}%EbpvoZ1E}BputzBjqgXjC5?2goe!Ss>#3J6$8f64X`39Xc9dKB z;Yyh;kg^J)YS{VY+GA51a5urNT6v`ZIk*4y=CRw&HgXT5*k}%{3mSk8e0IZq7KtLP z_X{V7D*|q*l>C_&VSL1NxujL)_}?z?Zd>6BLSR~f13OIwc-xJQw8i8SWj0odeqDa5 z>9e_Y)q&=5vz*86D;*phj?f&$7M=N%SmFKQvenDGD*jXewGKpmIKoCsG2JFdeT~`~ z!gs=%taMeil(Fv%RNg3b#J)IK?b9?=`1@|A)Y7?t^YPd6#m|HJ#G~TkQu};N-)(F4 zApA4j18l%FwM;hl)R&{j3y&)ERNR#8NWJC!Jw55#T+RZWBb;GO!=uUnurARn!vgOe z`^;!M^Wm#l%0H3F;fZE1X>s%7)qzZJQvkxTbgk@2QcYL;_CH^Js@_IV-;=JkGfDaC zd_I%Ti8za>z3SPK?>{6j+#7bSIKJhrfkNahd0zphF=vRsEs+>Cd<6!^Kgz-ZBkuu8AOCDYK9pBlm7il&N_|< zWwl&*-w!?u2Blv2BFQN(-U)*tCoc*#CkpJvQ+A0uTJapd2;1Q*n5I7`fCk?h6xc}53o5Z zC&wW0FX_`z5!IDd@b2)pC!YLT>T8d8-Z65=1dGYOtfR%+r8$Nub9E*dMfP^ zCVN^cRyjKy9vf@}75KZ_@6U%LT60C^^23kkE2*Fj1A-?(eIcszxxJPJyQB}6TSyQ=Th&AsN z>(8~tYk7ywDFQl6R=-k>uirjwx&raFkcTvXM0~!IH3cCjFPasynNFSF@qgf(ae0HKL^(|>O68R z8w}Vu+t7&}aY|rKpe~O75~KGQ+%h`rEt9J%LAu<1rCcZuaMNR#{);# z?B3+vVH9f2X{sFrJ>WXqF@vFU^XWM&tbL_TF0YVA^vlK#aP8<13FopjX*r`%^ZtS25=+qS;Gnl3jSNhkf&!GNj1O2hdf_L{i&U}*1g zpZI}ZT#T~lyAax9{~vwRlw=vmJRT;dt=2WCwZO(XZ*+H@Y4 z5%93TX{k}?Nw;|$CVJ3!;8oFgcFBZ{2XiAe=9y~kX4h1GZn|Cs4USf+-^jPJV3R%V zMD#?L;ydQH^?3ciA2fwt?G#yhN`UlIq@yOCdFi__wJ6kts~~5gYEcF#pD43C%>{TL zBFq;Tv_pEVreUZ;K!US^(5FAZ@Pjbtb!Vy2qln>Y0X1T>dXt6V;92;W)z1>`LnO<*x zO`)B?c>HrNDVXhH6Jk{Bs%)AdlZZRJ1DtlK(s4()`qE|FrbjopRc)!0-m-_sX+qd=Bqk#vxepgc?=7Ouz@2G$O9TE`hI5}RD)}@Hov`An+4m-rq zmynyUzVKXdT;KAT7wGkCPm2A5|)YASD@?rC=W`#Ju5 zWUjBMex)|ManC zJldlz+yQS$$P?{cTZ<5TixPijO<`|d?n|omDU@)Ojc_N@mCu_sdT5C?AT2^m!W~EX zAjCKcMV4rGi$Ynfc@HoAry}H)KwEjb^KSW+dWunWgmWjV@|_u-_tID_Z&da zOB%xq3xEL1Xfe|Q5%G`h3Z#f?!%5x>ACnZ|3^h??%oa7nA#jOu? zRGIK-8Y!N6zV^auC@nWo91hAX{F*A0Sd&h_Gndu=IoE$npLey-uT%{=hJKxAx`bsB z6XHi)nR4&RZbiPu?is+KESZhn8$s)2tSKF$7I$euQVmttP=NvC2zd~v)U-73Y4`Xt z(wOpu%&>>O|Fl0kuIY_=@gU#y*X=XgZ~A{XW_yy8R2!@_#N411=v3k%7;^fhF@r!i zP>)G+a<^6xnrPFNd>fA#h!hx){hM-gVDRS5X7}6P?a^5W9$j0{f&NeGz?AW8w##`)Gky zpL~s{zMe4TWVa~xRglkZ{?~R%09Qe&5}tzr=_Daxsi4F!=vF|f@x&8)m%+t3L=@Zk zXllAQqVp9vc;<%>){$J9s`L!UOE z9Z|lRp}p;Uq6u&sdcB|kbDlpZ5~~`?qp}#eR4F>dicg-4T9#t;xb@ohZ7ocm(diQZ zc;1VIXMm;+{CFj2DZjhUlk|Xie7p`vkLZY{tD;RzGS*3?%ZaXoVkq+)@(;v;5EuWU zTZSnJVI;_4iln7(ou?|HS5HXm_(q9wRp;Y~GBxN!czTm?kcQSc7&lUMVP@24CRBq? zxY+zi`E1LIFY=cEQso};{l9WA$GBSl^0rsgbNBd(gVO`TDrGM}nQAucW@GvkY26+k zKS>9rNr?ywT>4+YA4ro)yc5R8moDcgDLnN{b1b`gd{d0fZ$q)!X1Bm&faYA-GGAz< zuq?j|1B!cFE`fT3tE@$}JYrW&fnheD3lXEpXCykJOTffeJ$?NTo`Ps6qoW0y25&s- zkDuvRkrkhe3Lcgl?vJkaJ>TqG8*m8pDyQq$L>xW6Xk_Mb6e+x~NlTC{p6(%*PEVAs z46ZbeHjIA%Pb6J+cUz6FWSdvO$Ve1Oi;oa#DbQ-g&?Aha3WvWqjip$Ri$ZAFFaH0= z{ryhOEQ|c011?i5i2}0v%&){oAaa4-z+plX2gwkOOzZ?#Z9SeK9HPA@C8EyJdmJWZwD2=$=jl&LLeI}jHdlVo6xJ8fmpI;77#hCE>iLOB-!vfB9B+`>+IT;% zZ1pt11Irt&UkD~Ul$tq&+tBSbtEXU$(EarPmjKR4fR)JdS$^(=#6S*gJLLF(lL?<2 zvtoNO{n_4L^M&qj9c*L;n9rcJEa>)z*nBu;-Wm2RvvhY?{Y zUO+PnR9}l(Pl6#I-;cRj9^TQHqc-6yskMRM-YtrQqzdug6 z_^e9dh3MiJf_CxmEnlb^NfFC1RHMfRG~oMPjD61fM`HI;+um5f9VOk+-=>BZY&VD!M)sqJg? z^i~7!a+AWLciXk`z-+H6oEJV3+m0FU4haAK7th^reX&^Hwee(GzB|ZGnY!IlRnfT| zY^E3G5)))XG0fY%7;-?5_FUeT-e<$u0{j07%-aji@D1T37<6fu{>R586(&-OX8ig# zU>%T;Z{sJ$_Pd!mWGW`6U#D->#UB|k<5cp_dh(UEDhH3Y7M;Up4G-(JRC-OiUbCZj$ zIkTQLJVUjYn_eH03t}LHbvF}(vciSO$Fh@ooBlR8y%H`S_SA#?!o#@dscjfdDP!KH zJaPXnmT&y`$14*L%d&*LldT$Y_kZjHGPoF)UvxlooMl}Sw+=Oa`_A@7+YRhRI2KIO zXA=lgE1BxJp!9CvIp3ywwkCtu zw=%B3XDaVRU@Iw6!r(I~fpr*)Km(r&<-#=YT;+;~`k?V3M7!7-hWxxM=Y*~)hyX*t zxU~04*XBJt#_XJDntCE=8uqZbq2mW)l_9rf8AE&N(n}C1Nhr6=`?t!E{z+3IY84pU zv)GB(L!-T3CAw%OG*{ne-g16&34nGD(}Uyj7+6Z*EYD&KeUr725s`41p?#4B+(uJp zSFE0NCk#y}xW{~sjno|TcojjH9RrsPAg_SbLhE>vz;b zGEtOoI=v3rgrP~=_J&U3Nn`!KNf8}mNGMy zA+cZSaBHgmB;?WWO+I~X_+yVApFGVZ;i-!m8LuY$FR1*?dD^RPfB5s=y|Dq)D={k7 zK3n?w>MHM=U>-6(z&)2x`T3#IrSlcTov0w}@+0w(3a_nDLgOSfq@#pwM!S7{Ci z3;FQt>L_Q_mtj~EJ+LC%d>SuI#IG>)w zi&|o|fmaz81?SQv+Ig{5{Orq5U8-C$>=pSqIZrfnA;Zu}%p;xOq3VyVbIH`H-ielH zpY|I;WrHdec5R_H_zh6}$u)Ecm}Ft#Q`~nH%?d(Zy7KOWn(8YMywETH^4SNbSJJ;o zh1*mM>0EnlzktOkM~0mIH;;KGlNBYE&qkVbX<-QCr8hQPmS631`O)Fu+p#g_I`ah4 z77M=zEwU&&E#3M>Rw!hwb*AfYQK!Dkos0*@IxS(kn_IZ2zjN24|1IErnNSn!S?gZ- zr&`h$6RC8$WnqV+_FmuDd8Bknm>O7@{_dEC(2fL$Y9AFxx>sB7gkYKLUFEb5a-st1 z#>)h~t~2QpmQN!7cGbBP6c7apbM+kMD(DtRitHD+|CD%m4F?PQ8ZmZYOfF!$ak+UFjH_GrsoEpaJgh9-> zJ!gSSim?VxpHI={{vmEX##y%7oojxcDk>x~TBOTGN@eOKDW5Cd^r*2EBgr@FoN7!a z9Suchg!+TQ{LEZRCRny(OGXS4o~|tHh#GNi)l~dPQLKNzOcbB_a0#(Y}sY z_jifZ?XRAhtcJYf9<{eL3nXY?{$cijzZoSz-@g#Lsv1mB%+GDaOjg3GD5@)`BozEs zq0zI>QjTR9dcfrwt4w7&01lKRY+Iebydl|+k%HP!r zWWNF=Fs+;b2RL7>EJi*XOG-VAYZ?Z(3ubq{Za^Mjl_5>n|E-^l;ZsSEpNH1=~seo<+ z90@9B|NH;_K$l%{UP)%9D0}GAU68O;Q!cSb2FsmSLyt`^(ezB%d;49`&BK_2Yu!;y z!-CvOf`^k~=1?!I)H4{IDOe!s8ecbWdc?Y~dc>=0%L7HOR1v4>VHcydtcMnYdG9XV zekhjcnRDOyt72rb$I{5vr^0Phu3I$t^sINfb;K#@T&2yjkgxZiu!8l{qPs?>il+T? z;)UzFbvp<1K>9_Uo29PXemYrCNSxoB#9q|D>DsF7D z&CC{h8)4MN(1L^$f4{A^W@I3WJ7~0S(R`T)n zz`=lNyPozMn^Y;0k~{R4Iy*Xsxszu#m46$d`ADqcy0DW}?|k%{=uJLnk`b23hIn6@ zT;DPAsHiBYjxzjQ7ML_}`~BLP$XvS1KU;?uLx<0bgTYFe8yQ*(t@8EoSC?wnZFUkI z`uJz72*KBayt8yo%b$-1j?aF6{WTmag@nS{Y@Fsyu`s3*JVZ?;QH#2jsY9*g3`3SW;GEXIY5 zY-G}p7Y=AZmAY89wIQOJFOq%*VSNG}7*G)+f6H*j72ewOSD4ELIJ}gpL6(IeTpEaG zmDRXY*`c9SE4VB}F45II<3Sjc`X1({7y{~uH7bB|;T3up3UCCBqAJ40;pu!^hc;~p ztU6)0E$ap?hV6Q&>mmkSPGl|9(|;91d-TL?7Jk#UPnHVTp^?T=j*nvw5!S=l1UNFy zolr9@I&Rp}8(~zd-M2VUN`Fn3D6a706=w6zaxF;1>bn6%wCLg6eOB+t*yiU;2{P2W zD&M5lJVL>vDHr{@(EM|Aa7pU?U1&xB_!-cSWy2j1mLQYO%s1xLr*S62W^gRK-hAae zzh=~I+&gydvgZqgOV6)zeq&)5GpFZq%lTEOiBAf2P76G1nE;pKxYgE1*PUcOdrs)j zn%dWi7lg_~HHF^({7HXccK*fMT%T`Ur|X_Jy_%W+exdt8omK3N^$KciMZk0S&#NwH zcr=BkPsJoB85zO8l8vz%-6m@(N|X-=9!2IsuPM*TF`iS0fN@;&=ZzOT4tF>BVv5$< z5>g+Akx71=S;%*&`%FgFcvo)qk5`wY-a zP^GNGaJ_AV>x-*+c)aK@q{0K2W}%2dp1^1u?S~SaAJ#uHT5)tctcrP?nr1k2ujty) z(9#q8?jKq9)%ocr%R2Z8sQ*ce_g5V1sMbVCb z{OoUS>-OfcCAVCP6&{&FPLGV{N`Dz#9#u{fkSDIc1ALpB7?K)5BTb?~I5XT}NA$Dd zFPHs~y=iNn*bErilEPcV7xQ@JsmcR0|5JbW8gg3NN%0@5zE1;HsX<;mlLILFo&LcS z{|5ewcg|0HUK0de)zm*90iYfA`vP&a6rIjp@!^fu=+#F>ZJVHtZ;y_OI=eD8HFaCd zOYZ()^P;&ul#OEa`%W#@Xfw`FoD)40$A}bGJaxOz7=J&f)-u%>pptvKt->PzutEy& z{Bs;T{L7DaKWd(qur7`TFZ1brynzs8+$3bc@v*^G4Gv#>D3Tt|R9JQ5O_-=|)OIfu zhp^Cp0R0GY1w8c*d*ym7 zQ$^)kYTs&&eglL20wlD|l`$qsxDp9+MTgd#ZAZWIro6Nqev?8`K3a@x9e(IHu0~Ik zBS5RhJbUjGS`71m=sF~1^J3uX2py4+tj}6Z6@WrwBzm`3KrHK;4$Z-MZ6ZhJhIKZ# zx2tQEmLpZOWKHa2*h}RC^GJfOm7)1tBjlplcA1)rq{mM6S^sFjIOEM1j&;jZ`NUF| zjy<5KUlC12oWD;;U(0wenvP@8AeSZ4G{}{{VPA3ZO{>tzHuQ9F?gyhH#{JE5bj5uq zUOiY1)~{ELX~~mue7BmAM~7P{UVqv4^ZL%yW!sycBjXsven4af()EvKc9fjW%y|;* zd|0)41irg%t6_XBD;ZJ7GxC243Y%<;l22nOYo8_6<}RE`k8Y~+hvt`8SP!`EnXVUu z^vS}*vCJ)9?K9VHRRAl&!diy@zY$~zVGL01^J<{X{pmpwT_ftEZ6IZ^VwV- zFg-NZCK>P+{>sX<9Ru3E0B_qhxWv~O`^gv=ZX!Bw+U--2xlBzFtQL8P=5WK`^w<;S zxqi-q)&KfH*&t!gpYyB1cW6QXx4wh#vKqokEFFPZPQSk9uyvqL60{L;X`2gzac^8& z=LwJglk3|iJ~k8J!JZaBaI^{34AT`uF(w^}-{#<{MdO6=7}9>jsjp=Op9)X_PL@o3 z3vt-C+O0dkY>+VQ=Z92fKXWVm{bbVM{#-~7!O)s;Zpn|r)@wFW{D$IO=6VAm!rKDP zpZ(tZNzrcFS@L_l$_zU#J<@ujEWlS~qG=FVOvvzFAh`r4tXoU8|5RLBhFj{c>GY_lA^LZz?*G>;EN{ zH0nw3O57nWdwW*oUJXv!w_1gsGPK?^4DCW6k}Q$yLnHZ+GLQCXls>Zr5*Z7K;rgA0 zi5aP71OhdX$}%ieN<@5-cz9^u8T_&$et8qVyfbWnrnUvooKSUee2iMqQYYuVBd&!$ zqU58rq6b3sb(Z}pX1K#8WNIj$vS|07N26Uf# zf11cguJl7_o0HS>7x1Nj+Q0AfKF8ZtXjXM-VN1msd}CegPhnT`$IuxfhR#~(3zy!` z(HAU_Rd6SY9JB zH{5<%5I=Pg(pk{?^&EI^5G{7Xmf5mo*}{*ws*j*kuXU}*jTtmt7-3XteuL<($e@lp z;O9DGJxb6iX!?1aK;a)nK5?`DD~?L%pdbgd4BrLk(b#R@4ZA^0 ztb4Iu^GJkDLWFu9i?wJ4jDQ>N$P6cM=y?OqP+9GNY71Ik9&^hncVoLdtMXi10{SC! zW6Ln`JHllMenSgW2nq&|^Zmf_JQO8xLa{rSLV5ir%@JAOrWv?5If zojR;%eZC#ryB~ga_U$;(Y`Z_Ge5z0WLR-bng6=1)_;rKIhvG(7W8TcQe!~VhrW9Ya zTtD&9PolYa(v9;vb8+90Ch3wNyUVxbV3t6o1@}(-WLK|b*hc_JClJbtkH8ckz)R&L z4*a-OZb37{U-nX{<+Kx-b$K=upk<>HA+a7pff}{EDBo(%dq2#0;X1yfoHofdM-0VS z)?$r9z@ZK=3UZ8RF+!hDEKq)i8tSXG@=~w)wx>nqSLN=F0zak13kzPutv7s~`g}NB~ zi~DMw#ND$D#BnX&Dm`7!l9Rz_ls`YRcu%7GVvHFC@7$63DB$ROV+HCvjF|pf^3sR; zo{hBMH;C0RSA-P13|%&CmkY#LiV@(VQKB=?BA`4^uUVHNw-VQdRJ!2$=YwWJ)0r+% zDTbfQZZTH!P8^uimv)*ctzv1hrNkLAmz|F&(12Sj`{V?oZd-`U=+il5E&a#Zl+YIZ zL_n^!d|o_Q7BE?M(Cx!35dHb|M6<%_@hTA z_dJOGpx@tW(p>fV5U42}{c+j5{)LbRO)kP%N>5jvC;A2=B!w0Slkyx7x_(6(?Edpri62*SiYYM#<>({SOe{k>c zE6ygY@f9@tPhdh#22IwA6UVJ)#^;@`e=);Fw4d5?; zfUT6mG?@NEz@tFBG+SWFh2s;2Jr?8HE=FhR$L~M)v$$u+aSQ)=k5?qI?wh4x6J#U} z;JzIz6JTaw5?xu(X1^82MC5|3-Cjo8u>Xu&y%@qCS5fFa#wMVK4+bYED z&z9F7aH*On)c+4u)D&Jc=qfu#pL2u1X&-sQi?)gg45X_i9wn*?ac{4*`4IN1^7i(d zpHYnJ)fNb%wHB-ZEBqAK;;Ln$qlSMl<5+fgNwX8xk3owA(G4xvTFb$ARD=Rt;(!MW zKp7+VKPI>v{_n{S^JO|h!}O7dRC=BKcKN*s821=3uYcurxEl#G*G(5uTUWL=u# zWsK3l-S8j|(4)}5)30QF!mt{u6ADw|`0q?=$A&Cf>WIP5<^zT9t>ca%0n}XF9>Pqh z41?l8-azITfZ>8N^mpIsq4*Bq*j8!^hz%_I6|HdQ7JN!A`}L8bK{~r*)Zxe!GZbHa z^5wGCr$)aDaLs?IUgybmLA>7iY1tqwF0AK={&hijkA}+vj*9){Ghp$>vE zJC`la&#T@s(f=XDFY2hwCJu(-Ms`yuL{)nN2JDu1KVDFM`n7DmUAVq#eYBFwZvF3`irqzTsavCoh=8wzIpm~>RSKko0;x={3BQx1N7*y zez>V_lX*ww*B@(>mk{^zKdim_`uh1jtq)s?atVrf`o&cuArsnCg0WL!!5gjg*>2cp zE(jInAXtyDgTGls0xX`cn^ik_kWi1n)w(8!QLY?AA)$}h;pdW&Y!C4jbKUIEw~Q9j zmlBp_vzGynk`wA8L;GyGmd))*q>w)G?-2VfNwMfz_T_w;GFOrmB#bWx32hHHsvJpD zl(Jp|4ku5c7OR*diDxau{3PR2P(7cUy4;;^DM?o$7Vi>KRVuYQfnEh&~gPJ=A zmtjaG>=2_8u!ATbsWRE;FK>RrTv6=G?LXNnTmaO7t3h=R4``7AAY1n7+++)eXBh^6f{(SrYlt&j&pZ_mkz=>(wRlGOULK*Uv z?eibWhv*Xnrsm$A-$yOf@MkWWqs@t-k8{!V{CD`5(?>@$(%fqIISvfPTUXqLqV@6R zuCjH)V_MjGdghHSuQv|djS;95wAXM?5i|k>5vRoQq81H_efOC9^4}u1LwzIovHjK+ zCZahRh_nIGnhkA`#6A({dNYs*?`{J?sCI~ChX-aGXpc~sdKV(N)*}PE>zP$rWlrDO~g&Tq7A|CX(;Xfr*ts{P69M2FCIE)GTr@^(@$)6f+|FN3@ z6D~_Ua}t}XkSvz8;R!7?F{y~&;a-L07vRWbQ)qC(YKCPa{F7<^aiT4STDymH5LhZW4ZrlDzIU@P(Aa zq4p}{R&@D@Ok3|6kB$3`v6nm@Uw&lxumpte7ueWi))6Io0P;om}eFVu>3>M zAoLlOSYfwU&UC;OM_6hJn-xrJ)$2;M{0rk_)&sFJH1z#%|(_ZbNU+OY)9X%>(A}mV~1=$bR0htq7XHJNipgrF_Rk z_Y1v6%O$?UqCXF{vi+!m&q_i_F(5wV<`#w)EbOdI5469n@e_?5@1cfAlxnr*hxkb# z&FzT-p|@ubS!l?|DpSGTbKEBz^OkHotNv?3sN%XYCyO{-1|x@x%V#F4t-m8(Wk`X8E064j=!t`L_Gq7F?qACh z@JBP?rAhn~ad;Ci*L&8b-Gh8A6JGu>#76?U(c0yvTfZDxcSB-d>H1sFIy|qT`8AT= zZsb$IHhjXT1dcMvDo8lhR!QTpB;hcFNkD<~tR3?MW&Dy(gm`pQIjLZh*R=LN-j|-0 z_1@wFJe^ zz$wAC>ufebG5Pl2FGG&P72wU{AR=ax{Q;^CBNSAd-{dG@(&VUVdX1@F>IS9WfrDon zq$HKJk)i5I%BW-Txc_;RE%ZEPg>~s6DOJ(ksr$|%0%ol4 zMVxrpaGu)L9gOWzzFF

n=wY-M07K=OOJ9yHEX*q^p!far_=fCLmB@;3dzt@n1<} zSXKlBikOS%Nc={o)(wZwE#5Y4S=NvIi;X6-Te+RR%`W@Bm}F+Ng)Stmqk7UHMBRA7 zQ}uzF0sf1TTtE%Hsqp3}zeFC^A6|4lRLZywDtpJW13SWCD44N7?)D%3Q;JF6$wFTx z#{vatb08!V_c<7pMgt0`7>g_itWfG3^Zi?ts}8z`@iG)a;hBE!8C9CYct^mF@S8@A-VPK80QS+?GekrqZbLyK?EOZEz}V#QHQhQPzZFhX+j1D}VaLOZpp}Tj4iW z;iz<*9OuzChLIA-#*gjQ0dq)qBWAA}&I~PY6`nc0`RVaxSbUOFP5|+?$;^5zIWB>N{pr278wc)9kB_t%g`D9HX`begu$t6|WJ!7gOidaCdJo1(neE%x zGK`g3Ou7gS>$4{E1t3EMPy#%%;2|o5D8~qhArZi-P7K`d5q|czJ|g@XK&}@4irO1c zHVDmQekN`b;35(!pWYbr$InHKbpRD?yC(JpFy8{OdBN6~B|D35V19Di78rVw45!eH zw0uOh|4rHi3Sp~&w1m=;U%dtxMuuGl_KBDp5p*p0xaX-WDwrC_B@Y3q)k~tqC^zs8 zrUSNPKke66hfTfD2cuIREpH-X(Wj+c$?R&eyK>4bah`)28K#QmxB+c|`4qyBy zdLI9|=K`Ur6d1VTpzE9iCm!(0&@`+jzSIo{a{HcrehA$=Icz})!s6I6b8YruDhZuo182JIy~)B*+%QOz@{ zT}?wxBW|FtLpVnvh<@avD)^t?Zq`autD-vH(fYT-_D{=HuI;|Ooa}CEtUB>;O^R;A z@qz`ghH14tLYAob0t$Y=(Xvn$;3yHEg^Sw9wp6&1eg~N%k4$mdNtum$FG1AC;FwYh zZT>goofR7JgWHMZM`#x2RY^dZjvLtYpP<$wv*uCw=883`{;!bAdpijoq?#SPrz6sX z@WH|^W~y63c}OX+@oa8)l?-pBB;E`d#E0pDd?E#*y<4Q05#bqk7xrsFN6GD*k8IxVfb4a zP9i~g-9Gi@5-h>D)K<{6)jyiQH(Y3o9z{}k{LKY#h|yKp3sMa?Ug-LE_lg1#vM>?t zUl;BTyk1psx>ICpgB?$@)Ru$qjtZ+pl7)yA-ICqmIa1j`0y-Mr>`3$}#E}6JSCwMo zFb|S*B@7>LVnFJePs|xhws%Vb93YpFPgxC<57C7ZA4BMCIMcOhEM9o}tnqvpbH@ud zkU{NG`;?e|HXk%15N={YM_Xj$$@Niv>7@i3S(#(^>3!azGUH7Y35XEIeGLIKQ>W1j zm3`1GxeSsNmD5GEK5Q*C8=Qo#ap2C1XQ+JCOX?p^>a;VwWQ9 z?HLd5K(v8l_4)-Rrip=aWY44KxaJ!~hM<|6#_$*@g_4|&w)#`LVrU?I&-zA*K(=|j zM@8T|Qs^H4l!lHL0}Bkg;_(-#9JJRDoBe$@kG)PIj~DO^9f$H~9LvlGIu8}wx?{CQnrdyEtRFo=x(UT*I<=Nf?2l)mw` z?D&hF?NvMJDN?a9ho$&cgUT_$uW(cuF^HXhYjCoK-P#rhX(WrwJ=+;$u`$KdqLP6HmqwIL9KrTZ&p{MKjBYQ z|KdsddQWF<>bAm|0obD8!TCp3VKjCiG0h_f9kBD^wQg{Fu|wZpg)Bi)!+4eC8&pKE z;{UaA;*`{m$Bw5(?gOR2lZ-`=h1|lA&Vmu1DYOZw@&q4oqgO(1adp9k5HZYwT1keK z5zZus*WkspqEaa!g$A{l>?Nkl@fkIYy?yHXoP9mzh>=G$SR;r^MOb)L-k%mc<_ z(6C-3-!Ly{C#HZOxzoRMM=MqQZba@iO?VIcxl=Wt_!xKL(n(7(8jIUcqIew!j;ZXI@b$5{(OTtKk1<>qm-pDLms>`Q}F7AA@1d- z2q_cPKdO~=J%B>FdI{Bw6U7gMFgS%%Q_np7a!kA!b{%PcF2pvx7g#j5AqocpelQDI z7~kZQ43pp>?GOfYkidXM;Uuu}F)+hZ^oKk+L~K!*edc*|8ao#aXdv^t6hXI0J6jp2 zd<)&tJvdO^G&7*fN9nj@Sk?cfuJ}eY>i^|!IOGNMsFg3Y=7NUBRgl3TYSO3u)Lbyb zz(3g9B<%h1nSh3KE7Geff|@3poBx*dMF-lLe$x7v*C6@)#q!F3L@r)CduQL#_Ej<2 zZDBGaTUi3!xvD>#Ooh%aGj_5cn=i7z-E8OLhd9nlb&2de*-^6`%OmwpPAs#FLrNnv zFLmiDP&aBLZD>Snh@` z^278GY<2&4&Vn_~sjwl1y(b3rtE=QubVyS@+3eyiPOaOJqkr~npOTwDsEl2Np9*EG zUpQF}t&E!qTHy-mbI8eYTCw7F#kSFm1p`GL${{OCMqi<{%%`nfOq7e8ILTz}{e>Mb zXU2b)H4ML6bqObI)pAJUbd%BdtQFEKD%G;_p7gqd?u%IogJigveIVDd*>8lB2Z_A^ zAXxzTk_C>P4jni`>UJM^ESakFL%`_lEYYl1fAT zpV{vqcS$4gRMY-$9&a?~2u2f)=+mTd!H7@*Wl3=JYcKc|wH4uoSC6{Og>UXHOv`{| zQUdJ>MsN$%?ozzv>@U>&MP`(m+TV4x2ER=~Ng?7jS~R?5bR;v7bddPQcC%WCK$a zgVi@At=|pze2u=FegsX3gOX4|S-J9K>~5a^IKJ4!@+{nZ@c6isbECAABjyetQWNbo zG?KNqZVHPgTxct%Wvq8Po^eZBOnTaF5t?SGg30o|K0b-K7mfaS6z! z5+*DS`@1l0ll8dO9{nbTovF95nTp{DS?)DB-55ytd^Uonc`s_Qx@toxz5DKd@$k1y z>XbE&Lwumw@q7=NwTSKdJN}zU@vUyTApGugoz)9mBy7NHaRDS&=EDFk#0fGRP7=Ai$ZLYa3U72b>(K`1BXY?9AMru4>?o7#xU@b%sz zNAr+hBRPqcuU-S=y(>W)&`?0Ky@irw&4VN>#Scu;5g zDEfhud6IGp@9$k^*=MBcT)vf(agv=(nJ^A8g_Cb`H8D%gMfWtct<}8g9a-F3WuOoZ z<0Q7H9xF7t4obR1+x);>Iv=&qGEt@?Z%t5n7U0k5C^?M)3mhQEIQ6D!y#0}Dd$i-> zgosjA`|C^xndttP8&ob~<{pr2MBMNP9v*MWU!a5r@hV<`j3Val4Lf9EOgqIIPOq%e zKiwv7{kCk!u(XaCb+iM9XDL!ZjyRv*w_vF@R->gW+#LU>JRAW%#;yABKD|;0Jv@$U z3S;iVudkaE!&wT#oaP-Q?a%vnef9_6EhCg&qlo9R*A*7_W2J-n4}<$ z{a7(`L;u#+lbtC6rP9DnBE`bZe{!pHqgE1XVn}13X8jXSai87?w8&kiWH+)OXHxy> zzS;p@;0svICliAqQ_Ucx&8j7jwZ}jZan#;RQ5Rf{q2%(NU9M`;Moe;~k-P(B4;d9ODfa_{vF*E;Gp6ZEu1L;=|dD#5We zT`@wbF|&maQiC|h%swPF8TpY&&&x!i9l5K=cLVS>g4BKoa!#Q-ei_L~w56$iXEN6& z;9x}MB;*nKg#aL;581}Kjc@m6=F-c8O$?KtpP|%6tiCSpJKa5N1pE$MoiFNBB zOe0tc#IjTwzzd)TQ@6Gv;{!`4CzWuD?aV6dm@I)I+vcv!-g+DY z(zpxk4E!xcsB(&7NAdGVu3zBrWVJcHqr)fj%_ z>%;u!b;Bvh50cT^>L9k2ItT_lS*_BX8jN^s{Qcv$IMtF(P(vLX?6wmTEv(-MXDpL5 zR_@>^p&VO01u&YY>TMHfRbZDPt6gh2z|=%cSSW*0o?Y3G+^{5fa;QokOeNz1$%}x= zR)XfO1N#ocA)#4_+qgh*)a;nNsTHWF+2k>o0EfQ#UrP zS!9;I{}tH`Me#L&29Em3wwRh!P`QP?Ab~C%3pn$7V_N8rl+Z+!g87lBt45%2(vgB7 ziBuVErsu7r5LJQ#PZjvdC^2&uWG*?R#DO?lxMryd$(1S@R0KJcZ=Kak~LRe!rbsvQK%HX2KachdkAC*LcULqnL`j#^#YSl z0?+GBT88ZydPlLCfYt&Ej}ms*+k?e(pk86(k8NM#yhWYFx9ExBQt60;*R9ed0^mzY z5@DEn6J`qkg*J%>TnK3?MQ+Kvw7bmo>cU0?mPHoQ;&H|hfQMXu4fE__^|=qs98Q1% zJJn_-K0=l2^C3^uv(B;%mg0Xfo;g18!;I|CZjBvWkGQ;`3|}-EyStX3|4X@i#>Tw; zJ8$}5a<5jtiKAUO^y@=)lGbuu=D4_PIjD_cDBTbzlI#s_PXkYT48s^DH63mGo8vWr zRptxi)C2;CfD7aUSOZkJl9`E;q2PEQQNmOOB2lJV+bTwTnx{_)VY8sJx;jajA$}vo zo49C>6vfhg%{jFBcP-zwCNR&*j*)Q34f@Mq*v%p)yvkSUL?4a`KQ1%j9@;$#b0jm&gW2tZiZV zf*kPIXw0ym_@EAUL3S zY{nKx5*{GPK$;{7*KSjP>k4o%PQNl=WS`ja=HlC*ow(c1cRdP{sCUX$ZUCxJ^v$dz z9m5(9(vad1##w%%k4({H`RJfm#QDZ8*GRj94wc&8Alx_+C(ux6H}4X~g4Gc0a4sVD zNoxWMOAhz~v+P$T!Y{r{TscyiNLW%9C`27q15S?+%mrm743py0HjWe~3ZviE4NqZZ z=$+AD^JWc40Sf3N&7&S zsn!VaKwJSB(SWOycY-XXB-(^RH#x8Q$e zvtvjY8XYx#c>GJ{?*~qhuBjt9BE`+`9sRg|$+qwRBpe=nsI!=Nk@iLQyK<}Ko$Uw+ z&n~gI;e@75IFnRJUyOa;TBacA3hsZVi2ho1_~+S|nUYNcZ0x!HTvkna9?${7O+X{Q zBvcvH%A;KL#HGiw@iXes2JfeN|7zlHCqAwQ_com;&U&=v5je*T(Yn-dqs`4XrWUSb z;T;ROC*kWe(!u23P6lc`4KBeBSS4DpkG`7Qr~XAfO!8z;7000HB-J3~NK}${B*O4= z)3t&9f;a%iHt?+5-v@Q%$ZCwFG;nm9vvXYYc=m`p^y@i<43_3x&%iEQo~l5s-*5ww zj0R4_&7B@Q8t^P=(GHIt%&&OXLogFuYmEy~!WQE?Tv1CJ&blW@5SAK~)3{PM-J;4E zVg7ZN1((QHqEe@}O8L#=Kcc(T4Lgm0Wp`s*aJ<1onLA+gg*3sr<)8YoD-rD#@3)+s zhWsdgAd{@??cQm-24~NS*3{{s!ke%%%D)bKR zao;{HC$m=^m9XGc&#{Nc9|u0ayH}h_*`5(CawsCjCCS;I6t4X*TfK;j9drbFAV`cb z1a;SwfJfH#tD+>%c6B605sPH8H4NKY0J+&*MF+}7z{5SU1sS>xI4 z7Mm4$3OBqpwb;KqW~l=!<9OeOYdVS8YRl8LV<20&vCRi8K1Xl7jo3mRAQYOAJ-n*Q zZ1$0dT^NAi>%}Q3KLDhYLw#>WNJ-$LyW!wlBIGO0{XsecB+lBr0w~LYJ#GW>LZgtt- zV+vJij~ENk7B|x9>Dyiq&vLzh&qwh$B;BSgt7kF$eKsEA7B|na`u)866`E# zli*pP6=%XZMK`6FVv<%_hMoI;4-YF;#rb60$*mlSbrgO0A020$bQgNRJ(pCTY$B|_l%={Bg#*E6IA_&$6oEooBkOt5TXfQKGqQL$4(Z8 z3*fVTBtQ64*iR(U6$nn&D$pBfliomOnn$vod*(YghY7J<&f@1*Q=PW|s__lci3|QX?i2QHiWaWe8cSd9s_55=kbGEp*6GqU319 z>6xTtDTmN9>k|`^NKGY6B}2~dech+|zW%TOYi6DY=X^e&`*Yvd^}gQMa$h&4Je8hc zHwe>K#)$T--=QtfPy4TiIc_$S>3%#`FX`HX&6nHvXh*9heZ*kF+d->Pz~>Z89Jjpp z=H3Hzkb#y-|I*5_55-jBH}+4l!hcZsc<>i4>!noQ zp7IOQ?9@)J4cUHHr9E^R>~|ZMe1ut0(@Ag}pl-L2l0h8iSudhH#9%>2VQY3Sr8)=p z#V{0!P9yr*D^KdNGYl&75o0XCt=3}KI{r$IkE6U)HEyBYltRleKtuapU5QlLA%Dwe zor}E>Lc~nHDs2&K>eXR-gojbE_%q6Z_M^+75_Fkt6|CGLTiCNOX(L+vmEHnsiB%*e zHMYkX&cLT#LzD^J*9j{98^*K-*?gCcYqLq>`h_PZPC!F|)#uQk;_Pn_iJ90Hfo3z< zsS`^ZYVxeiX-csbbsC8zT1=eyAu%I~x&yC>y{Z!Wx=JGFAt?*|MTqdkWGY4({iAT9 zHpWXh!&9F)Td>^qdLNpg%v-!;+shsVAj-9f?jD(-Sk3$C>xJXww`k9fj=V!bkcQWG zXw!U7Kg;Hm*ke>9a&UE2y5?lexl|9g_fcCy)N{tox&0~D_{EX>>GIa8MY;vQ3CZL- z%$36Ich~(|P#SP=`~<5d6H#SxbG-A{6S(Jo`xX1R-niJmap|3(tcn+|gIP;f-x=NNe&h7A;)*nCqeWAJrg-qmD&Mg~Gbq3K4kyLHl+q>x za&ReOH2?isIcy?jp*EtceTOfqgRAe2ovB9tyz$7(bE)qpo#>N{K9vjq^OC!GD7C2M zzg$_$QANI~k4y|a{Mr@%A=DinC2Qq2()JD_at#p$Kz%wQc1}1I|6woW*fl!gBR?xU`#F^mQR}bpPj?qIc5ibtTM_{*eJ-POVBEQ1mkj@-f=YHR>=h11>0C%hwA{cn6g}mjqaA%8#eH83sKSos1J?Ms3rW63 zrFA!Lu`ETKcz?v@iNfP2IIHi+j)QZdpC>JpQ<-T ztCDpW?!1k_nGZd*2@D;nI}wBOMQ0X;|6Bp=P2{a2vitL;$0hroZ1wpMKJaV1Dfs;H zkh&F$FW{BVgJyto4pn?n+PzZKwhgQ?gSfb=oUAR&!OXL|@~65&*P4^+_jq3k z{(AI#(uU><8erj4_IetDQ0A#76rri&IRvX%be3X<(yWV6JAGl$LM)%6QVbDVRmiDD zZ5jf?^v5vu$!Ms>Zk`5bK1O=SHE-hX0#;wgoj`TX;NTz#qL+t5OX^pPlxfegFZC>*LNih z`j1@dyb%z9f)2Eyabky4tx~{_L$1}Naf_bqr}D>>HnH!hoeLc-0OjTX@m=_z%c7Dg zJQNx=XlycEWm1F6@LC+NLi>2pSSEjX&{Psi5j?~lcF4oQRE-+#j~GZX6|cK+@!y%k zXZwEpee^;5=v3-PhO<|`SDSKh*~#fH;F0DVFW&$5!#3OQ$L;+pa0hWb$l&R!8kCGB zCN9xVVMvRUs*12 zQR)v$Mf^q?3@>vkWr?AY+B5>o2{;8V>@Uo4gA+52fMx}Gpw!(3_n`)cnZg+UqA?N zXX69f9-fjl2@Dk$6HDN*@G%j7OeKQK zKYek9DX#TUnwe6vM$Eu$X)MxD&z?#hb{^JBs^7nSNk;o_!`6Oy{TmQc!+oVL1*U{T z;xcq7ONAnC>LcObFp;9LK2E7TSxsLK`Bu@ehN^{$zgeAv z6(^UPj%Go)9|=eIv4PA`q>hOQViG5i7qZ6$@$V*`oF8WHc!m5BoFE?d-?dYvrur*% z>OKn(a?x2KqG}UB90uk=bZAo+rJp>hS-E95dc7I8qmjT3|B*60$3mEXX2GFGGui~O zDpxYf0+B!+9M)29gp*m2Am~h3q;0QvRs^@*!2d6c$NQSM{X{&n(BuO);3}xWgQ^S} zH0`(ZxSe(P@%#T8YZno>GBepRYLRxyLI5RN@UjgbB>$Nm%myt z7X8ift0*77A%m!x@T9)E#tgwO@tH$?H|mWuDA$EWI76)=~V4j!<3k9YvWV`ZbWZPE+=|?J_%GsLZ_|4IksSvI-@jkjG2@mJ$Eq|VLDOxf?wm=2zrNeLB-YtJG%H-v zzI*uLdpVurmE|)Q-uN7W79I{+T$~FVfTL=!;Dp3Omrn7va?&^BOlX|h?1;}ke(il$ zl(|`a-VvwPJL(m+D&Y*?&g*R!K6yAA(-G%z+Z(Mgu^zi+hf4!+cJF6ggVWocg*KdJ zf+BNYXFZ%F+d6}O=N@tvChFNcv=rmdI2=^^Pl!I90y^Ss!@VRgSaVZeP{eL~ipTxP z25_<2&iA5y7FQF8ui`-M%v=1=Jp5ARRUo=Zqvbk@H?ya(8}J2x^07JJjB#0NIF5WjX2}-ceKZ9pvL+8Zx!Ts_C32x zoW2!1kas&~VOmYRYsGUs?xz@!xTt>nLmdCy#uN|%pb7=Z4&*l4EG~8)caQ!k5r#m*?*<9cyIICaR(Ol|H6nykym1HPR zsA_oQZg-}~!^aZw%4Rg!bW7=mIZb54EET!h3SL z$@A9K(fFt#Yn}3CZu0!KjpT^4jKG6k6V_+=K5PECB<0{A=MK&bGL39PzSYvwgbgr-yx!h?-)pob~F~bt7Z=oLqx7 zYu51I^!DoC?pgcp+5MG|&RfXHa+^frZ)k?T$ zO>;}jv&0dJ<35t}lhE>6|v=FVGf`3`wVc#j>d>~@{sh}g%3kk+=|gR9A8 z^rCTcz6wt>={AqMm3xVA1vL?E6Q2(`grkNdpdmP8w+K^@lbw0N`dlq1y&{Ma&di1i zkrq_pSkzdif=pZ3am7}?#qxsN?Drz+0qgh{^paGH)@BW#J|;cFJ#gPVM+bVRbQ14F zc;uJA<80R^7d!$-mo{6Ix{+XIJC-`4u}-gH27mb%{f?-cG`q|Cf_b-fo_TkM(7xpo zo$3Bfou`Wu9svL#0MT;F8z`{HuyN8b=`tG-hUrX)_44T6Tmqp+cA9(gW!#|~f&^H> zv8fq&LB0Thq@SdRUjR1&NqFsJ@&ea4UW~Epc6KJ{yf~iwVQ~%}tyJbp zTIF$t!Ti{8qWC2mDb~dE1ZxP!j{Ly8jFz8xPYn;4bshPO?h$XQ6BjM%EPX4k3 zU5ghqz{j4fIN$i*{#(A^?ti0f`oYOmOg{Wd=gW1S(6YJO7{krntzqJ6p!F1@K z&(6DDvcSIf!L{voAAN3plqYKOI}$rf7TQjr57^~iqKY!s!=j@m2FD_2#J08VnEyez zk#%X67o-;nPvLCs(KnCAwCy4X(j8j-3`ptMc8r_WL9Hu+0@ZgwTCAY_TrF*^c_E#$ z(ML^QS*6@xdy5OqV`nspPS}_F1BCtMI4Pg^wl_Vx{qbj;cNK5+D?hhZ-GBH{k>EWi z41K84Z}h04naOiH?~c`u;?UjQ8NNHOwP1H(WoqDPU7*iJ&-exD|L#-ryN+WueE=plUlzWt}oRF%?N$YT(yR zo4gi`^}QP`mHacAig#DJsTFw5)mz>)j{6^+!y6+vZ2%?4IfW*}f&Dw$KWuA$qw1L$ z9iS|usOfrxTGG8-|A;jsyB8dG>vbFLm@0=Xh|jB>v`et^g?VEtO4{p$FzaT67UdrbAgtA7E%)d8D3~^kkbvecflhOi9zk zuqVuZlQ{+^&_9p1(Y15FW5$icEyLl??hF8=-~znodi1u=d%{bUY_N@+CCe?=5Oj(FNJ<&N9!S3lFS@5( z@p3G`BE_V11_A|M7n!aTRM0=!z(IPiy*xU={%eL-_@-9@bcIxmW(*)f2m%Pz$He8( zWowS693HI-f?3ep@10n~jP{KgoD%!g82;PR9s9$=tPF!XzRGkzxRee&beY^bwD(<8 zg8OJx$je_AK_P&$tLn~rxhQ4$=HY)0vZrQ0_>s@2a`+e7m9MffNTNLS#5Z9C7G3vd z;IiM9V@{u*M~%TNpQ%(vTg6&lkRjgX{!x_KkCN!@yT_+F1tX)&4i1bOO_Aso;uP+X z9R1JlaZ1;;&%aCy?&wf#68*BjulQ+Sg7JVu`vZ5pH4je$G&xJz0b%ncFF{|C-C_RX zjmdqvW6z_Gt?TZ1ww^Lo-PsRKel5hNt$N&cXJX9{s1_Zdidxz!D2{#J6^f%vZHm##=TmmnU|MSVa;^n@lw zZj7?GZX5{3Emr_=D;lA^P{A?b;loWjFLWY5uhu={cFJHvK*cjz)JIPu`?S3c#TGpm zFGXe_Y9Dl0E%UP%)`+xu!pme4Pw^^e!vbC*3kr2^x#Xn-Id>K}K;I7$M2t8Kb8KSC zghiB+Z3J8pmnYC@;0be}B2aKilszNkpo^rae=5iLx?roSCP19_F!5~tgYKYH6mSGz zZ~}DT4#YXYP`Z=PnsOmH`KVBHY!5UIhc)w~rxIu#k>C;-7LoU9>7x&EkUI-@c)*?_YwE}hYstZH-zDgeb^e_Rno zvfKJTct}2=I#B6?Ov^huq?Fpegx&o8w2*-QQ_X@=Ga>-jJj9Wl`sD-9qa>0J4V-A( z6g`!x^`)xOWutZ}hPk)F{Agyg^Xb5Mf<%y>shzaZeq*xgv!SuyqmF`1?N^-F^)@hS z&Fez*pve=S4XY97tDdJp#p8%^DXK07@eY~G-s=~LN96`2GHw1`&QfA z6=1{UB@vW5F0wuGh^YGA`5$$uxCr9trJ4zE=WKrGvZ{e);iHm&CXSUAjxEOtmI{+j zJi75l)P$Z+^Xo*~fTwxSaZE9FMtruib7Ee;m$O6Zw%EqMM^K7{w&CtEo5j&FYbsvv zc-Lt*?Z85A%qb;Qop)*-=ue1B^L2sSL`(>QS^>*POjjFlfoT=B1(g5u_p)KE?7qkk zneDaYW-W*qnC6lp1J?(n<1!3@?kCz@vaS8~(;F=(ru@FE`UA?ZRv-Sog$n*I_l9KN z3jWi%>cQdOeSyiY21}NZ#gbZM;@ynpcMn3f_CmGb0DrND_TU=YP3B~cR}pu<0AJwZ z_9EynEFTmaYBW#)BU^4H<>#9%WBHrKJYw#2m(O5c%uUGshCbJFDs?0)k2^pwpun+> zTcmu#M3!^&8ECqZfDfO8%rV$9tQWBbDED;&7}aurb+wpTN*4^xdT($U;CzI+2JA@h z1EWn2J;rsPfJ4aay@xi_$OhhJC=FAbBKu);#t8zZk>vtkaAyw$o3ZMilE*v}=I73F zWb~uVlEGH%Q)zgDmlv|J|B+8kZB{KD>PB=613@4T_dsM<^hzADU&Nc+ES zma&#x&%E)n0ZP~F_q$}o{`ysoPslZ0e>eNNwIXfh`sH#4t-}w)UYyRXOaT1uy`cf< zDe9z3o_nc_LD;z$h`6CWbtZ^?jFpDb!*#yJQGL_K#+m-({pgu(*v(m}Uk{tdT9szy z4$lo}RGzRwUC3i>n7DoR=?OyJPIl14^}rE>tsJ$H1p*RY}z(JE-0ZDc%xN8*Rh)S(6*D*zUxnLdo6YXMD9og zFjTkbUI%3iEp-m+$r;FPB9EVXzebG&O8ias_LVDrI<>3 zB=>h+8;4qpZp_`FUCVQPCem$)3WMP! zTZk`0gP}o$6Wvz{x1q_l7ykV}`WSR*7Vp?>oU; zL0ObJwG|%U&7I#~KeV`MS4@p^jKa|eqMeD+*|E^}5K7lA08;H*pi^<5PGPAO`uJOvztV1I~+c|XLf9~2p8@o!(B%2Q@q zN_8-F3d!z$UtlS;qSU*dcAuA{`MkXYlo-p% zRW7|rJm9IMyL9xg;?G}SqK+YCMtwjy1&vTja_0^?^Pr*blo|=IT|B>r_PkKkZLarO z{kOfn6y<^^Up1i#C&1D-iGtAKhLIg|kzWY}0l(NskJAx;*=)A{`#+@@z?Pk|WU<0ST^(3FVMjT%|YRofOL57e{kMCI?7!F(FWGMz&unoxb z3L9F&&dlkUu;3mwXcxc#)8n%M9VP#4g<^O+I=GzZSt~I=BN?3|3hi4+KKbamsP`!c z{ze7*?x`k^?*Q@kKuyZ=Xai4kCELI8rmT<}8k?nnGD>d81MI5YI7P`?hxnf*_y zA&=Uje>&&M{@TwaEiKzh_b2BT`cy!%spO01Vw0q$arQWYesj)3dk0tE59^5|!;s>( z6zvk*!`}U$VuJdz=(raJxNV8@mgZvAJ?G536DVxP(14lgFLQ>E5%9v@*gx=m@pA-b z6M^E*-97{p7x;*g9jvl z-|cbmdDV;3sJDl*K*~7yQrj?W!A4&l z0okS^L<2B0HZaS2`@`>h&%djYS;5-kptAQB4}_1K4#8Yu)0hiduUB+=3`H=fC_z?% z`n27^0B{acZ&=iwseA|}hg%oSg%a^{BL8^>FSEEKH6=nly>YWIJqf+P^iE~?j+52W z#>#DFn)yr2{94>`Dc;{>@Eec2C{YNi>^W30UC5__XkMFcSwo=ZFoiyv}3M2-u0P8C9o@-b-QoQ-M*t&xC7IfCM~2*nCH{?#>|2 zJUfHNUChhCqEqi5G@CqA^Wm|_qy4umEiIql@VyHr;-aJ}0LJ^3*_19U(e^Cyr)MY6 zdxF@aVaYwo$nmIZH2W|9^i%QY?;b|gh9T}>8mlMkFUN)F&bGN^SAEE%2;6w33pkR% zmVr-?`_Km8>0GYU(Mil~Avj4E3yiCT$m?|c;;jHOgzz%UAHmjv4&x(I8n6_W93geq z6zKd2Ci;Q}l(_Khh{`g}KrD#`%w5Rsbd(ZoF0VK4-&5)j}MPd+8 zKe`N_wj+xjNe36EE+q~$T}bY+kC9~{pM5jI0*ltULT4^u8o=FcFEIQ9`Vh`iR*rNG zQ84T?HZ{=`WuzPjA=|>OPJ*oL*;*0>1+_d=?G?5hC zHrcByh*;qOuP6&E8@WL8seX7t@6bNCA+4zK{d3XU@fJ0*C;HQ}Y%H7QIp%uX>mA0i zh|h_ZQkejrz@jezI4%cfR8-COwXUfeTwsV^UJhBjk4_FoW}4l0c%p4LU}_$D~(5kN;V-{qUdL4s+}d|Lqh`I+Z&T8kKD2TaZt=Pab#Gg_(dJSP|5>NAmfD zk4$sraL_p=8<(yd%bw9-RdkseB2&_0rE{WQbHMY_!ACuGRP_)bY_4BRTN@=H^kl&T z)noKz$3fLjuRq=rP&WEnGLm_K>aBM#w}D~yCP(@%ue4;R%P|@EzN2&cs6`TTZ=Uwd zZWn*z7kehwoKN$N>8}3K*Qoj{MeQj~qH0mlp54bMH2wJf8qY*C@678lZKVaBFMr(u zYR#XjsM`9h@7bCeL2VzR;5^1o{rxD9_eX}LXK~e|U(aofj(vqLezT}I!w~AF@WxwN zP6~sCDzbP|;~ZEBwX9;Nl!4qVPu(r3E2TO{+o#m3G zp%U6a#F`6nc3eJ>&v#!_4CZ_=+~U63FK|G!K+s>xB# zDS_)p#s($=LjjW}%-PNux-`KCIv{-)&OqU08AJE=Gz zMVeFV&XB(9ms~rg*6_#xTVTmX(rdEl^yYZ-=7P=_^daFQes!lj-#jbKAxqm3;t)7} zq5U)jpdJfRb^(5X!(D;X>e*S3f-)H6@J1mLJ9l9T7 zcS5^mL+R8>r>-Y#IAZDY-9Bv>wW2>t)^Fal|B6_?=#PuP`E1}u=lRTX7S-lkYBw() z=T&oOv!By9?h928`JG(ltTATod9Au5%jn(UmE4hm?BNHmLwnZ_JuF`tW@DOb-hG7@ zJTIj8(b(wT2psG4;#J`pbKi&7$@PnMxBtBp{9Mw*v>#tn)3hk8a4BwbtIDl)4UVOAMnj2Q2k1749&E;B)bJF?p(VsMTsw)1FV~j1fyb9!gMyE-h+YQ1o zouY8Q^ILAVya43VEw-_of19s?N`3b(j?$59-j58YI2C4lSGu7LK-0#~UAP zv6WrzKs?y7ROn{uTeO|4BzWF`?@Z$buXB0%au17I!G)by=;)xUvx%6J76Y_VhCG`d zov}`x8xh{B?rtjCA)~0-JPU%N8&O}f&C4r@{12Ug|Hyaud6CoQh z`NU&!yc>S>Iv3IlSA;8RiR#ZCq?3CUx&{W)x(^tOR2AhijI_WWxwEY+Y<=f?2N} z$0Vm~?0jfd-;nQETId+;)VSJ8jBPqia9?U+6(W@cYXw_CctLqF1KON~#wS<29Ln*l zGuMEd%}*kTKv-2o5)PjXge}L(y%kAOv<|8b=L_$Al6au%-dwJ-J~{xDCd{GvIJj^5q314y8gv95kxQ)kVtsl40szy0Vqt zu5pbEy^s=w0}pKBxmk8=Vmy{~w?=sQPI&cDTOQudkIT!TQQ6VrAbhZ`$UgiQ?&HUM zh=7qW2d^o8Q*BHRC?~GRytN|f=b9&-H~i}NfAfR8VIs=;mcA={d=kxQqQx7!4SV#Yktmr8n60%e!ls+vxalc7v-k~=_v{!1fJ6u&JtvLM9vj-DLz+J zY1K3Loyo16$Fa7wthYMm-G@`F1}PX8@i^@898TaWm(AP^KH3IpM0RbAJZ7Zx>yiV1 z7ikTT_C#eOJe2$zLgBqmHyg%w!86G}tyMiL)8I%gI~x@6%ixetqY>R}4(8q6}PTZFAox_p9WaUNqq4QO5+ zOW{%C-xeXS8r3QZjrk$7*n~56qAo0S-opT$)Q*Hf?A>S8*V_BT4m>*a^zO*hL3aqW zy$cVwQV}F=h@Ec;0$3`v!4~HDDhEHTI!&!56Cd8#lLaFiS=vZWj>D;cK7;uedb0S5 z!#{AE1h`bl(MU|Q)eMx5Ew z_hEeFnMS4;coWizin-)jaz8>Yg{{`&{18*nYX~j9DTymv1L>RN+qCTVr9xvEBq(Ap zM4t4C4NP0A158mNlR4>nvOv*nsL&P;cL#bQIpHO) z(l=W0ye5)0jE}+vbWt;@UikvxlRx`;JMSv;X*x7Xv?4i|wv#w?gK5myKun0!RQ36N z)pPF!Bg(RzFom6UG54o34+ z67>$Wd1ei!8ENSn&QICn=H}LiiU!F8Inz&Oo*=SWXLA*6ony&K$fT zOo|Js0Er9m2~|BL5x!ZWDF1Vl8Zq|jqM~LLhLl6%ZsCi{FbXg$49g*?xc6;_D!4Cx zmKPi%fyI44!q#2%atL2WM(&Gl_e69L{JBDL&Lkcd=VF*5~L+7lq8+!Ta2o@|B4 z5#@pv!JR+iLAZ6dgA;twe-*10#99v4kSDAla|>+?IZbMUmmvLo%^s%BEn`}SrHA1o zKbYhmmXuJi7v60-O-T1ngrDR2{70i7cMreZIA+4JMy*)UjRo@Z-fkr)wZFEGmA6qc ziZ^4%lcQlh&uDIr4XSg9kD(Esw*o3#p|bQNW%>Y~)gugzW)Rxy1o{DrRRAt- zR7mDKaJs#^uoaZxb5@SR)miN@%DzRyUuvuv++eok1()s{?c8K3_Ns`6)$~0latNPJ zn3|2Z1;t|uomc~{PNbI_!XfalBM?*WNf~>Yf;H>4vh7ri{t8*T+)wqAV;*DO9=j52 z=BSKD3mSnBqw!C1Y1746# zEC~Zm070gMeIBtJhz&zVNSt(Dp%(;bka{dK0R1X6HZ&DPZr%{G5GC18mgEpqAi4)3 z4vENvi`z*~0gN=i_~v60UZPZFO&WKRNZ~;sJ0L|MxDJqhx&Su|b9(0c%~#PVL2GF6 zlu9VB$G8Kh$9`R@>Vp=gsJJh~^HG4bK?f#n$^XA9t_JV32Il3sY=&L+0 zCq0x=ce{ztkiE~jWVo$#8{)|d=Z`MJ^ylZ7+F1B3-gXIuk|!MPUm(##5ldAK(ve1E zU3O!~(6Y5S94-Hf7IPEi*DDFqC$CgIUT<%tsz|PoF%B{{Mi6AQZCXVx?XVyHEcs_K zXgKfcz)I7>m7|xUK2()7cN{PtXh*?T51ltfE4ZY|&+7zWIxEz%bQSo<(xM~rjfO!R zWBFTnAtgT?!z@!Cp$`=vvTIB56ensZ^n&)`KZd2niVmHVa&$?183YX6q5A=N9VzwG z2B6}4EHpq1q7EU+c7R|L?FJr@kexeA;*ReV+dqz!g24f!lp+Nmr@UbO8?gJ}@K6M8 z?mHjMkTdQEsoKd1Hq1SUw;zuz+5r%Ta0G-~Q$S3RVt^iDT!DpOe*1#6S8=JZ8BZor zfzho%cvhPk|1{m6V{@C-d8hPxYJ-tC+bKNom7peCPc~R>+oi=^-R+$gAO&5UWSn@= z`IqAa-$D{^ROArN5mBfd#sqa?qjqc?rk%;Kp`GdHRZYkYJ<$35n@&H4*!DhHXXd`L z=X`!=kRbrk4{#2Mvk+Eju6ugcT*J0&%$al*_6ds+-7qu8(jB&;z%X?U4Ap%24}wk$ zj2`a=tt%_?D!Q>bR(>TfZ4CuoJw>&ib^(}q@SA}3mSRdkudM6vDfuIn!rqg?1T&H| z6ZMWnBdw0)DJOIAUQW8!{6jfl)xe_eZIRvEK0TKF6V+W*c*e^em7V=l#~MsOPiB?v zr>){9@y_BL(~1jb;@7gAuMJyNCfV4^DwLXuDP=H=_OOKi^D4}t|I_n1qn$cqYQ&|> zK`)81kyA^6e2&q<>sZd!>-LK zwYfxQ&IyS=x&I%PARnVCa6fp}o(&CN6(F7t z4h}6&MK_Y^VUBu6A@wKaPico9-7Ho{ERmbgxc5hGSx&aHwtfq?U(A`l6T&3S$wqj^ zP*rHiEN2rUA^0j8!q+5IGzzlHVAQaT4-n%58~*anQVg>NYOh#4cULOO76;EJYJ%o9DM zx!?d&PlvhUf#m7@y9^k@2J&h0*q1k=y5%;;Mk|St5#|(ha`7viDw2lQ6vNb&!D?kF zfrms8ZIjAKLL(R=`CB9>Lc}ka3&M1b88{M$FANQg3mVvNi`i2m=HikQT4x(lzb?Z{ zJLVLaq~}r>US%5`9NY&3QIWbRz5q)6N&yK#6CoF9A`s9IH(~nTa^J`SzAP73hJOoG z_g@Z4(S<+0yb)g14yyzwbCv)i4MFmC>c66yF#o_wx)VeZ7Z;clRd5Q{L6JMWKPGn2 zKK2j*@_ZT2Att-q$X8Q9u-%30S<>Z`IBq2=0Jm(Z<_rU&a4}Z{Zk!PZF@+echqCrv zSdp32^-d5$y}$-d`iy}jZH6)XLP9QKhKnH%p9v3n47W!od8lOFL*pP#iKE}d8#MsP3mC3+?C=yL1U}KyRE_*S}9J{&nH3&I@hO?NgLFym?Pzo#)p3dH$ zG$agsjNY8yjC^YP2?HWLW;UE=iZ~~LnXUydFXM-D4%N+T_?fGme`mH#Ecq5-59Fm( zcln$Rx$5<+S#%vqsb%*!!D_gK@l3J?Qtt${GhPl9!(jZ6h$1kl{2{3s`zG8el4Sxd zcr1u8!j}=&#^=y`;I-Gw0Gx3Z1pVKj8KeYnidSs;BQ;50fe}y+NB7qWh@><&oF`n) zcgz4aK7y(}+)#zx#i2m<8gGx%@7BdiB}H}YJw;glV~o|^9$>QXeEyUH`@xPG>R7otpk z%I%7{9&?LX1I%NpKxdhafHOva8Qu>KxhkdBSVWixtP%SnJ?idkt&o{o10Ru)s8a^~ zATkd=X!CRrJ^DuwC>OCiIrJ)s!s0^}&PhucE%F2dH;g8ATG+yXbY8%<%;EGcCKZ8v z5L0=AX_Y<)>y79`h%43>whMC%GGRdS1e`~_g{dS@d$Jnl8v?k`qQC-D0__dxlz2~z z-0#<}beEf=_xhg~+*Q>XHx^Bv8a8>yP^!kzsNxcNS&h`Tq&uz)ZT<DreJ>J~){Gxq0Yz)MZT(xqNUH3;mD%zzDneb4)pBap+4FKLXUUA1X4w?jcBIu1jSNI3 zgw*%O{qfYjEFKVo4G21vYhjw)b5V%haY!(h2}u<(QcMFT9aB=i0cB43(QZbzUunZ2 zHYY%qaOWl)TLD2mM78WfXPP|cl(xb4FF`vjv3lISkx6mNn`G`O!Pw_J1}_&_v%Au? zApYQn_yF80Y;?eQ!jqYez^zbA^)<@5xV$r{tXkSRhmS(=wAQ(`2FQ#h`S*SO1-rWu z34oeD@ljEwn?|U~1CCXoXMBIr%c-~zP5D-Q`5{v1r$R+S<6R(j`Cth`S>R{PXo`Hz4=97+kf-rx?%e>N45L75ffmL#Y!FK$HnZpz1@d}Du%xpOd$_!d$ zGq+r?DLZd2ezI%y&O+NQ<^d-#p~FhfsyufD>!b_t7(oh10lkxwAjMxawNi=0&1A!n zPW0bO9A)E;Zkh|QzXPj9a{%)Nt>25mYtvLPPa?pmU^O$Wfq9s0fi*E~d=RtQZ{T)w z7m`D61X9{ukMtWhkwQkwXt9f+N%*=B9GxQFP4-0x6gj8-z`7noe3ZP>;S$>i|A(Zb z(2-_}Do5k3s;{drEK$&I}KK@?wiD&$l$}Mb#AR!S=OoB1yVn3!o zQo*=h1IfnZW%by2hAS52Kd-4SbPRR?_lLgD1 znc1)pkAv8{V^lxWn3bN}hNO~$Vnhjb1_!3HnJ__B;@71O)1WdrsLbPWO*Z;MMQL>X z(*^v!P?JJZC^tfW;xRrd#t)c!KcR2}{fVS<5vae29^UB0Q^oh`KW&ngh$J@VkR&W7 z))ZrG@KG5(MQffnfDJd0kzPEHR_L}f%`DW1=J8ohd%F@yo1!3>HZ+raU-S{V!_7ijcH<6 zi5d>aBy^gD;|(hcNDww!(1M5Y{KoZ+tp^r#>Twc~xMJQJQc4aE!`LE-)nSsDKrdAR9xDMLn&h;5ELoPjhJM88rhVyb*wiSSj7ciR2I0 z6iP+dy&iKg8PHrrFAS6+?}3{O76a^>R@zVxQ-L7UdBRSp{b7jsujFN6DPR-8s2M5t zxJB1upy5|BjL^u;r}pD!o?V#E@0ue!!NqIl&Iy7{%D+(+FMyX_2;Boxwu>mtK;(?% zhq(!4oMIcFV0VHIFVL;zXdo;ix0XK6s;u=?~5?*EOHG2meZo%VU-X9?D$Od!u;T#WUq z>orYS5THl~A2Q!cY#+BW!j$6a$N8b$TzvfhT{|$agN=ce0Z2Aa*Biz zTS)A{u<#l{gQo_wQkNTKVRRZ?572i8cr;Qb%JqoKE+wFp!v{`Z7(9&xlSi@%D;9xZ zDH%N}`f1c29tZ(s*a89wB;kgV;~DM&xl&@%E-$!?Il%`sAF>)vf`0-#E?sEx~^u+ur2i=r=HXmNMCT zsXEi65kE;mXw3;j0;sW(H-6)l-V?v&VXfvnHZUR^DLY_kQVn~U} zbOAk6Wx*9pe3{hTlNBdX8Td;|@%Vd-cz)?I@(K)j8IC~b0yQ*e$bxMI6&m7c=Dtgf z5V#`?c!fvsL>_|%I8MS3@5+XWEkRU7sTRrKIpYp6+>b%VT)tNep^3d6E#& zhee~xwTH*E5d%gj8Wbc1hwXdXX%cOumC!hCNf@-3=rl8E3<=qAiD<7En`r>@ZN-{I zP%whi{j{Lu(qYpP++gazAz@>0d?tX% zc9Q7$nq=q+~V|+)N1L0wnB0 z;ZzKK{CFMZJ(i*e%HH;6!fMZ~TKzcxzNZ)<(|RnM)Z9qDg3(4w_Y!r1SiK9BvP>*y zWcNWf1Ks|>hTm;^RVn~Mp`0()g$V%DL_(?|rEE8)?AAHis+vgFDsbngwazGa%5h{? z2k;rns6MxsNF$UQ-~}nCsLHznFRSVC+ZC{uR?}yIoI%LJOaPM%uJJ9XBt}h0B`%sc zgC>3`%|Cy9%#dCSg+96Skra%`5Z%ja?m7btnLYYTNBX}rZp@mA;DLBIW@u<`F~e@C zmKL!uwRc!Uc_EJw?odLy2=(CHiYtWov5nUFb*|JBuw;5TOgI=%MN)&or#*PIk|1;7 zdR82w&p#gWN?%jj@LI|O2#Ih3nQAOoJ;WLGOb6M4Z^3~H$qV1Aok2&0shL z6b)AKHvEOo;E+=g@hKdR!i;!KOyU|Y=QtmlD#Fl}=4s1wdKh1$VOXrIT?dFS0JQAg zf}jOg7erONVcrBmbJsrS9H(#_BsqWxdtuJeGzAEA=+e4)VOf5i7n#=ni@gA5)2nbve@&X8742JV+yuH$w z8yKx_k>xPAH?Q*~xERuF4?$BQ;FVkPJ!Y#J-~9O}Drs0t^IY*`b5|4S43xR?HME*d zC;$YOzVG_nD&4pOi|$3^0C767H&_RF3zdkvcwo0EnRm#)2a59$Naj8L9|)s`-#{fJ z;RE_uu-fNcy5)iJ_~xgLI*RpAIB_!X8zRgJL(5rObQXfV%=xFvv5l8jk6^4JP?G9R92P*OP0_&Y1@?*Z+^@ zxe7{x`YpXG#+n8#Ug=KhcCs9~B>xhgTRzbySA=t(ewkZKMiLgJ<3_-NpW$4A(`I5$ zabhgL@%2xb)FuD&Tchr`Z~bA7kd4bKD{F0S{VLtxe%ve;@$>A<@Ji2=#;;N!j^E;0 z#1!qM{G!65RV!1h*`BcF474{C=tcGp3+x9``6h0QJFM@Q_}~{%h_DrV9XV?3DVjQe zwF@j1Gay>&^0%L%nkBaGv}{<8AJXV3hm2i4A=UNzjM?{mfKey-)--8DTRcmUIBjK4 z&S0y-T*a<^Vqblf2l7ld0>YU`fJo`MSsZ2U;4D?m%&8;-t+TSz>2l)LD9|*Ec8u97*Ya40`*f@{H^r0>P!er+?GhnmB$8al_QqVLkGC*@w1F5aO%O|a=p20 zT>5$}z|)`>_6ADXqxQ@@-v?GSE+z&GZ#~nZ3#{BXzTq@7Qdm4FT~JbU*OY`Uy%=My zrYkurALqTC z3XqGDS6-rfL&qT89)XNIo-?_}`7zO(MROBW$;0W%sy^Rk?|_|y1eA#KEH@~37i-M| z7*lrB+7iC#$wqah3CtT1&wFl5+FNIEV}sv7tXOjhm@-~XmR3nhammEa%#Lsa&4+UV z7sze#mlZBX`7aDTzV`oLXY!@M+y1I}d&^=XOpyF3VRc6nuo*(!0mf@`vboFFPbAh{ zfbv8N*fgAx$X!2@~^p(sZHg z`yVydAxs3Sv#9*{w_zP!bay-vuCF;i(O0E4D_<{O??`Y=oG}=4 z@8s!TS@$~N%y2WXE%EX6%mxY{nj&HqzvXP_iPpLI0Id(5&sx~{%pF%}P+9|?Rc`Ay zU`(VAbYu^rr+8;9F09aawZt`mX%Ink@jC7*p66MLYq*{BDng@`lYZ$&W|nf}oNQ~q zk_AEH_UxKI3$3Sky6Y|B3kNIkA53@gK`1hwZz%)#;6_@-8!Grrj#IuDYGZyZz+q|m zN@!)s?%I6h2pt^4`TV>7=_+#5h>10Nk5^O5*4D7LyR50Vnr03uu zU6nqmh6SQp%^_z*pykSozkm<<4cB3Ip|3XMW=tTKfa&c(^k*liAb-nMNPr)Q`-qe6 zrezTRQ*+mo={k#t#6GDtMa{UB{Kbvk?H_imj#HK8kWv0({}5nkg#~Uu|7E@3fk{GP z$-peH)dY0A`h~cVePpW+&SdMnheg*2L7=K<78@{Xjc@?$A1k`La!Ol2ZkBi+Ej#>D zyrjlB5&Va+vi5!|_8)yLdAVQ^^+<^X4who|zcZpF+a$@7zZZs5gzIULTBGJF zYvUJWAHU`5tZZYuh+=!#-a_o2VsajIb-c!%8&1I&y{vkb5l#D5g$fHG@~2qsW}E0F zZ_g;UlFq}K?RLuEM^>*o`{}7q$y6T}F$zs*M`(`KL=A`XGA3s8syoikoFEfBKGAm} zhg*zDX;!P(*^nhhg4P)>KH0EodwDsVd(nH%5B_oaO2o`J02=H|)x(I{;U5IDfmui5 zVz!K-dC-s83tq@d6w40R8z3pFA_swxMod6?5T2Li^vvW%E?s&8wY&NGkQk~Z?2`Ob zCCR}#LCLI6Y`5v>L&kohsW7I958&m3xCX;W^LVA(5og7!_h7*jywWe#YPMH?MM|~` zfheR4X7}rdc-Sb-&Eaps!mLFIk!b68qXADZ=$}Bb$HBWG?Ptvcg`0X6y0$%qiCFeH zZUpvO(~dSG&t3{cjG$kh1mTuDOI!v&vzUC9oQutxQU4T1HA+T{B^=3s$CwGuDv0_@0Wk`1g|X2`lAQLj zx02*`6cRtPLn)gOWk}PAAB40^`lH6)jrP79TOoNHHE8$gn(4?&G`7nX0WZt>*r9Xh zlZGH#_xyOttV4a{`?@1ONhHGuJ+Ni3Jxs1Gev(o8D{UW5g}WPUv)8wWG%HM9?&TMe zIsBL3uAj0(tF9Yu_|fRUyW(CxG7sHcptiT6=w(E%$>Wg^VQr61{=Rcj= z@w=vPb-58ouRlWH@+K>-)3twY^LTKP%IXxpUKQtl`yidniURF%ld{7s_4SUb`vip>tR5ng0Dx`v3W3$@P|9Dt?P6KRH?OJ&t-gacsGI z^!K)xQ?a)u8@uoZUpEzZQ9p;Isrzt>cIJ;i%F4%%w_SYQVSL(>WAc+GPcL03`veDf zYx1^k9UtwcKBpwf-+WT7a=hM5^M$kYvRtn1Ds7J(DSf4Ry8K;bFwgntJNfbc>JFOm zNA}?V`^{F|e(#8F|JUZO3R?Ks?a=b;smG3%CY>vZJ-Kl5nu78p>Tga?AD?zl+rzyc zEn1@Qoi&SjSrQ=Uo?~))@Zkd6o`>1N&tm7`oogDEmVZ|(*ydqby1nat@kQ>?h7nwMd+iHPpOeX4*Y8f?noY zaX>Gy>a#&;&+SIc)9^_93tj)eR_(ff>LIpDN&35Qf2=t*WPu6Wq_#L-KYiANteovN z25BW*Hq6xAZIk7%RPjL*M~a=huxm$M@;vKXAHQjqm78sozivlc2sceF)=OsJzJ1!? z{dbbpz3F<3CYn$3QPW%~AHV1E)p_zVA*s7m_o!`cFi)yO&IC7$nbYrCBu?-2$i_m3 z?+)p_=Br}mgR34bzIJr`2yPK^J+*cOxA2A7W#LN=ab4rfH?8<(X8NpDH_s1vkhOFi ze@nkq`%_7hx;`%AW@*;>sHf@~dH-kc-r?uBy{&#fscu!0q+pfi`KwK>kGk2aMeDr1 z7q98PvC`H5XAT~4tRX&QZd~&F-nMKAUGTfMu+qowhsH%G`fuHpt-N@fTd+*w)HPG* ze!K6l6II3r@wTVG%~S6)^YboL4Y{`{apZX}`bt?3KWr#WOFgEppH}ifBh&59P*s#t zjO^4-G!>XvzOG4aZu;c77nP!R6Pr`I(Ru4Do6tm8VPXi)oZben#O(_wXKAM0ySHxo zCZF2Bc4j9+87|*9NLz9X#{e3=|7HEF_A1k`)?hiBkvaqP^yxv9fThP(Lnc*8KEEqX zTCV^7UvcUSr%(6YYB4iyN%}+!zr`BOnv3J@`2OyZ!@m2QcglGs8l#BTPt>5PZgtfE zw^hD40pY&^Z9hFQc#?>EM&1RREc1Q)_NJ+u{b-)IZc=nz-3GN6af_2XPI)KqbgoNT zU?&;->{1zF^w@1gV)){e_krPptT!ch6;E!~_-&PCmyOH9Ig8>N`D#f?Nv(&678rIM znQ-KYzj}IUtUp1;s#z9^sc3W(@^aDfU%tOP6+5#EUpAL6PAeIob>!amh4Du|3B3{% z=Y~$vI&(lRIhD@xyZ!NLwt3zWbM^F$b(>2pS746)&mT+l(NDXVxIm&i(tAtC+1V0m zW>z@Wpew%c%z2M0onK46H@ZiLD~i2jX1>c>d&t1m|C$Dl?Rg$}t>>5P{;v6!v)}R6 zXHIX3o9L&Xrt4|5juhm2!=}!=B}p^ps`y>=d8IZ#qR%X619V?`@%KMDas|TT;@!go z-P$gqV`WbdCbV4Jy>jpR5>OT{OZttZaZ*Snw^T>C7s(pRDGq|7mYh~zQ# zMo9M1N~6-F&;!w)5dG^7waVeoe-8J%_4c~Dm5k2q_cP!A^?16u=dbyeHaUi=*#S4s zjJ&JLU0fNg{&=h^)ota#cRwo5+nl}iiq-6rYJ=-bXUkjI{Iy-}LXv{A?vZ81H-B`i zHAvgjxo%dpKVj9AW=+6Wt#U*21)G^^o90bkv~Yc%J#hR9UUQ;@tH&dp^t!#!c`tX_ zGQfI{QRvIITUt2r`o-|>LVG8t31(etb7$#l&YDi@*AOq-^#6GJ4!D}%_k9|ajFyzp zI#Q%9l7>_|X`qjkqH&s>L{X_U2<|{jL<6Oyq_mU}DM>Vy(2#chuP5K%|MlYY zA!okd&vW0`eO=dmKe9QJ*p>eCSBX)vI5(1l@6;n+&u%8i_+jXv)JJx#_0~^4U&;z#A5kG!fHZSG^jAm5gOj|w(8qqQ&eQW z?9zGNRk53faDsQkN4-a)pGJtQBGbFHCUyf(KAdrOb{3@xXNq#R26Km`>z|9U5pJbW zwIkNkNA7n5 zt0%4X`phVr^vVBnbW?_rFN1Z(wivQx_v*(4+q*BMRtR#6aZCITd*397!23YP&zDE8 zc#s9>!z(ZY^|9dQ&$`r{we=qgx0biB=GHJzuj|sW`TXSMn#s{}eP*z~^`}U(ISnHi zwf!6IBJ{;OmF=(|9TfBwT@slY($9QGJD#@B$cnMyAJ2&@E*zrfMN-T>8`Q^64Boty zgA>e0s(h>R6kExXi`oy)NuX3 zg9nvtU$A+$d#pHerhDb;)du=6j2SwTR9>Y2#cNM-W9w}C?Ub~&w^X;(eps;To*Lfxs_SxT|%MEh%E5ipaeWPxbBZ z|M5dQR)_)Btd{ZFqiWjF)%`L%-fou@*JE*?tM31Usa)xP}U0RIwp zU=L2Jz5j{7s#eqC;X;F&y8)U$(!%eUX1;sqIfBXGI2arKY7sa*7Uv)=( zf4+Q@8=%80U_=ocdBCw#YXO(7nPU)lM@quVivAW!nsB&e{+VA1PJNA;D~^c=YcVO0 zTwAYfIgF4NaDA>MDK3LeyL>i|1@4#?%CBy+>H3w%(w7amdF>())$tUAU57W5G=p2jmCutJYV+s&TdULE z-Txgpz~f4mBp;809xuCHM0!+nrAvj1r-7v2m)Hzx97$vQ{`S5C$-T&Kl4rOny)aM8a5U624gx_W_vqTZ9oI}UG4Lv&A!x16?QB zZgD~kK|G282=ULCj-5v(DT`wHR1t+%~l)|I^V; zuQjIVl(%o*XeFxT;qWAPa;P>=dbEpZ?#bD;!eOBK>V{W89g`gH7EWtf>*Tyy;E~1y0Obt}2kA2=1!N5^hA(UDHxg&L+t*%wAZgO21 zOmJg&^t!AB{Ypd~4C8d{|Ksxh!v}^GH!Z!61@TL4HOUzHE;T(#Zm%&qP|Lw#J=2+2 zM^dy&vQxV+hE-F{QTqyx~fj%c%u}fp{(iw7-trF} z>pKccXEu|go_-%Zc(5vH@w)0=E7U762`sFPDHCSm*Ojq1LC(@istNf_V1%K))p zfj~1$D20vU(Z$&9KJ~M}qw#x^YDb7f%uZf}n2V|&JtuIW=$qzdeL$qJm*PysXP_iq zU3RzPp+#fu0h$Ol-I#!?_~F9`{nWiu;-T7NqM`fm=o~n(Qge1F+5)H5oGB&K)Y_+e zwmx!eUq=n*uEwwCjMUU~k!r3LbqPudYQGQQ#VuWP*Gt~InajY_d07EB=YYc(zbf^6u(Fjd6J_3_xo-RcG6Tk`KPa5GKo$u>YWD< z>>XAe@fPbvX!)otp>lsr>gJC9b7XMM3YK z@~yZ;yVENjLL=&YDU5LClQ%-0vB+N0V-;8usx{MZ*nBzDyVmE_kJrbtpY4=oO7pX* z4dk$r>@zbp<`lj;U%XOZD&$5WhyCi+{nf$R>|$)BP5AE@UpL;eicr25$0S*01<^z@ z=w}+!^J8>Y14c%=a&QVINb)pN5|bI;2W^liv4xD6?-mG~YV)K!~#M50}cr+pEXN!Y4Ktt3hUPNR*x zxRbaL&v-GAlExBjBa~C0Ztgc+%g?>}A*#XrTvKfhZrxZ>4Jr^)xe#{>YDPPw7GSw! zu{EKOs{&Eb|BFa1VO=cu9Nbe8A~!3E&Xxs^@BNph0fZ8f3p6(6y8!V72U6&K+VlTI zX(&koC^Q5m>mUTsD5Hb@kA2~Z~;mjxeduDSTI*ffK)b-TaVCc znCnk{e-rfjni>iRL+?L4f7^OD(eo{w)~(jO9%i?4&sEu5{HAn1TKaz*d1&@&kt(U3 zK0g|nKsCKfMKsn>2{gWY*UWy&1+ANVMT1$W%ov6ahjK1UK9ygJe@QSesfGf=Sp zPoHUD%fk&Qe`v_Zz)*R96YeB{VLR{Jw-Xn~1H)eBf!Z+na{HpCf(r-$&)dE3OfWg^ zZpHq6jJ+Fm>F28x0>ncJuDP!6JM2#?w5@HY`0_&)m=w-i`;j3P^K&Dy5yJJwjU;IEq=1!L$rBUUS>aD*e$SV`5OJJvWLCDO-K{a&yd_{-xcU8 zE-l7paEsRfIh!JO9(A|!sv35Hs`))v$D(#YN|8Wjbze`X*(9!U43{cbIh^l+7-fS3 zj@D?jb$unTOXBd~R<1i)S?L)WD4w57MDKX<;sRG+LDjGKkM1oLrmi{heBqAi!E$l| z$T`uEx+Yd-48G@!b^dU7r5JyR!hC$y;!e4RP3dsp z)>m}zl?-VrlbaU$o{h!;Np1j?r~7Xd0|1*$hdGErQo*=wlz?4?dW;*MfOP$>HZ6i~_QDjM(PWgDWR z@Dst?1SrSy9lHdqbPzD^@zRh0JNHzFMHQNY+@z30(O8XNsPgWiY@6Oxgz?!z+fPZM zSl}pV^Ask$RWF(L+4*aV&-K$I+y3`==#OkSC_aAt7(<80yfLLXrUF-VkE^RXsi<~x zf_{*(`lA9QkZP_ksN}fxna>}`+V`u-0c_^^bfL7}?G@huQ=-HlHk4S~z6j=|KYFXT zWBluR`m@odEJK|Pla$xTXa0&->H}|xv3+`Eaj9;&dk?sz#KhG&K&>?ArGRCO>PXh_ zlP$MOQ(aq|2#vCS&lTIG{e~bY>>{wuhA(IPUC{iZc4f>Lb7Grugn&gpowNMnvQCV8 zXCZV}4C-i6JK;?>!a@MjFH{7KK)X`tX%w5Jz?cfK&Jv+pKm}21QLq$Zb~&lM04}C6 z!@cuj(s6sT1iuE(i3Mxr?j?sR))jxWrd6%=O3(KcTD$#}&Gh)CzIV5{=8Hu_bhbF9 z)FZZkN2Rf1$KV2FaXnr!Y<842AbLM=`B~x0k%7=;D$M)$??DBWn*>an_B5n4kW+Q@ zTaUj&oT(>o)fuf`8Do0s#9-N_cPQFCzc_4|{aestczs&=@Kev1EUnYd<7cc+z13ag zH(2)Bf9j__Jr;Z3a@*Kvj|3&B<*oF`TgKYFM6Rj1U1SqzW(X-czIlA?AhH2=c-Ecv znO|Gioc;5*`2{L*eY>)A>}2!A87u=~BGjs^th^V5%!3C#I6=2NLg_Vjox0}SM1xCP z{xXm?41VCM7@a%+rQW<5G&?iZh^_PGH_n9Z#({&jgI~*#A(9b;u}`AGgRQUBk6?hI zzI*pBK;5TLhmbRn{P$vkSLnyanrI|!NbzHqZMa^M?SEE?SqmxVWL(|h;YK5GV%iiu5iPVh^tkzG(DjVF_oKdI3UBeE- z@7s%lzNY)aE2#`Ji9~XzJ_^p8+~f6b{^c&2%V=N-dM1Ck*=JsxJb{@=iavjw^FRA+ z^2fL|_wQwwPE-mx4Pstb7@31SJzk~RGgG%joXM311alV~m@oxn4Fj-XCbrT!BQ?-C-SZ1G5)VY}h7g>mwaYaUzRuG|K}NFx_Wi??8gi z7F&cT^2_dL?lNAX+@61^hs1e8BY~9~JQ<&Ct{%&mBGU@$E)TKk*!fU<9l|o@s30(T zg9@+MO}0=|)W2uM5K0?mODP|owe(h$085f0wOLw7x=h7^SxvAU;^4RxVjtN4X-j$4 zw-sF#8wI(ImWG%_gTGS*r#(c)k3mKGDFdI~s|zI5_<_(amU>-9$rv7d7CfW|$PB0q zRU&>7wrl;t!yfB#?t?@7*}t7%e1E@up2jEA9o$)3KhW~frLAboN9zD}VBgI3By5qg ztaNs=E?(h0iszhqOqDZe8$P7cV$XL)*7^m;?9`xGn3()n`r2q~q-1cQD}ChCy^-<# zrET$QUb5=GV_!>724vv<>?z-rhk?}}nzmn)76?zj<8rudiQ28bQrt^8UtN{kP{|vu z{#UTAX!OQ|2T@<1`6{}7*|Az!n92<9?{CtHprHE{I03jXV*TXbpRZEpPH75J?eQTh zNj;S%q-5cA?evr1vzia>Yj{H>5sJ(y!CLr4aSIrE`weR-OArddR0-2_77BZP3Fc;5 zNbUzPQN;#V5S}FRlI?6JBj7@(Q!4c{kU()qg*85s2WREI{PECWj8 z{bL7@B&c6z0L_$JB4P-mm9ZNb+faMfpj?VY(oOd`A0U9`>3I0!O1QPi2aRf;V?8Q4U|% z=DW{AM$x@X|5N_)UAuOzC5bydHi zOaLrbMVpAF`O>IV>>}*1$XMtU9B=dPy{0=I5N(`(Fneu?LMnu=;-RJ=1Eq7bhSwA$ z>$kQi0~nsihs(3CQN-ZZDMF7A#N99W9G0MD-Eo6;YGkUteWz52VTE$8v$#Ysl}DRR zLzZY!;Qz3@t8r#%f|cLUdcPl*RSLK}sNL#OmK(K~ob7`eq2yFTN_H_eMW#7lhC?cd zCqiQ%UQ|)#C`?i8NI|5V7q$KgWyOd!j(|sr@~T5E_$EY!+6_I+&+4Bd=D`4QP2{Ss z`Cro?YySbOh7F`>Q_c01`qXnciU(XPgN=>Et4nxt9NyztEr=^XfB<314I2CiSL+bu z8tvUvRU4DXoehnr50Z*{erd0AmSrjgMT`$3LN;6lu$V788R3iUSy;q3v3+S!`4~~0 zD7Ncj&RmIgH=@V4tEJQHd#8UF#;smWAOhiE)qVafVC_&RY7{w!B-y=Idd-V1T;q3~QH~ zYb!e4SvDm?c+IcFo3d||PyQHsKGWIv>G7t<%x7BQxy>Ir^ORq_R@vb1&%+(F(*RUl zRtSYI#;GbEs%SYcGcSZ_`Ie9hxb+HGIK*;(s|yL)_YJ8Ufg;zar&=Pq3+DlUO^-G1z}1wX1(|Y)%~!o064CD* zl3WuM9hO9!OmbmZ=@{@{2ENXY!RM?%Mo~M4^_vcR9fm&RVXQG>U*hxpW4y8pZE zj;k~MitpliwZDEn4}J;q<06rg5n7I9o*-Jog;Uxc>?8I&Ue05JwmlNp2-I zq>8x7efzcyQz{0h5T}E%z&W6bXD3e?PrSZEg5vsD0yOB6fQN|2D8Mnt-7W&6$HUj# zw_vS?5qyxVqGPC+5sG@)!s6`N&E(v9jLVVPvSrJu))F>vOM_jx7_Q zivNE!1k~~yWn9)BU{NcWOSmTf7DV^rBt%ddIrXSJsz7;F`24tEMaaNAcXpESML|$t zN-1q7G3c!#Ylq0vkjF3pT*3?aag#5h4W&m31)EWP@;Du9QV7wfleiT`P|5*&y|JRu z+{K9^{}1HMJ;vg_2Qj}BL6F3;DiBkMolVPM3f4cR*h1%6$jCJ%6!k)yeWHHHd3@VB`pL*wGAEKv=0#89W2`RInInFSygH zhwR+#M)AWjLY}3V5NaK=rEH$|f`{jp?X<_Ssa}3lt?iBlho|1oeLar?MC8qzy&YJ3 z_FdKc9vwZPTS-daiV7y@!sXk)i_QYry7&I{dXs4);@SF4A`8)ab2$ipW?08|L!X`Y(M z;cQyD!H=2O^}seHAlfye;t`Ows>XdGbtyP>weYL5c7PSr124kOFOvhY5w+*BI9`fw zYH9gOIy3nNIE39jeeONDAwgMin4h=9;^vraTwI1Syi zwywQmdA#P)sti7wy~WS{MP9#OCuNtuByq^~qg<}@Tk*eb0h*E~*Fiq0k$hTmdU^;( z1N*<9X(sUKX@bfK)*^lsA)r1TJ;?6lo{6ub0Vv|qJ2MuRfhtK*I3@{AlQX2KX#1k& z<07Q!WY?TfXv{F`y!himrdzw5`>S|MfW%;D=+-S~u9grXaL4F-zEi)ytgTtPW?p^0 zR(9T`3lr(K0Hs!HPIIra_EW&2Vw;m(^Mzb!p`d2=?Oyv55@F?6K9i2xd)ani%Kr?s z#5Ucx^!OUIct3C`C{s4Vb(`%weAwvb-Wz*4z}l!2ZpGUAq$&Ryj+tw{Y&t4JMa9-5AcDhMtLB+rk{fk!P9u8R*3U755^g0ElEnLvaO^?R zm9%J$L}jDgdO~bs#l>r!UQM)UTqxM7>Xz8CW1H2fXxs29@a$41Tpm0fygIQ!iZFAu zt?}>Tp_k75-7)n?2|7J76)dLM>Jnc^bEQfGa2~#LXyEfpd@k_muvS*Th_bhn5nHeS z;v6F2Rk6(ES`6X$B1<4v6gRMNXi|9Fz?*Wd;thn5E@<~pLh8O;=+Qe|UCu{@Y5|lV zU-*`>4e(PzlB+PiqgjMP9f^p*sOYykQO2GeFguZa>K)Yzhv_v-(vtApoDXJ}Zy#iA zRyvZbYh<)6AAAbsUm2N)@Dy}8;lq5fIRA2*^Kj67B?4O-%EDu@E(D|bZT}Zob2G?S zBh?-Wkd2C9@d=UNmuHkf(NO)zerdSju_nx#P?L*x5mz9^3UG+IdxlX&W2kEx!G?U) ztf+qug;WQIp$>-_98%8%!~x&_Aljv@C)Znf!*g);3aUdZpl=eJ73>N`7_da>b(OD2 zVX3^z8Ido#3U%pps6AaQ)XM&X79a6S#I^a2M6U52$bIBiAj`E%ju25+?lp3%zn*kT z5iWrzHgx^S@T-U4-=+zJ5c>Mkqstk2MM))jB=-raJ~9V7lcCf_t} zgZr?sqju9y26p^w%{jkyz5{ZkZeU%$Ef9mluMm61=_Z%*&S(?6k@^DrvU3IT3baKY z)@SF-fa~f$5Jp$R6=%P?k$2%+_}FSyS4e?}^j9Y}F+ zo>0T7-x#NC)Pj>gy-)U>0y>&zUGcWS&DtQBffLED*M@B*=0-&Yy)QmLHZNEIv-i4B ze>Rdl!tb7fUu|c;&Q9GXX_P4%!VOO&Bu%&gp$WZVhVW>k6o=LVD)Uiw;8$|G;8gE) zAYcNvrw%R2?j|qSYT+N8VtYAO!i2@ty7Qmi%<>-!o&)B~zXyndS84a29;zaQ{YX#! zE#I+UGL~kq(xQ!RuFCxaoZ_MB@GeRZ78KiO19IS>#<6jo&xsvszl)WW9P86zG_l8` zR8(Vmq4Il-C^`vF*EvxYhQ^aEmbqc>va*qj;U0UtJ3Q3%JE02VoYcCMIZ1Mu4vZW? z3s;wI{S+uDA;ur0!-4Q5#UBRfPxJ!98(!OfI+Z@qoJ-g^FhuLtcz+Ed7E>{|As#t3d{P+y)VRfeaG6C%#{wGx0Cz}f7fyKiGHm6z^950^e zNwW9sd&(EBF)8H|F{cS9?DtW>@qp5ri0v ztYPz|_)K~f9fxJopB+$xBATbWa>DPrmUcz6^aX7^h)B3MaKRu^6JixYTP3d3Vm6Hg z{RCIh92J4}`PSA3y@Td%Bx87E}4}Gq~L^N=jME_0t_YOGC1572M!z{%MY1vzf?M|3l;j} zQkTScZ{9p7{P51jYvKHRYjs06cPOV z)$_QJ$4bXG7#N01DXi}p0TLxqGE$#cYV~ixg?}0Ov0dw`@wK1@Ix^%oaBHU2^um`P3p=CKn!V=Sa=%7?Oi-LSdGzSfCw-MagcQ4`{`@G| zfQorRp%u)TJK<~>4}HW@XvL0;eABJHM8={xevfQnaAU)^^V&BTumO{r^y}XgHTpArd6d0>X&1aL8A;bMb z(8uXd)c<(_TG=X&z6I0CWp5T9pLDz^R4mi~Dn4oolFzEv>T?UQ`Y4J3>^>P!h zgyp_w!%8qe191ZP4|PbHefV(l&)eO@U=goGxF+VY^D>`Ts_5IZ>7TPv3<_K(mSaZN z;3l&y8zRn{%Ba{S<#EqnTyf4Seqp8+7QLV7z7DNaty7GV-N_BAy~}qiuIJ&1V_O>X zFNeckj7zZyo){g!GlYdZjbd89o-=0|?=gvzX@s)VHUH8;$9zP|pO9xd*Dm6O3vJV} zwD)iA?F={;awvn!%c?=_^Ce!;!3H8`k?b68huF3#G=jvraAJ+UVi+0{$EHYBkBqwZ zuqZh87lme26xkY7Xl^hSuN7Y(6oD{_AU5ki&pi(5qFS4OJPcp^91V18;PNWBy|h-3 zNr5EPK0C7wBGN*4-;+3v$$ z#^P6B<*JaAvNbV!pU~8WJ^j`!JX~~%VO*^cFinab=SEb!<6_6V<+3YPK*$nbS?SDA zw=;ufi=_l4i2s13YOvxRy_$2X#5+Qmq{$!IRd_f()}rW?^goRZusUBl92pmNJJJpn z?2Qp}IU)Th)EA3{>0oq}PgjdwIx#mh7W=9@#|Yn_U?K?|n5&#of!i6ReW;7DeG;$L zqv2xZ;`u%pxxCKTRzpE=a@qG+IPNFl-OZV;Im>h)-Y-W{Wt+(7z|#tOkEb!N?x^BD z3(?RmAW{I z^Y!e+k$6tEU3Un*$J4v4wKDlHL z#ik^ey}x6cFjQyQ^ZME=0qfRtXGVG(3-_%0`^9Mi?RP*Rv6(P}*|kGX15?2Kk(F!y z6$saMVtAe(JP>~L(Bq@JAZ-P=9OWlx4#J}$Oso97Q}!yWIMxElP@o$USE*}jF0fI% zM$Tw+q(@~PdK{LY|+#h_N=n@5AA++6~3gsQg2dqx#npM3B9}qjj6$Fu_pHD zAgJ@{Q3Y9DdUnhfaH7f>h5-W>Zh3B61;982hU{|;9Z@m3IpV0|2oA~zr1-~i?(>UO z-SFlU<)bcdQ`zqydW^pbz&(@br(u$qLHv0ZjLx=OdsL?eJVF$R=%n(=S)%{PY6wUC z@ATXY*RU}toR=pyChNh#Z~@v!d+JByEpa-DT!P%|Gjy`b0?q3KonOa=G+cz&^&}Q* zN&%_>HbV~<0)CqG{2W{jL&*c=P}B~As`y`PLjW7#k~qy&JdwxRLU<*u|Hkw797eD- z&w5e`4_Z7V1+y@N`CL;1{%d?8EWu#ze`YvqIQVlV3FjmLHVA-`K@2AUBHZQ2KrQnR zJ?M!|sdVD2)}cqvx*92iUxppD>`UE#Hh_h%T;A?%!ltbs@|I0JU+8aa3K6Xj6&yEu z>iJVjB?IRMs>vMwD+{zr5L1O-*NNwoQx2dQ}B0fC~Dd1Ca#L0V=UoA{!|=jw3!*K44@8uS9y zLAT!-!4M3G2Ej`in$rASi!8m({;Mc)oXMDRg%C3ErskSjFIZ(i%$?qxTKH`2OA;Cz zOwj-XvrjPcCJS^8ayNnl?TLek2(elms&L7HYU|f`d}y@Q7TpEJ_7=xR#0{hR*Mz)= z?g{2|0Xg-I(2?&q%o=`taQLK*BCT>MfsELaHCSt5P+}M)@}tO*Q2RL^QFo*8{t@{MV>cldJ;r+ zA~Ev(?AXYCx3gU9gRGCtSV#DN=Kp*_Jk;Qx%Srp-E_8Af*klQ5!_IeeYkrd z`DA5u--mmv@~a7m!G%lb(dLkf4-8R&Os%l_O`(TVzwnYBsBwq{pY9UI)IuxW2g=(x zP&4Kq={XYlHOTq-HBe|yf>4cGIUtd6V&kAX0k)!LQQPu;7E#fHR?`pfSH!F1?o?xuKSMv<=H*hCYCw)YOa`g zL#0O!g0i>@%zz#c+}m6u@;{OTkr+*#>GUoba=PEZ7>;jdug!tFC5Y`@OoS_MH>@la z5e_jT6?0)t5Xvhg9Uvo0oX_4YR#2gXMOIMtoQmtGy^L4z>$@C97~@fK;J~wk0RwR{If<@zOY*@2ELI)KblQuh zs0GH4niDiuVb>c^F%BcOUcWr@DH5`vOvJ8gwxM`NxLj8*8B*>Z1n|Cx!G2b=BF zjP~&hEvD&077Gy%UJw#darGRoH$h40^Ml3h;3I8!)*Umq;_qgacr}1 z@xr9MK*JEk3Ic?oc-R?1i8x4VOM9Xr5^|2bEWDim9CPDNC>{yQ!^1_;gN0Q;|4$G% zfEnc;Vs|!XTWb>X;8*d8@voAp==Fa^q3dNfGKds+C%=Y2Q^_#6T`>(^yv6Yh)jzSI?Az!^|FsV1MRU(ar2=^ zqAA(wckhN3O&)mP)Fi%3_G(&;K(0|ze-mjr+_C-Sj>AQ#z6G)_hY4VBTi(iD7nj-+ z8TI$GF-K^ZkLWE-Wg}`MzZ&sk*(4c8@KEiw7qCn4Vo8frdDGe8m4{3BTs1wvPclMy zYZPgWVLk_iR|zL`RgP^rj*t!~HVQ%I?=~bP1CuonFI0D$ENyyx$eyBb;_FVdJf$_m zNE-^C4sm`Ytudg^wP1E(4IQT=zJ0cP#d3{t8)Nm;904nk&mJ0CkcEd^j-*7|iFO&! z$eLyt+CD?8A->BEkZt(3aBhP9yV{8^$(y^XqWHtuL5adhT~dMSuCF~?)jQQ3%yGCut9l6FlYI+X{EPPH#?FEFzD|;c@mhxuuT}ePRX#j+B^P#la#Us`o``j^vo$~I zArUV?!@j+HU`s*U-^H_-h7bvJdGgI&m)!rh^vd@S?KIqEkduYxI6+{s{kJyGM4469lc8{g#jXuwg5`VU1lB*t2=R9}Q5i8F_1M9w- zS1VrGsId3T)Hn{@sk7v2zu|Cz3vCLp->{xOJxVVgs>~|bDNK4ryx)`&r;6b1!~6E! z6WEOEH-t1RRf(k3f_W|@Tn&20&4+*aejcq-`~ERoq=KJ47A@u>JP!(cwqKkbR5nvu zpIQ<0f#0GY|JkX%2z5x%KP<14glIYU}(QN!6 zA*yN-1m^?Mzp`>ZEXD#()>4L|0n|+9m6gY&QbY{>pRz#013)w)EAf^bnEwYz)`)Y7 z|H5HMc*eOjzKWxG6Uslp2e#8(ZC)6}dzK8>kX8f|7YU&@{^b8+A<>475JatAWJyeh zd=g6DIuS9I#7++&z*S{&A<+V~t^_B?Hz@79o}(wK8Kh^zaK(R7>VKUDWW3MU;i8Xc zAA8^kGa{T2dhfJ}n2>e%n2p2X&6_Rr?Gb$73}yJu{IKqYu`Lt6H7MsHsD4ty!Zu!! z3y20%8v@s%7%&@-?de`Aq-pzEB05GuxW(rDGSVX?p%+2;JN?u<#0H7+2k>P<>o>c9 zh=)eG`ihZ}fpS&ZNJ!Iv2UPnwb&%bJ=q6DLw)l7$;8}v0)w-(=SAgMrHB=?ifF3>l zo)=)-Lq=Y+HX5Q&ir82WFA%S1V=#8|e)zE2qR@T4nW#iL=}?4zJ71bcF4Gs^%s;;e zbBz)cBd&= z{YgK&KBrJkoDLjhFE}^&T>^7YM5abCqUicWHAWcBAw)o>V@)!|Q-_~MAA1?L@>E~b zKc%643 z+Wm5WJa{?;BS8*2KenH8HbK@y8%PFeo5-d8Ud+NJAoEptt=b6yypg1&0OBwsy=NqE z6aUaz9*(R?X&&PEAsgo(>pY)q9H0>VKKtAEGyGMkP!R!F4P*83t_QM2HySU~Oi;}lDS%q>lLR>56+yh1FG2@!p-<5vKv?hM;3)%+1zo;pA^cc!M zr7M%-?jN=;smqz8T(Za)EbU3g~ z|H7omh1InFWR~Xnn$~X(5fTgtUx+GpXeW6vA$#VkiCV3>WFEVohUI45fJ`s3{f8zg zxyPYHShM|4n?R5D&&LP9L;HL6#qxDpr^qdn6pdy_#63-onN!D0CbrrWBLU#pavcs% z9Wl-|A+o%*uEJi&T$H&Zk#2tH!T*3eMZ2wdC_H_!h=d@Gx1D-p``NdB4pNgzN$R=Z z$=*A_>!+b#(Juzxh|3QSt2N>`$>|y?RVq-a4%}PajN%%1Vk^@TQwd{OhUq(`O@!v@nGQLD6g9J;6L++3i@T{d#+xw+F z+fKvo;uk9@G2yq)5>=>Pvozie)`3I$^iYcX$}>&J+R)fg6pD~`Ng`?+G_AI1>|ax7 z=PnonZ=L?pWDj)+)&%tOg%AOY`?(60>13p$?{^zk+RMZ$cg`5BysagVN6O-MLQM`$)$j&%`g;FP!K}!CI#uk>u0YBa&--#IaF}8oR~9O^Ib!8 zL)bx~<$aqJhL2_@OxjdZiQX&^Z(}dvo343%NkCiaV3p=9%@$ z57`p1;oJ{b=B@U?S@LNGF2iFXV8jt*XGlhXU`*6Hs`#Poj~6LC?pnO4V@ctU~X=U-5k!GJH zR{-UKxDWI-y4CCFnXUN<5@Rk*3zpB27K;!ITe->X%`@MFprFc38&fDL4SepLnAbyl zmtKXqnEAcw{w9~zHQg+Wt|yJ`fFqRl3f(!c2YPD`n&qI<9sU!m9IEmtCrT9V9GlC`OW2ZeZ->e3MsYOkv?B$i_ zoK_-0k5tMSmpN}#p5ursa-O|fXN?gFj+ypZf!vk$ETqd+RU?d4<4+LmPS46N}? zpZYc2#z2Q!!69aV*TJ-&5BF~z%sx^V@NNC^C%=4*r(X|&ywMMdpPNYWeS-B0OFT_b z{)WhsN|l{h%ZF}+G>Q{7)wf|Cz4WIiiZH{CBP&rBZ6{3-o?i+VQL_$x2&DXN4+tPz zDSDl{b1nR8N70RR>Q}J@>A`Hw)Vu(PQ4;cR(di$Ei85cY`O};lRwo|%^Vb?S5!<&N zr8#(acSw`_4jj0!QWeZnp>tP*5P;~`nX&9@Hk4mLJQN<*MN47lq7q&yh;@ZFuYi?L z-z}?vpUY4qo+M@`eR1v_t&TZjk|Cv(_1xq~(gE?0eBhDbOog3;BtEfFLyjO5@zY&p zi$%KL?7WnNy*)JiDtmaae1*q%+wDLE2W5nL z8UGc~>xq>OFteQ)2f9cVcz@c>kwz6I`L+eOKHvBb|lf!p1Pk;wNMX1?1J)$QX zN?JcQJ$RD*Hf`?w^0nL16XpcKPu6lJnb84{t#{w$tN$i~fO>>P%0~;1N8!pDL>zph zTRxs7hF_cK3y9eP?PTGr}uSv~hTK;+W$?GYMh zJ)K^R?E z4`X^4@f6lgUnW~~ww7$t`cL@8{~DVT(0Z+aAv0gRJC}h4faoj-A=?hj1o|N?NUt?X z%h#ri7S;|lW z%X)+eQ?i#a3C8wC1(p8LRW1K>>SkgAC~ylPItc5E9a=EuL4`rA&qYtc$bd&fW7_T& zMW=q%J#sPSEDXNp`6*QOVM^!sv}nhN_4zg}c@7aGn%99vNx#lpD~etWi^6JEX08_C za=eya8JYe9t2q?C49XiTgeVp4-M?*K*5rGVOAj={rBi#va&XDvr=wcD4fQ@(@?BfW z6di8jY7RdeY5{`OFhS_c{Kpj%a7pYYX?UQu@=99S&V_Wv ze0WX;XegZ|Z449Epc_PE1)fo~N}AJ82#-5P`rH16#G#YTXaml&L`hv_uQk2-f3Nhv zcmBT@k420oX&hU2mb?HVQ0Gm))kpJdwh2JBW1VQ+)hUSf+pE@| z()nczxi~6S+!tg9C!5y?g-C@~=lprLp8nyuFkvY&jIY&(b#DTO5g_i`rvV;Y35QRT z5=W5#%%Z_^k=dA%vr_=12;cGOw}eM!)u+d2Y}WSvpBLa*6}A^?o2ElgArdF>XaX$! z$w!`f+8L2yLB!7wh&DYIFt-&_V&yqZd`Pmk@{`72dJb-#+nUcAqS&ge($ok>0mA4R z-0)XNd`F!gi^>*u@m`!8uu_CCwhO1%FI>F#guH9P=X2k|Pt+0a5QTV^oBxO~L8k=Q zA>Z02eV{~$CBmtcYKXKm&->2bO4tFSG{1TKdyHfY!MQ^kd0~wHHqIB7>6E?B(0}0M z@Wc)>DulGM5P=o__h|FN+#)FI|NZx0j8x34?%VWzWf%`=G2YWU{mZMglQclY;szm8 zl6wQn2+@H~E5q20W}9cDEdg^gXTIM&Id8!A{yIxmx=;zsIv(|>KPvi-pLi{DQUe?6 z&)vQ<%x8IiIH33vu}>1fiM z>z77bOkiI+TJuP4E8JSmL$#3zbw;ux4<|<8zb#{y5o^^1RPBUSMLD^aZ~MA{7`w?N zhY_R{Q;ZR?pwZM}{Om%Vj>?ahTPXYkorZ1Gfeu|-_~useMx>;9f=U9UUc!8F>o-!5 zE@SyK!}esEhVUH6ydt7@O^*Jk0tvmL$v$aJ*U&(ZQXyD4RxbmPQGS9r)E?8BY!e)n$ z(h#~~ok@Z;&oNS~&FeU%*fXN0-odiE1l&xLoaR(Z1L;#H`$0&}QwB-TRS_UpKwo<~ zC0;7WROa^GyW%4--;>5-#YL%PHS^#u9?(6egYy;@5~&`4l2Z zx(DT+O~X;}NBrumq0d=P1T-Rj4v~&4=$&Q{tVo>y4NlY+(psW0^ zoJJ5LN(V4E>RNJx$?{bs+6$3w|0y=}la)kpnMKeui`W?V684w9jk}F3T0>l zfKWs3pV~{so1iflc#p(VyjI03qdRFeI_R`?Ls^poJ=rE{PJ)3u2SBP}&FEqIagGq3 z5OIJv><*Jnq{bLyPYl=k8V+Qdg;^B2vLHDL8i~z;2tE5@{%-)DZDDb2P3)%Puo{kg z!(OgM;p54N)O3+ZA6EVo-F_oUPnC{;_Eu!>&ZzkEcKJ&ef0ha6E!TIiPB9KXRrIEBt|~+P!*}lwqf`E0 z#x!RBCf)l{5!4kELCNUmbpg{S38r}JIknHstP(B4uhB|{$o46p z-tyw&GGXU;>6}}@m|_sfU)smRUfr1IlTlo}23M>6qS2|ocNgY-XwpiKbvJ%2Y`b0m z{7&XIqV!Jubo-Uzl>Mu@hxD^m3j5cPfw7>(ck*&mE1De}FGiAK7SkVv=LkaVYcAvy zV{=~u@&cS&A%>KlfibxGkqh7GkE=tZXACV=kVvX~N64@q;su7^hqi6FIxR-WD4$AU zG-p((go0IB%)3dPQyLRU8Aw*AF;|3)A|O~7O3g!r8q&#i5-yRqP-xKzw)2_K8Tg?W zYDcY8_Zh4mXfgDeK3U?S9{|uN2FaF#UzhZ%fMR|Ed#viuM@qMAR6;4d2<&A2ZX=7$ zfR3qguJ*GVxoJ9zm;TNzH_=qOKst}f21JF1mtx+wF4Z6`D6U=)@pFUWzX7F-b@}&- zcenNkX?n6;TIVSka-Xh*K(<_SSiS_4A98Gttaos5fE-IjFDcQ!h>ZteYt8BR45D8_ zb+Zfa??0+S&$8>RjO_AA&B}_9c}0jDnOE@`Sqbj&1{fML4DRmT$YRJTu-nEEe|Dl> z1T515jkpXd$D486uGhL2%q6Dk=biD`g153A>bSLZ-H!NYW5+S~%j&^WDlDlw4;x=^ zR)r@_T22n)XioD+QFvPN8D%O|G~LEyA_JIh3TbT0H5!IhU*3Dr#wVat>$>k>RUHPZ zFhJ~JEeh?Pv#9(x#wFFB?`eIX3c0X)zIGpU92w0Xvx{!~YlG70KV`aBp6Aa)1cc=u zdmj%AMC7o~sC3vGpYJ!(uEU?G;#!NU+qorgJyNbKk3{eS+!K{n3Kqk@B!~t2srkeX zNQj`ro-G&PHi&gQ`@@p5SmblGQ_8j4(;uz&%*|dRZ-N^H%Np_KhX~;h)i<0|Zxp94 zB$IdvD8AQJTy>6}tGV}{Z>*sFMQ1uIqe6hGugyV0#1;>A)eU254dZ7&>I<@gAi?hL zZgQoYCE4P)x~;Qtgg&%&_15FnsO`*4{nd%(5+g{^GA;{Q|1vn!yh0x?xE&oo)Q)+> zltxJYA1YZ6bJ>qGF%7Y6WFb}S23DKC9UJFB2(j@1>l9E-UE$XTflx4|dxn^)b3p9(t}OMJCsh98B6C zfO=FDf4vFjMW2icmA;832#Z`CKw`EnL3|&t^pbh}_!tp(ZYhFccm;oG0HH_8Hp8RH zj!?nRM|kka7W_~IUdM68eLc>z;-Us%4N~>@eHF0{!!qFI3g)&}X1KD?e!$Nm7@>|Q zR%w0w?SGr9B2!}c=JR}U?(u_)x~bLkRKrmqQ4LJWBP>8P{)|TltRjEqrM@TcwJl$o zp<|cCOPxN;NPV7J#vdwfO3}CjDUue!i4h={x+LdgG?7;M#g+e=l~iI**EtF=7skF; zjxApC4c3cgDC39+f=GBT_goFEH*?%XrJ$hEi(LIS%R&i`;n$dVMcV8@?}=7ce=Zzx z!RQ?(*hC8SiE=WumjpR*^wNajvYt9*NeD~$(DuL;mR__y&7(I;=15WS9n+Lsz8{ag zw-?=xxJK4Ro%J@AQ!^(_Z3YUaH2 z-?+lrzVmVNH_p^JO%{6+t_K}LQ}3gj+9g%6v~nBqR`bx<#4+$h zzQHId%vB?dB3txboVd7QAkn!hdyPyIjn>$~*flw}cxWr}hrinsP^sZM=J0FN2x31r zTs>@}WO51DDp`9pulS8UZD$wP4Z5}GDm3eWRO?bV@qQJ%3XTU)I+l>>-m<0B?xM_Q zZC-p7Mugx=&eA768%+*dH%)l+V;zVx9=mcBkW_# zFD+}9%-oSLq~^b-YOPub>-N)*;30|?y_SOvw`oxS3u^__r`v%7t6?g5Y31X^tb|O0 zjF?)jP_?F9BHFNv*yC?rTG!D@md#LS)yT6>6C23DBmf(Qx*jF;7Gpjg-Nx53BDNY5 zxS>Ptdzan56Kyv?NSuEDGji1G@O8?vk~Bw7{pZQpY*H#uEnsV6}ajO^+{W+ z!r0vPwH0-P0u0loVw#1RIlB06a32}al{}}nEn2o(M++^Q*D(3{U7o|9SvLmeY!iki zajV;FQxl_`4zI3YILv><5pPy9woXmir4AkLda$5zhUoByQVb|V0pa}YBos9uqj9s$ z9nH{>(+Oj-wnxesn&U;V@Fl4P^@~{Or~k#GQwZ+X0^|Yv@Dn*o20`_ z@>eK=n4b`0D;~+bjWK^n;ha3h-h}_$G$U&lUiIgEjN>R6C7r<>*t`eO!C~+X- z!@YyBN~|?U;z)b2re>n|a0mh$OcW~c^Q<8~8?R?-Oh{gV<|umX%bb$h&qsVj2ZzP* zR&jCiVv*t$;0Qus!19423)ee_5cZf;o`VeOSnm@Gi!CBGg{l9bWb&xLXCH_E>`01I z2Qy_~p54nO*!k87A(fl5>u!N0nvT5LHanH;Tw{kZSOx{M>WBvk5<)`%kEt(#t1*4w zS7=B?oEEZG!VxWKp%E>Lq*EP~j8d{pDb>u-NFi;fR7zPwi|u4Ls z#gs->sG9W5?O@2Gs!3@X4sOA!JD;TOE~`;CTZ3xZM~N4m7%TC@bSAgnM*8uaTsrg)(w|2t&&@uI<%fmY-EKBkGWD=#S zd0gQY|Af(NS_Mwqqi6>v&&w1d-&qAu5M-j9h)_VBllpRt1XuD9oj-3X8iEShc?R!~Jm&UG>ryeRt=>Z`mQq zn9>7O)g0)&xxMAf?|Ba<9CHCeW2*KQ-Z{}4yzfaa-*3?ql>7)$e$U@y8$DmiYN%gu zoRY79pL<6`=_Xn1X$tb-t!GaX*|z)f#a%N+ExC z)WlgcYsbt^SWt%&gwOB497aW9@qtf1zyEtr5&pUpi_2Up{i~)|VVPqi{*Uphqj;f3 zdo(~#U~fRs4ZkV>-H=^Rt2?lc3$&Te$vnHasf*dMiB=aC(`l~hT&H^F(Xp*W1VGrm z5CvdYgml2!$G9kng8+u&3j}~&y^U2zQg}F<<|7AM9 zbHK5|N>7ht(o4zQy-ImGCdUf=-{f>>{r*e1KyG{?7=)_c2b;u0*nzHPu9aC0z62h| zu;zPAj-db2?Q0McMz!QP{4gfYyWw-)>?}Wd6wxiDZ@NAzf zCJQbsBAV23(yfx1W9XKB-_D_fCb6=o9uw@lfBRk+la1K7Z~+q&&vma={i61)?{%2j z;ysl=;N;vjFywLai`=JKB{|Ka^~}2WdJQx~43DIJx9rG`Bl84W_YO?2j?pc_IWwAq zhxxR4sAm4Gu?uoGJVew#v1y4rrY}#>n$tHABAt>*SVWd)-%1v3WUN@Ak$?CQijk=m zSRHosoIj>z10*$9e!cleNb!Ha`uzRdHEWHrJ89}V>aWE+^|09x486=6q}5{orSB)#`_3RS>3Drk~?xuJ&~ajCq2%fUEENpf zbLZoqkHNaqYbHEuTsvTgz=OSOG$pO?IY_5IgwI#nOLIejGV?KX*g3Ws{hGdNBv#6o z8DhokY=*OuiaSwkv&mc^VQU@xTBTtN7H=tU)XZTN#74YgDNR zD!>@Ffn6R=uvVIbHKmuZI)OGW(DFnaR3(Bv*YtLI(z|!2FH4PjrH%1KAOk9}E*_IY0R!o+*z~--x?zEZ z5^b))Qoh$wnsTVrDuV6w(_|e=Uo?S>GJ^n^#dd8Z1s0 zpw5C2=q8g0%W9dYkjqSzodYHT*;N?MAx-1y_NmcY8Xs~MqHZWeX$%6?X)rR`3^jN=w~G2`FMmbmzs~Js*E&_ z{7sz$rk+GmsH;8?7)%uRd;Bt73+UbFfi)SxpGn(N5uq#-qx^OBuwvuqkN?`GSjmlF z7T5B}L0yxI{(qXUz^8OvOJZ|FRqL>l1zRR33+Jz4vN40=~MyFdLW<|R^rd4iSh zkIpRp;oZ+8LI+x34Ri$7)7H=c+6JGfx3@f8WpC^FQrb!^#+v2J+p)9{2gWr}5%Ra+ z)G&=Z*|P%6nr19-#iq3j*sAz^ilzi*yG`I9FqxXooo*Y?-+2OxlcK?H8^07Xw;na$Q%TU?GoU7J~^>4wVayQTk zHCia{h)|bZPuuJC4*tD_Ca1A+zJ_WipHZR2aelXU*3;fmrB`&!1Wj|}2p~G`FMI2^ z^W?Q~5>Gqu#?)l zQ_nDNLtKf<&^CEG7yMfMJ|G=h+@7`b&u0a?jk9u-doi)10aV|z$QqA3z0_No&dPwL zY5f#|(`B4}J~rQ7V1gVx=*w>nyBc$5C(X6LjDjQHp%h9pHORYSk0WqB#TizZ5qdy1 zVyx0N!8sNC|ICQ|6LbMv{zuw~8$ILRUOMTfp;EgGfnniK-#^CNK~~-U@@eM_Tir}` zBx{y&mWQ-7)D~>I*%sE*aNJAH7{^?=1K<*E{$+>PhPEn<%+EQr%Olp(K*?mHIcjUL zne|E9uab~qvz4mKt~DSY9;s(#$$evIe0%1V@3cn|Yk8<{S-%m9y$h9tzXBQEOW28)kv}5u!2MbdfJTZU0DEzg zsRwwX~#pVIoZB+-d=tr+6p=m9>eXpt^3h~Bf7&6T~hik+BQ{Wt-q zSbI55S))<;cyBqIY5A!?drh42zk4T`4eXt9@IQwcssE`yI%C+1cmG`qin*-yG*jCZ z`-Y=FP4BT*O73=}<&`#<=jHgfu3q*-W13ORfTqfX(nH5Jv$bXh*kt0kMnrU4CAfZB zJ67R`gwtjr@G>415q`h@Dt@9Yy(ESTNB|G)e8`KXN!5KV-_f4lzn)%DK}Xjc5ZOLbZ|z&lSm`&V5gP7q49f=kHW?@ZzYeWm0Z}?L`>>nPjjSB9d82iVZF^3X1m!hJ&=fRG+KG)RYc{)^3L zcnxFP^r=RNXF-MI3e8G zZB&3)(Aoexf0GsqgnYV{rjJcVi6|Hxn>*KR6{?`L)$oXo4^`@EIR#aekY4|ZLoku| zuW1V~p+!)1QX_o>Ci*g@fAy5niTlFwX3J7(c`$0P>rxGm#hqK`^-U?ypi1TGuE1~|%PC^B+Q+9vZ4llnvoq0%02k#a{Vl?ARNzg>X=%DVmrb7eW z|9(t<0mEH0U@ua2!Qr1|5Lksw27%YxkjZLM2&Y6cZpG)jlo2_tUv?Tt2|qbJXdGDxLQEwTf5KfH-_jM&V>4Dho`)ymbRdT*3(dzg%8m8GtkNyI#2PRk zgqi_?EZ$y3{b%4#Q()3IsmLKtBk!Am4>03`#Ago`R9FDIEmB>BWCGXFtt)J)zJXc- z7&c-9!umGMUlC#xKPEt+3NR%*XafaoFBk*fc}Wvu2s&zXEW~L|ePy1up-*EOm7*rw ze;YlbJ7an0yXUqByYfK!m}pbjW|ay>s{gGxSdUfxosBdIOlQ6?q82$ zL(ki*+`)mt{_9)sok8N3wBr$G4!C>U9ufY1z(ySok$bhSdH}o zH1+BC@f&^Spu+Yd+YOry4g#|yIInVXmiNXRE_S~bdCo-M78eXtQqnf^ln}Z%>^t{nJit%A@y5(#zt$f5SYWXlxgwn}i@D!zZS9)$9wpwQS!1z3oA3qXaJ7#op(KE(Eq}YOH z%CSCVy7XWodevl#7vVK#Cf6_fOACu0ijHEvvAWcleQxc3ru})we|9)bJ@xUqW!$}Yrg%ni)$uR!PkC~Bi@uEsjjdld)U8Ew47F=#LiqE zhp8+&`(WmE*E$43i`dav&LqM@yhqrWqK0#WaW{kVU=)nU*P+VDaco`^_6dsl9O9Bs_r8vdx|#K}#2k=Rk}$KspOqm!zA zERE@p5XHnUr>}YbFb9soOdgvLrcm?0 z)iac3_G(C12;}KlD9OuAdReQjFSEvSof7CUTi4S?OS;nHv34K^W!A6!TH5TquV_!` z3dK^=(iMabuvm<60aQgGVEt$1V8E_cVy_Ox4+7m@>tTQe)`C=0gh2h9O4YslChD8h z=@WR6EaHcjM--NQP}z_bZTGd@qor}r{dkYF=BC}p+fb_KyLTC(4C9fC(2Xr;o3u`u zh05Sv6^bl7FlzoeY4Ky@Fcr7`=P~P+fOkeJ(K6{3_8pJU6}>m}O?RqVAEkH$&}%Wl zM$Ee)Klxf+4`ZvC$Qiz-DEJ*OErqW+jFP2Ss?0ra zd=zVc9w21k0HE~CSm2ua@XXSfnM1u*|Ni1M&b(SPI$?pPn=*Zi`D!|zwQ9z>YC2Yy z*2RCvPPAt4ObO}VLq!nmB0&*de^!|xf*@X?hhtQ@XI_sGSXxnTp>5VR1?Oh2!24t{ zZSt$|=}*7x%AH*L`L}GsOR8}ryWI&Cz+ewkK)Q1N%zco%F_^)PMoo<8n&L(CXS5Y9 zvdYXHwU4ZrJqFeRv#V1522|+$>~Qmo7coV(F6i&wcYb;&5N*U9k8^eJ$L!EY*pH@$ z$$X>c{hC-r=4r6E%n&c+Q>M2B_I0Fn07yHqd0@wv&$qXq?mIBp5FbHrV4PS(3w-d} ziw8s4HFT=$ql8HX>O|pu)b?ax z=i*KzK;y9a<1m@>z=z14zh1WrG~Cl@lj4QMKhbFxwlLRs93QpndA3`cP92>y=sj2* zA+k+*@^k$?8!e|PjaIh(-o$BH@h8EaEv=Ndkl8R+gwynw84!NWgRD=v^q9(&A+i& znQuc&7%?wxZ)IhYpDRLDm-gSoJM0p7J7;s{CHdA$xr|8o-}!)g}|=hT6xalHT?U6bEo|?63fF2k0c}{lx2>c_N09DSgpU0 zJejVv{fXJ(g!KHHC*x*Ct@*}q`n%|#?pzDypX(^O-d}vssO9JV%{|3e{(f$9rLr%$ zWT?M1O<%6HqCizRFx}tw{f3M@z7LlZQ|lm_lYGhCD~tE??OCC4i&L&phr{hO;&At6 z@v?X(S9w{^e6Dh`e6ql*-7&n@5%&p;ABt19Y|04Wvy1JonP2j7$ZF)rQ49FiZG(`n zo~4ezh4>52S#!9qqRc!#KURN#X_u+(s^**Kmmcfh1g zxcoRSKVLq%XKnb}@Y-9B839@5?YlP!O>fAfKQ}xaUZP{(xcnyW z?Ozox=k)fh-u9sX{+#6Y`PY+uSU*yY#ijD=`0jZp9-3^k38%NmJ`U|M8|YyMs4~=h zg|?;W&#>jWJnmSWHZ;)DCsrw~Mx~Xf=K0}`V(6*(;5NKF>0`Eh)1 zr7G3(1`3ASjCywt{Tmqk&fCqi>1;3cwC7+;PgjyzUlJC?DCP-GEyHW?Iuy@&@3`~7 z3Zyz|-EKokLlHCkj?a8EbFgYC>e-rnf!pUxZeshP|Lps)pzaZl;=ivHYU}&uh2IzD zw9n74^ge1CunQTe3O(yxGWapO`a6%jCJruq z?#-;;6t#|SHT$p@9D4CKe(=xu-rH{dOIJva$IB+^%hjDtYWeat5I*e+o0EA z*wCM5ZQgGEQ-}IOKc{t_4DCA^{C08Ln{Prtd;`ldxw@FEC+rP(>m5D#T5<3YUdi<= zSUfpxmhV`;P$zIb|FPc+F}6qa^tlZd3?&QVL)zRr=7xypVwR|Z=di8%?Brwt-YC=+ z8QN>stvFa7FPT16TPo08^1VTjZJ0p*+g#J1TkT4EMY@vEq3)rW?BMnVXY2i!opa__ zj!0HY?(93?`R2mRFY~w^-KSgn@3pk*4vKYqpU(W^5YihNdMY(_+WIS#4OLg|bg%wF z99_kC&y=+5mOfS~`7nBG=$9X16M^fYG)e6OvVqp+rQOSmmIhrfm%JSMa%`f{D&f=ihmSv=-7^#c#<@t%O-!<~cgJKt)~ z>>Cr>+4&`PpiD8?Z0LPy_sHPRo)F!k-}fDy8$W(cky@BMCrqF(XFsK&ZDUhn$7S>O zGr*V(E}zS9w)MB&I)lSi+>jwLh;fzt3#Yf`a5>!i$89fO2W9bs&U5)&cW}5p{u`%o zUBhc{00A6#@^^hWWx6p#;>#DBPD^qPD@bjcTI_~@9Fr%UIDZN4)6FUPeRX*4fh=>c zYrG(3E+5Kc4u{7zpKh9Js>m=)(daLQxK)xS>VWr!-{8xydqoCWr-GtYY%)S$g~aj%vrK(RbPt0WbTz`(F;oe#-{=$ zv_wVm;GY&}*U!D#CvqFG3i-GxG&!xmD6Q2g?emn>wc(YX<7Z5U2!S^F0=r8dSXu*Uxp4U@^2uJ0YySGd zW7=8a-dfMO)zJd^b-v@-7p2}3=dh}_^$0a*0U{^4=no&x569DU;it6ex9TUu#~t9c zJcpvo6p4Zo5p4uRf29r1CLr&P9I7!B|FFzKzcSstUFeZzoK`>Z(QRlc@xr2_qHVE< z<=3SsC0lu2TU-ZI9nakw^wC1- zBTg|5<#123=yv|1dArx-g0_23EV!LvPwA)ZG{lcdkKra=;2^;wJ-+3l47mUhqKQCW<|f6+H<%KKqrnhj4(wY z4^d?mu9gOESPI65--BE>;GWdAqRWmMj{X-NyR;Cr9UuU*>Gnkggox(F|03pkJ&vxu zOxI-OJv4DBy2z*miAKL;dsbml(VN7zBEw2|2Mqjta_{9#^Y-8sPPwuA&Isp+wfJ~X z4c8X5Lm+^4+lm4L1H)>M4|iJ!oCIBv_<|GAOCVr|!s3&Ie`gO0=#@#dT2y_5=^7Ed zDuC~A2Zwae6K=VXC-mWV-bQmA&dlDjZ;Y=t!Uv%EWfvUtRKYK53izt=?IW}~G3SLm zmr7Ngz!jO|w{If^c3!#Vo|=ZxEWyY@@(So#A93M0N1loN4o(w+WBV<`ihB3MQlgJQ}$mGvt>uGCcqg`vKxV zdpurqsCKskxdNh{K?2blh7j(lftgSoghAr4A|=3=ouqaMgDhIoVL434BzdI&B0hAs zhOnoR&xJm%yiNyZ=4BDZV<4J2+*Yll|1oel#^U%}9A6Sn7$#o;E?NPE_#k&W6oOzg zMBjW!CQGRgwLn#B!@jQhzU$wywU(A`FSL|fQ?(J`c|qAAeKT=AX_hQ#Db%}^`c6NJ zmx#7`p@X^Lf5un$EAzR)TTs4husd_umQcKi%dyXN^q-l0Nt}r8!LMRhh0`-lH&92^ zH((shu+b_c44i|FJLaN?U=jI(8|GGC(>!^(!r}&54LLkVoiQ5a))xs^i06XP9<3b) zf5^%(H6utJ`Oa7uqCP0-8@(A3D$DQ=ad45_x!iW3NIUwh` z8b_5z+H}T;dy>B>t9Ty8ihT~J1M@H@&dFi2?2RY}JqYaD7Y&nN8c6XbdGr zhTwAA1!7@^Os>cwT9P8T7^^ zfuLWgPKXVAoXzD!CZryS5?$l&!)0&*_=QjhyiH#YpP{p)U&2NgkO(8D*!C5q5yP*! ziNMP1v9<67Nr=LKia?W-tU~U~cYvDEK||*NG|A!Cot^xxgG`cD`&4*<4eZ0I$X=8w z(I7X36N(r*en+_wgh-lWVu6Mo!fWd?;X_`41`5;880sYt{bub|;WeIWskMf4=lMln z04;>0kx{`~^4s*o1AelSDPq3Z%o5Mg$9q1`(T>T8j;2g=DveG}v}W(d7Vug9FSC zm|x%0_D-%RRXxa8+nk=b#VNzQNeMlofCpEq-wabGJAsB?Lef_@#}MmE4-7wh_$*WO;z_=o=U>^A@6N~7u#PjZ~uc?!z8GT1Q&VL znb7C_Uswf#C#8?bJn<=_EhAUB99<@26HeYjqme8@^6(SM&Ylf{ zfP#1r#VME=bTtf4QU?@nxmtKpie$i1gb@m|`2wUa5IwPgDtX(f0R0=Z!sF37`UFqKt%NXCC2{7?fF)fr_dGqB4_rqqJO~k8 z67Oc05(2#L6do$S900_J|C4>tUxZ}14g!Orz_x(Y+=hoHYMy)3Nna zO#>qb6eUQ#2!qX z!?1AaDNHZk=uISQAB@Qs+d!~na%hgkL?XoxNgu6|4B(j@Kq`S5yrct2&pZa;tS<-m z0q7f4x?_xx9hnT#2jCTXXwT&OZ`WEvAxKKQ?9Mqvmn-W>xq`a3{{en-nx4e00FQzW z8J6MS7zPu2M!-oj#*=HpYm?9oX#XICbBY-J49d%N;c)<$yVTuO^1b1H!&X>(Fe<-BbYI? z*+A~Lt7$4auA9Vi+Bl?nR_*7WfH@$s5*E8cv@y*75Xnf82vQed5X7GlQF!kIcR-eDx!5CY3lKpBaUHUcPc7n1^Hpo80v z5mrKdk-|m>l8NY_kXa{s1D9kVOJX%8t$@mJ)UPD?W2z>*iG$NX&^knQC~q=gT40{D zg;~Jkn&G4b?yv>;((GqyH2L`0(dYL&FhhfMbr~&Z7W$s>kO%?b$&+q9`3IRIaJi$EC(d0l}2d3aXAWlR2vVfg92C3e8ze zuMj+}xE+ZoyM+Z0h!dS63nsJu>iKX&XcVe91VJ%Nl%>HAb`ey-Z05bwPX1c{`P)F@8>BKuvBZf|IHf$A zfINw;nKF5FL~k2zMdSl)5`tV|xxFHhq`qol^ZgTm^l!Ux2WBh-uh?lkBvi+)uu<064?c;ckGk?p5>$g=o z7VWs6l1^Nz$^{F;4f|2d!JJD?nq@>2pMU*!;U;~wHX%8Cd*?Aht*}>(Yc0xA|z!Z%|0C=Vb(Bo42195O#HKhM>@955xpuR!DZpkl2WLCftZx6uh#{z3>rT z7_dS5$Di4nI)~%E5SC~$ng%HR!+RYyJAcIXVg-r?ksnJEENNJ9deA$iH}xd)U3 zE5qZ^9EqF+K|lKZH~}m{7%Rw-Ag0WK)vSR&RJoi@kR-1N;>Cl&>NZhhaJBbRE&~HB zMn!LJyHFL3_=5O+ZSyn^B#8%*zP%#`NCjMmtT0TCTw;S zhr5Z((S@Nz);6c!R>r@riF|EBp%6OTD*86rlMD#=l7=8wbehY3vH7`C#9+Cw&=H;O zyd?gg{yc>09CQfUpPs=ACkeWWTuq;)WANPG0 zS#0cA(?%!GFq4LEV67w#H{ctZ`(KW zk{xIVe9pZ6s(JgjK>ZCQ3be;;lih*HPu=Zx!04>ul;@eTk_lq0J!DhNp*N6wgp*mq z>*1{?=*T@I?}corpPGeRvdFcDhl-}WVMVYNU?k*uQ!0=N$qo*=FEYhzFJ+p0QTeIZ zvi$%$DCjNlAjv@}qu!0TW#WVBk+`9kh_#|*JQ-d4p4m5b!xm2`p6=++EP^Q+h+)i) zkoWObj^}U5Dh69=0H~0e&^2Ta%I+*oz`bM1@^d=6JJ&8dWEMhg#io^BnJXT9s zL7L%~0&0sdlF6G=cOq(kW45}%LI1^ONQJLX;$UA%QMyk+`khdEdvb=Kunbo2_frmh zUz3m^_#%J<=otj+WsUytf#e`?lI z2~8Yw0(eMl2>s}9KnyHzT{wmhIbX>1xFKTZA~k)C7+}~}_jX6uZ>Y->zV|wiUu#=V zKp@088NLl%9sYeQJ&?Ld5=TrZypl)0P8i~k9&HS-b%mY9WAF$!-;!722k{9?M2KQUr2f+TtPLp7@cRXj_B(}?V*=FP-_GHd=vX9 z7)0IraLeyqx-r5-80iz$0}l}0qpkRV&Lp!(3`3w;jC&x8^K8f@7erPV%Vk6*im|Xg zk^}Iay31gJ8FX!@kU1hVdMJaLFWO*FMk~@lkRiE16Q>lxSu3}DR$H|%g_H={nFGN` z@ko9CU^MyxTlnhxs&EkI>XDEoc@3#YpTaDnFnb6&awo~g1klX9j(K=C0vyt7IE_@q za3}O$Y+sv@oxylZ&_yw6okZF`2U4@3zugc@i(uqEz&--)O+YIaOIX}+_V$;O4SEdh z3Go4aA~*;KGMZ+76_fuZ$N@Shg+rz@5DJjw;=g+GR0?ctFkii!10%z=#5%~@zK)(G z<>+ruPo`i#9O*hKU!|}kRkrko25<_@3#aX7VfRhJPa1hyhoopk>@3zU)~ZP-gpX-u zWb)(4M9^b$9b!yUpS^{y(HAWU;zUE3Ng#UDKopW&P;7^RCjvUwF`E`b7R+kNF>A9S zX(G~)8VnL)oBgR54$B6-EqFAE_^U}1wxIufAvt3UN*lJ!=uL+0fqF%M^!d%muh2}; zWh^`31%a+pTt_S5okfCaK`sbg(h~V0+frW>^U513dK>fea$$oCAI@Hk%@W zL67fYB)_3sM-fj5`Jjuwa};1M4hyzkYG@PD+DgtOg$r6z}KjE zW)3j*@6aBMp#bFwJjU!1(KQyuv(W^gJorZnb*St>0>JW_w~4Pyp$Y*W#FY%XGXwa_ z;Q0R{*#YV?MB2U&={}wodP_dJ%Frn08f5a2AuE9lZXTLKSi&%lc`gGv6qeESJqAD| zYN)4Afw3VXBd`gg?&$g@dY}Z$8ORX;BlY;#1@1u0mxamU>cpR$fsL-$bfGnPcOF+kB zsn&aLtIgq>VHo7A{`QPYQ7n#!@v=b6f-K`Fa5A%N!&cUEit;ue2}hD5BP$_XC5R)K zA;4%q4*en@pnyU0jAPzHegnA>q5)^wzog+>@^fmcXy;Y9Y9!@*l=l&LWSS-dhjzYA zcIcW4%w&i_4t{#_jd*JqNX^oE+7u7c60;3m`b;JF7?gAhDo00vcu&j;xXqlVO&^ z%xM7(O-kAfr1lKvOI%DEV$V~UR^_?@PslfluG09j;9}$<43rm;^5C;f$OCaw0ug7ETj9_4D3!jFX6_PSWlm0!3w_sOCvr37<_IZW zhkh4O?nc3Yg@t5fvtPsCFntrzWEw1c6H^oo8j%iwg}Nz~Dq!fE#6e&M)JuB8uqM$u z1LRW5PWJdJcis@M^@47sDZ^I$4-6+C~ zZ32d|A(wEH1jQ0Hw87w*G@i-wQ1tCQ5wZwYV<6vFU}+n#&mN%i2n{vjzZp_P1w~_t z8kA4G2`QK4KqI&*qJdQY1iC~D(G&OqC8>mAecumvc@rb$|EqZ9J$fWQ{y9Qk2YBTz zI#&DwPr4?}!~>G((cSfqj8Y5UmgqC4oWk24t&l!2{!ojMr};!gWJSRg?m90pgQUE*(u;04UCp;$FS zzhUD5djgCM?GC(E__9f7#;YcsW~cu($q>sL^=P^?qPF7|)JlmJizARb6)vP17&?zS zuk;fr2p&JvA;Vt^wrc*G*|&>ah+N^Tt#DTpW&n4g=><{KilV0l%><79&x}~0hs^ut zO1U4JWij1alnfF}34Vnozu|{o`#mlXvax5L7+8e+C!zsR9csvcf5$pgQc6HfRTy%1lShQ z-hIg7QGcM!3pFDKa`mvdQcN1MJWlQ7P-EELnRZVG^y+%PT+6*Tt;&CU#)k~&qqk`3BxYc=i3?*)NN37V?UO zh2*}%Q)@>Hu&WS{i|K@~b}lBGNDBi!Ligt_-iW zf@NF|m=w81hx=ay=7Nfz*u4Jf>so+~m=6SbcM>OPPUv%v@!UTiOxvL=fmJL{PK*p* zMkDagkendgl~0brtcwN6=eQS}k>cS_l(sPL3`~W)s6QwGgVyJ87C*QPIY6@b3jNpT zaC3|!==)sbi0oBl+M8oezrj5ij_D?nd3L79jzUa%gIdWVXQ_R)aiC0@tG6Wv4s8aa z!r{)mfTaO{D|1vKu{f*n<_|oqz+4C?Tqj~fq*mb@CzT?DF?)uk52v?b0>oQ?v2j6o=m~Twtr*>+>n){-h0D2ah<0) z;Tv%Rs_c@f2v%LD5RRXJ%U-Oj!4zf#q9pVK{*Sr1jt}`9GgXfTFZub#ZG8kdCBKl= zeYi7s`YTXdWT&AO8cFb;NYHj1MI-k?b#- zEl-CGBOrw-pS+s+tN08M0W$kVr2JrM5K5X=VpUkneoc=Ai1ot>>C_}XAxoj9!j~nL zuzCO)LXM@nBnW+^zS6MZ+_)mVwp%CeO*in(nfdZ$5OOhZ%p?=#-0}V`((l~D;OlJpL@{v3YzY%LfCp=ghV7i$$7b2K zI+zGy2IkwDIe3%(vi{pfS-g+2*y={&q8|)o3m<{vf6DoXhRdvmNC9B`JbDBjLAkXJ zdmLoKNZbAhED(_eRFn!B=g$yWGz(q-i@;)npy|NeECBq#uKnadaJK|P$88jLpa=>Z zuasRC8rqy()L}cyewGRWEu;+4Wcq_1!Rw_zo$!?^C}xYWn6EC`CQhh=XQSG;5e5Vl zI}e{vgQ{0-B$eiE*n&G#$+7Ywajb;F6=)!hAb#`LD@etez7B`q1S$87*G1f1I3Xy* zxGfA%!D@C=Cp04sMF>qU7)&(mzMkSKB;`YJM0z9Pwz~ovcqE7`Z}%*igoVpLKbRJ? z+?JQH38TINqlU#ny(J?3;5xt$o7gHMmD3^~K76W=Cldg_?pc_xYDi|wqzWt`^r7Wt ztk&T@g#|4J@c2#&Q;>AuS#d%=mW?3nK->?=nTESR$O9uPAcW`qq8uwEYY~h)<_Yft zO!45XyJ6e@u;hslS3iGCRMT<5_)GZ{X&7M7!nim8{9+tI0EvZzUeFt;063t717gpQ zb(f8B5yBq^c1)yidKt#29H|qxEyki5>S&<28&nEr$xM(42U+)nh3}`WKvp&@ z0X-l~m=B!y1#1D(@4(eJvHF7S6cIhB2rc6)=yt~BNK<=}c7XK?XJQN_d}zlM4D27k zQ!BiCKJEi5Gtwg&$EYj-Z+7vXIpzgTM#3_W1z6_PSA_p)xK`ov7`!W=p%`2k!>}L+ z08_d$aaMzJ)!r75m~BZ7G+>e^Y>_$zW3}IQgS3Q0J5hQBuorhm&8m+MCi{8 zIyesBmi*GY3geS`aCcNSEK47&$0@$yyBW7$pp>*(J&)OOnn-_3j76MrTRRJu5G#v- z00($we}p2ey$aebV&B4!Feq4PJu$~jXpGj5F`G8bWg+T}0b2OZ1E1_4ghI^-5hkS|?7X-5i^UT(N4H;cT&G z_-gQ-!qEyXSn>pQL*X|WcM6^nGeQj-Cz8g*1%;zwGWN|Cv(u1PFrh=_7Et9sQUZqV zOC4yly2O|6Lq9X}AQ!S<^5km-VXTBdm2;!FSSHM~jPe<+s-ZGzpHlnW(Y4>=cl+pxK_#OV(rRTRj5Oqml>Kzv_iw4t zc1)i*+cDjg>oGaH(ekF1kH$>f_fXy|@qB&L)i4WaQYs}D%%#Qv3t@DZOCUs1$^g<{ zNd1?7122P3o+O5ec?38B#Wnk4>0B+8*{_5ea|@6 z5|qvB!F>=48eo5>AjY>VJd)n%Bc8)oD2g!#2=pz`n9%nh*))8W9uDx7yn$oE?~aZB zKV9u+#sFW5M<=%;6cl(YJoRR53|ymSQq}hv=7~9nL=NeC>M>O{lOk8D%LKIS9aZ6w z9{dqNH6?bUHR!BUy6IZ?(Y4D*H;ovl>Mk=Vpps790+kyK<%b zXnFb>sna|$>cYy5*Q=e&MvT*2IdRNH`bBz&VVSI)bCXfAzPeoPxu{j|T}|giR8@B~ z3xbIvnqd(ZBbG3{gV5G#Bqb?Q(hnG<3m~`#s59Gz?9`jsdNHB@ddRd2UI_S*vNHmB z`eHLccnTr{oS;uMjRkaDI6uoeQVVYM9$v`bRj8Q_a!mzM@<9|26w=5IDC{sI0ttdG zr9pthIe~X>od*$8pX#%(_{)(mdTcUquj$W+kN++Qm;d?Rne7|L3Nwc^~_h6kIy+eHbt*|VLA^##m@fL z87ngiFEq{P?Oio;a#O&(DO2W+8Z&Q-p952#11@TsUnr9@aMAtfAz9gQ8M=4x$R=5% zGNmnOYU(NXv5R)4uk5QCWs6@IypPqBxj$m0f?nAOSsA01+(s z#Bz&zB+hQv7^OlKXW^s)LcuCz*e!x}JGkEd^MF)_A0^n40mr0lARk=%Hb}N?dkoSC ztRbbJnRUY{9z^S#n+#eRUfY1O6?kr+9<+Rd93lj-%FV3-M@&Qf^8T8bJ)z{$Nx+C1 z63~V{G7q|m5&WN4(y-y?3Z4w$Me0zgKdMPqW?bQD-!Rw1uUozx=uK@YEB%t%(v4S} zEDY_(o8k&^=zKvz!HK5k=KE3QoBbWeO@FbusYxNm)yMrPVz}e+0e8LkTKo81XNQ7^ z!BrbGGK{no65SKrW7HLt=qI*7=l-EdVRzb(t-3HuS&zTPR#mHfRA%ogJ&$6WfGg%A zWxX;Fr(Af?{6#JSUI1K;@>%7DJ9juAmC=-o(Q`k_iOtd2Rw$!9XX+xCMZSd@(MsCR ziQ`h}F){M0hFElNr0k~vn;)%nIU{=9Js{D2(K$7jMVGe~F^4QevBDoww2bHPsq=dE znr++f`uDbWmRPiQe)-!T=XngCG8?+()~ymcVd!=J%GcV3leBv$@Kh)CEd!1L=IlNF zTL@O+V*K+c&_J~-O5t^Dq}eQ`r4+|>F(oz!@ty7AfF<+;ID-Jlw}DG5u-X%?>_x71 zX=R^>)G+42H#!1tB!fw8LyUP}q3Bx^J|?)TewE0HUvkm7?H`b_0_;Iz>()69l&qE* zx7`K+QbMsASnEVN9pY;v#eZT(@1rf=SImx&u_*bDqnH)E-oLtIQe-ik_ZLKBuL-P& zDm`FCC05K5E2b5c$%cG0u&B2nbmY*hp`f~<&!GdHp&qv{(*|2w2I5M;-0kce+~})v z{r2k}g?nT)jDlOtMI4UG&m(o-%K65~ILbMDXYge5RJGsh^gYe_V}IQXC8TQA;|nTA z)rpSf9gfTikELsYBA8#AmbVN?!$GTZP zv3%8iiD^O~TWmLp7(KqQP|rpWrqFyS<_0Pu_wI$O$vKxDql81JOhe=$GxDNBf=BM5 z-DS9T@Ayaem+JT(pOzA{+ZpN~J6T6Xnaf!M`Kbhs@F(-Jdn~cH_EP{Ii9te0Oy9gnqKdMe0+dii z04VVhg!a7V1QSYtK}UeFgbZG|6B-Vzm^~A-pAS*eSxQ(7Yb+M&52&+%#}dupAXsIQ zE5(PS-Z%Jvr!4$tk_k2dy@{i6tCF@+UGfp(7YYZo>rP_0ogyVGE6On0!$kwbWB^no0(J0OW=W=Q(gcWc4kEO}X#^qw+VER*H~`2al2PD!bd%>N)$sgnrL^*RVmgOuo7p0@n z1w+X>rN&kEZ_RljKK4eHd#cd~D{>T02+PE(%G+|HW-BQK2-9U$Ud@Wp3t8ebb*x;C zqVm2J(;Y|VtlMi_tdA9(xu*(u)|`u8Zrhxgo~LH^)P14jj587K$Q{5dh(NvM5`rR0 z_?Z@`+yc1tl^@~!Y$3WVYw?FcdEx=>_oz%QK^?Qu`TlrEeJW@=l#BLc81c(IMj%C+ z&jpj`>+thOQ@*?2$Ea!Vfdk`o_*~!BFM3MbBSyCjEqpM9cS+WC_SJ>{*VDIi=s&ae zw4rCEuj@m`x5$LbD(J1OnB}S-klRSKMh}5u_JktJ>ZJS*L>37XrK~Um@FHu0Mcjx! zcYl}}D>otIr~3#Gko~m&p9KNkBar}=#7Z>`0^i3Bk#R5tt8ZZ}FOcOZ-oTKEF8AdD zo&wp-y?S%LQiiMHy*Db^b0-9yH*TAbtPmnY8RLIH$a=uZQ9?DfRu8C{osA6bAWJ7H zXGC6GjQo2=xN+Mn9_ZmQaYDa%1wkk)4A|rOs9bGDMF)2-m{63BE~O2dW*-M&N&y$|hm>kS?J-05soy2CfbuG_j|pN_BdnDMS_Gz+{lEJXRvO~z9o zeR*%uWnRXEJuxy|!|Bbc`CFP?Sbii#Edi^*k*UjFt|!NALwq|m{%p*ch1(t-Hi z_@UVY^1Tx#s>Y3(gq3-eW>oC81Binjo4^?<9z;e_h884F=ops}kCG=y9ef8Y^nLuRtE5B*c^68)+zCOE#%=4> zCH{Z`Km;Xf!7-l3|Ch?eIr|vku7m7P1LC2{K*%446Ml%1M|LVLZnvx0$5@<)A)%=x zSTo~7E09T@hs%2Y3Aw@FGh`vkT;fW^sk=Qg;Ud6c1|3*4nDB7Vz#xqHY z5@mGT`@D{NRzLr8`Rcmo9kuVzW*pN)La? zY3lR07&~kWlh?^lHr~cNY$U8$$a(b;J{!}N?&x0?KK>P)L~*ftjJHJdlK9*fAHy>7 zm;}L_2&;7d7-2;`KHzVu9`6qq4>52ohs%{TCN9@j;VgF4130*+iz`u-LfOcNE7H$X z+xNYHef8#;ZMdd#9CL9xdRPDznQ(Y9~v{L zS|}r@Iw1%`pY&j9pD_V4Qi48b|LRF7cc@EDsY;q5!ITOq->&@+R#{YpOp)ZG4yGco zn1S#67UnA@>q=<>IL0$nw1dX`S1+%ay-%EgcZ>E0eKh@U;@!azvzGTIJ?r1!8@u>) zx%-k<4G)90nTOpUnva=u^i+7%QPt5k_rqV`H?y2L%E$#DOj9#jZEoY9X}mhzXI-`G z6#b)Wi<4>;JDN)h?v~WQ`gw)@!E28TK0p7<>9-F4hL)QR|6Gfzs9gI{*;bEp{kW2MF~l5WvS^$ELMq21t- zv=Fs3f4kyiG_F zxyP;=J*wJj^wHYPFcXvKlPgsZ@gHKfj+OSDd3uLx3}R`!*_;COYYz?ocDZ4Zp))t7 zal6w?ZTY|mww-3(Q=9XGS2Zf4Yr-i)ouv*%+MJPD?tAB$s74B`zTxQNxCzGfe35>; zM`13*gV)uRAn=M^Wyf8YG782ZGRA6@w%sEfWb(q-9$DqjgP`}{^oU)B{m>?J6|(eP zrtr68Q{!2MpYOk3d@4;G9~u)XzGC*qexS>&+N`Jh!=5*j-E+pzGS@P1(>|>;hl?ru zS{1weazmy&pQJrG721B1|3D`=mw=yQG8en+fI+%OFXj9+3|}(AmxA~d zqXX;w?G|ajdcDFUDbfjN#<*i+&Wz^m(~8f-3Qjh*ox@a9JhpOHXe%zDJ9~f-dqBC9 z?BAMjT2DvUs*F!LG^RCOQvM*??!9uVX{><}4RZ6mw zgI(TTVN*zv z=cqn(m*4ris{BfM%fPFop|`pN2Bm#}6?C<>$h5jvr2BguFAuL(4eRcUtqq9lkX`So z*Ku?bcil_vv6YK+YsR5I_^12&^JnILlWd|Xr^0#Q?D663gxN z+?wuqy!ig>Oxa83hMZGA4mcM|Rk%)@tAd>-)mGt>vn-kKT1ST-aF!WAl--PtK6xVT znN4j)bE6Ybp1UY1Z;kfGM-AdLrq{8dtq#=-s80Uap1o$wHql&;o%@G8;KTmuxi#-R zl5~j*VVW!JfPd?Jyjw zBN%gE;qt@}yFY}DE&Z=_P!orheHkCp>{r-{0^5e~`+|e6IKFc)p&mx_fIk)r6_ z!+SJ*50_Sd*VD;qQHqwx)|SA-%caIotW7^{4zwD3NW?_EXe%YY)mqvfr(G;20PI{i3nz35Rl)yq2- z=(4#i^9_>1qDD2ilSrn`of1~?XJ~jmC=#t(!f@+|4al}>Q(_DxM@R2Mx1D7ywDYD! z9>b%>u`uAOndj<@zQwGt;px%gRr&g?>F{-RyClsy!UvRkZT3_ONIFwFhx4+zKINSo z`^Md{))+d78AHj9$YJ2s314EH`OA$pcXsq)7x$0PV&%YT*rFryRU&kdFAcANduEBc zQb)@TMJa4(PXBlvvFf&!+1hNqFO5RfY_gq3uA!b%v9)M(9Kks__PCAHv?hcP4u zTKzAl^fJ&kidf??>Hsh}uDJ~yFTE3n)%#00z< z^_}wt+Wny%Pd-01f&A{dd%7X+4+tC*KfRy02pDV(%c6J7bHrziW}@|%5lZ%Pck-U_ z8q=Rlk9WR2$FX`izDKlM$qD^I=!VU9O4jQ*p18BkZ9QGFt0A;7V#n=YzF z-$U1cl90wnL4^ygn)`}Iy=c~L*DDUSX6Z?biwl(m@4M4_+J@o05%xU5feef=Ku2+0 z$%d*6mN$bB4SHVRozTkEtlI66)8f{4`PxzW3_%3|o%I)US@aEb8~R3+Psgz&f8Jt& z(I*LqV-vbGHwr0;mYhk6E@#@Yw&P|L=r#_G7k-V}oD@(}lC2--S{OL$$Q|*U>0K=t zZmVDLTM-ERSj>6WB(4;*)-pCuRI;+M?+{VUlTPXJ3b}(WRKgl2duR~uo%YH4Z#Mt5 z{38^ZjT5Er;=e>}Jk>k5V$bW9Y_RC@g^)VP%e9Q?;QpHY&3;S(4+fs+SLedSFC1>Z8RPhJ#)qf+N98SjI*kZlfi^ ze~hlVl7*xUtK+w{n?S}ptR4NEBtItGf6SXNuJ5X!ITtR*>#1MtoqsYMHNAGd5ToEp z#6IvH5Cjn4pU|GFdwP}))_8_CdUa68AcXm;QTqP++}iVal*on>>&%Ar#?~5G?4g4Z zlzn-2tY|LCR$5AWj<}GN{_*J6`NcuZ8Sq-)9O;vO{J_Q>)mzszTvUiNO5Ncsdx4mn zIXmbu4_4rB8Y5V;yi<{yDS?7Af=f| z`~R=Ct$;Uly_u7RiI}M_%Sqw+^IB%@=}#7zz4Ci7q-nFff|TUt<}_+n&2iQh3y}`@ zv}+EtyU7GTSo{pnT#_xEi()lke3`yS$5GYqukTi3F@C0jy|F%_Z9r;+JM+@hwR{gt zw*{iIRrHuJ-P2*@&}3dV({-abjlSoEAWH{}m)U>$bQ>Ol1O}5?il9Jt9j!!DY%Hz3 zq~sw?{t3Fx`YX|gVxxEE1UAWzF(SUxo>%pNOQ}%u^nn?ZXxV)wF+w8E(&z=489j$i zs9x*OP3feIUpHM>;>7ptC&F}TsmVM^kB6O|>VFj1x2Z2Gh8u?ePhhP_9h~-sil_V3AGM6rilKh30~xdS%`fQl`O$aOx`JX%-RC zNJAT+|F@!n_M@eZ2@)57AcH|pQ)6NXzwSL76-xa1Ob|W@~m}lTLV+G#o03zBCQDPP#N4KdS)$#lPs9_LwWr@bJqhzo zZKd^DJ^4m}T1m5423df!oa>`sv7B4Ef*Io)<-#mU3wu@?qu2j4{L?GJo95zqjWpH+ z9vf+CkV!{y^jSONqcD5|qZLfHCe1mCbnNzY1cRkB9;6UI{?&RaWaryTX?dJY*+WA& zz@f-NZ$pN%Scb%fTpJc+G;Y6FTcCm==Bkx4l=6(;TYP*xJkh({Y1UG|ELPWE6=@$M zk12zo4}jF5;nPWL0NUpmluzSN-$1j7#V0ck@$Z9+ZqBCS6EzE`^mfSXYK{-0tD0{p z5LTN5u;3;bEu&#DV6vcjiALscVj3Bm_ti+bA2Q&>tu!)Ptgjs!yNM4B&qE&(yJ5Nf zhR2_BfVnV^CvOmI++{hn7+jIKB7sH5xE@JqJUA@Y zCc<+8*9E&dc(XLj0kqdmC=U>liFvT3<;}RYrUD+YqB#D*WV@$Z8rc{?rJ^>=ZlEis z$ScSuMI7$H022`mllmfF!a`$X#-yisX?1Cn#tr6`Z$n!=^LPUFD`UePvyb<9bl&*F zh;fs6+I>8iR0>O%?J%fWpF7BxX;a`LsO%5K74nd7`gf-RVqlJ5%jY#1C!~u$BC=*! zLabRK9yAhAKjk*KBIYc+kK_=-G9L@CTvms8VxEssM(}2L4Wt%NP}Um$kosp`r+a!I zmFsv5Gx!`wKTk%VXcIXi#0`Dp#nUqk{Q4<8{f69H)TI#R{0d47FTE4qRt0L=47quR z&!48kz~lH0GQULTN}O!mw-gH2bC0c>hA)Ca&Qa%S7cOnO%8(Pv=u}qNdqhtZqfPDi z$I3x3P(Trz*l8KHUr?VVOh=CTptMj;$-xt%eTh?TO0amg;x=fp&s5UhU3whzv7B;> zE;}6}HngkAeY;^P>l%z>ke#%YFJ_jN$B=3>7E7CqWXsWBufTNBgKuUlv6YUxUAvA{ z2de~g1hu85=@|AZDcxp?YSP$R3_94yc8ohbD^YaRM7~OX@8b}`^mIn7p6I>p(p~#7 z&-IVS*u%C4ClCR6BKSg>cKq-jjP#8A!&T|?#S8W$R`osVtFeV+!z<}#y?*kh(ssfY zL&&(k!Bcz$k;g+y>U<+Q4Y4Nh8X$UeD=l@aK}bENw=y2=`y?Vtg=>NqmBF^z%H^7X zPgywRL~yN(tq(!2CL5>nN^2QLdybDLA0{a8lI2_UTu`fO%4PE-ERw(g3*&-KnHK<} zh|anlEz(kJ^Hgzyn83DHA-9RsR3Q)|17}bG-!7XQYAG-$#TXDJ^u@Cl0+1Ml{L{f7 z%==E)k~9@topy=mz3b)eHhbs&;@x>uGm9t*M;5!{h4{rpiCZPXqt`IQ)+pcZp%M53 z(de67LWq_7BEHKLV?9S1o_cqnIm9LgP*E7far*!qq=MdYPqt#TM4S^#Q%ooW917wm zwyl@=!AfO1^ThZ85iGCs*8!VPBG^4rj%m2=${yz4WK4_1*x@J%3u*n06Us!{r&tW2 z5)`K@H(s$YM}JDJlTGGj3kVHYQIQauxikf5hadTC1%X^^vF z&^T{*7=&oxBWq;^O@+c_m$T}*hKsMlm#iMzhh_G1W9F0fMB|kKIVv75#^{N*6^%0l z(b987;KT+jxA`4RG-Er8SZtJ!PL`0(NYeA{5%0h-)uRIJqNBT~x2fv)4dFZp8Z&f^WSH|ScgOmVZ@)qcS7y>*FTbiMl50V^8@q|j1Q~;{lcB9EW zR-CS!tDWBIUa=i;xD~OVBALFXY1g7;&s=#iJ-e>nd&Zmhm-={dgrE4FrNZ{4+B;zM zh_$p6V6RQvb*J+cD9?OkkYSL2rwqA6Bzrrg@`~jhXzW=)n_EzweqlPxH__I#8W_ir z@EqF^wO;xmz!>%uz7YmC^e)DDItsx^0~hK1lPrO`Q(@~dscJ#4Z~R}i8ok0Do9}dj z$2^I=FR+%c{upEYFa(+(Re2^6ew3CZsdm)7#ayjdShNopX@KZG*M~?(>3+Bh{-u@Y&yhh48T zri4lS0|N2gf!3^?*u;pg>u#!cO;?I(;sy>0w$}u~gKd>Yf4~t;+OBw!5PXWA9n%%U zPWu(>&L9RCeo2syfOzyf3|jj)4hC+^jl=nxu4}VC8{lsLXau@v5|g;svFtF+8|XT4 z7@6axYic_ClPxNOKl@8~{QCYH_XHxMg@^& z_hAdxQV+enbBu6AtU5J3QGg+^)CeiryL`2vRgSIK*?8EEqhPx_2no_JjDh!`(SI7f z4T_YSeMLfFF+XZ3H&Vd1h_(#BA`|>-ZJ=f3#W9FZSu|2Ylqb1P9Ka$ci7!5cXMh25 zKeEUPBi7e-eY93Xabx)V;gwCRPqBL}#~6`~X_2QykAr}bq9lf5O(?@$J6}K?sLjWb z$;W-j>>tXRgQgPKFHixk2!_MLGPdCOWN4Ixex~ZRhHLvhdc-AJEc~Kt%eD25L=}dAQ%q7SeyP*bGkeASP}BvVblFQuWF#0|#(!`)ASu)8 zldZOJM%MU=Pgs&gwxp&jJ7E<_+ymT7g626UuILq7Y~ZZ1^n_o#4H8ZMD@X&u5h%M? zA4GW=q#!p>*+c-9A5pyV-j&|vv3dLX@pq1SD;FMfuI8;n*xwC#0Hjo5>Q~&9DK1HgMAjjh$t`v?8qFq`EiGG)`lyp zpV_!87vxN-2e9{hvqleuNroMe^uO+|inpxGNKAT?X6bQcfF|Vd-QiYdz_(qE30<)P z7aB(|NPM=ZMOiAKEvMvQnmig3VXr$4EJS`jaASW+kw%Syk_W>mP{l(fLjE(tyNU}9 z{5)Et+^xwHg&4G@!89mZlpeQ>3G1;s-?h+Y#xX-x1Ec=c62jflSh!JmL!>IWhfu^p z=b4@J|LoVKpJanpc;Q12dTZv>a$?N0H%CR@72GeR(06^ql}!3?G5elIY`Fig66<Ms$GuXv#*ubeMP=p>l|I-oI+dAnv4hi?CX(-1HKI1L&o-(%Ukbn zHUA)d^&0!@xGrZAi>IQJK1cNuu1Z$jJ-=3Gs5c>C*To+?1AXKSqHpE-H+{%lOjO!DVV6y0=k>+PkMCc?tX(yQVM}~<{DSq zwH1DMYm1knzu4U4r^bm`8aN}TWD*=2k(-;Ht8zgqo%z`Hh|!U6^9-gu*T#E9f9a#V zHLk)ZZAY>|U=*fx9z{)1GIzUU&}HF-6O72s3hlO@LXy}%LAXS_vqv&xbUj_`lv7hl zTI69Q+zufh(3ztBxsk287Y0-(Nquh}6(tQNgBB+p7Sz}H!1A<;4QVMlSv%ugH*(uF zUibX-M|ta{^E){Irc6hKLnyW3B&$zp-a83_5>vR;XwoWqFr>o3rgrvZwC$jHy|Pg3x}8>A&(weoC}?t z#YbOv=%b01d=MyY8<`;s{HUIblg#G4mMkEahh9uX!2~B)bOOA=$4Dx!-*K^@T&dXX zg{_=OakH5lep7}#*X|F?-4}#zMbk=rVvMvL9TN7I{vl)@#N^X#Dj~m-ja6h5#H_m3qjzh6h z->JPk-bY^Pp(m!s`!M6)oR>^h4(yH{+of0) z9o?*AG@171@$=9j@8@0hA2Q0^ZIpzDmISyjzeS;0C2556@8 z;|-LvO8ot=i+f0_8T>5hZWT1TXFz=5_FVy+LCNn0+5duE5z!cpsgS(sJ|KJM(xcfo zwQoOHseAv*EcJ&73-{;_yVx#y{Q+f@EXW!B2Mhp~Or6qTVs5?Th}ghuKw)Q5o`3r| zOh06621SvOEqK{Hf&p(E;t(z*Tw|#r@A3e?X$+?4d*+l4S@F_{gu|VeHMXGp=l~9n ztzqDO0&Rg{zy;l)qE1K&CB*|8L7rMc<1bOqLd=PYyI^!`JQ?Zv0awF+53YrL!;dv) zK*EqaZ$F7EbMp~p2Zm3-i*vp=SsU_)1+#;z&tvn#-6zR*l^qV zr(L-rEu3siOD|;)#)gbXr>=ntbd^+lS};`=#`87x?~8f#qw2k)N(_(Q4gtP0B0&`2hIhJo(h=$y?3$7yoN`Ual`cTIRX< z^vAJv%cEs0YG&hnJRrADdcY8-+)0_ zLP(Mb=6+$t2X2$`u}HI_3k!{P)Bsa9`U&8|2=7FUj(t9n*pmGd<&y z;jR?YK*Uj196K2#N>4v7I#-TB8vu3{+H`MX)ST>EiBqH7U*roLHyGEJOEw)LR|#m>gDxoOiu254%2{^fsoVkCIR;gG zZ4)GFj~a~$g5Y3-q247Mw%hC<-^b|-ms!29zF0p{5WcN_=%9ta&{};uOPj`tIPOW6 z>y@mjA+*#6u&Kw-IFuJ36(~9ydO&+luCr$iP5g7W3y~5coz0R69laPA#BC z%%&=*N6P9JcXEGLY!+n-`remWZChA1III5LW-Lv@Xwr44v3~whVfzox;!`m~L09D4 znhm0&np~$EIql(-&S5VNhufKFTr@{hA=5XPnA&ocfPL;SV1?%L=Tm$&r2T|24KyQg$fX9dq%dbjtL&qw{COv%3nr ze-!GuC!eZh9?^jO+*;WSR>HzQ!7aj-=8so_g1 zb$NYZTby=EHkrfB8No3gg{Qnp5DeJSd$2`MAR5SH-@&W~4`SjFY=oF%*EB%+!<4Cl zzk?B9&7o|nEiZ}pQ>`b}tBO#4Mw&p>W!z2Gq zOs)et{o=LJ$0a5?{9PhgrUtm09;k`YZ26_zz-~^kw~ zuL{1|qu(=dR@ymW?D_KF_3yN*U#?O0=WPsIHB=vu51-qls$QpR0<7=fJ+dqtzNo^p zG@Vc9EJp~rt|`~=-_gHTP^`gqYL!#Zi?5o!%^S}DPmNr=QDw_+!S>9MS%EsvJ(r%` zx{sp1vUj|ul(>Hg&8&p;`WA0IOC1@sW_~bf4|HfWxg|E#eeC?p+uUQk445&W=!Ida zVctU6#f4#k)9T~)wQs+!8|kgh{K3FqulkKI_vG+GIJ@`5P1V%g3yo*4v9~CTshnvJ zx{tlmk{e|WHr+E?T~ikFSY-8SZhf{&jF8$lCi{Z~g-366+6l}tBKvFB4jPZ_GUImF zPWAj?WE!mZ%#(I*cwwaAf3*NKg>&MtGsei~MC=#2DM;Ma+-QrZH>@126IvYqH76IH z-+A3Z?~2z(7GcO39=)lh~=WJV1s_;11d^9fcJ=f3B*8p5@1q3 z8UklW+Qmr{I?xhAg*coV%T9oKIn1Sf3g3EF=W+Wx(#rrFXC<;59-QQ^@+M@s-u2a2A-|)3zGgiYr>S3JhvFMZiY^i6bs~@mXot*IZZFn40xH@3Q z314~X67?v_$n^JA!?2N^i?_;n?maU7qE*8}yw-(fr3L5OO9qCImHyzg^fUIx$M-$1 z&Q#U{w6$Qq%Z|o1|C~ELald}$;^11Gf;ZW7YBnCj#V{YlKDp<*LuE8=n7f z;n+84hnrd-C1p#Vs_;HKdv`OukhLubg-fOLZu?Qj4e-l#x*P`|elH-KNRID>Xu>vw? zW+Oq@?GTIukBqRL-Cx z{r%-n%B(fgv+%mXvI!boYxnJ4FuejNlI6wepAS6Q*ZLh0Tk*w!1}HbmRpJiYvdlM5 z#E@}4LsY!3hni=J_6A`gno5;wP-Jsb)$FmMcdemMcaE&7maQF29ogl#aw4Uz+h|U7 zCT&by#p6s%(L%sVP3MnO(oB!dCm}7hHLJPm zi$X(-Lmtd(0b&HzaN2YvhB6 z#j0xOzgf8Z{);osHn;L#Fx!;wj;!CNVB5g`HeGLe;;SlY)2S!EBWswVZ*yldtLiSE zeSUtO)!5gSr_&le+3ryiqKIHo7nknfa3V2(vqD=l>u?ZFq06dcnkNL4NB6V+Sy4CC^vYny%9gd6);`gcCzkOu1oi?Vs{0`G3wUo0Weu9!7D}V&#~-? z1ItFWiC7Q;zK!3&2$Cok1O_3a_!tT=RTC@+n}^q^qR}V(w-Q+PFTMwynWaLOJnZm* z02JWNsfQXiPdE*P8^;kd0^s5Bk0FjHt54JRA8A}Gr=%^Xpdx0R?q%mdh&W<8=Sc#w zYYam*5tHyGo}fWHf-Fl+P#Qu>G^{3kBROOus%J{)*|BJAMgp$56~p!Vc=u92om7nI{%~W6Kky76u$hRzAawu_k^07%z@3F z;?arGdL`KrhvT+>dzbaP!~L~nsY6NsrEY42gEQb$zeL4G3bNN8Y!9B&rwxXz56oTRr`Y*{X&)6@^O>>)<9E?nUzi3$hawm7NuVGP6e;@N{ zlc)EZTvz>u#)O*Kh%s?rSC#ErDN#$PY#&~*9-M8kwei~`#Kj$T^-P{_SOt zs~MqB`W{3EHf*du+jMg1qruRRy|zxOx^C<>ot3+~T^$-Z2U-gxw zAAlZ#$oR1?jCwIp9xh4Q1Y9qrE;#rT@^(Zn9}u^qP!74?8rWZg691D(kSu;sk{DtT z@XRKrQrk%Ok`~^C_#I(LfjxDB&^>Y_a!^9+?eM*!ES_EOoH$e{I_u#zj zQ;8=2jQfFdR;vP<@B^_qACkUArhu=usO})U*b%zf2fa!}*QvOid%~AMSl{q3t)HXA#kfn_0=8IT453t{>f3wEjAwA-%N7qYxxILQ75Ci@%MI zFxsxs=)N8~=223aof{P<(Dw30iECSO!+`|6LxcToyr!{@=%*iR8bo@8j zQc9#)U*N+yS*3?>%qOZlM`WK?j0mbd@9g%g>!@0ZHJq8t9Z`kTH{@#7f5zjeKgb_T zl9`R`{k_0&rKWf6cY*k=`zs^NBbzwQQH?!$MVDo-nb>gl`>W4nPV+2>&Q4uCGqZ)J z!cx6f{xbW~EQK#d?hh}2>8pBIKu55C=EJkab7qSw!Ow4h>zge(nfJnV{W*FCiV_RD zRMRcJTEvseS2X;V2XhzaUFQGQvrb^aj(gJYyvlUV!YQ3(#q!falBbTiu@g3HonkSt zE2Awvt|I2OvKAhya7JP`@*i|j1yQ=Vf+TUXz11-sp=~Pxdc{_(&|N|Iw0do6w?bsOtH%dXh6hN{{_5qhLSxy zBI2%~lKu@5C4Ar$zDyTPcqFR7d0t3n>NQq+msdE+7INN;oYRcpU>~{}{>KflFiYu&;XJgP13~k0uL1>>`(NTd4dE*LsjVuY8 zu|;NMoL7a{kx1+e64MY-)0$#*R=Vx+o6x7$x^wx%?_viTu4@z{U6%5ff?uVs2tJEe z3_Np2u1%m_l^q=1@%XXavn0iSX34G_jc2Y`6kpftuXqq_R=D`ftHp)773=DeHNtAb ztLgRg;j@wF#8O@{|A~wH{QG_sf*)v{;y zn$4($a_+q9Ps#o6f}}fJqeD;Znapg0;ZUm!uTpocO+baSWoEv9)ijJ_6`u0ww=z!f zx*E5hLx&Ew794JMj!jfKBBvxIIccHJv0t$+8_`|P>79~YTkXBhZ?Umzw&0xKWK(rU z&GSF{8A*wa*Y@8O6ixb4#3E?)KtNMtf->ZWthJ^Lb|wLl6#wY>dL)9;(sJtB(Q-{K zO{}{QmP@&Lm)QJ;S6q$Z6~FVF%R=;21ywR3>IsC(K1A4@{~0gJVA@fQECAS8aFCeP z)|Pw}@-@KkcMuc8^EiDE67m;564nMQPjC%HAL7XO_rN^_cmQ+|WPJ{aI!GR$gd!}H zHlIF6cH#f-Y*>S-rS^tZkGOXuwFT~Vng`KP*}*84E%8_NHv-K?^4EMrT=q#YVd7!v z)qvI@xcWyz4-~CeKLSV&secSN#3tj8Fxi)gA}ltB*Z}(+4KM}+oR zQds5S!90&Gn7q~B(inOnWF#8Eyf)i!alUMXcV29{pZ6i@ZcWOKB$>Gkmk%||FLi4Q z<{KjY-I|PtMf{c~hTZb+7mRGK^iq4?>V5vt_qDT0ra6K8o5ZFg3&GKh7rl|PDT{>N z`8Lm^J7g&E*>lxLud)lgyAtHo4K8`~{HRq{{nldny&o@qup(0Gu9WGSUcKqMm3=y@ z>bs+p^snwtFe)M&xF5oP$4?zb)+*#ONBw=6GZ*Zu-$&Rlwx|rOImx-RE3{Xp?&88w z_&UXEkuN-xV)C+&Tyiz}chqJ&UAEh#prl$E#?qYi0_0^mSf$SGN*zZpUCU#fxGWD@ zPEhXt@&rxYO?$J})x3kO-Q(F(iZyp+=KAVp*Dd}htJ%o4c`K0aX^;&@r>Sh;1VK2! z&fu^J$zK780Gmv3GtB%07=63jNPrNsbfOc91EMJ0;}o^}x|C41#N6ZS)7HsPkZJ}k zPC+C@uE5)5|1BzK4F;93OOSK^*G=~_cfVu-nD*Wv9DrySwUq!MJuw7`wTUeUflP+b zXgUw78Me7<{I*SO%OfP7pI#S?zFDbF-%#xaZvy58az~;ASZFp*2~DC?0d;{CQZ4wV zTnahwJp$PX^ug%}z{5tUNW>8xhFX&Z8AVr9AufM+WTNTh$>5!UZ{%L6pvQ=$?hvRT z6FcX0B!F@ev%Gs^x;;-hB5uR=!^43+=bm|GB@J%;O?2Cy1cQqSO5T!(e)+H6WxMwO zl#Xq4l=QeO&FU&LvIW_d>5CBK+gG#RKxGOUBejoRo*~cWOVUt25UA+ND z@XwvfN#e;DTejdf_umY5+5l|ADQBo{4v9(h8bi|_+y7L>c5fPs$yskWGu|B9xL2j_ z&8yWty-Kh11bM>`W@PGkTETDU&619tpFier8KlVyVLDpQx5O0~4mmyp$^Pe}?M%B0mutOe z?@x!x^iAa>*H^hPzl-;`;(SPN$PgvI zmtc}>iGQe5D6pj+NUxD^pykqtKFtzf#URMr?%{l z6qoFg)G;v9??+YQCjO`3gIFj-K11}*2(B^}#R5Qy_9%kHq{g{-*?G!?Z;2fU=HFoz zsCY~cocf9sT_XnX!E6Uu2zQ#ds5k!DV{lG7I`Y?H zi1EDZKKQM8n@kU=7&M7y=j||GE4!BAAj=dSPZy+ltE~we*)(IeI$zcNc%9LEIwLy< z$^Y0m+qjcYoxLSa>fF=&>4oX)KUra>;cq7Ts)K|Bo2F~UR!34FTui?)b@xZ1u?vrP zjJ1hzM|;gi6?hYcQ~yNlnpskh<*iz+ey%^t^qv&mF(^+k{n4rJ z*$>Xn{%^L{PG-3DJXc|g3JdzKk(bSG5XMCbj|$2s=0A$dkGjZ+*lKRh5uJJL$SqJ` zJz?sV_z7XMqew66ADtiN)<|1CkUOZLAoe-?xg76YafgK<>9{~K!W37)46 zY`ZtRym6~-kEB`|q`4EM4$1(Dc<3Wxhvab$+D9SYtNdNHt4Lf8%F!N0P{h32e{v00 zW3SzOln?q`lJXW+M1d0=l6@tHn||nrl@7l`q6P8=)#$RMOnKL@UsZYT}ii% z=aI(ao(_7S`3&rC(`fcQ)RUmkruE$ZqY*bTfNFG;s1~~lP2=^(Xa;Lawg|LK`7+tA zKQA=GY)K?*@mctMufLf8iR^}Ut>v-sS)H(#yk*1Cw}Gj_kE%jH@AI6B6dzs?;$11@ zJ>^ABnXIcUzAKl<5EeGLJK@%pca6ckcgbq|!R^)3%UynrW{WOi%DQ_C(?gQGe7Z$1 z9cl&U(oa|NQE3@}@owMS-4r}Raxz>Nyqx3&O=s3DH>-!qFBF<2J(-m})9i_XV$76*o<@U?Mo-3P4F~Lu3Kr&; zZ!gT{mxURf_2Ve@3!dZ@i5KsyNPoS@XsdVB4r7t6{^s(k<_u3O*XA5Oj&Lw%L*0V< z%5L@G7j~1AzBH?cop!D3HDn!LZx1(zMPbo%jh)kaB|1Ur?<} z@#GVo{DGP!gNcC!;8D?mK)^=CfG7NwXvWVc1a zSk~lIMHA$PNNpg2M_taSwI*BHpCj+>qC5j^aLDg~BBUXjm|F@y!3P-L;3EUjSjFUD zsz*-<()Rxm7O42k6V=)DGbjWl$f%7>bni(^ zjMVPT*+FNVSWl13JLKwc61LlDkDOG3t)bGqz}t7u&hxe|ZBr&HDUn-U*M){Q)dzP! zSbmoqUeFu<*sJbMZhhkYl+BzQCxhR}EL-=Rq>k-88~77@ll|MVoMYvasN*bD+YY-_WPJM)$<0j zxc@yC`uVX~@xim3>ZZhaMhj-a8R-ERZ)wV?Xv<&ln4FY0$a?GAt@q4mdn9tDk6*@z z4E-%LJ6!v5V(>>vtA-sjKh%fl`mOvu>}6cAPjWJO+)XddD^RmypBP;>hm&miinhkfc{$~pB_se2ZHkcC6uQ6IY4pmY&gof~@G+P1n+pwkcSkybJ%b^B zim0t;;nS)|OPOFX?I$pw7C~S+ctLG?6*iED7C@Y;FF<@yFMo4%3)JBpRdk3j)B^v3 zG}*(F!$b2WjglLv3W_z3B6*5no%)(^XbmCiLkZ#=@RR_++6q&p$n`*2l>uHzBuKbF zydQBb^XIwapA35v1$1zxc#3@iHbKfuhr+Hn55e9Ddm+BZ%8Q{698jn%QJz z@3`XxO;5EW=a9A#KeGl+Hra>|c}L;y9+Rz~sgwn(U$n6~8D^*TVA?K~=_i#a#7OuW z{_ix0$xWbS(LRP>L&g6zK~45(7{G;+OSQ*dCS%Y8C=N-5;Nsr=^1oyUtQZU!?wjNT zaZAuMXdZhfuIJ62Pd9#a_BdW6JEh@F{FwY`(fYe0c9Cc6Wa^fF^cx%hGbwxiLZ@i5 z)xk_Dm0Rh_`W4%aaWwDo%u~1+G+UIjl#Ipc2FJhe?n%q1Y0|ebaPtV_k5@J-nHM|F z?)!=JAoNlAa_jO$z5m7AO*Du8jWRwHTH&jvtAE?q$C@qH^bv^{>1Dbjw|_2-^Qe}$ z_1FMgEH|L(?*Oy1kXDzGklr|%=VCGHaYic@+SbCEs4qXBepH1+^)SyZ$7cYb5o2a*6|x|uL^JO4t}}UU(%;~FP}G3{e`ru5x)Qn{s@&nxE@Ly36u1a_!YJ@pD(eX z;%ivZQUGe$+l@$=(G}5=q?|!8l_h=wB_`jfBViGk19>HtbMOfy7ALH1kOM6AYbYK7 zKPA7jo=2&QE2shSL?i;Ruc9>i|M@+l=!CkWVhUUj_JTKJ!5)ymisoJd2N2l@8_;rE zUoMhV@&TwLRLEp*CA|S87Durb;z(jE+QFzA`N5~*`Yd6)s7pab^09z}$QY(|J>nxY zM{;zk1Q2}g|1=UY1B>!86U(d24td9?UF+zdk+4tc(BRR8q-n&8dre*)|(DX)EB7@_{F6nzM^4yiNX0 zlQ>n92aavqfL>3sl=bOLN`tO}V?xXEx;0&fVUG$&r8!EnC2K<%+|I)KLPNO6#VEyZ z#-6#n|7!5JNby0lk>AYTZ5#?8eqLSkrJ-p@cil{E=o^K!IL8#`?`%Vv(_$Wh2}WAEPnNiOQ~7hd%D7wJ_BZG;1Y-mv zjYb-GExXi9m7QBTS@YBTfzY0Hcjk5t&xAOsFk+%EzLxCqiP)?fa7y0Tkts526Irp< z`;O4`N7+!`tFTKdV@5V_HADr2nr<$-6$DN=*UkT}JN4E>sX>Z!(QHA@nb&sKKlF`= zk6-AOc(v-nu^XMIYz%xOOLj#|kxC`iq6*=XwI$zT{Eeo;!$+HZ?wF<;y>(65N<+K5 z5^K-CZ8T%)o)&lZ_L_u!u}JKRK6`^7WGPW;jj1`9YT!vw-sMd~8RHL=^O4U^B;dOv zQ%cLp^t^7_VqDhjWyPj#u50H00#Z~%qwfPaH7qe?0D*SuE@p6kcsD&yamvR$LCBz&MC(JMY$8#aN48!JF%KyzN9E)rN0L>y= zN^AxICZ&kv@gWn67DnRE35w*G{PGD3e2&5a1iO+a!`F4|24TC1;g5TR-cWR_Cx$o)4Az-6{FE#)W<(B zTka0+(H}vWQ$PPU6?kn~)~c_dd-?&d*<`HeJ|3^Zj)9Ha^haJus6VJ1=^L8m&CNd9 zX_FGr7N9<9*;|*|SNl(Q^{cfy0z%o1Y55Uib|YC~@?ozF>vHZF1jzL140E2qRHpkZywxV%ALj(J0zeWL6MT6q7DoZ+xFb-ecQg7jGvyP9+*$yU4mhv!1xPMll3 zQ$Nps`-NcSD|vD=obaET{TMpKj|#c3?{nvLSL9Wts@amcQmTGjVG%E@qFoHvt`zyU zHMH&CqE7V!>fE)pFMq9n)b8ta{gGaAhj|YYlY91wcm()l2eN54(%Zrh#`=~hwIJe{ zUypj<-5b%ZjBd#Ry`amRJhVcD6Y@R1*XFawcVyWQcb^Si$(j+-jj?VJO)EyV1;8Cy zU~39(@)@kh_&*|UXae+&umrzS-YMW9ni+`ECqRmir6#^6OzfxRIT2ib_8Dcw$R|Nf zf#FyM-xDcAaECfOC=XxRFcJfUx4=UpVgBdShCd8j7GhUYj2_`47~ zbRHQVzPpDlAS@mZL3DTm@A5_SFgYs03gjvXs->=moP*$O$|sT!{K}U2Us$J=<=m2I zWn=KVlok4?`Bsk|unkHFE!(zsVwE3&qb$WtA#@v@QZgn6K$DeSu21%7)TP`yg@#%~5h2_Mid8?_+H0T$|yFdM(#7Ycb_mn8I1fptmy4OBQ}3 zE9y1T@psG`hPgX+N6Z$jbvY7u1x}^;OW3G=2gc~6tEhZ+U2Lk~$hq(reZj-$k7eiH zS8jy<#GVbm;urqDyLxGDib(WDjly>gJC^@6=2*G#^i{tJk?uYJ;Vb9)#4L9EHs;2Z z2q~gMqOxn5Bk7_HLCH(I?uv}M?W+jf#LXX$S6^8@4Q(VuXH#nAc41B#xtsWounIZg1LT!#1*Tx+m)jBn@5!2lN0KHBI$!kIj+N zU9fBg$jqlBXr`*0WMOR&#pVj+SB%7T7f(-2hY{eoZe+cGOY>;530nC;S~Q`ohM$Xj4FBJ8*vf_fz+$v3o=YMe2fw5Ua2w@!y5!} z!HkDuKb^s#@reDg%95q#-xVN9bYPo?JDG)|kO79xYllMtIK#>TEj{xhGCO1%%}$3mYNuAX>n67?v?W8`=>Tewdry5aq<8z5BE)iE$r;?%p3KF(_FZJ z_PVc;=gzc`zN!CcocELR)3oR(Mgu83Yo~_f!^XZ*A8#@4XDfg9I=E}{UG!k!o2{XJ z!y!g}F+|nc3eV~CUVDe-I*yyIB$_=s7Pfc~8Z06Z>uyz~(IZ);F`(zLoq2gvqc;z&KZ6Pne!16`$%rPk_f0ePj@C}Ea7;p1=;Yv$U~ z14xL>)@T~KmQEVv`7geE5Zc~XpPV%)locr@lN%WYB|AqiOe97X;zBeAD+gwdNFAaX z#OL^mC&;ZD`wCL*8Ig1XZV1g54{72DMu=9b!2uF!I)hR|wAn!hEFhPk@|J`u;Xtkl zDaVJ1sCbz`F=dH~GCH+MJVJsE!jo(}6*L8&sOFomK4D6brX(7q(xSwF z?*g|tw!qU|E0OP!+JfVveEpzbL%VP1WnUo zulz^5xcKy+PnL&26kc}Ey^?nEuT$UM+i+0jGm8edSzosFj&cPp*D;OgTK9p>Qx#T5!_!MH^QY{3%wmmXI)s7@4qF};k=%26Nx0*;R`;WgX_lkI zMG>sm(D~0Tw$*GItJthyjA1U4CuofuzHsxul-nM^Sm1X*|Cy=S+nTlEQ+}&^>n2{+ zUo9T~pwuS%Rw`^#N`0cRcJ-pks~uLMeT9n>zRGzYUu+EH#D^uOKHuuX)2fRzn;W!9 zsn&K~CoJi@Mn%V1fCgSb%f?N#z40c;LOuQ%?_$;LW9!t|==SR>R~4CqPMpm7kxt9k zF^|Q^{*33^*DZ&HcD^ZW-|Vj!Jilr7Y4}XHs>weFqY)u<;$JSXulbm?S*uUY7X&xB zeAIRBGSXR^**jxa_fb6{A$Meaiwk=xkQ-MPCT-QUF}Qcy#(AZ=%tOsI!CIac?U-wE z%doLAq*8T#w9!5bTESrJ6SWn+x`p2JJE|n@o*R#-^O}~prQsi61;2f4GHql(ZXfn& zD!^ALUPv@cdHeR_%Z|~*_aaBHu)l9UPs0e~<^PI}`0@IUYrIWAYm+0hc8-?oi(Jg< zIDdJ(LYc02Wb>i7@>$~gtUH>EdyAUJ9W@J^n4gPJn6kf*>#}42@`lfOcOAcaZGHOV z@dkNmyP@`luvbak^Y)PzuFXQn%5Sj4A*K-i@9`Iuw8$Y~8{HUUycIwY?K4#78-M=> zeM;r?6lx`SpFTeFF9<2x389(j*hk=nDWdtJr?Nh`AFB3%RE^5pM5Wo@6gLG6w zPgN;sMl8en?PL4S!vh8Rei4Ccz->3#TE=okD~a3V@kQ0pdk zl6cpO|1YEi5%L2u3wYO(KFQtVn4vU;Ru`y(X>Zrp|@q%D|zkK+!QB6_F!lbNb-waeJ5n z&QYo!vkRX1VYq3w=2?jaO(jS)%U0)!6r;1+hQMCO*3!;WVTG$DuUREAuPHaz%FJ-O zw9hgMW1RN2_Gr@2Se!1h4qo0|H+#D-O?TBIetFz%xoRhAQv~&+tEc!^l4&h5A~x7ssaM_vtiuZW#`vrN&8L2 z2)SR|E&lYbrDrqxEWh1j->({;=Dl}zEOeo8acr=~Yay?}?5CA;i!TjpvjU!s1uO-m z)V3_%ke6-~w|J{x9@!=OU5k=fa^sE+G(3%7$d`K&*U4!zX@9<8n&{yd7tn$QNX*|+ z^03MCkexD%$^AJkIng#6VteB9QcI~g-MCZhE2R=oCtC3-IH%*69YLHFHc^^&@g%CT z&#)DT=Mxp@1~KNPe2B2qy?PR0!4)S}=Ez%nBxpO#Q&$1S0Z>1^^Wy zc=6`@G=81hca#F5&W04+-JvK4$S9FtxL8P`)m5T!LG(;SRHV8F)tNZnF*1S-`bNz! zV1JD;&HR%zqA!l*j8UNKRlI+q5ycPWN?(_lT*iletJ(w9Gq#B(MILsdIRs>OT}00& zr2R5J@e?Az4V2z^6$7b~YV8~NEV)5K%fpuJqM8keroG0k6E8_R6PzeFeCYs^)|i~)8g|I`G1L)BRyS~cD8x_Pft6*@a8UiR^^Vc;ysU?!qd zz!<}vWz$>Biv&k^pGf|ptJ)@rBr35`r3`p^C0r$Dd|KReFFb6??qYtmJ7JsF#{AGI zZ?g%#L3UWP@muaOlaDik;j_JUSBm#4i~8$va|{O`^{y_f1W%rh5A8c!o0mKBS9{gW zKlLBNXS{U7^s0D8#s0!Rkurlq!@Ou-_I+KSYw~Juthm#>+kPXnRSg@t#OW+&)OYWl z53D{rBzgKm|t#Q))`|ilBey5My>v=DyxIJd?oq7c1gL{`ozA6h@r!}U>oSx|R z4HtD;s?hRZYr}b7FN7yl#b*1foJ5NO2Spgiu2h#&J{_ zdJ`Ryssa+o+vnn}_10VKEl^r=@45Hx^6l^J()f*YNOk*A5Sz)GHuH92*!row0oBS@GsMh((}TjlVxCMmpdTBrnB<&yP`9ViEKs2gtVXeBmL6ciOF= zJzLu9-CjnfYT57M1`4_T=2HT$s5nqd1p+7IY@Sr7t}|7NC8?vLIh~#m*{FN%iFDwD z;-#L~ou|V4_MYw#AHrGDc4O4R8)z_rDU<1PjGT8Ym>u zz6$I85hzB-su6)b2k6-W*+a-Gd_!}~5U~el0Hh8y`zqn;f8++{ zs2~`{7=Kv6mYrw-U3{7pRB*qFG-Ya8w9Cv=4a61JxM2FK~nDWY%>E_49-O61Y8&HUex z0YmxUTjfAoKdqx%aS+}#@jv88k?%YYFM-QME){dC=TSfhmxkett(+(WyaB9iD@;bV z$`L#;aJj&DZRxo-JS%kjuzL-uhwwczk;w;8XD%3GNYnJE-&yFA3l*hXIh@h$u(-t| zsp_Q=Wbg0qqRL5V*E!>=Y=D0;Ue)OWOlA)CDD=aE?HwRu;9{<3IklH%#qwykyam1QU(Oy+gY2dY^CL?ZQ7acizJ?IjB-A6Dp054K zi4;hnag1z4hP=Hn+WVlT@61&e3-^>u#JpVzJ^CKNQj$7u%|*zmuSU#-w7oY<4`LIY z(y9BsG-FyoPD-8k3 z8M(IS%RRcjNg`Qyc<`wiZ8bfK-C0f-RiyO5i1Vr0fNbANcJQDcC76$A;iun2elA@Rfyk=};~^)D(LA7aSPZxIE?7S3x5e*}pQ2HF zu{{EZy1cW4Cu+v+0;U~|hxzmmTQ#Zwv>q9q&)~Xru;>u97wi&dS$^(Yo&cAKokkBD z*1)=u*F##1^fU)8uwiR&4vq_V2x?G3>&Kyu!Ypjc!)*e%ntTDdVbCFT=V0N6S(s5k zW)hn!freON_@e|_K1|!6!1PO4N&;ps5R8SRgYv;Ef7*}PNBt#O3;|&HseQE9SlUX{ zBe(VAYBIxzWvUK9qgaU0xdp_MoI2AE+uHBJ%clfbWI3UBvS6o4z~oF*&Z>6qfz@Rl zxM!}{qi^QVk`VY5>PY%XYbxg*Iz^5oc zJiVc}xl?YH_R{csKstnOOP0or%=D!vqYReRAb5e8W#e zP%dRKeR)DXQh9WtiXOzlQ9l#25WyTg*w7Lch92n0lGrlQEu0}jAN1^w)EmN?sUupCD^G!G=oZ;C4=z!>W0Lb5nKW-o(qz* zF=_=YH0T--qA31C4--B>(;jF4&+@-q0MabfeUd;=AdmuzQ5ky&iYyPey@iMp38f4Y z^fl;-2ZtDfF1&lo5X{4L4Z%fl3QPU~LLqtt@yBrGmZQM544o7G4qg?gfKG!%9Rwey z24RQ)8Jn&XzL!ytq5K-OaI~T=l>jeP_+_iPlLoX=^fYIUk;#^Va@VNyFt!P~Ix+B6 zDL=70#IOK`Z^Md_&4Ewsdx$_m&tu>sY9S%crY)_@WsA@v;0<7377GHge0Lpm@#&W_ z8wEfeWvsy6Yr|6h0b3&r

dE+?Ja>;23*cO-mvj0eAq^oE-bWAAlSUuZT+g+#e$B-&I6k< zGsYB?1!@o@CAdB(c;m-n^MEc^j%^$rWt#5n9NVZYg)EyN(iw#L zh6^p<7m}#9yEB{ic>Q|4%cWDYk`IT6T~-&^7gW02ysC)e9k8<3yN))cI$7AiavYe6 zb}60hi1?rsuR#E$rR(-A5V*u_MUa z0O)EJ#;~C94@3>#qJyL#^imbbkgcc@OIibQ8-SfeaFr-matK-~paX%!`>DsSDT8N+ zeB`%s<#JVnn$JG<;1&Yd2sQvb9y%X{s}Sv>02!8!05t@H@a`>~fIKuZ5%-q-!Qmmr z1@sGm74799_fLI*g4`{1&jsnKnb7SNbO>1@Oi4gjFe?VNj##X0n2RA@3}B$^Jfi;y zZP;(!VL%|hU||rS1R4$<!pEuLI>C>OSuo=~kdBPAG)u%hr|{^-IBDOCO(xGOmMEKn ziJA0%qjc%^{ET|!`f}(yiU+$Z+h(EO$g4gELw)IQ6}hG1sLe;Ae^6h9HLtw<*DAC# zry*9{h`CH;!wCs#u#%w(4JRjEbca88KN}B+ll`l)5$<3}oBz(-y!ww}=BHO0mIrkI z)NI+8&)e7*^*y_9T1h=b)r$RjbN;BL$)=NEd;TS*KJ9ke+!<MLm*_i`*P$ysbR^%b@;c6I&Z`#9J``EO}T}p9x3CBcLQ_1aU*sK&HvKq58zR7L)Fg}kOPfd++PsM+U zZ5q2-N%T0GdV}K^jGBbL`!r&26TlWj z)CK|!uIb=^J`431g75=Z{P*8vVIQ#r1Eb^fmcvL z5p>?OCizOcmLms@1z#wDhC=4^$XUV~k!u-)wSzJr36$m58}b;(M@b>M%6GlF+a?BSP@u2Obx4ph&kaie|_DMkT~k*wbo5HwBnq zsvDzyjJb7bN`OIsNR+RyxlNV*#Gs42)z*haSND!GgG1K38>r&Lo0kR1O=mZCXD@)G= zkU1!`Fv(o73)wvWf#`lYDIicUy>Xf?>W36lqA!FEn(T;27e=SO85CJSBK%cj2i@k`KYewCjXyjLZN zh4Pv+?RjHM)P@gpci%NFX@Q!GID--1^34n7)A`K5-!C4BS~xlb3D>FAk3~!V7|= zq*=L4U6lnPvVkpypY*{d$P`L6d;*08m{6Yo>ABW?F=;~e?;yfRU*KcT0r@|lM@a6# zVIhqHzffy}sl`_4WlY)H3^<4gQk1CyZ+Hg4HB=F{;6RT6Bz7a=MSBJi4!MA+D?omm z&vjI?1r0e7=fCv<0{D~g!8QzXko&_#8nCHYb{|m2hzmkS1Fjov0&qk?dzOYj2aol{ z3j7d2#PnYfOaz_X;)gb1C$R=XHE__V7H)vKN%qmfBivwBPZEuTr7or)`qh*Z zC=n3koVHzISyRUBxvqlj+17|PVm@(PyWd%s3P`aigWRR4CIurRmSgWEi{N8!Q2535 zP39*W*PhQT_oy`CYB=iW?Bph|m@rcezjeY^TyVHjx-gIN^SJr2x9N*n>S6lTqnqA1 z4VE}I@=j^oHatFvSHgKjArk1Kw zAu}U+P~5n=`}C@9!}qrI@on3n{AN76eC>?AZhA4V+<1P&_wLn+(Q1!cAKvl}6Q&Y# z_EZj0Kg5v2J{J3`K7n4?nBT~78|j_w4fuBicIwMr$L5)Tt1tBUnB@0Gy?c7@w0X5J z)wjNNoI$KMo|9H*6qoqdkgunR8vE-p7*bJpD50{j*QzlTcux8n*-Ga0)Th3X9l;IE zOLIp0?sZ1)Rc3m&dahF$ZV~jlwGI{Bjr?3_f3H}A*aug!93V10VKkvT_3*9K2rd1$ z@lFAzJpEx!{om0GXIqP&5i^%?H zU*SXMEM6P~Z<}_r^Kp-r7KwLF^jvu*r};jWZGTs3Vs5FBkfgb#r+25ht{HiD+u`rM z@4{B}k9~XDH+90T;qsM$=coUQ*ne#lTDBzr4ia1lY@rG?7y3jHBZ!0U0hLK4l`>ZD zd)iDNo_QfD=S4}@yh?#E^^zv&NiuY^p*ZSy60?fT zMYE%MCSm@%UCL=q?%<=AiqYdwZ?~)EBEkUz#LorR)B2>PNc4-?g;~JLq3lmJu zSw-K8Ms7S~=B-37Tx~DAK%|DH4xf@{KWdrS(|MDUw@ zpU_*HOQ-%etn!z$X1~wK@{!G+Ad?j4r_l82?NV|zoSTK>jn_B6sio_4s{eRbK2hdy zUB|!MXkjICg1>&|IlW?D)R|9UY)ovkRa=%0F~^(Q^PEmKpM_5U@H2sZhUMX&%9io{ zxLxaff)ZTSfyd;g%bC-DA9xD`_zl>V{dFM=J5;Ki`6XEMyKLWWBY&-TD}UAsF2!mm zFgkrA1l%^>_D#7lW~Em9{366BAAZiGHox5ySaG)P-@lJlyh#4GJu$8`bLY%Gm@We* zU1CK`%+9fsXm70MqPXHQWEE)XDa<>dWej6v9yPNPo;s8G-p@WiJHK!?a-puE&F7S0 z7;WtI(!zhzbaE@eUIuAX1iC>EeuPZljU$zgwUG6KKESlzgAD_PyGTkww4jDq0h$PH z-bVPx97I+CL^c*EG5A9qgzQL)Q!&8?ltStJcI{4=XK&IYa-uH`eY86NN`hSi8d?z` zS2_i-J>oau=peTAV=yb7@EqI$2s!>Fs1))$0kCsdg)O6P>-?ZpAkk&cKyQ-7uot2? zf>BY0eP{GGLSNfpY0$07i_iWc(SCX}-upj~jYF_M5J(t6qwT`or1!_L_YfHn+i8D-YQ*x}f6c%|&E6 z&Ab&6`9u74XCB@4RUxx|X1PtTNzz@#nR}f!OfzBD1~1hyr^VXKKD(s9QJsqJjl5aD zo}9lLEHX9*%df3ri`dfc&_SN?R?@;6S3}=aj&l zO3@U(Jgy7NCp>lzIy=%c`opcDP5V-;k$W2lZpNt+S!pEFFgYEGp%@nVQ`6DjD{KG} zvy&+xOeYB^UO+K2lHwXyqzB1B7=myI>;%EbegwIX!Ak`)!N1v}w@x43QVJC`I}vFK zDeX}WbY_LV-JqQyhamI>_@iqol1ex)o{nDWTV_b4+-OociBu+zs4Wxl^za9ss(>7ho_Q4TelOI`n zRgJ;y74#QP0fbKB?Bsn(2RfRIuJ6RN>#OO*F6(tOFb#VNzrgc@I}G-Q1Z{$;q$cOe z2bHB6j@*)m+D3SAGyMh(7L!$(zKN%oqVW}i^$eZrrLGe%3rY-sO_*PQ0H{*mQ^mBqHgmF+wNF{5FA zjDClP>p_oHn&!On=EnP3ar%FPVbYXWR>+93Pp|vbYcgekx~+7n*OFz%ghJNqluf=< z)Tb-cqjp7o_6y(VFckO3SDI~w!(=1HZ{~*I%ea8IH+pL6|KNEC6E+4zM{>gVtFQh` z56rIM5fLCyh`wtY;4Tld0jC-z!&T>S_Q{iW_Y#Btla1+eKSs)7+adOp2haT4Zbl*V zqe-B+!$gJ5af7f9@A5kR`p?7RZ-WYYt0Uf&1e}egu`ZAY0b;g3s=dPG{v&ALg<$87 zodyYV1FCqS}hig{XaVYJ` zl(d3*P}-#u9mfyELq9%(T8de7Mi^*UjUc9*RUHyfBxM4x!GPJZxV{g+Nx6&n!-PRV zNZ>3$xxmqZj>4x4rY*qGwUtWi&3NA}UOETV8S-#d@Hdb)UsPM_f}{&P4Q#2BkO+Yo zBgcbWTz>}4<^jzlrD6TbP+sqGq-cwdN08{h#x`YP(`f>zOYj{OSSvV0MF4AJ1Q;Ic zwcrnu41NYg(&ndJqNAg;VJDJ?nm3T|?1x~T5IzL_1}?Fyxg|8C%am}rE#TSNyL*i# zVJW`?=6eL{fO+ROYjl~I`GG${+gI7g@GfZK^z%Qk7U>Xop%2hv!ae2^|LpwGp)Xo4WKdchfzNRdLM(S-#E!M&ulzeGjvhD|xO0Id z)}9G1=q6JgQ21Kv?b`tl4Bcfo(=I7w>Gr-)t?m1?W)}G|u5aSg`xcg7*2dM_gCW!9 zFUbyJU2hpT8X4JCF^)@x3&Byd--g2Jlf;D`5)(h{U(B!@&McSD#Hp`J+n2kutT*kA znq;q^(;J~N7dJ+Gj)g_TYQL?hm@NKvBJiC`)5tU8_djLcwMiJL{^I|t%f0={ibiik z4%Ci1t);lFT()Q5>&~`LbJ$==g}#~J+^N3G8kb{YuGq@+^3+` zti+`{#tSAE{1N|cc*y_N)cWbKe6mqHuCm8PM@Mr%Rv8M|X2O{C8#j{6{Pu4p@p}>b zanO~ge*H6k;qRY@_V65Uj$CNh8-3-lIh3Dw!YKP0d$!U0kU4h7Vo8%*)a#t3e*7#; z0&Tb{eWP1%nQPu4_T>eA=lP5}BAb9@LUmBK+;r5&yK<;q!j(V~AU|X2f=RRb#*abg zd84?9CleYHUI}rm_F}q60(79UjP+bgP5RU%?itR!Z7MN95ymr>swOM6w`Z(F6{1d3 z9CQ+mfZ1xI_&5j_;-#x5r~V#aU)!7y*VQ}4RT9%g?*Os^^kPerc~QtBhMxiE8)*Or zESJua5b&zK31JMVnhWOW#2^~#&q%NbA6SzNW8GqYN9ohQ!%ILk5%9xgH0tju1`bK} z$)8j^vdyK)D}k-YlzB^S=NdcP-My+biSTs{+{%L`cQ^#{$Xku4#1NdD(-{D^-q#jX z3~(>zx~Bt=mHHm5nbXMp;GN3KH+SJEXkH!=5ZjURUm1C!JL}PiS<;f>RJb{CldNDn z)C#xvJii42cQh+}XsUxRdkT7A+*;&Dy+#R=Fweq5e^(J2kd@lhrQ-7_v2pf zD?6M|#d&cF;kV_|jO%8f?q4x$_*XwF)h~RL-&JW=Xjh63ETglpo?QKM@=pE7lZ{Dz zq3xn;3;Pz9nR6yf-&bbelzl!&_531G)pE_8^Y==N4+DbBk`4ui%x;rHhr01!N*tQb zbG5U?ws6b6Uf=-q)hFV6(N zxwBXN_offj#x!mijrLIF_CkAmnG36nISp}oOz0E(QYGk;fF~DBgwt~2o9GbYq)ers zGlE*`?C>ELWg%Wsd@4_tz6zFUMD&!lPE)kvJ-dLEQ|b4@ZIa03{6$Dr)r}(h**SvoM`0HFWi~m;;cCu?D~} zAVUo%J_P`2ZB6GI{}T?3WB{J753zheCm>h`J`(^d(pD_i(N&g;S%#PgIUqOL%AsnL+2s;MZ7pA1c zxb&9UM;E0F0u*Lhg1OYg-pbTZyp6CnwD~U=z|Z4Z@a^F@CH+zrQ57G0>jckHJzfd? z;jj{(p}xlW96HXsNj&idbZ{H>WJ}}PbnxOoqu1oT=FcDJl7j~G-_{J5B`fyMZd<2u z`H{t$pWiRf3Gy3$^WG6QrS^-zp z4g24de~iX#Oqg#%--#Q=;45(7Avu&aYNoKBoL&&d7j%W6YxYlP$RG04Dbo1UU#Hah z@$tPMVqH2cAAGZn!!Wy-g|4Rs>4WQ2N0$z|Vy9+iRRxP?nxd3;8eiH+cLm-1=6Bh= z6{a$VD?j`_{)$24Ekxu<32Uf37O!9=Gh+qzL{Z)ll17aAKnO^QJ0qPpLxFWEfHm+4 zC>B;CMnC3T2EvBzzDjuc1OKL`IA^1#raKjArwiLWSe&DVCB}oOPXY!69uK$&a8j5_ zABT=rosL_q3%mee>KY0381%`av!(VDu}DXXJ^S0WR}wM*({6X)wM&>cDUMGTn0+fi z#Sci*s0bQf9HR$Pj5Gyth8RZzj$#fZ64U;Zgu;JeVGy|iQGQ_g-BbfkybAX{Cb&T^a#g8(#(iba-=G^P6v|S-6NIFy5Dz~V z4hI5{xRM-~1dbCbJjK|{4yD~x{YBnX7ss2==gvmJTg97p#CN?L6Vi7NW=1f^g2N^C zj5u-r!3#?#Mqf2950eOm6Z5pRiqkDd zO;S-S(NP;qdQ~GY({$<{zsP^Ix_flxR8&@p38($jO5EK3*usdls7bxiAE(>rp7q>$ zJ+j%}XN4uolqw&dRQc zn8{1g%>f&?SGB_`K^51eFK}t}%b0se2ehe_(&SB*d1I_gRa4hH`ZI38C(&Nld=9@S zrHO85d{)Edo~L7Gkz)~CEJHwmUi~{zW*9Ka5m`|Z7ncgG1-G$9 zd4ozJfqeik-f~MA15tAm;XA8*#Gb%05HAt?1EKdHmps{-itqAls( z3u7o^ws2H9n0BfIU@#O|0ULn%GS@v@=^P=5QOA@p1$-Cb7hRk@7gFz?l$Y zL&PNbxj+ufL`w;@ft`!pMytYPI1PA^0LuCf*R<6db0y^qxOJMr2p8}N?}IAVw|^M& z7&eXD*`Dd`)sDuhVMr@L(aQpw4nehMRfqFOT9N02$0-Mvps@h(7==@bl^z+kFszW% z0-_qvnr4C5?DjGZh4aibBpze2Pift!BLvl>-VVCYTT55OkiR_r*Z%nDldH3RHSy(9 zo8pUk4lyrT4Vpdt=Y&QW>kAa-k1Nut7xbl1Xu4MJNSN(02xFXOp;EYi-AW{J+WUVKL+*tcJGXv%vu zc1kWb3O0FphbI51UWgdoFf?8-^FO?;#!GIqJc?0Rv)1cW^J2$8Gq>LaFT7O$A!0nq z?XOe8-f@s-tijGXuuUlAMpOLI1s36*GuNMrp8npovefN&%_O1j{p)|X*O)7R{&xFL zWeUz#jKDXbm8Mt-E%7F^QjR9-R3S!bi1GzO3LbJBNI2AE0nR`hH~?Fa%>)4h+)gNb2u2RDyCEQq ztq5B1_)v~-YrHFxNkBZ|T7W1Hp-379?HKSvK#ZK{%h&4%H~}OJWGvw*#58a=_^ut3 zWip_7r&B1<;lc0`$R|k+Du|0QIfm#T?F+3#oR1jzwJo(lu*V-XQX1vxqqyJd=+B77 z$!_cL5SKv64CWp#V(voK?jz_l=5PgQlNOFS)u$FWXOKzI{}T9Z&rF7Jd%Q5O z{v~;Q%9NLYCn-s$n2YKXl{mltU48twlIx;# z+>whq!OOgjKXeU)WIlh_@E>WTlxO>`1r>JsjBY!@-;a;?m!Re^82F_WZpOV26n`H` zl(q7T>pD*>;ClS7dZA|6U~R7PD?Yrpq-l>kC(y*kRe}(H=dZmC9=4vVpnqXx`!UUp z=W#@S4l4V|*AGFAo^Cgby7v`Pb7}=^sVYk_PDgxURl9oA{=-&pqG&ZT6%9_x$Z+#({IWQQy^1A`-@(hv9 z&s4A}Yq*q3OIB$>2mm=-B#D(B5EPyP0#!lHer_+xld&4fH|?_CLx ziSF}b>_(!BVrO5hk83H> zdfF4i>Q59A%vs{bL>+`9p$mlsTl5k7KL>U(!zUWN6?CV}!L;81;erl{n8C(uFEXzv zVg*6xy7V*f4u|xZfvw==E~pENwRLfYT_BTif&+00LBsy?j+xS$x;J4??v%HtbHIZw z1P`(dmx1IFAsvL*??Ju*=qkuI_z>nxV09s)Mo0+gV^C4}J?0;7+-O>}bN5%m=sPUX zZbBr|mS+Kz-vp|O0van!C&6bSEd(Mm9OBzL>;UCjTzB%bGyHq3k7H z^fGb2@go0CUGUN!=Cb%gs6))76BTR% zF;7J!r=L|X%}0I-)*lMp^}8(nZk=ko1fN$z=N!@9XQcO6ze)ATmY~qy8Gd_K_I@to z{p0kge^)|RUeWr`==ja3N4ybV80sTC0TY`R+~&ae`bd8$LS&t49uri(82jjb_+;Ux zXTe%+9rbjRfV?~;#|uBRVo8u-CqVt;{e|`5zh2~uOZ}hhT!KIvr&6Ks<>Zb#4huP_}v4KoOGXd_E zSqLGa@cvp>XM!JbG|V6eEFA!W>s$=wtpORBtq{xB1=*MiMRtOB8OlNY}ahvy7aTW^zYO z(dEFxHy2Jl6*L_;fLzM)@{LoQedWxkp7p|+kX6+X!FE=DesYWkG0;z1|ErOj8dI40 zL!I%Ikr%a`9w-;W!KjY<0^9n`-u%_Ed_-WI9YW31w8#eeiXB)q%FO_eW6;51;lH1H@Zu*Uv zMBTPAW}m!nk>kH+6!~F!Wes>?6M6}*euF*aa%}KOe6?KD$X8@e34MWIP2tY7C=>8FFIPt^f_o7g1*H_G1Y}iqdQuhNZ>dO?qDq%eTN019 z)~&lR)Eb0jdudOocgR$;&78>(<)}rIA0j5}I71eJdLU_%wX-4GMy`db+CqfI3dbneZ-Sp2Mn^|)x1PL zI8KOz)pIhB?eiupP=wkPNVNp)1wG!t0bklGJQB;6JBz9K5)r<@2 z;S{nNj4$T%JaVMdnGhc+g+EB@r-fRoN#=}xFxeE`RDxy`@*%|Wa^_h^`zWI>)nS83 zS0je78kvurHD-u0|LJ2M*}N0A&Kv&a^Mc7{yWi5Cc{l$>kiksB=yh95c4dnr`r9Vu zzbEo4e~)OtH@^_qw;>Vr!GX!kcp0@|wE502LdN79#kH49l?yaM7Ze~OK8o45sp_^d zxTv@Jfr%3|rYi|{G+O+tlXE8d=Vs@Xv@*v|=)T9mL4s+eE zVNI}+eZ{ytll_{zhNOM_;=afwZ3_E5Oi&UGUHvE=)I1$K;GW8xW;bPOLAtC_?=CCw zCyT%ss|1N^_(PzOnPkO?Gl5HTh}t;G_|9CcyF6c#J4w%#jwZKf6%`+C;)CgQo_tV< zIVA{+1T_b6 z@8S0eP^E{YAAQUKsTwk?B@A`CY}5A@22DAUg@+V@$KYHLSyltv9afiMyAs@l3h2U< z|N6l=KoU0kMK4k(^Xa$w;qLyRoZ%AiGdP`Ec;7d0WFYgk@K&U0u=rl&>vFIbo1t$# zDf`B@8FDmy=U?rM+^7x-Ve|$fn2g=&=H2WR zj7*(x2uin+(=ecI&n2cwhvc^~=rAybQL^@~Iv*#+uPhTDT5Kg;x+yXbRlf zp>&mdS>~XLdumhtY6&q=u$E30wUQ1=kc~{~i<(ne?OjQ$-*7YxkM9VTRHAn$T&A{W-iD@ffM0!JY@8)0AK`hYnTv9aP(6Ko#OI@bp-@tarsPXI8IK_! z>A4`=_L?zvN>gS)_%>S-!O&HnE3E@S2$XS6-dEH=a<}Q&z3SS9m9<&9AAF-fz7J{` zzxwJVEk!FbpY(%gbdzE&la z-=?3fzpzz4^B~QaJv&#G4S#Knf|Z5U!oeqOrxS)zG=mE2&``2tTU{l=6PSRp$AtI^ zYOHx$5RUAzWvXF)@OK|bN;_6s4-50J>lBGOFsF=+Hadb2AssCDB4|-HEIo~8KzlzL z>$di+d}(1*JlY{M2As>(3rQ6VF(8LTp;|sKKr4eMUKMJc2o7Eu^$usCbQb}{qQKvv z*zjcBVS7?;@lh*W&ew&oU*wJmbEO#;wUp#G1vHPDwh8BuE+p=M+_NN*XRed=+N}XoVIYUMc{u z>nldEwbv5MrkFqA=H`J6_#{nU%9LW$gf7JySGAo_qF#Hb$hhjx5k^KN8><^brnpubDI6z01--6Bp%ba-oy=;T@pkalR^cI5Ns zkS0oUfjkR9-=4PZg!Y;uHs$W7(sNz9&S|m9U54$I3JERb$$-G)0mlQhyfvZs^x<1m zts(Ed!F_>mi%w1n7_&Vv-D=%t3Zbr5F31bbU6TC+mFC{r>8YWjLU>A)@-hw3y{(G3 zQZ(fXf+H9rXlTfn%Nn!4xS0>G0yj7n!A&^nnq9?L)I8;V$c{wtrkEYTB?4^BRpsUu zQ-N;S6c}dXC8{4dt|X||*s0F^OMQuMBDg~4eGc~$YRiGVfdA{EW=;hJ;bIlPF&{kC zZg}u;yPqQR*!Ytt1^KX7s3jnJSg2#d^keu9IGqHb4IugfKL|zZ>X)kcPv7C@J57S8 zbqqaVq{aXSm!Su40b-?AXa5ZZy?1_OBp^Mvrw>+)Uo zYVtdEo!Qc87GuGUtWj(4qbS{6OunGg8RCEhRAuisgW*ShQ(hPT-%hwSb*jo)RavE7 zL=WIO=au`#Y`E@mXzXzKmz#TAiJgv3ot{uQr!Vi6_&YQssp?_7?|tMG(R!pL&@P4} zTeC>tqg?`0z*EW1na%ZvopOpS>Jv=3 zMJ8!96Z3*5Jiu&GJHl@A@ZfJAxMdyq*LFOW&)eQ!Ac38(pSe#(h5rLz_Gi!6P3yO* zugniTk4}!^QoegsGpUWJPb{UuW#4uj_kgK;yYnd&+=)-9`#-SafTsrA@=Q6qAlSfn ztrJY2XLQEpAS2}-kaZb4!3ju(^Dqvab0HuZoS`Nki z(2X&aiWFE3ArAEIj4$LA)>r_f50*lD{71q9ZwwLzXRS-fq>V@%u4ZqmYgZX z!B6dEig&LyC+_e8vYB;Yu@*0WKa^;r&e%`1>;pah$4sR?U}6AF6|Rz*nbN@duo9}K zp`fY0kK0Ksn}y7C6BJS!#sGn5FT1JgRiWc@_U^7hRnl(n3@S-cf&`r}CLdq7R3h(` z0nL>knTf?gLDMZw0g~YjxV~dmZM#mC{q0@mxMxH(urrQ=pa{U_1CevQ{(?0uQ)^&M z;o16t#XWwPjWUSQDOoI`4$+K`3#z)Ik#OfBvg-rQcWLv^eA*Q9~`*!Wg)TJqg5PD|C?eI)b<`eV5{d8wci zTp|W%?}_Ax|ADy%WLg}y!0mu1#YZ&X@PO~qVPJ>6_%1!HIgDh9@S2tMUoHUfDxt?K zJNYX+Rj@8OrS+^%b&0&QFrIN9`nd3V!M0PvFe1Hx;NwSdmEsEr3WC(Q6ev;`%jVC%oYA46M}`&4v6 z6w=Wc@xb1^t^q|$?|g_0AEc=&0f-XE-n68(U8O4wUjG|VX7}LSe}JF@vOtCg<`jTH zs6tEx^haf(H%SRFg8_U|DPMvfrg25Zx6RhF}X3!6k>x}I-Kj$Uk;J;Yg{LO^gX z4?JJ@|9@nOgE2SXoLtcs$8fI^nOIi{1qz==s$NkE3Z`JOedri0z&s$f^x4jLN)>f++8i_V#t#p zRD^U=pRmH1Vkj@vgRRI>tJA61U&~qrs`as|#9(6q ztGFR9wGgO70r`OEfdUh>>oNz%MF*a!B}mgGMC(H+xZRGP&ze7`Dj)%fRpRUlO0s+2 zKScq+4^Fz5fW;N?2y%eRHAc}f)}sTWWgpq?bXl6Zhq#jY%o z9d7~AGhoe5%Q#63a%UD*Vtxmdz)n9D!KYEC50N^G*l_eo$o%EO?@&!E&0xp3IR8SD zrly9BO2hySu2K8;=G6V2_`&<$dGwB^V^0yC=2&}vw+%!~f!XbzMSUOVcGpfIsr zYsW9%W&T~;*$5=>JXNI=uZk2$oJxC&%>`*ww$rUiUAaZqEBOR_^aK30uJdFo2%oTS z^Q01qzXld_xlfqE)7oQylj13LRI}!Z=WDYz(_5)LG9<-$X#Lc=e!jSBdnu_SGt6jW zV#zLYEoXB(M&odyVAlmalPYWAsc5*5Upy%*pqLNgDTKnWT>%avu!4FnbZMe4-|o93g`-huIb&np*H^5eK9W&+pm9evCr}?*;@DIUOYJ=byRQrrvHDl$<@fq0}wb9|TJZGfu_*h#mklyxlXe1B7hK zsIoIm`8~R#p|{>r)KhGN-h+NjnY_TN?db2l!5?B)E$uNZFo|wGcd~!GTb1F=;#HZwN5%7K_Pm17)t>}0w1_Le# z$<&z?5LINwNY*o)oB-xqfD2AF-aRQkZF_bakdFB=(%Ka#@E(sHYPWN>xPZ5`I!klYZDU^=G=}SiYwmj z`PkP()RCJ!>z%J3)H}c2!1$2AQ+r&|w%Pko#tbEy^SSjl>)hCjj*ixeRjQe>7Zs1( zQtEV15%H2z^;O_Ld59C=*{>95$#PgeiEU?+P)wHO&7)+QLu_oqrWv~{Z#c1vmD*bh zd1ma}#rD9`1s5kG>`uP8jonOMk<3F-YS+!`xXw0yPTNu>Lx@vRfna7{Dzt02&>kgA z7FMn2nW-cpVZKZbF}!HMa+$ow^KGVt-RxPZ7j26tw#g^DJ6euK-xMKN-cTew-^s`A zoyl{=nowF=x|6$;B*K=reV+(f@w%n+AN*MrH!jX*dE>0jMTE)culRb!D*8IXl{vTT zCdFPBsg{J_%EF*8<%Pu!dPNM@6+Sf8+x&a+?tD43$m$k8u+ zFc){Mh#TlRDB{(oo7L~4ESlG8c~+}3ud}r@*Y@&RElp!zg`^x_N>a`vd7IRD?2kU^ z@O0g*(*A=Y>Zdc5uEwHYFa8C;j)z|jdP-T>hnU^!zmse0tt@&{Gq2y{d8OUqq@B+* zTbZN znG7CkhV^Nh-ICbTA>sn(wADCTEJ{h5(LR}22`~0dfy@5b3a>e$EIKISo%C8GuRpo7 z)uwA}or9uKYA)i{>8&Gv9oVo|X-PxYb7OqVw*e+>_}b-n#O z@QdTv-<*mC>d~!1@DQXGs}gmy5?PLz*ICybXk&ezVd>o8{E*emD4Y1t{hOx6yLoK+ zkBa|xFwv~j&`LxoQ8!7Xwy@yuzSbmBmzNFJWw-}*+~P#;ll{tk&&eDfgsa@Io4?$+ zf7Ac<0ZE;kJ8lXj7Z-ie?M!ma;M?=edir2j6^G8DXQ!K!?(ZI*=cHT!zwn4s1OQoH@7P-l7^44Rz zTk_~MBSR-I7qM>l_0Y1C=eG7uhxhbn+bU~Ol6t(+Bg4dT*Y%qs>f*|xlOTW@$=Ows^zi>eq%Rm7OU6pmlXyRco3?UWcvnRdtZLC!*d-!%3Lv;wecoAf6<6lovtd zPV;38EI*Fj-JNw)Buj!H$s2mw$T(<<`8s8`hG?OqzzTY8mG{HiVIi~d3Ih~58oSN-#G|>Qx49|92X-$?^IAKfz3@C!B(JQa z*i&-w&@RyyZtX+dgK!zz*RwNvgd}aL9IyvW* z7r(J_58l67VJBwV3|D8VBs^9`>u=Y^=j4CfqkHsEho=MgW%#mqhwemtEf+cg0gI$(43yqW|=1JS*v}^^t9>e>pZ-{p7=U1G($%zW;m` zQmYUlYl2ctY)cfWwYz&mbtsta^Sj?ClS*#iZzthgRq$7Edon~7C$$b$rs>HopBK1x zQGImd^$yw4aHTS1VN&$FWX1D)GGcaYTrPQL`|&(wx8}a1hx_A&@YXj46g79- zI_^qx)a(2Dc8^Y8mTVFEqOX_K$C9S~FD}@$s@CFKSqtA$4d$LWUHiq&pNC zIusD3B^0E)TR^&{QA$NXq@-Jv5|B=jl5P+fo^!|V?|DA&`-dNyJ9o}Kci3yMwb!}q z^Ok)fT3D)GAoE%L7hdok=?{L+QOi2W>F~0WH1gT1ov=npfXCCAJr@%EDd*4G6Iivh zdk_eWb|H9%S{Km`<_y)w>(gH?l`WxPkivZciI;iXlrhKrQf_mVTv>Q-d8SnS854J* zI4KZFinJF1Y%Y*N4FXZ}emsj9-!xmzpryI1Drf1b1EKReh|x4Y!5C?FwlD)CuPsmW+gb3pa^H+E_jzNLB%;rl*6<2fq$^&E`jLQr2 zZv9`9$1!IUZgP>U`bzEm*|2FPqD0VfkU4TOk(%5Jo5oJ3vXzn}$i8)ywu{)5oU=9f)^5ku7N*pSC26fYo@Yj z$<^f*6Ap;4vRi3{9MLjjUdQIm$D_ZxW#lqjD{^_LBl^2~h@BCW&a^{5u7h~q`{gGg z94eTS-3>%AIg6l>*5}j%MeD{Od6H{HY8`3Kf3KfNeTp3w$P6m6_=&HeuX`J_{iV>; z_qog@*@Fhfu0L)D8eX{wN~6xO>ZEQ_xoLmq_)b|<^0T4hnZgxP%6Z@i*91c|DqC%) z@>DCTn_S6_Q7KG`Q>KVji65lXCu#$dE*L)jq3wY(m@smpPfXZ2nyG>Lsd1ht!;G>_N-~&ZwF_7N zD5f#HXPTql>`|EQ2xOu#pNqM4z>zhc&e`gqIVB>;uG$&`Jo! zCs+IOz4&z0tH*i4s00hg6hs!wG(Mk_U0QD^C9Z-sD_M5NK&KT56DS&>+&TdC!UHxC zDCt{d)7Jb@u=CvdFD+W5X&*$?UerJ^R{|7D58%L*Q8FL@|3IKS9K_)pXf!Agr{BD+ zK!EUTB_c@DzRjBwT0x9WQEI9BjHF!rbgaez}BM_(4k{M8=W%;Btf$w^;<>Jt&hLWTS3Q3%e$KT4A1N5;6g zuQ#Ow2#Q<$cx-~OrdU4c8-DWKGoN$&#q#q2h z%HZA&X2(RH7s{u74?W)Gh$bT~VPQenaM=r#Z|b)hurYKeM0@Ku-NeN;MH%Tg(SJN0 z<}vs}pqo1o*nm%^ghM$I&Rd{XU@2!ow(~b6j7tn3?s#&E<-45e@xwi)my8g#YhV7R z99HXlqQ1$|*?LpTdwav6LV9L5`{-gdn{;F?BdS!3BPuxgnbK{RR&Ii}(a4pVs$;7u z1Uu0YrW_IHHChDkAOSlzab9X3F4493e-}qg>f+q`jpdrsu?b!#ehQ$mZd$q?EA=50 z<&PhP^_XQslbY3C7FprWd~aHlz^()%2GdG4xM*>QrzP%ZChI~0p;o*l!DI46K5Oly zEC059UDUdZN0qbuE$!?_;_(U|Q>~4*nRUDJ4wkdHb*I1Hi)`kFWx01d&789vofR@@ z@4Qy7dLmO6{kVzteJpp4Rn8y?6?0k+Gg@9C6G4hKq*m5N+}M(VBS1El=&^s6JUaco zZtcRtbIZu)S}#bCsQ@8B1cMYB4HCDIDywliNb{cSI0oi=K&470Mb1WmFm?&%f=)|C zC(Ij`k?MU)=5`>ep)9@mST@zOOP}CVr#^oMH7%s7LtZ6xIs(q=5|T&o&5_?o1saPo z1YQ77N6J|S*}o0m0~p-I2N5g*7$c-tK@ox=B%(mjcTRi)+Q|awR8O={dI0VUsAmf0 z%`qY<*FPe9Nd@N02{Jsy0MCH{269Cg!3Uk=3W#PC2~>H@OBp!O@z$A95b7#T0Vbde zL(&`E1(7unN|2gKWLrplzXQ}v+!Ho-0D8M5?RNeSSVfG|M0lswZ2{;a$`gz*-Wx#( zT$~UtApy#-w*{i4SY4~VzSEMLnhU=Td>m}aPNc)yDqC(ovATyvKWmPnlp zpU}i?@q%yv?Yc~U+FO9Nx{DgI{&9`ybCA$(zv1?3J|4r<`6g?pIiJ|2%APcr*_e6j zfyT3}faA=wEwYW%_MhVikeVc-d$m`-6!Tx)IJUZt6*x=C z@r~dwv|N%V4$0YCw%F%fjf7#R<2)BxPc@{w!Wg7t) zz;W|<)%^P|H(}{64XUfxAGeit6OqX`H8bVJ72Z)O72IWZD5z~t-JZG@rYa}Hs}T6a ze9HC4b=viU+@yKbBg$>zOjgH{vgdVvdrO~3bmf{t?DeUB%pQr6-=DzyOd12x)NTh8vy9>88p4?#nqRb)N&^xNUo5moWO}Sf}TOYAZ z%bMp+3N(LrncJv^q)QRW?l?mLVQJviC6Bb_tPGW8Q_|Y@pQk$WxVS=Pmh&0Em;?R_ zjeQ7FxqF5gaqDyZ$bc`ihcuC%|GJ@SF6hxtBANJbL%h!3|kt zWEmhCs9anHWVPLj7Jjq2U`#eX=14sthxUANJFRd#8L`ZLp?i%&D?dc#9dJ2P0Z`_m zVVyXUl&<&mlynQ^Zq~el*dS&7$^g?3+Yrc7oo9xBd35JsnCU~JONbb z4XgOD`*;tQ#a0GC>?M$HDq`8-!!@r7%A2th@D4fH&|>m3v*fVEUy~>FG{^B>eAn>u zQ#TXd!19I1PFFdDahvdqGn$@8lxM8C74Cf98U6N`^V+`GLK!V}yJ`~06Jk>54D;r> zdM#0Lm%V%70Pm?_+F zwSp@Sb^n9sB8x`?B^L{0DZVFT=XoW3)(^5zT6Xk{R0EgaFT5+C>C$XO0D7^f#2sY52}o%geuIB)~~9i!!n;5R0U5(9N* zWEo29Q*+Fji<_48V@2#3a4}!}-PZQ^KH;AcOwuN9hh<%ty`6W(F?Vo`L+92>j@p=$ z`gr-L|84iZ*DU17p~v6rt?32}?pM`sZ^Z3>_X!BmA!SXVHg(ox2)Hawvcb9NSoWy$ zUBWinc<|Y#A}Fla2Vg{Av6^6O*4!K71noAc4am7DF1FqU@*FNGgpmrPd zD=DQe*YBW-$$tfQ;jHZV^XItpz`Db#TTkCx+tZ7OEmrH_5_L0?kriqapw8>RuB>$X zHee}beNd=mM#`E&67AN+10)C#enwy!aTdJIyRYX%lPk8PPm)gfM5e8(od{`e4d`a6 zA6<^Pzv}H=n=AroBw|B5H!63&!W)8nJMRFgZ^*|8s$Axbgia;kwg6E?1i~NkexS0} z9MC~`5>#&UAs}@J893!@otD3rK^;QP!#P`XT_3n=(3#Opi7)ZBk(-dd0y?i!oEKeU zp8&>dq)Sieyd%b!0m^D~0W9-006=#@VM`sa5dXLO@C5bBEdZEmqGTCD{e6Uy@A9qB zHxDW|WMplbVM8y1!VrZ85PEOE;;$>YucO@c^uNnDHs!5EDcgf6)NjagWMc48; zd`}ePMkJjG@a|@XW3CK_x~ZKOe-G&DPJdwN_90lVTgY8GA2>J%bTsw%`~B+bQ~j)j zJqH`&tOitVY8Jkm_`GC^``G=YisL610*NP*U_(_)cJwht=)gnXsWvUYiWZ82#$4~a@%f56=sl7Hb>T9U&PYni@wzogJ zE!hlbk2(Daix6CKA~$#Aqjwh1kry%@Y1H@ovhfp~imiLF{5{y(S((4n>i95aO5| zUHw*CsIo%x5V9d5@Ik2^@;p^QH4KoWVD-;<0@;4g*_ywS0?RxegD;Ur87jA300NK- z@!C)k-w3QC{-j7`#eImN(3TSz=@ujd)&KJe#=z-&1;b`JDc5UC!7Tu?#DYyTCg9u# zXT8EhyQP3EAtU$!0q~W;EOG{3As+Mybtt3NoVmtRe!gQgLjo@g${3q4AWW6wS-OJ( z8=>z2;25I3@Cm@e?t)2?Ou*9}fo=-G6)@|sLR0=9%3zXJj4GQ%V4^@85^)5v?zU>z zoqo&x@#l5)lVVrMjNwd_=_Yz}jm=W4k{S_WuVlv>UiI~Md?zKi+i76SQcTCod{%xM z{i*s!fpQcE+#~JP#J2+x+Q_%b_(7xh z%Z&3r_2&~79kf-gR9N-`E?N{)mpappm427$5OCgdx*l-(nns6pfBvpWq`NdI|NA!u zJ?M+GT}4QxYZC92U*2SBTI*19>}@e>GsA01^=JlrAvWT@_&e~VPAZz+TM4_4L0FHk z&?8Vl!%q@#lkHoePim{6@CEg=5u23APxp?#?6%&dY%XzOV z(Y;gobiwz8@Xy3I0`qHe2M;^u{jB&hB|_N0;KOkMi%u_uB2*(0FB9AS6y~*K4L=K8 z=X{dBkMVu1)lC?c`1HMOj4k$)Wc3L-xRS`!SC&KWdMkR|<$SAl zPcHzaE+n*g<%hca=;TDk9-fb@oy{N2B&1~i(jKYDQ9Xt zHg$$|Boh9W``PDp&fJxxRr-#0F9>c=`6~_4907T0PdfhL3?d(6B?ZPvz&pUra%TZ1 zFS<}i>%R*~$3a4>xAPP-jG^TT$p1}?>Q&I>i;Thtd=?3C1rS$h0Yd)R^?&>Z?1xG} zV6g#J39ir`GNmQPv4{_-v~#R4KJPZPNC8E!MK7?|Y9Jj60J;u}Hdi~a2*jfY3MAl8 z06apFk&Nu^B!qqHWK4>T{SS4ZY=dA1T<2efmT0bQV1`H$i~{)%C-7IvkoPD4J&+n) zp(I&`On)ES$oc1>jmIE!!2?a+ECiQ8FlJW#{Vwx(q8cqGJFEgg*LG%LT&sBd@FcJt zq>~W#=B*}dnboGux<&Mfks~VqEw;(|0MftlR9L~DbMy=2)JxW;YSseN5gDo?S{3X( z>_m3n`vlr{zv3@h4}z*z_J^?EpA8e&?nSUQg^=EF2?`v*&)3QDrGihA-a{;ZHzLLH;=g#kpbePJdZ9c;Hm}^Nb8I&tkU&jRX6O#}#!2NX~xa7Iwy<+VxaSa~8 z89ChDL!{RRx;Tx1m|tAR)_#n4LHcgKO!gPh%97G(S9C45T83l zRe8f^OxTb^M`al)DGz*a04Vp@y$~D#zxAZ6UZ4O~L3YEyzZI7%V6S5`b>?uQ&2Naq zx?Uk_Sg1MnqL7eno;eAu7l__eS!;lys0et96EZ2xX%U>}fWhLhIx7gij;sA%b8gT8_?F?eUIcdWRxw7Q=mm4-CV z)p6mu4Ihp+aZ(9;Mkt4N=3@v*MZ2hz%`PmJM^61mwa(v4cYf6|-<&xPX_$PzgQdUw z$GFHt_C1cqM;ier=a_Y}g+;|Qmm@dfy~=1Q)uuodp87;-sdLwrZGnvMAAQq{$6h9i z2@>;KBc&aDmSpJ~D{#Y`;msb?oXr8}SS3<1H5>PaAKaDL!M7R=fBr(h3pB5IGgcxn zRGT_E(h2?mk?VYiSWtHU+RTaLZd0zrw~_b4{1(rs0$j(QPkK<|d+y#i{Sz~vU*7UN zo!O*=q0v8Jr5~FXnMbqxmHBzb@U2GgmUSby%chx=T`~m&-hguDi!(*z!PjoP0Uzt4 zrTW|NRlrN{6?F=|?Yz#CXD3g@TU{A+wP&q3q!WTiAM)IxF-59K#*d(komWt1A=F;Z z6wc0Wl=xc1`B>bzqf$|ICGF(UW$UOGoFhxjBJU!|AhKFU=h&+Iv1!lW-)ZoT=3%^c zuzQlIz?akLxa_aplow0Z0bSpkm6QM6zfatAO^`UxS+a`F?pOI;k=Re6Ee#j$IqN%x zN>BRIxulMY@pP~+7R050Ke5jGn)H2ff6%zA9mmIIuHIpps>L_ze#GEnP|w1jjTarW zE|H@unpp6s*xKfGFY^+$&0lsgPJfk%15Q8^3vO?L`JMzk9j^QpNVi1%XD@y{k?Oy{ z<8$kL3x`-{Qw~%|knO8#mkB&Ts73--9Hh`pp@SDW0A)6y#zL>zPaI$yn7g7qKtM@a zH^4q3uasXdVlrd@7w1q#77OCs9j{0L*n@hnh#^DH$TXDNQU|P9##5`?72u?KCgxw3m%MAY@9oDWgU`PNM-zpf)X=iS=_;^+GQmtRMWJeIh9 z50?UhvD5tiBBdPXCJ)uOSAN~0tg4i}(GacN#KLg7fKuHK#`JuKV|3MTviEgI2p(gg zaF3Up_2(E6MegLYlDmZtA68a9c*6c-+a;M}J@F0~W~dF6_8jrm4yN3VVZimcxRBap zz5ii3nT*P*ea~kx(B#6ITe|6hUdp>IGhI7G%(NprIskZyJl4I5=OU}KY|e*#<-fvr zxL3idY+l3j+Xq%crw63BzWt5aCB6Df_*WuZ2q#iz%Rlik^jpKwQU0uzthznbIq$n) z=E`zf%QN4VsHmrN*q2A)hDnBy5ee1ReD~n3F()kPwZ^_;abx%!O0|`obKJU>_qBQ3 z>qMVl(bYA*Ce1#0M0q!>JFTTAw88&~dej>~&ym;q!7m5eSe<;7qeLk!W?My|tR2FmzPOzEgjv^^-hm2}b2!AAo_{omov zZJw_{MqCFrtA>-s2Bn7CVdj`Fwy+N z%8yeM->I~BH5o$MqO#FGaGtxfBj%CeLx3e;j-=Mvhy|q@6-1rHYZE-TMccA%TH;Yu7kmGWxNPSZ_NI9Gy!Toh&X$E)m7v7UA3x zmJiE~Br4?Bov8U%Ls4^|1$HY1VONTNEkStDp8Brujw}m|dkC-DhxTF#?{48;vG^MM zl6xht+Ke!MUG@^LWNhZ_Yn+AT&&uNS5<_E=@CVPzlC?{e;O3g^;K^ehVh*|KVHalg z`L2;z@%Xe{Cr0jF2CDMK;PNLbtdDq2iSCeFf1UBpIsd@s(p{=jw-+(exG{gXFm~&H zbp$#2uxkA9n|mq4FMg%Vrycn4%xCTdcnI#CPw0W3eon0yJ3=DEU9WN<^2 z`%K=r*p1jYOFIdO?I002jACePhnxL5Aim9SY&<-7H(+V?VZ-r|dNP(R!#zH}Z5p%v z%k%X~R?ec@tx_yiqxFKDRp;6Ro&!HrPZkACPNgze3Dg+-ehkd^xTuTgSWDW&s@u<{ zU5U?kn%Go&9=UW^<;oZ?&Kz8Y7;Y1ert0Oo@%PX-(3;fQ2$(dVK4WF2tlHU@ME%No zGa-R>b$LsVU+0l#m~n>LStl#&Yth$5`BW>V*CSKJ(k-4f4l?BW;acEG?e0a_U(Ut6 z;(3gG4HJ8~QjJY*z2&OkWP8KvhSs0Mtt`K>B#}jBor|?pQK|DYLh8)NB!!B}ViT8&Hp4M{*>ZPFt5trtU^j-5OLSbnrU?-GCk9gmg4-Rt$Oym}c3g z#+9w?T%FpIFJLjWq!;?oeT%8J1AQ5{pAOA`{S|3TBJRjh?)Oum-hun#K)NMOGL2`s zy4(w=iSP6)8_#dB&7bPFH!l`jDUBil0gO6N4*oVzjx(E8_UT(p<-Bk4B{H7uH;^2< z;DG^6Wx2|0DTw6H|EAJfh*0Ag3XSBT4}$Css&uDr+jYzeK`y6Nj{v+a1JG5G4q+=U}K;C5S~m zt#?R88t{JLXY!jM_}e9jvk?+2dT~fNr8YR5KSdo*ABBY16eWh64rh2h#ro)l)ieXA{rM1oqwJ@ea9c2C(0gO|5f-(g` z9nN`>m^Z9ds`Mu?+#vl)SES;0+nqtNi(E)3{|1iFLD=0s6K}7&EhX5S1P}*RNiiOAoD2C$xoIm%@jG_ojtuw+wQ6!pXtE6 zx-`$Z3Z`=Y10(ZYzBBIBHs1W5Lqjq_PvVO4MT`CG+U#>a646af)Y?f-H}Uv>omq8#RD7k}4{r=v)YgivO_xt0ay^@@Ap|Z-BgQasL4nbAO{dgFojLL8^z@!=8 zU9%sjBGRXel6`9Bt6xJ{MORPMEi@M!Po8u>*(jnuEcV(m=yC2#N&|n_;NrVp;J`a} zIN@>PGBzp1Uw2xj4(b^&g-UCL#zHlkLWFB zOc`g~g|kk|$F;xnzb4Om()HZfm#aszGSD;+w1Ld0N+)6`3Kh*KW=C8%`xLZJIdHkV zHRCucQBowFk-!w!6L_($6WMJ zi3$x@r!FO;(EVJPj7k0g1fm6qN)sGTG{A0wXojG|4M1_h3Q|7^Z0r;WA7)G-{>1=- z00PIe|6u|^2|5B{iVZ^D#0^g6Q)Lj>^6!Z#=%a|jOr%o607$UGN5PeL({B}npZ^^} zk7*r0_6#56A2dDt22@yJq=3Ap3(%jS$ND!XFtDa_@ITIxL?ILR$iN7~WUSiC_sC<#stvTsiRH7<876idu)v>9+lD zig967N3fKg=Gtky@o(0Cx#)n_DfzDecMDz&>9_vE{q z^fM=4;SVmlg<=m1&1B@OO^K_s3-br>EJ|ZlAsM#aJs$ab!p^^!yt7=6IX+Vi_{?|B)VL>#r7sG$ z99hPSyVIC7*~Rksoxwl2(CwX4G_G%wO^SdXaRcwuorI@qmcPoMtUTq>Z!ZYfPJ#ZE@AW__U*7|{&$ zC#;rR^rtv}LZYMNIQ~puniwmuEM5kaY>Ag0d=YbC^Du{kSKLK4e%^MW^$n9guSz z%PSzjD}^JtyEi!3TBtWK@380pS=CgI4boDs1Q?waGA|`c#*mnt%K1rw1dv2ZjK_{w zCsLCsBnP?MHg6Qe;&9S!n}p=RTV34BghX^(xx$t2kTu^nuw6bOzk(%2{k9<|Kv&+3 z27Fy9pUl4+zzT|4D5FbQ_57oe+$T>QR)F&4DLDFI^9{F9>+)$jY$q0)Jtg4@Hr$@|i)UCy%C80c)iF>SW+~-SWpHiKDk{ zj+;Lke&pg#^{Y}&Sezlww;t-(<}ZId|Jx_pEkiwFx>6+BiIOBSKcR@82++glCDb(~Iz9fDd3G}BA1QtQ zUYJiDZ%5+l;KMwThV+?&|3Ewf@6pDHk$2a_tli%oUf=e7KJ_@C{>XOR z#w#zlHJz>P{q}|FJA?0@4&ic)DRN5fjZ?vX?in90dN+()JxNhVNoh`({T@0#NuTfO z%c~6`4a4|*?ZjnsXKkJ+Sg;K68jJ~~_J@j^v#60yW8{ZT3O4R-Qtj7arS8=ewhVU7 z*QHwd@}*oSP?&m5BQlWp!L(I-Ws2S@b~zfaalcE^@vA>CjEjIMl+<^h;A6{~ly{Sp z@kRUU?&+o39`!36-1chWj)s8%9_#Eg*BqyBi$>08YBS!`w;J~;iihx|{??11j=6cX zoo)}Qf=~clLm-c<3*v#v6(}x1Cf5_M4QnZZ*yg~AS1+B>K$;nI;857oM86X6$q5k` zaXg~n%0%60*sMvn$aUxUq4&70${l1y^qT%{9uthPSM!t)AR(NS`R0TF2QxQ72}2;# z^L3sVCWADNmU9GXR?B}=pp9Hi(4*lbdKgX+hfPBu&rcqX2Hxqi4uFtCc>91FP;@*H zLZ<=vs#MCblCFh4zLPw}ft`|%93D!*n;2HUNq-ldAqFT%F&YV{2Qm$+o6v<9sXVDb9|A(;El7mG3C(Ts$3q&XlMEK&~66bxt$Sd;`jO?r1TZJ;}#hK;01QDcx(B z4J$`zw{5JHC)I%0nUwE_VeS5pL8IbO}bri$)$(7G{O~AvYtNJ}VS;LRwh(g&gO7o`*I0U#A8ohzT zEfHxFJCRwAo8&uZ3-&XI9kimyyZ0Nn1=$2_z~+F>FU7~Xi?#-Lr@>?Py=+{o->J%% zKoRt7Q;%L&$FvAkeT|8kdO=MT>6q0T6RMkUQq+ITR%#?+=zLgmxcW_$dNnx5m8smk4P3%oT`2$jP)85Rzl9n!tHjzId}ScbvG1L!Wma} z3FS|mZZ+Lkp}EehRA_Iw@|eBbAcOmds7Ww?Mug|&Q7O0 zJ9RIow;ux~E*drOjbggjD(PXjaz1X{Z#(EGMiuZ}Aouil%fT>cUtFB)jBnClCz$(p zlge|uN@Hgp-FyImp+*hPV+7i8wu#>?HeXo+&!q|0%7Cg0Gr0v7 zv2xJeo_YaZRiR+FE5!_pDCXCte#iBe3C0l?O_gSNE*4U4uow zRN`y9(ZYFcyP>orhk-9+$P}Zb?lT#XzXHF7XlGdG167Iy+JIUt+)G*Wj87R5DIfTT z#*l)2RfVH5bpEXfHim#}X~q}aLgn?@SAVT}3QQKuR!ur2GmC99TFG%;sz6ZkH>6tU zoO&8NcM~)RbUc_lk9=QB<}*^1Km3MiRE8t0Qg_o~Azj{M`NX6~c>c>is}!m}+N=M$ zamSAcLEo){6yJ^48={M$WS-qR3_bVLP%q;GPy{3ryE3SKH4U@nT8Cc(S0{3)U*&UO z`?#`Ba(MV8Ym=MY=fk8gLzwGVjZbrTnxbSK82;WHB^Tp-82*m@ag+;}{q~Z>oGWHD zRR^AQQ_r^hTF1`3|z$TsJcVbt!f`|2@c}uFBk|$&s zOAbC9TDjL=WLvkk&ro4z_3BSxq}|E_mfq07hsBSXdix#@{uE@<3s+}p-|Ls=`sw_4 za~d~U6f12deg9Z6EWNcLSzaF$NsaSIx!-O1MccSmuXylEhh*`NN$yHCm62Te=d9xo z#V!{xmHPc@7bC|XN0#O|Ac}1mQxrhNDtpEggsQj8N0}MJvhg_;#E8vG01cDd+8HS1 zHm$x`ggtL*^B)oZ^!bU#AG)egL2}j;@t1GZ{U{sg{peKh2J>UU?&aGTCeuT{3>&|0 zdnzZV<{DtH|3Cy1M@f@A++p%_gR#@(wqkw_G#m(P>H?35b{w5W5kl@)~|9s3gyIH8BbIIJh|++VGk+e6R2ytWZ=5t z2pD@d=fS-a&Cr^-5VcX%gKq7~=U&S^^Sk7a7a8XLxZew@^L@p(eDxUb9*w5exbwF? zyxmU%sV*b^esf1Z?v#?94_nc}!s0OtW#UqY=fD1l0G5k!BbA=9`z@2kUG2HU2nWkS z$;EkTH_CvNL(H_BouH`2SO-(q}G&*xWnJ4hCZTYRv`eK&BMJ=?}T4@{bKG7LOd z8(LadCV_EL`ARyVqw>QSsyS5id+NjEqFlK`#xSoaWU;bJsSDTEY|nh-9(Jl~TZ_Lt zg`TkwLx#S3i_j|@O)aK2N?oPGG|}|>h+=w=Ydl`4xfv&Muy+%c1%ZZ`XRzMYHmvV> zamM3{&Ethpw~>kQ-$o13_0D#dv<@69qxOPcr|wJwJFD?o_c!yDWA>PtPpB<}r}i0B z)T7Advfd0?r_J4*a~_D~dV;wcaPg?wWyyQWilbUJo*?A0a=R(-HE%>dr$fe#Am2;wKP&zL5@|-wvyX3yoDw(l^k1Uhk3G@VXZv zg~3{sCrqM-L7)u^P;K6LUJb*fea+4SeOLT!=~zg zA{)qL^gKque5Rp%pa(vEqzOJv_aAQElR;7e9xx%g&?JqJ@eCvi^WrC`XT0vN`LyI3 zq*m_Pl_rLIAs?zT!77Jg6!7@-hu1aZ&vD3YWHDr!Fzy^!DluVTgrT?&&kt8|KkRhu zhme>rm;LAdH0yT9%c*E`6b_9cqYyzibwTlP+e~FR(#((u$Y&*8q+Bt9atVblCpYJf z4}RTQPvZ&&8kdPR9xU4L)W?dCtD8CyaFme$wX`BG&e;_)c3RIV8kuV+>1kG zGipm*WMz%b`S?4@!l&{l9V}_ay}4IiqKAeeR~LhoW>s`9he@834wA79a|ElG)55kr zCk1Nqg_?JC3xTxqF4X=*r{Z(6=iwlh)2n>iy86gz*<S+ZFXISkePB^ z+sG8{aXy2cl{nOb!Dbbn@19ESZf@EvvV43gGD3C#&%9K4J;ud|m&wYU+MN>B3OlXb zrwyu=FD$<2F;vI|Ncxn;OP@9^mA3mxITD||NPl~rYDz2^b{iPf+#K3}uKl_9{dM)l z5v_*#y1B>|nTO*M@$*Up^FwRO*) zXfUXgi z(3?dbq)l@lpk?X9m|VyHu(hAVf8fW*+J{J>2s>H68%L-8xx;jaF5WARe3G33cZ+V z-CUsoPg}0`(e>n>naBE}415nBd7ek`utbyO@jnpMhgN>HhbTF~LJ}~i$|zD0>=Du{O6E7;qRmm!egVEysV6drk*x-|P!ST7)%z0mu5QDn4=X#ER zbTq7yIwT=o;bd!89YRGCrEd7;J)z^db@XpZMsk#bbFMMg$g zfYc7=cBX-BCd=D_AGY79n~dY&X6}L-Qod1oO~2T2+r4(qg=))k@{Zjx2vhThIrw>q z*hy?Q1s-lMm(T6$rrr%Z3HYVne0C`~T3Pt{Rle-~5ScQGJUC|<O`_!Jd#1E|ugK>t_|vsrCG>^;N&{rw<=33I?>F6ROE85@5Bfro`Bk3@ zvxr@)u+GBu*~TN&8QPFt$G~|l_YleP%0{U@#F8CA(>@`e_bqzO16sSEE&w_JZ4l`~ zwK&Ao=!zN5->!hMSq%xq)gczA0HOlqfd8Ga2Caek0P@=11?#BOVD%F+lz0o!di;Mm z15K*H3I?O`82{%q4@2w>IkISV04|BXA~X-kuR47Q3@oU!MX#Jfp#HZM3rX~U$j?@L zj29kghJZ0+-VOt0aWFrRSq{K4l%F7Y(@R3~0o+6j{{Li%EJy|*(?B-5|1EG`CMc_+ zUqZP6TGD}L_-}#fw5x=O!u=7HOu*Lyz5m}_(54>9MbIE;AWua=Gp+%Z2jqf_K{o_` z1Zrdr68a!Rm6a+m1_dJF*zGl?=qzgwk`U1TITX)u!my_ZbW3DHWf^WCJbP+frg=wG zmJ!2HCOtE3(jYy%aJDgWotSp=vy)_|u$}2rII-PKT~2*}X8P>s1b1)Tl@(K76&=HF z{1{$J_5|Z{Mdi5urKB10%Fwinvw#rEDt&$3EzA2tHVeq&8F#A2lS>Bcr6Q?v@$-jtZX&*GAym%ePdxTk15l5xggS&< zDiZ~A1MXcC%r_P-yHFYR8aa?oaXlcYe)J3~gXD^N^U^R>zBOH3(rTFgK=>{kysz7D zIFWIn!i{|sL~eKI78WPxn3S6M_qvl^s#S>?$>YE~&BP3shh2x1TlWKANGeJ;_dGXo zBigz)cYLhjeA2D_tSZ?U$oG4ifyO~%E1(ls&OJ+|v!ePdz% zN5V;gNbQp9#L%FWXB|XlYIin2(MCvL($F1#)-mhlUyJEDMI_TFV|tmZ5y{NfUq!d{>~>)|^a*vVvmiKhD25seO6|UW39x^PiUvGDkdk zDB^!sHb`dB`W5=&hBv@B2N}Q)_~HML-$6wH(1@l|NCrR-c&^F+7Q8@u<*-wOWCFM{ zqzB}bcfpo7bGg;Cq`{3Q<0t-OJ`+8N>#FXtHcI%`T3kngQG%~{$=~B-$J$5KsM_0S zKieWzzY0VRQ)bXtd}b~YiM4p2E!#!%d5A_S5J>~O&P)&_BZn!vc}YM1c<{36%g)g$ z;!d>3&Sut$`lWAF46^INQ=Lk5&*ZZY=5L%0x*jZ-$Sr4pez#zwzo($5>O*kk?CXIQ z;cd`(_JWX%T0#%(IgIX)P6rx;d8?A(=02kU`wS1FTPuT}V4#bl8q{Su1Pqef8RTpC zOD5+DXcrF}e6gZCa)KVe7DQmv4=MkokT$}HT?ybqv?*#`4>?JpPN@4AyrR?+nNcy{ zT)+mPuVm5l0BxT^8}2vg)}42Cp#2K3C8hRW?D!+w)uBv77qt>W}4ih8#HEr&21UZG`U1q zHF$_L1bp-M|K{Cn{n00@?Nw#qw@+M~zuS9X^r%yRE3kXOn1o{xDH&q28k&Z>W73g! zu_ui)?yx_y6TEXeSIg@l)wU_dr=JkTOp)Gds^c_Cq^k=yD4it2%}g&@$iw{gj-WfQ zz}zAvDliHzX6+g`=yQ5EU~#%Rc^32P$ODB>Dv2^Y-RJQYTrJixOPYlrY|@u|Pey|l z$i6o`cG?E7hVeuVJycBxA}x9hNcYGbE-C!aBx@&gJE$(k(hd}_zAjz#Y0R%OpmMKx zw%liC)Qk^0nSBq0{b9l{TIbJv9G2`Ie8f#I{<57GIsAR%yTEb!eg4R!zS;1s>Z-S; zcU|;CWB$lbVt?(u$c9+UUYn2WKD)&U?;W;2(Trdn&YN15E{r}8tR-q1<62G`F4bRT zwVGVv?JToh^*U5+(l6POuwp$av2o5XFn7&8W>|RNeEQV)yKrNc=wiU>`>SLV-*JvC z3FNt9Z+htjNyZ)A9hCa__BZ&uQ@mAJmv( z`gj1LkAoamO4K63hTn@#^?JS>^L3K!`PIsZ1!>e+xph6s{JG!GQqSDq7v0r8leJj5 zykB9&oGV`ne*7gjIh=|(`!(M3>W82D10qWU%gNr}cv?2X@y0=_#y?K<%@|h~dV{B} zNgk6=TH2^X2#Hzw!WLtj_Eo@M!QKZN9iE|K0>-{elso~-7p2muhB_bItDhby@{=)I z33rSA>6XKki;p}3SrPQXwHLp0t}f35=w37?A5@X<7nS>qnw;R7bV>VfoS(HZT*%V< z{ALaKrQyp=Dh(!G8xWrBr|7z0zW~Ea>gN^W!~;zU@hphQ!M=u0lb|(rOy@%iMZ!wk zuMY~%1y)3bMVBJacNU`Ot|*P2cBs7UuE@vhHPm#YLRi&G^g~>J(>q#|ylCE}0G%_M zV>3-ImUo9N9Jg>^-Qo(NF6lI72B>R$D@P?Y0yaS81pmNp?7Cpf1qL)~3854K@NWn0 zkT6jKFb>*0-UEpMK+N+6D_)338bL~257coI4O%E)fEJ4oOab7*xz4Im!wdBkA!{o{A^<_l+b&`xfjN+(KuKY$73s6mOQ{lE%~_bz(-lWSzuMna&c zd!bA{*lbD{oT)hpwS|W=M5%x%weP!!bfy0#qyG&X%P9oq5O6j)Y5h9heq|&U=qwwj z2XYM5K$teAADTFrj>gPy(_LTCza6xR*Md62(?T5&i9jn*&}A2NXg@Op8O0La==&p> z9r&7r&|g6buasRUxKYhKBO4rSTx^ki7?DkI`wSK)8Nn}GGOMA`KpI{%$%rbQx&U13 z69b3&U#Km%dXEiC4aqZvM{Z+R_Oyo6)iL+L_MBC~6@7LNzxtqKK=-hvB3EzkZF&9p zFlq~4Tq4llwmlx&3|LD`%l0c5E+JLc0?Z@m#4%g=vc3hs+)Hxgmh{Ps)8idKLdipd zv3h3r4@x+&Z~|3R&|STBBD6#oJm;FOE5az`d_C=hj|EU{hM9PjYpeYLRAvoVHog7rb-Q-JPq_^4|y2r2boyyYqg7ah2P~54gT^ zSX@2#{oaD|Ig1i*kBqOtCB!4qz1Cj$oU<24d|`d`f{nqlSMNtxb6?diq3nmB>9r62A`%T25{FvPUlsS`=G3wr zachleby{_pWqL-;i;j&8m%hsmEaK0iB+=SD`i_3y7#^|QtWlYGabd?(w$s(yUHxcm z{M8&mZQJCl+4*HOb+V&cb>{k(+k+#P4UAL*%;0aJ@;qqkD3%02-r6!B z?K%tHQ_vpS04@z^nvpFjkeAa#8+lW1><)Xdmk+=O(Aub<764igzz8}7%O2qiD0dW> zpHLPU2NeQB0#b$Y10v)ING;wZP1p$=OI7IP1QpnT9dZ^r13G2C03@mNeZOhiaVDXj zzSLLH=c9wHDSiT)Xqegj59$1nLf%AJ$=2EGS=g?bVYuTa&mIC&xmDX?(Xl$^TE!q-#Zty-+9c4Snd?+2kP~i&E zHPWF|MJlA;IHt+X9XXId4sIvP9wf83?fKJKvExllR4Dgn>AwEaulk@;mS<`Ao-)Gz zi)FN2O%AKiW6o53U_8B=^EBAUKVnvSYI#P((z1{;nG|SBHdDGrGwfpL_hYs;GExq$~(pPvN%+)!?w|v!# zNC{o!-AW^-QGA^q9q|d0XFHM)tLy&0LaalAjc{y|j&p;0|Lg+2UmP0p z%}i;;wR~^c+~ql?(6scAN^EGFtGgB_cOAQ;c8!sZd?D=18|DjC8j%#-ycYXVkmSa%B0c@H?J$SU|FUYHelGck^n~=1+4=`H8GAGVA-x$~>ExC0Z-X&EM)5 z#}BV44sWokr#c^w?ImiuPE)Crmv~)5sR)Hj{P^dq(k+lbn3gTVaV?9Hj0q^Wbafgx z@mW${VWdfV{3r5QO5;%M%)(k^zu3IHZ=B3ZG&~|^O~?M(bZwWT-CJEpiL&rj38$A{ zPTzLsL7z$_0;Nl#u0-W)g`dXZ;sWG!;;-RkT7 z?>{XCj^gr{ce38UYrgd+Y%bQ|>$#z|n}6!@jqM4H%&&>etlE^Sno6w-yVf7d%V_4G zU6WmZp3Y)#`JSiSJE7JUz(IL&1k^@h+c?17$h|nGhL<`(eVzz?>yL|2C<7^m?xsPx zi?8&?CdyiR#Ue&t>iMrtg$f5Z)D4-s^c{Uk!*iqnYn}>Zw^EFa-^f^V9SsTy8k4VL z{WtvL0jpIepwLP=%nDF#POt{^}o#1}&cA@9-m=EvlBtHD|C1g6uEyYG`2 zGXY_O)h?^vph8fs0u|1W3JG!{%3P4U_^mqKF{A^^A8id4>ZenkrAQaSJK)zmi?J*R z$qLdHj23+%!G(VN7mz+^Tt&@yiMx$?*F*$S3f$=mj`Dy*E-`d+ORMISl1?xNuOWfE9dstQ$64B=q*;QMq z)R~6wGM<)9VZOJ`;5FCOb^E1X{KOiLjk4oTjkrIJ&5O3vLy7Kjm}IEQ%VrYo7o9|l zc|krvG$aL#ZqCF7-|LcrKDLz4EsM*qzM0uY*SGLDZ-hl|B@GVC0Un&c>dho!b0cUD zEpoo+cnLf6V6-?v9>AiRQ(EH~r@TxCq0c3Q@3RXL4Su)b=AEcEFtuID<>Z6tPYm3DRloHLpSPH4Ryj{|2yU#8 z+|ww2 zH(_~IaT0Yub)cZ=oL~IL(aFu-gK}!@II|QQ7cTXsAxX2Qwz{CkmpR}ZE7|ZgZEO!A zAm_GzIQ_JA3vJE7FW)ILpd_o``CjbXr+?2HY)3VqhQz2`AtOI zY1CT^ve(4>;#a&4BiB;tG`C{*(Q9WE1;o@fq1q3)kom3DCfc@>N@Jy_935sC z|9Ipy%5N~|k=L-XsHf@cf9YBBv5MA_=i<1oH}bpt1|AA6nOOX?LXMr7sG3x4nMt1; zxVz>$32jy& zd)x=w4s8Z~qIY5oM@XK406`9hC;vN-eY*+yr{H*z&}|4oSL7_55n6kM<9Gs~M7aKd zxJrVZ_bX9SLSHaqEaf1#g7ud#v?g-|H6tqGFuE@AHgF)neO0Fy*Vi{PEzM}*37*xM z9UAS+nw^@l0Uz(}rJ0XUI-h;0*M1s&`%Tz#_8KL$xvbIb9Ek+Iw}aYz?4o-5XsSWa zZ57)65?WES15I(m3PX|-+sXLW+$=Uy6e-1!%e6RDomXB)v!f_xFOK7+U-Tg*CGS!Z zd`5$Sd~DgR&rPh?w--uT(<-e~>!S9RfkI6izs%j<{O*vgl}`>bp0>SlCW}8d_E+yC zyDnDWh=mYve)NiFBze}Gzz5?XoKikAKpKf_+~@gwP>#J_(2n*2wJyVUdBRgu0*Q!Z z9G)J}%@roa0zqwCkBG~w4De6}=srr-Ly0r(deAQTAEvk^ghvW3FJW>>+Zc zq2lK&eIENl+q{W2;&ESI2mZ#zt!?YjDizCxZF0{ULeu=Z6&4(Eh^d*(D!vti>nJnX*naeyk(?j4SU zVlSSgK`7lBoAJoKTZ+5>mRHll>E;xbh&S)rUpVn<$wW_Z-V&)yq8%4v8cILJ1Tog9 z79tb=(|`^7?_hYjZ~{6PfwBe(oCl3M0SW;~i{A$w{Rn^r?1i{%i%QbX;_2OTLgO@e z?+&C>A%gSzF@c*eghM6qg7M`0lrllLzUx9ahk<#Wu2e%2Tn}B_L7zh-M^y6e6B?Hl z8h3?0pNLT*`cWwjok}-p==E&ohO5x4a?u$Ytr=yuSty-MgpuHZZ8;uknuf&Vj?R z!nsPiqy#nY6txq?M)L`B+fB%3Z7E>-@iU{YiU^jeavXE-qws5xCR38Q{0-yjoYvgx zQyuQrYI&l(IC%l`HEsdYZxiHd9{bAq8J&>TcTLx|HYJAHwWK|y6dtyI80H$@d^cpi z<5|q*nO2c=_l>y&Ekxbfg{Xefe0!+G4oGarD^JL)C6FYcJ0Dx)LpPh6JBnhGR?bGx` zCGdTAb7k)1BH&WMiW)p6a_b{>^5ZvFv$IlD?&Ynqv*pK2LT^-(zw`61koV)!DO|6K zRyx+@JN;k`-XvuuNGozg@k-Ko!J#*((~}s)#5mwmP_rgLbr8>ELT(kni6M1GHH6Z| z1X{M};7^`1<+ey8k-#YMzt5f}=Xu2K(VtV_^(H2!X2&mMh2(~3Q%Gd8#OI?H_T@Ma z?^C4gnw}maH2K+ueZ~N`xgi0C-yP1rAs#T$mVKGIkHZk3udL zDoxS*wpsv#;uXOl$E2R?dNQ>cHqGcM)vBQJQk=c*7niZzh)=bE-3jWM1gP*>#|{?|MhHW46B?mw^5;T8|-I z{ee9K`f!t;L;#TLz~JgOD#(tlP?u)b)3~- z#b5qK+|>*|5drnPA{4L%bsAq47@Kn4H+Ff$iAy>2+{p1@8sUT{Z=eO)@6P<6J*6>w z2^=-op|vFx@bV&5kow&bEuMY6CM4;LUGaOxJg9JoE_x%TB8e8pa1nxLw6h)k)CUC! zX~!M2189e!{8xNE{%b6(KqnBopu^mK=7|y}xwd*_`yO*=IFe@ULA#V+y^j|_E-T+A z?)vH`g>t6nxM?w%@CmIWWauD7v&~3NI@M_i{RtHXqiM${PPB^?axxD+)F2V;3z-KS zi8X4{CrV<33ETv{SSDN;UV@UEBtj^yvEsdk8~c?5mreS&4XSKW@D+(d@-sKF4OpHJs3nY@o1f4NsbcAil`~gYTHMiUWd(*zY}p>Y zrT6dV&koO>nY%m8ttFl4^{$m`+|Hcf=PZZZPqtbss^N8V0*n`;3yTW~M~EvkxDz=^ zFGzX5SnULPyoC7&w9NkDIRMg1Acnycf+#~i2aeD(h@4O2R_qOKHA6(E1~?yoKq|-N z6vhaE!f=cLpnTb?VM>{Ua1d!|u47YJgpP>SV@*4;2t_Y}PYNG~BseO{HlZ0mY#qsR zcw5uXhJ3GfwoZAYWAcF(P!2|WyX>Ov#v%S$^~OwHSzJF>4`Ju}F>tFw=uiyth#nA$ zLF*={xS)7M^&sAr=ubf-GwsC3o-vJw&SYCvBw#AE5Uau94uMS67lj)HcLacrZa|<# zS{Gi=3H@VBMG{bf=MFapgI|&-dI)xddo57=smbg*SMzKOOGx_J^6qs0r{8j=*hMIO zo&xRyOA8;#%TP5Csk3E#aW-)k?`mm#v zSu0FB;-;|&Zj_Dep_6%<|SiG) z9V=Pz)}_mJD+$Vr8wtpLIxo`F-2Bb3qj;KXF@+ZpZEM=FWO~3VV!DeIx$n z(b}0HJ#ogfRqd*^k527VELv5pnM~rup4{9h;#Pps+%$xRqmzcsHTiJ7`*uTLDljH- zSUWgPtd2oZ;)!kn0#q$HfC2Zd=VejY^dB!_5`cE(uqOx*2;c-mgdw2>;g@$E{R-0v zGYAofAPi!J1%aGrNdWn}!t&?wZE2obc7B^bwc!xvq35b_H15w-5!tiGr=m`6-^WqJ zM%hlWw#sNY*|3dQS=L&SbHiZg0j4a~(1_s|eN21*VdlY~E*1Ro{+jk5Bw^z{jQxi9 zLi7@!y<1*X&40Wu#cFC=8glKHPT#n4h)|XUz1MBZ8%k^68bh@XUB2${QM?GacO-o} z!2-gV4s=^n?u}DGaDxWOrL|BuICP!_*bkxt$pS9%GL9f!am>x%H>9TX*=Qjj#rG#@ zi3?g1hzy?9pkMd_W_r1cjSl>~3`6gk3Hx}u7W@JBB*NW99O#WBe6Z(-?v(Har-L71 zV$&NNN=-SWc=+8!f+i(BGwF=`g8{gQl%z8y#^~G1v(#MpC;Zyuq%#v}9C6S~3hq6Q z;B}Zps!N)(8YDX+rxoj$y{!tQs>JZNoS9c5G!Yo zM)0z#27LEebPvI6o-6r`%FWgyV=hr%g3{oBA-f5e($_Xl zjrL3R-eT@vA^k3s31>=#G~uJoY$!9XnQ)O%hLgh;?$2qzhoe4xoDqBe%I);w&7WD5 z=^L@@o4%1^5o5PkR}Ge(7GFeuQkm;|)4!K=}dTVDU^}JUk;PV+wT}&>%oR zVk!>;7Jl;11YW*prYQU~F&g@is$DK%Z+9h-n*RX@;sF8|j2=M;`ms7-2f;8`@ffZ| z0A7LPqo~g-Lq@&vMB!ry8u%ID@&|Bp=#Tj*RmbA#@6gc25bL8?>XPm_1DNUnRW3Gg zBQ928e9B{0xbO{90eoI?1r^ZljZg`Lg`vv8A>c>=ITBnnS@ieTH^CznTC3|$n>w3o z`Rf|%L)YKwW`FQ>R2C!1-x1$4s6NBnQM#*EC!FTup?$azWuBY_F*Pa~+*#%k0WYam zCdt|`R!Q30E{=Y3wFvjnVWG`>^Oohxv_gbfdX0HCKR@0IiGr=LTtgS4PYx5p! zddjvcLhJ$m3z|4HiW>*ddf^Ik#K|{QPnh=nl*)&ha-A zg9PF0ddo~Z70=go&IrQer2u?Rk~7bVMMc8=p41E#>z;V}&kZ(v;o)ssgVw{xuh6)> zMS|~A8}1kt3a9SE*}|tlO6y!B9jtStR*z#z_ArsQ-Byt_^ZN@$#sd9|=Sr5r_d^kL z%e0qo`r94yyE6F`?l|iv9X1jT-s6!F7x$rY zbWm^f%*4x_^!YW`4TFy5jps7aTKa637vdZD`V#HpqWP2vUyV^p@7&@I=(uNtA{#;g zvN;5q3b+8y|6ia%*h<60J`}PLfCD7yKT!OJe-m9!s7geE2~G#NO(^D2tb!p2kbtAZ zoPdhQM61v|IIPPP?(fOKmP{`RRp*Idz2`15f?yJ1${!#)s*X% z0_z}LKvf5JM==zHYSI-$?VW}D8s!4YIB@v7hIda)O;zCitLLDx_$&M5JEJfj$P*AJ zK!+Gq5SIY`!08~`cK|riSqFh7fetYysw@Xq044+a$)dw0V@RojQuOv#X@>!ac^`5@ zg^LZs6}@yp&+D*90$iO0JPzGrU-(_fu>RPcfXfTT1_7M52o2y}9>sr-DzhB@(m(%z z_0e*1(O}Ugd`hxuY5JE^JeiH4Ax6qn*^Z<9{M=b$yze?C70@>(Nl|mGZy#_V zWNCi|F^7}lg^l`FdP{E{$->019pDskmJrsvR5i(kLSX@@!Pqakfpe1 z@Z1f4+^ukNF%6SWS%8x!<&5hCAkTz>TSR~72C;Xyh(@)C$5%xOxOOhe&qRMicbh>H z*@~^*KKT;!D(-{u!^hg6;uDV$RF$9i7C_t`7R$LneMPkM^7n11hr~#xwiddK=e67O zpQG+qa(Qs^x}@Ixp{k*X1cP~3*3Mzp+Q{Rvk;xGLwBV6Xx{@tlBj*AQHk{^jA~&k$ zzet9MkDTPuV(*3|ud}_;ue(!T3~%M^wl~paF|MA{Ul}qM)_mJ?qXta^+L-&Vd$h-E zr1~tWR{+O-P#8$+ROjQQJEQIpZ68o@LLrNV_bRLgg`}NV2Jx>AxfzHp>5|6)2Dhy^ zgI5u;RTz&A%{f!SVEEsgA(ppT0!dK##LoYLVB83V;`|43wE%@LIviy6nsNX}C>6uF zKJ;EszY7|13lj(&=nD}bicmxd2)GMY;2ggEaQTSPZiko?9kQ2+YJu%_*ItSeRMEJp z+2YM-G4fEct~uL_#0coLTmk`7Bn7~+dJ0HZh6_t1NIybn?H{zWr8@!LP3H0R`j{<} z1{DZG4qZetT$PHA|CtFj9KmS^Oag#s{S}Z>09#0R?m$_f@+?XZ@ILU7UNOlU#LE6v;PP^=uHDyBzbk#c$ABxcdzq$K^~TXQ za8z7uNH}8j_NYR{g6HViaQo}{oj9%^U)Q{ZBfIk}0_oq5dP}oZU0l#bGZ;c4=G03;K1nFW> zl2{o8pQuL&D9wo+Fd2bWKt;kACJle}G{XOHUx3b&=rl;?{e)^3K=f}v;L!Q_90BRV zXPtGTs%;=I06gf(GPkhm22KW)hqw_bJ4CyH?=2d}ASI3160`(@M8s3{e*hu85fmPr z2mao|7ZD?1AVkEf-UKI*xiVXC!59_kWbA8I7BU99XVqKy#Lfk|1Itht!xKm|hsiY* z((^W)UYJD0=SS;RtofFH&&c`6DP52G_x}7|{u(AiA5y}v3uk1-(9h9;#6ZS9AX=4c z!*#*^oH=ZP)AWYT%5cTujkeLJIuA7u(9H3~`DOg^ zyq}xo)|pkU`J0xTde7!RN`B^6iH)Y023Xbcd9)75&nSs4C!8_qJV4;#A+#HtxIbbO zRVfxDkkuHve9u6^*N8r38osq>oCG(#^012rHhcCt3k$C^nD~a#YhDV&%Udu3dgzw7Re%mKhJ=w0_@99Vgx8-nj ze@l-FONGUezq!Z~sfygJUy+it{5kt^2($X|kVa7(JX-Db+xaN&MfKr*pdkc(65(J(n`3j&hId%%bKho5tS}xb_QqX-`M@44>i(9}XQ9jlNTJ(^aPkN&h>1Vp zCk>$4!sSR%528;Ui7LQLD0uiFE-{((Bb)&T*z#1e`|o^kK_~n48seO)9?*8Sp-J8RRzM>P;UBhTecV$QCkkWDrAlzb_AM(17e3( zpbV$+fo$aygzAOXEBJfs&ru^^v_@I0IqUtb*Dc-iiY*<%j^mRdUAr~JG$*e1gmIc$ zKnhf?E!Vrh;C{}#M~ae&T!&k#{@n=`MeHEZixF4zDK=B92dsw{5}cgGHs@Mas{9t0 zBa`%(xaSBj_Kv{BsJTy0(fKPq`R>m)PoA?REC0?2fQToG8=AV$OS{_KA@lAzpb>kV ztJ}pRoBwZGL$&9tn9HiI_Vv92JZiLEj&MN~YAf@!pjpk?o1}-b&L5@6$*Q*%{uE_{ zi^Mfh@ovHz42RkZu7dt<9OIDo^+9v&1`dmi+HX#oX@;e>q@{Zg`o zZ?^aX_p_a1qOnPQN*)R0Y0>m;gvaPpbLccC0B@0b9&)_ZI9K1~8=r)|<*m!{BXv3A zgb`6+<%e9Lf(1WRH(W9@>8#s+Ydi**a{*=_&NMX0?rD!VRTBHqD;VIcT;<34KtWZk zu9H}EnAw*Jm}FXr5!CBIi>kdkEansXW#y-cb+gE8GAsM_*nIRFLS$9>5B@8f2WFK% zPs`GS_4WSs`tV7yO@i;AD=V#voh7j^CfaTl)E;guRzJOGkVFy<&~ExX=h5yUv&I=Y zm%m=N(ige117t}11h=x-IaRupJ9r@wjKR#j@aw291?q8y4E_cwOu$+l1l$KQ7aO0O-W4}b$vsn?IG)GcoH#^EsQK?Yj8!>_ylKpv2t zDWK*5d<-K9<#%v;R1YSi>4ji1VC;#cU1urAnN(EE!O6GOqjW_`zpMizOXYmcTV?<} zqbUzZ1ihsdt4c6%f}}(O5ZQrVV8S4M`w!^bFH|g}pyClGeqTbh7=RHHO-KrIL$Dts zbWy(tPn;qpX33ccHo5fz&hoy0*9 z35HHU{I>tb+n9=Y(Kz=s*mmna^z@ylOE%5lZJPfsa^dO(&SNCzA>?omZc4@F7ron( zzjR65y%tYD>0aUR6-sHLqRyjot!~2H_$=yuGSysFqgR0YLc&-`m;GGd8_%Y1OB%30 zad7Bckp;orciJ)WN(qk}YQe-&wR*jWl%mUvbKnvPP-QIq_hopzJMwGdO0;F0S6e)X zAP3v|R(7F=XYro1ZBKm{Csj7}4AyK|2i99!x*%si&hrlxmnYsBm7T#KEY3AfSr*_; ztX8g?6P+78(6Y?Kl8x+_S(_ROW=UhFXElX{rhgD{Dn$^>jt*XhMTl|E!rWyLW$5$4 zV)30l5}jbpBeMj&lPzAu6emL7V~~}g_|O+-cIME>FyDp`Ar)*86Rh5@fM#ss1pV#6 z!C1fpVk*x%0_SRC6pP7z0N8>aidt8A7GegDDv*{P3<|R_;ZXpLViC??my`um2rxq) z527~!666gaQLN4dsfh$;_)mKF*NH$|f++F8Kp~mTy@Y99iZIz687x%heWb#%F9dST zz5SoXgk7BzKLU5v?X9N)a8_j9Oj+4^)w~n{j3OfoMhr$4`U=ehebEg|DX5t31j|aW zx&iVL$|+W7At{2WN2ABAWiadE-t`ip76ttR!&k$hyN8q<-mmq`;qcACxpxLHEjM^r z$}MYyAHs8ZsB%7%V298(Pz45D%G)^IFqe%c9+#9TXy^yPK zH}tkIh7b2YefvIB$xi=JoiJx$tz@guZ{Dqj+5#uZ7p+h5W$nDHslj_MA@h!O^O5}b zzm`QBW=A|v%#%NoWq$3~lREg!n|I#^X^WX$N?~&qarPE>$h`dC>siZGW!~eEiISH? zf7N;0sW(=_%#ox(8%bd?PJ+i?XVvHpe7N7tN|EnIQ1gfb6jjgerB$gOby3fzNo(_O zw(MvfUgPm?|Db=nM_3znp1E~TmmpbS?XPU*Z`heeytB~I^Lm?3>?5;A_vzKF{AKIr z75)o-r)T0E(w())oX3*ick0CtmucnIdvl)>8BG`kVm8aB)_s>~DYn!hxz_Qb^f^*~Lr z%Ram=r~CmzG97v~aR<>izm7GHh^}U;H0AWO7-IfYU;O@zWt)y;k7ti%=bDHqkR2Jx zZA;^~fh!AX+np51#}{ZE-F7WdurF2Hvp|)5x2!jfb4fyPZaZUbZO3BX^3aQo9ljyI zD~6>F)=9mgfn`Nf@-H+jX^Yy6JIy6acy{Nt$8h#5vax3C&`c3Jf!n3At^96 zCKM+f#yP{n&$8~YvYaA6IE2!I=u#XOQN?Piuc*(7H~85CyZUHGG4#3*{`9o;nc}Ax zdUBdKbag_%-EN!bl^kXlx|op*b!E9NiExXLV(JdxY7=#++Qf2LhthZsWfYh}s#xl23JFNr=jTy1}}J>S&3*^%AvpW4>qpD{SXq3Dp!{O{0>!1*YuB{`l3nn$JlF#G}LeX;c$h=fa+1uiMr zEdoZ@qa<-q3@Y{RIq15}!g%88GCwt{hSVXp5C0kc4U1@W(3RavGM%u;5qP$eA5WkK zOlW{>LH}U~LF3_uLi!K53E1e8OfmnufN2Q#1I^?saItEva|_RiP5?NbndDW@#}5D6ue937Cxm$H1<`c%tpTaWJX%nEa8^ z>D|&{*@;7|$xYuPH)TQ_vm8DQywnIvqVHEe(Yljh2zgxg*3OjZ*8M!m(WjoP$0d#D zMkB3~nX5rO+4s}^wnnwC0ylVk?Gj*d=hB}rccP~wN?an=EZ(3YKsR!!W#y^g@`I6; zxKBcQ^4tunH)mEzHOSEndAK3O)$a(D@amS(8ig;KkB)CYUiSNU z+5F&lhr|ClA1x>Vm+jgkxbS9qn-X?5FdD64zq-yp`vQ_~HqYQ!Gew<8BM zxzz^-{F6R#Fcw!;m=A{MR-5KD{WxNDToaXGebB9>1M=$HFr^5&RWM7%`$Xr(T5ks> zn31)V)h##~m2@w*?&wTfc1NQ)hYpo|BIfyETnz^|fNY(i@+^J%B%_F>g)9VWOfb@_!Mm=Yp6<) z0SJUC0gAj>N(nD~lUd>-e#+F*&(9gE_h@ac{aiG*^xQVqTIG(#zTuUffec!gS`MtQ z<#q0I=fw%wakE<$SX&8mybsiq?=EZUj$C-xoEbKg;5rf#l@Kq`_mgwii2oUK?8ez_ z5eu2vFoRazh-tHsmHOfK)4{qHFkMn-4>=3gWe{-k1l(!!F8p&@XCWQ;xt(Tu4Z4$g z28*fdJ-*);=VHX#=W*n190{b0q<_5v#|;b}Ug1^5Mko;x-b7LMiv4{ZiPUq1p}ZHI$dJ0wvGb{Gs{#_oMRXzsMD z01Qz71JoW;^&b2FEVPD2L-|(0Tx;Wg1Q(R3bJ9v?4r8pd?0uEM}R= zN6CTboWH}{%OPuE@5Tl%Fpu;S3vMhAXV558e zx@#z#r{v2Xi#r|Gxi*^_j-|Dnr0E2u9vu!`#q7*fhHE5aKX)i#uKF?5Q=eQs@1{GE^eJeQcV4tTMWPKyC1GnVTBbPm3C5bV-TO zOFT(cB|3NHX5BL*nY&nINS*F%?m409QeHsIB)-nz%TC$LBRVDjJZ-?Xj+Y>K=X!Vd zbhJ~%GROLQRdc%kSC>)+bK~HFamIlEol~YZb)jAJKCMgJpMDvGR(DRV5>Cs;L16G)$8G`#6^XfgDgNr|Hrk|BIfopWh&nAjD2MRZ0|&9m{g< zi>lvXCWiE{&9sk+sULMVfy=|4?i8}yQwwV&(^6l%`hAzJV%46X?|S#~dKmcw+29kn{o<=)et zMy#d4xvB!Yq`V!SWky=Laju43CeRJ8tJURDo}2uiQ_nRl`t&=NuP&bt=>O>F-g=|J z-{`m@(OJ(YCX744=R^A^*SP@`1}l)2pDW6eI$x)eE1}C#1Tl_(Ze&jC z+D*}6J|ySPWyG$@H?5q$(0+cSWH#aUGxjv!=rIvlmu&z#(}_@ng){8@k|xMC0m5cu2&Xf*f4(=<@VM6b|tMG(9HKnP5Xg&>BYg|Ib3 zv+W?>H9*{YoJFUB7{``4VZ^>gZK&R$l9b>jjQ1Bn9jubhDiQj@VguTPT_q5pyYOha zBynpjSUyC;&*Z!KV^Uz8)K$T4FKFDX44gVo>gDxAp@5)niKN=aKwOH<(-7*nGY zMbj6t4Jfv*3N0E1S%OIwlF(Md!tx9Jbajl3vIjyW`~_qSsCPj#H84iU5=4P9BqCVj zIrs;b-Qb__GSVf-;oLPy3phT2nA_;YK2qdq}kegP7pPY}&#RLiL7DPkAF zNszoXM0wznami-_s=p}gNR`tc7asmzzp43Dtki9JDOF+Z zQ?Cv++^c~JhBryDfoqBy*+MjxkHR1Og5(|G^W2@AV96Zk6?EYUZtdXKE+-b!jN;Al zwVc%H*vYh)Qco2Z_*;Su4A%O>27`jDL)%~n4|4T@+pe8R5Oy~5-JSkVUP)W@kI1$3tFQ)g8fQPYbp4{+sNS!w+{MtQ+6oZ3 zYo3$u7`M6kmFA{O?XZ|P4W54-`ROUXYBiu?LKAN`vTdSmq|FWD(+n{Ps9nHE1P?|0i9GiS*b4g($z%-dh>(D40ipf{3q6n)G%@6A z6}wmg*8@3y22`MU2i^im!9-a!xBU~$YbXbmTUiEb98iv63qn2`j=6RG|NDEvch3}~ zyOD+_a`s(MGAEuQ?z?5=h!1}PN3(?SVVWY(BA)&Y+7mK-wax!{}bXRU%am8BR|GXc(Jjxs{H-p$vcnHTnny3R)Ed)d{Lc&}Cr@$Klx* zP;w6}GaZBbdY>u6txCJDp?#H8I^x>!cTd*M;q{ityHAfZo*0<6LP%v6SQBeL2om@} z8tkTIQ*(0)0|2FY9opypeXh}IhPTEUxnXHtX_NAydm1UWxfZ!1v~>PL&s#O^hMlr63`xgh-RUxS zk&qw-S>&cKFh5wVrWvsI_!uO-?#h;ESIzFoI*8NMo;ud4eVa{$Ep=igqvD+x|L>F@FBufh?VQ<1k+)@t9urdcXeqh^-kW7l?3I0pUudfahSdwO-8yT`b3 zHSJ@r`Vp`TMAj^G^o!>EUz`Ivgzg0P{|=S_vBo69Q(I=@K>h4$ns2CJJ+F6}widVU zWG;!c-x5APQCzmt0RmbnV;bLBm|4J{l~hO_FqA7~+CPGck-Paw7w6(MZ=EEid`!#K z*&E#J-yuHN&RTyK{%>>-ETZQdoIHQxZ|IdfnXz??aXXCBBk$xuPVx5@OE09U9| z_3k0biu5^};g9hk{5Bv8P>FaEAk%*nFoJRNJ8Ou4;K+qfK%9&e$R1FUzw!6#QrEhr zmZlB(fLfhi1~%SHSZNL9>_(!l`$Nu`W7KuJ0^B^t$bYVL|F$Z~pDH zZlS-N)6C`5$PuJqF0B=GP&St>Y~=U0un1U|&NJLM*rS-8J2K#Zm=Z0Z?A__EL&ZP; zcXxgI{7+8vrcIl99|pc?WlQL~;%{?7ieu-V;l^=T4ZhDfYQ|xa78E|cneI0{8+q+P zx_;Np%C+0gUzIN`)IJ@M%Afo9pVUijc-_0!YBzKgM6v^8vR;p0)Y5+6b5-Wa?PXS< z@BHgE{ocVr@%pBbpqVG1eVSK(a!MPEyBTOA8k@;qt20OEoxL)gSHC&^bY$FO>E1S2 zHsT1fbjoA8fp2YXHPC5oBD`m6X5fqEjnsS29NGKRb5z|^%q`zZ{BJIRQGkW(jcqqT zYZvL>dJjT{AgPwYUzq6^&@?6%vE;b|Q(sw0=Ucx2vtGga*I+XF!iK$c=vM(fc5c{5 z2xU=u)dr%PI90oNZw`~aIHTVCFzC|PQ=f!RrPpT$dYjL=!52) zDv|%-7)#UdMMSb-wMrO;81@Aks7TM^x1sf+Py963NiLIHpqBzIF7}iAdj@${ zH)lgdmKlQe?7GG##YnYq9cTlB+Zlb-J8ZxSjEQuo6;I#E=wQ|!761N<&TLPCcAdfo zZ}aktJT=!&b-Go5NegWVAqzE+C=PdsMSKWu<#*y#sHY9E#afy|Sq21(>N=<>&tc*X zVWR&g)P9{v=)y}q@?zYPuu4VG2KWW=3X&I1&G+d->##sb13w}ZBGDJBiGYb|S@fbM z{5F6OX=12a^SpdsN_SgOqrh{aKdJyIncoFR2wSiTd;Y zTkaW36Y!)7FbAb7h*MAC-8W!E>u;^lv;pmj+$yZ zuj#GiIgNE*VyJ7SQQToMEv`o<(^Tg+xOUms=&}Uv0C~?#P z-Ev58Sl*Z&Qy5+-UhfJU>MTyzr*AKq^b;}F% zucD_;+@i%-5PJ#)r`j12>#D=6m*AcS`E{JlmB7mr9w9?Die^3UmbD9qzets&f>w3y z9s^0V!f8jyDhA8|zjF7-nVh;puCx(1s)ape2s=9MBBVqaarKC#Bv7ZP#9ak$(b9Aj)CbZm8hi~JKVNpD9UWfO z8s$=94>sq?SKXf7CaujiwD@#xd6V{G&?)plXnY30b5X5iDiCl9+up2#XhD})akHzr zPn~{Vt@CY8EY{GTyjjc^I3w-~TFg`#jM1q{x4}cYqZiF1nBA-$n^lpkBGdiSV|9uO z9mip-BYf@`h4af2Do;P-!q=QO6`N+h`HsKt*1W4*_a!AMX&`Xwi^6(x{rW-HS`Lf1 zH`T#c$7NT$+)U)0^M$qVRinP^FI!%I%|2Wn)r05A6-duUd9;lzq2R5sa4SDTWtKH3 zo#qrLsWvrk7z{Y*6O7sD4*BOr`syv;^?gC2#faHHuz zcirZ1ITv114j)ffyGy-E{k!X%AmP?~{IqSR0^CA%9lVKoSH{T{wTn4XZc5yQz^kU6+|x&$b#Fz^vzpSEH-}vPepmR3X!RPRyh{fRRl|~)CCQo^ z-DkI37T>iboF5icpz*4un8NxBtHw|f_BtEwr+hN&+h$h^BRgD|oAbreQ?oV>nTc>` z@p15=t;3MpQ@j_q2938ukF5TyA3mtK@?`e=gA|o;K}LYCW1}E!sO1QHqn327mHSlu zv|%6D^F^CZ#BrF{>4+H27Mz)_k_%ZS(v%!6c)p?xI{^SZprXW{24SWzR`cC1$8_nV zq!L&N0>2I3%Kt1F%q}efTh+bqIz1Xybau=by?P9kUVvB-LA4}F(mHFJ#y?OWYV>M# zb~)G}G1wxPd-pLVqVOx#g*cCgN$xjp-H~F@-&Z{N7*tX5_@_7Tg}f?0Tpqme{;f3K z-0$+6&qWo=Z_EWvJNeFN7;*j-D;&+{9u+zjnh$$7&M^90psV8tT{G_7!i{k79=)NU zMEfb^Ag4!y!t?>FY-_tPP{*#2+}cNTH6VQuc=y$c?NrM+Q!y>5Nk~5qGeyf_{x@tg zgv@6SSiudm7yrR_G6MsBYb~IRzz?$=)(&F38kI6fiK`UIU*I}}`hX0CEjol7yJ86G z1eRIC;#GKa3xxL87r0VeYmMMV=p+F(F-&5E+KoFW=?rXtw&qc*)c~`5j>cSrfAX2n zyyiP&+doSGW$vxhh}q`SuuJo&sm7DqYS!=wiKLmO4TmX!OIF5X_%UBH?gS4+0>_cy z9iZMN9B6SusB0fiF?yFGLDTS80p)bpp(clwT-HK*+v0_7S`1^jB2B{Q@iyEjJ?`B{ zZl~qi^ZpSFq=ntx#%BnkVwxPp@@&H{56uRms;jE=@{4eW*~d2DmHVC}zvx<|x1Bpe z(%d7#M&ZNZCXczRHqMV{J6-8^SnXrfAgJSY*0nJ^MManOJ&B>4M zt-l@K?~GmZ|8;od77~-471(!vP|6g#FmgZ?;v~9-+Xrj~g7iiwC024G$Ep^e z4R8Dsz9|;Y)-tuc>C?=7!8$SD26JbN_BV=A__ARh zhxZ=HT1N)P+tO$OPv)emLO7~e@ru1;-5L_AapF&iYCE&Z-cJ^SB3_yewRuL+tBM{; znN8!(kC3ai8tvniB}pJ1a>k*IPDbKO}jWJr%X>*HZz` z2aYo?RhLr>XnfQ5bAJi5mZ)R{ zi4&Vlf?a@If7YJ5rkkN_;WL?~KU=@pVYz-p`Tw)7UL_dH|~ z*meQkQNUcfC?FX2-s*(CkNqQIhOb!(EDwUWp)ZN8o%$%L^lu$`dOst>N)osqK@Rpx z!`6r+=Qzm=o;pjC&_;$>4IQckI0b}p_@85(nQ@4J&J_xq3L((Llj}wmbm;SF3q?pI zl>lsHdq0LLrE*K-8)dNXG5{S84T>K=C>YnoZ{PxK4F$x4oNKMt3I#TMflEL;yTF4v zEO+EUKEa-gLxrFOJGU`lXV%ZKD&MgJ%>FH>9POioHdZaXGc8!@3rV0EZqjd$VF~3) z{IX`daCMs_Y*wlpAs#VVwsL-WH0TyENIcubaaIR%72fvrP$lu44se)|8Fs$t`N?s=zSzr=Gw-9-H1$! zh2?gFD_-bgRnri#SmJtNEsK@ld*#!+#XhIzdlD-5stb zJ$q_St$$TJZ|Um}Pn{LQ-J^POmJ~q5D+&KD|uo>L_UxF`; zhPF(KteQlAg;YTQna2yZ*HoQKD~6?s0!!Qk<=Ds3w?!k?%ObANvTkTGKUMszrlG35 zA0HOTUX%B+uZ;DiY>`)HZU5xN|KsT@z@l2auG9d6q;yCOAOq4;(o&M^)PTY5ZoW_tB7$Euy4Gniu4xBY@| zuUB@@^UJBef8vkH7MuhAt<32%J=`m`z1KWyDI_R0f(BEK#YOYFK?#E;{4l?Ah7xS@ z=Ir7FyP&nN4UG)}J-^-W36;M9H%$__LT34aD1Fjm^~DR|OLh!(?e zwCg=WUaqoczNPql9%cyS!_P(Nf(OjjfT8AyL^QxX;Mh;rR{ssH{|5BAu_L81cdNgK z8>AG+(4}InyN#mOg7kq1Nh$t*l$?m60B;9*6CUSN+C$+Dg@N&BfONDdoCfg$_QX`i zf7rhkaZ+a+wR&DI?GagPU3X(7udH%drO?`Cx4Cw!{Xew}j#lluUUP3#G@uv&Gdmf` z;oFVYje-*>UN2@Qn$NT@7PE^9ffn9EXzvzXanNpc=jJ!fAcT1*-A+;`QGoRWa&Pa_BZoNQ)6N=18n&F+qquz<8 zXr*-)1>C5==@d*9s_f{(j`v%7ri zlLu!AB!~DN7m@{(_HG@Ph#q+PdeT?&_72~NaZA^lIt(j>DL%e$mbKM0dlC^I88c{i zW3zH~-v7p*O7|s`$wxHseGz3CcUM-gr{^5%WaGrE`{z2o$VnIuL`0cOwU`)R!3bld z-oPzGvc>KMDS2o6JD182zl{CpwmSHUBlk{aX<1(v_Zjyf)%R_t-)`~j{6O(GhTssJK0>w&A_`NE!Q7$60WNG@DA&&itF<8R);MXpyoGC8dk*4dq zKQO!K>t0Lw<0#u_ox*M3r*^N(YLa8MCQHclje9^q_e{<%I{WzF_{kFe1F`I_0s(Q3 zOv_Pm4k^AofcqsQI>_`N7fU(h(+NQy6c-}UUVE(Tv(8Z(pqQcB3YrvG{ zFJMVi$PflZ@Wb>Th_Yc#m1SJxS7zzi7P6D9*fn{^PK`s|6V{1Zs z=EHW>`kB*gDHJeE)HRXBCjOU@}gSBMAc|5*A_A zC;zL^8)B^=P*FanAcxPPqfY1jn7vdQ$jSR9Qj8*%?gt&Q(2>wUr?kZ~NyzE(E~*FZ zh;IeeyqRPUqyC8HxVkEef?XGKlQ}XMdgb{`kG8?;Fq4yV7{|0 zt@O(%yR|*&U)?(n4!0sqV3wn?4r1vr40e#shl|75($Qk4;ud?_xJUW<9m9vBR;?Km zTVCUL?#1X}2zz^b-~SOj)0}g>Q93KAf8_qd^WZ{yrdTpziaGnM@F>X@8yI|pu{IzG z6B1(2%HH^y6L4W-$F5pj|27EF9oL+54$$%z=CY3B(yXKyqm@>c z9gXMqlq=G=-mstZtZj+h*i^>d3z|G=h#ziPIbXXOXJy;VAqH8w*j!u2?I}~`U%Y$& zTH%%yR`*03^No7n=vW){KkoVPpz~`I1wGvF^QwbgD<+@!#!g$;;ozA=7TLO#yHUcF zc5cr+n`A$CM4(6|%w-pLmwR9Xj5WaWlshY6xrWBy6NgZiZGMGJ9{GZ!ySD%icA}6B z+W6QIW-;o)n>_O;^EtV$Jx%h-G^bb2!rGC#(&P(vQ!z~!7A6ZFl`{1An3t=mO>91ap`o});+y| z9?AN&Liyt!n=*{T&i;6O)aUuq<5spL@r)YD=YauQ=VZwBJ*xTHQv9K*^yOE3b4KK3 z{5IENHw7KI$s6Y08A}U^qtId+t>S5yT2toIs&hU)te;HYOPjzwoceNZ@&szwNIY4n zIfY#Lh+^%XXdr{5))~SXI$7BS$Zom9qQa8o1U?uDMJNAxQ@t_G6ofu=U|8Kh+BqE+ z-Zp9d>=_KsbZChcpqTihkK=}k0*8Sj9Mo~)dH+Ur-bCnj;wT5FdSlC6bSiZskfohA z<0L~=PqUf^uU={gZvSg=x=h{rsZ37ln-}b-Iz>2l3aIDwgGWs(IKOw_=Fma$@iJ3< zmJ?{-cs+3_5wx-plr4Hxq1-NFPH$;IzCIhCb8jXqV3@j=Q$&%(GR;HPArf}03D=pQ z8}nN)Qc7M>{B={-g5}j`^*L+TXAriZ+m@AK4MI9JN%-v&BU0KY?nJunw>5m)shiGO zugTDprL(_sMLhb#s(kwl+ur!Z_65HI$0PnBM%xn-(J*n02xITwG$QrBE%(`MK5H{0f{i8YNFGyy3dHYgrQ3E*U4?Rtzc;(Y}cxt0xH%ITKjV+K&V`WD81MT z3d~~0{6b8uKt*>V1~;qM_!@9Vh(I?sJ24uq7=lkc!HfG3MPfFVQ_GgGN{`5Ith-J$ z4{)qbu2Wq9r+wtN8Nczzg8C8VmsXVehu)gv{Q6;BY-7@^c_rf)2|2$-5C; zl><#6aRUu6_z?`}_lKng@qu%Y3J5%an?E2RfR3Ldf+zp;cSIK~E(t-bADl3Zj)_N_ z)j#az)n(mGp>B@xz1zMseH)!_d;Iej6D{;14%uE(rZGU3^2N+5p;Xf6p@J~7I9W$H z`%fnnS%K~qM~nYekKp!Ceqf9qnG6kkphM~t#~V~mAGCSqxO7df@8MuZNK+kX2?ohg zf`uk$x3JQ{(U-Eyewbu>cXw;CHfx#;!5t^hYE=zNTL+eb(XriE`uF(z4nA8fy0lMs zN)(tFOGlTNm@%?6KcDe!^$8@!t<6m|pGu9BW#u*y0)O#4tALDBobnD+{mD2t8&7o= znEPm}5rN9cCrDjAbU6NLwd-jn$}7YwR^zGU_wAu_wDKPZtEP`D*VlJZLomb<^+jR9 zX>`3u^ynju?GI9xQC?X;9971dzF%Lj_N?z@)-s-?o!NSnv+uJyb;0TnO1_?f8Rk(# zFDABCicy{a`ycNchb0Y90g?Rkb14xFX)dTFG4hll2;1TCosoJ~KdWHr68F+`e`X`b zSllt=rZi<$|C6D1i|tri=EgNMRLuQp>#XFZ$pFsHTRF$+0Y6rEEoa3g1y>BqnaI&h zlrWr>4x@dEKWy~=jNOf+r+`b`zOMU*J&YlyWo61Ne)TJ=iALU^P4r&VpkLEwwwj|* z7{|qaW-zG0sJY*ClMuro%Mt=3nt3iDz%&iS?QBrj|6cV9n$x>odne|B3(PT;X84f% zOoD=0XLdP2i*pmaW0HU&N8HU7g|K;RR~`!I>jvgfv0-2^6&e*ci;Le&AM4%SKC^oZ zl)G7Oh>o$8bTYhY-PS*pb^yxn86b{#5OFL^5_jUg8*=kiL}#5;D=oS8|9SyzzBjE% z)E+VIrB3YkjITc!_IN2I)6LQKL1LbmKiRrXQ)3(B>6zCgj{;)NY8s7=Ur;`17M)(4 zQ6|uHdoW{UO%oP-iKI=F3I#bb)Ks{(?L`q63g1|U&=eSXdyOC4i8&SDBQz?fpA3pJtY50 zUU1=RfN~L^%-4YMW|xJBgCTf4g@>vr7C>gRE!zj4419YFgw-bMO$GVx@Fqs+yWY7U+Ld>L}w zDA`1YH{-q0%6sMtJLWQjqxS2W+z2g-OJhEDtkc$Ra=1;E9=4WFj&KNQQG6<90RQo3 zd-LA)-DInM$K5rnKQ3>UxlnA-^Bz~zZ!PSO9zT8}1Kll0Oy;s${9+-hlpo#Ca)@QUCMUfJat_u=WxgBICVFH+MoXyCOL%4`}07D zcQh#66S@|XM{@<`iqr0Q zzQbTV%b*Xl9SAgauh;a5l4GJ%UZd3-TEnDSklPU6Tou2Lh~LhPz18~N!QDmbu*;2v zpFhF$t9~eYGHT=1LO2@p`;tDER~Z8z8UT~5oZ{Yv+HJITjL@rX&&m>Io1WEQXQ zs~_gWnY9r*vHj7vvox4CbDT`8sEl1QIm*F2&Fi5Z7iri5y?+Ih|Hd&?n(+$puQ7xd znXAwe3Y4+~84y@fh}(p~1aCG&iVKJg1Bv?;NmHSwJ{btEP!lrWHE%;3z_bYThcIP1 zOf#8s?`82B9MPF=jzLNnDN&h?)?D!>e?f}a&wym)SRh~VeiME;G2X96Osfg7l;UA( z51yDoog;4Z5dabIG$)?+->63>h2Yy;K!xMoHqg!ne!GYO$cH3q_yt2oS@tJOpDztZ zhV=^>R-LhqtMl{x0)_Yv6qQH#7BpambNsGh&M^dO? z;djk_H!*#C;2SH#pzF$b-jDxGsX{L|3(oSx;u z1F(p&;5zAe8~q3zmb2PU2@bLP^HTXi*pM5HyCh_A#0`o_&u&`VNE$;&UAgY zD3JIU6@M7J4&xJ`u;4M4iQ^;X)|xGQ_YiRdF&YCFk81MQ?sMKs2ZPxiUO9dg-{09@ z0J~P&`2zGTml%i_r?qGzHB@L3h23V}&Jl}OkZy|ad^CU2e&BNh@g`+ zu6V@QjMA>|P+Dn|UO6;AxcBv)stWgBYYEg&2a2I1SS+MN0yf)YNsbzV5_744Ps2QJ z-vY-bAmCm>*~Z**QW8?>Zn=RG9eYW$;`<#pV|Z=LGS=U8U8rB&IpS9OGicTQaaGYCm%lw!SCRNzvean<)6I*bIO*H> zhA+I2;1JkkpYOD`F$AMa2W~ZjTrh)qb~0*>lkvxU_DyG{13rb{l~#l@%iw@SDFP7{{w)D6`=y6?qlB7|CDZNE<4dUWL#n%l^m!cuO)tS4RzX zC07A+wRk)SA#d=N@DBEW1WO9x0|a+PNezrP#rLEf^dX8G3du()h#`<)(p zH}^o0z`TOnvx%nQG@rzG%D{q=x4{X`CU%rRWDt#P=;8Kk+yZKV6C{p4o(m0ov_X>@ zR&6tVqF#0jnasRmkTx45>>-V@qa3>Hz=dgzfRE!Hk{5GvKI-IGb&$+*vCW0sD4&U^ zQHfmeZC}?7n9tci>HG6xSkdGO0sk=F<&GPTRI;Q9<9Wd&##Zj}h)D`c5vlKTwQ^#SBJ5#%&8kd}Ixq1N0qn+(ZelF7 zly&b33Ywe15pJ=)MVT>cqZ@h3>VJ4OXB+L-ui^+eHxeGM2?QTLtlc{m+!guJG{pAD z#di$H)mDe`-QGEuUX-8hk0Xg)>WrZda0!c^D2wmbdw!SRiLgnbE3LM;_PI)_%Bqj-@&0}0_R!fS!h7?yioo^grl>T%Gjl7e%c=BoS9cemj zD969g1mITYq>u+gtYPTM$305jFK2>-e)M_$T=H@FA@kNQAzYOJ6NX0H(6DVLExEKg zoUvGV=k`sju!u%JcYrL63`2v$U`lKg2-$K!hu)gkInZA>Qr>W13Dh!Ukk`bH6nbX`*uKw=Y6d8prX+%nI?6W3-@E8ePn;ONYW> znTyBMkd4YoqR>uSbjG(WTZ=tv;bUt<+rTcwye04~*k9NHb`j{8GFO59Z@{OOJaDPx*aS zHj`Z$)-TMbI%kGoQ>UwycyTE5y%ZZWygr}AMIyM!ROZ34=~I`2JKj*9Z`tD)kajxn z_<}O2%zlIsP0nnLdVL;sHNqxCIw|+cRVg&Nl#>3Fq+Ayx*c`o4#s1%xvU3%$&o7eq z8<6J@u?9|D94=oh40yvTkhP=I8~C%~!8=72QYjSH;Jvt_80n8-lIvSZ)n(@u!^HAw zQVfJkD3fyO3ds1;xg5q$TmQ~qRalvF^k}HmM_XvvQLqpTSr5F+wiMb}5cL;a4PL!a z;^Nuk_{P@NK~vJn;Fh*?>G!(Q6pA9LW^rIyGp} z#6wPWD%qs_!*nX{d*5cdz9sgT3Xv3?mn-qL2K8$@SJzmgoC9HJA<3tCrM6x-#@F9C zZZ7BSRlA75u4J+5j8goSf~kQnVGX|DNj?5Zxfr2XuhE}m%^xc03jH?TSFQZ>20)ng z$YkIjDhBPwxEDN(7|0))oYCBTug^0ICS`}DSNglQY3*2cy5ZVND z+1&RDBsAGc`seMC*%fWVM`|y#za3J>2Q6Cq_RIN~^pIHIlP5ae&-_?}PIwf{*j*SK zf8#jl#-FIv&8e=Pfh%|D4NEYEmUdt4<$pJ-J?F-Z5X8QC7EXn|XKZY5OkQQpMeh2g zytwTysf_H-@q*WszEWyfM#7zzI8AW_mM!wICz|98i;2?d6{|D9K;a#H-a75B#uF=6 z7J^*#`L+pqt0$xXagfuaj4HL8J`Dtm#?z?1htSGqfb9JV)bE#a{Blz>qv5 z;6}s!Jyf^MRHf-=oawP(&ih%{%pvRNR{eh>&J|NeaV{AwUCUqfH%5IKU}J2&Co}Vt zvo~P3+B0YMh^g$r-poAgcJnFLd>-;|9u_IYDH*UoIcx_0A_{+{k6*|3i~YlHA^y*} z1Yp-0+pNL|O8`W|RSExaNFYYm0~cZvaZ0HSa-{-jmLG@n{r$6;0SkU3@#+U+NuMGT z*|}q8O;X@Ncngow!X@JpBvSPXfLx4bZ0Q4lbf_i65KTI%@!Uk>lo!w5wYeJp z#V(wO{W64tU(MQaA~CaFsl+L~fX*kELOXRKf((B|Pz=~j{JR*EDR<99hyYFqdYhAw z2ve;H@1e%_-x|XuZkRxBru=#T<3ukTZi{a@z0`|P;x)gJF0OFLCW1*C4c}c_! zDIrsvX!6Ubq)>id^Gl(jow1R*wp`>=hJw*(r-xCm6T?*rmsr`7S#r`o`6wK*xZ^f$ zKA@y>J-oIW*>@WSCZDC&ro0}_(k?vBk;h!jj(tw3Ax1#Vibre^C+?BIXRo5(eZPSb zwcHnuU#uO5%ofjt(k#+{_EX2`!bn94<$!NFm#6IU;5A99BeCkvnwXL-?QMg*ywoc)HP=` zp$47t+x!>B;Y|gB}kzj^PS6}n{)Wg?tXD~HJx&N8x_?b9 zE4=5|o2h432M%vO-c)uLI+apTBpAqWwbezM_v&>Y_bf++gCaScP5k6w&WEST+u6PQ zd2+WnzJ^^AMn$5z)h^~H{CYl6GpUj{d|tjRZ?ZK1JmW~_ z$Cd#~s7#Ahc*)OJbUKer#m5t_jhgdpo0jRl_+Jp`=S+B>UmL2=j3> zK5+G{JH6$V=GK_!yf@NXI$sxjfOCIg;}a#K7~B8&5_7TC^B3@;T-Da1bCO`H`WF83 zi^u*&&L*OqEh6_XC1MtKG^~-uPR!?TN8>pYm>GB!SPPF}7eGMQ>HN0!CkU_NSr$Qv zrxdc3Qc?gf@F9R2xDXISl!6dDP-AJ~|KnHa1)LtBX`w|BE2=O4PfV2Ij4v=R!r;0l zZ?yDz!)aLiowUEe><;@3I<<>%bPG7!-!K8>-gyN`A7S}US3~BGfr!L_B|KtP>Ea41 zi~#F=z|XMW0Eg2Lospvt!2+_9fcV4V69t_?j%i1tO|9*}%;AaS3jdFDF#|dLp*Ox7 z#;~?)+|yQVxc`T!dt%Szc!fdKuFp2?`{}`Oy(+#bR0IUuNOa!22c5YuoIY2be0~0; zcBsS)u}1;fG0j||Q6cDlG&$x1OO=KJmf~Ug#fVU{z~S}xRn2#cvYKXseilu&4CZDK z#(oM1v+sJrh&@fXTYm=~mHw-Q@)- zf8$(jYRh56@cJCd^ls*n^Zd!=OVKZ$t$xbuA@SF%ohZOnP>7)b|KBx9t`EQ+%eXieQ zDD_`pDEp8KyS^rbheT0Ek#lDp_<{1CQC-NsBpv;PWG*y>4`TQJ=c;RBOOr2zl)EXi zab3byR2BYr)vm^$K5LeSI!(mjlzW;ZLow59MaJX!;+eLrRc{{?Q&Scf&T9)B)K+a7 zKi2MT2T$j}(qUsQ+YSAhcene%{dd#3`nk~6$qwaRsUev>r?lKJ*FfxIqNnd&IUOyP zsrP<4|KaXSncrb4gIJXdtaUe(A?E6dHW>ZlCbof_YvG$W9| zU5`j(2SK>nFWaE=(eQi8s=qv2#eHGxa&oqZHT%J}=?%eOb3DG-hS8G^2B}`u(RYrm z&_>_CME3zcSYwQhs-1I1^H(Xo_Y*|EYstZ<^%PGPzU=3>ZU=$?UeE?z4N(OlOQD6n-h)WQvWV7u5{WRSzo|;d~y)dS&o<4AmtG)Vr330fsFUPU-Q)L5JVq1 z7(U`4jD8tZ0L2%gkXHUzXY6O7Y3i=%0g+zGId4N9!B_pGkKhVLt9aD3C0&}>DQ2!J ziLp;O9d=V&&581@;nlNaJY$rg=%oxnskD}z3%z7sEPSiIO4}`eRbFW>T=EP~U-s99 zW0qITD1m@Pu_WHpim@c_qbX}_qJ9+7qb$N{20Ge^EP{|l*?iWmM5G(v%NHMJM%&a$=77d-~xD3hOr`uA0}7v78~8*s`wQImm9Q zTM3jd-QQH6NeMpo+|De^7%i|9Ta8ZnF0eVHyza7cH^)n^re1Z~=`^VBV~>gFhuaiE zu|dDM2Kg<+3Ixc%l^0al4{KwgU$4BpwN^fRQxYfSIB^if{*5w^mo}wIAyztTt)9Bn zYn@Fr|EB){70>HrRf=JHhKNY73O|PU;MvhkpT6%~Y>KhZ7!@&*Xo4uEh|c0f;^c%zq}*)=(w?wdd%tO_kF?>HY0T+Qxs(BUQonsEGf771T6ThH$!_^!~5M*xxL4V z#teb>0}o#VeQs^m4A-r;x0%qgvZAo}HR({;nvmicH9ERt?WbE`(_Z!Xj`8Kp|5@Ef zfB$x?`@lK_@}^=+;%iZF7|d}}Ak)A5uDvfxeBIm~Vw(`Io+P%&TPUzJ`tIBM^u*zL zkvh=6HO`t9xq=3iJj~jmQ75G^u^JXr2f>r1ezW-^)^=X16FYB*w5^00DNKfLCQOUo z_;d2dM&YnzhN`1J9V*r!+_-(e*3q?(V|NsHl$!f`peUaJyZ9k4D@v0@to!memo`#m z&xGiSxA9f?Na^~iPMwNO2{HE?jeaK!IWg1Q*6c(9k!Jo)0wW~WIvj)1}YahyZoZ))a-jqnu9xcn7ryoCy@O% z_1)-WpSsP}y)33ff$i*CO%l+0egzT(wz;N>0|ma-HsRJwbX>1e;S z?Czr1t6uqn;%hW{zvOlDUl`8hURaRg2v&%8ZHeEc;+xi{?01{u{WH$z${r+hjT zh5U!n$CpKwTbw7#s2z(8?-buTNu0uWieAliWnt{hUFsE|ZE`@XWmNs@=ur4cY%#_* zj|0mLLY#_47`9pH{dTQA!)gb&5tVvGAn^Of^GY&B40e&pM&5F2OvIP{qrQBK{&f#N zx4_Me(d$-@JKr8J{XBV(XjQ@0hzeJY_;vmg z8U2T^f^NZmK|j`dg*rM*5;U*1U!j9ULoqAQnfu}PX4=E7j<8-i5^2J8`gwi+KL zUCA}E487f5Ev3d%+(v_4-#-r-uNZKvIiETkm8;glB~`_^(U)^*%z3xTZf`u~m+VwH zeVW^AueEPP%irEbTMA@;4hegh)^qbt^D1s(VhU>98KdgjeYt&vDaP$4O?j`^B$aof zGlLc?N3VseUXqWHaF0s!+{~q#tQLm|!Bu_S=x^U?cYMJb7d7 zOSM=|b`uYM6!}$le)2EOXab_dCz|?aLs3f|^NzmDpL%DHcN8MOne~r`aUX^Div61H z4>>yg8GNWg72vJ>(X`O`Tp7t1vz(prO(p8dqMRK!xwnGRoF=A)*Mmk6e5WXa(jzUp z`8l#8PQN~{X6JR|?dWZh!(rv7FsKVGPc-C2XXAtd4nG}?R63@_agm&s!lL=uHc7rd z9Ad>XcOQUbai^l$kJ=ZuS|L(y`7yZK(sa?{F^GC}|FwL&{X2JF(*HQfyDJhjquhK) zG?4Z6d3iqaPO8>$1CX=L)tMcBJL4A{40RTl4zgW!lT;#JgfeQzq7gL1Uq);w2C0<% zS|9GcUcmXw&o4jK)jszKlKLxG_)LRWxRSrp`|igphWTgTm0o>6duF$^^icA}gzeqC zp_X=ml?%0Q_sE!(X5_m4mtI27Ii6cg__RPahB)B_Ry$cNFQdoz;JNAg1D_iNl}06Z zoV1=opA#!8_L*}?tiD&%#ns-h-cgDS#d8!qXl`ODc+OE>k;ch1%ZcXI4)bxmDv*(nFsn7ai zyHbdo|MJY}$h9*0ERVhVopt|)gI}-iglthpm7R;#m~70GV>+JolG`DmwyUJR8Y7WM z;=)Z{&a0L~BcG`^x>JsPoDMY=sm5VL;{D*TvfQz;c#4KZZz;XZx@s4#{O1$(LcL=n z@#5|m#2+?NqgBhdD=N?;VZ}lUBUl{TN+|s%?B$!;;M!^Zn)$HRIjZEgJN2!UhAdm# zPVFjuONO^xn~N7+UEY!pj|_Z2$_^N#R%Fm?py>8i9o8mh#n_-H#4xBxFtO5Y|J{Ay zCYue+=MUU#0i+9QiSg|cyi?|R=dTMTdmS%!@#(gx28e{qz|7;{8!Hz?6;>)y}o?|KDS%|VnoP2QLJU1b)2i8TLa11I>JOPX@ z^JeWTNU;APNj+F&<-qd@khK^zE6&BtRv~%7U-mak;$(1wgAl^nq9Lg@IC+2Pl#w_!Ta|md|2@%8mK4lb-?ko6ozKQpj6p@iC?iy988Drk z^K8}sn)9;KI`PV#_6uIyqdT^%OFp@!Z2>+o@Liu1AYZ zSM1a$8|}OrSS%5Cx)T#spSxIdyUzDpMBi-4f^tmjJma8w`>{~zQ!2m7>76cNeGxrM*2tTx{hJ$MRox5!pMCzUn*UiiTV(M8j ze1LIGSZ_9e+4?OIL*M<@-uvI$e71iMg(XW0H|}F9aC9ZPao8N~JMnR%?b|D&lV@{b zLibf+mb0_{^P#JUMf%gB0s%~$BvSrCn=(NuFO`qT`Lk5)ylAtxXZog(spWGn4s#S# z4ZUC7YiJqTcTAVkR-@An3y)$qo0x6R2@s+7{mlFRcAzSEm<7S+M@%y0?P*@ z{7enUVPzkfoC{e+!M<}{?>DmCW~g*c4$kr44+L);mTBOCxn8FsxGfAz{a#L1k`;MswrcUl36mCzT~b zN~(3`y()-YUFMF3h{W*~e5^sdD`JMT;Bot44Mu^>Wsui^x2=gtX|rbSdIbm`?!tKJ z6VROv)3!U^oXZ`iMDaBCbaCQkAjpyQlzWy8tJrL||$jVXhevyJ& z-0S~h0Fv&L#fCss=%LfxAR(B2DGDTSb_HCrBqaB|jH!kYG|mn-0jNcM2@HY(k~}1A z6|2m+|1T6Ucl;szTn_HNBS|!g3&*qVy7-2pFeb0&{kxe?Y4!wP2ML!(h6wqJ(RmTB zSOc(co+P;ogW3qy2EPtXS)fhm4WU@#QC>JBQrj~&MzI<{xySaEHRqQ}&F$4J-|@;I zR=p4OI)y4T^JKgsC%pa_1giLbo=H6aVicAwjHeo zO1vx2wWB&6hH}!rH)O&eu)IONVZn4HAU&kql}+zm{_fr6w~HBv{qZ+G=W}i?%+o|h1FVs{QRpsJQPX&{2cbp&zf&i>mQ}+&qV46@VNPYpIAQ-J+{;l z&+^_1?3;v5X^vqGc(YIN&W@M6UGf`UGfZR{lET7nY9ej(I|>qwgW_YSU4lQesek(N+DcdE9D{2_si4m_gB@SRw1^ z9jguRJcjk7#`rjS?0i*b- zv(hJ`Glw)Q{=I(7KPpo-&a360j6%L>b=0k-aP(Vu*|1BM`TFhluAO5O{$QuIx8HIu z8cc181CKKISra3_ifaG_r)A;#rFsFQ42ln1lu0M9d?kYTdb_#4>qmQQ=}~FG?8P(o zS13NSpCUq(BqWSP<>lg{+520L?mvh)FM+V1e4e_NW3{EmZ`t?u*CNwYKVkhshyIjd zd=OzqMuxq|qlx1`xW;$G0Z+|`8$+c~CC_*^>t$C%sOJu~0)!m10^Ll!S8cpro|V_O z6C{5dN2sP%EirZR%-HPtQrro1xs;)s1uA@}U;hH>izKY7bWd0*K(_am&YJ7{$?nui z>V(97`kSsIJ~L7t0(%-C|Maa1F%u!viV zrGWf2rk~l#pegR3*!LVck+Z#yo=x!z9C{6sI;MHx`l_DzFBS|SSiwv8lE0=nl8~PR zJn6%?Ii3csYj~d<&MgB@`Tv4~2oe;KVm2PkP>Dw5`!A$mj<*T^m%HN?IjmfloOf>n zjBX`(Lxo5rK*G;^!R-=v#Y7r))JAKPn6?_2_YC;>Fy{+T|Ms_Pj%Wi;FwA7hxvbEC ztMee?FN1v!!r^ua7za6sa`;~XUJES1a}1iEk`ak66cFy*W#z6jcU(bY2o&z@Ed~Z@ zu9O9x5SeJl?P%d5-Z_^-qrfXU%czi3uM)zgSfDqAB4=1T)W%{~3_BvYWGKjnF^LZu zF}orT!TLE`n9t<^HyTFo-qW?;y*Y8PgKJndk9t8EWvSuK#8qY3_&h)MzO7Eou zV9tc%pUj6u3+JdE2s8{60+eo&vS7zM2-zYpU_)uV^Uj{N?2COqljewH*HS!qFJ?w0 zZtat`Q zS6i^Jb*Fb!nsd@q@aB*+UA$h_lO$GE9*f3|sn|w$GFFxAViJ?iZq7Pgh+*GgEc8<)G;W0uZJ z)1Wn}xXP0fmO?ToKC={Y_ULE2pNP?EXBI0cKXqxA)-tVOzx2%9AZ`siOFL+!$k8T; zN_v!gnts4&w6H=qCB2}PH(n|36X&t^3pdN-t5xGcY+)j0O{`^$aTC6uGGr%nFAC;s zFjh^pjU7+!81xRCwjXvCot`94sBHl?;8P|}gG85#{W^;KVHc6Y+MyV;Y@zhIi#!##AG#AmdUR4RY zoOMjw)+a4%L^!cn-HvTcyIHyw`&FQYK*EC}3_C_aIF1W&=C7j%ZoL zMU`hF#V&RkZ+_8m2qsEL4|rwxfB3}NYh<;3Qg+s+zfWbjyqkEM3e|GEQkRb$PH?^| zu_fM)4f{&uR%l(5)HCte5yhK#r|T`1ntm`vq-7*Z3Z6twshm>v7 zt(K#9=@eI<&^q2*p$E-UwyPDf=#@BEbh#uP)DaFUF{VAO#i!d3FJnzM=5b2mH;cX1 z^0WJA3(+U(q!CMa$|d+&G4ObLfy_pS;nCL-O}YafTpOz80u- zl&x&D_9??$-=>o!Rs3Xv`g5r&k4OB8;a{XeTiG*5c6yj zIZZ*f9EzT8?%ui|D|4eO$8ybv6Sv#$wQufN8JK4+uT4v9Tvakl>pVocJ8#<1@)0+C zuAAzDJRj|S3d>=e(9kq1vspgTBff0hA(Q8T2GjZ*pSoz>jN3D}igJ3pZmeILXVST8 z{bEw2S=tBIe`3sxpC{qg>Hh(o=|;f0Y|+9c!$tbmALSN&W`|mmz_dW4LscY=D@VM;!~fM6Eu`wyBHxlsknM%RKNGft<3u- zBYSsj+p7t8F_=8eW~h7_Ym-5vb1H01+I2QLXV;?s_#N1ko4>Vro@ot~PfcFj?J&yj zPR`yprW(On&(AZdDwe3wRe_0(w#hK&i4@a*R)N}*B&y%Y(hbt?nOPTcC~%k%DDO0tuI0usrc(p5_z z2p~c^WMCu{iRm`;#ra~<4`?Y-L@wH)W7Q&S%}foCg9Fs%$%^~le8`mxy37c6}k~)8x=dAcFIl78=KKZ8^yfVCk+r55 zrNcXIl$N-x&Qp0Yq*ZRDD!s>QkB|vh-C&QqZf}A$ZM#FOO_m(l0CM24^fe*`gNJ%E~kFe?RvJO7_Zf7E}%??Pa z7mL+?YJI+tR$1>0@k&+7!ABn*gC6^?L9FoBShBSXjq6sYOESC3gtiIoWacLRe?X_8SI%JRm$M5b zRQa|80rf|`=F`@ZNu9(g+D~&OuzaDN_luLTstyRU52L@PX-XB+#@abG7{bzJ}8EUOZcN0CKO zfo?23S*b=Cf_5>2BNUVf^N-w22gVAQm!KyZ(Io!-8G^w56P4Z47b7L-yE}SAokjvU_t2&EJUbQ$cvZI)q*tS0v({d=b00O;P{Z$@gsjvi3cf z$|RB`t_W8Qc4S@z%j`LIQ&0Ji6Q}?3wX`z>$pv&qWTffj0BG{0saztR^S#Z*=qnEw z&7PtEO-|2M=dAShZZs9yQ#j*0;nz)>dxq>i7x@5pq;Xl`?d+W3bTv zYWMvWX3`yvB+l9qg}AD4*|5Qd##7Rb9#bb4GAELvtPlEXqU5)9-q)AL`yp9Exvo9w zC1Gv>?&M7wkNM>IxdE-d={;H-UOH_u0&?Q2MEPa4Jer#ixoBpDRj&N5zWG%2#s{M5f*H>gNCDL2+pze+Pq4N=0ID6!ik2oiz7%pyqLivb5_CNg81likwFp@8F=87HM@9bS zq{D0C2r)?bul_(H&2qPNQccl+;R%TX5C9++LCj(>;^Qfcg_}DDc*cW-tPUp+M)u=P z-S4;Qq|mC;k#%VkGI5brUal$uBG-XW9y6x>%rg|N!$U6oL^hJlg@`Z)cs!$1I;mLL zWR4g+*&@wt=lv+|_kdSenBcy`NGjALG_j&(z&NZ=@KQ_NY;sR@EW;oR^ov4(vXlAsQs8JYJh6 zuE3@yT^&TF#4%JcL3ax#UmLUOMX5Y~^9$=r1JV^GSWdPaAeWlgchno^tvA zA*DUjm#*RXh1cG^OnvKt@)~#cc8sLokXLrs`1K}6-|nZQ+&Q}+8|LkBzw=+EXElom z3&)sM-aO|#TzZk%qT1Ew_Lz5JAQaE!3ecfN8jJ;z@>|8&i#p9ai;!9|*cvt~Sm zwvQfgqy`?CDDBMsve~zOm1|~PC9bMI$xe^XYV?xvXiJWtE|}RVVq;KOMJMQ-lCM9E zh~Dk@pXgXN?k5?EP2#{ z!m%oe%9~GJGi26}ed@w8Ztrq_BDf>rY0Y+*i<|{w{R0p#N!bG!x(s-TP_N zpcUnnwb=K~tX0>!=IGLpl2eaQWA#(g5ivY!E>=h($$oU-%jzB`UWxsIO8ZHa3t4%K zlx;P$7(W~huBA(K`2T(7OZnG^ZOoXbWH!8lY^-`Z_>hVzXtAza#KjIL_DNWq2mRu0 z3H!68770OZ5{jQS@6*!l&U7XB?fI15CZa4-4LOG{Zy`Z*)yUv+Y|96DfFD92U1d2xdY7<~kkk__5=;Tmr2Oa4nK9u?w;+^nYEk7I)$qruw z0Aam2ZED}dc!-1kUebuRIf?0^c;{X&eJu9r-1 z`7XvKmfUht>n0uTxD1y5Rh!gwQx9PD|G4@Rc&Oes?Cb_v#=dW3S22V{)-bXaiXv;I ztWk)_mOYHfP7>OzWhq(4&LC+Sf3jAHERiMKcOU=veZTMb{eB5!&NA1D(~Ke3PXcxIyI;>hVPdQ*|0 zlwN7ftf+@pIwPyYQ6aCTS5cqs*n6*4W%YG=GzC-CQ|sUy289ieR>jbGfIC`FOtU@DnYcOefrD=<+T7e>5o0ANKuW0A0zTz3C(7)pr zvhpw_>c|Lvu>?OH=4lb*TX;O=UQ9C^#$ize<&JS^=4lqH+xgjN6ELU2V$RFudRMjL zDPch9g*e*Ey<X|vJnuCYD56U3Uo{rgYAPay!XZ1rh&vTq{7_Iu*}!9DUhexrMBj#_NG zXpox_;ZJfug8+DEl-tPeEAROhYQ zgam9WxwyL4e=nZjTBaH6>w_FYX6AkGLb)67F};Y5#ON`QYUHNmCGvZELwAoSoH4!l zo~pQn_m<6_T|UA6olgPRDB8o0ct?9ATRS>rn-EO+w9x{bMa^Wnbh-4qn>0DwAhKsg z?P>jtKs<^AqBwkMfVIyeWN27Zf3hZ)R;YzqB0;}Gh2~3eHoeAgVV7EW$9H|2I9FO- z9}z9&nixF0&!{h_B)d-GdBpLne9{k8(+-_g(4n?NZ}NJSm_c<2A&NN*tS@5N5B#)Y z*2I`xA^@Z9C!(i6#okGRKL;IHU|mq(Jk_cz@8NR8fH*7LMo%xux`l)2T~G&Lmmz+@ z?gM4o0TG{nsMzuqm|%gsm}Oi1iGMStV2fwi%;`Hc8i&fH-AHJp!iy zelgvun2vnpt{Ww^Ckem%3Nm9%hTaRq8l8i#`?ADEnq9V1$OIr+fqpb=!rkXegps3l zk%JT7bQJhzjv8TIF$M7V6{p!*obS(xc1K+b{D)Pb8>e3`%BdHL9x)Ixz@%i#rs`Hc z#js$cDvYC(bz4YL{qJ$aZVn#G|JDK+-3;E;S(?7LWH<2KZdaOd6hOV_Ic);@W-Wj^0&`i^8}Mf$5FWq{bCM{M2-`Hjqs* zxDD#s=ab9PhBY2VwU{Z!k735_E;xBoF-^}@UyjdD(GzoZufGvu?z7y|Lf=K+u0-s8zCfftB0ne)n#X4yV>U5bp;+Hk3YIicH*YcoDd2wpynZ* zgeZ5;)k&BB+dnJS)-!Gf_!yan(+{;y#Ch3vjEw)Ld2vZW*P0mzRA2$t8G*HVa=ngO zcPs|&1U{OZbIADRLfESJ%S&5EgS@J^x3%CbFO@*?d9sThmmNOQ-e zV4>c_<6N=1@Qswo01(=9ZfZXr$k?l1S z3Exg7^Whwdc?TGi6G9tUWkf{1+?gKVVZRXkH>b1 z&{_SUaBM-;N{L%pkYmnbpRx&|K3H&&sN==3X+$)=J1gZaM>6Z?du6V9_b>gm&RhAr ze~3wg=Z)KJ$yLf0v;uDQa0FF+^C#ZPmos+6fB?!Uvd?#kMgJxUrE!`cy1x-#s{KMG zef#G0xkX!8(pj8NCo4us{>%p}S)U9Xiqcp_B7(V9E_7=~@SAV`E{)KMpBYYpzr1$D zw|~_N3f4~qpW5v_1O+YDGo@3^}f8S$-Q)SMlsnRc>lRQO~HoFCSh zndqh83vilK2#5fi-QUx_70cLf-f%tnQ80&%wxlxiyI)y+7(eh`Q5gDm}wrx#V# z(}WmI#Fuf7zx`pjH`})#8?7-#8}d80YL|wHu+q zWv-tB&j`2Yy5hgK7vNR_=+}ur62J$@SIdCBQ~(TJo0@I2@~yA(AnhXdx=e;2gaUq5`gkq8n7_`6`h05U&Czz`UFO zhx@O&o8u4#fdrg|!_;jU3P&dS#JWp0DU>I|vG=w{>gNQHemfJo@rCbmi#s=~wHd&M z%1|_x!3lU70fFc_FrxPmWruQoyhr>Wm- zH&)w?)&EU$`jX-s&w%MTQOM(`KE1+qvjwkMQ;EhESqWE0+0N>$<<9lQtZHlu9NnI3 zCzf%G5Nm$<<}8ysSDu&e94{_`r?XlGr$R&4%@=B2IC?T-4ncxKv*OBj%;Wn(isiw7 zys*{dVZ=nb(#P@5QmUC(u#yQ39R6{%ix_ykiYs{cXJ7Eo4@)if6puwjZo|hVK@v~p z$D2&FUsBoqsDI;k<^1xL$h!^%%nWox`kfxxO25wJD;J7Ai#$(r-K zXh>ymQ(s=;WG~6ZbDP{&xjjIwcs{zwK~Xw^6*JhaiCyRu+?!Fpv1+U=$CJ2OKl3gb z9xvN+&pw9XSFsZ3d}H!}PeJ{YPhZ-@)sm$EnO#lD#O{1v+L3ViA`qis#nFPM>MEqu zeI`*%9sH+9@b_?US=1!;2laON(9XtPvBi`&Prb|u{6{_~ct^FvH>y#lt9yYhXQMN; ztG4m4m`h1XGnE072Q?Bx*<8i&U-Aj?1; zv`X~Aq-01l!yWQKKHDN*Aa#rtt(5V>?yh|bMzXZIl6WiO&smE{eRKB zs8M4LTnK;!eC9br@~8-nWXR5A6YDmBkGBD3b>;9w5MYvq71D77pgIu@E}BXUWb=nJ zjtGGbhvT)~#p7BGK_vT_Lg>(d*(^k($9Z6U_RnP5Z(xjL6aIia|-xm>q;Ib(4EV4Z?W4tH*m>pq%XI5WDrNd|@<5X(1 z0RbmkjfadC9L-9y8DazhoNjuT1>Q<3?M0Cyvur%AJ50hAX`&q};M$&*OQT~oI!6WG z$_0I=Q|ac8{R6et@m-$XX_K(s^=Rff&7X(Jz}zfKH`CVrrViNNdMGC#poNV>ox?#$ zku*+&nJ5eRc#N^k0h8zR_S!(Il5Tz@Wb{*wknYLBmG>~H#2BTaY$ZBO7A-m$qM7Tv zV9`gK@x~pji|ajuVx6M!BbRDdGFSyW%bWfx&%L?7(Xee=zYzbh!sS++cR2b3NgG}2 z)H_NZEwEzHzneJjxO-33%1TyKC{`27>~ROPj@FS7rQ%c-XX|%<9szfJT#nSN5~O?A z=sV>ICR~>C-k|tipH$LB(e#(rofs`PK0WKZcNOcHSxV_a68pSLqt{sRw^_?Ht-dqQ zp>5B}sJ`ZH67cbHATd_L2Ub(5-rwUTooed3%An^Q?jdq}L3=#bSlMnsaL;c4WGSA`)w#z$Jfttn0en?E?l5V<5mh4mOd5%)5478Es9f&fQ;VJ(~2(mx_x+g`(6=hF}Db{ zu5=(`Eg+lppLwQt&gUwEK%&UR;tsOXn3ZXGKNICpj5<-#F&{9X#%!Th!)#?h7zL5w zZ>U52RtQCVz_?6`h#Ur=ya-JDs2|SA6|Au&++gQ>U_5ui4vchqhTfcy8Dq7U5tG! z@u)Re;e-4d9&lL$CJh6v7LDZ=vHE#mR@I`=1t7n&Fu zRT6UYPTSg3@Z61(OM}1wvE{`f(TN`3iC;6JVJpktcqyY~$LOLe;|#H<1$f<53p_2l zih25gYJH~UuMZNqV6qGc^C=#f#Rr3rwFbUl@R}r?DGzI*?idy&cYY?@p`;t# zn{lWifW9REHb#QKN#IDr9M`1Wq%I>y7>#2V(e``Cy;f0oN5-yhwmSG{YQFtQ`baFT z-eZ>2Eo3wT#FZq~l#;#qlGT`K!M^n^`N!up`PcUc1ag`$-A=#KxHmqq{ql9Rp(Wms z3Qvm?j-YceGoU-ofHJxI+#`rBQjXh=osuV|c*N5!^h3={5oTeb0!c$(6-LRaB`zT& zkyK)85tbQ^XU1C;^Q@0uzq91)|8Co&7xw<~b*ali>+#%45m8&l zJO7k7C3ATdJu6^iloyQ^&!JV&z?R?MI#WN}V5&10(33gvtp&I?6_>;!M(HLijLHn7 zD}F4?b}D4-_0EvQQL!IO#>SJfMd*=?g0mT2hWb-!zjF3soKDPb8n2yUePf_|#X&fr zuh)(^qwzOi2eNSYPVh%wf&|>+D>w}v+Qk>q+8vdV|!u8CRSWN zgqd4J!lVRf>_mJyjvJ>~gSxGXFKY^S)$oy#5TJ4rI^?sR5mxsdDC-Z29T)t#pi&08 zyVvpRMz>mzU-&&x9&|YH4?CaHl{`$2VvT%I7u?ypXIqr0|IU(Z=|?`Tyh{qj@;1%0 zarL!cWuWX38j2CGld5sU43b>*(Bn2(+C^FyAy0k_`sm%jeyk+egGC(())U&nr+=o>E}0P4wWwy#VebLOg+xN9NBkqKLP$!_shUZkV&d zb|o)9@-y-%D{b*f+C?qy>u4~>^LBeO2%Bj!^2A$eD|RS`U1i{6jme}lV&JqvxxSlh zHPX|!*Te8D;N6PCJsOW@RvJGN%8U^>X4g7bGMY~#;LrTR2(?iZ<>BsB`OJ}^1#yxj zuJEWr|4LcJ+y}T_D%&#pOSw_(9ac^8qg!=kWS}(9P2ULR;R|95VeU- zovt(~G4!J&jPp_SmWtW0qhohtUR7{(})OEfW=Nx%YgcX#B zV+RJ*CZ7h640cxhveW3iH2zmP;7zuf2=@ah(eRG57pm45LUj{iQb$j^h(2|U&u82z zaB(#>6-VuM_DD~i_uj*Fm6=`6$rYF7m@G4SH&J>Vu&o1t=LpKo)OnyZB=Z2Pd{n-g zWDH!Q)rM$)aRAZ~0*^9-sd;h(@2EMfO(6Hu?Oj2I#-DVIi9KC7l}h7OrR%8V$XrRf zRM~~|4xIrhL;V3*)fM3iZ{`OCp}R$ui539#gQ=&&%DzU7&$bvq(w=(iK5`!+aDkh+ zQUKVsKb0Z;QtN{8C>DS$2!si^tb2>4ke53E8DI^DqkzCQ5d%r^LcsWE@F_eaM1!gO zX$;|7SlZ7IVHX63HnRD%`JWzXGPoyOUE$?6qGAWfAkMrU|L>6;?P@Yppx6zdJOeve zG;$Gl(|w;2W|hw!^CvTmqyZ-lm_I;rEzIj8ql2SC9a=WBe{pWgd3j`1$iPB}A+S8R z5tfl%3cp@H^)7VBux`pxDb+8N5(=Ow-DqKB`$5`j!!Qq+EM_6;wS0j|v8P2SnnY)J zSn*d6ZLIsgC{fg#?m=WC7l}HS7)gnv>`*eH#yheT%-uArr__j_$ zciCOKSQH)ps_Z&C2J$Cxm89gUYHY~>$~s1!`i^>-FpK0!TQ_&%*zz+jm`7~**xA8v z7X@~g9|yko$zCp!7&Xr&bx2{(<{F5kTH-5YYVK0vqoN4+=gWS4a&3x~Ir=WfIDRz) zEXklj;YCuh%cC!R$2R}$w-on9v$B-h{a~{D{nqC8$`+tm(nP2d&Oow5)>L{rLTM$( z?he_;i5~&y&r6F}^gUxvly#?oD=Dn&bo2eq;Kf4zhTT@X$iYV#{unt~J$zMpKrtNn9T8cPruR!%6TF`~tO|O*!S1!v{ikC>j<& z9dn&_B)cF&KBDUfOqPHVik+=UY`+XIkX$U!#}Ga&N->3OZv1|rkPjT}>D)@lfG#L9FxD z#!lHWhwyL*QH>Z-U$C+ce|~gEJ@mKXoB1-w$Ej4@RpE&k1`_0=Q*@^p{$d^VkH1xN zpITGMN9m6XcC4DInmHshkdF{akeaOQ1ClzZ5~(>u-Lhv-?RdvUXi?<=+d!EB^Ld1k z)w+f10=tE-635z(I8i(9Bj76|YBCTtUkos`{YAbh;WH|YMPp%DQ`yK5Crz=m)ZIb{ zT#8a)_V+s2r;qE|n-^)Fpn_5ltpGwHb(nR~ftMNWuL9c@!{KU;4>qe4BWm)!hu^{1 z`sgE}1ScBaad4>M=Z4f;FbMnXcLs`%2P5{HS_I*aNC71Byo6CAv>lw*CmpMI*CY9A z+XZgs=L|9B)rT>Om@c}ZE2Kd6{M)lW=ax*e$WtYfdaKPE^&eUFsFT?LJW0m{W! z^d+QP(w)Z@;wq(y7sQOExiE2$TQ+jt~`B~zo?o(W`-&)nhOTOQCb z(C}w-(fvS%GiNrYbFWUv5LyzP4WCw2FTc&LY_okuiJ0iU4jEH7S?@SDl?eVb>ZYL`p;JZCo>u~&lvroX zTaDdO4_yvAHudItnSCQYL7hXFGOU99bmxt6h0ynp)aI=RrW-r+n)|=9ijcEfG2qK9 zjsMZ5#Frjzv*|23Mrx_wzah`#_2^=TCPz(Jb2u^b1!YI-b(K5wy8+9!f<|RVl51=X zSdpug2HH??r;QeNx)4Wnz9P}Io4pU&zN3axYQNk}r%wuaqXqvyOj;gH3QkDlQJcgy zHBa3$Ui(B!V~#A&`7<^CL*~L|lco==brNc^FH80gond{wI`OLk@GVg0TS?SQ^8vIMC3(vbnUbC zsBu=11L`)=mL?I{ZY?YZ{u~O;jLz9HNWXw)wTQ2J@3Z&h?TMLuSWV=J^N}J78o+%d z3zpJ8+nI^`Ni40j`0Sj)n?1U`KanqUHa+BM*giuLD5>bXh_5?Ao!}P9Y@gksM0Y;+ z5E|=H#d~y{d}gmbzruU>6QB0EYo;nd&~UQd2^ef*p_8=F9dkdSP=bZEJdX8f zpg0WC{BTplw>Bh(0MTC0%q(JQAsaXNz!niVuSP*Cvl9SyT*TFLr~_s*f8#x zuq|m`+(8A7Rv}BRMO6ge*$hCPdc?_B@i&GXEle~fZ011su9H+ zH@1$2$)XciL)xM^gY&-Z4fa}(-8>RMedvO&V>maxxBX3IO z3HPAP(4r%}S12U<2mjc~&DoxeUm11zK*fxGj&{h_Gx-)dcS~S3#wqZ9Ebr4^RyuX6 zhy>cKWUdSlLZ}MkmIVDNn2S>>SKDT?&fu-~oiS-#+HTCx-+3B3klxDZ`o(bIw;^_p zj6EwE5W5txeJQXvdq1vzFylzHU`uuW2D#p9_Utz1FiRLF3$49Iy!pe@b(hR;hd`wg zWD?vQvH8SRJ?XntMl(m1P^5?Z>Tzidzx;*GwJqi4#Uz{XnHn=&xx|XZBaPxRr_COg z|5$t3>HPskWB%~As^vnS_J9^Ni{E>$yj)iME-jIFhBm@h>WL64Jw)JtYXrE9kVC2q zJ`gJWRV-__0f8ft!A(B*{Nl}TgKFP7L!)#U)f0Z%)#IxNLZse$)@7k_DanxxHExDd zq+$r?%!$q}MdUp4bA3}S(X09U^YpPR)Ys@(F#Qnb32q2fK)*&V}n>JMqc3Ebma_6)r}rb zoUxn8Ee~R+f9vV|IMru8(um7F)sYE#2&7Obi|$2R#`ThlmCdCI2h-a;d~c}q=nGgn z3>?)DP!95V8|d5f@PP^T>BNGpfG=~rRzc2ei z0b$@p8YBz+A*TjRS@({pNyJ3hA5nn!)JXtsF3R>8RYyBhYauBG>I77Rhf5K`<4QKd z<2<-g9;gnhNC!r5hG!+LkfN9K5UCOWjqqnmTP;!|1L0umbCod?PVk%OonhN~NF0(w z)Y;VQ9t#gjcVI{0m z>MGj{sFLHtFoVa^s*sk6G=K{11WZn$4=tO;&C!@ThlVi0o#Fflr^Qa!vEMFb`ycgB zG{oS|3HB0+Tx-W;X$^)loGp#Bq$|Hh&E2{G{gta44WlYU(vJc^p+SuJELX;BOyx1S z^zvq5QWd{$sLUT0ELytX%;TiW=K@0&Cr7*wXhIjZG@JT3{rq5ACRIS_&EzQQ`RwpIXCV=hs9~wC<_l#QPb%E1C436QfDNEFG5&XpA|jMlg<+JO%*u*C6Y60|4r= za}TBj3^2kl%dCy&=n~>~J?9wtRP&rO2WQ95*X(_K?cVNqm5PS`xGAZ^fg&mRy)GHyYQB7J+4cR#3nvkW972x$u>_unnORF#pp?gQA zOLfxNYe(VKdJ9uUom^*651r}$ce_b4rW2V@Vk@I0F+nN@8zjAOMT4kkjEN^tz57Ky zwmaDSK0pEYNL60T1&uZq!UmD2%6#$uM`~j_tdl?CuVFx3uB0@7vB|CFxBIJ63ymum zIewh{mX~}NQ>cSBDA09Dqhd3oJ1}F39#w=_ga9AWOEvD3S=Y-PH~M)qWyr1=jK8F%De79jCS4xH(I}hj4H^EV%!Q)iUwV7F3y24jJ zL#1)DTaJCU$Y7Dt+4g#Z_T~2SoXRvW4e}1n$r^*toTI<$$bqWrCVX>N|7uLWPqTF| zD*0#_T_K}zYl`{CX=>cZ$OQYInCG`wJuWpREp0x{4~x>V_avjG1$hp0sZo^ZaRAfR zg*Ye_^+1>vc4~_Vi39sfJaF4Q03JYRBl~c1O4~&U0}#+buVQ@6K{8XUrz3Oh|Go%v z`v8*wF#lXXy^RB zexd1sPP%_(hPfU!Hzvgbqs8WeOtleV&sK_bjj_(m2HKEoqN@pWww$X-q%$B$otvO7 z{z*z{S=@?H+3nU~>ddG8X}^6TU^_lEJ1CG~^U`loDu!qnTktuqFgX)0&mrDxj#M&A z7d}pCY3%y){VDBi-l4AY%MdDTHH>T~r_A6UftrHTT29&AI4%Qwx*Y!#4GYIkY4Y>O z9#296u#pf{1Xt6Lg)H}WLshPR{tX5uHBZ*8H8yD+KJ#uy3Ot5*J;_<==>6eaW3HQz ztL^TUyv^i=G};ICFs)c~#aNuGXPr;%P{^!);0|kO9b{)anC!4MXN!vKHYy7LK(wI$ z_-G|&!1h%{?VVYAxiN;H$#ge9UngE}6NJihVq;)$(qsV7#63R}^k zn>2fWjlG;59KzBTw(c*f#dhwIOnt^5Cu!Mgq4U;kZmdM@?83r{PoRFSBTC-cF*|f4 zRip25=yIo3)_HODAj&zRk131YMnt3c<}oW7rXFweHi8$hYPD1n7y?61EXMgf6~xSY zLniftOlphvYELQE@mj?y)?73XFYg3i_W2xtwuwlvA(Iw{PB21)F_FyB4>N+;hBi*= zGQym_-Y(^SR{nS@T1(474+8|#h$Kd!tP^T}OU+o67fF2^d4FN4iiDDCMF%Da@)0Bc z2R@xtb{8i-mYVLW{*zFhOzRA2iMe}?hlYY4myAorYMJT}lwR(x&aX?GPKrEH;C%@* zPrt~Bq4z10>4Ey zT2e|hI5?EG{EBpuN9U*`+uj^FaTn%MrEVcEWT%Gz@+FA)10#$W^5XvrZA5PeKS%sK zE>8T;~%=gt&J;ZU8((%tb&JNW$9*TPP?7A`$_cU8zzgN zs8(;r84$n%nLw2gNsrE5Co6&A*_Ig3d*auHP>RKy7(XZ3FuEXmh#uK@aE=`elotON z$Y8kTOiwSILEAl4#6waKlf^jQeO&GDgY6q1R{^oujRbnSL6m3f*;P*8Jf2q{<G2yPVU)|&l=8VdD@#%P2g8AT#?h+@uDjCFp(FAO7xTjD*+uDUP}HBu zZ(bc;nWOib$Q5j)?DG;n%)$@R+uT6JdBM;=!*k}1NvPVp{!q zVV7kobbniAw&3*NMhQpawi9bF4;~@I%$zgJGel4P5i8%+cTiH zhm-tamC0jcV3ewqctl#f`f+ylH0wy&_pgGx=! zn`aR&&`lDjJe?Nh)7j1$lCBZ->pAJ>^eqm~PCsGHP-G+qB7GJmeEu$la*5_7aaMP8 zdE*Qu%LxJ)ud6HfSPqoAq(Rj8?g!t~dNy)ytL_g>_uFUj&lQMdy)d(kIoo;q;gQv( zB@IEn=(BT&&O&7<5Svson{sQixuywa-xpa^sh;Gz0&K5RXmA$+&{ zU}CAS8n7!2b880}8brPUz=548uf`x&t>6gti9Pz&s~<(K4aYGzz&qr+&~hLziNoH({m z!T9wiMfT{BLmcY}iP{JxX%RCdC9SIJT(bDKONZ*lP1RYH_!!WVazWLn;h`mXcoDK} za7|#olFW(xY*?(r2)p-Z-cwzE!I-CkMncWtn2?KRfO!n9dnpacC)1t>5!F+gfrA&<+|Ch0fY<-{x zf&HSAO2x1&!dYffcM8aWVj}Qo!`ka7@bsq!p7)1v8{Lvu=5dftCR#E7B-ID?T=ijX zT6;0$^YKoS6PD@{hGN)?z+oN_B%0p{(_uTy?Q&z`?4Zz}^C?1VjJ(zFWQoQUm%t5z zp4C$}@w;x$=by4I6oGupLMLak8R_0dza=kj{n(9OQrp;{$z2MjQF$a@WBuH*Fd^_q zbzZBEz;D}zl|(OCgF1lMmeTf%{7d#rx|F%$=jdc)WQYR;tk^R1=2DpjQhghRz>clj z+*4Cm&k)hx)HW%!oDe%U^;8R6Pr!ZC9Dn|$J<^kaMY)7zIt6^iVMblF#f|SgCU-Vr zu5Ra%?s2Uo+muL5WJ-x_Kj$smAoeBI4Ugb8Cqd`HFD8Z(*RT)sJ?4J4w zW)lq<5anzP9#2ywwu1wrnDZM+W^Hs$H;<!;REom$@rZRL>Wy`lXO=OkhLMuORx%Uv{r-H7(q z1C}oX9#hfz>-65E{)8RsnESe*myLCo4}VbPIPi<17|^J6{}IOs4I&N|Nit7^@4W*^ zzl5b-mpDjG)gpfO*uP5K1xa2V0?7@~=RveFSYrq;bux(i&OUhGf2r4<0w>B&tv~1zW=Ad1$5?>HG(Tm*Z z;=i^4@OsX`9;qlsZyP4Cu(sC7OkDBW6x!W1koMKIZ&nf>>9nvMBz;HGm0-%%zpMo7kl zKSc(mhfZb-llbEOSM>hmBMHyQv^*2`lfw@&Jl*i8Ok5WwPRdd7CvB#Q)@P~H6RMN` zdmHg}$fFu`lSbJdYTN3Y_uDLQjdW(#vii!9 zwN{v+aGj$FUzRwBdENJP-mQ3zZ6QRc)bG8yPWq~jbG^r%b=Sc_2Yn5XDH29e{|GEj z5odtDu4n^?sAt;HwWz4M_*tnmT_!Bh!XC}YKh?tYCg<4J2Z`S?`XTc1zeHs(7%NkT zIri)NE4+{-U0iNS8tvg7Tc4?0)qJBBha0~7*@DhMo5GUnD}%Ii`?t9EpN|`M#4aq) z_Bx!bU?yZ~q7`$>R4!o1P79$#XrXH<`x>3e7$L1`<$1%Barul^nTq1Er+Fy_cp?T* zEG0ckK5=*`+%`V@wwA{7jl4g(&R!Hc8t9_X&P z2<@h3pk-okjrWQ2bC%G9nwnj*0Hq+}Os0(%VRLx7>336ES~}l<1LI&;uK?}f3<$^p z5@C}ub!h4u0Y_J&brpAoKIyPOBiMEDy4yWHy5VDYHPO2Fn3Wc|v8}P$!*>Qw224K> z%{p^lLM5vs@HCl8GNrlVqi0+q&~drytR=MPl;)M*h7MKGr@lD0pz1t>)Kls6zNzTz zEj?7VAKNN_wW_Tyy?dZz_m_=yis_n2iWU{mZItqO*T~*4rgMT#ajRC9Uu78VDIUFj z>dlKIe{HW<<{FlCTg`O;{!&;gC*d=P8PbnR2YnA?!5(yx%@I0o_h=bkb*`P%xzNJY zwC?fZ)=}3qj{@53H)!DcXjVTWPei4fJ)aNkFh4reo%A+ip=5 zb@rn7FJp<#&tChUd3!Hre5by}Nk;S}cP+HNB2B4>-e&dMX_ax9mr!+1TR#@%QE!S1wl~>p^HloRKQl7b zZK4IdC!a8%6_&ZY`ZNDWZs_v){*w*H{zHV=)H4D*@1s|3$N${P37veBqjG#mQ}Rvr z307PB(SLpKBVd<-SjjJa_L^a%T5?iSlV{)5e^V;BK)B_h;#nm@xF= zD5HB=Nh7KuOsa4uq|g^#L^H!gP+t=b?^0rwzZ%Ob{h(ycdc^fi2o+)Yq$1qVQr>8& zEl19nb?DV;k={>ndNCL*2CI+uWKB=`XLxE?urY1??`~5OC(|K1skqn0R@V{yR-b<% z_Q<`axcJt7+{31CbOLuyxYLMxiUv{Q3nu;Aa}hKtSuC28ePbo3#c6UEIlQKaDqxzB zEe+rABapYCiaxJE@1mVboNY@cGO%h#(>{&0<*?x#zP&ab__y|s1m8QZTa2mAqkW1V z@&HN%r8~xbne5m5F8Y)KtZta0EtK#DzXSabx(+THp{dh$@fEPDPugPfGZHjIbbVeS zUP8~TExd6LQ|bO8&GFQbG{@ZNW zHbGk~mK|(S{}zEQ{q-u2&)*th%OD*%*1&@b@xF_dpI@+-T>l(bZHp{>g6!7U8f{Tv zEdyJ)!V90}$|pYh)crIJnb)`Lo^<-+)2J}wJG2`2OuH2}*7Yobk_598whFUtNOZEU zJ}<`(&s>-fqJ)eG?r@)~*E(D5RNoA^(H`>=fFC(|3l zA9M1>sJo1YN}U;5v8>*X-@}{oCS@-FHm#eL$)}5NZKf21=5cQ>Sg^yQD6$_8!*4i3 zL1C30+U3fpKRS&JTIZ@=>nb- zYi@~g(D}Y2N*}Vt8G3(wC(-VTR={SfU`ub~Qs~4E{r%q~UIFSF8-ka6Q$(XxZuPzl z9yZVGslC(bUwM+VmqY4}7M!$%!uRkl0ru9sEFrg^O#1r^%biQXCpA_c?<>bkxf{P< z#cN&hw9>m(-M+umw6|pQo64^11{Kas__QIuqOjC0+yBn2>Ryw7@Ph>#hT|-8Sfg;% z*Ta_fB(%-t&g!NeVYTl*oGD+~>0Pk{5ZDi$y{c^~Y>cfw-u?5NPsrYkUHjYdEt>ZZ zSY7UG=(N+vrPZq?-jT<_!iLfoKiGP|1ZAy5|Y10*`e{7=d zX=a|zC+KjI`uHD=tOjl8ENf!B=2Ja}Y!xz{{@Q?v1REEB<8Vd#~%uu^*@HM_ew zj8`k-g`0tP)N$Ul6NT6kZq-M;41PNP$+4tYW?`Ahk(mH5y-DVuMsB}->Gsne> zN36IE(O8VbY%|@{+#_S#Go1mef|pT46j#Ol$a&HnUqW;J7wkGz_`Al#MrBqnPW5cO zTLav3yHl|GLkQnEXhVwQvgn7#g51cOJ?ytp?;^9yX86nZHb&PTZQPJ@D0$eGz_0X= zOKC;tq2rb0CdTw-^Rdw(?L&dY&<(W84Kmr9W=B!Bh@MO!z%3iVA~4>EuNLeZHr3~Y zl>lncP;nRO?)qOeo{&V&!~zhS^9v!`OURMagi#SaS}>MHSf^x^myqSIc)h&@*3;;5 zg{6Jc-oiV!vvWt7XSvxWEf%4(GGGs08+bbdu=9sQ!}xF1pbh}LhXD5Aa#<|OI2dQW zc6@0qWAfz%`v$BKc)*|tsTacWt#x=za_>5QS*^+6@?Y2+-mc4Fzl8df*b`!T+MhN1 zFuNqaBEM&jC)X@Y9AyTfq)tcSRa6{*M%*HGyh`OWDv4_?e>_*#yaMHC_Fu|Oyx%fo zHG{n#o80Vc*tOJX>1JxkJ|pdZg-YFtj0L^GEOFj)lxO(eCN^(nAoS4DI<{geGa(v9 z9pzH4bzM(HE?D51zge{AUp}m{mQ`EzPkoMM&0uVV^n%;4xuu^n&*FO{>I=%hA9SkS zb=`Xz-Td_6rnhp?x#Hw{rfg@KX6upQ&cmG0tMRN7Cd&m-oVj|e;Vx6-(mNaP$t}LO z-&K-Ah!2--_t&rUvoH>!uzeZqiCM#)f0^11;>wVxbYKMxBdg(UpS z%5*kGJNir?DcS7sx-CDjee&4Uw{CHcug3NESE&ebg*CNXyZ)g$q zDk|gP;~`;$kKhc-4V*<`Rh(xW#K^!;m@3jg4*!fzrr7OBUfyBalfN_)EqvNien8>U zNR?_}&V`-%(00oUAsM34HFJ5f?Jqn11HU;54EQ%Kgns)d%Wr*rwhd1euQRgK|F-N0 z|I%B=TLPL^W|kNQ%hMu3ster=y}SV*oQ{6WG!3LZ>dJA{2Yr?9Y-PA1JH`S1CcE8H z3(Zh_hCEXXM|f{govtZ@t9T;in2JF1Ya()ctMhYM%2jrzKhvgAj4ge&@KjTz&kXYj z3G5D-1yUUXd?8x`i2JF2C-=ur%$c@Q1(9Sa^E@1*WA(_L#9m$B-Awyn}@};=RGTYdv-9HQZmL~#r83* zqZjk)t}qCr*y*A0q{>!vyES8*-)l33N2>*t^pc;mUPDN6rdmax`pwxeslRue^H`Fv zih}uhs4YGDiaCzeWVD$hY5Q6E_bSdkW$$m2Wm93)x%D{p*qrwR}Ja-P_4Vl!~ z(b(ztYKmRG@9z8aBVL?O)h{O7OTFEx@f#|5W22F;SciBx@x_~`UCA+q*vH`xrWi4z zvE?J|19GygwK#xA;3}_O=XJYXb3XNkK1H0r@B9k;1-0E14c|r@Q>Wh=TgmBLD2ZSm zeJ#Ev9SzLvqR@ZOpytPvLz56?2*tPFP zjzo4>ykj3*eq;CjVd%B33}bd({Y4SI(w;{mk@TVZ&j z;S(-=g&q1HH4m;e?#O6*ZNsi;!$xau^OOirn0BicOI+-utFXr9VKxQ&3-0A*Q~3wv zdSc-aE8Nrv()B}8F3EvP8%?XVqwJnT zuNE?s5%+b8*yF=Fs=`0HwZAOb>Xc7Algsp)>Nr_D>=tp8HUDxd*g=0V=g1cgbP`@g z8Y0)_Vrda%NCqA7D-s2KEdiyl_8q_o&JwY^i1Q^J2v>yz2i#Bnh`Xrn7~+rt_ONq3 zw8i?tLScxD%{jBM2%v|f=%8V-BRvI7A)-TW}yUv3Zl>vyL~XM zNh9Qd!NpO>t?94d7>89zpybd38XH4giZ}=pu>SG)J%H^7w0eYQY9Ly(AHf(9V-6^F zK$c|7|CJ@jWfpcX(hP?FzWFEHLf*vY+x@%acmA0A&i!PIwwCWZ+!cZ&nU6jJNDs4e z%X*fOA7+E-P_OftJj!t35tZSs>n%QUyrijayA2V6wT1GqR(*%c2}UGAFnUyhStU>= zboY8wTlCnD>QM(5357JhsCpc(dLsRwsjQc+4a-4|f&%N3BvpnRus8$8K?A}_9>%?N zq2$9?Kla{c8V$PgfWAxC9(H`u*{zQo z4RP?Mj2szuv1~7I*i#SQAt|Zzi^-Ns6BraN=?gMtuhE^J4pv~Qw`yDrOqzPn@Tuf3 zd>&DZ07YfXbF9P?&q=$z{QdB3uZDZ=g_6R3Sq`So8IhTq7}Qr|G)y32Fk$$1$FQ(x zh1u%HR{g)b^wq;2zT3%H_{Hbwe?s*C5cMVSP_6&}*)!QnV<~Hi8k8+dWUXY$)(DX` zbT3&eBQmxjODNeQTgga-u28ZzWUt#T)RdhTS#Q>1exGOD@Bjar8k{-HbDr~gf8OuU z`+4RZua54K`|>`ulWw#(jlpch8xu}`UvC>o1+-T3GqO&x_Rms{;6G2EjgA|t#vX6D|{TOo~d{ZAcHt-@Mi)m(7?OH`|uyE8Y0B4(IPYsKSNAof&wqM`2AXc$vj7fW^I>9(SvsF0z>$=yK-B z3p~V}1tF12U+f8@q7X%yzT*$y3z5!EPgto=A49MYouR<7W zZZThs)U+kL#s&Tprx}zE(0K-|f&gc;g=>b0N2ulca>iQmKM?A<1ExLCUt&MR(AH-e z+8GFxQ5+)FeE`GUYjCn<#540|hhX$fEF1g<~oMaeo^ zEZd85G2f2kxTvd8f*A0!2yQT%1f{hKq0UlLX#J;RQQ)NOktTA_;+HuTPuqfgTP zT0hi(Z+Gfg?GH=bQRQl!>R7NVz9`^=dCqbXG5ZMpqi<}hVAEfeQ!CNYdIv^S^(L-~ z#%Rbsjz94@9{e*LJPMTMKivPGt)ez?sh_atV#4E33!$LE^|V}=-b)w>%9E~eRr~4^+_0`ls4_=YeVpu&kd=DZ_Ns2 zW|nMcBSiC!j3CT$`AUD~|9u=RiRte#QkQP(nw-xU!aW&O$yd5^?#=6mDk;&`u9pzS z=;vqcPSYsZhGhx7C-qSO;NtTsIO4kRcdOr)dVrZj=D6d4${xt+8VHS!K0?09pMKoA+$sT#{Q>uJzrKxdkTDHMHO=vq96wIqIMx`D)0il zp(6QzWi+g|rN!Y;C|pss-IMcvr_oa~E`N*Twa;$hc)}qKBAii^GjunY)Gtt-fyf;t z9>@nGE8Sqj{)%qxZH8joK5M>>jHJRtPg1bcVpEek*EJiL zpXs!^^P85Q#rN&zzg($_wfPrcBhY`4m4p3l4JIF|vwslo?R>QI}Kc z+~O}VVJp?XWB-imHA#MAhVF@a!gyTU`k*8f{7|4#YQKypRK)JUdo$9U))kr3 zyI-^he9+ayq@|l*y5jn+X*$x|y#9Nc&0++vlcBFD?wx3TeW_ zjEi}!f71Ql!^fA#$7kY`q^jP1nf`9UZ`w=yU|2r>qx9+Id@|kY(XYjU``H?n|Rz9e9gB@G%0A zq8_`FD?EXZUEm?DXT7g5b1L1Ae%z9-@IZdqdi`3{qlnQf zJ)ba@*D?j?CToZ}@MW-LFM3&OfcxL=#(^<$YM0#UXNK;rPck26{hBZg9yED6T$$0# zqcC5Bic(-<>K35|m>)nUkT55tcAAiQ$kusQ}gyfR--|pcA zJX7J>!zW?r3VInI!_f4Iok6bVpgamk$|?PSo*Oh14g-K@6x&7v<`Xlpw>mjURa+;# zW!!nAEC^-29)s*-szfaJAlKB?G%u;$Y`Cvix z@Zh43ramFBp30^F)xJPJLUqxu?uvZG=Z));u&_Q@^9MUtHpTT@%wyNn5}YI{$tpw8 zB0{_Ggi|EmDx)sSVgY4587*asQ8}jgG*ZA6gqFJnr_xJq`#C}47h0SBR}*u=zpJ;& zTq(r7$X422=o%3pZ>QuRFP}93yYI%n3@40S_90m*p-U|((X5Xz9(;{?t5T48x+Mls zj*IJFG?kIM6FpPmWNjJVc@c(YtoRKKm#$<^2|pIP9;3kGQfaFommz!ou>Nga`i0t8 ztw+^bpVB5n1|~wQ)K47TWf}2^3kC%qE1a>m?EZG=kE{FpLfXa%-L21E2Jz`~a^J$w zgr^_BcB$?{wA8~175M>ge0)K~y(R%}68VbS&QBhh&=ymni>|qzIq_0&nc}w_DNMsO zhrb?5ao*)p=Jz?W(pBmK{=wJ2Y0FQddxW6^MA4`cBgHr9Mpk*R^6XW}(Ie|0w{UC$ zK9VPls4Uk&crrrFSP4c(zN8B?%b7RN?FIOqM$^~Wg*E(%|>iqy1` zqB%vrdicCd?s{@Vwm~uxBcjbKpc$<{;r$N8>N+DEAhdFC!3ZTuq~2A`k#Nz((HM3E)TB2!MuQs=w=T zJi}76&F&lm@RWMNP{Bn(pq@B*^}kL_ay$=xY>PfsRBnu~;_H%bpkWCud@ z_C5qm@pQudIqK!wBzH>=K3r|}gs6}wtQ{*Sk$z+Sc zDd9t@(Z&n@IDeVZ6F!m4^@0tHAz>-)yp56HcV4%M2#~a>w5}D%rrPDswj_$-aopTa%!f6DMZpN7{WOIr{h$>^U6jQe5oc zOfsh(O839gdM|k{Y0A9ew;J)dFH!kl!d$(JFrR(1Myu8MaC(%NrDf${Bvz4X?1Meq zB#0c%tL}h!hV`Z{bBzUJcDmxA}KoD<;H=*wycX zVv06>J9q6k9_}J+f0FXy7}?fqXX}SOA48+3${mO8iHlDsWgB;2=koGV=MsK2V5VQR zufWyJ*2}WW+M8WD%9zsJd`yCZH6wfPC~>B!wqQK+4`6S38+h-?VuCKfn!pY#xfQpI zRq)i`$=lo>I>bv;5WoJNyZgGb%)SH&K1#btK(0(zlzm&-czWfYfA7U66LV%)UJZ5k zhaJ#j=E)z`pP1S+Bj?DAgPz4}yO7^TmBF$P{XIEX%6$Dro00RDd zEj+}eCB*MYTgM&7X~iW2_*^`I2mhpc#dUm4<0S-Hfs*o* zYO+PiHcM^EeCH0&QvHc)2u{YU{wo~MX*+5n&irh_LV_i!vlv!r$Z{z=N$Px$2m2g) z#bz`qbjF&j1!uI?NHWdUs#5rAZA5m)Nbyh~eNATb;7^&b#2V50H*+GpV+dB11!s>G z`8zgT2XNS$J2r}{(ClgfWfp#%T%9u2E-~Duo}e{c+(-FLUnNF3EzWLe6E-jV{oekO z35<=h@a-&cHWsV3i+dc`6o|`xH`K&83mSVe%IE4w9<*b1Hs*rEK8vrJ4}WoD;r+S| z`XSF0QVtepPwG^Seshh5$~qf-By?(-CXp;2#`b={t7YX!*V2?clLHR}EmqZ|uvdCs z1V^Z8*G@XEUTutjx`r9v^O5@2Ay5dL9n)DUklmJ+up=%0>S>ZOTU_Ur!T^HB?aC}X zEBzd3attvnOa@se23Q_)c-ys(>QP6ko$BqU`|nlyW7npCZ69;PYf;_xz?8BiNIJz zi8q!*sU;^LqW8MRJSPheM}Q|}yE|ot4_$5XF z;mZx;n;G<9hO2LPREX7+_VS#@;eCWZ8{^n5N@}ZDgzAp^t2eocU7)iL&4)B(J-s2Q z#mb|buRqp1y69E=Y=s7(n}MswwD2&(EHffQ8>6#izS=Om#;-*$$b-8nI`lYKmH;BK z0*5${h;!%!cfM@+Zol$^I5iYI^%c`@V9P=9^91A^e{4}lwitvk6~*HEtSU=FuK}=Z z09Xwch-m;t-mgnLo>@DPwMz6S=*w4tVPqiK9|9*e!2f3ukD=1Ay*)6{0O8AD;Utv3 zVReXih^V}HOqvrJKJUi?=KhB-!r$E$A4mUy#b*(G1R1L#;6m2%EU^d%KyM)kox>Kc zO<-TL{)XDiuo3ouX#rLede=e7A|h$A^S zsx-FA&vU*5NJf69wAS2x$ISt=acM$d$cSd+6h|;^PBv3)C!hlp{DKpoXph6T4r3;x z7um#CnHy;tp=?8Q)lMCsbE9MnbZ4GW6NC~;n~KiSM^hQ^~u@41#J6n>)UvH$*bVf3tC=3 z3h1&ZNsYBhnB3EwJa;pBt}CoVb9K#W^F!!&`(eKAyD)nW`d|<4K3KE+BNKOR_(*!B zehZhMeng}`Q-GJetu9l7&7n*A`Oe|W>f!vh&D&)!={4<09ueOh(rJY+U+7Fe=ue&- zvCkB1Iz~>d7C3-Yy$G;W7{oi&yQ*v5_S5csXSm|-^!r-FNZ$H^(813md_q20solG~ zo3>HPM$`3KFzj9t&Bt{0^y-SB*1+&>XJ$X>>>RF9XH9*<^D)xQCs;Qk;HUJ;u;H-b z=DYQkSa@n!-AE7Nw?{9}WMZ`dp3A z*s*D_uY~wB5b>~NrgQ~g;*At$S)sl=TJk&|2qv!t_7)v417ww8jP?b3vab;21R#)H zFNQdbas&F;n8al-2d%xBKTP5c+%O;}%+j9`?;QywBt>Z0MHrLfJG(24$PQfomX#$` z8yBjvqx_&0JO)cyiYwrToc0eEN5bYWS}FZqP3ueIA+1n;hvVA>maVmJb*cj04&ZQj zRqj26?+<9tW;euF3uft#4dW5Ce-ipbe~NFK2d`8QZQ~VdxvopQ@udqhvOc1!G znQ-}L_BiX;MaPw1`lN5b#+zrc$-H^EYk3jh@?q zWlB3{Ify@u|I^m^zJt6iPq#^TPlA@iyt^-PuP^=16k$`|cf2`@!<)m((%+M*m2!TE zh(N*~6`YtzLbU*9N+TRedJI-#xreLY)BC!DvdSF=Ig#2w)T6WGe9RnQG>mwLEj<8p zce;J`jfsp6?+}-buY@=s^Nw@g&%^arYnkMLfTKxD691bEz;l9y*=3632gjc7Yh6>U80O5 zL~?SdQt5^;b8O7;r9XG-dP-2M=Ts-$AT#p+IsgCa7${@%5>%UA%R0!iaZ-O!7czNe%>Z@Mc#L+h8Cg2>a=ln zu5C)fg%bfj36my65v@~ZNIIas;J>@`1K=psVk^*jWCsuiUh;^h0KjGXMfydf=uLkj z;SAJI=jP>b%2A!E5ck@mdx8Y)@56nIe?NlH-Aij3fJ2)h4vRNGg*F4I1>Zw|=kX$a zSXly$XiRw&VCj$KsAa)|R9gHx!1OFsV`zKG0YGC35uT~rf!5HfRUbOi6D~{U#Utzj zjUHsQ3^qCpTMZ%+dl;2)|1}d}KL{=8e~FeTqhrjMSTUdtT!Xgne}InQUJAJZ4_CEX z01K)$0O~`=KU60IVP|&=!m3*e_9Qfd#PwMUCy47lT2I>*I=n%v*4fNkob&wJx5%B$ zC4(5HI!QDdnL3JI@~Wc^2-U;Y7a$S7YP{ z6O^Kl33m|3pMwk`TpPwEzQVaVnnyERYcijwWe_zQziVzPLzbuzkiSLkn**c2?7yJ46W~{>Loc<$9 zQ*J7mO(QLFWd|T=fpe3Xur>!B>MT|@MDUmVy9x?#XSsOP9>R?ed%un9l^pSKE|c|O z=i8o^)f8n*(7Jfxc=&I=emyohoNa+C^|9Uo_h$p?RVChgK96v6%ii?r%@(xFRkuV5 zwNgFqkas1e<557Rz?0!WMQdHc8NCK=f@+oor9Z>Styci6YQa(nfxi3^NEmh5?tO=y8UWzy7))sXw`=uq0i5* zUZuqcHSZ0Vb3m}akkHtMbIne+>0A;KH*a9Kc9O4`z{TV7CkS79b<2~5ZfGYt}j4cr@ z2Okgg7{w}iR}KJ`qb8B5HmJM|a3Xc0vT(`(ein{y;R`wnSNBR~U=o?QLd*RD7-0fV4eeMIJi`zsn>H+T86?{U@{$PJ_ zVJjqV5A4DTRNd#s?I;l%^|&xUAp5nixrSyx)Rqz2-$|&6ymC=}8Tz7wAEa#0q zVq^t>4!c44QO;FH!F95#0%^VZoY7xOySf|H}gS@KYwmnVQBBH>xj57J5CC*J=YisRSE|o_q;YRS4NEE@Xa$brFuTK z0R+N^W5dShFnOnC9}ut{Dy|GyYlaM0g>`R3#z!`1r=*u!+W{mn)sbRr`@!zA+rU;U~j^ zChfyRO~dP-N3ce3A4^9?54ek;yYs6`pf8cU1VTJ(x#f%0qT+F@euVU&=ZjrttONz% zRy=PBT_D0b02UIW0LNTBxR?llqkq63CxJZ8VFd5GR06U;+5}*d; z1b?8S5_}bKRx0PT`taXQu<;^<&j6=s3j)TWGR*G$X@szpiWWop#Sp`c#c+okFrfAcwF@h0BYA#Glbb$ZeoX3KmH4 zIY78Rosm@-38{$rfU6{Sk9{0hcTfSI_+bc7M&egj1(7g{3w6Tx6jqf1H3sY%7w(-TnbPCCn~oDI6;+ zh{Fnkh2vV;LGgpm0-?ncn=o?1#RDQjhk?~E1%x=HAlmm`vXy9L|IU{-H2 z!>ssEz5zwlk!#Hv+yct6;m!o7TK`;2>^DPV=In+tF+PY||0Xc7wOMu&k(!uyM_ILi zWWU$^JC5X);k{qmd^a|TLSf(go4^TAuzgdJMrM7}&ick{uMm6sO$%};R7G3Y5fI;* zisCo#F^D=8fLj46h=YLMGEX4*A)wJ`;Gi;!H-sUe0AP(Rm8;6&CNxHXgMz|K9%@h6 z0;FGG&6Wj|4pa|y<(4bNs687qgH>Newo>!S80be0(}AaP+DiuI$q#n z!j_C}p)y5M7m^QbmWs33C$NBHx&Z2bE_HV7>E^snOEz&yCYZmK#q6UnP6%8jZZP!& zWZY04tWXkhKw-djudA~5shJZeDd!Zu`~$UyZ>Y^D`O>b2zMtJxB`l&e$okZoQx2&G zXN%Qn%9ep#34S6@;qBX4?dasM+mpp2b{x}-pg`MD0Ri4*fMq^)&*+KrEmYB$I5foT zv$M;E1f}c)JoP~awE}4ns^jGA+^L-uRb_Hh#o#DEdm8K5$9+i#>H=2-4t@?GH<3Dx zyk#wf3vS=Rq%CS?JscKstRxSp;L4Mtvh<4dd7ejuW*5XMdE-D4Kff7m>)k~T2Z)yK zOk2rBoWzhV@$qG&M%W4kTQ3(Gj7WZfMEPld%5!E?k;n;(y7vL)Rt>9wYYLuRmQ^Xy zB0kjvtfOus0#zksvco~Hf+}15KiilSdf3zKPf@N(?5}xbEBE~SiK4=YXbjdC|5`R) zz6opkkKfg+Cn=Qzd%T*@C$K%C$d1BH=s++ExUBrYvbJND4RrM=B>CsSM+d+PpMtY5 zH2Zj-T$?|t>k*>|Rgz#0?zECBHuz+VL!gLEvd`D{8sg`gx$4=-*e2}fZ3!5@n`b5# zp|pZ=E`Ox4wzvR=A;{I4(ruPLAL7Kokwn8+8Y63pq2mTHhc{GQXYCc8Wp-MTw{K({ zf(Y(2pO@&9>deAYO3w#_Fb^KFjlZ3m8&}rp3iT5vZ)6>8ys=Qs<(0>?a@tYjHT6-R z=Q?;`xdab#Z~z4YkOI&W>2aa{NyH6jt+$+2G%(Rwj6BqP5SPfB1v=iKzlmD5?Rg(n zF*`K7n5(QDGXJUimM_)&&K~}o@BK=c*dDVQJM6MPR8(^CfbFmV%dNQlKce{J@9LaB z`M2MploS(5wjEX_q;r=K4@ck8zqK#z;UiXW3Eeoakjhs}*MmGKa~8FSW&)FlKZAIc z$Exj~_J5yhh4H|%mH0$OTO2+;-T;S9=q%8X!R<{uLn*An%i)3`4P3D-K)=?UEvPE7 z#p49hid-L9Ra)A?Zvb;rX8~x{$NCcwNb4T^n6VO_b@3W~1HZ1lc8;@U_jmDwWE>0W z#}u&aiNyg47sTJ{RGPY&*vt=CM-vvq8YUEk1x+j*nABMYEG-Ag1*!x_O?-0V9PGen zGAB{7HZ}gFI~2TRG9;&L*wKBwH(r&oTZZ{PYOQM^_~?$!u4g~1i$lQG5=rMCP?PRzQrg7CDh zbfwT#eBe=Gx3^(;_yVdlMR(=^e8)awxr2$3 zV<{2RHEy%YU&s{hSnnaf73IX@_Dnq@PMuPCpdTd1gk{D(v)D-vH=_LN=ENzK4BVAtv11Qu+h%xaS|m}iDZE38 zolBbKkC}H(amtyBNl6;n0gEbTQ;O^C&`A|~X4Lu2M_dQM=WBvgG3DbYsfv>@Iiu@b zF);4Wm9}#_uGSfRi>j>Gq~=`~dIgq}Au})b8Mgd>f4t63Mg5pq)5V&-+b{hiW|+v{ zwJ8?^@iExfA=bQKI!ePuKmvx>P#m{&%M;SnTB^dv@ z%^BFzafYyRoaUsnvY|DXK)>tB**}@fgeNPUpj5gYWcro=KsHB(5Tfb0KyvCfaa?U5 z`SD62DY&tN)Ev7{+Jql}BK_vAPPb1{R)tmwO6qtZArzljTvrZ17J?C=b#mf?5vdc< zR$`GAsMO{RB@W)>)?3Ha1|!4J=+2P(!zp?$q0Uk;Xynj)DhB*0h2&# zP^4>Hp)g8=bEtuW7X=#R8iXwX5m|o%_Jr^YaxzUr#*It+e64TW19m+o&4WT!ui1hd zF=<1$Flj_Ao-6|Ns*8XH_&*GC*P;#phJrMg2Oy-0g1GKJ>bR|=GxW3>1M*Nn-|FOe z;A$DHWG#owfC+Pq(}cW>P*-VLcOO1~q(AW%bpeCnTT5IYFfs@}S1!;Dzl*&kXYNf@ z4lR$)q4RscPSauz^?2U^XQ0_N!zhfW_alW!4JgGDI>XvD+!XDYp_TW^coC)EGp>qc zLN{02Fe~Bh{;wfJfvXPyi7Nwwt<@pUYR)1%Sz^3Z4s${KdCxI=NBo7+pOR66W-JT&I;kS)YyF z#7y8zGgnZK=4fQ6kVNXc{UY~Y#Rk0^yH8!DCUbDS+)o&9=1_mRsUW^sKNVQ@GUI(6 z3%gtH+*{4C`|GofdFCtqPQ78&p4|PDyZ0zu#O!&g>)s1sencK;WpArfWLLK=InIgI z(rf0Ul$g4g_x*QHwWmYFUOowzJ4w+Fj7iq%8zg~7=& z>TpiIIZAq#&^HPicXLwVh|+k46Gg5iamMqR@kX}8$Z2qA$i2d$3NQ}3i;f})oA#}u(I z##%0x*k0@WdpO6K;@955d4eJoRaEGD(4;<@f6wmI4kOWH8}`A!G8!Yz!*+_WXo@}6 zpC|$OBn#YtCw1QcN9>EG|LLO9d1+Ob+~)nWr1hbepN;g8+Vu;KJ<5ZDDl(exFomn2 za_pvPh-)H~!O~b}Y+DjX`PWv#u!+)C%PyyCX`bUEep3T0LTcUq2QnT6f+_yE3go7jtWcI(C|E|(|rqt zKt1A506YLbphL9vyVp0A$8wr;_=8x|4jkT&xG4q$ykv{l#)EzF3nG+(VJt4AN5j%G z_yrk0Nr^wnzz|Fo6n3isb_1L<^enQAfk0RoXorR9B?AL0&{9OpIA~-ABX0m_BfdtY zYX+%82qikisQ}R4p0l;V{9*)6oej~U-s)v)pEA2hkMgyfonJeYBIAoBdu_S!lR4z> zT4y=wE;$kE9gMOn)Wz}f8#6b5P80gyS#Q40Tf@z4{$n0ny4*CcSi4`69fm~r2(m+$ zp>szp$4CJMm3PTn!Z@B1IqX5tCL@>_+7$F^hMTH&T{6|pH8!C4Vat6uM=rb)PYHfF znw>dNJO~n_S#MpGhKzy`s{t2#LE-2?;Op_PvNE)lpAE4?*T;^`)j6$M(<1s-yzlj| z{v28t?Oq@1%n1GMMfhss*n4XuDgI>}rw*;Z;Z|(eMnBAKT|cJ1Ic8GJ1&__}_e(p2uVXZ%aW{TdptdRu32+ze`1yk9>i zIy*c*d8S-vfiEYgrH5aAM{TEI^^3KBcAnXsbXp6XYucz^`rMG6G!t_z zQIYViAZWhLX@za(#k#iRQdP!$Oy0(!ubUr<9o4cnpahuN+uhpJ#zX_n%*=fJ0(rC- zd2cB8g>JU{2QY_7T|DdJpcLK#Va;{e)WF>`%ipY^&^58SP-!^?KRSHFI0 z)kwqE|9jGpZD9Uiu>bAA)o^2uDjL0p|1(+Z&zX^FX$RuX_fD%*^_#x5qq)ky0p=m) zd?sdln4?B`u-KT2z0|o(j-8GxoT0t_G-1Nzvt~Cx@N7;npa@Y4CH|D~i&ny21wziJ zXWx<_;$0sgMgsxJz(FTy#)T_*OU1T)pgDv#P^%1;iU;uIZb?Q1Y%GwOE#gol5*c`6 z2v^>RKv%~Y6bj^EO(|TsNG1!pK@0EpaP+gacJI$ z`V;$6a}cq`E3$){J3|4W0jdy+0hn)dQWe=5O7y>k0LS?P78m-Ip*nnuMpKL_Wsq_a zupxoSVKYjAfP;aQLcwr!IES(dEGQWuG0+}X?LCgU2|7|Z~6=6iu z`Z3O~Me_;!-o6>~buCb*b@7zQGfy=ctQ)9mEG|$S@&HfCYgTCmvW14qeYpqCg)NCa zVU6uyoO?U&MC~2RTu;qtTo{@l5y#W~`jlOQPPoNRpMHA~=_Kd|bb3fC!ERDuXmU=hpD(phc3VJReV*3I&eI>UVr+Mj%9Fn3hU&>#0VbTZb&9_0g__Y zDO}DAgwzfp7HK?LDp}F5>E;eib=SVMFT$R)8^qOSUwWY5_0Bv(Pt9D5`HEB$A$oSB z*VnUQ>=!)ox}$%werQqHL1*uD^n+*1a~s6@y(0x2tC2Q0_>ZjK?VEhnFXR7O%zyf= zC^i9Oig)%qeX@vI8Yli3Lxq`iWW0J|BzuA>{*!q+YZ^=*Rfwv5&?3G3P9OHSvX4>vd~#eMZo$pQ82a^1fq(N7kc47i(z2o6~Cb z>|!gIC7ktHJ{c72S}4qnBs8ow4)g0wDA$GUS(jqRvbAYo6EVBe#x0v!)7%rAz59fs zHge=}ps)Y{$ubF@C@!l!uSAW#ubKb!bj4eHmE?yV@DE`qOn}6L00@WwBocW^Obh?>6BYruGjs5ZV72_P9eA0P9ZBr z>@`EGbGzoJc_ZS=&Mn|PGh^4|mS6uPwbxE=n7-4qWwM`M(GH8hIl4rG9JgQq5e zsAcdK7K%1?tPxha}C2v4Sg`xsgazy;1lEkre^4{8%q_xaGLmynJy zKsgPxFnkP}yKIa68EJ{3)vNF#R$Jm7Wj9oQ1Ryd_MC-!;GU$DDR$DJQ?4I3!#Ttsa(i3$0bXJ-hn-?`EzShOod9u36 zWXHEl)hJDY+Dp_kML2(y^H~zmqnvIehxKeKS?H~UIHX_M9L{LO%mfQKyy9p}I>4UL zMrwWp)SyRu;i2}wxd70+C|cAXR-v>7O@d}Z{m!W6w<@7*W>WZZKMd_}`{9>i-=@?x z!kALs=C()0w{y9?*@nAf!Q_8BpSj32gFKyZhNNj{3K}G5Z=pVa+RjVE<2RLOw2zJ4 z(pgTWbtlue^$}(QgFo~WWj&|WM_n3bHR($09OA<|8;^V^zd40)dO8*@_GcMRt76!mXYgttXGpYHu4?cOTsci;vFq_+Fe)|x`4DJf7el7{%V&bK>U zEt*r}4X_9H>{=GN@3*n3wiwe-Pxf0AJ9Z;lw!K{rxb#cV1xP_(JF|%s8N!DBD^L1X zwHy~hh&s#1*GUeqmhBQ{mlfLc{ck1BOs);?>|eIg$kJ?^xq0Vg(Gpo`3OvI6s!LMI z@dfylM8%t&nA0Tx!yHIPWyhcSWtX_4O^F2y#T(GquED?$XLBn<)O1#C8gBpeUA3OW zC6*2=PO~4R-Z+xC6tC0LxO~8=GkbGZZDIK3*WOn)LDPL^*tnia$EnK*Ay3aH;g|5KIRD!#}Ais zekOiVANjQTD|92{RbMfk{E^LUbSyU>H3Fhr5MXl3^i1{R_#= z{1HMLN}$8we=)Qg@f)hL;e$#L1P=kaun+Zz zfRmFG-^nO91sB43GSX3RTs#6Ks`HU>`7h|9Xaus3H2}my`GV}T6Lr4Q`xKDh1%TeF zyg@CLfaoZA%6-{D6o5U*(QO3b=Y?E$RGPKlb9{ zxtaCV!P!;W>9BRDfLUrFHFxKm2khjOZVi7wLu^9Fu4M3Faj_RI{AW(*SXScYiq|=9 z%I9b5Jn2-yh1I9Q@}b=c!<|P5L|LK^uw&ik)ERZ{UaS!E2~b7{8xQ3&)oRaoFbDvx za)*B8ujVidS9`_Q@H2L(sbfBY?6$;>7xO&L79GzsnIlA2$RDjz)KKG2yKO3Vbex*l zgUAiocl-2B7m<*tkQ+znzm_*`v{vZ#S$*q;#OyvO0fztm_pT@P)!668Uq=*twOZ7G zTmvTT#M=+`Tdc0;t;f>-O%4<9pV62Mq?hTm+1b>F9Sa_xd@Z{?|2Gt+o?7(ffQ{+x zK~X!RDAFc8JRfou*`d0E8X;*pyLK;LfrVW|qhFV@6YQyueAiex)tko?ZM`j+Qa}Hp z<8NC2%ZzY}H=v%F;^yP$t_EtnWtbq-{_;3+ww)MF|0Vt^cW625>9Doa@9LbZw_<%w zeR6XGK5b(U6!AaCvHs<_R()gk*;!Yxa5OoviM0x3q1SblZi-?@?eKR3ae}UvhrW8w zg{4v?g1d9TIIQyoE?0QCPs7s!R7X;M^Q-!7`iy2nT(&R$OxVy=sN|82fBKxSlf0I{ zwpV-g6GjrWd6H&EGrs;S9k%|4&?5ByWo8ECq$# z{nB2asq_1uPS?8|;_ZVoVoPV2jJWVi>&Fv}*kX)Rcf@p3+l8V!PLMcp!pSmI9&*A7 z`|mLaWaTIw8z~Rgp$`&i7{@i{S`1jLP&Oi0Y@!1kBLM5+QZfv&{Uqyx`>$OmojH=Wm_hjadyq%mv;gRuW6+;jhASlHmcSX$OS0btdNrp0%mDDHwxM5Y=cy+IC@Lc)Ox>Ek~OZY#)b z!8h32;g%ovy%354*bLl)(-g*JFI2w6zRn};eY-GBl$7RK}ZM;Q3v@BoeOlW;Y)^&t9t^&ib@R7ZK)kws3TCN0f|E( zEm;7N2N@I+DTBSiU1#(@nF>}P9RE9P&3L(=^(Q0!)hSOQMLx^++jvD=8=~i}{_dw= z$ZgD??(H4e$&5oX{|+W`OQNL46U4_H3U{Rj#&vomk%c0RPxADp#ER0E)F;!xwrevX z>QHZpC+cyH>x1>6`hMH<3!nAf{cRXsFyl>mQ&B+1u0ApBC==2f$S z?*?1gO33CehvSp7j=$4rb3ZqEzSK7#Ulv=O3;D{~Hq-g)$}hY6@uIv=B24Kva$K&V zA8TASC+;y5i}-T9X=gY8z!x@Zt0%p~X0asiH=EX#7p;|Uy>Z4AU3@?V-XW7Lat{)@ zCXS~r3bPkK{!ss#oEry95zfN?F7f-Bad7MX0H0FZyj(`AOoEGNhsn1p+2F zVl*5^D!v=|jU88r^y(Y^_Tz@>)18|7&f&~0LR!m|yiQsAYny;nuWoh)p_|5Lc;iIF zGrhM&aox6mCdXq8;IiKPHrz5iFP)$laJZQryEhx?4_~|YpNmG8E~nVI?iD)>-k;|Z zANHm9(>2t-F6|BNA+AoX-pwFNCsRcTp=l2u?EktrY(R_3qs3Bh%qp+2Q4Z zTbQs)WM^GcM;#NekVJz2;RmkM;p`^<661-Y#nhv-Q`JtJz6&9a+iW64yT)4>4mnwC zCxV_T5|jV&BZFvBe4-bRwTKnaB;sCj{ZRB09~jE@KgH>+I`qa(A#vr=Pt<2#Rbj!}W$85=p584M#!H{} z3`=*SeQ=uSYMlHz{B?bJ1*3A>0_F}V*kbMu6)*@EA!Fjf7e?lQ@kJa|>c&t*FlZH$ z0Tdb_$hE#O%tH7GC9`-K{5s(dDF#G5GFjZ=+)(uZr;}U$A2$NacOseHj1&k1u?VLy zri4zmU||GoNiA!t+L$E^Xa!{AzOy)F8MlLZOZpV+BMtJOaR9%e)*%-FI!zT0h8z=Q z)`6!26mHJJAm0K;oIK6#&d@d**M{bDQVnZs&bDdCC|=Wa1wH1C+f$XOOA?-n z!KdUXr%RKa@o%7ZT2S90PB(MjJ^W2C<@@r+=Hn3G*)N>;bvg8RMVw&1w|)DY@M&BN zQ=vrk8Qp7qyLTGS6OwulMj7gHT=Yzl;Ndy=#x*=8;xs%FhuMWQBIWqS?`FmQFYy~g znj6*=v*is-7}3Aq1?S$>6#D#%dulR9?Eu`0w%GqmERidxj(KT0g2^W{u#lO#z*0|g zuMh-R4k)qLighoc2$XUaeq)5iCN=MCXIv}B;0OoIgdb$)XzKd9ZRp<{jV*Qam!3~Q zyIcW1$E8v73#4D+9e>lLZVTbpU*bBS42flF&@`ZcX1zbZ5+lilv#N4S=rHpKL;KIt0|X;>Um@O=@%yY?n| z^d8)>C(zS(jM7IBE+>K)nwPwa-<&oK-4#1#{5<=8w^XzGxs-9|I5(w|@aCN`?qDI1 z_K7*lT>xjoW|sbltnT_pCj}xfCcqo+`lO=T=3YEpbYzV!Y(|DCwCw8lX7Zny8#OtT z%xVprAFhn34&=B7e&6p*S5gh}%=FGY;RB^;tSHIlSWuGbG zp?`zwex)^1IKuvEUl?Bw#!T@}v^1wrEIV#u99MQUcE=Js-><$&UN5CySuCUe`>226 z!VrynZqkOC!(p?xe_pL&+Dpi$UbaRwXOu>L;D7HjjKLl-+~OtI`E&euT>ALwGx*H> zJE$@sTY%#rEK>D7TzT1zyvP zLN}pPDb8I24KByCrWHLW`;BPjyt?hQ`gL}=Wws&O(ClK7!<@;8qIvj+a+7nh>#hWUnJje@kF(DR^_SmzSx!iY??R*}UB$QIyL9c+G3}8Z zjl0W(rE-q3adPk4VNhMR9su#fB*s?RASO%VU^E!VgvUEDOlJ+M*A}X!v&54OEBs!a{Y1q)~aYP(6+5a z!%!{D#UO4B-BD5X3XIbSV2et?K&?3(;;jE2kR??hYQc7Kfx$*N?t(MgpOy%`gIYn& zWDJ7f55pHflVCE!SH^(?%yBcf&|$oJT|&0ke0}4qHKtj+NonlVsxD303;)G74+;_rmywQdcF9pz0(+NJpME1zuhMyVgKObb} zx>k)yrH$V-Ci%;xCAw7!8LH|d={I^h9!cFK7F=8S&Y;>R;l9y2wK-8IdeHE+yw;Cb zIyd`h)FY$m**+7~@@oDQMf1OgXlJ~AUy+`!g*b5(m%Gxt|8QLW+i6NCbar{vJ!9d6 z(|Yp2%!Qt;_j?=YpXtI+H}4Nk@HbA2FMMm)Aq9TE@qAi2^}dFTfyQY5MS%p%m@5)8Kq-k0AKE=)7 z6uAtOOi>2q+BcHKiEU~NKLoWocJEf_#;}d;&Uum8xAOPX@p<#Lvt(-M#?RVKUdOgR z`Z({xy`k01W=`t|8|Jz;4`&=-@E7qZA6|;$_T+Wx(*DfK-p-Dd;vw6jIR-HPJX$6l zlv-~sCvDOOBT~I_owwmjtSn2%hLy^vWVL^81k~M*6kZ^%lbBEb!ARpeRC;aX-d-MOia}qiIJT3`mE+^ z;*Sl&-^D~RhwBFtxz$liBD#5mw_k?1JOs%fO;tVsRh z*h=P+&4Aj;ofX7ALT@D`o25ZB+mcW&M@U%0gHC|)KVBF`MM7*9x8BzHIB4 zwL0ZJC(~~!Q2A0}um%!FKxO>?ILs-EbA>mkuVScTU>W2UB~t4vZeN$YUssdI40Pxw z!;ga^-)FS&Q7ib{#|NYYqF{6Az#?_&RJW**UG3w%kRm3^TOj6^H2?^Ym;%o!L5v z-a0^^d67aoca$ZCJq-c z2gnIvKUMj6{n6JvXtVevkLKb?e_=EK%~0pw`{KjxJ=)nl+WlG!_k%}M^IEF=9lM}a zpJ|f`xqUBnCg0V!^MAc{HY7Ima}CYQCv3xO{*EkRnm@NYE>G;-V7$~{2yCi9uMXI#UDahlZGim zDQdC{BeIoLWT`1cXpp+Z;AY7(mQZ6$lFHcHj9X#!EhFn->`UG5W!z*P)J@hhWX$}| zGkw3m*YA(t%e`XEJkRHOp0m8q`<%}?;2wNs-!pK0(!AJ1%@Q*!Tr9r#-Weg^F zetit&0@xIDl-{nU}3AeB{cNc66d|nq{cC*v$|lz3qw>531(1oKFp}JRF%!FDIfhV`jXKV}9zvz&#no zfX8*VS3-^bf*Nw>)-s5UJkQ15OgqEe!ts2iNQ2yhd#Bt2X=5UR(I0v$ss-&YbWKP1 zm`^R*9L~t=vp>1@GSEK3r!Bz>8!BD_NNRanKnR#2shd$otwoP4EWHTr%z{aolA!Uq z=;6Y#e{3(BqZf-{xAEOyO0dQ+`2r6!iO+Tsfdj->w(peEZiFs%BlT+|gq6jSv47G7 z9;Q`K+Mgmjx#7H^H_ULil6+Z=v)N2){Z^%5P4e3tLlsvmuk4n+q$52#sz^5P%7X!h z9^YS?Ga@FwR$p(wqNaLZq52AWY6$w3rw}`wn{qO5oGG~(e^N2KisT()gn)35@Z52@kPM`{M*{`^L+KZg=PRVJ zA7kf6l1WQO=bn4NrU2GxCekwxTa*{*_+604=J}QgTxu*stl>tp#T9u}kmm@xnvHD`iOXl09S6#57 z#sP*phGZNSF=~V$Brk-J74QWgWsLTm;NxCqfdoM zeS~V4Qpk;HKn{{hvCufgbke09&j=WAKWP6jzS9DeLGvZb=Etb^txOZ8uZt_s*U! zoI88fZFba zSfF8*Q#ff9`^C6oa3azCU+skz^?Gwr^0y6Uhp&hFC3m^w2cZlNXnr2dJ$C`zB5p&8_%?*c9)MYvb=YkA8f<2^+M$05<^m#-= z@x5H@{WL9|AfgcO+k?JQly;<_FLt$Z!sDTAx&xLEhPsxzYhg1~a zw4V+>odjiBSS(`r?rQ8piJZHU_!t%L@ z)wzX)Lhgw&-ulSoA2PYy{2m@u-#0V2bctO(A2`QIAui-LgMnDrKME_8z5yBqrX2y< z@Y4mjbErAo&utWjUv1Ud3h)oaSuH^KfM26EdX#!=)@GrWBf8~+9-K`u`S=8@K=tY z7Cu!0WG3vv0E>h~O%yOCwhRVXCcdRpFXf+=|5(NzA@v6QzbS3XA*DjZB8&JWSnuT6 zA4p}DJrq%tMyPB}Gr1`M{aJ8f68A+35po_&FjcI)A^v$#O_FW;I=)vEljgX85I!J> z+ODXJSPS598d*#)C)bCH!4}rCJ0NtkFjh=dxYNaB6;7=ea;pies$<``pM-@Wc;_je zU%I7%*cTMSq5>8%0ke!4Rd^x@3~SsNC{@3n;z<`LvejBkZ3sF>P)`WgulwW?EnBSR zQDSzQDkhbomtGSLSz#5F)cvK~XQC39s%i@g*KW;CPngZ@ADaIschTE?MLFWnLf%I1 zxH<XM+ZFOhDUTHe?XmLMe@m9eJ)>kARwkg) z0r!FQ=oxc%&{9_e$F$(b98b~#5ISq3fLlfTGP+eQ>V^gQ6crm098C4mD@C{OL28+d zU439T^66k*)B_D&?1@Gd_0+()TTsMm^k{d{xI~+r@#v!MGCD>6{&dh7Nq^y)Gf$4U z?8e*wF)xUfl^Gds_T`LO;*tk_@LTfj9ngnnq04cdnOR%e~MXR?}B~#5h2@ z%}j@)>D~S)k+d@rf-IDAkpS#Nntdi<{{~`cl{XZLCxVc}5`jo%iY#$d_=v9vW=ksR zB#f_S(tMi*rh}sQn$JsmN~RbI%5I$6xKUeJds=snJ-zz1kjHSxM(KAixnsi*%yDko zt~^j)H!E28=4Ex2MTILZ(b%k~+A+qNQSkO7=2KVP!+z9+EUm`0ViN-?_d|?OsS+4P z@Cb&RqzVC6<}<#lLC`qAIsnuN z)D2#v-A8H!z(Y}nd_w{V;SfY3`ZZJo+YVOUBBAt6#$z$moS}N(z4EZnhdpY&SeW{- zJ;OySK)ovSOl>4@tJ%-4`W;H_jZAY%;gl4@m}2efDNg^Zf{y3JACd0Y#|+E<`RM)X zu$QOqtjZZIE^xTvMq-;;mh{@A^0=<@gmry8t4S`H1`t{JPaU>>V8S0LDwvY_;Q{g* zQlkVlYT#pR5K99N2JzjKc(9t3+B&|T1Hp!vAw0O%W5{*Ibx`BsQwSRxf?QPiM!wtS zp8^c6Iu!l>*Vw|L5o^I$WuO$Kq2vG#3x7srXA)9gff*@)djfs|2}uT#m;te_CnRpXArRyOqr|nj^ttJu)9br4 zXKtTKx0dq&xEkF;DohjM{PEO=S9;wm8|~l$HOZBTqtZgW5y|8xF=rH9)s7JW&y_h%WLyZ&DQ*_4=dZL z*k=m&{t5Z>5@AmTevS5Bhd&h*-TEH=sy+ zk0z<5%BqE<6~K0rw~cOkhTGV3FFkQ*4jQ)!7jT2bdMUDFiwPz~zD?y#nywC$(D)@d zJ}_$M$U?*V)#c^hMKj{h{k5|OhE9rmI4cA9~!B*aZ%gZvl-tyT9$r zarWrdtQu;XERkBt@{5+${+U!b8DqxLUR-d9I;0)jae(&opSF;x&hW7&(;m8M57Xob zI8u^Wy0sBh$XJntE)|D7Q5o!@Y%rDs$1e4o-nJZQAT$(5-9`4>Ee2D{l3?DqdzLzn@ufNxFMFw5;_c}(p^P=toD#G3(9!SP9cc?9!}AHA z<9qwoBWou$-Jg+v>-zHO8?c@d+r4!Xs|V-R*q;~XdQxKPxy`=LO{HgAEGF$CYz6~{ zXf&VY1Bjmi2`|1QNAe9=*w&92hdnt6i~t=68sV3IDM^8jA!SGkKfbX+Us?jz!-7l71wfMPN+&zS#bSqxR=Y(T**At)Zfj2u& zU_g(tCww1-v}lH(cHN;MmGH_t)2MPx)%Qzca)1FkJK*eBpg!qL5I zm|hAYsF|Ft7I61!v0mI=vE=S*Yv28s#iLXq5?%~GpdCebn197v7+Fv^|L(o|#9;*+ z3&Ba2Gq<%oc(TSU-h81&J$Q05cd^wxLbG9=GhNBM`E@0soGYSL!}%?C)tL8Sn!_ZH zfAL&IasJdc&m18xlrQY}TrsL%UQlj-xg_z?umv(!CF5FxiLR7)_x2k9dDl9l#|jJ~ zzL`SMrxeALRHw*H3t_b`3(U}QMz7;N8SI;OfxN)!hx!Xm(`MOzym#!TB!!Dn3Ipy@ zn#!DA${pM( zo&IGLe70L9$*SE>1PN1DPnEn!)@YT{415o6TNdD-Tzp4=x5O*YY-lBItXdV}9VKvp}NTi7h_ zxgu!Bl{HUNuWR#Op(?Mad3^UQWSlYoDZBEy;d=*%t`Ic7oOs6l+PA_{Lg@aK{HC5O zh}fljCz7%#cHVNSq!SE#*xY$KTP(-B@;IePaX;?9Ja#hDlr3WRO`EuZI2*&JZPdBF zrP!+lNO@%AEkcijW9DnjFS0HlbO)i%5hUNW=ctb#01HoykGOnbN^aea!u2=2?C^gI zCbmj3KiW&&*S#fnNki@>$0K+Fl$HPTmj%tYzS zpFSk$u=|!`qYCwsGMe{MY!ABZ7TD&r@v%(e;oUA4^bl{M?)2(b)S3Rb)%zd%ZcV#& zZ0{rVHcN(!>b{fjm1h-I-u%Lg}zoTfV7 z`npZWX}{&*R(`Uk6@U=z?t;wSODJeP15pih6j}nq=2*QK13dwujB^iyOHxVDUw~mX znT!i4RfJ0;lA*K5)t5+g0%abj;4g5b03?S(z8Vsnn7(-}%7XC2b1`ZJcFNW*=L}tK z@8v3q2wgnB7>L;sI{S*62xjsJq-?OtIS`6HbaXX<1?|*0*ZvQExR+El(^h9bmK8lS zQNK;AUVKJTSR~~vMe!W)xV|@0p(-Xl&qdHf*~+LIbX*p(!tkx|lprwC<8Up*8T|SeH)iW#^j&eIf?Y)ZhL~!ofxP4Ms$1H=eWN(uw_k;HH z{^mSy4#ZYchZxr3#+|pS>f@#BcvQcfW~NRryqJbIwD>`;JXpa?Xby!53LkbzSdj{MG|7 zi$Ts#DszD?Vw+FlUH~#7|ql;x@tiNlQ z)no6PuYL2JD0pF9PZXJM=|AWrXISAJLCgt1CKM zN2eYHNDRyWx|F>`g4xPHXltY7hg z?$nL#-hPbTkw&QWDKmk$kDy+wSWp&)h8v6P^%KK9hb(b_dq4NL+~+&VwQF^&f0b~} z34L7`!*ho$4Uwyqf-7?c%^EyC2vy#|KbL20mJqZT7_eW_?pr^?{royRV<^SNsS>@( z4ulKshS?_`4^4o??k1gJoO}@4a}?nxd^AYu`*pT|3mwRpt({^+JsNkxZ*f3r;Y&1K zK3c19t(ezcSU-b`em}yKcaP3ovl8lc?~smZt0K%Ov045Nt5?YXcm^-LH!xqCFmLpa zUCZ@)J^m+fr}c{+Bb~1=behRi?Y$hG;wvfGygdgY?!(&}3gWyr$dYmIitq;5q61Up zA`PD--cH2_4!*%*wr#{&VUn{yQQJJZs|O{^Wtkk zt%P93R+5mn1)Vu&;s5zy_lI|+wOEedys;tnu7RL8-Gw@3k}!;%$u+JUQ+ z8~d&$oJt!P9M zVd!LtHyjgE`mk?F0YYtf!5<=bzG{bqdh?wT@-oD&aCBqL8@>~j-y%?2HwWf==q1uLkT*zO~vD^Eu^ zIBQJZ(53Zm6!FUoIQyCO>Xe~K_%VUC#uKB~4eYRjb&m7+!dj(K_&Wg!iGyKKF)S!$ zQR;#nZ?k^DXla<{vJ0R`_m%aMuf6{=CuY)k$Td9GlnTFh6D(Nz zKF9h&T*N4`i9B1a`swxiYr4zjtOp}p>FUpwU90~F{WKzPm#2;&bZ+=zVEWaBw|Sd1 zC#`L%z3=B%`;58`mgH6Gq}SC`ulw(>IJ4c%%2#&;gH26I!1K52bMQTG_` zvxV>B!F>lsDhY8X8F*{OkAo9ckbA2AzG^P{e1+T=yG#1|=e7lZZBC>IN0yh=WyVU3 ze5Y!b_XFE1(SPf?WfLJqZ2Dnp7(4QZZET)%9qTFdP%Z3*-UO2FHN?$p6T7YCw!T&q znLaI0%KQTxVDC8iCxw7O5f>`OKn#)r#&*u##;%kAI~5#GuCkc=+N3`%(qJy)>sM&# zzk>4Mb>>!fZC);m)+g6LlwKKK3mr@`z5SdWR{hnNJ$c4_wb+#XWu!OHbG^-UW=W}U zI=XjyK8?3h9`Wgb2R+y9M`3WEG>0%8{I}A;Y&kZzYOQIOF{8RmXuEggXxy!nc5$}OLM$imfFUcR6oB(&Kjj@0J+uQfHn37R zA_!Dj7n-twFC=%BAvv^3c((#@Y`ggW>*E)_ozN>}x8ToA8y$v&W1#Vb1)C_>7ki!^V>W$e*_Qx*Rb2+Q#&9=m`lIj5UjJdf9 zGDXMA8lLrg$9Vc~^)phq7q`>t7cnX6P}U?UoAYHx|Zvyx$~} zNc5ADRXH0swOk`>NML?vSot1ScdHy@HTpcpKgT;|y>oxHTkDf?hXVJrd?Y>daH2Gq zma_CTleasTBU+z2z%4hQx;4TnHxBvYt7sle4zHd3VfuAs-COG|Cl>O^oNzMPhIt`> z>ffr`WMytIQDkk+bhebI&HnjLG~_xD`!!f5n{H=;xm3}|VtGcyTO&V#%pX<`F_tF&<&FK|6c(0Qp(coH?bWgg&#ZWLC)GJSm)l=HAH`cT zs^&~6G2~+hv#Wo0TfcB_d*B~zz#K7Y{%tSq5fWb=fgKu1-VYs6`qx9DBM&QgBpM^E znCwmsoE(C(?&82~H~Of)!R^Dzc@w-U`hI(19Ok3!aDnl@Y%Icg>9E6^v-@iDz~VcH zm~EM>f0j>^vI#ws~k>!`~*y3%&wbbL-xDBV`RqF36L5)TY9L``p}5dR*aFVr;6 zYUyCRB$9`e#O|8>hp#e-yE?xFmlH51?^xWN#uX>w`HAnQ7E+YuZfqC?{s<5X9J1B3$u z?ndMufwkTevopWIpbK)|U!-2-TwZ_#a!@!rh3t^jnGQ@EV8lXjl|ZWj0;+z6e4Ouh z5daISTxL}I4kVx%C)Hham}w#z#MO`ea)p;%;~uqFUe{P}Km&8`IVu&hDA|s>$L}u& z_983D?X>dsKQwqco*wU$mH46a^$g)>AbaXe!B6Q?AuZAH%QKI*sti1L;fKF)J0NI> z%>w-0-vFB{<2KI-4TzY}*TM|Q^0x`WGkVJ=RyRokt($OiXVCPAa0;i$Dxcnt{ta-E z7~C`JN7ug|(jVG}+b_1}nifu*uWcWi+a*1{;1HqM$E_#!DR``(RN}!lk=_N{ z>a|aEy>r~w)Rmq>qEznC95s9~ha z^yw(nwgXL(cRuCQuh-eEl^DnR^vu<-_^qxN#vXd%(D?7}`F$!Cg6jKdf=T^44$VKe z%_vSUipCuBTxkhn<(FjYhil=>l6Dz5x#Hp|I;z#ZDrFybKupl+;}mkAB-VMo?$W;3 zkR3_0v_1tG$^qk5K{0s#H_3PasAyM;mj*CV**V!e*VL=E>PX(~AwuUiIAl4r8tkyg-k2lJlag=c?w=oIqjw zt-8lEQFrS^(okuTf=v5rC+97pgE{A&A_kFuDuh9>1QoeT83pL=McLqLd_OcnH$k^o zr+*-1^;7RWyKu!~Hg;oJoWLerk;d+$tN=c8v}Ro7t4ruvST9Ka$o&8b#KdfPNEpwb z|08$7wr|B_HuB$%xi8oi=*FXRi7s{)zR#_m#tC3_-lH~u{juYmP#d7f1;N_$xHK4KfIAn>-=EIt~8H z7(@#^7I3yn0OS+^OMlyC$XbT7p0fxK!k1lebC6B~|5plr^C~D-4B+r8s8<8vng_+; zfNv4CB-DA7=-nDq!Ry|(23G?Z!j&?Vg-|x2cdjeLYheCr^%VTdKS!=EAZ z1agi}G|2!s!BJC4{CE;J!9kr1@&N!2ptVoI;4E^Ha5VTntW|FB^y$c|?K6eR{^hJ3 z^QG)su5)bG+6y(CYJ14ohuVX_qTD(J5^p4H9CL)F1IPkz|Ha4lsn0HhaFCO7(L# zo-L+7<7XmuD}=<7I&Z$>S0+ya2WKw@cSix0a%#c?>K;jA_a*w>D-Y2N8)lL?vY}9X9`xvoQ$lW|KtK4l$6>ZC)bN6FI4ctSd>t~hM-NG^y$Nna+_}7ja zo8OS%c`-aZS6`jGf%@ftwE+Fmt46Wn;SGH@!9O1CT*eAcY}$oFi6@?b8(L;WDYCTh z_3Mn60ce>{x7rJPyV2qkaR-XAw_oH@?oyaY##as#N_?c}CX`M0>DG4-iOw8Zot$1s zF<)Dco=@@U6;fV2@j~H6tCplIZf0)ojFW#@D=WP`#z31m_`JF=(LBE`di9Jkwf^oG z-TqBdzX5T!1$Al9!1k7F=U?f@b^L(ZUO-k5s1JVH9)NfY=(S^Q>{tYMMpxwZC0hoz zsPg8m&Q_nv9n)7#Lk+@>uRl~?oh8yg^4Q8t14=&~%j%{M2K~%-4*qVY+?2cisiEz) zb6x&42R5isZNstGzCE-t`}w|hjL6$u9yR$j;(K=et+klHnz7XIv@g0-=oYEanGJ~y zi-VYRCW%6Tb#b`y0E{q9YdGTCaxC;w!fu@br{G4W%()9kN=91cO@CT)UZyBcZ?*8+ zP$@Hzif#vPgYV(MHyz=pI}rK@bmj@(Rv1K;{aOrle+%K?^AXd~8n1B0X?R(*q37_! zG^?jrotv9M#1#z%CgYOJD8~V0`))L5o+%^b=4Zz06t18=#oOitYighfzqk^m5E2E1 z4BvG@J1K;S3;`Y&k-(QEWCsJN8}em>>xVCcLi*WjJNkC2kYKzbqaPJ=XnYWQ7O^PT5F^3orod5y!rLPJDWbu(=I{-vjCFEFT;cEs zAE!r1xLz;o!TycA7S4;B4PM-#byayFJDzqYNlI>e3iK|~0D?xsCyNZFkc@Lj4AtB) zI*u33nV%-N&A&0GttBe8jzly$H&SaFXSD_tz{L7IMz~|-enT+MclWTWwSKUHE*32t zmv8&4a~d<(Wwd#(Vz6P`{m*^Y!if7JahIJjjEDl`mi7d{sMY$YqvkC6fU%?Arm2TD zvjtP>+N*oHYnkgR?4S1==(&fv!KM>64e8HEeqK5kUZb5m^ljKZX40Vhd3o}3WMi{( zM+tFidg-Ba-5qewUn+qsTnNg_6h3*(u*ROj(AdYEBZxVz@S%_yPw|e`z^0%J;AN{t=ihhSE_pKR8(2g5SwJJ$yZ%VoVY74+_*c|LGi9zcP=-d^ORCMzH)elK$ zOCGDJ$*Opl&c%X@1KC4gAFbpRMi~<4IfeM4NiEYKc|7A1_JHZqT7Bvn;)0se+TEaW z?cwi-5Ef~RGNECOFlkW2toaw?@{Rr=;(M-nj>Ae`VV9>z-K7TA7l{Tne0HgrBpKuj`(EJ-*!di5m(HE*8S?6vo2O@BOB?(l6J+o!|4 z?S>>ukZ_KqiCAt1{}aU_br38;BnQ5u0Mx^6w;?M)Kt{;8p(9?6Y$o7bC+YE{VWrM* zeM>Icn7-wHabi+ujby0{(g~r7iLPw#AZP#mn{@~NSA04X{nwF|mhzwHv0?jXW(5-g z;A#l&776(XPJB2I;d}7Ut$Yy$0h0&WW*4}*Ku!4}o(%ZPU&4v322mkr2sWePGlqlc z+6K^92s*(rBB7{J9|-MNP{g@Y5Mo0Pr`p{}_6jr{0!Mog=$501MREhpcSE8VC1zuv5B=+ra30_6Q@jV@{=Y+6Aj7L@s>}^HFkq&GFrqW9#@s56@fj8rp?Hs+t zY*o2&Qd#i1YQ=dNv*g;6Tw4MwSw$`w5+`6PCNr);1gN2crxudsJk~C)l=;=)uX~(J z|95NuOeOSN1!&#?d%GdY|59wb21W{?kF0(DU!%|l>6i`97lI9(J%UjtHkl!Vler5v#Q8POKYixX_I25! zrr%{FzIzwk=q%?ny^0)6_1q}`DHWXm*Oek^qK^8qs1CLWVskoPt?Di`MzFgR{wkhy z3S1=Id9_MiSEg51K(~PeWOES5E)<%+v?o{TaL?R&Ca={tb~&Z^17YSgvwG7Ov5ni@ zgT2b)4Q4!rLg(X^+55P?6AcAOVkGo#t60tt=pWT<13l;F_FKRlu2ix6`;h46bEC!H zVnJspwP+_%6V5+AEtnlIf#01<5^D7-9AmLehTCmp*X1LA1l4Xyj$RlrO^O;~d+&?v z`szv7t{e4>`0KF}!-4l#=-A63q%!T*>Ss~&H0AXyzl98=+8zD=86(rpG@gz5eFK~7 z<-b^@aF1r#7@(rWIYG?J_QUU-({qCQyZfP)=U;lYo^;iB+U3-Nwe#HtF$^vs9qSms zHuL+#$i?*NvBze29HN+_1PN^CE)e7XKlsuOSvy3|k=(-nPw771P7QeaInhBl4*+G7VrP10t+Sp0o^Cko+>HV$;{6&L8Q&g4LgQLftqa_t< zwgJSYLz>VRIG#5Ea);i7JBF|j2|5ukH3!Am5F#4C;HOFCFe&`55?>HU4W&_#Y((-C z&>qt0(|>i$2=c90VOqm8ejdSh?7G~*cB}X%a(4Xa9`)V2arApb!2nawA*X;%7B|6x z<${CzMbIM79ifpx1^Fm>?gE0K;b`yzEDByjgojTdAPK}Nl4SL5aM9&&K_QX&HSkTf zXo&;8ur66Xdb%n!Q(qlx#@-&f=&~Ib^69>r5U>WNgAcEZUl#6l}3Kvg(UZ z@qtz})_bSUIro}>#1Em^rU@QRR?>tLB zRVJ_C?fy#A z$pdxYoq;0asIae(9*G=x1_-!PT{xcU`Qx|x&nG;apN7|@Ehmcjd!@t_EF9+DTfJu# zvMQw9;$6S8nLK1JXqQoL53i4zjDDLNoiJOYa(<-5h?GppSmDa#RrHNhvl$i`e8ugT zw>p1_cuOo#D`6@h;n9E}=M0}TVQ&X?yRb$Nr`=!km(wlsDjQso2tTX@d)|p@&UN$E zgrlSTW;`UGqh@BBdZlJx#Kpfrw^A?AraG${4b-a#+G4k6M*W#>965#l;Qb=&HYpwZ z!pd3{I3IKXm|4g?pJb@Wf#Zj5aRCyBYC2FV*?QAjOkYA#=gu`Mr4b#P`PfFyoF{AE z?M9r=y(nC`aHD*@+3ep5+VXd?Rw)}(nD;q;jniAs(+i6IGS|$IU&?VF&)CT3p*YymFoUy(%`}sFt%g&A)8w(Q-A-z$COuB1d!b z0!u>(Iu<~>+^gM6SPk_;WUU=H+^=P0J~a`^%;swSSNB%IxR)coNs^Bon-Q@0%d40` z*#+E5KBNGnj|6mX5FS1QP#Y*s-Bne`_d@?ob$}PjLr9wck){Ab-MZGV?UyJ$od1NeCkWG?a!~v0(Q8&tfP)o_Q2u`9)-`^7r+1uIco5jU64W_pVA9CReng6g0{; z)Hcde1W&tfY#PVuj3sQ_b@oKyqC9K2{0W*$*IA7F9(M~S2`xIYQMR$kQL24oni1=+ z=AOZOxmgDff0|yc*Ke3Ma$p<3EN}{U=u=y|PQ66yiZ5KaQ$Lft3&On~vEfro`8 zGQpUD4H4yc@PmR7$VcVx4!o0xuYv(0h4qreDI&Lq!z%HJ>(XX@j(;wEy$HXf|NQ3) z*VbcCcZa2-SrP6Mk4`U~KZ&_>AyH#$%Um_B*#;W1EPR70MGIf+7xGrC>LDhf58wxXb=*7E})8kI=bgB-*KA>Fg*tg?_W9j|v7&+>8pI0~2 zgYPt76F@=4a4SGgUZbGl8mo}_IclY5WL19US%e^E?cC9UQ6cs26OfYJD4`vfEENKDnlBxPJq@HQp}MH4j?tlcSTC)a^tgR!@VD&Gr17#sc=S|Y(l#$q@K)hTi-$`9iQTeYfSpmOuXA52O>KMaL|_kmr3 zX6JCqR?V>HJg@#9BXqz} z%jwD2URomb4&5IL*^ z6Avp?`$l%0a~`UHg~hZPpcPH^nivdW?UDLsRPMp%V@b*B0di^Ng8|1%-$7UH7DB#8 zSo5*TC%ZCWb~y|Rf3O{M(o6Tab%K(YwUw4(>j{QhaRRF5;>`su`4q-dpM-Y9_bXB< zwuXnu5-+?z$M>9fZb?A(nXPGrXEuL(&KOVlo1kYUq-BWmlf$U!v^*Dcp_ozxlhaQM zYd{Md9SXS=M`qaX&0uaw?MeGR?G(dR!z*}Ht5531Yg(O`!8_q}#Z9&2gGag>yXO~W z@J#pKah+g){LR;LI=@FGn>f#Z$sPMFfW{;{Qms`rXPxNGc7k3JzLH8|bXOqy069QR zirj~*Z`WmF*9O*4bMu2%#R}vD1s1UuK|OGR=Vy{_UNI$uazTDS zKu?PcjB6N$%$E_2EqQld%Y|Yqvch5B7HsUzhSFTe$on8?BzS8L3~zZb_5+k?I2JVP z7;F%N`LF5_NpK~VIv_1>3dg&zrBJN0}*4ZIFOVoZANd zi>l7d_)u?I&Zg#DG|EJ5UYVVX%4+ydj8=x;+JxE&hgFMLb9Fa0RIc4G-y+Sk4`N6fjOR$%ua(uO~Sf>R0s3 zWRp%Yo+ZRzLyWA8zl_2lCE(JY48@IyD^A?so=ic@sUHZr+;Mix>0(h#Kyk>H{`0J& z(@yca`nPd9j~Wv$mYf#P*-N4PC4+Kt-y-VqESLDubIG@Fp^eCMUaYsJZ4kK)!^#X9 zw-(<(#tDQokg5;{PY-M(;RBe^dPX2E$WpvtrvCyhRKbkv6brdYCFNC^GylmUn#`7& zbJEJNakohp)^rc9ENY54i~CHtut<8h>&Vlr&A74;E+HYKjaIW5DKA3f32p!GLVx{&73jk9Gx^ga|^j4-{xlD)mzZk~;%Y#T9`J z0}la0=MEMZ9Es^e@FF#c$Wah`*VlTewS#aW>Ew)$bFo0Pi8UPe2NKWo-=|2;9*{Tc zFhK?mcP4^wfFP}71Mtjttx+k0=*shv zAKuXeBRpNHxplqSkW|&&yLZWF1J09u0#0LGD&J#Wb@f~DvLWYmLoFFw(iBbfgk&i% zUOUF`fj{L&q=!v+_OLxW6d%A`FHOKW!9m)GpDe)|&i9N|FS+5|#x`eIh zPsk#Hxe6}Sz+j|Ogiz`S?2qA84D}OXQZYqw0Dt#vT8O*&ZPF=0N%bTWsgrs@MP#sD z%kT~vjb;@I!a&f2b62uIFy%o4U`iI$$Q#_E|SVZNfy?d}-nIN+K^!d1ZKR?6LXc zk)gM5n>FS8Hp~0#erBUU~gIP9odOJ-j`g0`xK7~%VF}MGk3tV zvELYPX`_#Aht~`mZb@^-%*FcZ<+Zfq5!6D{n$30=Za+oM4u^CSU;%3wAbH`J1cMo3 z^#EMIz@EuB z{&u+KeEDZB;38_pwbwOxENyN%=Px#AXZ=l8`3t+ova+Sfc8>4ye$X$k_n_f*uQUIX zS2#8FVfZxuncycC9k6r7py4YUb|Ej%#ZP<2HEYf{o)Sm*f=XtBhq;oPPX=r8VT(zm zd+I3(h3X(-+ZCUAd0uPgQdPs8jdAU?{Hv+MiUaY_83&TnJI{;X>A_P^7`s-!r=US! z_8fg`C7j%|r7a@@?M1)i)I0tfuH@zG4Ne!W7fHKjWhw7qTV_iP#;;P`F^i#Qtn297 zaSem2e69*Dq&r+0{* zFFNXm(gTBG4qUt_#;1hpdP|Hk@s8rfxWwF<`ik_*nu3JTQYppwyRYR^s*9T9NiYWV zj1zUU@fGUkK{R{29&Sh$d`V8Vxh4S}V;Ba|270o*Qx- z1#YLfHqIlBX&}6Lxz!|+#_Tw=rQ9X@r#J78@@hRKzRbQ$8*^KDZEIzLOHG!6GR^q& zc3zFa)Kbdr3vEdIPv2}ZT1PO;;!$O=SF*yrA^mvC@YHL;ber5-wtuXw^2!mOfGOLI zR=W{!M9tV++6j*%GpwC2AHm*w1d>8H8C1gT$b)2u)gk?D?nVJFC`Cj}3E*$-cD%YD@|ipzd6Pkg{V=#~kd6TW2w}*B zH`EPaJ!5u!^rb2wR`Xz3vmfB;eR%cqU11?x%N+{rW>^B$>^68m768S~{GlzW=@Leo zG#Dhhk~#m4w@&PmZ}`67<8tuji>c|ITl>$GPdP5=AT1sBa}HIyCXj3mVM?>O%h16g z88b$FZo{bU$`p^)5Xa_irPc1yW&+p)b1RMpybfES+`Op@hSY4)jqNAmOs|6f(h&%c z&y8zXfI>X(&ylrVQ>)sOq-okAskV*D8&J1NqzeIdm^)FpS@E0CH+ahzQ00|B2`n@}*4dCG$EY&<~o{&qQ=OCt9ujY#kUov#9L5RYPxft7_<0t5l_ z3%Cd*b^-z_9)C+Z6$eHEjoDkncy=`Dn$P1$O&0K6@v21$pzRA0z`f1TimW`I28`c4 zsrh@6<<)A(4skSe_6O%jyU2Q* zDAal^`IH96hel@tpfQBNPyl#4Hd?(y&5|MF0uWwQ*y{1P4q;xbMySfXwS0}lo);y~ zIWKV8jhbE&*1$znf(nH-Kc-;MME(vB8&Ii@4Dz(YsLb~HV}Q}zDl#}N=BsU-Io=0e zyZlbisniR#?=A%H%w%48hW1T>ad>ySXw_5ByUNa>#fg`ZlX0obCWwumgwQb|8l!-kUToCPA86`KWYw@GgMW*1nO<+%$ zKal+ZY>}7?gz*hiGLLp5jGBF6hV=~+DuFU4#%_p*1@m3<7%cK-P$0+)Rx$5VOf>-@ zY%wvuHK6XG7Pc4%9-ohpO)HrlLh!bFVaO)hV*`iBZ#59)DbP@zUjE_OcqYh%Oe%aK-nPoCRY5?f$v^8)}r z&+y64KuVRvZkZm44*+He39|NB6ube^nY<{N(O42E&24bzJe^xn(f*-S8?78(uH_oK zS)%RrJD_Xg+9|6>3oVzpF$dJ>3Kd~VMig5e2y%lJdT~gM0 z5Ga4mOCluM6q0BuPElT65c3=xI$n^hFW_xN-L%6nG)_#x@JPU&C>V5E8nOFpyIQdo zqX@5WVcmJm_i<&v)ufM)etYZK_8p%k|5pp}gwab;ajI^k(8>~6*S4#l5LT_R^xfj3 z$U=#`yH}uR3D{VYYauJIe(J!=;f8Ovkz*UG;)G!SC`5MfK=>#Cx*mhmL!?(7kzTxN zvx1CCb)cpA?9el5o(^$Zn->{7YeT%v_LQ14_6Q!#8r#IMh6VY`z!=RY+AfIWy=RWu zi|lwn^GnValaj~TrG5>d>1Bk{+jb1I<43xKRuYNZ3Sy+)Jp`KpFhVrj+);ycOI^?i z+%bHU+0o3fFK{2?$5DM?_P@9ws$|rmO3JUDM2u_(LoGSo6f7pZao7n;x7_@7^=nb4 zZ>|fAro3*H!*tw&?zgQF0Pi~o8ybO5sI8WhmTf*Z`~VKbXBL2G04oBC zYZT_%QQ>4H4kP8y;MJu;nT}GkQ~19)Ad{hxxx=P_;3K4H=N7s-)$9-;+u1TOEMD8Z^3+A{40LuUoX1ryRtbh%E$GzrSHmUo2m-pMUH`odpd46X~_>XgVF(s-)D9_zLh@&DtdN?WdM)qY|)UghoBip zcV&tAEs?{tnR}=2X=m2=Ui{qYEzJ)sc0Sl%cE(uWiwPu(0)$u^P7n%!wmR=)Yq+$i z(UZl}#ST}zkMpujYCa*3LwoEUVCX=Ee<_)i0vpbY@!sS;<$#zeXkQ4_G`xyWi=%e- zp9g?t2;vI3qt#+>H6IsrSKRDTL8W4^P#T3LE4vu2Sf@d>y77#h9|jPdcZRk0#3zS&uKYMVwo7#756_rXza(3)4UsUW9)VKeR1pvU z9_;Xm8CF({eJ}i${>M8n7^-G6|3w}`<7gx0pJj8bYI$?I_Ks>7=k7xxn>7z?Fmw^H(hq%?ma)u=%3@#L;iT?sv&`Llv)n$Bp+{5}baW=*H z-T43!OH2FyxA;qO7hl0$<#m4C7q$qS?rYaHlt9pH>-abVY5xhKS}7KZMTWq(`GI$D zLm?hU2~K(wB$ofnFzpvr0`#!lzP%XrHWR{HHs^CV2W7^|C+27u(DtY~Ue+`_Qc1NI zJ|PTTuodh`LH79rlw>K%KX;Lm9m*F9uVb`L-w9gH2;}|WH^XiV+#GXh7{!F|mZXX7(o|h!n;%b>hf@I-2pxQ7m8eQT^2vc}E zIKPw1IB`UA5dAs+)9#CLq$oLxj_AKPsS1O4DU`;h4M(0P+{hw*aN=Hhfvtz5&apCp{A$__Of)`26Xx_7wlDpdI9BbS#QN_`#|13-sc3&j%86+fvL{i~M>@kag1K@TB*i_?9a}CLZ6n?#&O39B%odt?_t!H+qif!Qw@$?%YI*p>spg0g@wFfsAoFfSK*%C1V z;gI1`2k|Rc4_o{LK5`2&mLT{-c=fsCfQF9(%O0@{*{+KUpX$gNh~1Qp^qFDG67gQuy+gwf-FWs!tLcepB+R#-mGXsj4NT5JWNq1$oS z5#i=Q`UZH|y*uI=55xejf4A5fKW4W#Oc1pXr3UOXP7WdS7F2T5En%nwW3U@|dC&+Q z(5+yH|HIXrz*CvNf56$7WbIgD5TQ=ilx31FQXxl9gGorJCRwMVjJ50~Nh-26)iEuW z`Beb6?x{y6$VaRI5SE6OH}D zM&<=Q1QDdA{#(omlFm5avF$6CrihT=TE)V(rDiV$Xw`9sfUQpGILKFd)GVvm@5GOs zreaR0*@|>ok3ac58dj{N(b9S#8s!XE&y^QidIeATn>Y9+XqBy@YajVBVYnpKc$=Xf zNAhQHzgOwCV;mEoxw0Q*>OY#sXw`EZhvY-WB-D-C4nK|?f`eQe1*LlMi?aKI2vuDh zzHXY*R|#o$G~i~{Prr@+b8G#LG0Ts;VqP4qsy&n394FM)vaQob(+2f=s1t{DI>4ap zW?xffv5xo|uWB9qE-CW_D(;$1r}x$KG8>Ey8t(7Mp*tJ|+Udbx2*-va9B>1tUNDg% z&p2TEWj4+mnPUIItwyNrLHZXD3pTI&1W>T^`;iwdd-}JLtqc)zFH;xBiBF;97q_gS zr~NMfNEU(U1kl38I(1n*2MP0V>((w~=FaOCy;eVU7*`M2qlwSZkW34voH!E{UvY;9i@`QZpsk zE01Hvekh>XMMm!BcS!&N``^d$u*%sV{f)`df;hd^OsUAPLWxPgYUWu{+9P4QkEwf7 z%ee2RU;6nS?Gl$+`AUcMJH@Qsw975PEP>_d;vUuURK% z(q47;{o)bbu3*_+zqGMFqioT%zuO?n%ECBwCE}wuEPfJ_zySgYVb+>cktE7HBcy-N zJ1jLGd$L=u=|TNK;op|i|9L+?S#^%~<0EI+Lm69~H+-vZyR!6FQNq)wJLKe?-v}-i zFG)SU>gzn*EVac|PVW2$@yoU;Mz>P!!`80;kDke@Ch@I|lfG(!C*SqG9{Uho)?NM1 z>-DwyzKBBOv7>=AAFt~sI_GES-MuI_E&J*5(8GaqKJ&DtZnb$C%f-&v+}z~aU$wf8 zd)J~glChkvU5bGAk|PCIoDhX;q!<*PSZUoq2>(th49^44D|KP{rNMZ-}S z|5N)uJ0j6pH{7_QE!T^ULd84cmlKslwxf0mp4@l9&WKVCIbCV&!f%b(MT6>V?bVIV zDfU;$O$zeGbC!?shK=GIH+c%bPQ@D|Pw)VH^}i~UPv z_VdJSaO6;P=-*LC;$*{ikN&pKL;$elx?h%qrhJr_HYP$39+AyUeKsf?Xwz(D}3%MQbr} z+qL(7YS$4A&=NX~>PRZPX0SyG$X%SKn8Akxb`!ecwFu65!ufHQ*-wn#pAQ?aK`F!`#!xULj9JW| z*j2DCPe#Nfbz5b#Oy$jlwKM@7X!vEOp&0=)=-pYdNOTp?yFEB^g#TuIywLm9H}7{? zJbp9Xr#IV{tUuf1UiZxEb7pi#$U;)tyJPih3f?s84Ze!w^IDN;ugxb@IefYAMS-&f zQxvUpg0AT%-Z>QhlmAWGkfTx`rox-husD{lZqhtv`Y=zvaJF4->{j=pzCmWy7K2`z zuz=$DRokT931r5mV&ebMW{hswn;{H;enW_Iqvh2Wm95@KC-)63d|1flaqGnmq6LHB z@(XtkGIhhBc#QOtLoULb+$AKIpfOM8Q}AmlyM0qni$?ctFtnESxadU@Idze+Tnoh0 zGI5`mgE6r+M#5U@>qGLw3`Z`s!{_%ztT^gac0i~xes6e;ERrb2_fF$$EHVh^f=mC$ zGTU1Xb$;{zu&yfARM$;GL`IpWKM?n(Z2FDW^vi`N-sAwc!l?SsOGY|$nu8|e8uyX- z)u7!bz?<6a8+>Y~R?>DNE(T*yG)KxnWUJ zyX=wGFyM^2&^HoZL zmx53S{j0jps`&N`UsYcFRkb%>Zp}It^GMtNH7aK2f2?)GRJ;nzv@9=OuOz^fOj3Mb z>w9W#&D+7b{antX&JreT zx>AP|(lm4K9IKQlxX@mDNg&|bW*tpm;rBzIlqa7an=EzVPFsC$uH~MJ$;v%7DVzN^ zrdvJ_5Z`1k1&Z-k1%Jl{HgYN#1?RDi_Aro6dax`lU`arov^#!%PmLE|#6>C$w4OGM%4 zeclBj;f;0;N)FJ!JA!tPWBN9N*-AD-?XK*LiMtd-WD>8h8ytN2R?jMDfAGd$i zIHG@!PjIz}G2?0zwAo?tz;b1k)#`24<_9JEO*p?5C$tYsf9>*(* z8$>iE$tzbAto!zr3y9w?%9kug6S42N z&fT6^_wF5Eg@HXMW6(SUY5Q6Hn<xSzSZpH_&s>9k9N^NkG4g$4l1+zS~ z(JXvr;i0Afc2CL0j@FM1D@<{gR;}~hv9(=rmw#%mHuS}^K(T_4r4B(g1xZ@|2(vzaXt`zvxASxSZ zI8rKpF<^z9VuK(@A8@9BgM8GTI1gd>bo=M4e8b)2YHP$q+ho29?i4_T2t zZ_MZs2#*!GiaSXKmWwh~)+?J|&rh>yv4#VB%9;K>8cJY`#v$8J+Ba2Q!*8m`NPCZ| zt4ykNG0QO2?n9Wc(BpwP)4CP)@M)&Xc#4G!w+hEbWz?=uElB6RAMwp-T#crKuI49( ze4mR+n7BRvt>C;{u)+uZS*Akt2P@uJ(JyC~R#@-?Ci@~92I*mY9w?-H>B&b~SF~+~ zmrG|}z*;6i34*dt5CM-etZ1u-eFD0X^~<`;Hpi(tK9gw+SDcC87~~}hQ6KpZOuVlG z8lDk#r8?y4estk>B~t+;BzH5l*J>b3Di{uMI&|eJgw_VNI|sGN1vMP9112})=BlWY z88(h@{GGhR$+xJXZ@xnPBM>hfY%yO}HGMMawRgpH=CPi9&IL}N-RN=ln|G>zG>>_Y zD)8>|5(XBx);Hv4Mq)%ARk`bA&O(uUVCCTq8#j~iU_lysJVoreu+Bs%Vvn$6lUDh_ zTh8klt^<-7ax<5TLz2d<>=YCRC7~|eXm^+eTf+AA=Xs1kK4y%DecSeN@~zn$a@@jl zt>diYYTatH`?iQ>xv?SVGT~*7`?L*Hq|LP)`+UysY}vstoR@OmrpcN!m8JDSVQu(2 zX*s19pi@3Ol~k|0J(xY7(sx;xCZ>UpwFSBaoorjQlMvL->yg+a#$0#UZjTsh<`c7$ z-O08R5DZa@`j2*}FL02yvaS6x`HYV=)t;TxuAPdC84HO` zAc|x3+`tbxnd04_j^ zeoSPLZIHPCaa?1mnGVoTs9%=IY7rUw#3@Sa>)eFt@rFvjOTsuH{?9nHI11Kh`)elt z4MM?44I&_p%vd*KS6r^=Mht|iV@zg1`3n!>yj?-U-1Ts(5g370Y9-I1Az%HiZun+T zVHY<9KS_NTY|{vy>R)D{5Ioq81zS1z9n|K-_DvpyFW3jd9dyIB$JaAc>#* z#k}d@$Jc`|>)UxBZ}N=mKRMPnxO=swZx8-3<5lh;M0(<2xOhxvQpXX-i;L%tFVHVs z5AF4@e>1gPA$s9WU7pqK6RQ;l(W3hLUwDN0Y_jPVMIL9dz-A!Js5O3BFgY$e;AZa_ z1sAwOV&z-N3myBQKwS320%$8MdFecF2a*s0i$|@7E)g~us~d{5#qi|ItOkE2<`E$N z`|$j4awoA(t|?pL>`*Mi)kU~_4LPYMnsdjw@v1*Ym=a{qpoNL~y5KRg0XXI^3B36t zQkOQ;P<5%Jlx(f6-E~yIJ0R$6JNn|P%Dxe6yZ%xQ9bx{5t=fG{{I#Dvm-;i83=0>O zt=O;4q8=2b*4S*{q2iC3Lo~%I=tJWr44M$wBwpj0RwjC+jMmLN!MELWj?B(;iG&rX6buS$CwYv=-cO7ToSG=sX?SOEV$h1`6|i4 zBK1>FCR%jCHk&wT{Y6M7!dn$-_Wi~D0h*2=)ARN&ELPAC3~j3|GTt*WgF<&nzf5uG z9+#e2zTo=yJ62Q13-2>|q6T$Ko^{a;5%b%&&SbIwrA;bORb?>`GyDoywR;X5gj%<~S?adM;lLhf_2uHG3x7Y)Oa~e!)jn8TJ}MG`Wa2P->xsfwRbth? z#3eC$F*vwVLiJqLP3$#x26=`e6!y*R_gB)*7JplTknpi^y09_;FD#RLdIXdUw+#e( z=C9O;d}5R%7&21r$ANlN08aS>UZT}ZBx9Mo!HRHcG$)wxG6&V=u1|hGJecD%ro-b( zO=Wd2n5gv*yi3@cgdRtYiiYQa`yFmJIy;$%KE2%@Z;kT8Mv36e#=8=;pRF1mFIB6Z zH8`W>9hs`aYVp;qOa;}=Tqmv^}NL zVso}*vE?gB-gnu~sp8NZ$kC^%k7=*1%mRQn%nslefX}v8V+=c4nYtB~!-xf;=9aSh zdFUwDKT^~f4^A2{;~ekU@jzbM=%R9JqG-;1UVd8R4g@%8zYMF(S3`MA@{g!nLpHCi zPR}njqqNo-C%?~$trVa+bEG>^8^xUCxA^6*|Ek&_`IYzFy29D4`i{H2Zi8vAzIRY} z#I$T+Pr+JdMiC(0abpuP+S5%#mF=U!ts!CQnY@*;m#iiYmK-M+906JeFNnybdm-@} z;C22D;S&!*Xi8$D?x5`UYYLK9BFYER!Vd#Ak@V+4bGl&;6tlodciH}bnI#09cn9DV zsb8(_i%TaDN%$gISjrH)>U>g?{$1v746D0I&C)>?2|O(aFqhh9cwE~_)*->r6V&7n z0(9ZS{|x>+3I4hOCzwDGFEVi(@YB#Qs|I(Cp z98XGa*2bZqgbAH)2yWgHv_s{+7!sqhjKQkTFf2tqD?^-i)I?*bfq@0M0wpqVYP-UX@H9nAwZ&c*N=%5Uay}f^9XS!J(sFJP!<*822f3 zPP;GW#=w%*l4;Dij;HzbwtsU0V)Lb*d{XjO4XYS9^f)Z3MU)xb{U*cu6dD(2t0)=@ z_zw`1QmT(|+Jf7{lGWS~{}S05j)8epI7LJ3;{_}m1JX6*Va=pUU}4aH!7Yr5=_GDc z;dkT5WlUrMk%mhWPOTP|Kje@Hrs$Q~SO8tif$osqBjFE)3it{&1C$F|;?bzo|6J%& zO3C2r!|-Azh|h|cVIVPuF!+ae>2kj(3K}*8^aOX1JZq41VxMmK1HbIr06*VcLxZ88 z%eWDkeBJbSERXlDxhWzd^J(KnG?}E`hVHUIq~uimXcG+|lK&MU62Y(QP6HTX_a|VB^KJ*w-t!R7bmqpsMx`q8no#ysJx#PcD z+=*-;{%{7F$*$9_O~mol8twN6aP5aoV{a7B-{oy9T$+!~H5h1I*>r!gz$oNpOt{fV zW&06+fkec3o?SKm62W-Qo0=G!`C(?J(NQfaePw8?w!A0jLBiTh$Ziejf}|c&F-5F{ z?daPU4fp}~fN!BqzXT*m_h$+y&8nkyk2{4V$cI5!!l-kXPLa|K!X)5of<KjWu>lD}V<%Nfy=3(N>^ z{<{plh&NeH#@lP+pbugW*&3uy}b<{PF>>gPTUJPk{|ISv?|j z^V!9K$AAH0?M>v+Pp%7|p{qbi4DZV_>)JURJT0nC*Pa@-b4_drB* zxJAp783h9_2gQPslQaS|sl3o(BXdlr?1de`yE$nBqnCrUCpJf_5J8;Ti*GM8W378d zTXSjz_XraWwh^hVCg2)TspsH@YAF3n|MJ2eY*+r?FBb5WbI-&<9vp@>g-b2nlM%6t zt&!sqP%lzd59>z~wsmcL&On_p=4=C#H=f;v2t&-Fj)}$biQ$=;*E0={YQ=Ab=#)o- zErymP!bco~U=$y4ePI_8??L?$Ja5L+y3;*?*mx&q9 zT{2NS!R6HYKd$e3(5`Mm6ENT8+ZO1(M^?Xe&}~)SR83uO?E9KJ5%15U2l{LSl!CtN z-f_xe1C|UOgF6Hxj@gl;6fbrB?E%s2ppaHQKh!Vt7`p{w}W>xE9RyCxW z`2mL!&T)M*>X~4SWuoPJA%+K9bNj)Q?9>z|AE&4D~fN#K)t@k z{TNY^*)_sY3t|sjs}I-CeO=2vw(y(J(pt-Z-qf=@_w@K|5?qxeaWW_^aYfGg4n!8= zI@}EZjs*Q6vTiIzf!+S0skP=Krk}Xo3mapT%9gH#B#-$dyp3oXWTMs|4jf`3^67m} zx=@={-{^98k`7{65wYFq+u#~yKxbMWA-V<|UrC;jTDo%1j0OphCL5=ASue{l!erR0 zyfi%ZzpgBpKStU;I~gSqWZ0K-&K>BrFLGH$0)Z){1{-(*{}H#DsxpIOI_EKRT&Uys z>xKpgW0m`(Z*(sT5K0_Mfajo3_J$dd zXniI*_&`0!vZkOI`LL&#i|P$XBUR+)N?nRb;8AY)xU!@m={u_Od%^kf9;YVjb1R}q zVG{K0Xd-D3L4HOlU9Sy6!DA8zhhid;u1G5~zAF^W4h67Jm;28?l~RBi#FB^zBpaKX z_Ar?$|2h1h`^zA^(=?0Go|?9bnU-kwSb5V}%Uj=@B|!4M zPUecME--J`9+&?*GQw-}`qtps(bm~3^^*!i8!d$oi5zlheO%ZyTCDW`>mZ*MWgHJF>UBb!p!?${-&qg@d8DzfOQK)v5O)oVvI8Z{D_ z>>~{af7-eFn7|cTrN760-)uPXsr7W>eE7gbJui!Z2AG7j8rXZ9Bh~NrkOa!xl>IcRcrBQqaY`U^;=t@*yk_2%&%)t_hxL;ImM+o3 z4MTsWZFi7NJVtkJOzp6+ZTkJBesBvuzp%045j= z(}%G+b5$)nf>Ggcn@pG?LnQ!L?~+#XR8`{}>bBJE7w<1GaxwP-p^Fe-^r{t8YOJNZ~-uKu_ zB;JjVVqJOdfuXxl(uJ=8NTO`(T*vZQ@nFpLu63dqmyK2sk1_g#s3Bc?87A`tjJ@C9 zqHdDtj!9w2>AMGAdvy6-7kteEdDx1HKA+Hp>LpvwR_2=Om0W-BpA)3+agXUl7PVdn&SRV0vp^n?lTV zNTSP=RZ;`|!fJQOxD^OdDPbw%wz^P+3HH+@xz11ua5S*5`2S((3DfK@U*ld0{nYcd zs90L=Zb=C+m@ypb`K@{;m3XfTGgiPY2hjfkV!02)vLl{f>sV)}f6ZBVFCUtKI8~dB z=#xn?7%$GKMi&G~eJy!GJf{ZAehXT7HI|YlcbF=D%kK_$7qg+rj_TkhfRJIk11Q5w z_LnFQ*eJXS2Gpgk$!pBJhmnTJ`KciA7oZrPkq6WJ+%iuH%zieQ%w763w#j{|#)>@< z7S}wL;w&loSKH7eni3ki#y37t7fyG&ELXYS(C#LBn|5p(RaOzWXfEls*6L;a#6rK? z;Om7?1FH&`bX8O<1x1zoh0#^leDd{B+znEUy*qk>EceoYjnf1El?z;1-*uSg?&M*ebUyfQ3r;WFac7y z=%+{{G(20>B9wTSzcJ>L7r>VzD2cEfjwT3UF`$eZa`Te;n+#u`p^l1G++Bys#@BP7 zGkGD=|HEvBe||5U+$a*AmfEVh$y~kjMdMA8M6gQP;s>9RnmXQNv{G7`EYdLe0637O zoeV}1wMkY0utt$A0{V=YM~aqdH}JS18f1Y<-?NX*;$eFC`5R*dY+_By`M!E$INuVl zh8(H@>`_xrmlvsnhsFb=D-Ohmy%%0Rp(4SAviTNEn+Fyp zqgTLOgl#ZDh)yjJTFExZUrxE#Ir1O<=#RX2^$Vs;TP%4G%eeO~{8Wb3dwwkO&){>S z|I@ISPc|_?Q95%Md&scI>5|kcd0Nf}bg#7+$-F!xB{kcdTsS(vG#V>ZH|-81Vg}_& z4`#^E;S>NO9p#e|VWJ*N7pv)7btBLKXCv+tVCy^k}m+`Ks zF-a$B6?3dcS?RTvqRZO=vr5Sawh2J=UzIfXBff==e~*_*7tT|zU?ifWYY<02p`B-Q z?rC5srQeUzpF=A!^Y@mT-2$ie61Y?F4au0WKJY-|*OKKA|qvPvbXua3D=c~)PP z8D5XR1R*7RPX=$2SQ)GKIkwT!PtyRN%1gZ2NtzttRz!HyuMvoKMX_zu(3AT1sn|JL zq*TtHn%z3ECi)kL$SoDAcoa9bLFz5*(VMmb>g`){ZY8XxyD@Cc5%IAMos3u&^Sjlg z)YRX+xmdpbB@6XP-_l5oWG*2x;<#|h?+$lC+jLcM%6W@i@?gj>B2&94UI*ucm04uT ze3HsnwZq$E-cBrN3{3q{FJ$@AQ&B`! znZQ?XNd5FO!lBG;)B&PM#u2S0pKIDOT$=_m#lI%1OeB04wpUz2#h5>&WHsF7@i$ zCEQipZx_iL3Vl^OKd2Y;G&!0#F~2xDvzR#f>To;^(cX%e=n#(+^q#gKuJvuMI=Ca; zc@#ESzm$buEacHgy+C@RLSRg}XhsH0PiX-1V1NtM#z8&2XO0ud6I7{$$MM90K#ig< z{}Ex8Km4+VhQyqPrmF-xB!-RPxjWED&q-4>3g~~4W=cxQFfAZKV*e>0dGRs=u+dquPc$V6~1)(C!r06>J6$$R5p z$^yMCTUhTaJ#7KdT!;=(YHOSdC35mfq!wi4YX8eflrkn(Umg|^YT}DjxQLg%Gs=l4 z5kOCLQ%uw{!8p<{kPCN)$I|ily=D7Km=rb-{7mizpk!yijK)WUAzE*pd_xPDP4X9B zA`>SIP|!qB0scDPJ#xFT6Qlh=G-@x!zf2i+T*gprEy$_?s5#3Lo0f_GcxSFGc2;Wo zz7H?Ta>iQnE19Zae&JX%4TmfEVl_{C@Xc_LA&TI8 zvgwqN5nV>i0_1||a7Ut_B7bnk^xAx5Ya6&jq_-t3(=v|5Xivx($OhiPrKlhjkvL2C zj`7>XQ6ZP2x?w&5k=W)~7x)x_mHgmyK)uia-WcQ7H3%(3Ob@j-f^_py?^K#k#g9!Y zvLdpNty+J{XHzeZo4=Q!T^;lfQ;qkvOaR1Ms=dLvjF5}HEg6IA<9^O*ft->z< z!rx_E1T;#P|ApzPPgcW;BE#lctIEMfdcu#?*T+PnVDz-he!F5BmN%id_*RU=zC%da^4I&ebuVXIMf4Uia zsea**&%2ibbth@??TYA_N^4ESRJ1q81Ns-vboaI%uQE`{XO z0UJ;fMKBi_iGt0xqr>vb)v^BuUNJM6Jg^Ql4nRCbTj=Dz-wEB8zeYT+C?!aTN#+49 z4X{9vaG5P}RfxzGEW15j2#99mhL+IvUfFrV1_&Q}1&y##rnd|<<5J>vD`Z$ZrHdJ< zhc#W~fv!yw^R%BiOpXtXIL3|)j4ALqxpNni6B}tai{esMS#i7089(TXYuqGu$?f!D zTb9i0e^xlDcpc+Udb;OU*r1v4#K}R081_KZ%u;bIt!{B^eDYwC?Ky;U2!=*HC^hp^ zCudWyldXTMhusy?RC{4iX^!9kSY)yx$ANWWdir6)%fPeq#??nBE$9Vyqq#pYgZxda zUkzUOB1Mnkh4@Adr2squdMtw}Ac*G&g{#eV($mOfQFHfr4Mtj2k~a&jy+ zF1$-gA~k@c*g#XsG%Oo@F|QK)R~gp|5!&ZIi}g!i*Z;3@QDa~+b76RLa_wv!5eZr4 zD0IU%Kp#xv{~82Vw)ke%q~;0IEp0tVe#a3R=nck$c|4ST%WkxyJ+K@EQG-B1MC(Ag z55Gf(&sqe##@*O@}CtH63(0b^{lqVX~Bv5PM=xh*reov&&Q*? zQ8Cdtw6@K7!vm#LI(cz?f_%bl+9m>`(xRf$DaXY4`Gm!sCRaG^lon;IuWMAt&ur3& zri3i@b7{ZQI>mJZzR}y`1+EXS;2$Z~Ach6B2WT5dA3b*mlSKOfM0`vD*#cml;GJ4z z;;|`I?1mt#e2$h0Kjvk+64*+d1OnMi&m$6hM?-?i$z7d?!_vCjQfF)b%>|%b6k_qH zfKD)pq`}!FRtmtJdy;p<%>3xUpQH+Hl4kln{!;EfWe7waS%O#e!%M8U2& zuk@~wiXJE5@O6kgmWtW6#doda#Oca(4mQYUi<+y;;z6`7H2A7JTB|6jcxXG=`Ib8& zRY0yH#YuZ@XS_gXmS(4~`lf3QzU6J}{H`HySwO}pK0a=zN_?tHiie%Ax`x9Qfy$NA zSI?@%r8@P09dn~>VaBQ>c3O?+5Z(Hw@ZE78T4%nyZrI2lu1xK)<7s5B%Eh!5v|fM1 z?IL44UZe!b(uF6~Bo~52V*d15NVJ$e5oi8Rq7<&Zca*Ja^c_zz>1ge_EHz=5N0%1MMTOxamm=TAZg28*c z0i8&VR>wCfC5rt%0V)#{0Tv+_0$m7h#1LShC@rEXC@;NOHv8B)aS4E8m|B{$XU2Ii zd39;&OfkW>Lt!*H$tm-o}!^!P{G`TaGOdqoA6USAf?LS7t#0-@!0`EI?x%g_{|`C-#; zEjzUYHXR_`2$p^ivp@h7qv9^SqW?GA0t@jPN&*ZE`$)kpNXD}D+|AyL+#LX049LMn zgUO*V;@I*z^PGFLjF!@P-E3(Y7G|8amvFn5BjO}}x!jkTAdWO0I6^p<-$yV?4~!CG z%2W)QxbuYj(Zw0-+d!m(veSUNhf1Wg?UCNVKbmH?$$V3_#)XD;+M)I;)qb+s?X+xj z9qHC#I~%QHYau_Q-hC<;13Di5#k(Upe)`0L?q=P>v5y)58_h90!KpfGE3nJHBxYw$ z5$z|tPGMU=kyM`s$@=r#PWF~4tJC7`e&2anIBV~@b$Yi>TzaZq@%E!p!MuO}#H8`- zt;wyQ%bx_5sff^X;i7eE(K^{CVJ~;Gl{IOJzd^(`n?yGT3%~kSqWOxU@js&NUEyJe zoT4+)@55vjJ#sI)Q!+;kEsV_K4x-l;c5a8ny1Gis5w(TKyj8KYTkE^r2cibmUwzAL z&?x3_^1q8_+{ePy9j^|qBL%f`x@ZN#32g7WYtCw552G)Oe6k4dWPJT(`ho)Q_t>s^ ztC=lJ_kBvTt_@j_pWiEkc8_19BZU~sqYk694?n*=&G1iOM!Ja99{K$V9qRkpT@o}J zUHrz%ob=uH@w=aPB?y?O9_PnN$_TDhpxpg!(hg+P24$`%hHG7XqA148}AW(n*xek|? z->#&A_m+cV_5tu`dMF;ETV4Q4L}coA<-Q>LezYW;w5L4ZGC!g)!Mo%8P@G+uL;TGr zY1fLe*(JDLue^>%xYDCY4V+=p`#m@fr_T?ubfn`nIUnwa=oh>riclybFI~f^o1gLwfxYo9F~d#NSSb0b7dHr8e9b8dmot^wkMKI%L7r~tMK{SQ{1IEo#`aaQ zm<#HtQOHT_w#8;v!$95bVb-+~S=XmL%RH*RTWJ+5h-TngT7^D1@NUo(nnVbv3DrQi zsL*}2+Ue-aBGs2Zv4Qyrxlsu?`2n~_RHPXpQ^+v-&#t58fzDin94*m(tCe`7%ot?a zJW6vO71>u&+DE9#w4?+XwQ|G}0O7p%RvfiZ@~#9sRJCLaMK^G^@97`TnlYO*nV2qH z`X_VNo%c?8Vd(MF*^nQ`x+5nRXQFsh+n-PS-)C#QI^80yZL+P3*b@^f(F^us{>Q(%hb}1@TCp#P zcF*_6h^*R!MU{GcOfcm>tux%!NK;6MTP&3?RTdc{xkpOBHH=}DvYQOh$M>gv8z04q%b*Y&!o#|^BYA;8B zS$_W^V@Oe-p4V~LJn}?zYFX_(EoR6dI;SjVbZmCC?1vjZOMe+~e~!LpFx^mNF)7)+ zLQ3L|^rIf8Z=|DjV;j;|#8MPT(tpCf_ki@>rO`ka+0_GI6dN52<7L~shv4K`>H-ZWa-7JxmTvVjERNbGqt?8AZfD$A*p@4pw5&(%h&Jc zVhvwOvu-%m;+WaWq(4fFbA2>zk(KCtOGDwNg{h5Zxku{mb8;pPoc3R3bJ(eJ_j)cV zE9+CsP0LYSSMG;!JwTo$Tmf;KPN1-dVaW^8mS;A4XftFH$vD_BdHvpr@W}G7#SoOT zwRiMLSJ)E7Keb3_3KHRP3Nm5#t>>;QV6yHB8JEjHvpy%cd64tpOV@@*T2hbpp!WVs zOKQiHYsCp#G(O`*i*|O`C7n!*sKIuQ=61HW2yOp4x&7xp~$4TV!ufrk&F@A0~(*@EN!~;4kqUs}PI*slNh@ zf;7=~byop!;r}4WDT1UsI8aX@r{1^+W}!eK(~O(pG)CdH0e4@%21rgf!1W>ZVYoil zqeHR6ms>~B%F(~uB9y3PYtII;=(glqm)cg2%bY&1bz)JH_qu-ehoz5?mr^F~%|vx) zOa4#sN<&IVtC(S94Mz`LXF~ z*}oo4_?DI5lGrRO-@lBXG4O=9*N0FJ&{bMpN=q@9yq(n=q zm2czoX}f^HP}nM2e-HgfX=&oQ62FS&uXI;Y)35vd*I^9l;b|@X1i2H*s3*m zc9T?esz_bSq_j#>{O;5ac_&nRB;~SkkRc1qptyF=o<)+%KzPq7u{&%a)7_JCe-~X5rQ5os~k?*Tai`wZn z_n4)xmY$II4;>*3o9ZVW8wAutR|vEz3w5AlefE&vlwHhUUo2?uvRuL$qzoXc`#TQ1 zf*zE4wYv8&9Tp7nd8n~RX=6|=L~?N8Q9yFjsm~I7IflY9hl6EP+aTZK9z|zUy!1L?{xTbHglpUu*>Ihdfuy!Y_e zpPG1Gc(`qhCL@k*6O!7P4?W=EGYb&fzF_jYQd{?J~uTIWro)8*0&u8Iw=Z z7Ah5u56KJ5$P+|c22I{1lmu}Gg@Xmiqfjga^3Lhv z0im3sl>w&6I|DietJhaSd7Kdv7Scarqt;ZouyOVS?}N{zLF|Oo++dB-v{uq7vjy4j z4Ljr$(>l7+^h9VNfogLgqxe#EH^1;VwZ~D)?B7GL8?X&n6I!u?rbt(GoeHbivRCKy zij|7vzo&MrprzvoTja#vihYKD+iPF#;&;4ixYJiGt#3am8syJp^+{w@ip!fuh;D@O z9tqe5>v-Q!=AN&hyh~D-dZTd8*RH*QQCIp{x_eB99}d}T(sDmWhO3C=dNm;KTfv9V zW$OC2p&LD#D;{sY<#$p1yiRlaj=x%p{M~v9V4^9)+%x|gDcH?^m!ChTX&jgS(%~Dm z@>e3W-%TmR&W+6;i=BQwx3PXsGFnM-Firx76R;MD_9e5TbXhk7EjB+%OYeZKqu{7M z#BYp}&AEH9Ypa+4Nw6jC;(cOR$G?0t6ZyHsYC^xdcpbY%IxZ4SYh7&@wB16f?oT3w zOBSpupyVl8a0gOeN(o?&LW&Vl;wA(^2NBUE7l$pkxI?a&861{6RAAlE-k#ht-*#&5 zV(i?FkV&h>;n+5-#hX@xHLdM)T0;lTveVoe*yqD#-ymF@x2k==aH<^bd|FP>O=g=- zKC9)J&?*7|^c3=}ᆂUKivn-yV8uZ=KrF-kyDs^Uxkm8Fh5>C|@izb@z>+ z)1jV##kCc_JD88I6>AjRCf}DgUCF$pjEccs&F9neX#02E=)nnq!5;6D|H^99cX%GF z*yr?X+xc*q#&EZwH8U{L57oW5CLK>m(=w&M*&LKf6wjknq;@lpuzX8OvS5egOdW%@ z`+*j{&~r0Qpfv6vUwY5x@qNfsX((4Rl`oSWn7??+%4{|-cFuIph4*S;)V+U>KC!8` zd86vZp@&4>Vz1#OTkc`s=4PXy`Y1LObOaQjBmuP$Rw;zs0dRO?{!3q)&E#DTiJ8uW zDP;w7 z5Am3I!ig_4tV>jVX5qWt@m(B(WI5tdvMz$K5+lBDrEP3&wZj!TEHCZgE79G4c}d5s z8Sw{KN{14Zw!_4o)xf!pnQwmPeVdsqi8q|)6D1lVv^_!LjQDhMbCw6%Z?eo>i#Hkf zIsKNJw);lIBzI=(h;WlCN10INg z2WT0Z97{KrE|f#8`-pH-4ltBDg{?OM zInBCe-on;;w$^oXR1yM-sqE5GO4O1(x}s{}1F^ksXP z%DsoIqM@hkN0*T966Q8^wxe2pza~vi)M8zkDtl&lh^?W^V{xT%<9s-F~ci^H2 zfqKLvjrr&vo0FU@LfjNbcEqyl0zm{;B`LbhT%+o+5cYCDQkDucbjxSX;S-GAyRS--&x zRzsq)!kbV=*fn?zQOAu|(P^}&&f!15^4pr~Y=15yECL1>md5+H&|%wvmpd8p0J!3g zu)OWY>1jhn{K7f+OZYJ~kVfqAuZa_nL!nq58FOuZ8>_FCqXF-Iwgjn=)5=2|+&oeS zennj*PnY?M6BxG1xQ9_(L0Ogpi9*)F2)|>g;`-?E3W!I+_OD+Ec!13n&MPbY;_*WR zS3q^%q<+brC(C;=Fu$dLF=~*{%(vpI5|M5?ZM{KOA%Xv-X&yNmb0*3O=#e^Og$a9w zEJ0-MJn(Zv)MiwRC@{(|D1@7=hQmwZ(UE`-WhcY`{p&QR_pdFOR&%aH-en~HK76$( zDw?!_S}n*di58J;6xcuFFhW2fYXqyrs8C`?*uxum4qY1YBoH}bd!aE~_tzfp`O8jf zoSmI58d;b<5z39_{g2lfJ5#?TwU8ddTf6vdqpDA%#+BMz{PqEQ{T}*~KXT^brd8d0 zXcidRE=W619AJw(d#4iNWNQcSel%*Ul_XBcST%;&rsSLd^aLRoYGO%dKy>{mPY(%$ z3~81}Zt62G^{uK%6xXKfKLwTHbpDkkZr+pcam=P!UI(5LbP(~u;cTbt(2Nt~I_S)i z2~Ws$v8aTecC{&m@XVB6fsvL&sh&ia|c>AOCk*I0FK^j_P1?8cvsZ@|_N zfWkXp^f9*?*+)G@K7dY$0*~5;2&H$AN<$q>T5?iJ}FMWoUTi(aX$e1gcqHfpHOh&9B;S+1|93dc;m` zjCy+4+(RGFa+;x|rnDJ-A{beHZH?OLI?a#FdL`A+`EcseLu(;yEfVpPx>Cj0Jo;Ue zPR|7^lFs)0^28thrt&Du>(yz0k7p8h)F%5s%Xu%pPhNP-dv7)PI%c|aa)pI8_gmua zp4%O5H8+H@%<2FJI5kBK4PU2h5lJ8;VG>Vt?}iitDu$D&2?Z^s@X`E!!T5 zGpxiGvO`z%v``|U8ZqV`DC(+~@^+55Bc5F^>iE>7p>~cQ`($W&m7P>89_DxSUi?=d+CxoHXV007-5vr)K^zwo*Q$ zccba)A)A{VJ$=(vt8=3=wXXLZ2=uO~c@{dH*7!-7cKIf!>e=LPf*S{Rmr9F_cu&34^%%39cnrwF)?B26WbM%r#9rWSP@%b zH90!anXA~pUHIauyJnlmlO~W{idrvpwm_K}!<>W;=&ES5ffsLbFg1#RU%X8Ior@^8 zgcOZlFGHIs;qn&hW3$U*KHin!7KO7gD1%;;-rW+%5_y z@~*`Pi>H!&#^*kw_$){~sXZY5Z_(`l*tb0RbI1)CGO`s_gS}ze7 zs;EKbA0C9@Ar$IT|52oRJ9<^A0L2|Wi>%fE<^s?Q+@cV~VMXqS0R>$n8NCOXlEgKP zu19)f-&-bD?7{FiyCR)cGurXiuuZ{rs))Pz6K6vX@-YaYp}C-BouV^+VlUo9)(ZBy z{u}Eg z)Th55NnmDh_1192<&sxzR;gL3NiSD1VVYIccvV^dS5$DPUKQq+;8z7nb_iXRH&mg@c%pr&XTgmz4!}T%c(Kj)LvdTvDd& zR-2wizE^^H#-ZxFE6i74*+`?GJ~-gzs&s`$XVBL(^}ReSH-+K(PBjg#{t!b%1Db+g;?t8^}`K!BewCv7-^c@IaAf-F(NmYn9KW+i&k${I&~({sBwqAw)3 z;{W04O8}u|rc%Z4GMdk)>o!b_Qc9lPyV?Y%M6+jf@scLsATthGeTWBKu^I zZa4AG(u}RuS|Qv2ywm;tujVFZ-g)PF&iS0rInU=j56SfUWPXnMRG>K7UVvP0agwIl z46dk{`+i~5eSE%hy|<}ZcC&Q6BRA^Cawgm4TUW#~x+BdHCh)LSA1nMTyJ(e zK~{f{HDlm7umi?83RYFXloxp8HdGp-mx$@+7WAnI22~%71RiB8(C1O<^%DA%zC47w zBU}*qIkv!g)eCWEd?U0$M6wJ3pc9CFfivsJGGIFZ14T?vHLT_cM`uq(v(yT`>G$oe z+5Qd3Z|~!7^{jKxt`VZ>UcM28enoo(e%`SE`JivQtaw`9l^BAU6XVMW4zMa4; zf&bDy8uomIA6pL-A^gf7NG>2mefq1S2n?UIR?C4AHOsEvZ9TK>+f@<7QRX5Oz&Y`J z;rI*S|PMy9-*6Ur!xt$q6VVh{amc zJ&(Ll7t#A#)5sQgw`qAgbZN(Cr{jVpY$?GJ%N@nZjjqA#SFSif<&}k7`?L*#^updG z3j{dn0Zay5Ll6rv7xqmZn+gsc0r3y{>9`!iHFQsLV9|JsY{0n}G?0aHEhuj$u^UuGawkv~=RY7nY z3`T%V0x7`%NAf>&j-YO6hj9A(0r%Jx@0ljpFvK!;Hf}SW5I5QSb@`-nMSGh{YCR*w zU^0JKm~U|+ntY;C^K6lsd~SuN_Q!~)HBz}fDZ96eCGgZyY6wny4X!%U8V)~z1&-3w zRtDIxQYww0jt^|dnJ!R-1>344v`slxBime*c+j)~TxPLf_=K=IXRa@Ech6`T_0~6a zfGa_9b?L8w5+*Q4XxmRdF&M<$k6BIlzBL;5!Gd3Pa0k&G^xDv5$)yu`^n;LE+s zBKmxaU`5;1`?2|la0pswKOD%@a$`|uPTqxbSYjNBeybtiC0@>O7!FJbGL4J4a9}b> zDGii8^$2NVf&(t-);)qExKjuTv_03~S9&jzE7$i!_22h!N@g1kP!$eK#R^O)75Qb5 zCQpE6bU1EKIxcRm%`M#o3kTn&#yp3|LAX!HKijVTF@IHiD2@|G-QGA81I9@vmm=)w_NKp7k>9UovWtQN&D??!hJ4a`HR;3x1!HNpi!# zqDftUQOw>}lnJ{ZAErN&te|K5wDlcMSy0Qt)eYmiioWjC4m*CG4EK+3rm**z(>b)w zch~nk-!+>vb0N3qQsvNbuHnmVy(-rUS8woHF6Ky5_h{kre5L}@Na?U8s<}lXDf~%0 zc!3WrLNK$Q4#TAo@?zNRm zKQ|ONy9!qit@p}qp`rw%WOFn_@QwL@yzDXj~?9ah??GRv~Gh1ERjsvNQ>y5pYljO!3;51 zte`%P!007Ohd*eIrWY;L7PU?e9aqogwS>b6RXScs+fpU)F~Jn}!*tj^fJxm}m!3+h zYyNrBV(NFgwB(Zh_x|c8KieWJ+)g5Trz$tz(O(CT!VV&1A1fit#g)avPUTr(#LRa;+ zRthJVw^rsDwhbL?ok=l(GoY}6SwW}^%nvvqKrp~I=Sq=>jw??pu!tE zj>jon%_o_kj5J`?TJ^T3HTG#&MMO!$-A$Z8UhXJKC3p%Ke*V`S}IgA%~ z8^f;EFpO38uwftz!<(E~YaU3k;S`cI! z=prS{HiaLIl>@CpHEa*#X2p;YDj{1cm!~e?7Pi~#7EUGLic~DqcvK^kjzrvx7>eM_ zsA>0Y%k1%OI5SDrznU*Sbc=BSLI805=jcVAYK~6akRA=T?nfwT_>$8 zjRFUG<+QI8!WBmE)pM%PeZZ^TEi~Xzr{K7tdKmXa;_eFSz{hr{A~S%Mp3!~U%{aCm zt?(y{_S;oaXkBRt$=53DUhA#A`Wd>U9mkZN5ZvsYyYK!{1;|J&%&#E~Q4XmeQ7bM` zY5>|0rz~1bf>X(mJRmxkl#4_^R^H$Qypg4Rhb0o$Oosq-X>=JGUAbaaKS_zNQWGzN z3K%V$HD1qwlj_<2aWX`CK?XDik4CKJ0kaMfW`VaO@C~6F;9DHtb)$sIBB{U#%~{W3 z9DD%m)={L&q`7iY-gxU;Q%lpb_vX>qpBs8HD{O=mJvA&AD=4D3m`RjEBFT#gJWvaA zp6?~|6aoakcJk;{1}_>*!`qqD`O0zO6Dd0;0^-jnJecIhW%dt*O#l^OK@QrIFR};r z<{XJCV$UJnGc!>%Vzzd>geynFG$5{=!X<W^r8srH?LBO z`wDfE{*f)nxY17QM}#MGtsaJR%g2u7=~Pq_8inowiRM!fNo#@5&Mf2ShnPc-;(Z`Z}&(zg+~ zw)?uN5h&0h=)nx)4Ilg=EvJzvjl>x+{vv==*gIjhf$3m$oU?nUlU8S@&xiyDFC8~C zxBge`s{5v~*UO8XQox9c7NKU_A%})t=0>e7=uQh&^)ahG-qRg%>m6VM=2H-R!C)Gp zstYI#@B+yT%>8u|Yz12ug?tMH0qS~-b!u{lNA{$ea9*iow0S4MVFJHeVmC(9nGG)_%X`wkCHA~?KYU<&XFcqSYy-v!LF9HM` z@~V@%?t7GS_#`uclbpqK?F2JmDxc_fhkA>PeBJ&=r8@|<)lURfRprE(?;QQ?+WXJv<$a^Hv!p4xK0Ftsip;fngklE_PY&$POP#= z!6Owf;yrX-`VHDp7@j&1rs{s3(K_4O`LI+4%5vS;5PyoWOX_x+JI{FM?!9!WX_+LLLAigmqbDYTyr4<$y4->>Qap04&I{3qjYvL^>Ef zJX@S4w^+@z(j0RRUuSA;DtNEGdY>mbq>mRsBU!uQ$q`JXlx2hq2umWqsT=>kXWWhO z%$j;6)BxOLvEyp6*(Q>WBk3$4B}B?UY7oFzq%zBLZt(9BRoS#jr8+Gm1+RqA=KhUS zTgq`0Tfbe$mU{^6+oErf>N$z|nLKp^>Q#1O76R8E+FUU3s7&tx`iOb{8LK(R4Iq9dZ$x$B191=>p@MAFJcmk zEZ6`FJCT$O6cZM+1hIOTfc8p@-}95a4&|UwAg9QsfK946NLK`wkKjji4BZ*+;9!nG zv>p5S>O=KyuJbyFPqcF82u8QLuQD{6rX4q>;;snB9@K1}|I78yFwQ(fVi=@gEOLoN zXoRU7vvjVAlL0xLVdWfuJPUCV1S^qf_lG({lxlSU17?7Uj!;1fp5siW%_8^La&ZhK~xQnUJEwq2@(qZB9kP?ojW6%$NyfAOW<8Ulrrk z16YDEPs!x*5Rm%T4b@r+ype00mTJd7!)NWi^HpZ_6eK%{&})upNAD6)7LdXoYq5Ax z@iE0bCzVG6($CZS&JY~_f+0uav!0*n<+H^PP-@gWwxNakU7I8H02-hip=HAf)gD18 zCIuJOBz6-x#gzo40)3di0dTxxlxf(-x1oQ?nP^R!uo=-IBra$5RK|1`ZnniG#(k09NLrVeTQF_gCceXC z>>nXW>!h(w?_41v7>8MU$aEMJ6KZ*-r7az<3^-s$?|Y@O-l`Gy(ko9A&{5u$?gKUq zazPOPBdG(ZO``q|SovJIdAh(k8tQm}h)DiD1~UUIUk_Oc03;IvL0B2g7akH$I1LdH zEX)8jKRNY47?1!_;uqk-teV^^F&<&0Q^PDB7#;eS` zdM&vduY1D5gR61P?_=>sF&a5E;XQN35uKx)r5@3qNj&NZ(dw8j2GeIbDpKpAa1`%?Aa&X7V#wF zt&sa{js*Tw_Xi@lI2jUOF>qG4X!xIX2wos*QiLB8ssI0q7}^ zzg!+Epf@NW4%Z@dB53lmdAB5Au=Ce}jS4P8Kxx~C-fKyyI}I1>deEAdPlRQ@i5ER# zj4*`)4;Iq{*hUJYi>Gr=?7B{_Cr%W{%>SH{joDz^`c=63eC2LTn#O|BoYug;WE=S0 zqP7qfs4=4BF&kSlO`8X!=rws{7!BAnMY^Uod^Zo|E+u`y-K{Pn@C&1AL?FLve4m3J=mQ4PWjTtlx}{ zi(S6`>{M1SCS1l$@xDA)TA&5$mDo<6g`Mn!zvImg;S8557ff)1hfh1+cfC<&aj6&| z{1o@B_-9?7{9R&~e@FC4&}h@#hmDsNm%m?rd}%PY``i6Xzb| R|4`IL3&-vY=1Hq3Eb| zI5yCsHgCt^u}ME|^#J1JaWocAt;NGq6)dmkFC>7N%};;m3yi2MAe{~U9rN!YCG{MF z9VJ4^0pAQV6IkYhw~~=|U?;i`bX}0%alYoFe*jK@Lrh~PfBk<=>m4gyO;Y;XV1u-5 zXrlTfsD{w-5H|W8M?u#Q(hUI1fjH2M0e^#INd9P7Ky?i(=Xg-WDAS+GxFq;`CUetM zgta>19PwU0%?3Cg30C}0!|pNgG+}HAYuyxCn@8>m7Y(~D7Q)7nmB?BoEE&54U63=(k;}lM=VP#DP?*5g;KK(FG5rIm*^kdt64TQKDip+ZgCAMq1Bei2@yCky zHGEMO;1v7d2M4>K2;Waos~|qIpx2Xl3}|66J!*Ix=m`oe=X_hGRv?TfBRW=Vq*dg# zUzA_kD?iwOwT7E~U>FOn9CUbpS&v<8iXsA@LA9muMC6&1~&SGpUcib5MFqlV)|(jXdnsU zIk4JmV7T^rchhgdb)Kf*%j-PG^s@zQ6%qn`5};p!Rwh@_AVJy(LPm%Ph?)gmd5hYW?11p zg8YF5yN&v9TK6T;B49!D`|2ICg72RGc=8ADINOZBUOw@@trcw=_@9j z^xkbCBGDHBrTkPW3Di61LDGQe$KA9Ny3>FPfO|$p;~2?2Dj;s6cLlWN5UvX1Kl(kf z;M|?h?+G0euy{=|69nyTFcw+J2AcT@Zm-x`Swy_Y_Yp2H>H`x4lD2NQmQFfUS|n-- zU{`||4_l-}r{{k4TrcuoH;h|Gd&=NG*L7?Tmggn z*a7c@)XI>$*<0A(9r+tFy?hcWj{$!_MpnvUXHAwyUDj`L-C!*- zfMr=e0Bsf2J-xu-=13~h?|081ci8+L+4u^oBpXK?mxetA=L2D>zD_Kk@Yv5~c#sJt zBm;^Wa#AhQKnD>g7_EoSCxPlAa)0@=FxZUyF?|ITM4&-~b$deaU4lMnbqG4a;WecL zRegM*Z2^h>l;7Q8gZm?@%pH*KfdoYnj*^aY4}Swq5oFRMddUvx6$GT6iQdPLO@BnP z-$CX;CjqG1;_9BqvtdJm<1H3zeNt=^c~rr5K~Pmoy5vy)jKXN82M{m=njkupPU^0r z1rBlG@nbi--L#BwJCzZP*%iV(tQf-O(a=M8s~(oyf&Q>9{drxK1uVNj{+7dwCfN(9 z6QFY4P+VlD=-@Y`bNwUZ@rqyn>hsNEW4ilFc!9PdZ?LA%VWjnN2TSP-QkuuiBU2@y z+Ms`h0g*lOM^gqe8^B<^&q5j45z?$z9S;hwbd}XWfYcCZM0)JE_DZj@D?hZc3o;y# zjF7tF+*CKM&Kyc>mRcP(`ytjR9EKGnI4K%22^w*$J=Bp;ReNE|HbFQ7Dlj01U)#wh z^lQ*i0N+EK9q8vH5Mia+6x>C&{Ye$T6kW6jfgjNRl9)R*v@PQ4_O>y}bL+b6!&~zj z+8T|`=Ehuxnnv;I_Pe>z2b>ZZuh7?m-xe1eP-(C>5(|(75qRM`I9{~P19mavKsNIf znc(v^J+kBjfv&`zcyL*WRi(kNQc}8^t}s7HYo@B-BN&e# z%~2i905BgjY~U?PjsW6POd6Qdpc$u_XBr}nb{%;HnPmX;%=V7?m6a>fADLb$+Nyp+ z1PLHGlYUPae)r8_ih^rbOwChBGWdV3Q)C(n5eR{Be7?ANhbO115;af&$PEdl;{cvS zd(MrXNMjR2Vd21XDy}7aT2W*D%w}oaLhkBfKdS8mfWHi=IgzN94~UoFZI5WN01Zn( z7*B)dreJIwRLUS?>S6UjH#6%x0&$!r_x#U+5jhn^FOVyybi=-ypm-XgHpt4pAJ*@@ z1mqgz_u!baaI7qdby)vKEMy2Sg!m7ljk*E)8pK!OX@43)pyUlrH7u`1hzCdjK&Ax% z2VDWp%Tbf|Uh{>U%Ug;~a8A9HMjZ3wxmRzD1pZG85cMr{`)U72QFm#_g2H>N>N>Qr=J|{iTR}InlBk~?S^oNz^FPW#S-Yfn3c-;1dBKiH2btOlS7J0+q(IaTnZpJxyw zE6=x%8VKEzrSVjMDxY%;U%siC8l3au%%0A{nf(}~t?D49;uEVLg!_sLu7-Q8gR&Y1 z4-|;P+^gLdF;qg|<7ls`jlTn3zu}>Z+S^sIx2}j73~@03?(@r!`oPY$%d6V|tO7vb zGhAIB1n&8^znbc- z)rXgJmv2l&y?SS+2+r*i{nvy--9Qq6m_40k%;i5jmuC7`hYL3hLck3WnLe~yIk|$v zz{(NiVHy>auB-_LD}YG{#WHv^cxu~!vSp;_rsH{3e-(Eo_s&F_mRvYMJb!#L4s_5H z*H(oK1bbtMQ-H`wCj$XgP18vHoKMBxr$mmO?+_8B4a!z|v39aKE51=i?G`qK`i zPad)j!H+$$8mpyN6&)6=5c`0%RX{+ngaB(1tP4O>MWvO}cGW_wTd^WGT{FQ4Hq^8l zpx{jF!oa=xin9o6PF*QHDn42SH44+0NTOE(m0o5C&)~pAB)2%>8N}AM(hT~qxuY=| zpoiSf=Xn=6vkjfY7BU3A8d_kWgQ3{C_xQ(|*w0Jr6I+uS1KRVTSSPEEIZ>S7O1bBMp8^iaMpHm1FS$H4#?8gtvW#wCYGg| zMMy==@E4Okh>xdliw5Szni)r++~Cu&Xybx7D(juVd_V>V>FaZ7SzUC36b>Q$tR;#y z$eJd~K)tH$!#2)PY--V4jof---1ppwcl?saWL13I&@O0!=mS17OD8vTU_YGTJtYL% z%D|y-hfkuwFf0%X1?KsWu(A?$Xz^q4o6c$zMR6KhRWO{+S-=Ta=B=RIg<);CoaLGWB97^q>X!5bYQh zQwhw;FGDT5V_SMY32D*z&>L2utX(z8oQc~M*T0?w2H>)afi)3UcHs#V>|#(i#uJT~PsQF9Z(2Ih`x_-tP_&~5fRiB}1p-5(Xxsdbo;?)9S3f@;!_SEhFxA z0Dk?gT-T)WSJNktbG7+-68PQIiwa!Cz%z zV?8LB8>b6p-hiH$w~!TQvl>rXJr#8z#QAUpQm&F6kcDte9f5=6=T8GSG5r%E>V&BJfX#&&)@}+~rBjE4? z&O7bqJFs?!wfb-xJGAp0adN85i+V37IMdQ#nAefQwtHs#k5}4W<=GkeigV6XAL4ga zE}Yhw7>!btnE6cXJZNhb976b%s#=QE(ut(}Ec+=}Ui2ZH)9^W*LHskZ1HsDaXR>%W z$%=C}9wrua=>cKLM6U0Le7IHuHu4w=NFU=}lur%2;9os~6% zZNunV^WQkvhnAV+E2lOUV;A5Q5YB?L+g{bF?%EnXbxO@oAwg z?>8^5r)*6&O{~W3e1A5;sLhSRryC53ByM=}dV~{UPd+eb8;khvJwa-$BFB43F=6P~ zv9E9mMGE3vBEUUty4;jKQT*ZT>DkYt2pWdeV7st=TTpt#*B z0of-z2i8AOEs%D!{aOMKAG+%u>G7m1@66=X>Y>4y!fbJ>;mVyI<0b{>I~28(Ue(Gt z0w?&WP|NV^a?2!8&l%OI6~ne)K`qHP$}s%CZ7I&CMX>jQXRD!AN_bH*TM|(Q#*M4X zg3iE&?;rUWSQjJ;J%flg-K z2nyd1JQzC%!@qhT*&krc5s9zx3Lr1WeH9sZ+bnkl+S*ZMz_Wjz-eS$3QP{flK#>L1VEqj;-1N zx~iZ0r;7lDJ-RjF^EidSBfPo2=X``5Sdu4DcNBhv2Bl)g(ZzMA&FZ*$Sw>H2OhT@P z*GIms{?Nflqn+m8V8=%ZOtB{=+dV%4IfqT(H{PxvH4wqH`5us{9hdV*zQX7()# zs8n>ox-%aET42T10lFtk5oIHN;gGo*mHkOkSPTj%v5}QY@&but z=TU_6L4I3@6qAr7(-Xur&zm;RAf>5$z`{$B;ucs$9Yidw4=mEr*F5pida;o1J*gbG zsO*afQ}P(8PvVQ%IgoM&@a%$aG4}}9g##?-&WA`2Pq+ta1O(#ynSZayEtFk3lk?-y zO6XQPoVdB^9+%!PU6@+H*47(eGfc^Xsw^P1mO0%%o+qUn*@>eT#FO!)6JQFEa6xZM zCG$KSWrzR7L43?^AqJh|xSegVH%&ZIzchPVEp}79sogPdm3RGG(}HW`W`0wfVeIv! z{(VL`N}}?q@l)61Q$$`^;hawUNr?ePmm#SAh$k`<22F!}x@xcRT+3@AlCmE8qR+u{ zN(p=V6LHnXo`t&Hb@Qfm+x1ED!i7b}n5E~9eb7|1sc~_EYvNS+U!P3rd_zd;*lrzc zp29D_8x6E~A@R9P6aC9hR!I{!m4WUO=n`u+Ik7V-iceV?r7Qgk**c|{4_q@$PSEh6 zQOC+vB(4WXl|l6{Ju@AxY1eQjuo$#=`cPb|dqcey?emyZwN@CZB+Y&{rMs~~?G
c&f{#vPTLY2NYuX7OggT>T)-0eHDs?40T9e+5(k9%0)_)@wu1E7<7+15P0+8reiu|- zZ4gBWK(wH$ym%4Hoq#%rqM#%WmwiNZbY_w6WoV=eKuQw6tlD<01bUZyo8^~YHEqmn?T%g6R{rW6r4v$O`XG(8eb@n6F~*&uTlq)I`(tk7k0t5xxcg8Qs(x%H=kwSi(S}nc1SysS>ANLaYf5O* z3PztwKYynoIySd5cJ2Arx^3*f_OX=yH0*$>+Yvq z=sF&d`jraZqUjqPP3HHs;FKx%64JQUACn&keKb3bmPBy#qg#cC^yA(eR(?IW71P+X zZ1C_`MTJ+DCx^f5&ZDCP5_&=w_tDuBbQ;0yH9^}w_EyklroO`+LYF`E7NK!$7XKa& zPdkF49sc)5bY8<8#)obsMJ2n+g9dprY&aiHKEj zw-ZZ3<4aB}pav7$4q6T!dLQ#6X(lfs`S3XflzHSmKaVs@jg#FuJwX+^j(zWGw|)26 z`)s;gk5xQsJtC|meopVcN42C5#`L6BE5%e%%z9v8)K1J?_sOCR90 zBPgPR{uQ$vnUZ6cXtTc-OI8P#&eO$+iJ2n$W3S9*HIW>Ty!yf(|P;aY{}m( z$DX)J-|VHDgkSD^M^aWmVc%zSkgs9*usak@r;b_UqV=tDl5ja3>kT~Mz2y6jEez?n zs|fH^b@XxuYJHP+S?H6t~A5Yy9RTcWNrWP0)>7A|t~UaJl7XkW6= zlWzg1KUrjc_cQKOrB>bPN=a|{CEG~K9a&6~KE<0+oSBxVc_n#UUvly`P8}%`ULKU3 z0#20PhEll3$4~ITv0SjKJ+|4@yG-)Smb+U(mv?ysl??ShU-!!5M*iF6^N5CtV~ z!tJY;oTiX$is9B#P>{3GO3vft<$|AAV^s6%&PEGvO&>Sz8!IY)s40?FmC13_R1URo zXMPKhxiGOzLCspul=EapY7xd)=*qS3BgeSvZrcdA!emwiwkVlI-V?!Un=0l>V(ILq zQ(2zVZR<(;xGV_gqybE$AJ+ynN$j7}eqG+<-@j1p{>{Z7cCZrraQ z9v)_tI$p-Q(oez75HaQZ%@xdr%Sir5rZ(65&;I^#`P=v7e$^gfAI>}vUzzvC3xEnU zBbi&FCMVf+>S7iJ-gl}Rer5_5gnUohW~;vz9`#i!w(#z%Sf|*5H=}s8zLo?ot3j!P3{O`y+ynL?b0s`a)yc$9bxAY z72TsbV8XVO4@1#JEh(}_+)hhn~TX# zl6)^85lvPK78SA9w*n}*@3A+5nEWgt(9AV6xkc0(S4T?h%iwS+2QWDr1o|cIcE88g ziEQMeyy~29)9Q_z&on+R6-06?nOG%uKU6_s;pcvthK7R_@CsW3@|76`>28B9^RGq+0$cdxpA#i79L_x`<@2>9a$I}`}zI6V8Jip zkVzqD6A_L{icsr-m3+;hovH+n&`u9r=P_=D#S9^{?H2J*zAe=+ukSTpJ~$U(RMQuc zD3OJ;I^X%=ve#mC|3rP`r0bnYAz`yXv+edGxA`-bM1@<;NktiHaw*BaX8!Dn$wFq; z{?q#yP2Xd$#%;_N`Yl^k6OtV~RI+fc8IoiNt3(HkHukuE3Yy$f^$&+LH#K?xD&E&# z5tU?UNR~GdhP@PzTZ8%BhR}nHg9OW>q=4f?b#k znY>rL$aqY&@y#yDbx)5UMYWuVIyJi zq+WYr=S$ya6lMt@zj`k@hr|(SeQ17sf>}=3w8(sV=tlpKS>M{P9CUVPs*Wi=EX78I z>ooBx9zCSfR}*P);p|H7d*dAfY&Bwo>>S(}A30ye1m-RXzRzIuVICpwfv{f_^S=sL zc8e`t!;AHvrDDO+@RXB^iFV}xdbrQYWr@kx%8Es}$g@XomnoodCQsbT_qZcdA&fu3 zCgs9ctz}5byBTm#!cQBs52HQc(Rb2eDKXbLMLcfmOckf7d-DG1bJh}g8S6hx11!ZF zH;i~T7unJKi5meP>t|RzfVzI@&jcj_jvQ9>#Tj%)7r3}$e6L))B5E!|G$Rfq`|yyP zzW<>JNEkTP6!4e^v?8VivB4x{cHzZY$^8G}1w<@!Vf-L~N~n#n4o4uVN7bP1?)U*`&y` z)5olP*FtTt;~+yB4IELN@@CIMgO?2f6Jd%=|63Y;PLDU`&PVOIlkE+#ibW< zi&MKVt|>;``1dcpFlLF=YEk7{h(lE$djhW0)Yskwll)8}nX{_@s_4w{gv0E_*5;~S zMC`$Dj`qBs{O5gdxW8O^6iuIrGti5W$W*lbb()zKZ5#WwV5{3Rb}jewy$|2)2T&4M?NH~VyV65135>5X--qqyC0@R5t8+>9 zD6hQ;2TveR;9#O%CyrZ(SBbJS(@crSLr5;Tnv!rlXPusMWAVh?CQ4oA?oi=v_3D#2 zYxcZSEG`RpOrDuAmS6#Z3^U?@+X<20^(NwqMy}x12Ylh*Z7A*g@qUjb!Gmw^+b>%h8U9fdxD{)gJ-eT^mzWCh;PF zRtcpydQRk_!(Bh~sbkpp&ejkIJQPh&PAtyK$gT}_fcIyG;Y5JL6Fo33@rWH&K-7b~&j9=gMhtg(?m;a)W!j)t>1=dBWd|=E*QYriEu1k8fUK(F=+MJA>_5F~q$tk+88n!^qN`ABl zXsrLeqbh(;i&t)vlljpI&&*5(It(9}VT!^Il%uhCGdP4HjAMqhZRch>OKlr|)q8g{ zxiw9HF}BBr-5!r#j++S^wW+g+%uXRpdxb<_T)I8CENN+=>z;|tNWKwv(^5&!N)&JHBQ;qeLwn9H^_G7qxV?bR8Q_| zvBoOl7KMWaB(|YzhjQvuhZgl~t~pTovH?3a4-f9U=e!sHzmlW>3{MP{_KYlC_U1_4 zb~H%NBz_wkdv7@>cMuzF@&9aFjgn@yTQi5MM?T}5B}05{JvI2}-fwA#VHg3}8Ha`a z)lgVAywwmDdpnOT>ee|D7|&_G?_RNpwTDyH(bL0VE2hf-RBXo<+?;4w;vJ0xY7kq{_?M3b?syLMIZxeO9?N`+*6u2ug{QtB7a;O?5 z5!4C{!v#^VALSZ;L3`V#Zm*7R{Wh8%JJ^v!uTGzD8d-R0SRdk>>Q}Nlzv#6|hxML2 z`mx)$mQ*zL%62R&d#<{pGrM=-Tp~anvPGc~m;_1+7Ex<)@%1 zx^~k|DFZ&8`fuUa52*)O2OlUpsaSsAe6RU~yfRG+d&-s0SIOL0l5x!!CU15O6~!ZX zGE-nYbt-NtH}A&xu;|+;irMYGxcaq*m0zb8HZ-Eu^s4A#35RA!UZy^&YyT&Yo9&nk z&cua5`nNrqkE=VwiWAS}V#g1l_#rJ{|FwV!?}ej_KQGaZ1`>4NW3R{P&Gr@5$3lk#2S|Xv7tcw)ax+V&9QhNP&!~7IX#Nj`sY3g zJs*kSO%?bnG3%Nc7r6+P0)CFGbAuPM!UwOodf4WA^o7Vs>((QY_aZWo+yacMCNufb zek_hJ6Wx|{TYe|m^duE4AZyh7=ANZN#3VQNhNZB8O{=N3KDE9StM1jnq9bEtG6QyR zIYiBq%Zf7q$&j~Jb}X2r{GmP=h8*}T){*ch79#P`uuSq6<9#fnpSIMm{v_LFKm?mc z4W?okBvBPztRQ0X&OkwgWyt%u!KjD1gCd?m77Z*#-uK>amA|rt5_+4ndM*oU{4Vqv_|3x@GgKi9U=8&mQ6z&0byWDo#>Sy>&pq^3dGbe;Kwh-yeCkx)fGZYUSAi z^v~)wd{^GuF1kMPKJHM5Bb$g2g)t(zLVn&p!6RFjEPIB-a)*rSdj2wAi5X(!*!8Qw?ZHwr9}mYxVhGiQ7v+!QIzY%YX(h4oIL8aMWllu= z5UtuK^*V-cY_(+h$*oX@Lu??KzHMr*fW-mJo021AGFo{C_|ovE!a5ic6|~ziBG#() z$R6->K+^Q^qD9)7+ zqRiA2_p{HKm7W0hQfO9`dj_Qxz@H!l#)2x`VvezQ+K5aiA3tT(dUUf-qam;Ux%!jm z+t2z_Q7@!mZ>y{-6JidUjGIM8`k6dQcjz-VBm4%RooPl5l8#8aG=*{#epjE6i* z>MlhgsM?xc4O=ZqLXn5cpK=5q&3nsNGW5T@tKARdv?^DamDBnkbixV_#V)>&yDnI; zrk_qvJR#1Adol6TF!Du8o2th@F;QDGu|NJYew}&3a+TrUP~akcB40kH%<4Np81(0X}^bMt%u7G`-y z;dsqcw$o6bDp4l&(^x^#x^~T>)YwkIqS18 zWj{U~Us9hwagb0UlyBN9dP{wFiTR*`j~WFM zD1a!uK1m8A0X_h4y)OVF+hbcPwpw*RyKb`N`&*{_zkY^yjhp~E&8@+;qivw2ODpx zQh07L^kTnX9*LZj@qD`ze}@MhEc$DDDP~ODaiLfvPF+;UM{w-tleqTJf<4zCeiF-z zFJ{M>X!qDW_!N>Q^y~BgW)>G!EgjL`%Vpx>OJ|xn07B}QTlzP?%~f3rXbJoBi?ed$ zb*|=LoJ!n2ZJQP=KfPB~jDF-kG#^M(b$|sjRr(NuE=80As4G!`H>9ibDm} zxSb~E>=0!Gv`Wq+i;;&UWSsv&xu8e;h`ts`?sR3~c7S%gBNoIv*AoMpCQmQ7Duf0({D?1ldF7F!ufM6b8<^}{F>6vp;Ci3P8Mqy0b zGOpO{5aoa(DRT~zap{{JNJJ_;iX@8vt`9bHmpWoBPRP(SMNG`=QFl6)O1b0~A+5-c(7nWUtGN?v|jeP2)EZ}!G1 zi>-`_;J3{igz0Ndzuk z*;4wgazd@g^r^IC@&}LKDcddWCzWtKz-VZBUSs_C1i=uSD{e0=#!ncUL2JYqjIV#w zn34FP!>E|rSpU?&b#OLc{RyV`-KWFxz~Veqr#>~%-#T0t_|W4wbiUBBz_^cotVXY; z)eHzh7Owj#pQU>D*5(V@k7u8U+~4#1$zx&L#4oTw47iyKF<^ zAS?SPbOOW6erKB9_;-cg!W-LDL*6>J=8+;i2k>YVj-BoPEeRb}n|}zI9KvFk!U7!| zVVAd^{Rd;E4%!ilSJThRPIzy0J4P&gYLD2-;>iCvi%^m!oiXw*)NOk?TFvqP_ax2U zw6?cr^ine@|DbM=ZGG9+H`n zHVYUqtgJ_-5T^UYTWL{Jl0%_EAK+PDNm@%71iC!=OiZAJaNbPbHlzlann8jJRDl$N`hG&1cjX$78kAjzaGyi)6x^GP z!Vab-!ESuzcWPJQ;ajl8%F8{1w&;gFnwO*9WKUO`r|+Tr$G_e&THaB?42Lm`e8k` zH6|GGujeiOUOcZAiTO%@OF+LW&^wLaxg&)m2e*wNNgH>VD=99iX!qZF8+m4v3^hc}@u> zU)iON`XU=QRfb-$Ih$~jJHRklr8*@4XO-!p7~Gu=m{Wl~RLZ+tTW`lq1A&72KQcq` z+k4inqQF%K8YC%~)E!&syqzR0iD%adyMEcIYHjD({Ot3v%__njvtWSCU`)|1sEU_X z{Zmt1j={7X%ZO*2f@Okic6%2-6!LC3>qIoyK?KV3(8`F(7Tv`BtMg_w_-RJ+5j;Wn zp!liAFTXUVpJ}XJydHie;U95Vq>ju7BM&(~a2dcCplw>+yvWYez6;hAw zJ(`s~Vd)t5_3?9OUZ__9k3z5mPaGXR{<`2$4=i(i3L%z(1DFd}kgwS6JNp>!D6M=y z;E#ZF+8=zgLY7xdA&=t8+IG!G!If^<59O(#p!A838)w`2^z$9ot~}G%=fL;bNt68 zLgO;#bq7U>_>>w$5<>?g<2}y5u)}Np<;G>Hqxl zmJGl1I?i{$H!M6>wQsJqf8)oRe&l-r&jSD3N`K#$W6Sy2`{2&>*~0oZy_gT;&56%0 zuRJJRHGds*xb`LLm@qZorU%Vq-K@BFIYDuGsa4~WuJ__ey%zR8a?Qf(qdP*khPQez zN1mzHzS~+L5upC0|8&9cZzp0Vp2y02rpohH$?@kg%;T#2LpQ#x`G%%`|142sq1Ce0 zFLNjE`^ABuFXQ4G-*51(4V!ZbTd||9ghYjeNH?2Hd9Zjhp{G|~V0To_-0^mN|MwPu z>iI$J@$Y5kW{)v^kM=!db60u2J)3mXjjvm%^R>gThC;^gM#qY^?z9|fH(C1ryMt2{5+{hxwn$a<$^OZd*d>%`ltJbZp#)9 zvK*veczCRwV|g3B`z`vnM#`G0yPmh6sV$aZ;$;JpbRNc|ghWh{@*vR(=W*Bi*qhUl z6s`H0pE;SvX^RcmBx1Uew=k-bWXu;Pu38^-3g+CGOK9sJ8k`;F6~Uz?@%_QpP5(1& ztnL^TXBNiATnZHpdD9$T0Jyw?6wrd+PSWb?ZKo@K1C?8Ub<6Gk0;RRX+6f-@hKJ!P z(NiEpEXqF)Y@wO3u!HA?b;3^%rmJ#H(fe)Gg!%qSqt#kyw_FS!`D$!NWudt{dbd?e zGd#3ygXTVeCgxTK-7PbMK1x`TjYk@K{8A`c92wq30+E2k*&!z^5Y(h^L!#5d#G<)x zC28ZGYOMHqJfIp97%|a*U`^=p^3UdBue|eN{(0fLw(F1fm6^kfOhUf-ZqH`VL~Qiu zxIZ4%mOog3s@q$uUUfF*n9 z)ZLz_ns0Q_y>pBq_}qTw%FI;r0*|H0t*a+h43teRzpo+{LirDt5^@4Fju}lW>`3eG z>^nDxd>1eQpfs_)Om7)m=48qo9c4ntfXEog@((|DIW@>`-J4Qa{N} zt|%cI@;V>c*iu(-$$IeEZ6NNGs$|QxpQpC6+@f_wK6pL2ZJCQvWJ;-(R0thb3H_0B z`IGWUu7B;TgRP${S0h&B?sI(M!gQN(6y-9N5A{osF{u-&H%#m0jGP2#x)xe)JW@|r zv?@5c|MR8W`i53i{Pzw+2fj>fJGjc!Uo)z$Lqm2RE+Eh~wQBsMjtdoin4I6|lf-2Li8kf5N` zvTKn!_9i?na4K@Mx~?vv*OZPstD=M>OT1Gf&D_?O+N<{93vK7T+nOn9oD22R&O@-M zk-;$#xVv@bkH}V9(U1#_zoRnu7-v?>Lr_rQfIy65JUUg$js@@WSE?~f4@g8O6#@g$ z0icK#$=4YV1%e$wOg%Z(+LWZ^WCZ

#+|!W>pw4t zOH@U?yZVq``lsfW!pg43k(OsY5)MFy<5ZKZ1{$05A8217J2Y)LQM&vYbpm#dG;XqV zGC1fnGLbQ*QYbM=$(p{jBV!s(9er-w`cJ~nx6$<42n45fR5kzL6ncIkePAXqfZQuU zUOv%PaQ4BaPSgiZ}s0Mpnd3hO7k!?o;W-0qTFM( zo+JIq1QildF+eG+OqF2O_GzZnz|fmS>?WC_1@Ztf0$UPPB_Di&uWa0Zb!l$;T`NNR zD5NgHvR#XBmnxF?sE9^IOJzcP6i${98U#1?P_yPkjE8O(M%xwe#>LdgdD(&bD=y`L zSDQ)ygRdwYAr~M{@Dcpf5p{!j7+(}SyR`aMCAw$u;QdF{?#vNBFJx!v6uIO8ceEVdjl6$gu+OtB{rekM>k7!*C{udqTP&#u_mm1o3af^L_o zlGO}M5`Vo7-+g-|no+&wOZccK(l4#HPhn#1s80Crlm>hMyV-?*PvnPgbUhXFx^rUg z^_}P2jfWHwztZIQzBMgUTI*WPv1+qa(+%;p(Ss@?HY2C>tkxflk~NX&B@-c zj|1w03GF5MI!^~4-91ot{gs*%Kx7NfQ22RbcWLMH%;eLHe`lQV@-CGTZ;e%1ea!e| z<{;u-enYB-KtrO+?rvgKyzW$UV(lV{gy9lLS+Np5Ze4#c<2JQxe;2;a9f^D}HebKI zuUa4Z6Zx}^ZG(sM07L7gS6&<5v`U!j&3B97%&9h_m89HUqNJ#D%G@TX@bewcRFrwm znK{&bd9H_S%gvioq)dp5UB<>GQ!lr3O?_6Q=IPVUWA9x$ zJgdb}yo;C8M0H=U&A#G)l?h%Ef+OszFhv(Z3icc^r%JJ`9jzLGUfzG82JVY3H@v}I zNWeb?q&LjkJD~_BbyrfIT~x&FBkS=1(&g&FF?fLz8#`^Cfy#z|eC)N=AVuH4Ido)t!#O(t#p#^W zvmUA#$E>=C~YS*~gw%${-_*4}7&#|*J;Yf2J-4{cgN5|dv)rssj48Lk zkA&$@RxFZ`wCn7+K%y~32VqbGMR^!nW?`lADguLTd#fqhYtAzm@(O@UTxw-Gmxp0l zW`(CzTpGrsUuI(@ef^neq>S+sS|0ow0LlO5F>M~mnN3ts=)Cv7pP3ttrG@Mh0y510 z6QEdbyjhr~oaO8tDQH>4DMLsYez_D>S`p(3Av*v)VsjD&k}Z_skc1%i_Rm8QSgFYF zAGI1&0A5BVXJ@YZbw(+(xQVV?c?>hDc3uhIx~CG|CJ(h^f!06M z6r3Oe;E_t69Y`8jzr0-9tkT?bwIn(uF0%|=X#_`8v4Lb^l9(jU(fm(@$Ml*qLLA3l zNk=ZU_dN+yQ$LtpnLnJbD*0+`ek8pqaq#ZG#2HGIebhJLU02l#+x14qywkNp($}ww zHf5c5E`F4;W9SdPL6xLV(>LZ4tlaDc+4W7kK6j(%e^s9LR|)i;>T8J{lrPYc_B~%( z;iwvVKHuTRw2|wzJu{7$0+Oq|;UPcXiZ;aW@O;eeV#eJ}RYfX0`d{J&elp-3y=o!k zL1t)fm)V~PzdW;CFf;z_ALWNcgKnDMp@6NW)|RLV=g@DTlH~X_29CD;dZ#;6mmU=( zH1CA_aek_i1y*^Fw zvhTm`qy*I9o{(--fgu}4Jd>b)=p0tSXQ0x`>FXtu;s=cQdeIf3hqx!rzt6LaHm7oD zk&mQb1u&_3{@e^)lmI0eCg>t72pj-6-twYPqZkho(J1>bFkP^kWlFupi1Xk$Y|AOO z9%v{es1OKl$B>ip1UcKHyz=rd-5O~CaK$GR8@^RMGSOEqs;RB*pqj|*>g)LvXtS~~ zmDDQ|&{#vOVtw#M5umeCR3e$5pYIa>olKzOAGN4hvp7rCp{<`-*9!e+I_#XvX2-&l zKzLx~B;)igfB@&?9~eD2Da{#+p|cW4atgzz1OP^`5+9(Kv%*TL#xwibGPGM3dZ=%% zr#JsncHO=$*bUl2Gw)>N;!4|wI9KqC^!Ix&Z@OF)*1#K$o}h2pViEoH?ZTm}KLlNk zM#R`&u)(Y67c}~kpB^`_D2g+cFbEDzUA%iG#^J^OHid?+ZYHumx`5No)%Ut=Q3rms zmJpYgaVGc#O3*j-O<&6$U!4_YM8)gc)5O_M@P{4qC!qRU7`A3l7JBCgEIWL4BEBD9D8!=8p5lqo%>3`b>H z<;wDyFyPd)CD9B3dxl|GxY4Yo2K2YPNix{#+*}_JLl~XRNkwRUJUUAPqi5(%<NtgXk0F+=#`pl6mEM3d4yZ1Uu=RI_Q*Mvk?gadlS}2lM-xFT5 z>;P$A%W&H20_2+dC#W6>6Caa!OtQyArdpp82!$34TM~szzB(Z4sCWO1YV9X|$X7l< z;em2#qakRtg9pmEcY5R^BD>?;O(lo8pjtfrKzHzQNK;}hBV%yleI#IyS82sz;FM@D zNLz$+QvF^$cyJ<`^p(m`iwa2PdPdpGMK*L*lV@%P{^0RK06Jz&|7m--y zZiZJDiZrf4Tj)1$OI(MLyH`5r(v`);sR3WhXj-1m4|$(2R)uj6PX5iz=yW#y^XofR z>$Rd0jK1vp4&syr6PwC%a|Q$#&QNRse*@+onzp<0w_ZQG+jhKDO)_NTMbqAk`oP~s z{t5=}1Jg-YBMw+xyAHV?oYHt1cjmUjvhe(asZFzj$}>woXR8_HZNE(3W4O`zVeGTa zqQh$T`#p`sF)zC2rmF>RTM8}xYacv(GmMJh)9+-Klw^F(eef-Dvc10YOy}{%0?)*$ z{cjH%zuyyWmCX0gG0C-cKb&wiylMKj@9JmXiI-WGDt_+yK3>DAsYFE-Qi5K!_HeSN zm)EcfQ+TTCP`8&sQJ%>;_xv;ayFbtD?h4n}hLrPxV1VQhAjApV+md3PR8WUZa)TUA z&Cu=UN1+QuKzn($C{k`2&Fk?%i7UnX1&XyGgyJ6<;oi*m~H|albY9yh7l{W|sYV5=bUSa1Oq7Co`+!2z;+HJ3ZUH zbIx?dA{jNWe4+yd4PRCP`J6-qmEQ`mt0H;X2Z{|F&`~hpc4!Y9&`9&Y2sPt{C!m}` zN{1T4r96*&O4W!jz2jp2u3AA9;;Xz@o0o@4y9vOVUMDkD7}SGCA{w9cAvk`$guuiS z39yF_nARd|$mS8YRxCz{o5#gIw7Y);Y){ z`?DI4@(->FPlcUO2%pz&zh=^UX3MQmqk~a5l<`#L=XXuZZ0e+I+2aXXI$MbaFD~ni zm+}~zQcQZfyYD^-9X?$jI<~1J$bfejoDA7Hq7nA~_@XPjaCVJxZ6at2geQ^TxSO`- z2d9TPW9j*ZusqA{3%Vid2j3lZdpFiB)DmPpW2!Dv-e9dXsx!suGGi;2xiOz^}eMe_wR_=+PE- zM@Dck7yB4?P+9Meln3>eP^&|#xCL0UzYID(C?NL%t7fHmnPmqmL$$qlny-Kw@JB?B zIN|*d8!h~jlZq@BF++=(S)m8$`WvA3&jp$rAz80MV4r>4pA64|yqs&Ig6g~{&da>; z5Th(hCjg$O=!kDWc0UQPd|qmceGwmoHxxrnSlLmDkj?ERQ@i5-(3Paf!IY7m1VK>_ zax`YT+rXzYhFJ>UHm$crts*D9Rpyh$q-;#83EF;Ka7^Rvc8q>JWT zA7=i?!ruMzuW`@M)Y@?c1{Iz6meD)>&0!}#jmCjP+ABt`kyI8I$FLu`Ag#Oindq%5UxG{SWlKIfVT>G}2N{9Da1}H1{4^ z*_E5c2E~wmBx7EdWO)@Kz3hKP$=}~ZXU?o%%bev|^xV&gL{UzYB!hoi7773i3TQrr6i5yv#W$Il zpsQd|FUPb|xb&nlos=#dwUx88O42SOAh+M~Vlkw;!EDAwjI#dP?f$lKe z%rI4H9#g+4!sgV*70U?k>rb0g#aV*9pg0XJkbUC1+AdhwdF+&1BJ994u(HyK+?6Zb>d@_) zpidDhc|~vNk%%qFa~2DdiX?H$`p2{)LO_+D1z2L>GouX(*~NP#;^ovo@#~|^a^MbX+pGJKhJF6j8ks)mWaE?nS9~z3 z1{4VIf0?_pJDfPxF?JpK{N!7YY(-gYQu#|ynE_BgxzUJn^Y)lzcx8+#A;U?|)*RZX z82DLb7G|ip;+zpx`yeLumLds|LHx!vB-LGagf2y`Z3gCA6luOby0X>%eCsXQt(CsA zFs|^~_N%ask<+7IH%}Ppglrs*+Bmr~-CyiU!ih+b=(t&}Y`HmvjCoo=f6c6KUV_r` z7n{E#WuW^`q{8LsmB$5|js?QOa2Pw83MOY5?}kWLMg2C@=ogS2$O%bbQ>i~NZeEm9 zn0a1xaFo5qh=#+@z^BHNk4aW?n8?AA!E&?PFL>*P!X8J zz&7A@c*DPf84YE3kUANPE6{z!QO6-g0hOk>LAz<`0sO->wrlDWABpO-);&SOqpdt_{870pw)QV4x*C$hT%3r z4vQmz&TykQ*+WJR8Y7^w$zktXTmR`c!My~e1O-)t5L#|TpKR>um@M}d>PZuXDsF+B zv%_W%;O;-ww)`9n`GGiZ-I&{J5Kkh=`3!VcBqy0FD-zm)_rW|BRej`C!VFgJH9ut4-hx62JO05#oK1mxfZt3L1C)a+ zyL=Cpby}b0%rgDk?RhnECF1L^h`y__*NS3j5Qy+0w(#%)Piu`hHmL=aaJH!k7d|W_ zmQGGg?wA!l>R%cj;?6M&i|Ej1==4f-|3Nx2D+W6e_$f1{*C8P|ia_Y&eWE~eKHsqK!V=rz9n{6V~z-bV~o zNqF$^Y1RxqjRb6{_}Ux`(9gz=0rGA?*gQk5KW+89X-{2_RN%5h_?jP0jGGf|aN=#GH?j-kqop>lKjGx=a!Y@Vd% zJg2n=CZbgA>gMTZAE7BzL%PAt?}(Zbg5U&=YQJqtZ6H3`*wAN&1Stnot4KCuiH3X$ zU=nvm=gPOiuvdvweE=p}$A&#*sGvtA0M{$8wB<(7+InRZ2~y>wz{ZV|i%7**sGH0v zvST?!Oes}Y4KitWT_MqR#g>thdcF7M;KrCm{owI2Riy= z(JIJGY<_JEKsysV?!^vVH(_{tGW|Ih@!l6Y{y4 z`T5Dj&Q{*XeWXHIk6BnJn*#JBxx|zuhHjWMh!wn7Wm6R=`q;PLz-#nqMs2bb&UJ`3 zUq9Gd-{8l{VA z{FT$>e&#`cPTh)BO6jz zDU}O(tT*<~rw=;qr}m}=8*g9tSF*x~h60091)}_?(mz`k7~75E$_ZQ=RZ0`qG6ItW zqaAdglg6v42NH|pAPsd(0;oV$Watf(pi4PK=s=f2#RUbH0n7klL5li64h^GPpnFxr zIj``nGEVS-);E{3EH=TZ?`4eXob`FzqER^VWQ^^VOscGqYv9BEES~`N02a=`v;4=8 z<)6IR_zQfm#t-tiIrHN4`rFHTBxP!gd=&7MGYeXURwW=eBrVmb-~Ig2ElBua zi#ySsQ(7#hpN@_m;TOQ$bvodq!mfz#%15sy;k!S7(yPB%qyLw|F(Y6S!E{&zSMa`7 z6Gnme#eJLqj`{TreLS_md(q@ag}TdNfF^~3?(pH!cydU`<=w88_2HE$ogBBuBt)D( zf*DmBi$|i&{KR5h%41^Mc~`W1k~klPj?`93(LZHpmT~7DO>jFHa@guSxK{8~2#XrI zQ7}9G?)msn@)W}&o<(?nTGH*aO5rYIF{OhQrKPnndNpy`=bPrH8n1!c9ZzO>&;7%`s>4R4chR!4|&74G=)w6m~%eXN0OvLNX1Kq-%u&Eb=1)AdG z*O~RLlJz*+ttKo~%86~N^d)vub$>lwntHZv?De$l`(ID(6;NW=_0MscVY!c8VW=kR z>+z$NGv+XJso^V|jV%MUg-c$AWHJiPBv*BT@5?1GvA`-LLr_2cjBHuU@hWemdQ9d7 z1*EYA3NyN{Y&08ej5y^*DvK`7<0ktUbmGy$r=c-iuK4#Y^0gyX;j?xHAu<%YISxoW z9U!U9D{=d*H!!Jezy4!`1!XbJA9Sf|E}!*oVqV1Mn&VB4X+C1&%mfXOWe6fchqG$!Sj^{`G{*n{=%D8HFE|&gCVrEkB*YyRmW+W=9PM*$Lvke(u6owvZ5>l3EboUSVB2Yxkg^?V;61K=#ojhC;WF27;zYb zCg|U+iK+?Pr$4oDo41K{T`n);4%_6~+U8oi@ueQ`Uhxn_yN}bI1cj#fV|K^qaf8eNoB2XMS>Jvlh5_T4?rPj+n03 zsL}O5D#h=V+8Gc*cF+++J1X3BYYa|JnyG|>xK>% zMlc=v?jdAQCM4z|-$|+dWULT&{9w)4wNsBrHGuck_EX)zdFw9<7iXBgetyG@-KF*J zUld0br-jQPVd&23ho~rnp3G@d{m$7|{>!oL#Qf&gn~9gt3YE$R9mAF8I_gQu zlWE7SfzC{nn;)mvRp4%p8K~m|1qRw_f2O{n?t_ciWzzZAm1)GoV_I;Ytu*6r$|NMb z$nWfoym7Ewp?*bVap`PN>pdW_Z>45}aOqDm{wn6cCwkL55)WOaZXN(-Ds#un#o7*E z4Bekz%-MVBFdC{b`Ya#f5PUj+#ZF()mQ`E=fM}nD=`>641Jsft_0AE zS9%Cjr;H?u^Biq55NeBDzB)sbxEUQBL8BInvI5%#yhH0ZRO+N*N2U}0?{TP9ADFd! z2^q7CXm@w=x|xHU+ZA}72R7Y2x92*Oil$-cxxm{rlKzwQEkDv0*S5ABF!afirfw3rC`yGz3TR82HFR_X0%>n!V*#u%%%9 z6?gvZl@azk)4y~#&3Sy4IGI$6kxZTHsubGjP2Z5UoakMr4Yq|^&AZd>D>;v*R{hTl z^NGohYK+-3)6p|HGV!QRBb4#-G_ee7(2fzENn(S#?QlYqyz8bb$l-}@vtC$HeLGZ^i*cQcl8mlPFRwOIQ+L|j7`V5xKmZ)sETO2~z(?3xiKJ?4 zB`%Jlg{lKP<0_A{1u8@sqDZ1HR!gFeCHx`}{7?uz{@&%6DSLI-oQPWE#@UtuU6JSU ztTn;@ozcG^Mh~8TuiztUR>!x!Tb;kHAi6KFw#g>~3BGI^jsS4dl+3tDJl!26U zq;)$p(c?UIa8MJqFMd>K2QkV#3SIP%LFuEEI;pDg8QF$_K~2_Hf_=pD6TxlrsR{hX zlbH_)?yPtgTNl;_xl7GIcrG0b4>ZmHYU!4`uu#(#ch5ht<6`0LMB&y6?SB#n;=o7F zTB)TdG&L8NY4K1$4v-kb>He z`)V5uqN*Wu%>2geX+dnq;sOPvP+GROCgphXaJ6ZY&?nyL^#_eHFQ~wj1~oeb%sHqB zp=JlM(ehnEMJVRBn1t4UI+Sq8cr3(^ogt@f-8HK`a4N+3*cZSPsoHxmI9Q#i77Ebd zF_K`wUK+}vlZJXN@R^r^As|tH@2ER{hnk;lySae0KHPULi9_ILQW>Zm{Y;}46mwtD z_BDtUTDG@~JjGBrpkGU%NcPrC=%ZObk}@$Gawhtl$+fSKr=%Qh$N=|2kp^fA5i0F_ zbFQ>=94KGx1C(NWj~3KaO|i$X(5CH_ccPEmCKF7L>n-OH8Ldc)1bvxwgN8z8)FJHn zDNAm#IFFB3hGE&ZD( ze)SYYztO3?*mk16eJA>dLixKfR;RO)#+nDoneUrs8XFjx#)yZS5B^S@lu7xJ-ka;A zDc6d>>A%5ov}N7Jb-hM30fF#uW1QNn7uxyYI-yy}9 z`ut%W5a$XW2o9&a?zNW|o?ea+U(n`vq){d(W`Trr{Tt=++#AR-XH;aH9RRl8z-6h5 z=&RGYJttXIwkPLu*{7_C1PQ1vb9*-L1IdTc$jgTC_a}f}N8$*Z@CfhvA zw<_l%5l722GKe%dWfqmwLF()f%vie&=tA2dH~9sT;c4l+qlOOa&v=^(Y8{WXTGxes zd^Op(kT%Jh;<>lgt?**mH|*Q*PB0!Qt;b8c&A-?AeMxP^{oE=<09iBZJ=V(|kv^yLDX#jdivk_4Ibx%sz+OS?FGO#-wyuxwn#C}m}YA)gZm zf-aBCkW-)`e>UQiY~kE&;qR+|uf#nru1;ocW5@aBfxt|aH^&vAi3$aecr6W;zkIDo zz9M8jRt)6$92KWjOs&T5`lrm)zY~?z@mq?tVJ8ugXiwiIn3Xebb+849mR^ zJ;?(Ef;@Tp*aMtMk|LR)qWSkv>H5jv$83wN30|M9VC)h{ZRLSx5qz4UuUvxYd7HlAT1^VyOzQmv5WWo|;l zmpB&9oh4}aGjsU@yk0hHC>)oK(UzF$pHrnZ8r5K3d9g9*=60B3?Ez zX}=CDQoz$i-G6Zsr2=jbQ#++#mCPMGpTLy$|9Jtp&#H4U=P{M5N`ABf2=|P?$gC#N zb-ZoA*1lk~6bU5bBlVLJd?cTCrzu~yFp^&({9SqsK89^;==s6jk1gYs?=(kiGM@vE zt$tJ25zLOsAO}o5-!C91Zk~>$fyEo{_X3nd0=8Ay*M}YU4$I|TY+Y$yAPc>SJhWJV zl;>uWluc6-(r9am9II{o^@wVj+CMZpI@s#k9p{rW(47B<+YUyGDO(9XHI#E>Wnbu^ zpTPzlS4q?csd7VqM4E@lEx3K0kzGFQ!|AH&&sCGJXR0nz>=R==`LeBO?f=Pl3FC#tG-)?^&@CpX$)$!ryF7;BNZ&T z(4af#W2jux4o%#}3r(Nd6z0bJVqz~dNq64^+&N8WQuIH#+JDFC@c%I??M6R>Xw{9u zGf9YJB)!EuTmBC9z)m?sZvD>V6L?#Ze9;5D$t?B}(S26#aJy+^qQ(C5-RPM!(OY@| zR2rJ8McTQTTz#q3a@KAWrVOGDmKH`Qpd4LilOZYoX$93-+$Kn487L@s`oFMuVA&Ep z3~oUnf<%GQY!DQl<%79^PWzxlw(;|Jm6s?B0^CdW(YqmA5AM~s>W`$yyFL4?yBgW| zW3;1{NAe(a4jc9T(4^jmyyKM6*7p16BvHPjbBDt-#gzFE%V4-_^|9hiav2CZOT|FR zkhMk8hHS}j_oqiEC_Fux@~-=rU0dIsibUvG{fo#@`bh1JKy59KdX0_mhOp@HS~((dZ?T&uI|&JUO7 zU>!4tw3;6HGBUZ9{nr;Z%g2zKeVWR|SnEDbQNfgPNfq*LDZfI*5Y80jd9#nTgcG}aZ$U*HtLs>}}%_L5s2}WQM z)%P|=lLEe$<<$5N3gC)!yJsKgaUYWEpW|Sr#E}zcA}_Z9f70>M{TDBuC4rJJ2MOUi zwY()R8yR}nLq-Huq~EsvQfFN%rVR&N6KXnce_H@=cuPsNSxmU0b1@Q6=`T?Ppby}6 z&d8E-;Ij3wa9hdotXliRC5@(QhTgg%}`&CQz3M^jruj!1z(bkydF=#DoZ zN1W#5T;xpRn2A1K*E?K-=S5uq{*^`X3P$T}-EEow@;Kb_vp++!6W@eqKf}ZO4wCZ% z8)%pZA69h^vM-G%c^OEll1t$04TuItal*F2{|uBOCJY-5vVY?KrJ2aLqI~$^t|`ZN z{t%@IeEj7Z{%adUb_;*6%6&jdf@)az_#Kw5@0w3kz^~ zBpcl*u_}@yYUSCf>SfK0V_xo_@z9e}H6KRe4!Ns9!x$iE)B}1Smha4i#8C5biUXQ9)Q3QNmH}Ijb2sm4yVG0whwtavuIeQ=RARQL(_HrK~CUsYi z@mPnIKx*T($n6Qqq2?-BdUe=mU79}QBJEr?+%g1{>@<_}?!<)K+@0uMTD1+f0wE(C zw4hDFQB-FuCbitw9jtPhPDjk?Y!T%d6#33enHPusuZp3D%{}jtcp%W|Y>!i$%C-5u zY48Eq4i5}bf+e(9;vQTXU~%oC&8BNew3yt;oSOOZ>T*K-l9qVO?r-%UbI0?qC9~N_ zY^>&NRYh;PcAe<_kiGlLVNWY6V9$oV#!_73umQ7lvZBom6D6`|5?3ubH9|9FeewO7 zzUs)%&&v2}zLR$x*J@x3=A**j5*xMd^y3ZJ7+cnhFK9Na`*XvL(lR%$&#wF)H0bvG zLcebAN$)rzJjj_qWE5JqHY0wL)dRegYMwGYDo#QY_*fZu&W?tZg!WyS?C0+L;iMdJ z%i>APcNkk8)aeg(zhf7hY%1Q@z5cShC9?PG)>PD&vL#=!?(ahL@J*JM%hMVxb3=g& zIii1~cM?x5IX$T^r%m*N^^)+@W|lIZ69C zNJzGS{41mK{~u{Wp1io**%i+^cIvb_t`j4rMOrlhv4JYR7lHl32Z19nQEf8IMrF5v zDuTH0T@p9&l8aFE$3=BNL%7=d4UHjpP+fT(#nbM{XvOo;?}Dz~#VN4}f#pW}C*eD8 zl#vAwg*UN1J6uOL`xQC**#I)RBLB_*4355XJ6;+6c` z*kKR-q<&d@oq>r5Lo%)OaEY=sj$HQ;S9IlE-ETezmoT1#AIEs%<+*p)RwCl_54J@{ zMmAb0pT^DJkJXB9EIa!)3Rzu|#zNb_Hw`#3zvL!=8(yZv^XAhT8uh3dMYrwU@3|*( zkM+`j^v8nqqT0`F!&Up)RgGNXIh+bzg!|ThbGB6T5RKZ9c|QU+FoGtBDJMEn9kXa7 z?ETzhWF}k?Bm<|nMAlbhKP_GNx*lm91iI69N0N%54Xg+m>=Hx+bp&a9rZ#5W6hj=i!ult23T<}We$`_TdP1P?a1gW0mKoIqM)-O*x=mg0dzc=nOR61Vs*qClaeR}tuPSo~o^{ccyj=pWBen6oL zESf`q+JnDW^wWk;@5o)xW2*9{Wrz+w_Pe+0n?4V?G;0H)Fdm!x?X26evp?4{S9zk6 zIRWPKZ~qc;EZ__KsuGp@es|hTqcx7<(t`Bmy}b*K_bjdGXYFhG#Ltqe39x5WJd?(w z^f>_`42Rclh>o8Rg+$6@#90C&dprlx3}2XUrKYl)n0EO%%TUb|Fug`S$0kg*f6lON z@Sl2yjB$i{P;PLIVR4`h|FP{tF=F6t48H`FhF%Kg<%Kt|4mo{SRb)EnNfak;Of@4oCf}MKXaDwOcWs_F^BFJL59F&WmlRH3IsAfd<^P7 zGlYz7Fsw%Mv#!=h2bT|dl*FRXG4Q%`UVmyRr1|Wcpu>wLKkdE71-z0L!%E|Z!e~?Y zon!1Iyu_W1PV3i=LQkSPuDbUuVIo%R_mes6SMGIP@5YCm)AN2OTNijF$F(s%r{y<4 zg`G}=_Wg^+Dh&Xok#9o4HBtvk&+CEzJ~im^=%_Yx2iAj3ATrq2jTM>0_uW!!YGsF3e$KzCgJjTn_shYTdyjPE15Ed#fn?KvSpuqobl%IU2bS{!(`D$^UF0l^ zeLgn5va+wdvUP89bi8F6mgah(EwhMVl%uNE)Y?iBgzdceaH(>lr{^fo7lMq9yPRPrYcXO{zo=vUzfzdPoJNFLnmPgZ=RtEyd+Vk=6*A);-~bHO9S z?-5qg2;X+Nka#o<$HJh-*O(c;6+Ia(Z@hUd->mMjp+;R#U*WcX)F&B-D;ZL<)A!%q zY5Em1)pcTVVC1ke5yMJ+YFDkT6FBh0wdY4wD0asY;nCU6#M+%4kZN&hP-$|5ab@N+ zXUN-dMtd_phvJHIyQ}UeCj);CUfKSzE$0-N3XEu8rD^5VfndRl9J@9}R!p1f;t7g& z^QTvZduZ3~NQWyiC4QF{_%82FUkX{3H8WO zY=vi|P!R@I$^F9E{@v2(H+Sy97NDueJ)GlAV_==TUdX+fAjli^`4hvCW0N2)0q|U+ z&QC67sMIE7m~2~HCoRH&5V<`AMXFn8quKx=YzxyX;DH1>WT7Ja8k%F&ZU&yZmJ?QP zdN#TYPvG@>>e#P$Rv1(3BFJ z<43@u=TlMwIu$fhsVktztEf{i`e<_{D!f6iq=H#FpcyEhpz(mD3GWx440^_dYYA8`Lso5n zU1%eX@iZNLj|M^gef8!WXK^0FIfQC{V`5)naE55~z*P@nKJgrL;AYXm}K?Ty+66a^QUzFHLa?! z*%XZx4uS$V*E1)@`2f|C+TWqSic<0KWSsm0k#&^1>|A%3VBQG?WJa6p>+pL4`p?#DW>9}dLEWx{gX3o-o zmQVfKi-VD0VvE{)+v9`JH+6Pc^SYTZtR?4)JLNF$r_V_uP<5;_$qygvop}@`{r=m& z?s>aw?{MGWy%4x{7)HL4H|Xt^m~ZeT7wHGZinD6+zivvTnkjzhfSKZ~B@>@wwyT4e zp#W^?71x6$A0$OTy-xOU$OE-LEucOq8QR6NsUng5`SdkcaN4sqE3@8%QR2Lm*Q5Y- z=cct6muId%Xx85(i8jqCHT~Y!?eQ3qVX&;}2tSzX*xm5e?GJ4e7*x(Z+{`*jBYV(Hix7QR1FeJ|8NWK+|4ttQ&I_qOT# z$rW*45qBpmJ0Jk$*k7m3Tz^-J&Kf_7P)_9M^IQJHxtr(~E$N{BIa6p%gYLN`XRPJu zJ!NGx{o!&e8!kdEEb_zQIJJTjZ~f~zJ-W<)>BP3wYq{*yRL4%`aWn7XiRsqT@T6oJ z5!&$ruon_D%OZS2eioW4?PEhYxrFJKw1@l4KQ=Ik)# zv}MJ3obu{iRfmcoK!=LJW61!PY)R$g4`Mxaxw8m%#md&!P_@LH-_Fd+hO*`BrLHSp zHA|Tlo+aQ;f9NU2k#&NDfEkxVi=D=96#g#gJZ}hTc zEga_SoIo-d(Xa29kS^K(*%=LFu|h)9owJp>_CDVzXK`}X1yjH5(mKtzA?qhjJxg6^ zny#iWFwyC3Ge-Bi?T_)oA)o5&6?uh}|JnqAN3U42q+n4$SeNdno9g%4z>7|bm+w$qF9<&uP~ zw~0RdvjjkNVxTm>(^D@SCbG)Ev|{-GBhaZbOeuy3fMeRNuoB_ZLNWB=f*U>U?q~-U5|7CrgY8w}~m38q+qJEcZ zXH0Sef+1z#^uUF}$P>B|?+#IV;)HK2z^vRS*rLM8nE%~S#Zj&+gRHf?MXs7RocbZe zemb@FVxQJ_ddn~Dvg=0=mzdt6&JUIi?ha9(kGOTb>nMYfno`X+waa^}&$nxxbzhxo zSwH4d7p9aCb1fZ5Hv?{~?=8#k&aYLy$w&5`ub3ao`?TP;dtBssnC1oWh32G3Y`+~} zZ<`Y5^&h$b$E3YA)|$P*f4?)`b?~ji--vuUKELLsYex|x!BoNMkE#p{)u1aTPadV}7qCAG`_%}HLJwijp2S*le_(9 z`}8@1H%_v0iS5vt+^7VHC&a{ckR2@xG}^w`Pjz`#yDc|ts;wxgaFpXQx80zQ zeZ8ch^I=OS^!{dV^wt=|c4ttvma%759>!r{RuK#?2JzHI{^S$5pj=`mAy;Z<*i2!*B;}}Q36iYHNnP9_R$w7wbX>7_<4!5D!BTL}nt|$81SrDv!QgqB^*!ADpZjZDmm` z&mY-c+GCFOjjX;eyfnEd*wS%NPUW6;rHi9-5)Cy@x@5!Bh`raFB+vQ2_5fx zv_Jn;E{%o-U(|4lrtuV%QZeI4`rGCD5&w^`w~mWyao)%2Zdh0ZrNaej36T(_k#beI zA{}}`Qi%%!OG-#eBc%u`l2<|+T$;tW7eTrWB$bB!&f$LEzdwI3Unt1#IlFu2JTvpm zGcyUv=K^5CoWM@-ok!=T9cC{WyeH8~5}+J?RyTHLZKj}Q;m*b57|sSJng?`K>+x$# z(L6Tq7H^Qd4bsu@yVA30Y62>N(1nb&Q&KaG6+JuX9nd2knlYtLao#R2mJS6al2k37 z)}l_hDi8|nSm6+HmD)$?CHYXZY zP;tJ$^D=G=?(gX*F4rdtWYRoMm2>mX(FS49taci=s-1Y67~QPCdJq7^b=}m2uO~}c zOt!A4U=A+kOaefhJR}WBmu3u9ZjLLWvK49_*jzqB=T;MBpm`_2L=YNuf{IEJ&{PIt ztjgU?1#g$HdxQ|1MlUE-$tyhmyBsJvFn7!9G3hW+ppzJ|n9(9#d0*R~F{o)#pzerP zXJlI3c%MP6P@U@}^Diih=@9!vC1{x!9v-gd_F3~ag(D=q$e!_4}YSaxcA*K=k6uqlT`bEz+0usMue z_Q`UfXjPcPw}pP@Q3KE`kzeIR0?8av(kyv-MLc-OnzLm z{N%(#9qIXMo*Q0a=L^SN`flaTE=@mBEoeH3|22D_%snrfI3G=X;-)C&`h-$!bhgWO zpWS1xcWo|(vHKFVdPEM1z+y4t{yxuM>+e@UecjUaP}|p;+QLoGcV|xa3XE8}l2W9w z6ygLmY0_LqA`NJCWLd=vSy*pVQBhEw8YOM*_dc%NIb`ekoavNo4(vSeUMB@J(5+zx z6i`s68$5*q!dZlNwEP*|UJ#mt9sq9MbkOb#KbE6)1tuaNnDnu$*WO!%-BI*k*qn?w zTw$zS@=5ecc9{7=*4vU=rMKAhG#e#B>Le0&VjXfux*lyuekS=B`@VcRHCdPnL!4lV zB`_3l7b7WX*?WZd-Vq}^D_T=};(t!=c>&t#1jC(FFbimBMsP`zlO8r#Iax52DImVp zaP?ncq5Zgjng34y1$%>(F_5ds2>C*aeX=sLMY{ z#!*X_A(M}TfQptdaX{S}l4WK53&}DN`&^ECNIBnN^qJf52b0ZV&5wpT?-?o< zW$(|uxzp=@HV6ARymr~_PO~I?nh-e8Si(dqNz?Z6sa7F=n_-NR8~EoV?HH|Bj_IX`Ea zJOUQqSa068V@!_8h7xY)5yC-gBSg0flskS`lJxxzvK)w#%stK35aeS2dQR} zgBYv6F1GMQZGJ*@{eq?fvN$v>a5cHi%qZkE<>5m6Eh$NBbSW#@B1J8q=G)iG1iWD|$JZSVl!T{zB5YRb47j2^lId;JRFA z?hpSZJKVf^pwdgFD%p4riu`L02pR=_V34v@@H%9W-Yp$o5-|;siV@eHsarHZ?rI8w z*5Xs-?n&0o%Ds=I8*pOo>T%lT=Ix3?wzFu@fSsGW{Q;>{;-g;{!)@kEZ4WUO)=gPg zI5lgBdI69!n2DSPjX$>*W-j~~UthD?|Et2P?eY1zt1Fwc;Ed{nzfOAXlC+4!KudAz z44)4p?QKWXHp4=VVU&1ozukAX!EwXW+mtrzPo zX$hDa)1i}bGOS}lGGwZel|JFNyH9eJTSudGszDhIvv%MPOr_vR=X{$>nk`KB2w{(4 zOqok+h8om-PQ1P$I=dHGRjhtiWbF$C!s_%pH33JA&BN|6xeuTQx)4a3`~QI?eq3t0 zlT)MhCSE!u1*GDlefrl@9`^4+&|GB!$^uAcUd{z;$+7}hfs}UN=K6}91R}uaof;V# z866#UsfTUHh{Rh>teZyusi@aV}Q0)Yt$n_P-FHK7fs zHcMB86{d6qOQd=gKxMM_9^y_-Pv#;(O8BbcEi!tK4CGnc^ekGesbS>I2+sv6V2lZ% zF$`>JXRAx>Jm+~#(>3DEpmO;tP`xk+XVny@kG3J1MxP9WWDhHdrOM%zcS0o!npiI( z9n7`5CA4Xn>)68ToXJ@!n_vBW3!QqviPe(WkANJieU(;uAGNzctuZ{gGl3ULl7cA7 zwf&SCtfXP2pn2ckTb|7r_CE4Y?&0>Ep8LwGJ&9%yB5|aErI(#~{kdsx^>8yy4?U_3 zW%|KI=2kxOpoi0Tf9{DpL(F>+1YCtajXQ-TD4Izelk$5jAD3m}8@C?F0>Mv9CggR> zBXFxnWg|U8vLP9V0~MNrc!HJOh<8m0S7q>|ugWeB6!n4^jl>!kKTiz}AFoJQsZua# zlFCUy_N7jmV+HY8Hj0IRqBQ%wq-p2))Vfu-JhcG1nOTiqREF;hGy4)95k&jMb_rzo zMacIuj|?TZgSo>Xv{Od3AQ#ikKa>cp*28&&ukB!nuJsh@os<<;@M^p<}hl{HzG=kUm=+ z4kbc+A(`S1HitF+Z!qmbxfD-**>93BFc?s+Th(UZhR!HAkAgU4sABfrhye_XY}kKa zayU->ea*V_l4#H9(!BqnO51)=8w>y%JBNlo{BGz%g-}hcCMnf}lQUOLFJ%8MPr!b< z=>iMSirglicb;q7n_Y}K>Zgu)oR0RB(OF8<)(kGS;|okzC2`|0u&N+rOSH~yA>2Mq z%sS+}#`fT{Pj$?w(Fhx4iSuNs5BNh=?GkZ8yga<|Z| z#!K~#%}o{rXz(@tHnsGhS++f{3|N?RP_*<)J+1z0aoB5sdisjgsFQV=p#aKq`p+|} z)`M*!A6_*?MsRqA-<|qByR(jG_xJiq^f{dyPtJhTajLRZko24V5K}o5MlEiixx}EF zH>lXtbFS`|1@7<1ougH6=pEBi?O*p6e+8E-+)&+d!(>2&O(m>oT5hq$>P7u;9-od>iJCw^DX z(J}dg$@|{3JewU^+ZVwOb!Euykl6=Au(Xd>!2kxXfue^s9T}|w*<&M?fY4<~Ziz}i z0*->o0ER8GiN*@sS6f!Kwi2r9?9fyU5?9QMx?oZ0Nw>)*aHg7o4Zbf{K1UwFW>6qv zS68K)nwlgtjgZD0gHf2Xd(vWhA^?R<3mJJ7Qk{j??^OB>0Tnm7ULx=8ONmNBij-I= zak~$d2Phkc(~)LW-RGFvf1Xq`+W7c;1k91*SVnv_JRf2nSkHxWMnnxkSU@6n=#W4L zB_$y1^f-c$Ms)lUcVAk#)C(DYRrk*?z1uRM#?5@QngA+s&(NrVa4+ttoKT& zx=7xWNX9r>s99U{=3-Y>^3T_|pf7MF`aTrNVNSsb z)4&y_v30G5%*X&Onaa|b349^k+zzJX3Dlb+=8k!zEz~@O?c}+WW6z47GM0%t7m=zUWUnT7Mx%>9Klq$YuP2@}58`kgdn52Wh`|fV^sHX{)S3lePzKJG&JMFpfVmSEJaKK<% zW8@X4+U{_JY9OPSh`&GaEt1#6_JoxCb$4{NxH%nXzul@(@!_rvIyUu|&2_KoUQhs< zg0pRBFKKJTG&mu2XEPLk?MG%+M>qspMU}zP^&vC$--M_wnJzh3m9;Nj57=Kcohi-# zJ#XDknvpPpzjNF+-H@%iFD#bnYWa^QC9LeyhKbEN@s$g%A)7F2h6-jaG|HC-bd7sJ z|8!bHyo1H*3EDR;3*X}_VW#=Mz-se>c)@=BaLq)ryQF^XHA%*K7QYcY6=tH?@Bb|&R0l&`Q zsI`>LdI$m=lq(c8{f$l>G9ocNO6BilBk)GmPyRaiXG8>vxym%*1k}J7f>IW8Vc{Zn zQ8ElHhpL6!$zEqHEiyK4kW9FUA+5JuXVDsQ*rk`8lN5x+tgHjVGh4P_fS$o*f?Tid zuhhzk311n2DJLbn=`~Qrf2CTV79`YtTrIY{X@8GwkdGWtzxlV zr=1KvJ7UVW3>|`2OneQg#rn_Kv7#5=Pim$_LaQBKQ$95zuird>JMUFM|NW#$Qkwr_ zvaz@GEaz=#I3~@`rrPl<+GpNfovSvz@NUcY*JW#&@hIZ9YQds!=>B=m`!pYC*j~}7 z-n)A>SGD=@jr2mV5T~Uk`OWp4o=yY&NPGBAGdlN>s`(P#(^AcU>f!n!h`l;w_&kQD3A(!F;XW5C&)d{B%ToP zp*s*&8IbkU@H)nro+gqhwGn^1pSG#GDkLN@2ts6jC`+A0Ua;A(Q#e@rWN0Pu!cP$` z2&iZz2SJ|nQIj2c6$?C%kKm_h6gzhH6Nj9P46wk-9*TZ5y?z^>Hv4~``4$D^ShRP2 z5;yolw;u7nmQT<|zmmlp_BnkOq&+)k+I0pN^gT+O{r&mYuzbaS2vaRVafqui#x}So zSGkdPJl^b@V68o8<;>mtW(;IyU`r(_FWF1bOG;_o07J& zK3;IlUvT(pxTeXs~`(5&}N#N$75f`r(*{!^OV~ji{Vk zs1@sG^^W^K1$Hpo^jzYMT#5+YrUrqAMt49!N5+**Gfwg@qAKxOb!9Hkb?UJyVO zq@}P&V%(#N5wf=xAdjMB`^!huB9W~01elORux%rKFDJ;9exLxWj7F?%ZC&r)jWB>l z>&}pC<@bE0QMb200S#{~2o3AVC5Ce&#+VYs4Rmg5;^G~j26GnaA4qF2O_QsaPu}zUQ6N=KA&Q^ z>!cie1?Jkz17yg`^ufnNT>8xef*W97F;HvjY=lq8_N)Q2BPebCzDU$PrRN~~XG4?~ zn)210kttdVGzzN!>~kg^OzG9O_~ukjZJalGGEvM!#l`SO_g@kriKZ6qrlFZ|N}iP^ z1-**f6>S^es=5v9X3n)8lKQQwlMQG;D`~K`UYj;H3(XG+W$%Ii zONL$qD3PAZp~}6g(*LPoOaJ)W{Y-6AQbPMVC0HE)l=?+$@^{ME1Payn9}{L$uO3~? z_dnX%YB7Dw!fA$^3a@Ye_B8M90f{!#r5GJlpMLbYx){~Q)jf@OI~u=zzLPl7Ca${{ zDC6~r<9xMCQ4Ai*2@U8m?xd}+YmHgUZC?+{$TeZk&D)5iqn+Vu8?G*&OU@masRv2U zZVN-Z6@)5j!pRO$8!Y~q0E8-RLomw*1famq`n~7Yfj2=3UyuK&Ms=RTT;j zD2^9^0l>eTLnryeSw&kEiiu(T z;tmyq5jR+i#3}Thy=Gnp1l{~n(RBTwZQ|cQJ%3{AxyY^yu(*nDXkF60OfkS8M<&3) zJv_@WTopQPy7zO)B;QwGtDQvm;IC>yi6>C<{pNz`x=COW4UGhufu=z?lkqd$b0PRl zfr&2ksTZWZ2f}MgkYQ>=uKTi>o15%D$<`;K;lRVIfm7`H9kPlzuMEmH;z8S-zxtt{ zUlM1v)t}i=pTeT3zE@WlG^Td{ zYOO;tDL#9N?wmFNmB-!rn-cQu z3+kKKejc{fAF9PamFGlpQVFuA>PAHlMGcz3&IuvD;rph6>O2f9@|#NaA&Jw(_o^zs z`wGN)qtJ9c_gkHLDy3t~YPN@H&%dVm=Bw{=YNOc||7?#)iDz~>H2r)`cVke>Av({c zKw~dPWBG3A9F^@gT&us_(D)l1q zfwFYkPLAf*iYx0dwJGiuOiv^yU0sl@e6Yh9ygK-L#iP@q+hY8kiyT|3rUBbWAf#eZ z85SUghfY&ak3u-rsCVu#?DHCLGVIL+DixHrw*2e zoqxdVLI&ZaMtbv(jgLF>>WyFp%b-1m4ZAvG%$9vQ0~yTRr3B?yS%Xe{g9bCGL%hv} zDe)Wc2c#X@=uo#i4QcT0dpYTI1>q1BwDytawNOrNM(@b4s8jUZ?dKM{M7(?Ardbp5o zy|pq>6h;Esv*)2NVe+rY@9fGW_rD$jRuHe>?9!QEJZI z3*g>XBq#s)j(mIH@67MW_`uaS8Z^0@IBKt+8#6nhKeYduQ^qr;7dKgXC5~-NNgqYI zDgUJ+Lmj!&(R4hs*7$90)hUfV`3jx66@)2H3p{kNjYN_l$I2jI#PO+I) zYcr-&Fd^H-0F0^QNedEhP(nA)CZ2OS{1P9M-@}~g`&fk% zAs}1RJ|A~@`i{F7wA{61$zi>X)$M#ni{Z91hndUnfH$cb$VEjY-Lk+d{K00369p|9 zNGh*Q;9bt*1K9{qg^M1O%2vIxz4*&6=5zA`S0Ihvn7w8=DJZZJz67AIzAoT*U)Y&TdmzxLX zDkIv*mPJ0cX_57vGgiyNhWKC3e zImk4hXDv*|)n!F`KG*7OIoY={0?K2U=L2)TMvz6yjjppiY}gT`ky7hg^)sj+Xv-I~ zLFDqN|6RBf#VL3G1S^?sl{u-cyUKpwL~p2l_c^mi&b;_lq@5&Tz0tIt@90>yVe>;z z;Ko1!=}k@Y}H}g{2AYn(#%^0{O~+dDfLw8 zOkl^-r5n&cYkwZZ=dx@E^~vplVTS_?FDl8IPkfD!G=h3umEU?(+DC&#@1@nBNGf|C zwuJO*qH#+r0raMU1VFKJ2^b^jIurdvqj&YL>R<~xyV_C#sd+cpc@l-0g9e#24*Gji z8TAV}*Ee=TA2Ai?fbba$i*UD6*fiv}( zQ*r7S$6vz3fgMR3y?o*BB;;7THQ~c4&(N$%)x;{}HYWwGNOlSmc;Z?I_`w~pGGvAwGwe?w}7mMO1{4>0y+|Sau8m}oV1>CA=E8E+eD^t*`X1zpq_B> zX+#Eq)ajvuYOuZc^~JCcXi590s#Su>FK48(qTC5-f-qHy!Km8&LE<_{%vW z&VmxK&{$u~9m{5Q=f8YqQD%>-r0D}LmI{Z%Aq~K?W~8_wO7{X<;*zT^VZNTPgOy4* z=jzH<%FW~G>Eln+%M*lloY0#vzL0+$16Q1HSR53+tm=B!WUeBK5-elj^o@V*J)?JK zQ(S6X1gFgXKP|w8jy!Hxl^Nd$)Wq?dHa(4}$8yidx?eCW-3k0~H6)zN`nN)2ZN~}d zwH-HomiIv2Uk!5$`5Nm!thn1NrcOA!jjoR~N7IAbvG|7sDeTK|pIQ=fUy0%iS()Gc z{$hOhBQSJ8v$;_RfVz~_5=1%Jt!wyb#b z+7n2H3dUQah`*C6mfgnbIVrD~k!P)S#ZE1NGBLB^Pe1OPgQKns!pplF$6xDr565nP zeXRmpJ<}b`6#uB(UYxzjwXtTi?ju!jYmg+NottU*-IIdleShMaCRHyPPbP*_SY0hP z!S@0wC3FVKxHrO*(5Lg!rwA_m$R8OP*mecdWV}TbB%RPqc6l*hxP#6J2L8Wv5KM*? z){@nX`;_9&Y+Qunp}+JVrPMMSw#V=@t0NWw9Ed^Z!bGF*#Jx{f%F16@>o3ZHGb@MP zPsJx4l_S^@!DU%V=g2Yl?va!$z^?eqLylVozE`-M`#LZ>07igY?CCB}4srA_Ubl+I zKpX)|t~g}!jT>Mow2s4yG3RPa&6 zuwsmWBNRyw8j&oqOkI14P|_!jQpkzAd`Ol(a7wlSeL@_dmYg$6pW9J>43BJ5`LpMI$y{&6FwwFo@wKkC&71L z<%aqu%{Ujiucqd8-Q9zv)9ZB_!D2}PzwpfqsNqOP{&uU~pPyTjCT}LmCG>nK*3%c( z@@el(yZFo8=jT8{q%Z&bp!KC6#Dv=V)Arr8FI|CHbS1w-E7V8&w3OS=WTVD5gi}u{ zf?J&qF5mF` zyv;A);U$3^IC*`3`rY~Z;5_M&ZH}AwX}>Y*U!r6fI`i|+#D#%j>z#WQ0Sm0?_Ao}< zo_qAs*6#*|e$mv9B?y;agO8XZ*@Z3FK+x#y2)4>VD+v-hCnq)mTDRv}x1l4Z zPZX(|b6cIouBJKwBDm$UxlggPm2s0ZkQtF z33%k53FNjN$QTq5lpw*JD&(~YRw0)&ydMFyofyXpQOPL=dRS~Lsj1qjgcSXP?aEKq4Vy}f*i zdWpO2YLNB8KLrbru0CORf3M)bz(AZO9&3!9)?KRQrVcs)NoOtY=oB~Y`GRV6SI*gT z7T76a*8hI!A~`j6&_C{BMd+p%wL@*8V-UrC7|52LHz91UN*|)2y-Bt214z=oraWr# z`qztX2>L8nWtBEg^nOZMCMMmMDF-pB{>X2`NpEtUg0~PeLKehL% zcda#V?dOOXn>rCj_zlR^=LlW;QWh2feaM@M;U6A^3 z0l%d7RT(yZnBw@&Bh@RDPD1C8dxb$baHxIH-onn>kyK6CWiN`k11!ONNLNu9$uY^2 ztX@O8nuT__&$&`P^*>k@l3fwU8fG&vj>pdx9q0uP#fPRCsdSpVa3C`}sSTA2E>;0? z@;dmNk?q{CZ=c|{dW4|WdyshuPrOEgeD-vJPZi_EDv0}#U{C-M1|~bf#xZ@!Jhl74 z%_|rvgC5{LJRZuN5S*oYS)zbav&0~q6#qC;dYq$Wf}ye}l{2u$XUK+(nzpuKD9IuT z4bv+GF(bPmRt4Au2`myXLXwM&g$Hm{2{}||e(+U0>udWTNN4k=DdZp!+@=S?!+F~q zZ_Zq)4Asb`&YW+!!XeIPb#;$$UIO2OfGO>c@v2T#?Ag>XIcV2}y6=0l;ttKv+|fTP ztG&w`590#DJNlQSDxcSBZ}3t|C1sMn)Ex5oSWyUYHFA6-XZ&~yF>WAx-w zXBoP-PdBgJ$j6W1+o@P~KQ6D%r12eGto@<|0VoYO4U9V(C@AFw%XJ)kC`G-x?1d z?gh{~Q7Oi+q&%wJnBcPM`ZsC3cuDd%%^LBO>DCA4L$&cP9jClB{cAY-PSW#kyxZI{ z@`HX%0pAAlhw+)GySQb-8AE@!j_WlvMm1CP%|^hsrJ7eb zz&1y~wqbC{X9kh<5^-@DBHBRNc(J2j_B8n^eHwgD{|>Ud1xyZtfA(~0P}@$}Lee3N zbRz@YG1J-WTqoo##Xy@P!)D^$u4i(5+Ve1N+Iej>Z_-}4 z9NJ@J4aLf6fW>e=DM&y|08ndMozH~QuK zGw&|rsCiwB1xFQUzz&2A1^gTKiPuXWCR})ioGY!j_Z*QK9DNw@XTgvBZR`Bdf74Vt zIN#?v7lbMY(jU~4T=ADzL30)UJyDWdLRa>8p#X=lG3LrOR^7iS(jjsfOz64gcU~_` zfZX3FQKRLXWAh^UT9_k9`Cl+~eIvKouMEj42$;A!YHuR%BNo)W`oweYldFeIsL@JQ zqj<=As>I$4G4+U^f`-)7idpiGNe|SI$4ob8+m776&j}?&xDP6h<#<-LyulMj6mM=Z zCJri%WqbO3STZ;Hhf~#~rZ10-ZB%}u+p2;n?K$f?930j1v&!@nAXhdlyfKd*GQ0#M zE?|bN6OBQcl&Jk>koyZjp9Uzq@P@$2v!{|P zk?dyBdKKQ>W^3+-H@E7Fj9J*l_0GM8rjx>ZHZL#a$yb!1M;ZD);`*Nj;o|yp3p2hU%{pR$JfBSV@$JOjOn>hKdcQkDa8b6n12m_RRl6Q>ZY!^) zwk*Oic-GU@$BXHui>9n-8I&|ivradrWghj{jGw zN=c)zz&qh}M6KK~kM0U!<$rctSMn>KG^p_j--GVOi+d_JIvHrHs6#iVq_;loJV-ew z?Q9)cp_Wy!)Kfroyto}J{}&S-?ctDEYrAd8dYW~OugKPzIV^x1o0xENbL<`=aBc-w zH&WJK8C53hq8e1RZ>8jvVB~Ed_dHan54KMldizj-=bm=0#o5&4RM?Mtq7yMojg%{c z)(x6-NK_OHlS9&+kmOFY8b;U4ev33XyX*!*bC=q8kCU7;M<(@)bDPKPmmBK20~J(D zVZlk@Hg;fmcLA(=0Utm+y75^mxNQed34De?M;alVT z&>3-W*6-6|ifD^K!NL83TR6;26091Y3p7j&?0%_wz9|h8pjM&a4naGZ6c8SJ%Yx;- zlYoUqCovc>zF>26Rgl8K|9OHgjz9Pj`SIpIu7O=m9!{aI-BSz}MX<>iGkvPbX4bhXWUuQ6nX`NFfAQq9$thT(k5kqMwel}nw?hU zlv7pREap3)&ENa#rre#ULO#@cXM6A6i`>A;@u|V=pH->}W^zdku6iLq@s%^)JV`Uk zzRy@#a4u}&y~6q=thcqGkfkfDGDNDh=ofNyu5$iYic2WxJ-aEL2S39y)sGqvf2Etw zu_ZMv7#rvEF8Iof_NcpsY*tWT)^0+H;)v@+K}ekJnzdl+s)jy}2H&nQuPRy9_JvMF2lp<@V!b2+`HM5!W*3s`I@Ba4Sj+{!m>Rd@9{ zTOmh~Q&8wkT*PUct<)PEEQvK;(9#0eGlX_IZ3{rCRoEUdfM3isf9{p-5p3~|UhOW@ z2WAb?;!Hqb45TW^BmwnAXkn~N^{6WpU5AG5f^a?-Z2-nAs>Jtc0Q7%dT>dM0=jvV9Edv`}v?0XDX% zX-u_#;P_abJ^dsX6`tTbk&Nu+yjfk^9H^Xm7t4Mz8O*X#12H^geq+D=iPuH$062dU zj`e@MT2Q9EQ_S<*@Lm#)4I8B~X_}Uf*Fq1T1TR&#buM{PJdvm3u%Ivd)DWmDP5jrj z_CBo)^J7U$8lp0pPknS=M1AXq_R3^kSGhD*B!?rX<&`9Ar;yal!_741zbMVxX;c_t z-ZQ5StdAY6$0*rJoj=EuSg_B3p6nOMY6j za!_$&{M`_`5!eAx>17y#cpCP_+NFJQ4sCeiX1l>46(lS}z7SMyb++{;azOx${!8T$ zrvd;6A2MDYVn4pWWVi5XB!Lq?`~Du?jND z9)A}qLoF1pv*~}uf*>fB(}T@+R5Y2J?_GzJBJ`U53A(`olubMK>kBuLWBnI`v8N+X zKuY;gNaZ*P{zYh;-}j&Fo%+B{Egw6i-(VC~!U3Q|nG+jkC}!*=!okjHV3~&E&VunN z|CcSEkYx+WOCC|A?o9L&&$I4vmN77tam;n}ZrH~|_mRrQ#o`_>*73nG7D7$W>%7HK zV%PMX#QdG@<*G6li_?ls3t|<4r%d1Od%H`;Sq+(UC)d4bhf$h;K#>cpD5zJ{L8uzi z^o}NPZU1@L%~&}<2;d}|78p^=dH8ua_{?z2ra_(^A?%?7KUow-3jKLAO>#;FGtI5n zQD&L~X_T`jgpF0{kjFezL?)kmcIDj<_CCa@Mc+{S{f9}_P{N$T@@`jK2=m&}uNbS9 z!NO<5=K{K)R?aSdzL>=BUc;JgMM0A$sLw9Up>z9Lm<+$Y(?`uP7TwM;cR6h>no{K% zZ7~h}qtI;=!rkbjQvy2lFuOe?Cz;~*%eY_dsY5x?4RFrrUwrD2Fvu?7nm5LS2@yUU z1H}&u7A7CTPEPZp#r$`=cn*VhT}quoh?czY9ZZ#heXkl4PA9@iK%$MH5j!Yp>p^WH zsx*BlLdaK(ht(5uvJ*OpHGw(7WsL&<8*X^vGItLG;)u~p;7b*Z&cllVEk0c1CNCbJq2;zR6)C6mIJo04 zAW&swtY|^?I??dUC0hI+QQpy)*lgP$vj4odPjyfcdS&|8lMLz}Ox$Sph1b2}Gi4~F zuL)l;NkeQn$=u162ewJmTVL}(dxqw^txb$gUOZJ*kko${6>o?ymRoj8=oo)tW`)7F zTI8WBS+jiQx@YQ?A6imv;>#?tQ?YdE;}~p+^b4~<>nOvhet2x41PX(~*rLc5biXvQj&dwI;)R6pyJ-N+d-t>|{=zJ;h3~_sL+Ah?q|GX+~S_g^Al9P4ExAPMk zE!y}Rl`Lb12`ZEk9*)B!AAAq5*LpO(d3XA-r=g2>dFAl0f`!mSRU*5qDI=l9Wn8iD zN8k4M1sM2rEBNykQDtq8i9CD7m_GyeP(RZBvc9pV;AICgavIibW5LUbbK;6Kk8$mn z)$!cK_0L2Rjg8@B|KKI5gRB6x-Tj|ukNbCmAG-!paRtC{<;$?!K|z^!iPD=QNqXqFKNwd9O)gjNmjy78}axJfxq!w#V1! zHTHe;Y}Bc@?qo#Lp?D@ZseNST7_X|wcMCf?zA!V8Nj9Klz``+>^2#JJsI|*@bc9t| z?`8a1Mk@tTRY#KU#Y5rgE%MNWonVrNNUl(x?dh{#Qu0#vGGG>cp&2qSFb=SSJ(CLrP2Wb$7he*`5q*ePEoqI zGv##+A0ACFMA;rIl&ZH=>CraI(msk~OYgbXY!FfM%z>w{W>DpYr2^-qau${swg!qb ziJ}_3pPIce!x`XR893A9@~{lg$VB4}$GN%Y(}H)UgCD|&s7$(`8`YmlSg>19zh1Q2 zK$rehMa+>Q5ljl6qEn)^Smt03AeH}2Yw?v1Jn|~OxCSc;u!AwRs4fduhpU~6!A|7H znw3eSFh;zCqFuOPIHc;eB8#F;VN^VVTzf6g;Xqo8PhP_7X?*QqzW0)iUx{pi{;K!0 z&FgR`fI5#?V9#+ni{f@-HnVX_Er$b#y&Ai;75VCm!SQ)jjF^mo3A-0hWT`l0VsVCe zhX@fdurJ0yk14ywqa zlPdOl>xowCyR907rxh!3(=$59U#1TV0t0-8Lgd2wzVW&z`L(WTPvZ;rAMh>QF-hqY z`F!}wcCX&L3C7K$jT$e+Fs3 zld#^bZQGzfT+rB~-u-oYI}P3BzMQsfIz7aE+{ibhzO%b$yRUOxpLE1t3Z+zAuwPY zQ_!kBzp|eyQPG&E>e%krxV3z|>%S$|x_5I7ZC$fsj zpUe6skyI$hh&Wj)Uz41gGO&T9_|qsJ$qjC}?0|2WXp2h`JSJEK;CyOm07YhW@k@ns z(P?Q5t0EWcHHK{WT9Y;Y2B^PQhJEP8=qlZrL|h;C z_Sul!W-!uotbPmzs=QPDMyB-Ja~B< z$~|BXG8rH2vbCb9grdDCwOfym`~#P6`3KHMaVZD=j+0%JUsCH<#s`uy+%q#z8#oeJ zJ9_TFaclZO@^gD@L?;Oy9bH}(xjdRYy17Kwj={s7{kTsfINNq#sSW?FfjLhmJnq|h z-;3`K3g)PZxob1O+;Hr6F}C}k3l<8F2YUj%mbnwL*xOauGKTr?*C{QYxyd^K)}?ui~E^32sY_RW9yho-bb{QcvM`j`xTO-qcy^Yatt{Nk?0u zJs}%m?5kwtE|Nj)-Lz?Cr%{s)S4tdS1ZYP@T#7R8Mq{zT-A=I`f@$LpRSYFsjsP6K z#TMQ$;AaPbL^^0$><12ofvE6fXi3`~pLaUGy> z`qh7)*5j2~pei6t?n%ss_+SJx)%jq+b6%P(m8}Os<*F41LMep|HdGe&Yd7-0Ygh>5 z5WibggN1{~_lFuIuv!d`b{U*x5uhmmXh9NPx^#(h@~~}Gzd7=7Bv8Ec-!si2-19Yo zcLhEhani;Pg3`VnJ?g&)4!@cn-I6L$S)8MIo~BbWC(hKZY(MRfRS?f0NoR8@oA6?* z=TLg=j7Ie_@?1=@F!zx$Px-8n6-j3dX5VE=hFRd(bgnX=eOTeYI`}9}@AKgXaUp3F zn9sJE*^qA2<9~?#VgwtfDL!lNG&8GvPsv2DqH%N#@D`u5qp=AMvQMxwl`3P@!)gJ{ ze7n&*HA5ZuKL^kKJ3SjUy?3QTvBA%EEAp;ZrOjr`^hW94_Vmu{i*_vQ59yD;n;xU3 z^FwpIeYE{i2Wez-ab5iD z*TWmb!wt=?4un1@*J*zXHf*=@rKbXp4CqwZi7eff2_CV88Rp5v*p!~HuWbraUe783ThXB(B zTLlAzZxIY^wx{ZMFRm$@Xb7+6n(YbQT~=-k;0%hUn@A>4kL!7X<$XkjVJ~ZsHPplx zho{j^1avWwrhidEmr)=$mYD!G+)99$4R^IOqOr>JWvql5Cs#kh6l%P#`fjNLwPM(# z#t1`vclZ6z?@Vl}CtK!n=yQrc{su>pm*z~9W{Js=rGk()E-ub6iteEBN0Wl-=!Ft3 z=WG){KA-&=)@kAg<{C9}2*r*!Gbu^&m&%SI6>R z;#vrwyJkD(;X7O6jl7n7F|SLxduQtU2U?CX zidg0W_g&Y+*5v|cf}71>-$bMc6%B9SYAIGMCvHW?eIqEE*mt8NoD(``B6XCUo(fks zE}@PW3ijBWiGjOg1$)jRKjx)l8}Qc(`FSBsb|WYHdM{ zkHmyzk1m&&fk~7)!oOGxObUWJ1jnrL^N>A2A_1XZ9bI~*qBp(^u8XbFA z#jNu#3jwNP$gp-^xyAr(er75@mnr-6*h$lsllxL9syfo%eJCUob!5m%LxbPPBt{p@ z#q;3Vs1+Mz!{>xmS~Ak;1GXpEW=n3^&bqhF>?c|`%2T3T6J*7?9jj_T7`3A)Rc-$9>ui3@!J9mjY<8PTzRld_0*5w< zh7OkWSz3sOAh|ANtCYab4Ph3}%bQfr-x`0Af6D((%$C&N!ZF5mKDE)Hoj@R|qcs_m z_A^<1;-$u4C?Hgb#x)JT>eIy5ePVw;qiAOT?vb|^KBd3I=`60#1?}FH@S`unJ4r8- z%X&I$Ag%AbYM&bwb(+{&ZpZhJ>#xcpk)_>ybeagHU|5VH)~*HtBcR5P3(5RD%~w&4uwQHhuYme_*E>DELP8RC zA>vPv&GOw;PLJ~ku$XEInrI6x0GR0SfUH2jJS8)qy3@2jy4Ya?u5==jX*`XOrzZ>#gIU0(hnJrb*K@55 z{M?|*2?~W04f0+6JrwQToUrBeWr3gO-zzgUM`*4&f>WyWH+Zuo~Buot-G4$m|XXf9Da($RtZ z3NWzxtg0&AC*NlOj@q>cIVP28_Z6-PE{zSAiu}&NOlJ}dirwq-E%_!2f2<;(8F?w> zdS#AE_+v?lRV{j80F<_l65TlCy z&x=HSG5_%JNwpxy5=G;2gag_Bu?U=f5)``p#JEZ!`ivMI8s`Bn4?(OWnuYS7v$9bVM~`Cw>>$wNBFnoq zoJG)dIK#sBjy$gy9K1_km?RasF@}eD2~{DrF4=C4X<^lSG`T&08f!kt^Kyb&a1~Bz zbj(RC7m+7iag9DQ(K^z?luswq8muUslorZMkkuX|d|P@@78C3y>6m4FSh|&2R+syt z39-{NtL^F%$d7P zI8K~wns@n$F77bqZ>_NcI!K7hFiQE#)7r{pj=~k+t)@7+rnBMXs2xl=qw4WVJvUDn zzp^RB?z{MeFopOqKWW7~ZQ$=1@?MamU~hNrxmP9RvT6cJ^>E)ri~Is7bi-P^3v0!` zXUS>tHQ=tA)#MH0QF&_5WDYGn)Exjno#e<~W56MPkV3jPn8rb{H_P=Rn1bAhNJ#S| zr{{*Np}+~Qbu3apqSdS%E8ogJyV1KnZE;mM2Rrr+sb|Ik#QZZP6 z(dP(zHWO$%mAS*Vxwd}?Gq_%HcRhGWfqQ70n^2o;NmUy;vpZ9a4kw=}CZ~`l8GgdR zIHmCn#JuTDOraQ>#@D+tp>-{|Ha)J(z8p0XNz-O;Bt3TgGBB`uB$o8pNjT-5+7zpd zEIZ_e=?r&?^oE2(Xmln*UnE1`sX2H45Gu=0D)KkBmWI3k2diS1ITadt(A6PH2TRfo z)#cB;JrK*V8=WTWGxp%&K1Wxchvl(KsJXZIwJ9fX3h&Z1jO@Ki)nWDIeaJbMD~eyD z*^^nV2sqqb1W__MDjPH7r7eXdqmR5AcojQsf0sjUlGXT9>Flgn2QR^`)KDYh1dulH zq<8nFm=p@rfX7MBIC1X@lh5c@BxaT>=+;2~ouSCO4Sla%GUOR$HM2o}(u<0{`py0)+RKDmG7S_?I_SokTFWFE- z2-hoOB~;>FE~`ED%?TwW`9%>D5h*gR9jWTI3S^dsfTbuFN1L>*Oy#(AyOEe2B zE|OjH2q9B}4E>2?o#}De28_mWvi4NYk zR|$*lGr_bcQ9{%rI>9$zE5!3IrUCAKkKnRJv{)%792$*|VL_#QRWyS%6QV1bKr_Xe z$^TM=ut{VvRs`6Bn~aqw)Jf(V8{D{q0e3u)~JHXN(~ZU1cgKTlXD_{jRnfG^keYQWIHy zlu$WWm##YpzQgivzY&4k>rpxRV_fI;ayK_I*1}*|iCKcI{29DiIl)lNq15p3`};;# z1sts0U@1q?tU91*o8~s|T5*Kb=Tc5+(s9Z`i0=%54yXZPv>Z9D1#ySRdAA|Kf&H2_ z4x}{{5V*;b8e!K;@7jwb9Z4<_i?tLYI_2;hcr`Pj5m5+eiN3j4d8|64p}iy$Kw*+Y zc+m#4135kfLR?}P55&amL8r^NS|aKxI@?s=r5k;_g@Xek0Nb*!(T9QHMVn0pvvo(9 zB~UbBl^%otd;)US^&D6-O-&`^*Y%&`iM{Eau7<$ixwRy<^L<*m8^*xD;eFpZP(uHU zzjn~#80dbXf>|Lx-8&CNkPJkP&4Hk82OW>ZHt>QpGCo zgY$0!AN-fwSNGW)+~-B(b_5U-BqC2snIOR$glSA!UiP;28)rmlE-ksgJY(OIh<6Cn zb}oGQ*k^92y4l?1w5B%9esl=IZLl?yBQ~rt(evib&VH5UQ{(`+;s?YEuC81|o6yMc z-;01NouVZOV}~V8fdvI4qQc#N&ZEA-lwaoa#<+j%1>F?+DGuGGmNI#U0@=Oo+-QAY z?5=ghXaVZ6h{4dL0z^-b=)6$KeX*1Pd1#*31?`T3@mcM)MgDE8S1~27z+!!X6f-1$ z<E||M3Se@CO{6o=- z)K4i;c0Y<{{?KtLr%YJE3U>(YO4tmVZ0sqYTlbHj*$5mNPW+?!2&c;?b*N3fQ9#Ry zAz8uO+fl(OoH?B-%@nm;F}Ny}iSVV>@=nTY-}xQyCqeV?2jAShTzNj*N3-}U<6(Cc zTGUsQOb&2Yl;v};gf*#&VX1UjWo;9+E30{yW5(5HRG5>SNA19uq0sVE12*tN zJ;|gfQhF}+T&@|BtbEQ?N+!U@0)yL+hSlu@5ZYA6p`-LE1~>`Yr*P7pK-|cisSU$M zkE!IC^l^uTi}8IYk4J&n;L$lJEdxjcu^f-k@f CqelM)G;6vFp#yOB?<}32&1RH z=>r1{7$%Tw35%&v_LGWN#ATTmR+)>BNvz%3*-+gIR^6Q03BRYh#>78-NQf<&l=|xo zqZsZPrkae$NMXt`bm;scqi18sb!xg%klYZg!&zVmLw>!{q(0f&30iMpQ;K zl!aA?BDGA)7oRj|)v?A*h{pW{6rePB8%i*{StF8`M#gR0p($pSPtKX<;PbntnQxA}H z#@#3Jh4vHp!nM0yQmkE1tl6p|eNLS@Up?&Z=Al41?~v!{QY8u}Gvcr|eRXYqG@yY$ zU}tsx$jHR$5rUUOmva&ZPg~9U_i=NS*WPauud=HKu$tHaV|_Cem!rh1HbsT^B`B7 zEM^}em|V(*lWDdflS{jRbRLpv&am->5R_h3bZK(oa9nbY0D(_7PKYoBy zSZC6>dUMm-$I=cPF0@}hRiD5_hI2{dQK^*mGR(?BeH+Zp3HON(PZ&7vS0srSU5e?6 zWuYzbMc;Iu^QKlBn$EsF6N<@|h4>Ti$Zzk&{1&dwQk|OLG6_np->wWk7aVX6+!4+_ z0G1;kW)PWXfCl(4j+9Ek*_y3i12qhs%&q{wz4rH0#AlFga0FX3e@L7kgXR4Ixuvnl zNXs6M9QPWAdkwfYEWpx^FyO|1@KQjJs7`~Lu5SEdW~cYxxBV8dMGRSiP-h6&6mpl$ zXsZ^6yu>f&0C-^NxE8nqy6d;bce+%!Q+Mv)8wrZK=MJUl#bAF(umHzB=K-FGCyd2v zrX0&^Px2Eq!LcPr4I=`^9d*W(n&gX?gyP9|ZMeP5*|)mKlfba|1>C1l&LDPkf}82i zgbN0D*n?^e&g|yl8QC0poDb)uh_h9!{mzPGMogSVv=nP{m@Q;jUJ{@P<24a4jPvcZ zSsY?Oi;@9#bSQo2;~XweeKo2G5wN5Zw6HZgQ&ZcvQQN$Weo-s10#=YE*-nd6 zq7RJBZ|lz~)wRa`ctt|iAb1~%6qP>yTAaX681QrFav9rN9i8#1A-*J|OcR==?tngz zCwlwsY_0mQ4*RYffeA>%;%S0EE#`O;Y9Ap;EZ`;VTcY|WjeqN#j##dj4VO%_X=5bI zF^M<+%aQw4HxHm=^CuOPXTV56{PC|Uj;UXl-w_(!oR$X@3p7Rd6=KkbO(J2PV1y7t zzzhJx;B__FB2|6r`ACCK5KGXnd)w$rlWirJ(Th9;h*H)Bdr2}rJ@R72$w_atPK3FZh^^t!GBkK;p-2%cz2p}w+?(gThHh#z zwl?<&Jjxr)OBiC6Ze-!G!%N9nTPxou8|G*b-MlJ^VqU2PdvYmpGEcr(ZAvKH^c`GI z`K&#a##5ZqykZO4b(Ut{S5^yYJ7GR;ynfjCQ{sXk7 zP9Lw=0tbePeN37mK-7nT=%2xoJcGFTUo)|wdEbwv9^1lFDH%*n3=;|o)SE)^w?7YX zHD6=O!PnFj#sj~HKj5#3bK5~aC1DP3ipJH0UW5D>h5VEKL}N-|j6Sga>h{lj+i5$$ zvv=kLer+oSY~m74PSPSa0jA`&pEU7Bj6TZOhTH-=`AN2QD-g#xnoYTI&$>}QM6u?C zE-8KOO+qe^5!Fu%LteQMYS8=TC*G1R*FWauy=M_$Y>7OU+f)^^4=oR9yZcykENMz3 zBKcyq!epyJTX}eA*pLE!0^C6oqSVR)36qB%A5wSn=Fr9Q!{&@u|*YYsiYNxFdld(Rg5v9Gu<>wdHx zW+W#R(6M;jlX@o`7nh#vxDS06SG(w>?OdJ4W2xxn&r1iB(i|&Q_xn%l=-TA%?Xive zK41TPtNu}R4AkgN9|(B+!Ax~v9e~vUKeC%P*`736dv`Cer5jmU3$XlS>W{CQ7AokE z++MYT80bs3q?S6nwC7T%feKllYztccS>IY&_xofZF90AcZ``o6iyzo4yhB_H538P_ z8Xe8UDyAOkk>2W?96-~M&5v>PRgu4sQ3+?xaP3#HgFu!vaFOz+E+LhN>KL z%C(LG-hWUF&2=1#Puo4 zYieGcSNz|-0M0IC&pfL7SvqdFARTr)2qnnX>)S#nyHxmB+C zh)^{zP%gg==Fg0&`Rh{rJ=u#}^*g?6y{o|Q`WC{6uje@8UM6$ z!kx`cEEma_xsLkM!97O^)vmvT90Q5iFa`iz{Cd%g8YF;0V5aS@0O%m{Jp#puAE$z+ zi^Jk({T(y%8wJGu;Y%8NAYt2^Zr^5n|7HgNmK0o)-joU4oQv(BR};_XbyD=o9q-r` z(^(gtE|993)#BMsZ{X$HoHW(p*}}m)XB~%xvPqB-AmM<~dn&e`n-w?4EIy)^=7vT$ zN0O`wXMkMs;0XU}I3FgAytwo&7FbF$%NZQXC$&1Hb8blv5+*U7j$9(vM9$uxs#p!@ z9Ma{`tVv;26tAvu2)?0szOdmjAS$_vs2N88n5yC4UWS6~!>I6*BU6={_TvOz`H@-b zwE-I@#bOPI1H#4fxl2QHO?$esTZK$WGJz0^j@+iC3`R z25dY6nRXrRJM=W7>acl#h}Gkzhj`#Z7=LNY@LpbDUS{-N3==GmX`?P9ukW#%F8Pu5 zL-TJ|`G6(!lKph?QYsZS(E5CEbQ%gkPu&q-8hi=t7qEoJjlg)&xHib2z(8mT(*6>= z`spauO#y>$lpE~1!v^xh<58Um{}#>;XzI>cS_UkD2%ia)d#ir+R_$`HlJYr-ETD2g zHS*jgxaAj_lWr7}wZR8oaQzH+UQ2*i%3!ZTwISJ?Jex_XoBg#nw~n~K=}Yb|;FV0+AI)-MVR2lL7i38X;n3M0Dt0mn_40KpLD}8 zi~6E*?#fW1z!TCOndVppajH*^0~ZeG1wKHfavyyx7=lhd?!vT^C%FF6zInWr2sexQ z&4IAcoY2r}q-f@oI#KX3qEj1#vwMNLnXfTXJ=vR*-xPh)?>C3aO5fV{=#Emr%&i9b zT>@&`|60Ht0+7J;!8ri<(sEe|xPie4Zm$OCwt#3}OvSJJ(|ivE8yW!zBCa_lk5DK4 zdKWBB7i_iAV;j4hk@qe#Zp{cL)`L1tN9zG|5LX6j0L$$@|TpoBS*eMv$Tj2LI(lWD* zI3n>0cp59(5FhwO`Cfo2{m%@5N@oYS(lNg(>@fNVZ@)`uJAhTl>(*Ym} zYt=;IvWbNXk-YmktQk5T!fZe@fso_dFTI;9SDLl&`H<0DT~VNa@{yLGwVkOlvB+V` zgm1fY*}0yB4R@8*ki~LML%K9YX(j}Lr~7T^g=&o4N5*5S`60?Ek}EUUWO4wEe%<5|Lv6B3o+UKBvvGq}4oMb0j3V_WsD5c4&-VEVmW zhb+he3yphfH|8Ks6q9O~paD0Mc0q;(Ob)V4g6&g3W8|&vP2l-Ei%~(1z~TG7#B$BJ zOqkHgKVGjbH197=gOH8)2cUv{*}=tcd75=}d!=%H&bPkH8_W)zJO^RY5O`pn5!*o2 zn@#1v0t>mcp~+;M6K>!8Lvw3{jdOoL@4_UMRWYtRcejRgj47D~P3k*|E0tUtItsv< zU|)JiUv#OIOdvGii6>2bAe;3|hLt9F_xKd79XNb zNxtYpzQmA{QLe0K5Be8ej;D`Q*B?^&{Fpv+Mrf{h(!HgM*FJ=FaaU|q43Zk#`%9A> zmKcxu-XapnljX|-C0q9bcKA21)h(YM;|)G=G-w^+H;{Upf--=3E&NONg9riB4=)i? zP7A+3@@Q*_=r&yh8q5Hn_%8>J=qxD$w+4cMY(9FQ_JjVZPeK~GOFzKN!Qn0bk^@>8 zu>)Obs^5Y}#1TqRjU-h77q5$GrdOVoAWw9mc81Z+{<*@&RTkYjXC~FI$tX@^ zypXa`28ZI+Q!WXH#7@e{X!g@LGvK(!!8t`h5cN>d7a~iN7nnq|57SOV2JUM(7t<-# z4ssD@_YlU1>rC8z(#1qlbq77fy(-LeP&-r5RH_4ga+D~|Z9m7d$4YpvTkS*be}28O zJ2*xkvVnsj!=!;N-Oq<9K1pBzXJRHpX0H>FpcX;u9FG*64_qRR`Y)^OECj9H4vgCG zm(9x_w)qMq6Y^#rj-bMU$J*&ljc(Nhwf*QX0Zomji-EfX!Vr{a#oPAq2Q(C&D*=8C z(+u1$WOG+L(F8{uC_q~0u`(K%&8z~*Ax=0cRJlM9$Z zVepiQsUkt;&$l+@b5Pi>0p-R?+=iRrK*3tXF9NEwA*7BANgxnH2!DV)>QLbJG@36v zG%>1fo3G{n7nfZ|k9mNMthr>~<=r~`DNmm1M8}lmTrpfcwv=T{KBlRy7OAQ7$+PNx z`zJ4WTH1_mAF5{PWqD0iGex^~@#%O~JhKavr6gOD(v+YO+47h;B4FQ;Vr_e^42os) z**FJN9`_+5vTPo`fp|H&J@#Voa0KtH_<=T7#p@!~RhOI(+mrWk>*K`5FLCEY3_lKW zuu8S5>QNd>WQKODB$ivbUh?l-!aCWb79m8{B-FsAnJ7>$Sh#&s&kZYh6+-^Z#f5Xn zfScD0uMK&9ixu7{E*}MQOL}f-a{4)Ct0BCp6_>R%+l0BGJT6WY?=T_aUyebWFeSex z2dh6uCs+9aEu83BvgWXpG;;vGn*hFzr`s(?EDLP^F=)526|_*f-aAS^LO1y&MY!1x zp?0)CNFs#zp?@LdRfUKrLqshik}}F?r}jIii1XeURig=w~bm_jR{!`jiM=QrTi8 z&hxoMMmduk5VWl>j`5w2WaU`vp!AHpQzw{(;?R(#a`6%h)SV+v5=1}g}ESZzpYCtQVa`XV*!Hh#~b^qiHzmn4(lo?jNwDYn5R8XJw>3-|e zxVgQ8MkYmC+Hw~-8=0K+oT9_A$&bwjt>)%8POWD)Kg`T53}>J`o>`1; z?VhqE3#9X~oAMAMmuLEt!k^@Mf$Ya-Zkj%m{?zg1dE&nxPZU>AACAOYLxE?cgd;L4 zo6Y!-dB|JKxu;N90}XX_ zBiQsVg_2GX1hKcmg}&_0;AWFO3$=b(E}bWHZkTcIn`Om8`O{-zo$#=v%e`Kcp4i7m`vwzSyd#kiep;y);p3_1jx-$oA52GL8+YczdbFb! z3$aUpQyMFSi$)>E(%_kTUwzoCD~=i0r-dvzQnbSvwsZi~`UlDk(TomWLH$Sv#3-_$ z^cfsk=>#)vS-bw$`zS3aPeBZn_8F8vg5kg$cBJ=bI>XUXTA`7N*Y#^`fB$FVqQfJb*7Fr62gh1+`Lngu+6!xndrs|Bx@9{9RK0P_(2va&>gw z&fk7UY?+4^} zp-9OJi3oj$wGBUm0s~-J z*m22Zq%xMJ`QJh=P?aH4htEHJc-V$18O#NY3o7`Kp(&@=_xH!29!)^(7_2nmcBHVL zhHr)PtHzU+L-a>JL&*k!Eu=;_?Q~M1K@99Y_bEJ?uMZ{Fa>{AOh!iyfL)D{yHrBMY zFz0*we(dm%!jVUG$yx-*d<{Kz)CMVfchA@h`z+TS=E2edp$~GOSu#y?o6ZXm@Ly7o zazs0MsQ2_Y1fa~YbR-sgfNKe^>Xk@F3IFfU1Adn9O^N!R-c@w`!}Yt^*%d|iz;}8h z3%li)3QcAg(&1sbvMCFKkYO(L`anZjCDc#Sn@|2`qDNaI*%EI5BlV)k)PlmnGUIrW z7#h)5=KMfN_K}umP1lv1_xb$?yV6|O2Ig-^e_A1S9^XLKZ0#NWP5M!_wWnkvOQK0< zZc}z&vEUnZcBjzvHcmWN!23hEqJ!?y%g@put~+GyP>a?_=4+Cp=A!D?CWmLUvdI{o z$NGtC%p4|p4!Sf)2K3JXlq5p|)7h?WWXkrqTJ- zJf7LSD;-`$dT9q15y1^Z(~wsott>y~erg+MJ@EVVQ^MhD#o7RWV6sl1oB0>$r-ggn zC?2T@1sGN=pmtSVH&%uNB0+lk55dvfgO}ak{JyeH<#4T9z3OV^m#KxDHHXVRD7>_c zX7sooflb!oj1W@e9ZGz-_};vu6u5N5dPmuwxxEgGHS*Gc2`SHr*ch8ZQ)QksQaR?o z0tv9@;M=B(&!AB@f>oQhkv5=!n-I(XLo*s=vHgIeApZ-i2ogd)1+Y^vA1_7lKq&Gs z`hpX*Dq5^_eOdo zM%Pt*sTn)46s~R-4F%0QII&FQom6FQMOH53bu`-@jkl_MOY(O|sf-@Am{ zZr)jv5fcggX`<3FGrz-PW&A=?K=Y6`J9MbmXP;(3$FtlomFl7fEK3AVvbm4E4k^jp zI9&f59;5k3Xt<}tZK1-$e^1+&v9Rn7$?QKx^-ecx2X45y6mSqC(Ur)t-4i}&J_104Qh8K<9$FLU+IgbWGvomB#u?REMIS!BnOGhJ9ouT1EC_Qe} z#@W-$pGpFgAx!H6T+wPqB8!i==)O!~;dz~rTZ2?=L>d_k8~NsYrFDiB)D)ig>^aq6 zYAFV#B7y4Fz=}fUqrWSQKq98#KQ5@CPcs%8Pt){W9t+zK*sqL6Cu_-Oss?5Gk6e6^ z0vO(>HL11-3=Qz!!-E&d+S+MLrmQaXUVOJ6ZF{GqEJo|Znd1F z<3yHQT;n_beW}&geHvv?9@T!VOP?NX#QthoQgtC^emX+p%h-rS<9zLo4Ce(yF})^t zzG>%5)u{QP;mdWKjBCUD14uoTPw~eK@MWQ$lCA}}D4$QYA(a=KU(lT>g#td_Q843% zFbh*^N#U`v(IXKiK}+sFy&YwgLq24j85H0y=_7vfCMk`q+o1RZM>U7M`a6H35*j(l!_myfvHyMfEr6g5v zrE}KIMf(;;>~;hPU4?~=@fIQk^!*n-IbJ!?>W5bJM*}K%0)V2*c%bqNbWl`yW;VN` z{i@j7bE2o8=yo-PN&o3l?}~!=!wB(b7imBrF1XzBB}$w)e~$ln(eY$PysQia_MFD_ zD#uS;Y1Iuc<+H}(ve#@2POjWusH|^4?VIgD;`uE zARSsf-9C}17STMZ=Ep)iRlt7^4)0J7a3X+pU2b~vTQ4g#6v`>lV0UtSen0=|fNRv{ z2kj_E!-R`mE+gB2l>8cRR4!2rRu_KMFRN5h6>3s_)*4gmBL}l~STfIvrQ@Y?pNiy& zO#8bSR~S@Opz2qJ`KiTGb-lGxQii&xKH6H&bz8p~qONe&Ck`SlnC-*p`D|>)-u+ze z=B2p1O#9z^v9xt27pULgHHtnG-8EEm)MEK1L9`LjCg{8an9g z95FbwNo^Z#bDgV+nVKe^EkYMRpg1z~?we*Y3KlZPxHLIAG?yLmYi#{pJ8^P{B)MEI zJRH7)L@sS%m;I5nzHhk%=y;7LV}Vb z9iEP~a=~qwLB;TmX=b$BYu+NLy{oGps_(Y)I5?Co49#ZHrNRqEiNbf|!jy%8dX!3l zxoEKSJwbghc)HgFZ^Z$RN`ut;Hn31I3Mdy=05&lN4HTf> zH!L#U`y;YgpfiwUR|9z^;|Rbb!De&v@&E|o8z>cxOCO)?Nc!lQ2b_QhX8nQCYsls1 zrk@rSQ`Z(Jo<(@*S7E?fl^+71MZ)pl^aq#)^hu$ySA@vYZ1Fi%=$sXW0ut#n8&>`Mv`FFhAK9=@2V4{kekxu6 zZz=_x7&#(v1@);DjFyd$_lytMFC09i^aN zwI#;x2C0ARE$ds!`9|ykT{Qv5P7Wb^IXn9m@^ehLq`KwXB1b}%6{n^=H@x9&=2~@ z%h#@>1Nw{N5{~%w^#!HWz0mf@{39!)q}*~%b-~(p@vFI;Dr$Z``Cf(f!&a4$o{J=l z<+LWY=(o8w?;Jmg=6wI^;2Ib|zqQTfxsg%a)*!6v6{5N^QKQgm@h$Ob-c#;^%k&Rk zL5>AftGP}Hg$uhJc?NawMC1TA_rN8=dndld>$;%^#+!PN1?*(lwTim$7P1eWRwEvz zn<5?*V}rg6bc}AzCEMBA#|ASD#naE_LUi9NdUlyn+GdRO<4|oErd;8F_X13!<(HQR zjVFjX_O^|Wy(Q_=$EoY3Zz@7RC6?UY#`xZzE3q=XK#D-i+fNkAsuC@H6w1(%Zwz=1-KC8T(snVFnau&Ek@nw}!3J3`fxAKqhR|97yX!PwN3$zXrQnnD&q%V5WPGIse`|e# z|xGVtm-wd3_G+zQ4Oodyd^J(vbbpM0-^|P5D#-$?u0%;r^un!Bs_m|Kh zl$eIzfa_q=NZv@x>1Y5yH@_@M3xc;X_|w))R6!8?!=tqyQFq@{@oNJ&UySc*j* z)Pk~f*(x`=>VGwkITS4bT zC{7Qu1=1FvW0(-WbB`rVja^n&T?ipl@lckQ)k2%GKE6k77ovwtwJ@}s4mlUlZ{YVmR$>g>Hees3miFaXcxhXAxLAUaTLo1t zbxk#J#ztA$E?neV)uD47h}c^A~D zwYZOe=bFmSSZXebx40&Y|4*I#!grIP2NJg@`2JW*4L-|!7cHX4UC=;pHP_f0u~5Ig z0Ase0_X@EI{Jt8Lbjyd|(L*zmV!XUml-+l)emmP-mjBOe+xlCs?YqNCl(~=HpJ-VS z@emro*N;5|Qldf}n?VeV+{Sq%<~eV=~8vuxyyk8X%dJG?YMnN}8M2yAOQ#1sT}! z5(9Lr$(G)Wr9*xS*@mG7s9l)BhgA+QDM4W1iakOX#7-dK49pe@w``CyRUkd+PsD*7MPn(RPQteM`26I4nJ0;EqhAPUiB z*Yp{lWY=TNQO5**zD}Ng5h< zcf*wGeRKbcmLL9u8S!f4bzq!dH_3KheK)}=oa5{$$UN|@ym>AlE5r8san;RN7Y4pS z&8T|SrhlnSr(;g!e6c;%3!=rzi%tH}~CU z4*bov&Hc(mY6_b~QOU63bMU7y1}=@(GMO~kZLf!Ievg_Pw=8~anfJciZARVpcbNRr z(mA`f2$_Wo^(&@we`LQXHEJd3o`eq`^ z^H++oZ|u#?M4uiq{GulObfCXnqTJ*-bL8y=;U78djSHaQmGO{rq@R50m)2?@BA}IO z?s+Z!p-xqvzUPlEm<8R_BPr-i@B!TDk1zLudt<9iilWTN!8T)6EdscB=3S< z(0B8XBcB?y*c}HlDy@1_J*%maGq%lLw(A=1H&w*q==QDjh^7hUC>*e-KRgg75p;Na z!B?fZ?7Mz@s0Py$MKtCyAL?{b<*|M*hu83D50>^a$a2Mh=b>U(V6@;B|d>M}S5Lj6aN}xBEuI!@qQT z^3R2a<3Tfkkp$m->Hp>TkXw1)2Z;g1R_HPHH`DJ_h0bD#8unK;KoI<|Y6bt&Bm~$L zXai^mQApu<@QA;7jiB*iHcm|iq&Gp(GjIZ6#jxXJur-oj!hzrmh#-L5KsO*QMFhCb zYv7{D0N@Md3*mcZ z=)gxd*a=RKdu24w6PQE?94@gWOID40SOC(KM`?;se*Du`|3i$WT zT(zev|4xkRMgQMIt15pE+?%tRY?&6ib?erz+Ncw9E(&jINkJ=rf;yQDkTUEG$vXUF z?;TxEJzx9N>{?az)wv_|hg>mKnH=q0eKU4T;WqW3ob>cBE>Sh}8!SOL=2NR>=ZQqu zjNwmw2Bg=r%jLXwEk8#$&Wo2(o9+H^1g=V`G+pr)j68IQ99}?gZt^i=I__M3`k?KC z{;Mw&Tl^ayLt72!{CcNPZMN~RSBhCJEC+3>)cH+cC7>(oXXOId{5^IxNsO%X4&7RG zIGaJq5(w?gEG0KtcnfMj9GqI=dXrdLw-j}GEX?=z-TgaL+2#L~*?Z7+bbB4|T9(=Q zb5ga}z+|M8PiAMm*KVR~X8xk9x1&XmA)Z+VcNL92n+dig>tTL#eznuAp|4X>u3a4RF~Me zP=$4KcZUMYfSC^2Ac?>s=FUugy;_1a?xBG$a2Q#P$p2ku`d_k$T&{wx(a;bG%Kjok z8HjF(3I~h_$ba~5ubdkHZ@E!mx6;67z-qO$o1rrXmxMboZzK`*vV?TdF{dVa77>G2 zZhUihul-&P!$HJ<(C7bW@Q7IRAJOT!t1pNHkP7RpJl=pxor@Y>qwF_V>X(_qMw15w zj^9TWK;uDBm8Eqnx-@IoR<2fWMY&Iol-P{z=3m=&f%gK|!PJ0^=dh%xG><5If9UC7 z4)gFoIoot=r=+iJ;~NpzrWbQkGtG(^@>8W*b)!svVTh~ARn>QY_Reg--`3U9hAS@x znPVs|vus_@(|>pMi;Dg~rwL3dORDOKBuyyyCO_(9k%$r_KsxLAtsyn`~4Ebh!!N4JF`tgq(zO$nlcl^be#_=(JZE@^7dWmO_u-_SU@}l)<6e)!xXCGU)?NlJCguZ9?y)(7q@$$g8kL&+YkXHn`fmh& zuj?JHkf`}NJP;RrM?nB5eFv4Gt{sV$4j0f%(0?3xN;!LV{KC`~oO6@?tyf=XhJ4Yd zuJfv_WQi&`&oZ=LmeQaIxKw+z-Bzyq!MtKP|5)C|>jk|9f$b(#Q*jPBnO#Snc*bYf zV~{nyEFTp8-RGXItb*nJ$U6;R@JipRT-q`y^A+JCx@tA5MkL7e4a)>yX6 zTIEN==JILz@>_oxpFVYTI;yf!r#dsx3(Zc)gGQH*+ZG?Tmg3LNm)5_sCImtln1ZbYk6N+^TfJwZ|JH1jy>a|a*b&^B4yOA}va)i!3wTru zy4qCy#o4OXrX3SQq1G*((x7+KDpD0S!) zUmH2OiobQTs$iby)k9yFnR;*ZKJSHQk2fv92>0-@1gZOJ8cc(=I1x8!Q8xC)OG$!5aA&$OL)!91u^ed*qA8Mnku;SMKr1FoC z#pqeYEdI7BUXR(A8+xIxJS?5->&G6foGfDL3K%A zzSAWOr(uS}uf6UOlNr99>HDsuc7Ca1?^yAm@A6t)Do^xFkwINLZoLCd?(N^+{SJI( zM?Cx_`wb~QbqpRi*t5la_~gR)k6!2DGk&w%biOzSr z;?BJ+N9be~RH+F27OSC*8lh6{6g-x5lPq#V0&^!8Ms25D;#x^B@=t@DW}?DjFmk_R@FQvu9GP|` z>S`l=ebF(8j_v(~t4vMR_N$CS9tgxC%;!C>@Cu~zpR^McjVBDL8Lo#2r^ zniAe9;8u}|CB3k6g7Iz25fzqk;EQ_pydB7hcIgdFOFFo55KxeD8hvMmv{_9niwEww6IpH1$6mq$6d z8jz~9vh%>bt%`my7=O|DYgM}UXrNG7I%C%Q?+?mbzub+3eiT}-#QByjSKAEz8QcH; zvtH$BP6VB6?G(27^{?G`-#dgriSgzPKbIBlKj>e_5U8RzKlL^%EXMdt>!%rOW5?~E zy}Sdzm-xyfZ%8$&+AhiizDlT8M-P9Hh)*`{bK|q>v#ZPc6xFN&#n z^TnYdgMjTpyNkt1ve({;Tn;^l6)0<0H|^l`X->3P)DzP?+7JTh)jlmrThIuy*NPpfihJtrcK0Kj|7)$|)lmYw9EvexQk4pk=(E zpy1o;1}A`_sjefOikO(Bs;Y^_OUp!Bw1{hw(@9L{e10~D!$dh@3cI)?G^k6}mFCa` zv%dsp-hBLkz5T8ViN^lo`V31;lPQY<4fY7^vq$kQUWq3F(c|wr9UABwl(6n&oL6D< zb-0pEJZFDr7o)Dd=5E~_mZx&h0{6X*%Gh2{{l#|o=sybD3YRYFvZl?~x7Vn8{`18B zq0`E)fS+Be)cZ-j_FXBl*Y~{bQ~dXxxNv4|%8G(z{BANsP2i0?TN1s}W=8B`a$ojm z-Q47H*^kXNb*s>29d?Pl@}i59nnn43K{PKkJ+8GML+{;o;XQV7;jN7g zU)3t{%)iX%k1QwDE2Mu>TpM{_pVP^VI};!FsPUb%z$$TWrIPqrsXuu9mfh{dEfe3% z6b7#dI=x4Gx@S0NY`o}Qvu>fHRvLTksxy4}b{p-%h%hq0(mN+>6h?56m;G1ft$TNG$hJLwkOIV?8twKt2Dee%|tHl3K$rm9^ejrL=52 z`w6`X>-Dm0@t(`6K9XAj_8I%c71N*3n0Spbu1)u>e)zW}LY>!apkPL2BI#tW$_&Gy zo40*_ex=CtsrLMP`Cio z+k9{1s+D4;U6hX%zG zx$O(SFD`Vu7uWw3dR=t>SDpYP6KpP^H^2mBL;I+k=3c!qCOrj;;PD8$!EmjEk(^P8 z$5m)ydNIbqSm`8f8bM;wQv*ac4!(vJh!&KIJ};&ZkyMW}@v`&V%ea442(j;S`LY96 zEi%0}JCy5!zwo z$A|yN)LX|z^?l#NbmtIKl0yp81Bf)pARwuvw3IYRcbCMVNVkZHgdm_u_nQ()3F(rS zmU_;`&-eFw{y>It=HAPkz1LoQ?R73gLNvq~NSt(DJ>_|h4G}5|LaOV_rCjrm96mcO z2N#>$Vn66DhXt!*gD&Rhz89>T2D(u+klZKTW`_U%vb;6myq4i*oFF)Nbw>JSw>PSH zKlZN5Yq?qVM-0;~FLs+FMdOFr&VDz}Emt)*(8kxTKUU$0gIUu5h%YK3IXwL?IoIdY zo%=GRyEtfoxGo^_s9Li9S`k=X!7^pk@X02s6WvKbP5YUcEqpccAX zS;vSAVb;dr5mW&t>=OZdm(&4ehxcnoA_y9j!h>!5^<^eSXx5m@uPEthE#s-Flx_aU zffWH81?&-2+Y6hYI59W1RvguD6&RRvcIHFEcpo_;0?}1)d9I6<`ir+3l$7>92|kVTTOqRy>w0x^H*Ht=vcJ|l;9BXNI1mUG#?l2 z2bUjL9kp4C2c1``HGW^~GrgcI+#VCagNLB{I}n{MF|(B$r=rFO?@#2Jny#7yDa{CvydWG|df-XdoNKWCK>XJs;T-ry{j%;s?eG!F)^XM~s z5vKcp4o##lW#$GZdA#S3!|s1wqP_P~r3}3=rB^-(-PaO}Et+nc3l*p~Vkp|jDeWgs z7q-Jvzwa)i)QDdxXoiyGAgKPHyI63NGgwQAaJQB5UzuxCS`jU=V|$#GM`ZsZNpdno zN96a2K-9Fb@xhy0)vGiudrQ00o#o1;Ki=zM_8M2`ZtFR%j8;F#)D_MAB)Vyg;? zrJEK(peiFeS*LqK99=ZiaKNeptXNQlahoKAVhI*iMHhA)jDApNG8aO#ck%1pdr8c3 zN8`@UAWz0kF&w`@{JLL%F%h|l-q%brOfaX@w#NQOaSZjix}2t*>RLo&ij zeJS5{ms=>+IU0@gdL@MD)s$**jsIR9cu&)YVC49I>Pu|$x#zXzjf<}(gbIMhd$jl~h{@>~_2{}b<5(mo=qFQ`eSTE{f zo4N(Nl7jr_7Wr=-qCxvk&Q|bn})WYfraJN3kjat&s{;mqjuR z;E%BxeYz5gi`OI>H0Do02~7$E4SJ6nL4*oDNGW=_c?+mMMOe6#yeNIEY9t1G5tpu< zbtontGxxHYRvPr%g5nV^3rp`!qIn2Do=H|ZE!qOXBeg^gV}ERCnFU=&nLQEHt3h?| zf&uwwe_y-Y{tkbkJBnT?<@#;nkDi{fazy<~&h95md(K%wb1|||5h|*|A|*{x+2#;A z1*zO`OQ$1e-`U?(fA^3O5FUsWrAN~Fifl>LyqVrPBOkh*VIe?3NXPtGUluX>ptOWc z5IJ?w`_{Q3_#~$x8+|oW(rH1DUuM8e(X5)A(`JPS-!5URbTQdq0jd5wT)N zCZ`q2!3J8w^T$*T35h3+|FAszd5DOe<(KLED07K^o}s{7qh2X7X!?I%0G;$C{k#3F zVk(Me`%GZzlRJ~;9hP)5LnVP@M>!#3y}0Gvds9P8N=nG z6;kFPu`zi@k4}yb!+2#~!-+WTKF!q&idByneh?QsC!pHl{I7q5z!@a_zt)Np!q+l* zOyP!S!=bO#*V((XPH#*qy3GVyKtC5NOGzD-tjK~ttVHmC#oZ)Fwk z+3*q$$hrcmasafSKsxDHg!n&@NWi6_yxmdkt>#2TW={P6+d*^cADYp{3XxRQNe^IT zAX1BplGL=YCvhGlyM&%@uf-FNyI&n!rl%w70+*ifJcup|A@OZ_W#+N zwVz<=eLBo3e$cPuvv6i$O)}^{#ofL4vO>CLw7R(Ph4}MjIx>!6c%iCI!NRC8qOi0( zMMHWpUUzZ~!0HS>V&oDEWHNdINc9*3jyep@orpcCRT z(|RXhAOC6kP*=4QPlEM5jA^Dm)5fc*$4Fzge|d`BSDooj6>P+^ZyMpUh5w<~XY$Jd zw(XQ|JgCG(p*(j?ymy#2F5P0kX0#v@?z#`eeOrq?5I@=y6xi}F8cKBbOVawNfE6%Q zWv$~f_HHnox_>LgIdEJ0_bLrfq6Hy?h=>)3Ha1o*_bc$(iXbAeg(|dJWBSpRfTAY< zSi3$X+KdZne5C&waoX~l^ZTgFNn>KwLGPNKuk}EN%H7#ObRGVd#*?{rqanj~cD*cg zfX;h5t0r5TK2$1+x?#3j!=YvQ=)N70!a{rZ3wR!PryKO|`#pb=$)$>C? zsf1aPM_3|H>rcvUd_1}zO_k+aXYJu>qZKD%^yM)=Wio3|jr}0wim-3BBvp5vBlQ}2 zKM|(LZ?YPjnAKllyyUc5~Ls;O+&Ad^}_t zD@2D9eG&(^)|F;jS4c?TEc2C}MS@&oZlZBR_6trlK5AOBYl$0py#eN00~HYQsVU)( zkx|-{--w6` zH^m)dY&Sgw$V5>2SKw7y|95HOAY(xWi>bnznR-!XJ+hc;BTM<|PmP17)p^xM4?h&S zGFK_aNMz|Ir(-PwJ%tTd=?617otulIIRVfq(-pCB0GFE=;MNSqdYDC(#H-DU8}S<1 z#?2hufsj)&X9vGAbbY93Jdo>)k3pU3;^rCCeKb|wD?0tFZ=6EIa_!LFf5S*DZx~Tc zWcE!xk_%%P7EfxQa9}Te-unDKzEjh=(S48kiGHv6*T_&2&{T_lx3eGj>`G^#x0&tX zNyye88rOMb^9rG)(Ecl(d#CA|^ZwUOz5X%cGP-|wtI<}X`q08aT+4&<2E$H5PO&K_sC=kfrAb_MnQxdIr542 zWrjVAgxBU52fuR!-8{Q>{r;fyCmYY$Vm^6`F9OPtCfvh|Uj+}5C2vr2D1wj_s zo7jZFk>D**G}F>=0^T0V2T!J%#%hCtnzvH@omAWMG8}|1P~id108J-UA|RroHMwdF zH4lrQq4ou6{aFxvPbWO?-M*Ji^7t_%kV6Fo1eP$MM9{-NmBj&-RIDgLf#9>o zz0aGw1%{Kd%QTAW7Dye%(McTq5dc?0s3bXaHD=nrLkk(BA(=?`x@K%5kzjOpD-0}M zSwfnYf$Pn+!(z$sY4Na*L;s|hmzdIS+lbLnhL$Bs-6ngt1cf_>D zDxcfrGF{HU^VXEZu?R0^%xBzn+YXY9@+I2&y29=$b1alSjz!K#fC)5QJGv6zLy4Z% z6g~G1WrPATp6&eA?$+AE?Zo{zxjzRd?=kDMG6%=9q|km@A5A` z2}}-2?A}j5sB^|@?U$}!`9NCmi{?dbzSFv|j9$RSkbVO;@^nWp$L!i&YDz8GXi{ER zgl0NCj1?P|2R=!qKRh70ML;(w4g84=Q@xnC%ecxOZQVAxAb0>qr(*J{-tXDlAlcBw#q9$N@A$q zncO{V@yYT(rh#9quiAL8_F~5Cen>V7$DE!7eQ9c?dQy*BRSC-t&c8`C@xp(eh-)uv zCVSxoadrrj0lZeDZiH$;q@b9F=ua^STA*ffu->5XO?E+i=+qLDU2ga}Ed;C3<9}nK zn|}IVf`9~rlIGgf3>qoXk@AM)K@8{G9s+!j_5Z{3n_|EQk-FFaE+qnDL^tdXBHc0~ z{~Bj-Mc~X3#{QpX579peLjHk1^jh#5pt~a%djM@(0AH+_p*U&9-3eimXKg3VgKdiH z{B&h>0ugPK#R3&jS)tHHvf6P0GO88g82JOV1#K3|M8$G2AQ6Ic#=}gD3OhuDYlc4G zii}2MFVd&9)*{eK7C|nSyaKle=jvz0?Ry4#7(18f9@*d@@eB{8eUJUb*FM_p9Ud|^ z`5vfe)gBR9xW(fJUJ_D^1mnfhjcmj&eNG)R*~d4mso&T!^0BoSYus-MmE(9FP9%sN ze^Picb}rL;kD~srr1I1lGs6i$gQ*EFd1tWy1(#p z7I!oj_^^HGAg})+iqvheSlHI~bd71YWhczf)-Xn4l(uY0@M@#9xlnze`D%G{D<=^B zWetsZOkgevpPO}vSB|SR)08hhX1|x$Y`avVbj#^Fjo#BMmM6kpPwTFegf*mJe&oy^ z{MG=%fmtvW+0RTLO)d8wBi{`VFG0$VaLutf4Re5Z?rMKqjdZo=KQM!&CEx^~ zAz%<75M)2WX+DABD3CcGfpCdv4RORmveHA*Wy$`pc87;M>bAD1ti(bD0}ujU!Ki9* z=giC%ZC>q+XjxvZjA6OX;wzf#y@h5gHp}>t0{Q3(YY=+hXm6;>&4hGVg!nQr*Q7$Z zZu;%S=J4)GuNnb`A{HyRgO(LZ5|$k=6m`&GG6v5i5gsW-F|GFK5fI)LKo1be23}QW zP#yW?Lnjb{fE)wGBhW1&>XBLvk#d0b|Eu!<0ug8mfD@RpL*Wc)j)1D7c3K{pLa!#r z)?70ac-H$dS}zJ-z#*KTEfMa>Oa0RtYLAhiauBHi%uj*?TN+$_1Z;$vEG~b}8hXU1?Tw86x{ zKEpxrqxhE2x3yAX@vB#e*{1irCX@Jc=UpTsX>e8=fr074nI3i~@dQp!sXojTsg@TL zChcu3r)_VX=KuR3)8d->WWUfTXkbL+ksxf-?ysn}lA?eMYUhVQ-+LQ|zFNX@fhvOH z;`s&KT&oibeqrqjoS5V>LgVuj8wFyS`h5wLsYclbI)zeNAv5}Ek$WAde;M^m+;N6O zr1&3InIGIUM3?z;#LgIWX!l5RiSp6pr^qg5ISvo^)G>M<#O-NwPdZPT&$&FDEqq9p z7#{Ouv)o*nPlOoMI67HP+v2sRU$8MU!dy0ACc4HnYM-7o%x@feXCHVenjm+`-hX7NVK81I`P?>pVuXjo*y%$U4AILBK%f7T0S*51Bflh|11%lh)-&T~#4 z#-ecs!+^KUUB(Yt{D3`yN?aP~G=F31swJHZU|%Qpf#W)GdAY zay^~FOFPbnDNM5Il9}%#N6CiRQ{AJDHQvGx3kpol(fcav>R{U8gZDM1gccnGkgP@P z;8L^sB0OBMfxp>2!#CAwYprm?(PkT87CU+(nc=SZCo3>&gjDr^3L1dpe+>SAAP#iT zf78xW9Se|+lh!>5^41%}01$fq4N8Ho18Ma#IM7fFzJCrReyAYy-&qD@IH-z1YW_QL z90>?0&Xaml)CeMWSBya z3iBxZLt*=z$*~Ft?c4nB{(M@KspiDBoS@V-6Ym^_C=x-$kJW(PKz?VbW5p?5EQ?6& zChzl!pUnd8^3BR4p*wl1&7rz5%+qR}!Id8$gSu$=axw!$g3hjp54-bXifnB<|1vD) zmj9J}V7p&&5}5t2IHyqb2M27trb~RKs7~m`{Ig@36O8Mn(q=iVxxmFoJJ(|hHAZZs zT3R+O7r`1q%P9_Js8udC28($Q6f!iR?uP2nxP`4i0uvm?q;x>q^7ASO2yi3XzQu-7J#+}eRKdIX85(4QVGfws$j?fbrD##mM5)X<1oCr946@R4fGP za}Q(H0Hy!(MFNB@WI=$q2~}R~zC3Fd_U?GeLSGEkviwIPitxs5Yz!8kNY< z#qaqFy!`y2_e~1tV@~eZWRB@P!^R0i52vXD79CgK8x94vKPWI9$&7BHPJ&(v=~6&- zssh92_{2morf3H}%pLfH4(D{1f2}$LH>iJsoH%s)Q^cm1@6O++CKg&}j8j4B$to_d zT~b=5ZpIoaZ;rSAoPW*9XsF@tWPiw0KC!^FCtVhN|Irm-z$ zqhtrJ%!Txzv`y?vyUPf%j6%HSXNUVfp?z1sDPt>w76emC6UcX1?*Y6;aTmp2%`^@VSl`qKTDZ(!Q_x-CdeirY6}{_A>pL}D#_v-es3e%wjnnZehp z)M8ONB?Pg!?R3#+%_oyMs0UGJE$lY#ztgD*Y_SRBT=wS8bNm))J-575FB{e*_B)oo z9R5*F%ML5WsoVRYO!B9vS*q2{V4kFLg?cI@fkTk^dBTUYxXr;lVNA&!{Z+p?pI0$y zN)ivmdu-P`O{6`>zGQiK(eO)?%zZg9-RQapU(jECy6Y#I-Ww)UpXlZ6N54Ded7roS zwwTo5;?-Tzlu1^j$X7io7O|A!VfjUsDYYhfrrS#yoBYQk9P*7Y~?cIH(n| zDuB5Gj}=204wU>;cc@^HgD%|_4zafzJqmRi0CGFX0lYcWJd<1{9{ltHl%9%CL=qAs zbnZ2%HirGfv~1yMn8d4On1R0Q+)W-s9}hY1_=+M~&xqNJ@f;|G?&zA+14o`Ni1i_c1++bSRowq3otV?W z{lr~5?m;)a5vQI~oh9gXpGhK!{&|DWp{;>c%Oeu^wUg%dk#o-<@z|&mIEL`AuoMfa zpo16cY$Y zcQM8K_k0YV&{V6OXE<<hFnX>JN49NO{=*)Q!Yk~F@qdTuan&~6!3>weNWx4ONSH543~ zyX_q+S5rf9Pip}Y!(kxvB~rb*oBZR(vH51#i1^y8>a=%50W#OVX1_xtqdtglf?=z zvl7)Zr+)>3a&*5l){PLq5GV^CcxB0vog*z$sh`NI5ikqMv3^ zDeY0iNJ%fTh~NXN9`zloz&o@A58&o?l(jTWOg8>*@%@T8DzXAVakSzp2n{cg%;I2BHceUEtH!~}`O~d!A5V}KMEk$SHv;}k=myWl z0`>!I{27vU!k@=dBHNsj!#fGm^^(3C+8a!{o`4uosjnlVR$aE23j4Ov- ziZrYQRc*KybIP-2l>*^1*q{-~=)b+o#B!?`->a%K&u)DX{^n@_-O#t1%(J&r->w_i z{^{IQqPjOmzq|1LBKS_l*H9ge zC}qZ9eJ9Q5lqq8mUfs?LHpKZ^Xy;eL_bo?fnoTzs3-&~^CO#ZUxo@J5>eF4+ifLj_; zwV7Wtg3EeDYO4%WGo`ZX94T&@xY7BUhEF?P-1_I1B%q)Zm zt{vgXiZKnuksh@t`dr@Wv)bZnU=N)vYYZ6qhil2Mz^gUd(Mr+PkL^D9XZ&<6eRxPc z@WUc()ZE;M|5nf_0#o{)Fsxh>h0{ZbZkQT;MM?5H2g4W-n%V3rtJ#Xe`wMzj_dE{ zep@BNiEL;-6DPz~Qx?X$y+wV;z*_9h)yf$|kZ)9Wb9jUEwY23C9nLn)s4lw$)OWl% zm%ag+e4|A79f`F+n`_5^+JyPFd?I^DYAe;Bvw@9|@j!Eah2~h0?QId6uA=AyL3Yr+ul;afg@cg&0gUYihk-%j zou1BS4H?D^M|hH=HH;kaDP1l21HApUb^zoGAc-Kh1PTOzZ%_}I!XS1d|Ih4W4UVJy zi5QLwo`-6~COEH2oR1?0kw}^Xk@xA|i2wd{-S^y5gK{-Ew7B*7{(sq!Vdidk4kpEjl3B3Xn4LeR>D1)9n&)`9*XkBllk zrW6h4P|6{3aw=T!y@{|+w;;Z4z0Pcw!zlCXiiXrNC@otRch4$HE*Q=eBO8CxuOiqz z=f9{k>QTQEBI#{)EqutK6sASh!%ROtNLz+7G~w^kJ72j>S&nrWXvo^e1BWK zK2qptR9vcZZl1`+9$BQLoBFOl$&vgP$C2`cLy{GfR||_-q2>Xm z&Swr1;?u*3H`Pa@?%uv<>{k@u z7McH1p=4v=pq+i#g~-q7$6^Pj!C_W{x5K_H9#}`o73NvK#S!rTploEBFS5{@O?v{VeQCAaIQ9>&~-bgKAUA=&wXdw!X zo0OX8*1oLeC_t_(cqE3(Bp=%i{S~&zB&WqQuOq@{t7Qpyv`Pw}6#}>i7=@8T3jWB* zh)0*b0|nkRlIq6H{s0C9ctxycQb?S+arxZHJO9oH1!p0MA}HkMUem%9tdR`aA&uw9 ziwFaCYc7xgT0}UQ)VFTYLet=UD=u-m8;KNxftyplgfr6;Byb4d_!Vj#`&O6g1f)b? z3d);-Oh{~##Z+xrDCYmAafm4JgyAuJE3w`*0zk2k##2)rt=ww-c7Wo`YIek|2@ata zV2MB zjQm6^7YOkEHN^g=IXh*L4zpch?pLdhjErn27H4i#NSt&{&bZ62)X?5cN)&CJ!4?58 zC3DOKDm|K+RkjP^#u`)9$pQx@6t1QFxsu`zIq`Gr?sP+X5#B<)d$TR(e=nci%f^=% zovq3+aZl12%vn0snGnzq&b{=;9Uj!|#QMy`%&ab+_t9tdefE}bV9p*^t%~6f)kF7? zLGcpA^KmuzMU_l(r#?D_Gyc6LvfG-n6}Ww>%yN$v9*41Qc!vJBH_G21;3Xw5#$jub zd_+GkKtr^CME5&Q&Y+Nz#FAY-ASv-_<7;BhwsOvea!JO5CsFCZdf#+)`+LY!jdrQI zQmFVCA2o4md(?QfdaSt&K7N+Przw5rJLXh=wbj|54dy$t9Ey8FAi5#i z3u!3~z}i!l0bDhJqCm_k8Jc2hWCQy1076uVQNy8Rs0KlQy$=0jJ9=-xxhDqB3?cay znjgP;dqa36lEUq(h;Nji*cPW4yexcJ1kESdbaX7pUC_juq(W*BTuVR3khOs)`sC8d(^I0~-&F4If$gK9yd&YFoRuTqcD%rr5lATSx-YJLDrtVfU6-O!j4d|eu}2TmFa(Yj9`>-+uEa6WwfZ?Qz^qkN+;(`ZL8Wb`ie?CqNxFVAPr*PDMZg_%q< z$Lt7YNxi_xz3dPbfty~fs^6d8dMlGEuBc0;UaN>DbO$cTieE>zO7&1%lLb;Q%D`|l zj*9z9IPf3jh8Gt=&Br*!jYkBE*g7IUl>7g&;CJRlmP9b(!_sXsk9U{SimGf4muq$V8t+} zkArjs_*SYOR!nj$kUMyj!l#Qsac7OuQ;iHwPp4%K1@%-xg9Jt^& zx^4YQ=7HkN{yvxvH%*l~xXe1_1K4ZDQl-bAmZiR(C~&&{@=Gi<2={Bg6xjYF{<-UY zDVWxhlOqd$V-@GS=BjgkTlX1Jt*?7AIeIK+)!NF!d!68`vnix1ZvP^+zm0!T0*b}DS3~u4o zQa?VMf4erE9@)#CmJ^9rX>QJ#GhNkjv4D6_~_dN?t+KfDx5s5p}N6g4_VRgxPER?F29#a%-N#R?3I>#xuwN1(PC=s zhfdLrPCRqAV(MmVqx~G?eX$FHQLsyFKO9X()`C8rih7a*AI}m7uy?9+EVnWIh!azk z8N?l=971kN$S44jTxjzK1i#6^KvGMa+%e3q(8`o~6X9hb-Y*0Jyj~~&!`L7Z`)q1? zxB@WC-9YtqIfS>+#-ac)8g9+~$1)%Xy&_1EGHXDDp;I&i=mp=Q=f1i2Y6`p}!mj9+ z4U^~yR$lemOPu?fe&rEml06Tak}7p%SyH7sAlmW3l82`gt(P_dn=B@%d`Syqj;Rsk zD_GRW5?2C?6A#31%};G|EGFiWhHC6=_!5=Gu*vvn0(mQr5Y4pGxlca+sYg1S;x*1P z2a+f5+nstYtMA_(^yF;Mc0 zZ%Tm{Aa{VRk$Lu04)jIt9 zb2jA}^C@pk275O(EcAkyuD#dP8OnV{KKDMHEGDB;B6wA-t$sU%$TDC*BxPu=K3yX4 zaD-|9xXy9Ka_uP=mY;Zw%*_4}Lzb;UX-WqrUvUXpgaX$~=-^3?}+@6(n@Oj)C@EgzV9b@{6diM8XM9gU!o2dw(E*3EA1&ffk+SewB706S5 zG=zfl%9#Do4{1aXl_+^@u5icYyh;?nVkGdJLrr}GvpGFFG>IUid<=Z@ zg2Mo8xv!2(hpJ+@Io`h~D?mnqWetAOVmUlHI}_QPk65qMD$di7`?An)B7K^z)q=jkXPbTrHXCUE8-#V*b;9)< z%rT{<8>Y$h6o5gp(f{#BiS zU`1GKXC$osY~Wa#^v_I6!+TNn$73~)?aaq+W2Vl}d~f@oq-Jk<`^#8ngq8`0%q|8$ z+g;pdN?Qpf&29tjyQ7#)i=so(AIeY3ii&3VBN$yoNs5mjQ^rQFc*=nLL3Kt|_|uQN z*xs5sdmW^3`B_mo665ce#4mi7#(}dx#pk0=b{5uT0wYxhLb}m`5TRe}8U_a$95V(C zxV^Cg;C>Mgd9`$fA}~?tw0&8ggAacB?cXbPwWV;VY>hM_okG}sV0>=Px$c3kP>qFq za%AggM)&eeMB&|G4*< zGk0bFSE^ILz;OE8SXUu>2Fz7INuLSa!BvGfIghYryw*5tjUVLC37)xkRJEko@};;V5stcb4#Gm0(RScgS8-~ zAaNLQO`xhh_@7V=$PIA6!}q%ZRlX1enFn%$p5+?n12~|fc}tpXjiV~ooub%lusaV> zAOe+(FMynYeh+dJ+~|onQU##RRta~#p95}D1rCB^*w2D;V!{2OfY?D!&2xa$b6#$I>-V6XB13j z-V98nA!-u=1Pl+n0(8-0nC<~z(2E7CET1;o`=5d&>t@c?aZ;$%gB2*vfp3mu>7_XL z>gi^mw32$KBk8Z+_H$22K&EGaDE5qV8hz$Mz*=)y%(~0zy!r9gOnY0a528XU;YIax zZ;$S!EyGFWN1j#cpGVz(e^oa=NWPOEk55wBqPNrZ@|NGZon+GMDn$-tK>_5CmggXP zZQu3D;;Ww4ZN|Oi6O;bh>Ny4VPKeu zKNL6g)aQ0)!{%A%Am^8bd`W{Gp#a)f-ez5I<`*gE2A}O-3qVo|ZKm^>ii1lLDpYky*3MXgq%JI!0G~4CN_r!qpRWjG;|{!&96l9WNUmZ|sDkVQ zfV(=E5{@>_Y@TTe_#%i2aw9AZ_LNIARmp+tqgxZz0D+CQ?vN>fRfZTS8)O^=01P!t zH-$OeF;>d&xH9NE@b}k$n-ciQL-?S|4^1=3Vjfo%1JPFL-`SUOTQ#;<7?SsxcX$>Sb z14F}t33}l1gIwZ{&>0E9C>;WA%PKHI0nb5K08rjHgU_heEU@nZUI$ZD2#&Ac!kuex znco$hZUlI-c_8e$UV+U^lU*##+zgl;)`pKH4#Z1)(MMGof_~gXWQnUw26Hk7rP_W~ z^ysAq$}peOEIytBc8aiQckU-@BFWsR1$|f)mV3*Eg!lgz-dgV*IG;%j7sQ()w+oLP;>FKlNuRYWB6N+WoB97-gM*V+Y|S~$zU1nUeR!`2G`Qr-d9z_TE{YNbL43q?6;R58}@5xD_u*V(C>n}!(@-a<lgd-db4YzeeLPV{@Z3%0r_?;+Pb?P<B#UCxjrS;?TkRyL@m4c|CVZACWUeM75S-^ZwNKG5;y+BI6vNbYxic- zZIO4)Q7ZG6*UoBk?p185fpSS-UOK1bfwA|-S=RL+@#J1yF5@EZTtL>{=j)?OilfLb z7S>P#FiYprsww(g!&^1EW$APvo?HJLQ>`BZKk?c-nMrDou&Xg=Py8XKJj`(#LoS(t zg<=|MEoxK*6G&k99Ww!PgHo9cZAtLF=ubXKh+`K2YQ@!~2DV9p>Br5?4Vrg=z#N0v z3W#ugWMn9i%uaOxFoRsW8B@!{x-D)BP`OaWG8385a(-E8qGi3i9ZP##S(jW-moS zWB;w6(=(s1)?e&f<;>Z+@eYJkqV+&hCWZTeN#Rp%%XmdoTF znR&fJGS!UEd{_(sU(A`Od1kT<82h+*kKlOHOy=nziV4z5~X552qG&iI=fZhb| z6I3ZMEKs5zmrPVzsg9(~&!BqvM4YQF7#79#DpG`lixLoD?kBp@;6@Z_W)U#JE?x0J z-xSxw%nIQa7rvskMI0bM$@T1cV1LQ01F_IbgWQhOa%jiUg`N zz|Qx;FJdhuEj`%Lft8NW0!D6-IYbfbMhd=R*HC)}-TDNqDpdR-&85a}waiRzq>+(?qALh9*RWB*QrtiVC|&{gS5jOkTu;#1eV z=f`bgyY-2QCVyEFju<>H#IX8j5%fLO1rb44Yv(_|J(FTOoBwkEjLZLIM>&ngG>q>R z2dk}}AaR1UZlCUw)ZIomdd{Ygk-=9i-cH>@%@;pMwgNYpMJ+FawpuqD-o6OfJv&)D zZlK7@Fh&*jZrEhIA2pBanO-tWWbD{d7IIcm*}Os% z;%3&-qQq8`8~A)u-Z)`+vU_f~)A-3nPYaKPM%};BcYyalX}A0(N^Lm;mn2clh`EExXs>VC!POH`BB2w{PkY6?0mW+MVmn$K3nOKi5e#jW@JMfJ-nE zgLh9w)fa4s5+-DGI$xILCX^-gnz_Q`m-dUz5zC+Ayp#6unIgTa_irwy>%&~3I&{XS zU3Rb^NqRM7dtUmHEQhGo(m40sW_!-_lg6GVn;e_cW_){vLY((#F$&@NujH*&6@y_a zldq$hJMTD9u;7iXqFEu?(ns;$q{=n)q~5Of-y516Y?COXz1vEW*wm4dc)xr9&7d;C+ zkQ=!gW~3Bp#a^K#qj~H=_&a>M5|wU5ZAe~9{7-A%q&p~sA?j>h_7}0{?ysh$eT0p? zFo_}MV({(_U{ej=r6mLrop7U3Ocp~pTmTxx8}wBK^F41%RFxSoEny(j%~LmBBZq@9 zON{W(Vzz(($ebRP+#Be#8b?}y7Y+g`@&fG8NPxqK9FZnI%a`O37jUXNlS_M-di5=-$|G@$abcA(8*JVZ%Myzk6NEBR!lU! zLxB>Y`d2a95G;b=jWkJ^(`rD$z?#H~5srByQ90lX`fz-Z^Pu-uhEagy)6uIiC#S!{ zb5Nk6g_D!qLoqAy6R^fCDM(-Lkh-1?s`@O0Gww@Xs|_C6(hq-SjjqWJFrn9M@G%q0;JCuG%6eGV#07qT~07% zR=YCi+6P}wzlWbwlkR=q4G1fIfo)CjIO*X%;NN1E>2cfE4E zPC$tiQ^tZPGoym@tfkHkk{<;a++StH5hnP4oZcoJA#^J?{h^g(T{5%^b9~ z`(N(t3S?2;iKiL$fSXVRLL3t8|L+zMd>X`xP_0)L&rP?o$7wi44) zSjI97L#qYe2;lgL6+^|82(Rd1}BfsH3CfU^v-d0R>OlzxxD$MGbenhe`vXd=IRzFZkLG>+Do|qNi7-4&oL_ z&_4h`I8J~1_DxM0_AlrrZXw&s)sTy0s48aRWGKA#hY;Z`Aknk%NXE6I<(`HoPK3puq`b0IfO5> zc7JPx-{sF9*|QM5Cmzu!LF)vbrik{d?mOql_q+X^z9#Jk+K>)yOZ_*qg|U{?kiJe# zbCh^+McVYbm0;#@20J3I5j4G87TAFKO^5TTf@eN<@ou&&XwN7iZanJ?zW~Inx~AA$9~9N6yZqO ztEqfCY1;Vu%;)r2kMz@tjq*k(jte>ll9CUT#C2PJ`pZVZEthqlQ&ZEXIBv(nVczm$ z9Wr2+b=g)-}hd^&BV3~xL)_WQb@nGcvMG}u^O4{@hFtV_VGOC{IZ(; z#-$Ip{81p$hjf-1kpo8pPGJ%pfW4AHHuaoY~{1CsLz?j^b1EP_t*WW247?V6$ zWx-nJftx%G=v!n)Gh^3kk*g>P4N^bsv-b;4qjkA_spm2_Jru%dCVtukvg=C(PmxC^m^CAf72=NQ1BaL3ZfvRdUYzrpzOI(L_qz<+l- z5%g`{k`>LtczF@IGeMyZyZ+(QgokMyqY6B)isiJDnXyrF_;9layuz_54pPpkUbBZ! zYIpB4=d~4{@cx;f)zEee*%QfUbd#+GjDxtgYQVRa1)7Ew|Ii{((IrG`c2>3JF)Y+- z{OTW{l?5>d027QuAV~87kB=ajJ#whdfviRMz&tKpP|&)o!x`igcm;st+khZ_2H%0J z?Isbf=EW4o>{u$nuLEwIroWdP1Kzd{USRVHz~D7Gcm!b~KO2xRK+-63g75#At<5=B zyr+(!Cj7%+TUY+;gG^KF%KUBt9u>1pt|Um&PEYCxcXas<9p9Y3t&9_YIyyH+ajHzk zHAA2R;6|0YCLnwO;KE;D@N}fnQZVE9f|I_)FiPTJpj1rEGjKRNJ-UwQ^LpAkl$yK1 z)O3!z8^NnVqG@+mTM9*|(VR9@)C{6WP zLcvmR-3@k!tf`i2;8PJPRKmmCp0GCHXZ4%@$XQM%Nhw?wMz;O}MAW zm@-x(Y!6<7It3~!u*HPKvkI2DCaF|BLao{m;z^1Re&B;`G6c=~KavT+r-=zL_6ROvjC_h)}ReEWZ10Q(re!7ixKcVSGc9sM4^U(ALQBL$kZI+*kC3e+|3jaqs-`wdb@;KY(YK2U7X?L z+aHWczpK5V{a&nri9cP_5x-2qJA)}XvVNVY@8eYVS!PQlr+r|<`EQle^X7A$ zcmzx$jxw5&oLHC5S5aj0fe;&MF25`{>nyR`YpUWks4@S17>95vHpdv5W;k_mjZl+;{SDD{k}(yX!UZI=^066D!k=B z&v+ZZKN>yCd(&@lrOU|E^$^@T>$oBPk3_VcRlW#{MwmMq?*VV}C58VwzmwU46Z8B# znO}WuC%fi-TRv)H^l3R6V7HT?q-5WyL;I+R+JL+;u}-z7H8YGc$m}&!;DLGZXR2pR zghEefSIM2ccOM&jE#WwvPV6!+4oBs@tr)=45g`CUr>I!@AO_s}2=8WEONk5(wn7uM zcvc_&Us9cMRZ6DQPj%;zD)Je>3E_+7Uz};P0z>Cl>)BghJu*buycg{1uXDP^{paB? zSCijy=WrMSL@0_X!kv6Q&WEBIBQJTIicVSwI z@S+2RrI1150+IF)MIi~-5Cr!GB>$pAp>9|Ds5!nMSOo0fg?FJIaVTPOY=AUDot}WB zKqR&bq!9Eq3{mHie;%~Jxf_KU;t~+j0!Ri4d0RydJcjIXrzfxDvEQje6bpf@Nuwb0 zSzk7h_Uhg)8x$jI*9TkE+BN`}#eMz?@G5!=u*qQr`}q&(@y!z|Wv*uQ5mhh-H9XM8 zg1gj#6bh#iuCNBk04URQ2e|noPE=JMWMnP264;Kkqx*KR$N&*^sT|Zg_;GDNrBmu+ z$?H1e-t>3sq~MIh$gVJQ;sUYo549%1$A9|dL5=^$V8ubpa3fK1>%)7s8wMh5T!lr- z`5Nv1&auS8^pjuh?nu@;Se{3Mo%2JV0s;xC^etMNQgBZP6N5UgmiSxM6!;2oiXc}2 zOjC#p=ZT^9^Tci8%=*KNxO$5TCF6S6Tf}lG8u!r0JHA`!JAR8S4}@Fu1V5+IC8ZZB zbtAIz$nr!Q>H5o~y^P)XcAI}cJ>=r8YLoF_^UQfFt@u(=q1vaN;}KtuyeRkMZwG%i zPpj*Kf>TqQ&nJQwV+x0~`~(Qb^~>bjLUadylD{vwUsqg)x1XxA8`F8d+!=?ODt^ziXXHDJF@#sbS$#@W@M21*xLdk**l0odxNqfphDy#m;+ zfu}$pgA@kYJ0QURe}sK^SW{WoFTI2w2u(yvLJ5&BML~*ygc=|yC`w0Aq*(w(dhY}Q zkrpCgz(R8b1f?TY+KgocDT3gLR25LlU2)#;z2E)oK0NabhLdu#*ZQ@+&pt;1wPCC; zkbnqZ!4=@9Zf^T~yRc47DmwkLubo+`J9r#J(7rS$wc`Z4S04$2>#1n)i-t>VLA<`F ztw>-qO+|au48@|4Uia*b=Nhyat~J>)r0I~~1@>Qhr?`WU3V(A)Wvz!+wlEF+_;Foh zW8!7sjbz@ZS&Vq9{-d1vZVXM6|33MnPaTz{7TqZ&Ot6etSJq}< zYhk%~A^DP`>*m={5(bBL_Of$thJRxdAL1RoM=-TFYaJ`7F1)#?qxm7|`18=$IzL8S z#Y0_qzK(I~UN(9c$(Z2yBPDFQ^K{*>WRdihnChL6MHW8%TpJ#jGo#O(jTdtde~&%1 z|7RL!?lecqKE2A{(SJL7@Qu<%vHOnWF_+K9e~?l;(A|By=;dE;mR!7wkC>mF{xx+g zRcKR5b#lt|!W@15mDy)ss^{u19gx%Sh}u1@x4V`tcC^Og3CA~g#y^g5XQg@<+zVT( z{_v`2Xm#>ENZO=(-|mKX*m=kxr0wI64noMVaBfAngr9Z#lJkp%p0o0U`bTKhfX-6A z?pgM6VzoV`Y3HZ5x5Jf-O`cDEBgE`i?mdkPHj0?_n>Z8I$#PCO)IO6WJ zs8vYYo;<;ge>-jCum733{(#rp#?Yuo3w~a%A2|!2{>U%5kjDQHo%pR)v|iIDJ4=dJ z)w{?=U^u2zwq}xM6k*jrk2Yc#Yl*x*n_XqCy&^C7HdhAYe~Fg z^zl~=Z1;ODj*{4Vsw`JkS>MV<(-wkKiN4YZemrx2D#j$R@IL_qGuwGkq%}kNv|>K` z+xELX2i^Pow^==D=o;PMvvD-U{B09I!}T5EwDo57(4c=m%r%lQb&o=aLm+VUdUrH= zwfTQygL;5o+U(nJ2&PG7nBz;Np}0FB;*Ki(_B&Vrp`j$gVU?H4+?sef(_2MWczvYr zIW18T8QOF_j8~Omw+oGfX?i+L(HVtuf!C%q!42X_66M4X-5P_$w_U&v~|DGT_66wz~SmvGr~Lh&bH=R*`Sau18;$J?R5I z+jDd3hhK%9#i)C{I9HrL8((4@x=$_P$CXVGBP)v>55Hv}g?qrNl*U^D;JPKMKi3HP z)qVQPxaW$C!p7i;w6ZROCD(E0!^=and-o5`uX?k8x{;b(nN>!H{cUL*=9wPFM2r35 zTkxS*_QNl}r>eu8b`NX%g(6n1mvnb-tV{uGwbKAS`C+CrU8J4{f8aulrV*cWP1?W7z5VcNy)|M^t?;Ezy*it8 z{cqm_^TzG@zXuq=Z*!@BSXGQ0>^_tdaI6=sPyh>;pUzC8ML@uaUtmKgzII3kAnjGR zEGdJ*)gL{HC#mp!Uv;q_Le8mH$Ma(vu`|mx(>MabbVIMmOh!D zng8%Ytqd=};6q#qmyiX@a~8v1oM4g6^-0_czN*w4M~4y63sV;?CgiiWE0?GCDf zJ6>q_b|20sH8+G`Z0SXqaz5qLKKarujhJbGbOpq}Z0o{d`u9`MFHPe+qX`Xa^>o~A z0qb%TyPdi^4GT=Sln8EjZ7U?wan?-)hr*3{J3|_ZWXV zeOc3~50htEUlAAcYxYilc*TvX349uE9+|FPE(CkZ-wc66qG++TJz zL5SSEv$=w&wXXdmFkr4wsB@i^opQ2itDhreGc9jgQ2g01^yXAk#^<`6hcd~LWq(P% z6I+mu*cN}f68#ry>z^sTZkJjD<>X21RVfGlNVMET8`1Y=4$=k}bI#@Y&ivDG*=;;j zzl6pbFAg1Vzj8BuYz{61Xy-!M=>qoJ>FQM=FZ?s?k@D`I+1d7d*Wb&+MUb7>N0%!ITb#=7KAzz zigeN-8oh+TK9q$S6h|e_r~P0;To#twfK9B|Kvq;TX;!~;uJAK6+(w|)g@62;kFr+|{jm74w$7X4 zo>T3+h5drVKl)^ZZE8sZm&RnIsDGJKY(K+tGHPEs*ZZw+X$>lto#yws*S`_!0ZP(>-W^3D;n+g`Y=SR#zpQTf-g zjEo6@(^5y79f}41x$U<>=gP7bBD&Mk*t_>?IPeIeWcGgp9?KuuQvg+0pX5O zO;3f*$f36M>*=jc-_@2}(j9LwDb;6n`Db7Lu`)FrpatanJ0n2iU&4~=HCSTng@ZW$ zDq7|D9xk*s52Jm)No)|jCbId~%UH@*8Zq&{t*G}Im$_RZDFw$uqVTVQf}*2k4ZkZb zHA%AveUL8|Q)Hn9YjUp}gOoO6y5yU=XzCUin14or1dG5fz%*SCsTPtu8td~zNqHH< z@BdP+nf#w;;Kl|=vF*!~&2U{>pp2SK__;oZ0MXw$fzaM^LYK>dtSb)mXwqV@1ghhq z3Q7$2yh^TB@Kab=Dx4oa9?s3J70$HWx}seix=#0}Plfu)kmN)b*y&LuAxhAULzM8x z;HN7KA#a9G2Q6FCg56*1!x9&G?RdTJylmRGuKv_9;IbwGJ6Q9K*6_^>u=tLPY@;{M zk}__sUksvi-q~UN^RH0RPq2YF=pRJ7WX!X!lCUkrtLFl2t5}`yU5E^wEp^%S$72cy zcyCd;Z0Vy11x>}I&s3|ftG*BRn~e`X*Yj$_^$COX&mD1=0bMis+fo$1N9n6c`{9S} z4opAZUtzM|T{8YTgrg)}maw^Fpxgi6|5;+ghnlGDglPrmmJIpJESu~cBDh30tk+-} z3(i-5>BTpl_)a_U9)D|yaG#A=IILi<@bK|dPFCrQD92D^8-ioGUS8Ng<13|aVyYvq z@hE-u|Lh~~SY{~@75}FbMRRI>X8-4PL5CaK;!yIydzoHbmQL;x z*j2S|j687Ewv?Y9HO}E0@8S5V^H6iVr4R!%U%Ws&-yOf??T0IzyT(OPk|39x@>ucka{fJw^{XrOrSpKk+lu#FuJHxrMT z^+ZoWlm|8ty*2=i55M_UYn!J$6b<^G4O4 ze+mhjQtaZrIL4jou4vYK-mN@eGV0wGCC$41uKm8qP@)EzMadlPp7MfYm%gy|vy)&y z=e_pKoObL$ryY*Rs`ekgKUlvpSsGx3wFB7<2@K_Y%-RHYG%V@-X@C2#x!JGHjX^Js zpFBA6Lw8?{HRE}&>VwpuQWXbGT&pCyMHyc)C8^n`R>q2$+nvhhSO^}Wx~^~xPv=L5 zD^oCP`QHUj`#0ZC8^YZiO-x5yJ;Ys^-ZIENLa`ExXST)P?|mqnKgh%Y;vA;0%Cov0 zNYTn)enZPq)l0bZut@Hz$7=_;O+w+hkw6439icHJKk})H1iLTz`k~lu?f0};hM&Ys z;N7KP@?O{~IIGvm{pn8m$+uTw_-XpCe(1%mU(`R~(nMN*Nt^3RH$4gqhEmkf?glU6 zp&hL1S*d8+#ly6iUSCxZFw%2C&`jQR*5aw7_3wZNRvXfG;HRzTrIpj~j2=qmfGbU5 zlG52ATzd3rarB8vk! zs7V@MAH-+&Xv8)yQc_?yrB@z3UDXQUbKJ>sGd5cZt-F$*jR%7SD6;5HuEyTJ2tR3Oe#v_k%3jR9>jOEOhME-RH1ZSv$y#o&{rx1rok zqGF*wSsh}HrQ;Xlnk@TXZ9Lr=i;^zXdS(dsygeZc>)RhHk0DQ=zov4{A#{E1`8Rj| zEZwR&B3XvS#!m5^v-`H7kmqzuJf>asS4n7AxBH2ozGYoF4Y(YzCJr_jQ-gVv+qv!D zN!})f&6lL_<>X4UmI_@lrQBwC;(@!edsE44BUgNLe~~%;(D`!biW*~v3aO;m18{Ks zC0G=8;YYE@F#j(fb@RZIK{W3viF|?TMBdJ47Vo(iO&J&tm`Wn9^InW3XA8<@wR8GB z@7fmf?bI07{e@KX*={DLZLA zzZ0*1s(diLap|A0IG*$?OK(+j(@Wg6c<;IDzd!lS=k9T1F55^(?Cr5m4ck)KkY<*b zxl~wXUG+-Ap#7V3MxJr78O+*j`$tZ}Qson)oW{CF85XbMf_Pu)81zF4wOUw>X!J)d zm!#=vZQJ8siKKswkg8DYa#==co-9WPop%~G>q3P_=w`2h52=Q$w*V}li~!g!4c-w} zb9Wm|P14(9Bs}^Hrbu6=CaEy?zy^rdF;Z~(Wj@dw?J~)v`aZaIie^V@(ta4tF45vs zz_4?GVUk`JEua58MO5;uCr{+?H^(HVl;k9tUJLNfFg0h&fuBxBXF|tm9Ro4o=y*>V znvkY4*Y4idibD%jxEG9TWyV%M46Hd1U`$J^+zbJU@upH99V1sVo*k89mA-46$VQnO z`C*Y#i#YgR;Dm^bwlJ(rl&qB@|1d^5WHL0vGjmM1s@fz1k1+EY6WW+Ab}1)laZ2J` zqllSCvdmiEe~y5?)W1u2m&pW`hWsPxuAzU`$-@*A)gU(m#KW>|2KyOal4*klG`s8h z+_#iKN$WK4lR0}9jJjDGkItg`?uMapkkFr*rVgOva_ zSFsd+k;J?>?Q?DiD&aFpB?Sar?}MF(A)r2u=3`6AV@8eFTFS=_8VTHH00@Wa5?@BV zEE*Of0MUFDI0&}Ykozd!6PDAmCn*ndcK^7Zz90DIf_9#x*Jm587!m$UpxwXiXS3=J zyuf@iD4yCp+l+CXM7&jbsz7fPC=z9^ERd}~%^>k6u9A}tb?1bMzNepJTijCqVSCAA z|16K+yybsmH~0GH@t60%zIHya5E^1rYFoN~;jCZhr3(X_FE(|5Y|j~YdwNj`HkBid zx1EUR9}wQ%GMSGPcRHGvUuuXcHJq<&9^`Bu7#umSrWW?CXeGdL?vJB3wKGA*vaNex zT6@OF`5R`8yN$~Y=l@6+!aA4FQr7?IwhVuj`+hZrmsfKAJV5PmIMoGS_H*au((#Q)JbSFg#V?|cQUAnuBh=Qy!aLxNI|f<9R=-(( zOY)(Hc()lF&#$+n@bmf+ABI^u`OIrLok}cq%hZaxaQxPWv{$_U@mq{HI#_f=ge&>E z7V}knrShz(PZ3NY+w?9j5Q#LVXHltNByc`87%fp4TqPCop zWDTU))N(%(>xHtmEv;*&LW>aDsJ<#{Eq54M^5c;?DTmDqyH0doswa~JpK`9Z$kymI z+@8oa@0h7+wuljLV@T;&EIIqy7!&HvP4r4IKiS*f-hN3?jkxZHP{T4TVRTW|a^F6yRBTP%VTo94toJ7YArk>||{Hx{f5b%Z(+gAip3 zve_Q1>rj74kj0L#9v96cy&?JybecqqKP0Rf#<84sX@av*QG1eNrkIy(u7E`etQ4utOxRj(?A|0-E42rKa4pl9q=2+UR@Qk}5G5BCk{FArP}`5I~+zP}k! za_e|#UOz|9dt3TW<9Xw_WV0eT%#4Utj6tv1ms08$E{MHsPdIcdwqFFE?$Y#@T=#3R zdiU?@wX0&}wtz~&m~AWyo0pto7T525916lXQR&t`>(s)|QoeZ+wT-;~_aN+5vYV*s z|AD-2IDZa~M&;$Z25;ZUMd&tCiA#!D(FTL^+3w)hU+2d&hkEaN+nB{t24r^Spc{gl_LiH|pJE-{h3E4KPc7hmR z(9g*uDi%4A5)+f4ix>Y;I2@+Ts;slZ&>6L)D3oK)toV^1m6xr>n{2Kh$CW2`{#eRD zDG}G;+9d2O8d_Rfr+B5Uz1{euZIDetYHabIw`Dj{ z=J1Y~RZSO?H0>!{k!cSNZ0)9${;2mZC z*24p{H&Y5GW@T1{G@~N)>+OP z>a<%Y?UT=%qp;2aKE|H&uA-cGs3Cz!Y$s)`|B{u{nRaHu9Hi*nQ+)R`i|JSc&W4#d zM3GZrX$OmwPKfeI%!W?Bh<6+Fysa(SMTaD5B2Q zbS#mjc&EqP=clKiIuXU4-V#D*bZVR1=-}v}ckl%_%?0sM1FWGh9fX8sXy_F+&vA2A zxwa#!w>@RXg*`1f`J+~1_5cD~IPAn-;xKD#vu5ZS2XxrgiKmL0#+fj4Vy^{_#+Y}% z7tEOiYOsa#z?@`tHZGsNbxM39#L_SD0U>IJBB|V79d>l5XPa+-r(s{dwJ#y8x1DbN zFYI}{P#A;mWmUDE(Cc|Cw^nWz9$s?~!|kFwzYcq~cBc3=78W{j z8)2-l-f!nQu*yq{F}Og-7iH_yQmlb6PC<|gim@rm=XFvWmlV~k ziNNu2y30W}S?>k0U&yKkarBC3sWt1$tcP8ktgICIOAf$GiZ%caN}*%t(2S3o6UGzP(iav&B${d-TuoA)of1v-*v zr>CK#6`NrPA3{`0a&iv>3n0>M?3qI15mOwv9GQGu2$f1~p}Kse*sk5}|B zPitiVh?3SlJw{d!>W*1mB zMdvp5ot>3w6@%Uu)p>6;caFx-D6F0}^b*hzt#jdjvM9~%0Vt}4(pg%+TVH76TH)6W zZEfuP)eZGX>sb9Z_MJ@4on@YgjH&I-{oIV!jjsFF<_d5QaR_PXBq_a5^f(?xjTS+& zZD1v#eZF+2ZapBNjfEejbV@uP{uzf*#4cRX0+2q#M@^*9MNI^BNW_~b0mG!)M%k($ z5Q@&;w01l?8dIR}#5s$G`yv^aU$K#|HJ2Ey0ex5F~*W;4zbCWzADj z3@l*0o|n>(ctl*J=l5+>K77z-G`T+r8a2{0nuKsTbzHMWV~xB%5}>WyM5PXLV>O(D zLQ9ddc_vsbA=F1n1JB^lM_B{VP!?gOS?pMK?6+ws{baq%Gz5H*g|y~NY|vgCSv?ci zkEb@S-JO`dj>PiwU>W?vw!&65kN--H*n7W!dur~)@i`Z|?Tf$l5mql{a{lJjFY)1< zs%lG$dADaYdO>x#LCv_>$iF)Wf&_rzfMTBzmOH_``w}V-kYnpr@bNj@j>L8(N{BIM zLudQD^ZvEs;^IbVXe{x?&>e zR-XTMrH-EAyed~-@-=NB&Vk}EKPtheEA2gby@f-Ohl__sf^q#(#KJC4F;nAiu>cuS znwOYY#bNU1HPl+DHT=MmoWKeX2RJl|r@TFbU1L!In~hv~%-E{|A631?JZ_msBT);2G;57x-iG{8bAMOBSR800+LR>PUs*+_$ztBQkBoG9VE?CgQA7;!)w zQPI5QeAoGzX}a8NO=8IioIf-t)#*&AoFYA{xy8NdHb^-vadECxvUFC%N!^RZ0sD!L zMoA7XjkpGStRNvj-n{!V)!QvNe~SdTwvNe3;YVQ$s5L73$;sUe*y_V;lv!KXu=1}W zEO#?P!+##%pN`nQx%2lFLowYp0vfX9cPob78o1mDBl5*jQN?L)mtjsR1Cit0GOy8s z@mq&RR602^Cwm$sEHq#%uK04v$AA!EhmXh;UFEX@TgFrZ?Jr7L;@(Z@M?_$D0zAhW zv?@3)7jfpZy7czHM)doyNltxop$l!LQ5ph=y0LoU zENxuQ4Mgl#@8>Km7<(qcXbYWE6h$eK^vc~b&DULY&^$2!4i2G15}}0c#e4pCrK~*C zdAbIQ11ZkCe>u;8{+tAi@vnUt28(@$hL=iUbY7(Y2FnkE{`^~eo2|ne8*0@UsxXh* ziEbKEf+_3|6l-}4ZJ*LpZd5+|+YFx{D4h+UhFF%*8Z+}NjI0LlznXGoYU0dm>^uBF zQmI9HTIBfd@tu;^jgr;u*7nhpZG^x8GFX%e!KQ9tnfTw~kcxCA6aQ;1W&b6i|>r&ejt2H+CC*n--3jWz|WZE2r za^TF2KdMIYv#?`_A?bD8p6F0ipNLO^!s7wgXA9oM72II9XNX=}O1~$ZOj1HNA@Cz5 z+MFgX#1dMxvIhblP%~o?!dT8%8(r>=V3AS`n5FX&sE;q>&5K%0{a#KNQwQmRzveaC z1_?kFO~jGaXZ+IbY;x-Z^nI;(4ZrI$}M`L1L^Z1s-c|b*5lcTcS}ze`VQO=7$}`{_LS0weXacRX*1B>@$9yK(t^%nhxg)E3QAD-;CJb4BhyYpYNLV zhA4i@51;@Vv;PtcD%FXl(v%=l#sI~8-ma-|p>J@tXeBIBKT;gc^GgiKW=6+)@2B(r zm#~e3sWKR={XH7|CKj|fPt09jOP|fyTg-TS?z}lcMVv_7+sfF#LvsQjPTn)*xh{mt zIoh;n0K{7ZHa3XhdIF57P|jprQnr@X)^c#`fTW&=({Ddy4ZbBklK=Sj@tuN*?GmjI zJ2E=^h#LX<@j|qyBWoU+Hv?H&)597dulZ>*#VzUt{#|jXH>jW>iIsZAJjNz)r1OMV zvji7c=>#E^Jhl@=(nw5w03|x!eBHgXvjlY-|H10>}Exjc74Ql!38la1+is$bjc{dG3iOYM75r=%b`$#wPV3?aXAQMtGnJ z*V(D~GBBW67OPHdBe)XUO_>jNQEXI9jn|*1<+nqy)Z*z87efu8$r1-YLGbJ#NaI*! z6^EO}#0rfJy8~*Py}{#0&5)GUYD(!DrIk{L4-4f8VcC7Bk)7pps-|&8PPu2}`Y~1# zcQdw^VpcYI_SdF9p5B)UpzE|QGn{`wlTgrxg8ywp=$KYvn*5{~(!xX`5Sw~wzrpiG zabw@GGtEm9!$l^Nhx-6lf%sa@fEsA+oSj^-^Ot>~O(^hfiBXH?2bwdX5g}wr;3&bl z0&3o8*5TKi<7)ji6`m3C{m|aQ|8Qb|On;uB@Oe-ZAT5M)^dOyR0pK;~;N;{@U- z6>!2mE*~aiQ8M1lc_s|$jYo(rV6gLqf;gy)Y$#1E=be!llnl8&K30b4WK+3y6yVSx zcR=vI>~ddczvpbJ_S zOcVK!kthu!SP4A2G>b7bCB;kuCD!@x-{agvW_q@|%H86U5^@q;o4kpftPr170RU06 z&ACyKmw~y$J7K+8w+n+R8?`{5hId}335e>np#13q|G9=@y*cNdA9^1(w-Yn8GJ~Nt zF4RxNSFf{1tg?pv{CvNqV*NO#0cbF}vy_%KHR5Ek8ak;h%7l04p!LZN@dL}S+jzpE z@ZLbvI0R>2{k$7FkR{@4_3n`u--rBHGg~tHonv9l20+KIg|F9FZguMIoDi-QrcjLL zDeJS=dvn%r&k@htRYGjw?nQ09-Eukf(Htf40MVr~a^@+VRNq1_ruY-%-jAuh_k*jv zotM@xaAcNr1sxD)D4xka)YiIvdO!bT_EhA8vjGp_k#SKQS@keOphCXLKXdC744qIy zQmjfy2N$vx(U;mbU+U`BHb3K}#d3SnGnJhv3f^JHoYvU$b&<(MPOlsL%B9-k%@uhR zu?%6OtjEhGVJc}RG$z;eatby zl+H?>V8@|^vGRGYzisazVeKwIyw=*&?CgA32gLzGpd88<{bWq6aqThUXj=`&$_>Dd z3-z=`BeI_Xl?pH9%Xz$~Gob#`g&_Q4kz% zLMHnRT28MLa$8*#Hlq0d({2%i7yhp?{15Rl|5jbf;6$GiY(i}UA*;d?nHY$2V5s@k zXHBG+`;In__8MdIl9iw`j~obc487AvM(cydo#lu#n<%7ib;N_Sd_;ZQmS`gVc#+N~ z(58vlGNsxth-!5Drz|@mDdAe<;nXJ`DsTG`tU*Y1ClK~m@;++u(%N=liBKAZYo{wKIiKvZbV!)7=R5M#+)_s<$ySNFi&&_INxZZPTWbm#W{?OHt*T`suqh1oIdB z;0IHurr(EkvGz9SLVCWQO@*jPBP>U6D@Jd6+*%J*{W+|Xncn~=RCw;`1WS&S_$f&G zcn%1~I1#^*-LlPprS=EE*foW}zaS3w}TtPf;49R#4u3-il zad&6w)yCYfsr}=9F^3xr=Fdf}%SLo8Qz$gCGJE;Af&;aFjRF~jA2^Bk@$V^aCyW(Q zFW2a4!OUnQ*BWNKp1C)JxwpiYP$L2O548}SOoOz!+waMNa^#+yiG)&I#emhi_Kr!g$&*^6;~OYa z&M@yfPcrXbr3ZT#1Xb~hSy$L2IJDH3PZm5^Dt(H$_n%2-ac13}Vl^rT%$z9MzsqpPJ|IqNtJV zY%5$}oX!+E_en?W*&=?aEZIUkOFHGYFMEZl*w0A6rO7Y1mY0HeYejErK1*Vx=M4%t zSLbcYp#B6sV~Syqk1@(cXI50Tb&!^2*s*x!Or{Ij$aeyaV^83yXaUy#u}NI5H-;T{ z12iHg(+ij*$#@2g`P{i~H?21~Y%L+mOJ1Xhg+nga$ippmjr;yK^VIgeh(V4iIu^pn zBoSqOkHqAy(amb(NLsaFj}2xodnYg~#anEp;VNBFlQqyGdji8=qFKj&;9YFSNsXD# zEX%FAO7sjKi*JMvSn?z!ox_7)gFy;rItwo)w_h;Eusd&k|Lj+lEL({-z_9N}$c(fd ze6=+?S+e>M&x_%A8?r5GG6yvT%N&U{TBg~t%8P!vXmt`(5!FGGJ*K?^Z|I$Cu;`a; zAdTWnjEiDpAqtuca*gO`Gs&qFqx!REoK7TQ*s%mEA!tOBeO%X``EY?DhJDh~zLuIv zE*-yZj9N%ev8WXwF|lDK@{X7zJ=_vTd_}nkXxCSL5*AFNIcRlc6v9|p4E7nsNA@5* zvtpMks>pE&hpU=7WKt}gLWOpX15q$v4C6YLN&4pT3jY^3%AAzRjdvg>M@s>M&_W;_Gx-^b-NgfKDXS!gQG_^mp&Z#ssGn;d#{*1012 z%1{M7B1$3$egDVaZ}M3;CFnMM6!eZN7O!QC?>H%0u)5akIYVJd&M?EU3svIcW2Bs} z-nh|U;Qs=TTEPkyp(RC#C@gk!dGcO!CER>b42IPc-$ALP!q;hX~cp^8ktPRUL|qnqH!1t8N7o!x?SBo)}SVqghm^bBL#D+3_YdGGEL@5 zUfJXzUVOBf9FdsYcrVuK9>p!0F~zu(#FWFvj4lm5Et+FQ%Ivj43ZmqQS4m7<1%~Bw zPUBHeh+hdd+Gf$on9ns1^eJxRK1jTw6jaA(-(!S#g(OA@L!SaQFpx;aiE3~OV0Ga< z31UyKYPxe0iJS|`R`*D;P@#8c<;;AEwo(OX+$lLp_97Wf&OufmQwJCmCR0NNqZ?+( zTr|}ef#Sk1`pr2d#HeRoF_yv(C?5NvF+!kE5zXwig~GddQaX!~5u3$0ZX~B)u8k#D z>B}ew>dg7Jv zv?K${TZOl&EDP=Aq4mZWafTa^35jT=dHoaQ0+MX_eMR zLnHzUC&&g#w#mZV^Kp1(Cz`>h!t_(>9M;h}RZ{HO0pS=lm6JhWNQOP7-&Rn*meFT% z#6pz?YeTdk;G->Sygh89Ogw8DP)FN*;lkl^Vd^59{bYPhZ*y`?EV>uX*>RI4+SV|( zin0*PBu7qS_NkHJ5|no&3ce$Ly>ms?1QsnY(Q}P-NntLV8V1)tDIM1@<(DHzN%3)w zh?TWdCbR!m$w$}SVMw`6?K0HBlVi;6UA5jo+0V4$?In#P>zekwUk+S&v%P$1PsMru z=o@WUIxK$c;qxDVU(yK)D5)~+q>y4wNUOM7XblplD6LrpT*s-zuMR|7!#drLUH6Zy%96xDA$Ih3Pt zEPO*VB70MT3EJ{QIeJDVO1JO@_teer34eYzCr;5NTh{tKgL1~KU~~Io5#9R6#^qJ; znFUef=(?+#Nw}Pvx6mH!0x@27XjdY=Av;QnK!3Mf7>7-A@*uON87=z3m~`tijeVPo zcC+h>>?T2l^Ks$Z44IS5*(NP-W7uT?F-LIrVgfEn$$Y3BBS9`<2I^H!KvsZU_`XOf z#16RS9YKIvAdiyOwLC(3|=aIx+>T+hy<-+2A|wTWZYI1Im831*k$2NvmIS zeGVAX<)B;cN4de@g%qqmi(Q~F6Xcn`|hnvJFPsp*_|h55p=v3Bh4g*vE)L2 zxL3Dv@CkDyCy<0{ZA`Km(p0VabENd(K@Wk01bIo$^bXHD_JUI+{kv$FtXMkCh@s|R z%CV!Fv1VE|%9c1&eil`Hf{_e>IGUQ-j*L>zbGRcTSmqOB#wVJk>~s4Hr7*i}goVKr zY3j~8ZV`P#m1SJ_HQXcqAYkxh8p@2@EeoD|=M$v{Z-^WV`icwtI?DCpS3<<#>88GG zEHRsQ_>Syn1yye2zR4M1F6jLd*<6_{rJWNNAL%xZtI+axMB3n4@ZNKBFk*0;_dt7% zpba{0W6QHJ>{qNFJGb`bD4bRvLTVGV%?yL>>|3^GQ^YVcr%Qi}hgR&n*!$U*S{F6C zJ)tg?K_Atzw@#e(f8PD>od{r+6qTB);vlYjqYHL_p<7CSm-|%+2b(%);lU-?_+< zQi9kK9MC-}_MQ=u%oZbu#os~r5OY6^-|Cv<%epf3mKh<%+OLi8km=Pn*2gg89je+$ z?U6S6*`&G<>nmk$aZj$g@TQZ<@QXfUw~gjo*SXjLL)9933@5R|QZ>;yxSo3382Muo zC+(VVk$X;SG1A8*O2f^n|o zY?4Z3l@rWiON;fY#NIGOQVp8!T|B8m#fs8eQYw#%J6efN9wMfbYM$Ig)`$l^y&1Ez zGpaZHL!pfh0i&anW`cOv=?Zw_LYoIZs z=a0pQDyuy%)di&hNHw zYCmuKc=ZkL;0O27$)zfSj|97_4SP%sDe1Ox!WGLi*ExG`j|TkeIefll8{?-Jk@Dbl z@yC9@lYsST`Z+3FN;Co`h~gj;$8@}+`will2!`-F*N*{6V9n{dEDkX85rIyq>OoJZ zHhP}l+}TNc6Z+-ru|fLfWEM_9JaZ(-0V;Y-9*l$;HCBazzY3!k@^qo+%IVP0<_+8H z8x0}LO$)*zM&3+l#%J1Z(2Pa;S&3$uW7@;^zdmDzsZ+>*2 zwys{&i&(G@$zNzPu`xpyn?N68!A8MIznR(@nhIE12BN+*iNl*l$79qPDhNO!-WqW; zwQTU7&}mFLv{rMFDnMYdlS6+!c++&_J9Y%X7oZ$~13JKO>cvoBAA1SFQW(jDAH3B} z4Ddu}rsdmS8K(;9Rp*^qp{tr$R#Yw<*1mfbP=ZHX$ED$YEj3IS$gaaCxE_W`RAb0Z zD^Uzh3G&c7tzX||INy_YAnfZU=Z`7?I2S$SJF*b$LUGPk5{3MC0)BFAeR!aUzM!Pq zlEfnCR=en7=X9G1sT;Sbo8<^Fq_5(^}dh zfINYZE3rq1gyXW%BXs~E62$hxAR_7+GgF5#_T;3c>YbZ5Hi1FpLIn*=WG+blj5Fdb zyWGK3EyI%y%SbCNkzrS!-nI{R_Bv;?W97`RI3hhLY2PzX%KEQc@4wTV9dKs7uCG5& zL5J0N+3j2eNid^c;0E2kV~3|z1dZIs{sR|6A3(QfD2(S`F(x?D_!P7dKGSmRJK)Nc zU>$qJF%W??mv;ZbJAo7@L0aLAmy?*HSeTXr`ZHGcZl8`=y=CRUtTlOLw_Jge%U+R*OFmDT$Z z+Y38$7b1qjg?=0>EtAhR0Fet)ifkZ@ml#s#?65uD{9NZvOzW@pH`_`t)(#i9hR2K& z3NIy*8H}X}`q`Z1C^vkEZHLi^>URPKUMk89v51s|&kB-&pd5%}Zp>J!*ta>dq5WF# zr*@r>O6PxN?7X`a(ayN}joXV}(Ak*|j!3%n=5ZhxG$<4r?HuQ*V?Sif*!^B@ z@NbDSLz0v)S0%II$@An65E5F)j@_%$GW++dSy!i_(<&O3g9d*D$_BjEh?tLQGzfg9 zsb@pxO3!0`JL;jpwzlqC21@)dATZW|uf;}Tg%t7q7vbKhx;u%--Whb z`|q>7@n<;3Ex^fYrEltD#VsI!G>wU7MqpSEag#aN!`hyo?XtF0_19AJpbkk@M0*Ho4?wB{D5 zA|DVy5=`|=BX0(8!a408@qfM-*?%P9rOU_+ImZklyaJ#SArbH^W8UMTZSR)3_CD+V zdN~o!EF6?6L5iitW00eOLJWE4Wf!KyC2(>KSK4T*$Wfw1D@#&977V|99eZA%jCzWI z`PS85867bB3wPmR(;vE)hI6%ODw-Z5fg1HXffonMVh~H9BL~fj-?JK-As@*USakBty^PQl&Jpb19!+U$0;RRnf z*S+fsl##h?(#ME$_-KSW!55JOLd!?SPK5oc!x>lowQ%D|w^V~oag;oXOd0bLO^Ty0 zq8cTRMIw&ei8>xtKf1Fxynk?ixq6S`agp)^c1Fe|u)vXYK{gQZ$#wAl!?*M4YxO$M z-iMX-uyc|bGWls%WaTKoiZM3zZhaZ3UnUR;U2bR`K9QNd%+U>`j)8sa?4D z=YaF%DDzkGBAk8q6R=^5J~k?1T^;J?uWgd8mm>9G` zX}&(6wz3lv0@@Tadjp|+EcanK_}-RYz{Is}rO!vtzq1z*mq;*-Bv!@hn| zTKzh8EB_fowwEeC+D8gT4T;3FGZRhG>{g~8r?O+OCdT_YzUgY~~x)Y{aY=^*43+5PUbdMh?nEmKO)*_X&cN+&eZhZ%lSPu!Y541l> z2(TNaj*z}WejrVRo~x!Wc4b@jbHEr<9|{0 zvzX|!SPa>a44_xavv@nk`($?hA(ABipB(@5(82r7UOvg@V`Y$VvL0sjIrCWnFIR9; zTRUdz*XxGuqSlSW|2&Z|t>84oKyu3l?iOsHmKn=YDCIFzq!g6^vk2yV5QwF!c+*4x z@l37ZnWJQ+Z0$RN$uxn3cbI=&{MkQ!Qg7RC@2m4Z(_`*u(WqQ>*$HH^0LTp&^*`Uu z6)3d~>h1hkx#D@qN@lvOS;T#0(xSj2lRV~ghrmcneX)2db}v|prvs5%vp)Feh)*I`bdTDh-aHD`|JBZ-?UsoPN3>4u|yKDzJ8}_K04|h zv7;|M=uz-aL+d6_==LX$t<_WoZFm^XZVW*Hg8(K2Q~H0H`tEot|M2~gy^oPSk9Crr zk!*2}$V@8Pv&_iI-WeH3cG(FHq>N;fJ)%OgLrV6{`rXIp`~ALte|X`X<2lFk-1l`~ z_jSLY_cc7IgD9^-+X7}fLW2_^gCa6YT~UZ6V7Me)bQ7!MJ?vPHZULhgkPWokr7D|} zo9h+l&5wTtE%sFs`ylM#j_Na%^cAw@P^(+~Yz#@4Fnp#8%fDQn>fi(m7zHR-(uajHqAnX-Mza-zsNX629F#@0 zZLRMnzcodw23EPpAiP}))jr)`=17v4VfQz6$#7b6g9<`QxdMVVF?>ZKmPimgm<;l7C+|<%x$d94Coda2 zwnbZ)qc3Kx0Eoapj678|2hRX8!X{#oMiF0-q)6mUG2#}cYqD!>j9}$QKr-t{&f@o! zdri~O9Sv^u%dhHPcgR&MHPNOcXLxcYrnFh4y&!6>ENIVuYl(CwJe!-jSMGE9lXj!K z%HD>Is2&^D9Ptjdz>~)P1OKJxR#i45i3%E}vgnpsr&2FZnOHmq3KUAuDYJa3iw{?) z6T_bvF>npq&|ku+3L6#UYLi||lbhak&sB`7>VL#|GOx5JfBEjHy(-JIIB{7)j4CZ!%{`HXA(iS$F1`-p z7mSTcV^-`)`w&DElzbQ;CwderHWEu9P%K!pSh4a6l#;CzYwBxZUJAbs8iE>6{xqyE z%4LNst8#_o^;nsQH*-~f85PGE8X8o;nRs}4J60<3)6F7hGpS*|VMqDlCC?%q^BQ-9 z>I(Pe57W;pSj*nui*r&=*Ri8zvSE(pddIOOJWy|XV*WruX7{s4n+l^HU7QkUp6#cn zHyOPBH&hhYE93>^x&4YwEMMYedMHcKC68e=kna{v23F@DPo4ZVUH8llo)teO!BFJ) zXQghp7u>6g(WI;TX^GLx0R46VQT6j`8Z_3}+>NgY5&ksBs-K&Dc=LLp-MkSOYTuRf zP07MYODKM6Es@8GL6griAKs~Pt-PF%`f7{%>EE+z;yQ$l=Z;k|m>Q{ClTqwd^4lBp zbh#nJulA-1s@GGe_6So2?1k?k8TAo*O?HUf(qDEjTanTj2lABPNtO(6f;NVI_C3tn zmQ79GiAi6NP(}bBp?_PjflkRMqy(|>Wd<@Izpp*!wZ?ON(5j^!BP}iRhbGkFHf{b1 zN+}z4z6*LtZh9jo@=q%L16fo1({+2x`v+ZCp9GP4rA$n?&YsAK%p|T|$nN9HbD8@w z3JX~lQFxBN=;3hWFK{wM<~>=7B!d|Q85IeWo_>ZAgFFm6X+t>1FseTjX9m+3ijmqt zhf<=ckldHsiV{~MvEtk<3wuq(O52)0?vKBAb5fxW&A+b#b24mVTybLgBMM?xv;D)g zjo$NbBEyny5~1|Sq=<}&Y_&mOr^lohYh#1^)QP;XT)7e$e5qu9WL^jonOBzwdok;g z33=T;b6a}C1dk8KjmuCRBSdbB#^~nMre(SKQvdO-V9t#0z9#M_*q%qWK@#Ic>9})a z<7Xe~VmSjD>OhegTJ!iFI!SbWTIkYOFYHXXZ~C=sZS*a(E8C=1WPruEE!WS9UJHL8StBIS30iXoc}GL zl+w8AeJs+Ekn{6SL7)TOs70#A$0`R0XSG4*5himI5i}-Jjt%O+C4- zzieI39Lx+2JQLLws>ewycE(qBW3F?$jm?w0>{Zz}@ksS`J|Zw;@GQoU%mu}VgvE%T zRzsB#EB0BBLOU}t9CJNsGFLSQ^GELE8 zWw)NUJJGD*%^~(h9BoPH014>;5o?qQDX^kJ$P)5J&bZRgcWyUG{>Ei?rZc`qAfJVH zr@a|NaonlAemN6|5V(_$f|;tR)+ko=4#KD*wWa;%P)n-mty7S=?`V0o;qX-16Mcb; zmE5<#?^Ac!t!LJJ0f1@O~>B1HwwQ~>@!_@L6@k+Q;a zzJ#DtNV7#)oV`~0lNxM3a}Kw2?0xTldaD5dZ&+-Re3qWU&{KvAHfYe+XbF~Wu@%`{ zNt^79&X%0&6b63Wq>S*i$hXWVplc;WofE>e#A|uOsttxq#p+d;ij@t6DYT9Ff#iJ1 zo9EWKZW+~eztRR94%1o;od$P{o%mWwWzIZ1rw?_Ob-SQR2z^m{u~V0NUT|~BC8doR z*FcUDrR}9JZ!<136{Db-@fR<9s$Nf`eMOU7*}NtfLGi@WAf(jFM*aDj6dkqepX*g@ z5gPbNO99#xq;_T!GTrKBbS?o#%oHwTxQKe=@f+Tu6AJRN&g++lm&C}>f&w9xL;nTpbL6V-u< zx|5sC(jK`s2G_SpP;?=16>XIH;&3ymLb(R!n)?spWEy9pYBJ~8?E9N?Zd6`3y@iVo z`IVZmN*H8>k2z@|jNlS`!N3+I-b;G|nMaE9M7IDPo&@m<;bkQ$eg%#Vxk;B&U$2n8^X`TIb${5vGyiRJ zI6DJ=T=_@V$sI$P<_(Ndj#WOvInQ(>*)Q`hVO<~9- zScC6tu^_BniAh=^vbBPg`@m|5BFc{%_vAkgewU-=B;1JzPqhDW>I8z8cFE?owl&WwmE>i1E%0<}+SJq$4n00(l^6KN#vmzwa%Ed%r zp6g*Wa!(5@UJP;>8Pb^-UI16XfG>Hp*y$pQ`h2{Wh7lqI4e@V~ILPZTBP-_dsYB6U z0N96=WW4_S+`5ub>)XKw4^C#R|bV@ZAe=)SgK&?Na`;^lm7#h; zDKf&55`czh$YTG$Kz!!(adC7CG8^ds$j^GqN__VBQAA$U97LS|jyes*3%*jL~O*n0__GI$FZ-@${%{<*eg>|P*vJ+dG!5R*IQV!RdEW8$@vwX<%r9@h~R#=z~QO?OqAU?TZ2c-$$=?Fjq3_)v`-e!lTEsfy^ z5RRZqR+mB#lYVLHPOP8(HgHHPGqt1tZ!}m-z=$E*bkK6>4YTlF_Jx-Vq7!SVH$UW6 zF0@i)6c@8Sx8ee=1)ppT#s5sK1ckMTP_^r4f>i}6FsgjZA>-+4GAvcTl$4iiK*6|~ zxml+8fVevFC-0BIan8-@r2~_)5#gQP+TXtgHkTI_(iRn0eTA>FS--z2L53+FQ}!-E z5Px&(^q+pS%^bK{-`H`V+Q>@H4nFY}jv_20!+E4iJJk@|6oqN+rRJ=uwJ_5@_jpPB zGyjzx%@HStv~Nxf2}N~s-YabO1KDspaj-iZa|f*h|E1jgx5Kb%0F_ggft(qN!JGyY ztf9i4#_R55wrNS>>?ufPSXtm+EW=wl7AJ6dovbwGDg?{(i?`clpn3tEVU_W(L;dVJ z+MOD>U#mVZn1TT@YWb;xU+VV5KC#pCGJ2OE)@h2gy9vJi3h{TlPn{Uvg}IWOv}hEP zs@Hfr#`AgO#bn^sbI zd67Z~B_KdokA2*m;Du0b?NTIZ((47i(QXn{U#Gfq#9fVVhb!`dv6f7G@gx2MTt!Tg zc=QYmPF()8JGb|jastUqC^xUT?@r`gA;u<+z0$iWyi2^6HpBj4ru2mbOy&=ULVKK*r zqLnIsr}G>%{Ct9m$KCpnEZn3zmL6!hVKfF(9nzXE>yLdNfCRur&&QJpA-$bTIC{-Rzl5gY|htdLd9y zGT=fak)YlcD|;A8N{F}frD#imZOrVTm3SCgJ@b;tLxmyUVv6gs$_cq|$E4;yEKzyk zwO^624r1EtJXo3S*UhmjCcKmwUTT$($cmof0Z4!bl`t$)mR{+eEt?{cCfBC^R>4b_qWrS&eM&4YY2(ht2QnV_cO;Ka_GD0k!b>e6Fl}o@tRT7@GUp~#d+8E)tawx1D z@O!vsqx*dAa`X+iY}|N>Yf3A2S$&WJ`%FM)F48wV;1U zLT%GkR=>L|r*uyujHGZ>U&xkCQ))C%+HLz-sA02R=B+FfvjKoHgCM`<%O}Y6qEaRU zq@|s^V0+<9xkBwiW+tDt2IAV)H+2~!%G`7p>|*6&t^I^|7HeeO#NOn^{C4wi=m^NE z&k5R(Jqf+7v}KvPNS)qi*J~$f^vT_(HzMjx#mw7`bs>4ZIso!!0lNQRDU zjG{q(k~iz}{M4N82E%g2gePa8AVDv6Jwtu z+1{m#H^ZoqmR7jsqcypOiB=Y!P4Yp15=@?D>0cDMpz|y8CJ}#@6sEit`O4k3?{Qgx zw6OFmKTO~AL^WvXo)l|SM6q!JYh=Xgg&2Ht0iB8jx_jhIXlENf1La_0s21LYj-0gt zMVur5#A7m8LXnQNd;yy9hpafuPBy>h3o=v90p9H8O!0 zfUome@EvR5{EeXKx|M&z0|6@@zFo2A{l~}d{EGuQi-y%fp?kRbZo2o3 zjqjJ3ANW#TqY$>&K^OoZ)6|M(V9TxJj!?d}VC^%s%rph8_iZEg3bj#<@|7wqEhIN) zRA1cm74&SXxHbk>@P|?{QI!CV5AC)}Uq9YG#B&Yk(Un{c2_PmaybB1Jyj`=dY#!fdGciBwbyCxjJdFgQhrGi_Jo@+}oQ?!QfLYR zlKxLf(1gw->Dh{1(1|QGkN(`Jg*wu5I_CTvWt?CtddH(;b{+2C!G)|UPNEvCq<(uH zM^q&~yTKk9`d!@5@lH)$j}a6a+Ga1z+ZQj7xdePL7Xpd+EeM0nJE zS)76ZIt(DpIFYpM9q1kg!IZ+QA=M4@{H6-g+yWRPBkc;X%@lb1RiZ>0LB?EZ*@}H( z>c>1#JA*Q=x9cTha556%BegtF>!4a`(u;OQtL{d&AIDJ#EfXC6N;u*bk$>=X{(jf> z8)mIR>p4eiR8-Qv_I|RgdL_^)Se}fA25pbY?~UagU=;tYQ%j1iO-yY+Y?%8x)oxcg zd$RxDeBqAF2}d$a9KU{?oiDQ$fBIAChT>zZV5~Ytl#z%*9)(2tV(4v`V~U*pFOEBm z0+_4eE@EP0<(TAfyrs$Ve(d=-m;0}pyHlPwey39^^iz)%RCqysai{B}`WR9vLJBoF z3vhDozAx&q!glIAmMdQ&kgD_*7bbH+wF9?eN2{m`^3TZ{P~dKB0EWkaTa1|;-i&AP z#V$ca80os6H4J^+~?h}Qnu#WICF5bEUR1DTk<6jsgAgfN@{yu&?>J@ z<-iYx?;7*PmQ24EJaAgn3_fclAE4mm-ci{?%)Jn1uAmvvPdB#9{!_sG`GDmWLs7-u zp&|q@CiI^^g@Y<5|B_NxZbnW?tDr4 z_1GFqJRR_ty{~v5}$KJDTVku><$jQI0LZN zhr=iA{bggUc7q@ZkFvc=^B=A(n~OTx$&wwp_r0j@b4XXZ#&bGpM`<;WZ%O991FQGF zn7SxRW8SrC5N2&Psb}U{R#B7%u2*kt&E1eNzbILl2#Xe>are?=CcPfP4g{FFv{*!| z1jVL2|6?QgXg}2ac+7m7{bY63&B`?=t{ghvvJuZN!#A~=HyT&o|5)pG<@1nhyg4H# zR^%=S#Hu_U$$OoUJ{d?z9PYaYG31^ox`Nx?u}yhd(ZVUl8Ek;d#h|bMCU}`T~l!~ z-4FjzM6tV5o{~yObV}{f^#Kk-NYaYYtxQQ`d*AuS9n|sbppyfDiT%8UjiAG_6IPcN zD@A)YO=-vM?d3l{&6J`)OV5`rtkkV8fQsv)c=W=%+>MCPK6P1{;`efz)ec(1J_OsMWy2n!N*Gh3du?Vu-o*B7saAX3kqdpTRWEk3yw$vNA_ zwkYdC#F2XTNwohysAjeZ4n}CPpV_E`G63@Vie2Scxv7YptgJ`#f7KTU?IJvG!AEV9(VtYoP-SXeR6^)GpPU64>E7SYr zQ1{WuvjlKQl-B%t7{8bJXP>!eGD!|qSKjRbpV~Dng|>|a52chmjIgPUERdtk^nIO| zh%axB-Pnw?&#{sd0r`iF>=rVFK3VKk9L%(HH4i-a+t^+=weQt%bX{hnZ{X05tz|rL z-F|;hK(X5&(0Z$h_4qfd?^3M!r)S=iUE{6~X=A?RfFXtDQh0*Sg- z9swUlvIHfi?P*~~?$Wpo)43!iTQdQ{bLwb(cCQavAt5W2f7smmB+I7dL_cEZ7lMs) zVP`>2Az6Bi*kdvVAVY~{&ytRgn5$2^1bkNgPJ%ZV2RydF>dxFY|3@Ywzm5F%hxRrW zr-rA?(odY zhQ@S5U>oruo1p`y8Y}FtU|X4m0VYfKo~H#-=Z%}t?p^>etw4u%=in4MQ5+$JNdahk zhrWP{J#gFD|44fdY#rh-AjGNkUZ31SQUT&h%g~Z~xfFCjZm9EC@cKUhs{ezxdN_ue z3}iDND5^fRKZWqRZRom3{)270lr#6HDek%Wu1N=Oj09zWEs-N`?JS(U5jb)$Uv$h&z5Zd}Pk2GMN z`X#Yg;YjA{fIZ{M9l8^NfO0FlJPF5{<=<=rzFp*dyT_lXJ*ucp5_qpiKyRWgNm`DP zH1-e+GY^>3`5}`XRSTn-T;}0UfY~vog_pDMW&Bxn$LiwRZ$$=&l=8ssKFH!;VSW@H zo;*drN$-M~^b6gbg*O9%sW6^PBj)f=OinZZbk%I#fU$o+rTS><KYKC_yOfvb{{4}a;TUX6FR~->M5}Vs8u3?Tq|XjzBDHx6Z7xeM zP6Qp&DsC)|TZk7#DaSmqNDj}7#XQf@{B6;9K4%m0#&7mwZz^Rk0QLlHq-FmV35l{0 z>Y!=0!^x9fsvn&-Y?eR7;(3!RWVV>TWic#{oX_5DS=^8b{0W;`c?TU;??-c<*qeGC zp1mG%0SE)ZivfkEgv0vAJ`eK^{QhThttW?5htyB&SMhf4YS3xS5C`o=`HVdl72vby zknQP8761&K?g(1WS?j0{3>^~_v$JvD`xCV5djIeCfX!FlJ32i2nMv+JpEz?GV!Z=@ z9XZ7_6yy>Ry`tgZ*9%F4x#-yxGPH;Pb<_8XpRy*`)J*$G+Q+@Yq?SK=8<4QAKilzaqYj5RF!3|d_2u=f+=UnlY zosDA7X1KuR5KXNXeb512R}&FL`ew*|Oku`}R~U+b}mhA9=o zi|15cgwZXa@6v+ab@$(2gx=K5l0{l7^C^?iwO-+Q6wajz0u)Y7Iwc~wM0yeqb65cO z`zi#yuT~;(Jk>-Ic>Y#p3||n2`FzHQ{IhfuV4l}pUIBxsk!^co)D1r zKkn^fhbPO;q&4%lz6*b*Hjhv4{jJDlDos~WR<_a8b5kwQkkh!*CQbEuTG*W{y6CUs zjcevh$=AF;u)D`(&S+_~-ImHMb`O?vSEkkfWTC7_#9UY^c=yKN`jM^rftm3h!a7t0 zwwN-zKfv2TD=Mw=P-fI;T;urgD5&4X?{(hD?b(|z6tj|p_Dh7FCL@vGUOk(+v+7Hn zX6`HGw^A#RU z!omt2+blP+jbKX=k2Om__qCZi@!Y6(*ykP}_M+~KIfLnpM(TyCt6O9lNnD)Rcwd&& z(b0b_c4V1Q<;=XJx%@s*$?P9iQr2QBjEV9w5)GTz)8J#T$<$2emu-AL*~d#ws~&n6 zLbo$@qTKH@_VQ-kpNGp$LQX0yBu<8~@q85?7=y5!i+pyERv7opG87-_ffX%oEr6>#ZCD`I= zD62}GV9$P|suG*Tv)r)DcpVKwhhXGn`tI?b?quJP1^H)biUVG=qf$xVwXlSRGQ~Z- zhQOJTN5=0SuXPGLv%9spCoJ&2$Z2+9O5|eEwv4#_B%kh%NZqenjM5pY%xtGVP)H}k z5>g2|W;ni~$!FnVS82E39=cZ5M&Bb`kL$U?tcyu?C|=RW3ccFta{*i zC)j|!KV97Y#6I`TZ6>$&Z-4e)iXLAKyU6}fr&(HPg(v#2Y_YKMqr$s1&s6Srey{g! zqwPQ((dy8usM&@%BlX83zR4zFhILs+D$PXyITMnPSlT z{tv}lJgfyINN&Wq5r4T(r&K|qypzx2dV)oOH{~?>f-Xpoy}+ zQ5rrIxtevZX6yDjkA1$h`JesA|8MYwDp!44gQS`S)<)lHt40d5$bjbd)xDGIoxGi%;y8k_9ercWn^`NKZawyQ^PbL5;Sx4-rG4|7#*r^zj?H@3x^uNz3a)`jT? zZY29J#;m$+Rdn3%c6{MB{+iWiH)}xEv1u!kfXaW6`{VL^`|@R4W{taO?MNn_=&UN| zh4X25)HA3w@C?Errz_Nz)%ApQnqjwoEJ+x;h}f!ZM!3xXAGyf@TcxMNnQ<=tXio8Q zLkY$>K5G@*DuE^uH05rav^=&A=PM>#Rf0^)P<{)BJkqX{p-9L(v~e_~COJS2f>5Q)BW#NO>MkVlxz_UhWFi4mpvqsD4tO9D6Ul^B4^d>jfW#ghw<=KRoGNAN~olHA>CM{4IteV7c}0 zs3nh>z2EiZ8!OW`;oXV|XEa`@HY%0@XDwRPj3>mRTQOh7ofdGwa!FiMjTkHxV9Ji< zN;<1$p!R(UuS01;?>iuD(~mBGXL_RO+-9wOJWOz2NH1-HMDEC+3g>bB+f_fBovSB4 z>BvlWu6I0Z3Zs&boDlbn!X%XYYahk>p{&1_RpBl z)f^YeFh1mGFt0{HSm@jG<81jzpBTmS{p;hu7O+w<<{Xquc$TOwfRC9x5NAX#kMrV1 z0=$Y!fWO2GTktmfK?gq_U*k|i$R{&#mwFe-_Gv zCOZ<^n|(fI(Q3i!l1K9W%s7~C&=l%)zH9e9Slf$I%B;V%`HojDBv(ZO8=OlPcj4B1 zDY6!^;b&I9mPseu?H)C2hh>%T%2Qm1hn#PzhpBD#B&sDSh7Ox=-!B~qST^+kyV}_6 zR2`;4Dx}H-PP7zKgRGQemrQ=T3n(QS=4=Y5Rt}&E2@KTK&xE8Hfg?DaZDk9-5~O{d zssEgJ?ef2SYetEWD{ytjGBFJG)KfTfo?C!@(~at>`M?)J5@JHb%K#3Y7OdmSLul>K zc{+Q`9g6KT1C7B;b}^4~RSHeS*Aj;w-Do_PxfwLru;rmH!1BR4N}EfENrS^Ow$LI= zrA)Wbw|C{ZYeN*fvZ&^0C=IjKAZ@j<^TJ_|h?Uq^Jsxpb)mYI&hynO| z?nW|hM46B1GUD7}>A(L;NYqBbqj!k=44$3#;iIwa8bf@XSEG@g9}hG63gxL6X|RoO z4H!Cw!?_!aXtrpglsOD8a!dr!giJ|?puh%OTzRBr2Qd)3zwgTv3ce^f5Od1y2~n?!2RHb86GkCLPQf`40dLc-jRM@Uhl6%YV@CnbD{vmF@cqFz&t^p1I1x0P3`tRDSY)9jN!30*QW5cJ`%G<-Lr}zIL#+uAhO=M8 zb_%2OvFhuOiY^ws?UY+QVmJTyTW&D3+2Rai*gW2|q8>B9l?Z3)iHZzMW*Qw;-utp# zhL?YKMy-Dz`ItSqk@)_e_l!c&hKR_AJ=K4$+)*6i;c#Qv)8{8? z!a~G=A89PPn&2HbWfDy1k1L4yLIfqYDI&gT%xyFAd_%y+3A=2)sOZSZ&&T+5#rc91PR>oMQ0a-VfWJqfJg{vPIzLqVvMJYrE z2C3gtp2h|z>ZGK@iA^u({vpP~H<4~>sWvly?wHQ-FAK}1N9t0=j!D{l8K{(8?!Q~X zbeutg?}~iRYL)h?Q&JEGFfy)KjBiLs9w}y>lddc;Z({fU(f_yF)vD*4{OE@V=VN1I zxBgx2)FX<}RM222ZhqU$ZmP~ei~JIy^xEMc)sSC{$lb(|?KfV|gmJqa8p#Ab{7&?K8D(anc z?Dy&T*W{OXewr_oG(IFFZ{>(CDU9qELANmSB|B-C-RrME%sMQu4*mcb3C>9rRf+1d zjug+b_n${8#MIZ_bBM&qay|aS6S){(UZ^KFmLAdWe0c$ru*f{1 z^mv|4^(+>x%@_TQ+}K71kSRkITUNCj%CqeOQajGskm2QUY0N^UnJL{|Ubn2eH}j6S z$iQ*1Wp3v_O8lT)hZOkHw|V)! z?@EDLW}0#M_~P6^1)xzNN z(S9A$&_=yAaX;EED|iz6><-4q__yQuQZ69zFuWmQp-JjiovH>*3p`Pr4`>e9rFysy zWU=t3DQza9wmePv%uWSFkp&#@c%>)Y$z2uyP-8UCssuT9R%j|bHTT^xyjk5bY2wzw z&br^bcoOMq{*YU;lAWxpTxPoVMSZaOr6r8h9TO`lmi2||`Xu?P$^OGPmBPXzgQd2< zz8Mo<<0)ok9f!*-j4o5%v1UF*2@ikH{SsyVp_-1Ofr!gsAggRqsm_?K$|5?PYabbm zmdi|U5us7Fi$Ds4D=~#fk{ahbPGXKrx{X`qU{ji?{{4}>t-;M#iE+q$%PWJqMAEKf zO*cgMh^geZxOOJ}6u{2!Pg!HOYv3j;&e+LTN-O)pcMqTL6eS=YZG!n(^M1Wtd z?ltyd%=G?Dis!q?NUD&;@Jz-!E>bjGsF(IDm)Cc^8z0{e z^5OmVNP=xftg7Vc;9sw3lKf$wW{cW^*_L2UrP+#)Keuj(v4patc`(LEbjvkkK@&?4 z86X8!1QE8ATUAOHb49nAC^VMqR|5|hr%uXD{r%!3guT22CZ5sg3 z$R8u85DIa23bm)4mmj$vln?F29!7!=XLAUllIEH_xW!tU3?JzpBLW-DU$iaDsp2;P|Pi2 zY(2{r6x47m5(D`^U_7L8M39T;r*t)tb1sSenV6AOHsT|d%e{1oQkJ8=Pew;Eaj2hWFEG7%4P(rKaX* zSsQxhWlYsFT)M;xO=yb{G(_W`!XE;BeyDNu<8A(Nh{6o!N}YcKHUkwBoWGhouTnKxO!Ix_`#%bF zf4)1X6!p5mRxc{FoLp{rW}$t2|F`XwjTk$HEel}^(pa!o0ISD>Nwj+?_-)r-cJ9l$ z@@%<M?-t)(Y1pQ+@S#k1sp^twZ#MC19iXwKcI1CCbG(DOtoyp znun*@iH;ULB%?`CT~6awk3S1Wlknh=Lk)m83O}XT&a5`z`&9H+$4){yIShGR zTPUHz_o;WMtr3g}p%9!}fmV$rowCbQjv_1wblN^>`emD&F3%!#VJxURJxo5xFBYt^ z@_Z@GpE;f9n>#qV6^XA&dgj1oJ|hX@rwK2T7U4+uc&VT0Hly^$x9Y~Eap?)|ca-(d z6$RLK(PmqRHxgSTwe`Efl=h3z;h6cysH>uNk5-(b*cf+yICCCPooo@m%d{J>;#1u3 z(skQ@f715j`%P)5J?^mPGZ@bom)QKiRG9j0zjqof&q#Y3NYtUQrB2jCN(Cwl1Ia~b zwJTLEjb(p*qGxqszCU*5hWOVv++S?3Fl8_>p2tsO5%0aiv6o9AyEZ6CB*!HVSdt>m zJ!4S*I1>OoxG;tY`MFBfu*;&R^T9|!!iC$?!&2-VYr(|j9UOJ;OV86b7K4rhvvwcVrK^9 z{w4C26FLH`1j}p$FX<3k)v++QCeJ-BVm!G=rVFUzG)E>cw^ET%%0@|0mm<#>{0 zqD-QN(D=O@7D?3&e;*4wO#~MVO0`HE8XETY_6}Cv(I}uT2nY9C2PvzGl|ORpc?mz$ z3ph1iWT<$8t*M1@Vte|{ye8>cm#PZ7E~(dJHT!nQ2dqKV@4JQ!5^j8)rHH@ukNe~N zt7^AD)UNsCf8Ty|&bZOA{PpSDVDc}~b6TqEu>j4|qZ-Vkl!kZrI%Izk2rw>7sfcK zhNb}lfDJKy5u*J>>Xf8FG%m;e$GmYZBA`5uSO3VtRRINk_e^<09!W5~A>5 zH61V;(hPGb1<-$RUXuS4&fC*Mn+pX$!b8x^;JE!)_~Pt#u#4Jy(BCrfXrH{C1EREIQjcOpT+lVPi z_ROEV)2lgog7-cA+V~JBMf#*|_F}`{h}^Fb;>wTCNtH@F;v%vq_YQxTDMTe_AF5YT zrap4OWOYmP0e>eKN@P;E9E|V~sSnl(du_v%8B9|Zau)wZVz`heIVdUNbDZt}N-j#Z z7GeUC00v0fN7sn%eem%Ax7@h!5!~2C3^(8DgbkrJf{{+i(o)SE4ow6Jm$2qan<=9U zlAQZzaTI;wlB6DDh(s(g!-5ygm35@^SGfbu_4`cRll%2Z%>)%dLJ)#H;+J*9GHjzO6P=iw5rZj9E`)`!B0;&g7TfQBKRH zqcmtG8D`y<{T)8%v(uA3fYnUTwcrvQZq^x>c0Zm!C!XodoCqueh+HRFOOKi9MKnuu zOAfn^*7a`2yim%iPq&WbB5Bj*9Wz_2#L2yO+QH7o$pEy#f8E`avRoT7fWCr6iIXKT z%V>}}c%TQZ0+25lUdrWn!+0S{$F*(vD=RB|2L?d8gE;Hm3B?f=pcWA0cTeLE*Lc!F zmtet4b95XW5g`vj&J)^Oh*jr{HXx%_xyVL!)65KBQx&3)pn;?cuh1z-t!R^`0qFnp z?X~sDoe?pxV}_i$`YAMr5R6q%VI6V~2{q$1E6V%sAj@e(X}4sW$2etkewFdwr+PAd z1|NgexCVlHEJFqisJxn`&r22lL{MM)hxaO|iK2BGKC_c3@HMOo=4%z@RO32IakEyp z;_{DA+au;z#~qvUze>68J)5$v-hW`@*qN88e)rL>8tXsKhY2!AiY0g{2A4O&lT8{A z0@?i6ESKNADBP|RDL?oyA@}E1^;_RLeis;tUQ;^qyymx1xi`7{rl4BNrZIrC$)WSv zSt=54W;v6*LIa`{-lVfvJf-^nR#Vje%zwF5Rr#(DhafgcOEN48aY>8VIk}&m0dhFy zM4?SOgOuCJy0S&uy6A16Nxqn&;RU51dj!WTu|cigZyKIX4)I{ip|e>_wC3m*(hcIL zy+d?WjY@XfA~G!0x%5#J{c;Q8)Zrxog`Fh-)q@-BGt@zew_WPtVmN{k@4au!pGZ5D zVgwXdy0pE$EM>)PxJdDxhKuvw#v#!#G9-JNZ<`r0-e-I6i0<`*!w=X?5m`!)R+SK} z(3V%2-b?0Cmb_k$FibT0yd-rvA9Wlm8nADAiM_(B`r@nG)$z_(W5L^=C-nJqzSPu* zvX)RDk2izHF=Q?x8$k#$$3-lC7Qb4GuV&*d zXZiX9Us0xSOrMFxIb;Ze4UL297J8)q=%@0^X#2~H;>%T>gZOySNh*kw0|5DYoCtC{ zLp=R3r`T=;YSJm@o`xXqY@QPBKyi>>aIc3Hz=eHVKfvb8Q^C6JC<5|9G!J-tzdC4t zk8Pleko*czGth4PiM|FdzfXd~gq9Tr5hoHoz}nNM|0n5E%VnEyf_2mC9XFyq7# z`xD%_64x5T`{I%{6KV~74s~0Lv%+FOH!h5+Rmt}-OnpdC_;?aljGU-a3zD_)O1t>+SBj|hM99J02fooojt&eTSL;{jYoZjM zL@6!kQ)mQemuCurHL@1}bGj}0Q^9Oi7&(L$l~pM$rF|MuKFZgmy^ovw;UTBm}LI1iMI zuTs^K%}%(SOX$g%NZO>^#k46m%7T)}JTjFqXJO;;UK5Fw{9(ET`30XH^UCc0&Q6su z!E_>(7zRrxI)qNkk1tX=|2hTseovhcco=#-F%S&nt{nC#)HK0(2c}A%w~sbk6sdoCfFFm0avthSBfxPj) zqNGmLw-#xs3yzhSf3Ft{D8|1~Se2@ZPp!cBcu{0K8gV;SdUO72L$gCws~)bSGvbLR zSq=pq<)XF}$@shU5|!3}Gs5;yH}JoSw+d5IHtP!Dfd4dXRPqrPFsA{o&>}r@$D92* zJr41Wpr6Eo-UZYA(IQ8dg>Su;x43YvW_h2w-CM7}w_qkYe)W{OoQ~R05gJt8|6xS9 z5CzHo6QlPJcjD(1r&>8q-Wx5tWolaZBosbl94v8Yhfa<+x{!-hj_E4uHbgVrc+2I? z8b^2?HTdkD8 z+7qiR!IDX^D<3}c@%Q#SxjqNMpB7irY1J-Gw8&2$*}Z9;Vfnrk$;MbEB3xM`_7k*k zTHS*bdoeaDaksh0GDEA|d!J+)`YUseoV@PT$+sRqDsp7rqAO_^GKOZgH^!k!T2_ou zjO&St=J1cep2VvnA2Kt%;`P#Sz?mYXepV|975DM68s|q&V)hT@VQdB|23#P6tze}` zN9}sic6JS|GNPAqU?sQcQUYT}rpqH5th>}`(N^+Bk9%@QBjznhQJhy8KQDO#CDl?v zv|8re*&U78?3a(C4%iY^iMaNnnX!u5E-wyyJd}8}qnLi9Ve8^@g_o#Ct1=m^DOV}y zQHDH_NPeVD29wGMlBWL6-mpqVYQ^tBLY8*b7bZIIidlWLR8DVgfT6o%dQQ_ihVD)|vFap?N}F1frYH!%0%Pf%0s zVqnr{vf#yjz=J=sj%yI?Q&ZyXmS>9e%% z2HQkn^oVP3ogKK<6C&PuriBovPhv>?E){s+{$|MjRKFydeoM_c6o zQ@(KoA2t4pKl&iYMtIK=o&Z@~JZb-=f>_2a_1kv9uF}-hgJ+V9z01POA1+tsk`(7& z&LAWC`pcl825sUC zJ~E9bcS2h}2rsYnK8^bGFJSd(z{i5=+*!hzl*v_Zo@i3cWpI~=65#U+mk97d3H0r( zG0M2?RhF?p8%2&jJ7x)L6vy=-NOoixT0SkYR-FSx>*{t15D@I9c~n?)t}) zD{ZF5*~wFsrqb6fOb0$u4|Ya{vw3Q`b$$=<`Ie`tN3FxuVv$8Z`f1jzD#WH%8^!&iP$$Y{xr6w+R4A+I$vQ> z#YLLriTKbuU8{LSzVrKa5sS*>#Q#Uud&g7#zi;4WuZWPDbtsa($tK4rvy8H%vZatM zBby_8CRxcWBb)5mGO`j5BD1pj-7mdA-{0@?`2ErQeK^NCuXE1*yq?#6-S_jpl)0oi z0}2F%C+{~tnT$Hv@MN*h6K;2NYgVPoMMr+Po+I%6Ea|W0r&%s^rC0Yg?YF{6mUl7>UUdnIm$ z@1w=6R`vQdKj#Y#1#!xLU&%U|-I;Fr>^@i>dm?^w^DReK3xDQrZ(lX8F&QewU)h4u zL@mb!7d4YD z(YkgG9{wm~+Df+?6U)42p!F@6b)Q+xVZ3kJsV24Rmawia(uH;j34kFk%q4c5x>p5c zlNM#21%pNxn?kNG3M(ar?^pgWY+fYq6ZKJ@20`(0yVyCHMRgHMq8#j?61hU}iaI+t zG@$@3iA(vt?*n@WWq^bImb|^5GM?RVF&q0%3x=~LCe7io3KDZVqc*pY08D^Lfu_39 zkN1=zJRtOgQHc>mP>e)GsGQgjC2FmXuv|fe@5Y$tIGF4Se_p8@Y$QTrIic?`EEH-G zmtcb-hLr%s?c~;I-ZLT+NSEPf5=MKX(`R_?12p*Gr_-&X=g5Sl@q5uZH_eT8!%i1I zbx1_TUc%gbC^Nr~JG$R|U$yoWIS8uMRXTKNUW|6~Ggc|=xvcu9}WS{yc>q zZ$7=x{Gl}c&$7TzU4uInf-2uc$Wk&3cfW^D_dXgiQ*kd+e54|L4>XsU9|>~D4<4tP z_O?#=LuuO0F9ej2JMK<*r+u~+s0<9ONbg3S$$=JxIAvB^ZnjZ0ub|kar+indylwkL zZ%uu0vlY!@$ERc^9ydfQYpcXc=55G?$~egVm9|cFiH43t`|?X#miDxFxnLvD&CR5m ze*cGSYWv#4rw8)+x8fhfDdUZ@vuERr=X_q;N)$ils#|M}9(QWWuzc_!eCdd1?@+ex zmuxT1E$;w|JL|qhB`$PoLbXW_6*Mn{LwvTMusg}@U-=>!VZs)sa-SV1%nRMB9-f_J z6aLF2ez~MREZU}pIgsUgvo*ir8A4?$a7XxtjW|doC+3F8R747la99K7G_zR zo+mY~SYMZ%zgs`+K0T1(Zjb%tbbLqlP&{ki&u23}{jWw--wnA1TRL(oggrxGFrxj- z;`fPwQT$0>N+G}HH&5!l*t-2GtE6z5TyCRpR$?P)!FBP)jrqx@8rtZ++ayKb0R( zvkRMgq_>b8xrM+Zg(aY6@0g9`2}c1)oxM?k8m0Lcv;Tz~vh7g-I#1OP0DBU_IheR0sxPX(^EJt!;ILQ z#nh-RN1)LsEEHJ`H!HM|b@5|^(}?Oo0(tdf(2tNSQvt>V|Ep5SIb9`a-BzXLJ@+|D z=(d4yaXfY195u!;SD7kS|Cu7W6o-WMFIlGj=NyFu=-_NE)JIE_aYI%mOO)PdUKz3$ ztx4IJ+~3J~4XX)eM(Pa%|XOgF)4Epf1@P0|dj|Y6U>w{s# zzw`2v8F|Yb*BU&28QBW#2Z{2EDDl$SlA?l(ScL^y!vG45;0mr=q=}gi31&5}M%dr4 znkA{A!Wa&4Yihj8cGPkwl6&;qW##HS=|2*XlU1>5Rg*u6Xqg<}Z9CqargO-!egFAl zI#I0Ab5t<(s4As4{=-=|Lb+Li>-%4Y%leP&7pWRO#^(Dp|72^aoep!b7lzt7FY)a* zZ(+;9i@!RXJhw`PqXo}!gg*4n75bg^+s_p`q0?YoX5ho55kk`m;1k5zxfuvqZWITxtjfAuMul1K|NRA0k)FXxPuzb2 z%KfeCE_^g63!3+0%06i#N&`v;0Oo(c**e+S*bseqD!6^oR{)j{vScm+MKy>28+MEJ zqJOXn4mG#Z*8I-t4V%eS9$+QBtb(V`5vH$e$Z9a!;TU%6%clp?`Lc)df2FbqM{(`- zB-+_IgRR*E-^!zd3Z$L4u841zH`OQiQKnT-p_R`X^m{bUyvuLM%#zp}6M33jBqh>M zgf6gZ+iMScoL@?6?Y6EW!p23p-Lq9r)8uU7*Qi3E5`n0tPm&=pB*~X(>ft+mC z1qHD@Lj9?eS@H&2E(;m%RL=@7OMSFB-221iy4Z3sxo}MJaBExsE^nF1grf3Ll@-e3 zmbD$WI>uvW%e0k0eUpI}Yl1_mqriY3g+1g_%I0|jH z|82yhH|>~%QQUFv#?cOrsq3figV$yrSK4-IkwlL|mBb!5ugu7rkv-)nev;2oY3*Do zU#{HvT^YKH-GMrfU-wHFa^tW6XgX|>M7&-ADR#hH!KTi2Uw9et3>#~28hgT@R_3%xcm4qJZA~==0Sw<5P%;j{v{nTT$Rc)M@WCA zWn@h#rMUfgmrB;51nK9N><4JhV11orPRkJ<5a2%2w?MP>%xFFn`l^Tp5n)yBjZc=X zv9Ms+@0Ujrlf;dNQ0p1=J1;Y>`3>%mR^7d<^?AKAKeLs1(2Gwxgp~E;Cn`#LZ8rN# z6TgtjtTIfWmpKH}IO?~9jjE9?vQ2;S6I%OL`rGZ08)d3D(d)kGe2 zFY%2y>`9GGKM{7|zb63tu?3e3<`B$gz;MC7ZXTtCB6E645Q?@lnIHFT(V|^6214#P0s_mZVL-Eo(3e zlelZsH6!ODQhGF!FKn%;6rr#4_QC!92V(sW^P9`1xxWlV-noRgs^NU$-AAIa9Kf&}=`j}2=Lj*K@Q6`V| z6|w;K2HhZsoY1+_=bAFK{3kgh6&v2MesgWN4-!p?sw^$Ssq*P zzuzI*3Kb-(UZXISvp?pPv8vk>g(uCw+$TB+`6RO5m{jXNdhq_|kVv=SHJ08MLT1J4 z&sG9-Wu99$Vvg^FOQ&7Wy?iX6ulK@V;H|@_XiOgZ!K1S@b-$_@?S^FnOiM#id3pOQ zz-cuf?XSEWnPRG0JGZoLLmxBBeF_?avL9)@I)!Pa%`I2ZcN1y9Gwle|8qyXGUK4%I z^%uZABjUmdFjoB~MlS2^M=oKVSRRVHQsr`UR5e7itVQgtqJ?qH(x1z+yM;}2=Z^Ph zH3uI%qi7>g9AWa%cSfo3v5J5c{e@B_r{%Vbx%TG_zikVz zu3vIkX&8Bu`XYdp=mGwfFtF_w3M2lijAt2MTi5sKmTyAp*DjjtIzhPO*(i37B6<&qs>x5<5MR7r>qza6xb@&sH$pXE=_O+XK26sZ4=nE_n~v=i|r91 zz_scn>N;z#@q$}WK953;O z+Z8B}dH~fUPl%uxF8K8eM5E9Ea8!ceDtKf}w4n__dvNUQ0Ydk>^FOsl2~p>*fpa4= zh*b+OB}LXh7^eVn2ElRUpAM?ynHQbQ;nnKRxEp3YAdU(c^Qv*`s#qjGTeD3whU?4| z4tzSY(!X&-I`u(p5F3-`C;_Hb3<8^ECGmqAO-k4#mAkCJ3EfBn77_r$oRL$Kdu}{`t@4i*8b6sJ_XdT77H(} ziuD)J3xEA(l_u6{&6TS|LpC1LfnLTV4mO%=ehVBrwl#3rMg-sQ;USIv1&5b!6lg|s zig?mn#SF?&jPFa9$oe0~$Rsx8-_(myfMcC$Bp*3P>o>*^W~BYHmY#&0epTR|Z5F!( z?P_ssv>j&%ki{SZ2d}Wji&$wmGmT=AL1*hlV}s0Rmi1wn^pP&a3Ia z!{a@tG|al9H*l(0gHYkwid3=GGug3`_Y3vo#jF@)Cg;CtnJsjTH!6G%sG>?4`gW-= z$e|UTWd4Blx_5`*id;kDb;cm%ctn|&T9ATJZc2%l_hJLfcSdpV1Yh@Xg=o*OOZhGz znk2%5H=aF9W!|=*#ilu73tmRIioONWz{rvjNMAcI8aQ!Y2k^P9#_cxmKi?P^Z!yn- zx%v=Uit*Q3@uNc%ZM=mnKUtHt(LQ|x4#NANRew0Hhln3Bcrn-Tw^g-RJa1()7Ju82 zI*zSc-#v3ncolD!2Q)FFbClLx!PfSa`rn(?L9kcnz#M6>O!hes4<1o1C+FSJYR5%G z1VYM|BVZnRwl{1a@KV_#4TfVs1ZJgcKoblRcA~&p#*v*=Gz)W*Gc)swcwAF++C4SZY|yO46YODcQxJVD?(Jxvu2x)1@twLvQM=(XgrDF7GrnLK=8#J= z&dT;!XsFql6q@GF58b2SDeVxeB35P#BY{Pf+l(X04d}~`gV156EZS8M%SL!ikApRl@;<(zPnf1 z;uuCW!G(ENK&PBsMTxslJPYgZaz^nHwkEn zfyPBg$+nr!XMbyA>00HrpD7Dfh4u8EsoMNI?In$Yu~Ww!Nj|HUw>Qf*Ja@TEzZ(rc zp*`NMp6&@)&gweeN^~EJWF0?+M~5~9L8faZuq>+YdWTpv<>68)DSxB?<&q<&N#A~t ziS>hp27kTlyOINv3rvo64jiyId^GRl&+_GxbLo3XM?u9TaSmmFP9L^LSCtGJanri6 zH`NrBS23q>YE`JZsUlQ_B9Lz2*0Q@pjmf84a6Cjz}OAaF{nHp>Kx*W^$u8)GGUfpniYtCZg{Gf+DDi5K%cYgtbC=u7nGH#t3M9*v@5Bj-yLaNjYO+ z09!vICmc*e;|Zdo{YQVf>?_kxVwm?L@wf~f$YI=Y=R9h|1Cq*rQt=7bKy+w8VPF}E z$ZT{S81@O{fR~L$wLYt(udo>B;ydUw6G|_k)4vjQNq0hn>fGbrAXIAr%DNyF+g-QT zz7fidw#75BbJl*FEU;anWnql^_>C71e~!DoY<*}Y`@3=b;W#ASRn_4(7LnGvWwA=8 zM@6^RVZ>u7^Q@;(kp0a^d9@ow%QZV~EH5;)FB{Uuj2?Frx_$#)qQQn{)_&=xXtj?O z$J1bZDIK;jdt=^gj>lfD#(6fj_pFOQh`nG4?zV?BZ^_VTU5EWF?w!*A(&4SBH75^} zH*}q)#6#zwd5^oLca5cUYVxbT)nk(91f02sUzc2#f?4K!lkN-J@m2x%=mCi00>z3zbpO!TX z)!Ei%-@`L~^Jj@jNKxQht|(Lm#GBkIjl?2N|Ho3QotSS1qZo|*;7Ro#wuz$}|9*;d zCO3YF5$~exEZyI%I~tSnZ&K|+MrpA@e|jyoGU_e9P`|ZZ$k?Sh{HyN#@n7*{W+et9 zTm=IIWxUxcIBluRD+IDVUYLV(EKXfJj->yGx0)(RwbE%g* zOuhD&&eEK}?R+|;i0dqkW%?D|7?0h;((gM9$0*zw`PR2x0qplC1Xc~~zir&%YnpkG zS{Pn#th@63Y))(o^qAn`RSAOYiJI~!#;}Go`T_4HyU{d*-vtGRkRHjDK{Ve(WM*V{ z0rZ6EgAmlUsc@N91u=jX@~@MKgmw;49{SZGMRO=BvV8nFu`jpG5EZ6~^}@^xSv+}? zYVi6dtOTSmiKuFDTqfATo~=Cof0^J(BA5sD2{_e2JRaG31qAFiL|;b!;Di(?$Bva* zb&`J@29*R-M3fN~G{8`{oD?ykwy8?BJW`quy%%j|{jMkC9to%xIZ#C{Pe-ywxVn?) zLbT_TrwoR5gm;Flku>SHha^MsOB-4u+QL?7Hn(`JP7+!^%Iy!_N!eWWZR+e$+i>OJ zxqNyrwQo=(5IWbbh64>k4n-s-@BeCeuVCb?#wRA#t^~tdS2B3CSY&BqL!)igBxfaO7`Z))Mstze2o0o9Yx5>F*r)S7M9)L zz43907=M%t2UULC;1Muf)_-5dX;dtcnzcMJxlsHmV@5@JR>HSv9-Z(F`TC8OYUl61 zH(t<3WGj-`zf@OKr7}3h=BzE)9{tAoS5lK|KhJaKIa-tN+1kkfe}ZQW{Q3k3eT4)w zMz5eXUZwUyDFSEw5~hG*%4eXi=2w>3X4>)0m5C?I;=A7o<+_MFk5T!VPk5TPqN`_U zefQt2<&3AWF~TkiITo#i0+oc(K%jiA`Nc2=jwe1Fja!5BcGIKsUukAt+9FJMgqhri z6ucLeSaPHd^i)EFgV~Pvev7a7ab)$IzrZI196bkXFyOY1UggX;E&B!^wSpT}tO!sW z4j|oH<5kLdOCc&>abE86`TnKptbBY`8`l!fhHV%^&|H8ZIzi!nT%a^iD?wBYsQ!Uc z8-@Bm07lA}|8N+=USc?D8tjk=tzAgEhX@|7Rbw>&)$!s!v;mPmsOgq2kB7rRv3NFd zg0x-UH`s|y)PBq$M7$KRodsb&5Z(WtCNUl)6W_DQFaCRZL@(L!fVB$Gj%0*Loe*v! z>xsI`v*tt-wEV}1;MbAF#@`(YCTf0(!N?B{`u;Cuc4ZiLe9Vq-82mvHw3=(j#9u6( zN}HvS#yq(vMSEQ*mzAsvh!aV0xt3jgihQ<6!~3?0s}FDgKBCy_Pjj-^HmDSNDM;Dk zA(N+ABLu~}q=SQQnQdF&R0ruQ;m=vvWpUqxh^ga?9$$t^y+D5TdNZ9ga@fO|Y+M(v zQ>Aav?&co8HT8&Z`u#3T;Y)U2`_GoxYq-%~tCgPf_nW%Br90HAIC!)ztD&^_DUd`} zZ+(feWG=epW@?W$=L7s+1Cmx&O!Vdd_5srjqawker-~LuWOQ#2nw-1{CFSyNxfftK z)k&bK5!x~^t$0Dnc7!rZ>-nyGrI~1(%@LOUwcAHyy~)ws)}ZOdLqx=CS}+okTn@Xg z^||WHYp?XfVZYEkJ7pCTl#af>8ukcB%~M4Be+b<|S-8?=71k)(L3;K6~cZ_hHA@WRxdaFpMuOcgfW<+}AP&}NpiMslC6t|CRqYP=0I;oDHtUg#E&_9FpOP-J+i?lls|0g$f zMpcOz3`cR2eCJ#(ckp;h2?AA$n)4KS(Ymbk5gCC{!VE%DpLv6o_+9pAW$VLzRmoGt z<3Y+cIA}^8D^?!5$OVu6wT7tR8Nhdvt=x;UDN5v?Bv2O>Umh;DnoND9d83s5C!g-A z00(Dz(%df1)Vvlk)@C(!9ys6XAf4AQ__PIQi*$TcuqmT%ZK}t8wI<50q%L}G!jo{) zF{ZA1<@>FH1JUa;NBJpPEbKfmpg~ceIt5Ls|3%YfK`sj6%6E&tMH$~QHb&_HNlK(O zU?o;jn)S>)_<{gDZ&WAhN+BN3IJLS0$+)$c{v+4zs_^OiLHPa% z?NL>%DW=R{q@pbTgLYKm>kv2w)YQpr;`s7s_(sjlg5N3)B850jY(9e8s6=uWi*v`a zZ^BD*xx|e!PDs&GG$D#d6_UsqOC~?unZBU=k&qBc>+X%yA_bW$C~eIo+v-oZcf$x7 z(S2M|)(d(7$WOa9VNaq4#sDlGiCiShw7dn+hg4$#MghVR#y*Qi`k;W4{~s13_4AW; zfgt@nLbu@*1%mM};UMUai{A3vv+U(j`WB3FtfyPxxskq)lU)D+yAAdX-}Do3{xQ>~ z$sYKxc!TKKP+&w#l_&KUh+!o5Px#7-<_!-E>r92EhtwH+Pm&2_7g9V?wUImldBFev z+;BjibfWFqa<$W3D7nfQB+e5p%Y`O*l%Roe#@~K$tt9s3dKU9;)udcec!UiTxp zzu$3hk3TKhI@sQB%363^oy*D=%ypXW1?i}E4euqK_p8BHwn6O$mwp-!>$o|qHdtr0 z1m5k8bNT9j<|Ff+$&7bGtd~?C_@DWHiJ0vzYQ0J?bK%G@X`ktWWPLsH=>&t)L+_)# zCj_nE{d+#yxKGTRZr24~^z9va=vo^UpxWAu5{b9YrqTF2JQGvmiN7{c8|*@m$4x*^ zji!r5`+HK@ue5SpSQl7*>vEwjhdTnTA{O%KXfIWKjogb90>?HI<9XRZTnqHVs7v^jtmO$nbZsy;I^=8>?l3Vf9?6J*Q|XQ%f-C2=j6weG%?G! za^<{RYK1m^T$p!kk8-d`JhrWnPP;I%e~dvoe{j83Zb#2_vo*;X`+*xP3UjSQv&tJ9 z&U9hpuE;L+T=w{4C7Y$O=6mb$c`tAPI+tJ+PR>hjR6+z)`Y@%RkRhRn9xRWR0U}rP9(2Ia;YpZqK3d^}ZvzA#o~`~BLTnw3=(-iep+r?foW0R-WwFT8HF2X!n*ve%uOl2q2H zuC4kt5pH^BZCzS*O{yywo6hBRmcLt0w?rWACeFa5(l-5I>=sxP!LzE>nG3GEz+0H| z{4DM9Ic=)h&g__B>Q9L~CAP1ko#J@h)_J9Cm-jplK5ZVlwUPXCd2)G2oulDqPm{-0 z#;sYhf%3qfdaS0ZDivDMh9g3@e}236dEL~qgvNOh4zhL_t*P)T$k0uE81pCUhj^yD zDF05SoV7#cq6m0$!{ka7xPK0OL7h&BKFVuu|y{mc}UJrLyWX)0XOH)$ccT^#d5}p$H49hepp$%--oDsr?7lF&rl2A6aMza+uD5%@3>dk@7b@0Z3R`# z4@dVpM)3&`j#-Hc*{shTyxVhOW?nQDjnnz%x4}m&1UE`uFuR>W*mS$7+O=1j_IcWK z6)M%cW?;4nK3qaN;Py~{Ub9$ug6NDSENN&DQE3#C92O$rBQwPU;9VuWn96ZE)6vJae z<52UwNFhSuhJslxCvi16>MkHtJ;PyS9gEY+LNn)-ZZceEV>#srix9(VG1mhw_!UyQ-OPU*l^B4_704oNgapu3s56ZN+vF@XVf- z-LI5OgXY=!3D>RuVv1$n+XCa?zArcZNvoN?!*7wFl(I?IzH&jn*ZhZkeRVf z>aiYehK*Nw=f$h*vfllAnSD!B7Gxq+1Y9&aXoB~Qgrg>*a^91@o(lt41W2t!+nZ7J zFwh#!N!D9dYa;WbC98*%v9o&>Q<1Dcx9A;lyqDJ0mUWQj*Syhhm3vnWENQ`k{x194 zt(h;DNnVr3vfh96GRbIsmw%egs`wq`+xLs>&_^?V} zvUh9x0}aJ{x!!rI02H3HQ<#;Wfj&(tdCL5olti9h+-b|W{WOS3ykl$S&840snKo<4|>p6*Uxfcl_b`p-M<&!*yp>= zpC}e4phyU2n>S&yWI|XZ>V;%A*P(joM}t@r30D;n`XLrapoF z-;UP|D@ciFC8#3M>RjalQTJ_@aZ6$MJ{bWXeWwgx#7kQGH_`b_Kf+b#P-)lv2)_A1 z($!}C^S7Jh-dNf9jifl)!zfM*I--aAiM^`Vo-o1eU*3+ZfB!y~@YzGzR^52GIftIw zZZxTx|8Ql(?Q@-^Cl(da&L<_**J^J#`you&dv`Xg*^1?`-9GD^5*vM)5`nf+Sg<-T z)@b&Qcx3%1zvvc7kBauEzeE=JYKcW^eGNk zJl69kpIYdB!yf{|ei?mF6>HaS)`)#|@Ow}u9=ZoU%3uX!X6fZNU)FEK3793h^~3s= zyZkdFzQ4qGvX18Uc2=&*glGKXGP!`|O z)zU2x2(qA~yVTk|kb-~X;M;4DMO>DFsS=WN==xOX z-aS_0T%B?lC#Wy0oEr8hWO9b9ai>@IDd`$cpZ~hcE8q$!Z`273f!WmsOo{MwF<>dO z3!rzjqtt~2bkugPp*e|J&YbKHn4sh7PQF=*R0#c4?Vz*fK|#3f%H%;5x<)4($z^!1 z6SgyuhdlRz4@7*YB0OC+5|AgT4fuUBkQ|9x!0`jCd`wUid?WuhXoL{KJ;)<&!iqu6 z0ujH=fA?0an&VA%@{Od|0KMLDs(ff|?sShVvI{X~q=)@f9c&pfc=v4TTw}KQvBIU^ z0+ks8c64z8v3S&y5fwth9yTrf#|Ot9W_R|vs)ofEDgRc?5#PERcKL!cXTJM(GKDaf zJ99hTZ2lF$x8ODL>SoJwLxCF#tr*VPv+z|lMteauGgmOMT69ab;FrwQ+Y@ATu z1Lu7&xHlbKh@6Ew|L};%n1*SGlkE10gq6qKOSz2wwqRi5Czc z)}nepCO&Gva^`l0Opig#zB=EJOD1G^VcEI{2nh~~0ThHe^>GNgpWv`4xJg4a_PEw| zJ{q|b8iLZKf=%$#q`Zsa$#nb_B<^#BvIfV#ePbscD!!MDYVjwzf}rX9B=Bg6W|ofG z^}Y^dBV7ww9tg&>Ad_!z!suIg3QRT!gsZoV(PR-$_qTL_DDaM3%??lO|PiPT*O2{SxZx}8e zTtmwK(fx{()iD6~R=1a<&r6H9ZI${8whb@?Th-I-v9#>2r2~x`yglA!OZHzatrt$3 zJS6gJc*-;+K-@1I@qAG&M8J%+>9DS;h2>yl&1G(f3r**RX6SIqty`khFR~#^Q3z&J zc_6QXAHK@jz_cV1;i9bCLvT%q`dmU^ID-vY+o>zv%_;HHGCQX!W*IXN^q)|^O%4j6 zh=ZxrWb%SF9a>H%>pe*gaeroHiiZ7dbZHIRKXIZ9aEvN`lfi^sdiVWYE8aWi44=$j zC^94v71}sheNW2VCp~D_IA&Zn!Oh6?>IM!U7J@=yf{aK$X+p+CjLU%`lNZ+EW+Ubh z3gh502=1vEOM)zmu5C31+ikWVC9@LGGO#*;Ayc6%OG6!8i7*=Woc2mZpc{MPRl4v} z-1cRCDxCm!(F(T~d%G4T+1X68Gx-HqM9RN8v0_IzHDPAFlNpm~HpV zEE^5}&~ow=o<90D-I4N3@8CB`KxkY8 zc8%Cxz$kL~fY7ZD|NTRF$5n`a3W!voG)Sl-$zoU!F!+CugrGw1NCOrDWE~;i@FU{p z%t?Gqom;0B7+s)^t3uZq_ksX&B?!?JYPjnk59feav4D&7mMKKdtikR=4wo{9z%~Nt zCpgZ6Y_Y)5li~UQOH-Y_3Njd!4z1cVWGdV*dB){bGR>y}p!<`qzHJNezpfOp_Ao?=%y; zqP@I#M|?#o_I}@(>2nRG6kNI78tIH$K9~^BYOgD;3;46kz`1tI(8AU!&1>pdy%C#M z`s0f$<0rS&$E?J^pFyhX)~xV&rpqbeU@oa z@3gR@=Hl@eIEnS?C>`_xQZyMLtSwhm-M;sVilDXQo7C|icfXivzo|9nmXEWe zXNbq^q`h0t%SB(4J94Ra-=`Ms8xwDK_4#h#2q^SdJ{_(8uVhrYM}|J$jAb1 z3&GGP$w%k>{_fqXFnpT98^=yR6o+yX<*B6Rv5?2VhB?)4T{bq#SmP$sF>>|q<(g+N z?FG-~5>>0-{YOS7Oi%Fqgt#MqIS`!?$TLq<-5ZwgfcJBF5qlhvTa)mKn;)0CULShIpns8I*q?d4=BT7q41L6W1@CjHm<$B*(*#rKd@<6r9fFaFOZ6e*r;Cuy)a;SRn@Eh>z2-8+GhUuoZ~Gq)^l>dxyl zsQiC`om@mTl6OyJyMFD}?Z?|Mc_%DBkx=h574odaQr(k(K>Og0=RoNZ4!`dbspR7o zqF>LV!El)Kp2S(MmqI!^Iw@*Ofstf0N(I`d!v(ad>uhN!c0cv*4(Iz4GFHC)P1P!I zP@Yr458eZ1LjpAe{o=eHe=e8Y&9p*2)YJ=dRb}VE=`S{43LGHcuKA(6>bo|}I}w2Q z>4T+ZYEe#-29~k?o!_G~a{CVlEt8`bG31MC?(yJB2?^BO*gWvqF;ED-nVn6LD>+o~ zT-zYBtI>3`8r(aRy=p0-@h`!rD#Q?b-3h-EsOP{5~RlYMRq86u~puS{E;2 zHIJ$+mNMa86m*`Cv8>lmAJJeLEgXDQ`C%V?i4#nqD&g~!?D)rq87wmF#!9+rEMBmf zrqs&i2#Kn$F-jtyDbO2<2 zJ01X_wFSk9#DU-@n3@-Zvm3}B5^$a$+37)UfmCq)7^XEL5n6oviQ&s2dhQih0q zHCI8K`H>Y7S;Zz_IVgaHFC3oHGeDx+TSOnxO-^|9%-TOirKSPd3Ba1;e+b?QuZ1A_ zHI4tHPtM8eRI;>)Bx4WPaz235Iq;6D-=@RCCd&brS0{F5_?d-Ss1NX-^ee=i`{4pB zQ4_NV5xc)ZT`BwAcZLB-5n(ury5AZrFBse2^>y$_Wy-ssarE}IrBiM1fNRTa)6d@B zx7U2R@~Z}$wRyczai~6`HlYJ-=>bEj$H%OP2VFW(f+k&(`1is)x0bTD)UN-sR|<}! zY}*%A3J(Z)W4tgnc)&fiJ0f0IE}K7hNOF0F?{Uq6@2&NqeBZ12iQ{iIcw6Y>bI^)( zba7as?7yCuHq5BEy6Mo%`5uECJD0o|g!yAq;BX+9vTo5egv z8`FW^2|=s1ox{^<&nc&^!0BU-foU0aDphMQ_fY;FOy_2;*#Um~g!CDD|5lRTs2>L6 z^(i9<{RlF5h#*=sSNSvDE+(Vt#K9-cN;Mu^-XX!yhfXKlBxorgOD^5myVVeFw%47t z(1oR}N~-go)N2ZWPUL`0ZzCrp*%JBqH(GPe=7Y5-{(xHpl7Y!5PtS$uA_f zUo60#3Up&J8xw%bj1dsA=WT6|;P5^???ZFm<@ptYa00+n%~bRyE>~7>2}t8)jgdY6 zA7eh*>5+iceEj%v%|-{KR3V%Fr9P+Gr) z?}0>{zzK%{nlY{fAv&(a83zQh*i9TBY%>N<7)c3ic#whTp6{e2}l zq)($7l47XgyYVw?A))jMx5>3(qxUGvGidO6(tnY|5nn+U7Y2ro8elvcsQ#5K0ZnJP z(!)GZ_iWAMr~AW$(TioH%!Pg6T+7MvnH_^jU0yW)HnV zHb#xAgV)eGwYRh;66_cyBBtQeejaw8N)7c6JWGCF^IQgQyK5{c1gdaK?!5hJDnX_K zdR*Mz`De^x;^Jc_E7~-?0ayW=OZr^*11vw?$7n0UndyNge6u}Hv+f1CpXK&hM%gO7 zMI@g`*=Ru|_t@^TGxfbfA0uFuacVM(8oV8oPzv~|f}~hRjSHLWy(tc8TVfG32<|yl z49pgWn`@aHKJ{yJUb_Kn$84tSf#=uFe7CDTS7sYy2mQWS?Lb1pHoRab^UEu1fOk3Q zQ8*5%x~?|fJqC1ZfDKhM`Qw)rjgsr6O~0Fln+Z=>i5;8cIg+Xjr}KLA#Q!e%0WdH z)xSn78p7!8hav6j7aA9PSqAWvPCsPL=ICyg!$+Vm0dknpcj+HvW~qy;syB;8Upi6Ckp*yIbs~^>^CF-P!uCWevJc!tl0=BR z8wljC0WU!G6huS;Fh{ll9^fFqkm3~V2bw3TrO-FG@N+A!{b9?sdlXrNQ{|F%qKfzl z0+@=}_*Il3ty zPpc2~&D<#UlysV|r60E8eR7)SCPq65{r`jE?#A6>!}L)sg2P`-E5(WhqdCqc5P@u* zpvpx_w(_TIZ-ZlEzj3?8=tV_N4xEC%pNf-OL_b7lerfe#lh?yz!mF_^OiPYM;ZO#2 zw%)pQJP!^<=MRopT#v9Wx{9qS?R+tNKltY!HZE>SmV1SNiL}nfoy9hrnfhHR^;u3^ z?5FR2AR=E$MVioJ6J4Bf|H5u}R%^T6f?jWjBiEaiN^XmXRbXYfsq4FB>l^SU>I`4a zqGIMA^Km%os@t`{Pjc@d`>wK-zc3dkDnKOO=9OAtk2Nb(Vh{jaJm9d6nhvc=8-d)m zm0bID{nC}<(o$jjzTM%qeLk^hmREI<6-dEWKx?-?thY9!QhKcMSFF`E_Y4m>zXNRP zxB9DtXsb=nAVxd$X@l<8)z!th@TUVi-c(RuFhO51uWV};Xp)?lE?xkoI5w}Y#S*zN zbM74{x+~G(eCl70aOHk zA16Z67~|yC&w`-)wZ$2%kI$kM!j^1-R)qeiYvobI5lVZ&~_eN?HRWpT-aZWbjq#(55K z%tpd?iqsE!0&MyMcRMhlG6$|9{T&RjtBP8I{@7BE4vg#@PRrUEW10WsR3DOmxSap+ z@XyGWM$>`)h0U_i&D@Ko?ZR2RR`tuwYjgK+?EA{j9B3Hwh3BZ@5OY6+tcx|y=RTxO zWWR}obUD}FFA+>_tTKA8?N7CN`*iH>NnML!p6M!|z3qG;6Ya=s;p3BGk^Jz-2X04? z@u>R4Jw}N~KglS3*Oh8!FWy#<5nwk^F|y{x(t8}fp6Y>3QQ!+L$s2h=MCa-rB`qS6 z*0jzo8tV9FBUm5W=`;3U`EyZCXno^=^#8>!hF!jGUl7lCQrzhFH1 zJ%rpw?tdBwLWobwIs=d?B0+jo2*KK^(cvOOj85(faF&-xZJvez{a=aRj}P>ikDz`4 zzylA57sE?9PLlCBU42-xEPd?jcWn2@M^duZxi=V(N}fmnhw`k70zRs%-vmEch=aZ0 zWx-wj3)1gC-+U7|9QZZ*tL#gEA|e{;nrHi^tp7@Le;jZ-JxGr zw-d|xm2_-KPvm1${u5#5E^HxQoEAs{m&eZxX*jsda|e+wkxM#R%U*?UAd^ZOP)Q|} zyi+wO#{^x!dyDirZ-B|@3`h0t_T{M~mgKdp3Ox?WRPWRt^qEUM6GivL-jmSLQM)I~ zEcR{fhD?fskNXlnR&sByNS3E>eVzVI;c<{8 z7iTqYBBCe`wx_PTFO8E8sW%DNj+6$ZmU%Dy!B2AT4deI_Lgof-w+0`H?Y}U{9iJ=3 zhFmVS63Y-OU(~I*y6XI~odTQIv_CFcHG#uurT8@nC6CKEA2iHBe(t&^W0TkJe$C^3 zfmv1uBA)7xtsfN44SPCnXYM@fbRFopN=JLfWHE$i!gM|Ucv0 zbtp#-O%}v`|BUQ3OnWoh7O!2zQF3uxzLX@pza%sNI;$ft%mOPxY-Mn+Wv)^T}XcxsbiX*0>N1p8tl@!fAx3J=ZiMUg2 zblOH}#e7%rN}K@J1bsFV35c?hU2%)5q!!Bn%wM~f0}T(d(Mm32 z%kopM-{krtL0`$D?CFZ-DM8${m5ob`U zj>_UW`A&Kz_pPbiWx0=oPko05H6u)N??Z@szHW#_#l23?^)~+R2c+U--Awjw4s*G9 z38#20a!D=)oQh&Fmvr3FEA{2PW#)x%w{H_U8#tPcHi!!XH|aZ6H`!4fQe`^ ztnnE1Uy5Ntgk%X?=7>_YFBpR49TQX{D3sB%Jbe&xFfi^Lk>oSDJtMF#EVs|YSHG^< zxVG;XE8e&fb+9Tu)lG5GOtG0w%F*OCo3GW?&&gcyD@&Q=HjQz$G3JBOk8!Zn#V_iHqlohCXX3FqzA6TF{Z~9c|WbDJass1BJ;FZ@43XwJM+~|3BP>KJ?4rc;)bgw5qaMeR5GUR zGNw&WUCl@#vt@r_yG)}XqXVU=$fk|rKo5a!_&bkf#;I18!=t*|h5NP;I7V;dY<&(# z5QPW-+JebjN`@DV#58KHwjvnq9ycjYVx#D{^IfiufC!4gBs>u=-PS@DK0>q84V(Fr zJKc6hY5mEDZrqaPqdx*D>XOg<4!S#g*Q!|Mo({XGh9lNP{6>_C%f7!=T5eCaWLi=& zt@%^j$!_>MI4ro?npX_F`6|YPY@s-#U4X#2z`sXI&-BlrU*yY?=?{C>>K&>{K{PZ8 zkaw`70%)a}={^r-W4ityrrtU(s)hR=Ryq}s2FamOx}*_-K|oSLP&&MH2qK-*r8G#0 zghdI0NOzYKf^=Sx5G162``~@P@B0USWX{Z)GsBLx_TFc&B3ey3Ox@3K%y>IULVLN+ zX0ZDgcNk7d?qh0y9MN1=9sg9?>E}IfcyKcPRI;ErQ;AiaM!e27qd;oy5t29h27j9C zUrC#MBk+ML`N4^`_sW|)1EM%dK_5v=b_qG=0Vctp@zms33c~zg?pG$!EGHbqE4-Y zL0^`CT`rmAbpHnxkE9LiIDQOb3eN9%A|>6T%uz(dBUCOL6aAm0=MN{Jsf%*rC~BxS zMTB0Dr%03}(@2<5{hKtv#?I~OKkJ7w|BCM3=hgglakmu`y;iWT&m*)C^aj~xb7WRzOAmh z&HJ3c{a!O`Yg`*$3gB5fZqYD80rn3ob}bcAA9oB3hZFA*j8>UJOj`6mt< zt$^Iy;BD|ONBdcgJT&Z0(N_!39nqdm%rKJ*!qi6H!2k)m(>kXzq^|@3B--2SMY&>kf z(eAsk^NUTahVwYFozmJwGU^=KrBZhJ>a7*<9movx^Wk% z2C60pPrMrX%L}{!VCCqnB3K6o%E}Y566=dVA^S0#DPJOmp{*7ianYX7%LN#O3?fW` zf_DAob7W*$3?@GL5>5$lFtHY%=fNhwxObjcGP`~x0+T3)gIR>&(D!W%3nx=YXhCKB z9Gt;J8t_&Ce2`QEXAag_+#ne6H%!@yH~cV@Jbik%a$kKcRoIQGsiWg>-f&RUbT-n~ za~qbBnu$8vs(SVyFp~eOyu&vI$cQ)=|7>$Ge#sE4KP6Vv?pbzyc|vU5oh-fBEg?Fc zKdz$qI+~f*qqUyU>9u*p34)+p`+HMd0Se0_sjgR zeHW7>$~Isx`nYlfx2Jgcjk+XkBA&3oQZ6kRQ%hj9(u3n zWX&|+JClg~ZDt^+Kt=ZeBzDo5)0DLj)uHpsu{mYc)twT{ncb{)Gh{Mn00q++xa3K7>QNbYp;qRud zS&F_F7D169N08XK_2`;i-^jrXqO|g;_gZ@1l>k{jjudk5fr*pp{vUzhO}_o1?$1AM0x%%1`RF}tE{7fj z0&OBxld)9q5}jp^+qHdfyODVjGyVba7Z@7?EEYW<*2PZ*)wyzLBl8o1q5rLZAq@I1 z7%{?hRGRwwkZv&8+h@ok+)#+3g~P%by6*r(+1Ph(&$kEU0#36gAMkHO--6LM9g)C@ z+2Mo%wwyOM@8dg=k;?DiUx4*PI!pl4p^*qz_ZMS<>w(9CV5MW?ev}(le(PBAH&RwrP5?^pC~9Jg>li^Z{wShb1O$mA5LYA{SJ1r zx4`tD-swhfo(8$J6}cqA$I+|^_we!SYVpxc&tZO_qpg<>Jq@~E>|vj1Wxv5&UzJ!x zEwGRgfIvWcWVEaz_FvX6Pxr0)9#VNu&NFnMY&DDsDsrPQ<$~v^7iCBh6zT;vf_E*1u_km1ULm^=ANp8 z9zrT0i$Hw{;Uw9=#({}Uvq5x*zb!(%Zv&psf~fRAf`LT%O}h4vVR6|C{#e`@y5}TD zq2QNn1i~8hwW_5N=7HGl#Pf3sji4xq3ibqo)*QAMLrR4WE~QN7Ht)4yKob9E zqh?eL46E#%dYmyk{s|d%X={7*(Q<{BRb7AV;KSw-Ltot%h7H{JH&-C>WKjh0f`F!; zX4&x4F<20vp)Y^P@qI>^n*2XoQE+>BCEQ(?B0o@Hj+Fr4G~@bsGQF0R|_v(``Tcgr^!W|sVX9F z|G90=Z~L+L%;o8JyRx=D??}IcYtuc;euL&?v{Z7`_(7(Y7QqRbG~T~DOs9Mfk7&dq zt69UbY|7r+pmOlg)YK|yvipim_?Tq^$vbT)UqIk%dCIN~Ex27>}2Fna;9My&F@&QlPvuBu=yXIZS2(raaBXJ^tNw=j&rrC{&{ zNDJsfZYUB#e-VmMy60Ksyp{#eC=-lf1vGc)-RCW1O|J~xt{A3{fF!`l^cAJYS0_#mQhXgGho)Bj2bimu2x;Xwoj0qHph zW*P{B0=x#F0&$m21RcG-$huA+C|0}lK&|a)<_T^7*rFWSKmI6ccc@PZ#B{d-v5kF?RF%D_Ju^S0sRdn}$yB7TFDm$MY(-xASc=#TY&(`ThQvak-_BGy{re zg>pF<(a&kQH5Hvqk^{`LZC}|j8vi<8u8ZS48sc!CTcQ7cfr}IIF_>1zOr+MmZwMuX ztNenGGn+@R9nKudwAqc_kubM3xj_3~a=5x=*&!oiA~CGxzwtNg*QJk#_|Bxt zMO5TzQ#3U?@HjN=hVPr-$SkWAVCAI_Rj?FHEvc<-zRBl{;`8b3*5_47lglw<3RJbd z9V#MG=W_+7@6T|RV}G>p6X_ZvgFny2&8NpdI$wyuqPDzCM=ve>D`4L@<58wk1&yUj z)Ad`e1bH^1PK|EH^Ml52q!oir4GN|SX$rYZN{#v?Dj!FgD?7}F(tTL|95m`YGxK=T zshOBw;whn_VLN=E*#bnErl>A7ws{b{eW?YCw@t~Gm_@G@S|UgLnSH6&Q$gi@U#Mce zdZ>1`BKb_KZN$|y1r#DGXb(DYix;*YyXIHKA{D0xqB7T75eh)P`rRq8)hWf=r+L15 z`NSWe38Jm zNHt#n#UJPOrmi!pzcyP>TshK|IWPdUgPa-WkC9YTUkoW^6#jEwLel&%7eEmeE&{0^ z)vy9Xfx1yWAxtMBY~g=)jzAx%_<8*;I87_EVpWGoFv_@K7kf<@rf#N}2t86X;Y=vu z!4|zcq=-$|se-K=5nyWFxt#f!A-3j#^lQvlP8V%|0A+x>U*JEA#>BnkG#f%yrhlCV zKmGwuzR2uWK+tj1*`X`ZZLT~VfL_5!oNT=(oyhUvPa^L!;ndNG{jH?YV}gQy(GoN> zX;KU?VcqZ7(~S~Tnf-YYSx4LVoKF%*OJv?@sp^r=v{dzCGWZJc9Zzj8w75KLQ@LU% z&qk5J&lzp_tzm@s%L%Jr&u>X(n=AS^pqH4a04YkpYbp0&NLeb>t2ndIf(xx;o6`0! zpZ@SG@t0r5$G7{8Ci0ZHa1t&MCz>(gf0Yx|4*kGZ7zckOU5vtyIC@a8!p|$@HZyNb zs1Uj{zj$`kJw93AX*l(Z(xL9uN_2FzhZm}ojouhvXT-~Z~@#NqnXohvQu;7o`kl)a}_-G8{rhJ6PYa5g)$s2T~ zvhOeBy1*-9S8uZ2JeW%MleNzDa&#Aj&^Q?HAg8316ug+`{c9!qxKUZQ!{ybODVh_y zQ8cTITEK>dJ&7G}(vrf=S6}|kX zqj}j{?+O*&Y1~^wRRuIJW;)HST;Ghv1%)am zl$cpSq`krKGVUeY_B2yT;#KE|@GIHzSavM|RThIWJO0mJc4IQQ-`H`+&Qvy|=dHjD^pLkkYvXN^YP8FzInBO`~Y!B1WY0bTDzXzsNboa zUbr{4d;8t{I}*-rBV*t}<7Wp%g|s9Yh@R?}Zjx)}}SF%Gpg;ZU`l@Q9l^Ikrvy zc?$Z1lJ*OPbqA+k@7wS`GDu*5FG2>Z@69bzg41Ie=48*3r%gbQ4sM#>sh;-fpO>+o zj$Hi?Y0=%Cl3vC;h0Z~|1?eh41Ko9HfOyhvfjx%4IT z!+lJ4f4JSM9|AVCydVT;f?q)Y&XyP`GE&eyujnJV-WFP5HQ(#5K3Z|rmtp8 z4ZrUhH`jYE)|>Tm@hUZ`jNYGL>7z{c{ZU@EJKm4#Zey%plm4* z)bfQ})4zXa>@*N^&MX@r4jcI`ioCmQ`yw~6EK_3Nt0U;iw(L_b<>U!XQ zh55T|6Sl3A*ZufL?SH7{n?5S!zHj>u_98S`aM5+o;b)yu_f3gk@t}QR8!brmYTY$D z>tL2~e&x4V*(_Gt$^~IvwZU5|3N(-w;+)=W(U2-B+@{9oj(=c}M`!KuEB0*lvOv1} zlW%uUZ9kk2-w{k#Lu0UUEJ=FrpY7FppRy%yy>;|v-8_z-Uh0V+R)Kc4-4WIu&ym+s zziqP`dkvMT^KE%2RK(8v4)`)|zq15Cs8e&~T)TN85tRaUa0{a0_wjswyYu4K^KSpt zS>V+)y(bH0w-uS!@q3DWwx=iC?DnFf^Tm~&t9{~YYS(@K3_sawy_{1s$9J0GQTOvI z{g*u^+vi;BNWY`lXUg?S)9}ld(nC>oFd^=B?NzsIIs&^K{6~WC13p-ynSVT0KRCdZ z>Eb&%uD6B)(wAO|qrjtI52p8Pc?p!D+-t{A4zr{7XdZ)i-HFN$3)0Dc{)M8>G?1=ji--4!jWx z0VoIT7KjAWl!F)xzukZqPxVroEp2Mnd#Z{EhyqXrT|cPBB0ExT zZEXShohO8I7y8?;J1?@HKNl%~Aw&lu9jB7BsBt9GFg1|5UurC_+k2pvysT}{Xg+2c zq0#)ah&#bao3--nnY4Jo=*JJ6HD`yXAJ!iBNw`|cRnkyiWXsj0NS;xeyhT2F#VGA# zI6+t-?W>|nk=RGMTF&^nZ9i1)^!VA;?S=}u>Ieh^3wZ-?Q;=%PS)sq+;QVhdfJw^F z$?o50K8&Z!Pv%Vp!w#sE@4eio(@j}&-*7&-xbC$@d*e1nrXe!u?6Dyogu*@s)pu6^=cU}flkqWp}QvO6Ng zzA3=oi0p;1v~%Yo)vwdbFXjC{t&eexU1+h`gggEW_~L5!`A(#xne zNi|9bW~YHC9Z7W0Bd=FwJbcGo_F5~_9*>kXj|?5moS3a3DZ6+t_6GISa6L|mR<1W{ z4)L5(iMvm)T?)E^6U31I$!;k>UDUaGzj*%NxAo0!>SDlB#GHoJ#Y%mS+}WR#>J1AE z*UG(L`E95`j4Z?waeJW5h3yf-eI+fw-Gtwyw~580y8Gq2XL9YB^(OIpMLWZ!<-WAO zkr5nKz9P+ZAwHAqH4`rEakD95W?{l2W6rT#Rc^LSHtNmaj9w8Vv`DkO^aiBhE><=+ zf^Kg72LC6UWa?J-moCRQ$LB9(W5f1f(4R{=Uq*z;v=qXgp>K9Vu%8I_Ck1A`w7BJ@ z3=c^*izcFcjbIhse~OIAqElFj)E@+U@nBt%EV7E<8um`Y{v+h+W^@zL0l)}45KSa6oG zotEUBKGw$U0GvF(M2)zT6#b0=i&I@Fq~`sD{-8@WjJ++wG+`*AB1I4u3Mp!mr_f-* zD9TYSeWyI2<23J4yc{J~oA?l))-|$4v~qkZ`bp38*jeXxnTzz^8|BNtsH}ZoJU)?l zVU#Dl_iS?e=1UO$4CVSmNglsacT zc@*j{A=zzxe%c0E??r_V557lvu_x*W*x$7!w_raZBVunX{;_;-+^ZziJuNJ>2aD={ zi-Kgkr=Q=Yv-$e0-VMS?m_z*fk+-`^5Edbt8KiV^afcWzK`v${uu^R|aSr$x-y%#% z7S)|n!{ANAC$(r{@nm#jsxvX!FVfU6CM>(kyeQpij*D+$i*=*7UDjQ6+54ByJG$#k z4$P&G%UaB1yrh(6e}+#=eOE1H!wz4?nVYk%>%4W(C)#05FkE3CXF|6!KB!AIjRogb z6Kjlk!f#jGNBL;-R~IHa2KpQ3o3iTmdhP0buk4&$d_GiK)xMGOr-sk8xOUGBRAi%S zNRQUbFW;U}`ZB*ORP`r)I%oQ$TDj(Z*MHwW?0b3iv-fK_3Z(_I;INA{K1W^=v+_|| zXu8-BWJMf*3M>4)rb~=gLDX_>37MZR?B!sneR(T+>sXcB5LIC4d?C^nLXV-@{ z>S!ekcJ1bfJUDGQBPjgcPm)P-6Z-AKL6Rt{_-*$s$zw!i%pumThb$kJFo6E zlDa&kG5Sg{mV(z+GXz}Llukic9uxLp6B0akb7OGsFg+@tZrpKuX+~uQQj}v#Rt9F= zsg|wi*LEeus+t!Q4qIiGGxi_Jxa>VkF}86=@sOc;BSXKTSVcZMjMZ88u*N>6@An<4 zH*epI3BxI9z`^ayvtYs3)}`#WU=DB5U7~~~*TLGtv@Y`%I@dpM(GjJK1pg6N`}PJq zp$A2aSD_}IzvI5)UhGpnQ9B~|J9zFA+JbV4>W|TG;*RJ3(Ug2Ke%pK#&%-}i;wERt zIj{`^^rTGeuHYCVQuO}46Am-IjwgI-U6)k3CVw_~Z4K!>Y_;)H9u@|vXU-@s$t4lL zCWLsI>E%@VYrkWZ`a{8k-0xOowHwvgN<}G~j&pj9!h1 zz}<{MLyHajh20O|D|BLhS#*wH0&I)V7)Jfh?u$Ac%YbBaIH>BXrfQFeR8lEosSlHo z_9$W{6;9GjywDD_S>1p3?txMJlvlBJzx2LEJ@HYw>51=p<-`U^Kn#iAw43j z3c6tdn0OWr%^2u7CR#i|HkWYJyYKPUrA1HE4Gv2|(sVHlFS0mab%?K{Lie3bsWiMm zW+!L8PPVX}4OBa=vJtR_PU!q8AddwPBryO#&+@W2T4eI zAG2PP+9lCAsMQ%4z4|c6r3WkOrXtTDS0B{iz2=&!J&n4ZZ#?=dy`<_l8zFix*KT3c zKh0`BXc_lwv_4xdFpx~)KqWMdY^StKAL2`$7TvMf8KNY=rpKL1G&5)WVP@`ay@nVO zyD3W$tO;+(7aSlTHdbZutY;m!u1cyDQe_Ro_?p^!ijj4ge%3nu@=TYQdlyFu2{YXziN3O(cN=ud*t}~F(#Q|Ql;yev1Ed^?EbV+ zC;lxa7|Krks@bU!$PWUAgh3L0rya^P_Ke#T{h)D^ltjII{)4@w=;Qf&bq#J~g3&-X!;1tZ)9{#zXhG** z{1E{7; z6bu;=TSmNNk^wDO!V<4&RhEW=Sc)w5O+~YXgJ7VIFw_;ln$W4ht#61LG@_4nPw+Wx zDGh>crNrkN)`)g42G>RR*+(@&sBw;*O+v^rl56Kr-nT=4&@jBCQnT^&O9_KPbQ7o#iQp z!YHH(R!PInp%nKl`F$NaV36g4=2e9UhGIVCMWHYx&wHmj4+F(qUZD*W{WE>p|> zv(1c$#UG=c_ns_n)`m*&k0tYBV02orW1FY*Tew6vTvxFYu1*!JTf98}d7fQxc6xH{ zG-GRm&+23C%}d;9VIP&sU&_T^A`{AnoUfgF1nw+XamXY(paMfbhU4X$rnX#5IL%(f zWPHL{`>=V(cuQ*P$#+KQPD|r_`#Rj#5U0f_WC`SD3TiD2^S4`3ZbqWD`sj6t)+D<4DrW2gi9PSZ zYF^~2x4EoP6(1>EXP-PKZ5g>4*GLRBs3(q`H9_MSXh0eVRj6WO{lEBY|;I*L2 zi}(lP5CDnb4ry4jUIy0)61Us)f^iMKYE^D)i5Z7QclZs~1^yvGYjX9R1C>D&I-SBl z|C**VJ<9J4h&660i>>0=3QWARx+yKcvD!lz@ki4h!WbvL7z_8A>N{673kE zmBUDEnuNCMwg^|2UZqCjf1J~XMAjmotT&~t*G-ixWDzC`f_?b?vcE0%P7*QkXQUl{ zB}X4RQ@H*lp+V)aQzr`GPR?&goxSEWdnTEn&?qddTNKP6&wi0m3G<-mweifKZOStB z8#FYi_!LW!dLgjKUn*$S+V{QSwLd!K9;$|+mC-@+Xynq!)}r6B)Y;EkMzc@VKOT_^ zswnwG{7}nHXt590Pf{YgD~Mk{>Pz=zb@PlN-NVkj_jAR<$7az~bk4wDV5ddXu}Mc( z=INymb;kshY0Sd%q55gpo#%@9<{0+tsQeDM?`+kdEp49X03y5e81X+`cNU!QNTl^j zR+0{y!HV@ut*xU*jR;H^B+BQO1N;OlXj0MN+;Zz*NX><@j`P=Fik74eMmY`Lpmu9q zGv2xHZuh;(Xty+kR($mnEH%xQdi)!rXl8V~agj|EJL?FFh5pYFSm*s^BObL8_G z1K0OF5B-jP{;Z7*bgJYEf;vQ;A~i~j-~Iv@&fu>-U`>ub^XVDKb2?T1J{vd1QeD~% z&t9y3s0#J1?;jbw#NgaxF1|-|$FxX|i(8i)gAMz+s9sJsd&=Hy*ZcH?NlPlhtCebB zs zBo$MOElxi!70V3N5T{JSP%1hGCh2mzmDSNCsc0r{G;F6n&;slZcPrUjfy#Pr0_|N? zWjG!P(ps>SAaD`X9!q-v86Fa#jqdos1n^k!Q$jH6O^dDz3qBtA#Ck-lV5%gtJs1Sl z6H`^@{4ph-dvJxqn>@{0iCri=Hd6BDkGCGtVd!YxPl#dxwPh zEjC7i(+mj-FQGYIDuwBg`Ot0prw0M=WSwHrF{M@Tg(P(L)~rNw?t4$F^Knga75jg>xb`EgnNMe@r(E{eC4DCwO1dj*j& zhtjhAg^8iYhMfozkC!L6K*Hg(LsxSB*5lA#+BE7oRn*{{R#6ZeQ`Z#E-??I8DM#N~@>9oM z=Y5ws|E^r7YroFpYC*;?vr5PGfmmje7uqG!#2NwWiP%_BLlZO@3nfXElnY1kHpsK# z%98JX{Z(=MgV}J!?Ooy6Zze!op)e9AC#qK}AAV6xGDTF(WxZH7SbCG-qyIrTc!6Yj zZxqD&zx5f2_rOLWAR`r+|Lg~e%ZS+`MAH}tVXCmI`dAzuLIl>42(DrV8`Z(s&hZVx zXTcP8#@P|kkJAbr=lgheRwx0T3>6j-IgheuDp6PDhZJypeqsbJAy0?%BUPPqoBsdK z3YXFw%M#voT?GR%wZAA0UT|;=Dn65>=MSB~F#^4i3qoEHg*XJ9D7UQlA2>Dqw?}2J zPf(NJFvVqcghygWC(Gn>Wxuu?3dWH@StY*ZJ^dICo8HYJB6+gsO^s`!TiMMq*)(jB zR47$g>`PKXy+A8O@f$Z@1s-RrO78Sp>EmJbOFih^bX&u!zJ^il!lviW#NpJZx@IFu6iH&5iEi7v zM~8gIR!u=!5I*`MF6bX>!530ZIxpk>XK1I|*G=fbWir-smSB4)64E@$@4?m1&CQ!f za(fKCLuyPHXd<4=bqug9r7>)JO?VyDQ~4zRSRQ3gZwRAEC?uD+OrO9b#hcI_PtkIx zKW$(YKmGKw*+yy!Mp&#repC!9Q72fU{6l{jhbttTvizW+{`scS9x6+7sutc9 z4-*Gzt1jf||f>R!UYE}ld*+O2^BVXiFcJn3642br@ zu$w*z^@5#+GlgkYIqN;0BU;Nnn9t0bFu|W%RdFOK0DUmG>VN?wlq1Sp_ zr17@4nW@}&atc(AFm{llmGnq8y<&sNs}e$L5Un$Ua9)xk9?$19H^yw07oHP#2<^7_$;g<$tMBh*6pbAr~@L zx5Ai`#$7D%X+;oxuqx#xsXTOslfAWMcXf3|WEK%ex%$_wd;VUxDU?zZ?S09Sk0DE; zqyHU?QFg~Dty4zvx(POtaTY9YF+pnL2~fObcavO`xweIQA2#G%erS07EJC)3mS#~ricV~##HBFMh!Wu@mf3NVErQq|V zSfkuf5L=`S5Nc=>6-;SBh?G`DxJ^lPriuaq1Sxp$n(Ts$Vh<%}yNwTSxc+3xk-4N( z@eg>YUW)d|%%ICZl7lv?lbW!2(#$%wD&u5 zh4}u+W`%6=lS4nH;fqzTSFr&GhpJbi&jx)+ee)_U_&3pgzThEh6enkJK zXb{Bu^pr}SR9Op5X~h|q$zeo4vm1Zmy}DzZQ(Pg;z(jTh(3c9zobVa?j?Hqyk?ewr znWmGQ|3y;{JxP8?zfr^Lg)%~#zTX||CASp$S1ubE={IlGZ1#l`AC;PJ62F^vG~WB} z%DA+&l$xG?lT1}Bf?3^4yTWI?!tr6-#I*Ab_<~)tyjYZ_4@jeuZgj|zg_lOt>%J!E zw!CenfQPP1=`u5*#KTfWfi{DjT$-iB>f713$qzxEH`*q(8QL)rNA=&wm#DiCvawzH z&erz5WBBC>zx%{xn~Tl`h>b&e5vh>^K!Lg@Vm(NjI42N*ageS90lk!;ND{;SHNAxk+t)eLi*;S2HL~yy-JcV{{VDL%p|bL!w9UIiu`!22*@>|6!AR zY-vIlm-Zw}YH4<}8qU_`L&QhL6wQ~QA8@8nACCIWs9uY```P5 zF;fjK*#oGBuf0n5*xDPd4SAhjS!z|{e>-Ost5P1V=#L2ypeivzRT$M~n$-1zmBAg= z4olz5ExWBA{{D3@_YoP+gm`u)Bam>vtG1L>p8GVL3x-t2ZQoBZ)Q1O5lU#aS@5qEV zZ^AsC^T>F{PUoG{F=IK?xG~X(bIx~sF=D;G&sTds;)#&qDoNB2> zz@n8|DzmG=x_N4LVn_Z0wG9AAK}jNEmvuxm5jW8R*b>#mGO-j3c5hV|H?~()#KNI zihG-=c96XTg_%Jb4Z27For(?`q$1-K*}{P=neh7qxH7P!LNSZHQ@M*Jgy>v?LnTy| zqfDvpK5wzd1{&U}#y#Qopxs8eNi?`b{Z#`r9t_mUBw;mk;Q|bS*fZ(J|4jhf^JS2N zI@R_jUGKP0*oy&I={ZMv=gH>*;)mbtz?;B(Ym(mKZIEN?P*3AoXL>UHbYtxB1c(R3 zXYwu+K2HFOq_ULkR(sz148t?V24CC{rU_RP6v;%#aC!(Xwu#1d$Xjk>V)R5P`oltb zjNFjfv`|^EGa4iBPAcj?;*NFX1FC60l2~og5#NpT5~ATC;bbN>apl2Hyk=Lf04TNh zpUP6=N2pml=mIaTN!C4Sv?MaWmLnq^V1K_tH}$HX;(%w9@F&;(=Do!kulKKZs9)&g zr{wc}_noaM_9BLI{7Ycer$;|Br+v10vTgD2lRZzJVS-MJ9V^o+^@m5E%QaJNY{rKy zC%#z^d$#|*cS03fTTw-rKq1JPFeT@`lyTN+eEeHkU!R(v;f}<1uuk>a>}AUv>S_a^ zyO#fQpwel4G5J^He*LrO;36>D7m%?X^J)8Vr{B`ow8N%o{>5|SHt9`Y8o&C+!c7c+^}JB5g+P0H1;Ny-Kb^WrFV{)-8a4jQk8KHn@CHtEX#LSq z{cMJ-Y;P#>nnAs<^wFl@1v*hX6QCDX&b|SSCKs@-qn#6=2Gu3X%#44_gn-napji6n zJ4&TLfXmK)`sjW@lB{N$T{`Rs%vg?Eoy zL`jg#7X%^!;2g`bgsZTIzqy(oH1f0eym2hPYRR&L2}zC9fSTy=*&W}A;)hQqYHe)D zRRU0C<(m)om&XdEL*(oGmo^<2c1N?69I>P^jF=QVEeyq$wC;FfD9f&jH#K4}`^Loj zY^jaxg~sJ;r?5~DZhz6yusXYWIiHbu^Ttnm@BQ?9Lyow@VQ)+zQ_MPeECwgnhW(Ui zRZZa5kJqg%$>yZl@3p=znYETIIxNy;FSiPg1xdB?(UqmPx!HYb=*zCzN7>dKfAe&wZD%tJXWc=noVd!P;tSDVJIR&65?)cl_qHSP;f1^l}y=6Y>!!& zQ4u12iWXVx^vwUG!jO=K{{IH3d(Jcj%+uc%*QLQ^k|K~`z%!66cyE`p7?2_*EJY_e z*f6POU_zH_nE?M`YZDCsm$chCE5qfONg7#9E%xg_Ivcs~_2wc8fhvt6dDI-%_ZR^i zEDLQ(rFGPghu_7s-ECWJa+7`j7_BN^5gE*zSF>$kCU90sM-yLSf-T1cSQPk71lpQk zOJHw}&-4-fsaNT`x`AB$$QAW3j(GV90ouj!0jaH9;21)PuX(fsmOnoLC2w$bf9P8) zYK||R;UP~}vt*y&PMLL58GQ`#fRYDVlr?!}2c%FXyIW3%j)V4(svrU>-2pa^(L_=R z0;+8EJ^Bg#-1QE42y_;m5rl`t2XJwu4vwHp74|@{mImrjv1Vlr$!AtyF1lO-hc9Pg zDddd{?jhhQvbf8sHZc!@u1<^bbDF_p!L$uk~E)Htud(cZjNq z36moen|?}|b+TS?*r+}|KUTod8^rKSuI}mJy@TOTXZWr{#6QKyUH5&SeB&z4;g2lO zaUsBK@~ND9VdOToD14u(?AbNAK_)P-EV?=Fnt;#}X{R3Q( zQ-Ux10gj-GniUKF#7wqJI{{RCuBzm^=7N$ZGdm!XFa;|G0?QmK;^YTUiN*XJ6`Of4 zX&JnWQ=`B`3PbA9Xv4_ANfvV})ba|4)LQ9!9pAtOC?n0igxrBx(*Md%`QT)L@l(3g zpl#k znz`i#kPK+x!}ForgAi%N{so|}c5bi~aPs~WP6Tr!iO%^BJV6#8r>)_xlF^q%Zkesr zSfMmWYEg6|24(_`PbAvQ`7=kMSbATCb_T48ZLQ$SWC+@=8g{4^nxs>R#`Wx5d7e#Z zEavXiHKmP9EXa{@UnJe7#Q8G!xW4y$h3&Y@aPODJ-+n6P7EiI5<3-W!Bkmo~U+(F? zbeSv-4&uvlm0|SVJc2fOh;V{jr@mEq%=3qTSoUhpPF8Ns{&YNGt@Ha`v3om96^D@0 zwWAGlfBvxe30LF~ye5>MNq~L+5IgqmpqTPH=Zm9!Q&C>{b5VfeSGLO-9CE#fO~CubWoEi8vEMS+Y(FD zXMf6{d?k&wb{19)p^%p+ATXhOCI?zK7}q?$Z0}Ds{OX;cet|Qg!h(%f?%DO+cC3qf zOt)u}mvre0X{$d^Ld{6B;kiCmn+M@CvQKx%F_)n<6(xYKtgQ%i7_GG z8bQXX9+W~uwdX+f2e6Ob!_k%14BNO+>)-kT6-&`{KOQx6!2z zLsLt=>00vLw0D49b|_%F*?`Tdj#2NP)r z%x!?{A=2;@Y5?Mp`6YK067ZQ6tpxR2u3E6a8VsAQY88dhu410fg$7{Pp~ekqEVWFZ zG%VbL1&QU`^A_ochn{;=UXI{^UQHWuitH-T8~XtMw!xW-=YBmEZ)1cy$uU&uj^s1y zjav&++RQ>lb~>uDU8>w@Ic;>HFwYD9tMl&hxW`Stc4HnfNu)(FnL?7uYFKY?Va2Hg z^0TBqSaBYqI!(LmeNg+(pd7Xtg`@1^=VOSy*1O*tAKw4$%xKNeh6I|pCM-QO3*TUS zxiK7kyOoxROMfgw4IS32wvM3-aG&LmK8w&Jmcsj=pz(Os{6;9f)7C?X>c2k{1>^}g zsiJJ2miTxQ*6;s0Ynz*+RORC3i+!>eeiqLmvw^{EL)Xz53rb_Qre|zcYWrw=?&UGx5+3s%}cn63?tZ+BGh<>Xmx6$h<#sM)Goh zlFFs{huFa5{C@@IJDZw_2C0ne*U6@~Uw#t$CwWEL^wC7vvdnU;)W0R|{0}wOk$|j* zw?AH4G~Yycy`WR1&^Audk`NuoE}+d^&h~AnC(5(M{E~vuH8d_tkmsutolaT|9*jVc zB(kAqug4QW&>FPVPL0XEKxCSGdAj!WpQ&F3j=AP4!#u&v!$irF4|fBTw+D>HqXzj) z<;gbmNGUC@0Ddks={{5m)MGOMCf*k3SB{e%RlL>hZUTblyompVaWPh1hL&4-5}EghcD} z?zJ(@FrBMof+8}mWj-6yi&M1pfRIa~!XhB3f`K`A=`V0dK`KTgNG!$$Z|OUa+Av27 z2Yd41X5RmD$LVVtYST)ArG)p>vzS?j;?31fg(ymK#c!5mpb;%^8H5$=uP8^YP13yJ z3-}<#_z702RDLoOE>F`tClfl$b_K_z*e^#XMs6F)24bK5QF(#Q`uzGr-JQj!>LVYF z+xOBPX0JIuVZE>V2MdD;b#>x1X}#OA7QN@Ob6C@%vG_Bg>3v_yKSIGdoFxg@O}t_x zR$p_JPoG@QqYCk;-F|Q6_f2+?kC-H`O_kEM=YPTawgZ~Y-d#}`nUKS?3sPLOD01xk zye?H&|0UIq2|GH(K9|day)vF4Zub#2Z)&^jy4Jdo{%sl#)40aKFs3UkfjyKo5kb{c zyoL^+Q!l@KdgI;$U$(WS(ZR?-fBueae!xE8EVWfHg1&L;&v{FRKV!|FBgJR94u_}g zrw5m(uqN7f@yLYSn~a(rYxg|#>z85HGseSt@s_dm&mIg?`R{gge7~}ck69SJ$8H{W z$7Xa|%N}x#^uCkF;Tab-noEwAjVL%iDk$^(NKCJ9A}@Bu=*iDdRR?K~3FRS_uY?nC z>NDZGKWo~(!8vi`<-wM+bCyWWmFA=bChTuULd~*1C+T0-V$Y&N1hbWch$!8tdANdP z_?~n|a;nFEs{d&pCCVqrNxYGQC*a;g?how4~c+`Ya(R;CYl{QF)Tu@AeD20$@sIdGk zss8O#!*m>C_-&%3jUT$8mt6!?gCA-(Zm?hwvS6eFqzJZW4-C&s00rW3`@E)q5+K^M z2LgTpUkgUv1s;R+`3gUOU}Z@G2cU!6>}zsWE@AbXTp`*7z@Cvx6Y}g-B-jhF0rXLW zb~U^V4LMuK#SED{jcxyEf7{9o8+detFhp&L$anE3u*_JB?3lwd;SvD&K46BIg7Z{% zs);&Gc1%vvBXB&t2BL2w%=ob)u*bGjvBb4g(aB@7$>|E*tS%wkO#H$jrq4_jK?ez{ zWN~VpBy#EDEHsr9PZ}`y%{Nb$X}o9%$(KO;`ZhZZUL~TKn1d~_dU~m3j#}$s^v9c# zaBZpd%Cn+8g_=p{&D#CtM831DE|bld)Z$WuqfmlZw3tF#BU-SUMD>6>O^h*xeHY3UuKVnRtLJ1~gz4nHT-&Vf?b{QGJ+1my&sv|2{+c(PwG#e>==2 z)=6W{etxe|#3HC#O-etQqv~H8wmy+AO44p|ng~;t{^cySEL-dEz-eJhh!)4@qWv@Z zxoH0FvawRXt=1?s;N&zr-uvi&B3(P`#O+y3F?>=1c~~@|)tqt9p1KhUlxC_i3`QBMHe{5}WIk^> zq!PL0={NoI-a$|NP-<|hA!f?%)mYeA!ttibOU8eyS=jA|#RPcep(Hc2(HQfnit9S+ zoQQl?GN*MB-(?`>$4^~V)LR{sJkp!ClYH9MEynWbE5A!#pUhWwRHtOy5>vtD$*GZx zQUh#Ix(&V^q?^-Vlt>zF4r+ZCgLuKoEN;sJ>dsugt#v1k2ZfkVfDJ4Sy=1Vbed_;F z^WjU~#y=}f{!?|}2xPVB9fWgkbAbU*7PjeIbP99;uRgE4y1UR>3sco1DDR<=-qdOFR4D@d7Sw=1OYZl_&mDO@c16W6v`r+@eds8U@*`s2#UH6>wdTDF0$Z#12aE~!eK~jMTI%5@ zVYI8Hw|j?j|FuO9m`%B0aR|K-zI?KN>%;M(16(fA$VY0po4Jo^e zu=^YpCP-T_1-(;$*1D3VW}r8VmyR`O0S71fA>|oI)1HmVwk_ zdW>1zQklxKfBd%deD)GO50yjn{>*J4a^xYc{T4=iRzOd=G-`T60%S{Y>xG2uwy|nwa z*W#dDq)lVFZQsOlT(* z)O^J{A$A-G*5ER^rTv$d*CSb*E3*@GjnikmLM@dD#d5QETRxa>v_x)Sd#d3|6L(29 zMr%F3QF|`JCHkN5AybXe(lJWhBu4d-#EY8Fj5XamPv;*C-_Mb~SX?D32c#3{oM&$B zk;~w@{ljzZv)MK!Zi~~!mzUt0f3Cw?eDg(T;6|m+?FT*569ccQ)@2M{`5G2k?q){z1QGmG_ScR(O#?tRv zP>6W(Bxvvi$rxio>uE`3M~!>6;WWZzX^iE$ z*9}Cp+&w?(<96z`k*aYW#aAS>5j%qT7|@`I8}w2%iU}7D*xYwGe9I!T-+SMc-51{V zos+!_x=%`Pgvjp6FNeYoYo6!fDy`z0r(5nvowU4;Lc;JzPQ4x=FFGfgUh`dxc-1a= zs>AZW^cz`Jg`smE-(w|nyi~`T&(DqiOhm=Le|?@^C@#^IM@BL#rRB!z=kaSXHzVfS zdiwhJLrJ~F95TCg=ugHI3|N z)OxJXbN#&c_v^eV*JNZxx9=(Vi7-TSJ-R!`OvdIHf7jaYXvK|dY!fhW&Z~1wGj#HL z10wzQi*k{yuihzGD7^ET!e;^jwPkS@v7o(BOEH0}&lJ5yrMX9YW*Hd3jBRp3qNu)y zcxqS3h+f!{7eSl|flm-*{%EJX#}b>Vh+Qn9z7#;r8_Bmu9>{pcC4=Wd{5|A>(}4iM zm+L^bkEo$0e)3EPgFk>6B_hfk-3dC87;ooyKv!8M;s;!P-Csb-e;eEO1TW_dx`gTo zuUebmi6DI7E=U=Vy#ICEUORFH;`tKc+z7VGZ9Ffdo8u6t#?+BJLEUR--CgiD(kQIf zrC;xRf|d@P?f84-vgfPaYKvLwPZO0@kFb>52{E1Qe5JEET%xh$-5LEN6iD>Vt+fQl z4~1p>eWZldTL#4XLthi;LVg;kqQ`z`>3#Xv?@aqCzo=z4+EFvNmoNfH zB$WiZJ{|-SPFmRY?ydaa$(28w%B-HqYFQS+j!x=JwP-J`*CH)b`<4i5eLq0aXW(PW zQM6}>!F`oO6POIrzV7MyEjS#wte79!cWd?Ktv=6XtGv{r_o{>eIYRVB{ZcEBL62AO z7A0-2yiC9Hr*d=enmRFYuNP%^@5x4zfh(lH2K|XL)Y^TKV@WhX#4Qs#mA5@a9i4L9q zx(755ZS>_hgblzpmWN378ln#022Nb=16geW-=~YF*gbpnm4WBNjURA32Fw@Ip^ws- zvG<$|z}^w^%ll#2)e{h#XgT5mSe?V}!<2}XjIl=}%$XpGY{yap(hQj=?FuLqf{j{| zpbB18PKVv0`E?hQ8bP)pBPBtEW5zBfxgdBTL8}5JNZ~VJC!jl~!j?wD4Xi>00Sa*U zn4vm{FC8K^&?dQ{ zkIQ|T+SYl(o>13#XI-(#p8E4(;TtJfyH zZxe4}@ge8-ZE41iDW#FUjU~VK=9U+oI3vEt7b=!J{XZTpwASWUh-T8PN>=na7khD# z5#y2@y*AHve0gkWtQ$IAw}0G-YN45VD2qQD7JJQiwMl$W%axC5D4VO3hn8VbMBPyG?X7?jm~rZdJeO^wjU#5*giJ!(ujPQfw1DnKFI1L(Gw&z84%)& zyahz^Fw5~qiaqyH@iIJ*qKz>;NUcl1)_)=h2q8O!?5p*re*2~1!4 zde6qiW%R_O@uxX@S2y;@?HWFqRTgw(_x|(+XTUh+*&Eu!Z7al&PV2WD1d z$wVZNUE^J2R_QHQmfEKD{?u==XKOc)FO6QPJU3Ks#d#}hwgGY|W%x#XTkby>>fgtQ zRrfck2R5^b_vEgz2&nr_Sv9Y-)-{#fVQnmF$B$2Cynjj=U3n_F5W23t_NVMttp`2{ z62ZeMSH`*zeI7{ABdhdjr1x+4dO8jjnqi5ZkIGC^uKrssy7=o(;H#x$*fa)Ia8Mja z<)*-`GwX_hJi!d})a&{#$26c2O^kj(V5DgUmk>b9#+IHo2lFf9yi0>z^=IyH;9}-m2kX)+$$enY#IsVquZ(r_@ zUORI9%w-m6UEM}@@xbqwlq;jLXZZso~=obJQ#PZ_ps3e|3a zRB{?H8mW!g$pHa<0bsw*jb#J6d*3nVV#v=)P-QwSVIj4qhzdvokNMv6A7usv;WrGgf1| zYpQC^Tp2eF#2{ajsOI$)e<9e#lmR_{3b~rw)HfR|f&1rv@BM;h7^XzexnE-ZJ zolL6Iwnz0!ZqG07){iYc$BCsvK|Gc{*2obip)(w_C%T#lec)qpW_J-W>2$Wevha0b zGN!WNRgcfjl$3pYB;^ziC2M}Bu`Ld!pN;NhIXOI#MlyfSfE1Zr>>)#OIOB(?DyvMf zuIQQp`hHf+yC5mZGzQFF_M@>Or6mY!MzoA- zNG2kJ8)CIN)E60}5-4^V;L!i=pY=qn_@mf=1&bgu@6@@2kc~k8k#tLDy(Bml80Qmh z_~2oxU)v9#TB#)d=xhS+qf&r zK8>LukN~RhOLD#LRb^$?`DZb82i8M7hG-Ujdh1CWU%Vq*a$6LVWA54o-ym3D{hIV- z#b8~kEo}R<*r}i|4!;~`O(ayhEdh2!7Mk_?udQ_}G{oT(Q|qnv3x6OTQ>Hqdr`A5Z z%#hdcBe=cviPiqZ7`R;@BMNKLkM616*O=EUN7KhN>~d-QW3l(4tji~j%t^iOWt+<{ z4+-0d>k&h-mjAxaeoc4R5kG1oRV-*M??^=dJ7>%BD(~@fXY;n{@VmjIv7@g|T0ce| zJ+q91ia4=5&t{H-*5Zs+U?!vsTR-WKD*y4DY-hzK?Hsp(Id z@MTr@K|)+HEz!A1y-j-NTISIBrmjcWwZG^6Z{29jS{JR-YyMR#wYqexxrhJOrqq!n zoVHM?rNvTV!S*Tf@YOa)(Sys6)SEL!DjN%Ol=WHT?hbm?iv)c}b^6Z@-8}bU3G;ZY zCa3bW{~jy8uF~_JVn@*gnj-#jM6}WFFb!^(5XYVEvOvBDWisnxTM?*^@jC;%=Dpt9 z@j$VzkCd-$^$7|;%Y^0L7H5S&^Y4~g&uuYv};px7vja1NYp}eJW zM>6SE+XFir5PPofMJPRp&Io$Lwkf165kXi}c%T^&&#LSp2@J=p?qQGsLB-r74$eYy zEHZ`y``!#UA1VHd9gYLpOsK8_dqS4HBqP!75hBN2Jo&EjZ2y_C9}q?$_kj?qK55>T z<|hJK>Mc-HlIQV6*6N`I3eJP;hT?id4-*gjxT2DCZxn0Bqr(C|wKOXAx!dm-Cep|} zS!qD@hlPm*$Uc?fQ%RVf9>Hh+^LN&kR|;QlG-%FoA8<-@)iH7Vh{(jpdW0>d@ommZHV8xZr#td0Cr0|4DWO`=P5fgFS%W2yo^4^GL0F> z$BR|aeCc=Xa(jYrW303+!G?3R_r(inQf91rzqUM!EqwXG`147P`y*_*6_P!4x!sA$ zl$Y_nspJaAc62-&S%%b-R>Hf`{G(}O_U7if6w%uR1LYFlfmvhabmj{TsF``aPyL&M z+lR;hzC2zVsT-W&anBwb&5TSe^07KN>x&Vt%bv+8YOEG4mCaIE&0LAh4_YCHlFNlu zIknQ5xo%=n$GrNhPi(3At#0{!c_|Xbg0%b$Ie<#IE1Cu8fws*^pTS`}VX82{9F^vB zZ}t2wvcZ=sEd7)M3U>?XrpAdgf@W8EqzSYv3U||{)?p*<&`ka%<5K9UdyJ{Q9a`zi z6NO06PQa;OV_j_P9g*f(OJ4Bjh3d)nbm(GRK*!QKVZ?TTBMcM{tw9gy^IBI={y7@5 zl=ZkNGnSX*k6l2_8IpiR!qFg@EEv6*T9`)Zr(&bm$!tu$2vrQO?em3pYU|3k!= zrjKV2)I?=qix_dZ^6VMmO!-gsKL<}1bOu#Ei*C9^k777V=d`l5Q!-%*X3RBkFYqk) zjv=Fj(ZczZ`SP${Evpb-7wcKyKj$YuS$M9kZ+{<;t!105cXO;RPZ67lT>ZW+b^KI- z=JqeM2(rz`tqZ3v&uQQk^GEeM3)eX!3k09ewQqbc+!7vJ+ul;RweLtuv`oHMSjxgi z!TY5jP>H-Emd`3HmlOAUF)<`^!|3DUT4VMtUZ-8C%xPEL;Uv%ZPd^FwPnxKYwvKJ} zNV14kpl{2$MT?#lpJH0L20L_kx2d|3&tEr{Saz+wWw`g2()7hHMIkF&vi0kxil}C2 zhWeK0wtRnBw|e!roc{2?2e)32ud|8fWs#g+lq4KXj*9+bs0{rPvUI0;hAUqyB)+|P z_@rnNde+05egfZrfQmQvYQ^<#T`kmvL6)leu(=Y8jize4Tne6yEo@3ZyY@?VR*E+$ zTC8H&R>=h88Z>-^PTCu79u#=SzxNw9a_b+z$rC9-G14quw{{w}iCbY%%HYh&gB4;a9avOg7wwAoF;)Wu*#lkEIEntQZBgbh%?wrnr_gmB zAomG(IlFs~Rlnt|9-j3lO2U*l&XSiUx*?rAUD6(K8%Y{rf<4}@>-_#ZrL)q0wlkLr7HyT`XNHM1y3b+g zS?JL%Pnk z`}?7PV(z}SHQ#lB*%qaO;~`ZzSCerB!}G1&%Q`CkMaQZ7>Rn`WUZl_Gxl+&Ty|$;Z zMYrt;hE~0SP6{i=WoS|^zS6zGD5Qi%(HrL3zT}ZW1v|b|ntwJGp}UyYU-L_&k5>^} zWY3BG$IH>Pw@35Lua|lC8!uTd9P_%)r52}en`p~23YhA0Oh}c^sbrbtKfbxLWVGEm zKG8FB)G}#6-->!k#fpU>g6!mTs%-rt`*1Sy?}f=$T2eZz{b=lH7e4Hw&;0gG4#^QlqTCDXb3(UTIs2-s&7h&O1>CU|`~mcY zPbA>zeXIbY5wiKUDTKWh6baPcM-=3s_r-v~MBBC4As_zcaVkxD2eK2S4crMx3-Fx} zzSsjk&+Yt!&1IDV^3nTGHs9QS`sJeEmrpNZg8nfrb2pMc?Gtw!tHEz1Arq|rs%vup z)4yevlmC8kSJ<74f;!H2eGK(yMoH(I;P$W1(1pga-bAS|=tfA#c^Ha~PE~I9Huoi_ z%WD2^Utew9el&ytc&|ImtENTe!KkP@?_x`^AM%cg8k&PlYZ8UY4x$ z_qbHBZ)0H_tsdTHrErHuZ^LN&y0-3Lr4+?m*rFMpiH-Axcl2gFwkFSR`e|xc(y)dS zFt-x_i|-xB+FZ_|pMAR{qhd=2kJ{e#FUq=&n%L-3Ji8KnX7R>MjZTz_`cZywO-t!C z^P;6H4?;Iyf+#1AGK#{dld(N0t65*pxwkJy)~y#qwmQZoXFLSbymK92E2Qk3@Z0i> z%sWu|EM|K-a(g{|(rDk*=d>wfLig8NC{=A1HRRYEu`1>hcAM{pr=QX#br-?OD^2rp#5GE?Q$Rp=n@B6~1 zxqjQ_$MLt%)^-~A8kAMw+h34XW&flseJFgE5V`(tJK^TF)e^TOwfO=-AXF8dD)YXi zv5c?A%q*Rboc`xj!06$*%HwWmHqXArv=4eOP8Y87dCu##|8;H;uVQp-Iuqo3>3P!G zHRY{0-_O2kxoYA=#or&|#09Ajb9y^@a!C_~D$rb`Tzn2DA+@{`M*|`bZM1eqWZI0c zeCXlG;mFRbFl=+CNT_M!zCS1HOWAsZyM1`}bjR+e^H!(Y0<5b_cZKTjsxJitM}|@h zfyp8uDusfc!6fLez3?ng#k0@W0j8(;@W-m+CJd|L7-jl^3Xy&ym09l5UNCU5VPPt) zh}&4c;z2S3t|kD-=9u^j*I8e2BJk>9+fZZa1bzuvWbw)D#DOY@9qQq#BBbWJcwLK= z75F*=;pQ0ecRu_ldk4ClpVU!X^f8zJw}#pR>pyph_!*l($95N-HbAL8K<29&6};C1MP*3=%=1AkHyZjJr5yn3RDVQ(g$H}+*2of9`ecV6ac zN8@->#1BMFH2KXGHmw!@%s60O^NqgxawnPuw z0PG}mvDLI>*~_0P(Nk(7D=@cMv~n%$(8r*ZL@Ck_7Yht0w&gC+1E$`d9!gVsuX^P7 z-l|jSC+t{`@{90Oqlz&e$of~VEy6CPvSu1nQwxNq@56kt#*yn?$D**=t!N@VU*}#g zIxd5YUol>$%eb=58ktaQOk?5;8xr5Q`K3RgfAmg{PHTqrcU4?ZDis14S3~!=2R!=x zmlfYH)#X(>zrAoj2lt${)wKJV3Vn_~=V)Let=2X+_9Ab5spRR@ZNI72#3R$X&bc!1 z#Av(&K$jWCtjC-CBbS=|Cb=rtb^olq?|~@-E>*E;6!Cc?(8&o2MG-C{!6Gyx=xoe~ zv6VgLx-A*f7gb37R>MjN9vVvLw0NA;>fHLpa%Sb)1(|3D7j z1b9dwnbsIpAATd{62^8Hc&9ZMt+XX$09@CdhSvMmMgd!S-9yaat*4kPmndV4F^>kp zE0kP#M3F7Q&e6lm;OKi!0G3rHfz{x+!EB#RGp8o+y3i_r>|?|?>#?Ork82{sT_a!X zzt(x~G3x{q?Nw=*JOk-HOv7&!h76WlJ#`WUPiDlIc)0L=`1|k8d3Q#yFtzn>$kz^IznZ-ZozJ_)<2*gc2z zfNf@a_3C8fnXU5&L%QqY<(>7*vTbwtn9S~+ zY|W!!yLD#yO=V-elZInuHVVg&u*lTnufCix7n@dRg^W4O!`cFSR2>+l1Cz_Zs#tTx z_w)i?;NrvWc{l22V_iS}KH`$F-p>a0 z0Ip8W7AoUsLx#_TJI?k$iv%CPamKtA->(8gL5))0&`@=&7XT0M{bJgk-dcB7B3o3w|N9fFaM# zw`4{(A_suQ*alPN> z$Ci7(4tdspdwF5)kzeTHL*Zi;LM2T(`(k+tsN zT$0Kx6|^@qIZHwxGmA7ruwcX%#i4hr@DN*_qhB5?F(~8X(ng>N>pCn~mSZQoN?orKo_h~OXE)51c^J{|x zAn~{5o5msm`;6|2a9_S&+uG)kJ~Baq{5nq`aN{$^9QgDK-%s;&W2^cI~kggEnxUx4YsYlzrpGEwHlGu+W%!&yTF2 z57-ATt3Cs~Y!-A-2XhKlK*H)%wGQEmF!==>*Fgx@kzky*bOpi?!``W*K8H`X?_+4x zhL2e@6W}icN7iRZcg z6#mDB4e5`c{&+CAuW&UkwHlr5wC94ENY( zdA+ygYP(jif9W4Ot|8AOp3lX@@s4Km83Uq^+6fZP+mPvd+($jJpFvR5b0@Iica4`p zJ2y^VxFU&5gvmlcq3^+y-&umoH||xQ^W!hK%+^Qy#Fq=3qFuU&MKNSxGe7=Z`JAM2&!7LSg@~1*MZSNc=N@`c?W5{Q2`|_@wo)O9~d_ zvi&J)Q`Z^#9zL&dzUDUB7BbrMBV@egs!c;KWKZZ=E<#8NZ!lfIZ{JU9UO^j&?^U&= zO%F8bd6YF@v9hHlA8%(?7~kZ_`|mH@FV5ni;yruMpGohjYfnL6ux&Aol?U7a34mz$ z0V|0Q{zHI?TvTjjAuJcjB>qRRZzO}Ii-JFruoaJcI?~ZTf8NurqyThf0lmsdPVcUH`?W(Et5>I9qjFSfD^(75ZY{{MKJUoDZ zA&Dv?PhFpBaD8^i~_do{$#j?mSsuH@OBS?%x zx*y8g6u1#$So!6|PlK8?<^_J*hiiSMwfXAup&E@R0y9&p#fEH|!}Ni`B3D^dDS`2! z({JI2%@ctI%Q4@bJj;*JWC(lB0W;_5oP%^4XLU8BJn4QFe~Q@IrTLYnq&%dqEe25~JYb8s3(KEpnB z!G`AXX!c-3$vRG=5TtEhx(HyS2^c(}$jRiFG|A+6Ut0sBTM0al`>A9X*PCS=^J{aO zx>rBkak_$;VX?hm>tU@@56cK6BNIP=SmnT^)0qv5-{;Q`HPgFP($52KW*WqCi|`}v z#8@2QNioXf1R)a!Lskjz9YASw61_loa)5;uj!&;Ds_|8uOJ%N4HQ$vv?-6JqIhvgI z?Z{Q>$J>Lq^Yyp_GmL3=!X&D2ra@VwU80W=aGtLU_r9Jvv)%-p%<4H~M(2ORU?>)* zD}WSu6EUY-z^L>%{|h-G+ztPtdef%*tq=d%3p)(FvrSWMPv{0!SdN6aGX$ZIExLj9 zQdtK;6VZDtz#Bez3ugms1#^PmzKbj1Yt7_{7YbjI}Ypq|a!YkSJV!u)C zab7?jQiF)SF)sbm?QQa8L0b`W(B_0BBm?B<;8YS-yP z=dttxtfE7l*!`+==*(fE>{M?So73Vm+Gj2w=sf1{cCex>wH`p<1cOBK1BNO`37E?m zyTqNvG;eB>Tf{hOC4nPG6<1uhbr7QS#n}#ylK6LDm<}zk7{(nt5?j-kYpKlfT{^sa zC3NQE!WYu9UyN1ILYH3zRz1OkR%`a`f;?k0cK7Z^r|vWevQlf-&b1yWU7qheIFRZt01o* zv4F@6t)O^J{-TM+{{Hcunt>hZuD4`A9FZLx(xnBj8YksX6;*aIx zTcaS43ErDi(Ht`5jAh7V$GMrZxSO%$88Au5qRCU8H(%QJ8DBL$6Z-w0 zMngzO?54~GhOd|KCUOmVclV=;gz5;4NKoqtV-MB;$%amtq-cGKqU=+x6<4;ybX)%R zP+fPQ92`_5()mQxh^f+}R>ISwRS$!n{&er3sJP&Mx%~EBm|gG8!p{Zvz5qT5Yy$p1 z%Xw+%DA;y`{z3+&oaT!&!O(~v@8*Kq-*`z}NCr$+O?mPfcG==;N z$N*;*|Hp=0fh&ReEwSNzPz>*$%X2^Z@yurFP{jQI2#r-58H~*CGS$|n-Q%9Ew}>|B zRq=#dR`@H9v#p0aD{0(}%X^vHv&=D;Masd9C>#R`%C{&K2L8;@0y|+`d!J=CPbM?f zR9ZT--2I%jQ389nB`^0;AZ*4?BJaX@3$=p|>1`LS)HZu5D>~yOMObk@^nqeS79aFT z(&vv1k56rbYBeXQ{G;-2CZD}LKqNWGK!%F1f@r8s#PfKF3&bZDR}kEC zWq{BZXV3bQ7-6MBaW-OMrP(~C{rydU_q z6YK3K5cQx(&L1R!q)Ou@+K$-4aXQ6REFUQGNVLRLZ_5T`2Cjsa`qLP+1;8SZLP7c% z?D64`qk~p1Ov=q^0mk=;!XBTD@D!a=EQ*zMIoID&g18#k%fpe`)9Yeot8~g9(~x%o z<`W;Nd`iWNmM^iD{0}KkB0w>ux9BUd{=Vg}P_k$_%vLi}C-EmpM?;w4-}`Y!Gs0=H z)h|NkRmp%;?1g{JQE_zDWH1aIu#aQ5iM@C$-kiJ>e4c#~D48oSzZ|bQQwbWLZx=dP zGUyzoD_)hz9!C)%5^_1ZVQN|ohJAoe&vwlf;A^jpoE48)9$Kls&&$U#I5-MU!}4Gi zlbVP;CapZj$+NKO+|SA5V?9gE!MShtvOCZ)9;AcsP!1doc{#MARwfEoh=4^A2{dJ; zI+X+`6VOd}BwM@?Fa!Vyh#EL|%juJHJ5-mV_-dT%<>oj3S%31qZ`^fKs3t1Qm(a>H zLU;w`;Z$L-)*ecb&T`g;(7)=Zx+C5_-^=eqqL!m@@ML3|4Ta-(0jq4i@sECN6sx(o zzzxnlz^_v!)m%L8jO1n$7!|S1wj+tQ4t2fGN%HzK0{QiVx>r6_sw^C;zM0C-hXk29 z?7_o!(K0a;5-zOmUqb(E>Qruyovi;WXT!$4Ne-q8ha8waTT3lh9(w>>)a$!@S8 zZrV4SR%;4~W{S@2%QcY6#UC76N^@RSG11+& zL5_0?f**hRobey3z02g-)3Qs9)Q~r6;6M*nCtl}~2!f=63>e&ADn2-N!T?C6VG_lf z)4`chK3)J$6Rf_M#F~jOp=Pny;t#ccy}S0jQ?Ey?`I7qgxL~6B9L=5*ui0yA!4FPh zV|%XUbmjDnQ{lw&(|OO{D;_?s{YhdNb}Nfa3i=;yhh>Q#@w&Kqfxk_A>9|Gv*YkD~ zkD{7zb%yL^#48uZ=5mNS9e+-Iudh5i6R{Q1aUof@Z+KCo=w*QIfD5z6Mcwtmi(79G zZCDg6h!xmePD=x5SBy8oP+Dxc?Mpw?86oGwz-EC6a-2z;vMGjbgK92RvNVdX$5$W| z8>K*WBw6lpk%4$2!%`-wE8Ms9?AGY}wehpt=w*uA@!(c_hiuox-soNf3RdSJssycl zO7D>FwTRg9E5F}A={@Z0Z^%%inm6eU9wwdVVEXPqpITN{r`4Mi&n1|99Cc6_O@3J% zm_b&;qRMT(W6XK845>UouLYsuv>mb41PAI$D~$ZeEa@t58$xDRl9NafDiy~f?zdvr z*R@t&t=Dxp13S_6^P!=1V4}-Vi=ECx6q{HILY3?=DWoi{DExXc_EZKrNs=v|DRW*1 z_1JfGvh1X~6DK{~(M8IvxBN<0tErlcl%S-sG0nQ@yRmn<7=&lwnUE?#=dbYJTf5aG(m`C%ruEDaU{`NOv`x8?4&QY zk>_Qi3sMP^tYAYXZB$U-9gDFo%slqS+!bi8QZQHV3RZ0!q3FtMU&JGq-@bp+(8zFP zz_pJkN5T*p#V!L}#k`ERQr7I({&*#zQ*T>v`}(~@&m-oEhtUo!s(VOO=O?u6k#uSq zBP+EkcsVs#T^TjeR5M@?HGUB z{eElm z?WMtjtb+*%4_>rZdkUJLYRh?$2&EYGR36&JEJiqw2`kZ`&qA`>IF=&c@a5(3;&jNw zp=TS%^PlnKj!VQ|V{2n+A4Flj2r=c2HC_N8BR?SzeSeHEPMjNj19b`n@2GMnMu^D z;ilcYrHcodGYzvmYWQNMbM%XrhyYq9kimociX|hI$l4W_)O{j5+V#|qsgNQxz!0>0 z%U4TTG}y%bJ8q4y?%iJ79a$Liu;uH+Xjcp=tB!6ATOgv6&CPZ&t*1OnsqOdNDr^P~ z)!okN_s`_DqzhB`17mmfxXB6b*iM4z*da8`fX))u^vcL(zt!dD&Akiwue>876-h)PS#5!%!v1)6@UVthM(?M)!|BHR}E3^U{An(!>Ggbn`J~ny?MbKIcw)NhL!v z$wGJts+N3Aroy;GoGlPW-RZS(#4Y3}0IM&+~Cv(0}L`$8ld zC8H=WT`AIPY-(&`!T3hIdhCSplgqfuxwD_%pWSqr_rEQYZyTim?`A(>5*Wm(4CG~B z(OZki{n8T47QX(^d!nI)8BqgxY%!yigTX5UB1TSg*55X8z`z~egG2TBf>Vc(0#Ty^ z)GkDywbi8fXq|d93fjPEZ`#Y1bY`x+$pGAdF@ZT(s?7lM0SfUU$8kEJE_xR`L4Z>ag0$^o=OoD%r!Z=T@f~~G-J7RwmuTB%wnr`SjSt0B z-p7qsEwF_=)c8~T?BAo`Zhz1yoVjLBt;(LH4`N*;ar^@<&qVln|AZ#=$@h=SZFLJq zWaWiCoaAmOY9vPU0~CAFW3V@rt~;}2TG>KU1Q)ChJp&CHk4T_c8$|dI*gESc73d81 zHs%_$#tOH1*g18`G4qXGWqS5Evw6B@GeoGq<0nL>4oWjvK3fEJy=HwcH;Rq+N~!($ z{B(Ts+oiP)y-i`?=0L6xX9GrVZVWe!f#ttyNFK&U3uNMnjPjVTzLo)R$enQ4bV>pm z$5&jG$|RCmnrQD(+73!f3$f*^_Rr&IH@U}G8`p2>BwULzmxP~OBv^#-YRa)%$acLh zxZMBwV#ME|LrX#1t3#*i85tUklt=Eowv|7a%goPZ#^fDJC&rY}8PE=~W#%;EXIh&n zNlu(-$O~vG8a&(uFV&3}Wl$PbpYZ)~zOR_GVbqpf4&UPMhjHnd zz+42SCnPfqSGRW7cM0ev7v{rEO|Z;qv6dv7BfyX2a2G^Axc(DRP6dc`M^Im!SD%}) z%SI=;D(&XkDAs44!e_VUkFPz@`|Fo~X5Uj488gKN;_E2N#C}$C z(>6=v(DW`-BN!rWY})p)W#rVp{>7YIXD5aZjZVZ}cway1td8bkM`4o%h(Q_TGE~yU ze$)vCVpP?fC^nhG@8%ETv@zQrk{TD^fPPU?qtgj)Ef;0YBYHDqu?veKm63UVB~Pye|S`gN^vvg7T6xejN% z(77rhZsj(iSS%;&UJ7XCl5`<%Rw{MA{JhypLCJ8iy5epY50xBa8Wv=qklNY(sNS?- z^^Cbj%@2jk)7pN^4;m{MlixS@ez<1M`ip&!TPnGlSJGaE4_k}p3d9X*GI?gxF}KSq6$K5SZ>L@DI0M$LXyr0 z$UCHy$PH+PO$S`eo0LQ0lF(w3^izDApv;s3e@UU@J7|sGt**32;d3+qY%`**ou)k` zH^BbDv0)W(qrLVH#!x`<@o8xK$wQ;qK-!Y7ieRcThkUFmVjIxXVX3oQ#9 zcl2DI1|@v^uG($~mnS2dBZ*RWY;_}AI8Pz9X_T|Ecj?8=Z z+O~8?77jkX46}|Xfef<>8rs8%c`x(y=lv7TyTokiFZcX)q=9j(N zg_B1QjeYv|53lt@eSW-#&{MObxGsYLC&u+7a-{vy%zJHThrrXw&wd^M*BSr=m>eXxOY74r&=uU950PvB$){5J~|e>TO4;DfNMjZl#O+0=ld(a z$HSo#geiYlyEIDf7UBg!cmsn1RfJ+yE3Yfu>)w77xT?+p7pZ*;KA$@+0AxHRP)R^U z96zpDI+6DWVl9~30fSmvO(VkLtHp3M4B72BAMP4LiG*72(q!M?Zw=IACwAYL`~St5 zjceA0;{hkq*%fbNOg|;@`86dzw`w+ln8(VRz>F|bF&EfkIxC^Yh3XSY3*~h z(*$In7U!3v!Nc*-AiGv+pt;(2<&{;?AgNazyB|QpHzNV--4MH!+M}7M!zVKlK94|) zPWtlshW#(^mrD&1<6`R+w16wdlBGdr$P(xw^IXTCkYrUYKdWy*#s)eD?3*|FIFBCamaP1t65p zKpSg3j*60#b?k<_rgC3V!dB)N{~djAC+~*bbQGlM2U}Ru$V`F|1j!|6 z*u&9-qsH96&sH%I2({`nXUd{QLd}6(xsa26T1^YUQk58F^2cJwHwO#t{l?4xYN^!F z6>!AsTzut(7*3K_7`HvPh_&>K9BOztz1uC&{736B15<}}14E_?E`NE`tyo@Mz`^H z2&KBtq!6!LVGy5?24*Evj#l`Sw zuo8+`g`j=;y`AfPv4OU?}OJ-H_*2g9VQOXj6oS zg}|Ko@UezSNa*k5&$@mTvRLm2K^3Wt{V(bv>7Id$|33(+1qpUvSykF@0kx$P&>!~6 z_63W(Izp+d7bp&Ju?i{1%+#owF1>ItN6F_WtE)^-G4m-~qaoGxAkFJQp2t%!mG72}KpJvG#JAdSEG({{+K-CuGBBSc! zT_n|wMOnNuhzsGz4Jg3ua28b@BpU|EM2SXDbl1mpX0c%PI69rAZ^9OA>uuEF%}9Xa5Ilg^ zZ%@FG1ekD87}?RCa`Lh7Vr%jYWNrpWKQ@KkQXjh#3v3?(e~4&HK)7JebPIF}C}r#| ze81+mWbv%708JZ9mO9|35zUiLaW80rWZd>K9-OOq+!OS^z?_jq+O%{)~Ho! zp7*0scUC4sB9?9Fj~AYA?bRCQBhp%3uN)7^AVW+tzXXxeL{?Hz*K9$H7i6G%gXO8A$Xb#r0L-^kcf5w0|*HUniRl1Eef+LKrJ znwLy`w-x+ZQe&&qRvpWGkevl#A@K?234x?HP8Hw279wi-FF)?Pls zX9EO50>1V$V#x!6lZGSaRzTGMVzSsUt18XL6atfD5UA>cjp`0tprz9>3B92r`6}QbP?ODJ@+?NDTsl5>g5(2og%CbV)Y? zA|j~*f}}{7UIng%G+vNY0g3tUjcb>5N-KZ|tbJ@E$R5U%Mj=?MPBo~tHxZM_y{*P7V?%?&EWbotiGw)pnG9mIVOZ=dMItBYG*!HbjNh0t)0B- z;T{4xo>stB+i8TfahBH(qN5@PxY6k$pf8#N4y7Z*D6o*lTsn<;^tLf}JR=sw^fOK5 zZHJ}GPPuQ14qa7h1>dldmyg<+LhnOl)*Z)wu>)c*rR=ZMpeawKh$w%j6-G(Mc)Co7 z?=hyXz(9QUPKruYud10UIU}|_4$Y_?qNXN+bHJ%{*aLemjA)}C2A5-c+&assxsw3X_i|kqB&7G&LU?WHJK7}Jsv%}bc`^O znWmeO79%SjFeenqa-i;^4v553GH7EBfIfnm+nyA{Ex(gWj$$=se~bYo8kGD5ZgR3W zIeQG#58ac(y>|1t!iW?QXaq240O_0bqt8p6spULPM`_Gu z_YK-L5Kya$>!@kJ$uXh9VnB2#C0uLg(=S-P`>$wF@|ObQ%fa)UZi^n!7Nq`p2szAL znB=e*T&1A}s6(+$0)%`4Os8eNU?4NZ&aZ5P+MCkdsp0YdI;R#nTMCX`kROZfuU~`( zZE1vEF^-5oT7{gT%^R#}*{ClKHNLJUnP3B~`=krJZMJ4iqISI?k^a|*x!caPt-~27 zU-x`h-lKM7*6UX|BVtfPTAGf-C>^sg5(?II6Q^CHRJ0Y1gfVWw7-VB^NUC8>dy=P+ z0YItrW^=(Wwb;YyE z_+E8(c1Egy!)##AhErUJrhx@0Q^}!$h>j6V?+pPpT`d&-97^O-0UAMiD3uZT2mr?j zPz%RQHG1b62K;L})#woh^#xKfR{L(-v2=CYiTujSiZE6WMz0mz_bkaFkIX^3m>&95 z^}jR#{|qnY$f!v!XHcd^H?o&7;%NX|(C?FVoOz9G5Xg_VSeKtS} zCPsNT*yyWh6o4j)M)!jn5+_OA`f9Zf(y=JkLYJI>q9esIk<)jyGt0{rKiEC{2Uucb zt`F00F+I=9Rn%jN(Ut%JNA19tjU;VD3q)G5?#7*yUYZ4I55mjsp9VR$J>Q=hZN1+| zRK33jI~0d)@}ow}RXhN-Idi)$rffOvjKO1F)l}(w1+r}zLJxd$i{Xa}MD$a;6)s?{ zJukm!_GbW!AQ77Xc$lwR!waDo`~N-AhW}9j{{8?C+@x~s!3Cka=gB0)DZZ^s!}~UO zPZ(`}hs`d$Sktrt+6A6#-BZ&Bk1L9UH=JgHuC@n8K&)H8zQh60H=iv}7%~nMdxlMi z?^I!A%tc7NnW=P>)KoE=shq#KNt!CT&y+3| zzDjp_M)w%|q2KJAW>b~gZ7!7#6^ibqbw7c?T*@# zf2792<5?qsR0tQC;yM(AFb@CPiw`9j;$#$JuS3LiN>>_RStvnQ#vo+w#^9A59Stha zq$~)i|{Y^;~W88mSSd zHGg}Sq_eE&GNLRc%dnO&7A$oP*e@pfJgHS6I|6o)rH4>T7&e>Af$v8$4h$Af=|XE-k!A zk8>(lSS^ecKDB0Jf^er=)!CVNvd`{6&a^ClQdU2w7(dt(qDC6Sm8@B$riL~G;DIP$ z@HNaaP9S`JYMe!Z{rnCdxx8msGz(lMyL@K>BV)_z@y9}xnOQ8@=JLO9sX5;w{fMo+ zRotA6O5>)+VvWjOjH2DVK%7>U7LIvY#|R_?n}EFan30_xFUosD$CTtWy`2_WT2Wd> zaWgJ-5QG^-3^)NcAt_1RBT^|ceRXoi)6?&`r5mOsr{Rf^;rH{OtZ<02??krq>sQXza^<4cTCg`wTAK3|dy=R?&v441vVbf__7?M>MVUFqbZl%_uIhr-ft^^DX4g85=X$osLvnLPyRhj$4iQjY4$0-wG#dqc$ zbT!nteOvBWclcRDYRm9Fk+c_>mQATx`!V==SEg>x*sT+;*uUbX=7gh;b|wk!K5tJr zJhpvnulL2dS*T@HsSE;3NtC2MNrkS^6qAS!& zg|B$Zwg$yjb}n`4v5%H?Mdw`-vzBccWM%nK=PdprhQ?Y^zCEQW=dl+j$^xu}b#*jK zlb?ATsdB+;6zYn=qz(}!%1EQiq^Pr)B?Xn%`||_zWO|O=gA^#N6&8E30|FRJhreQ3 zq^5^13x`#XPOMN$&D9qIG0{d$_hmos((SgC?Omx%+;lgR#9}2RC+w24FtWtFv1Bn^ zp_B~jLO7RkHw!#tUU9Qv4yF)Ol!mdcX2zq9pHWDGh+U`C>>S)TNxC;V|JD>RHm{4Z zmwpqpg=6EO`@g zn@rt5vo$?Lnwn~oG%b3$g&nvgaszt8a^*ZD`S6V9uMmpC7)e}sZ*T9$g#-mzza5Mr zNg8B>-K{QK&+U0le58JaE>|q1idZLOKyt`BLnN}`Isx<3D?X_tU0QCh;cKe#sMDp4 zzID>!0|6~Xb8~aBA7CFy+PLM9lw1#&>@DB2F!)}I9?Qg;bVgYeSAr2ukQ&swNs~z+Ku4#OYKnlH z!18)cxRjzJucR2EQ3%`%skE$ok*n-oKfapM;X6 zJ)=y^qr_SvC=4#wzpz;JkvjP~wYjFWz9i`JO?n66=|2Ou0z#;G+mO(Rn|S*oiI=YW z9|L;l{PR=!FV`puV4L+7j7$qL$ryc8TV8q7S89#|AyO79wMvxQ8P2QG4n(ZPxJOAO zAgu=-e<_7J53Vs;7qrA)PI```Dtc%WA%{q&v?9;spZ`*e22S>P{=Q>N%D{oiR*m7B zDz{|dfb#*j-rZvACTt#yzPP7pAtezm_J~@OxrA;^3?IX#SPOsOp~W<}>_C^#j6Cs> z%V6u>m*B$GU2Mr914%=bY3^8^=@g06S1y`;bLZK2grC1RS9WUWZ9hqMb5olZHj8ti zkQc{V7IuPOlPpa@#v}`FXtHK9i5_cKoxSS_qXPMm^1)ca*CMKw{kRN&vYySBcq&?( z#nZ~a9^`MwId2^*oh&p?Xb<+D?;Z=F-F`d!b6W9`M>)>$B+hW*9)|=^*>RGO|4h@e%-p-@YI@RAAh zl%(^v^r-mtjOl6xWm+_7V`SdmNuZ&TJ>2R7z9WD3Aa8aq%P6|VRGb1*u~TO_C4*!gWjTovjuCl$m^8`z zop^>`W!np6!(tRl9rbB$|K$K%&~^s6Tl{{Yv^jEQdFSD8(^WI^(uv7Q)$A(wxv%KE zZ7bJjJT{4^9?WBU_7aozy=2%tJ!Ls0HX|2&W;##KHQXC@{YT7;^#gTuN!JkULC||o z#E{<9m(-YfHqra8_?t?f88%Itt-L zcjtnz107Qx1y$2^m*M3UD#`caeE_L99K_5&sl%x-v_Wv!uzXnbZz!uySD0mF_L{5hRO`Er(wwX4 zmy+6JSkurz&PWC|B>{GZ0YS`cC-~H)JzKp)2Kz0V$R9|?01P3HQ9aLP65gZ9sTkvw z1oG>lV&Aq~wvk;?Umvy}uYB#y)6duFGGbDH3i*wxn}-z(+sYx3odDZR>7(^iNmlq! zWEGST$|@k8QxCCT$$&ljowEl;z}?Ju+k7b#e&l3cV2fOc@|vM+xW)BlRP{2dXME`D`%npz_D z*}-=i0_*ILApc7R2U((XsmdpsKiGf$^7$q;J#_1pJ$K8`nTDOOlZU;!!22LDg*4;B zHHZA1ex(t=IhhLPdOa@D;3b@uEy#y2cbr zSY*gn9{TmIv?P5TIpy6B77qLk$o<>I#JXz|cc-etYJ{~OC@~>T0B{Nitb(kMU#k~T zLdx1Uoa3U4&Zn;1nAD|Hi3sPC!uA3D3!jY#?D*eHMG@K+ek>7)FSyx?$qsbq*(}4^ zdbt%Z)KL&@AYbi83U@BRFZ2xU&2>*Fp7Grn@;_W_OC0El8Az3~6Pk-DEH*LI57{V# zlx@}-wb4kpRzc{s)^+b)d}_ICt-$?m^s*!>=~ve}7kSse-D z;yCdT{c1osY1l8SJ}hYZuKe5O1A|xfGXSVy{p=+JIDn7SB^B9}#h`{k-`#6O2Mb2< zIb0|n8 z{=v|hSWG!HJlT@wrA__zU0EIOX6RcqAB7vL5_W%&pPV7gkq5?%9Pio;_V{=9>~I9G zG&F6#*mIu^*xP>H&=z06rgzjNdRV=`%|Y-8Tp$l(moKyp>6{XisU&LNX~{S;R{HKq zz^r^GXCHEn)X{W>sN#H~KInQvS;QCJ)@amuLq3JRm zM^c&%q_l1nq%?PtWUwEYy9%UpU8<%9g_M!7nq;nWQ1Zjgw;5U$lvjb4Gjki-9h{jt zk8A|@B%E8QHNtf^!?K-78UzqFDk=(IpHFr6Le2GRKOZzSQASNyxFO<3dyT*pL`wY= zC1WnjRh*g(!rwW6 zjd1_^QSr#4r1JOrCc@xb|4*}rlxq7Ng!eM{{+%!_;(tRU_fNnh^MIc=ysrD%)hF`5 zo_-PZ87u5?>S9S59aNbcjOFL>N?unXQstVVP&3# zM)beJM?P-P=HXcWa(y>`iZE(5n$<+Rdgo2f&j&+GT?3Ve6lL@COR+kc7IZOUwf2dE zJpy|NdO;^?Q^%Ew?JVnJyeg(<)X{%R2A^~pq(eTG5j@RRI`xcA#n60WvEy*f((T5O zmI|cRukkfTg4tPFpRVtIR3^x`?nbp`84~_BoTEDVk>Nhq=@@t{Gt&$18KPSQZ9jxs z78Bn-9wCUfCbjL`1j*fPCCrL@sz^%VMzfYF1Y)i!&F#VI@;ju}iyyjDXg-sm)O8~@ zphqmCz-C=R+%a4ngix$0DkE+;kvaw=HC1P_r+Vy{oqe~R+mf0$$gbGJE3D)tG4xj0 zXvj42PR4G%+}7GmbC-Bx;r{w=Le&It?hYeOqz^RAbuvcs(k4B`X(d1{htx?piTBJI z!9_YqV1Y7q6p3KNu>~h1>UKUchJVo;F#YM4Lm-E7$8OCSH(f#JTW4!-&%nFqLbChB zDm!rMuK&J)e~;nGUl|E!$%QgW(?}{}?y#i%CBa)h2;C(7yWc2S*HaT&_l!(ab-ZoL zm@--g$<-2iFFF_Khw8YeuJ;_6EAJcncDV)x(~ktv1a0UMh~zxtZ2Y@MwqvVLt}FeU zsvNDnb5Jl877)F${A+#pbu}W&{oyL=|?xHefZYbiiAo zXxaVNifr5OdO|K?C8w46!YMmC+l#8-Lp#SM(%C3xsn9bKhCQwdb?Xc9>tOQ)I&Z`Opa8aLLf zF?}vC8#CA|rirhaFoLy>LW#fGy%nZv<@=NazOVT%__QUMJ}v0)TBCCJq7xRdW0ZY0 zveNc%+rs{d_{>(Aa;N`>#M|^IPk6kaGV=TEHLb|ZzO$M+%5neVas3ygO@H5ta_TM^ zgz&+3ka2WGiz#cG23eW~HCd;I@6(hHn(+#fG*XfYwpaI}rp&Y-4aDL*sGVB5ShRc3@C^kkso?G$zO~Zx7zEo>q zRL1Fy%4>KNDX1*NBcM(***#||VeUNCs~3=F&79lf+Mh8euv<5#_R&jeqE4l7j)tTN z#n7^D`vq09Sq;3_lY%f*1g znEW6HGVO>MUDUOx^#XzGd#1BpKF1Rc?uWPe{g$tB^k*HOpYN!rJ=4h_c*MW`tl-Bt z#m$YxMe~{c>ix5AJG)cfWjOz71g6dPan_5N zGpIU3e^%(HA>KO_(Q_HV-{yTtdzY)u=38KK`)@BZ&E+}J%^-tJh>dnjngf}$fjQ=c zcYB`SEE*MYrf$5a)O=D^%#4GFrMktC+y+mse9~3bu$W}bddcb?r_u^${Og#aZ|zbM zcK_OIHa^+gS8n@v&2PV9<{ii32hqhRCto>i@7_)1Ae;mZioX4I-~ac3&HK%V+d=&b z2^YAA`uw^_2ynVhM$ixbgGvI}x;|3g61P@Vw7oWD=k$AmCc}HFP=l%aofavh^E0f# z>YbP*G>lPnYr0?w(6p#9MFm}TYw{0WsKUzxCtLu3haL5jd45xEsUm#iJ?>4;pk3X> zz&kIGp>7%FcS`h!hllGMFD7OuSAIPE(%Y?fG*s=+sJ$}0Yku{B5og zJHo_;%cDJ46#ah*bKG0`I5~2G|8nm9PQ*a2taolKZA)17aev$JQoZwjrFo#7;lb+4 zJ-birb&=4*ec%ecsq;hv(kfj_p=4NOQ3dmQO{oMXL`prAxwE*L1z&d4UPn*7Hi&a% z>q_ftcfo+E?67!D^qKQuE69JnUf@oZB}3w$3^Mm%=g}60Wq9`-v_fz9t|J*x%0NYY zL=ryE*I|WChoGQ>J?J6sl>F%-U{1h7-SW-gE|6_tG-f?eV;o+T%vCowh$+e(Rf*PJ zl!p;QYPjl>6Lq=1AmTJ=0`2=FSebK|gbhaMWE5cwd&(u>`MmGfQ^R=*pb9ONFrYUK z`u%Zo_KP!x%u@-BojRvAFT^~sDfGaJJOFMr>2yfte;KYV#9H3qGk@l3oIotb!cJgv zwMGZFw8h~2vz?RHg`No*G^U{|x;nx3W7LA9SIgW}p=V<*0dv*_kelxBw zk=zaVa(DOQ?3VdK31KmHe_r`;T=tDoB`wj%Q_4q@vmJYch0SH!fOV<^Dw}=BMVG{% z#sabZ=bz_>`$b6&>aYRLREKcVTqrB}YSe7CzKSWFiQuQ0ZYNExDe0wBDvXa2`!cA8 zzLoN6nC|}kqXBJNV@4fG11^Q3Xe++fP4c#!&EGQ+gr505vnOmeBO-@B?!KJE5oEa* z9I6jAIX3QnJEC(ur5P0u8c|i=sfXq_i&Q5Y4TsP%KS)rZf$aSMo3cl3uLXD5G4?U2%Dkbhd3hA~#UF zhM0jvibSnmV8)E6`;3x1!pq`(Tj1^in~Y?&RN+qgr_jsKATX}3|BbVd=3k6yFg$pM zg}#h6g_9HA`Kt2?7=l1dDj5OJ3*n31T3viF7mdt8W}icTdlmuo=PgV)+3>wAo3}rh zT7ULjA1J*sXG>adCxoIji;%_{3EEz%h#|s5K6^wo6oiN@c`<{wFhr!{><|yN+x!}a_`VTqL1;2u= zL%*$6qJ|ki1%(XflZLi!<*_|wiiZ5~W0ZUn%kQLV+UA^*gF16}kBc95(e|~*s-*%d z)X1{x%}Do%ZfK*Zhtk0|152k4(!xsy50U*>ylyZM#TaT&r*$!LW0B@_=Y2nZ zY1~?tTr?^Z1cv~jWvYyW4CUQ=#UB$1i7)@B1t^nAO>Nj3<2WQ*rWaa%%lLfyocAy9 zXP;s)m4}b~Wc(L79-QjgknMisEFT}j!h**~{%fy;GcDSn?g(7Krk*&h}7{kry!C zosT_~4wgihX1Y9oP%f)P3B|k|Rf`^^o{ndXj243(=vcn2_IWKFXFMenPQ}lMPmM0& z9Mj0U)j_fH$-Rw5=ANv~zksWN6w|T-ESx8>S^rUR`1cM())kzL(- zV8;#EL$ioMOb1JfZT6qf%-RsaJF|M%aXEE z;#mY$)y-7(s9aT@%gj9Ib`DDOiL8N_?>4G4HXEdn zQkN*Q&jzyBK|KcZ(zP%ev}VW^astrw4i;{zc)M-0-8J>lg|!J2%1nVjp4trf9E}qC zW0j6S?sqC5ms-opc-n6=XluJ(;J7xw8FVbOrLBCBxEn2c#IWqQTyXqhWb0h@0lDJO ztcG1w!M@rRq5a{_eee7Shmr@`)klZ!UMXFAl6Fxn$kIrXPM;Q9=VP!P56TMa8!JxD zfv2u01vWF^b*dn{H7d!EhP|$Rt=U*96(w{{ZR^{T#{pow%v5B_Fz(6}p|al&J;f7b zR+t6ZPaO##BqeS+r16YjCV}Q4Mbm{TLYF%%5;|QbJE-Bb42U^3&Q~IJEkc_=cI#nk zKg_4Zp+P~o=BBOYGe*=fY9TtEyO0$0aBj%|i=jWq*~Ex}kJPW!N?lUK*uZq`5eW43 zp9e?8s1ccV)@(RsqTMo+D~iK0I;r7gh%l`zSff&mYuJ5oK7oB9s_i?+4x91`*mjsI zrJ0V%4;co|y4p?G&&rT}_oYonWv4xJf*jgm~HjtQI7#u-$OVCCJrtovDx7);p+!N zhq7ON9?Z<4&^*6*Z>oREtt^F4?Qd_rr4-!@%^H{0`gx1)>G5Me)Pnn4-di~hoUwyY zd~-*pxTLGo=bu3bfiupngo0TMSIe%rFv<~Uo>WyF>rGfG)C7S!XbCakQxO5ZoLM&p zg-uNcC*WAdn7n~62VJv)7jiZaINeAXh~m_Of6_5Hk@5;tkqTgpLP#P*85@sz&JTX7 zCVXeNu(^Q&Z8EZ3s*858t&+_>l{TTDQj?T|ix7e3qAV{Nbw*rf`40*Z$?*Y%9Q!l@ z>NhBNYK?fJ8}(A1eFHta>B@fRHiHh>$Px(BNIP40ZP4r4N(z##8}+_ccaN8kCeQaX zyzCHRMn;z16=Ba!s129Pat(dte;tkI>!V=6rv7zLQz|DXXV7WD|J5IT0~NB<8;KK8 z6IeXj9dRDXr(%u_!J)lWcv-T9_>y_<8y%>1V_1yE3nj{ov&y9)jZsYxZR9n}9xSG2 zfjq|rxf-GUbe*{{us3Q_Tw7bC?rImKwl+rIxqq%R7y0dfG`N^T{ly9R-+u5~+$pWq zw_E)gEn!1?-nH*8yw@R-$JjBGp_4;Iq^(SB)g!vh7-5$jBTawW>MCEYrA}yw9kYuT z9!Q*xB*G#I*D$*8hr-))UHU*%ql@O1t|& zkcT`u`HWideJvWh2uf;UNe9Mjp}lHJoZVQ3HHZ9@MdvX#J=qK5=59`@74z=c(LqLR z8Xs>oNs?1lX1V@*w_il>-#aY zPI&>ny(+bxmp42z4n1;mj{Xwr+K$U1o=&2qXJkx^j*O1Pfxus4tT5$~?j9dDO47O_ zQzPMnhM50lah#UcUaeenaP!nc`nu9N3!)gki$?5Lo+b0Hf`fh5nW;}ml0*fA{V)G@ zAU{6HmAvF!-;D!i#sk{&Q#w%738BE zPB3|iTj+Io-~NGu|FiTj{~xK=zMm&6f3)}aQ>r`YY&YBuVB?Tm3!C~CC)s!sf2aL{ zw8dt!L&+_zq41)@PT5GiJ#X)8E4SD!(gPM$r77*}pC*E2utPI*@P^Q>{C59-&71yTuKE2P9`V*M zX@7D2MeZJEb?NKO)H2O%*YA*vuN4*ysvlh1Bs2#tw)2lfEL`#ZQD30Dd3A37`iUsfi~yVaoME;$22=;9Q5zjj>>j~$f`vg#YV z_6qv)Mq0?Lk5bJ&-CG`wrXS9{^R(G%*KFXvb&s(U>t&tp@&D46 zHp+8HlQd}r#YrfFco={Lmr)G{7t0P8*l`IA@W-DNDEc@&x<4%q5}V8VOdKVH=MaW2 zjZdEv2hI_oBQ@(bSBFrC$IJg?S_ZrnKnqfQp?1n-gWqL7vabL#Oi=h~bt*|8Z2k6Y z**Y!iym_nsHG828Ct~CGUdpW7b_^U8fH!*V!G2SvG1K%6K>vt)3ILRjjVK8*Lbx>b;%RbBuoI#N#RnCKUiE zaA%BAN#SvzG==!bm7jVLuF7SvN<1B}zU^06niI{KA_h^%=dLf(n zwX2#)P)j-q4OG(39c^Ex z(A%_^uox%HrGX?(Ri(69wZq9iCIWm`Npx3jqb$!VTwAJaJ0U;$EhidAH*qoS+Vh$> z@zS-4!&-xTb@=5K$TV}JA2H*&^+8`c6~{@z)F{9_`OQE?{6gb%B| zS_nj$ZXw`3M-wQ&X2~Q}?<-A(TwB%x?#>Yc$2P_4I`T%2>^1_I4eJ7Ho_!xu4*JUB zJG^-;P5WRpta0-6-R|y!>5+{EZ_gRhm8~_yAgS?|_ZJVAqLdQN% zgDCt1(moC{+MK>~r|M}1$oF7BC^PORo-)goZ@RE}C+#t^%{J?`#A{bv2le*}{E57^ z|Hrd`ei6-CTg@v26NJ=lG2eoKW9l{QSA`*l;RrEzeKy*Bcs!y?Zh*AodX`xEWYKr0N zwDp*BORJwb9y$8H*~ajh&4P&PvrHkCbnu-_Mtlels37~&DH)8^h;J6!^-%hpED_!( ze5~rcS}lnt(g~2nPQY3XkUsukWA5e{Lj0o64A*EncL#%tw{z(cQJf^{A zs8kHI#lQ2uS7cW%5#HMp}|&*KV$R7EwCceZ%tC)cVj`e|I=pQ|Ea1+SJ?AWr|Z}05*>%hzxurpM{9P z*$9FqMGp2cm~b925i3^fOlKIPkj9d^S+Y6_e`jkt@i1R$o%J;Lt{&ez z37^(n3xZu3V+XSC~H8IO;ujzPKh}2ilnK5TUqUKVdP_c(IG~&2 zPNhNj3|qD_(JE+YXNq9Ssfq~8Ge@C|?(Ky{0)#l&Zm?_P-|L|H!t6#)JpDf0y%ZUc zn;;7i=o?K9Iv^cc_w5&yiSoCk>Go&n!&_;Kbyc+8lRQXkoymW$x0mc z&=+is&AdYUfe#6e?=Jz`7rJAEH*DuJ!7B_&`E=m__KpEdpXQ_iV(@y)dZ{ z`To17O8r&mnk}-v+ke^Fw)P(jq^Z2?-t*;{LU~7hZ+Y~D%n5E25K(`=FE2b);M5u# zW2fhqpy>$4Pnq_`AKs#*c@BGjQ8j&ed$;>FeF#eiWoj=|nkdKsGODwLP9*ifsve58 zKAs6^RtO$wQ~o@l)s;?Fvg!Zfa90?Y0Cs}j0Z)T$dj9DTN+Af$!*0l1S0s6`vjB+! zy+W*Br^XTzQcKWqEag;X{_ovzPzDhrXQUR|JRGv#E>O+Xlese1ekyyUCh_b^w~*{p z(Yf}WN9tq2{Ur*65wL^cS!@Dp%E*$m2ClObNVeN}r(`}AIwXDIn6oVPU;B8B9V&OY z2CnP{J6^u@&0+X>OS^G8U}N}I+oqG7n~=-o>kDm!-k#bAojAosbB-a+!wd7BiFsYF zfqSGi7lhB!`u=lc(r^BP(hnKJyEU8NCU^F2HV1FRO<(`6UO5)d%|fT61v-CNnMx)x zDG#S(5i2?s#f?IZs;ZV|NviVJl_qUy@uD(njZsM?=Zv6W6HBLV7*sgv$B2oEJ?9;k zTjOc@R$3i=-{Sf|mv49OXf-ZQjdXULzSZMVdEHUQ@>(bF%}J9k6*F-O3E?3fEq2N@ zVpnpO`aW9a)xgT!#<2JqP9j0TCCJHpL`ZDa$}#ep{R(D>+9BbxBuI*T*hym^YEm=$NsFIFps1Inv*0s`sktS za!fU#HKZ!~{b8seEG`%VN;ikKaK4pXPnyHMO|Sp}jE?vzLHi0oN&*f0l+kk($XOVw zj_|8CoDP3|&-MQ2X8DI9aOi_i!YIA+}`=N ztNiY{&0dfH@=>D42SEkD&BK|lz3Ju4Q)`!L=ZdL*)vdjByuOt(yELoxL+SisV^7U( zKmLcqU%KMVyz?9LoZG%W%l(<0xK#;>EN$ub(PrY?*cC;>)}9|Gtanc>L~RbdXgj3-OmoLb@I9nT#A+e99HPmH{m&{3eHtYuq(}$ac6j*9 zrFftT`iKXvNgw8LM&d&y6)tLwR>C@3@@sMRdcHgL=ewKE`iJ%?FGuHkbqcb}H>%!^ z$+`FYrujp=4l8!sQqx>PkDU#ldpQ6P%_DxUAT}y$S!vL)_=E)=J{bDQd2JBx!en9Y*pJ zRKt6k&@C#biSgT*;*cj1$rGYTzCqyF#mOdyqNE6*L><7u2!19Vu5|0S7>JXM|FYYG zJv0LxrtsPqf2>Z-H8SZbJP(r^4l_rr3tooe|mHz`gl5 zvwPRpCl%W_zAHQnSX0~^&wr0=_TCM)*_WfKI=9%?w#w_aeyJDryk~cgwxvKa@K@{9 zztRoMqSucoXAXZgcpTd7->ka-k*&sOm-EIcU9?Ux892=Fz@~8sh!$~TMaj%pYbH}X zV3ieeX1BG29vAMfEKEG5^mM#gIi?OtCzJ?9P{zXW@V)MUM^2rHj@GpO zHcSKQiD)0}t2g~JxZ8U*;pX&gmWKQ+ zVyVZW`&odoj*p>Xe+KL3HQi)O?zr-7IA;`>^rR${VW@-@3N{~hR4RnQN;uL$k+3!zo@g zBDLizfM5j07ilxCU|#l%!tyJ5-_vF>!r3F|WL*As=pnf9?m7|_cZnY}A> zVryCdB>Hueu>C^uD4BNo#odSWcl{1?n!by)79380r(>6Oe{}8X>7)MYW9~1BHp_Q> z+Ju6(f442pDs6Gy3CfXd8kpYbC-@Gy`VGN3aXcFY<~!~SY}=6yEivZDlh2#RvuNkZ zhZ_}g$SEamfVm`?DJ25k@?lz`u}D(@gJH9Ue3Q^c%8 z#Q1>3)HXHl<(e3KaioDTbGoCS)$U5rPu=U=E24IL!+A&lR3DM?f0xg5gEe$4D-2zj z$(-sPo$6U!qogN&w&fEBe!PzhaZKSBF~ZD2WCiOEq#LnU{V@-BGy%gA1O`DPR`lUz zA-YK)%|`}SbLDVa60F{phnH1Y{=+ofw56{28%66RaySt%6)k*PNcd*)QuF_`0HU|~ zbLt55#Qx(Vce*ca-nY4a@U+@tJz#2;PsXgaX0v~sGl_se1BU^4 zhBYTslA~#Wu0^JCsYd! z$CPlKnH_i@>gei-1Nx_wW=-&X?+og#nXQ(y+h4VhC4vr@8@6Z035-4`+lTI9lC7~T zZ@=zsx05wHeL2`~o+W3q`|{1)ZfXCv^-BWxhDX7nk!w!Nk!Dc)vxY`-+JMzAzt8mf zod*R+vU?{(J#{-G{2uPsHy#hbN~IcjuE2qJ$stdkN!jT|0n#@v0+%e$Cbh7*tHt@)Pp2)WnPvC0F14&rihi9p%qOmA>AAKVNm*6rITk0Qp4eGLVW4m11!%`xkLacrY z4y8;AiSB305fS9OB5N%HIFpf4-c}Mt)m@T=(RUKs+9T{UU69+dY+d=)Ft>N|RSqGx zJ4No^vkF|kp13^aIkHrsw9j;X`;D@LqjXKH-=o_?Ut}9UPwlhL4ygxj*yVbT@%zo+ zRZO<>UlH+J?c(UHx7m`KIjHj4joo{Qp7qPyEE`V`W?{WLT6iyulKvcWCf0{KULI`G zM2fpCatwzasY#Lwr4UT9&s<1@*@w>)u;`b7LZhF;naYP6dgNxLZmKs_b307tsIB^| zS|G}-w`oah)4`t?7|Q2 zZ%q>3o8})d-wCYG*-70yw!D78UtKD(K;F7}A@|JaCEsKU#)Q#P#b_P80^AtNl$l~RX2Bj58P6)1(K`+7fJ&m1$ffJ=wJjKN0CT_ z`1(H zv9aaq4DhHLr6~H3`d(ixAdNN^BkzsOzUb4cwf~Qg1$>PR(qo{i*TN^=N&7U&2%`#* z5*R^X2K$m>S}ymelJ$@Mp+b;?ts$#XUvPS6r^9DAa<45fN2X$3Gd)WGUEd{0uItf3l;3UTX~8d{_1Oz+EPoCeN;lz~J}rfn7fawNF_O#f&n!yznf&8^Bj-sy6)Hgx<9Vx z_JAKlkB{)#{rx-F=GmN1qF4i_PE(d-%YRlx2UE=O9~I4_4O_48n=n(@&-BLUXW$&9 z-}bUf>tXrZRGgpPICJKt^UCACttXAgzJ0T&!bVtbsBkW>D|F{kMsqz zhuNd(l=l8X?8ZWMJqi8LMh=;L@K2Ai5QgikwdMB$?do^E%RkXLF(>n?YVQx7+ncXG zy58vaDX4bZjCS^4LH}sU!}W^M`9Rt!{OH^_)`PtHK@a2pBlfM44EZRnA@MI<^ab(3 zr86Q4F65DYx_2Cd<54K2{SYA{={& $*ioBtxT`-aw(qMy`(mvG@80fR6XRZr!;$BcF-H&ST! z)Cp_!X>F`Xy{>jE?v$22b+^*xN+r^3DE>KY6%Uhf$t5#J5XQX>z4c2d{#OZ3ZJAeF8Q6y zI^4z6l1l$h<&>VUvs0~_6VE*@HHG=NCO9$v zf~WBW^+UYo*ydn0#>r~P%)`3Oarv{fT~^PFkjGKh7pZw+FJoa`hX3R#E&b884`geF zI!|~tSx7smxOxkOU!^(}@=-OCo#ge&)B0!+E)s^q+qeRy=mg+`m=#Tdz8< zeCnV~F%~s$t!~`B^{vFDRortt@?n-YMgLKcolCmO&jikueHP#CwnXnCpX00`|2?4< z|JX3mpZ{KADG^UNq2hQBxfo4VFkT8;Aipbu0$qU-jxJ@?g@qjpA^(vWwZ)hCg{6;g z|2S-UP)bd04^4eJ>&U`AjmW+e2#I?`s9)tv|2l&M+*%5%O2_X5I0#hArNy9`+!p@2 zTQ-qO!QdF2rpgd;hM5H3G#du9sXZ_?@n1sD7x>W*)^Ga2g*&YI`^GBx>l;r4sOo+X1za;t5LGPO!854UaD{rPqG4Q*p|Nu5?Ihc42z2{VDk-|lddXHpnEQnxQr zbc~ulO;17`?W|>AVyXH;IPa;7f#u4 zZQtIlWB9P|99#dRpTv%#z7bV z2Yl5t(54u-`Qx7IB_(*?6xt1}QN$(U=v>igDE_%`s1wukF5GeCBI0_gQCN&aD_ldJ zgByKhS@6Dt;^ph|kk@(AxrwFE2I5X}7u#73EfC}Pk7G9mtLx86Xs7WP+kJRUDfw~s zvv-@de=KF8iK}bNmq%$Q9KLXqJTFe?pPIWI^Ur>~)AdEIm3>@T`OX99j#Cf92USlb z{fC9{g%t;}b1y6fdT~xVbT9G}6239FcSZ#NC-x{DQq6?If6wVc&pX}^456%YJ7mEJ z>K`v}vhK6&Oq9!vhkR|=czpNKAK~(O@!jcp*3TP#B$`ph#u+Z7=JgSx^1BXxE5L=G z9sEpx=)1*Izp3KiH8wP!l0G`cu)7N>%z8>y{qom-)f<)^jI)LN+vb&0A^6s*h_sHX z*Ad^C(Pjq1X)Kn@&oD^|8v5@7&H`O2nF%7E<>zDgps$Ul85qAC_ zKF3@fNO#9kAvfU}#Z_d;R-jrcP9N~QuGWD^`NYFgx44jnwE&X@NE5EYi?_=N>~<|t9RO9-7x zyjnlCB{=ccTsDwLey?kEsVUuMZn$uLmq#`^$k~S{YwdfX(9eIR@OA0my$0#~uFY%3 zJn70_+mt-=X4@L9b&E}RT|Q#SC88IFTY>2k zG;9U7w+b}Y5Ezww47h*}co3v@`w~}`1R=z4;6*7QmKfUI7ErZ6eSQE*b7p{P6iC)f z(NHSfm?>vY!!l@;f?3qWyEUS=%>F%Y|%*E_h6ij~!i-+iTd_ zWa;;1mAUIl%N;N1duT2_`F?fk&d_k!+Xipuu){u*@A%T{sl%!p#^;rgtoT7g4b>`i z1_&iIDZj!QRaynSekum&e1|jebxZExdv1eM$fA}50f6Z(N-E0sk1V-hU1xIKc}_~P zZ#7LJb{U_;#{LKh?6w$MJU9QawQQUYecHdmERUG!%PK_QOU0>Nq7GF}r@~<>osBG9 zjr;cYi^^@!?RfRJeqXGToX&8vdKV~C2-L##^lH%WZuj3b^^Kp0Uo!RzGj`B(yWW#96#wRqZK8rFg zu|I43R}bk;hLlaJo5qI5BC8u$ZuuUx^0-bYR!{$-o-hAOBjf&Kou_j1?$A^VfAbI0 zuU8MJey+4!rICI{&7Vk5oJvanuAC#<`36>uizt%o-F=*IHaJW%CSmP}S)GyGOj9_@ z($(0xe)F#EVUGDcbFm$fLjds8s-$4)B=%dvUlIQiZP%K94GZFdw~l}ZRbEHhYX9df z?r8bfZ~Lynros|P1r09&kEZ+3Nzu9kZM8O{L&g!xy>l>Euce7*WjH5bfo;ket4}!LO`*u9q1~8-vhU>)xJ#s zbK>L`d&?KMd>2@FHu`oBsS7i=9)Bxk*-er;62b4ruHG9IU#jZK`Zu|w#fFSK(h>Tb ziCjenF1LT!qI|BIaTuMrTgx)`RNi}uGS%5slfx$GbU1J=hZ_P0Uru2z<-S2U7{9AsS$1>7>q`^O=F)nALwV3zg)( zCqK)a5M`mr=fd>uZqrA$N0i)kCy40>0Oh*zVh{=N)szl<8@>PlA!N$m3`vQ9DVZYF zm5*%<@=Qy)ZrH1(MBx+=A3?AVXNm&6l8060s|Zid)N(+Eg=7ehg`g>T<_2U=+QL+a zLn*=x+W#GJps4q9u6}K0gb?w3Ws;%))CJ$!I(*lo&rR zunhmMcJ8LSlKzM1kE-H=PpAt~qoD2i3$>bou&ToI9{ZB`VB$NDm`mhh3tIN3P64m; z0QQh!p7CM*Rq#uUD)8|G>WALLZ@&Lo5Nx?3DYqLVyI~nS^T2=an%rLOYS5OWgG>ph zBX@!7ZLYW`qjGHdVW;OM>3;NS8dMy$90Ps*J&G~niAaiOexr=KzKj} z8XhQ^6l<|T6zCL7D7TWdl~X#k218T}MKZN@)f4+DWT+^eq>g0j4^+xR-wFmqYYI_E zHPMxy&kRtqS0M2z;4|hm^u|2)f}p zffVS0Usi)@s&ryNz7GBxyH7xbS=}?Q!?CjIlEL7Zk_E(<+J?AENlDU{GyjC+>0%dcRj^;{1&{J zDM#l^X<^>N_so0m3pP(R$V-TBB@Dy~Ff9Pf$s-BxgK$8$@crS$Dh|+s@Qz*JvzUhiR#7x^}Ikf?kI0W(g{NKgOK0A`GkpNvvylUFX?dCj`omcWl38lc zzJ`}(8xYEizitW44^$Aapa>L}2+|p9LxnntloYSHaK*{slL-9%0z_4)y#Xz|6U0>; z6`~DIb@E4wuVl2o_daV4p3+k{y7kggfsTr+Iak-;h!k?gk1jD=bsFB!YcNz3k%$J&lQz96$&b1vI^ zCv5LupRrFrv$hYGj@%_D@@}yV`z)^A-UotWm;rFXB?U zUuCDi?=he6um2v-#pzTEkZwaE!SQ6jDfEr7SBgi=m&Qiv73 z5RtkBE$ca7#FgoY-+c>E?NFK(0ZguZ0c&Sjzxt)54EbLJ9(lTB(cCfRW>ii7BlL3L zwb@6bB*9;kt@vl z2hILudZf1fC(YbM*v~N0Pt^Rvw)a!%aavBWd~wj#MvQ^M~!QrT*@6>q^h@Vp)4>@k^r0J4Df?6k@$a1O$Ae^w)jBF@VxN zfG9)Y?-5$w!KBJ*GJX7z8=-4+u%Jgmyfzt9dBeK3BYLp>BvMWopkQ4l$;EFa%817y z-0v^NLozYqoqzosflUa5U{rS%IwS(t@C3J2vJ21^kRln|4xKhmyk6mapw2%7hjcItMFVKT7AMh^zqvm>t4b9 zT5@%LQf$VqAKQA|_$;^2&x8__>dN<-t-}32+(W|;$`U{f34Sb7Y#kcQlbW7Gh z6EB{R&02GEE}s`{`Sv)DeBes%dsY4q&7|ke=%8B(qriDK37HA_#ynl4RY>xgJc-vG z9<&t!g;Is?cH}??Chf}|fPXD!MJVI0(tA&1{^M`x7OYR>R zUH*v1PUTUX1d!gkMuJvhBpvon*{VPIxjIwR=zU#scz#ZHdR_39L|Ne%wYGAON)GZj zm#u1ytbGUz?A%EQk0U?=nB`tXnrfltd!t9x#)CGmF!2+ZjOz6f-^C1lY5(crf6JjB zT1aHYhsU~BE3dXIR$mXMW^l6X>A1Z8bB8ozcleywe98N z28NY%h4_U_R^1kZXf5z2#X%~kk=hbuf0&&xBmMyPydHzbiX&6W&EmcYV*0mGeb zm|yDcj0KMY$;{RS=;>b~_6R9o5tlIl{5#~5dd0yJ7xk-2=MLQmNRzv|pwMl==kF^7 zZ_>8)fv$3b9OMR%V2Kl^)n<9}0XpM_I7b-n&FCRz2;qX>6q&{&Cr94@@-$1D8#l}D z8-FiRyXwzQW&z9v{BQ!XIV^=*OIx5Tt1cwMxDJq3kcyQPR{hn&EWAp~Q({&>%~>MO zpQhC+FdYmekD|(V#gWyc@xZl5*|~qPUyiv?F6GmOJ)UA>3Y~x)`-vKUG}(pXQIa1 zyf>sUgJzMw=0CI5&a<>1X~&0sFF7)N+xX4!F=JEiiHOYI%^&YFhul6cn#CsK_pC?% z42-xAJRDDd`-!qBgy_Y2>LgITt`=h!Y`9G|ka~u0A>k~Tzqd<^4oGr^QHj$#g*WAX ze4{R(v!H9yKl8d#&oyo_C7_20k4K7?~Ev01>rVppps+X&5hyMAoO47UFY52~|mD+3Utxn^T;|Z%Lhfr;m*9 zyr>k*1hp3(bdJ;p`X04rdf)a<^uFz%33&3bD?Zle?DVV0SZ1-@g0G;{tUUpQ=$z$C z82EwYpR2`JBGWpO^dB+bafHSccQjfL$90L9l_Hc^)5+?{d5xjWkDmRgP2PQeguRbl zc8c7o-eM*%QbL$t?CxfVq06D2d}k(YgXoUz6j6rPlzRQ|GV_*YXFnb`@A1NcWKXLM zn)9$H6!ya_1d{?_vrC*&E+5b)>}~x8EQl9LC-izRb5`a3P^oby*{L5dF>6c z1=asIBS1hr%m8fUL(vTehEhO?fN%%_!ypvy&<5dU1%%Qw?G4l!NOk%iR3IopO2m=* z1^C5mHy?;@1j^GcjEevFJj%Wpb8T<^GB^(OX2M(oA`O>9f6M>$UhuI0)9j#fCU8vz zTL+2|Uik(lENVC`RjUMhJGTjk080BeF%wjoH%Rd-i)8;3CaG?6Cf=*+?DOW@2eKxf zarZ6nLn<(c3x!zwAguUO1<{>L#5-IIW~`7UyMZAfWauKfZLSitK|2MdsuBNirg;6f zw|{eT|C8v}ReyhH@6KiExm0W1!_4+o*%epc#i#CjzZ?C-^|g07oPM-5g#C=+T=CK2 z*7BNn_5bYe_scvtfSmQP{9tp_v*D`U)$IP7EB^&c3@{0NI~@(XqCItZM1Dn-J_VDY zpzcT#pGMJb%caPoJ~@DUk@w|4DG@3X^>Xn93;-l7-8!qMLdPwk#(4VL0ONP}O3qcE z;dH4z684}jVhn~8OGLtjId%HfNh2CQZkGWP|4fn*9`xr;2_@be@OAj1p(cp?C@rS0ORQ3y?EcU5*PbeQmD|R|o2K zQnW;9d*_SD2p{~H%$jAn#-+AeQ25q+^B%U!PQ(FLi2ZOHd3A;cLs}8i=KeZQe*v|DHYQlwj z1~9!#%$3V)hNwVL1i^e_d@TpLn0kvvD}}AH@=0pgp#ZB257N%^8kCne?CyM(>&pH( zvmmCbn(Ux;TCbN%>r5cWc}p9cG|ZCcPxA?59WSQ$wq$4p*mXUJgb!W(ttCQCU5R5v zFA#Y+tkCLIQhdCC*tM@1a?bIxRQ+9u?oEM0Qvl_Ih9)tJ@V%`9rz-t&)fHoZ0&)!bayxW!F|> z@9njyaJOD_I`>5>`1!kUXOPJ%(9)1(bQ^Ndt-(9_uQ3b2vMd=b_^}$dZ(tVC&GfJ% z6{kZF|AE=|$Av!FwVB$In97ucNjI?LKV!h7D5xIX!OVbj1VXm}*%q|#;#V7qkaGR> z{tvDm{U7@Sg^oZP<+H3_ttS$uRMmj-;d;+!(mYZ*a~2#+2Oa`EmVtH?0+~coID&3} zXSsmYMG(?wcRy^dihKuN_6wAmZ_G#;QVXbR3XiGM^j+!kfV1Fd7Oz1Z)lHohd<({$3~<5vGB?j~Nq93G0^pe_67!cryYPW{jmuc0@0 zDP^>34yM`q9@Eqd&)*aMs;vu9MZI1>?R%mpP#02k)Vo&3{irpRy1 z@sX%-TrX33h(`6Vc7lIQ4vxH*7-^ zPSRnOkU8elsOM?)2?LD3IQR;Ta*^wygDudQ`S`Da3PPS#{=xwkCbHsEunf`U;*W}M ze_6g`V|RR*Ixlp6`O(VJ2<>bK+30iY>}{<5#v0G{_>W~i*YB=n%vVlo7H$;C|HJ&? zi23fpk0H0d6z$20@p?(g#*s`ZM+cI`_CVe5-JQ21B+jCe`owN)s>0-?@~M{*k>MJU z+Bt!6Y1$m(hl9@H#=i#Ttd6g4`i#qXifAf@QYD^AoFKI?M%~!Hc#)Wh!KNaMRqsCE z&Di(Lt}^cr?)|uPbbY*U z^LR7cd;TAuw5B+lciFV_%vi4ZjsR(%o>aGg9=q{WubDUQUY1QSbUzpL;Av>LUalK9 zccY=eO1B7Oj7E1bV)@Z15D-xeMf|9n=%F`8*iyq>z1)qgKXa0eX?3d&>B6Lu-Fg*K z!baF+x>Q_K!Ht(zQOy~NwsalRLBYbLC=?2Ihm!Fe^X6e_4`jvS;DaBH>>hL&R&1r~ zEsH{<&^kBT^YmN`^jxney@XR6X{8PXtx@B9Xx(PVdQ91>zp_%@Xy?^e>nmc_qE9nD zPr}IWu8pN9NqRCaEm`oC7lqc;x8mV>9G&=eH$Hp!?(zQk0ms;CmC0U${MOL!@3KSY zyIVi}+ZQBu2h0zY?(TdT+MGM^51b#{^Yxo#80!whcZ|10%1?jw8tyqJHmu3k@fwWW zZD#kqyz>)(F?-)NyLHuXeRcYgKWSe&F4~q8`wAA}p1+}NtBna%Y*)pKNzl*tWt^)z zS6WE85iAT+o}LVf98C)MM`b)^sT~z|>&jdP)+wcI{r8X`yZ_d#dGCd4`5^hD!ec7h zpVgxC7B#{llb6w?i3>B^h2y=nhl~DQhWDJTDrIWGS zMAy*@IoGzB`|S1Xu4nI`^&8>w<1l1<;oHCSM6ll*kYr?JWty^ajdHKSfA6Djf8#!b z?-!ni(;s`^m>=Eu+n)CiW$^!Ex1KP*6(;2~LB}&K;@18CZKiZHsZc<8w{E)%ii`x6 z3WZCp6k~TYxPz`bTW$qo)YZO!;@*Ds+5OYM_jz<(R?Q+n_C3KFhTed$(I+h$m==Kd zxnV1C{C}Myr2F8hR2m_Q6QMHo~H@V@VWAJI~?QH$%GPeMHX&Ml3pDn-py6 zdKAVI(b%l}u&WzIk|&%N@hu(r9zS3Jn;xUktFV7aNVjeXg%%B|=BaLjDYnuLYWcP0 z!=^>^*5R+Db|l<+BANX8itRU&&ymUK3U^o(;kp=urcB!rTU$mExx?RkpGq5v^nI>b z(8}uLHQ$-_PjoEX=at)gE1w>FbRoMXa z%ii1O5QtyaR0o%_W7tU)XnjvkolTyN^bg zsL8)~1i;qBMVUd(wM=NKBG^^vo+U|A22N;p^jSm##2EAEa1E-y&x|a+Q=vfPQ4~oO z(I-*Uqv|Z4&edxd%=c*b23L0lvX0V^&&kat$^}-BdI}z7^h!HuLySw!Zl`Cd(#p0~ zKY_Dfe>h#;@Mm*(qJP(ZW&4tcB?Vd&9=^7whW#FsysO?mU_nV6OX%R#*d*eEq+ma8 zMc2}1X`Waf0cO_E(rIqaVns&IZqv!$Ej6p?@pW3fPI}ZUFe|eV&V@?jk;@sBkny8@E8W~ock1Mm(Gl+LFQ2&l zGcGQ-H{{Qiz1_^-Dq0i%HCVw~*E83 zyq_^>(ZFdW6ud^|Jqbxt1ZUF6E(J6d>|ZC%gF=>Sum0)5!f;FJ#_By4MJu9Q{;2-9LD}S-iNI!%{2xK@E&Rd#mHK6Y<532@_uV~`@lW`} zoyM4E^6ZWE#>oCB>;CP&zvx_^IysSQF}oGy>E^PyYd^AfUEz<8ju^B_qk)h^3%thE z;-=JQEfO#lIL3Lbl}le&e244^Q&V4G%>r6}|AXP0tsq`c;B59jZ+7$Ltd3Dh534Am z%$&*xZf@6VwyM&1)3T4MeMdZ>h&KKnX76Rd52m#KXA&R%F&rpxa>8YvNNP66a;zy< zriYP-|GntE&4_mG6`Gj~%o8WM(TSPuIZBdPv=}KySo%s4?m|_Uhr@iXH?8@e=P_D- zV_LpR^kHpK%Eu)^;r^*v|3yBpt;QouzoW7}%<(UFe7^5O%CYpA+m7H`J?%ei_uFYU&($IHJbT^ox@q_@0QUEJtH%Um4W4CklDsZM{R=Tx! zL%OGnr1Xr@F<58FtlsEnB;LL#bZnv0OC{SPOc5ccZg>H9f%zdx9!?p+&W9o0Q)5~; zvfzb{tZ1ws^mQlUjga(txbcFO%Gt?HsHUQ;d14)ltFME<^TOXF(HL$Q_93t3a z+IVk%EII7|XMBA_>din{vHoQ?ZHkU``nf)j4{p(p4}Ag}cdCyi z>L+i>?&Qlo)j4?DKbh;@aY1stPkyh?ynnIr;9w%gWUs$rrg45LS<_ThEVQ!Cf~kX! zYy(HZ457#AprB39lHpz{rgE8Qo?_Steb3HmL^XgjRqql@#W`AcrJx`pc=iBGADB23 zvo6-K`R4eN{BeH+%czBR+|AEkH&FwoG{Bw_KcppRJ#_YlVW*7a{>Dw(iL10t z531LU{g-Grdl_WYyKFLUHEfq1-;!GzYKRLPa}$)`|2a-lJw{-NGb2R64^F!49J|=AI)bOigNfbqlJuL1=+S)GvdzEQf7dmvzk8} zPLgc*_)e~Rk$bvPR=bdg2byAYU4^`mywy8n;UXl>$O^fNEHS9LdB$Sx1{NpF1YYtC zz=Z;p%1V`$3JwtdeJ3;fcp)25=N~k>OFD=G{2&G!1E0we(*0gQ0Q(mfZjFA219Bp~ ztDX;q##abKY^J$R&^>%7sH>Hf#MsS62*#(~>$?p{ti3`7 z7TYFsKC+vWd8xft+L%?i_UVX01Kt4twCu>dku~+Od3=Xw_u2R#*TaAN4^38T=O4%( z^x3(unv8dBX6^WDYfF@7eaw7_pC9j*$7em9E|tk@W#2!-UvO!8o3-V42pdFPJ6>hq z)h12Z%frw0cx@lx@6Qc)tewojIdz^FgRK5BJkU8R=d8OnjErtzGb71--+2vU8{!~$ zYL`m5I&`1Cns)LlDXT$??kNde4v{vx?{liVp3KN+!`;E5k52^;A_PhMzDrLBr=K?F zmqx9c+*bIrO7Es zj`!I4^*x;2o z`Mx|o;929IXh?@dH+wI1Fmhq-F{8a5pErZcj`;AL;7=Qt+3Qw!{}^X?_mBJ2!j3;r zg=<>+-oF*C60S*$mOTEYv(ex1`=R^hrvK$eSdKjVP4xp)OSes_$uHu&GXBf6qsP5F z)1vsEl(mVM-)AioA5fvKaySw%(*Pi~QZPGp-(@YzaR2iBR+=_;jt1?F8Kkj>m)Plc zsfSR;{8r}SQFX=dw-<(G8kxf^ERG-OHo?le9fc{m^B_qoh6&D~9G-bVQQ z4rBA8-#*XegNM_c=KHmWp*lxKD`V_7&I#w3`O|s$yQHHjlHA)FgSxcaEv&;8Lqa3E zGtPmH&=QbhQr!e-PJ+AfbEYZu$2jhKZ2dS}Et5N9>y_wmME!ms>JUVFW zr;_T|-JqaLPthWWAEAFWR;-&lYT*yd^XmyK1gB0 zW;kxU>z4cU%oyKcR_yM1x&1xC8G7xSwhjd(4|%!$e<1aLm<603{KVT1fhz=%kmLkR zf=yhSk>GoE;D<;BiEM%M(rS1o^T7xX1Fe;9%?h@CT`H(ZjrM3P?BscM^zo2c(*#b* zHf=LXm{bUSUk?%{!s^Ep3zb5o;y!^#N(Nr=TNz*WJ&@n?bN(@w{h*Qj2O|Y_f;&`+ z78v0;X&x%+A&aw8GBVa)N-Em)ff1kVX+5D2?N2JrZCr~Qu)$uZ2$KFTA zf10l`O7eJAaBcj!S-$mc_7>l8S)fxCNEa3?5Vgj1sktnDsoDfM57b!3JwMr*|KjPn zB&j$OyK-u7nR(`k84IhR%hGm1ww3ypP|*dD7aH!SNq!7%+?71$@AvzbS-%$281wdR z*YGgYP4_Ti(w^@V%MTl4*$={pTy~B;H%ILb(Z^r1k14jpw3#-c`j(MFQAsmGT_sd> z#TbjGlCYsbebCKy?Tfzb(f4^E`qPUj;Z%2#@SrZMptE8~*^e_qa}O~VCT9CA>TFgD z;@zqGcU%3}V%KsTHzeJcm-AS7czCqRHYWb7-tcTZegoT-)hCSa$7eUqACC1;SB*H& znlx;sdw+Jk+wLy6Cg3;sxGaS9gYbvmn}>yhQ~C0T=TZ%IDm0sBa0oqCk-TqLbm1q4 zS30#`6osjWfIF;eHKmfWF1_D3?xs_OZNcso_=fBY^z4UOBs9`P}&w2M?B7Ime+a*bqktMQQMEVMD zAUdc^w_VRwEELf+AV|1{J0>{NGDKXmM`4ygv~+3opT!c>hG~z|=*;{#u=A&Of~LF6 z_5ey-TRT;`G|EwH;?aoI)^pd{s3#rud(Yo!bIYKW9Uw*JB_yh_83@ZxW+YOem~q&E zD-$*j-69CwN?bn0V|UOeLCP#z#Mmto=|6tLrYO84uky50rvuAFpVsuCc8>9S*2-eD-r@VXkS+Qm(X$+}#J(Rv_*AG9KLDv{gNL~&*YYi4irtOT3a;z!x#jnAXL zi&sa-#Y?ZjYk5;XS&Zb9l{H5t_DD9zQCz?}(agPv`=9HYP%L##Qs*SbCi6xGD9x&= zAexgFFj}0L4O3Sh#xi5%c|`u_z#$KT>ouE~JY`e*@ipV0MQhqFOK8VYB(W5!^-<4! zEK)+$CLlpYHEJ)XI6zoH3N}!_u;?)+_=zGZ|1X)!ayn>mU;ZJ!{lu;h3BH2{s89O3 zG7_bEV8`hQPOI#*B=N@&`zm{Qbt73SI#h`Ep7PzTn^=oC<#ii!;Tp zdtuSeNG3;qPbdbUSU7!3x$jg)Ghf5z*5P;Bk69+#awoPm<3Qpl3Lw`9Jkte9Dlb{gSb z;pu&A@l1QJ%b?UuX8KWG(spwPFWO0n6w7~kU5E!QA(e`iZHZPHQtH#yO#oJ&A0^n|Oxt2$>a^oU3pPo9qACXQ(~ zPUK8_dE*o}iptmtLj+HELX8af!O4RC)uC7MZwv+1_7Sr+)kaie`ox2sk0Ec5(EVQf zqG^T_e}W%mRQ5XxS;!2h-JSjYUs#Rr0(aE|>%K0Je_Gx<8rJO1r9-x{y(TqD*V{b8 zKI-b+WTBhpu16Hane+p8m6z^kv_26OF*u=SYj^Xd4bv_3BkRG`X^Og?bw75mmO}sS zu&J>An`-~p3-C37sH+tz>Toq@lOlMOZ2Q9DmOwdzJSC+EIS|BI0EWU3K-v)>%a2e& zYCghW|9-`IzeY%v(df=cVNy+%r_Wfmte85RZFq|qtzC56^MH66VG(k5@Zm4W0L)M% zEf!%-b-;71;NtW0AmE^+fYC&Z1%S0039;~3Xr)h50gqF&MNWyh`8psMs}|f<(FGJE z>#3!tC#KUp{bOz8N8A3r*X7#$_JT!Q9th3bs2fvYH7xXUMaWV2_)%wu^oURtfRSC%$sGDF97z3a(@fsl-?OTW+0H6^5GuI{v0JExS0T2f0 z5orm2AF&9PKSPme83GmHCf??^bKP{?1(P&DRYl)KGazXPF*F(#n>xvOG4@5d{0aOY zcKn%#2i`TZS>&7N=@>zU6CSg~ay<~wRVuv0nGOx73~w5Ez%AE{8FT0EYb{Zt(BE+c{+fV&;?PX$$p#2E9sK9<-wxa#4&;DDo-gy1vJ zr-QX{(Om}bz!}{q<8f|@ikRg6;3{OyI!RAjI0AQ30NEH}FbP5K=j?@eVsV%>cVZG4 z${)JM=u$~$7^|;cdX-K$LY)8YV;!>h32@ycso!z##!xwqr8AnoXQYQ zBE01#2=L`?fwHfaW;6ea*NAitP(V183PB@8NHIP94#G7`*bCUQpD>7%BmZ*>$VVW$ zAzC8xKBTJmtC*Uga0Q9yzjXfu|3BBqJ4PPHIPz3dcGW%yP?$PPfp7>k!bDWa0GAjw zsgeUHpk~aBhN457C$U)#+xJ7gk7=GC>S;!6AyBnWyceC#=oVq-|Jqe~NgoCmyAwQZ8REaRtF=bb8=4XNpuV`A{*V*?~5iyp~(^>L7(F%!3m|dv4U_2BVlDB zb5q}<%?h!>%`3!kH8$3Ctx~T+CtiO>D&=iTjb^OCX7FLB{s{_#;*ldL81B-_J>VRG zgdTya*q%h8Wpsf+u`av2>4rp5CxeG#T(P;8PMyzh@{$GFUW}cz89oz4l(8gK+9BE} zuwDzx`?GIE&AU++npy>UU^Re8fo2H-Bw~Q;MZAWZGCr30-2j$tqvuDwf&h;_~Ka82Gn7Q!W{gf7C zWv{fZcUzRZGCFlCig#WWLzDF61@&ye$;%scH zHht1d4|Iprq$+m>BP|Q778YHag0Y;4;*G^wJPYi|NFK@EE2P6c{0ct?^UyCatT!;`t04|6k36pb#dAX2oeZ`Pt|E1>DRdFxB zxUI#1vRC_@>fXIK(mX-bY-JKpF?dES!D8Shx9mFp-y6amjBFQ~^{v$v{6g6EOybPr ztCl=QhHLu|+~nq$(ys4R?_3u(sT%qDd+{=4P%v_?o-2+O6$Tj@`C$VpJpmLgx*uS- zP-#~G;e;ce>bS*!>+Ra2e4A|}u}`4D^XI0)i{cjcr&1yq;l`4yqp=FuUu(U)H>iY2 zP|Tu1-K`(I0zIVfNDFjVP}OO+|HKFfcCWbMuwukLC((RZR%e~OWt?phIoT&-T^tsk*ep+zmC~Uc_Vrkn?z4)N!Q@Xqk zQv+&p6;ur9xt7muw>TxKZ-!`e=?aUQmKn04|FrznBWiWM6vO8#iM7XS1!=S=VTw`} zY&~5|o023qAMbt{+KoLPWuG5E-tjvjcQP0xDkd=G7@g?RxF%eLC!^<5}=<(H2IYlavOyR?|ZS9P3=K)M?_$!8V zzl~4^w}5xCp|gru5tD(P>Y(Jlox3ptc5x3*W4jk zwODEP?Nv|Zrb^$o4TI9dQNd&CQ52WY*J%D4giGe}Ew5+IUO4MCai5Q~a z5zQ&SlbU>j<24(~4+RcW{O1}c3jP1kZjhMn1~7!`oM*gADcVXGGW zZ7w{hpwV{S9KD`+UyXJPDf;L%%Tr0M)JfcMBo%a2^%8^(Z5^DXNkmk(w@F}J3>*&} zrL0Icy~be%Q`D&vl4M=$#wbLr+2Ue3ZaQpsFBBHoI0-Ho6A>}}6o)OYwNX8i^=ugE=91kq~|(g&2(xx-^I*gYn=atox^%Bx?o#n(&5!+*}#{ z%lLfbUJstLv9ht_xQTKoWm3a5JlN5-V038%BP@y?jbg2%q(t8hjj+ClQ<=t`#d)2^ zSk6AiQD6Sg4V)014R65i1-l2A)hIN%Ikt>)L5X@HF8D%w*fypl(J~$*&whcq-k&wznUj zQV5_;SW#d^&sJT-d!Z3^U_#eg2d|XLmgt_d7~##9w-hL&tS+;x{|G58f{!qqz@5nbq(A6?d2opXV zH)&)Qmwr)cw)zedN9_QnLEUvr0-~*itb+)O$WWrQA=3~Lj$pa*`!KkWiNN&Pg@l;% zPN6^s{-NgoVz237`kCg9M^9nvH;|1c)U-AiS0$NsvRKVS(CrIlCDT zN;IlrAKw-xC?D}qu1R1?03vKuj4L~iY+5y!ct#)wmI$t4qEC9PD~*jIcTtC$i%uh| z8Y}yzh6PD5E6FfkQdq1nHsiP|AvMcDQge8sp%s$Os%bFAJ)outsdpKkTofEK<>niwq^R>Gyn(3?0Fa< zmZ*yak+cpnGki}=pad%Iy%>ZZ(4xnI5unlc5CiNWIt`L#;QPP-#>4BY!aLn0eT6kc z?(UXAk&ear%7cc1*)s%FBLJxgSu7HC>brzsgXFXeomp@oLX`iYsj-Q}p|H!XduQ;|eHLKK~i?P(3R3U_Tm~w87ZeYNycr7Ik zlFKDh0g@p}RtdNx@0u$&&1&h;VH%?bQ2<9XBBBFHb-7l=Nqpf*RjlD7IIHTGkK2c?r5Ejwaq*SIF0rYa7TQw_6RFFVgB22*+OlY}T zU?1ls`6N+jVOG?q53FBZ>;ZPex|LIKYiRVwEow>5avToO*^S|o3%1iO9~*_V!09Rm zb+2sjf=A!R^2a>Z1s{UZL}S>nG)bCkPkU+DeW}=we8jQoX0 zK)YNBEx3vygjvuefj`563H$-UPNXK8g|pR~KmrByEhH{oi!N)%A2Q%+V9NT?&ev;C z`0hT%|6}S+;Hl2P|M6^BaV^nBrAWH!CTm$rS)vt@TQQ6+QlAv}HZz!vCD}_P$&jU{ zTvOSa!jS!DD`uvd(j?1`G@lAxO~`Wp&(~X@@BjC>nX%mae!t$Y^E}V9E1^i1>Ea|%GoP(aAT@dR(@)~D!bg^w|-kGIfkRUa!`@eG4Rlp zO1Jn|-_Ksjvet(M4%yr&=DmrPAuhFu70T)XNtX2-Kuh^qWSO zyP9*&11pzSJr8}Iv}1LZh4D$+E^}6nRnZ%nbN#W~^94Sst22QFgtKs8XSc>UnH{V^ z6477YDDIhzTVMC^ugJF1=_bp@$eDmh%=bH7FB=?vPG*N~?uicmz)5pov%xL5z(~n| zf1Q#wK(xXUyk!<<1W4d&(Gr4(ZNQ8 z)zy1rI}xt*rX(W0q1rPPo1OF_h+yfhp@T6JmZjH zgBE_zXd}x zt1}$&2+Hi+P9GGT3ikhQ%iq|ufv9B4uUh=$WR|6Pz*nTBWiC}0*j!#d1jm0qqNNIP z?H|%$7aMn7@X+ptKn+?(fJ}gd7~>|6Td3P)u>PZ+hax71*3Uf8n|d;nXgTIGvrt30 zN;OVxkhdNrYsRkC!21zZU=(yesBd0q6A{fJO(bF<;uhWmZ$me$LPJ1W-=lbtL>tIl zgaoi791VU&8HJLBQ1S4$JNP23M+p|n^6~9=WzNf}!RPSfpNz?cbG?0&2XNHyOvU8A zlE%y#8P$jd6E$)BxMx{y1!oeooZES^&_d`ARF%^ zyvk#|db`-S*SI|OW$W`?KQ`V~I)7c9#xP~~{-VB&VZaNGPAUc@jrVit+)KRXt2Nhp zDgn0j@jWM~46H+(Boqf}XtoGI2R9`eg0 zuE(ayEKgY@ACrWp6gOua*HG3NzgaS#5&6EcYbM?j=Zk$Psn3j7JvwO{z9&p&m6pO@ z_3h1?eVDQV!;B$Ig*<2(F*2^%O9=~-6H!)yC!pUEoJKcMA{*}V;3u1*X-o??E_sl+ zkFJ_hnO+^0V9g@ALB%Z);e23v3_%4V)W1dv!Av+6Xp>x&;#G=n!KFm1xW%^DVP0d< zPV_K^59li@(F-M-47Yx1Hv}V7ehuJO=t6822o*b)3l0xH3vIHjo0EzBr({ky^1Uh+ z61-pC8y@Q8HMqxsyCLP$_No`I-bc)I*@E^}swqS5KHEKgx0xNuzX%<{DC=2O>fif>gz?rR&nzf! z{C62Eq{A?}r-;q_MPMt1s(i7Bo+|4I?LlevPrS!B)3kd(BXrGUh~x?{4j%mcb< z4`Ql!h_m^{>hn#B=yjUvt0A%(&e-Z7>bqv5^9H--+AJTBeu|$I)2lI{YxXS(;kt0H zt8-ODgxQ!;&q2xr@ez#vyz)`It9s2 zZx}VHSu-+t;?SGJlW%T~of5sZ>>r(b9Qnw!Hex^`GC?&`G1OY`mt+rD8>q=CCbFzS z>ovtZUXQ&x4R(mZl_YAOuTkCM`MPlg>8mF%)Kvh*5iNGP+ULx-MOWf7_UV#zHLYXq zPULi~wedYg>h6!|m25UoEl-X0Rol=J{}6N5TBhq%Gk2g-23;am__zZj-F4JN$L!H%p4(U7>`s@ptK2}!dxVKb|KUpz6ApWsD-F| zo=#7oGuj?&wkWk|hU}H1v-*m`06K&su3aM(4Q@xWG;dy#iWn2c1Gys)H;!!&svz!8 zEX^NwE(%ozk3$2Il!v+}(M&|K9;&D>ZEmUGSu=1v{E_7k#)A?NPY50qrfum-DbXZ{06o*AsL%kRi5_{d{AK#SX9@ELbm}(zYUxTK;1m$=n$}C&SU3?|q zH#KN!tv`|m&m+*JUpbpEbLJG-O#LatU@7-=H?V1yD#UF(+`Y}%#Zt-)6ANuMZMA-z zrn||gGx03cOj*^ktD9o0aT_UmeEZ09Jz)J_=$*kMh!1S=42y<7P@?PYs-_!72c3B< z_Jt>(8cq*rEf1~UZfP)1wY`IMI_p$BuT>>B7SbPjBEZbHaij8N-CzgBN%8@)6P@ds0plO$6kE(cX_oM#Q)css(!BfeX9)A zp9$2ghIn@IOK8h*1hM&7Bj;q6ro0>~^$Fo)LM4-p-)UZ zcc^q#72?R{A%SeQtTLnScjSWDGvnn$_%YjH7n`-sKb4KrsrE02j?gfYv3+PmTadS! zb}CQX)P#+sus}&xx3uP;<^9XQtFz7=ijVx*G1FivJU!WF`RVXXai3hx0{xyP2KlAU znhK0%Ax$s2&B3ifj+Ck-ehMQ|(G)g-KACq6@X9k%!XzRmlgckZm;prfkZd??PUBJf z|Kiny95Dio#GjVD`n>CYucHtPQ{n>o3uH#L~?D;@QjS9>1OSq$Yz^sh6|u0O=O zX?+8$G*@Sm_8zNBL|VZTU&^tW@ZJ*?TXKxvLPMl+AG;{W+WfHvGoJaJN^!=PF z53_H~E@mIhiE>)E?cT%YLgF*)ot-(l1xj6mdIu{FJluMm!cyby?DT6+7*+-kRC4Wx z8l^IR#f%Lx<&f>Dv1JYHsWE97`J>gDGq~TUX*)l5fal#LXX;t}K_a65Ld4|inS#FY z>8T>ik2@zTB4#E&#DuqIF0E}ITcbzUG6eb-a<2DCwFdkg>NMr}Gx0&xp#SgnC74n! zJWt@;Nis=sW$mH=Ul5T9TtZBa$oc`3p7daR8A=PmM&T8NAgJ(7)s=uI;^~y?BB7WH z#`Bf8phGbFZGn@UZ)(!@<|tF|`sI}o5_7*>&TOt5i=1_t`(1zLRP9_xU;pRdtu%}x zqE7p~j?Ef430r{Uf5UpTn8h%MNxzZtJ3R$=-omwkJ&c`v2MPMOcK&_Mk6T3@D|=$! z)egtI)fM+W`1CHTt;Ub}{_K_gJnOHV|6^6ODf%lriSIQNy!TnWcT;?n)?cJ`=BbUd z!q%}}xAO(EM`IIKx;862UzA|{=h!`m^xe$#wnx2h=R8OH#`8oGBmce|c02t(^WMbY z1$kY^j<_B#J8)DxL`9X&<#n?+9*J|fai+uA@3wQf9hLY_Eh}3jmjDWwgI=rN5(xg zT1MupH&SXBCv@2+F-i9{i}SmEJFH{VT=ZDpPS5G=xJuJNAn?|D#`o6x^-cxle`Tc0 z=wk4svf@fu=l+qk#!dI1Vk)991{JcFemo;Xcjw=~bjM~*{~nJ@Cos=_HIG9_dRO%h zJkK0D-WUFGpC~P8yd`4fg79jd+oVcxv`VFB*uEV0$pbuGUe$ABz2Fr!_G}MHifROM z)IgRyLhWw_dQK&0o;z@vFf{B=k~^zVCc_<9a*1u<>0Ab_K#>af=WdW7?mxul z>@Ol8yN_&-g+^DfS1L<~ZQ@jl9}=vH3#k%LdrYkw6}}wqdu3WXkv(&@Z%(go_T}h@ zn2?Cp3%PY2j|`02_GORhd!Of2D&0Qnw~oQ!@YLdETmy|`_O#tBD+*-1kYRgp3S+@P z-;2d1Nxs@Dn~{`GliU@%M@rY*yKVX_Jgk{VvV;C3`tc3-8SGzt-8YQj7qY6X`(TN( zr-I85A1z2eo3tQW=3pR=wubfMKY$xs_lDri?R!qo^)f52ERBoVW9Q*^+&b9>|K;HM zijCQUt3!(AV3l?gV@WC}hUl@-cjYI34E^6jfHZTCcx<@tz8#HDfJ< zaeM=t{iDwjr^M}2@~n;kShh<~_32j@)!~UHHM1sOVbdMq)5rVzUwDa_eN&$+re3>y z4X>}^XS#-G@r_lwQs18mTrB%s&>}wMsXn-yp_8!>5&ke`t0J?aoFj3#70gRsg|I<7 zDjzij7{vDb%aF+Az>X%wZsdjbBU;?Dk&0^)93;Slk47!8SR-7;F!H2xOV ztTHM3cAi>@(S5#ehg#T$+g3hDT-$FNdARM`tuDC{U3tG-{74+%1|m}>exUcOHYp~V`kmVng}6m>fSfEsCLRl_*c-GATjYEF&kknI^Ne)3=pE{mE$ar3FTVUIA!=2E$Ax`b}r2{l?;3%$I}L|3J$ zR4Reqv`)UfJ8r#}>~k%X#Z@{=oP+?6N~P@9V+q?6BzGkQHYsM?CIo6VX_oVSRxQ@5 z(6YV1FuJlLHELm6g3H-mwmB+`n}UKi z+$Sx;!B*QhT{gSfMkPi!mou=GYn>|w9p@Asn_!_QFPtKQ*akg{@kCHjHW~ROm=%CQ zg?97yTj@e&&-}w*Omhc9+>m9Uu9A0CCgTE%DcDP*sGCrKAfqse_%7()0?bJ`w#a74 zuIT~41tS7JHTiz0qQq!2=b9GS*fb<<*)Xz1-&H;Cbh3uBnw9602^B?pJfk$qOj1fl zO1QGXs!B)m8>v`vsk7ozl5wYH)s9+6b9WY4h5e{bQ+p$0TwgyV<1ui$ZZ2}{mgx7$ zR@3V8bAOc<)r-?y|ID~tb8DtmwoY^}Xsk=rUMJHRv0P=0p0HhA5|6JVwrZMKlEsj0YR z?YSN|F>ZqDB05^y{6I>w^{QmFAVpkET%7A#FD^Og_;5F<=$hasj%)Z8QXPcW{q`0K zC=^VS4&4x5LEtGtvHk!&0RiY4-f`SQosiqFHj&SJrvNV^OMuykWg>vYM4&vSQVysCupY z1Df0<#VR9R6<{$t!Rl*2wZQU&|ro~Nl7hk2s+3T0QKD*V2lcZ>F zmt%WB0dc0uhodIHSZA@Ct!?qyUCsZTp~u*^+T52_I&^Le%U#zb%tL+fE|N>t86 zwaI<&8a1Y4BXcb0^yl`D{Tmc@CQ4nP8E@9Q%9EY1I5FrMr7kWmDL#mAbFI_|?Kt~1 z;d7;C&B-#CwulL@Er<@yv5MyESZT_Oi6tv25zDQ0suWL-`7KJAYqd%~dCRwUH?Whz z6Ej^vd82$XMYtE>`JOk?MbK+mK6m(c2*kjnMI=}YS@@QKuLVH;9pWFI>x@o9uMzbY z+n$ZW>*Z0CL=QC-!Lo~eU8dF|ug6R%BFGMM_6`B$KrCMK-3ougA5>A-#lXrX=tEzZ zFni9<-qrhlcFL-}JNScPy9reCk6vM*6FY>y<}y)77-aMqCTGPa{u@@WZOM_}GAAzTUE zw_QRvS1VrTQj2YmQkp8?dRvMZ3$kaQ#lf-%EA7}@QGC}lLEvru)`K;fql zTuU_h6h@@xiWPob%4T~SkhH)BK7Nzq8i+`F$40WsG%6~5;|FVy5MIJx7DP{KMlXnt z5|0%ha{PcV!igw^avgT~z7qPEEK%sKJCx!KY2^R(r`ka*sP#=J-L4O4UO zK_4pgyaw{7hrFWmrl$uwEXCd~ZQTi#r6VsTBizqelibZ>JM|taJ?ky#{HjM5P+6Ed zae(KsoUH;SHnbb9kZNBiShZME;1sw3!mpGv-C=E@=+j^lL zF$@|8Sq#v?BxI}mo@+PoSF9|A$>LC~!XBQ8dL5V{XDM8uN`&Rxe%ON>hl2JvLbvcZ36&y^oXmjq9Tzcm`5?VF>p;bc;HoOXjamec4px~DK9in$p>ZQ zpUu{=b^ZQT&$S$`hrpR&F96O- z4sqQo?%?aBc(j?_tLjubXxDTQWgOwpEJ~mhnzcTVk#n_JmtT3^79s@-$Zn{>tQFIy zb4}Fek%ZJ`J|ps_QcVQnY)bfC2a-vI@H}$F$$9D*g0^k4fYwbs)(Qj$;<52W0^sK? zk_iEUTJl1yf@Ca<=bJP$%iAEI4xqdew-mmB=(I9PV?8^UR9#}*rRC!JnDltkAzw2- z>R4svWK^+%MBns=xz~~Z=8YW}y^nmX@vFyV`*?^`ni;+D;;LNzNe4ZPY30a^UX$Z> zbg${%pZ~}#2q?8BeoiG~`&VJtg2kF$0B2mj0|e1_1DC0S7|m{t-%*a z8bJ#QC5pbKyx+_Y)C(@R7d1{AuJeX9Nnd2cs2o?2dSRB2i!*T_mXisV$^FS-kl*gZ zGXp6u^8!!Dqi*dArq!;>Kc97!@Nw8Q;~_aa#ACpjkh3we>+ zF@HCa19+h(W;2A1eTb&rPI4hcqWL$jyiR?}9Bxzr^JXTc@8RRUKLLbAfkZoy_l6!| z=zkTs%(E|A@KQAWY-)7wL0xOb!5J*-6#g|jv(ZwtZ$`;$I)2V4bo%(%r_6dOT|tWs zL+!p&M$|&3b9T*)ue3+qa%?48CyR(5 zLk@tN5qe-=@wc#X8PpF*26!JL3e!$;aqf?lq^~(@rn@c8thJCh0q2&l3uyxJF!ThL zG8m#8(O27!b5ebh`5VI8>pccuh763(I7Iy0H}`Dn;Y4l6zHj`uMs~{5F+_Q5EWEAn z3SWP2%Io!8OHpC}`;tH0z0TwoT(sEpMG#O44Fa91y2?JZN#`XyHJ@3fg5@~o#2%8mxUdr(pTZ$K!#4nvjWoi`RWon z6LBIbp7r#r9F`|S?RJ*eMuHv_%4~?af^{rL2|hqt%p<0wA`ppvP}Co=$2@QfIzayr z=cUphk}&O3AIzY@OES|Ufj@yf=JS%07`o)1S!*d@a5>y5miBCT?7GI-Gf{hFTZt$j zGOKP_sjK&g&Km^+DY+MlT^W7;oY}0rA=Stsub8}^5|{5`_u2xIL<4^bCnQ3{YFP7I1ji#d*XRm% z4POS^W?9=&xyeC(k?$Qo_IdeW1OSl&8L@7OLsZYA)E2(AXEBnW@xT3Q0u&SYmo>Q; z<58snqj^bE$^~i%%>Sh@u<|-QJ^P{0huzKA+pw1q6|4a{D*VW}&U5!XARdtIlgQ-Ly~iZuf|mT^7dE6>h?bNmA@PTGiTA;bzWB&4DOz#Y zfax4f^vY|}bn5d&WOBtKz2v@$Muo3tf*(+hOKBZXkd5lXo}KSE<<5D9Vz z(HHKOosaNC`W`Zwaxy!@{Y0>2JVOFXNS>;r$WVj={ZM`Y9W9@UD$&pFEn;q5L&?> zJVVkTCFGnyZdJptR8br!>@X_2&Ct!KJK-0N(LiJ1J{XH1=Ir+A5XtcS}dL>$VDK zvMu?RlL2$PBR=mFiPy|3kG<;%c8dz+taV=Mo6f(A=EN?#v@oNKO!FedQ$Yj;VIHLT zNO{~@K|fP+qhp@634?>~Asn!85fbTPP}jG`dCI@REL(8$^@w(K#Ok+LOO>6@4;wpA(8p>p}~P5 zg-nGPXgaOp?(98;1}IVeI&TM93#nl5H~8#-MF9$)kw5e)Hx}3R<@NnNonsuJ_b52+ z#gcfNJ(bO=PJ52YX`eHYQ%b+Du**Kr)cH?o&pGitwL3ILsT01wgVwjs7a6XlC8U~Y zAJ}+9?%v`PGRxF*j34EgS3H;)9sd;mEFdC4^mOy_I}bkf9`BQ{@x*+0IFs9=)OhTJ zpdD6G-qtB*e9;A>xWijH8S92y?9gwheqrtCTf{mzAkZ?51n5LLy;v#PVg>0+RY(IA z@nhR>3a+%rU@9%GcCI)k&FB zH{E}M@{eQuuJO8=c#)n?-t5<&9IbSjmPLy~QbW2w@cUQyjqR=-eiA8G_wSbep+f_M zCTr=|S?MmnzOuUEd!5@iSli(6vze25g53yFS7PAz|){W5t{2(tps8FFr=5M1@!d%N*{h6x&iBjBqHlgQG0r#oj(%;UGG#<|z z8l4-g>$)Qvod~_RRp;el#mT3hW}T8My*EZTsdnb z=SDNIHqQuT=ccrkDP>6G>J*GySnSSQ-Mk!J9s42n29?uScKIzuUzXZmZn*xXg99-O zn5_r>2(|C$fZu27#$;0+fY@DvlRsc9_DP%A_H-3Z1u_S0thZL(Q1OU8wYjGu?cPo) zTK4Whny{v*8`%iE82ZPh%sK22d>b$i1TU5ex^DPDAX{b$OT}65Kmiw<|Aa1PtGiS! zVl2-X$Lt3z%Y*R1+!g5}Gc=#vbR}|sAcnkPt9rCtx%OjN#CX8mvJg?5rQoj>rFAWd z5(%dr*kfm_+uu%aEg3yI{%zmCg;SmTB5Ae4Tm3gOeL}>m-5*(nJQBy23@Jsr>33G9P^dUi41)A8XMgyPV=^Z_-KtQ;ONq|0|0< zlHFq(dXf6gP(Ci_L{YkP)o#-8-k_8x12(k_?#ya8if-VebHWhhQ3rtY@3Z0W7_w%0W4o5OKX>yiPLPWLlPh<` zwuhmwF$D9aHBf(O1gU5_00i*BSNM?-%O&F^iHuwGH`BXDE-KAnWfoN?w1YS=FA54z z>-+rHlAkSlGdlirS$0TtecO)j*h_l0_htzxr##dO5#b6D@Y{cXno&Kls-XXH7 z|MXwl!ZyK`mQBbJ{=%$Q7jn}k%rjPJNV81guRe&C2)YW_u)P}lO$r){z97rL!E|BR zHza#MCm;PuP_DPX%(?0jStkl|;6DAyCWIJ3uB^3T@OA@J#r%pc`4G85nM?)(7XAp) zR(PDNIMLSN?NYW|F>RdLb9(tU(e%uJBR{9te0(m7FY&%Gt!97J=uA>rkWuPx$(pU- zg`c#Xyg4cw4{gQ!|IYW_bYeZ2|Hf1TWY1q7hNKe1wIYqa*#oT2Y zbT3(}aIBo3dx#LO*-b7*VBY0)_#U`v$PEQvwCy&moXoVU)l~`0!?y%26m-l>z-pTJ z^ULU9l^=Cu&^3hl(KAmB-DuCq+$0E4Jmt6eAEs^qQn@ge0(vLR1HFo}6=8+~@pS)S zPpS5$zy_+Ig~YQu*dU=V9K=PY5lah-NE1yDi%xBuUS8L^la|v{9V6~&@?K}lcWidx zh+*jA#^a59y+k^bPx7V=w|y+EU2(FGUf~(Xk$t$xB{&D`e)7w~ab)Zb*T*{67UFNk z`0)v=(}j8zZ9@LRw@H(PJOt=UX7t4dn^TI{GoV z4h|q!Tn+o?Z0c^-k_K0R^9dseNW>9Vl4Y=!=#R(QfdXA~HTVm2m6lVq7UEdv@|l5> zS*^&?Aknk%mwKMRhNyl@f0-&1fX!UQ_z{k;Pqw^$rBd?pv!bQ2WajOdPOX&ZXGMbq zvBORVv_f$$8W+o>ccRO$!Cl~|4j9UU^B7g`Laz?s!3mUsQlL#80f6!!f(01!2ek7V zoLC)Cs=8ZO=wH@)nou9>!gXTbk%{StYU<6I43^kp2`m$qp>IRy;LoN7zSmKOh``6S zAm^d2;N+M?fgk|}?KuZN2j+0U>{CV$`&~)I4Oak9rC<5Pf4Ypi*N4P~A5#blZ8Qyk7Bc?ca%SmdK&_bP z)Y_h3<>b}2_~t7m_nZSnu_A^oPx=;q2!3nI_6Q^a&d80{K}EZGq&-}elbh<`3)g>GVyYMnXYcIb+{#fJ6sx7p-I*su66SE8Y z=2RoqJ!cKB_QcU};2wij)~b~3fgCXmP$We34wPa z^Gl_|!!#oQIQodnzMyWf02E>B2p0I0Ya+ni1-08bmyw+Af1mzeBPrvj!G|d(Y|T-| zvP0v6JI|(i^k+8AUGVxWwatWC@uDf>f>o?Bo#l6}F~TS|t4Ctw*H`1lBjF!kg+Eh> z__1XAuH}M~2sJozwR>r`)JTHe$$7|<3nl}SE$A7jiy`0iWVy?vQ~npaa%1O-3RH(M zS{1~7N<7rLS*y#DA5HZMQ6xmpP)tVTH-Rl=U{x)Q+l!{lqc^h&i;~@P&@-?=u7a|f zg)G(EfXR8pQ3@)_#lBgAdk{YivQ7!ie6lL*q=V`@N9Tn4W07+Tk=Z35R#t~y_*z*l zXAj%A{8-}yPUDNiV^!`Nub+tiu9NB;TW4nOv-!6b(ky9WckC{cjDFutIulSLf*C5c zge1Wb#y}c6oT6xhf3mrt2<2hY9PMGg33>u-s;? zedxw?!R_u}3VqL6OVQc6s)XITAnCvd^GXEw4ZscD;N3M)$%H$|Rpi++mzKkiG*I`+ zo_~D2CD=3epX+^jj4vvS%zp%xUwrW(cIe-?xCy6$Jb5J|3LEM02lHpGX;?TZAO^_Ru zC_JjBZ=MjYfwF3L!Niv-T7tSkq?!+&&?mWZu7khB7~)#2IEgHE_R+DYnf()@b=X_h z^6}2PN%L)gY;{apY;V5W&qdg2HgKxVG@>tW*nLju6`g4*eppc=HEPu;MV=`K)Oq2G z^YL|F{OFmQ9}h00(Ay7$?$za1A8vBBjqc)WAj z@2*H$ayEsoY}Qi1`>|m$x|2{&{DFL;am(#P$G`2J`xh&zM6bKXGaNlf^k|Q^!fzf_ z*XN5f3vcoaMhnXK^~ilP9?9(y$kDvIUkb1R@ad`Iu9>yr|2}JaPc*r_H=*cn52(8k zI?+yOZ9?S;*@m4`a*Y>&$=`vv46qYVts+s4h-|b*8extExBF-{XzGh|keUm+m*RI4 znh+fW;6Pyj47ohdqQo~Xeo3+uC$%O(ld-Ju^~ztRp&cVX_sz;hOdpEODyiKRdMr}m z$8+8?tWi#>PMl77!-|pzA6b?&ha$ymKe!KM9KvoJtviTZD5I0CD%=UzJq?E=DITSt zb<3NzR7nmAav_ZXXIv+`mxSCJeDfv2LFgMs;PoBr?I|=Oj<#54hi=ScZHzGd50KeZ zV8xRoAELPDF&Mx>R~Seh25J=w1s^2B8~1*jV0YQoFOiC7^ML^)ibQ9hL`sQdZ_EN{ zr*hl*oR)}_U}nwi=5f=At6ozjbDO=M4BiNfFT3!3CF6?0VVCmfa*msjtZEg!OsQ_a zn(iLXk)Q0=ne5bDw!pSQRw)UtCBJ!V> zfuRcxZ6{394V?8D$u*Uv?VY#4(>(I!WUfMJoXB7WljsJju@pZeuB4!D3-N)%B+;3J zM3$Hz2O7xppma_q6+uM_Ym)48Ym&y!Dhq*+XH|OpP&{2LbV7YaYmg; z3nJBzkc_6o!STWP=9$-`cKumZ(NZttQQ;pCLez{kF$~A{#`bS&h1fCD;HNXI&aF75 z^Q6JO+C98@g~sQ>!pU3>vKIDfP|OSch7l99C=?Z}o-btQ2M*R!unnV#6(u29yVwN8 zH;>3K>P$7!E??Y#^0~=S6xR#5E)*ex zjgX6@)?pNiG6#TOjAyKYx211F-yVfS&I>?3Q+2rqY6v7oP#J%~+JoKB#Lt^qyHk2WXPoFYy~9Dqh{8z%&R|!c7sD{;x_zsvn3z7GIOefGAv0wm#+`Kk?RJ9)k%B>s~KKs^ts*MJSdpGe(4>BdN8 z#JEbboU~}=i6DbPz7uLx`ADjBHlbNa>T`c`9ej>&p^kd|mga1F4%s@A?KIYz*{>mD zie7ciE%B*$!?a?af6AvUnYc8zW8V#Iz5+`ojaCKj{qm*tOMZs_%CS^h3Gra?zk zHTwER#N^I_xJYo3d<^gYN_}y-VkdTLcNEMX8JILtn{`xku)S{uz#l zE6EKB%{cw%N=8VG!}f3D+vzuh145FYeToU1G>%LOn(By@+V*jAurw*^Q58A{L=WQ~&iecA?<)X4q6O#60=FDY)(`-il(qUP$DFq}G3;)IYT2tR{FB6d0gDxRiHP`l zeW`&u?!KhyBQ?hrJNjM8Iu2|+yKOB=8KFywi0en0kZ2T(-DR!+qURtC;k)x}3STk> z_36Q@(-jNMZUhp_*N3z@$-V7&osp{sFk=EPD1Q2=!u#m0 z2GNTo->>Q|*;*;VES325+X9_YW1Vwi{Bon%K(a<9E6}$zt&K@rj^KVg(QYMp9H!PdT}pz!OorumUn+MfhL?wM{!^Z4 zeKvZJZuz6I3)ud8QWHu1e@Q$wU$0Wd0W47_BN-z|E*wFBt#8_0^4GA>R5C*mpvAGW zR*bV<=ia9BplGzDdtM@pF$;SmRzwU}O!4!kE=;ypcn$wm9nvkOLa8e0Md?n?#}bm- znb@awbNz}%AzKGFgv<=Q+^R7N28QeU4Q{h@{&5^nq#07 z+Iaf)SwkzURo;$H!P4)e#q1p)FFIUG_ZE+tFkE}NVO{Je3LAh4caNs`LSw}%(Keho zn`r9wVP&jfQ^K z1vz3g`cZ|E{H<%36b^p9MN>01WRWE9D6vH5Vbs}|3qpe5s`Pxn)X_8g<%#YG;=OS% z_tu{P_`Ice(fyp#G`Tp2BELNAY%9}O6A^=y!-`RjA!ZVWqUVq&?Arn2?5<7xP~6tt z7hO@?>@Mmzo%}0rdTDJ$#qbU0$Y{gKe1RH@^2#ie_ust>*%C3@+kd=vRC?-D-Q=sW z0*r{L1UG_7BbVUvM8H~v0VdXDlM*hLiGpWHwoefF7o{-5-E@U)a$`GeP>&1=4TI7w zKFRt%$?6vd-`U%I#|vbheyCRO?ZQEs0nbJ5Vu7x~{5o}ZPC?)xN~9y% zzpbp49hd)T@@_OLr2qW0%IR3k{=IqNf=PVSneFA<`$O_bt;9?J()gv=!OxlVaL0{L z^;R%rxeklH!{DL!J|ub3?Z|6TMOo*@{Pl3>X(aqC#-X&`;x0~Wk6^R!8kv`d!&@Jk zMSlupvyb@1oF3PUSwVMxt~NMWYt1(@cPdibBee(iNQy~rDH?wJH3D1&FU`vv>J(WpWPJk>=B%S`$JX*d}Y1XE@kx-;wY9$HKyQiHkS-8I#?2 zb0*9<`TL#4(;utpyqh?^5p60fT=(l?u+lmRHxq2CyGi?}my6zeHoEJNx5sa5-&rfT zHT9;Y?y|dv=s%OcwRqRidr9fFqke;L{5xL#3h8pJ+|Jpb(#D^co20yqY6i)|SE4TE zhd-)nD*xTIC8+UuWPQnO&pr-Tnmle9&V5RB89R5&3VrTt4wjP^IqM(zoaTHUYM}%@Y;0E9lN5>YHMpB zd9M0h$akKpj)CQT<^}BSoQ`2v!I;rm*~L6fnfG;)L)-?!!Q%kYbHB- z=5FK-Xo&vk61FGjMU5XS-E#DtSip99>y}gM1wKw36Iw@EXpFTWDhcByjJv5P&RN^> zNm+}hYsBLPTPYi04RTUCQ}v-W%Q0u?&6vgZK9Vk&GlGAq4Q9KP1Fv!aP}H%1^++Nl zB?P0l>Zvz;+p~XmT8is1_e!vT^hm&&cslmpiY{u_+b<`j+S$bVDJgb%J4F}RG^YL- zSg!UWRc2v^piz;v>+%&|DqDMPNgC=Vic2_JGzNCOWUQp=(9|5fqjsOM=Hft?)XG#{ zdA*I#&)MA&XR^NWE^=DuwvottZv%|Gm?t(2o;!0my>01EntJZg4;nM9ZIi#3y!ydw z++nP-rGHFJt*fDOQIEJJ&7kr>+`sxCtTn0XLx-wl2bQ(D zhuUvY7F&_qb+}1v1xC3UVnY9Yy8?w^+^~{_FR- zZE%DW<#H<@EV8ehl?ngkGLxY(GZFeJGa^Ox_1E&sZ+6iis_C*G#x6Q%*osl8Ytok! zy>(d=;|m!pylLqT9j%4SEktsC%^~5V3c;Vw_lZ~J#@<~X{9XEztx@|g8l>Jr8?FDF z(7u}vu@v*x;Xc~OU1f#eCMG!W4BU*AY%vzn<(Ifx>l^7`CC2^DY9;eNOGQitL|jz0 zoV%Oz;PblNe@sjtnsYO^E1#E)iDrB2GM26OG`=GIwQY;>a~jT{Wbe73*sl6So!6h1 zWalp#GMpyyN2=Wo-=z&{Y7I-|TbJyJ`NvPvC3wg7oIetN?{7_8jO|U$vKkkrG>e%B zabJ7OtiIB?5N8Cb{h8+9ew?PW+NtQbD~{eyW!i6|`ISy-`S3%T^CwCjn1*J-K;hB( zEtbb7?e8}n089=xGxvcDv9f*Nt?t2}EBD;*9vo<90*N<#%jJ4gx(ELOPksj>Ak%xo zBr2NSV{8r#YO5@c#v1% z0tLHBg>1K1S?ZyplWylo+Z!l+gPahPzxH+dWd{!*nCvN>9I%{^g2vmR9%3~v6`Hed7AcK83y z1xQ(2Vjk}qSDkk@az3UI6c~+xiZ*d<8sW4iY&YI8aLp{4A3(eLjCxCz-QwEMdiNpIxyW zpN(c*zXh15lMXVKKuwIbrlW!E!j7>C^E{;GZPBuh%nowJZ*zW6-OM%X!9c*P1uM+H zf4HKv@@4dk@pIW4Gi&QUKNC61drco7co^S5W^vBF*=jJi!K5;PyT3sCaz1{}@R`q&9eQgwUu(R2Xke)8!`;Y%E}?PcRM&Xg;(+lSi3Sc*>s`EN zlO^&2HA&$$#&MQ*kKNY80njH~xl+Qse(hZgn&I5huWTCFGd{jN6xXm1-!L&GoU-GFTbvCwsA8E^?TZR8=pIZ%TBk<6!{R@N zZhpaTIrb{%OYxMaF(oYB_&KvD0%O6tmcqQ*mXD%2ZLh!5mhWy^wB5ux8mE?%V%kPURXDEI>J(8u5@{1<+Oo4ejz%e#tXIkCU~PP}P%>wGNdL^K;9=wN*Q2v};WMKm z$*$VZ$9hdqo_hUtAa||zAE^yL`QqjXO;%D&u+!y>d}eaIG3&prCOqu>zVosnZIfHl zGdj+aD7VLfBnvUx#x~$L$V_Y7hOJBF2gu~V-SaEnH_5vB*g!| zBnR_{j9le+#IEG=R(Gfcuv+`(rb`2B*fioI4Yi($3XJglsW4 z-%{N+mDD5mkegSMICSRMW?d7&V^(rsz+ghZn+$op%9yB zxnqr*8RbKuQBd>;Kv2khF;DOR`X#>w#(R`CFQD{Tjq9%5LHWTyH~`e*2j-HV2Xgv9 zT+W+(A~MetWk+7UV77F4Ck;o1V54u_*i|~LQ@PiTR(QOoXKaQ8zs{kbT`I*;T(`Dl zbLhA9ZO{5+OGGNQv(vR2byKGG#$8S4vxC2*(O2GS`~ zWNvKO^4r&y)5malurN7tJn~h>zPTTAEvuXEge@Qbx-;(2#boz!A{SS)SbO0ZdzdJ? z7(h7VP*+;Xa=-&8HSaD`%R!JbdQN*Wn45H0jPbp9(JmiHcCW$VEOlpi3bCK|1m@%aOg(79#!zsT(ScVwezO!;m!3SOa6+xVcw^FqOFCrA;OQuaKr&g(T*}!$_zD}B$ zRC8jCk2t!!tnFWDv(+YH7XM9<99Q2aS{m`+eY1dc${$n@yDQ`AtYVg90q6WvP z^MXNBlee?8xpS2PaTC{+W&u4z=1R9WPVzBS<2?%V!z`b`Kh7JEoHO2LIWTV8+wu(K z()@~<+Q?;|lZri|w39uO(ib`hzmMq@A`PH1fTDbwuq zzZxHULSyfqH2$&G)_?bJyx%0!AKSc=GiExcNn^+R015WT`kZt-J1OQGa<+Mtd6mI) z+5~2rIzz#p;2K5Y;FJ1(KXDZh_3Ipi!)p9*V& zWGryz?7s%AI^nb&Y(Cva{a{eF6Y?m!!NiT0e-Q)gj%tU!cV1qC&5+W?*gxq~h%1J| z#ayVmB>!_LA3UdFEmrg%?tm-wlVN3_t-ldZEou+8`o96%Y{9S#JIB61|IfuSiNEC! zw#uEHrsrjK3Df$1>cEC}e@Zki~uCb|8ZSWMvoMB(Q|WF3VF>^S?%yyml# zzNpXg;f1-($TJFEFD$l1ze;O>zg>xvaoiF7O|V7Ihc@|-WhKMaqKwEDwZf+0x8~k( z&;12ua>dFBq~sr9^cJi2sf-3m4F-lWM@2a!1j%r35`dQEkb4sObNZ5O3s;Xdi2Q(B z?gB(-O6<8o*j}ZGPxVk+I%fH^J#KQLmT;)brJPd_-?EuL9@u?JZI=}2e#~D1gjw1> z*hWSlsh2C290g#)%@< zjgw=~&ELc-e7Ms$(KXhHb96&T*7rY@^B(htQ{Px?GUeM@u*JaZOm&`M@|0y~*Ub64 z_EQg9?@TF4cP-5^e%K#@B5nHPYc_|S^&Xl39*rX;x0a%IrF=#Gk|C{STus_6PnnTy zNE;=+%q)wYfI?7%=M`ftLei1h4ba7->vyG+M|4gV}F{sMOGZ$H^6um_PT$>i|P<%`og zB-!%qIm0|;1+M>HNWWqeV@?Zcxf}j^W@)Y9ZNz$wx%ZX}OzW0CoKAH27>j~h@CRl{ zF^09T1eeFU_5j~>>EvgOWd;L(W%fVG>)$!|#IkdepZ6-JXXr@%)K9((9O_+JYB5DM zo8`l2-Z62Iy=bAvWXkB7?5@V=4l8^85*xI0Fj@~h+6Ai0f5;B3U?v5!B|1{ z;rZ};fgKg@j45+r>k$wT6~Oiol%eVZR@hs7C^_fUO{3w#Mn#DXay-3vxkEp)^Fo|6 zA|$l!NQqcnj~YzGaMLV4leLIm{9}Fp_mq|xJps_cHpqQu_F#rBsz@Cq_~h!P%eK52 z`y+X#sqVAt)M?R^yn$OS=B5(aJRB3Z8;9%-o@w?66VZ$k{gv$Ro0Az8l?JqAuC=t7 ze80g$^OWT^8wXDXbdAZjNN9XM-}i80t{^h;?r@#BS`G?aAp3o`fkIoz8Kdax;2Dda zDeaQEcl*W^B4+f3VwN4owT*5e(QUD-_O^}DaUzh;Iu!;{y#kAxl(~A`{Xn9A)ct5HVxl>2yvw ziLqB?t&nAY_j{br_y50s*YBd#n0e-z=ed{H{kk`uG>QA{VW9ATBS}D`bJlT${r==9 z0rImZPrp`7=*DPb4Z}sPZQ;V%e&gFOf!A?>z?`9u)r69Q1f#8;=7wIoe@oQ!$W3AK z0l1kX9#ahVgRuC>{d=;>OFbKs8BOMOZpVnZDdEi)5O64JD`Ah;anj>Nj!_LjW3!I& zLqbQgkJ)^<&Xe&q)A=L>;jsNhC22U~vOhaE&VY2}zB?FKJtq<#j5vS+^>|69{+LIi za%)XM@Zb*{)9Ia6jDp3>{nB2lkuRnBM9ASH$YMb=k6+g8w};-~JXEMlZVaPScQ*gU zln|J#KAJHk&#lfF$`1V$Hk!B3e>|wY=XRp(d2L~J7C|n7eOWsAnnXHRvWo7z^nkl3 zh>tNnIYwCQ^RM%guumdulhYv4%(K^@b4!>A!(3EqMZQN=Yp^)!jGqhCiPu z%BeWTi_0(Y_KowT@C<-T-wp_{u$oHpi6sLg55VWH>X|Kit%{p|0SP;=4eP`GEimzd zu*oQbv{4=}Hxy|p+<3Rb!gCi9Cv|)G)`%MN-k@Z*ms0R*h$>_wz6MUW^?$dUS#GH0 z_vwXpD9aIXus(<@pdim*)U+1S4MEMl+VPUN#*{I}w76M)|KeM-4w0ZcULmpi9d`nx zVgwl}0saKsb|=hiw3^K^HY{L_s~KP|GC3Z*OZA4T*C)q4-4U-2+tfq})jNP;Y1)ie z0Pv}Y!HSIhW+_ENo3I@55(=}?iXS|P+p&m-%mTL6BD{ImJxG4ziB8^yLOG2dxsE`& zI^oI3+3OX+`X4$7!SJ7l>)7mFcj`(zww~K%uV^mpPT2(ZRW>C`5=6bY36LS4Gy#K2 z5w8Q68#EOax;Q>OK5$bEqG1K>^~^yF(q2fDTe}hEuwL$&u)qn(Op^2Y+Z1h*trYkc z)GGj62+JGP-6b%Lrw2US1LTyoX-&fk#E#N{AXV0cXrOkxzV z_2VA7qWcF~V^SifenZ4iPSSGT^rbLaletg@5%M%$;}kgQQ-JXxFb0=~&X`B_eAuwL zK>W6r!0=W6*+vi`uu&#p-2fT_AAW%6%0IvjEdm|`8~}J7C=^1g&Ke+?(22K6hwiwk zJ$;w2nSW}`f_s#}rpv(6GI!7_51xf8}p{zPBe6yQ-7xuMkpyz|?*nQoAcjZ@@I4OVcED$R>!Q_LUGGNbQ zY9ic=9JTA|!;wc0I>=dR<6G{iw_M0{vuEFqv(T1xN(A!S7#I`q(eP_fWo*2~L4S78 zM-N4FdW;|(09!YubrbkXZ6Y{jGPJ#B3CO~(MxtZF zlC@5PAWRkl_qd`>(zs0)OaZsj>yQOl0PB09kdWmDd)|t{Zh)c#%E9HZVw;6X6OD$Y ziIBypmPkIV4eCjUrFhDXMTeU`MIfloh2Bob#5#Y&%&Y@X6P;6v3HwL7BZxl!xQ^-E zxv_=%{_hJxMV zEYO>JcLNuL+i}Cy=FqEh9O|S2l5BRp*25#0fL}KPnYN>K4Bwn ze`Nemf-Me!OEj%9FQMXHy|}4#4j&lyMRRe0JDfDLhZ*2*8(l1v1JFqPF&jP54kWXSfX!n_6`>tLMZkXbRF262_f#~0dJs_d5d5Q(LA1wX- z?%}VoHZHQ8r+$f;jYhSeM=PGGE8)xpOTuEqrfax@b33x@gE}m1eV-p~IZmwGRcZy%=ipxSaGk$BIA5Y%3pvjbwsGkt zL7;F9xHAtKykOa{6esgKJ#f*iT@SV2S=1SpxfZwCrvkMl229g2C(Lob)FZ`hK{dDU zi7DXLGqv9}`J3Z4Xxqxj>#Yt6f|EuZ3m(F8=nDJYF+p4u#s(dtWBj%XYd&Gq;H>~( zH@GQ!GoT>>EH{MEe)fQI5b=XQDh!+ZV2eaG(>bL`@=GI73FmjcX=5VlTk!``_^#BT%xj5UYXuF(peym+=w4y<&Dt!SW~9A*

y~qw+tn$TB?nd4)1DWhWse1I--8 zsF)f2Ht)*>nE7cJUR@xHFTR>&G(-!=i8XL6QIKzc#~HK;=0$+qqBP_-!yY%r{F)qp zgm+Wq1u8=jT@z|~EEK%s5Q%4bowE@?iC9Xi7x>x%>wG1XUpD!v3`}lX_*~V-{i(WA z9(=W=jLMYo6a}&_0+3Ce1gxQA#0^LKsquSm$Eyri#15H*#FoTV^m68yGwh_5Uqi>I zR!pU;R*l#%r(*mtLwph{w~!s?Y0n2)n?uy#ze|*8HOcyDH{0C5cxkz}f8l8G zKLZEbN5_cDWLbrrtshLXs&C68c3FX$^Y@+0g)p5C;(?SLM`jK#-m?%UULe#6@tpR3 zAZ0#~^9aZET?~kjkUK^^oTG5F85Rd8GrEPoGy;bmCs<@H0^SB;y1U{SSRgEcmjPjl z;F{f-9vr_Ix_)$pS~*2Dc=@vYd6&Fik*Kglx6r!Le@Cl#?vBD=z8ih$qL$j8i2A>d6ayv$SYGqZrM6Saj@g%ETd>gRSAa*yfuK4E7;d53G)tlY=Tj2F;?*jr5$} z%;wyWqeWN`Zoxz6jE$oBb79*r<@E#2S}5I$KZbq@Q3u@g7c~%I2F%s;=w{U7cFFoNxL=bkcX^f~_IGm9WR7J(hpJ zK)Qlea0T0FrEF@ft$*>&G;2S{vdIabaS@Isw%$!MP~Nzw&ek*#1t&g$RR2nuz?3)n zK*_t$`f^ciru{3DYv*eL)-3}f{kM%}frJGz{`FZPl1_G|vWZkl?qB)GdV zug=3LXeX+ihO!Koug+;R2^LIv1d3OBp`B75$|5&kgF{sexG_GG9klSMzyTUp4nY|T zYLw98{qi*=IR73rp@zC?%ENO{+FYZ_!^AD9mn}}yJ5@@R4V@RPn2O;B^j)9b`oOC* z4r(-@2HxAd@ZzJKt>vQI^p54m9`XM*!9u|O+$IiTFp8etz`Ur)f?P;v5DM>Z% zRdq{YvsFV8X-O2iCUF)cf|rL^mqStRo*qYUjq-!JgcMuDC+zb(;c8-_g!Fj3(uD0O zY^J5Z@c2(M}AUN#Opo- z%^PJZ7|R>}zeT=#X?!LE7TEv6~OeBZ7AllIM zW1C(jcJJ22uXSl%12a~O-@~To7eDE81$?iLEO>bC2BjdGdy6?^=04p_vT>{$J{!Cw zy{b9=tfcyBOXmg{59uLq3|70G?c|rvlsBfj6*10Ez!S=#W99*v zXf5|*W#_He{9Sst1j->PZU=F>0)vHYix@Zd5dY!a1J@Pn1^rqKBj?&4gPRs`9m&%@ z8@CtSgi57TkQIY7hNBuedlxIi$6!Nq4XV^ViQa`85;r%z2%k~=+UzVa?4Lmno)wEvUE;=FF{=7Sm~IUu2#gZJ8+n@2B57|KFGwi^SC((Z0BR(`c!7xeC(hI->; zx!sabL!<|#a$pb?nMgAXl|qxy&(Ue;21j!z3+VH*RTtzQfWe#=b@PoOhK6CK- zD@VtmM8->~UYR$0~?Wu)BmBUF~BH_An!cqi3Z{v8-E1u+S@z?8- zG-NAN8bGt8CD$l2Pc_2aBJ%t5(#dU1it(A3YJ>!%x&Dy^nn2o~|UW zdPZmFYuIp_0nLG@n_nh{=TG-za2Gogn47ABi{0pb<%PEv|&3M+Gqywq;(dIeIa`89r2f=+5Y z@6SoF5w^X+xhd$Blj8rYg&~&EM87+>9g4WmK}&_VedCgr@?CY=SU7=kI2p z!ZdG*BZrs|!I)uNitYJnAWRARV9B;-lO&F~8Ql|uUq%)?#R~U4uRZj{?c6zoM-uH9 z3RC@mg{9q~HOkC)+uzeZ$d#LSu4kp5ex+vQFzgmF0N4$mQS>n5MCfnp8Wmw{BEVM+bh|*q379!l zX9*Hy1d%m^NABR4zigTxU{aPlf;C|3RALtzTe+y)1l$9CusZ58}k0gbpELkO7 zt>eePc)TmsJHY{qZMENF`@#mA4;-0FkHrIUe(=5W<%G)5*@D5As<9=`BUj9W{OY$G zC_=N*2E4-P_TLG&WjPwm;Dm;-uiR1fs?~ss&!2Ya%9(5{8;vFfywphJC*g*x0p)=+k84|Z z0op8j;59#i@4Oi)Y7GL;aj93%?Gv$E^Y z$zl~M?z(9fs9;MRc+Cvg+GG!u&g?c>+!4B>8OpQ@oe8O+%j&$4by9>%au27(9J1|k zTa&?eE&3U+e+mar^)IANx9i4eNf#>zSE6YIfcubiklMjt?#nHG)a(S(V^ik@5{bp5 zHfR_MRgQYV)_RYr`ylW`*a!84et>WR*}$>LO9rT($foX)I|7=fP)7mng%I=dzD9h2 zYUcw%Mo}gzaz2&T-E?W~IU|!AW0Eeqpa@8LAG`+x-922vcH-Z4E}!yMc6qjc<;?Ve z^lT<&w`OzhVI+cSgQU88&|~e9`)WHIf`4ZlSAG8ww3M+TPT{5vRO*Ho@d*MLAZlKl zT|_NvD5wQ+m8wx_X;&j#RTC5X#j0$1c#7g_QditZHmK**Oo%uL?ijK*BvuJb zf0~#wGdUA#c0J$-Mcc8mKts}PY$X8@vB*XM@OwzW|L-JI?u)rU-twErX1&Kv7iJYt zM;sQGAg?bcYPN*4f78IiN-eM+e|bQ9&`U|^lYq4$p3q}$D0sFzs&<2NgP2W9(fXpS zVmXN&`U-yW3>#r^GB{dV{c7ZLa9zggrD@IsR;elh zg944|vW>>ntK03{dCiWswI@^9vPphJ8C-#>r5SF7QGW&dA6rMT{-jKjwu=5(lv4X867a zBG~~=vLkZFW#t4r7c@8k#EuP{&QZTOk4t|9#!bdKE!G|(^4-^HHWS0`Kpeuv75EJ@ zk#jvrKhc1dc&I7EK%GY=ayg~Em9}tjdMeXsAsE7`e*vTD7!rLcC&NwL^QUW{EXQ-d zOilkS68cDlK6LemEa zh5oe;b2542&ly8S{+_+$RHN`%13ZrHoZHQ$w8lQ5emPW#Q)8&xmJW+H^s+SY#y!K; z0P-jU286@M-nySJyk7fFrfX~ia8(s-ea+H7bGMh*stKnr961=lHplCceihb`!wTjm ze`G1vAWsH$%0(8eD}{Sm>}SK;X?h+{j>`z%M?(QLB6jd@)U%UENRXztBgj3}(j(@b z#B^N9EIxKIz3{NDjTA(HObe;~-ANI@?K|c1Fh= zUcc5_>^w61?}VbZ)cdP+HM~qVj68+LP3S>JQG4)-UR%J7AlVS^fcu|EqwCNBA#l^d z;KV@65}AAA!gQ_sa(&Xu zK2tPGS|s7TfEw;@e*|;{s z-8jgfL7W_5oA`hpXHy5J3UWC03a!-0BTYhbo=*fAG)7YZPJa-v45DS?nqTMVcq5OE zjkn5q{wT8;QZpLc+;RG2LLv!tM&e9_?r^hwRm}L1>7ho{gDl;;dw4&%>=g3as7x_O$t^}5K7W2 zKU_x^u+V>>5>Q>eBb#+VBW;6y0vr4gel{hUKEBgBDP`xq1b!?*QCp~1Oy^Uigi`Ub z!#)?GBINhZQcruW^?w!zRgZZ3n`C{D0@q?kIO^$MlndP7<6=2wtAtYZdl_>vm=DK~N=NBN(R&5CQ~Ybop1EFKF$ zKfa;hqBC!p&72dMe-{#H1nMKVL|{V(ShI;?Dk8i(*4>t0gSS%XkO->mPt<1DN)2Irm^8o-O6Eo1guF zfaq%q5ak9zQRA}aLwR>oOCI!=BR>S~Q^>GjtW&x; zP5q-rp+BeQIE<+&)Edm-KY}mn>kTvYq~OCRXe0gHG7aBmY{DJ z^pLJRp6O>Tbp$Wv4X#b^qHT)SQF|>>e7!+6m8NbRL{2U3BP*l{fxa8P7Mic3$Mmf} z?fu4Yd)mI|Z&>ta`0B2B;bw8HC|;6yDS^#|o+nxyG(y$po-W(%^Vhqi+0RL2m?m7L7_|&4&s=(B8`V?(xGG<7N#i;;x zf!1w(jV3B_ZMGUtl=*ZPBp)ajz|9Dxj09W~pgrI%N}hvJFg)9h9-c$78AM~eX+84r znGj=uI0N)rsv79V#r!rHMqz%h9JpIu7<~o5qF#l67aW3Te?XBL_!kiB6Z9h!!)}Pp z7;B;yG2{UlA;Mt`qFs9dN_Rn%6u7#taL5WkX2+o++s< zfUZbn+>J$V(?p-^nF*_|>*6875_|`(5X6wzv2t4rT75f39xcrlRWWMjbPn zhK6+0X&X+|;`ZQgE6aUmOQNq=x6X&WEe{$$6}(AvPE2!Cgm{3hHO|Bxs{h($aYcT% z7wC$j0qJ@hyJYjVwd_JCXu&`CSJj7@)}J4vF~+{u z@~R=->JRnE(0Cb9eCO23iQ#{82~U|~x4k}ANOh^kNQZ`JEEd3;;OXJ)vR`p+ z$xjc{bx0RTq}@XD`Nl!sIKPpW{x&1-KdOL+#H<<$od=2h{=doymN7~Xx^BzFBj9Ny_>+#rZyhDLz3{np| z`;?~xi@it({(zNB;8#F_CIPtn;7Po+LT?(u4$;LFa5p0O5;)d>TIO;QvCP9SA!h*& zfj2>Ha?LFPtkUg+Gi$0f&@l14b;)ccY&MVkNp<$UI`MQtK$Q8$j+;Q(yuKv#xBv_bYz2c==ZJ}Nwev$fiLnbM;7}Lnn)mmP5~Tc1*E2X zZNg3RuuRIV{`>xAr_k{StGay^ChWIAg<3cyx|li%e;kjO0|)Zd(o;Y%C14i@0!Mcs z#XW%qBjHDx+AY960!O_qO*BU$9Y}BnU|>t29f;?g5__VUL9yARo|88kZcrComjVYC zcA8VZ(t@Y6L!)#{7nhs|F*I3QTU)(Ctdrv%tFaZ6={@~5XQ~FuISXxtE-{x>2UpDI zq=Tk^#!xdg3uO(VXSZ#boGA`g)%&=icmt%#jVfB-^>(~F#a-_@bCzq`%eDPv$`P_v z85k7_z0=Q4&WJjxvfAuB^4NDlO2IeUPgud8BOvsg`72#OL*cn*W+$|V`&73z4BVNY zdz`W4r=pZ(KwwAecRz0$8nQ?a{-m||Woog7G7^8TOjU^`_MBWOAlwp;fps)=2c7WE z_Tl!K<{S=*U(mVR=9B)yCvMA9|Gcb8Yj$ac3r*um(>;e*C}VP1u4O=mMNP8rF59_T?>DR zC%I5>Ppyob2~GVxUFvT}VA02f)?v5%1E-PO-4xGD;yG^i^;89@0k1Ow4>58-rN(CL8nMI4SPA92vT(10*d7{EsV=Y;^SJUGqs9;cup=PROYcu)>lng0bEps~1| ziXd5qiqj}g^2_wUgC?}$eX)J{^wX{}OceB@1?9r7*P!jA|K>!?ND)>3TR8Zg>g zHrc-v@^Icev?;wNwMjqq@Ogm@JGh{G;S!(uZ+I8DSRX6eNeX>@YUD57P_wFeW#2(z z5v`VrdWxrzRIhxi`x*4~#@&8o zsL z>0wGzx~yJy9fFg~8U7vL=PB1r*^h%eQMGwtZZbR8nV@gplLj0vi(d_g^Dmn-sWfTS zs+<@fs4IvbQ6aN_5-PY|)E2v7-N1sWv44F=KE2}-bg3UR=pz;ifi)8KoSMOB0w*_< z=|qbN?8eiNl?z=W0=Z(oD>Gq@A8u%d3;>X%HH88tRdal_hSe?1DdlskkNA-0{ zM>X4oaQ>aFaJ3-5b^A@XQj6I!rF>p2w$0fnE3ggAsbTfv@8<)~hu|J2XuNAW&&Q*i z;i_5NN|--AN&0~&J?q^)I4=ol`8WsCuLqwF)^cixn=qOhX?uv5kD)9}S`(v3Ov2~a zLK))@isu_vh;EpqeC0w1JJpUqF&z9$!%^mK)SCDRrWC+9cc?i(Rg~?Yce+S)Tq?b^ zaVnT=HX0Z@s!1iM;#6E4IAqpCV6?<@TCs2NSLzb2e`uHzmkh0r=Dg(^~EQgjR zJ@G#cPXmvY1i^9uc%=V0&p*%+nq44FPe=L*96>O)ssM4Py+9nFS)0ycf5(I1#Z$A&RX>iJtit$!kM5Lu$EdirdublfDY5z7 z7{7c2rzl{4w%+&W__U&Q&43e!Z}^$O$bQfc!&k*`=^xTedN@Pi`Cvo|SUU8zmRUpA z4%oPfaI8;7npNMo`JR2VmzZOCkxhcK$zlo#{7o^CWV|n&eD&3R|Z*%dY|{ zfAn!WlV3F**?q2ye07>IPwCfk?TD}9XbpUFxge7C=9cTq%+yf+cvTCrplEk)C;hb3 z`X0aGBjfrz^g8Kj_iWS^#Q!MNiRqojB?anAhp;n7d%fOZ5>@!*ID318q5@ZH&D<)d zUNGl&8SUjvZ_DV2cbUV09jHIc;uFB^F3ZI_XJWf8EMzyP*t4Rjo8GrfXY^J3a=Xn2 zO*6=TbX1-yS4Jr+FT2*SMIBM*ZefP3t9MFim{19e8j7D9$Ql1*(%w(;UMD$0P-%-` zef4myf(Q#hHde3nVq>B~Lb+?T|NIIke37u+7shEb`ySG3X2weW?ss9(`Qm}Ptcep7 zHntK!G=SJg_wZ2fZ{k>nw107-{o`XZ=V-DFO=TuX-1E9ao|I~W{%>xuC-X%^f_^7G zZcnO;|J8jR1M#kHG}py`&`d!o_I?zjq+j;4Oy37vOJHy6KfD~sf1@JlCmnrR|Fk%- zBxelu2haD9&>M^h9b)59g!60%2tp^BK?!jxB}fyle{P`y&a|UU(I`Q3IKAP|Hm2T` z)AZ&r-gLes&>|N&Cto0rcw{g9XGHeW|DR^UQ!k>x336vA>b@eFjJVwe=$1B-2U~9o z(9jzs@&{rg&=68yW+QH2@>n@RP4&M?>{R&G4W0*vU#wXJ7$Yd#b$$zsO26+pP&-`9 z8G^ayvoSz>JmP_I7!SK9+0^$!jW+zVZ)1^W!rT|=9pGu*$Vn`oTL#w%Ius^>r&zND zaM4Viz=QZa2`&?l!|KS#M0Jg_o48Pg{-cb z-;F9aOqNOa&95_CeAHi0zx04;6o}j9bUQ9NxsA=z<&|;!zBvVdc3o1Y z4AAuwAuO4(I4HdTfQSF-rWd62Bh1^`@|wfyDE-5mhsrZ)g=^h8h}N;KJ0z@eMH2Kf zaJ8`{;M>9(VvXc|svtJSTLwUjtm8c>JWk8G2e1C|tLGE{Ezpe7c*qkh%pf?%D+3qz zhQnV-D)9>$3q+P}Ny$I<2-YGww)wN0`1o7()e7UjE20I2R1NAouFZ;+8 z3G0(`I#U>9X`&CsZ(l>a%VKiy=z|KC#L39Sfug|Kmu5fTF#F$RsOJ~Kht|imyC=SG zC*~KoUeb;`qT`Jd@qWhgXAR#TAHqFoSP5>{ zhIO1hOFxOZb9a}b^A~|rQ!CysGxfevPad!ck>6#epv8RjtJ(bi-WyPiFVbfJmR|xV zqIck+yhf(D=q^W5FYm25@dg8(wz-PsSKMv7*GDdqnRFd?*w1aD&%)^;CZ%N^w^$u@LJ_DLN*(!ulH6-dU=)tzB=6W}tO?{5@e-SV- zNll6An?5zryPu`V2`8v^B!Xl^mKXfm8z7%v@J6_1pSaK&b?E_TpYM=n<(zN8=v%AO z2ZR)czGecy?T1a^aDd0}J(fYvy@W&CH;bRcZ3#3og7XzvlOklT%543Vim!o4CB0JLq`pkq1%;)QF zrwI%{k<}bdJ@%OAh}A*+n1GIZ0OOnHasI)?{I3=O;p|@67=x|`)VQE$WzPl!RkwJ% ztopmw^r-7-Ox4_ng?m(*LAkQFt%Mln;{|%@JL>t~EX7WMWj&dR0>I zZwDj>|G10FGf-y!^qL|90)cOIRp6qcAMlOxaTF-Plm5UDai?)mS5mNumo8T-W==`O z7Ei8**`#g5wU8D`_dfnuJdH=cyPHGjL@lG~D=7zr2ksBPo{;GV#n}6mdWR2elQ%3X zoVz(RqB8ncc+@|-j5+f2dM({<1?TdO?i)VhLazSKtu0t-3=H`3@033!m|jD@^ZohmEh#@-k#R)~O+Hv7Mml(}wih{{@;$`)#ruU{zj;NgL75m6W`U6iY2pUt;z3VS6Vp-bhNdHBU@OW<{)*p zDV8vPP>>y~jT3oL5%ZvORJn9)K$pLr?-VC6ETUw&bw0pVm1F&YA~~w>&Ahv$VD7|TPRdJX;{4}|Z!l*iuxcYg z9JgL`xMu^1C){mg4Tbr* zO*lQG{s;Z~%#UydnmCT7p+Sx6lBQGRt2pU5tCu(v`zTk0Bz=^QtNAkkpS~N63I?|a zf`oJhkYYB3kWdi?bJi~+L=F-W>;@*p^e&1ok)K0~1bP53^2uI;@PVMplLvV0{~w_AUPr+pyN~!8#MeO~k>P8K8!8iCD7+c5 ze8+eV`0-#W&ji5vd7?!JO`C1kktT8h#ewHQc=ZnAd2>wA@W(m8{2<1N?t)7Oa2$E$ z4{#Fb+3?gRs4hK;m2obY@V#MR_N|0#nWR{5x;w}=5`BB6G#j`QzXT@JQjNz8Oe zt5R&TOkS#;J+NWjb1mn}#tts6s^K3au8cH=R#Q!GKOE`j5ZT=Kg%c+}HFUFJc`odZ zf$Op-Wl|u4&X;V{1fYK82P`kR)f@}A-2etrpo;)}FYyHe-w-KWL?xPVQQ*t4STMh4 zq+~8pb@cwR`oBvUekLlBZVkJ%0J?$woOEV_KHq}+gJfA6 zSjx7CISD~`VJd=jP;mN~uryb6@@H=s+uulgjI6@)my(*~mnzHEqAYG8gi0i4a2EDe zH5IH(B+V|mF4t)nEc+7z%qZ(NvHVr)Hvlqpp(Q?6?i3B1TlrhHZNa(&CsrUoWWS&F`# z8LXU0+CS_s{4e=+fGEt7@GL23n|r&FwV(=I^cJ1&Sk%N{_{V;Y^=WbUnmBjoDc`GW zDhBho0?ZImFd6egQ;Xm#FLPI2{X6`zUKhNT#E*&;;=;uxBKX}4v(Yg4(>r?jlM2Qb zCv=xEF3V*F!bzDe)8$nx--^#SsN}NRx52nBRvV4&Pp7Ku(JWUpr z>h3OWYWfP%XSyW~YHqUj+k% zw@B;}(B;jh2OWmDcBxB;I23scDC>h4qtpWY4`dIi_A@l~7}XTPGyn4`b?MCkhkLV- zk3?<`RA`a}FF{ZGFRWclB{!Twl}AbRuCB8p?&Rf4*h66$Fsb0qhw^e;l&R;zU=**V z`F=;{0U>M@tRft3>QpNV^*+Wh*%16EOnC=mR>C_eswo;+!=s>r(M}59Ilou~zjH7M z1C9a6&ogL#YI=YFkE&VLKMiG<`pD}Ug!2PR;ty~p3vnGo;*~$f2e#?bUygA;Y3s3s zg+`-3UJaTuUMTWiNpmjszaw6&riFzXgwl&QQMdPa9ag&R%B0Hb-$pA}7ZN%mYXT^g zUziZJyd$k<3UjsCP~ksIhN@QP4Hr$GP_YK%FA~hGY}FSedq<3ahrLxN9SmX*eczUgDg^ z1y7+@#i_Oc3CIR1-rD#dc$wMohO+oPd6iKt?Bb(LsyVi^C&ju{Lqy8wxpFb(M{$Il z3+p7Jtv(4zDG1Q+K@tL$y#L*NeoI5kN1W*b5!X8}!{K`kDh(^6vbl=$GYVd>Yq$UE zDMTP%MzPw91pRPu2)}00-f7U{4)&z6I0xuQ97q&@V??QRax^s4z@RdEGPkfc+$bxw zz1Uml-a@OGxD_Tjd4qT*(Xl%Ro@Ye2{uSI5Zj67DuNS%MrYC6q5<^r2ToyM z3=TD^h_dK~K6FhQ&kF(7GV%uq)*77(*4hrG?BdSk z0w6^`p63TpbsTuHgC?m6J@6_%5hg>C)lYepq^ndl2_!*LE5k_a?C1gVIlxP z6p3c6gC{ug`#Xf2lpux({yW~=;@eILnti7puV zG0sBY(jshh*`#~DEhFm59Oa7CeSY@{Oyg8qXH=fuba&OFe&~;kFzJlftg?^#f4XrJ zqFYZIs+)R(`>jz$|d$ zZ()C4q3Cng)u4%zg|DhG+{~!IWmiE_>0f(~?KpO>RtOVjUnfMu*cm9Cm&T+7jVCsjU^Xc$6949T_?O&CGaIdNagp-O`&l~vhYb;?Luu9 ze`)ok%-o}@#;JS8tSkFGuq;-7A_4`d$HMXSZd%KH93PHf?Col zssDTnfYQ}7g!%Qjv*A}oa5a;ndYIke{9*!P z4n9g2Gis7#7W*TMU+;1Jbb7`Z@HQ(I6rP_Ot1Tq46(D_Pz8I; z5F?8G+@n;c0@ILq4mkwsUYlc!>w&%>Wj{ezA zq7CFPII)CzQJkLPuAse)^<~K>OCYm5VVR>UsIwi|Q^eG~Tcaiy^VdKfDQEf4*q?CI zK})qwFEnm?=zWB=+87IuAVL@9M_qN}W+UOoM|t*(9WW;et+`2;go8>Wkcz(S5IzOf z3Pih&!4dK}+OcAIyX~BMY|yti%N*`%6=nWO5`~@I!XELQRt%fiQ}HFQO3rjdjSwJr zAE-N3!=Sq-Q;flTxGv;ZwT$#HctYbGpABP{9;!1>fc#L|)Al>8U5x7DONkhYKp`6<0iwySpTAN$KxQW|Z zy=}mH?+gr?94D74n@DeBm5L|o@QMFXU4bz&%WS$F_q^+7vU`W$BwaVcU_P8Zxog}wETTX39Zbd= z(wAB%sqhDmL#P>=Gnubg-s8MbZNy4_5Iz=xy_Qt7)Yt60{6TeidbXV4$ay$F6W7Ic zDxG(Dys2X46m_hC8wODyt}K!vh8=o#I`(kgg)R02&iXg8*c1sljmJfI6l@MPNWh$j z*kpP`87sNmwLP!$hc3G(hQkq1&^zZ6qtPm=Qz&tPVo4dO<-=^>xP7CMqF!mPIX`j3 z^Qo9X?iSz05^kjY0>P`?G5|V|avhzB`rQ!zDc{nUN(m4ES!)}PqBjF{`#%NH54w)W zs{REldVoZYO>W{hZuj#uVYO8L2n)aADwQrGr?F*=swyy*M6jzBqBh-U=|_|1UWReG z!}Vvl>e7F>KR2#_y$iT&EIlp)S73}2@2anU(j=I{Jy`Kmmy0c33RSS;SVpbkEE&cv z2^6%a)gBt&O@&dOWni7{D!`dpxg)5B{K(^3YeZH2FUSJXZu+kR9FQMiKY&z#*?3sb z9nlwH)uCM2?kR*6V*=2DGEo=nxFN!#7CL;jYWSPdn<4N(!H+ZiL4gK%AV6I_t^+X# zytoQI0h}UuN=P6;X&{K{-MH*5NDq3#fj>hD3)+4Q_zXN8j0gq}CD@@T8`u{>Ge^L) z9zTW(G~fXkVR8bX)mS_ag+7CGira@xvG2XIf;U;+Znp3uEPmw9JnQvP>rs`#SFZD3 zg!wq#aD>>_OG$;(?`CIN8h3vTpRbHp<-V_Kdef!jcWsi8BHOh||E;|ulP|L2L)zCmj5`HKx(A)}-yZg+gfgAsQZ!FtFTqrQ4*pMn$) zRi5wb-qwOXV-?j7jGk6u5Zw21$51r-@9M)O@=g|FKOzw9R#t!|sT#2`DTVNP6=q zY@WO9K6zTVxXhoTS`ad1#1dDH9+7C(n&|rxQ1M-}DotMX?752~)&S2E>5iqlI_4JG z;)~3#kbNfK4sx6vRb%EW>HQ0-s+`{IcW6G8i~9y0TvjlXOBK2?HRX>*%cWUQe8*0O zPKY?Zu8t%%{^n-)?0%9;TFaTUHR<<*@WRG#x&;n@?l?gbHnbMXqYafg36A zGN^s3sEKKO2nuw|ujK?cGD&)vG+QVoc(Si7MeWm**CNQ&K#_TM1@xI z_4I}ZB8#mBi*lv&BOEH{w%t7h!;v&jpzQdGJDV;2j3LlKSQ8+FQmcE=;1*wQ#MDSh z=ugd{nN;@MNld=+q0L23UeKM3eX+jyjGWGE%Hpd0+&}%_x&|D~1lxOs-TC2uuVvTH z02c|R@j0ciSQoyKynypT#s0kL4yE~^Yn!KtyyP8dK~XjYHVAI=f*Poj_cw-DuCXSd zeKXK%eHsESh-R?7kO-YBqI7PccR>9UC=CcsD;sna`7vI0k*D>=YkGxPNL2sCdm6mg zf6*FXM4oFo-A;ty&DxC+-lXASaNEY((8fmz(!soV&h#|zbD_MT$s>eBO_dPpM5zrd zywN*E%i`fwRKZbtL7T-h$XD|uzUUZylC0x1KvdYmjHqN3P9pN+k$rB^Ubrs6A_9(u zsGdhdQgx73Lk|FzXt=BF@Ibv}>9^3;&n2rngC_)oKR*cFp}X?Cnecp{wAWPh2wyZ) zfn)-1pfgJORO!#D(724B>0yoW50Vj|YV%M_Nl#IdbXs%cxQ;WXp)Q%GuCniSe8FN~ zzkqa=QhT3p%Vvxo-y*k+Ht&13la@KvKQ%WQ(w<5TIIj`VWG(QUsG^MJI;E_ln{l<_ zIY+hdUw$wC{Y34bX5XYg`{s{W;`6%2@=xcyI-4)oYI8I5{(;TCmf>ote4ck(SFW}9 zEQM6Iy)^QjZEq(Uc-?J1XsSALfO)qmmknD$D(vCXp*xI?KT`J!#`|F7QKG3Xu^A!_ zFgI|aZ0R_5g+vk;U$vM%HTLIMn)m1l!%Yn4uZ7-Hzhw>ntI@*Dgqef*SJ2E0QygD` zI2+{rV*4pN1P<()X+aOZUuC5r~Wl(O6#Vptn+A<=;QVh9sr1+Rxrb_)m# z+fdBUkpJr4!YKP#Eph&Dx#T~sAT;WfGp_qcPAz{wV4=B4oZfN-WYga!0(HZq7q@uOGozLpBH?65_V|~>(?19nGxXrYl`}#l+Hq8(?J4B>anPX|(`mnaT zk`Q(0(sd$Z5$t$aiw1QzaUpoD7X*trr7AF2$1}GZjXr|*$ca2C;y@#2c>Sl!P$LSp z^hlcOKpy!71xPq>cptXs(+TycH?kt}YS&3m&ro&D4bxhmU2< z8`{TvhzcoPXBe(;3qziG&&UT&fOUv$^a`M1mZEpTU|5VHe*|$)cL6ZMgo@M!1Ylel`3i%pF5i4otEIo2czb$ zH8SSTPhOu>9T_xQCK3WQuSnRLvKsp5LY#wUWpS-7xWc+becRF=O5J{y0jbK-v;Bhe z6F#SlB8ZGVAWVH%c&{Qno+6x3}(0<%sb>VgZeIhENm| zxmaG+*b(|Eo7w=QxN&`AI99j0#hD9yvSP6GWqToAz>sy{LH2y6UL;kb!LFvJs=Wc` zDVDyn>iNU72X7ao)zSMyuJXr6?zY})EAWB$MH3Wp>w7Q3T`Q*Ui6 znf`*OXu8RMTZsC^J>k!~!_}0mSl8|f_RqYbd^Vjv&sm?sRI2z3i6#;;(44`j zSz)+C=w3J7ufyz$;55IZa2tZS(yK|%*T3lN__aQZwdt-_DBOmZiY6&+wKg;v;HXIj z&6QW)>RS11CN1wvYg2>8YvORz6WH>3u)G2I8;}%~@N<`df1r#C77qa`eDh{1hkg0) zE#p83GI+9HcN~V_A-e#RwMhABM9kCQdH;l&F+HdJb|OWxt(!yh58;R*uonv=-F<#X zT)^2c!O4S=B1wa6yCm$Z2fZzb;+&RN3fgh_lj@|)=)T0K; zWTeNIo^a9#kRSEzM-Rbil)-=;IK?%a@@frjfL-H#Y2!2A$^F@2&*FR?>2rcN6 zg#&7i$|V+5yJw7Qa@kxKdw*5Up0{>c;Ub}lP4Ejaki0>UFg|K0{2OfCjmvTkuQ6te+J!{+U!O7?oo-4B=sZzx@{F2X(-s|f*?%~? zL3(neGB8BCcSVk1B63PKMkFlVb(xh!Ig=zq)0A>)JJY|?#mO(A`EB^q&hOidG_)$L zo}2upZ>WxuRkDsK8c;~NOb&?9nhTGc8&WuryOF5*hTc^*)Zst*-8Y72{FvW`?xixk zD!nQ`%Iuxj#kZP%;~b9lkJVzU?y^wEVq=ouQki=`jy+QL*e}tfw&Q;7Gf_-HOV;soXJD$-vmBWG%~RS+6NplwsT+SS zLAEIt9QRa@4>_v2sCdNW|3htMPJm>@gNFe(2*q^pcL%siGpNKgO% zC(b*m6MDMjNPl`0&k@`&1~e9l1YcK{uN>W3F;~u&tN5ZqFp>5l>?sAQgqy1jx0W<{ z^?vmKY5|bOAR*_e1p0x#p$LH|<>2I?=}i{~e}fhR!S&x{K~T8t!PCf&JOZsoN&qlV z>nu-U;Iw&8JqtNsm=Xju=UVF=$Rgr{^C9I4S=mE%{|{Sl0uSZ-{*T)-WUDkx5p9P; zmV}Y5lT)3_(xQ;bUOEwj3R#APLR2b>XgM7myG|j?%n)M3IzTVe$U-!<1K_KnmhLOV&x@(BSji7iJoy{4%QpaPo zN!?3`P9bq07t}lciV59j5R3R*3C|**rr#L@bg#f_q=P8?1r!1~F^n$E<-={U@&JQS zb1Vak9?R^Z5jJGJ5$chtnmYv?ApJj}I)Z)%H-W?oaCz{>M0O3#50nu1V1^3WI51T3 zk}K*43~m_C50``*jjT7c8)_#_gWzUzT4m$+F}Uv)xv-u{FeBd2IO~`*I{M8Z z;nIfY6E1MzRfjiT++@!D<>}Xxi&yKWJC|2gE}SM36=bg-nakIi@|z9=K4AjOAfYb} z_PN1>MvtuuJtFC~k3JZDmo;DXWeKt;hk$^qUVitRmpl1lkZ1F2TctkemHzibFp>U$ zL+?S(i(wKnvp6{)P9E!yHW5##$$|;$3!4j>9))Q#7<^yquGA1zO}Eb4+L0nRW{2K) zTmDmh^jVG|m1V?UzS_o8dsb#jAgkhC_Mg-A@b8$KS0&Y5#!&_*S1P!tN)j4m^yPug z0VP0=s}44DSOPLSUVxk!%te4Zg6BvaT(JPdXi`2lhmp?(uZ9Ztashg%1|3Z_UzqC1 z=c3@(@i9UYa*`dtBQics5;|URY`);^MjD|~5Ksy85m10UBzyzH0@3$B5P=B^dI4yG zZks0cmkifJ&kDH6n=Ep}y0V*DJCq)z!#a;PVD8tDRl$G@zlSe`WoX+89`-h@4>N#v z#W{#M9Isj{q%jzy#s-SOj?oP>t&+>op#f$%=CcvuL6)-&w2K#re+vnUkTtj-23SD( zC(r>HF}PzBQzIsryOVG<+>zLUsLnq>a^HKI&(kRlohxou^?ku@ac}(oDGwxHEDuPg z--|7p{!Sb=^q;rxpEZGym7wn*fTtXZfQ=~+ZKh;@P(oQ2y@`Z zx(xxoG^J}B)%XM+m8TxqJNKjfUeAvP`a~mBgP*{999$)PRcjA=e-cv2Upo-G?>~jk zn8U9mP2d5=ZRj*+cC-YU%ZFY2{Qg_O@;27=+~kcJ9?d+yEobn>&nB0&YJPpX9-p_NjEf9EhMNjGZEkWSG4^fr3OumW`@nWP~+qSa0=vLDLFghk1^8H zE|q&bg2`WBC%a6>2g-}RNjJT=9Aau7weC&lJ{LB@{JOnB1J-d)4*aIZIcDc)%6LH< zY<<#C%LJM*z_NHsUM4C;4o8|VwoNvETkAFp&7=o1`=v8`JxC(*?oy4f_P}0VYc2#` zjNTu!FQV(zm)+(;Ryj}}KQcJyAulEEL;H10(j}OvyG@NM4IqF%X&m}+E%dI2-FfuA z4*wsXJ@*`FT$?7I@|Na><8k8ymeeX&5Wl{IVn#I2Fc*qB180r0n|r{!T!jg(w6KxPRWR zlDxJ_lJIWlBb^`6!gu7PRE`5y0iY;gg=vg@0g8zc{dI-dRT-vz5D1Ovs+bc)zQPj( zF7TcZkOPb{?~dFfYCM*H5~2YJZ4qYwBeQkL!6Uy7^bp86#*D!@pf?H$F*rhJ6k@|F zH`pi%#lZeIde296?Smm8CkYFAuyz0FjA)iG!NG`}L#T`b=UG4+koaj&Snl==y#t8? z7;AS!qydHfz&WS)!<;W!kMVu5Hy|3In-}tPjG_Zi3A2PS-VOks{`>x+zajb8bL*rS ze(QQ^1p0i~s{nTTe0+!;u_`+v*=^oOaKnCul~C2N&HrNg+T_m1$#NguTW%%Fz40PT zn48LnE-(MU|C=%!0$U5q`@fZt@}J)y8yR>+BUe&rfRO3XgF&GFUdUYN$L#vP$9($# z<9MZQ=6=W{IiiJUw(u;#P=O^vb!HLI=qJi#y$=`vGVK=|nRf5DJkqy2ZKUD9RQPKu z>R?UcLiau>`k0^Z6i9^B{wr1y@oCK6b+jUCS};1;m{jxcH_AHV@Kis4S9aaofzKv_ zwM5wIv)EEBXMU&U+(|*=QC#O8ocWuow2GRslKMV3g`x8q_EYZzmT^!>OUW=Zu`l&# z+id3tae#D+bul@H!D(k*o^%QQW+qV0qRP~4Xo_BtHD3^+@`tRNZPO_UGnTfEBOSr- zM9V$)!iHQNZ)+Ww{U+@APLd@fQ^0f^eq&N2E*}v4hWuSheSt=$B~W6M%;Ws-wq&>% zL$UwuHowtx2V>)HI;V)~#J5Wd(@i0f%Br7b#11J;J<6e|r!KcH{Zc(*)Xyy`T69NWhxjDF;DOJ-cu=iMqpzwb1rUD!QxW3`Rsu^(g6R#nR9 zgD!H#jEDnZZ$V>vIk=Fw=iIGbVa*06Q%t%=%|LG*&h?5q*^u0Pvp-ZKD`}QSXb#RKUtX0RcKwj$_m2@@-1s{}F2CDlYhHIK^Tr#lLIs3M$z_}H0!?0AGk z>n8YQt(ARnx+CJ0~s0GANdbV zr*ZT9NBWnCC^vJiMVpzFn(iGv_NS8r0UA&Lw%rd$+N6@5l|ZVSwW}Km7np^9qeu>! ztE#ShT3+(gxmzc9gV?VklnUSyNb?eE3@F0KXn>G9K=8QR&p%UH;z^0jz^F-+h_ z{94*3`&_fL7WAiQ56@`8Eh42HS>B7}=k%>FQPP^9H2B@}?K4lz7PtK!;Hr-QBLwneP;*2Tn@MB!9P*S|?9c(BBVRR4hP zYZ>ZGB0S1GqiU9`m1eD`5;8p+u%b=oxp=T7dNr%2Gp!oLt!AxRSGe0>cuCUFleao+ z7%;Y^b4;`6wx-ujU#eOBHhF!fB&NY-=bddt=!Zp_jWwS)6x^#eP6ZJ!wq@!@nW^`q z`U|jw+LN#DZwCg#Zk0rELIP)01X6zf;<4Ha(_>as)L?G2UU1;jj@VnavXWaE7w&(F z-=(59WPGh%eQ=httk+OgO_NilJhoq9P}+yom!$ponpDmd^wZ;(_?s`UmDd%)kwaM$XY#Ma?wc?DMqo=ea%# z&cAAtF|O29M6w(35CIML&}_d3v>MH5?8^td6ny+7d&DBaPXWZRhJC zw~mCo1_~6>KY)Ei#(^=Lrz6^mkq0C&qi!NUf*brlrV6vu3{XP>y#OF6)B%Dl09I(Z z9g3!bNg~Y}ToXj*7-6cMvF|UnAi#5k`b*?}-3-4E2CoH#h*fMr59lRF1qj zgaUBih`J)>$qYTFniEI?Bfr3G-9xY$|HUQe@^>Ze(-8+NnggA}{YtkZjm?Is*6<*g ztw^PZQw8ee-Upgh&BGCj=PzvE zf8Tk6EGX1A!jq2m1^HpkgW<=?iulgmuz6mOqo_C@#w(_j)Ot%2Z~dneJZ(Qs)nM9M zP9;mUGxYAa#_pj0Ucq_}b#QEeyRKC94Gqt!dB-Ky#?G+*u$M#X}h!#5pR+{*lxc+Q4MF_ z6t5k^YN+7%Q5AR*_$)I8d2)j@?1adLt_^^AbXp-*282MK1X5*C4T2mKTTv7cfE{cr!o`%`W&4iBhNxCFj3G@dzzY{Em63|I%P!G0-1i zypT+a$Orf!=pwkG@ErXQ7{r_^gv?0bJ~nW*8umACyayY?K&yRZl88q68H!EJrx8$~ ztPCqe;kcR%Od3G%$4-ZxQTUV4IH9}vPv9EQt6^em2T!2T9*Q>wITl39n`Lt;LxK5Z zRYgEZ+dn@XH9r5UW{6GDC!}Q%*F4l2`ZXiw@AcBB^sVR5@l{SpZ$FiG!+Zb3{Kq=_ zp$co}esF((u}!Jzs*Z2^TbF<9I5nN~;d+d{Z%K#y%DvlcEOVGA@{k9mQWz;zgT5Q;8DS64d2mQJ) zKRV_}BN7&j^X}_7C?P8cW!KN-{4_|{?rTQPq{FhM8AVp>$)3ydWj)z zZIuHZC7xF}zHGJ!89NI6yF{ST!J1VfR*KIR<2uEC zh)RAFoH7NzY|iqB&cLxp+N4L*Un-G~PKocWlWcN!a$`?hP@8g=2dRTypS;FjpHI%1 z&Xr6UpL%EBpopuO!UtT#g_neGQ)S6#i_h)LD?LgciBg+qFNKbW^f$H-88neznGko6 z1Rr$26Vain-SsU{P?Mcb`Pe_gDyZ8q=P#;3TG*q$Qbp-})VXZjJtGxs^j_`-_`ofA zuh*TA>Dy*B=BSI`YL-<5l37)9Qe7ZPf+`5D>ZpPKmQAF9Xu3_8Z59+Hh-GTL&nW8g zGlt^iU#Mfxo(=Sfin(RW9}pQ+>aRk^ymWc-5cos2uHjS^*@W z&&4KY<(a1?#%w=iJW)2PnmSIs?-;dY6|FKU)+xSJ^8u#T8~BSR7fhX`#9WY+UY;m} zbkA*@3-u2e18F&Ialtr)7~D_cbbazJkq(YUE)$9~w2-QdT-DY zrZSih=Ah_(gb85>YiG&CQ$f8_5US%4c1G6F1}f|In_8d~~p#&4|lB>#HM z8ToPU{yYGv6A&Y)jDa>84)8dz;lnTwG#=K%%Rre8Hl@o^JP*piDLCJ2t*fU{_>3N6 zwHAW29YikqFiLb&U^*k734aN1FM@rQ5pBx)>6~>V^dj2%Z=$wm`-UXcrnh#!C?R zgeRbR!!{>(J%nmWzghyH@-j9$6*r)g`Cb9`J-7LoU_j z(o?AG{b87Yx@NQ_O4)5{6J=9J|IauM9ckr(HX8Oud1!1pFcviKY6m6AUMQhQhdsQJ zJrMRmL0-N_(&{G&-3<}nEd)0+M}3^ywF}S8_{hR1lYa* z=pQ?r(oO_IF`|}6%s2j$sA;>|W}R_SXatM)r2o5J=vQBlE1L?7V*^FhXhd;20)5~G zd4XzZwNM=~Zem5_j~pVX20g;#DryrQBfgojJ4|Swi}X80wcYop27aAz8-=~u3|VhN z?lQR-x@Y34(-!33ZrZ=9g?dx-hbXt~m;VwpUJ6%cj@>bEU)|y(r#7k6_x%$K+TG** zBk<$>vRR@$;)$pFInmm@Kmo3w5!WAXQcj(+j=bz@nLC9%vl)ye^u z+W4$QxJ|rhnyOB+moh#hIjFJ8GM$5AJlj`0||g0Z7|z}&@T4p z6i|l_v74%CGc-%RKN5FgE)ZPC;r|vYpxNmH@6S+G8UJU`hMSU^a)o*gu{i_X{7&_u zTd9=$E~m-oi_31cuJy8Ues{y$+Qz%MgB(MT_34-?>R(#Piu~A3r-wOxi;dN^&A!N8 zA83;eJ=k0T(Br=YY=jUZKL!M%*L1Y5=0}tv7dMW042Gjq{{aGl0)6=bm3Bb52DHP3 zfPh~-;3)s#QkO~2ZV_YkA2>6Hua|~a|EFhzW;L=*0h}~y3a_4X+ zz~%y&52w6wIGMRJz)tyI=6Rj-uto(I^q2h@0mZQ3aEqbkn(%$#fG@yNXz~L<8xg-2 zp7?a*LvVv5XONq6$ku}x0(v{HesC6(84AGKfEIy4UI`(;?miX_oIs~7h9IaK3<2>r z@}p1{Gx8M~GA5kH4(`Yi{Y4g0_$~N!hqR*AXOBNymlh|hGzEc=m2deDXF|^F_;!3H zcMWx=lP{ebG0&@d)MDC|Z0h{CBtFAI|K;_a(!N7eWsKVKsjiSHJrhcs8Jjg*`j1x% zULR74Qg>QT%Kh&#!Ke_k0I*~Bz7rlCL|bJoX~z0`bZg2x#%G=vtFkKnQ%(KvMw(R{ zfh(bM_PcnZ>ERb(z#HLc-Jzd@z%B%z*CEMi$*zNltdR8r5=23MWIt%18QY?!e7a&f zF<>RC@|#iVTeT)yb{|Ng*KwNF+Gb7cg$JPCUG*xr%7T3SF z6`mP_{TLmzF5Fr2BTc!R1TJL?_Rg%VCgMHSN3u$>Er(Tj#BrU}Z+$I}6ox{>?T{EwOk_4pQqFU5 zB%qxk06C#q3ZFKjjvMiBfhq2m&Sc)uP9La`U0$Rva^U9s2aJtXlS^ATgrrlki5WH$ zlD@pk9p=Oi?(6;)yNS@H3VP2>DP`ZS)--Sup@~F|?q4xiBy{8OFSt-)tt2unLYM#{ z09S=6@=4%jzXG=5Ss^zFJ{-9~tnn$->%&072ABfR{RQ)S;AmloKB#|zd>mjHaE$l` zb~b>oIacGE2d>fF4Im2Zq=X(6j)bXr7=93ljuW=7Z&`a67CJaYd*5t6i9`f03Csjg z|Fd|lKYh;J{$DMC9xPia!mfgG1o+MqLVLIv$Q;5;WEa4Tzi44#wmS)~9fnl|rW8(u zC_8Mm3@ZO+5H1jDQUZPsufgp_sR4dT*rt3JtvUvg@1*$#yi$zBH7cy|Ls!$q;@kHNM6Y<&NGMbFajC9$xnoonAEzF*A)cs zQ-kOJvdH4BTRQvfd0>3Qr!cia4K*`?7HsW95$X6Wnw`793q%7_bQ^CffjTX!2Fp!q zzV!+;Sc_)}9QWY6ZR$&>Ecr5md%Zlha{>NjKd1NJv7|wrnWmCKJmqTu{fe9PkgBRH z`xef!VUjYxt!AMpAYnyi-@tSvi{~;qI;dWkp2_f%^(1JY{?+FB{zm2&72Iv{i5wGd zc}0W*$8}{_>09YD4FkDVODk3_baC~;_ywu*CgbrFk5n!cW)z64je{6)iIQ4d5+PIA zVQo)~vl>XN%iusF06N$cEsEM>=`#Li#p7sU$I zhwY;#tjc&?MrASMZVTZ~Y@8fSg_e^x0Phs++q?9{)dwB)hnit)O_=ZCV|E_OGKWuK z*Mr;Ps#hN-IEIkBL-_ivP-U_jlT(GJ6q=_19w4Mb!V9EV2_YT1E%+p*i%Bs@Q>Sr) z3C;Px1D01;Y~(QAOSdZFRe%CF-EUO=^M>hMSiOZBnF|Y|j9phk>J&Q8Dil}{mV}-( zN0BjXiup{W)#rm%L8KjQej+%q|ClHusRZGiBOXT78}Na!A%im2$gLoYqzrpnd_?%S zL(m5oFAOqZurkP33xQ86fX-u)1nHHg0LQQg2uQjsTAGaz?80#}18d;%*AH|HMY$Nd$S_V;+N zWq6bQPKd^?hI;r?=LSV(c6KWFGiC7wD`H_Qrk+%Ha3 z%%lFJB`Y+6WJ$!XtZLD@&SPxmi>*K2fao7)%`P= zlaA~vJo5_nmG-jM&?o+8!1>7$#RW=U`%rXt^jt@a=jNp0U@fJlw0NB(4x^+O&$X4( zykf0{zrxGhJ|N$vsC#)+N$5-n-LYmZM9-%S)uZlc%HvQwllp&k{)m@R=VXVhZ0m5V zNmxiZSn*w6fDRRlL%opz}Og~eIyc2Bl znV#7{Wir4%ouX<+%P}tIi3whDY06czO?7%0i*QeUgDiLuBSySdU9xLU2ix zN}+#zS7}{(bw97fG+2;OS$61-QEbce`sgitn3at4Sp)PyvyjN8RNAEy91li{i^|EN zOxjP$1uR|ds2x0|-w}hONp56EOW^iI8&yKZjqK>g``a4VI&S_DZ5+)W{#nsjnLTAc z^`~H3ow(F&L1O$cclv}%&{NOY)wd5!uZQPa;1%nYw#^!p-sYBi;yrUfbOoM@J`sJ?}?firySBSyczb2yA0Duoitg?jz%H0f1ci`LIn8*zA zE{fg}0T71puTjA%RIZfeGhc$ItAel*1VUIjP0}`L|7rLPbP|VhG~nMTaL-!~gUmU6 z8)gjQWX0+Sph}?V8+mdRT~aFdqN;Tv8-->13;NP)s}91`Jh|#89oS|o`(pj#nrv9j zK%H}2XcR2D&HUAs<>q$&{VlqFSEd|DiV_F)N1AQq;|@8M)s4u1=385dxy_v-&+TQJ zZI)#Gv=F>4McUy44WE(Dex@+C}4+JgZV2&{&6VBj`u;UTrXsyjj^+2tuv+{DxWtfA6Z=H(%pA(8*1ym=MU)X1Zi}lhwQeJH?SkzoI|a zOovNDNQ`3UV^tdiZQf{*SA~kHEpM}&%T^zXZ;u?m^5~SW-I475FZP3*QB_gR#0Y-! zwwAID;4AG7ypO)DpU+YS7nHmWFT2wjvEhHB4_-Rfv!^ApnEX()OLaqmcs6r01%?-;io><4+06r0bt9 zu6kF0V@q0RP|j%_i&_nalOEVNTTy;K)i$<0%e-uZdAVf+m<(GM zKhZHpd~~C{`XJwG{s-O90?qLvnz7%RzzlN(Ugck+6*c49Rs6T<+~!*KAz4RvOZk~Q z9$9BEasPt4u&?1nYFM(NTKO@LLWn=ipR|4rwh@-&3_kK> zd9|CWeXf2|T{o045bqcZ3%~(M1^>yTu<9P8a{psWXF(#!z9^shMd5#d zFZxXxxUK>uy9(n|6rGO4U-$`_B35phgyo;W6$8IThyMlex(q%E`9@?Mu(x6>zOeUQ zJq4s#DE&hC2XQWl#>c9z!5h5Lo4_Jq9o|Z@2odAJV82jI39Nk=`h)$5*_4@!YW0h| zNfGx2bDaWd1^#DT)l2QH9A8;k0_>sTr6}rSIgS&x?p=6E`@t2cq?*Umn3J}G_ zacLGBf8Bs48>N=)5x1Fi)6k(1NZ!Q!AFyk`2X<7QCrGE8wt1cHJX$xX68g2bPGK$p zCkaDYkfP3K=L{Bi^AAjf_NheEN0uz)~I@$o0IVUM)cm*kN2+On&= z@rqtJo@X(?CP8_^XL9;QjW=nq(AWLMacy$rdfn-Dx_zO_B`a?x<6_fA#k&-yzPeGA zm93`TDz99LvA7OfU8X=i1)WgnWH6GUZ9FkUtGR1dHxUrr=PTHqtP&$fT3D|h)o&lf zk5LG;NZm~mPlNrk4*!X-94z+5S5BZI<13S2-6=Y69U5X?1 zs~$bNKWdWdW4S2Zk(x9f9OnVdzVop~ca}%{X6TvXRCeK=l$I<(+s+H<2{hb%_X!L& zh3CWwN-o&13qdeA7U|EPlG!s z%0U5Feewaj%c~4iWb@_pnZK9D?1#?b;Fh3I*;~&oicA#JTeL!`cq(eHpD$rjQo>zl zoNP+s1Q9w zSx2S~G$d(`qO>XOFdx?{P{%Az&+p`pN5Hz{ zTDyL0@f>kKuA*e>Bs&b+Nkkd42Ivcc2$?V}E<}f(MkydIy!|0;@W{s0IDvifgLTs& zcNd>-1RdqMC#Weu!huPNKF>jz3-SYL^evcXAO`1rp;Z#*`;S8$4+DZM`N;MMiM}t< z$X)|oK+YBNa>8qaZAeVR^gPg(?ND9{Mh4j>_)~l&+B`|xHgr&o6{2UgWG~pV%nPrK zYkAb}y*}lpX8y4};)^W_hQ-Nvg+B(zVNIZkfTmC{S3#$n62gZQnVYx9CUzcASr0LL zF@zqc;VwaP??hCBDIxD+DXJjYq8{FFHQF>=TR8gol<&Q5;*Wys??}t0z$!Eljmlz< zTmpR^l>PE^5q8&$Gomj!5#Ujnx;OdAc{gsAhrPRsZ3Ex6c)ly!iQjlg7Ju(R%Y(V9 zJ)JXul`Nc==hwR>#P-tI^_rC&!OHQDvwR7kC(u=#KIF=OWgjd2O(pje-@eJL;o=p~e!dWGhQNq11lvAA8%;mu1Lf zN$t?z9JFoctq_^PO)i-a6x#pTt$yj-3)V`&T!N8r#ciF*x4mb2kF4=7EZkGJr!hWe z!`fqn(K%L5@Y#Nz??RTITV=)6JB@II!EFU?#VK(ftA@X`~N9JgwPg_OD- z{Q}pCf2wG|w;Xxo7uUM?*q<<~QZ~sm2kwTcgiybRo34BchSgVc$TnU>Tiu4HBAO*>SxSLlAc+0wXxWkC=n=V3R=!C$ zy^B#r9`|=$nxl&OxQdyDm)41-3!)WZIXU+kFZlQ1!oBW+YqFj&!WvBkzeFr#vgaLX ziy~0G#uN1B41K3tXQ?WC)ONO(wm`x@!;0R<^HI36Qf^h|mweW3L~@p4DN^dz6&Kk!gn*|bNLp+Puwvw(hjpLGy9 z%qKOqWZ*VsFg$cBMDPnSOq=Ll2)k`Gv1L3^ae@k3mxZ=+#Aru8^hSr#9m;o5{S6V1 zx&kb(42&f7H%vo21mHz?0e|Wo0Lm;I7#?VHgF7B1c4D>?L7nB`*L=G%K7x*=hLO|P zl0OOMU|7ZpZ~&x3n6a+h@IVEy8j%nCmOO&$_P{=ypP(DeaTIU2IYWrwf@PDG(3%bt zQ1c8?QqE5ni=@#&9Ewe^qAFWPc z6S)xUgF=X6AWAC^-&8eJ~eoH{6&^VN>TSa$TGuIwWYT-d25(fj?1U+ zuAG^5W2jK(OX|P&x=(Ju4SvL{+yD%uDt?W@ofnunjcYxQT>(B1EfYnR^0g}EMlq2Y z=>tG8$u1o0@!dTh?Vv`lweeV|`HCtd;s|n1#zfFfGK#w8;w!^RYRC@T|(^ zz=P=wr6UQl<(swR?Q^!;5A4zv=? zY&_SLHPD$O11r$9610N%zWriD^6ql!R`n~BE5F!TURBREZM(2FZFM~KR8QHY8yc@U zS9iU;ZY5#hVYs_$f-Y@RprKI5n+#qGP5$$gPEcc9O7KIMu#rrGM77((dE!;cz0m~< z!6Pe^qr9jg<*M5=sza;a{N}xh^tn1#nes6wK0RuaYWUhx+)`>Vw@lC~PF)s|8566n zcEjy>6d!l~;x49@B=I0lPDvUs?mRqv4g4d_q>)G9plpmKO&n2Mp<~W_U=wI9eDHXA ze_%EvR9r;V+KsOZ_^((y3X(F2j4LX zTetthG?SOz>X406!|iCTrs?lMYZ0e77PcFB0@B?PO915*TjM!0vsPug5&8r{c?XtA zLn)pV_)gUrYYfuLc>#xyR6#!&= zII0Qz)(gdy>47vkIBFDnsBFO-lA-c;1NCky! zsKj!>f}{ykajGa+2-Zm#!YjwAUmCam_>&Oldpztaxe^gvldx_xzI?^my5?QM?P_%M z=uhtGp*@-r!4qt7jv-g)-<|OfA2OL{2nJJWU(MVniJJ{RFbU?5=Kp|T2kpTdw5@E5 zO4$|{MW==usnmXk_~c?{mNVu0lR0N22ph>w>k06f7m}++A8(NXBR2GS_#>p^Sa9Vqa*zN#3U6qJ6HzXtQnApqldNPFHB|$YH7o)~i;_WRM4V zq1-2wq@i@n`alg}>I~EBx0&5FD<$=pc(lq@%!JrOp~EJh8x|D!>wJg`MJrt)$lFpvB$n;_AuKbNvh3$m3UGQPpKD>Qc5Kvsd1-<;(7% z=;E7n)!0{AqklbegeF8&*5rSGV6QH=M1I{)_cKK=q`1RybmOW`FsmIj#2uj%Ys=Fz zhV@cz7`>aK=i|DhLg_59tAvm zM<3~xKuST79uhoI7ZN;1Y?C+GK)RHm*`--En;kG%Y!YcQUMsR*K0DfK{?f$K%bd}! z*%#x1kN!O6a6w;%M5rK7%pVQ?=0a6)oxkSvL`)v!3nDLvl6}bPdk*p2fva!dZFbnF zbpo7Vv1GT+@x#XF^AMhQK{iL`0azrMg@a!+{0gCOQ(|txPOVqs4i558fi!6h(Gk4V z`b#Ae_F~mEHY`ORdlyeqR1t$I8!aXNKoe_D26R4y#c~I>8)WO7;p?PMdyvGXMb_{% z`Fbfikv9zMFV-p;HW3I8h4=3th?6IjUnO7hNoV}VS~PNlRN!5zq|e0lC!5I1!-g>D zp;aIxW>9`;HF9_$OM`O*G=d&yh*z0jJ_gf&FZdY~5ZM4boq$Zx2_Yo}!)pMeg0yPP z_rfu7B0vWMl^37~dhKFIK`@R^i+!PYf%^u*VRxX{^s*6J*` z5E14}vD_3~2qn03&3FPYOz~lTE6x4@Jr5f z0>*=kXb~h9@7>;z@I%fsPf}XMKl@&GAu@C)k6f5HUr0ZWPuTGHUY^GcN!1=Zdpd;rP`UQoA@|9+50*Gc9=WZgPeK#$w+YJB zg-%+TA(vgU&7{=H-+mFp@y4wY3z-dcWdtsrB_$LjszPQ%et@nsn;qR<|S^Vh$!_GDZD zKbzWAIdqOKU#M5#n93cX@PZ4~_#zeL>;X&TmYBrWCio2UhS@-{5r6gcEjQSx^IKXY zdj_o)2)y5FWT*ry2@^g&ejTn#z8-7_ZPNn;$1A^`Vjp%-hel`sS0JJ=Rl&JHX_D94 z*f>91t;+}Enoc)1!A`Ycm_HB;P47Z)@|QB)XV8By2Wn+gE#LprHI9c`iifQ}#7EN2 zP!n5#S17>^jqtc#)M*oThjRU`w0-Q=gorwT9^ejfXpA`{h78aIaHoLgZiMkdOdo{o z5%5%x{~ZiC$YrkN(4`&c)lUK62Sr(z0~~p%Vv& z0?rt=LjlVss)#3;TLD1bY+x)VffiL|5Z}xqPp`E5nKaIkJ?N}f%Tu0zO_}Pf41bp& zCNgFed)Ru9`_rHdFa29922Azph@j%iA>01<-GT+GRPIFdC$(h!TA2qgV8ghAeO14~ z=Iu@F7F%P<&TNbz_YYW4F1oOctvddLA}K8mIQ{Wwo_?~hYtpsagCmc(By8y3o@30+ z@H-`2rQuxwYCVJzW#<%=8ojL#oTJhoZ|W*y@+3HB^rN4-msrzpC*y0)=tfzB9T*M+ zM}}mFpKE@ZbDT*G5Qq}zPH?xAMQ{o;^Avu%`QkG{bJ37k_1IDP{0jR9E>@FFrykUd z+b>@s@;%*Y3-;3il!;9>eBXZBCJ6Eg)xdP^m*=1`GoUuDm!Zf!6@PqpnyDnmyrJ=9 z$)HjHLM-`T?HD{MGTFXn@<|p|V8N=|+qqfNU~N2epQGyLl(U{6oXVWc2n7~umc+)S zI(}!+XaRMVx!l?Kqf`d&^NeBEUf$+hv(&Q(G%7tiqzmYm8&BDj{W%9%GnxXE%8`QT zvl$%r3u^t6pxtU<;*;sss(LD&9YAOGwRhCUN0;xce2^e-heK>w9ov>{`K{G)MKpjC7|m zg%+gzWIf$22^idg+$YkB$}(sdN}XPvFFTRF3&qF|+jHQ>JR@J8Q^@sK)&IW`1P1K? zE2OrP2&9t^(D@J|sUW8oO!V46^!WO$=nhpP zq+!2evZDD(D5y>X%q6UTkcog2_Et!UAxu;Rpux;HK|~*FQDG?txUol&x&ky?t;PnA za>#8xxogBBrDR7^1XlWYs-Sl^u-AN@K3{x{MJyVFhesF*r&Kf-ee8@1-Sb65=C_4+OFh}wCL>U1n`Uf zONOkjZHV!Sy5Nb-oN#l43HAfjW@yeaM$^M}WI#b6AJP}8%nDL2ETKKH=ia3VI;Wt4 zP{lPRv*@m5$u#;IQ!D?G!CgEqB;0-^PMv`M)Ls#Tk&}bz0`pvk4b-b8ecQ)yJOVDUHT)Q{mK>OPV-MNmZ*ij9WvR1I$3CnPfNveK-nd=*-wBF7D%^)$AK# z_~M9rvC#1d_nD{bKcd5^y+D`))as_yq%wn^$BIx>2&_>CRYhTu=}VaV+!3^u?8qamQxL)o^!N&vk8iZ+JMH>{RH;fUs!OlaO z#1sf&F;EK=T=2|&PWm+;^lOHF*TAP6IPXy)TMV$ZNY}0_EPu=yXb?>GPuFj$#yL7k zTi?ZZ69b{3Sj*|#8hwVmBWdcxH8Mjz+|W&6Z6&K25Z8Cs9S1piI4dv)6ysKch49&G zJbVq@@7>4@WlTfTTekJjNiBWs=zN6+*t`?b`qL^gaD<3t=X#1~ki72bXp|AW5)uy- z9f#50DuxIj;> z?=zGnMVyZ*_4B|f%5wDvC_ox#fo$aHE>M`Sb>nlmA1EV#aG1ZSXAVE@BG~*In9Shp zoQN9A8T{LkqCL)%9~W7oNjQ?pO4;*kupTLGBdLKGv(J^r10t&iMJh|*-k#BPqdQV~ z3iMkgA|W1v<7$huZfpd}l)#izigCB}B_wg*N~yt*m1_oP$%A%XYF-+q?&H9!d&0k} zcuZb($Bl+na(}esCRw!=rCT=Lnl-(8u#jVE=9NC1wdXWxgC?6ITo!x$Uw_xBIrX?+SLx6D<$yF9mTduH z31kS<-@Ed#aPxql)ZZHkND-A8dUZxzaZaz{lQx%)tK>}z&d$L$iXRJ2yB?nkWbV^= zR<3)x^{sm|9;e)-t8AAw+RLAI^WgZ_DcNPkKk=e%-uFf$>0Ser?;|z|leiETz5u>Z zWg{lApvL!|FB2Ou_<+L%SH?kV66Pwy>X74s)rWwpLl9Ad1|#%DsL~mT=nK%s@+M)rd9LEBZ-`Mb8oJo~P@0eB*aC1ZF zyZPdJPK{-vYO4C{AI#t1qLuV@-w#i>e8fAl2JS{yjmfz&y7?az8j3<_9nxed=-MrP zch@67+3XyR()h5oYSdKR=anJWHSXc7|M+~8(0~wd_XeqhKZD5h_}M*(!WWV^c*%Cz zI>>4fKmmqL3|_K+M$Efj!$taJ9wCk<1-Wt?597-5z~ZdXwQdVtlQAdVR#k`4nBu8) zrnts?ZSvfYQM|rM_XO>%upSlDnJfLP!u4VT*RAPF-EH-~&3t}ra; zR=duewUW|wlk`%UgPxkyIXhjJAfVEVCsw`b>7CfybUv}k*?*wm^IR>N>b|N_ zgl+*sie&eD*bB9Pl+WXP`CEi$D4wNNHLbOg&X6xIw5z|Q$C;>zu*wQGO;#k6v)j}c zp`y7?klq`5oo<=Vk$1GC-cOHYSyBZBLzKwOa%T+y=TFMRITA^?|XOYHob% z31kg&2Rn}C?Q?GSK{5s^aCrI?Aupn9`0>sbpVzSQn7REBJ+D~_>FMHTUu4E3p+f^DYtBOE-*LV1r|0*be z;R?TyXpeZ&(UG2YD%0QJ%?`I#yZjH+Hu%~r4rUbbl9S2Yc ziHn4MOzQM;!Ey}nnh?RLDIYos-wfq&KsGrU*q3Z?u=B&do<#j)TWBrMp==U52@0`XCxjSxJ)6n=q$ z1An=2Vhx5xlA*Y!L?O>Zur4e7e*b)a4*PCDUyoIGeWw*vG~frdRUQ82K*w zxt;+<9C>k;k{mEEL)p;560K&4+@kOQ!BV?kLrXt2>M_moeH(W^(wsY?&UrK2P&j(( zw5@yj%iYrWO!pgT^^OCpd7nlZ+_{5}tiwHDz~hN$+83bNTj71*jqIOZKJQ94*x@V- ziJ(63R-+edoVEnpDJizl&!x^dRd63yM5@=YdQv{1FIQtkHl?rIA88hrhg<6S5~{Oe6teCbzMC{ z<9jXhOICb!t+;Khy0^{#xP4zXuaaCEBBU1Cb6W!zbJ*Dx^nc~ul{c~zJI`3BdkEIf z_fa}yCzn?F&u*?3MN1!295$kkq)pno#8B_o43ntI98O0-luVYncsL`5-XsL; zPT0rjJz5w7%i#bTs4fTu*T3Nv=uOi4YK!sk*IQ#PuaKiU2nHR96qGdtW*|M5qh&nY z(im@U1@#eNPLOXxrx0fUI_p5%K&ARJ01}~u3r-S}C4lsW7ll}52P}wV1sF%ifKr6A zNahq z*#W`1z9~hT)djFTe*H06gb#~;WX~Ef65G7E%|Eh&I=i`YR?}2kQAquS0r}W-NbYJO zl1#3JJC66X&ii@I-Lb}a)_aLL57&6cR=6zhL*6aI+ zcjk<*@6mt$x%VclcHPqr4)>yMUuK*QWa7*xpG0tSK!y}V>i2aV)TNu$H8)Uac~wb1 z%%M9w>7~c_1bW(qzL^+Yn3)`Xroi7t6l|`<9kQQh3V4*6Wo1h2(wzKVBaOU0)@8-` z&dw#)QXTXS%V;8udQ`G8U0IEhq$vR=bm>wQq?gdEfFcq)ib_!dQ94K!2)#&?YN2kifYK2W z1Vsh5A{{I!O-1^-2lxAZ=lnU>_2%7}NoJnRthMfSujk1`_0{z5ioe4~M`)X-`pZLj z6L0GxE(PpSSsm_6B~4?$MTNz@YJJAA@OHUL;z#c z^~<2Ws6K-_Bagr*a`7HgnJ4Jkk zBqLbyVc4e#L6d+HuPJo5kj&Ms^W^L*QK^13N-pxtgdu9W!KhaLRY;in^;$CiE|2Ji ze~?OV0vrct9kVya|1-YXljI^Ye3(m0Ho7?LSMcY<2p``LLh_mZ8iV+w-u zLw{G9`Axn&GjpDUY3@iG4Q+-`h9Pc-A%RpNeA8jMUuB_X-fT5eeOos0!w1qLpK_`J z?oRx-Vaa&77=x1WR?*QZQS^d-4t72EJjxNzsLiey+)!V|{BTrne|y8&i)?PAQD;%y zR5is#C2sQQkT_AtXS90lE-sGt8n_wdFG|>>VHU&R!_H5f13|nSqn{L4E?kD@yO}+ zR#yWpo7e36;g5emwhmaXUfdxyfBR6x)XHJ5(Q&P3meFkGt{U9R83Z*uiGuth>&eq7uN5e82wE4FB?%!d>>z?-e^tbc>Jp zPtZB}TH>rt8CW7FvwKRYa>OWa9GI9|RfT(6r;l&X?q)Q>!fRFi1sbTCnT9y)q8!XE z88eB3fMk)6)4?GNH7gUz*SIb;@%|p5=qllA*J{kwO{LDT1tv5BfKdwVK^sd%*~xpD zPo$>sNBNx*!-(E$6#671V9Tkor1;+ZQW$YLb5?<9{@C%=7av`LvHqeGlC7Y)2@AKD=nP6E z7>7YbZypgPx1ZYH6SH$?Z%TYJCf6FFQUFIrIhI#r&wh~;#@b%wmy38;q1=Qw+Vqz^ zvO)iBmqJCX0yd-C@-W_~kp){RnLEuhC-mqVE8GinU`Kjae*0oe=XDx7g?IAe#3BuX ze`{EMO1cckfz!(~q>2v>sK(j zG*F2&C?P#@0%*7 zZyb(j$a6We3#5*6$g{1gHV7_oFKEY0JRwHk>@(%N+G^osX>4^c-bqu=io*M|3^%#R z8<8(J=g!^dH*-Aeo9cbz)!c2d1>aaN#}Z-kzNFqFKTF&t=M;>0BN-GJWLH|B0D6II z%;TA#yJFLR)nnbFAwZYO0PB+ zJdSkF$Ptu`?};(Q(Pp^13->*kdVF%Z^HS?(DBL%AH=McSdqDfweUe4=_*4DWI@TA` z_o~6?3wPpA?=j;6S{ovI?~Ct25o!VaTLM!7oI#mzAF2EpPcD*!$|FgHJI6wGLd%zV z&|TosUdhw^uU@1G4;3ZyYNpo1suV*pP3XnHpdy$AznQKl#Trjfv z@?OOPwxW=RA_Rm~GV^y>z6#@kecQr^Z$ist5IBH-5MKrouNyWSpUbw@h`sbF+tw=9j7LWn+pjEF4`VE}wub@La zeIk#7x9RWp-ODDnm(ZKD@e=J6v<1aqB=#C{@TxUf)YCKCQ?rQ1xayUO?eW7MPSx}1 zXvubSc2=^xKpeXOrtb5F5`+T2kx*hWdY0iVWx{=&oD!QrAJ#+`k&na-8k1a1&AA1+ zZi=}po@})KCrqXfW5Rj@er!{-tO{f7@-imL5Xz{E0B1jgApG!C2_=mJt(MDsyS7XL z%pkiQGFghShck^>k7Q%Cxfnn*E{%v1BS^RJ7({SblLw!=JC^`m5DJm^#dR+^|F;(4 za5^?k5^D*UK2|s2HUJt*KYa5T?q7mTW>}6IMi}C*95I*VF_)bzox9@<7D5;2ZmaNc z`RCV=Ppier9cqg-i~EF&MmRVri5i$0fXj`yz#ljDy90;_V{Y(GThhNHc+Jhalxq4AjnQ-TvBY89$eo( zjDDKxV!TL&+Ov6m_4cOYO9GF!rAAuzvx~Od$SFMMsL=%q*op&AK;Rbud=H=ebv8iE zJ(B~-X#gOffWw{xd?#g6XDHqN`%>^`G2o-Xr-`3}tA6A!&c_Y+6d!%@gKUXMf)uky z!9ks}McV<`aqIC9L&I|6NSaITr3_{^%z@h9r z8dovYxArWJf8#|9)%Y?C-$#nO9Oh7hhD9(URn0nKQ9XLDw^Kk=5^7WK)7~tSZnG+! zpB%Ur(KMV~+uN5;n=4Q+z;@mWyPsVfN4uXWQ}l+KqoX^&{7zA%;f$_0(GFI@lb0;} z1+f_3Xha|;x)LiMSBc1r5nt-nSQP6La=3AEMRM8h7Um^y*du!f$6zB=e^G4;Vwij7 zg&447WziV!CwTy!G+mrvCDsPkf6Y;6sKD*}JOM0lcAG2Xbz)GRauviNMNVndRvP{` z^1z8Ea_wshUJgqq`GDK?spdA9l*BNC(-P$t6nFUF?|+^__rcKg~iSH?i}Zu{PSQSo8X_H({7l`}^1j zzJFi#y#Hs1f0LehYbm*X{R8Rpz9X!T6P;4_h`hKtYU)uT1*okU5=dFS-_U;HJUl}H zr*PLOqW2dJj|k8KaYV&69{@ItgW=YuJS;#_+g|i$%$ft#3@L|U%U*OT$ii6d?JlHV;GdP#?jxw*P%hw@s_(qGdGC!JAf;Qwcj)V z+#U264*d9C6lmAqU88mc086{S@0{J42>q6}`H-EozVScWKNR^~`_sEMaE`9#M6EDH z#-xZ(Y~ab%sQ=m$|IUn={Pv5*n8*)K|I#H0ggLYz`K5lwBlM(LZ}xf#NmsOuYGs|F zR9)BoPhYw2^2wHkyT_(b=XmD5kol|=AP-oJBw5IDDdrYw(PaRcpmW~W^$SMpjd-)m zDfDYu(`M+DV4+BwD5gDzhZBxutBNKYqu>sE_GDfJvN)WQ()ayp9G%1&p4 z1O`Ra?vY_KD1*8~Z-xsV*~r3QeJ#OeICr=kv@gV~%m-b)tiHJYdYAG?2y-Bv3`G}_ z2z>)9r(b5wFGAo7>&|PD9jO4-Wv=;6ma|i@xu30F++n}C+XlYwN~K!$SyA#0Z^kA2>@siD zfBdaDa%|ryeGxAHbiIMQbyzGl}!-ZW=nwRI{;kh!Ul-z zuav0M;=}JH_k)A`q3Ni*xHNj^kIGiJZBX91 z-?%#-7XxTgqTw){zm)>!5`P$5vf9IvQo`)thJ=>LTZ~I;wdh>2PQiOd2cI4K` zJ8D)Hv<%#$y@@|C@d9LR{0pm)6)Xykz!9y3hH!s*y{@U3Bs6b9(0LB~BxC8wfuB)A!N*(}{zv)a-kiMPzS6yO!gi&lmfG&HjNUv)!GFp!tIQ zZ#l}##vEBcf)9kQt8dmo*V6tesK`zMti`!=J=iR%R<`7&-JPk5zzyb|BWoNBvyhZs zw(6-S5-Fi0^NN=We5H0M?|0BH+}Le1^pF0;*6G@#`%akqUC-6^y$x7Rdd+A1@hqHi z5J~Im`}XV=AcCh(?^TZ82S+L-9OFQ18~;W)r_js>j4;UvjZ*xCqN4MqBxl}(r+^dd zAl-Bfs7;%3Ul<#WP~;*S#U(55AST~lk6~@PQlbPRVl@CDus>djz4lSb7-!uGC`Vza zjk{8Xs{8+de1WK(05-Yt2`>lQbE59}Z)Spy?SBp(dIGTM^`0?0v>DUzfg}J{V30vu zUQ@gWJN0Z`|Jn~L_2;jLTiTyW*xhHgw_xu-D$gNG*v~F)=|yPu_O1IJlpeRZEur2W z$^VBXzvbYGO>-J{bF7JI`=GrQr@3VOX%m*zVIwO26vm~Q13@rrs{f;apOk#$)eUnw zE>42B+-4>4GvRaC(y(Oc6xp+bDX~sdP~c^?#{XkZakz-hLx|*3#CUTR* z`pw0zpv6kh*`E_g5}0y(n^Xme#u!GwUdWF}*mbF+5l>mse>7a_O>8VC zxekN07KbD338HA5oI=eQt0AjE0@06x=h!bPU8xlR4CVm!u2>|Tf%ot!@j8oeLCmSc z(v~?Xhyr>Z_jgF~l3Cnh;gTd3REcZdmID`|w@g_j{=~ktRx3Tt+SpD(d~ENW-{r}; zpvVyC-3MJRD%&#b(gt;;h9gbRuYwA4KfMT6-zw}-8>jh1Ypmg$37s4kAY!0Bu=G=C z>;3rlMSHcK%Rku572+HUPN+`C-w62}dF_MQ)_&!HV|E&;eU%z@FrWiv0`h#0VKvvI zL$?wN+toK1F5b3Bk<29iZg31MPE&cQCI>Sc|1u_FC|=}j@*4a`!}P(>b^VFoO-{Rf z#e;EZr1lMx56CJGgWLR@Mkc-Evuz%QY!U6pVDM;F+5;%sI(s8}*k2NO7i>lS-6jjD4}i}9p*#zew%t@vJMDsxvw2Vh_+ilAEbtPxfaXgifeJ>( z$Hz$mB2m!}R(3sK+O>8@SU6X@QPl;~KoLe?E0AOH_|Buu+7#WrmpFp;y5p1o(E-ld z6#|-^o&W+hfYE}0g#)b~%BGwoftnVeS4#{yw5aF&vkfgvYoBX&D1hz(R)k&txeURZ2Zy37Q>&enzNb1C**F|iWktJ7Zkt>`dK!J z-h|WefI6i(oZFA0U_*6xPJWjy;C_o{f0n(hzvX?fnx5n$Hm^3l**j>NGByVQ<$H-g z$%~5;1*AJI9~Lfz!in* zxk+f@KFc7a!8l!iV)(fO2~>HcpLW&LJ7to;l!AD2n^|a zOJJDb(?53(M%^iCl680uPH{wr?>0i=YD7rY?0}TdQ=^L-B7?y=k|`Gh44oHL#v*3w zl0RIv7-talth4TG_G>D8qOA_1y(TcBN@Cuh;A{(mg~kT%3*1c7OCxa8^N`)F&^Wp~ z_P=t;60YCljcin}|F{tHr)BHn#Mol^yW@6f+kTg4j$2BNk$LxA$o5c6=g+rFk1N{G zUhh#DfG$A$0W==PDL-iQZua%A4joEf{J!cDx}`q#eYfpQ_-a7=CkkIJ5zhV+C^60; z+~^MTKo&jVN|tbI)frWrp|E=J;x2#{g&W8+>POi3lKLS)W?^lLk|RJYk09xK_iwXS zO^}><@E=Oii~|xo)B!sK85&V&PAWe}`^o;fd{Y5e_l`K!gFq|#5rU4#tnk{W?OLV> z_AL1~HcmgSeL?nnTv&HGMKLo+Z1=J@g@Jq<;4$XZvCjB0p zl-cGr|IFZ>nU)UbEfM%->M`b_;|m8hiiB*sSU4@Q6k048(%qE5l>@C1hbde=onjoq zDvl3ig?>-_sJ0ih+sh-Gy3x3dpyOI1v^n(h&ySoUdTN%nS3z13VOYjR_OZm>Vc0*` zpAvOH9heuroK%+z{!R~vTK9;)r=e;hhjPT5qItIXhf za@p=cKd~oQ7i_Z@xyYK#uF$#U>9$gEs2wf{&`p~k%{OH@%>c`nWg#qhgaOcr=XpW`nyL1w&CmP=L0&v?knd=5XA5Rs=*P=J(?;-_Hs1< z1`1A)$Jf~65yG$tplR~onIu3vTw*0dyPgvbqNaet>+M>fl+ij{7dD{3p!F+P{Y`I3Fc7trjMKac^5#1Dl0h$F(5sWn zdJKE&eyTsE2jVu8z{UK1eyh+BqRoKq-+cHS1O6fg`fioe4WiX%4Wd_~Vaf^yau0gW z7<#-1fP5OguHaEh0Nw{Cazxg@pVJa;V zhmt_Qm`J*oTP;78LUGTwuh)k1-h+78G)xQR3$4gS^&Fh_2Cz?iAkZ6VByp)!tJv-?OB=lJRM<%^%Hq>spDupis$LY?7|Tk&RCuc5)WefwXEB?<3|kf3t`XT3 zh-|6@ie#=HZ(^TDOd>0rv|q`wp8Wya;tp5jJ-J0kobhomLvB4HC9B27#+6@th0M10 zv48mZuO^3gZI4Vv!w|mk^P&guzV@|dytb4T8vO%8?5RUOwYmzl=@U^;m@3ScmkPJV z)~-+bFI3d$tDP1WEEaAzXje3h?BeA9faNO*@Ok6o*L-8``WBmH%c`l}N5(PAn-SIq z#`ss=idN*>{&eI@eG=j=pVDdCnA%z9>>k&xP$HX@J)khv-T)hf;%sk}V&;r;osJE~ z`pYMI8Vm6Z#Tq?VBxl2eYeWx6^}%2&nrz?plEfqX65b`36j*Q`spEy+MW-pWMLY4l z&ejVHD){r-g_j7gZz}$(FhJJCDH=Gzzd5Q>xC9cpd*Tp$AYoJw*O(gR)j2xqj>ine zR+VC|bSO-{kx2@ig-ux}-cXy!omomYdPCg=d%jZ6+T_AhcdVTCK+JjCy|K(odqo(v zD>zFH#oFFHkI1_560zuK!^_9f;{_z%nkcVh$G2{UzO)+Op|usY@9Q4uYN;GB|!rL2`8XLES_?h8Mi8g-s8nqfqbOC?ppRaYE~yrxbW z(UWTwElU}dcjNtl6^!W9!RZvc-!Kegd%+%MAQ?;Vnxb=A5Thb9U@2E?qDOK0r)j&n zR!WAc=6w!gDY>)f;1z-&r5s7NHj3EpT}3-;Kxxe2Ekr2?$3g@&8QSrTAM8>zWZcRT zQeJF?4L(Zrr>QmN2LorL_y}TMmm)c=Q<17FC8vmK$fD|!A)L&5OyYT*OJ0dnuOjtG zIjdEU26bGj4xTb4@qDfZ?gPOjwH6kN!2gnva_=++%`^oH181i^u@57{g0&`iVWvBo zDz8s>?N{GESG%Ye>$bqk0>~xTCLy!{omN$|pE5bE%OdMj7q@C8`L5@yAzgYna;1ij zOt#K*G5FQEqajVK{m?EF@G{E_X1gT)DkcEv_k zJzUNUyd~C{Oev&zd)m6ayVvp4u5@V5kHZh!RvftwhcU1q?)XUHLcc0mnHLc44ajGF zp-3J%EN`Sx&YI-ac@1!ud>-*VE|(VTBmyrf15!LI#Wcz%DJu=d?$IXD4TUhb!Bo3} zJB{=WuTDS!BamVXp7sFvFPOfeJ`mxhc@4%xeJGJp6on++hO?f@1g( zXT|e`k0HYYKEKRDu$gNb5BIr6b#YpRwJPG}Bv>gBldvdREn{vt<0djJRz$YGERAS~ z=xP1HiH4RJ;n&Eo*y4lB-#8b^PyuB=z-Odt5{#>2Kh++7p3;R^3kzpfOrJ*;b&wwX?cdhMjHKdj6p(Te~r|3Kwsm6O-u^u_9$d#&LtHkwK zP+YVA7D6jGP}h%_Md4EJEyTcN@g+N*L-Cy43AfVH9%?-ba%yC_tM_dMs%Rpft)5qQ znKJFFkg`l?n;?x<){!h5i2Kfu#{7Ih|a=EO!3QSixV@w zt%{9xNr+sUm=RneaxEo&Vy*52ZuXp7u{$Xlv8{@)lWI-;u7LVpX?y7s7k<7R5y<Vc^ocbiK98xhL&0jorRE9%lJe)|(ow35jzh&$rZ#?VI+TC8PTkjNF$g=M%or#hesN3(=*yCN7 z5_SHpM$Jt&ruWPauWszjO0z0GrQ!VD?n%vHK3N8%A_uC#MKS_04F}x2SGeLMY=z*g z9D_#ySvVUu2*b7FB>o-OOcE5p)8Nvj1)zJOyN1wuJ3eL$PDB zNy_T~V__1CY4n&cJ$Q-6fUjfl_+9Vn>i!&UFN*3iK#=6HwIV5Uv zY@7IdSVZ(O(Ki{P6|PNchqH-NywM9sbQLBCIy&*HaNFVI#E2s?3XK*R&|#1vXD5!U z2R7`SEr0v;AAYDUrn)@VLJ+RN*vv3^A>m}15lV7A1)CQo>rZcAe4J)Hx21rM@>qZ* z-;;2O@jrTshc=|(n=`RD_a7B+z*TAFiV>|vY!2F#$aPc0S=L}MC&_b;`2YIluv~s> zWUFmk_4iU_Vr8r$^{I9|&O+>mm^Cn#QRjKCe)`Mm$(3)P!jjcq3?-}fQ0B3dH4VKV zxsV1ZejjSiWJ^{z4BcYo%w`EY->MLI9$$%j`rI4$Q_7B#u8~_=hs!b!p-iFrfS0W` z(Fv32$|$q^QaK|0l9E@l-jR`;M!z_nmBWffu_wjeBD+X#B?>2OjlsRqx%AU!;n<&} zdP*NnuYbi9giKttbItJSQjDv_y^1iDsp?i_!CTz2)7*DG0%NI}E^DDDDJfaktk9l! z_uj!^vh24@*4}Kac5Qes#8;}3n;kvB?!Ag+BYOLMc(;d8*sb!({@)s zaJ%1J&-+Vo_C4R9=gv%B-1*Er(hw4(hTJ|XkRKIv^E|CwQXgkRrz^Xnwelps`e@(g z@nxf>Ze9|JIbGId$q$8a1XLHVJ)&d}ETm&~mQF$$@CK0gftvp{l*ZgFtN({{Wl$a* zREcc)X%u^0w0F+*>U^A|mwyZV*D1Kb>E{7OMDU^iKP;p-7AkPl=mVVt#w3{Jc!6Vz z?BwJna>)p@G`?5>f<4SS391N4UP^)4NM*OE7uk4gvwA%1^XOsGJ z&BWkk8ON|_H}e!u%eE;Mxe+}Eq!Do!XK8Zgsne$9@Z-42KN&u-BfPos+`iQEqm}F_ zt^Yg+S$IS&r$EeB;D2iY>iadIl2f-UW^(JWd#~mzoYDfiCUN()GsMD8+*R(Y@m*cL zl{kJ$q$mH+zhivCe~u*ziKV8*^)>Xh&e?Y>3f%tJD*qB9n5y%y4mFj2nEHYD8=5>?^6L zwK(RuHW%Q#zF(=WPJg|rCNxJj!`#_+AwFyhQ+CEpR>^*eTMx;Jqc?v3!eMUWJby{k zj-K*w`s9#Vf62GA$-v9|n!Hi#buGQTF|9uH`o=Tu8QPzD>G^|~T@>#=n#(*km={WES~x*h zxO?!oU%r&YiCWF)C;7e48lTmnVLupuQ!*M69iw#aeACPDGFaMWeAZU>Q}8~{%p$g# zquz&R>!i12>o%yTKNfvEn(JhUBMu^`(y`zw77TS#sL3fPf-xVAiGNLGxwpTfT66)8 z=}l(;4m0?vj|q1t3>QUoxa={syLd6toB3{9^_NKD+^NECZKlK2(;;jgW;$UEAVXBV zNO5(op3ldFbe}d9FKlO=xv?ym;xmUZhs;^2{uw^w%AYa2z&)yS0-@-Bhm{nH13ymA zzJoi$8Tf?mbb#98ZrPb|?HicC)-fD7Om>4#!rZg;P`1_8sb^covE zi_2=!*CuskYA9e7g|o@P*8kd`QMBmg{$IAHLdDM3%g@U(gCp((tf4m60SYy=bhpUD zT(Hf=??RhHIjg!e5MuvOY}RvyDP1`1SLi<)A`)IGI0qODN%4I^S%Wr!Bk)WGcwjD{ z==|2NMAMKjtJi)F?G|hs+xeEgMC1e{EJmDpE4X6yyg+ZQY4R+T-5Y{N-(8!S-aRs{ z)Uuy53r^Bk1DX?HyVz+ODFl}DJLv_kz;16)i_eJjskg8F*g=4=-1AZ9Zce<6h(Mg! z2Nq3tOT?W3ttX5l&@}gOn>vfhK8#n2W*eY+-%u=~;d0`oqiGV8-zqFPleiH$cSC*R z%Vx_fxpRrutQ@0{eiyl#vt!TRl3`%mKAJZ4JT56M(I#96C!7*>+lg05c#NT9gQGg= zLvq8?`?W9;)zt%q&fBjSYfFz9j&&+B2#NHlK6g&ZK7LeqdYdm~c#|}H_H(8e14|KQ zS!6vnflgB>n=d+q4r|gX`}3A%j*Z*NwM7M*my7FLF~9xBZmAFad7>oq zc(G=^?cr|x(~~Z3dCI|xF9k)W7%uEgm~~8r6l`>7*0kFniw6h z#h!ok6gBqvs0OH`kju9QDraSMsoofV=+p1W`P77?MvJ#`G&vkX;prwGmmlZCR2M{*@WvAvl!RJkP zAANCYVcNVveV9tfN5-H}1DvyoJC1dPgV@8daXE16#z*+cUf#`Dd>*L z*0mN#Z<)=HmQ+IDDHq8PhFRS^KsyLhk_j1>q$YWoO(k< zeYBGkG=tFIiJ-luRF3_WzA;$ZNR;8wP&(Mba8b^qePgqE1lz`byEC(WN-f<7Lf0OS zDyeiBez$McxgQmk(PxmBV-PI^m%*mip234fq)GQe)3#VE zJ~i#I1^s0WCz|VtDzh9bD|tcFbRj%XWPjbz4_q?ZO{J z*4K8+i99Vlb$p32k@?`L+gY?a4mPKiL>{RE(PI>)}pLY z*1@Qbi(&EuOH1=1d1^rsEI)aQXCo!~l>1ID6iYeww>=DH>2?X6I<9zAjkY>aF1+97 zsN#t7x^nXIb@r^&p%S*wwiT6sBl^!a2;GL&&vwpBj{UY!zMM$6xO13k#-dv;??L^^ z6OVpB>1WA?6YkJF#%yqzDiA@<(%c-PmQv`6aNFHAUH+G7g@ z4H6N-qeyBF7MIegfzx#6rO)kDwA4h?xAU|_AflF)@p;cls9Fj7uqtMUGjnwxq6%^2-)V@I+H}Y8{_Ma z7q&h4ZiTro$_KQGTeD&Gq6BdWhKaG+>h5C1L&JV@&Y|7 z7O4XRjAnn$V4Cv_OEEhy)(ueZ07sx*^(6sS#9_;+y>h#Z%h7XCfVba;KD6$Z+z`2y z12J|o#-o1sQ8rqH8A~-O(VX$rUhwir85u4_p+2T7lRig#h2dFxnImC)q#Vdr{=0eKneXWI<#&=9FYI{`z+(cTOvc~)Ig}%u$@M(JcLJdHEqj6aAC~qYeMr`)l%8$K_ReO2dS*MVPJb1 z4H0{%A8#-xPbF5{ze@Q*Lk_-g5#}`37V~>*yJq^b`Z~t$5!UpU@R!(^OcWHn&zI)q=B~K zx=TwY`S*fH0y+-L@GSQ|eAa0=>g2m9Si!%3NQ7Ul{fR!`lj#c!`GY77AQDME|~j8MjObbJ(H|&zNmir zO+($4cnj0Y7&cz`p_@%o=7ncT8$DE8OLq%NEv7<=w_Swv?={?Txt!B+@kv_b;uifQ zzeWDtQ_WZMC72wa_r4J{Q(L(%>`_1>2;bAM_1iwkw^J9;_WJpwwU=j{+SG`i+10o)coOC+z-a;-|B!`IGrX0i z0v1^iji>&Lf}%-0%TwO+gg8bauLysm+zHgx3PKHqcLpA@a$oddeJv}q+geUUND*Q# zXsn0$iUIb~*$Zd+7aG*_9ep^oikCsY3S+V5-K+0V%}>}0N}Hbo90hU>AvMDy>JH*N5IT4O8>JN1b&A(-?}7=b>ViXIge=)o17 z>4rqZ86Gn{PhM*E2u<7mg*j>#doNv(J~an1M;g=iy8gU*0y?_`IffKPi}Fe>=7^EB~@=H;}$c!#RA zL#cyi^cUsse3R@JPWTsJFH(|19fj{MCB6AR8#wlo_d=-pblx}(>E_Nme&4TjYxS0j zwGtKIvL&j6gf>5IFuh-F$(mjZy`@_tNXFMiAv2{scaC07vKx?nyv8y-w!`XoP380@ z(e6^+D+!6!SJj+W-pX$DA9-RKOOK7cENpfyODHs$dGjR?<72&fjLkuj&70rGf3XH` zC%65PE7A}ij1-xO65*ffIiRk~E$!Q(zsn(cdjDn0#}wOMOTwqDofKkr6w+!!Z&obs z9({S*Okb|9Qr7*J>}`qh)_03L_Jgt0%v%SOudS&!Jilw5_hgp`eD`UY(V1t`TOyoF zg>BXMlBDMQ`TvMYexI(|-Lf@4v>p7rHlAp%UqkcCQ~F$R^?WAtw(2FLd)pKA%pu>+ zM0G#H7btGLtd4ljKlkCxw(90fZpE{1Uw#Gnd_K4s<#A|sv1KJFGoA0+_ThUUcVw0Q z^KbmvIsAKmD1D($qN-hw-}|c00~roPuDCmUXq)okZs+Ms!%s8Vm_xFjKU){!8x$)! zqdm$-K~pSK8m>cOXAlAR){=oD9ELhXya<&9%qThKjTz$6i8z5cO*7Jzu4!WRTzB#| z&q5QVVTsvfte9kNH1-N1@WcuHWS{Jz^}a>lnStXkZ4M@W6^@L>BgVIJJsPp>;7lnk zK4WNK6-027;_TMMVrSmx4q;n5Al-Z`siO{V_x&vD^Hp`Mx&Dcp!fo zHQh^Qp#Z|a(O|0x|{YURFQg&#cS*L_XHq9+gY3x@G$xB-Q$2yg;$RW2nF24v@pJ)Zm zH>rW!?9)5SjK+8o9cui&2+Zg1pC@M&g1PuZByNnal45nY{zR(&nKi4EJ|PzIK=Pin zW7q!0P5Siq?$nFRKOeSq9y);$5v_uno{zm(R8i}wFL~%$^vm(J1eqt;_a};L29t_- zsa&{{TRF}~?59q&#lN4ZTJ+mJ6B2X%XxpP|TueWgZ;6!ebnuUe;qkUF6{ZvKTtw64 zzkTCt{{5?V*Knok#`+xG0p(kDQ>Mh?A1+VUo9e{S4X!uBm*tAzyGGu;expW&(`ox# zXrKJr_7MrUq$vj0w{q^0tO>SbJv;onDuZ0ABq)^Alff-oC!uim{eoXlGge&xp%&UX zmBWu4waTiQNLt*K$v@h$9lFZ#d)|xFh3$iNz)!d6>4o|7!avGSRxZPoea-f|$4CWR zY1g0JQ;#QKF>AEEx*fWD;GX*LwGsEpe;@je9bAm@2YgqBrWrQPp+&(4EjNX+Ar(wt9(!dN{EH5mr{fy(R-- z)R;&kLhWwE(`vG|Bl1 zK=;Z2!(*VkEgkFzZE?{e9=N_o8FUgU$XKWx$chIZ-G&teFrmMiW4~9{J6C~B-{H{! zu`#IFUS!OG?&UARv!N-!2PIcZ-pE1KJu};lXSo;J={bx0@5m`_l*B$6Xr;fShQOBb zFNK@AAaHhKBpO59mc=E|$p|SRwEB^q8qgAeclc}Bo#DTX{e3tzWS4uPVN3&)Pu&Vr z1UY;o7fX!|G!4vX{;4$W8cU$#v zR^_aqArOc=x)}>KX6qRf&?#b?H-lzH)g52hK5p{wsvr8(d&cL8drj~Y1;HQ+Ix4F; z`gHffW5t)Ofl(R>%fex zUbU!*PFNSG5j*6d1d|knwpDU>m}i7=4yv%I2|(Av>@3({9}n1BzgoCD_T$akl_B2# z_q_aAE^S^mdse15z*aN!J(r};xq>f{@Uw-u54rm)(-Gv6N8{dgZr(a)4% zrruYaRp^QsUhOAJJ)UNE>KC?Crud;{uaQX+=f*m5yi|(s-+o^8%|qw@(J>dqh#61| zf7VYZ=;lg1)B65c2=mctnSg9H=8)vnPXhmbwK|&ZmVUl)H>=hiZd9K%eCSzL>WcFD z009mi>de|CZ^VKu>NRL&a`IHQ>)3&veIMs4#y5Axf*CLA>En5@o^!`Z zX=++V9xw5U)O;_jr&#OzZT6psrTx1yVTS4 z*F4;AgVOYdx#IM7-bGCQhumh`?~Vp;4r`n*c(V9GGJj+s_ol&Xr#o<;N9kSvl?UHQ zJEGFNe`>fd9pGyEY$)|?(p@3coj&5&llB>9%Q=Q~;Z=OZEr_ z4~3k!MXJ5Kg^?cOgV~n4G(WOBc5!usc{kjIluK_Jj_^^^MWrMnG54Ynak40DMq*+* zF1&Jtz)_*oMYO|X7$aIWQWJD%^YJeIWwyRAhj;hi8>j4NHD{uv>b8!mjAe#IS~(9W zoUB*EX>Dxs*4QLJw<=EO@SnHGa&iscM#NXenZbt&IBvAc`hrqm&PVo!Y3=7sHS-Fcyt-} z&7GeVhc;i0*EN2Yozp2`kW1KyOtX*;#4J*EvfT*6WjZ?MT(tJDtZ`o3>mN62LbG1I z8`cPBuV-@Q77d%|gRiDKMt!jj{6!bqo4X?Om`+DL)tEp+7cRM1{*$VcQb{9X6h>je zcs6c`5Lf($`(}RGTh~<%rB=6x?R75AI}MBScL)ZAs)o3vfL(zZHknX9(Y81@L&>yO z!r<*|+uTfQt9X}_I_U%^)eRJQzzX`6o5$JR&MsajMbN`w98inH}v|rrFnHt`-{9 z21WZI?8a-Jo%~Jv)~kJTK5%w&Q8uUCD-bjK(^GEVqH%o7O?lVvx7xCNFO}KrIEpbj zk5#vagUu^U8~%*V8y`CyLdG&=j&&5AQ8lgzjy<80oIr4`%{2~AgyqI+|AYu_SA=xF z&f@pbIqgGCJu+H5E$(@wP(yDG)?GjK9QI6VccOq_ z*c?jUO?(w|f1%m!fbqfE(HlQ*YbTpzIdp%1u-5vKJvd~kr6JQx?!Zq;=YIEBP1~li zzOkG~wB>Y|*6BM%U2jiN(mux@))22E7|^6Aq)V%{rDla{=26(w6JznD(!`U3f(96b z0@k46F+c*tDOU=ZH(AuhNo2tCO*z8|ii7SAN!~5<$s}hwPwHb~MS_v%B~z-(C{vxh zIGGk^Kfw=68NV`>O=XDCDaVue+KHl!pq&q+xXG|Q1*Y|_1@UE32Bp-bT3s!cx9sUb zubinxdLB*0oOW10wo7$SjhW{lo-VwK+lsYB@c7>J5eIS0ow&zHV4;=#kyM}_8A3B( z(%C83a$z8&^Vz91LEm~OU_piZ*%J4&Q|BA23`(5y;*n2c{~yBUROY0`nK1#StkW&) zkrQ%Gk)3kOf^n_$_G|AN(zuo5oSQVU16 z1CyeB4EJDSx?K^zEl>`|#~N9_3*|gy2$W#)Ir^;Lo+?Pdzd7Kr#`Q_A1~lx~?Q-3g zru?`5)a;N`bEfZQc%>6^Ob$=7WXR}HN3+2z1;Djx#IUcCx_#_&y1 zGZ>4Q@6+shtJD8hr^J~Nj+&W5&6FudK`5ok4vDr6{o`>@jEU7PIR>2->7pbyXTdrm z#D&+*3G{2E+?iKQ8+XwNzAq$h%1sOx5;>xm^RYhiw*Jl5DcM|X<)u}k;@FZ6*XidC z%;RQX2VP@c4(LDvt|{Jg8-LY5vB6+SZ2?D&r7h!Ox4%*47j<}etmE^mb7ADJ1BEk# z{_3QBLi_b67Y4sOwB8&Tr@Aj2za1R7T^H&kH}}Fai?4xTkZ#^V zrE$!u>WPW8A@4uOyKsH(K&?VQ{b`;bQzb_G z2>ac+=g9-t55BLd*zA1D7d(3)afU{WK)WtFKfanxamoG50&l8b#z^=y}>AY zr%@BRsgCx!^NxnB@wd&G4$=>{Drz^T0)tgF4QplkcUpF9nzyEdM^o}n*b9ne>c$XY zt~@$5ih^ht7jM@Ue)ueg;tJ8-2iIuMIa0o_SJK6_Ev~uEV{ya7!Dr33Se_|K5lTk~ zkRS&5ld<=(O4T8twFU@u!bpsj6$@-AWJl{{y$QsNsht&{3cqHn6)qo%t7uI0=B!_-^ARn>go!@`v==@bzzf>#IQ*Bh*L8+V$O06P7iDT@Z5rfq(q2M2NsrD) zhTjbXHo@&%n?-wDd%1PLuJy&{&JY)<9iWHj)k59Gqj>j+P&O`10t`Pvydds139DDP zSy1|5s+sC|WFti)k#a}lTMY&vwAw@oG(Q0zjPYK`WH3~*4E>ru?DH!}(uf9Ows_jOp}Ni`R%3jm@Exg&raeOf=#=n2<=MEb%+Jvnp;3BXKr5;{)59Dyrx6 zgQD-VZ)RP71=k-xe`CYyX`SxJ8uulcjfD@54)wr3b@vdT3?-VPMa?r4%(3Y5pOl(-z}0M-}Q{{ zvt|@`mPmcvyZ&*CRg=Yf0K+pNU6#L*Mg6AB71GU=(fAhdweeTVa(Lj`L&b zKRQ;(W@5B6l43e507T5H&2JLVfIucY50eMS3qirPh_q`7W{9oc)c z7xA{hUjv_n@y@@>+s%O;FBI#>;<|_%)Pg;TE6=hYheuK&x@{Eho_17JI?;i%Jsd0= z8ufqNY+be^ZN%g$;#m$UdDbGQh}=4uVGIH5pNw_X&}>10R1X{hU8=Pf+6)NK){r_2 z_=u3(0PqUD#UMb{cMbL|`M-0BI}+wG=fLqGnhE&aXAl_j^h?)a0_44}gHFzL)ISz@4LbRX4CY9x9b_IY!=jDL+IC19 zfM^5&mpQ}l=bpjUL;kr(r?EUdkdD+QBXg?c$_@<~Op2tj*ARS{%aaTf5+}uK!iBMw zNgjq8U6MB}`a&gGR#`?bzexRIyXlc(P8Uz>D0c`r3#q3V=#!r>CYMa$yj}mxpguKu zl@uFqhAUptSaPF8f2-T?3mMQgQ4=<*L@Wr3g*Q4CSTI(Hn3q^5Ej2?dT*sJLy)R{` z;`vWXk%k|aJ0%ZIGPEW1NRV}7m$(#mcr@1))FscV85X~FIMaHs`?AaSd$(4isP&Z< zz6lrW)svt3=zHorHX_oW?M61VMi&(QTA0*TbkQ5vR8RNh#kNH!R4NfO3`d6_=XFuy zeEKrG*LTlgz*5ueH;)`iHK))s9;$>EBKkufu6Kw}5APkk$-SdF=ouQBZpd)@UQZ$Y z^|1gtYwy!h=SK~$+z_3)&k`nK-Z15GFRQNgxAL08#@^IV3X!J2H#k_YMBTdSzwpwX`O9tOTbpz#Q@v@rtjSeH5_{Gb~NN;}v;EYZ>Kd z66$y)3^h7FzWNF{0gNE$=D`bwiCqrdcVJ%g`~VZXOVj8<6;MTzpXfdSWlu+28tQ%w zr4s=CObJl^ik#lQKR1AU^fYqJpO9WQxDQ?vc}_qD;hTUdl-$G1XUe=4LXHY;TK*0p zDcqJDflA{wjozM9*dA9gO0m&oS)Etf>a3n zjDUvFX02kR@-C`CPJes$4ENU0IyTXUxVI;})rRp*8Vm^#rGQsV@T52%+$qQ@x6_%a z)0S21`Q5BpV{4^f=^@6S7QC;p5tY6z(N+6zPS=C>f-dkL&TBnTL{v{adizz?A?D0F za|m`J+Qu5`mH}76<%j+xVD(v0`|OJhqj+Ky>;>-|e4Ha25ff3%dSchIA4btuIQO#A zD?5fdIx64pw3;MIJAWf?v;FD&w=_r7y6oBuWLivZ57bNzoIme3d*)b1-d7O`p%==P z^D2Ojx?FKelPLeWkY;-Y7Ir3nKEA^*bafr|tH%U_0PS2Mq-U z_ua_I3e6`Yl7-;JB21?(oP((^y6>O`U+eChk)3D1#9OKLUOY+>eApYOIUG3ix#Ew; z?PJu=xr?gfL^Ve_BT8;H-k7jWC}MvO!OqaxLtDk?H7kxLf#!lO~K`rngD527v*E#`$wpxlXEk~pGo;h)$T%d>} zg(?^`CEQhSTk=peypmRq^dPSkq5!RH*(PnQ(V?wH%#ZU9#=ukW>-FPEFoBq!Kj9z?ZH3+}J5c+)Fd-In z9CjAef*{O^+SuW!cVUvbFC^TTw)XhSM#=9RWy=IBIUdS~aP~KdPLxan8!LH~a+~}N zIar?88uDoXR^;~12>pYLC1i?Zqb(}{VqUdy$gh7WekG8IBsHXy!6hPWnOp%Vo*}{A z@5v%YE}NQ-PXG(5^W(u`e&g38fX*`b&ZZ({!yqk%GE@H0bq9VpSSDId%4?ngU&1Gl zbwRV-z}fm_`U@wFBgRB_I9*Wq-`ZlO%6F~4-SYPn0aWj@y8#xliP;|7xj zpJu2A_MU%acerpFPtl{VXY?qm4p99iiM#y#_L^zKQjfyZGk*jRzo`C#iEh)IXLEX! z9!NKsO{QzoxV-do*5^t>7dKy4-LtiO-={i_t}AZ(ynfH+;Y&g3$QS*dLYo>aN>8pb zOt|^a8xYIO={fV6Z;ljxxR_AmT~PrwP!f}MD)FT0Ha9sr>&l|S`j@)eCoW`Pv=lNv z{;=b$T-zFF6E&-CcUzvStFtJFkXW;;Mt?&>V)y0nud0hL_e9zLaGiE>4Zth}{d{ca zHCuT^BFL3)#{aE#V&$K;r}W=tB(|P4y97@7ROdf3sK_vwOsq+Hhjn`z@|rD7LiyXf zE=liK#`JOSV}0so=P^!qF`}ncA7&IO(oil71FJO1ODKhBRu-V z?)SY0yTF*wirdHdgpyXoH3l!|vmT}-Cg*{hocuvpvTx!B$pu#Ht|>EH=Nl7})ejB0 ziPPC`lRt{{R6ZeG=^1dO{HHj_Z_vtGmjZ+?5l%`y+87otF42umHdg5>zJ0JH+|m4A)Wa)F8xy-ynh*T%{fW<= zNpi-~M?*bEa`$IK2M_Xk-mVMR3dMeL(ksl)`;%3_S+~c0|M3~jyATaV-eN?7k;b7Y z-1oC0*3q(&T_$e$wPSMZRthAIL#S&(KwF^f0;C+^wm_;N&1u-VQ~G)|7KmFI;v@#1 zXf0=pjH9ES!PG3rm5=jCbiJ4D7L#*wJKRf??&aXjV({|ytX6Dgd{$r?F?g_xo33*|8zQfR%EEXGgsA#K4+P)OoXMB%J}L#eB;ND+4OPpj^O&DBa_1q z1Ts6*zNAJcQa!bszGrpRk}K%jLeH;F{)gvz%#`ODw6WBQMy1;Q!tY-kcCX)>P?aYA zKqkm)kl+-0Ho@f(QCIK*Du;uwWx}XrSBRe~Y~PKO)P0afP8n0y!S&F+`6uo3FOrSR zv!a=!t85;BzN|^qTHnAV%Z$?q&@TUn*`u3zP$*$C8|Tpw9X~X7aL0o7^cv6HN6z2I zulehC+^YV3&%E_}wCCr|2hQIZ`P|HdzMmFrqR%ICRH9|+%sn8(^IfTybcK|OO6f?9 zx*?IYtkH>Fp~=q2T-%$s9DmNt3uZlOpc%9!-V}Uv?BtNjLVzJ@*agELRZHS^`@aW7 z75)nTpgA>seNs~>j>29pxi-fcqE}-pem%iAX~)G!~={%Pby zsp0SGvKC8^k)*wgo(BW0P8zIU=P!aNq)U)O!fm>L4h`$ zAdndvy9t*z&}5|00jA8Jt$-*2Y5c3uK^F}monkgI4M#Rca;*d%K^?({3fcZvvcMij zc$~Z1rLJL|!@_$APN$Y2mUNpu#*vqpBtwRuM=eR4LA^SoE<@egd#BfWEp;N~8fV_8 zkj`Qf0_%BQ!f3@pQTFo<>;0L(jjBFsGU44<(+)9fBY~YFoqE=x6Nx7Nnp|FXD@e*y zm?T+2k7_H;S;$8p9VE$*J9fF+wfaq_h4~{v`#0AbCPTYNb~@W1J!}{W*xii#^_P-M zzLT?gL!8n7i1qtx2~S76UfehHS}b5SzbD^zd;Vfci?ljrk~glN(%l5-^2GgJ{l*Px z8y`-sM>`GvKi>TkOB7Bh5IHySiEZIWd_S)JF;fAN4sLwHM3<{spY7IYXvuPJhMvd_;4C-xuYeHIIYIlwfnP%$tQ3m7_<#X z@U%`Vn=4SqN><3K|Jn!~mko$>Z>O#O@s}%Gw#P^DWfFRclEp68FH^5EB>YW zZ;rY=`dV4TH_J|q5Nd|WgVTBx?pke^^ZKyab<8)Y{4UYq7I>cdGyAF9?-?Zk_pVGf+(-uow>EVud-&?U+=Uc7dG&$YiT^IArz& z3AEtdlY>cKy_z$t+~M3~87zycyvC!%P8;&dDy6aq#H=kDdin!$0p7NlwuT2uNQk3| zbsvx@4FwO3(NkdkD5ST+9FgAM_@k38BwM2ba3K%6XphpaZ72SI&-1D@#q@86NrgvlYY2*pTv_2Bc z`pEmDC>dNa8Z^piqmK}77vxb+SXy;I-Hjep*}yPBk$b%WI*=3qP8ueq;0rf*=0kx` zNbW?$Pp-zll!`mwn;kuWA7DIciIor_2H68ijYE`L()2L%BF!SrDW&g=OKUU(shf;f z`{}*xYeN$Uf6x|FBr21WkB=TO59aHyS{PS!NqRVYF<1)}%M}W7;76S-odfVZ3esGV z^O-=3u={8-B6FNJjrym#$q%k$Q+-w?td|#e?{|far0~n{wOlXHwqHCyh2~l-a&nSIyWbZ|c9qxYd7o){t>JAXtEVoA#m5Kpxq}Xln|=1l{n9 z!zTq@8)6+PYXmv?gkXizp?@gD$2sima9!xcm_t$;Wbsou&Z_vy zq<5n;XxsOq@5>{DbgGn%?U~bE}EGZ7Y8V68-7h1fZB9~>Zf=S_+eIBp?Ur#7K)tBIcR^uL)9jI^*Q6D zibvl3x}iF(Yn^m30$pu$<9c(3G<;f8MNSu|HiLX>0rVJ^1BZ@51;cQC)QB}IXSn2z zKd%ovbeF*DB^TArB^ImZD>B*xIQz1vPwdUE`+e)qS#Ui@%k~;qHo(MD{79SO1@@2; zg*q#icEGVns_*CmTm9d((apCx@Cx3XzPUw|7pZh^WziP~qma-=C6N{%+nFhY?bEcM zKEz2Cv2&<1Xz}UsRu5{axW(V^2=(F;&pWY3tz$}G;I?Q~f_twbfYEjhj)YY#_Uqgl zGpZfaJfCrn?TJ6D%=pbC3VR3FgTD3;-;09c*JotCF?V-17t9qlr6NZ<^?q%!S^M%S zY?~>p)rd-3_S~;DS8Of+wZ|?Sko|R;%zrj^FQxs50-sNhnvA+<>Z*H%Ttnokz`yBJ zE#kv+Z`yM{+EBk(c$$7SFX+K<;zX$d;^owq5&}-Gq&>w7TBunve;)n z$@nae=Y;)n%R3x8g|j1-BJ#;#QL=MiVo|XQrS_DNX!h0G zwv&22LVb1cE=SlNce~V(=Zfu~$f^E-WYb#hUJ6V!Q@k23zN4aV^IoMC_tbntP#Rxd zGi$c;56`vbEqEI*NJIa0*A0=1Z_@E{&Y}0%3Zq*cTpNosN{u`mrzoY$Bz;qRmt}u# z6xfEPnsRS%Txq4cD_I+zscwwt%sedL7u_&H)~^WjjdxCzdG6d-Z2bmr(}`wJTjgwT zajglNV?%0HNJ=T4%uJPA^)*C;;AGH_dP8``=&6(#WeSvX6;8 zdF&ohOsDS2S^j&-tS3Gg)@MMiyR*e-DR9E^V5Eib)URK}s8~#Pwq4Vw8}jac6L|Q} z7;PCbpSJmXB}$R(spW}15ANNuB01-bUfiVPp>L! zdtY1iw&m&%nt-L|ji*yzYAUL4Yv1_aT!1P{4{WH8YjODLDglc0{FNQ3mxvH00%i0I z0J%mHr&osfq0nt39xC0!f+uNEf$q4rp#@YKg(7t_4W;=t8i1Qv{wW72O$?L~+7$>T zn{P3RetJFzwcMbf<3EU@ilIC3i7mhl(41%D{}3uc)19EWkIn>*LDSyw$=$HkO@$fR zq;L_6+DImwqc*BZ!AB2%_<}!gfQTS>MFUO*^n%+0Rzai$V1{0;$RL0dsLVpAtpnB7 zgMRuyq_{cz6gpKvppPw6=5i@mK;WwO^9l`}^bv}9mDF*1v5(@}XGJ$N8225N{Zsqr)Q zhG3!YWi@GgXD!BsQrc{={_CwH(?5=E`pbG#M>4ay*kMLe$(hVE z;qybRZfyNmTjGp+;2#6OFS}3MzA2C2n$QF=KiF99mpr{iqru|-gnMD|<~Z5vs=_v_ zEh*XM`qk4FUQ+8p-?e{k3~07^JlHYYODK2wxiD!+y*Thg>_UU|aQ4fH(V%Y=q3r^} z)0{!u6yGwR`gqEc#U3_3g$>1cMQkn}vT_?*xs%g)cf?A+C1SyEc4qI?W2=5K=d9@0 z0XvqL8yAWuzvzi^AFb(9z<4;NdR-&=M(lncL&-vAZV~oJbwE1fO8>}z|2bSs5I=%2h)R{hMn8qE9BALv~ba|gN`OQNfl^yeg*)@CuY~z0~!+WI@e|xU@ zy!t?G!4slIUr2rS&a1>{KLqP`dxFTLXjisfc12nGPq*Mkt9$H287?JVG%xs1-i4KK zCeN*YQ{Y$Fg)0%YU2D$_p56FF8ix@Q5exdwsj%B(meF^*`?Xk+URIA_q>w9WR2Z*k;Ig|54Fxjsd?fjC*7cg3|nZ((U-c0foN5~LD zAlC)x5TKt7E*RFAnL34h>3e?Vf>Oh;1Z3|s2s9%E0QHvyhYa{8@B}LEn6mG67t`S< zlresKce;Q>v2=fDKp7P62AWwjK_34qIB*Lcl_G*B0P66rBnX4!`;76AOP*ZSFJaR< zmLx_kxyE#p1IXY!s@)Avo#4=ApsM0_EI!|hzEgPClZu3CcfR(z(9a!GWq^S6@X zh^oa$GDt_x&M08y{G@zuZSYy|G&Pe%-D!JHs#l?`l76<6>l?Acx+(YW>=p0l4<3G^ zRh@b22Hc@vaANJ`8dE~}ActwkFo&u7kR=~Qxm0P)X;`&m4VV>&73yWLPYB}*+A^qG zd6E;k8LFwcc}l3ZzoN$bw(riOXzOb$zb~tMln*vZ$s!L!AzOP#r`oO&4~v`K(VA%(+Vd>j&((pdD;JwzudfTHYr@EBK33cL%%1y zWAZU`x-ILa>b3Szp(F02?w%oDfsxnhDrmCrJ@sCA*-S3;nZ|>3^+Up8Pv%G|HrkeFbgN56fw7OH zB*7u)QI<*-UUD3^J0)3r?&;KE&feWG5B|Q|YjaIom`Y1aKc74OD{4ljrGipwVKHnkvWR<|^1-bn%;hTM(H_f0 zCZ56y~jsMY?ectuKcAMI&|4dtq zeG~Z|PWPeC=+R$OlQ)A{^c8#ScE1G880t&7wK7$Q*f8@R%m^;wpc<5`GoLG5AM5Tq z{L5uwly3DSYtUU)IrYbKVF}?_SJeW)5;i6I!$@wHs&p{n)W7Ilr=d>JU_FLUGF-eE zpvh5K*-gxUHbcXV0w+Iku~=HdCH`4E#rWFl-f^yaj5$W*eExief7;gG$gkyBE@%3r zR5SF{9~R$hX*-!@r&qjKYG_(~mA-i3YYVrw3N=n6Y01X)q>__Pu2i4=(pW{;o84sF zH>W13IHPiM%u($MFD1jbwCx^?0zr-4jz6Np#WD;&>8^w###tCx{od<>ORI< zx>*YmBr&i;7+@G7(i_DbsZfm`Vi7nTKn(aqDj)tPL>(HyKd~sfA)ptWJc=8PQ2@XX zE#2?pv;d?7CLoAGlmtKE1U3*jK&Sy*BTR5trQTUSd>lGBT(tZUDu)M}s=LKQX?Ffp zT>w5r7WhCsq3tSLQ&=OQ9d<$In_$*rrj19Oh0YU5AcL#_~~4 ze-!?v2ep<&HTAT5{c_%cRue1 z(th@rp_a^G@%$^-r?@KUl5-=W+{C~;xA!=wOOfg2y#dkIYrkec*5yoYzG-SL6CTc# zx!g2!A12<=KL||GJhOF*>*9iIDCQ$}wYD$qyL;WWd5f98n}L*<8yWQ#yC3HK^`P~N zX_Z^OH~ipSMxE3-nLA5qoD+SXs||KP4pr0ZpK0f_-Mla_aAaXpOn}10Vs0RMRCf6% zT}x}bn6TX{)9Rb1w;$+sNgmuxGp%DcK6|I)ddjEAcV@nkw*Ni)Uzcfh*pS%G(VIjg zyK6({rzV$@#5b6s5mJm zD&|Z~={gWjS+H2meErhv>+wCKq**mxHb*wZ+T-iQkw99Gn3%ck!dBJ7gfk_%t&@Tc zFiQqNky*NdR?a*2f?QiG`LbQ`$ro6=ca|4)zHm$!sc-S9&RJ;qi0S&|6GD>LJJ+s)w@hJbsYF&E-2IW0gs5LPOv zc!bCW#K=CX5zee*kb{l|9Z+MscyYTpDfsKzp2+u>i9w&zD&%Fl< zIzb43AeGPoB!dD85Gwz80|hfESpsJz@CXQWq=pEQ20(()1=w&!4LATo6a6l_ZYdRN>3q=ROQ#nIjrNkSNNzg10w7K?;loP)OhgL4^O zlVPwk#6*N>2-Vd`>I|_oTrqp?xi=5VZ7!G*GvTJx=~K;;&K6ggw^U(7Hy4}Y5hjp zb1s)ch$m}l4Ax{%Zho8hmED=iS>G+*=3>erYc=B*@{n3rvJ;?T%TIf z8=xg_+gA7}Ef(e8K1edGfXP~zY?Hg*mou|n{~`NxV@u|b>DRv7!gt30UN>)Skqr8K zao!;Ceq!|fnhTA8J|796scQ*QHKa0kulmzsyZk%M*51i0GSyweQCYRL*If3(2O3$= zxbG8zbnP^CZO@6MTG!b112>;#2TeaU=WNTo7%}>DN06&I{u$j^|BUU9kX!k%MYz?3 zzsxh=F^s|K*LBSsUbM7U)uhasLva{^%NKTD9NYK!7xsucm#!GFN(P z97A?T1#`VG>FKRBfu_xcGKor4KAGJgwh`YiM_oU_b|9}ew_HijaKT=l%q7R=#=Q6g z|JkgMYyP;E!3ITgnVr(a!9E|dPmYl0^qBatn6FmMdOCNS5XFKoT!Y5&s6=H^05rt$m`_Pawx_Tl9&V@DZtt*B6fgPzl!ovUS!A&VvCu5 z93gHZCTY7 zJcyz%?|R@x9YP)lwi5y!$g>dExwbBYCX66Q3p`Mu3zBTcZ1ExrdXTo#NAw1f6r^Aw zCj~TwE+`>kjFLFc{|lo~6aRMJ&(Xku&<-<9K)L!n6m0Sr8a2FO6;uF+{iD4N)YIiKB{sZ+k>M#yV)|bmRB-BOx$@Ypu;Rk0k;71{sPwJdO@K|5?fXZlY`NG8+DGevENq z`m1J>{>>@vCmh#ZKOB2VWjS0>m22ejTG}mp>HuUpo-ePhS9wp%+v%U)FjH9m)L%JI zJ6h)5t5+v}%KLEtnZLp;q6)7s&7ZyFXno<&mp|6BL1~|UB*%>u)@Y1m81T(}x-z#E zwMQGL8BEV&mA&`hg8#P=#f9RmGRI`c>412y<{1pN?>J^OzT@kM?0^;eJ_T4x^;D6Z z*rM14{b#}XrMVP$dfa9M$}6O}=fBmB_f=Yr6Md)Q-rzL|n4>C_cR3}gKlbNCHRl8o zdtUg(K8KrGKYFQz=CiD2eUhj|6?ARdD=fMe;|0-<-Lx zq5(-?N1l2yvnGfg(z)GOT-i%G>h`97x5+l-lbhYx0T;tl6+V$gXZE71lh>bFx?Gfc z!(_wxs1TBSYVxVasQ@yT4?$Z%?f_$hJa^=2kKFxSA-Hex#$s45M}*>L%q7Wbj-n_? z8nFgq_9;X=L8*7@>zmDwL3((wsi?sAN+zZ zrA+8U`BiKlQMuIhQdz|wzuNL;pXN1R_VFFY3a>+v>=!Wu0Gff4MGz1KhrXZwKr7tA zCnszxi@fCavydkUvj2Y`7}1HLzXxI(+WjXqz(H$(M3m!zW$EX71u3@Bsy-0b{6Bhu zUkS_Oj0-`N$nV3G9Dw^i;ejRsN*YQs!SMojLF>AZN(C-DXpLGer`9rh9UqY_HW;$z-p-}H8HXg8^UZ&$I+q~FIeyvEW_@8o&>(ae?# zTdIbn=s}L?t4@gr4`-yitM>^}(s51J(v5Y~tlwh0!xh3j`5U9~TXgSC)OQOF){`;% z1+K+Nvm#Q~0qPN~2yste zhD*ec>%m@s4&A}vq$*EP#5;&jgm3zv8*zM{{o2^bG)_n2T`#*uH4RIgP^mJb36}BW zD|dHUVOJLCJ}t2bBGQa>A!{eLp^RSATA6;a9+{&Z`Q=_qU%ckoWpB+>pFLGZO?6JP z$f+;E;ZP|hbL#O!_TG*TsrRXSEbN^;!fH|zfA|PkWQvH13D7R~#FAj1jl_wMW>BP( zU}8@?x3?&XcRgWfYq@UaB71}H&G-$nk#VrnBTnCYOt{!s%c{c8V)HC76rHoLZOwPQ z*Vg%}OfN3;!=LtnR)-DPGho78RXBHEF?zx6t%$`yjb?%5JqF}_4yn4;c z=QAW1@I$YROF{YdwHKT7a{7upkSj zoLyGyQz}+Mp7$ih-&yj}pU}#C&z~2OuJs6NTkzapED5)vz(v}KUyZamRy}BruMEpp zE_Ay*TNF6c96BRlSF0aMKic`g!QjGi3L9jMfGOz93HY8sUacwTf3f^`Fm1mQcozBx zuma|<3y?y7PNdFJg#;;t z=&A!KKw85L^fzEu6IPHrqDD~Tjj%=%!kq}TaOLDb*#3JAv*Jy_;R&nCqIck1FY4s+ zR^=>0Um-mCm!u@56;R?5JnNheoVJ@FGf+6O{}fanbsm=v%kHEl1y`L=CW%SEgm|FB zAe7WNf#Q1YWc`BQB;%ea-R{>TK39X|h0IGRFkwff1Rz0k(LO!0l$e7fm**(I4fEM9 z+ISP@!V5#5L$}twdbfUs{D2T!a_k(drR{90TO>4!My0Zc88uQ$8AUJWn!0heA#Mu;ImWdX9$3L|7K(M9+tc zHrGlCCRG-gOIWOS{-f4%zDCh|^1O;;_mm5Gby0*CEk^Q4ydbwtOZgawdR^y%lRDRH zU?`*qsc=|ETwaD$NvKL`Zw6bYnJQT>8-?nLNEQw_44x2Cp6q&^@>+qf0~dSpAP3_K z5jKllABi7gf;JFWVudI*IPLR~cBmEQ8$-qgOF<7JkHJV=MIvwIG=xHS@Az9!zF=v3 z?3lw#fsv4_@_d~+WjVe^wa3o&l5y;Svr_9C$;O&$z_iSs=96)Sj@Ek@NKQNg+7ebe z2B99c7DH1}BG8|j{0JitMb(>%B4q|@SRYGJ+x!rV$7H6qe!v$O|2GqxbdxRi8Rcza zp%};%LgJpEV4i_^Gwz`|dnF{Wz>M#A%|TGzhzD_t)_f=A%DQ1St8^=gJmPqi zZ%gH&z(LCYD$eYmdGDYH^k~+=kSYY1{xt|RRi*h=c$BHWe_P2k@oe?rKnQpY1cqOb z+9Lpy6GB~)G$b@(G3bB6Hp(T27wp|t*tq%UdOzK>K%1PKr?(ayos;^)Usb2kTP4R( z<~y`vlGm)4S{Uie-bPPGPv#u;vpc>^LYYr$@-Y-N!Mk(e`Hvjj${$^H7k}M%_4=`A zIoFy+*Iml%*8^Oxoqo3d;KUp95eNrrV58t1|004`>nRY&2<#S+6!L3E^1-U?T0dA`cr@zfYA9CICR(9)eb zOQ)mI*r;;Q!P(r+E0cZD64uz1PR+D0?>OhB>-5;~PS?3*95fAQGWIem8OERKhV3y6 z#c(J!PY=by>Beo+g}r67jT*(B9Pi!U=2nBTw>AQ9=T}s6?MaxKvozEN%1E9R+lBiS zv$0V8dKxyNKK^}Hw|TEz zG68|RELJNm8!ZRg=Wpv|SFltRdrm70;N)6DqbbiRWS9r5D05q%{5`2)TUFAMuR=l^ zTXWFSneB|7?6OvEObv_wl3lb8_be}MWQRkrawr8`w&BI-uK8Czo?K+ z{`Ts8)j`g0jzrA3_<&CP$A?n=(g{6Q-j}ypLynP zt#ThLN;*ADg4H`hz$n@a^4t6j^SmFcurgCJ^V}D36ULGH{qk$wYxudry7x)3^|Rui z{?=1DQ8k_FLW7oLrGCt*R$y`PCE0EnTdp#9E~3jtJwgY*y3TnSjo@&2X}DLq1XFZp zW=)NWMW&Qz?4>(*4POcNh(jO#ihxg%v5py+D5ZV;zqtU0_4r~~C=F+Y&gY^Hdp$13 z2gndieAx&OHb$A+A4&=K>QLU%lUr2+cCMgVpfYD%iGGDIYg{d;mYCSCa`^t9uj2IB zu##>`SQ4YFCPL3kOlaP$#Bc2bg$mj9!6*$)-^8^8({#uVTWrh(Tsp?qK4N`V|BHaxf`*jxVbz-jGF|EuWVA zhfdTzz!3fnT&WKAg6VwYWg~caR~tj*HYFYDtE9&htoxj>D)mk3Kb#>;$)5ix{!6b7alWU}dKl3zL(r;W{1CuL`SZVq-Nr zYAt)HxpMQ{sLvL=UrRbF=2C1|+`}F#d^M5GO1-1do@kjXby}GUcg~Qgs>HorC4wJU z&87^Ov}E{PfEGzquU~>;rSK~X^D$q8Hp^HrvmWh;4(CdKIvk!Fcc$8r)4yU`71x0w zVYbPR?mC3C0vpOFvwC}os)R9>GCromFkdA$hKx3yl5^0Kdc}2^g>3W??pj+ocS?nd zQ!pi5Rr_3T>9QKx{^YsCE5#00%XUC4Z1`jK>w3F)Z0C<`&NLsi{rkplhwW<1=9%qz z+lBs}tvwON<=&^OeH??-ByPgaq!EU6kTW;&dP;S`s2SWFQPuf*MP&M<5_ zcRKKJ0FD1F8T`CP7XgJf%F()MXQJ|u-V6e5OfAP^f~wif-ABH z5G+7DXzw}#;2L+_5%?n{gtTvcYVP#* z;FTrCz4Se~=2f#jnZU;M#%|9Z-E;4#PuS(R#J4zv$0R4G2PW4w2?kBN zG`H-0zByY_64#QXH9n_DB;ew;!94;mb8#OwK1!7uLpj)5xbo35R?a@0dD0Vc4t%xwiG_Cw zGaus?8u{jEQZf(*WT(=R>tK=z%dL~u7Lyw$YQ`5&8VcZ&vm4(I-4R_S+Z%2svfY(4 z&k4IS-Y(PJXS+MMmoc$RwRc+at?qg9lh*ievn9;M`0Vhmhw2@acpMmI65J5=IbI`s zI{{|Vu+`@?SL!x075}boPX%q-hWIKPh>mN}*3O>77o!`$c^NnvumE=tnKePc0B>ax zyp1L@4CD_CN>%1Q80M{HBeMSIoS1P2a7a3U2aE&k^IV>UWLb?L>;U$+Syl{(ih#)> z{Zm{w(u^``$QIN&MlR62}5PexE%RsM=D-6Z#mTaZ8k z1?3vt@y0Z7Wj*Wv90qtoB&1N|(x~Z6h|{6TBW3_80^n5$P+^5GqXBgkdOs#W1AsAB zYKSz~Hc&sD0ok?)z~t^jmAMki)FNk6f)6H)3Nb=G!Zw27|9v4!g+unQ6S%bLa|Hha z1Oh(i3=ND9PD4N=+zz+^AlfLY={Wp0^)@~~U0!**Eg!UOutzBxw6!-+<-6?M9=qz; z+Y(MB*-~-wRdiQ{@HsIISMIWRQ!A&f>}F=pmRBEZ^P9KY!Cl&ZLI{Ue099ig*NC-| zax57wx?*q{?Ho+B&pbL>sgMEm(&Qn2kP#2^5LGly9t<VYO9GF-K)CQ=9|YDC;TR>yW#e^c_gT@G!!=EF6-aTu3JIoW!$Hd){qapC$>4mD$`3`eCrtr?}kTaw;b*{F>&< zQ84K=0^b_eBi;mfz|B76!Hj!KAXP9JAX)&%KP14XE83>TjX#}9Q}vKc8oLLkh1ii` z9{)9!N>=|okU;ANI<@Aft^1Dcqo9OgX4i)x~W|Hya4PK&i3>%a%dow z{F(cYovBEOfwly26~#)?V%%uEq9C}8Gzc(q)R6uElZWZRYRFw6psLIzgDu0kAA&^! z{!8~U3cc(y0qaM5>>K#p5hipDg4RFX1l|&kBjEoof&8~C2%Un{dN>;zAuJ(vXJ87X z0{-Qn6Y+-Mo6MkVgi8j|i{9Kh^@tegn^B%IP&D*N8FSxrkKt!Ch3y{4-a^o-?dnkA zkN(v@nTeTL-SdqBIZ|QN`eIW=Pl}6kBf2^L!u7 z2}i1TI1n&x9qCaSO39A<&2wflS3(j$tim6qH`A&`q6>!IPC|`iP1TGA&3qrESd&L$ zu91CilES?f@)38h6H%J6nNyb!XVc&?LUzt}!Xi`^Q}3onBcbC82158jOZ+4E1^=p- zvb4^mgZU22u5qMrQdPtSq(baXAMzeqd*`)j-3NJUSi%PEJ}rh@QHo%e3={rsCp!{% zg}v6AO(-%(!!y_q+x{@7qmE`myTF0S?QKuR*J&YX%|XlTZ1)?vZ87DJABOREm8LBR zV#$OZwYan4o}M^o=*>muVpMq`6;!css=R;oFb==V&F3auI6P|i}C&WWi2HAa)% zR*ujiW-JSf$+Y)7c{@`0WTatB(y2#kpaUg@zz2yh zAWk@29lCCWi-_=!)M)9yw!i@an{+(P14XNbgkXl>q!MP~^!E78CC;GK=HD*6RJ%EQ zJEE&3QNHs2UgIxhph-LVg+?}xb2i=wm5KTKPIXz}fg+S9e&-)nNxneOd zc88kfOv_GoqTAYIC66qsNC1Pop77~f|5Ia+`p&!=OBPPj(&@Q3WkvAqEOY%`{ zMQ}t2jg*w)cpd&s^+6Uo4G6H6`8Nktnmh(DX&<%Us_2*-*^j}qAa`>mK3R847cp?| z!#I`%h}Ga=CLAEn+Wj#JtqbT1hTlpgk$O%i{7<&zC-yRrE_vW&-5+;cXTim4w)4g6 zA{_u^2Q<#?CS0p;7_GVDfn!dO(F}Wi)wBPwt&Q#UiRPu)rH&w`KFsdxD=RL0v(0Z< zn>V?C$(Pl;z$LPbJxHsSdkTycXQhi%T7tJB24C<^V*4Zqy*zERUp;@W_>iAy!9U-d zf!_+F%JnAX`yE!%^DVKgV^IINX-lMey>DSNGwAQ#mDHfMoTwRE^NLyHcMi6TLixYE(c%=qnJxZCQDF!5Qu|c!6}|ak_@(b zAtMIYi4-L?+xS1U{3=wLBP)SxAxi)h>Mx3LkXu>@x&IIm3ZWAUw>4LEm~lZ*Ln!9M z(P1O!#?y_NAn(vp^x4KLGqD_Ys|M)2O zbZ5Ln<@s3d>1P zxTAg39bSf@rNt`wC-U@JjEUP>+I2)+h^XR)BUABZ{LJa}*#okJ(_H3m;*7Wp#brFK zqdmF#Nx8=VA60Jx4^{iW0cQ^*p+S))TMcE+5?M+iyQWaGZ#~IcA+knxWwK=~k>W|# z3fXsqXn6_`*_ResvoG_0@A3S9@B4lxm6>zybKhsa*Y~=v?|q+hN^|iNd@Nu;^o4>A z@XjTNqdLsdJH=mZ-#LK+a`wo7s6~Y>?4vI><8^6bJWdPOyMZ~EPsDa%3M=@zhsVg{ zVrw1zn<8tCrX$`~i@)l&I=6m9jd8uSDXqT5J_5vq5U;m4@&4c=@F{ntn&tiBRAHhw zH~r{S?31e1q)(jpt>hf48BrO^;&O9e{hC(2u%cYO{Pk+}dUsXz^2$K<@@!T0cK5W; zuUFnazkZkd!slyW2j-`E=Evv;Yl67k>Z27#W{+1W2Pr2oAf>e{n4mHW(Fw5&Z|FnB zg;Rn^?=98b?XO zsJz6V1fjPH8WdGJo6W0i^KhWePQ} z3j=asXgL5QGqoKBk}#BIeDJSzjcrc7)U#HofPbO79bQCM9KgQuH0h zh${N3IA1eKJ}3%0#2L-{dcRS=djEMvMISkQ-UpJrEChd46bm*K&)Xrda!OH=G1kUR z0(|tD=-c&OQuSB7F~%haS>-t6f$-!L%Zy40(|sWBrHDSl0QYm~1V!E4!-XI86mS4l z3Fp@Osm%Qgd@cYX)z{A&Ij`=+>ACPlzvsM))Eme#Jg+tpMvQp#_M-K(GeWS$3d;{w zMa%=%`Z0`FjQT!zA2|>>;t_=3db56^MTL?JiB@apd{$ZO zhqsOgOd4(}SV29&R49V0VA#e7L&0?tz^#Tl9T43kHD2YzuSTIGtPd zy1eAj-83$@x|X!L>Lz8i6{Vr=K`!6%bZ_7BwxO`{;ox#r2DfS|w^~MThT;*k5vmi` z!S(F3mgODWY9LBEgP+;8AqmQ}`5q1v|1%?hh?@ z)c@Qh)w#M|edE<^#*asG3CG=p+v0>D;1Z*=1s?En(DjFWCYYrb5~_HT^i^QzvvnP~yFx!!-?FaGS;DI-+EwNKs`pL!OanH)#mT+{%$ zCxP1sn3{VwM(hxSOdG8@9W#x`?Ze_oBz2s1Hg#yOt?{}XaF8K<2q>$L=%{2$L`lF{ z$rR2>9$o@B_l=hR0aIc;aO5>CL*iK&ZB;(EolyxsPXY%Yc){w(u#Tr^9P*9K;c%4y zPc}gZ%2K>wx+-rl7y6Vtb^?G5C&Z#9d-3|Er!v!;=N$6Q;4IDlt(eCPr;9W3Yzu5I z0SzEOmc6J0`615?Z}|*%9jgq|iHw4S75Rcjf{&)E3EG zLv<4igkGO8(xs8X{s^1zt?W|i%`B#wp;qJ#E}uIKcJ5B6f+LwQ?0Az|lT@$L@8{_- z)}=13Hr+a|_0~F4+U_0M3B){ZF)S`LFE8(Klt_k`ErF@El@ueQ(L!G?N-%m9n=2?~ ztsQ2!r*!6ilq`Kn119lb^S_+jZ&2f~G)DQwq=YP6qo<{2c)c7(FN0g-BQZbj3tn`G zn=(ZyiG{|(;*f{gV~@jyA6r;h6c6hS(!cXa_WF>bm*G_^sCLr2l@!q;@Kh9=#)FkJ z&Obb$gn4!Z2Hhy?Wq`*eMN8+I;c)cjp76z;?z_*FczP(?WK=$nTRZYXh>IQrM$jgL zi8i8xsG?vT++d=-TB5OdQ8uAGj~l*PVpqDxfu67nzwr`rQW-o@!_VtdGB$^{I70RF z^C~hzzv%{4-+MH?p=v>Iw88B21B>7lar<0Es3PfDo(L z=#I)Lh&`kAic7rsB-9endLjx?^aH=^wq&F5oID3H$qJH66^p_gViyp$`%)6aP45P# z*X}_%DZvf6f!CzbQ%bMTOit(98dttNGg zj1NH~0nBb}{9q5ZurP-#z89kU9{$P+I8*(TevsLgUBHX`%fVJ@Wqh454WE z)J)^>Ly;6L1N3bu2Sx{kp{PM&gbS?W4fN*Ou#S7Uq$p{6ESME&$rTT|0nR?khk5?& zmk=_$(N_XW^qHs~<}U_%bo!vBERzzvvxLl3MmocxAca6o;Kt1WGTh%|czcR}{`*vT zTkBa{J11Hk&TFuEPQl{dzJTptRwEmWw*iF4!HgLEis&&MPEqN4G2UgMwUz;6oelF1 z4SjttW-N*oQnY_tSgMXV#!J)x-f9-M5y0uvg?Txhg6nm{&Yb%_cu1mE$J3T5>}H%A zaUsMtk5*0|hR*URQvXD_%Qto9CK6ErBdXicFm~KaOXR7o7knokHy*mn3d*mHIGzb} z&6_bug2EbG4+{?eoS2t~Zy&MWd)9eRsDli*I+(DLua**ak1KFe zC7OS4)x0HS!60n9nKdq(tXTC3G9Q9>LL&p&n1r02?ca0rYaAlxU{77 zV(jj`KQDnj3+HL}qKC}bS9<|$nrF>iGhOe^>VSnCTT{d22U4m%fn+PVo_%OMks;n^ zGB>&M?w^NRMb%wRZSlTqYgqp^Zp*uLe5Vl#8?Y|PBlKsvdBp7M?@(c^gF;l`o`t?? zW17BN7n6v1jAWLzcFQ$U-PUaQ=6O*bZ&5;+M1i+{^im$+NePd_0RjZe57TTg#eh;V zaHev;5s<~AN2-@ht2IQHVaqk#gQ(Dsr~kJB;EmD_fUz5Nq6I|pKG*`@L~SfUYD4&m zssb)B!_QuX$TNaCWrd*gM!}Abjj(Kvv(!X8l;l-wQ{q0lxh6G2J?w&pek(U*0%`)& zH*i|#poWr(ppL~cBt~(e++mdJm7To^RG)yNj$==GD%kV>@Vnr&!-bjkWnx`!WHz|t^Zf8a4cuEVbM9b# zY_x4xx`Pu#QRN1&{}1ngNT&gwk?vcK4_nklls;CRgghdeB_k%LWMq8(Orw7C;MyL( z+Qu)sMV`y^(gSxID*EbKu+O1`SRC%nS!3n>SWexRSETIHKI{G}4b;d%mkJh9hK5*z zAR)NJ)>ye`$UjuUicHn(wi6WX1-^!((4ql$_qeuv+;hK8Uw$_#GmB;zR6NI#)c#&I9v2G&Yu3m^M%1 zb3I@C-#ATWZKEl;du6(KBc2YJER-l{`%Mb^Ygo{KH z1RN4PPiHhxP@9<(a1l0f{1P z6~Z6H9nw>%m=48-2T>^9Q|MzgU-1QMMG-ays6eCw=OHkHj$90Yw6FFO!5DFn1vH^- zj2H-q=SoH2J!`<_#6;T`?EWk6pnYnVs7{df=oT#|F<*T~dA~`;871F6S zA|j=DFqCjitmEndrW7Of58WhU)_ym!@-Z>dKz*uE!p$IcnA;NQxjA^qns|$5iBV;p zt%zLZw)F4n&f}Y^qn;MBQ*kqW-7*h#^6F{nu~Oz3?$Q~?@r1M!J~EO%YpGUaOLdDp z^J|wz*xxcc(@@cg9yls|R4%KYq!U_xw1TQZzT!3&H5E0B!TDyUS|}f zG8=e?rymS&a|~@Y)Qt!Cx~Q~>zRfXFrsvi-uq~CdDFzmh>925|FNl5FmO0IAwZWva zqvFD9fu5ieZb!WGGAw zfn#a|76C;C@m7U!IBSCNL2*Ecqo6*2}_a)5Ai}^o{YFpcG^MTuv zWLdSHZvG`DHy;wucScq<4nWDv8B;fzU}7H8tC<#;M3tvEdx#hln;x6apfbR>RB1)V z#Rsf+jtGGyQ_^r?!r@?z9uB9g58j>Oc9Tg7#uoTO!&BxVU>Z(7UbN(yVy@tW*oFii zMw$j4{aa^xM&77RR|RgdoG1)z4t4!-!^K3|pn)V4-0(^Ricy`w%4WT#tFI1836SF5k>iAx7G{LxYZ9+9-9AIMOObP0z#l2B;4wB4tJ|&6wJ3 zn2!hB@mAXG!1rT+9*YI8AKn?B+oEFiBXoL%E*<2QvS~H(fIJfc+95?xek@ACw;nD} zJ5=QVL)?8qM#|cv@c?hLx`4W!{6WiNJW=rx3%AsLdKRkG7Vgliq33e4$1Ga5=^ZG-;L5AO7M~3vK3^IYJ2~U0hZA+cDat#C;<->vu>Or=5f<-29_NH0@=?HnQ-wgABEnfh)q<96$iX_M zpnCq_yba2bi1+}BDf9sZBH|GOtQn&4+3sN|no-g8DToB5u~0BaqlB(-ZWomE{euGs zXcCpg>@Ya|Us`nZox({PgNJ}nRP~Y2g2e@p(#S`42lI$)4wB zE;aohwF18IsuZw*t%A}iP!t+q6@^*X6)Cp#KV^rQ$qc9gcy#VkSchck{|XyGv4}Iy zO&STFc{FG;^t?iZQ+K95&g+5e2#IHYyw_*(ec=1L4JYzr{_TGLC1;DJpD*Xjce?G~ z`Owh!=yN7I#58nwo0KB&GQc8Q8q1uq5%lY~?AA}y00z~~UtQ}#`@zh^I4+=(NZ_P` zb##931xdh!6>`Sd8VM2*$Duq#jccs{b}I>HauvqdlNb$LvJFSuh9|26*ZeG0H`z>8 zZ4|F(D%zzQBsClly*bdA_H1J0iFif~ERikR*-oBI#hnec|@tZdtSGZ*mK_WhCRx)}@XR%@SzM}O*)`PTMV+lt1p96}mZ zO$57N%wR>6q2j3wLHdMq`@O%MXtB{z9YlgdjK;YZLzdYbW5IGy6XkB66Rj*;Yd!0; z<+TlyW&EBW(=ax2`R>gPS=97W=5iNs#HXcYWqu7qX9L_9I{kmEZTF0NS%ogh_%dE| zr$iRjV(+CaP0X{gtkQqtm@wc{cJ+ViedI4d0c0VY4r-v|1l4d6*lDM>DY$%Rx!HyNII59uK2+IYcS&9l>Ex=p(a$3KA3>g{%w3qKLtC5(QWI zAym2Bl|0ZS8J1{4gq?6|@sg=LS#i?03VH+|Z|Otv&lEO*rK8nWaQ-Bb;tA~-)`Uac zgWzU_pA!@=fa3y6kXD4k=b{I!k$^cZRC)QYo{)c_d?E~IbcFK}A)8vXQz}J4%DbXA zJnhB&%t5uaP;$E3npGgz(3XP#_6^CB*xtUFCwgMhviRo&2RSqN%kHd$80WWoNUu)g z*xI!(3!wCE^D!;&zNFXjHJ`*yZZ<4_P5> z+=61V_>^oJw#Npxn)LsMA0cJ;$q$IvK_oO_LY`*mB49G_;(IOQD`yJ${*i-umT<5e(U$geWbjEBqYF=^@mR$k z`xs{D{mRkj!KoT`DfK^ON^}sw64JfA8sAV^ zxBZvPHvwfVPRLzzlU7to(bQ(-vBRnU!!xHRv`p(7P2m!saML>aafii(3Tw8={ZBzW zbFxj?vkNmVHb5MFoA^4i4XQa0G{yn={y_u;WWXYb=M(`0x*6id20j;t!nE+;M!rz` zq-Z0QM8PZYzlECef6{#M`dERFfoM5B_K=%`53D{5_;`t8f#Q3>HcOg{4&-*??VGg2vn!*$yP#`FgVo?RE1WJJtHUx46v0XW; z?nI+v{$Xq?u`A2kvT2!TzSXLfOd_{h?TnI}g=%};8SJ_vTO$bP@iFweLU^Ld$A{+> z4sofZC#$SA4v!_)ZF`fFBbgnkIk4RSbi=pf@Q7qm(kGyidxw)H>PgT)_7*M=B}Bx| zVsLUmh+YQrMcNrvg1}KM?9N%Xa7T3di$(_r1(Y{VsjW@bjr6nb98XrU8-H@MafZG% z>x@DYTi%F0f3ixdsYT5OkN?WcK(4nv)I73J^U{^v%r3yQ!&p-E(Axc0BF8uN)JATu zVg@@Y#>A*#$m0ndiX1<>=rtm8(^M|^3`6H*jzljQfIt#c+xY?PK&VzT zot?#g9yz0i$O}tPwl^5dcq%G29B8pvI}8TrnGMAUIs!{M6-#xWQGe#OvYr>1r)lZZ z6_fW5%JiTA@T+>~x7+-`nPkTJR@v|LX}t2!d};K!d5~Ew>4cQ3+~?QMDp}WVN+yso zmfMHc*ki@VLKt1zH3DqUdmaffdL&TV{tDK81DPs-_w|N^=D#0816ebu>_W8&89G#3 zf&vn(PpP&-_0;Nigw9NP2tbgV@g@*QptRE=#E>~2WzQ!+U6hoIf9Jak=K zj<36;Sgp_nORa=zKWLLNz&En0P^&dUy2KnO=gOjb9QuW%4zlOf9J^H~B{0dL69WG7 zyfN?bf4YV;#{uIt2cfVJoyRK5p?yxkZ*Hh+4|cXgD<26ViqUU*YKsn5Xd45|jnDy- zK|GzHh@K%=lczkZX@iHhZW9P&!Wn5`*mmsJ8u%C8$o+vN-6hGscQ%UVL@I*ADNqEQ z*k}<2ytVs#tYNF}*1x?wXV+%jqjRaD`@M7&M8MmsUGLatd=2)AmCrbD*>}FuUxF^?Ei140BNC>@c!0A0Pp+S_Q z5tZj=?y}8cmQHEp4y8-=8jH}s$Tyv2yj15+n8(QCJoRag1~6<5I+4XVhDK z%=-`~ZCx=|(Y*0BbL>?SS=x2*noR-MLA}3no9i#jpX}G0xG!|VyZN)~qMf4Gz)}Nq z!R*5@eT}p7xU@cwJW_-9bE5{urUlP9^8AxtubvhT+u%E0N;d7T3W`cfqt2;Y@8WCH znVp)K@B5Z|I+hm~iqDBMz31Q?Y1Euj?412B;pYGOs!!+Dq1I9f|A_~I+~udYj}^3W z*%V?f@1w)PZ*i3BPjk8T)b?UYSA(NNu0tD1rSqCr z`2w+Lhu!C=7S(j>Oudli#J@Pa!AqmcE3g2@Hpj%{$%U5dfECl1eIPO|^e10Kntm9& z7yv2Rx;wHX7*Ph=0LzmIRh#Ey@cGMpJTJ&4i#pQKNDXZF7Z&#d^pgcFkA&C-2XV2) z7*4ng(#CujTHfRlfe>n80W`wVbtuweU!W?l3w|H!iXzhb=r5&L)S`YgiB`Za%!aQi zDqkKQ7UYk9%Xui3A){;J0hin;8bR}Df1nZ--o&U_CcPE<_;WL)aWM99@XDm9*bXSD z-K{9RVTX~&G9D>aV5CW`AvqfGWo3IxK|er3ZJMBr0R4f^^TLRTmr=JZqB}Gw0|qa^ zl-PD;#a?n{qUObzIvlKq`HV_|3h1W@vaTe z+;Ot%)L-IK9OF*wdqypai$%pRD7l_@C{{QaQxZBMCQx%UGI2o zC1?JaAx48F((^Hlb?ji>6v3u4Oht?22*ogh5`E`K-+&FL;jY6)zK2)8c|W>skR;9B z*~m@f&73Ap&s=Jr6b2mqA?y)6t~1&t$-ySaM5ENBI2liTJ{A-uiZA%pK{M4cG!dGy zj!|97$!uF_sXDks8|7fG9+{Y)Ji4gt^Vx7~57*bK{`Z?D*jObSfi4dDlT@jg!q@KW zUB~^uYX!;>YhrH`9elzGqRgR*=!zspqw9t6T@j1frTfyWg6B3@)f%ieIs;?96jTz; z`i^s@P@k2vAG@2{vp!=u$-GlP-LN3yVoOjG7S zg!K7I62NN|PB+rNXC~EQ5yaC{bQLDR0#XBlHd<^D^%-wns^DV<>kYu-KQQsQ0#%M( zIFG64qCbz&);Re?exU%hi4rJ#6(Cggd3`NL$f;gjKzk;EpB)d3XUxDKC}ByQu|o9y)bNQ92lg12||ye}?1- z6+-C1$G`hvNQKY;%QKK;b~|wt=o7r(>+w5C{8ff)38&Z2fdf%(HNFPnp?jnIoZlQt#~RhIB>Cte6q-|sYg1g zOphMxWw7sxsXRw9B$oru#i?Ex-rN*hC!_Yjm!N94Yw6 z&dpKj^8;3k2mMC_cl;D<$p%TjjinMUa-4=io4x~w)!Hjoos^X4?4)ey^>Fll*fi3J zjF!(Yt@%IGJ9o`88vpG5_v6DcDje0>R4>mgO3pvG5X8-Uts>Rbf2n*a%56(aWjmEW zSc@y=x4TmI$pCKjBYd_k ze$-|a)^QdQ7=$MP6v{~y?ETm9Bqcs6?8P4eZ5U9P34$IW+67+-2Zk;93`@k~VO3tv zrKg@(5GzBf*`;O=s8mBwKvyBsW=K=%8@ZQnn}ae6XpQB(zC52n7mcIxxEEhK&U48V z`Y;nHiIji|t%enXFgMRCjK#%2qwIoOnY#yxXqTjg5C+klA>_3ZXvu|=T_CCX;Z`Q@ z71`!2IztzMLgQZqMFd;u&X5SEkfb05R=O|v_}D|cd6~iWi(74h zJ0}M{7v=9}ap*YUp~0B>5tdXfgV#ZvMnh zTG3W#*Ec#xWalUi=`CI}vkwBtx6pN8I>i>P`!@h7Aytb5_JocUS z!}=If2e&d*W-zeO{_E{Ybq6<@-e`;J&ENhlnVTH`Tfh0wB+uEE1N_1{yxRuX`2!z! zLPRS_m~!jeH>%i_abjt-KZaEmw#V}Cc&JR8^D{3=coA)6`ZyAUqMo9%!C7b?l#mM( zwTc&w+WKd=(HnI;wbgx$lKqg z14j)5j@3<7@^@Gm21Ux!Qcv7(Nfe)3yFRq=j(?;Vl5v8QMRc{|TP3npI?RRJnNB*K!RyZ;}Y zt=3ZHAb<>n_AYY}pDzX@YM|^-VH8A&z&pS;h2V|HkFQKDz(qfRWcU;vVi(2~X$oWq z$ELtDAeR)%l5vzG#(`Lt0X&LWTw&STxwB@yiNT8Wd$BSa$BZLSr&6RS>VVQswC?9d zJ`g1|Dh~)dGx-!aG8G|vmn0E_(MG>6q2mLku782fJ_1&Sg~L!*ccvr(Q1PBMwuVCr zh{quFESkMnGB#fS0_zV)p*=*5fKy*#Iwma6kHEk)qt9o6nV@~Q*L(W_c_A^7@PfB4 zQ7Eoox*uPl`3j@n0xM?Hg7Lx=)Uy?VmLo~i0qoNm>lQyTFO|*KMF{!@cr?NBP04ao zc5b4F+)~$AnU>MYsMU26$GcUk(I?F{7oZ$C6(1-lxz-#XI*AGVH5nKmxK5+i@G)TsNJzH`HCx$yevg;Y!++Vss z+HrT9$9KSRhsX8G30cL^Q>vl=w-%s5fS%R8^dmReO&nKM{l$!>NMg-zrGJzhL+_KU zuZ@3ie82TRIgq1hBba~m`*%@pX45!H&(TJ@LW{~qnLBcvg%;JBve7eloGQqR(oWr( zc6?T&_NS+2`pbB<#bLuyoP?diQDnwLB~~BIi(R^PE5rMnUso?Vy$&AD zIe$aZYg9C2;m_5z*vv)hfEk9mc(nxw$?<%Jbca!QR9+!$%Fn`pgDovUciRnh|f>bn75p#AnQF^QuKx?F%-I0 z#7Uuhm}~&Te1jmh`@S94Z?XCBiYFak;9&BoUWU{!FgYU5YDuK?cL%ZSIw`b|<}*~F z@XP12XdPNZ0##MTLOsF#j(=$R)X;oK(d5+f&6%&A60m^#GpY5AgFu=N_nf@Fev(J{ z=DYgOsz1YKGFBv}RBUgzITz%K8g(Q zIC9Hh&9LeRhCFV%qtngzdu`qOTaW1$V3t%7{NvzrU>GRMLtnjd~^=J`Qf;<{S<<)54RwJgR zvb@6OxsuuwMvyHyffp_yDS9&p{=Q+=P`CZ4w{)i4%hR)QZnLH?+Hn0JuEn?IJJjUq zPO`k)-Oj7N4Q^|is;lL7kFUB`hPiFW1$LC*n^qfD;$I*2@8{n($yoVwbvJ z{m)kl3&$kaXlL)WU0oZK+z54_RJ~J(5$#Is?|^h+{yodKE66O=yY|fnLPyvC3;g;0dWe$3zC&K zgPpG76ksx3-!Bf?+T|~YI3WX-p3_wWJ}bIAdj}U)=2hIoxm_k6p^$?}!qH++(B z!2kV{?dMT3r_@&d6RNvD5LHrqC2S1~4WVWOm#F-O6dJ1&;-FQyu-DHKc4g}oox2Bs z$U*83$*yA9=SXvg#nl-S2V97L8o+iOfx%w@X<7gl)SW>R2H%in^DSpe?7IP3AT9lzyl;8KvU2$B z17!B<7H{};_$zmkMD7@PqFK?H2FWz>GJ)N?~U8v+CRGm3RXG!3;%j2#6SS> z?sXKCY7$_maBo@KS|^Xb^leI;1u)i=a5VjTFk=^#o7lNplioufOkS+A+OSP>80D#3 zPW1n!wr&YNtm9{+1pcTz_+40(j>{oAo&u*{p&nMEU^?qNowhDn_kC&YRp$D!Tay8C zNzUmK`)nONLd2J@sWn}-+{U?@ohacB?Sm!c^}>Sj6{`~xhIQNLcu$W*wUsEBXDvb0 z>r1aotXm26ry;Ls1tjFiD!5N}h}6!+2QW(de-vY5CjSmxy|mSQxM;G>aw~1^ljP3X zf?plI{@;d2t^DU+uHCmHd-$(sl4W@hA71!9ykNKv_eQ62>iJe5)hvnQbAf;fJ_?h} z&uzt;?PG#FNHKJeYRsD%ljo|^h8M>SM;$WB$`zhuWks--Ss2qlOslm&P7W@$@{hHC zb5K#z5S3CoE~@B!Vz4G-^6PYU5HtUxaq+C#HKWv);F(M6icM@BprD`}z*`{O`jO?< zt#H4&=-!$I{lSIs%*h9Vf5d#7da7e5ze^Za{t#8HY}Y!y+VB6>Z3D0Rv!B29y#hQ8 zm+4nxGzJz;8%)`=%vSn@Ejh(0))AH`WV#cd#!OeG_;yCi?{U3z zAGqiS&(`|GKb@2o$8GSJgPf6hWP^QqbM>Zv^>Uo4M}}Yjdv5*b1g2>Hmg_X24ueQP z<2ZV}dOphft~k|UTq_S(P^mO+!h*Taz=(B+0EAFupcF`+XQNpJL`#bqz=#>n5RSiK z8J-!S1*Y?Ip?wwe8veRDhAXGEGSQr zu)CA8I99Nc;MGvc2Mpdv(5^$n(2ICfM5QQT0QXDk$z(k~7x&`})}>s)hZG`Kxq>FP z3gr=m#-S0xmW=9NKp~jP2b6LxsuUG5CH_)?Jk$qzz@6!FO`$s1Xm{^o_}tEwjMCaz z2TPmljS>3iT1qAGQl=~P3m`ulSG9Lwd0iEmnS4 zUn)UVR`wye?MMu5ytNwHtRoN0n41x|;*x9c>n5LAI6S=ktzu?mf+=$+b4Sd7?Lh$d z@D^)bVzjA!`ltPg>?s!dxuR)Q?OFD2A=0fQ)<>9+_{BAxGOY0FQTF}e6nM&NYh7}3 zZOGg6nPQ`KmR+l7<2|>#EUVQE4}h^lmT6P#CtmC1>D?JD&lvwY?JqN}`u&cxO=*@1 zn~~t$Wez7r+v7NHW?AkkX1O?@_dEefbL*zVJuj`cPt8_u9{J_j?75<1=Nwy+cw5KU3#saoZS{9Jav-;>u?*tnwjo&r!KplzT^P5%r)sAJB1>tbQfZ_OxXV) zbxMDY#Uv(1HCTdBvm-F|88<|HY3T5s9lE!_$Cs2`f4n?Yfm#dAY-ocj<1>VU%UnK) zI0lG42srR^06MT|w*V)rVekP=G@v-Yf-D%+aOd6Ob}kg*hAJyyppd3Rb0<$1t)cGm z21p0Uj~ybNQn67nj z!PjeY;nW|qI#Xma)LmC|f$KQ@JhwrF$wO}_r4~e;h45ckL0klpZil8(wWVA{Jq&2ASVuUtu%r$l?t4-I6#+S)6 zFDo5(RI1`UYN$`R*yh@rbIPLv6&6R(kg)i3J|ke0S?TV-aQRr>4Ug@2?cw2*e+aCPo%knv-$>_O>GS%hYg;L2a8Y$C&?`?A(*(D$CIL9Ws6&9Dgw{E!du9gT10JAgu5orJQFm&?$>1Ejts5`qP@sjzF zl45G;x3CwBC&|5PBUamWYONnrd8{#xVixaisa3e|Y_Yh6dn^q387ZCe&UoJ3L7LPh zS}095#sV?YTHL{_2sA*VMS3ZPYO#~POUXQmj;5`#yJCUgDCsdW=#oLo8eW$>Snr57e zrjI2*aa=q(b?N@qOi!B3m29s0F|I&*h2cf~&Y#R}uR-75ni$cgj?>jM%mMtFJK0tY zVqC#gol3Q<3;~bpmKROkR|enn{vL_08(Ce*9-jAzA?UW-v*RkWOr%q0lD-!zEPPeo z!E#mbOf!a(AY95h(;8r*5S5pPL#a#~o7fVsH~+U*FV#)mk*@;{Jo&*VkP|`^Y;eAi z>7&FyI6vSA%Jd*CReir}fqLO$7Bu&$lG>c1vH%;W!4$-Q`@jyU72Z6R*FbzFY4sx| z5e$R}p#3Na11M8w7GbdtFdS515J>`7yY1cFZvrBhBToDJBd@hvLVs275d&e?x}6}-d{dV;&tI^hC>}PMa8#5?6l4mz#Q7svA# zi_7&$|3!KEl=OLW34`RGwBFn4tHYUdbAi`ZZMrdHSbc7c?zc0VmrL$^QP*$&XW!z? zb89}MvVtzJf)TdPe=;~_y)UkQymeLl_PtXg#e3*o)qw3u&Ht+{)NKbHMh|P3_MKEp-o_&q)^RD>~=X9@|SJ zQhcsXuB+Q+x}fd!lcjFoBcZ9s|D2^Y(uoS!j7h0o|Ld(4+4piH-4St_zE*iQ4M&so z{VXOntsDhPI|sldvESxCdiS-9P-uS8^?m_HL5>GiSEPlC2 zFx#d=%3AKw$df;9hc>oVa}Qj}v5_J2n@H!%#l*&cmSf5J81d?AZRf`FFW>n(-@W8N zhE}#xdX0(e`EFi2Wf|RehGZR2sZe~oOzQyo`#t}KPSdixlS~2Qy%{|^VuNWGeFnw? z>>T?WaS}L#3#`@4qViVv=m;)aN=LN+juobUsQIQu{~wzxUu`P znano~Y4xd33sjtj2Va}OkEe?eBYLEEw6INDk}xMcZyO$3-zlF^@uDnN_{#1^_itWF zFzb+qrx@$9KcN21=6#&<5N>DK`1pW?NMzDYPMt>hI97PY@)P4J9kD)T_~CLiwH=0s zZb!qTwZA!tvIRpcut`$sdy|Ad1syRn*mfoSM?|QQY~)_F4K!EYCZB+s?Sw~z&t7;g zw2u{fBQE>#=t~i{y#v~g$F6FJ*fX4ssG_0tppRqVweUxHCVIek`BWXv52et-x7VRB z$93TAOK{e)^`?vlem&2=Y3P|YVq~9|bn{5a=@Qfl4tN^)F?hDQ13dQoJiA}gt&nZf zt>zs&%C9g+TX_CDoTTeIXe-p{AOUR$k3yG#W6BUBtleN-4Z(z4AqJlqU6X$t4Q5he z9w;2&=p1VJ`O)#hzN37C*efSFbTnIbp%=|`#AP4dhd+rABULmj>%+LJqgd~Kmt31J@~2sDl?ra$VrDq%q3>AkGPUKT z5+-(f_LfS@^T_*hf;M6edr1>XJbkymOcq4>G6~gd(tZ)Zo{GedgkLvwZ>HfhAm?$k z&jcTm&<=SLR+6YSZ#A@PqZ-gc&X%()uy_+fD#?xNWOOLW$){xWt;&J&K+5Yn3RrMLw z=Yprt&>wU;%T0LbpP5hl@hWNRxa?K~f6W6)E3eZ8@vlaA@6m_)aymLGI&L50+u&dw z(@+awUsauQzWj=4@8S~k)mqAS^B;`D;Oj`qdy}}@Ta%{!r%v`vbX>}^mf|)(ez%6N zDU43#$>f^ftI?3;?L#j&BCCV?pQer&s{J7^jm8JWXc6z=B=0tO9lIUJuA|*YkCoUT z79k+ZD3;6MQWL3fYSk@#@jiok0&T)xb{#zPfCN*$yr)3qGm|eyryEv=J`(3ErW>Dd zXb{v{_pXHB6n>PdNqZcE8a;{rxk%(B%0dmZE}s*czdgDsTv87I({yBK8{`}46Fq{E z!a(>DG2nDZWFIfYs~d!;cltAqTL}gqbnal`pW-^$Mi+i|A&U@P1;E~S>ABEK+>Z#F zCJJn4CE$=Hk8dU=GzUMr719(5hf;?23?IL}-mgua&?OAVI>Ro!-Qp9?AK0dF^K|2N+vOjy9qf)hnJgF7;+W{frbVs5`w4|c8$MD!SAdY z z!@ngp{_?A|C#$k^e{0aqJEf2AUwg!WaV($zW3}Pi?bDUxOVYJ!7|av=!hpTPWXHps z!gSry^;`2&<~qJRU@NCR?ATr7hBNApxp_wpy45_=H@())>^2 zx5w9;im?lJ@*^(V*o4FX2wjvD|GF^5x@D-kliwrFeJNv;xU`n9mC@zy8g6@(X)h&+ z9y}7iZSS6&sB}d3I^A(d^3VE?9Vyo578Wcch+H9=Xynuj?iFN;I}_+n*Bh`cYI(2W zTzg_!=9=u*qLP!W+Vbf`ddAiX*6PmfU9B(sS6-2u{w`IwKWA{|?GM^W9qM!Osizu# zj`Md!`H_#Np4JP^pLu*lN~c9wSm05_cYV*M;{!gQ=d2p_htq9cJWsMX{QQT$i7)>pa^VcF~OAdbuNpZ*-Ay82>ztyxU9scmOU=K1vbm?E>Yw*_VM zo9Mn4@l7jO&36)g>V%Hvn9o0ao&QrdN=J3OKX9Z$Z6$}dEa0RF!~Fz34z`q_{RV7o z)*OFp3cC!qPrWR%Zv1>8ybt@*I_=2kQl?a$PWf}$A`Gtpfe-ac-|&*c+tgUU68BzV zJRs1Q4xyz0v6l-!l$hUTBKXbk6eY|Meo+1g2>`4)W-W8rW3#J}LKzY$;t^>;E^i(J zqC=qF0W<+MoPyAYfA+~COhIc+kA6hd*qs_<0IHeMaXi9^5J8DQ9v$8*2?p+pz%NPg zp+xRaIpua8v4@C~uLA^+(@?|yp)I>?8wQk$k^mf$k|S6V$5OIF)J?t0cv5p&&`oiAC@T8kA7cVr(8wf^1Yx+1H+F9vNrnplJ_`AR69$eFAdRxMR>%#&o zGyP-LR{XJ|e5iZQaWx4ghqHe)2FNSc! z+E_Z;#V+mj-h)a9yKYX31#azBFHTC1X4d+jtXqAn8?l2+px4!=W_Z=gUqVfJ~q4Umht&Q@z2cRcOiT0u$QJ$pr91(kqzN1LvACDsPKXTugB^zDlTebVg znC7Rkw9S4UUE#OV8doa*tablGT~xKER<@u#z-?9Xa<_3eO(hB%U!JOy>xu;WWS|i6w{E>8jTOo^JmW1%7*qslSJ=nYw%~)z@^_f;gkd z$vB8JMaA8u-2kFYcows(#Af~@pRo^*ksd>Vep6U5@-!&IE1>a;-4d?RZE69S2AA~>S;Kf1P2z}^#p@_-1k$ZtJwQYL<43c_Uy#CNDYXFgRzvCm} zJ5DG$KyOaN;XSkTpuG0VPFRKhUmCgBiXyKs-V!Fl%$tsyR__{Tso#|kv5%ww~A1Vnw7f1Mb;Iy_|X zL*E2@fGOd-ut=Bn?B#CXj)N-ek?|s)!9~{sX^JXF-pdhg4aPYHGV2arD_a7;6bjVVBFdF6NB&0~xob za^|g{gfr15c!-`8(j2>~Q2OI`!fwW$+TWp5KtwqLH(q*dlW#Pr3h>n@o8+~`Tr_IeBjSsVN@8uK`rAnmV`<8XHKzY=r zKykLs{r962z>M1V?YvY}v?mXR$1FTAw`^3iT-Lw*>ROMxO~&Zffga!1&%RqZ{ESW4 z^Oho-&8{xx2d=T-_*&>Bbx4Nzty{@Z ziIAzbspsj+{FLpw`;R5^PV%Z(%L}!pk6HzjC%LMLeuqoq3YZ}lgX^hz6*V6o6+ef4 zJKXiWC?JZ_@gYG#XXnj`d_oBeZS>!V{ub-|%G<)|q{903^q!PGs{)Ys%N|q2*W>>* z8(H_1hS(2UN~p&Htvo1#AlBZ^;}nmD{1_s*0pTj9*$9ZzO(2}3Kse~VUGMXN{WDvq z>|u|QU3dYqD71CrzJ$M!>5sntEzVB%<+ZI>h#;0_z^I07w3{*T-4Q}&tR zXQcI(KnCk-(I`){W#iAg%%{(5?h|B66427l&U@-ma*_RYqcsi}_Luu_*_Vu8Gu?69 zLUX#etg0<8ySYB=rOipby1vY%68+g=-6K3_Vyt|} zwAS-m?4J#B<3Gjc-t--7J~ADYdR1W|WGSPA(CvSqQtB*6BnH6K@Nn<^SDuP>@#HcY z$D;;EX!pK+m~#18m~g}=r@!OMrgm8Ewo*7sn4b$`6$P(xU-hM(+ZoZS_(Mp(_<+W8 zt=eg!{UZPU2W6Uvbov~P&yVsbxZ27cDjBWt`#7;jnmYbrNY@2j_E#WYip58>E>V4E z5>U?;sh3yIAHnb*q28;(m~Bo`54dFX?PC=0*izz_)9#Miy&9%&) zV9(U8YyegM6O^|!l$?lw8_Gas-3LSz05&ox)2$Bc*9Ba28K^iyho~N4Lv9d)W9VB+ z6#^yL0^oAR5m4sP1WJMZDnWZGaO)U0RY^}_PG4UpO65inV_6L})Oj-q@ z_LhC4wHF_}D!)uCRSdGjl@Ki1cPSz|fT5uhPG)&*(nfIUc1kJqUVXj@G&&Mgg4eim z-sm$Tc-0)+{O{P_XY^FQYizBkl3s=NTCWDq8)5o^y=2ngEm}dFG9ZIsv&=4$N4`(J zyA-XaNPsUSE;wO_N^e|KTB6}?KcTyh-q!mwK6I?A7RJ-`*&}Nv@MmX#eN-XolhUo> zgMShPg^3voiC85y4)Zw6vZ-9TC*030BRS!jOmO>=@Fd>4Ke%EKJtX<8BYQM?FrpFq zFb4{9qvzZKC2JB-6XYXyt@W^vgovr;!rfmsTQPwaw|`voMaK*T3h#?LnLSHV#db*> zis+8nV7Nnm=JKoN{rgMH%XK?{nmYp$9^!fA>3>LZBq&VPbf6&NO%zSJpj~BwIea&u zM=H#c6@G&gj#1r;c*J?KH|n%R>>S94oQp{a5?z)(?ANm1fdAM>F6f|4TZRh1(0Q)0MdTQEw&c*7<;x+2?-Q&~JSrmgZ%)j#RwS)g%8vJtL`S}6!0wIMOyYr!;0Hj^*SK@{}Caf!XtT%Wp zbv3#jh)ke&*kgijtO8l3!UYHmRm=5Nn=SMlRBazv;^#WR9v(n|0N*b;RI4? zt+wn+X7reUbMR{>;T(Z^M-$%S-qdelqe}Vb2K9Kg&7@| zPllw^yK@4CB{Mp~KRu>&l}@PvUiC-ZcFj!V_KBGj47t-f0W#rkrn*RR(;bEbQ9b$o z7uih%>gYp)r6_$0TsrM?nXHO{1zfS2FHEXo*O1}Ko1drq2?zan?Q>nFu4{i+QHo7O zX75DncTPCXFID)*Qe~C2s^F8Q=|86Zr77TB3>^HM-_U|C7`PE5;b(M9Au+NTLf7`m ztoq4>-kGe2#H{L2kl5?|y#;U4C{xx5oV%pA0&bo!+8-|*o$(Z(yyB9N&kx#L*lDBW zfZMa}2E>5BTvY_IN`A$RH(}68RrAZZ_XuKxRs{_xTX`pFoG~XP@4=fOvuPQphV?_+ z<&Ou0&v|FFo`J+VEMczUwS4B>#@!xrj&Oof5`49Or!SH3M}tD{3^3m2t7W5`Kq$e} zDlttnb`fv&BqFGe68z;o2N*EsDgnlF`$e zP1TN(&u8|cCS4W=wBr&)8vowS3)m8H`Lz%f$;h7=I%1A-+l6H35w@nrcka?paN!#h z5Cx6!rA`KlWLI1eQRJ1dDuQYoMs;ifpHroymT)^>;M!lNY+7( zUh1H53~S6`VWwdrrYbLO^^LFY9WQTOMdLuO0s8=1a1cDiFo&;32LR3}2VP^6{3@6D zk3B#VR_g|Q$y>l3gV2*ek_fCx?NdbVtP4<8(9?mFvXN>nN2S5;TgeMC?JD~zLVgI9 zseuDDMH0d(`J+QpW{QD?DMUOVHvsPE^1zvw2^)s3!XzXg|Mv|A2A2uLpN#miWb9DY z686ho<6&8$1z9|WSs*iZ8P4EDHtF%mr%{S%ifuP+nud)|%ArCj1q3+;t%d_@rfwqc zU(S3g#o@LFr{AzxIq~5-cQDg@h-mfBNiBjTzeK*FlsZBOAPaL{mk@g5hlG>=X zj?8~hLwdZ4J~-`v(NPw-_hs}yPV*~!kEssl}x}m`95?hynJGAx#JM#YnL(r9ivSxmW z&He|74N?%HzgUe{PPhcX|59+s=FcE>`4{X-8lV(} zfDi!!zvpV7@h9eCX8c$x@_wOpXxf-GI3;-~W6+dR?Bmzl0A}p!>lEbdP_7P=joHCV zegzIqh^1+0QqA9dL|9P^oUtU3t0W+T?}8d#h9EP9X+SAO&Hn-40&9}85hmzMP?00Z zHZ*YwUG&LI1Q(DXq7eM2et~bofC^3h7%tQ%HvXVf{%pacVH0(v&zaEjs+%pffLlK+ zx&`4OO6s9P$qJhoOLZ~8Gh_^!95&sFrTM-sJ}G5bH`^v&9UzsNl{GJaF;5|JYR`Zd&BqrC0=upAFNqnpGBbSNa8ISh$MvVG|#~ORaPM**CSF<&V^ zYV@DX_*(nh9$8FaDZs&iB;#}K%4E>pg2W*cL?fR;1l}b0KT2iv2KPglhiuxIdH-HV zImEMw8^c11T8y+%x|jm#&2^640^2k$s6lr1b>0pzvB3wRZB9!zWADV?B=9)1fCGRS z=uy0=)oAA5@|Usr->3cyz=rvL%)HJ{dxK0z5iX42WUCB!NJEYHh8D9jX)n{NqgUEj z-=C5T`xS#^WB7xP>bD02K^Mu*i^=(?_P%_-67i85p=9ql2{e^q_bp2^;$f(rU|QY% ztb1tc?x}Tr&F{+z)8~pePZyV69FN6GeFOzg2bQY@z4)xlS}=*0R>TWS^?!oZ^LPP$ z$a=H!jQMsD$K5bkWsfGcP#nvWgzK~hoMz4s2i>_A=O z{Hh1vnj;A-R!!TvA#!u(ALiRE99j|>-SgZR}&ka37QG21}{@_ z#reE9A6#TqnEGKgUeJ0-^gT7dcBctMoOWz@D^WU}4!uJN& zg!V51GJ1G>kQ~2$q|_3-Hgh&NXirWKJv6EiCj@0JIK!ff8X8KJ2*qgNql$)ucbmKq z1<;tJKC`em-2EOTzHstg!9v*1;S11z_^#c>*oo}ZgyZ9(Txch-nY2D)g2=awAl0?z zDE`l}NFElL(0G519`YqnLRRH`m62aqNX^dz_$TKAH-DIC))5Av;qCV6Zt>C!*HGPsFCIjSuFaWPPbIYpO_=$ompWr5}rv*sh49O0I}c z0E?!_aX=IsjIj59oNE3wy=*g(pSvMDIw+CcZ^MZ=as+}G>T~-69G7dA6=;@OFc`*c zBJQ{V;W+{D3F%*o49yKY+zv6^4kp#m2Rr-@UoxJ{pI#R`Zhrh*QsucO3+#2J4rQVW zd`wNa@fuhS2HPm@zQ9N%{$a#1x#<07ycS_b>yV5ck0IjNPFLa2H#(3p5;w=K!N$g- zEkJhXTe8ZKn88S?wdFs*oV||jXM07=Y7;f!tG~a=qAHr`eU>Mhl9r7sMqQDY90-!nYGQZ+FW(^wyQSkO0Yu zC9M}3j&O1z_3-?_J(r(8=2o#LvB})QSW&^@+!}?3VLbgyh;@=?=43qP7`I@E#>QG* zo?tN_ub8|3q8YUOSlLq{d-_;rQBht^I?MW-cH$EjTz;FKy?f0ugaYRz-PhgB%WLO_ z%NsT{86=$_bUs?)`jw}--$H*y?RgyaGS9H^U6mx*Er(3!y0zag z_&*jBbti@+z^sA-TZ{&UE{WVDrl+sFR#K~Oot@&O??;L^Q)ssLCP?MImOT;T*EZKn zg1LqvXvv>sHts2jnfcya$9-PvNRG5ZDAOa!A`pTRtBls?mfgZ2h5Gi1n9f>bUXA)D zakhQ3NZ|epejDX43*WFtU6=ZF?c;o6rCsnIBP^wSHLa-(T5mm2YgoDCY+p`gsMD8O z5lHSeAqZ6D$QYA>qELZj*YT!TLq588NAria;QgFeDQ#lHmfWvcFp(OCG{co+pHd7m zCeCJL&S{w2kz6w2POj9Gpa+*kplI-;b&0R`UxR=Mom(_EoDe|{S`ZQ|JaLZvmf5qM zOjuG~X;W$fuP!_Q;if;jathEQ^)GT zk+K2m55P|#Xst#wQadzD;9lBK9PwD-6ACOb9G+1KmK6@QCES?W5Q0B+V(9t5!oRiY9UDqPS*+wMWA%X14;Gn=9|#GHy!V76efG#A)M$gpL~EAt_B@x za4r+zXALl(&}O`ELLG^s?;!5zbKG(91H^p!ivDl>VKRABiC2DG8FtZ~tKR@c#bCbl2RzT5RdDAVCG~RM>8ip*AQYD)+lEUp+2u(E=Th*xO;bk;17 zrVKi%3$n8s2xN3`q3^;YP8`F{22BexoC$^CP@M;_$3NH-TI+N_HQ$rj`hdnxVs}vj zb32%IMLdx@_n!UrSr&Y0qJ#@4WDDic9X6yzx{KAoc#$6|?{j8cXZ+g8ysK>-gm^^o z$QYpTz~OsxxT7!1*eaU?8g+om__MYF&Rd~WW0XF6WR)M_HtDO0D5uMCMkVmi!~nfZ;HbugGxoeyQHXCL_Lko}{ZIF|Z6EsG;-KMis!~dxyZs((iQ@x2uc-f zaz!c@Ry@!N*H)K+4N+{~H9Of8sa>8TL1YO{?@0%>$OruOkEB>%WpvNv)~>lxQq;;n zXxd#NkLHn?%|NR@>Ul78A~$&cSu48g6B(8^3$V?YUX-mHOHaKI4Vk-p6TAhd&P3Y< z3qK?msIKjl^wrHbxEWJa6XgUaVS-tnXk4uL(89`34E6(!+ud2p30;ycqQ#-2vyrWf zz85P+L9NTpJGN@i33CqP%$MfmJ&3q{`X+)B1Oiu0yShfn1`=x=eZFCBbw4*d_6JiL zL9Oa?7d)I@ue~?>f^u6cciLvWIfQ6Gcg@q0Iu2h{jnY*o^}HHj)#{|ACWoFuZb8}w4Q_<1Pb zDOgkFoa>=mrKk7FIY*r=Jnbm-PF{8IyLB^1sXci4l$?dD2KiY->9IjDuBq!3qk!ao zZhySWB4+bR;rEka_AR9a6Bn)9i6oTDGK>q==Ev&O=$Fm&!S#$C6VnI0xUY)F#yCYn zI>c%c!+D6hN{(llgTnQKwzj=jhGe3bW%rSblhljUN!StP>wrMLM3WYm`0DoY#aX@{g)75XTB<8ot(rW3`5BLz4FpsF#wiX(yesC4 zaRfZJ$Qe@~PL@kpt^F*$D86Xig>=L9ev57!%k#K4Oe|gW-}L>N2hxlbrP$=e;nDai zi3GUq$gdVT9J;rE%rOoRIxiv<{16F2XEE*%`)CF)2)55#y6NH^S&Ck20inC{g?e&s zn9X`1dbA0Atlh#^)Lx8UV4D2N*lSwd>pk3rvAFn%Y88ZK#<)N6kk9W0$&)$K!Us8) z@2-iZCaG&MO}k6p%kdI3%(9(DCt41@frvp@F>%F7Q;ku(v$J_B#>>@*+& zSTR$?>`;nYZ9W`i>o*_Bp}oxKE8Dj_kqQ11n{7lz5vtV7HI;z_67u`ArxcnFB5WDC z3`s=M!WJn^nKv4*VSaz1=3bOm{&2SCui?8)#`fFMt@Ib?p?yB*4}zi;MHYt>0wwf( z=6m~{&#$+S=qr8uG)vBbs(X9WV&U_kt)q#;I4fMk0V@On|IV3W7q^;Yfo8wna?GlZ zdKmUtBLvZ=$o944{>7Sea}RUCVnyct&+^qG+1_AM|Eu!#<92UX`d8#JIb&V!W1J2K zY+q^9&BX^Qn%9{4eOuk4~FL7@LjtLC2iX@V>t>BNqcqb;x7;Xdt&x%)qdlK2%$`X6GheFTeujybA17?#& zPTmLL10`$^zyvD#&=yKWAU7qLs&SXVw*=0YncA`W9MtkdQoU5lOAp8Mli;9Oe`gl>JA62wCzC!vBOWzdfMM!@ObwC(^4HIk0~qIdOgc z6;X&a)K>ERQL_Sxst5#%M1zg~E<3EgT`V)^R+qbU*Tb#-WFpd9noKNh zjD9h(n-Q6HupfP<$HR_zH{Hj$fB6Q^uO^wT9BkBAf z0ma3`)eXI{ry&0wkQ>MUAEBvaP6Kn)0~CtUebx9jfb74&w4o;wsf{jtclWv zMifgiLh~FogQv(NGY3X@CSS|MCtu&SFwRlCPELN1f-DVNfmm&?q1vPfETAwp0$6w$ zNfF!_$M8~sT_|*s%E9X`=nWLUkPeHWy zSouF;dd?1p&XTq5gcFT3rnD*aDJc~_2_1@*;wl!_mxI#98#bp>9!abgtGj#^$mw|G z$&PbdNdaz#_#y1|x6`5F!1R|GA@Fg%@QDMsvS>z|yKd#&j&+92;v-=^GG!_43VjU% zp_<49^xx&1IA7B3V4>>JGyw3mXdL&CApi2?ipO#ofyamRR8QbVx&KB;YOuTa+r%aLu}|7xM}q~)lD#(S z^6?S38esn$`K?Voe^Q$TEUnYsxVeL(k;&m<% zWhh{<{v!+H%f32*)**N<^gJk^zpzJAZLEVk0+L3=WV7?8$jKGHX+i13NVTdSTz(9Y z6^{we7^@-Ao6rYn0Q+tSzOa1yC8(S`fz8sOXk0vAvtbe4x;RB}GZ3PKSR*l!=$ zFR-eX;CJ6kBtg;^rp+b=vXX{qts!61Q;$)>ANaq?Q7as{C%u6NvC zu?j_>?hftk>IKGsV%Q3;PeZvi%+?JpUK}-&Zk|zhWh)K63TdTu_V3=_|5<_N!egpU z8*N?^H<7+h>189X1XmPZBf_TF-J6p?XSn$1EH_|zB$IKk=^#QoRmBV&m4^V!pvu-G z`sD12*|q)Vwv;7(&v0!kHcU|VxjK4cp!C_;dbCwuay+_a)3>8fB7Y(JKVt^U&ocr5 zryAIny9PM2$p*fJGC)3FPL+08=<+0x}?mB9g6- z``R49XN^Ht><{>cItjojLC=~3A`=P)t(*;hFX2LS^Aqe72Z$;^4iH%I;ed!G6+GAe zF5o=P$s`W4cQ*l|$PHtdKsqu7uwDzYnNn~%G_+*mLaDV-|LyXu8reZYg5io~2qTKl z2L9{CxR7hN9dFfh@Iv_Nl{Now7=80rS;R*kz`qmTawzH$>lY{nl|6kC)iHMeT>&NexRAJ;tX{yLwa-Bj zb0p$oFFB|W7#8q3e52M~m95l`{nX%9J6Vc$^O>C(3`#CDHtlq}akukGi5EvuQR2vE zYQhj9nNvXF1+Gy@oXmB%&WnPP4XbRkZ{$hd-@Pu0h`~*ib{s+W#3j04WjGPjFypVp z>C`DLup#uz!A37f>k>)2er*h$${h$@Tx?WSR!R&#)nnY-}Ut|=YebXS{T|fYTT+Sedat&-ulVZMgM@)(#O|wG3xS*v<(u(51+3lVn0^FEV0i{>7o7R6RYRH#(x12 zXX)^aNe6onM>lBD(0eu@2wPzATS^N)ao5QZp}?|-vp1p6_nqTz*+}&Hn0lq)=gdMC zU7PPF5?!@tSuYxvh@0Efbh0J?AQR?XxtR5C_OnPKtfiEQ!Nqb(JV}**c*|wbecHlW ztp$KZG!)=k;0h%$Q=aGePD$#~t--Wsf>H8&5O4%x^p$*|4g+G|bZn*r@X$lKo-k4m z8?5yf>O|40MA5QPw;F&2&`26!1+c_-3}}_j{zBd*xN8mA;I8#uxYt^yCO`5rKz9b) zI6-4lQ2s{&WZq4~7-omH9O^c3DOw{mNP4ByHnc!)(Xj>PknboDEX=Y9YU~~ausfAp5Dxo-Yr(ndK+i1)d%8T5I2{=u9hrE0aBUKZKkNa> zwIFO=&e4N_L~DuDiY7yI@(Dz_TZ!;z)M5{z2r=sX%TwAV{AD(BMFF8keJo8#4f0n> zhYMknW*%bWF`cvEp3daXyT ztMd;!&24*<&rCwoO}~&g_u<7FKveYlC&~x5{7O zhs`07tQ6XnrYx8m9G>dr{f>2M_OgF=bKK8dAz}Uid#q$Myp_G-M7aE{OY+@~YEfD` zDXzj3swIT_ByF_+HP0^g3crBupvkBvkopnRuxUGMOxnlyFusBBZTu z|B|-yv0V~r(1EqK_NKZBEgRM3C!#h+|CYeBjj-)*K`9pl8(&?;xVctJwC{zNcl*RN z(y+_BKZbOfM^7fRb9|jPlA8cdu@$|NQU4E9EMWcZyBHrfX%>?~vG5iCLZZyA$anG^ z#+)RLr0&Ee794kjvD9A@aUHJ(nYFFY9G=F#AJ5NR9gsO3CjIkRPlkNR`6agylk7xK z4AQ2is)f=(`Nz9CKJ#;d>A%yYf{fY4DN6N~5%#(ND6jiYR(;$TQBfGt?;73x<#ll# zy`yJtjsCmtz4_LxU-4A$<*^{5NBpC07o?dIC15BGz4Nz(7zI zcuN0YlmJ3I1p3NRt4PfL7nDF5htMVp6+iv8)AhMAeg9@-tZ+@F*&-&^ z!0ujpL$Ke>CX4n?tjNru>P#K(EebMgaJfe7R^>H36d7_NUgDqtD>FCSZvB9Nn5dVs z@LP4Q;s^x`>{U`6TjqrCjo0U2DI`{p7kVP-VjsAu59!9nJ=$IBt6ggl5E{JOrJPve zriA^1UaJ3vs6`2bJ(_)cX!d55HR%eaMN;%&L~F-I!%-OX!gKV_5P$#BZjOCk8%+N1 zg12jyhP9W3%5TbB#tL9NTJ2|>9@#!~T4wD+-IM7ey7DiaT(gw$5M&B$u!(~&*y`Vi zx)Q;qYB=M=7Cq#fk8o{lYGBF}o@B~jkEI4>(GMC{H=DI$Sh?i(EM?Bqb*)_2{}L&O z6Tu7Fe+YREs5&$pn;U=cCm$zA0I5O+|8AlpVzIB(9@)M<^n+DhiNuA@qD4&QWi|Hz z?LB|zESko>O~DK+OV>1Jsrl;-|2l_Q)kLD>LwmKgqYxV;IoOyuF;x-PM8uqu+ilxB zHC~Mgx4Cewl}p6W#Vd|q(Cjn^E^<$Pvf;E99Q-sow8Ky#mAslM8Ms*Lx8H`|XZ#hH zJv>SD@M+iR#*jMtOvHapB)@%pFLYThIlp21_F|i;4($Yjg{mzPlW-^662Hc@^Ull} zoFb1kCk0>Xvj*E6#4uqC5OH9Js)}H>;HSg`kSJ_~8(N+x74Q^TN=`WF!Tpkf9lA`? zL2!Lpj-WRMEc+(X%2}8%=AkvO>qO-MfG4QVOFfqc!3IK3UMfGRWhn65Dh0^mzy((7 zbIR4l9t2lOx&tJ`WI={@3xxEiPkt>=cmLjcf;+`eTr$d< zm>8~su;h@PIIyWf!pR0P-12PDMa(@rEq>oW;TVDt30xq_>X-&5J8CrOxfe`7-||^~ zI^7{-%^f*QK6OSN_=iS!sYCsOfBc2S(OYzD_RKj(R|!dhb@Tu+Xvl%T1Rc_bQx<82 zL6U}GA`iJX5w0j4YvZ*3Dd&(+Z?NN|_GgLhLdy3EglUIuzrB+To;ht#*o_cCQ*1s;T9(Ekpna@(HXgg{!o)6Qf%9rJE|eKHbqcW$+QGavHo=JPwh z9>vdNgM~|_B1I`1$tH}e{Tb`m%(`*OmM>z9URzm{1p|XMn)P|y{>W%ka$m)`2A!yi z^bmvjIU9+rMQjhbqWX~78^kq9u!`{_)F`E>zK+q~tY7n;z9>I(`EzSjNQ_MWf<0=t zZCO6uLA@vPQFJS|`B`_xUX%Q>_3xTL(e2w^BDyCtljq;CddlbAg1ktA_Gp6o=I7b; zyf=aO8AnGf3&8(t(|YE&KzOH36aK64t4~lM}w{Ovbh7- z5O)`9{k23!B0XmW`5icIWsYN7a>q2V32xdPX^1Q&`w%iKF5rIb061lPjpmoG zP7GxP6qalz5QRB!I&yt$R%1GXsrYH|CweSg*^xl}f!35PL|gYRQ3H~92sij?gkZ#@^W6eb*$V$) zf(jP3km@!L8mo$%`Gen|s7q|Q5&aLs34I=JjL2 zOxUo6qJE_U{2}IT{m0y4LQ-5?_ZLa%5Uf;R%EJV;fQc@qi3V?)(ZemR#8z!9$+s#= zDAW`mbl&x-P?;;V`EE$YeD1ncZJ9wSHR3X2wT5>p%KakzjZ5TKwBr{i) zP@FxZ#LbgoW;bG(!61nbqmWQZFC^m3VD|9eX=na3F;kafm>)cRh7db-^ z3L0&~Av_Pm zw7_yM05x1dQ?ynR^jiQtK$*Ju*@ABF*qtR#OaM6$&B-DWB{b1_V1;e-&%d%gO;9+- z`6e{i(uobUZux=Lm$u_|Jq3ylYSS1GUf~bwKlP2{!mKf?oWVp9n1KLX1)K$_LI@-P zSgR%u>?(S}jx|7JT@^o&g<~{t-2UNGf@?t>lNJkFr9XM$c0t5BMu} z1RxLR;Fb&=-XoEWeFShy7Pxqm$u$&6WtErqn8-;)k_u@3-xREgmp@yX*%=qOz*;a| zcd3c<3%S>DfOe@+{x$r9y4Nn}Uh~C!(}Ub~%gQvd7l>k|Q4elRLQOgrF1A%wQGPB0 zf@CJ{I7b9%rEJ8bhptZsKlT0gHy0gOlc|bOSG>1q8i4Xph%O^;2*~m)R`LTVGf6QgR&;9TCb{S0~`D0GH&phh2OJSxL z@uMFq;suL&3PNzTGq^{SBwT7oCHDhKtryH_P-a~H8g2M-J(WJ%$AqU3U8{6Ij@<;ROw+DUZDX#Y=H*Y?rOEBx~Z*wy0AyK{|;oIpaanRIkVa`+} z#m%Ks&d$pzTG`WLDJHQ#8TH}B=P0Vb^_JAgR~1_oS~2f!+k5-T^5<+z+4fb9jRWJS zqbH+7XjhVrh&9JZ1uA!OK3-%-k4H+4K5Lu9V8;CMFKUK;D?tP+tg~f>X!LNm`Ft52 zh2B3hZ$I2+m$|5dd|x2E`Me$-G4t>JjP1-t{rgB_`B*_5?$T+vYQ()V~BJcpDk| zbs!a+Sbx%gz`)foTn~k;Hrk*r*K;y9MoGsbw2gGR_rssYWJ*G@P-?u zyamVZ9EyK#e$GLZYNHB1Jb-iZBK5&;?RjCmUSi0M%X?AbNO)N+5^l7$heVF){BZ|c zqQYaoK1@Rups-V?z?rN%85waR_3K!{ceQ5dSEtLpAn20F|8X<=lLj4SnOmag2_mQM zGz>cpkX|B0U_M!GnH5*sm}yW!jn{>J3bRYY_2g_AHG z>~39q`DFHAtR_~cCR`MJNUx@Z?}}#L;iB{6Zh{Z?!Y_c06jnOckm;AkEpvT!XPZG^ z%}7Ox>G-Ym>AE>#VI$a2W;M1g(LUy1^ZXua2;i39V&kWGQQMS!p5Cw~eo`%dLG`>d zlsTY_bT>mi0M-~l`Itzw&p`j6m^SH$VFSXMuyDT(K za3roYk*@u>nc30O=iN}6ri>H+L5lnx zN&Fn(f^qnKmeT*^Czi^|5jUVxUSv@X$K#Yr#Er7DViBFvNi3sd zf7-Ad#yp23;7iy2nVNA-99*mCBW0ggHTa9VVQ=Of7kxh9Y`@(kd$wbk-%-?b!1f{F zhOKo$*(0@rL^c?&u)!^qa=P1z^hHXeN8HP7VNpvCn5#l(+{Q0{s!9tB_vEl@x7r<7 zy)Z1A;Otp?OC$@7HyKennTb&3fbsG2A@whBQKTYDb9B87@8s~qct6{N+Tys{;Hof% zk!>or06H6KpcvoW(x1G}p$Pq+qY1xjq{{(jq4Xue9zbD(Dn*n6n8e=%cV>Wn!j0}; zmb=l`vnN+O8<{eqx;*Tk!>_sSxGF4jQs7*Y$FvE+so=zdlQRX!?|Ur(i*dqdLB3*QOa0sTFZ~&6q;C%lKf|r_Ke)RxA&0QlW4FIfn zS7!q)0hppTA&gOB+jH9&E9sJgX1)BN^akhr>^gY2^0_fBcj4jA!~&h&P=cbQ1TvZT|if zdxl85cbf~U&BsrskAG>=i5-5Q`o?aFpvx@PE{pB$XM^1lF}j~&f>5*-PgQLf?7z)J z%_!^6F%)n}x|{fXu-lc8TDl*1)v36*R!6e!6Zk_M7x~(7KgudAlvWV@7G4(e z)GzmZIe^Y@%Y*eG$4)I=2#)(?2*d1O+05c!XJ5V_IfR4K>2A%lj9=C0shCPF6;y2t zF$+h+w@QRxmlYHf7)4sLOo4YLRD!pGe<4m}#!m$=k=q5Vu$Oe*Ni5HAPrLQnn*Iyv z>lvh;*^v(p3ixkj)?+Ml<+XM$m4aY3rJtdU|HzmFm)FM* z1eL`{K$SmJGSu#mj@5)`y~0$p=O1ftoy#*lPRJ*)H^XK2-AHx0`J)ikZU>8SWu>cNoo0_Xnb~y)E}{5pFd=E`y*C_y9!Qr46dOOm9=ut z?WcYx$?`#j6~}*P>>P*W#G-J9(CPAR%QFGV{PC8av?7V)a%MXt_x5Uz{4?%PERH2T zm9TajoI2dLZ{lnhEHDTuQ&P1RR^#O5>*Ttn3a{yM8JN4_>8bWXVlZ9qSSfJjv?*6| z!iai|-BtsWPKeM3W7KSr${9^@_|ugZkckpJg@Q=s+x+k8_KQ>56xpLM@>5S|bGAx& zqy#72g5~`;vwi+lpsB0>o^SAH4Pp{k(`&RLsKKFyvji6hB)n?eOtjtq#W-UPNkE*v?D-p+wU?v_>8Lj@xfVDk zf|c#N31>|A%=c&A069e9j*<@1t&&X-wcr<;|0l~K-}e-qrAB8a@$Iz_#GTks+J|2fjFcvDm+u< z3(ZI3LD#1AnbV4({vdD}BPNIWQF!;x=FEYI15FS`2mkEZlYy$`}eSanD{wKwxfr)(R!=dryb|Z1yU^@<_Y9j?8I1n2(78b47 zNd~q$BhbfhT$UncIR%%2_;_ZY1Qz@O=zqPa%0g&;&AkJ^T=A3t6GmX6J$#uNZpHSw z5!~YmR%cMfUUiSZWS7k^ftp^0cm(i6T@iTb1}p4x0SB9igZ(&>bi1o)Kn(QfW)1#gevfKjA=zvKfWCpw_!N z^GrZ8C0K&{LN!NdTR16SFs{nxc+9l}9p^8#9!|&mJd%Y@jP_|5`mcCkl)PX21BoX5 zKP_x8z805dbQG593+eofLm*gh)OK|(nSH@6)(F+~vR3pevdY?Ah+-XZz)wb`h@i;S zbZN5@2n_oBm2~yPOxI6K)pr_aPIUUKBgR9kLV{oLXVlG(rEdS3edTOd9e*2xSSx}$ zx%e?FvHI9-O8|4*G${HH7)0TPFk!*Rb@AbaQ64p8v#-r}45t0Y)yK!`^WQH-)tzRZ zdLJg7kwI0@AJ1&r6N*q^VaF=`@ZbRu5yJ88ymu-o>ejN7@{jMycXyL8{W;qoT6i6_ zXVU)^@tmovGgQg$soQV5?Ye`oh8>RP{v`I%y@S_*TnXo~>Me(^{h<^NSsWBSp(cvV z4RN66JvMqRBjYsoc{IDi=YJSc6K&Xpy|o(70nXwk*vcNrGH735xrZ16 z)F!m7UOf*|UZ6lH4Zwmwo&v4VjMY6JwEQTt=SWuMx5RLjve-(54jg=vv~(CK=%)WI z^PHEs$Oe})q#8onriLtS@emSl^_P4CPOy$$3)~M;5I7ggfuYq$&VqfICIy8`v1OP9 zQJAqGOH~A+i+(V|QI!0~%QS(zGkY~&ru|skUe0+(IrhSF>ZQ|GiR+>^;UtzF{M_mi z2dw4Z%lRLAEpfwOw^8~E@W@Pe8zRO5PWy+)g1@!`<=b#A)eQNO>MpvGlFW^3g7=uE zI(9d4fHl+Q&g@ZmfKbGuoEi`$`r(lKx%m|9Y^E8lPPBgdNM#9u!9dJ)fdAZDX6r4Q z-2B<_`D*ThHot~4aiMTkJAw`=e%K=s-@nwEiFfE)Q9Wd55%o1RPWoGG=vWVl2sLBl zUL#|}!9dRKZlPde68;#1@FayrmtT@DGf|aC)1<*>uQQd2MUz3@@G5@6ebSUb8n8iz zUR%DPA-O(fWj#da;K*b>lXt6W8#(i}==w#c%`&ZtgQXfv3aC;{h~y83Z3VFgfloy2m!96e8P6!$miL#qX{D8Pp6_C==;X{V z2t&ZPw_>MDyfH+;ch*N{yBjUJFE^OTg!=X@*G`x_PTD9!&YSMu#pe3h%G1nYjUwSy z+|)5`@ZN*;5|C~mrjs6@%>t5X=a@Mdi$-A+X9+S9UhbF0Y*b3W!GAXbT?_ zQZb=F$(S{&7=;dm7fU-t^_NRRpZh_8}#XpDMWrrfU2ojer}HOmgWF9Cd#$ z!GqKve_#KG*XhQUJ$d$&P-|}-IDddP$bb|+Q%?r`2f>;TX$%Di?=6?YMCSP$6 z1a$BMuRM}A@H>LHp_gL=w!TCbV7vU7%jIPF8vDU*32&kFvtd3-Yge3g6a9D<{Z%KF zey7260uJcxSqCjM+z_V{%WY92^`|~@?BO9FOA`fS24XdH+ACX6Z#Ks+U;G%Vv>!6d zJ6#xBYFgfS?L}hk8Eg?%PAC1TwfWyk`u_A$P|kuhVcwNwO=BNjo_%ksK=*r;|jr z{S)(itXD&t4vC>?*a&~7;O!W}5{Z%Z9FNv^ljd$8_g^rPc?CG{Na+7V)tkUW)xK}w zFEYwnX)IA%NR2&ZiHMS-Y>h3lhI$D@3x%RDQ)bIcQf2M_*GtYU>IoEaF*L~m5%;7#{LQA!1)OO1HCy;a7zsF3s6vc1Oc>1{) z=i&3_rEjlPKy>doOVfjT;dliu$U9zT2=!`Q=jpuJ#5Z#%T;q;LfXr#3`*RO-lo8nOWcx<2(3+m6^PJ^eRuYHDiI<#%Tiph;xQcy3Gc z*O=Uy#D4VdvE$+5$Icyg6g}RK`#b5`QQ5`EntnVfBH#QznER>z*si${2RDA1thueL zIWy!pxey@N>HpK)cT!@~#otlv*>lxjr()Dn{q5uoZ~hbi+AZGJr-jn{5~s;Hr`htV zQiByl>HV%vGr_DvmcPLM-h;65+y^KnLOlE{J|c6lcv`tT8L zDP|==#gi;F&*F{p2equbON*3gpuWV8}9+WO>0R2&51&#>%%n7!3nDkN~g{=YX2mQ7j=M3x@&;{Nc!L8Adv%Ks_QOOFC-l}~L zUy+SvP{H;3ui#*?z6# zTM0U*?^p%G__rp*9(f_>{}^rh?|(MyBjn`^>*IwUBRgFtCtT7Pj{W|Vb#JXM_TwIk z-`jG~lKJd&91$p@*$al`-u2WZ=>~Y@Z)%&)msXxr_S92 zf+m-)@0|S{-Y{?6dav}|y$y;c>|bIdcEoMjngNv!@gA0jO-f-vYn@uNg zDc%YnAuis6irwX1;+grtU$;*yd*%lw#EvQ5QFM40$ooA#+vq@_0H*RzOgs8-!rW}*Q-*WGq{~Y#O)6%K`N6P6R^6AJbU-X zOqg5miaW+>DNj_iS!2;y{;BEmo>pnG zt37xB>64d|PZ&Y9=i=3qFY7ah()uU!(^*|Uihbp_>)2t8YESaURjMeF>H0{eUR5@w zL%p;rkEz=tfJu~kpKdpq?gcr20E9w0G)nGKR>5>N?_dV%1P}ttm9t;~ zc-la6)5|;*0=!%yV?nu1Q^&Q9p=S_(enC;;p`j^C);HYmdxa$_XQ0N?a~1}v2*s?S z7Y$|S@IIi{(p5ALkP}PWEg`0b0iUj-!?<#|+r0ljEVwZ9AVmIiOmoM~nwWY115|c^ z`T4zoZ6ObWxn2s~Arw=8cycICb5&wK#{8g*)*SD@b>hI=_`E~<5sePi!*|OP*A{LG z-TLXvLLu3`qn|N2)o@~a!s|_rPsUTK7srYnG}33Ia*rl|Qq`N|eRAO8>8%eN>_epZ zc1&1mPS1+Ii6Zp$_Sz3L;htF1NZZSLs3c`X`>Wf+n zBOJ98Rw^rX+rRAi9!nBEz$PqQ79uS0iZ!rPIE)uPrBz3YBRo9s~EL zts}9?lx;`mljJR6;Sxi1uP;6)Gg7M8+dZ7X!W9&Hy!|L$UcO)8`$y}ERPT=QpEuOv zp%&fI!OKys+Gc9LWAtlCxJvmeTH5n#*UMw3M?r>a#`AY}NQf=&VhrcnoODh}^=;B9 zs#*TK3o3~$E^Pdv_Clu`3hYWP?%CY?K~tZ*Rg=){Kb9ExgLW_Wbf}@c+BUAH<6?t* z1#8pJ#vHtQ{3Ia4GJe(ww5kahr5 zsxasy8P5Y4&hOtu_;}Woq!02Azax5}mn0!acYz3ls#5SQs)=m@6hnpf`Z+8FA+n&b z12tEuBO@=T_5#}!BjCN;Pf^MQKV!+)K0Id!O8+D#g+tjNU16cuqi+^1KNFzhAtPAy1(lc z>2H{uLly7$3s5+-{OwrxVXhBFTuBrby&*kACkY)VItN&7gxMkb;}_9kA@T!t(ZNDo zhT-7QC4}GY`25&&4pJ+|8o|YloMd@j=$|vhhw`yOr%huwxW(;aBT%HNy`l#v_TR#q zg=;$}6rBweX**8`L#3wDfKBJNis#~M(t7)wfQVepwRDo*g}xFD^Zu~-Q+x8 zE*`X*i8S~A@Vwd5YQRot9L>_i)JTySDZ!(!^X&fZh~w`*ey;1u6x{1NE8NWMf8S#% zU97Xh|2@B@+m4)nPQ^zNmFcWKIea!v_{p0`ZyjwdsJs1oAil-AS6KJt7?!!n*-yR_ zJJqwxa&OSntWa^k$Zdp>f2?!GwMFZMxyDzAFX18&1owW`g+_V?>Iq>Y( zU2rwyHr&)Q)d~;VqTUh9w=UD|H&qD9RIKyX$kVKZ;|)oHig%r(=Q?lg;`lks7kJdj z^(s$P?9(9r$m~-eqW0a}bNKCnRFAhEJ|ni((TuelX?l3!EYB(*GiZ6O=Am{!8rEB-thYG4bJ5w)Q8iGTo1% z*a-OJ!Zm##diy;sl~Fkvj%7^Ui`G~*fT(c+V6A{TH$)d`s(jD!x^)lgTPMIfoxy4m zN#dDLEijvgFm@5%;JbZ4bUYpM0P7xzWXQt(iCI_#R7AXEB9-|vs%a!)C1g~U?nST% z93zf5p?*rI(n~c${7>A&r>v1B+q9uH5qlawu#@-j^d78QjXbB9F2pnxf*@F72^69b za}YEbOaVZ@^b54%?3M?kU9nKi26xJ21I9q?mjYBIK|gh}Gh^QG7!Bd?dk)ri-302v z?7;&0=Ao?wIUknjp=OjGR0UCNW!6|QIl(4`x>5hvq(XJ?Cy?QR?VZWn4wjOYW1u~o z@#DkyfvVulisUVDs&kTG2ezULH#aPkp|TvDIHjaAqQU1pDd@NRXvdefpnaPTUM9wE z*}o5bK6$RIV)|Xog?4lD9HY+R+s2DQmpOspP}$>h{?{))#@he3=AuXO*p&lF0fsb}{ z;gX)UzabB?r&is-y*j?tphPt@BuGAPL#X(fIHN;^t3uYt?s`uBQ&BowdgEF6$f?Kw z#7Y=vrkrMN{#f^{W8^zmtx!K-hvlxrR(m&X`nTYe_akiyZPVBXSg zgK!&-GE!u}U+g{05Tbn)_?+|2{i*DW)_pv|T_ujacSjq`FZSNtEfK5kGQQIPL2)Gg zP-^P&ohDnaQ5RoCDkem}B$mT16(f@~wc-A8Mb8BkX|q|{W2fO}aHr`xCYfcXZUig1 zd8;1XOhK{V6mIr5;|{OAq!$i#4R?9El3W)_aIeNuFSv)f841RoIfQPqr|Di4Su3#HE4{xWa0uQVL@%_@ zH(Dx*w3?}h`Ot6NUlC|!w>r5C3Lr0xb>?G_Gc1qpH8D{kFCL-FduRz z6gr&iC7{FNOmH#HoKdG(dBGGeGY_c@-QW)nWX2xuG+FpONf_=u3AfRMyX6sx9q9Ic z<&kH{PJcbdYvEDnYCEW(&bVSzvwTqS0;!&byKfJ{IqdA1MuK{52)D<~o|@$wi;Z$? zxO~ADj{8DywRXs}atW0u54jF39uZ@Fma5C*g_TU@EN(rl54@z4-g9}9>W71MV~Q*q z+XlJish>;!;!3zuNKbAx{v6TH>wbvZSWoBXlN+fFXpE?1mpb2lMnOGz?n=#c_Q2S* z?Ye^8%syH$tu!vaLd%@Z87yth7PI#rcy2#NaOlBRDX`GY z8aD9U46Yiz8OE3+uM8|Th^=q3Rv%nev6#6)BRI?UL``nDEB%mRWX$0m%)f_X+3hzk z7;u*{RLhvGthC_nCZ^_<@Dldd$nCRm4WeARGqlC}Rg*bm(DtCmx+>qT+tTGi4+evi zgPv304i(B)1$;T@x7^K8tn>@@i@2@M5~6pC-o|d#U~JuHRJvHCswJ7k;rU|l(qgN5 zO{>`YyTnDBTtIBG{|^zr+2>0j{Nd z55I8oyyjY`=d{9jXkwLyK=c`TMXKFvc||t@PAE~fW^S%{%8=1aZqQu!Sa&VjS=-XW zW_HP_$1%0JdL7PWd+lPk`gb0KjiD#$5By@Zbb=#WbG$xy{@PP~!S7+G-_MG{54Jd4 zR@pqGrPFY$)B=PHK(Hj-msleT!wEnoEyv-UYJLxq&_Vq96u?hKSo%~;@8g+lAMTnO zfjcXjp_?O`!{vp$KAIxb!N2N&;Ob{OcV73wZ65K21$c%6m}PS0CEPIiAD|pQrPVUD zRV`2D90D|F!bF6w)cV8M{xjbRcA2cScp`u}72fGF{9yGn+)NejItgz@;EhZkDuDYY z!*gVc746oRicz!vI4eAmxE1bm4*$ZqXj(86*t-?tI3lDaO!7UE>Ib(ARc}8}Nd^i6 zssBg<>~B^4j@3*EJe%)u4(?=0_-V3q+T`~*t};ZWgq5!Ii1L$9hR5<`FMha7&g~Ui+vmAs!wtSdgWfnH5aS$?|g431-=A#m;TDgF8#I z<7=HjNl&WX4x^Hyq&Wd=a!B#&r`o|^RRmFt}^4pCqk{gHl&3a@YU%TnTu-Chr8f>)Jwo!CFR>- zUMi0a8tZo@N>;g%{O9(~3t7Wy#FtkZr-I@Y>F8MRrkwMrPq7{ABr_O8p>x~$s)BhP zL>|buIQw<(mGcb=U;SRZmb+ML`@}a^Xy$g>sa?Il8XuJWMM)ld;o8Kdr^ITjjV{(a`d>n&ogt+|qnv)%Uae?mg4- za%7>&gxuy#xZ+&-ccl%V@7l~czj5zc_Tp8}Hr+t|v>Ql%4bNeME$%Ag9QG{oEXbv$ zYi1S_a511(G?Nzpy_y;gK3#s2edH?_yUp8^)u;}g|~cc(9gGVZ)dUq3v|ZYEjY#VSxn zWq*C1%cahaZkB0Wdcj9ahwdNkwp&TO%{s75CY%$W5XoP*p}W4ft)vSM<-}OqE?(l- zx?Q|sY`$zY^UbSEVr#Y4uT##%RP7>m2yEtxF1)xDs2roOv94I#K&hP)d*%~6&B8G- z7J*Jyh)S&S7Oxyh?x{wtRD;9h|y=aRBi- z&t>I?)Pkj3yGXUl&Ob$&@o{qIKlAk@!3i1JD(4*~cix|VK!eDR?;D!B!(m;sJX^io zOa3b$YMh0_5`NZDTu9lAk|U0DK&l9?VfWk!@HqoH<~y_P1?-4n!Dp1#!YQ7@IwZi^F}iqCR5#}q_>K*8{tu^Pkz2nP@w%F(sPfM8|} z>Sm6ZfG&3?$XvBDsBj^;rI5{_#PkbZYV2qFBIR zB19ccB+uA!AQVHuK$PQaf?yTU*w+G)2;1u<3Rq0Yn~@S*FW?D?^?VSdav}af;6t&` z6vK8Vq6qparqh99AHPuSaLzX_@+?pjPR&omU<~B&2KWV7A&F@Pgr3#?Fmu=;91wOS zsc_Khr%@Ox43!1vrOXKY&44%7UeV2tLRGHLMtLD;4dKqnl%Xz9dG((x%{24HU&RbT z&uP+duw#TC`-Nww1<$7r5rwFiM4RisT+MRWo|Y5Kx#N=E6Kx3`9?_pw5QoowA2FgL zf6AR&z)n!4nUP#eTO6$G_ErWws$G6XzUvVXqQ7%wS}1yG#RSx4yL>^|H(4Kbv61&= zM(yoHjZM~`S6R|j)b57phmW!D5xk1xVP0U+7I4w(Lvbg)N`(gwQ!81Y2oN|F6y5NW zPk0HbMtPO_!%dvgg%12eyg9C)d3;8``7JFlROPJ6DO_TTu*%}?ok&WBvFdGCSrjAM zzUuM2S#BtY`}|7FjGbOP!euTxJ`IZs&-H%J9mmTw6!uBr4)$ z?C%ve1VvssPiS5FgX>ixhSX}uqNj-=xDG*#eOr5M-U|a$Rldc zT?6Y*{px^aaq@!L+P>-;%PFTR7CfQzC5YTY7G~>xl>uTd;2n^h0nXsA^Q0W6e?Zu~ z0iZ+(SphJ?n+idf>1|V=WZZcwKxFx}`{TsUFi{c@J`(ws{#@j~Q7G`oTZKl#RYzKj zl7bl_p>H=87(?hI)R07o6*EG{>{GHy3_5WBmjOx0PT&aMqCHtqa zu}*&+pIK<@GiKs2`2n~#^vbG#dzw!5qiWD>ln;QopoAejPkT%fGec;n07OK()j^mt z904RC8Guq1xEDB(>vtMN&zTt^V$*(!6rM9d((3KuU;F%K`4)#K$l)l19$=B$X zvIO-D2Ng>M2ox(es&u(Mg+E-d+Sht!SaO}Wcy+j#Hm0k3m%r~k7v7@ad7u{17 z@U^Rp%Ie=`WG!AF?rW<%Vr2Om>B}>Vy048RzOfoJmo=uPYFYSfBy9dNAZEDjq=c|b zZR`7~uigmYNIRiIm2Q=w`u9s9E zMgoSA@eo*WgTG=l1VmXHunhZu0~#wm{9`oyG1Hr;z$Os&!P=FpC zZ}}ngP_%T|#ofO|JR1!IpQTinrCs;D(zP&@Q?`6MxX>Z~N@j!TVDKDnVEH|{{Tq2& zvbu4v?2F;idXhECO9f7Hpq7(`^sev_{ZBKy`84Jgt7npHIrubi7mi7mM-~nb!ae12 zLWk}OxNyM*>HT#=i{9p09+}J~V4uOt#l2MsTpMK1@I?9O$!2XGf#*r@8+a{Z2ESgb znf6%M-1%xAZ!@|jwf^iB{SplQ=amPu4gV69=c}{d zVH_)eiXA6qS8D3U27yF(3rA6suw4(KTs`x++wovdedjPB5SLLCHIQBAdj^CHfs)Pg zmv($++3C548(8{UJNAvd-dz2!h;@NfDx`ZLc#~Fc6#HjJ#=W?z@kYm;Gyjd{E@m^n zrZ?o*a@TCI2DL2BLx~n9O6cm!5r`TaA&B#xL%A4C9MZ08TTDh#S;Cz_tnrw>PE!Nb z3XrE<*}Z2Qp)($^0=`2NDkvabD7daSy@ateArea>*S)jw#ON1-(H=KQ4sZRb(x9x= z*9Q3r2(|F9VHTG5F|7so2E#0-h(jD+-36)ZS(qbeu8%Uj0R?LC@+o@sc*M5hE~Ct{ zy#Di`q=M+h1=CbGsuVcsU@BKYt5FPukdMkJU@77;cr$GPI!P-~HbG!Tu2ERfGiie7@bIgo{n^YcA+d#TwSpkDp2klF)yfDPbkr1{obFK(f6A*oLN5 zqst`6`+p@w7HUffNY_Z&*^?YYPll!ivdflVwhL3~v98~EA*6e%seAFi^z|(~uY&$bYUeHxv@35W8GPf?dbYb>7MKNJggg{iUj~!&&xy0K1MM7g~wzjo;*?Vfx z$s*{uzQAruB&^mV!o6Z6IeAE%D>e|%dpT|h+a{zfq^e3ZqHZX7{+7SwUeCpMFHSyw zp1~scTu5M-Cy%tsr`yW5BgN~ZF+Shsif5*-w$qQOw4=mI|5J_wOwFX+-WX;)x4mdW z!Y0LVDjB{A)n_iTK9S0$lu#)F&Xxm(y z#ltL<=|h0-$C!0yZh>-8v3&@sm^}vefsF+Z!_366bPi0%Of~ofW#GfPUl;Q1bHU;4mICX#=TY_V6Pr5h@$g21Ei#7SvDj zD)qC6yR@BT;Dk7bS;5(gfq7t*hiVHDA7%hkcEe+oHiE!}J;252{+>2sETjYIkU-)Q z$*>wLxD)U@^1!BY#54E<;mOyGnJ(-~@p{aAwf-hs%~H7E^lWXrZgEYU6UY0*+X9@C)o1aY;q*UJnskcTl8Uu;gLU1;v_O^(yz56fIa80> zZ(x@_7BqB{bX+U5@_ELtns0%QEEEy;4eZ{*0#`jB2eAq&cd>NG_^ysuEOjZ@wm$Bz zZMyu5K4wiCuCqIT=%BO(3zra4Ak%>hF9brKc1hOfU-lSZ2s!DakBe6i$yNW_+9r`2 zCgPPpbc?h4uV5C=I1$bb+yjq|~Qx*c=!7RtCAe)(Sf`wJpZ%fDG6j_ z?K-?|n`hlt=Rmfu!v(Gu=IS>`uGujDv-O-SEcPz_G#o4i{tH;Hc_H_Z<9(-Xa8F zyGidlLH`R;xgezdeTnesE=gVoRq3%8f+`P)ZC@JO*p&@JS`S4@5(wMfiEiw0Cf}Eg z-WuJ&pVGR|2$YHgFHemUl!w#M#?4V?>S_J{{8e@5Lf6rU`bAY&wYs^v%-kp;g^nZ= zNlQm3v~>^h*9l0$qQeXlq3{7_nnRvX<${g8x3<%cej%q}sF~ueq@BY;-6%b7_xPiv zt4I&^g-*ZC%o5nu6dlDG(_?^>?jk|!pl^e#jQrO?-Xlep-R9PtN9r#(TpPTt)d1+$ z(#dvkP7*FEE>0FET&f&$$cMJj-xk%4%7*EKis>sdSX2q(mxodxcnpn8Oac6JNq^Uw zp|WBE1qrOu2p1H);xmtlSXl%#vfmu4FL0>=pa{n~CM0uuTM57xnU#L1o*)i@r^n)w z4nhr_$} zz)BRqxBuy8R%Obbhg;tjQ3;y~8Chl8rDdO41?o5>G%wscC9`dVUiNhs0!2K@OyXy4 zqvFn6>fW78{yWFL@75~Ts%k7OcQlSvIZofq^vWBKYh3{%`aG-sx{)>t(LDm5qrSv7-`1|Cq9K;*@9U{%n};S8+Wx{!xe>k^KKw%&SH zsi^Koa`DlG%n0Hm5(y}@0!8)lghVuzkk)MM7ntC2h~p^pDICtg8i;hQF%#^Ppn?&4 zHO(AP=tIf55%x?b6r~`uz6=KnX`7X4X*U$H+9;;*8jkphn*ZSF0) z>wl<5s?<88Op?K`Mpbvy|7Gl{a-wx@l@tIoU@Fx3);DwJLF~|p25yf$pEr?_sw8~_ zqBv@SgpZ$~=a9yZxe%wKWb73D-bWsZmsh-MV{M`;?yiiguq2w zfxAPcQ~Pry6eEx?1VR9q%>dIC$QKrPduSULJU8kk66{L9M9BPn4X3O%M-ukK2Y$!~ zO&zPsRvJQ_L2rF#0fVCM+9b+8kbhKXW>45IvxhYjBJ~lUAnO76&1j*JhY($u1u2O( zIuF^}Kuee>k{(pfh4+uq;BQSNKpixQNgF^qa10xC3;+$LawldMQDROcra2@2q7#;f z?dBfP4p@2Pd>w01X7f~n?T~)$FP$33xQEwscNNmUW9)+9Zp#BB$#7^g1+or1L4x}7a zW0xEj0sSOlKo8gn0zVbNSy}nP=v`w@8NeG3_P%mUri0XJ=;bt=r>62JL`EpX9^#Z` zhy+3o5F@hvy0=rN>)J?P&MGk!t`q%|*<4G(f5sgt?If}3)Mg*1M< z;JMIfpD~PQlEq4~^3KvWNZoX@>wJ$9$(C+b`aw8hQ^y_7O?%~mrmrL3e`%aMqNvy} zOduG%PEHaaIag<03n95$6kK!Obj^AD*S4HsN_&R3;~TAP2}1Y>9ztK+UzAAo(z7%f z!NfxyHFfRF8;h;iI<(No-;;=}7E-Z@wSTBfJ^B!zF z9~AbUfj!46)?+3*5CqKtK_8zYT!I!Nmjc+x#B4rb3_aj?g#8}kPGoVgYG^fP!y)k* z1M0!f(F0IH6h+Gl06Yj-_K?@#!?Y2Aiq*u?`(fF{|4>Cro>Z8CO8TN-qc}l5@Y@sh zh&7J@w0JaDB1nEB>Yl(`VPdccm^FA7WvJ;(5i%c#tNmFEpak`KNCPmc0UQC8sG$W( zd^pyyLu{RZfR9pqjA2SZUZ%Z6&0uWk-y{V^N8JnN(|*eEB1jiPG?c3#fa*h(K%51U zD9uCKfMyFqfb{$_nl7{IpZ4TfrZ$^^C(qF^^MGi^gdjOB#+IC%U!?l{Sk)Nx>8PiA z!#uz_f}VEq5R{1j3MW91it}hG3N7el5Tb~$BO*`goq`Svlq5%GB$`qLD4rR!JVp2D z8wh>Lc8wW(v=EQahK99ASn>3EWqJu^XgjHSJ3A*;UUM!zTP92t_sElXmpS2-FYlf} z9c2}eDCi*=+)0Dr^`L|kU-cMvZq8d_E&cN|w6$OY$Jx_*PDUtKp?>}$_w&{V@ca5; z-9i`St6^#swVPSmj#hW{CUhFSj7jH@hjQ-4ClY>2cd>3K67_(W-q##p#e=tw&R+gW zqlP0RCmz|;oheq2@?O)se8Help^gUM19GqbvXN?IGOf+Xg(yH%;vta6&Ddm#AOJsC ze3pJ)4p^NfZ`7Dpost-AjOP)%k9-Ss2?54fwGaADP+J6{g}{GH*;e z6!Q|o5eVKFU<+LkjKuy2{s(0MNFY(%MN4;(GNInhCnVMe7_QwhzmEm>vxpR!CWA3c zf$)tX4Z|_)q#70%bUpFEcvkGbBrWjq0Fpp8G*j0tSki-H-dwf*E z^Lt4GS8)Obp{>IyUA|wfKRAVN+LfK8U*X&(!-eV;NbJ1R)5C z(DeH;Y80CRw$GU>Augo#ymA|Nc%)2tdxit)B>k9E{#$-LtX@d9YO~%gR|06Z42;aJ ze~%yGBBpL~5rP1msZA@nMZhaj>xNBcWC*xkfl?XRAx6X-mnz4C zaU$j8VIl_7Hp64@`KCwG8ONtWG+Abi2e)`!uA}#bEnv&Wn2jHlfni+~B&`1zC$Z=Z zRubiHGmk)6^8g*l9$bd@C^D1CQUdCk!V2gBT>>ow+4*B5F^r?DuS&#Px5$D(jtmH> z;YZek>L&?q^~rDs3_ZqJxCrMl8wOo~JV3erGF;c06H-R^7C;rzqBlSq;1Riw;7Hz?or^4JJf>x67pV$LjfzxoDE&+cbpE-?83G&f1yezVxxn)(zY&J`#m_c6g zSl<^@Xrf&dwzc~v9^!dthcAg6BeoN|oH?9()C&95-HlHM(|0k8In=1CI@xuqM zR9L6h-QE3pYFO6>V#;cha*|EB`>v`loHjlYx-mOR0c%ocy06waZ=^)xE?V4)BuNF~ z5>#lM(W2$_NAcRw=9dJMjFg)OiwYpE10!fE1jnE<>e&MI((Uq%C7Z`ja7)NP38daH zxb3^)!q8*>L!QC2bBE1ylWdy5byp4ZSi~4#x)^tbg^&m}*1%X8*`)OHRU4pIlCYiy z3q_5VQ&xBl_FyV1kkt@b*x^QClg1@PLO+!?OsC-e0_kJ(0iQ$NB}K-`!j(5SJevBo zhka9SzTo~U%W5Z9$*)mIo4yq*+Pr@eb`6NZl@K{}BD5*TB)0!D)ibN%SZFM!3`>5_ zkm0|EyBM5rh->HX-{4|9oS$nro!m)gK}zgc7g2F&aQF(11JDG^2?59uaj{han4-c@ z*eXMC7M)pe=^#;cX955qgK&&+4vGj@<|QaEbOIm*V`(1N)JNGX0s$&DVswG6QAq{$ zGa<+#`vNWjsVfIGj9}HJF;lxih@nXe&_Kp?H)gs)RiiP@1Fh3=vv#GY5I>dgH?AVG zKn-qZIrT07q+b6PWLt;t`k`7WW}%Tm7KJAxLjYokjM`&;NLE2(C$W$YbxoKzxCcl| zVRa~S4e(ZQRe$ij0?K}wAPXEQhd^40rLhty;bz7dRoI-_MaF1?ok2crEDZGm2~fp` zlnw!a8IWMV=)Ay?zUP?K$$|m#orqi5V+_*WDi17Y^m1Y0^5OobP`#S(_a(9Bb#rlT z8&{g@^U7_5jfG)WvOhuHm}5U?gmc(2-Sk27vVLt7EU8-cSaoIm zqeYzMputI^V;j}9@VP^ zxKCwm+rY9KIYo|9TiYR3JDsw+=y9vDc3qC4p)vPP@mWnrN#I+1D^Xm6eP-DsuJJ|( z5j%xIy$K|&N4!BuoU9t1X_>471Xx0sl12@rKcbflG?qXj@whgeFy7fcR{Ot7}KefGk>t9$W> z<~FfcH$!fQbi}A0xFLY2MQpX8-lzVXECUHus6@)i(33Mc_S5C@Bo`ygKz+9!uTs&X zm5sJXF)L5T1xz&u#cYj%?-cXtV+~WId4NF2Gogk>1wHz4D19G?V}X@dPAETvm5XW^ zhJC>o|JHCz*V1um|-&x)Re*c4ml(DZfNjHt~^Yx9B=x~wM|Luu@V9*?cIfLS$tP>uPA;L(^@B~$4 zSU7F7$&Gh{wYz-fFSZK`~c5<++9Xn$v@Pe3# zJwfb6VHxBJRihvkKrKF4FNl(FFBHSUyEuno2M>zixA~9#DnnIbG((hRqmu!zV#fq- zkzIgvvMAHlXRLeiAI74NM!=er&0rXOmj6al)z`#w!V)B81Ln#b=TX|hbC+M+Qrr@))j61dDdy<$@CGi#TCtt zo2&TY$P_^hdgs~-`2l0LxFLP9H+?vLHJr?GfgEkw-KOeZWf!(JL5Es0+SLfTLs(_52Yl8Px|J#4@G+fJO(S&Ifjix`EX6gr;%aVXuHh@`tNT}9FVH&I+a`y^mRrPv zQp`&fTT@Ork%WFq8$`A`Se(#nxqgtqO(YWb8L4`YLxG|qswC?KG@=Rk8)0f8oYJuV z*X!9HLuoP6`s^RsS-Y56(;>+CRogJRoL3vuZL`K%{AzwX`A0E>XFZ&;E;mJ9 zGlj!mdF3~*m_9VHUS&Ht*E|>)+;Gj)pDmZaO?bVrbKN~)S#0eQv{K%b6bVDp{fs5- z$YYZ%6BlCKjq_z6l9O2k@NE&^nOR;333kxj`hdrskv8aG++ve#IQu(94zAqMrMg`^ zIo5$_3tR=qhH?W0ItYP)UC0el&_fcBDIaRZAw%;6HNlzQ5b`XfiNAdpGbivT;1}{B zm|=MWl#?J8019H>9-KYum%!#L;N9R82&jB@>ny5hA+*8U+|Y}WD@@XJCh%!vp{p87 zknlWeU;?V$@UVn0JMs$DG_ew^Kh_-=MIKVUQ$4-2o!L)7ONIP|AeR8!iq#SjnJ}x0 zSc0v5LKSC7O%Q)RLW&P4egts}LLX2T`;Y~iA9T~1!4t_7{JtBV2duVWv}AyCI&hW{ zdr?G&S}ppInZd#Fqcrb0aGW^=Fbatks!wnvOg=%W4yUgMc(O;4_M}!?awUioxd}qXU_yk5@?QBYf+;wC_h>*t9mE3o2uk*_0dX6+ z{$L43ns5EhUu>&ljDf@0jo+M|5O+06*;vQBCJoG)6x+~Q;V##yT*gQ8?Sa{s zP;jKt;HExG84p!+X9zq=X8> zmdXD?$u|HMpU{$OL_UZnvKTec;#Fpr_S;=DYdFt_My829}s{K;ULz-B0^LNut)9}!zC&@f!Bet;VD#7#hMKtA@74- zqDlj{whm1T@f665tTPmWVZj}e6KEx(`jn%`@L8^1g&I-V}K?J z*0BH#jJ*V}j7=R*F%mDd0X%?MoC(W}o)AILkF&uU3j>pr7hETgn%fECwA|~pwBy9H zXNlwSp&#B=(+@mrZk1|oyt^&=V|7aGL!pGQio0p|+xBW(?$`ZlqU&DZXo zf=|(wE!eoes+}CF6(svw7QAu^OAZpAncb8SnSgfN%61_X#|?|yAo+zF5kY_eB^Fb< zYyzx;qiZ{LM6^O-GP?{)4UQ#L3##>}(VpF&8!M{AYy&<}s^$l~dr~;udJf{+RE?`H z-f2yZH>IC$l4yZXK%jqd@u%urHWKYT-LgaoUdMU2yO0?6t1r`U@iQjOtAqCr(rs6I z)t4f~+O*84RXdlYM0eIz_|GPKe)N&r@v+s|bJl9)efq*j^_h1ot0NxkTVISg_t@Ay zJ39K+zjs9aR-al17nL|_r*KclD+1UGbOPE9(yTx9(laR^I6upnkj1ytKBq)0x4&Vt%3hnzDK@dGY8#r~Z1& zo2A#enz0jbm)xmJUF+r#BdoV(4V2(d->iJ6cN3d>b#(jCk0{wXoV*hEMcM-y0(Y`E ztivGj35`B+01zMC>~co38E0OmY}e5;`Y4KiN}$g{AtF*?-r^F`O_V52(DS6d>zSD9 zAMyEV{^~Y)MbX1Waj+@8;j#OF6PLx7x23J$mz>=qwtlsvWUS#)#Xs`~?$y(={iGpo z-S73d`A!>Jio0rOqW_Zl+j^av!Dkw=F6&+2D*vwDG2uIU=UpI<6(3~*QY}p!Pd((M zpk!okeK0}+*Ougcuqh*WHzEH@sd2z@I7wGRepE*G&1>9g*8KKt$lefF%rfs|81ERe zq959tfG}P#o*JcKL6jy!-55}!1NeZ|wNPXTZGDRUs0!-BnQ#k&_#r%30<5BelsC_U z3fM5VBo+`2AUZ*agxNshO*R+BKvR-Akznu`*p9hm3)o9PypL}K#3)#u0B^BC8v`t1 zV0hvGb_)ssHR=@zsL-2bz5oRj*a-o)#cVHZ3RH!ux2XyPc461wO;B6KmkevoVcrs5 zzYfAmW~liVMI7YX@VJ=p$`2ru?X5m#>NUwcGxDWA4huzucEUEasD(K2R8eV$`7?` zc)*^yu=8k6KaHI_v;#7lrD~o-_Q8o0&|yZ)9gMWFegmWu3*kES zrw-WO%CKTRnvansTqJDTFzFeQ;iPIv_hT~HDt}z729pQhNV$4=zUuYojXViAgsGz! zjg3jFO{Kf>QVAEV%BdYp$I0 z{Xt$SR-e1vIVuLlgLD$OV^F9q67n*GZ zRgWAQ9R4x&*57A+!k@d-ua)QOba(G-52Kd)%O(URu(Yfpj(AEAbr8;ARDG&$ltRx| zIA2>Pp|6s8aN?p<^?N(xgZv4zBRAKZm%^vM+SWu@k=b-pB{&4{miPO5zRtIu)nAQI zWXSi)_%(X#ro>r%#-nri6b)9Wue&{={!{_y37v4n~$(n7~~~)>tCiELm$0x*h9d#y)_D|hZXK+p`@@c8iJkb4>cE*YZB8} z4Lv3d*GlyJQZWn@fbGCEfHx)b0>)7^-WWv1B%~Xu#8MOB$aml}5&lIY&~FRlP8M<| z!~@5HScslXU4a2GnqPo1A(aPqzl4u!tw9~^)ljN#9tdWW(D$b@FYLDfT^)f~3nxY6 zZ|%R^@(Qw7I96)|dX_^}J!p^~CNg6+L^QmwEwBQ0u7J*5#hz9q}S z9OCXVftHuXy@wy|SFw-MifFyq+><-6+Fu)MKH&G-yY}--m5nt&zt!HUosAx-YghK@ zO%0kAwEM25>nTwA^T=Xb=c>v&q_NTY5N(IBJIUH6IMjWp*p_ehTLF zej{<*t^{3{Gj-Y$PWIF8+pUK$nqM)tS4=_?OiNbR$++|&^(_xYl|}i??R@u9C(UKW z>d#i>G_HE%&7OZ*Z|7tSS33`9BV_w7|m z;Ys9%#ocrvYZI@B|7Detj7U&iIZY7Azk)>4oR=Wbq;`gAS7MZW`{d8}Dzu@h<|%gD zrK790j3u+QmDGXG^!0xY2M6z3^@wvJD*t(_08o_`L_@R{Vm;M0wfi>z!A0q^M; z5SoPARNwL73C;TmFESlEPPd-4?6G^%ynCYZM;piVVvIkpHA8%gU>CD+NL8s4!^U;M zD#&~`^V&k(0Z<75Ojf`t0_yvr%LUN~Q)H} zlt7{l<2IDZ;y03(tcW~Zz*gRkqzFdAJQRU5+$9tQEh;=8} zag<0MgX_YHXUgl2h2m85gd9ENS{=Am{-#9oUNXvx+q@#`^`Iz#+jccLampj$>se4~ zrRvWjHFphHe%02c4B+_ug;F&G`+nZm^?$1|ab)zgVP%jZBWhyGmpsqz7F5jmPj2)- zl9Wrwg*W=^y@u1Bat9$xu_do+*&5WeVjdq^zk6u1(|0LXWSb6H3VCVFO zffYSo*#@z-y<#mMzKy2V&nleSj?c44{g}TO^gU*8&!?7i>AxsLv=bAT;$jW|n?*7rrGz&?6GB=SdUy zh5S&V&G$Pl>f18dR$m*|#C|IZ$<-Jujq+{m^YG`Y7`R^dqoQGabIs3ujR=?3E?tN4 zelL3(*>8?Kp;j}gyHsUcU1vGOZaXizXq)b}!zCtQM}=VT>_#5&ZJ6KNf%h$!>_TKj?y5KMn9xXS*7)W<^g@z#;?7Zo za&Sm|8@vsggscsa%KzQbA_SHR7L&rqRbD~2P2$hb$YcE`LaWCM50GX65&VGpuqrtK zZ8!8D#4tSue9qX7eBW^=2;3g%b5${5bmwQlJTyok{vh8d1W$cJapV64mJ%7-R0?5v z?83fg9Ev7Ve61~pbaWt5`G-=x`xYlldFvM_WQF11=b9JP8-Tc$*U(zu*+eQ|fJeHLL7MpE4 zm20M!`meULyZe2f>-Vzq>zb$u6xqo+FfC)-KHkvoHs3Mby*|G%Gf7^K_Ujy28}MzQ z*?Zg)dCW!>I6z^c5~aBbaSItHrPQA6GQ>+ijk-w2f_T(|UET~+whBRPLO8dKaO{T0$Z?@QHPDOKs!H7f^2LiSj3)EyK{el1j+Tm7pYv6`hj>zdTuI%b>o)E? zzi>B$4O}B!-BKfa94hln%Yq-E!`dWdW)9!c;T6!`Q97{`@AH7IleE&yH$F|CQuS=- zugecSYK9>hv>Vj73Mv4gre2W0fNoI!m3C7irL?JAZfh@(_019!yFk{S-0dQbLc*{;Kgu!%}TY_|g zr33#3ImaPFK9;8-vnD{ep-b0hzZ-a5g(0>2Uw%z=dtvbqLH6JgheLUn+$t}gppQ|B zsfU^}vJMbbj8*ft;13zS+4h3ZE? zZvR;SQ2m)MHC+Rn zp|rj5J*Df1_&(keN%0Mewla%%EY%6caZwWBT%5V9Iu^%6bc+hrVm}TMG}kzk<0cjxF_L$Qp|a?mG*oqi4$} z+&oUjp5L0?Z$4M^kzqiW$770zeeu0bdr_|GZE%$a4P0TzW0;3-fHi2L!kBf@WXIcnFw|d@uph1efI^aDw7c>6Oa8-W&M`z7lvBi3Fd-&0%eHuS{#X4ynbb8;X z*T*|{&ZuepDz!fB?i8bD=ia;jK*)_t872y2TU~nol2i@a#4XSy@!TmkgfjsOBHEDU zf#4^l4ec@a9{Som-Q(h~WIelKP`adf4J84kCLqe7Ek>%R;TQOfz!PZG0^0emLK6%Q zP=_uABca*~W^tfp3J7NY`2QyJ)wO^vboNnBN+l9e{h$EzN;-6~_E-rD>NZ%97Ud{2 z>)_&nh6sHa$G~TUal#&d5)_mXLlzI~2c$5*V&0m9BnaVD3f_n+R|*p+oWNiX!q-6L zg8|@(jC^C^ZC5&_P*rR=v2x*)N3x5LqH)DquY{Hl*YZkyKJ}!IO1N_Ajre4!h z6PUQVktuW57vR`$K$>(EhR%Qq1H0w(5z~N>Qef<$G5{w6Y8qG_4J8d4{LP~QpinRh zAMJ;^NRj%-mant}mE zn%z&Ho9FtX>bOIvVbhc(Z&3y*qgB%=&B*j6flF~zR#2~BZi`$$=7)z5GMxNfQO-Yak(N;*Uf@G?|{A~BaF%_Iu~zT88DiQ;(XzAsG}A2jOYt3X4O|FaWq~$W0P~@p~%0 zBpDOcaZYe#!aS)sh~%xWJ+)?8=lnHgk^2PC#{)m=&n#*_nZe%NWWc~%YcizofWIKo zqQNooDoZ-Ic|KZsF4R}W*VuXFsUSR~=@egXq*tyYHi!4Elgg}PZ+H}%b zVxZ}HyK>ow1!co&f&~Q=&VHRGO*0I&@p_+0w)#nBhp7|OPGkya( z5&g{*W0`{Oyb%Y!M%&1@eW}(GFK@4=sklGX_H}=F=~Um#!!HhpN>~TASC>tk$ltud zWGy1R`&w=G94(CMWt+o#%p%9VN+~cIC8w$cAXr~+*?IQC(KWP-xk)lK`GXCIhxE?( zsQQ@{XH<+OhF?x8?;bD-Ra6rcpAX<)+*cBOklA(OAJMQstt*>Py;?jvuYhkA-rX@{ zt>rxO?RMToYja1H!%SUTNJCHWH3z}`Z#Q1fdorAR{_|MHsh8HHg?WkeO|tZdts0LZ zkcoIo(-35I75cBn^D~M zdk}I8qG}^m00#`ZrmCWv#`xzP33LCs2{@59<~j-f<6H6-4|{_kZaN|n~ zSRa@g#k+{aL_z}?ADjF~DbKKNB8B4$D*Zr<(Gmz??J#WoKxicH0gpiT1K)!gf+(b# zb`r-V526p)k_j0iZ=s@$0=bt)6%!X)K4W}@m;MY;KmflMSfu2MDJ=p&B^7h( zXUleVr_m=k>V3`;->ie{`%Tk6FHH!E*>P0aGbxHne;d{yyzNIswwfd3pG8GXqtyDA z^qy}~56imUDz4`U@)HNN1%E{J4Dp{04fL2#o#eL#nzPg=atb=V`4xgV@BF@svZ)j8 zOo_JO+pfi{>8EqdB+Ezh_!~1PC*59^JRDAR<26r?s0#whr=rcPGI@V?GzOY~4Jry6 zX;xb5vCm1-zNChWB^n+(*}oaA*$#efyGJZldP{T(Qn=Kb9ftsz7Kfx%ymm6Vm?JiR zDb8BEuCeH|s>F?+BZ7_L{T2L;ZWDbST*Zma6+P_qK2eFFbnjz{xvN7%L#1bHA9Ih0 z$c)Py*Up@{?>+ibE@GitTSLbAm!D^;+a1-ul=EwH4wC4o#xkuo79 zk$Y`5(Kz2N*&fB#R$Qe}+eRimzkie4lqWB0sPr1B>7c4++er!6Ace4+^PA%Wy6kvw z%y|pKURs};y;xQ&blSVbf52*EsF>UMQNfv%nRr2U=A>sul=;lhP5q0*2M0plr9~vm z3EYl#t3DZx`6%w3`Oe^ar`J9`af4d-MvaRyC+@i#J<+>t10Q;Nt6MY8)x-6&D|SX_ zo_klCp_0K1E$&y&oI9O3yHSKpj*O$oFyBO*_}q6XY48SQBsTtw+E0SecA^fnQKIQ@ zu+?WI2ZH=cR49_k5G@(f^k^D3O`tSW`(1<{=~2=$;ANax4g5@(=+X^Pr=VQ*nJupC zMSTUuC+(S~?`t*J_A#g;U7c5z*_Yih!zueT?bcuu z-npLlNT09CA71O{CFs16@c7TGyEz{I_ZP(9mA~cd(Vx!PrH_cTRkuM#Hl*EkG+e@XEuw9((=go9;vG;YAsQnQ8Mj#? z{v0C-{b$s>^ztm*_Mc-KybK1sZs%fOt=H}wQ+t+_^)CqfIL@2jfrt0p4)6G5g4Z;? zmN%SO9_PoqtKL5@zzR&s%E6GWNuQ_rn}S6b*51%y+@h39tB-#T_ zz5AsfEYiY~=&t0y!jczdRUzuUhutlvE zNGj^2a^3Ie7IIf$b2|7)l1sgaxFOwGHjvY9)i&N^CN?x?K=*h4W$}J!1c7;&hxa!I zJDMSiGjMqW3a9pAcaT>=aaYW%xZrpDFrm?kjkkoj*4LcV(<(goRbjXhimh9?;$rpC zwdYIXc86AaiRc)(&y}%fGL30VRK${x8@kv^GYhk`*r_a*)=i@&>-OA#*Hsf)I`+ve zM66>*{Xn(0*%uK(_s5D$-ZRyHqZ;N@x?!~%gLSvfrymCYTfh@92>t9c@u470PoGyZ zFzW5cm(LhJE;!R%_V3cL8Tp7*{m?e;k>8xl&veW@3mQ(yIi)jR`Y}NE)3Y0Y&F#Pb zKuRIrN`vMVZ56$h83*1xJH5!irgmH3uL}EU-fKx@MXp$sD*bDUX=Q*cd*hd_Wql2s zGe$S#pkaR0ZB@yOQaEkm)MRbJq_=A6hZ~NnZLNpAz32O!+f=yZ)2C1V!`1O2{}#+_ z2=7%kuU^c1FW2u={$=e*{kxXWb07V1+ru!GvF=W_4$W>aT~w-YcBEhPtvOfb2fGIQp)@yA+~OuoN7j>p zp-hg}4ATvx25K6@o6w9a;B9FizjeQtX0-eGA7*j3ZR?$~H5T81&@)a=2=>(?T>QBt zx#Gw$AKMHQ7eaetU;x+9Hmvn*TS$4-Ap|v7&bjmm%8|*l;J#&8pVYV*?L>LlXgM`a znU3`9l~0jj?s}txLo|ATvS46CMxx)0YUM?a%JY` z-|jCS{@Xl!bH|q&?O~SrlvqMf^KhRVKlp@x@jSQTLk_p1{CRX&rbx!*DK}1b-iy}# zZjtvRF>C4n+i|wi7S6v~1}zvghVMOt=G@{XV7mzS&f+FWx)^Vx2aST(bnpMTX|%f| zc#iqE^p5VL7hPuKCY77bzM%T9;MsM#((%ocFRgh;H-=w{`#LrIHk|73rBG+kR~^?{A;rhCd?GLOTTZVKriWns!_Y z|8Kw19KUxxZ!#zS&A#!+dmB*gv}x(aDogV&zu_<5ThsXT)KrbCbtunDB}XpD_(_zX&dy(exlJz;joFsV6!xk3V`uGB|I%VT6h1pQB+ z1wV;I4Q+F${&hVMOrw7^ZdEF)0KhIsRV|J2%Y_EFb;S=z3e$>Q8m={fITl;A;>jUw zwg4apRJ&$MC8t^X)=whSxC^3%F!By$O9fYwK!R(pU`wJHuTUkZ}npTJWX~_?;R2r|4^)`LoO7V~4b#m=dnSuvT zMsIYCtr!%fbn0|WF3OmBsNbU<-d!uR?~I#aoH?3X^IDcXB{^1LeO+NhzTJsR5@=1(2Y^5h*#-I z9zUr)>3{N-;C(^3OVMP2;9x(Y)W|4^$19e>h+|7?9Z0 zA$Z+160bicR^C0&JXT|O7-ot~n9VH~abX*}Ab$T!3MN2D z2m(7&tOUe;66n{DipX*(JgCEb_YnU@0R~^)gMDgY9fbmguvf8{gQd`fQC8V^b-v0d z|CNb1O@*~ReVu2*R_PU#PCLHD*VcZ0ORBGQBWkhnS^Pn+AVhyy?q*`GWI_(9Khv1B z;R)7c4pkk6-l=Rpx{%+P!#^JW@4$h^ zX2Bm4W5X3AZ|=*sMWzV4R3<-Y3q)-vY9n~={Hoh(4TJ0#${#g)y$(7a^r=^+4*{n z`GjXv&-u*h9cF_)d?UA+mZq-1bvvrtM|$oz`)GB>C^0^%(i0@~yPohnWqALrjks86 zI@%ca-u%?Mo)1ro{#f99q4o#gn0%-J!Z2rLhj8;#9g^EWh=d5zxt{)WeR!0D0x9~l z6_;G;f4U@4;v4;Cvh}y%7YaTH1hNwsBLtphGy8|PM|>_fofbhq}x~N`Br=lv6#Tj{3er^&v!>@^~OGzyzlG?HI2lE?rNWp|xVgKGp-N{cJ;% zzuY~G4C(4XYWNS_$Tbt5a(lFQxPPOHoATD!4IhUkH_iS`*3W8Kl7k!(cbW zUd(BN`BRgIElwrbFmeOxrkLV8mO%N;_b~FnQ#5MryP`|3vH#TqL|v?AZy4)OnOXJm z$+OGzo?ZXTw6Vd(R$O{-?x&ohOwybchuBVv3e)TRG_~W8AFN7HvfcA(X_-U?&%B^J zt-Qy(_{EK`pF76xxs- z<7Mv-)>dsAl{cR@Dj&ZVQ7IDM9a?dAx+9P?IHKFyHP_&t`wtJ4%bYo0g@&jlF*qIf z(ReTEr+rU7Je}Cty2e^hJ&K;IE@pZhw?6Ro?+wGt)x(_EJpE^dX>h8y**J%HUOi&{ z_|qni>4$@IUTP(0BBc*~it#k4?W{>)Z>$ek(>d-Is9Z5#TF|3@s&@b6-}=+OPd^y# z8T;vk_{);>aiarwES&W)&hbCpE^@pF0q%G@{wM5sFvkPur7WS7=Ne>JD?r#|a5Ydt_O{+jNY8hK*O@A31KluEaS)Wa3wcH#z(M^?|j3^Z_ zPjCX%9;1>D799#zk8lcVt^hWI4?nS1fJGD8Pgnp8hD~9sMc+3F?a)&IJTN~_Yi`@` z$S3W5>+MjvTGT=6D99WEazKhsGkxM^O8Q`uge`#67WJKcb}?udDGAy~nJ9=v`gY-^ ze_ZtlmmBxPc~9jR%BM3P-kNGGqlHqqZ|uoU8s^-pu$vSFW-=ci@&=GKDibe zf7?$Umd8;10XhP>&m>+xl&NKKT5{?69=}87BSFERhj^kXQ}(irK1p16Bjwy9ddL=w z99yqTD?a{V4sz4|oVT-gFnsNzw@Pd2+N&0Cs+el<3GQZPHf5(&RtPeNI`^8-ScG>C zV3I9@_k7}|_2$b@+(Od*X1)#ee|AX~?K|UyRW^{8|a+K;Et$;J>cQc|mUe7IVTX2FCiKYiDkF&Cf z4*21z$EEZ;%#EOASEQ8wiQ{g)cp_a+UC8_ zi+K%s!EMbmBF?IFnukj=r+?%(`v~L;re>VS60}cklzZB|T=v)161CS$%&L@(_Q)sC zFqDci8$3pj*|+N&dl`1$;bPUPRH~lzo`$C}+__9grmt)LrjnRa^M6<+oso&B-OXe=Ev9Q3_x=D^Ah~6JB81-ym@#N|DtUna zL(@2g#(M-DNRzlZ(tT+#kc^TM9h$~P)4JR8^30^?9Jjp_GU@zD)WU3B&-e1rt- zUSxnue$Am<9*$K>!uk5R2XTg^N@@L(hDA!cUgy8kW6taMDVvXYgrm%_TEl#LXIQ(p zd7Mwjq^#`c`!0-6uht_SbY(vbO^VllHm@M~l}hmM8zMFdI(O;!sZ{U+M}B)!xT(PE z`2vGhrQAQUnX%OVom->U8>Z&|c^xISq-Y`TLGNa1f{ru;7tI``F~0XcJ+b%TjL24Z zg^p}0C`-@|`#4r|SjJ(d*{vqC{9lKOL_yyn*I<$Io;0;rE=zm!%KP@Z`j4y$)wcKV z{i(&I?0Ng6P}7g0e8cfFjr;xUTLRY5gGJsp|33B09#6TR%?zldO1>8iT^7enS#Qbx z2g^WWSWGL9yJzEOhBWdd1%p)2l)TcUJh}H#6}%1VVkx{sN-3hc?u9TalEzWAgNo)Q zWd8^jfmgBt(RXB%;8_WCGD5Q91*F(PhARAqdp!A{mZU&=73Lq5x(0TJR|kf|)&Pi4 z?zALb5DIX2;1tIcXpb}4j;j_TEcn`fi#K;hwML6lx^Ou^BOj|k0LYY*F`XxsOx(sb zMJo9ttg~eE^}wtw<{DzQF8CDa$j=Z(hT>b2(yY;3cp+2~lMcuoG~?c12DQWu|%RE*VjgsY_tx^f1mRu!F(+ksU6o6TOL6SXohB>S8M?nJFLs-2omhEs_@;zf=huSG zjozpFtw%Z~PSNknj=k!b)Vrt}T`)Zm!ICiToMk$w%NNsyvRf?SHX4#yy?+h8p{4Zl zEa??m^Xk?F+PkB6%OX0iN>h<0PGjYsuCnknOyX!#o^5}folJz$Sy9n;id-|XWbWxb z_v;RB{M9;RM4njoj5aS@;(cP`r0%%q;L@JX#x?O@Puf{3DtL~Id{XUn=wO=YpL$a; zJegR$)`1t-6dAO?R@T~O!NpuhP{@NUR&AVA)b{!~DQjXBwEV;$qGf3ASYuS{zCwFF zoy!f^QHYYcaG|PQ6;fyYheqC@Pk!H~it$O;@HwWRZUuGg2u3rD%)-xl3qBPL-yguP z#iu^G4LleszOEk1S08;NSF$1VOMp5@j-Qh`aKi^t#BFAxsk?mq>Dv2=0bfhk4E&u} z(5YeGJ=iv`rd!*-X>Unw@RO?Tcn1YfX@(c)WCp7JZk>_$wl(4E&u)*K6jc^@;N?oWV0ub;@AHG>`JK_I8sEoqk@m`i>WeU)U9_8>&9o$QpJd8CS;f1^ zkYs#N^QK8L8{m`hf$m>v>i)lxINwqLY`F%~{6#BgNjelgf||D|E6i=npnL~ryMrKW z-`j;MMW72WaD@p&&v&!U{H=}dMID-o;xv`0aqI)B?%x9k!Ba>GDTWeqOdnK(cpvz~ zafE`9?qG6_MeA;P z`hU(GjfnWX_tUeP-L7RDYwhcjVzF3`{m{eakYTHfjsg_nZP_b0ItIB0xs{R)7R$s# z*Y~SvY?yo#`7Qix;&`o_jp<6c&Tf3-hoLe zwJ((w)oJ>nn;fPtdI$798n$wq7zrE9Ii>13Akq}xH8i3gG2BeoH06&Cam=UgSJZx} zNtV`nxn7C37R3byx&G^2h2A&FGm^7E&8myq-)WdwcD7)q$a-!5DV0r2J*{Kb zi|y6amdV0AN9}e)I+x62`-svMy^U@ph-<%UNdO3C7H1R9@B$YApT)!*Mr_-mR|Ka5S zoHtKcTrt7nbtVdoQrsjZB<`OPja(4+MXami)L4hNYDIdLnpk9&$3jeD0)dOVk;%Bu zVpVyuwHQAjv-W^=zo6yxa)mm2B|BibwOj{FPSD$QK7LTFN49ghBK8MAE}tAp*eGBO z_D4?hVPnZ^xNRz}T-5WZkX zEcNq#7}rx$h3{V;E7J<~?`Tm_TFo-3&04UncbL3X`GrV*$J2bJ+dE+Ue^Qi24Rm-K z6Z(I^>S3`&-T2q;yI`VezcMF|x>w(Bk{W_L6$#~TB&42THvnZG)jDdWq?760K>L>gA2gkEQhaYtC*M$qlyY>nGdOkUk$XjOmO?J;Y zJ0pg%*9$CR1ZhPEjvx}?bfzJzn*LXkiFV#!aVFYCBEo*)lJ^%KuG9>9;==exL|p!e z>KV(F(f1vKUA#{=;}gHvnWxJMk~USx<|$jA+nHq)e=gxK*-cPDzNS25<(Pkt<~^$j zJgprzY3?;d6cEEb=Manl1=IIj7e}2XdOMBOK><4KbHLrD6?IXP3o7?k?JU)KBE3D5Fc_siUs_@^_Q_h*w}i8=qi^O&T1#OVUw zXkEZamqKZ&F8|BXq3+hE={W}k=U$kEOH0j`9jwgZeGMHMH=mJj*>ut*YIEwXEZw(u zjCIE1Cgw3M`2=Uu34CZ(`{%ou_cLmi+CH+Fw7tgRItb*U0uL+!^qDf|b2{Wx}=GbzZaS_Z)wglI~9ruF5VOY3i1U z=nV;LIp2PvY5J2j^SoG{N%7j9^Z?!}jn_x&KU7ASO&)D_3`p6eeplZ5=K4U3P3Mb0 z%*DaL&k~w~dpo)>M>Q8+cYf&PTYXw8SyVx(#mf-uX>-Va3Cb2$_2ISm&H)kNX1d?@ zEsm0jN?)}oM>+jS;l^O=1N;ub;)47;s6T3G-9P_qYFV&ONw@7;>XQTOgE@HzUWl1>TNY36 zUvu~rZwaGzaQWTyF_!5qETz|Kx);~>uMg%)ov1bRy%5=;>3&m`bphE>xDGAqf+VBT zT^a#OMlnieFT2jYNzAp6^QnF2_C#mJx1S3`gMQk7_LE~)(cBoNdOI>R03!(9gO#$U z)36Zffe-V&c=Jj!>SW;GZXlCw!U=<8N7>7tB#=^HD(#nGFCWmdUpeq34ggE)o;-`l z%-m8BOXFW&SvV8onTAz#@Qb}7)R$j!h831V*Wcwy+Ug<@!3LH1X*SL>xE1CA&C)wukdy=qm+*`;rl=vbg>*lc)W z4;kGJXJ>P>&Mw$TQ&5SDhC-l(Xydz^XN9a{w_g8}pFT4?JEIGqo(_8UasPc6PY5u` z14q?D13Md|+eUuh6!7JGP+`y~+7H?-$_BF(`Z2x1c7)VopN;a2+!ho>-T}3uF~n7n zZ4w#@DBxV(%GtxbT&4MT`={>6O*emM`&`<5;+)>y&X(x+^8y~le`W_k5|3?Ihp70S4r#~KMK(J2ZEmIea$Oq3zi7R3rRFSc-4nSkR}A*t-(0hMOk_V# z@KD0M;>69^$g3UWn@;Qw%8Ag7(R^;8c{_LI4;C@pGneLXYN^Z+1fGalYT+wxysXN@ zJ*!fLJKNCw>Fxad546l7PRC?e!$5KV=Y7rJzCL=woH0!?IcT-9Nt$m|T8);R4JQjHA~Jub3OUy% zqf%`zF2HruF?NGm#v#S{2{$>R^{(@|L92K({w|RW6YJplOuVb;jSvh83^PxSIP?D0 z4|%zv{*u*m9fND5e|i<#Z8;>OU<1(HVSm`*&WgU9j6W|Ks=c`)Wvv>|ot6B&t1_Jx z6@}unG)?WmGm$^cspEFXa22g(=bnv?8n`TVE>{ongepeI85CQi)m*f!$>|(B81AGn z(7KHr#?kF$#i`nAWwC3C1Wh((mL=^fNYNn^WA_-(-$x`RJh$&9GNbEt-zc0uurmaJ z-r9Ru3{vC7MP(Z%2Tr=eM0uN)EbYk6B5eD0L~rxS*^=ktc3s`Bsj6yv&H9}0TAI5k ztLlzN12uR z4ud_tFs)6`xI{6{)D?z4zYLMAg|BOfcEKjwXH+Q>$M03b~g}*S2WANH?h6;)$IO!0oO{D<=0< zMjqM-Te}d)(Fy4F+HqRL-AO*#?n|X{$fX8Q!@HyV*^97MPG#`nBAKh)1qw=f$FaN< z2Izjzk3~GM+|Q0-HvRyr18Q% z?Q}zDDa{G*2a{uKyznw;k)~y&^>!Yj9m`_=E+S4dIyhTqNmfyU_^#Y~?v{nA)>kht z==3sCRERoSBx9VGYr8F4Sz7~jN4DiQhqzm%%SQskH$}YMU_P~p*BZfdt5g?=(Rs6m zH9SPbl85qOZp3eH#beyP;_U{Z!R^N0;J>oDifLsLARIU$WiKSVZN8(wu({`N;rg`h z>t&5zDtc_LS8UaaA&f^J4wz`mY3V&dx_z=&tI>q)X?U8OB^o7%$_(^U1+fvsyY?MPv-4oB@lKt+%pw_g=F!63$~&UsHXILmY@?K${?di%bTI0u zqhal`n;z_0_U>6uMkYqJBGAfJu=wN%<4S$xzh25RH2M~fyN$^;Or~XfY)2>GgLqe; zC1KxxDZ961yX=8GP65b`lr)>xyQtn`Ud4dZ9Ij(OgBq^U5|CWbFOPIA7kRv( zNydrhk4asflgqm5Ju@au+`h<9{M*szAmEutnNLahPlyd$S4J+xTa;o#62r?N!|TiD zzQ_EA{%Em)fXl9LR&AeeBA@#@_qEs%1`0(-K<|)iT;moDy^||z{5GILopp40 z4MB54VM+n^ewMyWcq&fo!e_9u>2-}(kbIh{Dq3LS%ECdCALrD+Q%Lg-uq)5Ic;vOS zKTn3&Uoct0uM?ar;8#S{>dU%~7V8JsEJ*C=#EIs>>Ga*GY{$+R2=X|d$lFso(%(E<2*km@UI_A6z;;(WJ&b1G(5L(oT`(Y(<(dfL~6jfJq>Fsb>cPLfmMf;+k7|fO)s)F-c)o&&)7t{ zh~XP$W4u?3R6dX1;SMjDoLlEv{wXm0dDA3ME`r-JJtj~MAJOg{s+utLzuD`HkSLbC za?4e&@!a{;@E*ele_b6il71GL7*xXild4S!ZGa&yMT=WswxcCP5mAKz-UnX=Ud;yb;2|Z0?HsbuH zt!GH}aBAh2l{e|i7SXlF!5t8zU?bTry@!B@2<0{bc4m4wi{;6NR`DSV-_b&%3lOu~ z49hUC(Q5W!od-#`>YGN@F*@r10zA$hZjUb33R=9(&)K(#vp(dSq;2QiI=AO35zhm! z*wM!^z<}Y-G_pLjP_`5sR%R+uJXr-YV{3ebiLPUoJ z@8Gn~rpY#Bd){I?GH6$?q^Vws;~EFs_xXw{NMvXApkp*^mBM^}U>b!SGuZ1}Xh&;g z`fms9-_tOl|9qNdqx0g(Y1Y5nI65>NDY9dLm5zeq3on%|OW%kE+WRt%Fu1X5F0^$C ztln+ey)MDQHE+ZmCKhyj@hn$0ACQZf9N=|#Ads^vBzkfxJ>5m32$RyIY#}KnjV!&! z3X5k#Cp=1GJHdD@<4Hb^p$3BqPHyS_$(Q-CSZf>^YCejzSNt#I0Ir*@{L_i%t+c&Z2MU2LrDk}`rC zAPdbtH;~~<~-h;l(1T7({7dP9U}7cWTK>$d|4|cXz>jj z>NL(jkDNu0KT5yndi`{RNPjxx4m?^cx7c`R$g`>}Hfpq-DD*`@-@D^+Y+L|Jj|{~D zP{h%9)GGbCKuJ$QVTm`QxQWY$dL=O>23<|++JChGwp%zC!Qw~vBm6GCatLGvl=j_h z#?`ngFO}Rs7bK^_!prLE_gt9%*o+rDqC)w{QH~+UiXfhOFA22&QmKTc;V-L6VrmO2&srKHo?5L!`i|TKRx#_ z4vzwa>Z5u`onk&|=t1K4VYvX`{V{fG8GvIQLW|^ffk=~R>;ym{my|6tCI{J=g<#W; z!T7qvrt6ckFX|b)*K2O;y(ba^KPQGlKzvR2^{~-X@X_w;ZJ4QsYtA4-fOUYp!M!_; zJy_Gw@aB`a>@)g&QCge*Y1<6&JL3>%^6?Kb;ng*7AzvCV$NGXo3s{xO@;ww*%0z+MPw-s5u%s65YEoKzG zKsELumA)WWt-K(WlWV&*`=YNHf=+_9ZFS2zhO`GsPfWCJpm=7-S<4=FaM5zOAoj3I zHPK`=wIKAR^XC4s%o)RoffPYf6TerzI+1^r&XeXX@V{vxr#DB6MC9BuTdX&Vg|GG= z^I)ZMNUS}Hg-7Lj@=I8UXxXVF;ha*=1nJsj?yB+k7Ay+=e|d*)m5DYx?z1%8d3v0$Adpc&%$sf z2GCV2T@YUFFQ;OGLz26monsY!`_9D}O;sL8)e!ypn}{^3acp5^%eEcP?gCWG%5`qGr}CEgO!mvZwU*bo$LKZmbyN z@6Wi9q zD0OqcirUB{^M0#3+nG`3qUvH2?*2ICkYud4TYBMH zFkgUQW*PRr(e|S@v$yDD;lNQaDDrgxiw8bqWYcQAE>)$)*qI#*uv5DTp!MuZcW~0# z3zNUMooPfbL;`Kq_cww!R&~og_fqi%G;(L+g%<;dKO@FIp=~KgG(U#hBFnl(EXiwL zlD8by!TBfbQZEwi>$NrxOsV}VNzeqwnHoQm*}yTv{{Y^f2dZ9;+$Sy zw@gbzxw1D#O{5hi8Fem3j5u!(!@Wj|EGhA(dc}BbIUxL(%PeAc%M`)b>Mq(I)U@HO z?Cbq8q0&7eQvU8G)Ag5Di_-#Yv%;`9kLb2+t@s9~n?}l&H5MT|9=rVN$Oea1povRL zDQIbn(YDa89A#c+OMAs?XfJg!Qe4W|l6#u5r7S_J-XrOCrOY}l%2ysXnNT)3T_rp*;5coY zeeVuVRuO^+77O;Wg0NvFI-f<(DhA1(2C>}`%Uuz*VL@6LcuRRAQd)%5x*C*hf>RKF z#?@B8($dRfQE4rr>2^ZKLZ%@mqwr{XoLzf?P?O~W2>8G$Ciqy$=T(6(ejD)ZV@B8;nQhuBc%o9ogX_+ZFeX?c;c+G4Tl}uu%$oD zfnh!8xdaSv%}Q-?dVshz<1Xu=)P>nS*JjzKXBqb0nO)+kKIYGf?A1LCRhZi|?<-NrX0LS@I zUbAuPVM0|rkarvy&2lJDLFA;WY!K-qa8tM};vm$Dvi+c!b%?p<2)CF?uvAEELnvNI zQ7jPb;GL+911YM}akNoSEkB{x=7Ui7k`Or+%63>9Co)O6`vrzNEwSCuO`$l(9GZ-%{)R9)si*UrA% zB(miS%Vg{1p2$(A{Ol_%W$lL8En+`78XN-PsK}UHiUAr%@)b zrJ631S=D7YtUNJSsZ!+5Ho5c~EeE?DjSQiH@c(!EDMI%h6(=2G)r3#t4}j~y3gZ&Y z|B)|*T*!-X91@F8!Osv6N!A*Kq9l}}TK1D|1fY3SMn;VIz>*y#`UGPuhZTSu4Wl8Ki?xalG)!39Y7t)Xxm)=xq#{LTh> zht^Pom&)vV3VF#swN?u8JLcFbCLgtsmrgavJncKjHsrTbeAGy9#}qZJ@2)uzhRf8D^HFWBNLJz?sq2xbV&v6P*Jz6GL3$m@flG zvU}5_INgTi?&L*Mi?nXOUT}rgy)EQep&fp`N_!6H$rYCPBD%@WRdbc97p33CEXtx) z+EQHO5{!6f@L92avn1?QeX9ei=hmJ!DY<;J(mgF*GodO_Vpv2{_D50dISc1rX&mxs zdrW;G;TSk=Xc?i2K{*~fW9^PX(leDth|v=5y(VIUe*mQ{s?i#PghL&>`+@`y9E%bU zuyc+DmXWB_j(LaDIPMDlwZ-6oFmBYC6On;LqveGc1B|ddAL(3{wC~oBITNa1yPy;VbgjLr5rw4Tw7|X$<8%aF=eYPdLOUYhVQocG8LEOr8;&+jxL3>#4??3wppF6 zKWfz?(sO*pwgXxgz4$AC(W;acikHC07Om=_9k2;Wj^mb&5-V0TQz!b`<9?Mmmi zv!Zf(02WFl*LRLwXqeQDrp_gtJS3E|riU%PmJka3Rv3rSwgA#`zf34;&vzmP2Wu>y zPwD3XfO@%Iwu&Lw2(`Nk=z$!YWTKmKnfqufhX@1QM~Lw7BUhrNXwPpZ<0FamAGy~- zsA`Kjfz1Cb)=`LB@SvmECxbC!ORD{eMk_?5FxT$uu4Dj9W9*J;8;8IS-jUbAix`v` z2Ok@4>n!00$z-7G;W+x347etRw6UaRHXN2*U4Z7Cgi40eDsY@;@#EXzNqQL+UtPJS z5!4EO;6`w?oq@w}iLkrlv|iLhsnmZWH)es0EJ`bLFOtb8!;PGB5OZB-L>9nx_Qd1B ze@T};SSQ{yooM;6Zq8Kv@ zhZerrg7%hRBI6Zyoc||%vz0Usq?R+)#AsPUOSW@m4UzQ@m?_HxNs@yu;w{>%xrJJP zeg5YnnKhjCWHN#hmp331pfg~Hlk;b9lSaJ_1zA=KtKwaeV56d;6hrcpt)g<96_sbD zVTo6s2F-wk?{~d_BOcf*c@ER&NKw-y1yDm$y081PB^fvMMA6CAf;vcO&UmFKuz#dh z5Zqm;h!SsiV7~SO8p}o8X*qL65OQ=Ch2vhzJqs{uL`lJEV?_Hx)}olaGDC-PK+8B1 zFNBF4j7~?K9VYd(Y+@TgEWjog5=AhinG6o7hlWr%pS%Ss3XwIRL-ZIJc(@WV)b$}+ z02Ye;A4R)xM4b(ro5xvSvX>|b*Ql+X>JB2AI7d_lVoGaKFtl+X{a!jparr`a%(fN? z!|LSEe#*zV;FQ!*Wh%qLw3{f*| zlu6mJkj+62r}|1AOBjIs;OND7umiz&ruUv$$YgIRc6tw+YpRxbFMVZ9x|QCFcvJYN zF-#U>0&0O!FGKQv9`CN(7Smt7?n{_5~Af3e!`iElo( z2}SH>l0_4%f5%z|6gnC*9$QIYN{hQSx>R^(NHbm@>yHx8qu3_>9xr$kL_bC@E*`oM z`3+r8{4e2=VqJhgj?cx;^~8X&DLl?<$4N2Y56LdS9e2wJ`?wFlrfBCHf-s=MyIc0@ zjx-mz-K)&%rt@F9oQ-juIdz>_h%gxx$`d;)M5 zbXo&BmA+@3A)OqG|9s#9=(oft*hS=RH(eGsR#t#r=rP3!i^ftwP-}C_O5hB`rkN3JUxg5NjN82n!q z$eSM!-XF9ggKS7AJU3h!JMb$kW@Z*AjpN-?<94Fi6G>7@%E=eA>4o9H%GJ!2EilS^yA;1zP~v7CxS9R zoOwV!ekUx8Sjlh_)pGKCcn2d54S!3GpOO7x@Q={U9csLJyK-MbL^H* z9$&P0)FEK`5b~e(fU)f2r1;{bChSp!_S9h`84$8ME6!abGG-Mx#t$fdn7Z>gHF!UA z94ALSi{C~#-7BU$Msji;Bcs@J7fj}mu1bNmRjl5^S6t>MG`b8D0!Oj<(tInf#EwDe zNnwAIK_D;Wh^Q^a<{sAS;uzcz;1>QtB+Jfy9Auk+2aCgSAKgQ{h030--F0t#kiFmy=vW@8G_FaS} zptu<6iutV3CnA&Asg|SX$?<9E-7qbx=Sg3y`}sYHZXgX9T1`FOG@A?^FZdK*n%o7y zNxVn?U$AmbZy@!Z{=&uNz!`)e3=|0A!`OKt>hOcr=o*-8D(Pp+9v^s+6N}J(Qy3#+ z7c~UnJ+PE#RQIAkM_qkz$Zt7t#BaK7XBX{s2mL?osYxLkf zxHYyZAa5WvG6GrN)VNZcuVbM)K@94cE@4}~$0g!7@C!FgHsdcUatLn_Vne-|M#B-+K&G(v%Al48R|> zgG82VloZo_qnPVcHMB z<4$|G#hPx51L##MeFOGVXV;kI(RTqfgnd6Lje9&IpRJ=%O8DBS=Y++ODDR0JIUY`3 zDuhGygs}RB>iSIV7BPfzSE3XMCIfKnCoyK6mzId@5K3@g5;QQn`WPktI%2p$BdVPMl{Q3;AR&zYLG>G6 zjJyyb8Mx(t?vVe0gv=(mBj^SEli)UKkT4$WP*K`J=r-8H0?*3?n8DqJy@Yd#Kq*Kt z``%9BTloP7fzz4j*t?`gpYj7L+yQ@@Fp@$ep=gvL`M4#RfMuTpYDnMWa_ZPk3Kk^Am?czRa71Jm5#_JXP}Y@L61hVGegDm(zDmO7p&cbVk^!Q1Yn?P$gCt zVvA4PfY4;*U=?(3*c_p|Q)C|&Ois*3*uY7^uw~M>-sso^kfd~guIOju#*U08WyYgw-4>+7CedNL za07z9J_wh@Gxh<0(e37TNV2I|AA;?-;7DP2ij&TxVQ`bOZNMx59ii=bIvQby<{~&? zY>5eAe5qa|Sh}Br5j0qt;3;VWL6tbT0zvNE1T8{hi<6qM0t+`F9d(`rdrG@Oz5y#G z=tQu|vd@G(jo4Nm6?Mp9k!vxmB-+AI!giB^OKW%(_kg11cr2bq$Uw5t_~1B{i&*yM zjWrht{-w*hI8`mD73SXD@+QJibcJj$+=pO=Hy~J@ATIfWEnAY{PrWMa6YVO;?io}t z1A!}n&6ofq6lfK=IbI==gfGA>y68NH6KsI8WW1j*@#?aa;-rYUc_qm2eF(gf^SE-z zH8^&3=cFy=Q}C)piVEYFXaL?EW86G{F_SVzG$137&?!V~j1?Js%DVA=0XBf5`U^Hg z`8FY%2#L2wThRzIV&@tH@i12$19lGQef7|lsMvI>rnDLzb04RUp^1k0Hi#liVA6zp;%YoMu7_TX-|GHGXv?9z;=3ePP*I5a zf;?S#*Es622+SZsCBOqAumk8v-|+s5t5B`Mr4t(zxE->XgK9$CKnY2Y2^nDM_jaML zo3KHxFmr>q!7%YM)@bZJ;i#hXY~YTMi<46DkJ#?sfeH(5*gk6?zAHesycUg@!Nz-# z13n3x^O&S~B!(WKe#Uj?8R!zMKSy^rQ$s-|Ww<$f-WzRhg|Pupg|QH(TLEO#5L%}? z9sw^&#KA~}Z8-OT&_BDH@%FfUwfujz0HVouhianBz?IBFX~Ad9u>cF8idO+Kg#3li z6JVw20Y(`}a70LkVTUAPK=**9LDOsSA&JMN>~|OM z`5Xp@&_(z%VjuZYcYj3~SW5W%qs7!=qA*}4~vC+-b1hJTOBG z$rzI_0^Z)_;5*nufDOUv?|lqx_|AzSs^G=|J+s?51)G$t_+nu*0=h89qO)Mh1OvQx zv+q&ZX}XO>31Uyz$Qgnpixy%Ej2lurQg(`pQbDnqiWG=_lm`=&L?v5*YS;<>2lLn@ zJZWEbWWrQ5e_ppmI7opfo`YC`xM)VwFq|oPmkLdULBL3{ZzQ45D0oJ{fhiT*JhdPv~_ z@CZSFA0!ai$^(x)a5$27P>f0!Prpqn#_mIFg2Rx12f!v^KQqKta!EG%1)hzEk>Mth zkAzJU1%(6l-AZ8JcpglW#4|_`#E+m52m_=Eap2mY=HaeFh;y@|h8~VZA^{+ij59G; z^0Xf~o}}R<5_XUANr2_TSP`T#G=PZ$DjNfZV0>=}?*52M0;rr2fi2-bfL}Z8 zth-9eRo?HLLNz2i2o`=%bGxd zL?hsBR1_8_*YI&+@4~)-!iq3402x5{3Ss`ljL~-LEiqOUH^8d_kdS7BDU;-ugewv| z3DOa!)dAuM2Mn>p`%(;@3<0p4iu?}1cPeS52qo|xF$y=v(310dC@ByS{5^t0T%xD| z={Fy8x8=uBxIRCp$@N6e~O7-J{{hrNR?VVDU*ky}8J z6mnd2l`}|bK7brHg2?b++5vk*6EI%*2MT`(Mk8#d6a5drB#uA^74%PSSAbpLqlvt~ zBLCE%jf0&b1)XcK0au3EKEcfgg~102)d$1?h^nw+3g48dEGE;=wLXIC3t zMBe|qZ4o?ypoA>K5*ZT_BjIfnUsn4b>4m_8QCxrofO=aYv%!<$WoW4|*Mn9=keuA_ z2~JTW&`-vKbS=eUifby7^t9Y|m zrGOwv(F@GIo_jr;GcPZ@d6MGa1_y#^LQmjU+V<6T&zXJq;E1ua<6M=aw7Q1k zr=@lG@xf(wS0dO4C7Gvp&*9;V&hyK*I~V9@eh%UG**%4ad*=1WHd|kOhQ>~->#=0!*A?-3%hs+} z7jrcE)yAzc{+1i^*dyh0)gploN+!%gca7j#0ld#@WxbXi+RHrzl28|Flk(WtwmLHw3rsyUErsu4R}B&sKHglOq?>P8 zB=o?;W+vve=&Zyg}Hhw~j@#HCDx;{Lh6%o0wqk`9LX6H7HKz6{DF*QpJZ4$gn7mT5q8enj=30 z8lXhS++x5Zn)FZ3Z>$k*g#htB*$)_+;Z^x_ND*;L)26aQh8kjS(4+?|6!HBiMKN|1 z5@9DmPHbWct)+OR!qrV56_4fIj68c_BdR313I!tV}PoY$gLH&;%bCYp%u`+@4^Ix>Yl>obKuaEJRta zvZm}WtyO3S+W8?U`4p63CKGILiuyj}B{&ri_ZR~s6s3x)NTWm?DL=s~_<;Dq*fDB% z`<5iK(lABeH9F&*nC{lzBAv>c_4hPN}TEpHzgH%8}K_#OEm|@9pHhz6yl(n2D$2Arh$y&xhe_hN* z1EM&?v-%Bes&S9_Kt{wqKp0fAGa%gD^IIGT%3^+|G8taI>$VnIQzd>|9 ze~7NCVrYePG>!Zq-OQ?JOHQu6oNjlm(J9TsUGFm27m>jFxL3@WaJc2W;*Yv_7TT;xePNTS_Tn!srtgKWLbWU z!;FSKmzU*G5|a-MhY0JVN+`$q!~)S59Q0lO#SxxoLl3R$O4xg5U|^%`U(L^d>s?#!RWkG*O95j=>s;5JBPtw(n(Q^oYS z0RZ!P_|)cq3fs`S$+R;=0lHXf_2xCG_Ecp1L}xJ!xOovuC%)@Nkc6 zt4A!Zjp&64-3#H%(^Z1|z1|3(gO0ES@&dUPmK?~tYx48n>aZe3rbRx2 zBS^rspcLwg-571Sm~rH*+6#}8c0p$jI&zh@xXsyqw$9BWnPWn*>4VRUTtxR0nL|~S zrGNupsS@TlmLXNZ84kE+Dm6YSFqfJUDSCtFx?VJ7j#6nb%@koFa!Lim?^te!f&p+% zO2ICw?+Ab0Z^-spRJ1Zf_J!K>erO5(H;4QTI0};-g^KEK_v7(;BfXs0Oq%n;i-AYo zkcdRR0RNH)k%4p)7{{Q9Eb~%?CwlMMczZfX$q92EP{pGXL`*`-NQ7|}>_lavNLH+v zhl!6*`LRWmEn$hpUiVJ$x-?z^vrKZ6(<-AK+y`mlarUJ)9bh5oL*gQ#1-BwdJr7B` z(*_n4InGKhFmiU0jLzCcSl{&vk+|Ei3g-e=Jrz~2Fc)KFa%To#%BNV>ID<0J#W{Cp zm^`+97lAjo%Jf zwj|Z5mysC-5O@@GtZV(>HnrF+IY6tfGs4KrzCU*HG=C@gu0+O3gFBp#3&_& z5m1myGlK?+8o6LO4;`a1IO6&Fl>CZu20okDmUr{y#n3)~UgJPLUbfaKlB&(0X<B9>su^?gTa#=EsR@?NlmX7fP8D;KG)0W%!&!8|&g*tFUQC zE#kx~l$CK*xofy6htR>*$`pU0BUhry#f$)#2K^XbZ8c82mp z6at|y;?FpJ;5XL|pf&c!_hB8>;FA_bm0VNBFTvoDAjs#?n)8FSOuD`}SeojTshaY1 zVQUCza;P~7Gyfi|XkkJgMI?e2qv!)}N*%4Nl^JYCOlwSsKFYmr#AE<=b=Yr@fnB(@e{kYVFZP zybF#yvMHxR!N8?u+w+Se?_a9!iGT+D%raEsa}9l%#0as7>zaZ6!v+bfGH4ewcu8NB z-JP!DUNuN0Em@NXQIs!^l0fbC;o8b2L)FjHA-GDo#*MExU3KYXO+*>r1xCGX2^3%xH^ zeb)Bz`Qk<#F^pKFZ54h%jA|D!j5Z?#|P-Xv< zBBI;|L0mT4>g?Ptn?}_y-q$}+xoOnV?l~D%J3d;l7YiziGwIC(_jV-=r{W28{D9Bk zL-YVGuFWB#GF6nl;9w2{r~e`M9pGtt9zcCA4f5 z2QaIuLs6cSG(xg03>x`}2$b}rT)^UrT=JFmm`PX-EUBf@4J_qhqCakTj3yVX0eSS* z0D>zjV5im$2@gk!YAkvHVX28&eUQ}>xsh~==Rvu_t(;xJ5my}?mKBT^(YhmKp?&gsI=PN50O{F28H#Ut* zGVpgL93i(S(IVX5Mh}VJY6>0j9gNZ@I2=VoQ<}IavwkinQiz6u*VEEx@F`Yy-5HL7 z>GSwIF)#L=fE&~vGo7g47UOS#r^rVXIBFA~!3!!3QWR!gkt%mw$wCWM zP-%izIhEuvbDI3A8DFyd7cvmW&N_T9I2wt?8NbaBotn96)>F|-?;H8{(pN%}sU3@apwPaMZzdFhZGUk=F9h5^n()u3S>~-NHNW=(lfP z!YnW4-RcV*-$>o2l(|i&;W{8U4|XQ#sK8uz3VOc1q~nEnNjrb!~i2n&~Tk!pc%>f z)C-}uGBg^m+*>~NYX3MpF|d=N8oEL$4>r!Z;Evtk7Bm@N9eg*j+VWM^v_;bwb3D`W zekCc^!Dg_@q4g{6GwHUy9Fw3@nhu0LCJYA#;!<|*-LMThB!1-Pr~|K;C9R4Y=cz|^ zs)vFrXESOg?hzixMH{l-Bw}FCxz)eqjCCy&huYi$%);gn;LG|BO5ndF?8Ilb0&|clI;|fZ1fK7?DzKkEP9GRHDX3dydD~nM%<@>68<2$(~}X#s>GMM z8hZO+Z!DdnGkZ7SwmSWJJCk;-Ex{}salWwz1 zhLnJx?X(#oFcHAd&e0?M?u$IZrbIT+`eS4Yb{pER z9iqR}(6<6cCiC;ak(qmASIQY8GASu($3)pQ$9b+I(e3I64}oW$vVtFLH~(Zx7I{{? zb5PN=S2`^m6nSEWL}4{MZUqCr1L#kwqw?M)oNuO;!+$esi@v}=+%hI*cEZJnZ8seX z_E2M@0H#n2x(1A;oq{)kAgKhON*8df2q?UAwnLs(f^T`rNJpXEP|45XAH7eaNF;z* zaQaZh@Y#M>(5G8GWa<-S|8h_ZqqMj_H1W`tYOd(7IJf%fJL~#XDEU%EL{DK-1!1xt zWeE#cUAgZm*J;*iAh{+$pH)_(WkLGnjqm%VZ94-POELjZ-z5cZGsIDK4 zV0piK+T5#WjNmgMLycv1l!#D8;+Z*n;Z4f@v`n$ewgPQzBNbpj{Ezg)dq)RhW>aYb zVxx$-=dOrEPY6wR6F)4>9SdkhAv3eB4BW$yxD8WZTT?f5IgGG;-CaiZ(EbU8<9-{c z)^m#4yQarnP6={2-qppQC5-8_y+Mh-G7C#l(s05ZmNR<8iNtjj+s*jXikkGwu4`XU z#$|~$SE|RY-&_7*WFSh6&(3*;ephjw_S(+JS3DBLg}4YAhR`!Yp#;%m>}dKjj0=Q3 zI|*M)OHfqp(5Q&9+DyBFD3QHbW@}phnCC|({#{n<=!Bj`cI=`oq|e1kBlf4{^#`*S ztXl;ppD`{#Rcch&w6tHr`L9nRd3}CC5VfBH7gblPuN`WO8IwNp6ZQsQ;Iu5+oaC#;I z)f~?zrd8)o|MX3bf|k^RQ}#OwOjO(t=PrW6s$;xQ%6dCJ$ltGI&y$Thk@3~0OP2<6 zTmW6zg2gv^FB3j_kLcw!d>3(be^wS%mqM#$c!qN)m5xEiTji7Ad_~xX=Z8gf1lxdQamKW7OoU+Uuh)YK$rl(&-df@1|#i$N8+3qZXNgDjgau^nV{6Y$Gl+ zDzh%wOJ?l@!icu|mf~cc8Kvn6vK-8s*O=T`^dutfmuz0dz<3dfFZ3_ft2F-i%>K~A zTJL|Yte(foIOIBBRqOxrpU>Ezt9dMHM0_sqG+r|C^T*%Y&-)Q{RND5}w=VRKuG%qr z|ESZ`9tq_A{`9*2|Hjidi7C~a#>2)6*+Q+wvB%!!^WSUR1+I+s*t$99-L?^ZVGGqz z<;8pOR0*pHoY;L&lZ-w~ALh88gB%3XxPbF=W;KF|aU8Als9u@#c*Z-o`g*<}z>`rZ z;pE$KT0F-;wc^#s@v6OC2Z5^>CNB*euF8S3=Iz(=yF%uc8+KGk6M34#C<0;CzDX+K9g|7EB9Z8>*{OalK;`dfj$mA{}M4ozr z+xPPu7i3glDF8gS-U&K_MG!tk6j|z=iZec<7nsjCx%4dO*jEw8~^|S diff --git a/book/images/preface/fig-quant-flywheel.png b/book/images/preface/fig-quant-flywheel.png deleted file mode 100644 index 028a2b5209aa78067df2490444fb8f1798cefa20..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 654683 zcmeFa3tY|V+CSV$NQA5uQ9`j))~a+E5v3fW$VIaNrL9Hx|VsDzX; zG$^N}5HkifA|j0ulA)r*`@QZJWA@B`_I{pc&-;J>?`L+5)>^;ceP8!=eXs9zxbNTE zaSnFV`zj1kkdl(>J9EY~Cn+hpV^UJGYkJA!9d3Jkqm=j2#rJrdZuPR zMtY(N20}d_(F9{XBQyR4p9w-U5#PrEb1BPo4>v|KoOj3{Ce;t|^9}S0T_G0X`hh=q z3xmWztaFnemnE&OI%2JxtOaka>_pyLnR9z(Wu#?f21%vobA&OuGi6j3%;<8>4H&g+ zcqLCkz881HjLJ!Jva&o!eji?Md07`Zd1VVDJ8z+tN99FdQom!`8w9OmaO3en^{XwI~nsyW?|H+*nk17n^6--JH_e+}m2 zr3qddu$TP#yk&nrrSj)fs`G}>lzo(yyQg%H2niJhXd3f)h6enxJRK&GvS#RNpAZSAzaYHz-e zyqB=9V_U$6@osCIzRJ=+zdV=!gQ`yQk)gQ?bMMyG4l4R#@mCY4$6b}$w^n*SZ>{uP zUO&h(Oi5b0OHNK!M*bX6gID|7w-|#oL~|l#Di#Mq4xJr^rWVztN3f|FHj^ zWnY)gdi}okoe9tX<1EtBa*KE#JnfIKdD0t(EC~$_{$l)iLZM!ecSx{)@G?JrUzm10 z&*;;2G8@KpU-#)#x?y|(Sy+!Btmo(LrRQs??=24H4JK(d<@)pbVHuwmB`wWUlkfd; ziL!E^eI%>EGyLr%IXP{`Q9Qnxx1o`bp`MAM;bJ`#FC!B@p&8#qZvxN9$Ix`K5ntpj z`W&RPep0-}GJL7zE%W&%GBM+%+V(2Uo4U(fG{xC);GToO-qV}8;ceC8Zx6j~uD;Z6 zKJ=n{=webrFcFc(G9O~<;~^ketgZ7*`WESXcxm8 zA5s4A`Ve#VZs$yMuZnZFYM6gJ=AP^WwP-mmSMShg&i$vp`xz6<`a)!6NM|e37RD2niTkP(+y6i&V!Eg2QG@jpG8snxJDZ|qgLqY{X%S3@8F`3?BUjA-9@AKC7td{Q$zTD8#SGuRn-nBg|@YZD+X<2?>ULX11 zi#E)V7Rkzi#A3F}_vyZ_cYkTQz0q>3c#$&F(%qzRCqhO+n#bq${p_9|QgWIpF;=IJ zr*m~oe8Q8Yw&_=nPSEN%@qLT9B820W6+X{JX3${&=Vuq&9^fC^ZdN|j*2C?)fwje| zN(MZ{6nF^2h>4Nue4ad}S|hC>(@R=zoLDKPyn zqTG7VxILqKd1!x|dUx1?cdcU1=vA?c7Hu^snr{{7=k?OT$Rfo``-}6Ag=1q|0c7CMak{l)kDg~0)wClnQ&JrUQEXyg4{ogVLFEgd)OHn&3KwTt=GO1|1sa(O+EFy z81}$r=jKJB6J_g`elty8w9~7izIE$g7{k1wIla&juYW6ssSuHjrogO7IOz`Fy*|fG zx0{;lxY&Q`aBINuQ@Qu{#K!%kdfD;(!@R~h-`-C*$RFOXA*%k`tPKWMo=>GUI&Pd_ zEG@%x7eABlJn!cB)yr!y^bOkPh_C6@JnXe|^0D_H`d{}SbuC*{ZH?W4VeWok{LoRj zH`xF=fR8DDFw(d|RH9|e$ zQSEoH<1KWQ?M{6+#A)(KJ^othD1`oSP&aQW?=Qd->YYEM{Lkao-kAL;Ej~uL-Uw^I z3u8R>-#+WXS7MdSXHjSTZ=cHXwd6E?t+(IN+9W^ZL{XyWz=azQnqQjO`BNh2LPEKe zibrDVPdt;)Mwc1SAH&n;jpE_Pb#F8JrRXQ`F;Uvmu4Xpq*4;3n#}(JNE9&#>4>oSR z>Gzpy%g9aVS<8%&DieLLqn+=4qjKk%&|_DHx0}`%><}sGn{1Vj&f9U-aEgqk?tY6! z_nm74#>$Pmp?Pq4#mx(&*4WJ1Kdr|%w!2;|aUU-d&-L;T$y`E(0R4t~@mJJ~O$yRd zd)LZ7!>{!$Q%A+ZL)x@f_72|qffv)5X~~=NZ-lMxqD@v=nH7lkR?ZHZPNIQl6Zc9ND&IJZ7a{sFld_R;js41t=LoF_r7`A^2?3Bsr@%7S8VmD8xg<5M9VO~HF9_8-nBAuVDt6(8-u?+KV~S~ zEq<&VD=)lpRIAshUX@#)Ca9KuCcs}{mnHpBO@;Ci@DB=srY>|(sK<;e2Uw@ZI^vev$u(eZTg!U;V( z&mNuZ@r(49oo`2&BwMvs-q^n8Y;2H*&YO)BE?i389_+2S)$4xID;b_&MN+ZW==rr4 z8jH4F*uH(kY?({tF4H3KR5<>~sfdh}?^@H`)|WHm`v~tc4XqIi)TVd`d-=FdM+fOY z@jo97W-wLio$HjF`9BZlr0H7q?{lp4tormmOU_LkKHF$8}|FHw+?eFCmpdUsJ zGwDs#06VbMFEAw3E6`gsb6WVQ2|lKVW{^nFXt4oLkMA>Kf}Xcfh+dn>*kG}j(9no) zY!b@G@bnc0io{-_L1It8z{NpXK7n2VqHwK`DL3`FSeifm<7Jw&{e)sKafEM}NF3r9 z6c|Ejy$RpM#O#YtzlpuYBCk-9kEd5ih)5htSFO$RULp1m=Z1*<7muX%EuKW}75(3? zVEq|=FK>1^mgcj>D`bhQ<`ON(aaTjO59{6MC3#}>FMMLb~OCw|C3(#yT$yeY`>WbcS<{xaGAc{Z?4_9Sn``c zvvM~cmidT6yv2UOWa4m5D+x$6g%KY+nB5@r3lnKhovFXv$IsU<)XU#FXoc8YB!~zW zh1+~=<%Q{E6mR_?vG4dm(aI3-AdEb|`}z=eeJHLUA1e0p3l#ZG_4lPJaY=xmH*1o9 z6mA(44h=qF^>?z3nHn7I?W+sL{rp7!ISV+zEcW^WK zSB-VGUjMqWzVE3QH)KHihf5j*bKX?hPua6h_j5M?D>`*&@S{bw5M1uHh$3%}keA2~;RW=8Je{+DGA?>%;HZ{HcO^3Ojud~s}@@Y|&a z8pdzvG_SoiPfG8ai+%Xv^<&g7JJ>8Pn%jS}>wmtnzI|oBcRv$j-+S%9^xA#u2XkM2 zzxaP0^8c@Ftef%|BiQkc487nJK4`2Pnep_H*ouTgzLC&N=<_*9KQ`8{RYlrgan$Ye z%fSs(TOQv0B1Oxj{E4!G>9uG54*#+}>`|f9PuH$|zxJ0OG$O=Dx9G?rOWCZ|bDnJ< z-Zz5=K0dW*_nwEXfv(eD-td_3r?{f)(#Dj29S2s)hdbEyRFb}*cU$9F@4p-Ce>c{# zef0n9#yX`FZt~*KlZn57|62opYv6AU{H=k%HSpJIfVE(3B;)^orpe3035LJ8$@?cY z*zcRXJi`g5|Ip-RZ+(^o%Sf8MBcx*2r0(?2TCnlU_c>;q;xG5T{IO%st z5{hl2{2y%czWXnZdDP)d$AeE>S?rhx_L_TM{j*~pNuTXt;h0BEj9fHt)xSRHF@KZW zfD6?I6AnD!oEY(3>4DdyBQ_b9WzV$^P80s3d;6sfM`~ZyZSml_Dps>*g)Nf}bu}}- z<*?)9cFZ3Sdi0h$#^=~Rnk;_@Cp|K;hk}DCA5VHHM>_5f?z%faWsl;NyLKC1-whrW z`Wyr_UfiL2svziXQk94=U>WGQRD;7gmK@4p_t|3sn9ht+#P{>i#!Q8UCry{hvPT;rCbYugss4{$F?0!^mFel-t-6hZO^Ra=3Df z&Wg{to=&Cx)iKfjpu*wQ(5s%4upQgi?9?yApSN;)-k57pvn9iM z_3VKw)vle_@XQE}uD|xJ{nGo%1LhoZ5LakrpS*HI_p5nHS4<5A`sRvD)q>pAR^GzC z-oWmClYetN_VFLLW6eyAc|t>xkKSTqJ~n53_=bAk#yk;l#=aOoaq!}e@qk@svl<9y`eaA{f~}Q{G~@t zdAk1IG@H>^zrUD!R?SDGUDl#ES^cTgzW?b??;)G9$;aA;y|^TNciOV+`Oq&F$34HN zpFR7&e_344oS*&whdaG1=eF5~^~^3cT)MkK$>pX)$`s#lg{cS$Pk zPKbwVIrV1e{6hu)zuoDL&FbFim29R41>>NA&(dHoG0qWSmoy}E*>4yMiTMj*_pdf} zS5Ecu!H#Yi>`i;QpZ0M7WSiOazq!rq9TX586oOskkGcqy?0N?U;*i8Y>@6?1`uMJ9 zXpp9UaGp)AZL(h0_~&SPaU;X#*eV#?Q-N z|1Y0&7&}_y{P8I@eH_j4^AX{+p&yPKMEqrH4IlBxwX)}(0)s-GL}7Ty;V;y)>OZXc zuSZe1+NWrxPv>MrJ}yo(^#i;@y_YZ*d;BMm`)P`he>|Tgf%3l+V&PvQ#HUk1-7=_t zl9C;9nn7ose$&HWE5bkUiiF@N|L<1aooL83jt z`t5hEwSR0M_DhQWuJRf7JHB(0O`%P&bU0r8S^B;ea{q48sr^;Ddr?#YZwRF`- zcgmJp*!aueaLEzS&pDs(OH7R#d^S&=aw$;Lc726YK~5U}Hfk5B=BOWXa1)M9jkm6M zXjkEHi(hD2I%P+^wJ5tV&s30^B|Z{weZca7r6|``utOom>g_rOMSaK2LV+$910CRU zFRM0k`{kxNXEv*F5-NNTIqVK8+{_P8P)J!e+tMe_b($Pk(67{{^N7%~+9gL9*EnTj z=>3HPK@MI{OgWHcX)VfisGcKKyK+>kZR2YTE{AJdnpG&s@z>@gC@AiTH`DP}6kr$^ zL5{jpZjM8BE~L(NP~Ko5$v6&=##4>SQPAE zxE(XmsOu{NE92ss1g?Uk6B?$89E)tM*T+}P%fV}x0_UQ+rFQl6IX808`52x$P}NJI z%TdIB^O5*H6$=FFPG;Gb5chy^^ZBEe^%Fwu1S%<`jhnwS(@BW0IKhQH>3I%r+#O6_ zyHxd|XZFizb4&W_yA(VUJ+pP9^1+YX_F4K== zCKlg_x>KP;nHNbbukSnCjcgTwCk7ijpzMW=x;i3KsG?O|T z!!CDCoPy#}7f1f(Me{yF28wflsCiW`oB6H~6AN zzBqW6dh)$ZThiuc4jgKB#B%i3@`5#+V$K|-HALhqq?}Ckm-oyhVCiyO4qDb9!Fc)o zv&;Pok`kd^LKoC`8paDLNb<%XC?F!)J9Zhl1rTxfkVBEp`U+d%zg6!-)tH1v?bP!H zBJ$uICn1e(!GN4r4N+3QOQv`W-kU2Nxf6oSfjRIh%}j^O z#RMUoA!YInbGG)agv%T?tXAAQ#~3!xY2*T}Wb~+m@T1qBrCH(}VXlLt897%~u6thH zwpo)hWnvcs65o|aKuBF~D(S#qOC`ywIf&qk-=~E&7s3d@>sHJ`3e=i9?LoFMyZLJf zu^oTCXK(F0*?E11FJUo^>zPX$ACacg4<_ zyoAF|?mqzI%V^0Ls0q$Z>miRD$j=}d^Lug_3*pGF@TFNo|LxX$$%4JL3U{xY5n^!p zp~Lzs0}EygO}AYo9do?lzwmFc2maX&=)kYR7TpA5_R-bVQ;CSUv&f|@bHnWpWWmV} zNbr%SKu~w14~UYSGR2jnrtR2dJqMV~nD>*W?3HeG>JV>wO*yK~Mx+)ggDknx9YX}3QS+llQM{2Z>I}+vv_*2Qxvz67``>w~L_qpFPuzW6q~3 z51Znz&E@4dnE6(gtHvGxOYwG*@toi;+1WamRRx>*rT``*bMQgsZhX3ktVrAjJ8ai1 zoTm6>AUurerM`%qjQFL_Vf_XL#q{)aRqwrsF`s5WH{~M;XcUEAIp?5b((R6TG7y@KUyUDLiAtm#1aaT^F}35Z4vWLR`I zg9~m1#))kt(drY}2!C*nr)gMZHoT98HY@{jGqy>^qoaAX-*MRw4-_?e15o8gN=Aop7BhQ1H7Sn!P65AU8tGy-TS zXP2*FzYHvUax%WlQ6&Z%LliNemnoj*|HKu4O6_`RgNhi{L7(*w6tD?p2^Ep0HpbEe zw7SL!gdX;72^eg>vB@)bW3u1K2akx8k5O@)qbh!md zJMrHj#{y?~CgL7=Pyx(SiLgf)b7~)$V6(on^d6Rs(89QYn@}++&mqoRoWbHYX(F|} z0P5Z-@G!1cv_ohIBvexF0_xL2gI~u-kJ%Efxjh-SSqI60 zB+E&oa5}FvghDG<5D3y6h%kO;Khc~6oN@?RG$TEIhf);g{S(kc46A7TuO=ofKRm<^AsfsmuQ z0+#SxL5_Q%Of2#E@R#=MEA%KNxo45o1m~#e zPg(FFTb3H46cVZFC2LT;;72dBH$Ui3@b=_qdh|FE`~=CgoxufY;h|kZd)XvYzgcD z>tRZ+1=fv=`bYvl^1URO!zA}+$*IB2St93UHt&Y+RZ=nzTh@;wDk9xa;BYqo;Q6Dk6LrB@gn zI)Zny2(}v7JbB2Wt+!;IGNPmp;O&GhQAZR~oPh(}s{?Ev6*{)j2=>bT`P+6vzuzbj z%F?hPNCRcyLL?PM>lIQ$7$llsBNc!`l`{5OA|d3SAnY3vig!y%$06=W14(08pB*aYDvs8EfJw$drHc`oq{ zjEO|##w8nlBgz@Lzm9(ij+oy3?AcgOikS{b9+m>wq1O5$tX`O_>U|8r{mAuXM1rqE z$_+tgb5jHiOmadaZ}2WwML0#$#Ha@X6k#RM1e8sw6Nn#dweIX&$ zv*nAMl))RiT+gw_VqIhLZc}ZIJQC;*bOp8B&ns|-u4|I3t{4_1nE)Bnz&6e-j>Owv zN6?NrCnv8l!nk>YaHNt_3&SE7lQ?i_L~7NQh=QaK;M5!>>*YbQk&d9{C=H_D4}RB2Ny&4u z*gyEEC*PbuO9*E$MMfK8DiZrQ1uy9KDgp)R(fkaS1#*J+o0DNv4BO0$IbXuE!kj3` zp26~JlsE*ht9YMWZS?Zldr|OYHxDbd3Css-zzT%2jjx!x$TQ|X$gbQ3P z>FPYqmq)hPe)nNEvN1TWqi|%#zPfG18^D9ot9cYWP>!^KZA?+gwFN@^k)YpOh`v}e zA)LygaF`dvLUJ?WIcOMyBFdOYAr02h+gct#^&LwoicnSDsH@eI7yB2gsmE_=pPMNL zT_WVcy`nhW@z6G`bQMC|3kq`DXD44@WC-e;3&^MdqnWfU6fceio~EQ7Obx>{Kq+?* zxe8W)jminAwp~8^fsS#rF`|rcqzM8~uI2iwEB674)@rU`_=9|MH!!(UNvX|C&-E1m zF|iAIKrLX3d|>rKI7TvDV3ctovI;N;QM4z*+eC^c9}BN^7CQ5~?S~>z@X`gas~X=< z$TB7`<8U*4sr;sx1GhGJ2h@=(x$h$xoc>YJ@y5-Ez@h|Ff;tonv_N<8D2n3s6OjWs zM65xF1FVyWI4oiGw!nB#%lds3T&k{=!6lJIP|=m)SEz=W>OEkv>`OLbC_rsp(x{BF zAPqYb8gvla!3VWTA(a%DuaBDMV^Xa+d@?cvd>Tyo5)khVv{_6gWnY9fYv3WME1{qL zC|@KFQeltFT?mLsem6!#I0T<;=4{|<5E#ob5KWboG%}f^Z;YH!t%%GHnDHrT@(i(4 zkF|!)?jtulHC_^D5y%krmAc^QUqOmhkeb1}{t*l{d@CfORO8Vjs+Gf22}rhroc3pw ztuge2ZlL<%f%_~)CJob2DMPdy2GxqifG-vhwUYC$PsxwU9Pf7UHMD)PBNtT}*(&1H zSxg9v>O&iyK1>`7#Fryb^2%=C3~#Mut^(9D$2}XrCCZavMXE86+N_Y$K(P;b*5scg z*#@mV`?zQ8f%GcHFfK}%jUSM^IC2Gu;RzMXNP7>Ei5UQB_V_>tpeDCQdGT@%DStX_ z8y+5h3JYD3<4|;<>PiFoF3Y`}zhX;(6&4~v%(7$&ObZeesN(_hMNlimd5May`8ce( z@zss&?Ci^`JlWAgl${T&y48+YoSv7X>fO|YVjqwLJ=2XWj(1MO>h7ZbMa4$9ysOtT zr4yyuvuJ~5Z)9O|1I*kubPb=_E!(nv5Ia%hBIq+7_S=xklSq212A5XAWXC zgj=`}@fmT*D<CRXOAWJoS?Rxu;J)8WgLw0TvHGRCqfpXftTS02WQi+3V590lXt}c_(D`f$S}oJRH&BPF&>6vj3a7dT^C9fhQCA_ zN-Cq;;W+bTM5*pnVmJyrbAQInn3fn1caVqLQ=fGnqfBQ>d?%SUmM=cG+g~2Nv}3J5 z&c3A9rCK;>%xrX<7o#ss9)khyvqTtvPy^M%hTvn$?SW49uccFY++Zhxr;58~vy7R#fL@6*Cc@jlW>-7~2kRiH&)a}9fb3c*{ zBw&<)WuHQ&cJU%mdzzL)u?eIusV1m?xCil2G(fSi13D7;McGB&i5gjy%SikdDp7)3 z;ddxlsAmBWBi;p%5Wd(#;oog`je|S+)xiB@3*EPuvZ9xRz#h4>`XG!$oi;EB?LSmY zLKh6r~$&dbk>%R8nkL>JS0r0C-M(^yv74ek5_15&mlhxE{6? z5$9Rfd){@)0S_ZPm;^6d8&8>Bj)PkFW#Ef6SU%0=@QK!$7#ez;m#50Td#O*`a1IyT zfgCDV*gZhTxsuNJc_&o7Uu~InL5pkTp*zcAL;G{A!PiAGC6X&ZzJ{oV*EgVR$ZLjd zN&!53GNK?nFFsSu0vE18DPty3OgV{cQh;T!Vm!y84T%9Hg&jylQvpP}iwvf%oLedA zdF`F_=x~+q<4ePUNWe*7|iY_t(K= zno3ktRr|Ev1;(PjL3}_$zko?U9WL*jX@FtVuP2luWn=GR?NyP-?*La2h>SpF(K!ma z9PWoi8SrIPt@yC(Jt{M_+?rFUe*_Jxa`SUdNv_rV!bc!*VQ9Qh>*DU@Zm1~n0A)Fo zNwH{Lh3k-!MI&Hi41_jtA?0>r}%8io2x7!`SG*Lzg2UFNBS z69#wxeRQ-n^-PW`mowzpDF9(5L>LnpbZ5Rf)R_*;!R?Wen*c*&C8SkWea6*1t8Q=e zLY8N7yS|*wW-bEhphv{vqJe;R!OYUB)H|ZAgfs~RL?J1Bg$hq!XU*z;+DnF)8p4%j^@<)#iulusueB4g$V= z01twEa6m*yrp5>x1QrK1x?lgrS+`}cb#hg?8;KK|As8mXeF#5znT(*r%*55tmADpQ z3d!N(Q20qEThs|c2&|l0x3{pxhN5cSY+59oi?NZ##iylpUqdI1NO6@!3Ltg!SraZa zLPRA5e&LMH(D`AZAcwgz0D2JbA5!INAgRg2!f3;jl;ODiAh2EpVgq(FkW37a7|lvD zsnvnH!@?tg(}8%$f;)9k45e;vrBg-N=~YazD$NugDP6|h04=ojMTCc9PGdS*^#?;aDfu8(co!lN^C|KxTuTmBd-?22E*P-Ft+`gk;Fs}&SsRF1Jt1Bcf~v1T z9oLecSb9W;)WI?k9q@roDJWcx(=+AxS(9aY-LK%r_y7Vb!p^AopnOyT6h9OtymSD1 zgZp9;^(XU8Nn6}I^Ebn2%exIvG;e}QU}`If;eN;zNgY!bInXCr>|KZmu-v(PCLTs) zq(L|_B^KesEjLs&+&kk+zk4uNAu^>E*_7^vp>YSCbe0j{f%$ z*Ob>EN65fyxKLZ*%d?Lyxb6vO&vU#-+{JYi(|q9!P{ji+k1KbeGkk2MBhUZNET65u6NglhlQmiUSw)E+t5H3nngQxjmB*p^0tela>o z3o61=n0El=iDWT}uae*jVL?9_%nCxW z&QA_v5C_(FqiGQZ^=Vq*ieiZ*?&W_=;ZhF?AAyxCAecyuLEgvm3z!u;XlFSG`8|9Y zvV+^H$OKc>vP6V94{||G7_6lcw8JMUjset*<6Ep!a$}w^oi$X`oCE`9nEJ2FUJvh30j5s9B4heDqSd7vEdq6nJ znvqwu5dJ~U0Jy|0YV=#*i&JLADBff9iB z0cJstRrC$RI>8dvD0l)L&o+GTA?YH6ErHyUsyZ?Vx@PbmupBP5Z+Or(u~WONG;p7R zfV*g)Ou~TvBV>lUQOtB?tXd25#r#f$k$qgC1F20j?rz@0oDBkC?_d&34xqwFxF``J zvHDpFw^AsoN8Inuqo4y=n|a4Hn2qTe7dT0H=%bb?k||<2usNBB{9U3y<`k4c<-=dq zkpqdoi3K}}ZR+M0>a%ol2ayMDq zayZNMaQ|vFk|JTWYTQ!?<-niFHSZ#<^HUwOz(;IS=Cr^FLl<-fjA1Ov2Fgl8H2ES6 z3By@t2$7Lr8{i+f7H+02@q0+mKpRv*yn|$wLMUoPtdKsz8-&29^<*NXVid*La@85^ zC{NI#rbF8;D*MiC8~oaG^2UxWC4f@vg1zklZ-lQ8Qzjx|WmF(-iVO=2Fg8k(uPL^4 zXWGyjqi8Tbl-KQ?&@l>cN_p@pc@ShC+MON{-KA4T1Ba{6CS^gvU{VU?2%{8*x|5c1 zaBi5-*F~Ke7c7HMFpwkw(!2w@qcPR;lDM(>)%E!axJQx#)}!f3UN;?thHxYyWGI+& z50;>T-0+g}B^2<2v|MOjf*RP4x|U!8c)$XhCVVb&$_=nCGs^}d7K(Z;l6>1@cSiut zt+2h9a=nG|F(ms|luQ?4WUvAYuVNB_Xv>sk%M@W*`Uoy%KUR{y36Y=Uatd`UUQ=mN zi`?xKk0Zkd+Q~sB;zw-khy~FOk)8xR z&I(&91a`oeSvLx)kvc(0odt~pnBg|#Bl1Zo2kZ-ZPyk>(Mcv6J83%t@;mAB3%tI6n zM@Fr(5{suh;473Y!S+WORP7<>T$Y^qA{rrS4upddXN|$jlc>}rJdlr08rBG-?`aH5 zyA(Z$D?Q+HbY6+;GU){3An0f>xe}2N%l&cjGJqW-QoV^kuq9qlqQKOOJ1{zmF^T^X zRzD^?6jUGx0To^Xb2-zh7Z6hsKEzik?n#KX7b`U=d?OCRaFiLO<>D9i(~s1{=-@Pg ze*;t-f!vUQh;V=;M8Z$ZNek3QlYBug-PWN{izJjH9`iVW9}GfBJe4h}4fHTKvJ_;& zAE^Zy=`7+trgx~3trvMPqhFRR@1_A-{i)c348KK-O2!KtVSR)HvH+@5>SaWILlvDO zyaizZaD~pp=lG2HCK=KI$BOv;vgrAW4 z5?B&HdB3FEfz1F}NdsseVkCex7to?43vbRT1rO)6lR3#yjEh zQQ!^8ml$tIlSl}O90rbxFo8nOtnsWPwzbKQR`nqP9=ZfHN$-snuB?Z{m<>a=&t-lO z>{7(0M1T@^uohDj+#G^K9z!JOEZVS`3x2GQq(o0Jnf7O}B}`$K;TjQ+wy`K;=#iCh zXoo=p@{o2&V|+#ftQbO8@EyY+K!U|e7>3w%H?Ad0B#x9!OymZrrGo$<5`;=_KY*#7>rP1ND5~O zFc@Tr1{s%olDBVwwy^@Bxde$!Xfy)h0 zCNn4u#tcfeJ1ce(I50Z%Wu{A@EDD(^1Sk?LXIg}5-IgIh1rmiJ6Gut`Y(a$Xav73i zb%00P7AO$@g%S$Jf*-O95L>xa-crU&I_S<^ALI#H3;nawh8*(~_p{8Rc>p|)wO+tn zvVk5I4#6nUH^-+jiDZd*o>9$ZYOE0lV^rMIm@L$j_R;(dO zIN*k$0ZO2DGb>X>rm7XP^}F5WrS#G=z+Oq_y2Xvt&o7P(IOg?JXsA$VuPFH8_69+* z!_p^es4Ar-bzjoz|v?i7Fe zdZa3DR=%-1<7ms__9H9i9_fg9XLjO7?wb#pg*a?dja`a#w!xr~LOZ6%5cjZTY_f?F zs@M@>K8K5vj#vUoALukI9q|R* zu_K&`*gnNh*axx|7V6SSXBz339P_Q%X98}}LZCy-bYv(WdGK^>9`f0F_c@4%et-rP zjO`UVuC|Jfr#7aBWEHYgUl>>Nu`)8!aov+Z4s7ONe09oE#U<>cgbF<1K>J!ffosT( zEA+v9U%*~h&3tiIe-ET~Zt~$Z47;p)X;GZ3JghmNHaf8XqE#?*Fdg`2w-mzS*yKmF zr}P)P_^6Q%cp>mI9bFWx-JC>YmlZ3dCVW%GBy>o#Wf_9dwiEpvVE~`gsozt*k!u>*r^a2WmU$9}Fux7Vjr}w_$A5?o zNzYa=n`50h?sIAU74Qojff1whsQE@ACDoY5XR9^l3{6Q8Ky?m9=uOZ(HwixJ;XDcA zXl3_sf|xMWyq9e?+LqeXKl-{+@hA*@Q1T7~8P0}OmgK>M6cDXnq*Iz0AlVgaGfzY#IP0mXa6n2#@#&d{xIx5 zf<+@FwvK(;D7rKS$h2*|GLH0!eOh-c9(w7(-R$HyiTjpi#2|#>F4$GOh)_w+$Z(2x z$iM1wY@2>ng4W1E2}Jm7oL7}&j;{F0yKqMOcs`V1j6;n~b!J!7lvAw9ZLx3t=A+WB zxyIZwpa`HdK{oLnjB^!~G>6%_-V3XrK@bGAA`p?u*)h>~&=1aaxwCUIAO&0v5dmUl zB@}MJxTb42k8!D+ti; z^B^^R;x6S$l9hpYU=jeYKBp?F&+IUHCF~VPFrY!Y`Z;)VrZCr8u;`cs{$+Sp2mA4G zF@|4^zonaB*f@cRj*t~r$Imw-Q9EK9^Qv%eSr?8(=SE>g;Xcqs zy)gN}G|W`JyHRmRRnm2zxbs?YVpx){Bc^?#UxZH8F3bwhW#S(IVVt(|fTVj!WhA@} zPLf~(2o&fJnHXCJ&cP74LGoXaGmMSRc4j?9X!!RD2apCHdx1j0JjA#F>^mGGfTzE6 z@fQRlyM2x$(@bx)rOEOj5gEoDk+qU(6(UL==Kz~Bi`U0j<`)%;Fj2w!$TRDRckm7yeBL^ zAbLVn$P6~#Ii{8ucOJ1X0PHcF)>9ZHIjBv;ZH|wp2T}mO9@-OQr=#yl;RDC?AtIer zg5z0%xyzVQaE>C!JP`P1B;HKJ0Ck|FG=Kvak?s)E z;1ldA9q8K&Q47q~lEDJ;i*R)4-xeXYi;OE{Sm^V_6ZOm1I=K^%NjUFM$ zA+yoxEvA_U=7JKw0M{>(tnOZxa370kWLm;7!yN?}b{Y@s6Zlgox{F7}BxFF8EeUG( z{Amo37C{`o0d~jlpmTe2y6vYW>aAjdUt!B0Xbpz1G%>4P#1anoxs6vAi}NYaR8qa7 z!Xdz+>~+c-II+;VV3X#`9#_uRc^FiyHG+9ea)lWc12rAI&TRt^_+s&ej=8Wt*n!*` zc?L>vm=wT)d$?aFCP3~|NWv~)VIL_6gEzSzA_n9oiK}vI=p0A~kc5Z($V?LmNOzI; z05Y&F(E=D@3;EJLM2L^BgvAye#(W@6aHz)(^MK1&zc_oby!@7KkBZ&gMTI~2hB)`Y zI@%Op*;th8!7P-iKu!#Zp$`!@0->!`U>)#qu%R|VZBg(5_{i}~Tk)JJcVg^uia9`4uB#FE*L6%m{(?n? zhOW$mc#CEIU<%&7Zj(D69&uVe1A_V|D@=N1%o^yBAISja1ZBVp;DlAK zrWB8)PsCw?=g7HaSRP3JfrTQtBa;1y3?m<|1E@h}jJaG;fD@h!sEOIv!*_3*(!)@- z(9m&gk*%ALQ>IQ0+zt!J4@=%C$R=XESqT zNtw0<6AS)H9+^NYm4xxZxu%JDWnCXdnOsiQyaGBTC#9S+Pth0zI5B&UK;B7OnM030 z-E|>BtKp`I*JHI;j^@7ZTl!Uvs1eUrUfQbuwJzUPj$n_UHv)C%^V<|;Q{qo=@K+S{ z+GdOHo-N^89D#{0GW8OTA-9Q8M+^YgSO!VvO+xD9LC^V}S4M(I8b+i>fHwbyEdt?! z(PkMd7e=V6wG5C)t7ja@I=&`Wv?0y5F1~sx>YIFD_DQL1SKPMc131oB6E` zweRH9SG@y=44h`%TqspEUZbnEEI0gRQA7Bf)Y@yQC2vaV`v!%}hF`c1l;mR(6j?IG zs9A<1(FO|P9k4H=H=-?mv2R4k9Rnp`kDn4_=t6lXK!mgoK#VvG*z4N+dMWO=bF5aY zSypI>2el-jaVpFVRUx*}Gfb3|Qd+K(au4106L@w9zzi%jG__p=z|>@bP$a$$;}Vr1 zb7f_0i~?T54N=akx|Zdi1g-Q-a!d1U;Hq z{CFZ+wY92j^5u|M;S+}rFw?Kp$;Y8+aCf%}5I61Xm*XTL3q@3`1Rlrd%a9T~BAbWJ zsQ~jWGz=dEw}Z*45bF(h2>{!>5$*4MM5V$aJWtvip}GLZ1+-uxKPDsB>>@}ta@fR(GArL zC|Q6Gl!PAymCbo2@AIPCu6jP*?VJ9na?eD%Xm9h6&i1f5aAjw2@90QWlp_#aGus_P z4+ZBsb7x^EOK_Q<0IqFWRa>Ui)ua>>tOCLVV&Uktx zsAF(cQ>?}lD~@9!*?JaZbZtCVMt>J z4RUy-))g10Iwd)H)wpB}($dUfaBI;(?ln9zkNT|;&)8DWsUSZ~=tJhh(y)%C|JP!TPmJATH_!mI9&2W#UnVb-`S=M zeMq|vzy3NXWedudkaD{-@v}-@as`cwOcffPkF#B$oT^INL&>FWsgq3dp7N456N`#h zoiAUBcWAUFX*@a^{o$n76@&gMgFT~?T1vV)as;Dt6!+J)HDok|WPDKfRwQ;o08sz> zl91Oh?ZAbHd7d5I=#~@tSxEBmQ21uPgCqWdxRgpfO`uo(9wxQ{fFU^YIoyadh1PQTQ)bs(cXm9Cy-_y*@Oj?_J?WVFy%Dhxv zzG)(25fU>{AObsr54=YEI-XmPs9OqSlh2@^`;#1=GRl&Uy_-zeNU99x|1cFr+W_Rh zXkSp^X5oKmN|___6@=LYyoDSZou>;PmrVq^y=C3-0Q`Q-$4AGm>`OH_GT(Gl1Wfj{ zC+gxnki}SL{fO%fi9iQZ(H7zp0S2RtM$%l7bfqMT$Z{}0JzjR0ib-x_Ea8R1@Q2#2 z)sx@sz7ag*K%HvJrc(aTp<=Q40{9$-kHG!@!;uX!|zmvkndKZqxb*PNej@!oOr z>vB)w_pZpivYMABkCtyp>WMQ=ClC~=yd(~FM;7vy)h+lM0}v?6wNF14ZQ8t3cje^s z=}}_p$fX)qtC=g1^T89+a4d>ymNInrT&T9D4pQA=pWOs{L7j(~a?|BN4myiyXqlq+ zA`ZbrH+LD@-0wf}i1iju4`h!8yx>U^fbbd^A0QN`v-S=eq&QbE)@~VMK8t2;bdER+ zm*KvHU0yvd9qjqUy-<0gOofeg>8Y#9Q+pWVdjcxsW|dMRrP}_heV0*5`>U>D34I4` zN7?IcS8C9JFI%A~T^aq}zH8|8-nIB=Y}ehvC6`XFevV`ES%qhQ{lWGO3~z0Hz)sEE z!RhtUm1h$y+LA3EAuAvBqmQ$6@&U&5C2grVHNF{Nl)y=$l9rCMp#F0#P@d?teDkbQ zK4k~doej~ID?3(pt+hUIp>;YZ6<`0bg-}Uf#jt});e?8w7Ohh|A1ZZ9rC3|zYYxgR zI+w40G%C^uq>|m(m0qHZU+wn z#RlH-@ok!qLe70U072b9eKd1W3X^5nE$C@eHxc$9L79d9&x$ljoi#u~@QGOjAKdn_A~i&(;iN?J6l2AC6l*p7bh0DM0~W zOXKkRLZ9(XyKh8oK#|HC+*n(UZT!wTT;mn-v&!w;FWEN@EqOiEA4xb`A&}6v^k5yw zv3(>XUdbCQX|eTuKQQRaH+TTtDO2cBfMjeRC@`a<*i0wHuK2_0lGKvU=Ot(vAXHqm zXtydxUXZb-mn=0$)!$cVbhu4!E4MGqMUnS3&A;<)SF1%+WJycpX8xM;h2A_>U9ALv zsGFkvO#(7%OV9$_(7=}(uwE3^eCgpQBt1ivRF#rvY!IqJ~tB9hgPjrX{iHNhQ z^i5G19#CVM6K+S)Kf1Wk@YD-NL==&5X44c62V)Mkhv$?=K6o?S?Zy{OU2D`_8>Av9Cl zTWF6U(ac?B(C`HRhu2+kweOGA3Js}HU{*=+Y}X3<@>VLoiDICjvoU1+>-3g08x=TP ztVI#8PS=)o;Twt!uUMcVqDx;}RK8FaY>xK)>SmqjuROcndirKmAVOJEaTvdfgH9Vc z6$@vZ&*NEsg&y1+=5G`|-~X^P{8s9NX{e6hdRE5{-h2Jk+G8!XuU=L6-}Xh16K}=a zuL^vcq-L&B6%Poll-ru)dcb->K#u{^WeVTU|GpsU@qxi(bKG^EI89Eb-zb=ROyLe3 zm@{at=C-QTpXO)JKGLshi^aKQyGa0hAN!s_Oj?}<2>7D z6+aqU95eBLTa>`KUzk7ziN@sSq{ODmmBqBVqA2nNm6cis5Ioy@gI6ZUIQ1dIK#3I`?iy+{g%qU-a47Z;=89yv#5B{dI zh8?2RbW|SSfsEia=qVy{XV!(C4%mD?i@x>7^+y#nF0>sBmIoii9ttpw2_%2$$)LF$ zt`4?51V|4-sy>%y%`Nz90X9UgI~IWR+*n}6H>Q{+v#$<R{kAOJ@MuO0bs=RyN%Y8z0X03ke>rwIHL5qdiHRp`?g4Ms4r6b)P(e zubrIU_M)~kp!i{*;YgNKn^$z| zdiv9{sfhUa@&Tx){bX0?#;BjNR}ESDg%~o0;i)>V3fF#hb8=g5#{01-1X8bWNOf9% zCO$qH-;o4W^5y+cqA7`Tb@$4W5BF=Hd$eQ;lcLgIFSn1XQ*PT0CLP|{wDC>W;4ZnA z;+C^~hia_7y{xNMBjTZ~#+3&ThWE_XHBRk|rK&m=EZ8(WIVu9RVMTsi=Ct`o409o{T49s|Uqa2MQOI~ut4RVnxi`;=4B*}&mVT#a!k z>!K?>7jybRk_B|U-m-o#No8FMGy>X%0Q)(g38u3TKXEPi>K={@YB5mp|@nz3tiI(r=#_PXFdr zS4YtD+7Ax~-#<3vo!W=h4U=9yovQR@|7)&@=ekEv)hQe;e!sLIo`?jz9dilVr@{K$g)fk?G7#pWqN?+*smWk7ha#ah1 zHh{us^%$uVP>q_!iAd)SF)s)|T`)?+*P$T%Q6JAM;PcS1$#0!4QhZSsm_M6oU#Gva zsE@az3b#)Rv6A_d5lUXC?-x2?7WiWho^pN-m)w-!F*%(q!)g`dZT-E$6NQ% z@2%A*eYqX(hHLu0ZyvwOsO$aU&c3|mhE=Ap%CynnZaTMUf+@CqaZlQ2Kx=8?kam%v z0N+6fiV7s=p`Q$7KLOaahhf1x;>v1a;gB>0v3}0L9NHe>5}3PwF9yK=EbrrOC%;8Q z5YHikp$fTas|N8m-QFuR`T~0K-$M3=M)vRlIu?@)%9jT3axE_qj?P9=^a8kq$L6GM zK{nSH6qP5;lu5q*FgV$|oFVlc&eVM8qKkFET!Ly9JrG^4{^>@82k*W;xqQ|JU4cMe ztc8PRpkpA2Q+BIwZTt1wYl%p6$S)MVGsO;tL7F;`cSg7EjQDk*29lk+aQjuiI7d8q zvwHjOMU}m+R4x~*84&hem6h{S(pnNVPsluM_z4eNtY8*_OWMayw<*O3MPkf}G8+o0lWq zM1L${;{9iKXAoANK4>X6;RNFA=yn0EZ*R{FsZW^)HtM5)YR%5#Uk}uDb+({%$!w;y zej|Y3e{z995GDv4C_s$aRRCLnd~({8qnqtpsrW{>s^_F%924t+(_sl_I?OC(&biyp zhh)5QPk*mx@13&g4Usd1kv99(N|;UPUP&-5O{nm|_&I5FA! zuurfy?H1+e0!xQnbJS5~3p2&d;Dzd=_ys!z2v*rv>ULX|$C(KZKe-0WJJSXpZm@Hi zJvVlJS_m%k%`ac-Kq1R4Co2olv~X8Q;#K|An@^tY2xv_3u6aDX<>By_Q#~UiBX!Xq zatKXuUt#MPg}yb_w)vPgpauE89fQr?$#ENLU~Q_#lG!tZ?uL2KtzKr z4}vERb`O>g(CL{gaR2hz0r!yW6LNrEI;znqXun_bVP#ueMpwkvmX@y0+J>IdO+Bmq zjln>~fM+`2=Knuz{RuqP`S%BoPn4!?En_L7Qp{XRYKl8VyGgQjD?XaYl9>`=CS*&B zLWpiEN@+n%qREmX)wLGQm;Lj{R`2)6Zj<_^nB?A=u;mo>IH?`JFTC{?0p>Yy`}lbRS5 zukQs58VJ?BA6#zyY&FM3zVkp-FL|7zKHUkJ9rngVudGm$EW5|AS=er|zWdh{{k}0( zKNY*tyLOctuSS;g^5!6K>uG6?&_-?^8C;>W$rNRV1K-UFmX^7iJ=Y&JqiXZ`t7gHT z-4p%s0~C-c>;MZiyy`C5zVj!6_t@j0hfRMjd1A<)9{jAXH(_Vd=`Bn1kHtRQyFMc{ zi$YEptbs6v6aHN_@&ucHdsb}1FK{u5FfKn9Xh7A#?ht$Q?{1s|5S7vX<|Myyki&zK zcP8#evW3N8oD~~4OOxCA>+R@PM>e|^k0a&PdRejS1twK)h;X(GVVUcyFxv;cLfp>Fz+{MS%9v7W zm9@>v(pKbz26MBtqxv!@UKF+JMEgo{B<18VOR@YU-`_ODsd;tJ2p3RfFzkpHXGe(p z;r=+^*U?6*a(la!lGkNhoKXDn_@*gt&}{StwoDB?(lc7v1La^O2M zSzT|pcTvJ7aYPcy5Pw~$g=N2jIIp4n0>Qlb2;?AW{TA-#bmG@16?l?0Qh;b}h*k^Rk3uRwc ztl0J2i|u0=o-#yU;6c{Q+msP)4BTd!-3##dObwfXwnZ;?}(0TeOZfpyyh zALackJRdS{&LJdkSk!9*6So^MCBhpAkS`*P!4d>(ISjM_#hM+k3@&~)Q#0S!VR7y$ zd=ODfQ=6DMtA0H0+-_*3>huA~zatEp=(EU1OllXhKZ>hi?t{0ZOEH zC1jQ1N-Vfh_l#p8Jw|YmJggpvH>UXwC(2KACt>$(XkuZuJt_+*ExS- zlJ!P`L&2+LD?GtXv-vtvEbH#N-!etJrJ?Xc17Md8kKl8UPpSU!Shdiff<3}sVXJ20 zQDmdFmX{GAwTF*tx9kk;*hx+&6sC8Pu(&~Q@K9&jX*Ji}tW;0~y2+GqY`Ux@1)RS) z;w9#NR+Y<+KbP&h*gSHvOY&Qb!p~XJ9d^P;MOPeB92Oh|Fbr!B?CiOX^v>{MK)07_ z69Vv^=hAYRXi}+Nlvq3Q@B6%(5$`>&Yo@4UEpH85+D~ILzAb)i42JIse7zaV%yX&Z}#JSLYO})mOXlAuM@M; zOg==K10=KTxwRtlFxx1%p>tkVpl&9GXsmv>`Tnp#J6Y_SI_;MVvni&WUmrU_J5m9g zz16bB-B%K$gXJjSyENYAG7#xv5F%JK_{<`$?!1>LQtyMWk1J%qa^r#oC)<0uKhv3I z#Hc?OP1Fio|JtJ6F%%>m;$A|+>=EtvDlR><@Iv+H$m$In9j_>%>f8P|kEd*Yb)7Dy z8g;(l#-G+)>gRFPEj^z9R{K+_xJvI=h`1^!3lCK6ER21e%G(t<(sBP^g}~G1qkovI z)u&_+P!5lRN@p*uCt4@!;K#R?Rr);!y9X}R_8JF$G)`THZ%1wNqK3h1rSo3>uVn*I zz`4mAN2^?Sf*E_Xm(8R^_fr3vl!L<2=A?}cCmnl15h!2ki!73@FcYlJ4E&_spK2U1 zCn6^&k*>yS+N0GvD?1UW z7h_=8LOW9}9kCg@C_)fgUYgP>>%7a2#F;W>c7`B-FMi7U1usl&9JE3r`E>EF7AUJ+1@)IX0)^HU74Q|d+?22 zh?=}Z-Ts~WULWq(deS1D3Yi|NHH#;a^;|mTX6ubqxNqIV@3z=g%)Zn+SzfNxZ?vJg zN?dh#4bYyW)TQ2I8ogddLtglrDDQgb_`WSgAGb83zTP>XKbw2_+(SnhEm&uBBUc_s@z_<~~vsKliYu>w6n%nefNuuf^IO#o8m`YDUi~@4pQ zQ_RvdiY;a-Xql0W37F*h{scb*9tPUT6+dOPcfpbP;r-l{M+a7%-gs;)@51cT%UlmB z6O4XVe6sJLI&!n0kd&RaF6Zo6&iw~@*NYZckfb03-pycEwmqZ$V>rK2=gBF$hGPzk z)2++T6Z?6^vjILY>?8|m2dF8pBk}Qe|Ao`!RCRN^cyB`q5abq(e}HFCT{J4ifpc&8 za5lj)vKUV)c^#BWlBF|cE_h|vxvuhmR_iaV?fY(vO+t_j8@NQSRLPOaTv%GRN@-#c-0S_%FEZb3AR1x!r<*&;am*u4<72o_ zx^0+E<{S6%-;3Z1x1#tueAazL{t`fzh;#vgo%57CQY{=A8h)fbwr*lLT6iw}aU)oR z_TSwDG`)p?o4;;*BX2zRI%rgFX{86!XA1wA+W-y(Jk!)4zB}nOW`Fe?oUYtZPZFx7n zA19JGOSLD408s70>erpua=Lv%SzSUBPQfgR1tH{e1hi@x$y7R5S)D;5ZtezTaWL8~ zR5VGv$D$Wm=PA9jiGWmIW@bo~ksZl%?m8#Up8K%nX8NsG%78!|250SYcaJ_^QTl9& zm)VR7Sr!I6I(UGS>^xZUvaT>+n7D1Q%Mlr(-PsKh&<*4tzGrB4~@!iu}#!Q<6$wSB%xL%#m+;sd{P z_it0;UYah&Q5n3gIgBrwV%V|G@HpmY`-^4uBqa539s7Gr;Dsf&@=B{x|2UpBnxE9B zsXDM7-0GVqlwBQrbwa{lX1kkgboGUMtM1ro5J?$Y$BnP=e_omS8nvQDj#5!8gNyg? z9+;~#aIW;AB0qeA!RN}NqeSueng^lyyCoi z)M9;@N)G%&!Zh+S_W`gu4Cpo*OzPK}#^3IUbEKbecV)CE z+AiGT`37V*xK52Pfd@o_oM!%kCt3LEHUZ)+h#zpv9C`SbXL}zeV z{>f!Ab-B^dhxTHfT#J+ZE>n4(y3+|M^BqxhcSu-vY>wLHC3b_(b|w4mM*kO;f`x=? zd-zoIuryXA%wu`rkati#aWV+~NH91{i^e>OCq#x5_&Fu$f`(z=N%Xar#a;TiX!r1= z&J`u|r%LjV2Ujet*I0;0_Ma_G%C;~JF3%i)nc274uKzj(CX5d1C>o2u|8}ExEA4UJ z1HEO&hOwmJ^8ZUCU>0b=IEy)D8lFHV$jCa$D6Oap5tHD=`W-0S6|)#4&27yXT$RqCFgx1~5Xw8T7Mu2H|5 zk(d;Zr*6wrzv9q4ueooY0mM1Zuy{IwV4ZsQ>u^n#63yLx(1Gi1_e37~6*be^5^h=``g=e zVss?9^}5#|Nk{6~S3s!oqv6m%_xj^&51cPk6yM8Z=_^U+B#G09{s&M+sd;!484MAp zHpI~yyj?5n0H;O~8)QcO?!({hv_#F`Haw~+~8tTdh`z%3GdKt!&KA-CWBZdN&X#VO^LRY712n;Gw=sgoM@aY z*8T>GvkFVZsc!J4+`x4Svo7cA0v4lyCO~x}`@*pk8S1w3;=!Ax&B{hJ6i$gR`yw}?H7UX>y|%UU6k|1{nc#WI&1d^sp0QHE6Ru-GE&D%xl%PtEoz zS#haYa(Azoj9Pl$X%rW9Gt`j{E{+HT6XS5$ zk3eqcu3}nNc{wVTS2?N-C>jnI%c5Pe^BP#rEGoDSci2rhcOS|vm^7QOoT>&!8J(WAsT_|zi50o&ovnZm5|_TWGZmTPnszQp$k`|+W*apkxt=QlGkz`51hGu zN)7-FD7dHvsv6l>uOur0u{=H@u(yP{WR;z)_y*C(Y~+gS@Y+JC;^Hns@(}??&NrCo zi^i!WTPIQSFB0LBIfCHt$ zS8-GgJqAS4D&!$Rr{lxp%|h)+ormRx65a(3Dad(;n@3(|jvk(PraiI$P2#ev4pc6S zZ!YYf2e@I_Thv@l6tAS+ur?}=lQ+yl1@+WeQKmmPI`HGw;sN_jCQ#zn&sMP*l2K79*5*X1l$D>u}-9E?UTuCE+H z;1gw}bCBF3YIIPQ0X-rnU%Z4e3j&)aA#eT9RSb-E~{1F2S>M3mA?0I7E;oDa4|p7LCvR=)_AN`cu2 z(Sb@U3aJ(67yke3<|7_`00Pk+G!ZS_apxq2UFv<1J-uQE?u0X;Qs0KoI~5*29XkCs zj^ernpx=JZkN`(~{wcn^3sl_cnA!aAE?e*-C7Oj9!Z0cXf+62M{_jqJHG@#DhDLJs z)ohFWHy8H%yj`zKmtjM)uZ{(>zF#9;;6r%iUt38RHq5shkwfXDw69n;FeV(;xQ(bt zB1J8{5A|gS6-DB#6-RmUcdsAK+Or2|+FT_yfflmx>+MEkVZw(~6m~uQ^Qx`A=Qccb zm9dto17n>=NfFwG=O74U+=50wDf}t_dYRmMLeTgKMoiLtgrV@r)@Em>8 z0#+9Uj$V9nHVEjV7&_4b7@*}ZW*gMA2EdZ+x-^K2RMj-MBgG}f`z~iGikslM&n5Y| z@5kmblc>O9HLa2(^(v!t&!ifBN;B^W3mOjN3daTj>pPwmBf^n9Mgx^z*L6@Gav?NBS9zS+fQ2(xfkZ~iP?f(}y>xEkN!Vxr;2z*J z3g>O0Mm8gBMv*Hq1H!Ux^ra)IUvW2~k^yiG;XhK#jvTyN1{T+P&~ud4J?@Y(p*%Se zG}tob?Lfi&r{e?u&E9v~k6L^;Ie(GmhNV`s(-dbc;-}TlTy^QHp0az*@;NDv7ym*l z?;nEXCA=y7ub1YW_&fOzpI?qB>iwxQNA~&j#giPei=QWl7*~9^J;uUxaNIDgd1Cl+ zL1vHJs-cEJ!z{}zP;cT!z2f)BI<$?0^*B-2FZ);6N3Qievv$gQjzspkfv-7Uj}$}5 zQ!UC-{#&O1yYT5!@?6VbToBbxTO?cQr`Fl;-ye~1C<+BeAnzAvLli*lj*S-yhitaW zqwK_O{TD?vVTc=rmeEwSo=0XqgU6}=KvZNWRFDK?rP_(fOwRnQ zY4G6}^ESFxpgI94BA;9L`c33jKlcbP1`W#!7YIMw36+<{lv~0(DfVvD7H+1TzTaq~ zQ)mx@P-aNqMx{V8t4!=yxfLb}e z2%X?~F8K(5`5O4lAF_;K_1$RoDF6(==-Xa)8m$97)NmVpG;5Dr{57|e?9B&D_nzOav+v_fHT z*l>>f=qh_8kKjYb{kt4h+lYoBaayDa&Lva`EbbgY7N-=-ObRKRhF`$D_)FCd&4a62 zw_do!OtYsX-_Y*@#an<9JvMr9Pql&sJ`6mt3NOR-N@Nu_`h;&8~Kb+sCO}`UoV+J!k%X;mmz}aD`3kvFz@B?qO zazH88O?ElEudMMGy_g61NVlw5xYUY1=4!`bdP)w9O9AT+MO23`v#^=`HSe-kJIoR9 zYQQAwc>v)Qw;@TPe=Qu;$VKtuEP^f+C#b-JPNibmXqxqj`A$*F3yz&_&T9#?mr&i04F;wYxO9yp*=cXTGlcuJWLM_x|+ z{FCH$jyf8sUwc}ht>t0NDU$D;3RjA5ob0%4E>EwuM9JN$viP)`F?i^&;#O4Yh1B$T zs~b;K9e-==`|nP}Q;)-BYpSj>e-#L8k$3lNXz;f0;>fA4gzCaHW%J`@mYzHTnzt8Dc6_|X87o#fc>~WBM{x?00$PLm7MtrO z$@;g*#*{BKi+VIgA+dTONjNn8kNfzJD5yk?v;*F4@kO%oaFYPa(xh<(p+@{J&uI~* zhJ#tVhWvUQGY6`Tl5+2N2;ZPcHdbyd)X;4_C@vgdFH{wRfOwPJ{8@Or0W3zmZ>PRc zQjm1#?p*<~28ix@OpDOfIj_fOs=mIy0ff2|>ZBxS9z4)oqG2?$85O~p>Nawk5y)C% z3QmiHseSGjw*({d93|7qFF+l?u+`eLXJ?khNQTITX{gP2m``4b3Zs~%k2>n04&pmx zL-oIlIWHJRW$P{sY#$2#V1=BGs>01rn@8~Bc&_5da5iV!7*eAb>OL`vg8g>Mr++=u zW(v+nd}1<)@5*-(WrJUm!rLdt%TK~j9>P0zBIu6uv^KHDI<*gFA$b4Ag5_D<8 zHh;o~xhm#lIU8l%i16u3sqHADP`U=fd5?^;-Vqah<-5OOF2aKcTPc$p99-q-y6w-Z znTIa$ct309@qR(WNKy`L+2K;#%0GZ37&^2fTSrcKvdKh~IcrkMwDrsm{W z;;~ptN5x*fb-21O+sLF4XhbXwY zzbI%0No={E?OzMuG*5_8LuUPZgxbV_!H|)54Wn{t;rrSCt!+t1S^zWcI+}~RcluD) z*~&QaE98PFPvtE;Bel*WgMj(ZpYw@y%4Uk zi@zhExQ&8sO5^=-X+Gj7Q@7Z$Nv#Xzl<@a~bh(Jta7BKryFH@YP>gq3?|j7;N<9=r zvq+Oly*ZAv#4$ObRle?W@*!(!9u}4oQ69%k|HJoGqaGknf=fsC`FX+a{@8d6%ealf zkC3K4_D90dYBy0C^ehWZ2vvHi>TzZHG&yk~h*O%)0dlmEdGBr{Sm+ocM|4nYP1S>j z?6W`7Rx0CfOAqeHgObDZY1o_n?fEC6P~u+QOENju$-z<_)ac<_`)Vg%+O=KR4)`u< zfSdIAr2kl(Dk5{x4?PgOT7z;S{DyqpHPw~Z_1l{{Lv10dWAnd-gvhRRyhr#|6Y6(; z)C=fend>j9gxyg+-dNp%o+piHpC@Y1m+-!i+IQQhzS6D)uFqfI*47q)VjNO|rsDk0 z#K->(u0qi^=n0Y?LlF4sb-z1^hUQ>79Ns%EWQ{Nbm6b)uM#Q(*a=fKh#d7Z_?}TnmDo1}upkZKcAN!r zODF8K&Uu!c@iXhO>qQ^qnbaEM4ds;^1jAnJ9tu#oQuO%y8~)2Zme9bVt1X#6)uXp% zt&FPS)BMg$TW~*$A#EenZbjaKisOmKsn!N)LTj%L{7~yt<#p+C(WrN3n>8qSmO@r! zj-fVq#R177NXt)`yazhK7Y>xoL?Vz1jYitAl+6@^?&w)9dWu$3i(e7Jw`8>EFxvFW zqey%y)mVuA92__@)!+zMgZfvjsYSF7Aiaa&y9-Kg!!I+({};uuRJ89?$KkieMimZK zm>MWZUbonWL{DtJRQh_W+x|_@eDiTd6=WQc-Ie-~4C;FP?g}am-+{Ei2Yszix9@xq zai`iaK_|yD7(%8~`u=ccx|tKlgF?b9_VtqzLHEJCtxqq`EBQx0y%;(&jai!cj!#Uw zFLGA#(BV~qzZ#l?d<4r&d$zxmN#PL!Kwm=fXl4UFBic&XUjRcv#xJsw9}t9a&XDdG z0~!SAzG|cI@i%1UMsggankk1Yf{S5VW?Zf)_uBvu15iUs*Rv?1dgCO7223^FBwzwe z`fTu>(-?U2yN0}ry7Wi@fLyc?j%F0%p;6?s-o{Lu2{eWcIyX^_Mzz2@xS0u(7fKj& z_iXyGOk>x<;whl%etX!ixSp4z%*%t+xuT(o_msHj_r(R3z(6feTj<1aHI%|+=CvxIgG_Jy=?WA&;EnTE0ve#X z7h7bB>Tl~^p5=?72@@Llr6HWu-|ze6-r_F&Q1q-}qNbs~scEl^OPHfHPhDRN z_r`>|OhC}5{KKyⅅKH0n>5TDEbZ}A&0}272Xf?81CI;W;76}Wg^e$)+_77U~iBl z8jiZM2Ktt%MvDAXl;CMr`&N1R)D|=e0y%;2Ru+}zA|lOC!lPg-vU5sBGW8@H154z<3{?FM&n#uihLa^Z6^-Y(X<{FOOuoFtH`jm&bc;fGk`a$H`cT;nh5 z>u8FK95DdjwkrRcj@?2cpdmc-m!05o?JduSASA+sn0?ZKQDv3&YRMi=p`fj zSu$uQ|9A0*RAmF7BRUecG7!~v2*;nRdW?VSaddH+ijQⅆfhEw`W(?5AT7sBR?$R z*;^H#5m3V4Bb?|NI2}Ev!^wJV>G3yO(W_oR4)cZjC={%^vo8Mu8vP4HYSAIg921GV ztbg9+-zR{AHe~s$mH%l0l=Lox^AEL4@ILMS0kv+eN1{cx}H4ICldXD3N?MuOUA$A z9KxB-=s>v+SD85864ndqExxGt^3-Ij?7Xr5O5cC(T*A`3(PO2+=<`rqWzF%5^xdC0 z6Wz_@1r#-1D8$fE(I#%ECq&_%Z^o;UHb7O6Tr0}De4g5uj0`f2KGHo>Fo3Sc7A^wN znXv@Ksj&Ye79}Epk#@Ud5Wx-r#q9z7hdEpc6;zm2B4;O$mF}}`%ATwaDgc^H`Ou>H zaQ+&@bnHq!$Z=V8g!S6eg<$p#Y&(s9$FD=%^5N5P0r-;q%>USS*i@qu`ES=$q&E~* z0gS-n278jrD-?aPEk+!jw($5nlB>~~B)qO{=&yK=HX*3Yz=#y1@poNvNsD_)sii#< zt8uVqtFEP0R-I>WOqjv3_nAePLQ;}S_T6qsj8k&Ie_DL1dD}+q!!wc37(IfUX(OtK z`fvBh`YA${%YQ%*3XWr3clSueP82}B%-iCWLx8;^znin6VOIP2Xs053x|S?AQelu;VtUA z{rJ(GRdpZSC!Q6RSMDBMekh#@5)}geR3O2b8BQF*t!eW|lYHfS0*4BGpKzm{NRvv^ zmSz;L%L1!b5AC{j?_Un zlIzuAEvukfMN}iCWY%Y%D zj&?#>n2JeS-vcbBELsM5HATVTG_*wW=ejbI6@^LB{C=8jjKe3Ipqxf#7O8=bE@undnM{^FXLMEYidbNo+L zh-(-z>u8~qlbbr6r6ByaI%r~`{)2a5r#I{1LtR0!!Sh=A*BsZ|mVGa43(vYwym8-) z2Z*pbP^BMD(_yYTWPbQ?0GaMX+#?YO*abl7I_O@JQ86g{CFNpCu=rHH(PCNHSXyJZg2R``$tuUeX5{B(hd;gTJm zIKY?OlN(7Aa8^V8?<^*M;g}fah9P_I^h`N_LOGrCDMM5XG*K%e48E;f8PXc3da`yk$GfNh}U?sgHmRSdqs#rVR-9fG)5M3w>zvUaIp-yY zu;b`@=Z@EG&dNzPybK9R*hM%Q7@?iE*Rnx+5v)W5yzrAKbY54krb?pM+vf|SF2F^U zHSPgNAOE1snH0QluBwiIOWsI=q><>h4&JJr>0=$Ae8g&jbUO)NOS( zx+^ZlGu#hqA9C=yT`3N^>9_8MQ-=Xp!&n;AX@+n044aW-g`1$Ve#U))U0 zS9s6oTRp94oC+cgMZy_SXI{lq6c8F$pSV-?L&S<|gE;E8P4syyTjf?;65Q?H-tu(gBGXP=qR&_7`TL1 zmSpPb7&@c;X&srhb>kzl{QhcTy}8%tcPV#fY6gqgOOQ(iDew>TT%a4`7tl~=G@{XF zorfNRCU)x37t)kkEN5bg$gh2Y<(`=RjMu_DF2RcsWWRXC#DM8KF{ij1b8*mU5=e7C zP#1;5{BahzVW`mBGHXjg5d!vV4p@lbh};k*EBH%*d7M51}%FXsy2zvaNKa$3UA|`^K$fduMnfJq!_jba=1aj`9ACf@-jiYlo?!s!} z$)W-837H;fZR;&I1I-6gtE?9T+2g;;qw0t$HOtm7UVDrw5V4Ou!T$By%vQ`$Co*hV zT{?_kHfZ=U(d!*VdUMFE@_RSiRgsRt%b@3QZ2@CEVFR*o!ce#j*9yKu)N@=!Z4DS)537 zrPRxMNAn*e>BxG%ggPAh`-29z`PT@Vk7aOpfL`vf5UhiK$z+L?Mh{xzZV0cb%z^<^ zaJ<{-Y;oGafKx;Qt)@ZV6fZ?G1*#r`r#9|>Y84}JTDUNKI=X%ws?<^+A}Ct~Q*#MS zhoBYl*&qV)by;?)h18S^(xTGJGnfoQHNqk+kGwrt_%Hw25ryglqBOn^%m!@31I9Li ze=y&Y2oAFIRRr|v;enXldb(R=iINyHS;A*9H5!)kfOAOmPhevvJkX$44@}4lzv?6h zKIrnJNNGe;P~|!j9J!U>8KSOkH0k)9h>)qWo>*@c)PXM}(ji#{z}!u4#ivcFxh&Zs zv-bX*m4Nj^3Kqkt0k7ZPdsLwpy+si~iM*~G*%tLa?P}E>#Dw|zF{*a+6e(CMxFefI zC(8O*HjYo-mu(Aj2?#nn|w*wMWw4$ zsKwA)0_`rFGDm@J1t>b_)5^}^bwSP{!4IwQN*diYQEoJ%!CK;x;9(tbt~{Y*aEl`d z11o6IA1+9=ei+87%lCt~fj6hEPWTR^VJbo?FB{?^XC-^U{sY{>s^b5NY~0l-^e_z2 ze8D)*nQ#LvC~gxm!mR%rQY z_Kg5c$k`+aC8!Rg29mFXkD*>q)Xx#rSny)u*0X>qhQ0IQF6j-=DCN--wP~_s#5?j! zIHU+nK^T#eoi2heqrXYD#?)$Eq_N=WJgMUk?hqa(DRwgv6acm&9x+1#PD^y&zOz6isB@b<6>e!RojgOHwQC| z`X6pTgE|j=@dsPJ$~^oco$-Y(QhQ2TksTo4IA?6oIup*2N1IGkIwdbB(qZ{AT^>lu z_ajqJRSJkkW+%Av9@?)55`FOI zSn$tUv5tz2lR(uce0pf!%5x8YX=q@woe0$-A3XDu{D&m|4;&5)I!9fTJCS5`rGS=& z+W|?qQ9q9Ly2ooa3oNsz<2DPAkPd?iQ;0Ds7Z1$^F^%C)HcV(lgInsUfx>APr^F>y zYhRd74mxnqeba9)d}q|5iM}dgN!gOHHK5iH_$%O*0DynyhnV60pWVUj`~)H)5e?$7 z5&BwX8x)N(X%}3q2#6&i`bDKUtnWBeO+l0@*%>g+ zKE}PWS~zo|N{reA=O!{{Y>Y$c%<$luai$Ak3ndNGVYU6^d4)cpJ?gt61`BxA)qXk)9#prJD6Kr&Kt9qqVH; z@ONjYFN|0hDi&dRIn36>a;e!ug{>B*-)p&AAB{Nuq%Zc_!dV(WaPB=^r?Xpfsd(O` zV41va(~lqeHe6jRX1jOoSCgtnM{gAk^oFI#_T=A9x&HeojuDD85rB!wAAGq#A2sBS zf^02Q4*pWKENe*vPaV=274@Fv5%YSW5W~y^4g1RkPOQ@EZYs4W{}nHzVMxwtzyN` z9#{T)tUGA=V>!-&(?8pT)Xl5pv@}` z_GqPseR@m%%91r37q6PkF$**C-|UgNyu4mcDSM`pr??=rahckU$@~zWDW`zL%c0?6 zV_Qf`1TB#|M;-n*ZJjeX70-}U#}i8J9beCv;~+L;+#s;Q4(uHEnxDw{Q}7mBdSf>6 zBan6EY&YeA?yc9Uv(Dp!DzTtfO=UlFgM+u7RjPM(`g-eY3-_!w!-je{$5l%iP1C>9 zC0OXBb-~b4wjd1=juEmIm~=RCcsIf~JEMb(uG18G3@|;eCNAw9@5XdYCg5 zriX9t_y=#og{vdzvve7m4uEDuHa;M-7)C%gP$7*&SFlc(ih0>{9S;%~r{2z=II;+> z!#CVNt5cIw(-kj0)B`(}4WGi2_MBWFCgb7LGo$t=?|G1G1^qZBd#2qX60rZ;bP-?Q z`RMx-;U2C@=q>c2l4Yszjr;l5&u&m4_R(A`s#5=ABTtVnt|AA=+Ox?k=w3yG_n`;G z)C~pp1ihY}G(34(-W6VVK+gb$0GLQa7E(Rf4Z4dznj3t)BHO{ZJDMz2_%5OFq+@9m zDY_LyoNdmbgYYwsG5YEr?*%b6>x2 zh0(wY)*Fk0eFjG+R@p^)C-$60{f${l{c@8$4+%nDpM*B9$y#7{9Y>)buki5Lb*!Qs zPS2FnKa6w7(}WQ0RU%nnfb`4kI=w@kJ~9Ptq$>>d zO`zJ$;P5mDtgHQHG0APNU-N$Ey;af0(PwnI07%SJlhNw(1lO!|(h{KqJ;2VvxfT8s zCq4WCE=2=~Cd(>c$6@^{hxKkM%(&T=)s67n z2OkcwaSk2YL0ru6bH0-7aI?FTqyZa6?C8?lyFVD25Q$=`<3KFvG;)3^lvOmwznGaBxM1BTtn<=5ig;l>8zb8Xhf-fckva zlS%mhPUacD8Sr48^Ub;&**DL@!r)oqIniCElh*hL)|g)IbrViio&QT@@wH^nRWMMT zMdgB5t%^Q1F0b(I4%pA#=;>O#MWsv1O5mw)z=t-@-JXif4kl|XxQ37BAdKK@6XE&} zYy=3Pg+|?)_7fhcj1?$(eABiQ()A~#xqc$60dBG4;^tugrubI8H4R(KtQucokL{&I zcZ#2(EP?IANlC}e?ne(59Iwd5-6EHLj^{RA_VDwNd?d5yIr~)kX|2bc)XdNyT@rJu z;iBKt+Ff4KkV3Auw4uG1Mm^YUwr`DM$f+r(!fD)1`}t~rby`#3XFU^3w;eGN`~hzV z5x}~_wh4va3>U-Mt%rFxND9nU0dOj&eT$EqNU7VLb7&I|rx&%7pjZo|&pvq31S}U+ zS(uC&1dI_!6K>K*-V6=K*idsFFCSelSGt)Ti^;>EQC(E%Me~YO+hHC#at|721LqzW z=Sz7X2}gE+OjbakzkhUmJb=eRIKt#WKWLZPI9$Bo8&Xu||9dkX*YR2NR{opEYTZ_VQ=|hyb^1l?FP(; zIbtqa>m!eK0vn$Z@3^u~S>cN3el+LDphXr~4*yCcBixZ?#r+X3!2}*- z`Sva=8-!@#U(6!m8bvEcp4Dy3|NnpOAg@Tv@CW2G}&- z2fNh;V}#{*#44T`J+;A!UWsu08CGn!A6w=CdaB+ri52}& zf{YS+W6GK7l!|FmtK_S0*2T1mwQmu_*x(rCkO>4Tc%!KgAALMB)n7psBuv_owSqId z%pDKza{c<-NIkPPd!CdpQSNM^H`HY<16#X*4eg{kWT}bLY(g51XuJ^~ejpR()cbeJ zL@p9Gj4#fod2fUG;bT^iC7blEEfB^U8~tlJqjX6ndY1X&NWq&}A10OgX%`%D4;pPi zeP8AA_a#R#9FfEcQzr)aXd4-F{NLH*IKCx&Sz2O#amhNtH8H#)4V$VgdaSI5h=Z@S zumSOecaOfT^#obIeEVh7emRVWEGi`-D0+WrxEh2bMWGcrC?b6RJH>}2pfqfk${C17s=Rrkt@%mUKR@d-M z5w3$aGk<47Q0XRF{TEPLPo6Ig8v?K}084O(v#LGstC85RxJy?7EbSntoDJJU>;z;4 z%;b9ERoa0bNmOE|nuPKXe^_`R6anDO*|4#~iT)hfHfwNjQ16efzF=AZBh3NNdOUaS zss>OTVSP*>3kNVqM*h|Mgwt7>drSFKAAK;jcf*B zAu)<&z*HpxDnRd2&%l`!135kwS^Rs30<~)>as~FqPs}5UN;=KQ_U~D*I=yc@uMl%^ z&r>U#SM}=n5V+|aXhGat!vf!iS)V-)&t&a{nMZIV!!1*9wbC?01mES%E+6H*G`{Wx zkC5s*ikXBkd%PM-tZ9g zc3~}DDC4FzEMssO!3nm9Q0O)nYf47UMQ#HChkS(W!WGkxU^=#U;Hqv|SY~NS0@>m1 z=Q-aa)**N@hX#wTM|{MDT|lc1EY_oG%Jt4*Ti)^S3aF@3U?=1$^b zOYCPjN-46bgp|@XG*1kgaw0+7gK5Dtfy*JpX>#4+CT7f0YsGoqjp(4Uwp~82kNbCf zB{^OfldORP7P==qk^{YKScrR_ri+N3}oxu*cKSm z=A?GZJZg5D-b}u;4a2vbnxNr}&2Qcr_5bSBMk5+PG$5JRk5}h3l?lA4YU39rCXpy8Q!XNu=0!S^d7bA6ii5A$fQk>lvGFBgfn&!z*-ny`SJE zXm{*@@Hhxs5I1pe>9pQ30tUUn;UjS-6R`$Tg-Ky0X+vaC+H89dcDYlKM*cGa=nigp zzFY&nq2nylaWX-yG<`aKqVr9d6utm!hqvNyw=sNO0Dvq8vE`;(+R%Yu_-@#% zBGd=}ndS``cnH~TX*Gs0I zib265`T)KOzuXQm*dn@PJfickaJm`xh;Y+{d(UDt%}$I#G{vhZe_Tg~lTg9S+RAX0 z$eOT;v+oTS?JCV2tH?Z9^?G%QqLjnh62**0TWf=3;aj>se8}oNY9ja*1%wHxFfLF_ zgR+y2d|+2;U?dx^8x*9p}@7v2-tB0i^d@H`Jcxzal3 zUO1KHPsVQEez)9jXMxblAd;&0ulPb5ZWc99zhpi~YAI$!GyzR}qPWW8MYhFiZ{yD4 zhp#{)1OGq;*!%B)>T%efr4@E=UlMBth2E#lKBN;4U~Dum{WQS_%A3Nk;vQe<;m#5F0b1!73Tul(t{Uxt=V`+sBEka0XH(E4 zi-R$;>tLRnb{%p(>><(Kg~e;~XXAL3WR@e+c7~7d*wE;{Xd&ufc=|g$0+u5wN2UIE z+zI)!)W!=U$OUXA+LCnL6l%5+|GWgr9*!s`!_W9)!H7i^rPDz2Rz89$6Ld3UF%$cP z;tCn`?_WX-UP=LzP%8`%Dk!*7mRh=*vE6-$aeY*%!Op-_L#|6Nq?DLIm{tB=+&If> z5rx>NI^RUSg|=DMtzuqsf0g%x1Zu$)q}J`w*={PgO;C>QX18%w>o@Z1r@)t~56R!~ zE_$!+ODfoXGir{SB8JjO$|;HSX$Vi{(ou0F!Rfm9UrW=xQb-N{I_J5k;co5jN^$Ma zOX=i}%dwZ2r!}@I3FXNCJ1>p?M)~Z=u}H(jDrC{QXAd?aim999+Tf|Ir1 z6VH~&a|ZbXhxm$jJ~Z!ynwfwUC_AbFim@XoP9QEPJe*1{RQ7PXZpH8t^dOy9mdjT| zB-07FZ4W=?kv((j?6VJ6W0aOlFSS^O1vNj;gHr%Mrrf?HzUchb=pX}0t1N8{zeAYN zyp?y9viG4QNBf*Pn&ek^HMe}0H*-4} zAjy!B2o2DJ*O5&VVZlN% zVX1%nzp@lV&SN9j4-S{AvR>6?dWX6cA(NrGLKv427>0V>EIu();6?EKfg8U-Pzrn5 z?=jl>d)6N1Vl-+)jh3m{k|c>4=#MW-Jm4rb(WfdrO@n3V6T1$NzqhMK_tj*c$qg#G zyxE?4SWaWnW&gHULOGo4Bz%Y-!zs6nhwte(29s!zD$~mU8%)(ZQIS+MvP3yxtZmPR zbrok0A|BBYs-^dP*U2!idH>%RMOEg8!jT#J@)PgF4A10_3mWu(eLI6AX|J5JJk3?g z{&l+aE%(>$61BMp@4?B7AOg8y(VxEb28!T02y+%Jfb-pCXrUOMV7&5DI9I~aBKQmS z61=1i6^IC+!0%$~6A2BsN{$6Q$X;Uabg>EWJ*bcXtI)G!Zk3ffMDXSS+%up8J_q{< z4w`gwuu|B)8~b{^({p`Z^NFCG`EYmEsb$4S-x56xyA=b}>X?B|P8ARG;W8{r#Z_SU zu|=aSxg1$aIxIUB(CLdm5ZO9y3sdIlA@IQ7{o>To(2d!xlnFC%#IhA;&tGuDr%t~598E2BRAAVo@m7|p1>O7C5s;NJXS}TVx_UesT#;YbB$$RhRf=R+MO+p?43W5!O$UJ%&BY7KG8PO`k|-APjxT=Tq~QQHbvWKlAU_vCpYgl+nyo2J`#x0 z$upSnDce3a(DN)r<>P!v6emJ~bTM0wSW}!9H$uA*M)vWa+(JIJJ!&DRYR{X(g{Ak5 zoA1P+q>+nQkV2eJ^0{aCSo1(nV4uQ*sBLLSj%%zQDZk$>E!5OnzT}AbO)Ib;O2%g2KwOeh0%x|5XL) zTCoY1SkmwRQ9c=zc@PdKPs`jq;cH6PnYGc+5F4*~iZTd*2beLVl(3)hF}3tFb%Rxd z+jI(@E-#m$omUFr)fT#_bdJ&%ltoS=Z^;2#Dj|@{KpAaIKo=qhL`*2#CU}$#&EO&M zDBmZvLwkU|gb0HCERmnU_K%|t1RXU2JZyvd?R~=2Q-^d4QlxDTAMg@5S4 z6^Kw=*)hCyt}7kZoVp97mNE1-bcQR=>D1uvc$H|~B-V~oYoEo6nGnsF*i z98R@cj{|=?Nb6IVs)fxhFO9Pmcw+$J^4k8dCAksdbTr#M@5W-}@a4(II5BMim5`90 zv8o=YIc2fCzMmZ>(Ru6ys)fVNz7&2C0=O8A^1XvkRQRDzUkqP)w#9C2`Pr9O#6oIV z(85VKqvr?2AYH@3Q)v3(G!d%#x1B^@icD5>egK>Mk60qqzuK82N%z+IU27 zf|XrLvBgU`KIHZ5uTOB^+rFm0DDU3r$w!qki-P@n9>ixBbnG1*f2}&PfVFe#2Gr=X zUFu>mVAOWj*6p>C?^B~af7X3C^mH19q>iAEqERYv;q%Ew#6=z1_y=d#FZ@kifkh*Am=R>6l zyNRf{j(0#ogJ^++1W9C$x3f_X{}bgTHg=)JfD z{!MG_3&_2j!tF&=+edBM=rL(o#)q1#p&6|z&-dz7Y*Xf-5o(#*A05TuK6fG`u@8usUlG!^|{(AY|aT7bTE}6m>l&^(m0Me6+d?dQ_C^E zjHXK4;Fz{@!&8nS^t`Y*aN2Y6bVj;+Cfu4vs=T3X0h&0ZFVENS&I=*I6>AxxlRdcQ zx`E@m2ZvsHdySu}wX~!YkMRklkK}4J_b+LFL`8iLF2n79-zJ<>szRfHZxi^(BG9>; zbl*4{7yXuV*&z|sqahp_aPLSj{5L%hx&`{@xmw9rp-+8-g}p&RQNoU$fhSeR-2)>f z71VL86~>Yd{yr8j97}o}Q#`ZsYo}zZ;uygi=h>z0!7R_jd1r({ExD*1!Qk_;PXfrq zZv9RAOwpNSVL%gfuKgClCfJN8G>FLR@kR^|fR(5q zts3zRfyK!3a8er1f`O)ly)uO^0QN?EO^ul&87rPHzLk!-XD983t^2Zu|U*D?7 zsh8`KH1bSv^tV>l`luttC`c6kMPF`!><3pyHV&jkzKvG}oOOjq0~2te*yRQwf$0K^ z86$ATb1}s~7`bdHJM{~ejuXbn@?q_}(9Vg^#wX%@VjAn%zXlgYHvw0V!_1IZVf&Fc zp|ilTtB@OA#djBmpQ`u;pDR!26ywEs3c(<&6NhKz-`C4gi#p2H*s@VTo&Qt?I2cQF zIj9x36^g@k&Pm}i^DX4LHp+2#APq>d(mxwZhNa(gKkgKklX`CR#s?eNMas+ZJ02Y$ z^`$v;7{*yD@&&ZLh-`(fMU4{`b!#m$tcv533d2ub3?E}W)Epk>e%^KbQ;ow0J&~oN zAZjNlj6F3StHu1AC)A-ZRZO+NLYx;HIWjTYgGpqlVq1C4<%d5@xBFz*TUj(#+1_4f z4<8KwHj4ev`s%3;wu)1EO1G)(!BA6WT+)~mECg0&16&o|M~4L<656flP?fIte*9al z7aFrXAQHxm9o>Vke$zdO801un0WHk~xk(d6!v#g7TGIt54SS1&Dpw?Z(lVGU6{Q$# z3YUCzfjAsO>p24-oM4B;+nF2e!l|1$ZkHCIg3dao#bNdZ(-pZ#-#l7XkvJ904UZ0A zhE;_FWQUXB{67Q%W+6I zJ6#=LZi9my;h%Buuz0fh2r~2z6Othx#48blUSM#I3O<-V^UDr$d5zWj;fEgSQ7xkw~alYq#%j-SiNZ$nwR}hX3^h|X?V?T~vLiZdUB^k@yJT8kO<7*s}PLBYG zt~pArk_*Feh;g_Cieu|>WH4-=og8fglaAk(g^0uKcQY;>0gav1hd;pCvkd_9i((_3 zpD*alUBA;>CL!oykB;JrQk-Nv*+3aHzfx(3Iz2Aq5AjAuj-nxZec zUH|qb;VB9aT#W+XOZe?o)TNF zW4m085~!a9z<4;>n#0>ynzdHYf1&n%DCGl*Z%6=`+Z?DbH%%@Cr+G@RqFO{AB)YiE z;I#r^7<94IDSS$DxK$9LUaW70ox%*phPFQ0I^hng#i!M!zzMLxCC{(9Kl04|4NdBU zDN*D35C&WhuogbfmXjtQEOerzVKPV^3+A!>fAvt{F~=*HjcJ5cqhGagUdLHm*v#4R zh%+4%qup&ZV1sJb_!2xSz3_on9$fZE*bRj|d=}Qf<4@>67-+%D;7Q>=HePSVVI(4}fUzLX*iEDH zBTx*?`ag%f3Rg-8Wn$m?{(*8LZLYkA51vwcXUmDpy$rUBU3Ma3`ZtQapOuve=KhIv zz1Yg*$LlzUrWlq;gD|e*%?vF?&|US@2BtGYEf8QtXwQa_zcT7LxGuT^Xx~M9K%TD& zUIF*HlWOi)=`yhV2r$?!Fl`Ys*yiyg?u>o_{)*iJ`9#`72q9$h6g}~aHZ4Xi;E(v~ ziuL%{KFTu?P~j)S*VB{4*}WTaE;-&5Q2~KC7N?FrLH2K19G}`BA*>OaZayx7)2fu7 zwkEGr(~t{Mdy}}xVn#e@@l@Wj|A(tL0jsh5!p2_-l}sgy&~Tzop^_9DHJwO<(?p~> zlwKJlQYw`uM@OSHXd;><8Ol&eB-5J^k&+=&hD7RruP49n`>y}x^_tFkp1t>4>t6R- zd+)VE+vkj76OVDyFjmNPJ?7+YH7e7pkB*8l4PVD}IH*Y6n!ED$+t_8FU!kO;dp0Uj zF}s4K_IFsv4FW5#zeO4Cndl!=go7z))g6b^#s&EorTP02J+hA@7;bxg;rUiKhJGX6 zS%3kO62P*n$TvcJAXLAK=e;+kSH;sF^j&T3NK&^3NO#!lmG6koB}+N(x;0e%7y3gZf(&#-W|G zh~TKl|2qqC%mN@!J7)pUf`087Ld_%|03*j0F}#*CE`E11=_=a8 zK#H2cY{b)&%q$s_L~xhsuY@Z-L5);hMi*sUx95!QJ8ge8%K2B0Gx}$&o~GjpaG1vD zNKT*No?L^<{L6=4yckx#GnH#{Xy&=<$hg++lfbqbRU~d3gVj78M4vD1CR7pD3L08| zH{Wc5dA@4WcK^lc-%icz_0#)iK;0#ZMcu7AR%(z{R1AY-d2MHFs&j1+- zl!3@N6LR_{gl+$eGzo)Ar;(&(3~FKlQYa&@0j?uTCFg^|fiKftPmF~Wm)dDFwQ{hs zJenL~CH{`WRn~_5pIO({g2Bta%$abU6Cnh3M=B~CKk?Ra7yt|oulP&iV7lV~OgGQE zW{;Q>WAP)g?nsPth5$YvowG-J-2aQ0*if9YAP+eoG{~a4fk`3N%78g0K9V|^Elhz8 z6Dd$6K?w(Z7KtK+2H;d!8yGD`9*;-7C*u$>91DgQ(Z@%oPr(!#6oYFKEc|hjs_WxYO%2sHu9{18(O!i&NS^OBUc!Goh8a% zy@t7qO^0}~2z2#q50f{-^`O<7+L|r>pZf>LE({vDgMO40!m4Js$HQgMU{asVEpn>t z)WS@9K~B2{`7uO_3<=tHocNqE;CyeaasXW#>U_U6M;v#qU{ z)k!8eoiY+VW%#D$l`@m&WxhXd%?L}f$Jq*52GBk7LM6y#`fz7&0&dgB8JR1S{<6U;Fc3$J0DE)B`XS%t&0Gh>=n=F( zrAk~le8W7DahiXDBtVtPqD&9!olf`7#gd3+jH#8F=~nDV?c+fm?mCDeP$PyaJ@cA- z8)4-E9J`yu50w_p3XwX@)~Le4%tV}ft0=LSI&_4~;59GtO7xNTB&VsjI_`Jm9r%#9 z=jP0zEkLs<#%~vBAvEq=j54ULxUk8bYO|{CB)QOJX?FgEE(Bg6F@tmf&ks*viXE@c zhAUaNJC^B;L3@8d*d03rSFyiEfXcF|VRdKoI=@c32aY@S4Rj-v(pcNSHZCcn6_Aa+ zt@jHxr8qCCfl%B2eoCySna9?uX-{Liz36?{8ydgi$BE%+1gN)-$FgS}nO#z&7J&YR zf3s|G!c0ech9)q{iV;y!T7#T842f7Eq(MB8!Et8Zm158!Oc4W3WCTi}oX3!&k>`&~NLJ(0PPyGrSY_REF~e#1@cHfm^5W zIW27Z+Xeh!)ak!1Ia-oD0f#HCtp#k+f`OVIAx?y}$-gKwbni5xA%<%J2?0jS(=gvN zI5|Cy^a=4V_5l%u<~v0)gl8m2M8-+^Q6_dL+pU7Iqp$ymUE~qo4hy2(Jj{o93Wz*R zw2wcM%cQ&yxCoX9I}vEoHRm-|vAa&)3DQspwglB)zY5$*bD~y^*s!nLNc&djVW+bf3ttyPYPZY)~}P|Q*W)#Z_uRbtH*FOd13jf#AEoLoUt% zX_+0cL53liGbukf5%6Q8ddSp}BYyxvA=yGsnQ&^Ma~;1P|8Qskck6cOspbLOn%_k-mG){hRQo6guVDX*4%888(lg50pfSj;W9- zQmPcmM+!l&;{Xx9yctg#@%`{gBRP@3bH|bdDv-}0=J9{yYxGY>3FwPRd(&Qu_ERpG zmLBCesmO+eFnes*y%TQM+Dn&Ght(=zio~6*73heikA_@S#kh2f&GqOgi(1N&lhM&V z==3i&x60m4fr}s*UO`89?8ZbTHGFk7UQ{Rgenl{D8#!_yBa^64lhQHa}JF(346GM7%VqB$9 zL1Ms1>NOU!w>>3>S>U42 zu|bIG=(<;}l9Vfgm07E4-FOvoU4tztAkG&=AGxCPH%(wW*&m3AYPfc1+?QaPV|tEVfjA!Bj{{=xk_k;KWj z8fa#-O=>sw#6&gBGI61lUlZtO+=FGQ1?8j zkMgyHpZtPWWV@cNU3(-7XDNqYQA57lI-{l>k(?1tySN{ z)lt8X!v{e!1FfU-pdwY2in;(uCnqnH}=@|`j{GT zP5146BnKll^k}*9Ge&>#kqEz|c*Pja6?(lF8dn~nWy21@lhS_Av$a$e2w;O#A@sv} z1+&mka0TeJBpYWRvEnb8`UH>zF-2x|Az$QSu|0rYZ-n=d>3>MvnlaM1!8&rQ5H^rR z@Kn7l5&jcml!3APriV7PgbIb3OLu(v_HEc<%cvuneGt6}zvnFU;Mu;iW>@T&Lvoqw z?A6S8>`62{dfs&E^yeQ#-%p|aE)v8 z^M6Xm+;sJpo_5$`j0(MqM$Uz%`MLBo=F_<;iM*&sYpDoZW|lh5rIzEtb;8LC%+=3p z&Cw%X%O<8?T~ciIbYEFNI^cY-K?b0@q&W*!tuQ5=~PvjRO_d!Nz0it@0(Y969ZHj{1+6h2``| z{IG|00rzptsr?j0jWr`>@W9Zlw_%0(WXKZpATV0*xN})B54z(G9XLm8M9bCB#1n)K zCbgVSZto1pJBn7FK5~v*N2`p-wx8+)6ANg3nVPB22!z{8Ihk!X445$D(#uAPNLu;X z)~_F}IaI#q`0_>R3QeNi55oMb0T-Ivz3}4CBtB@#IvPJlwk?ivhl*AQL@+-LoraS} zg9B{QQsehHi)zo#Ci!v?;E*ns6RBKo8kL=0{vjWew=csXxkA1akX z4~nd{&z9$7_<=@H97%T3bLnYr^M_ovwQ#Ss)3zSemtAx(hv~6XJ znus=)IKBv@SWQwx&rA9dmp?E3Kvp}~QhJ*GrIuwIv;A|h^17xTJuwXglY931+Z54`k5IrTsV$5kZBo!5h0Wk{JX$mlAWYd~WcmwNe zKSc_&0S%~Zv~5NCP{}y(5N1tCA-38w27@(@Mt+vgo0`{-VC`TxPzgBp^YLmURHWf9 zUlT61?KO#h2=lhQ*XAfcCfpMT#Hngs7L2;{`_ z1yIrhS~3FO6^v$L8KW@gK4pLhC`kdMZ)BSLU}r^i5ry0omSi@0_;ZBI1J>v_1slfy z5kbx;oYO5A&xFDps$1kyziGR}pg9SS*bDqL46SqB>5De>csNGL95qnzgBVE>&OI== zLB0qdg~EK)EdKeDaXIVgAtRrqPuF5zY1{(}ki{^;BTp3w<46&o ziK#aMS_NbiTksB)kl%{o({vgjJq9JMCD=j7wd$XMptX4>fXPV`$AWwSIsh!lgd8Wp zlv!k;Z)edd#)q%N16Fjd!~~rgS_c^(Yrt~Rif4}q5*Z$bWAtfD=$5}(GQI#eJG0Xr zwoEx9bW}D~|Bi+QNGhMA1U7fZ!VB z8OQOYq~KsJCx?ud%ifAB7Wu8&P~EMt2M|*-3n=l1X8?tu^8uSMDsScOlKTYDM#>!J z)exb2UrS{+zIuSgctZxeO(7(Sk@sVEL>A*v%bAHTVC4g-&PRa(D5D?H2xBC{%t}q1 z2I0ZZpt&P+gY2O_V0i)rRGm8QyQkFY6%0P`tZ5HxH-CfaIu&$ZwFWP&G-U+ig!wlW zFyMKLm<8D#-*f~JEo$kaWGw@}L})NDQi605{=zZ{Ws$;-pNAV=;A-Ox#;jx_9_Z_c z5dnQJH@aB&nqq(EX1jS#JH8|mlX)^M0-JJpbP0Vt4RyDe8 z!wTs_hGar|%-W%*9lQiS$Smu?8EE)ghL~9mY;BiWSZh#)pbQI%WrRox9RKzQOoX0c zq}!l%#O6WvuO#m4fe{?22*w$n3bj28b(wNpVaV02eg4xm`B^%7G>5CxvR?5^?B?Cuxa9@x>e) zHGI8>+%ik&D^^EVu$p{e*BiI3^x$T+$~!aW z$2g3?oE6^Ho?M?lQqbuPKm8neNE#~*C0c&EeK(;Ysk%I7P@%12QhR^Trrt#auM`_Y zN&r^a8y1ID`Y=&1t%5)**^BU|0PJ=)=|5r1>~dNFXfFPH{(o(V2n~W%dtDu!S_+NN z2iMN2F&I)GK{%#v=1afr4iqkzk%1U?%9B3qL8%tl51qg31SD=K!^0uwlWve@A;vRu zE|X{!1rW{c_RzG|+fGU|{^}%R`{NL-b?+o75FB6h-uB{)raA3!iYq#qcVaT(Q48e{ z|CA<$tninY%d6ctvdTIV&SB~u>!5G_^R)QYmpUHeEYWnLC ztzk;%z`qdA043HQ!NLkhIMhEWhYkbpbil1KnU3V%aU^nz+>o7N%m;)Qx*L^wBlalL z0hS>`g!Wf((t~(@hUmZrtZF!MfnHu3S+^+xS+CnuC;kY0LsJp{&ExMi%;`8z#O#VM zbTXP`0jfm40&JLxCK)e%z+;5K+052Vp3X}^aDZHq6$DuJov z9og;M#f$`*Aeshr#h$dywwB+kvIM|*2IeTtuG0eqDnm*mwBIT`PzUdx550i7WJC*D zdX~%o?<~L+?e0IjM<5WfhXfo1*?(8dmGc(~zF{5yxOVu^WXv?gTmB465k57cTO`RG z3N-TL|Dm)TdQ~S*`1NhTub3^Mv+p9*-~xVTLlzdq*D;qo5EZa2XXa7|Tz22$pO0hP zRI&{9dVOw{DKxdqR9}J10QalLHf{i}}E?;H7dF?HC6q*xaa5F%ka)`??8d2dp@yNm{3x&C9Jg@Om5(|AzKzB_R zg!hi4poGjpnR0aj6eqQMCcy1n^vkvZia>^W;N8wE{<<#`A65l|)49Fqs4SdHL;fD1 zD1y=D7_?-Q7*-6tlUNEvONU8YsP5XbmnVqk>iDu}ZYVqqvC3j{f0K!YG##>)-f z>47P2!D_(eF>w@PJA7zmXK}!$-Zuc#)9vKQD4)b6I(z6*M$&TOy_OOxQgyg-(gq2L zv=o-N)T?d)*z|xHFl>u3@r`D7M>^&BvR%FNuVuB*htMdkYf0fVY(1wP#5}qqxjx>{ z3t5c&k_r@mBgRQ%N8jW%J>8d`g(*PgFgnTy@Yk`k1vC{F`hF8HLS}U!O{+eUQAsA` z4{VM-idY(?ZMRLvwm9(GH^o1Xx62&Xs(;SVEiH9Vkf>MLlF%5ZkZ zB&`Pc|kH7!z`*|HD8zD--ARq{sL@5jZXBcCjGFb<~5_iL!m&>;17rS*p z9C;!wqJL`o?Xcub_zdO!j>RIP(}RnpM5~yfWw`GGWh+Us$dDJ}Gl{TOBptvxn3utn z?jQ%C40?z$Q3_%Mcndk9Gf{`G4SP*m{Yq#4_)Eh$+Rqa53a!PVf)YsiHNe z)*5_0HVQ+cJCtl@*4%RuYuN$??+)>J<8_23-DigChEJ&y9ks;hs7Aun`O`N#jP-n* z_WPHvQ`e7iU1|43M~mKcxY8yo%;s2CDzMA#xHI^yd<~9+nSwBTyF#XQa6?A%R`#JA zm&|WCh;dU``78qk;q3)1gHBIAOJ7zvXX@4%mIm96&5>N=m`eZL8JiGV!b-3)3o$?T zjb*Tmm*HaNEmtP`)yPu{J)U{@^9wD`@@+&oR-15D+g=R+J1!WdF@|I4eteWfzNpAo z+p%E->_djf1o?|OA?9M!%tNBgkA;TGm5G#EiOt}ni6zH-WGFct!)#utiAUyIWwsl~ z$}w7m%ljwn@7u+Avn4P_msL5<=1O7TF~^T9#JHQ!GD8zX6d$F5GfVM;d`H`IeplfBySBG45vpjOZ8^$Kvn8d7NWK7qlMW8@PO8TPSL%3yn@*DC$0Wtp9Jk z=-kNCvhh;PO3Yko&=L>Zc~p>J!pgtP7vzUwp*-9At*tRy z;jH}D4S3yji19m#t3Xr)f2qN)uodGrvxM0d_&Iz6?@=MS8gyR32mUVfjdr$GizLgy z!-AJlYIRnEU&+O9lJI4YMrkzIOU`ISYUE7ad^TFaU<`Zvro#>4(1CUM&~^ovD)Ti* zD@Dt=yp1Ad<`~dJD9ep!D3s63@ZX2A8`8WWkk&%~GDES93^IVXHjb;X$m>0wZ37>hb4{sK`e-lDxXJWW9`N$B&gE4WA%lT5{%7 zcln{U*nKk(X>fu-uae|X&e+NovT{&-&oNYzADU-wnC-uk9**%qb6i&4Bs={op*fe4 zOX&g(IB}UB6nXePq=`S$GO7q4;TW#jqJU9D#+aPsN*EY^tM2S!bx|IVQNTJ`Nnt!G ztW450UT7sF+x*rCnAh=87ABwofr-`OTRcI2{qiwVYc}zU7jPL#xyUl+QMmB$Vp~Z~ zONCyTR!Vy{^PY|&|Gdxy~<6M0>R?w{DP^cnxkOeFe}Em$V@p_9K%qSq*Wy3 zk~?{9*xdKYE0?{+qPdZT8%f1%I5$)jLPJ{Djx5hZhz1Ix_)xN$Eewg<9uiStWhP9C zY4|mwX%<+Bb@Gggn2YhOL|CIlNKfwPYeb5&*_@=69#)&qXIoch6TB(L6sAJWAFnMa z&%zWL4JS>72EMh~qygcrq&34o?VK{!UpXvzu)!SDnn5NCyUB0u`~es{)R6Jz3}|14 zDgLFLumPHir(6OsLS1a}w-c1`&xwmU7CFaeNorfIR+SEgbNW%c3JXwoY9~r?I9+kkKHPi;6H1c@xjd{JM=$rdo!- z*Z&3ZoaU$oC!i9e6EHMLJn}BvEE`}vgOs~)l8ekC7E4x`!D*lu47fDO_R*Q-loZ!O z8CtF!&J9BV-i;Innpi9YpeOqylt_}BVw7^q%L>R*8gH(UVB;;q6D$zCA8YO{x&#w5 zWV5#bG&+A^IFRvJV+>;IjSSWNyY{di#b^bWb1ZMksRUVWY&RE~3TKRIo!utDIt&W( zH}8Ok1GR6)h*)Jtn4blXSQw-@SOT_<7nG-EE{2VNxXihtBm>?2k(yK+_7QM^M?7Hy#QC+ z5E0uHE3=R&5xW^T3t2FIr5ydExiV}EfpAAPav~1md{(Q`CP9qUUhHjDd}v6%zK5Mi znR~iw{J?=D>>2!2TbQY#*ygkP znUNBo^7U0TIFiPKA68i&);CyDZg`ZX!HH`~GS8kxUe@EUFIdi(kpq^^y*5GFZ=?TX zwHYyHEaBYyMh6OD3OUVEo6pwV`0(EusTh-0t5)exVB;)o=v=J$scc7`N8%n?AFUqT zpSpAg-ylag%;fE9eV22p@wE!F_=HLJ6!LN)Au7UCjNGk+%Ql;VIOT)FC8ei(YRoVI z(<-srl4I>yxp~HfH7n;@WsU{cF;?Ju8rPwT8tC0cz{q(wAhqUsVj9rabAn>`Gy0U} z58f4#nQ214O+onCQLN?Nc_1&C)U@ei!CoAfxX8@3W5^BMEGek3#904zpl>ly!)9Yx z?ub4=zu6iwQz0`Fs}Sn2Nksj)*|CT)$I`JbGP|RQZ89zzNd5+2osg}rsB#WJ69gxK z-#~Wv^YMFr3`eqlMrg2)72{d*3yGt_Uyd?V%@7;w4-g%3WKexPv8}q>rV8DG`qo(n zicwX?2eE>iKUs73rmW3OxPilDi-u6^IQ>&aTRIh4$geT)_IAC_U21%zQ6#2ysf$dp zf2a9GtuG!vCAHJ8^e5@L9JA1TJ@>Vzp%`foEFYN3ur#8|IhHvI0*j*yxFL9qh{Wa$ zvuruJic{)}HtPAXt96^{j~Bb08MgY1`_}wMOS%0*Q;)Lwnt8xEc{VWjK*0}kaQ-bW zey`R|4@#}5{uI~p>A__yVp21>85s{5uA)NbgBlwjAB!yebY5IA-f>iiCuef92SCt5 z%oRQY?tF&CXdvMLdI#R3Qe{*_eD?2_TMU^5E6k*KVyu(H%qLGVgPL3ddr`L+5R#qh zUIo_%t&_;zWF&?K&4?GAFvZo>xXxrs@Hf8LR_;M_XEvMs&_xb7alU@0b>-q4`eU)K zm%B^vXnlXYCg9z!=VkqiP714AO4bLS$+a)r{2%*5i_e;j`=`9@#OmahoYvr&?e+BZ z{8SecyL(sk&hhzfn>R<5sK%F%pDeH#F896lrrf+dssMcP z`HRnW9o|uMr)@raDyl)k{!a*B+1~%;*&btqOXsq!H(fd>FU+@6secBPAV%W=Z!93e zPn8(UH+X$70jz79`9*7Q>_IY19!tD)F1a0BUdAkj*t+O~!fz2DTY6D7{`p){_dkGM zutn$_6A~3RN112)uL}!qwS&#N!FtKvRW5QkcAv${oN6Y}P#Do*2n$Sx+bv8r7Z-^E ze%HdnS^N!HI|STTqo!(PDq8ZHTqeySBZ;C>UYDYZH{8Qz_k{1V~Nf3F2E z?8GHomZ|iR-OC>rcE^VT3{^88_Un|}>F(^~NdJ3n)bfvxO|KuF)J?V#nUZC7O3BR2 z%vmWXW7Zb2v8B7pZ{+EI57PP>ulEXdpvTVpQ+vCWhrxn|`5&8+QZK+aki`%jMETxbnx8AjIn$NrJRjuh9GQZW|)H@>0vNGIa%t%swV0L zb>Z1&WdyO&3ayIY3N*(4XbTD&YRVf5p>|?{KQF#f%K7qN(f$}Ju;dd^(Kvu|c{P7} zf`U@+8J?BMPy6?VFwU43y`n~&=ng*5y3#R+V?^tMm3M^O->z_7)zUrP9HuPBJy$)n z7uD2z{vH0^c5)vM;_g^~%K=LU4!5DWspktd-=Rl#SGV+_GRWp^MM^6ltTEFDFt0zg^?%!|?wJlG= zXYD8cfDn1=sRBU>cx{bm4;0H*=?fcl9v=zpS^8muHWBfH1)&D+cHQ0|?uxE|;vyqF zCfKkLl{>0m{Z9Pz&t|L4&=EnryA*q1@8X=PiU`kikQ&Ibd-prt`FHs^e-zdh2Rqt= z`?Ft{P#N}(hiC12rR+Q)f_RF^G!7e4=@06g_N4l=D(?6#tNQg{Q5k9{d_`HF@qC`4 zQoJ1JV3c_wbxrO5mVYAPTlSorU3&dN?=K0@m@q>nQ$}bpU(oFJw@1UlxKb2F_G3Yk3^iO1aYY zPCnpq_Uu};Z99-Y*fFoH?ZEFfTWW2*1vj59bSMeQ?b-LMYM$_-MT<1pV+zVkpH53% zw0Ln?@NTqK4eS=5(?z#qZ&me-UbT9)p)lv5;ny4c`(IO;hbDAV)&9}q_SFB*d@1D| z)!eK;XZS$JQK4u{m!e#BDautbM;~FZqO5SP)s`?ZyP^$^xS@ZKnw2PKsn2~_UkA9} zeY{vpDl}LWzzBm*N7OJvDWBn4&k<;XDtd;|KWl=BX~2QL1pt@620!z5--d6*u2s&N z+MLH?9Bp}t<%A{b8N6>AQ;be2QP3#bv4BzqJJ)P7%sdLhkc4~(VyTfR=zmagV%|t% zp;_er1qjLd`T76e-o4PJ;>E7cU;HIs>Yh|bQUk37n--t4MsSqe1VaPf{REpmch*hn z%Fm8%KkKI*Qc?9uC__v(Dk^HMxJcG4w=;HU+fl1Pmd$2QMR3;u^kq*v@a2%TRBCbo z>ITHU&GHL6B5pY-Sp9Wyzr!kpyQdKle*323b#gz`>9O1nI9${s@%D82Lj*SEc9+hr zK-z$Zqqm$0EAz|*!>{Ws1Ju{~l#Ch6ReU&A!ngN>z~+Qdjjh`W-k%-TySkax?nqejqgoM6HfneNveibxB(u{ZC z$cp34xlxV+hw1x1Gse9py>IHhb@=L*Mqn(4XD@bTk+yJIyCHyHox^u zP$*NbJlrN!*DR;G;Zgbz^fd00zR>Ewl5D8-`~C_F^kafql6$BQ$@F_e^Cm9qR-LH( zb0eFINUmYZSyEN^d~RYOG1%EZ3GF1?dfmSOquKvQSJn$?*-E6(zhpJhKJ za&z}|d8zwtv7s}Fx@4A^XP7bckqLC86<(izwE9iGe4IOOCU_Mh_&|=*Bu6Rd{!Tc; zU+<-m7BXO4SR~oH@4e)OxTPB{sF}`+S*&5}si0#KismkE(%zf3bQ;pm`ME)!o^amCbj*nd(!epIL^!S`{oS+^~wP_ z34dgLX3svP&C2a?D_aY?qA}lD5yD++V5tB^Uv6q zbfxd>jTyht-Ic4D6JPbP#o#R8(DYGWscUVy^p5-2rT2B07$J6-e<%b$au0NV*-D4B z5xhF28Xsc{MvJT~x7h+|sQEYa41IPm9Aok5(W4oQ=lQI86g z^kpBfeGrQPPim#nm>dEoP2>wUP;U9-Iz$JQ`07(u7In`~WRj?bM-VT}+%QID_yy%y zL(CsR-o?a{!GJWmDb%8Nc~@n%g;H2mk9G1p z6OBiY9W~rO3{=v*}9@S>;$ntYu)z-gb8domC=4V&Xkk@LR?_9+&@PM5@!yhLp z2+zP&a;6@izpjqJ5ZdZO{5uoc-xTzD&ePw?mh-Mrlbd_XhUe~Yd$f}$81-$xrI(9O zlTLrf$*O-fd$jv>mhbQJD!w^!**|Y zu2=p3d?y7i5WwsP;Y;SF`HMg=5^Uc6hTX9Y!a`Z0NZJi`=M}E4~5mdC*`84#}0QFQl4>RQX9C znU-UrC2N&A-kZ<1dfwO?7a-b|_NOVIrDLHa&-;RIxk)P~=_FXcZ$aIur#rqjDgqR3 z%ngS?{*C{c7`0><|m`|E30)UG)0#8q3a%Lla$Z^AynZpv|SsLNh19 zP(dR%{#%R0kLP}RtCzlK#p(_1nW**ZAMQhY4CCQ3AT5o5>Qd;(lB!?di+XX9GKs2x zA}3`1AePl4!4*LUh)Yf_ec-NF>5E;@sUwj3jF^iGoIOYc-9xjU0OIPpeGlULOndf> zGo7S9(VFjx0h6m2**nM%eB$ku*Ro*Kb{?^d$Pd&X{m>m zq1gHC%5UR_>);>t_0}UBnBgj!U}X+aA3Er!_hr=N;|rbdQNW8|SD#hY))wXx7sUQT zSk=kg<_7q~r#-u!Z?&fkT-KovAUv9G?TUUSmD3()1p!t>~A3%F@tyC+jNaE=UqqQNJI#{ z6dFn6uWw$Dov2b5Y~?-u!nXQpi%dI{a>3?Jsiw=9@}dL$TY5vig-(@NsHdS4%69Rg z)Rv(Y_Xax3JC?mzoNbYN^SJ{7d z>$X+@);Ua+=T)4_6eCGHt-d{E@6fQgq)n5jNAh9 z0^U{+CIa?B%eHv<`}0uw&zq zY|k6+6(^#@spdDIt#Y|JfId+cVbfwvV4+O6aEPDQya zC8|c+f2qG&V}0;iW%$x1EyyiY_UrWAWNv*R3J{QBcIPUPBdfciFC*+Wg||@#857!r z+;b=O<=qEC{-TYG(tAa9_kVCky3_bX@>?{JW3>%D>B+K*pIfRp`q|NM`5H(+2ty`0 zKIQ+}>1Ph~&-oKy{X4bVIBW(xbKtW=+nbv~dzW*XaGPyi_oa{L5^VCz{a@^SQhYOZ zQdiEx{Yqn`p1Z~A{7hVU0?cL3P31}ZC4%~Q2i*)FH@m*C^N#lGQ1PEv+kWeaE^(~f zD*O13w?H$J~Jt3L7?*Y;_BJAAwQ1f@cXJ0lH%g3e@;?zGVyx5 zvukTncTE1CPQTMH-Q^v!lUz`W%mau;P7}%Nk4w4dvzw*tnpS;HtsY3d(id+ZA9@OT z0*)3|L8~KvMax^=b=1%Pp+&US164)nHpZL?)u)_R=2|Oq zPwS0n3OFw1s|i-rZb{$7HP`U$*rg(uZxC1R=wPAL%#wA!rEJ>PnHKAXebN_0;5XQ%pJkP=@bPs)3)>epuK>s;EX z*`JvpV9WdRd!b$g*%Ebba|-C>uUZ|Ol$3Ok9fTW|ccNyV>k_tXIkA5C3qG|vM;59S zxlK<`b`dg+EuVsP!gFQH?e6If2U3?mkUgcGf8Qp1^p!Y5^ z_;~DbxB(<*D82oCeqplDATSxbTTfeeR>r z4#`*dd%-b8aaFbJUiu5B`c?^xug`=<%>I@!t_1Z_vjxJagT2@C?SAQ~=H>rZYWNz; zYsl|vdA+0sSrY9(--0#{^mTS$`6^#I^y?!i;L4WGXU4v3LVKe1KjY>Mhfdo6ZiV!oSHakM5FQQi-ru&p zK`E~oX&oHl8DD*U#hhPOBALw%xOaSV`8$J2uJ0e_I2{=1q}>1wHk=`iNqSd{3rZ3; zy^3BmL@5_+)Y4Im3VSi^&w}M{|GvM8dczVYn!I6Kz49I^1@wV`W>3p-|IEP-y#o!p zzq@Z93i=c*3LhJhoNO+pf#U`&Vf=wQYFeHcoUXF|Qo_mwL-qjMaB~{u7ph~W)|q&U zYKvx zRVoGww&$G7d7tK7m_=z@ z`j&cPpeAVVp_;j3`6|$^jLliIkV$PG+ z>8iVptQ`eCj(Utu>b%m_6V#?{F)B#q>ei>9zP^8+IBrg0eEC&aI8D(>)^b6jymf|y zikR93*(esLcumUUEp^2%H|Yktq|UD$Cef1D;i+zSeKnJ-Gt&=s5)e}}35jO$ST4_f zD-=TY>$0r%&E(`GqkUN=y3ftp54D(x#jJ{SIE+8bUWiPJeiXqniJ4K04GQxk)8;4X z?q5o9EcM*XQ0zj9H|vp^y3}|dwhbUHuSxRnbe0E`>=(3!1=O%K@ zZYZ?|4gcxB^m{AU-hPF~1#5x%YtOg0xW#o=R9{UO7N7fX>$Y36H)|rr2R`4Hzli;V z7Qbo(uALpPX%KSJssFZcQV`u6^2IE!PLk~ZY$i7Xp7sVXwJ;2Q=3E#5+oY5 zJl|PSiL)QiduFamRv#m+m}|UR@6Em)-7QD2AD*@P`32uir9My9FTB{brJ?^tQXDE#e|O(U3)-);TTtYQIeqK??@+X&ly0CF#ou}9>bxU$ zv15$w&N*?K(wC|4{_Ip2H>auh)*MUmvU4k{cPdh?IMbltigPVeLfzFb#0!em2_2o{ zEPCO#S$mm#vx4sIHF86?#^wSi1=q-#-@Q~*Jsa8)bW@Y}^L&z+wX1o}VK?&{ubY}u z9F39~mafu;qegZ3L!e~e@W%OSCamC9CW5-Y^tdAnZNz@IsVcax&owf_1E)VXlY`&` zpWW4)TXoS#J~GHS*C-)LtoLI*7=>dn_+M$X<5+3 z=YG{XJIl+Rwtp%Y)!wYAoVf6&W@F0YH(%t(ZUU_+-jgRkC9aCBO|ixL^|NFJ4Tan($fmW`T<6=k z#!|=lWAoWfVrsI2=5mu|W~?(CE1+g5G}$e5<2}6~(XNw0x|5StT?E>|t%XJv>PJtJ zVm)Am9`yB*7hdPiI(D=sZ2E@!r(J_dZyVX0o?n>X8Ky3$G!U5XbWR^zI-J>@(0?|i zh%xi$SzIk|(m+#vmAJ^zpn;JkdYNDkUwLo(#w|tlr@Z+gh zfZyxOkN^9xPakF*aJuVR6|NBQLxR}SagTb`#6#5TV zH~Y$!v_M@;-IICy`aklwi{x@M=C%t|O-;~lju>4M& zvq{D57Xe)-!tMrsTD){;>v5hLCxc}p=B>W{?W(=sKXZV>0i8Man;zv(u<&e5sck87 zdx|QVKq^+G8839QzlM!r^prH-QL%>_9@#OP?LXgCA7Z&io3(>LvKL?Ug-gI zlaE!}?tWVK{^iwWx8?*bFaN%?Mv^l%LQTw2 zUyN5A!&1jey48eC78oTPIavUU%;H>p9X@kUd*r+pAV;#M?~IRS7B#@0MO|krHZ>PY z4U`Ie-)a2e;|B~-!&j!Ro-^-6O?I4a1N}NFXpiR3ojb86VTPl!B9j^#%o`f+OgW0h z6&l5H_gOKSClnFQ8Ul2-uTWEHUvWfDOfA`AmE#2;DPZxe#fujYBHQcrIN#cxB^z1p zm|!F?d^^MJe0__dm<6$r)w=IleU-~~F73?o_-J=(lewd#6o)4hDJd^|(D&iv8p&-U zvVuZLT!kku^0HaKzLAvaecs7?;VSDcM7vclivI9nbBCEw@R;#0Jpd;fTkKZ1Rqcla zcixGSgxI!sHM#X%?az(BBW@_elZ#xuWrjngzXGNAmvtA94i4Qt?Os>d^q~-60x#rh z>NKDG)S@|2J(!0jMiZwuq;+hbrDxoWai#E4S**zdkN;a7&k}~)QvLM2q6^tk0x|$_ z^id2_J)qCsP$+HJGsRP(A3jKQd<|&0bLVKyYg1{H{;e;(JM>{?dcS&~-c8p@H447F z??|GmTb*dik~62EiV1xFgTere?qxc;Z+p+GhF8}QZJSXNGbYS1_=AM9(;C= zR1RGmW&@jV0gChP0Gi*)DFj=FC{0m#+f!405_%!1JAVXQhZo5-djPPT@F|%KM{Aw| zaiECDavfG#Oy?s>2cB*Y8j9 zR{RBhU2iA|&(d>Ctv*^GA+}6`;y?Ah-@GAHY|uLGeZR*wI&|{8wragNy#dMfmv+3q zK5llFMXDy{O}01vQL|sa6E2a;r~mr?(bV(5l>fecdYArkY1)qnt+Ve(N9MRWZ~ycsKDxZyZ}aBONsG5kD=+`v zebLPlrxnZt0<Mq}40 z&JfaPiFj6jAA5CQf3D|u_OBlUGbZW&l&N%*VI3UJJ9yAnombo#?f_l`fDJ#HzHcI4 zfC&0QsmDs0_*|uANqNC3hBDLE__*b{N7b6;o;w%(>(}1q$7elTFK!F$ubEQVsL6{^ zlZ&Kuf#~ezl0wvusJpCb17)qbPq>fjHF%-EDWWrXNqe2xIqk$!UsFt@yu2K&YqGGc z=`nOsrM2djScr21i|fP3Xx3<6C}|v5665X~4MluT+($Z~W8>P2trk1KvoGyT1w>keE!|QPTObaeaE*KL4hWy!BtP#`Mtwm+s1Upj2ZP^ zUw8DpJYl~fAdKt`n`Nu)iq2(Tx|D)gBQ$vQIQ5O!{)wp5urRILGEr zF?@AQee+{Q>ODv7YY2TMN@d5MJF#c}tqH#;!c4I)nkw;k#zfW1%{i5o72;Y_FXfeX z-SXaVrPWYhI9Qc<12LY%VWlZ2+0V_gB1gGJ%(YnK8r_QFQ!L?AHSl)%aQk?iGPgRu z@P3UZPcc&eRgc_-qhc(V)aZox%E1QVw7|aGtcIhxN&rgM6vllf2tt>E%__Mqb3^r0 za)Bl#o{cl=qNQ#od!=*gG|k+NYBX(bJfqA3Xtcrag}(Pt^fr=rkd-pn8@Jp4%k^=O z3a{|~J7X`-iG1)%KfqDD{QDNwvEvMd&ih`Ta>q_3ue6jm?_?nM7+;1<%Jb@_x7EB} zl^!^b;)h$a_o=9vsB?Jnk!n0)+4vIU=%du;t?b^?L!V!qNz#2Ic|VC!bvW-0X%X&)an-$0x#<)f)hJ8FV`#qA3ifS5K_t zXwAHNV3o_k8iS4~O&Jay)f*J<%Q{+OVInr?xNG!rqq%hv?mps%vC+&|0B^>Ct=?@w zGgAJbz`j+HKV3^>SkMAw#C#qZiNV<;4)PYeefPw&L~x4xmv(L$J8AZ+Osmz$-apD) z^y5i&mfI~~ZQsZ55o7eBaq96N!~21?jN4kYl!&DF0sVu%c0_y%cq1C zTkwRQ3x=|Mwoxw$=nNw`qAWo}PM3CkS_S5{=V$et*M9-*^qDgO9Y=3z4gGu*(0BWm zl(s*M!~3_lwmR4N$h76i<8&9Vuvagt9$HEVt5zm1@TiHH5|9>_Xenjh(NJG? z^%^1J8=A@a^-F#rVjTMRPx6_fODS%#QX#%mSDCQfeU2Wj`Q>vgQj!xoS*z#DSFN6T zdM*fcJ3$t51HQgxanhrGXK*CnXt>T?rch@Vy)jjL``eNx-QQpC-59`JJw)|}1T{}N zsMx4X!_rJzSoKpb85$jZ`ZOCftTCLG!Ww(~TL9B| zW%ef8**%q`vf)YsCTwkOZ2*9k6;$6j;XB;a`ndxg} zY&?cGQN~YS&=DaYyRklA7Gc680KcKo)FZ~8P3acIq@R|}Q!@c{;y25Rs&!K-wLs23 znx)QjI0=1qNXZqI){4iY60ZJucBEiU9$>L}eg=7Gq$mY8K)>5I`p z4jhGid$oUB>7O6Z%aG?h8mZ=*XO;!-J#*{D$nfy7;S*-ob=q$T7QGN3%@Q&k%Q17E zm1`8Jase8_DyhN_nzhQbk{DmPx#E+tFov1eTn^8wOHf+#?pe8V(3O4cvun#kynT+b zgn4E>!RKamnit}Y5OhQe$sYD~j}MiIuYtjPbSUNBFU*o!(iXUA*0No!#5+gtbjBNj z;W}vWjI#0lT%|3|g|AcF2Iu-+{XWgDF8cM|MNOwTHA1r2Rv#5>-bK6MaJ-50HT{~9 zuUX}2ti2_5>GuT_mw(aUyW`{SQ=DTCmwbdL?`bc&MOzt0RfX4j{4Vq7FY_^mjC?g; zMvNIh%?iMVT6#(yeKnGiYNdO6UH5+faGj^n^A($3$&}Y6!;dI|u1qn6cb8P%_)pyO zKGo?Pw89tNTYe(R&`jowy#c%>kVcl(QfF-@EDMftIh9hepO)=%g(rYIHUFr0iz|iZ z-@oFhfTLdvy`OAd!)7-mE%KU(5S7Id+gdf?so55|y>DPSZEqx-nLpR`of3SvwbJiV z&dTYA_1kJC?C)3oNh~NT>O#Nyw{$K;+4=LeXsM=$;IBQ^!@8jKUf4G~|8$Q$TX`KQ z#HJJ;OYUUTvD~>Qo8V+Zpra*w-iuAt8(inK`(}(;*6r4cu3}_U2vn&F6P;US1#i;$ zmXz7LPgM#g_b~9XiRTWO+v)5!Wuc;QhwIWnsEX!2j+ zJ@A(i&H?)NS}W~5Ke?qwl5#%yq8?y+`npprD={VEz$u`OC#RP!uyzG=eRFK1{ve+o zQ!RdS;&Tu$7&yaA$CXSF+uqffw5_rnXjkk(Zv@eZ$2jh^NI0pZPYX5l zZ3_P?LGDoHhXXj%UoP{!;k2h*YrSCgt= z&D#5;`!>1~P1Y*D^Q8LTBTGGtJb-3FUV2uk@ph0x#FWh18E7!S=V^7#>*_=1IeIS4 zMgFj~zmTjTe3CwLaI8_II2w_NMXzaEu%@U{EZg5K8l|LY*coZasFYb6LK$WJ?vK;;{@lL5KU|kM z&Uu~ldOjcHe!oBN&$i3^zP}CGwBx*xCcnK5+G~@|30pROJGX>WIMPp@%HGxzHHRX> zI+x2%4z*#kba6D6|D0ZVZpo?8&`GQwHr_~`OM+>b2)n){ zC2C4;)=@XsYH>9qF6(iqlceenQ|!Eqj0|}*E4*nlqodgT3~C~j*rJ+^ZVEg6NA_>c z<&-za8C~}8-d7SXvxYk@h#@H0G*?I?l*txFXvQI9$@Pby-EezzQx=_h3_r{MGL{|! z)BXF)*R679IhIB!?l02J|N0{N^WyW)KR&L(;WBTsJe{W^_7-WzJ7k?_@X5EK6IaSD zPm8EmvXFb3VmMi|!AXqrL9EL5D>rwnPS*Ave3?9p>1bjQT^1xHHu(LZxy#^>k70#A zeDgQGTEB5_baecN=vYKPb`kd@@y}h1XgL)(3eO<3YmNxsH zdVFl67f!gblZm=u$5IdqWH22~b$vvsc$n?@yK80uwju>*g8PuF(N(7k4)oVE;+8QQ(tYg_II99=Ansq}t__ z6h5}k<_v|^0TGajyv_5{>UQn)>X3G2G8u!ey9!4RAS~=Dxc#}KGEobK-2BZ=s|L&* zpI=zL?@MD6(lfxC%H$QNad@?;+U|lOC7`I-JruWtB-mDH^*!b?L-H@bFP1+!%ji$P zZA)IKtzF~0f!?yzX@F z80p`}l~bQAsdB;Q?oEINKT2eFKfk$s1sYK!(Ju)oA2w{*P$Y%YbSmPIE}o$A?(P~M z(xxesCcbR`2bT7u-7-oy;6$QjPd6A&8b`pY|MjYv;Qa`&2hqj59T9y>U-&xm(<+8oS zzZBv1`i-qQ=YVzOe0n!f*6vx)ED2_@91}Fm*xZ$9VDH~wg31S2jr%zV8KE>?;C(6C ziBbv%B0w`=Xk04DjX-a53JSkuC98DPk2cNAgH|7#pyu5xTbZnreD(YG&u{YoA2o@;PiEvl2~IzxeUq-tswEsU^l8*exv(AUT$E2Qsc-PkZp-sE3{) z#g7D~+${+nf-OV@7vBFAi;m9X^(7h9e?i;y{uVNk&m{29S?oZTo{BtM)RP^+np1au zD-V_dO)>;|RTZjFcL$j!r}s94Dg-V(EIuVD&v0xDnD{-_e{4HCt5cOSy9?Ic-StlH z9FAd+_sDICIB{Zm*OxE!0nFdHAQjlpob!h!A?ZBmJ3Z60Y&CHHlT;on;Rc;_mSJNt z$k1z0$yHjNvI19yqsd z>G}nds3k5Vy`lHafzYgWXQ^y?aG`p*(fQ?EVw}U5y01m`x_1Uz#y~eWw+k-q^S}j^ zLspXq5?9OfhX|FQ-rbdRVxMKX)dFKxG?S@E;ebxGrZdYd{o=&{fQ6%9o+NvL3*#>5 zvK)SXs)c6UIZWD18@R=^yf*GysU`o45BY!@P!iJ7+dZ=&njifG!!!Og1+NVV&MNbWGWHkNFA;p6yCJ z+?BCR5~-3e=FEmjO>wP`IQ#2Yc2q~LnT1;MO_Uk}j}Tv&fZlL8cnBeEEivE(?69a^ ztM2zT?!0AjeYc%HD~csl><~50P{TwI+|OH(vh)Ek__$>tBajw5mij=(38?!KiPj`- z_Q_G623sJaXXl|7=)v{*0F1MLtpu~749zsSno`qU{iZqIHy__Y!{3B7q`ezyu`;OkrO zoS@az|E(zp)hro51KpS?to>8YfuFrBoE0L4R!~f7+hf0D{jgg0Gkza1JKn(qEOTOj^;w@RAL-CZOXK>`c8k=q!mxc2O#eV^7-yhh!-PB1`; z(it`fx|Q4p7n#P}?)s?cU(b*28}6&gX-H4#`}xxR<$bgHe_@9ez5Q>s-a@1I6@*Pt zq`oLOM2)EksFJk*c^^+CNNIAU2uqP>JGs>OoqGT9h!s%pj8voA8&^Xc8(*^~#l*&X z6>r$o3mpyNk|hzcYgsg;X}$k*1@N%Bz~~}_7Rp(QmbG~TCec4Vi-afRSIf!ss@D?~ zwWt4$+699sbx$jS!f-Mvnh;MMm_f+jxLw)^(kd3;yKHyxjWQC}5KSg@G?|F8`6jYe zV<>$#YfKVss#lI@@Wlt03EHD>*v88O+`+;pF~QS#AzWQ4QY0BHECDS+kES127McA> zLtW`F_B#5I5@HUOW=I3#h$PKYj91gYNP(BivGo@NA>;1mMztk+ni5H@c8w*Fi~`u% zK#_1`nZ1k{5i5KEc~wxl0a|lVYlkPZw(H1;KY~$tjuo;#Uu>EkP;0hUEBo6~Ao`v? zUUvDu5Am1JrvdNN_Wixy%IYbg#TuwvPk4YqVTRByC)o56h z_ozfvkYVc4%y2`6D7kU!dT)K6Rm~jvmMS>TVFugNo2BN_r~$k~TJx(EEs`3)1LG#n z-186B(CUQ#q?B!r3S;>Vx6WSdQYocAPF^UmY_1Rh>f9(E)G;2-7Ta!kuqW}*lO89I zlx~(#ax~xw!bG}U$Qzf3CIjC$Fp4LuKG3BGQt}i9 z0}9e8EwoKI5U8JD8=@N@?vShS@=tPfXaUDDf#GSa*Wxe5zFspSEUa6RC? z{>^PJP)Icj2i9SnwV7qR(GI$jVQ6V^?@SXk!|~Qd_2d+!*}8IGlvFTyAdl?_eS(m@ zUBaCP?4K~ed_ql$ebHW8f7ZAv)NR=QFjQD}IW$k6s2do3xys^`Vy0JIK~Li#C#n|# z=sN3Hoel3ZN7+ml0uH|n^2;!~l^{^T;wuxFX|YDOcpa z4J3dzLEFUGAr)9HkSrHmq}bjr0Eq&WR_Y-5Qh>3)^=opvdiAQ?OBcr-K0Su$w${1y zv|O^@upx_6{AVTfxIe$vCgqPFnoi6c$>LPC$3*kC370!{)Y#I(&#HoCN&oV?q%xG? z3G|0U9X3Dk@-NUu(Y@KQVY=jk&1D{U%{m?(n}#GA#tK$)ygbvZQtj=br)E>M4hwGD z?zKez=s)AVIx16-)XaKybBBJ`=Clxe*tMU4a&)GgQejduyMM5|8qxOC>ub{yO)dZ^ zMw@LA#!A#f-_>z_6T!>+5zGIAzsSf4h-1nBp}9c&SUoieeLHgq+g)HOIyWSSUt8jD z)jT^~S>y{)T=dS)~2Cd)48tUi~H*8iWT%DA5Cx$h6}1W8Av z+M%8O2}IF9_}ysA={uu(@WaKEvs&ic_y~-fFf&LZil3jO5FaMM4d!Qw9i`nhbN?%g zw&*_8fb?A&im;*J1fqf8z^vqCFa-$($ca2 zYXk62gch_qWs2wo7f>M`Qnu{4l)_Z^RhE3U&;e{Nh1#I>fp<4)!m^xCsvcvm*5Zh$ z4d8IJWBpCD*~7ilbvhvkad|&1z&n=&+8$%RiR;^Nn)GE<4`n|f%*uk0T|NZ6`bUwN z`EzJ8&inn|GRx=3YEsRp&q>_F7p-LG046OFRQ-SA6T*da%gct%^tZNwzJYl4fV`s# zf18(gM|JWVl)~QN7(W52mgir7;AZ-)1uAgfsqlk?N1%gvo z-K%WuHli{}KVP>L92SW@h?SZHGi0aGQ?9|&< zK1EtR2yY@Bu&$+TlWvYnJCf6CE(=g2qr6BEaS2rC)qf>bwi$;-rcc!kgi^Ji zbf7VWqO;h#WdWq#Ch}OFNe;#9w%7VEVoPETymL?FjC)dpK=C?6sZe6e? zJIEvVJr}v+`@?}96Q)S%0ueS&XGMaY5+=k+%?QlCva0Ik>(|3jk`UmIR0(2B$x)^W zD~qRDfl_sIfsdALQ--SS-7mqL-=JU7>bjCjBmx*Ld@}8x$kH7($u&<7NrJ<4K{(-sdGj>L-P5sq;_si>N_=&u zdnij!aCmg!?w+=&HCYYNeRf^D^#bG=xcHK5sx@s8O0GClTM^sEzOlh{FT`oZAmoNKj{TQUBzN8#^VwHF{L6RefmC*HMM+V_^nZYxC_x zYSV^4YZtsPoZYKfT04^p0Sb%A-EG8zY|A<4(MgRThA=4<|g zjAwzOb2AO8Uj%@-XEjf8kP<@3bXiRBR7B`8O)TX9!h9Ms#Mru+`c&s+`>O>&_z+wLhb+@}yWVt#DNuF_#ei6n;wm-81*kK)zxoVbQXyvlw{>|hHL zi*_jCBSF6!BGaROJIIdw{?)3w_t zs0YB(Sq6Hr)KG_#(0KX&#t3(-ZhIQ|01$Er{N-n;Ik=gRG`ko2#4f!1_S`m=QkmVA zEj07;GTp5G=;~wjs9&_~2L&UvT%<_hpw;~#nfbVS#ei!`&P(sXk0*y3*ZI29tYc`c>gvNoz3E_)hva@cHPf^Is!=Emay1@SFiCT1| z1wSvTs_lNi@_XT!AK|_(1-&yMW_UaB=;4$Z8o?EkRSJy!j&w0ZiChA-W32`#8E0sOime=XJ2z<3s^72VG%fiJSE2@@` zMSN6PcLCx!+V_*2y<^9I-x_lm8yP5-WNb+g$dyk=>|QuSpmy#IHpE*(s5N2)NofWl z0;8UR0)zT3yhSxNBNS1mSTr@!8n)!Xnq;(b6aaa^?nwoL28Bp=eCue1ITh46SA>Ssdp4)(X?%frC zIS(SJhTHFyz5+(!WS1+gL|5dKG16iD#61dlKql1keE>)HLb<#5vB302uGKTCbwH*0 z2-DhY2gXWgCH~X3ZO-r6{{96uean^^$GF8y29;SVe>+=b;G%vdJ*iwgRMP6MGqWlz zJ>7Tpx&Cw3X$vH39oR7o7EW6H`ZoJ)P-|l6z{qfSjaSXLMOU}{n;t*r`*7>mXK*Az z?{nkIj)%+JQO>))y{G0s-0Hb2uib?-TO2V3AXwq3JF~^`y_32$(af7Ubr9CzQ4`W@VKuk#Yph|@pz5K&blyDrKc^$r!s8r3TG&GKQKctSD&|Q6+Q*sy?fPm zzPWh`gdb5-Xu`zyeW^QhOHvD-EqUDq6F74LtcJuaikWn`LC^jPP+F#)X zD+0w?wag(EP)_rYO_Xm41PD5#3v9H_~`EA;b}7LH2gfMfm_d2 zW(cI~ipTNwyhHDrONH~Q%CiP}#;ffXTgl~?iw74*C^N?VvA#?L{%J~M^_bEBjhW7q ziefnm<3)qV1PR7iI~2EBbR58Kal8x_@(Bp?zOHzoul#J?4}at>8TGk%(k7q zLaqf7D|?M$PGY3F>us4@>ArMqFsk(Ke9?9V*|K2k?ci9KDi?|hnxL8mDG=lKD7;2P zMT!33*H_CSP?TQWVZi}aHJ`L4!0?n+RFo7aT5=l}NCjqAMat_BzP@!L>X}4TOnY9( zx#qp^y~k7Wx~%I{gmFuGkNNXFFIP($P0j`Xv79_Ck#Z+>)Qey!n)lQiPRFOn@pzIJ zLNYp&hM5hVv!+JIdKCaa06QBq@8Dy|Zdd>@z$IWEPB~lj%23!ivz4*sW7^qg&UiQ= z#bNIJG$P2d3{;ILy=r7>Yd*`ElU#zq_R3D%>y8L36pMK)bXB`F1~L}E|MT(>HnpsA z%L$pAn40r@1TyB(*u#NCgVRnw|9xRRBpnlO?|OF*OwNzu=`u7IQ|_FN=CkS5l`To0 z(4Ef0{!uJh2_-HBOOU`ytrpFYQc$M#X2RvSuq$ZXuxWd-s$b7!YJlbr0Nf?Tx8>bk z+a(tsPMWdg-$jRi&P6_~`EbgQWJYnLUp0WH=t7gN^*Jp%Zu$Osgd+fLH9fyFp4beU z@0vL4aAf11or@9kPwY?&8aIBzo{{};j@3T_v0H&5#v;5cVt_Xn`mKWczCP1_{LW3c zu)21Ah&I=8X)B8wzCI9Nf5MIFQW2y4^V92SpMn^)NtFo}Kq4=j&*s?Av33ez1q&%F zAM+4=qB+iDov1Q({;VK>L8wPZbrPvUaVM>BZi`QucZTk%`WBQFSeP!=iG} zEX@*CN`j^bPyC1I0oejSQ+eF@iNbAlO-6g3uf7ql<)t)9DMUp1=@pTK&kNz(qv8JK z+N}Z;%>+fo5GocSaG_OCv>PCUE1xzM{+1xr8|&*RSi~|XgRm%1HW$kbY9UanS1d0D zYsjLy=SNk~0itpvx06b9EFResu$; znv3NQ4fkaI?0S9b_Yutx=nv;OEl%USgxn{6-I23jZstcAPL}Kie0kn#oz`($sKG*$ zg3G|(0EqKz^W1WE;|-MBm($XMOqKKn1Mo@8ac3<1vCd-vk3PYTP%^*lMnPhwp81ZCt!B!x8e zNxNofa*VZ;T^nY{dO>vFdu;nbM=%An2JY;9lZ{c7Ufgw;JlEZ@DIJ-nt$S<7DnWJ8`VVvEB4?n7q{)l6fM>-Y%yQ;B1df8BXQS&;gg>*5TkIZC=7Qhga3!s8A(Lo;b zAgx7?4`+?moaID%_q!YSFR z)?RVuE1*jvbfDnqgE7Qn!1d_-1&NzdDHwF9z)IwZIi^`&S^$#vr$tiSqP@%^mU(MQ zI2GPBXJ`Jb`4VE!ZLK!D^ZtIzC2nAVy}8t?AX;{~$0R<<>)Z3s5}^spf~joAae#G`B^P{nG+sFEz_+anw%vG1=#fwZ>95*=ENS1TD^GCP{32n zcy)mHq#>ElP{U2%aY(*!sA_k8Bd)V5Oj>n4)PSq)c0#kQZvTXT`N8jD9+qtG4_MT^ z$RGGT({J#j53~adw)6^9;(wQauvF9Yk>B znAsD}W&=@komCKDtXLm~-cyEc?IgpF1);Yb>FX5I!P(Tw(Iu{==?LjOy1 z^A7k-@u3bp@U2nJtAoR`pM%bK0XK810cU(b%)+bIDoV*QmK$?v=jXB;n9g&=`R8rA zS&92n3^DCrVlj^HsmZ6^z0zKm~)*5W#>~kj}0f zn5A>kJ=%rTxG5>j3K&l4w9<6k*Bt+9d?^xsL-`#pxp3wJP{5@K%h`O*PobNLY0%jTC*RJ^*? z9Es2lMT9~BTVGXZ?)8v1P`tVS>~2nmcB|*($=T{)vVchi03?@g^7&al>71sA39<$f zG*eM1CBr&Hl<+z{-6dSib=$)85O%^4Xp)>=0!PzMX2oMo%M&q4av|0L@u3h7Ny8R& z8tT17xDJ#64r|CKtXAjNTRzg{8Usi{UA{ESOp6_ZfQ^7! z^ag>oU=@0TH>bq;3s7fJr_j!_z-q)7TFVc%72?7Egm?e<1o#71*1}vin>q?}l=nVK zz{^Q8a0^0jEPOmRC6Um6{F9dR+!D9Zgd{nk`Eo&XgQc3B#Ou!y`h(x5A;ym-?21^Zd#Rm@}jnm)zAf=;*ieXW|g1_8ANz8wFld*#h4@`Q3#6iz=qe00T zBvA9&Q!4j^zuX#=4VPKkG1zLJh8rL*Az`s?o9QK!Gbm{$q1-`cAY)*Xu&5NYF}W;x z+jDmKYbafIt#mFq(HS^)&{4|%`eMz#X)y*p*~1W7Q6`G0@HEMgMW94BD-%1{(K z&oGH~<7C|4=j{+y?_#w@=+dQ2ubSLlX%AFr z#+zdNfxt}^`2c^H5DdBR)AIlzlU!gq7AW8e+Xr`MXviB#T>5@uiWGUoAz$%xT@#dWxas)m#Jl*g9{+K*Rf$e)W@$ZA}_pt};OSa5a3Q(4a4G z%v}{oIfcf&kPZU$r|E>j@8z_{zxS5ju(|7kG?_Nbe|RrRLdh(FI+HpWzWSh+UyHX0 zr25s3{KXL03tzhAjY2OtX?>ojbJv?&HBgw9pjS7~W3fNI?3{v-rcECwQib=&>LckQmlHZc+K1XDBVm3iW-Fn=#w#~Ar5_D z;Zfgy_rM}a0P%!WDI$nRE>e=4#~YClYT`(ulFJS+mIT53R9Gt}wzI&rTiaJk&4HiG zZs-8d)ro`xo1?9Zks2&FLcdVfw5Il!tqyvLB3z*IysLV7|4%Cc_R$dVbO4Z35~;rT z9~+OZ?vabLvk-zY%b7NwwY5Qe#fA*aOL2fh_71hjT3y??5L?XT-#0gjY0n@rg9HBx zdEl?;-{;~b(4EXxQ7O^P027jsoHVrfUys7^yC3vSxU+M24LOWJ@J_Amv5C`MP^HzU zqYb9Ggu>SyK^b3Aa9(RX9H zcR&c-4n>+m(4(K9YqBBA7Ikz2V2X@y|6yqQj<&dJ9q7bEPhHDF_ieIvZB*D4rN`pH zmuC6?v{*ipxfpT=?xDjKi}!tdaXhK3&Utir=+({b3A^6i@A=tw`QAvs&1WwcTTANm zsrhj{{mlf|{;BSUOksZia^dBfOH@}bjYeJNS>t=q>fz!2sO;CE{EA<7M6-b-85n8s z$hgJ4`=L2#1m*ejY0f+i@9?_K-H6x8H(J2&r2^J}0Gki%Ya7E~y~?l}>PsFowXl#t zjf%wN^sVs@x{?rVbEtsy5e+h|m7jt0*o-m{?as$JI-l8EP3YxqzGASP(`a3Sp&*nn zBXb4QNMi(?SPv7Gd7sl0jAw4aSSAMAFWkNz6B2zs1t`k(u@*0ue7rSY5S{I(gLMsI z1zsALlMgJXu^{>RmfS(h4+*Hwn-Kepq@plQle2^}1{M3r8ZAv?%7Q)*jaPrj2MC47 zQCeuHZi9LQA6XRmMTKF2qL8?d2zV($A;c3oi(&^aksyCC(W7vnR~Vd!d`N$YCmQ3J z%v=~W*omZ9(eU^6LdNE*Lpb+0suHu~f zuiH?IS}0Hfw8{Ie=QA^&vLs}VQYL2QNh?jQ9D;E*w#Cyr#N2@XZ!3Pho&1tU`U~&v zS%i9O0uzOGs_U)R&oA!GKYd!Z6soATt-doLfuHuha9|wg<>-|Ir1Ouud%A@h^ly!K zT>*4mHu~jo)jC5D%{+jGNP~ZY@Nnug15g8Gc@|%$TYmP>9a0q#?rv#m`Gf)s3CU1- z$en|ShI&WsntDXY47ZNT_}jaifzMFIhTiudra*vavQMuNfb*HR9`sJib$@GZ9~&QEm&ixb}#TwKo{XSZZ(M79G9vK-=e-<$$1&Ez_uWfQ-(_GsICb>WXUF! ze@fB7eE_zGp-#&L3rpo1w)H*8he@&mO{P<2oEqJIdHoZ6UT@gcgY~>;xTkb{)Wlhb zj=nVSu7c386v^cYBzq(kE+&-*3KpkHe734w^?)kQ*C47<=elNXc_hwnxzXw4ljB6D zTi@D|R6N=C@~(GD?oIuI$W_H(<5l+}+hp3+>UGuKSj#S-K&A@d_^@N}(VfA_bKI{l zn(Hr_Ncd%z?!w+V2>~PIHM{q~yM^*KRZA`|YfnI?AADMSC=x;`8sh20uoVRh%P0>n z>mnipIeH*!CDXhdA|gJnQljEqL^zR<8F}Fo-c#$p-86j0lCl$1l%3^*7G$7M=>kZlzb=o`))22Ka7(H^^ElU;9CiG_M&vQL&3fNp0CbZ&EerMi+u z&r=~0J3i!&wNX`QWJA-qWiGi{;ZsCNB}RS>2bz7&JE{`aAVhzHBo{3W*$-aW@o@Vf z64jRc0}FkBCq9NwpnRJDp#D|y4ISi@+9sPyB_j0gz z%rv}YvgPXTP0?t))^E)Yu~v$f57JeNzKHs8$+e9+y*X!oetvfnt2@P1PSJ`{)covk zjHN|HpDYh~2{&GSK@M9qX3+1yAUihH&uc#rl6j2?#dcd&OU9tNBTD-MB7}WW@W)uS zxXEWCyjQSOn3NJ6@Y~#Cj02<77`}`EUNE1=+o^vkn2oR%NUwyaIYM#0&=A8e)IntO zBD;YWp1~FbhQIlL{R(nIk&aUKCEYv{z(Z*pMVd#~gbF$o zpo3M8i`n1GGX%Hk!xuwKktptCO+Xi6c1Z9i_ed5+#9kLQMs?0Y->|Q zev>1=k7V0Foglezb0x_rugAK0;ZZNqNcsI~YF39rl4fy~6evy}@jsjljO^F9tAL@m z6#8NDQ!W1dqW;k26A8N>M1iePb1GwWy>2>=GAUt6@~w`lrOlKth+(0Ik!IpUNs@v) zfpYZ>iY{TYK}D_Aiulcw2_#4_8mmI)LswKJm8I*lcs?^^+s$CIXd`*MhDT#eo>xZ{ z%Q;5TTRnaX#kR{jBg*gsl)_Y|!~17mQ9%;QD9h1=Rdn`&qAG%}?-9sXL`YPHD1L+E zq!fVjU*beSSSl#LsQt6+<}3$+sWRWpAb$e0a|Ss8nk^uGz`f&eM>CKelTrR!pf4fh zP9cvOer9mWLc`2TRF0te)4^~>nwiylq6F|@NKwjcg{iR284zWohv zF)VET^Q2A~nO57!Za?r5x=@-?Dt7|9q-kOr{0+;8%0g!X*FX zw!vzH6@4wp!^A{${hfa|0HK)e`*R#JhrTGa4g0%ZU1F}VfB(SS2MOzIo~tjyn*p0G z1SkOR0pGsu?7_$RqO&sD!qO7mhYnOkv(m4aC}Loa8>imxjt|+_|B)MyQ)oZZk9v(tUI!50Cm``ncjmU(B|n64}UEHcUcPpTFLyp zse3^fDxUSbFW(2W%b3i{`uXjk8wQjan{T^`9O-^{^wnC`nu`cPWaV9%@MqqJd7Jb^ z+sXVM6`dh41Hv$H0~Fb!D5`WzBV^gW$Vo8c2t}0++Geh60?Z0Y0g5)o8)6S2f+aqX z_}8a{1R-}dxNbcMr3FhcLoO?9bR_BLiZ7h(23_qLYzB`yH=8E|ko@ysp2;9y*F=zC z(|A~)7`s6mtS&^$gL5nybA!{61qy6=_51%--a59ZzvoV;vV_9wK?THTZFHa%3#g0& z1Hp?@V;o+I&YgR?s8&xfb80OEErH`4esxBWN2IY3sudL9LI?Zh#M*^RS#B5sNz0zDsRg+CJJ}B=d?fdcr-PN9ALEzahp712~gZ- zp?G52?CQMn)%HzHXm>vbD>R~IeG()@gN~|(mKglL3K+`q{sDXBp0`H^wiCpyYiFam zYu-h6Y6;vl)OBe3GqK+PnkN-a8ydZG8Z{xq1yO|#6^ zg3l;9sTqSGi(re*38=3eUMd57IXR?-w94ENYknGU5Ufw%R+Q$HD~hTD!!zOrlrEwC z05agx^JRB$UBYfp;Ptft|0{jre1h47%6L_E=L&K97E!ev2_O#_Op4JjZ*E;4J%7Xk z!9jAtR$~hb5&aWWK7xBjd92bJTR5ypz2hD55eN{owMPdX)6IO(Vv0Ntd+Nt$*ZFZe z{@Szs2IXOYL+QK~3xJtWWx4Cq^NUkvkM2YS#xO$V2RKB#e0=goYO%`{YNq_xgrVTmEeeL8PSR076nKeCI$K5Gf*R^L{*;+;G!~ zhwfJ|&(}dCDYxOO_{$tubBvErBP=!g<(gLa@M;(Om*1{*{e4W9JT$I~`^6+iJK3emd;j;9{M-CTemyAoG!^CRzb+3oqRBk?_No+F zn*T(nQGvUoS95+94fP$R5p+=YrR4txgcNGd%qonok96n9o;cE7)#_LZ9?CXzZ>th3Am}JZbG>pxE5-*L8h^U~)J|QRy5@9A ziz?erA;dZ?ior*pIg?PGO<5=&^53g0A{s60XH)`9z-y#>ZB%2MzEt`8Z+`~yOIELj= zDHc;K#g zVlH;_Dld8>W2OX+e}Qc==q|xR4|vEa$X_Cf zYPTaS1L7Rc+j~)_O2=5jD>J7eVqNt8lMBS!VI}aBA~q7Nwh|3KB_8foCf!4D7-;PC zt4?>~&6YkZtR5as`}%sGt^%s(&wf3gg6 zvc#`1Z%zY{Py={?L6voR#JUq<_zI^p=oaSu5s{7J7bVTYdW)j8p!z^DI7oWtDozjv! zfTN|L|0hQ}^h}H0U$CeosL;fG|A(Z5X9<7WGt|B*b8PemCTz4xuk-NmFNXwXy6dU1!wBQT4&8J9d~2EwJxk7jb-(n=H0&DD{a_4w(-I6i|6R_LRDH}Jqyt}`D z<=8Ow9|rT-q7agS^|G#6ky3Vc%9G#5`7Q&kA5i}J*BF79k6(MxMICh?EDsU z|E=pFq{^&<MmR+2V2u>^zdj8qu zM?k12()dNs_6jF;=6?)6szNx%m8@Ly?<>3a4>nPX%0S3JF-6VjW?|0+Kb+06KBuG~ zYK2JL{^xggZaN>o{5XvqZ`<=&06>9eTVzq>{97NcUc2egJz*+To`2lx-F9Odq6B)K zGSqh`oE*ZaMJD2`NU9-!uY&f_Cr26xfuPeU55yyS?_yv{-hXZ={`~$fAw0pvtv*wp z$_~tc8j0>M9MPo7U5VnjIkUy|%6buO_gMcq08a*=1N9dr!G6sIu=sc#cFZHCCC**e z=mt%=aVWd?VxErVx@z`MSVSS65SBFw6VZySnoupfPxx-Lb|4A{0xb2)va`~HX6a}} zka<`P%P;fGcYtW>2lSpAO?7Kblg3OOD8+d!_7jlj=1}61JQIG@7tvcV_@G%Y@tgP+ z>XAP`;24y-{nrfgCRJSf9^F^$(2u7&F99R;@817Uj_u))cK>bFt0&$`N43z?TKW<& z%TH`$oFa9M;3*;%Ybp5v&qL2mTAG%w*D$hM7Lum9Yg-M<^vZbG(L~tjLB9eZe8FLy z*^%s{e(>GU5hQBdSxdnSg0*FEF`V-QSSMsQt`HZx2|{-pBcK;t2zr?UI`tQ~NHvE4 z``<8LEeC09;R#?VgUivb6v}`HkmX76xb>3A5WGY)kETDVDX9T#F}xTZ2WxaAB0F_F z)PFb6;ia%%wJa7NQPe&PR&r=xs0SiE3$i{uW^KBz&q6#qt^3>KUJ%C4(&~q6V!^~$rz8O@B zAG43nt~ZTH;}EN76fu(^Lz>(pfo%e$?1cBWUp3Fzp09arXdwO@IeLzA1sfw3=J4Z%fixjVX;h$62c2|^Hj?(bTND5+?rWX3YH zx_@95cjwK#6AQa`tuB#js&|1DYNr1%uRt#Fz12aEH*h4m{qO#N<|H2ym6>0W2d;ul z!N}8zsQg->(f7K+K{$t#;#uqSJ!fbDzWp)&VLY*SQ;4$9sMQ$u~Ay!WF$rd*Ig9pXw-^e zHPR)sqP*KaM$x?Pi>*t%M}EC=$M(0iyBb_W^RKF*P8@k5D?{rnE0+DKFvBx$u*wT( zL7W-3P<>nvF%fUHkI=|lNtid6UL;&bbCE}vM&s?B&jLJzTP{s^{edowJp1;-<6jN5 z22J~r_Z1>F%wc5-wjUXYU7x?vN)3eM{bOj@qn`6hu ztBokalicPyoY5fC;hs`yug?F@AHu78YF3@50?EC?iDpfZFvG!3$@jfK(yaz8`P|ao z)d!lsL1BR23Pwn8L>Tz6b-D}2gh4jLxSb~Zcy4ECIx)2AzVYUcVzNdKZJ(XvH*y$L z#ntGf9;Kt}FgS&sW(k5H(kEGAtvCXU@2HOF znR>rOpvhjHLbs;=Eqb?ADPK}ZMjeT{d%ctU!w?lZWDnl3O;r6?LIKsplUM!H`` zMMX3~YM3I0f_^0q0@EbGc=beC1K{l>x3k%mrzqV-wKCdG%N;w)2YXsSKffpo^BPvg zxTuQTfv8fgQe758-bUlNkoTl!KOk$4Jx~tAKNQMq2bLHkR|}`HNR1SU4PW21d%`qn zzEEo+C(2PoL`R_0LFd$Bdpv_V+Jm3+;UCYCK9G3E_QR?@1zImkTqKqnIAtv~{JbGu zSG0K}wOmM00r;{0bnF%G-1S{YuKCuRaKT*0IL8OYLSE%4k5}<&{U!a zM|i+F5l>3K@#27!XnIMVI~Q58U~PvgM_tliBx)#eAxgf-un#0pG4heXr%n?J6oLR! zM{1bmeQw_E1etc_VRubR7^(#t$Iv}R&CSGy^sIS!%&qo;z!?dda`EYJK6us2*@Jf_ zPLZZNJA&t>SD;^U1J47(Yr(|XZ=+~*1jd-_p8_&(Apw`V;14DfnC;t6M;FssBDBk)->HB^Cz?#>7rRzFVQMGQ@AqdX(ooT@K}kwS!r^9^S*hnL zXI5bsQcF<&cB#`M^v!VU$8i|E5p;;KT?$9e0pl`-a~+(2;vsxVKs}iQYSa@ajsQ(Z zlHalg1Wo0+#R+8X18fH9A^8MwQ)Y-ypKb-x7XCNmM@J44UE;Fv+)Egr)%o5(3)hYq zenj5sqI5g%3AHLKD`Sex8>Sc4w2k+omG*+IBv!zSSM}*$m!CojIw$LjXb_9JK@_Ry zP4-lN4s-+)@2rZHUhLx8QB(5)QT({v6hRst%=96ae-vo1b-_SGhQV5;><(3J0XyG_FQL* zBk;?hxvbTT93vJ_(y$7RjU&A($jQ(G)i=;^}!viwN0N#wLH5wHEo9zyN@NR?wfFrA-=X=E>R* zhU${<;r^A8UKeIJ49D}^R8D#b@-ge{JMK5{sJZiI^lV`Audl_Z!HO2Qp1;`CQ`+}q z_H3*dR#b-R{73^i`>*v`+j^d9KR{9Gv`%Ma-}i^E45-aI-u9{LiZ*dxMgnqF+w(z| zMq6;1JC2O(S9#dRgg1-{+d>ViL!7;t=zQ(j7!On_92>bo=HS=i-9|{jblbRU$k_Br z-Ss!IknKEikx1Mx;bRA;iaJhkagro!{Gj?{ah&GS-h(bhl~K??>e3eN@L-@3_)gbV=B_^?<>SO*vw|p0(Hv<4 zcGN(sfNoi%YbHAZe{n0r;a22;X8e}u5?gVKaFjYckZEvh|1Y)R(Ot*_l$vPj<2A*9 ze~Dh(A3RbBKY;`H87Y7baHcQVjS$&#vdmhfnLAD<5V41QMTPn(q%a37@XtIKm#Csx zq>M>;Qp#+$XGrSB$MzB9#b2J6FfTJf=t9&EFWWW$6}J?Gd0dU={WUKy;roM6jt=rQ z>9WMsl21L+tc7dk=+A1KDPSa!bb(VEdCGtM{pD6?%UYF-v8O220o4Ym?5S}JWuF5JIurAw5)#T z(-jJ%+T?x=W&lL(F*rhi|3C>yfDyfkzMJ_7P~~kQV#|7iQ{C$A=1W%kA79wDdv%$j zE{nzZXYI1kR}2PBo)nGwn84-*1HeqbNMnmpPT_SP5W`bWA$bE;hd>o7QQ>U{s*e|@ zp;C%_S*giw&__NEg}Z4ySsgh4^-gX5j1G~(ec8%qBPS<-rK20t4i{_M?(O8M5dnsI zjL4sFcU4h)u!88)G-;`7Z&QM7~wW@0!ifgA6K2ug2%^J55Fc`0gv(i=Fo=5sk^Jco{DjM3N$XBwN|AbqZgu*3V|>~)Y9|Rd*Az(+cbCK4MQk68c+^^&6!0YEvg360Q?Wo=7VJc6gH;R zhC&a7ZaP{k`-=$KW*Kx+;{|22h$DYOWz-tkr!D(-(9wSU#{I` zlJZ6d3f+PfE;&!fcGf7cMSpMe6L_=jj>Vz^{GG*|WVLPp)-q zE?5Prf*KCFHs73oU}`eJdC;ORr1;#My6Vu!;?Jb={Bv@u^XYdov;=2p42qC>X>VHy zoy0~1BX~~`{=u``{aiL;n)+$&-*aik4ARmSH1Ce=S*l4D6^$(9dUs`9CQ(?HRT@8h zYF1->31=N}UMC9lb$T7{eox0_F+jP7k@{&kR=1#q}B2!euP zEM-OZr7Y}tUf{=Z8L*l`a{$YJ78U;J3U z=uF0loPUjElaLLgP(K^W$Ubeg3-)hC>AY`v zLS%pPo_wS!K-Dq*?NzWznx*(RY?66xmgax2yPub5@J^LDR!O{zGH&U1xEfrTJ=H*6 z1QTL%AzEIYs1tOJw0ju{rcR{Y`!0281yPeS6-$W=e1EvrjDR5W+i__r3L$aM@l%rU zaLrp^MA|13@j~*iU!sW*IoBIVIovZH-9X7g&P^Ut89=%6$_^?dhp>cE`RP2*t@`O^`+f`a2! zK_JRBABn+>EaWtr7k=>yg?$dLLqX`W2)udq{nOyS?nLHM(1(S2Xxj`Z(_VU}GfGy8 zq={vb$ZRSdvV_6K8L4Y@);&F8gG0KQfEe^UK%>zCZ!}t;h!o~TLLf|jQDCBUkH{;B z?ieI%dZ&IuOt>TJ-;lZi;zy0dms3~apK&PKFFAf@ydZ< zFbBE|^5P@LN3)ZB)JTz$3mXy}n%DRJvja{%r2eI&8b|;`R#is%-_{wn8@beY$FJ(I zKemm@l9yg2mtq(uH(rgqchQ8jAe!#OkkLt;UkrLW?=*m|te-V&Bl$J&zW1EpxqXi| zch3wq>ub#VnAS7LZ+Su!kcFFWg*j2EsxZ|m#D**n>9821FQ0K71mVipNZm*;NOm@u zGwN^LsfuD%2!1?tWCEL2|7c*_@#@8tyNGP#eUc5jaDL z2JW;l8)!0FfUd%j?<*tCvzfZ0L!llSW^$(jc2}qP+ex{e-#ft=OW+hLQ@#|8cVHLS(56ckg~j^$kHOR9Z`fVH8Y9u zYb1u25gm%sX&FkiI1-{MOtO@drDEo7X3|TP$jmg898;LY|9jn!-v9FX{9o_Pl=GbD zx$o=xUf*lEuls&7ooOc}9O1v#$64#q$u*%jut|yb4Pe(=1KwiRh+Q}(&J+<4F<(Md z?7LLO_Co2h%U~ReW2ko(rN_iS&|S0<>(V&HCz>{7qMI12jY*N{;vt6m^W?)+jmNYz z8l4=9T6-tstj*`)dbbvx!4e0x?!@0&g4h4r(bCTh4`1Iy$eK|Y2d5s#%J%UGatQbu z=p?i~By1}2;%q9sa|!)p7FgVnlhN>Sh(m*eUeNQ}$#b7yyU{#R4~y6VcQ5th-BEZM z;Y9LmI60TzIvp4HSoq$Jrd$F+0V2{4+l&RTKvsD(R+vA`lyr;knQ82}F zRIWp={E}X7O-BbJH}1jSj9_{NF6{|Gp-x4Hwr4wg(7VgOIV3-Ty#Tvk_Jv(QNrBc| zDNwf>Y+sI7-r2{*%*VdXfZu-96--^1YqQK#=9j07NNETd^iy&E;OQx{3Y2uV;q5e@ z1;5e@O8c?pAVXt?bOs%Hd~DVGg{!ufo%;8QIe6>cm-J?MGV1E7aUz^N*l++b>iO(Z zEi4jU_9>gSaLJM$)EMDsS84tH!}QaB@fu%lS&yErR~|&%vD%d_bciPyC;tsL1inIB zH(J8zU=Q?$;oRSvCbLC|E_Y2j=l^S{OR_db+C__E=?;f+r)8%h3xz-JTW4zgrx3 zXU_znFr=%lQ4o!l?6)cYBL}fulSoGrqp20q@e+D}AuUm%l!2|u~VfU4aU+$Fbbh9VFC8`h%`ys%+8n4wYf(ZMf74hL;ezo$MyH*5I@^l&L?I zeI-Ew^u8*NP|S0%_b`Ie!l9NVsvBsFJH~+ySV`S z41y68;2eVX)6_7idouIl_`ER)? zt=N8w6^DtE3cco)V_MX1$vk;i&98;DvFt;c)qddP2x{K6Jd>-XqB~{%B~i>WM;&^t z5-pg~3F!DAt=?Don&2G@IO`5+42o*%w3mS__v1fDAAa|4rupa_gTvErXZ!pAavIwc zm(lqYI6wljuSXSO;q}!AQOTe)i_uijgeEi%d+%B>N0=cz2lVv3maq4MleRX8P+>1E#40Xk; z$;E0x-J{#==;Z?9R`2zQgz1p*um2OX_Ii39-VsZuY;Q($^eyBFI^WTjj5S9GFQ7s_ zTdj8ry=t0XDyqJhG6deaud#sO^irUD#}^4dqsoS0HQPG5TZ zGaceR);?`7vRqdgI%N4 zx4xv8!r-Qtz7+1l>HJtAX0!QyLDxo%HWBQfd3}^00RGWMoGAt&4`w;H?9% zpM0|hEnwc#7w$+)Z0W2|`&WpyQ5=~^{o_a!C*WnQfHb}SHt4+81_V^S=c1OPscCYO zbq#HfT)j(~`o6zSr!H)C5gx)BeQ&c}Rz5<(qM;t=8B>b{Eu~lZPLR=_oj=Fc_H_-Q1vC_9?|A?4w0Gr@Gi4SOQP3gh0JI*?8MHx2g{4h1I=*r4 z%6;^{US!peo}wCtw%-N{63KwEM&S2N$PD!H%#%Hi_tQ1diBec{;TE1wvZ-Y7?foq{IP^7EPlRHf>FxxoDy3ayWDcKThMHT8fF0b3R_XE;ud-dav|HQG^( z{Ab_aFSX+Ls-X+O3XQv2*p*8g>kyUFW`ES`^p3FCz~bCgI?Bc*JJ89kDB0=D!tdzx zj2~{kMulEs^|vZW0`P_nq=BKn)dx_0SvEAPyF9ct9p3dZHZX#?AXMtcq*sZd#|(YY z<$s;>*?c=}$&^qPS9f>&XG?BfK=anmMVpggj99$W0hKl_UaXUBKXHBc;s>-_(fs3^ z?X(7YdNbbid~{AQ6FYJ`yO{~IN{%iGoo9zL>wbBnM%`NdIKg(_5d;p$X*~+v ze6|oGg_Zc}?0@j}AexXMyT`2MOMq0$-Gi zIITNqzOJlvxB;Ohj_}=qdZF*0Up##~dKI)1_3<`&oJy{M74&~i{_KBLOv3RJyhk54 zbWopru2;o{y*(}(ZW&CwVj2D%P=PYlX*@hkNr%`S)rGs|pv{g95adc?J8^!%m)?7m-r)zI@vs!R7J(kmyH zl!@26op^aIs(CxI=d7PT^wNt^*ydv! z7KJ=TftBcxbx?#$vlyJ`9-!$HtRI2s*%&Wk=%`K1Tn@ zoY2kL^g<7TyHmsblc#>hZZO>=K=D9xTVEtHnvBI8X=4Sw5uPP$SA;`)lUl0ZvbIr^ zR~iF#-qbmCAYZSlgX-NkR3Fjng0>%Zr`9zJnVZe9qxtzC1!G6C#{|7kdBOI)8!^GS=wi3J9G|oo69L+fN`COsCj2;uWE%iu1Ve8bJ z_v3_S9Dr1dwyb8fXeS{hWT&uJ_U~Ke{lm8{4k#<R zR}f0xj3wNVysW0Hzhq-28r$p4*Uh87K=6Unu(a`X2dxSXcKX|bL(Z=H7(?f;;LQ$i z8^mjW^ZS|)6S=RdD@&#MV=Lc#CsRGoH~O1|WiU&)k0rNSPZSjWAf$uBW!fxyjJ}i zn4)R=>IZs(le77=I(j(}HYcpvV>f1;N(Vin>tO&n@Q-oT+tI46xW4X8UU|7Z3NgWG zEDJ?BZ#K1x(AyXA;)xS2z0hkc9krUd1rcrahi83=3QDka^ts@q*9jAy1CP8MXKu@+ zWi{-HSdf~qUF+E~>jQJd9)^2t?q5!+PDrc5J}Qr8iWEE z4wng{6E{O!U7KI&A6d66Idqfz>~#ajZ}(LsJx+)>ke#7&AX$-KibSn<)B}9<-&>IV zM*VqX@VuZ5Tz>`2#?JHClZU+rtEN`Nv90<+)3986e~RofP4l8WwAulU;C*EGiZMj?Zeji zF9FY{O30^m;*s>H+oQ0mf)*r-=h4S1$AWJzXs5+!^wOZ2>1(hu_?d!wHyob~P6KB% zUgJ0|&Ky9fG4hpBB>lSo&r!$FwPxeGa+8q`agJ?)(@CpU^ik(2i7l`Z^D>q;ec*3 z>cg@TiXe=HK6+&|jZE6Fph>t7C@c zsVPn~yt0;h>gA{ZkOrC$jG`*XCZAo2=K}E-d9*FiDhzmMq0IfmID5HW^2c{`zm2Kt z+woW9{(Ox!DzRVfaCKg}G2L}e@QQ|+qKOV?=I&2-8eXg)p`_zE?d~5F1tZB~_nuaV z+?CHK#7(&3E`B&;!KH~CrhFwiGR172**uRi#oBF(M|b>jwtwWWckSxMQsmnIp?d5?++*`^W`*zlIBDcn_^3f~W$%Uv#qKTIBhlJjnbpIYF~5A1 zkTH0t?;Cn;gzxs5dXa_u69&S^rlVan!9g$=$(0)lrfZ{40+SC-&{nOe-mX?;=QV$55Uj6;| z$)25KDb@8ZBXursCH_){_c*G@H0~F#Z+O^~En6*JTz%K4^B>d;9$Q!*cTQ}QHb+-w z3|9889O-r$)$e?_wNr8>u(>fS!$jWt<74Yb)uT`Pdesv8)rMXCKa`1$o5iUn;#P4e zzbMCE{mD9&9M^pO9B7mdz07`DpDIklKRyr6 z-|hRtBm1A(or9h6%GHCh)%EC8cvRs3@vG6_69zj6f~?;MWo2buA3mTxG;vf?J!CyR zoIMs()f-!ta>rumXu>4952jO4CMvYAZ)IxwWpBcg|Ka^^k{w@%o`>ogcTxzw=5ESr2Dezd%K1 zM{|K7>->ER+;K=s&0xaV;J^z1ffZu$pZQ`#{)1v1w?0tV`A?zPkmvumgMXd!=yPSM zsr7*ApPq(|8ZT2F6Pw)KN(6CTvy}Vqo5wGqI-#ZI@r3s+qdVgNUYl^zS)zW(A;cx* zqI-W$h}Y1MD1Ret;{yf-QS zx1_!GpLf(cyvjloT<=~~QHMS%k4~fwILaSCxJb{o#2uzR5|#_*r!+0Qf1#@}&$=GD z?1S5#AH%Bt+|bwaQhUsz@1NeW#l9(m@`x5{Jb z%5l#p#Yr==*?TGiQzyH4aF z3aY~NaZ(6;#A==h}S;U525 zclZ8Am-wu~s=+%{j*r6!3-CX2O?SZVcYk;;AN?(DG1}ZPqiMoXMK04|A#H=fyQUlcL)Th5Hfv?yJsFZ zsd(swm-K*g-2URx&%*=qUC%~IqpSy`Mt%+ds7jkFX)g{89gt;cH?Ms0uJW&4;V=6} zpH*_fNydOT{{cMuqqLERw72K|M?$JTwpE`S9MP_Rxa@v_OV11I56i>9dF?Y? zw_sJRDYD+*e_up-f9LyMo%cTiZSc#5;~YcvIFXNVIdDw8Ae zf7cR>m48ZTBA=q*L?w+?{YPAOBU0~&Rj*mPgl6o2e7|DNV2b_@xp11MZ3zAHu58={pLdAWT-_DBcuvI4%C~v79c1U@QGc zB>oQ_y0%0X77Q?^itQVA54b*i;X_Ne{Qc{*axdJK6|G+`C(lc1%3XHEME;?N;O}qm z&`mmrj&?rB+Vyki@O`tWxyKwkcXpJcUC7wmz|ADxasiLua^4R)=wii7wjpkoX%PmN z7a`NgYk@yms2lS5Q5#R0$U_@`5V}Fh|NP4>U%bC|S+6J1r+)apyU8qd_ELgBJhHo} zuLo<5D@f^lek^!5;UUT*X-y$rHWzF|HvTyDcb@elqmTbK>fhr(xTg}S>YDjV-IhGw zjw{{4XJw}gemfb22MWyiny|L0jrZ06{HA-J_KSPkqsDX!7Tq{}-{VX=@I>sY+iY*h zSIhT?7Ockxtb4IT?sfjq)9jC%!69ScnaIz1qV8^z9+Fz?UgDLLTS|c2yb9fT=s`_; zd)4cX@X4Jwd)mbo>AmE|sB%GjI4fVR7>ocX1YD=f-J#O2z`}h9OSk+ zGSXPw(0F2jAumN@6R_KO^GtyvKOoZB_37u9mM>m8E6G35x0hWtRI9wKxBF;#+`LSS z^Z~ht29sh?fExZedlaRl=MxqA0OJky1z8&QS%E5tELUH)?Fn$tSzrhO$h+63&)0>W zt54E2{Mu1sb6-7_e_x%^AKt6^AnPqi{}~O|wn2|Aym;n#h<7EnkmvaMCS4-+w zy*Hs(dA#{Y)BjsXJJruG2d36a(SP{%>Dn=C9JUyRGY*G@#X|~y!%be1k&$ek8fn3*mT9V2RkU_jc&rawlyCSHvP4!L=0<#)YbeYxiI#8*O*nW zvQkaF`GPQ!Mf#!rQ(jKvzlWXkM3xJJ6k$9BWD|L>qLJxlyg8E(nMUaN!~FitH{@-Q zL>cfbz2z4e&Ve-*np>*3CzqeH+R=O@=z4>!{DuRz68DL-L>3OU!Rx;%SO7pa=uokYd{q5BS_rcuW^si|G&Xe;@MO)RgC_ooGi^!5Y1PT#ZbD8WIe>k4_qS)4+vfxr z=eK5AxGq|#eyI8q@C|xhC&`Um38Ff;EwZo{bZxmQM`|koBt|?{Cr1VW1g8~54+P>$ zUyhSO_K!f}>k^wB@L3`zes6Psj7-!)d4)trhl8sf&H=kJihg1R5jmAskBSUWjH6W` z)+%ttU-Kz0fCW|a_`FO^6@CZA z_rNo;X<2V@YVCF)*fG&jvgWdFNPc;$qr`!^A-);k2zSQ_F55bU^daCikq3>7E_dnS zHo_F#c=&-lbeT)8t)4G{|4&b`AqY?v_kzU<;a+%<)lDcu zlWAOye5UI-5QGmNT0VsvGMm$)fkCI5lxGM8`aAegI?2L?A~f6>H^lq}@1bh=%wwLR ze8^%YPhHE&jNB}2Fv57RiKp1tMY1NOI1ua)AhwIY#lt~GbOU~dE8=Sppc^A=D+F2t z-N3ue9yz&g+YTulCV^(1Ez$RP%_&{qEEcHm0OG{rN&(;I)OUg}4CiOcT5dbum|OC& zQB52QF!Flcz{VD7O)-4(|K{5PjB|WKCo=>v1e`0mdZB{I;W8eEhr?E3HIN3rL)uom z8hFt?!ihd5L&kTZl;S{_%eG*j#IrTezb+tar0@bjNo+a~#et8Y5=@$D^9ruSwLNzq zZ`YHRn=^INq6Tky_ib62f|Wmg4eW(`dgMsm^BDrcR*dUP-~?SQuee8C#AAb?!lrj{ z#cnYruzXKaB#nHf$Qd}ncmiE;3wMMQGen=`SDeM-6Npd%WSa4Lr)di1$-ot&A}$K@ zz%$BIo2~@9orOh}0zqz11vNHu1}Q?ij2jct4W4AVfM5SA3u=lb@_N98cPyXaUp|9x zy!n+Z$D~T&_Xh$k4*=*XV3>&!;{SxQJ3@-+2arUGp<zmc_H5CoFuDdoBl=!W6tw-%H)*zix7A{aXG&=UH<)li3fi5twf@@Jvx zip|UUj%Ivgi!&@@b_#(knFuIW1Y(M9frg&pOfAK*G6izoh!rv1dAJC(gxt+2{^KEh zaE-|)ut5vpQ4_cvK0;1diI^dfLm@dd=&Pb?D!W|>`LSia_70c3&NxcWo{h>ag>nHMXpjvF5P-ah!4S%l z+`t(`2?!2plxuo6x|ZZ2I%Vo`FJY8H)&b3dH3kHr0?d(Y4;SpKz>DN~R zFVfcufp7G|H}p-00YneB4n5w9!ln`eHv7S#6-3VcYG4LNrsGdaL3m64GL|_d1{Yk0 zKvCicNQ7Da*7>Oyz(n-g4Rbx_`DcD*D~toYLDD0gsS+GKO7cq0iC#;9N6c{pTuELo zS&Y-m0M`T{cEH7GN(FvD*0}tXz|Bf&- zBx^l5Vy0rMX$GWD!37bdTTH&EFD&e-Sdg`rjYG`nnPnLGeT*)yQzP6_mf=o65l&EJ ziX(smfgL5U0apY3zQ>j1sgT6XU{HmGad`{iEsHww{kn*#h1rZ7&VL<$&7F-MPUXegRAWFx{C(CwW_ z$rz266AEq*i#i57!hH!HP;le|vND>hGn}LuZUB4q{xsA(p9Zm%JYQB`U@?MI@Ja^} zOAzq_l0YpFSVrVr3`Rku=?1_T2*ji=Vl^nmPr`-t73YN%+G0+47>!PH{=R!D?55Hi zR!x$JbOwm@qJk3#oVRf-3ZNNb*o-AF2L@>=J{9Pz z?@&B}NQ@<#F)$n&Cxs2ncSAPJJYnlsK@}pJd16xvq-5G_AHrA-@}-2AfJt{AXO);$ z?62mzwmr*O%)zV(0$?V=92L!t2#U1z*QT6E5b^^|h{*{U!bkrd38k(*_aASMJKqqR zTdIhxoo`~HYLf0#NVlhZTw(WrN8hLKg)n`A8xU4x5a}QcAf@v8h|r=6(I#UEb=_Ud)OzkMsjxe&qewbIY9VZ%=C@|4{<1PfjhTv1fhZGm;-{@ zl2;CdXqc@)HsD@zzw|L-8hvjBdX5R~% zB06P?Q6);Gp@64hVHDIRJVgOyGkF3EI*O1j2oWF%$=N=YMFEk5*&c%pjpv05PW*uD z#6M72EXfQ0mGPEYhPNV|)&sIqxLwS~2zS&%sPeSZqn8^qw*f7(a~# z686S)X>x!rp%^y6S#@tgAaN#yt#*}y6lR6vn4!P7X3b)eQH2vkbd6#lZj=NBE(l@n z02&A>hL>WY4?}>Fx!<|G>60IX=IYtzxaW!MbOPsy5G&drk0b<5L zF_sh-RaZc@5UNihc?3o;q=)fu)3j(}EKWtRk1H^?4DcRBpXBISJO|xCZRCCdf4^iP zDwe^SkcUD9i{l8er*TE|C0iE@7o?*Br2GMZ6kmlpz>gRc;~{(vVJ=0MgiHMPP-E@$ zHIOW`Gfg)(J`NM1Yz!z2VM<}h%nGTRlM}f$LI-;5rO`s}_)$e#;|(f!^E8+RN`#}(6ClDRQ!mRIKOF}zaI&dtsFuwVi{O~njNd5Q1(dGEab&{5jxC` zvjCRF6;s7!IPk0(_qg97k4Lg1_{AcbFp+;kX>J(vy3hinf83Cq?s>)zpvm@B7TFP5 z>rn{`_W~R>f_5`16j#os8PepLXCqUE6vIinWGmH8R)2kkB>{EA$N?ry9{}z$WQ6O; zr4VBi2KO=IBCo)>kBq<`XuJr~5y5j<2A;@~P(6*5#PnmvN;{sEp;bKQ0%npp^G`5$ ze3$s2xiWGkD{*7B@k$_OQYauV=Fnr5X^4XFO^8@Qv=dbqRI=7G&jge*{=!qO0IGLP z@9j$oZt&D(_pOLAIYnde5F+jdtkI~zJP41-27qXo5|sr90A3I_<`+w`5?8D+16C~3 z8Z;`_NHjub>6Y3X%JUzvk|o~=St{g7Ns{Z+Y01VErz`~%gm_T23vy~#;Ko`=^w4AV zDNfvk=s|<5fG7=2bChfnVVfn2JPbn=VO(W~^^A$0frRl4bDV6x%#O~Xa*1#grhs&h z4Y(W$^fXTj0mbdVXPtvbc$77(o_A`>%K`g}FF~NTiA@{wS=ol&70QE;M>I@xzK^mB zrbMY>iMZ00<9_H1LNNzVQPct9aKwwM7*Uuh1I}rdSyMt1CXgU&VcghD0WTqeib9B` zS@ug#cQ{)}{^b*3cd@f31`3pIVrMMqza#T8Eo_}nIvXV;MmLj{U zU$?Z42@@(+) z$Axx1KFH5KwfNeeIZ{MfKnH5S#KHI&Qduhyr`|E=^8q!nI$zr@M~cwXEoT{DNu=#* zB3O0RHbl_w5p$*MYGB3Cf|!Lmw%s!-^2_t2i*e73m>t=(qG+DZ-63s$r+b7;&sTkq zwxpzq%iV`(@CF4P06gxqCb6jizKI*kT8Zm$6B)=FNlxkD_Ckr935F=PBI1ekjJUjv zFQ{5e6u$#$DSbt(#Y<`u1K}DxJCdk4mCb9e+i(WH#)WN>n27LVV4)-yC}Ac{<0w!N zSsw@w56>411m&u;7be+A43?`V^kb4V*R%Y?O~}eF(k!%a@7zGKB9jk(p+yW8{_7Ul z9=TqDIF84&!|aXBn=3{UCit7bdxl(`;a)sO?aM{Runi?jT*o1lEPkg~)TwZat zJP)-bCf7cPc6p#s!Q#z!T#U_+omxM2j+ zB|N^hox{Nf&pKO(8el3AuEn))Jlj1q=mB^>AOOdOY2*Jp;Qy|w^VgyVL8Al)x}X<+ z5DBIu^QJ2Pz&;>V_3*>GOUjQAh60@&LSe53`4}CI}(p@4zETE(D@k%YTzkvj7j`MkIR; zUY{F)#DGyC%#q$^+V1g_tR*#jLCm&2fEOSOB4V1m!>IzJb1V5Zx6AP|!dc+20;@Af zi2PSeTx0H+m6Z)m79H2oGtX3)=a(G0&M;mDbmzMcqoPAUX=2wH7f5Qc;26eFu9YC+ z2Ogw9#e-QDL|y=wZ+?5hUi%PWn5>Tgg=vlI^SlU~sX{NZF=lO6>;@Pmgr)_>c_cQK zv2SrxaJ3}4;&!P*%pVm$(lAUzKxQKSTp$3xNnp5te==x7iD4G^?$QuxmsM=Gx`lrr zTlxmz80iTK9uwYFWzWX*AS)R48aQXyVL!l)Y;pgToCDoga|5<=tB#9t!NzHL?%CwF>q#wX=Cj0mKKCS!L^$pDg=F`cDg_? z7rL7PI|p|Y3le&8Dc|oh#28L6WSC@+Ck5s)oRJnUf+%5a3L=O*6%t!3SxFG2aYG!Q zkk>34>(H;q5{$!6>SksF71ha_!vZ{vs15doAPQj*Q1rgz+ReR}0%0oj0R+T2h@fF2 z@Pmwjb&w^L6ItAKo_HJVjVEyY7zifg`>)4Cp?gL^m=@C*eNGzWSPi_=1A-k^o{|&@}k)B@7s35fDW` zXWy=)kQ}N~CC-VX5)8o{Pp|$@yJ0+%OXfZ>j5QL_2Pgwc^xDgi7$}8)Al4Dg9`_?@ zA_D^%kQ$*Tayb86e6Te<5d(4YV6?+Q4zx-alJGk;$jU%jrQlR>3Jkdz;hK?=ql&E zdrUpWaflv4$e0agf`L>Mb^uxYj@&viKXDE)aF|E}S}ev55PotJM5t)a2V>Htdk{%8 z+r$JIaY`4%;ici17$%$?43Gm;5fKk_N1hQRHmN7~87M=M;hobv5e%nO*dduD!6nSh zJf$;d94t^;7qdHj%r4-BLNSULvpoC~F*bPsG7q>S3xw=E%9>%Dhjb zB&%g6uEAS4V;UaoM)7g@=2-?-v}5Sl7PE_ zmgDRRv-4|q8tnh z5brSjk!Kdw9ko&&D}Kbdr3*=ZcgCjiKBl;ZD}F>!&6plT1{q>j2qC33BWpJa6Dd6yznX!l zfjJf8R~H!YP4I6|2R)5*NMI5KdX;1FRE? zFh-e;G9hd=#)SeF{F_im;cO}*BisvafC2IntdQB z9$#>uH3$ePj`F0f0s+lP9Geq;tk!3Zk*)ls*tUaIOe*pm0J7#6buk+G4CiRNEgF8ql9G z%J>G7ho>Fc_-6EgcikiSr4q;}mQgd2Jc-FVp@549dT!uK@GT~~n7k*bxEjn#zKN8` z4IajWw4@pVF)~dqYkVhfD5yFCf#CLlNJ|M9;Km8yW0J!<+}#g1rTqtfr;B_kZY|f8J~m%Q;S>f9;$m?m93WD{G=!pl zpZqEfx65^SE@@AlNst0o`~cC!h>OX(Xl#q|Ao40)YD@l?r~&3mU;&P|ld<5rPz{%4 zB1`Y7-v!aeI|2IVz#rk^W5qXBud8RGdGu+eu3pL=^LO|C6F$lrj?VIAu8QQyQYl&< zVQf!i80mQ-ZYo()55>h?rbVpMKbM6EWE!op7b8itR<8tet z@ySb5$aPuzv}=u@mkAXDa3A=sK=PI>pd>HIJaEpkKcBu>_Gs1@Ap6fw{G3R5N*Pf%DS77)s}oBnMCfs8xO>?>Wz zDT$?o6i(y6Fa*~)_IGl$S8dD1kFY!z!Eyga(#WYFsXs}}uE!K(v%-H7>2h%|)im$} zilN+uO%Kd9YR@T!V#x83kGR3{a@R_d6ydR_9`y|CT++~ZhJxewvkbvSw)3k9su(t>;S!so^EcCMB)Bm&(xNtF-qvO!dX zc%X{%JjxRwv-=&HhyY;}XCWT)#T409<+2dPEdos=@Ze4KJN&ThhnQw9$|Tk2!f)d> z3d_S(X|9XHy3;mM1joz_6Vf7HqLeOBTmzWG@q1C0Ni{cetuz)uZm&K5&LUn`N~)S4 z);)L?G|JqL7jG@4Ta*>zA|RIKA0Weon-!ZY^~1V7@JnVtEKovD#;Wg(@W#CgK22+@ z>7rnWRpS*zv5b@a93%U3xqKQk6%!XfrpLGFZU|>wTp8=E(q*7F|zTKaMwtN z#{R5r3kzPq-}R?E7uQ^Pq1RtCHl{m8wrks!&oY(PW*0rY_Wil4Q(J%8nO`Xgm0E%{ zu6heLQe9PxD&AP0E6TSJ`=VH!*=Sb2K2(Zwe|RBfMXn{pCFt|d%0OGrWd+d&Xxsd$ zyf#%GdUUykCAx<02(;jraG_|tTLtOUwZJb%ZUU~vvdCh<^a%NZ?C{d*9WbgW6yXs{ zT*hba&~a`g>xxDQkmP);c1d7q!}FDRJeBu({5(E}jLWeKNcH`My9#8wC^vBY4|_Iwi}H0oo?iOk1xvE^l4qlLnM=XyyF zR!$Mer_(sG%r>rEu?0qv($sf>=3P;_^M1Cxdj#4*mIqv~GeE#tfT`uPl^QGy#fMN^ zM=tIO3DYv=p{7`&bH{&zH7gO-1mQUfA`dn=4E7{FXmEDsNE{nAo2?6O66TpBldxnzj1v%|<$lZ*XDGL4DP!3=)qQpUQGTF#q25o4`M<{=X(>id;OcvkAm{fsRFhUh-BToQF z7t$<#^ai{AvND#K#c1PmAAI>JjZqtNfXuR4of&-Nai#uF;lk zGcPcs1%Z?$Td^dALVu9@A%A3<7;Dlv0`Z6%a6uZRH4Pkzz#m;c81+(y8GMym|B8US zCMM+ns#Y0NiYjTmW3j*|R2t8q2%#l07y%W~*pr_>YeQdW+w+xR0iYZ=WtYKu3DK;b z=LpH1q9y|4r}D%eUl1fS9OV0;rzK@Tc+AA=3UCKRGb})HNCN>8{1uEs&H&`o18sOf zjUdM=gTC+j^Mo&+hbKBZ>B)DViIM^0=ku#kAKJ;;K~U-Rs#2Oq4?2TMl1cD&O7o(Hp+h(}&V&=+9bxX)RMfi{!} z50=w)lKBSPo{tlILOYxIHWcXw1X>d&T9Kq<-Y7bTJX!5S+#WTWWdPKyC<9 zM%fl}B#t4`!z?Rcvmrzk@S4ywCl)gN@s?nM-uB3_x61%);%b)R=L-)xN>*d?99n;zx8G4DZDVeuAV=^Ec*OA+Uwu;O3zbKRkmlvJm3q90l1t6taOg znTQnA<}>Ia6+%B0tOUY|`?{pDjX5&h1S4T<^W*| zikN{|6?)JAM1WXi#3mX57C#o3BVp~#n{!}hJ#8ajF{7wV6go(5Z`YgM7VMV)V>oOC zQWK$ifM@7Zw*&sTEAkoq2^nLUX9SBAFuHKQndPj^%5x+Lz>m=hyCaPr!pGH0a!vjQ z#(R|`Ha1HPs5W#G@CSkz#M?k$uc5>rK!}gJ+n=u_>SIWP-+}$XFNRQT0KdN*9Y*j3 z9B!&oTf6Nb^V6IFp)nsYURq;CEiH;uZ<(c7Y}Epa*UH$nJEgU|htz1Xf_iEZr~x{V zQ*jXsK$HQ8xujPmC<{>mw2GPW_%2LmQXW{qi@-s8&T=QL&BZLzw8`nfS|U)>llU`| zu0Y(psPDTY%W0PmGRX@y&!f==#yOHaL6~_(*xSuqG({9Z&gK{fL%Wj_o05{9o9hgU z(QroPiVLJEEf8H8k^wZ`gvlHlRO#*h$gpGq-XK>{W)X~S{s&cxiKFg{Xt43aL| zT11#-acKcrEBBZcfGIf~PGdyqE=FcC6ma_T_{7a%+3cM#+qrlIvok^#4FS9ue~cVg zs5BBrLJSF`!&e|bID^WE!J2Vq%z7YRimCxfc%}hRZ5l#wt4kC+agiuQGV;=w#n@~j zov7!*5ix}``4BIZ!Oy}oZ0K0=(q+=ws8X@|U}Ub$A%&9;@t=`?Kw%jDAmCqp1C?w8 zvlwKEWVk{PE?PqLfYE`h+ryZdmpf!-46>#xST@O)qD*!lX2Mpx*j1p`0613sB_4HT zV3>8`Guo#u4Mf9jAm%hwvk8naITrP!I~OQIRESbAh_QlM!Fb2=DmY23K8{Ds7`G2H zmC%eR=DqQtQ?1>*$k(uk0M+3;rPpgIHvGn^NHb233k*FtI|R3YkF7d`HM1~EEc*aO z6pf}MJ}(vnH;9$S2TNObh>QF;hemDQL2NYU?NZc8%gg@u~@)74)jgEcMt$% z6rI7sL4-l$G}yRV+0d-VjO)4;+#B6zqP#AW(;{C(2V5 zmAQfy(2oT`;0GOIuno9^>(0&7SKWr)VlZ>Nvf>bUHAP{R_UN?^csrwOt@IX>bD)kg zM~Vi|g8vYwF*~2Va1eLK123`=CkA@)0wV+g4Ad-4RO^SL_ber(1+q5%ZU)d(4SH$VkJuP zEot|Q#xZgtN#fKW9s zqxXpO(s4+lEI~yKi2*7fX&hCW&!C~iL}A2`7K?~5>Zf%E)?OsR%iv=&``hai<1gA? zw5^UvIb*oYJ1~QlX(ByCrK5<=h^dh`Rvw+I*z6pz8}|b%{?OX}4Vwl=sfnS?DQWxw z1r@UJ8AT7bip1#X=%d(UnR~Ewil94KBQA*bz*>i?WsYnipZ_U%PlHC&W@pA>&1nM$ z3g5uvj}1Z40vaQ+CPGC7)QfG-FMBGF3@H0z*9ih72$XfP0-i9L`GFa21R-gZXO{bB z8NF2J&A|m0Umy~Qe`!q7#dut5yqCt?!GeAUZGHQNWEtbTf?5_ z@`yA{OB!zg5P&2l5(o{<0KXN18UD0GXBq;WDFP(4ATA^mE!)TpxIwPPHy}|IXW)1! z$Bx1GzGG_K$wE-66=(6W$#@lK?PNE%^FyTH7C zi_9uiGJSb;_j-;q3P;Lfo|sF99t1ZxmW6k=(t!lAD0XW>;*^vjpxz6@Xmq+YULeFK znExu{HFJ8f(eJrTawS9b*DPeAqz72)aNa*lJxl03mp#{aN_y->X$14W$Ztjz$NkGr zXQIs(RqG#uQljLVG!B$E>%^qn)W|ASHQsOzxIVS6p6|NQb=08kv(D*ZUdH>oJ-+ib z-&@fbeWAg?P6Yc)I0|KqTHF*!; zwgsHEm+aQbQ22Ns5THWcs%+fFDHObcScemuiVo-;_6LKeDr_EvhB5`}dBYp_t7L{w zl%Adt1O31dC@Vq=g%v>`N@&0@at(VpMus^7{@7-KXN2)GN9J~|jkZ5>SGz{mKt-o> z>WIneZ4Gxc2CJq{G<`F@0?~jh04@v3Z>xLRoodr>F}$>h?>f4veU@u--xcGoa5=l? zg|q7nI^`5A)LeBg7{BaLQ3&*CZZLb91!&zdSm@DxzkDa<=_cgmHlMML+aJ=FUz$n;E>pDUP%7n|3?*$*PUQYG`^5NXXOC%t9t=(qKK@2|}2^x*PHxY5$^iyvP6y46& z)f(`P_mbZj0Qc3`8E`xVu8AmVEdC0b;a6o;%T58VbrPnggUFDnauEzAdmVupC|SLx z*wVGa6C{YJ-!d>G$%#zfS1q&Bi6U%bUP|M<8~(JA=2}TPva|VCM4j-tG(T z{TCZoSCbLJ1e`b=?~<6WCm!tQYFev#y2qeY@Tf7$wg!$P)sSt#49 zQ#&I`c&Oi8bWa`iuRIE(QCWAC{ChSp%lOhF3-}pTQS9_Lme>&uNh015-Lp{|P}0gN zjf=X_|CfKa|JXZgssGqOLRa;e`H<0=+~~di2{U9z<p<-%!oV{*r5r-qXIEu*Yx_Xk{8~U8x=DR=W5>a4vnlEXz0Bdi1p*) zYkV_N*^*WI+PtL7vliVY7Tv>aa6LH~O1On;{cgkaW}zh(hn?w-^QuXh(rpCcFpCWl4SBP*Pas%u(2`atl*#-^$G=Rn-nQLjb)v9V1?%~@PEY4YFBW6Hv?M#@Y!wqQO4L+=pbjfYI)^Xg*dxWQTxU9!T|5MFCr9`H!CJJ+41(} z1bQ4;9TMT2BAljHWWUv|V)wT0Z|o$A)8_SQo-f^!S{W{G6@+QcDRI?!em60qmH)=? zn&f8r!b!NP>81Ak=dP=#iIkUYKdd&bNFw8YOPCUAUh|cS?N+x%`Q^8De0-k@%#NO2 zZG`pr#k@>xTb*V8`tHLECy?2AIvKg;NUoHMLU-0ayq;et+BJM|*VYRMRi}Ys8qB^u zT&vRbD5Q3n7{b4R1~RYGZ3+YxL}cH3RyWLeggUO7<>P ziaAdbo||IlXQUMK`F44pC_2bOwPi+99JW=pV{HK<@7Qg4j4)$ma8ETQsk>yaQx%-e zTtoxsIM8{RgqB(y4l0pcZ|qtW(J;d$1IUCzhk=LxIUE$BSl?yYmF}XVqm7SR5K|Gl zUVf7@Ee$|22-6dE2(+Ybyv!yPPSk)A`t=@Cf9rKgV8*=jYgb{vC>7frgan3hTonZV z|IlPUF|tlKyr^qq&n{>KL&et?0B|lx?2cJqe~qqM>l<+A!lgj8z+9QBqoTdyPHgu%xyGcyH2wj|fdbxFQ{K)ILJngp|s$YH>F-`bwaG+)McxP?P zsOnyqy~^biWS|qA-+~Q1)b)tfqL%Fzs>%}GmRV$xA7r`>lw$5!bl-rR0QaEQ=Axvo zI_py}zzz;bs9eM$jCkp-1;icO>vVXDs&Zpc|CzXz*ifFm1{?x(g#to*9kn9s9+Q3m zzj&mb=U#B%vFM&vr<;b4GHYMI`_Gn?+e0=vrE*gQHP;&xHDe5wVnBYBY@#@Hjex2p z{RI-haFIFtpavWdD{$f@+D9%BdyjPQ>yZZL++A^NqQH?RZYeg7G`yu1 z_DU%96PG`pwx?&2o#D6hoxo8(2m8^}$ZvaiLG6|TPyIYnYF$wwG7-BJ7-{|6fAOEZ z7Tr`W#-2gJ8~z(0osT6HwSc`v-l0VSGOG2)rq|vb#8T!>^_b4-nGIs-qAtQl_Q*odhI_`)siG>XSK)n|Drsc zn0@=L(P&A+ch>(TRkuVR=q!CM*SFa9)|46WEtTQwff3sZU~gukmM{y|a6KhU=y0Q! zbbD8N8HQdI=n;bg-?)>4T(fnQhX0LyG4M$@ExLIT7UYU7Wx9i88+vnLyeXzyDNi(y zNivh|I*JrTC^cc+PjP#rLW}OjxZ{9(Nq)PfDYca88wP6z`ZSmbT4m&bh~ajC&Scyd zdL+6J+H7>j-rv|%G39fSu0R!?e))pEo1xWcd7kC9o4++V zM?OwoYz7$4?=Y9n_7Xo7EdZ&nG2^r|Y{8%Hv)@s&Jw@S^);)tXIYB$QEf*v^#3aXF z?Adb9->{);uk`mm3E6AyoW z$JNVkK8V~454)-A5h^{?Wcx=G$O33DSt38>Xo#`(i+?NsRzIek@OE&_YV42dk))xm zV^iYP%4HR1=w-&~*mRi7HgpZZa?EEWS-I@5tN;fTz_s=pK$k@?yyNCXG%SGD&^JVO zhC%_N2E97n;^cckJnUOXd!9|zE9hq*2{{761G~ggXjk_i4XsYFPKSm{il_in{NYH*VWr?%NTx-KN6uj0QR()bj(@%PoO_-JjT` z52B_hgCEVGZQk_of;2sDU5GHq#PkbtsT2k9w8FN40EGP5@XNVTT$jwCbA&=kYzTNNcOrDRxDc9CZP-H5eB5uzY z)J;|pS)6j8(HC{y!J*~{n|Y@nB>p}>vsT6W7u$}qt}BvvARpUXiD1sH<*p{S2O~19 z0$shfA0Awq@`Lp5Y2Oi(C)%T1vulX!fbk6}48V>1g=5%e3jVZGTF{dW zSAQFpwd06g#}SL}znGuKcjaQWeY{))OiZ!iOKjV-71V~`Rw3AQ=G-w17(odHhsR#kvb}O3_EfaWgGt5OB-{t;z8JzPrf_ zq#Tb@+tPN6_V4$8<`a5PU-ho$^7V7`y?2(RE2!W4#kR*$-|$k`_VtoSbz4%-Zu3!8FIW@VgOf%dW{;{3Er?f+n_RA<)_sNIrjEqDPIKo3^ncHcb^tLIs5A-(j3F#& z<7jbMcB1rGcuPPMDMuR^J7{lc|Gy#{p6xd5KA%$ls3Gfq=wa&2H?EIZ-G}zxM(s(h2oD)xDs>j z7h9>MN-H3%*uI=LWJpSNfYl2p3@2N34|ta36NqRi_!vW6JdPh^7%KJ`6yMH! z{v<&Lr{IpwAN`|v^vt_Eol37`M}pBcZXdF}mH+oa$F2G6TuUTob#^JPi(-N$C1<)y zRZS-;X8MU6wq;D?S%{5GzZ9Gl*SOlIJmPswSzekCvj+D8!{ofLV9Se=kKx>9Sipw+ z)@nR@K*5k7u(xjY<%6oxJU)HDXZPb=S$K%9Sr$KbEiDrN2vmX_d$rGVp6 z;+0IT2*LF_+~caySuW|3s(F($kQT6Ca>^>VL_=`BJFHOcp`!Vc-9H8d-V{HVnK~_h zVa&n`6LGnYMd)eXd%IU_6O#N#o@z_O$27;Rs(X81lueLXoW6G*_B>=LL&ebM4%3>h z$MCtb*=S|nO&5>#`?OWa2o5_r;4aQYSOi)4c?+`J4KSpexS@{(U0IilN4VS_o zcg#p@EIZ%zpyHPA!*@bq(>ce1nNM;NPfK1S7RW|=xD!zWY7wuuAtL7cr?Tj82yO#9 z3<2B_^Z28(<-dkgqDR-4VD(~TFUU;&X;6shp>_C|JVb1IHpvw2s|T98PE8+_=vK-W z)r89=j9Pyv7?Ju9uNdj*(~m#3&7@8T_l%y;-&y-^pX5RA!Q+|pdC@5}0^YUOzz7d< z%>^`uZxZ|%808>0k8dnK8EX0CT~*#Sar)rRAqzAudL{~OKxlG{!?x&Khg1eeD7GAL zH@qaH%HPvdbQkyez7?l(X_@)pi@CN&Kl7M&+rKZ5DF4ze=isCzyNB|pinIc1zx4}n zkX!NwS(ul)c}eR`fx27%Vlu47UmUo1uD{BmvZZ#fyEOU!qq;{Yc2NeAYdcLVz}S1q zt%!Br>m*;59L4saF4*_!={svBwXcE1 zJqd|9h4lL+d5|u&6h|zrJe%)d`JzMuX~M?T@+ee<@4W(J^Pr3rwc_4ItYYxJ`msc- zkWV^}!3MGp1hjFg2<EdJ*A zP!b4oi^z-gI#Ak3BeUrCLB8gPTEtSFKwTdzvSd%Qnywhoh^xeoUo2E^r07E{5~1E) zB9$GjfhCPWls#bJ_=xHnxX^r}t)lhz{-EbZqnG`At^Y9^Q~Px={>aGOCoyTW!Nxs` zynWj=Z4-}pd7@`ZPPEhLf3fu@@KmR5+<5jZ5p^tOXxE%lCt_|M&Wx=6T=u^Z7sLsgd(r@B6yG*Y{fP z>$Y2ab|q^iTY!})sb6u#PD8)X$J+JtifE@b~S?&voGjfW9mYl)UX}zp!Gek1pdJ!iXpQnD+oNHfX z&bcH1`uXBTulD@#d$NeS8!+8uva+MoW@bBYVR(1ataX`Ms73J{*=J{-?MrN0CJp>s z9`M{s87Xx5)ParxIS2zW4qY=q+ZaU(cwYpJ^n2eR`Ay*-saj9Gzio-Gy28RVOA*Uc zk(PVy;<;v{R=|6V@*m`;!@buN80GQ-J_*h`(L3dl9bB_zdboTj;_dA#^Q}soCcaFj zuj2`Q%l^SZgkhNbtD`MUKq$ETTz(qg^Sc5^Zxj}UB%yr=NZdYXyqlMhdIo$;XBc{0 z`a|T7JW@adrI&sFf5ZSQScT_0cE(nAe3}|ooo?lwbt|9MeaqE~7!n9{w5#01sqox> zmPu};ZZf-ZYNd9rcHv4@CqQk{&x*^$obkgmE7RymOQb?!j1n|98ZRvPA=P84-WvB2 z2aWFfZd2~w&>xJlz;-xob+O&o*c@TDErKMiScaowKN;tla5NHqbm+OQB$Z*Mf2xR- z2g;hU?%8^HZdbv=+rpi9M0DWAOFY%qIjEeN+QohBf5^#aEtU@qe5fa@t@OQzcNP~M zXraNqr~5Tj?7lP*1qoaMN2H>F8nm6}w5dl%t~}kgQyowPKXvpLOK-Uz`>2R~t$X!4 z&1POoW|!aC(6n>-$&T^Yolj0yEIYmUOs#yTx$-*YM2qfoX%ib^C{b{{mwQEm!@egBYOTVS*SOYS)@vvZT z1MI|mxZp>mmX6wa7T_ z#1@rpVU{=UsjrAh>vd9&LSNVUX&}(wEM?WbFpZheFM57eP!u2!hyHG2B3-3KXl0Q?|(J-zxd~*B+oWy0aX(I^d(=evhKWZ;SNe43% z7)AQ{ow%Q12#|*}a|=^5fMOOaigiF|Fy@F&Q>ZZ4(_!-FWhE?R+zAaKCn&VlU~FCT zg+p^x9$w)yl$h{T-GX1 zOmV91Hd~L)Ud4h@8b!U{OIhNJz$OYhzwh!k7a1^(7G1EgK|#v#FvjOgyo7r^jiX5) z#($99cShMAITcw72Llv9-~>5;CDiY&TkHF*P_trA;^X^yjTNR&fjZ~2)ZdgtBMrL_J2qV^$RiK zT~qT@-Aj}GkapdR(DMr^9}Qz`(ki__8Vg=^6IZ7RBj#830jnjLt|x#eTO45pY^Lf+ zD~kN!kU`1=7$*DOO30x}0_lRc8pga=15v19S|8#dw?Ys0(y@9T_bq?vYln204LW8oFFq zcD0E_*uv@N@Daz!CSFy3#qsd?+ggg6zHC)A3GKOuu-R}+_chUEiKn&#LZWrxB^WWy zlC{R#NCc?=lVEvLV!5-lgSw{C3X6>{NRi|faOGj`-`KMUyFbXWl{6G&S_}F-byR+7u~eb(59RR9sQ;17 z3#r%KgJHrZpLWhBo6Js4TnwK+KDM`OL#Lp62>~<4Boru#1WqW*H=!6EpHSRIAF@{P zRN$Q1fTcBK#z*h=(;x=l!z_Ze_-()vB*+7!_*!f7t(GlBbP|H_5Uw{W{4is_kVc&5 zcS4DjF?131t_fbhTvD9^JfN$%&Q2zn6AXS)LW+w*C=dXIZ@~!zau@(l#P5o5@*VL@ zJBF8c4e^9$XP~5`dc5+?p1!_E=L4-c9CV-w$PqMyZB#PWhBxwOmVKa<;)>dA(|v2~ zO17UBXDJp*JT2JSwvt@tJD^jJg+CmEU{#^zwj^tj+0PJNA1Gm(rFm#6!a2Jw&5bHO z0p(5U!cety{o?9R*yHs|a;<@?a@jC0>g?DE6QAGTAwZ~Sh`VUJ2l^6rx&~C!~SIeIDG>YGqCblU3W3! z3BpIcoTUZ!`L5-3nnuTnX%4P+MFbf!BB@w&ks}_r;hkQp_BJZim!fnDbnFqXX8BLO z#gXVFo&oRABwjkNcZm0T`qFT9q-18C%_$0v{;@|nrdB?-YcHz!k@5j4j@H5wP18QZajLz9%Ax@Q47d&C><|^7+6FV;GXCx}V~K$+k^A2V4zmvC zn{0`mPk>^P{&PJz1?WuOX9bg^nt&fr$k+@iMYu7-L~=ICB$78;KC3$M!GgE0{G*;z zoNI)~Z~9ot5%V}3FL;mxY;BTCnpY4JZCQ6I@kLB^_bXG56nlNqH}I8N+P>l_f>967 z@*Q=OD#+EBV%=}i+`63QT-phR+fjW%j3oeT@^fww9`t(PcCXvTJ7pb3zf4tf54g2e zMe6=ana7$O#o(U{#5px!{{Gzs5ttfr+pD(U)Cpm>0e=fJzugb3TICOevOJ1Y0d;(# zE?vE$Ztt@NiPZ&GMou7_w>iFvExr-vp^Y*VER%_e%n?=I6i+&Q%I#$Ns?a1Gcxw4v zkDwG3mBAiEHDNRL^FqZ?`odBJhB`yHCreQPPD719w_3>I!(5s%#?grC9Lc?#WMlHu zFl7zU{%W5!vKV^jqvk7PG&~=`;ek*7SrP_p3-i)3_Xxedrgjkj`yek&tqk)@ExFtJ z_9}=`@p3{A9wV*30a)*rDI(>p-1`QTO%P*^+04OXVNnRv=w&B?&tXia4O#3v5B+1@ zM0js_6KiH)^Jc?yhIktHrq6M+1gmcbboe{9{fe+Qt3Y3BJok6#xQnkY=OA#$fFl*? zK9fWtk~|8lt(MTs@i2%+mez;mrQu9SJ}XML&H!rN(;X-Q7^PjLxdrh5bARVNi1 zGkHg5+snrtX5WMl#7;{pOw2v!SJkZ@x`1)V`)>uYl4Z=f8mK>Q;SA;#-+(gq8M?LY zk%S&4q@rpM(mu{CpLmVuK^;~7Bdj88Kpd8=AeIX~W>7u9`(g6j==ujDccW9f5-H81 zn>=KMGrlIIB^4*1lu@`6IQhYDG*4u$cjCZDP_!}_CdQ(}Yh{!as$)b!G*px-u*8B> zxgHZYfzrtk2tP(IzZuEuiVVdXIb1<28`p$>EG&pHnK%1O_?XRP$L!zvo!3;4^ogm* z2n!`Uvwbu;t`=T*QI=}jSH{hQzf#m9pY7SUlcJ{XL7mYF#o50ey?RnX*FZz=;8tyw zxttnFu#bdi$Mzb{w{7h%M1NH2fLz=23Z(_FOtGZB8Z6QpNwL(W9^URS4XGZ9YXZA= zMI(>%48?6&^RraJn#B%`tHnQx8l>pZuFB2k+chcRoYmRAzxrn3PG$K=mK@i^BQ3)e z=^TSz-n1VHHj92nowhlpJF1qjY)Hp-lixpf*R*xKS>AaqDZH*@ra8PZd}4f-6*eHK zP_>bC1Y=wRZ8-#VYG$C7u#?o{?n8MtTMHol5ton6>b@T6gMqj?x)cRNEu40=PXVIQ zsjm?RHz4&$=agx}W$(E)amuJ;PhvopdoR&!csEd2`siVDV9v2r8NY;n$!z;S5Q}Ao znA)_5`cgwt2^Z^Az>vLaHo1BSD7K?E9M6F%=1as8zz=s*MqCs#kpvhhgr*1CRl%B= ztQ~fncI2($^=pM~PU+}v9ysZ`RogaL6O|L*uvrigv{9%o_#@fM{6=pfw`e}A#{m_% z++ zTet`0oz1z87AXG%x)%ib7E>Fhk+<@(9uDXl(ETNWV)p%4C(kErIt*7R+w+|B+D^|W z|N3YSq)gu~KhmcauWEDuiUt~E7JXTdIAvBOpokL#Y`2i5XxILt#V;V3h0q6X7ad)lN0c=C; z2qDO}_hEyr_5(x@0Oow~zB>B*(aJ>=;j_xK!v}b$ctiPNjiVMWlPb<4QaVEF?jxLd z=&6W2JLiJN)$VTF^F}B^aCJi5VP~7AiejeyZl9~89PUkp!+)@no4`k+Q%m25|5pp( z8fQ~%>rt1tOo6@r&couy0ug#?1hOr;4%awFeIWTUlFb7wt*m9XYjrs3-D8+{;hsp} z#HkpooBMS(C(c3T7yyAW%5>Jlx6o=*A3(ke>yOY4fKx8{>J-jXt-ynT4v7VW}`TLc$lHVxJpO2wh>bd4$-#31S1l~ z4EksH6GR1qaRQ>?g_?fGGWYEw5FP!)NjWAThCKz}q0lP=^eYT8D-enh=S!fv!C!Zn4&ptZg#7P@Y?(fM~TAUR!q6X?k4}-LI$hhMw z6#Y=e5=}BD5J?K)*5j#P0~))ILI%WGFntPk0ozIF81sQBFWavc_6WFs7(L9$Q=`LC z`2=!-!foc+*?xeI!T6}s#jp1G>X`j+0NP0Sb(0Ybrcb*b!4a%FevMwq_`-qfu+*{3 zCQKy!-v_*Sw|kkx17TakPFb4ACy1h!4C!zLAAdtd0;1neg&L-P`%B5vuaG(Y1d5KY zzp>ptTGd^+>Bc=}I6fOm1d>0GwxniVkR}9;OfbEM5Ow5m8RD(lj{8` zLIiZrSyPw5$oXXb=YtV#52T*DU zcy}IP-%ktXI^`-R{h%z0pdgZQ_mt(GmjU^#J`e)qJ0xC7}FVNfZ~}9Nh^KDa(a%n7RWA1Th4dkq7~X#v%CqjB^mW8#icP zxy18a2)igD6||O&JRukfV+y$B*W69;5^lqV18dKr7zd>dXzd=xo-Yn4`+3AiO_&x4 z6{I5=rG>$4X+eQ-@#&88QzoBURmT!PEHEC7?X`doc?Wq=VF}BLQ{it9PGn!XHF{HY zjAh-4#OmR1qv}D9P^NeX?uT@>$4CoE;)3d3SC`q!#@ZFlNlp;MYFEVTC0Ge_Fjx?E z&RQK`*0{diCLC4uJZIP39R)6sCs+SMrKB4F?XVK)KD)bS2`GxLKyr|WxTdYY067Y_ zm7BRsfSapS)UTTMcrmDg{E&l))FbwK_n?Pdj~2GKDAfF+yuyB;>&t@OL&;KD3Zl|O zBDuO-n{!agQF9=FqE05fQgwQ^qswo4Zkf#UyZ`Zc5&>jP0QK;&@T8bnX5zs32vxio z34x`_%e|}w_mJ!#r>vBrVhldOXP{AMr_q?;N&q{e>nDI4gc;CY{wglC18S54Qqk{6 zv2-dHEyXzue*l`%p-c*J>KVKNiR43fqjfe*+1stv!IC*3NFJWdi&E}q@Hi=WRy-m@ zukb|lV8$yxXNnvMUXIYbP>B}SX_1vgfg}^vb<5Fzz7Jpn0U`we0YXL#qUy`=qN8z9 z5Oq*ovTp=kz!9Sx_jk70lab}(JDU5QAXfbI127l_I)pJd@85lBYZq_k6Ioqbl{qap z``3Z+My*#iPP1{`Xo=*D_4|k@y2GEo6{y? zyG`-B=WWFs%Ql)zm*}e(b(xAt6>PQLt?GvU>edTnE|nGpff{7nJA!Qn+=@U3&Z9U7 z_BOUlC(-JLU`)K&b``)Nz!U&eClr<7%my;Xa--Lzd~lrpC=>P);$$<4QkEg1K+tzS z_BwO7-RQnfvxyV=9H2gyfDu#S=>V`|vupqncQ9PY*^x~~9u<_v4F{w#;#EXMHQ#~e z{^2Xk9+kRaIw;0^4|)rw28m!}RDj%lmq=| zDqbHrdEV;A$$PmqS$t9gg9KsLK&X%$u3#8KW*)(V`BFQ270c|fI@=lEEnXk74euEE zxQrAtm;Zo32C*daB}Xo!NVNzaQx_)yE;?o6GH&VTmF^`P05c3iL4ahFNAFI?$(lGb z-oXqsnyfbVjpN=$H!1w;C)ni{!DXA}=MSp^oM_`qtxw|R1Wt_`x#m~9EGx1Col4_- zBS)$VzTse;;T1kWb7_7a9V`T*opm3C?}uE@!3y%CIk3|6t96A~3k&C+Zprri0j`}O z{ON8)Tb#ita$I}^yEZ`^Y8#>_qrcOenTD#V+~-f@XlW{;TzS@UqK8p zf|w6yoPueJMaAP!udwqTg_=Ic4lwPw9sDr}6o^V0njz*)2kl+FUuUcBB*#%Ds0(%Z z@P%J0UyG9ait1TL}RJCHsyl7nA^R$~ak^=XwcY%WP4!XR`n=YTk;=MuB6nN_N@ zJ-pORxA0iEu@j@q*B2$;*NBlzwz}5c2fMRfMNvx%{)+>+=x)+9kShkQ@G}N-J%WH5 z=&H?9WV3Cp1qHtMkS)qp^m54Ch?d^~B^o$%dWC2tybxzCDv~e&_lgsczvg?iPn+>; zR}}|}Xc3JIu!p9ggAew3I1sm{pxCQa8elv@tRBuh9; zWgcv~WVF?|5Ct(BDg+u7o#fnWUZVqYkc`~`Y^>9R!|B6Qz=7R z)9Rlfl|V8DzldlsQ|(3A;dxvC1yLVdaOfJDPv#^fG4C=eeZrCP-N+PnU;0dFXz@1@ zsUvq;TDhfI-={@B6K)^66SKH6a{ z<2g!AlyXb+^q+sjXUBW-f_x*)TmkgR7DJCa9}#vjn6A_6GU2tFboDoPbk)l^jmfeL z6tA0VakTF%<^N!$ZM?Jcxi{8Jku!jwO5xnWd_q8uBRn`7FCxWW8O!y^jWFj5yTnw_ zw=FdI<$@I|)EY4vcv7-eL>jk6o8Ca97fCFt_UWpL5{*m{0~O}%cjl05tnIt@_hdWv zqTm8yd3MQP5^OcC>OGP@NcemMSm~4B1cS7UF)>UC1Cs;*hBbmh`LY(pcERYu;1I%--NA>-%pO7aU_FfY zgHB*wT`XcIxNg~DyuKdkxNX2)Rwj|9L1zG;8~Dx>CKBBMivX43hq}nw#y3-d8-Ora zG7%?ebOyL^E7_VHJSgz!Hei!50IatZB?BNn8Ox;uVR}G3ECC}9#3Z9Pa2w%q_@G_uXxD!m3;%IdGF6%QFUoA0vCSvLYUbCtxDO&i4j5jQ=V8&M-JmtALgaF45?W|!2LCxvRZxtVQ0Eo>PQ zA$;pc-T0M;MTSbRb=n6e+Z&H-@SZgpx%vz}d_Va>&BZad6pLCjA({>_T$z`!DV5LN zpv-#tM8oKeV$K0J=ieGQ&B3X#i9Gc1q<6)TVJs7T7?ViQ1oK09w*&9|7=7C~M#P=C zE0YsynWi4(3&0?o_WeezojfXH=L|wqU2*G|H}(imK+cp8tfFL6`f z63H!l?$>qO*U5LDn#bBvAQ&TlDN#a^ZL7PX5W!xwwOm^-Kh9ZQB(aE%Jy2CIqf$mE z_m1bq5cW9kgqrbZSA#!!}RHN8{fb zsTIE~T`I*$6cO9w6p6nS&ZrPs<1Ol_FWEdEJn+_e`fYxAv{t!@-<;99+h{Vij-^F= z8KKD;+jaAe?zPnH%Jn)1buY~`S?-nm`D1Ds03IaAh?Str4mIAvFPag#zmZ_ZZS+T? zfGBDaI#hjTv_#q&Hwss=0qmIJctjL$kV}2F`$tQz8E#A4%u$;Z`+#j&S_={R8gbLW zZ6pCqYaDpH*`D6T@UH^4A(l{rWV;c({aR*WKMu-h>W9c)l9X+Yk(l2XEAPCG9CeZj z+e!7$sXeG4CKWb-Laii5UnM6*k?@ot9`Ts^82;yZCD@=sjtZ5oc4v)#jp{KFG1id88mRuVUd5Eu3 zbp6s!sp&4m;p4oij=m=|f(P1H_@S*_w52pFN}0w~H2z5G?v>P_Emu>{SPaW9IDkRl9z)VM5dIO=x1r^oRW6 zzDJ$&HfDe!O@0Fn*Md;+fg;Jy0IrA&`Nu^GK5)n%LdfzH{|hbwMeZ>yRt8&d0!+^# ztV5{?=6v!82YeY$fveHbVkS)H(L^yKK;FKq1=C%I78SwzCuIHrk&Yr4kO7s^um6kv z;Q+*l5p;(@l1GJ_|9gx#OI)5gniiMC+FyfQA=uZvXT&&J;!H@j{CKa&=kOAm13}1h zc0*S160v|*G^hF8F|8R-2d&S)NNTp7@KFUj%I3M;D!xvwo9xlG<2Sq?<<}WaLvagq z1_DYhEzYIW2yOwA)HNlCDf^^GXE+(UMZpoVP;#>$e zdOTvnphqR}U2ZUMi+d25RyOq`21 z-0r%SGGj>VLEgDFVtB$!+OX@sY;E78Z`=L-0{rxIe^*lU%+((3?QSnvIlc?1P0`wM z`JCV4$0ko_01t)Os{VFspPLc-Gf(xLdu)$c-JwUmI(nR%9%vTmAd+Za0p1U~Ks65l zES!9hQHw+yT@MF?mhSe7t=l=8P~uj(e@;hiI*HimecM#gGdfoTRtKLaJw*p4_c+ym zPFu!XYPx$6yj=}kJz0Pm3aNf-&J{neGy4C?=x%M(Y1={#Q?GMLAWRT9k`)3o-~x1< z+Ua57N|}D$xV9!(!3CsSnenIaH3J%X#W%6q-k}737=~RMvyP5E34q6&fiyWSIG*H! ziDv+*_~s9%V8IH6>mo#tkd`bQeW?i{VR|dzek9G!jJ0GA2miarII)CVOlWKrktQhV zy@$wntQA^`N4^<|>q(PffDKZ{mm#rtsFj~D+Eh`94BjVXbuFVPHs}UGGs0@d%Q5}e zfP&zru4uS6a1W)n*wTwY!vKF>R>J!;tbsABU;+rq6F3(W`!a&D;ro5KQ8Qnvedq^i zz7al(K9B z78muJot6pUzIy%;PL*8%0eaw}Zj90;zK=o6&Whxqvn#Vq&BIoRVzrD8dnN01y0zNZ zlrIgyyFBOCd1(BspWEqaC@vq%Ey%0zyelF_GYN9yqByizf2>SI^I&evrM7s4+x2tj z(yMW_0}j;f!frjt&SF-<32u0bT5>e6D7zP~99q05ds)`~gakRKUeoBRB_+-NwcI6| zzc`(IcC{CSOmkv?z`a<{m+kW=+dlig{xuIodLdSbA8+e{p!*d+YFU-#{A_%p^+3m4 zz1atDeGPt<58O|oZxYzdC{zH%&4+9;1Q}z9IddSSa7CHZgIuTywc??+Yv`ze>6`ow z%bF>8`FXM!f=9{@`656_`3YiN(2~7az`r4~l`Q#XQ3}Q*?!i zodR<|H-9sNj9~alB=fI9qVQO6OI`-;?tpL0WAq~S|5l5nKqo6eyGhp5%Rp8L0)8F6}7#)I0;={~)FlSTXBDKq$ZTqrq zDupL8`-C^b>$G`k(v+%apqHB~l_=p|tQWeFQTY@izBFhqw_B{An=OLY6>|dCv5}b2 z$Sl0;`8Ec(c=s}`m&325zxggCYCC&bSpe% zb%f?Y=@iqRT{$nYxM+cW;i&{gcA(wTA!otFL*DM!J#{)uhu_v9eoC7%tT+za&(hAl zbF@LXQVu?zs)OADj=SyTd88HW1O1}wb<+**LORp@Miz%pIZlo$bSW*##4=d=AS49* zVmjSpg2A>Sd8L|IX$A)it*1Uu!e{%-w9SUTCjo@MU?hwrh)*;DLHyJ)(lyL+Oh??% zAAt}Mp|zjQGQk@r>@L%fk70H68)GZHFNp|bkSR`KgoVB#Ai@=55leZ+pjB(>-loMU z=vur{ZlP19u+-~iMVo-x04iJ-hXK6^J)2;P`0fM4X#+tRAg4e(l2)h;#4-tHY#%+n z88tBdpEa-zM$ss{z!JvzrR zwgC(WA2wV9bMCGH(|Z~vdQ}OCy{38uy-e@u37u7WSX@#f;1_oQ-qjJcgYMU>eyd1$ zrJ?3|n%iyB>jEVHS|}=`in<;FfCZp{@P*{J$Mi4rV@+>M;S3W7S) zTOh*V>aj4g&2py=7p+{-*ft!x;Xqo}`QEc5RFs11fZ=uQ#Nr2@7F);s{;LIWPYI{V!>XZK2)H_5J@tS_&qd+A`>ZWTX}!c*}o1=+zlUoLKc4X2>P8N zucN1@NB-^&f_YeDkWQ7tmYW{V((I#e$(gjjsy3)mq?GGl_x4mj!j#55q1pFtGuuOZ z26*Wmyp-^Y|pAL6@-22Ypend-pi|16FlXJtPC_0S^sU$BC0sr8${ zu-Ogk)AcT=E#7lq`DWy6zp*vt|E}V7mGc@(3paX*z7n6!;k{2ozL=+5HX!wT1 zt=FrS245UA@IIV-Ia0XCj?H>qBX((85#A_zG^5jo?Nv2*;InA%R=ZaCm}xmzv&Rr5 zz(dbOWTIWj6<&Aq1Xrs{$34ic&2CV5a~!&rIWrM?nm#z6j0^^EMNQH$fVK(!C-{)e z&^O=D*4+i(ZRu7B0ps>En2VFILbL%m@XG00519Q9;Pnv6#B7tez_62P27p0-$Ymq{ zgE?~@{(%#jBn9Bs*pkwyaG=ij?<%$FwJzL=945SuF0e{;Z0&mh;f1Wh|3j-?3ceGV zlSJ<%!a+HDxb9>~P-+W<&xp3sW}*#H7Z$no*1$XIVgSe!5k9W*b(XWNpHkDWA&(t@KKAL^26`(UbEjHX#F3o!< z(=+Q%`^6-}B`4wAI+|YX_c8Pr3zN)G94JI5X#o*KM8GsRyqxEFFsDd9+)s zNugtQFmeV9M9pls}f!HL19 z(auZA*+1N>(D~HlZO5cu zN4MY1neyjpRr8h%pXgMb)^h6~pY1r_dBm-^QKu*&B=N!_S)J;y#{^gs^InC74!$*T zn{7TE^z6xlEKoyf^Cs_@KQ!2CoBJB!qlZ)nYq;mGM&u^XX=D0C z``Chx$@YS2W&bFN1!*Ig&gNCdy*qM^{(zwd_{p6)bl2HBp}yOK?GA^($lNzd`Q4=h zM*WFnR;baPUNhYddZHb%F*5LgY})fxGW;dakQ-nrMa1|L!`O3xEd-Wul-y&g{NTg8 z?c_EpPvFxTKo1iO@MO}>xCYjWK?SP`qh z#vb0qFjVLg1ck+h5P+QmhH1m+#m@kD#0%jlnH(0V-WB05`m&CHD!O!<;FV)4arQ}%)Tw>y76xN zjf#%HtjH8DACu|mQ=M_+o&0UFTW`^Uzv3SrK5srWBg^|Ee7bp}AzZ*(C?`@N!BAX8 zxc-Zhls3til_3YvQ?9Fd(xQC)i&u+HWHRO`ZR$x)TpV8UuWshJ;q;mCq5RQi-k%CV ztEPX^>wFa6uR3;R+_?7pj|YO=`}LRi=)CH-zEYB^(-xMZb)swU?91>;$BAiiiS}8| z(6QIU55q@wc@wk~qJfE9ZjFDfd32@!&DTRC+rtNI!e=sP7l*o@3z6^%uvuMv#!y7ZHWVFqg1TQm z7yCgB%S{~GzFD%Qi#I7W@xEg+r}TAGrIC>684xn~vOE8Z2Q}j47H6N=sGNwXUxw~J zuTl}px~isGV(L|r8-YN5uDh_;#qql>)|%D>d)psR?wd_><9#(d-2@{uXR=^Id$IsN zIj|fcN~>}ZeTIZE$pK}u96m(e>vQ-XC@2EpdLL$!d_c_o9>%L>f*;JD4b8hrFPLyh zUT%wb44sYNKtvEGFy01qhsF?_rL9YHgHFTO+r}t2w(V>j{)Tb$aCL@+Ll)r`lAQT7 z8czy=z~5~6yULKChbA}uJU%`(7V>iClh!wFTAO#wR~HsMwc@3}(w_Mq*K=3L{U#xO zK{zB$`eDM)vu;&!N53_+H{0=d^!ZT^+9V7Yi*9UKb3s6P(*RZ}>tyV2H zTqb&-v7zUg=Jogy4RZlTIp{lWfLdrE49AytIKbGQL07?KlmmU-LhAkraZF})mEIkdjL!egZZE-lS4=Y@`;QWEeclJ|C|7|`Rcj1iXXmLU$ zo_2YLdwmIipAy9YPaAbS6^nfUC1bhRi@;84q*x-^>+9X=>lR*qmwtNYni20Wy~$UP z%HmVrh$!ek6jN!be%(H+(-z)0sT`8pD&nr)zxKN;ZytsO4`haJ@S8YYDYD7k|694l z=j$TBSW^DxXlJ1~uR(^lj@KMwES2KAO}VgD+;H5b)5CT4RG2B~8-KqvM6=K@OCdL+?k@?~r^pvrA;k`TCD)R;^lErzid6NRO zl}S%iuGEIsEp~g>9M+c;V9-)1cHBi^c0hH4754V2V7xfqml7*XVb z|Ig*XLUv(m1U=ZW4BDy#YRFVplI~C|{B&j?4Kx#bUd>7GQK6#i8lL zj6VVp=o0OW@@q~yjIozPAqJ0zw*=a%hwV%##hcF3hLk|L4BJN*82!4v^@#X!g;u@Y zQXFX_Bk4Jwrz3SPeQ8537Usj?wx?2L{SOP+tmW3v^MbPf-mf%|bFk@rvtq4k?-Aqo zhucTL%I^xUkiHD@KM=;6Z5WygIIHzE;cu^x?+(hasyFoflRt7Pf5xSK`0uD|0v4g1 z=}Yc&1q200?F1d8ZZ9Ys3ZF3uo6gDqbF17oGZmVoZBhb#6C zXNHd_4R`+W!*vw1FZ$I`!FIN`&q)*5aadit_BNFf9z4yl{XHx0%u zmpE9UW~m!BaC&lX=66jy%RXpi)@?9s5r|6qabpcy8FX_hRM1@YnxLq5q=2xL^*m46 z*15vZ^Tgjpj&Bg|`0z5b+pO7bYmeN6FR+OphVCnauUgOzIWJc~uprfxyG3Nx_IOOy zT=t^T%@-Y_Na(JiIqa#WEL|tIXst`DtpEH3qDAP&}yjxbv|>2nGpfM|A02>Sq&%fS3qx)MZ{G)x-K zQv&`C$>)&0P(NbLp*^OEQ}{ilT+}=6&^sM4 z15oT|&N1KwY-Q{a?QmBBE_@G7+3`HrX+H_+JhYc*G<6IAEz+2cCva0}ZBq=;;|z0Q zJuHc!YwNNfWkdPZbow`Y*%_>H7Yyla7wb9{KK91Q$gL`4d#`L=o)Tl_;8vjL@EQHJ zed4H{N#LWdtln2wa`m~g@)kx_+<~F~rqK8OW6x}&8q)t1N)j{~HshUCo%uVq5?R`?Ht+?+m`4U6MI^|90qanV(!-kBPa=5tWr2Rvd2ch&Ud`GkGiI zICx!B%e%b1V*e6HrKzdO6Ix+E@P=PxHoXzjd>+5AD<^zpDfXp(nkad^^yEO2@pH%N z#hEWvXGWX4=jwO=zOTYFYF4H_3|PrM@lP7{bkPduU-6er@o4w z{<9v7puP=`6E?GL1H}g_mWZy4Kex|a&}wUoBsc!VxpeJ}jaT*U@G8%Hj-|^fR+w*G zLgT8Z5;+u9Yco>uLE+cpnlNb&r}rAi{r(TizqWARoilS#alBfnZ|-HI{!($DcAxlq zwk7AVxrmgm;rP3^``W%5?AI#&Ft7BV!^QKZCgY%3wb|Ig12rqmj%wErmSo=&C7KTw8QWzt~avJT0u^?S#l*ov+9kw0HO>f7^NM!T^mXNRby0oR& zO;1=_kf_hLIQSk!99qUGk@QZoXB^t^2@H>@DSi#jf=V94#!E!&u!#|FxcI+Kd`PSC zJE%Nt6~PH|+s1Z`4q}Yxy7=sd3Sj^;zJaoe7fZKI%`bib#n9XHuJr*5b;~a$c%2rI zau57=)Glf<5Osb3emmG{dJjI!Jq>-TNngN9_7Y~js}Qg@UKSG&U|i9l8Gg=$_rmS@ z8->ngIrjv{O+-6B=*=!wH4ZbVwb1G=mTVNax_m_L;xE;q?FUK`F8rsVKF>VwZX_*A8a?DUsqPviD}1a%SS4+ER;Ka~@#gXQ+G=VNt8CM4 ztyd?l!C$Kt_1)(PDOO!k=t>^1kXP!on2(WRMm z==(dcX+*H-x#5x#kD}em2r#@z7u-=o7*B?bk2kQ0!Qi(1EvDd%l6@v4j0@60ArQ|j z#^jrIJn?c|YaOgFie6!Z9)U1=3*HkNHx~8_seKZBkmvc)Wmyt*?bwqqRz9>4S%t)% z6Ya**f?>up@iP&l`?sWD4us{`5lmmNU$}2c$T1b2d+oI;PrFu57n=P0ZHCyph=?^6 zCZGP^&@p~5ym9cQP1j{Zed)Jh+EFuMO}=7hg%;LUNHV&%WJPcL3&q&V%^G1W8ur_k|$7YfzI8{;kC|I%X6`ohQmgR3j= zo2LGO^0yD$)^-X)4o}Fy&V91!5}O^g@h=TAxcJ38)$ZsN*yUDn#}eaj1KAswbV>|A9s1s6Xfj%?^RL4Kl9&xyeCUc1f084kxDY zpz@hY|EiIFrEgishc*0W?KK4j1!^m%(1fLIW`mLcv?*@zNXRRo#?#39hG&3YuC_JW zDfTiIW>6PjK$+@SyE)eL*ubrV{@mMbC;m;F=K6gvlwZ79Q_w7|VZXKFKKN6}JEmg; z9zxP#kdnjLSR@<7jyM>@nCt_#LS*qz_z|DAU@_2EmoZg$X=lTi*GR(qe}rr^%#6Hr z1PJ(aj)CUG-oz5$Gb{K&UxG;_Xj1`DnB9EYBS;2+$~Xi8gJjtt`hy4n*|hLJ4!653 zH4a^U&Tv-5J+HmzX&3Jh$hNM_i-?OIFMA*PosTA6d4BRLO z)v-{Vq4j*tpr^x8+{*%R^_kvl-z$hR!N^TG?u_|nP;i(nxB12S94TbjG zjCPJBwj7B!T2{Hy+-sY*H41z8BSRjEiu1a4i*nz^KVU1~S5(`QbzkjL@2L@e*rc92 z30Lm#F!K_w-e6%=f1_t=Vyt6Ar1aBD|44@gL8~XUW?yIar3?ybJ&ouo5fYsezqm=n zIz8mryYu^eyXRc664Y6DOej66^N*>?-`r-*rw1}a;u`|H*~5{yhaEd+WrF^i=xe;D zaNn=iS6d*NyQ;e7#Tu88i4&of{U_G(UOApv*Rf!dS}5a^zINIoPVViL3XuA{4Cy#6s;8j5Q<-$TtL^MHRmw)_`2#?er7E9t++S zHj3}_zqc)JE+igH>brkPPvA?N{>pN+;sxm`0jWtvfB@>Cng}k1Wy(4TkHb$f`U2Jf z7X-MX-va~6gs&OMxHQ4jXj;kFD8`BE+d^6pv57r{8BP}#JnMl3 zy9d7Nymqrt*`VcUbij;&>-dj`K?BV*VS{tvEe=#@y^##>yTUsc+;zj{>Gv!P{k~5N zwc5n%M;^v1zH9wz_qR>iWG+2V3s@hkdReR3Z2Y{OXBD2_6gJOAPVk-pZ@PU$_>AA| z64$Vmj={zcD#ON&^dBecdoE+k59SLc1xyd;kFnhTT~szIQb8hkKxyk{zOjo+AE?KB{ zGd<41F=A-OaD2ojY{bm}JG~H1?ejMq#RE^*%8X!@%kZI&X@j;S0`Lh8y4=F%w|{(N zQuD`%X}93T%gP3}sn#4(?LUv4_nB@_nKye)FWi{KP+zp2 zrybgF*j_DEtF_-Gqt-XJUR*749{OOMSs5(YfkMy5&BPtQwfo%my zLMpYNxxcLQ2FUufJ)N?e{ngndDWyZi(7o28?jklNJk0C|4Z-;vNruOt$u$J-2~rx= zwU2>4wyF#ta?k}XLxYi%+FS2rL(~7O1t5Pj4_RyUWU7AwQA01Awp+wTjIrC;VU*%M zs+tMwP>g!9!nzT_K7Z}GgggK~c+T(y z0>mGQD=^_vcE)L#{LKiK>0c*2B#N;c?3w&cM%ok9P&-NvJ8c(BtO2`n=3q}~P-LH% zb=ZUtGzqQc2j%CKdY{oOH4)a|3WR{vkNs~>iLza-~l$mI&*XAuL26V5~5M`TVajQ9L<1)jOg!GeyV)&QxgHKpB?NyDHW z%C14e78^HJ_!%wim^l%iGSDvGGxyoq7r(Rwe2b|)u6#>zhdqTGENcE*lpp$wdD+N7 z+2sZyVebNk!H~J_A2*oP#r7w*CiSmE zZ3WtKm=uD~I-(zyM%p}Tr9Hn=7I*fWfT5#9iDmrTHmLRkDr8DyU<86r~*JCbBvUZVDl@4&dcM75wM_Mo&x zn8}ggd+cB-<5CkK&{H#)b8`W`P2JT$uL(v0IuN5{e^+F_y`rgN9!i+z7HBTPrHKr9GsgTu$71y+y## z9YH2*5oMu^4z-B!&RTS8mCxh^`<5;=^32rVXK?t}*+ow#6~_wE%+Kw^s`h_NQYK2= zP92{a;>F1reU}>0b@*()TbGX85rvNF9FyoL$NcSV^+lml;XI+CxBcx?i{G_YwygbF z82&D-tji`;)@|ZhN5c&Pi}c5$(@iG-s)P-u4CTBL>7KhtJtW&x?(~zO;ZI}1?fd$0Nj}HktoxuRKB9{t z@W?7)GcWA)m5t47?*E=avD-d%mf>3{+ruZBelu_NM(g{l%{NMu77|YGcx5(YueF96jSZ*L z4K5n!q;5CP{31CA9be!s1hCkKnlC2eBJq3&edk$IfC%dm>{y2EX1>3R7sEj|NWRcV z4>iAZ4vSsO?EhMby$j>1Lz~wD+OxLjZTcO~F81w&FOsh?c}@;{7jrN%1|wOx_cuK) zyqJ}IaIG8)VLS{b|RpMYrW}f%<^YZdOkB>Ez{S z9TYX+9Zh}OFh2aA_aVG;i1%Hqm}tQqnH@p3Vx4}oZ<>#EjT+~Na#KcEYQ5=y*ZI6p z+~iYu=^2@@;i&0WztAuHn=0ncms%*XP}F(xMwN9DCzo1)Dle7vpIbWfbXd=Ae3hnO zM)lH=UeO$E$?j|aOQ2FpL;9O1H91E82BkBP!egUKWYV0!DXF^KuQ}Ec_Ijv)@_3bj zdw7MgrgD|d>{v&y+jLrod-~HfGu_i`6~`ii|2{qulRs-zHgTh=?_I=(A{As{EIO*3 z!w16Jo+SUR#Qsibhn%nWV)b;dfF#A}r~hIQHeqZp}!L>NM-lItzfeCOeC8xA9aaA9_G1DGR#$Y=SrGjMD3T;Sx; zq4#uK7qwlkd(}C@morZ8JJQ2DxGRZej$LHkEtIBRlz0QL1_7eY02ah)UASlQ2-{d} zHHfWp4(S2*E?g@rgXBsc^Xkdy0+1Yg2ELiS3 z7}r*M$G7RZxkkpTw1cu?q@V^Ij0KhhTu1hvuOD|v$}{5VSnFF(d3a7EY%c{pf|A~1 zbY}EBxb|4RP9yi575h6gt|e|&h#i*;<}8@FB2(=)Q>GWl3)PjJ>QxbE@7R3?2A_%O z{fcT4zR}0PikPuaFJI&wwUbVV-l9ipdV<@*JQH9L@HqnKe8pF$Zy(YtvGNBPBF6j_|&Br5Il5P{-wXZ*ZPRc%KO^!25M_k)~Gj}Jgo2J z`JnZ{ckvsB`jSE`4~$lIgk;!+tGttRl~_kuYW>z3#$&k6Xtbx}mcoc-IEsK{xz{%EwK=wtV$1(&Nfj90mZ zyf5#W?Q8wXpkcqi2HSD*oo_dJcAJnkL^vj%lpiY#-;Uzo?E1ynj2kT9j{SRB$2!rbLhgzRt}P0_uN$JL?{B*F~)cNW@1f&tVF)*>#9hm>GlhPL_L|EdLV zwG4v4{eo9v=_~)SZi8ar ze)Mpxzh!EEBO8d3&XL0U5FgvhxIZ?s-E9NX>#YN8^w){Ayze}VNVu?8RNJnwPFpng zotA3%#}`wRk{zSwMnls2l5=--&o9yMdf^w_TsEj?aQQ%RpJUnSl=5EX{_%}nk>Vy3 zN$rg%#!V1h{O86y$&iy3bA%Tz6!!E%v+hX2-Z)?Gt2y$WbBg<2C)`}88k938S6ni< z?CY-7Xs|mj^#}DM>wb{9V4%iYue3M&|6}V-z@h5nw{eVpZ?cnhEKRZ#WltC(m5^+M zP-HJ;o3UnRJVInCDM?vMLiRn;^2CU;g_JBQOSb>#OwaH4zSn#Gujg^a%-Lqn{kcE) zeSg2_oM?`k@%YVX`E6D(JcWbg=%uX;$C=^1=@aCJq}cG%=(nzcH#oM{#c+^F`)``V?tI(mt68+X3q2HSKl(X%rCCyH2Ua**2oE{{ut2K8XnenJA3o7 zPbhT|J7>BL>G*_in`=3h9-dYBDFY)TBdr&qcgXdS6FuG8R4ya6DoI)0mMwX}@aw#d zuCpm`uIgf(kSlVHeD0G>Pt{3V^twKPj*vz zR~knrSVcvypvC>eVU`NG+A;v;830-al3BvUMhZ>+g%<*tr$D9`fg*c>?`;7b(&vQk zS5tyfpi&M*A8bEvb#d{3*4lltGZjuQ(3dSt!vtgSzg2N65ZG<{FS3ll8I{0gMjPbd zN+Go_0)M$8eK|9?tu9edx8t&Cnt`2Jfe-?2D3aJd2@rM=ADl9RKQk#?ow*MGz&=2q zT%=6kK){DEGwg8&sgmFDg}{Mpp8nesEX{%YfnZ?+u-D*Uz{HehU_x1V`XV*YL_z3e zgX7k!-B)h}r6dW#^#^3i2sVtP)%D%Tf+%jNC~6=kUw#iY z_u?u?&I;AfoxRb>iGuadgVy0QCrA3#HS0QF`1O=-)&0)zpCP=m=8>}-@l{{H6p(t4 zsBFoK?&9-c?6B(0kB*iU5d8eRIJPkSRjB&%HRm_vH`IT@+uxgkV3&sZ8sXK;g~RLB zOYy;r${IflIFT# z+KrM96M=Y7Q#vk!&q+$;Zwwul8|JiA`Yg0_z>Kichyc=f`Tv*P5L^5AJ%rDoqmLkE zz+>qIDy8r4kry8)+!#oyxQX zz2CD|C<<<@k@HFINw_y?CW2$^@Y%nzAmOn-a-fDVQ5cjA=xsphm~53~+Do{!gF^e* zVK6dxXaK|?kX8WGI)5YL21pscA1G5eyzXvj6wfH)r`TTt3;Mzed&CVW`qm>8L~|WE z9!t&akNL}Pi^IE`>wZVB-W-#VK7?ZF5Hi4KhynbHaWtUbQ@yE$!?!HbGWXqVdm zLVYGX0_Ct(f5cZ|edCsOW3tYlcNgj|qWF2)XX1BPj%~y~{~YZ_9*q&6m|0)$%Z}u6 z{K??h(u(5n-MhFM8@VU9JHNMevT~i3XAQ4h)H)%S!e?fQC9~cVw2G$=ecqDWa09M= z<}-C3uu0Uwn-}TPv06pr4pi!}llwXRhBsNps)I7vvPZnsWDD^4!WTUlEXGzUuRU~A zIdc2t#-md&lXj?&`?hdT6z-IdPguir;IU(`CS#(2-UG~UYMf7Rmt?;gFc!LbO)f~d z>%6l?RX2$2O|2mNDfx)iIp1zV>kxkVQ1jK6@r}=gMKy&Tlj8gN1o?_sT_~67W>jelKrcJyHm{_mD4FfAx z$-TXONV7v8%%InKNzFVzyDoeW)%fRvW5?19wlyN#5x8B@Go&2i0CH#Hi6wB0`g$fIzv3fVBvbrC`zfCYdDN3^fEo_B|}> zT20X}%fYb3Q@|s%BShBUMI7PJs@%VdT@!*CO{L5VAX77LjtmKEh8ECcdmCChuVPn( zzR6~?36v-9ypEF`K?ZgwRJe@{g>wB}W0;j^^Xo=jE@pxOQ~X*X zt+0|VEpf4mOEYTY-9ZuU0MadtIs+p-7PQk~vGC{Y^Y-<|Md_T|)1D41N=*xrbLu*x zlWj2l=hWw3`No;>g~I0jDOz&=>sNR~eg`%Fb8H>Yp-%Prm)Zs~a^rpF9_z<^mpc5p zJEY7HoR{^E^y@R66fB*~Sya|K*{P6Y?eXHq0WcDBLK?ES&J+teQwch~o1}ACxhVf7 z$$@4Im9Ie0C1X@-VNsb|DLp2hf1uLc1A;UHYJ$pU!+xcx*Q$j^h)QR}Wog=ad_}Bl zM8l=EMCG#HJ=c3b1K}NDCLkkxv(_8Ah2bpjgX5i3!q|ff;2h7F zd9*mq^=WqB3*oh%4VhJM&j^VPm{uBW`b`tf0Lm1`N)n{{nc`2{onNcldnc-<={xVx zG=C~wQGVN0{W-DK=&Vd_R5+e$t4-AF4mz3+l&Xw{`Bm!RPdXt-e6Eki^Sk@FSL0QR zP@0WB_qDeOOMglSXL(>sfywgC@tEdaln&~7m{NRvyjNX+#n!r?_Y&dad7IZEJ$=+z z)Z12U(H-PTh>#>ueX2b3)<*pmw~x!b)lENk&34x!XO{AN79+X)yZAthh4i?3R;t2n z6CUdyfs=L(?r7pu-PhW;VUG}v_XF~+2W0NGqZ42sf`316%9;B_?M@XE3_Tfr0n8DC zPeeo%SF4T)*j)h{%XL2aSibhlESPl&w~@)n{%8J6E?&bjnz=|nUU-1~4>I_nI^0|5 z9s-*MKpV8)KCn|1{d>)_fD#K@!5)Aj^I>*Xa_ci#O_Lw-Zb&Qu^^q3KoW(q+X?o99 z^}GeYmyMaTYC1r}Dj+Hvyd02kZxIp_!0|!G0#_WETZ59IOkwduq7y{*dK-X9J~ASJ z!2O7L?U%Qp{cj=?1*RNOq5#lUfMKwjee+V*f}nyZ*71HB8HNeYLqG$E0ksF^6he7y z4y=3tq&gG;_P^*w-F${gvi6H{3oXw?kT&c1&d0)O@xqR_^Zscmr!xfMvmhaf`eV>f z6qu`(Ie9(cGdK~I$c9B*vO>WrfQ>0}%@X48!H(Rjs!=>z*HJUzIMDzhR`6PgI?Dp} zKJIc!d`~Bn&-G)Cv+)t6<7=Dy9e;O*t;`k93~8m>u|_QaUYbqu2|2Pgx9Hlx1?(ud z!t3xGy{L(D&+VB|sN18GJEfcBW#(jVVId=Isp-MLeAj0~bZ_^Hh|^Mkg{3S5?`Gp* zeV)$Fhag`o8y=Y){r$5sO#O81u|Z=fou7Ag+V7p@-ROD}NhiPQrQS>=`$t8!aEcqy z(9+U7RVrGc71S^NOsD3;*il7%{k=5ByW7m6G%#jffN!Ti>Lkm%`Luy|cgttP)SH@? zJ(_M~y_qg@Cw^CT`sSS9N>gaa+%TW;YJ3#2V@abR-@`)|_mA*YUuOD36m zTDEc1dQy6KKF@DYj%PrrD~^e^$oU{(=#$0DTTp~ZECISv0cO`)fHBI4zXZ6G*|_^H z%3>>sCcP$fQqL-nIQuwEs*S&L1h=<3HtHmjo(5Bgff6;$yqGAS$O=hMfp`%{1)#V5 zrzqXvkylM*Qnv#FcpLy16vYe3$&El>28$y@s1qdsj>Pv5>`sB?O~Av;DsXxM$A4%0 zQ)bKiQEKXbG++?X$N*b#d&qy%_5WqlhqCfuCYdeP?&dwj`u&q-iVbWx+h?7b)_}|` zb4EG{a6EFk!d--ox}0FzJ*96TC=~}j4}rZxYzMW6B!I9JXaoW9Em|Yt0|zBN`QLrr zhP*kpZyFFB2oLsiMC3VA_V=R*u@ym|Sr9nSX)n4>%GSlh7LY(vvFMHg9Xy5_Kah~u z`fw&aD^CkceJ>b#Rk zju#WHkeWu|a#Azf0iI-uk zB9UV9e->);nbx4t(6aspqP4VcgnW|;@#X2gZSlRIyb*$fW9BEU7pEoV>j1@$+DR8; z2m~fsKUZ_nI&|ZD#K!3O>RG!wPRG5gPax}~bElfQq1Td2eLPi$%T(C8QkoUdDb6KR z&eWku-9{@%t+VkbXys({n%G!#O0RZ(>x@#K+|S&>(dD`3Mddm=P8&k|#Ooyj+_-U% zHsm8r9UZF;R-@&IDh+#?2qg?K-=Lv$+i# zUxn(aOPudd`I=jT)Bx(tXO6SvGeTP?GXMjUJgLXl|7R{h1%0^<=uRRomJJv@mGwNE ztEZ9;InTN-yfLkL`-=Qj$n$o3&Ku+B9(3G*ft1N4IC0m={v#3&TQHU{^k?LOnxd-rd7 zfzCmLwsK)ba)Ge^dGhGQkV9O@fpY{<}^D z-)`SJ#m_MW6jo_Ouk70ogUHbJRBGwVZ7mL#Io)7Z#*VSh=6eZQn(}nXSbpNhBUewf z82wp3J^wH0<+Qy*hK>7sf3A29Xh)v|$aXd_@i%@;(~7@9AlyjrwbE6J%Hatn_D{@~#Vy%*+J9p9j^&bHN`TZadB`YD7az!wy$XFz()8+R<2?%d}Bv za7j!2kRP9{NN5F3GkrN4+$yj*lM8`uHebP2^~S~Xe4&C?YU;>9RN@Cd@Imn1mB-xd z{Y;g;#g`o!@3ZqKdnM{r^lIqxkYgzC;Po!$-~r{qYI#%0i+y&@Ha^3HnciqSu4XxQ zWWW5yIyX|!x!qoPU4HLdiqFhijrB&&lRrw@(;B`~eEM`=BX^ra=$`+GrtiH+xBFT?;)Y0Q`(9_o^ReCvclM2?rkz(I zLlwR^D-N|hX95xeh*Z89L_$kLUD|H?WF)|+ryD_-)>%wO3 zlW=W##y5*E-}clf`{w_YzyZ5ij;7_z%}mD?)&Ue`PIR0(dipJlT#4nTV!+r`M7TPD zDw`O&?zz0~uxEI4$Gs+)Jn#gSWXKy5W z)njm}eqeQQcx$WS15%M5N`>TW;X-0HjWfP?`btU-ulJY8%`7ATCAe&ndi_w#0f>oamJ;0jB^kI<2Cp%Q?of{0T z^A{~izM7UKh10P8LUa~J$V8G!I?rVGiV9Q45>DSU<)OY2iK^4!A}MA_;9RE;9Tum) z51WY@<1WMCGfgPF$KuE(q?ohiZ@G6K-%GwJZ0(tV{ae*qk~3NjK9}p?qwPKpN8xz)&^2*;vUz>w?Z8Pj z8hmsh8z0fnXjnV)rouP@mvOncAn#(7hBUu8^4{4>`IE5oU7ZTQ@)wVwnZ#& zqOsoY9rci1sTmAEI=G!7dF|~FhTVl9!^@Lt;fW%VeaC}aYed@QoTvoe5Hu9taaYQ) z5~_TW&4q$`6G6E(}lp7%pO{f38@J$?UW!YN&-=^zcDX zvc@C(?rGuc?9JPaNn|!!KBDU6{>X;H;l`Ccm&xR<%IZCFAKhl z(fDZnn3yFT*{MaBdf&q$dKs}c3k7!HnRCmtL1BptM+<+eiN-Q>VL2@Y@)8qFtRG;i z?e89vieuZy%Ag`8kVuvCI0pks%kh&gcZxkRDC{}qKm$NTf+cr_9(PBVg@TJ~)u)!# z$nE%$J{LDx6iR{W1h205T@3yXy0ub_DG$z?N5$!L4@^nE4-nja@-8$%kfe@4G}Q#1 z`sgipklWvSFh<~uYs-LzE0M#1r5X*by@tOg{t&SDb4~e?IDL;4Q(;Leg6abJSExQr zyjx6)F@psaQy!Ba!=?<87ZXg-ww{*U$W~1$o3w{lQsdz#4pxi5ONvQW(-74MBm?vV z@$U%wNL?Y=KXweM9H^1wfNbCAqxX?IMyK9{)ud0|J+vrmNvh2HTP*QNQMY>ro`B<% zfI79$f`yP;V15^S8^@cPW`bVyfFpzY{VHHzwSQh;dNlS&3CsAY`h9%Fa-W#-hNr6ay)2<}J1dZwxwh(TPw8+_uJTdMUW`$;M~_ zv>=Xf=b7QTVkP*#4Cn+dZH=fd%tdaG82Qe`>vZyJ?_Jvc?X#oA@#2Uq!l7Z77XC-z^Hzp@wRZjq!K8gTX%YfMM(6W57H-SGt7fSt znB)Y^3fHZVpje)nc*weCDf7%~uKqOg8xL)BCbnFjxOHJ7Yi~Y$Ov#}~J-?kyDCT2S zN6)#=2M&ArE!$WiMU!rpoMovw+D4X2R0YzX_8xx`p(R)t<*Pf za4j_DY&I&EYqjKEL$zoX)lN>57{~2 zd#&(Fg;~a{m5^ACx2)Hf+{Z1G8ao*ZFepw5>@-JTs>on9HBoyCSV#JU1XCu4mH38_ z(NCm37`5K)%X=zv>iCN`gqBl5Rb`t6z4C4)hCTS+4J4$f=B#~83DX;wU_!@ng#~&6=F|6-dOb2xiN2V3v4&9f_&by;sw+p}1gsB# z-iE~=!|&2i8vsgQb%3%4l%X{g-*hqTZ2kX0|C71)eA_??%YA969ya(nPhtG8t_{HW zcz2orC$6RtId z`)oZe@aUvyfxLH7+^k=X_pxIU9;wRWQbG#?*tIUWTwPM_@55^y0*gluM*O?N zV+EIv+JQITVxGgxKOJ{332z-|k>wQ}60ob`aM=8|?)Pe2eD*4PK$`;V1J+c_(Nh&+ zx5uxqT-4l-s8k^U9Cw%-r#=*Z`IGhO>2Hm7?fWYY^5H7(@~xuDZAX_U2N$NBx0?&^ zu8kF*&h7WWv@+w1#Be#5-0DgJ+*VJfrRBm!b+(dgZ0KqFV?!pMXosMl?7b>~V9#6g z8Dr*qTkOp{zV3`FqKW67cQmy{N(Wzgh{fSW=OMeX;*j)^V7Dn4S;^;CcvJr^^q+pYxB!x#XT=5>*NgO|s}I5l7J+ zQuy3g8KK3Se{8xeZ4Y0t{2*ZDB^Am7uJU3?;L?kY!BKIe4aCQ#nU4KM)cr$$aXm#r z`81HW3(zLO5by?Udlq`ibI?Cf2V*ZlJs2QZJ&Uvg4E|6SX8SDgKJf73HK+@HTTg#o zw3NS~B-1-Oi?hwCur3Cf4V?L2@6A6OjleCg}L?Wee(>h1EIkr1d5BrnAiJ0 zfUYEIug*#&=%R**PsXX5_v%mio;=23-`4M8d`?fW469-x=AYMPaPJUF0jKZcdYnZN zYbyRA$MBpUTy=>d0-AfE*V1K)L*2h&6qJ?XKAoW-tMc%*UsGDAE#78}r+M?x;Fn_F z_C;OlLoMeVqlcSzZ$Fh?Zkw|kNYlR7h5p36e3K(AnuFNNQ&;^^;$D?Fj5{%J0ggg>Wt$RC~lc{+Z!P*zc{n7xo?M`NuC4 zhXh2Gt;;sqG{1iC^l92a4=}RoqO6FK+dSJMk=v(-+}GRu24dZxtR8D#Gafh}!^mdC z{W)^xcjKh}p7AwDR<0{{($iR$8gbRTZps46XOsns3B|6n5o3D?9F|?Ommf*XRhb^4 z@oYJ^_f2qnhM~E`c9D3+9Np!2;L_96QWbihDQ*_I9%L0jHp|gADpWBVjnfxrso`%| z(A7sjWImfioqL+aU7v^V>{CJt8y3{5WzpBf$BK$xH^xd86;GforK+m34w8zL61+g! zQfG;K4MPhS#2T=BaJ>E zP?0$HA5-V5b7)KP(VQ*}KN+~soF1Be3Qi_99@y_M1VO4JNJhlW-S=M;A%4UGHzQi& zFQdQX4x*iJn>Rxw_r*JB&OP|6^(}BEhs^2b+j;@a8h?cks1K-yhTH0}HTY%!K8^{h zEQ|^!<_*&gu3}Fh(=+GtW&bKF14PAOK(~V_@V*V`kB0_OWdXt^A#lkS_UD(YB9 zv_YamhMdsDx7^(ZqF#K&s}tqJ?MuyTCf+j+WS(N4q9_wDOYYJf0}CSPmOCU?uZseL zwidLyL_A^rpLHSBzO)U#q>OE+4J9@bWi=VSO#oof+Ar^p^A|%xy>Xx zDDu}as7S}sYmPmC{$SS|zG@1G6^8o$P<5R9_}$y}igsn6x6-lwN_QXf3Gp{(Jqpir z+?bbM`6s>|{fY4rwNKdSIe7X>czn0kiocSho}tt^A&aL&d~6k}J-VK3jBx%{N*)#^ z5QhvOCNdu9PGF4@JAr=GWpGjDQCfg^{lzaVjtvRVYWp>n4fSPgJt5RX^z(jhnfk7d zN+2>rv;e-GOzz{laH7d5mN~OWOaNz0kNC0_eOs~ur_|9i8DeJ$$^X`6`~5z;Smin3 zA{^mZu-3ug|D*=5m`-0q6LUvVNr{t0WJH9E_-IyO=K!b)C1c*BmrV8jG)q{HWy%TV zQUr?(KoP6~!2JI>;l%~0798S@aUk0tAmW~2Xg#(MM8|#b6|rC{DpaM;bx!{67)YI+ z1>*KM<~7&O!azF#&s{g#3ylYH4$|UxUyB2n5u+jv-NDx#ggzJx-^LP_Q5^5$HuCYM z_3JCk0NSAKt==KZ9gc9!u->;1Ogg1ic|nm(s@C86&!nU0+cJ8u6=%wMNmGgy@iLzl z`H)rr@a;l5D94w=4t|~8by=&eC;F3FV@<>= zRF(RT^}P_cU#}la!h!ctz(pnEkJECSkaVGqn2JLK5mUDH#N44dffhJ(?u{WlI|JMs zcE5)1`A6w1Qa5L&?8`+JE%jOwM_<)i1|B`P`xt z_Crdbp@qm}ar*S7m>o}v@y2T@&0BrU-!+o@c|4ddory7V5qqw1q2X5c%dhjAe~6Wb zlsK)3p6l%*b}M?`cFhE}{Afh77e2CYAJqDeF8EmovW8wNB&GomQM@*F01mcI!=LI3vzxc?kI=DFQ)}p2 zC@9dFsqtAD>x$u{e`+ytF{p?tP|>mK9+J^LO5ADt{yFe4%$}paydtc^V4KBEKpRbMgFT_p$O^_DQjfaEd9>noM# z+Y&$%9ni1$wftKy`s~btUy6LcQ2?2V*z00THOWab5IYh9<%gv_R?l^90MB6#s(kD` zxKh(vmizLQf-rD>%CCRR0!E;5{fLh^Fw;M@h5?4Wz`#aIoMmj_qU2 zG_+nY{-2J~dg$?n`t$3;u1v}<$79LHQ3s_?5aLYGMPCKzoheq|5<1AGWJ_+uB8V|% zJdQGv1!bBLmw-PmCMeFQV#*4)wN&G2jGbAz(74ccT7pX<%NF?M7kakx3!&u(H< zXH%u%cg)3`IVx5MKd%*k-|XquZf)MO*6IC8Ma`V<{iTQ|jy}r}Z8^&&QTf?P&Oo6^ zh${zmu-Ln2s8+ApM=bQ}bOgvZOP_=Z!a1lzE!}(9zOeah@?Dw#{8YBRu5fjIVdi<{ zkGJ_RTjKVSIU0YU9On)%?O~sNxBJ+~rn!`xHuK`tXuH1??HZF$#Gb?Fy|?mblh&Qo zWR+cAXU$|&#wQ$`en|(nXjJx;DBdTJPMmuZqFghQ?6~)Au1YY6$v{6xrARDOgEJ~H z#Y~9_FRpYjs)d!&LicS#jKZZBhl#5`O}9?%wx_V3oKvXoQCE|?i*Ily-ALrhe1oVE zsnWOH5F|#Kh+{1RQ*gF9Pj%61^Tz1Jx-$Lls66j=IcsNM7lw9E;5Vv|%j8kM4r*2{sNZ__Eh_ZMiK>VuSs zX1}<-I@aG}BjR1`@g6;Vv=Ep1O9bNPK+``}>ZcwXBF5qVTW;x0FW#f`ZDk;akR<5S ze<&|NK$=O>NZ@4=hdY}2R*He^9XAcNWl=`V=?7eSGyvfNeb`RsiEBKI*O3+@2|GuQ z0C4-mQ&%xVF7REfMCK2DY5ThJ|Bh2vRA~Qv+kumR{mPGj0qY0uDrPvNYtJGG_fIzl za6M0xi$+h4;Bn0Q4b6(dZAKD6^DN|x@%>*YvFSxixjH|S{iixQIR_tX+M4T<_f2h>14zvw^WXf_Hg286W@Za zCDQ-%rY+7d23zFB_7M&g%hvnpN%r z9T)lL)pthzYpl$CMD7WBon`LNKX>J;>$VE|tsl?L6|Qp?tdTEXWAh?QH%_;IZ~Prz z=w2Hp_pkVI*IBmwnvDayuYEM5S9$SWB~^xgpP08>%Xj7F8YgHRekSP*coz}$rO;C1 zg0^?5OFf8g#=4@qMLM0*qE0ctmuAF@7F1c9Pt1` z9P@3Zpk0JDWRR%m@&m7|m{G_i!H~kv{%2sorU#J{0KWH-`XC2^q>_MdO3?EbiH6dV zcg?TyAl!~fk=wDls6@GZZvlHnVA}s{sNiP*sK>n)K%BlVE-KZlhtN|hF2s_RU~&!^ z^(=_0|AoKrH`SsXkYxWUndr88sE2N-G3Yg@Ypv>u>hGP zfIsgd-iZ+soHvj%nRI3uRcZ*8MVm^b?8-g1IHCKdTxxRl44l8B(NaGD7HGh4kT6DuY%SK^mu}f^W4xAP&TCZ!Sg+t zJ>n3^pB7HFKx4wczo~&Ha^u#z@AS8kM-_uF)0+jti=nYR00F!Mm%%&{nt?&ZF7C5T6Xogw)s`MgVmvow;Znj(jdlrI~TSRi&3bAt;H0T^PA zAxafR`auJw9zr!lJo))6^<8Kaar-RQ_>J}VSwfh+9B%m_o%WWg>G6Av*ne9v@3Oo+ ziamjrPM2XlBybk_V!{93wr`>LLm4|G~+Yhuavc1wJoSRs6jNjY7zf|<>V!_Vc zQ(s=38fiz1rkqP$w+}&y>}=eJn?-Lcx(RWKdhr(BV$ER0(hprwlz!S$FFLAPOdTrN zICai(;^PHgez(vfdiWOA-MbvB|EM~w-Em(gGql5S*-)(D&;*CWPWHkD$Jwg1F!jNR zt`qq$X_bozRPTPEw8K8+A8FcgdD_XsR})`JrJ^+6J(6@}xp}v1THT#G(VP8Is_(RR z-Mp2Ci?#Z9QyZBFH)1XbZf}Nq&xVWqQF``W^9)OmafM_1S^1IINfER71twV#b#y1AnPnGOd7RHUqvO_^K-mdf zT`{7c7ng(|`!ut%buJr<|61mVoIos5fUM9@pbP#U`ef$hcw++Ik0XFy!9!-mi7v~G z-V(lKV|po^1t7?ZtqkrYYl+V7n6kjqlQ@A_86Y0Wx}%JYno7}okfKyPg#NXK`SOEWr zC`tod=4~%tZ^(_J7i7m20ar>egayNJ>IW#aY=7dvbZHbBW2yy1S_RA0XUgS27O-E5 zPDca|UR)I2h7p38ABjw5pqL;WMT!9e9ZpUrJo=iHz4}pT9WcxQe&TQCtU>j-lEAuh z*6wFClCs}uMa(U{m2 z4{ZD^C8+A^!SI09|58*53SY>?iMGlA!1gY;b+yu1UWTL)Jq*BzF{zC7RTeX1A!>sr zP-#Y&#RzGd_yY?Rgh7ZDvaFAzle zu*Rmf*4)nBS7dQdO@4RN9X^+1hjR&|nGI@973_3)Oyox2Z&&=06d1dTQSEw`XA>A} zq_s`0`JF$zy0Wf6Z?`b$=e;NPMnCGMCBVaH^TpCWI$?YJxZt(7LLRg-sT~9pG5fdN z_AUtWQ!+qc;cj%A3y@-Z)&$;ady)uaV$_Tjpf)+85|J?h$lfW`3F^rbxcM!>5Tpg@k2kn% z-irc-(qw_0jp&JzeV4#k%DdC+L>$%3yh~Dn`1JgG^6@)BIN{^Tx!Z_<}1#xT$}Q zA3AyB@KO3+Zdku@Q^|oq9JeKoJD)YvQcp}cqBf(WEW@&O4Rg*y^4ziqK2IO*_@aba z?e8H}kPXqXS1?uQ&ye-e=}yrG`0GIGq{@_kEhLrM-Tv|FZB0h+|JCBY6zBNowIE+- z#8I|NTdzzek_-kfILZZEx5D5RC6rwxV}-b^#F_ZLjx&zZ-l=R+^RLY4OzxK=z0j#; z>eoFa8yK{FE8D((KYI%e6Rpd{-RG@>5laV3cwQ{NI5l^yAc&pC(q-b)5%ZAmqdLZe z1WV3+u2QjIJ^b~b{|PDBdCIbpu@tEtpqsQW;fkrkwdLGn!yAsxf27#W2BTX;e%-qJ z+=j1znzI%+>r~0$Of0=r$+mdV*7Oxt@x|@o?XRkKSNRvxFYP<)6vEuRT^`w1e0uq( z$gX$6uMf~$bZO|NT7K{4H~#*yeo-aq z(QQ)?TyJBHC74Ey*=mVYq&6B{dZ`IUjA`^yrU5KYcDvn~eAv}(q2MYH`3_^umBfC7 z%atjgB!XD)L<>!NCxnMa@!Ew;TI;y*CQ+NU*`e4(ThvIEZ0OhrrjlwVqGVeHE7I}+ z&0ANPabYv0*HN!Y*asx6jH#qKTTQO|Z!cu;Qpc32Njp zDQ9-6U5?6CAyqy&?|?LMd~sA$a(nH!dIU;Rr!XS-AnOwXvVIV*M-rJ zdoP2Odg&ZCqRK-iYoh6h#C^-fX{~wV*Y?|zPhMspC2JAItnoiYt?e44tzZ7i%~vLL zy`ia{&nMqGTY1xW$B2Dp)F)hLXFI}U{f)BjWd$OpgkD1E&bjoF=umyBuO0!pZa>r_ zer*-JQayFSRqqXzmID3m?w<>rtIbUXtwnGf=P60Mz$Q*7C$Ej9porAw=9QYj*Dhb3 zc~e7_^w8f0f)rln9cp5B*gSs9ElBs|2kCB`blu_O%!VyXO*8wq-%Ag_nV`A;Y@%RU zpdqhe^NG&ys|(|FC=?CKQJ`IZ_v7oaXVo|IPI%Y~B>NjopS$+VaY|=zW3?_=zTYo~ z4J|Q|`MmXe#QJU4XK7yRgbQb!@|M#Nyv9C>*i_!Q6<)dDgFxHWQW4bhWV@?@f1YM+ z(OLhbK~mYRQffhCW}J;vo-P-UvXV0VblZ5PbNM?7>KnH$o|k5NXMCsfgqSK>E4DM4 zl|=YLtTe;Z#j@5i9Y2+Zxj{clmQpw&&a6>s_K_x}jLQ<;Jpg1-TC zu@rtsfC&`8KgXm$$Am)Gur;G&6!>c@)Mg;nncoAYmV$vrg_-+IPqq;h^(}E?Q7KSH zM*;lE{%g$HkmAbl;^8VqkGfz_L-7cmO?ZFq4BcoZrQ)E2`2ADX;YQz)OpW|<6V^hA z9znkhr5H^fI!T;OC}Czkn-Cv=1+(JRXDS}`19rTa0?i=2S5eJ)LRd&wpDNdh*q^K+ zcU>VpPQ`W5bQ~4cgkmx_MrkD*DG0awGTs&2`NrHn!yWhPq^!Jrz?^TNR`g4|0S9{GRw8)*MkkDB#su1q&M_V#>($e_6&u4=;IinsqAIbd5RC- zl3nfSX5W|>d71x-jn;@!N^ASOJzSfyMqL`fJ847UJY0H_uIu^g?P0B0UadLJYs^uX zX=KeNv*DJui<)El0di+&D`PPjy;KXi)sB-qAs^NqTQv?p)uqy^WNzHiir*yY^W6bZ+b509mamc z+JkMxD`)!2rOX%?5CHr1oEHiViB}#LRRYHrtE9`2ZWau=^l*O^`uR_{$VBY0Ls#dP z6FXFr0mu*(Aasa?CHGiPWr&Z+s!N*QqcAoAv5%nMM+hcE#Q@Of`z@zvOVJ!R$~wv} z3gX5D0rIWcly%j=>$y@CQZhi?O}Q!@X&l_}eqc$zijj?|0X{k3_zpAlpugbu8_Ja$ zk%it=+iiJADN9`gHmePb6LAlnLg7#n%Q}WkB~z8M$o+&C%PE<&30I&kF~br~fJQi$ zGT5(SDH_KO^~NCruN%OND5O|rp_6#_X0wPwpEYBxW01~~KzsEF!~eGk3!-%43>ZFR z<-0KpP9IxcnLQ==*!T}Wsjd&pdF#>9_YmDvmQfb==hgbpr$@q{)tPA)z11m_ks%g&GOFRvcYFm2(9;^!qcmfa_Y zBlkXianhMKH)z(E(bIcJvUOExPO`L+3GLu~^653VUf@j~y5aMy*BRiOuZ%wGHV)t$Pf@be$y(AVyufY!$c<#!6o zL;9wpLRuSJ`1sR}i%_L;-+dZ0*BkeuUE5k`QoZC$JO?G7>0Ty$a8k_FGG-%j;@%LY zgR2el4lVGRlAob?g8CIbVleflQkex=9~6T`3Y6BoZyngO`Ocs|JAYmI#zEVLq^022 z%;2{HK{aIEo?krEG0j_V#C8WqcVpd#UFJW~;J!0O?+VL((wWiOCM#?BP_bAtCA0bL zuI7b|n>iMpZ@l4f_|v}zv`(g{6pG)*2z_cjqV1w1AF@)z=R3xyt`a-EJ75;}ZB*Th=_w2~HAdzVMj+SX)XDgUQ1Xb}%9y*u z!0MBx8}=wZDmd_A(_=ISa&$HSfqt?d zw(hR=4qOHFva}IXq@N|`m}p{iDBUQNvi#qM#b9)X?!sUB7wGg~i!&2TV930}oFQ8E z?8_^MB$J+yGrp1yCE01EVt@-5-IM+4yf9%7y-)m2{ zvgWIhdtZ@~lPdk@YGCHUE422*Z)*>iVZ=Rd#nrOe(wWh+8RqE56z_j@sin15&f%A1 zM8V*Z(9PKK`T|LNf{XBbXO>a2XacPls*v~g=vi7Zg*W_$OvB?( z`wMq|vk3|Oz|5{IexOpJf+pCadmzOc9|qGtw>84{lAcUOeNvG2pvK3LWvEdH6!Kdb zw0|*a`@XLj3pv$}84#Nth`vUAnl6ALM#Fq$*R>m|MfdSh0VYQdOnRHFXQi5Fw4~B=nzG$xkC;9zG80{xLyF#caH-XWUc*(I zA>{X~f>)Vx!~-q5{ef}opM#}+{!9n8wP}|Y+`S|~;~}tL$t*|hI(@XOx#t2uYsd&k zg!EitgR#Zc7MV%Mr6|YUlt`z;Ywx?|giyY3XpJzjZC;pYjOd81g-sZLt^}!#IZ>DE z+9_@>(m}7&#--4<7VWFgJLPpb>7sA%9|diP$R1b508{M2sD}yErABBcR}YkhQLxE( zF%6B56La!E4-eaQo)wXwCGvQLEa#Y5mZG!DI@$r`>dz>q1c=``4=~;DHuVK49r3$h zG=e=a;D`UiX*<}Nv#pj>Z(qS${H17j?ptfO^E`Z|z~@rqfa`TFFr}P#INh~K0DNgM z&uZ1Lk3vag#DIKik^FzkAYTcN8l1{hpcB^5-&At35cZjI1>@%krGwa)tI&9C&(MKp zyMJsHgsPtN$=dVM3H_-SEGD7^S{mcjD!nPb00aH;XxdBZEeDL#>Cx2;)R)|#w{R+t z=nc0Avvs-H*k7y*<7l6ew93AD{=5T}NXNH6^e5jQ*E;5ndi257sKL z5>YlPB>rnbPA6czP{b?DqXx9KFLZEem@gC11N#lFEP8~pEQy$f0;~*tu&X@A`m;Hr zOrl{o4s3=vtR{NCa2DyO)>9I%TRDr=O7{GA?5~eZkSh=_<%pKPd7{_crm;HP3HPG1 z3;!Sl*R?4)Io(n)+4y?+Y{XL9XS1HhKUw2#_judF2n4`rW=sQnyW`96YTn!AX2oxF zel;w&ZgU2ZwW94VYA?;67>r~dwttz_Nzf=NHYq}}(u#@_ioOvKDtwz98lBu<_(!~O zcfnrB!NH|&2v1kLPY*9xCZ=2!nx2taddVV({;djIv>G3)z{lE)5fKHqkMWK)_;7@- z|Co9#-|D#gTDr(ycL$yJsiAFfyCZ=7p)H?4z_qoW+qgHpdzhh{;p>zg=U!)cof?qqNN#m{qol)dY!)9O{E>dvHb<}}jOCcE z2OTx7XiE#NjVe4RSgXfzul?|sw%A{`9X$Jpu5SN`63zDA&<9*0HbK|I#z|L5`gl4Q z&WXrMstjc=YgJ1(rip4>gr4Jd0$oe&03&f?AN^=ai&`zw;IgqPUerUk*Hi!(qaj5{ zVggH_9z#n?r_%u$iVJ?(Y%#g z!l{=bfM!f@rQ!E-qlGI}gfh~#ejOmEYw`84j~&l` zV}`%N=qX|2a7U1x|FFEGt%LLYGQR6j`J)Qi8Z`k${>SgkO1}isgc~^--&NSBr+z6f z&KDh}aij-#C_U78znc`zKc#FCn$c?Ynlf_kqvqq{I(UOoR@C-p9(9lkOIY{dwvgR+ zu=Wwwh)FgPCoYDsx!q6yKcc<^u8H({pI!q97`ikOGy;MkMUam4CJ{l95)kx2sz;F$ zS}38Zh=O!b2sYYDQIr~_Nzpq2K?q$>r7A_*e>UFt_x~swlI-rgyYtLEGw-|e=$v~% zH|EOC?GgL#K{i}Mq}ZlXb6by7JlZ4wnvlUQ;00$0*Cb>6Jfwwucv;4D#FHluamPTl ztSW7smz&{$R!7Ow?5WCzgx-Nf#-cZ=vc50S6U)p?M;2Za)AOZTQ*Ybx{#yC;moshv z_r|tx`Fzvz{o|p1zS;B_b#&;?0EGU&w(RJ)M|1p><+w%TX2cq=_Nw{%_t-5On}@~p zrzy|$;rS)8+0uHE*;*G=*(bXG^xg2=7owKtoNmzY(J|?`#v8lRJqcb;wvr2)D7fSl zQ9MGctYdv-kd_H0rBKk~PnXGRuF=IHER}v$$n!pv)D>oN-LY7Pq38}p)+g7O_i`y# z6H$lXy7KRC`o7-Im7g*kcJ9*C5s(#F_g^cY!tZ~WY-_vlo-DZ<&%V)S_WI|^f{0_X zOns~ub+AmQ_38M4SV%vjp<_wsbuFU*5UuaM-0K%AR)6BVB=ds1Y7x^d@nR%vhRPPh zyut10BI6ru>Nh)HC@3AXyouNeCzarUU&0*op^drb<1TF6#mO8m#4~m9b~MfHn@}Tg z)H!Dm?IV?bz%V}AK*xZ_WTZDf!0Ch`_s*ea8Vq!`r>aju76XY5#1OD=c>8yjQKTTQq9l%~%?bSrN(Zx2 z=c~}R$=?;JKti%_2u5F}0`Q0frG^tXpmc~kZS%2!P)5yFu9r;YtLrhD9LzB>=!Lja z0;M!_S4{P(+8hLqK-l^p@c^OxUFJFo(Wumi&19S(84pegj{E?M#E|SXoB;M`s=_Y% z*8E%&xBw`jWt&Dr1RFG?Mji3!+3bm;c=M_p6MEK@BYhrRJRY$Oqx7sQYQ;;%W&#;* zO=p`UlBRlijwjx;SBFf-zw6(3ZqlWvIv*c5PdI+v`|!soqO|+{*X7BsI)hy(y}$T| zlI(Q5x&|={XSido8E1~d{Th^!(3QSjq-xls%yZJ{2;`R8dXQgn8@KT=jYpRh+xA{M zCc5^-JM3SsS9E;q{@Vwl_I?g45$UfNwEv|encUx(R8(asaKjv2AyDeKc96Z&vxqx* zom9Q;U zU2yeIL0b`$Of3?pFzN?VYd1U!QG%XnBB zJiT$=)L3yi6ZsbMbtE0Xht+k{@$uBbLIk-2MTTz3?vGRJW7TIM=s?Z4qzVXIUKbTq zkO4tW4ickrB%d!Xo46{$Fv659C~We>Qi_`e%C6kB3`jN2fh)gHO0q#44q*pIRa@st z1!wIoYNc%D3gk1I2cQ6f7$O2*n2)*D1!V@P*|lMD;U_gDV+Dn!UOUmzO4*CYFzr}M$2ZPZ=(9Zy>~X;QM>0=N3Y z2#t#>K==G+iR`X4QVQk`Q?|>(_)V=q|7g|)ni$^u2MWgD{$n*cun{%p%NLzbe+4Ds z`76G^>h5xJZus7}NMeXVLR`@pCwZpmcLrR00>%Npd&U_sR6s)Yk#lo`aSo56W_S-(sGlPPQYN+Prk6cyruTsl-3vQ4ZcSg+QT|?+K=sdE8 zUMnZKgns9UxO$C$^xN4XJ#EQ^`n4sOU*-jW&S?g4FI% z1@R)r*gyUdV7I#w+AcQHX5@RREN3k7d31#yOsm1QQj$O%I$W}x`xef6L$|w(P2qc(sLrt1#gf0~q9namlULLmcke&v3o;QBOf9<^AfZR?7R>78nU?WnI3X#?e=~#u zlD}t7`mZBq&W2b!lHip5CUStSv$xgW!%ny$9|ABy9h)E}Dgw0y*!hr9(5dyA;I(xPS7=!E!18^dwcnl9G-rUb_# zZA@m)w^nQ`jl z`vMg5V4cIgB$!l#D+9Br_in|1vSk!D;kc;-w&4x6zd9RU*fC7YT@}9tLqW&n#rKKd z6Z}!XW?R{Gx3?cyBXdFmS0qo=*SAaMxf(5hrzpRT{+6Z?Bvi6;En=bGiOl{wihoUx z;by|bps*JHz~1U5SRn7`P$KpX>eoct^aQ5EH-xyZ{(3oz_gy_S9C^sMqI7p;3*9=x_w)H>1Y&# zXWl)hwVzg$uLUH~M3aEonPF(lOk0@P8M1pkJL!bWSZ&*l_R-E8Wn3kMl6NqDYk-dXk6X^%g@h`ZqbaUXroLVLZXqw3Cbx5m^3{2CK( zF`|!-c(?CCvbZE9QYIr%_vR611RIJes!Gc;j#a*GY#<@?Rmv@;&6HSF40Hn~CeEC< z9_ds$06)5kL49Fsk9YbW7qk^H+UK?zX{pR#TH5zo+-$=rj#%^+>M!s;HWaF|!T8VgnS(>}`?C-P^KuvW4RQ3q~M!vV%1BBH9>J(70r1IY1M+e~H@`2+f zzrS^(TwU@2Yzfo7NO}K@1kASrAgK|%yb@-zVA|HelZP8A;v@b7!7VZw>vhNr+|39P z37SJkaspyC{PorcH(ZOBT11BQ*A>3IohGat_;9xBg=zhZHvcaQQ2To#F9$iCThoiS zkN#P{CyR4alfMP5A5D`oc&E%U_27zRHoHVFBvZ=VH_y;^iQIz72(zzJHqdw?r(5x) zq(bsFNjjMk@Ri^uBtIQarp_LoXBmS6`aXW0^4)9Whj`ywq;|94(^Ccc8^KA0T6ZrY zz3D36hsr!sHfYJYqBH;M9xSrBnq0zjuwtL~nAaJ$5|6_ViGd#;r9FCZfRXNjr(cqB zku{HI0#4Y^)AQ}eh^3`Qje(7RjkTu(-ku*)-{cAgT_WGY9yQ8j7eq_$)>g8Ki(l(9Uy`;XuJnWb26^Qm^R82s*9b360? z+r);jy#vnp)J}c1XT`!A8eW`r+;Q|b600X4tjTOW(*6~^H?A6~j-P&2#k$Zsxogzi z>4*Q3*Z7JMkwko2uCB3vbe|j&LGQAm#j-g!8IRv--aEK3bM4!hyZJN4Otw4}ZbpR5 zN@<{Q{#wR3rFU=hA(<#WscNp=8rvMyxEg*(?J%=~YnQ7#3KTG} z(-ecukUp8)OvC6f_6j__feUJDdiz;WO|$z#)5g=ChkoH=OJU5K3{Lb?mQ2tjva)-~ zHTiIu0-15{H3rdM&7}VA1(Bl*htp?&Rze#*y*bcJor6`1nebn$c{)>N2vvnC5X6Ts zLo+3$xe}>q=scG7JJy|R1*q`Jv1uLOHh(2hTiA0;{tZxY-Bl|v6dYA}a3 zOlj8wl{X`(f=|$?H;Q_2)faFC=&cX^`<@{EC^?R$&$ga&(@xwK>Gx}&;?xY{^_@)c z@(tYnQXcwmw@l;D9~K2s|C;z}Z5{JHvwN_L2y#AqYRpF#+ZQQIunRYeB16%=(Kq)gQhJ{SJh z!fVyWwbM1=AKsJ_=`7Q)HcFqBi2xOgxhsODBDE>0b;#i113gt&=p#jHaphBU@HiaI zhZg?3Um)&dOlyf-am}BZwOfjNz56=@s|EFR8b`l*EyuXT;D5O{r+WFhFEFL15v5Tw z?Jq+&)m(OsCOTYxt+{k2YDe62*_p%l`tA4Iju&vXhbnD{vNWC5?-U?i0T+-Po7oyO zq@IVr{Z)$`KC!~$vcIR@E#q6ThTrX|eE+k)wW0NTl~YjpnoQVQ+E~O=2%f`gB3|rQ z;{JV&CW5-?OpD<4&XaSoO0IeuxtW|Hl*RX5wwmjM{kdW<`^P4B6#T+_XEfKlO2-=l z(!7VCDR#Q1wz?j6>+hbJ^;c_=53*d3Tu=zu~T=aPH|d{_uG5SbnKdl zYHTy$cQu-GRJGZfS8`YIJD-_12aOg_4ouK`WdvjkyT9yA?nx$^JEwwyyXzPd*id&r z+Jv> zpkS?3drNn(Ib*`@<(_B5I?Ma7<|<4IojPIZsS@av&gmp}+q-#AS3uCM>tsy#XO)>{ z6W`SGt#!XBvHdTquQOFyy;`M>5g|+wi*#xKvy452X@j{aHnxLz?m?Su2c+wzw_N&c zP$^&)bcX>=|3GI~=p9`7s(Xl%_5eW==qo)2Oar>vvQz=e16V3{K^AKDW3~u~b0zd( z!(g3ZSNx|pJT-e8TtzsbuOXawbdoOibEnwmIMNjJKY4G^iP~yYX&k0xJ+j{Nfp?vI zkRHa{fM$E_YXNK?$;l4sp-qM+fDeMP=}cxZfq!#u$2c}`OGK>~?%LK_MWhz&r~#fA zC+7U4?s00Q#2h|brLHDSpPP5B28}LFW+RKMkfjw!gZ>FU=VEk0wXnLwfV`>PIh4dE zK*~Fa)uBqrA#&hp>N2$g?mE0#y%_AGqPt1K1sj`cb$e-}&LCWMgO6zN{AlM^aGK0~ zr_0XLKJ!k^Mr&H)6(@J*f>53)icwU8V^eOvu(^tCr@-GHJ%rE?3|Ws&7f-?YIcFYW zP6?3MQdS9Tr941{+@fjC`8Wh*JpQbOtEwf z2^#Jbm;1^af>jzLw^e+HNBc!_3qo&|mW3LpR7m;Yi-tg(rbmI&GVkGUxlr#mainr+ zwA8$ko_?HkC?`+xi+|>cu#LmxjX^0Hk^j=nSo8&)4Ju{uIDx?`#p?~5CnUrI-}WQs;~8_b6cx_)4;s2sm6YGtw#Xq++0i8t3kT|D~#B$^cpb z5-GX=hlOVlrVxoh=cj;{EVbL=6ZzTPz^>JBK=eInLB@LZy7~=yBC!nQrP3|#h}f|IH#k}lGve%tq3P`-L;wYxQwOc%?o%rmu;6_j?kU& z{=sP?7+4cDC|5#R{jV}%+TzPe{OB9lC-d5_Ue7JDSOCiiqJK$p=j4+ZY5(ry8T)Y{fsoUo=Bs4d>< z7&>TLa4!#Fh+qVvV91!#xZvAS`#EP-7xmB7+$`gP`fu6lfBhJPKaAgsD z;a1JYuIOMaG0wmdzU4g)g3uEAdjI9bz)R6Y?-nLC*Ffc%=rN6me^qvV4D4!YZ`C$; zzOPsHZTcb?y3V2z*DZKByG<5*x3~|-ZJlGthyo6FNMzn4xjR95sph%TQdDfcGoGlu z4-c@Y;y*byNI22=&$fvhNHPT|+Y`OWLkwUl(8hW+7sb39%a+xP=qxy$w}HS5CJC|- zq^4}d_d{dsyF}is3!pkfwn%64gJ7$Tn!G~y*acIO?pM>s&LHgp+W;SY zi~-G0M7v(B;R2z@444_<=Y&UpSdv$T2!|!ztkNlUAwL6_a~si`+td}aj~+Whcz zQOibAcXMYhwdgB6v(W%V9!X&{zk3^$FPN1o1_7z}Y!S&hQXeZu0R)U&XZ5^f-*=w_ z#S?WIGedHof~GqUeBx6zTcmfn!B#^-r@}rV(5(YRQ%@#cK7cV}1h$Ewi;)dpo8Kjt zwjQJ-dU4#JPFn9inM@A-@BkN}LpGLH5Hb(@z`)cWtqW%j9V?+}@NJP()-fPHG30T~ zMzHhUog>Vc=SnD!>{JWvS!-IlYUqkDV~zdjPQ!cD#-zZ@T5;5-I9Un19(j8hWPD>w zYPvjZ8lmfJL$gH6%Db~zlnU?w6Imv-kWm~z2vCCU|J~2dgjTM5`mv z!4UCZh=MpZc~GxVLz={6uoFiS_rGb5SSJ|0%N0-%fwrw+!9Z2Q&II)9YnnZr4eOEI zxBxi$3)oVSd!TYdGrag&g3u-vL&e4j|s;2v4Pqa7O%#OC!qn0_#Qr9=$_miC`*tR;%ZS*RWEq_i2ADa0P*4;H70 zgie<(yKDb+-07*rXGdyw2G1x4`zkC5zNZE0N8Yfz=M)Jb)<Wa^7K#5~P^GxU4s0&>9Ffv*jF1xjAlVb3v^SZB~_g~S(9W>7DeLwX=v z7q6bBOr&~oc;s~8pz9RztuCYab$2E<2m@)Qt#RVEPJG-7gl4r7Mu2D@gPF4<1qn#jL35`fR1paoAZWRz zQ$PUfGHgI#*}kMUKD{#;1rwai+I<=eheYr54lIGL7F!&VzXRlF-B6e-MUt5hrBlXq z=E9V)fnbIkN??+-O3*yZ4aU(6u&rn?pL;Ou~f4>$|y zYJmaU3J`-SjWH#kD@G)6|L%XqWE5AL%!IN8%~I(N)finvGEdyY50kEeNr~x^vV>;(eaSsF{N1%o3a~LFhb2ZnwPDaQIiMKo zZ%pFC8Uf0otx`;Cit-@s{JHaFiXzinL}4lWbLTllCK48WibA6gNLt|(JH-LeW#+Da zCAc^uWN9WO<;xW<$)>*@Tet-ux(pmd>Vi1{b@O`W5nX~H+zgO!0;Z=o;|xV3gn~k7 zTs#G6W9YY+)~E@3`cktlG8QaeyZxmY;cJ_nnjS$ArKpp9U{w7y4Kqbmi(!99CMtO{ zVp_0iMP+{dsD{@!R+J}FL}Fy>&C5)MJ4~@_i(06C09_0|S*h02x6-^dhj^hX{|g6X`yFp?FmsobYc^ z2E=^=p#UXEuv3JcFeCKA8B}Xj7C_tF0pNfnt&nZ1!xw+&p48W2hY_`U@S9F{)j)O- zvFxS-YLL)OLKN)59Z==OVKXET<|;vswB_XQC#`4GdVo7dU4|7yuYSM9^?zUiV+X76 z;RpTl3#BD`hDgy%7XZ5luq?Cy#WSkm0~-gEvP6aiJ8UqWBV$P|NUh5*pahIL5H8!? z$t)soeBj}C|62?28{RRuQVD|twS)uEk^##+1wSVDPd-uQL7Y=pm zCkFMeUnx{8i50}0ND5~K8W8ihfgwQx1A&z((9QV!=g!L*G&)5$wnqxFYz&rqfgCW; zKu`k4#EkA)!(d$l!Hi6x58welv+a0^g%+9eyxk$~*5UnnJp05>@G{fOcPeV3ow}QY z_ORZXiXXKP8I=1cr&$F<};l*Og4h-ZdMBgWUi|IK>8}~7wC3_)t@uXkm zosFhLdp#~YOcNV#m{ggZ=vCbOrL2o>iiM4Mg{-j(v$4=hA4xznk?a8>*cYH|^AGWG z*xYY!@(2fZk6;Fo!$s1@htqHgs8t=XNk(vz1ZplCp$iaz&Hodw|Bv1ydj>6h)ooels`M`nL!N>Ok z?vU66--N$Nl?RZ8)R@-111nq4Q^7?YCbfo(U;{<~c?O)-75D-_)S8gU0|6c=e2>Y0 zaRtc;&i)1+8?E8$lVqla5K4~B7GZx*Y#dLwx7Xb&2O3u+Lg78Z$D=RA9^Diq| z%lW)nO3rto=9j(o`_K39d*lBdXv-CqQJo*j<_ukvp!JKQc6 zG(%xTY!q+y!b`+&B%4}dJ!WDv$x!sCUR%xr)oF*o>`Y#C>X8R@Olak3T}w>5^g+z? zT9nFN5UUjaC~W4b_GO4D1TYR3U7D2 zNDPax?B@&_DiY{A7ciQDRc^Sc=~eT&vm}l!>99=<$sU^>;ARY1MXFTMA_#WQtxV5i zpz<(3F6dr_+-o%(H$A;hg5dW|3(y~2@Zg#s6%@0YzXw@hrP2e)A7G4bA28{d@=}^`~ zsJ@i8p3E2F;7cQB-bVCrphnY{L~dB#uVoH7@p5U)ZFq8N;LpnE>zdz3b3CNq-ZW;F zlT^VKkQj5~{-~}q9O5(3^?Agsx6&eIw8y9$KAn7}q(ofws4>A*>YY$^h1AvO*uP>v za^E+{^_ibk%1L}R{GxJcZ1+{=*7wM#;U7NMZWNS1XLdP}^_(wt+yTG<_||9S#mLzt zD`A*0Rca(3G;^W`??G8e!Gm0%GIEYxwAO9ETSS*a)F5=`AHgJ^E?w0`J96gsc!H$g zCpD~WV`)jCR$&fp7A=Nzp^Y}Hy(6D4E2#Plh-2H^R9A@Dos+PRsbM8ODT!r86DH>%HEEWEkog^^f)Dpy)X46`MxSZY7n&e zpfRA^3U@sWHu;26$$E;jtr)@9A^sbry!9?Wrv3sio|60guRR4pY}Gf@xXrVVt+y^> zuprf)2yjF8iL+G)@ZAe@G(pvT(0hpUY_Rt^f=N-51m!yZcE^eaE1*xXw~4P9P7FF1 zQXK#gC~M`ztObY~!g06OFFK)?&I0MIg>j)Vn6Zl~Ic|@w8!KT<)}t^uZ|dPTAi8)X zdoU%Rq7HKI_3z;#1O9!G*SxZN21Q6HL_R{Frf>CjiMQGl!vECXbnSq0Vy#?~`@E&wPh{0ZImcuXL2q7R@?1L8XfaK)bd>FGH* zC5ZuB`7qso@rj`507v2JH)7kvdlp(d?b@76c6|Rn~5nK5?36fp3bYJ&SOPU`GWH4H)@0Dq2eD65>n=a0$B0Y-r;^!J_)< z^FiJ}=dBev#(0#Uoo{k8c(^v5F2jI%2K}~ki9OS(`0n6ySUzh-p8$J30tzkYxbk9( z<9NT^atC?ZT9LT&f*j0=O&Br7y4qBq|D2pMb-$Ag=QJL`ZS~k%@L`*d;Y`0Vp{Fd+i=2OpsEgq|!k>~d z1!iSO8<${8wo?pPFef$H{^@BZe|OwGbo;WiR%Alq&M-c8XfzQ|HT3d-z{tJL_IC%wltzOEcri|M)K&7|MeXUji8>%kPgck&33won#e6 z8?v1*7eu6UHSgcW?^*4rY431xE%A!d9X=ZJZz>xK%?vmHh&T>t78n%(;dK@OKvI5I z7&L`ol+USV`hWIXMo8>^&i0G?ZAHk=6W^jdALd72(ZY|#-{sJy51*v zId~V>RA^ekrBZ6TcU}bcgIHQMVskELWZlcKe`~-{M7W%MLI^c+p zx1th6GQ>m?{$ZTD^OB`^R#ZX3xMIk z>AZ$us88U;c<0+3vyK@dYGBYk7m`fLWf26D4z>#Sm~=EWP)O@#+tPO2PBs2(`Bc_Y z0yEd=>-yvVmTbOpM|L`w00VED`}ns+^EPTvOQcxnlizb-o*=HW`w)HB=^#Z=sKjFG z*w6y5E1H0?=qYPjc0jHGMj2!3$pr4<@yLgZa2Fcr5{|$P2j@|8+v!QeOfp*xE4X`h z_=e}8eLNkzCsWEbTC~iZMRokzR$nMCh0&D5k-&Bw!xtmt3Qn6vAmqaff_nAnG|sw0 z32`yB2~Q0S=WqelYR7WfI4}*QBDY*#NH2l{yaX}w6Gb%*M~~@_0)?JVHD%kipV)nC zwfgTb@lO#q=e8ZbCMeaY)pFEWM6(OkNn`-szCrk%aQ>avt$5Y-473^esP!@lrBG3!uSalT!SdZ@;h)< zB2i}<2peQC*Q-Z7LSc0Da`qWh|D0If*k8qyW$<6{v*D-LV)*L(0TC*ua#(Etf|C3A zRr`2TvbbZQQ6d{l7O@`Ua~a?j_5_E2+mJb)qh9@iZdy-%`eJLJHG3AgS~jfIhl@|1 z)2N>a{W&kuyydZyjGuFvqu1WEYGc-BP~{T0&$sVBXXk%B;@{e3CGG9U5yeYoVGQ8W z`BQRqt$Z*TG&9;BJ6?W{wq5sOKk3eRxlMHzsRcpqs44dKN8Ec}{uH7&`Ur$feewmc z6^sJ52-|gr7dF**s?8ScHzY&DFo)xO{B_o}71387obqXmZUtI%7_E#|s2)Awg;k-? zf?Xg%%C7ndswV${lMiMX`|K@hVJ#;?Lmu$ShP98aaca71Z?gJ=EM4^hm(tph$u3}D zLYMNK592~MB%>;Yv95|rBoUs|C$RPbULKw#vL~)u4aJ}0tv>EheI$fw6!R?q=5szT zi0XZ)JbsKBY4eYi_KWOi0s;drR<2GlH}_iYZi!9JRJQ2rOvFUT-g?fb)b7SD=|xcl z*WQe0-&-Bnx7gdOZ0^+jb@b~GT3^9_)&jNEYKx}UWHti9sa7pdnsV2{1t+>MkKbf= zo_G1Bw10GRn@tlX%Gs3*7Qtfxc#k*^KQF=X08R^FpXHD+pZB3!E?8#EG%oZ6!VvW4 zgxwHZaX!Gm3PrK4c?T!dKwb0{!Y*u}!U+|qx7gy?>IViB^Lr(A?EeV0O44)h|uZ7lu`TQiQQBAxC1^_0z_?SAJ*S2I_=9D+$ zyJ1`xmuGvIw8B%A+(=Bg~Bsb zE*tfH->YF;s;+|2<26{^fz7j&sUtq6;{&6-4N3gzQaZ#op_oLg-(>RaXoGd5JqlJ~ zsigxF$vcN)nf7#J4xr&kWDf%$CP6`s)77`|`%YEvz4O}g#?S0i{*gH`)P6y2z)aS%rKqIZ zLh~)5r_p+p394u;Su1@%1YCAeV!MNncSiB+g%q)^R^E(w<~EvD5n9H>1K>T=s2;IN zI6z_v>Lay~TSI_!My6GlU?o8$a9v%7M}T7S^OHa+wU(L;ArqZ1Hr_sw6<50D&6t znWxkDdmu)`RtS@@t3Ka{LOVjZ2gi+p|H0Ac_S8cnU5j;k3>Ow|uEoRYB81u^X%hww zcN`=N5K!Hso<{lxO<>X4MYaGKpYYX06o-X0YOm-iOR&EPCFpqfzUBtPGy8_ z=nuRNk*Ma~V^J&GI~!p?Mkl8(PtUI_svZXS;V6rBt@d1h31r==lpY|| zSQ$!Oy)&Jz$C%X9+Q3UMuYyhj4)##e=9t?=7A(4K7XFQeDmq71$$OXF;sRR>bVP3 zg5|&#b|GYFZHMi4#$Qx(;uXy5|V92}NV>G~+?Gop;GQ;(73 z#5{o~_>|RbZq;xoD&^6mKjgrbY_P447QsMKQ9Oqw;Y5;PIPy^F2qNKtf%QS zqA*n>(u;ZOGc?^(v(o^L;w@$EpS;?g8_jewIVRH|?PxDg?rrP~?+;hv zZ;3{70l!eI7T{FnL?`CB{RvY+WhFHn*2S^x!-C;`S9i5kBh$5iCW}q;;(wr>c|_S{ zbSAJXnuwhND4el~g+GLRLkWB!3=Cl$MBuDQE{VKE3=i>|2!cu;HI#u7Qps$D91_Wj zr>&_7DGCG!3wUxi0D=p-9m2&QPJgvg1pi1iU~k~H&esvJAzMLUMGP6?!h{~g`$K{c zL>=KW|BXxX@yNG7o1Wp!4yYdtxs%fGb7Tzp5-|16i!iLEgCMPrkPEncz;J;bt;k{$ z0bTm!NcaFrQvuNcBFG<#r|(0O1NDa$JF4MpW>B&B8-3LCf|ip=j!J}V8;JN*fE4Wc zH|ik7RKlDdT#EvjvMQo4A_#%G7qxg{Q%~&j7EdVdpuGPM)OD`vmN=jbg}-``SB8#^k}8_Fga|07wa+mvt-s$j3<*FHuQ9W zyi-lQVMG@Ccd6qdB;I;f*el=zk5KU<%g>BX74Fxh+~xYEvGc=a(?)CWWFAeJ7w}vp z(sQC&tv*ymU*M0}Lg9DuyPDejDfqa^{_de164a<Ox#h)e)LM!4 zRL2vUykC;9*Y{UT@v}2K?D$o#m13i1g@&m=69Qm%EDYwd0N2}K?;c1M#*|zPj%qp| zA`yZQu$B)OeU!i~Au|P1A_;GRH9ejF1PLFQ0Cfv${exPuL5eztVB1d-qyTV`H-Xhq zu>re->bkgX)T{T9^gw- zlhw1-l{3W{+uDyLc;#P)D#uZBjHN}p*?J8Y%UY-fC>XyUG(dj)eTH%V5EGPW~ ztnBoxLd!{bv<}mBOF~n7zNw(=DW#>^U>*}#`LgISn+5LqfKG6j4Np2z3$1L&5KfONk#E^VV#Nt-atC} z3^n$beH*JfF9xm9l^h=%RDDF?$#VhMr%Gm5bm@+R<*~*=*vEcmJ-Zl+^Bn0EnC=h^ zH~-4FkdVXM%iK5aKZeWYYp}2P675S?3e>w;-|=-`B4zlLY$7>_O{m};aCX}ES}FeH z*a9GpJmAxus!!3SNOUT3HO%R+U5)xzCMrIo86~45E{>(E54E_sghp>vASDklP9*l=Y!QzRW~ics za35JT<^&Nbr-CUz1tta61Ro5-qO!c8KKbEd9}1FO1U~%8LBZYx!F51xhm=?m+6b95 zIB*pN6%Y~N(FvraWF2-Ky>Xs|YyeLIQH!&Xvw4od_v(>I6*{yv8!^`B3Wuwpejl=% z8%QFKhEC|Bc}|v1c(_Dt^k&~2+FBA2PgC$DR_}}A(|s~FW4uXJrej`ol;w3*94t+ zBcs0Z@3HM~pV&cbt&2}I`>HeMLuGZIXzzn=x2CN=uW3c-IduplULegM0KUVzsHEzH zUg9?9Am(~Q5_kuhXM)&Jp*j>Cl25J4x41^_R@HpRLS)xcB&B^Pxq0*bGP4#Zmox6T zI#xC|p>~x4Dy;3z+hV(HE}u(V%#>xU^FBxP_T7vl29)=cAjt{+IDNI9Tmgg^KD$9cba;Nb!0u+3!&=%Meu)4zb*;!*JV4}w4e(%SjFQilnqc@-mNc&`YTTuQ@%53QLYEIXO0aEOeCIw-%J=Q-~(VT{=uR^1rnJ zjfAy(q1S`vnemkHt)EuAe1-VcXh%_r4EqiqW2c(@7tbHASW~$pk^Hs++ zuI|K+<-go+q~$u#4IQ@k3ay!~Gg9EHfZ4umL1o|Qsk=FjpA`%IhDb^UOmWCGL<+gD zijQ<FZJeycdXJXP~@)nR=m;t(RVRrZaarB z!?Lm_>BPiqgEg)G1>U#G0BT{3U9ld_cGI@21bB7l8wzTp7^*G8Gytq5@9->w=@lCXcC6jI7KhLpN-)LDio(CQ zV6~RA-#a;%EQS+}$_`DI=>`TDcv1xoOM;**2zi2A>eW^dJKs9v9QNhZ-nYWN(w$q{ z*QX_xjRl-9P&0pL>P!Q`0pbiG5{ao`)4!(>2t67wLH^x(W&alQ!cbi~qg&bJ#@P0F z@q7&C7~6rPy0o-{MBO;uI2K)-((EEd?!ha#+gVSf@|}0_mFSnl|MHzGiI$dGMn05C8)b7G!@blFVYe*yK)H8{Mo*bC&>=f`hFN>{%+0!KI zc8TX^?x+~WjqmE>eYIK zEW?4pNJ|`7Y4i1e`*!(LWz_Nd5Z3qZ6k_q;Oc#pi;t0BAfjl1GteXT5m?i$lfP9P{ zoyAd2vVVfgk|V&<+!kxT!z7OHlO1R-(TH9%twM>Nc@0W=)YO^lKXm&zl4K z8`vH1Ro@PMGU_Gp_#fiWUo7EkJ`+E;>-~o{EuUngl;OVjsXJuoT72-a50c4iy34P* z@kMhc&=kB#~uPtC|;u`0P77Nh=mUd{(NRG9y~R&_0Fs1#HBya_}v&w zZ1{1TJ#5QNi;JmgUVD#wc;aCC4CVf=H0DSUEO;$J7A;omVT6uznj^5e4~vGdC|D-t zT4h~P1rm4GqeAiDYTLCIp88S>U;XHI3YLFDvxP+;WmiAI469?XPwb8(Yh>)<=^6)f zWI0Qfq^puEFT*#B5stmW$5YL_ifcgGw;gk84sWL7U!YW6EqlB%X>*s=@(A9s67aK$w&NdhptMsG;gyX@T$ zg0jFE{)e8+@DvM72Nl5J_fC?KX-VrwRd5?fST;nK3O)tHM1eO6@q#U3JHYasIWlgT z9`bo)Pa1~>ZvSEN@?$EHA5SY#H;1QOU{(MY%2APB_-VFp1GOk{mZj@L<7S0%Hd>ZrbG!wB&n^cKj! zXa3v#3*y-@e6Tu<6Usi#;J}Q*(^(*Aiui&&6EYRn;2B{Tumj|MFI)JJeD}Z0LA_Go z5>Fw1$PMv$$cm0}e(-QGrBIHrDF?VpiuaPX^*j($^2BL2L|=827#Jvg7>Tyw6GtCIW7yG2?Z{9u;^>~;k~nplo~sY^ zwiqg`wRG#Se3%2Q7+XsliBU0c%ZB-c!(Jq+vu-;^SkcCKIOkiNa2Yu7P0 zM#fy%T3SZNnS-=4Rk6I=%P+;ET_WBuRrjhZr=OH5$M$^^h6UXH(?{?#+)rX?zxk;t z=(zfeyYY6EU!)bL{2HT#JO32^>xRO%s0{O0^pnxSWbe(~f$fNb^*ce0>rA0Po3~F{ z{ty@Pa?ku{;;yI_%+>Ud!L!?j7AHi zk9Ur^Wwy{rBOoNRV1#PG^57vWV`~S2LIsd!zCqvH)i{_0IKi! z?OBrOVFd<)4}@Smg`eMu2g^HOZQZExJ17IXRBSuu2#F2OyRU zi!Kj(Z*EX0%?wiozzE7aXt!*s&J5uk%q6gSByf@tWUp$#F5q`?I|Y!U0mHBYpK%nP z1A=-q36A}LF2mXbs z6gb!EXp!s=oVbF7>k@<0n#9C%++;6f$V6LM?wMeg`2@tTp0$ptR?s3#S>_be)mR?| zCKjV6&Rn9$%sk!4Fx|ocr@=g{Bg=-B^@nE`fJnJvQs_YU^8qU=rgia;#INO=vtL}= z(38t@{yRRd9I$e}1PA`%8+~|NqF)03=l%MCaDLu5NvG1IyLGVF4as(~#DEh_?C5N) z0zCVmAQ;anj^(2l{HCPVJw6_jn~73oQPX$df0nWQ)@8%IU?-kAVD0asT14 zZ-Jc8KA1D1(O(s#lUoJoFHQB^1PAvM-sb0p&+_dpPTs)WbE0|kVUQ_U)jzP!8~}qKCKDYr%?`C!4{vhTE}t_0(!@ckco=#YwwswK~^oD{iL{sS` zC)3Czhf%%0_nSf)a~r0l!OBnDn(=n~}8$`a04=d=UY#qZ-W4 zzI54!wyf)ed?#D)YM1#2!#UZLhW=MAME)Bb;rD&{bIw>iCl}b<5wszbxm?P50;kXx z9DS5hCu$ah;xc#M5089EHHsWh5|Jld5DDR(D3 z*It3|y}6@5>`7r~U)McrKj+Wg5OoHGm^r`$yZwKVfkzaWkBF@1Isz0xl_#*Q6&a}! z>K_0fbb%RyjP^w;6W@`wu`B%`Ik3nCo1+-#1u#&Awu>RGp$NecH(LZ)z$@H^H3Ptf zV9`+!fYtY}$TAHO9nvsy6ej3{L6a1dYRgr2p`e=)Y6}kJ#KH)k|JoQQNBcjq;tiD< zBS?fGH(qKXDvTmw_qA2_iXAMhcScCce}D(-EFV^8l_7c!AO;AEAV< z31Kb>)`9JbAlA|9jcS^_ z7CW_(<8TGY)uC&QkQ6k_8Aw9#D5;LN^ zTiqPP4b{WmR4osAlhUvhhf5P(Bm5=(BqYB|PWVk4 zwYaO;;hwpBvv#bVy}{IPb<^{E>Tt8i{)@V%1BIHgUBAdvP71B%b!!n`-&Q%k?j9aH zn8*5(?W&%8@zB1o&#l>|Y5H86q}z=2Zp|Ezk=qPO3Hd?|eN-lqcf;Y<&*)`MxG^f* z$Kdxe5mc(lVxf1fAnQqZ&t<6LfQ@59`Q#@fzy3I{z40h_Hx9qK2X$XLe5Pr($%fY- z$W8lfZA%`Y>h^xk>Ugb8u}!3!?}a!9F79T(hMN}Ki5X3mr&OnnjZBxWCRlDdP1R_((v zXZIY6{#oWow#l@P4dZ$9u5k|1;T_4k$NRUodW(J7dWX3RI|EsE`J5-)Yqu!2Ue)>W zaO{m!DQ>|^TEi(i+1#|6aciGHni(zhnQOEPKJ-3^(R*CgW}OHBZZ3it?V{s z%=UUS>&r7XbQIPsw*rjnqRP*C64UGsgsrC4xv?zn56*5s9rhs;el)sTwSroi9Ns#v zxZJ$yI!a=Y!_%SU5K%dQ8eap|72(9sp8=oO?R+z9j?ZT>UDH@rkvv+CPB(s}u6JGzi;K99T!KBmvF05{w*P# zz`_iBKumBUh+5O=6YzuqzyMJ_N2~#%4hY!*1Q5bd>-WEcFj-2148J9^&}AVSAqgO8 zK$Iy0J()&)9mLXsK7s{;fDA}apATTA0uUiEgys1!veeoke0fDFNj9Ni!onB zia~44C7dKuo0;ox>$+OFJVDlvBn#dDeAtWV8{kr4^1xYm!V^}2C^eYBhi6-*c>p^I z(F0or$wcOX)B`bxKlVry0yhJ+I_e-m7TlHxP!<0_(*j!+QkrV!>GWL1$27jngpnecN+S~`tAITzdW)0fws}5 z@3(s!v3hQDVP0-JHbUxs<>;?e#kMDZwxW{i{K?EIix2x1N1i%wi_ES+&sUg~8r~b@ zJ0G;TACNg}Ey-b780GeP%IwoP`zFbN+tgplp&bQ@S&II};~2r51*?U@&SY;T14mEI~I3@+mw_Iv>NV-M?DM%|9V4J6v{hC=KNs;KA9SSWhudU~_aTW^= z2dbW9+=g&FABAv0w~R$!HpyXErc+%nrGduP&ZQVF<(yPVQT#ydH*)Xb@?=NS1mAY9l#y{;jYrDu1rBvhg=?LL&;+*eg@OB9F-7h7NR>r=@yPoQ+@v= zYBvNkoAo(7f?qUzBM?+5(kT$3ri3`3fWaOEGyyNmKzN5CG2pv1h ztl~`@WneRSKWGMz7ZBfIMIkmW{NaId8&>gcuR^FITn(@V&wuVBv<$(pBik2|UWjx9 zT)}?=)FPl<5d7q=s;e8m zQ;{Qa`lTQyR-e?(0v6!m4W_nCC^`jT2{{LP3-|TFn?L}`fFbZ7lmOVPvmF7GRDk;7 ztIGx_87f4U)|BSyxgyRr9=4&V8GtQ?IHc!&K&b$M5IDd5c?Kz)(JrS9zGs*Y2V;N> z(tGj*V3bJHPi9+bg3tu39_sAVGeK|?@#>+wXSD_e;DWafZJrJ44K-(^MOmTIz zau0J-T6!pWU!F8u&+>F~!(+OHv2py+=nq~R^;K$01vWS9v3X1B6Hk z%aX4)GlLJuD_~ufeo;l zxksKq`K+O(uEkPl3~e(|aL6GH!rNTdE>GG50@^HcN?1iaoX3<~Ha!>2eTD4aWbM<7 zZ?X)2er4)4cG66l2;yPu%Ttds%dl%%%GGm)Wa2IrTv1B2qZ&7xs)yXU>(*s^%gpXo z%>@FsIPcOq)lvCvg<;bM2XEERa?}QMtB!=3t$!cz%inuiynBcJ&}->+-OBFX-1Wtg z5cB=(KFj)@<6oU0NjmR*^;o)fxMZ3_f3Qxo#}~yW+pKAR@SxCRWVmi&ux9a&!xWv> zSE~;B`_T{h95x>*Y_3@QtV;TvIGNcb;OzJ3?B0Ozo{aVB@gB|2Nt@xl`<*i6^jqtd z!_C;be;)QzT)cKcs=B)U#FWp}?=c6!-a?;k%Pm`E`%^eZ|J1Fwdwu!56nD7qyZ2kR zNOj_Tl6LL5Y35g3qQeDMY+`w*H@~*u3cc4FwK3SDd@%IKS!(21NEc< ztrkRl#S^G#Jr@zA?w1pQ4narUd0j=F}fz z^l@jsX6tobysE;U+|W`x$5`R`)JkE#;^Wst_o)>3BNnG>R=dXFJ{EQ^zg)M5>!wah z&!(+zcRG8srlN}XDi@h7WnWY{t#rH3=F^%m%5rab|2t};wZxfDK&hE zgBS#kqd*Uqv=#zgcpE)$3^)$ZGYDop?*W2x)y;Mq*M`@^MEbA=rRWL%fc#bT(xWCC`#nFr%J;t`S~ei|hIju<79KRimSSwiXqzXa?+4%+z=;JL^O zq$mtF2#(>EIa0_`7r~Qjelhxn)UR-p<{y#Bw-Q2UOPW?Dp@D)3|Y#hkd6|RGCXk0ZUbxK}6h0Sq zp;B7P@AJu}PtLpNq;?5iE{7xE(~LyDg3J0*KF`Aq<;~7x*mpZSCy+DfG^8S%GxY-S zS;iEc5bybCpN|_8G#@vd8ym1G_dezH(4^GztHLf{(S)>iUD`>%pJMNqCAR9!w@IC9 zXZa(?p2s+V4sIox9NZ8?DjZ<{f_7+4BBTiF4AMR}LB~DALrQI_L-o__)ZxH#0o( zs&fCtU9xE3ttT*-J)etL@BxfetkSO6eLpj=aEHLmXJj7v=^@_rpw)@3rcnECfxbd7(K z-+qvkU438BxU9=A`^{C|t+-R8>&1sGwRX?_swNWSe60EUERZpDigs^V--}363?a)T5>z^{TQ1;YY8C)ci6CcWBuqo1;50LC zZgH_3(!jxOR$LML7DNN3WW|S{75~0j{O~;LW*ca6tIzjGB0~*`zXUKFFpt~@)n)%g z5Yon0(bql3T4%j}k8?Ek){VrZeGGlkcqURGapuPng@ZTFQee6t!Zwh|gTEAnnBXNK zr125o9Z`aKhUJU!5`83Ml_Xcs`wVLQ8z>bx1#!`cI%h2ho2!T$P}L8Q7TP6$Yp z*oc>AHPA6WeQ|~7lV2xV%uXjn1H%CtEk5?IYttG;+3$ z5qzL`H!og=&fqy3H^+~HL*VFcTqOR(Zls1LFq!!rL`QwH_UN<^hJ@84}#p_75$~JcRR`Vj==}&=< za3kG%+|~&-X+v2S>Tnu5Tem+BX&DdF+Ssfdq#G>o3Do$I4++vCki4$&WQ)YRwVRyL({E7hUy|@a6Wh(TbZkR7(c?IVM}?-APW0`3cAm?tnQiLY$+yoKjEp%CHzd{hkz5tB z7AcL_BQIF(=yV({Axc^f{jO~_%%~KwermMbe9O+yr)i!tvGApgx(#{q_=qoGzegrd z;l~L>iF+xQo$4Q2ZS2FE&QeY~k9G9QC#jyMobo*ot=)WK>N&LP7fl~+($*$GtJ9}I zV|42Q5s{te7%JMbNy4+Mf7rquOS@XcRl%*&7>JH!_yjYh1Yg>1Nor#$^X0OwThSe) zorf#h+rJVdV;c^BIH3{NCEnRJ>6SAAGBbAeBXuy=n;Lc*Cb?NgCX zn5pzwR^I7{(;5;^!I?uYr+zx9kQr*&N{#v36iT}YRNf2q$lSkXE0ugBG0x!ShkK{r zcF8#&lJLnd=wz%GjvH5_4*rC7+Ps_Va;aUZ;@+I9D3(dAs3f>3HAgG8*~sDgZ9=lt zZJX|3j4fYeuz|#UpP=htf4uK4iNcEFIm_{l>pz?>Q1jyCjaBGA6pasIp0-teA#D1H zn~Nehh_xW#!i1c;NSb2z{_ggsvrPC!Llv?wIS?*<(#%6H0KG% z1hhfmlP^`|9Ry;GMSG*Cr?B(nw*Sa?8pttmU;J-mlN0?lKtWU!1&a4 zwjZFC^8jA(F^CUM1W1k$QRRi3Ilj(K+<@t5Lp*|j5XA@%AeGodn<4?mvUQEPI1K@$SU6ON7@DU8ttHd@AF8?{O+nxl0g)m+q~VbY4?%w4@gLnn;P~aQ zCr{d<@bCjIg3dJ;9F-audWn-J-I8yclAfxAm!81bFsw7 ztK)(%_wdU;y9}tS(U=~n@rLniB=WTs;QY}9Dgq>T?75(Yx-9w1d0ZGq2LrA(n?Nc` zW_CY@F3)yZix~xx3E&1^l;C=dgET6R z0i-f9KD?4wP|?FF5F1QauThXdkZQRr>@_clO=?kOm2e6=eDrI=F~j_;WBMh&64J@u zm3Y3wzj?w3Y?G6tO;bK$5B?a&I5GBod%$MQ60edi+CWNe{7@D_Gh5qH?kS(dS{l2I zZSuscuu-QcyDLk6-I$l$25s`OM_GhT^&#f9@r$>7&pKm!Px06H+xb54J^VH!rR#af zS8O$yn73vl@PmD_R}8lAk=szp*qm!ATf|IzC%<+X9X*mzuR?bYzsD-rGdXNoQt+7hLZeQ&RSE(Ky44OvS{)F9d zBnL@{KdemM++1B>dw}|3(&tBn-TClc>YvNj=dRu|x5EoUrlf2-L?_OD*pex#*^qjZ*D*2RGApMwulYd0H$;OoK!f?$lZU~9=A+XmeOGOZwwJ$BzWk-rj?SfRP!b5~>^3mbAHHITZeBwx_3L(#$T3s$a`ieI6CX zi%O6+d7s4aTtlZoMLi_=-0J;~Z(T)GkBRuC_TSQbemW4Dw#*44RI|Csg$cgAVhW*~ z2b=^jhua!GMX7F?m*!rKj^=HCz3WfkswaI(YFV_PP5a^nT{ zMxK-sg-y4vzY2ip>5{pJLywwU9S2FLeD-dJHnpYL)dsdwcgoDJIu3}!E|fk3Eo?ts z$Ge=Zo0?guW%rI77Kg41*92ofOv(%$6e-$vH;@f&qRb9e^S^uO?VRa_-vHw=z#Fe7Mos2TaouP z`vbO#4@|vg3be;^$6rn#3z-jazC~bOJ545(&c4(*>?;(FHE8)ap(E4BRJ9~nxw8Md zX#9)n=|*d6^UhYj(_daW&?b|;>!{Bgu8qylaHIRKIpS;Q`_y#7xYYiUdjz(syL^%sZ&pNw z=Y@&M3jGkx`lTTdatXu95X!J4gL?QZL%A-Bp5wab;Oi(p`I_DROv`z;??2#nDx-7v z_8Q!yM!o7hgeu?VGjBuLmH`}xn`N&}z*!L|zr^f_WA?lU|^0R4l|l`Djl0h}(oFmq%vQ})XMFZ0 zU4`z-9X7rAD4k>;_fy8@Wh=kGXLQ7bH6BZ*CG|I0&^4xIYSjYJ>5Vyph>RmbhOikR z6mUZXL~JeKDN36!90Rcq;w}K1f<$odd8Xci%0AM1SDL@(EC1C9K;UK&~0P#6AR~E$SQKvKj z1;QfmXJ3p{dyx%4F%q1Rnz2rpNI9EC;Y81&pG3LhA?h`m$SrTuU^G7k9TWd1;Gu>+ zrH3Zrmp}#~PE^|B@-ng&JFMb~SLy0qB62Kv20gpJQR0q}6fHoEAn8zOHt6Np9 zf3@F0_;BtiI?Lcp{nyk{;jZ^-XZxf7iC|4}`^>Gg# zx8-QiQ#`c1Z=fg0T3CL+zfshAYB=4Me7Dg5lv5~;&z|7ze=hHOdDa-oMfpbt z&dNrY!(M}VJGw? zoHBFn3!b5m{}9go%W?dyom@gV^}(c=;@>A6_wrH|nD2b<7+HFl;j+eAGrdV;_Y)}C z*3i$T&&9VWwDiI}MC6l4TU!*L*vXF{BaL%uAn7f4>t_)5T(A^6$!q-9m)&nE&Z~B1 z9eaBVp)ZvXs2dAKQS*4~!4RG^K0irty|<6?Cof$*WdD&w85^jy_{7Si&s zXHp0;gDz+J6zrZ{m;mt9X9S-6H&q7omU|N7LzUuycs)H6E%M?x0LwN*DTHzi_B45 z*B0LH3u`?6U{^-VyWzX%Ka|VRRMFU2yR+^3tBJk3MX8Vib9K@di_H)oo1DO@$;_Q}mtSpQ4l?bt|fAP&d&D!O`Qx;Z=p+P)9D5tq~bP7;9 z%tq`M^H4VDWQJ!fZb_f4NV!{JLKl@{mB$vdT!D z0cISqLx~3dxWs=dRVe(k@O--%_k4xCPV@XIbGby0e?!|1#`iCwy{LS^A_^X%dL z%xQOYn#WLO)s}3p+iy*?w#AGZ4)dBNx}w^RM?)J?z2~L8Yk)vz_pV(D0cFq11uS6lWiT*M{}xhl872 zQ<+9tZY!m)y_O52ZQD=RYyyTj_)#_8*b16rYv-m8q0Ba9LZQx3k{=hEv8cN)GHtQX zmT*lhgh6TA8>d1DH{op{zIjL?wWz6>BP{6uWOdf7?VI4%3q`pnt%SD%h+pXt5?N|Y z2a{6i)W55ThZWV`u3{)Ug+v&sMEi?9;DbWliA&yTw?& zlYLBON}fQS^1{iyMbpfMTpQcwR_oGm{pQ+Ws!4^FG8R__ICPQaZ(0 z`Ar<9fW4}@;P3O`&rqoAFrgciZYvX#=jK~8g{2z*zBhRxU;ZiI>7VCMBx7_4A;evQ z7vMvAA>t_Zy}1!Jg^%Tr3BXCjVY)dShqy@-+5gWU`5#e$cYEP5aJ~^ug6Ahdb0#X! z9+|>qU}O7T|Nr345U>NpU;e+=Gr}qSZh=Bl>`1TDuL8TM=LKO%3>qz;$B+d;6ZQ&U z^ic~C=Lv5vBQ92%7{Z7EX>{IKHeS31jl?%Em=_U0JmA5@F?jz9e@>n{;bRr#m>J!G zM&}!NaCv%!Sm4ovSiJUzkr6538Xfe4#6%|-&~fmNlCq!Re>|$0$1)8ehlu8MMc5c3 zB9DY3dcYJ?7l^L~d0#C{Wt5Jwfr)`Vroq5KP5X_!jTD)?SjmAz?S3hZSj{r2p@&Ec z`(1vO-UpGFfPH~i1QtKt0t2G>zyWs=MiBE1io}7-LsLbd2W=S>iBqzt(~^Q|Joq&DWk*JJS=6MZ5axxi5)8 z1Z2glT%Zk5iCYs7$Jyg52t$wyg>=Rn_RUmM4^*PN)2P<+tjGC<)5n4GJ->|` z_cVwsMGvP=e4p|QZ=zOw)?2r6JMpR#>b?q@(7eSAn!kg}vNn+913?GHNi0q6($B-M ze`9?G9&nSLs|%{EnPH)v8fmig4YlOxlp0SEGAHEN`QkP3!7uc?`MO)iT9rWUO2XpO zQ)lzf5r-o@a`WnBZVeZ)wSoIUqv zGINZ@D&400`sC!KK-}x;T@)q`ZSf}lLt@M6nsl+DB{ca`W#;aQ;r-EvZLt>%e6wd| z8s%{~m?Q2Brq&YE4Klcio&p|!q$F4uv{na6Q#M^Yc#2sMP#E)CgpEl6ta45Phqt`YzXySK+=8B z+Q_X>VRVUzS9(YHE;H#nYRh@1t-ptR=PKU}f8vgoiVxaI8PQcOoUCeD?D~3YgovXq zczfIH;Cpq(*H<I1qt93?I?xLJ)yNk{z=6C;y)oWT=$wpFQt zPd!dz*saDm>1F#A@~aFY2`Uf~xwrSu5mI<)fdde*IZ|7Qy%QD$n597nd9UUhcMS-GEtGfwbpQ&P zuE#!m{G<&O9D-+1Hh5V&h*t%cJ7SIhS0aKW8CPs{Ey1qGD)I|m^$3D@pJ`=$FuvtyN04zCyypk8eB%vfH3}Q?8!QX16 zR(TPER$@M{1l8;4s@030L9y--`lgJ%WM%jL*Dk%csU6aqr^D;tmh=Auv{u$fyvK>? z8~_eO4HoqLLAJqYV-95ukTw5_)gy;5g%8}UD zj}CSg&;7-{pdNo(tQa#xc#D82u0CEwH_MQpBvi@&m{`4JvA;0fjA?L9Sx>N=jT(-JC&`9PvLn$39}s#HLvFtpSpxm5;Bn zpZ*MQUrE$zXgO$++)m28HknlPWzN07LowLXgqy)t=xHbiQ3?<+7BY|-tK=K2*lD-QJ@BKr6}skY zEHhXxUb);^S>vCeIWnf{G_g8dli_qnK#@Rc zI!^)Bh|ABokFInI-t=3d@34~w4<$j5JiVuv;9}zFCroIeg+i=MmtTA6UVo-s=yiG# zlH-&CUL%u#M(YmOjexR(12|D`TuK~TUUDDhI6!(hadDW_x9f2Aon1+nTh;b2X~Q=u zw~HF{j5=4|3*Wl(^4Exk^iP2+8Ujj}^Gb<{SQm8r($V(D25Kq-&xrZOSt0C<>wkYg z-?dT}g*|*pFLj&bDq-1O%cMhoGuF~cqA*l{c&7sdyDZZD$YMxrAigt zoAE|269%T%Ap~BI$P7MA;VF{n2F3C)_b7Cc#5#yLxgYqLhR+c*7=IXm4T4aR^3y=P z6d1p&A!d2q@dup{X=Xq%rYJ}-zERe0wbXcD}O_p$NFf+#w~ zc4CK298ff7KvWQ9NOVGVNd5TUL$yaU4JNX=@HmX55mn(dBu9wMQqXvD1ZCXFx3PgE zWw<@n$hG|j=p!=m0Ld)^GX*>SXc)l19FIMgGj}5-S0#p5g^p5E7d5&C&IlE{x6g;12~qoD3wv6X z=?$ibAN>3lD}S*+VJ*mcqRa4j?6GKplqEyMrKe`^*yb-?zM@MnJB6N6z}8C}&3!lW zFqh^%e`PF~3r9))sSk64_=N6l9bV-V0fAOUx0;5$eHY!gHmq8U+>CTDE7kw44QTA7 zvk$1yU&_|6>)QG7gU6&qs++TfkxG_C_wwz+;|8YbN;o7BJ{H%rt&*>dt+l-I<; z>FplWPW=U={Xj-d-ahZ)pFW$f62-dqC8~wY8Wz0g)vY5Qgi2*~3^ciKns@~c&kc>DpKQ}tc3%{LrpsP+r(wztxKmU4}H=oOZi#h7QKS0^RwQf%5s z=iKX5cg9bzemGf%Bcl?bC8kW0z>aw0Y(~%DHEv{5HSrzhB$kbe%|0wECRmFyztmO(->(;@roG^4e|v zN7fO>J=Li+X=`^NlbKX|Uto5Dtz`Fk!s)7Ew~Xz=3x&SN4mN%)mZn^%oNkySb(GY- z8=>*X(BSvG&vd8XiWf~eytdsgSM;JFP}ojc-9EUmspnlC+r#a^tPUyNyBE(|=T-*Z z*a;?(mmFJ@kCaSxNX|3Ds6P%Yui7>{_?{X)k{34Ll1@{PJ)HesQh2*rAvZgo@SQvqA}uPNXyV^I|~ERdo}e$`$&r{b`K zi&x`AF{n4H6{0P1-MTCgi8^`T(f13p^_$YTo;^XaCGaL>lnXg5jCBpKay>LBw^r(t z@Jd!Yo-P6yHID?e4@Q0ZKT{a}_>!86YDln2HkG6OsHXX$^zg^AlOnZbM7$2)Rmo{F zS#&&>QFyZmMzYJ7^DdE>=cZc??0SBmrJj5|rCowkGUt!cqLaa>_tm!PSVmFii5m1h z*Wg2~7IY*9-_uPI#s?fe3y5HkdZRNDfXRJ$j;AaD7?yD3DjwxLpgKGkM_bhq^@ji$ z)GG7eW2{If(gx%dRlU2wjgqxf;+AsZJ+zSsuNAkPB)zd(#<0j8zkf|`FoBWhz1zy?3+_>NvG`~TJU(?l@Ql~4_ zKJ(}24w@?)K3S;+5cAIo1uz-Ql3>?MHB;Oq@9^Rz90d?Z4Wpye50Vr_0?Z4QuR9{kOhT42N0*J_(L^BA?BtX;YFJbW-Y!$zw( zpqapCgW7DP@s`&gjv9a1UAPy!d0`>-Rs&^34Eu%b-ajGYRL0X@itWu#Q~NC+V|m8A zsk4TI0?xSnw(FewRZ;2IgTi*iUUu2B>$H9J(ye3hkbQSfy4A$|!()!Utw&m3!`{Xp zh_&{&NCxh|o-2Js!XdXza`m47;l{W2{*F60nmMU3>c=l)NU{w@tK#-OhU>!@Wzy)R zW?xG#r3?PjXPUprV?n@!Dvc$60wa(gD!0d4$&yKOxVaU(Mwd}bbMt^+YIg4M>yx~M z&Gh@??Ytvn?F*w3!&Lz<>mJ`a`DW_x=IMqpSE;E1O{wV+Vas7(OCb^3+J~d0=eCBZ zehd}8wITdXa5kr>fU(3P>lXn}w!@W;q0932rXnCu-oUTp zNl2m&Rr+rytC>&!No;P%1e3zpd+w^7curc9*XuNr;(gBQ>vQ%~wj+BK#nw8B)+wJD z=mdg?j580mq$&q1Qre5Qcw;?I$bxJGMCdHN||JvpsR4F*DPXxIM8^RcrS|?@cVdvsaU# z^xo3-s}xfi9vn&gThyZO2z!nt#CEHrQKT9IIEG6+Pf$A3h_k9eCld}SXN>Xmk0n7& z`2AR=^t>+rypPq}iqXC&yoG|!pK*kcW-~GNyp3T4ZUVs#_yB;xmVkcN4ZDhkD`j&r zCi6JHa`{G+zqKMMZ1+xx&$^wZ@8ToMSD>m;G$`aZ4kkHCpho=54!z$`*M2{!S^n8I zkr4LAf^hnzy+0n?UQ;qoe$l~P3<0)sAFu;JF8f6f(!_%c2-EOn?Au?#mAUig=>9}rawiNgB`++pv+2N#eY;~(J7 z5-|iS=~yuM-jk!!mr8C3swe9c8Q_TY>?}lxW*0}Fd{<~qH!|z|XO^wlca>AzQtP`o zF8SF@Wgbf{z2vTUJSc`4dzdYu5-$zc-<=$%!$Zh(-vGXQM{oz>tHalQ!$vI>z7w=T zR(#++O+Eq2!fxl}JI%(D@8Yc$mNG3D_bshXTqG&DuVRUVVSxz`KpZmbyI0@GCc5UT zs@mXmh%h`<_x`}>LPDMn&Ga-@=83s?-hzr7!y1bD%)%;J=F`gjJyk+fY+ZBcu&B3e zb0|c!C>Zi(bUW2^osP0mJZt3Qojn}`4T3agovBgM{@28oJo3%zKYp(k<<~4-Q~&nGPnMwe9wQT+x!* z_ROd~nf72ItAsNI0_nNL6Js{2++&w$ zRvj~#=s4D;^@srFGg?!<)i7aHZq-V;C_D2&DAk{$)UoF?>lSwT z?Ql}8)}EwT`d|Osa>zN>jXb&A+avV*=|40PtD_)eDKX_eLDpA#bU3lwE|R;&LtoTe zYUAm)8sGQ2efv2p5a+FbPc0DUKxPq!Xk9S2b14ZY$}Ei>A1*x=NAf6ul;2W|pqY?f z#a}`vAfTI+(BO=}62*Wd)#1Ezk?n6A9hKzIUpIAZdso_;GMZ0Cc_~N^Q)5@Z372@b zVurRmxlP_vp4&>AeLpQbJgIotA1-7(Rv?U0SzZ1-UvKSA zxRRB(=uH!h!Vt`E3gHlm1n7UP0>?bb(5OO;=_X7KdF@o_b0B!q_0U3K%}}HyY^{$8 z8JU4wOu`uj;tmc2O3p6AEj9nV_7*e~MF`dcNRLBcwZI%Qh)^W8j~7Qs14LF}>#A&eQv!L#Z!!Ki=9ddJIYXb>B!MNF5=gAzq&>(eIWj)nu1;{y!E zpK?TFtnT;|+)#4w4pG&jDfO|hr;fyl2yT_Ol^sK%{ zwzUdL>@yKQ6zvr*8oH(+3@cn;*!l;q=w%_ zqt+0DnEz6w1voGUxA&n@$A&YMlLBTo8DzzBhl!^qSZ458#hg)Hsp&ZCQV1iGiAsUHc#&|Z46S>dj6_>|L=LG z>xw{2*{tYRU&}#?dC}k(O=`tRNw$xY$fTR~XvI$lW^Xq*Nw~t}^>n`J%=+t@CLbxK zTn`Q{RNCs#Q}0KfknzWPtLzwD42Lv>%9Hza4qQA5FP(BzYU328b}Y>NTr$6wFAXcY zv7C}hYGE+RM~$PCWmsa0+Ks_v|wL(t5G^C!$$9mP}*fcO4z? zeq8MqRi8h5vAMusHJd$7OnB~x%oRN~# zsi0J>sO-FK_QUqPdQ(!kNW&NPn5@- zMSWgF9hUrxY}Qz)4bL}XvpNbYVwE`KJGy^d6Y(Xh^Y~lt`Srx>l;e>ER61|O1@?FW zL+l`^y1}(Mq9F(o$^aCGcM$G@mo13bA_QCl;Uk@~*-L*QPNR8_#`k*(*^L|5-x+vv zfqvsb!FZX+fM}6>h^+)~a6{xfUW4N^+ZxHW#bJ$$P{Lcoi^(r=41ob?xo?0=w15HZ zng9k&N7VoXbbuudq6wG}tRVRX$E+ey6$4LR{0B;>pk5st&5*O#L&>B05`dK;aN!uO zL5I{14VE*6c;C8)tU$qoW-t~O*EmKX5OoaB^$}%whrUQ)pkfoHBuf$WwZv7vH)Gks zZ+l;}FQM&RL9Rxj!5I{wS}Z#o5wt=D<_^%xAQsZ1ytBRN%t;ad`NV-Y!AkFG$>+w%DSKhoQ5 zVat*E4IW@EXLz9YTQ78os?$9p(ZGCNyI1osquPJZw5%U<>`nr1a*!?pM6&7~K8np-d} zwX;-n)nq~4RLi?S#TcwPLbgHI95Voe`m@}oL}CS&CWQ*_hkq@mCK!#gZd#awSYw4Aff zjE|4om!yX_Fp$YRW6gZNEbNW6RqRdw7O=gklBY~AHt&B!nH+=BK_!S*NA34I{{3rh zu7UD7(Cl3qWFfnNYj_tXpuyO}P zOkw}M^UeqR`KxiWz3vB_e#&g7>eJsGj$dHpH^@cdaFmRpNI)Qw3Nd1D{22MsnLamo zF4NRAG`Kgh99FWc$4o@{1s2qR0WlYe1S7)e*?4F{RkN|Ysy~)|;@6w7?_KXBPdSsd z7-f&Ym0)IPkiq=W$d3;s=fM+}EX1zYVWySTwf*J#qn+mOda-dUy89RjKV^tH1m@Z6 zGJ4a*5Ln2#47vfZ4T&p!2F(+5)IQmZAU&>t6JZSECaG*S@(ERixZNeT7!3~8VFl1c}Lm1k5Ezz8^!U2zF{%X;4}S$Lu5kZ#*TqXURJDl$H_-OZuH-Xk-o48HaZ&JAYy<=1)L?W z=bH{yI5WR^F!_T}$J(d*2h%zk%i>jkF#Si4i4ytE%xV%I&4o~<#fO?mawXRW~B@JMZa! zzK_TM|LE$HnfLoW@Ao;+^E}Vjd7VRiQMtU39+z9cm84&LhTn6;W$lxsM!?I7U6=dI z6CEH^<#NsR@vt@zI*W>|W!Zv%L~nd7>@4O}3p~E|*MeL4Pc@qEp^FO>FZd=laM?FHEpLwvHctFOwp$!5 zx@sf7aO6ym^5-iu8--qs*p0Ttvukp4&u)~DDiMC5w>>rYfI>{}A~C)*wpGvae!4k+ z8K3cX;0nx-*mc|U$xXXYZAMcpkiuy`wVNlBL%&MEUiM#&4H5gNo-iZRUBZeN~w z=)bH}vub8WH!plB1?eLOdSYg!94goSt%RO~;;sRQKsE%hS4oiE;$-nHSXP+wbv^i0 z_ycCaus?H7eQOnH#Fc$%oSc4pjqN~(tN_bD&z3n58C22N11JQ9Nivd$-@gQAX?S{a}USVNXT=E%IJX)zO^eTA){0@VA7L5@?+G;mL`#RW zv#%FE6Qafbhe@yK$I3)ykCQt(aDQARwKNI)?pqX?uUe(G-u&?Tvs3LQ^Bi?oLpk zofHtcKUJsOyl_jTL#L20HQRha0jk3#*k^S4`Q@$T($L5BOR_pomRVQ62E7R_XbaHNO*nT<=cs>X?jLD)4jcGr z=CmIyTDY!NZAC(XR{6?Gw(F+GsexVRr{b=B{TNgrbVzpcN?9}QnOo;V;RZ^7YxAPR z!G*hzPw*H19E%(^cyg(uC8Ro0I{QpzOSb=Zn~;9z z^TUybl$ry_3T=E}QUPoKl0xN`y*z7kGN&bV{_vGFr~*EK8Z?+c*z!H=xq6Rn4*?Y^ygWdc$+R5!dvOqBPSFnEh@>MnxR(%tSZLBPwSC`@}&zwE$yx`w99WEIcJJ$Z` z>5lGrO#&h^Xx%Q{YL|0^Nl(gOB zV!bT%r+XPZ8O0gblB}&tUEnFbu~9$-4UQ)tqu%!mGjnb)_3^wE*&!cKC5v`+fY}=# zIr?kG1aW`l9PE`4@aF%e01Jo!sW{*U%Pb&2765Ln1DYHLzeTt{crp^pt;)0s*oO#3 zvPeMO9$EH^YRVo&kzM?dhL*%28#@3HwIU+08>|9$ShqEZg)>Z?j=x5P5>H=%+h zvp9nXQa(5`6nKI<4J88~j?7^JA_P2~i+Q$L)E=PSM^;x7@Ni{`P+wr7?d?ZDesDXg zr$~3~uK7}ALFaare6CbC(>O8P40Ex}L~l1Koa*D<3IDCOAkaZcb6F?`<+f~_01Z)+ zLH~ht>jM^1ph|s&tnmsMPRzMuTssH{-*7(r6U59x{!o)^KMRFT{y+^L{4Tw@coPPF z{C(vhFLtR@{fhgO9miG4T-|i@L*pR3nZ@D4vxM^{GNgyz0%BHe8 zg!@K?@=t5kD@F1N+l6r3LG{0BV0(6n*!o^CY`RJ09_Qd8_EIkQ*V~`$J-8+2_A1i< zGTqI4Hm7@`$#C&A-%5U&8CRk4M+x=Ti@Qqe#r~ZBx~utTg~se;VCP>u#xC*=9H*ON zY;s-?np^lUD1O@bor@Qo9i`qHyXQiX(BJ0g=_t$&zK_xEI^TVUXAkK)zPHkFF=oZn zWYz}!VRQGDxdWRYx}oO=>g-EXerqTP-*0bvGN>%~jNbAhD@y)y1q!FjyVKN+Z2H<% zE@!W%778|nN)>aV#LnO%P~-)P#YVZq(Leq+u8zL?53Iec+G#(@e(y#QHVg`_Y?e42 z(LEfs7*Wu>-@8R_;}dGf+LWtWV8P|>X-n2Gcxq~i#6xk>s}Uy-^4C93_!xIdrAf7b zd1B~f$MmVme(%cz1%B z`}EKIh!nsyYln)AgY5MXwldg)WHA@BZNy?derc14Tk*gZ{GYR>ACMAogrznJBW$@9 zxn8J9fe(qSwtgTa3Rtk!0{XIFDFowngml1i3-USGN&_1ofLI*2*oJ3g3?fx7`vH2~ z{9gw3zZKkH672C&XJ1>I8U_(c{*!0mCLkOOSttRqf(=0xO2}$Q#~>^MA)r*;mo4BJ z0CEVzP!OR4?k1btggl;94T_1+?QiLC%_r^L{|`F#ye*1*r|HSecwPVi%)V^UBjCr_kkQ1y#=;|l zvN=~--$OM{*F7fI{cC;m;0DK|?1Au4??i}I?~8(qcbID8JMy<#?j>_B_cu+RF5FVj z^R&z>%`vYiDsjH%yfk;^`Qdq1pvYoetfP2GW$VQ7_m-jD-1pJ$7f<-?JHk`U^Z0$K z2vPcMh5cFLOZPo*A9V8ur#acRJ!F}k&s(GLm%lCbdCdQ}v)oQKlVqXYrK^gJ4n5-$ z{3!3g(UBJe=JO-sD(mNe#LgK-6kcA;J*0Cv;9|hYaB5YQ%9yBd8)w6TDT!t1cvv{K z$FY?rD64|H#G%~Zu2UDyx8rT~^}HGDElS)*(QhZIbbE{H&lVNK(!IY}CnYw;fK zcljqauCU_MW6o)Y#@#X5SbCPEBAZx4o?o_z`?zQGuc0ljiEm4>f{w;0?zP#tZ6<3b zn~L?(SB(y#XVCAWK5bgJe0=6Tbo(%;@C{TLXG{QP>B_{=a?Ox&w@mtWN~WQOKNp6t zlo+l(VxQd}vf3I$>_gz~7kb_L&(F9G^~FPv5Etg|5X3dGV&7c%bhWGROkj zLC+q<;M|}M7YyxsdEZ>*lX6qLD+XFWruK=2agK3@*sr}R+}g|fG7)R?Wiz#L+4rCP z1)r`{9q7cr{N&N)IamAq9SqWZ#=AdT52_y?tdH&2U$tsoCxxK&QD}MdYec6;E9t#T zsnF32dNM*2+E}B9?gTFwPwNWjaE1QXDmWMe>kLh+?JrXFA5vi)sz1^(2*x47I56mn zY6z3VL}Bh@t#q>&47xwgJ_=lZHr3L<91bO&^-*XXx_o;H*9Yu=0ev3fL)F4?yL$q( z+i+MLS5@Q$UzCTWJwsQU+aEzsvsmbs3!U~)|LO{v1#f`nV#rC?$Luar+*}g+D1_o# zXgmq+%it=Zqhj+*Km8H7!1qiqihd@%;h_Kx+G(?|HChWs2bd?=ki&bg8AVP`pH&}c zecAjV(wzPr9=KIbzITwWK1xiwe>sh6O~+d8!-&E}6dH_E^r}sTgD@J7_o+iGwn~@w z3?;*zXq>zRh1!pEmYAu;s%B+o1!kl>Ml&C^-uS+0G{KwRx@#~bBeTey8|(RiE9?Cv zgD0ph)R;eRs%jHm_;$RzyK_T2v z>W4to52>}AtQqdjO^r=~B?+W8tTS>7gA~8n}8V~y6wNXPm;gRgQ@gQqE z`d(`K>fcKTm&;gBtETMM^5Q;PYJ6uCVd&y=8)84jqdADUQm zjaj=_I4v3Xd0*X%K^C{w7m3pwis|EPx-8~!OKN@VPc`G;X7Z7qcZBYEa{hI4Qba+_ zrJ1FzF&G%`XxFe}>G>NsHXmBb*)^|WQ^EqF4baZ5dbtgGlMO*R zKcmZhudUj+p_5&9@ql43SX`Z8NLtz2kE%=8RAd`{#v8A9L-)YcGszLBw;RY&_N8g% zM1*VU=SX8T>Dxw|+dr?1wr-x6o5@X0YH0X&c5AIZMksFiy9rf1c6NA@kM+E8cF=Nj z#(SN|d*i8hZ_?pSt=PGxpJI|p8ott@yo1}YA^9&HS7@OVYwx{Tv&LH^_Oh2hTA(M( z-z`Thu`a-1^G%7F&0RrF-&Y4qJK!^VCxz$79t6f_#jT{r9AbT1x?-fC zkk>JJ0_j0dwd4h;q2P+p#WS+A3#r-x`XrrT>j^dXXx@t_T0io#Gi`8X&yR@V!8IH8fijW zyHoGYnjYx#{|#E!QxQ0VKG}c}>soNgg5HqoE{8>o(fSy>Ya!-8R3ah`2rCiDIt4g$ z5&Vq?omT;EZU9ojFn53_q%SNRtS%z}@e3zDb~#i^8bx1$9&Pg0O{gB}bNzIe z&|9Kd_+&{+cXI>dgI;~82_1&mqEm3N+wa}<8wOcgf8uJlft{kd-bnYoE>3BB zKAjN7LD~L2Bjx?v+-P7FbBa5#&!t|kpfM`>dftGcZ@yCvT3H1r`a7qj!BX`pV+)t& z6>Q`jd6X>hN9Uw)Qo+>p;OpPtcbHoGi=~oowKcSluJ4KZS2H4?5=iLb%*V>0)eEND zvW$Nurzt-r%@bF1jk1E9QuN3By6yEuUiw%s-Wlu8LG#EH$R9mSJ~ZK89D zeLniAFf15Zsti5(da&?LeW|3RQ3ES=tYqPIjnyE1jp|8SkYNor> zP8KypCMWJ0d=IY*_=+CzNaH3j$qN?wCSQ*S=;!Wof1sI3?Zq5TK;tr-I+%*>DBJMi z`+nuuwNL}`X67yuxoylzX4@{=LosPf(MwBn{c;qYHlLmd9A0A7HJ=`%$F?TuvF?w2 zvyHd!rZLQ}s2%D3#-%J8X4D|GIl-C~X1!;vx){Hn2}-gWZLlWy>1J=Y;ysO)ht`{O zX_jWnfk6$2dPf;n>$h2JOS6Srr}U$?8AzgFXhto3Vu&88zr3B@g;~<2c=a7LeGhaY z(IAY2CBq94drlbXJzoXUl;HVb^#}On;(^BD$#2k+5DClhO3CIJ7)qKX8FAhq**ysQ z`3hWr?~@y(O5uh#OTw=nm?LpifHwTbPd_Re@IcI{(d`rSZ>QqbA_&`6mA&6kO}!z@ zMTnO--(q(xMWEpk_#fi1d7qG9huwuwPgJP_M+1;*gvQdqX{r(gFmt?P>*$zexs`g> z>i6)O8M)~c1^qeRU`bUzG7=)8&oV_|R;e5~g?5HOqNgh-0%2H<3>hKjeJ;OTJ1h|f zn_{gnS(+zy;80CeYTdRG;Z-d@N$;({WBOZJ@0UM_hs|u?$pc5ILP(NZ|KZ@j(Rei@w%-B;h$X?2sSw@R6_xvCic)A`%w@vnB!=6KPD&ORLC z0y$}h2%{pC!-xH3ip+VHPovQU%^R61bURc8Oa&U~&CfE%-^9148LFVmuamp(mk^@{ zoomwCPjNq&vSOt4r6f{y2o8SQi31^>%|5-{GhyNx5A2G~f$Er@z}=cBeDbrc<5$8( zc;U6s@8||Mxob!z+N0M=kgna>Nl4?i(lgxl;+>|3&(VY=Gg<5m+PIq6&|q}VFOAbh z#;j8r?a#s{iQ)o zyW$ynyflt-{gs-m(FT?^71^8@c?cEQ#+fniTBN$#`0FtP%bV}2G&S>b{=~er(kwI* zU#7CzQPmN*Ve)fV!MJR~ljjRzS-~AU2uJboXh|C7@pvhn#7OMB*J(zrjKa;jiRVqN zQ_AVv^f?-#Y3zO&u>v9C0*t19%nm|e`M~|)accZWN~0^f9K4`8ILx<2Jh4gy;(=Gz zWg#zUS;My>6api)g}GHJfp96hQ*T}`=d})||7?rn zZ(aG={Fx)rzI&{?SNm#?Cb#mX$@@fPG6D>Uqfy0Y&WIu2T0$vRP8HB0D3eOU*>TT| z*Fqvo>2$f~q8QCu=0%DPLri+l8H#9|CdmW8~jsrrsl!z@k<*!Onx zy1Ou$(*gmbdxo zyW_H{aQmEc6HFPVnN7+RZp{+}8DlGk)M@lwv#AK(a{z*lcDEGfX^nK7j|2vD+tq+5 zb=s6d6{iVc3Fw(4yp}#Z7+VWmcYOPiXuyh`p26@A-49^~I$aeeZv<`MmS1Ts2v4Fj44l(Jad% z^HMI9ZGwOu!DcRBMwm}o>!y+T;hsA>l3qx-io9VD25fe8$5Fgi znvVL1L6xYl%lo$eDqIU(ON>Lyat$`_H}!(!na`SmRT;7wh&~MJ;0vvl9xDXYj@&nqZ15L02OTCx> zLAtj#IxtFB-{y{;ug+_mjDSY1MQp0IE@9N@^@(}CnCOI@+p7|?G5%z1kKk{dl9J2i z>C3N8mc3WXy?^rK{SnNh{M>D?#oCG zS>qdRN~a$R%w6U*XZdcHl;*f!qsl5T(5AU?n-0m!mQ^HwU zz+5D*wdQx%=^T&c5CBDfLkyf%F?w<*SDtQrIM+^&`TR9jupyYK!(Yv@0Usr2BgOfm&cp&?!o0~ zbr<2h!Y`tURN6G{YNvmLM!2@%uUwBaM4m_o(y4WtjvbHEay$1t!2fqoGBx8|EdCp8@}bnB=;l93!F>l1&qQvVCd8sBxcKag`PR1Iht9~ z5HaJs)#_2d&ONbJ7QLCr5;b1si9%U88${{7rD^Sj=^J&yry(C| zHgm`(gNbRsWBmBA>Q_S-w`G-?k3I09Vb0efuN1)REcd%n0Z z{-(@m(QXuGNcyktR2-h59?|8BqcogbZsw&$mqiU^3VWOg;fQ8(o#1jDidUMDhF1=KCCm0y%AWC-q=P1Lp*5 zI5yvLJenu8`L5BfoOeC~r_tHl!4Y7FDVeT`^$c6)3XMzCh~Cs=&DFCG$3A~IsjTU) ztPLIy!h@%TkzuZ?mOHaO`R*s8N~j%M5(Cp?^W58KKcT+g@syxgj*qZG79<-!g^Q~v zx*TNFfB{!dAAz`T;M6z_*Y@OB!|Ujmh#u9H+JwvI*-oZ1&&Wf(Na&LW-ku7v4$et{ zl)4IR)9*j9mWQJ~hLjQx2Jw6S>PH~^?96ucPU_v}N;c*?BcXTtAWmcu+-6Ym2=ifY z2#2_ONP9)u+I6{g-`K^tpLsE(oU#RyXk|?;e0$Cpu0ur~dMDE6!E4nY_4)&G0Z<^@ zm^0ep5sT99(9w#;NSpjdm=MrqU<1gnYWUDV3)o+9Q190^m2RoR&64^rP?9#(A$eur zSk!)l9CY{OUPI^dm+{sqvhD)6Y?YOIUmei{G7xV9iR}xQXB4A?8G|ILexKWX64$c? zu=(_Ad%{jy z+#s|{(r1Zuxx;;tanCPD4WAA}$#9Ii(ml)I!9Ik98yxpL1n6dCgf%+H8>{$mNw!r? zy2XjdPFAsa8rpqv z)u+p0JPhHYiw8!9#y=t7d8xq_c2?vjn*tMtA%LrMCQHnX|J4HMjj}ZmC5FS|cB4_= zo+n&P*_x~kaijH3B8sL-QZOJ0N~0&0NAfHDx{uz7j#yo zi{XC*J)BPP%dHMx9>_BO`8_sMZsQT_z>-W>-n(w!abHnktP6n%M2w)?9RZJ>dY7;l z#v%7P!BecEw;d57fSS$J=7nJv{3x&k(`@ERm};R+8a2h4;&$M2oNDfmg)F!8dw&m( zyIQq5zlAmax;Ov5Uj(#hX**KtS1yEsd<{v^&J2b$Bzlrft4++HF#je6O>5+tNVNG(2)sSv`P;O!9Osp8kEnORIj z6b7Ovh#6xC_Br`NS_TiLa_2En2|7&uq4J~#854rAvM;Fqmy^2T-VnmU_Bmt`)>3U_7ZqXHowQpqJLsIB7wbxXYQu|c>0>x=mB{RK{KUTKM zONADF2%U{N8*hDeC4k2w6Lmv z^2kO1P`+ydS#Eyd{WJxPM)!!2){Rey`e!6JE#3MLX^YwV^+NME8Cfw!6zJ-nh-85% zfS5~@AYD)}M$tbJ3Ti%k3CMsM_3qeyB+h$kfY~6Q^}odeu-WvH-aHE+q`+;b!8MUT zKxm_tnxCA~?FNqoBU8P&I!7qx0^FfP_7P=WlXV%yxb5=alkbidj`YquLZSyYxHtqL zs(LZJ3XV90q-Y|LSp3ge-#$V#K7^qls)V(%Bm6C96z#=pCvm8{OR)Eva?ISmwWOu_ zq>1mhqu%Kh&S^~tap$*nae7`8=!OwY1hikdK{xKzAGFB=rZ=h2uO5Rr< zv<^I{IM5?7cie4zVy-D#JzgY+Yis)Z&mE4d!g?Xo2G5nTdltpIO-qSVrj{-QgD_nc zNKL+6_1C3;2ojYa+F64|aseR-BoC2sFt!YT9jEqQqVf4^T}!3n4ue$=j753!Wqx2^ zT|PDK-;`7Pkk2E7vcjaw(xb-xoZ!wN`6~?Ardf}j?uIqy1d{Hk``0$2j1nDinTT&s zrjmhQLl{No@r|9wYjM%8gOOAHyIvgywS|kKq>@S^0Ke7CmH~dE(tXng9x6~p3EEpc z5{r89XRiuaAWlVB1t&5r&u}-tNXdd20N0Z*E<%}NR==Nq)oHa}@VzA|@{sU6TN|Lq z9A^04Y`;KM0XupES+KH`mMG2I&W}5UvvrHKMwZ*Oj{V}oXB;QJEb76Bg_#u2q}&?m z+8nr*248i@e~32Ov3ORKAtRI z<}SQuvV1r0dZDLx`*dg2A7=N6qF6#Dp^kd?r9s4;ri?_S8nLM{n*3D4Z6^+s*LS>T zG)&8hRLUN@Mkh1};K{t`j{^yPr{I?fsTI>V6E_CX82I57yj+HWlXcQNLGWBic`C6p ziBlqp;Y)AWZ{}aY2rzbT?+Nf!OiFx_LfwD8;s~PwRtEBOrQAu*5}^+MkD^`_aivmK z>^ma0(%)| z>fh6FbCaejk|{AHfMJLesT5;5QbxUs@M=4rbi2<3WZi$&ggd{8@~wA3W@x;&dN6WE z9`B^3)Ai`!J+V%S8X>1*m6nmmPjjS%Q#+S0!ja*q#;FE9d)u>Zb%&wTbeAqY2QA;Wy3T8CZS6RGAN7`0}&##CABpIA>i zG4cKTy3NqoV-E+eR7!0*VZd5%=B5Be;3y6T;icM_a@{AokVmM3vlrf+{1BFGKP#Wq z(BE)OogkcQ??~`0CuoMd2ifBHjXp@Q={0PyJbdNSO~>YCr!5+5+2m^B&xlDzx>#p+ z=P3#y2?UG{FwFbO>Y5Q8Z8FjGnG^IMjKyuh(qul6}uxGX{_){?e)1)3?-}9fIz1| zehLhv!MWT3oy55Ez_-G3Po#Z(DnlWu38yy$t?-1d6Ff)FXAk2rmr97Q-Oo>*rTZlG z>FFR(2|J2o8)iTV7%h0h%P8jrp(M*y>Qwc}L5+aKg#3dMuWe&K&HbNoE^`==o(t?? zHqslMqfe)HRx`{NCHWdp$|S1Es-y}WT4`V$4=+}ol!)SAW5w>+`cU{|KNMwZ)XHw6 zLoSmW%=}&8Y9Hbad*nqs%_YjdNzMJsw{G7$mACHN%G?uktbr2+t5}VW3}4bziv4)5 zLC=#EN=yx$pmSQY8AHm@P=|Tna6d^I^LvC>|Lrn6yas~rDX=%=F0+SRoHy=!J$!+a@KUO`9uMw)5t(Jm0l^7ih#ueP4TDNov*<)(MggwxW)UNx*a3z6Hkt=g52CTThQdMY|%aX!Vhnf4Nq6@FQiK8Y%v z`Yr0z5eBVKA`rmTJ|VFQfaSik!goRZS+#&fSGw_^xhlxbJM;MINH{%1+#`RK0LSRa zRFh2d6%?go6&p2Wvx>s~n_+|`3F}iFUI>#dmm3&>t4iq}K^RTVT34_}P5h`tF|qla z0SqChHW74zYWTz>1nLTyFf}+}1c$36*yzn*1drnMXjJ=B;-mOtNYZwDIR#mG3I#fR z^gn#@3qSPjiPiD`t`)_BmY380&(Kos6E}Ez9v#;VA3m9C&+E@ALiU*4*xDB}ANdn= z_}i-0Wczc&$j<3Rwb@F4J5Q`6cbW>3Gj&R#a%kDSaB^Z}IF7e3b-Yqcop6Nle12dGJ@L=c7C>9&MjoJetu!?nb>ivFfN8DsDzN; zk>%DDH@8eyhu41dW~}ngeN~uF6ZkkVP^3b@>0Q@%Y0rm8TnSH?K0*jWtgfgwxx&1Z zSv^9e8we3R8DUQJw%z1JfoNKI4O5*aC<&t##Y15lpL+B&1N!e0I-NEIpPJs1>FRjj zMuJQXFo&mS%DYd%-(9PUnUZk!^eJ_0LpPlXwX z?lOr~9vYQu26?YUja0gmp{lS&0#!hD5of3>Bj1=_<{RLCzUEEI^lt}i-Vot?_>gTy z9S5H%g+Am;tT0y+<~pzDu-X$g7w~N0c7E(F*4n#RL+=f(22O|g<{AOo_c#BAUSihN zVb0Zu@HXt#*+Pxs9ckJV%pF?8mQK5+Xf(LHnvwUNm4$A+LE|l$1YM z$ULnPLk<0@)|weNcYc!BMKunJn=-_rxiDwVrYz^Me# zCPH9&ekAPSZPW5Ypv8TLLxWvnTV6uE!Qhti40^=D_RE4(JHrYMdiHZMZ*oNM5jV z>cUY=N5T%tZp-cm7K~GvzJ%WFqHtPGF5NE(rNg~HGu4t#R|TQU5=En4J1RRURCp|Q zPGdtN7AViI+!Dvy%|XIup_*g9$%h-1D`hSGp-Oc%Ov zboSg_;=6Ad@E+5}Ku^VV`fn}%0AmEWNC8?C&Zl95=#dOWRO$@J?Vkb% zucUc|6q(JA5d-#W(i8ePFoFm%kg6V<={M;fzG56Z-1@~nX7+Z6V7qmON|zZdaY{fC z-7k#5-tTI{t0({_Dgs%Kl6=wUA@$LmmQP18Plic>Y4Vkj74eWV3NOkHpM;U6jdX12 z$nGP|b2YReoSY&Uqq12+{MWmdb6*Q?zJARe+Zng~dHFg^rg_=d2RKMF zrJ2ZSVR=l|LAcsokl+JeyZBJYP&F|=sY4`gXDmx@U3zn^-}}ZF-)xaKWW4ilS0QHx zqQwPyg=@#j)Yl7~xC;RQ8I@p_7ZPv61p`>tQC~E;U+a6|Oe(xa-7j56s-ctr~4SqSWLdk zseB|Ym8pfR1A_;G)%XyWusncG#gTeY?uwU7sTfygHqqKU)MO za^kWDF@{>eKC5+9yc365+gg{Uy(TAE^|9N%wU>*@oJ_nzxI(D440D}ri%Ts6G!a0% zcj5?vi=`%0jFp8~e*?sP04DV2tnXPy9;a$uRS zffG)!BRV7*$rMk>Vy?iOu2b#7z(#Sp!ks_CZWrK7ErkMxHy#IXf}9RaINFh6)*{bl zmBVlZ5DB94g9J}5uRC_8|CDDvkK9xkocJ!X-az`}nLjmGTwK-6|4~j}F);vgsA(I% zT?kwhk<~0X3>%M3r2<$p|}qckSkZ zn6Hwo@YwaxjpI=({gYog+wMukkNO(}$>l6Smd&^lHWEJTMuS8V}6GLn!Rx`3YA2^X{ zz?Aqgx_>tbi-p5bSV?bYMymBrQ$~N$Zf`57lRz_ckAT|N9MA`2HMT z^_?QiYXPZuP3Q)f5$=43z~u8@qo=?dJs1yG??VO)!K=VhhIyTFo|$S3a0y5l1NDyf z@N007f>uCnJ;+d0!RP=+Bf(N#k@yAXO4|nMLUFhoBU^rV=&6Lh%f&>OXcLARZ~`C! zqU_Xa11$2;udD~AGXDptAPO`qkuo5;-hd*m6Oc*+v6R~j>VNqNNX~@u^Kb+>k8!b1 z-Q>SYYXgqU&*FYKE{n8o#LWbb=SQtp8WU4){p9?&V zaMzWcqvvXJgL?O1`Yh)mhSud46SuqJ+yoGe+ldj(m8v^Rz~KnTGE=`SblHwCTfARB zANPG}s(pxM8Fq=Y*_U+mNaAyz9>(sp=SWI}%QL&$_xWI!3Rg%%p>b#2*4;Q5(3v70 zXu_qhVcI#@^`J&brH%)499cS>CAu^Mg+=4SM*@nbMdkS^1T29G5=;~549@Mxc!l0! zJwA5rQ9l`e+Xno7<&IhDAow|kANP2KDO&XBNk~Qv?m7@aOu!^DPKis}7F3U*+>I*% z=&*Vxko>n&>`WW)emz9%8nGIpaLaT@hYi z&Ga)JTN4d6=^u`poqiYhTw~HUL3*+)?-8WZ|6hxBH7@2)`?##nPhS}`8w5bV3d6{>D2}=)be2uGRt@CsrQE9+J%W#Of!eEsDlhF1wCP> zG7WC=&Bamq%`RYo4lt}7GMRB;gMr)m8oiAj3bG7(bRbTHzlOU0vfS}UU_cNW;LkjS zMe{3eNlm58?d~oGS>N@GN5R zkaIsWpB)9z#iB*Iy>p7AyEAbtR0^u>l}{ZKfECxvs$%P zxJg_3F%$Em&FW3R@m`y{TLJ+iXooU!2;=IBf-~kIhnxH70nalPW?Kia(8oDag9!rr z>zExy(>HHYr)~h}01JMEcY4)ec~ld4ba;Hd`caW@tVy_WKf9Bo2*T z?#lC!NvxQDL1^3UtMwsFaFZ$3GBdP!daG*bCuuH0WBv_a5KiyR0Q%i-LYltj8Da{>Y@&&qE zwYD7d?ySQ$#CL-#JP1Vmi7ve^_T|q$16FDbn2He9s5@Y?`-NA{z=7lxAw`D*m^|>2 z)-Ff`&rXvNY#)O)F!mgKfVCx%3SO&zkT}fBT4rrdY&yn$5Lv|(ve4djA&t4q7i%)q zl!{ILjSRcu1!<{M9Z@bgH^w7#M#C}La)g|59X+T)z+tuM4L0iMw0idJal=KHp9#Ww z2)p5Ig@tY18MgWwtCabv;h+D8&bI5v3690&bcVrI&43{M2ttcxTlK93u+gpCOY6FE z|0455ExbD`_Fd-u-6{Kk`MM*GF$+{6S&`DG5?{Ot| zf*X-KPpLJA0eN~E2IjR0T+$ZdNKDd-L1W>5!r-+&KzzbpuP4XUkxbKu@xXbdC%?fx z5F}D*pPPc)vVs+GZgqQe8;b`K=mcmCX@E7mCpPM7fhEqIscK0tBruxrB$XuV8Xhri zkc1^3@VoX!8)!PEOq-eOLJ(avp&SMbQrr#m4vqXDldfyP2|07A`8}p0Ixu8S=F6(e z+U>a6p&9+HhZ-|`I-q=wDF`AVL|wLa2=H@25L?F)?HX?^mZTFV7!%Mg$68_?j+>W@ z5jgynG`%N(yD`aMvyBTk-qRaDq$6U&xZS#TqUH0%Pt0b1)in`L{dnWEzY-Ep8D<6K zLXW^Y${@NHJOD5Z1xRbc39sgW!0jT#{LI#ShJcBSh>SUUoOR5m3=IOySDf;%kbBL@KF9Rq4HUJl{_9Eoam%f96$oYZ%v z0dx>Vd=;)4@k2-nTiygEHo64>`ZAkp9N7L&p69Em*Ots?SNh6r)}&ng5`jBU^MADf ztiy+6uS&it`C>u%%F`=`Eyox81|;j`QCAZoMWG-v!FjbEgtX3MjN>ak)JFo6s?mPQ z)C9$@>TA+m9Z@v8r$6K-c}Var1~zw~mRGm4qBEV;`FZ%tp4Pd@IHQ<_=TmdMbsSQ# z)WOwhDdP!(jeb2HZ|$X(PfmylX`lERyVl8i;mzEf4E*9O$9OHIJ4p;cOb!bn*~swm z1;ITYPy`atncYmRacu)uKWeU2Jgo`z;K|fO$g|95E3;wQr)G*I2zQ$4+V}Us%afja zG4}{#rM1*19vo!p8)|h-jG*))m|*I`dzlstc{liIde=LvD}V&})TkXvK%GF0HK-A! zagNkSQ<`*09zn~}40=sGe;*Pj*(_t2dyoBor@?(S*(L!16y+`>5q?`>zc5G!0JLv9 zUWZ}zXcdDpkdXx`K`INuk#QVW0SKBkQdK(%?lnquxTkq)GT4x4@(}6EpWnY2#eJ!o zyB)J9W*gRY+!M0jKoS;KPJW5%hN^?fZK7H|9DV{ivBRN1OJf$=lK4;=Wf1lw zcMGpJKsp8N6^YjHAKwXMhjCLxu-t&Pm!D#MjT4a8i?Y+Lw;lk2L%U^Fyn#;?NDfs* zCG;o*ykB-L3R>NIh+i-I|C?@js{pMGu=0)o1~7U9jP-Ic=xnPAA;?F2E|d;&RSl9b z2>Xc6^S@=EpO9?100P?s0|uF@z_PiZnRs_<%67R?Za$P%A9q#m$6{;OP;-jN(%A1oh3)h>g zLu&Ab$$bi9;Ea_7LLH(>ar(bl&Qys_7N7W<7iZ-CZHRR)YN~Tm=s&MwTWrPjSzQo& z5>yo@BihrS@x(zCjEw#8+Iz6`_49SsC`Gbx;>)$_k4xX@H}WIqYWv6gIB z6k)m~PVDDDqv3NdJEsos@w+5Z+M#3`-o2X}G5BSp`B33RWNbvimjRvchB|>4=f8F65PdZD{;!%zJNaIX*1TWV zJ!?AD1kMKh=Bc$FOP@)8U!f0xmrW| zi$ewKh_dssZdmpPj#_C?-RU!ZPT_uIdm1xWeixuYoxrU?t@4puz1qiM5p^yf?Wcd@ zw|nNNNz#NisJMUc^NRlRI`BvVq!dEeARMfg>8DkojrZ+-l_3t>Mn&~TyP0pNT$*Rz zs;rNjd^N(7%LA3;i(m>yilN~htVm%nT6|wcSYU6V=%Oh4gT_CWnI|SKJ zifjVgfbu|RWY-nY))M3*`RvDR3oPShczYxtz-g5gb~lamszd!12p z@?9v9oy~t@1hu1f=GV;q2l*{fPEhDH8T)Go8dPwDTAKjs3?zU4@am6HQY`2M6=~tl zP}&baz_uXF?eb>Tnk>HK3G8Y&r{daQ#gkA$Ng&7)Ai=v6X3#d%+B+Y+6}Yz0`fq0p z|H_9cB>FmYUX?a5JSWOWxK(x??Ba+Sub&g0qwyG22Tq^aX6F;;j)T4WSKe)`2g?1pur;c&DHGbNJWRGfW(cKCGBsU3H+!cIPQN;~h}HE& zB?Zqs5e|u4xxI2dZV^hkpNTi4guNb8p%?|JsfYSJG40t8bJw1$Y_3hLV`Bf2G~rEe z&goab z1Rm6$GeK>NWT~d!S0e^@II}GMcjIh%?Fd2mVkb^0;^Kk5M=H21Zk!z~&cRj?738+6 zD&Zs{k0xMt+6qg|cLX*11_zsyv=krtlA1;Lga)f4^nm%_{g9GcOmbA;LKvPfa~?1NH(!F_)X=Cw9Rd6fUI; z(3B=QjQKa;CQT)6{TNyunffdFRw@oP+3;f0x?z1g>@$r! z8b0tnfz`D?FcHdI#*MM8}j=$G*DD1(N9I50G^BYyfR{-Ute0S$>HsB3P{u!jZe zuDsHJ(HSVO0)4l^4sj4<2ex2uK2lN5c9=j|$o^%{worBT9-b={6wukf;$+G(=ly&2g2ZEim5b-t&O3~VEDF7AMGQ(aya%;}yIF6WwHilK@;P84&{9V(<% zF)9+a4g|oF(%mYlLKmIe^U+1b@T4s4*qtnoK>f9z3U1ava%&gISL|7+n17#a{^k8c z(D=t%U^Gv|qTf4|!P!3Tkpm^WQT>_(V)Yrqhi=8UdLbc!F-#6`R%mNs{gp3r@zS9v zKFz3dxJCUq^}JpzK1{qpYV#kfNsX;Ylg`f{y}OH(atexTgM?wjr;IPS(UIB8_Dpe1 z0Nu`<7dEt&IFq1~$`L6+>&6a%4?&^7Q?WE=r>HyzrG(Q=7R<*wK5DxTH|@y9C+^Hj zfIzE0{2gthz<0aJ`)pJCtasskk0l7*7>iF)&B_AXSH<9zn)uO2HFvdLQy9RPb88;M z`z9vBwgj26^Ci*)2Cw!y3Yvwkk!&5TLq;gBmiELeHQ zw9GxKBymHSmEhh1whXo6i;qTn4?*qIiBIrzD)?lWAl#@!U_zjQfgp z!YK;7lo2fu*~jEOw!PCM?aKtSVmOYnv_3P@)if@UjvnDS0oJ)6cX9P0$N+S6Xd3`U zm6b@T?y4Pps&oH+H6q2RK&{xjx+KdXd{s3=$?8+sLU4&tgXl5Ht-^p8=hK^~a*?un zPXb^o^55#oFE8z&pF#AYM+Q#o=CF_9|B?0O@l>bn|CSJ0%2GtMh@6xqSxT06*>##~ zY7iMSQ(0%iWGo?(q9n?i7Cg;VYGyFWnl(|=%tH^^WoDAKELqO)ech+|{_}fjrZ~>$ zd_MPmE${1nE%!m{+kzpckNNaFdt%c~Q&9M|9`?F@c$DcE0?UP%5O6`^)8X#DDGymcpT zF?;m*r5lkEqgNlk4gUBHMD<3| zR#8Q@h=y*S>v2}6dhoc9v5KOw0p7s**4+pq4J+qr=YXaSpFdp5U&gM|L_gRb2M$>z z?e8pBi=G?sd(d(eUFrf{>AFh}dI^w@ORIX;6#WmqLbZjkBM+?xkC-CAaeC3NyFD~$jyG0eMDl0JQu_4Gc?z~)*bmF|%XE(>*k(`H0 zLIIAUM~_Bp*WTc&;$cQVs{c1&afE>ZnxhO+R>?E zEMPAXIi*W=FpvOgwwCXC_mkWKT0?T%vU+~oMW!jL&CWv#;Mij9w z-W=q?M5bvIza5|o;|OFHMG1p9Ne!{C?PAcb8( zKQuoBp9u>)>YAb}^ITAsXTW>!Jtt*091wa*=XGz_*rDe)E1yVljysem+_Lb%-Bc$a z%hRp85gjEq4-|8c9=`cNeF9yKoW-!NPm6s05BJ=#SDlRY4ptiq;;BXLYL|467;7EA zYCpQ6gO@zAjTc#P%5`(vLnU2TNeB^VJ=!JmQtG<~;$-Y6N4;kwW-ge&kM6o&Q1(j7 zb@-b*7A6aqXD%=sJ~H{#d}eRk`}8z#?-hpKaeBr}YaRTA%dR2KqzTp;oFJW+AZ5-Gzsrn^KmB=dAHe2X^NY?#+(*T$G?MPWtm z^Uj-FMKoJ~^)+r26}28Xn&T*l4*nQmSTRMC!2_a+7@`5;+as z6!kUoxm=ZJ2mE{#l7OdYdwZdX>enJkAA?&2Hb$;R( z1HFirs8HNWTlnhs+I5{V;-POf&7auMR*0FLn*72>tvl`fZS9CUr)>S8dbIYqy)tzz z_^VE4?5EO+*TJnuJVRB%yCZGnb_;j+{YhRORtXiPhv9P=%)~H~q}Xn*PM^%AVK@s}syzJcJpJ zKIo?^Qln&$UQ@W>;hUpQ5Xey&?S70lAjLvOIC5k7DA?Ojm}$?wV%)+Xl)XZ(XwJRR z8GUK~-eqjHooYsZ+A}L#t}N%<`=HAumcd+~i}mBSZ9^ksku`8&pO%~g#-<=lImo%K zTb(7|=u`HtvUl9LXH~yg`}oF=vgXkK%*b7;QEz3+1ykg_LZn093D0$ZbI%8^aNT`pBbiSxC%vAh6nvR(py-qsTOkC8&x%0!LO1lPYVBftZcc(dO*Q@ zH#cQD>0P|twpCSZE}7R8F_X?4+csJ2-B%{nEm^I!IKtQu9-pI_-{Sh>faoKXS8I!- zBjAWC8W1)2!&^WtGHk2r&ZMc#Pm*|@8)k*iMwPS_wQA-bFc@5#2Dky){as#xS`8F9 zx(JAbuz)dpmK{L2RejM5Kc!(hU>6>wq5%GN=U2OuFZCu1|XcGy;|XcUUiuC zAA%SGq?=n??q=%YLjQNj_U*Q*5a4~vwEYD4~M1#O5X(x=lYyq`^0XIgX$W- z9K(GU<#zABTDGopM0n zHHkU+VluEO?^cy(57md?Fk|ss#Mcj$gUt}MVpVBY0ktUfy<)gxqJwaCq|oU@@s+#G zYVDDd=vh}fCEi|rv_ZHb3`VQEB`i0^|G^1mh2{H|wq5DYb&C^x;-sQwfAQSqoUhAV zO$?OWvz&Y{MI>4^n3$M9YOHD0j1Q?QEi;;_GsjuGVsUSEMQy^xqx}O1_6B!`&Ztd( z;Jx*ny7bns$0tmQV{EK{S3g{k%eCqJ?<*xW^JtyW4x_Q8A)Z~}%U0LcGD}H^-Uk3f z!JPF@7^EPg;cH>I=S}2T?|4{KTIIy-u+GRawJo|{#Svqw6~3a9k_J9*S$+m?`Q_R9 zk|(3L_Nkk29P=T%o((2JsIzQB^KAWt6-#U}a_%4mEBuwyi}O8=L-Jb1F>>-x~>fPx_&L1J@@T7DF+x3c!n?|%x@aE z%#|8;9btkY)`J^cq+HRSm1`rdZOA6GKz6lFU^=VA&`fUN5hu9pfOPu96Uq$-{Ic8} z1nI-Y8x9yAmH5t8F3tV{q|LfxM!f?)Zx;d{E8G=SM#^B}=Ia(gS$rfwom_Cr)@Ad& zgw%K{GoA5sro5S#&0Qb8yFOF)J!2WQ2P}wUgcU#P=GGns!kF?5Y~2<==2`kydGaUk zDCIH%%;0j?;jG__F4gUQNoc=v{y(7&T#exuu*{IO{dh1ES&H-bQQyVlq&ut^a4X`> zE>OCN36sIP!FKLPvKBbB`})P&o0a!fLcNR=jc^vB1ZW4y96 z5b*F66biIL(CpRck(DN#x;6SA&(asC*4I1- zCG<|u>&-^wzRRd^fqP-5`f-!q4R+uc$w0V>Kg9z_q0PpL->CIgqSCxfD zihe85*!9MJ_=U_!DX)r`7GOG;8vLTmFhX&+-%ZS-kjip%yxK1&ZL6r9x#dxH&E3)% z^U3~_B_Y$NIxiZ9E9<$|#^6Eol}*uMhOptTAxyoSkE%+frsm8??=qLEi=|I*<)HM-wmIo(Mad*|Lux;1%HMwaktnHTnWe9N!N~Chs3lk%Mx`-Qv zZLnw`-imqwwEs(7P89Z$rg&3~_rH$*hhrzceYdV{lVr8=4Y%d6P?87F==DGGg_Sk& zR8@TarP-8T$@rc2hJeRBm);kGMv>*qqUs$7dKDafFV@d~3X0&AN29WVLMs>SrNL;x zpBRgV2nd$)`$e0ByzuR@pSJe>@)^Av_*L~XVG~Gh&|~_aFPzj{APdG*;Y~1#)2mO8 zjxw7_rnH}~M8Z4Tja6?FqX>**Fv1DA9Q!?lPtk{lpY%^ocJRKQEAN z98rM&st33y6D5?j#W_zwu4r1rd)^Z2<}CZDj6$LUA>~nq|2%+LM>Wt z@{ak_oXo(>@2XpkhgN*M%}_-!QR?9B1mIZ6+2RFBb&$-s9Gk`DqAz7BH>CJ?8y3R! z4IXg-#6qJWL4ZrIO(8%1H^8&faJL;s@U^+zvMlLb8rru5uhRd$uZ5LjJkJlp4xdpXYHik0oJz6%=7pMF3&+ePnb(UQT( z%|S=Yz8hSF7`TlbEi+Jod&2d@HN$xQyz^?asiE;>$A)_EKfe0Ev*i}}9jn~hn?gn> z6R)?N_;qTY>By0i*+U^qhNgeh>9+Os5j_r@Mze`@_EqiR=x|{T`CgsKD3%<9$s~!P zs1q`02qcuL!#9C!h!Ji9UcWg4>??d*kRGfrq9Y1}FaU#H!qhsZ7W;>Fjo}_G&0xBy28GmX{lQasC$cSF3>cv z2S7+}ZgC)hm?b_l7+35^ewmm9py<)%m>u(V#*MO{YPvE*!ZIiCm1OFCKVuYVEp}I2 zMMH?J%Ya*6uIrgSelgU}7ZwW&-YHAS@yG-9T?%Ml?cXlqhLva&)jhbUTG1dS^OtksU zI!S|Xd%oVrxp2utwejoLK$WS8F+qL0&!{zan@iQ$=BVG1ixSPJW>t0&9Vb4;1jH}SZdN^vKi96#> zwXE3srBAGOfCWIPR`)V4NAk)hAA_52%lBJlz!5C&QQ~r(=X=_i>`^?P`v>}2Q!WF^ z862c>ZrofNxssiKKsyo6c9Rdy&QZ5l(yo5Vfspot#r;F@wQ=6_H80Lfq@+>Yi;xFG zjX(~_W`{?k|Kg*&D0YlQhsbmc>uhPLtPo8bxvV64uv-fTEvwiI z;}+@%*VML1$#l`oJ@XGMLPq<|=NYx{FniJ)hZ&I*wK02Q zBsO%H`Bj^!s`e}ji7+2aFHOET=~O6qIPp|17;NWUICu2@e4i0=k zXuJlv+`x_e2o4~DZ4*%$G;9z5TVP9=*$O%Z<)P33qRn6g?C~9~lYYOn)ICIJE`Em$ zH$E{6We|@?p4%L?b4XdH=e) zOMDItSqA8e*@c^nLfP-3)fP&K{}atiV*nk3Xx5%3wSHsQh?yoY%m!4zPaK90W9wA6 zgLO|S=<<<{{~^|8^7>GJzRMIZFxt1r=bThtOSNlWZkVDw7%1aw*DDe*-~%(zzRC8x zDt*$|z+}(hbtkZs%ubum{8_5(Wh&IO)PBL5 zD-vlf^G-MYu-I()>CBVRY2o6YH$BC9t;egDOGmf-dOq=JGO{7Rmgh(h?--i>yyVRz zOyPTPX#8lWwBM>Ccht!FQP(id23%e7!qx&#jeWoCcs|yyk?Df03)$_M+1QsKyzj2Q)5M z@oc@{S8iyH=R$g#4A@krCHp8xmyMg>L*Xzo8n;$ncUul|dE9wO``=msEMxT-h}i+l zC_3dRH0|uc%wDh1kR~>>H?!lrH_|5q{%XIk^|R2ei*6e&8@v{*`|S8Xvr;eqIHM66 z=~iXXZaN$~9CPVs#bZC(Mm;%uKL3a3V(a$oIkfc0*fp`Dy7Kdl9%)xr3^p`26qRHa z^p8ys1~d*GK9#<~^UMA>lJDMrmusxn#0Pp4rWtidxc@Cv&mMXIW=VxC+LNYx7z2M z2!%zLR(S48Bo%BPJD;4e~j})nhOO}u1 zya&1~%grr35un@?%e><2qgq6ix9>sQ+Fd?%;{r}{7m+7iRn!MnqEVDSM=Z%2^?lJT zb*RLnybo}OwL&tt{d3&sYrc|__k&K~pxx)hLrITfT!6xw2R4PLmN?HDl+F}{q-4(A z;cZb{He#S`ua~Er;%nHuQ6bvIJ+3@W*Pyqj;??H1&ZZSGPCo5=fl7 zgWG;vY9pp|erak9GMg&%9RSNrg=A3XNUjTwM9*L$%W*+Rc`dw=Mi~5o|7$ zxnvcUfzcn@WC%MkX6vXy%fj;#ifvqF$?&?)Ctlf_h*=dd&f`(IgiT{w@$GUi-Sh#` zr(Zp=5z{@$dH=-Ak3JcAE>2Xz({A*M7yV=Jb480CG$!SY1a$YcYh9hbv7?}zVw`d7 z{FJ|9tTk`CZ94dVJLZvSUcnrs7r6&^rrBCnDShweextj7t)Zdf1I0MkRjz*BPxSka zKY8`-gEV7DJ$x?b7sTp`udVWs`hHZ0jz!MurOA5`V{3ZteUNKoD2fDV?{*Kb&iOqR z7<3&Yr(0f^U6E!iq@fw{PN8u6>kPEf)bK_+s??@)N@M#oqtwe$?K}6vv4!$H(_;N7p^yo~?3^(V^hDI+jn=oztJE&Xw5CD{RMxaF< z$RAgMaoNYC;&XqgeSAD~u4B})T~pGcJ5pOn!6*;HsCpYz4|7{i*V!CkTgnWfOWLu> z0I;}k1TjPn5{*{^6TqMD0y$RzC7_p}3??j?fG%9$+J~;4IZLRGJl#}I-@_7*<8CZLieQfuP1s8wqrCG#weI< zyQRUIKu)!9tT)RE_)Mtxq%Y9uLGGn5D!xv*e|~eZ-=>i|QJ1mklB9c6$t6-5LFRFr zmwSR(EYdPOURHeO(Y=ZVnZ3J8Cd}XbZ6A8NU&JLS>SA0XhMNJ8e%M)ia?^;GUEIC7 zT~lvD`y?gTev;>jPVvM@!G^m^QqpqI%hzA=J$<6p;d;5L5q5?tv^ zH|AyMk6NB~+^=+Fj)3-Ws9T+Muw}WX%+jyGAAKFU;keJ6-XGD3f7IQ_O;$K4EKxvN zovXr?l(o@F4Clh_`fe9VKXCbB?88M0h6hx9|J#}1nr5ZeH#{vLewu1nXeJI4@^o7WbEylfubrxxWIxz=@|@Ig1tXhz?z=GbS)?pSSh z&!H%f5FA7U#u&^bVvRzpzT2@IJcOFd?v&Zj&Q4mJPu^&IJhsTNH1gTn-X~6uL+Vd9nT|`WF>j}k#h0-uS2?Zg4Hso{^q61tPJ?|QJf&I7ro+PsaMXWz^v`8xFFMzjbjb{V;Qco<(z9KxXWo2Ryn&-j zI_HV%UYBy7u{E16ommswUpgyjR$rZbJYdA@D`VHSqK`~8Q~f5sjdr;jVLq82dTru| z%9_rro`3%%t!sSjey@e431;H)u_e&5HXImBDmwYvYcGwKl@AZYWK^j@j|%VL#UV4i znSCMuc!peb`S^!t(BFTq{WU`*^Ng?9nakQ2%Fo2<`Bb}g&R@!c*`F`ECg>(eC^l^M zcu~HdGp}1!lM@}TuDjX-e1j7_5r}Y23nURdWED6D2j*!g3&(_)Y0ncnib9s`ZijBg z=hdr|Vy(ro5{a)ZZgu}yuK(!ExNs@%o8mJo3>@-&A}vo#U5VXR=9-ZI1ifQxgyyM4 zyrBx+?9+CD`TmUK6cvZnLB>s^T+&{+XCwB!3ZK$lBEIc^WiP{&B=vT? z?mR8konfe0A&)1HJ!E2XEJ6SLq7;i-O#9C8kp$h*aAKRt-TY(K#pjBjJluZ|eWRzY zb?{Dw8g&d$m!8()EpJ#nCUJQOT-Onfms1{-{4694C{qUULdg%~ zfbWJk35ND~hsLUXd}Ll3{N~2-F(r-t$mD<7{Cv4(&u>=Zb#S!GwbgY}gL9jBwb7a# zv+p{}#+u6fh3DdoJww3egA3d8N_#Oc1-s8)YW5seY zk4NF&)$#-hk;K&zD?}w%6m1r5&e>dC7Lya&)I2gWG~+c{7Tx)6^t7nV{DkOZ5pR>b z3Y!cL0@lf38UuU~e)Oie2pJvKR6I;~bVG`aBb77=#` zjG~iJL>Uc7a1oXTK90u6V&{M;oIqt92C7oH=Xgcj##Pu^#5sL9W=UtVnaNb2eegAx z>0g?LN7n`fO$}~*n46m-U9EV$wc2kh7&13KSWb>lw%>m{kMEAkFiutGKrjf@aP`9U zL=(RN&ciNY0Ob0rGkdBI3ZK#4cB^8MEk@5TR!HN<8K+8m#Y&lk%Pm#mEZ+5exuJog zTSRP;;5IvH44Spuvtt$Kt1L}dvJW8gXqLz6MgDf8fL&B^5QM^rB6Q(IpJ;u4R?0KY zPIGko4klS?Ez1qRN=PghPkSz)Y3n;rsw7NqY3EHXYA;TzL4jq1$w8Dx0$8#SD&7LM+x!zL`~Q7@&}9g}<0l_6ag8tbh}k|N zP^N6;g0M-2H~seFeYo?@r~`$*MbJ!1`u+w)+lC~*FCC4#JK;17H@aVi3VyIf6mSSX zhj+t|gGWg3@vSeiJW8k?Vx&7cQ$qrkxRdi|(~Cg@wF6$ogP9}-7)Ah!$$^VR^tT!8 z3ij3??+D+y4w^H)^~$f@C}pL(DjMhPyW4q2VO z0|u^kDdmdG9m)i{e++z<@K7j9!`OK5SMEj@LAI9VRw-dy!%S<9*E%>SrYU*WUG=?E zyz_`%qvWOLH8KvaTm1~fx_>lQ7M6VzS>7+T#?|jin$+^3^Oka!@ z+hCj;c6zJtXUlaX^s+3jTbOJ}kyA|5lF?n05>_D~uQ8$EDI&bPQC?D3LOvxc!9ll0 z!L$D0gH(rvEZs06(KQXnTz#&%raiN;JSid};V<;y+!wlbx<(d07Uc;KmDbFczvsB7 zQC{NmLqSQ4P6=a?ZN_z14`cFcyzJ(yDiDW9S|>*XAvxzkdvgDZS#6P35w@a$;Fa<) zXLxO?Na&!>tYYcZKhs_R2shkqIlIH|xUC^%Rt^?v&zrQe-uk*0vziTK%>a2Lw!yFW zmv1QFtEu>8<%8P0gdAT(276Jndak|_;Oiy>Zg6V6EZA&#IEc?w^dJh94>PD{ng@Q) zWbNR^R+Lavh$8`ekMvI=bfTadB;#htD#E3I-3{>Ddi*2_Pw<#><#0EBuaV{?W&=D1 zq!sn6H07_@1TuUF@e^XOcsip7N*JVXs{Ii;cZd8| zu8~%FYKTj!Wc_Za>J||p@{uvqe(LxLf@E2%9zSDnTk2*&-*JT_7<}9Hdii1fLK8U7u&R!#XDk2+koi` zS_Q%dPzfX;D3~~XR1>577OqU37Q!d$SPU*uw6F+kTk=ToiI1=saU_}r{akPrnb_B^Z06hY!37D^_+BDGtm+3p+;b)U(nyrhym?ID*E7xsS9@?y z#{kL22XYBI2Ct-+tE%e?3I;iZS>S6xsMqqrhK2VnVjPOV(86CERrUXJ-LIqbwfyFw zpCyu7>MAkD2X>0GtJ;F2L4tm$7K1d%>jLGN&pjN*X)|i&o}rq}rZrcdxFS;8+qmbjzJDrXXfh{o?(4vlVP(s=BhgKfErM!n`y=lMh@24(N+kUc zJy{$V%)AAb!6&kv=L;MHY1RD%8u-EZ#3hNO0^Aiu1~KGYNXIJ3oDo&z^=TBm^8$O% z6ivMCrSY@wB5KNkX?W>&u1+YbzuJ44T@|Cy;}MtW(GU3A}fw z(2BTmT-bpH1;nId(iX5-+fEAANw_n@Jgf$Y%;;PUUP-mJR7}VA!Cv7(VuA^?OW72kb09N4Z z1RXn6N6$(Gk0wtkhmMw$cS=~wU}N0)G-sSKYUZ#6k#xMKKsu_U9F?Zxvi)+ns-)7sj*F#qiKww>zT%VmA7 zdKa#cU4g%k#w4$k`-p-I8r9^4LYgo3x&2;{wxck4#J zK?S==mI&c**#7V)kkYJGzrTrX@+GtOVM%0a6oRzg&_$kPD@484F#>CLCh6!>|C{I5{J4}ke<@$t z>0%m2DHbpgn?qk7h}Ca(8)CjM z_+6+2w7_aVKSM=;9ghS+iP!NGt^@f0i9G{R-QBOMA(E2g1fG{1yv5ZNAQHzZsI3EK19}nmEzM}6b114u$+Ae z9Hco4@z#ik_f(zWa=dQvY2L$5L7J$9U~-K-vGQ|K{|GQeIU!foK9=w^~g$O8+SQZg1ej;cpy~^j%a58(W@~~u+RndRm&m}K!d7NGjqHR{0vIRpiM12>7mP{O4M=`0 zLu%+fNM+iMm7n0}(pXp%sKQ`)cNT&!Th7o%((X1CB^-9j3zWw-KoU5CrH9y>YLRgu zGJ;kMOXq!=E zeFG6MauF&_+`!Yoo{?lQIgb8h<+K%KAQF782-Z2VmOnE(Lc^MB;=OUc50xJ==8~oA zDX^n0fKm6iyTZ)Ozv$YS8O#IR40Sf-JwqZ1Oe>}G3-h1@tfG-0b(1X~)g?{xM)40A zR(uk>14>;&>1YqxxqyXMj9CTGTKtl^f*V2S1$9EMxlG>SE#q~>&)5flRra!VW2J5* zj>gMFKG+diF~2%2fGtP5?kz!Qj?Kw@uJ+<{<+l&Vmuq^OPQ=e91`lkWlMntox%_3* z^My4Ex|67@9?)n2d1DYdWIpXYI5(Tw7ol17TgmO-zB_WIoBG^4#=S?w&1ZIXy~3C( zU8o;I{35O|tbz(LcMKab=-!U`NCR<~vo6~~-ao<{ORh0caMq%rpE7$#$_Hx6!$0hy0HhuoX)7E<(pPw>5 zHS{pPnR3Gr?45lFs^AA5OyC?20Q+G_+wM@pxrLQo5W)V6qBP~C*z@&>Rz3jJABd{Q z95fnR&rEp~e(tfCA2zYr2``fQ^N6vElycA*mK`>qlL?+S|6WFCSi@`NRi~|lhJ)Tx z8_QMYSwd*Q^E}g5z2B^239oxnF7&UpQ)#Kge}pNY9(WQpKj|?UOZ!M1#=uEstOT|{ z4dMZI1?lHgj`@y7kV<6R+#xOJ=(d==> z-Jm4?zwgBc1^ompe2#W-oUyR@&~6TufKyqSULol}KYwj%hw75+pMGp`aL+iMi2>P- zfH;4{FTtkka&oYvXqIRE37wj80}f;jhBcwik+C}M#G_)dHqiNpT6l&YQ~+RwVSk8z zAw+`)Sg7Ub8m6l`w(A@G1E+R?Ved>2oxV5rrgB||X`26D*XryCHhfRy=xEmGW2{^4 zs#hd`N}Qu`3V#%q`k%In+FJFcPhPizn7LY8$V;6!$L1PbA`607q-_x~@_N2deoK#K z-t*4?E*S0zNedmDm^1XgS`c_!SU=FKt+U5FSk7f)+*~G;C*m_E?ux$aycRNqH7MAl zq$h345wF2@z)A2MH? z*Rq%NWt_j6SQM1hlywhCFF7M$WB!;Yg&%Gf5kn{oePB@pl2lMWAcX^!k++SQ}1QtcmbRW1;N9O zq|zBQ^b?jXyApez36bAD7_k5XW_*caIT*goK`PnkX)>?Hs)1i=taQkC%zJ)7W2Nkh ztw=N7kw~gR&KR}@p9fd~^&_YXF>&T==GH!LE^3OcsofS9E-5D)>Rqx>BCxwR{vWIfIY$IR2mf-wA?|pL7_ojf_Q=RnSQhC zQ@rxc#=)Jl#TWg(?2K3GV|3CbYbmbJgEdRI>#6@QmbFSWDhdlHMaH^UNAO+IiDvHxLl;7)19hy~jgCvE;ekhDIn<8*Rne@*E` z=J552l2oG(Mcp3HrY`HyCZiFNj^Wm>JfpJ0Iy}A;R*LEcAdw`GE^L8EX;>Fk-eMsX za_}D%g2eE~gZ=qA*u(+$GP4cwh${H1*Zc{fU5T}Y4l+YTZF{uoZRaH*5TukiXAyI8 zpyw!2q}p@KDm`X*4sb89;u|^>51WKfxp`Kau559rj&(fyl~eASZia ziSYcmhj?a237n(vGlPG_d4&K|^iNjYa)66Rg)Jl_nZ{owzEuW(#w!6g$l?}J>n99Y zPxV;PSH=r-cdxg_iAS#4p7XYA3)8W`Sedq;P~40fXPoK>>%m_R7y~-oigX-Reozin zHPaU<2oNmTFBkx_uzZt3CLQ-({9jZA(pZIToEPc{Sk07d5Cc@%f@6P2hi%tO87eGI z7ERXBJz^I)Vv=!c=+RVs$8>y9>sd{&(gs_xWg1GH2ppesCfC3t4e5Zx4tWAV3taB< z^$m*d35RoAly_ID1BcjO&2mbNEx#4(-#LChXY%u6c*$m@UW%mMAPg znsxosVX{9aD4oS58m%#b{({bavnP+{s$KeGmV{&|*IL_edD_hDD;4sd-KuC*UXEv? zn1Iej_;lYaLV#C>`NS-*Uzm9{fn|W8;9<$YYQrhle8J3z5jd6`qc~F$+erI^_!D#Ixu>ue<3KxgN%)5xOLJ)JJWwSdaO#9EZi>Xr~7?>iCJ>gmTaqc?SkiaTmDfpe+~` zNhT3v!#H-dJk$#S14cK?40Kd|Iyn!dGxp;77biVqt`$$l_xchrC=~DGEhHq12{Xhi zH}$Vb3U9;7Q>UOD`Hn$~kf)t=C0fgX8?-C5m9!B!7893;Ma4-PcOjE1cj%B1Xmktf zrn*d!qtA;}gMZj1bN&?h`cRKGRD{$HGK<&!Al#=I){QU}Uo<6xtt9pVwLx8BUX?#3 zcdat7Eajz!p3ljg)@?cog%7`;iyTIgo|l8()!Z<;YL@Ha-BaJ<`f8N6ZGku4;UNxP0nA16+Ar`p;=8ErzAR&%;K30R! zWfC%1IwLmsx)fZG*;H)D`$LnLyyq4Nemv+S5J3Qu)Q?Fbb84N=`$z>%8yPe@glBk! z7TO=(U?%TF@Juni7wuo#WB@0=ArD2n$~Fa-ofaB0I0#z<|HS|(J^^dUcVpk-y>N4= zT*P8y$4oxU{{)_Gkv7TpqZNg^*sNFQq!xaw+9v8OI9DmNrDh_yBfk8lxBEx=#0`*u z`P}X@q;K^^C41fkho?sKD%EDTxIDYZa|#kd6~dF%Q<4g$7VGJf`r@)t-CHYG7|-*p zSlB2K9y@Q*)x%5M&NIA$cIH!fHu!AZGj0tJ`hU)!;mja;QaMc9!Ybeg@IJIf_nH2{ z2tbJdRk3&ZZD2q#S1Xc>}Pcu8Y*DM@-tCmYC)NO*L$BV2!>r@(G&P;jZPA}0j2_U56rGIVB3Zs zbTT-Wgj(2}`}Th6Gbd5}-jp}%GV5^#MgsB!_&3e%Qz4iPt-b8P?cMMoX)J5UM!Ub3$>QHoufxa5lmS8(^^?Z_%yDau$+QDLl7Pj|(NhybSqjq0o zrIU|zny{LAS-{N0%+8w7e?;D#H}dPW>eaAbb!Cxp1x~4|7m*52?J?{buL*ql@ZRu} z(s#|H)tX%z%PF;s$E5vra*#_}U8Ea+Q6(&Fn~(BjZM65;tog9rT-nfcx~ac#9McLMW5@V5}_!moM}1`BF*k0(0+gAxNbSyB8W<|^ zP4)vl_y<|!U^U`gm->c@7DO#E>FEzX-7%iS6Pg>Vq-$qlxBq_QgZ9!5@r5R+-L91__^+*y5gNjD^1emjStAI?qC6G6UmWXJ%mr zcL2eV!e+t6lc~egxbuJ4DL)5Bl_J1G1Uq!JELnEUjruO;iFBYbt&$%i~gClv+;EZ2{uu*YUR~4_yXzq+ly*KY#!HB$1wWj>JYNrRd zG(@Z6=+&*K%Y%FboHvz)e!Siv)O4!7QrWBIiOb}Mj)sRuT^bJPaa}FCXyvGtpr4Ee zMj0^m+K1z2`6aUi^FF!zDlGsSXgD*r1bs{~=alY#FN5?94Dt`*a%WT>={ckwmYIGT zst;R1Wl+b-3e(46O`UvkhCI}R{MiBQKs4yKBLF37{- z9f~6e>0zS?EWrpL=X<+5M0f?_;J~|3x&hD+&_X9)8{7kaiy>-AAEMTQJgVgdyW&in z@(Crd`0Tij_^bhxhRHvC02*e6S6k zYvxG@etdYuRM0(4RyYF1-@3gVs2B+cNyQrd>*8Yq1u{Nk8gYUdf{7AaZghL);Xauz z!`b7HHQYLL(kNMm>N78o9zay7Uw^|VmD{KaK&#!f+im9e0e6gD$EhC6~$tAVyLK!QutJ8R4^PI2Ld%Gh;O0=aUCzo|}0n@-IYhrDc!e z@DaY5!ERG=5;H<{mxc;8_&+uQ_8U)0U(jE~X!zcKLqz4ez&??T>Fd0PQ>D|bL3a{0 zW%}D7x4FlmQ45q5F#kt6$;2H!!iLB>z-nJ^a=3oU;`H_3kAR=|RrG1^tn5$pESXt5 z^&zx3zFgT%EF(}<~OQMKY!&e6XCT^4B_jOrKK47-8eD6F_0g&zOnMpN3c zeY7M5IGqd+?)gQlFOGG}+|dpEo&N zKkcb<_G+87Sx8tw@I?G*xJ>%XXH6a-<SR%u|Dp=yvF%g+lCc>`{0k!{~@ZO zlL0)Z3{lZc2W>zwMn~XmES#d@ukImKpjjL&Z9Y>X%=>B7S2G?l`xPzEscH=WXTMUcGXF9Q9 zB)5b-;p`zizz|qG2q2K^AWlyW`h_hX---q>MIeKH8Ih!n-*s}q;}(};E`k)Z1dvAtDmpEJ#11jk3ZF*e zOUSD&o^INnKpcg$rZ^G}FqRgV!~iRUJpp(iL~sDRz>25p-@>xoCLN#mGGT!j( z;wOjx8hCiMPSI0wje4$P@=k3b_pl9(ru}jIhi~!f)Oc4q8j?dVwh1(bQDBJ}0A1JE zd@D2%n)nEKi8MW)*D-N7v%7Sz*53bVQ;l+F)J`4D;GJFDQKt6swoCa2;S7OZR7;Yv z8^~*WHBWQ`Q5R?_CMJj)nAHL~zum(gRRJCpIJBLE5BdewoCGQGJuzW0V6X;cn{g$U z^<})t=;z44!Yhq_0|`g?50~ez@DI;jrakn#4!MZCr5%}`@BGux`5#&TbJb^M7s8** zt{<1Ra$ob=kB-}y{_Ldt%g&#d>di>a{rBu1Ik^?*3%=Qo9PrXLTYr(9cij4~gwHK@ z-F|uU%T4cWJm0j9J2&;en;Pg3?l(R4?BTfcblMLGr+>b;BmnaL1;ED={0H-j{`$oe z&jSA>bDBG^L8G$#1jZZ8XU-c*IOG%|`b3Nb`&s_StLA^AOFZ! zs5*V|u>m zkF-fS6*%%R_@8Lr{*ckoX&k=bUNbhPa!nBfEGK0-8y#O*?y%)bAgeBrbpAN3byeXy zOOL$yuX4Ety}^S)BLi9?UBNX*KTHP<&v^4T18#26@lR|eW zt%397t;79jh8Vd#JP(3$>?w_{`2tO;ELNH^Twvo zk7*g-8;xk6U*@@0ho@3H5m1_JKHT)f>L#f`i3HqT4J+@3Ps65RrSfq*UJOp@u^b_8 zbsq~OWe)N2^#%46kP&69Hb42vr^yslqeZ7fG`L%s*gst zYxoRj4!8Ihb8n-Q^RY6C3u6{uY!<2g8q^Z-w;!LbBa{I=k;|A@MjBEK#BhHflEK(9 zfM!zGG=QhR7BU!wKZtf*%&f51SaoD)L_kyRaIYGd(_XN0_4>%2;%!9qJ;RmtUMaV3M!=l+2aJ17J0{*LqD3Gp1& zC&W3aO1Z~xCq(SO?9%r1QR#TV*v8Pw__DE~FlBq;h}DL|N&mYcMA;mQImm7>^+L&@ ziX@(ng)oQ*9f@&L{h2u)KtKRIR-DcH*_ZIccq|Rp7K_>*$G72Zd7%HaaeVnC99;>? zf)V}?)&L$3eZ%xa{0!>d1DPggh(MA=5*oqKH9?UTWa*iFE*SU_h^CG;X$a0VJ8A((mqxc_4tcR+T@ia`6;nw5v&hJ>G0+G~^ z3QFW)DfWS+L1v5*U4y&YtfafGH)=xpRU*Qcj1SA1`!`PTI$b<@4axZvLDk0YjpDJf z7CY>&+>X;ztd_ng{`%-ZY1yfa(2GNJMj>KDKS-Y}>)c0-r?k-Rg%06U0wud)Pv;(OcL0*9`yO-=!8DY0i7h6E6+P82i;rFCjf5Rw7_CIH$7+?2oje zxOs6DPGqc4*U$xMwvYz$D5_j|X*TR}L~^xKW=o|J@5PYY#Gz14(`iGWu-{d=vRuPo zc8OrFGataS(vEC??H>SuuWk#T)f`p7!SKlc~K zPqN)z{qLn|62>N12~u;^fNHW;#OK*AQKk@VG)yc(!Drq9mzS9e}9Wb$~B}w3_QMuBr@-T zN(lIyd~ix6ZZrf3q2lP5Pr^-?0)+DGIQSGEi$KWv@fl5GzrcQA@o8^9<%t>ccURbd zi}euSpgKL4I7YnrjxFn`O~$~8`PIuf4&xP1%XMZYX3AVXDw&PSm{kS-^Sa^nSi_Y3 zDKQaBM+goWM<<6|7@FBun%*&TJtt_VaSvn>P882gbRXlnV4@FmiI^g20kA|hODGj} z03tcSo|(8qjMU%|0vZHHE{v;xtD$QQ_kTA6zsbsAXd(IZ0}V<1ElC`8v$%aPEgYH}=pMhbyjBH(h!U_rZyk5RdU_>Oz`1|uVYRf@oDr(oAf_CQ(MkDPR3;ZF;wbDvkn>xIDk-9QT{} zY5%~#MZD%Z%&T0cb>{ZAH?K8)ZL--d5OqxI+^}55g4HftZ)sSEv%xs|j^V}$&6p(a zmrCV5Df72oN$rVivg?XK#m-DC&kSBr*DK7kjB0r~-_}rwikdasC_X*@=`MWn-443f zR6O^stx?7aFS{-7()wo;+fMB4Maoeiq9DY?Y{(`Yn?u@57L{*5z)X@TqI8Tu%<3>4 z2p$dHwP1$;85wbbB|OgMT*w0rMv#+Y4$vd?q8}*$dQpL+I36%%qr!iGM++@JJ@n1P+eb`q$vYhI(AHFbia}_wUx3-ET|YM9h?X zPw8hUoD>$luX#=OzSy{M$jmC8(QW3V0h0~Zp2P1S9Wi}cvP`d~=ES3{l}C(yLlbkx zOKSr{r-ynoXZ#8U(*(D9QHuycA*d$b6cQfxBH{^)ihade=rQNF=?)PI#52MSqQ{6s z)iwOm8nyt=Mkb0XHqxTZ%Yx;i;#qLwsL&yvgeXitkxBc5lINcge1`;?O-S7wuf5ZD zU3R$)Jl1z8Q|0sHw79exSUjFNICSc9+sA41s#7&b(>mOYL@PIZ zn~+Z;deiTsZ>u_S*$80daCqX`)ki_P2yGjeHmkW{pSh*Uoc9H9{YdE+ z+mhV!6QhW*Ap?}5y9(pSh$>=3jA-??_I;NaQEuhCJRVcAJg~UTkJHMd>4sTa?8>L; z>l0TA8ML0j50b$Y@to3sj*DSu*6IhZ`N~aBtAIJq`j_i#Be-aZ<%o;qO-nV z^JS8%##?MN-tC=<4jl*>iRW!HPW92S(WtbHJZt(rfG}B5R=oijM|F4*3=Y8_ex%&| z1%yGL(JT;05;xk}y&$`=`Ga15x`CJ2J3wj>4aKAxJ3wNBy48A&FJ}j9KS7qTLdk(v&7a?(`t#zJgz@^Pm zdusKgmQjXT@KL$RX#HTEeVTpA$5h_xkV>P_wWiaiY3YIyXl^!y;4qZV&y*fEpt4dp z09Za?KgO}r0xnL{*=VAeCNJi9VjuLekUc&Ngb9j(oaPJ3VPdgq$vzd-_8o~84)P%v z!NO819H3u?5@wIyWXKqgNp*GfcH&Qn`?|?^LZHfn<7Kv;-n{qcW+pbj0G*OT?cIC*yd1R2}SyU8?THee-CSsU36Gq2pVIN8(4NC(@p6(a%$Sq@1g}ZS{^Sx5k)9 z<>kGo%k|5tEAO;eZs#bN=PXPe`0dQkJxz+K617i6IFi3)0E<@fWH7hP;>%r&6=CC071m7(ujOTs%w_bnfe@}In@HmhzvUcg&% zszcDzJLmOFwCQ^&?XKFnWA*sJCePB)aG8=GkGUrSGluQck^^CHsM6Y3Gw42hPRiu6 zN*U%n2Fcj{2QkrWB9g`E=~COi9!4~I7zT&%CRTv{g4Ew5n*kxBkcj%>rn}Pm^DgH$ zScJRfZQ=ap4vsDXWKroVrj9J(jR=JNaVW=$GnR$a+|WLagw)esZT-Hkcr<&^Hd zpSMLULKtwLKuqCoa!8tO>Aq%NRj-vYmwE<2E&Wi_warD?zV!U9?R}TS=3m^~o7J5H zsng;|C}iXiO@GGZo@^s<<7>LjVJgp-Y3lvCT$xosF>?x91M4(rD=jJp>ywDMi?!Pz zj^M*X_%k?mI9fiV0+9d)X8gDx=qjRLz8Sd&x(%APuC@pbj2NHZ;@*DqP-(^fAFBLuoXXsJbd(O8^Pby}@`7g;1or#@Om5ux z+_Fkh_-s|-2?4EhtFC-e@Yjq;$v?9ruX!K$k2Nlnv_Km}c44CF0cM?vx%rWv0XzV- zl4vuuZu#jjAF&@h1Y_pqms3tm2uR%;O2B>M4O#CXzTxMal>17qp0xq|OnMT2_!UX| z1Y8i+V^D0#NH%W!Km4-mh0LS62$OPA+6<)AD}Y5%^~bqqg^Si%ToE^NIqfp19{RyP zRHiAoyQlb^cz=OnSpA7@IFSLA8sdYJ%ejB_8kn4Y%GHfLx<;XJ+pY0jgOh2i`rU`? z#xTDB;}0`$LPumOHh4!r+~90PBtYVpmHL6NZysflt0m%ORSmHSF$|vh#Bj5aff;q2 za0olL45I%f;Zv~E@DyN2Z!D%zl(B(?tY)s=0bX?A%l4*oFMG|N?RGE`a~7J5Hs@`a zaS7$2)XAmhz3B8&4ePozsz`XXWHlJS^)k1`poq90(fK>W+)a zm2^eh4yH5q816dWXzZC0dPU}ks)xbNr62bdyO&*Pmgndey>yM)T$hT{3-aHDji83? z_ywwVdd+GtpqT(nq{boqax4tf1dur&QGSn_B1z!MJwr|p?*pU-kprwmMasky9f(52 zlvG^~S-FcafnQlipTKts)Q|yO(Y}XI{Xu*9yf@1MkkXUNJ5ws0F#`~IG&kfP_N4Z# z99v{Ky2fVe<7Yk0X8Pwgn*|yMdWD{QlaU@Fp>RfJZxMnQAq5zf^Ls|F8J`e}m?tZt z0IJDjlX1uEPXF4eQ)XpGb7G;gC{<|LA|egTdw`6tcH)+&t~GE2!>D=3M`C}_Fi613 z?|=AV);?T18S&0D)^^0dAFKm~ZVZ9{7AstY^8)!_(1p@B5LaUGp{C^2O|`lWif}C5 z?X5>+EQ&;CD*C(ZXJ7q4s@?>i>U{qnFGQhKQVdZk>ZFLqGK5ww);f*cghZMdS!cqK zCCM6-ZU;bYsv(ENYh(*OoLr~GlR?VxPQ0WGX9)($uciMtbl z24+LqBMm;HedS$8$4<%%=;U)_3mQP@syh|C`)qmWHh)491p**pdqF zp~I6{pSip}ak7dyjrrpk!1m1D?$$$tH%-BX>G`238 z6LV(k>?@n5#?CIP+`4E&`qYwnF0?B>b!^$>RTh0XCOu)(_N}L8%u!XYZ49ls z{Vwz%-{|GO_c`%q!|%+4`!3$S;kVn_`Q<;oZ4O9Yvs`#1gr^WIXU+J(p+CAR)#yYv z^_!w*?^M#Ze9GORfzRSAO!Ojq8i0mr1`Y-nL1x3L+?8&^2-cp1T|@>Fc7rOu8m_`0 ztb%i3D60`9%(NAlFn~KSL}_V$L4OJ=b)09mf{RI4r5Oc9pFP&r=zCBYam;F1Yb=~U z{-4^BFWL?I)FEu59RD`}M-9a%)cA=-`;?x9-e$h2BA>AYQoqMlV*#!Qz=WFZjmZ(0L*FDj!3j z)-%`Uo#rf_gwR9i^@Xk@=OPfF3+?=HG(p%*ll3cHL?af7}vXH0HQ z!U&8+GJ6gzR@1k5=AC-u5?rlQYfUicCTmaP-ee6v8@i;CD=zV!A9Q)i`r{o-_b=LE zyX1>1Rq3-f2p9ZVSmg)E6m}jDn+=9+U_G2QVhDetpNFtyQH5@40Xik&C>UWX5pI{> z{8Yt6@~1jT*4LTFmz99~6S^dlgq-!~KXf$Wa|jZAT2xRtI{`mTQe}wtCPvHqlnsCyIA} zeeZPCvIS@=M;Ro0!>Z>4TP7vmjXkUct-o%lTDnJ0r zDH?}7_~9My|2U}_ze)TTm0>Lw_?z{<+R%e&P#9a5b z(;Jl)&Z6a7Q&vS9PjORf6X*eFa31GBt(>pRa#=_^67fKZuWYS(h^R`H_x-SUWWUYC zK2d79oLlG|-bUXbqiGE)(;8rFU~yoGK-|FuKaph9#HjS^0HgH7{eBdIz{^SQJ`fW! zoqT7f>5Bo(6y3mmV4I33DSdIrMBl~tKqgN+*+-EN-cSju2BU$a7>r~|9r{Szv{9NU;>$CI!p0Xh>RU_d+=tbOmkE|;nHy_DqI|7o*im)}$Ws@zAVmUNw zksbr<#sQmxQ0pEYfu=L&e@Pw?-|mG$J6t?7#|FtF$@QYiZf1^PHeQn4n(S^5%#ecL z!8}X31wuG|Xz3jsZY%Vd{R7sX_sO7Bqzyq}B104yIApvW{|x4E;W|btyg~h|Dwq@b z-YDW#UevL2QQO2JUt3ZJY~@? zm!xLfe$rfjFmW^;m-gd+Wv}mw{X)Cmcqn?z&a!}kk?Kk!q{$jhQ2#11-#GWa$FL|* zZ0}UwLq#~$0c*mmnQ6QnWNu5ROwONok;tgAYDB0Utr84Zr%?cCOqV~a6oI=u$vdLb z)xuVC>`fP2Xh+^KWavF3R5|p$=GgDzcTwHS?xArt@uoowKsfiAy_4BoPAnDV8cvl< zxg@ozYa&}O7QH>+IwlcEzMk}8{6Ga=|3(JXsof(S8Y$g_Cn{IK7cqR^ocTe*@2 zP>DC(CS8N~`$`nH>9&MFn|jtQQH*FIpY}v_CI-Q};(kC{M<>IYMaG%jzhhqDSboGh z<>0`}p{_`bNupqCW`hAGb^PCH!9x2Cdc?lC)N#x(OGD%7@$kY2H?+ETD~jd_+0 z&2vN2Y`C);it;@Yk{V*`=R1P~^)$7|!>6#qSo`(Xn>VJmwmVz&SNo66pGdSCyxM=- zKW2g3RN1<7)jB3diQpUNbi=qYGy2ISUyW%|bI65XgHIoM)46eWmk zBt(-uC8-a|_+jNNzN7EpO`Me^3rOdMhx$$a=ya#?gJcMdcE-;&-4)V=i#hiDoOcy=;_7u zFNa1ib^a03G%P(9X5((NmpacKf|m<;j%)sWjy*4g*H#&W;`fD%9P=NC<*t!6*rQXV z=&4R5TzGmt0!=U?G4brFh{0asOQDf{3~DfC)1;C@LmegK5<4AGE2Q~Xy(t`cUH-0H zv@+@+tIoX^gB=z@0UIzBblLutN?0!U#d}?ssU#12(z5yzz4 z#^ojq+=qw7+Wl241G-l)xt9!wWJ&0q-ys{@tH!9VWP0n7Bl?{zMj5X5; z4=`t<*eI@H2&}W@kaWn}f<56*i|_=t3qr%Xdtj@`lLclrguyJ+>4hN`5g|AT(G?{f zI29nH6JS-cAYy-2n`kpGPlj3r?oj46?sS2{gsyj#CrDh zSb_zdRMpCbR<)0YI>DjRKPoaWo8u-ki&i){i@%!9pdw?O?r6jHfO+SCDKY2_y265z zk0g~l45$NBN?(@!cvpvG!HuAXY`P-H^;CvK1RoTBs7efNLgQ7AGa71cA^1-4YY%@F-+ckx+mz?+ERmseD#pfUqw#~#dZlQaD$ASxHzv7vV ziFU1fnX1~rbM{99YBZP=Aq%M?+WemDEH2)3T*g)~oi~+d*4~+WOx(AiP0%g=kT(*S zb~M91?Cq>Vtv-XJr|V;=fB!r&tmwRmkxtg;z&+fVG2=j;XLNd|o}66ZrmoFaP4OR> zi)+f?Nk_bCu2QIoS*4S#n9<@TL8)&kR-jxyL<8y$H84h$ewU#f2Kq^&NTs-hX;;i$(hFRbDGfFX;_7GHl=g+Gjdt2rD`2G~{zA*1=msvYT1y5jKqs4j=?; z&FX``G^FEK>>uhlSL--90DOJ-Wb}N0byIMkShQozA!^W}|FB$`cUk@HFYI?_RPNT4 z?IwQksuUSW=Bdrsr8Zo*o+h!x7!S8KRi?9|dtpQn?{VLlvv~SgO`E*_(er00dGd3M z@Jqb7@B4Wy6p^&?W;MWP!KAASuTpGf|;`x`;O{Ihcv=C-iu zoY;Er6^{)c~=n&B~_l2W$`)5 zanlCh!HgCmuSNJ@j8QXNX6I|5=bPtB5Wp0|)8zx8(?myW!esnCOZFsc(tkQ#v z3t}o&it4Gi4Cv?$rIU~bC(VHfhH4bm?=Gr;OIJ3SRAB2{j3fLPp$ca7@K96Ng#Y-{!v3q`hT(zBQ*qp< z@~+|t0qSqw&<1k?6s%aP>jIwlREuy`QT;EU6FnaMuO!Z*=}Q6Whi@^JY08`2CF(`W z%JPl1F?ufBbo*1J$dU{?)SGnK5OCqq()p)1>!_e!$PaEj7{5X|j;xbo=@ZZNRmNe( z%rdhG!|zHeMvzy+fg~o_>3uc8xlRzlb`O#6C7`bf6JldI>Hoif-eFv$jhgEfaLdyG8 z7P-&K;(x}x2tznT(|0r34xuVMprT)g{65i1zP7-{0<6&>B}P?;mg&C~}B6;cPXk7sf0 z%k%&CNPYxlq78yR4$fC)8fW&oWn4v1V8;+R8=b)Y8lsN&3fV29*hTcT zd9GZ4bT$HTO111Gcn7!O1$|AQO`7}`B|0DQBrj(ZCR!g&sKdE_qfA}gl&}zTEsT?m zR9)4c*3KOAcUg_p|} zDUNm6xOXmydi^ZopWyO_Z`?!EoBO6}dhn;orY^|jSDJ@}4Nc6ciTRPseOw=Rz=B&n zg}ak8E2*K#(X1{G2_{wF-)Cd=!=oP*xizi z!&3l5@R`}ACF7ABv0(3_`q*k6SfecDXPKo!bjVYlJRR(Y@1#kQGKU^sZ`W^ z@tE1f$EL`XG;zZ^%W<=?w-d?yzHiQ#rG&UI?G?0F6h&9=EY|407I^8(m5vRD-NG+m zC9ZF%_LKqz*=B^JDX|)}&;K3c-H23}*OefIKG_2v0}&wUUsdZj<4GgNLtMI zZ})Cr9cV4oA!$acq3+ECw`bBe-H z3j|U>B{pnA7SqMI`0to*c9-1A4w=HfU^3^WFOg^C)f=}U>kDv92Tfm;8ipZyKyBt05X|?|?-acyQmsQaw4FuAISv&X~53;S;Y7&;xGf3h0pz$ZNipayW6Octe+EebDt!hAm!@ru(B7Uh z-4bLLR;=^F1BQGV{&U(!Im==lGD)cLwO~g7@IxKODwNE|XEkL_DP4y{o7UHKfFn(@4)>n~$tgpj{SbD; zJpn0bIx|C8&+sZN!swq~>b~hWWR>76Xd*4X@K^lcYI5PJRmPMH(5EAY!T0?RL++5x zo4qMtrf%8L^jed4Wsob591vT&kN)Ko8dv|)>?;h{2EF*=ELT-mgEH3foGlbq5%(c7 z1CKame+eJe#F%JAL{<%CmB;ptoQ_hDd}8vTM4@xFvrOGa1mj5HArPR9us;KD2p-!J84$J5w}}D{`5r zavu%r<&FLFZTFk=yt;1<(i5|}do+^My|Rjg*4~ZviAnfH<5J(b(q_v!wNjnY$iccg zPsMbU!;k_m5{DlG3*1e6uPT2V`pk3@@VjB}CcAD@; z|E|{QuJ$@j!LMyJZ<%#YLW^*GnQ`e+7*mL8x-i>_)nxhWTIVPMNdF7o({&k69ESoI zi;&1fBFP9@%`&r1U;}VIcuRHH&!5Y7KimzqL_(n{O@8(?sZ{@pH||1Ap3f6yieHrr z_bLUR(~dVgoj=`$yL#SUSYT7^T!!#i;CgQ}V<`8UGUVu_K&O*sAWYy{x(N^1jKs8w z<3mTZ#@yg-qXDa&;r8GQ>sfN0-P5qikP^{M)4h2HmH=0xkV=PEFLk}5dOK|7ZR*V$ z{ML4La^(_)Z1{7Rm>DD?AF15mP{BlmFO(Anvz0ET@{tt|TMN4zN(7LI~feinzz+J*1to&{9)gCZKSkVWc6+)f2NyifCpjf zP^8&4QD=(;eK#HgnUMf{iXQex#6<|&X;n~EujCtq4|U-lOA8Qi)ssOn4pRpLhhzP> zS$E1^N!ugc6Mzq!c8dVV|2@`ykaq+t5_B45XyzXP>kRCa4D0?ih5t9;r|y(&&)K!G zy)~= zzUdkoXPrwowoQZ#trP!MKEqx7jUdiBdVO3CxikyMxCUgD2&9K_ShO!3c<8JQ2!Ed$ zTBMC~er6fAEM%^I(1(fSa!9kVSXB>znlLqt@0XNmVK)&z=q~Uqt|Q~xjS7!+tOwNd z%oFR~JVT~-PX+Stq3=Hz8Hqc^kJ?08g@$e)rw8*M3s>Kkeo}ebvD7N9!b?pfe=7?3 z5|*v6Ek2|Ca(EaX65YoMNj8{b#mh--@MJIj1TWWuO{`t zz{uxS_U-1;h;>aL-wyYL{BrxlU*ELp-?q~7`|LlOa@=fF$IPIEGMrJ<+bc7UQ(5^o zu*GB~X$Ul5W%c+)oU!`o5NXu*@kwDoas0U>i?XQCsuoD7l<#F!^67uJzFx}e&mXQD ze8&dv9kMfqpcE&bS zFZ9PXRnK!GWS>YA$sBt6O^v9wfTu}mEeI|QNxSSA-1Ob8Qb}4zB*ZzbJa_2rUvO)Yk~{_cY9$XaB*C0se1-GEGmw; z=~IlCb~V%?1NYsVJvQVpbz>w-NxbMtz>@E(4p zE4mpqF+6auY^vM&{y%1UW%3O}PoX-a4eOrmsojK-F5bUb&0_x4!8w-h|i(LV8s7)EIHWQukjeFI2yyE({C>L z%A&KJ#YyZ&l2Sutx^bR6e1)3R>N2NvTQ#XEN zwwbn%lniInsSs#nbRx#CMwgH881ruvgQIUEnfH&tD=JoA&i{siUuKc*2c$lDAOKzJ zqev{)rGI&CYyEHJl_go@GAAPT^Xdv4MH|}&US^NoY?JQ$Ucbk_0@4ddhX4bfJ?&q< z!XpwLarG6J#xFJwDs8E=D>{9T#dyLjU)iR0hcHU1=ybTUdMRG>dx5EA*e(2ucZWsk zAyS>J%7evfe0%F75(3>7D zbu3-5=~OJjrGu#Zk$5-0VZqad%|_1^8?%5)w)+a*AdM*gqCP*AJ;RZf)gKHn@zge{ z-qH(EE6t-OJqY4%NZV*TRkxA!F7u<#hI|WqYzJP|`f$rlUE?5sPwl(RlECIb0Dkb) zhB$NBQTlpnJ0lz2ySqB3;lXV6usW&ZEp;zZN$Ddi4?E*0532%Q-mAkenOYc?nk%lf zdY~&FbQs)i9=boLLs8BLi<=)Sf57O4_ zH+IKgp!KmgO1*V-ap=Il3e0S0R2w<-*g9NS8xQia06G>JuU{oi!UTIjQ-dcofh_Z5 zF>XO3gpaDXmUttv(t>d{odka2uPF zcfaoBaW*<0Av1)_-YKTu!>0O5V9g>Yvw(ntg-%mrH=~z=ildf1TEt1Z+oN{BG2Fot zY=0NEUaf4MY0l298sn;naL(lGGIu07C1RUHpoJaCWemR^NPX6lWBoMx`&3Nja zzQUlu96l0}*b^rl7xhAa$k*V8b|&{Hy0>eSP6^)Rc8%NC@Qo7iLr*6l)O=Jg+F}Sf z@!Sg^TXSDoY`%W2!$T22G4&6S&rVggTqD=^;bK&F$oM#_4dJF6b@0l>85|#yjrWKv` zf%^tbR&#|o+GguICl3jOicSxK4V~?P2AHfI~0-gygWFKs8HC)qZ8k*IR zVDv0eUNK`~@nbb*%;v$(J_Z0Lb9<66D!=L;5v)Wpx~SRm@wxjl<{q;jJO19HsF?=M z@+Yr(t);FKkGh95i&lsJT+YK9{7lanvzhD0Vb1q@YAZRja((a&QrW1}(6_znvt%Hl zv1SfP9wOhX%l$i*0vQ~i@=EK3lNRCZSvBG4{`Ay7hv1o}{UIr!nTq#r1;ELeQi?yW z*}7zOsPltW*qIR@t-%u6;!Ir342|Fp6w~kq$~(Vt|31dq^!m7$t`Brw@fxN0(4-1D z0Bcs@xUEsuXKlurq`f+v;u-mSz})d*VJ=3lG>g}b_4a+#4DFL^7fuU^-dUVav{|q? z%wpgeB5(}r6ZQ%}cxtD;z&4N?NO` z17~jPaC3flJ^Xz$>Xfex5=a}u)=J?rqb?Rs2ekm-?bgWWt-7?eF?(*FVyleXiw6$l zj~9sQ940hOBF+wUjGDdOZ2w|S&5RiUXgVC*z~c>u)6bqq%9+k~JDzrqkG+pxEI5CW z)TO45=Uc1GR9h=XK64-T&KnDF8?fVrSIoH8xhhT`i+%GG3Q>ra9Mz$a+}y7x7I7UK%VZ z@z?o-$~xhI)*8n`{JUELBjIosKHSm>QPF_vgJ`<+W)k)g9X)4DfbA3Pj!&l?D>N7; z@^lSF{Cq_5nP5|oOgUmST7#^dpHXjhS(sdj9_M| zanL%rbd(~HXy(8{6Wnoi%r<$h2qMvkVL_#mrh&$kqXs8>;@0)+^nYA2cG00ScjR)~ z;G^;*4ZUXzU&-nhbsxVw(}jB^_U>1z>Ye8s3_G^hWXiBB3i~WQZND=~M~l?+LOXAd zr53Jh51;7r7p|+Cu_(l zrF(gDL_wyjAFv|d-qp@8=_JiDAXUYXy|DQu{xy4LQBj5wWI4EM!=A^^V?Jk=r*`+l zEt(jIVDk+Sz)5ym3Uu~exC00Diw8vj{^kZLNHKN5`{K-!8*nEJ3+C!qtY#2v-~Mjq zhw^trW1?a4wzBWD2X9Wz&N1W%))@HR*bt|tvLZQ9$7~nMf~<7qICBYYCP{bN+6Qci z)#y3v?qA!hUY6)TZZaXm`{))r;2mHSw|$x-w*%b`#G-T+o87y`m-HyOc}{md1_rrB zTZF(it)sv3@sDtrA*@&8*ez5gkB5gxI*5=3ne4Lby#7*5G0M3Ou&Qna?=C zq2i?Az2Mh%V<-t(8Z{suTlPx9y+)%j=&u>SNr&VwRXp(f9!0JJ*f_Ri6Wey6NA|Y- zDK0-2nI6zqQ8pd;A@HMGS(kcSt=6bdd8%`qvgabI*2ktJopzIvTYmt$dQZmVpOAm1n(v`>$sJz@?aEH1dvi^A zGTp@BoFAoP0e85b+Kx`)HL6bqDSWD*CZ@g+9~=$tD_QK+bRQGq;4blR92H&pOJ*5^ zBy=3sSq*P*P8JtKNI@*(sXekhx0^L+Q4`Ey)AG31Elhoa`RPv zf{I(fFjKJSTZ8UR)2MFNyN!l<#K;?Ec%@JOkC#({>Xyybnx#eR5xh#P!F}Rc`r}8- z)!iZ%T;xrG#-P!U7>dzY6Xu81BwHm8i#c{AoB5OdEEY2fr+JWt20z*SMZ>r{Lo66V z&J+UYs$)F(4jBXXM%4I1k9IqsU6~_zGN$WGYPG*4<)w@YmnuuAP@|HmyrTHD@h74f zt%*+Z!|16=CG6`4MhU;%0ADb-o2URjGc# z(QzzN{(B~GAS>d<-H4e{!WZS)!}8LnLeR-ip(CLd^zq86$Z?ub(k8()u+g~prELdF z#}XlUzfqik)0k}8vG@ilc&aR?$FTS%duVN=V#YQ_RGkNI*#L}V(DnFKJe9!Zqb)la zK#!||-9e^VZG#M$Yz4i=6c5w0<*`YX2RyEn8!4` z$2vrvNgKFFKsA!pYE)(hhJ226X7Cx`GxCYZU-a?F3?UVpECZ2GxFJ*HHZOOYzk7(p9LZ%|yjpuiQl;Wo^WA@&Bl zkgjJ8tPGVDlmVl&vGL@~Fi;kQ3OtPfCAugs@zi#>LtIFy1r{MFzV)N)XjIfrtD|BD zl^sC`a~IhPw)B5I-WEDDQeZP-HPN6Sd2C?t>MpCyPrLx}{leWHn}aS@&F)N*-f~N~ zMm5E{>)(mn?YZZ%EnGeGP1iqgE0DAW;P|k)+TL`)4pVR%tp*OaRagzlwLZ8PvtCh1 z-RG;X?OK?AK@f-TUgTtPFw{xqMZ1 z@k)1MRD7ZEulki2gA6xSU)vD2w|Wic_f>eTXiQmbu%ckfbGRm?y}as8jjnnw+R@|U z*&mm_KqRs(8&5lGqT4nW-u~xsW$$rS=Ee#1kqArNeE_!qHu^+Z#}qV{=#X59FaYKh zXT&`&u66+~#5PFW#@9IB-_K{8V6qVb%2~jb_=E$2tSrKjKTqYe z`n|HF8{|f3gttEtoD}GfyO-CejXe}Ud2>H4{hU?ZJMULAM`Gu!6YGQjcrv{AKI1O7T%KfLSXze#4t&k z@Hu5RdK<9-Z1l)ZD)sswtzaz)m}1fCJXRn?Sm-kx)P`{IO)%fNjc!mveq~5W4r%pu za4snBfcQ|T^By@i6p%^2LaugLdl%Q1)~ZEJJd5Zl|M+a|zwTnQ)~Mpn>eAYm*43ey z9dzI`6@&aKF^-^?Gu}BhFbB%4qLz%xoQxLbSha}1Do+-Uem~J}HF3Yctnm0b_v;t| zD~Dc0P${8%032Uet^|p3K+jNvPa!RR(R_@ipV0k9dgRIlt%KkQ9yXkkd24@SA_?6G zQ3K8fqC~OtGn^^d2gx#k9T8$l#$qslPIW6iAZhVrmDB2^lYF;<499|XS(Qr<8FblJ zWL3OTww!p=AFDNTW9*N%5k>v7?i=;z>XkiaI~sPaQpQIaZERedzei>Z?-$R8%sDjBdo~R?$51A6Da|BX|6dfw`*gEvU$Xu-UNx*I^~##i&1;^oa6Dh}ftJ z5PvJdUMoTXvHOER2ezf$RlL?=jmn7?PMJM(PRCY`Ly2$!FpN0N^)M1wNCbpHI!nVD z)j5f;W8fu11WFrW90?oYTM&8)IRe>f+0k90o!^PNAcmn8fJRqdT;$P{HW|Hv>B%6;VP>~6a?hk|@MXJNP;{@aJt0F4lYKvU0>#4b_cKY-jK zzeEGSGuL(MGwT<5=x56oI*5vL(bLy17DZ+1M=ZO@Q@3cJcR8l_{Ll|;WP^`2d|Rvr z54*iO!6?tp>lRnB(flIWU{&qVN_~S?kxbiwex$nA#M}OVqNgGmP0OWhXvtp)rOrT6 zknUk#it+B|pq!TAKAQdUWR#IXO6@8Hj=znKN@Ok)nF`ofuioKNs>4raELxPaRxxvt z#nCF_TaX9=faDGQFOOJlB=nuZ&62_$(r`4<0W!rS$3R1ND`8G)Yr*#>o!$THO@DQ> zNaQe9I98=J?o#%(iCJdRu9m4u4F?@7XR91!FvA`%hXFCu?M9)!(|)IRzkrRQhkHe1 z;pHh-qNC!)5hKl2^~tx)7t6{4#E|zVQvgOnlTtpR7s6`@y_g+`ur0)oZcBP+dcVZ+ zLfW?>n;GPUbQP7vxpI-(#Li&tu(H!A`MV`s*8#*%uwlfr^8F-^)J5?vav+cfn&&}U z&xgCgkdU2tgNI>KDmt@Asqtdzu15Y8x7_|6;aiHOvc^Q#@Ft zrWgJp{|DEDGAhbonke3bK(oyBVETe_i+d(fnNe@t$8AO~y3g#JdxVeWWtlihZzJ#zFpYKBHlI{Kyw0KSqtc7`YJjk9+hmPboA;wL~4qu>d1VXqzo?!dO4JiixPIM|5=VwVaU{8(z#oh-Z^);1pOA-oPf$3E)G{#)(?u9O}$iLJ)^qXxz!PUi9Q>MdRd8_K4v zpN3vyG>z_&g*XGy5>@z$EEL#7(p|52?1`(Eu|M5(a)Ibwa$kp1RMT)(+k10CS4g__ zX9hxR7&uZ3*47V=cmJC0yE!BLfw^bP^^r`d0hH#aVFT_#)NVrLaAyW~28mnvlo^2+ z@^JFRI)y-FQtipqfcYKGp8y<5AlO&Ma}vydA)QyTAQtI!S*yWL zt*-YYnn(2S=c>OgSrZ~iJ@eYjD1W-@_Uh>$9vYrWswbSjhj8fYyP<6gVjr-<*6e@JE5dV^k2P81^I(0&eRe8x47-Ih=X zmtK&+?tmhS$I;}7xPx8{{R+E)y#Q>trjui#3LSV3t1QPSA`1@;2k${2h9pQpDTI0v z(g9F!2K@*D5~17zJI^((KW+#=AMT-)JGyG(gVLDN*e|&sx3!jM@v1aG+ZOR^aWO{ySYSCAx5AAwCZRhpHPH{=6c5c4% z6L-d`s?AB4^soH1{Z#0PT#4XE{kc2+^S@vJLVfiT?yvG+Z@(eGIq|}em)FW{|8t4c zEuA~MchqW+SOhn^HJuClFzA2qZP%~E&%4J{o;AT>SxXes6SSv$Y(3mu`~U0Kis0~- zTvSI|Wv%75VRxG&OPi@S9eN3GMRN*>OgEnKU}Ia+RA9^!4Mjv6##~eyzRi0Wqw(;& z!7(!Ee01{>5Jmb3?u;+=xP|lCwmHaq5o^!qq^+E_WRp;uc{4KO)VD^(>V>eTxG5)= zAi{Ty0g#*XSom8dk?`C=lb#OqG;FR5PMKq0z=unCtK5$A1LcP;NGq)9&f81 zE|VROQ$Vc~-kCiig+FKqgDM!8`USM2XB&`%;!WzRWBLqS1Ur@uA>1#)H1sTtt_SW9 z&q|RE*p&zc0juhRxbHR`$^tMq;o9N=e%mtT=cBwlDcKoIq*ORlrBn=Df^I1ih^Lk= z$5M=c>;mr)Y_1ZOrX#_Oon8v)4%1nl$y$=gSF-@dbT``h@momuT?FZfOOpQzt{d9a z@q5^{yNUiQj5!AT#j`&sweN5jc2C?cuNZe9wb0U9Bd>54fJYG-GQ8P=0~lFAus9H; z8)is>aW`uqn7e#_W2<-nv?F7GNA>5Gin=G3g^pi+{Bqjz-#W7yffwN9bznJk;e(Pv z3;TCh0`vx!0~ufguxxJ5ml}2JU3Ht_v~k*Cnj=~yB322)UcsCinN3n%+f|=&Rjb=s zl;C>WADcm4*W0a+*DWz2R7k8-zTC2OY;_u?nUHZ}Cq|n}3Ko?9Mz$FY82adwfYD%4 zPaczc_H%OGAXW%Oi)M0z9Xs4V1W7!7522-n_Y#auM+B(6WDDkaKGguQ=^^cfmhpG_d zkMP?$n;@7BUztEnz?}(Mw17?OW^BOEO;?_u4*l&sw$ey7h?rpj6RAXE8(sy4y@4JJ zreM@*hC~NUShhsA{Lw;zRkLWANM^yVinC1f0h0`tUt*_G_fql}*fl&C)E9z@2LenX z<6K-o72yA_eH7CEGDK9ypV&NEW2h2n_`(j>BOIbLT1JcawozGc>MCciT0_eV?;I)0_SY1&}@-D zS78;Q5cyAD)aj<9BgcB9l*08(_#0cV&X}?6F?yp_*H?dgrFh$N7tWzY=@-xStS*08 z-k%vimY6GAY`K~zt60kXFdJIJ&VlS8)<)kQ+)rRs!Vky+gBl}qrp2&6I@lo|z6LY^eD&6=MeoX}i*^cFC&`(K&~r3e+r$B#equWBxDX#2QQJkuWx149M-QXcK- zJ-JY2W~m`KNvf}0HaGt4H_U_}*#pxb?bXzRx{@=trDu3P{r2W%CAnjDS|7E+Rr28g zx(TL8A2(f&!UwYOK&2SCh{GRzrz02Jja(zy6}EV6g=G8>lZq@9KTjGGJ(X^j$3=ri zn5zn>jcCkVRetUE2rzK@HeMb~RSs9AHd`VWn2ovQkf@&$-UyFSkw3{Uxy7!p(DIa1 z|6QyzDJ5wS7C#xo;YeWXJ2PEP5Ck&%Cd9O88PHHTU$If}O}OZ_xNBA9g#WnohkGW1 z*4h$&TW7I?$0=e6H9hdv!ylJ~HF+2fFG^1?@);H+k3Ai3>uj5dEl*BUD$$>gM`M#6 zNOmcT#A!$DfwPwIAL64~V8+NiB}|wkS6JjDoc(g9>{y>f00;mRMGe4ZvD3&c2Dl_3 zpR59hj1r|Wa<0ptJy#k3L>6=#Cj$+xNXc^6%*j7BT+)fhJWOT`k_GBB-gMRm0oG6C zS@FEgt>K;806y`yFR(<={Csk?NK2v5NC|s=H&MDYOO(Nu&Yp+T>UcEfgmREb#5WUT zr)QbQhLp*=kJ*eVMGaVWrMr)Ea?dNBuD6B-#&nBK$K(?RE%B_&N<9HGt_1y5Wva@i z_j)(1KNDLoXudCaq!kux)t??U-*Ws#`>$!op3cLo!D#1HiVz>$@*he5g6lR70niQD zaEMiggwYUM_*?3LmdZ&A;{zZa6$>=u4O zWb_TE>P+pEP`VxXF5y^QmYL}rL_syKXm z0+tb~yR&KWKpBt>7-42;$RSITN`$hSHfYqPFJCIPxY#OdOKxBY){ zEcJYU;xEeH6}Y|24_0Le|9kN;hHpnR9r%p7iL?sq#v4wSgJ5OsAt2Q9KP)>ozARRN zRD7(svwI|0d_#Q3K}mGzoNC{$n3x9DTmDyEpTAv=Vo3h-{klkdUmaXN1EJ24vP-!lF1iNF^QDIS6#% zN#SR%z{`UTj4=T-6c2sH5#a>Lf;n+gztT{&-{5slC-Ph&*Kw2Jn=} z{&~^gHt|^eq-`Xs{IRHR_||aef7WHJa0bS;G$=io(2(tsuAtj_v1!PEthK4%e`3O6 zXwLox@V|^!4mtq&frgA2NbsUWqZ!i19u+x_*s~0jgl?5U9c!T^2G(qBWiPG~m@RZz zIZKEeOKcq>J(jj&N|g?xQOJ?jmns~1+`4NULg;>wQ~*kg&+3Kb$e$(o$%7jyfjrU} z=`ix_TsK@}H&IAoAR%-mrngSel;M^Q2PHW_KFy~rDw;7gx9o$;M63J6j)>Ri#3q&n z{CoTdez#IQ!4BtF&wfd%D3b+rId8XYL1r=D7beN zihIP>4+ie{=v!9$o-)sn0q1a4$w9^ZJ+h0_U*0QkK;?v3E%KdBq{48_!ZoL;UVArA z7>>S`5rW`TEhSdR89TW}9(_)M>C-QsfFu zf#YYFc_U=#@4>uy1227)v+6fB-fm%pTziHlGT& z2tz>kBwluq2T+q3J^f(Hngr>vFnk+w0qIUdjWR)If*KP;x!o^A%F(H-ios#8vWW!T zOgA|xaM}9Jo4bx0Wo*+cEI*R#aI|eW##OlulN~~+-U{KI8n|*%4nl!5j+$&fg2{_G zZi;6xyjs`kQuZ1%Rq|)(x7~R5eLFD5!VWnwv|V z6}dW2Yfi<&`QRN0+p`ifdNRtT#8_Np2ARQHW{;?WdJEIJNlT3%;Rln(GMS013kxdA z4sn5-;Ab@Bu|%>4K%*G4#-xhl2Ysh70HRFJvm_A2D`mC;o5RP-2_-K!Esa1%@kUUiyI+$09$hAIk7sCB?PC)AZ$h@Y1II3f2?{ z3bfeo)Eka* z?kK;z#l%Ui4ov!7vcU%3LSBr#El2f=C+<4*T{s!=VY%ZyKG9IEf<0bA)yU!k@WVX8 zTf1E&l_yt3Fq)tg`%FYGG&4Xln4Ypd*naH0eyxn`UBo=bDm9g-0F~)3OyjH_=$fd& z03(htz=M>SF4S>+&g(Z7SpD(u9+psl7D=&`N_B^8*hAxxr8$1U>}L`O_lzF=mrU~>1! zquNzp#jNz5H1?h1#ZRO420yI_LTU&9Ox*X7WJw(i{E+o|0ieeLR9wK#w-q(Ybz;fI@ecTnKoW;rI0(4C+PSNkr-F; zKq4s7Ces8IsN7U1-vlU$({436u1}|S}3s9xb}3y^!nYC?eee~co~WDr1vV4uN7>kN24uv zb((KRpzO0%}w_%i7o0}Jh)6>)Y3Px zKe9h<;$DEb^VYpu7KI{nLBeFrp%iKeGO~Cg2hJ>EJr(qn8Xnlz2)*R?{zQojNtQZH z4I4*rnT3=RhlCSj3d!sRte-bKJ1SOW$c5hFAkL5r=<~wA{E2hfpbGZx07~UxSr@6) z-&LGNO;R>oRcE|8&ep7bSMJAoTH}Ae!DcRM2-n$>2*Es0=?S=4X6vCW_zSz0VBQv= zMTtQ=BMNx_45+V+maPMLCWwumdsaYa=;C>4XZS2x4zf76$kso`T`c%C8A`W@?eets zxb-*;J{oKoT)ky8($`mX9bdsy=Djx_`!ja};95MqyXH;q!PK-hd8V=k(e*8rGDqM| zr}Pe-YF^zYY#I-@dh9R$rT?=S;Om77rhN1)?1{LY|G^xez8%*@8~_Foii)3tN_X^Z1>6{iLAk%Fo(SFB3N zI+py$$tC|v(pu!VZ~AYJu76)ixN&SrQcKdG^40ThoL!=lyyW+vwxu8R+_2+JeMEM5 zS@!5ilQ_HEVu;rl)|4H5@W*nktS>G(TWph{qK3mzA(Ko@6bMr>hrsV(wwrr|`IjTm z8JL-66#X{>Va`NRE1s+cmmiEbb9=QtLJ)BG#m~UB*ek_1tX*UvD=l@aa7BlKcQgu= z95p6hyCSVaWP1%}_)Zrp(y!tU(7);%_s)I=t6GPNzuUUIZqyI?m(?sht_Gfy6Zr0*%oBlwSgW)}RvuuPgAOLu1V1dL%W~XXvkY*MdAi)p)u>nC4K}Rgef;MJd_ISU6X51`o3CtE{ak64Y>g*- zCf$2|vVK|J4zMyIxpUp~_vNs&O!yFUftAkeDHudDue<*)1t~#Wk}){(e?oEUyX*@&s0JJ&1yKq(wmGW{?lwnM8S8`-QVE z&yBrjhdh#C5zn&yPw9w{-DM396Yuo<|5YAy!>4T8&9cN-(Klia%$BQBwfoJn^f-{}0YDLS2uW(s(in-oHgx)&gHcN>BT%j(9#-yIY3agO?;?v@x z>UyK5az*F1hm|Ye$)DWpt*FNL)+npo(KOD9dL3VuoMs^xYrw9H2>`G{ORO}UwJ=+g z!D6=%IC?Z}G0CGX2lXjs67SJi3+xvxTr4UcfRS#Qxy(saYSt4HR#YLNmx!kQvyP@NnuJHNB~Gq+R}r zmRIz{9k3Hj1zN$d5O4#Q0!!hB66?XK;=?qZDUFNo04N}?0XsGwH{%v!vfjh|H`Vyg zSgy*JoF1JJgJctGPf|U#Q9Pkm2Oa=O&Zi)d966H>I=p=98>Wy9U!}-D!r(tSKCAzR zIL$%)q`Yy+eZ)d*$(9hc^>G8ns7k!-xhAIL5N2CQSe7|?IKr)A(G6Fw7$(Y`d~#{A zY3NalM=L{gb3bZFr8q?N0pi#e9$Drl^SPNJ_68VVPcpYUip$Yf`GavLc3zkp4$U(2aJ{UtFYuiC z{l;3$ce^J#lqT#g*LqBmBqNxm9^Oce`(Yu>r;s}%`6gkcjU^Ly1mz1Tc*VEQ;otaI z9t<w%q@o%O!6o+is! zll`L<&~E;5r}JurM*jC~PX>pb3ItMZ`d|`?Ze7 zl8!@l_M5#^DwlF(cf#B&;sH0N?=sGRnjgKsy4GsIu*q^%kJHVJJlP>wpPxwT=?!C9 zMFTUpfL~;ANESkgaQ*cKjnA!#cyX6X9{T8lAp>^3EBceJiFH$lc zBp+TVRbx^zKT~gL3P{tpPc`CZtk9VL!$yNRlVk2GVC<`y-t4*H=SEhN3?1LMM(6NFc~g!LYtSYZjp2yM#VNv@jC z_p8B6l~6q;G+V}h%C*%(0{0@h$!g&4qk21%kDSNqBsBSMW}}K2~~~gUVi%{ ze)~xWa3l+INB4`K?&yCUTmeypuHXy0yF<}2Am}GAj6=p#nV$_wAlY2(>_}I?C=O0I z>6@e-C&Ay$u#>q_Is+6(u7ul)R?8RA9Xv2_*&`|k#mzIotgued9Qn3c)ZknO4*!D& zUYJ5u;J6L*1YiR?r_N9@SJ(T_!^m{)$lo?r4e^%mr05B5(sq@?>=h*Kn{-de&H|p{ z&4X!+*(E)5DKI0GRX5mIr4#i|(#Oy18R8NiaY)ThCe`$cwGt`Kn0prQdX(-OU_2R` z4uDC9MSAdX%MnyaetA%E&GUD2M}uq9HjRh2R_T3aC?#tvcp^AkSZO78&TTJ`e6_>% z=(D?qM`O%#yw&U@#=nX9=S89DwpIT^-jq5tk75t@stntqN(NHeM>W$3U+_&>e3(cU zP*7ld@BjRL*iLh;#PbfL`;B2ws1~v{5*)yUiis!nud;MAHUh|lT&gQR0B?PmDJnyq zO!dg&LJ*A7`g3B{Sz(^?>Z9^?(M9Q5=Ab8n)a{YFaxED9lJis9HPOV&vW zMsKtXHTv-k*5KwFk=EH4Ow1WT+y(8Ji{4HM1Es^wLEHf4XsPp~I(*JO6mlM%yQFwV zfF#k#vJpCl#US$p$CI@AfKiDAoPdMmUSZ`oTI6E z36pL^HVBqcbc#ts#6!*_CgR@m{$EE{ecQcE$5}AdZIsjYzF@%!qHWVAX_{n)ErThc z+_A5)j25mrTU{4PA-V+x0@#nAV}tPpF`SydxiH@}&*`!=91&e}vx$tX2!kLK*>ALW zmL974{S@pDU5b#=Wp9qZ)18fL^#h;}1R)@L!KK9|X7Yg+Su{hMVUEa#00U)O8RVw8 ztk7BWLgHFon~j^ib`97o-|rx8f!ZM#31*gFXvW>$MZ1`?baP3rm>D5XEbJA14FgY0 zpkFgx(g0RYq8P`5t*MI86DT(idg3})-RyJZix80=@7U_%Wt3QLx^qSATqaITpfDr_ zYkVR@F$Lm#KpET6q0dEK;_C9Td*C^_kI5xp@M@-?sMvqyic{qez^-yCpS#%V{60^` zriUSY?*HTJJ;0*Aw)J5_iVQ`B3`Ge|Dfv-EF_cKCVnLAsM?o2BDriK?7z0G4N}E9u zbX0;;gAP#<^w0v*2Wg7unkXJoU;r^OQU()25x#ei=l<{Wd=JN)D^A^et#`faU2CuX z%?{?ppA^hD8s9!CFp0_^&sym8Pnn$k!frAIG-TD{?1E&)mhX z67>_N@(?0BH!yC0KQFuy9Z8%LJ*p$yEyb@g*AA0i>;gJ+w4MdzYB9E5J}#O+zIIB~ zGnmRoC9#db9GC|IKcEGeG_hfPM==EjBmpr;;RRBwqcq*dzB+47C^x{}PX? z#&`N}?FIccSKUIBpcbiZ}}iz}PnZ}fj9+xW4>PL_19*FlLCr;GiaF5&?d=kaDR zv&fxd$}g5Uy`~H06d)VHsw}{Wy~Qj6NjH33)pF!;=OKh9Pr@BwUQ9t9DFFdWhy{ry z4)0J-bwN_Y;G3P!fn%!c5EWqSs+Hoc#uL5 z!nk~8b`$@nyc z3|+5vg=1sDR?VII@HFPF!>OMN7AoVL@86c`dvWTF$)+H0&*4M@`g95-f>XLpJ2V)~ zLR1imje@}jk(Rd(Pj{I-xq&Z5zuVS+c+hlaaHcI@+Hd|$#0l93{g-Ot@&pK|Y@cJ>Ob(Xsp??bngbrjSTrtBOS!Q2><+( z;}Iu1FV6i)xFm11Ul4qUA4+`Q2$>u z#ybo)8cF+Sc&x7UumuKLgKg&`7rGCqC$%F>kQ1;$k0&GHwWR<%}bC|2oUXDdbxRt;d@t@xmxxv6+Q7^BT{w* zSlB8jw@ArYf zkl1lpSvHg*s~}wBH~p(<%q4a_Dt>LjtZIBteP7eo5spT>ss0N6?OMv&P6>|WXTV4~ zFa40@(#ux>(KUK15|S&{X|x*}>OWnPk*;iOv_gMfqC~ps`n{VrZPL#?DaHj7F#*b- zlYLNhL<=$Ck&W#K5yG+p#Kcfclu#n3VP*d-umY@?<8)Q~tKY*Lx=n63wBjsYFnw##!2^nR8@T>y^U7M^eJAfs$Y91}Yc_ zBsohgrG4?m7gCZJWTh2!C$?Q~Sv4Oo8oK2@v%#TPbZYVC?z}&qeSdP`!2Qfh6~RTl zv-*x42??3gQnFjMbX)EZoxXkUaqRN5%B$q`o-Q#R_}^ZDHA;@Bw`LeROB$`;q*wj* zfsOfpJbQQT*ZMzCg?)&@oXcDL?*8)Y{fXRnm)|4}esr1DS-2kGtaEDIW6ootBt9*E zvBrNS_0rKqqX4Ib*i8XWNwJ$=E6AxK=#0fY-D!DD}- z@%mf@*F-VX1Anf*qD3jusg>SsYR{chX=iQ>-~EL#rw=|slJp|c5uEU%Q@(;@*jj!l z3b(uY^LvRU&Z7h!O3&*CKG*ElB1nS=`l5#(_tkfcN3*V{d&~3M^qqtH)hg0`u4E)g zZwfUURn}wsZrXY}y**IE=%B=kyv`q-^DAxiB6N+EY|Wa+F?HW zorHvhq=bl-&~R9SOVsGsZ%!l%(XStK@X?k~(9CIme?m zxO_3z@?-l$i~q;J17(&eFH`oh zGg2n6E@CMcG74E;$ER7WuHDMII@x{ZjzbDp3LWwC`CRUjxvkAp8Imb*sl+8?_iswC z)>W1=mg@XcLeeS0Ig#yP@ zwHDQu(-$mt?$}t`8RXxI?oMl%SvVOx^=_%XO~KxykztXQYLsqG88%kKULS8C=^43> zT`9D%WQKPAj!|~srF82Dr#|E+bKJ-z#P0nxx-LD>O}f3e;t3MjL%t>#2(@xZWckx z_&$Q_hao$!s~$CD9`3*5bF@+#Vqh@73TjXf6!2R^em@mZB$A3*{P)rMlZ$`EKdirf zif43Pw!K-w2&;1}__C%?(VZu)iE06z%JM1-Dhld487b{S(zK%~-SV5MYDmP%-FrOO zS$^-=tH8CnveW3{xMiLb8&7gRl&6WcB45${&@Dl4McF`ahU|6KEN#1??aOthOY`pA z2~$_?9MD~UPIe$dc<~{>x#CHXR`oKhE>H~{vVnjZ`eyDt2@0-7NF#6OE*4}7ni6zW zgWIHjglDYX$80VnPJxywkA+c>Xwj(L^~V_;7zOQ>5=?Htc|N8Cc?!du~4~GNLsho5MAD7-3kQG0u9# z7;YzvU$x2L;lMR7`7g1TRcaeT#lBN}c-xg{lmhdinbk<^<3iEYtJJjR!_$|BU#;j> z)Ya9EkWA&eDgZCxKRpDp$aJJK{$&ex%Ict%O;nxdx6f;iy zb7;J~hb3itV1>u*x%bf>8|}uH4=#kvmkcf%%?}qWtaFGSKlbwEhtq=Gs-YdBlqyKt z92B`dA;DqjjWYq=*`#1~QNe}F`JG%$29}MPO0<#a@;6Hk#3P(qL zxSAN~>+CA{`CtJh*yE~-p$UXE4&*D9rqrsEaNvbLd;o@ zB0O0;LfJvPVt##i1&CG4&idBZ$-B%dZZY<&bTG)2t0Z) z$;oEz%0y{}l@`C{9`X6M#Nc?+aJ#TKh{RswXH2z7U%~z}p*I*S_z@}HDw3P)Zb%+F zukKzks_*FNnleMKddwZ#(3bpI(f`x`9Gw@fYU=d=#Pc8V|M0v2xcazBY_6=`!CEJo za~p+j_SUfV#X&SkRy}ccg-82_-xHjiymx=(e%4%y|E#pOU37B~*)Nt^b&j_uI7vfy zRO8H-`Sz!}aagbjY^SEIS@>P;K7Ml{E)Xqi4tlIgKl<%R)lmb?JVV&J0w-FL~}`Gf-C07DNymen@By9_O38Wjk0`_VN=3c319xE$0(TS+?!tCg<}lGnoo^c87wAbh&Pis4UaCSrrk6 zD!1F~%qz_THQfmNf?Q4E#h~-5wf%s+D}fsob>xhyr&G<;*WQ)lRR!!^URD@V`%r

NRBwciba_JzF|0Lc3BTD}6%0VY#|S0v$RpGS+qePR84a2K4JJ z?6WPd@Ga%&ZE|#pbN@>w5d-0v zeY;Y+aVY`VDAGHG()HMV9LPl>6ApzuUVQ!o2&`>aBV4U7d1AA!46o_1&~0H3r%d*u zwUBu79C_KkAZfY2gyl9fr@9)e6}L z&*f|j`XW{`3DWpVZ%Vly__#>2bvAtmOVc-n2FWl`jt+vxUWaIktv9uz=g<`BIaO-M zbGVxhod`baL;{UzV7l}Uwjr<&{nNdeHUvxJJP*^V_Plo4@qkd6dHBNN9a!7Q;bH^I z;x|neU{W)paOANFXv zH|x;&_wqRmthLv%s~b+dz3$u5b{Dp;ZA@FWO^KvSN(TaAcHo^qjCR$I^%Vf$)H!;MZU)8<><**Ot@=YQBQs&*>UbR!Hy-RTMA-A&>=IODqaX z^+5OFN=iv*FYqNqqwYp=wkq4uuIJUJ6h*q3x!aR{hfP~$Jlgij(|OzzhIJq}k)Hg6 zER4xb<7B$0(Z-4$Q%FX32U$AOrBn{6O_5RcH{_#As7gxEyC2oXuEM zIwbN625!^I)Q??|2iJR~+x7%`)))_n}tgMD%(+7ZbgNZSO$@iXk23vy0Eroe2Q zg|2OS0TO))?`>xGzkC%xw;gpDy%mN%XzF~&${w5zT@^{ssD(> z{M*6dysXBD-ZAZ~QzfK0+j<(u!&IX`zO9LQ zbE}5W$koJ3^eR}k5lO!-Z8->So|~YD@JJAbF@%k|hf$3#WK60o@0+{3S&GPYWI%#_y{jOq>7&}@z4zLfMd!*#4mmhfwe}vAU%m2C z)K;N5ktdAV)1%7Z8+D&808j`*E3&Mq?F5s-r-0cARF>wqZX8U;z0Pq3@gL&j^LAy` zP4{Fj=c|^hdMD$X0d#*4@|6#+-5QYLcGWX6@P;KmAOd7YRsQgi{>+W3H}Lf@76uhc za?LR0(vlCp%s~s_#n3zWv~CQt{>IdmB4>ywH!kvT<^z>_6}-7`zyHQFTb}1Gt%i-k zOAa3i=+e*Ra&i;tbPMJMmYIq|4m`C=O{U8zQy%|aN&iv!UF6rHUGf;0i#JyDZX;Vj zln;s;pUHjv$0lh7ql0pfgSw2MlaOV^rWDY=jjW1p=?rFJv#6tHVK<_~hTDTYLqwX> znb*H<$-5pqvvyH`v14*x#{Z>Ica7eg3Ez(l-2vR^2E2IcFDIE3ede^CxuurYFUide~=x+k2h-G`Ctm<6r+S@@kq zn-g|xuDHwwh;POFD9+`v9yMY=g_<7+rhblx#XxtO%I*rcE1jruDP;zjg)EKWyjK>3u+`FYEW;q z01@;|7wHVz(pw>~<&s&=%3hHx0T=zigJUFL(^NNMwAAin_6{&2eFTO&yR7Q=39P!0 zMefF;Hv}ZQnVMhV+!B8OYv8REtVZx1TeKr&50u{7&C*y~6|~*nbA^tH5)~!5&uQz8 z@RO$}a-LH%&vI@YJU)x&pzi&Toe$x-Z{GHDwGd}OH@#-J1#u$KYOf-dzTFJ`YCThf zzb2qC6g2wKuD!@y?`SfwC?kuS5&nEd%Vw?inwe2ef7`*S@Wra8uF3gVgQG|7gc4KA zD~vn)6_|~$DJ3x^0`ruxcMfaGYLav^eS8l$D(;q2g|e$&~;gp75O#4IcOu&B>bpu@S4uu zFeJRcBh-qJS`LuV^{Oq?q9}4WSFkI8&fMDn$E^5IQE}YC*<02_dJ&SN#X-AB*b;LZ zm?}}=K8Lh0%wEB|Wp?jB5&T%yA2A*1M*M^v5hHl}oP+@-;#mW`Bax(a_n|;=iA2HA zNn|yR-uLbHO#!!3@(IU9V1QGD;i&(cI5tW7L5%U%efS8rOf5VKGs6*88-D30sw)Y+ z_!&T(AHfWQ7bN#ZooY<&`92HF_TM$5-5La{jelPq#I1<3i>n-bJbbcJ|8`Vkheet* zZ4%ua1uZ`dt$5EtTgC9KL9J2mIJK`Zsj{k8qt4Armdf#9hLU6*@T;+={XUJigkHxn zi75}-WS3hL&x|h|~k>SzV=O z=>mAg_fdJWFLrA5RK8tI>&MBazPZ@oU7jR+0hufnRukNZMu@$HJ{x>XfB+ox?)8c+ z9fw!bBloq4)i*P;W1XecR#zA&i}tWIZ5QPTUCUE;;q7CKdDELoUsnTQtGRd zc}Px(suaXA@==H$MZ{rZ2mjig&g#655erz77R%wKvrh&;9a!jVTJ(q+dRjZZ?wxX7 zpqV+9s!ErjUv-jJuW^S{eAmyeR5Yr#xmy+*X`pko_AY-=G!n@XE=wkjA#~g)`wI%#3c5$x2kUVBG?b>wS>n4hj6T z&?ByIAo_`y3%?}!Bvn2-gW@leB4q4v3vf~r@km`)EYgW97_bV5*{|c?WXJHShk6&$6q=5y^ao%{rpfO>^~&s*7*K7Y!%xDd{vy9z7^$hAo~-#I{hI^#Wa!#LN-$HBc?> z#%Sy8>7SjY4;)S8w7VjnX0ymnD$!+=PtW>97KO6u-t1Bw08PTMQ8Py1(2gCfPNUt0 z0QeLG(q{jDoqdrrbTM*ZRH@4nNsku4c6({iInJnoX(o5{JGs@enil!KEJdoib|p}Y zo~b1{I#bp!JS#ZX;U4*Qx2xB5CVZR3ULv1@2q;(+E!d|vXw}%iQoWxJZ5$l$i=VlU zx#8VwrxmrQ>Dm^8;n680QheA;xSl<(VAWx|3dl*gjgt*+AVU0J1ri9?S%Qo{W4?@? zaVLNLeh#{UunHqU>MD@ciESoQ(ophpm=n=noQTYdrmi60qebkmS!PPq+G6%Dvidix zh;~cP4WV=*)^N%BA$W^)s#%>f@~ia?og{%JAK|~~jgU*Y`183~!{G3;xYr}vS%ec0p$hkychR)-7 z7?-Q%<%2kYx^BU6#xJNF{ZdT7O*?N^1vsY!9qsB>4hc>bb-2@R2qS!o&%1Ko>qF zeI;Xg#^ki#;>hGDwZ#YFpT3#2w>useEzF2C3{E|v#5=ars|Cs)>i#|hzX`E84`h5S zl7@3`WzZg4SO$cem2ajLf>Xy(iTU1-wZ>P~mn)wZLc+>pW%q)j<&rPLey7KuILVGl-r};wCk`Li&M5kgn=~XfFJU)9>jt+}M;s@z90sdZmNjJ7 zmhk&u#(g~YGG_cs!ea9@@jadqNlliQwp>SaCOkIz@gMD{I9cr|FFrqSr*Yhzp>Be9`y55B2p~Wl?Pk^NpWZKr@*Mu&wTXlw z@!B!P)6mxWXB~!;?u9rvwDWZUOY07@Sv;ik zbmId9;%DRr((@bzMjM7;NVSYGj%A+WdpRh~fN}O?oVy9;H(!tDjLF76ikizU_-ME| z&@_8DTGCHK=A7^UW|!Sum;lZXW8EBnfnjU`RT0;Zh~p3_6<4gV%Daq&)wWSHQH zkj=N8(&IXe$}K*hT-?9V5s&ea?~UzacYEbmY-Qxa@Q&wjZt2&#QCjfgtxELgy^l15 z16EW{hRj@FRq)xjF6!z|znN!7d{S@71sdzu>%Kkpe4$DWvh48OhG$Z`0n8J z(DHndeEh`PDIyY$8pZHbMN2dt?Y}A??ZI#(S5jXkd!UZC3}Pf~x9Q(ds9 z41j!e81TfM@IPEqB`%O6l2(6n_errOYOsx>->uH*8LFOK=nu81kaz6U5qE zT87dyaldCMac(Gb@_X!le3xGE;h&n%A3080+&cn%Zq$(1Aaucj2H@63S!MB)bz|G2 z=*^<~?GK7O8zs0|(3Q;sY&0&Abk~>F#dDKZtnJ_61^}#wOt-^8U0pHHlnOv{1}E=> z7ceriY6CI=?RPMAhA+ij2AmCp^@*~9=4-9-&^R}DsWVC29e}Z`_TDkzAPbAUySQOuR zf)b&J7=U5P>`QLarcBbQ;#56aTWfo0oV>@{aWD%6o~J$1S%+6CY= zoySlExDnWs!cp`Uq_BsB?hb$FIW3o88xgsEskGuwaUmVGv|a^kqFq5KL7!P@WZr;P ziwXmcPW!kZcXVT@rfA8a8xyUB#7G0`&g=#X`@?KVNBujph(A=EWI)m1XKW<&gzSN0(#k{FVF;0M@YA?8(jcmx7dwo~5~-jPU(@-BL+TzQb#$FdfnK1^ zbPQ=`!!c1z;YS_e5?pAn(5)N=$7sR~i-Usk#5e}21KaQi#s`E;`(o23X9_-b+@5M$ z_%t~7hqn$}?cvh(%m`ue^>vmJNwkM{Sd%rF$+6no<*Mi2tDt8nX+?e=gha(uT|LBH zg_+4UG=IptS{uS|5X{m0imY_IMV>*+<1$Z0?Jc9T0 zeexmw%!hB}tgf81L|A_&gs93<_e7clM~6d|0SibP{gDa9pTzCUnna<+WC^C0p^vDy zU7$iStm=@GlwBt2qcqK&xxtND{bSPI*}}=`4(kF@&*H;A%d7-hWy0-awZYy%_?Lsa zeHm%sPysg~fOWr7qr6IZK+JSixW5ZWmm)$sOQ*Vzk?|0Rc8l9cbw08oz5SPIe{P9G zZb#~bmv)B)Af!pi&uR~jPsUEZpMA6VB3|(EcFXxR5$b7;)+nYE)rDTwlR zcMtXmf>G-jC}kI%rj6+1dUk&8So`m}H&oTl>ug%~$>-!sl%T(ae>jn5#Gggs3uj&E zBr=lnD}4`hh_TK{?%WOZ!@K+K6kIDtpB1zKFt=o;#T`w&*#@SDIwTCLU^Cg4=fYOi z8dLN2WP#Zz8Dd6pw*;r)N{Ms8q!O_`h`wF%&&+%naVe5Uyaa5<> zYFS6yUAyS{3r+Kui#Cg|9H#qbPWX*EwJnvML)lbJX|Hke2=I`|E0**~CJW+0ZFu?P z8?%?E-k%~VDFJZ8s^K|GguWFCG21rwjqhMk@GPVYQv91+ct0qcnmb%4t&qm4XWDbY zu<)wH51l~zNJZxwj^Lu`T7(=5)JujaoVV}&v+_CVsey381(&x#vmgpTchWiMmzuyH zQAhRmKgA0_^~Tqx?Yl^J?F}Jt3NkGf{~tI=+N{rzr2Xl^h38pw5BxuVsXcdMXTwf* z;8McRf(wgb4Z8={Fd&IOQiX8_65YX98m$Y#r2g2Q!d%HSbCH2LPw zQfd?%ln$3njAC6f5Hcj_*ENAo$eUDZb|Z7`M_a_&*>?^{1lB>j<$BSK-XE2tUsCjf=5 zc_!yraDc0{+-fDDEQxxg9xK?#JqGKuq9?naXlMmD-fkXt}(3jOvBH=BbZfRpIYADfR3o@|Yu-M(lZKk;|?^f$|+(>rw> z$XWvuu;<7t#XJ~sQ3KYj~EC=+7j>(_=WqJA+H|ID3-uUV&Crv zQ6W=X`J>PkA||0`;WEGYLBoG2khNYc<*w7z?vN8QTm zS``MF%U*0sn>ohkE`pl5{Kn!*KfFi)(NlNR?>@V3tx&vN~tucoy_7A8){7c9Q^ zUR2d~;LIcs+hLL-0-c?u*RTo?+$;8AKyho~=gw{fhdy*jkaniMr#Vj23VmiaktbgL ziP9Qr_2M(5SMCY1Qq(Zdkv~9i3Q%(LD|!iHFajf0?MYN|NnjaO4#=tOLLs|oJ>VRQ zOP{#sT4)G-rdV;|0Dd4=*Lg=TM{2~pGJ4KImC81O3Kj53H>T2wSENhJi|C+;y`;5` z*b;)A?**1(jafD4!Q%)74bTqKNrG1iK>40*ABf7C+#*~G%@ZS`xz)&bI}u(fx>d9O zT&I58Ez%cHx`5zY13!Be1+mtwQMiL7h{)_8J{*nx_#)?V8Pp>fx(=4kPMr#O70~Ln@CUvf55yD-! z7<|o7yprI`I67tPBCr&=Q@&U0R+25_q256gLAm|$O%88ruBROd{K-~!LyLyc_Q#ST-b&Sy01IkOhtvh% zkuw<|YK%Qyf;I(hSaW#8aH{VFkx+f7VCfNMg{zAzfLLOG9!56orY*tM(u~wfb9}qWP z%4tN&E6~?aJ?u=87q+^d&$MaNW00A%?Jx3>w;qUcigB9|?!^D{x#Od@D2x<~7}JFy zsT$VX8^HR$rhHK<{sJ&9lPSf#%nTSXPK!-KznGz;Yax6L+hoAIPAO?BWgN(G0Z$k+ z;H7a~N`4!LTDMV|4bu-P`PKA#|M`^LBGT;GTrAmB#O`efjPk7WJ)47zfjCc@c6>W@Hp59I z+S(?HC0s!Appm4xxhBz8d6d~%516gp{W_(7tVnoS^M^|=BVjgwa=OiNTQId{zb(23 zT+cdD+Nts<3@*`LCAsal4dvsFaaIq*dzk$JKkK*5HctQo+tr(9UE@9&#bcxb$7Ku; zI*TIeOEz9Vs_k|ae)Tn-Viox(F8-M{A3onbIIA@|b)bJ$Ks4joe&*TQyTj=w)a^2x z4caP9pO~<+grZhWs>8-jn_10hK`OX=m9?J@6)cm;$qkIkSbpBfkUDHL+9odGowZ~x zW5znh@Xw7KhCLYzW61F}N+mCHa;=$m?KO3L1@-d!AyJ_yF_k>omT9cSTf*a%I2V?` zPFY>(>?nN^Jp_N!6s#3%wWz2bPZ2}{uN2FHFP0k z6xxM6VHu6?Gm-k#EXpN?bp3bwQkZ4*f?cD<)rx#-zH&tLATF_B?&RQ9->2=1%Ja)2 z5|@2m87!R=Z}RF`-SFfl9N7T%gAmY$6Tl$?XfidqPHUOivBO#h7pFK<`Z*~;_pv1#`cbFh1u@~?Xq~mzu(=)Nji?2QA)#p?EKfP)ASQ742 zlub)?%J-_%gv~IiTDG-U;K1vY7t$9GMCEF-YkiptI7fm*4Ux6Q|I_}W;-hwBcAiO; zI<66{;oC4;=)tLmu52J}eDylbn&PHfZhvua`JdI&n4RVm5Qx60AYQ)g#5ZA>K zrufxJ*l3Xuz!T_lD1(G`^6im>ybx$g{kZlly7k%;UyR)m&AmzKJN4FgzGd+5lXGcJ z?|kPT#GaMcRgQ{u-IUsgajr&0{j~kz68VhIV^pW>b*#tzqI&Ae4qOKSLU(V_mcb`$=7o`NKI}f!LPfoiWuuKk8DNT(JTClVZE0*_0dJqjNID2b(qMDUBpNP zrV{VP7;*QEJRa`JB5UhXTF$g6X2ZIrd91U0lz0Z{sbuood3mV^E+8O;@GJDn+mExY zEw$>m3(zj57X{jA+2%P7tynpVef>^7UrY7o0O`JgHI@vRSrjt0c2=;Z_>6%a12+eD zXju&y*K_Tzd##8P9aFW&sN5}rUS(Ymv%3BW)9K#L`&$luqQC0FX^u~yn$GLYxi=fA zFv;4Ig~bZGjNPrYvz{*m?Z9||wTL@7OCR@Ww-%*CWWKSD;BYH%KMfareAl|2I^imv zI`SX3La~SpiAu&Eq+viLaT%sI+zBBe3R1&}lO>4Q z=?NE+*F&6x-F!r)&w=o0&fJ(JS>3iW;yg`_PcVqKLR@~gG`MZlllS5IT{uyk^ znu$rZaI_V2mSsTKL>~y22}J+|N-e4&h2y_4hBNC;v)tywJN2X|cmlCSo$~t$R)f2^ zh383FK?B=0=ofr`!05H%-131;tqysZ@>MSwTK+F4QEe|ozYbeWY$o6F2X$Tvz+kv@ ztOACgI7UpmJ9|LG8b*Yuj5CFTUG(}MGK)CwulsQdJn}A#|G#^zI6q}RKessNJ*%_W zzSwoi{{8uif|AiN#x!=11~4a9Y50K)W*F&H<5eU5q2{-FCRPGj=_ zGEZ|%kx`gF%~jljjWthGqWky4I$zLn*#HcC3&FfObQHz| z{cvdsZf1i|#*&%VHNsPOn6FdDu@5H+BH{z5-Nzny8H#>n-ip=ZpbmE``;%#x8-MSgz1X$xJa_p*&eg%gp4CG zVbPnhboCG-bd0=TN`frbgBY4%JAs`Cyu3GGn_rTT+Ri@E zHm>o?dvHwW;~!0F4!D|GyRmiSGL~|T&)FQnxzpHF2r<`pNAl<2&URQgw)A}(=!=Bo zPrl{#jKOMjx9rE+udlGoF=b$Q*nCViKacgcg9&w|F%_^n$;{Xs&HnxGoCUk66Nvjo zLIeBL66gN67eEo;1(>8nfSB`i&014>TgnSpSLussw0jX)TU@EfadRaOa+IRtghp{m zYft^LU5jcOJ`owxY(4C;P`P-i>D@Rky?by;GhXUm!kv1p0|;pzz>PONT3y5ly9S*Q z2sB#+_q$xj0OfFiAJpsQ85t&2nwvM{8RR4JX-6hCIwFuaNmKQZMxnFei$Z@f3!)=Ik0RO>EwO$ukAj48!r@cDLh#yauN8bg}K!4iY09^(yKb#~ZNDh&?;qjoMW zxA5`~wZT=%;Ipo^4LwiakI!9Qd^dRCVJa(L?xn=23yLx5`RE?Z$GVQRUu`g-7?u5O zIfGfkosBM$M%W5i{}ae5?2|g{z;EC%B;ejd+f-Xf%!`Pc=BZDJ1&`q=HxW(X_eOF) zL*diz3(uQoug^{{WGyC!pPE*jRAeO^n1`nl*3{3i-Jr2IiLPm(TB%eRTehlbF zn4tg$0=+)c4X44h@QQ>api>G~Pv!rDxDO};@hQ18xKHUGWBMGxZd~K#+>?{@FA6@= z7XNXWxjlV;-dH_g$^Wx_S(JREkfkh(evgA+w-P8nUUb%>^!Ea{snHTuX*efJ~ z85<$`!*Y05S|+pMAfu%-umLN|_&47;=7s3V6l3~Ax2HEVVAcl5Pu9d-E9dtkbDF;3 z$KQHc^H+0ttSc7ARX_rumSx-DKaOFNa!3qno;FN-42jZ_kq|W|+-}qP*tV$N^zP}{ z)j7|1U!HwqPTkj_>SNOZdVXk8rTZ}5Fq%1`2yV-dUUnH=ow7EOz`9JVhh}`H$I|4! zTKG%kM~IF}fH`|VyAT&?)%(WuNTYCah$?a!U#q^Smoc5Qxz*3fb?qZCBUzpq^CHe) z8X1PIq()a8)0fln1l0{WJ??E=Q1GG7{$MNIX}?4IV#%h`a`;$6w=8GXm@*h45sRsO zPihpyvr3V2JRJ>a2+yt&njv1FtC!nj&toZ#1j|_kBM7Y4YZ6$`t!#Qbxky|5ZSupd zDO*Q-PfRg8^M9885m*FFpNj*9`jWG8ZY!?oI|E`gQd?h!Ob0W6j2NEY!7>_+{z%PJ z{ZHbKtLq4&6Uf0r42Ed)l7pjJ^K}j_i|;NiXg$?AmG(ZkPM_+sbh!{4u<6k4qSj{P zd+OG!=^YP%76#TbbRf62Iu&Yb&f@zxNnhk}?=t<3pwB%7u&5N#r zjFKcVRpcx;rhkF_(lMp$48%UtFrft(FIY1%`aEaV2!sHw^#dBHo2=p6jk5bAN|>iOsb?4d&CB=Cp*a&K}f0>K_%hUp} z?*azAV8bAhftzhnpqFS(H@0FplL0d`FLzi`^sv6iUJ!KPqAhB8r4bS|*3rFztS)t?szm^KTB#+}gw%E{1wM zV+F+HcHV(n1`=F1J8yO-^v!m8fu4F8>+BLb@5P}DCFLmnP3v{PU`X^N16m``+m(oR zw4LekjOjV;^YDRYbo-h_c8+ghUU{1c59I`}V zSmx>?kRo0P%kP&8q3dA)4prx<(npJ+Qud3p8pG;HqiA(xHB%|Gs6Ff@q_R84RnRi zZukrNjVq3y*<7@dvHg?d)>R~WgFy=;cpzGya4U9P+ZM=L(Pz35DxyN_R@s|Kc#9E# zs$d~})-wL>;;VaWS07`NZbXT;Z|u|{Y^@9FOjLE-UZ-5ep?IAfXdMpbs$4};XnR! zCV!cCoasj3v8%DOMr6fju3$EN9g8Fp`4~y8e0yGCOFoNEh+jmX(4wqYMY)()X#H5E zUsq?t{Eg?bR;%kp2T~69fdS%%@Zkv@8_PjJ#K;jON+h(Dkc#^+LU!GhZ(L7!U@*zI zX9F>6Pn7t6=$?P7!-up5g;Srbr#seqiH@{i<=A-_<@C6iEH8=J&s-S@?jO^?e^hdH zhdax&vPl0@o6Lnv)LBp9GLkw8A}f>#moZ|F+8jh`EQuIASDm^_9e971Cczu)4s1Ir ziHH)DZh|~Fa9~Xz@pg8R+33OQ7%Qc%3cEmKg{@SAOXMGk=AWx!9%ejy=^|a~JOK@^ zw0yLQjQX>vRAx)EcrJ&t**Hp%v!3k_PMt);cl|EWA6B&K z>8za?Ju&@6(tBupPG+%dQFMRqZv4#Je~+(iIJ)Cb^RG;n7Im5N$G5qfKOw`lZ2RF* z@KE=QblNK9aYdrvrl3q!bvmWoW4}(JomsA7w#H^)f891l_GkL0l2b2(7CVDPIxlSr zuOta+etcz3W&%OQw<>fusrK^M3vzfS!*kB|&$*Zlh|KB}z(Zmx_`U=~m2~ zJmmVYqi{3ILTkHLhdb<_P+pHRgg@dnS`^lE7d$_u8@UQ(4%pn<-6&b3c#iz||LI5g zJ{~2`DYfUD4iLeGVhz8z-Kz7+CH|+F_a-|EWM%3YiQB;=armMg=ILVa@<02Tn{9=s z%x`5%_Dl#H0yCVb%^?2QVEM*pYcc)iEXhPyLBp!;WhAmY|9d(v(O32eC(wgP2K8^BE>E6s1_yKG0^os3kfZe5{annGEP)b~vv9d#318yU{7FE{U6yAv(i5T(Y2MEu> zLvX)Q;6XX`nNR`SUe@%l@?)pI7(2I7EP5{A7M2-ufwTMzN~b?ybk}pnwtSxem|LT- zFFzBQN%qRCNd0W>@#5Chr%e7iQ@v?sEC#_G_j1B;KaRWR^` zO#@v>(~r~R=hiMB`m=kC9jK01Cf<7Xh3gpfe6$HXCAk3(sETb9wtRn^ePJtP$p@W* zjKIR2f!}!b!(~#u@-s5=xXFU`4zpH|trLrQC_F-VvviX-2NZ!$G3}lWowf`O&t65pW2$FO z<&UbU*Fp5unhq3cmkPHz9#U0|@n}otx-~#D91=Z>=sYR`-M^OEKULV^h2+JRB|J+r zq3Y~zYOUPDJ_01UVzaMBT3UUNc0*BXNAh-)FQ{p`OZVE|{!oIDR`-B0ZI8$`!N0(7 z_L6A(|G0V&xF*l2ZJZfa*n}a-3@ajpA)`?C3LwiksK`dNA|qIVviIJGp~zA+sFhU( z1la+?RBJ0#HUZkIj8Fvx;X4m~-~aFbefFnTAWxn=_kFH&o$H+YoV3>JrbL9@6%C8Q z$BpD}eOWN$zYbm$o;@vTa~|4Bl+>~W8`Tjx!LJ}<0=2K-q7RXi<$%jpGhEe6mQ`Rs z_@}fr@5e=dcrODDx4-Fah%qtm)@8h-p9w8EzbNnNbi|aejri|0!}Hnfw>tQZ{{EXj zdBK|c8^}Lz@A|IrI@zNUxiC%|svoaXtvYYF4qXc^;Lpl(UzC>-l~FQ*62JQP)*-`C zH?P)c^!`QT#qERn?cLS6Z|A4GRKrVt+A*i~<)n!Qf}%GvxFfl!PSEN7CdToojysG3mrn<1lA zsn7%YqtttgF&Gs99NLKiduH5?RV_-tRk1>3!@^M-${jRTU9TM@jJ}i*#)f*vod{t$ zY$Xs#W?dpHH}erqYZMJn0)lhKePC@6X_Fv|sWKND@%N_Jo|7)ls%9B!mTAPcv5n{dK z{4@)O7j(>mPg8NEZIZc@lIb8Z<{!DfI%k)uOMGNyB>S}-1Hg-;U6Vur7>CmCd+8s( z`^qqT3lll73keUQIPzKzuOKd-0yPS>&3W@aSd{>!3S6qB zO~*YS3#)0DjI0h(Kzd3bkU+b3BZukr@Buw!C0mI`W9W7sHJq+d#69^E3sWoqaF@EO zg<5(KfR{i>YUYf8kh6E6y)b|9ML74(=SH;ixacA2k(t$Tk0DZjmNMj@NDfz$J|>;1 zOg;%|C_#9R1b-f7X^7{Apk_@doUd)u893*!HHjnNVgoMglOnHfpDgjd9ADd?y6n5C z(E0gO-p<(ELH&kU8yX@;%(0S%$8PF<=LPF&X;iCNT>zI{xO!!6>rmVm|A_VL@>nN$ zstv@ya(pxTBA~?(^j-Eu+%e-<#6ErqEvQ#gXZ+w!?^~2FX&p+VrqL=Lp-YZSheAEo zN_L*3KYYiyYn!8MqHAZZYjG)f*zpO-i%SDZCa^26QN%07Cv83IAY{o8$5pTpD{ypST2iRK zMGCl2(5j#g!ze-$$@2l0AkFP-7scrp%ps*$WsX9VUo2gpglLX#&CY{s1lJx|L*o1u zQkU7z3Y|Gs;6Rv=iQt=~#Lw4kyRo+5H)kt8o=wJ7S0OIFrCO zbp6Sah4idw16aKh_;HKnB+<^pOFK4QdroaJ``3eFiweQZBVsC~1k4oGF$~q^2Ii8H zLMRh@a~!GWkw#L3|BR0^^$9|9lU>~jx7i2u3y#JsLq6NJI#DQ`nC*nNiHBmIdiGJY z2&_)%Rmh$6N>l(rbIApM1*=_BwvcYP4m|`=E~*($t!zW9@Ks!4ni()CW^()tl?x+j ze19?B>8I6Kl8|R}4)>6REITn9?6nmDlArqNW?znPN@k=&I}b081vsamj4lLk0OTO3 zI2h?jv0%m_cw4YcnWp5wgZkx053p{*udh$VOwfs5D= zgqRWO*9<=|EGQPKsLr4+9#3c;;^&FriB8Mg;fUMV+xMK?E$R67$Hu1G&-W4wxR=iG zps`$hfeXjM#Umydo;t#i1003tHV9=LAxk}E?(8&rNQB~UHn&=PR>H76E-J5#d5NOW zV!beKAzZH_Bfk#BXCMh}BV3Qg@Dca(=|lSTGc>`GBnDA)*uM=uD5^mNCYzqs5!{B> zSgz6HM4tqJLPg?LFQ zDq(QJLvC_qa>VJ*j+y19Jd>5YgTL}xXM#W_fY_N4iEL^RV;8|96v>$n!4SXhmZ^je_P-7;qm>xxo;M;9p6rYA)Ese zsJshtnFYv(6WOq#K-oe<8X54K@VH4CPQMW67txifa4!!bki!537SqFV<&=EM|MFdHq&wbFND6$}N!5noRh4K@ zmBq7t>=nmtU#dVVMj-zUrwIUu)P?y!Fy?c%&kiZ7lQIxaQo==C>#q(Cgk6tF*r7Hl zWD7{(07qOrg5BYEU-sZ@AC&}^rqt}5q0K@-a$<%;h^B=SA&?U3Mp=!R~?=* zwBRgffWu4Q;ub|+T_pG;&4FrNz^zH^5|!MlGR^}Fs$0~iB?-z_+T~uzjj%}pF8Ugz zyR{~uo*htTxQ?6}*!YtqVS7_dJkUT&oz|$18}MJ$g6g9J`xIWAjx(BQOr?Z08_t|B zV?xD=s({~oWM6RZvXS`QR)8vEb)sue?`VTsTC|-38-(q9>U#8x zGJW;YI{V{u`zH^wc6H~>XJuh6_Xkxyit5*pqTR!Txx*-6dLSNwY>dkVOK{mm3OTl+ z3lWsJ0ri2wFG$9`5|Uaa3r+4|5r5^}TO=2x@gky73Cx|2R4o~C_TCqO4GFI-Tc`s! z6H$q%sF0^7P3a>DOnVQZ3<+@Hpx1MUXa9}HHzAX&M{IY07uK@OF#2$=$7FxTgg*A( zb7?F(3&Oh!BqIQ-#zoK|tfh|uNduK40t7e2VXB9MN+m`Hmn`Edrzhd14zRSo3p0RXm3&lvHB!hb` ziCd4-`U_<`Yi9XoyUXT%hAYFX1Dwhm#JNRCu5BCYr722rmPXi0yBqvLHC+OBAWbr` z%ax$$+c|qY(*N>FOWR9oDQCui7TumjTR1HZg%=jfcn^YyCe%9ABC0-J8%48-r!8zW z0A1sYRIVz>un%qRwH=UKcY&bcJPt49r;n<$mBxZ|pTIVbO1dQiM%`=&gGW&GjFlA+ zhK~YK831^i84InbZxzbwkdm%@fIl7=p{D3+n>bDd!vbZVjz&5lvm3!baLl+*Bub!M z$iUb9`T>(zuM6Ih^-Gq+Fzw z5Xz$s1cKwVmHO&3c5BvbdAfc!)LWg zIVxl-5fa<|6Ed!kxNnUdH~y-=zXY9U5Dt|ZT%~t~QYr~QdJ&RwS;Dv{Mh+baX$BR+ zyRT>%+OP4e<7T`sPcG)$qf3^n!N_Od4GV@7L9FFl(#EAhEdUJ7ZXbbo8K(SbY8y#V z)PPjHv7=5`ErQ$NpQ*ETZmdpB(R zLb~M<;MTcsLC(&edcrQn9T5|}66CtM$b0Xdkw8vf4@Ziu1r*D5mp+!;)&sGjUD9v> zH~C~PIJQLr2p|1#WkSj%JQM=ZYKr*W#yspsFr$c4iebT9Z2bS$0%!+MUIM@=Tj(57 z38Y_Ki_WXu`(m?yw`&i=akGR4;SrY_#u6~%%JUEmBbg7VgSrHEVg#PzC6w*juLXf; zN=$bz)=!P7vs_jN;M#q3#BKrccALRv{|u)|@?lRx_2|Q92tFawGs$V?WQ(p`Zr_hT zTt3{NgLr)R-E>^g&W@-(CHnG`cTGPzO;WtoNDaxJBZXg($1X4umw|$M*vuAI4E)gR zen6%YL;a9o7m39oP({z-$nj5#hcNYpu{KKKpZ_}DOeSeVv=y<6jJ1t)sldWL^kuIc|LFpj5;k+Vj`8aUS zH%s25VbQ1SU@4rT+Y7K=6{tEH7G-Hk(UTcO9L&qE&%nUI!T9~hz_uY2hC@FlPK&1^ zf5=^rJM=w(V;ADq#D5&AV@HuHEh%BxWiyfp#2e}o5O;?B>EXKT0^RicKYxy*^PY3B8Fgy=Nre{0keDX^G z9Yz>`Zq&lPKt%&sElEVB#4!5bOFM&chlogZHYiqDd_a$=@3JXUDK2qeeoac30?&KX zDlo!z3KTDwI)U_Xx)4wT6^|Ekm=lzbceCu>!E&Iz82GsmBr-%w1Ix_r`EVhuYQ?$0 z2)NNNlzAjcHI&2cmP>CU{Ys)kuq?FeU<2Rf&79;5jpq`h;dS0`vb$3D3(<8HQe7IyjOW%Cv&Fs%%zwOKWT2+{@iqMkPKNwqmVH7O{vfy$#aJJJ-KnZm0>1-ca@WBKla zYIg=VK2gX9 z{D;9hh{8t{p{O{E^W(VMv$!+k5ozzP6S@s{8B&-8|`&s zk5F3AS}!lr8D|Z?_6Kkjgy6Tw(;!QTNL@&J1cGDYKjYPUAQ->|TW7O2&i*8x6Hb80 zukMa)KsONn_LI>|C-)iK^zef(!JFry&*0(!Z~pQHx@Z-qFtde;+5JD(L<;sUc z@|8fY5#Iv29XL<2do>dRpnfZ3HDd>Lc<}G~NXV7;AnJAPQ1DcnKe>6xh>2b2hjy-C z?jEM?>CJySjfWefo7E;7j-pRXokYV7z@yxkUXWhyDV!}rpl8nmjlz>|coJI^xZ$)1 zu_2TWxL73xiKF-W(7d&~3Mpjd!W3SzRhPtR!`U2UIq*T#lb67*q?jE+e)og)HCB8* z`-Z2nb`upTr2L->N*4qpj6_tFFyd*DY<5k|43(I=)Y>;HS!@U~XC@ngdWLJJ^ZoVM?LH1jtZltkF;WV_(n(i3%F?9`WY9uMLYmr2|GOc z$U^(Rq!Dkhsy(Q$$lA%AslA>jG4+0wRq`rlOWhdSC-AJs($MO)tU za+BTRm5?LS<^^S}mIY)j40)n8`oY2#F)|XS)kT2bz9l#9qDtqbU0>>+xwDhXAVJS^rHx8T zNU5+AR45-XMnFEO~$wZ1ofe&xV;>r-rdOF*fAz!dv_w55NOwl1C$pI}Fo zm&|e~ruRo!nj-@#wI)l$%##e1b178`!!XISmPHwNuZPXYrdHJ#?X&8@&aOQ00fls9 zYrOYnoDi>Y8-~d;P%ssf+XC8y7sF&g3pe1;0@9}%UL)+5AEt9Ocz{t<@X zLFriC1?X7i99am1)WS|n(e*&ZgduFZ4qHEaeEv>-;3SMwEFZOfrH>{q$^r=e{Ro-J z2dz(*#{glWIoZV7(0t`A8`{H%iw?_oof|39U*SExN#Y%sLi6?5hLpKlu^x2exUDFY zp)`;E$S)T|o>6NUrdk=FeDJHu#|Ol{%CQ*x!~{E1X*KB_g7=|tsB|&jKv|38wbYPg zr$C%E2#kNzv7#hdu9$3UgqKrNVYxKO6zFV-2}-)!%4@q)PWRGuoYrq-b`ZrZ-511V zaXa9=WLa;+l`-OyP0eR&n&i$%mwuE&AtM$;n9QmLlemkN3v5G>!b<2?nRmu*r97fB zv=C+&F3vef2ypoV3)^$9mZuBf zZ=(*W=VP_kWhO$?a$L}s%LE{BPcyCjL2d&^?k>V%&~L`KN!i<8+bqb7PWI0>qk5Ab z_#`PR=N+SzpEddsBz70Zxub=IWuYfznyI~TVNU9^RH*JnW!bSiz$qO&WFz+Zz0S$Z z^nb7WMTvj(XzE^brlJ`Ygvlr7%b`$<_b5{j8qva%uE(q|EiNWPmr5z6yki|?{h^Cl zNzp6+b>`AV=FURg{D)E+Gqdp8OSZXPz1aLu2Vw5nhTW#@Q0zQgRW5>SKAN;S>2fub z+p+k;(Ke|yH-(S4h`*Hy3u^&$v3^{|>tC(XTJ$IA%V84WhHr7ljz@m8jGBxpeKMMWrkzG5>q1846w{lvzwHqX!nulMR+b}2zH zn{I&M$d{yd#+wyWO1!0};P_Nox#%wUjJ^XAB^l-@CFqrOhZvH$n6B(nmJ-if?4|~j zd1-H8#vH}ejX2JRObE5|C0rR6Pl}n7@O9R_l?ewyhvfJyz|2I+f};jkp|MPP5e#BK zeXJ;+CJv4CYx_-M6OgF%Q$by;#&iExMl-FE@+T+}wzC2pkxfjyzry%BCwOibt)%Fm zGLrVc(0`Ae5>M)}rq;YMcA?Q~B<-zwO=qvd9Lo1lk9HX%_Vcjx|7%%3E|JR6t{oJ? zx-uzL8qIs7jx)dIIqSRr`jE=t!&!btUl&9B#%ki@ljATTQpa1!x5y3eEz9TZop+0% zhQiUjQ-Ko|5zFh;_$abv$w|Tw)p9PBlbU+e{F*4l$$2$7x&THA<6HEF_US{;McOA_ zG`clD$|H z66PrGli%dft>lXa#?T~M(V%Xcf=VD9@kYD zNC2pN0yD9lBirF53@9v!tqJ~TYbpt1p3wz)ar;Zzn#h=C%OwXYYQ)cG*+DPpQN&vq zF>WXQ&^7cN3@e8gkZQOQEFf?8yVG6`e+`ri=O}{B55Sb{G@3<{HaQcV7_q6p;~mm)Zu_1s7plL_)2-lMla9w%cv6APjDQ`n^f98kB>MJn(uirK6(w> zd^zwX6&?S-E$x;*Dgb1kW}w#ifvUv^lP=X}DGJ1uaaLRa%r7lcejH(1eSrm+>blv= zJ*7g4zo2B8b1i6Ysx5B))a|6}?W{9CTP(*YtqBT5(VWaaOMe%G#{!%buOZXo3^i03 zNh`eS!euxO4l%nWjIL$G3m=n0ap}6y5>g!=Y_~Gb?|$#OZ@f0wHIWv#P}17`{m2I2 zN3rfIKTStc(_hw5d2kvWTA1Si6WPEZ)SBw3R&=*kHA_KMl1>k7a0xB_%i57RF#l5# zEUzmw>jSlC&9~GrS($JO7a-Ev4OZo@CW;H@r`HL9RpN@TqjAW|LS$4l8|Dn;(jd=u zrtD+4Wv$O^-X%dy_T8zNAd~H5a~mh)1lCzt7!qO}krweCZTdqGA?s+qd>3q|4a>*) z(r;!Qb+qcc4q?FqS{7E&sLYBja)yrI`2~)ILEn^#`MBzq}!N%_H?#_*>m_8mK8-JFhcR9>qS_!A!aE_O;7hu|V z(z{Ea0u8gje|iT?bl~IqB;3LyMEny@y13Z^D2VfCn=S`t_mme^cl)_a35bg;vly7Q z>8w!MFQG|=u3CwcE?z8qbe6I(ALqtVgV1&+C4muQF-W4WZq`*SNq^Rf`+}<`qN~kO z7<5^0P%H0)hU);S#dN`=ep?t!>8Js?87lyKzYrhjoDk6LT+pXR6isjg@Y1}Mbv)=& zU;8@$!Q=V^(a!YMwxq!L4mmz(y>AE^QgB3fwGGg-xe;0h{rBkjjONU|{l&DlxI^Rj z&%xg6h(=H}KL!)vpd3(woC&M?ATtfPMvWvMahUo@lcNhdUR9)0BC-b)h8Iy7-3vm< z_)zCM$k-64?=wJe53+M4iY5Vt0hG9aklJya66C30cdi@leQfU7ez^|Npvh;!S7gHr ziwAG>i8Egh#!XK_mzP#3aArd(8%{@Yb#7gZi~sZwJ8&eg_!=#)%SfRK!XAc&AZ||3 zL>ZKY$xGT(5qBK`E&A-)6^MZ$HO{Y?lrhJUsqodVW=YMN1WKtIhTE{D!IgDaF($BNIzB5(a*Ck6aD#J98%)`m}x?C?H10Vn`S> zQ#X_UIL#F=aCy3|_@QS`*O$+8qhcFD70bH#h_a}Cca6~eOaO1=) zczraRQotRcfZkBCq9q_s%&zhozxIXsT?@)&JHvCOHmd#=`$v|r8du?@tmCsWdsi#| zNeunI+HC8#zmTTB1MscA&OY7Nt2)49SYiJ7sQ6N1CU=Lb$KWkzjf zemE`kpd70VK^6uRfWi2p5t>o{`?z-lQlkzfv-y;Mx>6Dy3u8-b&G|M}zyLmdw>H|- zzDA4t_Iq5)_GVBJt5|x6oT)JZ&b32W#Q6J;6e`%ps7z|ng;d%PB2VPHvCP3n8VF^Q zzRsawY>rT==TZiH1y+c13n4zIk@r?tSD$>Ila<92H1mQ=rLy~WKc6wTVpqZ_hB^MJ zeE$4-_e+;TpLvGG#L#~K9rFo4(0zS_l3@oe94m2T0;ODH)WF3B89aRlCtc#~Z3Kez zmxJxDN(i&y>ZLvTX+V6zy+`9%=)BB~bZ`l&P+B|2hWZ$?uDCNE{EhkfW3g88miPo; z=W2-O_G$DH%HL7&R#u8PC%sv4QNqHj11p!xC4c6T?7s)?M~lUcbP6oa5J^px za(&tfrF#5Y=fJ!D6qDYWi6wl(-o|exq9z+NCa2FkX-n#)EIL5LkR`u<)-x(Db){iV zZ!tM1g66n1o|gFzO1wKwbUda8p{WSM{#eOr!0m`6SIvR>CrYvb7+uN*A-_J|mF0Ox zXLdy|R3{Wox)kJ8kKPs5%TFVIi3tFvY+!J;VRF8o=3V1T0?lnBF=j5bziha?$jTqx zT4Bh{NJU|CTWPZOWgeuxnR*8A9D{kForzf)xDc3iAW2*eA;X9x4o*+%s0Fh{jQ9~Z zd5#nLhH{ZbM>RC-d;orS4pzgssC?@?vJjb|w)JzsdtLnHqA{K?F*d&0Jr+sf&;{Tj zoMLN%sZ~c#1ULZvAB3+E2tlKt{mYmTLdQ_d!OC`QKL5*|X7{njRQ=EpaZ*#* zVhT~eHZe!|VR@j}D=2YclkCPa_o-q6%WoX_MNd{GN}%hUL+w&n2gDtEt8S`GecXc` zAg=aKTMFD~zXdyLv^9o(y;E<;sq2ddqkVA8Xym%N$BMK`H9Q%o<5nK;e4983s_q{rmz>|xTkx}3+SU2iJUJ}CLRJG+F!VlM$!7|{@q0CU4l zQ=r!!vDl5m30COF0!<`Th?g~i#R^h&7rv;k|BN~K`fmU1>|i^>4x*a?V+({0fWrWl z5+yf7LD4KwwHyHsgFD2(2Brp04njSmH}6fq_$jOK4jd4GtR)4mY#=#QE}ROS5(=0Q z&JC>Bey3#B&j zRN#r}DBDXtXU1@0np_%*Xe)owTuMa02ziid!SKW2fzsWsscF(g7;VgZH*?*hYd-&NYHu+)DH$LY96z=@iQpdXeY+uQ~WLMS)_1C42K&N}W zwMw^c_gG-;&y+4k-grQ3rQ2 z>-T-5U$4*2Ct7r$ivD+Xp>ltQzwy(AW~-MfXo|NoAE@Q(mywEw)l_g_3}{gyAC{tj z*Nc{z=n}i>q1VH^LQja{SiY}cCOj~2X=WCA#gx^$TqREhLi{3@6v5~nxZ**djL-YZ zq{xK8en%<-pg4P~)_`o4-xNxj8Iub!Kp6?Jv?@^$K_KGns2cH#4Pff&Vkxx&LJGIT zF~g|s)~$-Y=q1ksrp~OS{o=FLO$d3U?4PK-4a)$;A0eG%zzn*eVNsXIAJX+F>b%m^ zO{so1{tcR|erQLWR~5q%v{DGpl|X?rrqru$T(9>piD9;qVN(Xy(l5n|HwaSQPgNvAUt4 zc$k^tXSfl1v-5+^f$H3rw#n$h==G;9G_BR#;a@&X8i!T}AB1@hcI}R?FML03CMz#} zs!T1ZkB%3g)=B3T6euuD?iZ35k^@o7FQZ4fm7eBtAaU@;WRGJy?&pwaJx?7JB4^l8 z_EhMK2MZBgVn?kJ;xK^!RURh55TT?c35QZ)XZnMOe@ z&rMc5B8aRIf*=tG*rH(oNqpZrJ*gb5`3{sWoAjQj@8|`N0P+;F;DGY>R50LLABbpx zz^H+C0RKUvq7a|Z`A4Y`s8Hp%M>-P0RpwA$-$gj1${-Uz*oB(0&NOkpIuH7^O%P- z2moi!@+cC30wU(LAtOrtAs9h;>nA8hc2D6JRzFnS{}lYqOuyf}=znVg23~H5T#MqK zX|40ghJ!A40Hx10DV!8>Zim7mu#hmvRFc->lf_Y#lMsKMGx9tjvZm<3wUzAOj<20? z&+}ZEI85^#=kesc)UWkm^xeG7x0jXkC9!Ln7mf3LA)X7R#uyKjd~07{<^Ptk-Hk%e zy2l&2nRb7_Gk3V^xe^e!cyD@kt)|6`d$J6d<_2$mW*L77 zTB{_Ki4rO0D)s~_Rmr})T-XLk>134;!X7^o13jRD4+(k$|E8A8T$G`v>qcr2&nwfp zskGhpZU6huzcpeIwQf%5KUv@zY=|S{b_0(3-t4GD=8<%l5cMu&$ZI?!bNJ4kavlAG zxaBbCqwgYUfa{uJa~IYiRR-@>bWP-S?u5CU{M55tnh$!Lts@dPc*|VDvnAavY9vru zEr>626%C+pXsN#{Q4Rz89N`_D>+t5laMa(yDx)wjG*>PC3(Qzf<8&e5DlHzG7)+T8=I}y)@{t%YM+#AIq_QcYjl3@814i*SZr4iWyKWjSg&< zY$(=@o&kAMsT!-mR6)E`2+ibx7B?P#xU;QY(Khz1C)x1Kz=?PJyC$0tch7Wv;NJ?; zElxi!I2n0GC=VFAu%I|6{6h0FUNPM?mZ}x$waBqb49&}?rCZU}d@RP5(n_Xw zp;dU%{@u7Q{1Km~a`q%0YUH>;p2v-67txD|Y?N}^JyK1t2-z)Lvx;I`m#>G-6E}hk z0~!n&=vs=z`{ax7HjWVCR2*4@uHKS(kpprCy0m^c{s6Bk0QL$|_0dYp~ z93)VhXxBajMIq%NWm zk=i3n6%9r&;BafxZGBLrxw<57DX#qNUJVpP>x~&m_-?dO%ppoeL`68HmokiOzvo8* z$J4_v98*s#0z$HQIPh17w0NMQniAerweC3C%8HK}azjdn%4Zx!$SZV9WY~p+G)&Ng zRz!<|*=Av`kh)HqEc@vGS#x%e+OiYoxyLaHq1b%#)A>FV-ouf@ow%^~bF@F2@qXy; zYinCVo?jn!=4*Uo%yCJ|2G^NJ+RE}VZ!g5{RmLWG?#CJTq)gyjVd@h*H*y*ZqI)%r zj`(nf(D^GLJBMG!ro`&o>=bFZT=y=?S=qD6>bk2B6Y|$b;aq^X?~D z5(o`iK&nAJeHLgo$TugHG}?c(2!y!t0i*TL*Sst&s4ltx(Bu3pl*>U-(b61$4dDaO zh0x6S-^GcrZ*S*G4z`Zj+%3?5klm2d5UO>I*l)Rl644 z({lRwaC{zmWyyAXpc+GKk2h>&vxrk|t;tz50##8s*fXT!GK^!FFd-B+tQL>w8R|+i8dBi7hm%fn@nx~_B^^}FS1LiGOCT%lKCjV3OlqD zG5zoPxS^<^J&o2=0WPL}foiGR?Hwyt_485nKkE*Pt9VtiM|CGQ$Ywtwa55Sigsj<6 zDDJX!2W~;Pt4ge_MGp$_5-Ka{-SG~`^l3vmG6$Dtx6AUH^|gGh5=$bnP{2ZH zT)C>LI5~;CPIFW&BszS4HFgJ8@k5CgM{2|UreZcS4=h+l*RW4kCA}em@v{0^$$#|phV7i)wGr{^? zW`>O5oV&qa-MS?fyvr8P_g*$*xL&cgcyGVMkdhFzQwvzue9DlNcMw=ECGR>S; zUH!3&vx=2AWcJ{~Bh%i#+nf^Bk2v$$+_+BQt_l8yS6!}ZkcXQg=sWe^7gl1SarPyC z>dgA^^e{N$pWk>gYq|Zz4z}X zMA5<-Pgd{78{oT33m%!%<@PpSZ_oBszFaQ~d|OMDsrfNU+Tv^hrwGBe_kKP$*+k< z7PWc0*!*?9&PwlfQmV0?9>w81Gb=08+IF`yWt1CvDNPKZ8Bi=3^JJd&f zqs66AWLNEtbhcY>!S|fmLwWU;TV02LsnavM_D&EACX`ldz9UDeksH zL}|Fn0c}ZxOPE|w#!{jcbKR0TFsuZ42n32xonQfhGgXls$M~$kg%c}G#u70_SjxWd zEm;4Q_N*rqDEE8caEeQ1 z))v%i=Ge&<5nBZ=D%Ig>@)Uf7R&UjPSuTQeT}XwsqTqLLW4FdijLT%AUXK|3%5h`J zL3Ar2yyI|Ye|OcGIxv8`Xvi?}I7D^Ev}W6vGE=YK-0f$rTsl8@Q{nsM)!5bM$WLLO znPslLUl!5E zcDq>{-}vXZj@_A-hNv4}?;r5`Zsv2&NXooN9W73r=B8DVtYjF?S$ywxNC$~ z0W#KsSQuiAY>>kELbilz@6LE(L)OEs#|J0Rhu$*KV)C{cCnskNVcE#fV5fN3ASm+; zUe$T7w~g-ZZKbY`01Ygokh&5VuD!i|8j!^S&<#Zwc~PMx5d!P{ZR6~#)}$ZOVC094n!t-Km9gfQrY z@p1zTArRec6kr2lv1YaHE(V@LL=~6nByOD|%VIkv6krIU_e|wi;*a7N>{`WPlj@jR zR*1v?mAVBtLvc8|sVzmbY zoX4^oIMzFM`HZ(|zXhTPZN*Y_n7PTnUhw`!_z|~IVZ4@VZIl_WcY*dty7beSso#y3 z3~annB3L!m6L5`&c*6ry$#%z*lZ5D?I4Qa3^mlRvk0fSJGhu!x7CJI}T=px|cBg;T zvKFMD#(jGx)x|x@FCGsEn6rhfgvCeW_9E$LvPO-in8q(eJg`Q`;6Fn!-(c>@I?)(gU2G$ps zXC*{bf@iBNR-6pJfv65UX4SrTm)Q9OeD%jxleOAMDyTxHnpZOv(|bah1Ww_;!r>)3 zWGn9e2;5({7ax#<57Lur=|zEyVI&71zLIxr^Du7fKAv^wqFD9iO6 z5U9Tx3uwcFva4$3P!cS39)e?d+|FkkI0;@%WHs}%uXXJe&~}oArk1swxEtw4lrpRq z+qA@Pef|E;*^LgFW%01g%Oxw!x94`2<`xw^_a#etrRFL(=eoWsNB(eWKyg&iV9Yo! zc7-qYQ_JkIM~=~U<)yL5Pa`D;^(~oGl9_mQihNQ{ndRl*q@zVx@k}Yn&h#+6n3%%e=i>8s6|>z zi!0fliT;7!-sh46uKWN#Q`fa;mQpD~D>B4MN zO>p6F#Z$c<*@>wv7zx{6XRC1Ev?=-M_XQ)ndM1qTavOTkoFS>~Eft-2^S*$PnjS@f9BZPQ#6^ zj(_Gzn2Uk3tODog^50d-f>9%ey(v1bxXOKkK~`LlC1cC$+v{*jo;$r_le4pz#ZgMQ zJZ#e&ZC zSI2STaNbtZalo(a0V)9?ihT0y*%dzawg>HAJor-dP@g!MFL9&PQkwXr4l4(2RAmy~D{rXw zRjtgV`hgSf96ft6B|<(D!83)KtrIk`np zFYZ)l5`G|l$79P}s8h$jSCP69>+$WYSlB+!t4J~7rS?X#=iW)t_jicFuIL+jN;mX; z*)qAalQS}TeG`+g%$7aeMP?x?I%<=b^*csB1V>=*TojO0ZHjO9jK32UEz>t!MA_uL zX=`p*SY@UtN>H&>EFc6T?2OM9yc84W>I*kqfLBp6vjo?%+g{w{wac!|sXn7Dz+}?L zfIBDn6tZDhL(QhWZ+=v(-}`%Y-sL}VvWDH6^x_VTx&ZQX4;boyMB5)QD+|2C@?&!H zR-MtT)Ng_XgWw7eoeP1hvyl;ZBMESHL}y{?D^&i+A1T`jN!K{g3xJoO?6zfUyK_8t zleJ}IGs?Kn$JZ;46WJ@x#4UNQ?5f^wS5dQ+1hODrUxda9d&W*FRWabr%;Xz3ZlaW% z#D!sb%6)U8K$jjoA&EN`iyr!c=Vqx~q*vwRN`_8Q#6ezYIWNkqq(D2nW0yZ@;g6_; z)Y}vKFD~wX{2V<0cb~s|Z#nJim)))AxRLs4l0rMCV%PKgB$>$B5&eEC<^+Lr$MTc7 z%S29VhNLe#kG%eF6xDRoq<#9|jBUnR*N%X}cL7p~s;Qb0KbE}f+*#fq34U?g7tN+W zCLLE&w7=f9`?&m1@u@nmDlR};heABtO4LTjI&?RU`9MQQjRor7)8jCX`NuKn+goMv z)v%xQ{VZ#HOGMtFdHc#@o<^VzM*~t6+Az)1s1YP z@;2{nM=qW49Qhrnlcuh~T7?c|?jfR|+~ zBk>JjlX+nk5-Wa79Qsw!afPUV`{WCEQF7_pljBbIdN(8U9rSWWXLgDE(k>ef3}3 z88z|~MFf}mll5M+E)-a)FMEd) zWfo%zsGIY5Tc&#g4!`Q8rJWq=#&Vst((`n!Qd7L*Okh#O3w@ayA*9+r-%XH-Hg<~q zA)%XTrbpD;i+`>4o3W$&&1~NiUVNI!P?EJ*^2~1=72(n4U3+i8Nj(}Vu$V`y6y}Q_ zw`I}6J+L+RBV?@=O#T~E{8|Hv&U!Z=SFKhh*j6U!9saXk^vS*~l+F6@paz1yP!%lR z8@6La0Du}FGrNxk$4o6IZvK^1wBPUavb=9FA%UFQT$y%fj$!=cDz}tIPceZ<5KRF` zGzJ9OL8uN_*zn*@Hl?)Y(FHY8AXvl~k`P%$nF*O!oA;XWy?V)%$@3cjH;SCWeS9&o zwXfl))VR;u6V!W8hJ=BRa{%JVxI(aYs18&as69}rBNBuxC6J;#y}=u$Hz>FlZjTm2 zOOj6^KZ1}YV6$!c2(_;`k`Ewy`_G~N57R|BK2bX7h(AyDFdwclT__;%}IXx~;`@`=`D=BayamERxqMa>S_tbfxP4+#8( zF^T#nx%2$H9+wpd$EJzv0SCpNyH3IW0nM)xe5HL9*j3pcW%~IExgFyoSNWKFnHn_@ z+E;#_*gbgcIfP=R4imn#?rO{pwg>OYzI@hGbL@x9yj#ERb$q3oba%D>#D79)kfC>#OdVk6XnT=RF06UW9*|8b=6@VSY+gp{C3wu!s z?km0A!oLQzAUgyI3B7)e7m%P4bKaeK$PTzyZwhVc1Z;F9aEO!nPxKl&b;628_u~wI z@a`_ZOM8jto#Tlj3`I<#S0;f8`9!>DZ|K1WXM^Y*Fwqo9{mXf8D<-l{VX~`|H3noy+`sU=8aqPTJ<(OW~I~3Y9UXUaj6#Ls?>t6HTXlftU=aWSygY#Fc zcR;AJMg+AbY%HtNoHw6E(s7Pm@7o@~%Muq(yDDB@f?)l8Prc%E&BKkvlGqbd@!kW& z>K%KZDwlJ+zN1x7iGJy}^nWvBYL=l|SjCcqLWeT1HEUPU8IRQ${0~2A8$?Sun=&V; z#S2a*ImP~q?b^x>4_zjo-%zOE_28398|_XYqgXz64<3GuHQpI)(Oe5^GB81vv1-35 z zLFC2-9Dq?(q0ki+`)%Ttme4I7lgPdkQ%1~aHGgKq@V?-Kv~8{T?TP=K6!*qbELE^v z&QD-j?V4RdSIAF(Brj3j4;okEu%$offZRH`<8F5Pl*?~k$`&B37k~#npIC5RH#c}| zNzXmW#;riv9h?{-(SJhbF0eR+L>+++36#Ok*H|F+gTSYOu@ftRBt>Fxh7VwKD-=jNs+v??)>Gz#_VO``8P)no*0f`bC6w zy|e7BH}tZd&*DwPi&D*%sK~v(>b1WAe7kLh=CqnK5rQf1a3#SfKA4VqHmkQ2{@EHHRax-?fWo~$OL1K?p-!6p%b0P@q@f4}VF zznC_4`TiqYzZ#!B^jS3TodD7OSK1y!@a}RKMYrd5&u{+z5a{%E`T@BhBZZ*Ws6o6a;lgL;|As{X|3O%jjXMHG=BYH75F#&Calb;u_UH0= z?c{BkZo$fuu~{Z;TP92u6N}_RcC%8|GYA7iBjz~eRU-SFgH8@C*X6ZCq5YUm=76FSC4O!g#9Fq?Y!1o*py014{c(z}>(xI-p z?@0>ck+SZ_f*RB!=m~=V{WtRevPR$r>!pcRfqc!s*_AbZKE%norfEy3kRBr>cw!Xc zIZPwvX@CHpvg1$v^OUwAU=Q-m-l_<`=X<%l#BP*ZIG_0Jl$a-u<~Q zY5gmq#Pj#vM;N*=T<7yN3hVJaVD6B-tJv0I9JKA-8jZiU_a5Y_aDgg+V2aYt z4#g_|P3!g*`uBBX*Id2FGqTnqE8oNjiSd*CLzF7QUBe)@8m{7x*V@@H8LF}n%MPHd zRlE9(`~eXxxU*=IUK-QC5|3>b{)`^cNWNhnTTs(ClJK25?jFkC_wWxKp8Td#kNO%ekR_|M#3L%xO%(8BbP7!Q1V~T+np#qKIs|up%=_YV7SQO}2or z_beCocj!hDU0DwPR=*h}E; zFIIyz5C#zef(pxfc}YzXp03ZBnjxx3t%GsRyo$y0J_r9j-5U-m4v2S^P*y>_2agnj z0|8OtE<9_6TpL6}wi+w8$u@V6CUyV>!_`RwKO?0ZQb9EB@Yk`Tj<){Z{{Qy@>`kg# zgsQBdgA)0%&;2ME!JAv_G-PDL0rfwGF+wu$FvHpwH!yah z^qH|EuXCS2KV@JQLMDhLWb@Qee}uFVDusl=M9O}UpVNVNBF`sC7|9BYle`%*Z}w)M zx2`!g1m^87Ga3%pJVD4K)rJW2cpXC~U~^D0l_^7id=KAn&Ut$s0l!9hRc3*AR_-#;rHHsbDU~%`Cj!jl0=G&hS+!@|G zjA+cN87=W|A9&R5{o)NZ%}pXUkAEc_zK<$ne)2hWiy8{6b&dtPdb3Y^|4jF9-wqLX z#n9nk9(1SW;l2ORZj3}&uS1s6jCx~PdZ&@CgGHV8zh3G znv!2`x!8ML*S|cJJpV3K=FKrP`+C)5O{uxrBcFSpFA6fMN}@E#yg2QQbp8z)9N*gu z&{qzuEjM_GHDM;jEccM)3WtZ2bz&Ugq887IwdK%`9^sO;;NYi9l+b&oO&s+?04+*O zH<{=Cv)F9?DZVAcYouG!j58dTL9=g< z?@#TyUAJFtTOyS?c1`e_E0z^HU?&yWnHzGZ+@^S{Rln0!p8sCF^1xzC+BU+6L2Bbg zWl$7D(DzE`z0n)#5p1G#G4p4v13T{q%%;CsBqI5$vlMh!Xuoy!j(BVdciw}lVM;pf z2xs9!+D`%I7pD9_4IHr!o&R-~zDmXh5=-es==Cl$=ri!>LYj!KA)ixj`VLM0&d4o?>HGRzNyG2Io^$c|?V;xOl3YAe51`MnF3i&Eq`csEl ztG4#;p3gL|>c}x;yU$|vgs7^&b)<#$>oN}l2#KS0%%$_#0{nHwoP-4=`qb&@o_aUj zaDko53Az3?6z1w^z?u^@fFolDj!nWo=nDjHmz*J7QL1R9^9^eXG4{1DU953$rRfT! z`Wxm~0-mH*VI|I;r_%|uyO8k{kvx$U3|`-c1zNH?((+QHgiCz@m&Re^gN~u|^TMJU zV`gkeBs13cHU3ecyyqNgIu~Fr7WPS8EOv<+tO9CFM{_QPlmuSwm2g2$3!RQeE6*-g zy%OVsYV5ug@JwBoq-S>U3tfZ%1>rxaGuIS-ge2d=b*W28reo<~P0Rg|){WQh))>h# z)*G0ed!(%Q4fv@}Oq9JG(Z-mWNC-?T4=Wg!~(j)lNhz6We;w zA@~4B6U$k z5!d_^b_z$MyxxAH@wa{G&>s(~y02L76SnWzxaXNf17-a`ls_6U&Q}(3F(f(5b(IlE zikF%Q8w&o{x8>KayUc~UyWc$+&)AmU#=h3n#+X$9lkI)qbbI5q&7KAQHToRP$5ON) z%|-z+@iE4Nur)(sTW5!|uqwuOA{5spViGA;*kSU3=Sa&RKcUk9WnV{r#kNcvY_StM znwbgFY|j#eC0LzY0EV&Cdz~hjjuRUT@XQWqs1YvM5u<5f5<(aH1_?P(V1Gy zRf*oSNV^3q$8eSTdlU^Ye4E+KhNz{*;sRTXV?N>HJv-60NN3%izhDZ?kc z;yT}WJ_%wpu?07te=uRa@M@&=Ka#lE1WMwF^W}))cWl~l860Y{DFcCGMP3nQzr zp_>B;WN8+`)ztn+LhqjIhGpfB$)m=jlROUW#DccMJ~GUv)QsUp;;#+0%_85n(H@P3aU0v;mv!_hbG?Bji_^w2@CbQj#Xb}seE6&fWAq?t_ zbvk@wK4H0LF~nF_;k=7F#8ej$)RKRxur^T{#A5b3|C~caMbxUcp$?`5GHp+;@bVLc z&ubyT&=J}3W_xO2eZHp*U0{AQFBy;!0kO1RBl|LFw;)^y(l?=B{+?CPdKZtPf6D5s zDq$yxSPRJfyO4!1VM;!V6dF5|GC^oQTxrDf8t|%wL;B}}sJ4igcvbZu^wFO!E-sUjC*&ZJd6)Xj=AD82+UL<|sH2ceJvi#mqiL4enF8?DEk z9ed4p`0aiD+>*f4SKKFF1FWG)vE3uz98TutQy+VHHcgc}L+T@$p^gifg@jtmAi9pl zuS*(F&q?`Nwf4rKwQKd>d(*s5!DCvEm;r5tl&Ha*GkMZyt}E!=OfT8raa7!nDXH4C z!x51#Boe{7lsE991MJENbR$2Ep8ZrSc@j@GT%}njKL}mY52IDuFRQFlTanPh4h~u- zE(dzCbb3-KP4q{J7dkI6O^~^NKSa_68X89Y)n) zKiH;t^1xk9S6xbdOfE9N2EW$+@26>unow;R;lcxwTy=4E3M>3j)BdH5Ao`mP`H~F85z8o30JL$t!aDy~8<7G@je_XTOy?7E0GU@F_m-V{ zbbCD6^V9F6G_k6CXRk+5jLkg{-E~tA+~KaWURE;MZyG)1e(^{-HCT_zBayDff6g~# zHCWF3=5*BaSAv*JrCf$5H5`ito}VM9Vg1ruP%+AN`-r^N=XY(u=i4ehAx~)~j@u6A z2Q5BE&@7$ghwF!LPlf)eK4tAUf5{(Mn4<~_u~?2bg;v1kh3WoyTLWF+>cIyr+Unpa zg(-X@Z|Xi-c^IAL^;yKMYVcUN@w?r%ES0XF77y_iE}YD;AneXNk+XaiKjxp79-F*T zfd|uk?)4){QneBrUdpS^p zFZ{rf!@?D<9fm1DMfZkL9^*$P7;q)WsD>Hx*mqCo?NGQK4yZV~_*F|sX+G|Yg`C7+j~Pm*L>Y+G z7-};!TigUDb{t8^rdVvZr^C_Vft6REh~g9iWf6ZtD1x#^>gjs&bW1K2BLEDC%MgAB zI185nY_L^0MMaKXoO@55$o260we|h4weB zuWm#_KPMe49kvQLNK$dlCoSvEio$Xu$B9fXSKjE{qfdd^d^WLq;}33ad^CHLQXcAc zT94npR5Yi3w6&q#=I}c{X9#a~lveIPn3R={VkG8y6FMlSydRMFTs=XOiLOivFRT*s zKEvuDQM{B&<3u=T(3+AT0+%(Wdu4iYIMwKPI`7B1l4Z6}m|5SZ8fu*7drT2ae$9LC4-K)2xN65vlZ+m{eY}J3sddq5ymstEP zv9=h7L<>h>V$hML5-MhM@bPD!KR@mGki*zry}~}J)Ug}9PRcw>zgt6uC>~K(kc5k# z=#?e*3PF()_j1m<+B%aGpH)>I%#^>0kF{`Z(- z7epOE)`wR#qz3u+Cp;c9c?MDL*%kY{^+EezgVtNzWo%$CnLv_Aq;B-5tH5zhF4h*N zRbMeV8$m5ZQ#M=-$o8=pgD&M@<5G*3tuZ8dehz(+IZvAzJi#d8u_xk?g*gn$*=0m9_sN+xY#X`E#v<$FrwGjYLoKeBq0$JI-|Lw?0Y(w zB$146I9x{!c9ybQ+D4iPFe*s>}g$WQvMN2p923^HMcfbY@+h4)t?`rhs-9S1dsJ)jZTqDqNbK z1NyryKK(XbsZBMTKN?A9nv6`^m@HBRa31#C!=}<to-0~QA%v$${pd$!Y4I%*$E8NJglFi+` zXLe$6cs$^mfrwWfo1_LrA$ndOaq((fS_XmaIW__J1HwnBl$3&Afbb;nwGJf9BR~ns zHt=yZ*2*yQ`QB`D$hLPwKuVtjyG)f}(u<2&ZA5D8GM}da=R1x6l8&L84n~ZDHIp=r zk)MhfjelHIL`;`4RvMA1Pj7X8t!Q+g(uEyG)@y{D=ipIk*2#VDIrsKtjPp)v$(4_Wb_KDn~j}sHn99@^=Dsq*rl_T!v)N+o+^e(dI_P zXLg1IR~NP_d2P*(tBMMv)Mf0a45T(mv#hK0@sm5PYj63;L{(8WkS`n^e;f;1ZVip; zoL25zc^!B2hj274u=#j>tc+}_AxYw^z7OvM8#Yc-G_K<-J8v4+2tTxKC-UY8Eje-I zwjgfP{4j7uK7PD&hU=QW@a>3Qk8HX9?xf{bTJ!ltCIcSMGFnDl*a+?x&UU1Lnq0N; zoFQ8bN;4BJ@siwRnCm4ur-h;6pi%ha*x7^74bD71+#K)ViPyamvl7qGJ)_o5OXl z!dA7|I6%HHj`|o#PeTv}$N`Z;JD^{_1=La-;aiZf=d6fbndoc#Rzv5Mf@as`I7Y?Z zaiFenvS9VpyHulMV0W5~9W|?N8qPc}g*4a4K$uEahnS>v7{gxpsv8Fz+CcI}2_O3? zVtc_7B(5mUEm{_bvFy!vVu~3@zjrHVnSG6;^fh^L>Gi=gN|SeXRy~6ISBz(;TMwtb zelNr?+b6A@;10SyFByV=&{Gg8B>TCi=mJ~*2p^tb7ksgq~anMZOxg6@t^t=WYfZu|f#S>N7!jc4&x=)UjB z$jHv`(S33Hnn5>mQcRfL6DABL3pq983DN{2sEShY+iH+&U{X*ikMriz{X*g`-2zlj zw;rgYf#AiH`lIo#yX3F=+sh|zZ`u3@lmN6P8XxDWd?Kep}UU_bodmVXi0g zI1T1b|E35!_;xL^Ni?O1`&nt5HYj;=4G|_1lOV0?f8yZsfBa0U0Cu<}1gMSNeO_3d zlPasqBIw{+dKN>ZP@h=vVRJd6w!tu5MmC(zSLqSjfKKAMhnL8Pf|&bn^RueD2)n&(qalrgy7YN|?&+tKSvDaGCU9@Mec6s0rBnKG@W3)jQ^^#bztS}E6qvohTvu1u z0QT8;P=%0N>n?RXA@4r>nlgsQNC%S@^{fbdiMz`a^~qvZUQ9H$ItBnjzP37pnQ+ZQ zxI%6|3;EFlKA;drNW(XUT&Ea9cb0~XEMv3jn^I8Bud9SF+3I9=(92@At5d4}(I!5I zzD5RU?ojv&h9E=c?P7Z%5p`xE@mY~bDNg-jqj|p=3MD083!q! zgfVf1>+j6uPYq6o%ueY2AmXmw3s||7-(UM^TbQSST$?{Bnv|TMOjf%ZJ4{N$qiXS> zJ$Bk#Z2Hd^Cg0Df1S%a8eB$lAyQin$zZwdr&Qf}XBc`P6RS;2&CQoeR$wt`c4o57xwlZ!BrngmH?J(xxd);4BuSpa_2WV9 zb~qF|*!|%gx$ol|L*SmYG}WjsUo>oUEtR?_bSsKf2Dt&HMuyf{RL>%R+1}+$_Q^%A z>Ox?);NPG#6N+PW1+M|mV9m(r)@IiGV4~^>w`kZpw1+!raKW(*biy=&@@PQRKsJ+3 z`bXP7{W~HAk!+y+AwasLsspkIXo9)~b7U(k2k)m@?c zJ54)tvlGru38yq)e(NTsaa99-1!c%DJP)AwD&#|+rrOs5TMTNer6P3EKG8l&!<=k_ zfHYvZzXYo^EeeIi+IWq|B*Np)Z`nnDqj)0L|0CZ7dYmt1cqo^&sx-YmM`%WEQ}yJE<;t zb%WT0yNL)+6}b2pLG2SF4Z`UX+1b~^K4#VdBI$h)(l>nKA+n$tsy}YvOGzV8n#Y#8 zAOL(`5DD;lT} zA_2_PY9SqEtbz_5ECvKaOgZHB8bC<4h;g}2QTzuy=DEwF`VJ>mnRP7;f&AD~aHE}J zO9~*gwlGy)LCr@80nRe?RT4PI7$!a1BPOr#BQv(5pr|lrI9r-~Ws&vhPl5KPMi>)A?3oMSg~x^ z*9xJybhde(_{4X^DbzaO(1s>wp@S%*zNBiThVq18k~_=f5231|s&%pq{p`84 zyrWT|Mg9tg;yeXgTGcfHsFjqN-xOA(0E{5$Y;<)hsc|WmpUM;0uE`GjHcx14+Ep7f z7kJiTM5wM2p+0FRot4euQS9S(`*SkpjjAUYP$A~vUlME~1XfD(E)ziGVLt<`CW0P# zpgcg(H#)%zO(wH+nN>qb4{Q;O`E*uw{SEBp2W+Zxd49zNc`DeVe_bR561~9>K;Q`> zy|WlBuRDC=1MWSYV$^uIRXu)M;%Di3D4k>J!Lec#Sli zYB3X*!-C7aN+*k&M(7d=XfmX%E{S2TbD=7hNX+Ys5PlNguZubt(|5gL>0`-8_Ya%C zuI20ed3J-+*P9O_S7(j4gC16}2FlGG1$}k*`u!_@`Tc!ip2|}#cm9cjs%}N|5tlY8t!91O+%Xz#~yw z?JH-w7@vH|J|jac5a((}d8}t_;qmm2V*UPZ{(1ubfF|VdHQqDq+z7|F75nu1kUy>K zqxGSjTL$AY-&D<<^?K~K*He#vX0-O7@x3+}@>F~5iDx!l$ZDp_0=H#s-;0x-rXID` z?lrm8G$b-PdfyL|`vQKxa6G z^td+Sb|Z#j!A2zPxRHdLh!HssW)KX9{cCn2hts;pGaF99s|tKs7?pq&0WGc&98Mq> z5UdL?g<)e5XO`8520gDLa@Q=f@d7aq9zrJl`!AfP_!4pN`2T0m7kX)WN`f;6eFTuA zT#2v`+)OmAN_7@0JL^$mis6XB6F`mxWt;zqI%4(1^&<=#6Yjj$W%e}!2MS&+a+A_U z0$YOfZd{fnSW&He7L$s-UmWBND@Y9m5Vl_d4}(WNgu76n-h@qK${0c1s1y{dxbW=R z;@XG=@*Dr~_c$H#scaVU&5GskX`E2y&(k*;pw#iWbX{xqxce??3GZ0fo#Pk^gL_B4 zL(Si`{I`;_(ol>ia8YMVRXZXuEXR!6h}h&+Z)msED(^qK&^Yg+HKxQPc+xIR;Z&}b z*CJQz+P{3oTPQM0)Pfp{i;=@gs)D48QwS<|QD@m`fyqf$s7*w*9)45t`0i-7cAw9( zWTYK+LKR0UI~!TQPZD~xxM$8MNlp=C%g<@+mEh^c(7MshUKK)xAQn%g-+oE*umP__ z>9w<$WtMrXmuB*=Yj=bR7gC`U5dZ=A=fx{cK`74((V%Ig^~txq=E6BY(^s|lh6(#T z1;SKZbXS6djTw@T$we2s3<47!*2Y9(m@Tew_M|=|E~XLUDi|9C>IGr+t%FnN1Y`>V z&%xf4Ba&Zcezyi3?^ISj?E4!^@V+B%5ICg3l^zm`d59`UlG5Me2of-`kcbyVklm1@ zE=3$7-4b$FoYk^-_d;4sN(MiE{Y9=V=k~$%#HC5HV`&`N`vW3H={F)ST~CCTXb;{w z9Hzb{&AT{xyr-%`%};^-vN2J^!7!^7cSu1_>#>!jcSk3tpu;^XOO0 zbWCKhn<7`x#B?ZGe$C_{U7r2zobvs_*}$Ex(Ga=hyjcD8iNWdK>D>x;k3ywPeOgB~ zA2ml}RyNjm=5*u(A2KgD_;ZK;cIF%6jU>xyQ+M@$f6aZNBxF?(i$jBc{#15f;l4^o!%dgR^9<{u{1vUy6S z!*aESM)GH^g$BFn;F!t-t7ht>Pg$YIhtB(x%T;N;6-eLq&M-UJ*D}OP4lv4LnrsR z)>euMS${l+Otb`9N@!7Z0bNd=kqo0aU~Z&ImoD_KLgE5evFjDqbbHd9p{J(@nxLDP zVJpx+g~X!p1Sj|$3vuHlk}M1teUlk#8X5N_t>?2vd%Sk4n&VYk>Itn(0>7W*e@U*-!ww zuqdI+6COfiKJg4O_c&*%#kU+%y9JAJm*g1Snr|_%wZ+qpwQ*Z}%lRD*I?^}COK;`q-5f9%)!Gbs zv|a}0!=)qiGD)N{%UB1+N^JiAdOm)9D3C3G!@0hLh?rQEv1(C+Wg$_XsX$6BvAsf7T4f7 z`=hwZgYMG{`?uP7OX`Nz*CMBPHD7ztN+cCy&c%R{m@K4bcGF9&@owKjEXervUpwfZ0t(e*cA(t(u$jRbunEy+jB@0 z^Juv4g>c01kbe2pbYqf?2F+@jUb;`^%hN&8m3vR|9U=yOTF+r&Ju`K?@}v3!qi2=ikWoX)9t#~Z^4>e3_W`cpzjeOS}%C&8kkgQ81&kla9gUI zRXuD{DTBwOolFREH;7CWE;Af2Gqf;)D1<2oyqCLl7f+`np?wd!CjoN8pT(=J7pS-w ztY2&#Z(ZXGnV(X@dGk-8=t>Q9CJZeU3hdOlI#OWHguHF(OR5Y~*6S5KhH74Rv;QQr zsGE|r_EBXdJgj5MKsq{+S?D{MgiEJYCoTTFFn)PY*m^zS^rGybkVkLkfa~s~{NUrQ zzqD4v0OaKFhyM9|lzsVYQxdnl7OkXrhM(1&ShJRuz(y~%rS*k$Nu?zB!?~mIT!k6I zJ&E3%`~c>ZFkFgEp{IjaM*dtl#rTGM=nuO6xNqOurvU!UG#w%+;W z-N? z(+zXF4B?uGb>xL1=C1%#k_qXH3~9KWm!X*8DQJ6|GuF~g;mbS$-#+DzX_52&#ik3a z;siuP)*PT@gS{({CBvl*Knk)XK-VoqA>sq;&*6Tn`*64yVg^*u$F3M!3Okly7T2+*74Wt!I6!WA5-)>9kf~=LVeF2_p%D@87{x{@0POi-o^ZW znwD>soyt=3w`tw|e}0`jm|*a>JtCi!bhYSu=Gi+N#5Z)%+}d3ddT5LzYM+f<+mdU| zY6_X(mJf31^j4n#Sr5sQw#5lJtnUPXmjkuJ1R17n*R8?w;Uepij$iLI}9p^ zzA^0bOC(Y+*7ESdGWqKYd_9M#<^wa{nOp9Ej&Hq*m+zVKQk{sWNxUdKZ@V=0rg@+5 zO<1I5xRSvwTkDvk?a%H}<@Gf=+-{BDYag>zz^vPqQefq0ESdX2JckY2_q4>(sB8+g z_VBgL+YYXN)r8lZ?($wCyqywj`Y9X;((w!vgfBr(G+7sr>~$FIYjmt~u1RR85(Cy% zLW@ol>*AMlZR}{Ye6ewR`j=J1+mpLU+v^G}?;><)PpMXgY^8fyp_4K@Tngujk0a;g<>b(rC_CZ<%Me z?sT8rqj05nxPaqA>nm%Bh@yqEBL;ATRDCxkYHqTi`>5vcdkU6u+|}z)jTT^iSL(ru z%`=fsfx{Hrsi9Sk$giMe5Plc*$5u zooo)Ml>;U_M7HAF9batRE8kx09}PZjHZ(BSA-3{$u)byaM*y0=@ofhYshyaHpvGVt zNAEL1fd#d?=B?xI3o83dmSa;MZN5|-%eOiPVuRk(*mT@gUis7*A8Z<{H`NsxwCB>2 zOTkbV6lRab*6E||WbiS;sUatM5w)W7r6(b8r>pSN|dex5xaRYS76^}*B8&5`YWSt~`HWKoe!#HMBA zueF7VmVdc-?t5})nHR_(o9bb;-hDhh5EvZy`OLQ4Vy?}Gm)oKuo@1Gkl=5w?zJb0V zP9|sHQ;-RzivkC^oXq zLz1L0A2f8AiGSmu@LMz-q}p2<@K7%T}62!az+nQhF12Fwa@NPwA`*&mhh8gJpLIYw6f?PJbOH7 ziCr<$k8GoWM347C1P4N+W1(UjbqrK^0C+Z4J7 zz;UhPC#Jnd0tOPfjeA84o!*4nH?3O$dcS`H%JK&zP1$Bc-uJjaw9hUvUF8jT9LP&o z5R)1!v?N_&kMV6W3)1kb}Bs7ep z>?NecbN?*d57PF+pu$gikh<@$PcH)a+tO!Fq(&zY82^o`XE(Hg^DBsn6G%1;zA&=r zA`(4D(=JnbLM{Fje4Co}I#w82sTVx}cz=l4-INwwtk^80-laA)WQF69v4TR4Co3k&G#>sLX_>-7Zm|% zeD(Ko0G$ATbzE}*^Q?a_jc&Sx{<6ttXS>(^gbGb>AR?B?(icyLeo!TkgB=>}&>kEs z@A#RLB#oLPIjz8G-5h=!Y}Mj@=)uSdUHLikvQrGJ^~_%wJi0y6vw7KiEn~7DC8OZr zl|!ep*3Gy0etR++&+hj6{7$~jp}wN`YIWBwMg^~U$pGn!ipI9ujz z&))LsUw5YdJerQVOW~T?H>c{TMt^Vdq}c-83@^9VH`Q^Gjr0X`=v&sq_di;5xBpO5 z4Vk+wtS>S zbAsZmyHXGZuuMP7{A*wx!G-9MmnLCN%M)Vj-R04-kEOQ=WYas=L8xJkptq$ z)B#!~@$Yjazc?(@}Hz$MTn2y+AKh-eQ)`}9A9 zs{mdl@)rhl{QVI^7BGv|`UZ55?$cSl;cGdX-j^9zKee1h;$sW0O!5_jW1!Uk{#pjc z2J#A*9ut!zkbFV9G%P+r2qA=t(p7y#SaaNjfIaGNcg(5Scad5<|Ay`~=C#tL7+cOz z@2~kCP_KrLO7Bh4=6d%Q6rs$P0(alBf9-P$X+NH*q) zKxCAbdbc+x*%coS?N0c05KH8JX&XA6@bes6Resyv5H7tvwxLF6ARm6pQ!h~KpUiTz zWcjfsN^b^>Z0`t`ZUd~r&5SlNkdak>>jlk+4ioUTek@fUH)(pdI~jsUxy|X_@&1AD-uty>9Yo^W zi6vB3+ejni9fPzzF}w4mq~s-}q8_yFyWjoRC)@*7vbG*|ugjXEtE0)w)3kEih+x)$ zxKqVb$f$;mK#kA^7;ua0VD!vefS`(mp2sqG3#IJ6-erngHT+J=3jO3g%UrU63~2^o zKwwY*b%XsMaR|l3c>-LkhQttW*8sdPb-WC zjVxAV=C<3f4Xy0Na(;|ueZ}z3K6y5fGD?Yt{ zKIHe*v{RGH*vj4hXLA}xvoqMDk8#u`rSM*L$0N;S&&|DMBOjjm5Ce>@&?{4y%+f$! zUV1Ldvq(O*N{_>=F6hh8{5F+a@0c>H$s<=cKuX(KSZ}%)A+4S_aE&PAEj6}_L7m)$iz|6k`olGNpHlm z5HSs739mz^%k=u@{@%3znaz)=+&5uh#s%%fRRU3*TUDHIob2r&wzBQ~s?^bX=ck|d z>LF7s9$IMw1EsShp0n!cj13wQQ@k6xGk$u}l%7NNEh+C(_V$`oMYaYqKox=5`414_0FUTl9qp0gHP7qyCg9&#z(_S zZBI+Rl;;|+<9heA>m^k$JARmW#8LCbO>AN=`;_(AJbTEGTg{8xA(20KqvM4e;u89G z4a%&N5zE1@#11GJVweD}^96Z0E?r8gU|W%B41onOGZ6J=zG3l3a_C`=`@(!t#MVHjSX?P<00#vqc+*!efB#+*hDj|lm|$@u&jcJZh4MKF z)#HeY^+hZ<--%n3KA-dzA-5)g>I`N6FHRBr268=wmm-X_Laa0t3k<`8p*?GD!SF$n zSRG5PXFvxTm=*fp&vVsq#p&KsIOqSe9W92gp9-Sc+uK`S%~ywc>PW6f97A1jRtOXn zd2zrg5!V{*oxhssFQ!5u6Oy)lZXOrBCRPH`gPlT-ne&$Biai{Ggk;Wpu`Gqb7)WcQ zDcE&ld5T{&91UR1iKl7TO;NOz!mNg)mLtEnoB4efd#UjV%NWb2W(pf>hl5$c^nQm) zC>nmLaCQIA%TryIM{`XLRes#J$Zr)ldaO*Mye~AIUtK(76C{?u+i}5@k7p)ofB<=+ zIR`&~x^lySKXtnShk?{peB){V^ZA?gt5Ia;@~^_>nwQ*GcE85TbI8s3+S0sjleaCr zl76bN=E3nRmNH9|1xC;b$|&!KZlA6r=z2@YC*X@!5k*Rq8w`_;I~BLf7+N@2U^&7) z6?q+w<|2cB$|>`m20AJ0@%vz{b9&QznQwY<$=|EfnBw%|oYO3?UK`4rhDJ*4T>*}W z+M75c?}2J~2S*+=PeE84+g4P4%lEI%o3LG~RWbTh^2q%J<_s|PZ>4|6*_u?tM#QJg z=lB2D7vMg_6|lu1-xbwRmvR7I<)jhQOg|}%(4SbWVk!|Ta#9MUY;NV+tLa~g4X6|? zLf`UgLdYVHF2eHuTRbGDwLntB3KPJNK-&~kA>;l}d9WZSLTnH#ux|2LSfS7Wk&pa6 zw4BY$-6=?eQi3=uOf|f03G@$ia%(9X+`8!gbeO4J{dhx+V7I^*8|?asXf51;X|^wr zED5R7k+q6!YDl0mXwzlqb6{vb{g%A-94MgD3TAX3;9!OtnYw|i!YhxClj0QEWnsv{ zj(OU=T_;)Z8Um~3ShwkWX6I_ZdSjsE>y}Q?CO(v`-s_Q?)nfL5>&{WgteF2NzC$ki z(Bz4x-umFrDs!C5(RY_w*7(hKy7pG)0z>}Xes?MG9o6Npt?^l*>t-GoIwIxwA4uPR~JUWjmmx_^!Tnsi`3-#H&GWJXeY# zd3<7}x?bX+OcqN+=eK$3X%?V!-rl5ED3dBZ1&v<3JC32Brf-qwMz+WFqSUQ49M8cR ztM~*xQ~TvB>*jNU0jDguy> zfF2J)Z)B*PhHOgUNMK<=B?Bo~U9X+}_AT!5W1)M=$>VPI@KO-=26!d~I5SMpGYN>r z2ZsXlq#B6bQ~;;5IhpIasCza}2_O-yf1 zxK`%P_iv$;e{}H;Axy3+jHW7jU^SXA=(DB#=%-<_YhhG+9G=C20aG+9Gqp!s$E%3! ziAny-Sid8DtO8yH9K7(S5)xQiduFLC&e}YlFN3o?->d7%;S%Lx{$EkSN!D^^$SS4~ zm}piflQC8HJep1#9tk;ty*7<5rjx87PdV@Myx)^=_|4R^#I4LONkmgpx3(5I^J;pV zPa(U$MrkT`G5hgPlc(ulfcFl@b1UDF8kZ5HeG(y1E=`^+%V|#p%*U96#EM*&gH97a z#+Q{sf>uSF)>M7%#??HaRd%g1Dl6siEE0e$@)@B?NHHh@N?JEhK!)tg`~gD*p+6I_ zb(b>WaeCH^GnwW42kv(y=LMy9Qjo~{s~CY40iu9mLQtl!5PU-@9>CP23IdKnQ49vd zBY$8;A@xEc+jpGLt3^}?Kp|HNdFa)@`4f1YqcI?%3~~^NcaXf0@gTYK!oZ21tAv^> zV$LOldE56)b)0zHE5q!~?yLQO->g1~Y+r|GT!4!NgbB7(>WSUiQXDFyjwL3jmkkSf zXEBNdQJ{KrcWAMqg+`us1MwFP^c1RrC{by5-E_5Am|SzN4`!a;*sokLm6QrA=h@_s zZC*O1(v^F-HtOL%OYc5s**eGVkIri7RYpPiQEqZmHe^R%MJJ2?M(-}$R(&MRg!i&Q zAPG7zlEna~hzl3monz!xSRxDksSwoX)S6Agwv|F-TWJDNZV9>tflmkzt}YiUj@`ML5# z$~CW(#e?vx2v; z9;C@%Iu_Fak+8#XAVwhoPfL9cp&~Y~v3fn4pNt!^`Ux6!dO=UD_MoV;DXP(*~jR^$%MH12+T< zA`-wj>-t@q2h)VWgj+g!Ie;2800ty!_2a*KvF6j!(D6K_od@huIiZhMElu#hyzV@9 zW}};!iKvOIL1T_lI!J3uIdDF{aosCDCs)Ty`l#J%uuD($-gRaceXF7f2hWHTg2Y^^ z&TMLoOoiMZ_pD2vg-kp7m+#y*;~R43B9-3UJ%(m~X1I%itE0rE)Rn*!4Vn(NCXl=9 z$H&KQ2Zao15t9e2cokhzW~E&`hXFE-mCdDtcMpa@K2jQ(n&NdDdgSQt&cI5zhTx*h zf?{wgun8DgUp|H~L&IIK6CNE0^&LZpJ53h!mG(Wg-#TCz8oQCgb3xT;MEm#)3zgpJ z)h&)7@5!q`OKLi1q-S_aD9ENLB;yq3N@0_N!K1yRN?>Y@yjx+>EG)`<-)F1Qj*RFeX;@dv zU;4z?8e4k-Z+^}}+6c`d$P(Qb)9J}>rnC~adT?PVQVBQvmV9MLct19D+jr|V8(xxj zoTuyGwKXVA!aPgWE_DYJlyo-?$rbKq%$67+Hpp}g7qD+T<~tcqe)mF!YdE>o3E-kQ zBWX_THw;3^&&@$21%gFPs02tmp1Tia2LrUEgJG&+VWE+iG`asr#%WF1T5!>^-0sriO9T-sVZ0%%sF_i8KVp~MfK`<|i)2esnuXLEr(=-^ zA#UHs=Y{LW_8t|8TTf5Q+h0)y@a(#w5m3~I<&3U%^$6@Q8emx zDv)+2D0XsQzIp!3y2Rw!QX+oZ)( ziX%OnqhEhDyhVe35$_bnIccE6_x0iN<{ygFyDy#Am4*Tp%&Gzu(vAzAlzw{|Qx|8JUTjg!b->((3{%Ph9XcvVJ?| zmElCnx$-fwg_(W-iMr{8(w@z7`G?GMv=N8=!b&}6eD_+->mps=E=XE-vz&)%F(61E z@E?qPfKnRjqJ&O)-Yc(J_mol!*7`>tN*YODT3Z-idQptmz;CL^j`2D6+q1=~D)$&x z|I)8se?Af>)s3Ue5W)I&uvD!JEI)P>?13#>chy4G*Oc8fmrJvIR(kMbBd&pTkuBFj z0-L3Dh0@$I0M9tjLf`I`i3#R{kdldXNINIi;8K1)%~?L4iLz^vUUbZWZH3eT5rq-< z@8wA0j9qr3thoq$R&tWUW!srZlP3lA*I35hHeK8Mu)afYJ)zQ#vmh{#7(df;@cp)rimt4nP*7w!oeo~ z4Gu=#c{?lC!c%YK)Qx5`v4PTtU0ELyf?f|<0*t1XdJln;hJQ1HS%Y?$uX}qZ*3^`z zs(6ILx4DG{xJenQ;BXt~S45L7fSfYZzg{0VQUfd-tlyhoQqWuz7^+LCN$VgqoD$>0 zS>*FMxpux!1a|op(v91d=7jbysd1!sSiA*|G+3s?VSL?wNvhtf(4rDGvhz<=&^4Q& z2>VNsEcWMYo8;(9D0oNJb_VgwEG!Gv_nWfme8vjWTgt6`P}23I{pxR=H)iq6f&;(w zco@Oe|K{4itG1uhGkVo(NzsBr#f`ddFVt{#cBC#5K z+0Blg(b=BiU>Y|1B(U9JgNhIvr?QZiiZEXLKF4$1244{H%#C+pFv{b%hRk4%01xh+ z7*-j!-WYLk_b)05tpCez_2-FWBMVLpXM;Kp)i!+K$3c~H%lDgf-4p$`1~3BJ)s;fQ zjH`g*nuGzG|I=xru)UT@3s2shvQhGR5a-f)5v9SG`kA~EI@}hFQMo2K+LSKZYk9!` z!QSACIt?HMHV9&Gm`tl_)6j~GUFBjzv*kg~A-sQax|tT+%{+G@@@+(p#h)xEv~Cb{(}P`$qK?6GF5)R@utf~U~=$iZa$<$c<40(B}j%OCvU7t zEexWrHQ~Z0!n~;~#PAe-n8R*h2D^_wW6V&OKhwh4*?r9yMg!zMD*eWlM$OG+n)vr9 z&cG^C!AAu9P!VAV8}0>0mGKOuM`Y8-UzjWLDY6|3+>}f}KBex}o{>Ld!`>aOvz;tq z!S-BOxtNCAG4_`Xm@ePtv}eNclnpprBoMof6xTip z2bbl*+(LSTGI?tA``hdh4IhRm%5J+BQi%ZtLdrxYCWt&WF1u`3hZ^1;aN-ER??gUdb$T5*>mgVm0`40N>w(jj|oI7_8cGiJI3HlcSwmfHKdK?9cD+z-5 zwTZz6Gf~#$`b;|{LqkqYK(Z*b>20tV+_tE-fOkKO#5N*_$Qx$dgh>Fq;pdSJTK&cl zv*72TrdGwcx8@u*n&AB+`2nCs#l>I;%wvvV#(X4~n>7=$Hbz-gaUWsjJ=NxhI4*61 zR-3A-!O(QhePKwYg~wkQ$@ZYxK#7sRLpc!O8~kvo8;yJaEGg`-FOF^&3|#Ae%6RoK ze3JdPQ0pxP{^t+F>yXL~aO-|#c_NFm0Esq?kP_4NCRD1Qw12C&W?F0D(Goi8=x8Xj z2Gcm!+e}d~gtEB`1TI+D2Ja3Q+3YU`*6x0`ZarQ%daoaDXOA2m6|g}uFiAu*Yd8kE z9c(#7Z)Ct%e|5x%<9NVtfwk)U9~#B-2`A6MY05p1qf^S5I#axNqIT?RPXiQ{ae#U6 z9uky=g+{6A+R(nrL1;8BlMNLm@5Z~uv>Ee}B}$o*${?N}R2OLP1D0POr(*5A>iey{ zdpWImYte?zl?tV_RO&s_GZ;8^t$JfHqv!6|414_kgYf5h()N&PUC+vNzMs)I!(yel zp?6oiMLnA7rmJ&#awoHiv`mDEPmfDL{Pto3vBOpG447>^g`QbJp8xYEU?8_vjvai4 zP~aFBD`1C!IEy1rp5(&!UC&{JA(PHxM|qXh>XV(;H&cr7ES3!q8%hx<y3b0a3NL&3NrTst6l8>p&7t1RA-1Fi2)RmnjT_PgYl4P zT$-~o1;sw(NH5?tWRa^5hVg^qvn%|O4`xq; znZ(HTx*<~x+3h9uC`cMWXa!z`-}N2o`kXq(B#+QR=DPiq>doLqyUL&LEJ=!X-Yi}V zDwD5d18HOfhRQ2|4-WN&rc_4Zw^}kL*S@dLEgC$>-Iudn-(xnc+M%`DfAMvNM`l7= z^)#RBJ9WMlr$s;U{i)r>DZ2gck%`bLy&{_^{)0;IDBZYcHhUKL^@q2zMy8kA`B}W{ zudk;=P5h7Sq^#zQXsUgpI&HyV|BU$XrdZ&*f?#%sx60wn;N}MQ)Ee(5Z*{nbZP+D1 z#k{P9j(VtL@{P+jecjUHNWJDxP+iZT4%0cIU}6}P8P$O!ykbY<`q?OjOKs&3pdYfu zJYc(g#`%4tM%YjfrRH|Zehll-GCES`s*UtJG?z-2v0QZcYHDRGm z16x3to{=9qa|SfDBC@YEH$NV_c$=2KfQ=)NwqJu3O<8>a!@`#>y#~1aOTn^%IFyB# z{SCQ7GTQuC!GL6q2><8qc4gR$AW}dKM_s*BNp!eufnbqfp%OI1LLLTr4E+$!h99^o6+30i3HXR4T!%?);9b zO>}c*uIjk#X)Bd!cPKdgBhX49Z}3e&-}T*@W6IN$Pvh+kuu1NcTp&iF&^-4bm9M+X zXV}{RaF73jLj~g;71fF_W#gnUiYHYW@NNb_{$0&=P=GFF+jqGjy<5S`Rh`Lzp87%( z4Bj52q7@Qi^`>yyB^tV|3J$d{R8Y;>#HI4o!^DIf%DB~`MnI1YAoEYcPs6dyDH?_;BQu(7q58Bwo*&7&{*!_jRwMT-j9(5Dw z5>(qmk&W-xb;OaauJt8v{Kn_hD#~aMjwIlg<0om_OUIMkwS_qeS757>|_-@VH$ zwRKPLC{pcl+8Zuk;$y@40Dd4SLoUiA2#5TcLewUaEIr6M>Lai}m6wQ$HOhidR|;r9 zTR1l*Gf{%=(2VGAOwV-zT ztA^jvxolIPbEFMJ>3}?XZGsa}Je`wm)BwSa5uc_dO?uF_vZG15mSAXqA#d=Rusv(U zYlEBW$1o+JQ=zO8g=fI8`{ExLs5Je2zzn736#UFT)xRc=mnn?h?Fmqk4cPLijJ@U+ zjT#5aSywkTvhqGybzrV>i~!qD%|yABE;HLPbmv(-mg7-KsAAcCWO$FI*tbEdB2;1S zNC8>xt|$$!_$`KdII7?*ZPq0cs-k@6A6Yka2<$r-+1XO8%WX2PuVlOINZuLvK4Wv7 z$xGaGk<#$Qx<%lm=}3=#Wo)^$mNQ{ndGh(f_&NNVwOh|LrGUrhV>@lu+k=*^4wl`A zyx1;RWT5WMsMWboxU4t{?#X&K%baU*A30FG7s|c-(-BW+UfL>C_V#f=;CPzLxc8ks z3Cq&f4@o~*XscMdhdkanWo*jV{`!^P$~9Mlq8@4red9l_zVmHxq+N4oPjFH;wI+z4 zmJvs|FWGuF(6P^f(dZoJ4Dx5Ks& zig&*i(|{*e%L%^PU)BV?4bmuii}L>^W?*^9HUkp`#C$Ly@(lxiUIGsru!c1`FTT(O zWKf0C!to$lM_;;ZUQ=36o7$Nc zu=@QocR6B4ot9R7($?-+Oal?CXyZCZ5xC2(*_Eq#k5$!*W!{()m7C}MAeS&XAQ1Q%T`3q@(f#$}n$ zepckKNJQlsg}Tq|ou2jBqqkAfB< zXP8I%5OM!8e?Te7H25z_9D*3_2eTDPp>U<-$RV-`!V|1nJGhE_iVzXZ$GbLCgFww3 zvL~?1J@}l8YZ(=eW4MMG-0-~H|0h!i{^N@f9pH7qDUc18|Lo%eBY2ys0(c{`#{%F> z-das|6%iOj{Pn+EUC3oXiF5Df=T;{cw?yw$|6xr|oOcD*W&-;yB zwzoHwszmYFM+d(QGU4MzUT(r89_nn$(|Q9J9e$>tt$=2Lt$>>SMntwqQQi3A+TC9n z9Sbpt5&!AH%-~W()UJT{+(=XMF6`CY_1=75ut(*1*@7Pjh_qC<+gCRksc`P!H%+#2 zAy8rxiR`k_#a&nIcUDraKhzOFwIEXa>wVAkw$+ke(G*ivYDF4qc;myHRVl%pe=2@5 zrJTX8DV2D9Jy0C5EafxHk=|u0UAXozr7{e^7Md{``F)j7I_~?yYR8P3z^>y!bHXgy$SeYSJdbzjY}ZW_IlX1>RKXY{s=W8y{U5L9HvBh=pR z;@*kHt+qv1&t`$u+5oHF$Fh^AJ-%qbyF*?BuJ8C$|MEG`Ykdp<+Y9hNZWq_UB4W{E zvmUv+6P#ER>QXZ{3$7v~n=ALZotS;)c_k|;Q5?s8ahF;U=>ImR)Wb|nMO72_-A zLrWE{l))fZAm$NQg)BMYxkyq+3VN@}>m`?*Wg$EJtC$S=uXfEXE|yC(l8Yd4OWpIb z7aPW=5YKtw)tDd^p3A1l9QTTyl@8xId%+H{kWM0=4lJA$Ioo}ujak6}*@@A^UWw&! zPnvw(XPnGgawS787I6?Eos*9QN}ZWi;o)a3qyjWL`9M|0uWPq@AuK&AkrFlOA@(n& z*uO!mto3Pc8ehH{>TtYMORQR~j@tF>@$li{KRUNy+0xx_kN2RH-8gSJm6DF}zvv2+0^g*kQ_S}_1mnwmS zT3Vy@f%`3ko58I3(3&ZCPwv>y-8>gg(KtjjSZLWhF(tM9j%J?mZ7EN0WHz+2aXn(w zD2VrgwL@I@81UhXAd0a%GSM>So$B_J!o#*|-Y8#rA&6&zyZw4>D2D^A{Gl6M5Jk@P?$98vXuZLlXomVg({f;yi5VGeU0NkbU-7L?a>?*%Xt9 zu+0LXmH@i{+sG<~R7}oK*&*%?oDA9jhNMmqL8#ZnqCZNoVmC^8C@%X9JXA251n&d4 z7xfbu7+X`z!XGkRFjG-hIyH3?_LL!qz}b^P&B{l1DJ!u(q7_$)3(dQ5Kjcs+a}}DE zudMUr84-3bZ|?yI*9F%x{4Vc4fwv---yqd-rNK|Ld4G92V=73Bd-{k++w=D?o*vmu zeds1FhQ)C4(00UsuZl#Bz4uO58(2U-ztoCgRN%6R%fwN^Em@yGmsuWv9;QvGV%^wt z!E^mr)%dL8rm((*-`%MjAO6lf!@6F1W5(TT@1Kzd#=5m+%Vw4;CX6=A13%@-fAC9I z!yD;u+&!m8ZxT{?*3)L7y9WFIt~XvVY779fi9K_uN7&mn-8yi@Wr5Fr)j+ofl1@- zUaz_RCu8E{o4|zq*;mCgCyH$7f-HFEgsR$P7$J|xDIZ~Z2%aSU1+mg&hoqToY~`bA zk}j|$UpPX`K{?>)E=aetqq@%_Sn+4VS!N`tl%NfKjR$c?lCmIIgU=fcmJHcAY0|fG zm2LoMq=F~dp|P8`NTqJcuy!VF^Kj7(ItxM&00-8@#@%kI8LF>(f~(+uoW5%8*(87;u+Z4qq{R{-tOD;Z_3Ndo4COz2KNS52Iz=Z^4=XO<>?1?6H$BJj>bOE@%FOEA`qcX2HG>Sk@-?!4tTwG9PFw>TG};~eNkn0W5T%?hvc4>x$%Yz_LftQLn7IVd?a z{=}^A{FJTE={s3urKoQsqDiCCjMhZsX$WfaVFCuLa6- z7Wwhy)RU?NTddySCJWu$5e+xW8vqI?`{PM^G+X;IbQvQF>BO|>i`%~I!{R0~!X%S3 z?C%NEXw3Z(HmbN7V(aUO((nItJ{f&=4<;}v?7#C*x~xz$bmtt7MPH;|OtFD*21P}4 z9mm6#B*B@FC1F#`o3?k(_6#^H-&GdXBRn1oxTctuE9Xp4L+XtS5hLud9qTu}_l0Nv z>dal23TiJZN`_pd=LHOu&Xa~_g~0Ao*e^Knu4GrT_%G*(nMLK6>B>eAa?a9#YFyj(DFCzq_h}9<_ zP8j{Ty$)LXJ45fQa_AdD{^GLHR&ET@+?!P0ob#?dTQ~H9(bOP2HiT%Rqka5m-YYvU zQhYDZbU3B~XO2OC%48o%pd{&87+r>*&fys0fSmY7ZR`lVpv8pA^8g8>cHB(X@^&Hge72o~b*>_UdyOwE9Ft44I6@VE2&68-rsQz$3_QAO zmdzsDox622_)QIs`8l=ir;jSf(cI-3rU@~WMg)dV0$uV_a?}314E$1Y@|=MDq0m}0 zYFc$4yG8|8wTIR<)5qo0%5cxIp4$6dXFav3YH-hIczbkL?}J#|g!WHMQ&qL?9|k0!2WR$K&?>s$z%o+C8pRVa zYy&pXK1CZ^nPH@%(bUCTu_ZSBY)H(ch}t%2ncIHqNdMEgSiSbfN4n~e5s#2NbT3bZ zks|_+V|(+4{1$5pi;J_%ptXxJgZ{{RUY?@vO&GECwq2Y3Uwb%A)M@A>Yn=b8>~ll# zi~(dE=SQjEN!R zgeQj>b?J%B$1o=ubw$z2wofK3?`?kc8NZaU@$GBm%1f8w)-gXp8+qD!qeCobJ-@SE zGMeSfe5!qb3+1#Mpti`xz0x@|A4Ww_{Ux$-d)SxJAfZ=SSHkmMyR^ddKgvCC$F!Rd?Ygs&Y5;}$bCl^E9@bLwK3+(ClHrbhy7>&ldWgl<$ zs%o}|M>R0%G-@;Fanjto*An4Xy!^ku&Gd#2T+epBy*;d;53spu`!3^Jn zFBRb%I(*;L^xR-YJ-KwD^3kQ8J?mY`s-D3f+1;VLFq)ximWP5SuRbK5!ks&Z3(rwk|Vn%9JWkFdBwXp_7bS=Q}Ww_&|Gc{F3vf&1Ef zDcPzg>e6!0L`))a(_P2wQU+^x9e(~K+@hT4xx({uUCp7ja>qqBP<^K4G@Xf!_D1e< z&CbZ;rpJw{PymXL2X4QN*E(LXQGcS&>(498KMINE?a@>wHjfX9CoK;T-kDT?gHH`~ z%sQBF#xPn@R(y4;npBfoUKZC8IDI62?_I8I$IO0uUF~e}Z`DK#DTSYzy{EHu-l$zy z3emf1q7Ch@4RgMP>t*+0C`Hj{0L+BT8cH&u=`CDvh&NTZOeT;Th0%<<8|jB>W5$@) zB2@!tUez_*4|GLGvP4%>2y$j zlB6L_`5_)z&xxWT#b%a~^dPzqnn38z--P87(iMy2V^Q&05=w!7g2I4_(5@C*Bf~RI zk-t~6^E=@Ls0&L1srNqOtJCBMIx-7|_($v=PBCD!a?!-I*pz%v9rh>bORiLT(iYn6 zdB%EKU)pKmU@Os_+EIX^%#tQl$MP`FI@qjpe)phRv;j=R=J8aGrc4u2inqx(x+l$* zHyUvTL?`O)od--=f+ZTNjilm0219(el>|YHcxk-}ztt2a*QxSsM%dU-g5Lz2yS42z zd_KK%O4gr`2~f^yY41&7a8=#C`#B9V^79foy*v+$98TR9&NsQ&@<*e{XCSU(L&fi* zP3sWnoz1r3A^!>fLYev8iqr6!%jN0hNakcxad9zwv7I`~(eg37delL)F#2FM-#7$@Va)Z=Au1xf(T7aqsVW9W7^8Fn zNuuNtZdhGqUg%_e+9)gZiqrw{X>uSS6=}yK(vKzdBri+V`5u_NZlHvKB7DUF&WQlO z0;ZJ!2p0w*b_4M1t2A`-6Qk6YfUasvAu5}c@Ux2$7l2_96m#1eIh+R@Eq_KBGi0$* zLFzgsNh5*GiTDeSJO7f2Ai2rbOOi1IutY}Sbx7W9zX3sw%x;1VP7bS^@a8W8K>-dO z3NWcK^$wwyImkbeDE5NHPo2cZqA(q$vCN|3J<0p~JnH#1=u^iTORzl^1N`7QEeYDr zk+EJehS@Bint^w6n+(bjmt|RW@Vn(fK7WkHk}3^!sX|%^aN{UbG^sSz+IwlSX#03- z2ZPA7Qw9eX#xQm3MQ>cA#FL6RZ?hht4W_*N1=wQkqOSJ!;80k5?WeRA{>@gyO%bE& z9$3F!;hM8+W9RR>C|148C^#)*T|o+*VJ~N4k~WoOHP|E-ST!8uR(qt*6yzE%xn9;H zIJD$Ablf-E(Q-pEa3b8vmr05#`4_r1+5O`i&DJW7W#KR8*I$2<6ZuUI)PtMH05-tN z;D8i_P4nLS9J_k0 z|7uC1&O!~)pknKN&-m7Pt456k9tw5W`;y1;+l)}^9_hL6eJ%ukrC&`p|Fm3MM? zy`LP56Kkq561dFXUKJdGp}*b<@mV%+oPXQf1>THsv#el#~>ovMT|3Gg}#? zL-I8sdH}fO`0E22Iv@=viR9#xWWASM(B%)%8)QzS8P?G(St_;2{jIh~&oyrafv8d` z=i;ZJ@X(GT=)r&an)*cFX3Wq)08WObi9FFT&!b10T&QkW7uw3#C(xc954eB3_M zOYxY$xiH$eLGst`MH#<_OBEYGzvHMNH#5BnoRitxvmd!pshaqkh)GJnWl*YA6D1Y6 zkgT@-V$~M?Z!Go481#_a_F+N)#iNBRJz4g^o=xuYrH!8{t_Wewu#ynbX&s{0_+2Es z@<&$ShOev4b)6TVt{hUfDKgT_63@e^V~OE4v+n&k!z~OTHR?CLi&vI9`kWM!q5`nmSMV)0KQ}Ntyy5 zyLJ+{M%*uJ_oJ#j@=rzT4}9_2p3!U^`M!Ls%<0`HEs`xw)XUWZ*|(8S-E~O;5jPFw zr>r7Zw_W@g&sCwF#0^#oKx9j0{FY9LzLD0x?NSvJ6)?4U**YfhlbnuT)&UaYj*aw=dUcq-&q_wjjI6uwpG)cGNV{vP*_G;>Qp4xkIbZQ%1V} z@x~JabFyWH__HrtXna`Raw?kgozZvL*3PRLoro4H7A;eK^Np#5lJQD~gh(6E>A%Xy9 zkYM4WX9?x7HfhZ9vTlC=S{rj}&X$6SEt%0{kOP?n=LemE;TX9EsYSg*_;*wW-A2uz zTXon68yX2%i%2``0lmf>SjPhD7i>~k6J2dLEp{NE><4eZ)M?dbXD^{8rR(u<+!&3} zP}mAQn{nt`&Z3`$8degb*dgE8IB$5 z`A$c}mgo9Yqhid^#Zht4@TE3wKiBP-pHA2wU3VM!95uC4z}iT`mKS|#DTueW``W%| z_{BH8TiOmq3VFY&jdgr<>f5*GtcrZ5h?brMfqf@u>#w~3*LCnQ41-^+ZTs10|HGou zAQPxFFK{oDOgpV+7HKxAR}qH{1xIOQcQ2=JrHb|isbRE;RkdnU!7lsK1ydBWz7Ikw zuLz@?jjqj@;AJ)OyNoLPy7lb6D0N)u`q0wlg}vK7dfqGnve?ESV~1D@C%{Oy{f> z&ngYRBE<;oulC$UVbDYfBbAfdZn50Is>!H2V07ssM35I*Fa1?35D)O;D^h@adXi+P z2d0&UsQCVdOAIDWY{<*lOm{Iv9X-JStcG-%?7c!XINkQACALet_q~ub?jYRxJ_*X%TjXq?35LvHN($)v7l=1+K}fSA{*)r%Ae|G1mD;EbYkU6O~h<2R) z-qLgL6|!ho%aje$$b04rp{aO4PZE=503XAN0i!8JQ6pj-ElM}D?e%S=holzHC-AQ? z(MNPMb?mi>wNH&{NbE|S??TRsqJymxo{x>%$nGz2)pgrj*ivxXF!0&8TMw;S-KktX zf89Zg-7FUsxJQ(oaH|qT{kl}x*D0T!|EllzEL2QinH?q-vHDdxu*|F06C&?ZD>oiq z+-c?AT;g^StvY*wS(oPzAgISKWARjTn2dwwc}4MLSL?{t#r@R`ce{Lf{i&f3GJ&&G znmt8h4A#5TUpF>#UB;HSf5S*Zp0RMCV=`iue7J!4AbX*W%kAsRDU1|MV`Ri7{jf|JhIXv(r zsJ#^>6GL#b|3k}@XB-qrElbgjq3j6j!>Cn*IS3*d-0m`PF$WT0#)cj%jGC1xP&Eex z zO2lwJ%MbbMnCdo$9?_L(yP?XSa zBo2hHk}+Is?A(Fr>wdNdueqlurT^eG7+iLD2i?jN#~&2&#v)M|bs9Z#$-xia_PGSI zuC7QWAk0O`Lziq3lo(~wMq@gOIEQbVZPMZvSMm!N4wvlLTXm~$@N{ds2>Nx$j4|{E z@%K{FNOaO9)ib-iO@6f~EtecwxngQK^?&FY2%I4_NdhBXZR%QC zSMm=jOsQI~Z%HZdqlqW(U(pWhJyl10e5d&(->z5Bij8Ko@VAr9hox<=7#bxCOyYfZ z8T&mb-iiuwZE5p2z1hFjvOVIf+H{Wvr$w6=e*_V7Mx9qo&;IP)wWdl1Y|EN(S=i*`an1;9LXMgt)& z+pB-`9|(9zgJj1i87?J~`^lo-E#%|-x@uSkkKvyPYLdwSVqua45je!YI$*1aL&o6) zec9TuGQ5ZoemL>{6QG9>n+j%~K5jQ7djN-FbN7EL|3B~qPZP0 z)r2uVO}p06lwU082oYn^55NtlfYm?b*|{a)XH=>M?|zn8YfMuGj?u{+$ax4-H-*w4 z&g(lpefvi=b`VQR!sb~7GaO@r>-h;+f_u{V!)I!wc89ydvxnodgBB&W#9+e=pR~US zL-xvE~v`l^y>njq<^Lx}6#sCU$8pwrkzmw6|@y6^+dd+&!dM!l(R#l-B( zB!2(Ze)1{RZd-zh4K1I2<5d^D=5hSQ>hCJri1YMDM=|O~C7~LGh9XxbNPi$uAr@kn z;+{e}JdCSAZ?(Apu1_X z9>gxP4bFAD-{>?jKX`DUu)8q`MQ34k4JJ!q$2`kw{!_bT``aDH&m&qzpB#K@?xafX zjgw_HxHq*LW9fbiSyGVxvw#u+{vc67);-`#>Qi$yy$0-q#{hT%w9X)~nGjO+OWE@W z8#cE<3w-`cc#*(EocJK42OLp+5JuXBQgDf})?4omzl@(%@pM4X18zg0mS1eV^@99P z=&L|1DMZn{fOpX$z^RXA>E35Bz0J%Sq{Te@#iucDeK{m|VMcDIA@X}Y{gHSUHXcf% z3S|(^JP2LA+jD1Za+kR5{8-9*SyATRurJhG7{nKdyu&+gw7VK_%TCXuOiTK5XH53_ zW$YR^zyq*y($B6{=sPj)4}nhmc0;m|YYC^N!J zLq!I<&W%y#42K*(p`dT&!sv$>;S0&1veg!5JF0iyIyO=m3!%FwRjtFkcRoLkP$m@G zG1vSm{Muw0ICaTq_)$-==nqDV%%$i<{=ZSy<7+7kHecIM>hWjw<$dbx?NzmXsoB06 zHS%6|=clP>Q+p^jzmaEeL49OAvS+v>GN)DREWz^{c-%iOUJQbSnX8)>PbK>4N{ouC z4wb11R$V{qRF0V9$~8Uq>yOwEU$W5AE<{R$`LC$BNT*-hQ#k%EEUm_O{y{3yWx`;s zBZ_+fN;HljEfkRC3oPy+_|p>%xp8=3M1UCUAwJW8ptlH+)D1IAz>b*;EA5e1JAFbM z=WL`)Wn!Xjs}KZ8^$mQ@g1>dfZWup<;1^u}znoC*+h?$rN+91u2A4*H4y48Z$~Q=u z13!S85Oq?oN0J==_j~W=q6X*FPS&(0}5q_3rH=mEX?Ywuk6Ru4R#x6IZRLf@XDZQ{K)D zwf*|x!VRwQOgLAGoM>uFE6#O>ewnX8lIS8<4*UBraY3R(h_le zWKH8v&99E%1^lxNIowfc<1-mX#8&h|D z$dx)UzHip<&buh289+FY7)&zBo@5Ru;1Z%u1x=ErKp@=GlO)T8rW?B8E@85C8ykY@ z4zYxR4pAN3*3Jw)i`X>CFjR=xvd{ZH0@Z<61AFhL-6QxtLcVLl;hF;$G(c^=?0T?&YPILqfPinsz35(@B^KS zK`nY+8joxpW7C<`n)Su)7O7aAwM@lCq$-cJ5|q@9t~W24D#o3T&6JnRgv$*t<%226K$($omgf$I1}Qjp zXFipO!(_u3EStzLg&l}@_D;{ z7V&h&iOrE!zM>N<_QpYX+*r7~8y5F|T1VGha`t1kzYd*@dETa&7zK?Bagiu=qhDcR z9N#BSg1^eDKT&5SQJ(kq^b4uK67u}eBkAvE&>s=4bv6Diiz;+Nw@5H`n)HOHbk zfWJYYV57_};#_Jmc^AmiIU8e3zTPCDh`>lMZsx)W8<5Rv7x~H~=s7VL5Z)G1sEk9~ z8nsCAEx>40) z=$nP#=T+`fx~fCTY-!W*&rqvu?dn(M<5zK-W*1(c^X(gs*xwWnjLdaoHZMIx2~*r- zOTK8)$59A}2%$KFZeZ#Y2d2_8HWh}qms$J7-&h=!YU0^h5pdaRz<05x`U>X`Wbx38 z*gwg!ZP1Bk3x8@MMSD6kiAjszR$u9f?#04manI>bHa?SJNTyVHMiC@7)YDcRFv+^v zF{pXQU;!tl-1u;{YkwUL}3yH|rGZ<(Y42^MaC5DC0II6p=|s7*$4`!`bu3yb_a+S(V;s zySAS;;-^ES3QKiejS=lEmN`SkE7KZWC&1 zA8}WYzptL$b`hfKrnu~+rS;`7&)A-96SqrcoNVBjwD)&kR^;BA%_45K3^zIXvW{5= zRZG8J7EX*%v`XqWyY!mHY-mVWNPvOW@rfr+bY}%HY&K}TcSq{??X$FzW5yagBX=hD zilzIX@Iz@{H|ZiqpF>7^KQggq?XudwXzq`rc`tj>51C>pbu3B=RM+(dcq=hlP5)#J z&(zedqa!!3mvNHxV%n4=BPQ;jS?fRH8NNMLu9lYBe^J2q3<(BgbJruX|53`|w9*BMTI%ml zA@h)(x7w*v2pv*cRW_AAWT8T?D3~6gLH z95UVnj;8s~4a?&0u>P(Wflxgos?F}4tQ?2wJtqGMUTlyRSzi9SjZSr~SEe-!ZKs9l!rGV^T78lm|tlSR#~aA7#DY>$j1js?o8s zQD3GNJ|Lf(%Dw;b7d|1^?WlSA8DaL*V!{t1=oO7Z#3Bm0gbAER53~q=m2FiTt1~+v z#5Hs>hU~`ZkKv@Bj7fP6Z|rI|A}I6Kor&!hm7=f?eRBkx80rX-KppegE<0IA4jm;! z9YmQ-PknP#ksWRg|Lxq_g4fBD`bCO-d@HX*S;N5bq^g~`E&biQ-XqQwB`F6ZzgdZmN*?wMVm>`4nOjsozmF(a_SzTNsL;FQ8s`6H%hI3Q2E>PqTv+(uwNL@GyKw{gNYvjxZ7G`o4Q zZt3kC*HEW^ZCati_o8F$ml>T_SgpN1TKT<8EToZn?D7|rPn$7G=_YZO84JT&hHybH z8>TRxFFr&UrmYPi+@k3j?~8C;}wG4Q364$;#uXhEY$~?Xmy{~;y~CI$a2-HDT4p({YIOl zXWG=HhhvLe*tAUTM_fhmdhD6WKeX6&O6{`cy%a89Y#{5VS!!e{Rt)vx-U`X|znwnf z;@`ozjLoFjg#E!&rQooC)whTvxhAQ}0s8*|BHeKpF#C;KpqIB#G`&*X!t>iLQ{e5# zgCf5aPff}O`V4E8yzu4VQa}!fg0Dmb17g5AU51}!J5hDU_zlb?YHn=%|6b^6T0WW( z`VgMV`ViA#C#r4w;nCUVWK2T|J7qIVl$g5(ouu(eB1>G`H+t+rNHJVShtP497j<?Gy&XCE?S+g>XeC{H|j8Rx8Eq=PJfRn1+;o%iCJr(yYb zv-9UUl<(HJ@mg(O30&%Yq};6JuFG+l-buK#|40bs0XE6&r|#1$a!A5H95(dHNq4H| zD{o7~X}e2D{}J33*;{#SIR5^h7C9fc_l9*VVVkuddnObW7?Kp+(`f{^S7tWq_9xRU z)hO*7q~)t{D;~vry0tT(%2k@(!i9`(iT%SNRLF&j(-uRG#oF~15{(G;1ZPW|Nrj1P z)qgZ=9zPO)RFie+pV)d_c2yQ6cU>cN*n9I_SOvQ5Me*>-ngea-r40=o;4zr**&u$c zA-YT)eoZ*UE)=3IHiko1*PjpHO}MPd8!g~!rmFiTG~1noF@Rj8$6|RrI*q5BVUQnu zP9Q4cFc)CjBIpEaJ@|fsJdCpOBvv=`9mo*Gl6f&6%6mua%#NX#&VM)*zYS) zcjILetYst^By^Si)}+68!OKA4i}LE?_{?IdQ6S|dfSmMRU{B6-hTM(>4=?un`5Wbj z9J^D2ZX%jyMA}yW3xL7>60vhmNg2T-Tg|K!JBr8nvQuM#;dozaCp~z~ASsg=VyqNP z(RIbG5(v^$%t;~ivm{K`iywECUWAKbf+GH%$uH8ebAQ0~{?lkmsktdWS-(FDzH9nl>nYk!!CH7gg(3863E7HL(x4QbD5sYe z-UKA5x>&mx8feq&gfaNlT>Esi$IyZlY>?q9sI0 zb6uZ>5!d)KqoQp)a50XrAa_(b6Q%nj6caI_vFcC6?}p+V{`63KQ3x|fE*%%Fe#E-- zfm_+k(ALK0_YqaYZ&S?sdtzQiG_Qs4uVmhMX@Pcfx2V8q5opiqRGgN%T%VQ^2J_G8 z2HNj3sTgpQp6a3%ifhzA= zN(bz{wWCN>^zbs6UkN>4M^OxCju^%O%9X|lfrJkt1Y#%J^`V;EU#<`wTaty41sC56 zOrHO-ziB?Zw5kc=kG8Q7^ayMWx>SlB{2Pekh%)ugep(h2!VK-1Ag4f77*$#VBt@A+ zv{Z@J^HnAW1aAI6uHFP3%KiNx&z`YG%^*vWrN&NKN_IkF=&{Q(p~X~|)4_+6b;u0a zQi?DtjYKHUC}kbHs7@Lm3WLGi@Cp8Up z&aH6w-XT8Xr=SVsbcC%Py6_X-WPL)IZuL1CNXA4pKSjxk0O){QSxpX6R7*MLI*|q0 z#?|^Vef<-2;FqTFQej;8W!V`#KfnLIhGL^Xf4*4jdH(U$(Ynr!dV+PNo-mJP+biwU zqaV&Z7YG)Y%SUc&EAp_iN-vby+CU{~=lRH~=f#{;Ywb(x+U_;|I3BK-t(tSoe-+Qa zbo%3JVZM%NX>FZwY*4X5<3e5I-yH>p{bBw}&9-`H0zuN&&bGjCWpndWy3KUnoWMjM zv@>cdtiB$f|I{q4I#`n`10N_5XP!}j#=wh|A6 zN24Y)=ss!i#%O9mSt-~B@>0Atp!P;`TF<@)7>W7iqMN-6KfFlVBPloF1v?P{Erwoq zQGNqaB_Vj9AVKzCPI90XA0|&pxUKn?-WfVxzRFXr$Tq;CNa|k$28LzBG8MSAc^_hk zSIU36FuP!Ptbrv~2LF5hQ(2V#DEYiOA>jPwDM8WR%gI$k7%o$+@TkEnxtN zbS1x3u15cp`Juf$WMasB&p6eOQ4lltEOX_e-e3AjdMW=+5dOSvmn+}V+JP61-|Gh0 zo?49yY2ym2?p zm3;Zl>sblEd=5W1b4(2w4#?8mwdX@?Rp3_7p--W`sz0OV=Ke^ZynHlInsDM-!ED)+ z&Y!QkD&p3TL@z{c8_D9rYtOcf#QjL}VXR7d7nQl(!}YDo8oXdj!_KkC z``}JAbFc*?$Pm}yq%Ymxws09uL=g8;Y2$y)j~?4=aP5O!o|2L|-)_15gP>Y?<-%%W z=pgtF>`f7U*#9sJQ&&hKXgv*W;R412Ngxf_Y&8vx5s@$cH>7<01+yB{VlD+WoczAy z888f@p^}9JY|0h%<1bqaH-C|v*nbo+?_J!< zbKJ(p;(q>95#^^=Zrok&uhB>`l?C;6s83m1-+vA*dK1~;WV_V#?X;PL)h~n}{0v@O z`#RQ_QAiY$W>^(TO=uf=0mb|`$iT(kBA}u!TONuIzpe2gxB}dKjfxG3evUR2Ve_5RCMQT4Jm6SwQw zX}gA|zN!f-9_(x4Zu&vp^PPFS?0FQAsX4WmE$t6|k>mHB-5_CEwy5`g`jFyo;1h;`f=jzu?a@q>{5>)N zOzj1A)u*w#lerl4?VnfC;|T&Dua=^wD|}l|UX(H`Q4sNL?lgJY>DROw@$Ihz$c=Lk zF(UX7Yl(w&QnI3;B{nzoAYf1>pVBuFY3v9()?EAcxmv3#wP13UKuD9p2WWh_4j-e_ zu|K-4pjgbEi+dq!whX4lgDs$W2=uE35y_#ckbh$g*q1YUV5OW6r>w4*M*GNkFdu=hA5X(w$xgbE~9cBsBb-Rok5}7Qt6fZy*Qt5 zZ;P1n{kf7SwxN3QUcs9uf}yOmd8t27))50 z?*P(zRW2ofs`OOk0G?@eJ58?k`P93y_3$h6D_Un#rFq^oNB@jo8hcqR_Q&kb^iGO= zd(b2?u>QUAkH6opb@gswoeqZ`npSt*Ce#=*ABP&1t@*ACIZ&?4FiTHUF29HN@|JGJ|Z2!3uez#`@T;k>2OB#-D?nwHEtBEhjv1Ue+y?|ew{ z<;M!h|K;JZBujcoA>0$7pxFFbc7hUtJ0m&!RME!h*X3(7MZqNh`0bd3N^tK1D<_%% z#9rn-GW-qnj07b!C`Wk(YVO&%z8 z%4D1x5EL(CEXvr6j2em+ymj~QumSEdhX^VpOq z2r;Hl&VP(t7wP=7=*0ccIuJPpcN~uB`1U09=5URX>HL3h&VPT<78gBmlkv}!$R|gQ z(*juV9klyeTO-z*Ghf6%IO^1Klr=*Ba0=+-Hxum{HuI=Fqq=uvqws}L#Lu5UrEUhu z7KCw4>JIiZNF`F8SvQo@dyf{aG(K3kYr0Ny8H`~3cp`Lh0M%$c}B|0aQK}%u3$=hMun|$c2EF&fOsH-v>H>%z-i71j32ZD}8G@UJ*iGKN$EixJ z56*TrZnE2HS)lB_;T2!$gy4qO8MeSZg7$?#j)Ib6kq21I)8NYGV6g1_&&%zhJbZmNVV7D=M_%5R z+z`_mzgxUw7wlu;9`M0~cvov)!Rt`=BDmh83A*NN(-=%Y_b@rVTI!ZY z$)|nZ;?E8U;NGc61{!r4+9q50=(icKEy@&ko5n5tsps9y>JQIay&<_$;q;-88PIKL z3wL~2xQdqu=i1YFrkjvQ}*z4%0oqII~z*E?jZfv zFDvQAo18yG?>Yg@+6E7Q1G!2tWPt_O``<(b6`g-+5Ln=r=8rN?-2t$F+urGDBYZq%hdWF~OZgnYur5rHJ#RY0-7#)uqPX zKTOLa232K`P7l0XEM8gMoKrRCNP4FAI53BV)eWOtx&@Y}c&_~O{z{(d=B&U$rv`5) z*1>C&W_KrfuK6v;FTLcrURhq>GyiQk;_rR0vVCMf>gYB0 z*X2uxvPfYxggy$x7`d@(XS;EG2{h+y0#}lKwBJqs=nm6gs$(gS!|I}7 z$Rj#Wt(*`IGk;2nmCV!li^#^|tv!J!U_Fd;O*sk13z2)qei5U8-=n1=8qDvrUs9aP zvPZZTtrT$!?_HT?E?bY<19P&7Cs(vQ$vqD6hglYmZjfAnQI^Nbp~nd^*<;xpF(qI; z8MhL-nG(0TZaNWrCM>Sqf$2r1R7{+&kwzXR*Nw+xk}x+A^?NWTkX^>kQ-&`{nCN1* zylZFXWY%V3pIQY4v)p{t+asdF#g+#A25UZlVUu6yDA)=kqCvu*Buo0EI;q4I%=-j; zYrcJ#TP4W15{P$Hk2SZm@8c??UNzVF%biF_N?76GNh$=OUpa&m*16t1N`H(}AZ zp^17@id|>!&lfq^lluV}O_W?*i)_{!p+ zD=JN0?pZup2F$$Jm%%A@I4u5B1q(mqWejtU>oIwM_6v`#&qhZ7{3acuf#~N^9D>wd zvyhaiwq%&H8Peufx)5-%ULvmmgO&RDlU3?Q|KNm}WmyvLFRRvSDZ6^XEsdOd7oGe#bt~ z@QQspah_8KKham!8emM2HaeF|cx_5xUTbq@Pk7{}ntD<7klZD(xv2CWGFZo;OFf11 zXE~`Yjq`?BAnik~BzlK{)%h4AvYPb@NN~!9N-{heqZ3@=;Ze9(asMaj>x|3WnaV6 z(;Ihrw=4oBucjz1eVQ7vs+M+hrb z#&U7vv0!$ktrT}Jgj7YKF|ET+a_T1nE1A0_nWu#pik|FQd=;a$d~9=SWd4wunF-AL z0(TpM)pf_+XkfsI@xAbqHRZ--;EUd-F!N{;b8-hQT;luR zGr}PsID=kP%uy*v1Sf!3!dDX#Cg3A}k=4(`+>lcDSE#UN8de9&_+Py+%fl~P^(nAI zs&tCzIK;IdTTf>!UZWfyM(`cX-}h?RnR%+~OVUFVd)%CB;$Ka4A7(l7-+0=ZolT`c zF^5vgeygjQqm^!dhkl(dtXiOPE#bj~wFM_!)8f+Rfw3vc6-@ZHg|aAzjRk~+FScg> z+_TXZH_oI=%67K6h25@m4DFsc-)TZ&(u}zasPV%jZ3*b-S z*ug0UlvD)o>sbmlr;MJ{ITeE7>efNQ1m|)(!!v{vxjFkM!^=m+otmldqw(>ekA{g@ znDQPcSTcOIS->=YZ1aODdv+y8*2G#2On~BmUhM|wTWHM9gOtF6fxVc#2`h4T9Zrvj z($iO6PQqiW(0Cyw+08U+^AfW02|M(;#m$+9de0ztYCnG-M)vwmUgA}1gtJT7NoOu< z0Z;i(4^kV^TUf7cdw6Iy%Z5I2QKLS0XI{ZJ>~P9q&k$Ov%S27o+tw0DXY$CX6ru#{ z(hGU+B>5aF&1vOT7cEuZVJW2r6Tw7MYelMu6de%{TI~)g<7U1)G+k@527F2dVO)u> zdcDG7fn)Un&f`{0YEc`d?Z}W9op(EZluoZMEfvSQLqg%kjU*JdA=;Z+ws5oDV)`*`LbAME z%1w2`k4v|SMZcO`FW#h>ZnSK+#r_!o7_c3pe-S@nradDQ;Yeq3jBZp`wpCrM)~{bQfJHx!++ zc(e%(X$IY$uxU6*TW{@4@y3CHV$(B~=*($1uC`#IJOy8wi+FJIybIesv}rj$Qj*{& zkLqkSh2gh{hrgF3Dvyj7ueEBeaX0;{XzEdQrY+dP>`E-Y*b03W03Rz+DHY5D_`$jB zHtMg2aOQ#=&=k)X4Y5L zqJ4b29~_*Y+|#`IOKaomBr`_6C^SkySW>=Ec*ILc8t=~`_;kC*1MIQn2Eb&^XU}v2 zCjzfjHUmS$`wu2nvMq+Ez-DL^G6@vt67DvKg_At$e_NG^dt7f1!7jK^D_gOd<#d8G zjZf5@8751@Uas|essvz!%s&$bszz!B7tTOPy0kR=LU25jnQX18 zpLZ+Zq;mtMa=F~2xjHR;f>Kuk9wVTAwmmdzunR^bD`{!q!Ve+MrI2ggsFZA>V|acK z0a@8XKG6`3suXu))(weq%=KV8!&^X)NBts%n*Ovp+&;-L*V3?krXiKgz7h%dJGh_2> z>ZZZWk;p*Lx8wL#cvtY?v~ z=H5-JEWKQkT_Uhw*j)(0q*Ec3mV^a_TBzxZctGC38elm&Nn3uh42Od^0fctUc?&7y z!vV(&%MPUaMRSt3e8pf*c{ZNMqsx+`vOPJi0M6C4bp&<9_K+3@gqhI2G{O>-$*AUq# zX7|}N3^oA*1tyOnK_~}ArjN}N;!6ce02h&t#O6clywg^;P^REGUjh$S`Cbx8t-wT= zGu=w!+rWAN_mns4lORP_IwHYl%Bi;|=0!7j%2_tPU`E~6d>XvrgoblgzFsw5bscwrcyQaHcf41N0_o7O!n7n^P)mB8W`I~)u@`v6_gq; zT2>fXk%Xyx%af*?J6}c48oG}{P}bu)j!&oZPFe&V*S7Wb?CJ}R*gMh%Hwfjka*j#6 zAKx;-V8TQVo#DJ`Gv9W)QSn4po*vqHPTul)$tQH zVsLYuh5Sjt68x~;EFE$ixjGQtNC7)30Ezg5`Ft#^nT65hLzKFBU* zaf?oUS&W)nk=y)cum#B&JhMAiVqNL6vRJWlNJ6n*V=J#BqksrSMn?7t@5UQ6Fm!y& zb1R8&dGaX5hngYX_LVIBH}oV;V2eZ{fB-JO{84!cK0fgz3XB02=|Cv=>7EHAaMh}Kv^8@Ev&r^fz_Xo zz%1a0;9QUZJAYICHh=idfS<7^ud1!|0zflynV+0%o7(${;C_9s9wD#092VY` zuqmDNwR9YiWxN3vA6BZXN^iVyzyRyb*Hae$I*lTaG!tt2h2^O*6j=(9YA7dk$NUe* z5(7nzbIME;#u5W&f}n6I1;!zxBm@9&@#Bf}VdCx!!|i#o2fzY~fuTU4&I}7?D+B7~ zOS!N^yg|BZ%Tt{00%>8OxyIxg=DLH)9Y&5AJoP4IT>!YCaiCYUxQPn~S5-BVd#PP4 zs$*`wrRh`V=9*LfW0MI!)y^<&JuoxtM9fa_@Bkl;;dH73>}7;Vf%?PLc{Z{8bUJlv zA3${}IxJ>J*A0VWfPBQchhyEtN)-jLSV>XXFNSeLSf$)4{R}Uc03j(47u9+O(AR82 z*vWv#r&)Y93vc|X8Vw%u2xG7Q@DPwatU(9hl}@?KL?4ZE?R;sRKwI}=r4l`a7(Y=q zb)JPt2;+UdNkYKJ|DGbs!H2xsV~IaR*Di4h3!oS3ZI?o-1L1NwbG5w#C8of_`Xd57 zP^E-;0FT|HYzFuaVl~|Y;K**z9=C+r#K(>Ck4=v(-+^6yFPT~kyhhs~xxnj!qT>v1 z08nKM=mLPdi^R^wj7=tqnT#8XR)O%~ZLKMqKAo|97QW+5hpQfuf_6F=MOpKz$nFeac`X9@Yc!iN#&E0#>R% zM<#Cyi&fFjs9;*|#$vs@|0jP%zXf_^$hO}I?-K_9V%ehr5!TU-caEi^8ls z|0oMT1#ni|#}J6iR)QV`3Cw0%L=+nip~RJRydmu-MWYJA2eQ7K1$`_9}P{my-5KhM~jR; z0{&qu=7IaIFpLYVc<}`N6(e{Ac(R`;M5;De{{kP_0DiQdY`x4R%5KoqyRahV&&g-x zRKTBY4VWm$wfHk@ANQ<=$^wr2dTA>NiB>t%JyMPF4cY*Z zr_Ng_uK-SX$Po0Pm|KSfqo8jI5rlYNs2udKQAQrs5d<3ms*o`|C6D7T4tezzelATEPm;wC zDPXT5p=J=q+Jdu61h8%0!SD$YAB~HMuN~s+>5~uE3OfspgB7rX*by)4tr*0grmGh# zi)P#6I?&%4|h4WZ@cDWC?&~n!C zX+#CFN&vVQg=gpHqUU6qTHiNqT;7V5Ag_TehA)1=$O)jTd7{7oFR!{MnBir-%YEU$ znODB=d%3wj7ZDlR>0k{atJvLI*X9xz$k8ad;{3O|9FWdw3FKnBJN{yDO61rdH~m)Y z{HC|$I}~O%Uf3=k-79FiqOjH*w~;#fVG|Q_)LN7m&pmY?hYyoLO_}jJ38R9963$r# z89Dio0urW4(j?M9fX16y!0+)e-iT z&9q8YpbUa|xP)!T8Z@xdh4L<31u*Advz7I+PZ|3)y^v})F;E6{>O|!ZrUl!Ij2qd3 z*Cye2!4;wuV8jS8?vMb~3FMP^^I7(M>iGQJy4k1;EPPI}*TGT?nuM0osFW7i@DyM; zFIaj7fR;h@mhBVfsBi)Jqz}@sLUsW}`THX#Xdb*sd$+ZayA;x>LHl3l+T8f_rHCKT z)JaIrCyX6UynyyK+HL#|kOMY13^@37JHZ=d?yH*Wt$<_%BhpPY2UNtPE4O5okJ<@| zu~l&Owxn?;pwm4Ap>7)B3E%2?KB;iZdwx9OflV9 z+!D^Kq)@dcbc=#lmtW6PVwALI_cQNWXbMjPKT^SafJw)m$AI~(4{xyocyWM`@c>`X z)(9g1I@XXE2wa>p@jUF)KttyM3o?)dbFh_4xITP%<$WNfw?>@*;K9~fslp1()Sa<&offGuX zbmb2Ldq?PhrD4?ZCTWvGMX5UOO9I^*kVGmo$e)MGv==2G;&WU@GEa-{SH~!3hWL#05`UV z;Mt{LNMGCh*79LsF6K(skFUShX6t@hKG439df;4nNm0IHO1qUkvZUS_4yjySeK}e@7P&d}Y_9J8$C&=2 zqhbj!eKXNqGb-iYeH`3IwcNvYAy|XmTq0@@Wdf9wHOvpP55~3!oCNihJp~1Ylf$H_ z{gMS7TMKdr)DxajD#fuBN&!GK=WOE~pHn&SU6tH-1Bh@zvyZX>cJk@HM4Xlp2t${v zhf3Lb%y+V%`QWt=+XB{)X9f#N)lVtQT(tLqjYsNdIaxiOhAbkrlNTvt@gjfwQ<vo`#AT`;ORHx>$3GuTTi#hQ-cl+LMR zumu5X^*rc^-pot6?b6iBMYBROrA0Zb?6`#6UDIr-u#^*wm+&{E(Ps13La{Z zmK&RB*zH<4wM*5Ad3wR4aEb~}sSnO$0Q?-Sy8v8?t>?lOD?2W{5Q-9A(;u7G+We=f zWo+}8De>d;c{XSt5SuOOQd+KEid=1G;HnN1Y$bmmW%mx(@cS;}s$6-LW7jL#xhQ}^ z!Wp|!>W^^ar}k-{&&ov2%LVT%4SM=pq8?D925C_QG$wFnZ$4oI{GLA<<*Y{aDv7*f zH?%o~@cTZlpNUg{b0fdC*F#X&w)K!KACJFf9u(~11hTWR0k*&%ICqbZk03pZ)Zwaz zn5dM8a%?(W7j&?XD+ut7p<2|>u=l+UDCr`o5!qX6%JK56nTDirnne)b%^3lZBShmi zoc_oto;+?m(aM)KutRmlXA5paxo_bd9`SVt_3gvlm78O~D#w6gmDPM9Q>J>N%0>M- zZzNQZ6qYa&4rK=t&80L9suU1_8#NnrQT=r&(QldTXQl<@4Pxo-EqTX+w*iw?F!6Lb zHsvk*Lc85d56iW;alf2AyG}!mq!wzEQ1c0Z3K#-4FjSqu0`;OB*RzE2RW}-SN0HCu zI^3}(*h9KTGyR?#HTPl(9_!B{ah46O5JMLo zxY-WMRn<|pXla!Wfw0?r+U9hy$5&D8Co^Tq2NO@}@#cKE2LWo%ujzCa{(GVZ-k+6H z!gQ<60yX7oh4RSmsuUJZLSR3ho73Y`FAHJ29^*}KCbZ<(OabEI(lx#(32Y=4$%jfQ z6t1dS5SM#O6r=kIL?N&0QpgLuDKbXy5-{oz_klIh}-bnIPzVS;lF#x3r-P>e@xAd)nWHf^|N(WCO|?3ISjy{seM?^ z$-=3n3m*rl2u|`aKNb*dm32gBPZ>9L4`>zOAn@Q)*gB|Rh`S`A8hvEz3A-}8Plx5~ zc?9b#y+HGj@#lE5mBya)Fa%z<2&_$S{u4JfxBk;K_pG8N@Ffzxh33TCt*`atu*S0__>>?U{#= zqF$u};8?gjug43{jTkH?ivJk5q`C}9)f0@*u?ku0R$yvL7Mn8%@K+COWA;D#-S1vW4b2A)5yyXIxK+ zzS9GX>U^XxRohmjS18CoCt zdfwQU*8+{3dIKv@{8o3)%kQ-U;84(00C7l)6TA@2$zKbFP<3OA4;?!IStoaG-W4zj z{AQ0*ri#hatC$yrn({S>NwLmwwfDdg44g64xUvJTO(B37K!Nbj{vr>UmSH(glG@Ej zIU~lCO&dqzlA1Pu#I-j@POR)kLmSW$_=J#>?}FTd$qpHFvL7T(bHe2)A^PE`2@YT9E7T zCrD~^7GlO9%5iC(4xh;90^kPgAfaX{R!&-4T6%Oj)tu=Twi~j91XcN zh=bX$5a!AW6Wg%q8c_7taqNast|(5x<4v^k4(LaNj$?yXJ&>tTFL*a%7!9N>O(eb$ zSaR;fQ$~aEqt)eGGfvBkalb;=Wc}FJm^*O`&minyfs9=JuEl`~3%ZwQBb$1ul3Gz5 zHlNltS}ShE3plX|E&NGVCvNxSlaQC^jzOJkNU`B>sgH4+e{8vj3S6*raNyAg5CFYGTEp&^-JRn|^XnhDN<=>q0OK0142d+tNc`Yy1B#>_Ogs06k0I zVL2!`Fu$6M9(yB1L9q@nF?f;RxOhf)j*Uxiz8l;4x>nq@p84g)1LH-15WvuFSBNk~ zTC6q;L{glA4xMhO6P_1eTglkXehV&M3=+v@tU-tdHy!}!_)|i6fPyl1zg|+|-{bwb zf{tKng>u0@cS&Ct&yX-#0igy^mV)`UwDp>adZCF>E>kz^)=%kqmvaG=RcXPDvVxNy z4hCIIN~>SkfEpl!dn}9>l;T==MzhdD)PXx$fZ|4L<-+Tb0EXlFm9UklR>*mVR{7cAQxN&2qgayq;Wo|w9c$7#-RL$Dmjo3B9TXFX{|v>O zgMdnF@Foan2zoU@;7-j^OS&~N6SpxFy)Y&C802|JNHcd2k!o0g5|qXsgDW>R&Ag9W zf8XHcOq0}~6z7rUhWtUj059br2h9}CpA$;Eh!)_>^B%@FZZQRUP_DB@zV>dr>jlE@@fuHhAdb`>?gR0m5w+zC>*T{()bq06QqEU)oi zYjV#HZ@KF%VgkCa)mJVe<0jy?f3(w>%>R zwA~=k0Dr0YJBRH=OD{55l`2`p_k2PU00sDC0}1vE4x2GvU4BqkkL0^olvKmCD@nxS z!_BQzG-$16lgg=TT2PcIFrh)suAE*CRPt89TYtNKBf9wcRu$DeN-Ca!#{KKYNX zehZ+?4TJ&>1?c4mfgE0}91;=YJJZ+BBdFL9X_Y7rjRA+D&FEcDTpi@0(~#^Pt~`bO z1oa=SkN-Y-02k^Mn{;OF?=gtaeq+mVw<3!}=LkM^46w~RJ$+`Stz@-HJV;gU$E#HQ zX4#yyzm5psw0agqdtSD$nY1UMjw zC8aKguy%uPJwF@|5|w?wPnaKz z7p%=+pC1#|_KfE@O+89O3fgvBfHm z3qQ9MQqWj~C>IWRGcz#u1A73JESXci8H{1YC)ldstcgwcz~23aH&D_ z6DkrrN9Rr&E-&0{>T_EE%V{g38tcQ!=FGkQ_wcoBj8)oPg)leJ-6!nGD>IR3WKhu0 zs}RIWIfC7UnJcHhFK+qh7ZDGMHxa`F^$lTK z_}v-}KIo(bu7d~C!gOG=Tk8`k`^q7b)f<8&puA`I4VQ%4$~x8!=aw8wU6fUdnie7~ zfd8#i#S*%N6!7`+Oull)Gj(nxl=W#F77Hl787tR_B)EjV6~5U^Hex(v93QyyPiEU{eEb><63slcC;$(-@-HF10(nf2Lz5s2i%X+Nn=M-9 z<)g9k$0glDoT(^V36+){wj5Dw=>PJi+?loeO^feWRyWu7=**c+e5CouOAUE7+A+(Z zlp5(0psiOOs7J8#2x*aphL3DzY=6^bu_F|sb8fkX_b@om87B?KzYCwP=t2pOE*HFB$Ir&nNUt=xy9N>h0V8Jf%Ir0)1q(i5Zws;zUjE_LTw^zy1S)U9cZbS?h8dad0B#0J0B{0< z22HlcyGj%R7em(t7cjQ{*yH8?OchByFCG~Zcbc7eP&CF-L!qFtY4=G@pD4hHaG_uN z!Lc9a;qzfgKomL5vd4oU-T(;)R*xIUZ4|Dq#z0pJx?4P`0`;*Zx^_)v9i0v>tGNiN zX2I9q-P1uiJ6AolKbRyCm!-KU(d@lab(~F71%RxKw8)?{D2FGMH4JA zE@(%fqyqoS>78!Rx8%-EDI*$B;s1r#9O z#gMNuwtP#i=~u|38NW{#UnFVlc5aza$UA^sOA#dm5T8q7tEEa5&4cvl9$#Dgn%R~~ zzN{OxR%jivo<1*UMxe{?tY$FigtVC18EG)pNoHt+G0l_Cf|^!2Pu?wB;^lzgYU_Q5 z;79kl1-#l5e4vEi(juOB7ZfFrT4_dW@3tf%#I_2Px12@ewj}%dmk{{`UT;5+_aK7x zTn?RXH*Y3F=`h~fZXX`*HBfl~RZH~rc(Brd_@~Y*WQw?dwXkNsyV~RSdOP$EP&7o5 zvpS%fT}=XxupfJ~m(N}5Y<1vU#w}^hkQ#^Z-Qms(l7SFG`i^SLMu-XXf9LfWZIDvH zeQiCSG3tX>4!mkE&)YWl?GVsDp~ZM^Oq&$-Lf{@3{tykef3G={VPBP=2{q!mg^dB( zwKrOuifg>8D>b0waZaMZb8Q~-)d;v`FJJ^Pv_B_ax2NLJesebv5tl$9?i>mAT6<{# z4J#|JA^HvM^N){V7Z}fItygX)#Lf4|wQ^p`4ZIIM*&@M{X9VHd%cUh5BMB^V>bH1% zVMv(QeWcw5_wUL)Q9Wf7Bt%D{L%7Q=3r8+|IMlyRHE(w`MifGqjEj`!!X}~x_V}dC z+yupFgwN=zkZvnx$m=t-Gei4rTWP6iy*09nzCTLXDY#}fwO0YJRn#1&n(Fg~9G_%6 z$nb*xt_50JGQTbYDyO&P;qh(-C(-3M)2FV@uAC}bBr)Aua!?<_boWCaEHOY z9epxHyipx!_#rIew070AB+IH4ZQqBCb4)jmtxF3#V=5QAA<&ZU$kj|k^?QK|mLvd< zQTqk3HW2;YQ{JLg_F%wwSmQtBP1o1tHb#qAcAIuOEr^CsDD4rl`*K-+>Y2&fTMmJ*Lwr9%>yz(b0oOkRB)JFT`h<#a`G z`u=htH@F^7wE<$5h9gSwqLfh5Y>di8Soa>4OVDorXVdxxbT(x~nDayshZTC)WkChX zTmS>mI`7c4)4}oP)4hHh=TM4=K>U-(Ly_-P;Z#l33CDjKIWQXcu$&6RZZ&A66fj=J ztr^5k%t810+tJF%5~k$>#ommm&x73^=AT6IWtb|aR%Am5EIVA)eII^*h(;(OA)u0Z zPHL`2vX7HKE%$Z7Mel-O{UE(LX-KcAX*vEK z`T6t6tjPR*`;oKR+Iof1)34VC3P>Li-`7Xq3Tb}5MxC>OD}IUuP5t@wE^}+();@qh zv}p@jJ+Dg^-gG%IU8#w;0xE3j=1I^~zVmW3MD@BUdrwJ^WX$nhNIlvXU{0ha-!h*L zu4KCD$etLR{>(F5BzsV3b}Y51nxUQS%L3gO2f$VekEk^4z9k*r#RVtuDAG67*mQp5 z_-~unuR8>J$J@)2@Y?j|ZPd<`w~BMpFMC)0qFc1q7n(!>hW?3DUAgH802sV*Zj}h^ zp%FIk4z#U;%Cp6R0C4E%%|RxZL7@&9Cb>uQH1PAWPWT^FdC01Z+oi_&I3h)yo0~uV zW>8fyC9-%+P`3m;*tX9Xr|{(7<`CMBOBeK5E(C)_TMU(k%UpOvsXbm&Ao3WpKx!A? z6HW+#?nOHE%s+)&FZM&TKA%%@r;}-1s_D|14WTR7OuJ5wi#BA7@pXy$kb5#+VWR7we zSCJe#GKeO#n(kDu@g0v5(%XpH)%epU+vc2aNiT52r~1@x?vr(c#r1*neL-3C>w%CD z=0fhI-H^n{9HXTTp^Zw@jZ5>L8=qs=+T!L#u1prMiBgyR&8A_=>dL8&yPI$e0NIp3 zZsyX4{N{k^@)_e7jbf)fdir)m`t-vc0AmreGtW;5h`0+l*Kns($i}sSpfUz{`)q4? z6uG=PoV0kU_v^1$O9Ss$pD&rr{1tk>w1jT4gEtVrKlr+{nR&aB{oxLUKjJ>u&1Oah zO^Y>r{e4X8?T0T1oePQ0hSb+qJ8qc=7M(dSKVTFyH@CF@EcWM3hdU<^l$^!fe_Nlcg4NkpUaa6g+$}q+9am3uouG8^ym_MTSC?%0zG|wxvpAso!Ex;bdRF4Y zhi7l|CyGleWgmq5rO8T|w>!jl)n}VaEDm>Y+p)^Bl3Ml22e>74b4$aLq;rh+9x~G{ z)&AWwKnPZQ>WV7dqVHAQucRP7Vm9cU8Y=eMx~e&WdG&%~V(UfQcY)u#S^c+WidqF# ze~+G!UhWo~Eo)P>+UshI-RH2^b(gM|5DA`Y+p4d!f6AZrm#xa7K#zgyiEm5czlPZ~ zfr(GWCT6MUuKJ%yG-KHWe9BD^+$+_4LNUrZOSmT3GyLpA+CVWc^=ukXuoqjb-~z_3 zG56Mu<@M?er4EvwN*YflbbBlw-N#!Pusmu%h;t4+ekcS>XVf|%G;@(RjwTO4~bU@7W!jjMB{zLKw0N& zB-31J^>hK8*oEpWD+R&SbIO$^S<*F9+0r$8chnC*-chfRp`>m@+LyMTww-iZMhR2n z9xNfgt4vvFWPdZf@}s~${nA!_5f$P3FZzRb%2yUEOnd)(o-gxK?CrEBu63ZuK)cMlQv1dw}$a|4Ek0x&2Dnw^$@RyTG=zmuk{{8377T%j~;Jw2Qen5rlZ1~j+5?Sr}7ci*@t}E*7 zq zYFWt_4&&|w)P}PrH-B|WdiJ`g(CP8K+&eC5jo7mPx%tg+&>k~l%MCV{#moEn%<9j7 zzKu5IUKPz!vXRi;S1&D?eXA?s!rlYwHZYFiP2U+AyKk8nl$_rm>b>doBzziuGFC`g zh)>{HEg^L8iR1CZ$G;VyOS^F{?GI(LMo0a{4?VB$97)@*6i{$=uO3`aJr&g8?Qt0R z&3nZ(_@(rd{_o!p_TJPwvzg;IXm2B%epQ^OW4rU!K$^eFldLV{%0vy+vrO6db+bRL z>zID-94CFpQOrBbMxq`yBAzlX0qZw}8O04Wol|uc^yF5yS z>3xBZkEtfcT>Q`#;dC*m^hth6;tq145?5Mn`Mubc6hl-=gV(6>J@g4Muk@p|1UqlG@SW8utFMu1^btP!*t;ulNB~lh3 zmc(j5v(d(<}wbtI}+z3C)zW2(sYXk_;&kaOR>4COB3rk`V>wNg=ogRcM6QkFp@F2SsRT3hHK7Wc5)b4RRXSHN47MVZF|)bL9yc%GTe-&V z=MUrt?l_+c52A06i8E4>}wPvhHRW$wH|TJD#_@F%&mC!~*Uy(s&+OL6d@<$=2fO;_0bz+s))7kJ?8 z_xv*xDKZ(w5*k=n$|-S*!T;v@6q1{8#kL0Y5Z z31g#AjR;Fo1&dt#9!H-Y)8;LAaCQsjFKjuVbF1%|A&;aaI`aR<78G6=nDmMMkO}>7#3HFd&BO76O)+p- z*fEHPNGMvsrw0I7u1sZ#<^j(QSPf>0@B7Id2-@RuILl)bbTz8B(X$h$2+$1J(ovn- z8ZEYf3w7bfS)?T+t!aN|+QjrXV`P0lnQs~%c?;YuvQ5=794F17*YQi_(gT@@_}h;O zEZ|HP3N{@d;X-Vod|G($>5F)o>Am0Gm<>(cQUZ3k`5k$x7i-mtwD(EtPpXTRaOBQs z!yET~1`E@1LTAhzvWCcIFOJF7Z-w9AVssxJ-n4dGr7-s9acof-k>te>m(n!2ygl@# zg5U{TNCZux0)8wd-q&mR1juB3B1f&x7^)NL`Kj@l`!aV><<)5eaK0F%@!;2S71{Ip zJwtbTG5`6;!QO%cx0KbjN@1u2F+ulTsc83u$lqqy<{A$kxp#|<3AEy3Q0CcfbP52< zba^6YzLpFdJKLO3{+8S-;BajdO=?fPJY(W}pgV$ti(8XIg`%MhwU<`}Uuz2)8mZ16 z?(`5ZasV6MqwXl2j)@_jny`T*W;TlMh|gCCdr^Id^~~$7SYtB~Cex?LV-Zrkzs4v3 z(V=ds%aHYA&}09zn%#d0aHmBw2V@j!W4yxV{F&Mv*ET~n_WWjo++Z7N-Iu?Tla=fk zk!D`rgVjk+*8L>XVA~YkeB#H*f*y5{B%DO3A6wzrwQRWZXBhi(b-$0+5N!K9K8qTT z#>P%)lZVABmO%-ifgM)C)a6J``4Rgqmt}hATl|3Cz2D}-Y(eGfYK?6lJAyFjl0Jak zv`L`pt2Nl6zd;J0{ai@<5&cLjGu;jY{rVp!#u1AH3LjL>*UPHicqqV}$7;R#C8dzI zkrgnm4Exx*TMz||gp+^x_jYI&rQjBEs(^FJ;t-8x-r7GduMNoXzaxj0N*j(eu{O`v z*JC3Bq%{#>Zaa+z07@_e2`dr@V*bsEQ`!Q64G|S!&cebz^5P;3Dl{PMD+0Uom8cRqh#%4Wo9GkC?kDX9N?>^jQbxn))M!th5Wy3>=A z0{1Ih7>W;fj2M2uFCKrjQ4`x~Vy*)m&&ND~H72BFF zmIoh^MfLM#X=oJ-3Xpk*=mLqJ$S!GNe?J(bez@7>QWo z!`b5%U-YPVFrnb)@#7q^0|=@}-$+1~K^|KX^+&ZySTuD=Z~+P@;HV@7Lq9TO>V3%I z8Qr_9kkNd$mSNB>;)hG?A6rN(U}m(K4}dr*!?8M~BPJ0}O3x8a(M5xv7~dO~dtjq8 z(Iv45jt5dt3b+`tJ;Q_^HX@K+vjb5D_EGAZn(jvn(WAt4Aaen}2>7=RqJW~D(;klm z5HOJ0k^mcXGKq(qSj#uQ>Yx#ny~GX&o9BRGO|&vn0DJa3tyD+CbHq77_-Z39fh;oe|{FdX9R_80zGtnl=QlQl2sPcW~K{^KySuVj2X8zvbY4H9Nx9TdGQ7RWNQAi z;G8mP`e-asVcbUs6gv?==0V5{1M&0eE^Tggw@KP=(K`f}Cwu;-r_=~d3f!7Xw(3y6 zkPb2R@{R3_>&zOs)4QWi_k318)IHOwHuL#-962y!Ax#nA`cuL_&i) zpBU~MLZ+H5AEsWRfE|lx9D4UF=GvX@0VUU^!_C4Q{o0xolqJ|>Uu~J9S*eYWcT(Bs zXHA=1WbQQgJp7d9h)rQ;^Ccy9SSqdhwgE}t(aB{a-j=cEvQE}AZKzY+0D{~xJRAhV zx)ivDcVNl!*s25tOXej0-0{ypVjiPB#T2yYd|_=OwR|`%Ibw#5D4r5hi4i$8kCHJF zcY#U+UuBBe`xXgHd&~GX31_rbRN2(3W!~M$_3!f`_(E(gQN(t3sQi5E621y~+BzIz zEc%j#8*{#~H*%*n?&~5IezM`9l=85o4Xdbb*LmVZvvN|fwa8=RtMgyOBJ+_B_b9iomUD zh2G|?0l}-I65$kX0dfGEApl}g76TIH=qqxTf`F9nL|2GYmjgEoo>=S&*>@qscdRdG z#7)mS#F^`T#IMVq^Ne3?;AiHVNiw@HOs=}^Hast8WOT$HNsM#Id}r7g*7+SS?eSbg zx<;YAz2fQJFQ}%=-%P$fzdeKuDXC^?gdIz4m^7speLhJ3hNV|W5U+{OV-kl&$4S@s z`TlE7W+sgds`7Lv+LGDzv9UY)UPExyogLia%14i@r7$W6uC9XWze3T7U)1rE=N*3? zXDVO%=LOI=C^SSFKbr-}w+xVP26Qlv=wqJHjAiy!R5fH$KbH>W&JBvosBwaE^HnjK zX#)skS0WgBKe+6?cOxSp%QBs%l^Lh$+2~<)7)g>#)mUfwe_90 z4V8<7(>XI|RA>IvEY%4vtkj7v!l|AFNm45I6bwBf5jPT>0mlNUNf1(yw*deLV%jiK z1x2a}X2R+Wc!ePkueuo%il&N3KsTmCLPwduRAh}b^+h{tuH7>ndrDy6Dcg-vS-Hs@IaE9t5w8 zmCSFNIxlWc-7L`8fZeUbni6AOoD~Q@xp70Z5|{OK@OIE{c(%dA_wY4g9g%TQW>=xRCw$M4AOIV|PD3+)o9&U5z_wc>v9)kBM8IKlf zS%1ALwq5HKTVSOOeNlKi&}sAGWVBjppU{jBK<*U7hOuIXy{oc~1$Xsq2k$CtpW%&n zoz>fk&CM8_ad*B4sdN;O)Nw+F;!I6+iHU8%{HKnVZ3WFb8QB)P$K~4glD1wkjYe=) zGU5LfcvU!_jjNCF3<0LVwO)C%oh{rp=L+np`FyQRVGv&vAj3E%hp>$%SfN?-9iI1g ze#J10NKb2eKK+JMNNg)V%2}Xf@y%mDduG3k{H23%oszKG9W`>{VE4fn6cvA@j#}?* z+Q9T*6~XXO;d-LmtUCUZn}r-cmjpjr;S@sE)DleDDn@hA3S z#+QfQLJZLsd|#7GIaikdZrSvwKe>1Ib!p#%w-p!M4V#0Z7f4oBVyOxT5gWsgem%v_ z6|6S`O-Umtq+diD-Q`~;#1CpLRLXmX@-f zP1z9&q_A{iC}VY`tZDr(zo3R=`~Qfv`B6Y4aX<`!&zwmhE~W);fNV2AxX(-V+6-aS zETEERQHVVifiuM>nvN+Urc36@K_P@}S|rdsK+_?!AvQZ0P=it^9APu8w!>rk!7?mz zxb}S|&2p|kZb+wQaC5ozPqtmUr>}dz$Jt^{wia$#m|_%i^rijLw`keHk!Y6IRB4mt zt){8V#kF* zXmKuY8a~ojJ3jiQ?>3h8da{r8Vx`#BHq{36mQe(;6xAld;atKvI`!T4*Kvl&;;Sw5 z=UBme;ZGS#RQwq~+*^g+4j5l|yt%P_dC~f5;1(SjmkpEbVe5lRuU#z(vKqG;@8&^Q zlu!;~MGT=jEKIfFas1Fga`lgwEqOUXc%eRan}#3GN4zs1f3r5=Bq z5!2Cj>amj^8@V`>cpdSr$Qeeoh$pmb`g8gdXh4Y+gdcFWNbEfmxZ7?8iQ>S0xvF$dPoldq!vEst${{RO zS4#lCoC{=GkVY$+1nejSfhs&Tz)gg7#0dqSp-uL&qf(5bO$Qh|5QoB3G|@MMB)^y> zDN+&K|3*v>FmrKGgzcaz5gv!ZFi1F0BiUp1-^3C!a--=}5x_Ny1SAGB31UIib-^u} zNF4giWG|fD6o1k6G{n?PMHJWoyl-f3fIeLeMOG#7>-~E zc$tFW4=pTz-*~#LY`ptwsbape+XSI;eHvIV@NY#GWVHK5VH|VSq>OdvU4N#7Pes)q z_Lq!x@)D2EXIge;*KLOvyKO}AB9H!?y9lFBlEW-LxEpcz6*2t}Ev7M0$6I(pA?8ux zw3poX#L9?BuPyxW&*JRkJbVEclbh3$d!-o&|v#Lk!PTAK4#aMX%BHFsWh79fuV9@~kRzM_Mhv?aMwC9Xits=#Yn zLY*8_S?B3>s$Y=E1&DONtivU}KK&)t^t>NOy^C)f7tOFD@I|?osF=C)^>vvcvte8S zd(QG@Yza=-+VG-e9OMC~9z>NYHO!6N&9W;yCh$9ujM6DgQIpYYy49)e&yCxDK6^Xy z(VpbNy$gXjRx-2IO<+evhKx_I!LgUxn_^NgIA*&Lg*CQeI ze*C|m8}_}>H|-mPRUY#mt^f6=Zntlf5s4&nRAK~-Yoz#x#O;fD4D&Io&vLC&knfUG z1UH7oacS}T%g$Ka7!AQzvP)O)8RN*cZ!TW0ee2O4n|S>UAHbv|B`YS>*@($*zYhk>(kdBY&IC^& zLZlc{Q(A?=;cjeT0-OUnK@J!z09dGq5$rjCH7k%7vQsoy5%$;WpgjQ|r~3 znX{zei@VRRM~QeXa;;OSZ#o}6$Oum7c*NW%TAh7#bMBn0-Z9Q_TukDnCIJa-5Kg=L z((~>rOJ%M-*SgkDM|IL(kL7i0U6v@Bo%vDlxdE$OR?kbFeI}-#dx*t_F^kH&yqGE9 z(-CiXO`*pZ6Y;WOnvzUy@mxhKeMu7xT4v;0-_5qYxfmtw4CiJ$5HofgQa0ZIFgp2j zuJv;7b-73bA+w^Wxa|j-Q2yaMQuCmI)8YE1FfVLiL|3{3BveRALmEN%3ZjB;{6kKHQ4+z%7FS6)4DvsY zAq$8tb66sBAg1%J0H{|1Cli!+pvjh9R%X!Pb?c>ObU3#?-WF~wr6QE9$DR#B3V!ro zbr7j*U<&0avl>XyOduWsY+9It zpRq)fg{H~J&;L5vRm7EWwPHy`Vxi19h}sfR_~@n@_kG^@`ZcAk(ERV$dQGqqY9S%S zB_RvQCzi}L=h4_X~V%ZTl;);SekUWZM^&o#_v#U!9G8{ zq(WmsU4?l9|GU`0HGMKC)t@jdJm1TF=8XOLsNBY;kIsPv8|g< z+u^|hIes71zP_ojdjpA6sgUJ465^>1ey3$K)7VP;H~V<^69{SuFWrhgt^`- zt#?`2p&x$xx>~3E!|f!JS_ljG-oaNciRO>79z%CypGYs52Dx*G%RG@EAoX(VlH#to z$f0GM_(Ifl`EsfUW6viTMH4JD14lda^p zFTNT!dWTO`5jh`4ORul+vDsx>TkPDHb#r?!vi!fj0D~CF>Ai_ru$^m2B6?q-b6x7n zZ9oEV2nEwi&9dD2Z&}w=lBmcoR!;KD3Wq3V4OD{Zf@^~W5)9FSai~Ol`4%cOf=Avk zaZM7Cr;&xJ@}PQbt0)T`CtYeK!nr9TuQtL+{f6T8hkhG z`!UIK=CxN%S|ok%%U|WqfVDgOs5M+KSiWkdo%e2V&^F@_&GMDw1+R+J14zI;)9(?3kEe%F%uiv>%k)AgC&VdsX}?{D=z))`hk z2L9u)FPR)nF26WyxF=Wpa8K0tco#ulQ2n&!d-0RD_3oTLfk228`Z(9& zc~g0j9rx5{xL%|bSHEu#zdTzi7Z$b7LY5h+Z;0f5-gnS6aU=E5{8jE!m;Ul4*5q4P zZY0J8KfbEH+_vy@LoZx$vgV*&)*#nIL5ACZMA9mJ45=usuqVILdaj^f`@KD? z?w9M-;ljKbo;%yVYf@4xnnMxZHzpDZdJEtSxS-gAu<0leLLs(|0Q7-6KMV$epD0Y5 z5RwQVL6Lcn7aO8$dy`yn$MCC+SecB4B8=(sjIvQ~?lukF0A(1W)Q3GGfcHZ+{!buk zAfYh?Ds$oX-Orym&U}7RRu)4j@{|}PPhf+>MN)-H963Z`1ayLG;Ji?>1#txvUH|L% z&agVFtjvd7^j2lEeXKrk0hGTHAN*}25&XI}tfNO;Sdj?zMPP&Q;Drl=vUfb56?u#m zREK^0=)FZR+Wx{DNFhknG=XD+bPok^B)W|b?ehemD(cFX48`YrDhrmg}rJ?0f z{3!{1!e%7h@A6i{uCpdG9W5L>n|t|Ze4t|wr=`*3ED0N6FO7;-CcAlZWY067Yr3(L zYbw)aWy`4$EtHw{Gcc+$GU;rx{+$5#YBV-;buJcpAE+!(H&O+6zIjNm+X-V(dU`!%i6@dL%-)MeLv?0& zscJ1mk4?i&FZRtPoMt-mE;^3|UPj&D49~k<^P=CYtY!tzwg{hzJ z@Ygi$jm%&ri@NZtTljrF)k8OepQ?gBB^+=VP^N^Z&_&uOx6)l%Zn_cdc#_Eo8w;lF z%On}e%ZBO?d-pE=f}6*sR!yp1-~w1}bO-VVaL2H?r=@nKZ=7B{Nm?&k&${_`}+*}Hk7Di}QAbuZjyv4@qD_Uh> zY?qOE;>FjUbL|Ujdo^646mg7AIiqx;rFY9?*uHV$rbm)9IHKlQEXjyXnRU; z|0$P2ez#A#hZrJ*g~gz?GOCA6yL*|iTEh=FZ1+|MbG*7xIo>-XS}nPMR(@<0be$&qiO8A6B^{(Rd&KEx{9sLV5 zz6rf_N5_}n%hr{Edu>H9eW*_|zKwrF@`Y!=Oiq*AtyR;S2)=pgIiG}=!?pHR*Gfa- zI;v?S9B*)O(QFCu!UR1Xzo-$gL*M0KsSqL$u-Kia_#Kbqz@&=?-r89ukcAf%AncF9 z?>njBX}?nUOjFQ}gr9(lQTjLAlqxkesKkM+`vd?y2(XbwU^b(VEP*S){QQdeHU=q} zE+!?0QcY-N56>LmVx2fA{jR0(Vj!TV6t!qgSHnJPYo47J>EuqR(}qjO6F~%(3z*qr zrOX`wc56`8FeFDj(XOWYltx9VFj1J+q5_?;z$QBj?uescsuAD4^!(K{z2~B3dK`s9IJ^ZWfnXRaLxYxjT z|C1?$PZr`N4D2B@v)y-s_MhbD&Y---Mjt6#X&>-8>PpE+2}LS992#J{kHJR2+*ved zi*Mcs?A1Ij>53@*`Y`G3(3c2}r*|rvrF$>`&IpQ%I>KTd?L0fH#D;?F|68IFtFxVI zpAJ~P9=pTdhu>@w#i6_Ld*_wLmeo?(pM)ODKpe49n6j;@flpZ8Cok_J zXnZ>9ujMVwdp(qT0ts_;Kxe*|r=mcr7I;OYm&z~p^k_7E=D9`B7N2v|_mQ9+UI}qlf9(H~<91;*^x2bFER;Amz!iOS z?uf9I`E}fFWgI_kZ9g>U(}C~7&!qT5NFQ#u2^Jr%WCW>y=;{$x)WPB58G}D1%qfXf zOY_UT-A8L*2mc1wH~uT}{B8}F%u(l)ClZ%uw=YKLp0sUa`|R7YY}Wl%P{~#+`SmFK zP5%vH@$WW%Wok;Vv0&+Gn-a&ROVwu#U+kY>EZvOI&H~FqCQUf(gjZU@u zX5_T^x=24i5DVBbb%Ebqnm2bX&*%vX z;ZGc+V~X+-e5zaqepc~^0sB^V*Epw-zTesi7S^taNfRO0CP~PV{FpCj&XiiAp|KCd zZVdx6ib4`tf0j&4urPs=GIE*WWcSFp{C%2k=Gx5K<|Q%rs2S;npXFyUx|%Yf{pCjO zn;G+6<+Jy7)lwqF+bN&kU;q1gV|Mn9UIGrr2*HL&`=lWASIq0~wZC`OA3Q|hzH}Gt ze(8=|{LNB+OyYS&;u^({_~B)~zpU0Ql*D1n1Ol-$)%Rd?bvclp1iP%S3OAE1et3 z)D$G0XrQXZVL+y?+{d7crErV=gsL#^n`pv^lDd=f2a)FT%q<~D;y8=9+CgN$2eBvj z4A6%y@aT#RvBhRVlWP!i4!{#8{C}A>^bEg5kg1j37 zQouq$@PY$9h4dddDul++@9;?w{&In#p{%h_J|3Sv8Q*K!v@MAu_Tx?V#W9DI~_$!X_cq)zzF(!52t|npIv2v9B1giE?9bA~LDzQ4oa@2Pd#JVJE_> z(N;y^VgpW<J{ep`&ja= zhHc^@Q*SN}VpVJ$h3&HomTC84r+f8V${(#FFa-rqykZ3$EwlSVpD1Li@G|Pk%+@bh z%zAC$^UXKUo#^GdY!&ItdnI!kC}n>KmhN_`)v$_DUsAk8?St=`cn zm=*uS=}6)|;mSn%p)n(;y$`y#m%lw*6-F$svkY&`xt!o9)Y`r6&`=;uMe>3k9C*aK zu)0m5gGjDXxvInD~$pjK81wET~@PelS@Yif;@1EC#T zTtW?Ae=NNG@KK~txcJ_JkKDK#QeI2wZ9Hpg5A{03@JI}*tcYABM!8Sa^N!A;2+9Jz zZlKju8=Me2=~d8?;gkL{sXM4XRJ5f;-9q3@@qh-)Yq3(jV>+r6w51`>y*$nsmW(}r zRVJIednei5fJcZ-u!Z7LCR5SiEz^m0hlZRwznl+k$g}xakE@4AtI#R7#P8R5Xj!aC z&Bw;X8f+Fe)qF~m=s=0R!8Z1){r2qM$eyHy6NyL~c>w_#r*qu_R?Ve*ToGOBG%i(a zg3?$OqL=hFNjOK6VQW+A7st6K76C_(|9H8pt$L|g{f;s=@_r5#Uu*{K3f=SUrpXT8 z>W`6H;=(~)Wh6I{6b*X$6%%l-$3m3HC)KbVJPU}0&k z61@5X2Gdp}-|)Xk+`F81E_22)zSbsDpddaqpF36iEjO$nCG)+P`w!)(Qdm-CKmFBVc#%ql4L#nQq!s7Y6*Ws> z9xEK!x+)Kaz#V{Xrh1j`XH~(Q+pp*;AU2DiKt7@ZRMUbDhUA69+yOiQZ}PbXURL{| zMgB%*HhEt2Z@qMR7QtNxr+#00?4g5gHR#Z4sT#^N<9#fePyP_H`%U-WoKo z@#OlhOEqn`yJ+7Mu)80djc1L0BQ_?^3dycg9DeE7Y3e=@rq|d3&pYkP$YhMt!~(ap z2GaDAl{;sjb959HLuH***Js+N6F$4^%u-chVPUsryf&wLbsxxdx^d_Ae8>b%l0kVg zdQ8`?@9N$7h4_{KP)kSqZcj|X(?=bId0;&dgJtG@lZn1NK?i|9IbbC`6j^KAn;y3p zzFFR>YQEEXxi|APlaZKD!3?ebR-II%t$6m7@&{?TSs1UZf4jcj9aTqCof#!Z;C<_&GLUmUdmG957lb9sR(KF+Txg3)uY?h7nW`h5%fGx}U(eJJ#`=Ly4TH z&kR-DE7x=>%G@e>iwdKUt3tR#47sz%Fl^KqTo}?VrC{jsfBun}s&V321v5?@v_M|* zK~M)PnOrdgxwQ3PM-os%pUOnq+uH?9n{v{qn)ye$!9J{hR%+bp_zuvtSlHm z@QsDLI6-j!Xn}m4mxuw(MKy z6X816Kf8H-`dpxWuv3z_+EV`r!Vh9Jk%rdxtautDmRnzq#uqu-Sr4Vw8d?&YGV{O?Nxi z>(3{8;PS_P)#>q?mpY{qLVm<9MWyKY=&}ZjxbBksw0>)do55b-O}=tW#+$SXvdkE? zox1CS^n;a>R4VPZ+;d%l$Koosa>jde&XzMH+#Wm9=}K43a zdA9JHwAea^?l}m8h!Q-gCJb=Gkwb)1VNk-|qD2BOY8D>>8pmoG6%Zq~svOA%jEB*hb-#ht5_4AsMuFWK8Q#^na~ zS&@t|)s=}T5iEur9 zZeHENPl^QNhC{1DCDCl-AYp~5p)bpqa+3AzZIJZnb-UO6N9sfKAOD=X1eiA7W zsTdAz>Ogc1A)JyDlzXo17NJ0p#KZy5w9yAm%{b`L2&d!{Khv36-Kyf@mm`J#LKXx3jO5m;p6Ba#al!EjGXo*U6u8oI-lZ?UH zAz}#npvD}58FK}!P*#kWLW3NtM~e>07X*FDus0E)p?6`yJYCTAdD`)lOxc~Ts=*Mr zdY;c8h{_HOkfK97LY(j+?mxB>mz4&&ML1VY`6=sa7V=azA^CtOn^{>!{OZrxD~9p` zh(`zD3;-{Jj4GNgA}Y@z({6jF9JqFyA7lTG1%gQ52d_U(XE zVYa%R-?f#i$7mHsPFe6~AJvO&D>*(Y{i6K&3&k+vsxQZP`=ILN6b zIc$Hp&N{p@IA!qJG3QfvQuW_gDCf(e)Q=x&9!m~V`QF(&?ZFd}!rlyCbECU`bG3vc zY2N?N^k7%wYPAphwEJkgqkp3s5UZlZl*A5(6r~z3ili>T{e34_9D;2@7v#EUx#3fz z@zy||K_;%!Q1+zORuL=PWwO`uv58fk0q*S*0H^F6a2}QkTE?uE^E}De6-A$o3z?0V z6TNsDFA-9BrYEZn^t|b=D^b+;&*k+(aj71DG^{E!TaOEyWH|Z-+Je6b(~zw^q@Y#b z3j;fDgS5jKwLHDMM(w-H*~ip>Obhlae! z>}KCPN=9*S*iHBh7X<`-f{dvHm%WYdv%4v^r3D&x&((fA+mJzB%ggUAb z32-VaD}O&XMWSQQ#=VX{Zn-~h-j3rv=sL{u*xoLukPBTRMMNml z);kgQa3tQo>k+>G<=;{v(ikO?z{PF#Jjr{b+_OHAPdNygU=WJZ0&L9g1!xH(KaJ{g zmWFagAFdk@x}O)dz$}`J{(pMvqWva>t*abDUzInC+E=$e=Ms3!XpoAp6|upRae-3A z##m{SfK`Bi<$$b4B;sMU0)*pLxw!?YxN?my(0m0VHEm-8$sGY`&_oa6ejPD@Q05*9 zUQSg4HV2@&tB~gI()48_iKXafze55kr*)&Us=_Do*=A93H)XxJv-2AB==<2%*`n#Q z2rquq-ZcLcCca^X9uC}t5Y$T-iOsF9JR%(IHu55;%JtSQ;wU6dOoZL&QtypioBsCe zyVGid-(FkIj6AJh{+P)8Wf{o_{`;BcS;A9VLilsU($p4BP%GCve6v1JwW5N4rMYn_ zRjhY^Jm$G)OMOnABgz>;sl63U>OQMV8^l}jy8c%Cvn9!t9PL^F+ z|NYy(g53gASvN0tO*VbZL`%Q3DJu&z2?(f2uCFZ_-uoQ#$l;sLN=#)ZbM1y5F(Mkx zec0Hdz7IP43jQ168AQEJD()ex@iLju%Kq?LN}?@yNUU08bg+vGOOgQv@QHY;Fb$#* zx$qIQ zX{X%>H;;ya`H2tP&lU?%m|1VU5e2rYaE%1aJvz@eW=f z1f^gA!5D`-0U!s}FwT_;MJfu&*NMp=v8!JhIeqA2o&xVy?VPVyf1q zc!q@mbGZj3orJACIedQazKef3IVGvEL~ zX8?!}rFN+L7T)0^Lh*HqWIW(NcFaUx^A`9ba9}0Y2*P)4s|ijz*i@dQ&YJi9g;$^W z!3mo@X8vsW6J;eRh){+C48K+c(^jY+jF$B!8f34#yq|in?l?ni7n_Oh#4+ZhIeLijS7pi=B)+eQ&&fH5FMNyr(i7^quR`d*hBn zm&UwDPh->srBj}OE*;Y;b?sYRzJ!M%IoDFHVb9z~Uhy4x^cnKkxsL8=wJbfhsb30~ zkrz!=jKb@u-a1|8Wjk7U_MqZV>^Z489UJ4AV=9GCfep#jz6F{ZRG5gk1(*D59c})6 z7I$oPB>TcpcVN2tDu(UeYE|>IbKONcy?VBW6!#ZA;5>LX z@-xS>7`F4gU5F@H_YwjK>hULpDFvlGl(Z$m7_t*F!4+_E0D+^X9E0(-Iq_+Xe3y;t z4)++Aj{W;ve>6MF#nk(zbgeg!kwt)gZ};U2ENz|u+^=5n=1ZHx`WysT=`}nYv};Tb zQ<^oNZ#qBdaCmbc2QN9aBgdVX)z^n9NoE(`;I;X>=a#0-60Sr}u)s^_iq%f?FNVTn z^f1r|jYI1gXofD%n^4hFc-pwAly@)XmG(ryl=J47Q@5x+_o`^3`~r>IY0An9uK(=? z7*=+X3;)YR;`If0?qWA^*+8+NMS|*~XYZuCzI5Gx=c|=oPAhM07aG9*)1$gt@qkcD zEupp0jAZ}+xoq-3bR{3&kG+!)GQK49KbnDRWCXsx&=%U!3+M!(3evw zW2RHw$5SD^50*PfDbjNg1jc5;O+bU|q8t#6JD~IJs*nM9$d+f!Y;l-b}j|OSo4hqztDk>lL=-H>?dH z>%R54eI)*okY@Z(F;4%rif0FS&P~7XZ=Q8?Rd-p?pyjoJBo)t zYp4)dulKyE^_l%y{ijZkRv$O@?Q3a?%UezJzY^Kh`{c|%x#UmV=jNpN=6e=}A3p1r?0OQz?l|_xU6>$OOony5Uk%9|`$_(fn z@K-W0KSt?y3f4f|REk(q*T5TKn7v<>V*D}iw!A`6O-R0PBhH9b<)l*ob_ zU?{4ns7Nw<*e(981Y{OCqBv;D9Iu8!Xw`X0T8o4@uO$;9KGabQs*w6fY*6Z`$m9?O zc0Kq@q=0UsDBYu|j1PFFpz)uP(c*g<)I)hW`wxP(fv*82dngrvVEX4qLC*U>!G;$Y zJNJJpRj&T*%FgW8Z01aaa4aIick)!qeFj)WKR1>O$O4`8l|MAyKoY9Q``!abJV1AO5G`&2^ZWsh?usVWpvH z(8iA@rXoX7E0av6<+hgIZ;)xntiA-TD}rzC;EV?y$d+M*byVj;%e5}?&&pJ?4CZ#J z)$&&|WTvOz9&B$=@kFOkqf4wsB&jz?_DK7%%6Q`NG3M?L$yKOCG{)h^Z_UR;Qy=c) z;|{dkX|BRxzQF1g`a*e=yOX1nMQchYyXYj@!?HlHN(-$AShfq5B^k7Yx{0Pp;VlyB zz{e|58>U8Ny<$q`d9f_e)zy`W+0=eUHso2x`{RRY7qAXw;YSC}GeaIp4@7<%slZZn zuw#u7T7`7br;x|f6CU)J4WL?ji-m zMN1)n4Le?cf4(VizwYqE`(>LVYCrk#um@k_YbPqg2~@ogM$$+j$#0XP{s%~9aVX) zYE{+Y3fC9M^Tp%sLTs~IK<4@Wa|!^kf_Q|S6cez>2C7z^Nr4Cd`;ff~6zTu`1TCO(xOy(y0z~(0-2VnW zpe91GDevs7>M%O$)d~-|yj- z-KAkmEHafIF;v1xzEbCt2TlvmxofsJ_D%Xm)F(q!2T(Ck1Hks7zVYCQCI4hE{BrBB zsrjWAs@Uu~C}Emw?}x#t+O7JWlgi43XeBHCCi!kl2I6$zlF6cDDDiQ#;2v(=78tD- z{b+Q{U49eus;qUgIIp$mE6?fr?)SX8fpfuon&0_i2z407%52({+rna~7>sCyCKp~Z z-Cpdo9JY1w4hwENW(3>oMej63DMvg%aB;zjiiS7zqj%b8->sQZCxyHREX5r81=%U<}r?s;PTlfgC`fzA! zMIugG3#8~ESCs&mL||mVN{W;YW}>MWeNg^}vx9%_8$j7;W;S&Mfc5bZGyeCwL? zO{$t>P@sag3UR9Fi7Ft7m&Uu?4;`+Ea$}4kjnTi#w4m=lJmN?L5=nE}z?>48BE5I2R7u;&ra%8aQ&B1OZf)-9s&!LDx`0io1W% z_9^d6^qN3n&#l6QoC-4BKq8busFe;jbzz(5M0@Y5fc4Uw`wC$%1vM3FiBfu1k%|~8 zN;7=}1yr=&{iM)^)!L2ak<(n;5(8Z4e4b=PtpKl#Qc|Gt@oXZq?>)yr&$yd2M}*3Z zZ}k5x^&LKG`I$;JItrFBY!<%blRfLz5HP}(yIf}t@|$|%*tiD2{nPUvum|Uw+@*6_ zUcbV7_#&B4rJI^N*N?QGcG*VRnNx?jr-+BxeW(zQq_vC}CD9kL?bfCJfVg1oI8P1# zd6Qn6&u9BrTnr1C-*^8^zn0vJ`$U?)@HuJvezlkyBH9rV$;0@4f3j05gSFN728%*4 z(TCHH_hWlcOYcR);jhFf65u^x-FsPCNm*Qi?8CrEjoI(J2e)gy^Ke=6LxWE?I2=#c zSwDXl1G~j>-EX3#%b0JN^Go}sZ1)s@+yY(!`av!4AZcreK9&4t)Pc5XIL331A-Nh zU`Ai&7wg+$JGBsg>^j^l#5dX>;4j4AK4N|cxpZRXvD%sK}*a*#7xS| z3lDd|H?i>2Z9kO_xa%1@U)z@uGY8F*9l&K`M*7KbO9Lx*Yg$t!BsCV zXk@qehuUBZC*bzMz(zV(3u-`j!t1V2z8K~S6-pWy15uDZK=5$TnjSkY3V>f9q=vJy ze_SO4VEw=MK#Cf8AL=4hXR@GcuOk$6@6OA|GO(Ex4tKkpQ(fQm%h{-5c-RG2Pk@aK z@KHVTgbnPpk_uEkNZ4R9DO!GomaaUR7h#tD5JvQdhlW&&A%#~U3M3*7dptXaodgc{ zYYmI|zi=eP}^8kauyuO;6*JbEA%^jp|*(|P_l^5xl_ z={Z4TP~5Nd^?oaQpt=iS-_!*$!I$ZW9%BOwjVc`R zBhFwBmdMC`M$|uMd^#go{nYyAc?~i&6bu+I3_A_lS3n@!a*F9FUd~spbA0oN+reIQgoBNbRifO-dL0N6@}jd4`9()rEcoXNR)jYB%Q z0v^=DO9VP@C22s9^!8gY)L;=Iw6+UcM+n+t_Z;ArKLIs1G&V+D?OBq7K`PqxEZTw% z%g8_nuP`0u#EKal3kzNYE(>fg)h3}Kn*ZIwZNfZz&8q>_OIyJ1OwiF12*Cy}pk3TX zj>@tN_bNO?z{UV=65*{OPa3>NwhmK3+aicKP}b-I+Xp=Y5zfXy1O+1n_$;A3V1J^b z7{a)_Og2SDlOOG==_%w=gvEye3+Q^#|u9yvI>ILkNni5)(1I-75szIPGMUubH z;pAQP%#_rof5ioxil|UQH5mR-gmx-vOrO9HX{pn1uO%<5Ugt+WI8Q3Cu26fZ4j~nr z`ly&#<^X%#G=Q^U-_mTce&9S#i8~zmxW{F_jn=ZDshJeqXKrW#F@a z|MY0~?{(NGsm-xZ#zDV`Xyz_{yuPMuu6gAa$|ll~Q6YP0WPa?jDqR{zC3}-isgS)JGRw&Nzuvds_y7MtbmQLp z9_OC(d_7;!*Xx|~x{ZCG)tc`Q*^tYQ-flL^-d=STxb%8RfCIn4Cz$g#W&M?Tmo3Mu zy&d1ev_bp_GD_EArmNA4)W;B5z(|?!Ov!byIO>bOs)$a>-G2)l(Z;flV{2 zUn9PKL?so8QulD%+lPDAEu4>2@}M~0Fj&8G>aMcYfE{aLlio*V!iBJr`_a_A8GN6g znJv#5-Z~q@+#7PUuaSOm%<%Hh_M*JO#rgP&00BYni7O?joP$rAzs)KX>O%8Q((AIWSc|F>81 z-x6kIYYs0kDy+2$=QvhujGz%fUjWORnMjyKYzB-GS$qET5w+pOv0yIUd|d50x=N=$6V^WA7*CW`G@a#DdUuR z%R-RaB5>0%btWnEep?_@DlJOGObsVpvLv?1_+N>54Ckq{q$aYdh^BUs3_K9&i-E+UY571oNp;+ zV0=85@2Ystq*N`eIj1qb)`LIKPCBKEc`e=hPke8Z^ONU^zhn=tpJ!xfJKl}I-xPFc zWLFFaTo%ibK#7DpNOc}4W|+jTcZ!CNv^OUFW*h1Vk?9h}>+*@ITgCelmu2j#$D=U;A%HU(hNRn1Ml=SG@TF*y7p#y!|LS&`Al*{hKAr%rH3mn z&5N2n>iZ<46mXzYu38(}{N<*TopCes(VOo>8HR(t4=iZEs`=~3pvubadqZA6;174f zvu8dBHr6elM3i<2@x}hDmv7sjDCo-x-12Z*n5-MInJv#+R+rK_@hC@qzo_a> zK0Plju01~*ry#VvWkiWI$o%GIRapKwlacQFZBVvAJ>-569bHR?l5zVr}>2ZugS*h zKs~dcE-umd7}#a`mId&6oci|Nc-9MZOvXears&Ha(&4*=FvPFgi*K;ZzLCL#qg zNoIv81JYAKYiMFiaVN55!bxj40IU)q?2haQB9S<(=G)TDd(+cJiJ%)S6v`&FA=5VX zLjPlHIucvM8HkPol>(CHIbxmv=Nd@8jR~j+(tg({=KwM(1m1*rg^&CQ+@(dPA?Eki zx0g0k`&PzD$!J+>4jhL5d^pMovRGIe388Z$5ssv7SQ=98FThf5d1;b?x-q2F5%K93wc87MYrhs~xvCQPaJ{(J4ncDHKagVu|hff}F4Tw^gTJTxM-8N5`d4L_#~y;bzsbGo}cs;zpQdR^Gk zZ#1Lk*XX-`0dw1iz=I9v;qeiDW!_BPGP`zO2z3&lNZmehdqZ~jnOETbw~s8iFMDSj zk8NE^t?s|Yc|>=hV|L}?Y<AG)3#-iK0+nl4TGvO$0LX!g54AEds_ ze5%Qqu5siBLfWyzPO>7A%@szFL?s(+!*0kgaP;v6P5Y=mNYs zlym6EVqmBv91~iG>il=ob8?&|*cp!jCeEY6kr1v)&ck-K3@YBhrdedK4t{7}Eh*@U z%khE&C)mT!3{e8&FhW}z?@uuN%jqG{NhL#|RbU#(ez{d72#Dyuub@^|Z%Ygwht;|c zn+=`Ezy9F4FjN5HC&1Q$pMIUockR;nZrmwb@~e_eyAR1c-R!m04pD=^Q#)Gs_o(WX z2{GcRz}Vxy7)zf&R5w%@xcwKYT(^E0THg75R$=Os3(HE1_-IpIZ5P4y@m-J4zT+*U znbA8-ei7BKd%UK}10sJmR?DA{H%Y#K(JVXaz2~5G;C*zC@}=CTVZpETh1B7Ru{Ze| zByH>Jli$_u_!%kP6h=+{w5f^tWxU)P%KEEFU+x^!c`8bUlF-6lE*a4$v?3oVF8)w{ zcz4OHMQ)_ebwJ7N7R8kU*b!N1t7i2{kLBIZD9VbX@k&a4C*F;BwHf}b zobDVjHxH`5P=ybDTK&4n{FfkR?%Ke_k%Mi!OWhyx=-#NIq2lcn<6X@| z$J8I;?gga~KbJUZrq$Akn{0Cau$&5!f7Jcm`Q_uGZ5h9rn9baK49Y}FN&=pB3=+>>$@-tZK}t(Q zFp7vBKsY2m6bN81Cz(DEE3iO7`L9k$>=R}jE^f9=*GuS?8`2VZ7XD7`_M=2h*7_vCu0u#m0h$M zk9~r2(8O(DR&_XkgPwaJ_+Q||30_hG-DNWWL zNmYl}na9eZ*vShX#zgwDa|R-fHrCtRM(N|7aVc!uJGZRfPyct7`~~gP1WF9A$rXv( ztNYEDC*FT4Z1xW3S6Q1gmYBHt&F~OXI6P8l7Q<-w;YY^nxHB31P2|SE{4!gsbbRxh z|GT{V-pfB-=nRxd_}lyEx64+t@OUqmRdl46QlnYG3O%cUK{15|4FzP~Sx`dST0B{$ zdikH#KH&s~FNHqooSc^KTlhHB`PxkYz-% zc*3nC%6awG>k0DvePh0-yj0gu8_Ivvp`c9c(7GA7^lCxXYM<>5P2KkFFTb7O%d58| zt=S_>paORmhVL|#j^U*n;ql}_k`b^KocxAE3{q_<-~03V=c%9MQE@{ zX;J(T{JF!tJ9u5C`=XP}De_Zcl8^)dJV1PdFxf?<7^WtyaYVfF(SKAMi|}wC|0yWY z)g-4~KY`Sz9&!@-zjPUlI30!z2RAt4?iPg!FoEm=)C<%oDxv4iEXYHn2L=YZdwM=x zdkg4*TIpz*V&x7GXD=eOIce7UeN@-YCgxbtVA?_SNS|kO=w$N#z9~>q~ASD2Hhq ztFrn-6f}FvZohPvgHvSRIFMf^)dYS*tDAq}!*egs#g6Mf>p5KNw8zy44!`C7+W&m# zw&2JctVwaubt3kDbY5FRM1ZvIy#mA13QouL%%FX8zh7V9TZ~^mHr({v!jA1${onYZ zwR7HEADn#_^PDT^Gh@_NCN=xcGar`v@xQeIF44(GmyD$k-BGi;A9U{+U!$z~%EvnH zpYjG0A0m{+8`4z#Rc{vOSzREcoxCa)p@zwP~h(!<{~9#gDC_e%Wso4;RrX z2FA%;m*d3a_j-(aD;%ZSZ0=F^@L6tlWEG};8CW~clqbWB*mP3KajAPRW@BEc=J&{+ zRLHtU%{c1W4~yO@%#RsuG~_W;2q)Ol zaSavV(+j?Tc!aFF;i|otad>%0QvBB_onZ{Kv0{Yq_**KolA5FY-y_Z{{!Krn__L;m zaH3(QUwIwYB2wJ0&1OxeL=&5M`FOw=(G1{C$Z(zJQDgo64!PQYE8G9lzpk0P>HOM` zPSe+`;ZIKeBg^#1t*ATHnqXsm9o3qpUS}O2-<%rAqob_9;G`AHE+N1O zMRu8w!P1O>)#0OoW)Zf90#77xBC-Z1ySMH@e;1pPG8#xa0wG#bh>8?`K!RTHTGJUB zZ8=?yA_?)=us1FQ6a}1eAPu~`U&4Q?F%NexB#;9Kl1NR$DVN&XHvAx9#H=!KFnQKd z`z40+@gcB#%?HVP>gjnby5w{tT(KCi%OWh-IVM*o9G5P*6p;v2*l>KS@C{JB<~&gd zgZvXkl$Z<}6Zg}xB@eh*f-^k&GmKTd=VTws{Gl!{UYuU8^AYWmMq5O+QHMzA=7(Rs ze4Fj~{vJB8?aTKEH=GmW1Lu-O3u7WsXm@uRIrxvR3&<*%NxXT*gj!2a4}Fl_?iYMut+7}2Qc z96?xC+SRjZ-l1Zvdwp1@GMM^x7M03o?a$%zH(C2y68E((^bg5AaCxYEj(S8Zv$Ow_ zZrr2McAJ{@z1uFOug9BpUe%|z3Q697l2~dO$&-5c;oTw0-5%{hM#>!D$#bs0(*a5Y zd9PruZ5`&*SdeT4l&9%Qhgw@l0!|o3U`!wbY)4Y85SBQQwu%Zs$7wqulm#nzU_Lej zG%xS*tFrdL^jatCc8Z5PMQ&Ds_DNTf6v_{ZV$ zn}_!Ta_;9Q#6ms*q&1E_DbW_@9yFLh83%B{j6AZ88EB11Xtse|Sjf>$Aewc|HSPO% z7Xd-RsGx4GB83Dfx(@6fj)EWz%86}n`=q9&xnxH0@qsEu8jgtSnkw5ssAmkTmRZVA zBhnZ`IE3f(IX)Tm^_I8{2rx0<-{aRTQmA;s=+Iby(WwQLI?QguqIAsf&4#xpYw0e2 z=|9hQ#DJ&4mB=VmV)zDYkaKmjP@tP9&4rkFSmckFsiElWKi`@wcB8w}zfn)r?!RC3 zzIXIdFAFRoYv-1wdn0I;p6=?teR-lu+PJR4YU1G7@Ga@#jDj_mF5l30n&{v(jxGNE z*-ScxX@!dAM!^rZ(bC4s4+XjP>kjsoJ@=^=-2P^GR#072KhggxcS-#dV?@A7SW6tQ zF!LgL_zl@o&CR1n$Nz{he?ETcn3h^tF1c`C5l2ab+D^q}S+e5x;vdF-k><2l)eq>z zD-z@%VkDGy9OJ8R1*VUUTui@KEU2U|$Cpnvr-a^I0_E@7JfpO|qLf_9 zEw7#|+;1_Pud4EZxzAPo5Y0r@zK+t~3{}-7<5mn~tTv^gK)FwNk{U~t(5xDhODL0K z2`8*Vusfdmea`yJ&1-eQ>o*Pp&VL?KzQs3KBl^OD;q9RjT68k28uJVSj$_$V$H!EhtcnxB*-J zyxb>#8Gnp=OEAcN0n6^E7>j~rlGLLp?WPVPz5OZXcZRd8L(D+0ayGNEMGW~>+XYi7 z{4k;Udg$p>4y7aKQD9)L!HW^JCQllQ+<&Kk?O&)3yhANXl?t&OAnw56#_P;~&RzP{ zbU);e{{o6@SpPSx0=tK0u05Q;5-h~T8@6S$pQf1@OBpG^L9>4a<4~T6ZA1MIPW!gH zI#So-FRny3CKuZ2=zvjg#q->72u9f@XoYf=DX>#%8YNJoPr3YySgA5_$h%O|Hp&bs z#*KoVGmr&_)kD&-ddf9PL+U~DeO53^Bx`JKXELN=#Mh%mpB%H2r@D9Oz0nQF_nof$ zBl0Reoi}1GwJ|XgA}%^$W8$>Ej_r@71h&n8Z}!fv_1k@(<5Wn8@FeC`St9R8!V%es zDqd7*z)=o?krQ%8FQ>LDQ77_5g5)e$h}mKHH}x!HjO`%ZBg)@QKrFoL#cJpwJve&!{Z6`g9dVa zM}cx(6f8fHQEzP~kxupaES>G}U+8YGE} ze4_&rj%+LrH;>n@BPoS39?05iFx_p|l|bkW0Rytv<1>Fam-(*2`6CkQP@e{PM)HG` zheuLW6zSPddoa)STSFmfH3jR?n_3)$lb{B-NW zlwU07Iee!?yJMisaY0Tw?zY865h+cmXpad;AF+#NR83>C7uiaK19$Z$>)Y8gcoARC zu1nl(c&2iX?Zu17PZ`dK(-?$yCtzsl_zuZplr2BYhzxi~%@~b#7CN77ZtGE_(yyKr z&e`Tg6&!h2YFKPN9lIX4ut+Cp;gWln9u}zb$xnEn{L@J(D&X>7=HaXkJ@Eg z_U@zNa_3U|-F}z5V#ZzWg%8Eq?2*VUt(OrQZ<*gzJMnM2ZKo`}4)9NV&pqBMI#Hc0 zYs&d;vwQk{&wS72^z`(}@6XC58_zVIz(yU>6gK&c_ss|pE8AGXjo;q>{$i|2mww{! z*U%e**Rq+7yic)NmC{tHk;^KrC(lAq)E#q{4bq8)GTQyrW-PS2)W4~B6n>4$yY7_Dc@4Std z78`9+WGmKA4w}q(W<8tn-pg(1>*MsSY&#F8Gt3f_WQ1H=mRLg2A;~voM_=s(F12)d z5)95O+!I0Fb!)Beot~9;%A-e3M)aw+Z9HSm_`wxXW@yJ5lXpXn>2#?f4{b~yuw2U~fWS1$Q^nL#}|FJ|7nj+?vh z5X8#EGxg!5nA`i!lNz;(XEL7_`dB1@s(|G+JNh?Fd81hv>EEWMk6j&KH+zkVzAu$u_2eBi8wSIM%19!ZGdXa=3$UOY0Q z5O%XEUl-OeiOyI(twvFFveL9lS8qGZDCb(jw!Pxhubx_OTifLljDwBH!qYP{DIC&i%l($z6+` zoma~{>)ZR*&edMO$}nAJH%`?YDlbL%Ptv4638tBB3!{0|E0cgb2tn~Vh>{<>ci3yxkJI@F3p2B{wC@Y=IJ(`{_o|)F+&kpYMKj*TC_AZr zxj2Txu@_vJnM03Muk?;A&A(S&dCaxIuJ07EGZ5IMqq<3>P}!V>HnsKH#tw*F7PYoq zd#$=3@7?!uqUXxSR@%YT#M;o3#XVl-sOZiF%9KVmCO#t9)1)vA5o2d~MU+PKLSh&% zjTSYHrelsCQ&MhOK@w$iUHfyrkk02g@=jaFoT-vSkdPyr%ii`~U8cZ7-8{R((pW#g`OgRWi zxk+K_{503GnoNW*q-VFzF;S-so}$6x*ynu;itvS4xpKMT(NRaw(nkAI+f0F?X!R@j z@2>D>b;d%*oJYsCxAtCMX`ioY&pX+`N3t7x5Z!63cE#v1xi*swSHZ_IBG=UjEkXo_ z$dy8w@|ch$ftk9Ll>0I4>{3N&k^N~$yoG*9ryUMonTkQ-h}f#EB75DY=O&6GG|(&t zQ;sAFA_f`>Eh1ELqEj#^?8L))wN-j@nZ-w;P>!>{VN6c2)m;|^!;96soVeaXy-V09RQ(w5BxsJ|S zEeFuu3V4q@%~MiysDATu&P?UA;*u%Jd7q9iMxL8q6TM!66L)UpkkOhqvF)!>sr)Gw z_t>ta%F5O%&m{{r^}Ms}Grn3UzdC+2o6l_0Om&T?8opV)g2JHtxox=9{Er_NgRH%>K}1i#QdgJ*(|i$pFQvo5_PqmlKT~X#m08rJNW4S)=uTl31)+Sv&qfCpU3L{ zZgv0Xpq8i$i`d#PG35@Kk!7lDKlN=L^?h=8xXb6RQM=XVXxrKG?Q=#G?ZN2L109>G zMq{P6-rLbj=ucu^qyEwpJL4l2O9E;~R=Q1BN_S39W{BH7Np&7tp>(wWcB#zLs-Twk zPD<;S?u{ra`LWx|UNzt8NB>47bE(n~Q1c8)*o61(wrZ>Fb%=Y+ogaE=gs;{998$zb zD>s1o)a`L6W1hB$zu-ZM0`;>#u7&xLTeDx_(RNvW_)KFk_3>U+iok$_Q-0f1&cj90 zB1-3q)dc2!&ON2M&CaBVM`3Y6PW@3%xNB*Te%{?)>8p=9!_Yn`a~;+m-&#py9cU7T%R7ZEP##}KU4YpW-20Kxh zlO!k{ z9Nb#@?p)teVyrUqwPJnUm%G4t89pEnY+>RGUX_o`A=5^IC`^oPkGdT@8)QoKSfqM)7GQ-eX^6ji{jr+ z=~AiBJRBaHs`IMPnYnSkS~#wsGe1gLBz>iq&Z_O>R?XuK>D3~ z2)!*WJBPi3f#VT7{69*hPT@tEkx=(2DOc*Y`~?I_xiGAp9sSCt7f`S-nJN3;4 z^nxfDeE^aA6+_qospn-1C;)IZ*#XZ+035%$7DXfYP`Mq+g4G@D1OfrI!$%}SU5o43>i~vgAqE*8emgwQiGc-akM)Djgs{hmOL>bS zcDt09msiZCUdBu20_N-xb_YOColaRgrwy*@?Y}3yG@&HOqmT>0sg%fP!{L4WGbvhS zdrFj!*6-E_kb4=wCer8L&rRxPA=jp)_e{O@Zh%E(Ub|CHk;(p)C zV%n>c4k7G_!7wJ#(Mh1&(kX3WSdn7+pwY`?b0khPh$EG4D$jUnbv0h4^FIg7$2%#t zpUt*QkM5lqUt!%E)nwZ?uHREEXOlOvz+ZS`*P7(i(fN9}ImiE``~>aM0Kbl${SOpe z>t}5Fj0ot`LTplyG-p=NANi9rsUybjJ7bq0)^V60VwPxLIO!c6KX$;lK6j%0CrdXc zp%H5~{F9CN>v_%GiFd1YCo7U&A}P$^i@>;5R!hYtu4H*o(73lQt#K{;9b|d;#Xscp zUAbPrWwFtllUt^J9vpga^w{?Enw`4K-Ut5j$;w-w1J|D|W~;VRI|uQBln_R(*L3w3 zq7Sxm>d@uGX%UpE`sUW*V^$R&m6d+mv~1$mvuoj9i;&u{u6A7hk@VcGxXfz~`*zrG zD{zbF^2p?ctv`V~ioJo_a!S<6Z>lAJm0nWni`?%x>NfLIt(lGcs>)xT9EV2SZH=d# zNot2v-fC@J2y!A~b8(`Io&&6cMz>bls&7rkRp*wI1vjLuubd1#pi|mdQ7o@zcpZGg z>EdD!TLxQN#m-B4&t?Bxb6YO=@xog_23B?sHk%jgBurfUEz0h2E%_{PDh8A(+-2$= zJu>n>k5;PGm^XOcc`7EyH?uEr!~IoVNv=X;h@ovG-ss7ptfKq^^z-qVxawC6hPPCD zHgF07C%Dd%y=@MTO8d>Nw9$^{{`=|FL;oMNBJV6dxqqX-%A?H`(OzfWgNj0(aW|KG ztik%^Vz+;ygS^=PNAi*U`D^q|WR(R#!#FSlz%^njcttSRVlB`k2kK!1CcTB z0LF28Buhgy3mmP7C>J~jEbIf0SAcV`W8u8*pCJ9}U0&TYvd|qEBZyWMxT)0@DB>;k z!H(eZB`J69*MDK^bAR*@r$9(50TuYqHV~Tsf*jys4!`#={}*=M1P6NQyDI_V0ZMan z=i#|in+Iod0ygx2_qJq{X}RV6abg$(h;HPkXq>=j=DA zPX2Np@0OH1Z5xlS-)zWP`5^9}sZy6KM7UAmK0~Rx8Jsh9FRnD$fQ8r6Hf>_-)ACw| z;7O;qvXaIh8=my%z3SfW_Xm~XHAh(5U!d~*KqEk8Cv3%o&?gouTEIKNHhZ!R0ZMSZ2+ zmNcKGX}a#1{>!a3M}(V1-t^S9XOf|qrNqr1cC)G;YzC$#-=L5-w%MgU*jL>r>$AL< zy*<=YqbMo(X*_zlYTIakYA4`7(;HV1j4gtj)5i*2^EeW?D$%1&#W z>4FjCb&5@YHu*8~SCf^`rY82j+DOe&-gFSP=yl%i$O%xDAEk~DtlZwL-^axn%Bu@R zl=l}{Nez1LCg=FdpB0=+JUkU2xM_Mr)M%zAsBp+k{VD3X<$Tp;d2kC8G+7OllpbjA z?cF5fz-g!i{8{*hpuA;y;kt#LQT9W>=I6NlYVAn{YT>Q7Hhu|nbnk`azE$?;SG#1^?qiqt@@d~c+Q`Zkr5j%ur0p)LSxWjQIt+?$F9-hJ@m{ps>I?jh zlT$Lhl63@zHsL-D3u?z+nn*x%f%P-!WE@m%F9)uzVJos26VPm_3Jie zIhanjw3xh0Sz!n5z1X$jJ*{u-xl|d`-4zx7-n@d!LXD0edqJB;SVW}iuEhp_z}EYv zsf~9OoHZ|kBWmeZ7EM>$*>YwJ1#@QBTCL*ct|RFnrdQfm5a|Oclzc=%wZ1b& zkh!LZh!?;%iKqXa1G()K&@>)||GR)XVoZUTG3s-t)4sFV9!H-hAv*jJh+(irc>OIr zAiiBg9{1qy%MkUNB_re=+GzsD@c+iT*uXJ3jeVc}%(d z-D=5J!%OzhC~y2a|7Sx;8dE%>Yn8?SGfWzT2OIV;vzb$eVZGpVTL z(PRD^kpwgYo>3~%^@c_F)ci|Rzpc8!2Aq7Q+Z6c%e1nB&pK71-SOu8f)IQ9I**_G*5mo>eR#vM;MB@eMcjU*%QV*fxIc`@;NY2cwS(5vyx% zD!CYAY3lV@ig;TdL4md5MfLEgVwm|(!T7yS;y|DNLO@}7*Jv{-!u6y)bJ+=&vYftC z5uXJPrUef;-gzb&I!=EDY=R9V{6`A#Cf@u@fRF}vLx`6hAMB(HGU7UJXk=t2N-*2D zY{(3l8-V!StY!%0FjGWK%@aongh`Pk52=}O7gJo5 z?GT#}4xlrbpA=S)MO+d@G6X(Mo|&}QsQclptSo3zKUZpd?v$E40S-if32Gh5%ruka zH|&rr@>WLd02!W%XiU%$NrlIpjC}sg;*$WLh$K%3#le%(vEJ*j7Q)N}R@`Uf%<(*0Q zi)mBx0pIQJ_K5@0kEum3wb7a_ENs{LE>G5OW=Dd>>hw^A(z~NoY zM9k7G{v;JOv7E6BHA>*)&tv@N`XVHZ2IN`Mt1@@{j^17Ywq9%A=k)CiWop`uG(@Wn z?_lY{N4Coz16}!}8iGJkx8?C%7j>C3IZ`kN1C;0ukGSf(pDd~?!6TL49NdA6BJs+9 zQO-G)?KRaM1%er6hWDCM^QynQIyEJ9zwuq{?em;(6CK~F^YYkV&@-W7sAahr5*4XU%-(I~FSaT;qM-rT?I8W&Isy#AuQ+fXPb- zcS30jA!t)qG;f9p2NOpo|07|pYWEJ+{YtM!_l?%vsh{XU0N31Sh$FG2#A5{TGh{O& z3xTN-ZL@8Jyni_n{sS&0$!8>Z+&u_?p8fc|E})i|<|8T(&q00!=(Pk1D-oTH@F#AsG|=_APaI4F`<7at%>Fh<(wN=)-!_-RC=j z$;PTXM{1=@og36T^v@7q6u!6sF*_}vgeFsZZbBo2bY3(Y8d5WbLxXll@{=lu<=sIR z&uTvqiWou_u!k)EEGfp&@FRJge{Nw>7~~c;1(x~z308euS<}}t(#nl*YCDQ@^&>DW zt)E)$Ij6iiiiYyKgHS}n>H$ozr(I*Ad66g*L$W{+Jd zYEWE$D?I1#!e|?fTw>H9D?@uQ40I%nRXvQRpEO{-Cdm=fYt2b+;5iq6CWHy*_$AfW zDi=lj^Z(bcP8ChjgJcAd@Wuq;VTAkaK-1Q7U^@($auHq)=A-Ec-LkIq7#Vg%f?h`w z+es@g&*Pk^AF(HuK;o?#L^DFf=B5xM#pyvp1M}kM&71B&U%opJY^o-Wpw2=cLlYVe z7($NyA5f57HsZ4(_@hjLe92bvW6;|vLG->0lV&Pw?xV`hZEw{1&a6H-o{~xa!h8-Z za`DAQVY#2|DTeb<+7V14h>s=;X?4Vq8uP}`SgnST=}pNiS%q@nUB3niJKY@~O7O`p z^)fGMHDDKbLiIc^^+iPs#=upb)j)(t8`k+??9QLJ>lKr(zWpmvMxxYWq@Da;{ybme z=_nM|FzDQs`-X;gvNn7)18*SLTt#56&k8)4HCVFC{1={YW_}!#@97@*85% zC;R-MyEsGX{%>I{cs0o|Hhz=~#|sJe4Q<^fnT}jLC$=B7F)yS3%>_J`6O!lU>}T!{ zS1#2{4&xOy)FnT0EyO9U#D2-DJ*4M5<@c!QumaBv1L5hUC4sek`?Axt!}j^@mhD<1 zF!G5Q6suNgNHq1cwrgLN%@?QhVVVJE7p_pG54pwIlUXFRCpg*gVXNHMFQu+`Y<)J{_k= z&L2va!f^P^VwOU`dN?gESDRlhR49Tc)Xv5+hYU6N?h~fEXb#k zwzHEYV)BsW3XBKRhZ$K#d}ZQ(%8*p==mLj=rbtZFj_4<{6V*o4KG@~7#vDIw9R|3J2tZWa+_$WOgQWqoR%^bpvufVm<1aJ^9yfGZaa~)E8_bbQ|$zRVj$tA&7bk1 z#3`DW^@7B+V1XCx0_ET4)eigS(>jIp+9rp^5k%WZA!^b^2A!7%e;XK40BLrBO(F{VUtLlvp@j-f-{zCXh0X0KB z)p3z;lsA$xTrzX{6M5+&!;bizJM!3w;(;)KQ6w3m!KW$3Yd$r}F4wHN}ozzfKH zCuyeiA0!ZggUlX*JYRc+%=?&;T0#mfi4Y<#49%Q6xmWK!IV>)Di_J3}LxfBn1r}^I zqA0&wNH8e~CX*uw_`K#|Fp&$|e42ggt@bud1U_OvFU^0LMz>r?iN%;jX_x}q=;4B# z5HF2vN1g6f0z!hs7x&I-H^aOW8kCH+fM&`YJXLpYQji|+7(IXULkVJf?#D3+9FqVB zzJLYNp2=$Ke44ZTShCqGq@Mcdi7y>;?s|d>Z;`mVdfd}F*pOwRKRAVO1PNN$(D2}V{=#e)Shanyq3gi)1J}^3F)*7 zk5>9XO!v`lHF1BoW*M&6n&&|va-qdP1m#i5Rj9S{M0PG|P$FdhHI7N)T!wltmI7hLp1@3xv4nvnk^F=kw05KI~kQk|uDW zv5|VvA}bGv8bP0lw#Ss{8D%sUTiwO;o(YTg!lL2lq~_eK*^cvhYmPy44g}(8A>67u z2E@s#Ha3nng*IhOd#-w7Pb{sA3XM+DL1X(a5D7#--T(WX$Wx^v{I*_Y)3XDH{onBi zAwGLIt$PN8f@|~F9Gbf)+p1=BL-Ie0!Of_vmCTv2mpH@-=3GK(RROGyC>C8YD#L}v z%8N;BTH*SG8f~43L;f*ojS?J)9G3~Dh^zOe0EOkPo_=6+0r=(j;m6iQZ#3X?EJYJ;y!R# zeMGw1)zkxg}-~zg^s07YM#>WfVpO~2s*S*cyy=r z3_j|LQ&1~9MH?%or>)m2Db0mur4=SFis@)jamsg;0w`M93cZb`q+2}N-Pnl=cuDIa zD<%RrKf62vUY*vnZFcz5L44tgllW*tgxNcQ;R~ ztLk3yK~P}(trePPe!LHh@oc>kn2t_sB#{72wwo2WKDawJv3Ekc`BA4QHlBcGNQpjb zqKJiV?R-p|5}lF9S1IX=1?^H15Q19opd!XhFqBS7+qehX}iS)mm5b_<)^xRqErvR}pv9 zxzK274>R~wQVmr^5i{!^L4w38FO1@GomNROzUgy{vmHF>$WDRk7&R(-bR?~q?_2?} z?HoS1;i-mLkQ%|jWAMHP)hTova~f@>n|E+V@U+wP2S%N6J&kbsK7PWejDm?70s24s z@$@vFtXWLL{kB!Ae9QH^{YS>zd#YPjTNi9AIx0+kI+mtU$0F~mfsIHa)&^ZmGB{T+ z6O%$19R|c^J}l+uuXPbtbzy*f04OA4kL-L8bjMEO!QF)djk%StBU{}(I^nb^FMZT` zxW6ra8(WAk#BXZ@^spq@>9l&1(27{(*_6jXPFs9vtm<>HeK47{LIna)E!>d^CoCcV zmXH=q>v~h{1{rTJ9CRJDAN*-PhruB>|WWxt2C z^e8*c@fV}9gp$0ZQFi%`WMQI=J3A3${Av_qe2I{KdD^40x!rPLk z1Qao@=df{ywu7|7Q@fgKEb7+hnfHg6{o^O52Dgv1Q73Hv0)DsBZtZp>)M(AIAw~gw zXyQ)vd-#+*Li1_UY`Zrf;|(Ha_nVIDbY$Qc) zv9bzNMJzYJeA`*+=C^Z+tJz^=bJK2%aFf#NZWJ2vdO$(#iFkO_nC2l^eVqr&3^*LT zFL>Ta_(*+)qZdXm5Nn(@uS9`EpT1YS_GsBJ@|OS4%LKRxd|DC#oJG9-bRzIJw3jei z2z_x9c$tXUI+*s_deNa(+TuXUz`uPYhuKCaT^ux(*tnF>CX+29!Bw5>VdidT!pjyH z9do|4osxkdl3)u%nA+FU?Y7t!YsvCJIImF`aShtxv?9h4SrMA4ry`=gqIJ;n*15vW z-6%7Ax|C=W@`n{J2@WP1w&AnN)Sw~sv{CY6*ig%2v)>x6XX$lXtw11{}0)i6a;!1HT+$QOpZ1qXgX~ zT~>|qKy{U(bV62{qx-^W#bk(+(0`ysnp(iZ2vvxu&R=!J5BqoJd0>p?fGCo5s_8uE ze*IBheK6tIvmChWHO1MW)`s}ZLIOyP8b>b^MWi!>|Y0?d+<%~q3*}cGQ#qd*|4cszz%Cj_CHZsSB^(l~)D;)d`_BBR1d@r`i+<+?8g8 zFL@z}v~q+?_{IvHYb-52dmJs=9GjG5+nk7pPUNEQFboHW1d4*7%WxPQn?=bq(-uq_ z8pcY%y2@d>tp6JYsfWg(*(3F+I(c*S30Q8$U06p6?gw#5a3)E`IaTK#m1hoevg*Pcgu;Fb4yir*3 z9PiT?(aGcmgoK{hTk_hTO*Y0?nhslmx2T4bqtl2;XY_%g>a=!~G!)os4BVUxD-LKY zw3_-e(R8r#{@`%HUr}o-6*6jeZVup%Vxlni&XwbFcZl9%wqBrYfdyExgB2Xp<^cx$ z>Q8@q5Q!|OYmO6zA1sP>oCPlrAB-46og#^q12+>4a9yf$b1xCrX{9|K>E}AlE~aDw z19UEqHZ(e83j9%&I#pV8g%F6)1Uj@A`aLLnrJ^lK6N}X5Tn%v5chk5zAZCo1=Pn_a>*8m;KqS?QSnhpKmh zhcfTq$CuJ!h)QFKB}wXbNNF85OOzDF;C2Y>RA?Vl8EqSz92+uIo77a6oLZSlLTwtG z9Ab*0+I@OfY?cgaciSygi%sT#eWvI6{$BrAYm>vc@6YG`zTVe$z2BeP0%llN!3h&^ zJllO5bd-;=LzGXxq<%3)A!9A<%(GDf0$mag3?9*E9`6(5M|&PG$TbNY;iU{ZD_OkKOct)uJyv@*f{^y$&o3HTdv z%9D|lMZ}(@zxg4dXB0`=e-4D;w83JkgLNyzLp$3AuLtf82wka}S%0_EJo&{V_0-A3 zsm-Y)c2h^yH|YZA2;4eewx?$lWV=2HI~p7u#h1ugC96Dyv>2GaKQL;fc%RzbiR!f0 zra9q^0d)`M$ST`I`rk_dUj7dF)jSb@1vRLS<|*`HJ&;1m)cUPwv=1 zC~lr?;9TPJhZYS}A(N+_|51PT_GZ$-DQ3iE?MO|jt7%IK9-T00G4zewW{lj&}bI+4ye>fx$(jIXNCjn3FYYSAur;URv$@i_?p zTz4$N1P$Lq*UpoOdBy_fczqT>QXJ$`Ugm0LP*3;7ll_&5{uDl(j}rQDZ)sGfN2tTF zs?{nxo=nGPQ>ahUgDl2Mn)>F4GS$||&Wngry&?dG;g`s&kSu#gb8-8LUSKH>$gePLivi^< zP-bB)R0c2++VkOul%HB2_GI#Sx=hKQvSpsiq*G?`PO^yXsoY=P+&<){Qhp*=QD0wD z|5H84T2uV+PyUY@;R*=zMna2FHXw)7ymzLw$IZNRRuoTlroIdO)6S~lldBdK$OvIR z(zPA6SstANgMD-`YW}|Cq z%ys0H2cjN8=plV~wl!;m&{T8i$Tl@r(TeQ0Q^~bTvTkQ=clW+fUwAR6HR9^nAB=&2 z-rO;o={FkHdcUCYu6dU3aJ>=)D}nx4KU60%C?)q|-x6%?V#T21{lxUsxz5eaoueZ8 z`N0F5KvWO|_{w}eidaMhg0YJ%ea#aWV(ibdBR84Wlh=hz z#mY_XL8=X$9S<4?O#MByg2a(ly;PA_GqigcKM+U0O@xNsrL_IJc4dNQZ!Z@*Kw;vsPaH#?RBs zzq`}9a2eYrlW*bPF{p-12EgN@ogT#xBi%Qu$<|`~v-svG+Mb6VKNOQS!e8JHQVX*y z-2*mUDLC^j#?qJ6#-gL}J(2c(9B|VN*{?6lG7{`;zVAFGkgaV$0Goj0=)0}Iwsbjc z5g^YOZsnivTdH}h>>6Rl%DvKg7fx_I>4N#p7%R_aXbbS0>4Xp>XJAmiL%P}D*@`ei`BIJZ=FNOujq8tFpHT(mtQ zRDfmNBY(!wolk`(B@A{j>11#Tb9ZgKz~+eAI{Nfk`(SpC+sFlTJ54)kJ}diI-l^7z zL-~OaA7D<2dXypY7Ga)-&=K}uv4mP4)-UA;I<Ap^94a>+^c;8w3yNMzPuTP?BY2TwYa3nYpWULT zs!WQLYe3m;QPZ^3w`27`%3y4fE@RH8oFj*>jdp}gc2}@wMw_M#6=~tmwXGUlhbzTO z1SBg<3LTNR#8i{lzj!MnMr?oMkFpA`3XJ@O~4>{rG?(IZ#SY0x65EMe!Op zgeF${%Q0CfjiAPBut~=YhCTheG^m3BPWYC-4pfQ{^$qy1rf^{D!oc9ql@I~ryA!X` z%_Y8LTS0CKP$LmZ*g&NKVX^za>-5jen;AYib7=ZaNNCu5hP4KZ>H$osY?2;e-fO!L zDt|-}hEn=XPJytv#FtxaBRkcJq~2ry%gsc+Z!Cv%pbtxZR5E1;Sy`6gV>XPtieCi%CV2E%5=n%(1DJq?y zHo!_m)8Aud^_1ik8x?_UjS!`cu#?tJuOo&yG@&Q*^IwMmv-FIoGHpq^f%2nb1d_r^ zq(3RUB@HV{T^lJ@=%r3QR@gnRZj%4iR-53rwq=>8$iSQyecv#&v2zEHZ^>-@A^y)# zK(jxWgw8mRKfM(DZrZ8qAMW&n!+&z`^z54J-m>b;mP`Ig+MI>Ho{#WkJ$lyR0F^NH zg)4FsbGNGLZ=`EnYc95|H(x^8ZaupGl=iJ}q8?6u+BA3O{llq&17VLtCr*Es;^Azh zm(6h3WbIo?=Vh9Nm}>^IzmPtgw{ zW-^b%j`u0O=HJjCe?8HB{@wd&ENZ*v-2fP2+^u!G#OGw1p_ckdT@jmGvA$vJUYgPt zyDQoGdO_p=3EkwT2J7p3R)N&J%r)9C$xG@fEA7#suP&e{rrFSsX&&abLo0hJ_)i@R z@3ycY8e9^rA!tp##b17GHS5)9&DlnuPfnz~7*1*4~x`Szvh%Urm=p8V0y{HiBrEyxiExMA8 zpIXPSavh<^D5`=Xe7wzYZI~}Uh*x^)Ur2kAOlDFA-0R=T_llZFdr;!V{KI&GCzsg{ z3w&yG_r^><&D6ql?z>OuKVs7P%-eA`+KDoe7aM)baWDU4_pI^QnJHBUFRn5G}&zMEkMbj(R z`1i>B8C$~m_h!>n-4;4tB#O5jt~IEW@=o8a&|$`Lw`x*0t#Vgsz#=#@5+h-eaf%2kk zGG&*p`LCEe#OC_KT&VEnR!3F2!Q7@}vTo>@3Hf&9qj_xZIuX0x&PK#J*U8(TJftt8 zuiWUtl@yWc6h?G9atra#^%ogroNQ8WdbeR9>d3TzV|-Ha;vo7*`O|pa-lgIQ={8=O ze8;e>TPSS#9(*rJ;50seN3_74q8@&+J0>WuwxfdbLTVH*a+b4eJ9y>mGg<>`KhHhY z8Y~!;nOIUfEV)dbHB_@8u={Hl>F;v&tB=jEup@V?4VA2$l@KZMHMS#JjN8XzY@vcw zTYU*6aIhR()GWG#x7T*;=p#akE#gpq994Yr$psc-^REZ3#|tMnbA82#P^##FOWj$T z7G2R{Rwa6A7Ff~-^?G%SaK-X1`{duJx$L7UReClRRQt2=@Ei*5Xx>bb|O6K zqy2SM&+f66Olm(o6k3Y?L8XFyio80^q>67U|7w~?01NFtvbnA!>)V#4%I-~@DW0T0 ze5Dw3E?d+1G}}C@C%8<0)I)loz1B)|n{*rYDaw!QBAv}-v8ajw&K#yiFQ+G=R?p7U z76K`v&q8diIiKL-X&I6(sz9$hm}CS8YiTVygRi$14M$a)GvjWT$d|BW5E-T0X?J*GpSg)MP?EB@d!EHpcU1;5KGaYNrA z=Q!sVQ z#*=(W_=Z(P`T6uBS5AAlN;?v}$)d$1La{^0X#{yEQ0|ds$Qi zj2o222$;t=@xn^nG?`17)CBeq7cc8>kDRYDeqOe%{3wfum0p5PqQ25Lke28$ z6E0p8)AXL2*>i$)ov)$9zEq>zPhk7}9c`QCKSr(PSYkO0eDvlD(SzJ8DT@-I%8AXN z%){ZIXzlZQ7`0feyIZo8!!;>ZCXD(vO{Th7!qRdao#iz7*1YNMA;r?<`3tjx+7TKC z@-2pV!IS_cxQsYp(JHZg|F3R5hC~j;W|L|HE_a#K^?u&{O)6iPE_XSq1fw(;H4-hh zpbV4S+D=TrK@BGHMDE&)BHycwS$uGU>^%4k2wy=y4y7Y{5RN_A_Z=S?1JHbL4Dp}! z_5l;CqC9nnpCq@X{;f6RH1N;8)Q#cEEn0yqXabJ;7%8CFwwv7DHu7n$-dvU_)Cf^) z(eji*RRJL~OquFnExWlGBymMCI{2~e8o~Wj`~Z<|_Clde zj@$ghD2Z|Qx+^5hUM|74D{p|5E50AD|1&1o-6l7ws~3}G$%==*V)j~*Pn4tH3uF0a64#7|IsgO9>V>^$X?Q2<&3ZPH2+ z%`r-yUYq*HJ++Obg&VHpl%e=dKA#DmGw* zWS_J`XM(08P)tdY@M0oVm9JgE2RAEo<(V>B;cTd%y6z}R!gW;k2zJutVFxM%Z0ypt z`x>ZShizK-Pv6}?I`i(;0q^Kad)zaM03yH}@Qct`?XtNf$}dNMN-sx0DS*dlxi`RT znlO5A2<|p6A2*Hgxz<~@eBW94^ZwjDwWf3RimuD86OQR8ajK-Bogk?2IBN&O#X7;e zeEGiF1Vv_x==NJ;CCy|AcbMXXw!+m|lQ_#ub8SOJ8i62i`GXEj{Coys--G3N6&qBx z9aeNx+!2;8&1{FOLFA#zzR)l0)wKR~`7&<4c6uR#?r#XoM> z_;Z%p2}m(}h%|aAxW8$Y4M>g-YFF~VdSW)Z5kRgcuH+8+7AI#VGXX!VP-Ym661)%+ z3yrEBUUEfX(~%-#QbkwSWtq+zNe4NP$I zn7IY%_n%*RcuWDsNcen>-aL=2ESk>_gsjZqU&AY}9y4l0e zWcPUm^O<=^51z`8tOQ)zbZMZ*VP|Vivw8Fiz*+^V^-d<@p!S6phNm9-lC{_Yy(zZl z1|j+*9rKVn2~a?Fs1;_+l`j{RM)fI6m*_vj0=Mxz^mS!VeDn2m67coc{J}<&%M!JL zCa54WSrr%(5F1?W3oUuU=DKXzmsf>2jkBccvNmNg(Bzf!)Z^q*t?cU0o0|74PV65q zNa3xCk5oxm`oBa3g8kpRfpjZjjVv$1LH>r7I>wsrD4w4GBv@VeL&9}?@D&iSwo1&bEKd6M=*rnKW#-GhDl2kcS}p92hM`8 zi)xS~4%?Ba2K*}dl4aH?F<^`VZ0^!2^qg@+2Z3oHG5LRGa7?nHw!-@6A@h;`KQ1r5 zDnbrNSN?=iR~&%#Sd}4`h*9T?T{& zp(#Xu9J1-ND6;FbNcmQ&X2IAAD>6Vzf(s;isAXYMH%C{J3dp2V^AXFI{by~o#!SAB zj0qB)qcACOY5X+unT2xP1Y(9uB$ZMGWlb7)z{n877DxOEHl+9v@`_% zI)rX4&kl;iRM=UOq$DGUu|~k>aXMP;SJ-J&@E9Gwcje_+I_$Al5xAeFOE}{}n%Sp7 zgbGNsxFM8CSg$Y>Y6v0W-3$c<<)}4gL#Kv?RG2$1k4z_=HK0LtKNCXrBU;Ru!ViUV z$hs|90B(O7EE54)NK^e7SnG;MU0|a!)$UNabCfUG#A9fKT;0B*v#Ag)e<{182l87p zaME>LZru3KsG(wJVEX3d^U1V{pwP)Hl2gSe8OS@Zk$g~PP)IMt8!GK#CUW=X`_s+} z!-1K|lBJ7w?(pC1OwXggHSujmfOXbIMbCqovH?<0Wfz(!7 zC$au4-sXzVllBcc`nMw%2G+4$)y}y|HK3Q66Y?$5G3@%AXZWk>-(>frLR>uM*JHBE zIo#`KNO4dl@54fo`7LFBjUQtrT~dTCXPQ<~QrBWPs=S|{vR zL#|}{)^>c+^9Cc5QkUK=Ye>qSvimhvZ!_`-zq>X94GF#rPoN4JWd7t|r3t230^PbG zBJE_`P|WKCe>%p{3`ql%jj9ZiT|aZ$-0N=XRgR$4R0V`#v~|j<>g1%%?&~B2)q}YSU-YAJF^}QEzsN z=ZY@H_{m0TYjwlD){Ldy!H(-|+Dcrb<05LMw(Z^gR-yi`xQ$YlZwr&AaIorO8lLJX=IYOhNt?xdU9k%GNyCRbQ2Lqo%OOWS&%e7y$rws5~nk6^5j{|LTB z`gg8wrn~&a_8q&FcdptVos*0}D)07#;&N;nCABpnO5 zTiH4K=?F$xXepse&3%|e*OS?EDCRj9dI+x3N|$0U3CR^FiTa*J=@s;e=y=}594lvo z#@ZRZly~9pSB5|LY`BMM6QgN@S%)yOQHal!yY70V zUID@hwggZT?Sb}D7A#dk!61+g!Hi#rIua&5*EAjNG(Ea0jL;ZtT_Gwcd+I;&*Cl~) zx1#j->13-oWemL6N+~|6=r}hiKiuSTAQC?}!em|T_oyTx{O_E$tbXBRumBQPn3jn4*1r18u9Gz!9cC@=0sRBn#v z&bYO&oA1k43yB!qOZ*nnqoEtNeco#oD$YN`3HHA!AJi&b&=s)SvkU7M?5{s5r?8pjzruyp}&I z8u>TWT_1EXP!sB&q#3az9gqviI&X*93!TeYuydest(zCRsNc43tHaEQQ6Nut5~`kv zbCN~G1q1dWh+ktc8pwo1#e7IL;y@|3Z$YSme2j#lI1TQasZczhm^7LhRLDqT-P4@4 zDzv^#eoWTx$y{SftnqzTY-E(Ad5J*!EF(XCca_=}w^@|#lYjZN@CwXD-y`z#3=AAX zC9pRfwi}#s0sM8p!AZp+i2}hbhr5QM8fnJ?JU|D*{eg*FS z1`Gz`PSvfpojQ6=ygt(;eD|1qXzq;cUDMsB*J~6XH$JEyH(b_qo|JB-?+V`>8B10i z>jgF@yULbqFBBUirgJX5c>~#sznv9LlMfV!M&3^}YTS;<%WRE23jXqFmeK}k zILo4})KTZvK>qoXQ;`DjLGJbA`7UdStOLJ)Y+fL{wAgz|h5EV#kp!cHRX zkh8Pt>VTsED~{P$f0mSPcVRA>;~%wUx@AX+FDiQvs(m%YH9Rr-%kop zcr5zNrCGG~*uTG7D2nj#peqv=Q00V%ibot|(|5#X(BfA|X7q-EE`PmzbydgC5Z# zE$#W>T9+21@8?-`saE`-oXVs8R`g5F>!y#L{6|I6zJF$Es@z*)oCqhM-lw!eCP>~- z%QaYn>;)_cd06ef-13A<0;BZ^n61jKa>QK3IT!FnM|h9tDjvCuo5_-uCai6nzbL3V z>eyc6VpKQyo0suz)vhCr3}Gz(g(O82%^$@TPJa&HT=;OmB*@WIn!m1DYwFm*yB5X$ z@PA$@))_S<5?)gq7l!Hc~w%RQp`Ri@?- zW)l>>WAADB-FT9JvJb@!#IPi_w$B$;QT1%XT8>T0`23M8iD%(p8E-

3+=_eh8() z96ycHb4+#w%n%y1lE;}3>uReA1qsrqjvvDHsXfCu1FZdI+%=)$wMy!=(e#3u+o^wt zKYuk8*JnKbGgx)4xDO$ji-ibbQg8tgU|b~XLI(b^LwG<+<;=B@qXu;MwN;U-9MP zNkaLF`Y;@7%1-yKJ(KS;a@Iq7eS7J(GkmP`JGpC#YB_QXwH52fU1lkkT%J6NI^p?J zA4C1Ui>W$Z@||?G{v&Nek0vIc&x{N_HBt;!H=8J3r>n>m;y|W++A5Vt;w@GwSv#?n zj@~?3bs3@lYcg%%f2G%Ul(`OlA;8w+r(MU|c!##1!{9AwpBp+~9Sgiel9@!!6+u-c zVc&|kNQE;0=8s;DFG|fe8ZDlA+;qQSO>*;)d+sJr>`>gVK4T@O80HPUyVJa`X!9NJ z&GQ+cu(W-d{K9r)79_Mu>|B=FgND<5o=Agh>(jEBxsvMs)rDumG$1g}bv4_jR(cTLd& z*ZaQlcMrT>r38J2YnrmmGvfdTzA z-k;Ru8u=AosQp^N;9p;UTH75}sm)RsO5&wIch%TSE+^^;`9DW}6u7;#%(b?vBx+b2 zVVcIk;w=fJ>^XIk%RQtiW=Wz%HCh|NuS$Ol!oR(DHr8qbi)j*zNoo-Ca8!9_iL05F zPOPkJS+Q>~_7x@>k}jQN<{FLu+bPGrISUG8&oZ=MjSv1~mHP7Lj9dR?c3S3KVtDan zn+PX~nZrbh=%Ee42|7#2E+=77Dij&^8n!YlD@i%|_y{Nmipje_RfU#W*Ef%RG0TD= z9tZ=zyvWpQxDxN;uoT4eh<;Jsr1FeTQV~c7zR?)?dW1>c#5cswPb@Y|KB+aeCS~H# zWQgnpTg+~{8(1?Y73l`M`(aBL6rn<3a5jpCYMrX%a2Kx-Q2MYrF0&9cm_;{|W z5UsNLRIGNa=Yy3G&K6#<*Pkn_1X0W6)_zBvCw6UjnfyAvy|x=%S!s=h`tPA@HkY5; z(Rh9ieKpkav`0mxC&<>=_k&T~O7cB836OI=z;XAYnyq`9)o^way!--uV~SR#SJg>! zE2O->i?jvl?OdguJTI`*r907tF*t;*Zo32}t!%(z^zw!dwLrwNndNDlgUpyG+LNQ5 zP@3`Y)pfHoc@1xNkNtMoXw+zCDz(7*?{TAN{x9t%x!F>;qsONI#FmhXri3xLwpcDL zF~`HMo|bBH9!TTYkqaZID^a$CcXJ>k#~{f;9TcP zl~;}LtSTPm4A~nLIhA;l_>fW{bABl@m^3I%&}?xd%QDz=8~tGXd7k@)I)ku>?S=greAQXMmtSuDq# z$2gR_`Uzu;laDgx3JmEso_XEsVfSDQI3&H)OCTTp;0%MwBw{RbW*UXOkf0mh(A+sY5Q1b%>wK$&Wy z@b?mR6J6Ov0U*wHX>?}V%$gHYh^k$Frx0E0j}5vs z3_=Sf_LDuMXHH#*o_EXfxX=?-+i~wqmHcezY!O=t#_2B6ix`?jq4Kb(pvy4FLv0vh<$L{Lyk1tn-(EpLx*Na)>>TedkahiS*{!hX5Q^nynL5kqnMpI~1zm~{K z`-MV`Nxby)ss98hrRycK2DvsRtG3F)?*T(NdA`*T;}~(4-?~IIm|$v3*3f;7VNR|3 zW@uSNOb}`_3RoJ<=K2cwKTdLc&AKhNLVIG&OUf5xq~^;qRV{=vQ_l)kNWQOerc6g2 zy+bMUglHbUN5cjGD2-Z;GF7ugXaJj0X}WO_8qBT0tnv*V7%Ty1Mb~y;huJ}FSWL+f zc2>u?+~}6YaJ1KVIM5?^Ekbi>$c)vI}K;pDC9G{tcB^z-Sb(!thU_Veq{ zL;pH{H@MpB!Luclr)ZhaU|N35BBrM3>1;~*F@w+*x~xpgy5ZF-s`oUQ{h!JI6CZDF z6AzUZJ2&i4I?fA_$jIblM0_W>Tqps(CDgbz6FUv3 zN4%_;#ysMB+YrvCP_cFCx;D(9Aib^6w3jX4b=oL@>jSx8+%QiwEb-m^)IUy6uS^{* zo(i1&^icANOttnClK8}5e8CO& zA`!;QQ34{^$bvA7-3d0KpcC-Nqz5U)d3--_cG5_>GD+)i-P$xlCCPsOQhwiVVEFx^ zfn8Ok1&T*L+*9s5hZ$(oT3OvF)8F6FVoCaFt|L1UWYBuWHzm1iI^$~-fievD$%Qiy z2i_T`{?+vUNaI)2@2yYf&N?aWJu17D(faJDY#yxoBjm;tdN^b>SObaxJajLE$q=rl zV!!+YpUlDvvf5}ws`mz~;Cu9}T?gu2C06%~6y zbPSwgo#;#-UtOB!p$_BFKvN7Lu821&V!U3#!_hq zq91ge>^K=w+eGdAf`014vkb))yOBB3P{vH^`<{fJ;V%$4T~C7@%X{Q^bYeAQ`5uKo z{+N0F;GItjr*pL?XU*J5eO)YntoY4jVeWM}U@!xeL`3P1Dam9YPE{WHpvDOfK%x@u z%pqK;9wfW?VSMdmG)Czm-a$sOz}boaT3o7KAnR@K&8ukRO+&X#Pb(dj)Q6a71UZ1e zq7(&$@Q|K3nL&|2)^si$T{QYx|MRA4{ZygitzzoP2af`E+UtP6=UVkiOczx^7X>oy|N8Tm9fWd5j^>JUE2^HF5hY zaKuvDy1VBM_=8vixm`}2g9QJ`l00^8uH{@|UdRRT#Z5R->AjVARCa`GJh6(2p?T1I z+@BjRo754uZPK?MY90C9wV@V{q^JOrWwnyl&R>5(poV=Q05bNqa$q_UNyAddezv8u2>n- zcaGno=|e6WV9G7WhX9D)$dmlRv$C%~y%5pyx2$vE>Cb`Tka#aeX(~EY;L;i>oRrB{ zqw(&L{pdyBbHSt+Wg7Uw-XRej$gIBo_fo=d0ad+p%2L7(ocF=M+A9f4W|E76b8?~C zY;;g-u<0K`>V-$Qsz>F&#&x;RWtFMcR?YHi?RBl&1%p>@2Tm=A_(md+!D+Y-0(AyobXEoGM5VAdZlixQik) zt6{yx$9I%_g+jhUV-Qb|2BqFfCzrWIdj_>v4PS9BPv;+O?^-6vR{_cw-qFb(`)!-S zD<_<|x~N#6I%ua@vVU~>$y~L0#Og>fgi6HX!q*^*44RrOrqY-C&MSH1*1*X7Lq^xT zqmFqmfSE6n_}BXXCx=Y!Hh|6j=E5`F!=WDf)>dIr`cvNR?LYkLGt%9nP`(1BufZvl zoKcj#leF}(9DG(-VtV!M>BS@~Ix{Wj47q3R&~p0Zw-$ft-@_f+jqiSaHQqAU2t`2I z4}h_Zmg=LNzfRcolhnh-oh2L#BxDf@E>tK1SP!J|n7=>qMI)QHeXXH*7p`zpbiSI| z8x}lpCn+bUl!#nY`?e_KC#9T!fusdqcRj=zybV;Ff$v$#W)y zN)tvld)7&OI7>q;Z0nDC`?o)myE?&!lJXp@PT6DwsM$%EbTH1zx5+jb{wRBL;Wzh^ ze>57cp3zUuaGut0Hrbd$=m2~vS>U75@1@VtHA{k<=&7{gIT&43diI|chr?w|{Fj{5 z!@|ZCnsUuU@NI*GeSb8(s?l9HS%IH1l1k< zbv5e?z8M(ZFpp%BCUGVXu5Ym z{&;Fmb^JY(jdfBT*1Av&0!%NVdtX*c2qjIz4U-0?HyJtmrRMh3vyg`Oe?Qp+Z>5!M za0c^K7re|~zI-{^eX~*Ox#sp!TpwI@4>B<4Q~!2yY*&BM^N$UkQ@T!@dH2xtRg#~4 zh~(sdNrE7DNG@GP)>4L~NCBDg8f~57sl4jjlb;Oxsi^7N(pL^b5I)MPBCgUzbzkuMa^hvT1A9{!s3Y|1eeWwof; z_V3wdXV#ygP0t+tab8(&Nu7_+FCIsJ`o8!|vGJ>KJx={{Dd`mD6I{M1X_bezXqA7? zyxH-`KbvKE`0qathQ~htL2=;Wl^YFz7wsLI%Skp6Ai_)pt)mw%q1;}!v8_3(Z=b3+ z^K4*Jt#SHR_3Pa!Y5Tm+bp5`$&;hM8{sp)`XAPEwhT`NKvw-1QryEh4A>cEXdaSpd z!aBoxByHbs?&a|e`z)i6cH zZ7$IQ8)`z21@=2j%~b zET(Pfs^hxZ*sl3NXIo~{`7LT1AqK+>jg&tzd2=*3=K5fr#4`f+Tn(u>ICCgX!MNqR^gOoO0nW)>a>1x|C$4@Wuu%s4z&lvM4Y?t=A6*dv$T3M z+X9cA@as)p5oZ~i_p~|5(#xjrR45*DGy%mi$ELL&fKvZmRN5S!(kOOI`w?=wawBge zPqtSD2(g!Nc;#ZGnQkv}ZDHW>J9#~^HG3Nj&Z2t~lTtj`L$bdLN0IX^b*KsKfC~?e z9zIFNYyS4!+RdgVt}ppoWM;XtXNyk`c@H<$3A;#B(2C^+i2~uc8;SG(-N7PJ@^2cg zc;NA{@vlc2ThwwGTX^b*rqzXmKUcS<3l<}U%zZ$S zlN5&MI2C{-?vYz352}Yle>Jst)rikvW6+!?5-HZ{wO&jX=Eh(b)_dcBNvHUS29BIN z)Sr}1{w^rcCvy~dNp#Z)@9X{nhZ_fBbSdpd+$xUTa8TAr`YF>eEQx37#D)r=y;;LI zHUeFFT6t?6(#~socdMyW$y95^&CvX4hD;5cId@bzyQl!&k|R2Jf(=XS z_F_bhG|hB&n@Ms zGPBi?UQ>AX$O$~rBv}*fp2T9oU>h-=c0k$1XPIM+ff{$jK1*FR$5db&QkLS}TaGQk z>iRF)R2@SF^f1h$wJtzZc$6=F7y2K)XI;H(Y^ra!rcMn^uP>g8e7bg7n;v9=Qlp`a z0qd~KQ$^K~YZIh39*uNsJ7B&DiH1D_r`XT4Z@-B_k;kBvFMLYJ-QCC%gB=kZHW!|> z&}{Ae_Wqio|IGpfwbduaOdCF&j8*&{IECN)H1Mpmy7N)s@OFz9HR?$Rgqv`d6?ojs z1NJKryyK;OhaB0b_qsL;ET`DSC==o|OKadZ4a%PDexW|-TGCSLWn4Pr?%pv2Hy(^e znAu9WOLN?=RR46C3`Lp$e4Ewr4SDLB{9L{Ub84$Jd$ACzV#K3F70o%x((>h+s?1d^ zo`(Tu53iD@wF#0aka_ci3?hAvC%`Ava^@;(d{HJ}aH`5xiZhwfRq!XTA`|j$8WOVH z!+#izRlIk;m-_Z}s?dAvsF{XYopfdEUciYRqT%M9V09*8>7)jN9pV3V_U)zex|;(j z1vmS@Mkh+%h;1bOY0@hunrB&dViC3+3;J9<`R{X$ZLFqAH*j?)FW%kOEF!Kk^aPyf zaeDtdp7uX5ain3ZnuYCWI9|BNAPe`7a>yZ8KY2S2guRQXgjORC$BoBfc&P1py+$|) zMmSefPu#MR=r)&^{LJKA7B839-Pp(e-EsT1w^q|bO^W@KEXAA0Nzo|_A6C}}bZN*U zckAy`XSb-ygn%)BJa3LF=sW0CoUaGg{j$@I*V0vUOpvw1@X|G?lOzWc@*M6$kz@^4 zJJ4+N$aa{=#49616uRrJLfc$6mILHO64Fn?af78H86KXt4zuZbbbAgXv~Q)Ee0v(d z2qVI7XhnW{0W%T4E}7Z|9vazF{|v6N5gX*wTxh9@8N*)c>dHO4F{=!FPK~(vwH?Nq zw)9gu8hJvXZGtF~-CB1{z$|dnj&DtB?7IGlHEFKs^&a1qI`eLnxiKPfK#obnW(9+?|u#+PMvaAsMrlC&QBDz?-1l`Bama} z1Vn_^ZyqtGH0j*FwF#I*@=7?xS&{29@n6JvT9Y@P>tmZw|y3UF*?o;X6X5K|SByi!#h)-HE7-N-9bMJ4q? zTpDYtQkCq|#H}Baf-)?_Knf;F{iU7fALYEB>RJWb!95i!5`7t#tHCY}6@^|&Y#SZc z@NR6F%rTnwn||#4uK2ZH*vLV{SzOl$oQDko3ps>fctV0-N&kpZk$$ZMZBmfd3y1m# zUl%JJaqn4Z_EGR7J}sW=iiMKI#h+|94%<8uccWWwm-^a{bd`xy;vY*sS2YYA#0`)V z`6@egG8=L-sZknBA$kb^FIBc>AiuSogJ19Z3enO`Sp&l)b|G?YOCOXbfT2O zyo34$GhSm3USKf%B%1q}t)i|Qq|*9q!5ik}hSV45CLcHbqgm~or2Tl;Z;Pmc3QT<8 z93eylBnWZ8M-pFKZ&)kU!#H3SW}hIzXltKHYn#Fl(G{EHWxivM+}x80{7b$7%v?q+ zyR?VeC&)CQt{OU6)Xx*;o)mGOzs`3+bg#8h7MA-tu*jY8jTB1Q0_tE)73N9T<5Pwg zyy&*M4B^2!%ut+~yrFBfC{`7ZeXyX0XDuku4rH$H(%^0}&AR^)i+e74WBsaqemmm^ zH42jP2%qH}$s8791hhnaC8|=gLsNya5XWO|0DqzdT1yUL#6+@35*&vS#2fKNwaMqI z-z3fa`EdHyv{3QJ`;K|DNjqAkkuZW94_Llj+Nh0_C-0Fdhfrb(je0l~Yz|k#?byP( z#t$^is6V>8K5CsvzG2^PwB2BMgCBxnFWG9wiPrc~>M=F5SBE^%L z>BgZ7ToQsx^A;}4{`3G~LY=C!$7ffvW-$}mK`&Ptq4V21H_K8Ja%NA*7bu?okogx_ z9d2o9GSdA+i(+h$N<3O{(+@WnH zP9&7MUR4e!gZ>y0Rrv5?0*1`ccK-KN)?Q5ZkyZh`KZ=Vp;t~?At~};x(SPKm9lGFa z`A-@5>_&$@$Fx(Y-6vl-zk8kh?c+qAyQ6DX=JX&~24UG@4}cvYT;#3qhP}p3smsgY zqwPNj_P=KoE2f`26h9*!9z{1ro6s6vj90zLz*Jd zemmP@N_=A>!Filagk)&~5yD^X8-un=`R$})J|eS^IoF}h7-tHQ7vun-o0OEGlvfie zTEe|mQb@1KKVzLchwhyuvuOIexVnv}mE0VbhadOcm$MFJ6&!k+I#Zxv;kQtQ%YSy? zKi>X$wNGheOvIg>D$EO=xuug0V!5H3$N$W={6QZpmfjba!?3yZ}QW0-XLFTiD*Vq1)+sBD#5b)|25H;=F5p!m01!NWRsRZ&%Z1w&n=%;!jqw zibT2?)IN4APkm?T`W5YRTL&K>G<&L~JmtI{TNJ8BA5SPoQLO@eMqG$Y(_wWs^NQ+! z?{s{tKAo-jsd#ve;%Dca>Wq^gnbhM^Bx?Pf5nwNi8ZuRw5qR8MaCI9JJm|6c}e z?7wNR5z@S%HtkU2T~?yZdFpXfm*UOI8N=|DhS3{lg+?v)Qd_fLJT&dR-U@0r^49=P z=eEY+gh=?=K5K0p+f12-_E*?Dk21_-vfSFNf(mv>qZj)d9%9u_Bd5MJ#6N1!3&{6ia#ktWN;81@TPeB@8>Dm z72d_`wn{hQ30TLqEUx0bwprb2ly_w#S19|rUizZC>4DL^u7W;1@B@V;=x93{qQvw7 zuaWm&k0mBYUtizoAC=YPIo`<`kAB}w?i8DuK)j*^2(4TGc*l`>Q^?VNW7wBGAH!!oIfer7RqR-$na#{+=t?`FUOtgLw;>ia2v5bFGL)EWK`Qx;Q2 zH6f$SRjqva15PHVgSX)Smpbxg*=aX)T63!I;GDIPlS#Z`TQh*1Efa~u!E+iiEnLe@ zSymX$=$6|;V*vA3;jO5|wFGm>=Jh+4X;RDt&(^c*y2rJ|8UmY^&8Si9IRYD-S?Dji z;!#Z)r|u56aCOt6EVt!Kb>`}WNLlgKQLOzi?u4+SwunJ;)yr>`M5gigCT)6sJod%M z-M>%Z7X(gCOy(EA)1I9DwT32ZQGqOyt7};I-^_vOhHfz#1FOg1Nu~Df>Qa}+TS^Nc z`Fhem)8&{{|7^es(Pc1v*sxAw2`;KLcWP@xHG5~9s%p`q@WHMPjzf3!=L^^J0v!GP*aRS7-~zWZApP2jYuyChpjhb=6cBDqOiii0F_Z&WgxMM& z>DV^;!=BJWm*@`Z>{vWx&y=|XF~_mA$`de{YD_*qmoaiDXNQ+^pdfTUa_vUX_PXPH zF?xZXr|L)=r!(r4XqGaiSN!*al$nZ|brATe8FqIn%6B2LKcDA}fDz6E<_L?5i+!tTT|GyQSPT z&}LH{*FW8iLJg_oXSdH?N?R#MT-sblFgc5wCh0j&+QCA`QmfECXE9Dn-f6Tw3vt86vv!f(o&It4lP}W}WF|k{gN5tnlI8V58{1Wj5}tJyCJ7ErWh-8-8Bd+=Oufq*IFg<8c9Ek_ zv162}XaCKJMEv@o7?HJTD|@xolC#zw#&kD>c`TE|I3bbO$)mQ^$!7sKE$Z z+UqaJep#9_?yk^Kj1|8ZOg~M|c=de#$#j+BSt<$ceWn9=-VNA{%npny*`&?IX-ito zyhVIQ>@mq=f=c)`R&>$x|0xpU*WmYqTSn9#e0B%!XtA<1oh@0X)Y`Qd9>zMo>wP#* z0KJM0H|Im?_|UxGf7ZUeRlaQCV>}@!^6BDzX|bccf%H^7Y$<2ppA$EezWn+`px6Fo zCv^=?Hu2JI&R9fobvItzTpkq?SNiWf!V~422vr_igz*eC86Y1~rZL)0hO8i0KqR!p zHk8HAqj$e@$}Vh1GPq~qNxw$~E(rX56&9IKIf5oE+zT6=zBL^z29~S3Jx>Fk!jP zx>>qRAhJ2$6X7UYUT+=rV$RBdhe3`*eYZw`({ujEDEVyhRK3yQ38Rk;RZecaxEup7 zFM|!T_8*rYe=X z9@5|tASeveH~Ra@wG*$asQLkPIOn+zr7kfpTJ)-Rl3_P(7(Q66_(O5OX;P8G8%TU{ zAUS&9`M}~IFSck~5CKs)TqBPf#yVr@=9Fk&z4e^c8^t}tM`Xgja$gmnMR@3T0#jY6 z!_qXmOtkT?(>VLm4Hs?`83IKz;5eQ(wQ!c`dz=*X6X%``EDha$ZMGWfW1#kNUvB9< zx}!@2Y*7d(s8K-^5u8LAkww{6FykcRR{||GVxnPHfzZ(J zQ>V%N{&_#n7=h;Ad(NqP>Z#|{scVtewjS>D_mZTDjV1qbX0;JKeH@@|@!Nu@@js%p z)qEx7sgje}@c-B+XR`(UQ93!k;`^i4kB#e%s{HGg9$K*ckZ$I9RbEiLan#@MJ!$M) zH2GHebaKRS=85ET(Zq_G&OYyvHD(4ey_Qx<)&Bb8UEt;bXKO%6^Dg~kWn1*c=Nnx) zqa(dW3lSi@miaJ(^c_S3tO+)znWFk`SFLL!>S3-yHbFWBO8^lf_y&#r@rjDICH9UV zt4*t0-`7zSE<^~~%Mv;govKmKn=c0{vsb1`MkDm!HwBjIgLII(F!~7f&A3+u91Vw; zg6AoQi&W0Nu$}q&j^sh0ByplEa>jA!?o^&zO?yaD)SA0r*Kg&YDX#DYcFK?NGDlWH%|9Hc(j7$wB1ViXI#+-)A&6s_#q`w8I7@kx#T=Dlb|Y@ZE;6tdG`N;*3%hEotT7kK!EP$9#eBi!D*U2u2>){I*)`C#*B|w+79=X5j`?TfAD5^i3$I4dMK>@=xlncE`@kSUt)Tjh znd4wdo}OxE#*s$#nb^MnJBFB4@Y^^?^#qwjN~rF+VOPP1>cGz>8MWo!^0y0Sk3j1 zaL+ro$+Ysbk(L)%8ckBIqc^lSG*BtY`Y;CbUH`IMVv7m>Bj^5P{3Z~_0!S>}oef5r zx}h2=d|*@wKj57DGo92}7ut^-zy84&y8EW%emUI!u&{jb^YmsfhcC8o+i`ixf$PPl znyX#=GZs~r7~lAG)x_;eQQz0f-zv}D@Gm3hZ?)I^&XY6$bnAk7jVH9$dg&)-g}2)e zeQEc3SzLJHL&wAK9SzUtH`E%s$*V10t)T5@oUG@5Z$Y8uybl{RJ`{;vF3UqR(X}Y4 zETPQ~U%h1X4k_nnS=yEQH|bhjI`K*_@3cjzk7Ll_T|3pJFC%YgkC~JM=MZr?E+1(rEJh-In*TcuX@4nwsBRPt)-ayIDgu$x` z$BIO9Wids5CppFzNMAJzB(G?%+M%G;rcyYks!8m@5ql(cc|}w-hRJJdhp4Q?E=x%- zFL&Yo_SUC0??2%+=>}Z38u+#s!N#(E>DgDw%Ez^|^UURWmL+!js_`S4f#Rj67L{8a z{R@Qy+o9A7(Dc^k8TV;HM9MOoXTic&%@o%g3kxF3TXpEKY;;$}yB10UG}YBDlADL8 zosxSd7xuguPZ-}N`R#UX^V%VYmlJkDK9)y0f^E^ht{XQwEYUXOX@_if9l2p~{^ZA} z%tFiO*q8d~ww^ZodWos_CnHfwdKP*5zNm~ilWeY6z+cW!3RrdH6Z@Fc)?TIRB_}z; zpp3RO>oN5Q7N5>Z*;qFG`(1C7aXk)SKl)r!#(mugt>(D~W1r5PY_5JJwsdbqCrgW< zP4!E4GQ%`O^h?l9q+44lrGA@lIlQUPC9GX(V??p9R&MWZxrzqo{w$&Lhvr{8bF%s7 zm_eJJ{4@4uJmLPEm(8^^+X{t;LvHHN&$Zm!j&{>6t#i50S8ock`r0JNnUiZL*w}*VbMFk*uD>nUbrWYd=Njfs=DoU5tkcfs9Tut!N)q(eJjsZvZ;zdS8$rk zfK@cRAKOe$l=#C!kUSo!n4j>bf2`BP<%S<77>yx9o@ROun$qX8Pe2_#)@svf`dsvd z>GPoc1}pVEb2;lghYR}2%?&OFF=9(M1FdYk(G)i)(ThH}>akZE&8E$L8b^E6^H59R zx+Z9oV2h`Ya9M~@Xm1vRvP>S=N+~y{yd+6Kv)(>8LrKLsEYm(j#n)bQ+#$-GYmqFc zpDE`dDz@N0Y)x;olFL+536kd^;rA`|=i~H?vi82EDxsQO1MXroUX0fnsO~@;OD(M7*%h3$w2CJsxzECa2lXFwVr93Y_@3eJ{*FSyAOB{}Gowr>Od~)xp^3~!x zk-z?F<$dNcEf=lUS~WTM=iXoEIP&}J_}-tN#vb>JJIWcik20+45Y15$hc3u$+cK}s z*w9m(w{V9!@3!qT?!rdX0r}9(R^yb{4W@^1o|iQnz&{Ys=RN zzf!0dePv0eHAc^ms!$p7MOST&;tG{89Xop+1=SLBp7w(UJk`yO+tw%drYV0|7%jN6 zzVU~`fYk#H+>wU8KEAywi}>bB3JNh^O?EzVIdv+F^_xDberGnksP?_o>V#TUS4fte zhrR|!J0Hyzvg);jO=}%`4@-Usl-MVXhC8JTF>XdEJWW>5BnI4 z6OHKxKBfMuEjfTpepgJCcyr^Yk5AegS~n$`lz7*jEcJc3kO&~S#5qMgB-mUdCMT5V!2;S)A+rIkW8Y*fPeZ(Bd(b}X~0 zTI$@bZDjZXwElva_E;RX-c#5qKERxA7|I%W&I8M5+~=W-y4ph*1w?L>OR;X7D=#0q zR$fDx=OKTh;fcovaX?y{M{v6O&d^MuI{stqawcurkI4?}=_Wn!^1?@)~YpXO|-lTOu@!jWy(r<;ok< z(=dw)s&&crb5yIZ`=lR2lK-vCGMmXL1QqN7yT*9Iv!CZjq-4@GJqxaA5q$<9@pRPJ z=23gNZ_ve%4pvBhE1Fr6dOtZM<2AD5fNurc%9n<#@Y_9gv~y3{n-xu$7KyhPNfuNz zn%-Ve;1hjubTynLvkmdZYQV*{-!CfUgOnQ1|Uyw=H&f0UcoWHTpOsU;umJw`5Nf5rSC zTOWxF>%<;{CZ%~E-P;4McgklEze6haRxMHZv}qu!YvVlA6V5xa2dtw#f78SJyP~At z6NjWTJ>ualqB$-0$+5LbbCP4dljJy>SutAbX;(iuIW8P8h!EJy$#c~63bpLyIr0lK zJdJ$X7o1%lu6#OXgVyPfjqq$nLC#5X6^%MZ1F8}7aurH*V+{7DWxyUY6*qY3=ygR@ z%-@rRxP2T0ejx4x+Mjoi5Nt`R{>a%;fOqexwAusubDjrd6xTTf0Y=ih(Yp6vUEW7Gcql(t01~J)A z{fBGuPKlw~nVu0k5EGO5E>bigRn~XBA2O&h4(^h!+aRh-PO>xBbmMArG;&&9Ofy?F zQ-o>jU0Pm!GyUJcY5|fJPiBfgn;TqExTx!dbHFE^rnZYBgj&gVX6nWocy(-=T~tth zz%mVW=m4;p7R`a<5cU@zmlrA#{P&* zEU@I70ofqVJkGH;C_y2-uYIYB``4&CK4ZzX*~#PUD!eSD;!KCwKjZ|c9x^R&4J&U| zK$j_8tQ#J0vvVsfb|qY&EXO8Rk8D29*m)3z5G#TCnLPaX$9mWDR+Rej)6~P|=k}&M z%O%@son0}sqP<0HG+}*`bCSc+0G;q)Ynvs`=hc-@f4uSo^^+fWd$%|Kq3E$({nM`n zSCo|JDL3ZJpQsC&_(3`&?Yo^gwzm5BaJ|$ieu-T$L`Pk5sIMMpxaIk@Ws&r(xaZG1 zwR6Vh;%wwLB;PA6E_SZIS|{h}vl6D*U^<|DdR$9U{hMN+;w0z7746Fh#OvlM&xI58 zpOWu?SZKjruzbOCJgV{nltX6GfIBR&U zQ`~VP!?nLZKfuPHsG?bl>jA7ECbJUeE-(HvIzJ*hzcBOcUfH5PPgAejYU-|Xz<5{u z>ILDacjbi1yTwWr93f&C;}<*= zeF+wc8GfK%5Fs~uW6osGbsyN}tW8yAxE}2k|E<@ms(Y!681E9P^1>qc(l)_C;)BQ< zu30$8c~@VpZ0O9euV0Z}qab~jD0%HLGkCSK*;`cEd{NMpo-w~YtHkH0D363r!(sQt zf$+)6zyuE0NFBX^h>TQ~Y@mLIzNL1SHb=kK(ALsZU5@nui8IMGK=Q)>eRHGkxLtnC z#ft(fC5_|^wCcnd5Mm#fJmw%igyw7U`Dc<8Ik~|?Yb&@6IEpYMlOKcuf{Kd14fajO zoR;ICm*8dB@KYi&XjnmE7?$)3+wKNLkq-5j=PMp@Bh3wC^CpO zQVjsB&cxY^iuqWJJxN`^h`U5zYU#%7du(tqI!K?6XK%# z(KgD2K-4e6Y1|`5e?kIGNn!SN1rgsht;*;(BR= zT1otfd!+H`c{p05srTHL!@wMj;c~A_|1?I5KU_r9yBD@A$ip_^sMQ zY>nbQuf9t@^%7h>#o=i0v-mbx^S)f8sj{4gW+objRv^X9FFqY1*o0jLd!pGp3Vn^a z6?m9T{>lRW=`2hCmxce$vE*hds}RuNA@iV&C_brEY=Vxout}Ny9|%XtJkm+NF}WO# z^$ZLOMvg>p3M;4+UF=OKS2{qCS5oakq`o9xH(2;Q-SbC)($)WeD}s$^o^7pC&QZ*r zQ}sP&5>cRQIf$Z7oDIv#5Khk`AP^P$9y!6VuHC)+Jp(VK?*hjZ0;h{6#CLB;JBsbp zsv9}oal=m}M{D2Tj(ztaFnOvd`Mz0DHMd(qb#6n@qR!AoC3T?`rZW+NDVHXiWX?0Z zf(L80@n;4VlhSGIV(cRRvb^;VG+*MEm=i^U`@211zp7JE?N4qqn_FP{K?csh+|~0Z ztMtljqlSn|8&!C3QJZChUXnlgZ#}cdswv1T7UxkXyKu%7{U1lalNaxn8+Aku4tOKw zV8RZG2^D3H?oIcE*Z$aB2>6N+s^^e#Z8^Gi@y@q(t%X|Jxdr@(lX>@FI6g(rSLFo~ zQ#iLp;kt7=UKg~rRq@Xy5@F)o`7@J|2`LKWiJEs(Guke0NKq~fSRjgR=$rg1VKj3z zQaW9f`gBee?7EY70(Ek)qQi^n02j_U>)UAThsEH!l_L%(~d(HPsG3?FwdyUgl>#gN4HS2R_6L zVO`$aFO2pg-aNvhUL+3ySXQGv8Q;eT0(L~_w%wZObD9aEvn2vMeSfTmvTjLdsHPdu zU9hjcRhP35-VQSPpitNm|I%905bk(9ts3Vd_5%bea0@d8|6fAE;`T?a#pFcOE9oHf zT*UR``IPc9NCuQb_F8$(4*4@uXV);ynY+9=0CYD(aO2*$#rIa|zxZifp|rO!NM3EoBUEV>2XH4&_y>KH#Q;R#*(`*H{jb*0iZMt&%3C+wQ5dWMy1Dj zXbnf(6p%vV4I~bTkePr1PF6Lgnng)=gLfC8q8Lr&gGd~O&F2Kx`S=hn_95kbdBZC(3_s^tDVzYZB7o@ zriU3pfiMooyA_t%#3Ab;d12X)iUqIM4!<87n@)URGH9ycHCn||H(*h=pq@Mz{y~T z$h&TVq2bAvgYA?Ald1uo<|%l2HMCnmXP0ZEE3B(x{sAmLbdg;Vg1epKXUwYb+dE); zSb6-f14R_wy#ztfQ*gphr@#UUzi+-vW2-ao#x;`=m6vmK?acxw?k$Y{qn@J^XTxR# zu@J_y3TgIVmV+9Q*_nUMFD!{K2^M}n&qYOS8lB(u^S2w+0EIxS0JbFbD_fv&nw|yw z<#{N-EX?ALEs+dL$2c>o($VYHUrfk9FT7T< zT3HWhNkR0q>kU6PwC48y+kaVOV(@lJu! z27p*&`qrfQ399qi(0>5G1Ueff>YrEeN9~(S8o~s-fH)4lh1DPZ`1KMvnBZ3HwhG7=jTg816y|3q z-A11&97%m$`%bm&c*g~WPm3!`9@>vsSk$#DZsq;nvQc`(JK@FRgm*nt1z8G@ziMd( z>3`s%v2;N;c6@FgRQ^^hm)WVcK)%Kec~GqN&}3DCv`^i3JnN(Q4}UKBo#T zeX4luUKEWr3%Y>h|Ic)g@RU6E55CzlwZr15T+81m8YS9bY2U$YkaydpD;Jc!N`}t5 zY7cVF^tLg@G~Jeiyqfnvltnuj_?GI1+{CZ&+(#XG5R9|i{I0|Oj)9W=Rbbsf zq_qSkL+PFgOYu%ABm}U!^444F6y@R_8cm<#O-V=6(A6LxhSLqI;~8N3e5s3<_(zx^ z@P~+c#Y1O%lc9{54S+ju^7{N3t0vL6cH2cJv9Gg5hLY6Urn{+5jTgM-IQBOY4wmXR z6Q#Hp6=;;15qn8~agLICn#mcSSzokWCwI zK06^P7xLqKwTeVBMN|6pmgy}(feV6jxL4nDn>Z9qVkc}8p_qjJ#BSUMxXhA#P#xR~ zPdR|?phEcil6z~16QxaR6IZ1ZQgQu@82vBj>zdC8Iq)Ls`oB5PHX4k&N!BI~osI2# za4*T;Ic3R*nN8cu=TlPlT6XDe7Z{m^xudyd^~^tN47hPML*d`Avwq(F{zUd^ef{M( zKJ0(2Um`H_x%`h8?%x0Sh?lGOTjI|zIhwrT3l|lVU4GV7{$BZ_^ZyxNyq3&gsxF8! zU)%m;$k5&JmtPJ3nO~IHJ(O_wmxq71zV-e)y{Uh5%jm>K?(W4t$?F@v!u-m&Kig6A z27DF)cOjcA)LEd$2q6E40Od9C=nD`<`j$Db8G}RA=aS@@2N!S-E8T3M*RrqTbV;=e zE`ma6ybBeRiGvT?&HR%k8S3IZYOl==(Z+SZ zplGUMBaHlg$=j9HQ>!M=)xH}T$*jHix^Hp&mq{60TmO@0Z#JN++VZwgq3>Xg1NK3t z_sqP?p8jm&ZTJg`iG`y|w_JNt{kDr6BE%aIK64^bL10JMK7m6KSi6G8O$V?GiQU%{ z42=fjaJO~e@J0L=hevnA5Ezj=hwmi_m)ThP%Xj}dx-0&-%)p?m{*AgR z8M_-Xrfamv5ijX89H8?uaY$}=VzZ7?G1^YuUXBR~HtD#*6cJ*KSaaq;Ut%6^!;CV{ z;YqevZ6^C0U7vP5eq-I*;iuC7IQ5U!j;uV?-Yv?C5od+9*{Z;r%(d@)S$Cmq=5o%5bo2o`dV1ZP;+ZrbQrH$kFGu6M@n1e~~uR zlCJTQ<7nq{$_q6f{L^CHKz-$dr>bQmHj$(GhBJDD)1N!dJLEL4&vV$o$RY`6ruS9o z>0{sFI2B{iv%JBiz@=fU^jMhOLbo>i4gyZ#2Ph6{zoy*^KjL79yTd{L@X!@!xrc_BHGh4+Kwyd4PWj# zQaf`tG5yy4X1jrvF&jv6KK1BZm&+^c(htQ=)h|SjHMKLLx93m0u8r>ArT?c54 zIK#-4Pt*z=DHy?6`UKNFt?K?bEKzr);AZ-rNWi!tL7 zGka6^#s9ifOB>pE1jJMw@bmz`Mz4N)nTR%6Gj_pBm9fImQFL+#LMrsSxNz3%%WXz` zaZhiiF>F)dpV;wA4_LVEf}HTtM$ztxwz9EBII=E2en`5kZ+OQZ>#bjesHiqr$hz#y~Cp+--yIK8diXe=1SZbIjI>6K;6)*3`2k#M z!<*M(?rflR(la7dYskzN3MpPnhZDRQkTNtsh&{-s05%;k_Xvzzb5R_^*!WP-K>eNZ zxQXE z`c(}>{>fD_^^r@-z#1Rn+Lh+b$fb@PmY5|DdJn%eZRIli{LJywrl;q$ zkc{FT7>`_*aqlShY2;qT_)O%*IdiJcF~fyk8&?S9z~nM(>H4m9UsM4iQ^&>Nt1w&^ zh%-HHQkn}QxVQ0QYrxrLapR^hgpcML+>2MJ8SR)rt?vi%6X$wFpLFkinEFcZ!2aE?Rds1J%eQ30JZT$Cls{bg6A5xoHT_!DeQiWp=7|z?nY421yqpWMrJ6r059R?Cr z$d|zW_vn=8WHxTPfmx*|1C-h!fY>k?qmP|H2&%@DuETeugH3GdgdI=~FR@270puMZ zkK3=a=vf1<0bT=)g)0y=(?;TGyk~bLMu~;|0<*3IwWx{!P}|$(J7JB#4V>|<8@Di+7)8I z;F{Q^9AD1Yr>F{lg4s=B`rx)zcqQsVet-)M7qAaQL+In7LD7M;7znmcC;}3}AS)z| zjjVeWMbbFJ*;$xFJQX~tc2YaH_T&~a$wL2j*cV9Kg#o>a0hF*(~& zvcLUq$4-TUSpP~HWP)#D^zcHq z5ukD-9NZ$n)J7f(+Gk{tcmp&GvA8_O9HvF9e4e(T=?WJFF{VSdmGj9;z91${4n!P| z_Nf-*O*q@jx5pK3G3QKP;YfZd^O$K0oOYTRepY+$)xkpFiih?W>KDAl0&BZ(@0EKp zRgHt6&zz=rCQO()ZW$0w%AGDOj^N^smOudg?Nu3I+(3o{aN0@YPV5{1k3@lPW?6Q^ zSXW}Q5owuz6vpP|HS%+qaUm8LbhZMa68n@OAxGPUGGYiIUf8(NT0>b|K4UJClX5*^ zHS7bgKyBPqgGL*gi>emGXy83n#I0`Q(6t&KB)B~1EUJ3(`ww7w;~qgb^CL|EX{Z`_ zv`4yQW^&bxd}Mn^Ow*l~IB@W4y@= z{uq{i9QyLDZzxmx4Dkb8D@seYEG){}V2E#VLPFqQT>yR#ujMsEfaIi?W%p;9y_rP$BcwK z{;CCt$`f&5k&WRAqDzuH(w_`d4j2EVn7b?vg^5=g`SZf*E&T$rGCU|~or79=P62U5 zbGSQrI`LmTZI>5jGX1y%UV#BD0ygZBr8q2j!#P)7C$l1`jQcqj!E?UY|L9hzIJ}^X zR%RsROrB6<@*OY*e-Jik1}F0)xCJn5Au&x*B-)5!^bdKROW0MxI^p=DfCxO)@y?dp zG6G6dMRX2lWynbvWH0x&c&5^Aovie0Dz+HUB|a>h{-d_etUV#yvZvo;xxp5DoW2Z4 z{o&Pnc70KH77hbR9%1Jb^H%jF9#1{wR3Dx&d^PTmY>95y^wKQbq_uT=LwXPG^_Vgu zL%#1W24}6O-kS3~ph_=Te!DX?z1}!`VUG{|3kD1u2S`$s)ZY&F2Nx)S>7BpL5*7qx zj1~w)tXqbs@DCzHM><=COsd4!pU|ER%XXeUvPVfKahXe<*qUTWO!y8agJrsi%Ya{W z0QiB@_|!t8o0KV5T=%E1k$QU`RaOwqk-i#|sMbox6ABI|oQmmKVTXYEU@1SZ!sA}h z+|-dzx*a7e6JI(>R@4kBwEy;rNJVgQ)Q)$DR`JHQ;H#stSZ@Mn=oXYRV4ORmx3a_( zOXLN%Kx9DhB-jMm41fs>+M5SMm$^F>+Os5mkh9`s>k|Cn~VxO}rfPB|`3O3ep9jkTGuLcnk^YYqC&E zlKX!nrcw^)T#Zx`e3NBixOXACpAlC@FaYUU2=E-ruRAhn^RTQga@r)}k3?x^{OFsH z+tt+SI5ADSDXmSxS@m;yZ?jxChS?4@+=|J&pqX-CS3manRD4=bVr;f;%~asPoy4~T zqDwvV!wuzzBh$_i40 zxE}jA#&3`lhNv(Si{FQ9(CR}OV9^`?^E)LiGIoTSy-v;BOF><5VA{2Rhx(#86!wrn zf(&q5^j5?a{J4^r8xC|PI*tp-s4KRYNeX1=O6d}_2{#&p^)Gp=Fx)e9Ik7I~cDHC{ zqyZ5EXx`_KpOJb6j$g4EVU7!{_RTzgM{=$iPMI|1&PwK;nJ~H)-O3+ z1?6pg%Gy#nAu2&Am@U*>0Ue`oyJfmVN_*bJE`^^ ze6`Z@u{C%MQgHl@I%o_GLp}Z|2>K3>v|6|rtds?5*#7pood9cyiIj+kFrT3MD~xy% zSe#dc_;*a$U*1JnFe^$S@;?eTISYgU$D2+0LG&ps{k1m1Kw6nQF%rd6ci9qg{Mnmhls&2pyTISswaLc6&}Ks?kq03Jm9YWT@dhgnKW3=~h#+GU zOl2dc*zbz*F#kaQh+iT(1rxbP2aZ#y?M~wipm6keI38A+rj8j3zH|jBO(K^jBa4$%wx^)6Eu(Ss>0F=#Vq;v6MPWOp)@>6_**Oh5j{)FQd~kZ5>W&7a=V zl|@svGrXcTQmgP^!_~D=U=Q0kqlwO-Yc24CC8#9s^7F5x+&>-nMXEwq-$!5NJ*^!| zMP2IT&WXo{@=izs;*Nn&BhMiO;lBYkkmgWOe|>q)1#(WZ7KSK0h@P|jtZNhSofrie zEwKxrB;HZgxPrL{<;A~|i2#9_0|xuzGq^NnOegp3`uL5cw@?uTF;H0{5|t*wNGTv)lLZ~d%x_RY2cFzOK1j1yy}9uz7Ep2Mo>bB!;T1_24n++~ z?&zK?zuu{0`XFh^Lyr3fhtT#Z{idOjA!${SxUc7f!i}D~xGUbv1T!xMF&l;iNx~bf zvOEJ*hZurK1QyIEDJX38NqL|G}aDXZML&{W-JJ!VOpoLOw^@de%PYyBxKemR+@@wIhvzGlr85lYVwZ<9ZECYPN(8 zJS)D(g_OIj&^|BbqC7`eq^Drq5S@DH?tMSCLvc~#T9Tg(C%0z}O|GvTQ?fhES);&> z-Q@apS_FlJ%it-bO2du?FzUFB;{oPI!A9`2^RAcz763@Z|KG~PZCGZD1Owi31uKX@ zh~o$*A%BG#>>AjlT-8_6|6bB8RIg&|VY8<})G8_gKJ@>W4OW&)4Q z_}>t)0Z5F=Xvli}U}YHFcT5{3;^M=Qs3CPsJ@C-WAWGUWGaI#XlL;y#Z5a%(gy)V- zDyF)O(YJUM1=jFs4TCr2LswyOxc+l&5y3-X!1x}LX|fCWA0`nDnt+XY6SRyE;brn# ziZA_MyjVDS&uOMWQtvcb5Z~MWJS%l5NSIzyI2z%z7eVn+Xls3N{I3Y{Thf)$Y5t|% zz>@Il*Qv3uhxgXJwsvZ`Dn0HruPpJycuvzgk%|L{i_QbYAINNxG1?NRb!8EW z&Gf9Tpga=js{c)iikKofp}dUplMj(zPSgynjhGvBCU6K8u2BZTNE_qW064a@lxh3I zLgXm-Z)7Yi>_sv81b{mlC z<;z$IA>`4vN8dzn{b1i;YG1_&;HPXBV995hKnZyVX0ni61Iv^N)23Yk`jW^yDUsKmbP{dmMqEJ%pW49IN-l1{r!5kh1LP4<~&NP9bm>@ccsfYusqiPPhvKeD3--HPjb7r4c5PYF|Qwe>hARJaS9%tt34r~Bu! z)f*18jm(KTnqRLPu3b{D zSih8W>(fn_wyc(uS5#^+)x7tQ9Otx+Z@wt3+Cnbm zK+6QHtKN*70SB8t4Qz4X^QoqO+}oC9{;4}RUYt-_Uf-t@_6-nSX4Xwfpj==;KkV)xuW-<>;Gw*0NJrn_G}>6uEY9zW`&5}Bx~ zS~RCezGn_sn_> z&rU85oKQ^=XHT!JRMR&~*yyISE@}&FBwQVfM;!oBYS6ASztNJ3-e11BI5fQd00~+W zECOy=2rx%P-}3_w=Hi&BBjiGe*jvB-ymnEMuc97hXsHGFA7GKr?WI3 zPge%$X5S+oN~L=EVkbV%jzXfPBjcFh z3Px}(SV$8KuM%XT9xf7>b06fG@G=$b+9QXP17CX2Oghzt*D9=WHc_Fb z8$=B7+6k2GgYi~-X10sH0#jxZh_Bk28Evoc^^J65OJZ5vLsOpC zPA(|$X?8VS(G~!;C)#z8Hi%_a?PO3)9;er*lG%{Gqtb2=h?e2bnuxqEL3bNU4z6sA zz5zNUo9-Pn2$(9~ooJ4RoR?^-k&hh!9$X9lDfU02=bl0L;tgviKaf0^4n+>XPn^ zoFD4D9Y2!#LaQic#74jS*dRyYWpr_`?n6@u8lLE-g62Z9X>OIXOmi8dbnD8kS(2Mzi0BO<+xcbb(SzdI zP==ubh>$LyWdH;NVi&;j;iclZH(k}eaT!@6mZ{n&+VyC^UCX%Z~(@E0TiIZm4 zhbQz?2ZiICQNLkl(OYh3Roz@D{LQ7m{QgFRx1TtU?NUhW?T}_q*jNN?kJMyO1A&Ng_mHL1n;=s?tJ1yI%IEd{MINO2w0(<7)=aj^J-kU1 z>fGdD)2|fmdRd<9XUdBXwX6x#e8h?A>f;QJ{h%;z7e9JuqI;D@Lozs&g7W{7l@m5m zbGVi$6r}of#2q-xzgu(bn@h=hXrzR~u&*Xv0u?5+!D(y=tAViS!ztK8Nn#AiC?1Ax>#KnGs8#DGp2NP_F0 z2hY1s($MUNBsn)rm0*sDrKG^qrUD$Bb~i`z>qJ|$sMb+8TQ6#XW0G{Nd1hJdTSJ3k zZqbYL<2w-;9-lsDp3-WiXK^p+L}1^dX-%g;-4ajsOioAEe--51ctt>2*=+94=qjVL zD-qzZ@GRiS@*nyc`#FRIdQ#dL+=(@VvEiA)PGmCz)42g5yq*k=K&)^(o#5IH*^G4q zmkpObN}&QW>Q(WJry&e@|2YO2zbN_cJtRP@>kJj zKQx*b6FYDgu%&jUwYKR_pj30{{SMW2p%y#&rYRYm|D4R2+h?otX%xzPtLEUbHS-)^ zirX5vyBZa*SfoR#sh^k|xVGleog!&M!s~IVdiC_~;if}%@f_92?Kl^vX?Dt$Z0Zk> z8!G2f4N?W_V9InYax*%B%W~%J6w|PMg+dpBA9Nk2yTH9LA>P&$fXN)Gz!x7Fy#@q( zis*R**&-&LF)556GtU+Vb6s^^CVs%j*e7s3LP7e11!ycJ!@Px9Qg2)ZZ~$sXi*uC` zUsTo4<$8Z}8VBw5HXl{$IkGBIY36qA$dhWzp1zu*h85ZN&v>JC0t?dzMrQXXUP`nF z6PwFM!=?8O8xAFNjC$}mV7NG#C0h?Xs?0(P$)?eLKsSY?+5s%#_b|xL+0#Q{UJM%{ zSx^$@1_meD$9C!o49_=Gl%;omQDnV9$C&BruN`a-A4y4pxL{G5l-#CiBvf99R-BkQ z489AS@Zj)d%KZTdv}6j9sAQ=kW(#gO2!2m~%o0DOo#Y~b2+DDR%y4m;z22c6e=qVN zGI*RAgi*_?IS2xnmylV*Pqu)3ViyYD*aLJkNYJjCiIF_?mK=1PJ}zyzGxmAbz1tUw=`R>4d~}*arh2YivU<*B-R^c@7e4p zRGWF36c>BHXjYCJ&&SphCKa#);)Q_`lG*#o-m(VEVT7RLlI;7$m<^UWT1?)TMyyJ2U(W2o)Guc4?=?AOEUcRu-iZhIJ zsc$W}Th3D(II@JxbJzEscsH3DKcbenQ2HcWVpFN09~)ZnP>E42QivHeVOX%WKDbW= zd;JGC5l{m(`zL~(`C}EK7~Nl$dpNsvdoX1(!ARR=CAGwPHGkfcTrZlqUTvG0e%qkB<14f1&;pe+ma*T3UVqHV)b}@a z1J2HBoIdF$U{Zxzi|PP?|JYV8UUwyOczxuUaHm40_y3OSa2ZP z9ULJ?s*NkqZ?N78I5g6>d)tzG8z+8WRVV$^Z$@L>FyWYO)7sTxYXvT0bA%rWb<^5H z4D3hepBPU(>NLGD(P=1NM_t#!s>-UwXN3<5PgoR2kB;N6lr-a*9;#VS$=*}Pcp1nT=K> zbnd`sqAcq;q767pmO`NjO>5|aCnM4inW&Zh~$u;AD)dE1z0E_Gb zwvocNh#n50=eQa)-nJk>ukgCbnint1>Q+r}Pk4WI#&l@pLG|SDSI2zaaL{oRykEH~ zx%rC2h58T^%KzqK(mO6>UL_QcPr!oQ9F> zPQJgZE?KvQl}y~2)fS;RU=(msbaG#gi2#db%Xppql17KAfHSa}_ri|2@1z}k5hvOoeG) z)=uyDa8H(V6BP_^myXv0tj5ZQe~HcBIIh=c(A>wl;$Y>gS6A+@dF;YP!5dDEeeJy= z$yY-o_Y+6QhE0t+V6o6TNF{>19>l|dQ_36{>x`cOt??po>|4pkb>3~(R~UuAO|RvX z)w9!fEz~CTw^_B32s;I|&)C^9S!EIws;bv`LB&A4Zgxq4UO+zn5B&zJ2CSn*nanbdzwVM|w*XOnh(P#-)SL0eGChO4Qq0__p)%Kqx zWi)^2q2M++_PT4}bG;{A@mlhr^xPiJ{wp&fW zjOSe=%e6B}i6MW1T#BRLt6}EMR#>$nr7*LhkQoMu6Bxs7l$+w)v;U#cgy6x9gJK@b zpDS?$g#Kh>qJhE8V`)Ea*7_z(FsHLrgxTkAH1mVWU{yT{5a>O%SY)^nML$O59xO0C zrM9DFf$p$+&HK#Zki^NWRpZ0!RKGgK+4j>(gaHft<;@$yG`S}fUk%T%X+1l+J#kQN z#3|mOQlSL}UWh?BnuHr z(GzIUlc84=xPv6O@xv#z3U8fEMN@H zkxs5mBMl%grQs91u4Lj40wgL3{udEh@J4wuK8P^IKuZ=UL1ke*kN|*SRVOHnv0}Za zJK3%XMG;vX!H4*~mA=o&>Zr_)6h=HD8>Fe+qHi!3-=okr%I0`cf7gk;4Ho7*iwh1}S7o7s3%`CI55H2w)D=&;Y++ zG59=T88Dg-Q={t%=!wACIHkYSrO_Ej`+~TNDR?ZRVRRWV{D7RZ$Pyu)>_UDgb6rN* zh>gH6fseQ)<@zM-GJo_WD+SG?!GHwPD|pCcaqBxM3BtG9|5|xc#aI?bD2oB~;UO<5 ztvk|p_JzCCquNP@#Dejrr}hrHAR9Wpj z<;Lag{GA$nlvJWsioSwrg>wk?`_Gh(-gLe!S>`C@E!m@m&}IDph3i3q^2@vGF3S@qzq|p)q16OC5Qb zHux(^juH6JGB_HW@(jcq`~a}HBg=B4QnsY+?8BshKzL&Gg-JpsbXY>V_VDog&*Q$) z-8cDF?GM+l-MQ**{p5U3pWc1fZ!U+Qlcr{D5+#8X_BGSzZi|$4eae{gh#eDZus--$bu znO>OV8C4VJ$G2nn^_t03Ji(=sl#W( zYhWmTq@K$hya2ENVBZIUAcq2RjTbhlt zm}*i=_-~-eEW#o(jtzSt0!pNnHFhBSNe71LHpCka(_=oO#NcvoA?(%n+4W9_mV2&D zc+9m%GaoyR5(`nz@SKF-RwZT+O^*(Zo(XhQt(#-Y^YBeK$?VH8LAi6X+X+e9c&$ca zZ{XC*>iH_p=Y4!Fn}SN`_=4}#{KTTbsSGv(^pZVI8RmbElL2$mLa5v6$nA!7RKjbLxkHpU^?Y_SKG%^GFRzlyh{_+hUR zu*XUUAmPxBX3hRg#=2bF2RJWtzb9xWQu;~lsME}{nuK?jsgp`pFy@l@eNoT8HRi%G z?CkUTok3d?IzlZC+#Nqb*?@|RiGnsSGh^$~ky1H>ypZ9Ohr0$0oJKh{?^C6UfzyLd za;f7lh7DkcoP$BWRm;7^<#w#=8JJW+<0hFQzNcx&?DO6ue((ahWD`g)4-*BYB1Rc1 zfow77V9(v{f*&G>VYv$VK7N}bxXg>mjz*CXV1`Nbgp%XlSOpv*xCkq)bOD0Ew1?6?60?zf678TI2a7&Co0KYpXCd;z0+D(z`6A;krN5aZ=}#{SUUdTU$fs8^lzQf*BFvhHtm##{z-rl+ zOUWB#qFyweSSGe`FcyIOGd`NRvXA_4aSMuN`>l0;1Dpu+kV@84+{#xH_#a)3;^Og`PcLk5GbADm*NEssi#kcYKn} zffjhnlL`D=~sXxAEr3fX}?I_;Z&SA&deSWj^&DYlpnUfMG z2-R!ZMqW(q(lEcTQG-N*1~7`E|F$X$qgWm6i_t}atT5y_L}w;`$@~#R!8}xbPs8*6 z1|PGC&84{~)gFT(Ae=p_PTmYhEfYTD9Mdw8aEm0PfubSFD(QT~uDH4#*#^Ue2n0$rE*lc#VU+Ms7J$iZ|H6MnQPMAwDPlz+Y9L+`Uw_KBbPyQ#knxQw z_=0UP@Id!zDx_fWFEhzi8;-UO=$MTj`TFbi=1LwfG$ie1^@)NM}DB9D6m)nR(?jHa_xekyLSTj)`uCM{tgRXq1(`9$_O&GVp{llRm&q z0&{^ck(rYVonMg(&Hx)<8b1bh)22aq%kwtK?Y9D6yOcE=vpI#c)Z7$!VG)3 zPwVEM7#2-QhHIs2lfMp4f6~3yAxPh8AC>cmn|@i0W4;CGql4(nBOKy+nHK52DYeKh zRMC|ewiZJTY|_Aq{*d_}%BRd-W3kqvIay(BrPG_m3B#`zcmMfY;>n?zdxoipr0SD8 zUy5vcUC^D3ylTb(C{4*FvhuTNr5fiTXP1~_54A*t4Rw4j6S^@a5Vio&j8C)i zV;V3B8rVYY`c&bNZ~=A<_sYA8v?kmW2O~$PrPE8soBVP(Ul!kU4*Q8?vBf8DwVc`V zXu~Em{hHB@Gr5Vc2VU$BnnO9WZ()l!HB1m41nIa2>(|2pUKE}Av4>%sI!t>;O(kd2XX~w2b2MlZ4e>Ho(JWuOrz!%p@SJlMFPtj z7I-Q2`txg+Q^1i)mox`hX^!bIS_BnI2WqFstE8XTKJ-%^ANk1)ui9SyvhY>1us+2w<3T{HH<(7kg(iXK~WSfSUY2J1vD$cC8|gK_*t{F`ln!e8Kz;EC1C8NZQj=uRF! z&xbS7vti8-0%p>i_r+L$Z=DJ7DMxNL)@knJ_V zR;VYQE&6jg$Q#_74jec%^Lx?D7vs|K?w5|26h4J%p_`*xp^6tO?NF<`nrG7*g1jjN z^?5$Yt$15&%H<^w(!A$?Sh4iTt7M1aoAu@O_v2E%E1RpQmK^GtP8)apQ_pdtsY5UU ziTanRsMtkKyF}~IXnoHyj6v3XrqL6gNrem)_Yb ztz8lvMn}6xre-N{c!c7sP+{MjVy_I4I6F?lcihC&he$#Mq^Q!$kJ%g`Q>S78yv@o0 z$&|tN_hg?{&{bh!sB~f*5y+kXg3NBd5beCPnmv>qHWbwbN^VI%s-67EaO{^C8|}LH z`fl;j!+G;lKE76R%{iBxMBkSsJS>vf&MZ$olze@2!q=4cz{4H!xXc_;cm_g7a*3T?u6tV7{_S64?+c(;@%`ibd;A`Z;dIXH+{<-6 zujlo=@B6x!@T3OwcyhhN!9p8gTeG%QVUk~F1&1hS%}>VVT3CkPC#j};L0lnatHJpt zF5U~&e2kRRg^+lLPwnEg#o9NTS6>&6;gp&523^e#9JVwY>#A$34-zdJIK~;28kQTD z@)wa@<>IY}vRPm>IoNGsOAF--;RBSu09yH46yMuOeSy$GX(ho4F>Z#)-gKoa%QG0B z3Sk2N9f0ETh}9mxdj1pu$#x;P|I7UNBoNvl?hm`hSH+qb{U3(N5EXu=o=27mtdI?u zqUyWLbkiPOI*W~=uw{H7R#Ne$$e2KHqpFi{_-pQ)&bsUG5xF5zx^=YKWFU>#z&r2v z)Nt>f)%FLm7vh}2GOB1@p)4SzaPXN=TKI&NInVlJ6uU#dc#2=h^fXl_8O{4hj(LQ_{m^2oQ}Sa5BzazTRcRg3jHzAQPula z3agZkJGUE7)UcE9G>@BeJ_@A_85>c|1Yu6udRa-6u0k*{ekt^9Q3%zfTOcPCukb!Z zsUvvaQKbterd!Wf2&wpSL(5QyF}!f_ue7c*ufVA6z%NVvyM>Gjg&M=k=Cp{L28*>w z!BZt6(fkYL9vEww9G~RpP^TD=Wt;)k^N2DvZj-Fkv9dXdcg7z3+6GL4*rgyrg?^;n&u*n(#>=E&$T_-@*I zf#trlGE{^MKS|dVlvOi56(ot9OGna%OS5ZMnyu@ZB(y$dtDLd1cZg_5%!LnPlpd?Z@whCW@zKbiF?hE3zEHbJAL%!gJN@SP{9J}Kt@ zE;$oi&k`=mPnCf>_-w#2TBN{#Ab0$<4}L?>XSRs#A`@etbEs{d6(!vFhRL8X70CmBOZm zZ_E2RU7WI56Vrjn4U)>fB2A$tUV}}e%`J~(g02*(j7tXgP2~&;49lI%D=8?E)tO|h z=wx6-83qjm!32JRD>3WDq$=PgN>?7kAP_nT`eE>tx6vp9!O(C%A-aX1ykrKJuh-a& zgkEE~0LF|@^I;2QM~rR*N3ZH&Qjx$|T5xXM`6KpXyrUUQ=G&R}wv@`69sR=lr@x;p z9w^DHZyr9)`^S7l#lO4H(zGaA*})gJb4B(G>+ESu=cURC@3#du$FzLefkY z;{xkOTZ0IVRxtk1!0f_;p*vpKopk!&y#Q!il&-NN)gcXllhbs|XE1^iIThmkrntwn z?VIcuRZsp~hg8hHhiViMIuBh^8|2;nfKeV7&iq0spk z>V56JWasf3cBEeqY=>2nC{2lozJ{nxtgoI?l3huQTW*JoZYsFT20I|qh92*-#G`nL><`X7k)A@a#@6kzsO6kB zcG@U5GciSS4-T?1A|K`9#DK94xsBK^|HdNf2a#KvI2bIt39CQ`5r;6f;}@byOeo>^ zov)H;uT80p19nWXzqL%*4}Q_996k1~``M>YC+d68Z`#`Ay=iUSuba02oqk$>X?%6^ zpJ)Eq7Oyh=P{Z!_nroA1&RjSDouG<`fULXlRT`@xF@#glR`GbW;~Oxn7aL3P-WP6)nsNIdY`t7+f%uVC z_?Pf;onk5HQOUG%^N9_6@_E^;4AiBxtNkNOp~UTWaH-xd(U`5i4|KEo+-&yRWZ33Z zmAdIzn@?65GuSgWoS8ou(R(T;P`oEl!OHoJj~GX!Nlq1b#(GXWfu!%~sXFWa%b%UeqHWS=IJF=irRMai2 z@Sa1*k*x*`HG0=G;tv8QTzelfXQ)b_(TE+`iGTp6fy@(o^71Gl5x}qxB6d;^k(EMZ zZ5K7o!%hoZ9SR*fY&3Jr=ds-RHNv1l)FPub={a8TRN>F_`_pMQk>Fb6y(=&?GH{yh zge}&cYFTek;R|Q}8Ic_ZOx@M6Yx+;Fq~|Y4-q0$l*)%vaN=ZJ-bcxKH)!AhU?9jT2 zH1=ibmBUM|0zze!FQ}tP*a4jekQfh1uup}77n1R(jn!vq=ts!(d=|}A8MiX~f>U*S z#%87jO%9y$bZMV~xA;^WWknBH)h&_+zKf))wntht#WFQtNK?!zM1WRLR+`l)%(MyN zI0YWQ15MLLlaQL@o=CuoE@IO>IaUx}dxQ^QvF?`O{`tLHsKg4ZG(nuwjoa^iFjw+& zRR)dg$Ss`8|5{h-JTb_YE}od~`Bl#+61PPw&syDY6DqFYp=Q!2VB*}(m2PfV=RK45 z{jT@3xbe#n-=}Uep$|JaFnd{;f*%AhcXu)x44JHk*Ybu-nkabZgf>(#)BsmXQnfbB zL~4_pBKd>q62_{CGQs9BJ#M*@O*Ke?t{kl`5{R~}I&iLZ2TT!jv}mlfxUmRd43zO9vQ_BJxIOWGI6ZP^ zMzChO!75^!>hU8Pz!C(-K6D|)SVaemD zhS0G$SMojs!ktT9rze)I93FFT&mRA?xx1ru1E+I~jy2ZXtWbXyQmv@^Gvlh&VU|j< z(*B|LxVhRSXuz7cAti7UM|KLK6d*#L@DG?dfEK#qKM+nJ2T*e-a^m%!SCg1|_Pq9^ zKWI0z1WcO}7}0?bG|BWVC+c(@=j}T$q8{tkxe?MT8A5W%|A0}U8au}s&H{V3UP6=F z$WUX<_#l4%V{O;Y^GuZ9M(I<0s^7gz7;#l; z3&8o#_B`I?lpsltMT%;SUAn1V)--9Z6aeVv-#J*i#ApL#cFA^Qw^RcooX~U>116Z2 ze)ORNTU}_GHMN*&FuflWLjoWYB%+khNxlnsw6-(0^w?R8)HI}lVBr{6T3+;h=Njvm z{a!jUL43P`an>Bs;ox^w zvm4u^#xijY`S8l-A@L^B^(fR&m_BroVfzFs2wH#PnNgU=Zh!^wgfAc_*g}#7D=w_k zbD&vgw!gxc?6Fpe>=rcTJSMMDo-u_V^ZI!fF8#CJg|}Zr2w92%36SD1KYXV5r5Hv; zhiq25xYlQ*CyK@}qo*OSODjHiBOlt`f9-4gh%n`f#rJDZ&LivEHSMU8+*`}QHgJpVaYag{~&E@K( z-l@Xkt2P&owCE{GGEBW%!CSx2nzO;nvZhpM~Wx9v%!OIH>>*J|YUB(wVzyp}*9I^)44wny z=Eog*5I~=e6vt4LgXWwZfKZp>0?SOT#ziK);{;E65Us&Iv z*)5sv-Miy>@krEIS2Idped(x4c@~f|?NzDfnf^-L*IG46;~N!mZ*tidt4>Jo|75KY ztMZMVw{N(Zy5DeHPiWvr=?R~n!0+ZEaWSX-g13XWwxe^PFZNhD@}bu8e>KH0EoIUL z!qEmghYr)F7?B@g(WJjiG#u@QPpHGlKLG(TSX$R;?}{xe7bFMXdLQczM0Cj+m~96H zM|I#KPR}U30O6U1WC$7vS^*l}5LkPKKea^Lw`TGh&2MBEKRdGLsa2wkO;?IXN38fP z9k<#D(a#49OY28Wd7Wv)LO4^X=q=_d1K8jiE}qTW$)85zY#@yEi>B&)vSw&X!?$8oVU%_^m{%m8r$GDH~Dm=4C|nk z!oF$K_9{Vd_`xe+Nk1NK0WK0oG}!m3UCK=&$Mp;48qk1;uCX9Z_`rE4+>x{ioWQ3B zenzAJgE>H?ufedyN3NXORiB>i+ndG{Y$ z{3m>~q`|-!cv|ZEf4LG8FeV3MJo&FHO0%edBmJUf9ZWZ@!m|jCpG6kU&|lCjA_|nK z{Fr8R6h4eZj4YRI7xk1SJ^A2(;if1?IQ5FFYLBBzUNck&rkb=Uk3BB#S41Tcv$`#r zD(=tTmQ2Ad@#3@K2wkVelMZe@-Z)r;^P|=y^LfvQ$|On_FIa@1(Yz9k=3>x};lcEh zfrdPDo!CyatRDl)`7if$zeBT)gF}p3N-{R(W`J!oJ|R!dq;}VCBQQ&$kdLU;3;To> zcu&u%oDpT}jPCe78GXJ^blTo@J)lb{H2UfV22TxfpoV}8(FPMq7SP0;f@7lItFsnT zTvbE9>PLwU%pu-2_HmV-(Goeh%}09DfuTPG5R z|IVH;<$dFg-wFKGu_Wa;AvFxL#v`FnH<>ugxcw>K*)l!f1g|!B-IVX?d-^fkC$k{M zJFRrx!u{4^^8z$<-YiT_@vV~|*{nU7(ffToa5#JdQCrYoz^FC0RIg#{x^+!BrIiSW zjG~fnKQd|tyJjQ502eM~)<3{co>EXoLCpLHjPk$vJ4GU(HEunmXF8y8?>XR_qE;07f{OkO{0Tb(%nF<$t&Q)jpu!jOrVz^S zX7UP|(OD2lq!(9_xhf$D6)n7ecH`q3&Q8p)Z(x%&eZj*%KtD07Y%`@@ziAnH}mmcgz)gh7QfyXUkr6!uF zA3Fy#Z+DOh;5QYery>~wec6QoxJ`4wq?QRPh0S~s1pol&O}){k8J{_w)QYcghg5<$ z#+cRQjJ2ey3UEvXRmsVb`2oE1#f|dCg#zY-@HHG%+=>X9p1 z8)@NL#PGV#cQ@KL*`;FMGWod;B|z{H1fLc)BzdnJm$%OrwVkJKvw*qR0Ppez8{wyg zBo6_2hp;gMlcj~yTHs6N^YTv+x?wLuXBD0TKIgtzj-{-ov$sfUsJO%ntt|am{5@~D z?}NS32Z3jE&dF#<>LZF#;i*|dx~pLa`bU6UtUGk+94Y2%3)NsukRM zBXjJbKZs(6JtB1MMp%#xNti!x zps=6SH2kQz#%tn_=8o&?*+(m~kEVyrH;CI{XHaD**;OUc_*tZAg;}W|ZMd(rV`t;9cbWWd7kDQ^fu$y@{oXEdQ%sR% zh9Ef+lcMh$yB4x7oPk)yRgk!$Q<&mWTTS0%=qo7{V3|!;kUUkpEzi%!^md#Ou5{di zJ>8#Alz7h#4OjD43F>h-D|2UmjcQa>3G-ZbF;WcoTs#mW{ch`CH4P!uDR_G_Oy1l# z2B-9R(=t^~Tg}@y4H-ccCRUgEexlSr($O`YZRmopTDT}*m4jQ6wYkOZ@7pR;8O_gV zND-p7#jTpYO&uAcmB5E?m?M@BDcyh}FzJ|S1T(+rzXL8B1Niy_@0*qaj|DsMr#m19 z>S1aEhT_3i1Kl^3d@q+_z?HOGVu6RaKInY_IYQ=qXgf%TP5`D*8nDa0rKx-PQyot~ zGi`K3;gdTl3ZW0Os&2Um`cx}r7B~Vo zkw6iJlDTprjPw&}Aw_BmU%suu%(biO80m+U?k`sjZ@Yl-HV9`1|B&+8*o3rD9Xf@tJdLV6UxHCX5l9H*K7KIg@-{cr9|8{Hj2UE5v&5tcM&uh{$zgg zYT7vVl+7`(eQ$7GMgw7VeL<5b=G68Ds2V4$MUTr8;j-{Xyh;& zp#|osT-6>bQXy;%5ex+^5e@}I*J2Z?t5|SVuQ0L(h6z;1Pvd+XKa;UEoddMP7#>RmSj+mi=M6t=9;s;@Y0K^tD0;F< zx1GA5mh$#aNbr9oJut_7*x7q@XiUIpT%k|U8A2z z5`Iu_e+=4HrotM80Geph5P{8q@%Pxx27^?j9Kb2t!3|?FH#zd*x;Ldg%ZESkI#qmm zkK|dU(q-qpE}%|?ot>$^DA2^XbdGbHb4y$^E6RKzu31`pRc7E?B^v`@TYf@;Wumu0 zOAwSsNf`wt!;sR9DOf%-Y^ZEuF$=&n+GMf}^F+M3%!Eu_E{Ys0L6*^CAOR^wTA&M% zTEIP>Vwltom~FbWJEecBhHTYZAzV?ob=?BjWf#DFu&D}WV9HhPMV)SbdP7=~dc=l~ zf4Hi|Qo%%eMf-u7KfbO^SnX4hq#rx3dAK31?WQ(QLwj`Az9un0Bh;>!Io{azaZt{= zbN`<2e+~^E;g!aeE=fD}O8S)cDeVinNfFg^UBnv049zOKd9Ao!JU3GeZsx&v*HEynIg~&RE zET=TkbFiTqF_n(!0!~hlKKNr5jZ{EmjBGsI+GisO(RV~HEV+OpV!i$;G0F%F(PX0q z6yhcWt#JGpT&I$cLlJl{qD+UX3n(CDWhf+Ihi7kk%Pde45Oo&C?y zV63%(`UTT%S@2mH8m0P(k8nq5FNm53A*Gn#7(kEpe5tAoX46%KK4nbmcR2% zh}?_{w3?6h#f3f;^_|Y7^&~u#Sk02S;73H}EjReUXh&2 z46;iM_P?_22qIc@MTdoh0%=K!2}2?OpNKeMzXXdq1#ew6)r> zR-J})dTyW!H=kQAgr;6_|>P6h#yzE))N z)eTdqz?_Xf7d7!ar}8>KyllsS_F(*O0LtIF$wWyS_*_iUlG{ab(s;4e#W>g4K}@fy zG7R{NL&wiKm8GB{YV-yuCGw~dfpFj&`|yg=p}yt53s&_kl`~Fr=(yp~A(c~^k8!t4 z^p*+g>~3yNn+Ro>?J%o4f5%7+JBK#o=Et0nf>N_hZ?GvnWzFT7R}hF+vYC*R*W`wN4$%i7zC-{505u#aWA5>OK>5tkJJc z5f)Ymvv~W@jI~kQe$w=Xpg4{wBHojXi`B4Jmw*_;)D+5WU^e11HkdVOWCg)0MkfPH<-wb2lwxotePTz1VFnY7dz73x^rOTTVRodSc z^;+kQev*C??=|VZt&l>NQn{+iFT=C;&yV4!KGaA89896l3YISvUgl6Z7H7rd17Iy! z>m4&Y{E3=VGDv?^Tq0F;RU>aNyiksb?9bM8>o9 zUUo_IL@b*-@%iJY??xuaXKu|nC0a4nizOJ!of(+iLDIJ(78{<8P#OPKgarQ?q~ zB@2txtS;U}`bA9AbPkq*uQEocn1U1=lZ0jDXj4bfSe#AvBH zh-{oS29XfpbQivnHpzG~WAu1=8(&+gnD@WU>82|sr^j(}8#mgZAY@#)+blj{P58_N%dXLEViF;4stV84kcqTiz9hLBx_Y9169#v1_DYS}?socaq)I2r42bu#qVu#*3Z;#<7K>*G%4t1bv*)Jqi#g8MJv!FP z(w{#3+2X7F7`YTJD|KsTwM9I>orof8Qegn`b535Bn&@owiS;`|ISyM=jP;Fe3sRd6 z7sel^Q!(g7;^G`qKtM5o-=S2dru@%YRu+)qOyPC(PRwu~9`f=&Qh3IxOi^}fQrJ{R zN_+uI}^ zttwGo#96TJjoW;a^OX`q)8|U7$+3Q=fuODc))bYdT&O_y=|Hh4(c|X|cmg6>ov>*4 zbU1R9=?V&Peuf!uAMj?3y)JI;W{-IdtZ;7I+^d&g?l@ZW%)U6f?qsiYS!U53t;bRc z&VpJ(2@ylbB0_~@qm__%&hnN(HW6iBp*>ck()lPT`Of3Ah2P4{)ifS;bHrt%EV&&s zSYg?XMNi|KM;-^hQW<;b{n@XiXJ7gLgAmCg_vgNx1ItaZ=Y~|r$wiqaI&@Itixf^g z{uPF4Hb87O!ZL2(V8#F^^{#PMrLp%U^)z&+3XB)%$73)h$a<&BRiziKGMl!}!%jm- z)x+B@QXmh9>^{F8>*Wpdo-a4&_N|zYQ(<~x#_GAyx@7{CLPOt8t5{leVl;2~r{;d2 ziJIa*7DsUMWMNc{Q2`HoRj%p|Q`@fTdjKV5oDlR!ZyVXLjN;-%)rBV$pq`yumjkvs z4S0zJb!HSU0>ADHB6PhYC2#v;+Xh2LDPh5HnkI5dAohDsothW3JFMCVw4%VFqZB=3 z4yi+pz)P5#rwB46v|;)&4m~&9aCPiH61@9{EnU2ob1FCGRC1wkCP%iT+)&8MPsPH# z5AMT$yidJ-zj!??J{gzn)c)0LRN1V5C41(ci8&7fM4le&)0?}nX3~Ov^K)ZSqwG9VKT-16;W_S&+Xr375=?8sO z3BJ=j+3BVhHX7v>Y~|`TyvGtKKr~V)-hGqifC~s2m8zqTLwNlFJCjzG%U7Vh1uxT5 z?8cnRPz-1$x=J&N@cEMYr{=&x1SMp(5{N1n{GD@jH=fVZjI)fGBEu2s4HB7njS|i} zo`p~MJ9DS}e*K%Be#gd8aoIE2Oe2~2tl!|LlcB}K&Es?H&9R^Ua`35n>c|fdAu>Zc zSu8h#W3*_dyfQXIV&ly|-#=PTPeLLQW3(xCJ4SUbXacfnE0k?V#Fs`ivjQDog!&oS zC!DTyNLtdyV7ibo4&H@D0jxpl{Ge?5s;N)yS+dINtc8_4MM|2H1VrMiFx<=t3$2|L zBPi<5AdA2o@PAnF$kz7;jo+6Je@$z3<_)TJ{(W<${hpxcy75%=Q_W*Pd4Fiv*&~=8 zk}$X7*-FlArA%LQ-B`zxg1(;Y{u=X%`uu^voV)iuuDID0s;1-f^p@+Zvyr8v2PD-- zuelZ%R7daWdVHt3Ja3}UImF&vqM-hu({*E)$&v=44s^^Kqww$-Bdg9*1jG%Na5p5^ z%F%q7paqrR37SS$X%76!sLvi6QY1WZ956^vSo|O=k5s!yV^t4;bp`xlIl`*Zrdp(^ zh#uD`8PAxzWz}h)Q`Ks#P~N}#>FJey%4224;}U`W3C*qFZ`O0lchIqe@)Xoqh^`h^ z%Xl&^xh3`K(xTsabz>RkBUb|_0-VFQT!5sq6Sz$)03I~ZNB#}bV6-kwglxC=fumT&k0Kb@GSXPwmT$RZe0-&{(tE&G< zUAmdCXUn`PyQe)^n>{9JJ}SeT-8^t4t#w)R_;_D`UCGV*lA4l*eKTYY-dtMb2HK=* zAd@dLs{N8ZWuC{4}@}_B#$OEoa_o1=~5X! z>fM>#^2eQ){iy8iA!?gpqH%sZ%(15BI^@58M95dLet2JIvIjOGNdsR{L_ZWA3q-hM zCi7P;BTbVPW5$l=T^AqT7>qzMBvQGOt7;wY&~X=mNk+YDgz299%()u`-6EuCR=^=_ zkV{uec|Iu~|DfG3V?Gh(q>|>+y<>eSj>w}rKysupHXwwQ_Neu~3kvlb8T&Za$NqZH zTUH@(0Rk+j307FsrbyO;!qBurtOQFX7L<)vXkus~3_$c}eAa~7Zv^HEIz+KbEvFK- zpD~Yu2jZ^c(9UK}UpA9tZFp|%u7NC|!L6IQR|3mm$OsTTu*(Kv#C^3U(WEf^f8aes zr?GYnnuQFZT}|IeRbJx<)p><01E8tja!op@)7)vuE34~ovTtr#*8KII_lFgIdj298 z6g=!U+ZBNf6G*$z6-J)pYQ_D_co$|n4kQ|)q_vr@g_ z-F{EsXu}in&0hm16cWsM8(OLjpY*KohAPI?sa>S6_kLm6FKAZHA&8px0{j2Fz6 zj+NyQRY=kIzl>x6777ggz$Xt6v0O=0j(-x_r&I+g2rBI-2cHcw-38}eCsG*;euuD# zc~lhz+d>Y#vwV~9@AN98U{LmO2dbf-k>0-TZA*tgJBO=`C-Y`_6+Y?g*FFB};O4ak zCT`0_WD~Qte#^=#U)L_``>UK>AOag5B$cNMl&dPz*;j- ztul+u07wRbAp&9S8z8A6m7v}0jAJo$e8WQGXBH_|Jy>EnNS>KV8QAm2-l5x2#rB@v zcr-UQVzZ>3T8<*!Kq-6iWV3RIkT&DYT#gAcou(d_*SzgOk?Y=G8l+=CG(Ya$`(>}xIvi$CiIUuS! z4Gu6Ik6ZTnAC5JBIc7Gxf#*2BUy4d!lZcuQc)aN$7`~0)zdM`bHIL6<#n3AR^(|O zc0H&KS4ayMv{gn-!w*f@#*{`8?lV0+8fj6BIKCRP&J9S>-f})G@?#u2GRR9CZ?~=L zJk(W`wDELhNTK$s9;~KmlW$u>-@t90gLm5&>}p%Z-+_{zvOaaHtcDn#ZmH?Jjrk2| z7GsVJQS>x@3>h4EIv8wd6xepnq~{hMKG$kS*2ZbEH`jQE=CyWt`F^x#M>>zx^AhXF z#qB+d!^#h?36RoQpT5nf9GmTXINXIz9~OERfBzi#QDr2mZvdI6ddQti@6Vesr@FxE z{=`YY8W-$|p-o^MCMJlv#?Ht7ajvR6R{ydH?0wM@pbDKDgkk$SX%0Mj%xp&i#vt_< zg3khBFLPC4hX`0B(2aQRL6|lcr-2XmB z%V&sR4W96Sx+X^I?xLkDB%3eDBrt9CsAQ4km=KuXqPVa#(zXmsGOc&8?k z#dYW73SgB~>l+Nn);7l$$53rpNF7vm5VE7Yf}Q#U9k2%Fo&Vb;F&N9_FfrIu1X9uC z<%`21878&Zag-YoM@p1fTEwLh7cA$}mNJz?-2PC|LF91{SL@R~7`cU*Rn`b^59@nh&2BQ~^; zk@7}}hCMEV0dJavwa3ORC;DS1gzdXBIZrBr1te!>=v~QDsy{n_t)yCjQrz)g9qnRl z8$WDb{?$wPc;HoW*#kOmGRVq+YlROmxRxnQB*P?-sWW(Z7?BWmGz0rrd~LvL409^W zu)d!Q3pAwwg~gqA9Mr$-Q=5eC8-eLI4Z@S{{!G;s)$#v>aeHkz(__X(sriMd+YRSq zwz(mr(8dl_5LO~Rdx!|72FY*)1}**D6NbasUz!L1Q~dmEQ`v|XDB@A8^{C-tqkGju z6W4x4z5T@LJl6ESJ+KC(!)fGoZzyEsejnFWLhoQ2xUA&#Mk*rUiJcSJdH@v12|pmj zfGI2--v+W2fLxW1SUiE~g!W<3!Hy{vruD2}(Z6dul=!Qh;4pBI6g-4wm!TK&eAW4_ z=iQh^%eXg^*G?@qXpt-Yn%w6X)RD>g`g-~O@8Um;L@#zC0n9d}>XP)<;{|h!Bisqn45Y5`k`x621m2X zJX50%EZ2k%kJ2EZrRX7X>QsBCG7Y^G1+HZ2J5nuWexKTO%CWfWv-4Q@*g)Ob{5@|U zKmTh)>RGbnYEdg=+zj)?(1eDU z*=L#dqRbz#8s#xm$dlZXG_C1;0>)Xc zYMn_+BtsSv|7qXfI%jf7YcDWs(L=nWQ+nnmPA?^aeYf9zHR4 zFT^?A&efPBtlZG#6B4fPY(;3LdEN`VOhqj^Y334XX3vE06u6bXznY2q6cXe){k0f}yX3DZG$5`N@-drCGYE7h7zXs1 z6lC(_>Ty1yucIyM<7h9UGSX?9324Kn{~-N!(dIm|+U(on7CmQD)Z|z= z8%X9uF3#|mM&zw9Y!%d~z$jsr63yTyrg--06UdV1@81sC;^+M=bm)iG(f_=`bTX50 zUx70YFX6qQtvJ_DKwww<3tuI{qbaLQ-AVnRU#LXTc?}(tAoT-V0jM!P>hbcmK!;6{ zaTGe&hc$)1bv|RrPI4a0DX#rG+qt8&U#nnzs)ydRr@^8cI>DPn3RZ`G4w=-Dx6k~3 zU;KDY;n*B@qV>t`R7nxftj=fGZ3t^BX(EyW{_d?*T>mq`&}yP%ZWND z)3z_z1?(Q8A3^FNkU#hd%z|;n;;Ij#G%GMAG?Zp*Bnx>SevA-CzbLH0xb%+}H)o=h z0CrxRh$a91@a3H3O&*f8Nr*a&T%fg;`UcM+ljoP+i>`i%FNE6wlS!(f6a;e#L9TET ze33EUz?qqw{>&QM#fUbM>=c%+Uz=<{=sv`OdTA z-pTTor<_{*u8QHtA)ey#=83i5pI_-i?x+lzj1guLWcj4y@-|csfdnv1q;iu05;i7n z1bF_?aTy@Ri?rj)eHX=OSP5be#>oT?;+vO&hIZhOeY3zr z;_NZ)K;>)!lgkj0SXk30Ue95C6_n^EB^%1L9P^F=RC9bKO&k_T3A5Hfn!L-Hvoe-+ z$N8MamLD>0JA;a?foA*?TPb>{8{d^KPiZ{$);R>8VmML9t~BAbX8M2q!{k#}fRig-mLjH) zW$%djg9fN-LE9qE-)Zbv;nhOF;ENE z6?FS7^2c0S<8;~XlNnhWJf%_8v!t1)!cOIVxzp<%Z{Of^b%yL2q}Y)-d$5?QGQ64h zNZr#Xps=jdzNt%l{Er z8rLWuvz`!5Xr2(%9#w{1Yn5g5a<$0RTT08Yu<+2YBDE$kKIZ6Pds^q)i5F?%_GV%U z<^oQlqRw7ehCn8AjW6P1b({L658KSC6?3czJcl$}mMj)k- z`Q!2t+_nHIjD?L?e8dl{n7=B$BzVf_klB4Qyf5YhUhIGBIZr-1eOvgSijb#zZ|rWg z+*otmu0_~0uGc57xy^c_v$x%`cyJ*{GTJ6&iX=2t=!vvKLHQ*;looAmSbHHEV+a6& zA9(K4O>BeW!Lqx~_1&pCkHha8Hn@f8|L35%rSY#Bi!C;9{@Z!gVw*>iyMtP^g*E0a zj2F}pKeg?poyfvz>9%jbq|aDhapdC4H~Z=udnMSZ0mc2FE9%aQRn#Tqu_Y1n*`@y+Ctm(9}uWxXec%^}+oyKq6Nw&I^o4Q*+3Q`Crzz0QCzNf4o5*tP8)YBbnYsD*I^tbG2&pSgqG4> zOZoTO(g${7pD=R^D0Nfg_3lP0T`_P7i3ZGo>3Waevb&EsR5|9>fa))A?96~Jd0Z25 z8PUlnChm7bGx~^AL>e!v#-)=rKe{9%! zOyjZON3&)FCr#`~EDtlab*c=TnzA!-Nb3j@r^r_ zn4e*s?=uLb#pkE-S_^BaS+?AZix5Z zy8kA7C=&<1@l`tkC0qV_g!Q;9QMH^^53-w3wnODQ$70k?f}wk&u0pdH=xT) zXdGbE_iD2)DcMb4q~1KJ)5;P&yb_U>u*c(G5%}7%qmA z*`52D!?MZ13zbu%Ewy`Z}H!`-bIO^(_5j z=vhr%+895(dS|1?C^E-WhxHX1dJJjF4e9b?Snl3i^FBJnNP6#y(9}5~} zkM2?)d&(g4gK8U5+@;y9R6?HAln2D?uo%Zm&J2!JmK zVjq}zyme^gVZKH3?U73U^Gm1LV!*DpV%4xf4hWQi4$;R*%%EE+LaW{1p@Y{LsJU6| zqHz;A)LKeW-eU zKDMvI34qHNCJzj!O7v!*nXlo06^!8k zJOyGHyneqO^kJLZlR`KO2F7cpTRu03dW~(L_|QCJyl4EidHa^4(nHFp++Xh&epa$u zU3n^IZ#N)O{29jbQe1kb6K;-HU-D#~`n9y2GJ+IIb(=VQRAV3~a%S>tNXUAQCJ)r|o#W zr^JON0$xJWEnefF%)9D&{k?-%nk%a8Gb}7lMfNLCng8ON>tqEtg(9xw$HQaXvL`X~QMmm&0lUv1m)ci|JIO zzr}3Nxviw($)96P1KbKnHyGPwO{ZC5ZYm;|B&%M_z2!^wr|E(KW%mO%wj*;H&&0JL zPX;duhDpMuZRcrqtaoBA-Wr+J^P4}Esnop4P{IkiHGrVRx`25UCK!%Svro4_kZsV= z06F+*bBGyA?cXVg*l9E^?2YuBI!j-t`BZqZMDf=in;EEpTSX_iPZ zfG3N`A7RXjnIMeg9s>r|C~g4S34inNU30z1rAXzQsQ7w!pivpO%>-#JLo7xfkcq-= zfsxos%nToc>ZpfD|6G*3ib2dD#?6#5quZX!!vY;k=C>>z=JGzI4N3=n$n%fSe(-zD z(U`SQc1x()Xc2iC4~@+G96WO6@ZON+K=WUHg@N=Jif*-U$;x z8?lN61Efd@w8Et$ur_${KyH>1wdu#SA2{=fft(*E!}LC3htp*Kbl`&kC2~N*9@p(j z=q#pd zrmA0`Mtlzr>umL?8a;TaBsessb!@5s$2?ZMJx_k3lQ)_-Vpde!9T+#uyF_O0-2lnG z=>zvg#5LEK1egx&C^AcHZ?c~dHXrV0i|!dU46Z9ZA&d2(!g@sRBytEoHo*fJoI>bE z%w`VJ;mUggX+9sJQMJB9zGo0`y_wH}&}S8x6)XcVbr`XKHRJVJe49Bmc{-~YwujFg z5T)Ea@-4>YEfwfCfTyhno{(ukhGhKFUkRu|qhPaFPy~~+-bu1gZmi5XD71J~f+wH- z{p4L%bl2(BL{|CksC%x9!xy{gu9@$c5|L*#Xj$}S$H)>MD#lI7hsb!Jk^~B)jhM8b zemtFU4u35GBpE-GJiHVfhCCGx4?NFJRJ4Qnzaen<<=i z2Sp5OIo;BLAz*kIUHi`ciN1oFLH^hN3sz=R1K<3-W)Vhmh4g)k6kB7-+@;snSesfi z2u!3F)8A>q#418Ks3nMxWWHb-fN2_c0#hbVFg?Me%%=FvlV^VSVoy2q#r$YTUIAYq zzQuRZv>UMClc&xO&9-x~jTO2YyUgtS3e#bE9QGb%DNoe!lC{52?HM`CRs6|=rMh=s za^&VJxpejQiE{5oO`QWqmlt(!2s+iv>*opgutmmHy#?j`X1ny`PPF_j7J$9oQFJzr zkEs))4keQ$6jH;*9S)WV^8eu?Af)LMY;pCa%(3;>B{qUWn))sRYa>K8T^79z7Li;y zYoX5jDGL0T{yCQ#EFh=ze|}U%^1=V(i~oKJnn2%*r)4c$c)0&OJt1SA5FYH>HU02A zAyJ1v716+JwIyq=GcW%iP5tqGh0XuBSN~_z7S4hJAUe7VteqnHTjgqNQ`{FxhwBi4 zaIGGp1{pX(NTj&TqRIe~l#mU5vw0o!cKV%DR; zSat)rC`F?5a5o67G^AR5Y&Wp4o}eE0h$1=p4LOSixd5C%53ey%l|m-i3Os-gqrx;9 zvd$dcPOje2nZM}DTcC$GX?T{ms$6m-axoN0`hk}*NPmt1h`6AUZ6^Et>zTPP+pyC~ zQ-^PP|L^AW|M#6&OJ)AQnC_|C7TEo2cb5EeFICRWt!>0M+k@wnuin{zv zQN!xY$7l1KI!doMw`K-?x9-2r?mFf#vLZ};iRYrcDvLnJj3>h4zEHXVN`aZr0iKk) z#HecF;6j)wRF0S$8hWz01d!hvM1(SkN}yA)J=R$X)_R|LX^Ip-kUn&>1{%vv)#KWgUkd~Hv*Ow24h*Nj{% zon<=LE|#gO+Z|{L{Jp~QWU6^z%~)UBcpYb`j4f)_EDySrf9xXYJ|?{}{o}5$GPxx+2x1c$ZFNUpd$Nx`?nqb#&XAQ>#u% z?Dqb>f*awt6g-BU8h6gzb=^+)(wRk~!@`nZrVcmox)O$87w<0oXGkxm=jgTrqPw3- zzTF*_)cUvL?Q{{T+N51x{jUR~%}4f`m#6Wp*^`|^dxWC=PFLrzw&=LxRGtT#kv`WN z&*y(j8AKu~^VJT4=4a?VIHW+nhA9qZvRcZqzZ9YgqRh?$e|F~VfC6%Ztb`~Y zlmpv-eg6I1oi;x543$NJ416Bns1A<0iGf<;?^wLWyL|w_J9Cge8zGDvFy_3U1e}?ygNC8d(lO*II z+a+wJctEX##iBu+44gp%g3I>KKoz`us`)vS73R96FZ(jNYiY~8FViNk2z^pMHRM$A zLLDc~i3?AJMMT9l7wIh8=&4|6S}LjVfD=15FI2E|eTZOLbjO*HHNIu7Pb;UkyRH@} zn`+(oUQ%3BOVpt-eD!J=SpKw`UC#oRYMoJ^VUy^e&E@tfi;LiCHXHFo7kpMX{Y4UA zeRD`J=~L!L*QS@WxvrYGcWKMBXgPTy5lx$><#Xi)eWu%_J83qRrTZ6ir;5EkH5j}m zL{LI}r_GBt*Ypw@`Lbw%*Mi|uGBc5iHsaZyiwwng&+S#PS=1*i{L$>^Q^!=SvIQhK zb&~I&9FumiTW}UU4Y^b9)Oo7SyZVnnC^&O(9f3PdW}6nWrMRe7APq%CWs7(N%koa+U7uvfOY-Qg%|~h(M^BE$=n^p-%0*r zvLLcjSRkL9!G7(`76X<@o`c$OlWBcCyfYlY2myykD3d0q{Yq+K9NxyTM^q z*Tu5;Ex4=qJDoNikS%KH_8%TGf1)x<;x8LDF9n^iud^;}_RiymGyAO33sY3TX86c9 zNHZ8d3>=1d+S@fhQV7e=@iX(}1l->rc`smkLZ<78|FETh-&Ez3gF~#or-uH+-)5(% ztVAN|DoluC^su4rip=4q|7;ccZ*kcLbL@J?PqN-lZd>eH5ly>)p50Qn+pW9oE@!{3 zK-n#ItuvO^cIVb|BV^>)!tb53?9Mehgj6TJ*(njf;vq>_wdJj+?FtY3=$?Df_B6?6 z*HVLMamNL{3ct;eb$BK@OGC%*eT3z8LAm7AtQSPXZoh!kDqnW}Oh8ln)`R$A$QDNXb5Uv%X39?y8$@t~t?V$J^G4NXkb=wbDPjDq$b5 zT@SnfEHCo>bz_rmR@Sd>_W}wB{*m|p`UvGeK01fg6-y17OMg82U{BcBS^m--Yt0!Q zr&l4P&%N!j)0g3Zi^$b8Nd_RxSH4|(2gfyvZ_bQ$jI0$hJzYE`!BZ*z zwxqapNsvm4^WJ0E+&B)aM3(**dGE%;Wo0|v`=(2GCkOUy@fv)^{#rNim@Vut;_%|s zq|R$L`AfC1t*{4TAM{qvEr9NA$S1e`XOYn-t?o4719;Bu!n1Jo!?FPJ@SDU%@lInH z<^j=oB!qnW890NHgA0&zk!8bYNn1)?2OGiaDFvmpU&(Bxw-M$;#k-F$rAt{O*CIb5 zMuB9H$&0R%ipBDrk-^FEz>))1+QcK^w8((rpHvJq>MkrE`6x0y#$y?61d~V$CZzve zgEQ^fA_T`!5N8MHr87g^Z&` zn3OzHwql?nAqHcNAQ2Q;I$uXRZa&<4DC-4Bfkqh$SZA_k%k;74;)xA7wJ`X$uqEw@ zviCm%hq*hi`D$rc;mS}O7Eo4(J|Xi=4@~n zL=$g^!!(z6J-^@{SLWH76ez&Kv6T|rl71m|RO7%IY499Im4^BM7MTRa2ENb$3kT27 zC07KA_uJtiyNtPxCW9}+Q6@|R2S^aPqN>pSReqPPd zCBMmPOp#ribtx;bfFV^p4ZcQ)7))QpkD5+*vJw@E3_}Tq@Pqb%qB2%U%V~#~B4_oZ zr(y_^DIi%vt(YM|!bx z9y<^xQX~|!C)BX0+>7@&yF$W?os?|h!(z-qPiaz3h<6J z&NP~DL~G(&c0#TwT4?hEC;*tk+XY+lTXD<`~Zw43f7 zy9PM5_Z20a3P9`nZt?Eipf2+ehlm);+Fk3?6KL4X*w-H4zR^RWgqE|*L)7xB`C+>l z7QJY*_qwv9>?`httG?X7`HCb5uOmOEOotupV*@subS&6z<(FKD3**zt*MQ z*h3UdjKSQ?{==Sq-hJ^wpR4YR0p`N2n1hApWp3AeL%i3QDe(LDq&z5p!Qb&&AYjrL zEBt5q(tb85SBa#BB$-u}^XN1m$XwI02CjoZCnLd7p#;trR;q`$Tf=$g5$nFp)cf zijhyjtn%kdM8vo#ONCbzOTb?m2`@#kvQSkc=>ahb{6@ZnO8jbI5#+^;(feqhLEV@l ze|X$ye#$8I zk{zIn`Jg&`_l@Y2H~kSoTM`-*Cam;P_1i+ZN*cGPWFotAR(Is{&sC{Ix!O`)(+O&Y zWuZ@`ANG@+X{}F>iIV*A70HR8Kj$gWwpG>-R1Bw8kLl7i(pJ;7cu}WtDzz>5bTo{5 zvT}#|q!$&{Ng-p7EKoP;hC9RaQ`kfq28sOlo2sP!=;xNn&90c~(ETtz+sTbH%I9ua z5RfzwP#f0KUF&rJDV+>7+>sH+t{vWMhsXew*&G%nrM?C(*}KoDaEF2~*-eN6rc@|uQJvh{w?kmV!xe82sH_2Qlj&w26i~BuKevpjXsR#hu?bBY;pAG z)*w~!v4PymB$R4j#*?TM_c_n6phFwLo!4;j;D$Ww_TO8RTj?x`!Zt6RGz%fGOoQ7_ znpdx^kz4a@z&~3M{^d8KHvQ3zdo*=wM7hd0E#&pHDv{dsH6Hg{7n5AJa}T9{h>eJn z?t^R#5G6B}@4FGUp`na#voF*{+h_pqcniN4dw(FXeYl)+UPFgt3yyz}*g|wfigU)mN^0}JY3)-uGNA%$XZ*=6Xk&wiFW0xhWj+Rrp2QEd5@gyZ6KaGd) zLtHdM-tCQ`U2%wUkni-kN&IjlM8yd- zr(8qc1>abJUy)S(5U~{`5%`rCR%*MV2lRAYY)hHX2ljBgZ2Z4}v$p@Z%yz*m zw&n^x@4~)AV8OgD5jT_~HAmEyM`&qXRzb4^6Mr|)uGAiv?lK(Ka`gKPNy(FI^WqJ! z{8o<+FRE$9o$B~bGB(60%mpcO-Z35qZHtkBD_C|;6<^cKcV4s1^2wvK!zHt)?QsYm z=UHs!lQEsX+ErgwQ{{Vu8{hK9Mk=;(JU^psH=7+Bq zz4t@bt0+c5lXx?s4;Q0SauC_o<2h4I*4qP6imw+#?=;AI5+W?kVh%o-&***9dcaO< zBRjd-75hhBMA~a}F={99tuNh@R|E(Muye_{X6Y@JzS0oT8}F{By+UGjWMYQXBId$_ zAyMAc;Uc+SrMp07keQPdR8`L~s`2&el9+=ElF=lCUc=nPBn?WN++Cesv%N|;>l=!l zaZ+&esPDdS-n2C3YEV2La_ZrRb!NpDu>u3NGmHU3h zsJwb$77K19gT`FD{JUsUsS722Z0+a=u^N;ZEXr?W^(*0SL~0;R2eVc{_2UqPrgHqp zbBM?eSVt_3l+dXx2X6)v7L(JvNEMtQ2IU98V$BQ+3?NMKnft}9hyn;=bN{4#g$N|X zJzkRlLZw4E7N$oB{y<$7T+Bfuuej&XQij$Ab6J+7w<_yG`&>pB)O&6&2g2PUSjD3D z{CxN@@-Ubk2_e7S1g8L^D1plnmmo<8i6`z*{lS$EqxcI4%Q4>%<_f0tEAc`Z4WYS( zaR2>CwZJt=D~42wPlm`Dak-fl*sp{ul79~E2%iHk34YmoSFIo+Likcx<7d^S3e1wF zx5T3b%hj64ex3<$p7|D3yH0mTWVqe6``hlWdGsNfhox6IQxUP?X*v{~;obkDxI~<||1?>%a5HJaVdkY=7bg7x zNHk#mE(UC=W7IRV)uj zN9{%6I!wh_B|T&SY27OYXj1!LCEKR@Jq71IlWIS^D6mI)X7j{XhhV`pK8JME3+5_5 zl@K6P_9Lx1=)D4Sxen&Jom`qc#k@u6!y!NzHeaOT=h2C@ph*qQ%I_;*?Ay?;=Cr-gWUft$jzh&VJed<6ny`ioPgdaf!XAdoB=>cRqfdUTL~)4vUGNlOb8AQ zp^WOG!8@o)BL<7N!uu+02-xFKs~;OY);}y>et2R0_7sbd?#>Apiqf5%3*n8CBJkw+}689fFX?ULDB9X5Ilq+Z&mHXocoJxtEAt48U8Ue*55f{Eq88Gek97Ff6{+P zZ0F%n;Y-oH5~Z5=iZ!*|g`#Des_(EL7 z{|#e0ShfumeeQ*Nz%39%cQY-C?1^|J^VP%< zG_CRBTc;0%jUiEViHO>wCVEgj5`h4LUH@qC4X>qd4?qlW-Ncm2k#f#$H3h3%5?^y5 zJ+m^JsQLQS2kAJIuc!3kFq5aJtDNRS<@O~YxJa_NJbF=Dl;jxuUIm4R*9sp^E zo}*=ef=y^;oJYVrOf4ZY#wf8OqCkR~Z(NJO1-b+~ny*=t6hsf2s^mV>J~MOF^zoAk zS-0u~-Uc|R7pY&Xi(|uC#be9mMq2ZGMLb6xW;Jx1*QE)_4d<0^E_#!=*R0$Vh#7Ji za89x%!orB;O<5%s9S9}D)RKZ&>d{{Y22&>T;$FfP5FQqQ9L=RV6e{D!kRWJLB@faI z3gAq_dvMMF9f&^RQcCsW^xuZlVKUhPV8|8k2riIldHP8QM`C#ilWx8efegH%wm=BD zkxh{lINW6ET$F>g!xd%8zz`NjF+cL9WlbMNJ*2(jc$lwq< zMHEYqipI$B#5z9ab(lI7IM5Q9DCik@QF4;GpvhA|`gleWv|YGNtO$boJ10PB{hsm) z`|jp*-T5P3PlLqd0>nJ*!+H9hg1ZkO<`YVRER%HA0&y@>Ff2skM+A4~loq^DhAl}C zgcxx2S2fj#eqUPtqj{pIb4GroxU)MhJ5oF0wAVHlTPY=j@RJ{)RC-%J1kDn|IiA8w z>haeI%BV44n^z0HJz&dD7KuOJdZXYiRzdKAO-9{!azWf;KJ0elRomY1aQ-EIbrCJ^ z4>86D;UO4Oq{8jlJ$KxrMdDAaHxDtSn#$IEjv@L+w-W|Gm>6z&W6wD?4HoNfX`ov7 zN;1;d-I)dKRvLR(8+?)MfcW;zb51&+2#&`gLi@81pdyIXhxDwRM4@wFcU75}yG>fRF+5j2%QEjm$a z_T)u&m5d{KoJ|CmRgfrD;mv6Jh4tNM91KPLlqdD5`1?3P)G9}>tq;UyXn&Qo++(qz zshdG@`7_?yPjgE>(hslQ#G*&vcRm=5#}nt}^W8FbK|`yvyjpqouga&f)3u_>!9v&P z$FHx*Fb{!ekJlQuHrgPbYOY%Ua6ThG+OSHPMT5g5d=qGZvH25f)^0>5@&9-o@r`!} zMB?Y51AJ_+VgFeaYj6Ll`734;+r`6^_>VinQ~r`Bh(i9@oH`1XxH173Dp_L^ehYd_ zDDN-doXfoM{`dF~nF%a|^ant8B=QD%YU%>N2xXPix{z?4h^K^{t(ksMIkv8R_~W>L zqK4M}$mA`)H;p+GuA3eTqlc)bO@^Ryg4vk3!-Sz}(4ca4m|0Ev{Prs=`S|IP6A=>; z1cs5|6U7c4_~dElf;C~QRCN(#b&eZgh8`lQo(|5hc^6bwIdPWD@4y}4O6qR%9BJ2{ zCvnQi>hMk=~@BYEMYZL@G?Zh8pUi+*8n)LT{b-D2iLWL{y&App;q z{>)6c*#II6FYJ7B`aq8q|B*^Ib;GQekY~dyW>=IIRqKZ&+MOArcl9VWs zl%4gQPUaP+g>o*5z|;?kS5$UF&G=k+v;o)hCSFM*7~TzCIhNEmp%1pBwhAYyfn8wD ziW23qBx&%NpxE)? zpZ_d7S>7MRz1i_PapnD#MaEnID6slF(|o7#r}@`IS-V#2sXuD_nmTrF+l#6Hjy41~ z$A3xQ<{A{KBL^fzNu&pzFtJ z=kK7itftVgm$bzbDu8}i(n|5`5ebv_SHo7ab7O*plB!^n5KQ!xMs?B!0n$}Nx`lAT zDH2=&doY?kWJrlpijacdV+;{-qPwF?*gqLmaw`Eo><*APhgCRT6FrecYCYbLPS$p* z1RF>D2s5sD;LJc^XzZkscFQ`u@4;JcAI9$ed0KW!Y9xyHb^o`gICY@^J74FI$GV|G zqs>pSQ*wtdT&60cb@abc1x>lD2ou7Ab3?YgLTFa9dA`g_axz44N?A z;nnux=wVK0Z!~vWav}%|NGCOwN0RfsInwc4eCs(b?Hf_T1gAX6$#CA2*H)0jDlm1Y zF;4F6zvEtmRwr!z$vl8GC6QMGJ7=GCxo=2sxrXU@c);DY$<9)1?Lk9gWB?7OqxTVN zlu53hDE$!K!Hn1vwylUu1OZ(bSzdWhfX-`NQH-IoJr6_?rRZbVeM9*Y8 zy>68-SCu6l$xh~4k|?(>WVjvjW|tmV(>zIr=kB47~) zOOjXynJDB@cZjx4h}vA488KBGyQrNeVU0BV&js78xkhW)*KU9a1_IUUoN^?ekn|t-bXM-torT4C;f)^e<%q|?VR9LK6^T;-TY$Rz3&S@Ja;O+AFB0$^oEL-X`W3} ze(oDE`#EW{Z+u2zBCb=wrjsXoAY@?v6>)_mVfuec6=TUlMAAXN!P?G}!b%dd=N#qBwR-?*OKQi_ z74IgegNr33THYFDA&_}HyL8pwT+cE_K>8dbT&IY>a4UgKON5udN z$6pf`jYmdO^W1Ao3X#I$SZ@!Yp#VsDCexrdK*#swNfIeDu^P!~tM|&L0*Qe!>1~BQ z5jA(Ot?>ZxtJUnzsTYT*pa(~$=CDNu@bMsLcUuz&RMcQfi;pleKl}55K%)2Vm z4PSUyc+{$Q^_wq6#f^H=wp~qk3TP;ZZG!m-{fWnTP> zrj!ff4qdkc20tfFT$caoHvA;J>)ZE&!H_k^9&~0wDP|S*AO9VCUV-zo#l3n!!SH2N z45lVrI#vqvUUWQIvr4*2xyEefMNq9PmouF4edV*Md(P{$Bnt}E-tjO+c1b%OtP_%o ze9K=kF}z^HMt71=clt_k zGgv$4pN*RnrwpCk3h6L3a|6N`0`*9=L*pvdTRN(b)@rgQi!6L0ZQLYSQ?V# zWUmuZ%McO)ETkjpeh&d-imH>4K^ALtAZtWt_T1;th=Q*r87zJTE*RjFyqTmGu{?3h zZT6B?hekN51M#_% z6M#OcfG^oy9U4`iR#k1g<@J65gGDn`B2Ytq?)O}q8#*MssHKzE8{{;p*6mkn3amfs z}N*anM;NwjWEWY+Gakfy#!k{=cO_cw37?Q*X&M|j*ubH zLd1UjKD<#&i(QrOgR+qY>1kmRD!QF?wNT^Le)PhN(o>d9xhCX^X6;gW(uC^$w+9nt z;d2C06(Do(BxiD(Cq62-I6>_{J!Cm%X(3xv`d}kjltPV;*d)8$icF~+Km8j|;Lq$?o7wg>?zsQp z?W&8&j!pwHiMYPO8eiKlTJ++4!n zBSI3!lrtiM2j)&V0X5%v8(yUTN&+A8%Knu9^A5_Fu!Mzhsku@wrDTu>sb33qroE9Z zY0d>tGRF9xhl%<)(G0m3p>kA!iWP4j@O4Am@xt&Zw-oR7j)kIy>z&qF5U(PO=`^r! z(ywd$LOpm2X$;0KQO&TBUGy=9)T8}N{^mR$zK4j1phcEzqMdpOeyCxE-b+Xtq?wYm z9)}^XLYO0g3~_rO^>)&#CA@@kK)p#KAR*{F2CEG-%V(u$yX0p!1$|4Zta|$PnYKp0 zLH+|N>?_xY7)W(#?B3rAg$gRwAb z&?d1IkvQAK6|96-CCiQia6hJHoV}0m*6j1PJf>=pvfs^HC(XP1 z_#xGK;)vFO%R3;mAPUZ}OPvc-qW}4Q{ln`~WHOvkGD7k8?Sbp6|DET!?JbfXWLQ5CML_aNV>&X4CZ~;qB}HEU&3{0 z>_GEK+4oBUQ)%4%ZW$e+?AXxpwPl4s>;F)F;eEHNcouZq1bsR^aTe!Xjo8dSsC=F_ z`}dgF0-z?s80P&Zy6SQWmAdw#innQam@%<6=*!K?Z=R3qd@JhX$Ab-1cNI|GMZ5FX z&l6li=WpSc`{q9w^o>{dCziWb44U!S1efOsGkPLO^|W;p<_307Ry%G2@@OKNfxQDP z$r&hOBnFKW$quGTj1o=&FfU&Q+XT8&QskV+!5GP21Q;aJtmsa-Be7No^*Qv%GDWC} zP($EU9c%Gvh335h4F-doLP7)DyZ}kKKFO$D@G|@a)_ocQ4VR`;4Dz=PIddyjNxa(% z$A3JxAwVgMqI-|w<+y|(`g!poM1FFYowyjFin3aQ5gznmo)2Tg|8t#437UvY)}474 z5OY)OMXufCLaBs;)(D_NljFTA#|xpnazADB?+^I*cW8`W9GZ$AevuY>wsU@VtihVD z9RSr5%s9!wmQhg{&ih>3S^67OdxD-e)1TIz4xHPJGEUNN{*$^dg{Eko58^O_n>(X+JM*gqq(HTUlZM4 zA|!LhOkuV>tU^{)>m7A5*CN(N7Vp9FxAAW0oU(j~g7)72JDWC!3ezzGB->&@DQIYo zkWpYpAC{5JDtbX@GFoCzC@=@mU%iK|{fPh6204N1Ph7=L5&}UJDk}lN_O_nGs zJ?#FZlB8r*n38zH&fI>~PQNS(WyntJ5lLeVl06 zioy_6b(|v_A{?JD^-*Es3wNe@B(idx**W5QE|i?F6*d(-2fDanAorX^{=fR?1qU>% zs%mVyhNka3^q&s;!bq+Bsp&R|^7VDnpZ$VyP>*Bz_CR`9;?eTJz>7NH`~&-RXLu{R z&G^T8Ca>|5G!EB04M7w*UDE}{5|{-49qm_?W#o$eDiI$cXamqmR!*ST6N(&0AbbJ^DHX>S`a zHqzQq{u*D8HxNfB9kofQaGd~%!Oe(3MsguAW|%y}8{7aP%|Dsc-7key%pVi*`_Anz z!PzfrK@(pBo-2Fh+w7-5Pvpo%a59>b`}WL(0P7;<{C1oDC;y7!_LAX$I>&Dh-{&eO z+n@h_@^37B*E2(C%ANBmG8hpV{=tvu<O5H|Kef7Z zM4oGd!F%%QNUacxTSV`gTQ2ypbVbQL?ejrD$CO8WgNAPU4SrK?%C?zQ<|fJa%|-`9 zBOy`yCR9&I0sAZprLW(+6WO)h59RSV-I3^k9}da>gWp8!8JFF^%)5toE7<6DWjd`D zX7;+7GA;qD$}Z4epANU}Vc=m6@}HZFmHtB|s2?Ydiab`)D;_8z~Ht$Fq=9AP{xLK(~Mq znWL|tTL0vVgAhUlhlhQK8+8ZLX4<*6zREL-^4$vi7HDp69j0lmVVZX7iI{q&M&2v# znqFud<7F@36Rq96?u(($2!D`3#doU$`{1(<3)brm&l5-m{oi2CUgEHrNS50@YSB6m zkU}Yz+y}Lng@^XMrs1yf?s2a2?5F10llIzN>;kjV@2-KwyH9^WVm6I>qJ=s_6@maM z5hWR?pvgqevoJIYYv7ggh}A>TS%aP^VHh0oHKvh=$tbY(t^sx**&UAPM#ztCJ7L}tGT?r( zDlA!Z>D~jQgJdbI3QcD8#xMS(e`NO{g&M zlz4gJK^Hy0lCJw*oSR_A{qZc|<7dM@oiltA8WFEQ)!s4GBWR2{QyJ&Sm&i zKPSF!?hEy^$cCi9TI!~~fv&6JVTp~0D6JC>4siGu64mCmR3K_q>}?c}$&C|IJlB2) z5tXa~F(eU4@D25CbHRuZDyptSzJaU;Qizv<`Vc3I8zcEG#IUH-QO2Ct<~h3-YSjz2 z;Il9&l7ZaB%nuT)W0gx2y$oKaoy#Nb=x854DH|}TG4Z03+uP3V85-5j_o-|tIJ^jo z&WbfG=FYt1wO$6FO*o}eLt_Fu&!3G~gqzKt)fMg>^{jd$;&mpqbiswx1XKY?Jt^Y1 z7G}jQ_stkPyFZ}@Alwm_3`oTKR(_fv&jOvAFO{4$U)2()r{7nuX?7}hBzTwz2giKpNw-{sUPl@l zH&~;!auJYkWd0GW<9b<6gfC$pdE$L7yh$3~NVi*`2Yt6ltB8|WEWwXEb13ZlUoAAx z`-THx^)QM7B8>JdifA-`sG5f*WKkt(WU+`g61@q|Nytt(G}}#b1m4IJA&m$bgc*oH zbzbILbPI2v!u5{9^B9UQ#C%D2<_kJBq`vR3BPZKyVn0GQ?FMZxKl@ZFZYkq&%H7v4=aE7Jjx$h_B~) z4@sJcClQeqEA@f6MOWmE7gVd2|JXSFPvzvE>DeLezS%P&{pa>YUv*6np51IiT9atWM)^WNj+;LRn8BpOS)qHFc8(elR?sp%K}xr;u#;^*@Ayz`24v zimBA9J|a029UoE8?EWi`9!t1yAc%4+PBw_4`&%t<&CY-}S!{ ze=*^C^F=ki6c|$4?S0r1*|N||%i0HL0Avy;+xi!T@~5T|@g+xTLmC2w3x zqiI&p#`r^=Ov`S^ICt6tlN(Wjv`74wswn`7P3%=DvVy(gB!nFTIF(gXLS>iKuJF1% zCkrj>LiSg3hs>?8d`KPZN!K(iv>bB+Du1C4W)_QopU48?{vi@XP(I z8$j0=j%samiA&gO*zPvY;zA#csWnT*S=IdTF2ko6jrr7+6qT3y$d*hzX%jCWdlz*6 z^mLU&$iYs!9qtV+6-uyLY>)~CnXRU&!yoj;bC$Vnd`V>LojW6Zrx&DkSN`;zrJJ2o z^Sb1Vjo&|CkYn?N*cu2gS+bIeBMkJzntHsJG*Wf4gwW6idpn}Yy0;H0oYg0J8ovX}f*tc9eSir&D$jC47Kp z;f8Wrb68(D-ME(02;JzjiF#NG%n}}ho=TgHjRQMKf>jh{c+|$*7&AQSgO{iS;P5!C zWXl{|3{OfU-gh*c%v=t5d?sHQ)~&x$Osal|^#`1_@wfu!1Q$iQJ{LwJ5uY!Cf4gLVWk`Fyg7LPaVw}3Q&uY^I#c;e+(c{c+RneTY`u{Ox^JS8Y)a^fCXvh(+(!>~?SO5i9XO z6|f5X(aJv=Kc{PVRx)NyRnnbWN3X8T-QjYrxNUIdeDo&ell$d)OV5$~5FEy<*Hny7N z?aQ<@k~>k58;pamRhZB$*2eda)N9r!$JKP}#Yu|Z!12RhaXPJKq3ptB6S7olEf!xKzxWb9 zyO^o&=a^|ZqQYdTw3=Y_i7!)It6H?>JlATYtBW(F+!YycgUripJG2F`zFza?-+%2z zOuy8?mQ-&|S+=H}hmUKAQ~AJI|K`})60a|ht4 zY^UBv->}Zyo{%wMfdpX06xMA8q_V+N(i}FG!rFS1+-aT~1ipYI;f?Dk zV5_)BxeIKl2*!qw=HmQhVye-^=%W>r^f{TtX@C@cJ zM}Q!-v|pWw?{z0Zq3-*>=5SBbk2O? zxOVuPKNiTfxWcxraRcP4$Zn}y#lLSv8TM1o1jBHr#gcbP!y%B*k;7pu{IBD6Z(Ls| zE?0EJe6ON1!N)wObve`HmDQD#+1xc|Dd%pjIdhrc_3zr?65l^qN#LnKG%3d#~ejB*#?GaPGc3VLr%JfVXe+AeaAwdndSF`a% z$xGc8Z_;yA5CJkRGeRx&efAS`=4H!@#P3#G%rs3v#mT#gm$BE}-;rEn&oXef9IRPheU_z$M6iJt( z+J5G@D$9&QX<~m#)p>w>g{{!tqoQe&dnMu{b8Io*N=!yJ`1K9p1z~GrG_!$!Sxz>p z3u9Kbls#QPsPp|qz_VEHNxz(`Oi1@I}LAO-I5{kJd?&ova45@Jj^- zc3kXwL6JK!I0ObQYgB=){6X;Y-}n6fh{P>0j22*U4)P^x=IZ6Z#EHYMf)`sex{ zo@=?HatRb-0kh+xiF1Th8^Rki8!U^ga#q>MB>&}i9q5jJ30AVq#_&bTR)wsu^vm|W zv!x9pX60$)fgiKG8^(D{*t~Spi#u4Fv^}+Ya+nZDKG)%AK||vctwY++PIg|Db(H-m zMNeq&pPbws*pola6ZCbf#}l4DyYM>8B2WxlI&FQj!8U5@_Um0amH>N}{o>_+FS?#Wx6c=jS4LtmXOWudn_fcV z0ht8kXNV3J2LKR2?)-gouJx6WlYDe&V+&jAXX%_3#iFI;A6V}TwUCAnV#$wr#&tO} zK~ru4Up2VAW-pq3q6f4#9X4$e<+VtpOKc^54t#}4vZc+N2jxA+OoqDNcaFIF4UEtJ z);=9ul^^CU4rDsx2s?GO-&dqCk3gUAoZG7}Ns4sB95 z9tbg2z*AbS@e$4VWEolZODu3?-q?~kTIHBHMrSbMvwDhnSyC#_MHV@~;pmlQ@ofdi zk}W~#&2Jp>Hb&g-OAZ0)2jxp%(j&0Wpj2aJYJ`wm;IcR}waCMn5 z3G&aiEc_d;M`=~xj+q*M727^=GjKNTRmwYAzr|(MQY~!TO*_N-cd={hXnQzXYjD(} zc6rq{oo9j-Q}3r+gC>{x$!PL~-88v;p&k*)8;BW8Au0(rpxKv zARlZQ0E>`1dCMlB@MosvUT|}i5&q@l8Kb{jBkVIBOyLZ|a!DhZA*`?XMDRspC4T=S z)N7vSh2w2VET({#AdY=5`F|e4P25I5s5C`O%8`&hMSbiID%$@XEt1wwZEzXhhcdw` zILm(Y`)peNQ73tu$oTA)DfyY~fUjvm3E6%(4!-ZL+LjO(r7E`CM2~|eA%p(wjm};U zWnbd7-&tvY?-=UcraSCVb$`6dZ*kpvJ!3@HLWI>lNaYY=K|)?Em%H+Gb6fnem(s(0 z+GC4!es)(@Zyh|B{N?G{dTH$W@2FD8qqwIiF=NyxENTn(_$SATAfs|ud?YNG)CX5B zB6$cwfapeSl(WAfvkHjrR5Il-2!9mG=0#tLzV?hpNRV*gzJu$b@Qp$YEtJoiLgd~>K3SInzM1C~y z0X}PR3Gk0>w4F9-Va<8AQjt)?-Uxo-1a?)|I(?AyH*k>`0M_AnnCcsLYYx&RD|m*S z4FU6;*e4u>jQ9z0qqMd1b-f5mD~NmvFMBce*25|=4+FOpU|iER%R7kVwY++6)w zw{OrWFg$4dAooi46kmy7s+(*G+p&J<4OQCa#0yq8*0N*LR|vh9X&+N>{xMIZbL@S< z*n$~hYKUI5TBlEzBA zU&f>eG3o?B4*Ki#n+D}A4%a)C?;!lvFbp}|GRy|DIEzBIEPs5;UY1hR=7iBq_*@~8 zu3);jSr*VdlR!vSdg!8P?+se6Xj8Q;T&=uRO8K^>(G6nJatd0m$pBe9taJObhsjik z-iax(pd~dJ5`xEMEr!SpF-}U!H#Org@4vcft{oo|-8yThf<}Xa^QU7(AVzX-1A8QK zQx5HVBVWJXQ>8tcx2Vm;Y0*Wgd32`U_55R$JZ1zT#h5AyK=CBmQpV_Jb2uMK5y^-m zeIlzbkZNMEaM|0q!>1&%bjR(&9gz*F(w-&bq%88S@Pl{y?tMiKF6J49wL4+eG}oYc z<2nr~vFMeW_$R2=Dj+1Oz1lyrT2gdBEo}E4CDV}VKagu4>+7mNIq09{`r$-C%alKN z0e1-wxH(+TAHb){6NW_b(&n;bB(<_hvfEU8%!jFW`Q_N~WKfNf?zEcrIqm|@=VxWN z9BJIc+H|9jPX@hWY?jKMCm?iapF!3JVhdmj+iT3piOOZu)z>m^?sZb#p!pl)DL}EV zY;^|CnuM35K2`*Iz{DV{*ExpQ1b8jWkA*lmxbKB?L7%f~9=d4+9es#$MRFJjc~-y` zIa{A1M16wkaEsk+DOr>cAqcrEG8qfvs_1i(61n}>`1d%iXq$Nk90CK1e?KF0587KK zrJUnfpIKy;=u18a{isfK&^y{S|D5;`_hMQ^w$A+bwERNW#}Hu`cJd3UBUj>t8I0a! zlJfhC`|$=2dd^6oYt8%p>5U&Y3*Rj_>2Mw8Gpm@Y$H9I!t}a_U^___>xx6C-IqP3uk! zZ&A^_2~tU=ZLmT@#2PWMuw$SELI$vuklB-pDt={%*{8@UVWY^BNOxLmy~SlS4p{rId*I6nhV|c< zkZIf7#Na)%e7RHMMPUrN$4*jzH`HY8^N2QcOp&3gHVj$t8K>()z;^l8qQ5ZRyW*Q@>B<$U->!0n8T%+ zS{8?Q643%9e5^oL%ZI7unqKt4R?$YqUQtUU{mG7_IPgz1iw{7aiR{bhr1|Awxor!osp${;MU^oYS2oyY7#;4J5x4`yOlmbd}yjO0? z-bt<=0cu0smq826&MowVM~mYG;ZSL&xP|?aY!-;R0l)Chs^H*N)3ctP{oJ47om~%y z?mqZZ#mjId9H@JteNy`;tLa*Y8U2b8e*SsL=o($1BolyXu8QOiR`xB>`6=6SPIy4{ zqn;4m(WiQ0uVEOOnvbO&MYSPGB2wZw_oJia}J}iY0g>XQw?@zY+k3?h6+fL}Krr7l_+$C5-I7%)O=r5=dlyCX} z+i&?Ig2*_O3j7_)8kHvc=hp5#73XUhEO$YC8HD8(&lYKhJ4uI~EY()9)WesJnhzS_nDBlUVqg7I5T%!Bx}m9H#fDZkgiG^Q}u54?)pZD(sNY zt0iEvMNq$NKNBZux+rJ6X+si~&LV6pA#-QqCB;zoXP zwCqPDCuLlVC}^LG{8$kVW;#BRl1WXJF_lr=043k#bb)2kXA zF5!N_Vm?>F5-~HiSV88EMc2Qw{`jlA-uG$q@QKdxCEPZ%K$*E*j>tw0^P0L6&7O2} z%Nz#U%*^tpOp`SdeGS5{N!9nUOx+7&Xs>r)lw}vJdaZW3ylO_Ld8%^i%j8JqM2f5j ze@jNSmgtf`NNKmRx&;iDO2#lU4&)>e2}0da;h-LEt|amQ7%wG?65)-)PrM1io(M`O z{w1l!6hlE(DMr;V0T}6KPXVe|6G=c&4@gfy-qSiC=~xQMA#XdOL=Bma;5>8@MGzHa zYfvjHK7`=YR9ZxF2VA8e-vPfRY9{_DSH+)68N>@HF_>H-o?OAFcp}qjcat}4XPjG{!AOb*g1JLb#Sabxmi_v%8K0Wta^a}O{d*MCb_(l9jS32^*n54K^OB>A&mtFXuM?ZcC!C~O zLqDvl-YWG!KhN=fC!72S*UglhRlXlslKp3{#=Cz8J3X^9HeSU-9b=*G!xtXp`MBBj zzUmL`m|YNfKDTqa#%p?^-!e@aEjM^RKb{~3IYu;`2Huhm<-?ZqU}XXpG=RS3Ce-t7 z<4xnL&5rU{)`z*K^^{uebnV*_wid<07)`cg-S080_JLLr*@Tf`xAQ18QbHM7$=R0P z(t=6O&9>NmCX4TgvPI&0Humjep_0=2tihkjsCx}M+)vAOZdN=?YxvVStLRV7`i92R zs9{MWVt4R_y*d92Si$#7aN$P^SOa<&g7*JdMu?P9Ei!bW`o6P6f@xexQO9%l)X zvlaCl4CCTCzw)yk)YAk3=1AA!_f|oSiywvkY zCW=oFH;vE8Y7cMd+EQ@D+GkBe>Il@mG&DJWS1wiWs2yI~R6UQW1Zn5d zGKR`=lcu`cUR=qEHQaBJU4f3n_>60mh!c*F1W?Ef#Soo*gWW!6qmV6jf{qN4bZ? zYzLi5>VC7%S*_K?(d*Sbn!|29b#7FA<9iI~J(m3mbT)!pVBp_b0=@&*>LnI=9YZJr))!KFWcoP=UHg>FcSjw_Mp>m*1@3$M3JewnhG8 zfEl$cwDi}(H##s2ukLm4%R)b!0W=s;{acdxD3uQ!1ubzH zZt^4nSr;z3JFU7IeM!%-$o1=+&?76?6ll{*W-lknPj1th%~&wpH7GRLEAhzGRx5ai z;c52Yp^ZEC)w$F=Z?+BXzO0q!^MoO{e{dkf^Cxe|@G|ZS*=_TBXDUA>nNiDEn5As7+k0~)PDaJ-yt@Kdm&8X?(VHb($g-S~WjDOgP~l%gHP810Iu4F)0M&jlnLDibohtK}!dsCk48E z03?+OAJ|nA_S}csOLSm}MB~)qxMPIO41&yXka>=;#Jn31ZrE_`EXewwwmI#TtdmYg z5l5u^pdOiDhX0+m?EcGSha#i&NWN`O`G*b!c5;rcC21G8_15yAgo!E;f-`5eH%Y1q zKQR`UZ19C)E0=&sfn3U7kgdNfvG2b}HVa)1v%PZho=5elRC2)OxY$`a`Kgl1rY{rP zHh!V2B-}Hvsk9avn;&m9R@d6ScDK~m`H8&=R(Zpm*KX|-KRtV2bk69M&hBg7Hs4Nw zrgCAgZ)T>?E6`aCNsl&ljP|7$j@I6QHeo6DLYcNCrB)#yzSwE4pzpH|ebo=leEweh zs3}3|9&Ib@52N*cedQtO)+NcJphB)N;}Wc5fVexn6GzbQx3*>f##(arwfTxy%i`GP z()?w=jF129M<0k;fOSEmZL(a&oRzgS=|b)c8Ugldcaz>+=d&f$u*Fqxr_0hOA2e#J$#?!h zaJ6xGut2F04%t4J96Q_4>3vkY%3}Ogd-X~yb^<3kF5}+Lu)8LL46U33UQwkF+P4?I zPD&n?uIPVPc|(4(;dJlj;rXq5ebTRfmBulpnbiR3ayw$JVsKWJdHv^dD$24Y!GDAc zuRa4w_h*u*M4gFBVEs=g1VeLwZx}Xn(6pi)r4(Q~S|hOPztILer^6#SZB`fb?>Q|z z{57Zi0J^OeqMtSFfun$H699u(g(EBV0f?7>$YRXdu!AvtVN>Bn+l$F-%te?<)xR%Z zchy?y9^GrDYk{`#nzW;VUl&Y%jGPtKm{>XPAHB@A^+}_if_~Q8b!{dREXA;>Rf4$! z$7NL?*R6WC`G#O+$mw%jvzoA>^S4_47*CNW*LeFZ2(H!f3ClAw#wKF*j3q&gX_z$ zGg(T@nJm41ua{RJk#Ig98Ws|h65}7WS4=U3k3ar^qsFnpV_$8xU3UNR^q7H&(UFZ! z5`8hd@3Ho&?^i%!sa`*H1#W=i=fVjiwL)^+}=jwtu3^2~;@1{u5e?}INVz=fd0 zBft5&<7mIFW|GE8h4N?`_w~@>@hy6(8$+r)<|!s`;~V1I1l6O-sj>LBhDzxZI~vCx zR?8Eg@my>FW`WCW$J%7^yKJZ>bx-1wN6~`46?Qv&(X+~}%VJaLB8AKPJ2-kQN1s<+ z{lGpa*wt}TN<{*YMIZ#mOhxbj93)nbPFWbO!%{>}#_2W6_ApPVA4FUuw0;nol5dW= zH)y!N_I+Cg)>m29%g`g{C=lYbYp1NyXU;3Ci zt#Uv!2hiXivI4M`M{td3hK&DVr&Z&>kG9jWa6WPnYZW)_tSwy}s~^7nNR$57!$_B zi}aqju~TCEwA#)KV^PY7Wbh{xMlMIaJARMFRN1%p2Wt>3j^UBz32eK&LQKZlBTv^F zC7bNmbmHUJa`HKv>{I&$3^k;&@3`r$zcfFbU#ID-i}B~nM|9~LuIY~NrZkvh>*F5WRYReSlhmbsRkYklZmnz`x)>+nI_y%Kd& zDn}S`@u;$>gG#^4vAc4Ql_0V%{>_qIK3+I=ILqKv*Xq+%cUB%=t|hgLbFAR^`6goI zyz<{d8uU58N7fpEomdzC1^VJM$4>A}tik%$JuGI^o*#5fiOP>_WHSKa?HH(a@medg zLRT2=;>=t6G}-IY)7Z|st%08hx@J9jh>gp#mz>>Gb0| z47&ymOAl85+;{40y8bFz1T3F)zKo*ncg0V+YHR7fSipT=GCJrP#6w%2BxEu%-C31C zGa6Ysc|mrHrz!V(Fst@1AMLD~Y~d{-Ix|5;LDlxd+DEEdUxYkHv?_Yfc5)U>x3;`y zc=0^CxXNec)_n>kR$3Rb5oT_}NkMS?If(8K_vcIuor^KmkHIREgy@66sTV>0aPfo^ zSByG%90KY)|h!;5YdvK{KujD^C#Cb?>`znbS~B&D~b|`7g_pM ztIe&zQY)eN0%w)nkdEBgijLV6x{bx2XO!*y`MnsWd|!k0wf7)G(*|B>p$KihpR;TU zb9|+qy6RPdGkkKB^W~?il!vQ6)c~CnvR5OyptGb@2X-8e(cfd|Veb9Px%rBIc-Uh_ zNp?H-(e!7CZ5T*@k{-Gu+phat;}^d!w~mIk(mLm-^G`kN)t>wm>+{DCspsMAjKZRX z>(WfT=rp-ZGF}on!=h`+PSLZf(3z z{Q6?y?1HZ!=jn_KO>}YxI=hZlBdy`ut>)2E_*_{9NK7GEA$N%yB{T}Y><{aUWGi)ro9_pP zw<;A%z8fvD9|68}gjyX*I2XaxYaZbJZ5qBkVg;GU1ANg({T`o_ARzz+q*@*%>M-B}9l%7Dr$j;!K@v22Z~RU0yAogwv>VD&BQ6A1OyHJuj5vx| zz`;WT^bqq}FCHG%)+I)-jWcuZ@DVkYcUJ`^HaDRLP(^rTNEYYkDH*+7%-KCep}PVr zaN!liNs%x-Asl}(DAZtsdl7xqS3f-(i*Al|i5-X~<<1KWxCB}S_(G1C>MQeLBfV0J zCu?-tM0>#6p8Dhwv;2kO$qPzF1cj$$bTOf?m=`;? z;ri)lpO?|TQ?#B_+h&E8!V5h2s36${LleHmnbAbZD-CPzc)Y$_7AMKx11$5!$>d6D z8mMKOU*^SA3PdmYJ7*{ReNAwWYEG)rq*1IdT$mG4oAh$KpzylohVCqTG-BC@6r>F= zAN9DW^x7{^?nTzDD&a_^o{OPK1%z1x>kqX~4k}L06|qK(UTdaF#7N!*lbElLOCc4L;ptO1bl|HAY1ljfE%I}gjOs+k3-$PA^-#dGN_G)0)FE=kgQnOAjf zC%)-CMacKVpNgT9F`rU3#zu-L?`(<`QDi4qMC}FY6#niPDuI~n)3NWp+6MG1ojux? z-aLw}g&{*e3+KL06)Q1K|4uu|rRG*+;QgV1qj@J-wWq3J)s?0duizovGV(c4I!bzl zA^OqrwaJZGoVe_|(-Z@$#rPuBu2r_Knx_c}7T<|Y(H#9o@7o;pDzVJg@j06g>*x-K zhP6Ry9rMoLtk~k~6i=+zHb?is;+_Vsdu_2!^7I+*b=aQ1;;1uNuF*xZQk2Cqtux{} zBedXV-XTv5^Nv!3kJs9zZ8jycf1_4@v%sf)w=Og)gIV~7#m9{Zo`?}rU6`k+$fL7B z0f!qNnAJhy&n42Dt?+fdDhv(TjEHF1KNu=^~e3CZ5_7k#n6UpbJq9>1ebR=Z+9DZJP|~or2`Y-Q~5cz>OUQ zLK82QjwgB#LHk zKxRP=L{QgAp1$+Z1E(j#m;W8Go$E$I zLE#$$HvQ@MS+BwO?xEWSCzNlais#$~gtU(-h$T_5jJx3)OlR^4#u#|{-MFC=yq zc_Ya)Z`7x$SmmbmPFjhoekIcxTeU~=M=TyLCU)D%^Gfo0&ZZ~j45Db{W_X``ePC3nGR^F9BYUkUVZ%%nZ zRDu!#>T4ixpx&j!yv}aDv#RVc$ESzHhm6f8q}FJ;Q}+cj00?PNb;}@>j-ta{o(2+I zYS&9&jIjNKFcf@1y5LI?As9f%)2YS~j9lT56MQ%=qgNTQszqKuTkpW<%On|H-Fxtt zG^%<81T+*ra2op$!o!g>G_HgS1`)X!P-e7Yj6dch^h8;P21cBKIW^p zJvh7x42Be172D`YK|c)Wq9LU2%JYnOfIOD!a`sm>&$(uwWrF$!f@})69{TFO4rM4& zd3#_dAY}(U;QUi;%kW7H znn16PMv9OoG5SC3^H~91!hG>s;Jh1ZQ`l#FcW(@hOJ;Iu>n&W5az4E2IaqOO_{PnQ z)92WCtl!;eI3p(bujbA_3p_pCQ=!58-4rJb6n#pS(S|V8abZ<|d}Hs&CFg_qwOKe0 zLtz~~bU?0-xD|72{5VZ;_RQHgwS>j%5ogYE(Y9#O2vTbhe<9wwA0PcZM8juY&vRm6 zmTBt^jcH~KI5UX4XI~HlHtwdG!FClc?|`nUqK$=MZ+4cKGj_<2t!>-2Fm`jRzcxC?NjK(Mb^3SblHWFVKG^SbKDl|Z~TG!=Or$Cmnr&c zXym3~kJCnwB(}f8=g@Hf7>n~5_aTj{joRWBD4q@Z*wHx&bjeNpz*Y&dX5-hyRFo*| z^yqJz=SSJt?qn=E6Tz8)TIG-)E`rndcX;7ZYyMDOb<#vwPcTX-uz&pR5<{I0F$%x~ z9bq4y79>)6-G-obg0Et{$#&*mRHh&?5pbnGRoPj2F*31nn9hU*c0Cm6isqfkQ)!1XJG|xQ^udm!vGs)oul%N<@s!o?YA(C%koZPyF+P=s%aVjc=-JFOFIQ$0B zF3XRiuftLUtPDmV26Z>l1&kp}b8r0MLkNHb;#XQrT(X;Hay$MeQ~ra&(!bt3vYCS_ zv4kIpt3X&Lxgcxde76-+Y25(*UV0unUJf885C+J|nv#(B9#x!wK39gTuvI_31(OSd zkN>dC(I5GSu{xa1^pb$^DgjrDTu=7%W3=h>gXk)>N7vGuM$0k|Xs^wNh!wiH&OY*) z&^WF@9X*AZb)nm0eLZ*&ns}^UvwKX{ULb24B zHH`#oM^2O5k8pH_wFK^x@7RT>Xi|J>MfFRdMk4r|Can{F<-raB*G;OHiIjHRBR zzi<&>Mf#nldf0HhrgZ6D=6cO950-o|$~Idxg83 zQ@c2-%1xT73&IVJcP`(!VcKqeDmMJgS*~5DGX!*+ro!nj_s?rQpR3p(!|t1S4FZ%z zUK6Y85>t0sE1bLaPvSdQ<8#0wP!rsThLJ~Ri3*U*3^NhErsDJ*q?TfjncTjMv(#=% zOm5Vr2Orj-uAz{+B2fZ<%e2Gzfy0F?6v@di?8F=a?pMILz?-855Xhe66* z%&fyd$iEBnn568=*vi(qi1^Npfv3wMR!R9OqW&rQNYbGLlLd+SbB|S2uVzU~KdS5a zjdksb#`SotHzfO8KyR<|t{}7)kmV9ET$8Km-&h+G>0=chX#`2t2A(SFhdRd{%odtt zdWEpfI<)I5$1RIaZ|=6t&#gj54~ySr@ZAM3HJ}*t&5L88M`njCJ3_u(CHthkFYxk3 z>U4IEkXAkN-%R;S8Dk)O0}c;avepmF_FAW4Mqq!&8U@dzTJpdh!<>yeJZ1zbN%iu~bo)@`%r#%uk%Dc(gN_zYrb z*}U3=PMw}Lb)ZscS|GhuKAj+u8e@Ge_0QXqNAQf`|#h3x8zS=#L%mkg;2TJna_kA&ocQ=+Mo|jsy8<% zyoOdki4@Uq1^t`FS!VZJ*Nx@gmC*8-L^qWyp|d}gn|o&drM>R%v$S(q*Xg^qcXPEe zJwOjLeuun=Ts$RFyzQ&!e{ab1I7ZEFyF+w#2kCB6x~VI3+)p0)=ks99bpB(VmNetV zfoRXAWBH$(1KcamEPslyFQl~5jjCje1eK49n#YmnS*tYVm&e@AEYL9|YlgomRZV(Q z26;oZnyp7m;}mCGE@qF$#3Y95ELa*a^{2MGX3w8^cu&=$!zX^zRam$l5vLyy%UeC) z*){4Sd#^+@@SW6Aya(gv#&WH0i*W+ij3Wy!YCjz{Vlo|DKi`NxmiO#kz0_S}_P9({ zLq$Y{L&T7qOW7ev$58db`{iz?aC^bZ|GHOwwq$B{9?5r2|E5d$$(FQDsFXgdRln9q zabhC4!s@>C=|}7P+KDmjmZaCIuB(ixAT}2hcF6jiW%EsJhJ^YS zV<)*wretEY=gj;18L|3}`YI2vh~w9s;)`z-A0*q^b1c-AkUElKMk5p5MiV$jzv#r< zf~6W}$JpLQ?q{M~muQL|Uns}uHH~XmRg*0-Njo&&2}V`xev)--+?BHel_9A%_V!fY ztnDnsK2&y|@X8-*)z5GA3kgQawEEM>*zU&MrE%oMsF)AwKDd+rAciiWJR(K~$Rpd( z*1A}OytYt|g_M}PGxURY`uW#(Vrr9;3)fh88YCxIiO_Rn{2r#Jni_VTE}te0IWczZ zp*n_n9BBm-8#CXy>fSsSbI9r~PLgP@vZLz1=Q#7bwUl0B&{|5vaVGy7Uz)b%C~5Lz zu@rH~px#n?V}q<-)b}UfQJ+H8)RL!VUFxox`1t0kr4&hEa@BlR?D;}zuT1nmjMOjl zc8tVqm3=7S7*(0kh7W{)eBiM54~L4wKHE_(=Bdf%hRE-p`DWmv>u9cJ)5>?tP`PIN zf5*>zE78m=Q5LEOC#2{&BR#~GW|%5ueC25-FL74yS6#}y(UyX&w=*Hei%V{W$H6As zp;(-sOdFM8rC9>|j*@%E&geC`U3ul|oFa>*D(2#gS67%88{%feqnxU-l66}|bBuMN z6B7~P%T8j|iJZ&~ZFK5n1K(2y>0}PoE#Qf|@WPFv%=-%=61CgQKcBK3hXhaJVpl8o ziGzPIZiQUR#^XmiTPHq4KukRX0AyGer)YR5(FIOZ%Morlz{s&6NR2A5T$fBau}sBW zCze!9f;plUGdI2z6R%xoC;|`5^1jru^ow`AZgPHEnK3tC6d^gKrdf#oLPM!4zWb?pf3` zRi=frtgWm*oAvNqk-@gN9_kwh-r{~1cg%j!UjJL(XWiskoYJH1mm<+d6n*aVF~<7t z>udWig4b_Q2%~yx8f%(rloejwlzr@SB{rU1br~-C#~72;Yh@bB9kzgZiTG|QROavx z`I$CWpRegY>*-ayQ}?@1^uG-2QmQ)McWl)X%@5Kii)*O^k7KC8sQv*1*wKol;&J30 zh`;2>x#7SQDHhXehkY1{8Klu__kZs-FdMwIsqFNJ|aD&3wJ!m)?Ta(LqBdg zKIb8~N6)&4mjCtN>eF}@yZ7&7?wX6qR`7&!=qjhuHI}MmdUG?3GMJ0&7{X)c#4uQZ z+x=7^;-2`6tNORoGAop98_(AE{ST}B{56wDO5@HBelBY*R+*9g^G27_q;Rw)K@^V; z1U7n(GhVrBHLl3%DxGAkgB=xmRW@m>GVKljXpGc=N@m)9tJO#mVIR)YxE8(W z$7183BsLrd4Vnw=sEV`)tvw&BCQtVtSJ5H{XhIg|sdA}5S7O5^U&2NA61Sar>xcHr zwt;3Rx$QBQgNikes%YsR@#@*U%sbhmj23rOZL_F8k3JOWHm?`T(t=o`TE^Mh5d_ z58ffL5oGoKuTUwT#XgHe*YT;mKzC+AIYZ3d>jK~#AC{GIaE+>D7ErOn5fpwY&W1nc z3w8UbepNRzn^T0WEi>r4-6F=g+`GA2cD=B^vC((#3fG~=;kM8TdwcrHbq{{;?iy=; zOgco@^wjq(U%VC#W!D4b8>f#eZ$yvC7p5NxupYLiyY6m!RaZ%>I>JqE%J1bU3mGD1 z$hP}5VpF*g)Bfy79(G5t=wyd=s>xp8_#-(-;;__-Z2G~j+@?QnaK-l z*~#$9%~jTEvNh|f;APt!wO0pcZg-_5j%Yp6P~qNkDLl%cz#ZXcbR==#Rtm!`ny-?z z17vEZ{$s4`o>)5u$oK`ud-e8e$S+aVACfqk6f)ZFB=Wb7gtkU-t2vUD4y}rCl6Ro9&cIQbgGD~zW&n>Ep-(0<#2Z?kCJ-vIQ^3Ix)N1|q$B*jX zI1&oaW{P7yqvw3J@7y`mOJi(P@1`X3ek^z+;rh?8e1HFm1}kbSbc}gUy)!fNLku0W zu2|al?{v+d#4OF>;qf!S}IAf25fhSqL>v0fr5b)5xF93Tfi1FNq zh?5U^alU51XZP(pTtJNHZC(Y(nYdgqa-rZJuW^o1+dMPNkY4S)5FOP#30-9$U%(Jx zqF*9a9D#@m95kV=lpb_py)z&r<=wv2Z{j%9ukY9dp1(QtL7bwaxj3esEK07O`}uIN z{N9$++Iy$1mjsd{tOnXEWUm#ghfTkK?v>^o_^#>Lt9lsfGG#6J%wckR#@BiGVD0Gi z>NA2__jsAB!FJiqS!|&LudWT;%?Vpd0ha{s`IFk>)wW{r3tRuVC>CukDamf1;3k_ zDpC&iZRjsEfBA7c;g(o9-^~3(dS(AhILi9qjVAb?jwdU6% zL62RGVnz&?nXlCy-Elr?#Ki<0qWrEODoyOoVs{2iPPkVYq8~Ed3-=t&9}*lal;oE- z*S+>skup{N>ayF?mv9!hYNEQ8!|{zB54WFkZB{Gl55}jK%;fghpua4?xOrlhu=z6e z?V&|?iPT${>$DSFZO%`p|Evi=is6r8R(SC?Ro5|6eNwifNS@w}ut?R~q^@t*U3htRQ>$9$NT=YQWw z*=0z{sG2Rmf7;RIaV%i49N^bg=8!pbSqhy^J*?ZWH9jt6weS!kj2e+&ZEMFxY8)NN zyX|_mh&n%f;HIAUEtZS@-@(uz5yH>NNtF(LhkJe{R4A)JCrHf#!jKka-nURluyh?K z>=>Nl_$9PHySW*o=9>s6x9ifUHVuECD`R)bjBELb~@Da%@1do8LGwd|&rz<1I` zQ9GDi_vaOJkQf-~4{(ifib%S%Z%1X4Q@~M2X-8!<#8oE&j{ly`D5;47czY-KlM5Ki z1xP&p|Az?@3^_N#v|o<4+yfld>CSns%80g<($^&d>V~+CpF_k0Yb?@5axL>w(#2dg z*^1GY?xF&Yv@uBdSm4M!kSEH)d#~J1$+5w|Wc)a6Z}S_MF$3Uo@4=|K%8O|dHPvU4 zvr1lb6xa9sam}m0xQ+Ur2G?e7-F;@++3*cAHtB4RQMF z`T2&Y%}~1}>hdV}07R~G4CtyD5~!t!m$p9P4YkSRA&%5hQ+{&ob&H!ys%?r0jgq^Q zV8suUnz4b#M@|bbeBGm5tDCE_Gb?LH_WT}ZE}7BZOSf?U#c7~h0+|eUG^C)B&e_~M z@2*7SraowH&7HuyE`VNHb45|mEdSKeliOH3J~TNt@K`RScXJ-1S5680i9!#xCR0>@ z&2zW-b)rw{NcL2=d-VnPv(C5)`5GG`JJaYbA)~%o z!MTo^toxax4_5@7dRily-jWNK!sCNv7p|g&BZq3j-hOB`$@{anGXHgVGgaDl%p>QA zOv>3DbUWm-A{0i?rczfA((2nk644QDhX7V^dqsxFAs%(T8# zbmc=VBs=F?LzY8?>>(sNB5$(7wl22ZYvh`Gg|cSz)$l|YLcB_*fSXEYC}as1qF&u zE@cJ4Az>IypS&zI!5D&3j1|^ELq$1kS{ts`2K(4DB*6rJO!*BlN{B}g!p7~Wgo?l^ z|Cgo1h%aK+ALOX{_|Qs8>7_VnO8#DZ0v~aWG5#QrDUj^VW?aAjvF# zmgS3xVATw{NBzo#@iA?EaDX?xN3oG;wHAp%X&iryJ{bb*Ox~wgLa9D;yez+>-Xa|Z z-6^?W8N0X--Ad_CroL>SZ?=B;G3~oh_=xFHBwgdbC+z2fsfTeLa4H@8b@jm6@ zr-Ik5DO!}IC6&^Go;4Mah1I7IpPVBX5~H9?=vY~Hg3Y?62J)DE(`MU$UfK$qjrQqi zmp^fF#^s@7CzyMbUj$BAt$Gs7QWA0%x^3Ne@(DYp{$~AkMDU1r$3 zGtha@z38ADcP@eDvdn`hmOo1Y^*`lL{*&MOwDHnYg+{F9N~mR`o3nV^EAXJb(rN?3 zC4;V^ty^##`kcUQ^fQ+gv3Huba!Qjt0~($Fd$g-d$z++>;!{^Rd9a2y&7; z2!MH-V*xCN%K6~UbqSz#fC3YQ5~Im9=)OiM)Qc^&3{PG?7AMQ&EbH&X++&fi!7^fZ zsm3>G5UdPXxW<|sRT24aOR~C4tzMEL?VM2z)+(z|F~20H4jj*@;YWB%)>0zBw5x~P zctbyYNpGWL;BI>-z++KVwK_6u?2F};-7BP_%!}XF}dT!CY0v7WgQW(9Ye3G8BQ3f-W`t?>TC~r%TWdJwglM_P!}jqk$v}|h zQaR?ws5HGR_{f1N5*x)=kPyCt9*Q?31R4}Vkjmv{6tJlyu^h@N;r!9-79uO-MowGn zHN9geUD)X|Y+qxoe)0PNCW!pKB83+Jfm3kbvS8iZAY$F_MIWz~RCjY-o%1tlQ3&4A zzw=Xk;psC)E&=9mT(PQ7KBHymLm}T)_WITG2{jp|g_O*zJ3p$@!dG!SYqO5n_K(A{ zW1Xjow_Kc__nlCnhn3{_ipJ}VDoCAn8h%giq{`v;`@LsAqnG*uu5~<38eUO#{HU(# zohK3m>;~e8bq#Oj+Z7eGW(s7LtKTl5`N;WN(eRMJa8*dkXG&&bD*>HykK)y>g*28i z`5m6&lkJ<;$KuwIQvIV$*C@RBrX|$CF;#_zUPf$C8wuFUJuNQ5BnfM7KkMpm2oCr& z_Ow6pUQh7-CHcH)U0t|hKAW*7Z+Gr-K+3=NbWOi;mw+z`!V(3kmo;Z!I&$z832FbPZR<7H#DZeYSVQ0K8dIj81bJzOxmRAc?qM zVAOOYWkC0(l*ka!p};HYDEjOJviEZk63oR860-ZZbJS$g$Ps*K@;MRisQ_;Qu?%Le7Yy34!qe3KSBq5d^PKve6h@K z7i8G@LFQtd1P7CrkIsEHBzHo{< zHmy&-LlIIV1;I@nDbV3WOw@pW7;Q<9^4aYCzqJ670Q?h#X?u_iz|&V_5@B6zOaHP# zR6n1A-NzZNS_rPDqu3-rDCP9FyaKwWOyx=e$BsZQ)c@a%hi0UR(nd^BRvtx%xF(P4 z-^q2!0p13yrd1!@t%F~uN&s7V4=x{&G5)E5L!!O1kDc|;*F*Gw%#!kE!}jhw3^t^g zx3L_F>ZGMH`Ym;7@rs81@ru_9vTT1tGd8b$^r00nT|rX#1oyQfqoatL8PgZc`0DiJ z&lT*UN99`T^6GsV%zMsox*k)Bj^oYNmUqvxUW5 zwLfHaw}iiRn+rIuuHffw%@ikZW#W@*BufW*rB+e3!Q;o)yJ#G`&yhlS_44!{gAzsc z!L-RAqWZ&o#$`s5Z73`BlE1TW^gZmR@y@dR#{G2PrQHdit)bRT_PvcN)0uvyMTiy+ z+HWV4Q-)ol)UfX$|9Dr{LP}&t(IJeKtL=0Z8PT^`Ct=p7e}JEcd~I;mfaUXVgrCN6 z(2c&`(xGI&G2}X;Kkt8>U z(DI094}&4ge~0KYhGkTbRkrD z|1D1HlJ-o+9_pD4gf0fpi8t63V8ryaFL8%?-a*VH?UDwM4n$E%-R1!*v{3s1G3@|^ zaoT80mc&LJau5Gf2~Y;@bwLWabwAm29?~Fbq{$Jp2c%p}?r2NyU&w7iD1%~J1nTki zxbNR{IgIm{Wq#9Kx(TTobUz-Dnxw5gmt{p!e-FbMig@vkp`@SU0(Yt8hWsAD`;1jBNJs$JMh8w~TTu~yJc1&->jit*} zvG(YhF6W~NCApo`9{la1MFw|-e`vVzM}6^pg6>>#K5;7Y9;R@c7FRbqE)7PnVfVhF z_jEj%)rqDzyarrx9-f0HCx%QlZ|ARU@gBB&9!2}CR-hXPY);;fwLSf@_OZ-4mBBW% zz=pK<&6PpBH>=rHxg1wVRTOwX$9%2j7#)rNKOFV%p7;t*YLJU8rKvts3>Q`iZw)22 z?o@ao{QEKcRgStF_h^#+ZP|&PiqS2RMCc)I`R&gDp?EI`M3$+Xq z3&Fe}aK}jfwKXuqEQ!}GkQkeoeg{9Mt9&(0H2kq`CY}ub_OfNg8^k==kZ1F4Dd!0Kfr9#t-oe2xpUr zhRQwyaE$U8DV<~~D0v`*g%%WLS?HqfVz^!wLA_O zSod%UN&QB?8R%Sk2&VedfO4i4noN0chmk6CG552%*gfqM8{_$f^vyli{aBMj^!U+u zfZ$qT)z{zg>X>2OX1ZI3El(il8lo#Ld#F$?d5f&Qpvq{o}3wBufspl!nyCq}mI5T28JyqJJI=I3I-@)vwO7?nw{hwk?c(UEa1Uf%hI* zDcX%^J#bm|r0RY&GR?Jh$?52|#z|NG*M8rg+j@~z5U$2^3+_Xz3Rf(hZOt}#W%TD` z0j|$6wia>U{(WXiyfS&Ww2W0o&wFW|adJ8hs1Bo=bSCq6(4gds!d$G-?|8?S5%7*P zgDrz|qx1^fMyWJ?K)m|1*!{})5N26@*RyL6);|qghX@3T-=~5nwtTr%5Ql(=-qpfa z+2AJgf$L033?0e=t_zxHz(vVg-8ILmWJdaCXYdE(1JPma&tM#zN6k6f;w=ZTECH^l zy?yk_q1@IKS@opA^{@1#j%9KDz+>N@wYi<-Pk~@nNERU;O{z15eyXq%0JI1emJ9pNK@=r*`_S zz$6saz-h~x{6An+`r-czM=AfBYbEc^j9!at8GeCJ@U+T8g$fZq8(M=v8~pOwXaWH1 zsQ@yWL>C<>`xDhmIq1UP6}St9T5h<)!vQK15#>Joys~&Rad**cc+@-nefL0XjKGgJ z4+04~H@5}}<-0F3l!GWoOOwiD%LkJrw%0m2)^FK}Dy#gb8XNOCCd#q!^e@8mEk+SH zCF)Fy`3-j6`X;>#c5~~zG0O$B>;@&AY(GwX-qeN#c1d0bi8_0jVLLE^;`TS9+Ah2?T|GR4*u>xpQBJkBgi$|^;!XSq14GoV;q;RF6rt&v_Tqh}1l&69{@&UNuOy3ul*2s-WJ0d#pSV`b z?zH?60a&Bh6AFql{-c?EqYm^0Dct!JCDz@~6dhhuyXAX5sa{x`$Myp8$vU;|v|zS$HX@b!e1!NvS4~M1U%1|pW{+k}x&Lq9zgMMZ=Tu*up}H10s5CuT-=6(^ z3+uA=>%Q(wLbnHIQ+Aq$+7V)I>O0yr)Vzq2F7humNnGuPxZAA?xAl6Ya|L+4C8WeY zWR`<6qw^Wg@Wu~AY>a}N>x~mN2an{>N!HU`S4Xls9${l_o(ve$A!f0Z$ z-+t1E5k0R|pE`7V{UTk%6g>>|fQklwHs96wHmIAx5MHKv#^!SJGHIF+>^2TFM^8X4 z4{ywPGhh5}X|t{X8wgk;tBv&Gm-&$qCD8KR7XwJVf^U(bFl0ve4lJa70{R;uZv+<( zYtx0EAlh>yNpL5SWyIfT;zIceHyv{Hb7Vow78?SZ8VqoQK-l-DRByMJrBipU$&{R6kG+?o6Bd zv{lbg+(O>7W0l*ESc+hw)6Oql&gT1_COu>MAcGGO&5M7mXP;a!4h)uSX-A)AS3Nm+ zOg?&)sp|e>5sTznP7WW|XyZC_)KK z>=d17pq|iH29=|p$?M7O$c%5Tq2tHM3r__EFP?LHHX-BHOL0P`Uw`&Ht)GC=F=_h2 ze!BJX)O90N^G(LfAQmGUNayG9$W7ENqVX+gM$A?%kYv+(wR+TtCu6r0rlvj$JDnnb zmsjk2N)BiC9H)1}DO5j8s2fZxJ)zKQ-WS?st103?Qlfd^AVNxPK0>U`FDxuWyCdFZ zla8ChH*9FZOpsJRI%lMK0pry$J>fhLq#L$5Q11-izlnODQ&g;T?_ryQ@h7Ebw{sj` z4@sF$+w~@4ns{RURbU<@tc%XxG)CCyz3ZdaPgH^tWXZvDY82=fBt~Wz%dAdO6Xg1Z z;-5Qs%ha9HyOo)~f1AO+qR8djKtJOgU$hRge6U{GFT3Rb7wn2M*bP_T~o=Aq}- z8b1!-3~pg~EvA61>Q3^b^4!I3oL)WL=Ar#wFZ+JoC4WR&ykt7D9po_pa3uY9D0#C5)|-g zldT5ZTvPx<{h^D26|^w94t^Ohh=da4HCj+G2(!;cfJH+Mlg1D|AeRSn9r6ch1>{i>zk@UlY ztRM4M@3nw8d*7TX-WwpZ>u~vSg>V570yl5piIo@Y2n}=Ly4kuX7LXJ{?LZQw$}!wx z`unZY7y4CCk|M8mjfTc@sDM-AX+0}E` zu=2OiaWrb%b>Ynbj|1!6wETgN+#xGEYD_m;gkJWW+W0}1$41GTFKxt_t&yVo^xUA& z<^;~KSxK&|6=O9N6xM2b$?(kW%a$^JguL9$>kT`EPTsw{u8X@kDW+P|w#WvCk%k2} z&uxpNjiM7nb(Y%bilYXZ>3Qtw;EJ1kbvZYrwch!>juj*8`^U!mo$$+YVFIpV|G~o~ z^j^2mCdKnqL-P3svVf5OOm)S9*~`(FC=tRr{P7cltwFu?q*=&NRl>x8_1uX;i3+p7VZGaEc4Au zmxdsA7CFyzMJKQ8i4rDHF`cq6)G>V0nnZjyeQ%2T`5&yWU$c`EIS)PQLJB|coq(`T zQ`i!N<7O)e`auMNkRoiA0lF4|?c1a@7H!`xBxG9-+O$r7nV=axYA?v1qBvzn83Exa z*Qe9c26Y_?H^@MOtOu9IRZliBU^_76G*y7zGbBFkxyEuc$jTs4M7CW9LEb0G>rvo3 zw(Lv9JnKNj4`R|VsIS8UcXrq~0FHtQcBNK6C7Q)%j)`j$1PvRYABw^=8mSwcOq@LaENw=I*7Nzy97YK zQNqm!rvp-Q=xk!d+S2L4C>ZXu@o|Z^zg4PishKUP`Nb@MI@lvX@)VW2e6w%;PPFvN zwlj$2My!Zn%mS}k5{}J%qt;twldNAj^y(bLF-p~tJS5;oJ!9Ri#nsC0`FpsH{SuY- zv^Adj&*Oy7A{dx;#)Mli@D$80}CtD5Mu>%mpw!fg@I@WX&Wn8vF)Z}fK59d1e#tFh_VPZ zFIoeA#>Ok}_?9=#Qu{x;M zf`s$_KQf!&%$4du01%H6z&sN4x`v$qmN3W(K!*4P8#;mP&du|$#7=K6gEA3}o`~Y% z3TJiX6~^pkhhguJLa>BPdFdlbDEyB!gu6V^j0Wmq9Yfo2^+Y{WZ+dmP{$})%oZPX} z+U$QmA&hMzzr9{K(uH-=>-qIaEC0~?VaP)@LdXkJm;`MXm>i_%J`f0cC`wMY^3|^p z>DT{~G4qx2yd=x<9l-{YtmkNE2%s)J3L;vY)|lL)sC1m{HsdBOSM?eIz zRhhjKZV!Vpt7GTNZ<)!CyvdVTRCBl4_}STz^A*vJoxZZ08M_-lck6@i1sk%+B-N~X z;~4UskL^*OlBiRpS7=JkhcNF``il#DW)inVHPDPS>}>T=)FnqB?^IW<*fxLBN*Va& z*S>Ix)?`E1X}=Li6SYeC{VPw(bALY8XRNHaKk4)30emS=Q=CNy?t*m--cpYyT7Ew6 zF=aScx^RyxJZ!E9lEX~!LekuPM8fp^T)(MNf8ZjreL6uyXP)=cNQ4h21J;fe^6L^qVRBBCNX`roftWVBw} zQ%-gB_&SUQ>M&b=b0tEXGZLu&HKPUGVJiiy`4@SLlJ=4x#6a_I1zl}^uG0a5Hv=uy z&Z$Gib5%1V=SJ?u94Ti=lap40$n+|YSH;m=^*+}p&$HYh;ME6Nm<#M_pap{@Mo{6* zi2k6LrG-Q$8=S{{Ctf@NzfS^ww;`BzZR5EI z#LD@==4%rF7IxS1nkY3RRY_xnnN1NXId5_hMC+@Xi-e>$4g=<3BPD8HAsPs70`7BF zS{MXRpp6R0u}6wJ5S9b{;1PsRVc{F30)j8&S7+u_{e1rX%^qPJYA?1>=KWEK4|%Zn z{Qtg65NV(F9;oJQ;KYSs?kMN$E8?>$4Lg^ljzOzCz-OuAd0O*qzgzdgo2Ts&RaWa# z+?APUEYBbm1)tR!DrEy6s;|_sU#T(X-EZ@Z=k5!-GnNQQ&@o%eeqDv%KM9 zB7}d#JOuixn}I=LUFMXFY5>4;;yiYiU)JRwb%A=dTij;8w2_RjrnWWq_k?g%EQf>g zb0Gp2X((YKG4k&z?*1~X&&6q-s{@Ewt9sIXwk>K_tDlD?)XcX}t&`svktO6#pSe}P zEhKf+L{#~sTUA$9*m*7h>MYC2c~T9LoY(xfukyti3Nxd3guEst=b|ziPOGh-RbLDCejXZqvg2L(rzwa) zLYR{RAwjbA(5#ZUz!df4P;#gVwwGy2jX zwu>?ZbPaP63jQTxew|eR{M*yn2VnnsJbrjjo`m9gMDtM403lRn1i3l-wyKC68v%7l zqiLTq49*Q!ffmM!DP%`b$s>NylJ~Oq4X~31nm9^2;h9jbSn)9z0*a!w8J)EQp33cK zOXp=zaRKGkm_)pFX|Mj|=b^Ok_8ALfQkOB2&ttEq%3~xsC)Y9)lE~%?@(b?g8dp2b5w6yy^ck|Z=Z|kyy3rG zjaxw$%K`#VIhZt36d~lu6GRGSUj=O58D4RMnySAX_&;DR3c{`Ok zGIP@hq~Y%9VKl2igEu^|Y{lgbq_n0b{~AE3LVyNn+us6}a{rQ7+z`6l!4N@SrVw^r zuevDX>I;z!M0tTo0Hi*HfD8U&J}HFRD|6&EEzBGjA;IxI{EHv@0#o*~2ABa8VsRe? zWiO;OD4vcslOxQgXtqe7kFEbhlH#)(V8oy&{p%$)_czehW8*+_Wf~a3R8`=#($Gtx z=X+cHh#56{t`OB??MvcOyXsxJ7qk{Y;?eNSdg{FXB?A95^Tb?+i6Z|<1+fGKuTHbC z9n(8WA8V1zShdE}`7NuNMl^cynpmbN^O~+JBDzD@L5>>Eo9{mCz1iBOnMA5xu0}(p zX^_LuRWk3V^d+g68QW=(-LIHhniqCDTVCuH;yt;9wXI0AHo zNA0ZqY*StxnJ%qa{*Uopuc*bhj3y^5#b55a&FoyNJRp|an?yIMMf<*BtW_=aGM#Md z#_m*9O&dbOmvAchE3xd6ncM-1eDB9W4Y!6M5e;R72v`bB6K>>oO>o^-@;`y11@W~b z<;rR5;xA{JFd@XLGo7_YCk_2%?-*YF-&%mJP^_<{kaQ*KSf0^}pYwj7M^nYgMW)Hq zZs%^Lz4OdGoky^ACEwY9==Kfw@~=9H(G5Fv|B#L}bsnSoi?(vHxTj9nMp3439NO8U zoyex9?1yDN~s5 zKAX~Xh}|`q#NnRDB$FH8al0L=e2$C;W5veD8DB*`PX&4_kPx zbtpP^fGR_(BYR|9isBr6=|uY$AO;B`!nRkzrlJso>Wq=S!|~AxVJZGH0SNPwBMWx7 zXtdm+*ZM>G>Q^9g5OxF~>r7zcw&)H}`Pu-%zfh7#1HTF7A5yz5-og_kTiN*N3St>> zX&Rt98Q3+63|96Bj=V;IYL+_!1JaO(N&r`b@Fw6m5GL|7F#Y=4{8x8Ww0TF>jr!~ZA=kxu?GC;<3{Jd&nJIY5spG(+OjxZf3yoO7~&Qzo4>R-G!G<$l9^6e{O!B_SU zB*{e6{uG-;_3QnR=l0(&y2!_}L|Jr1f(|Be_9V)8BKqDSBD>Bew?iV|+&k8f`ir-G zeGKQ5);8*FCf6iJ>B_Chnj@hjy74`Rb?d29bo}N7sWTfkQv1!g;QpgkA=J+)QHwO! zuG8b5+>f4#>s`;}iKKqt`KFz0Aw>%Ewy)HNs!*TIu^{g;q{oZ*{gw>LypEdG)m!%*r_@^f3i$qZ&=AD@35% zz~jI&HBE6Mntr&FKKuQTRbfhgC8&b*w^kf;FxCEJbn6V&oXd-blp9kQ&N67G+&5LA zV$zhoKSj)h?WTP`pYHN(jn(A|>cZBWILyNWKUkycud48#jnA@rq9hwAwEMZHZC;)9 zh)YCTN^xO;(qcpD!^p<{fl7q`8q)#?1+IcQ84AjkYC;xK>a~)%ontsK>QX-Kpz5lK#Y%Mas0!XfZIn&3Y_j|c}-!T zQh*y?=+Fj4ok)}eRhB!bTBCfd;O+1U@XLQ0JfuX!r@46Y1iB1xw~#CpFpD?>=TRj6 zMcAHJ^APwE|ab;0z z`OVEl4jV2|U_mYg)D3U6(sBYteH&7VG!;B~3zopRthxi&0%AE2p4=w47H&V??uII3 z2TCE9#ACC>*;mG+X2Vg~=?r-z@mc0uRL~nB%}!q=Nk2MUQNJT&`jkE5*1Dfqq5sW5 z$EmsJdxN-^HQXV(l{qh1YKFIR;beu=_)ior>iuvXvu?#10;wROqf4y&`{@hutMh(j z7HL=bXrdBHB?_R#>bW%*KEC;DZJ}@N_`cK^s+vnurwE1plpR8}+B&nP_iNGJHfRv! zd~CFU5`Wx8955(YOwU)IY$~qLM*StTeCh*_u+*QBVD;ge=|l8O!~Y*w-vSS1`iAXL zCg(~{5gplvGE|HVO11u5A{oh&v(zRA<&eYBkU|uZGND?bgHv0Gm~om=)V8~b7zWdB zGK0+_bNKG()qdaa_pRNWMYN4bAvc&RJAklA=j1lhO-VTUdC6eudSlau#}fob?VI9*xua_O*aBI;b3S zPJ*T=50Qj6b}Be5vk>tJl+9MfUUQ@HQAjG}zeZfhh4X?kM)A#J6n#gT!!m>L(KAcrJd1*@ zU{IEJwq3eCa82O>P5ZzWevl}C0o2s<5IjW4N<+2;_DKGo`oJ5J!67Y^^55VIPX*x~ zIh_z}#_ktlL)hnuLeb?vBD!8d_A<1Yl{vaWWesd{vNdvf*?=;vC21I1+||H;H^dqL znk_D{Bntl$8Y;}h40ZE9E-L)~E`IZ7!wSh;@02v^+GHQ3tI#%-W$B%Exl}glls5|g zTES0w-cQP&KMMNr?DsVL5e++Shn=QOFBL+#f{)I!wOzxX=$7@}Cxo-(NpFTv?UC7h zykUFS`Bx3Lu=m&cN6WHP)@5gRJSXltewB!&E7pV(a$?JZ&D_UG$(`%!+5Y96<;sGU z?lBwEK11>0q&XP(eXJuui3>BmKxveU7fq6D2MC#|&0O z3vXBG8CUFdHJe7|3sVpe?I{=0ps{^G zzH`ed6rP;=%PtKqox#D5xrV=kLnr;MWjLz|g=bKIkyjQXtBC34KPFF@pY8x3>Pyw| z2U7Q+AvmK8U-HbwDP~Qgm+Z3)DTVM~Aw)fYNhr5O*Y% zdhK(5ar@T$@F5X?s$g#Ri{A@<+EWt9;G$L>aSQCMjmmEBj?EqWWNg}I(*nCdS*YUI zqKpEWJb|(yhs}*gK9dzjTdqM2AwZKHb7zD8Nucnx^xI^DT2N3Z3D+NzZxC%XQWPxg zr}P^zW*9mZlqOkl0sc&8dkO}kUDGGMBGYSCAJ8dPnMu%)-Q2Nqts(3_(~iek$ZXkk zYX5SDV`~ip9v?jRzP*&$p{c4^x~*U7bQFE8$ywCoxsc_4VZ(2@?JMtwY|8$rMB&#F z!|XfIJEse4{$YW4fL^7ghwT;fVdFquQ}s&sdOx)6q(j{+v$>;9+6iH<{(O`&AmvnlAO6%5z3vjj{44{Xv zKJ@W{H^Dd52^?A}P7mbL*ACdxGxb4N-^c75q;Qf@4|pG2|6;7cBzVu57zs~xn*L+t z#(+CLQ>$g`0=E4hIu^pj&{+qD^%&U;H1r{`T@9bv$;FC^ee$xZ_oY8c z=qwPF8)kGVf6qUic(X}O-`DUl8L9`;n5BD@+R{6mplhh}Kw8I+9W}Q`6FYvHPOOaA zYWVFVVKOFOUBu34K4FwRw)!{aPIJC?1>^YqLs`4rWQt%*ua$!5JfTs@6RECSH?z-r zHY@FBgVOBer8jrL!pOs@p$)6<$a@}DJtKC$r#7~>?PNl7#`fuHGqK{V=eHjp*!PZUWNh`&%f zvy~fD`&l=SuL~NEw|pK1TZ`0LUi`AZ@Oj#XtW#PFr&BhaTIrVKf46BpG@}LI_KsyW zU6)07^IC!L0@3T!*#Z0UL4RX+3*ANmzJRyx7%5gkP1wPZVUXohsw_0OC;ZL4ssjF3gkX|DK#awS#v zc>ETP%G+?|j)PmgOf_F+Il4ly$+dK#1o+w5eAoQXfS+JUl(+(#`A@JN7(k8GIzq#z9EaP9E5NXT zp@g%7I|0lT3K6d`-_TzuJ37uphd?ukXp5AhVke z7LNR}A6+RW`$s!J`4dUaw!_oK^H6q|WE49)S6gE~QjZJV{o`|mbhHbG{!U6t$3rQY z&v>b4tw}~&fmw;S7)@Vi=YOwfgf0pP#1D0Sd9CHkf|K4X*HC9HUo)<@JKk0tpYakv z{P|r#Z=S88eQ3o8m~PAP=Z60n{Sn_yZcRs@MJagO(AZN}<@lQHv%^&z)O0MZSWk?i zq$32c+}H!D-UCVsUi`0muYHN4)q%RS&VsRb8TC*B#H{PnK5^2aX3#uGoy0igF_%Se z6rZo4s@KFz-+pU+PBp#Z)$FFm*5skZ&VefP@qcDX<&iU<0lY22@gZ9JFTi(~(2e2_ zamvQLM^}vJFjd+vWq!`*@|!FN#2o6XNx|OZlTuxhurb`kAA9aA@%c{fRBZybc z{oov~ILT5dY=WAiHt56)+oV9~KYJPMPMD&yk4!dAg(mdDEwv#nO@14EQuiJ}pLTef zN_!8%ezQK>Jek~eJFJQbed9GspeL-Y&#vmbnbN8!AM0H=iI>X@T&EqKZjiSa`L~GkT$Hqtj)sGAjNO{^Pg{e6oZ9$e;-9kQzUHd%%f10IW1HZ$r)Y04&h+hNIyAlbWV5{Ep}C{^p|Kx< zC4pukUsEjOc_#E1zAd)(4F*{d)KyNE&ctT)%+*6#UUw>}_2-wD~6o&P1%sz*c8y56b4Nla&qqEYC3s1@Iv;Se$#z(zA zg?m{H$-wfacm6u!SBvwb$#FCx$F^ova?v9>y|Ud)3by%p>s9RI{BC77^H-mhVAqer zj%n97nQ8}`x$~sBo_wE4>Q}AdL7bO(c}0Z$&OLWGMb6JHd;)=6eb%}=j%8@CA>aQc z=YZp_m~6B?VRnZZ?I0*|yyvdtih7UQ_av=)WDbmTP|0WbLru%r*mj-y(ndLTPr1%@ zj7#OW84`Lc0nv+p4?)yCTAk$?b4|$UbU$A9G^F#Q_RdJUTU1Tm{JTcJ^~i}K<;g7R zRUf3>*lV?|q&(;MiQd;yud|fXqnaIrhfU`imZ71BG;Z^;9b>c_`7aBoaR>~o?Q?09{9WPwcZLloPB)I#%C4i}j5(GK@c% z#WlK4T2mg3A9Y1+S&e9l|VH^E&0_3@mfbtf*DXa4Eus%C2I(n}SDxsR?5O+0IC ze>GmB^ho}CGn0Hm?o2M~FI>FQ9JN}1oTehHYI>v{*!4R7c4Y^%1Dg2)U`+d73}24j z&U<<7X5$!-@kM!0_1oTL(;teJhKGcmxP?D-Ngess-rT!|lD>DP^d8Bnattz6RNH!v zl)l>Ay60HdaZOL(WvWj0u-_9oe4KQ0*V@OwbZX<=3p_`&%NKP91@DIrEi&|W?$o#k z{_!SI-ykTlNj&`#%h?tq4g))2fSfg?IDupH5kt3){=v?`*bp-brM-@*B0IpDjw)U6 zJO({_JM3Q7Q4EBDlJBb5X6z&|azA2o5X1lofEt(shzfvs?Z?}x^oDL|x;- zU)}4T_{M6PyGTQKA*qqIZf3@?UwSqtK`EWz&aj{T z#Y*qp#I@>CpS&_$>ZiJg4~gV^8?{c-|ED1zskH1v)9^mhw|?<$C|@uN<+W~_t@iZk z&RyqZ{E_=YJt|Oqpnkkt>_F)}{?p;GP0Wg=S#J8PHM7xE!Uy`YQM+K$zG`52`q=WMU=Hm zneNOB-9_2sLDHs-RoZd4Kl2v3F`|9qd^fY6zH{*{upqxrFGq8v@HKg!9pne6zUpI%qeRp=o!jB2(5b^qRcyQ~X*-P2&gNnYoDJsjuagE>9_6y+-ba3RvAh{U7w@ z)@W2H9O;#k2^!|FvYIQSwuF9tI#K6OQP|-%ViGT5uDToyI27SZ=)n{KJ0JSXrOrZV z^=hu)eudeD*EgU6gcb0i6;*pl%y#>v!_R|=xmsoU)Kx}{rDB~R>XvizlyrBBl#0$b zq9Bhd$fI+DMzsTRc-6Ed*dGjkOxpa+YKyj>TbEPz9tibWuWI&?xU1yt@oYfrFEDe? z_O0%zHPs!ljT`Y7@CyVwz0ziHS6l_3>LJuwAeM$H3yUGZU$%f)Hpn%^tAJ%}4r43| zg?#});7>qo-$4il*UkFEFmCLrCwS{c7Bib?i=)y6O#$lkOjj_R^fuWJ2 zao4JO9z&$u1;i-;Y+i*uya3H`;sprpX?-^r;M@bXTiDs`hkYBJ!Dg9U$xeJMV`i2h zyR82+`#kZ&4O+&_0tZ2{I73M54*N{>+EKn^_en!z?&u@f0ORJalFQp38512VO&G`F z^K-lCw=rxY zYWB-8HYHRS?*9}omF^XNtGUyKn7ioyVlmE3dBr$~->N*F%o9Wpw5#`?WB3Hht~KoN zdwZOyp&sQIZ2?49kPz)56E@u^p6?{hvsnxIJ%X)>6J-ZwINFpI$pynxb0R05Z!bNE ze;<_0OOL;jKvUV&=V+dOo+5HB@%Pt`^Ug40-59ZCMF z{rh%89qs69?W2Eik$U~dDz-M1?W*K7%3Ky&!yYK-4F`)z>fOiLKc zv-^xKfJ@&dnd_$!yetx!rXl;+8MBb2*139BBW`NH;JiBEhxap1SbkuNA8Al#H9Hu2&g?Bxe@aj zC7}6VAT$ZCC{nlRszmF`z5mq$Knx74KZJLwPx(VVyki2>HRK@ZV~4X+Dl0B%r|Tve z6pVy5&YW>yc%59^`kAhkJaIlz$D8DR6skbU<2g?D_J_%M`_~ML&0%u5T>8cKOQdej zmznv&bpu~BT|(vzJaPSxVrFlOb-RLfy~}-Nt|9!IgI-wrLacUV;Uu`zr8gLxqioVD zDL$7v_J?}E;P+1H%)K0E^|`;u>yG=D6(ev`4iS~{IOnaWJelL$k9RTYlzCSrD}MRH zAB%&`JJCJ8c|8eNw%f_{ykzX_cZ>YuATpzf3lhWTOlZc5U(Sy+IcYD$Dkf-LrtHjG zg1O*#5lG_B3XXIR_`t%t=PST@`2)Ca4@5@of}^4ZI|^ji}`@*ne#HPE%yPGMNPs zUq4gbc-uwL*C@knz||+IoJdHfW<)f8=GI2`ud5fq?nuN4-AH*)Bm90!DE^eZT~JWG z^a{B&Cz_MA97Jp11soLUK^x6Jkeb-kJetnF7-c!A{6# zOWJ1!!om%;$bTzBaTseE3?l}>Hc-l!{{)N7pmL+W+{DWyi!O5x>_rAle-%2n@4B__ z{ziF1FW~C|h|xTt6p{+CCFZ|f1+oiAF5OPd_XGBUz|~27(2vLwg^(@cE3=~@D=~eE zQ6;>qX99%=@tch)bXk`IpHGD}T*PxHu72W6CNcW;zPEsKD zkg~V6%P%!W5wBswHKrw*XE1^1_WAG9eC?MWt2EwpmwSBHXv%VKu=PHiCGX35nXGl$ z2V9Hn8dPP>oZP};BOpj%g#IFtm1z9yS&%&VN3c6d-SCG2Zprdo_Zcih1d zaUIa9&ndzk+Hq{pnW;J9#%kWW3bXR3E8p)mbe~<_v;Ae7%ge8gG1#9YQyH*VQQbhe;I!#F zW8%qOZC*jRN0$g{&nGI+H+#!hRfKeoabklOMAmO$vl>$@0Ax$ypDt^dE8r(7i}5fN zlNaezpo&zZJDVUvdhjrScvc(BuY4YC8h>Uj&7CZoeYc4im&VCxOwJH~>khe@QEB#E zLGRJoyC$+4uPX@y9LJ!5=%Eb$?`FaSy>;sKD*~Yqt>D|XxS5`~>u$UkH+w{XS2M?T zjt6n}haU7=2^P)m)J5C3%k(_&7fP;>n@*ItyJv&FY@|Yubt{+pw-`m+!n7;Bc^odgqsn)&`>Q>rYssHxSh%m&`~5_ggq9;N-m8x6^#Qa6L;@rLMwi<-Sd(okA1uf zFCm2@94eRh^(GT>n2S+RA9IyT9w{c_DZHAvS?3am&;HALu*a9Yukq`SH z4qM-&6}F)}{tM7xCm&lVgn$w9P9Khxf^l#{e|1J6PDjDo{Bj5vVOK_cOUCEJ;^X3b zRZd{CAf^@e1npb|D?LF1W6p1W+QFr(O#7kG4~otsZ?Zc8^C;zRG1PV^mNCX0_H}_?Q$FlEUYHCnfi>O}aiot?a^;sP4~E z?Rnxey>-etZeBXg%z)Zi3+rzEp}Ew7h6siSPQh32{S4{#*@2mF)nP1Ufo5+VE=Rt_ zSjSSKU~xS!j@#%raTYc@oweAc1tY*8! zx8!@Q+pXL-2Ucn9Eb-Dr>$k5-uf8md2}|O|2Ztkv2S%)Eo1Ed%z*esbw$*dZpOl**W}*hikGjaSR(0y z`K#hQ3s~-6nH2R}gXVnjfRcvR@vf;>SOYt@D|k4+=jHO8y7(}L+H+4fzqzr6_j1mq zW~@t{&(IPd>aCX`;d~|4#dGOH z4dGj!On&S;bMnPvbisth7v-%q)`!}bc~G%gea z5sgbJ9jBdg!=$o^qq+Jui+@hv6#r!bOZQIgS$xaBv|-IDdQs>Hl*~2KhiEw12H14v z-qDa^*iaKibkRJ9#c{}Wg?&_eU~@2ZEDGQP-_ajH92nPO7OLU$8tA497_QyGNb6WQ(x3LhAvtAsQzdg65vVfaS?ZATM=mn!)=r+O6D270@p=#n!w$ExBc}DV*j_vva1}l*GWwpORn;!4kV#?~TOB$91**2RzOo?^`EKX^K*B z)9`(gFri>1RX0}m=A2UB=iRTjbxM$PQm#gm|Hx6fUZI#yWMAQg)r-FH{CRG18eP^B z+Ix~IF-i9`8VhXWz7+5uzBEXSYH5o<@{YMoZ{%b_n`A*l+!eEi&y7A}W<*nsRxd7{ zJ->q_aueTRiAQOHKN>#k{>w7`BInHkor0V5>AZzU;3+)W*>zv*)5;4nN?>cLUjibh zcj%5Wd;{+p>)VZ1gppdebbXxJJsJJJI`rJULP69g+JvrU+X3ai8I9soM4#a3SG61i z?V46St*9JW5=>U`v-JlU&1W*NKp@H_*Kn)8OxD}uffb{El~A;4TsUHFVoHXoVrNfQ z&{M7T?$mLZ{Mb$7i7faJt0mRhpElY$FvTKkv0jgE9it&)N828=k`hDE%6Nif>9ux6 z#ms&XyPc7Ld9}Cu&{VQiXhqLU1h(U&znyiwt2MHsH#BxpW6m-%L0426?91Cokx&eR z73)DVFlp(g-2G!avv1N;4vhT<44&@*{COJ9e58L}VeURbxOgC!{T@%w0mYtjz#rBP z`8z_~2O1856I=vg!SA!XBem3K%pP`)wS$u&1b#Oft_U3{%LI3cpyb)m9;Vo^7793^ zn?wg71Bnl)#{jGw;yb^;(E?u$FNb0=Gf${3@!VSd1}ZCaz@*rW9sADF;b3D>XiPNp zz@`W|eed^SBMcjnkq_N@BI!ST(@~BHhHo?W8xj|A8ng+rJpw5i>sUfT7fbCpy;OmM zY~CT{DZrhBF(U`T8{m!T`pBC=t_D1^_uof^{RLk4hqd-F#<4R`u(%j{rZ7giY!#K< zx4VdOa!S^$_qxKvR$pxaO);5=@_c8(2^`totrq}+xU6sXs^6` zp9ec3INI!H1ILy2` z^SSANg2j@((Yq>?wVBUs=UW;@i~s&nJl|#(tJPDcGyS)%C|5o@i&j>}Ixk~#o9!2n zXJ!bU(2fFNMLkrD-|41DS|6hZtDJ;>a*nwx%mR=A4^#rI=gjJ-~@hZ~Uw>OWn zD`N8p^0``~iRj+NzjPC3l=mzW%A03p)2&2tIt$MVMxCP_OvYC|UvA_7w9i*c<#ZUM za*_1cnaG)Fs+7mV8@B%*_KI|?R(+~Sm(9`TXeYli-m=3yyqVKK;~puDm};{YyLj=Q zRYa`Ht%#LLZ(zLJq&sqVPN?gi?@%$kcD3m(#pijk`NRgs_+a()U%WWwftlT(E-(CT zJ+i4$^mO1OhYlUn6mGLhCghvjFKdy{5xASTFl+Yu7mw7+RGYx^pF$fmGGXM>R(x7+ zm`N|irwV2~Ud0t#Aq#&5qirVxW#+%|pw6XxC?R@K=0xFV?t)O+efXw$j2C*EXVpex ztuf70d;z&6yaGf3jjy)@o@-Qq$qptdlJ(rkxuHH)pfPfRc6~xV_yrvCc6+WJ8XK2y z7Bge8z|@VE&&S~^5=LEBF42pY$SUR~32LIk;J0S0}T=u%^b#sQMunqX9ODa%4cfhPgGYO0ozPs4RG0Gg4 zY(U5jKndwBS9}hvKY(A|u;GwB4#H_5Wq0#?l<{TiZDNc7diZhlAIWV{9lSD>uk{!~R^ z-#w^_g{3G8_GClYU^CMi1>Y)x^Xmy<+>LD8ecWI}+WSqi_)b4fL#=%f=nMPQ!4@CkNBz=_PuH5@856SS1fy)3+U$hf?CWiU9cTOge;sS?1y(fL`w{G>-74F*3vuyUT6_mmfJuqdR5^G@5r1n{TTaI?dy2+VK z)r~iW!3(R1Vu{}pqL#5-h~Kh?My`7<{^T*{J5k$eGj_>1mvrV;IGuBWTN6IDcaT3= z5HBAr(G@bXmh^R{ve1)SP{$1*vUhj2D?FbJIbSziN{f!_j~1P&;l3ekmzIXe8+W+U zdQ>@XxFA&YkABUla~sKrvrLAikUyBu88M5~Di==b(&~mJ@;V91!+bdx>)C$NbON=@ zz|^6t=lpE^s#74x442~-?Kh{QT>bmD-up`{6{NvNn`M!bnG$+pX77=ZpIcq~{rWUs zZ#$%vZpl*Raj)_gWNQ|;fphe3N3wyGhy?232OFE2yQ@I-veeym_yw*z{B$_{8xrZ zAHn%CMt4s!{}`YS1PGa8082lhtrAIHDB5ap#{@D)rC>`S0#G6l1IeP&uuuaqF+lT3 zT4M+{icrPtbl)e-9F>&L{(vTa+Fph5jr-N2yfKDHDXj}AqrC8Q$#L)$;P+Z2LEw6& zh-i^4L0$$L9sm;n_-N!Yj2xjFTokMv&F2xg9QN4iE*MMwN)RLeSD4R~eqTEYyV+rK z0l62*`KA1f3}NWcAY?FcfOmBrP<_x> zDNxeEY&-tI(Kz$Hp1x^HM|jJlvA~1l&^dA@U*os4o916ucaPp#_d-RPn zjf+oXrX%9=J308gRRA29@sIU?M~l>Ourdm|c#@Lk`t{j=XH2~{671v_2s9$D22?<0 zq8?2f(%MCJ=5uWkQw$3+egYbtC~G$l7e|h&i#KG%PQH)%tSmS?s}m_7SPeq^k?y=^ zzMzFi8T=ghJo$Bc0;ILQCuVx%|E%L z{H~T-9+|NRqzX!6hEncG>(n*Ce#J8{wd=pUq=+Pc@v@~vCN(Dyb?Xn#WkmfMNq<9v z-Ru2qSC3!gyp$(Befhemr;+9o*G-j-p4%7APR#d<`)6N_KwYdqIh8sQ_P?Z{nhtXv z>kr(o)LC53{5D?F%p7w-TJLo+`&&Td{7sRW6720YF!r9#*-gux(Ma%}i+VUinxEB8 ztQM}MQ`bf6XjHtE>(L#1=eYn$zwx;mQdvm;rc-wg1Q*33SC2YGueDS(*@v6g2UgLa7 z*VP^ZsoQH`U_!e_bO}AT1VV=`_b|Q&(XL@;hsjvx={73ixSpHZM@qB8)zw$!vU{tX zj0b$LY)gecW)Mw~>72-Y(oH$PXg;_QJJb{rGk1oqU4c_Ll8?YweQ)|Glt%xI(1+38 z4z8agl=*&#Dw6J4jR(M|99R#WT9g7qECVzRE`8z=;q_Z$-2X5`NkS2p)kB=oDIW6a)CcwE#ciEJ*xx=Ay|uUsvSsb-8nK`sLz$UD{0f{SZxA@V7oD&fz zhH&{fJ#FibO^wry{90S<_6SjtSjKZk&r8}igIOGxmrNA~)R6K=wQU14%643?yw3TO z7{c(K+1~YXVX;PBCz1=CObU@y`2X--z9}ddig{o!bV#_L%8<*xq#dl^ACk_>n2lBD|~RV*j>aekR~vzd@Fl$fgAG-$bpB2dtdO<+;Q zu`$#8tXT%8-4sIkURGe5>~T9~qBgfSPUN8@2(#`Q7X>HN>Jp^c8tFPTmiU^rAgN#^ zzuC6-)sDd1f8-d?9``Afswy$us!BNW4ot3Aj$Ceuq4W`yW7i;`GDNPmD&CxE9971I z&k=lf!>qlnI+9s(X3^Rq3`FPF|IV>Tszc^Sm&Z-(3g!BXdET6luVge{`91C1BTX-v zIJFrffk#kV8hbl0DO!dqRbtfE)N=rTRi}v9aG- zbnjOmLSN|Xf7iNj)#pWxg7Aigexqic3UviX1b9yqa|kbzMUBwlX-Tmn5&xZL0XKJ0 zw)+2iu475Cc>gY98?-bF#js$-6&Qq~66CSMzlhZBVT~l93V0UjYk0FdIQ>v7;)FpP zlk+iKu!sQI5ScUmPv0sYLiy;Mu)G@H?qQEYfY@n(ui-j?y&2HwNU1|XCQN;#0pPMA zmm#XRBnGg^8}`3$W6autAw#f6 zCZhtleqhOc0h6_KLU6Ot)5n%_U=IWa2KDX84FDJ5z}TZR&}K7nK|$L}$pLm$U8K#; zv=oaj%g=08s%i7+>C5Zs`yuNH)c>?zk@#tA0tEG-=r>!-^xp5wvR8wAIa&pAyMC>h z_R(<=e$_jO#^&B3A9m&_R@vQc(!_V>thl8R%AcQI-7r}f37x2mDU*^P-1q077w&Ku z^Sh^C@dO*yl}2xInB%*KTJl6Ap2>BC3Y;LH^=|Cbk>f3o%6I)&3!p+0%!n`3igkxC zx@fL5&IPwoC1hf%rT+ChgQ1SR2C+5RkK_<_!tne|%xr{cd87Ec@|2MJMV~#n$c%;6 z4KV_js841h&GO#pOK+y$Pskgi79fF<^`HpGb=jf_0b$}JjMODpsakZ(VozXU#7C=COK}R->I^5^{TUzk}~|A?u(n1g-s5X;-n!?l|#j< zbUpVks~x_)yj}hBbMT08NG`hkVo18ya|izDCf)HN=;Ye|$TTA?&Pp+?bHxJ{4QL43 z#T=k>PHzv3>DG#Z=6B~!BZhF3A{YHU1NukUsjYh@ zV+$cw@GY~7_5%q|DA)(4sz|HmE&=|KlD!={{M^1)G}|n)5_V90vbNw@`J5|L63PvW zyr!ZEKGRdUlPAtjCN|b8?`GYrDk0D|(130=DxvM7_7UR&3QbZ4BDQo529O)nAsLsv zE$MZ<6=)2qUX|cj%e|{SA_u9y(rxDEgQV8sd6M;X&tR*W=$8CBiM2t?Ky4p_ zH89>-MH9?i&tMd%LInLEb77?>z_kDQwuhib2EiLZ^Pe?9KR`Jpc<=p450HZ(ZU*^t zEKCiD*`oy7z3FGrRpdV+1c?lQfk5AqiwrqL6i`PD3YwwQ5k(6?Wq`6@in)PcP6ekQ z&Nz@3)&*CP+NgGY#VRPe1$sc2Ll&z34`=#=Dv%oBhz}rJgAf`1TOlgBQ@Dt{}`|v+UHR=v_)H(fC)JqK*2UdrryEXw)dN zx*7FQD6OI+;+Kc~TTAU8n^M4?@GtO{$-4ciP|9Yx->p5Z5S&k>sX%=5;@;2z8G_?2 z70e`hRY4c7_ClL|MJS9~T2cawPVqAO;{(tSi;&xr({3V_Jr>#a)l}Qeizk&4Y*ZD+ z{t`1YC(@wTshg^=XY-%B3qKZ&WmpRg0%w(a2V$*<{w-^ioFlEsb6FXE`K@zrTt2ih z*`gz+QJYVYx;$(HcaKNHR3Q^gTiBXLQ-3f&&yVX0x`)fE88z}N$DPv~=2wbE_o=U{ z>t`%0sIn`Rbp00>#TP+zG>+#BA5ENJcjcX5-^R+})S2zuUygmOpZ#JDVT0!J)sYHN z!&y2c+FBMfVOCooarGV4DjX=1lF4F*Ygbs-B-c%z=vV463q>Oj9O<=E z%7{(O5C|NmI~JCAeceo`X*-bL+gK1RfXxtl+#1wpJtXP4ImWh`52|ruTH|ZUZi+WG zG)S5|JKHxj6fm)_qPm)Ol1G~O(mXEFb>dfHG@l)`mdjAAa!>vOI!`5LT3u`$3maDJ zbXN?mBETnet^yP>LFQ2F70`07rqhOfdir{Jwa#T^pL;e(D`5!-=h8A&4HD~yf7Jo# zGL!}p{i5d@qwLF;`R0+=f&~qYovVgAtVOy*tgppJPg(w6%GuVtV6oVGRq1xwO=Jjn zwCqpv3!$`)KJGm_rL9PT=>d(iwx$){8#$zhH?woi)IyG-{uXF$^r~Ik_Vvqv-a1OQ zt}u@`{%nXMiz7(w2f#u68AblpVY*}M8ln0H&F>L-{VBX39D0bOfy)k*j;IfK7y?{A zjtdvS3_!XY1I3*bC|q;wLxnS_qYwb6C-gFEg6@jI^ z7%qaMaLBBn2>5SHk#YnmcooIw&|zFG`W91!`SKvz5%;IFSgfnYy+5t&yK+2jho57E z4-m35ax_pj5P99jrG`sxI~X05{)e$)**y50Cp3_@fI*!`^?{IQ0P_biO_bk5#sJQN zIUh)@ASdAFBMkH~$efh&#HDB;vOXvd>luvRfl`0)3o;TLXe(k1wJjH5ANkSxo<85- zNhf{xfZw;{U-7WgVE%b)<)#K|WA|cNZ02uUwB*ySD)(wjn`d78Y3)CIC^kVIztx@z z_}yc3mdC%!zeK;k<>BA)?=_v@GwpBb?Ua?Zr%NZqOVT6@61N@t@FDrx;M~Ho?w^IO zhYX@W8@f(%H{n@65~^EO@k;Am$vL@c#_QqU)w26mt=4eQb=QE01U(6&YW6O-gMf~W zKYTin$JMNVEagMUUDmSZM-`1V^b2>ic;XewS*%)WecN!`V&p&3)U>=Ip{>{4vWcKQ zw#3D?bJVZgg+HkxF@F?i-KH-daA^L*qkVLGtFwkkYktaqT|T8H=JWV|o@3)N`B@ug zC>@!hBppp(0*h@`9a+{dU^obN&6inAF3w5oGc@TR6O0*oY$Xycn#u?hj|PWv<;7`k zb+`!&-mWM#`{beIjRsly? z$DN97>pK2`Zn2X%SvK>PbJl7~MQmKhTTrQ>>PAWvoBCXCH42sIuTsA?@brXN+%`z=yJu+D#;~+mmwXhsq8Ty0$<| zRn-TE=8m-w@1;Wt6emz=@`RW;G?OJ>E*|em7yND{lI)ptct3F8!W6$Y_0r_q-VCM* zj_6YpplPAuTL^)+mX~QVzLcOe=5-BeGW-K;&++Ou{+sddDJ_)lxING><@akZq3dC% zMzkIwUQV@*VRJwxReGQ^h#H@T8;A^@Zr25g82MAYp`7Z?()z$qZ+_6jUZ{mCIgXe+ zrIU;wTmgs&$Kxsz6$Dj$#?eX`v(4DYrI7zk==i5vj`C@U)8ROH3poen^H5xDiH)O- z{xc{=BM&i$MYa6qQgTr%`!JmL0y&U8xE%}tNQ*z=XS~hp(O>^Xuv+*QwPBayP<~;GN6$)WH=BzA2Y&w$$x#4C0T2X>!>vP9fPH4@U3^ z8)%Sb50N+^>%hf6LS-Okoys2|+$`N1a$Am*%fQ33gcAgzTSiAAkAx2oAP>bZ;qkyI zfAlYn+y(YV85|YErDdfJ&Y0yyFsv*IT=Jm6FeCp7b?Zh?u?l+{+aDe2Lq@0G3A5Zi z5DU2gzZ_?C*Ex(=o3`RY8Hh5gI+sae*-TL*Cf<@0?uhpjZO zIUts95TuH?DL2fQN5w$;(kb1;H-@FZknSKnUo+*{`%<}HQfa$_mrXG{QRas=L%%ZE zO`}cdKZ$fkVsjW}R)IR-C#G36E+|L+Qvd4w{ir?RCBKq)67^|eKi2zQgoMJ!%6B!7 zLB8gu_)Bb6Jp}EvO?r*Fn`_^CUDqEQ|rkRJ;D@BMlLy;d4@1;5o^M19K_a?L;xSdNGeN6;1vKKFz>w= zV@7}=a#WU}0?vjT$N``kbVSrHn5>v4LDO0-yAzwvhm$%Up}#I1gZLgo0SXtOw}Vzd z&O&90`>{%dLd;6Qr4ZHtatq>e(5H*@>56G*s~}&W7N)ls&{u3DhscOW5&C_c;d31HR`T z(L+IhLjnvv8l<3*ssIBp9aP$j#*D1dO=q|=vOfUlq>ef$n7D%upZ*!Ubxf1hKDP1Q zT8pi#-Lk%EPZCTN&B$e4g>{r~yCSDL2NnhbqQ+;$w?k^0--NWuDg&I$+V35?E0tNb zWN0YJd4(sNnVjbiEMI>yWIK!op4$?R?V7y!CfN_zep0HmUO@Z*I<8xK7C7)fQpW>o zMX}aOb;VwD8t0@Y<0ZA@ag=Y#F~ee!xs_m8xpGmYn=Hh6k(9pdEwq5S>$xx{z7yTJ z*hzZU*qJ-0(E>&2KSFO2NjtKAF}*8KJD7SyIrf`%l9sNNE^e;AX-ZN%KPe#YYPYzF z+U#V-VyAhhK`?zo;W~hD2H^snOounZrox4e_mu2-CeN> z483u?rLBEr+1$(&fNY+f!HCqZQCi-ydav{?wxm*b(@Sgi9CfNOVD5D}f0>aDPA2P; zp(-w7z%rkIS64K{-(;;=-GFO5yN5WCq;Az6Ecz(U)aSbNMWnP`SIHmS+Q2IpY>WJs z9Ix*kA+OF6h5n9#`0rb zf46?i0spm~6x#!BklZi1;htO4;&&Ya+4q2S!HH}FOhLoW77d_Qyy@{wdBrYsK(>5V zJ3CElzhx z4CL*O>hq>AAUZ~R+yZ9hpCF{suLwAH7@Yf--UM)k2?{v=ik5;z-9P{^!-|36z_EuQ z{2wmyIN~c*kw0RR{RkV)&?Er1)jYr*b##Gowup;SaUq;!#}e7XVTd_*z+vzsFyAA9 zAi~ej@Cw+TC^P7fip4uH^Kt~98%hPDfnm6VI|PIyjE}v%2L^K!(f}xg2xmp_STY&a z;CDkpB#l`IgF}`IEg551f!;vQ5i&%8dn|&0#SyWS^Uxzq?Krb!{Xk@Zb-cP{@ah9m z?lR@(;oB;TD=d>Zmbnqbk?Q%28@mPL0Sn)F!nM_14PCxif@ItfhObBsj7ZWrg)@E4n4lQ+Ph^tGdXd%(JmeKW^gv{5xwIeFy2DgdN1_ zOVN$f@-ct+h&MP~Nd7!f9Mu-L=RoUvvQo0NuR@MCeb;>3lyL*sL8!3kAUIt!d#55= zp*O5-lXiYG&U3W0@!!Uf`H_IACiQE*s|d&cd3A1&MZ>$ZK`~+n{vGN+M$PRw?+BF@ zT@4*!jsJ!XEPV7FpAyE}xBbewei(#BJNp$oDu1L+Kkj0&c(izU)FL4--tf&8x#>)4 zin30OYTTmk%mQ_GhGbsA{nbLji;&R1=3u%~*8}Y!%Qx?-qxyZZBM!~alo`Z?_uQJr z&y6iNMGNBB@AV@zW*DL8SUu?(GYz^zgLc78*=2`6DcpX$O!@7q z+YHIwjA2Rb$>zT;Ur?2U2QKMb%W>4w)ZgQo0mi*A{9)#XPw7=tu|N7u$z~3EYQNAPB7LdCQw69z?2vu+|K??r@&j4{V z9095rls6eu@)%o!)x^jdj+e`xyZ2pnAdW}3;fS~y6m-K0WUVkk4I@Pc3>zR~tW*+Ebct#-GgF?HG-!4SWChjA4hoY-i6G`X}ce~`ZW;sEB zYb_@|Bjmzj^uniN(Y_kdi3+Or+LZ()N{nQ~bbribfyi@!Bs7ufo>^u+&#`Wv@72YX z?^TWzLCtN$?B~W;XY)C?i_^L^?C|)VyP?5*+A2G58KbVx^)=Mn4uW0>W^&w`*^K5I zC0Xs^3D<8;*4(g00d;yEXL(tOGWWWFnq`>%PA`f=gRw5>itfC8JugGJ#yxs%xS97d z<%W(so+68Sep2^zuZZy}O%m!z$l-PC0$5%XH5NMD*3Y`bD%J}<>^7V?RV&?{aO$E; zq(rjCze&_Lytr|0RG?Mo*QktGp&#)H& z9FP%%gIv&`pm_?Cg|OTdl%*N8ZUFW~JV^Gy>SBXoVVd*#{YCr7-avv9yg?XcE%FU+ zVD$B!>X7b6`m`T-ygz}3c998&<%3ACFZrdIYDKU#SQ^}*B9I#bGhqJ?a511Y82TIa zLtGIEwHmsq*1?ZpK>(XEk1!IR{sF@+RMml$uD>k@_lUxKW{7urOM#`}KQ`~*_|L0T z8<`}jVup0?oY!DNxmX82wt_Kejg+3p3P3*7%#9N&ifIS@HR~)@2^BvjO~RcWy$c$F z?G0WsdH|r5w9x-X9FBSaVUS@&rr;CN(fgIqzGjCGcN6vB?q(Kbx^-z=>4QnZ zF}DKZxIK}>odw+S$s2C@Cfv~*TBL}YHf6!Q=S7}K$79~5U|6}4|7c*aAk>5hN>NgU zK5;GOfKN!kkuW!5W6+pk7m;x_>qOc4 z3`-o;A@79(mxHXEtM=n_=fTK4zzN>yA&T3ZL`V}ppVEC4iV0T8wBK=>9T0$z$gVW$J#dHv@sO#4q z{a17yH^&R%4W??_^TJ3kyGh!_{5z{{>9!|vGE&2rjb(h}4-;mW*_~rq+Vihu@GGt7 zoY*=IB4^l(E$#}=Q@l>+^MRl*T^jauTdzW?dnSsinMF3sWz?Z!4-b833rDhL4%w?| zx#t2!p@xj4O}#8uU03|?P-1_9L{MhWE6FP@M{NNa z8YS)z5EF2v{tsR60Z;Y!$B$=o?L9NEbwfspBzu!}E30fJS4L%g$lfC>BFYF+l2IaL z&y1u`2!)7Bq-BNw>s+7j?>`=o|HHcOeZS8+?{l87*X#Lup7TEMc{^aV(THhnmMU@T z;T?!KpU9er1BGVcBnNPUknM#c1N?=E0y}gAL>~h9OdvVbU6>@U_eOF^6D!f?fbK0! zBB4kE1wY*dbFd{?q<{hogcGm?_}yHIY*n+%S>e2VDgCel{mE4UHv zzrF`8paI)OCJDui-2=RX{UWIcacrl1D3gQ04aS8IH9)B^a8`72h=BvmTo?q7D~>Ww zh_Cxf4tN-(bVHlXk(74KSi-x9XswWI+Z~Muzts%0tRvpWOKeKfwUBtxZ@l9S_;f5Z zXR+m%ZQcOY6d%=}=?ei47wo7HmR-$Ty1~pxlUV`_go(K;TI05#kAj*FoT1^toIEXb zUdddpTOP0X)t>UP28G90f|pftwrvNLKewrNM=mz3kX^RV7$Ni1!rk^x@n{-1;cwg_ zzc3t{+~b#V@P03I2=mggxG9wxWhCFZo^NU>_cRxPu;o4^H{;b+P zaqjMkz}BO~T&I-yf$c9bWPV)JKj^-!w7|2zZYt*$Le(?v%r`FQ=iR(*7rJ(6nQ^%G z*fL#avSEC`i|n+|C;F9Z$yD1t%AQn~N~h-IddS2-wuapGanAE~_IL0<5j|Apa7sPv z_JH!lH$Siq6NhD`=Zh5{d4nQBH|!?cLhi~dz0NBmpTDb6xi(imr4rW2>et;DBAaJ7 zNgq?=4_kDMv@!$pMk`O1<>y4rt51CA@n5|5esB82OQnW3&XBJkegyb899_Bch%8cs zhyA(pNSm(|pL$K%i2+b@%mMoNY+wXhB~A+61(01B0OxY3GFFEGM9Qw>2SN7J_?4yO z!}-CfDWO|l?HT#xm*sh7{ZjQIIe$Ilh=>i=DW`L&Z4xJ=)F2D==DcEgSX)s|Ck5gh&KIjJV1SNETW{E>E0`fc;1ySe7-}{+G-mB?dyJj3s26$X@@8ukb%nltR)o ziiZz0?`irsoyFUohW$O!bQ9eFMU;(*FT|9OrM?ss(nPwhlciqwj3^bTbF!vr0$_25 z7gC-4?OP|-yFSc(npM7>yq%XM5-D~>sH}VPo0LIc=ApIdeOQRYL;M+9}CnX$G?o zkmp(Gaj7tTYw-6gnBVHVF@3^yEc_g6q8E>^M%K-QJMz|)%G}i54X`9q)*7LJ$l4PI zk-R}Sfkp&|sz}qn%orw78QS_rRAU1p7fnz0_JnMCwOZy!U1m|a+T+UpSQokRSkT5n zDYS#Tk&(wGCK`|+Auo;i%{`Qk1tI_JWR6rwJ6Jz(0(9$pMD6WtdGMi5ia-ysE6U`XPV_ z_9VCr&4s5>BT8QODPSxNEs8Y>uE=PJ6gBZbOM=^;pnWhqfaFsGab^Q`44O0nI*Q~B z{CjR_<})-?3S2ON4QLo368e1Zw*|5(@D)vy&`w~Wm1z6xD*TBgm>@2!F)t5Lfufq8 z_eHlMa`!Ll0~8=j(Ch;eLIR}wlt1R;_#)%Nfpy8`cIrmmDC=al9tsorb>PO~_6geW z%d2a#EoD zd|6o@@2fnip}kwGN;WmWj2UswZ=V^dUVb^0Sb60)LE!xr(9IM~bvba%N6WDQFln+U$#J=>aI=h(#R%mv` zd!`O{HM7IOUL<^s(AHU)cl8lHlW0=XuI?I#VQ-LCD4V(x=J-&ld|*0LhtS%#Y+ zY9t}~Hmy#U6EOJvmVr45CJXrLasqowIeyAw0;dQ{6bvmZPT*mV<0A+KiV77^$8ne8 zh~YwuwQR$#m-vdOWdX(u+e}n}4g0|b{Z8n?Uq0QGV7OK?4tLMP{l6A)S-|mPI_6~g zI0Q6-T$R?q`dS>m4wL!F$ufr<4|Uxy!xL~&_W&JF?s;^#F>E`4zE0@z&3Az47Es~z zNT&;S`hZ5ke+M%mDRO#f<*`-`5Aj0fm!K6%iuC$_8)>LGIaE{0O<*%32Hb2 zmvXv{z@FO=DG?NBxqmqX+y_NIj>nLAorJ{eY!@tjE}ueLA(Va!btzmP4||o_X5DPn zh7jz209^w;lf(Vi2Cn-t1h_#uTyFnEx@vC5GCX#j!@`m2?2${}=NwlGh6{&hxBS0< z*j3nD*xNn!_nZBmZOF+zHMMW64S;h|8rU1Hm@*YZhOVvHB3wgW!A^z~cX^PGQ-<)d zfHd(@B{cXMn7CBk&4fe?IjNPwgE$Os>}#vdlr3i+hU={jf!#yeZN?X&E2-m*PlMge z@w_Zq1@Zy9#I8^9_|F{2hgS5H^)N8rPL}49X59R+^9W7mBT+27)C8gWZ4sHlyY-uf{ZUyM%mbd2w5GE?S8fJ+Qfqh`#v1Q{Mj1z6W|e1SW-bKJtRP6I=|mXz z`AN(43!`zc!ot=kX4TTgb9c?F=RCTap}{rui6+jliu5!gvEu;F7CKy~Tz>+0S(<^Y zjIOZe?c6`jHL!657vnsPe4)izx9jZ(^M6c;hjt#`T~iCs-=q1y-5PBRy$?WHaD~-i z&=r@72m~0gi)SWe7!vJ!Lz*ap1L15^W+0lKjKwx<}11zmkH8*m1247`C1Q~=xp*d6K& zu!Q$_0Fm&VN@c(;*pM>JDqZB`FolxGpbci5<6whl(NY-{x8MTzdxTy{v$`C{axJsS zh2$vq;zjjVGykQ71EH~pchxpb_pXtBQS9oCg{;3O$yf)=x#2B$bNS>tF@ZNFN^5JR zXx%!;3$XSw=qlyJLkT$=hr!X{MA>=RW5;n>@(Kh1WoH$b>6DQoZRV`(Idh=~2_|+s z4ji`c7RMxvQ2WN~0*kd|oe15oF)>+1c5#P#;Yq_7FDrs%F7!(sMa9#44z%ULBxy`6 zT#QV=pY)1!Ap6I{YZ|U@<9LRSe>tbtB=fKT(EB?lu*bTwnSY>#(QX`f>Yv#LaKH_a z+S#Fq4;qOj_@5@*4o4p@hQtnUt0q%eOoT?xva1vgCpbYMr*OPbmj-`A?EEGIo!9=2 zV#rwme9+)d^Drc)z+P0&3LQ3y2_~)&#}S6lqEpS0#V*9c0tyg^kueZZ1;_^iErwx% zxa4&YAd+Bd($S^UW#H=es_Ydl&L?%$+v>y-J`S%7N>cBi5zhbJ(0vAc|9n#L%ttB}E2* zzEZz?c4IZP%YJX6Wqy5k*J~r{Lp9ea#i`1yBuGP$zkMIdFt(CP;i4gDh@#$uf&$gTC^o3 zbVVm*^bZ`g?GnF5Yj5|MK-2xKtO>S9?I*eg53!#Eu!^N_CNTQMoi^CgMIbPm9y zgZs{=Kbn`7jZEl=F-;)BvtSje@D@S};q%N2~*CGKF~F{bLV0P zA_|DMqUN@is*YR}7zUWmVTiv79RuHA%{fCG_}Fd1F@u%}m;=YY04;`)Ef7h(T!g}l zP;3eb#|MBi_)Y@Eg2mhaxynqXUiUD#5Ymn_h47419Bh^xa0&S3Ha3(OUS3+wNzICO4 zps=E0VV}cPxe_$WFC~?vvnSWXsB| zJPPF%AWVP>z|Q24x|(SdNr0Mh;$jZrXv?iU5RPHcLweCa z;H%&+G&C|WNT@(ybV3Y29QV)uN{mqbjNt0vWs}GG$7648S^+Fp9gb_Sz}E)~Y_Q5sCm6njFBVV@Yrv@L-~I+=|wC<2&M0mr~~gNXw!z)QU^!LX|oRA=Vl-?so;L)J{Z_jd9@eF>O1 zknH!cQa2XrdCWo;D8b+hx9p(vAZ9_BIzgm+Xh4rbpbEGGXaOFCA}5f2s9zDeK{H}v z#P(K3qcVs#XBX4Oh%c8UKMwX^#xR3ze4!HKccL0C0ez=D}b zH=M2JE~E41QnYO{?y@oS>F;{`8(3gajA54;e4eABQ!*DW%AQCo3))2;mqxUUk(pfU zhK;Wwv9BO(Q)iOGl5Z;l?F2Aqh7QTL0KrWQ*AkYXr8sa_2bM85m+IXI(-D28>nNK!eB_gwe*h%E-KnZXV8-VwtE1TqINW>&#n!UOBZGt~CY)A+H;oaS_-=$Ck z_4s?lFaQT^UYeKRhHwoi9!iGi@2;@`H94eAXWNzdH2V;wZlyJ%>q$X0IHs<%9I^zF z^)v89MN(kudAiC`{f2csc&=>jCMk$Bi0t+jwL3i=kI_MT!FhNvS$P$g)`ABR3pcX{ zI~lvjXG!tu4CZnXGG~I_t50*S$Bff~2L>|U;0#>yvh@Jnc_23ITtIPNoN)xyzMZpy zi^}bvGlQ4?1uRsokl{s^;qiGa_@p3FoHFu1&lzx{>sbUv{1OnLa|X(y1FbfR&udb_ zc{;P-hip$)!Hx|cqcK|uoYm+B^xjf5kYK_`*}qYT)E2z#{|dGI{hi-296}L{X`1mQ z+9X&za?67N0+dytu~UO_j)frw)(A#_-qj7n0w4{D^i-E45{q)2`}C%^!7zIQh7N;@ zFm#GN7Z8OA=`f5r%uPbViNN-V$X?+f#1c|WkSams(9!F*Rf7`tFMAWS9t3J^}MqLCs6-O-aU%5;n#gC#KkOM2x z;b_a?(O$8$1?}lUthl~ro~u4qt!8PQij6gp0(uxgvoU4rghR@mXQm#?u9SCr8*wOf zkOC)_K0Gj0{pe|#ewkHVbUzoPL~dAuA%!8huJ|y_If6n#4L4{Vba*$)WH5NRa8QVF zE8MW99pq1jD9p{eC&EJ%xScI0c+9FbILXS&WIM**Izc}5OH+s88EjpFOYg8V?~BH; z#?FRcb96H+uY%`)f@1->fc@}WC*A@l65Rb+xaF=dl z>>uML1*+Hr8)Kgz)nAU2+w`HoAMYxMdanxvj&RyNcdndjlv-IZtFAXQKg&Ry`Mjtm z3^t}nIBU%pGiEzwm56y8{RqTBPjYr~&=M7O^Bhe16<;%mYE!lhy(fq)w;iV`Je*2x`3q%od8 zg~9;+Vl)D>h3Sz#!@~Q-Z;dT;bWXO(u4^odk3*bYjOEDxAB0fuj7TryEf8D4+r1xv zjM)>xD$6 zmPn_cL4E{Twm%HK;+)_xD^=hX7#|2f#K_bXzmH%%)Rrfy%K^N(?u$}i4O~oD z9T!_=7;CPE?=ToS`xqh;czm{oV^l&W(4x0<@9oSdDmxc^9l;%#PY_uaJE!&n&&{${ z5P00xLGP9ZD`2UqcP;c5t)unz5PNH5N6U_KL6i;RAoC@KOXmggD@ZAc4T! zwm&k#Y+uQKWeqvDM+<^b%a51#d&+;8&$ixgr3Fq4^`jh|2nJv?3j3jI5r%2KyvXTM zS1yngV*jMP^tR%IxbgvN@rUsDKXMX02_p^R3%P@BAS8%n!HpjKiS}iP0+Vr(CrtU~ zH;GjE1I)}m1Qs6o3?5quthvdL)859eY$N7PL6IC8P9m3%UA+1GD*!3-c0wqP1Xhev zcnGAyT=3q1E(kKG*Z}>zUMSLn0RU?UK^o>1f}5Zn*Ad>3rU6_VWy|{)=mq%8g$qN0 zIu_6dZG=#ag#0-pbUjV)_OIe!_*@HAQKHUpW{2_5%? zX+rB!%G)#Er(Qde8Hjy*a>u2#v50&0=eEr1TTY^$+s*{qHK#*)-X~)_>0DN(X+Gay%)3m2=FcF)$w2Wr_C0n!_K~y0p%cG<@4c zwjsWhg_Y)4D^K2dPh!fhWTS4ZyS0d~HZ${hX;n~yI{Z$y&==0sCa;lXsY=FTCiRO_ zqdXHF+V$HhC#~8QEjpsG-EUGcQmGp9r=55W*lNOyy}xr59%0fitIoQp7;`;44Jzx{eFseDGcTkr&g>r5sJ4DiiJAT zJjJk%yaq7(F!;Lg6BG|kA-LpfvfN7We6!G7s7_v2os3lvt2QC`qDkmv3(w&&HY%mC zHF_{(Q9J0CUIk_OJM$XYoit!4m|CC@3S=|O29Egn5gS&05K4Un&=Y0gKpZU?M+?Im?Rjihtdo~PDF1Lc>3b?JudEJ@YINxF!{ z&ktZ7b2Xuk3{4EdIUbj)?HGP>DL3mVqdB=&`1Vol6qg6uF$W0F>#xY8E!Y4FZo)K; z_c54Q?kj>ciOo~mx&p$=0=GpC%e8O_keA?tnfGk9Ebo9Z>JPjMPmiSXAbr~nYrWy0OFk>x)y-fe@w&4 zV?^Xhq7h+fq1+#3fIsp`xljTsrNwU({)_(Sesrs9dYFR(&Z8E2JCDIdSIRaHmuBzVoaqcfbEhm2 zoB(E}joPv(0!VzHjE*QLM`+V1Vw!ZuRjZb=@Lp@h{pT80#u(*X?({MvBf*mNogoO( zH0mLbDnv8E)~AAH4)Y{fS~&>|_Znl$3-ygz$!grKoU<0%F2|8n`{r$m(L65VOUpTu zoJ#I4pP>nUDhOjRUYZtG+;fE5mMu#{DwW6h)ksacRzi-|g&F4ly9JR)di9HBTW0tt zC3Hqg+;5Y(!}*V@Ol}!yC$e83s5Q>`8pTR2-}%o#O+Uj{)WnId3SIJ;ZB=WUcTb6lX9wA5~f{rCZG7M%pSk~r$;#)4)~l3xFkG?x7$Bu7J6bRqmGHQ-=+;EOpLZ%X+XU-0QHJO2L1I(Bc-Aolb z+1$ZWmdx_br+sj_LokRw<=O6Ya{zip1bi_#>yiUNBO1BuL~vx9?zzw6iZSr&o56#b z*M<*fG@(>h@ZdgT0HvqmL>Lm>z&#qm{|gR)Ij}andcYz%pjZXYOeR?Bmtuxw$|GL3 z;fa+Y_gCMv56OBqRCo>1Z6e7XyW`o7#Z;S9RkX)*2CR*!U0B=_qC79+ z8-<0^NYj(SOPZ*ksLX~XEQJ!MyhAg9`iPcFY<<_SHZ%nHF4yxML4frk27yQQ{ z=6s=}wjkD-cak6$FDMz6rV>&7EH#RNF=FHRb?I}qv$R{o@7)iixgy&kVYgD`AKvZ$ zT5rl$a3oqw-6^-4zv2KrSGnt;^qE9`76lIJ>+Nwuhm_~TKV0YXn>wJ!u=bZVrABt? zq8#|)V#>)USm}p!Q_Q~rz%F8CuFAa6Cvxk*6@G~EyKyW(=r%m&TVd7Jrd8-T)xEaM zmqV6l1%0*}R;z=59ncaj5`UAr5>Nf0lU%Yoi{4}6wVsh!lnr+FBH&J&X(XL`q(Jt% zSb8c?!a&p!Y1P_69)&L#^|y|^oT$kH7k@`zSV3q|TU(IkrpvSbi0&vv)skgkPu2<#$XNlD^0FszHc-yt}BTih}%en4kKSTDq7k14GiX z3eQ^qwo46==bh~TI;_@Jah4{%wHKI?Xq^@y1V+GxAVNB+O%4OEd&UeqO1kv#Yq_5I zKO8HYbDXFCyNnT|NQLGbGk+`mEB0>J}gRN_UA!1;JW z9U;~h6v#l_h@^$khj$vl&%N8fnzO2w@ei}Wak3K`M>_J-0eTh`r!6QJ#la3k4hB%1 zYHHop+lx3jO%k(`s+U@7C>#Nv0hp8afx2pKQJ%+vNDA8|cnhbWIjHr!_h617 zx52pBH1j1P9$mSYeIenwtK0N$YJa(xR04La8PwK}4g4{BavrvghMq{T28W-9dCtGZ zHMg0&HEaPu8zi4H{R< z+Nt)FK0MN(YxLS#IHEGv^;_82Ri|MuRXT-6$KT|SPi}q4{(3{sEQPJ2(e?T+$DiQc zmrV4VAH95*#7*VL{v7!gMb;OVru|&R-D)svGk3*pt&)n%o!|Bs2O!!k5?g$L>WmUq7c+~_!>|>$p7Q|_yPYJIS1Vkrey*g*`hRUs)iRD0_7?l1a*;={fJQK!xvD>H zF|;@BY)JQS6}Qh@*KFdwYZRxtJngp_ndp~;(zVpKR6gBiPEId&jOKpp=2gVIEa-lb zQtO?YKAjC^B=>EB2}k0d(S#9o_FBq z`hElP2ITU_d*OHh8!!n>C9vAgGeq7Bz^gYaWdU{xLET;y5d>hU2x+B|b6^aNfr$oZ z8`^;{g_uEf>p2G6;P&!Z$(#nl#-++5JTg5Y+aX$7w5MWvX9<`On`Jz$6V4|v+mHZ% z%==abZ3&2El`=cWOOTq6t48xBMJsWZvfRqwCnH2=vR?>i|No2xNN!FlkvM~$DyfyS zv>YcoV4MW}aq{?o83%IyUC4^SD(1$9hTw`NfMSS2u!E!lvGjOcc?5j_%rK^vX<-gv z2P1hIy1lq;rPdq95J>J01Va~@HTh{Tk@y)P*4mCV2IJjuu3(i(<`EVMkxcCzXUImX zN&`=QI<>NyJlydeArVun->Wu-fBTMfN&r;uU#)G?!*0>k(QL+8x|4alx~K^dpfZ{;8_JjK0_2 zSNc1ZA$5diML+RIK}z7M-?dVVj~ByDL&ED9cD(<}ZntcI$gx&6&iz{KP#hSuy3KU# z`j&m$#m?cD-$&f%FFAQ7HX|rT+(-V>M{OvWVm%&Ali-jO$3j=ASs)=EQj>P z198s`!dj)v!nrg<`9gkhQQh5SxbnryzeBnO9wl1G7{(#!rg24`aT@cAgaoUfdgxXD z{5WI&{L{$8SN6Pi#FBLR0zSDvsq4J>=lIIj>$8q-;eXejDSaRKxXkBQW`99dXZat2 zvCz47hh54zp;u-U&OGY12QG(^i#zXN@=mtBOC!q*-Vr_3vL>vetH-@{B$>5u21^$& zA*GNdNJA^1QAb0t9Ph^0WT$pUb!8i~7hwn)VOSSn0%u?L{*MKBWpJJheY!0y(3pnzGv8bY4W_{Tk73ru0lY-`Pi5>X4eqbP#M=ay} z@kR2P> z%LP}WA%cB(IYE$V(rQvc<<9jZUys_3a$RT;vK~Sge(pq$Aqp>0iYHh2+1XCoWw?3C zitk`i-!&e8a)UJTbp3z2Uyti1r$$LZjyHLPMaM#iyspm}YpzXxZfxWTeYB?-fi<}` zg2_TlHHBhRC$kv(UfmISt$S>Nk4H)ExIdgx)!qSM+(zeaT1j086ifC~KWh zTvFD*ms(i3~KNQcSwh@zeDC zJJXh7<6q-69m;2NEq&^ zY=RoB1thN`DCAlF90plv$2#c!BTPRo@-NKPesDbh^=ix}uh)gyPt6s6Wbe9c-B;@c zrrN%4JNzb}c>M8&^ONV@g1XwzIv-LoR`s7)-x*RPi@(*f?)hVbglpx~%Hiu2Zj0Z4 zewfV+{o5i{cW{>ZYjbwP8iQZR7NbKI?M3cd?ytvRF@3sBxjrAB@BQO9=jU4~wRKmM zo|YUdv@iKQmcxsU42jnGrB15Lp>v>*Qoau4j8w@a372m0>jt21wCUDy)0$Jj+k~Gt zu+FW$KlAvOXIJ!IU{uygf3}9v04Og2Lt=2djT|x1{BeF_b{dTp`(Gf*t^&mZ#1UBy zq0$^f?CGksa$r!1Ts;IY?{ieamh~1A+)3KrS-0Z}OQ+M6edg z8?eXOyQOQA+sb7Ic$vNXBwb`^%p5le2O(00DA{T^1g@LLqBw+Zryyg|p%jQ#@Btuy z)8Ih?m>V*h;}c-dtHAz^+VH}X#%6IQba7YQa6ayEWVB}#7waU-9*j#_Mv>I_QkL{^NBs4sU&(5&K3C&N4oa)K=vf$m1VC3O6h&T>U1cI- zZUy-|YdUm<_9)zx+AHX&#iCzyzr=$>sc?FEXP_l~`dRxAgSV&h-9DA728fPS+N#f3 z>J_LY3v0xj49umU(5fVPSkbh_CvG2nJK9b+t=9n5g>wpdJcBjfJ!DfGw)PPhXOcNL zKl|^AH*OuvcBXiJRr2kXF#Q-FIWuALbV<~ zd_G;fc$X@0rqHy?@2?5}_NP5Zzi|aZw0?X1mCi8cM9<-=C8fdFhv@X~UtBVHDizf0 zDX>dEwdKeq)BXcP_sMbgpC7+iY?LE{Z;upm25e@Y9S_{znff(zzo41n?HPv!rg?en zE5%nsVFw=h%n7vgd}&+EalXU9<*Bi^>zy-rKP!hpsUOvt*h6xTn{m zJ1Q;rtUkBvT%)yeb7$W%2KmuD>K#JUbKio$KNASAbNuk}L#J1hzRI)2#+L7=v+vvs z-L-Any607Wk9*`&)KLc$TDtfChhGlJ@%(lX%Q={1Fed6D*W(quo8rjSw6!s2eSAYo zh3ep=Tkcy7Y2*jnpD32<$vfzGyNJ*TSJBI-_r7NnON(NT9+(7?4|FN;xiL(qnLuA1 zO-~{b8NT9M6$>?sR|POu9e834{OJVXvc#bjF??hYSHPB#KH}q;-cBCc&& zm_$Bh=Q;4U^KpWUjVw^JLAp5b;wS}RtE)EAHiN?!A#yD5TYxd^sIf&H0_!S0Ps5c1 z8d`3e)I#Lrl<7FG46a&G7h9MJv0!WL$aDom+QPDdmhBP^7sMU{7V=~fq^*V#Q+uQe z${34=wBel+$~%uJn1Espmbw6qMq*Q4nlU@FnaK<4cB*h5WY$i?L~aH2>QI|8>mnGZ z66=3vtpE)2-A#4I^D(U3<9kc_)k?>;zcOo3P5i853a?6*#wsuqq?J_?<&-7f$hwI~ z(_f;*(to|}+(&EIvhFN(a-&iG$GeZAUAd2&2bTYy5ZBc@xz&5ivFGyn%~&trjgkx2 z*#sz$4*^&Q#Tn=3hl~uZ) zs+_NT>YtdT+d7v6XN0m$@6OD>9G1Pzv!-HH3$mpTh5N|;qO^!(?T4n00GD051#2NSteXsSCX z)no0ldSUm#@m>UN%{;4jP{3QwdCWek`DS|AUK873pAX99yt|SAgnnv$EtK-u2ZorE{F8&#`Ksa5qtfsDw$-*}sn2h$9GmS; ze4?PzuxMl-J}b3z<-=U7!UspaM%`Z?5(dtGzFEwBoI~koQ)VOoE@pX(Rw|X7nD6@m3xezzJ zj1dv+ax0DR$3|1vIT7u3UF@2&uS8gD4wEJ|0qeMq567}t_9lUjLC4`d^uo|C#Sp zjE`rkN!1nusY-a<#=@WoaX+c<`GTtSL=-Kr_xd04ftEnn^BoNSwj4Mn|@!cLT-(Mvc zxO7vN+}X#)C@dm{t88@Xl<(3`?ZB37wtph%6;Fc&I4hI>e)UL`>mPLz=BlfyJE1%F z6Q7;wP6)efMg4ZW>%2VoVt7}mX*H5hZR7YMJ^P~5Js029zN3f7v75?{%b7mg(+gg0 zO!?V&c*i4V>_g|$(_5PpKTQ=>mY5FawCP`2e*R5s>c{SOf&JV<&tCeUI(B$)jIBO3q+`_#=0?_Iipm!+9P#PwX@3JP4Yth`t0G3ffIW9Q0L>FBq0N}#$46> zJ?D#VvrAw9{@UA-Zd4wUGAa|8rM6JW`_Axbbqjm!`mfQd<8$R+J4b!KoSt`C`4qG{ zvl`6IWOVrC%a^9R>>XmCIlMkH-^NDonIXvKg+qj)BZ^sQ zimWaR-FVm5~8;0j%NA|HH)1M5AdG5iKnncnhS{Jjc-PAe?8^ z1vZSyU=vmnaJyY!5AP%nBK28j!p1Dy5NqozE7m@APch` zMe?Jakefl(kZut=sGI1-?H%@x?M8Hs2-&2>@j3G9qg+S_CMRho^o4W8Kr|>aBsf!~ z3npW!K{a7p$%y07OuA@2O4{?Z_j>-8R=p3S)WL>>xbciIqeL%c-=BU#1{EiRXMtx`V4G5y#4E}JW{L-dMU!+e#dAqcY zIf={nbz}WU)==_iQ(bEUYF&LIRMvU5qZfL%%0zOl|4i)&Q9fIVW{n-+ zJGK{nXNTG5xTcu&nWH^xpxpXLa7aJ?9F&7|7y3CqC3v>8!IioC3Gxg#=m}{Ek&zkz$j&p{oBZeiP=$o z;c3}~n14?evI2Y<_6c z+0b8HiQh2ED#v-A&z}0^wM{)eAoDt+R5ZwpwK($HVD;jQ*tkuKQvv~Zk1_7%IgXCh zlaU&*jbLkqvQnD+m!9U!4`Vch#p@<|NexnA3LY3-x0A7(F-cvUuyEC&?imN(5!q7E z>B@jWepT*y4Ug0P{r#*1sCXn7Cwl*zeUaH`Y_`Ut-NvF~Xuc2FBLophw;=p+qAW`W z;^-VGcE(_BFyGQr_Y^GA3Ag6K2^w)UiQHfqigjRwGHPJj)8Gft2a6qGClCjrtoOF_ z7?%gF+3HCp8l)O-EX-(T2ZByCRz}ehEXB}R0cqwwuxFE98I%pPF#Ez9`YmZ(l?LT& zyHe${6#s86K%E#dOPhNQAri?HhO%Jt?NH%RY>rr^6udKMP{+Ym%F>s`mlQ8|#cyta z4s;Qyv9e-+rXA+yh2A^9M`KxQCBW55RT zq%0`hu-&w_V>#bUU#F_4AGyj?m3O7$ zNMqpM{SZdj<R=?`@P0cI+e>|Ts|}LUNez3c+{-%x z0jW8YYSdmY`ggtlQZ)XcCOa-@01I{(xl}e0k-OZKF&6TRG3k6r`W+kBn|+dgSH>>1 zBwcOn$mRCZ{Rfd$OM=!Vy<>XH(h&%Vl1-Mf2=IU@^nOM?OU)kU?AFTY? z2|54G>$-$x30o1l=%1d*oR54#pDtXb5-$r9*Z=nf?s(oGr3{r-r=8^d$Tt`EI@F3! z?4I~2XZp>dcVWaPeSMT}c2;GB_WEBsz{H7yISbjurbd3P3OI`%qyy>Bb3>a%y?Wz}k;53O!8Tpj!Q z?s3Ra_4P(BPhRtT)EvsEZ)U%~-kp7~*i?w)4Y|T^>gJI{4WDi_I(BfB1?2_*ASq=$ z@$$LvjhdBkmh1l6ZV3nTn-iV3ABBBx-jImB8=5V7r{vB*QN~)h)F|fkR3V-4dxMgX zoqsOwrT^&Xb?~OdYdz2i^Vn4nqh~X_s^KZ|+}l@eTVR8#^tHJSzc9CS1I{c3z}&zfuKXMcy9gUct;=fBGD4R+_MG3NSfUTQ1<*z|X5^y!qh?{edRf92+TH~hXsyngmYOC;%yogaJMJ$|FF!&>pw25k5!liu-e@(Y%^Bc8_; zHgg&anrUK0Z<26*GK~y7MN7$EMkcML`m&GnuIp-e$5hC=YS{Sp#$o-~e7$dSl?|(2 zg;M4IJ5glAf0N>iOv@9F(m|f3v1oPw~eDrXCT4?oXZC*eq{J#icgad$>NT}sWx1tprVbbVu znfq%jb~2bytIx733czOo8>&`hVQOL(V}0l>zZOK;i7K-L=QB_jv?r2ud1l;;f4&!Fj(6cjWo_Z@ zY$K$i7z&=dC470MnV%$Fc`|jXLsULK3nhDgOC#>{IaB%OZAY=IF|V%^GKvOsF5T?& z@VWrumMXcmPir~w`*y{cl+LxRGjCv;!y+83?Vur8QE)@?e$$OZD;xHbl}+IpRDXU> zU4aU}y@HG{K2Fd^R8sWIb1~&I%c{*Eo`i-KU8POTnb8A%mM)l8bUge-K z*W6N?+V#yxvK`a=cwY>?`TeZ@FI}U+-#zOw742O9YfpUqMIuL}3H5U}x^KPaU)?=- z^FqoiwJW4LwB@ap<+?H-zclWVMJfFNzIdt$7QkR)BuFQzt2|)Y2KA@UvV1KO($7M; zkF>2h-{(3LU)y}L*^#2$?c+T4&)U(MnJ#ckCe>5|MJ`VU$2{A6@BNT z?bm+Pn##YclsuuWm@3G9qWGIom-mhGO35V=tyICBg$SuM06}_{m985%LU1BhBTmZ7 zCAZ{K=9?AY(&l(i5Qnp;NWeWIJMrp4SQi-Zonu{eW}#<>s4+C`GS@+TdkoCxALRMP ztL?mnARzR(%tdy9e20vpj^!oADn&+oB1jIzMPOY8@A@>=+q2b=z`PVxO$h)hr*E5uoATOQy0`(CxqA>^UW(QT8o6j>^+se8 zU$q(1#U0~fTD%}%{R!F<11l|ejnu1pp((KP0(Oo#g7uMu8VrvZSKSOa6fYIvg)N{Q zZu@olkLq_-v6xtQIlPbCb$C)1%izj^Sm+D|Ua1wPMV=Sxt6f=0#U(5J)KSrZuYlm}ii z?qy$Il@+;rA1_?yPR*pD#gZns#UrDH})&xF(Pl*UNNNxM0x^R{fQ#`RtMb$;t8^fxu@LTb^mhD z?Qc3rG=vqfshyJ`#0|OTmJmH-F)V;>S4{1Vun~RQIN&F9;p^B7TFbGp|410Hjgt%r z@L(N?Ou58M^#Zrz5o1kcv3@0+(@SJW)ry2sSO|gjDI{{7xjB6)&S0l+K-LV^zx#nr znIOoo?LuiX92xOC@e2_@<#McUTFp3wTXnn4%|VOaqxn`z_>nI2t6?hDr6#EhFA$2? zq3rBu(WS1=>+9@EB3YvnV_m$UE_FfOMT|A4uTurY_9lgWN+)&8O2(>RN*vf47+0`2 z0Dbk8Fm2Yp4M`DW4$+#pn7m{KPgWa~M(BvK=3CKc#Fwy$Ss6BEYIE2b*SYIcUedqf z{m-#&{tbTCj*hD*4lq`maOi8wLuf%!CCZb-z)7;aRgvSRevyzkVYDht0+xgQ6IMh{ zO3mY!oR{hWu|VhCGo{gnJWu~nDltWkP>u)61*9xqnAAdvg4^M@?#_JwnWDgPR72-c zL61bmWK2T(?iyK=ZVHF0nQ+5Qg&z0S$1`6JPtjWD7T#V&S<&}553d#pe>wR`^Cq^P zT|<-7;0RWO?G49`boaMcK6~!n9{OWjz<+?fJ_1j6lsuI#o8pqjRiWcd=d#}qKVUwA;|(`VoQ47>GcwaCHzh$8w9OS54TQEkrt->ILJf6njqRI8f4@)V8vMpHMv zE`2dY;pdyf%3J-l#(o3V&l=`G1?ANL5z9W=xnjQ?Mt|Jo7$x180$g|Y!*^GYtXrD2^QDX4P6>N%^Hn8iz`Dcg3zn2#IKEGsk8KTP!H>~A0>O*aNYP|rm*Ieef zuYY^n6Q_Re!uPXBkv2p)4$GhwUQ)K)d{`60<#%xTyFC(jj%mHYD% ziqLr*{--o+b^02WmzOT^6fPE)SaUp4sR)I^rG*P|z>$$-8Wv(CK1gVjVhg9|LB*@9 zT+&_(q1do^Bs%PkQf2~Vw@)PVt@lw`Nzbn0u&m4S6C{;{)m2T;i$$bBQZ+%Sq2!Q2 zkRx&MlD6n3M63weLyx|OYkGsb%|MI8#yv9mC$xG0;M+gsz%rZ*$g9xY&0Nf%*SKzv z89AhkWS9;{HTirnN8!d5c1Sx;T8l#TwrelExRB3j*|Hl8CDtcB%)YE`qB*+AIc{9CqsT+H}3m#Xm`_)W|V%Tt?ETAq`j`r#HVzx>=jS((~T z3cKF??H{&}d0ZiJ$9~P!jO@I|G-tQTi^;{``cwm|6j(EU%RF?C7w>+px2`xtBW_S2 z@Q>Zw({woKpW?6c)bFwJQ5dM(^l7iflPdeRmo<0RNILMV=?=YKc6*NJN9!MF6>?sQ z@`ToHZl8#Ml>W)Jt1d*Sv~)?rdJB*7vXDa&Q^j1k+vvIQrYXh>p501vGE&S%;Tb_E z}Fw#62;T7%rY9%XfaLOQQ$MAwjslF*M4{@yicSHDsta6QIn#;mAC*19ys7Uzq z-SFSj{3beDoO{e_6tU!@oV(A2F#Qw7{+OzDOPtt|^ASB6D>fs-l72cAo|{#bJ;nQi z?)yN!G8~0WP$t5YP&sX3NutZfdKA(qHKJ_o!V4|i;zAS{xSeiJ06ni zP$d|hO*o#Iw)Rkrf7emDq=}WJ{t@3YpMwB<6RP;R+d*P|o!ZxlJqK^E z;ufiCky>HBez8U1!i7;6{#bYmVAdcxP@G>%U}Z>MRa*hd8WIv6sOOO)ixSZ-h^(us zC+Tn-RkL@X5;7CutP)S$3$?d7vA4<_Ar{z3)nrInZr$^mjs&gWa&y&^6S3eJC?d%I{x!75<0sY zT&?(xHuZYuRF{Z~vEDWleKU?d9Iy7ewK}rSH@!8i$ZA$O?YdRqthVF6WWfFfz_(sYNEY6;OaxV7|F0N~HG{^Cs6?QMV zxE+$L`**PT9$sgZ%`OY^9VhxG{rs!Fd1Dcs{s!3>Za@F-;@cFUrCT&-;HT+57C$^? zQ1bn$dO@~wgyfc1w@nY-rC$UeTA8tgdjrq%mNdQ>0ZqSua=Nh1zjantjpNjUgED$F zZH;q+`%CJ(9j{qe?YJ$W=DRrI{ZCrrJMODLmabp=!N}P^Zq3#6e+qut`64i>^4r{- z9KEZ&?Zdq}0f)sVegwYOwbC9iF7z8XVzh$syyJO#|LTn1f`6pndep6C(ITCGJEh^z zwpedXIop?A{qh?Qzfk9B(Av(Wui?LNk;EncwT!U_wb@0Fn=S1a>>owyo?448!IxRU z@-5pD9_!jtHm$>5$P&l$$^|ja5?5{?G)Ne9JV=Uf5qM~k(B@Hs1${Bpk41?5B{NKggm0_#+f^>IMvV#%W ze{4$Ur#h-4POi_g5+*w94DemMNDhgYV5UYd|jopEB^ScPJ-*8ihiWC z-D!uv7e9ZIZn$P|lmw676T!l)47;a`9JkfQr_PED+;RSmTe&15A$7*_Ep3NBztF!K z1)qPHa-Nm{OHp?E-y!AFul;u;3gSeTuU;p*N1~jbCAQZ)W?$;8)cQ7;^Jf>G5?Awo z$iI5mLgh8wq02X<331#{-?2E;%J%sztNiSKlUqC2<~GXiR=HeLJZI49|17)bQ-R^j zwrQd34eRu83HSeICXS=FuP0dwM_N2~YvIDA z32UHp=kdK#{}oRiDgawm2*M)y7yn}~C^69Yi<0=&qb7Zb_xQfU+w;hV&KoDkWdr;d zF5D=&?mWqZ+epsRM}q>5YIL*FAy~q*C^u@a;D6EOQ`GW*N0v9Fs3&R5AxB})key~p zXwI>4`1{uAb5qgjE+sI8{1tLAH|tunPH&^;3XK<;`?l^b z{uX|Zr?1I<^z|RR-yW@(Y|GBrc`9XxH^2Mm?Mel1&rT07opMa{?KQt;)mCZ8vmq|= zYjUHiOVC&6ko7rkT@Tb9_m2IOwMZBtx|An&4L4`?hRl%lPLC&-{N-H2&M5yn?b-d3 ztHrEA{)t$O(D4hOZ$CTupkt4PHy7g^-&~L1Qb)_1cU0aDYKdfI+_;@?7*hI9?CYtb zFCLwCv)fbq%CD{Tn)=-N;-uCx&gIJj7)GYMU+((T_(UzlH{U^c)&YW9<5ZgH}z^BfV70^i? z{%u9W>yzR8n%%3Ll9T*q*F0Baai`9GDZA<2+B^Iur*-`G^F;btv&~;d8vjvpPR~({ zXI~_;QF9>eR;7=~u@CV|kbz&<{7^n+&HqYwJfmB<{MAor6~2G|KrSVAKEjprQqtOmb2q$tlha}gO9EWHbPX}eH+v!O~3O%e3EDEd>-QwS|3Of2l{HqMD0Y@nbps?%auuBq{YQZ z<~=Q`*uF#}axu3PdswiT%%Txz^yud`qdqozKu%-lZT!sxJn^d^-=B|+Dvo?z<-PHy zw)XI860No5tJNY@wi-D^UXY%XgiJ(EM?WGk@E;+g zqF_52y+wP-ZC+6lGRTxTkHw4f(Y^z#p;N*4O(f#(A`|@!`XYjQ=oB@bjk6j1VKLRJ z+VxuQ+PUwGvx|E@BAwefYx(p0!$OQiOoUIjyK@bkY&$0V{M(qJ>{$JQNaii81Pk8} z{V#BjcGXL+GQ)FDTd%*o{(Y&Q9!H%GQ}9%z?A3=BXJ-={P}0ZidDgp|BAL&6{@nhch_`%XZxu(r6t9cqY%?%L^o#JvD>_?_jjB3@hKvw zlUjUstQURoB00%n>f_?y@0~xi@tepVJ&tvk4&M;D9hde=_Wq>)@TIx#m7hI1)t)EK zK2k35TWK%6_r&?DRz+NjM;k{RQ*E4wD)%1e+n^%wwdLmvx>i0HMm{YY zTpJdimY^TJWf_N~(1%;zEY4eRD-5F1zEgM1-*JI)AnTbd?Z)u{ZVj`HE6i>6Ne{L5 zp6q{hW>)eaRo5w5{<(?if7-Pw|F~5jUO1ih_c}?}eFnGw(#ibojn*0=!IM*aHvC@n z=B7H&+oPv8eN`Xd$K3RD?qivNqviD#MI!5#XF0t(To%;mH$zM7`sk9{)o|j`F+29Q zp=nj4y5UxFkB?{g6+Q5>n^vjnnR72~_r)y{W@0VckAJ=xH8D z-dCx3Uw`@ahJUs=PCsTXlRER8tp-*jNpZjP3y}LJztMznIO&L^o+4E{Symyv=0VB) zuItEZM1Rdg*A4gC-o;x~pPjr+w5Nqnn9Rf)?1FR$$mj9Za;(qfq8~w&87b88tyT2; zdah&XhiahXPrTDXR-VYceA7A`4?1YR$TeFkgjBkSn+UR}0Vf#?PmpgeC6MskbN33) z$SuYMcZE>BOdXsSV$p-pfniAKu`jr%M}QSW9Ybbb%-W>|Z{x~5Q!q5gYWO%TyP0!E_F`@Quy?z4P`2LC zHeT^s5zBIDX5@G63-ep6y?#S(RQz#e?e%YrR&ZR9m5gso`7V^u`7`scoOZU_@v%0m z9d$n*yw^GNN=n)7(vIl&&ySz_`(gIy`^^PoO*xvG?7IA}@R#}b(7vrT%$gkQ+Q)vp zf?{VcCWy0^9k}LDb#Be&4MP7q7)8n-IMp(mr7FaFosj-X*4uUKqiYi?UwdSZ{s`M9 zu}(rJQIr)G8g8%NzUR@?Wl91MPz^Wpx{ zGW)aRwtH8MEj_uv`KWX0_>mW@Zlc?vQrhqKFeSa(f6cM5V;qOVY%e6)u&WNv^8NLQ z@o06|(}-v}OP&pTGy)E;p{12`bFScdbL^V&VbRmBy#r@79oZM+-g3j%LVNbeDC1PM zhOgdM)`PE)?S7ZB_uSz>^b8iKY~W~-5M8-Bn9t&$JuiEm=t=KRZ~E#ot)MsDu0E?| zGq~aUfS~R5libY>4Gmp~k{gc{{`=>BWglyCIW>c_`xoyF&2IVUcgFL%#LDODRi3Ta z|4NNRf=g*da7Dx;Oxca>yzGvg)SG9 zG1|4@Ido#*EN;^ z^8(h0G{M#y#bp(f>YHpN{w12*7e*~)Zpb<)`+bpg z(#Lm?Se!Mtn5Wg7vino}{%#v|n5n<#I=cO|`i$)@n_%YI*Ypj)U%%U#8*rdDT2A?# zm~O;i-wBn!I8S%XNk>}bFTQPV>HS@I;;F)3Sp#d%m&dNSh4Y$vd_Lu;JzXzavC7hW z(w?t$YQcf)l2@6ZRv2B89Qe6N=fs741^t&I>7Sf${ONMz@t}O@!b$-#?~l_w7ax~z zC|DR)df2JmeRH*>>9I3e7BTG^R>B$OildTIUOxF<`|>&MYmLzZ6X0kDoCTOgYyx-LTs8?~79_vNa_S1xSPn z#s_*mY>=&)I+^P5%5iRCz2c3XwP$wJjj($cbr-f-&mP*KnzrU~Vd~>Yt1Am~6e`r# z8ygp`TUaP(qZgsSnXcb->wH0Eo>%{X)59N@xyt9dRHSyF|8!B)psS!^=I64Dk4I(J zi`XQee#A>p+^m%Up<`%QrUC1-xSP$mZ6s|hZgBmWci6kdd-T@b)Q&QalX#%g$eI1{ zYn$x-Wr&g;(X2}w4HbG;2LV2N){rlqM}YAgi}ZB96bbMHZkRX z%JQby84pD?q;b(*F4lE)ZC(HKW5q!+%Knf%Hc%F}gvQ0Ocu*)F5|%xUrz7Io+r-qo z`Qv@gXzZAHG8j$n-%jjLE17uPjKN2q>2w8WICS=2k%HH~cj*Fsyq?|B6R}pax@ulO zIWDT$zq%NxVjHPhe}b36=WcS0JwAdVr79T6O^Xkcp-0qzq}f&q>$WFGyZuNK$K3+c z;=4wB{l?11?yFBPcs|>()%{0nfAJ&%OD36#r zhmuQ0>q+I-fFnzdHvHr)VpHnEmy2s?EfxWj@;<%lBVnxm)X^1I9}*7~Iu*&~xSmj} zel`}`mMLGmc*u8Xd?a0*bqQag?y6k9lx3m9mXVNjUAdR^x12 z*)6~de?BuEJzCWlx$j8f(}AOVqmz<1wJWRk!Lqe}eD*zyukU2(%vaXJ($U4)&V@!P zZdGr2JuJHa;dLBK+|)V7R?4cK6I2_k%=O|?{vcX5y>;@5v~R)*UAMPgv+AQto;@Lc z3$iUk-d`9{O7fd>+c}o!$N!+T=11cdfitoXw(VDbJi0Bq>?^xdwq<|)k24jqL&4G= z?9xL)ZVSgGTi$a9y+2trNh_UuR8|2iX6fvx%@0Hy8fnf0itQz%mUH!fvj(nzX_v8# zONY72Dn2A9ixqH4(I36PvZ_n@*rSN6|Mp!N_!+wL+~54H$E?-Yd{_E(tB+=N&Zv9Y z_+H&KCMdegGF|4OrhS{X4(FNc@?kgOvn%wp!`fx^aA5P_GAb>}-*|sYsYbWBMY&w_ z@fV+Xy0s!!oo5H%wc*>qb%&I9;F%cWm4gp9)d|6hAq3CYO(*_85B~nf+Yycjj^P=> zI(R(ZkK@F-hR%dvnNzatq1Oy<_e73)wF9 zUO*Gc+3snEP)fi9%j9rG7u|1l4{~}mD3dnqYY;X=UUx#9V^kw{wBDg2WiXQ%1{dRD z!)e6JjXgdPo>@Ouc;~MqzoX<-&cKco@hn55pTVO%;g6b$CqXX7VOAa_=LvJ63d-XL zfA6g8>G*j6&ya6v$-_^?N0OrFxSL)4E`BIG>t=)ItGr+>kLqH|03yACC*KXy#b=Vs7Ilutx{j@I_7N`P<#6u$NOx-Lik@4QI$hb>lh-J$P`o4CZS=Lb zvg+9sm-a}v(H%3Np3j~1oOwBB96OqtncB8%JX!<6@ky-JnJ7PPgue_RtUfRmPAAuTc6Ls?bccY~+dC|xd)8dgQ z2`!~Fr&>xIeq68H7&!3e%!k;a-kP6@CpxFap3i*WT3)ipZ`inWB7_9sftnI{YOP9_ zk9~Eqb=8g<-iyj(+>b7{t}cs6oq5Dsnte22>)h(pDN|OY^aQ8rqsCyfz6*^G?0aF? zC|}HPyVyK(8V+pU0`WJ`=XE!c&^sMZLeEis)L{7ISl20Qt+4t#h=RumpsNU`W8`Uy z3^-SrQ7(lfjkr8VzG4E#B-r2r@n}922BZe}4dzfdMbN;&1hFyiu89BZy5uW)7Ld=} zA(2I%rWk=8;#q{!c(9-uat{gQK*UHvaod21?QgLv(hoIz(@w)%d2y)F(>qc*B0j2k zvZYV#|#CZcHBAdnVuW-lEIwNQY}x6P3EEqsKm5 zP1jl=pGl8Jc3%WH+4D5v!Hs+1m!lKp+>&e&mm>O9ep&otW|46F7jC8K&g${m*PQ|5 zv$A6zseMR>Ta`uJr$-z;2UpG+2sO7p;(er`Va-+DA-7@MElr|aId7lnE!)^ zI)`D&%8RKN@&X2gJ7->tkMgrCsvT2Y-x5{v*4BAK=t1rHaJHjgN~Zev zSFS&P-*&9yLb6p~-w;c*bTY`$BsSr+spnk(99zk_?&QqStZpen>*Ko-K}V)jlt7_{ zs`uqhV^X3`%2)HeX5N>4RiEZ^{k~0X2U~KjwUf28%JhfMZiBMvJ8E?XFFyXmYYOx? z`+e!}dgt9eu}3JnQu(}B&1XmT3P;}|E05l9UoFNsYp=?!5N>d5xaalcnZ?boL;ce` zzZY0c2J|0GDKBA5Wv$vdp3FMG$*I*jdvq>!c2UVRm$howx42g>zJUpr6WpB>^$E(} zpHCoC`){;~4eT%O5!SV>tyx7=>R&d*N=gmk_gSQ9SpM>qvM*2J){!S=Q<+X>QycfI z+2-2o!qYBswcCj^RnxGrt9X0whzB2ck0yUowKaj-wh|^Yv1?jF=67E zu^@l%>b>qwMbQ;V2&zE5yQ}nl+l#h^V{)Zly|Zf55iEAKA6g^?>oW2o8^7)Q$w^GC zk=1UKd_!5i@e#LMpf(j52LXoP?!7-bqj$|a8;UV!>?uR+p@nWP?tZ_Jk4=f;DA^o1 zAH()8w}=+Cp+q7);pTrx%wD~LOdA%Cyb1KrB7|H{DLzOq$LCZ+cT8pzR?w`vrY1re zNVda+Plt%m3q=aW4_acI@f>eN6Y=<>^dEc9}T2)%kM!ixLvpN_4>WGq;Q%atX$D{5Y>fZ${yyh~y@-nUWH_^TomS6A}PI>RY zb#8I$)NE&u$b-wPz@4`?>pFIJB_7yz+FALkX=3t;Z_3A1r8&3Ph56SX?+J}s=PL1n zFX}>ZaXoL&$hQ#R<@>WotJP;#DP~&rw$!zjJn{DZ=GYbD$62!Afnn>pkpiC)!?{b& zK34^t-Q-<7K5lGM;9Mhm+SawkdP)e08mo^jnTAX6eg2uH7G-=7%9;$y#*^Ep3Jg7} zF1~+B>zHL%UobSiwsb1Y&~^H&U%lLeV>Nd9JZHp)nuG>kv~W0nkn0$$NWCCF;a2o> z+dlyV`%b6M38l`?c79xJ)f4`}t>&bmkfD0zEA_E4*8%SU+oBQqM>#%WTYab0-F`Oa zxSw=V`JyPDyx61mH@iw_o?E(mbKH|{otxHQO!X1(WHtM;tu9+Y9F0EiD%C_wI3B_3!)z{sae)uQeiqb zVf(Fg#5~(A_PSh>M+hI|%2nO=Yq}+0Tlp2{>YrDrg9|{ORfkn(wf4$yG9U&lT#A@gRY6dPkFi^w5Xa=$Yu@kNgXw z1w^fLnI#7(k;Mf;g`!IBF47a8kDZJsd}|&g0*oNqkZ zoBu$F)4F0ofyHjTG{S9O>D!UHduLcD^yjB>lk0L>>CkBfP{Tdb=1 z$@(|jjxIZos*R?~tD*}gJBBh*ES&prry&^@??sLA`&CxQ_6Y~Bil~-ni&wKbTlKl! zwU6fP8TDb4shjr_m$Ij}?RJ$HS0N2J^vhkZTbwCY47cq2w!)zUW~b}ECng{L@b*pS zNPVn~qmpIUm(R^!PVGI+HnF_wjgG55Do^}1@W=07;iwneOY2?^ayAz=)+tvO@<=@s zVi#pL*y%<#E>>xAd-BYqvgGIL)qXP~j#exg>GyW8u0#b6M7HN@((RUTdgu=19)Do( zWY@GA-kXZw+FkG1?%&bvWO36@!BAx+vbH_{^9rtp1={v?wx@Y4`$S5VtNU-pI(q(G>9_dW+0{OgBB0dB3RO*F#}26hs-3SE;8RMT{XgmeKV3>6{i@B0 zI>MId7vw~Pg9kvX&h#xNUPiDwSO_#>N2AO}6=UPcY*PyNlx&0gDS4yfxY2LzoJIQb zSRGCpP2^$vt`AL|K&k~CR3M#>K+U;I=SlN}{VnNyq!Dn1df2rNDWr%(djyje$UbNt zDhP~FIyx169P@M#16u6?YL*_lWPErr@4k>=9SfEU<+xJulP%fvP zKkm`5poJj0#%9^&#V6B6Neu**MT5_@N_M_hVVtbCt+1X>SiO8r+G!aTvq*J93N0Ts z<77W-*e`It$XwN6bWE(^r0ct79%6FR4COP-F6{u}>k1bm)=T}xx%WzF4TiJ zD=ok|k?&Ui$;uSjM6o>Ee?A=F+ayx;Ta|yIQ>2P?6w_>Xih`>`qCnwlkG{pKH{O3d zzP|SAlR-sMY5BZWUJb&!-`aCe20FJ0>3$O$X!*zfH~OPpN-Y;x)C9NZDlKaDs``E* zocDo>d%h5ZQSzsWDrZij>XnM+_igJ{GWXi`FN@?YsIZA`43&E>bfJC)-R@GFsC#8n zphAxOL(y^#Dcx_%?#~>qxmWQei#4bSi)INqn_=i9^x^yqKRa0!qpTKDRH3r1qJRYA zxkBPEtpiOo5tXD5i3RVsTmJ49+`n`5+3@SJ^6foB@mvSfM-PL1zaAqppz=0Fdk_eN zx8TMMzI*_S7H+cDJZ^PBdt7kMW(eX{s^R3d4Xmhim|{?h>cEQ$XihOKZjA0nPYj$) zF*cw;fuC?80Dl@5W{?|x=9JnYHWfa3(|SqKL>U(j%u@w3oC6 zn4|)M*n;-KUr_wO1erKiFIcDT5F4d&riI+l3%$4YO%7~GLv-kqejgpc)$7+tt_up76YwlEQ z9XQakB>r8x30oldD#nJKmzV4p+VT|cv+h|DA8|`Vei?i4@p28tZHirMG#5xUn9;3! zLhY-HH}>yN%Ria%?}~V|1f1j*^ON12!{N;*@zX}wR*PdFqi@S{Azc|k?^u;HJfLY? z9(`A%^bFBNRawPF3R0I$^5vv11As4@PmjVZCw2=oZ5x8wS7;gwfV!v1UB#nChJYCqImdDYU%Afp{x`UX|$S$Gne zk)%y5!XZ9DJ-&p9bb1GnSbZrzqj*)BDmwAbGhko~jG_o?ADo{T0i@qVT2+)6I{Bkx z5CJfcNb)*q9wFYZP&TDLQuR62{mI3b!UD_}ywF1Q&Of1E=rkdD%J5xLzxrbnv3s$U zQ#Lxbd%#*xC#dSO=%4bv?V%nt13oZ&y#4TDn6nkEs^pER{) zjy*m?DqXZ`yK;Y(6fv+57dtNdAtN!x0E~%rIv=_j;Wup}12DVVbjI=FmG55m{XeLi z5Xw!rLr)M!QP6XwmKg+KFnk1SN^ePbgdhSM4`Yjoay3S-vjh+(NR(}joL2)SErpGve(vsLrzY9Q7Lh zeY-z_NJM=yrcM)6oq+kci?Ku=i6To#t0|gN!CBUHA*Em{KodoJ^F;NFzM#tpJryx+ zBEc-00A2D4wB6!>&rCuqRKg>(G5;$_C38~#3!-Sk)>lcmL;#aihnnu9=!m-nH0TVp z9Ne^nYD`E|tfs@7;uVS(7a>_Y;s`>JkJ(7r2~d2hAfe*Bn0msv#{h3?Z(thAzaD@A z2{B}Bc{+IVq|XR?yUVJ8S>_8a6mUQ_)z$+`QhESE1J-eY#w03&3=7bV%8Ir!tKAU% zdr*f&FJj0wg4u8~Qtk!QTBBN1C+J(23>ys@ zbp6WhD*avHMipk!@uoV5f@5KI`D^L70(CeIs^x2z(Qv)8#v6?TG^_7OL9_*+2+o6o zi`bE+m({X?#@iI-8HL3*E*dI7t-h4k7v(r*i|+1{tdJsHPPpV7FT-*>X4-OlOERO} z+Sptw-91gd|6{vyPvo7Fzh-!z`+iL5s_U=#ib}lXt=&fRZ77Uy{8DxEj7j!I=mHZ- zP(!p`b2Dfyfyh3Js3;l&M(0;KNw%d!0unOmMu>TX-9*<8?kzot7`BH#sDVi&dbL>8 z1d~xBYP1FvHz$vM6EQ~qPmV(6K4dL|E{mBPON-#j_t zKmpmBs2hhnZ4N!D$off%2` zQK;$dVJ6ZJLyTdqnd85;OMUKy@0>L2e5wWOy!gGX6IGjX-Yy8#hO?}QL+~b3;$lV& z&$xs2BSdXI0_uCDip|{=+GQBl{yL)u$1-5e?$EMRnAwtDZDB`~YIF72OiYc!D|ND3 z=*L^Gs2LTTi@`IG9KO}Pg)_^)Ih6u_G7YL0T@Vwch2sH8bADbBw;bGtor(~4ew>4vjjUZBAK!2WLp{>!eH0xK?)(tmQ^vHHTeFv(WGTnl+V2df)D@0 z(N-2m*^l1TG4mXuGMjrkL6&6pcHPWo#xXIq4ikqt*3&ql4x_XDk0oo|47(3+T0W&Z z#deF>@QBO#n{A4Qzv3mO%G?$~BRLHn%OZ0y4AY68TwT}_3|nnL*T>fLeNUP@Q~5w^ zj1{c5=p1*4i2qUjl zq*nYJ_L9AoM=+_Futx~ebLg00j+KB27x+WY&(ly%&#B5sn2nPRMgtG){WJ{ZOaP;3 zDF2H4mepIcV5*6!jtuR7@_-O6u_wlkk5U$x9SKF3GvOPDiU_M<_dTzcJjQ!%n5#nS z9NICT$zV0f`MF#TjfopOU<|eow~m<1!$8R#bbM>{C{g_YH;q0&%kCVd{;cmV6O&~# zw!TweSpE5>AOGECZOj%(KpY-ie>iP43Nf%Oc_fWEQ-f{v3&Xfzo=*Mv;I_Z)3-!5X z?J`e@X(k6IT9#oEdD6``Z*%ZI+dE7ndJdef@b1iQhd z5;(>Me1lWnJOSC?Q6@I=o}$D9Hoa%>&7O^P@$2{$F~TEcMqUFM;|L|%)eY1>2#|>x za3-=&VYpThLg?47$qA7U9dbkJZlyPE>*Ai>KGVx;e9rpl*DGx`>+So|)N^*Zkm6$_ zw}K*b29w9Af(KOAU$ra94)%nF;gt>6#%`OxKLJhZAN9IO$T9y9hS(N;9VC^;H24)4 z;e46aobgJc&Vr7>lOde3<@N+wm_4>}Fyo=+D&zXcu_tdZ69%H~H`+$p5qM%BB5_V~ zCcWwVlScU6VmQ?5TBKU(f}JF0&?|B#r-XP^h{p)zVlkJ#jk5F;QjEHXfuSX{OUPmp z7<7l=3rXE)AIrmQ^NY04o9M|qhJMMN)2XaQzF+-*^9!6>7$1%MP|U&h2q9vEN9@D@ zOCXpRL@`bPnUpv?p1em+58in|I+?9-Z%p5Vn;=DEF$#-wOe2W^Oyb?1Yh+SDsNQ_&xE#5(M^_~rG0wdGgA}Gh_E}*mkb4-%cG{~xu7+90- z$ty6b#2Knk6R?j8b(orhiy%FSYo%WHeaav?p!)EVz9))L51BIb6)DSRimhsasJ*}` zxh70JLTsKQ#4yt6Dx8D8-~eqx&f@?X4U7dD_>k}< zGH8U9Ho0^7vavoJPO|3SsP{i8omsN8*TCT%2M>)dNze7KZq;cORKiFdVAzbTQ8@rj zfy8X?)U16I9;nIHw~R-mXh-TAev2qzV`SqrwzkU@vf=D17ci(X1uRKUcV~Krhi`Vq z%IYI2rHH`!K<(wEnK6(dT&O&FHhlpIkqd((#P|XPP!{4udT`Vz?x{ZJb{%HD43fSy zw=&8zdPD3=1DVuO(yGq7O-S{_;NLLR0nbJH8E8em_-b2A|I@ z!sF`wpPQe1(l87|PNP-^y(6BC#Z3Tdo;#3o(y@3zWe_9~5Q~o}@OR5(L?|9pBaSj0 z@T)vDA{HO6WSr%>n9?qoYGQeueiw=b!GpvS5>7G)+~>)E^@m1GFzPyy>_Pf7`sw*^ zcj@$Mp<|mx!t%K>#3W-d3uGil2W{b_I1cwC&712qwS5!8j7Xm@ur);o2`55a-H~q* ztw`IDT(l7Z!bK*srjd5F!5KX&@D$s1X>x5lYqj2;Q^Tu_Gf zTGOs26L-{m`&rYhCoaAtLlbhQz}HG<(T2_Dqt<3l5y^if3YV7n*7>+sc;<#SYRn&u zpuE(6W`Pi`KNcyD2yc@Lx$YF-6ext%Q>}rA{%_LG?MJs~>p2AC9VK z544Lw?0cr$Y$`TSk>ro$qPOXopSWxS<)t6QPM1KpM8>ze1$q5zaPwv$wt)MwQ92Sn zw+x1tWE)Ei22R2vfAdNb3*~DtY}U%a9^9MtodJR`^??Wj`#Ud|&=eqX`vmCLc?VOD z#tj@+OI(s%6G&@Y_tvL=)6V`J-x<}J4%YYR?o7Ymd^jyy=+;JF;)U87xdK zrB;5i9uf&CAfE_lircv3$C3Cpk{m~-h+;>|Ih*250tw1@dtUIs5S)}n1c5|h|N5b_ z-oXYQB<}S5ERYoA+Whg69q52d;rzi!F6>Do!izhe9~dJ^m!w&o2iY(rJQEqu#TF_6 zM!8xaew+oO92SKNeZ+W;Zb9CFuQ6B}s~^91h|l9{3_#ulzRO8!1#Az1NGMj#0gMTB zF}if55)xf_-;&V#u3kdUDEC~hlPypSke_;65}k+?B3MJnK1NgiSF_A#btu94FvMjg zlVp}c@Q*mccH~lwfMzm;s14wbUVUpp#67zM0Vo-})ma<;eoFf_0I7~XXJ=y!i}EcP zkayKKEy2}2qOWoq8I|`FgP0B|yPthBVi%ki5t(76UlGwC@xv@geRaYp;EJxNpF=Bng25TPp6Qfbt z*kj5=i#h2ZUL94rZ?p)-T0bvQ)edeLxtkcV@PhElZBEai2l7;2^fb91GF6Pt90+ z@FIob)RFN^7!>FyFHsD1r23GY0$332*+$YZky-c$)ElLtuxqk+Wo8Nge^EeoGanNF zWoO7Tf}5L&(TVioHxF;wMBLN1zawNDp=s}?qm7A3?j}{{836LAqEWRzW3!HYW-k3bcbLXnQT^kqLSP9!W?l#wVDaNY5bG z4`72)sGNXYgU|w?2?`1DN!1IOYhi!~Njn3m1`U(Q1#a6ZLPxY_jDmA-?#g+QFl;p^ zPFfm~sXiksXF^%rIi(s~odoXQKW_I*S)wJkcUQG%BV3;$@hN~(p|>=dkC;o}LCv8k zvl_A$#@;J+Bte|GNTYymhmoRV1)J#2RQbTaoYZQkDj{oR>2}C(z-A2cM3JeRA<=HQ zoYf6MjcL1V3yg{d>06A=w+tREhZL;^D)-sn3qoBB5(rKIw+9WQ$1wvo3>jxIotsgy z(!!_PTeq!NYM0@oOCC9jdM5xmzYPkbOx~R-6kxaP#Lf>?ww`-5^Vn~~uuI8Le2Ql# zE*g6}Ky+JAjH39=B6HOu#r-k#(Lau>A zGZ>Zd3@L0d+4%<%yU&R_BuGzya6-w0&O|gRw2%WK!BTK=q-&y?8KqG;3tQ@NAUgtB z2$7_2U>frbyq-Z}tJQNqe$mlZee{RkZek2SDJ(K^8xe3OH5B?qWdA5#y~3#4m?~MD zfEwg}l6EU`Xo}Ma@2QZQ(KnP_1;RZ6D`ckFI}Q#YfssLjfD5jr15tB~vdQkafzP!t zcK$u4Q_D5vp7|ozuwN=lYX? z@R3~{gbyc>3mS8IBf{f|D239xwes!Z@}7XaI#){NanT~V>O7zq)pipl&xh+3(zd^6 z+Q7rku)rmW6mBwQ_`Y{7AaeQ>M^rcnN1Fo*AM_n9uZM}HW6br#!jHBJrV(->(~fB6 zVT&=za6@Qep`6?^ztUMSN0jc6){|yZ@$^vozYpaV?gpdc26U%Dj?!xjMyM-LuvNBx2diLfK7Ua5@$9grCX4)Dy)U#hPkr%Tea2PM!cdO@GP^B~B8 zWNc4U>V%*T(50bH1<|$zpHbgNYO4R}90NYzMf<->X|OL^D^y+GPRb{uH;GIqR0|0} z)lW#8t7)CXwC|ELJ)I-{tXlQ{*s_@iGr?Bw=2q^SZx1WGZML?q@?;!!(+Do;b`a)| zx%UwQzxSFB2igsQvS8Z+vTJ1Q)-Uyn?J^LINSb+BP+s>1mtdAiN@k!l0v+QpB4T?Y z07u4Hmm8&{SV^weoX=H=bs-J=J9@49O?M zm8mXEnh%c{5DKG_gicBgG=oWR1U0K-{162|s3?;Ah!}La^D8PyLw7WfLLF5wS!VRe z5rhDAxHj3$=UO=@>g77@K6y?0^z7{1wYK-KY|q~EmiUmSrgf=SRJ%3yUMRI z{`@9m(_Q5{ackCns<&Gv9j+-?BkV1;W5@ebr7qKBDbru4?|2yQ_`!I8`{Ah{KQh*> ztn}O$R1?}b`lJ=>12wUBagh(@8BL5}{h*-wzD+dSdmP>hib{0aiOoMd%6rllBtKSK zY47CBpks^h`i|rXlgpqC1b09+=<78t-b&$`M95>M6PxJ_{a|jVYX{^Q^tXo@V&nt$ z={9cH<+FqI>u}G_nxZ|e-t0@_bJ|Lr-3q*J^fYkL@;$ZD#FhKLO9zdLsBkQbgA*uP zX!S05Ys38Z*cj~)Wf^Bhr6tUkc8eA9C*-hW3d`n^4>MxY+#g#`_C##`R3G~=|LwZ# z8G>y?V+y`iVqtSD7W&EAfN4vbcf{HFzXJTID7`SnUDMSZ5UPjm>gDHVCajYIt zf?6ho&&hZA7xIi{wUIDQ3t-xf>uy6(^I#tH#vShAy3w>lIc#~GH1^!)p+vR?z^VPO z_jY-E*r$ma0d$0byAIsz+Cq+k+e)Z(rou?c@;L&U$r75UWwJN{%;AK_jnn0UeuH-J z%mvBIB3^bK{;K}py#T)Gi<@Z+S-s78#vbkzpf1X zZ<;S9cH-{FXq-Pr1jogmgX_tV2-E1cLye?wkMl9kd)q_p+9#P1-TY;SV3*`ajx5Ul zcLbCYVD{@6`5RW}MSUmzhNW4Reog8VNBjcC{YE_A{xG~8Rc|VIJ)2p6YnP5a4gnc6 zzbAS6?l5krn!^!~m9{W1Rc|mBrsbmF@!saHXHR%I@28;fbt9%&|CDu z&6Wwjv^|jKR)C(<3(x&^jk`(5w5YXRCe4PO9uls_VPJhs&6q;rP~+6DpB*w=80EXE zv7(u^J6#jH-Y7t(%H5Cvn2rFddm)r(ej+a?-Nd~>7#DO+zs}5wkKSx!QDl_&o@&?3 z4^$Qs!Q%MGUipGn;l>eG*_~a{RlpM<7Wqx z2Yrtn7;m!fLdKe)ZB&mUBybc4kkaTk3FfFD1XM&gn$9Mqt3yNxLB{`PTNldU<~;tx z$uJm_r7a>PP#efG_)yPKA-x(vUrK;Z)w%>a_#rgffu6!m5}xKK2=qovvA-)M8~n-{ zD7%d3Ay@yHa04HSh<3C+fizvlCX$Czt~i5YQ(OTbCUPGRGKhBlJkEuH{YWf(b>e!% z@uv$RJivJ?LADz(MhysxeQ%nGYmlj5>RduuUFW0=Yl&}<;bg^}@OJ}5qU8%F^Tqs3 zI%0N|BGRFBt2|>Eji=ab*)+?|ai|@)A`_f=kJ`?XCv%X981zFhLFu z4h;(328!!2#hX-6&hyId>h%~#Fh_#^M<+R-33f5G2Zv@Lz1iN03c% zIoaXPTU4e6qf-$=002te5l>b;H0=Qc5*hVpa058jiGWMAF$pHHKZ@7EfMB(h0e~7w zhHQfdG&uCf4zWA@4_F{d32#6( z`=BQ4WT1#gJ`*O}5MBl%Q5Z#2EQ(0RnT0Uq$Zkj#Pt*zZ1N;+0$5w>$!136QS{I%V zMxQ|kpZZHY<6eSXQ`&=Yy#tO=~Mo;do>V^O9O7Mvg(E zRhgM$&UCUw8&-}{vzy^W8ffw|yX!$(!dT)#oJOCHz%i?j5tK(IH6iuy-`@? zdWOxtYMc@om5&a()xGYB_eL8G`X;4_yz`r1)3!#Stu3v}D9xX!?^B^^VS$suLvB4t zz8t~*AxuB025k$%jw(#+ZzoEeM_T&A(s#KR2;nxcebo+b1;)4`fgWtxQdMM`*VVKM9Rqh!uq@xpm3aWkOv${MFw;TMox_U9hD$v7#|?( zFI1sx3pOL@0I5=&tf#xo_ajHKqDv5kK$^d$ft)8r<5UF**kJw<735{q_@L*th#urf zI{o>`*~e(7Agx(wGfNN%xQ4t&EUl%FZX|$$pvJ2}2TAB&E0HtMnWusd3U&zh7vjXJ zDln2zA5NZ}hdAyEgFr%j*0**flf-X>=p}SWf^r_5q{HcBijDS=1vZK$iC#(Xxkk#y zQeL7c2*`05vS(nP3Kd71);v75h#Di2j%2rR8J$gDG4~jY$9HlZUz6)R zSO2a|!xH?lKu|`Gxyi~rlAFdG-=ek$tp+M_b!hkI`iIAn10)O8xZ7QZ zaHNdlhrgLn)rb#tnZ(g;{8I2SQMY?nv@C7&)Fa{m59&D+-ePFi0d7djC&dKvs|?Jyce=$w-xe_b9F*wLM9c zS_oV;PsrHL9~dCvqeu=XkEYh-YaD-i^z7rBoVy$}Nlg0s|5MbN0909R?O##UfN+Yz zz&AQ7C7AP&^Ouh1mS z1LW6dH{>+nNreAz?HBtl+yu^h-goacJnLC&uf5MDdtLNk7CsI*@U%k#mY!Z|B!Sr~ zznm=QiVevmG2=0Unmm?1At(|o0R3u4C?(X=0+LT!g91qi)mj#n4O?;@o+yG)9I1V{ z3R5(pVtX2==Vhi8!XwY%X9WV8Dw_NawCiS4IwZCV*8h<7%(}SErJ${@z0$eWtG#!5 zy|d}9#m$x>_E|4}T)LX|3>hHgX$%Wi(MYrWoR_XYJb2}`;!}lU72$Yc1-P17)o62qvBmLlDOr5h3|B z`D(_G_oy@sQjsJVCRKSg*1eheNCrAHcDLZUolYvGC0H|ZQRKMp=<`^trYS^2-bZpPLM+(mw>ja-I`ii8HfPf_ zzqT%IJ8xt+8~%8B;%w-pys<&c^#5&VmszB|Lr5-JK%me@Nrc=?uiV{m$RPX>{;iC;OK*+#W_&5JHx&(U5hSJ|6objlDCMmJapQxva1TOI1Mq z-6FE?emGz!nGJPv5|*xZ=W^mAI(nkS2R7*JPGO-JtU@pTG(7D2uV~VSRqf9!vHwwt?8h|SM@EEl6h0i$IJjX36=0Qb1f^fvxL2hBk>d= z28th&l)JN(Gi{CrIUPY;mSa>XiJPiIx$oKM4zX5c{#k}8SJ}-c8DFs330xtOh8zm8 z9;2*INRL}B=nRlDO>q*1#WXrmyqHbiL`BQozFQ?_ajulilvK6K1*A*rG=f&NQ%aD< zXy7`vm0h0oDZcF9He>O#O9{8yTkp5;ZC(G&uXRcLu)Pvk8-{1u(y?$ER}QoS@%DdnONT`USn@V+`s)}?rf-!Xm+Y! zsViIU@jAG2WL#r#h~D#Hc-%XqcfESedcq4{;sVrRg@`^d*b;7Xw%Y&ENhPD2Z(AdTtOQIk=KMkitX4r}$URmUCUh~LCr5`OKNB{BLf{diPS+}5o1tVe|bQ_{> z>j_$cLkP9`J{7DTX*MvKP2=U)^wT zHcO%%#F}6Lk)_EB=kd@lnN4Go*S%U-UluARKt|z0@Ek4SbkhH-<-ypWfIUf&a)mlF zU)mQ$=pv>Fy$=`!3-R=ihe!k=%N; zd}D~;ibWeg3^IiO_NAqM+sCOad3mP8#JO|ntzg>IbB5CaNpwrk@i|=_dlmw#(}$jJ z8Sn0-v&X@H53r0>an^2+&1S08L5=gBbfFfVB{T;mj##pGVm!bSo;6`t!93FH0A%Et zW^GpzdpfX@0@uV~^Ox)YE!waVgm3Pnv%9vt0m)xlzstuXUdr^*XEwnF4;dpVqvV9r z8_jPN7E6vfESbG2dg;tUb1LQ22N5%u?vHsb_H5aY4s98J-)`>N${w3g1nnKm&r4^Ej4z8nG^n`Mg z?+sAu61ZH*-jxH{#6KiW@sUst~8=(_MdO;6`FuD&d`g87?{$-*84{rm$s!>U+@nIu<#!gGww-`-WH>5cH7h!R=i*H*AKs+sf*7GS=IFY zqB)Dge)#h}ICIi^;Rv#N%b&60kG^sSrY7Rqb0^}4dH zvY<)ffi}6_RyN6oZ<4MUmv!`Io|K{)J~JzK{ltjn!LbvM7!S*eIt>nLG3zd)dfV>R z%nDhkel=5(XxYi2kEYX7wU3~Ii^2HRx)mFT|32l(x7m+>YyY{tq5X+-`+)Y#jSu5) zyYCMxTz@+t(vf2S@}y}I{cS&ZF!FP~etFWuNKdMttoxT7o7sHUuvGQ^>2(yQ1JsIW zNI#a7j|3Q!_KvWG9B8mA2ITXg43Ta03QzwUQ+o(m#JSI=7+z3MCLV?itsW=#$< z^{G$n%HsREJ2Azd%7WeE(+$zl$G?(>Kf@%MUh_YwEqQ~!@Z<^y>W0>L^`Q>= zi=HIm-T z9-Mj-EGiZSPeiaJZ^Lv840+O1i!mG{ey;X*t)uzALjEE>U@pv$q~Tm@6nnX-(cRGv zm}Smap!j5{EVvtTSu@CEE**NLb1Wi{C6Qry@`&aPEP@qw%BcujCwkpoMZbnL3enn^ zu4JFgm~Od$=GMdJ)_w=i%$m_o_SqZ~LQ@X&(M$TxX15wDD^dJGdXU6VqU!j(&N!%-xf>TG?b(-LR(*2J@jU z%ueTKJIQe2ti4C=D?*uRmODKpEGs8?>Gg9NR(o#Z(Njxhp|ICI<7Lm^KED!R*)4O6 zRsGNd0p`@w$Y@6$0mA3n`U8Vvx2F0B1;F`5m3CQHeRbED8kb+sBS;c(J_+t8&M<~X zG`n<<)w}xFC#G%zh0}ljC$FDFNfx@K0w#Eh{YCr+`&~-E;O9x3UmSemY>NAfIakMC z-Zd}#x1j9ihrgX)*mkYl;QXw6`>?pSir1KcQzD)04S-NqBbcSLbi&$-h!OqE%p1J`bu8322 zKhoQ^jLm%9xAB0$YvVnL&wE#vHW%Z7p)#@qrhj5Y%IGj^Rkx#dB@IDLF4uTCrhxye zJD2vqvNYP!Hm#*YHWV~e<2kdRE(THnr)J5Yj5zs0L|Rdw?&hk;XTt*gHq*S5V7mY8 zVe8%YKYKp8-ZTDo&u3HIY96{C%3tz&ZKw^Ax@6%e{l5F)+Ran;={m_M_Z^%yGkRI= zE3dMjY@5|QAHC#SAD13}^kW1?imZOW=GH3XBjk_JE%9cD+{DE>BOSv}T3+?1%#(J7 zJ?Y}DO?|w&=wHeC+(s8lAp*doz}b6laA8Kn$OF4dduL*HIj&_u;V`=Vr5W+oRT# zX`}Mz-wY>gZ`>$TSNA!?L4A0DO9pR z42S?$iZ-Q%;;EcDfECAHh~JsII0w{`H8@UqagkWkxr8SLUo|bqCT#w! z=z?)Uhr+wQdM+^s>$ynV>})AnI1D{!W0yftS-RlS<(ng8>bF!)!egbsYWiTW;foLQ z#&DN=y>vRSz6(B@T=QTb>Wi4NT4xh#%4iNq+#3`Ue0}L?yx*`m68PWB5*r>vS{?#t+rqOmL7Kkad;8qySuVPzPu4+|d`MyI39nQI&W2x84 zK5DS7=?Cf8m%brF>~0!t(!}!&{F7Nwfa5H0`T<4ndjgS25|4MJ~-d2hao5n=dDBk~-AM{G87v9GoilJaKm8CHs*eXjYZy=$uz%w<(Q1 z-N1Q&(?|ZMfJ7_T|E)4w*p$4TIC$i?{g>Yh-ehUhqL1_#eQMm1g8@NT_8+`_>d#szqOm|l8u%&yqs0V&KQ0E3${Bh?sr)7mGyg;_9HJ^bPK)M$=Wf=(l#$>_{*1; zp555l{=Fdgi=EQGw6NaZ=fwpVGprpWJ$`fA6KNg$n)&}7%)c1WMc$XxXS*Ts%TXy- zeHYu0-h9olV&R6{a|?S3u^q9r>j&4?KiCUl{cGE!6$zQ;e?+w=$Njmk%`L92`>A+` zR-4e$$U?&nPWOxyh*vrjM-J9>rod|$I%MA^c(IPyh|M*-U{2!gpRy|yU1~H=VbwbF zFJc<}g4Qfz2hk}+VzBfdLybzKqBGK$N!L00RZV?Qv6~OoW8-#P71XR;IbsP^>aKBd z+!58)1-S}O+Z^YGFYF*IniD-MR>Elwcq5!$86D6&=Bod62KM1hMa@+Ag1L+ckNsAt z;2FDtmuZEI>#xR{C$#MLn$XgJKRD&h0&q9SPaa;Zeqf&Q;8?puJKbCb=AYZ2r9WwI z?dNB7@cGSpZpiCyRdfBV30Y3BFYy?iQ~QPY_A80j->hYhc*l$T!wZi@(%aPSRPfz= zL(rH-)|poh=AW?7FCO}`gWJ{2&Rn+S0DQUgc7k^Z)fYCU*y*|uAy3cCiHqKTqw%A@ z?(E=->~g~XSTvTx)_C``j^_V&YW|OFroBFSN$}mdX{o(mcbez$_AB|7mQG2AbH?Rc zzKnTbVf#hO@Yv26&?)IGbV^DbKWWj|*6&4}U1K=4@lx-Qg?%08TJztzcLEM|?KWYd zzqOMoV9}Ab%dN+p#SeHib;wDl;dpj_e$0c;A2eh}?-e!5(FZ{#fb?xBM-W4Hr_aPj9b1 zv46+{!?2Qh6D_Ccwq@CEV>g7)a)Y(bZgAMk=XR}dGgeJY+dVmGiVo6yVoAez!wZ?c zb#wQRvP}*$^om_N|Ee*~zB+b%b$n%0+u8D4&aJ~)+WaHIF8*;1k*#xfXNM)6b?~p8 zxK(%9OTTUgsz4cY5A^B2iGULbq}AfpQ$;T=xdHX3*1v^pi4=J+hAj~8Tt|IA8E+qU zoKF`7(1l+S3ZEX9-4`bfvIjhiTzu8M8oFwu--eCP#(_?)zx%k@kd?Bz6y6FT#pW0f zo0>5)D#RM?)si@2S)f)a4M;VAn?tV9ctN;8h?@LAieq3DEi!#f4Aq$1vwl!!;q{V& zN|^L5gZMC)(yflGcTt;gKW_o7RPPVF-0Bqn=dsq-^!67L{;Fu-lKt$i-;uD^F@B#s zJYlvQbz*E_*|(Dzxp& zyU{PlPBK`QL_1#WjT+r5-`PSyHh#pLTIRDiA?HN#JJ)aSKY041)Nd+prDmn}PrhZZ zYu5ZXZ(H0u(T?Z1&l*}B&W&H5^j_zZPH9VbK8{;doL~Lm%>BmX@~7^mkhZ_>|MY6Y zZ(&LIpLTg%vBuo{@!-(xF4m!?lbsrRb&u7UsOr+zJW~adbR27+C;VAi2RhQSFUgb+ znErz>9wG3(Vic3L%!_r9lWZDN5kwMiA;w&t37uOv%fNrUCXjy=*UjKzR?*yj|u8%&rFZ--xMp zWX;+lG7*woQdszbPyH!V2vWsF5$B@S45l-Rr&JrH!GdW*?Ie6IWjazjn09r|?nucG zylqB~z1S)2VyneZ4r`wEYc(Bvytm!C_4n+x&l;&lwyu@Na&^+(@`yd5xvWMs<7k*nu# zwhAekH*0C_EAB$0nga|+ch$;n5gkn0M(P#YvfzY~c3!q#BUI_)`gVW8lm6~$lA~Xn z7IS9X?#Y9_Y`@r;xOc^q&CYAgt;vt;voH2cu*iPab>B1Fh4J0L>$%DLu}yLC0f&8k z1exm=N=YQEN=kwuoD!nIzcdVZ_ySMsD*!DCcSlMkl95amnMmnI0?G~kT}B~Bw&_XU zyZ~N!pM&Rs1Z5m5`@+~UkOc0U<6XId$RO#Bxb-xg!cJFyouZQTkCO|xlzNWnngmq) z9G2~|zH_v@pwI_!)O9n3cM@(?niv0wC`EoNHBb1H6rjAkumh}{a2ERy5=gQ)2)z`B zet6k7ZG^4qE38Y-M(L;m@qCGPI;iTj#{byd`~CAH7ca(jek-}GQ~t$^e~ek^J=Mu# zQ^WG>)6)8PPjz_7ipr2xx8RIGyexUhOIQ8Nj<$Ygk!X?F?ImN)uwGtQ{1;~jT-k1& z>M;M5afrb>I-{V6WlZoVog0Q+yVc2RN^r5QS2wH9R+d(My-cGl6F;)BNbJ-&#IXJH z)mwe6URplZ|G?Ny`!8Br_OP_Fw6L;VdCBIrskN0iUP|rXcytMspF_q?hV5Of2EVqZ z@u=aJm6gRyDZH}YKbEpkXUpr`HwBEf-ou*i6PvhhzFqchs`hrBj97ZR@0LtJia4d1 zG!lB0vf0TvFdg>it=w7?W~nd+$G%Nj2FIVKGE~wY3T=ukN)%vwgI-;ffZj(^DmzUv z=nJ^#WAW_*n+=9XS~Q1f4w zR8dZM+O%<_;Rd;CuYm>j1Dj@Tsr)9~x>sz?AkPK+|9h=|Y+0s7V>D{A?9sJyo&Sqp zKAFGKhiu8#G=EqBE+5&8oGqK>)60_TlCsnL)C8p-P1*6Jq=ABFs!9}hpUEyTf6;-@q z7K@|;tY1u@KGuL2uUn+J24jF(O2MWuSF-76INLfGTRx2>*|1d0YJwNd+|=2g+N*uY zxW(tzORWEaXmbUB#AI+nsfr%c795UY7_ukxj=pZL7JZOQVwJ%8vw1!*1zt5?K4ctt zUk;a40mUMs>qo27UcCxOH1Iq*KWl%l#6ru7UmQQv-hSojFW-ORb*5kC#?2N7V{R{F zt)_R+>we*tY2;W07%D~&?`|{Pxo8ZbL?x&fH#MuUc-3h8s3XRJ#yv8M)WF68cF9$b zzUR7ahHN?bGT7Xe`lXmks&!^fQNOgBUV(0&%RJILDI&r~fWX6B}t%0Q0>UypyWUxj1A5od}E{yWA_H^HWa zr!HVUm9w+LdhIk!^JsA6&xqAdSH$Ihv;sVfyk_)e+=vODR78BnkW~wakc0ADp|vYU z+b(;gX`3r;$5Conp$RuW*N>i8Lw9kdYi->F4><6XeH)L=smsvdP?! z=-l*fy4SB6d!&R`ss`h;snS!&NQQa*YqWinG%`1yB_YdkG~HS5TE{X5&x~J{Rmfr_ ziem>@4SWrk{`P91={I_6&=3KzZn^8V<*uvmZ8My892G7qe2ApJvS`TbWR6$wse{bD z(Nfp!b@%F5<=#3yLoJXY`(8NrqIzQigJ47JuQQ|7O;cQ$c(&ZJ;4o%}(9;o7IUTR5 zD|O|p_@{R59h(y#sc$Q{54(VCPgV;L2eq1z5PS=gN#^Siq|)=Afd8zP2>-(NHi+Ogd=-VW_y#5g0STYALN6t5Jh zFT=i%MM=|Eb8pOULgKa1TKLBshKw+(G?I}?w@OajE8F%99rePtZr(XdJmCzNk+q2oP{rgTTsmRq6Qkj7TVuXcin9GG(J zbuA<=zQ5cxeuy~awNRfg`lYd#N^G^IS77`q<;fV%J`kcX_U-0l)WCcH8BtN#aA!+O zC(b8(uXG1zM51@JygE-9{1MA-(2qM%R=Ew2_S@e^Gx}{ zPUrFW)TQ7Q&^Z6Obnu+sfo;75_nl(gh>acPE0yMV2y%%%Vu)!x9tldTx3?bFz}?+N z#`l)H4ge~-2j4)~h7^}3WmjW#wwV=p0J`9&B9ASsTDHRGPbrfNBk8`NKj#WZKc;nT`x2{(8Mey!97>|jluqO_&Uw#;$6S$Z_gDB2G z9Rb|OrhaAQC-Jsvg=78|eKn(ZpzmA20At``!1nry@d#QO1S6R-10l)wq*n&)YLOyT z44EAFq1&flT2U`_JrLRbyvH$SflbK_8#AX2>!OAY*p*Ju1rYjc;Y&lid_%_5u9bck z4d(%eg|ka!BV1aDUEu0efi6^*i`@eL1sov@5?sxAdbMz8nkX(kxA^ENPtM?p{y3-A zrgO{!pI1Pqa?8pt9t|u&tB!D106z(@+#sBdv#w23-fTOUL5#K9erVi~wwaEnfQfTr z2Mqo`Vk6F}5Fvql!<>aV;(^ILf4Ev7{Sfcy3FuwTaHhXmFdGNlO*VpaWDiSf^$`iQ z9RDikt8$)80A0@%cieG0U2Gq?&mnMinpiHA7%cEsT5gp|NY3$ATo`2Je$|AwX`;1k z+@~H3#ck{drUQ!eZDJQ`6oGK*H^ru(f+Sf7!!%zGul#9GsFQ@6_;bt-*MUsP93niI zp-haUiAN2wXn4n?A+|YVp@cfqU&_p)m>EN`)c_68By_rA4!E9pmHNKY{vY=d4i*yV zb^8CYe(jWZ*%$Lttlo?{Wcoscw=%C-g@4%}VtOBOeZ@fD&_K5qD{68{ipzF1je>4s z0DToIGF#`FHYH(%`q6XV-iB|hxiIJmrV9>vi_bFc#n`uk9~EK;ry@GFNrb*FLh3n3 z6Sy1eC)bMy>{P)+vdDG41IH`l`>(4Rw?-6tOALzp@|=(mB8#-Iwe%X;-Xo)Xc;#USzo^$6|7&<%!arHL=!o|;n4Bo zqb5#>Q%vrRA!CBLU_*pZTSwCzo7h*zmZc_Kmu}3wl;nno3as{|1}<~O_xNL-Kv9t) zqviQ;tHcs;M4)*C2Pqcc3QT*|&?~%BD)>S)@5Fs;QE~-QkF$v_!8L^kNca;yEnZ*~ z`wx$XZ*ZJd9t{Vu!6&;7+zeJ3JwgO9US?R`3q%QQ(<^^`Li3o!ssXhdD(>?kE9?q6 zHlzHEqiLdzS(j9Lk}L**D^gRL-#SG$rKP*!(-?H2l^v2ivR_`37G>%~aRxN~0>~}^%wfleUWAsiXW5z9s?(xfoo!eJ-PAe>_ zHqPi1I3U#}TPd6SXdn*HiTew#1?Y>X1){bjpI%Hsmbdw1Iu2V#$f|}?-SPPX8eR;g z9wE~#>nP(wHRAq)%ovA+SCST*ixrc{4{Le{)=4l?*b%i7{yZqDl#c<*UI}G5a4Xa& zYVFmGG`JsBxd=_XC0!-(l^C3dov5PQD2;eeurdG6$D)wJb3d@lFYCN9%EIo2LCuys zGZYJ;W7IcoMz28M3rRvHm1O~3h!~7B4Nq|)lY-#DWT3$kT34pJq+bI+7G4T$tz0 z_DVwH-}CB-*}hyy43!p=*;g})&>5y_PBDg=iaHUgOJUvgG)p& zL+A6i!rTVjxwNZ@+Q5Py83h&%-;hf@S&YS#?4W<=Nt!Rrh;m7)?KRL{>JEf6kQP;{ z<9U`LTNs%AKoAD$2qUfT6S!CmiSQxSH%QNfJ`!)d3>nU>Q9Zru^96xR>L#;M1OY@y ze@NfJ_!pIo;&&k3bj`T#tGGsbDU@x))r^Fz88f27F>s0i0t+?jjEqCVLoOa<_4r7@ zA$BoL-Z&PP3k}%@v_%ny;=!bOYn}3bd)^BGf_;ea?8(EzE6G$Pu_V`OT&Lo1vhqfv zRs5Hd84zEY9K@#dh$6FCZrnJJhMk?vB)Inp37YNQ53(_P*g5F37ju9+hJTh!2>B6c zVn1~>#YkL=w4GPm2fV2Xue@<}u#zx5cZ}$*HBR&R84{3_tK5f;Ewjo7aR*!K$HB<@Hi{f^{^Ku~MQMTdX}_cm;wj&1oOY^aQQ zrl43HnQoIxXcj_ITdN>Y#BG&_!+FJBg|Jsm=oL8N_JX5<#G(e4>gV99qEV0m&+afCM3=CIz@xnsA6PD~u1*oKq#4vg=q;;*no zAax%@N&i0~2_YM!H#&dlAJI2?#I^C360eMu4dOnanM}npEt>uQ1v%_pry*1|`lb2# z!#;U2d+|{tY|<8w5vvj0_%8{6QVvrQu2!XtVlxTP^Iir+>|!){X6rjzJpm*Vf21%a zq7|G1afpmUkmN)m2|2`sgoC_71DeSCm~b9BZXz1HU8n)Jc@dXJvC#q}l<}m0QJ*)Y z`UPrD6Mn2aUru)*hm(3%4BcS}bNa)QV_e@xsKkPF3@3XZwP_)c@+B}JsTy^;X^rzg z^k;KXIr@GT=81El zU)Nvtc}nq%bmz%#B`~6cR@vAg8ufsT5k22?5Aa{DUQ31@T@x+S`3enH`@+F7pIK+AEEl1xuh z7a(zwjakOWNUUU#5=Hoy5}zK6D!tX)AuVvEKQv+3Ut^Phk_T0<0r~v|jYPhd?kx)!ky*#wl zr3u4b%*&dJ*g(8phGbrkJe3ZuZGO!hzm;Uh$Jy^35Y|*O5`|QRM~GOx*D$ z0Cuc*_U37nL6l4?d9ATPNP@l;v%sU$XWjyCAf~^Fa~cAEd%nEK9fN zC2cYWG)~Z_#TbsO3_n@ckanP4NLM+%ZTtlKVm?~(Gs7KKU7!|3C{Qk)ox@EEQ|Yir ze2f&lprsJDXdn11A&f;AnVR4?H)!iB>|SU&f2YP)hak%LT=1%pQ;<6H1yBU5#fGLx zxD%+U(GsqvInl^mdAf`rtr-ocnjOwm>e+wM`H=t<+u|Z`FghFnB13GUH`#$=Y z(225pAlb8heklc5RgP3*6KbX<{uo(-wD|xz&sZMf1yCKptC}#IS>>n=CBR3nR#3+G zP)KR5wyrRNi8EtlCTW3D4H^@Z#z5wT0ib=I?X!emE_Hst|D-(w{abQM+7pl2l|Ad9 z6?OWnfjwruVtM>uLvhM7*&s@jGzOuJ1p(nt=h@2cqy0z`J6Ty3ZXd$WYBR5CG<)%Q z(tX*sk1<{0hzQx_%a--B+dnngJ7lF94E&pZT&nWBv@Plj)DA?jEQTH+9&lEDq)%$f(px`;H-D=(sj5)g%qKu{8#rh}E2%$cX>g|!cJ?Eqz(&H7?3%5SJ*{=X z?>tO3TneJhOWlzX$`>>P4T3pMtlesJ(IhNIC6TLqHPQ8~B&VHOhiA)%I3T5CFI|nM z3OOc{^GzgFmvg>`Oojo;TQzZ*ozTf>(6OH|BAd)?EWTgs*VDHc1CmV6SUXP zVrFb4=SZQBxys=~wfrTX%}B5lnHY1AmOT;b$EJLB5(BK9SH-~Pcn6A;yvTG!RvekZ z;Uv`BZg)IgHXeS89S%?@EXZ1y%t{W7k?VQKW`5T6El*Lp_yf}_P)D8MzeGG_w17vb z-eXgbr(SK#&ahh1{vfjNAXCKzbPHNcIL^@;XbPJk!BcCX*m^0IfHQcqoCv@wqZnh2 z9A=l(YD*y1hCw_=ry>LpM+{~&Pjk{Qh70^H30zwp+r#L6IIya9aT*EHLc>B>O~EZ)ENh=r2T_>w`K}p zuiBQ3c(2I#!IC#IOGjOi%t{V%e6Gj0m~DE8D;BA(&v)mvCXZ^Mh@~B0Bf?srCw&ZJ zeG~Y96Ng+dB+dH-Sk$Rk^MIOno7b7%CyJ^fsu&@oNoXa_MYKvd)yDx|D5V0&y&^#_ zIwQZUD{N5-qJf-y6+!$QQs_EIae9Sopr>CKEcuX$V7>^}Uhk9b-DP9Bay0-#p^$=8^=x@QCrz;(SfV4B^CpZCx77|!*d{e= z4TjiGBl~?(xtzHWT(W9y;S+FEoms6k!n07ihK*u%1t5G`Kx+c{ zlV)x9li?`q#J-r{bB`>7^zY!#NmWxij;|s?QivaHhN-x3E#F;%(Pht(UEgToJ}02a zwqkXx4}fz@)(=5b$Z8BFq!m(!=Nq4Ix9Ugc;xDZ{i3bhz7zif0pn*0JY1qCeO3FqzStA{BIfMu}Hn#$=`#n;Nhl zcVd>~^P@Bg-yV8jGwOa&=VLn5*c&4y zEbirvc!H<~t9jy$3JQQB5Lh%b8rOfV?d?|wo$}(uC9Z1!mj-$ut_hx`toQE#@PE9e zduBO?v|5a5v!G~Btvc6_CzmrFoQFI#x@|;*XFXB9t z1q#g*6*4Kd$2fn{W~u(J_zmNef;6MLi}FA!Y)4YG(TKN&zaZ{7%vHruoOZw*;f7*a zi2e)`krP$V69E&7a=$8n!ows0foojbHq@;lzc?eCd}eg*(=bZS7KsPr_a96s+?uHW z@1Ebyj~qA7mvZ(xw6PfbLl~O0J7g}r<=%!vWHZ{)LK5<^N0AVg^eaqSV389EoU|h> z{CFQTCW0Wq6`X{`YZ9)cTU{MCfbYL4$L@x!;|Wx3Mz#g&cCR61%v#l46&3A>bv$zl z5upuQOfwV+L}0BiGza)0{SF$xr#>Xw?Iz zZG?~6&3&}1l&`CkfY)(%%tTmF%t`HdG&z$;FziiJMSACbCLtK6@kGT@Q3)TM30NtzAiyh(61eLi<`OYD{){8&_`A>m zLJ$xm|1jW45r+7dlj1A_Ecv;5SuT-;ijO7eur?;lMe1uIt&5a4)E^YuDL4=U#lfP2+guVfv! zo&PiL`*sWaK=s)WhlB?6rMv1-y$73Kt_eNjwiTz?=KIf5wf;`f}?j7u}07hspXr<9-a~h zAdH*WO0Hu73}yIYx6D$&H#U#=!3wH*DO;+O>I-;~@DtDHI}ntVMaV$#962IXMRNiz z&JqT}(vHa3WgaKG4 z<0-aw$)q8F7X%KN;DU@fM8E>OBwCWf^XMEN z{k3`u(^)r1ShLU`WTx4!C$(FJk6Ms{FA(oUHr$V)t<(gg!mY#s?ksJ(s9SiZ*eK&xK;Cv5!h(kWh)b>aXwbht})bP0!LLcm-U84Frv^{AqKY13<*flW0#bHBx z8hf1`qm>Ln1a650HEy_$Gl_pypwNnGLdO}NALnCelBO_^_r$Re41OdY2}_IRvl6hT zCI%vhGs?Jdar_6b*bNE9VN%2(sm(~FVQ52CVT{-C1j)-${9w&6Lp0W<4xz<@00`4( z>KxnsitfQJHCPm{Q)#ynyJ%s6qLA2khuxOpkSehfk|}MTCuEY$OsWyUtmaKJ8L$)s zsUxS4`&c549C?aNuzkt@8GLa@(N^oHUU&3Aj_+!JYCY4fhFHGAea;Ao`|QRGnHWlC zI(n&Ek%?5O6hx~4h+8%e#xe;va-~XoR}d9>M#re+IN&D06e=nXMDbj%<(6vEf$^$J z6k=`>FmKMPyKCL4(}3xd#`)`SDwS(@mSQK+uJXgOSrAZ)JQyL>0Vc&O@)-P_Z}exL zt^`7Ygw9ZnxJvbY!m>JzlDP?N0kK#jF_vFYYdObjA)Eo2xRlc*=gm=Mx8w5;a9(wT zL!&yRH@u`}N5VH7Uv$;|?#^^2JT$>_aJ54U>snVsoH>frGIu6(;Sx#Gv2}hyp5mP6u|jmJr4>X|vUfh8GnO@j7MMKNFC0QV5MR(hO#B1D z6+JR`?pM%|?(8>zrN^Ib4*Bg5{H!vIGp_s;&X&uzCsFE(3y0KiBJeG;)dcnmzc^Lf0kryH6{TPM1cs(FkGJiK{4cNF33>Ev6+&qN1)+K~5& zK7Xc1?k{ur9D5$g?Yyonx##)kHOI(%sE9wz^2lv{Qj|KWG1RcHN`RXOl4(}(n5M(w zv&LxQdDdO@cO-l!|DQEaXP=3PJ~cn8DLA+4kg=v9to30+Tk<42g>U@0q(0Pe*yPFz zEF_9Iu?rSOaN|OWKI$&BKIP^rCq=AGj^l_7hhrx3wmnRd77BaDIz~*a0L)^|g=K#^ z!fMof>a{*=dt zbMz16n#ZOsK;Onr2mCN;YB0(-5QmTj_2r8E56UYu6z@>N*VkzmQw~K%U=}^vI|wka zME=C4loM)LI~XcARtJgUI@wBW@+&u-)U%x$QFPM!HqmaLa_GGT=N%E@H$o2&@W;BX{J@9c7J#(5+r#d@~x^ zZ$S#iE%K#N5X4f7Tkt5L$X8?tY>q2EpCU9o1Qs!gQHm zoUGIe+*8I?mQs6MBZg|4+C-I;K<$w$!@&YDd!@V%H;`I$DdvjN&J``zszW$<5$i%0 z5}z=n4a$h7itNR|4xZM#irwVTDa?sW#AA*JV^#UW3UhfydWVp+xJROxB*Q-|o^d=N z;&`a&9?MdS!=98yiIbG5rLqm8Z1GkQT%RMl*?>I1N$FBDt@T#h<@??2PI=_^8o0v7 z)^l+Xw%-p!>QHXPaj{R#3Mn+shjhugY6wPbw2Ej8cdA+e=4p~p!+Tk#gL9O!s=WXu zVG$nJ#s)=T{9;J#CKbslBUQ`fOqm$QbYMrdOtQisMS?q+4!V8#e89V_xY`*;Lzsz@ z2_YP;nEx^{ByFbhh9;s!$f955%J^ zOUAE#-46nZ(6B-|G-3LI`7qMguZ@ksc{M~)!jK0zwlm#IW#wL+ppsfTJ!(C9B{3P&m0aKo;lWOsW?H+s_ z=P|(z!7XOE7JnsS1d{P0`lK{~@#uE%+|0sbIB4)pwD+qbLD)U>=27gp6ND;q6eqy; z_Wo^pRH^Psbhh+ac^IYq@VJ2W`bt8 z8Q+T`^(aA8`C|F(WDP|HhH3iIf!tsy-v`6*d1_Y7Zxn^)05~AZBNq`fa3NT-z9-ht z0JvWiX8eDF0;`bNFNyC>fZ3)Cki zXRHX{FrBl!Hm1F~}7Z zIi3d|L4YRKb+CxLaB1$$B&Fufn?9cfX(1|O1Zas^Xu<(@jJcLl{`S;m8&j*Yk855= zOreCt>)e$o3r@CR#F)3~ZJx{UfU#=iM;<8F#}ufU3j*RX%J@v%bbku7ko=A23wfw! z1Q^7(j+WgMf|1O;8G8 zIwmCABz#TO%V+?3<5;(}F6Mm?Azcq|V>2*yujRA^i$ zI{HMvx_5UAyD1>wOWjSZk4U(ht{w~R0A^I=f<{y_(o|OT_ zD;g1RIki+$EhMHmMsud zgvl!YaZF57_^kF=0kzX1TG;5m+3HzOxtN4NH~?alGD=54UJb+lTyqz6if#Z~{OG6z zH)TH(y<{eQ`AW}K<2*qi1E2pRBAu!rVMefsE`~!FXFDxBEK%%J839ki@d*ebS0!fR z9%haEQj8s%xc~^<%d~kg3tenEqmZk}s*Z98=&Ax{M}U`{f_YKwga=xK{&H9#TL(oO9c~KSqOauuVeZ=kl~@>}fkrLbE&_Y1gk(VH{6aAE`n`RuV2e+f^Cnn+QTL=xLdu2o%>X;=Is`E6`fO8Wv1k>LU@NRulEQYC)Z2_VI zm{vsvHczM|8I?XS&G%bg!u}ML5#P0_S^rFd4bj=T9M~m&h3pStaQ4vyv-89Z6tKXF zB@%@YvlKZKz-=v7k)@)ZsQVAqu%O0xNdHT&q&0ZpG4Z_8FU4=F@oL(^g`s6rzJV=3 z1NPDTOj0psh0KEbS(?x#qGltt;+Wmu8RhVe$xfAiDlsWV%2Zgj1Q%7xmvd8yN(|c_ zogzzBAR`-Ve9JiYR}w%7>Oxk_zeUOfav@T56ChQN%n%QIOJ|?(?61tKgE1#nZYu>6 zNU*s%TCt88+&x5y#%Rfmg^9h!1tgM^Taw!PxglA^Mlnu#28=;6Rlfna4<;KKJ+Otb zfmy1Y(O40yxe{KWF7GZTkycglqOE6LN1~PIo#6-6sHuhER$D!{ zpArNx)YkmCuD`NaYB@X)|I$c5i!LgLYHU$-?2%h~TEzprLS=<2t>>ey6@wGp-d&ac zl$@DI{x7(s;Rj~Qi~x2hJW>HSp&+quL=R+ZmzaHpO1Y#&A`p$At{@_a7X!u`+akpi zF>CdftDE9d|DvT{91>r3&ntzAkAyfX?&pVS)^QVPqLFtP#@sQ-|H;r$*jHAImi2OsdrR6ZuIgg=P8Ac^fPwQ=Ij@2aRZ$M{qQW>f zzi)S-Pl_Qp4EVrZF(n_$4kT8Zk(-;LRMmRQ61cUD50sI@1F&X#PXeiwb!xF$WFRn= zuFU4xamQs#5*|z;KP1AzNTq|izFzSkNw^d64rjl*Ly8*L4INZvl8UR-|myhpr{kr-@lgGK$lErA}b74 z+)p-65gm9_4>YEZu@E6vJXEQF0eDMtMb0h;$z)rYWGUVyPp@C{`22RZogG#Ak*bpj zImG~oE*O!lbA#kk>x;t*H>7qklLdq3TrZaMEx;qeUg-p1mtqj6n$Umh5V0LZG}8Od zC&=Xy@|Ucu{?XN@25iy^bc0hg?vxu89uvx^{8J1_(qFbG$KG)4lJG{K-VkAi+rit_oTU4DJ`N{jn4+ba1g1?X=?KM8J~l-XBiu%Lx5fg6>ED?R z3X4&p%A3Zq`z;!y5($9*PL&|UoxHG|kEiOo<9M4dU6R!f2va(g@^Qkqmpbq0KcP>j zOE-UN&%Rl;_J{C|9xgjq-nIB8<;kEhY-YGFethGc(%1G>EsEQjfS;uvG3Dv@Og79i z=jj&bw)SNVi*rw)I1V;EC@)pLiOoAub_~_E!&kC>vS-A3HYe}9GA22-am+Z^-l<1s zd0cHC+q~k+zkSzZq#^7woN12C`Ko)~zMK{I{7dkP#<%B+T+E@MRL#Mg&p(NFM z*UV2Je7+goFjKbP$s^SH?R!7FJVPG8A_>djAmULk&%U(iT*|sP7~Fg31Z|E z4M7oe7IL*55){e+Fp6O0vZsoVFHYBW g=<0{N+dHor_v*W&3ibqb;(wEZrjN@HSn|>T2M--9mH+?% diff --git a/book/images/preface/fig-quant-map.png b/book/images/preface/fig-quant-map.png new file mode 100644 index 0000000000000000000000000000000000000000..47423d9b065d947d211c96c0cd9ba96966457ff2 GIT binary patch literal 92582 zcmeFZWmr^g)HaNAt0<`;+=76E0s;a`N-Kyc-Q5jCcaH(0q!J=I(w#%YFiJ`c-Q5jC z$G|Y(h4=d$-|z3=dwj>U{lR8rv#-6bwbpsAbFIx6Wkng%TeP{_@{XWOg(G!2^P~uU@KqC2dYw_^G!ww(X8p6GI+B zC?350NJY904#Vs?4fvF&1I$Q!96dJjE?3}!v9VQcqHFl`|tGa!(W$cBOrK}aohOH z-?JC}L?wSu2p-t{qy696SH7!H{yTd^dxiSHvq#|s#Q&W|z5d@{_kW-5czKV&_Pj`` za$mU!j=U;EvTgA5U1(`r8b_w8_d)ZR1qWVtZ=3O{9 z(y}4=GJ*LtiJt!c<{@-zXyfO*L{C0B-70HyOUpd`2?4<`EBP$-W;$OIaF4*iPv}z% zn<96?YFL$vh1|W2+?bdcT2f&#Z|r1$f0}H)Oq=MGHzd*uc@z+hW z8}~9c4(ds78J79^W45;j&coQ)*lv&|>zAxX>UlB{L39P6B{o})@)M!~>wY8C=@vXX zhqiZpJ?tkM6x5K>^zA;lWrJ%d>I7y9ML3_Wwh>NuqH^Qc=hB&g!Hb1Z0fAv`Bsl?r zU+a(e*9hJ{dL`XbFjLMuQVSiW$SW`u5{Twa3B{X`-jQ!;I1V5 z*86t|29J?L+iq_cNh3x137*WD7Kb`R2`=MMYe-u&(U) z+yO?VFWWjk@jG@8);Bmg9@Z9K5!^O69NGblK4Sd0MnR9@>KnLlvB)dd19mi!EAUM}?2y>jQ&*xHkOl8KR zAmMA57*tbJ+l%;lc93hNc!3g17~#U3?ay9J5&KkUIvlkRtlS`j_p>MQ*t|*^CG70# z8f*@%QY0jJCmMPA&|iFLPa1zuKfV3d>s8>(@xC(mmG>f^jJ9_J#GI>N(kjU+Mudd4 zW9AFan5mbSVO(c5CZQ?cRPYn-8@tg~omx14hl3aB1i~|qsfLZ&rF_AmOQXB4aO#2h z8bo&|)IDcrmPTZl-^5%X>sG~|KI9pBvrUrkeHPIEwtc;6+hClGagrk#3sUiezlLD( z=badp`t!zIeK2ecWpj79ST8*wd40@LR7gkMyg4SWcxHR%G&?!DaGQpjQ*||)F+1$s zCBbs8J}AG|&2CMn*T8@&x;@~BK&f=_g>0s(!O3w1?qTrJE~lF0{y6VS@#elns?Oz) zTsX@bj%jo-wOuXHt75d>ZZqnkn5m2Ks}DU`>x0k;V>d8jN`yv>k}_a%YL|fUf)N2T zq`q?}>+<@BL>`tiP7bP&IkW6-2{%ciXHF+0dc)k^s=9+n*Th1RBe<~ZTZ20^H2AHs z(+y4ZNP%XdZO|~9F3(5h_^i{BgFl~*D#X#s&n=e1)Cs@s6X@pQQF)gmrhQ$*$7^>_ z!Ru8FwzrWf`|6X2?CTnDpt8x|AGY;`#Xp_u>>S8f{>@~Vk}2!6QFV%~As)GeuCGLw zVD+e@yL-56@M#@Q=40uY*1X!yI+w$l3c4!jU5~Y1p0he5a9fpyh6x1b^ZL$7?mlH! zmu{Ky>+iHWPmd>r6>3}CSaakU!~>`qZZB;v{?xG_7c@JMOwoKyB}oJ#Z0@6P1jDou zq7kbgf|>Ts(3v+V*a>rNv#@!}4puKThmwvYM%a%2z)zG;82SHjl_O%7OI7YVwa{4& z-svTu%k!im+n!0Tx^b1@>&PYeK2U)bo}%9+R>u_$jy_Ph37Matmr?kU)!{#QpMKNI zUxF=>la+;qjQ$XofJh6ZNW7R<`!nF*(R{nMO0B?pu9%esE@btMB2E1*yttKotG7~T z9oZ%KeP?^DaHLFA5N%4x44X(vfFo}ypn0TTyztt8b4^D=O5`q+U&n>&gwC{7&k}CXt zY)q2h-2CCkU?qBCpY_8;&xGu*uCl{?8(rKo*o{<3u&z-uO z*Ag7JDJ4h8#<=vJcMhuKtM;a}n1P+M5K^t;DgDY- z89lwGN3oJbr)?&gK{bH^V-vWZIm&Eq1_^fvQvI0-#>0>HBn=AhGnxD5Qw4HthP)(d z0DNT&4GUQpF;`vJa7Sb-u>(+^MqeP!W&(?0@~&iqKW^hJ6%)TMPv$HA;zkvo+g!Ln znh|k?f`vNT)n9{OCd9%-2|Gob?rB2>9Z>FPunFmwRvTE2FZq4{^Tir$i9-HsVDDjH zJ2O`FpXv|OSB3#@o{`4?JjF^w0`sBbdWm6CziGH>GqZ0a;i3cVg1o$26Zz2rW^ZH_Q+5{`@8%0;id)#)3cHS< zs5D{MN6HS+NeJt{{)#*}X3~E&!yR)7dy+G!#dgNod6$tJ!q@rum#{l_UK~$(Prce_ zYj_A+H5e>iFX~QG;xOayHNSYxz}B|k>}INJ?zt;&*oK$-5i=_^nO&!TG+}99-(Ww} zdv4OZbD2{=v#(+;!&wS3e(C!BfA{i3VWGmAfI_%fNI6?<2RCc?bKkkVD-&P~OjlPO z9j0sH*qFjXG^5-~rM0d^zI{Ssq5{sg9P&C&D2QpP4Ia1ZxdmL7hFdRN=guA4;nax| z0FD!NGQoCa@(%S1lS?iwL7gMy^g{kSJMD4B)9ZbbnuGBd8gY#@lALhV+h02vq%QDLbFITH@x!Qk!XL1N?Uet_@rl0)T`Hk#P zymA1N^MnWeQ)45T{TL2?jB0La$rjh>ZL;sgwqT`iW@T9}ye98DT6K#`dNLyNYrQYC z5dUpJcVG-qp*FVG z&fZWWeJy#97vV+K%is2OBq^dMqj3*!{76i^3Aqy;W!Y_*!H+5SK(o*IM{l1oUm+Fx=+$GrgA=h(rKd9Gxt1mlhKSd( zmI~_vj`}@y+H>o6+gcuSLV4UV|ueASmwQ{$}!jn;66=RW7hkW`brsOF4}F$sJF z6q6bx0mIDCi<%FP=D@ii%hUPF5%fz>8qQxjIJU&x%wln)p?FM;r zm)E*lf+qJ_uFgU&fL8p5%5I;PU{8k#rGkQj7EZj%aNhv}!MEoDfOzKHYVPWa_*ggM zz9E7g+t*s}IA#>J8FPLY8=E;?kK)M;#f;Umqe5LZCBT#YvG|+#NnL788%HGU#%l#> zur4m;cw7~uF2AGoFM%GT>Z9Wb|LbMe|AI?VLl%x#aGpDROjrAw46c+KdPWs*q9jg zJIInK^khk}bf%3-)Vt7-TXx&#?`UaR8-b&sxEWZGUp+E{aZ=QFvRq0=DW4-dBg1-X zg@tsZz)(PoHx-n^QI|~n-R;4H{G>$8{XywiS^UJRFa%=K`$ix#3Z`C1iYA&m=6Za2am!JDq=bCoU`~`)<;{#E1;z zUbv^N6Pxs;r#vDvNE$eg9$!8UCFOC`WXnA*O=~nwCsw!t>kd6Hb#s^+570&AB;DUa zr97Yiot_O4R&ifa=Em83TQo(DPC4EZl0ReZsTPRq=)_@1byQYiVK{|kTsXd>GO1@>k4Qtf5?XX2#LT?Z zimsDUN}51oJ`W3=>N2ILfxM4NkT6;yuL|&QNISA zOU*#a)VKgtpBt?fK}J?#t1jk$6jl3*B^r$ln9nismkB@P8u-4jK&e?gQER=Ha3BDs zkyOVv9v>UQ9;?+>Gd#o}Q0?xCR{PqwF+5}tBU7gla8$)~st}fq#|%Hp)%PVfnK4YZ z^b--6i^~9ey@j{1&FfKIcd41*#vubdh7mY2>js z)HQ!ll(;tX-~Nf_SCw9;wX?ImgLfIkeXu)y1JZIMy1Kf|G~3mm8oiDZ(m`%HaQ%>Rl-0|zrPVBF=98GvPPzp9(;UH!t(3O>tk8c=>nXz zncjI0g|_ZcjZWK-**%83)o#hlgS-`h>364`#%j%d$dgi28(33ov#7v@)hzc^K|4df z(_fEapF{5UTm$vw+K@VXEFfZ}KF0xzz2dsri@LxsYXeIpYx<#@=lvxCq%t>dkYm=z zNJ{1xDjrJ8$cWGvSCm#_ZGO8Pp55S8u2HQq`RLABjFQ3vog+~Z#lV~nr@}q!!8?X z_3}96Zb!WjeYwSyslhUJd}5;gbfs1tZVD~We7qrJs@mTz7OaV@IUP>Ek=x@#!y$Sc zT%0J7mq`4OP5+M>*h_}(qVM0ouMO3JNT`zNs`J^>TvHVX(ppF)^^%Tm=0pU8?TH4D zF|@R_RF_#XB0|^@3We?;2F@8NBqthP^Yk3yqSqZCA19$3>>O)!nFc@0gpGCd}&Xs>AI zMoq^z441fNwqj;BXpL_|K9R2(6uJbNN)vCWj&*d{4)!+it~}{S`m+&{kr^ONCTdY0 zfq_}i;@Y~qk3hh+My$rYOfq-6H@O3dNH<_zJq-^*jY+gSJ2wDO{hHV$--h+pdkZtp zsjVba({jQmGOTBO(5zge;%*L2N6o@&bq<4$Z0P|k(42~OGtcw*^|BPPqt2y}&wp0KCe*VYBltc!B0~e2yfEaT5D@ggyu>T2*n+R^DQdc0M##0TL^|jskFlepp!tjAYoS`ikb;7O z>j!J14udbGLnO@$2-%-~%$^$VmidXGY}6pe{hf zy@EKdC^$%_+-~}pGVUsfSE;|-D^}~yzOOI|N2xMu7Hc}sL`d*DApQm`>}l6Ye_Z0) z5MYa_6ag7bC*_^!a#;bpG53RJ9h@$mSUn8D@Bu>@1rrO4$B0Dmu;aM#q!;H}|i*M-(QCLJ|)acJ+CpORYuV1{ z9D9*t$I<$Yi;t}LMhdi3yE1m0borqVI(KG5PQ13lrx6kmE*|#vVoqPJ;H{Y=tr7%+ULa@XU4wyu<5V5AC)F`KtUVwbNG6__#mxih>>h(|RUF7z16JHiy~be{ zCqHa3A7(slXVT2-mI3Mf*Z28#%G>uYi$CO9M2fgC8v%%4XEyQ|Hm-0ck!vW&~)FZ+L56quMy!Ha71} zqhL*|M*Xd0ygVp^#D6NqUGcB|*AFm(2P>CrBlr>$64Btk@*C(smfbq)K)cH|3NO-{ z=o$UkZ=~&&fuD=^J)#$Ly>MAa=c(rF<&S6VN+AxunJwHYmn}P`ZUl&KwcH>H3iM;7`qTp9+xv`(Vvr6@R5M zW50&XP$jr9mt5Qvod&KaqN@Jd&7HjYyt20H`7xQ;8t!$}nLS5r2Zt6O>5DJbOjs}& zVx9a>;^PL7Dr%Bb}E;6~z?z`E%Gb=#f+!-0;97(*mYwb!;!SX+5oT!V9GD!gBIEI#0*R+U!H_ zNNUi$INNTT@MOHGG!F+P&R$o*VI=SE5c`sXynNZA36O&$E_(*Q{-j)Q5cS-()hrIV zz-&H>_57W>A-L6L`%r`Z`+!-3Qqh-)h#}D~%)DK}H*>XgY=tZp_t8l^g0DySM`D%3 zn6)y>;WCyiWpstqK@K8eN8P-Y!n4InuU9muWwTh)P?#v#D>lD2oaXGW87%cuJ8ffIBf?Hh$;uKF}=XA!hMR=D+%PC~O%KaQID6u6C$29>r838WL4 zYxmt<%16?nU^j^W?nc>$prg`>kEQ^fHz3`Sud|fsS;q)Cgmf6__rLt34GPxguZGbL z@r4@NU>msT^(q|)x|re7FNJ*$oL_(6rROlJ%t-&}Z~lol*3Pa#q!KEg<2WLFx0BX9 zFxN)$k-D=h$5*rf&^{gG?=)D*0wSjdR#}HXIjHHBiAY9zF+V^~wT)LfNcsSTkNMk) zW%D^Y&$P9O*PUzhK9LTb5~(`f&1Rmvts+S@!^2$bW<6FTCHE1fySt5(NeBiVAl@81 zTU*`y*LU#`v-?H$N+sg~`ns?6s$veqgncgdDwb1YV`EJ|K8lyu9Ii6gnTbmObQm5H zA>_T>|IN%Q;=TkOb}l{M2zTZtU<`88uh~oEyeR5V(27mTA91u{s9kh*aeKP6Emzat z+Uf(!@}|b7IyY;LEVtdHRi;OeHfQvX`Q<`rxD$4n-EB37Zk2!s!i%=1hiO1Y$(>_8^rR&q z*onXF4*mL*Adu(V2$Rz+UgxzwpZIBfI7hQ2hd=5(C=gKX6{~|*@K{)6;)H9O+7$6K zi{F6MaZms5{rk0Er#|Q?)0SIwes;C>l)dj>lVcLox3~=(G*eGjDP!5!qIa2r=V{=S z!GnB9uU9$rRrk|02zyvrS|HPG!UBe3}B=xC*+nw*N5V)@)V@rGV={f8YD3c+=@v51`{1!ZM&&zx4~)* zP=y@74qu9uKb2?<*!A@EYVQ7l;}m)Co{RGx76|^oVv>nctuGZL+veIg*YLX9 z<%t@LQ@}7I;llXYzJbqw_>S!Q%`I%^HW#&1{noO=*Rfu{7BGT}Jgw65a(Ty!WU$mY zGR~ErqDNYQn^CSLw4|!Xsj2a0E+3m{$&MZqNB^aX#5ZV zIs4E~^r~$|SS;6)8p?t6Fx5tr+E1fUwE^hfLQiwLz)o_WtWA9VO0K)4srkL=bbknl z9KB8G$AkmP0K@QhMup0MfUjvF@;A5aK)ix2zkh$Tu#nT0wOqCk=nZ!}?p@G-OVAZ` zRG&VEyz%ny3J?w|Pdo(O$p?eafmdCodc?zd~X%Q&G`Fq3Z7o3768IOSjF zG*mfS?e#H|^DHVV>MSCj-($VF*kyS;cZdF-rs7P`=81jF@cRWzBc!*)VQ#)4hWx(Z zS=C)VSC~4Oxyb7Z69f0#%ge}E%rN&BpeubUh$wkFl4+^#HW`U3BqqB_DfvXZ!Qyw= zGfPWhoTnfD+dh8UH>!5B?z2@-gaV)3Fm4OB)G7uER8r~5I?P||_mY+E*r>uVO8EMp z1M7PW8!HrF8K3f8+QOvXn9%rWA&03 zWbVH`&9!}IdPwShDE$r&Gz@Hk26nJL`Q+m*liPhSe>2{>6Qv55ee>qltqbKpO$t3K zpfppzM8e*IVPu=&mS`0EwU4L6a1}IEK0h-fRdJsg6M2g@>Ek}5Yf0w znBpoA0qB0ZzhjQ;loEestMNu&_KxJMSJF4G!Fq-7-o9Iy_Z1tHA8K}F_8g=+sq+;| zf_HY#u4t`ZP89a(+Z4a!-@F`hp*+kXdBl#>{!hRlzz%1T_uRy+^3Y(EJm`VV;3vIt z!%b1*L2YDfY04R*0Y})`-O!^W0YcyMVdo@5-^wEWhM4u00h+5Gn-UtefpL~JPyq~$ zWEgGln(D8qLf;5bzLvwPzTe|J0aw97Rrw5w!dc4Opoe zc%4J6cbsBpVgkl40<{s|C@$WYF|tdJ990ZL?k(+o4&#AWz;sEYzMn|ZOf`nue#%u; zh|Sx2=7=Z$$$-ZsadpfNR|eMm&BT1Z zJfS0RHlk3+_bDa$a*a3-+3pe(yB=z#A015vgS0^|NOM@I7WyTe{MLmr)XboFirHQ5 zp5J8^#Bgb)47t=dIwgLcUtCA*?F+2r8B`zOVV1>IhkHN7y=S{lp`P@j(O(}i@|UE? z=NA3$4c^JoJBEK}-(Fgq%VWQZqo~0a`!6qBe)OrJmK+_|j-(x3%Wk2Ao#KjHTv?ur zjBkittgb$X1V)p^OLu<>4}~MVK1zP;&s6w$MNIczJ+5a}s2Gl<%ix!YqP2;fx`3q}vwdUQg3L7y2y8egD$d_UhgN3_6 z!?_^NlaWqH$97Xh!@a1!Y=8{H3!H%f5!6?M{}fwsiaBrBCKnDRta0mjB2$9>oo z1JV3WeIwG~2cLg?-LY`tYbwd48ZS^8NKrgu#qFbRY=U3` z!yd$RJt?;DnKL%rs7P7V_f(T;ZaYitCi4jBdUP38E-5H~R(jU++C5*C%r7|;HXR&j zH7P#x&19(;*ENc+i~RUO;?k2Ez)Zl44}YiPs0@(aj??{|Dt)C#9s;ge5pR%wZ;5t; z9CvkQND>b>5`vWsBQ7j|pO{Rk_Wbj9YbUppntD0U=~b?JH@M;N1sZ1mTb?!(%82ot zEA)&v8pr^Yj4S0Y2Z%7C!=nQ!HY%~utuKb@vSV|XSvn%QftKN(0f_kg&}eLd?Q3~; zdAsGR2NNJ38Z{=k4C~Ast@hDB#1S<1UKc!%#L z(ySqo1%{&qFDv#Mrlkjbw9NV%w}Ch8K7Q~;n}Xn-65*xd*nfwT4i%7(zerz+mCXdE zu~|6tJ@<_Es*x=h!% zgm4szt!i-|GC5o|SHHob2W0JJ`Yjaw%*^0Hy7$=k@6@hYWcc;qOmcXA65qn{TJ-hI zF*|iPJM{yZw=%EH!zkvLliNCnx2PrE9A{qb+r2zK2Z<;FW#>8;)gq6U=QzQZ+iS`! zh7Hg-US@>xaogb-lOVCF`T0A66ale*oSeKffsY?QKWIk?CQNui=Yc8iBjNXmt8qKy zC~`N(>}8Y8J!Xzf4X!{Z4;Sm9>a1n9c=^$BYsXmNk8U!T@}fF$lKY|o&P@XN91t3> z@>}_3NLGzaE>Pvn(%)QmPNX5tpD*Z}VS)rM?#|eyv%ZbW`=j2o2Q?g3MU&MtH43o=meO59RN+jL8X3ROICAexaseO~h&6n1C(qZR(XxQLB;&%u!nM#NIn&recQBHgEpE-s*W zrUJym-!TL2yc*77O`S6-T?;HX%n<2qL^QWP&sSg+Tsy?E>XjOwyY^Ll%T|*EWj9rn z-7{@B=D)e!w1V=Jkj>ZiGCw%ws6vWPb;LZW#s4{tULh=a!r74Ai}EV{K-h+^1PvZx znHl6F*JkW7&gkNsSMGXkcE#~@h&n#1UMqjzq@Q--Jx+?-%|! z)=+oTx6`kuU_xp*UNlkaX2M?c8$q=t2P$? zJU^=WN6ei;6x7t?D7M{8#x~g#*qm{#vnnT#nHBs8P{6e4$+m|yU5kdnwS-3X-`dSD zJ2|Ch`1a6|?aK}_?GP_oaY{d#k}_H~4$uP%$?BSA-e+$Yras@2?l|jp>U{DENGUIf zFJtY~fxvThqHjHK;Unc04w@S?bxH?`a!i4b_3}oe#wf{>tIGotVR#2lHLW*qRmQdT z>iuc3=N8I{PXVkwH%PVy8r*IcFPeKR@7xfXh#VGdX>Dn1Zsmvt)0rOKRS$>l#%79Y ziZ=e3^NeYw`&uaf{yqJgpOk&%(W6J~v9g!wlfUtrY_+$@dkaPeKbCNIZms9Hkh@DK z^fTH=0CYpjD3}gOo-{m+Jqdgj#3bF;pf0bVP*C`!;+E@tK*v%DNaRBWS>l_irP_N- z8=f2^7+?|mgyCt=#Uu*T{y!<{C>^JRuA!(F;_Mn*mlkfLOrfyvVyuAh+}&@G#a#)a zz(_Tog(qirHfjK%yK)J1Bx`fgG?JhBv@$L7UN4nxz~IZ9*2SI}78aJmgh5+Xl zZ|CZ2#fm4p#Bct%=!Bcx{+0)ij=n4TdG*IhsTxcHQ5OAis!;=$Pc9|#>K4RfTf%*_ zOXISq5i8s=Cvr#fxrne=wZ+z5-)=>l8NrV;O1x?VvP-gg0h&k^75|(xb#@wjDGux} zkj*|FIruKM`XA;3rW$-?Q|C9eEfgwHkaS!z93zO!X;kJQ{!8hCE;WXaVT&QBvTDhmahnX%4?~dJSQaDhUVUw0xxUiNe<8F9WK=nLv=JHFz1Py&K2yI zI`2*eD;yvELAgwiB-~X@s=MgKB+B~G^zRd{ZjR+w0oUP|TXZ>H_%*UNM1D$(fV&Xg(P5Mk3psKdm#?gMC#GjOzEb96cJ=t`9L=Pl6S)g)cksM8^EUEW|+PK zEkFSBZ^gQiQK-_Bo!{CQA5+`M|T(RtSe3_lu1X^Y0i6HJERI>swx4)(yQi zr0IxVIgg!K_~f3iT^UHhghto6cCYNyFEzx{9c_!b4TE;-Sv#SanEpTkuZPphoRJuy zQ9jAEMuT~ID|WK{Lw6(voNo|3NRxQ( z`mMNUgnid$K!E$7Vw0b}#xfeka6$sB{qec$Pnpkv9LM%w8lfPd*O%|KfSI0Luw-7_>Lw)kdKwi{x92c}{jY4@chDLl*(^A7f zq~w7FVtdj2MwZBXqo68VDr?H-!t6?z+1lzV`2)n zG~fyBe&*zt#lx3-U^Ky8%cbnxe&+@qH2>y9A26K)aSys)!9KLh!AQ+ec!FVU0#t3{ zh@of7U?qm!Mnq_r}=V?4qtN*dm0`&w4zM|DG z$i!p0^hr$ea|(T8jsR;1fAP#GBFG@G1DJ#;?nWQc3wtge#DX$XE?Dyjkw0!#-&@q$;6ZO!EyJsyNj>=_{Ps;Ng}1H^E@daeP>GMvfq`xb`7Ro zbvPRzDp-v3h4n=)40W!~Q-b_Ctl1jRzwaF&Bec>H?wj2`Q|+~-=!}sJT?rep;1C8= zBp)~T@4~-&&7ZqNUd?@Q7;_{A^Q-qR(eJvky}gBfa{ig$hDrN6eUH&Kq!*5hMPRzQ z`4uv7eR--)@-wKIS4X=)EWwPbee@3Z+xM@myAZqXtF|Czy=aD$rd9K*wNMV6BaULv zT{_O2n;+fqo%r(5=a2cC1KS}$%2(?0H9XVTCwB~slgUTsI}nYj@qiO+HDUg+nh-Tk)8f;8*tLJ74d5f_$&U z5w>vw7#?EJGnKw|3zCAm{e2hYfvbO(~V_6 z!7eJ^(rF%0*tduSMHa5MO4hN-i-6$g!@s$lnN6pNKUe0Mm{j~nScQWw0+j2gdqUQV zl4GTq42m?BFdGQg9GpRiPoM`Fz{RL`edq(WhxK?m4LAF{NQxr zV;k3fA%A8e9j@qhKsLlmWHd`piw?_Ws5yqlAm3Ki$^+zqOcJRV&3jY{iy3} zQyqG8f4*b+Imp(BUPls-*iECh;FQ-HBe$sw$EmT9G64Dh zwE}|12v0`wL_U8o$iosnl%rat6t~Ydl~oqGZ4auHML8@Y8T;Rz^WZ^<8^`dAx+ zajn}<8{f1b$NCeWY>M$?6);9+QtgU&Dn#FAT1q{wq^7BHZ`MUFl_nz#qmLxN(EQ|> zQc$vmeYoTtVj9Kz!_4sXsyM43WI%jo&qu_R3SVMoD#h@GsIJ zs6Y!m)32U(B!3-{Ss5sN$5XvO+iANvYycBr`6W5o{U%1zVT?$gBbFmqon67zGn*4g ziGnj8K4jDR$*>nsW@{gLWRJGF93M_ zJ>HrXivM@^zb~Ku?~A)2VlR*XeM|ZOAFpJ`-}5Da=Yscw^lJh{9zA-(CNwr`c4dzQ zup{uE*?C^fF}r^6s9F1M(R&19JLUvmX~E=YuK%9WCnbg}nnkMYv1eo{Nhq(w!U^(l zG3p28XK8+G?F*mEZN^@(MBnp$a{X8Im8V20Bm}Ap?F0`hls4OUPQS9<-EC!PT4Cbh z@!84AW#yJY?Ae)atM+wG>sdOm@|He5s(vRb6(5x$AMs7*221et8!z8_XHxi3X8?H9 zLhz`%O#0CLxyRP0$ID!k$wAS{B~K}{3NY8*vfkW&>vH?{!w-!u2v78Ro*$3Wr?U}7 zL2hcbF|qD8q4sX3mVR}cP3J4#uhS%{qs{mDCg-stiB0d1ASq*=z_0)QU4W%?+RH2R zS5o52q4PEdZ1A9}%rD9DVJH>?gZ9|BU)Y|RynSE1K*-Q?zgT7DjM9t8Pm`#`<*m87 z+kUs%%#Vr^u1VED^5J6lAM~hYJ-%ajMx%OPxZd^cG_F_?{1Aexi9t9aWd7PUJf8fk zKb!3CqW#)x%tH~)Sg@XVc5*80+cJzK?HHJ`C&LAF-c{;dEFE|WFI!yAA@kr_#j(JV_B*8zQTCFu zmSuXn0G^{42dV1pB1iO|9fpvk%`h?Q*?~I@1J9@ZR>48h{yVpPLJp9##Kha%7A z#U0U3orTT@!^K9Ho9|bpa@CJk`I%wHC_n0R{wx3X2WMo@wFuge#jxTNPDn~+nFY^X zcbY4DWizzi{f-y%G9u%G&GxdHk-uWZ-xqae7Y{qQ^;FcVZlMq2ecZ0hH4O*fSI>8U z$xJ_9nPQddM|NCZS)+Z@JX7>l22KKpTrHS<3hT3#i}Yz_xVB?cc90|CIA?1XDap7` zQ%EhXA1-!lmQo|*#k4;U-xFH1O%(!o)@y0Az3u4VZQp^F?yF346<_f0-edaJ;S8ow zYW!EemC9W4>i}qB#j zD@ywET_Bid)uLyb_4Q%wdz;ZFHt*!BztsJ`q)}es4@gsIo=gm27TqrS*NK zlkUUw`H?r?Px`ugv4v%0`jw{yyp+-JhoHwjTCW~;N~ieqG(U<@a=+;BbNt-Z+%@{} zs`xb?O5V10sU9KNy+m^+usR4Eb8FV`-MlSM1>o}!W}}Tw+4I~>%I%$)*qD`o*}dm! z(kIOvnD9mLsn43jXT^^U0)8B zQY(YHht3~)YL9jCQj-CC!D2YEp9{u78H^Zz5FHy`xVlHe!RyLOmsqyV;O-~ucADm5 zvf?L!HnIh?&2jpcOT#uc4WEo;W+rKAyoA|KikP_c*_8gvFP4@TwhMM^hTY?J4LF)9 zbTV?$8{htbH@XULr-v#&EHwMlb9M3e`;e2znWA4VLqA^UPXWETgLoFcXWHPCbVcA5 zf|RMuy3Bu6s7j=7x4e?xd~r>$^sc&HX-nhwRpwVONJ^xouc@d%Em2w9b`aQ({Jr4p zsY9)8yc>XVg>`kuQ=UwU`F0EP&a56%Y}rDxek$UI_hwiwv>v=08Z1}04wZS!#lSo^ zNpqEef=M_;HXqHYnW)Ei97I46_&F!7DC*RQdH)dY4T?fBp~3Uw-#a`6B@+v;XIy zu%-C*-?YWwPb5jNf`a3Jju$yEFUj-&9RGXMzn1v_Y+iizWc~SQ^{e;yL)y)6Ej}lB zXUY0Y1Zcd2Z%s^8oSomg8iB5o0XTOxx=Qeq8te$#?%UM(?S(A+sT#bY@mB(JFbHMI z?`{~}ZHc8n3oA`{o6Sob(8Vc|w8Ck4xCB*iB5zqsz$X_JBqdZXFVW~9qvQf+8vKt_ zqdq|{$fuiL61(>`wN*!6yC}}ch{4lmckA*ryYy3ZzO74+99|2%isEfxuZ){it)Ykm}aZke(?s!&hM>=v=<~ zRQn&##jFw69q~At8JC$Ir?QBP5OAtAPy9)&V&p^Du(NZ35od8&`+6iCH8i-43s!1& z?Zo|JJrs{?8n?G6^{wLHoa*tjLy}+pg^zyYYD91{qQ8$))75QFf1i-o@um|}eZG#K z*tqb#Ejf3aF-oofb>zP+Ih|jlqUU6b~hdBDsUpRot7e9tJ+eYiN%>6(7*MfqUn^<>Y z%zE@%3il=QvI_q*_u}%RbO1J_b7^Twe=^~913Bl4l+*vF3_ zu?lj}4&&bG9edi(7*{oaM=0ocU)!Bj)mOzk$7EV$o?Z(gg4o!s`7j1P5oU3i$}+er zL^bvssdqTBcJsW1fbXAwO5VNOn)H9p&zUSks77ga-ufn+SHN*XW)L3|k!;NyiNFOR zf@5Q;Hk_F^G&%Q?w91;A5frtH{uS?wb1~DfMi@_uPQmE^(G_G*p%JC%meQ;wV(|l09roX&z+0fH}<>%Sr8KqlV&IPZ}!Z?JO(Wkv^ zffS)Fw*oF?<>g66dJ?M6f#aSt$|x!dT*ypaH>ezOgo^m)D2Ha82HptRdddh$5`Yk9(`juw_!S5v52Z6KM#C(Zn z+4_GRJ!cy5uO?gfwKQGUZi9Cl)_yn6r0{9EU3X!7)5qSR0Z@hq0sjAzXJJllO5nwnX2G&f%m_xI&Al}WpjGfK3X zmQqLxI!gTEe!Sx$G4TIz_ZCi7f8Y1;MHEm_KuSPbKw6}`ySqV=?(R~qbV|2$ceiwR zcX!97<9FVlneROR!^7MehZ*N`@9Uhi_u6Z%y^r`vEl0hpFjC(re_AC&{c=-NX><5P z2%4g@@@!4u{Y`0axE}bh#S`D%ah=H!%OE$;J`ijZ!pO9i^NUo8ba`PD?I(tzp`i_L z6VOZ1_U&|nmyIpl+*8DGE2famc5bp$T}sKfX{xIB>}tro?l?Xw$$8&`ZsUTSoSa^V zyV`6?l^eA@D{InddtHl-yTR!=0Kd-lZrxu8I_mh`=rT^8aBD+TlSqzieBwCYdEW$K zCdUqTyti`1WN-ajR{Y%>D$ilsE<2+uG^@Lr(b}A&n9o>#R;LtsU7w~oj)ZfjthhKkyT@V0Xg+4c5SwXRQg*EbNVl3^f}>@c{L ztAGZ|wE$LwKm?zVF8$)Ax(lIA{WJ7(M9aI& z)fnLj2n3fzi&twGO*CrO6n>8I#8r99`#EoE8XfjbYVF9LIDi8&iPOCNB->t5@ei3F z>e|PT(TTByXRPnz{NLh!rlaec{#&dY3THkO97p5joG_BC>VJD*4czpwP#+3p4J}yd}IAhtg!J2CK z8Cez{jqXm0NxXl8NPz*PvLENjC~4fMr!YvA<<;3;_kYEW9Oo5K1Jk;m&9&9+7X0Xg zpk52fFD?`WU&}#a!Mwi_&7vl*F1Np%x4$~>Hh^C6JkAzcGO{I2t*BXM{0Jsr13%<3^xiA!#ecK zSuK{2j@;qBqhn*w?YQX3$t9R)_v@(B!WqZ}gp~sb(@mKRel>ke3l;GmNqotF6G~t> zCM)NhQEjQ}^iFVhDybITnhyof#OXoav4xT%N+P5HAb_>S+9?`t_LF77heK>EtP8>p zb#3kSeJ9+w?Cfld9BGq~*58P)Ue&WU6q{SB>MBI0rfQfoEodn9gb@xqD#=>uD%w%g z&s?6{?JSc4)cKu4xV2@K=;F%Lkw`q;Dy0wB)kQvG#L%_}MHh6EvH%`tS&Ps+^rN*c z|ACF3F!k2%l4*=$NA>=>p7vIdafEt?&#io!REeQrk$S=^h}|?&oGsrg^E$ryUE#jd zJ$PubD8=Nyjrp;D!TUxzMb#LdpPhqII-{#(}lVJDA*yRw7-Pfldn{J((S}IKH|{okWrC@p}DZo0uS!Ktt*8VEmNhO~*%ap1k^dY$(Q}21`@~XUJL=Q&_C_gD!@(ihmI#>_e}f+a zp%W3ydrOx@yoJLMmkYDWU~>gpt1tPTAD z?baMsY3=1^`;GWW?>jXr%>IOnsjcrq2#OY2>FHjUxh_?G$^uU&>Njbhfn*p*18wxDxD*Gj4!xxQe;b&=8agX`z5(+ zmYW`ZKH8F{#^a-+Hwz-UYO~uOLI=h$cJ8m4$i+$_CIVnwL~T!kJq|s`5y$$s)`$RI zmKxD!CI|#iR!Zr|!|c9_C-8Xjc|80Y*!I2a>+4%TH@xOMXhtDm#I0pK9%DJJVJKPL z@HjlR)h)EVV%__RgA)}I!R~3nK-i|BtlVUnYj0$91@mbHD`M}=BTB19%MU>IG!yn( z`R0I{<$DZ_6n&Q1;?N{8rRp#tGLog+?5dB5SU(1V8 z!TiEPfTw`#8k@x7L;#HsuIT5Z3`eb3z=O2z6Kd%JB`K+*k|?zuHnj@YR$@E9Spl{7 zK@vgaEg^VpTfZRKXiXr?GG2oCMCV z6+dI%uE>>SXB)<-s5HsNMMa5)_~iL7u+dLd6>T3N0ZR?PKNn1{o)v-uzKFctJ| z!uA9R5)dE$_{;s{_p~;xf^S48TOPy+V$7} z&ISi9{sZ#kQ&Ud$yRhB93%8FRd+l=_{%^M%sAy=6$E$7uMqdjT^*a(%w@F~<{!uV> zaO&*hxpsbjF5+bF{S-7;XXTo*Ezk5pdN_vBOi@Kc!<`J0IFkH|hS&RcSi{@p`Q3$p zx9SZ6Tlag!vQ%#5rD{+38KLZ~oX4QBuC1rXS$K7ummO9IC*=pEJu- zHgoE)PqHw^x-B2 z)B<1T0^U_g4-B3dI?nX9p4Tfb`iTYRcvB|8PIMcd#;7sJpM>gkuu0t#!P&iPquIgN#lJxIrGo;u*niC5d++d_k zYrf_F-O!NO(11s8Y+%5$DUbPPz2U~8_o58>m^T@w{mLJ@RUP8$f z9T)CffL*HJNjW-J9T9viEZ9X#2Mx#An3!(v$!o^yY>;O;H%o`AYG%NjsMAh^Uex+` zb1iO}Ze~Z(5tkeWGGMYuYi8&C8Rok zv_CO1uU$X>tCo>*l}ouIBq6kM{qZ$n!I_}b5W&}!)5l%Yt*E+2RUGY_1`dKGPqu{n z^=qZMX7aArDh9LwQQ6EakBFnpw^%?!1D9T0vR#S_QVq}s4hB|CWaQI1OM&No&APt6 z@V@OU*V{V+CKfu+{h}^mydMj5O1AImEiFTjb-1Rg)Ks0UB+c;X@$q)0A`nEWo>OSU z`wUWfcUsI>&^c4i?iIHlN*gZNZ%&jprOWXO^N9JJ*ZRlDze453cWDaqFG_Ts*3k8$ zV(+5XTC%Dz5nIuyIN+`643|(&y?^kSCTkF3Xwy?uZ=)OSTN}9n$^a@4P(?Ca(TPH9 zi`V_n0oJIVD7JF-B3P2s>+=kJS`PBi_!YG%Jw{s(LK%<_?zdSiVr> z7pkgMAfl15@6Sa2TT>}1@p5

5PdyR{$S9KvIF7~IgwA`%8Q&*jTx%oQWzDEVf* zp3!9p8>P|}5#KW3Pb7A|d0m{UZE7&9DL`PESvTzfTIg9zFIPyJt&6C<9g`A$x z^Z021Dk~GtN}XMKj;*?}Ec=GwYNl~b@JF-^GH7%RW*X1=%=CEPE#ObnMGbcNk;rqi z&XB&rm=2DdA65OYj+j~ME;;h^^ADHH*Y;stNF-z(SDP}JZ?bc3*_zZ(0VqwXJ4h)6 zLs8doNPo(!scD(EMiig#zQ)ODa@~+DiK2%?^ZG9WV`AW+cy1xocYEz|=UN_IoFmWU z+R7ov#OX!E>G78U+M?PhRsUjB!^B8c79b!$guC?@{m#5*o$_pQE7`%@VYnXI;T zOLcQp8mt%m(;u7>Y#ABt1`F%zpu1nE#wXFRil0a-8pLl7YrrLnZT_*e!1L$;qn|?yRvnml*7=uQ3h5n?Yp^i z*TKhduK1+f(v4}J&eOsne1csEx0KXOkd$8XhQIfr_~I3ko!zyXc=zAR#nIL1)Xc_y zaFAei>l_smXtOuc49EX5cL`S%biRLV_Bt>}D`!vl8w~FZ^UYTORMJ4)kadL;JTd=& ztFc+N^W_X_DmpCH=CwP)PqeShqo~L&G!Z|pPK-G{W>*QcrdvFTG?bEp`Xv`c-nk4$ zXZ(6F44-f@8r5%fbQy~pBl9cPfT`tL2`y*zjbzTxza1h&;8)6+z_l2&gpT_6jtI~7 zFz^emm&Qr>zB_WE4H*jWu4DRuTSGY_&24+v9=7Cf!?F7`rCO{UC{t%1M@vG2ivzyb zD?3KW13YzM!7{X!lG6TDw{1^1<-;A;K)sYsE*i*3wfaNYAK#mO3VL%+bBN7;RD3*I zk@)4Vb8ShP`nUQ-_t1nhIGyR+@Uu?bZs**QT-K+=Odb;#XWZsYKNLg^$=7dZBVuAI z-5#CRvoW=rz1(#eo_c?#*c;DHIx;{K2O>9if`jTivobQDFX7U-?FD{nWoe0M^jQVc z37SB+(1H;K5U(v!J#P~aG-Oj87q%UIdJJjH^;$cJlCx39mkjHmpRvCxJ&fR=`WJmIkM#sBjHbed~p`L^BMx-*{CxN$b2 z4q!zJA`4*Coyyhiu3g;pUEqATW*3q&GowbfFh(KZCSEsO&9}D_ldFr4i^I?&;(MLI zG=PWr%aj?f#NbO^F2m^=a+$M@MRMyZ1I-amOQ6d$DQMnLEe0CFdjF$)jdV)&OOj6g z^4Q|Vo5QuY=i0d-midRJwi$v0ytC4`jd*ope;E{it~r)lCN-|quGqSC1skzUStXjGF%26%{q@t`&8e~Q)ye0D z{TL~uk*e+H86eCYIJ5ou@}cpX=tp7Gp*;@?N#90$pj(LPtG~EF*+UxtzC$1+Dh)Qf zT}6d(DVa6iez8peB?}9|OhCYBz+Y6p+R2%<6R?SG=8CKtN-Wcj5<@rtLY&9@eE-(yAu7R!!9NUMoIZM=xfN@3%X?hT!GBPevndA ztjF$6amG|@H3f>{Zd&aczYmqS6zh*bz0y6-1)=Km`F&hspFxE>?VI22PRw?!dEndt zpyTxrg8e|`iv}nQdwp+RT{sRw9*@~?07xt`=m;Pg8g8kNs5?C8u%(v9{YhjsZ{cCI z^4w_HBABlwb4unk{DmZAaA<;DlXjoAsmvy)2N=A1*V|tWcBWKF-+n%4ZsU1$8hrhs zzhSGPCWem#(3P2tj+%;wN-GoR5sx5BD;}>!Sy2(QZa>B4R?=FgWr<6Q^^9t*ml(p| zz5iA~5tJ-a*u#AcpC7Iscfdj=ZD)n2L04bINU{)3mYT{2sf_JmSZ=GRs4C<~2eMw+ zkT(|uxyU%SZvJ-^hk=5wH&mV$VGC~9@BNU+#}(Zy z_nBSJV`r}IhB101Deh+rFX<=?={_;Nj9n&5=6^CQz>|PJ* z$@}z2Tz-LECiWHap}Y9c)V(;^Sk~(1t!`cGksG<0qM3QbBXegp#yi~s&XJ(vB7wGe zKASSxmxC+<%0`e#K4pwQ-X+d5r1aEm7!)!l=d!z84jQH%Y~mHZ&b&UFhk9QsO^g>? zY(GC>`JyQ*DkHhsyxlomXtG?ah2PMb+k(LU+f8WuR!rqj0&B^2+mO`$|U8EwYZ>OOFOA>T{tbx^~a@N}& zZRb}`;W~D8b)`64TNM{mQIiJY*n|Xz5^-3~AK}NLyscx9gYzl-`5%~jYkqk41NX#8 zngSUId@YO`7%r}o{ zOo6ZN@{&H4udsx2zRZ>FOqI{>28}QjFee(y+F$>+?j`&f-rqNK z+p0!_;%SG>NAQm5$HkS7P{)dly)j_%Wn`o%XSm;bF&f^r7cSESZk`|%C5+Ia9acas z*=b=y9TPO6Fp|Us#$otpfcD6UNC9_c{PneX!Svld0b?qYGlX}$?zjD+AVr4a8lvN* z^^&>1d=F*)j9*D;>F9wGFSImYnyaSB6Yb{Z2;cbBnA37|*SP+dWlR{^ zywNu4!>VxR7=1F&uS_)}QohDIoo>q<_0X=;{7slWU@>1^*1j0UBwVg4J}-w zzfPBt32{%l%*$u=ZTn11ZS*yvjpVxvH!|c|2rQQi?2hhCp55IKX1H=7O~G{N*g5Fx z)DkyrYHm7sn=(SmK~DFn>JHWj*uI`!{{+-{M$7jr-WWhve)nJ0!Q4#xd_)5Y?J1Hg zWjOhDCa0pW|1~_;x_t$sFLisc>gj>yjhw%Nib|>l%l5_0{>w-QPTzxuUyU`^XooQ~ zF|j$_Sfv*j6eC@ze8S-bg5s*G-3u2X1=OtqPUIrL3AAR8=A8`yoS$PVK1(*Fh;n_( zm?>!%JA>E&&fYkeOn0O1Z<$ToIE#xzQdL#-#vRrTyQ{1B3-zF&2sp&54}lU?0OvII z2))Kq!7{ATWnPcem6ROMQo9!Aw3d+A14ATvnjQiYU)3;SGvpl$ZFbJAbuWX^P;BwkG`L{y_lGq^u>yoE@^L|2n-tIBMB2g!<1A^dg z&&Y=+uc+wgPtT~GkcS^2I-Z`MF=_wP8&ox;Mhs6CKmtWRoqE&!5{x~P;3~r()$1oF z7FJ~JpY=$N779RowYB!RU+pgcWG;}mkfBsZ`u>8^5>9qJkDt*6eZ#p}(b*0NTY6n~a^FD?dZ)o61 zxt3o0Se9G5Ho=6&3zJcW-E zAbh2<`pH6d;G&;oHsNwB8714vaI@G=d$(Mweb2Mv4{cP)i@iv}0lCd%_4$Ad^v z5Psa4T>Z{VLuj3C8WYH^R@Ffr)-U&Xc;UoF)D`uvY>A8QiuoyuJ6JM1ASh@Rv+N!< z&5h{xRz#hBIcrALpDB(G@{9uK=_<=j~h)RO(kw(q%VTm!+L8JqxgaJ{KQXAcl2g!@Aj$oxp589&y~FOZjXW@oT~ zH==W+^0XMsCzhU$r{j5>NBelRMF&)LNF>fP8^B!hk!k!_uXG4n|Gup&W<*mnXEV9EK_*;#?;FJ$YgeCka#yJ}!lW`Q@*#-;9zz+~5L32Nf9^ z%_rufErc@dB?b&BwpD)nA2(PSV#1|Bn;kAbIGqo+_>9?KABFhmk0K!FEVF3f_*bD@ z&IAvo9-o%TOI=csPwl~Lq0Wh;Br+7H=tO6UytZe7;Qj$H zF2$_Md}nJ{0!Lr>-=YTV-O(kQAQ0N4a_Ph+WHy=^g1b2Fms8?}&NkFgeha?#JWKqa z9^iXlLsym}ung7@&mnKP{sWBc?mtLND$^+$2B|WUU6|g<5!uQS@$|Y5NxPD9GCpl} zO$!hL+2$u&hGIUw@w+vw-=doD+QteGlNVn}&8)t3!hBvybzL(7ZqzFlz;h2%? z49Z~g9%;x{%*W^s6-J_pdOxwby@hdN0op;tGt|ICkXlx|NBOYj{D{rC7k|q6kW!yL z)lJvfm!i_d_#p%+Tr!9ucx@d2=cp*>Si38e4NfE2K<;b| z_My7p|NMEsoN5d>67aIpxh`5EWde4A4?kbw&E!{Fb@t;x)k+Hy#Z1idXlSPF8E=pY zmpcbiL1B&MgiIk@UR+cV6e#oIi^BuRZb1LmJ{c%MRAW2wM3h~v00F<`2tVV;hFC~~ zrh*180S24dLkQ51HnA$^Eau9ei-Hl)#ul#q5)01HIvRoQlt)tu**NinHUNnI-q=?X*jX1Q+R&7nX$zN3g^M`46EzfQPr)I1-rHk!;~(bz!6aJA1VXEDjn z5iI%^A0I84tHxkBTP+pZcakWrg7w%xDTl(a>A zy63_%BCoA_i@2s{&;d*xg#Z)VgYwg*ik&32ZyP2C)|6>6%U|y_H)+k6e{pYhTB}d~ z1p+0gb&LcWpiP&|j=-pFUcu#Cs`n2tO?4JbuG}0+7Bj;HLTQVN3aSmR_icVdjg=LJ zahJy?lRxPmUy^J&+XPkaFj266KW@kByz>R1_1yqYe_uZy-tNY2y94Ksu0%ReCe&2s zp4WZj^i|m5d+)QYs-aTt(1oCX6Z1Iks;GEa*eNb9zFRxd@%>;Yy)XB-p!G=0 ztjzRj|M7iZ9F7;(dFz`KkPGUL96;XzMSV!=z&poLG$)zL z>DBAXWeYW(#;B;YuQ}liK%=Ij(y7tk=;&z!-pa|zo5}_aVD<#W&}zk>jP|{aVFtb5 z8{f@Aq696rwsIT)34?fe#gmiD0lJvfp%h}0n(4U3sTL6vL6!ACk&kZq9>~? zWv5m&Y;A3UyK?p^wy5Z%f3;R13aC8*%fp*$Jf|xLFu}3$bW+>5<@;ty-;xs6a+cP= zr;~HRxg!l244Z&mye#*;IkufzFgzASk1N`?WKDk?}XyX8I4@ zyVHG@IC5$B4Aj)!F(?Qdrl-LGF>G!c(D}cu`M_xs;Ob2-@~TD%c$w%^xqxGH*6hK= zBYy>4bk=CI2d`ll$%nBSv+i!9KIu5=Jb8dT*7F>x@syze08gTepkw93mP!%%#_{AXd% zo{s9K(_r?$>DB)lSM1Pf2+9TYj{4khP21kaQw^2?+6YS`q0gs1tIb%?iwx$BS?BK5 zS-mRno9tx2+$)Cnm({yG&Hoh2*)0cs&_318m1%-khyF*Ag{L9A-6gw-gB%US29jJy zF(f)Y)-=g%D|=3#q@@Oo50{s>07Ms2h6*960E-_7`+ASzo8RlUYr-IE#$x+cS2MF& zE)0NfT4^J&Hv?)TAGF^mP0`?Jk$?ajn{J6uphIBEJtiukYqhY=0;Yy{C%q%!a&KG0 zkK5Wb2o9DCP|!?F^ww_!AoDW=L#@sxf9Ev8Asm^!*O>8!XW#>ar;KiKh-CKh+@84b2>GW^O^dR0+BMstaz!Gc zh%!A{%`46xo2kMP{LKEz0=SR0pV5*tkRjjE&gkuOiV2LHf$SLErP=J|52{mbGJ5)B zw{064vOnOf+h1Ig&-4!TC0v#4{L47u^LkfP1}=(=162taRQokyGo~rptk?bYsUw$s zfGr{y76}r7?frJOFJgJAD>%gEUe!y$`xE|=56FK~!wB-~>JCHC!+?Eb#ygr#*I~-h zEI$J3SvVy_PdE8Iz4qzZFc#?PkY! zx))r=W)b{!I-Tim%&YYj6z2Kx33`*4m1lE230Km_&`4fWJgFR4IuE@UF=b9XJ4s!; zfo2UB?MI?B<;ak3E7K?PDdkpAbBg6^R<>Sz`8Qa#eE))2U0+{c43%@uj%XrPdttF| zT~%E=8%p+T@3I9vgn5bJD<<5)!YIuL(%9^8WIN=~DF$q_8&_4~iq(xr2i4 zA{W)jz@RzMB^+%Z1TCan7~@eFtn{z^XQ3g)(|b1f(O$Qt%WuKC#8BXo0W6rftOS|Y zci{DT;z>I5=}!z}a*BQxS@w~H893>ZwQ~qL@$kf@q++6@Rh5-DA9M>)&5Mik3o-^B zORaRcsHiJOz5vJ#-ki29g?G{e5*~66N)`~>wX5~V0R0B6Ynv{(g5s?y%Yc>RrdKbO zF(=<@Z8y{5#09R*z9Ko;k?kmiiPWd-sV zH@H;m)(5vi@>%0F#)PFa=vEeYlT%Ox#d(2U1Gr|!uNKco_i|09Sz8gmFO1&PxjP(q zZ2lXLF=y3dchAb<4l5|=2UYDz>h~douV4yCtJq`E9ePS+LPAVRQcO%rN|YL~(rarA z=1yqP0w*X>yr3|&+dHl|#54-H+b&wx<o-b9P%!fi0Y`g+vx zN9S&2Oj0Nc=k7|wu_=!yiC}=GRV!GF8z=i~j24lkd3+Z*cN z`x~x)_Ts%HJ4cU$Juz`{fQ+qm?U39c)S1I8Qm-NA;kf|iI-sfRz(}|%A%CYNHuld? zvgO}fEtX+ETnc;{V3Po{{`$~HS!L^do|c|sd&{d|Ke{?KH7vX*E!cEMRZT|bcRXtV z6?L!mLQ{^~h?VxUA;iQDn4~OW4gsI!kw}E#ADJkV(FNx<@xqUF$`k5u+$T$UxCrK! zuh~;L%3FhEQ9UkENG6-jDSI3T4m?!=a!uuF;Pq~68BAzsm=Ek|G@lO^%}n7q=C+xA z$sMc#HdY;D2N>4d{v0ocWk?Q=HUQ#8m&}uZ%=Q;(1MYVakS@!co9w?ReU6S2ySii| z(o$Bo7%#j(H@pDmPtjxe56piV7QV?rBTB-q?pUrSit0DFUh=zCnHL@$+gS{L4&K&L zX8t!4>in(K9 z!n3kE$9!cwU6@Ncg+;;%9nM?Uty?=|d-k)DNWc|5Y8e6)AI`RYs|7WTWMbY4GhKq(Pu2B zvozg_(FjDBlkS%?p{kv_n^QkR+#N^=6{Ou@tJ(s;EQUjGyv*jhJEL^2id z+3iRF`g-{g-OnGZ7pfL?PK6P1Wso4V6y)c>&%az1g@dBKEaPYT3+5Ki{Gn6=a*W6# z;{Fernt$@3T_#bN1tfKs%N{$Ba}&N;eKKzL;%au|JA5%}_jcEq^DmJehEAj7+I2!H zutb4fa6T*P1uJF)?J&G*h#T6CXe2LdF-J*Hb*pt`WnHoIT# z>7<<@vo~h*2LuPcC1Q<#zT%E`jE#sOrnHBw>P;0(i7lrHY2!MK?li;!*NQ%&Rk0B; zyf?xz_OwQtn3`FvG>H=X18mQbCj>Y8A<>?h;{SU3z`xbN<@f*n`v3QaK$GvgD58dj zSjL{V5*m}GH~j_FP%!+H${n6kwrds0s6O+!_D#=oBUT5;P_!*CzgDAGedbw3ZeS)u++%e%IY@&2mBs}cDbl+$gwzf2MHosu%1 zg4w=;q`!YSKUxwSakf(buTV9Y9OyqrY(~StATXG&ED^)-qkK3I>d#GIONQ|@;#MoF zh$0zoZR)gQOwNh7%9WNNrR$Xk$_aJ!v3-2wM7?h^G0)KI3oLYY0D5^Zm_{n#DSC zWh%&n>wm^I7o@}kf=5lb@g`3e@Xpo_ent^`uu}B)i|g5Q^=f#xPu1qtL5sigQdKuK z*^P`LTfo-!Gt7^+Ct;J2hXv4INIaOzd3Aemy~ABXuvq?P1_({=;X;O4*?vjahUO1s zoGn#F$p^NR%F(~{T38O2LJvGeRYf)RN?GU`R(2m~SR*TkSZaO8&Lq-HmoMt(v5<2~ z{$urj0dlicfl=!!)oHmwP+Pm`r&x#F4TjiT^i_-&{}VdpIAcFRIbqNP)8oQ4T{m3O zn(w`Ci_?jz$;)@&enXoB?Lt!DKgRp|qAG-zDatAZr9Sx`M4k@?VFLDt zPw?}nLxQx**H@N0W0}Du;Rvw%8ob?FjdByt=OYc;X^wDnw+2n^+HUeJVBoI+O;RyT z@q;E|*Xpl7=)(P5!P^+-mse4(BIH{<*k9TyU4DDGfI)J(E@NP4*4>1Q!H#H^+_Kx_ zSn>Y*#Br4NL8CLP&2r8AIClp|W$Wx;Xm{syoTYz9i=3VDLW9uWqvw0+w>r4hCKkM3 zKzAZ=a=oSalh%p^`OfO_*Hl$D)&JxOqon2FaEBNgFO4l2!1S^M^#N+lSQq}6{>15< zxTK~LPwFXUI05UfvotjoIl=W$0(T?9v)#@d_QazN;GzclwMd%C?Ns*2%|B#T12}(avWr55wFyQvT}T$)|6_N z4QE6mIsXd>NyGtZZ(w4j%D*mtci5NSJzR&|-G=G6;28{67zqm#dj-`^fLTf!OtOR1Qeaf{*wlrXU#@`f~rbz5A}V2$LAK->EFGd<%g zl1bUp>aZHo@8A3UM--4qP7ba?=yR-QIqh+>tO~T|6cm?Lb-Vp#>e%qqVN4&%_r5lB z$X&MOUcGME>)i~MEI8f@V`qu`1rHB&kSby&%CG=AY0vWqnd@N$Y~TA;Wu^D)j>k>t z1(Y6GhF#!2nJVo1Do?>Ph>ngW0n$=bh28n(!agQWT#liEGqXuyQI^j_uej7&`@pF< zukWNY5f7y|${SZ-G;n_{4u?;6(Put0b#JdQ1RpezqD>;D-5i{>Ipm~-LIu-3?$PhL z4|U?gj%rJ_LTW+FH@)_j0Y|6B8ZC`JjxFO=dN1%wpI5sBy`*3Y>F0l@CvKbZ%%%*x zu|tXZ#NvQE%8?G#l&g>C9KBX8q5QHh|2@liC>AuH6ss2WYpF5-<0D`3a_9vK=X$6uyGkOr3HG ziO)7hm9!v{aHfQz&AVR$$JT-6VtuJZEsvOXpiwTpF3Cx?=d*_PZ2fmC4(FeB@v}ZH z-AE+Z!C1FjV&JK6x{3kk51FUCFPI&J&mwN*}){nHn)dUx5IZn zU+mStDhcUSx0*Ub(cXQVVo{1g<6Xmvi=L-nsj*zrUq6uBJmhjblk6REPEw=0!Ah$0 z$h_FJ#Wtc?nsw6qV!u8aSp7h!X3dM@`S|^!;MM*|MlKE9J2Q)lfu zw*&Owf*N0)-;BxpjH3b&mc*>i?eb7%vXmV#_jcXWey1?+QxJNkdaf|Up7);U=&71* z=F-4(Ie{-Ng-nXsO3W>1;sAH{J1HY^Ny$}7gs3hSC6t_^&!t(PM>gVL+|~@Iu*ym* zuCGm$iOK27R9Aq|lN`S-^q1*_UW=GBt3_@}H?MsAMgLK4NkJi?&`qioO;=R?ErW)-2H-&31`|a%soFF% z3;U_*?AgU~Lotg5g?i#OTif>{5dVjJmRO4uOXq8c_wwLwb_jUwU++NL!jc<--Z{b` zjP$BCELZRL8ZGm%y0KMavSWBiia7C89{_#rMNm#@mA_tixGiFblmJD%QBtrKp(5 zb;c8;<;&MVk*MRg_)8Vl*W`9F22%Mop?`@sw~&}r%7JcS+)(V++#JHc=gz`_@Gf#g zZMLpX%AQWjnW~Kd5^uVy8O7Ao!h(XhNYI4A?t>M- z+Xr#kp#UlIHMh^cSC$~FXMO4#J7F}Rofx%2h~fZ$+;$E%?YGVuYEjRWzEZKMjm|Wh zPtJcC{ZD5nC2(P35H0MR4Gi>s$~E%1C4Ag+XI2P5Sz7V#UL!(i|1j{=j9T))v*);3 zqy~l^=9$3MhC!8JxS=V;** zIFEmnm>Qf}^I&h_Zfaj&4a+Mi1Xfac-=j;tEZZ+|kK@z(&k-?(4NvPIuhV=xI>Tqv z5%we1*lDd+sm5V4+5R`=#=GIzE57o)=)PJDHMRcZQa8&>j}6&~!noGYrib>(ZtcL) zSaGIT_oDp+TAs|~U3I!QuII6~y*-CD=pBsT)bZ_GXpK$>-qs4au<=Nu3i2_;RX^S~QJa@QL2LQ`hyw1a@i z*P9EH#$Q0{J3(xAIo;fffNS0viT|7RnQvYnvfM973q^Z1^?mFZQBF72=1f5~nvH1G zeKA1bhE+vfyJBbeci#pr_O5IZ@7G}1{*hS6m8FYZ7{cl^f0?r%jy3OUo08fK!kVe6 zZr7qWpk|PK4oLz0y8|Z~9a&NyAf<_oZF-hPy)K&U+!Ln)S}2x;O{(^yL}3R@WIRk- z(#p(ir4W+NnnU;`0PMqk^~j+5>rrTeTvus82e`A;8cAa;FY(5NJp0Vve0pumX!(|< zL<<)jn1BG4^yfB=CjiQNnO>5$KAa-E1Pr*GwXLr!J}@$pKN?H7`|$Gg>X>Xl$_(Bo zp%F1v+V9L-vJic%Fq%8esdIz8gadpIc{w4U$1J}RRNg`R&&tsLy`%L8eW#`l+c5%| ztp89pfk!TK3qG5!+R5=^nX*`8gPMSb1R+UuY@{Rk>UV#q2B!MRbeEd0FTu71*Wv26L<|TTfzHg4;l4EP>0i%e@TaI4lPPc{ z4$o)EbZ@JptE4mExgpBA148O}RQ7s&suA2*Se>foC4jEGPl(TFcdDpmUL%Bs6^Dt5 z%|&2mT3BdV`!5F|@ug`z7Y89#SwcZ^iAXgF4O=VP&MDZg{8Qg)-xwp9V+$gYP-nmU zX$R5#*wmetTEe-D}MDz8dp0;vrv39usCw2~*d9 zOS$2x&F7A{=CTfrti^qdZpn1WN=hn%NZH1!h;wPYsA5Qw9V*F!ddOzR|U=$VP zf6m&fPbnx1Yro=W(@2Uyi(;peg@_3GZ^6A$S>Rd_)>TCS(<-w5U4<-2s?3!&FJCzZ z6iRSU2B0fjeV}neq%5yx^|6@?iMxjRxzFMNcb@aH3=T zjkYlO9ogfBZ;MmnlItVAzqwF_z(C}_TRl#^sx9soSMMk|PdDy2UPs6F=0`PT6GfuK zHMqWPU6eUNfq{SGh&P#C56k*~_>(|cPdILmH=Ii=-RnzQRTVY;(0;YWuYyFAsGz7h zEi1>x(0baw<-^#4_`&h!K&t247c{|6%=TCql&@bO@=hdsxHvrc^W( z;7Eis6=vo~=8ip7wY3Kav+y|tR7Nk@>?+1DjHL5mKBT0i;OfVdg~EgUU^SFWM_WS) z)47?v_+bJV#|(9`|F3pZXhgDhsIM601`%9TK?>!>-^am)EvLs#gxUCB5OlJeKFXoK@a&(`rO6 z;z}j)n)}7UTBRBQ$V|B*+w(+z0P8&m$xNDL+l^1fT}L7&!l0W;{4RjLc;EtY7(9{l zC{z`B4y3p_*}a9rLWyu$3s~;b!~3X-y96gnKWu<4DFriKbsE|7^cc2UXHF3ylQBUR zFV4`^wH5nEzPuFh)B<731rM8sjtsQ$x&dlJyB2@9HbL5r@c;4l)=^QtZ{H}$ z7f~sZ5{3{&PzULduA#ddM7q0Ek&-TvZjkOSk&dCeMnJlAXwL2Ld4A9Hyz9K@tabi) z4{O$5jx)3Oy{~=USA4G88?Ta1Pt*13qV>2~aye-wA-K8P&3wm3N=OwKn;iL`R#NEn z2@1uwy{Q{1>D{I0X|%4T@_3b9c*M6WfD$<;p@%(v3x)cgAHUN!9=0KOJbrQ*T>d48 zjoY6}INP551xLBQ*Dw(UdS5E90>-r)j$*`tNCa>N;U-?QW$Bx+x3jpFMvD|XPr ziK_VYA5qb+B}@7cUBfVDi+)LmkIx*ByC!0Np0U$bbeZi|gz8pgd=3tFG9U9?G@d=b zWj4`GKsT?HZuXsSXti{8F*)yI^c)^!J!rPo$;$lXBWvvqMwK}3NaT(^v^PYdRl?By z{DA1jk&K5N%o@8c#H#$U-4yPNwT;Nv*S=ce#|!E(_pst|Ji014nJ%V>>uGa{H$)9@ zlxVQ*2G9m$l7=SfjWR^{yTFZ)>ejl;_pn#dlQ|(+>u3?&d-eHVa4X$F|5|8V~Nl6#c&! z=;0|kco5-ntvn#ia3_}u6bt#YVSSAegno8}(_BiKJ!Y!-qu{+rhmHgJ0aOqCm#zfQpF7 z<<-pAkGy24s3^i>d3?!7uYhD0Qnv?%mL>67hna__vgL<`erI9G3Lp&Ll=#zyt$nVg z`6CkYC`0u1hjxL^mWk`8^YrR!CI~aE!|f}`E?8Jget=r$h^Zk9z{dM(cTREngO=%p zLTs$rHrs=d484TXMN&>`9p_3w?ksKBm?@uDgHg=b^mGmvWP2<|WV-(S8mYYN#$kB| z0!gu0?rf{zN6D&$1+pl8FTqs56#o`kTY)m7^VwE?ON3xsUPn8N)Bsf9$1zp#C*pj( zr-UorXF1muT4XsvpPq*Nzs*lW%T{p<0gqchth^_!((zynS%(_Pfz85UpUb=otJap zMYz8v`AD3aQI3Q&EcnZ>haAb)Rucewa6ZIJ@56UgHZ(>ZC<_w*vxIHRpm%T5anLOm zcwOripO)CPy~yasyFYb*t3NJs6V{h)BIEOmo`K5y21&^Wao;a&DCircD_J0Yl}mVv zq}M>3Ye zwnM897NoCTIwHdL+ZcbJuGoE3p?)?1tS}a1$5JiJ$_TB z5n}p8o|^o~9xx1QP$vBB3_Z<8?z+wg?vxuRmFtO7^E3bzb{`Ko7C|3ZWlkGSLYjIMl$f<`-J+pIGecek$WQ*+UNTj*PCDQ z-!+xRiHQ={)``(EE?O(yrZy13xngnvJ1*H~Y^!a`BXjfQfD;s7qF*4NhLHNqw)!I5 zd(BsaWJw{TzYK-S+IZDhkLO*LOM7Uajvlt(c4I*@${0uLNq@4ID#v6tNF(mAkx&ci z_2%a8&Y7q!+es-P1|}{o1+14k)*QTA7SAcU9BGbMdNU2iyKx;|s>kd5LRb@QL8~q) zIDJ_$Ew!S*+ww_l5H60Y%jnxTB{R3`IW@WNoj;@WeFc6r?$vzf`DnlT8@2r%);w0m zHJC8cav9kchJ~%C_g;DLrKk1|T;L}CSo8XGmQoQ>{@E@8IhX0kH1S{(OHy#_ow+BY zepy&ChC6x}p1<&Sc_bP4JD?`ek!s{FALhO+x9z`w?!Lc0gXf>*145>+-@X}!LuKH- z4asrefY@Cqq-3@7%lve=E^rqkl?(f`VpO*9XV^a)?D=7Y*GNQLOHT2^OfL#@P%uBk z4}EcXN;e2xLlg$7-F0>-C#RrzOTbaA!7{!yrR7{x9u>5{pMW}{o6N;3~!*|NdIP_zmG19&o}k!bAqv{ z$F8VpvOLK2sD2|j-^&h@s_7C<18Z|oBe0*l@K<(F-d@K8M!==uK~9I9#CBsT?gSwk z+SCGs?U$tn!R@>)E2bbLIz2BG)xp^i(^)CKrK>&QYCPyo>@$36B1>*P(nzh+qHwy= z-s|5pM6!vQLcZ&>RBJm>DuO1A78DQ^c)Ar5s)VANnv9jo0HyQom}+s29V?-S^ZU34 z1QjVOS*+h>o64uPI2`ZBkG!~dXQewmbW)vv%YDAT*Yt+Zo0m2+{1Ns!(#~1wwz|IB zYtMAY(qaeUX=pzFIKj4aiO-waL*btPOR=BL4$xHTb^EJ!r*|hq4p3=q0VU(J!mP^1 zoMP&n#7tWr>HHMd&Tcxu>hN@S=HrD)eABYS`jk(%R}1ydt{Zpw2Q5b*oBK0%VMZnv z%@+ZE0(a;6(a}O~_b*JA0gtKMc5bW_uCEin;R#AgdLHo4CGz}adu_wm#^e}Kpo5Na zZeA^HBKt*=GGTV3RLM?rdwV z>ce@CzAKp*a+MOyySQ4~kxp_^0=+s&dGwtcD~}720@utNLR6t$mDNnQD?ugklkAi1 z&V=!k!ixUeNmd;5-Tezg-7MEaLQaF^YriW|MpEKVi(@xR8=JV_9%wuZ6@_7kN2cv7 z5|!b{vIh6gwtu_4EYn1`rDDjH`fQ=EC8b_i5`HBe5?y>x>i&kaP2%UqyHw7-2FaI+ zj#K5WE!P;xMv{bj!-I-NU(qyf-@hJo_RELW3h2_qgDrNi*1=vDRuu8`jjU6nFR!TW z?e(x*|9E;iz?@Lpos>u_Pr>7~vYAQSz32V}zpZ4eOV9K;H7-j8o%dfxW61tEB>HVH{Us#z~I z))h9owC{%acTng}^{eE)9q5BrS2B5$qG_QyeVS{$0%Ya&rb- -|+`6gaLll3w> zf#6A(vUg*a@({_BuTpKA_f4U(w|+jK0K*dP`rMMuepVLLE7vo$gyIX^izC^L)JY!Xy*r^7!28aB2Cea8zS zl?e-9(yaM0uAN&pJPdtJOAU7L`4~3!vqN{2ylw_L7tjULg+mR;WeUdy964&Ih{$m0 zc z2XKh?J?{-LG$PVlo4rP5CM#H_q@d4Y#tw3g78+x9l+=V^;MtqVlaDjj6QA^WH1K#f z@Gz!w-X5RTFJip(ML1d=WR7PCVW;rhf6-+%G(_cn$<0Z^U8+dkkQ(K{$FVG?^HJ28 zJsD2%^cj=o_GVrxG1;EATFdFLiK7ka?VEa@iIKowq6JD?3}CtvM00*#?NE3B zihym~ZoyV!ND4-P;%ME4R~m3U#7u1dTv`G$`(FukIc`Oyv+6|3Ubw7Mu5@=tP8WY@ zRBUVV=!4q&Hr{V)V({#6ejA>?XaRwyz4*|j%gv^oxND#R4J$NW2AxyRFeE}H); z{VWYSrx$zCQ=P6n&q+7SZl_uJ`1n|r4Z%yw4lX~Z~ESJIQgVqoK z&IOpnK9oshvN()FZ7=kXj3D7>VxU?ZYMFp?+7y-cE!(A#?-B6{NM3riAGU8h#sJ>w zA02NZNqFwaGdkb#ikIGOu>2EXR=73LPu&sE2`Gq8uhR^BhGEuot@p{!_e%Va-PTNQ z80V2yvsSq3J)<2DvB+oCSIgh)FqmHa_5rG!K`(sK`S+jb-q03Lk8D5m;rb!jzz9pT zr@qJ&O2EVna_5GD*w1-BDh!--gW0^^tuAM4J9WOmqyf?&u&Rws99n@&t@}nM#-%9Q z^_jc*os*|FbWPmRGz?MijOcSz4+-x2$i*`Ucel~mxYI?^_3v4G5|FipFFu&cyfh+s z(og{`fuUQvI9o89b?R;>H~-4c8)KLRhP^`RGn?CE;(Oly))tr8gq&4*^?=`9n<3%k zvYDv#K^WGV!1V{h^kGAbQ()A?!++_~5#*Wt0bc4x_}a<$PxJ1)`*a5-H!DG4GS}j( zthG=R4y1fxVQs0;by{{I_VeeY?@hbwiPk01N1pr@CyCrX-^=Qf=WYjEKlym0&5yHw z3#N?>{ZTf}i}@Tc96~}t@SARAB355kLqagQ6}jrF{(3kEHN)6~&idiiXJ<>bYEN78 z`S$1zHPWRjJV@vfFgNz;sleRNgCCrA{HYy76$U%>#yWRU*q2(A(Z< z>HATXD2u`ywEp_I$jO2A`iA!$b-ysjdur|WEIwLQ+rWz+UOfnZ+0SWer=egLbq~BF zqVCN<4qQM9QzvwoH*SEu2)^)-WP;O>r=;b3`Oc&mElR+;oE?ngxj#u@geB<#Fa?Vzn#q^cn#vRR`$wk1 zJFmG`x^8W>NvPj`)>c_f{6?I`g6zi6Rfq7?(;1me*^-5a8J2d0VD8p`{BdKW|5v;E5%bp{{@uymPY!JMe}Bn| z6iD^|{L2_u`0pnov=(N@+}3qeQG3N%9T%ZtK7 zK}p2{Yj+C-Wt^DmtNm{adFmjih}OuA=h!^aJYV09qF6Yhy7|P{kXpZyQ=KyNCGK?a z20&o;**W;g1rINZ>4m|W`NcPEBR#|OHTXz+83Fa=a{V}OQLR))+v0;xzB-Cz(_Uuh zF;`qpobLv|*>#}Se)*_-7gdk;+ix1M8wt*=f0_ zMbAPA6GbZrsb`md1p4qV$P+zpnB8`^OYh2!2X=_maQ{vmk;|8QMI{v_MHMCcOEFHQM@p+9zSG)9ZH|d zmM=&$JcU@CuxZeo7$pKrKN+Ez;XKh8{+e76qdq;Yf=NguwyPgr0e-mOno!)(lcEO zH|GPC%PHR0lUncEyr>?;NWZh)=n~^JxYGv-i1~VbX1?*Z%$CSlj8B7dzx+d6t7p9$DH?f@(IyL^qgWJ{F5tyQa7P0# zNKlgeA55`Q6-m^7^p*`*U}g!vZzp?+_Q@rJP3i&vKu^f(YG)#!itl1+8k%d}MI<^X#@i1|)+)CepM-O_v|ImLCpp~nIN9?^KJ%^E9Dz9Z^r6A9k(q+1 zx2ROT__n3go9EISVZQEGbrJAbOJL~-PzHJ_tQC=M>MiBV$lLt+y4V%}GNvBLbz*Y0 zPqSjzI)rENYO>e1Sw=(A;gHap6JrjoFN09x;fTG&!xBLjzX%Z)GxQi#L9l)Az0_lA zDz=_szC6cp4AbCts&^0W%BndDgNM&>D!m%*v-Zj2fAfxx4?5i2`(em2+v%h%`Fg?Z zrHKE;HEztf<9uTS({0M@ov+{_?#0Xq46i8A`vvD zBB=(_fg7_gLllS_)z=?xPf~;N@JEX?AEY*FXZ1_`OyYtG`f}FDf~>FL*VM(4a*OX2 za~Xf*KE}*xOP-^xd3+tx+kCI|_uF6JF){D7eZRAL>-19M;hr#ypN%k!8F37%6Ml?P z6Oc7hf6vd1AAq%Ak{vSmA&EG4YTc7|EAbLGF)&yOON7M_2b`H4ocU>t&<;2=7D4&l_>_1nU@I_Hl5BrWR7TBf}l4rdBWX=Uod;!^9Kz_INI)GJ!`&K|Mcc+(51!8wzc zb2g8vvHx|t4F4!Btso;5@-Ids+%#w?Xz0bh{Fxd;uq&;k)!O*)IDIn8^Dz2vPw~>r zQn_rjL$;y@*=l6}gge7J*GXJ_lDTomsS?fqMTY5W!ci=>TmB`=$>~Z=OvlHU>ci1mlB1-l>8|OcrzmEk)_q%i zO`-|?#`yU0R`#9?pXNl3wl6u4C8$FjZGx&Ka7xkemdd$C1={@6=Le+Alm9+$5&*Cq zKQ2DO_pn`@jIX7v?b6}b7yBmUE|1TR5v)^TjVfPg;&4nF3I;RdB79lRkN?@Ltvv%H z$n*5;2G$&?EkJYDm2NS6Ls?y2U29!uYin6mX9G!dO>?fQ&q_iD%OTmGGgi6>jo;%O ze6Q1k_N+@1MdW-8j`Vwm_7+^d#=d7B+*;1I@n2Z%47IV@JSX_=x_`J{YEADXE%9)& z)ky*f>t}bVCEw4H|KR?`BUhL>mrj9jqt=Z5~UIt`` zs~WF)8466|Aq|=z?cd{HYXKZhg-|iIom~8I zqE=R9c))q@3Z*1mwYIj-&So^vA1zT<(0GpTIX^h4(g1r+fTw6;LWBo;4cqFD$MxdG}o+J%b|AA zdbfgvxazdnC&Nwd57&|o%U@X6kv5{zh>T-LW1&a{=0T`QP@=G8Ibkd))sQC|BQfc| zck#ht;o)lzmvMc=ZxRrVggwo=&2H`R?;0gFWoTbRrF`cOwH?8vc2!QKxt*P$E7zaH z_Y1F1^6VSPs0&Lk0);vSq?RWli;h*(Pli7AY0U zZ;~LR5g?<7-_!VuNj&s(>3C|HkqD!{{S!N!IBiAbIl6*Q%$U~Tb|eEfD)kf0ot|cA zXV3RUhO*8j1tF4#hA;6Fzmq~BV2buy30}J0!A$_PltHfW9we>BNaVl>#yA!BUQXV3 zb$094yNS;Gw&RCUa=Bf`Xs+kcf(-$v+5GuqgN}{0F~9A3j?gWo+=8W%(P1A(QN;dT zAH1ugxpMnf-sdSNheh3N#&r}HSS7Hv|LZ6hM4^!}i+g{~{OXnJ<I!jTTcmlj*4iTf4_-@)#ZeL`D57!^ zuJboCGjOCqDgOiWY9SaM#8mu0TnmA_2aKpDBJ!rm@6BH;#Y3MKPnisY55#(9(EK@Wj*8la+P+ z&!4z;H3-+oi^FBS^>q^r95N|c*;iShEf2MWqocVEK6%B5rCszB6V|d-{C&9YA4}>i)rrRdbwBSjudipI&(>$FVY{9v~ak0 zhS&THiw{c<4LYA%Uod4L8ytzj1mv{TR1w%G)Rv~!_Puh?1O0>6HaU7Ce7uB#t*!a& zfcRLYvF}18&IlmB{ty#gU%J7_5lbT@n+ulz;E^v~8iIgt)vrK=i|^U$lyRuZ&CX=k z;4@D3p8Mvim0$76Mfz#^H7+8qentxZMkp_6MDT&y5@uloHvQ&%0#JuGxf)(Lt*;N7 zuxTnOT^;qLzaQD<_<32FKVr-xny>`DkHrwMKkD z{fpLdoe|VhdtJ%y{Fs}&O81!;g)t5#-@R!2(W=);&-j*McnD5M%>yZ#yYirBQB9mT z9{<*Ib#((mJEP3556^JN#5yuP1zCOwv7kJS$$Shf94e9|K^7DzG9ZLG&>o)RVq^F9 z_fvT|^(HbIEF|dr=&I_y*bn1cjmebO^G2NuNY>C}69a9_*BxTL{M8AN7= zLE{h1Uq7`MBu->8sMQbpGFGFoG6q1HLhkqG=185boz?C;>LeE9tlH$0e*oMjsA1+H zb>&wcB`e@va3!+2{7UwtNx}sr&v3%Nen2Zn&sJ)(zKKT6p3f@Cw#BXf)`y z++fd35gGjXfi|i0vkciNEN*mQ{elZBgA2a=&$pQ9^qXXQX=#I0bWBWw^VaT_zHK#g z{rwJ;UlZPw@tK5t`gC{0^=^^1A=$31iOeDRhcCkKYq2HlbX$Apj@OQbmwvN1eJ4Jh z!ShxCcKV`Bq2W(#O<7`c65ArKAO;nQ(-UC0{u3jV|AItN9NhHZxA=c4?|MMX@f8Bn zE>(#0a&jo%yG6O*b`k4a&sFP<=W%y-c3y-}MlLG-C@$1H?@yky7*_k5dC>;!j5-+xE#g>eIg^Ke{K7_-po|0N-pR9C(_*H*3VBLE9t+ zIGr{B;%Z0HDzluKlhgu*R3U%u=R#ndwc`Lgq_lhc?@ z#eAtN0|%Vb)1huUr3y2LebWMz-1as*^67fb4*tO!^xqU_%AL-F=4@Wxi2TR3oJeRy zI6oWtG58z(^%65I!Q-uEW@GtNeimoDv%L)pAd(UjyOuYtXPeE(^Yj_@Td($$Y9b4z*(e=lv5P~w_uk?#e(V@PQa9ARSnyij z`+7K7tWQGf664Dj!;mNEY^goJALuX1ET7$0RdeRh`OiI zk+!&N!uW=E_WUU+_8z3#p-btdNXN9=J4=I_1K$M|eMYRU`TPOW zDLl%yy0H$pdFKd|CDd_pjq#n=P+d?{LJ;f8)QE!bWMxCqH~6cpvE%;ZaU&a?B6a`_H*8l|j*Sa1%(&eCg@#~+tb!>|DK&VOC$`Ki#Hilj^X?Msf}Z*r$Ls3FsBaUY1TdqVVT+wWFaCsJ(z~=1Va^az(hv##pO!m;R%v*6 zeO=C}h`gbf#M964l5Mm00tM$^kW}LUk@To9!x?}BLjQ7hQJ55dUTsvdo8l|#HOS0k zoA>#%kl@WG)m#clIN}>pzb*Q)54_v7%CB#MbY-^L2_#d-ppH>7aRuIObPjd$e|qHq zdsp=CQrOcjWb;@zwYBIcTco)~vYY37ywSx!*MHa6!B!R&q^!*e%9~_h&IP7_-SK>e zGq&4BmA~8ge|X88FKGOy0PUXtb@Ib;m+?oJq_Jgsw8&MUO1q&JFS3p@Z)$BoyMGZ_ zLe>EjxutWI0!^#aEe>A5KUdYx+N*vfFcoJ*%<&2}j6TsxRnEFGglqtiS{b^460-jb zpdk1dc;u}B6ukASk9R(HZrUbjbRCI?nk^2^6?(XTXXG5LgCk|YUX;hK;yb zW>|w;1dNp$U^GGv}O&b(PuJrx_0@<G4^41sI1$u;qch(j8M-*cmq{ zJ-xcKBO3VdvpTVCO)VSvp_`f>&Iyue_q%F>7cX?9QS+WS+#~FdmPfgJVCwv?T1@B; zDU@Yrd`N9^2GDqiMB_dEOi#_}h?L=9gyk>Twul~+350J(lOT)JE8x63D*W_N`*Qw! z-xsm#zvm3#uH*ZIC8zI14 zpQ=Mz$ZeCw=%oJxkPaYp$kgB=_rt!R_r!Dw=5!Sn@Zm{QneOfG-z{0IiXC?}#8(<) zJ%JWlc7Bx1-)$(l@G1=`2&oG)G|RC4`^{j>t*z?aFs4;u>t8;K=Y-~}Y0VX-%I6De zKn(N@N+RAZytkuGQ@J+V_#Vn>p%vI?oEs8q;rBTjf%=-tq*>I3Q=;DmY!xw zV|jBWHwTsK+jwUeG}JrAi7~Nwg^8!hQEv&@oiq(ADG73o{?wY|2YepVjTq>EXSL%B z{-b}*p(X(LiIl@h=zJp-Wv>wb>lh2AM2=F;8rbFz9uW#O`~BSu!O}y$Lv&dni%~62 z7?h^zhcwJzmG$;PBbt(zhR)5$A~^6BZG4zl9#og+6d(Jz2w_6mq-grKxSWL*S(DXk zyh5mmq+!_GBrz#zNH`q0F@WXGJw>@2r$mbzM()YdE|Ia-z}TGT}+L8ba5R`V-@ZxReAFd5bJ^di9w{ zIkSi!`1E*g05%s{3mRB)Xn$HdOLIJ8@`cSp_3CDprXfZ^(p%y@Bi@->&f}&?J@%E& zq7r>@@_h>(sO!*k=GXPPzEG4BZfEAa0PZ+aqEL2P>Nxjz(GvG{YZ*;dw-Xi1RvglA zW7#>R;w<@Jzg`5V)gCbA;n9E+J8+RPAeR-(3LE9dwn;0ZGX?d3+PbHPjvfWPTC-Fe zvR>m4*>qAF{IsfQ+s4v#mi$!F-56fiwwuiU=Hs8=t=KDMoRc67`2s}}CZr<9$H$S- zL6y~!U&~@LiL<&sn=e&8muleHZw-r)k&8(!N~D?C@EA&P`V3 zIzPDpuZ;dr&lNeGwC08R>BRxK{lI=KNH>TN&DYjWs%@5Z(Ho`27}EHjbh^7dm*k=s zF4>&$jc{SUi5*%e#xo}a1JtFa?nHOu3sFgmiJqUI_77%2)I$=!pKrA#JX1U^@dUx& zJH7=K_0q!9`|||vvUlF436VT_#zt!i>Qkq<=Z5^UGH`D9yKZ$$z9P$=2C|4x{OQ3U zaYxa-%l~r>2!ruRB1Nt*7``)WHFR)iZeAnKhtqf$Mg*hOH41fXJ{mE-=)9lkdOm4O z$x$8|kofrIN^b1dvLYnZG!p-i@|C34x_{FfO$*=OzkN_S)J$aW4`q2G_>U+}&;J+{ zO1_ToEA3kFTv00&zP{kkEp8(4-WVx>f(LPCS7WOji}E*+IMQd+O{e`mk!cciT*3dE zRZ4e?y=h?f!fmDh>{p=nWAl!O51H{8EuJEz2W%RXvQsAmit1#;*x5STf*_9XJWdB| zPK&)JBOl!Gis9^gzPXA}p=D)t-!VfeO zhBx#K#GF#Cx5nw)!oHMs%pxM}`>a%4C%;1m0Itp_&cJrdMl)h+1rrE|=tW9{3?-^h z{4l4R-80L&XKj~uqEOIqS~oUP*$m|TUirt#(CXjq*I8iddl}s9b)Hra@|t2m{u+EB zHS+Api8jk4^EGFi5zNibl3^P}>jw>P;{%kZYcYYT)~AoI9$wJoZ!i@}(u{pxIey`5Ym6$b|5Lsx z9f`p9ZEbbRJ6@q?tvdwVODvw;Ru@A^kZ^YDGOqFStE|MCgQHV<)x^axkZK80DO~P@ zf~+2=tML*!JUA&nzXUc{y;^kAl%@jCkNBLnr9N8FKGDc<2B@xSKb%o=U=Z?rOxhjm zby;z|lyQHZlp2wVMb}-(ON{rk+L)p%Jdz}6S6BF>ThbNJLY#i}mLK;gbxss#8hnDq zscU#Zsbm{e-Hl~2k!)-}r|F!;+_T#Fc#%Eq6TT`e(hcdBwubG^6k`H*$D5xDwOd;D zO>1r+iDLU-V_dj#OVd=QG*he7@i3@IUP{nB+u0G=E>l!caXFQ#u1uCxvr#mV( z>ef-v(Nk70(`hSh{S*vzO8G1<<#A12MUGHptH=Inbg5izVR!?P=WyqYUxP?)T&(&{ zA1)7Qw}i48bM*3;81|Mlj70O&Bu`9@D9IKrEu_);cjv1$ZK6=xut$zAAWVkL{#zW% zP1_t4RCPT5Ija(|bB)6&8wL+_O&Bd+e=U?T%+^Z9*P@^xE9NWWj(4d;qy;xPAhBZ3 zHtO6^L*>4Bx{)gQ4f&Sn{rbKzeR`vZoiWtT=YoE@OjVbD!&JnJoR%Gz{)toV|1T*qC3` z(cd*5yxF^DY08N3aGaH)mXd*AE!UwHdPYeZZ)v)dx-!J}y)Cr--W^8q%;Bzo?`Ea) zxSv#>6NCC{wfma`P0Q)b%0JsR8u*5(p=pLW^(n5XUPx22je*HcyCtq~iF-iq zJ#x=w5*v6UC7SHWdHr*r>wzWTcj?AfW`ZzavHaY4Tlbd!&HZ6f$-A4qOmDAbPc|AZ zK29nwW$VmVzxy3^TXx;cet1*cfxzv`$!dJ+D4T_=O>kFC5_jetEj`h|Qa1|~m!lv; zPuA7U=m#R{7l~lLASx#JctzDH%;_D+k(O1~wnL5HV;GzHgka5+=rPdA01glH=F|P2 zOxVertgJIcP|jvy962?Z@@v?4uE49vCFEjRU0as&z&SoD#r+Mp&t%LNd~XEaS88jU z4jAK`$9;S7;Rg}4PZZjW{BKsBRCc#tMcQB&I8S&S1swHH1HH+~uO(nU;U|h#i~;pQ5C-GjBq3BEmLOZa=^vTUu2Y_Iqq zFFmbwG~@LCBmf?Mm6jRkb+7O2UvS#=6DRp-YbXip+iEaR#1;F30rj;s&H6ZAb*x68 z(%;+?>xAeAVXLXkLJ*gy^ktlURpb2YSIqH7H?I4~ye=yb zOKRvN-aH^7TBurEM|FakWgLJfTSX`SIzgwA;=s%{_o~+ylO8S$NOq8G!fGpu9qx{v z+wbtbCRfvOvIr`4BF*&ePuHo zjR~xxTmM^NH$UJ{==x}`Q?=L-9p!MJAP~V`x9q8ZGv~B?vmsWLHi*ItvId0mCFO=& zQor-NXtYt?QtG}+d+&NHcYK?-`s+EV*>i=w>gKE8A+J%>k=L!`r4hBja{e1TCKtz# z0aGyFaqPY4He4Bzv$9i^6x9@UW<&&urhhFYJ?Zfr26b$?M!aS=jslG8_=f%nWNM>3 zPeAa}^$I8T_Sz1=>2_~c%#%s4Iwn?o=gP@(PphFXVY^-sX-A4k{Aa(jr`9_Af3ea0 z%n#5WfjQl6?+M_hD(l9?s*^eM30=C(HivM0TYtBUDo9-aevYN(h>{?Vh3`JuWrl{@ zQ(M~GJ8hd$G&6%cb7W@Z=lGd{xW8D43YUeae|_|2TR%e4KhLuvJUr$*&l|vc;<(u4 z0?h(J+3K3QMP!oV4C*?qiA?2XZQHb<;s{t!vaa!|>MHsOyWg<5IS2fg{)!^Pakj1$ zyq?V5K6dwh4dY^Zt@at+R$b@*5hBYYutr>RaQ%#BZBY%CKO%Z!StI{A@upw^v&=>$l^&l?OOQ=3|JWJWYTegI+CbFb?YW}oY@TSPv&w5@4pSOkADtKVIZ8-ol zX{4*vr_^72^AFx)eJWY{_lk?l3f|K7UllU6Wd(#oDbL$axvYy^sx_&jrv&&D0%T~V z2L{K94}&!-9v8@7H!;72pz!i}-|(&O=e@xgS9lFFdm^7t1X7A-w3)i-MQ5k7*k{Lzhr{hlYju#fDk-w9dcVcuo=q%*yXP1^(AaHSPQW1HM#p>m-PD z-H+;^u;&8OBw5yThW`A9Bs*!zMA<^z=EAN1_5GmQN1G=P zoUj4z?HEi-T6e%>Y;Df%ekwSrO?h?2%g52gF7ovmQ0jn}j7#Axl_zJwsG3YTE+C_b z9CzZ!6O-|h8aOdKbRz?51I-&X`Swt*E5Pz-v~J(~aLx+?t!nfD;^CvsTwwH@Z_P|L zC#CqvvC59mo(%3jUiO+@bcloJ3yeSK#wLd61K=MSlR25+@NG<|_I%?Nh#(0Qk))0W zCg&R>>2L7lUS4cG{PY-y`%wauhYxSOdl*>COl8TYsv)94o~@xp!cKeIt6ZkmUt$Pw z-|)<7s;ku*@WW6_+-xU1w$E=OaWEzh*e#tvy+H z_GUdvAc1Ug^08L1aKfQ)RT;|gzq0Xn<|vGmwhiemMeHBtxNUD$u8wY zD#l5b=_x3|laq5Cg~vEoH$YTURs#N^$}p2 zM#K*g{tA4UD5IyQ$mhNAl)A8h(1NU~wxBQjVa06miMlO*bd^86O}#ne=0~$si;1;~ zMemy3m#jd{X&e0LW3m@qe8}9oHWR)1c?}M4t0+*mp&I1r>QZh}HLJ?*45_7Dx0@-X zTLM|iM4=Jsp+j&+qDO83n)|WWKLD?2u#p04&os-19f_1OuKcm%8j;#i+GEgGVYOa> z$qef>sY)11EcZqf$opIv!rVsUn3uiM0>|8W96CB@es<2p19x(3F>df@nw|yncZfu0 z#)$7Mb1YA~wPtH0Yrf=0;{W2YUAvzWH8V~0^!AQ02(M@W|D#nd=k60o_rXS8k) zkEBr3>wvr}U8r78?sXu1r^a(#(#p_+xtiw^sN_8wzCRa z^%zJoG87@5sllz+o2u*P?QvlXBGKw%ATGMS#!f?@kx-W0J!+k#7XXk8lb@I&DjwH1 zVjtw?*M_T_D`{!@jW_-H`!@ood}_LecPi#f_8HCxC+mfU8ZNsyS7I%90<1VdR!qV- z^#d-4Oxptrp_b<4w9X#HKyahI_+^fumWiH++R_*oejJtizLZWjEbCh$3ipnQmlUuw zShulXzB~Ce=lfHQDDQr;+;i$rumM`Sj*?BAxOiX3Z`{{i{@xJS_wwGt;)zd|!CKE)_=Og;HqXl-lc)}{w{CPCYD06hY|GJ&aRGpdlwpZ~>@ z*hWAmr-G{UV&SWCRo|h!?!fUL+y-}^SKHm>toW;W=*4I~*-1^(bhdeQ1se1XK0I3! zUCC?lH60Jn6Ip0=^nV&Y(SU*A+R+enSihdg_t0pfWnwpBL*Av_T2=ms+Pc_jNe(%N zTw9Ho%Q$9Y^RKbRpyA;pHmf*i&#Tx6PX7Qrg9{|L6-#ymOIRCWME_8vO|T@}7m|<6 zJ>R@Y4;nTWcukun76M~Pz`XEUU$)NtA*BBkbS+6M#Q|$oTl@kyVOE9I*ed}Gcd!q7 zH=K;AZN?fopv&)jOm{zj1O)ZBby|>xOJovx_A{o>m@MLo4@1mfW1%e4b~jZ8&HHYf zIKS-nfXI<`wX3R!B^}ft;Xs~OZ}bK%wNhAMoAj z%&tm4edgzHPD7_xBGa2ny|guye0Z2s-EV(Q;MM0pSq#=;knigy!CR_}Z($GVU6{B) zl=0t>PqhJ@p!z)gGQH(m$+A|7$lbblP>0OgcitHk^nKi~j!v_|ks<3da^R3YDbs`B z?tX3&XT0(GtinH=4qp?zR`FLjUgEzR})P3i3(9>{I3GyzbXH=37J zf8lrC)MmSm(V@bv=Z7eZpJCK|9_yrduWtDw?S$+#&E3xiLn6cfym#Ks*u@a_rQp`r z&^fw^Tb6O{J)6hLHC~sbQ7Vw>S1HxzpR#m1Gs)UM?9LASGNTFbs^`;_p*cz7Dh9IjWrc?qq1HdTean9L6-7|ZjCm46-|EZdmd0379srEeO`GG2wh;SYp({%z4WI;FTJ#aEw z-E0%LV>tDaBw@yclj(N{krf?RZ!k0w7uN>fsJ_dC74$>}=c}r!dYZaQYLguu4d$HF zL^HD*gX#QNbpnwP(nk|%=r5=<6|6E?WHaBc4^GbXe&{&wc=!NVwAcsJ(q|-sxavW` z-qUOdcte7F(@eSZSy4snXp!-{JMs~Pl&IeA{5>_?pOJqQU~`}~G5a&Bs7|LgkxnnHqlw(8_L!A3 zu_m%wcYY5ZA-|UQMeejRF6nolrUL^PBmsQsjH3q_!M)Gnaca&rKp4xeeR?)5C!l7; zWs4PToM#u;GP(>2z87axm0v9)($bnjZ-3vlpm};Q%fC-+Bv4jo^su>!`b5=YVG$s? zHCuqBG+HC-rp@7=pTB71kbfIHtCh%@$S3E%#be)z5+IzJ@`E75lgsVc;a|LtcO9V% zD$#4%I9q`8(=lo}7hpFL^%Qh*-@B$BfLiLM2}Jj-o$svfY;D`oUEcZM#MpOS;YGLl z$-@BnFu3c(<=)l5wE-<;L&6w}iitwHU^LMZm|q7HOEKimr$7l=M*Tw9=(>kaOkGoz z1^Qd&SC%K~be-Wbxr{P2SvC6B?!ITdlhXSj78u#O$YJ@h6Ea}p)8I4BnS9<-wcSS|2tkEhO4s#lh>4?CKYDOgUmavh~1IGU^ z_TDQhs_xkyMG;XDlq@2kL?s8wNuiM(l+Z{M1Oy~BeB=x&k|c@boU`PdB||qk$3|k4 zGc=jI_|E^F-+j7c+_yXKI1C>cvUm61Yp-23YgW~)mVJcG0gZNC{O9^|1IUAWPs9%A z2X0~P@IV7>!No9-9iG2`=Q2;(EkNn{VK(^ORsXRo<7E|^&~9jQMO8M0`QBZRW~c5Z z016n)Zt-C9L@WvYh`78wlAo8aw93qJ02?IUZt8|O6)97Ng*5=91)}pnlVD@zS+I!U zT_d0+%@7Vr>F^^^K(I8OJ9z0ftgdV=#hj3ur0Ntt5|DSK6&J9353wVtw&mTs7@eN; zI5daBP!bcI>>F=Jj_z1H9Zjwx^UYro8tpmdF98e-%9`}7low^b>o$g^RD#A6W+Qs< z9nV=2u8i?&KmyBww0H^#-KX)?502(3Mn`roHZ0){#a=(>z7rYH)>o!v{2uC3O_qJb zvS<-Ri}L#D-?Yyj-|OjuVlWH~Z>X5UF*i~Ey5BR=Ht~$Dnwb|rMxDv%ZF*G|5bm}Y zjy`|E8(RkZvJEh5c~AYk_qVqM_l3NU92MQyyPkU#wapN0Z?XTii1GITADl#Uewg_< z%ZY(k##BkyDzfTwUYvH5+eN4l&dk3T)D5Y;7n9W2DF`xK4a z1GKpPkJs_faL?E9Pl}peEjDd9&B@EEQ5Vfl4V5n|XH^_YzNeJ0S%lxDNIcIEPX0Xd zs^HF`wk+s)_;9-Pd}+E!bPnMciY2U|p_G{ELS?e228wb49!9mczHBOHJMu)G=G(O5 z;sjDLLNfMTwD5Ts8T&(_b%RNlDYB=Qe*t3o-J@i*pazmC$Oo-X+qMbS?Ja6^SjqX^ z0RV9{vS8zMecHE!T6L3!CgILBVo23KScolKegT<>=W%Br;y>5&a}S`4v`!|lW2pNH z=GYMPjb0#aK>uV+FxaZvCW{Pm+ z*i@R&-iIYy>5-%FAW{^b`Vg(5-k-?-qej{e?BCtod<%X3U0}P#FXuynX|k9RWuzY; zM@l$9^Ie6H2ufP&zZ zPgGQPa?cYa#LRv2^5SZ%#%H0rzka$)h_ULoj=#uBsn*d?p0nq9;~{Q+;m@^FksB~? zy2GI)+b3#!wvMZBJI6bbry=~?Yca9`oiuPHQU4HN|1 z-CknAbPHV@nHzrAuGcOLPlvA#LoJW+H0|Ai?t_N@P-BIuS|vwP*qf3(Ep#D{kEnZU zJu_4_=a~<}sb$WCyRqCL1B=h6HMJ)EE||_{Be*nK|K`tScCCA&&YL%#nvC^tc-?2H z++OADcP!Lz{)D^gW9OHbDEDY*-reD~V4^o6=D_yQ1$;-&L{+FhB<=~7YsCx4wTX_h zSf{`aMJl!)Mc<<>=iS4jGY9G^mpbA>vL-j8FdN=ZjH$2pNN+O}0@nU%kk*{yDn4+8UPj{j*=Yl8@l9ve`>i+C`~>Ml;hRtW`U8{CW9~aSwfu*HYT&MS#KK^%;tQ~PO9WW!>rRZoBw3mmOCm zl!lqkf>kZjx%S89-E=dl>_7o2JsIW~xLRS{0mK32;7W(KadzdN|M{ju_gtvAW9WCe z!7d}B3nAvl{?F&+5CR=@k83229dA02(1h6>j&jFAYdS&t=k^`$wU{CIA4F5RDpvl0MR@wf5N)8wc={ruJZ+F zSVt}9#X?tX{F&=TkLA~ZlCN*%#*c9 zInKMr&a!7ULKcRzEKtfd7tiS2sF1OX zcY%(dftgiH#Hkx4nYFoPj<|96z-yJFh|rNp&HnB;+0LeqNzWviqAM^Ql`ZcyG)J*c z>?hi4?BdDCcfKc9pFS<8{qI_UzjFiaC134w+vELn+MKTCKXN2Z#&CUQKt{R~ax1 zh5_IG4@X#TX=L`E;F1da1GuW=rp<+fG`Y>1aX~@{oMF!j2&AC4aVmYSfz4$V8`LN5T}_%lTr- z+#-KZJs+Mq!lfaTH7@8P zT!&p7wIsowMxfx-b%kd-*ctyvfXY4?8qX_ISt|IiQr1F*Sb*~}^ zG@jZVxo8U%MS7Hi-5mBkpX@PlGa6kC&@hhu!NYUoh(=Zfs&tf9@E6G%jK@3C;_c%_ z^*vd0V+7JFFeNHMZr)$Fx5dJdWUjRr_yS;<^?~Y#+qqsCe&T>bzhF1@zNp0bqJjcr zORY`wnL$)-n}f!8=`?WUxr0Tz=s!XJaj$ZCGo1YB!n9zpd>4}F(8T*O5pmC>WMkUZ zuwGHBt>tbSJ*gEOD}X~8h@&5W^bvjFR9;nDb*k!<>J`dQ-i}OJp}=#ZVXJ&BIagS4 z)<~<|j_B^a_H0ecB1mYA;V%z5hO{%mr#@JQr5}uYM|!Cj1*X>Le9MMOtq?;~Rf{>d zw$A%aOz>lF(HjP2(6N5wGgHl$^ESlRPB$cJC%!L|j`vr;xuqu~#9K*Ga{nian#Beq zP$KsglYF!@=sKEpxv9K-wjI>mFkNC7toFW4@F^i|*T*H_ID6@pg*qnh+S^r`aH}5q zghU?llrWfTs6mzi<#xdX6a!HidX$+1qqq)vTmrnMT)ZY(Y`M|%`S$Tf3*k;r1)&VT z+=Yxz0--iN{tsOBdu3`i|6IKEuG$o?xC*5Ye|yYQ62bSn;_(z_mi6-D=IY3_R6EskYWFx$%mczqv-bWvT2YtDzUc~ChQD)$NWN|@RP*lv}KBrKg4k?ldK+h;1Ty;x6`)R%k#$|^~&_; zJ*O-)u^f#=s9|)o2`O0s{`dCAKV*3A>Pg>P(j*=xMayRP>$h7@*!)(B)@0dxly3!x znY^Jh#(V$txFPmu#Buvb>N@S3dX#`M%{E4?5w#tx{tNV%HC~0LN3C=$`W<~l+TL>S zxcElf$-qD|*orPn+?dc<;sB-#>_qPSFTpP$KB*HFT3y}sJwE;EC3fG7gorG=-cR=^ z$REt{fV1_U2-iy*5Jl%x6H!_lnDn>@GlVt5sKUSk(Mk{Tls-(Z5pqzcrEevE8}Orz zn3_g~1N!LYlC6uCo~N1J-KxSQXjpa>D=_dTOcAAsidexzWQY-<`H<*`RTVrEF3l2P zBJ;0-9;zY?5a<9DmrCra@O`Ag&@ra8 zG4^%I-5yjS}gIGceGS{C6nug-HxmdvN+Zi3Ry^&C;$|Sat_ao zm7|ZIatqNlzO<$S+DFDm{s>x|%B`0}X+&XH%%o z(t!&&j-Jj=E&WstSHRveLN>FGP`8I{sXtltWD@!K_(U>wHM;;es-G(V;`zCfDb9F1aqi=&~*6$q|Da=_t+9<$e!29nFboS$(3m}twfTgAqOs^EC$V18Wo$r zvqHB_Kc!fk!c%$j@Lyve0eH|%B;|7Iv(7l--Kr;>!9$DbK!`{s*AKnC`l`he8R@YP zAjrd0R2SzXjs$*189%pq*WDFe=7gv4a|ifreeOE0v2Npf2KF1h`R8*R;DrPYr(gm0 zY^*mIQ4`IDBYH1@Bz@IvqfZOnk@9;O%%Ufy5ESmf8qBT}B{fyT_KDJ=NT=29E44a>U7j!0DOoC_kM~dPDCQ8o0L0D}xS-7hW6T z^j)DrF8TF-jM1z~Zy^HK3v|Q^QNK~o!{h@#12hL=U?YZ4JMjyP*C@a+Ffg#gjdE+M zONi+?hS1< z<)v2Uv?Z`~X5-*nsgc%!xja^r$#ycDoU`v=C z`e?eeg-$|G0da-Yl&Ol}LTx~m&{C&KIl$snF0+*0)M`pQ_Q1iO@D%k}q8xWP{hx{o ziP`n}(a~|Dcf)s;Yrfqsfgmm(AO5YW$qhr?-oUzM0NWP+U3#Hx{I)fYxP6{+XCot5 z4Ci~iNMGr;2Bnwq9Mb6gf(!0^OS#7g1Cn}(*gb0y8)^Uzn+RXO}BS9uKD5l zKMm8Oi)K~-mYp%u1E8n8?r6e{d!*R`J+A$VZN)IJ9lN5^>gDE_gc)031MCY{0P1qr zCaGZpP*kq!KyTf{cmbPtH52iIX{K`0Gfp|lnjBEk`=PbehcD=OP`OcC_1!=S*Z&~< zL4cC1kQ4hVrlFA_fm()O^Sxn#Fx?NgcvnpGLCOFcU=Isk>Yz0p7>(yqK} zd#o|D%8h=xC=7Hi2Y>N1EkXfU3*$#iHGEoT(FMX!bL>xn^e`{T>&5eD740Jmu#yRK z6&+XP|MFeqDp8FkidS+%Vc=&2;A;$R!=d?LS3!Us+--w6znGU5E;L@rS@n-zKnuN* z9S)B8wh};vjY$HvDaBn~s!dUe8umK-+eXp0wg;vvk5|Vgz+e$O%pg+1Bsj=FsI00& zy>AfDN4nWy-t$eU+E7`-#zb!t*U!_Cymt*#jnUYB`VSk49*rT=&D?0mwH+BTRGHmf z2!i_S`Xn{>NQJJv^4LVd4{zM5^>CVQ-^nRQ7a4M(9<0rbHO%;M8rxD5*+h`@$}7r2 zInI};_w!O(==SDhIK+dUhX>mC;;ykh#AZ>69ufLM zX0ekHQtD(;FT`IHf(;f@Qp$rdjO}Z6OG7D&PW~jNew~{0*|Vl|C+lHUXCymLit4~T zufQV7a8xg)v9ZC~a1=J|T3o2u6y_sYA#6$swstA*(8_*> zBf&&hqjSX~jA|ZRKQtaSI&-iH-lV#syjPs!s#EK*(~($w(b7_>SD23L@Gf`0Wzhy+ z&{K3K21W&qjty}CkMTgvpI9(YmLeHxRkwA{*7a4NMsSW$k`CQf0YFnn=) zex3b10!`TUsT8Plv$L~DN(MCT99>S#k^N~>a5vOG+0fE$R1SG|y%+c*S8*)k*VUtchaZ4C9g_0y#t;QJi&lau&iEEgvgg+v@} z%XPUNx&omkGX1DCvyH1`l$Ez@g%QU+usD}8ob*Phw~!8F6MR4w+&%m}U7}&fl)61M z)&Pw2Nn1IxYI{q}vmGP<8grZk3@{Jvx65y|$<=?+i-XPpaDpHd#M>{;z}_JX*HU;% z&&$oDC2H4p>|yFeQ(L@}pG#Z!lk&^TbmPt@s3ue{fCW7s2)OU!F+(L_p@ji)dvSIV zh>~R?uC?w`*t%l6x`ciiJh57Ar=Eil-Nq2tyz{NIrje$KxJG;L{ZI*ap~2>{A&l)u zb`jPUkK_+A(hR>g#a%%_^*yoT6ly2KOLA=*w9({(?jDWDfIh(aOO!@s?fGAq)o^GL ziUD*7poJaFIv(!+1OKBp7Z?9TiF!6$My81BRw@95H4d26;K&aO<9ER#u@?MXuCaI{ z^i8yoAIcDwk!9M>kg>Y4e@>B1QlR=GZ^#5o>0s4mq_C9&xL?1cHLWRb75cQfHm3Ep zef_uXfC!(g6KDq1OH3GqMKPG52=}}2#D}rc{3YT$Z&LeJbZgaKkSfs*_vcH~&mnIC z6QK9DU5REg-UGi6$!T9`B;cVaq1)K!L)F}Dz&XTY3%Z12>i!X2Lj7)zWxd7Bd6Ha5 zK7yLAFg4|*$G#+?u)>{j6Rw8V0fY}Jx9nR50YK5^(Idas`G0PVsVKZKiAKLBytt}l zbE@nt?Eo=hF_?l?f2t2GY#vL~n|}PBONa_ zSG$Dy@Sl8%7iGGJ=Dw1JpWinryU{{d#5!h1steP%F1n>+jEyTkX?xMsKZ`~Z96B@v zs(d!z82#<3>t}J5n$@v`y4_AJr|52rA!LvAbFjA@)nU2eJwPheF*}MsyV5%tW<;SD zZaB=2R(fKo|8++;{5{Vjhvp_yzgC0wG9Z39{Q>r1ZCEeUi%WoSeXP+q-IWoVXLxTP zzfZSL0g}{9HI~2eXIp@mUmn?Y417gvfu|IDDw92YpgeW>VIVW=-n}{u*EbIX+lmTW zaj!)EXNNY{Gxc%}wG~?3Kvff6h|8F5T#9RNKHJhUlyJW@-~}K3`I593 z9S{EqG*+&8e7-lHNANj!!NM942Rxs^p~W(n_tWg1cB!is0178S-o)v3C_i`{-3THe z|DKs)e19JwLL300W29>gQ4U}gdNc^Y)OYFSh*~2(c>-N?KDa9M)Tae~u!PtCQ+%tg z!lIjl=W|X`)u%CkK*T8+mlkfJ$nr?Y1BQ6Y>dNgf<|tWX8gAqu%6z{I1^A{1Zf9rn zW#jINrFxP4Q6}BFu@J)$^3IwNkIu1P*sFqU@ylWs_}zh59dFM7(V#>*3Ug6XA>)bN zY~RqLTQIkHxG^0@tub5enb>ip;5qCSpD;K!oH4ZXbDo>O}4_?+) zJx>D>C&E)ZET=Lj)ARLeXkU}rDDQ=Y$*^YW>WqC?Mf^&$tVYn>_^W+IPuh%=(_I0&CU0kDd^9) zxa`dKce$(Ty0~7yy(}+o`$@?bVO` z!sq{PJsbFZ?>|a^>CgWo2N>*&^*@?{ub$lgkFenX_fI%mdO+|XCivo8OC0?EAGFNR z=zhz`RFtEZ3gYChcfY9MieY2rNcCf3tzR{WwR(}<{;kqCHuhuE-<1TGPH^kwL4ylP zr{%7BMZ@y+`7>jUO0l*X?qAb>e75NZXeUQw|bdxulL zS&lDWnVShS8WM253dcan)MsfZF<}mUp0X?|4N7ngc|@*vu~hw%Zefjh@Pl=GB=ekP z%%19sQW`ue(~`Oe~|PUjR}#R3)!3%l52Z@l33AGaPYeLC~8^5*5? zx}cy37L^8(zDc)I*8k5&$4c2g*r2?!c=Yko4t(629aN`*Qgs+S48_BBl)?Cp#MShi zH8@zE^FIqJ3f>peJ6hM}_|ewZ6K9ykY$CqdM_;^3$gP5-+2h8tO|#>yWGlczs{Xr% z)Hm0UIX!xCO?0o={B6th(z$_(ni}u$5U+VHJJ$7+G0iA`esUE1>{E-$QG1y9eehk8 zUv6$V_2xMwd-U&4O8rL+^NCV^77)1nKR>GEcm5-+Ir!*5>YH!>@23#l`XA}Z&#(UX zg#TS7od4cGPyTmn{QvEJsOFo+`qCeqqM8uNilC5hdmpP)n6tL>?-Tzc0Z|A{Zyn|z zT8yPU2tIN!uNA^dCJT{d`n|@F<<9h@t#pF)jb~~`7S-*4PvGm3O@?-kX+dS`z<=$= zzW#!vDz=Zu_%1+*C-xh1w31uk75B*S=)9Skjd`u^zvt{e3`3Gh8_HQVa`EwkY9b_HG|k6cBf=wHy`-diV6|H@OP zx^He}Cay)XGR#0@1v2CF8<7_QReDg0a7yQpBD8>@403G4H+y85t|KB<= zDqR~k$hYO%xNu>&qF&G_jW^ccyiS{md(fQS=Di78knQIorUZ9 z3+nT1X}&&FDO4@Ke(>Np8KR;RU6igi_vTAZ^fGcq;=)X>!Dnrt>g_%_Wq{3kalxX(K%SkI#hjf1M5Ef785%==gam(|(i!F7U~zh&{|lJJ!!GzCbQHo6mQZ3|I&Rs1?dOE?@_W5^2;0uJlk4E!9aMt=N_ zosMN9lU~1qH=xQ%TzTcgR_AteUt5_wf}Zer9&%ApM&xjiHqJgZ>!eYmFY zC=&il4JcsLsK_L8BwJfpT)uPquz!>X^ZW`S-Sqm}k1jhuIKT%wad6Au-&@k4Vb%yi z@37Rbfn{op+OYc$Pn=hlmw{4Yd!wuB!YzPP6I~xDDJU?fwVqd1?OT0d4|Ur^1n-5T ziQY|*>7i9B6b!c=w_Sj-Jomc zq^N}S4_0^vlG8ogqBi?8-`eLQFa3{n)=>}ZFWv<+q&YNQL`6l}Tn!y*ijV&DavM#% zMEh6~G=tI!KwpFSP>{3e8K;DV0Q6ZGlH}e#FHf0#{Z8VapLP_5gsbCa>%A|=1BTIP zwi9ipaOwJ>i>r9fit=)QS*GyIM%^QX4qeovcLu5dZ0yuUU=EyTgm{_rpR$pXgI(w^ z%MwZS?$4~7qN5aKaPE?)!zL8NZb5Bjn^v*k;61X+f-E1 z#g3O_W8z7fI9e@qLCM)To`a4o;~UbQWF~&2_>hF0GL`bH7@% z28x-*&T@U*e|J$dlLNKQP|(cfC2@_goFnjjvdq~tf)vx7M}w?K z(@qU?jWX6^44%959=aU)`O|0Ti>1@Hj87njKKb4@6+$>VM2v;?h4?1+{Ibp*iQv#{ z?6Y(urL|3?<6(*O-`uiPQVK!}ZkDAUc}4|8SQyj5<~Knvp{gC2g_%5e{a=2q>R;P+ z=9_v=2jmYgvA0o1m6zLh<{o`JM!=PqQjC!Z4jXS-IJ0G^tlo{RcPiQLL z&bBrD5d14CsYZIOpMrG%@BS#P!OihBCmhJ(vSdRc_Cpv+=Qazvp`oE)$YqOhYcVJD zrn8{Is(^0V^92@y&`ynq#d_bH3`>Q8=o`(faNeBpanSv_0v*n1Wav}OrTJdHx!HXz ztk(fIp~vf^I@d)<6HR_lPhw?eYN0k|0P@7Ve=_72?_TRH{-By@8t+6gZqA2S1w=k= zXg9`YEBROZlW_ae2odB1Ejst8a88nUJrdq05TRpY7xSLnJ$U#dB!oWAmBV3@zCjfB z$}HndMD(AN3>}W^338CdKsKI+UGAMJc^w%&8L_*{v8yy&UK{%z@QgDw;AKU5MeK)Q zAdm|;9700hL0*|G{dI(UY+AxMEeohOw<0VgFL}Y(x8u1n0gI{6%PLf$6SW2(n)!Zh zI}w(5`PH(ZK)agHxRPG)EilLQ^it8a4ingTcs`27Fl2MzP)mZppmtvV_EVv4q~!~= zvD90o?(RMfaW-xtpUD%KVcH%Y$tXAcajn`oPK&kx4x>o0s1G|TOs$|@_>g(iT0Z$s<-dk?x1eI-?8 z8mQQ$u+!Ox8~$DGlV&rksrh4;^;8#scN+Y%m1xdiCM(^anAc?&n|Z5}knZ`~z~FgV z$w3kJa|~@B?e5Vp7jZqBTtpA>-jOiGl+5cs{d{Z0LCD4xioj5J`4_wDWM64X=Wt z`-qquk%85?tV{o)P+)fd2SteIxJn(Lg(QT6WA?;s)+AEoYIl*dr=xySZQ_}k>a|{( zsp5N~{oRt`$a}?6MOsu8*Oi+_KucD9Jz;Gv*6n&qdqGLfgpGlY1L_7mLdV;;J0bmD ziv3-mLg)9YjTH-j>w(5vE7dudmJuAfu+^1IWO}$c8PPrp| zPBw*QGVH|g$yymrM`dp7qlG#p88Gy5og=Nhyz+DlGt@Vk8(_6_=Xp=tjG0;TsrHZ zDDbcjH+)}8oR|lVr@+ZAq7N`wM@NTBQpr#Mm^V_8a*y#wJBlKrFeq{b$4Am6TZ@he zO`cDqYuKIS9~~B5gv!&OtMN+S9-UrE`8zOs9`b1Lq@)!|Q2c6aPYwM|N-|*8OTtra z>X*T#UyzET{Byc2ax$WV4^_+K5?6F|bBk`bZ%ZB13ioX$OPH>w;qXq1fCW6F;bMY5 zs{SxF)glcY^q)bk?EwPSUO-_0|{wip^lGc{7aUr1|0CRlj~cIVIUJ zcp-sj(x^2sGox&{Td$xOW15((|93D?gs3-(+w3f&1Y!>!d>*X;z}ua=RVy$;KVG+v zw$@JfbX42P-2F4dJ*Ors?et%G%XoJh&O*7l259-K=YFq|WV{E9!a(<)u-J31@w{bu z12R(LVZoGrZgtusgx|=)MjG-&;$Ud96|t9=>Epua8%F%jR{lvCClQ~yYEe1w=B!tc z+ymITv#VPzbm83%UIQ5+EUX+8%lY{=wGN!Sv(Qsz@mHJo)hcyTRX>@S5QPzjj@MRD z5G{W~i@K02Lkg9sSoM#2^%_Ffhb&@b8E%A%&kVa;CPyb$&Qo_d2B|G3c`Gs%jNqBV z>^YEacAenh;1LY#(!R*o=a7ud%uziv{wN+PZ>PY!mDU>vtyO`sTi!Ct4FMsHX|cl{ z(^Fa`VSaTmoxQBPe&2Z__n`$^+S*?tVtD#-1iID<|tW%{w_>hv=TyI;;&e z7Ca;Z6&smIC|EB@`R6M|6FpdPIC9zBSH<;kNr;GA#Af9zbCCsGkEKASN;!0AuAECC z(3x_w(k?d;WBkd4JHWSe8A;Bj`^wKhNgQAQxHnYU;prsbT1>a5llKm0YZl%ylc{*G z{RLc+mWW-q@odT`eRF~%wRp9^>6j!e&@M4IyyMYem{E3N z7e12DN$~N=_}lf?V9=zpR&c z(b2PRTOZDyz52TuSv2#baVY|~(z+7u* zZxP+|nG|4lQnRt~aU&M7`}_Ofc6_+qVouef3um4RxNra?)1b2~oZw$LyK6ecN+;~G zVn~Ml+vgw~jixA;5O=2iSfJbFuyyu}xsLnz@)Fj+ow&ILms^Wdo4wZbTHMmu|AK>y zCYLk_)8UXPwT78-le8kse1PdU5&63<#`Nb2ulYT@Tt$eDu?d`(m6ta#b`ZFj^X&eX zVP2k2l~^a|Ieu%EP)fUKE~y-yc>W{-Q$%OdX+Glt?( z)Y>nbXxuf3oL`8fDqCSU@?B$=Y@mM#>Ti%-aM(@tDQoBmHZs*m*&L-Lc z^uhuJV)=IEqqPDg+nuuy`0fv}HmJ>)Jh4Gye*;~HckbLVMK6iF?z;o)DRT^m=9WZ; z#X1PAdQSEpAKP-KzexRYMCFNekx*8v5fE{jXF0EB#STSYuHd!^%WpZaP3yMk5wLMJ&EgQbO^E~(4$Hd8XpGR8skhSuY~+aj9a5aLxmZuvD%VP zE?bzeRZeH_F-+@Fk|>IM<;hS6UXP}L5V2}BX24IyFC>BP(Gmfb*z9mCJJ+iC%}56@ zX=6jCApCLi&sDeMUuT{mP&@HVZPg}R4sxYWqnIz!K6lRh^bKSwIy&Ae`WjkVs_(Jd zIRK#h?!}KSO5x)EYVKAx_MXW+6*IH7EG8yl`THR}b7j#nWcRhJTm?`pf%l7h6eo=0 z>iGA-hT3Uv{dsQSU_Ksqay70DadA0S{9h`E>rdVjyRL<79BR5{jM>rCOv}Qvh!c+WPz)3s%_AI{GD69hTy! zJ)MyEiq}W;&o`y-l+C8RS;kfZ(9Pt}JLk3yN8P)R!b(csZRX>Gz%9CWnn^LX$oZP~ zKzLti9M!5I(tjE_PM4ncaPz9Qy@v25qb7$#qU=j=$A5~aFE;v;$KWO^FvFNa0Dr@~ zX~aCo8g~4RaGh8>?Kt(NxeqFk|9tG<@o>{vHQv8yM~aZ#pX2I5+quNZwK!{Va!kj)$i9$$CQEy7JiwEQstxk5O6d7$_$C<~M$hf{cTF)_HgkjwmGtL19LV+rM&fkcPJds<^S#Wk{ z;|1vHSXuE+$g|a1HYUB)H8qc&^f{jhS98Kl8&r0z6v+Gf`Z*^m&Yux|(2jAda2NQ@ z!N`{gdUlj1?f9MGl8_?$xu>G;zjBicw%@ES;--dbI6Cf3h21Y+@j7J>4+M9;XEh!# z_NN&Ya(~JDqAS^`?%<6ul+-xRPS@&nTJM(S>#qq1qB7bQ?TxZ@MZ_konqejNbU*q z2=nqP2>k&;c;3d6ETm*_#}kY+A(sg`=gCgwu{mUK`a`TXOR(X2GT*5W@{}Ncu-UVg z7(C$#lYM1}dY=Wo132lY|3Yln83Iq$J;v_7q^2|-DiIcztSE14J7Z-?W~7#O`Ns}` zee))i9jY#Nc&I@1l#uc2MHb8U41t`ooW|s2z9~gxNJv2e-+__2>)kRN1SU;~qseo) zsX|3z8OvhmkaOa`jI|+3qd8gJEub-pgNX9+YUopb)zb@0+jraA&ZhnPL;-V=-A(q( zD~M$N-&dZLM0?IUptS`eX)t(zz9FRoGI|WoTwROwWL&E2Y-&c;O!KtMEfzgab$s@V zSZWi=5`S*`xtOwhg71TgBO&@X!Z%GUBSAZZ>63dwRKgW z`CTtI9pUwEjyviLi-enV7DLrU2sihBT>}c!9DfZ9{T_NA) zFkogMpMj3hZ#W&+xh`xP;8VUp-+Ce}ylHDxQnGi`8xEp`j#pn|b-GdC8 zVc7j+u5#xJ@J3gcuIm5LrG{4FikO9gw!gg#&L-oxk3nciBT+s)k@NjMhLMMz*Dg0L zXZMlGBBBCjNA6x=y8*who2_%Kcbs2cDAK$MC;f6X$*>f&QNdUP{XNT{Yqu+c#3 ztOCB}u`*+P{pBOw`cUp{wiP;X7m7GaY9sFco_o-rIODWD6PBg)#8xoj)}<@pYs39P zC?enAWf+LL?<0Nt4JzeUgKj)uWmTDR|09az*AR|A%!u7B(mCS8)AR*BnYSb$0y6!Wl3Y+Z zwsaJKmGc!OeEI%OHK~W9#A?~D%#G*tbg4$1CaWEA%Xs2spiWde) z`i{zV=XyGQ1BQh7c=bLJ_uT1t!GTJ|H^a<~4DMkXf(M6ATjJ`?ZliXNc_(pJ4+#Cz zi;83*R=sgtZZST9L}*G3isX+Zq z+FEUGEeLjEx4wOAu~AzoIaoYAI`llTk*ZNaAcox0w9B-b(w4an*dC*sJBW&DBc?t_ z8%OOL!|qXhnJ6~>#MoFq=a0!-b;sPevJAg)?6PO;$$lopb&$`hD9agN{U)FqF*3Cv z9_*UO7ICti&Qv=OTg(DLO3k`E+;pDBrnQt4U3yEijvu86p^HS+Vkng%?$n9ENPp~{ zk#4+K*mb~eW8VV}MCWFc{Tn)GvI+#`s1y~>)WkpikEpHrp6HsHdy8hx0dN#H<)M#r_GJ<>wlxDys-^CE>N5>G>-{ zA@sB_y|Z6XTN_Y9gpY-vbFDV|)lCO0?A#ST#k~_6D_G|#hQ4v=7Nj@zz26z=5WQrU zmmU;E(hUL6LCay?5k?ohPL@N}Z{EEd44%H_;p(WQESJb*_wMsV_~;yGyod$Q&3rH# z4;cj64`u49%~_2xZ4!+e3J;`msKzdfEikFXx7kK+nDi&#{v`(eDk_#^-bsxWYWIb_ zeV&%x->R{WXFXRDTC*?VWPaUdLl4|o8M^5Ej2oy{i+QPhv;m!#v?a3{=KPr}5}vI8 z2h8Ax>?G;RKPb)^aw6GoyfDl%Dsb|)AA_H;13cG{=B;@jxY8SQ+25*9Jh*}}n2V50 z*XSd+MN19Rq2Hna8N&e;5juV;BDeK-J{-}>T(3k&cfb?f4@|n^CMykt+QpiiAkyV?h=dV=W5O8Imk&y_xfT!}Cm8L19Ds#4qpK)wPzSBP52a zaw3D>&aQ0H&k?ncZ>cJ}NF|=pv>yswy`707T^iWR1h7hycXs1U-ggg~(#p#p@YAbd zIzwg^`zqWgZ=3WGO1TWShPDSWypK)_>%ODK9w!j5Vr0yIDr)<~ zA2gdtrVfma>FxDKlVtZfSp0l$vkc+#%%#9!;$BWh2U9S<09NhQ74VCcPd+*mt zC0;I}CNnoS=DL<9ls|68!!)73z&1AF6iH6r=#~X~j3?>4`Z>4sK-OpM za-WLm)Y*k=@U5m}Nb>b8$ZcBz0`B;{Vp%-5Lc+6^5MS8l%-xJ^nbPukC4Hy+&RvNY zi(TCGxcLnB>uE*{0@ugPLc7GEZJ`v6&uLuYTFy#kEDm6WeMyy)OBeg?D zC5czs2M{bATcUvXpDVhG^*=k>GB7so-cIK8Nc;M=F*sO5b-){2Mi~SO(5V*lpqetK zafduz?E()nz^0#hj=F{o36j#SPiM!w=Gu})7ovX4emMg1rk`MM9Dkmyk$992M?aGD zv1oCq#c&7j3Wp7RY@)%(Lb>qS*`O!d;fyevdzrIq-9AE^2z*cUjGs# zgnPKaG^pecA3j7>eloR{H+Ppb1V&3S^$>BNz^(Lp;QmcX#2wzxVZf&J&3jD8`Vb0N zT7#sXlB=sp8?vjipdkkP+czn&LBOz18gb9JkSwMSf(YM;S^?`U9paFAC+1b8vBb?p z)kRcGMP<5_yX1n8!noJPd_G6wlrC6ab#>CST{DpQe>jPSJP*&l$aGlgewjONbpqXG z0Kos;ujwa9@b**vo7!g<94}}cA#0>KlXYooY}5m;#aQ?m|9|TO08%N2_0gkua2Z^5 zE#vqf1fp+k&xHI;(8OFl^`ECd zSsx{cd1cnXh6%T{6^wasMW~J&Z+(5P$neT;{Y1n`YT{Cq#tG3j2pOq@RxM`tEvvnm zZ1MvKM{42A&Hi>lh9nDjT24<-)(Vc_uXYRdAHmOr_E9KkKK=OKw}igZQcHJxkCyeN z&}eTN@41ns&TTcD)fy#kIsC0D)2)j z=RBM^oS)_3;9(pWTs-{5ACku784L!Lj%ns)<___e5{Lg{ov2j#bUK9N&ky|SVQ#Y@=^q}8G`Z|DCbjN0p0=~ zk*cdk1&-*AjST{-nNWga!0HzH=SZE8^*pHiQisV>q5-%Ps`cU%;@D%@l4 zjslX>#7ttPQ-d`sN=$ue?0oFZ*=5FUcelH2*C0LXhL5&D9|Oq247$+ze5pkox8_PL zu0d^2qTp}sAq#*%kWKp2g~6eK3tq-j0Abc_WpF5>FDEA^G*}`baf6GBTBLlk0^Yi! z@5FOUvqBaiS3p5effAPgtG&OBimDA8Kw)eYkq$}e4y7Amkdl&arMp8KMY^OLq`PB) zA*4&XySuyL+{3fJ^}c_6P;+NT=%ir+rcgnqeFsAvWMhKtOhJpYMB4Vc}^~1B`L!;4f?l~XYUktgeeUs^u}N_KA}>GZ??3LVJ|nho z*{J>WhB&RaeX7jfmpY(+2xd7^ZGRmyOB7nyK$(StJHN6@JX!0uz9n#{R=U+s;&m0u z4{o?pp^4W5s-XT@1*&j7QN1`lDE0%e4WFCT0d9(;~7 zv%t0j#pjyN*6I5Jy;)O!9eS^rpXRNOSx%%en2g!nJ0BE%6MjBrQs$K-=r!afd40M+ z-UEG4#UUeyNqW?4M@0(WNt-L78-~FITln~_+o@dVbM}%pzOA*sQTqC;d2EnY-0OWF zCO&q_AKji%Z0y^cZ3)scA8$?9!AtjZ_Grha;DHjCi&WZU zvo;G~$9{OJ2JZ^k9sKpP%Aeiam`pcK;orQy$_V8$jI^9m!*@QOMIlaM(N-K)J)bdP z#;ZUu{a2ITN5r->i39q97EOv!P(W{wYsdQPh9RONT6RsXCwrRyMz>jowkeu|5DqPm z)yS^7R|S1Z@&dQbu+OQ~ehvP*DE$rUbXaCW>bGgJ?Dj{)$65`BYXbPwB&0J_G;Eg( zsfi5JAN+DG_fL@Vq1;J*nl5Lz`y7@LvlrHe<8GY{EW|1`Tm9ifALgS09l&Piek+)g z60w$~oLyV>rfgf>u2(*}K3A<@+m}j!7OTRf6VN%WZ)&7coYZ2Z0cpLcqkGTKxNxRx z)wdDGf)}^ZXsEq*v#xELPX$Qj;3Hi6?3%T8vo*+xHr^j9_Y?gPCDXK?6q$Fw?+H*e zMPFL3D9VrMSH3}i`}Pl$@o_ZaRPddfOa0wgbJ`Mm`DDeG89c(%-=6!op!b z=|D}F4L&YA3h>~&s;D|<;LyB2sf*c89-VWG(;Vi$zKTtDK1z+2G2(WAUVjHoX(&_q z=RRFre^}H$#q1V>jm=&!tf1GL*gbm7I{4Hth z@tfl_)hXnUU!Po^H<(;yhLf{%3bL%-&8OQ_xw4s&oNUf9^g61Cx6a2f1&0QjUj*gl zRq0(RmInk#?!}$PMh{5gI`%aZ)oo`g&mYe6xQzX)zeaI|?W~KY#KNvZ8?oyy>^`5A zDm*kRY#6Vy+Z&PF_8q-={)6HBZ9R`g!r&2Ezthf-e9Kr>Sy@htf0N2m zjVri)QW$u6N0XwK?3&xGR)X_hzBX?N{*_JUU7d={>`(3{mVd%UzM8+k2=qh8Sh{^a zM9A-&Vc|U5Xjy!y+doFj>MvG2juEDnjsM>4;0P=K{>HREjXI*Ac)nEkg?V6=dU;#+ zx(os6rf2}Y!-7g@N3P_`-wdluooM5)VZdz_BNuoecR}ysXnVgRx81&j3r$Ykc+v}H z{P|OvUYE@qf8Cq*R-@O?TbBCg@^cDaBfmt$Q@twm2CP!>jdqaLys|Ys{L8LDdfH=! zuWr}3OjE(BUN7z%){37MH?G4ZQJrxSSa@T+fR@XI*EDX0QD^ zR~>N1m{O10UMOogqoJwNuZ7-UPgRS@%(E_cYi-Wb(V36`i_KM}4dyq!`2F$rwr?vQ z-(V^)ZyyMcY0HLWKWPK!OygKBw85~S>E<>EanRX6!6-b**0YbWFfq{wQ%rC1i3HS6 zR)M(6nPsFau0H=kgIH}jVH$^~k+qXJpaZYGUMpdIB0E&VATo5&1$ajtjO=kxBl7PACs zFMl5F;WKU64J}d3-ybz9lJ(bEofYsHYVgc*yvmPx5mt=-`EeWXR@5fhupb%kT2ZnQpU((e z%j@ym7+=jNcteGj#IdN+_^L88gz!~hfX{0@X1h+$m&<*F4N+>3@J27i-`eiw+>kvZ z^Fb~us+zZnfNCAJDbJCo<#hTj27k8Vc#AycC_s9H+u;s^x=*>_c^|6}J2RDz>qYhM z__IX)0+uP6-b{qy=x^2uOQ#7P=dL?Bv>DBIKo9Ol8j3Wc* zkz0=AdwkcGW<|O-Lw|m_k&!mLMaib7lF0Ddc!cg5Z?l^({q?+z!MuR&R^+idzAn(H$yKdC zs!ry>rbGGehm^HlxoK%X+>1RzGw!u(XyaBFL;b~mDKc2l!&qb0z2fg4mZntq2?F?g z8S3$u$ynNg2oT?I+48yOT@LNywqAbUGPpRQOgpAb+{U4~dW|LYncA~`WPtVq^+vhB{4vxpX)628@GWRd51aj$7%ABA_hXs1-9KixX=y?G31t%#QP}L^ z28QkYwG@_t_T7W;cy#Rk1i6pPUHr5*#sG(m_#x$%e}$y6$UVS(?O5wy5* z?a1$7YIOn#LyyZ*NA03GWpnlf?1pOzV2~8-Xqfxn#`$*B(L&AVa~bR=Xe#Z!xvKJL z=fkb|8T=#Ea`I~PCfzv{6{oj0)%S`Y82I-0Zu#UB*E*gJ8#WLJ-3_wndl zxKox&S%WrOsv^uA<@t2%%rTfRcs69R5t`VhxSVD_v%KC-zcoEPZuLmMH5ycoVhc6{ zTio*?syW;0N#OMOh`J_ldr?C2WZ&(;KQC|V-xFVpxXZsD$xe&W2}Sk0YuoA*vX^Hr z#HNzmA$afgx^R%R-Ii~i`k6{5^W3lWy{TUTYfSy<(xbTMn}J*@l+wDVDhSvGpm;rA ziW1f$Cuh7pSQwaEXqdugdKoYp$ge##QQx3qxG0+9an;5F!NkX4yWi}{?R(_|-xQrW zxL+H@(9)_WVuKT^`0kGq9)+rE9Al|8TIXAyw%6P{Whj1h6*rEf4j{n}JVTxeE0vrs zx?M9a1h)`l~MZ)Xai zhLQU#OP!C2i~Lfr>@;4^GLO+bmC+Xbij3rP-n-rrN+<=MN1kH4@Hf?*$Kf*EJ1{$u z7=1}|=>RU{BRqA|((g_eG#j$j&zA4^8usNF;)eEa^%l2Y zUl4t94EZ9Nleg8=Ed476yKeYKnu<_&XGgB3LFL9=N9cx%xNZ(8;-Dm#WT&&JsQkMV zH!p}>-Flw~|INZ|8nw?amAm8Co%}2r*l~j>yX7QfPq!q}+~sBrR^x5Ogq}$S<4y?d zzS3~ty)l?*k|+D-?~ei$fxG7Yx#GslJ6N#*X_{4jrG<0m_@)mEzTI5w`*j)I^kAFw z;9rj1Nz&Qn6vb-c2&^Xx)u1oAC+I+DBN?6 z?RIvW*57bO2*GUIal=Al3;>286FX@l}E3r8a;4><+<-8&$C-aSO! zr2iBdC#AUBVWVB<1+bzmj$K?#5b`*Rii)^jEhbFiuQ4Xc&v|UOnOel=4sU{IZ;kRB zYIM}B2i@o#LLmxJ6-ppmJ9k`e&URuGSzR~&RC-ue-^Fht^DJMTZ_j4hZbcXJ_!-?y z3^MUwTWa^qsi^@5$O{=IW?Ey}e7xNP_$-wB& z9#XPD3M{c`INTDRSk{ZTz@{7}JYEYjNbz65`x){>^iyMs3QW39W( z7_6xeuJ$RK>fXnZwsXJU0}mpGofg=pOUp!c`yoD3W9Ft8B_A6QdSbLhKK+v6w%mD7 zP$*NJtlN=@bx>4yL#AfS3d;AVh2VY&m8^+G*%{+V=sQHq`m>#2=-hd89hW^uivM!I z+vR2U7kO@@LiJtKr3+iPo-}W7m8B(}7bp9+iy4P%`!bq9juZ=cSON`i&>uf}z!^^7 zQ1f+ewwwrd-lvWi(&mo{WxU&|p9h7=b!@uL)q@QaV&SbE+DR#qn8oAU*&58Hd&2OQ zyKT%V=HDmU_nW(a3!n}Vpx3Oho9q`6nNxg|o}SK_$lLHOLDAJLh`od+kMd@S+))hF ze7{6~dFgh^;f~_8m&w6@y@U@$RtN{1%GGM~k0)2`^)e|Rb@8$osHXlta*J`hEiE4H z!NX?1&+XWAIq;{!Np$Ruig`nX`8^N%vDo7*uEQ6Fkn`Sqe4Y2qbH1K1BBFw+l0Ea9 zI7WugWu!zYDXMgBn!}{^H^X)`N2#HL!ml$8=$z~9Nl(_*EDUJT;`&SNyn88*xS&7* zmquaVU+rZjR;ID+guHbhahQQwV6{6MBa_Ukb=KK?CVlnh0+57M<61P2W#i#eAmwPi zWOhXI_mw-~rxi{+1mW9ORlP5i%to1WYg@H3pKjRxs^s8)C#S9$HEXdy$afHsXHwSN&~pP;v@hESalSu3+R>7X@d|Qss*0NCAMjl4WOyu_aRb{D!^2&z`mdsi*;{pt zFZ&>@!2dBF8za ?rDiwCj-?AK8_%h?b@@zJJ|^$M*T!DlOF>pPlL6oDJ=5Fcl1j zfq)=w8AKOy#{a@oe!88{8^X$2A7|VO?9_mx??3pTI>#5&IPk8ICS5Ej0h z%|r==l%$ZQz52rZ9tiv=de}}3r&VH!?;}y_7ENT?MpsqMy#2eVGxF_W&54VcBEA0@Xv-%l!ZO=^tIjtO z65rq|GgrU(gFLa5{KRRsteHa2FYtAxPkfMbQkCF;3rT#5sc2ubYLk#&GD1n0M_yKu zae&J5{OhBNNAQW-SCz_MnX$uQ^)jIB30zaEIjSjm#3loQyKbZi*)QQ=0ySEU`F4{8 zL{L#V#ksj`kWmB|mH#{Ddg<3}o1`tTV_lvNRQ*rC1VPyrRL6%efgk^`qO|{$HyuAR zM}>g!!&-X2Fh<{7hTxrdyoyW8n}=CZ(G;gH@2k4QI~nn4-)m$)Nu&oX{&NJny)t=k zk3N_vvS)kkcaK|$AH`U8F8&`;rE+E?Uq`liIJ?gkaL$6`R~%Zr1pB#eAbT=GfuVB7! z`-sza(Tz#)cRcrJ8<*FCO3n_%MYk-fyDKk{II%|d*y~<&mpv?bDmiUvE9po%e>I9n zFVo#-luo4Drov*2xi0lNrxUI+!LHjIgn`K27o)xcHhcXj2gWk7ac-w2x$*=`x(_25 zvAk8?DmzWy=jar{s@pqbW|4ZE2fLxybQab4@g&gsO(Vm1PCL>W% z0{fSMH!ZKl;UjqJMk+UZOuX}`AG6K*d*8A=N7H;VSR3dgLHUHS=F!xP$Ml}^?fnU> zFXkOFjh(az8`c-klZvn~^Y6 zQe^mvpbI#&Zbdt3BUry{FRF?~m9{wBhKf@@hw%If%_OR06 zPA7V6oW35zATcI)Pu}xK7wi|~MS$*=1RBZ3^utKmEPcj~MYXQ^H`_}3^WWO`wSEl# zWwl;HFdlkG!}xf-9iizB5TnMX9t~H=luoM-Tx8P%UFf)(j+pHyQQ+llkBNJy1(!~L zH=8%t5>RsJs%Y+~x46D+H9iifmTl}?%J{gn(o~B}SLF3b8nh-vkoJ%ok;IVG!Q|o5 z#EWB09#&^f9|fnHfkKw@4ICA4q@$~%H9eLLe%Q?iusFMWi=Agh#$dQG(nqmNyF*^$Q{J?@SzYL%7pM)qUIet>7aBkknl7X z(7k;JHnfI*JsR4WOA`;3)bNzY1%$>TC&E@ZOIAEXSv}bHvw7D4oS#o9MSXU zS3dBuP&I4ukY-X{SSHhh))zUI#4q0VHTeayv`6mo<_ zR{;M%G!*O&?kQysF=e#E{A$?L-9oVs%jxJ?TvC6Nm+&DZ}0ELjtk6mY|^-6QUp_)1Y=UIUmn0cfScfD`A=bNUy*%B z*})(mdAyU7v^~c(oHNgtnO2ivNRjoemD5YBHTcd7vx42VVd|3=+LOO?6`rYGdi&`V zm|4YhGE3n``aC*#*qQgL>+mD}VR!rEM}VpFo;L&(Xrj4%cYII!6ekQp@E0)GLgbNJ z=*xecieW#`e)(j$waHi~_AL%6{Pt{tT{Ua@tU4BT%|@A*)z0tGUIuYfA$ryNkqx(@ z&1N3_j&O}fuzCeLivZ=$aJ&opsa{8(xh4 zXI%y18;#8+Vtm6o>gnevBvl}j$4o7?L+caq?f+K`5JmcWBZ$@-OyMaXG~4F5p7WNg zyU&b`Otkl(pfZs@&sG@=~qnPCZAQd>1lHyCcnDj9wV_y_$=a)6I|B+ zEzNN_;;S(+_)#kmYPdrERyFvI_IRs`>VC-5pQ5Edj6%)oIKUAY@+_jb}~67WJw4d!9sY4(6?z-TD#6XpOC%7 zSFp!bu!hZc+C&0pOCTwScwW`ZdpFR8kJ^;=VIg?>!BI<-(cN@TRHV6(wRuHP`iiZz zNL*|A_9HG5a$v>#rV7dQn^2oDygC`z>9=Id?T9L&aa)D6AW&J zchqT@BiKd1;DVBWeKf-7WTF)jwF4pdA7PUdlfib$MBMBW3e{^0lDR{87Yihl=kPDl ztO6l>!>V{E$Ye?f)R2aviV~^9&kjAa)r3M#NGQMg(cQinad}glu%6O|7!5 zYMl)D=iO8$V>-^)>Ec93nvV<^PyISG40EjuQA(@W$G4Xf z2K@aDO6TkOB3KO7tRw-YWkvo%YCoaGC5ED(O8|(G0VF)tutqDGWD*Ec4c79(7M8lP zHQ9V(RkAsw@#r$zU(%EcnH2m+r~B$;42O!C+@@G=yk=`T(&$dQ$(Wpbj%+W3Nkc_| z-_uWoY2NS&9!pB14=;H$zI?r$kFZeT3;5&@O_W2je5-BX=s#CB7VTaJi$Mj2;L*=r z?}cnCeiO7*;A>($`nxg|m-JU=YuShj3D+mF z5H#*ji^0^k9NR()tCButU+=*kpnc*_8~YtR3&|f zLfI-LjE`|Z=LQI%dxR;7e=sp`ngLcGm$!)$$vF38f+B3UG6~2hKFJV+u0bK2paGKF zEDJikT`&zolb+Uy-;Z6iQFvN>-yUmzG^ z!f}DIYV@|BQK39=WJib%_S+EaC{d`=`}T1>F5R)BF~z6S3~G}1;S>-=?#?;|NQ&f!mb4nbI7bW|mRexvs=>k%USQ3RBPkf`uX zpBEBY0wl1SWWKq-1y2!9XZUG)a; z%--xFmj{?|qXjr=`P0%B@<<1b;u}yv%6^GO9NyLdfs{3+k^p=Sl%xUs5PHl2YMA=nHivGQXSb(1RpwJgg$q?-D^jzTzRGnsD zVZh5+@OkBf3I@WyuoY)Dkre*|GdpG8h#BY8Rl$XTzZ^YdVw+DnCtcu6!_q||Gu%LA z!}m%jqnZGE|=B{|J)|Gr=$XoDUox3M2ltt?Po?D0|<-sqPI!C+KN*#^c#tlId z52Gjfg2=KgLxLbE3s?SD@v>Y%eAVfkTG233uRhZ^aepcBr4Ok)QmJ<$ug4@+B_GvP z|Ggg+_;2JxqfKdwuaEfvtW)3*AQtK>UM>X4V? z9!djf#((*i-Fy^}p7&}$B|9ApJn{uVq;NOpJPZUP3Ajd+pm{kgsJYOX4Rl5 z5${)n-{?tyiTITHq58ZBJI#ic(Q272>nqk(1O(73Sc)h<6HqI{Rz6yi=nKsa2=K#A z&ymH(qHOgo-(bcjZb~bpXZ+dr>lHu}chLI`1uz035b6j6Ih6ePOw^{QKc(DVpJ^yz zl&f{ROw<1wJz@CdO|tSB0r878M{$Mxw`WWRvUK^m&7dQToSYQa8!ZLvpoq8IW$`qW z8h({y(dSoF6Bwk=#Ld!`fmF^$gb!{NByCie`LPq=@F?k*m4ufc(B^8u^8p$RwJoYH z;|l}zx|*$yI0aMg3WXYve{hTvq073MW}4t!G6X5Gs;pC%g!ET|L7CdqeD4B-CKJkh zZ&ilQ8ia+<**OZv>sX_8Y4Nl>Cf-T3c~0I*F_SqXSpWt@CbZ?bne6WWTC#6cdNJQp zLVU^)kwko7zE@&M(<%KXWX8$=1E`L%|Eg?SHrM7tPYCPE;w$iqBw%WCQX)}XgEn(M zmT7*Se{{cr=~ZGU)%&pwunVwXu|y~h>9dtGBbCRiRz!VkWkN`#tuV=b#Zz2xcE?>< zk{{)emqWSBVdCv&S~Kc@k%@=Xr_)?9pE;MwTcMp@x=7D2G$3w%W(Oz;E@R(`(a=Us zeUFo3D9l=t&@z$lF;mc4Zi_NeWs92p?k`oCV{yGcDz3-I0`}hf&%|I1wJg5UxoE1n z$O_3jPBk_zwdEPYRH7(lf|s(w@sUZMUC!#Lf@)#3vV10h%V>Z}Udi#R!szb4=?v{@ znH+x+@6t|LY~ybr2ErXA;`0UKhl&axV ztPAMQcM@R(#89JISRwCJsirDrqHaget~XGMN~RhF8nlyq!q(BlCi9MsZ4>)uK++1q zHV+K*9@)`-AO6u7oyn8s=WuU+qQdS9`wK-brzo$y#JZ`j{6xL-e71Y>QE4skIADi7 zha(fJ8eXau9Bf@ogDk5+RPdu5)gaXhsa#E^+FRropo)N(`e-CVdeqG{0EnO9U|a~2 zHC~T$(9#mYdSm`H2>QK=1L;$~bxsbY?{%x5ru_za87|ET`LB5D)>eAwED_B)%zv%) zY^ngW_`lAx^JlipNN;aduqc3s>Ns!JP7}0(H4Jyq6Appu4PbNxPv@Br#W|Fg&8rJo zqY7HRboowBmF%KEv;=uo!kP69FS;v!b^Sd-M`1yFPWaXyQ%BF4upGD3?5i`OcRZlI z=Y-{IVodMTlZ8HK;KW6HY*M^pLwfFye~Q?=@OsJ0I>vXBAa7Wh5oMBKhQSsVn3pue zARpzGXi;=K0@L5K1HXd>I9S61XFg2sQ zFZ`bax%Bv9(Yne|fzGvqF&zci_b4y3H=}EROsI;7?&jO*b`@3^6#Fnh8(u{rsn1Md zlb!#b8w?zxlCf;YX{9l<3~$GZ_cMH=eDyD9{W)O-4e?4|o zUCgcEdNIscIT>gFP4aoo$7tU1VyJ#--eVbGxx?a+=XCMxGm4#9h;_*24lGd0zgvnw z7PZw^UreMmWqgh0eLX}R@92!jumIv1A|rEPlZrkV&X z)}p=mXgCd={o_vNlnp;HYf70a=J-GT1gZR?rio1^E+mf@D@`hI>lUNbQ<`MMpqgr8 z$Z|bl@;JSnb9N=~{`U0QCx`+E)lfLuu0zzZUXY0i(VV{oo}d^|0t0>jVaA$vXXVVQ@P2TW1m-w{ z0_Cb6-X+9s-DWchO9L2^lk(94bU*_Am&90PrL@XvF8rR;7&o0611+qr6Ec`U?8Kwu zU%{>z80P=@?diWi%i(|?=Uq7r2Eybz-~?)2{v$5_@$hux>lBwL*~ zIOm;nT#$yN6bZ|nHhpgmqCGoM+&l-{Y30gIbft+MGtHWHsO?hzuttZulxXH)+4Z}i z%pt|rj{A^7feMj6gYtGzQg6rwn(+EFm9wR9e5|%{0(p3w7zEP*TP)uKqY^!Ps!x_7 zUfv+sD2E}7(cSFhT!-)icB~&Y z`X&x&wEmqCbPb|rqhLERwWtI3gwXU7u2=uN zp0c^lz=I4A*T?_W%J(T7TrdB3p^iM@;NcHJ*$0XL-#`AZzQMXLBDC_H3rsG^Y*T$f z42zVuHb1r=2l4a-0cY;Emtm;|dk)zN{m%WT$CRq5)C{R{>r*Z&P7b9!GtKB^&)RSH z?R#ANNYA@>1IXnh%+h^nOApO`M^-le@=(*x-WMGok0#Ihj+VQKGdP>~(oip}qvZBL zX{Axv&g!J7>DMjqHnd>so2U$8r1d4O4E{T~A+|@o*WHyg@|C!%8sEM4vC+`#D@JaY zpK~=vp6`+;uh;@d!BbvxS|b_|)?eeS?j}q3-WuaZo1V+sYo_-gNw+Z=ssXc&G9Y$o zd3qa}dN+g$%?N(yCo zP?FM}v=I}LZlN*+?O|OYieTN;;t;Bej!wqBwZJVlt!~NApAoQ#^f%hI&=>MBwi?g+ z8D&Bhqo}mHkk?JOt7m(3WTK_j)|2=B8&^NmqEn`cJ58~TmHB;!(PGSf?8%n}*6jCf zQ8!5`d=NV&CgUzOr$w87s(fDCVh%0Vf7c@J#<@J(Ia7JMV^Pu6Gi)Lr|4=N0T6zU; zded_vQM;}(p8HKJ?f#y>8I*!>`?sIRERm_5>jQ9jvOEYU1VnHq2AITykMmdcyc^W1Fa|HZGJG}_kqBvJ1L+h* zGHbMJj{+{!hfnS4Y6564e(ujeFm?3-Gz3y$jjo+WBQM+;eG^csVYRC=gu41kI+G2& zb3AP>e~ZVy6Ww;MLZ|EA`WTZvAvcY8VH~1+rCqJTn0qX8=Tcm^`nU9jig11_Eab8& zcsi<(mKIGeWdwobPr<YwF(B%Z)VqK9_+7Cm;t{WpAGa%(09rCA1e)by@{r!^*E4C))Q;q|hb zo=VrWw)=0iznrs4RgS6A)?BlwUPqd**1E`I#|6&AwpN7^)YkzAM?fd}GRsyw`D*YL zH0_A0_-KtXK;pc9y`V(iB(dZ`YdG?L;(UeHmfyZVVKCrp+aKMqR7|YyG$HRC<}s3Z ziVnmsxdPidT%w^Nug|VCL?vlkwKxO~)3%K^y|>+!H^#OdxT*4q8(~j~P5QqnDpB+P z;)bwI*~CtLhpoPsRj73>O7iPAZLarlTfj6;UJOSYs?l~3x$eG4CpB1!4a#l3Yw03lW5)Jdu5w2jaNZ3$rS+#Pa^MBRj)N)jm-1U>` z`eMO@h!k%~>h(nEm<>&7b2du6LETPg=a=-t%2CCBMu)=reAK~Z<*kUc2~GJE+eSME z)ot-$eW;X0Ud!ItvAuFqJ_o*Pj{h&+yw@&g&(p~VZ}+)FSDPSG5Hmvo1-FWz(A|7f z#n+CBHw~dMThn`6JsD|;$G+m+<)jn@D)r&@K4Zu>9m723{q~dfCEwoC;Lkm9xy}L) zwt-UZNG+Y>S&IwTN~>KJKHa%!s2?i3wI?|{Vwn4MR$WQ!sbWwG0R8N4N>O+qEhpM6 zzbe$C*hZV|eJ=nC|Ml!L)Oxumnwf8&8@P%oJVfb{zv!#+fg3gqF0f|*_1=@8L;pYqRXo7a69h+mj za!O_~+8SF9P8-R&!3HWyfmZ(*g5wWwMZAj65JRQLmB%;fc{To}Tu+HW9JO-x;}!O| zi3qXntWk7XZ_Sbl2F6YKAgpyT6~{mB^U_0m8un}W(ju84*%)-lP3o*yd)Ln=@$v2b zdVZe_F|$wX&pirE{6_?POFF+ zmXV@s{HbXpH9rWQ_pE(Vn~gs{ld&M>w*13dop0oL7!zF^NOxHgcKRxChtbk=ltVGz z-GQY(KnclsGb(MUu6Ty{ZjCbSk>)R7#^VN+AA{u_cz1^d@o~iscV0Y=3Q4w6O?sSf zC%bd(a`U9Sp-=-W_hQU%R^wBF9DzSFqAO>jCacrFwER1SpyJ-nSNc@KqKe0zanoy9 zg2d%2wJU*k5pLPTF$dRUYr7GW=^$xCez!E;dp4TGn-Z!*>6?h5#Kb*!^d3 zY|&JLWsl+0v(@>2Z$kC=(`lLXWVIf4*I#v*Wcq8<t^{y+5UR5;2ufnmM18Ca(4 ziW8fc#oJP!i3J2d%V6)jjn{lj5rWKy|AHFC+u1XQH2>R4zm{Urvf1g8Z@iS8OU`U? z%P!Ro@_19hEzDSKG5Gql;_2ZMTCcX7`9$#uq2sFU_4aANIAC*DYr#PDf+(I9qI5edBTBf1-EG1G{i^B>CQD>$wi#ktdPRO{HH;2Wq@K|^oz~RO z)@;Rie6J!@D2`pfSklg-)`OcOvLG!D-g2_LyBaUjwdhi`Iv8=6>fJ0XjRAaa`P=s8 z@*Q#$l=`Rg14Z(A-6@onkW?8?AOE5Cb$qU5#<@NF^@;~AH<9S>Zx>hBE6qy{ z^8(vzJ-48!`kO+R?T`CiIcy|DO9CLDoa;8%k%d2m{>;T|JPNn1wiRjWZ&u%7GZ69l z1T#75wfahf-*%Q&vtaW!Mbp^|Q#JElrgwAsM!Uhic=Ouk;-2=T1e|Ge=S9c8#NM#1 z4XQW4C;UJA@_x9j6`@QM_u8Te4*Fu9DcTL8{<1(uS{1rm6WeE1sa*`S#qEy4ND#sRyyVgCSB`$Qao0d z{L0EHrBNeHNh!G?)4Mcg|emM6j!#cOvuxAVJWq?L=A;V0`uG}BE)K9N3ID8)-bATO0nx2#U$nOp=?}N5XyExU5c9<#ZgSOhU+4QKpdibX zvlT&W7lbwx@l5>|QU3@vX}C8lIIpn!WjV9RDhcHniP}WOblT(0_8AsMkJ;~bG zp%$<}QJ=DF#xsxjBa?kJqJ|l(Lqy{#mNUTqGyF?8_(AS2*pY{&p$Zs-e#s08s*35N z;kdf`4XoMnbpt#i)cH$N{M4SwT}yzpunTP(@4R4j0ae6bie1OvJC&ULWfh)%q=-RO zPTbPuwnREXe9Qnj87K1gvmWVjs1a66H)QC&LjFocLMfXxviZ zk|LzM#2c{S(-s~1S9g}hW|k$daAh2Eb0(8q?~6qm4(aB```W6Q+v`F`nTR&n){+@S ze=d^{`6BBO*R8}f<`|FP>TC9a%N2}0KK=G3f=T6_nX^3C zPu9<6;^o}onR4X+oGR?gBb3X@E8zh*##r6+>7&`@ETXO@Iw&5Q(8RduR&W!D4fZp= zv`S=y*BzJ~hYZ$}YkOuo?V0wcK4#*N=!;ip1OQrAGr+y~mJh@W&I;;H=rGL)% z)?S8t%0+cLmO5+=jhxqCgiSO&2bC$<_xVeeK0#tahw5)5vU7e4oL6p7;+qDRfV50X z!3pXh1({u;riP{EZEcAsms-9`@5zcHFiGuY=xsm-7)D<5$R6*dp;nG0VP;&>6n@NB?ae zBXd)3hVsd9;3K@TJkZ1o(WF6b`O?Tc;XNG0JpwCiu$AEJQOQqY!=l^nQ{)`He*J$d z#-ea;s|Q^wKs65!(+JA$+(rw_aXl3=PM=?=-d9KM438V#@u9|5+pEs0+F(YMl+%V` zvIs35sEmbu=ERO9a;gFMm+twCCMgKV=K+vQ+L4aGR$L%2^}fn@6-dm^q_#>lCl$F> z*Rb7QMY?G!Bt-7=H6Ds_P(IJ6=4rpLP%o~%KksG98$J5DJnL-{Cw}^al$3)9_CS3D zC319y5`Rk6bQFq*Eyf^^71zwGNUJ z{5Z2O15L~EOZy^TZ&O~4a+vdF5YU*PLa4k#G+95_S`>`b3$t{M7ZG^-aknFWGuS`Y zvW~X6#9lpreHj+2VZCVfHU6U0m(e_`<(g^G(eIT!&LIdkj*CM+Dp=f^E*WlF(X@9v ztmdeBvSk&+4I-tsP?o=>q;f{()p_0lbQg23`qLlv$0#c0i%5kgf(~m<+c$)sNHxHp zX!73yPlR51Efh|g?sS8k?NIwR$&#kkcg9s`lD7GL zVObZ-lCwbd_zq;ynM%!J&pusx)*Td_% zTq0XiNQo^lCmb1qS;_eKcPh{A`R+=4{*cZ83LuuxmOi04klNoRyg71pP> zJmZqRX+o3DF2TzD>%bXTa~`EqRIyTLNl(J2x8-=<>1Wh-=KL*6`kWiykmr&gu2fZMyO z9%K)VoPviKk|w)FT0-1jHluhP8zIqH^n4*>klKw?PP5?4`Q-av+w=7HlQ+ns*j`_V zGVqisYEjiMLavX#-}gzm&GM`4y{x|7vbD!1!%`j!uOuR^{puHq*_LQ=HW-k#HU@>Y zQm-MEe15)WWlie5>o8ohmsZ(@$eJzI+o{9@dH`-AF=LjJpS*u-&BH$`eFy1Oybj=&3)FOqKn%~( zKcD(qT)Jf{O4qc}qEU2IIIG|SkSCt~M-^Y`s(M7Q=7JVOkWS7uG7Qb*wfT;{w^uEn zJbmxIdWSYNtX3HZc zhMeCdemwo9{2P|>23hZ8{p}SKDylR_wnt-WiZ<>vRB6WPc90dT;}rJpl;Sfpz74nb z4QBRrljYV&OJ%1=U@i&s8<_o3DE_MdlMKLo&mB*hnAA=@yZ-3b@8!Ju-t2A`q9l_g z&_(&iD9c>}|FUuSH}DhiOwc<=d7=VLNFVToiuj;j5$X9SJ0U;*Jl53xM#8L) zd>|vk2ZRkJi_z0T`QcD(!%$B0&#u28O!A`3LY{}@<4MS1`%|}fYh7epfA5_+zd*#s zX$pxxoM%~?XL%eX&apM=M}&@MEltemh#}X3yZDo2N!gV57zakXTM5$?P^z^L=WlKG zGwPPz+_5vB(*aVLw@e5G96%fiWslbV$W#352$yuMdsPT171<=8I>va_R7RSbIl@ym1 zxnLgKpFpeSr?b85+v!`cy>M{(9MccOP&9qBgvFT&@z@BXIK7j~- z7c>?f>2&c|1m3R2UNK3WMWRTm-bn7yA11{{V3? Bk7WP= literal 0 HcmV?d00001 diff --git a/book/images/q3-how-much/04-three-signals-nav.png b/book/images/q3-how-much/04-three-signals-nav.png index 43c4a58ca073401e4ec51ed652a8c59393ff5009..eea36c60d01fb67da27641effcadee7b01630905 100644 GIT binary patch literal 141369 zcmcG$c{r5s`#)SMDh+K?Q?~Xfk}WirBrVp2?3FA-w(QHGM1{A}VrT3IV+dnsRAS1` z*at(hjb$t|hGBTF>HX>R{r-;MU(fLz&;3tLF>}v-U)OoQw)1|ctE~aq58c0G#}3Hd zJGUO}*ulBBV+Y5Jy`11*(C8M29XogIxO+?Wp?A{UFjw3WdM{z=AP2 zLFPwKdd~HKj&-Q)C(#FI9V(B}1`q9-3w!#N=X98Gmmihn^|56mN!hEH)>`(wc!PCA z2ld?Mywt~M*QPgLw2_|}$D9Kn^`GPLtC9k*zb|&|P@(MwXY-#UX!p%8Tz_BeID2rH z(tlqFzdX1I&htOVzSlv#fB(MYj__{(|GrS!B{ItK-&cqC?i2zq@-j0sZv`-CF2pN( z737;$78iJN<;0Ho&R!WPveM{ZKXO6)QwCDWM9}B=p@C8dqwd*>4Q}?Ey!(g!IjJxE zYkW#-)+ZB1rVzAFjjmk%3-Z6-o@oi$wtEzFZeyXk@WAn_D!uu}XNrC=c|RL({O6kU z$c^>UVBX)I8bZ=xNCB-@k9wE>vx9$)2^gww{Fb zQpb_XTNjt?DBZcsb6f{2NEq{s_+Ey4`?HYeKvz$`ET3-*E;Chr>T4 zCp&H}3|E(v8*W1mcrFaVzkT}>{>rJGWOmk~*0=QN(W9>q2x=?LoE>m$hqbErzU1Ia z*l|~=+?i|vm9am2>Cz<|OZro^#p@pKD5!E zi%q9~?sA(NuuXBqx7V>&O*{NqhZ<%J>%=c4x!ipCHL%9G#=B@;d%DPhSm!ZVY~B1S zrmrKgElGZo)lruLvo)kkRZ;RVqGoklJ2cu$`z-vh*ORwmT@z#-?UgdTMtlgHriC=J zpZOLAQy7!S9D5_Axn~K+7_wR|5_w(C-Z7znb_|au>PF=tzmv@OeMXK?xSl}WhkT}z zm%*td1Zf6NY;SE)xy<9rC7x0ww#4dr_U@8!A0+i1RFw$WSnzuBqBvKY(vcRtZ{Mz& zYrM*vpEt?dtd!j1uHNA7_4dGLU72^6!4_z)@|bP824&9d(S(Rd&vnR#`V#v*8~BWF zv7k8SU5o&(>9$(A3m#mEcjpjPnulSixO1H+b{c#gldN*g%eHj&@RkjQfKBhp(O29p z4KCP@4X`&fCo;FN)LO*Qv~AwYPqjnYT8Y2gmA4O63FoWYs}o8&L&jd+C67xjo-Qvu zuaywz2YFlH8P$)!E{H@0FyZT)EA6f1ZDwCxQ}9`q1?0rFTV>A&PH%5cDYtI!;XW4E zXC?75F;NV$u_}|2%;{OQxz%_C0qIE-alHuL+#O&`JC#YO!82rGk@QUrfkJYwb5zn{ zZGBHn3EZlzxu@BV!PBIAQwiBqqqj=HJ&JEvN1BtzAE9TwE)Dr)>!c{@IoEFuk-f(u zE0r2Px>E08o=B&5dPYF;Gvl7~gCW?XMD7os{pc}5o&iSFv`Ci^ipTxZnXhGx zWGCELyGRcIT%}!Gk!NuIe$3@}72?AMtQ(HDXk4C43Sw2VM}=91`zJf}Qxyy{<{l_> zd1W{|R682NcwQxdb?WYYZeHb{OIwkN=tR&N!r!JF_`SDNH>ilJE5O$+ofi{p z9&(s?flCV?k^UWVba7xx*b$l6Oyc_j4Vw0TE1O&x{n$3iHFVvzA?=NzC^{ve%JQ7? z*$XND#qvTFpPRv7=Sk&>LRY8d@3x;M|pFI zDbVMJ+1h*4GI*={u;a<8TSoCs7K)FER#ygvW~Tj2I+1+oFvgy?Li^9Q#P;<>XS`(K zY#qY4#favMvtqZYr{Vu@x`^YFHv`ru_=yXegzdpH$HdC(m~okz2FqHze0~FZHc@(a zmt=#xF(e+Ro)&sL%}zKwEh1FBD%qt+m5K4ke(SVkIk;rtYLhH-y19Fx+3+vfJ%O^r zI*w$tNc2Jm;*cIgZwell?Km+PcCc1OzCj-QLtm=!ZH&3QrF2}^F{^)0%E`Wb zzwnWBzpuzciL;ajM+kBk>GyymSE8J=xPYRkG~e;6HW!*yN7OBjOW30a_*U&a8e9ni zwp+bT-zXi3?!NRwt$MCu4FsaoY_ycnlsA1E6M!-)&BCtZpy>38(o)llN6u?Tft@jo zyVFzW@TyE1!k;(fPSmnFft4<;<9!+JU$lRmww5PWx4l)p?}7WA1om+c~@6t(ykJ$tQ&oC9Qd$Zmk>HKXG`F-x5@W9R9+IsY*P?63v?NZ{2ln) zLPvFV4>C4=@O%<_P88M{um4^(+Ih6Z}(hWTx>#KtCi z>f0UZ*AJQFoEzkwiJXDZ#TnOh2I%Km>tnYJ8a*)0<0_%MkU=*qAcP^rySLAGuzIZ?lDYg+ z>T89Dt2|cx96b$O&iV#a(tAy_uC*yrZyb5dt^#F$pcy3yEQZlr!IvEw+58jqUFjB@ zIEg9}|8Mt%P!-=I*5#8!(=h12qE3hD>{bZKh+N7}K^ykY*kx5+PBF_kLbO{m*ilra+vG(&9Xry1Ukx}XR zti@pqnTZaVnoCt{=co^bND;~nBiG9gb-RTLZbMH^+uCsbV6UVXlkv6*h+fYkC{M_S zxV?2zF`=qkSdW7Pwk2KDf#?a+NAe=(qjU3?5dvx7jyi5*z82T=dO8f)wHJAQkptL! z*)7Mgi(;F$@jNhq>2rfQosn&h4hZeURd-WA8Ft%`^3BI3K!xqEo9cz21!pDdHjCFc zikrn(649itCTH{8?MNox!K0!K5ipY#+oaZP*E8XoI^H)UiG7I^h@kkW)pvyDCDFY* z+x0oTVC6Hm$HN5n8)d!H=@SSmi|7>!wzGSVB;*p}@JOb40mN6kQ}iJ$Wfu8%&PB3Y zORPFNw4jHz#D>gy|Mq`WCpTer&#mgyYJ`#!^vrRDXY{+W_ubqc3Z9?3xT{th6sx<^ zMduagU0Zh%9&;afu?y~6j z+Bh;%_*QH!t?T|7ydWg6pl-|8t#jq|5$&tdv1x0Ol3trjghY6{K$xqB(`2=i$*GIb~j2J#VCJoD2(n=WEf)>TMd+RbtWfj||z7OscOL z*K-)x;&;g4r=9O zj8#X9<%y&ZD@dPWeSHNxpKADw*+tQV^w6Z1AS=>CM7M~o<7$LCqOQUSGC0hx0Ts|k z+bE=_1f0KD=l7DYact0&5@6_FKxe6j1r$J06eJ8+Tq25l)o$VSnB++M)ez2F9g9-q z*;lQ^+WE4KQC5GCRW8;o|HWx6mk=VzErg&Q8eah%uKN(1*9CFrlK8e%JHdW2P<=YZwxO@!#8%PGorgJQsV*tlTif&H&YQFV}@% zgF_;lqBN`i*ij~zUxs5~wh}b@-^pGhl7WSQ^^7F5~^VP^;CIp^kfHKHR3ohH; z-E`Pd#^@wgl>V(O^puHY7GLH)F>(6SDtsXH6g=^VF8>dNm^tlRiFUX&%J{LLLhXz# ze;DXK(XtM`myZbAHFUq%5WG~Bz2W_3Cs$mDd9XDkXJd8VArcM|lz!AxR>>SN1MvL( z_hK>s(qB4cMKaaK91)0sPv`9XT*kAC-CH)J#1**{EmFmqX!4KE8wj)}fHCa#gwV)s z^wpLaCV{mldcKlHC`L4TB(AZxZ`+Crl06$a?u&Tp1rw}vMrtV z&(_tiJolnQ846n&cqQx>vB`qfc_+szs{qLX)36iHA(R=W!z*lvR3u)9xjyTqseA$E zMe+LS)R*_Nx|OFkPhXz85qy*tFtd~^@}ff6xSgYFyUMZprna&rpgTfQ-Me8(N>OU` zhpH>svTmzKfp#4wwmKzRmV>Lz#*@y{gvkwRon=;$1y~WfQvY_EC>T$Q#p80qXollms7`^x@8e$@v7<5D?St@IA2m(c2C(`sHb5} zs5;Z4zvuDN*%-2=WmSPyq5vu zR3^WRS`*4YIN8Y)O}l~Vd0)kg-)SlRwQd-tUqAZ(j7CDLwpcSROdBIf_ZJXtshUFh zX*MKq-Zz=IFV8$+y}7nDIh0PwGURxZLB4NZ*hL|_Sosak%c&VaD3uR6yjg-m=0Y9GO2o+OsZeU*T2(+Y=_rexrqPkZKoM#;%Iqoczv4#8F*wVTq zvenpPs^p>8xSZ(P83o5G1Vnn?^ZPx^V7!Kc4pJZT+dsHDuft<@DxI+S?gHwf1b!`j z{bjIVHT10gC^~v}5M_*!E%hh~#W3SvpX5Fcx=xYmADQ7zD6f!{Nyf|`#oCMcV{Z_L z9!RteVlU8NRh50{4$o1zZG@w}@^tKw?47e0$`Xk(G+&GK$l^2cUFwuO+hNaNdpuWF zTOF%Bzm9~h#_glx(sd-121Q;Q%E1>iqiqzF-iHQxUOX;-wo7!cfUTyQK<(!O{y*sg)~>+59FR)t>a%h96#^oNB`N&nr45NnjV=Wft>0&Kvrf9D3NP{@X?5rNyJZ z$J%1gX%*dwjwl_|qM41J0`uzSrPK74&i32zi8z6DyV4I9{(aUm6&?1CDpmM1k=MV? z5nk^*@*8j_DI)!Ji55dmEDHCJy}_O`G|}`i>E>{mVaZI0JET_nQ*KND%TjeQTU>&! zWpDslI---C$rK>2gmxWEHi^$9l!OYKq-Cq-m$hSNsm{XHqO;&SFD4d@g%#*y4k7Bw z74R7W7EDCXc&ezQ#(Yrwh!HDt*2_@rw9F{cQF*0BDtkWPSxieYifC1Nn#t0Ide2rG zw-cd5aNYcQO**XG2Tw@lykIhbd6L1Iy}Be688GFJ@Ko${p~+0I4c-uZ*WD;>SFDgb?v%slcJodeSUSgEOc#ww<3?|{q`)T zJkzj>v@^xoR2MPNJj2PlT)N*l_`bO|LoZmDH8fwAw94yA(>Tb45v??1iM>@-Fc$b` z%>l~woo+!}irG6c!%+QgMUkP6U#1QDQ@>qs^Mz$Tz3oFzb@|&PGnIPEfvgcb6^ub5 zvz`m)#e3pfW*7AeSZ4Oe*m9x@EQ^11vOR?=hpnokF$C(gB_0m)E6UvI<}ULb&6wLS zw#+|Q7qG|TgvoRBQ%C#z9-zUbVgn=>J(KQ!Y$Q=*k+KYw!W0-59A30wQ z2Ix!JIb5GOd0@9;X8)7eg_1JF3Pg8~02ICkTPDL9 zs_zYZ2gYT3&mxr1YbV)RpbZbqG}sSE8oujyCqa2a_wRN1;AA8QxX;&w=YB>8&}n#1 zHvcl+yCd3o^LgF35w$eoZ=^Y_~A2FOC>s}JfgLBwc&xmV7}oa$L3`iqrF zC++jM$oz7TEXHcH+nbe=42#SJH3HGgFg4vtlFlR=7BPqWbnnDs-WvXdf3dH-kY<4~ zJZSGxOr1JTdBf$qpg(A$AAC8h(2_%-wvS;<5bYkPo0hD;9F zaCGR&GcbJc;6o1(o*kBcHS_|B&dJ=P$DkL0X6KlmsUbkjpY&Bf{<_P7#iXkeW5vzw zQKYQ+>4YlzR~VBW3TuzO2)KLq-GsYB>$Q-O5JT%}zYGFOFxdC<MpRw7V-_)!bv%&=aElXN%Qd4WhP>u z1`=Z47+`S`==##l5dw<6VHZ~Mecf7?w&wnUYCa2y zNoQ;Pfz%#wGEb9%%g_rH%g2$%2=eNXTl?~qkl$R9%{nj%Bz`mLeuZQK7LVgd%>YnM zVvUgjbu{vx4Mp^nsyR|TgXoS5kgduOPzKl?MuWvpGgg2EEfYAquF+fQV&O3%;LX5uS^sFo~MLh#;yD6 zRip>$Nc_mo&NlgYUh5iB<_ilf$kr=za^>HG3X7%fO6prH-KIj#ZmXS2PWkxpNRI+t ziu-_)e=QI@CSNTBHO*M?`okE`e~gWdMI>@C%@TD(E!E&ZTdj8CDO~<+2ES1QHn#n_ z3l~hm?kiaZ_hgxFbgS+@^wSK(exfN_&yo6%+{o40IzUTV*|W3r9cgOoe(sGYY}Z=J z&ULI7n)24#nY`@hePhGlr<5g`TZ@kEgv6df%o9 zqz|2Fm0wk{ZFCx7jzn)v(ERj(S*khT8EmRGn=u? z1RqNVf6yZ$H!>V+Xauvtkq2;xIv`{9;tmiEBctIxaHLfhFrf^H#rH{W$v%_us^bc9 zlBPi7&+IFUbFQCokoYoa_tIeclk%UK{eB0qO>r>4vdX@q$(x;$ZRsZzb>OowbMoB_ z$q%$JnuK?Meof#F&>WobWg zF*mZTE(L6@PX(;ZTiudv)f_7k`=_{-0|CczdJ1io&tlFN+6>7E z1Yb*VyK7!ddSE~MGvPVMiP`Zlf((76pMaGvTuk3FJeMrT!uR8u6wLA}>LoP8Nz`0_Cm$=Qvx?HHghd-`>{kb2$J)aPN~_UVx@_I_m5V9xlM zpM%;}qH|?LaL?WfY;hj|{v@i?HEgmiS?rBaK!s($+vrQKgqaH{@2BexcLc)kNk~&d zY_s^a=fjZ-_zzv&Z)9uN(C!iFFRAwk2Kx`hNdm)Sy{kHjv9j`OOoeHf?G>Tv_m&v^XamtNbM zf*%1qv#|#G(n{}=K=2IMP|{X9@QdiNP)`r`(MF`NQyqv!XJGe~Kx7x0S1*RzdAC9|6I;Kb~B$y({79j=YizgJlJ z25^(xvSKalckwE=)NU>}tBEtf{@FuYTP!o0%o<9H=4X{+>wdY!B@}YfrmY7!5|UPzC|>vL z!kNPzj9cx2Ou_!~teJpW>14EOdMJwt>t+l8b1dPGdb-#s5bY&m+7rxH$ zcreWt@xJ@a0WhANt~acyVxWVMc!iBhyUx>YW3|Pq8Jw=r{qU>l zJO3$sga|y-`DLwQJW?ufwrJc`(k@ZnE&G&vhw3%^?u$o~;L%fo+Z&c{H8Wn)gN#*z zP@pse`al%hT@Ac`tw##*uCqtp+LaFX7g@FXH1fpHsdQ|Osa^No>TJ3UE41Gs{o?nX zBRmu(%0`(l-QJBzop`l}TeCDFG#t9?HuC`Pmu|ar71?)g*6WOz*!>6k`mL4iJU)mS zuyVlG_VV;B8;InLhYoQXN*dncxQ)=N;)Qzm;2xdg^5r3V*!7_B{JxvB>!#({ogW4k`P@cFN{Zl$RSBf#?J>=G^jM&S92 z0n}PX3l6w&d#?0hP31~>V3YKIU`1}v$XTKt?&Odm5G9%KyrqI*p?tsaXQ3SLvRs~3 zS7(LPY(2FI6e#59l}TN83^{RUYCt3gXt9{tjwUF1)nf309>xjBbOJ>KQjNzHR5d-6 zzE!2d1lTMt9OYRppY^1LsG}^<(=bt2WP`#c{9ts+vkf8o9fUWY2an)Moa0*TxC{DDdrYoW`Dp28C3| zIdDDgG<&?gP)$88ocCI*9N{xi#|Tl8(q{| z&d$LF-TF(cty$nbWQAVs+ST5(1uclq8yEW}=QgLWES?#XzBX zp+x|c0--PZZbz}h9VUiqR_j2%6W&iMckVk{c-y&3+mcOzVk9h`wzfbWZoS6d{oh$k zkZNds0pK&Hdv>NPE8J&fvNf?8?Ne(p3qT+a#5SHyvLhtDAiz_uj z!W^+?mDlDrv8Lq-?K()(r%y*QMuiqOb?J0!;5KOv6VTTUn8owRX3*(jznA;Wy^=jZ zNXcYnvb6-<6&n|BK@vl~B~5vHkss&gGQC+0Gre>qQ_W+O7&t4_`?$iQYl}miZu^8EM7eL~FWy zl^}#GaD5^+O7+uVr5oCVl8cU^62SEqSoN@1$!nf&n7+ftxj9NDAS4xId8_BMrez7x z-%Z@BES^(GYW;q=7}hI5W~4WX>%LD08NX_%>Qmg}6<>Bs!TeS)lUGfhYx$OBZm?)X zo62KXOyaof@w9JMZGMYixwM4QJByvBz`7_es9C<}(4C_&~WA^ ztbQCw@B{a4{5x<5$F(vCa8kywP}G7ScJ!! z8RL~Rb6T{v%|T;Sd47nUKJ2#g9lLH8{XwF(0@Dm1H8^47n$=EhlBxD>=1Kl$U_8C& zr=(S5+yw0#+T3y4G)wnmIS_Z+oHu+A(SR*gq~Nt+hHn8_=NK-Q9 z?k)9=;k#QUI;$aW8?115Vt5^%wyQAIP@xb+>?XgxxaceC12mg}Sqjh%zBk>j6&}vj zM=!e&vZF<8Q9juNsJ8n$I=q#I3bh(Y!3m_y!TkpeO7DRzS3$Apc!wGhKbj@($HR(rb%3*PQLP;9N6m4>=c-$G{PUU_7`1W*#N@v$nh3DIF3AW% z-)Rw$&vX1S7!L z7?%`D@)(4pqmiz0A3mJsH+R?j?m@Dm&m8xcBm2AkuuhP1I1kFW&89da1?5Y*B&CGH z$ASQ31m;tG{3RfN#en*D+0LvMNKMA8xv2YRB7EZ`$0dB>&gqH5NDh1=BJ5zv_bq_2G`1wAg3_oe7GwVJBr1Io}j5UX-- z(S>c%vz0&hc+6-K-V+&??VV#Ivv+9Kc9<3)#UWqXP?pv80+Z6Fxs~tlj zLd>1b1L{efq_&6IZA7xd0t$h8z+|i~jkm6A6BfEx?vAeIDnw%2!b2n1r>eJHXykL` zqD5NGFv$42MfSMWQTwad(Fl2o**Y!X$OBoTBnTT02X37(wU)_2kpdHY4z zC~wUxDMR|9+CtZvTBMq!*$P#tS#MERmw%me9j?y)uZDd8_9jiZGq^9)+M`SkVc zasWn+@%}#j>tI_%MT;5TuEhs#t)yH7Vc)yAfF@gJ1~974=8eDKjlJMS#@K1UuB`j~ zM`$50NRH)q!A)$K_tYrG3k9sH;(@*d9VUR?d54`T&eaNJ(PJY{%4rJ%Aw6Es*#hgt z7F7Qn-2z4ePA7B9UcK7oGhf=539i;PAScxMU`mqnRqNnUK?}r3Z9~~vo?PYm0!Z6YB#GvFS7;|Y?8{3!#a-uH1!+E zOferm95x2A`XMheLbaVr2IA;WGDt}3jRl_^XWV8`0w_=^9cNVNVTNULqc>)X>L}(@}7>HMl?viImi-DLP1zi7|kvEp_$b&ngRhm*img90V z*1|V8$+hvs`5IGTrnSUL);r_NSb$2yvee%2h@=!+jm_Yby??#y0-Z2*eYn~y7BCcY z0MUJ0Ouy0#;JhD0m2MM&(Or#xb&qhiW{Wv%J=K={0O6!^M=yfs}v4|j`$EO8=@HFu<-f&>pr5>`(MjN1-Z}v|4McDPEMB1VQXP0nK z8}_sNFdQA9oP1>-D5Z6dgSelsz0YVw9;i%Vx3A|THO7F%KNg%_RR*9N>ce|X-0UKt zB}mXqNcl#D)3{+^#k~MTq8TLf&!CfDgsr3g-i#ooNSfH1dri@yGq-;v$-6xR@{lZ_ zrlRLuRQZT+bA*N`puvg9LO8g1qzyFFE}P))Solovu}4w%?Q^W#Vqz-$T!{)El%vJV z`#m%`N&%A5WOpF=P(@LE_Rd1X8Mw?an3xa)1iXqpO#(K0a|&8DF|r{xA%Rkk2fob@ zFj?TR)vKaAl>&6g$s$f45Xem3*DNi4W1(WaDaF=^7P5a0kbA9WP1vyw`s{_20A{ZI z`BLlY9KDQ|YhdO@X6)(cis&^2)15fz)>mLYLGTfVDD?oH!Fktx>{A-7@qg~-i$^im zcVBgVo@5Ixjz?3#0$G-QJ$TO*P<1c^aSRMaxc&&z<~w#QVgE&eYE4WTz+~IYK7$|h zf|bpU07P`~Cj$@Dabc=GMaWgYu+QP!iJlA%URQ-9`03&YY|#Laju-vb#l^*$si~eYQzkVBpKPf97GOH#^FJ3Xrfw2LmvCxB}3Xha#%c z<7@Ce$z|LZGO4E_z_(P&7D%%Z zxq^z&w_5?+HvrH67o+=+VN}O)Y%!Qg|Iyj@aq9*@(SoJHNI``5;3u!j+iDbiu z^)8otBpk}++ddHjzWK+Gy_E$(x~Z-yE&vk^=Q9;SDbw;ujhsb~Zvg=&(M5|;Nj#{l zHmQ=3=s-t}IQZ!(YV^q_KoW#@WglGt+*s#e=uEHVE; z+$%lO2NZA(&Y$YuuZ}2iVq=p($63^Co;5a;9RR9?CHL*b;WAgSl|@oE0JTe8ysehR zPKP_A3>{|HY!qTr%wfVVbw06 zf>!pN6$qA$3blbQvdyl5D>7#~8Pr@fN>n)jmz-tz!hR14R8LLa8?L`@9f>r5@$=j= zC_?cJRm}XZ89&U|R89v4?NlWl3=44d}5!VB0-w ztRT`I8tf{1;|4hmF=}i(R8$*7q&zTfrNq4lsA7WX?q6#M7tYyf_4o%+RsKB=-@nP_ zKgMPR*Q^>39BDh{+5bd!C2(V2jy)XL^2ou&n(q$DEf4e$vo@g7_>6_{xAeoIYj%G1 z?2c>GmNdhUd)Tck^RQYS@_bIP=6&N$qKjVr32Y=c|3Ua8;}ccl=C%ei0ecK*)k}Cg zAFivHXgm7lTK!bNPlDUa3lD16;ir zFvau9NW=bf4&f7LH1m`rFLZ%E?Iyj~toYfx8pep9&5$x|!M#NTvOUM@`qCd8nx8ge znU(h3dZaF|Yu>?B53x-@Zhb&W<+Nc4hf2Qd|AhwMS_Bu`8|qVcDG8jJPY)NrhUG1- zy3~Dg<@ZOOgbjy+%JaYdAqzY(nl2Hw#8z8V3Zl)R3wBvak=5B&`DsqmQyJxUa8oUq zESLp5Di8L2@V9)>`1*Ex%8htuXvSSl^G8LRPTj}wBCr42yAIyB#oK$3c`XT49!n+W z^cks`@gjnt7~rMnFRlns^~9Fl6Qi@{ABvf(SAlc~$PYMVmGAj`=YHL<-M=Q?L3Hhs zUh)T_aZSYr6?Jv><;g_ngtDZxMs0m`vS&i&o_lxiN;-m7 zzPFKr^NdGoaq37}{{NK6*ZRrY;q=p^#H%++Vw8S6=p8$;R+q74!-wor*88rqvNC!k zhEtU7`XAQGgC?!-KlQOtl#FQ2iFHQZwm{h~Dxi^)X-~jDYeLW9 zDUaT)x;`}L;5=~E@z$A6NluynqU0TPwQpSh0Ox1_GYJZw+I=kXrRaXf-1r!PqcLcdZ`12=4Iu<>UredNM3->2-pr1L0Dr+#j>!!!Y$_!G2_lijP! zV3o=-0EolB?+c>*(JQOFXNc%#;2&L?N^*^%-B~4)*FU0l{3h$IUn2{v4StNHi`G?bWdPm;z8r()`7qY zWz#TBV%`_2_8Uap8+LL)%Y*#oB}c12tQY+91%S<^tQ075QP8VY;2ccMc3AHs+#&Bzuw^i=X}cupFdg`W6gPV{HV=cmx!FK;(vWbNj5g zTGEn0I4%3Z)x+4MHRF+rqNQ5@Ib)U0q8m<^;-w7ofBD}X-q`J$J=IMYPm8>MS*zx7 zRAd%E{1hxPRNPbS7Iv8!q#;(YwL#v#?Qdah9Dif!`;qL1UzUL^>zl_QP6d^dQ2EI? ztGwE6phC$qfYpGkNQ&&sCK-Y0tb=IcCCIw~o+i1o;pY(B8Hjcd|Jwpc2}AaXc6@w% zSB2|1)Y3~$c_GLJjAlMvNR)9f?5p0D`f~h#3jjIPsmxcoUI{@u=VYj-gE3qx(l}%TR3+}Q&&AaiY0RV{?{=3Qd^1N9Wmv$%&Pt)-*>XT z*?*6q>$X1kf-f9ilzH@j{Ir1C*D04O$}=Nf#{UvqekDza??c_$V;QXeKhyOGsmFmv z^?&{pk0fVGa2z`A*T?^!+gmTx!JR1+*l?KYDdGPqI&a+!PwW)hy8VT#TOUO9JZk^) z-k`z!(G_3HQ=Nlcd)I>QnbZZ;Ubd)t^y{m2toeDbAy_qy-*%H@ z98-Py`z_HmsHl-Sb%(BiWx#qCJ07JcLC(B;B>w7?n?HO&pR@V_gw22|8t`N`mq7Qs zzy_Y1U?}L?vma4!No;ptGf`G6@7EU&-cKMZe}2xtoOGqIW;x7Qyu;jU_#7}QWB*Kh zEBw8d`@WeUmj0Rks_^S+K$17W`~L>xoMFD}z$6TXtO0a@k0Np%IIb(W$j8tBryc<| zLCn??8yW$0>_IMz`@rJq5H}!qCxc`Qdxy=-vB11}6c{Ko?;;W>faM~$a{_P=^DM;Q zPyNo-d?fu9GN|xty7~o5$V78&V#k%P`L|~xb6jA6=EB#P!KSSPz%rLuSa zhNF|uwLah9Ou*=K7TePo&)SJd(dTTbNxlv-3#$yD*w4CDo=}Vi0o1Vi{SDu zrEYGM%IqhJhWPa^-TS7`DL25og&KAazi7Vl0gT=QoxLQ!?Ag!5Y~iEz2BZ~~WD_=V zX49kP7OD2v=CMvI*z%DNpfbgEXp2G4_<(UOYdWPTz`!TXE(jg{64YBU@|0L%%>xu- z)wmL5vjA;TVCxT{GD^M7+5*Ylqdk6qZ`s@J{Yv5c@tk1Rmi`S~Yn!}ToQV@?_Y*`J zGomgQxT$(v{vbLT!)|MQMrI;xIUXy{dwq1r01p1~1lk!mI3JRdE(6+EK%4HY$5FZu zwvO*(-G2wL&CgGl^fiUOI@S3@h8MuqZe0s9@!`*X<=ha)w+xnZT%AnK5FSy@)<0}& zYT0-}(0@_2Zo(tQV+#n#Ru&rSB4_?{vcg-B(oEbReC>ODXz|?D!oCjz>(={xh={_w zY@GneI$VE7@uPIa)&Y6doIr)Tm>^<-C)`st0s?Vvf!%rLhFI^uB7;K>3US} zAAZs0sC@sl??$9Z*F~|)+kHO31Bn+c1+2O^LLU8<1UkYwFu)$Vuf?ojn#T+B!@ULu zVes5oRDloTa`$!P9ML1Y;C?OaQ~*flWPbj9bvfBZOKl`djhK9`a)zKnJ5|C->q}jg06w8pusbDL8 z$L;E25h>q*koNU;f|yZ3ghEYs(K@XXJVrzB%HJoXygjn;VHE!F?vCmJ@${y8#l%QA zw1KyYp4aMtZLCgTo{ZmmnB8NvfoBy8*uXkakf&}OB+i(~pyyRe!?al-FC^(G1D-$N zQ|B@54&masVuJhea0PCV%o)in@1hR`ZiEI7+C222j+jR(G41r#a}4~;?CN1B$JoIl z_HkBF>{hro<`{<(=DOwg=+iv0fnT|QaqJX2JP7Put*f9nmn_5Cpno5OEw_Dpz3)Yf zBq2_6+WmyUthlnWB~VvH&C1KxyG6gSpKnrtXWFxU=_JoVcy^O^y&~i=kVp{c*n`@0 zbIhK65Re~M&t&KR^#j{rBK64rv9WsF%oc=HEYX6Fqblsd|$)#60Q+Rj{ z)<%XOEH@u@eI^r~uP^lJHxJ9+Uol4zDC;pF$F5looTK3TUIQ$fNKwGL>w_m0#OJ;u zmL>6e3QWZ|z@ICpuN#ZM!~x zK%Z|7JO(CiemAEBbW{BWSd$6X?59P@G|bYOA?#o-`v_v1ellCyNo<(NRuJOB2*L@*0!V(wc4lZKraH6L zGS7JvcBRiM;5&Ns2M9=Jnpb;z)QbIkmOFwTMSL~l=JRh*u9>VG$WrcIlhsAgmeszo z9~ANosB|yD=KTpC4x{x0$j+zPb#Nb}o88`kA@KneF?}Y3>fDG4?*$9bRB2=G49LrT0v(?e(TWy%47mIR=p<4kD3Fi4OTlAkj6p4X_WQ^C|8+u88=t4r zoGIm#YHHm#MAxD|FVt-ZxD`GjEsoU#VZRyt)+OLOh*{nyy$}TWWk-oXd91!LI^c zwR;Btp9`|X{-vU<)ndp~pW0u0k7w`q2-o4*2cK+-&pr&AqI*QmyCWA8?5lTjaPGc> znU}esmGI2Oh*IGX0!`WJI)ol}4n1RJ5mXGdnQfxQ4keW|)7~YRBZn z#LxeSt?v%RdT;+nX(*DC3ds(kvbU71jLht#?3q1o>nK@8cDBl%*?Wa-%FLcOA>7&9 z@A~u{hv)fy{c-;2aNnQt9@q6+?}NS316VrOw~ z5Xx{qUofH_cG(y~*sGc{Zi-wEd|JOXAwDd?e&x@kmWS>i zjbz^Z0$4oMDfYF8T3hnpf0>(S8I4|RLZtudg{D4Ed)KaABa%W$k=0cjL>Z?C!W7Ez zrsihYDWl&n9%5qg`l^YZIoDV_ay{rnFL&?S$uR?~zzv09IAFsP^78U&tGg_krHx4R zP?9>OjM{ao-ms=%dX=pbq)04Dy(G*31SFWXEIWV+C_C~UKCMms&D+^!(?tr(WbAF~ z(ex4=m9&bdpJON~l{kjd1E@R?D*%Abb%`~Z^MB?`E`J*2oV)xdTk6lp2uJ%V`N@!5 zutt8nVEZSG<3FE%(_c0A-bH((lxrMSnS?z~ikNze<7K>l=&O{G^h~@;Ic#n3G{J7> z|Nft^v*PofDc6WqlUN+D)SqTBZr&~`#9=-gD}$>&bS&`7+aOT~N3ex7O7i~KF+aXz z&B0mKnwhNrg;(j_Ow4KD7vi`7>jQr@mqwa@zm_E5f%m=e5^@J?1Mncxf1keb4#W{X zP3xfRVTEch08vETU-=_yklg@cODi~50M(4(cWARr?J6zsws#pX-u>s{-qc~-G%gi2 zkobuw*rKWSY4HA9iSb|L!b32q!Zd(BvjPvbIG`Mi8m`d4=E8TS^tr*7ED6M0Z96L? z<2}mBLbE}SX@mu7WnyLyg*P5`2R89miBgQVl|8rnsvv&c%lQKU}OTkRHrXF)D2Vx9?q~JPydF&sbl^( zuidX(FsoBm_YZ4{xmc7YW=*#i`jZdPpL~&!mJWrlWc#%Xd!~xX9?aBGkS6j>+=C^9 zSQ*E7Gs%oQ)W0VAL%i~7nHXMOcr5BuSiaxaz-E!FUpEzPb`)=>_Asb7Rzv6~bAkMl5W~sBgID@ZU_Z=}3C4fii)Jowq zAzm?s&}7Qw!s%|w8U}@=MgR~VuW8H3_^aB%YJN|@^=d!t8)x}YYjaAOeTNWJ3TdpZ z+l6^W`{$S^HOL%(_kta(OF2By8BiH3s4!a)HRqR7cmiJ(zwW_CchBahoDr;mTe&S^ z%)y|Q|FP@RNa^)nJs)Dm%*@r+3{<9-!d}~c{|NzU8bCbIT`fmaTYx&w1<}sdTAwx= z>IwGA9i#WjJ-&$Id1`vP8K|7wr^#*PLe~!)b-9h9d1_qeoNF&TK6`qdcn7gpmulh+5;BHWO^T`a?VION z@`PTu!cjv*!*nr5aH$qR_m+cR-*Q9}Zb6Pzza{-@1;(@pC7AlC8?Ocy>i2#8&+5)} zEq1vg34MQld>X96eGIySFe{lqPC`5SMhMgbk83N)H$2VRt}R_3#&~kyBUPC#>C>>5 z-Wt8Yk8v+?1H;4=D4EWv*}=@3)@t~mpk8Fou>o>l2JJ@=a*z!Z8IpJnBj-dP)cWGo z0*vrr5jN8jbeQ@S_%JxSfPka5o^HJuKEIUxp>Qn!0S`VibyG`Au&mIY;-Bc6Bn70f zMVu4MX8&9)7E!pt%DsyLe0I#dezk9EW^Db?mVVSePZ_i@5;t}Fi7kObJ%4SH!AvLh z`4U7Vweycav07pQ7~YRH<8OVyJT5obxhGM^7gppWZnWi^(-f~XJC>>r%)d4&AXO~b zEtm~I)W-X<8~w;|n+?j}D36Hb+{ zv-zGn$uQVYz6h#pkRLuz z2mbkkWmI%`Zn^^}OKLq{B?g;f5>rnCZNjv82gjc_LB*@^J3=8jBS|r~Xc&vn82j@* zWM6XNuV1>eX* znS27V!&PbAu=wr8a)I@vs^K3ENI`k0#Za;3{lU&YR6EbitKo1Ehd!zp{pVWUH~)hA zbA*r(Q!tAr!KmKN8hZfh8L7Vrk`>4z#+km)rAM$CG$S6IG)z|M9OI?;{bpPRZxj6^ zlJ7qS>7$WeD)xIbfR#IesExNZ<}L<7HQ?F&MC`J)wa6?%CX|9DiTHzh;mS;IGsIn# zic=1YcH1cL$OsJVUqx>gs|qg{;9tFSGi~Frc$BMhD9R*aU|x=zHXf9cbaTm8hSEkh zLR{5ya|?~cX3Fg?u#J*j@{ zd!7B>-so^mJJqdn00cYV^z?xjF5cE|wo??O6QS=0yL^So`(zu2TH5f_`Ws(sy!t3k(l}iqP zi~xh3YxAoJsF8o6XRqw{S5hyn1YX!v~6e4;bj!M>|VY{e5 z%Br5fpOcCst;fjo_NWUxH^4<3#o8ZlV-ulhTr;h5oH~8|R{GMVn^PHei zF+eF|XhR|yC~+np{#C4^!k%)jXPZs2*g!Tr)%OsI7k-u}>F4pa&RU=AQfeDsB_0A_ zPMq^OEZ?w%$$n4os4Rt^cK+LwibJhN%&-07v5Z?nv2yGM9$H#WveXDFf`g|GzB;&Z z_VaVs2d|_BAenyu`MK%uu)?_`V5iT)wn1PZ3@FMrfby17HDVXUzZ(RIYGmmyo_==+j~X}F{JeRG(f%24+ww(Yi)_r~>BOl9E{`O>sQi`DY!9;uEw=1|!3S;s z^@oe-yq8Hlc~J*T7s4T{pz!DFuc4c?Lb7-~tcf$?meYmHqeEHJJp(t439z-Jt+~n2 zZYYz_;VgtcOF7f1^M`kD3_E0Qypcp3-_kzyU*`qQz8k43hZdo=wiSLj@=nL)Nua8X zMl|;`A3U)?vpEs{nhCO7r;TZE=49LyP(}NZ?7epT`+-z(L(SN(x%{$Uw z>+#F^u$1>2wVspIa0pG^v@5SK+r5$e%eI)?TJ4wXyAZP7llH0NDP!3D+aje{UX)ucXVYNyNJRi9ScsjpwPLVdhfBDZac7NT5clBjQ;J$q|iE)O2 z*>}}hGl!uGt-FI3YRfks(4-ojt}^j0sk}_j# z3~AlCji{!jO5rMfRYUu9OntM$9QCbFn8g$9np? z_vkh8@i)nPNj$kxKGgkH&pO5>eafjuF)Y68(Gq4(K5X%lguess9zC)-chn>i!|o(an_~KLseO@USb(~Nws$5ukH`Rus4Oq% zzXsVQU^Nm$44Ea6rJxJl!!lSfn}Drjg_f~O!+zLSzaP+smgZ06FV z)LZ}6-}&LeX|}ycldQYgAIz7)FA7@t)~n@`hfhx~E`&Lb+|qU6b6)-UV>|&iU%bko z{-wwlvW~s1As?@Gh)<`?C%{_k>em^|W=U(~CzILTCAS1SIKzbvMX39Ap`x0wD?2NUj;+_JpdW%7=K)`tE5hkNLc6N z-Q9&P)S||YVRwqM%7|8|l5#{ds;}ILtN1O7!JR^&ateXM1}ZSd0fDE zn}kj-+B;gm4T$C?r;=TJTzo zmAh{~c57u*pejvLZ8eDKo-c1=2{>}!=UgFGtKI!J<}g|*m`64Ge1NLW)~O#XqA;XD^pW|Cud~%uUPQgKH%8S-CwTWeKsx|1j> zj{&}DdnTMpugveY;&x5A_%>!`FU%|`f{Kq`i&1%G`rW*7?u?w}^dq+s#@6Q0s-mYH z{=f7)^LMJ>R~npA?wJ!nhd5P3j{^#tn@F$kxC<8gMpc6t;vVa@F{Jfu9R+re9YHnD zstcy~xQ`FmA68lJnA-vBk~40UiEb{`VaioXPkzfnbE(z0zoaDc9-(vVxK&NTVvz&NqDWEmv)J zrVN5f{`2E4v!6gpbC5Ytb5M|;fO&~ZFOU7$abv}8x5t`DDt7H$ZTq?Nq*AVDhjrvi z20V>sulX=3r7@MXyfe-|VaxR4grHfyBT&nTGnqMt*ER?c5-rHu{~V7-bd5Y9f=2_! zcrG$o$q8UdPQ7;zUjGt|_kt|IMIqq3WuLK%!BEZxyg5Qu_M(ty+hC9@g28d4fn?+&4NTZ{?KS zatJodJ^8+L43^6Cs~0#JZU{R1*<|FWl=JR<0y>+BLS_S#eQ$Rk$?9OV)Rq3?5B_=t5mp&3e58QrB!*yrg}!ag-FcF zJh5mgMIV;}TYK-_XY5g6;i1Bk6cB6Z&1>lM`wBpkx%uJ8#yg29&8zB(hH3?HSy*Ep ziv4;-lP9?>S|01&@}4usu9_stqocn#29AwrUUFwjT<-Yo;xto{zUEx#_3FmUf15O# zQ|Spe9n_47)oi9M&gR56pY~MJBYs8U)}dVZ%+AsFqta!%u@-Z!0`incellYEmn`); zvzAvb3LRB#!kKx#D<%mZ9eFM;7$?b>wY8;J-Lj+06m^Fw%EB*P!l**iV^+n>%&Td( zp0R9wQTy26#wcPWXu;a?Gpkcb5I-ljG;>U9R!EJ8cG&INIOoLx^@RL8Q%*sA1R0&{ zkUIyo=89s4K|MT}$b0YhxT%BOP|OnivtYQnqqWt(`%2`md{ ziOICWraZNLx@c2RJW??`{V`+ATAw{Eq{4r5$8x1TsB`99n%O1G25_n!K4Ppnp>!I> zYLyZ^!Hw-Ik?gYkZ;Bf{WCW>ZBbuapH~841B2i+0;l{lVr_{=OZJPQ(<_auFYMEo! zx|~68p7i;oo3Z}BvKZ36FXs2@`s4;><AEJ;OJSip`VMvhsBn$7-?Jal z{W+w=DKNAg#?%B})Hb-U`4wm4 z`z01S7G|%Zewhvx?k?e-sEjo1FtTU~mH&P3r1RSKBjPv3GOUkj@$LSHsPwLQ#sKt; zR@FBPHOaUKdpA&=w|yP`WDGv_3i3^jeq?)>t{E3O75a=t#lkjtCW z)&)!IiMAyw2XyjkQ(Vk?)j9ivgE=zg^^QbcS7IR6h9`Q$xGVkZdTrokQCw{+wYO#$ zegnsKIB>hUmkK%dFTuR-DK!Y~MW4Ou))CPq55fxO37h(S>0|>jV8v1+bmGDhR4w6= z`M7Eqv2)7ku^0As#Z-M^gFDrd&ysV2u*X_q`^Gg(SNTCLeX`Po>6qQ3lAQGc8#O)J zXK1stgCDyteh^JgcWHZDWl$(u-8Xh*8g{=vGkimCp*JCh+gkmRlFPI)2@j!l!ARE- zeZky~JUqcJD|X?0W?m*IfzT_Welp$1U&>cU95ox`tJ5#&L~o?G)1QAsle%z#QyI38 z9fx|bpoDS6`8sN?%f4*Va;?QZ`y-y9!6#0RQh_>(gX#Rkr-4!>t<2INH9UH2&_U;=sOv#P3$0i*fUhEiOB{>Q4^OpFgw7uCZdS zNeiHtlr0>5wH0hm2tD41jhbYEWGikm{W72gx20u`2i3`B3?4IX%AX>mW)Sd_k_k)PZl8|0%E

ak{K-y66|u@5YDTK9UnhJcb2 zcb$L89y6>LOS6w~`S^^T-L`S_Yhcsv%`<1J&`O;?@mH0C+E^H-r(`%Ps7@!q%aZEO zhEq8tdma;elCUxX*u^r@t&iIEUC z#UgaCz^0EC z9FPex?KdMi-*#oYPwYs5McKvpgFP=~dl5-y%=8C9oR${gn|X)(~bJw*`@U!>DKZiMK+ z0i$K!m9X;N*G;>S2kB)&@J&`T-{2V!(?l)H+i2vpCAuw#XUf~N)o6RiFzTMO#Sb?w zk7909oo1HqywM5=jb1nn($RRuuOrjZI43^j({W*^dJ$}>K5!dhk;^L;2AY5xv!WaE zB^nA`>+tsqFF4dJ((`TghIqzYPcPiH6tfb}EsC`zhs=WdF& zy6ZxqX9tr=X|yUL^rQ9TzXY-5*w^Nh;@&)_hFeT zL{<$yF=8{-r<*Tc@!l5pJmj|<`L4`uQNz!J%#-!E?Cjy;tG`ng6`C-gRT)np-b&-V z{GPFPt0i))+F)kuNsRIAh8ySGD~C)+>%yDL2B|l7=;t1EC(M1s-jKA@n#ZHhHEiJU zL*mq?@mbX6{+_rg5Tx_9^=Iv%!oz4Ol3$TrVj|NY0jp)29;(Jq+?w{g6r-R)U4W6*6jWZ&v`B<{{DMMZUY! ztHeEB)o<78b?~k`M!|;`w^B{d`JQ06Db}(3#;~aLq`zDzTGz#4<^%1y2g%3fHQ(q+`M`2jvW`D{!gG5;=H1D|@GxY; z_1;esOppv`wwQEALLR2Ce%l#ayyCT`FxhkcFzoQa-dk{?xT(x#@FK@o@x!_+Ru+}Z zwXZPm_bN4X%95Ud*zC$Ct;FushGHlC08V{%rgN7q8L-0B->VZ6SoQPdtkcvtaTCjd zHTJ;^OeSr3NMM-)(=Qc^j+t`-(DHrQ`--$Zd zG$-1SZX9P3dYgX&=AYLMi{Sm}{La(-!v>VZ%Al}$7t#uL3{d)+c_tL5++N@>$B;Z|jB*30=k>eJK8R*4v&@W92Qa{@S+tsS}ml ztAYgF1-Nm#m7ulU@bf z5e}AcQ`<*kA*VzB0@>anVR1Fy7snN}hSWA)!a3OU1O5FSn{RHe2jLXcTeH>3P_5RE z6zzssxBjhhKELtR_Qe$StV=riNp;Bn7z5<*3S5PHu&A3%^^Tx4@0sHpOMeEblYh;_ zCUU{$w+7qJp+E@qI%*V%i{w z;ydt2^e2C_KQK4jSw`$FRj(T1qugSOch6a}i=}#w2NP!P<@v8`R5(~hn0X=xMNvU* zNthYwH_RSiwAIvZK{gqXHmm67Rz5jB-Lx`R3k??lF%ct`I#48qS#NHfP6+_S?Z6NS z1sNHc?^Y@?{7NL^_@{+RSQ?knm)u58@7-K9|GPwQmz9N~+ak0y%raMzVZhR*S>~yb z{&K@k7eDw7h}g{hSnsTDxjB5NY&c|J`@N>7GQelD>MZ377 zv1FAQ-Nr_Tp61o0Rk=BiIl#JwLL&o?c(*>w3bo&mivJyh)MQ$Wby&Evusjr%hlc4C zNQ3!n_sYODLXLB`&={%T;HxzP44x4pNp$o<_A&cDm;v$v1e}0je6odmP%t1g$Za1= zE@sg4r#-VD*HEn=WE6&q}b2v zEpp{7uOnT@xOA|Yyr#oGZs+k1hZnWB{X?+_0$%MMSP%4GnWf2(Ju&(o;0RoXW*!_7 ze3@W3Z|=)~UO#2m2s{$(Aa>|afanxeo6fq>z(;j4!16^jgP0DFelYX7!?{!IhcKgsi@S4|Zh6ZQ+6*s~dz39Dpi>tr-?GccS{lb>vX!4EuRL)24 zt++_g{2cZ+J=lJp>E&X~cE>Sj@T%_WbwvP6C_D=oMC!DYcxkV&;Uqh_9h}dI*XgTi zujql;$^yrEEp@Z&8D^b&UUx;D7T$rpl77ruS8<$^mDBulD1@N~2V9L70}gW&!tN?G zZoiW54~hX-+$3PQc;=x|O^%xb|6MVCs7qjpBE?Fg2}9R` z@%y0Rbu!TR-xP%}+&FkfV!oWdJ@{386Ys7FEpH(wTu;X*o$^O9Shn%vKn1<9m?*X6 z2^+9;BVAuw_Uqi)cWMrwF3Y?>&w2hsbuTBY44ik>0I3?nV$702!C!11c1v&YtiPvZ zG6~*cT3--K>5~BTor=!qr!Tj$V2BYz?_zgWWVSvQ4u~rTy>f?u(yH7nkVN=Tc<<3h z(wJ!T_3b!(Cwv=g*!ZXs0CENxIsq z@4L91@astG+Xn6Z)V9N4$LG$WVw~SM1|{Uazu{$_ncdc`;QXDZcT*tgqYOa>(sPiU z*Nbaq;Kz)vjRULe)S6~klyP`ah;{3RuW)GBX#+thv+YrwuqHGmkbMbq5`>B0mwP||MNHaGb1_qZu*NT|W z(Jzrvn_5=QWj9X4HFFp>3Li#!%A{JmZu-h}1VK&W-zDvP5kKOwrB?5OfKoP5eq=VAE78`~H5vww z2n~Jai3U!^gwP&R-J_%-DpBp%WNBU1de77bFw!rUOrFtgZb~HSlcwkEl;r3(>G8$H zlptap`Z385oG1^)t|Be&`#D&tJATpD9}9Km2$HEVC3@wKMjo6On{U_d?HSvO7{{oW z`3rX^o)P~)E}py{L>kJ!x_r|Zot~b)OX&O(#9{4y6~S$Qq$0*#L^U2=l5gTbr;Q5BqUi9kTmn;m$vZ7GB?NTH)D% z^C|JHZG9E8G`+dK6axF*&{6GM%6t=RS63C9*GL>GYwcp3i(4}{Z`Zea&^C9m&V>AH zCW!khP$U=y^eo87eh0({UxuKeX;UCX@Dr*MxYn*Hu7jkrx!y3Ij-8kD|50a>QXn_& z92cf{FKAYJlx^r%F0%v?Xk(TbZk*F+(qSFCU#i`J&SoRt?X%r23BV7H?XMZBhUhUC zaaOmGS|{Hy-B~_JdTPbnoHxkvg;0U!qu)kg@E=UBAjpl8h@s-)o1`VLBhdTX4c@VYY;;(6Ap8SVt~OnQEO_)kzl-|r$th;X$}2gnT< z0@>Igno&6vIErIz9ubs*Vv%LP8koP>M-@x+ z-xHJ*9|0K};PuP>ul0 z|5HyoFsZ5%7&;kx!N`FRWoG|C$wM*EWBIM3GjGKLvo!GElX8QBj8{eBApBzzC_ZQV*Y})Dtc6UDm2DuWF8Y)7f8W{k8X!y*e|xvnJgMo$=nVy@=HG^qdbPeV5qyEG zYGohP=fA98Qvz+g&57|!lk-9`9LtC0rWK{b`nH05gC=NgmlsX#V-*)R0TLm*IIOVb z23ybIGD!9>i4fPbW2U9#d_qr$T6wvx*AN^BW*FECk?S4_d@#O^%~4;{CXmR(02O=CY=qw+Mw4~ip6?${&Y|uEZ2|%8A6h@!TP17BxGk0q zisk|%X;^=QS+7w+(9%Q$J;9v}?IpAHI2MqF6#mDjFWRM*0K`$rV*f=ic|WYbd24j7 zTraEz$UKRPen}6rvtOoLakPkB+!DhUk91|iPpg+O2{cQ%{}4h|5i1TAJk@-;zO+F1 z#bc|1vR`Mxt2J2YQ@Dd!PPb2H0b-EzDsft>@Qa~~UNR^e|4V@e?#eWJ#ewo8^;+7-hA`UD|Q)%7AM|7ZBEmSJBhxPxo<1e*HBJ)7WK(_hI)It1a^f3 z-<3$Kw0A~44vc#m`=m#68g}mTB?CX_`d`D7Z=^)z+yeDRwvClkzeL_7AS-T z_nfmJMoOW{NiP|I!CL&5Yt^sZ9WRX}+qhf*-9k+6hj8eTf4w;qW4#cC4f0 zkAf~wS-^r)#l*=ZnXGKgM_=C*x=zC=M*GZKGBh@L#odF@K{$$NGd z1z4}3!F*oI`QrCYtP;7AQ}coQ=)?IpwA>%Ps`{ibGugpI*(+;T1(sJx)ARlr=9}A$ z4fwW5k{j(b$N?!{Drk~B${p>{ z)kk$n^0fjPll_)a`y2#4G|3|wV4yeM!ul49EM$MdIMyqWii#s&Sbth^+>Y!`&nCIC zwv@nV6YTvq!PY^aqs;2!|dI$O_Ibk|0*W{d66@@D8}Th_TkIBy1plx=?xG zM|gd|UCED|ur=gWGsPfL+-1HJ03VeSbcn(FL{O$2LdX}awsnbadBSSc{5-yS3>quY z93vlgUj2I)@gUo63e2bpgEH!MpFq_Hh&)vUZMfm5t@W>iAm!r10kr=f?#)O{L4reQ z6hgz%ItysL`Ozm&9PWTVz`rusc-n|D`AUQWeH80dwU@ak*P%u9q@M8og(xK-NVc%A zQ{E%-Nb?YD?d@Prk?=`Au3J0KyjnUuB7zwV=)3Ex$X!js^yG_x=bj4~V1w3$L~vl{ z%GCwGLNLOr@BoO$I7<#C+?`L;Xh&6@-n)@ds@VBNPwhHfLD8=mQHjX@GH&e^tA`#o zdMV@lOvh4Zh*(A;2?kGB9#&UT52y$}Y~S*WYH4keWAyb*(?&!F2+S`G?chMh1a+E%b}4H~^Y3Q^>q3_%@_bykNL9@?evpb? z2Whm5UmA$3dhFIQzp+&|4^UZt?uBiy>qDxid)yzHs%9y{EUq#zFnj>=WOp2qBN(k< zeE{mTyC9Mfn(T9#_9hioAQarYySZ2kG=Vo(uKfLRET@diF{qjO>>9OiQuxuXvG8ts z-Yb4r!F2+br12P5vEZzcbsB zb226yU&@F5ZfE`8_qah>7y7KrF=OBHBbXKY=B7Zdd>+s&^8y*}zT?Hew?Mj!svDMZuU;q6X$neR7!5sq4vE?llUgn$Ib(gBkfpEuBBgX13VllAj^}GMa z)mMf^xpv`-N~okX5&~OM5D*Dz1PKcP3F(xOu0di5=@8JZgtUXoNFxm0h;%71(k)2$ z(4IB>Tu1zlzxI!P>C8LN`>eI@bw__r+Bu4TlTAO8)cxD1DijIFpsh3qt!W5(%PXs1 zsa@W2e0n4FPBPBB*B^Uk z>!>W+ZtpJcGP2r$Nu11nRNO=b*}xUPlC+}wK|TV#G}$Q^BW_JS7A|_};yHj;rIckal?{ zCMJeK*qR1Vq%*!FC;yxQs@=C$m6TEIC;26GOZ>Y`O1x@vWuB6$J}p<&eC(xHm~}$M zC!R00X8+Jh(&zA2qYs9Ov3Kzg@Y$4XJ9+Zt!QY2r+Ojz5wjq|KBdN|(teo+q z-PkSa@8`Z2<_6qbkaBg>pcCen@BJ91SX(5K7Pb)btt2<7YTP}2C1^?PuwlY+922CZ zKV%-Gg)ID7+}f^Fm7$f@okELD_9jZbl9U-iV1%2&u2=-r`2oJCE&VW6n)mfIkneS> zEQOe;7#YI=GE0Md`l#~S@q@vf*XuM{kzgVjTm0aG*4>g3ZPz3b-M?&Q>eZlyWHM(P z*-TUgU>eHfpdY)4p4jNyL1BX}XG%^#$?_hslix;^*Zev5N z5}Tf{F~IG-WN*G@e#dwy&}K_>wNZhg`>m#?rbl*xf+eocT1M^6nKSEuT^Gr5ec*q7 zTX3hf=7=X-$v38px2gEz!SfZ>s%2`pIyCY;?-LGUwau#l?^Sd^<|C5PNW!1Rg=+<)to@wd2o31qacUzdPn#rWm~q!;#LO#+6^|@ zM*kY_e$3s5cVPdvjt7prt-=t2UhY&-^Jg! zK_uApwfJsCcfW1Ge2%}0tLkP6SfDXWdD2vQZpm3&b8mV|2_^KWrrud%ScPPFR+tba zz+alDW&la`8)f<<-^3lv?612mYWt4<{WgR(*az^gprgI3d3J1rxTK=#2~zYh21_1` ztaYg#P3LuzXJhV>9jZKJwHXvAt|Y^wGwut zr@mf}S=^Nb!eppnZ1RJOY7AMOHx@ZL{@))|R3o3i_~=u8;w1ww%0_jrhrLG+!la&7)K4i5$45#ZE>6$Kz5C{DZ>UsQ`OvFV z?XZ5eS2@7snW(Cvd866NqLQK;p+!_!W3!LRl3Qx>TeK(b#%j`+=0X5U@dXNWx{$tu zf3K0O3=E;*5_EHy2~sJgaS?RMlMHGjN-Rp>&GgxVNg4ei5AUS8c}ms4Rgh@j2nO?E z5I+1r#RH=j@i3%iU!PC!u81v{&8ah7UOLrS9j|Ki$$HAwihU}#S<7zu452+lugJYt z-XBSZ+1iOB+(e$qx}8JRf~!ZkaT4V3;nR}t3Nq+E(vXDPr)@w_MGkgLCn6OCAePLN zd5RPls1QLXyvxKKYI8YJJnI)Yuk$; zGvj+M;zZ&akRfYF`gGDjU2oU?v9#^>;M;J|946`z1rO$op6fqs&h*%;YfOiQ%!OVV zbQBS~pZEFmc_@5xnwqpI(Ad3;+0ka}nRhwZS^ELIjxO$MKR-V@Z@ymHQ+PM0)4z{! zHES6%hiAZbK1=`m!q#WIjGZgr4Ae$uA9!GNfw`7jxqk0|9{6t9O!H+mX^j9g6b{|AA`BS>rrKUZyN$@4Nrfw_Y9&$-}OZWU@`WOfCI_jNc7b8ioUdclN z6_r4@XTwe*q-*nnPLuKjAv;aZDv6$>x_|uQvM6osMPHEoT50*IX;DgVyUxN$9cx3{ zQ1$R)MLv_4V5{Vy%cCKxMh(~&ihA!ADOGep6Xn5N0dd`p3GPb}e}!VGprfJr=Uge6 z9`i($zfeq{WbQ54k$Si?Pzas%tV|p6@oR#RCRe|d-BiNU?|R5p=j<3cTkw+`y-A>) zIjSD?<>JB7rTmo9kWBNu22bRL-dABHNj}l3(xm!kp0K3hdok*HU6db2s==4)5>Mhc~ zmOF(X=^&-P6=NroxCWN!EgNSinW5(lcd0OHxa(?7Q+R-$8dqUHeoR+?oQokye<-K>_1VW(>odxr5Zih7~6P zAjWy})TvjmUOfj5T=Q0Q^PR^#T-^MP- z`TDhWmIFx>;|F@A98ySqhF*Rjaz+ylb=MlX{uBgMRGndlLWcO~3^et+H!|5#{iD&epLbPM;%J|BUgsAVAGECH z%G`$Zx@i}xaxr)V%2FU#ifO0>+u29MD+BsMeTA*mo1I!I4~={eg~8j+zpRbdNAp~rHeqFUDyB@F`W7hnjEFR+X~ znd^Ug*66B#lnQd9?)csNz9YkBb3UXM9$bpkTcj%1rfWcgo#fNn^CdSK105}`SdQ_m zHmPxH`C57^s^_pApTcJ>#ymqIW+ByvrYY=REsPT9#glW@aB8}`7ZyW;g02n*i$fKi zCP-!Iy>d^I>p{F)v_AeCW`fvsx8RFT4%m6wCMCT|Hp#Ar1R>fDwJ;Ic0J{P{+s+nqb1O#-8G<Ur+c6-#o7zHDw|flonMcRhbd{05=m5^4xrd)}p8UL0!}Y>b*i+t9 z>y=tt7zZ~lv!Z+hhtym>)7RG*UglxiISNaO1OyvhL?fqFdq>BXXy=m~6Ohfx01=;s zxwl!s$LtqGL4t?}J@;4R+1X%%IU$mT_3KJ@TJK2V*ZM>$y70WeQp%d^t(a!`(wF!X z=ss>Ase@Y@wZItgNcN&#mg~_l zDEc@>M2dy~=LgrQn&la%&JicG)YtNQA#l3x@!^H?QOi}E?}RLQ>UD9Vlp2`xm`@=&2A1>Ac*lO={l)0MEYed5&xsiCb?hPkDaXXmy& zvD^3{5}38=jN%3b#{c@NxiqUD!D8GoXJzRn!&ixYZ|$(faZYw+y<>B9yD)MIgL$zi zPGFQ|Id@-~Q}-!kq{ZbA*gAX7w8rEQE#1&w7%IuTh6<00+TPRcDOZ2-z$Ndq%WU2~ zae?3^Xxx+@J^EMa+`|HIdZJu@=|9YTy6dQs@SK7NnM-|dPMWB?GN9|2L=5lmUigd9h}_T@@cagT3VNfY{K;$ z-{uG*9;T>kXuKJ#xdx*|14J9YN=}aakE|lY$4CC31#}9@1#s=1!7V(xK#YVXkrciW zE3G~Qwx;07db3$5;qUv3>l386zk6gexZs99^#f6KT1(GPAzm@3zI$|3Pw6~Tt9NF0 z7M|uw-5f3ZmC>pp&c{@o-3j%!BKx)zzZ@p39m;0t-he{CtKqK3g>YiTE5EJ_g%%1VZ2&9jSdaS>{_QDxt2Sasp>Y>R_gO2HDlLV`JU@PD)061$DD@As*_dVfg*wy5?f)8U{^VCze9lj#sA^~g zvPifY!>gZrh{~CP*uMniD3~k1D=po&;T*I`5p|O5>~KkqP%@xCCH?19ayXk1vbC(7 z>XBQwx?0S}Evs1kIn%|}_jif!V(S-usb@S|*?uigob6QJ-uR$1tE{5(OsWQAY+#C- zqZ_`25F!1ml%iAoAo*YFtQVeP7jR@qZfdUrqw|Sx_xUxmFI~Po zxmeg`--ErIm6J2k+T8pSCqF{`KP|{-3${REmypR3<67(?%^u0l9v5M{rK_D@^YVkh zr%==sAS<^CcrP7EV&5^mx^5poe0Wz`$qZHbv$IP3sLj>Fvh4*8Rn-$Q;W_FRueHwY z;BCeg_LvzNuVUo~uKuahR0v7Utg$t1b;grJGlpn0%~fS)rl1R5_boyd!F9nH zLe-!xshO-Atn?7P{2+dOjWz1R&CWa{u1Lix?1tLxw@iZ6iqKG!XyM~?G|ym5_%?r0 zZ@D0M!ONmzm;ysl*cbKrUY6-na)=VgrRpidDwMTy(MM(>E6S6nhGvf}+T))uF4{sT zr=wmCC7vw}1_2BVy%q;MyX$)-PB763|clJBv`zKi-~aH<;iCgZT-t_6j6KJX^CD{23HPn3O|q2Y<| zQH|lkQ(qR0nZ2G?j8J2u{m+}%W?(a^n7h|>Wj|(Qv^lDXx-G_&{us0&N-oWHCuNh? zrz*> zq!`?kA+Y-(gp-oHRlf2ak3puYN1t?{2$8oX!Q7 zReUf_>3n9^b%?&z`Md|P^8S>_@y~!}yhiM!W_uwxl>%W!I@V@y<*WGCRD!SGFX~Rw z2irWq6`*CTvvY6W5EQIp<;*;%k}AD4NC)!vgHM_qBk*>37|{RPg1vqu&?w2^0{;pm zy|Y!-Q(McI{ygpZhl?}2;dTatn{E~K)<$|1bUei&TjUB#8jl`LdP>9C7#J8>)PhjH zObtu{{h_;e?;1u+IF9>ek5c;w1bDM5^}-SvPp0t63kwSiXDf!*OfE;u?C4-u6gX+- zEog@8SMO<0O-<=dY5n!>Sjj6`qFM*@9t2cHG2-9qw@6#{t#+$=>m?mexlS-09-k_x;@#>hvQuEm@hF|CK#I zm4g$Z)_>jj)?QKf%+Z|aQ}sI^<}UZIT&)d}vEUH86SB^oWjYq>0~hV!$MpxU1p1$! zgk?ujyDZ^}Z>gFNPzqkMr>Z}AuraHkdyVb@qLx3e^8va9^9}$@Z@OYrm!akrCjx5B zYIF7K)sAWzlpDp)umQM;XcybQO=`jcFT$DpudzYt%#N!f%*sm$iQZuOG+fti2;fH> z<-V@Ji$A@PK<-?J6FfVZo1OiJSF{Qu=xb`WE=PvAS8t~n zO~o3Om|jwvZ|(~#xL-agrPk*L&3GF!Etgfwv)79}y(bj*L+NNV2|m%&X7ps)*VB=} z`&utoY44G6U%d#M4@x#R{-I~N1{M7n=%P9;3BKd$V@8~VzKTjpH+QQ;b*08700pCD zX3o~8mK_5Z6oZw8F9P^wDcDV@G_#e1KMVTO-y20A;5HCC9~nM-^-BGhOR81Zz>i#S zD7EZjrJ&CSw zbY5}EiCUVcp_yo~)R4SB=NVZ-nO{BrFbSXE(cIPL&?`lSf#&-gVhs%#`e-H&0ob4z zo~xsW0D^KAfCEqN+Xo!K*at!ZDl9)lT(IavZ9BK@A@$H4;`w$XS3%EP3rMyvU%oUi z`}mXWRbrZ5iIDral_p4zn-&=TOoH>vD=I32Pq(oz-+X1zCI!|>rQk#4IQiuabb;g0 ztmpdWvBR4XDISHsO@!>Y#J!EruL9^MU5f9oArJ)D&^ioit+Y4U7_lihc_`25>UE9X zfAHW7@Z4uy)MDaZy_ygnhcNQnKzbkUY;S)vaza5N$;;+J57GC#fi9?Um7KysbU%lcUbw8S}q^T;rpi1Y%;lXsfjONcI(Dn z{&VA?6rDA&MfY7F5eBYTEua7v-I=uvG5-8xK`PhCl+yo24mDe-V>`qEw)N!}+SgiM zXPAB=X{px%86b5S-|^b#pZ6X;6NQUQ2Js1Y_pa}RS z-`>6Xr*Tn}aEhNljU?*QvFsII6xaP`T*{^I@z6ADBw+uVl*2^IML7wz4_tE6YKX^J z{ASea;VUtS$JXndr;cJ4n*{WVeH`3Z^oJ~y5wWBz!(omplK34YHUVyk;Q*2=jLT|q zWIL5x?TGVXdoa(efn5z1G<8>jP7wk>H8~ir@hVplP(-qV2E068Ud3q zPCZ0;aXg0vWsF-VC9jZ>M(0S@{h~S7^8~5tPEG>An4qGiompdYBI6Q}d!X@imt*7a>;iO(F4F!$$rlkT9~O6F`|TyUtQvM6N4(>-{^{(`Cc&GN4J-^&VVrJUv*HzPE9 zTx9WBI?6(myPxPoV9_tB(A8WB4Dz4|AToh+W(bQdBLfs7!z%sPKbZ%nW@fJv6BjZk zvo5T{0B+J4PMf>5v$Ge_4q%!-OsTm`;o*a+ulD?9QN`~SB`P3q+e#-h;ZX0y~hF=Xdz zZZ5>2=mmqS%vlhJRke_mjY zb^eX&LAoG+UfgwNT7^jpOgN%*e8DryT(j0%-6z>srohghTkY^CFc@OonIgZ=+9)h2 zwZ9cq3Jy|CSL>YR zoY$g7;`ey~ZVH&xpT<&T@6?@dIRMp55Tqc!&#@2sa|+RVPCu4_zOk)ck}|qd@Rcsv zpeuIMw9(D<1(mFwY86+Ks8juHHHc)4f-R~;wGueAsT<|!A{2_7TqzDKcOfp=z)mO* zQYtNfCBsf^y+m6WoLPAci2;((u=?BJz;YMBdtoE(3^c&G1 z)eSh0*z;TYeYEoXC7j)Pn}yLKtvBW2tQC-}@&yR(tFRrK1Vl~|E=PP*b}L8g?*#%T zYMyMPGFMM!NsVvrh3Zq+gBz|?sk|~_IA2w0LWehARLG1JJ`t`=xirPcdE=c>?H9E^9Tcj{dE3_uhq%eI25wWJZLK z@8N~~$8-&b|1Kd?w|b=;MTT75SllX3rRIsw6!^3ZoME_GI&n|bSF_3hh@tCceb#o) zrC1sW@N0mouD>LfT(}!r&Rs)@gb^FI_eqn)j}P*rSfzBG^hb`0j!1V>e2+Y?Y3JYS z+;X`IBw(@GuEYRhib>!;$I8sXf4Sv=r=EdN<*$#4PaHA3`;;_J zjQcF@5a~{N6w3J=x3Wm%ATRy<@%2w(OU^R7b_<;c&^oFHdUevh3!z|(jR{00sI;$~ zJA2l;Z~vk-kDZ`GA?uMr|HJ{0+W1P)#GY$l=gSDX6X~>g`*t3)7FiRjq46eIXXGB zktH5JlRkhuOj!?H%{-&fri#i<(>zrTf|*H}5mdAB{*P?7v$yW8RbG;r!^e^fo=~{o ziHD`Z;_m6D&F}TN8a(3TKK)9`v0umX>UNkPK>P_4tbcwkgmr&AOQf{c2TO$d<9sUv zk^U7;Elb6aU*^qNU3vCSJ%_3w6pAAW7(4iZs3*3vV~Co-=ynq<j-9fc_+h>;CuD zqv-;E4i34_Ru}8LwKyOrw|*OfT?HAuaF5fwAY7iWa=n!Y5R>{bh%t{glK=JV7ZAZd z4;O1+Yi?xtCyc8P+`tGQD`3kM!Z@_shSHrNNDDeGtzUZlX9^9;ukARp}Amgp}n5 z0Oe+i=Q{9_)Xh4+@7}%ZsJ1-*O^c1C^NI4yH3dFlR72$Pr+>>`(~+j;db0M@Ai`%g zmERYt<5&C7Vdd+huOv7*N3}z1pZetCMSZ76+8g(++WY{dp^n~*VxR9P7=z&U0=pp* z{Y!F55917}$L-SvD+89Mg<1KT6jE}&2d?F!>B6Nrk( z_YHXFAnShe1`gH|!7zq)gE8nZOild@J{Bw{jFVAwum&@akogOJJ#WL#stNdT5-mO!uYJNJU z+E}CGrpw0H5!CWXui$5=g>cE>SbAY$p_;1d_~0_gxGJ?EYuZNHwbiDhCZvMcqgq2# z6Z30qdRHQhiQ{aK5EEI#Z8Di%K#ZN>;&Xq${SdEk6WkpRyJ29tgN>D!P?>m6%(}Yw zHEi4-JO^*&BS8UTZnX=k=_bHEflV|CNvikufJoI}KgeYP%@d4zH20%?UOx~0XDshb z_;lj%U31!m0#`ldhzAZQNqr(tNiL35V7K&L_s>yK#634OH~(NWVkLwU4vRuA}xb9UyS5g7c)%FZ#ri*6O*rxy!!fBUEEt9P@W}B*H?)&mKv0prQh6 zUWcMNCsy7weN0YNH7V(>7GUD#XfnKLxvqIIe^_-cQY9$Gw{Y=|q0ztOiMUCrU&Dg0 zDOr|&_o$n8CeLZl3IR=Y_t_4J&#p#MCm-k*Dp)u=UjNUxw1u9YKIG_df2#MBdbpo} zhzQ-%^P1PqaX+&p5F=^)QvbPEfDvxD2E2JSZ9=Qc2tvx2Zif091p?Ek)}V-C|U*(eXIK% z`5{*p~tZR<3$PA$jB zVcPe;$Q4WOU?S_ajI4dm?zHD_K?t#BipOOlGNymjH{fk;X3G?| z=^uyG`dhF&=!u2Cm44T0u;{6DbQz2iPi7{*Mz;PwaTe<0Yc^OJc85Q^`)9D|MMj0o z)mlIx(^k%I;>T7>5>0fRRuH$ahAb6wNP@9qxJ)&Vbn)E6)>FQ7AfjK zM?*NKs{AAMTM13$rDhIgSMKZ&Wvz$oJ*uA)WhlZ2`+ps9OG>O<{3h5YwXMuFDiRaF z+~;Nbb(GOEi9KuUOZ+u~FlyV_tb6*^H)}!umX$s31%9+np!;r(P0l&I?Xx+j#>f|LUB5RBqDF0)DzmpQ zh`V0FQxzB$J5y!YAWC!HkV_?HI1_j8_;Kq;aRYjLgNUbILLj8ev#8knoqojAA$yzN z8xBa9cAL^TW_rJ!=KkboT%qH(_zlaFTDoG(WIT|N8l9Hg9@fdxf~MvK%)jRi!2wk)a08Z;3O3w)e6ef`S)mwBCd%$h80-`Gt3I+)tF@;}Vdtm2C4CJ3GTo;U?j^g(43j0t5-99JSgV#-A{LT zoE-ci?L4Apz%_nOHCTEcO%v_%)W?e#fs`PRskOizl`J2H)!DhRnV6Ww!@_>iy@^{4 zRs2Cwf?8%1V7d$S4Gly4f1$48WO}1&8b>?lnQ4RalSe~Z8@qakP=)W#N+UF!c}976 zzyI9iNZsGtwyp5%3Y%b6yZJxMr(X{ws!uVyVT*wy{)5NbpUn&L^pF;5vZh)Qgv@+t zW##2oNf$AF*Y(qWpAvXQqhAgN*j)`PKShN6a~9;2Uv6#sbYWiD8CtG>S^zVhPkkiS zi;PxYk&0n{!7+C8Wc`rf-2# zO`_wkT`b4%!nm2+<|O`0)2z|nv1T=Lscz)VkaNt=+GOoTDnCc&uy((<#XW1Z!c&n$ z?qreZGkyImBOv^oqq}wsE_x`8oU5ge z#PfI&C#yHUHcjm5T(xsMv>UR{ly7TmQ`4CCqPs|i;VYi|Ye#uHyG&^w&vMsE!O|ro zV8EKyF#l|VQ!{smWuknd0YKW60BgF~MZ;>QBUf4e-rvt$oWN_eAUOJJTR?+-NX}}Y zX)=KkHlIJ8lrFIWlcSb({j-sFqJdG-tSju16~X2@(I7GO&EK0o#L1}nbwy@%qK%Z) zar709Y@2#&-L+11&SIOY*2>tD+d;lMlSf3z^1APo zYdBs%>HJYFBiG1@n1qgD@x&>yn9?mH3CG_y6$MXji;yR+lDZRT6pz>{L^S%tA_wb+ zL?ZEzL2`GgWDgKOfhWzB`mQ|+KwLNht17X@LCiU~iji3xm_%XwB-frSK@Whs`_H$Q zs{sE@LdGHvYxn2!r9!m$shE?*)+LMo1M|Jc^NH>ZWru(YPG4?r!Kt70#hjcKpGT(# zKl}4@aVcrhoYl>tQ&Us3bF<@EpDy`X3AoMOB>FsEDY_NQ6sb6j+~~lM9HMVt|0%fQQX!3}z1E(h)758^ZiIB4-RQiO zA4gwzeVzjykgh8kpkhuM3vibuzv%Lo@K>kDw?6dU+$c=jR@Hr4H{&}7R94RYAod$Y zOV!1lHM8eX#!4NTswlS^+^<9c?C5-sb}b==lMvLh()biu+tJ0{wktsIFSO{W2Pb$Q zo*f`M9(w-;&)Ib*xGZ96&VnM!c@l2JKtT(GyuQYgiP_8Kv^HC$FX`uTsC4iLI_uc}=Tcg{rBnJI2j zGz~NiFlfX5AH;KVY9d_ zn`2**R~TQ011#Yp56}JLd3-i9{_Oq_(PW-{u~A3aCvs+-iIG%1KrCd09A0JvSnWF^cG{#){9x>o z-58xZ(&+4@mwNl~!a!jLl2UE|?@Mo*_-BBP+EL4IVfQ4HVf}cKj%RifnfGQE{Q10z z=KUz+pZSD@2SvAeeA2hOaap_1$Kk+b%wzi!_elxnGz^E=Xh?lg7G{u){Llovf~~U4bH|G z)L@sh6$^KbFF{?LB;ogB2b#Q3hFh`7-WkI>C6=a}Hig%Hckjvv{aS0{*?(v0dctQg zDL{EYoRSsQkS#cQ{mKUmAJl+plhN47is10VYs$bhzwKSYBbX7*B_5hUv#~yPDNg?z zA5Km_vxJJNaH>DxvO_xo2JhEun@JS(~fp<=oQus-u|@6 zF}BUj+qiJfMy|mBk>Ikg-Ocl;$U9xx$*DV2d1CHUM^tkooRnSOo|MqKSEcY=){mC3 zz*)zY44D=f!w43R`S;)R8X6iGuY`_0lV>6Ln?51~!o_zBF2M&@3^%BYUwf%m9Z_SY zl{^S+2SS*BVt2R%!e8x=za0oh2dBy^Z$Ineu)$+cw(BtHE z^Hl#)B)*mY>22GO{_yZ{gjbq-AU?qD|tg(udEJ zE$-Wq-SV4(|DAi^OW>A!?u{T$gNau|R?YFvEH;H_Hh+@A?wcy(^d~tp69z;9Qnjh* zW_s^zwV~9>R|eXV+^_Kac1-_tUQig@lwWR8hWqX1!AfZV{`1z202F`2OA> zD*zRn?=aDyGNYDQ$U21jp%sFAIgvu?dc+y(?n+y~Y;@9&qHDl>nbv#MiaKO(*Zz}m zQhQc?xE)3|N8L|0lF`g`b)_QMbg`BsH7}a9hh2;>zX9nqtmmpIzf zU4CW*cnS*k$5$tUIQB(OxSid+6$o_3B}$>P^R_iTOr}aGt@bHXvX=5_ynOJ>*Go-5 z*S74cTvd@Fd#+YyOTpxRTJ3_E=hxG&Xnr+W*(Go2iqMHga|eKCuGXL9Z?676Ngua! zr5BfUd|7_)9LrL#%gBOoDkYZlQ!c6T0~z1ubX|RW%YjdOw72XtP4kv!!Hg)7r(TL( ztn*nYR&X#hYEz0=(Ryj5f}WV1`4$v*ud(w~7_Eqh4pA%;mwl-!_vW)iUFTjRkMevE z&*4Kty2iX#q(B|iOS}2!*-{~bcD)7-&6o~75%Q=m@8F49%-kq?%T7!+kTU}=@Wb-~ zt8q5O?ldL6SbvvW&LrYzoyG!)$m+qmDICBfhMu0Sl2?~de02CtQFF9_fWRGP<(RHU ze*fv|C%cj&BK??$$8F z{e>HjVWt&IZ>YM4{|&yFZn;tUKK{gMMq$ z@$MTVmFtArR_Aj1cFDfgnQDE6Zoy^$@>Sy%JIyU|Vf(7UAsv){P!`BKJT z4RAMTUNv$&#ulnS!ouYdvBE{;Z(HlK$qgU9gLc{~_NDqma5*x}5)Meo%M{VUis}Ap zD>@xmR=ji3ZRrWf;HZU=n%>;!oKzUuh)$p#vOrJZ95p)K@>;;Wm1cT&wq*LvpJy-6 zk}%UuRBOFmo_BQvhu+vj&RmTaPF4((y-L>g?cCXJw|GaD13MW=xX18{Z%F}c2@Ex! z2ba|=MlVoddPu9`f|vxfrU~*gX7kj~|9Qd)(VvG|mAN+&N300x%MoN=QL(1Do=4H% zr~bWd+>LlKo?DQal_dac^~MAUXiVP!BF!<60%?&`?6Uam+S?9`ye@^kuD9NQK5Oq= zQClr-a-a>V+_d7>yWl1(l6dL@j&?FaGsE#>Au~9iFF1Lh_wOD!efqR91cZE6o=p(8 z(O-a_FUh%cHdrrClnD7wl6e(7yYPo*e44t=Veyc?i&PCPC}xzl*Z&~GsLuL?vQtr+ z=etjHqf86p)=6BD;# z#txUCt@mhyN0i+CzqGt)R_!u~9yV$(_ zh*w6Y_N%2gm)Xbz9zu@r5g`Ad+Jr8@JcR-nYSN+T3#XCz=O_RQ^=n4e`b5ZR={>am z{d@QReP?7ACWcgsVt(3^L;2^}VKU46yyjO~yT9OOD@KDBMfHc#Q{rZ&TuIX2gIkio zpCt--XRs0yI(T*b+?g|V;Lvl84fc08==cq?m)nv4sg z3UvIcSV!pCBKpm5x)1k#r|w~dfTL`qno$f38{1ee?zTLrD$A(ZQv?@*3~`kexhgx* z_PA&X&rPCYVOh$%|L2oZL4e?0a@!0XPygmAu8pj2LW||6!q%bj+rOeIJQr(RolgQM zL&?xd8FU)A(;XX&IvH14q>&6DYRR<|u!#;8=ZCe`GSC*;L!6{HyKm!hntWKGwI>K? z3G*o&zc};l#BY|wG`~_>sVlB0ue=9JgZp}eE3>Ft)XNjRasfr6F-AF}m&G4MCw8ec z+R^v5YtuAdOD;1Ng!g`{63E=J2zIC#rJ%w*$lB`cwZ;Gnj-E6tJ)ZrO-+K5aZzmmc z$$jX-3>~VrAmQOA;C!Dp8 zva^eei4fDPgoMGtxId#U$GU_Uf-xJQb(_8C>N^jgnSxwueuTfi%EY_Adq7h|!+5mP zBfLL}DUt|6m~62794K;q*ogy7UJ0wl9B;-ye-}#2M68H4U&n@CNPKQjdAwre?tm?M zQft6sIdU;KrY;EWol3dJUX#kvs z*Gr-i5fKI6`)+vA7;JZzy!BuKa;kcFW45h0i6}tUo=wd8G|;2|?Ye*e{;T--X1`-F zSzI!t?_^sYB3yW+wgr?Tz0PmNVpwg$1Qhjs?ayAOSYe9s>fBD6blC9T+mr>-2h1$k zi8wz8kR)jXhmLd!?=XRdI4b)}c&}A~K=%7+e+{+<&4_|yX+|$&=m4GqXsRsZM__ax zl>a}xi)haDC~m&kcF1Zr*K=8$h<;0Q-O6!x(eTQrd=$Ff|0*YniZ%On)03Ydvm;+( z38!CS{$`%J4HlL8K$3=$rWME&?!%r7IR-yBI5|Kn2J4qv{K5%dY!bluXZg?m`NihX zw<88!tUbw}iwk`mSe66>M>!CVo;5d4CNG&(%#H4Pw~vet_nq2G279K zA$H?g?33}&SEbDNJKCAeYvY(NbekW21iE(=AodI(>CD9d&zEseLFrlYygbLcS;WJ& zbF097t;HKimH<%^zcuG3>;%f(h<)4;7zE^cqfpT`+QTUUXBj^y4fSJ z6>L9gQ~1=E3g{6WeDx&Xm>PxaLm_;t^G?{SAL(dYrSGMwZFflEVy*Q8XI5(?T-n6huY$I ziiB4Fhv$%(y&_XDBgMA|qP~rH8CTD6ln%LM)8LHyv6iK{;mQE*0;!r7tWg;!Mc>B+ zIhu_3+P{m>*zu!yGf37ebxIxCgUMM2&ADmA&_M)a&@}*=nJB))0;^l&b2!~3*d<9V zXwhB^9#zlJP+v9%+0{Dz3QQos2Dw6|Yr*P@px9xI4||NQF}q3J8>=8JRu{ITi+t@M zJ1+JN25T7gKVTeQHn5i*(yqRx0H1gN8uyWms0aSyAL(mEdB=H;J`XT!>u_c7`5O$LExlTmSz;z z*|b!t7gKa)+zZraYf$W3MH2lxECLkMUv(*{q&N^lDX1Fcu-hW%nyIH0p<9PP=zgmvhDo*MU z_OUKVP{gHK7E%39@?~f%`N_ep5pC(9+_0YG5h4 znAfj4*`OzPmiiKUt%o-ch?f;^OHeg+b#=YQxTz5D{Z>H6T8~ysUjc zSM|PkkylilghyWoCuu)+`0SsOg<$`fJa)C1WoGyDy%tZ~h^B&V(-pfjiLE9jbSYX3InX_+9eg;3k4G7aTmq)qd(|5&$tz+5p4J=IdcuW13UhN|ZP< zG1&i9LwmE`T~e~d!u8EXU5`<*ia1hS5_`(cIs&F)cf+&dSx`OjL;>*qz*GF39#~sv zE}~~i4@1!lR%*4g%M`vlr;2R{{6U-5_7(|Hr(tvj?C$C~tkw z6AO3j{H3jBURYzFP8`Ttn^xCeP~d)4EHvz<#*LSi%Ln!rk0c3P))LrP$+~|7* zC2KaG%IKV8WT~aA8xGouMqSuMKxLt%rv7e^Q;<&<8prD`UZ$o-H%8F6v8VW>=c)OC z;aRo<3%Hm*A3XJW_QRhm1Raqdp5GBM&wK7k;zNh&#md;zNJ7R|!W`LPFVbxvFJD`7 z=thw>0>s!OzOvD@MfZo7Ms@yuZe7SSquHLx6^A$i4d`{@Z6UUG>mw8ywS5EtLTtJZB|M^e@xp8_? zf$Lq^y&&G-@uoFCt3ttE_V;*r4Tlf_tW>QIuro`lMSW!Gm!OGzupIWhg}rnIGs3#x z#X=t<(|$+JHjrTCtye9VqG=<5>}RWC6Hv0?O{K<_Scd})UMbiM4|~J*JQDcaSGF&Z z5=m~f3p$U%gmoRXu=tUsbD;vLAF4V72dr(!%_ru^=SpHEnYiJ1S1t(b|`V3hs7qt zCaxCPH`6uOFaBwmZrJVWYV`>Ri*plh`%mTC_5G4sXWt9bbciSZvE&%fGjXNOg+(2+ zsCgoas4FMTJnQze540(~;yjt&#K>RLnIQfzDqT>z&e@o+)jBVjb=81sG*5 zUk1u!RPA|?m-zdqY3+YdW1~WV+Z7J7M+=R-Kz*j@Q#ypbrn*KV!p~I-|M}0^H@fPAo&TKg+8~fGw~j5La)NQ zzib8Z&N@cqX8jU7ElV#&H1z9Gl~Cap7WV)>|CS%i;$hRHvz+elu(o&Y$&(22R$X-^ z#i@T=&M>^B`DTs#L2J3>4V&-g)>h}7u-GIZ*K>h>XJ~6Q6n*%Ys1-$CSM+N`kuB@Y z3cF1B_1s1RBXX$XE-UY;(HgwQ5k$ElKM8 z&kVic)yjyDs>_!)i7Y)S7N+9`YW?t=)1WGhVS`NQNNB2=Wqgtx7}Rby(E*F=|NiNn z&~}MVvmRJjFC(>@+$+ZMs__&uk7WPo-%38AXEo~>8XRgGFJt2LtWRiW4UerM$cWBTEE{O?k%fG z27nwUayfs2k|3o5#VIWy#=jF{AS%#^Z=y<>0`%ZMx?Tzm?ZXTK40 zY_|H!zK$ot2*|IAdk>QSxV)^i6|6##NSHZpb=u&7-U`Ji*VklQ@ZZkUY#z9?WV0VH za>yI4EHtZw$j%YURcl(;lN&9@U5uOHzU$F#B?M*xBNvW$8uO})L0tM1DZ`yzxBAv^ zQsRx1G&0?)Zd!vP%oH{*G&X~8sPbu_h-7~F=roB?B@9fP+%Xg->hQ~5anH-69+P=4 zxS~)yt!K<5O{T1IRzr7%ouhB>sS9~{o0R2hUj}F^_~KQ+E5jzpq(;aIR=y3cBoeYT9D-FX`Aw)bBJ| zW(IN@DVy>wObk*}EM#gnsZ7BmIpfD2{G1gt!%6{xvlZ&j#BvTDF^EnSeUo4V1plx% zLQ*=O``CZ`UG=}8R$*$bYz$Aen?667 zX_WJ^4!r%&UOs!YVMF&R$vkW@77Az2z$0D~iKIS(ynmHGk3J|3*rkoPw>Qu8IwD`c zJ~yi&a{)K7VQ%ijAO_ro#X%WKBb-RLphgI|J)~HeE?o%IwZKirAfkn60 z(h3X&+Z-O{9nEu%rw%23)RfW9K9}k4-ZOW?*e=&VVBBCh5p@%Lh0|sfypCI_+wX47 zAdDx%E3yV_1$B^xV4d{-gOb*_5>W4kZ5o-gG}B+N7SB;nryh`lIG5`5STx51^(}(C+yDBYle)iS$~7+?u~l*TQ$DJ&>>LM=`nH znZ2>FYpJH13Cf4{j!obD>rd$}%n)OS9Wd4%kMZ4baBy~5uwcpQIWA*q`DlUk@U@VD zk_)Q;B(0VFCwSDVBkYQl8iTBxY+q1qAG7BjxPLg+P*~Y1Ryfuoi0?Q~v`M#?nO;R7 zOR-orjb$(r+bM8q1-yGF1*Zn+d&`63AR~VL z4vhleC421uHIATavtF3vnMX*oTD1*Vdu4vi0Rn_wyztlWkdg^k9V2#*P zeDz`=?~d9x2V=)lo%SB8i8vnnc|`yNT!E+`_z@bgT@@}bUVKeb`Jw#q;X{#OeoBXz z|L-R;>5hG!TKQI-?s&V$Wm&}t1?$<4WAo~PlhC*fMe{IviY`mc?=JA1fvrLCIu}=e+jT5vOrKt)+%@5ht&GjAuF(>>8Wn=Ps8{W zWC34=9^`+1Yl$ox!VV>=*cm%2y0g_JrtLK+U1? zUzE`qzF0VrZbXB0P1^}bIgV1~_OE>dG=S>`Ql;&FFqw7kXt$2?(e0gFQ0mT-;`nos za3G4f${0>!N~T}fd&nTdwI|HH70Sk9HW>G+bBASV=k?SVwVE&o~nS=hli0bW5$;Y2jOBv**V6J9V|6NL^N-UhLfSfbG#eY~GN8fs+*y z%JtyN9vaX6GjA<=r1=9u$a4G>q23gV^G)q@)B4gYo;i`UE;^ZOX6bTtAz7sr_t$A| zUs{eM=#*r4*t`A2Bk&w~MK)tD>rjANCBnN`WYY%SBC_$D*59UASu4xY2}d|3%o8z@ zeUY}y2JhGIHUteOD^HIz%}OD6LjOCjddU-7PRt~gtj?LaT`$qA%*FL9&qhWI8`3TE+=EbpoNQbe^Q-2 zv45}PET5$<9L5v0ROfs3_UO~Zv){=E9?Ma+?d$Tnq;{g(&M!L^@>E^Q2;pFbh`6eZ ztKT;FlN<&%CsqT=e{Ym#XBVC3Q~(}f{(7jf+VkqgZkDCMY#fL>Fb_cPH2c-ZO(#`2 z{RUS&0#Jtw7jX0-?~cv%mYp0dA;JbK+)Gm>53(CsQZa78ktqTlm-6C8KS;q}5)#tL z5C<3Hol9ld%qtM;1P}BK|H%JJ$L1Pm$5AQgBxCH|+kKy~o;izG0p_UOB-5Ew(LRX` zcjm=Tb$d1~a%#cXtqRe02HArfO)AHUN`;pKYaYYh605EOU{Pav~e9 zZ2^PNepq!CzutIG%5e9QpDTpJEqTTn5pJ)2=8j-R4f!xG350RcocV?`*p{w{i|esS z{26~v3|cxA%~P*ZC7uuVc`{^ecHcj&Agm`_U18;I`TVEn+$OtIo!>$v)t(_=N;?`% z4K`%-$A!^~i-&~j&+NJ_AEhsLj`TxrkN3M7K~@{UkF1ybd0}IVv^U1MaW}hNlPR_P~Zx*b$evK7h_>4J2 zFaO`gAt@p^a+b58cY=R~Ze?blr7>lxRXf~e{!^o7(S{Ia4UQ;a0jVgBs~zt2S6&T6W;R*W1>XT<%A;xuzX&J z8~6l}`D-BMptGd>y{A2t>COwHyHTsh2(S?@ZsUx>2GKtxgmge47Xg;))0BtE11V|g z<~Kh;C;5EO=8DJhj#_;-EVkdXLK1e(CJq8T&0%NBS+7I@ry$j$MRt)#mS;Z$^?Yj)FLP6&a)$P?A*Wip?MRqdUQh->?x z^`fRlkGVlskEua#bR?{8LF!(d^4rKtVecWm;Wr?w&-IIN4DdV0Usl+(J@nLK}j!(7%yCrE@{asb|4>z4(;toL)*w$_o?dpI8UZ zzy#Ket*?JcHC^+q0%9K@f_F9W=J~@nq-6@CKhurClnb*9RO~$d><1+o&N||@(*frD zHwNARvSMR9Vzs}rc<=vP`kVBS`yAseS3lcdMzwcf4l=vj7?L3lTVsw~x4Ow3$0?}1 z;gCBoaePvky?YXy_d@xyz$(|XH2NJ*x*gNHw@Wr1^)>;-1TRBK8!^#lVInRmbo=`c zJjlPZxSrm-V_Q~8A_gS1Ob>@Mn0t{ZT$3x{sa zE6+rJqWHLYo3>cdPA?nnQZ@#j%wTLDc@f?o=_9GeX%-)4m%MShT6CjayTWnT_c}gZ zPuuxzeB*i@%j|mi_U3UUKdV@Mq?*5ZlC;xS5tboYCI}&?UG=bcGfy90G4&k5ek{Ff z&~6oAO{RhDI`FrlS&W8J+ z&_(k2+SUKfVrZtIawzh5B<`C$WSvh=Hi)w4=Bzl;YD;?ZHftcPI>(c3c_!Os!hDlFM=BqKTl&DF7w>gkA+~1D{OX?*BfFRb zfN8x*Y=RMBX3Rgf`qfC~iX$51ALT!Gdsk)q0WXKU}g)enm#SDcgUP*H7;l{0i=a0r?K`>NS@-AzCXR#a!Fu!H&Q)aM^1eUE`{()IV_OgtRay9&WUo%VU4S&2ja5Fy zi>E$&mvf9Slu3XqMbLxLZ1(*8S$RK?y0;k@{d(^0{>AjkF3|0nY>3U5_sj4X`Z0<*)6w6~;)GP|P`f`asrQcz+6)n9m zmiFse+HpxG>K8`O;@POb(%4bZU+q}3Ajl;-HBa!JS7V1IFF%r$#Q$4LXHVJRJM;+< z4zi?NcZXQh-{1(CGN-_muewa7;-Xbx{=w+Iag2?hcC@JT9c**T5nw(xi$${8p?E5v zOdRjenUT@r;^zNc3y_2kBSNmLhf9QR1RRPRBP3b0@qQB_Es1M_)%hJ|hUZc|4hr3F zX}YFJOeHMwwXelX7_-+1YOPWNATaTFU#nlP8g;em`*Y!lGc)msOJiEJb~HC-1gd$U zKqn4u>vlH9P zU8O!GegX6+&b_+p?0OTUaQEP`eQ{g~@%}-rLew~TVL5bN7TAX2*tTsL9WJ)}@c#X! z!y8tEd5=$Wu=F;a#$eUh%!&ifjFLsp0c8z0Y8nr4Z+@il)N|jVf$R9-j@=*Sa*Tv;yGULu* z=Y8hYxNgRl0#2<+Rph|>PE@!0)=+V!x&yIb4-*bD%M7_eM|?(<#0CC$&6UN&FqNy zL*|QPZ0GnWKC zMBFv^Supcmc#wBuxj;oV1ZLHM5(khyzYacb?M@X@&O}rmj;u}p6WGxV{Kk+KMJ=0h z$%v%71SyOc@-ahZC#A5Q6)tqicWHTEJL*4M!0TexIG?6;>mC!!ifrsMTQj}I=siwi zgTWm<(%SZ&ezolRSG@flOG|k_4fRD23GE5Mgcnrv%&5t2cKo2yY3V}lu6Kwg{h|Ceq`MB#&DnnvB1|?T0wqFh>5VbNbxi=UfO-8&rt_^wjk+GCM2_IeTO*P8)Ct3pz zoX#OAvbRMlV}%`v!9TI_xll&3r^})EKavc&tI>zXD9)^jeIqb5MLy8oIZ!BzFD#*^ z2rHRe{Z8XHD`6(q2Zap+2RnWnaAiH@pkEeJ$vkeNSr7EIw;IjH?`1@UuL!xH6U970 z^~8#c4%#LV1*5rqI*W+#2(S6y-PeAA!yr|KsSf+X(s(ae2?K639zfMyrNHQoqK!$A zVHacBMm6nIL{zf<3p=3HBzX_^&N@Sr`v9WEGR2FTX=vD3uS(mWm_EC*_#dyfQYod~ z81-FE6lpbCh5XS2@o^_i%XG5KNMqbw`Yr$D!Q2bY20tG<8A9Jcfs3Z8z_sPL%!I%N zG6!qwl!)?K&B7U$H?=R{K1r6EN%E}9b1*2M>mrLHwg|(SU*=3n-@`=8P@6q(AMsJ! zc4#X$3mQMO!7(_<*_U*uqc2xTiv80kEs!xP#C+CkRwQ1$)qD7f(j|7y>sE?D_ zi?l=|xdF7+1wolwmAL>`#=QrQGD=$7xxw2FeD#fuS4B$M0{{b!HM5BNS=Td=1{W8_;&l|>vzdH_<+;mbeKaan%;0#`O={p z^Da@2;TE_xcn&Z@UgVBk%ioH#W>|oP-u*q)ufUiA_xo^A#`p>weG~Vyg7EUGNnN^u z%!y{@F&w>P$;83l(|+8K^|?C>W0|Z0U3fJHJ!TXa`qzt-YDvjhy1TgcI5|1jfxud8 zndvMJAbSp0Fe}w!*(VaB`I_8ZyI9;oSTh2vyU^G#kM;aBU8HmF^}I9b&=8#NCXXSN z(-yBU;hy8+taKf1A%KmJ>FgH=VJf@bb_NEv+VTcsvYv;jKgA`jn)e55Vb;}|h${tX z^#pXo*{iI8>v!DB^N2VNLpeslXfze21N(m@rCKoRf2o{%*Nie>`iZ)0HXg+s zNCYi%Zq&U?;(j|#(nz=c>uCdLqaAK_`#F=f50DfuFw@r&=xnQnt;0!yi$j&E?E5n+ zATG$z+*!upSO21oF6{AfZ@Z;+^?r_hV3bdD+uf!=`S;43mcxf5A$>9OINU_tHQrI9 z339_`NK}rTu}sQ1Rj)IasUshAZ$h)BwY3g5$o|lGN)N7Cbs#62#dnz?^JeYahxopj zrrfN@fHaP$a|nsx4Y|PDxhY>W?YZ6^mf!&K zbg%Mp`~-3@;Y-vh!f)aeLg&v#YmJ)>R;b&^KM+3>#Xni~a1L!habILntk@c{5hCdr z0kTAr%%^NA^ea^Q?EJ|@ze}ep5zWP~W_|qiOcf>Z!5@p3!bZjQ4c2-SV1p+whT5>MwDPTj2&MRcX)!t_bS{?sJ0BRl~0?ca!qQmVE3Q-~s*ad<77CuYiJk`ht* zW>Ig^SAjcY+{~@Yc&!Q^oWf9x(S{h`QTP9OVRzFFYgIb0=y3urqU03G?2Dopy-rEC z7H8+h0DL;>W8G}MZ(R?lwD_z#Xysm9xoJ5B-1?c5xCwpfEe$X07 zR$60Ch)f8T(E25_L4+{b8dVTUySay%{14yxGx3M32kuteEA-PM<0O{4RkY0CtqK># zD2L0T2a<@KTt;1;?z=+#`EuPg;!(*W4%l-sfg_6^=o>Rp_jK`X!RY;=*XhbM72mGp zXAW=*Jw$XgHB|w>kOoa{F!t$&a+YZ?C;et%P$l%$HBAls+`p34?)z`HV?Va`<%0z+ zbWMcaqfY~uKo#N%DSNcaXQ4N}<#1x!rLk77LY;6mhiL$RE3`gt=};|cb52b^^SW30 zUGm-EOd7}YQEaHbOY1e_wf9N{vh0v(-)pyouWlcka)#p?4|gxSB4yZnOZB3^lBx

6Vr@{B>}XspIFv7pU`|WjW%&8_c=G z!_6;=z_68l!O?>b2(90D@_3;}2fT7ztVt>IzV`Ak<-j>~7TZC+3!8Ns3t@jUMs^8N zrF^Hobp!g}#j=kcy(hO~my7bEhtM3+_{{EI6HTt>mn!SwGs(%>k+Vt5Q>E^!nYxD$#BLWPF3zc$;v!S&`#zS= zn3v5~i0^dOZCiGEcnW_}dt3ILijdv^Qq_38V#=WT$Mkz67K3`zHp6mrg=PFdluh2B zw-V*S<*-eqpf$K}?X{^;@Zqw{{9R6U^YfMY^J$gdnGS$(`Qnu1t&lfPZNV?)00q<3 zSmW)GbWl$~^!xyQ>xb>!61J7!{nzXzf@?x(6ZH zXQk-_nY1hSR_ZmbpDyzD%dhVCuVp&Fj{2-?!LS}UF4G#+ZPpuLpDL_Xh9JR44WdWh zcmzIpJ+XV4rCMD%&~D^pGL$fkaZrSsR?fuPOx|g7Yw6>-(3T>Figz|8VNA1HyD&98 z@i0O%{`;1)ukNCTZjN(ta@K&|&IhC_!=1%m*f<7+g*8GI=B2p}?4@v%?lLeG0Z*Ck zVkIdV`}pvw>>p!1prv$^V$|57@F(Y4dPah5{DXcmz00q6r)#b4E~+F!0*N~W4s8}) z15q??0|Nth@=|4eUA@<2$-JSUxlcy+ zT1fP7D-*gcHc8U?^|p_j-U_eIJ^00Ac`JnKvpufyj~JQ}l0M>&f^be7y*CDJ2rFqv zn9^c!f_p=kjM-{UoyHsW%qsM5s-8t0@lth5*N-ph$xjuUcgzeqXgmrfsq)2CFIFLV`WzjxnfGbO6;XYzsn)MTzpf|#~wwm&I?Jmz|1!Y7Itky{y3 z547F+_FOpdYvN&t7gFx(?%%NrB}RngEC7MDJHP?~{uAN;Fc#2R=kh!f?Orf^74C*n z&*hLw`##X!hP=#c{i!$4=59zaepJ)fC^O%>>!JCPGrta(iB?XYibPyDURwwusOAM6E!(5dkNZT2*`Lqprr=B?{PgP&4}#gb*K z%0AaP!O9ltCowo(WR>pf>n*R`wsSE-IZYJIqlews_uYOSnA2@DXj{M3jxL>QaguLt5n?h*mcvqB4I#Ly(4X>|5Xu)tKftudjmU5JBVd z{6zOrz-fkpWKZ~iyeO46$Z*`GZ(nJ9mk_(^%Kn_Sg|ipJEe#4id>7mFnmd2-%>Ev9 zcc{G+Ej9Whg<$2{aXnOCWLwbL7$nz}e^;IPiF-sF1?W?vl5vIgA88MjlS5O7qH=Hf zQ`rF^*>j0RQ>YI+w1Og z($r!?=OKSd;2+jp*j}eQDKfq#9WQ{FF6a9rrOLWKD%q!XVvA_+ii^NO{=oxfM)x#v z|?-ARtm2XoEWx!xI$8wN+pe_fs;GAV?s->o4ksQe(d>P`*W`E_`81|% zKbS{BchpVY_>pO}4!8z9meG7fQ0?b<6;3X+A>2d^gN4!!a8be5!C?KQRz z^3?h)%yb@G=lpsmTrCUoOb~~gf|kvCaIuA9!vT&qJ}a$ST=Jd-f9DdgmjSSn);`bP zn~9N>{950t?*S}JHWms>2s(Q_Um zbUSZH!&%|ds*-IiRxvU~=kVwza`1bbI2AWJp7AKhnC#F`_fGOJ=UTGcc-GXPxsHOr z_oH9Z)r0jPPh*<4V!mL|W@pEjC%Sm%d-{tqn+#83BiM;D8xk9}_aHtWcT+~=TfPQ{ z*XZk9OhW|J&QN2QWiZ@nufi~9y*d5(8V4GA$q_|du^w^O4WPbz5RQb#70aNkEwGxJ zZa4@2H)*US(p87?U)lDkkDBQerjvHe5cdmK{iwn<=KE^OnC0;91|Fq-b@Fu=142dP zhJ+Gsyo&L8$JlD)wkH^qMvX|}?`pa2>A%ljvL0m4u&8Y!nJC)Jb`zTPM_9DZ zlXx6TB@A|r`+uv6a&<8+^cV891$!L58S+ykGNjmqtdm@nkyGM*T0$;u-10pdH#s6~ z$=!?kSOKGJcRxG^e~1siAy?kx+Jy6KN?ZH8n_P4rtf3Ii?Ec@rd*zM7)@*006X(+~y=Dukri?fHCEO zSWjb=(U|RL%q@QbBgr4HdS5-(n<+-|U72pCO$9_ZN2*cT<&E%+q_fv{s;4M1# zW_i6Gb$Rn%z80gx1gjuf4b-(i_MYo81s(X-r_8^DYCqa0|j9s>7aINW^J_I|K2yzlOK@1o|D!Nr z4T}^9Srbem;m7L@f-(l#!q!7lKkr;h4^vHb$RDGQu_Ii9yIf7) ztL`I@4oOL5@ING)|GET6a+&v)#E6HPOtCmPhLg?P`mA?ipAJe0hj$rL;bF87!`&ob>gMt{JxJJAQN zSfP!a@!hWUxK8@mYwWOt?sS$_T!2B^y?f31m!J93T;#8(d3o===-HGVK; zM(W*uN_988++B4&aKPQ0)Cajj>x+zDK}c{yYTTXv8#eJp9nsewOucnbzAEC|yiyzcYD&+{E2#v4b zylJm;kS|k(rk*?&j0QpmI6gvH#dQ&q`p)B3IA9;JS!JPAVl*lJS^P&^oPI8pm(jK6 zx6?m+{;*vLVAjw3;+{;g<0U+kV2<;uqIW8s(0QoZ>ug3fxV%N+cU6Bd zRu`iYX7Qjt$+M_{*->PfZ6L_-E`(86e!Wy{r?hXr&1={=@jT|Vk?i$er7O)uobpR~ zm5-T)Yp*p%y50ta-5q}`@|!`0tY4|N9IF~aT0TO>{K~Wo_+i&!QoOrY(%-L+-oo;U z0ZHdGGHN|P*3TpF>wh8~f2l?cpi9Ges<(>2C>O<-d+6x402EP|C^Y*$S zcy)Qys*KP-DL;j17Y-~O{oL2-<7Toywo=#EZj-lg3U@hfy~x14m-lsA^KdE~wKJMk z71%%E*b>de%(D{inYRtl2V7c#?ao67hy3UAu_i486qu~1ASW`1vSyyTTcyEFF$J!^ zdT?!>_vED`E!yeRvgwkd{k75-Er>0HK&6=xBGi~!}608T!j-QdJhLJ>zZy)&mn_bGQ#c{?dWMPI$V zQE-moB;H7x0G}3eC$mb%@j<;d-?&Idu}Nw`|sO+ zj*F;pj7JOKVenCY*!d+es2nPV!Lg_>0+A6)>YnwGN|20Qkq6-JN>t0#i@zYG-KtEtMk~4(pwwsj;upAPydMJl1qu4aFCo{t zurQf5e4{EA$RFW8=fm~%x?B=ade+yICy?@naSK(6JXy!`oyn;KVqM4?CT8V3g!EbMkav~|zGU#XWOKhezb9$d^c!R8S3ZwyGb2xznwMLvjtURW zA-BX^76?Ow9Obuwz75ovzKHyJ(#0a2_}b}#Ct17`x`uQe6ms;7r5yx6S*;&cJ6UFO!ISm#T> zzTf=Z++BDP=uH zwPFCyfbs?~qsq25WL`$B7}$2!AmafXd4gkE)jcq`B-dIq=eer3%t zS3?o6k0#{^y*NYyM(FDyT01N9#f?6G3nn1H8Ga|-XGmR5e9VjU8A@CwT)DBv|C zH-f;D=xVri8;~2{#+kG%oQwtr)d0oh%B6%^_kscQJ-`}s7!&q!h>7V?uAWP3R>b#_ zlMPn#VC1%1D&0K%iUHI z!RJL)H#ZeikN%v{eFOM0hH`l%G%BuGck9mQ&vfx?nf1@BA-K4l9rymd7hrFt$H?KE zfZeG5-=FkW)xX{??rgzoayAy=TSW8?x=H<+OZ=MID?H(~c?)((w?k^M>#z@5A55Yw zb^9;Z2+N4kcMr(nQ(^VZeiehd0w-5%kJ4k0;y6_EP+ld)(D{ppq&|{6ao^&cU4+w# zPb*weNAt4Ul5!M+O)afu%U7r(tag|iobB3LuMG?;e|x5D2O{mA*H|)VVk}^6ZWvbu zx+k@L1>HRuLf+RO{)8Ierz}h4VENf}OA1;62F!Z{EuEIg+iJcq;Pu_zb7M#a?=X~) zT!Z$kOIij&nKMwG!tEn(6MK+yAlYd}T2+D_}l2482LBNLsgc4O$}!3DS8N~M#9<9reUu4Oi%PRZAqJh1G**Bb4L zGNU$5T&@)nt&xOoZTlBdpGS#4Yg4)HX^jvg65U42SzH6sC^Q)IL;QX_9eF z9Ktx_>6Sau5xSfse)~6ZSH$=?w`N|GiWJAgo0MLG7yojYnV!bN=2U;@`x5O)&cuBr zqEQ3OCVT@iK~uMi#&LlxqN&Opq`wMdi0LlB6vZ6rlw?ui%Qgo3#Xx_PcTi>h2IQ{# zVNshHB7yoeQ7fDT)TkX{D8x}e%~_LkN}<#v`)_B=UDLhFi2<^vPg7IVOHU8@LJR-r zsJpVXaLluI)Sj&Jm5+!oG=6C-e{gz&rxc!5U**0-&LVo<=O-DX!1Yk72YsNjVS(WT z!nwtgCaRd>8gPuh@S4+QqotL#_&U+`-a{?a!`rsFdT{N`-^_5J*c1ed^1d zT5u(0Iax%fgFoAy!gjv%Hi0S7I*;jyvT$0j|qY&~RqTz8B#9I&(~r2@pnqlOZnU zl7aPI$f;noS27=L%@Z+y(;*8a@EqQu;m()jQoHiAZgC_lSrx)7P0g&(tni$4Pc!R5DP?#m;QPLL^CqVrb+1n&miEF0 zZ}FoE^39_4b!$IYusbpRvr|Y?y)rwX5o-P{jo@inMHh{Bir4x4uSwZD;I|J>yoJkk|O;wS& z(`|}0-Py%2Hy!bhRjrH1xP7T`-!ZfbiQwQ6l4X3J75jW)jNJIURI~qpslR;k=4US2 zxr@8bADI{fdiL(qUn(hFW$G1YD%AeGxa9!DW{~x5PR=KUPOIscr5xg1qkjQWm9eWU zzxQpMk{|`u1lj?u!;v}*pkedl1yWk6s@bqhU5p#WLR>qG#AIX+1TINNCXS8;&ntO&RG8bBxP12i{Dunbqq&ysB8=31h0(SJrUO(a#W%F#B>Gx8Nbb-kvHx= zo$^pluiB8pMoFoM9^-E4GOgd7C3DE7r<6sEnWvKx;90FTi;N5HyV zUg|bn&FCiG*2=a*8#iF?E`ns$i{K}i`)hEkG2JeXei&m1z=%7NX|lt$Sl>Pz!I_!m z5KjI((dcR!fSN3wjWWXq?$A*tyznZ-QvKU7srd$~I*=ZRpPtJx$Bmmh4bY`{Wi{w5 z^c^p^$QhepmhNv`&zA{uSfBsp zFSsBI+l2U~^Gft44yk**YKgYL?4Y4Y#SlzCts<3?LpXE8=j7Dgk~#PAwc0PEJVi#O zjD6WF#J%T42YfqFX3DR`hSV53DwHbL7Uz-lRRWQ}p4XCWkyl%0p3)hhKV0}~%*mBY zcYwA*J-WwBe<( z%1Y9;Mb+O>3o;HMqz~LTW4Uij-J2yPdkayWrXWGy%yx}xjx^1DVz}ei173Z?Mh~Vr ztm(KjO48)|;ESMrS3s2fWx=;ZGBX^AX=KHTHyOGy7$4M$#E(tlz7CIX^M4=TN3D6s zT3~qHQb&`={QkOy!Yfx>e=ELyHI2hDd2*?;26oepGw+(|f)a!js$VzEVDVpC;(s6qkiW8-iZ%bV-c!|T zOz&cM&<@bCq_-`!`Ayu@R8!M#%C1lbNN|V^`GzjijwY=I0$5)kTf{?3YM&ms75Jo} z`-d5VgZFHvaYxkthgDEsd7L+2q(RH3C98Tz^$wj=&Fy6(^&ES3WMWiSvF-1GUPV>gA>9hE}A zlS>*Sz@DL!l0CLXD_CBs{KxOb#3g+9N8RlTDTX8EjO&pvuW#&S*Tw>2Gy_SG?k4c)V?WgWMzI#!d})YpUW(+Nn+EGBw$E8prUb2D*ry7HoYYsBZI^VGL$r#F<%gZ&Z3*T zWptoCzsJ!Zd9Rqeg_1dG)qZ@uZykE)bpXHs&k%dPW5d z5?{B%ZLgq&N8>n;%Kd0zhR*qEH!-c<2bqn*#kORzACC+N`m|rrT<4m#{2cBLC+56E z^Q<;auK>WFe4nT5JLQEvqd7^0A{atPk`qyW6!TeFWBwW9f|2BCJ<#{=VRwl;1`B43d*Yz>Ou)_h9T5+I6Yt0k+BkF zWMm8mfw~2A365o@-hQS@(N!E)>_H*?9}UA}GHb}-cKfrm{nFoZ$Q5TDLHx_}!)I|e zC@lCD*8FRc=PVXc(y?lJpX`kxM?y0u`cw3gu_OSYs;y^L+REKcleSxJ>vzXLQMAG& zyGjRACkZ;Hp{u)j;Ppp8>HK*y+T0b%GX!M?hB@&RbUbqc8Aw7vV zG;m3Z{SUEO+y+T~reILj$(#L3w$xnDPBc+V;^6&j`pxO@Tw(VbG#>WQ^K z-cJwDJ;7xkBXxLWAKWf0_fZFxHX42JE-{0HT$M_p_gd#;qoT+Qv|a-r-JqoWX4h^` zQ4vs*Xs&Z}hnu-#RxMPku&%56T~O4}<3}Qt^T!k9p6@Z^VX9H9G;R=vaV(4xnj76z z#&=sSnL2zR*+YNh^!7i+(ot=?+Qx)&(j+R@Eu5&3k5=BCS?oQXWHF=`nb{VbG|yhy z+dAs^i;+-l{Gh>l21qf34;&5T7^QyfUH4gX9)aESYH8l>kc01qU1_rT&QPUD0#IXZ zv&y5*;8fhSY)LaYjI{;y{n82Bn6Sb>S}Rpfxv^WB)D zu+C1!eIW;#E7~+GYEo?Rs02tj{4o39&*s^GRfV=oFNd*s6$k6PA;x1w4);+q1o6T* zM{lpCf6n~D+oL+Hh9UjHK4Ma zBZ{wgaCg~(Yp>>*YF!C~bUM)meCT_xLGiiXSRf+WncsXiiKk`10%F=YaACoI4o|jV zDA;Z?ErtGL1K5e>=)8RLr1o;s=YdFA=EH^fSCIIR`T5=Gnd^wK)xoH4T1@kkSb1~? z(7z?$)&9Fv4TSb(FvEB|qsgsXPejswm=4hr1BTPh>X+vh<_cL*L5DUIyirpQo4xy%=y0eA{p$L)fMid- z8f^GN{|a0eJjdI`uGCV=HelJo-nB>^b-5gZ9|#L!`&ZpM6G8mBj=JF=XU1;>={{M# z`&$pIFGVlM4|xJT?H4OYV%6i{ysae1c(wzcv7i;R_^d`nvBE06BG?vHXe9|49@a+l zCIw~Q5U?5z`6e65`S2etJkwvgh1CzhIJO zn?ZiUxr@TwvEu+7BD?My;}io5vI8Rd~AEtRc?Bej9Pd6 zbQzJ66VANla2F|TbV;J;FM79)cM$HOSEd?uCb6$LSmc7>Q_GWdFs+V*X0&rp9%&s| z^#g*eN;vWN*5JmeFA$yWvSS+K(5C^RDO85)=pndWDQIccI*es49wV;?7o-6}5rhaN z8QBi=c`7*P|NZ2YaCe8Y@mT3ipHi9S@yM4{pU!==tXCt5|7?NT>JYEJC_FgDf39nE z$nNEf7YWd3jSz?0gS1hq#F$b*r;&7Zbzvb}X581VNfs>IbEF*B{oPNlK{@Xc2e&(| z_IX$6FQ&Rw%44VPNq5;$0k|MOP;ituED6^KQ+-Pw*~TKk_dl`?I{1%pb8 zrn{f3IXIUq_9jVUAP@4xh_;m_$k0XFRdt;iEWlfH9cpo7+@BbQY`>bvgV1xiQ0n#E zr}yv2ZLo!?hI8#vLZ9Gj78DZVtD70gTE8^hF=bBjgqdsHuHd;5WEOh%U-xbNVT?Q2 zKrUfM4?+CdY>2{z%B9iRHX=^JlnnR#==l+^TpihlUxE^A1#&%1#Zt|SVwZ1ehrx$c z-p}=6{$u(x#FyVRdv@CY33>~lLA_gFp1A_jyc=tUv8vc7l#RIgA^Zz=0?GFNGjo$ zhHzfT9c00yaH}W5dLXTl7i%FqK_rT~4D@Q&-N~DD9YsuoUlTW9yTS&o@BwqPs_*pa zzUyTi&E=t7cmyq5r`Ip$*bK%@4k8Q{e+my)UHg9i_SER0oV!Ex>G@h&g` zHT6#<1cAbgTI~k)1;SX|5CNxKghMW7XKgudlR^$S?PFy2^YdekOTCU|AhqkeZQNT2h}gmZ7Cx@12y? zk3&iMAZ2@0%j6C9Z`Uun6>~?8Hw5`U;$A*y?a{%faK~x2b-4JW%b07s(obukA{s*H zW5y6vM4tchbhad;%LGdwQDS>U<4Jvnot@pqLQ7klY1+0JwY$}mZ7B0=2gJ1?5;JHW zikn~Z;%!i0YQ$kR4B>5{GYrXg8IW^9dTdgp(S|;_$n@@g>D&YQp)VMw(&rko!`wuH zcd|Kp+`m_8M&WgT=v8FLJgCYN$`~?QykBHU(QvEMTa(7kui34i|M@%%kWR1lEzQBLfGB*PMT<&P2(KgCxL4TU{{i^# zls|3k3$hODPYpKcFCePs)144&%pmGZBJH{9NmCGY2S3#1OcX*{pQ|k*?P}PQi-~@Y z%gK{9>Sn3q$^)tOGH)MV*3^4;Phx^0@rr0_{qhbSl$mC9#B$RrD=Tk6{?jF0HnANJ zWU1?qCgSYa7^Y+vNhy+Q^$In#@{zTasn=^0mzF3kzxg!`4>^RrUOTD=jHVr!;~fAl;21 zASm69($bwG&BXu&q{B;Hy1S)8;?muXbpIAV^?hcZ|D17#d(NKSeb+054WJ&cD9O9_ z@T|C*E$bvV_6=ju&V<}iyp{p4nJ~ud&ZrXPy9^S-2?g+Clg^%ozU^*Fqk~o)(d`XRJMLDCgbk8RkxzY=q0I5+YpXF z<+S3gp}NIBjHg(1w9*%d@Ql4DkENP}n6@c|m)lR9iUx6<){lL&x0K^K-L!{oHF}?l zU`P12_fd4$wlj)XGT${kbs_OW-2#{~YjpPcas+(cG)w0g)1yt2O} zs$91Z`|R0GSCVh)^Zpi>95d~WN3A2$j$lujWM-4X9aj0^9lK5IEc#6XS&<4mRcq_D zIz85z1VW556I1>d6qlPx+m5!jREvS+IA^knQJ@nydCXtAW(wXN1NFb}zg*a!21EpS z^pJCj8a3ChS=Ua}7YlSAIvpCM%J24hChFl0g$-LnU4^ZhN#5tY8f5hiq+yPqBN)pa zNp2*fTonBIh6!IJ4noEo^(xm83lE65=+}FMra~sGIq$aepHKhitLH1N_Fjv`y$M&k zu5tI1)7Yadi!n{NZ1z@mAr5F#aZIy@$Ki;Sh8rIau@Q3e8&-0!-}q-x`O{=0;y;*4 zLknMV_17c0Z&0-72bp{VbVdllyvmgoXl8?!69wBPPf4C65Wuct2S5A!zn|@WW+g}1 z+sS)Y*XQMtIIt3SW?MvPc9vgK@_i;Ww^T4~QvkjBxk0c3#ZS)^?l3(KHoeChG*_oq zh9aepR^R9tiquoMcn8g0vMdg#?s9%U6{t-|Xt)lWX>*}{;9eQ(IRh(f^0m#GVB-AQhL5YBAuN2xoWSuEGm)^#%e)qD^0U?04N}U&Hs2!>7d0R{ z7mP~j)?_u~vNIWqad*C8tiNMt@BMR66+q6D0n+he4v z!mArL2IVz>zv6BlE6Mw$sDXXmaXx6L#k9Js75-f1eCV1zWt>S1(jxqdvl=1S#rvVq z<*kq>sAH)b6#UNmAVisQCrh~i? zYYOq4$*Xt=iT0cg-1uq9v{)m7n}pE1`UcT20j6@omooCd)hxT+i8Pn!A`Y4r=#sqgf-acrjSOQcjI>}Cf$zuk$;`IHALormwK&ik({gK=z1_+Sfao}ZV`tL)=-=Jv5?QRioUz$6 zhrp0jWy>-k`Sbg2wQXh0n*3Ot?2iz8$lHq`KA7fu<;I=C}RHLO`$ zMLNAjYDD6=l#p!m@rs|^vV-bc_m&paXpTz1&pe6Ma)^4o-L+S@T2;Ji)&6e!09k>N zSCWz(S@BjURbc~1$4n)Vs#RTY@wCEE1*fHGLlW-noRSk)*O$Mt5<|RS>l&3>)$-xw zy>^|wg+&EEoJJA9(B~eG%9?8JmQZ= zEOhy~GQPa-mX#lv@Hnu&3SOHP40~m;4oPjwTVmIcE^oKek_th$EU%HS2)+v~1&;>) z33tU-1;(3$@`WpEDWb?$Dj(0j=N<~FSoLJnK)!;|(96iv^8M!J7vZ>#by6w}VQt7w zca+_UJ^kILht65pWb9XVAy|+#7u*{{N2IVgl zqgPL*_mgfV$CqA8jXtR@N$SmQX?U~p*^Gdja9dQ*KMx>xFnQXf9Ah}{&T1ws>P_O` zXC{I>g!>sq1>Rn@tBW@>vuFZK%R@`E4LQoO5BCiWL!kJXVd4guwM1}|@sUn17orGM zAHVW>%zWe@WKL98H&5QOQcV6?Db6Ht3X?6DX@W;KTaQJ=o`UB_8Stq`nn?u)6% zAK}>;NPl`}mN!o;UV4M={?&;v6;ZM} z(TVob>+ST(F7PKC%NtLe^=3xZ3@ogntx6$^quAGZt+|QH1@BTsBW8p zT-*>W=~Og~jK{hOKzodeHQ7x%Fw5-bD1mHM8opCVhNUM{F{@V=UHCFK%kOueXW3}LSGGjgRi98ZG9ySOA0 zbkI7dpakP3xETKII_*^ajADzA-! zG;8ahOmB=1(&_a)WnyAokM<4f@7+3-6~e9JCCw+3oyZHSF69HxoEUXed-^%uc@&4p z!iWtaA!meBly{F;uA~8c6xoUQfe`*;lB?J4bJ;W?95cfxVmn#(08}iFGZlu-2tsG` zfo@j^opvS|}72Akz zwLmh*!lbI~N`*RnfaTXdKEG2MWALzmVq(QaWa`XsK!2xJn6}n~AeQ7{zY(X!uw=Aa zUp-9;$^T$T!v{_G^%JZ!fwJ&pcTT~(ZveB=@CsMTZ2-B&qlH<}KJgU`)!>;Eh6GVOP(=k-U= z$*xA(vpqPC+o~0s_u2C~oa|J1-1;@}d5d&^lK;uN#zE!DhTQYFvCB12Gb7>GsxzGj z4GkUn)A0s&RkC-KXzx=dHhhEg7_T2CR&?-Tfi{|_5wG|R!8?wt5$<~f8+d3=PII06 zVG%H0OW7Litq0ILg41b7$iNgp)Bz_v-TPE(NZCJrWB}RU#hM9g8GyAu`}z09Q4mDG zM|b=q-&J@CR;Y5aX+JK{N#8SC&lnC7ue>7oZ9lg&7hqn85HBCtBNso2_51C{TO=Jh zLhB3WaaM*xm+zwnq8LjsyG<_zknbdjS4vP4Z@NW&QyNq{4>V0mowyASAp$7fjTPmJ zEyn6TZI=Z+1A@G8ev`^0D-D8sJ6Mf@=KD5L%KV(T)Q&g7^MbdG)hRVS&UGe*)JNAh zD>dXPl}`vb+hmbn#1g1|llrM)QZz4bRxw^T8J%5@@veBs=um&jrHC+<-H8@9Nm4l+CZ0>KRrW#xxJ)}M`I z>lxR`!7G}(?Q?ffzD^P-M~dH@?XW`QH*|})8Go#{rxy2bWW&)O$7+UX-O7T&jdm}TQ zwPUzyVU(lMT*DAOky!1+Q`INe($VBx=cj|S`#L|rGIwIV*TV%Fypcfl#6j{kseGwb zYvRlPi~5}#xgGn~)CxDB8;MGvjQsEMEk2jgHqQYu_6IY)nAqSXM0nI5}vRy~UmNz4adY z?FeApXb*C3F>?VQ@KV?3WLqmUGc&bHQ{Xm04%qnYvl&H{lU_X!qUit#O&Sa|bm@5eY=j9Ze1_}Y+pt1ly1+($R@ZJUzkUnSC-+TT+6 zmX{AI)dE-dw(WXQLM;GiS;rZf<{6-C`yL1woAiI@hphnhz&l`{pJF1<0NY*Q>{lIHq|9!4VSFI4)|B2W?YN*|z!c zP6Q{L_1#Ec?4rJ*4;7}Mu)yU!5qo?N2M=ZGm5DC8V zJx16obn+eW_~^P?3k=Fl*`XRx@A;C$&~M3t{BEa? zb5raO_5M-oW6^-&t2y0)$`B9{^+4)yxwH71?0Vr0&}59-LU6%^S1u5t0qBH}YE2MP zP4+~I(|)JO>h&)eLjXm2REa(d3ZBL5dGwta0EM} zi+IeMi3Y)APUh~sK8u${v1{qZr)!_h@K2DDP{agRhs=|LvkiE0I=p*QLzKklKl}g{ z_zW~fu441`x~ngJ?tzfB^Ez_;iJrKS`g9HD7w?o9EY8UT={yCc;K* z(GNy1$iJ#4q`vOnpPaT`pL$Z)f0;k0@qwaKzWC5B9==2CA+vCTOX_vpZZTf2<`0w& z=Ycn#K_e4}f9Jj+e84^Whb0JWZuWf8}wR|K$;boBJxXE&-lvYgMe zS~p1kx+3$dHT(Ah>r0eN6h_~Dqn*x^rlee}k67(1=j8HbUEXzvUcF`8uKA5J6Ksye zBV8rCj9ZR?ReB#(LO%m&hwz?)R%Ycc#XpH|!KwxF1{%|Jj(&AwxRod{F-;5qi4Rv*HG5jJmM7*Ej$ zZL9H?7O@j_%Ql+xJ=WScVQ833SgWzE7;jgo5At1Kd(J0nUqkMD$we{hkvGt}HO7YY zY;IUO;>~*(^AgRci^ZQ!5TyNH3@jXVz%BM6!L{Lo_U$ekp@@k%1eKG1g+;x>s4;Js zQIL=ix)$zYMQsP7NN#opVIp8^-obXknB^mAffgPE52Pqy+CA+wtf;^7&de<9Y&`nh z^RMv2;le*|8RSV99Y9EhZ=@m9B#UqJ8rK0Xbl2oH{54t)6B0naA82P&vKAX$L7*0m zugX8s?MQ9s?>Asup6YQBUKC>vuTL*V=@5R2%lCV>r%{pc5op03Yulc!Nb)7Jsb6v8 zq~WlA;LOgbvSsa&9<^x9xvkHP56GX;v~lUxiCs87`A!pv*3QLzYw^W`aJ^{Hl)t7D zM?8*hZ;93;gMh`=O=D@5kSsb`EwapoT7NXnj!k5XcbfK8NuJPuHcfJur=Em_aXCoPpdpqoTy9aFx#I%@u_xym)?Y()EeXxOb%4tPa$Duaye-&(al9$GkB zZR)OB!){M^yc)0}SC@}xb$qa2-R!ZC?K!5{E32Eew2a1oyN;V-*Qw7_>PqLHpc!;T z@wYl9G~UDz{G>xupnHg4@I>-!HXf)f9-3%`9DdjajIUzrj(z3AOM*DE_p1`+aEC8i zlL=)aL1r?=Nvbn%uaBMMpYnX~$$PJ7ht88oA-(borQ$wk?mUKN$=aXnZ*(aEI{!Rg zA)T}kU)SE0!1}q_)0mvZ)h!KQMcz(#exKsaoKWCBbo=swK|F82K zQ9W_I%S@0SvA5}ZI)Yu$R-#S`Rn{aCI5mMg=OUG^rhHI%^iaSUt=l>--Ja0 zJK2vbI)~AuRCL-7>LXQo=E5@~Jh;+YvdT^iTmb|zKqJ!o^Asv3u^$kH4l@y^d!Z5t zy3f!_N9G*PwA8YbHrdp&Zp@@+1RKASesAY(FM?Q`uJ$on`l9QE2NmHDqzbW(#@$k1 zsFHU`BhMEwdWNnws5X*6b=lE*7p{c;S3Mbt;srbn+5iDWN|^{iX5jjseQO@Cgbt7Z z#H_9Ju7(7{it9j;FJRBJYB0vP(|PbpB9UcSnHTy`sTYNQ`}KYYw|Ayh|T{BdZ3$;5!nGCh@@{KUy#Zes%k` zbJy5lG-=gQVDZ<|7T2(xnflKbYzR%czJ4riLlsIRg7tf!g=OA~t@{MgaQfD}{&LpA z7E;BGQhmfgxXkmB8`UX*XIYz`YB639E577zI@j8uKx3iDpSrX)pl=7n6A z_JlG25~44E(3T3rf#V6g1>Z^)|ttMv<)YFgV~+T8%_Xmhj#Rb|Fq z9SZt;)S`We*-*oL#(104OMP)`CWS# z_9jCcfmcHnCH{R+d$OOoGit9pW@c{#Q5C&adKEGW^FW_0=zQ81SAqErsyN}ipsA5! z;fYX9LsDzoK;Q?cpTM4Mur{`ZD$P?(`WEQNs&{VW90XN%x`eUh` z(bH?1IaR7--wwu)Mr3Bsht_yw3>5ZD}^^LRlbmfUD{a(V_k+TtFPFmZH(}95D&|Cw3?R!9lZg% zg}b4?`9N|cu!mg)z?!?nr=^u*?hYMs2SDEka6`!-!{V$~ZtQ!{<}(OWNUFI%o4H24 zY70qLaq~UrCl}B;?d>zu`OWSv^&RSB4ZZ%+O%H!0nK#t$^ICNeh-4x<$cz2SH7ytZ zog%~7Ph?d0i#sx^9lFQ+7t=SMw-*oWxQurn8cvrYeJsGJ-<3>Dt+6`nvy4NPrMACX z8ob_5fWu{0YAZtrVxAyAp3Cil?8*B_G|egAFG9zvP1rutI|p<(i?T>YlE z*VvKe5n)};dS)JHuSTl0zPFw;3LzR1@`e zU|`a&D{K)h3_!#jY(XL^eDBk%MhJS73e?&caIcpw$var1pde}((%)d66~ZG z&-%J#06CU=AEeStQKy{Wxi=@eddQKS;*059{j855bu23Ypl6d96Q*KHP2??%=b8Qm)`d}u}Tf^#N4xz6}%g3(r`&@V~WG#L5 z2k#Zk1Revw6_T`-9b~;(o1le}Z5Pj6&E|(FQ8E?ARobmK~GL*5r_Z@bELo8h|nHj{|*<)$(zG{ua|)I)D=@x71~z3*?%@}{rW z#u>33&xj0F9kOspDU!?)bhlAP2bK8?HE|60s3&jT9&k6Kc`rK-?Up8E`Cnhmi2)>; zU!S1z>$Xdr+i$J0t?hhn*$CAB@^obnr1r3lXryX1@%2HyWu3GYu|b5@T>!Fw>`0lw z2Z%HW*A>7i`xFxFIsfUF{7BFdl6ym$92)@J2{?c}dsQ1d$H6v45b_D|u7MmZ3eapM z=Cvhfz_tt@t;N74hc-Q`bh1~w+!1!^9ZdkX;!8mC(Qd?Qce0%2gu)s1Lx0i1vs2Lj zvQna6>V2^MZStk(Q3o*AC$8QUh;Y#m3VN^@D$PP#}8vKERp+9nHfeeFu!<$jQh9r)}dOYafXY-LU) zrb14Q+4O8DKMFP$6ZxK}66ICBGqKEJp)jSeaybQS3Kty;j*?t+cZ}#FQ2Siusih#E z%fY!gq6+v_pNJUoOG6BEGDMZz>wP}3@eO|RxLgBJyg z)Ml}$;6u|_?BNf`d#ST-vzuG%=)UW>r>l<@W$HEne~IoK{NBjO zh|hJG9N47ahHUZFVy11TLAm&usjc#UX|*XdhCD2<@}Vis?YD<0knQTN{OQxK{x|S< zLFU*sVAD$-5zEH1%jv6TKvwjj{2k&pZq@yeefi{qWjewC>0@GQ*8$06-hoyJ+gCFz zQ~A)FO_C47_2dAT(WMA7oYeY-N}_VC1pPLxz-(Hd#iAZaG;$XrmS5!Rr){%_l!s97c$rrmsLt9oTr`xB^xyqo4iuynG_h-WE^pk9usJB7~|E zQgc`T7*|4PQDZ)}VsMD3&>Qs}d^fI06Mbda?q2Af@+Q-@Ufr@8A<^4!%O`X7j`+`I+Lsn` zp6Kr>zD^WtlR<7Wt)R&%Ae4L)35>qVy?$ZA*vcOUPDrmqz^9eH0^SU8a4ysb; z5817iO6?w5)icq38WL)Xev344A&99X8brTk7`Rucugtz3M%Va}N*h(6a#k zn5t80yACf*f$sn#=lrFOAz3N{R)M4_N@3>YZ~y@2uA#S(R9Vq8%c9l9c>Q86F1cPg zFiup&|INg&6?FbVL3=?P;hv7xY+IB^|&?9fmdrVP9vsg;N9YAJo;~O zVoG%RK6c~m-rt_xISI*KQU)jp-bjkm7977l%MV??sfH**ue2D zZ@=kS`|*hRLwvhiChLQ+8um86lM0=W8F}qn8)!@^pr1l7_JVEBu{q?^ug_qszwZVAj-^ncG5)$-3px+Cbqoh^qpa$Z}AXDQVvWPLR<#(C7uNzSO| zh62IgOQ5%Mzje=c%*I%QLE7~7HA@b{L!m?NpInox zL3icl4lG>rZ-AIdt-hTo_GOy~nWPjLkCwU2UoG)U|zR z#!C5Qi_M75k<8CR%Yzt{0Q6`Df_#Nt(5b!5ieFf=Um zURSM2vC=)67j#S`owMsYtkqAn=QfX$Z^~@ufQ2=FOpW)%HysK>sJ?^WBdIF^#?nJ0 z!UNsiGBDLqNZ@(^tmYpUFdQBpO7p#773+*7V|+mD=-`k#ET@Cr*=caGEoYb11Dj<4~_u7ovvL}S4Yk`V2e6f z*}r2=mexGOTb0KwJQWX&JFB}+Q2$)Bw*T|tjd{tG>$eA-0R?%~$UaGpKZ5@W4W9RI zL@G(4{mcHIbWF-T8)%G3X zCrJydT&XXs(C*2eMt=N^^7CB$a0!acSl)vPXnm|WXlQqy^wc7^p!%qn5K4&C&}ec6 zvW7#uj({P(C~@B)k;g{r*kH%q4G2QVo01erZt)-&jJYB+*Xvsl7%6<{uxsM2(#eEg zfnG)Qhm@PP_V$H^U@F4rH+KRU0FEieAzvelNm#nM?-!vn=j6|3v+ zi;q40-C1(e(-zUX>3Yh zC$T`BPg2W%Z$Xk20nz#1l5p|yiwB@!&(N?WUTt`P4>Sk6y!)3&n#=)JW@M;iXyc>5 z&B3-!5^0?tzOD+HqJ)|SMEK;}vXnn)F#hSF`rwbN@PQ&;8bhw;S>IF!e4`BD|AmeQ zC1Ksd2J1Wn6JDlg`wRNw^X=)KKVmcR={(f;fWXbnu|RDlPJ2a0mi{Tl1PeN7%WY3p z4wOf7ITlinI;EwhedD$wyo1`SbiwsJ(NGdm;8+{sLY^94ZW`hWFJ>(UobVu;Y}(!*6=T|z!@WA4 zFw?s!bZ(TSVdb~fjpxXmYGN<#eyQ249dK@ouISmE1`7&=$_oxC7kKMNSMhmYc^TwS zya}m{HLr@@h*0;cq$gr=tzzkU;pKF_N88t%VIRdjB*ZezgqEj=tWdfIz`jAMASHuB zp$~hW?5B4(0u-Ln{(SSI#18xO=g*6Q>uE8z@Ci_P8Eo|RZJd(0zW_Yh+Ui7eNxkO% zQKdA;zY4VqOEi@~{MEijbOXGjB9 z@qcaCfo`p`E>1L=5hsa#XQmXnph0M>1q*I!>{4Z^fCO7y=-}6rJPT>lyTr)nZoW-y zh4$Y?LQsUCEIrzZ(*pbQ5#cw~B^ud%!0&Sqm*Pu77n|rOs)I*KW4{vL_i0}BAa@-@ zmAOUEB^y!t+J~X|-vpk5)7C>|Ba*awYd>o>Qw6PQO$Ev%^R;^ojzL!VNBr$=ZYgwP zJJdP3cEC}Qn8O$eT%# zL8A)HnBFIuW1&C^+?GC3{$%@=VN)gJg*A97c6ecFwS9OObGIk|!;+P=*Y=^z{MM)g zwPc7qf_2onZZd!_7LRqA7E=qC%9m{4kWFzjO&@ZB=H=D9=1>86Xk@7`8Hs%||RUr8;p>6ykg^7BD>96PS@;)I)6I%%Aio5_Co$ zQe=17nBb*iDbvtaqL}A-@=&D3TVa(0M!PIaZy6m2k!{ZcUgOr7TC*(clN_wfXR7t^ zX!du&O%kws#%o;*-RdfArYf9sZ;%)ivV+ixvRT}z>1hsWLed@d0T+^HHUl<&rd6&rIDUY-%-nQBC|z6_(=qA$miQZ{VGZd86;=5y_Fa1Km0Af4Hjoef`B zj8P11jKt;N9{_feJRbWDFxGwX>J`!RO&}D>nEP{6a_cUD-BA(b{pnihXMM)jNhzCw^`J*;cihE-US z54|6%9l_j*P0lx86WLOAu=K^g$NAvQtDsgfd)UV0(N;ctM(lU4ttbSB+=i`@oG(?n zmS78vlJ5bu|w7skz~Ba;P2CTWpq~sQ~3}BMjFidZVtJ)XzaAX-?4S0O2Fs%bRpx{Ifra|qI zHyXCS{?_N!U8r-B`=6a*%1dU%D)LN=kn{8r^t0#7SY*s$M5LsflXfH7 zUvinAxLpGQ3UkrXz>hC z@XWPeqI@RqXVu^3R-+LiP34{B2Tp!+Upw;J4-492St=OQ@NN zr6scrgpzgjkRPb{QV66PG!h@}Cir1Uqma*DupW)hE>IRE#>O(R*-VxlOsIe5pL9wV z-FqAE1@K*6Y;rI5h2i_Jl?moR_Mx}HR{koBF!|5-kNcksSen2qj2OgKt0$hndbWV; z!A3l3*gE^EE_W_ohD)>(Fiaulvrny3zPIMo!&*5HD%BSX3R1ua6jr+{P>hZ2lPvyl zB~b56*?4))NclF9X_nE{{H6)fdC#K&`s2S34?h9MxwDS4^03CM;VVgx6zJ>cz!n#& z;?J`v`v12Vn=PrW{L2Df0an)>PKWl-Y{}h|e+#P#lVsqi1@I}Gc;WEG=WgP;{mMV>AZCPkF%&NrN9ddg6`8#)M1^Dy8N z=3&)F#ZecI_`&3;&paftU6Sncrx+9>*KEJ2&%TyU?lQ$IAbF-+<;R%f_4{*R)#uN6 zPc@6ggmx)hr>V6?OTs1Z=SZYIJj6=+h(pz1`{nLp*1-QSsR`1wEMNPejp6P#Jm6;> zF}f#ZP9V?H_t}irLtu6F34sIV?Xlx;OH1Buxo46p)wuBEC>i_IqkVaE^X#odpmxG5 z7c-NsmqrzE+O8D|qd} zemixn$;-=ozdtVy)IUQZ4H1;WHF6cN@`wEms;a(V z-uZ6h)&+>ugALx73=<6@Xd88ne)n!m@Bg`h#>@XZOSQe$F+s<$42AXnJwy{$E?>L3 z9EYwFrBHF$Ku&wMOoso^TYR{;+E!L}w(-T$21q=DU+3Uc8=9=1j#><+ijUWO@;)UD zXEFS1!QnjrF8DTQsT#p(ZIlpTP@#5cH^pt0rajlB@2R1yVOeH^X58CrdvF_51wy^_ zix+4>Ma504g5&8^OaKs<_VE$<^~+8D&-j{n>EDSKo1l&v7%mMG`!Et)nY+`YTothz zlssiCLL1GRV3)GgEnvTkX5deT`b9EdK+PD{hH(?RT&n|wUx87aB`QX++8~T(|?O7xBU0! z8aFe|dwQhJfb$MfON^cCI{UD}BA?`Ye@;gL)j&qouMZ#A#ZfwKNcIpvRqRDHdYU%9M49{n2iFUF zksnhxmCN}o(}%JsWRsQmL6qy;`-}NdOYCbZlw8Z-{ zKmZQ2$_yw>pM1*3YO}GbTUWjO^bQlSHYXYeMs#4{=~cq~$c~La@bJ7Qc2;Wag?Ts@ zKr!hZ`E0?Ts5%IXdsB8LV1n;(=-K?|L&Au4oBx>%#f8q82bD7|<>t(@Jbi8q5-2An zbQ#FWujsZe%W{+E?nBK6ZXEMGic^g^9yrd8KhEFg4LX-kS z>%n1++i~d^rd;;(x;@ET0Y6{ivC^)!IhCr@U$Tt$^IU3%_sMYZ4Mvvmzmn)3PLJ)f zv|L$SJmxDpzOJ=q*P@Q=N>wkPE{l}3VAtmEs>zppV9jmL>Fgo{2Zc(qc~ybgU@ON{BT_&c{)z0A&uX;P^V(1T9o zPL+aFgZqF3a4@11JX9;m)Nx`L?yuL1OX2cv=b~)SL9MhC=w7;qF)b zGKLXtr&(8$qKO^1qwJHa_b;r&tvex8S)-2USu%BvoK!uoU*|t1F6*l$MaJh<`uO7Z zuWhthWfrmyoSsY>u!*suT8jucp6uYWRV&Szj5x%w+0b&0J1=~ro2FeGNa?(@Dqia@a~gI)-Gun)SJDv%c4S}fpFUFx zWiIFe%0XTng34Le)$;tW0Cw{*)=bR8X?yLKO(a~OqJ>Ro>WwdybN9u^Ju&XWkqA-W z&r$GIm)6v>5E;=EotFc~$F}dx^lchi>PM>XIlcUvk)DnKqB?VoyhH7THRy{7>cRm> zH|)a)Bv53b0wrJa-9L9rF$>{8Z^`itwDG5 z92Z!sVfotOu5%n=1E5vKDk1m^3=IetQrnaK{-in_9c*NYF!C5G;d?q-QB|;{qo;s5s&eX$sTSQ86P@$S zK>8E^;bR3^-;bOy7NFX|1MQ9)?~@^R@x{=L7{sh0DDgAY?BA6bwSb)K&H*B!>7+eU zluw&o(Yx_06#%s3%o64D&K4VWr(16RRP_r4H-Jh+V-6zMiTcWQ=2ID|*tTPWXU|zn z+UR?$nY888z(e+=Sln&r@C(g68R+Kv*5zT~t1hl}GUkMq>VRrUck`qG1JXh-@~O|1Yl&`e zJqFfi^nuB-L-=wbY8yV<9{X+#r6paVB4Ji# zbyZGjJ7KF)4G_e*IPuNda!?x%=A+cl=1N0afgFR0j;k+*w3`rMr*74yEX3iYDQrJ* zUc;TO+|fh7zHr^D^94C8uG`FY)oYdZsV{aEGA?Ni&8KP4aL^N>&Y6yElNhcpgr!RW zLXP_g*H5h$-CksFrsJ!&=gk75D_Yfx{e!XHCv9!b9E$>KC*Eb8k5Kzn4aL^%6{tvp zGuASVG)$rBg(8DkNqB*{WO4(aAj=in(}GW`$4I^x6C>#p9dHS6rKwkRkI<3uK~P~LPF#pz%plK|L(z*el9{4L;+4@=6x4Q?M2b1gtgl_>^)35Xw3b%)X7?4 zxshgnZZ28;^o06_WnTN{46ur7p zh-9|%;aX zeD2CUb=)Ea){keSd|gn>TTc!~q3_ELuDv2@HRSYO__2dyW?x4~<^Ufowf>cAmI+I; zU#tke_0JT`%%+p{KYpjFe>?2f^P07$BjWYbypr*q@jQ&F)k z#>b+PdnpD<9aFE4W6Or=Hnc|drxr0!+0@oD4ZED{hdxf@A>vJ)6`pAyITAKpuLMBJ zuMX?=aBd9wbq zUq!d`4{ubNPRILlUfdj8S-Vv#%QeYD4o0SANy~R!BVJ0yWg2oc4wME&GoORjfV6oU z<&H@?+6a?jv1WA28n($)h0Ru}2gJUe^3TOstNjl~Yn;2umZR0nyi1{l zvh;j;=!swZhfTZWLmxIhl0iSe0d=*flNQ>CuR^yz?ikQ)htfws8J%V6sl%Do2_FzA z8Sc8Sa}kUHI%p2II3SBABi|K=`PEGEF+Hlu_^s!3+s)nEfm3^pv6lhjjGPXK*t>jU>)LGuDf$Qf@lB2%JfM?Xg#Tm$vkuMkz<<&**&k zZHb}p{#da$Pp7_ia7#p$gttzX&V!-HsB%i`vAQ6BPj`0<(7)S3Km7@i&h+;Uyqq2< zCr{kJ)$&5&5pCDQUoM#bgp<^K&DRh?HAtvP&#W5x^C5wJ-t^u9OG-9vn&M*`$q|~m zjF+ZRQru={)e+78i3Dp6vTnv(SK?;vEEb^*ci&sD%v!g4=QQu@>#;fju&(DlN`4)E zc~nR1{4vv6t4aVvbcb2YDBjaYPZ9~0*}ij}4m5^YS8w>isYWW0!A?3@T-}V^fuo!% z{uU*JAiNoH$ptKcuhX;Hkr||){z{ds9{d}zWXR3~xW-N;Q79{(H>U(A@X z3|N`gPk|UI-6CfnDMGbQh{lfzll*6|%nxrS!{g=8^E!uDC!8W~moE*YIwEAM!~gw>l1ER@cHC zX6fa$$a>{djv{?q#LALTDsrO@BTmUXTRXgHT&A< zI@dZD1zb|%rTkdG-W2yg=ao?cm`7yIYm#r|(k_c*+(MJ&!#<7lx#F?P@Bg-|sp;9M z+&kK7-fU+Q*JwrKo)gWX7_}Z;hkq{PL#W0ihDfgzM7xCk9lsmX>>nzoS*C_<68f_9 zT3K4!F9+PBw<`F$CUBG5hr~UtF8=9}`XTso|DFKWo)uy!|-_k~Nt6Kg$r{K-y zee~J!8&|?60c}ny;wOe+NgWpXe(W)d(kCqcr~5~>DeJo&2iM@)ysdKs2D^{vPV3p% z3t4dE2Xah~nl1s?rVZIS`*GtQP!GE{jixjO0tO9P)UG7QJh{dJCT0hC%Klc4yxhNU znmqm#>It_sNlX6M#yDh950R;um`E6-O>of^TJm(85qKM)kXtf&jh6^+RFO*`7Dc;- z+W}ra3&gxZdqj-QD+*v+GCumk48i&Xn4%U_#nh8Ux}pF6IUc>@=YKMm3wCWIvz?Yl zYf*Tg?Byf!JgyfJ}E*J`)7Q?yk?W<+yUfE8K9(9>aagoPKomKdjx?%=oP8?tZI zAuWzo`5H#vkpj&W?qVE6!U3Wz_52l$0VC!`o`{+L)+vnBo$&i^yU!FfH`@P2 zCA%s8NCqI{x})$k+MVb;PStz^L}kUFq`GtdKF zAIu=?aRij@Rgfvph~5Ou&<;oVXvQzg{3G$Lc#7FHKvq&~x>Iq3j)1AM?#Rbge)|iNSKp=MB9z_Muap!XT=z%$WJoB&$>?^JDZ^ga?=K*NkKx^jv z?*du;9Ec(tf%9h418$t{8XFe38T|r}Z#QBIU#_`=D<12tER5abv8#7>4Gqt>_CoCc zzIYeK-0Jq4bD;yuH7pCX!9(}dw0us9>Wz2PtdVKkV$^l<_a`$n6|KL~wE7*NRs56F ze@_Mb4b_Fh^PWyNT+IeSICBH1kLb{jxUGCT^PB1GF;Xru(A6v;#=gdiGp%>_x^ zsSs2z)i%iu!6l%zm>*!zp?h+){qWz+MO@+Q>l00Ebl#VyFjAUk>8m7=-N?B5I-BQ_ zz{OKF2v@;EST6c_FY>LZKEb;5!c^%myFt)TyEmv?_b*k-og5GuY?_ecpuNzqQ{No} zJ=ezIzOn^MF~R?aWkW0!RiM;= zrNmzZhXBJ6amfTRYCCuz&uMxT16i7I;s1W-MGrr7TI+T9V*8=qVzyA9cF$qETgb~= z{2ajL!hDy?qSEEE?)~7(D${t#xY=H^iQ0{wG?Pczf1HzHk~U?Ku)Y4VQ^$MoEULb_ zvC@X6AJr1wOB;QsA$DE`^A}%(IEmL?kE975cEp?EcbvTYKH`KJjc%gOVvY14r}D`i zg(`_th>q`cX3L!7McYe`kY_WpM%PHDVSis}HR|g4%hEKmz)(KPRNyM`zbz>4si<~^ z#JZa#a;!Hep}9~iYyTcqZY#d61tO|9{o;^zg?%U$?!t&80 zgc2-a&@YZvY;|RY;^yjqS|C|H1-Qxn#IJ%2hO~PIc`9vi3km$sexg;7asLZ`m?e&k zNp*|yxVXN#HJ140jjb$6+JN_)#W=HJ>mJG3H_dm{&A^FtEkS!t0RlqBAHEk#x`>uE z=0Ju+BEN4{eSN|6{bB6b=D*D_UxO-)q-}Fb3Z0_%Kv+}b)!2ip)~DSM{05Ar;zqxm&S6BpVMR%-`2%m2nT^7qx&lzqrX%HCqLq2s-% z_f;4cN5RA`)i_05+mBi1nqNF0iNGc(>_h+e+BOOJog+XUcF~uuNR*W6*pVF1K(M-f z4kiajC>Bk*9tyyT5|Nj-PXYtfu_)ZA zoP?X@>D!&EU5H@8>bIoC>4Y%P6oZ??*MK6JH+p?1$}lF|QF~U+3CVy?P-r)LATTZ| zR)YnSrNeYp-%E4{(Vgs2#hAu^E=sr5RP@j|^9JNS7>{}cc0ui#@*T5FO~SLy#< zuGo9O`eFej!n1y`k|J~*s*lFYhY%iNB%Cog7u+EW?W#yUZ%yzeQbA>~znI6Uxf3Tl zzqCNsQCJVS2Dmy}hElZ-=b-hrGQp{8*bniMt|J|acljZ8b2ZN~*O>nh(}1 zNp(}EZ_-aL$s!Jeu4p^5WKTDhuNr^NI;bi*=fag~f*uwP%P!T+V>n5us|$?kcxwiH zMrdpPF_tB4UnVS{kQml>qB(dUryDm2R#O70;bOoS|Lw*OAqDIraeJ?khDlH{@W=i> z>&8JNkZIQ-0yGC*^shcS%Ahl^;of^-U}F<6~dAmm}V<*_$h1}-PR zEwau_Kt1MHK6uK(5vX62@*JAY`x`e~FF1ks-;NsmLjF74SY>x8nFRZVKTYnG#<+vj zVyZ_np&h$u_x1lKML>t;%eYG1Y%s$_$7zD8ujpg_8in?5M3&z^>dE}7U&ONxO0MJ0 z_%F)VZDu8D2(Th$TV(T8Rn)Ps=5o?7P-3p5ux6rj0*Lfgf1>{GwrukH)Wn6)THJa`xw7&rvvGP*Omr|Vn_ zYJ7mpfsjnqNSgcdq17>6GBje2dG{K$Av%El{Hq_)v#)cqvcj>$H>2b(jz7Zxxl}%|~$!_X0x7`bKa_22JLR6vWW`((C;Vui@f3Erh z#FJIvTWbM56P^D&_iJT$e?&^Nzj^SLfFc?^V1poR)zi@Uj)6~1Ox$@4U8nNSx|QA$ zXkJLN(XeWM!Xr7PT{Kf|X9)C^gM4Cd8z{jJHcT7DFijSlyjSjoJ^zpLg${Jb<5rCV z>0IIISDWI5@h=8_G|zuUz+?YZSna|(OUdDM_%)70kcY_lbo_vZegIrrxh3JpzDr`= z+|T~2KU~2??_<3%$I1|3c_Tqe6y4`uLE+^KQ?;8uA;Hzr1TeIo$CA=v`TN|c|5{Wm z>~2JWmEy4mHaG_9tTI05WM`Sfcr8RM2``7oAtwiEU7(~+jIdbvaxKosY^iscW74-& zQ(u1%9&>CCEZP>VCtBkfU(Bwdr?dlI4@TA+8vtY8`cqqx_b+oYYLG5$GI!5;a4>T( zyRYnO*kkZoMd2;hKZ|`zSR^#D-xoyAie0t^>}uCZJGu>Z=#(r{7E%x1wI3hHW>k*u zx?KBl5aN1JS^95lx5~i6PiWMv)XZySMQ=~k2t!7!I{>jLT)zJL!0mqMYf1{oBrUJy zH;hAJC~wxWKwjtb;0$ci7X(PGFg?-37G#xtb>l@qpHQk42dxdJ$#d`C(~E=<2M3*q zs;N{16q`D%ws|mrpr9GcL`R7v1v1K)!^rZV%C9MOxAXHAEpzGdGyE@i$b|rE*+b$t zFwfep;f(k1**SUs|6VKuojGi>6S=W%I`&=WE=ddvP<X)zC ziFB*1{S8V$%?LA&r8S1c^59oS1u5)Kp@RlB^)T?7rv+w1g7-?m;RQBhkvUT0BcN|W znwJ{kl10}`eh97a0#TtzI0yXCKVSmfz}n$J^Da`U*}`GV_ZZgxB9mvc1&0+#rANo}5HIpMP0z^S!V<<2{w7}9YLi5z?Oe5PN?tSIMT zVv^;`9TF%gIZG0RH)UyLpCBZhc9WRj+ybbd-W1Cc;DDTWY^rO!KbSl1hdw@lr^rL^ zhVPu4Qk6~&&UdDiD=AOG8*C?9qT|ZG=D#KWPsqdj!W7LgEHhxJ0^Ax!V7n=e=Iny# zjQ{CYR%U$OBydsh-)=QeNF$fDeVeytJby?C-C?4{Bw*(~He&C4GZA_Y_AzIahuRAB z^q}s^1LB-90qe0YTh5MEGFoK$m^fOO#VAxKt3oL)0sAltalO$SANeL#>HV}XTrVn;Y8<8m&g{F@STRzY7qTGd zk42rIFv9)6YOHB9iHYcx<&=_J1#ulYxv)>E`L`^M&xg95G-fX))9He{QvPC}v$C;u zdP#bSDywU66}~x|G`=(yN2ijhh{J~I;xTfQkZ6NNQn;s?>H2zl z>|wbA$-?eLXn`giR0G^QvxtHnKCA-KizVdVtC5j~gSqvk+P%TWTb-gw-o@xb!)62Z zCzC$!egtgPi2!Qg*BRRrDqO&+8$bJ66}fRaAzk#%M6Oy6XO9LmxQ!ZR)bj!W_9FgD zB@osCHe{LC!9wF#(j@g-eqd>yI_>F^Yq(g6%;?N7c@z_%4gdBG@(+qiy{8FZa%#E{ zTJTM<+rmb$+Q_*ioAWLKY9ZJ@T4D-C>g{P%g5b*%zMuVvYsb?HM$DfaI@2Eh$H!T+rHD(iintQ)}qL+89Bt~lJvqA;v;vrB=$9a;*l zS_e1BPT;L&+@r^YJsB+&wxpefZ0*DbNLkX>I^N zSBs~Db&Vu7U+F}QS_==s1vjrCeNZ8V&D}TVA5xiS`76u@+Q9Xr!&8~WZN)r#;CX&! zW_Q+<#GFi?W!&uNQLegZ_&$h~KA1+W7E)xM+C0^vg%@YNndIKh+Wd5}9I8JjSrTdX zB1OXjH5m&LBMCvMLU<}lsJab zdPD{w*k9zS(|qWG@zpv;hb@z}aJ)dge#nu}yaBwhlx@q1*Kg+h_+zw{R3tL{x z4W@{&nZco+vI#b_%dtwi#5*dFq{ZHPHMrPDS4;s3A|QPZ{$gAbCpwNbaWCHPeH(raSEg=Swsg@#TI#mKDQNKJywN} zJ7w7a*4~zBoqEWm`NXIoQp9+ehGwebR4}yaqo1>9-YQ&=*Y2s0$g-<$-})Z5qIY^K z$GiR*<%rw&9DBzfZrPLSd#7zJwAVg6=QL+i9qt}l`3|DU{h#zj@la-9SvDnyUq_(* zxx`OduyO$a@atzVe!(5g0leMP8-I3hi;U>HfzLs9Ue6IkK~-z zZ3cn^Xs{5%bE-sGp-J)9l_H>8w&BH)vj6h|T4zx)#IHi?LufV?s_*#5zn(8oMRlV_ zqXf)bWNp-TuC9aIv@ET*OY|90jox+E;wLjNWk(2Mg?yy-tYU72oVX~IWC9m8gWSo) zUEJiy;>nW#4j=uZ|2^osMSeplj4`Rgd#ACrQ~pf#xRYOhlO{X0Psc~$2|^VHLHBhh zuR@sCE>_YIN5@{ZC+%(#KDB!0FFwe>d4Mb|MplH->;v7cx3||N<=25gfd!DWj48KU z7?P!xSO3zv~yQUEXUp*g#K@3?pxU#%Eavra}YUo+yxOXo7R?ZK)I0ZKSzp6sQ z)_Wwj86@Vj7C)7(onL%rOW*d5oAT((T2Se53*T_=ORg%)&76lf|;GOFb$e)-+-^dt#nKvzap znVqv1%bdR|gW^;z*M}u=oNwMbBPdT8+pp>w>|1FZi&L1D#y$d>v<7m7_ z`gug>9{2I+yjtx#egwo#V2kDDO>83Ka-lQDI=>;e{3wOqwDsaVM{ur=aU_b)GF+Oy zU6|zOihb8Gi7WHVb3<9eCuZWRMjUPGu#8(Zee~$O#wjq6GYyt9J?Ne0U&q7+6GWuU zzl|M>o=uzh4AJG1raK=cMXpwYw)&C5sLigIUBcTM_tkgyL->Hqou;@S?RUq|e~9NX zjT=K6rS$LRIZnl-Jh;zqS!+zQViUexp-J77`rs%aL96u$n43!1QUkb}*m#i5^{Z@V zOPetcUi1?<9gWTgFXjKD9u_U$mUtF76C$#Wi+z#NJ`NTdxAE^%ig-STPz1XpMh=7% zFlAe52mWR@(_+9jKn`{?>~SsJSe=Vyk_H%0a4O1Cw^Hv%0QH>#D2)^$J6#<=^)Rnn$dt2`6Y~%5hjZ#j*Fi7K%$}rtY|M$ zbOd{*yam8#QVVs5-EeT)uUzOug8(nT$f~+G;k?+3t$T9@Z6Ld8mo6Z=)an^$T?C|7Gb=* z`xx&1pVxxSO6TFLi)_r%bJWM@6`T;Ph`(bYZQq%z3|-$IUg9fT_{h4fq|hy z=kw#14UCuniPt8Y53)i*Cy*7)tFo!(mC0ZF_+`Fhx+T8f&P|Qr_7sw-{!ysFE;th( zjyK$JyzbGM=r47#~eZ7oX1cM5G6ixVs8&t$(uNy>9%z8sr1n}Fwsc)o3l>Vt$EQ8GfwRWy2Nqsc&#}?sR?i23)%w$| zxLc$QoY}D2Hu=H}q@<0_Xb@`73re&sYnjd3I#%@qY`^5QEmgEOIA3O7gM*Bc*6YyU zg7Y`HvZuUPEAXL8 zrQvwuBiNCGOQ*)~lZ+XC-~*M;D8xxob1Y>1wL)juh`y#(AaQK5F_5@frv!ViKCv!r zl{hP`S}!YjF$z*iW^)`?=?5*-B>T5;g?$~ZfBV5KFWx3~iaD%EHQTW1QowozhD_aj z>@)yb?r#PT)$4cW-8+x>d`sOf>> z@rTM%T;^bYa7-h0IVG1$pR%F)hRTP({;8wWv5IkwOc^6u=Z4nE@5kxn@Tq*czq6)&r!#?$i2EB}L<+I48apkTF|H@RU9FoU69uG-Dp!OJM>y z?*Dy}S|;{bt;HUI7=u$K_G#E5hmShyoZqcOCk6eum;LL9;4|i%EI9A0gYq z?wQ*}h}by0tWT9|#1Z7a<6?m}u+?F;`X}$@-LAP4l4Su~T+l^A=56~1QSmIyFElsX zXl%qXY54r(_)af(7d;)15|Pm;l8_+V;-zSnt81Kro~bxt(LbvYeS?jPdZWQMly+IL4V8U8#KQI+h>=DX7Wm6*75?6B352?WIV z04p86fHrxvWfuSr)Uev#6aHtxo>>C3|7YIlDhBY7vI2@^mU>W&NhRtvjflFd&H3&z z&Xs$H^a%u@krG#Tb&M+uO8Zx6T<*t2dqTzT5Hy4-c?~-(H@ru6|8cVypimp_&n(Rsc=x zxs|}UPCUnd)7PuXZ{Qr(F=<})qBgY z6Ow^7%Dvw_s})pl_cN->=6q>uB$HY4gDJlbPgfCs!8Vv6A!We`0ZX z;K6O5s@qVMh{fUw$UfVd-sSo>-R>|uNmI|>c$l@JrsWwS=@_)KaqO+ZU_em{_l;IGwu=5s_!#p~{c7}3&o z?4%9Cug(3(zKlwVoxW7Xgj!DTx~|37nLphZgt9(vLY5sgvNB*A*9vs7)uai*=d>g- z+;JHx@zf3S4BGGqIepx|pndj6?OiS)xUEQ$V#9V_DA2~rTvGTYs{bykWaBk$%qi|n zHsJz$eTQxStsBxSYJFso({YWfPcG$*m{yAR@C8L(*$0{*(({TDd`qVIzxecS=F|5b zsf%6utJYSI5&O2-Df=m(gI?Xvg%NYR(r`*EeYrkw{n=y#Fc}sCmeaTc%#Rxf%Y8!uFw(`p0=NM|dAUE8Fv_qEvCWv^-1Pv`hBPK{mDuXWu6&3ZT zm~WF6wIF8r{~xHXchz@6S_Ei|2mi~IzoT+zXXnLO>fJNey1c#+yun349RGB8x#^7u zU953Ub3QA?`f*Oo$ zRzy`j4XPrGK5Q|F3%iE;$rkZ!ZvuN*=I{Ynlo3=DUR_E~WJY6NU~wy(G}zEG?7?12 z1ZS=8bKi%z7I&G{X{sQ*=}!Ahn$#$5UtF$PzrWn{bN^}nGm!dvG;!~@kH>AL-IjSF zfNqk+A8+P$68VKr7)r2IcoZcv4|Us}axRaV*Nb}^(MNS_UU?5%X#d(dUcn;XD0xLM zMH#juulUIVD-AC?7t^!Yr4kA2w`Yb>6{i=aG%UBYl?$@XHx#(Nu)JV+uoHoIB;Lb1 zZnC!^VWIA*NJ9`c%8Gs0z}$~8(D28j*I zu}yD=Mqh&+;JtLD?N8nf_a@+4QOXm<4ON^dt?JMuj_V8o%pC&KtOp;&^lpn=qIWfd zYM7DAZGOoj{qC^xY(;{}OC`}PA)MdcBC3X+K`OdO1!U6anH(GHUmz#PH7*VTyx>m} zK|)~U@<0uIrd~kw#P^{><>>q|%xmnez==R|k_Jfsf4-1|J+SSFl3BLwazT&wlt#k; z-B+e3*5OzecSo_lM%$y=qI0P#Y5V~D0A-Y>_py(wJ(Wpjevp2fS1p_TBo<$ z-vC$XkrbzFq%{RV?G?`m`0u22GH+3{-#?#wD_x~zSIqZ<6#VDZRL&++X1%P^*s4H1 zw|Qpkfr!rScE&fqP)mGViH=kE0zsN`<&ln7BE(uuBO+~W=Zmj3dH@8Lf%`nY)DBFd z#`}p((K1irvrRYu6pkpi&Cy`rp$hCCMU~$3^=?nl{{rh{`s*61Uk7~aw$zx{G~Q&)Ibf%=;n`^sik-Qm&j@g`;Z%b2Dg78=yB8D2CP z(eO@=w;Zi<(rbFm^E~;Ij#1Jh8_5ygqC^WTuqS5HiA0pa#PbjF&gCfG$)9(B5N|xu zC&L~Zuf?@79aTwI-+rN0oB5`4!1~GRwC3LWOpU@Vb=w4~`b|C2yrn!6$xFprTIFp+ znecfx-9b=|hqJT%vzeTj+|OU1dS_&398K;#o0_X|wg&wd@95fSbn0307gv_tSFgszV=12vdr8|ip=i!V__n;pI8vhir(Lk2qGxlDvOk8~o_1&dp z<^iV~x&-O0hB_z{IrrK0)fI{j@m|4J0jO7GvwnG~ALQgbJ0cCR6p&9>LSu-p$HxalI`T47xv#Pov8zYM>CvF{?v7)SZ zvFVFbKrublMN)Fg+FqkhSe%?K==i_cH%i|?v-68Ee9!}&c@Kz+3;j*7Dk4Q+TJ+dq z7e4ABHYTV3nL`jey9XtSHK$CHrE!;1-&KiMax7o9UR=E0cgtYd;BUT+{u#S2ocNuW z7E31Yaa@wHyDHUm9$Qk{xqVv@X7Tw1Sg`I$WAR1lYF;-UI96l=qJ~VQb|!HewEyVL zZC@jLO{@6vTevM*hU?Hrr}Fqs3AYO-E$kt2!YOk9rw5^mt9Ta0jF4RjDQV_35i&Od z7~38K6&dRwh(eK`PEW>TQ95+6_n^H8`Kyc1{hVQhYzelDl-s46_z(`1r%%F98kN!4 zyWZ6hvc+1KF*Qo55|(;sB5eQ;ZPio8i)K#ca8i9dWV%q24+1gvK|V4nEz;?#;n}z+ zRdkBf%f-8y+CDs<``|;Bkdi{_>-!UL4tcGrbvtbmOJ6CBeCQNqU*S%tp(9gY9Ex6W z*p)diop!qLWN6uTUf5ZshOIA8fAi%GVIlYFlSNK-5q>a5z6EZU*h+TL)!hOT#4L|{ zL((o?)x+PS)7jN+KewK(d>dqdru&HX1!1XpOhpJ!+5XInFabIB8KYQoz{q&`JmyVOa?x-lVFn8-5|`Qt}p5Ot=cmxM03;-&T2k z;-^O$Qjn}~c<#juE*r@NJhvYlY9SFlrdq;}MSX$#DlTS(SIm1-4LqHW9YbTg4BeO# zN?;un9?5j|tNx-SknS9+uld8%R<0}MgzFouw&22&a)JBb*EW%>IhkCiO80EyfUUJQ zV2-cX=@kQvybR+KzAJALBfpa%qW{KAz(vggjar$3Q_l7YIxA35N;nZbniXL&Ns4Gn zw;v3@W632=f*g*tx&ftp!V7}eaM*?oyf?#o>{sU3srNUzTAL4M${fvJ3~ChZ3bSZa zbFhV7*t~v2qNe`qEfTGMo-`e5`GZ}9ap!~ShZaq>9$H0{FD9|XskvQ30e?QWucoQ@ z9BzEAVEFC8T6!t!S$9=nu9upqY!_T4j1Q`C>z^+wV)+e{3o%TsVf=J__jZfA65Sj} zA8H(qbkcGYU;Al8#*DwT*MX(68uHB7m66C_Su3u&ALb5Efh5|cL>7fX$*a;X>#%GP;KxU zbDU&kJ3$(+MXEo>JT>jd9w?IqmtJxU(ev06Eca0Z%H3SbV4GD<=jLp1+ z&sCvKCFKXKHMDYtgoCsaSYl-0^s2cG74=K88H zgYt{Z<9fF&fBEde0Jmnb(0h>?Z1#Z!-@4v5+{vqHxB^tbH>QB%-At<+#-74Nn=HZE z_<3pkdfMNL?#?8cU(d&-r@s^T(t3>W1?9L`@4TP z5qvDANsGFhg7oK{eyrKFC!(_qhI^BHY@lRjpIGNF_m0O^^3(-Eu}u&f$hYARHF>Hh zov7(1zT^c-=gCX56VKE;w6tH1>+9?ds1Wc`tDiQg4nZKd(fD^;9_m1uja z7PTW89;ZJtKm9vVOd6}?oWmVl4`~|xHC#!95Xv|Uhe*91a=vS)^{Vb0-D;S# zZ?tPbrexnoPXD;~CtjEzFFaV4zT3A+1ep!jBfZM=EMy=$vsPw`HNhm#+>sW-H;tHv zu@@y>xhvCeC@G0Mh?4@;7Gprk?ADu~B?k@(zOwWr1LK)hMMy|U3@sT4o`NkKGlKtu z%ES}}Q3q`Y+uah6|NhySU0$H;6cuPW zqOEUQDIcs4xc?k8YWs*g>d$)%D|Sy#y3pK0*agMekUM{V7moPNF*2(#zz+@CuKc^y4H;k82K8szkfF z3#3jzgjId;Mb%Z{YWzOqLUpLmexfV-y)vOP$)!547$4PxSF8bRC)i}gsqD8FE+}v2 zsFf(<1yq}Kk1v`1ft-J7i0SYn-W=N4rGXl8y=zTU2ok^+zbnTDH4?2gz5+(4P=V)~ zbVk!u%yXxmh}o}kKGl3Oi-XYxg4x8HTODsK{eOW@t)ayc%o48+yoIC6JgJ8NBCwXjB&kp_aV7$pV`{H4Z=2ssCRsq?m7 z^EMGIi)}@l`hl24UmISgibvh|j`6|?W=U8hmORBS-0D|(d|Q=87Y5z z=w1Ejdp_M^5$#}m#OkBETu-YzOp(X0Ub8>u{JkBO=2z#d$HqXE_LoOOJ#unV!3RxS z+ta?gAYU#*-AJpIiHvO#@8&AI=DqJTmF^o!thbR75uY9QsbY4n)B66tHqy~z4%K0i z44yexY@B_Z{>14__+!W)w6T14zZu_b{iUtYPFZ(#u0m0`6a=IP7<8b{;z;0;eO)X)Z?rT)G zFWu(gs5C8#oYzv@+~rdS;n6mYub5-dkHfa2RfAUgR|XRXoz2~fq6XYwP^BfvrvUwr zYB^Pr#P4(c=0hMH^p9F}3p2p469Tx>g(PTiiN60v&iJ?Z)tihf8x79!v=fu?-;x{; ze`54qljUXU$GruHwfKvBeJEwJ)X1yW+os_~6acj#5~oD`$^GlWWV!f`=|Es}d-TsV zu=)`L!dO><)B1&v0!@smdYd)kJ=iDxeBI;gLM<{xY1gn^r^H0(o}mqrN~l zJM;C`S%Db;`DFkfaRN|*%hYJi8CBH39sK=qcxXT60XdvNG;P-5jx>6@rS@+>dOXmc zF=P5$49glaacN<4Y8%JAY+WKN5IE6oT4aLs~oUrG-(I$I1C|f5c58&YLkoGyYMeyt>D@0AEQ|TxR}x%%3|!Kz32g z*)OWC&L$MgsG{z?AomejS`f(uMw^?MjbuQVLx>QIB#{!#El57U$s#@|2BDK`$@kxDJ{L)%eiL8QNdwg}!&tN;ZorH>7qkgD3RW)SawkHo#sx9wQ7- zm)dDfF5!kJMa35-ap3P!wrQ7L{PB_D>Me6cC_T!=C*dXT6ZM+*`_7!VpYA5MhTeVRVv0uG$KzXwJ>SEoLLZW;qBl7nx@3;5wB%)!#Jp@bXlx-^78Yr|T z+YPwx7*&PDDt{a1s^;ky{X|0oG5QN6{C?vMDRN}2)x7TYpS3{)LJ=JiDRHUqD^qtS z6+IoSz+#Hz-Of+3F`;n3(+zs9;#5Cl&vraM*$`$z{W$hZgR=fLW(_Iv?_5;n&Iial zRXa4OE1qp+2@-)+{>8-fL!uk!0vRenp7DlHrAz{AS1p*8C>R%44d8vBt9|G{^Z9%5 z@n4t|VPbQyuFsj2o~!egV@GEcis6eA`+I9WN7MT?Fw@p1YKY1%puZ|j}9@!na zy9DEpQ-3U(?QC82@g=)&&dfRrBiuGA{<&M(0uf-lh`kM9M)&Vj+L&)o* z)MEV|QsVJ}7uGGXhjF+oUL{}jGNp!{-S;kI2@CKNxq6}~k_z##3Sjwo>j^H$)+r1p z88KmDi72bXqpJeVkc4#YNAHoz$zzC>fXReIknr#xeOG>*N(|Ih7N&y_*rbqmIrVL! zC~2g$Gh+i8mk{-ObA$?+_&xKOxKFO8fjcUQ`j=a5x`R}U=lmw1Gm=&`<-OYkMxhZv zDL#tjyLB?C&t^g#W&I*|E?sc{e$a{Lg_wKyU%>4DUHAbTPZsp#+VB3nZwo1?3Miq^ z!wM(EX_~uw9mogQ%Ww4An@mMa6~#952M36m7tn3c!XO_8?%7p;FB~f;d>!Cu_Zr)q zHYR^o%+!tYP#gF3jlM6*@9TbUquEQ64U6wn^|o8>k!evo0pF#Txey2!4`90>B;By6 zl{1V3o2OQ=UeK==1D)Jq(a|=;CTa!0L5*CC*^fw#cy$QLukj~rG14p9e$`)c?1NS` z>Z$C=Hdh1&9&7gZQ+Pf~8NJ6O{Oh=uKqTF-WN6GVZV@`KqMZ$^oaus?k_(O3N2lkt zJz6LHHYfSMobAYZN!B>Wz=rXbw$otmbrk#p4Jov_vvbynCJHrYPJigutHrBQbFId9 zYKB*(?J=SoN3^|kkZ)f z%c)aKuBb6iR+uqL|9beSpi4ua;nz{l{wo?Vw>VkboxLYJzkgJpj|MN!Oy3qrAKWb4 zW=*?amn1vqNayCvnj?V30G~=GxL5z_e;hz~6pEX7vj)}TI)6K<*^x`Xo32a=iixFU zW%(_<3npT&4dx=+SntIYNN<`rK}39VhUVaiAD`jrkp36mEM1h8gc+ov22V(BXOnL= z?iNwZkNxd{J_>A_i*BT!FZOT0(e<}e&iY<77*4M)N)Ya)u=ExS^RyRjpm(2Z=(nX@ z(L{uOnsT|KRym!qGZLttI`D=#=o6eBGE};r=)j*eKRQ0bHK@+_TzKR%6b|6rD$mbD z6xV;!>(m-?ybuU&)ImXy@px1OHSwk4MY(O5@y@^z+wbXKh+Ejp{BdLRdB@zt$>YWs z-QjunyoLxnBiX%sp?RY|T3=sZ$BTwp8qeKV&{kRB&@n1QiCA9GGwUNag88A-Ke1vl z09rk@y9qG3p0KTG8WD=8GEtvzn%@)^ogXZ6-le9+JOxm}#vqXvtsOT3pXVUw(7BTO zHmYng$oDx25afkKy1Ya2;<@jupsK0@fyJYd8F;tT?JSbvo(m@`wcKISeQU$W9TcY) zyVh*Guwhow47@KyS1s7c$sQr(*+X`rkv&Uv9~FL|oWy-C364n?%ouXXbolWc>F64Z zJ`jhyBvw{VrF~XKe~O88XrC?U)*L-a;&+j35w*Tuv{Cm zZVsnB1-}Qkhw))im$S2c?oC!`B!SJU(C_&BvJ z^fQWe%G?smj3enslLMK{=E;`gnu{4pllAM;KYZjzaJDJUo_-~$=2E88(@R*v?S;wfHd8trEtP_b;Gd-oZk(ZK_nzWM3 z^dYy|=Q_f}BDNbh>|o`}M`=dVVv5wTQ<-0Ue-Ui=aQwP)-Ph$Q_fQJy9PM-B!|XTMgp{o z?KQKynOPaHyW{rT>j@kWyz;(!-#fe?6vmiWzK7W8A=`bT_&c~CI9upa`V-E0P$JBL zR8@{`u#+#z(C9OXa-JHI@Zuu|2lNwG9sWibx${4Q?Wo!BcqbON)VGh*hX=ikk?kEb zhf18Tk9c3w7(Nx%e0CY8;a@1eE9n^V>A06_YWB_8us93;glHL>b=J>{@qh9L7Ld>A0<5SB62R2c z>F+(Z3@iRnUaF<8o=Er?iYh>QJtF>n9iHdRS|v@VvtMj#As=y3{Ns)c)EIkRH$%_* zUbgHnxVC>+ezwyqK_w;$I_}^5aqGEOX#S{~{AkI7`Q>7hJ5F!vJhix^n0Vj&YOoyV zWS=17%%N%1iAH$udJTegPO%~vaz2z?RW7*EqobI2bpk~hxJ#UP>w^nVjE_;8rg`x;jH1e@8zwnCHE9tmrD{i61#ri34m^?3puMT_A zF6!7*)TJ&u!?#N{ox$0h6J5zg~e^g|548Y>h9_0q$3NwFI<&7uTZNVrb6x3+|r4oq_ZIEC!;^78BY(b3V?M8S_5f~&dIjU_07oIf?H zM-c1Y-HrLd;+(StWZ<7u2E3s)5WQaTKM>Qy+Gt=e0pkJF7oww`a%G=nehLk>8yjI{NJxHAV?!EQUVgvB^}Zd(o1)DNVk$o zD+1EeuuFG$cP-tWyL88M^ZS0D{cC5OafZF)eZ@Ji(_v1sKr^Qk`C-7G&-Wij`Uma~ z16K;%_5AOcJ5l6L?VDDknnsGB!lnpHonmycmtHxIuObRU)lzrr~G-cqUSyDKTne9|Jzx;T6g!?GR`K^GkB_+a zC6m(AWH1qIcQrz0mHzaUGB#!T?d8%r=Vqq8u|NyOz-9|zHkJXrLfp!`*j@rmi!SnM zin;>C&7}7Fr zSo#C+IRTVawJoHl1b@POuy%WGPdhpeONd-h^XKTa8Sk#MBN<*$hC30r)zbG1Kc!@> zg2zj*V9|@_>v`ua4RHD$i3Ud5srjac=qvoGYxsKQI;Wc!a~@WVgq++s${#f@~s#{NT$0^SPO_POEvgCs?};3X5hl>o`s8`E9hrdP8$#TdGQ zdj%Vg)uEh+wQ zs;8|4R||j}S$+lodP^BB8)OUZ`#VXFtA_jQ(8f?E3Z zYPV-iY9{Pcj8F8qV=I@{ox%bthrmSplX7thHef(b<7*)|P`8$yR<1 z@Z41M|BJ_YE~@pxw$!WHT(n-?~u}}dM4#aQHvBoo4jw?P-Le0d(W(5?Ys^WO_`(9h?T zE3JgIG?s*=uY)WmBx#urJN!^&veyTZ8b@8E#8b1jM-g?(7~zmZ_Jv$~w+goj z#%X}p^rIJe^JE`PO*2l8QD`to>5lXdL_Mpu?6;y5YOn~IT-22qHaYK4N?6~_4eHZ6 z!Moho-~CfF2tm~FVn=svpVCt}KACy z6h3g}5LVq60F`O`Hy3N$`TDVgjUhn)?PJ_(<8o-jq|+=Tx{*NB+p=jxtTkDp`5G}O zSCrIQ?lWwHIRD2;^Y@N4f4GZ+@N45rgZ2X|F|C`&sK1dJdbKKzGUml{qRGzrX_xsZ z_Ax^2m;;+4u{YK%UL2dh`X^QkFOQ6)`G0e}Fm1v-R31x7-`6h4Reby7Up6TuT8Y3J zwXs^|{B#A_J-+9S5-@B`CY$M2AD5)N)O4MlpTQ8D>LuSw-cACWM5W~kv7rq?&mNEN z47K1QMB&Ye@Jl&2X7Mi*Nb6OU1;0U)lg*_Hdnrv6Y(42Qg3y%>{7Ji+3c`i6?hvqD z0XPQn#k8-DCdK5Hp6Qq@LQh>uS<3ks0HR7bq%lCC^z+lIz!r}eK;4cM9xJt-Z5mB@ z7o#ZFr|;OQlZtlMKg?P`3aCeJ)_m_{cDl!02xvf*=h-q*)_GZh?#fWe{WAjzN69|My&5q9eEV?F;R;|6 z&bMyuaPevY-SEzdsvSS`L(*Ka{^zAq$JR!y$}=;1^ppD#=Mij*$1zz2*Y&9ydzi*p znxMzF(|_jT9<7K*Iz*9EAlPAjCnKQec_9b>J25fQC3^6@paWupB1yO`>ZY;K(Aoi} z0?Wwx5s-5Shy;`keNRIEF4X|wo>H!FbJg~+O@gLLfY;_=HBXeL9)Hz|Bl-^Tf0BIz zM*%>CvZZWWOV^66e;F)D_VE+$5fXo1mCej!c*V=9Y`Ld>YF)ry^aZ zG0U`$7_S=Fx5CN@lS?a<@gRoJTF!dsSZCLj^qdt3fJKfC-K5qC2r*nw{gY)1S z`(zO{Du`pO5kA_%EHOyeZ$%^3oj!Eb|Lv)vB_?Q@`&B4>hU$|=Aka~tAOv)Nf^xj^ z@ZV~{sdi~1TQigRU@F-8yL|BJh~nteR;K+wIZ~{%pHTn;qzPY{=t>NlMQ_a1`U2Q1 zWp!rTE#28BE2!JIE6N+Dmbv|A&M*7LI=VD1TLm*4?ktHz@vZph)K|4;P%QZH>s2VV z)0E!T1CoT_@(QpJJybus>7KM2-mPY!#_N(=vi@tOulE=*p@=yWE=BKUr4W}MJf@>8 zI0VFposq)E;q(0xrpL8PN<6zKyN(C|Tg$puhIAc(YS$^dB2tR3DBY(5F!5^}zvzP7 zvyjKsOruiAeD?c0Qja?)ajATQNB;4C>1TH{*OgT$Pg?NvX8Gjm?m1gfa3pjH*P(Ak zH$C-8=>PBh%M)BL$m@@T9@p}x1=w1ysh@KPRlZAF9=1H*9(cm)cbY~znjbC~y1xg` z82DfT*$_V=(49fH)}bT*q{KeukE&KghQ+4&=BUyy!ECw_BY;R$cDwy`+?Oa-d2Yl_ z@8AyuMvTK!iN%IlI11Np@6)?JbsJ0e4=CHr)1`eBOu1a-QUU$BV=Gxv- z_#8O@H>#P0$Ba~_%?jsJRmF?28Nzmpm`{PsIJE`-m(AsJ9|^{fi~*_ZSQ&&7pHg%l z;pFEs2;Wt?4B&A9h|d6bEdazC^TlISrHa&zx@fZaF=nP=zQ0wbZFM0hJ zG^^LR^cPCz_Zd+J{#p4mf zt0?87LgyMr&e``)xR2EHY-Ow-PS9V`^3b^cnrOYF#qf3VJbrc$Hj>?jR0sy>(#l)G zY8-(4`3P^Ufyy+A@0#>~jV&>~KF7RP2-EnPq(8z_3}l6bOSRj5+v|J#ud?bCZlVmS zGngmjD`sc-4GC$7Jwy|7Ua6(=QJ*%6S+f2PE2*KFwm>E#I@C7>P!@6S~&~ zpp%Ch#vCowyzr9YkYoMg?xE}b^D_B;vjBQ$JnY-3>pHRXixmSkM7yV|k)yx=<^%Di zt=o3aduH-~=@)c9@YdiH3a{AJy+|8pM3f1re5Ku)1VBB9aZ1}ArX#`yz(r^8F)$?n ztao=2KfM$Uqv~Ex=<34qCulFs;Z?BCk}5>ekl#r?(_Y}UVsAmbM8Ds}mhweui{;`DmBute^YK)E&095S%F-!JBuAk!+%LD)0U?2}G7BxI>YBN9NwNboKPC1CnotW78$4POS9~ zEs4M4c+H3{N81R0i@w%=tUO4m33S|_DtyCd^%|Q(DDvU%@)JH;)RLDq`$K@w6#@k) zts3DzEqxj7B_b7Cup&byZy`EkAa!{7JNG3hXa?k=sW0l`He+96?&e0QUxvZJ$nZ`| z4Ez}**gyhn&u#u8{Vay7-;53!)eL2M+m zT&TtFrWD!dQpcir_y(M${=+PSRO^?u%IEDgPU-Wd2}wSB$S$|>6bnhey{Y#z*;b1f zLPdm@Z4=^yzqcnYA;@PO7%kls0{f2K1;VkUAW(M%8|T5k__(&XvE0aUfjDO4UIx3z zxq~p{gpY?hFK?kI*`4h*hJ*rj7DZ})N9gZ*C9k5%ke&jY)cwsJ?V5Y6D{Wh}z@u0G zMQ0p#c*)%2ZN#{^-<2!L8GwlHu+Sn2sq5ZeA772m;N6H{cvbkgp}quy)c=xzXs(hV zDNXdHpZW}p;c7<(z|kxf{D-WYKwYCq$CU?@Eh!>|)Qz1|=V!}E+K*t%gT?qu@IMZv zGrKJ-(K?l-x73|wgufVqmyM*#xe$4ZIk{bLoUCim&sq#T5Jitlir5#L@?SWL%;UEw zV5rr5bNp`gk=uSMuNW@6Z?#f0Pubo-r&3|RXhqvP5GiT$6w6oZ-QqH~Ss=~CfBN>@ zE5L~@&ONcEuUz;%ncg{bP6;NpcEF3|Zd*)jS@#BCVCwBLGFBrJ@T-PI^ryn3Z!xa| zS-e5o#KhV+9zlahGr8+q^*+uGZQ&_0nvbn}Avo?ClP-O1HEXa|pU_daLK0Yih_vQq zsa-8I`NvHYVc>dFx9fU)H{3Q`72SB^?E*5yLepB;n*v)6N+1>$_>70RjwAa@e#xaS zp}{6s_(bZrMOGG5yrDkWxc_#ZqByff&jlUMEEG5q{#i@GR9R(rE{{tR@=5g2YOLj! zg!fKwd8Q0ade$gx$4;2kFbtO zTc>81>X}EEG~C&31($%dQmNE&+d`3;@uJF&kZa!Z*+1V8#b0RP%ds@zEQl-k{(t=a!B9hC@pfOBjkLEnQ9d`^*kpv(iQ~r1%tHn5=G~3X>)Z zGA0gh)L%=Ajk_}a!gL&Bub#G`Z=n~VaT`Z5*x~3uPP2H{z35gY(`LESh@#_Fjy|d` zRnm!_R?aDjhQYI5dga<3_>sQs%&A;}qxs6}XL7&GUETYtABC7BWL|SlQ>V??E%%uy z!=T?8->E7X+3oDUex398l!u*eGH>|ENj#9Cd%3o#q!L4EN=G~e; zM5Ea0`q((;Xuj4lW_EUxS=Xc@)4>mk7v&ag6bRLTtPgN6}jv2yEMD_ji9F z^kgg!X31e2*+r7LWZ%+Ma1$d(gT4M%Yu8^?HT0w1x30{99@5o1p+0LrKA?uq^1v{# znVU;gG7|qRa9lNJ+f18U*GsU-%c8aq;^fV|ts3aY!7~1#WL-g-S?(nmtpB9fydb+^ zV7+9$RMV#~MlP`S0aWP8!SC6mUj5*9+qbNMlGZ3t%2Quoe+{(nAmT_%%k!S_VSc_O z%}lUUZp8|e;%;v*t<2g(#DcX*(C(79uc&uPlOA%F32CTpuu!qMzbP5{fz1oi_L;D0 z^{$%%BFsL@>jv@xNGjlyC66|mh5PY$A3OfQ>qz+F!{XqjAii+Tc=*>v8OYddkP~JTFvOeV)yTf$`5TAfmpX zqQna&a6gfR!VUJn3pl}|>{ksv zZpBxa=a#~uwtfrCZZ$_!;Y!(NBXR7)_whE(-gK&}s;?=Ua0sFEuG4n?bNpubf#+K` zy8K@DJSoQPZ_0q2RA%i8$>9t<{YLi-yC*a_QJKBdz@6B+bdG^PQcFF*R5i@Ur(J9_ zO$>R3&X2Rj<@^(|Jw3H6i0wVIBaZ*gbxPk89KGmNpL=t%C7agMZCOOfT@56)*8OjB zzim7faHGEJw6nWMm&z~w2H)ApXKf-8XMKvld-y>7#kUgnKHDw6r~#hV zU!J-0%#SZI76lIqU3HQ47K=BO~Hg1ulMq7YKR>6Vn%8?jH{=* zee9f%JL0rt83KcpwsZij=*8Yd=LaTB-evFlQ2RTKUus5DPb1@~Xq;J9i!j2)hno^s zt&I3EN{=m?17)a!Nn*}+d!3^=I-W_;aR8UV+CKfXXAv)no2R$8%*B(Z7X@%wBcGl@ zmd}95^bTO*%jStJ^uHtOm#9&j%+zOUiDumk^2v3TJnh#-5GS_EqbJ-1n5L(Fqw5x3 zlSr#%wJZ~)pl#6QYE`rq20GY~-O~9YjFof|>O-r;K7bV6i%uUP~?X$n^3AW){^(R`}xN}(8BY!@+@!Ku=T=sp@_k~r4LtIi9U&+smSJxoq zR%))?DJi1L6B_O%j`}e3(p`yN7nc@z_%COm_zaz$f`mck#;k!T%X&MebJ+IM-J$$o zVaNyjALuouINIoG!o=Dm1k9B<-!5GmN8W6F$U$~g<6_Sha0Fa$>~Ete&i>)yF&vDWH^7sT|N3Wf zgITcd*K*~-Hmnhw%2{suRGHe1(?~utp@vs7MWFA#ehK%U=nn!?rdly|5$nMZ>4zpl zm)>;f@<%_=xz?6#e{*DMR-Wm!=f}u>+LSPCKx#IvC;U+>Xw12Pva~&Ueb?)=zqk^b zc2kW4aeRoWN3}_#^02j5eg}ppz z4T#8O4L3#p-yJtT_kVZXJolAI<_G%2D?#1t%FO*>n|{lHZyL#AWGTpAH(sCRY%m&^ zLaQ-&sP!qY&K_LbWdAWk2vCAb@ihffwQAA!Lc!qb^do8xOx^D^Zla@z_ZOHh1aU_T>af4HNu-MaJUq1S+lul*@VfNDTSc{0~h7C+u(5eCr_E%N$EUd^e z{COG=??^J_-x&Fu`u%vXv{C5|gvdXIvGe!5y4`~g&=pM}{$ce*h~8*4R-_F3*FHJr zpDM-A;JxGEp{!N@sCIF}c@u;7Ce*FW#-hmeTrA5=^f$8)wEyIpTsx5?OR<(N4`iS^ zcVaDrG75VWcy`^w6mR2hg_l|bM1RM{LHlo2NQT)x%Hi%Y@^(lZ#sl#`b}52rk`7|k zHb0#eF#|;1jU3ju^shs<`>w9jt6*MC^C*5nHDW&H*;Rsy3meUsq$XdprnX7C9<47~ zndhC*TQidLz=4tmzX<8inAGnS3!SjBI16?TM~is!ZK4>~(x2;LHp)X)7nt5rFlo^J zQ_gmiu-6Jd*;|S`B|08Bi)5KpOrhz#(GC^7KIbFL%AX*rB~y-n@{!~sdH z(kg~?I9bp?vD&QbF(t5HMX=8r*Rp!C=$E5g-g(!clD-g=lScugMiU^J#M9&}N;FZ8SmkGo-#Wpbi-y~F zk5|0Hzv^2*S6|qX8`dwcIT^tg>-&HRg;*+y<84P26A2B9dD>8_YV(45IyyQOk45KK z&#>X)6kbRK+55$~IUmXYeG(Z_d?lma7kZ)gTsW3&cgpI51xsxr5_ez{dD+b}ZS?dv z^2GOqUv=aiE;BHwU_9PW(h1PM6|fo>6C{J?68Dg>n*1k?56-_hV>Y?!cg*tsh-&oM zpaby|&zIZS5-QwxVr>Qp`jSH8rCtL|9h_Euu7uv7p}!(DG`v^yqA}WlE!!+7XwKWmFm^AvG4)gxA4Jcf12L z{x8$`Uy21eUhv(JdtW$$VvUz>t8eG|PpRG&k(_5d)$BKWnDBCkk(&>$d~+KVuP(AX zksq_$LZ$HcF#l*r4*F&yIjccHjftyMbK3wcj_WSxZ9(!Qp}%`OomVO^Z3dz~chA6^ zf+WJQ*YZ*vRO17)xz5GYYV-9NstKA*zS3&l;!7?2UeZ(Xh2x8=RZ2}oS1;0 zfqFU2&8S-pd=Q`R&0=~nISLQaaCoxh7f^@ZByJMEzYg+f4EUf3ZK`DT$tBSg0)uo~zi%Ir+Bf8&c! z!B^{1W+v#)k~}=XSK42$B9%hB)$cf@winDTEU1Nr^@Rb5TgK3JWO%qLOJHuG*5@($ zUT}=a?Pt(Tzn=pD(S7+!x6Eps8c_DWV`0H+_P$Vck&HqSo>=hGc=WqFs-11|6BHL0 ze@#RbI*VGVNm!`2J62&X?-sWaZzuD=8`ibZ6gbv@P&BlVJCH2B6|)EuD5O8y-lilA zi4JYvwU~8lZ=LzM5%B$E3ipt1GqTDsz7ssh^-6%>%TjJH;%~l2r?v)a+J`p++5M(| zeep5v+D;wW`j&oyGK)xlT0n+y>~CD%;9O;)cNL=cj`_9rkMddA^c1(iv0v&gs1wCfu(Li+?pk4*s#BuZct5p zyUs5^D;j*uT)~!gw&JqtGaC|+u1S0 zTJ9XQiZzB(wJ)9)04rNzo6>S3-q;0v#W2Ki#qWw-qtxJNxwZ%n|!^@vL!0i358EwqI4hqBRuCXM6xx z9^GV4J1K#$0>g&*4t69qO@25a`}K{2=uhwP*5({4j^ht93DeJSL+9L!T{WMe-P%ri zpuEo*4P01P1DdTd_r%iKo|iz6E>GIMZw6Zh9C)x2Isw01?sUIP?WWTKCWZmQXxdA$ zK6j1gmfTB(Z^Is1@9$#SKW)3~+$x;bf7u26jXX^;T^8*>CM#asf`LYVe0*30UVHZ$ z?b0IgU2UJn&cTX*8EOcvo1;sK%Q@_EL8&+Xc24>yLysJdF(*WpsJRJo$THbXCh ze}y~*3R9;Vwaowx^F!GBSbUG@Hbr?cL%8697A$Im;Dr?14*J2$lM4Yj(6|?iyFhzC z1WCNkDsA=KSyMCDD*uo_VlOvvczt%)c-;GRq%O9TCyea**sOoyzjB|Z-jg;^nw+mo zjOJiF?@{&g=?bO@N=w$Y3Rzm~%EF>wT1&q^UbtN`Y#~UPKR#a&WWW6d(yCg%+gax1 zL2XUh_kkGzfg%7iTB7Oc@s4rPCFF4;T5aCA;d7%=ApRN2yiWW zsuhBelnt(5E~i!CPbbB&I3E%E)4gxAeHopCUxLa(mcfx;W$iBR`}W43gYpc%E^kwB zdiNKnC(e>xN)otgK1*ENJ9Z>gH+@Yvm<|WW6Vfs~ZlXypa^MS?ZXHy^4dHk7=Zy#n zkq1V0%dpgRoL{3?)@R(azAwG8fQB?1{d`jxmKDDVCQ5O320?|f)|lDE_tq0%SehRU zCZBT@<2pa}I+-~JJzTSbiW%Y?RUyzCd)-nZUzFkSuaav@Tdi#`I;9C{2v!!jVq4t# zd(Le^wr)|1rJ6?y!+V-p=LfBwD%r_n{$>#Hc^tnE-s?Z{pz0D#jz842oUiWC*L^j_ zKX&~}{pyPSF)dLe0;joxaBF%1=~CB_ysM*{-l;cU7JOtfY+4k|g=axNT8tiuS!SAZ z@~Uh1w0t1_d#4Vf_nVpxx-;M1%r(CQPdkA{!Yz$3@MDQQ&_k{98Ia`7UO9f63x5)a zjAyw(4PI@V-#GMYt0{PHWqhXzyKK+&t2~}WconU)@NY`n2U^(F!g7c1Gy}3<;=+T3 z6_1WC@15Lsf8WRjuX8dov+v{<&wIaR^Q|Mz-NHUsi~w}dRWb_I7#3#In=RS7yMG8m zhmfTB+~<9GiU%E67GW(f7;4A3{wA>B^%Zhn*)@cEo5Msv!}}3cm`|+>f>f*%>*b3M zwGf_^m4K(_+eNA6N!4aRTP(l_dC0`0G$gzoggXJH9Vk{)O;)iCMca@4Xa9ReQD-q?UjG=$P9}629PptQ z$)sPNrCcb8iJRvnC>5PR+KCVm!UhUZ$+@h=)jm;liAuAV7a54A;xa(#|EW8)p7Ap( z1!uDg#po2B{*vTLQ@-)T9>$eG?>IT*80v%9NCwS}&$ZDel8f<=xDUpXJ7MK+wOls( zx@oyHo^P`7e_iQq2`La;uE`R%rJ>!me{mbR!f3t8VD#mxft5HwX=!Nz7Lc^Q`Kpsn zL{H-7FWA;zTHMrO@ogX6zAFu$O4C?#5~YMASz4kXV^N*{!6ypTpU z7bB2*8?#MQ<_&|kUH_RZ^->Jxcxw}{ESqX)Zj+DnYt<$bhLlrj0BjN|Ki15FBd$E- z?r=h2^c6pAFppL5KFSE)Z_)7+*Uvcx`a}wl~i7917&OiGP__qbwI%K$6h7I`;nZEr2oxk zcTIY}#q0{%ki+>W3;J+>LQ{D93!&0}sn=GcOlPC7B-G`hC6#n)Uqc(x*fN2T`n$Da zr)_mmj(X9}C*;Tpo^kDLbIao`9FE28vytD<#mQ*e4}RMEvn*_d`;*~VE<&1bhS|I5 z#4NExSsBQ5yg<5L9ksCIImTL69jTviLT?&ig72Kxit#nDr2+8LoXZ^qhmZ-%eoYL(mh99<9jq+w+_NVVaad@bZ&~4*x0O#G zqh61MR2igJ@0Nk57@4bSm}iw8jpE!2-dsI)diad*uLx?^X_7W8c1Go~mGRzz1&~DU zjNvvPGSe3I9ouGFK(GDzInZ#LQqgus18#F`FEQ719@c;0(x_kGPA|YsEPs;I+oQ4X zx&aQb!vs6Np9{UTRPXz~T_uq9_(U|b)fBMmf|(blMUX}^e5<%g9a;Fa4sNsa2c4fH zQchAxCy!4To84M8O*+2p3vZ#L9#p!^P?V6*eY1(s zR#y+UEvfIZeNt_&1wbj#X|-)wJ&fs&@k5~yt88`p%Ycb=HSp!;11*)I*msY?mGkp~ z2=Di13Fu-;JDObI^jiI!!9sNZd+}t+J->Ho_|Y`eQniFlE`$n~-{e4Ny5$02qY+`O z)K!C3Whae9k7>?-p&1bRPNe_Y^_>jsraoQ1GG03UcsRG9?ncN>e@->d?m>xRD*o#4 zBueMv2IHTRCmJ&PEASmMRw{UT(uVRE%W479v2{291@~@o1}pblv4_02DQBx@vD#p} z^73*U6vMAyD{R8(+fi0Yj%EK5kvLnlN4E4tieD`9_=PTCsNY=L5n~5Yh#=8A-+!Vr z@O5TY{38$5ftI^2514|#!tzv#LGgwXgz@uGz2?yt(Y)=o`c&(W8uq`xVA*mc7l{Un z`Zgfl(DE#DbB0+wI8`!AY34x+&s{b%U0FIEdE-MvweWDYQYtQnwr}&>{A+9S`(0hYb&ejH|0N|9un4%tnMN^3L`HV8 z`JZ46Wr$KHCB?6_0*X_JcDi`Y8FXE(Op5-$(J4JJ6xjJyMI*0>+Wu&o3p4k+w4hkv zj;R5nm-(O$C5Ah1{`{FMcUqFIip1*p7^GXEE&X)w8DmpQ7f&!cwEJV_skUM`Eusb2 z;^>AeY0%O}6t#wYaB=Xk*Q4{VFJhU`h_}EbQJAEqyd`>I?$t{-NTvB!GrZH88zWXD zshClh8aSF`V zluxTZJnZ^G_a1MEJhbC=hU&qCh%a0}_(11fYXalWJ3sT!1VyC+dFV+|mlq9j`c~((S?pDh*Aeio4c*Q2>%}DOD^r~7aHAAv~M^# zC^?20bbCO&SeNxZ$?e?f^90lX!vlT9WFqYsM=;QKS>|E$qThzkE#xrn@2-96|11v$;q5V0KJc^VTZ2oY2 zafW`SxA}LKX%P}pHUEcE(7Jmsd4U%olg8M;A4&ldiln2-e%{~v#@MU_YT#188mn(xLM?wXxM3gi&beYxDc73})3nUgS8ca_t8eE_p z*9$n$dfmmDuCOO;7{>#Dz46D(m1-}ujz@?=aL3$Tma7)}bD5&rPKyvxrC9U@pn{{{ z@Yv4>12GUZ@87?%?hBT+>{PLZK9%yoE*+{F1bAwx>q7w0Me!XvXqAx*<3W2mvmuE4 z=E+Il-VAbgfps({$RdYq-kLIx5OC+jd#H$IdiPOt(2`9A6Egf$c&@r?-u~aaN{Y^j z4X3+!*&oY*En=wlrLlhVK5XDt-1*_F}{P z?{VgRew^nvaf_#Z4$qggIO=Y^FJQAS?wlIlswtQC^xnpvJ$wrkOcEKOT-sriDi^a2%jTHUH-+`VN0A{?%Y4(RC|W8aTr??_gP8t z8w?gL5Y3PrS6fe_lxwe;icU0jG+Ieu(?#wD0W4E$Adix?;_LC&t?HrBI(h7XP~AS) zT8`8@(;0XkkEiR;ub-bIhI(q{6Y3KA$v)}D!j)~EYPEzu79)x1dSNn6!zH|7`BoS! z#S{{B!ePy4Pf;%+mJw?NoyM5l4qcFpq%p8|+1)x;lJV^8{8SE9=k!m#tKx?r;4i~0 zK7Ac?sB+*}FV0{$4g?RyF@8Y1x1oV&pKSDI``umI2&N2&0-P>Nw7gCV1VelDn4<24 zEasoLi-S2K`yMGurjl%mjM#L4LS4ZlIp4cua6*v)NCv&OtevNYPb6AJHKl zS1s}bTG!kAL50ZDnqlCdfp!o#>kKm(J<{28`zmG?VBt!@%b=Vk1QwP3heNE)Zr+v_{ z>x2)C4s}4*ij*liI!2F{j|j75if-e>AA^_zl0Ec5cZc%O(}`8`j#_JqKo1Id2)-BL zHFQuHz_h*YY>+ZC8!gc36b7=x0JP;l$CVba>ga_C5NUOG;GT&0>COf!``>IJ{mn71 z{tJ{KY~JY4=fHyzjv)f^>yiEoJyOk#vBvV#)8%s!QmShtiDdVn@XE{}8keHwVVttn zb`6H#=v{DJk--U%W!KGsS$Kj&;$2hBODj%N_VKT%?YEpSY0qU8-HGrNUO|QGl8^4Y z+Dgj*x=WEZ-BrVDlCY@iWkxSmP=PfQ$H)&Laj2EgZ(i^)mD4=@)^jD;EONjKB_BUF zG<70+0#saWIZAQPXb|ykRtRQm1x3Ey^uIQeA&EX(j`G!)KcBwz6qcs%6sejb?~M*> zBQ-qKBwRiEs)z)Y2B%GD#cqA>W|(9goxz>Mql-h!mX7KGf^?=1_E%ajwSBN?Gi@?N z{K|Z9zDkm~IL|LHnl@Jnr}4c*ObNI~qzWBKm;w&Rj&fve3WSx%jofQb0C+SqB;jrI z(t%`hzLZs2yP9RjHtD5TKz(Dx?UVgQc$4#ku93R5(0fiUl7j#&Ai@1Pyb4{*4>T-$ zO;>pf1aM-tdfBHWH|oaC705^ys0iotoV3^ZD@!hwT0$A0DQinWO8qk&v~nQrzrKgM z1L%7Y_a}JBl3s;3b%=s96ia2UhuO01<^ul3Z%b6hcRGKitg1l#F40#Ye>{! zGejhGU^sAwF7{BvzDd#V=z&VQQZCS-iJs6`nASwrCPQoBdaKLQde+eP;VnEP*o zs6HTT)!)+u-=_x19>}0oZ2LC1n^JPdTn@7_vANFGw7$OS=DFX$owr0Va1s%(_D{wf?LW)wKdU2#;z+ALIC-P<`}AZV33h$3!?VE!3c<+nb)X?SugPQLD+5gOiJE zX;7!is@*B(|6jGv=d1SHCIlFMz#eZKj9G3TM3Df+3u?+aeN0>?XNsI9w*;~J$L!c2 zBZ_*iZ>TZ77+lp+tU0LM&-c79i%%n21Zm6;OH~?<9Vrkp?qSnBY|4nZXkuNzXk_-W z3iR&6Q9l~5$0pcZ&J}fsfpY(<&wlLcqDmj;92^`3{ory~;?ig#GI>@a)DF}M?$+G-kPL3qYZ)F+qVa~kc<8t$x-J$b>ZBh%pFq|UIP6V2X z^E;<_>!e;&LR%^Z-reI&2fld$MTvZb`tl{`FEKD!cq4G=XLIz606kQ1O31lQ?E)(Oy&YDb)1fgjnKYY{T2OVOzXQaGDOo(*OJi+*EzuG;i9h&Le9p z<_x5u>2!WdVxa@6s$$W8pO`H-g}SS*xdJM!$bBfL{4`~E*r3wX%{?_%J>ReDHzDLb zG}KuYTbaRBfay|FU45&lE%+t;g)+Dz=O|OXzu2Jp?eokwb99)+MWy+q;zMC#a`mpw z$%o8zbtJiuCP28+Gd`4?D*@>#WvxXixa5r=rfzx9IDT!iZ52NV!H{7d#?=f2p&P(9QtL!sD9(Q!65KF`WbUrq)f=a{=qjf6(4_C6V+^5lP({@@kt*@GAxjFUvE1-|!r(7q4Y&bmDp=m`6Rm9^)D`bpg zWI)q;|E_5*lyof5i`{NcevE%Mx~Kv+=8B>>$NM&UB)D{1eVMJ#NJ8hB=WxNY`b-(tr^n)wS@nVz2y59zCPh2?U6#BOA!EbeVT+HQ$G)UIc7GeXySfU%EjMR7K1GQc z8BG6vyF)U2F^sEuAububB9+Uwb83?U;QjjfO+xLH>wub0n=95y-|Z#lp+|kk;FlyS z4sHd4<6{+&j>a3 z)*Q+|h{1Ion{($)HR$2`X#Ik&yWfBXewN7H6iy z75~4>;d)~Hf9)3qmAZjJx*#8)Cf;9JLc{Ku<#?;I_)dRMrlF%(-a;+GGI)pe;v$9! zD}Ommoz}b1JpQeFmo&N`sfvXUk;VCS{k7Y5)WdGHkbJ}@g*Dt6`0!U57nR_E%mOmoH*RgJ(6a#$B8_~PKmUiAU*f1I46VS9$#=cfOrk(Jq|)f z;^-i99e`#4;KE=4MY7vys9=U!iJsd=Z;WOPi#?To<*goo?1=uTyCRV(tW!-YjQ@1& zii6@F^yCJBJ0jjEI$AHI`lYNy)=FoI>ofp)Le$OjHX0Lt6^@41u*jQZoQqa zy%)+wRK1*2=1KViijxBsMyO*gdu~LfHva!rF)pww27Y4)=mHXtbX)%8tkuGxM;rZN zdc0E>uTn=Bl#Klj++7F}Q`U50qz*6#_tiP7mT~ z_+>g^2@v~9J|kRDRBM;e!($7PBU{P-i4gDi}aRKi`Q9R2)KFc+FhE;YAmMvM`G(Md-=JB4Uu&anfZ)}}U= zmYQrm65H@xnC3Q2;%e%%9v}+~YUp0?R@%qDl5|c&>V{g3*H77X@15w;3_aJ(f5SbD zpab!IEu@TQDSXaZKBR>j_kgQ!vGP@}sv_g=``E$JQIFcSR1VWnnMQ45&G>?D6O}7x zWRHnkC@6{%1OcGAYAl-igmHMTtvA~#`{gC|+iyQwD(M6?Y)i{ADWZ|m?#3nge3ba~ z-|nX28jwH(-(&vuYyqiQQKxAflC)C|BigES*i{0B-fy`Jj0x>4j{ba5Q-4PdRT8&2 zlYK``Xr?->?#Gif6oL;$YPr6?=JFOsLc#px>B*<#+d@z_eX$uhQV>2cv0?Ma?<~f< zb~1?>m7s(uUfcpj?wj2hLUB2ous3G=PRf1&iz3!+RsN@?97MRUm*-c(^CN;NWDI{- zwz$}Oi#8^E*<3u})))|y_F_9foWlp=-8D*8S}qA;Q0b0CAbL_0R4g~PgPsHIu@11W zr;By-0ja{xP6j0AS=a%W(j;5~g7214SCIevlhFx4mM1{ru=|_WxZ`C;Mh1qy7Manp z-Ao{U8~TA^x{>avgUC^VlE(^G;8FH*fCbGD|&XVi2X%H zCI~taDRse96zW@{VptS&CVLkxjdEX8{c^Jp#O7nYY=m0k@9YC-=(p{tQ@$7lhp_2k zq0TxkV~)LF%d8!ckM>qp1)~{HAWi+;Z7jLAZSOC5(StiJIs?;p*F+IEdr7~3tr^gP z3MV?$=KBYRT9W~|5q4Oob5D%ae{XH#R~r9!`|AQPV0OP-SCG`7-@hjqR!GteaMEap zECm&daS=r>-UyI8G+$^O0-@m`rTTd(1NS-e>&-Z&shtU!3!sAgE9g-obMdEXo6A_R zie&nWp|@yQS#1m{^NSZ`w6c<7>U>t+{IJrXuo1q>86$RTv!S4|Lk(cp(&mHY!Y|H z6*YZ@RF3q%NuY>ey8YPuV|nSwtd|7EPK} zh)7(81?>v3_86OePxgmVgzD_^{pUabMvd4#L%dEY01E2=ei+w1lmDG&V%mVpIXghc z7w{-l?+WSSO}p(+^_wR7vQTAI?fr=Xilb94HjvuK1@`G4Z70Nr*w3@>Ppd9|yVon3 z*AHQgt?W8RFpyxRULDfED3Vl7 zU;7n;bWnL(W}=2Y4eL8Yzq@sf>@elcEgT(|7EW)4U>H34in>#<_5fCrIxko1({MXL zT}ncp#m+5^P2&Ud8zsd%PGiG6mZkkSseL1m$YxkF-!J!0=j=+Ik=k!q`2BzT4|!lp z3VaoSGn33@nskztZt2jV__ln0%?Tu2#=I~GCO0rI-wBZl5xkN=Lp}`^Hlt*iY3(uv zChYBt&Tl##12Ccw75+}3biR)B)EJ$cZAjTcY{u>35q2(*eK800{8G8<%I@%G@(5x! z4N=l0h$q0dg784ZERaH7W7KLZ&|d-j%j;Jt_9OYwvD6D8u?V)y8MDN{PD`qdVEt)xF`tZTJ;+v9Apn-EY;q^%`C5YAr z$Xm9VOiE4$w>SbR4$75JfIJxV`u`V=iLAgBQBu-%S(}sY7W10SOU6jF1*3;39;CIC zQWZfau&6=USP*he0uN2D_-F0$_Y10NYwsuy07x5#kPdCvAQS`vJc#SasX=nPtMNH zamc<|N*N;i8l+w;;i;)$ATRv?->UyBymp>&q7%}dWf2Td{&YpU0Eo1JL2Qk*mfH0m zZoKCV^$MVvcpM{)c_tDnSfQQ5YstFwHFk4>z|0X+@5YMKtXO?dFoEK_H4wk=QW%TR z>7mNF=?*W!1f_8P-`Vhdx7nZq!q(?60x~_@N3R7=NOrSzyi3Y-RZedzfr)xZxP8Pb zv(Ogtifth~lm7LUcWs2fH_JKhvdh^>$Ov8*qLNx80v4DPlN&D&*b))=x)_C4zu{LfK6&vU$=-Y@Tm_c;Fd7mk^G z?)$p$>%7k8cb?bzQ-1xIV+d^BB`Ygx4JjpoVRm$CQ0_}zXP^*CF7>+Z0-Ck5XO zv6YDVI`en4Wae$CqV6zSX*G#rCic`RogX}Y-aJ{(OnDp{fWekb`G@)g)1(H2LrZ32 z{>yD;tB-`$9>;(uby+z1!fGa(kk*QEq~!0kv3X%{G1w3t8tqNfg6#ZvaF3f;ejv=K zo@a*IN-~_9+Ni`P})5*dl#>LE9nQBRZc|m_=^QZB!_3WAM8p(jt&k=o(RcNmuW3}llL_tSAwY% z=zkv?ChNtzjHBEbe`h!^i~~z7RfFZ!EEW`C9=n~@k-lH)mgKVcfWmm(7zNu_ z+Q^-NG@+TXTc%47&YrliCyS(mwDGgaHaU9j^EPFm5PuI&B{|0`*fV$oue90FG-30D z(}y-B+BR4Lf^=wGP)LZIOxW=l1qB6L%1B>-|5CiruRF)x|HR5r!?wF*Wg4D-Wtv~v zw-?h5CUj%lYPV@u+p~zBqr43qB%UE=_Ok7Y+Pm{+P7hTylXaPl+ z>cJzb5#TozUGl0KY;-dmSbn7=?#{8u=;{D*+UK6~huOf=%X0*{D}q#6f8ASzRT6UG z{{AVX-RK1Q6FqXSdqbWg*gxfCRSsRmZXl*&TpeKlBeS_jl$FZQFCh$M3RiM+8YkH|p+9Dul!)CD8}P5j<}N_?=uiET#&GAx!o&7qRiNGtEc0>ZZ<%^Ms5saq#%#}iQ~n6A7hD% zSJ*ncWqO%;7W#h8>ZdF(-oofhcCCD@7jMx!Eng+BafjXx#f8*S!{%|2rL3Iltsv)G zH*D#`-_X`;*GHjz3x9k3oXjHYHlX=>&^XOY`lz3f$J88+dDi{ifz8m?9xk*{d@a^>_?%%z4N9`aK7)2H{L!RmC- zq=ek67&rH>5v^stUk?aR2xTbiPl!PBB!xtjza*Gp_A6gk3`$+$Ja+R?O&gZgq;`Y0 zXkgqbB{Fyy&IzCNE9P}6x{Z@+jYIXhk z6~HJ*ev-l@(m(vEgGW8kNw&eYHtYADZ%)+an?uOS<)%glTGWzA27>*4eK=Yw2j_I8 z%iEiJ5@XA4YSt`|5ZR;clbTKEO8cb3rB>Ygl@TRO&)B`UsJWz9wF?@E_H~~@QT07^ zV2OOP+{L-XB@i}r?}mEuJw~AoE?f`qcaYGn@W{(nRdK)1eL9XqnLeT6b@{gqL!p8L-os!Dk?IwRau<# zSy>MRj&zn#t$(ek7ELD+(v$ivhZn2yu8g|8y1KesBgv;xpBbxd=V~wjo4!Obkr@fb z6;yi>0re8=A=@8q#>vUdv98bl7HAZcFVpWG?!Qhl*zn6k{QC^(T zW%*mA8UNVs{=c}>|7NhkX&D(i8kB$TP;{RNiir_|kze`t?&{)LZbNbY7ZRzQVgAA5 zq}nqON>v~vde?pnxu9a#dIZ=gIj&y4x{ZxZ18P;LK5duz=uptM6vfZB6;d~TwbDfy zVypbjXyoK zj6dwN5A*h;PSi6fb#-A`*gulom|25y z;G=1V_urhuciE%7#9mJ?t1Bs@Gk z0WuV0KHe7oLybuBmhjiF(+RdMXYG~jJMw1?C+#5ffR4SF)stMKE(2rOhkZA~FPo7dNOZDA%SN7kNN z{mixtHaM2N)dw`%4GIxb=RikGtE@Wd;2?dBo{uP_SN1Q#fVH->u#jQy32||8Kj$$* zaY=(R#CVI95o6o-pAD*$)Aa8^2}Gc06-_8Qc5f1y5rk``F{qSX)+oV{gIJdasAe0< z)(GC~%5+(tbLlV$7qqL@mD{}o4J{}N&o!wd^>uVEH1s#88V=5RoqF(qNl+da9?tDr zdD`2%w5`zkt*6HRl+~37AwGYb*H_2SbXC$-9_m zjG>8QPYAFmT$SdzHxpVtLKWH6o)3O>@N8f}b@Wm#BDD}?$Rg9-yuBV$l8wDG#Dtyu zj;C0KD$ksWFVhfV<%g$tTG7p85NnSEV^_M$5;d#?cKq$_eR_$0+@W*m zj-W{4dw2rU0VSn<@DQqu3F~xe()9rG*f-s>>si^)2+KyGX-GiM50TX{b+xsIa(Up3 z?_1*GdZxPlLFbn_ia3Ue4@g_r&N+U{Woty+8$$9o;sO1YQ_XTMHJm8I#ZGQ z+S)%q*h3t82Z$2^Ip83XNbd)5cFmckD;F0a(&K@ODnFp`g|eY~nmngL&y1ht`I|Q- z1w5&o(G*3nD_bwkjRy?%QQ3*{II3VgWLbzgR<%>jhWe>i&}XoFPpPa3D{9q6=Xus? zK)+wp+$nbWlE+{pa=pz_+>!JjkyO^jigmu1=#o7pEg@uk-LY)t_)BT? z!1-~CWnCmvM@jW3+S0?xCS#6Nw|OaOePkBbf#m)z*gzS{;5F7*;qo8A`hsuhZ*HGi23l8D8{nI zTu`QHOqMXwy|!A=A+4;;&#p>8>b+3ZEkAQO;bi4z-}-bYa_NDd>KCt4uxrZ}ElF9$ z#b%juuVJf@Xr}z5s9R~lW(S0~HbFyC<%Le?n{8QLo_Cp1E{N#}%jbEVFR?;3f;XH9 zik#+maWs!+Nb2#-kY2<(`K$oyWW07Fb3E-lh@X5VLaS9}{+s1UpASq_KG}kclQ}Et zggBUXX0S?WiJm}-*HxS7q>moa;_04iv%sf0ffjX&4b^H4Y;x^=kk?0_ZPM?uKMC{T z<}%*F!{AoBGn!ct2fH_eSMMHt_s%D@exE{57i5XjcD^y=K|;7iP?nTDgK^ov%`Pn^ zW$FY+YaZ;=Ajo_O9D!z+=OhyR{Wt!I6k9tQ9=PX8r4R6j&x9h@bwy~xU6U+5Y+ryx zr*Ve4yyM>I3bJgH_w&oP*AcRPmZOEjcd2s;uj&^E|z|4R3+hyP-9j2A`)~a&yb~ z(o4A~wIC6v{jhBH4V87tx2_Soa;O;!gn@zW6pqW=Jl7Je&VS-|55L6$^Bv#f!uGz1 z+WmZ<8JfSbh=__#!~CY7?;kNstdRApi2!oH^qQ9m31Xo?))tAXQ==AZXv``opXf_J$?3*2tD6I)g>^B?&s&cIO`F0o-3rKu6t@=KB%j7y zX9fcjn;NPmTcN?wnj;s(E|99hEZL-)3xM9k(IUg6qw#4r*L^?TXWCTU%E!x_7Mk7!@x01(vQxXhjGX9aC1lXr$e+( z1=%`in3RH12BRiWTeeEGV|YcUPMsQ=6#s2r_}cx(++lvKU9li`U=2s0Wp@X06kj%x zeQ$oO-PRLqw*2caZWr;-{5Sf+eQtcgCC-ySI9p4ps&mH&|x%%G` z>-pU$d%?P-{Q%&z3IMx%6UG9UZd_UtS@91G3qt^of5f7+nA767OJZeZ6${W@ntRc# zy<<~SaKkw4$C`XQdJ@IQhgA>=VC*qnuI|>5-E>S;RE-e61paoj&;npLZPtKk6nZQ+ zAxL~n3mq_+c3jxdE^zb2Y{&<(f}|Z^8P2Fm1UQCQz88Diwzfj`+*e4Q{#@(=mudh` zL|9hssEbnI%Dhxiwezpem=4#PIu}px#u_t?a*k}D(7lz$7MR4WLn)KL1{1b;w|sv@@YiBaVEt8I%SA=toac@@%-e*-#N1uu9@BpIJc~o|Nqm1ACXu@UiUL za}sGv2f_4XFg+h1Y^Py_UyZG(^q`{1KF^| A5dZ)H diff --git a/book/preface.md b/book/preface.md index ece020c..a659e51 100644 --- a/book/preface.md +++ b/book/preface.md @@ -1,188 +1,167 @@ # 前言 +你不是来背量化术语的,也不是来硬学编程的。你来学会一件事:把一个投资想法,借助 AI 做成实验,再用数据判断它是否站得住。这就是本书想带你完成的事。 + +你可能没有金融基础,不知道 ETF、回测、最大回撤是什么意思;你可能没有编程基础,看到 Python、代码、报错就头疼;你也可能没有 AI 使用经验,不知道怎样把自己的想法讲给 AI。没关系,这本书就是为这样的读者写的。 + +过去,量化投资听起来像少数专业人士的工具。它和数据、模型、程序、交易系统绑在一起,普通投资者很容易觉得:这东西很好,但离我太远。现在,AI 编程工具正在改变这件事。 + +你不必一开始就成为程序员。你可以先用自然语言说明自己的想法,让 AI 协助你写代码、跑实验、画图表、排查错误。你真正要学的,不是背下每一行代码,而是学会提出清楚的问题,设计可验证的规则,看懂实验结果,并对结果继续追问。这也是量化投资最重要的能力。 + ## 为什么写这本书 -你打开这本书,大概率是因为你听说过“量化交易”或者“量化投资”。多年以来,媒体都在传递一类观点:量化投资具有卓越的投资业绩表现。然后,如此卓越的量化投资通常只服务于高净值用户。普通人常常因为净值门槛被阻碍在量化投资的门外。既然如此,普通个人投资者如何才能应用量化投资呢?既然无法借助他人而使用量化投资,那么唯一的途径就是去自学量化投资。中国目前有2.4亿个人投资者,按照千分之一的人想学习量化投资而言,也至少有24万人正走在学习量化投资的路上。但这些尝试学习量化投资的人在学习的路上走得并不算顺利。究其原因,与量化投资相关的晦涩的金融术语、复杂的数学公式和天书般的程序代码阻挡了普通投资者的量化投资学习之路。有少数人能迈过以上几个门槛,可是新的阻碍又重新出现。学完了量化投资内容,在面对真实市场时,如何把量化投资和真实市场结合,如何抓住量化投资应用到金融市场的重点之处,如何把握把时间花在量化投资的哪些环节上?要解决这些问题,只有建立一套科学、完整、可执行的量化体系才行,否则,面对波诡云谲的金融市场,我们无法持续构建出有效的量化策略,也就无法真正享受量化投资的红利。 +很多人第一次听到量化投资,都会有类似的感觉:它听起来很厉害,但离自己很遥远。 -我自己是算法工程师出身,过去十多年一直做 AI 和算法相关的工作,具备了数学和编程基础。我接触量化投资的方式,是从业余时间跟着教程跑过几个简单的量化策略 demo开始。之后我发现工程思维里“拆问题、提假设、用数据验证”这一套方法在量化投资领域也成立。这不过,这里要解决的问题是金融领域的问题。三个拼图,我已经有了两块,只要补足金融领域的知识短板,我就可以继续做量化投资了。我决定深入下去,直到在这条量化投资路上找到了「一硕」——一位有十几年量化交易经验的搭档。他正在尝试用 AI 来实现量化投资,他是统计学和财务出身,具备数学和金融的基础,我们两个的能力互补。之后,他把自己开发的量化投资策略毫无保留地分享给我,我们一起把它拆开:搞清楚每一个想法是怎么产生的、怎么用数据验证、验证之后如何在工程层面真正执行,分析执行时又会遇到哪些大大小小的问题。整个拆解的过程,让我获益匪浅,这也是本书的缘起。 +你也很可能已经在互联网上看过一些量化内容。有人让你先学 Python,有人让你研究因子,有人让你理解回测框架;有人让你装回测软件、交易软件,名字一个比一个陌生,比如 QMT、pTrade;又有人告诉你数据源最重要。他们说每一个重要,每一个都必须学。 -这本书能写出来,还有一个 2025 年才成熟的关键基础——**AI 编程能力的跃迁**。在 2024 年之前,“用 AI 替你写量化代码”还是不靠谱的:AI 写出来的代码经常跑不通、逻辑反复出错、库版本对不上。但从 2025 年下半年开始,全世界的大模型在编程方面的能力突飞猛进,以 Cursor、TRAE、Claude Code 为代表的 AI 编程工具也在持续迭代,两者叠加,AI 编程发生了一轮明显的能力跃迁——能读懂自然语言写的需求、能把复杂任务拆成小步骤、能自己调试、能记住上下文连续工作数十小时。 +什么都要学的压力,再加上不知道先后顺序的混乱,让很多人停在门口张望,迈不进量化的门槛。你不是没有兴趣,也不是没有投资想法,而是不知道怎样把想法变成一次可以验证的实验。更具体一点,常见的卡点有三个: -**这意味着什么?这意味着阻挡大家尽早动起来的门槛降低了。这也是本书提供的方法——“你用自然语言描写想法、AI 替你写代码做实验”——在 2025 年才真正可行。** 我们等到这扇窗开了,才动笔把这套从想法到落地的完整过程写成书。 +- 不知道从哪里开始,只能在教程和名词之间来回打转。 +- 想测试一个策略,却被代码、环境、报错挡住。 +- 看过很多单个策略,却始终搭不出一套可以持续改进的方法。 -## 这本书要解决什么问题 +其实,我认为,初学者并不怕要学的内容多,真正让人踌躇不前的,是三个疑问:这些东西之间有什么关系?第一步做什么,才能先找到手感?最后怎样把零散知识组装成一套系统? -这本书要解决的,是量化投资初学者可能正在遇到的三个主要问题—— +这就要分享一下我的故事了。我是算法工程师出身,过去十多年一直做 AI 和算法相关工作,有数学和编程基础。刚接触量化投资时,我也是从业余时间跟着教程跑几个简单策略开始。后来我发现,算法工程里常用的“拆问题、提假设、用数据验证”这一套方法,在投资里同样成立。不同的是,这里要解决的是金融问题。 -**问题 1:想做量化,但卡在“不会编程”,迟迟迈不出第一步。** 你有想法,甚至有过策略雏形,但一想到要写代码、搭环境、调库,就放弃了。这本书让你**用自然语言**表达策略思路,写代码、跑程序、画图表全部交给 AI 助手。你只需要清晰地说明“要做什么、做成什么样”。 +也就是说,量化投资至少需要三块能力:数学、编程、金融。我已经有前两块,还差金融这块。后来我认识了「一硕」——一位有十几年量化交易经验的搭档。他有统计学和财务背景,也长期在真实市场里打磨策略。我们把他做过的策略一层层拆解:一个想法从哪里来,怎样变成规则,怎样用数据检验,怎样落到真实买卖,怎么迭代策略。 -**问题 2:看了很多量化内容,专有名词高大上,要么看不懂、要么落地难。** 各种指标、术语、模型铺天盖地,但不知道哪些是关键、哪些只是“看起来很专业”。这本书帮你回到最底层:用**数据和逻辑**来重新理解投资,这就是量化思维。 +随着拆解的策略越来越多,我渐渐意识到,这些疑问背后其实是同一个问题:初学者真正缺的,不是又一个“神奇策略”,而是一条能走通的路径。于是,我和一硕决定把这条反复拆解、验证、改进的路径写出来。 -**问题 3:尽管学会了很多量化策略,但始终没有搭建出随着市场变化而进化的系统。** 你可能看过教程、读过文章,但内容都是碎片:这里学一点策略,那里学一点工具,没有一根主线把它们串起来。这本书带你从头做一遍,**亲手搭出一个成体系、可迭代的量化交易系统**。 +此外,这本书能写出来,还有一个背景:从 2025 年到 2026 年,AI 编程能力突飞猛进。在 2024 年之前,“让 AI 替你写量化代码”还不太稳定,代码经常跑不通,逻辑也容易出错。但从 2025 年下半年开始,以 Claude Code、Codex、TRAE、Cursor 为代表的 AI 编程工具和编程大模型一起在持续进步,已经能比较稳定地读懂自然语言需求,拆解任务,写代码,调试错误,并连续处理较长的上下文。 -**这本书适合两类人**:① **有兴趣 + 没实操**:刚刚对量化产生兴趣、想试试又不知道从哪开始的人;② **有尝试 + 无系统**:读过几本量化书、试过别人的示例代码,但始终没做出过一套自己的策略的人。 +这意味着,普通投资者不必先花很长时间学编程,才有资格做第一轮量化实验。你可以把精力先放在更重要的问题上:想法是否清楚,规则是否能执行,结果是否可信,策略是否还能继续改。 -**要花多少时间?** 如果你按“周末半天 + 工作日两个晚上各 1.5 小时”的节奏走(每周大约 5-6 小时),**2-3 个月**可以走完全书。当然你也可以加快——重点不是速度,而是每章动手做完,能完整解释自己做了什么。 +这就是我们写作本书的初心:让一个没有编程基础、没有系统量化经验的读者,也能从第一章开始动手,逐步搭出自己的量化交易系统。 -走完这条路,首先你会亲手指挥 AI 实现一份**完整的策略**——一份能告诉你“什么时候买、什么时候卖、买多少”的可执行规则,消除了动手的门槛;其次你建立了一个完整的量化交易体系,以后再实践和学习都会有的放矢。 +## 这本书为谁解决什么问题 -至于具体会带你走过哪些事——下一节先给你一张地图,再带你走。 +这本书主要写给两类人: -## 这本书的整体框架 +- **有兴趣,但没实操**:刚刚对量化产生兴趣,想试试,却不知道从哪开始。 +- **有尝试,但没系统**:读过量化书、看过教程、跑过别人的示例代码,但始终没有做出过一套自己的系统。 -在带你做实验之前,先把全书的骨架立起来——这样后面 9 章动手做的每一步,你都知道自己在地图的哪个位置。 +本书会按一条清楚的成长路径,帮你解决三个问题。 -量化交易听起来复杂,但骨架其实很简单:**它只是 4 件事循环做、每件事走 3 步**。看明白这“4×3”,你就有了一张全书都能用的地图。 +**问题 1:想学量化,却不知道从哪里开始。** -### 量化飞轮:候选 → 组合 → 执行 → 归因 +网上内容很多:Python、因子、回测、策略、数据源……每个方向似乎都重要,但初学者最需要的不是一次性学完所有知识,而是知道第一步先做什么。本书会从一个最小可运行的策略开始,让你先把完整流程跑通。 -任何一个量化策略,都是在循环回答四个问题: +**问题 2:想做量化,却被编程门槛挡在门外。** -- **候选层 · 选什么** —— 从几千上万只股票/ETF 里**先有鱼塘,再捞鱼**——圈出一小撮值得长期跟踪的。 -- **组合层 · 买多少 / 何时买卖** —— 从池子里挑几只,决定每只买多少、什么时候买卖,这是依据数据做决策的关键步骤。 -- **执行层 · 真的下单** —— 把“数据决策”变成“真实持仓”,把组合变成真实的买卖订单,并处理价格滑动、成本、风险。 -- **归因层 · 对比和打分** —— 钱到底是赚了还是亏了?和更简单的做法相比值不值?是靠本事、还是运气在赚钱?靠运气赚的钱迟早得还给市场。 +传统量化需要写代码、处理数据、搭回测框架、调接口。很多人不是不会思考投资,而是不会把想法写成程序。本书借助 AI,让你用自然语言描述策略,把更多精力放在策略思考和结果判断上,而不是卡在代码实现上。 -这四层构成了一个完整的量化体系,也是一个**飞轮**——归因层得出的结论,会反过来修改下一轮的候选和组合,飞轮越转越准(如图 I-1 所示)。 +**问题 3:学了很多策略,却始终搭不出自己的量化系统。** -![量化飞轮:候选 → 组合 → 执行 → 归因 → 反哺候选](images/preface/fig-quant-flywheel.png) +常见的公开量化内容都在讲一个技术指标、一个单策略、一个交易技巧。这些的确吸引眼球,尤其是再配上一个半真半假的实盘收益,很多人就蜂拥而至。但真正能长期发挥作用的,不是某个单点技巧,而是一套能持续迭代的流程。本书会带你走过数据获取、策略生成、回测验证、风险控制、交易执行和持续优化全过程,最终形成属于自己的量化交易系统。 -> **📌 小词典:什么是飞轮(Flywheel)?** -> -> 飞轮就是一个能持续转动的轮子——一开始要使劲推,一旦转起来,靠惯性自己就能加速。在量化里,“飞轮”意味着:策略不是“做一遍就完事”,而是每转一圈都比上一圈更聪明一点。 - -### 三字要点:做 / 看 / 疑 - -四层构成了一个完整的量化体系,在构建每一层时,还要遵循一套动作,才是真正的量化交易系统。比如说,同样是“做组合层”,你可以凭感觉拍脑袋,也可以用数据说了算,结果当然天差地别。所以**每一层**里,都得走完同样的 3 步: - -- **做** —— 把动作写成程序,成为可重复执行的规则。不允许“我感觉茅台不错”,要写成“近 60 日均价上穿当日收盘价就买” -- **看** —— 把目标和结果都要定义出可比较的指标。不允许“感觉”,不允许“看起来还行”,要写成“年化 12%、最大回撤 18%”这种带数字的判断。只要数字上没达成目标,就不能靠“再等等看”或“应该没问题”改变结论。 -- **疑** —— 永远对指标保持质疑,防止自己被指标欺骗。不允许“回测说赚了就信”,要问:“换一段时间还行吗?参数稍微调一下还稳定吗?” - -这三个动作是**层层递进**的:先**做**出来,才有结果可**看**;**看**到数字了,才有东西可**疑**。 - -> **📌 小词典:为什么“疑”也是量化的一部分?** -> -> 量化交易中,最严重的不是错过了收益,而是乐观导致亏损。所以始终对回测结果保持怀疑就非常有必要。一个回测能跑出年化 50%——但只在那 5 年的特定数据上跑得出来,换一段时间年化就掉到接近 0。**会做、会看,但不会疑,就会被自己的策略欺骗,就会在某些时候把赚到的钱加倍还回去。** 这就是为什么“疑”和“做”“看”同等重要,甚至更重要。全书第 6 章会专门用一整章训练这个动作。 - -把四层飞轮和三字要点叠起来,就是完整的量化体系,也是这本书要在你脑子里建起来的整张地图(如图 I-2 所示)。 - -![飞轮的每一格都要走“做、看、疑”三步](images/preface/fig-flywheel-with-three-actions.png) - -### 这本书的 9 站旅程 - -我们将用 9 个站点走完这张地图的全程。接下来的 9 章,就是带你在这张地图上走 9 站。每一站对应飞轮的哪个位置、主要练哪个动作,列在表 I-1 里。 - -**表 I-1 9 章主题与飞轮位置对应** - -| 章节 | 问题 | 飞轮位置 | 主练动作 | -|---------|--------------------------------|----------------------|--------------| -| 第 1 章 | 第一次跑通一个完整策略 | 走一遍完整流程 | 做 + 看 + 疑 | -| 第 2 章 | 选出你的投资宇宙:3 只 ETF | 候选层(选什么) | 做 | -| 第 3 章 | 给 ETF 分钱:3 种分法实测 | 组合层(买多少) | 做 | -| 第 4 章 | 给策略加规则:调仓、止损、止盈 | 组合层(何时买卖) | 做 | -| 第 5 章 | 策略好不好?4 个评估角度 | 归因层(对比和打分) | 看 | -| 第 6 章 | 看清好看的回测:别被自己骗了 | 怀疑你的回测 | 疑 | -| 第 7 章 | 真的下单:跨到实盘 | 执行层(真下单) | 做 + 看 | -| 第 8 章 | 让策略活着:监控、诊断、迭代 | 评估并反哺起点 | 疑 + 做 | -| 第 9 章 | 持续寻找盈利机会:因子研究入门 | 找下一个赚钱机会 | 做 + 看 | - -注意第 1 章——它一上来就带你**走完飞轮一圈**,而且故意让你在终点遇到一种典型陷阱:**回测里看着赚钱,换一段时间就不行了**。这不是设计失误,是**设计意图**:让你在第 1 章就亲身经历什么叫“被自己的回测骗”,从此真正记住“疑”这个动作的分量。 - -九站走完,飞轮的 4 格你都站过、做/看/疑 3 个动作你都练过。这就是你**带得走**的量化思维。 - -## 你能获得什么能力 - -读完这本书,你学会的不是具体的策略,而是一套不断找到新策略的方法。总结一下,你会建立起四类核心能力: - -- **会用 AI 编程**:学会用自然语言结构化描述任务,让 AI 准确地翻译成代码——你将学会和 AI 协作做事,这是 AI 时代的核心能力。 -- **养成量化思维**:把模糊的想法、抽象的概念转化成定义明确的指标和清晰无误的规则,用数据检验假设是否成立。 -- **会做策略实验**:在 4×3 的量化框架下,你将从数据获取、回测、对比基准、参数扫描,到样本外验证,全都亲手跑一遍。 -- **知道如何迭代**:你不仅有了量化体系和做 / 看 / 疑 三个动作,你还会知道这个体系以后会遇到哪些坑,从而长期迭代下去。 +如果你按“周末半天 + 工作日两个晚上各 1.5 小时”的节奏走,每周大约 5-6 小时,2-3 个月可以走完全书。当然,你也可以更快。重点不是速度,而是每章都动手做完,并且能解释自己做了什么、为什么这样做、结果说明了什么。 ## 本书的核心理念 -跟着全书走完,你会发现,本书自始至终在贯彻三个理念: +在正式进入学习地图之前,先说明本书的三个设计原则。 -**第一:问题驱动。** 量化交易本质上是做研究——就现象提出问题,就问题提出假设,再用实验去验证假设。每一章都是一个大问题,引出若干小问题,回答了这些问题再引出一个新的大问题,来到新一章。跟随这些问题,我们将走完完整的 4×3 量化地图。 +**第一,问题驱动。** 量化交易不是背概念,而是做研究:先提出问题,再提出可以检验的假设,然后用实验验证。全书每一章都从一个具体问题开始,问题解决后,再自然引出下一章。 -**第二:先动手,再认知。** 量化交易光看不动手绝学不会——你必须亲自走一遍。书中在一个接一个问题驱动下,都有对应的实验来解答这些问题;实验结果出来了,我们才会开始引入一些概念建立认知。 +**第二,先动手,再认知。** 很多概念只有在你亲手跑过一次之后,才会真正理解。书里不会先堆一大串术语,而是先让你做一个实验,看到结果,再解释为什么这样做。 -**第三:0 编程。** 全书都采用 AI 编程的方式做实验,因此我们需要把想法详细描述给 AI——这称之为任务说明书(specification,简称 spec)。全书一步一步告诉你如何写一份好的 spec,并提供 spec 和代码供你在动手时参考。 +**第三,先把任务说清楚,再让 AI 写代码。** 你不需要先学会自己写程序,但你必须学会把想法说清楚。描述你想让 AI 完成什么、做到什么程度的文字,泛泛地说叫任务说明书,英文是 specification,简称 spec;具体到量化策略实验里,就是策略规格说明书。 -> **📌 小词典:什么是 spec?** -> -> spec 是 specification 的简写,可以理解为「任务说明书」。你不需要掌握任何编程语法,只需要用大白话把两件事说清楚: **要做什么** (在量化交易中就是“你想做什么策略”); **做成什么样** (在量化交易中就是“策略应该如何运行”) -> -> AI 会根据这份说明,自动完成编码、执行和输出。 +## 学习地图 + +正式动手之前,我先把全书地图展示出来。这样后面 9 章每做一步,你都知道自己走到了哪里。 + +量化交易听起来复杂,但可以先记成一句话:**四个阶段,每个阶段三个环节**。 + +四个阶段,是一个策略从想法到复盘通常要经过的过程,也是进化出一个量化交易系统的过程;三个环节,是每个阶段都要走的实验链。看懂这张地图,你后面就不会被单个术语带乱。 + +### 四个阶段:确定候选 → 制定规则 → 执行交易 → 评估归因 + +一个量化策略,通常会经过四个阶段: + +- **确定候选 · 选什么** —— 先确定一组值得长期跟踪的资产。你不应该在整个市场里乱找,而是先圈出一个观察范围,建候选。 +- **制定规则 · 怎么买卖** —— 持续观察这些候选的数据表现,把买什么、买多少、什么时候买、什么时候卖写成清楚规则。 +- **执行交易 · 怎样实现** —— 策略规则生成的是理论交易计划,计划还需要变成现实,比如怎么面对交易不成功、成交价不等于理论值、交易本身还有成本等问题。 +- **评估归因 · 为什么赚或亏** —— 无论盈亏,原因都应该追踪到每个阶段的指标和逻辑,找到是什么在真正起作用,否则,赚了也无法复制,亏了也无法改进。 + +这四个阶段不是走完一次就结束。评估归因得到的结论,会反过来改进下一轮确定候选、制定规则和执行交易。 + + +### 三个环节:做 / 看 / 疑 + +每个阶段都要按同一条实验链推进,才不会变成凭感觉做投资。 + +这条实验链由三个环节组成,可以简单记成三个字:**做 / 看 / 疑**。 + +- **做** —— 把模糊的投资想法,写成可验证的策略规格说明书。规则、数据、时间范围、买卖条件、输出结果都要尽量清楚,这样 AI 才能把它翻译成可执行的 Python 程序。不能执行,就无法验证。 +- **看** —— 程序用历史数据跑完实验后,会输出一组指标。你要学会看每个指标代表什么,也要判断这些数字处在什么水平。 +- **疑** —— 检查实验过程和结果是否可信:数据有没有问题,时间段是不是太特殊,参数是不是碰巧有效……只有结果可信,才能进一步判断它是支持了假说,还是推翻了假说。 + +这里的“疑”不是情绪,也不是一句口号,而是一组必须做的复查动作。会做、会看,但不会疑,最容易被漂亮结果骗到。 + +把四个阶段和做 / 看 / 疑叠起来,就是本书要帮你建立的量化地图(如图 I-1 所示)。 + +![量化学习地图:四个阶段,每个阶段三个环节](images/preface/fig-quant-map.png) + +### 9 站旅程 + +接下来,我们要在这张地图上一共经历 9 站旅程。这 9 章,每一章解决一个问题。 + +**表 I-1 9 章主题与学习地图对应** + +| 章节 | 问题 | 所在阶段 | 主要训练 | +|------|------|----------|----------| +| 第 1 章 | 跑通第一个策略 | 走一遍完整流程 | 做 + 看 + 疑 | +| 第 2 章 | 先选买什么:从 3 只 ETF 开始 | 确定候选 | 做 | +| 第 3 章 | 决定各买多少:3 种分法实测 | 制定规则 | 做 | +| 第 4 章 | 决定何时买卖:再平衡、止损、止盈 | 制定规则 | 做 | +| 第 5 章 | 判断策略好不好:4 个关键视角 | 评估归因 | 看 | +| 第 6 章 | 别高兴太早:防止过拟合 | 评估归因 | 疑 | +| 第 7 章 | 从理想到现实:执行交易 | 执行交易 | 做 + 看 | +| 第 8 章 | 策略跑起来以后:监控、诊断、迭代 | 评估归因 | 疑 + 做 | +| 第 9 章 | 持续寻找机会:因子研究入门 | 评估归因 + 确定候选 | 做 + 看 | + +注意第 1 章。它不会先讲一堆概念,而是直接带你走完整流程:拿到数据、写出规则、跑出结果、再发现一个典型问题——回测里看着赚钱,换一段时间就不行。这个安排是故意的:你要从第一章开始就知道,量化不是只看一次漂亮结果,而是要反复检查结果是否可靠。 + +当这 9 站旅程走完,你就完整经历了这四个阶段,而且做、看、疑三个环节你也都练过。这就是你真正获得的能力。 + +## 你能获得什么能力 + +读完这本书,你学到的不是某一个固定策略,而是一套把想法变成实验、再用实验改进想法的方法。具体来说,你会获得三类能力: + +- **养成量化思维**:把市场里的现象和自己的投资想法,转成可以验证的假说;再把假说写成规则和指标,即策略规格说明书,而不是停留在“我觉得会涨”。 +- **会做量化实验**:把策略规格说明书交给 AI,让它写代码、跑程序、画图表;然后读懂实验结果,判断结果是支持假说,还是推翻假说。 +- **会搭建量化交易系统**:不再只看一个指标、一个策略、一个技巧,而是把数据获取、策略生成、回测验证、风险控制、交易执行和持续优化串成一套可迭代流程。 ## 怎么使用这本书 -这本书不是用来“看完”的,而是用来“跟着做”的。**它的核心学习方式是循环**: +这本书不是用来“看完”的,而是用来“跟着做”的。你可以这样使用每一章: -> 提出问题 → 动手实验 → 看结果、理解 → 进入下一个问题 +1. 阅读本章开头,先知道这一章要解决什么问题。 +2. 跟着正文,看我们怎样把问题拆成一份 spec。 +3. 把写好的 spec 交给 AI,让它生成代码并尝试运行。一次写不好也没关系,可以继续修改 spec,直到 AI 明白你的要求。 +4. 查看实验结果。对照书中的图表和解释,看懂每个结果说明了什么。 +5. 试着改一个小条件,比如时间段、参数,再观察结果是否变化。 +6. 遇到报错,把错误信息发给 AI,让它帮你排查。 -每一章都按这个循环组织。 +如果你一开始不知道怎么写,也可以直接使用配套仓库中的示例 spec。你的目标不是永远复制示例,而是先照着跑通,再逐步看懂它为什么这样写,最后能改出自己的版本。 -你可以在一开始,从我们提供的 GitHub 仓库中获得参考的 spec 或者 Python 代码,完成简单实验,然后模仿我们提供的 spec,根据方法编写自己的 spec,或者修改已有 spec,做新的实验。 +全书会穿插两类辅助内容: -实验结果,你需要看懂其含义,书中提供了实验结果的解读,你也可以提出自己的解读,和你的 AI 助手讨论。这也有助于建立你的量化思维。鼓励读者对本书方法和解读充满“怀疑”,这正是三字要点要训练的。 +- **📌 要点** —— 总结写 spec 和做实验时最重要的提醒。 +- **提示 / 注意** —— 说明容易踩坑、容易误解或需要临时补充的地方。 -### 每一节怎么走 - -每节正文都会**带你一段一段把 spec 写出来**——上下文、任务、要求、结果呈现四段,对应的方法点(📌 要点)嵌在演示过程中讲,不集中讲。完整的 spec 文件在 GitHub 仓库的 `specs/` 目录里,跑实验时直接复制给 AI。 - -**你的目标不是“复制 spec”,而是看懂每段为什么那样写,逐步学会自己写。** 每节按这五步: - -1. 阅读章节正文,理解这一节要解决什么问题 -2. 跟着正文一段段写 spec,看每段对应的方法点 -3. 打开仓库里完整的 spec 文件,复制给 AI 让它执行 -4. 看运行结果(图表、关键数字)+ 章内的解读 -5. 遇到错误,把信息发给 AI 让它排查 - -### 关于“自己写 spec” - -第一次听到要“自己写 spec”,你可能有一点顾虑——“我完全不会写 spec,是不是从一开始就跟不上?” - -**别担心。** 这本书把 spec 能力分**抄 → 改 → 拼 → 写**四阶段,一级一级铺给你: - -- **第 1 章**:抄——跟着书里的段段演示走一遍,把完整 spec 复制给 AI,观察它的执行过程,先体会跑通的手感 -- **第 2-3 章**:改——改 spec 的参数(换标的、换时间窗),结构本身不变 -- **第 4-6 章**:拼——把多个已有 spec 的片段组合起来,做新的实验 -- **第 7-9 章**:写——为自己的投资想法从零写 spec - -正式开始之前,**开始动手之前**那一章会带你完整地写一份 spec——通过让 AI 帮你装环境这件事,把 spec 的四段骨架(上下文 / 任务 / 要求 / 结果呈现)演示一遍,并归纳出一份 7 条自查清单,帮你建立基本心智模型。**这份 7 条自查清单从第 1 章「抄」开始就一直陪你走到第 9 章「写」**——只不过你用它的方式会从“对照检查”逐步变成“下意识落笔”。从第 1 章起,每节正文里出现的方法点都用「📌 要点」标出来——你不用刻意记,看到一次记一次,跟着写到第 7-9 章自然就内化了。 - -### 两类辅助内容 - -全书出现两类辅助内容: - -- **📌 小词典** —— 概念解释,反复使用的术语随时回查 -- **📌 要点** —— spec 写作的方法点,嵌在写 spec 演示的段落里,看到一次记一次 - -### 配套资源 +## 配套资源 本书的免费资源包(扫书末二维码即可拿到),包含: - 所有章节的示例 spec -- 配套的 Jupyter Notebook(含可运行代码 + 完整运行结果) -- 第 2 章起使用的量化框架 open-xquant(详细介绍见第 2 章工具升级一节) +- 配套的 Jupyter Notebook(含可运行代码和完整运行结果) +- 第 2 章起使用的量化框架 open-xquant 也可以从 GitHub 直接获取(适合熟悉 git 的读者): -- 课程仓库: https://github.com/xingwudao/xquant-learning +- 课程仓库:https://github.com/xingwudao/xquant-learning - 量化框架:https://github.com/xingwudao/open-xquant -地图就到这里。下一节“开始动手之前”是一次性准备——把 AI 编程工具和 Python 环境装好,顺便用“装环境”这件事完整地写一份 spec。一次配完,第 1 章我们就直接跑实验。 - ---- - -## 反馈与读者群 - -如果你发现本章有错别字、概念不清或链接问题,欢迎 -[提交 GitHub Issue](https://github.com/xingwudao/xquant-beginner/issues/new/choose)。 - -课程、正式书和后续更新见 -[xquant.shop/courses](https://xquant.shop/courses)。 - -添加作者微信 `xquanter` 进入读者群。请备注:`XQuant 读者`。 +前言就到这里。下一章“准备工作”会带你把 AI 编程工具和 Python 环境准备好,并用“装环境”这件事,第一次完整练习怎样写 spec。准备好之后,第 1 章我们就直接跑实验。 diff --git a/book/q1-how-to-profit.md b/book/q1-how-to-profit.md index 5b35b25..406fd60 100644 --- a/book/q1-how-to-profit.md +++ b/book/q1-how-to-profit.md @@ -1,103 +1,100 @@ -# 第 1 章:第一次跑通一个完整策略 +# 第 1 章:跑通第一个策略 -前言中那张地图——**飞轮的四层(候选 / 组合 / 执行 / 归因)+ 三字要点(做 / 看 / 疑)**——在这一章会被你**亲手走一圈**。你把“做 + 看 + 疑”三个动作都练一次,飞轮也在你手里转完第一圈。 +前言里那张学习地图,从这一章开始,就会变成一次次的具体实验。在这一章里,你会把一个最简单的投资想法写成规则,交给 AI 跑实验,读懂结果,再亲手验证:漂亮结果到底靠不靠得住。 -7 个动手实验串成一条主线。先从最简单的定投起步,把动作写成规则(**做**),看它能不能赚钱(**看**)。再给它加一条判断让它“聪明”一点,看判断有没有让结果更好(**再做、再看**)。最后扫描一圈参数,亲眼看到量化交易最常见的失效场景——**回测里看着赚钱,换一段时间就不行了**(**疑**)。 - -这就是为什么本书的口号是「做要规则、看要指标、还要怀疑你的指标」 。 +这一章有 7 个动手实验。你先从最简单的定投起步,把想法写成规则,再让 AI 写成代码(**做**),然后看它能不能赚钱(**看**)。接着给它加一条判断,让它稍微变“聪明”一点,再判断结果有没有变好(**再做、再看**)。最后逐个扫描参数,亲眼看到量化交易最常见的失效场景:**实验里看着赚钱,换一段时间就不行了**(**疑**)。 **路线图** -本章 5 节实验 + 1 节总结,串成第一次完整飞轮闭环,路线如表 1-1 所示。 +本章围绕 5 个问题,安排 7 次动手实验,外加一次总结,带你第一次走完整流程,路线如表 1-1 所示。 **表 1-1 第 1 章路线图** | 节 | 内容 | 实验 | |----|----|----| -| 1.1 最简单的量化策略长什么样? | 从“笨定投”起步——拿到沪深 300ETF 数据,跑一次最朴素的每月固定金额买入回测 | 2 | -| 1.2 我的收益算好还是算差? | 引入“基准”——和“什么都不做的买入持有”对比,理解 Alpha 与 Beta | 1 | +| 1.1 最简单的量化策略长什么样? | 从简单定投起步,拿到沪深 300ETF 数据,跑一次最朴素的每月固定金额买入回测 | 2 | +| 1.2 我的收益算好还是算差? | 引入“基准”,和“什么都不做的买入持有”对比,看懂收益到底算好还是差 | 1 | | 1.3 怎么才能赢过市场? | 给定投加一条均线判断,看见“加判断”的双刃剑 | 2 | -| 1.4 找到“最优参数”就能盈利了? | 暴力扫描 24 个均线参数,找历史收益率最高的“冠军” | 1 | -| 1.5 真相时刻 | 把数据切成训练 / 测试,看冠军参数到了新数据上是否真有本事 | 1 | -| 1.6 本章总结 | 把 7 个实验串成一条策略进化路径,带走第一次飞轮闭环 | 0 | -| 拓展阅读 | 量化在金融世界的位置;钱从哪来 | — | +| 1.4 找到“最优参数”就能盈利了? | 逐个扫描 24 个均线参数,找历史收益率最高的“冠军” | 1 | +| 1.5 过去能代表未来吗? | 把数据切成训练 / 测试,看冠军参数到了新数据上是否真有本事 | 1 | +| 1.6 本章总结 | 把 7 个动手操作串成一条策略进化路径,完成第一次做、看、疑的完整流程 | 0 | ## 1.1 最简单的量化策略长什么样? -这一节我们走完飞轮的第一步——**做**:把策略写成规则、跑一次回测、看结果。 +这一节先进入第一个环节:**做**。你会把策略写成规则,并让程序用历史数据跑一次实验。这个过程叫 **回测(Backtest)**:用历史数据模拟“如果当时按这套规则交易,结果会怎样”。回测不能预测未来,因为未来可能出现历史里没有出现过的情况。但它能先帮我们排除明显站不住脚的想法,也能让后面的“看”和“疑”有对象。 -我们从最简单的策略开始:**定投**。 +我们从最简单的策略开始:**定投**。没错,就是你可能在银行 App 上见过的那个“定期定额投资”。每个月发了工资,拿出固定的一笔钱买入,不看涨跌、不做判断,机械地重复。 -没错,就是你可能在银行 App 上见过的那个“定期定额投资”。每个月发了工资,拿出固定的一笔钱买入,不看涨跌、不做判断,机械地重复。这算量化吗?当然算——“量化”只要满足两个条件就够了:规则明确 + 执行可重复。定投完全够格。 +定投能量化吗?当然能,“量化”只要满足两个条件就够了:规则明确 + 执行可重复。定投完全可以量化。 -不过,我们定投的不是某只个股,而是 **ETF(Exchange-Traded Fund,交易所交易基金)**。你可以把 ETF 理解成一份“指数套餐”。我们选择的是沪深 300ETF(代码 510300),它把 A 股市场上规模最大的 300 家公司打包在一起——银行、白酒、新能源、互联网,各行各业的龙头都在里面。你买一份 ETF,就等于同时持有了这 300 家公司的股票,不需要你自己去挑选哪家公司好、哪家公司差。 - -为什么选 ETF 而不是某只股票?因为选股本身就是一门极深的学问。个股可能暴涨,也可能退市归零。而 ETF 跟踪的是整个市场的平均表现——单家公司出问题,其他 299 家还在。对新手来说,一键买入整个市场,是最省心、也最不容易犯大错的起点。 +不过,我们定投的不是某只个股。个股,也就是单家公司自己的股票。我们定投的是 **ETF(Exchange-Traded Fund,交易所交易基金)**。你可以把 ETF 理解成一份“指数套餐”。我们选择的是沪深 300ETF,它把 A 股市场上规模最大的 300 家公司打包在一起,其中包括银行、白酒、新能源、互联网等各行各业的龙头。 所以我们的定投规则就是:**每月第一个交易日,用固定金额(1000 元)买入沪深 300ETF。** 没有任何判断,没有任何预测,不看新闻,不猜涨跌。就这么简单。 -本章 7 个实验都写在同一个 notebook 文件 `q1-strategy.ipynb` 里——第一份 spec 会让 AI 帮你创建它,后面 6 份直接接着写,变量、函数、图都在同一个 notebook 里累积下来。 +本章 7 个实验都写在同一个 notebook 文件 `q1-strategy.ipynb` 里。notebook 是一种交互式的编程文件,和普通 Python 代码不同,它可以把代码、图表和运行结果按步骤放在一起,方便你看到策略的探索过程。第一份 spec 会让 AI 帮你创建它,后面 6 份直接接着写,变量、函数、图都在同一个 notebook 里累积下来。 ### 动手实验 1:获取历史数据 -接下来是你的第一个动手实验——拿到沪深 300ETF 5 年的历史数据。我们一起把这份 spec 写出来。 +接下来是你的第一个动手实验:拿到沪深 300ETF 5 年的历史数据。我们一起把这份 spec 写出来。 -#### 起草上下文 +#### 第一段:上下文 我们刚装好环境,notebook 是空的,什么都还没做。上下文一句话说清: > **上下文**:学员已完成环境配置(Python 3.12 + 虚拟环境 + 依赖包已安装)。这是课程的第一个操作步骤。 > -> 📌 **要点**:上下文段交代“前提是什么”。AI 不知道你之前做了什么,要明示——否则它可能假设环境已有现成数据,跳过下载步骤。 +> 📌 **要点**:上下文段交代“前提是什么”。AI 不知道你之前做了什么,要明示,否则它可能假设环境已有现成数据,跳过下载步骤。 -#### 起草任务 +#### 第二段:任务描述 -任务段要具体到一句话能说清。“获取数据”是反例——什么数据?什么时间?什么形式?`q1-strategy.ipynb` 是这份任务说明的交付物,这个文件就是一个 Python notebook 文件。notebook 文件是一种交互式的编程源代码,区别于非交互式的 Python 代码,我们在这份文件中可以看到策略的探索过程。 +任务描述段要具体到一句话能说清。“获取数据”是反例:什么数据?什么时间?什么形式?`q1-strategy.ipynb` 是这份任务说明的交付物,它是一个 Python notebook 文件。 -> **任务**:在当前工作目录创建 `q1-strategy.ipynb`,获取沪深 300ETF(510300.SS)最近 5 年的历史日线数据并可视化。 +> **任务描述**:在当前工作目录创建 `q1-strategy.ipynb`,获取沪深 300ETF(510300.SS)最近 5 年的历史日线数据并可视化。 > -> 📌 **要点**:关键事物要点名到 ID。“沪深 300”不够——A 股有沪深 300 指数(000300.SH)也有跟踪它的 ETF(510300.SS、510310.SS、510330.SS),AI 不知道你想要哪个。spec 里所有关键名词都要具体到不能再具体。 +> 📌 **要点**:关键事物要点名到 ID。“沪深 300”不够,因为 A 股有沪深 300 指数(000300.SH),也有跟踪它的 ETF(510300.SS、510310.SS、510330.SS)。AI 不知道你想要哪个。spec 里所有关键名词都要具体到不能再具体。 -#### 起草要求 +#### 第三段:任务要求 -要求段是步骤主体——AI 自由度最低的部分。我们规定四件事: +这一段是步骤主体,AI 自由度最低的部分。我们规定四件事: -> **要求**: +> **任务要求**: 1. 导入 yfinance, pandas, numpy, matplotlib.pyplot 2. 跨平台中文字体 fallback 链:`plt.rcParams['font.sans-serif'] = ['Arial Unicode MS', 'SimHei', 'STHeiti']` + `plt.rcParams['axes.unicode_minus'] = False` -3. yfinance 获取数据:标的 `510300.SS`、起始 `2021-01-01`、参数 `auto_adjust=True, multi_level_index=False` +3. yfinance 获取数据:投资对象 `510300.SS`、起始 `2021-01-01`、参数 `auto_adjust=True, multi_level_index=False` 4. 数据存到变量 `df`,索引为 DatetimeIndex,列名含 Close -> 📌 **要点**:每个非默认参数都要点名。yfinance 默认会自动调整价格、用多级列名——这两个参数不写出来,AI 可能用默认,结果跟书里不一致。**不要让 AI 揣摩你的偏好。** +> 📌 **要点**:每个非默认参数都要点名。yfinance 默认会自动调整价格、用多级列名,这两个参数不写出来,AI 可能就会自行发挥,结果就会跟书里不一致。 -#### 起草结果呈现 +有人看到 spec 里面还是出现了零星代码,担心自己写不到这么细。其实没关系。你以后写自己的量化策略时,可以分两步来:先和 AI 讨论想法,让 AI 帮你起草 spec;再把确认后的 spec 发给 AI,让它实现代码。此外,从第二章开始,我们会采用开源框架 open-xquant,进一步降低 spec 的编写难度。 -最后是“成功长什么样”——这是 spec 最容易被忽略也最重要的部分: +#### 第四段:验收标准 -> **结果呈现**: +最后是“成功长什么样”,这是 spec 最容易被忽略也最重要的部分: + +> **验收标准**: 1. 打印数据的前 5 行 2. 打印数据时间范围(起始日期 到 结束日期)和总行数 3. 画一条收盘价折线图,标题为「沪深 300ETF (510300) 收盘价走势」 -> 📌 **要点**:结果呈现要让 AI 跑完自己能说“对了 / 错了”。“画一张图”是反例——AI 可能画 K 线、画柱状图、画散点图。要明确到具体的 X/Y 轴、标题文字、变量名。 +> 📌 **要点**:验收标准要让 AI 跑完自己能说“对了 / 错了”。“画一张图”是反例,AI 可能画 K 线、画柱状图、画散点图。要明确到具体的 X/Y 轴、标题文字、变量名。 -完整 spec 在 [`specs/spec-01-get-data.md`](https://github.com/xingwudao/xquant-learning/blob/main/q1-how-to-profit/specs/spec-01-get-data.md)——把它复制到 AI 编程工具的对话框,弹窗选「允许」。spec 文件用 Markdown 写成(`#` 标题、`-` 列表、反引号代码——都是给 AI 看的格式,完整复制就好)。 +完整示例 spec 在配套仓库的 [`q1-how-to-profit/specs/spec-01-get-data.md`](https://github.com/xingwudao/xquant-learning/blob/main/q1-how-to-profit/specs/spec-01-get-data.md),你可以参考。把你写好的 spec 复制到 AI 编程工具对话框里;如果出现授权弹窗,选「允许」。示例 spec 用了 Markdown 语法,比如 `#` 表示标题,`-` 表示列表,反引号用于标出代码。Markdown 不是必要条件,关键是把想法表达清楚,并且有一定结构。 -AI 助手执行完毕后,你会在你的文件夹中看到多出一个叫 `q1-strategy.ipynb` 的文件。第一次双击打开时,TRAE 会询问你使用什么 Python 核,意思就是:这份 notebook 交给哪个 Python 环境来运行。我们在这里会选择在“开始动手之前”这一章中初始化的 Python 3.12 环境,如图 1-1 所示。 +AI 执行完毕后,你会在文件夹中看到一个新文件:`q1-strategy.ipynb`。第一次双击打开时,AI 编程工具会询问你使用什么 Python 内核。它的意思是:这份 notebook 要交给哪个 Python 环境来运行。这里选择“准备工作”中创建的 Python 3.12 环境,如图 1-1 所示。 -![选择 notebook 使用的 Python 核](images/q1-how-to-profit/notebook-python-core.png) +![选择 notebook 使用的 Python 内核](images/q1-how-to-profit/notebook-python-core.png) -打开 notebook 文件后,源代码是一个一个单元格从上向下构成。这个界面中有几个常用按钮,如图 1-2 所示。 +打开 notebook 文件后,你会看到代码被分成一个个单元格,从上到下排列。这个界面中有几个常用按钮,如图 1-2 所示。 -1. 单步运行:每一个单独的代码单元格,可以单独运行这一步。运行结果会在这个单元格下方出现。 +1. 单步运行:单独运行当前代码单元格。运行结果会出现在这个单元格下方。 -2. 全部运行:整个notebook从上向下,逐一全部运行,直到出现错误为止。每个单元格的运行结果都会紧接着出现在代码单元格下方,运行错误也在下方。 +2. 全部运行:从上到下依次运行整个 notebook,直到全部完成或出现错误。每个单元格的运行结果会紧接着出现在代码单元格下方,错误信息也会显示在下方。 -3. 重新启动:重新启动所选择的python核。通常,在初始化的python环境中安装了新的python包,或者更新了某个旧的python 包,会重新启动。 +3. 重新启动:重新启动当前选择的 Python 内核。通常,在 Python 环境中安装了新工具,或者更新了某个旧工具之后,需要重新启动。 -4. 当前 python 核:显示当前 notebook 在使用哪个 python 核。 +4. 当前 Python 内核:显示当前 notebook 正在使用哪个 Python 环境。 ![notebook 常用按钮](images/q1-how-to-profit/notebook-buttons.png) @@ -111,9 +108,9 @@ AI 助手执行完毕后,你会在你的文件夹中看到多出一个叫 `q1- **先看整体趋势**:价格总体是在涨还是在跌?有没有明显的“大起大落”?你大概率会看到价格经历了几轮上涨和下跌的周期,不是一条直线往上走,也不是一路向下。 -**再看波动范围**:最高点和最低点大概差多少?价格在什么区间内震荡?你会发现,波动幅度可能比你想象的大——同一只 ETF,不同时间点买入,结果可能天差地别。 +**再看波动范围**:最高点和最低点大概差多少?价格在什么区间内震荡?你会发现,波动幅度可能比你想象的大。这说明,同一只 ETF,不同时间点买入,结果可能天差地别,也正是我们要先用回测看结果的原因。 -**这说明什么?** 价格有涨有跌,波动是常态。你不可能买在最低点、卖在最高点——没有人能做到。既然择时这么难,那有没有一种方法,可以不依赖“买在最低点”也能参与市场?定投就是这个思路。 +**这说明什么?** 价格有涨有跌,波动是常态。你不可能总是准确地买在最低点、卖在最高点,没有人能长期稳定做到这一点。那有没有一种方法,可以不依赖“买在最低点”也能参与市场?定投就是这个思路。 有了数据,一个自然的问题就出来了:**如果从几年前开始,每月固定买入一些,到现在是赚了还是亏了?** 我们来用历史数据回答这个问题。 @@ -121,45 +118,51 @@ AI 助手执行完毕后,你会在你的文件夹中看到多出一个叫 `q1- 在真正投钱之前,我们当然想先知道这个策略靠不靠谱。怎么办?用历史数据模拟一遍。 -这就是 **回测(Backtest)** 的概念——用历史数据模拟“如果当时按某个规则操作,结果会怎样”。就像在脑海中“重播”历史,看看你的策略在过去能不能盈利。回测不能预测未来,但能帮你验证一个想法是否靠谱。 +再提醒一次,这就是前面讲到的 **回测(Backtest)**,这个过程就像在脑海中“重播”历史,看看你的策略在过去能不能盈利。回测不能预测未来,但能帮你验证一个想法是否靠谱。 我们一起把这份回测 spec 写出来。这次重点看两件新东西:**spec 之间怎么接续**,以及**复用代码怎么封装成函数**。 -#### 起草上下文 +#### 第一段:上下文 -这次的上下文不再是“什么都没有”——上一份 spec 已经留下了 `df` 变量。我们直接接着用: +这次的上下文不再是“什么都没有”。上一份 spec 已经留下了 `df` 变量,我们直接接着用: > **上下文**:在 `q1-strategy.ipynb` 中已有上一步的代码:使用 yfinance 获取了沪深 300ETF(510300.SS)的日线数据,存储在变量 `df` 中,索引为 DatetimeIndex,包含 Close 列。 > -> 📌 **要点**:spec 之间会有“接续关系”——前一份 spec 的输出是后一份的输入。上下文段把这条链条写明(变量名、形状、关键列)。这样 AI 不会重新下载数据、也不会假设一个不存在的列。 +> 📌 **要点**:spec 之间会有“接续关系”,前一份 spec 的输出是后一份的输入。上下文段把这条链条写明(变量名、形状、关键列)。这样 AI 不会重新下载数据,也不会假设一个不存在的列。 -#### 起草任务 + 要求 +#### 第二、三段:任务描述和任务要求 -任务一句话:“实现简单定投回测——每月第一个交易日用 1000 元按收盘价买入”。要求段重点在两件事: +任务描述一句话就能说清: -> **要求**: +> **任务描述**:实现简单定投回测,每月第一个交易日用 1000 元按收盘价买入。 + +任务要求就要详细一点: + +> **任务要求**: 1. 把回测逻辑封装为函数 `backtest_dca(df, monthly_amount=1000)`,返回 DataFrame(**后续步骤会复用此函数**) 2. 实现:按月分组取每月第一交易日 → 每月份额 = 1000 / 收盘价 → 累计份额逐月累加 → 月末市值 = 累计份额 × 当月最后收盘价 → 累计收益率 = (市值 - 成本) / 成本 3. 返回 DataFrame 含列:`total_cost, total_shares, portfolio_value, return` -> 📌 **要点**:复用型代码必须封装成函数。“后续步骤会复用此函数”这一句话是给 AI 的硬约束——不要写一段一次性脚本,要写一个有清晰入参的函数。后面的实验 5 会基于它派生 `backtest_dca_with_ma`,函数没封装好整条 spec 链就接不上。 +> 📌 **要点**:复用型代码必须封装成函数。“后续步骤会复用此函数”这一句话是给 AI 的硬约束。不要写一段一次性脚本,要写一个有清晰入参的函数。后面的实验 5 会在它的基础上再写一个类似函数 `backtest_dca_with_ma`,函数没封装好整条 spec 链就接不上。 > -> 📌 **要点**:返回的 DataFrame 列名要点死。这里写的是 `total_cost, total_shares, portfolio_value, return`——四个名字一字不差。后面好几节实验都要从 `result_dca.return` 这种路径取数,列名只要换成 `ret` 或 `cum_return`,后面所有 spec 都得连带改。**返回值的字段名是 spec 链的“API 契约”,锁死才能让后面的 spec 写起来一行不差。** +> 📌 **要点**:返回的 DataFrame 列名要点死。这里写的是 `total_cost, total_shares, portfolio_value, return`,四个名字一字不差。后面好几节实验都要从 `result_dca.return` 这种路径取数,列名只要换成 `ret` 或 `cum_return`,后面所有 spec 都得连带改。 -#### 起草结果呈现 +随着编程模型进步,也随着你自己的策略库越来越丰富,并非所有 spec 都要像这里这样写得如此明确。AI 会在你的策略库基础上,逐渐学会如何帮你推测和补全。但作为学习,一开始我们尽量详细。 -> **结果呈现**:打印投资期间 / 投资月数 / 总投入金额 / 最终市值 / 最终收益率。画两张图(上下排列,figsize 12×8):上图持仓市值 vs 累计成本(盈利绿、亏损红),下图累计收益率(零线上下绿/红填充)。 +#### 第四段:验收标准 -完整 spec 在 [`specs/spec-02-dca-backtest.md`](https://github.com/xingwudao/xquant-learning/blob/main/q1-how-to-profit/specs/spec-02-dca-backtest.md)——复制给 AI,弹窗选「允许」。 +> **验收标准**:打印投资期间 / 投资月数 / 总投入金额 / 最终市值 / 最终收益率。画两张图(上下排列,figsize 12×8):上图持仓市值 vs 累计成本(盈利绿、亏损红),下图累计收益率(零线上下绿/红填充)。 -AI 助手执行完毕后,你的 notebook 里会出现一组数字和两张图。AI 帮你做了这些事:按月分组找到每个月的第一个交易日作为定投日,用 1000 元除以当日收盘价算出每月能买多少份,逐月累加持有份额和投入成本,最后计算每月末的持仓市值和累计收益率。 +完整示例 spec 在配套仓库的 [`q1-how-to-profit/specs/spec-02-dca-backtest.md`](https://github.com/xingwudao/xquant-learning/blob/main/q1-how-to-profit/specs/spec-02-dca-backtest.md),你可以参考。确认自己的 spec 后,把它复制给 AI。 + +AI 翻译成 notebook 后,如果没有自动运行代码,你可以按照前面演示的步骤自己运行,运行完毕后,你的 notebook 里会出现一组数字和两张图。AI 帮你做了这些事:按月分组找到每个月的第一个交易日作为定投日,用 1000 元除以当日收盘价算出每月能买多少份,逐月累加持有份额和投入成本,最后计算每月末的持仓市值和累计收益率。 定投的机制有一个天然的好处:价格低的时候,同样 1000 块钱能买到更多份额;价格高的时候,买到的份额更少。就像去菜市场,菜贵的时候少买点,菜便宜的时候多买点。 -AI 助手还画出了上下两张图(如图 1-4 所示): +AI 还画出了上下两张图(如图 1-4 所示): -- **上图「持仓市值 vs 累计成本」**:蓝色实线是你的持仓市值,它会随市场波动上下起伏;另一条线是你的累计投入成本,它稳步上升(毕竟每个月都在投钱)。两条线之间的区域用颜色标注——绿色代表盈利的时段,红色代表亏损的时段。 +- **上图「持仓市值 vs 累计成本」**:蓝色实线是你的持仓市值,它会随市场波动上下起伏;另一条线是你的累计投入成本,它稳步上升(毕竟每个月都在投钱)。两条线之间的区域用颜色标注,绿色代表盈利的时段,红色代表亏损的时段。 - **下图「累计收益率」**:更直观地看到收益率随时间的变化曲线。零线以上是赚,以下是亏。 ![定投回测结果](images/q1-how-to-profit/02-dca-backtest.png) @@ -168,124 +171,100 @@ AI 助手还画出了上下两张图(如图 1-4 所示): 先看打印出来的数字:总投入是多少,最终市值是多少,收益率是正还是负? -再看两张图。你大概率会发现,收益率在正负之间来回穿越——有一段时间盈利,过一阵又亏回去,然后可能又赚回来。这不是你的策略有问题,而是市场本来就这样。定投不保证盈利,也不保证亏损。它只是一种“分散买入时点”的方法,避免了把所有钱一次性投在最高点的风险,降低了运气的成分。 +再看两张图。你大概率会发现,收益率在正负之间来回穿越,这说明:有一段时间盈利,过一阵又亏回去,然后可能又赚回来。这不是你的策略有问题,而是市场本来就这样。没有一个策略能保证只盈利不亏损,定投也不例外。它只是一种“分散买入时点”的方法,避免了把所有钱一次性投在最高点的风险,降低了运气的成分。 -不管你看到的最终结果是正收益还是负收益,有一件事比结果本身更重要:**你怎么知道这个结果算好还是算差?** +不管你看到的最终结果是正收益还是负收益,有一件事比结果本身更重要:**我们怎么知道这个结果算好还是算差?** -赚了 5%,听起来还行?但如果同期银行理财能给你 4%,那你承受了股市的波动,只多赚了 1%,值得吗?亏了 3%,听起来很糟?但如果同期大盘跌了 15%,你其实已经大幅跑赢了市场。 +赚了 5%,听起来还行?但如果同期银行理财能给你 4%,而你承受了股市的波动,整天担惊受怕,才只多赚了 1%,值得吗?亏了 3%,听起来很糟?但如果同期大盘跌了 15%,你其实已经大幅跑赢了市场。 -这就像考试拿了 80 分——你得知道全班平均分才能判断自己考得好不好。我们需要一个参照物。 +这就像考试拿了 80 分。你得知道全班平均分,才能判断自己考得好不好。我们需要一个参照物,考多少分很重要,但分数线划在哪则更重要。 ## 1.2 我的收益算好还是算差? -上一节最后留下了一个问题:一个收益率数字本身,不能告诉你任何事。赚了 20% 是好是坏?亏了 5% 是糟糕还是其实还行?这取决于你跟谁比。 +一个收益率就是一个数字,本身不能告诉你任何事。赚了 20% 是好是坏?亏了 5% 是糟糕还是其实还行?这取决于你跟谁比。 -你需要一个 **基准(Benchmark)**。基准就是“全班平均分”——你不知道 80 分算好算差,但如果全班平均 60 分,你就知道自己考得不错;如果全班平均 95 分,那 80 分就得反思了。投资也是一样。你的收益率只有跟某个参照物放在一起看,才有意义。 +这时候,你需要一个 **基准(Benchmark)**。基准就是分数线,也就是“跟谁比”,比如“全班平均分”。你不知道 80 分算好算差,但如果全班平均 60 分,你就知道自己考得不错;如果全班平均 95 分,那 80 分就得反思了。投资也是一样。你的收益率只有跟某个参照物放在一起看,才有意义。 跟谁比?其实有三种不同层次的基准: -- **绝对基准**:你能接受的最低收益率。比如“年化至少 5%,否则我还不如买理财”。这是你的个人底线。 -- **相对基准**:市场指数。你的策略是赢了大盘还是输了大盘?赢了说明你有超额收益,输了说明你还不如买指数基金。 -- **策略基准**:同类策略中最简单的那个。择时策略要和“买入持有”比——你费心选时机,总得比什么都不做强吧?权重优化策略要和“等权重”比——你费心调配比例,总得比平均分配强吧? +- **绝对基准**:自己能接受的最低收益率。比如“年化至少 5%,否则我还不如买理财”。可以选择一个无风险的利率,比如 3 年定存的年化利率。这是你的个人底线。 +- **相对基准**:和市场或行业指数比。你的策略是赢了大盘还是输了大盘?赢了说明你比市场更好,输了说明你还不如买指数基金。如果一番操作还不如市场大盘,再算上自己付出的时间和承受的波动,这个策略就很难说有效。 +- **策略基准**:和同类策略中最简单的做法比。如果策略要挑买入时机,就和“买入持有”比,你费心选时机,总得比什么都不做强吧?如果策略要分配不同资产的买入比例,就和“平均分配”比,你费心调配比例,总得比平均分配强吧? -在后面的章节中,我们会逐步引入这三种基准。但眼下先从最基本的开始。 +在后面的章节中,我们会逐步引入这三种基准。眼下先从最基本的开始。 -那什么是最自然的基准?想象你在投资的第一天,面前有两个选择:一是按照某个策略每月定投,二是把所有钱一次性全部买入,然后什么都不做,一直拿着到最后一天。第二个选择就是 **买入持有(Buy & Hold)**——它代表“什么都不做”的结果。你的策略要是连“什么都不做”都赢不了,那它存在的意义是什么? +先记住一个简单判断:如果一个策略只是跟着市场一起涨跌,它还不能说明自己发现了独特规律。只有放到基准旁边比较,才知道它到底有没有做得更好。 + +那什么是最自然的基准?想象你在投资的第一天,面前有两个选择:一是按照某个策略每月定投,二是把所有钱一次性全部买入,然后什么都不做,一直拿着到最后一天。第二个选择就是 **买入持有(Buy & Hold)**,它代表“什么都不做”的结果。你的策略要是连“什么都不做”都赢不了,那它存在的意义是什么? 所以我们接下来要做的事很简单:算出“什么都不做”能赚多少钱,然后跟定投的结果放在一起比。 ### 动手实验 3:和基准对比 -我们一起把这份基准对比 spec 写出来。这次重点看一个新东西:**结果呈现段如何写“动态结论”**——不知道跑出来谁赢谁输,怎么提前定义两种结果的解读? +我们一起把这份基准对比 spec 写出来。这次重点看一个新东西:**验收标准如何写“动态结论”**。不知道跑出来谁赢谁输时,怎么提前定义两种结果的解读? -#### 起草上下文 + 任务 +#### 第一、二段:上下文和任务描述 > **上下文**:在 `q1-strategy.ipynb` 中已有沪深 300ETF 日线数据(变量 `df`,含 Close 列)和简单定投回测结果(变量 `result_dca`,含 return 列)。 > -> **任务**:计算「一次性买入持有」作为基准,和定投策略对比,帮助理解收益来源。 +> **任务描述**:计算「一次性买入持有」作为基准,和定投策略对比,帮助理解收益来源。 -#### 起草要求 +#### 第三段:任务要求 -> **要求**: +> **任务要求**: 1. 基准策略(Buy & Hold):起始日全部资金一次性买入,持有到最后一天;基准收益率 = (终点 - 起点) / 起点,存到 `benchmark_return` 2. 计算基准的逐月累计收益率曲线(每月末收盘价相对起始价的涨跌幅) 3. 与定投策略对比 -#### 起草结果呈现 +#### 第四段:验收标准 -这一段是这份 spec 最有意思的地方——我们不知道沪深 300 这 5 年是涨是跌,所以**得提前写好两种结果的对应文案**: +我们不知道沪深 300 这 5 年是涨是跌,所以**得提前写好两种结果的对应文案**: -> **结果呈现**: +> **验收标准**: 1. 打印起点 / 终点价格、一次性买入收益率、定投收益率、两者差异 2. 根据对比结果**动态选**一句话: - - 如果定投跑赢:「在下跌市中,定投通过分批买入避开了部分高位」 - - 如果定投跑输:「在上涨市中,越早全部投入越好」 -3. 无论哪种结果,都补充一句共同收束:「但两种策略都没有 Alpha——收益完全取决于市场涨跌,这就是 Beta」 + - 如果定投跑赢:「在市场整体下跌时,定投通过分批买入避开了部分高位」 + - 如果定投跑输:「在市场整体上涨时,越早全部投入越好」 +3. 无论哪种结果,都补充一句:「但两种策略都主要跟着市场涨跌,还不能说明有稳定优势」 4. 画一张对比图(figsize 12×6):定投 vs 一次性买入两条累计收益率曲线,图例标注名称 -> 📌 **要点**:spec 不能预设结果方向。“分批买入避开高位” / “越早全部投入越好”听起来像两个相反的结论,但它们其实是对**同一个现象**的两种表述——市场跌了 / 涨了。把“双分支动态结论”写进 spec,让 AI 跑完**结果会自己讲故事**,无论涨跌都不会出现“硬写但和数据不符”的尴尬。 -> -> 📌 **要点**:双分支后面常需要一句“共同收束”。本 spec 的“两种策略都没有 Alpha”是把读者的注意力**从‘谁赢’拉到‘两者本质相同’**——这是教学型 spec 写作的隐藏技巧:分歧的下面藏着共识。 +> 📌 **要点**:spec 不能预设结果方向。“分批买入避开高位” / “越早全部投入越好”听起来像两个相反的结论,但它们其实是对**同一个现象**的两种表述:市场跌了 / 涨了。把“双分支动态结论”写进 spec,让 AI 跑完后自己根据结果说话,无论涨跌都不会出现“硬写但和数据不符”的尴尬。 -完整 spec 在 [`specs/spec-03-benchmark.md`](https://github.com/xingwudao/xquant-learning/blob/main/q1-how-to-profit/specs/spec-03-benchmark.md)——复制给 AI,弹窗选「允许」。 +完整示例 spec 在配套仓库的 [`q1-how-to-profit/specs/spec-03-benchmark.md`](https://github.com/xingwudao/xquant-learning/blob/main/q1-how-to-profit/specs/spec-03-benchmark.md),你可以参考。确认自己的 spec 后,把它复制给 AI,让它执行试试看。 -AI 助手执行完毕后,你的 notebook 里会出现一组对比数字和一张双线对比图。AI 帮你做了这些事:计算了买入持有的收益率(用最后一天的价格减去第一天的价格,再除以第一天的价格),然后把它和定投的收益率放在一起对比,算出两者的差异。 +AI 执行完毕后,你的 notebook 里会出现一组对比数字和一张双线对比图。AI 帮你做了这些事:计算买入持有的收益率(用最后一天的价格减去第一天的价格,再除以第一天的价格),然后把它和定投的收益率放在一起对比,算出两者的差异。 -两条收益率曲线画在同一张图上(如图 1-5 所示)。它们之间的距离,就是两种策略在每个月的差异。有时候定投在上面,有时候买入持有在上面——领先和落后是交替出现的。这张图的价值在于:它不只告诉你最终结果谁赢了,还让你看到整个过程中两者的“赛跑”。 +两条收益率曲线画在同一张图上(如图 1-5 所示)。它们之间的距离,就是两种策略在每个月的差异。有时候定投在上面,有时候买入持有在上面,领先和落后是交替出现的。这张图的价值在于:它不只告诉你最终结果谁赢了,还让你看到整个过程中两者的“赛跑”。 ![定投 vs 买入持有](images/q1-how-to-profit/03-dca-vs-buyhold.png) ### 读懂对比结果 -先看打印出来的数字。你会发现一个有意思的现象:沪深 300ETF 的起点价格和终点价格可能非常接近。也就是说,如果你在数据起始日一次性买入,持有到现在,可能几乎没赚没亏——市场在这几年里“坐了一趟过山车”,最后又回到了起点附近。 +先看打印出来的数字。你会发现一个有意思的现象:沪深 300ETF 的起点价格和终点价格可能非常接近。也就是说,如果你在数据起始日一次性买入,持有到现在,可能几乎没赚没亏。市场在这几年里“坐了一趟过山车”,最后又回到了起点附近。 但定投的结果呢?大概率是正收益。为什么“什么都不做”几乎没有收益,而定投反而获得了正收益? -原因不复杂。回想一下定投的机制:价格低的时候,同样 1000 块钱能买到更多份额;价格高的时候,买到的份额更少。过去几年沪深 300 经历了一轮明显的下跌,又有所回升。在下跌过程中,定投不断在低位买入,积累了大量便宜的份额。等到价格回升,这些便宜份额带来的利润弥补了高位买入的亏损。而一次性买入就没有这个“摊低成本”的机会——你在最开始买了,然后只能眼睁睁看着价格跌下去再涨回来。 +原因不复杂。回想一下定投的机制:价格低的时候,同样 1000 块钱能买到更多份额;价格高的时候,买到的份额更少。过去几年沪深 300 经历了一轮明显的下跌,又有所回升。在下跌过程中,定投不断在低位买入,积累了大量便宜的份额。等到价格回升,这些便宜份额带来的利润弥补了高位买入的亏损。而一次性买入就没有这个“摊低成本”的机会。你在最开始买了,然后只能眼睁睁看着价格跌下去再涨回来。 -再看对比图。两条线的交叉和分离,就是两种策略的攻守转换。你会发现,在市场下跌的阶段,定投那条线通常在上面(跌得少);在市场快速上涨的阶段,买入持有可能追上来甚至反超。这也符合直觉——下跌市里,分批买入天然就比一次性买入有优势,因为你避开了在最高点“全仓”的风险。 - -### 两个收益率背后的大问题 - -到这里,不管谁赢了,你可能会觉得:差距其实也没那么大嘛。对,你说得对。因为这两种策略做的是同一件事——买入沪深 300ETF 然后持有。区别只是“一次性全买”还是“分批买”。它们的收益来源是完全一样的:市场本身的涨跌。市场涨,两个策略都赚;市场跌,两个策略都亏。 - -这引出了量化交易中两个最重要的概念。 - -**Beta(贝塔)** 是你“坐电梯”获得的收益。你走进商场,坐上电梯,电梯往上走,你就到了高处。你做了什么吗?你什么都没做,只是站在电梯里。市场就是那部电梯。市场涨,你的资产就跟着涨;市场跌,你的资产就跟着跌。你承担了市场整体涨跌的风险,市场给你的回报就是 Beta。 - -定投和买入持有,本质上都是在“坐电梯”。收益完全取决于这部电梯——沪深 300——是往上走还是往下走。你没有做出任何“判断”,没有选择买入时机,没有选择哪只股票,没有在任何地方做出比市场更聪明的决定。赚的钱全是 Beta。 - -那如果有人不甘心只坐电梯呢? - -**Alpha(阿尔法)** 是你“爬楼梯”多走的路。别人坐电梯到了 10 楼,你坐电梯到了 10 楼之后,又自己爬了 5 层到 15 楼——那多出来的 5 层就是你的 Alpha。翻译成投资语言:Alpha = 你的收益 - 市场的收益。如果市场涨了 10%,你赚了 15%,那你有 5% 的 Alpha。如果市场涨了 10%,你只赚了 8%,那你的 Alpha 是 -2%——你不仅没爬楼梯,还在电梯里摔了一跤。 - -Alpha 需要你做出某种“判断”,并且这个判断要比市场聪明。比如,判断什么时候该买、什么时候该卖、该买什么、不该买什么。这些判断如果正确,就能产生正的 Alpha;如果错误,Alpha 就是负的——你还不如什么都不做。 - -回到我们的定投策略:它有 Alpha 吗?没有。零。定投不做任何判断,不猜涨跌,不择时。它的收益百分之百来自 Beta。市场好,定投就盈利;市场差,定投就亏损。它只是一种资金分配方式,不是一种“聪明”的策略。 - -这个结论很重要,值得你记住:**到目前为止,我们的策略没有任何 Alpha。收益完全来自 Beta——市场好就赚,市场差就亏。** - -既然定投没有 Alpha,怎样才能赢过市场?我们需要在策略里加入一些“自己的判断”。最简单的判断工具,是一条线。 +再看对比图。两条线的交叉和分离,就是两种策略的攻守转换。你会发现,在市场下跌的阶段,定投那条线通常在上面(跌得少);在市场快速上涨的阶段,买入持有可能追上来甚至反超。这也符合直觉:下跌期间,分批买入天然就比一次性买入有优势,因为你避开了在最高点“全仓”的风险。 ## 1.3 怎么才能赢过市场? -上一节结尾说了:要产生 Alpha,就得在策略里加入“判断”。但什么叫“判断”?不是你拍脑袋觉得明天会涨就买——那叫赌博。量化的判断,必须是一条可以写成明确规则的逻辑。 +上一节我们知道了:如果只跟着市场涨跌走,很难证明策略有自己的优势。想做得比基准更好,就要加入一条能写成规则的判断。最简单的判断工具,是一条线,叫做**均线(Moving Average)**。它把过去一段时间的收盘价取平均,每天算一个值,再连成一条曲线。 -最简单的判断工具,是一条线——**均线(Moving Average)**。 +打个比方,你今天量体温 37.5°C,是不是发烧了?不好说,也许你刚跑完步、也许体温计不太准。但如果你连续 5 天量体温,算个平均值,发现平均体温都偏高,那大概率是真的不舒服了。均线就是这个“平均体温”。它取过去 N 天收盘价的平均值,把每天的随机波动抹平,留下更稳定的趋势方向。单看某一天的价格就像单看某一次体温,可能被噪音干扰;但看一段时间的平均值,信息就可靠多了。 -均线是什么?打个比方。你今天量体温 37.5°C,是不是发烧了?不好说,也许你刚跑完步、也许体温计不太准。但如果你连续 5 天量体温,算个平均值,发现平均体温都偏高——那大概率是真的不舒服了。均线就是这个“平均体温”。它取过去 N 天收盘价的平均值,把每天的随机波动抹平,留下更稳定的趋势方向。单看某一天的价格就像单看某一次体温,可能被噪音干扰;但看一段时间的平均值,信息就可靠多了。 - -那“价格在均线上方”意味着什么?意味着最近的价格比过去一段时间的平均价格高。换句话说,市场最近在涨,可能正处于上升趋势。注意我用了“可能”——均线是个**滞后指标(Lagging Indicator)**,它看的是过去,不预测未来。就像你说“这个星期天气都不错”,不代表明天一定晴天。但作为一个参考信号,它总比什么都不看要强。 +那“价格在均线上方”意味着什么?意味着当前的价格比过去一段时间的平均价格高。换句话说,市场最近在涨,可能正处于上升趋势。注意我用了“可能”,因为均线是个**滞后指标(Lagging Indicator)**,它看的是过去,不预测未来。就像你说“这个星期天气都不错”,不代表明天一定晴天。但作为一个参考信号,它总比什么都不看要强。 基于这个逻辑,我们给定投策略加一条规则:每月定投日,**仅当收盘价高于 N 日均线时才买入**,否则这个月跳过。就这么简单。不买的月份,钱留在手里,份额和成本都不变。 -这就是**择时(Market Timing)**——不再闭着眼睛每月都买,而是先看看“天气”再决定出不出门。市场趋势向上的时候跟着买入,趋势不明朗的时候按兵不动。听上去很合理,对吧? +这就是**择时(Market Timing)**:不再闭着眼睛每月都买,而是先看看“天气”再决定出不出门。市场趋势向上的时候跟着买入,趋势不明朗的时候按兵不动。听上去很合理,对吧? 但这里有一个问题:N 取多少?过去 10 天的平均值?20 天?还是 60 天?不同的 N 就是不同的“回看窗口”: -- **MA10**(10 天,约 2 周):短期均线。反应灵敏,价格稍微涨几天它就跟着翘头,但也容易被短期波动骗到——价格随便抖一抖,信号就来回翻转。 +- **MA10**(10 天,约 2 周):短期均线。反应灵敏,价格稍微涨几天它就跟着翘头,但也容易被短期波动骗到,价格随便抖一抖,信号就来回翻转。 - **MA20**(20 天,约 1 个月):中期均线。过滤掉了大部分日常噪音,是比较常用的参数。 - **MA60**(60 天,约 3 个月):长期均线。非常稳定,但反应迟钝。市场可能已经涨了一大截,它才慢悠悠地确认“嗯,确实在涨”。 @@ -293,19 +272,19 @@ Alpha 需要你做出某种“判断”,并且这个判断要比市场聪明 ### 动手实验 4:看见均线 -这份“画图” spec 比前面几份更挑细节——它要把图怎么画**全部锁死**到颜色、线型、标记形状。我们一起把它写出来,看看“视觉契约”要写多细才够。 +这份“画图” spec 比前面几份有更多细节,要把图怎么画,规定到颜色、线型、标记形状这个粒度上。我们一起把它写出来,看看“视觉要求”要写多细才够。 -#### 起草上下文 + 任务 +#### 第一、二段:上下文和任务描述 -> **上下文**:在 `q1-strategy.ipynb` 中已有沪深 300ETF 日线数据(变量 `df`,含 Close 列)。上一节引入了均线的概念——过去 N 天收盘价的平均值。 +> **上下文**:在 `q1-strategy.ipynb` 中已有沪深 300ETF 日线数据(变量 `df`,含 Close 列)。上一节引入了均线的概念:过去 N 天收盘价的平均值。 > -> **任务**:画出收盘价与三条均线(MA10 / MA20 / MA60)的对比图,并标记 MA20 的上穿 / 下穿点。 +> **任务描述**:画出收盘价与三条均线(MA10 / MA20 / MA60)的对比图,并标记 MA20 的上穿 / 下穿点。 -#### 起草要求:视觉契约 +#### 第三段:任务要求 -要求段是这份 spec 的灵魂——**视觉细节全部锁死**: +这部分要规定到颜色、线型、标记形状这个粒度上。 -> **要求**: +> **任务要求**: - 截最近 1 年数据:`df_recent = df.loc[df.index[-1] - pd.DateOffset(years=1):].copy()` - 三条均线:`rolling(10/20/60).mean()` @@ -316,17 +295,17 @@ Alpha 需要你做出某种“判断”,并且这个判断要比市场聪明 - 下穿点:红色向下三角(`marker='v'`, markersize=10) - 标题「沪深 300ETF:收盘价与均线(最近 1 年)」+ 图例 + 网格 -> 📌 **要点**:可视化 spec 必须把视觉契约写到颜色、线型、标记形状级别。“画一张对比图”是反例——AI 可能给你 default 蓝色细线、不带 marker、不带网格的图,跟书里截图完全对不上。**每一个视觉决策都要进 spec:颜色用什么 hex / linestyle 用“–”还是“:”/ marker 多大 / figsize 多少。** 这是【精确】原则在视觉场景的具体落点。 +> 📌 **要点**:可视化 spec 必须把视觉要求写到颜色、线型、标记形状级别。只说“画一张对比图”不够,AI 可能给你默认蓝色细线、不带标记、不带网格的图,跟书里截图完全对不上。每一个视觉决策都要进 spec:颜色、线型、标记大小、图形尺寸。你不一定需要指明颜色代码,但要用自然语言说明。 > -> 📌 **要点**:截窗口要带 `.copy()`。要求里的 `df.loc[...].copy()` 不是装饰——pandas 里没 `.copy()` 直接切片是“视图”,后面再往这个视图上加列(MA10/MA20/MA60)会触发 `SettingWithCopyWarning`,有时甚至改不到原数据。**spec 里写明** `.copy()` **比写一句“注意切片”更稳**——AI 看到 `.copy()` 就知道你要的是独立副本。 +> 📌 **要点**:截窗口要带 `.copy()`。要求里的 `df.loc[...].copy()` 不是装饰。pandas 里不带 `.copy()` 的切片常常是“视图”,后面再往这个视图上加列(MA10/MA20/MA60)会触发 `SettingWithCopyWarning`,有时甚至改不到原数据。spec 里写明 `.copy()` 比写一句“注意切片”更稳,AI 看到 `.copy()` 就知道你要的是独立副本。这一点不需要一开始就知道,我也是第一遍输出不满意之后,经过 AI 提醒才补上的。你要学的是持续迭代,不是第一次就写完美。 -#### 起草结果呈现 +#### 第四段:验收标准 -> **结果呈现**:价格与均线对比图(含交叉点标记)+ 打印交叉统计「上穿 N 次 / 下穿 N 次」。 +> **验收标准**:价格与均线对比图(含交叉点标记)+ 打印交叉统计「上穿 N 次 / 下穿 N 次」。 -完整 spec 在 [`specs/spec-04-ma-visual.md`](https://github.com/xingwudao/xquant-learning/blob/main/q1-how-to-profit/specs/spec-04-ma-visual.md)——复制给 AI,弹窗选「允许」。 +完整示例 spec 在配套仓库的 [`q1-how-to-profit/specs/spec-04-ma-visual.md`](https://github.com/xingwudao/xquant-learning/blob/main/q1-how-to-profit/specs/spec-04-ma-visual.md),你可以参考。确认自己的 spec 后,把它复制给 AI,弹窗选「允许」。 -AI 助手执行完毕后,你的 notebook 里会出现一张价格与均线的对比图,如图 1-6 所示。 +AI 执行完毕后,你的 notebook 里会出现一张价格与均线的对比图,如图 1-6 所示。 ![收盘价与均线](images/q1-how-to-profit/04-ma-visual.png) @@ -334,49 +313,49 @@ AI 助手执行完毕后,你的 notebook 里会出现一张价格与均线的 现在你亲眼看到了均线和交叉信号。几个值得注意的地方: -**三条均线的“性格”不同。** 绿色的 10 日均线紧贴价格,几乎同步波动——价格稍微涨几天它就跟着翘头,跌几天它就立刻掉头向下。蓝色的 20 日均线稍微平滑一些,过滤掉了一些日常噪音。红色的 60 日均线最“淡定”,价格上下翻飞它才慢慢跟。这正是前面说的“回看窗口”的差异:窗口越短,越灵敏也越容易被骗;窗口越长,越稳定也越迟钝。 +**三条均线的“性格”不同。** 绿色的 10 日均线紧贴价格,几乎同步波动,价格稍微涨几天它就跟着翘头,跌几天它就立刻掉头向下。蓝色的 20 日均线稍微平滑一些,过滤掉了一些日常噪音。红色的 60 日均线最“淡定”,价格上下翻飞它才慢慢跟。这正是前面说的“回看窗口”的差异:窗口越短,越灵敏也越容易被骗;窗口越长,越稳定也越迟钝。 -**交叉点就是信号。** 绿色三角标记的是“上穿”——收盘价从 MA20 下方穿到上方,意味着短期价格超过了最近一个月的平均水平,趋势可能在转好。红色三角标记的是“下穿”——收盘价跌破了 MA20,趋势可能在转弱。 +**交叉点就是信号。** 绿色三角标记的是“上穿”,收盘价从 MA20 下方穿到上方,意味着短期价格超过了最近一个月的平均水平,趋势可能在转好。红色三角标记的是“下穿”,收盘价跌破了 MA20,趋势可能在转弱。 -**信号不少,但不是每次都“对”。** 仔细看图:有些上穿之后确实涨了一段,信号是“对”的;但也有些上穿之后价格又很快跌回去——刚穿上去就掉下来,这就是“假信号”。均线越短,假信号越多;均线越长,信号越少但更迟钝。没有哪条均线能百分百准确。 +**信号不少,但不是每次都“对”。** 仔细看图:有些上穿之后确实涨了一段,信号是“对”的;但也有些上穿之后价格又很快跌回去,刚穿上去就掉下来,这就是“假信号”。均线越短,假信号越多;均线越长,信号越少但更迟钝。没有哪条均线能百分百准确。 有了这个直觉,我们来试试:如果真的按这些信号来决定买不买,结果会怎样? ### 动手实验 5:加入均线择时 -这份均线择时 spec 多了一件事——把可能爆炸的边界 case 列出来。均线初期没值、累计成本为 0 时除法会爆,这些都要在 spec 里点名。我们一起把它写出来。 +这份均线择时 spec 多了一件事,要把可能出错的边界情况提前列出来。因为均线初期没值、累计成本为 0 时除法会出问题,这些都要在 spec 里点名。我们一起把它写出来。 -#### 起草上下文 + 任务 +#### 第一、二段:上下文和任务描述 > **上下文**:在 `q1-strategy.ipynb` 中已有沪深 300ETF 日线数据(`df`)、简单定投回测函数 `backtest_dca` 和结果(`result_dca`)、基准对比代码。 > -> **任务**:在定投基础上加入均线择时——每月第一个交易日,仅当收盘价 \> N 日均线才买入。 +> **任务描述**:在定投基础上加入均线择时:每月第一个交易日,仅当收盘价 \> N 日均线才买入。 -#### 起草要求:边界 case 显式 +#### 第三段:任务要求 -> **要求**: +> **任务要求**: 1. 函数 `backtest_dca_with_ma(df, monthly_amount=1000, ma_period=20)`,返回格式同 `result_dca`,额外含 signal 列(布尔值)。**后续步骤会复用此函数** -2. 三个边界 case 必须显式处理: +2. 三个边界情况必须写明处理方式: - 均线计算初期(前 N 天)没均线值,这些月份不买入 - 跳过的月份,累计成本和份额保持不变 - 累计成本为 0 时(尚未发生任何买入),收益率直接设为 0,**不要用除法**,避免除零警告 3. 分别跑 MA10、MA20、MA60 三个参数 -> 📌 **要点**:边界 case 必须显式写进 spec。“每月有买入条件”听起来简单,但隐藏着三个炸点:① 前 N 天没均线 ② 跳过月份的状态怎么传递 ③ 累计成本为 0 时除法会 NaN。**只要 spec 不点名这三件事,AI 写出的代码 60% 概率会在某一个炸点上出 warning 或错值。** 你不需要让 AI 自己发现边界——你列清楚,它照办。 +> 📌 **要点**:边界情况必须写进 spec。“每月有买入条件”听起来简单,但隐藏着三个容易出错的地方:① 前 N 天没均线 ② 跳过月份的状态怎么传递 ③ 累计成本为 0 时除法会 NaN。如果 spec 不写清楚这三件事,AI 就有可能写出有 bug 的代码。 > -> 📌 **要点**:派生函数的入参命名要和原函数对齐。`backtest_dca_with_ma(df, monthly_amount=1000, ma_period=20)` 的前两个入参和实验 2 的 `backtest_dca(df, monthly_amount=1000)` 完全一致——只在末尾加 `ma_period`。这不是形式主义:spec 链越往后,函数会被反复调用,入参命名一致才能让“两个回测”的对比代码读起来对称。**新加参数追在已有参数后面、不打乱原顺序,是 spec 链可读性的隐藏前提。** +> 📌 **要点**:这里增加了一个回测函数 `backtest_dca_with_ma(df, monthly_amount=1000, ma_period=20)`,它前两个入参和实验 2 的 `backtest_dca(df, monthly_amount=1000)` 完全一致,只在末尾加 `ma_period`。新加参数追在已有参数后面,不打乱原顺序,才能保证 spec 链的可读性。 -#### 起草结果呈现 +#### 第四段:验收标准 -> **结果呈现**: +> **验收标准**: 1. 打印每个参数:`MA10: 收益率 X.XX%, 买入 N/M 次` + 简单定投作为对照 2. 画对比图(figsize 12×6):简单定投灰虚线 + MA10/20/60 三色实线,图例 + 网格 + 零线 -完整 spec 在 [`specs/spec-05-ma-timing.md`](https://github.com/xingwudao/xquant-learning/blob/main/q1-how-to-profit/specs/spec-05-ma-timing.md)——复制给 AI,弹窗选「允许」。 +完整示例 spec 在配套仓库的 [`q1-how-to-profit/specs/spec-05-ma-timing.md`](https://github.com/xingwudao/xquant-learning/blob/main/q1-how-to-profit/specs/spec-05-ma-timing.md),你可以参考。确认自己的 spec 后,把它复制给 AI,弹窗选「允许」。 -AI 助手执行完毕后,你的 notebook 里会出现一组对比数据和一张多线对比图。AI 帮你做了这些事:在每个交易日计算过去 N 天收盘价的平均值(均线),然后在每月定投日比较当天收盘价和均线值——价格在均线上方就买入,在下方就跳过。和简单定投的区别就在这里:简单定投每个月都买,均线策略有些月份会选择“不出手”。AI 分别用 MA10、MA20、MA60 三个参数各跑了一遍回测,然后画了一张对比图(如图 1-7 所示):灰色虚线是简单定投作为基准,三条有色实线是不同均线参数的策略,四条线放在一起一眼就能看出谁在什么时候领先、什么时候落后。 +AI 执行完毕后,你的 notebook 里会出现一组对比数据和一张多线对比图。AI 帮你做了这些事:在每个交易日计算过去 N 天收盘价的平均值(均线),然后在每月定投日比较当天收盘价和均线值。价格在均线上方就买入,在下方就跳过。和简单定投的区别就在这里:简单定投每个月都买,均线策略有些月份会选择“不出手”。AI 分别用 MA10、MA20、MA60 三个参数各跑了一遍回测,然后画了一张对比图(如图 1-7 所示):灰色虚线是简单定投作为基准,三条有色实线是不同均线参数的策略,四条线放在一起一眼就能看出谁在什么时候领先、什么时候落后。 ![均线择时对比](images/q1-how-to-profit/05-ma-timing.png) @@ -384,113 +363,101 @@ AI 助手执行完毕后,你的 notebook 里会出现一组对比数据和一 先看打印出来的数字。每一行告诉你两件事:最终收益率和买入次数。 -注意买入次数的变化。简单定投是每个月都买,均线策略则会跳过一些月份。MA10 跳过得少一些,因为短期均线容易被价格快速穿越;MA60 跳过得多一些,因为长期均线更“迟钝”,价格要涨很久才能站到它上面。换句话说,均线周期越长,策略越“挑剔”——不是每个月都觉得“可以买”。 +注意买入次数的变化。简单定投是每个月都买,均线策略则会跳过一些月份。MA10 跳过得少一些,因为短期均线容易被价格快速穿越;MA60 跳过得多一些,因为长期均线更“迟钝”,价格要涨很久才能站到它上面。换句话说,均线周期越长,策略越“挑剔”,不是每个月都觉得“可以买”。 -再看收益率。三个参数的收益率各不相同——有的可能比简单定投好,有的可能更差。这是第一个值得注意的现象:**加了均线判断,不一定收益更高。** +再看收益率。三个参数的收益率各不相同,有的可能比简单定投好,有的可能更差。这是第一个值得注意的现象:**加了均线判断,不一定收益更高。** -为什么会这样?因为均线择时是一把双刃剑。它帮你跳过了一些“价格在下跌通道”的月份,避免了在下跌中继续投钱,这是好事。但它也可能让你错过一些“刚开始反弹”的月份——价格刚从底部起来,还没站上均线,你就没买到最便宜的那几次。少买的月份如果后来涨了,你就少赚了。 +为什么会这样?因为均线择时是一把双刃剑。它帮你跳过了一些“价格在下跌通道”的月份,避免了在下跌中继续投钱,这是好事。但它也可能让你错过一些“刚开始反弹”的月份。价格刚从底部起来,还没站上均线,你就没买到最便宜的那几次。少买的月份如果后来涨了,你就少赚了。 -现在看对比图。灰色虚线是简单定投,有色实线是三条均线策略。注意它们什么时候分开、什么时候靠近。你可能会发现:在市场大幅下跌的阶段,均线策略的曲线有时比简单定投下跌得少——因为它跳过了一些下跌月份的买入。但在市场持续上涨的阶段,均线策略可能跟不上简单定投——因为有些月份它“犹豫”了,没有买入。 +现在看对比图。灰色虚线是简单定投,有色实线是三条均线策略。注意它们什么时候分开、什么时候靠近。你可能会发现:在市场大幅下跌的阶段,均线策略的曲线有时比简单定投下跌得少,因为它跳过了一些下跌月份的买入。但在市场持续上涨的阶段,均线策略可能跟不上简单定投,因为有些月份它“犹豫”了,没有买入。 -这里有一个关键观察,请你记住:**加入判断条件确实改变了结果,但改变的方向不确定。它不是一个“只赚不赔”的改进,而是一种取舍——用“可能错过上涨”换“可能避开下跌”。** +这里有一个关键观察,请你记住:**加入判断条件确实改变了结果,但改变的方向不一定是你期望的方向。它不是一个“只赚不赔”的改进,而是一种取舍,用“可能错过上涨”换“可能避开下跌”。** 这样的取舍会贯穿后面的章节:每一条规则都在换取某种收益,也承担某种代价。 -而且三个参数的效果不一样。MA10、MA20、MA60,谁最好?在你手上这段数据里,可能 MA20 赢了,也可能 MA60 更好——这取决于市场在过去几年具体走了什么样的路径。 +你还会注意到,这三个参数的效果不一样。MA10、MA20、MA60,谁最好?在你手上这段数据里,可能 MA20 赢了,也可能 MA60 更好,这取决于市场在过去几年具体走了什么样的路径。 -三个参数效果不同——MA10、MA20、MA60,到底哪个最好?为什么不干脆把所有可能的参数都试一遍呢?从 MA5 到 MA120,每隔 5 天试一个,总有一个是最优的吧? +三个参数,MA10、MA20、MA60,到底哪个最好?为什么不干脆把所有可能的参数都试一遍呢?从 MA5 到 MA120,每隔 5 天试一个,总有一个是最优的吧?没错,这个做法就叫“参数扫描”,目的是找到“最优参数”。 ## 1.4 找到“最优参数”就能盈利了? -上一节我们试了三个参数,效果各不相同。你心里可能已经在想:才三个参数就想找到最优解?太不严谨了。干脆全试一遍——从 MA5 到 MA120,每隔 5 天取一个,一共 24 个参数。跑完之后,选收益率最高的那个。听起来是不是很“科学”、很“严谨”?毕竟我们没有拍脑袋猜,而是用数据说话、穷举搜索。 +上一节我们试了三个参数,效果各不相同。你心里可能已经在想:才三个参数就想找到最优解?太不严谨了。干脆全试一遍,从 MA5 到 MA120,每隔 5 天取一个,一共 24 个参数。跑完之后,选收益率最高的那个。听起来是不是很“科学”、很“严谨”?毕竟我们没有拍脑袋猜,而是用数据说话、穷举搜索。 -为什么是 5 到 120 这个范围?5 天太短,几乎等于在看每周的波动,全是噪音;120 天约等于半年,再长的话均线几乎不动,策略基本不会发出买入信号。5 到 120 覆盖了实务中常用的所有均线周期——短期、中期、长期都包含在内。每隔 5 天取一个是为了效率:不需要逐天试,大趋势的差异在 5 天级别就能体现出来,MA15 和 MA16 的结果不会有质的不同。 +为什么是 5 到 120 这个范围?5 天太短,几乎等于在看每周的波动,全是噪音;120 天约等于半年,再长的话均线变化越来越缓慢,策略基本不会发出买入信号。5 到 120 覆盖了实务中常用的所有均线周期,短期、中期、长期都包含在内。每隔 5 天取一个是为了效率:不需要逐天试,大趋势的差异在 5 天级别就能体现出来,MA15 和 MA16 的结果不会有质的不同。 -不过在看结果之前,你可以先想一个问题——如果我朝墙上射了 24 支箭,总有一支是最接近靶心的。但这说明我箭术好吗?先把这个问题放在心里,我们来看看实验结果。 +不过在看结果之前,你可以先想一个问题:如果你朝墙上射了 24 支箭,总有一支是最接近靶心的。但这说明你箭术好吗?如果射 2400 支箭呢?先把这个问题放在心里,我们来看看实验结果。 ### 动手实验 6:参数扫描 -这份参数扫描 spec 有点反常——它**故意保持 naive**:不警告“过拟合”,不分训练 / 测试集,就让你“找最优”。我们一起把它写出来,先经历一次“找到漂亮数字”的过程,下一节再回头看看那个数字到底是什么。 +这份参数扫描 spec 有点**朴素**,所谓朴素,就是暂时不管什么是“过拟合”,也不分训练 / 测试集,这些概念我们留到以后再说,这次就单纯“找最优”。我们一起把它写出来,先经历一次“找到漂亮数字”的过程,下一节再回头看看那个数字到底是什么。 -#### 起草上下文 + 任务 +#### 第一、二段:上下文和任务描述 > **上下文**:在 `q1-strategy.ipynb` 中已有 `df`、`result_dca`、带均线条件的回测函数 `backtest_dca_with_ma`。 > -> **任务**:扫描所有均线参数(MA5 到 MA120,步长 5),找到历史收益率最高的「最优参数」并可视化。 +> **任务描述**:扫描所有均线参数(MA5 到 MA120,步长 5),找到历史收益率最高的「最优参数」并可视化。 -#### 起草要求 + 结果呈现 +#### 第三、四段:任务要求和验收标准 -> **要求**:扫描范围 MA5 到 MA120 步长 5(共 24 个参数)→ 调用已有的 `backtest_dca_with_ma` 跑一遍 → 记录每个参数的最终收益率 → 找出最高那个。 +> **任务要求**:扫描范围 MA5 到 MA120 步长 5(共 24 个参数)→ 调用已有的 `backtest_dca_with_ma` 跑一遍 → 记录每个参数的最终收益率 → 找出最高那个。 > -> **结果呈现**:打印最优参数 / 最优收益率 / 简单定投对照 / 提升幅度;画柱状图(figsize 12×5),正收益绿、负收益红、最优金色高亮黑边框、灰虚线标定投基线、黑实线标零线。 -> -> 📌 **要点**:教学型 spec 有时要“刻意保持 naive”。这份 spec 的 spec-writer 是知道过拟合存在的——但 spec **不能**写“小心过拟合”或者“加一个 train/test split”。如果这里就警告了,下一节“真相时刻”的冲击力就消失了。**让学员先经历“找到漂亮数字”的兴奋,下一份 spec 再让那个数字在新数据上原形毕露,认知冲击才有教学价值。** 学员自己写“研究探索型 spec”时也是同理——先写一个 naive 版本看看会怎样,再升级。 -> -> 📌 **要点**:spec 的“语气”也是设计选择。本 spec 的任务段写“找到历史收益率最高的最优参数”——用了“最优”这个词。如果 spec 写“扫描参数看看分布”,学员就不会有“啊我找到秘诀了”的错觉,后面再讲过拟合就没冲击力了。**spec 的措辞要服务于章节的节奏。** +> **验收标准**:打印最优参数 / 最优收益率 / 简单定投对照 / 提升幅度;画柱状图(figsize 12×5),正收益绿、负收益红、最优金色高亮黑边框、灰虚线标出简单定投水平线、黑实线标零线。 -完整 spec 在 [`specs/spec-06-param-scan.md`](https://github.com/xingwudao/xquant-learning/blob/main/q1-how-to-profit/specs/spec-06-param-scan.md)——复制给 AI,弹窗选「允许」。 +完整示例 spec 在配套仓库的 [`q1-how-to-profit/specs/spec-06-param-scan.md`](https://github.com/xingwudao/xquant-learning/blob/main/q1-how-to-profit/specs/spec-06-param-scan.md),你可以参考。确认自己的 spec 后,把它复制给 AI,弹窗选「允许」。 -AI 助手执行完毕后,你的 notebook 里会出现一组数字和一张柱状图。AI 帮你做了这些事:从 MA5 到 MA120,每隔 5 天取一个参数,逐个运行均线回测并记录收益率,一共 24 次——就像考试出了 24 套卷子,让同一个策略换不同的均线参数去做,看哪套得分最高。然后从中找出收益率最高的“冠军参数”,并画成柱状图。 +AI 执行完毕后,你的 notebook 里会出现一组数字和一张柱状图。AI 帮你做了这些事:从 MA5 到 MA120,每隔 5 天取一个参数,逐个运行均线回测并记录收益率,一共 24 次。就像考试出了 24 套卷子,让同一个策略换不同的均线参数去做,看哪套得分最高。然后从中找出收益率最高的“冠军参数”,并画成柱状图。 -参数扫描结果如图 1-8 所示。柱状图中每根柱子代表一个参数的收益率。绿色柱子 = 正收益,红色柱子 = 负收益,金色高亮那根就是“冠军”——24 个参数里收益率最高的。灰色虚线是简单定投的水平线,让你一眼看出哪些参数跑赢了简单定投,哪些跑输了。黑色实线是零线——在它下面的参数连本都没保住。 +参数扫描结果如图 1-8 所示。柱状图中每根柱子代表一个参数的收益率。绿色柱子 = 正收益,红色柱子 = 负收益,金色高亮那根就是“冠军”,24 个参数里收益率最高的。灰色虚线是简单定投的水平线,让你一眼看出哪些参数跑赢了简单定投,哪些跑输了。黑色实线是零线,在它下面的参数连本都没保住。 ![参数扫描结果](images/q1-how-to-profit/06-param-scan.png) ### 读懂参数扫描的结果 -先看打印出来的数字。最优参数的收益率是多少?和简单定投比,提升了多少?你大概率会看到一个相当漂亮的数字——看起来我们真的“找到了盈利的秘诀”。 +先看打印出来的数字。最优参数的收益率是多少?和简单定投比,提升了多少?你大概率会看到一个相当漂亮的数字,看起来我们真的“找到了盈利的秘诀”。 -但是——请你仔细看那张柱状图的形状。 +但是,请你仔细看那张柱状图的形状。 如果真的存在某个“最优均线周期”的内在规律,你会期望柱状图呈现一个“山峰”形状:最优参数附近的参数表现应该也不差,离最优越远表现越差,像一座钟形山丘,顶点就是最优值。这说明“最优参数附近就是甜蜜区”,你稍微偏一点也没关系。 -但实际的柱状图是这样吗?大概率不是。你看到的更像是高高低低、毫无规律的锯齿形状。MA35 可能很好,MA40 突然变差,MA45 又回来了。相邻的两个参数——仅仅差 5 天——表现可能天差地别。金色那根“冠军”柱子的左右邻居,可能一个正收益一个负收益。 +但实际的柱状图是这样吗?大概率不是。你看到的更像是高高低低、毫无规律的锯齿形状。MA35 可能很好,MA40 突然变差,MA45 又回来了。相邻的两个参数仅仅差 5 天,表现可能天差地别。金色那根“冠军”柱子的左右邻居,可能一个正收益一个负收益。 这说明什么? -说明这个“最优参数”的“好”,很可能只是碰巧。它恰好在这段特定的历史数据上表现最好,而不是因为它抓住了什么深层规律。如果真的有深层规律,相邻参数不应该差这么多——MA35 和 MA40 只差 5 天的回看窗口,它们看到的趋势信息几乎一样,凭什么一个盈利一个亏损?唯一的解释是:结果对参数极度敏感,而这种敏感性来自数据中的随机波动,不是来自某种稳定的市场规律。 +说明这个“最优参数”的“好”,很可能只是碰巧。它恰好在这段特定的历史数据上表现最好,而不是因为它抓住了什么深层规律。如果真的有深层规律,相邻参数不应该差这么多。MA35 和 MA40 只差 5 天的回看窗口,它们看到的趋势信息几乎一样,凭什么一个盈利一个亏损?唯一的解释是:结果对参数极度敏感,而这种敏感性来自数据中的随机波动,不是来自某种稳定的市场规律。 -现在回到开头那个问题:你朝墙上射了 24 支箭,然后走到离某支箭最近的地方画了一个靶心。“百发百中”?当然不是——你只是射得够多罢了。24 个参数里,总有一个碰巧在这段时间表现最好,这是统计学的必然,不是你发现了什么秘密。就像你抛 24 次硬币,总有一次正面连续出现最多——你不会因此断定那枚硬币有“特异功能”。 +现在回到开头那个问题:你朝墙上射了 24 支箭,然后走到离某支箭最近的地方画了一个靶心。“百发百中”?当然不是,你只是射得够多罢了。24 个参数里,总有一个碰巧在这段时间表现最好,这是统计学的必然,不是你发现了什么秘密。就像你抛 24 次硬币,总有一次正面连续出现最多,你不会因此断定那枚硬币有“特异功能”。 -这个现象我们暂时叫它“锯齿现象”——参数和参数之间的差异不是平滑过渡的山峰,而是高低跳动的锯齿。它有一个更正式的名字,但在给它正式命名之前,我们需要一个更严格的方法去验证:这个“冠军”到底是真本事,还是只是 24 次掷骰里运气最好的那一次。 +这个现象我们暂时叫它“锯齿现象”,参数和参数之间的差异不是平滑过渡的山峰,而是高低跳动的锯齿。所以,我们需要一个更严格的方法去验证:这个“冠军”到底是真本事,还是只是 24 次掷骰里运气最好的那一次。 -方法很简单——用这个参数从未见过的新数据来测试它。下一节就做这件事。 +方法很简单:用这个参数从未见过的新数据来测试它。下一节就做这件事。 -## 1.5 真相时刻 +## 1.5 过去能代表未来吗? -怎样才算一场“公平考试”? +回测就是用过去的数据来检验策略,无论考分高低,我们都应该问一句:过去能代表未来吗? -你不能拿学生复习过的原题来考他——他全都见过,考满分不说明任何问题。要测出真实水平,得出一张他从没做过的卷子。投资策略也一样。上一节我们用全部 5 年的历史数据做参数扫描,找到了“冠军参数”。但这个冠军是在“开卷考”里拿的第一名——它见过所有数据,当然能挑到最好的答案。这不算本事。 +既然我们无法真正预测未来,也不能穿越到未来,我们只能想办法设计考试,让考试中得到高分的策略在未来也更可能表现好。因此,不能拿学生复习过的原题来考他。他全都见过,考满分不说明任何问题。要测出真实水平,得拿一张他从没做过的卷子。投资策略也一样。上一节我们用全部 5 年的历史数据做参数扫描,找到了“冠军参数”。但这个冠军是在“开卷考”里拿的第一名,它见过所有数据,当然能挑到最好的答案。这不算本事。 -要给它一场闭卷考,方法是把数据分成两段。 +还要给它一场闭卷考,方法是把数据分成两段。 -你手上有大约 5 年的历史数据。我们把前 60% 拿出来——大约 3 年——作为**训练集(Training Set)**,用来“复习”,也就是做参数扫描、找最优参数。剩下的后 40%——大约 2 年——作为**测试集(Test Set)**,这是“考试卷”。训练集里发生的事,测试集完全不知道;测试集里发生的事,训练的时候完全没看过。两段数据,互不相见。 +你手上有大约 5 年的历史数据。我们把前 60% 拿出来,大约 3 年,这部分叫**训练集(Training Set)**,用来“刷题”,也就是做参数扫描、找最优参数。剩下的后 40%,大约 2 年,叫**测试集(Test Set)**,这是“考试卷”。训练集里发生的事,测试集完全不知道;测试集里发生的事,训练的时候完全没看过。两段数据,互不相见。这是这次实验最重要的约束:两段数据不能交叉,否则就又变成开卷考。 -考试的类比可以帮你记住这个逻辑:你手上有 5 年的真题。你用前 3 年的真题来复习——反复做、反复总结、找到最顺手的解题方法。然后你用后 2 年的真题来“考试”——这 2 年的题你在复习的时候完全没碰过。如果你是真的理解了规律,换一张新卷子也能考好。如果你只是背了前 3 年的答案,新卷子就会露馅。 +考试的类比可以帮你记住这个逻辑:你手上有 5 年的真题。你用前 3 年的真题来复习,反复做、反复总结、找到最顺手的解题方法。然后你用后 2 年的真题来“考试”,这 2 年的题你在复习的时候完全没碰过。如果你是真的理解了规律,换一张新卷子也能考好。如果你只是背了前 3 年的答案,新卷子就会露馅。 -> 📌 小词典:什么是训练集 / 测试集? -> -> **训练集(Training Set)**:用来“复习”的那段数据。 -> -> **测试集(Test Set)**:用来“考试”的那段新数据,模型训练时完全没见过。 -> -> 核心约束:两段数据互不交叉。否则就是开卷考。 +为什么是 60/40?没有什么神奇数字。训练集不能太少,否则“复习”不充分,找到的参数不可靠;测试集也不能太少,否则“考试”的题量不够,结果说明不了问题。60/40 是一个常见的折中:前面大约 3 年够做一轮完整的参数扫描,后面大约 2 年够看出趋势。这不是完美的方法,真正的未来当然不可知,我们只是用“后来发生的事”来模拟未来。但它是我们能做到的最公平的模拟。 -为什么是 60/40?没有什么魔法数字。训练集不能太少,否则“复习”不充分,找到的参数不可靠;测试集也不能太少,否则“考试”的题量不够,结果说明不了问题。60/40 是一个常见的折中:前面大约 3 年够做一轮完整的参数扫描,后面大约 2 年够看出趋势。这不是完美的方法——真正的未来当然不可知,我们只是用“后来发生的事”来假装未来。但它是我们能做到的最公平的模拟。 - -接下来的实验就是这个思路:在训练集上重新做参数扫描,找到训练集的“冠军参数”。然后拿着这个冠军参数去测试集上跑一遍——看看它能不能通过“考试”。同时我们在测试集上也跑一遍简单定投作为对照。为什么要对照?因为简单定投不做任何参数优化,它就是“什么都不想”的基线。如果你精心优化的参数连“什么都不想”都赢不了,那优化的意义何在? +接下来的实验就是这个思路:在训练集上重新做参数扫描,找到训练集的“冠军参数”。然后拿着这个冠军参数去测试集上跑一遍,看看它能不能通过“考试”。同时我们在测试集上也跑一遍简单定投作为对照。为什么要对照?因为简单定投不做任何参数优化,它就是“什么都不想”的参照物。如果你精心优化的参数连“什么都不想”都赢不了,那优化的意义何在? ### 动手实验 7:样本外测试 -这份样本外测试 spec 是本章压轴的一份——它把数据按时间切成两段,让上一节找到的“冠军参数”在没见过的新数据上重新考一次。我们一起把它写出来,重点是**数据 split 的可复现写法**和**怎么把三个数字摆在一起做对比**。 +这份样本外测试 spec 把数据按时间切成两段,让上一节找到的“冠军参数”在没见过的新数据上重新考一次。我们一起把它写出来,重点是**数据切分的可复现写法**和**怎么把三个数字摆在一起做对比**。 -#### 起草上下文 + 任务 +#### 第一、二段:上下文和任务描述 > **上下文**:在 `q1-strategy.ipynb` 中已有 `df`、`backtest_dca`、`backtest_dca_with_ma`、参数扫描代码(MA5 到 MA120)。 > -> **任务**:把数据按时间前 60% / 后 40% 分为训练集 / 测试集,验证「最优参数」在未见过的新数据上是否仍然有效。 +> **任务描述**:把数据按时间前 60% / 后 40% 分为训练集 / 测试集,验证「最优参数」在未见过的新数据上是否仍然有效。 -#### 起草要求:split 可复现 + 三栏对比 +#### 第三段:任务要求 -> **要求**: +> **任务要求**: 1. 数据分割:**按时间前 60% 为训练集,后 40% 为测试集**(按时间顺序切,不打乱) 2. 在训练集上扫描参数(MA5 到 MA120 步长 5),找到训练集上的最优参数 @@ -498,69 +465,69 @@ AI 助手执行完毕后,你的 notebook 里会出现一组数字和一张柱 4. 同时在**测试集**上跑简单定投作为对照 5. 对比三个收益率:训练集最优 / 测试集该参数 / 测试集简单定投 -> 📌 **要点**:数据 split 的写法直接决定可复现。“按时间前 60%”是确定的,“随机分 60/40”是不确定的——后者每次跑会得到不同 split,结果就不能 1:1 对照了。**任何切分操作都要写明:是按时间还是随机?切点在哪?随机种子?锁住了你的 spec 才能跨次复现。** +> 📌 **要点**:数据切分的写法直接决定可复现。“按时间前 60%”是确定的,“随机分 60/40”是不确定的。后者每次跑会得到不同切分结果,结果就不能 1:1 对照了。任何切分操作都要写明:是按时间还是随机?切点在哪?随机种子?影响切分结果的要素确定写在你的 spec 中,实验结果才能复现。 > -> 📌 **要点**:当一份 spec 要核对前一份 spec 的结论时,固定套路是把三个数字摆在一起对比——前一份给出“看似最优”,本份给出“测试集上的真实成绩”+“什么都不做的成绩”。三者一对比,前一份的“最优”到底是真本事还是巧合,一目了然。三个数字不是随便凑的:训练集最优是“你以为”,测试集该参数是“其实”,测试集简单定投是“什么都不做”——三者放一起,过拟合就藏不住了。 +> 📌 **要点**:当一份 spec 要核对前一份 spec 的结论时,固定套路是把三个数字摆在一起对比:前一份给出“看似最优”,本份给出“测试集上的真实成绩”+“全选 C 的成绩”。三者一对比,前一份的“最优”到底是真本事还是巧合,一目了然。三个数字不是随便凑的:训练集最优是“自我感觉”,测试集该参数是“真实检验”,测试集简单定投就好比“全选 C”,三者放一起对比,隐藏风险就更容易暴露。 -#### 起草结果呈现 +#### 第四段:验收标准 -> **结果呈现**: +> **验收标准**: 1. 打印训练集 / 测试集时间范围和条数 2. 三个数字并排打印:训练集最优参数 + 收益率 / 测试集上该参数的收益率 / 测试集上简单定投的收益率 3. 对比结论双分支: - - 最优参数在测试集上比简单定投还差:打印「这就是过拟合——你在历史数据上找到的是巧合,不是规律」 + - 最优参数在测试集上比简单定投还差:打印「这就是过拟合,你在历史数据上找到的是巧合,不是规律」 - 否则:打印「结果看起来还行,但仍需谨慎,样本量有限」 -完整 spec 在 [`specs/spec-07-overfitting.md`](https://github.com/xingwudao/xquant-learning/blob/main/q1-how-to-profit/specs/spec-07-overfitting.md)——复制给 AI,弹窗选「允许」。 +完整示例 spec 在配套仓库的 [`q1-how-to-profit/specs/spec-07-overfitting.md`](https://github.com/xingwudao/xquant-learning/blob/main/q1-how-to-profit/specs/spec-07-overfitting.md),你可以参考。确认自己的 spec 后,把它复制给 AI,弹窗选「允许」。 -AI 助手执行完毕后,你的 notebook 里会出现一组关键数字。这可能是本章最重要的一组数字——请你做好心理准备。 +AI 执行完毕后,你的 notebook 里会出现一组关键数字。这可能是本章最重要的一组数字,请你做好心理准备。 -AI 帮你做了这些事:把数据按时间顺序在第 60% 的位置一刀切——前面是训练集(“复习用的真题”),后面是测试集(“考试当天才看到的新题”)。注意数据是按时间顺序切的,不是随机打乱的,因为在现实中你只能用过去的数据做决策,未来的数据还没发生。然后在训练集上重新做参数扫描找到冠军参数,拿着这个冠军参数去测试集上跑一遍(“正式考试”),同时在测试集上也跑一遍简单定投作为对照。 +AI 帮你做了这些事:把数据按时间顺序在第 60% 的位置切下一刀,前面是训练集(“复习用的真题”),后面是测试集(“考试当天才看到的新题”)。注意数据是按时间顺序切的,不是随机打乱的,因为在现实中你只能用过去的数据做决策,未来的数据还没发生。然后在训练集上重新做参数扫描找到冠军参数,拿着这个冠军参数去测试集上跑一遍(“正式考试”),同时在测试集上也跑一遍简单定投作为对照。 ### 读懂样本外测试的结果 现在看看这三个数字。 -第一个数字:训练集上最优参数的收益率。这个数字大概率很漂亮——毕竟它是 24 个参数里挑出来的冠军,在训练集上当然表现最好。记住,这是“开卷考”的成绩。 +第一个数字:训练集上最优参数的收益率。这个数字大概率很漂亮。毕竟它是 24 个参数里挑出来的冠军,在训练集上当然表现最好。记住,这是“开卷考”的成绩。 第二个数字:测试集上用同一个参数的收益率。这是“闭卷考”的成绩。 -第三个数字:测试集上简单定投的收益率。这是“什么都不想”的成绩。 +第三个数字:测试集上简单定投的收益率。这是“全选 C”的成绩。 把第二个数字和第三个数字放在一起看。 大概率你会看到这样的结果:冠军参数在测试集上的收益率,比简单定投还差。 -请你再读一遍这句话,确认你没有看错。你花了大量精力做参数扫描,从 MA5 到 MA120 穷举了 24 个参数,在训练集上找到了表现最好的那个。然后你拿着这个精心挑选的冠军参数去面对“未来”——它不仅没有比简单定投更好,反而更差了。 +请你再读一遍这句话,确认你没有看错。你花了大量精力做参数扫描,从 MA5 到 MA120 穷举了 24 个参数,在训练集上找到了表现最好的那个。然后你拿着这个精心挑选的冠军参数去面对“未来”,它还不如简单定投。折腾了一圈,最后还不如“全选 C”。 -换句话说:**你精心优化的策略,还不如什么都不做。** +也就是说:**你精心优化的策略,还不如什么都不做。** -这不是你的操作有误,也不是代码有 bug。这就是过拟合的真实面目。 +这不是你的操作有误,也不是代码有 bug。这就是“过拟合”(Overfitting)。通俗一点说,就是策略把见过的题背得太熟,却没有学到真正规律;一遇到波动变化,就失效。 -在训练集上,你的冠军参数看起来无懈可击——它是 24 个候选人里的第一名,收益率比第二名还高出不少。但到了测试集上,它差到几乎像换了一只策略。它在训练集上的好成绩不是因为它抓住了市场的某种深层规律,而是因为它恰好适配了那段特定数据的特定走势。换一段数据,这种适配就不存在了。 +在训练集上,你的冠军参数看起来无懈可击。它是 24 个候选人里的第一名,收益率比第二名还高出不少。但到了测试集上,它差到几乎像换了一个策略。它在训练集上的好成绩不是因为它抓住了市场的某种深层规律,而是因为它恰好适配了那段特定数据的特定走势。换一段数据,这种适配就不存在了。 为什么会这样?我从三个角度帮你理解。 -**从统计的角度看。** 24 个参数里挑最好的那个,就像在教室里随便拉 24 个人,选最高的那个。他身高 185cm——但这能代表这 24 个人的平均身高吗?当然不能。他只是碰巧最高的那个。你选的参数越多,“碰巧最好”的那个看起来越好——因为你给了随机波动更多的机会来制造“看起来很厉害”的假象。这种现象叫选择偏差(Selection Bias):当你从一堆结果里挑最好的那个,你挑到的往往不是“真正最好”的,而是“运气最好”的。 +**从统计的角度看。** 24 个参数里挑最好的那个,就像在教室里随便拉 24 个人,选最高的那个。他身高 185cm,但这能代表这 24 个人的平均身高吗?当然不能。他只是碰巧最高的那个。你选的参数越多,“碰巧最好”的那个看起来越好。因为你给了随机波动更多的机会来制造“看起来很厉害”的假象。这种现象叫选择偏差(Selection Bias):当你从一堆结果里挑最好的那个,你挑到的往往不是“真正最好”的,而是“运气最好”的。 -**从市场的角度看。** 前 3 年和后 2 年的市场环境不同。也许前 3 年是一轮漫长的熊市,价格一路下跌;后 2 年是触底反弹,价格逐步回升。或者反过来。一个参数在熊市中表现好——比如 MA60,因为它足够迟钝,帮你躲过了大部分下跌——但到了牛市,这种迟钝反而成了累赘:市场都涨起来了,MA60 还在犹豫要不要买入,白白错过了一大段涨幅。市场不是一成不变的。一件衣服不可能四季都合适——冬天穿着暖和的羽绒服,夏天穿就热死人。你在前 3 年找到的“最合身的衣服”,到后 2 年换了季节,哪里都不对。 +**从市场的角度看。** 前 3 年和后 2 年的市场环境不同。也许前 3 年价格一路下跌;后 2 年价格从低点慢慢涨回来。或者反过来。一个参数在价格下跌时表现好,比如 MA60,因为它足够迟钝,帮你躲过了大部分下跌,但到了价格上涨时,这种迟钝反而成了累赘:市场都涨起来了,MA60 还在犹豫要不要买入,白白错过了一大段涨幅。市场不是一成不变的。一件衣服不可能四季都合适,冬天穿着暖和的羽绒服,夏天穿就热死人。你在前 3 年找到的“最合身的衣服”,到后 2 年换了季节,哪里都不对。 -**从直觉的角度看。** 最优参数就是为那段训练数据“量体裁衣”的产物。量体裁衣做出来的西装确实完美合身——但那是为你一个人做的。换一个身材不同的人穿,哪里都不对劲。你的冠军参数也是一样:它是为 2021 年到 2023 年某段特定行情“量身定做”的,每一个均线周期、每一次买入跳过,都恰好踩在了那段数据上。换一段数据——哪怕只是后面紧接着的两年——整套策略就不再合身。 +**从直觉的角度看。** 最优参数就是为那段训练数据“量体裁衣”的产物。量体裁衣做出来的西装确实完美合身,但那是为你一个人做的。换一个身材不同的人穿,哪里都不对劲。你的冠军参数也是一样:它是为 2021 年到 2023 年某段特定市场走势“量身定做”的,每一个均线周期、每一次买入跳过,都恰好踩在了那段数据上。换一段数据,哪怕只是后面紧接着的两年,整套策略就不再合身。 -这就是过拟合——量化交易最大的敌人。 +这就是过拟合,它是量化中最危险的敌人,也是最会伪装的敌人。 -它不是一个小 bug,不是代码写错了一行,修一修就好。它是一种系统性的思维陷阱。只要你在历史数据上做优化,过拟合的幽灵就始终在你身边。你测试的参数越多,优化的维度越多,它就越危险——因为你给了“碰巧”更多的生存空间。 +它不是 bug,不是因为代码写错了一行引起的,它是一种系统性的思维陷阱。只要你在历史数据上做优化,过拟合的风险就始终存在。你测试的参数越多,优化的维度越多,它就越危险,因为你给了“碰巧”更多的生存空间。 -每一个做量化的人,不管是刚入门的新手还是华尔街的资深研究员,都必须时刻警惕它。在历史数据上看到的任何“好结果”,在被样本外测试验证之前,都不值得相信。训练集上的冠军可能只是考试原题背得最熟的那个学生,真正的考试一来就露馅了。 +每一个做量化的人,不管是刚入门的新手还是资深研究员,都必须时刻警惕它。在历史数据上看到的任何“好结果”,在被样本外测试验证之前,都不值得相信。训练集上的冠军可能只是考试原题背得最熟的那个学生,真正的考试一来就露馅了。 -你在本章走过的路——从简单定投、到加入均线判断、到参数扫描找最优、再到样本外测试看清真相——正是每一个量化新手都会经历的完整旅程。区别只在于:有些人在“找到最优参数”那一步就停下来了,兴冲冲地拿去实盘交易,然后亏了真金白银才明白过拟合是什么。而你,在投入一分钱之前,就已经看到了真相。 +你在本章走过的路,从简单定投、到加入均线判断、到参数扫描找最优、再到样本外测试看清真相,正是很多量化新手都会经历的完整旅程。区别只在于:有些人在“找到最优参数”那一步就停下来了,兴冲冲地拿去实盘交易,等到真正亏钱之后才明白过拟合是什么。而你,在投入一分钱之前,就已经看到了真相。 -记住这个教训:**历史数据上的“最优”,不等于未来的“可用”。** 在量化交易的世界里,怀疑永远比自信更值钱。 +记住这个教训:**历史数据上的“最优”,不等于未来的“可用”。** 在量化交易的世界里,保持怀疑会让你走得更稳。 ## 1.6 本章总结 -回头看看我们走过的路。从最简单的定投开始,到加入均线判断做择时,到参数扫描寻找“最优解”,再到样本外测试看着精挑的参数全线衰减——7 个实验,一步一步,你经历了一次完整的认知升级。这不只是学了几个策略,而是亲眼见证了“看起来有效”和“真的有效”之间的巨大鸿沟。 +回头看看我们走过的路。从最简单的定投开始,到加入均线判断做择时,到参数扫描寻找“最优解”,再到样本外测试看着精挑出来的参数失效,7 个动手实验,一步一步,你经历了一次完整的认知升级。这不只是学了几个策略,而是亲眼见证了“看起来有效”和“真的有效”之间的巨大鸿沟。 ### 概念速查表 @@ -572,8 +539,6 @@ AI 帮你做了这些事:把数据按时间顺序在第 60% 的位置一刀切 |----|----|----| | 回测(Backtest) | 用历史数据模拟策略执行 | 在脑海中“重播”历史 | | 基准(Benchmark) | 用来比较的参照物 | 全班的平均分 | -| Beta(贝塔) | 承担市场风险获得的收益 | 坐电梯——市场涨你跟着涨 | -| Alpha(阿尔法) | 超越市场的那部分收益 | 爬楼梯——靠自己的本事往上走 | | 均线(Moving Average) | 过去 N 天价格的平均值 | 连续几天的平均体温 | | 过拟合(Overfitting) | 把数据中的噪音当成规律 | 背答案 vs 理解规律 | | 训练集(Training Set) | 用来“复习”和找参数的那段数据 | 复习用的真题 | @@ -587,99 +552,31 @@ AI 帮你做了这些事:把数据按时间顺序在第 60% 的位置一刀切 | 版本 | 策略 | 教训 | |------|-----------------|----------------------------------------------| -| v0.1 | 简单定投 | 纯 Beta 暴露,收益完全随市场涨跌 | -| v0.2 | 定投 + 均线择时 | 加入判断是双刃剑,不保证比无脑定投更好 | +| v0.1 | 简单定投 | 收益主要跟随市场涨跌 | +| v0.2 | 定投 + 均线择时 | 加入判断是双刃剑,不保证比简单定投更好 | | v0.3 | 参数扫描优化 | 历史最优不等于未来可用,过拟合的风险就在面前 | -### 飞轮第一圈:你刚刚走完的路 +### 学习地图第一遍:你刚刚走完的路 -回头看:你已经把飞轮的四层都各自踩过一次。**候选层**——你选了沪深 300ETF;**组合层**——你定了“每月买一份”或“上穿均线再买”的规则;**执行层**——回测引擎替你按规则下单;**归因层**——你比了三种策略的累计收益、对照了样本内/外。 +回头看:你已经把四个阶段都接触了一次。**确定候选**:你选了沪深 300ETF;**制定规则**:你定了“每月买一份”或“上穿均线再买”的规则;**执行交易**:程序在回测里按规则模拟买入;**评估归因**:你比了三种策略的累计收益,也对照了样本内和样本外。 -更重要的是:**做、看、疑**三个动作你都练了一遍。前言里那句口号——“**做要规则、看要指标、还要怀疑你的指标**”——你不是听别人讲,而是亲眼看见冠军参数在测试集上现原形之后才真正信的。**这就是为什么本书把“疑”和“做”“看”放在同等位置**:会做、会看,但不会疑,最容易在某些时候把赚到的钱加倍还给市场。 +更重要的是:**做、看、疑**三个环节你都经历了一遍。前言里那句话,“**做要定规则、看要定指标、还要怀疑你的指标**”,你不是听别人讲,而是亲眼看见冠军参数在测试集上现原形之后才真正信的。**这就是为什么本书把“疑”和“做”“看”放在同等位置**:会做、会看,但不会怀疑,最容易被漂亮结果骗到。 ### 本章最重要的收获 -说实话,我们并没有学会一个能稳定盈利的策略。定投跑不赢市场,加了均线也未必更好,参数优化更是一脚踩进了过拟合的坑。如果你期待的是“学完第 1 章就能盈利”,那确实要让你失望了。 +说实话,我们并没有学会一个能稳定盈利的策略。定投跑不赢市场,加了均线也未必更好,参数优化更是一脚踩进了过拟合的坑。如果你期待的是“学完第 1 章就能找到盈利的策略”,那确实要让你失望了。 -但你学会了一样比任何策略都值钱的东西——**怀疑**。面对任何一条漂亮的回测曲线,你现在知道第一个要问的问题是:“这是规律,还是巧合?”这种本能的警觉,会让你在未来少走很多弯路,少亏很多真金白银。 +但你学会了一样比任何策略都值钱的东西:**怀疑**。面对任何一条漂亮的回测曲线,你现在知道第一个要问的问题是:“这是规律,还是巧合?”这种本能的警觉,会让你在未来少走很多弯路,少付很多代价。 ### 带走的问题 本章带你跑通了第一个完整策略,但也留下了一些更深的问题。带着它们继续往下走: -- **只买沪深 300 够吗?** 本章 7 个实验全在拿沪深 300 做样本,但真正投资时不会只买一只。下一章我们要选 3 只 ETF,组成一个真正的“投资宇宙”。——第 2 章会解答。 -- **怎么区分运气和能力?** 一个策略盈利了,到底是真有水平还是瞎猫碰上死耗子?——第 5 章、第 6 章会解答。 -- **有没有不容易过拟合的策略?** 既然参数优化这条路走不通,还有别的路吗?——第 4 章、第 6 章会解答。 -- **怎么知道策略在未来还能盈利?** 样本外测试只是第一步,还有更严格的检验方法吗?——第 5 章会解答。 +- **只买沪深 300 够吗?** 本章 7 个实验全在拿沪深 300 做样本,但真正投资时不会只买一只。第 2 章会先选 3 只 ETF,建立一个更像样的候选范围。 +- **怎么区分运气和能力?** 一个策略盈利了,到底是真有水平,还是刚好碰上了一段适合它的市场走势?第 5 章、第 6 章会解答。 +- **有没有不容易过拟合的策略?** 既然参数优化这条路走不通,还有别的路吗?第 4 章、第 6 章会解答。 +- **怎么知道策略在未来还能盈利?** 样本外测试只是第一步,还有更严格的检验方法吗?第 5 章会解答。 -答案都在后面。继续。 +答案都在后面。我们下一章继续。 -> 💡 **提示**:本章正文聚焦“亲手跑通最小闭环”。「拓展阅读」给了两段世界观铺垫——读不读都不影响主线,但读完会让后面几章吸收得更快。 -> -> 💡 **提示**:本章所有代码的可运行版本见 `notebooks/q1-strategy.ipynb`。 - -## 拓展阅读 - -本章正文聚焦“亲手跑通最小闭环”。下面两节是动手之前可以省略的视野铺垫——读完正文后回头看,反而吸收得更快。 - -### 你做的是哪种交易? - -“量化”、“程序化”、“算法”、“高频”——这四个词常被混用,其实是层层包含的关系,如图 1-9 所示。 - -![四个概念层层包含](images/q1-how-to-profit/quant-concepts-nested.png) - -四个概念的具体对照如表 1-4 所示。 - -**表 1-4 量化 / 程序化 / 算法 / 高频四个概念对照** - -| 概念 | 干什么 | -|----|----| -| **量化交易**(最外层) | 用数据和模型做决策(对面是靠经验直觉的“主观交易”) | -| **程序化交易** | 用程序自动执行——你完全可以做量化但手动执行,很多个人量化交易者就这么做 | -| **算法交易** | 解决“怎么买”——把大单拆小单降低市场冲击 | -| **高频交易**(最内层) | 毫秒级速度,专用机房和光纤,门槛千万美元起 | - -**“投资”与“交易”也是两件事**:投资买的是公司、赚的是公司成长的钱;交易买的是筹码、赚的是别人犯错的钱。本课程偏交易,不分析公司成长。 - -**本课程做的是中低频量化交易,手动或半自动执行**——持仓周期周到月级别,普通电脑就能跑。你的对手不是 Citadel 这种顶级机构,而是没有系统、靠感觉交易的散户。在这个层面上,纪律严明的量化策略已经是巨大优势。 - -### 钱从哪来,为什么大多数人赚不到 - -不管你买什么,赚到的钱本质上**只来自两类**——前言里我们用过同样的分法:**资产创造**(你拿到的是资产本身在帮你赚钱)和**价格变化**(你赚的是别人愿意付的差价)。两类的具体来源如表 1-5 所示。 - -**表 1-5 投资收益的两大类来源** - -| 大类 | 具体来源 | 核心本质 | 关键特征 | -|----|----|----|----| -| **资产创造** | 分红 | 公司把利润分给股东 | 不依赖市场情绪(股票、ETF) | -| **资产创造** | 利息 | 借出资金的报酬 | 不依赖市场情绪(债券、国债) | -| **价格变化** | 价差 | 低买高卖的差额 | 赌价格变化方向(股票、ETF、期货) | -| **价格变化** | 套利 | 不同市场间的瞬时差价 | 几乎不预测方向,门槛高(跨市套利) | - -一句话总结:**分红和利息赚的是“现金流”,价差赚的是“共识差”,套利赚的是“空间差”。** 本课程的策略主要赚价差。 - -**短期负和、长期正和。** 每笔交易都要付佣金、印花税、买卖价差——频繁交易等于把自己放进一个“整体必输”的游戏。但长期持有指数级资产能分享企业增长,蛋糕在变大、大家一起赚。这就是格雷厄姆那句“**短期是投票机,长期是称重机**”。本课程定位“中频”——既捕捉规律,又不被成本吃掉。 - -**三个差距,量化的三种对抗。** 虽然市场整体可以赚钱,但大多数散户没赚到——核心是三个“差”,恰好对应量化的三种优势(如表 1-6 所示): - -**表 1-6 三个差距与量化的对应优势** - -| 普通人的劣势 | 体现 | 量化的对应优势 | -|----|----|----| -| 信息差 | 你看到新闻时,机构早已先动 | 同时扫描几千标的找统计规律 | -| 情绪差 | 涨了就追买、跌了就吓得抛掉,本能在股市害人 | 规则写好机器执行,无情绪干扰 | -| 成本差 | 频繁操作累积成本,可能吃掉一半本金 | 明确规则约束,不频繁操作 | - -量化不能保证赚钱,但能让你在更公平的位置上竞争。 - ---- - -## 反馈与读者群 - -如果你发现本章有错别字、概念不清或实验结果不一致,欢迎 -[提交 GitHub Issue](https://github.com/xingwudao/xquant-beginner/issues/new/choose)。 - -课程、正式书和后续更新见 -[xquant.shop/courses](https://xquant.shop/courses)。 - -添加作者微信 `xquanter` 进入读者群。请备注:`XQuant 读者`。 +> 💡 **提示**:本章所有代码的可运行版本见配套仓库的 [`q1-how-to-profit/notebooks/q1-strategy.ipynb`](https://github.com/xingwudao/xquant-learning/blob/main/q1-how-to-profit/notebooks/q1-strategy.ipynb)。 diff --git a/book/q2-what-to-buy.md b/book/q2-what-to-buy.md index be20d6b..14b8589 100644 --- a/book/q2-what-to-buy.md +++ b/book/q2-what-to-buy.md @@ -1,307 +1,285 @@ -# 第二章:选出你的投资宇宙:3 只 ETF +# 第 2 章:先选买什么:从 3 只 ETF 开始 -第一章我们用一只沪深300ETF 体验了量化策略的完整闭环——从下载数据、定投回测、基准对比,到均线择时、参数扫描、样本外测试。一路走下来,你已经亲手验证了一个策略从“看起来有效”到“撞上过拟合”的全过程。 +第 1 章我们用一只沪深 300ETF 体验了量化策略的完整流程:从下载数据、定投回测、基准对比,到均线择时、参数扫描、样本外测试。一路走下来,你已经亲手验证了一个策略从“看起来有效”到“过拟合”的全过程。 -但有个问题我们始终没碰:只买一只 ETF 够吗?直觉告诉你,把鸡蛋放在一个篮子里不够安全,应该广撒网、分散风险。这个直觉对不对?“分散”到底该怎么分?随便多买几只就算分散了吗?这些问题,就是本章要回答的。 - -不过在动手之前,我们要先把“市场上到底有什么可以买”这个最基础的问题搞清楚——第一章直接给了你一只沪深300ETF,但你还没正式见过投资市场的全图。 +直觉告诉我们,如果策略只围绕一只资产运行,风险会很集中。把鸡蛋放在一个篮子里不够安全,应该分散一点。这个直觉对不对?“分散”到底该怎么分?随便多买几只就算分散了吗?这些问题,就是本章要回答的。 ### 路线图 -从第二章开始,我们要把第一章的闭环拆开,一步步做扎实: +本章按“准备 → 实验 → 收尾”三段组织,对照如表 2-1 所示,一共要动手做 3 次实验。 -**选什么资产(第二章 本章)→ 每个买多少(第三章)→ 什么时候买卖(第四章)→ 怎么验证有效(第五章)** +**表 2-1 第 2 章路线图** -本章七节按“准备 → 实验 → 收尾”三段组织,对照如表 2-1 所示。 - -**表 2-1 第二章七节的三段组织** - -| 节 | 内容 | 类型 | +| 节 | 内容 | 实验 | |----|------|------| -| 2.1 - 2.2 | 你到底能买什么 → 工具升级(引入 open-xquant) | 准备 | -| 2.3 - 2.5 | 选什么类型 → 选哪个地区 → 怎么保护组合 | 实验 | -| 2.6 - 2.7 | 回头看 + 本章总结 | 收尾 | +| 2.1 - 2.2 | 为什么要圈定一个候选名单 | 0 | +| 2.3 - 2.5 | 怎么圈定一个候选名单:类型、地区、风险分散 | 3 | +| 2.6 - 2.7 | 回头看 + 本章总结 | 0 | --- -## 2.1 你到底能买什么? +## 2.1 先圈定可选范围 -直接给你答案:**新手不要买个股,从 ETF 开始。** 等你通过 ETF 理解了市场运作,再去研究其他资产也不迟。 +第 1 章只研究一只沪深 300ETF,所以你不用思考“市场上还有什么”。从这一章开始,问题变了:策略到底允许考虑哪些投资对象? -为什么?新手的典型特点:不懂选股、资金有限、时间有限、心态不稳。而 ETF 恰好能解决这些问题(如表 2-2 所示): +不能只看一只。只看一只,风险集中,机会也少。它不适合的时候,策略可能长时间只能拿着现金。也不能什么都看。把整个市场都塞进来,看似选择更多,其实没有重点。数据质量、成交活跃程度、资产类型、交易规则都混在一起,后面的实验很容易变乱。所以我们要先圈定一个有限的候选范围。这个范围在量化里叫**标的池(Universe)**。所谓“标的”,就是投资对象;标的池,就是策略允许考虑的候选名单。第 2 章先确定名单,第 3 章再讨论名单里的资产各买多少。 -**表 2-2 ETF 解决新手四大痛点** +你可以把标的池想成一块白板。白板上先写下策略允许观察的名字。后面做信号、算权重、执行交易,都只能在这块白板里进行。白板之外的资产,再好也先不看。 -| 新手痛点 | ETF 如何解决 | +构建标的池时,应该先提出自己的假设,再把假设变成可以计算的变量。在量化里,有些变量会被称为**因子(Factor)**。你现在可以先把因子理解成:把投资直觉翻译成数字后的可计算变量。它可以用来描述资产或市场的特征,也可以用来解释风险和收益、预测未来表现,或者辅助投资决策。比如“经济体量更大的市场更值得优先考虑”,就可以落成 GDP 总量这个简化宏观因子。 + +本章先不展开复杂的因子研究。这里你只需要记住:GDP 总量是一个简化的因子例子;相关性不是因子本身,而是用来判断资产涨跌是否同步的统计指标。更完整的因子研究放到第 9 章再讲。 + +如果你还没有金融基础,那么在开始动手实验前,先简单看一眼市场上常见的投资对象: + +- **股票(Stock)**:买一家公司的一小块所有权。公司赚钱了你分红,公司涨价了你的股份也值钱了。风险:单个公司可能经营不善甚至倒闭。 +- **ETF(交易所交易基金)**:一篮子股票的打包组合。比如沪深 300ETF(510300)打包了 A 股市值最大的 300 家公司。买一份 ETF = 同时持有 300 家公司,风险分散。 +- **债券(Bond)**:就是一张“借条”。你买国债 = 借钱给国家,到期还本付息。风险低,收益也相对低。 +- **期货 / 期权**:“衍生品”,自带杠杆,风险极高,可能亏损超过本金。**新手先别碰。** + +这些种类,风险和收益各不相同,本书作者的建议是:**新手学习不要买卖股票,从 ETF 开始。** 等你通过 ETF 理解了市场运作,再去研究其他资产也不迟。原因很简单,ETF 本身就是一篮子资产。用 ETF 构建第一个标的池,可以先避开单家公司新闻、财报、公司高管变化这些干扰,先把注意力放在量化策略本身:怎么提出假设,怎么写成 spec,怎么用数据验证。 + +表 2-2 总结了 ETF 适合新手学习量化的四个理由。 + +**表 2-2 ETF 适合新手学习量化的理由** + +| 新手特点 | ETF 适合理由 | |---------|-------------| | 不懂选股 | 已经帮你选好了一篮子股票 | | 资金有限 | 一手 ETF 可能只要几百块 | | 时间有限 | 不用研究单个公司,买指数 = 买这个国家的整体经济 | -| 心态不稳 | 分散持有降低波动,不会因一只股票暴雷而血本无归 | +| 心态不稳 | 分散持有降低波动,不会因为一家公司出大问题就亏得很惨 | -一个无奈的现实:**大多数散户的长期收益低于指数。** 既然如此,为什么不直接买指数?本章接下来的实验,就是带你看清“为什么不要买个股、怎么用 ETF 构建投资组合”。 - -> ETF 之外还有股票、债券、期货期权;A 股之外有美股、港股;具体可交易的资产清单、各类资产的赚钱方式、券商怎么选——见本章末「拓展阅读」。 +本章要教你用 ETF 构建第一个标的池:沪深 300ETF、纳指 100ETF、黄金 ETF。 --- -## 2.2 工具升级:从手写脚本到利用框架 +## 2.2 我们要用的研究工具 -2.1 把“为什么不要买个股、怎么用 ETF”的结论给了你。下一节就要动手实验。但在动手之前,先认识一下接下来三个实验都会用到的工具:open-xquant。 +第 1 章手写脚本跑通了一个均线策略。那足够用来入门,但从这一章开始不够了。量化研究需要反复做同一类事情:写 spec、下载数据、跑实验、看指标、保存结果、检查结果是否可信。如果每一步都临时写代码,很容易出现这些问题: -第一章手写循环跑通了一个均线策略——AI 帮你写了几十行代码就实现了。能跑,但稍有量化经验的人都知道:**真正的量化策略不是这么写的。** +- 同一个想法,今天跑出来一个结果,明天换一段代码又跑出另一个结果。 +- 图画出来了,但数据来源、时间范围、交易假设没有记录清楚。 +- 收益看起来很好,却没有审计,也没有稳健性检查。 -### 你需要的不是更多代码,而是一套经过实战检验的体系 +AI 是概率模型。同一份 spec 发给它,前后两次生成的程序细节可能不一样。量化实验不能接受这种飘忽:同一个想法今天一个结果,明天另一个结果,就无法比较、复盘和审计。所以,从第 2 章开始,我们的实验会引入一个开源框架 **open-xquant**(下文简称 `oxq`,[github.com/xingwudao/open-xquant](https://github.com/xingwudao/open-xquant))。它不是本书的主角,也不是你要专门学习的编程框架;它只是帮你把实验流程固定下来,约束 AI 的输出。 -技术指标网上一搜就有,让 AI 抄一份代码也不难。但**怎么把指标变成一个真正可上线的策略**——怎么定义信号、怎么组合规则、怎么管仓位、怎么样本外验证、怎么避开常见陷阱——这套体系是多年自营交易桌上**踩过坑、亏过钱、改过的纪律**,看几本书内化不了。 +AI 接入 open-xquant 后,主要做三件事: -新手自己摸索,要走的弯路三年起步。但用对的框架,等于让一个老手在背后**约束你的每一步**。 +1. **让想法变得清晰,成为可执行的实验**:你写清楚“做什么”,形成 spec,它先检查 spec 是否可行,再生成对应的程序。 +2. **让实验的结果完全可复现,可审计**:spec 中记录了影响实验结果的所有变量,只要没有变化,就会得到同一个结果;一旦有改变,就会被记录下来供事后审计。 +3. **让一次次的实验变成研究资产**:实验结束后,原始 spec、实验代码、原始和中间数据、过程图表、研究报告,全都被记录下来,成为研究资产和知识库。 -前提是:这个框架真的来自一个老手。 +open-xquant 的核心流程可以概括为: -### quantstrat:业界公认的方法论参考 +`编写策略规格说明书 → 验证策略规格说明书 → 根据策略规格说明书生成程序 → 执行程序回测 → 审计回测过程 → 检查回测实验稳健性 → 生成回测实验报告` -R 语言生态里有一个叫 **quantstrat** 的开源框架——它在量化策略开发领域久负盛名。主要作者 Brian Peterson 是一位有十几年自营交易实战经验的量化从业者,他公开发布的白皮书《Developing & Backtesting Systematic Trading Strategies》([strat_dev_process.pdf](http://braverock.com/brian/strat_dev_process.pdf))描述了一套从“想法”到“可上线策略”的完整流程,是业界教学和入职培训的常见教材。 - -一句话:**quantstrat 凝结了一位资深量化从业者多年的实战经验。** - -### open-xquant:用 Python 致敬 quantstrat 的方法论 - -quantstrat 体系完整,但作为本书的学习工具,它有两个不利因素: - -1. **R 语言在 AI 编程生态里是少数派**。主流 AI 编程助手对 Python 的支持远好于 R。你写 spec 让 AI 写代码,它写 Python 流畅,写 R 经常磕碰 -2. **R 的指标 / 数据库迭代慢**。Python 这边 pandas / NumPy / scikit-learn / akshare / yfinance 都很活跃,新指标新数据源出来很快就有 Python 实现 - -直接学 R + quantstrat,方法论地道,但后续扩展、找数据、用 AI 都不顺手。 - -**open-xquant**([github.com/xingwudao/open-xquant](https://github.com/xingwudao/open-xquant))就是为此存在的: - -- **沿用 quantstrat 的体系、理念、流程**——尤其是 Peterson 那份 strat_dev_process.pdf 的方法论。从顶层架构(Strategy / Signal / Rule / Position)到验证流程,都参照 quantstrat 的设计思路 -- **用 Python 独立实现**——融入 pandas / NumPy 等数据科学栈,AI 能直接对话 -- **Agent-First 设计**——你在 spec 里描述“做等权信号”、“做参数扫描”,AI 就知道调用哪个模块;框架约束 AI “怎么做”,**让结果稳定可复现** - -> open-xquant 是 quantstrat 的 Python **致敬实现**——继承的是体系、理念、流程,而非代码(不是逐行 R → Python 翻译)。Brian Peterson 等人的工作以 GPL-3 开源,本书谨此致谢。 - -### 顺带解决:AI 编程的“不可复现” - -前言里说过,AI 编程能力的跃迁是这本书能写出来的关键基础。但 AI 编程用在量化交易上有个绕不过去的问题:**不可复现**。 - -AI 大模型的底层原理是概率采样。同一份 spec,AI 今天写出来的代码和明天写出来的,细节上可能不一样。写网页、画图表无所谓;量化交易不行——同一个策略跑两遍结果不一样,你根本无法判断它到底有没有效。**不可复现 = 不可信 = 不可交易。** - -open-xquant 的 Agent-First 接口把“框架做什么”约束得很死——AI 拼接的是积木,不是从零写代码。这样既享受 AI 编程的便利,又保证两次跑出来的结果一样。 - -> 你已经在「开始动手之前」的环境配置脚本里装过 open-xquant 了——如果当时漏装,现在补装: -> -> `pip install open-xquant[yfinance,akshare]` -> -> 把这行命令复制给 AI 编程工具,让它在终端里执行。遇到网络报错,把错误信息贴给 AI。 +你不需要记住这些步骤背后的命令和代码。AI 会根据框架说明执行这套流程。本章接下来的三个实验,都会用同一个套路:先提出一个直觉假设,再把它写进 spec,让 AI 调用 open-xquant 跑出结果,最后由你来判断结果说明了什么。 --- -## 2.3 先拿几只股票试试 +## 2.3 为什么先用 ETF? -第一章用的是沪深300ETF,但你日常听到的投资故事,主角往往是个股——贵州茅台涨了多少倍、中国平安跌了多少、招商银行分红有多高。这些家喻户晓的大公司,能不能直接拿来跑第一章学的均线策略? +我们在第 1 章用的就是沪深 300ETF。刚刚提到,本书建议新手先用 ETF 学习量化策略,但你日常听到的投资故事,主角往往是个股:贵州茅台、中国平安、招商银行这些家喻户晓的大公司。也许你对这个建议还有疑虑。那就把第 1 章的流程换到几只个股上,看看结果会怎样。 -直觉告诉你:这些都是 A 股里最优秀的公司,策略在它们身上应该也能跑出不错的结果。真的吗?我们来试试——先猜后验。 +直觉告诉你:这些都是 A 股里最优秀的公司,策略在它们身上应该也能跑出不错的结果。我们来试试,看看这个直觉能不能经得起数据检验。 ### 动手实验 1:个股 vs ETF 信号质量对比 -我们一起把这份 spec 写出来。这次重点看两件新东西:**怎么给 AI 一个能查到接口的入口**(让它有据可依地调框架),以及**怎么把对照实验的“唯一变量”锁死**。 +我们一起把这份 spec 写出来。这次重点看两件事:**怎么让 AI 调用稳定工具**,以及**怎么控制对照实验的唯一变量**。 -(下文 spec 里把 open-xquant 简写为 oxq——和 numpy 简写为 np 一样的意思。) +#### 第一、二段:上下文和任务描述 -#### 起草上下文 + 任务 - -> **上下文**:本章探讨“该选哪些标的”。第一步——先拿大家熟悉的几只个股试一遍第一章学的均线策略,跟沪深300ETF 摆在一起看效果。 +> **上下文**:本章探讨“该选哪些投资对象”。第一步,先拿大家熟悉的几只个股试一遍第 1 章学的均线策略,跟沪深 300ETF 摆在一起看效果。 > -> **任务**:在 notebook `q2-what-to-buy.ipynb` 中新建代码单元格,对 5 只 A 股个股 + 沪深300ETF 跑均线策略,让你直观看到个股信号的嘈杂。 +> **任务描述**:在 notebook `q2-what-to-buy.ipynb` 中新建代码单元格,对 5 只 A 股个股 + 沪深 300ETF 跑均线策略,让你直观看到个股信号的嘈杂。 -#### 起草要求:给 AI 接口入口 + 锁死唯一变量 +#### 第三段:任务要求 -要求段是这份 spec 的关键。这是 open-xquant 框架第一次出场,要求段开头给 AI 一个能查到接口的入口(教程链接),而不是把框架的每个接口签名抄进 spec: +要求段是这份 spec 的关键。这里不需要把每个函数怎么调用都写进正文,只要把实验目标、数据范围、策略规则和输出要求写清楚。具体接口让 AI 去参考 open-xquant 的示例: -> **要求**: +> **任务要求**: > -> 1. 数据:沪深300ETF(`510300.SS`)+ 5 只 A 股(`600519.SS` 茅台 / `000858.SZ` 五粮液 / `601318.SS` 中国平安 / `000001.SZ` 平安银行 / `600036.SS` 招商银行),时间窗 `2023-01-01` 到 `2026-01-01` 共 3 年 -> 2. 6 个标的跑同一个策略:均线交叉信号(SMA(1) 上穿 SMA(20))、等权入场、信号反转出场——每个标的都是独立的单资产投资宇宙。具体 oxq 模块(`Engine.run` / `Crossover` / `EqualWeightOptimizer` / `ExitRule`)请参考 [open-xquant 教程](https://github.com/xingwudao/open-xquant/tree/main/examples/tutorials) -> 3. 取每个标的的累计收益率和年化波动率 -> 4. 两张横向柱状图(figsize 10×8):上图收益率(沪深300蓝色高亮、其余按正负绿/红),下图年化波动率(沪深300蓝色、个股灰色) +> 1. 数据:沪深 300ETF(`510300.SS`)+ 5 只 A 股(`600519.SS` 茅台 / `000858.SZ` 五粮液 / `601318.SS` 中国平安 / `000001.SZ` 平安银行 / `600036.SS` 招商银行),时间窗 `2023-01-01` 到 `2026-01-01` 共 3 年 +> 2. 6 个投资对象分别跑同一个策略:均线交叉信号(SMA(1) 上穿 SMA(20))、等权入场、信号反转出场。每次只放一个投资对象,保证公平对比。具体 oxq 模块(`Engine.run` / `Crossover` / `EqualWeightOptimizer` / `ExitRule`)请参考 [open-xquant 示例](https://github.com/xingwudao/open-xquant/tree/main/examples/modules) +> 3. 取每个投资对象的累计收益率和年化波动率 +> 4. 两张横向柱状图(figsize 10×8):上图收益率(沪深 300 蓝色高亮,其余按正负绿 / 红),下图年化波动率(沪深 300 蓝色、个股灰色) -oxq 里 `EqualWeightOptimizer` 就是把钱平均分给入选的标的,`ExitRule` 就是按设定的反转条件平仓——你不需要钻接口细节,AI 会去查教程。 +oxq 里 `EqualWeightOptimizer` 就是把钱平均分给入选的投资对象,`ExitRule` 就是按设定的反转条件卖出持仓。你不需要钻接口细节,AI 会去查示例。 -> 📌 **要点**:用到框架时,**给 AI 一个能查到接口的入口**(如教程链接),再让它写代码。不要把 `Engine.run(rules=[...], router=..., receiver=...)` 这种接口签名硬抄进 spec——框架升级一次,硬抄的接口就全部失效;给一个入口让 AI 现查现用,经得起框架升级。 +> 📌 **要点**:用到工具时,**给 AI 一个能查到示例的入口**,再让它写代码。不要把 `Engine.run(rules=[...], router=..., receiver=...)` 这种接口签名硬抄进 spec。工具升级一次,硬抄的接口就可能失效;给一个入口让 AI 现查现用,更经得起升级。 -> 📌 **要点**:对照实验只留一个变量。这份 spec 让 6 个标的跑**完全一样**的策略——同样的均线周期、同样的时间窗、同样的入场出场规则——这样最终柱状图上的差异就只能归因于“标的本身”。spec 里“6 个标的、同一个策略”必须写死,任何“看 AI 心情”的余地都不能留。 +> 📌 **要点**:对照实验只留一个变量。这份 spec 让 6 个投资对象跑**完全一样**的策略:同样的均线周期、同样的时间窗、同样的入场出场规则。这样最终柱状图上的差异就只能归因于“投资对象本身”。spec 里“6 个投资对象、同一个策略”必须写死,任何“看 AI 心情”的余地都不能留。 -#### 起草结果呈现 +#### 第四段:验收标准 -> **结果呈现**:每只标的打印 `代码(中文名): 收益率 X.XX% 年化波动率 X.XX%` + 两张横向柱状图 + 三句结论:「5 只个股结果天差地别」「个股波动率 XX%-XX%、ETF 只有 XX%」「组合能对抗波动,ETF 就是一种组合」。 +> **验收标准**:每个投资对象打印 `代码(中文名): 收益率 X.XX% 年化波动率 X.XX%` + 两张横向柱状图 + 三句结论:「5 只个股结果天差地别」「个股波动率 XX%-XX%、ETF 只有 XX%」「一篮子资产能分散波动,ETF 就是一篮子资产」。 -完整 spec 在 [`specs/spec-01-signal-quality.md`](https://github.com/xingwudao/xquant-learning/blob/main/q2-what-to-buy/specs/spec-01-signal-quality.md)——复制给 AI,弹窗选「允许」。 +完整示例 spec 在配套仓库的 [`q2-what-to-buy/specs/spec-01-signal-quality.md`](https://github.com/xingwudao/xquant-learning/blob/main/q2-what-to-buy/specs/spec-01-signal-quality.md),你可以参考。确认自己的 spec 后,把它复制给 AI,弹窗选「允许」。 -AI 助手执行完毕后,你的 notebook 里应该出现了一组数字和一张柱状图。 +AI 执行完毕后,你的 notebook 里应该出现了一组数字和一张包含上下两部分的柱状图。 -open-xquant 的工作方式和你写 spec 很像:你不用描述 AI 该怎么一步步执行,只需要清楚地说明你要什么。比如“用 20 日均线作为信号,上穿就买、下穿就卖”——框架替你处理所有执行细节。 +这就是 2.2 说的“稳定工具”的作用。你不用在 spec 里描述每一行代码怎么写,只需要清楚说明你要比较什么、时间范围是什么、结果怎么验收。 -这里还出现了一个新指标:**年化波动率(Annualized Volatility)** ——价格上下波动的剧烈程度,数字越大说明越颠簸。就像坐车,波动率高就是过山车,波动率低就是高铁。年化是把每天的波动换算成一年的尺度,方便理解。 +这里还出现了一个新指标:**年化波动率(Annualized Volatility)**。它表示价格上下波动的剧烈程度,数字越大说明越颠簸。就像坐车,波动率高就是过山车,波动率低就是高铁。年化是把每天的波动换算成一年的尺度,方便理解。 -**回到实验设计本身**——6 只标的、同一个策略、同样的参数,唯一的变量是标的本身。结果如图 2-1 所示。 +回到实验设计本身:6 个投资对象、同一个策略、同样的参数,唯一的变量是投资对象本身。结果如图 2-1 所示。 ![个股 vs ETF 信号质量对比](images/q2-what-to-buy/01-signal-quality.png) ### 读懂这张图 -先看图 2-1 上半部分(收益率):同样的 20 日均线策略,跑在 5 只个股上的结果反差大得超出直觉——从 +34.59% 到 -7.47%,最好和最差之间差了 40 多个百分点。你选中国平安就赚了,选贵州茅台就亏了。同一个策略、同一个时间段,结果完全取决于你碰巧选了哪只股票。 +先看图 2-1 上半部分(收益率):同样的 20 日均线策略,跑在 5 只个股上的结果反差大得超出直觉。从 +34.59% 到 -7.47%,最好和最差之间差了 40 多个百分点。你选中国平安就赚了,选贵州茅台就亏了。同一个策略、同一个时间段,结果完全取决于你碰巧选了哪只股票。 -再看图 2-1 下半部分(年化波动率):个股年化波动率普遍在 16%-21%,而沪深300ETF 只有 13.61%。这不是巧合——沪深300ETF 包含 300 只股票,个股各自的噪音互相抵消,波动被分散掉了。均线策略在这种“干净”的趋势信号上,才能正常发挥作用。 +再看图 2-1 下半部分(年化波动率):个股年化波动率普遍在 16%-21%,而沪深 300ETF 只有 13.61%。这不是巧合。沪深 300ETF 包含 300 只股票,个股各自的噪音互相抵消,波动被分散掉了。均线策略在这种“干净”的趋势信号上,才能正常发挥作用。 -**数据说了算:单只股票波动大、不可预测,但组合能对抗这种波动。** ETF 就是一种组合。第一章我们说过,ETF 是“一篮子股票的打包组合”——当时的理由是“适合新手”。现在你有了更深的理解:组合不只是省事,它能从根本上降低噪音,让策略信号更干净。 +**数据说了算:单只股票波动大、不可预测,但一篮子资产能分散这种波动。** 第 1 章我们说过,ETF 是“一篮子股票的打包组合”。当时的理由是“适合新手”。现在你有了更深的理解:ETF 不只是省事,它能从根本上降低噪音,让策略信号更干净。 -这个发现让问题一下子简化了——从“在 5000 只个股里选哪只”变成了“在几百只 ETF 里选哪只”。范围缩小了一个数量级。但几百只 ETF 还是太多,怎么继续缩小范围? +这个发现让问题一下子简化了:从“在 5000 只个股里选哪只”变成了“在几百只 ETF 里选哪只”。范围缩小了一个数量级。这就是为什么推荐新手先拿 ETF 学习量化。而几百只 ETF 还是不少,怎么继续缩小范围? --- ## 2.4 几百只 ETF,选哪几只? -用 ETF 没问题了,但全球 ETF 有几百只,覆盖美国、中国、欧洲、日本、新兴市场……总不能全买。怎么缩小范围? +全球 ETF 有几百只,覆盖美国、中国、欧洲、日本、新兴市场……总不能全买。怎么缩小范围? -最直觉的思路:**经济最强的国家,资本市场应该最有潜力。** 一个国家的 GDP 越高,说明这个国家创造财富的能力越强,企业整体的盈利能力也应该更强——股市自然有更大的上涨空间。**这只是起手的猜测,不是铁律**——日本九十年代后 GDP 全球前列但股市低迷十年就是反例。但作为“圈池子”的起点,它有数据支撑。下一步不是直接相信它,而是用数据验证。先猜后验,拿数据看看。 +直觉的假设是:**经济体量大的国家,资本市场更值得优先考虑。** 一个国家的 GDP 越高,说明这个国家创造财富的能力越强,企业整体的盈利能力也可能更强,股市自然可能有更大的上涨空间。 + +这是一个假设,并不是真理。日本九十年代后 GDP 全球前列但股市长期表现低迷,就是反例。所以我们不能直接相信它,需要验证。下一步要把这个假设变成一个可计算指标:看 GDP 排名。也就是我们要用 GDP 总量这个简化宏观因子来验证假设。 ### 动手实验 2:用 GDP 数据锁定投资方向 -同样的写法套路,这次重点演示两件没碰过的事:**怎么把宏观数据源接进来**,以及**怎么把“先猜后验”写进 spec 内部的打印语句**。 +这一步我们做两件事:**怎么把宏观经济数据源接进来**,以及**怎么检验 GDP 总量这个简化宏观因子**。 -#### 起草上下文 + 任务 +#### 第一、二段:上下文和任务描述 -接续 spec-01——你已经知道“个股嘈杂、用 ETF”,这份 spec 解决“几百只 ETF 怎么缩范围”的开放问题: +接续 spec-01。这份 spec 解决“几百只 ETF 怎么缩范围”的开放问题: > **上下文**:在 `q2-what-to-buy.ipynb` 中已有 spec-01 的“个股 vs ETF”实验代码,读者已理解“用 ETF 替代个股”。当前开放问题:**全球 ETF 几百只,怎么缩小范围?** > -> **任务**:用全球主要经济体的 GDP 数据支撑“锁定中美”的选择,并下载对应的两只 ETF(沪深300ETF + 纳指100ETF)。 +> **任务描述**:用全球主要经济体的 GDP 数据支撑“锁定中美”的选择,并下载对应的两只 ETF(沪深 300ETF + 纳指 100ETF)。 -#### 起草要求:宏观数据源 + 两步式接口 +#### 第三段:任务要求 -宏观数据(GDP)和行情数据(ETF 价格)来自不同源、有不同的更新频率,但都包在 oxq 同一种“先 download → 再 read”的两步式接口里: +宏观数据(GDP)和价格数据(ETF 价格)来自不同源、有不同的更新频率,但都包在 oxq 同一种“先 download → 再 read”的两步式接口里: -> **要求**: +> **任务要求**: > > 1. 用世界银行数据下载器拉全球前 10 大经济体 GDP(`["USA", "CHN", "DEU", "JPN", "IND", "GBR", "FRA", "ITA", "BRA", "CAN"]`),时间窗 2020-2024 共 5 年(取最新一年使用,前 4 年留作缓冲、防止当年数据延迟发布) > 2. 读出数据,取最新一年,单位换算为万亿美元 > 3. 横向柱状图(figsize 10×6):从高到低排列,中红美蓝高亮、其余灰色,柱子右侧标具体数值,标题「全球前 10 大经济体 GDP」 -> 4. 用 yfinance 数据下载器拉两只 ETF:`510300.SS`(沪深300ETF,代表中国核心资产)+ `513100.SS`(纳指100ETF,A 股上市的美国科技龙头),时间窗 `2021-01-01` 到 `2026-01-01` +> 4. 用 yfinance 数据下载器拉两只 ETF:`510300.SS`(沪深 300ETF,代表中国核心资产)+ `513100.SS`(纳指 100ETF,A 股上市的美国科技龙头),时间窗 `2021-01-01` 到 `2026-01-01` > 5. 读出数据,画归一化走势图(figsize 12×6,起点=100,两色实线,图例标中文名) > -> 具体 oxq 模块(`WorldBankDownloader` / `read_factor` / `YFinanceDownloader` / `LocalMarketDataProvider.get_bars`)请参考 [open-xquant 教程](https://github.com/xingwudao/open-xquant/tree/main/examples/tutorials)。 +> 具体 oxq 数据读取方式请参考 [open-xquant 示例](https://github.com/xingwudao/open-xquant/tree/main/examples/modules)。 -> 📌 **要点**:用一个数据锚点支撑你的选择。这份 spec 把“数据源 → 锚点 → 选择”三段写顺:先取 GDP 数据(来源),再算“中美遥遥领先”(锚点),最后下载对应 ETF(选择)。三段缺一不可,缺锚点段就成了“凭印象选标的”。 +> 📌 **要点**:用一个可计算指标支撑你的选择。这份 spec 把“假设 → 指标 → 选择”三段写顺:先提出“经济体量大的市场值得优先考虑”(假设),再取 GDP 数据(指标),最后下载对应 ETF(选择)。三段缺一不可,缺指标段就成了“凭印象选择投资对象”。 -> 📌 **要点**:spec 内部就要把“先猜后验”的三段闭环打印出来。结果呈现里**预先写好**「最直觉的思路:经济最强的国家,资本市场应该最有潜力」(猜想)→「数据说了算:锁定中国 + 美国」(验证)→「但中美都是股市,同时下跌怎么办?」(开放下一份 spec 的问题)。让 AI 跑完 notebook,**结果会自己讲故事**——不用你回头补叙事。 +> 📌 **要点**:spec 内部就要把三段过程打印出来。验收标准里**预先写好**「最直觉的思路:经济最强的国家,资本市场应该最有潜力」(猜想)→「数据说了算:锁定中国 + 美国」(验证)→「但中美都是股市,同时下跌怎么办?」。让 AI 跑完 notebook。 -#### 起草结果呈现 +#### 第四段:验收标准 -> **结果呈现**:GDP 柱状图 + 两条 ETF 归一化曲线 + 三句打印(猜想/验证/开放问题,见上方要点)。 +> **验收标准**:GDP 柱状图 + 两条 ETF 归一化曲线 + 三句打印(猜想 / 验证 / 开放问题,见上方要点)。 -完整 spec 在 [`specs/spec-02-gdp-anchor.md`](https://github.com/xingwudao/xquant-learning/blob/main/q2-what-to-buy/specs/spec-02-gdp-anchor.md)——复制给 AI,弹窗选「允许」。 +完整示例 spec 在配套仓库的 [`q2-what-to-buy/specs/spec-02-gdp-anchor.md`](https://github.com/xingwudao/xquant-learning/blob/main/q2-what-to-buy/specs/spec-02-gdp-anchor.md),你可以参考。确认自己的 spec 后,把它复制给 AI,弹窗选「允许」。 -AI 助手执行完毕后,你的 notebook 里应该出现了两张图和一组分析文字。 +AI 执行完毕后,你的 notebook 里应该出现了两张图和一组分析文字。 -这里用到的 GDP(国内生产总值)是一个国家一年内创造的商品和服务的总价值,是衡量经济规模最常用的指标。GDP 告诉我们中美经济最强,接下来就去拿对应的 ETF 数据。`510300.SS` 是沪深300ETF——跟踪沪深两市市值最大的 300 家公司,代表中国核心资产的整体表现。`513100.SS` 是纳指100ETF(即纳斯达克100ETF)——在 A 股上市,跟踪纳斯达克100指数,涵盖苹果、微软、英伟达等美国科技成长龙头。两只 ETF 都在 A 股交易,交易日历完全一致。 +这里用到的 GDP(国内生产总值)是一个国家一年内创造的商品和服务的总价值,是衡量经济规模最常用的指标。GDP 告诉我们中美经济最强,接下来就去拿对应的 ETF 数据。`510300.SS` 是沪深 300ETF,跟踪沪深两市市值最大的 300 家公司,代表中国核心资产的整体表现。`513100.SS` 是纳指 100ETF(即纳斯达克 100ETF),在 A 股可以买卖,它跟踪纳斯达克 100 指数,涵盖苹果、微软、英伟达等美国科技成长龙头。两只 ETF 都在 A 股交易。 -走势对比图中出现了一个新概念:**归一化(Normalization)** ——把不同起点的价格都调整到同一个起跑线(100),这样才能公平比较谁涨得多、谁跌得多。两只 ETF 单价不同,直接放在一张图上没法比。归一化就像让两个选手从同一条起跑线出发——起点都是 100,后面谁高谁低,就是谁涨得多谁跌得多。 +走势对比图中出现了一个新概念:**归一化(Normalization)**。它的意思是,把不同起点的价格都调整到同一个起跑线(100),这样才能公平比较谁涨得多、谁跌得多。两只 ETF 单价不同,直接放在一张图上没法比。归一化就像让两个选手从同一条起跑线出发,起点都是 100,后面谁高谁低,就是谁涨得多谁跌得多。 全球前 10 大经济体 GDP 对比如图 2-2 所示,两只 ETF 的归一化走势如图 2-3 所示。 ![全球 GDP 排名](images/q2-what-to-buy/02-gdp-ranking.png) -![沪深300ETF vs 纳指100ETF 归一化走势](images/q2-what-to-buy/03-etf-comparison.png) +![沪深 300ETF vs 纳指 100ETF 归一化走势](images/q2-what-to-buy/03-etf-comparison.png) ### 读懂这两张图 -先看图 2-2 GDP 柱状图:美国和中国遥遥领先,合计占全球 GDP 的约 40%,远超第三名的德国。第一梯队和第二梯队之间的差距不是一点半点——美国约 29 万亿美元、中国约 18 万亿美元,而德国只有约 4.5 万亿美元。经济体量决定了资本市场的深度和广度,选 ETF 自然要从最大的两个经济体入手。对应的投资标的也很明确:沪深300ETF 代表中国最大的 300 家上市公司,纳指100ETF 代表美国科技成长的龙头企业。**数据说了算:锁定中美。** +先看图 2-2 GDP 柱状图:美国和中国遥遥领先,合计占全球 GDP 的约 40%,远超第三名的德国。第一梯队和第二梯队之间的差距不是一点半点:美国约 29 万亿美元、中国约 18 万亿美元,而德国只有约 4.5 万亿美元。经济体量决定了资本市场的深度和广度,选 ETF 自然要从最大的两个经济体入手。对应的投资对象也很明确:沪深 300ETF 代表中国最大的 300 家上市公司,纳指 100ETF 代表美国科技成长的龙头企业。**数据说了算:锁定中美。** -再看图 2-3 归一化走势:两条线的走势并不完全同步——有时候纳斯达克涨而沪深300在调整,有时候沪深300反弹而纳斯达克在横盘。这其实是好事。如果两个市场完全同步涨跌,那买两只和买一只没有本质区别。正是因为它们的节奏不同,当一个市场表现不好的时候,另一个市场可能在涨,组合整体的波动就被平滑了。这就是“分散”的真正含义——不是随便多买几个,而是买涨跌节奏不同的标的。 +再看图 2-3 归一化走势:两条线的走势并不完全同步。有时候纳斯达克涨而沪深 300 在调整,有时候沪深 300 反弹而纳斯达克在横盘。这其实是好事。如果两个市场完全同步涨跌,那买两只和买一只没有本质区别。正是因为它们的节奏不同,当一个市场表现不好的时候,另一个市场可能在涨,后面放在一起时,整体波动就可能被平滑。这就是筛选标的池时要注意的地方:不是随便多买几个,而是买涨跌节奏不同的投资对象。 -但仔细想想,你可能会有一个担忧:中美毕竟都是股票市场。如果遇到全球性的恐慌——比如 2022 年的全球加息周期——两个市场有可能一起跌。图 2-3 里其实也能看到这样的时段。那怎么办? +但仔细想想,你可能会有一个担忧:中美毕竟都是股票市场。如果遇到全球性的恐慌,比如 2022 年的全球加息周期,两个市场有可能一起跌。图 2-3 里其实也能看到这样的时段。那怎么办? -都是股市,同涨同跌并非不可能。我们需要一个“不同步”的东西来保护组合——一个在股市下跌时不一定跟着跌、甚至可能逆势上涨的资产。这样的东西存在吗? +都是股市,同涨同跌并非不可能。我们需要一个“不同步”的东西来分散风险,一个在股市下跌时不一定跟着跌、甚至可能反过来上涨的资产。这样的东西存在吗? --- -## 2.5 加什么能保护组合? +## 2.5 中美一起跌怎么办? -我们要找的是一个在股市下跌时不一定跟着跌的东西。债券、现金都是候选,但还有一个更经典的选项——每次股市大跌的新闻里,总会提到“资金涌入黄金避险”。黄金常被称为“避险资产”,意思是当股市恐慌的时候,投资者倾向于把钱从股市撤出,转移到黄金这种“硬通货”上,推高金价。 +既然中美两大经济体的指数可能同时下跌,那么我们要找的是一个在股市下跌时不一定跟着跌的东西。债券、现金都是候选,但还有一个更常见的选项:黄金。每次股市大跌的新闻里,常会提到“资金涌入黄金避险”。这句话的意思是,当很多人担心股市继续下跌时,会把一部分钱从股市撤出来,转到黄金上,推高金价。 -这个说法听起来有道理,但“听起来有道理”不是我们做决策的依据。先猜后验——我们来用数据验证:黄金和股市的涨跌到底有没有关系?如果真的关系不大,加入黄金能给组合带来多大的保护效果? +这个说法听起来有道理,但“听起来有道理”不是我们做决策的依据。我们也得用数据来验证:黄金和股市的涨跌到底有没有关系?如果真的关系不大,加入黄金能把整体风险降多少? -### 动手实验 3:相关性分析与投资宇宙构建 +### 动手实验 3:相关性分析与标的池构建 -最后一份 spec,难度上一个台阶——重点是**金融指标的计算路径要在 spec 里点名**,以及**怎么用 oxq 的 `StaticUniverse` 把“投资宇宙”这个抽象概念封装成可调用对象**。 +最后一份 spec 更难一些。重点是两件事:**写到金融指标时,要在 spec 里写清楚怎么算**;**用 oxq 的 `StaticUniverse` 把本章选出的标的池保存成后续代码能直接调用的对象**。 -#### 起草上下文 + 任务 +#### 第一、二段:上下文和任务描述 -接续 spec-02 留下的开放问题——中美都是股市,需要找一个不同步的资产来保护组合: +接续 spec-02 留下的开放问题:中美都是股市,需要找一个不同步的资产来分散风险。 -> **上下文**:在 `q2-what-to-buy.ipynb` 中已有沪深300ETF + 纳指100ETF 数据,读者已通过 GDP 锁定中美。当前开放问题:**中美都是股市,可能同涨同跌,加什么能保护组合?** +> **上下文**:在 `q2-what-to-buy.ipynb` 中已有沪深 300ETF + 纳指 100ETF 数据,读者已通过 GDP 锁定中美。当前开放问题:**中美都是股市,可能同涨同跌,加什么能分散风险?** > -> **任务**:引入黄金ETF 作为对冲资产,用相关性矩阵验证三资产的分散效果,最后用 `StaticUniverse` 把整章的“投资宇宙”概念封装成可调用对象。 +> **任务描述**:引入黄金 ETF 作为分散风险的资产,用相关性矩阵验证三资产的分散效果,最后用 `StaticUniverse` 把本章选出的标的池保存成后续代码能调用的对象。 -#### 起草要求:金融指标显式 + 概念落地 +#### 第三段:任务要求 -要求段有两件难事:① 金融指标(日收益率 / 累计收益 / 年化波动率 / 最大回撤)对 0 金融基础读者是黑箱,必须在 spec 里点名计算路径;② `StaticUniverse` 是 q3-q9 反复用到的核心对象,第一次出场要让读者看清“它是个什么东西”。 +要求段有两件难事:① 金融指标(日收益率 / 累计收益 / 年化波动率 / 最大回撤)对零金融基础读者是黑箱,必须在 spec 里点名计算路径;② `StaticUniverse` 是第 3 章到第 9 章反复用到的核心对象,它保存的是投资候选名单。 -> **要求**: +> **任务要求**: > -> 1. 用 yfinance 数据下载器拉黄金ETF(`518880.SS`),时间窗 `2021-01-01` 到 `2026-01-01`,与前两只 ETF 对齐 -> 2. 读出三只 ETF 的收盘价,合并成一个 DataFrame,列名改中文(沪深300 / 纳指100 / 黄金) +> 1. 用 yfinance 数据下载器拉黄金 ETF(`518880.SS`),时间窗 `2021-01-01` 到 `2026-01-01`,与前两只 ETF 对齐 +> 2. 读出三只 ETF 的收盘价,合并成一个 DataFrame,列名改中文(沪深 300 / 纳指 100 / 黄金) > 3. 计算相关性矩阵:先 `pct_change()` 算日收益率,再 `.corr()` 出 3×3 矩阵 > 4. 相关性热力图(figsize 8×6,imshow + coolwarm,每格标 2 位小数,标题「三资产日收益率相关性」) -> 5. 组合 vs 单押对比——按下方“三个金融指标的计算路径”给出的公式实现累计收益率、年化波动率、最大回撤 -> 6. 累计收益率对比图(figsize 12×6,单押沪深300 灰色虚线 + 三资产等权 绿色实线,图例标方案名) -> 7. 用 `StaticUniverse(symbols=[...], name="global-macro-etf")` 构建投资宇宙,调用 `get_universe(as_of_date="2026-01-01")` 取出快照 +> 5. 三只 ETF 平均持有 vs 只买沪深 300 对比:按下方三条公式实现累计收益率、年化波动率、最大回撤 +> 6. 累计收益率对比图(figsize 12×6,只买沪深 300 灰色虚线 + 三资产等权 绿色实线,图例标方案名) +> 7. 用 `StaticUniverse(tuple([...]))` 构建标的池,调用 `get_universe(as_of_date="2026-01-01")` 取出快照 > -> 具体 oxq 模块(`YFinanceDownloader` / `LocalMarketDataProvider.get_bars` / `StaticUniverse` 的 `get_universe(as_of_date=...)` 返回结构)请参考 [open-xquant 教程](https://github.com/xingwudao/open-xquant/tree/main/examples/tutorials)。 +> 具体 oxq 模块(`YFinanceDownloader` / `LocalMarketDataProvider.get_bars` / `StaticUniverse` 的 `get_universe(as_of_date=...)` 返回结构)请参考 [open-xquant 示例](https://github.com/xingwudao/open-xquant/tree/main/examples/modules)。 -要求 5 用到的三个金融指标,计算路径都要在 spec 里点名——别让 AI 凭感觉写。三条公式如下: +要求 5 用到的三个金融指标,计算公式都要在 spec 里点名。别让 AI 凭感觉写。三条公式如下: - 累计收益率:`(1 + 日收益率).prod() - 1` - 年化波动率:`日收益率.std() * sqrt(252)`(252 是年交易日数) - 最大回撤:累计净值 / 累计净值的历史最大值 - 1,取最小值 -> 📌 **要点**:spec 里写到金融指标,要给出计算路径——要么写出公式(如 `日收益率.std() * sqrt(252)`),要么明确指向 oxq 现成函数。“计算最大回撤”这种自然语言反例,AI 写出的代码 5 个版本可能 5 个公式,对不上。0 金融基础时,公式比“术语 + 凭感觉”靠谱十倍。 +> 📌 **要点**:spec 里写到金融指标,要么写出公式(如 `日收益率.std() * sqrt(252)`)自定义指标,要么明确指向 oxq 现成的指标。“计算最大回撤”这种说法不够准确,反复运行的话,AI 可能写出几个完全不同的公式,前后对不上,不同策略可能也不同,导致无法互为基准,对比效果。 -> 📌 **要点**:章末 spec 把整章概念封装成可调用对象。`StaticUniverse(name="global-macro-etf")` 把“投资宇宙”从概念变成可命名、可快照、可传给下游 spec 的研究对象——q3-q9 的每一份策略 spec 都要从一个 universe 起手。第一次出场就给它一个语义明确的 name,不要写 `name="u1"` 这种凑数的名字。 +> 📌 **要点**:章末 spec 要把整章概念变成后续代码能调用的对象。`StaticUniverse(tuple([...]))` 把“标的池”从一个概念,变成一个能取快照、能传给后续 spec 的研究对象。第 3 章到第 9 章的每一份策略 spec,都要从一个 `universe` 对象入手。 -#### 起草结果呈现 +#### 第四段:验收标准 -> **结果呈现**:相关性热力图 + 两句相关性解读(「沪深300 与 纳指100:X.XX」「沪深300 与 黄金:X.XX」)+ 三指标对比表(用 `pd.DataFrame.to_string` 打印,避免 markdown 表格漂移)+ 累计收益率对比图 + 一句结论「数据说了算:分散风险的关键不是多买几个,而是买涨跌不同步的」+ 投资宇宙构建结果 `「投资宇宙构建完成:{snapshot.symbols}」`。 +> **验收标准**:相关性热力图 + 两句相关性解读(「沪深 300 与 纳指 100:X.XX」「沪深 300 与 黄金:X.XX」)+ 三指标对比表(用 `pd.DataFrame.to_string` 打印,避免 markdown 表格漂移)+ 累计收益率对比图 + 一句结论「数据说了算:分散风险的关键不是多买几个,而是买涨跌不同步的」+ 标的池构建结果 `「标的池构建完成:{snapshot.symbols}」`。 -完整 spec 在 [`specs/spec-03-correlation.md`](https://github.com/xingwudao/xquant-learning/blob/main/q2-what-to-buy/specs/spec-03-correlation.md)——复制给 AI,弹窗选「允许」。 +完整示例 spec 在配套仓库的 [`q2-what-to-buy/specs/spec-03-correlation.md`](https://github.com/xingwudao/xquant-learning/blob/main/q2-what-to-buy/specs/spec-03-correlation.md),你可以参考。确认自己的 spec 后,把它复制给 AI,弹窗选「允许」。 -AI 助手执行完毕后,你的 notebook 里应该出现了两张图、一组相关性数字和一个对比表格。 - -`518880.SS` 是黄金ETF,在 A 股上市,买它就等于间接持有黄金。不需要去金店买金条,通过黄金ETF 就能参与黄金市场。三只 ETF 都在 A 股交易,交易日历完全一致。 +AI 执行完毕后,你的 notebook 里应该出现了两张图、一组相关性数字和一个对比表格。`518880.SS` 是黄金 ETF,在 A 股上市,买它就等于间接持有黄金。不需要去金店买金条,通过黄金 ETF 就能参与黄金市场。 这个实验引入了两个重要的新概念。 -**日收益率(Daily Return)** ——今天的价格比昨天涨了还是跌了,涨跌幅度是多少。比如今天收盘价 105,昨天 100,日收益率就是 +5%。为什么要先算日收益率?因为我们关心的不是“今天价格是多少”,而是“今天比昨天变了多少”。价格本身没有可比性——三只 ETF 单价各不相同——但日收益率把它们拉到了同一个尺度上。 +**日收益率(Daily Return)**:今天的价格比昨天涨了还是跌了,涨跌幅度是多少。比如今天收盘价 105,昨天 100,日收益率就是 +5%。为什么要先算日收益率?因为我们关心的不是“今天价格是多少”,而是“今天比昨天变了多少”。三只 ETF 单价各不相同,价格本身没有可比性;日收益率把它们拉到了同一个尺度上。除了这种简单日收益率,还有对数日收益率,实际上用得更多一些,暂时可以不管。 -**相关性(Correlation)** ——两个东西的涨跌有多“同步”。数值范围从 -1 到 1:1 表示完全同步涨跌,0 表示毫无关系,-1 表示完全反着来。相关性就像两个人走路的默契度——1 是齐步走,0 是各走各的,-1 是你往左他就往右。我们需要的是接近 0 的——各走各的,这样一个跌的时候另一个不一定跟着跌。 +**相关性(Correlation)**:两个东西的涨跌有多“同步”。数值范围从 -1 到 1:1 表示完全同步涨跌,0 表示毫无关系,-1 表示完全反着来。相关性就像两个人走路的默契度:1 是齐步走,0 是各走各的,-1 是你往左他就往右。我们需要的是接近 0 的状态:各走各的,这样一个跌的时候另一个不一定跟着跌。 -热力图用颜色深浅表示相关程度——颜色越红越“同步”,越蓝越“反着来”,白色或浅色代表“关系不大”。对角线上全是 1.00——这是自己跟自己比,当然完全同步。 +热力图用颜色深浅表示相关程度。颜色越红越“同步”,越蓝越“反着来”,白色或浅色代表“关系不大”。对角线上全是 1.00,因为这是自己跟自己比,当然完全同步。 -实验还设计了两种方案来对比:单押方案(100% 全部买沪深300)和等权组合(沪深300、纳指100、黄金各买 1/3)。除了年化波动率,这里还引入了一个新指标: +实验还设计了两种方案来对比:一种是只买沪深 300,也就是 100% 全部买沪深 300;另一种是三只 ETF 平均持有,也就是沪深 300、纳指 100、黄金各买 1/3。三只资产各占同样比例,除了年化波动率,这里还引入了一个新指标: -**最大回撤(Max Drawdown)** ——从最高点到最低点跌了多少,衡量“最惨的时候有多惨”。比如你的账户从 100 万涨到 120 万,又跌回 90 万,最大回撤就是 (120-90)/120 = 25%。这个指标直接关系到你晚上能不能睡好觉——回撤越大,心理压力越大。 +**最大回撤(Max Drawdown)**:从最高点到最低点跌了多少,衡量“最惨的时候有多惨”。比如你的账户从 100 万涨到 120 万,又跌回 90 万,跌幅就是 (120-90)/120 = 25%,用收益率表示就是 -25%。这个指标直接关系到你晚上能不能睡好觉,回撤越大,心理压力越大。 三资产之间的相关性热力图如图 2-4 所示。 ![三资产相关性热力图](images/q2-what-to-buy/04-correlation-heatmap.png) -单押与等权组合的核心指标对比如表 2-3 所示。 +只买沪深 300 与等权组合的核心指标对比如表 2-3 所示。 -**表 2-3 单押沪深300 vs 三资产等权组合的指标对比** +**表 2-3 只买沪深 300 vs 三资产等权组合的指标对比** -| 指标 | 单押沪深300 | 三资产等权组合 | +| 指标 | 只买沪深 300 | 三资产等权组合 | |------|------------|---------------| | 累计收益率 | -1.78% | 89.50% | | 年化波动率 | 18.11% | 12.36% | @@ -309,138 +287,101 @@ AI 助手执行完毕后,你的 notebook 里应该出现了两张图、一组 累计收益率走势如图 2-5 所示。 -![单押 vs 等权组合累计收益率](images/q2-what-to-buy/05-portfolio-comparison.png) +![只买沪深 300 vs 等权组合累计收益率](images/q2-what-to-buy/05-portfolio-comparison.png) ### 读懂这些结果 -先看图 2-4 热力图和相关性数字。沪深300与纳指100的相关性是 0.26——有一定联动,但远不是同步涨跌。黄金与两个股市的相关性分别只有 0.09 和 0.05,几乎接近 0,说明黄金与股市基本没有联动——股市涨的时候黄金不一定涨,股市跌的时候黄金也不一定跌。“避险资产”这个说法,数据给出了支持。 +先看图 2-4 热力图和相关性数字。沪深 300 与纳指 100 的相关性是 0.26,有一定联动,但远不是同步涨跌。黄金与两个股市的相关性分别只有 0.09 和 0.05,几乎接近 0,说明黄金与股市基本没有联动。股市涨的时候黄金不一定涨,股市跌的时候黄金也不一定跌。“黄金可以分散股市风险”这个说法,数据给出了支持。 -再看表 2-3 对比。这里的重点不是“等权组合赚了 89.50% 而单押只有 -1.78%”——虽然收益差距确实很大,但不同时间段跑可能结果不同。真正值得关注的是另外两个指标: +再看表 2-3 对比。这里的重点不是“等权组合赚了 89.50% 而只买沪深 300 只有 -1.78%”。虽然收益差距确实很大,但不同时间段跑可能结果不同。真正值得关注的是另外两个指标: -- **波动率从 18.11% 降到 12.36%**。颠簸程度降了三分之一。原来坐的是过山车,现在换成了大巴车——同样是在路上走,但体验完全不同。 -- **最大回撤从 -42.16% 降到 -16.49%**。最惨的时候,单押方案从最高点跌了 42%——你的 100 万变成了 58 万。而三资产组合最多只跌了 16%——100 万变成 84 万。回撤缩小了六成,晚上能多睡几个小时。 +- **波动率从 18.11% 降到 12.36%**。颠簸程度降了三分之一。原来坐的是过山车,现在换成了大巴车。同样是在路上走,但体验完全不同。 +- **最大回撤从 -42.16% 降到 -16.49%**。最惨的时候,只买沪深 300 的方案从最高点跌了 42%,你的 100 万变成了 58 万。而三资产组合最多只跌了 16%,100 万变成 84 万。回撤缩小了六成,晚上能多睡几个小时。 -图 2-5 的累计收益率对比更直观:灰色虚线(单押沪深300)大起大落,绿色实线(三资产等权组合)走得更稳、更平滑。不是没有波动,但波动的幅度小了很多。 +图 2-5 的累计收益率对比更直观:灰色虚线(只买沪深 300)大起大落,绿色实线(三资产等权组合)走得更稳、更平滑。不是没有波动,但波动的幅度小了很多。 -**数据说了算:分散风险的关键不是多买几个,而是买涨跌不同步的。** +**数据说了算:分散风险的关键不是多买几个,而是买涨跌不同步的资产。** -回顾一下我们走过的三步:个股噪音大,换成 ETF(组合对抗波动);ETF 太多,用 GDP 锚定中美;中美可能同跌,加入低相关的黄金。每一步都是“先猜后验”——先有直觉判断,再用数据验证。三步走完,三只 ETF 选定:**沪深300ETF、纳指100ETF、黄金ETF**。 - -三步走下来,标的选好了。但别急——回头看看,你刚才到底做了什么?从几千只标的一路筛选到 3 只 ETF,这个过程本身,其实已经是量化交易中一个重要的专业步骤。 +回顾一下我们走过的三步:个股噪音大,换成 ETF;ETF 太多,用 GDP 总量这个简化宏观因子锚定中美;中美可能同跌,再用相关性检查黄金是否能分散风险。每一步都是先有直觉假设,再用可计算指标验证。三步走完,三只 ETF 选定:**沪深 300ETF、纳指 100ETF、黄金 ETF**。 --- ## 2.6 回头看:你刚才做了什么? -三步筛选下来,你从全市场几千只标的中选出了 3 只 ETF。这个“策略考虑的标的范围”,在量化交易中有一个专门的名字:**投资宇宙(Universe)** ——你的策略只在这个范围内寻找机会,范围之外的标的一概不看。 +三步走下来,从几千个投资对象一路筛选到 3 只 ETF。这个过程本身,就是量化交易中的一个重要步骤:筛选(Screening)。等你理解了因子的基本方法,还可以继续深入研究筛选;本书面向新手,这里先讲到够用为止。 -构建投资宇宙不是偷懒,恰恰相反,它让后续每一步都更有效: +这 3 只 ETF 还不是最终持仓方案,只是后续策略允许考虑的候选名单。这个候选名单,就是本章一开始说的**标的池(Universe)**。 -- **降低噪声**:2.3 的实验验证过,把个股排除后,信号更干净。低质量的标的越早剔除,后面的分析越不容易被干扰。 -- **缩小范围**:从几百只 ETF 缩到 3 只,后续做策略研究时计算量可控,每一个标的都值得你认真对待。 -- **风控前置**:选标的本身就是第一道风控——流动性差的、数据质量低的、跟你的策略逻辑不相关的,在这一步就被挡在门外了。不用等到回测时才发现“这个标的根本不该出现在我的组合里”。 +你刚才完成的是一个简化版流程: -你可能没有意识到,但你刚才做的事情,和华尔街的量化基金经理做的第一步是一样的——先定义投资宇宙,再谈策略。 +1. **提出假设**:个股噪音大,ETF 更适合新手;经济体量大的市场更值得优先考虑;涨跌不同步的资产更能分散风险。 +2. **转成指标**:用波动率看信号是否嘈杂,用 GDP 总量看市场规模,用相关性看资产是否同步涨跌。把假设和现象都转换成明确的可计算指标,是从主观到量化的关键一步。 +3. **筛出名单**:最后得到沪深 300ETF、纳指 100ETF、黄金 ETF。 + +这就是构建标的池的基本思路。不是凭感觉列一个清单,而是先有假设,再找可计算指标,最后留下候选名单。 + +构建标的池非常重要: + +- **降低噪声**:2.3 的实验验证过,把个股排除后,信号更干净。低质量的投资对象越早剔除,后面的分析越不容易被干扰。 +- **缩小范围**:从几百只 ETF 缩到 3 只,后续做策略研究时计算量可控,每一个投资对象都值得你认真对待。 +- **提前控制风险**:选择投资对象本身就是第一道风险控制。成交不活跃的、数据质量低的、跟你的策略逻辑不相关的,在这一步就被挡在门外了。不用等到回测时才发现“这个投资对象根本不该出现在我的组合里”。 + +你可能没有意识到,你刚才做的事情,和专业量化研究的第一步是一样的:先定义标的池,再谈策略。还有一点要提前说清:本章实验没有推翻假设,是因为我们为了讲解过程,专门挑了一个经过验证的例子。以后你自己做研究,大部分假设很可能会被数据推翻。 --- ## 2.7 本章总结 -三只 ETF 选定之后,我们把本章的核心概念、策略进化路径和最重要的收获一起收口。**到这里,你完成了飞轮的“候选层”——主练动作仍是“做”:把“选什么”从拍脑袋变成了“用 GDP 和相关性两个具体指标筛”,剩下的飞轮三层从下一章开始接力。** +三只 ETF 选定之后,我们把本章的核心概念、策略进化路径和最重要的收获一起收口。到这里,你完成了四个阶段里的第一阶段:**确定候选**。本章的重点是把“选什么”从拍脑袋,变成“提出假设,再用 GDP 和相关性这些可计算指标筛选”。后面几章会继续进入制定规则、执行交易、评估归因。 ### 概念速查表 本章涉及的核心概念汇总如表 2-4 所示,方便随时回查。 -**表 2-4 第二章核心概念速查** +**表 2-4 第 2 章核心概念速查** | 概念 | 含义 | 类比 | |------|------|------| -| 指标(Indicator) | 从原始价格数据中算出来的衍生数字 | SMA 就是一种指标——均线 | +| 指标(Indicator) | 从原始价格数据中算出来的衍生数字 | SMA 就是一种指标:均线 | +| 因子(Factor) | 描述资产或市场特征的可计算变量,可用于解释风险和收益、预测表现或辅助决策 | GDP 总量可以作为本章的简化宏观因子 | | 归一化(Normalization) | 把不同起点的价格调整到同一起跑线 | 让两个选手从同一条起跑线出发 | | 日收益率(Daily Return) | 今天比昨天涨跌了多少 | 每天量体重,看涨了还是跌了 | | 相关性(Correlation) | 两个东西的涨跌有多同步,-1 到 1 | 两个人走路的默契度 | | 年化波动率(Annualized Volatility) | 价格波动的剧烈程度 | 过山车 vs 高铁 | | 最大回撤(Max Drawdown) | 从最高点到最低点跌了多少 | 最惨的时候有多惨 | -| 投资宇宙(Universe) | 策略考虑的标的范围 | 白板上钉的名牌 | +| 标的池(Universe) | 策略考虑的投资对象范围 | 白板上钉的名牌 | +| 筛选(Screening) | 从全市场筛选出符合假设的投资对象 | 从一堆候选里筛出符合条件的对象 | ### 策略进化路径 三步筛选下来,路径一目了然: -全市场几千只标的 → Step 1:个股噪音大,选 ETF(组合对抗波动)→ Step 2:GDP 锚定,锁定中美 → Step 3:低相关性,加入黄金 → 投资宇宙:沪深300ETF、纳指100ETF、黄金ETF +全市场几千个投资对象 → 第 1 步:个股噪音大,选 ETF → 第 2 步:GDP 锚定,锁定中美 → 第 3 步:低相关性,加入黄金 → 标的池:沪深 300ETF、纳指 100ETF、黄金 ETF 每一步的决策与教训如表 2-5 所示。 -**表 2-5 第二章策略进化路径** +**表 2-5 第 2 章策略进化路径** -| 步骤 | 决策 | 教训 | +| 步骤 | 假设 | 筛选标准 | |------|------|------| -| Step 1 | 个股 → ETF | 组合对抗波动,个股噪音太大 | -| Step 2 | 几百只 ETF → 中美 | 选择要有数据支撑的理由 | -| Step 3 | 中美 → 中美+黄金 | 分散风险靠“不同步”,不靠“数量多” | +| 第 1 步 | ETF 比个股更适合新手策略 | 看收益差异和波动率 | +| 第 2 步 | 经济体量大的市场更值得优先考虑 | 看 GDP 排名 | +| 第 3 步 | 加入不同步资产能分散风险 | 看相关性 | ### 本章最重要的收获 -三步筛选本身并不复杂——选 ETF、看 GDP、算相关性,每一步你都能理解。但真正值钱的不是这三步的结论,而是贯穿始终的那个思维习惯:**先猜后验,数据说了算。** +三步筛选本身并不复杂。选 ETF、看 GDP、算相关性,每一步你都能理解。但真正值钱的不是这三步的结论,而是贯穿始终的那个思维习惯:**先提出假设,再用数据验证。** -每一步我们都是先有一个直觉猜测,然后用数据去验证。猜对了,数据给你信心;猜错了,数据让你及时转向。这个习惯比任何具体的标的选择都重要——市场会变,标的会换,但“用数据验证直觉”这个方法经得起时间检验。 +猜对了,数据给你信心;猜错了,数据让你及时转向。这个习惯比任何具体的投资对象选择都重要。市场会变,投资对象会换,但“用数据验证假设”这个方法经得起时间检验。 ### 带走的问题 -标的选好了,但关键问题还没回答: +投资对象选好了,但关键问题还没回答: -- **沪深300、纳指100、黄金,各买多少?** 等分?还是有更聪明的分法? → 第三章 -- **什么时候买入、什么时候卖出?** → 第四章 -- **怎么验证这个组合确实有效?** → 第五章 +- **沪深 300、纳指 100、黄金,各买多少?** 等分?还是有更合适的分法?第 3 章会解答。 +- **什么时候买入、什么时候卖出?** 第 4 章会解答。 +- **怎么验证这个组合确实有效?** 第 5 章会解答。 答案都在后面。继续。 -> 本章所有代码的可运行版本见 `notebooks/q2-what-to-buy.ipynb` - ---- - -## 拓展阅读 - -本章正文聚焦“为什么从 ETF 开始 + 怎么构建投资宇宙”。下面三节是动手之前可以省略的视野铺垫。 - -### 投资市场上还有什么可以买? - -ETF 不是唯一的资产类型——它只是新手最该先碰的那个。投资市场里还有这些可以买卖的资产: - -- **股票(Stock)** —— 买一家公司的一小块所有权。公司赚钱了你分红,公司涨价了你的股份也值钱了。风险:单个公司可能经营不善甚至倒闭。 -- **ETF(交易所交易基金)** —— 一篮子股票的打包组合。比如沪深300ETF(510300)打包了 A 股市值最大的 300 家公司。买一份 ETF = 同时持有 300 家公司,风险分散。 -- **债券(Bond)** —— 就是一张“借条”。你买国债 = 借钱给国家,到期还本付息。风险低,收益也相对低。 -- **期货 / 期权** —— “衍生品”,自带杠杆,风险极高,可能亏损超过本金。**新手先别碰。** - -### 在哪里交易? - -**交易所(Exchange)** 是个巨大的菜市场——只是买卖的不是菜,而是股票、基金、债券。中国有三个主要交易所:上交所(代码以 6 开头)、深交所(代码以 0 或 3 开头)、北交所(代码以 8 开头)。 - -但你不需要跑去交易所。现代人都通过**券商** App 交易——券商是你和交易所之间的“中介”,常见的有华泰、中信、招商、东方财富等。开户和入金不急,等到第七章确认策略靠谱了再动。 - -### 市场上的几种交易方式 - -我们课程用的是趋势交易(均线、动量)。其实市场上的交易方式不止这一种,常见三类如表 2-6 所示。 - -**表 2-6 市场上的三种主流交易方式** - -| 方式 | 通俗理解 | 时间尺度 | -|------|----------|----------| -| **价值投资** | 找到好公司,便宜时买入,持有数年 | 月线、年线 | -| **趋势交易** | 发现涨的趋势就跟上,反转就撤 | 日线、周线 | -| **统计套利** | 两个相关的东西价格差异,赚差价 | 日内~几天 | - -价值投资和趋势交易的核心区别在于**时间尺度**——同一只标的,月线看到的是长期价值,日线看到的是短期趋势。同一个世界,不同的视角。不管哪种方式,**先构建投资宇宙、再做分析**这个原则都一样——投资宇宙是所有策略的起点。 - ---- - -## 反馈与读者群 - -如果你发现本章有错别字、概念不清或实验结果不一致,欢迎 -[提交 GitHub Issue](https://github.com/xingwudao/xquant-beginner/issues/new/choose)。 - -课程、正式书和后续更新见 -[xquant.shop/courses](https://xquant.shop/courses)。 - -添加作者微信 `xquanter` 进入读者群。请备注:`XQuant 读者`。 +> 本章所有代码的可运行版本见配套仓库的 [`q2-what-to-buy/notebooks/q2-what-to-buy.ipynb`](https://github.com/xingwudao/xquant-learning/blob/main/q2-what-to-buy/notebooks/q2-what-to-buy.ipynb) diff --git a/book/q3-how-much.md b/book/q3-how-much.md index 83df12a..ce38eb5 100644 --- a/book/q3-how-much.md +++ b/book/q3-how-much.md @@ -1,96 +1,94 @@ -# 第三章:给 ETF 分钱:3 种分法实测 +# 第 3 章:决定各买多少:3 种分法实测 -第二章我们从全市场几千只标的中,一步步筛选出了三只 ETF——沪深300、纳指100、黄金,构建了自己的投资宇宙。选标的的问题解决了,但紧接着一个新问题摆在面前:三只 ETF,各买多少? +第 2 章我们从全市场几千个标的中,一步步筛选出了三只 ETF:沪深 300、纳指 100、黄金,构建了自己的标的池。选资产的问题解决了,但紧接着一个新问题摆在面前:三只 ETF,各买多少? -这听起来像个分钱小问题——平均分一下不就完了吗?别急着下这个结论。同样三只 ETF、同一段历史,**只是分法不同,累计收益能差 1 倍以上、最大回撤能差三分之一**:等权 80%、风险平价 100%、动量排名 180%;回撤从 -16% 到 -12% 又到 -15%。“买什么”决定了你站在哪条赛道上,**“买多少”决定了赛道上你能不能跑下去**——这就是为什么一整章都在解决这个问题。 +这听起来像个分钱小问题:平均分一下不就完了吗?别急着下这个结论。同样三只 ETF、同一段历史,只是分法不同,本章这段历史数据里的累计收益确实差出 1 倍以上。买什么,决定你参与哪些市场;买多少,决定每个市场对账户的影响有多大。这就是为什么一整章都要解决这个问题。 ### 路线图 -我们正在走一条完整的策略构建之路: +本章进入四个阶段里的**制定规则**阶段。本章分三步探索三种分钱方式,每节做 1 次实验,最后你来判断哪种更合理。全章一共要动手做 3 次实验。 -**选什么标的(第二章 已完成)→ 每个买多少(第三章 本章)→ 什么时候买卖(第四章)→ 怎么验证有效(第五章)** +**表 3-1 第 3 章路线图** -**这一章你在飞轮的“组合层”,主练“做”——把“各买多少”从凭感觉变成有据可依的规则。** 本章解决“买多少”,分三步探索三种分钱方式,最后你来判断哪种更合理。三节分别对应的方法如表 3-1 所示。 - -**表 3-1 第三章三节问题与方法对照** - -| 节 | 问题 | 方法 | +| 节 | 内容 | 实验 | |----|------|------| -| 3.1 | 最简单的回答:各买三分之一 | 等权 | -| 3.2 | 波动大的少买点,波动小的多买点 | 风险平价 | -| 3.3 | 涨得好的多买点,跌的别买 | 动量排名 | - -(操作流程见前言“怎么使用这本书”。每一节按相同流程:阅读 → 复制 spec 给 AI → 看结果与解读。) +| 3.1 | 最简单的回答:各买三分之一 | 1 | +| 3.2 | 波动大的少买点,波动小的多买点 | 1 | +| 3.3 | 涨得好的多买点,跌的别买 | 1 | --- ## 3.1 最简单的回答:各买三分之一 -三只 ETF,各买多少?最自然的回答:平均分,每只买三分之一。不偏不倚,公平合理。毕竟,如果你不确定哪只会涨得更好,平均分至少不会犯大错——对吧? +三只 ETF,各买多少?最自然的回答:平均分,每只买三分之一。不偏不倚,公平合理。毕竟,如果你不确定哪只会涨得更好,平均分至少不会犯大错。对吧? 我们来验证一下这个直觉。 ### 动手实验 1:等权组合回测 -这个实验用到 open-xquant 的几个模块:`EqualWeightOptimizer`(等权优化器——把钱平均分)、`Engine`(回测引擎——模拟历史买卖)、`SimBroker`(模拟券商)。你不需要了解它们的代码,spec 会告诉 AI 怎么用。 +这个实验用到 open-xquant 的几个模块:`EqualWeightOptimizer`(把钱平均分的组合优化器)、`Engine`(回测引擎,模拟历史买卖)、`SimBroker`(模拟券商)。你不需要了解它们的代码,spec 会告诉 AI 怎么用。 -我们一起把这份 spec 写出来。这次重点看三件新东西:**oxq 模块的“先读后写”**、**权重和=1.0 的关键断言**、**跨市场组合的共同交易日处理**。 +我们一起把这份 spec 写出来。这次重点看三件新东西:**oxq 模块的“先读后写”**、**权重和 = 1.0 的关键断言**、**将多只资产的交易日对齐**。 -#### 起草上下文 + 任务 +#### 第一、二段:上下文和任务描述 -这是 q3 的第一份 spec,直接接续第二章——三只 ETF 已经选好了,现在只关心权重。两段都很短: +这是 q3 的第一份 spec,直接接续第 2 章。三只 ETF 已经选好了,现在只关心权重。上下文说前提,任务描述说要做什么,两段都很短: -> **上下文**:第二章选好了 3 只 ETF(沪深300、纳指100、黄金),现在要回答:每只各买多少? +> **上下文**:第 2 章选好了 3 只 ETF(沪深 300、纳指 100、黄金),现在要回答:每只各买多少? > -> **任务**:在 notebook `q3-how-much.ipynb` 中创建代码,跑等权组合回测,并展示三只 ETF 各自的表现差异。 +> **任务描述**:在 notebook `q3-how-much.ipynb` 中创建代码,跑等权组合回测,并展示三只 ETF 各自的表现差异。 -#### 起草要求 +#### 第三段:任务要求 -q3 起 open-xquant 框架正式上场。spec 主体的第一件事不是写代码,而是要求 AI 先读源码——这样它调的是真实接口,不会用过时或编造的写法。 +spec 主体的第一件事不是写代码,而是要求 AI 先读源码。这样它调的是真实接口,不会用过时或编造的写法。 -> **要求**: +> **任务要求**: > > 1. 阅读以下 oxq 模块的源码(按用途分四组): > - 引擎与策略:`oxq.core.Engine` / `Strategy` > - 数据:`oxq.data.YFinanceDownloader` / `LocalMarketDataProvider` -> - 仓位优化:`oxq.portfolio.optimizers.EqualWeightOptimizer` +> - 权重分配:`oxq.portfolio.optimizers.EqualWeightOptimizer` > - 信号、指标、规则:`oxq.signals.Threshold` / `oxq.indicators.RollingVolatility` / `oxq.rules.RebalanceFrequencyRule` / `oxq.universe.StaticUniverse` / `oxq.trade.SimBroker` > 2. 下载 3 只 ETF(`SYMBOLS = ("510300.SS", "513100.SS", "518880.SS")`,起 `2021-01-01`)。 -> 3. 计算共同交易日:中美交易日历不同步,要把三只 ETF 的索引取交集,后续所有图都用这个对齐索引。 -> 4. 用 `EqualWeightOptimizer` + `Threshold` 信号(column=“close”, threshold=0, relationship=“gt”)组装策略,再平衡 `RebalanceFrequencyRule(interval_days=10)`。 +> 3. 计算共同交易日:把三只 ETF 的索引取交集,后续所有图都用这组对齐后的日期。 +> 4. 用 `EqualWeightOptimizer` + `Threshold` 信号(column="close", threshold=0, relationship="gt")组装策略,再平衡 `RebalanceFrequencyRule(interval_days=10)`。 -> 📌 **要点**:跨市场组合必须显式处理共同交易日。沪深300 走 A 股日历,纳指100 走美股日历,圣诞节美股休市但 A 股开市,反过来春节 A 股休市但美股开市。**spec 不点名,AI 大概率不会想到这一步**——画出来的净值曲线会是锯齿状。这是 q3 起跨市场章节的领域必备配置块,跟 q1 的字体三选一一样,要写进 spec。 +> 📌 **要点**:多只资产放在一起比较时,先要把日期对齐。即使三只 ETF 都在 A 股市场交易,历史数据也可能出现个别缺失日。spec 要求先取共同交易日,是为了让三条净值曲线站在同一组日期上比较,避免图表因为日期不齐而产生误导。 -#### 起草结果呈现 +#### 第四段:验收标准 -结果呈现段把权重检查、对比表、净值曲线一次锁死,让 AI 输出可以直接对照书里的图表。 +验收标准段把权重检查、对比表、净值曲线一次锁死,让 AI 输出可以直接对照书里的图表。 -> **结果呈现**: +> **验收标准**: > > 1. **权重合法性检查**:`weights = ew_weights_df.iloc[-1]; assert abs(weights.sum() - 1.0) < 1e-6, f"权重和应为 1.0,实际 {weights.sum()}"; assert (weights >= 0).all(), "等权权重不应为负"`。 > 2. 打印权重分配 + 10 万元换算(每只约 33,333 元)。 -> 3. 打印 4 行对比表:沪深300 / 纳指100 / 黄金 / 等权组合,三列指标(累计收益率、年化波动率、最大回撤)。 -> 4. 净值曲线图:3 条灰色线(用 `--` / `:` / `-.` 三种线型区分单只持有)+ 1 条蓝色实线加粗(等权组合),归一化到 100,标题「各买三分之一:等权组合 vs 单只持有」。 +> 3. 打印 4 行对比表:沪深 300 / 纳指 100 / 黄金 / 等权组合,三列指标(累计收益率、年化波动率、最大回撤)。 +> 4. 净值曲线图:3 条灰色线(用 `--` / `:` / `-.` 三种线型区分单只持有)+ 1 条蓝色实线加粗(等权组合),统一从 100 开始,标题「各买三分之一:等权组合 vs 单只持有」。 -> 📌 **要点**:仓位分配 spec 的**必查**断言是「权重和 = 1.0 ± 1e-6」。这条 assert 在 q1 单标的策略里不需要(只有一个标的,要么买要么不买),但只要进入“分钱”场景,这条就必须有。**没有这条断言,AI 输出 0.998 或 1.003 你都会以为正常**——但下游回测会按这个权重直接乘资金,误差会一路传染到最后的收益率。三个 spec 都要复用这条模板。 +> 📌 **要点**:权重分配 spec 里必须写清一个验收标准:「权重和 = 1.0 ± 1e-6」。这在第 1 章那种单资产策略里不需要。只有一个资产时,要么买,要么不买。但只要进入“分钱”场景,这条就必须有。没有这条断言,AI 输出 0.998 或 1.003 你可能都会以为正常。下游回测会按这个权重直接乘资金,误差会一路传到最后的收益率。三个 spec 都要复用这条模板。 -完整 spec 在 [`specs/spec-01-equal-weight.md`](https://github.com/xingwudao/xquant-learning/blob/main/q3-how-much/specs/spec-01-equal-weight.md)——复制给 AI,弹窗选「允许」。 +完整示例 spec 在配套仓库的 [`q3-how-much/specs/spec-01-equal-weight.md`](https://github.com/xingwudao/xquant-learning/blob/main/q3-how-much/specs/spec-01-equal-weight.md)。参考它确认自己的 spec 后,再复制给 AI,按提示允许执行。 -AI 助手执行完毕后,你的 notebook 里应该出现了一组权重数字、一张对比表和一张净值图。我们先认识两个新概念。 +AI 执行完毕后,你的 notebook 里应该出现了一组权重数字、一张对比表和一张净值图。我们先认识两个新概念。 -**权重(Weight)** ——“这笔钱怎么分”,每只标的分到总资金的百分之多少。你有 10 万元,三只 ETF 各 1/3 权重,就是每只买 33,333 元。权重就像分蛋糕——蛋糕总共 100%,每人分多少取决于权重。 +**权重(Weight)**:回答“每个标的分总资金的多少比例”。每个标的分到总资金的百分之多少,就是它的权重。你有 10 万元,三只 ETF 各 1/3 权重,就是每只买 33,333 元。 -**信号(Signal)** ——根据指标对市场做出的判断:要不要动、怎么动。信号只表达意愿,不负责执行。第一章的 Crossover 信号说的是“买还是不买”——价格上穿均线就买、下穿就卖。这里的 EqualWeightOptimizer 说的是“各买多少”——三只 ETF 各 1/3。判断的内容升级了,但本质都是信号:观察市场、做出判断。至于判断之后怎么执行——下多少单、什么价格成交——那是后面的事。 +**权重分配方法**:回答“按照什么逻辑分配资金”。等权分配就是一种最简单的权重分配方法:不看涨跌,不看波动,三只 ETF 各 1/3。权重分配方法有很多,后面也可以看到不同的分配方式。至于目标权重之后怎么变成真实订单、按什么价格成交,那是第 7 章要处理的事。 -回测中设定了每 10 个交易日(大约两周)重新调整一次持仓,让实际权重回到目标权重。为什么需要再平衡?因为三只 ETF 涨跌幅不同,持有一段时间后,涨得多的那只实际占比会变大,偏离了最初的 1/3。再平衡就是定期“拨乱反正”。 +在量化领域,在一起参与分配资金的一组标的,叫做**组合(Portfolio)**。组合不是简单的候选名单。第 2 章选出的标的池,是策略允许考虑的范围,是候选大名单;第 3 章要做的,是从这个大名单里给每只标的分配资金。按规则算出来的配置资金比例,叫**目标权重(Target Weight)**。 + +目标权重只是理想资金比例。账户里真正持有的标的和份额数量,叫**持仓(Position)**;这些持仓按市值算出来的比例,才是**实际权重**。即使一开始完全按目标权重买入,后面标的价格也会涨跌,实际权重会慢慢偏离目标权重。因此,过一段时间就要重新调整持仓,让实际权重重新接近目标权重。这个过程叫**再平衡(Rebalancing)**。 + +标的池里的标的,不是每次都一定能分到钱。有些标的的权重可能是 0,极端情况下,所有标的的权重都可能是 0。这时可以把现金(CASH)也视为组合成员,现金获得 100% 权重,意味着账户里暂时不持有任何标的。 ### 实验结果 -等权就是等权,三只各占三分之一,每只买 33,333 元。但等分钱之后跑出来的效果如何?三只 ETF 单独持有与等权组合的对比如表 3-2 所示。 +等权就是强制让资产的权重相等,三只各占三分之一,每只买 33,333 元。这种平均分资金的方式,效果如何呢?三只 ETF 单独持有与等权组合的对比如表 3-2 所示。 **表 3-2 三只 ETF 单独持有 vs 等权组合表现** -| 标的 | 累计收益率 | 年化波动率 | 最大回撤 | +| ETF | 累计收益率 | 年化波动率 | 最大回撤 | |------|-----------|-----------|---------| | 沪深300ETF | -1.78% | 18.11% | -42.16% | | 纳指100ETF | 106.09% | 22.66% | -27.50% | @@ -103,87 +101,85 @@ AI 助手执行完毕后,你的 notebook 里应该出现了一组权重数字 ### 读懂这些结果 -先看图 3-1 的大趋势:等权组合那条蓝色实线,稳稳地走在三条灰色线之间——不是最好的,也不是最差的。黄金一路领涨,纳指100先跌后涨、波折不断,沪深300整体低迷。组合把三者的表现“平均”了一下,走出了一条居中的路线。 +先看图 3-1 的大趋势:等权组合那条蓝色实线,走在三条灰色线之间。它不是最好的,也不是最差的。黄金一路领涨,纳指 100 先跌后涨、波折不断,沪深 300 整体低迷。组合把三者的表现“平均”了一下,走出了一条居中的路线。 但你可能已经注意到了:黄金单独拿的累计收益率是 188.54%,比等权组合的 80.75% 高了一倍多。那为什么不全买黄金? -看波动率那列。**年化波动率(Annualized Volatility)** 衡量的是价格上下波动的剧烈程度——第二章我们认识过这个指标。波动率大意味着你的账户大起大落:今天涨 3%、明天跌 4%,反复折腾。现实中大部分人受不了这种颠簸——涨的时候开心,连跌几天就开始怀疑“是不是该卖了”,一卖可能就错过了后面的反弹。**波动率小,意味着你能在低点不慌、在涨势中不慌——账户里看着一时少了 5%、10%,你不会马上卖掉。** 不慌,才能真正拿到那段收益。 +看波动率那列。**年化波动率(Annualized Volatility)** 衡量的是价格上下波动的剧烈程度。第 2 章我们认识过这个指标。波动率大,意味着你的账户大起大落:今天涨 3%、明天跌 4%,反复折腾。现实中大部分人受不了这种颠簸。涨的时候开心,连跌几天就开始怀疑“是不是该卖了”,一卖可能就错过后面的反弹。**波动率小,意味着你能在低点不慌、在上涨中不慌。** 账户里一时少了 5%、10%,你不会马上卖掉。不慌,才能真正拿到那段收益。 -再看一个更关键的问题。三只 ETF 的年化波动率从 15.83%(黄金)到 22.66%(纳指100),差了好几个百分点。但等权信号说“不管你多颠簸,都买一样多的钱”。想想这意味着什么:波动最大的纳指100,虽然只花了 1/3 的钱,但它每天的涨跌幅度最大,对组合整体的影响也最大——它一跌,组合就被拖着跌;它一涨,组合的涨幅也主要靠它撑着。**平均分钱,并不等于平均分影响力。** 波动大的那只,用同样的钱产生了更大的影响力,**拉着整个组合的涨跌走**。 +再看一个更关键的问题。三只 ETF 的年化波动率从 15.83%(黄金)到 22.66%(纳指 100),差了好几个百分点。但等权方法说:“不管你多颠簸,都买一样多的钱。”这意味着什么?波动最大的纳指 100,虽然只花了 1/3 的钱,但它每天的涨跌幅度最大,对组合整体的影响也最大。它一跌,组合就被拖着跌;它一涨,组合的涨幅也主要靠它撑着。**每个标的拿一样多的资金,并不等于它造成的波动也一样。** 波动大的那只,用同样的钱产生了更大的影响力,拉着整个组合的涨跌走。 -有没有更聪明的分法?比如,波动大的少买点,波动小的多买点——让每只 ETF 对组合的“影响力”真正平均? +有没有更合理的分法?比如,波动大的少买点,波动小的多买点,让每只 ETF 对组合的“影响力”更接近? --- ## 3.2 波动大的少买点,波动小的多买点 -上一节的结论很清楚:平均分钱,并不等于平均分影响力。波动大的纳指100,用同样的钱却产生了更大的影响力,把整个组合的涨跌拉着走。那反过来想——既然波动大的影响力太大,能不能给它少分点钱?波动小的那只影响力不够,多分点钱给它?这样三只 ETF 对组合的“拉扯力度”应该更均匀。 +上一节的结论很清楚:平均分钱,并不等于平均分影响力。波动大的纳指 100,用同样的钱却产生了更大的影响力,把整个组合的涨跌拉着走。那反过来想:既然波动大的影响力太大,能不能给它少分点钱?波动小的那只影响力不够,能不能多分点钱给它?这样三只 ETF 对组合的“拉扯力度”应该更均匀。 -这种“按波动率倒数分配权重、让每个资产对组合波动的贡献相等”的方法,有一个正式的名字:**风险平价(Risk Parity)** ——“风险”指的是波动率,“平价”指的是让每个资产的风险贡献相等。让每个资产对组合波动的贡献相等——就像把三个发动机的功率调到一样大,整个组合不会被某一个拖着走。桥水基金的“全天候策略”用的就是这个思路。下面我们用一个生活化的类比直接走进它。 +这种“按波动率倒数分配权重”的方法,有一个正式的名字:**风险平价(Risk Parity)**。本章用的是简化版风险平价:波动大的少买,波动小的多买,让每只标的对组合的影响更均匀。你可以把它想成把三个发动机的功率调到接近,整个组合就不容易被某一个拖着走。 -想象你要把一笔钱交给三个人帮你打理。第一个人成熟稳重,赚了不炫亏了不慌,你看着他的账户心里很踏实;第二个人喜怒无常,今天信心爆棚明天就想清仓,你的心跟着他上上下下;第三个人介于两者之间。你会怎么分钱?肯定是稳重的那个多管点,情绪化的那个少管点。三只 ETF 也一样——波动率就是它们的“情绪起伏程度”。波动小的稳重,多买;波动大的情绪化,少买。 +想象你要把一笔钱交给三个人帮你打理。第一个人成熟稳重,赚了不炫耀,亏了不慌张,你看着他的账户心里很踏实;第二个人情绪起伏大,今天信心很足,明天就想清仓;第三个人介于两者之间。你会怎么分钱?大概率会让稳重的那个多管点,让情绪起伏大的那个少管点。三只 ETF 也一样。波动率就是它们的“情绪起伏程度”。波动小的稳重,多买;波动大的起伏大,少买。 ### 动手实验 2:风险平价组合回测 -我们一起把这份 spec 写出来。这次重点看两件新东西:**signal.required_indicators 在信号上挂指标**、**差量式 spec 让差异点单点暴露**。 +我们一起把这份 spec 写出来。这次重点看两件新东西:**`signal.required_indicators` 在信号上挂指标**、**公共配置复用,只改差异点**。 -#### 起草上下文 + 任务 +#### 第一、二段:上下文和任务描述 这是 q3 的第二份 spec,接续 spec-01 的等权回测结果。上下文一句话承接,任务一句话点明: -> **上下文**:在 `q3-how-much.ipynb` 中已有等权组合回测结果。学员已看到三只 ETF 波动率差异很大,等权分配让波动大的 ETF 主导了组合涨跌。当前问题:能不能按波动来分——波动大的少买,波动小的多买? +> **上下文**:在 `q3-how-much.ipynb` 中已有等权组合回测结果。读者已看到三只 ETF 波动率差异很大,等权分配让波动大的 ETF 主导了组合涨跌。当前问题:能不能按波动来分:波动大的少买,波动小的多买? > -> **任务**:在 notebook 中新建代码单元格,用风险平价信号运行回测,对比等权组合。 +> **任务描述**:在 notebook 中新建代码单元格,用风险平价权重分配方法运行回测,对比等权组合。 -#### 起草要求 +#### 第三段:任务要求 -风险平价要用波动率,但波动率是怎么传给优化器的?oxq 的做法是**在信号上挂指标依赖**——这是 oxq 框架的关键模式,把指标声明和信号绑在一起,再把公共配置抽出做成对照实验: +风险平价要用波动率,这就要定义波动率指标,并且要使用 oxq 提供的接口告诉风险平价这个权重分配模块,使用这个指标。 -> **要求**: +> **任务要求**: > > 1. 阅读 `oxq.portfolio.optimizers.RiskParityOptimizer`(若 spec-01 未读 `Threshold`,补一下)。 > 2. 在 `Threshold` 信号上注册 vol 指标:`signal_rp.required_indicators = {"vol": (RollingVolatility(), {"column": "close", "period": 20})}`。这样回测引擎跑到信号时会自动算 vol 列,优化器再读这一列分配权重。 > 3. 用 `RiskParityOptimizer(volatility_col="vol")` 装配优化器,打印最新一天与等权权重的对比 + 10 万元换算。 -> 4. 抽出公共配置 `COMMON = dict(universe=universe, ...)`,让等权和风险平价两个策略只在 `portfolio` 一行不同——`Strategy(name="equal-weight", **COMMON, portfolio=EqualWeightOptimizer())` vs `Strategy(name="risk-parity", **COMMON, portfolio=RiskParityOptimizer(...))`。 +> 4. 抽出公共配置 `COMMON = dict(universe=universe, ...)`,让等权和风险平价两个策略只在 `portfolio` 一行不同:`Strategy(name="equal-weight", **COMMON, portfolio=EqualWeightOptimizer())` vs `Strategy(name="risk-parity", **COMMON, portfolio=RiskParityOptimizer(...))`。 -> 📌 **要点**:oxq 用 `signal.required_indicators` 把“信号需要哪些指标”声明在信号本身上——q3 三个 spec 都依赖这条语法。**spec 要给到具体写法**(“在信号上注册”+ 字典字面量),AI 才能照抄;只写描述,它要么抄到 strategy 上,要么挂到 universe 上,接口对不上就报错。同样的精确度还体现在 COMMON 字典的设计上:把公共部分抽出来,让等权与风险平价的唯一差异落在 portfolio 一行——这是仓位分配章三联 spec 的主线设计,**写了 COMMON 就要兑现**,否则这条教学就失效。 +> 📌 **要点**:这里的 `signal.required_indicators` 是 open-xquant 的代码入口,用来告诉回测引擎:先算出 vol 指标,再让风险平价方法读取 vol 来分配权重。读者不需要记接口细节,但 spec 要把“风险平价依赖波动率”这件事写清楚。 -#### 起草结果呈现 +#### 第四段:验收标准 -这一段把“权重检查 + 视觉契约”两件事一起锁——分析话术按实际数据走向描述,避免提前替结果下定义。 +这一段把“权重检查 + 图表要求”两件事一起写。 -> **结果呈现**: +> **验收标准**: > > 1. **权重检查**:复用 spec-01 的 assert 模板,加一条`assert rp_w.nunique() > 1, "风险平价权重不应全相等(否则退化为等权)"`。 > 2. 权重对比表 + 10 万元换算 + 指标对比表。 > 3. 净值曲线对比图(figsize 12×6,等权灰虚 + 风险平价蓝实) + 权重历史堆叠面积图(figsize 12×4,展示三只 ETF 权重随时间变化)。 -> 4. 末尾分析话术按数据动态描述方向(若波动率反升说明 vol 估计期偏短,不要硬写“降到”)。 +> 4. 末尾分析文字按数据动态描述方向(若波动率反升说明 vol 估计期偏短,不要硬写“降到”)。 -> 📌 **要点**:仓位分配章的标志可视化是**权重历史堆叠面积图**——它让学员一眼看到“权重不是一成不变的”。等权下三条带等宽,风险平价下面积带宽随时间变化。spec 必须明确画这张图,figsize 12×4,堆叠面积,y 轴 0-1。这是 q3 起会反复出现的视觉模板。 +> 📌 **要点**:权重分配可视化采用了**权重历史堆叠面积图**。它让人一眼看到“权重不是一成不变的”。等权下三条带等宽,风险平价下面积带宽随时间变化。 -完整 spec 在 [`specs/spec-02-risk-parity.md`](https://github.com/xingwudao/xquant-learning/blob/main/q3-how-much/specs/spec-02-risk-parity.md)——复制给 AI,弹窗选「允许」。 +完整示例 spec 在配套仓库的 [`q3-how-much/specs/spec-02-risk-parity.md`](https://github.com/xingwudao/xquant-learning/blob/main/q3-how-much/specs/spec-02-risk-parity.md)。参考它确认自己的 spec 后,再复制给 AI,按提示允许执行。 -AI 助手执行完毕后,你的 notebook 里应该出现了新的权重数字、一张对比表、两张图。 +AI 执行完毕后,你的 notebook 里应该出现了新的权重数字、一张对比表、两张图。 -风险平价信号的用法和 3.1 的等权信号完全一样——只是换了一个信号类,其余不变。但钱真的分得不一样了:等权是三等分,风险平价则是波动小的多分、波动大的少分。同样 10 万元,沪深300ETF 从 33,333 元涨到了 45,510 元,黄金ETF 从 33,333 元降到了仅 11,239 元。 +风险平价方法和 3.1 的等权方法用法相似,只是换了 `portfolio` 里的权重分配方法,其余不变。但钱真的分得不一样了:等权是三等分,风险平价则是波动小的多分、波动大的少分。同样 10 万元,沪深 300ETF 从 33,333 元涨到了 45,510 元,黄金 ETF 从 33,333 元降到了 11,239 元。 -策略组装和上一节几乎一模一样——整个策略定义只有组合优化器那一行不同,从 `EqualWeightOptimizer()` 换成 `RiskParityOptimizer()`。其余的投资宇宙、信号、指标、再平衡频率、回测引擎全部复用。当框架搭好之后,换一种“分钱方式”就只是换一个优化器。 +策略组装和上一节几乎一模一样。整个策略定义只有 `portfolio` 那一行不同,从 `EqualWeightOptimizer()` 换成 `RiskParityOptimizer()`。其余的全部复用。当框架搭好之后,换一种“分钱方式”就只是换一个权重分配方法。 ### 实验结果 -两种方案的权重对比如表 3-3 所示。 - -一个细节先点透:表 3-3 的权重按**最近 20 天的滚动波动率**算,与表 3-2 那行**全期年化波动率**不是同一组数字——短期与长期波动可以差很多。 +两种方案的权重对比如表 3-3 所示。这里有一个细节:表 3-3 的权重按**最近 20 天的滚动波动率**算,与表 3-2 那行**全期年化波动率**不是同一组数字。这两个指标反映的是短期波动与长期波动。 **表 3-3 等权 vs 风险平价权重对比** -| 标的 | 等权权重 | 风险平价权重 | +| ETF | 等权权重 | 风险平价权重 | |------|---------|------------| | 沪深300ETF | 33.3% | 45.5% | | 纳指100ETF | 33.3% | 43.3% | | 黄金ETF | 33.3% | 11.2% | -指标层面,两种方案的差异如表 3-4 所示。 +从指标看,两种方案的差异如表 3-4 所示。 **表 3-4 等权 vs 风险平价指标对比** @@ -201,100 +197,98 @@ AI 助手执行完毕后,你的 notebook 里应该出现了新的权重数字 ### 读懂这些结果 -先看图 3-2 的净值曲线。蓝色实线(风险平价)走得比灰色虚线(等权)更平滑,而且终点更高——风险平价不仅更稳,还赚得更多。 +先看图 3-2 的净值曲线。蓝色实线(风险平价)走得比灰色虚线(等权)更平滑,而且终点更高。这说明,风险平价不仅更稳,还赚得更多。 -再看指标表里的数字。波动率从 11.73% 降到 10.81%,最大回撤从 -16.79% 收窄到 -12.26%——最惨的时候少跌了 4.5 个百分点。收益率反而更高了(80.75% → 99.67%)——波动小了,收益没丢,甚至更好。这不是巧合:波动小意味着你更容易在低点不慌,不会在大跌时恐慌卖出,反而能享受到后面的反弹。 +再看指标表里的数字。波动率从 11.73% 降到 10.81%,最大回撤从 -16.79% 收窄到 -12.26%。最惨的时候少跌了 4.5 个百分点。收益率反而更高了(80.75% → 99.67%)。在这段数据里,按波动调整不仅降低了波动,也保住了收益。对真实投资者来说,波动小还有一个好处:更容易坐得住,因此也许更能享受到后面的涨势。 -最后看图 3-3 的权重历史。你会发现一个有意思的现象:三只 ETF 的权重不是固定的,而是随时间在动态调整。某段时间黄金ETF 波动率飙升,它分到的钱就自动减少;某段时间沪深300ETF 变得平稳了,它分到的钱就自动增加。这就是节首讲的“按波动率倒数分配”在跑——市场自己在告诉你谁该多买谁该少买,你不用做任何主观判断。 +最后看图 3-3 的权重历史。你会发现一个有意思的现象:三只 ETF 的权重不是固定的,而是随时间在动态调整。某段时间黄金 ETF 波动率飙升,它分到的钱就自动减少;某段时间沪深 300ETF 变得平稳了,它分到的钱就自动增加。这就是节首讲的“按波动率倒数分配”在跑。市场数据在告诉你谁该多买、谁该少买,你不用做主观判断。 -风险平价比等权更稳了。但你有没有注意到,它只看波动率,完全不看涨跌。如果一只 ETF 正在猛涨,风险平价不会多买它;如果一只正在跌,也不会少买它。能不能更贪心一点——让涨得好的多买点? +风险平价比等权更稳了。但你有没有注意到,它只看波动率,完全不看涨跌。如果一只 ETF 正在快速上涨,风险平价不会多买它;如果一只正在下跌,也不会少买它。能不能更强调上涨趋势,让涨得好的多买点? --- ## 3.3 涨得好的多买点,跌的别买 -风险平价让组合更稳了,但回头想想,它的判断标准只有一个——波动率。波动大的少买,波动小的多买,仅此而已。至于一只 ETF 是在涨还是在跌?它完全不关心。黄金如果正在猛涨,风险平价不会因此多买一分钱;沪深300如果正在暴跌,它也不会少买一分钱。它只看颠簸程度,不看方向。 +风险平价让组合更稳了,但回头想想,它的判断标准只有一个:波动率。波动大的少买,波动小的多买,仅此而已。至于一只 ETF 是在涨还是在跌?它完全不关心。黄金如果正在快速上涨,风险平价不会因此多买一分钱;沪深 300 如果正在明显下跌,它也不会少买一分钱。它只看颠簸程度,不看方向。 -那能不能更激进一点:涨得好的多买,跌的干脆不买? - -还记得第二章我们提过几种交易方式吗?其中一种叫趋势交易——跟着涨势走。动量排名就是趋势交易思想的量化表达:过去一段时间涨得猛的,我认为它还会继续涨,多买;跌的,我认为它还会继续跌,不买。简单粗暴,但逻辑清晰。 +那能不能更进取一点:涨得好的多买,跌的干脆不买?我们可以借鉴一种交易思想:趋势交易。顾名思义,也就是跟着涨势走。动量排名就是趋势交易思想的量化表达:过去一段时间涨得好的,我认为它可能继续上涨,多买;过去一段时间下跌的,我认为它可能继续走弱,不买。 ### 动手实验 3:动量排名组合回测 -我们一起把这份 spec 写出来。这次重点看两件新东西:**多指标依赖链(mom + vol → ram)**、**排序型 spec 的过滤后归一化**。 +我们一起把这份 spec 写出来。这次重点看两件新东西:**多指标依赖链**、**过滤后重新把权重分到 100%**。 -#### 起草上下文 + 任务 +#### 第一、二段:上下文和任务描述 -这是 q3 三联 spec 的最后一份,从“加权(永远全持有)”跃迁到“排序(动量为负的不买)”。上下文 + 任务一气呵成: +这是 q3 三联 spec 的最后一份,从“始终持有全部 ETF”走到“动量为负的不买”。上下文 + 任务一气呵成: -> **上下文**:在 `q3-how-much.ipynb` 中已有等权组合和风险平价组合的回测结果。学员已理解:等权不看任何指标,风险平价只看波动率。当前问题:风险平价更稳了,但它完全不看涨跌。能不能让涨得好的多买点? +> **上下文**:在 `q3-how-much.ipynb` 中已有等权组合和风险平价组合的回测结果。读者已理解:等权不看任何指标,风险平价只看波动率。当前问题:风险平价更稳了,但它完全不看涨跌。能不能让涨得好的多买点? > -> **任务**:在 notebook 中新建代码单元格,用动量排名信号运行回测,与前两种方案三方对比。 +> **任务描述**:在 notebook 中新建代码单元格,用动量排名权重分配方法运行回测,与前两种方案对比。 -#### 起草要求 +#### 第三段:任务要求 -动量排名比风险平价多一层——它要算 ram = mom / vol,**ram 依赖 mom 和 vol 两个指标**。oxq 的 required_indicators 支持这种链式依赖,再加一个排序型优化器收尾: +动量排名比风险平价多一步:它要先计算“动量 / 波动率”,作为权重分配要依赖的指标。而这个指标又依赖动量和波动率两个指标。oxq 支持这种链式指标依赖,也支持这种排序型权重分配。 -> **要求**: +> **任务要求**: > > 1. 阅读 `TopNRankingOptimizer` / `Momentum` / `Ratio` 三个 oxq 模块。 > 2. 在信号上注册三个指标(指标依赖链): > ```python > signal_tn.required_indicators = { -> “mom”: (Momentum(), {“column”: “close”, “period”: 20}), -> “vol”: (RollingVolatility(), {“column”: “close”, “period”: 20}), -> “ram”: (Ratio(), {“col_a”: “mom”, “col_b”: “vol”}), +> "mom": (Momentum(), {"column": "close", "period": 20}), +> "vol": (RollingVolatility(), {"column": "close", "period": 20}), +> "ram": (Ratio(), {"col_a": "mom", "col_b": "vol"}), > } > ``` -> 顺序很重要——ram 依赖 mom 和 vol,所以 mom 和 vol 要先注册。 -> 3. 用 `TopNRankingOptimizer(score_col="ram", n=3, filter_negative=True)` 装配优化器。`n=3` 是因为候选池就 3 只 ETF,这里等于“全选 + 过滤负值”;`filter_negative=True` 是动量排名的硬规则——**正在跌的不买**。 +> 顺序很重要。ram(风险调整后的动量指标)依赖 mom(动量)和 vol(波动率,代表风险),所以 mom 和 vol 要先注册。 +> 3. 用 `TopNRankingOptimizer(score_col="ram", n=3, filter_negative=True)` 装配优化器。`n=3` 是因为标的池里就 3 只 ETF,这里等于“全选 + 过滤负值”;`filter_negative=True` 是动量排名的硬规则:**正在跌的不买**。 > 4. 复用 spec-02 的 COMMON 字典,只把 portfolio 换成 `TopNRankingOptimizer(...)`。 -> 📌 **要点**:多指标依赖链是 oxq 信号系统的关键能力。spec-02 注册 1 个指标(vol),spec-03 注册 3 个且 ram 依赖前两个——**spec 必须把注册顺序写清楚**,而不是只列指标名。AI 写代码时如果先注册 ram 再注册 mom/vol,运行时 ram 算不出来就直接 NaN——你看不到报错,但权重全错。 +> 📌 **要点**:多指标依赖链是 oxq 的关键能力。spec-02 注册 1 个指标(vol),spec-03 注册 3 个指标,而且 ram 依赖前两个。spec 必须把注册顺序写清楚,而不是只列指标名。 -> 📌 **要点**:排序型 spec(动量排名)与加权型 spec(等权、风险平价)的本质区别是:可以**放弃部分标的**。所以“权重和=1.0”的断言要改成“未被过滤的活跃权重和=1.0”——`active_w = tn_w[tn_w > 1e-6]; assert abs(active_w.sum() - 1.0) < 1e-6`。这是排序型 spec 的活跃权重检查,加权型 spec 不需要这一步。 +> 📌 **要点**:排序型 spec(动量排名)与加权型 spec(等权、风险平价)的本质区别是:可以**放弃部分 ETF**。所以“权重和 = 1.0”的断言要改成“未被过滤的活跃权重和 = 1.0”:`active_w = tn_w[tn_w > 1e-6]; assert abs(active_w.sum() - 1.0) < 1e-6`。这一步是在检查:被留下来的 ETF,权重是否重新分满 100%。加权型 spec 不需要这一步。 -#### 起草结果呈现 +#### 第四段:验收标准 -这一段的两个着力点:用排序型断言代替原来的“权重和=1.0”硬话术,并把“动量为负时面积图出空白”这个特殊视觉点写进 spec。 +这一段有个交付细节:把“动量为负时面积图留出空白”,这是一个特殊图表要求,写进 spec。 -> **结果呈现**: +> **验收标准**: > -> 1. **权重检查**:用排序型断言(过滤后归一化)。 -> 2. 三方权重对比表 + 三方指标对比表(三种信号同台 PK)。 +> 1. **权重检查**:用排序型断言(过滤后重新分到 100%)。 +> 2. 三种方法权重对比表 + 三种方法指标对比表。 > 3. 三条净值曲线图(等权灰虚 + 风险平价蓝实 + 动量排名橙实)。 -> 4. 动量排名权重历史堆叠面积图,**注意:动量为负时权重为 0,面积会出现空白**——把这个视觉特征预先写进 spec。 -> 5. 分析话术按实际数据动态描述方向,**不要硬写“更大”或“更深”**——市场不可预测,spec 不应假设结果方向。 +> 4. 动量排名权重历史堆叠面积图,**注意:动量为负时权重为 0,面积会出现空白**。把这个视觉特征预先写进 spec。 +> 5. 分析文字按实际数据动态描述方向,不要硬写“更大”或“更深”。市场不可预测,spec 不应假设结果方向。 -> 📌 **要点**:可视化 spec 不仅要描述要画什么,还要把**特殊视觉点**预先点出——动量为负时面积图会出空白,这种“反常”的视觉如果 spec 不预告,AI 可能用 `fillna(0.33)` 把空白补上,反而抹掉了排序型策略最重要的视觉信号。这是仓位分配章的高级 spec 写法:**视觉契约不只规定颜色形状,还要规定“该出现的空白也要出现”**。 +> 📌 **要点**:可视化 spec 不仅要描述要画什么,还要把特殊图表现象预先点出,比如这里的:动量为负时面积图会出空白。 -完整 spec 在 [`specs/spec-03-momentum-ranking.md`](https://github.com/xingwudao/xquant-learning/blob/main/q3-how-much/specs/spec-03-momentum-ranking.md)——复制给 AI,弹窗选「允许」。 +完整示例 spec 在配套仓库的 [`q3-how-much/specs/spec-03-momentum-ranking.md`](https://github.com/xingwudao/xquant-learning/blob/main/q3-how-much/specs/spec-03-momentum-ranking.md)。参考它确认自己的 spec 后,再复制给 AI,按提示允许执行。 -AI 助手执行完毕后,你的 notebook 里应该出现了新的权重对比、一张三方指标表、两张图。这个实验引入了两个新概念。 +AI 执行完毕后,你的 notebook 里应该出现了新的权重对比、一张三种方法的指标表、两张图。这个实验引入了两个新概念。 -**动量(Momentum)** ——过去 N 天的涨跌趋势。正数 = 涨势,负数 = 跌势。就像看一辆车的速度表——动量为正说明车在加速前进,为负说明在倒退。这里用的是 20 日动量,也就是看过去一个月的涨跌方向。 +**动量(Momentum)**:过去 N 天的涨跌趋势。正数代表上涨,负数代表下跌。就像看一辆车的速度表,动量为正说明车在向前,动量为负说明车在后退。这里用的是 20 日动量,也就是看过去一个月的涨跌方向。 -但单看动量有个问题:波动大的标的天然动量值更大——它涨 5% 和波动小的标的涨 2%,可能只是因为它“脾气大”,不一定代表趋势更强。所以我们把动量除以波动率,得到**风险调整动量(ram = mom / vol)** ——每份波动带来的动量。这样不同脾气的标的之间才能公平比较。 +但单看动量有个问题:波动大的标的天然动量值更大。它涨 5%,波动小的标的涨 2%,可能只是因为它“脾气大”,不一定代表趋势更强。所以我们把动量除以波动率,得到**风险调整动量(ram = mom / vol)**。你可以把它理解成每份波动带来的动量。这样不同波动程度的标的之间才能公平比较。 -**TopNRankingOptimizer** ——按 ram 值排名分配权重。ram 为负的标的直接权重设为 0——不买。剩下的按 ram 大小归一化分配权重。涨得越猛且波动越小,分到的钱越多。如果三只 ETF 里有两只 ram 为负,那所有的钱就全部集中到唯一 ram 为正的那只上。 +**动量归一化权重分配方法**:按 ram 值排名分配权重。ram 为负的 ETF 直接权重设为 0,也就是不买。剩下的 ETF 再按 ram 大小重新分配到 100%。涨得越好且波动越小,分到的钱越多。如果三只 ETF 里有两只 ram 为负,那所有的钱就全部分到唯一 ram 为正的那只上。 ### 实验结果 -三种信号的权重对比(最新一天)如表 3-5 所示。 +三种权重分配方法的权重对比(最新一天)如表 3-5 所示。 -**表 3-5 三种信号最新一天权重对比** +**表 3-5 三种权重分配方法最新一天权重对比** -| 标的 | 等权 | 风险平价 | 动量排名 | +| ETF | 等权 | 风险平价 | 动量排名 | |------|------|---------|---------| | 沪深300ETF | 33.3% | 45.5% | 0.0% | | 纳指100ETF | 33.3% | 43.3% | 0.0% | | 黄金ETF | 33.3% | 11.2% | 100.0% | -差异一目了然。等权三等分,风险平价按波动调整,而动量排名直接把沪深300和纳指100的权重归零——近期它们在跌,不买。所有的钱全部涌向唯一在涨的黄金ETF。 +差异一目了然。等权三等分,风险平价按波动调整,而动量排名直接把沪深 300 和纳指 100 的权重归零。策略运行时,它们在跌,所以不买。所有的钱全部分到唯一在涨的黄金 ETF。 -三种信号的指标对比如表 3-6 所示。 +三种权重分配方法的指标对比如表 3-6 所示。 -**表 3-6 三种信号指标对比** +**表 3-6 三种权重分配方法指标对比** | 指标 | 等权 | 风险平价 | 动量排名 | |------|------|---------|---------| @@ -304,129 +298,119 @@ AI 助手执行完毕后,你的 notebook 里应该出现了新的权重对比 三条净值曲线同框对比如图 3-4 所示,动量排名的权重历史如图 3-5 所示。 -![三种信号对比:等权 vs 风险平价 vs 动量排名](images/q3-how-much/04-three-signals-nav.png) +![三种权重分配方法对比:等权 vs 风险平价 vs 动量排名](images/q3-how-much/04-three-signals-nav.png) ![动量排名:涨的多买,跌的不买](images/q3-how-much/05-momentum-weight-history.png) ### 读懂这些结果 -先看图 3-4 的净值曲线,三条线同框对比。橙色实线(动量排名)终点最高——累计收益 179.96%,远超风险平价的 99.67% 和等权的 80.75%。但这笔超额收益不是白来的:动量排名的波动率是 15.54%,高于风险平价的 10.81%;最大回撤 -15.77%,也深于风险平价的 -12.26%。**收益更高,但颠簸更大、回撤更深——这就是激进策略的代价。** +先看图 3-4 的净值曲线,三条线同框对比。橙色实线(动量排名)终点最高,累计收益 179.96%,远超风险平价的 99.67% 和等权的 80.75%。但这笔更高收益不是白来的:动量排名的波动率是 15.54%,高于风险平价的 10.81%;最大回撤 -15.77%,也深于风险平价的 -12.26%。**收益更高,但颠簸更大、回撤更深,这就是更进取方法的代价。** -别急着下结论。记得第一章的教训吗?同一个策略换个时间段,结果可能完全不同。动量排名在这几年的数据上表现优异,是因为市场恰好有几段清晰的趋势——比如黄金从 2023 年开始的持续上涨。**换段时间,动量排名的判断可能跟不上市场反转的节奏——这种"数据上看着好、换个时段就出问题"的现象,第五章会专门讨论,本章先不下结论。** 没有完美的分法——风险平价更稳,动量排名更激进——哪个更适合你,要看你打算拿多久、能承受多大波动、能不能扛得住一段时间的回撤。第五章我们会用更系统的方法判断“一个策略到底好不好”。 +别急着下结论。记得第 1 章的教训吗?同一个策略换个时间段,结果可能完全不同。动量排名在这几年的数据上表现优异,是因为市场恰好有几段清晰的趋势,比如黄金从 2023 年开始的持续上涨。换段时间,动量排名的判断可能跟不上市场反转的节奏。这种“在这段数据上好看,换一段时间就出问题”的现象,第 5 章会专门讨论,本章先不下结论。没有完美的分法。风险平价更稳,动量排名更进取。哪个更适合你,要看你打算拿多久、能承受多大波动、能不能扛得住一段时间的回撤。第 5 章我们会用更系统的方法判断“一个策略到底好不好”。 -再看图 3-5 的权重历史。对比 3.2 的风险平价权重图,动量排名的变化剧烈得多——某只 ETF 动量转负,权重直接从几十个百分点归零,所有钱涌向其他标的;等它动量转正,权重又突然拉满。你还会发现图中有些时段出现了空白——三只 ETF 的权重加起来不到 100%,甚至全部归零。这说明那段时间三只 ETF 的动量全是负的,没有一只在涨,信号的判断是“都别买”。风险平价的权重变化则平缓得多,三只 ETF 始终都持有,只是比例在缓慢调整。两种信号的性格完全不同:一个求稳,一个求进。风险平价像一个谨慎的管家,均匀分配、避免偏科;动量排名像一个激进的赌徒,押注赢家、果断弃子。 +再看图 3-5 的权重历史。对比 3.2 的风险平价权重图,动量排名的变化剧烈得多。某只标的动量转负,权重直接从几十个百分点归零,钱转向其他标的;等它动量转正,权重又突然变高。你还会发现图中有些时段出现了空白:三只标的的权重加起来不到 100%,甚至全部归零。这说明那段时间三只 ETF 的动量全是负的,没有一只在涨,这种权重分配方法给出的决策是“都别买”。风险平价的权重变化则平缓得多,三只 ETF 始终都持有,只是比例在缓慢调整。两种权重分配方法的特点完全不同:一个求稳,一个求进。风险平价像一个谨慎的管家,均匀分配、避免偏科;动量排名像一个进取的交易者,押注走势更好的资产,果断放弃走弱的资产。 -三种信号,三种结果。到这里,你可能已经有了一个模糊的感觉:刚才做的事情好像不简单——选信号、跑回测、比指标,这不就是在做量化研究吗? - -回头看:前言里说量化第一步是“**做**”——把动作写成可重复执行的规则。三次实验里,你已经做了三次:等权、风险平价、动量排名,每一次都是把“怎么分钱”从凭感觉变成了一段 spec 能让 AI 重跑的规则。这就是“做”。具体每一种规则做了什么?我们回头看看。 +三种方法,三种结果。到这里,你可能已经有了一个模糊的感觉:刚才做的事情好像不简单。选权重分配方法、跑回测、比指标,这不就是在做量化研究吗? --- ## 3.4 回头看:你刚才做了什么? -三次实验,你只换了一样东西——信号。数据、标的、回测引擎、再平衡频率全部一样,只有信号不同,结果就完全不同。 +三次实验,你只换了一样东西:权重分配方法。数据、标的池、回测引擎、再平衡频率全部一样,只有“钱怎么分”不同,结果就完全不同。 -你刚才做的事情,在量化交易的框架里有一个正式的名字:**信号对比(Signal Comparison)** ——保持其他条件不变,只切换信号,观察结果的差异。这是量化研究中最基础、也最重要的操作之一。信号只管判断,不管执行——但判断之后,谁来动手?这是规则(Rules)的事,第四章会讲。 +你刚才做的事情,可以叫**权重分配方法对比**:保持其他条件不变,只切换“钱怎么分”,观察结果差异。这是量化研究中最基础、也最重要的操作之一。权重分配方法只给出目标权重,不负责决定什么时候调整持仓。什么时候调整、什么条件下卖出,这是规则(Rules)的事,第 4 章会讲。怎么把目标权重变成真实订单、按什么价格成交,是第 7 章会讲的执行交易问题。 -我们来看看你现在走到了哪里:第二章解决了“买什么”(Universe),第三章解决了“买多少”(Signal),第四章将解决“什么时候”(Rules)。 +我们来看看你现在走到了哪里:第 2 章解决了“买什么”(标的池),第 3 章解决了“买多少”(权重分配),第 4 章将解决“什么时候动手”(Rules)。 -第一章里的 Crossover 信号说的是“买还是不买”——价格上穿均线就买、下穿就卖,要么买要么不买。第三章的三种信号说的是“每只买百分之多少”——从 0% 到 100%,可以精确到小数点。判断的粒度更细了,但本质没变:都是信号,都是观察市场之后做出的判断。三种信号、三种性格,对照如表 3-7 所示。 +第 1 章里的 Crossover 信号说的是“买还是不买”:价格上穿均线就买、下穿就卖,要么买,要么不买。第 3 章的三种权重分配方法说的是“每只买百分之多少”:从 0% 到 100%,可以精确到小数点。这两类东西不要混在一起。信号负责判断市场状态,权重分配方法负责把钱分到资产上。三种权重分配方法的特点如表 3-7 所示。 -**表 3-7 三种信号的性格对照** +**表 3-7 三种权重分配方法的特点对照** -| 信号 | 看什么 | 性格 | +| 方法 | 看什么 | 特点 | |------|--------|------| -| EqualWeightOptimizer | 什么都不看 | 佛系 | -| RiskParityOptimizer | 波动率 | 稳重 | -| TopNRankingOptimizer | 涨跌趋势 | 激进 | +| 等权 | 什么都不看 | 简单平均 | +| 风险平价 | 波动率 | 更重视平稳 | +| 动量排名 | 涨跌趋势 | 更重视上涨 | -“性价比”这个问题——三种信号收益和波动都不同,能不能用一个数字综合衡量?这是下一节要回答的事。 +“性价比”这个问题来了。三种方法的收益和波动都不同,能不能用一个数字综合衡量?这是下一节要回答的事。 --- ## 3.5 夏普比率:一个数字概括“性价比” -三种信号的收益率和波动率都不同。等权收益最低,风险平价更稳且收益更高,动量排名收益最高但波动也最大。有没有一个数字能把收益和波动综合起来,告诉你“每承受一份颠簸,能赚多少收益”? +三种权重分配方法的收益率和波动率都不同。等权收益最低,风险平价更稳且收益更高,动量排名收益最高但波动也最大。有没有一个数字能把收益和波动综合起来,告诉你“每承受一份颠簸,能赚多少收益”? -有。**夏普比率(Sharpe Ratio)** ——年化收益率除以年化波动率,衡量的是“性价比”。就像买东西看“每块钱能买到多少克”,夏普比率看的是“每承受一份颠簸能赚到多少收益”。数字越大,说明你承受的颠簸越值得。三种信号的夏普比率对比如表 3-8 所示。 +有。**夏普比率(Sharpe Ratio)** 的标准定义是:(年化收益率 - 无风险收益率)/ 年化波动率。它衡量的是:每承担一份波动,能比无风险资产多获得多少额外收益。 -**表 3-8 三种信号的夏普比率** +本章先让你理解“收益 / 波动”的关系,所以暂时采用简化口径:年化收益率 / 年化波动率。严格说,这不是标准夏普值,而是一个近似的收益波动比。等你真正比较策略时,应该使用扣除无风险收益后的标准夏普比率。三种方法的简化夏普对比如表 3-8 所示。 + +**表 3-8 三种权重分配方法的简化夏普对比** | 指标 | 等权 | 风险平价 | 动量排名 | |------|------|---------|---------| | 年化收益率 | 11.96% | 13.97% | 20.80% | | 年化波动率 | 11.73% | 10.81% | 15.54% | -| 夏普比率 | 1.08 | 1.35 | 1.42 | +| 简化夏普 | 1.08 | 1.35 | 1.42 | -看最后一行。三种方案的夏普比率依次递增:等权 1.08,风险平价 1.35,动量排名 1.42。风险平价比等权高出不少,说明按波动调整确实提升了性价比。动量排名最高,但优势不如收益率差距那么大——因为它的波动率也更高,部分抵消了收益优势。不过,夏普比率有三个你需要知道的局限: +看最后一行。三种方案的简化夏普依次递增:等权 1.08,风险平价 1.35,动量排名 1.42。风险平价比等权高出不少,说明按波动调整确实提升了性价比。动量排名最高,但优势不如收益率差距那么大,因为它的波动率也更高,部分抵消了收益优势。不过,夏普比率有三个你需要知道的局限: -1. 它把上涨和下跌的波动一视同仁——但你可能根本不介意往上的颠簸。 -2. 同一个策略换个时间段,夏普比率可能完全不同——它只反映特定历史区间的表现。 -3. 当波动率为 0 时它会失效——持有现金的夏普比率是无穷大,但显然不是好策略。 +1. 它把上涨和下跌的波动一视同仁,但你可能根本不介意往上的颠簸。 +2. 同一个策略换个时间段,夏普比率可能完全不同。它只反映特定历史区间的表现。 +3. 当波动率为 0 时它会失效。持有现金的夏普比率可能被算成无穷大,但显然不是好策略。 -结论:夏普比率适合在相同条件下横向对比几种方案的性价比,但别把决策押在这一个数字上。怎么综合多个指标来判断一个策略到底好不好?这是第五章的主题。 +结论:夏普比率适合在相同条件下横向对比几种方案的性价比,但别把决策押在这一个数字上。本章表格里的数字只是简化夏普,更不能当作最终结论。怎么综合多个指标来判断一个策略到底好不好?这是第 5 章的主题。 --- ## 3.6 本章总结 -三次实验,三种信号,从“各买三分之一”到“按波动调整”再到“按涨势分配”——你一步步把“买多少”这个问题从拍脑袋变成了有据可依。信号就是策略的大脑,换一个大脑,整个策略的表现就完全不同。 - -还有一个细节值得带走:本章三种信号下回测都设定了每 10 个交易日重算权重——这叫**再平衡(Rebalancing)**,又名**调仓**。“多久重算一次 / 多久调一次”是另一个独立的设计选择,第四章会专门讲。 +三次实验,三种权重分配方法,从“各买三分之一”到“按波动调整”再到“按涨势分配”,你一步步把“买多少”这个问题从拍脑袋变成了有据可依。买多少不是小问题。权重一变,每个资产对账户的影响就会变,整个策略的表现也会跟着变。 ### 概念速查表 本章涉及的核心概念汇总如表 3-9 所示,方便随时回查。 -**表 3-9 第三章核心概念速查** +**表 3-9 第 3 章核心概念速查** | 概念 | 含义 | 类比 | |------|------|------| -| 权重(Weight) | 每只标的分到总资金的百分之多少 | 一笔钱怎么分 | -| 信号(Signal) | 根据指标对市场做出的判断——要不要动、怎么动。只表达意愿,不负责执行 | 你看完天气预报后的判断:“带伞”。带不带是另一回事 | -| 风险平价(Risk Parity) | 按波动率倒数分配权重,让每只影响力均匀 | 成熟稳重的多管钱,情绪化的少管钱 | +| 权重(Weight) | 每只资产分到总资金的百分之多少 | 一笔钱怎么分 | +| 权重分配方法 | 回答每只资产各买多少,在 open-xquant 里通常由 `PortfolioOptimizer` 实现 | 分蛋糕的方法 | +| 组合(Portfolio) | 实际拿来配置资金的一组资产,不是候选名单 | 购物车里真正放进去的商品 | +| 目标权重(Target Weight) | 按规则算出来的理想资金比例 | 预算表 | +| 持仓(Position) | 账户里实际持有的资产和数量 | 手里真正拿着的份额 | +| 实际权重 | 按持仓市值算出来的真实比例 | 结账后每样东西实际占了多少预算 | +| 风险平价(Risk Parity) | 按波动率倒数分配权重,让每只资产的影响更均匀 | 成熟稳重的多管钱,起伏大的少管钱 | | 动量(Momentum) | 过去 N 天的涨跌趋势,正=涨势,负=跌势 | 最近的势头 | | 动量排名(TopNRankingOptimizer) | 按涨势强弱分配权重,跌的不买 | 趋势交易的量化表达 | -| 夏普比率(Sharpe Ratio) | 年化收益 / 年化波动,衡量性价比 | 每份颠簸赚多少 | -| 再平衡/调仓(Rebalancing) | 定期重新计算权重并调整仓位 | 定期重新分工 | +| 夏普比率(Sharpe Ratio) | 标准定义是(年化收益率 - 无风险收益率)/ 年化波动率;本章暂用简化夏普理解收益和波动的关系 | 每份颠簸赚多少 | +| 再平衡(Rebalancing) | 定期重新计算权重并调整持仓比例 | 定期重新分工 | ### 策略进化路径 -第二章产出了投资宇宙(沪深300、纳指100、黄金)。本章在此基础上探索了三种分钱方式:Step 1 各买 1/3(EqualWeightOptimizer)——简单,但波动大的把组合拉着走;Step 2 按波动调整(RiskParityOptimizer)——更稳,每只影响力均匀;Step 3 按涨势调整(TopNRankingOptimizer)——趋势交易的量化表达。第三章产出:三种信号对比 + 信号就是策略的大脑。 +第 2 章产出了标的池(沪深 300、纳指 100、黄金)。本章在此基础上探索了三种分钱方式。第 1 步,各买 1/3,也就是等权,简单,但波动大的资产会把组合拉着走。第 2 步,按波动调整,也就是风险平价,更稳,每只资产的影响更均匀。第 3 步,按涨势调整,也就是动量排名,这是趋势交易思想在“买多少”问题上的表达。第 3 章的产出是:三种权重分配方法对比。 ### 本章最重要的收获 走完三个实验后,本章最值得带走的五条认知如表 3-10 所示。 -**表 3-10 第三章主线认知** +**表 3-10 第 3 章主线认知** | 认知 | 来源 | |------|------| | 平均分钱 ≠ 平均分影响力 | 3.1 | | 波动率小 = 你能在低点不慌 | 3.1 | | 按波动调整让组合更稳 | 3.2 | -| 同样的策略,只换信号,结果完全不同 | 3.3 | -| 夏普比率适合对比,但别只看一个指标 | 3.4 | +| 同样的策略,只换权重分配方法,结果完全不同 | 3.3 | +| 简化夏普适合对比,但别只看一个指标 | 3.5 | ### 带走的问题 -做完本章,你应该带着两个问题进入后续章节——它们将在下两章被一一回答: +做完本章,你应该带着两个问题进入后续章节。它们将在下两章被一一回答: -- 信号只负责判断“想怎么分”,但**判断完了谁来执行?按什么规则下单?** → 第四章 -- 动量排名在这段数据上全面胜出,但**换一段时间还行吗?怎么区分真本事和运气?** → 第五章 +- 权重分配方法只负责给出目标权重,但**什么时候调整持仓、什么条件下卖出?** → 第 4 章 +- 动量排名在这段数据上全面胜出,但**换一段时间还行吗?怎么区分真本事和运气?** → 第 5 章 -第二个问题正是本书口号“**做要规则、看要指标、还要怀疑你的指标**”中“疑”的入口——动量排名的累计 179.96% 看起来很漂亮,但你已经隐隐感到不对劲:换段时间还能不能这样?这种警觉,是后面五章要反复训练的主线动作。 +第二个问题正是本书口号“**做要规则、看要指标、还要怀疑你的指标**”中“疑”的入口。动量排名的累计 179.96% 看起来很漂亮,但你已经隐隐感到不对劲:换段时间还能不能这样?这种警觉,是后面几章要反复训练的主线。 -> 本章所有代码的可运行版本见 `notebooks/q3-how-much.ipynb` - ---- - -## 反馈与读者群 - -如果你发现本章有错别字、概念不清或实验结果不一致,欢迎 -[提交 GitHub Issue](https://github.com/xingwudao/xquant-beginner/issues/new/choose)。 - -课程、正式书和后续更新见 -[xquant.shop/courses](https://xquant.shop/courses)。 - -添加作者微信 `xquanter` 进入读者群。请备注:`XQuant 读者`。 +> 本章所有代码的可运行版本见配套仓库的 [`q3-how-much/notebooks/q3-how-much.ipynb`](https://github.com/xingwudao/xquant-learning/blob/main/q3-how-much/notebooks/q3-how-much.ipynb) diff --git a/book/q4-when-to-trade.md b/book/q4-when-to-trade.md index 816c4b5..3976645 100644 --- a/book/q4-when-to-trade.md +++ b/book/q4-when-to-trade.md @@ -1,97 +1,91 @@ -# 第四章:给策略加规则:调仓、止损、止盈 +# 第 4 章:决定何时买卖:再平衡、止损、止盈 -第三章我们用三种信号解决了“买多少”——等权、风险平价、动量排名,各有各的性格。但有个细节你可能没注意:不管用哪种信号,策略都是每 10 个交易日自动调仓一次——重新把持仓比例调回目标权重。为什么是 10 天?5 天行不行?一个月呢? +第 3 章我们用三种权重分配方法解决了“买多少”:等权、风险平价、动量排名,各有各的特点。但有个细节你可能没注意:不管用哪种权重分配方法,策略都是每 10 个交易日自动做一次再平衡,把实际权重调回目标权重。为什么是 10 天?5 天行不行?一个月呢? -更关键的问题是:**如果在两次调仓之间,某只 ETF 突然暴跌 20%,你只能干等到下一个调仓日才能反应。** 这合理吗? +更关键的问题是:**如果在两次再平衡之间,某只 ETF 突然下跌 20%,你只能等到下一个再平衡日才能反应。** 这合理吗? -> **🧭 本章边界**:章名虽然叫“什么时候买卖”,但本章**不做入场择时**——什么时候第一次进场、用什么信号判断“该买了”,那些是第三章信号已经回答的事。本章聚焦的是**已经持仓之后**的三个执行节奏:多久做一次再平衡(4.1)、跌到什么程度先撤(4.2)、涨到什么程度走人(4.3)。 +> **本章边界**:章名虽然叫“什么时候买卖”,但本章不讨论第一次什么时候买入。第 3 章已经回答了“每只 ETF 应该分多少钱”。本章聚焦的是已经持仓之后的三个问题:多久做一次再平衡(4.1)、跌到什么程度先撤(4.2)、涨到什么程度走人(4.3)。 > -> **🧱 一个新元概念:规则(Rule)。** 第三章信号说的是“想怎么分钱”——是策略的大脑。本章引入的是**规则**——策略的手脚:感知持仓状态(涨了多少、跌了多少、上次调仓多久了),按预设条件触发动作。信号管“想怎么动”,规则管“什么时候动手”。两者分工明确,缺一不可。从本章起,你会反复看到 `RebalanceFrequencyRule` / `StopLossRule` / `TakeProfitRule` 这些 Rule 类——它们就是规则的具体实现。 +> **规则(Rule)**:第 3 章的权重分配方法回答“钱应该怎么分”。本章引入规则,回答“什么时候动手”。规则会观察持仓状态,例如涨了多少、跌了多少、距离上次再平衡过了多久,然后按预设条件触发执行。从本章起,你会反复看到 `RebalanceFrequencyRule` / `StopLossRule` / `TakeProfitRule` 这些 Rule 类,它们就是规则的具体实现。 ### 路线图 -我们正在走一条完整的策略构建之路: +本章进入四个阶段里的**制定规则**阶段。第 2 章解决买什么,第 3 章解决每个买多少,本章解决什么时候调整持仓、什么时候卖出。本章一共要动手做 3 次实验。 -**选什么标的(第二章 已完成)→ 每个买多少(第三章 已完成)→ 什么时候买卖(第四章 本章)→ 怎么验证有效(第五章)** +**表 4-1 第 4 章路线图** -**这一章你仍在飞轮的“组合层”,主练“做”——把“什么时候动手”也写成可重复执行的规则。** 本章解决“什么时候买卖”,分三步揭示三个认知,最后你会发现:不是所有“听起来合理”的规则都有效。三节的问题与方法对照如表 4-1 所示。 - -**表 4-1 第四章三节问题与方法对照** - -| 节 | 问题 | 方法 | +| 节 | 内容 | 实验 | |----|------|------| -| 4.1 | 调仓频率怎么选? | 周/月/季度对比 + 引入交易成本 | -| 4.2 | 亏了要不要先跑? | 止损规则 | -| 4.3 | 赚了要不要走? | 止盈规则 | +| 4.1 | 多久做一次再平衡? | 1 | +| 4.2 | 亏了要不要先跑? | 1 | +| 4.3 | 赚了要不要走? | 1 | -本章使用第三章的风险平价(RiskParity)作为基础信号——它始终持有全部 3 只 ETF,方便我们观察不同规则的效果。 - -(操作流程见前言“怎么使用这本书”。每一节按相同流程:阅读 → 复制 spec 给 AI → 看结果与解读。) +本章使用第 3 章的风险平价权重分配方法作为基础配置。它始终在 3 只 ETF 之间分配资金,方便我们观察不同规则的效果。 --- -## 4.1 调仓频率有多重要? +## 4.1 再平衡频率有多重要? -第三章每 10 个交易日调一次仓——这个“10”是拍脑袋定的。调得更勤(每周)会更好吗?调得更懒(每季度)会更差吗? +第 3 章每 10 个交易日做一次再平衡。这个“10”是拍脑袋定的。更勤一点,比如每周一次,会更好吗?更慢一点,比如每季度一次,会更差吗? -直觉告诉我们:调得越勤,反应越快,效果应该越好。真的吗? +直觉告诉我们:再平衡越频繁,反应越快,效果应该越好。真的吗? -### 动手实验 1:不同调仓频率对比 +### 动手实验 1:不同再平衡频率对比 -本节用到两个新模块:`RebalanceFrequencyRule`(设定多少天调仓一次)和 `PercentageFee`(模拟交易手续费)。 +本节用到两个新模块:`RebalanceFrequencyRule`(设定多少天做一次再平衡)和 `PercentageFee`(模拟交易手续费)。 我们一起把这份 spec 写出来。这次重点看两件新东西:**参数化扫描怎么列**,以及**辅助函数封装作为后续 spec 的接口**。 -#### 起草上下文 + 任务 +#### 第一、二段:上下文和任务描述 -> **上下文**:本章探讨“什么时候买卖”。第三章用了三种信号(等权、风险平价、动量排名)。本章选择风险平价(RiskParity)作为基础信号——它始终持有全部 3 只 ETF,方便我们观察止损和止盈规则的效果。第三章每 10 个交易日调一次仓,但为什么是 10 天?调得更勤或更懒,结果会怎样? +> **上下文**:本章探讨“什么时候调整持仓、什么时候卖出”。第 3 章用了三种权重分配方法:等权、风险平价、动量排名。本章选择风险平价作为基础配置,因为它始终持有全部 3 只 ETF,方便我们观察止损和止盈规则的效果。第 3 章每 10 个交易日做一次再平衡,但为什么是 10 天?更勤或更慢,结果会怎样? > -> **任务**:在 notebook `q4-when-to-trade.ipynb` 中创建代码,对比不同调仓频率的效果,并首次引入交易成本。 +> **任务描述**:在 notebook `q4-when-to-trade.ipynb` 中创建代码,对比不同再平衡频率的效果,并首次引入交易成本。 -#### 起草要求:参数化扫描 + 辅助函数封装 +#### 第三段:任务要求 -要求段是这份 spec 的灵魂——把“对比 4 种频率”和“先后跑两轮成本”两件事拧成一份 spec。 +任务要求段是这份 spec 的关键:把“对比 4 种频率”和“先后跑两轮成本”两件事写清楚。 -> **要求**: +> **任务要求**: > > 1. 先读 oxq 源码:`PercentageFee` / `SimBroker` / `RebalanceFrequencyRule` / `RiskParityOptimizer` / `Engine` / `Strategy` -> 2. 复用第三章的 SYMBOLS、START、RiskParity 信号等基础配置 +> 2. 复用第 3 章的 `SYMBOLS`、`START`、风险平价权重分配方法等基础配置 > 3. 定义辅助函数 `run_backtest(frequency, fee_model=None, order_rules=None)` 封装策略构建和回测执行,**供后续 spec 复用** -> 4. 定义 4 种调仓频率:`FREQUENCIES = [5, 10, 21, 63]`(约每周 / 两周 / 每月 / 每季度) -> 5. 第一轮回测**不含成本**(`fee_model=None`)→ 第二轮回测**含成本**(`PercentageFee(rate=Decimal("0.001"), min_fee=Decimal("5"))`) -> 6. 含成本版本画净值曲线对比图(figsize 12x6,4 条线,归一化到起点 = 100) +> 4. 定义 4 种再平衡频率:`FREQUENCIES = [5, 10, 21, 63]`(约每周 / 两周 / 每月 / 每季度) +> 5. 第一轮回测不含成本(`fee_model=None`),第二轮回测含成本(`PercentageFee(rate=Decimal("0.001"), min_fee=Decimal("5"))`) +> 6. 含成本版本画净值曲线对比图(figsize 12x6,4 条线,统一从 100 开始) > 7. 分析按实际数据动态描述(不要硬写“更高”或“更低”) -> 📌 **要点**:参数化扫描的关键是把“被对比的维度”列成一个数组(`FREQUENCIES = [5, 10, 21, 63]`)+ 一个 for 循环跑完。spec 里把数组写出来,AI 就不用猜要对比哪些值。后面 spec-02 / spec-03 也会沿用同样的写法——`STOP_THRESHOLDS = [...]`、`TP_THRESHOLDS = [...]`。这是研究型工作中最常见的 spec 套路。 +> 📌 **要点**:参数化扫描的关键是把“被对比的维度”列成一个数组(`FREQUENCIES = [5, 10, 21, 63]`),再用一个 for 循环跑完。spec 里把数组写出来,AI 就不用猜要对比哪些值。后面 spec-02 / spec-03 也会沿用同样的写法:`STOP_THRESHOLDS = [...]`、`TP_THRESHOLDS = [...]`。这是研究型工作中最常见的 spec 写法。 -> 📌 **要点**:辅助函数 `run_backtest` 是为 spec-02 / spec-03 留的接口。整章三份 spec 都通过它跑回测,spec-02 把止损规则塞进 `order_rules` 参数,spec-03 再把止盈塞进去。**spec 链有共享逻辑时,把它封装成函数放在源头 spec,后续 spec 直接调用——这是接续型 spec 链的核心架构。** +> 📌 **要点**:辅助函数 `run_backtest` 是为 spec-02 / spec-03 留的接口。整章三份 spec 都通过它跑回测。spec-02 把止损规则放进 `order_rules` 参数,spec-03 再把止盈规则放进去。spec 链有共享逻辑时,要在第一份 spec 里封装成函数,后续 spec 直接调用。 -#### 起草结果呈现 +#### 第四段:验收标准 -> **结果呈现**: +> **验收标准**: > > 1. 无成本对比表(4 行 6 列) > 2. 含成本对比表(4 行 7 列,多一列“总手续费”) > 3. 含成本净值曲线对比图 > 4. 分析文字(按实际数据描述方向) -完整 spec 在 [`specs/spec-01-rebalance-frequency.md`](https://github.com/xingwudao/xquant-learning/blob/main/q4-when-to-trade/specs/spec-01-rebalance-frequency.md)——复制给 AI,弹窗选「允许」。 +完整示例 spec 在配套仓库的 [`q4-when-to-trade/specs/spec-01-rebalance-frequency.md`](https://github.com/xingwudao/xquant-learning/blob/main/q4-when-to-trade/specs/spec-01-rebalance-frequency.md)。参考它确认自己的 spec 后,再复制给 AI,按提示允许执行。 -AI 助手执行完毕后,你的 notebook 里应该出现了两张对比表和一张净值图。我们来解读结果。 +AI 执行完毕后,你的 notebook 里应该出现两张对比表和一张净值图。我们来解读结果。 四种频率分别对应每周(5 个交易日)、每两周(10)、每月(21)、每季度(63)。代码跑了两轮回测:第一轮不含成本,第二轮含成本(万分之一佣金,最低 5 元)。同样的策略,唯一的差别是有没有扣手续费。 -**交易成本(Transaction Cost)** ——每次买卖都要付的费用,主要是付给券商的**佣金**和(部分市场)付给政府的**印花税**。本章回测里只模拟了佣金部分(万分之一,最低 5 元),没有加印花税——实际交易的成本会比回测里更高。记住这一点:**回测里的成本是乐观估计,现实只会更贵。** A 股 / 美股 / 港股具体费率有差别,详情见章末「拓展阅读」。 +**交易成本(Transaction Cost)**:每次买卖都要付的费用,主要是付给券商的佣金,以及部分市场要交的税费。本章回测里只模拟了佣金部分(万分之一,最低 5 元),没有加印花税。实际交易的成本会比回测里更高。记住这一点:**回测里的成本是乐观估计,现实只会更贵。** A 股 / 美股 / 港股具体费率有差别,大家通过互联网可以查到公开资料。 -在之前的第二章和第三章里,我们的回测都没有考虑交易成本,就像在一个“免手续费”的理想世界里做实验。从现在开始,我们把手续费加回来,看看现实世界会怎样。 +在之前的第 2 章和第 3 章里,我们的回测都没有考虑交易成本,就像在一个“免手续费”的理想世界里做实验。从现在开始,我们把手续费加回来,看看现实世界会怎样。 ### 实验结果 不含成本时四种频率的对比如表 4-2 所示。 -**表 4-2 不含交易成本时四种调仓频率的对比** +**表 4-2 不含交易成本时四种再平衡频率的对比** -| 频率 | 累计收益率 | 年化波动率 | 最大回撤 | 夏普比率 | 交易次数 | +| 频率 | 累计收益率 | 年化波动率 | 最大回撤 | 简化夏普 | 交易次数 | |------|-----------|-----------|---------|---------|---------| | 5 | 101.22% | 10.90% | -12.32% | 1.34 | 744 | | 10 | 106.80% | 11.19% | -12.44% | 1.36 | 372 | @@ -100,9 +94,9 @@ AI 助手执行完毕后,你的 notebook 里应该出现了两张对比表和 加上手续费后的对比如表 4-3 所示。 -**表 4-3 含交易成本(万分之一佣金)时四种调仓频率的对比** +**表 4-3 含交易成本(万分之一佣金)时四种再平衡频率的对比** -| 频率 | 累计收益率 | 年化波动率 | 最大回撤 | 夏普比率 | 交易次数 | 总手续费 | +| 频率 | 累计收益率 | 年化波动率 | 最大回撤 | 简化夏普 | 交易次数 | 总手续费 | |------|-----------|-----------|---------|---------|---------|---------| | 5 | 93.36% | 10.91% | -12.97% | 1.27 | 744 | 4,665 元 | | 10 | 101.68% | 11.19% | -12.81% | 1.31 | 372 | 3,022 元 | @@ -111,88 +105,88 @@ AI 助手执行完毕后,你的 notebook 里应该出现了两张对比表和 含成本下的净值曲线对比如图 4-1 所示。 -![调仓频率对比(含交易成本)](images/q4-when-to-trade/01-frequency-comparison.png) +![再平衡频率对比(含交易成本)](images/q4-when-to-trade/01-frequency-comparison.png) ### 读懂这些结果 -先看表 4-2。四种频率的夏普比率差异不大,从 1.24 到 1.36——不含成本时,每 10 天调仓的夏普比率最高(1.36)。 +先看表 4-2。四种频率的简化夏普差异不大,从 1.24 到 1.36。不含成本时,每 10 天再平衡的简化夏普最高(1.36)。 -再看表 4-3。加上手续费后,每 10 天调仓的夏普比率仍然最高(1.31),排名没变。但有一组数字值得关注——最右边两列。交易次数从频率 5 的 744 笔骤降到频率 63 的 57 笔,相差 13 倍;总手续费从 4,665 元降到 926 元,相差 5 倍多。**频率越高,交易越多,成本越大——这是铁律。** +再看表 4-3。加上手续费后,每 10 天再平衡的简化夏普仍然最高(1.31),排名没变。但有一组数字值得关注:最右边两列。交易次数从频率 5 的 744 笔降到频率 63 的 57 笔,相差 13 倍;总手续费从 4,665 元降到 926 元,相差 5 倍多。**频率越高,交易越多,成本越大。** -对比表 4-2 与表 4-3 中频率 5 的行:不含成本时累计收益 101.22%,含成本时跌到了 93.36%,手续费吃掉了将近 8 个百分点的收益。而频率 63 呢?从 105.56% 只降到 104.09%,手续费只吃掉了 1.5 个百分点——因为它只交易了 57 笔。 +对比表 4-2 与表 4-3 中频率 5 的行:不含成本时累计收益 101.22%,含成本时跌到了 93.36%,手续费吃掉了将近 8 个百分点的收益。而频率 63 从 105.56% 只降到 104.09%,手续费只吃掉了 1.5 个百分点,因为它只交易了 57 笔。 -最后看净值图。四条线走势相似,终点差异不算大——频率的选择有影响,但不是决定性的。更重要的发现是:**交易不是免费的**。每次调仓——不管是买还是卖——都要付佣金、交税(根据政策)。在不含成本的“理想世界”里看起来差不多的策略,加上成本后差距就拉开了。 +最后看净值图。四条线走势相似,终点差异不算大。频率的选择有影响,但不是决定性的。更重要的发现是:**交易不是免费的**。每次调整持仓,不管是买还是卖,都要付佣金、交税。在不含成本的“理想世界”里看起来差不多的策略,加上成本后差距就拉开了。 -**数据说了算:频率的选择是个权衡——反应速度 vs 交易成本。** +**数据说了算:频率的选择是个权衡,要在反应速度和交易成本之间取舍。** -但频率不是最大的问题。想象一下:你刚调完仓,第二天某只 ETF 暴跌 15%。下一次调仓要等好几天——这段时间你只能眼睁睁看着亏损扩大。能不能加一个“紧急出口”——不管调仓日到没到,亏到一定程度就先跑? +但频率不是最大的问题。想象一下:你刚做完再平衡,第二天某只 ETF 下跌 15%。下一次再平衡还要等好几天。这段时间你只能眼睁睁看着亏损扩大。能不能加一个“紧急出口”:不管再平衡日到没到,亏到一定程度就先跑? --- ## 4.2 亏了能不能先跑? -定期调仓的硬伤很明显:两次调仓之间如果市场暴跌,你只能干等。 +定期再平衡的硬伤很明显:两次再平衡之间如果市场大跌,你只能等。 -直觉告诉我们:亏了先跑(卖出止损),总比硬扛着不动好。但“跑”也不是免费的——每次卖出再买回来,都要付手续费。到底值不值?先猜后验。 +直觉告诉我们:亏了先跑,也就是卖出止损,总比硬扛着不动好。但“跑”也不是免费的。每次卖出再买回来,都要付手续费。到底值不值?先猜后验。 ### 动手实验 2:止损规则对比 -我们一起把这份 spec 写出来。这次重点看两件新东西:**累积接续怎么把上一份 spec 的最优结果流到这一份**,以及**为什么这件事必须 Rule 才能做**。 +我们一起把这份 spec 写出来。这次重点看两件新东西:**如何接续上一份 spec 的最优结果**,以及**为什么止损必须用规则来做**。 -#### 起草上下文 + 任务 +#### 第一、二段:上下文和任务描述 -> **上下文**:在 `q4-when-to-trade.ipynb` 中已有 RiskParity 策略在不同调仓频率下的回测结果,学员已看到交易成本的影响,理解了“交易不是免费的”。当前问题:定期调仓有个硬伤——中间暴跌只能干等。能不能加个保护? +> **上下文**:在 `q4-when-to-trade.ipynb` 中已有风险平价策略在不同再平衡频率下的回测结果。读者已看到交易成本的影响,也理解了“交易不是免费的”。当前问题:定期再平衡有个硬伤,中间大跌只能等。能不能加个保护? > -> **任务**:在 notebook 中新建代码单元格,给策略加上止损规则,对比不同止损阈值的效果。 +> **任务描述**:在 notebook 中新建代码单元格,给策略加上止损规则,对比不同止损阈值的效果。 -#### 起草要求:累积接续 + Signal vs Rule +#### 第三段:任务要求 -止损是 Rule 而不是 Signal——这是 oxq 框架的关键设计,spec 要把这件事掰开讲。 +止损是规则,不是信号。这是 open-xquant 的关键设计,spec 要把这件事讲清楚。 -> **要求**: +> **任务要求**: > > 1. 先读 oxq 源码:`StopLossRule`(注意它作为 rule 传入 `Engine.run(rules=[...])`,不再是 Strategy 字段) -> 2. 解释 StopLossRule 工作原理:以 `avg_cost x (1 - threshold)` 为止损价提交 stop SELL 挂单 → SimBroker 后续每个 bar 检查是否触发。**为什么 Signal 做不到**:Signal 只看市场数据,不知道你的买入价是多少;只有 Rule 能感知持仓状态 -> 3. **用代码动态选**含成本后夏普最高的频率作为基准(不要硬编码):`BEST_FREQ = max(FREQUENCIES, key=lambda f: results_with_fee[f].sharpe_ratio())` +> 2. 解释 `StopLossRule` 工作原理:以 `avg_cost x (1 - threshold)` 为止损价提交 stop SELL 挂单,`SimBroker` 后续每个 bar 检查是否触发。为什么信号做不到:信号只看市场数据,不知道你的买入价是多少;只有规则能感知持仓状态 +> 3. 用代码动态选出含成本后简化夏普最高的频率作为基准(不要硬编码):`BEST_FREQ = max(FREQUENCIES, key=lambda f: results_with_fee[f].sharpe_ratio())` > 4. 定义 4 组对比:无止损 / threshold=0.05 / 0.10 / 0.15 > 5. 调用 spec-01 的 `run_backtest`,把止损规则作为 `order_rules=[StopLossRule(threshold=T)]` 传入 > 6. 净值曲线对比图(无止损灰色虚线 vs 3 种阈值彩色实线),并在无止损曲线上用浅红色阴影标注最大回撤时段 > 7. 分析按实际数据动态描述,要点出阈值太紧(5%)和太松(15%)的各自问题 -> 📌 **要点**:累积接续的关键是**用代码现场算出最优值**而不是硬编码上一份 spec 的结果。`BEST_FREQ = max(FREQUENCIES, key=...)` 这一行让 spec-02 永远跟着 spec-01 的真实数据走——上一份跑出来什么频率最优,这一份就用什么。如果硬编码 `BEST_FREQ = 10`,数据更新后排名变了,基准就错了。**接续型 spec 之间应该用变量传结果,不应该用数字传结果。** **对你的练习**:以后你写第二份 spec 复用第一份的最优值时,宁可写一行 `BEST = max(...)`,也别硬编码具体数字——这样你的 spec 链就能跟着数据自动跑。 +> 📌 **要点**:接续上一份 spec 的关键,是用代码现场算出最优值,而不是硬编码上一份 spec 的结果。`BEST_FREQ = max(FREQUENCIES, key=...)` 这一行让 spec-02 永远跟着 spec-01 的真实数据走:上一份跑出来什么频率最优,这一份就用什么。如果硬编码 `BEST_FREQ = 10`,数据更新后排名变了,基准就错了。接续型 spec 之间应该用变量传结果,不应该用数字传结果。 -> 📌 **要点**:信号(Signal)和规则(Rule)分工不同——这是 oxq 框架的认知基石,后面 q5 / q7 调度多种 Rule 都靠它。spec 要求第 2 条把这层区分写进去,目的是让 AI 在 notebook 里也输出这段解释,给学员第二次曝光。**核心概念应该跨 spec / notebook / book 三处复述,不能只指望 book markdown 单方面承担。** **对你的练习**:以后你 spec 里出现一个不熟的核心概念,要求 AI 在生成的 notebook 里也用一两行打印解释一下——这样你跑代码的时候,notebook 自己就成了你的第二份“小词典”。 +> 📌 **要点**:信号和规则分工不同。信号看市场状态,规则看持仓状态。spec 要求第 2 条把这个区分写进去,是为了让 notebook 里也输出这段解释。核心概念可以在 spec、notebook、正文里重复出现,但每次都要服务当前任务。 -#### 起草结果呈现 +#### 第四段:验收标准 -> **结果呈现**: +> **验收标准**: > -> 1. StopLossRule 工作原理说明(挂单机制 + Signal vs Rule 的区别) +> 1. `StopLossRule` 工作原理说明(挂单机制 + 信号和规则的区别) > 2. 指标对比表(4 行 7 列) > 3. 净值曲线对比图(含回撤阴影标注) > 4. 分析文字 -完整 spec 在 [`specs/spec-02-stop-loss.md`](https://github.com/xingwudao/xquant-learning/blob/main/q4-when-to-trade/specs/spec-02-stop-loss.md)——复制给 AI,弹窗选「允许」。 +完整示例 spec 在配套仓库的 [`q4-when-to-trade/specs/spec-02-stop-loss.md`](https://github.com/xingwudao/xquant-learning/blob/main/q4-when-to-trade/specs/spec-02-stop-loss.md)。参考它确认自己的 spec 后,再复制给 AI,按提示允许执行。 -AI 助手执行完毕后,你的 notebook 里应该出现了止损规则的工作原理说明、一张对比表和一张带回撤标注的净值图。我们来解读结果。 +AI 执行完毕后,你的 notebook 里应该出现止损规则的工作原理说明、一张对比表和一张带回撤标注的净值图。我们来解读结果。 本节引入了两个新概念。 -**止损(Stop Loss)** ——预设一个底线:如果从买入价跌了 X%,自动卖出。就像你去赌场之前跟自己说“今晚最多输 500 块,输到了就走人”——止损就是这个“输到了就走”的自动化版本。“活着才能赚钱”——保住本金,才有机会等到下一次上涨。 +**止损(Stop Loss)**:预设一个底线。如果从买入价跌了 X%,就自动卖出。就像你出门前跟自己说“今天最多亏 500 块,亏到了就停手”,止损就是这个底线的自动化版本。保住本金,才有机会等到下一次上涨。 -**挂单(Pending Order)** ——不是立即交易,而是“预设条件,满足了再执行”。止损规则在你持有某只 ETF 时,自动向券商挂一个条件单:“如果跌到某个价格以下,就帮我卖掉。”你不用每天盯盘,系统帮你盯着。 +**挂单(Pending Order)**:不是立即交易,而是“预设条件,满足了再执行”。止损规则在你持有某只 ETF 时,自动向券商挂一个条件单:“如果跌到某个价格以下,就帮我卖掉。”你不用每天盯盘,系统帮你盯着。 -代码从 Step 1 的结果中自动选出含成本后夏普比率最高的频率(10 天),然后在这个基准上叠加止损规则。四组对比:无止损、5% 止损、10% 止损、15% 止损。 +代码从第 1 个实验的结果中自动选出含成本后简化夏普最高的频率(10 天),然后在这个基准上叠加止损规则。四组对比:无止损、5% 止损、10% 止损、15% 止损。 -这里有一个关键的新概念。**规则(Rule)** ——策略的“执行层”。第三章的信号(Signal)负责判断“想怎么分”,但信号不知道你的持仓情况——它只看市场数据(波动率、动量),不知道你什么时候买的、买了多少钱、现在是赚还是亏。规则不同——规则能感知持仓状态:知道“我什么时候买的、现在亏了多少”。止损就是这种“看持仓”的判断,只有 Rule 能做。 +这里有一个关键概念:**规则(Rule)**。第 3 章的权重分配方法负责判断“钱怎么分”,但它不知道你的持仓情况。它只看市场数据,例如波动率、动量,不知道你什么时候买的、买了多少钱、现在是赚还是亏。规则不同。规则能感知持仓状态,知道“我什么时候买的、现在亏了多少”。止损就是这种“看持仓”的判断,只有规则能做。 ### 实验结果 -止损规则的对比结果如表 4-4 所示(基准频率:每 10 天,含交易成本)。 +止损规则的对比结果如表 4-4 所示(基准频率:每 10 天,含交易成本)。 **表 4-4 止损阈值对比(含交易成本)** -| 止损阈值 | 累计收益率 | 年化波动率 | 最大回撤 | 夏普比率 | 交易次数 | 总手续费 | +| 止损阈值 | 累计收益率 | 年化波动率 | 最大回撤 | 简化夏普 | 交易次数 | 总手续费 | |---------|-----------|-----------|---------|---------|---------|---------| | 无止损 | 101.68% | 11.19% | -12.81% | 1.31 | 372 | 3,022 元 | | 5% | 100.78% | 10.71% | -13.25% | 1.36 | 389 | 3,903 元 | @@ -205,63 +199,63 @@ AI 助手执行完毕后,你的 notebook 里应该出现了止损规则的工 ### 读懂这些结果 -先看图 4-2 的大趋势。三条彩色实线(有止损)和灰色虚线(无止损)走势接近——有止损的线在浅红色阴影区域(最大回撤时段)并没有比无止损的线跌得更浅。这是个值得停下来想一想的反直觉信号。 +先看图 4-2 的大趋势。三条彩色实线(有止损)和灰色虚线(无止损)走势接近。有止损的线在浅红色阴影区域(最大回撤时段)并没有比无止损的线跌得更浅。这是个值得停下来想一想的反直觉信号。 -再看表 4-4。三种止损阈值的最大回撤都比无止损更深一点:5% 止损 -13.25%(vs 无止损 -12.81%)、10% 止损 -13.08%、15% 止损 -14.99%——阈值设得越紧,回撤反而没收窄。但夏普比率方向不一样:5% 止损夏普 1.36 反而比无止损的 1.31 高一点,因为它把年化波动率从 11.19% 压到了 10.71%——分母(波动率)下降抵消了分子(收益略降)的影响。 +再看表 4-4。三种止损阈值的最大回撤都比无止损更深一点:5% 止损 -13.25%(vs 无止损 -12.81%)、10% 止损 -13.08%、15% 止损 -14.99%。也就是说,止损并没有收窄回撤。但简化夏普的方向不一样:5% 止损的简化夏普是 1.36,反而比无止损的 1.31 高一点,因为它把年化波动率从 11.19% 压到了 10.71%。分母下降,抵消了分子收益略降的影响。 -为什么三种止损都没把回撤压住?这不是 bug,而是止损在**持续下跌的市场**中的副作用——**锯齿效应**。 +为什么三种止损都没把回撤压住?这不是 bug,而是止损在**持续下跌的市场**中的副作用:**锯齿效应**。 -2022 年市场一路缓慢下跌,不是一天暴跌 10%,而是今天跌一点、明天跌一点,连着跌好几个月。5% 止损在这种环境下反复触发,形成一个循环:持仓 —— 跌 5% 触发止损卖出(亏损 + 手续费)—— 调仓日买回来(手续费)—— 继续跌 5% 又触发止损(亏损 + 手续费)—— 调仓日又买回来...... +2022 年市场一路缓慢下跌,不是一天跌 10%,而是今天跌一点、明天跌一点,连着跌好几个月。5% 止损在这种环境下反复触发,形成一个循环:持仓,跌 5% 触发止损卖出,产生亏损和手续费;再平衡日买回来,再付手续费;继续跌 5% 又触发止损,再产生亏损和手续费;再平衡日又买回来。 -每一轮“卖-买”付两笔手续费,但并没有真正躲开下跌——因为买回来之后市场继续跌。止损只是让你“分批亏”而非“一次亏到底”,额外的交易成本累积起来,反而让总回撤略微加深。从交易次数也能看出端倪:5% 止损多了 17 笔交易,多花了 881 元手续费——这些都是锯齿效应的代价。 +每一轮“卖出再买回”都要付手续费,但并没有真正躲开下跌,因为买回来之后市场继续跌。止损只是让你“分批亏”,而不是“一次亏到底”。额外的交易成本累积起来,反而让总回撤略微加深。从交易次数也能看出端倪:5% 止损多了 17 笔交易,多花了 881 元手续费,这些都是锯齿效应的代价。 -**止损对一次性大跌有效(跌到位就跑),对持续缓慢下跌有害(反复卖出又买回来)。在 2021–2025 这段持续震荡下跌的数据里,三种阈值都被锯齿效应反复收割——这不代表止损永远无效,而是说在这个市场环境 + 这套基准上,紧的止损没占到便宜。** +**止损对一次性大跌有效,跌破底线就卖出;对持续缓慢下跌可能有害,因为会反复卖出又买回来。** 在 2021-2025 这段持续震荡下跌的数据里,三种阈值都受到了锯齿效应影响。这不代表止损永远无效,而是说在这个市场环境和这套基准上,紧的止损没占到便宜。 -**数据说了算:止损“保护本金”的逻辑没错——夏普比率确实因为波动率下降而抬了一点;但“保护”在这段数据上的含义是“压低波动”而不是“压低回撤”。阈值怎么选、保护的是什么,要看数据怎么说。** +**数据说了算:止损“保护本金”的逻辑没错,简化夏普确实因为波动率下降而抬了一点;但“保护”在这段数据上的含义是“压低波动”而不是“压低回撤”。阈值怎么选、保护的是什么,要看数据怎么说。** -止损解决的是亏损方向。涨的方向呢——下一节继续看。 +止损解决的是亏损方向。涨的方向呢?下一节继续看。 --- ## 4.3 赚了要不要走? -亏的方向有止损兜底了。涨的方向呢——市场给你 10%,你拿着不动,要不要主动伸手去摘?万一涨上去又跌回来,岂不是白赚一场? +亏的方向有止损兜底了。涨的方向呢?市场给你 10%,你拿着不动,要不要主动卖出?万一涨上去又跌回来,岂不是白赚一场? -直觉告诉我们:赚了就走(卖出止盈),落袋为安,总比看着利润蒸发好。真的吗?先猜后验。 +直觉告诉我们:赚了就走,也就是卖出止盈,落袋为安,总比看着利润蒸发好。真的吗?先猜后验。 ### 动手实验 3:止盈规则对比 -我们一起把这份 spec 写出来。这次 spec 的结构和前两份**完全一样**——一样的对比表、一样的净值图、一样的辅助函数。我们要演示的是:**同样的 spec 模板,不同的规则,结果可能截然不同**——结果是什么方向,跑完再揭晓。 +我们一起把这份 spec 写出来。这次 spec 的结构和前两份一样:一样的对比表、一样的净值图、一样的辅助函数。我们要演示的是:同样的 spec 模板,不同的规则,结果可能截然不同。结果是什么方向,跑完再揭晓。 -#### 起草上下文 + 任务 +#### 第一、二段:上下文和任务描述 -> **上下文**:在 `q4-when-to-trade.ipynb` 中已有不同调仓频率的对比结果、止损规则的效果(保护了本金,但有成本)。当前问题:止损帮你控制了亏损。反过来——赚了一定程度,要不要主动卖掉、落袋为安? +> **上下文**:在 `q4-when-to-trade.ipynb` 中已有不同再平衡频率的对比结果、止损规则的效果。当前问题:止损试图控制亏损。反过来,赚到一定程度以后,要不要主动卖掉、落袋为安? > -> **任务**:在 notebook 中新建代码单元格,给策略加上止盈规则,对比不同止盈阈值的效果。 +> **任务描述**:在 notebook 中新建代码单元格,给策略加上止盈规则,对比不同止盈阈值的效果。 -#### 起草要求:累积接续到第三层 + 微观证据 +#### 第三段:任务要求 -这份 spec 在 spec-01(最优频率)+ spec-02(最优止损)的基础上,叠加第三层规则。 +这份 spec 在 spec-01(最优频率)+ spec-02(最优止损)的基础上,继续叠加止盈规则。 -> **要求**: +> **任务要求**: > -> 1. 先读 oxq 源码:`TakeProfitRule`(挂单机制和 `StopLossRule` 类似,只是方向相反——以 `avg_cost x (1 + threshold)` 为止盈价提交 limit SELL 挂单) -> 2. 累积接续:用代码动态选 spec-02 中夏普最高的止损阈值,与 spec-01 的最优频率叠加作为基准 → `BEST_SL = max([sl for sl in STOP_THRESHOLDS if sl is not None], key=lambda sl: results_sl[sl].sharpe_ratio())` +> 1. 先读 oxq 源码:`TakeProfitRule`(挂单机制和 `StopLossRule` 类似,只是方向相反,以 `avg_cost x (1 + threshold)` 为止盈价提交 limit SELL 挂单) +> 2. 累积接续:用代码动态选 spec-02 中简化夏普最高的止损阈值,与 spec-01 的最优频率叠加作为基准,代码写法如下:`BEST_SL = max([sl for sl in STOP_THRESHOLDS if sl is not None], key=lambda sl: results_sl[sl].sharpe_ratio())` > 3. 定义 4 组对比:不止盈 / threshold=0.10 / 0.20 / 0.30 > 4. 调用 spec-01 的 `run_backtest`,把止损和止盈一起塞进 `order_rules=[StopLossRule(threshold=BEST_SL), TakeProfitRule(threshold=TP)]` > 5. 净值曲线对比图(不止盈灰色虚线 vs 3 种阈值彩色实线) -> 6. **打印交易记录**(取止盈阈值最小的那组,展示前 10 笔),让学员看到 stop / limit / market 三种 order\_type 在同一回测里共存 +> 6. 打印交易记录(取止盈阈值最小的那组,展示前 10 笔),让读者看到 stop / limit / market 三种 `order_type` 在同一回测里共存 > 7. 分析按实际数据动态描述,要点出止损 vs 止盈的对照(止损截断亏损,逻辑清晰;止盈截断利润,越紧伤害越大),并收尾“让利润奔跑,截断亏损”这句行业老话 -> 📌 **要点**:累积接续到第三层——`BEST_FREQ`(spec-01)+ `BEST_SL`(本份现场算)+ 4 组止盈阈值。每加一层规则,都是在前一层最优配置之上加。**接续型 spec 链有两种模式:简单复用前一份的产出,以及把前 N 份的最优结果层层叠加。后者就是“累积接续”,适合“逐步给策略加规则”这类研发场景。** +> 📌 **要点**:这次接续到了第三个实验:`BEST_FREQ`(spec-01)+ `BEST_SL`(本份现场算)+ 4 组止盈阈值。每加一条规则,都是在前一步最优配置之上加。接续型 spec 链有两种模式:简单复用前一份的产出,或者把前几份的最优结果逐步叠加。后者适合“逐步完善交易规则”这类研究场景。 -> 📌 **要点**:这是一份**对照实验 spec**——前两份 spec 给学员造的预期是“加规则就会变好”,这一份要做的是把同样的对比表、同样的净值图、同样的辅助函数复用一次,只换一种规则,看数据怎么说。**写对照实验 spec,关键是不要在 spec 里预先暗示结果方向,让数据自己说话。** **对你的练习**:写一份你不知道答案的对照实验 spec 时,反复检查任务段——里面有没有“应该哪个赢”的暗示词(比如“展示 X 的优势”、“证明 Y 有效”)。把这类词都改成中性的“对比 / 评估”,数据才能给你一个干净的答案。这是量化研发里最重要的一类 spec:用数据告诉自己有些规则该不该用。 +> 📌 **要点**:这是一份对照实验 spec。前两份 spec 可能让你产生“加规则就会变好”的预期,这一份要做的是复用同样的对比表、同样的净值图、同样的辅助函数,只换一种规则,看数据怎么说。写对照实验 spec,关键是不要在 spec 里预先暗示结果方向。不要写“展示 X 的优势”“证明 Y 有效”,要写中性的“对比”“评估”。 -> 📌 **要点**:要求第 6 条让学员**亲眼看到** stop / limit / market 三种 order\_type 的交易记录前 10 笔。前面所有对比都是宏观指标,这 10 行把规则机制下沉到单笔交易级别。**宏观指标 spec 应该配套微观证据——光看一个总数字不够,要把机制的痕迹露出来给学员看。** +> 📌 **要点**:第 6 条让读者看到 stop / limit / market 三种 `order_type` 的交易记录前 10 笔。前面所有对比都是宏观指标,这 10 行把规则机制下沉到单笔交易级别。宏观指标最好配套微观证据,不能只看一个总数字。 -#### 起草结果呈现 +#### 第四段:验收标准 -> **结果呈现**: +> **验收标准**: > > 1. TakeProfitRule 工作原理说明 > 2. 指标对比表(4 行) @@ -269,21 +263,21 @@ AI 助手执行完毕后,你的 notebook 里应该出现了止损规则的工 > 4. 交易记录(前 10 笔,含 order\_type 列) > 5. 分析文字 -完整 spec 在 [`specs/spec-03-take-profit.md`](https://github.com/xingwudao/xquant-learning/blob/main/q4-when-to-trade/specs/spec-03-take-profit.md)——复制给 AI,弹窗选「允许」。 +完整示例 spec 在配套仓库的 [`q4-when-to-trade/specs/spec-03-take-profit.md`](https://github.com/xingwudao/xquant-learning/blob/main/q4-when-to-trade/specs/spec-03-take-profit.md)。参考它确认自己的 spec 后,再复制给 AI,按提示允许执行。 -AI 助手执行完毕后,你的 notebook 里应该出现了止盈规则的工作原理说明、一张对比表、一张净值图和一段交易记录。我们来解读结果。 +AI 执行完毕后,你的 notebook 里应该出现止盈规则的工作原理说明、一张对比表、一张净值图和一段交易记录。我们来解读结果。 -**止盈(Take Profit)** ——预设一个目标:如果从买入价涨了 X%,自动卖出锁定利润。就像你在闲鱼上卖东西,挂一个“到了这个价就成交”的价格——止盈就是给你的持仓挂一个“到了就卖”的目标价。和止损一样,也是通过挂单机制实现的:你不用盯盘,系统帮你盯着。 +**止盈(Take Profit)**:预设一个目标。如果从买入价涨了 X%,就自动卖出锁定利润。就像你卖东西时挂一个“到了这个价就成交”的价格。止盈就是给你的持仓挂一个“到了就卖”的目标价。和止损一样,它也是通过挂单机制实现的。你不用盯盘,系统帮你盯着。 -基准配置是 Step 1 和 Step 2 选出的最优组合:每 10 天调仓 + 5% 止损。在这个基础上,分四组测试:不止盈、10% 止盈、20% 止盈、30% 止盈。止损和止盈可以同时生效。 +基准配置是第 1 个实验和第 2 个实验选出的组合:每 10 天再平衡 + 5% 止损。在这个基础上,分四组测试:不止盈、10% 止盈、20% 止盈、30% 止盈。止损和止盈可以同时生效。 ### 实验结果 -止盈规则的对比结果如表 4-5 所示(基准:每 10 天调仓 + 5% 止损,含交易成本)。 +止盈规则的对比结果如表 4-5 所示(基准:每 10 天再平衡 + 5% 止损,含交易成本)。 **表 4-5 止盈阈值对比(含交易成本)** -| 止盈阈值 | 累计收益率 | 年化波动率 | 最大回撤 | 夏普比率 | 交易次数 | 总手续费 | +| 止盈阈值 | 累计收益率 | 年化波动率 | 最大回撤 | 简化夏普 | 交易次数 | 总手续费 | |---------|-----------|-----------|---------|---------|---------|---------| | 不止盈 | 100.78% | 10.71% | -13.25% | 1.36 | 389 | 3,903 元 | | 10% | 72.72% | 9.70% | -9.47% | 1.18 | 431 | 6,703 元 | @@ -313,146 +307,112 @@ AI 助手执行完毕后,你的 notebook 里应该出现了止盈规则的工 ### 读懂这些结果 -这个结果可能出乎你的意料——**多数止盈阈值降低了收益率,但 30% 止盈反而把收益和夏普都抬了上去。** +这个结果可能出乎你的意料:**多数止盈阈值降低了收益率,但 30% 止盈反而提高了收益和简化夏普。** -先看表 4-5。不止盈时累计收益 100.78%,加了 10% 止盈后骤降到 72.72%,少赚了 28 个百分点;20% 止盈降到 83.47%,也是少赚。但 30% 止盈给了一个反弹——累计收益 104.32%,比不止盈还高 3.5 个百分点;夏普比率从 1.36 升到 1.45,也是四组里最高的。“落袋为安”在不同阈值上给出了完全不同的结论。 +先看表 4-5。不止盈时累计收益 100.78%,加了 10% 止盈后降到 72.72%,少赚了 28 个百分点;20% 止盈降到 83.47%,也是少赚。但 30% 止盈给了一个反弹:累计收益 104.32%,比不止盈还高 3.5 个百分点;简化夏普从 1.36 升到 1.45,也是四组里最高的。“落袋为安”在不同阈值上给出了完全不同的结论。 -为什么 10% / 20% 止盈都在拖后腿?看看我们用的是什么信号。风险平价组合里有三只 ETF,各自承担相同的风险。当某只 ETF 表现好、价格上涨时,它正在为你赚钱。10% / 20% 这种紧的止盈恰好在这个时候把它卖掉——**你亲手切断了正在帮你赚钱的持仓。** 阈值越紧,“切断”得越早,伤害越大。 +为什么 10% / 20% 止盈都在拖后腿?看看我们用的是什么基础配置。风险平价组合里有三只 ETF,各自承担相近的风险。当某只 ETF 表现好、价格上涨时,它正在为你赚钱。10% / 20% 这种较紧的止盈,恰好在这个时候把它卖掉。你亲手切断了正在帮你赚钱的持仓。阈值越紧,“切断”得越早,伤害越大。 -那 30% 止盈为什么反而抬了一手?阈值放到 30% 之后,止盈极少被触发——表 4-5 里 30% 止盈的交易次数 396 笔,只比不止盈多 7 笔;多花的手续费也只有 403 元。(这 7 笔含止盈触发的卖出 + 触发后下次调仓日的买回;具体止盈触发了几次,可在 notebook 的交易记录里数 `limit` 行。)但少量触发恰好抓住了几次“涨过头又掉头”的极端波动,把波动率从 10.71% 压到 10.23%——分母(波动)小了一点,分子(收益)反而稳了一点,夏普就抬上去了。**这是一个边界值的故事**:阈值太紧,把“正在赚钱的仓”切断;阈值放得够远,止盈基本不动手,少数被触发的恰好是涨过头又掉头的几次,把波动尾部削掉了一点——这就是 30% 止盈在四组里夏普反而最高的原因。 +那 30% 止盈为什么反而提高了结果?阈值放到 30% 之后,止盈极少被触发。表 4-5 里 30% 止盈的交易次数是 396 笔,只比不止盈多 7 笔;多花的手续费也只有 403 元。这 7 笔包含止盈触发的卖出,以及触发后下一次再平衡日的买回。具体止盈触发了几次,可以在 notebook 的交易记录里数 `limit` 行。 -再看手续费那列。不止盈时 3,903 元,10% 止盈跳到 6,703 元——多花了 2,800 元。止盈每触发一次就是一笔额外交易——这一项就把手续费推高了 72%。 +少量触发恰好抓住了几次“涨过头又掉头”的极端波动,把波动率从 10.71% 压到 10.23%。分母波动小了一点,分子收益反而稳了一点,简化夏普就抬上去了。这是一个边界值的故事:阈值太紧,会把“正在赚钱的持仓”切断;阈值放得够远,止盈基本不动手,少数被触发的恰好是涨过头又掉头的几次,把波动尾部削掉了一点。这就是 30% 止盈在四组里简化夏普反而最高的原因。 -表 4-6 的交易记录也很有说明力。注意“订单类型”那列:前 10 笔全是 `market`——也就是再平衡买卖。这意味着这个基准虽然同时挂了 5% 止损 + 10% 止盈两种条件单(一份 `stop` 挂单 + 一份 `limit` 挂单),但前 10 笔里两种都还没被触发。**学员在等的“止盈触发”——`limit` 类型——在 ETF 这种宽基上很少被命中**,但每命中一次都会切断正在涨的持仓。 +再看手续费那列。不止盈时 3,903 元,10% 止盈跳到 6,703 元,多花了 2,800 元。止盈每触发一次就是一笔额外交易,这一项就把手续费推高了 72%。 -对比一下 Step 2 的止损: +表 4-6 的交易记录也很有说明力。注意“订单类型”那列:前 10 笔全是 `market`,也就是再平衡产生的买卖。这意味着这个基准虽然同时挂了 5% 止损和 10% 止盈两种条件单(一份 `stop` 挂单,一份 `limit` 挂单),但前 10 笔里两种都还没被触发。读者可能在等的“止盈触发”,也就是 `limit` 类型,在 ETF 这种宽基上很少被命中,但每命中一次都会切断正在涨的持仓。 -- **止损截断亏损**——下跌中越拿越亏,跑了是对的 -- **止盈截断利润**——上涨中越拿越赚,跑了通常是错的(除非阈值放得够远) +对比一下第 2 个实验里的止损: -**注意:这个结论是在 2021-2025 年这段数据 + 我们用的风险平价组合上得出的。** 行业里的老话**“让利润奔跑,截断亏损”(Let profits run, cut losses short)** 也是同一个方向——你不知道还会跌多少,先跑为敬;但涨到头没人提前知道,一只 ETF 涨了 10% 后可能还会涨 50%,你在 10% 就卖了,等于亲手把机会让出去。但这句话**不是定理**——换一段时间、换一类标的(比如做短线动量、抓波段反转的策略),止盈在某些场景下可能反而帮了忙。本章给你的不是“止盈一定不要加”这种死结论,而是**“加规则之前,先用数据验证它在你的策略 + 你的时段上到底是帮忙还是添乱”**这个工作方法——这才是带得走的东西。 +- **止损截断亏损**:下跌中越拿越亏,跑了可能是对的。 +- **止盈截断利润**:上涨中越拿越赚,跑了通常会错过后面的收益,除非阈值放得够远。 -**数据说了算:不是所有“听起来合理”的规则都有效。每加一条规则,都要用数据验证它到底是帮忙还是添乱——而且要在不同阈值上都看一遍,避免用单一参数的结果下死结论。** +**注意:这个结论是在 2021-2025 年这段数据和风险平价组合上得出的。** 行业里的老话“让利润奔跑,截断亏损”(Let profits run, cut losses short)也是同一个方向。你不知道还会跌多少,先卖出可能更稳妥;但涨到头没人提前知道,一只 ETF 涨了 10% 后可能还会涨 50%,你在 10% 就卖了,等于亲手把机会让出去。但这句话不是定理。换一段时间、换一类投资对象,比如频繁短线买卖、专门做涨跌反转的策略,止盈在某些场景下可能反而帮了忙。本章给你的不是“止盈一定不要加”这种绝对结论,而是一个工作方法:**加规则之前,先用数据验证它在你的策略和你的时段上到底是帮忙还是造成额外损耗。** + +**数据说了算:不是所有“听起来合理”的规则都有效。每加一条规则,都要用数据验证它到底是帮忙还是造成额外损耗。还要在不同阈值上都看一遍,避免用单一参数的结果下绝对结论。** --- ## 4.4 回头看:你刚才做了什么? -这一章你做了三件事——给策略加调仓节奏、加止损护栏、加止盈出口。三步走下来,每一步都让你撞了一次“加规则不一定变好”的小墙。下面把三次撞墙打包成三个认知。 +这一章你做了三件事:给策略加再平衡节奏、加止损护栏、加止盈出口。三个实验走下来,你会反复看到同一个提醒:加规则不一定变好。下面把三次发现归纳成三个认知。 -三步实验,三个认知升级: +三个实验,三个认知升级: -1. **调仓频率**:交易不是免费的。频率越高,交易越多,成本越大。选频率就是在“反应速度”和“交易成本”之间做权衡。 +1. **再平衡频率**:交易不是免费的。频率越高,交易越多,成本越大。选频率就是在“反应速度”和“交易成本”之间做权衡。 -2. **止损规则**:保护本金的逻辑听起来稳——跌破底线就跑。但在 2021–2025 这段持续震荡下跌的数据里,三种阈值都没把回撤压住,只把波动压低了。代价是额外交易和手续费——而且要分清楚“保护”在你的数据上到底是压回撤还是压波动。 +2. **止损规则**:保护本金的逻辑听起来稳,跌破底线就卖出。但在 2021-2025 这段持续震荡下跌的数据里,三种阈值都没把回撤压住,只把波动压低了。代价是额外交易和手续费。你要分清楚,“保护”在你的数据上到底是压回撤还是压波动。 -3. **止盈规则**:逻辑不像止损那么稳。10% / 20% 阈值都降低了收益率,但 30% 阈值反而把收益和夏普都抬了上去——同一类规则,不同阈值给出反向结论。“落袋为安”听起来合理,但数据告诉我们要谨慎。 +3. **止盈规则**:逻辑不如止损直观。10% / 20% 阈值都降低了收益率,但 30% 阈值反而提高了收益和简化夏普。同一类规则,不同阈值给出反向结论。“落袋为安”听起来合理,但数据告诉我们要谨慎。 -你刚才做的事情,在量化交易的框架里叫做**规则设计(Rule Design)** ——在信号的基础上,添加执行层面的保护和约束。我们来看看现在走到了哪里: +你刚才做的事情,可以叫**规则设计(Rule Design)**:在权重分配方法的基础上,添加交易执行上的保护和约束。我们来看看现在走到了哪里: -- **第二章: 买什么** —— Universe(投资宇宙) -- **第三章: 买多少** —— Signal(信号)——告诉策略每只买百分之多少 -- **第四章: 什么时候** —— Rules(规则)——决定何时执行、如何保护 **← 你在这里** +- **第 2 章:买什么**:标的池(Universe) +- **第 3 章:买多少**:权重分配方法,告诉策略每只买百分之多少 +- **第 4 章:什么时候动手**:规则(Rules),决定何时执行、如何保护 -本章把“规则”补进了第三章的“信号”——信号想分钱,规则才动手。两者分工明确,缺一不可。 +本章把“规则”补进了第 3 章的权重分配方法。权重分配方法给出目标权重,规则决定什么时候调整持仓、什么时候触发保护。两者分工明确,缺一不可。 -**一个更深的认知:不是所有“合理”的规则都有效。** 止损的逻辑听起来站得住脚——截断亏损,保护本金,但在我们这段数据上“保护”的含义是压波动而不是压回撤。止盈的逻辑就更模糊——你怎么知道涨到头了?而且换个阈值结论可能反过来。加规则之前,先问两个问题: +**一个更深的认知:不是所有“合理”的规则都有效。** 止损的逻辑听起来站得住脚:截断亏损,保护本金。但在我们这段数据上,“保护”的含义是压波动,而不是压回撤。止盈的逻辑就更模糊:你怎么知道涨到头了?而且换个阈值,结论可能反过来。加规则之前,先问两个问题: - 这条规则的逻辑站得住脚吗? - 换个参数、换个时段,结论还一样吗? -第二个问题,正是下一章(第五章)要回答的。 +第二个问题,正是第 5 章要回答的。 --- ## 4.5 本章总结 -三步实验,从“多久调一次”到“亏了跑不跑”再到“赚了走不走”——你一步步给策略加上了执行层面的规则,也第一次体验到了交易成本的威力和“规则越多越好”这个直觉的破灭。**本章主练的还是“做”——三步都把“动还是不动”从凭感觉变成了可重复执行的规则;而止盈在不同阈值上方向反过来的那一刻,正是“看要指标、还要怀疑你的指标”在飞轮组合层的第一次小预演——下一章你会正式把“看”练成主线。** +三个实验,从“多久再平衡一次”到“亏了跑不跑”,再到“赚了走不走”,你一步步给策略加上了交易执行上的规则,也第一次体验到了交易成本的威力和“规则越多越好”这个直觉的破灭。本章仍然训练“做”这个环节:把“动还是不动”从凭感觉,变成可重复执行的规则。止盈在不同阈值上方向反过来的那一刻,也是在提醒你:下一章要开始系统训练“看”和“疑”。 ### 策略进化路径 -本章接着第三章的产出,在 RiskParity 信号上逐步叠加规则——每加一条都用数据验证,而不是凭直觉。 +本章接着第 3 章的产出,在风险平价权重分配方法上逐步叠加规则。每加一条规则,都用数据验证,而不是凭直觉。 -- **第三章产出**:RiskParity 信号 + 每 10 天调仓 - - Step 1: 调频率 —— 频率有影响 + 交易成本不可忽视 - - Step 2: 加止损 —— 压低了波动,但回撤被锯齿效应反复收割 - - Step 3: 加止盈 —— 多数阈值降低收益,30% 阈值反而抬高夏普 -- **第四章产出**:完整的规则配置 + “每条规则都要在不同阈值上验证”的认知 +- **第 3 章产出**:风险平价权重分配方法 + 每 10 天再平衡 + - 第 1 步:比较再平衡频率,频率有影响,交易成本不可忽视 + - 第 2 步:加止损,压低了波动,但回撤因锯齿效应变深 + - 第 3 步:加止盈,多数阈值降低收益,30% 阈值反而抬高简化夏普 +- **第 4 章产出**:完整的规则配置 + “每条规则都要在不同阈值上验证”的认知 ### 概念速查表 -本章涉及的核心概念汇总如表 4-7 所示,方便随时回查。 +本章涉及的核心概念汇总如表 4-7 所示,方便随时回查。 -**表 4-7 第四章核心概念速查** +**表 4-7 第 4 章核心概念速查** | 概念 | 含义 | 类比 | |------|------|------| -| 交易成本(Transaction Cost) | 每次买卖都要付的费用——佣金(付给券商)+ 税(付给政府) | 去银行换汇要收手续费 | +| 交易成本(Transaction Cost) | 每次买卖都要付的费用,包括佣金、税费、滑点等 | 去银行换汇要收手续费 | | 止损(Stop Loss) | 预设底线:从买入价跌了 X% 就自动卖出 | “今晚最多输 500,输到了就走” | | 止盈(Take Profit) | 预设目标:从买入价涨了 X% 就自动卖出 | “到了这个价就成交” | | 挂单(Pending Order) | 预设条件,满足了再执行的订单 | “到价自动触发” | -| 锯齿效应(Whipsaw) | 在持续下跌的市场里反复“卖出—回涨—又跌—又卖”,每来回一次付一笔成本 | 像锯子来回切,越切越薄 | -| 规则(Rule) | 策略的执行层——感知持仓状态,决定何时动手 | 信号是大脑,规则是手脚 | +| 锯齿效应(Whipsaw) | 在持续下跌的市场里反复卖出又买回,每来回一次都增加成本 | 来回买卖,成本越积越多 | +| 规则(Rule) | 感知持仓状态,决定何时动手 | 到点提醒、到价触发 | | 让利润奔跑,截断亏损 | 止损截断亏损(通常有帮助),别用止盈截断利润 | 交易经典格言 | ### 本章最重要的收获 -走完三个实验后,本章最值得带走的核心认知归纳如表 4-8 所示。 +走完三个实验后,本章最值得带走的核心认知归纳如表 4-8 所示。 -**表 4-8 第四章核心认知** +**表 4-8 第 4 章核心认知** | 认知 | 来源 | |------|------| -| 交易不是免费的——每次买卖都有成本 | 4.1 | -| 调仓频率是反应速度与交易成本的权衡 | 4.1 | -| 止损压低了波动,但回撤可能被锯齿效应反复收割 | 4.2 | -| 信号看市场,规则看持仓——两者角色不同 | 4.2 | -| 止盈结论随阈值反向——单一参数不能下死结论 | 4.3 | +| 交易不是免费的,每次买卖都有成本 | 4.1 | +| 再平衡频率是反应速度与交易成本的权衡 | 4.1 | +| 止损压低了波动,但回撤可能因锯齿效应变深 | 4.2 | +| 信号看市场,规则看持仓,两者角色不同 | 4.2 | +| 止盈结论会随阈值反向,不能只看单一参数 | 4.3 | | 不是所有“合理”的规则都有效,要在不同阈值上用数据验证 | 4.3 | | 让利润奔跑,截断亏损(经验,不是定理) | 4.2 + 4.3 对比 | | 先猜后验,数据说了算 | 贯穿全章 | ### 带走的问题 -读完本章,你应该带着两个挥之不去的疑问进入下一章——它们正是第五章要回答的: +读完本章,你应该带着两个问题进入下一章。它们正是第 5 章要回答的: -- 策略看起来不错,但**怎么知道不是恰好在这段时间表现好?** 换个时间段结果还一样吗?→ 第五章 -- 回测结果漂亮就能赚钱吗?**怎么避免自欺欺人?** → 第五章 +- 策略看起来不错,但**怎么知道不是恰好在这段时间表现好?** 换个时间段结果还一样吗?这是第 5 章要回答的问题。 +- 回测结果漂亮就能赚钱吗?**怎么避免自欺欺人?** 这也是第 5 章要回答的问题。 -> 本章所有代码的可运行版本见 `notebooks/q4-when-to-trade.ipynb` - ---- - -## 拓展阅读 - -本章正文聚焦“调仓频率 / 止损 / 止盈”三个执行规则,下面这段是动手之前可以省略的视野铺垫——读完正文后回头看,反而吸收得更快。 - -### A 股 / 美股 / 港股交易成本对照 - -不同市场的费率结构有所不同。读者按自己实际交易的市场对照即可,回测里只要把它们都算进 `PercentageFee` 模型就好。三个市场的常见费率对照如表 4-9 所示。 - -**表 4-9 三大市场常见交易成本对照** - -| 市场 | 佣金(付给券商) | 税(付给政府) | 备注 | -|------|----------------|--------------|------| -| A 股 | 万分之一 ~ 万分之三,最低 5 元 | 卖出收千分之一印花税(买入不收) | 还有过户费(沪市)等小项目,多数券商给打包简化 | -| 美股 | 按笔(如 0.5 ~ 1 美元)或按股(每股 0.005 美元起),各家不同 | 没有印花税;卖出有 SEC 费 + FINRA TAF(按金额比例,极小) | 多数零佣金券商以 PFOF(订单流付费)或点差变相补偿 | -| 港股 | 万分之五左右,部分券商更低 | 买卖双向各 0.13% 印花税 | 还有 0.005% 证监会征费、0.0027% AFRC 征费等小项目 | - -**怎么估你的实际成本?** 把“佣金 + 税 + 滑点(先按 0.1% 估)”加起来,就是你单次往返的预算。回测里把这个数填进 `PercentageFee.rate`,结果会更接近实盘。 - -### 为什么“让利润奔跑,截断亏损”是格言而不是定理 - -本章 4.3 你已经看到,10% / 20% 这种紧的止盈阈值都让累计收益下降了——多数情况下“落袋为安”输给了“让利润奔跑”;只有放到 30% 这种很少触发的阈值,才偶尔把波动压低、夏普反弹。但这并不意味着任何场景下都不该止盈。**这条格言适用的是“中长周期、跟趋势”的策略,比如本章用的风险平价 + 中频再平衡。** 如果你跑的是短线波段、做反转、或者高杠杆策略,止盈往往是必要的——不止盈就可能在一次回调里把所有浮盈吐光。换句话说:**格言是经验的提炼,不是定理;它把概率告诉你,但需要你结合策略类型 + 阈值去用。** - ---- - -## 反馈与读者群 - -如果你发现本章有错别字、概念不清或实验结果不一致,欢迎 -[提交 GitHub Issue](https://github.com/xingwudao/xquant-beginner/issues/new/choose)。 - -课程、正式书和后续更新见 -[xquant.shop/courses](https://xquant.shop/courses)。 - -添加作者微信 `xquanter` 进入读者群。请备注:`XQuant 读者`。 +> 本章所有代码的可运行版本见配套仓库的 [`q4-when-to-trade/notebooks/q4-when-to-trade.ipynb`](https://github.com/xingwudao/xquant-learning/blob/main/q4-when-to-trade/notebooks/q4-when-to-trade.ipynb) diff --git a/book/q5-how-to-validate.md b/book/q5-how-to-validate.md index bc847bd..d36ab57 100644 --- a/book/q5-how-to-validate.md +++ b/book/q5-how-to-validate.md @@ -1,129 +1,127 @@ -# 第五章:策略好不好?4 个评估角度 +# 第 5 章:判断策略好不好:4 个关键视角 -第四章我们给策略加上了规则——调仓频率、止损、止盈,学会了“不是所有合理的规则都有效”。现在手上有一个“看起来不错”的策略组合:RiskParity + 5% 止损,年化收益、夏普比都还行。 +第 4 章我们给策略加上了规则:再平衡频率、止损、止盈,也学会了“不是所有合理的规则都有效”。现在手上有一个“看起来不错”的配置:风险平价 + 5% 止损。它的年化收益接近 15%,简化夏普也不低。 -但“看起来不错”到底是什么意思?年化 15% 好不好?夏普 0.8 够不够?**跟什么比?** +但“看起来不错”到底是什么意思?年化 15% 好不好?简化夏普 1.4 左右够不够?**跟什么比?** 更关键的问题:**这些数字是好几年平均出来的。如果某一年亏了 20%,你扛得住吗?** ### 路线图 -我们正在走一条完整的策略构建之路: +本章进入四个阶段里的**评估归因**阶段。前面几章主要在训练“做”:把想法写成规则,让程序跑起来。本章开始训练“看”:拿到一组回测结果后,知道先看什么、再看什么、每个数字说明什么。 -**选什么标的(第二章 已完成)→ 每个买多少(第三章 已完成)→ 什么时候买卖(第四章 已完成)→ 怎么验证有效(第五章 本章)→ 如何避免自欺欺人(第六章)** +本章给策略做一次“全面体检”,分四个角度检查结果。全章一共要动手做 4 次实验,路线如表 5-1 所示。 -**这一章你跨进了飞轮的”归因层”——主练动作从前几章的”做”切到”看”。指标是”看”的眼睛,本书的口号”做要规则、看要指标”中”看要指标”指的就是这一层的训练。** 本章给策略做一次”全面体检”,分四步检查四个评估维度,对照如表 5-1 所示。 +**表 5-1 第 5 章路线图** -**表 5-1 第五章四节问题与方法对照** - -| 节 | 问题 | 方法 | +| 节 | 内容 | 实验 | |----|------|------| -| 5.1 | 跟什么比? | 基准对比 + 风险调整指标 | -| 5.2 | 每年都有收益吗? | 分年拆解 | -| 5.3 | 收益结构什么样? | 收益分布 + 水下曲线 | -| 5.4 | 参数动一动崩不崩? | 参数敏感性扫描 | +| 5.1 | 跟什么比? | 1 | +| 5.2 | 每年都有收益吗? | 1 | +| 5.3 | 收益结构什么样? | 1 | +| 5.4 | 参数动一动,结果还稳吗? | 1 | 铁律不变:**先猜后验,数据说了算。** -本章用第三、四章的四个策略作为“被检查对象”,4 个实验都按统一流程跑——见前言“怎么使用这本书”。四个候选策略对照如表 5-2 所示。 +本章用第 3 章和第 4 章的四个策略配置作为“被检查对象”。四个候选配置对照如表 5-2 所示。 -**表 5-2 第五章评估的四个候选策略** +**表 5-2 第 5 章评估的四个候选配置** | 策略 | 来源 | 特点 | |------|------|------| -| EqualWeight | 第三章等权 | 最简单,无参数 | -| RiskParity | 第三章风险平价 | 稳健,低敏感 | -| TopNRanking | 第三章动量排名 | 高收益但高波动 | -| RP+止损5% | 第四章最终产出 | RiskParity + 5% 止损 | +| EqualWeight | 第 3 章等权 | 最简单,无参数 | +| RiskParity | 第 3 章风险平价 | 波动相对低 | +| TopNRanking | 第 3 章动量排名 | 收益高,但波动也高 | +| RP+止损5% | 第 4 章规则配置 | 风险平价 + 5% 止损 | -> 提示:本章 📌 要点比前几章长——因为 q5 spec 涉及金融口径、视觉契约、同方法不同目的等高密度知识,每条都把“为什么、不这样会怎样”写透。读到要点段不必赶——慢一点消化更划算。 +> 提示:本章的要点段会比前几章更长,因为本章开始处理指标口径、图表约定和同一种方法的不同用途。读到要点段时不用赶,重点是看清楚:为什么要这样写,不这样写会怎样。 --- ## 5.1 跟什么比? -第四章的策略年化收益 15%、夏普 0.8——好不好? +第 4 章的策略年化收益接近 15%,简化夏普也不低,好不好? -直觉告诉我们:收益高就是好,夏普越大越好。但“好”是跟什么比?如果同期市场涨了 20%,你忙活半天不如躺平。 +直觉告诉我们:收益高就是好,简化夏普越大越好。但“好”是跟什么比?如果同期简单买入并持有也涨了很多,你忙活半天可能并没有占到便宜。 -第一章已经讲过 **Beta**(跟着市场赚的钱)和 **Alpha**(你靠技能多赚的钱)。本章要做的事,就是把 第三、四章 产出的策略放到“跟谁比”的语境里——搞清楚它赚的是 Beta 还是 Alpha。一个策略只赚到 Beta,买指数 ETF 就够了;只有创造出 Alpha,策略才有真正的价值。 +本章要做的第一件事,就是把第 3 章、第 4 章产出的策略配置放到“跟谁比”的语境里。一个策略自己涨了,不代表它好。只有它比一个简单可行的参照做法更好,才说明这套规则可能有价值。 -在开始之前,先复习四个你已经见过的“基础体检指标”——它们在第一、二、三章都已经登场过,第一次看到时回来查表 5-3 就好。 +在开始之前,先复习四个你已经见过的“基础体检指标”。它们在第 1 章、第 2 章、第 3 章都已经登场过。如果一时忘了,回来看表 5-3 就好。 -**表 5-3 四个基础体检指标速查(第一、二、三章已登场)** +**表 5-3 四个基础体检指标速查(第 1 章、第 2 章、第 3 章已登场)** | 指标 | 白话含义 | |------|---------| | 累计收益率 | 从头到尾总共赚了多少 | | 年化收益率 | 平均每年赚多少 | -| 年化波动率 | 价格颠簸程度——数字越大越像坐过山车 | -| 最大回撤 | 最惨时从最高点跌了多少——衡量“最坏情况有多坏” | +| 年化波动率 | 价格上下波动的程度,数字越大越颠簸 | +| 最大回撤 | 最惨时从最高点跌了多少,用来衡量“最坏情况有多坏” | -这四个指标已经够看出策略“赚没赚 / 颠不颠 / 摔得惨不惨”。但它们各自看一面——你还需要一把“综合尺”把收益和风险揉到一起。这把尺第三章已经提过一次(夏普比率);本章实验跑完后我们**把它和另外两把“换种风险定义”的尺子(卡玛 / 索提诺)一起请上场**。先做实验,再上尺子。 +这四个指标已经能看出策略“赚没赚、颠不颠、跌得深不深”。但它们各自只看一面。你还需要几把“综合尺”,把收益和风险放在一起看。第 3 章已经介绍过夏普比率,也说明本书表格里暂时使用的是简化口径:年化收益率 / 年化波动率。本章实验跑完后,我们会把简化夏普和另外两把尺子放在一起看:卡玛比、索提诺比。先做实验,再解释。 -### 动手实验 1:策略 vs 买入持有基准 +### 动手实验 1:策略对比买入持有基准 -我们一起把这份 spec 写出来。这次重点看三件新东西:**金融指标的年化口径必须显式**、**oxq 评估与构造模块都要白话点名**、以及**防 LLM 幻觉的标准句**。 +我们一起把这份 spec 写出来。这次重点看三件新东西:**金融指标的年化口径必须显式**、**open-xquant 评估与构造模块都要白话点名**、以及**防止 AI 写出错误分析的标准句**。 -> 先看完三段演示再回到运行结果——这一节信息会比前面密一些,因为 5.1 是 q5 信息量最大的一节。 +> 先看完下面的 spec 拆解,再回到运行结果。这一节信息会比前面密一些,因为 5.1 是本章信息量最大的一节。 -#### 起草上下文 + 任务 +#### 第一、二段:上下文和任务描述 -第五章是“看”的一章——把前几章产出的策略放进体检台。上下文不引入新的策略,只把第三、四章的产物集合起来: +第 5 章是“看”的一章,把前几章产出的策略配置放进体检台。上下文不引入新的策略,只把第 3 章、第 4 章的产物集合起来: -> **上下文**:本章评估策略的有效性。第三、四章产出了 EqualWeight、RiskParity、TopNRanking、RiskParity+5% 止损四个策略,回测指标看起来不错。但“不错”是跟什么比?年化 15% 好不好,取决于同期市场涨了多少。 +> **上下文**:本章评估策略是否真的好。第 3 章和第 4 章产出了 EqualWeight、RiskParity、TopNRanking、RiskParity+5% 止损四个策略配置,回测指标看起来不错。但“不错”是跟什么比?年化 15% 好不好,取决于同期一个简单参照做法赚了多少。 > -> **任务**:在 notebook `q5-how-to-validate.ipynb` 中,把四个策略和“等权买入持有”基准放在一起比较,引入多种风险调整指标。 +> **任务描述**:在 notebook `q5-how-to-validate.ipynb` 中,把四个策略配置和“等权买入持有”基准放在一起比较,引入多种风险调整指标。 -> 📌 **要点**:第五章不引入新策略,只把前几章的产物集中送进体检台。spec 的上下文段把“被检查对象”明确点名——这种“集合体检”型 spec 的好处是:学员的认知负担只在“评估方法”这一条线上,不必再消化新的策略逻辑。 +> 📌 **要点**:第 5 章不引入新策略,只把前几章的产物集中送进体检台。spec 的上下文段要把“被检查对象”明确点名。这种“集合体检”型 spec 的好处是:读者只需要学习评估方法,不必再消化新的策略逻辑。 -#### 起草要求:模块点名 + 年化口径 +#### 第三段:任务要求 -要求段做两件硬约束。第一件:**白话点名 oxq 评估端和构造端要用哪几个模块**——AI 自己去查接口细节。第二件:**指标的年化方法必须显式锁定**——否则跨次/跨工具的数字对不上账。 +任务要求段做两件硬约束。第一件,点名 open-xquant 评估端和构造端要用哪几个模块,接口细节让 AI 自己去查。第二件,指标的年化方法必须写清楚,否则不同工具、不同时间跑出来的数字可能对不上。 -> **要求**: +> **任务要求**: > -> 1. 评估端使用 oxq 的 `RunResult`,指标的**计算口径**显式锁定: +> 1. 评估端使用 oxq 的 `RunResult`,指标的计算口径显式锁定: > - 年化方法:**252 个交易日**(非 365 自然日) -> - 夏普比:`annualized_return / annualized_volatility`,无风险利率 `rf=0` +> - 简化夏普:`annualized_return / annualized_volatility`,不扣无风险收益 > - 卡玛比:`annualized_return / abs(max_drawdown)` > - 索提诺比:`annualized_return / downside_volatility`(下行 = 收益 < 0 的标准差) -> - 基准的夏普比要用同一口径(252 + rf=0) -> 2. 构造端使用 oxq 的三个组合优化器——等权(`EqualWeightOptimizer`)、风险平价(`RiskParityOptimizer`)、动量排名(`TopNRankingOptimizer`),按各自的构造参数和所需指标实例化 -> 3. 数据快照固定:`START = "2021-01-01"`,`END = "2025-12-31"`(本章数字以此为基准,不要用 `today`) +> - 基准的简化夏普也要用同一口径 +> 2. 构造端使用 oxq 的三个权重分配方法:等权(`EqualWeightOptimizer`)、风险平价(`RiskParityOptimizer`)、动量排名(`TopNRankingOptimizer`),按各自的构造参数和所需指标实例化 +> 3. 数据快照固定:`START = "2021-01-01"`,`END = "2026-03-18"`(本章数字以此为基准,不要用 `today`) > 4. 定义辅助函数 `run_strategy(portfolio, indicators=None, freq=10, stop_loss=None)` 供后续 spec 复用 > 5. 运行四个策略 + 构造“等权买入持有”基准(每只 ETF 归一化到 1,等权平均,之后不交易) -> 📌 **要点**:金融指标的年化口径(252 vs 365、`rf=0`、下行波动定义)是**专业默契,但 spec 必须写明**。零基础学员不知道这层约定,同一个数字在不同文献里口径不同。如果 spec 不锁,你跑出 1.43,同学跑出 1.27,谁也不知道差在哪——指标 spec 的“精度”恰恰落在这些看不见的小字上。 +> 📌 **要点**:金融指标的年化口径(252 个交易日还是 365 个自然日、是否扣无风险收益、下行波动怎么定义)必须写明。零基础读者不知道这些约定,同一个指标在不同资料里口径可能不同。如果 spec 不锁定口径,你跑出 1.43,别人跑出 1.27,谁也不知道差在哪。指标 spec 的“精度”,恰恰落在这些看不见的小字上。 -> 📌 **要点**:**评估端 + 构造端两层接口分别点名**——要求 1 锁定评估端(`RunResult` 的指标计算),要求 2 列出构造端(三个优化器)。零基础学员只需要知道"调谁",AI 会自己去查接口。spec 把"用哪些模块"白话点清楚就够了,剩下的对照工作交给 AI。 +> 📌 **要点**:评估端和构造端要分别点名。第 1 条锁定评估端,也就是 `RunResult` 的指标计算;第 2 条列出构造端,也就是三个权重分配方法。零基础读者只需要知道“用哪些模块”,AI 会自己去查接口。spec 把模块点清楚,剩下的对照工作交给 AI。 -#### 起草结果呈现:动态描述方向 +#### 第四段:验收标准 -最后一段最关键的不是“画几张图”,而是**怎么让 AI 在不知道结果方向的情况下写出准确的分析文字**: +最后一段最关键的不是“画几张图”,而是怎么让 AI 在不知道结果方向的情况下写出准确的分析文字: -> **结果呈现**: +> **验收标准**: > -> 1. 策略 vs 基准对比表(5 行 × 8 列):策略名 / 累计收益 / 年化收益 / 波动率 / 最大回撤 / 夏普比 / 卡玛比 / 索提诺比;最后一行是等权买入持有基准 -> 2. 超额收益(Alpha)表 +> 1. 策略与基准对比表(5 行 × 8 列):策略名 / 累计收益 / 年化收益 / 波动率 / 最大回撤 / 简化夏普 / 卡玛比 / 索提诺比;最后一行是等权买入持有基准 +> 2. 相对基准收益差表 > 3. 净值曲线对比图(figsize 12×6,4 实线 + 1 灰虚线,归一化到 100) > 4. 分析文字(**根据实际数据动态描述方向,不要硬写“更高”或“更低”**):哪些策略跑赢了基准?三把尺子的冠军是不是同一个? -> 📌 **要点**:**「根据实际数据动态描述方向,不要硬写“更高”或“更低”」是 q5 整章四份 spec 的标准句**。LLM 喜欢“看似中立其实瞎写”——不锁这一句,它会编一段听上去合理但和数据对不上的结论。把这句话当成 q5 的标配,任何要 AI 写“分析文字”的 spec 都该带上。 +> 📌 **要点**:「根据实际数据动态描述方向,不要硬写“更高”或“更低”」是第 5 章四份 spec 的标准句。AI 容易写出听上去合理、但和数据对不上的结论。把这句话当成第 5 章的标配,任何要 AI 写“分析文字”的 spec 都该带上。 -完整 spec 在 [`specs/spec-01-benchmark-and-metrics.md`](https://github.com/xingwudao/xquant-learning/blob/main/q5-how-to-validate/specs/spec-01-benchmark-and-metrics.md)——复制给 AI,弹窗选「允许」。 +完整示例 spec 在配套仓库的 [`q5-how-to-validate/specs/spec-01-benchmark-and-metrics.md`](https://github.com/xingwudao/xquant-learning/blob/main/q5-how-to-validate/specs/spec-01-benchmark-and-metrics.md)。参考它确认自己的 spec 后,再复制给 AI,按提示允许执行。 -AI 助手执行完毕后,你的 notebook 里应该出现了一张对比表、一张超额收益表和一张净值曲线图。 +AI 执行完毕后,你的 notebook 里应该出现一张对比表、一张相对基准收益差表和一张净值曲线图。 -这个实验做了什么?把 第三、四章 产出的四个策略(等权、风险平价、动量排名、风险平价+止损)全部重新跑一遍含成本的回测,同时构造一个“买入持有”基准——等权买入三只 ETF 后不再做任何交易,代表“什么都不做”的结果。然后把五条净值曲线画在一起,用七个指标(累计收益、年化收益、波动率、最大回撤、夏普比、卡玛比、索提诺比)逐一比较,算出每个策略相对基准的超额收益(Alpha)。 +这个实验做了什么?把第 3 章、第 4 章产出的四个策略配置(等权、风险平价、动量排名、风险平价 + 止损)全部重新跑一遍含成本的回测,同时构造一个“买入持有”基准:等权买入三只 ETF 后不再做任何交易,代表“什么都不做”的结果。然后把五条净值曲线画在一起,用七个指标(累计收益、年化收益、波动率、最大回撤、简化夏普、卡玛比、索提诺比)逐一比较,算出每个策略相对基准多赚或少赚了多少。 -**运行结果** +### 实验结果 四个策略与基准的指标对比如表 5-4 所示。 -**表 5-4 四个策略 vs 等权买入持有基准的指标对比** +**表 5-4 四个策略与等权买入持有基准的指标对比** -| 策略 | 累计收益 | 年化收益 | 波动率 | 最大回撤 | 夏普比 | 卡玛比 | 索提诺比 | +| 策略 | 累计收益 | 年化收益 | 波动率 | 最大回撤 | 简化夏普 | 卡玛比 | 索提诺比 | |------|---------|---------|--------|---------|--------|--------|---------| | EqualWeight | 84.37% | 12.33% | 12.49% | -16.86% | 1.05 | 0.73 | 0.92 | | RiskParity | 98.01% | 13.77% | 11.16% | -12.81% | 1.29 | 1.08 | 1.16 | @@ -131,11 +129,11 @@ AI 助手执行完毕后,你的 notebook 里应该出现了一张对比表、 | RP+止损5% | 106.23% | 14.59% | 10.61% | -13.07% | 1.43 | 1.12 | 1.33 | | 等权买入持有 | 94.82% | 14.39% | 13.00% | -17.24% | 1.10 | — | — | -超额收益 / Alpha(策略累计 — 基准累计 94.82%)如表 5-5 所示。 +相对基准收益差(策略累计收益 - 基准累计收益 94.82%)如表 5-5 所示。 -**表 5-5 四个策略相对等权买入持有基准的 Alpha** +**表 5-5 四个策略相对等权买入持有基准的收益差** -| 策略 | Alpha | +| 策略 | 相对基准收益差 | |------|-------| | EqualWeight | -10.45% | | RiskParity | +3.18% | @@ -144,37 +142,37 @@ AI 助手执行完毕后,你的 notebook 里应该出现了一张对比表、 净值曲线对比如图 5-1 所示。 -![策略 vs 买入持有基准](images/q5-how-to-validate/01-strategy-vs-benchmark-nav.png) +![策略对比买入持有基准](images/q5-how-to-validate/01-strategy-vs-benchmark-nav.png) ### 结果解读 第一个认知升级:**“好不好”必须有参照物。** -**基准(Benchmark)** —— 用来做比较的参照物。这里的基准是“什么都不做”——等权买入三只 ETF 后不再交易。就像考试的“及格线”,不跟基准比,你根本不知道自己的策略是好还是坏。 +**基准(Benchmark)**:用来做比较的参照物。这里的基准是“什么都不做”:等权买入三只 ETF 后不再交易。它就像考试的“及格线”。不跟基准比,你根本不知道自己的策略是好还是坏。 -年化 14% 听起来很棒,但等权买入持有同期也赚了 14.39%。EqualWeight 忙活了一堆操作,累计收益 84.37%,反而没跑赢“什么都不做”的 94.82%——你忙活半天不如躺平。 +年化 14% 听起来不错,但等权买入持有同期也赚了 14.39%。EqualWeight 做了很多次交易,累计收益 84.37%,反而没跑赢“什么都不做”的 94.82%。这说明:多做事不一定带来更好结果。 -跑赢基准的部分叫 **超额收益(Alpha)**——回忆一下 Alpha:第一章用电梯/楼梯类比讲过,Beta 是跟着市场赚的钱(被电梯抬着上楼),Alpha 是比市场多赚的钱(靠你自己爬楼梯爬出来的部分),是你的技能回报。这一章把它放回”有了基准之后才能算”的语境再用一次——上面对比表里的”基准累计 94.82%”就是那部电梯,每个策略减去基准的差额才是 Alpha。EqualWeight 的 Alpha 是 -10.45%,说明它不但没创造技能回报,反而因为频繁调仓的交易成本”亏”了。TopNRanking 的 Alpha 最高(+58.20%),但先别急着下结论——看看其他指标怎么说。 +表 5-5 看的就是“比基准多赚或少赚了多少”。EqualWeight 的相对基准收益差是 -10.45%,说明它不但没有跑赢简单基准,反而可能被频繁调整持仓带来的交易成本拖累了。TopNRanking 的相对基准收益差最高(+58.20%),但先别急着下结论。还要看其他指标怎么说。 第二个发现:**不同的尺子量出不同的结论。** -实验跑完了,**正式介绍三把“综合尺”**——它们各自把收益和风险揉到一起,但对“风险”的定义不同: +实验跑完了,正式介绍三把“综合尺”。它们各自把收益和风险放在一起,但对“风险”的定义不同: -- **夏普比率(Sharpe Ratio)** —— 第三章见过:年化收益除以年化波动率。把“收益高”和“颠簸大”折成一个数字。 -- **卡玛比(Calmar Ratio)** —— 年化收益除以最大回撤。每承受 1% 的最大回撤,能换来多少年化收益。如果你最怕“一次跌太深”,卡玛比是最直接的尺子。 -- **索提诺比(Sortino Ratio)** —— 只用**下行波动率**做分母。上涨波动不是风险——涨得猛不应该被惩罚,所以比夏普比更“公平”。 +- **简化夏普**:年化收益除以年化波动率。把“收益高”和“波动大”折成一个数字。注意,这里仍然沿用本书前面章节的简化口径,不扣无风险收益。 +- **卡玛比(Calmar Ratio)**:年化收益除以最大回撤。每承受 1% 的最大回撤,能换来多少年化收益。如果你最怕“一次跌太深”,卡玛比是最直接的尺子。 +- **索提诺比(Sortino Ratio)**:只用下行波动率做分母。上涨波动不是风险,涨得猛不应该被惩罚,所以索提诺比只关注亏损方向的波动。 简单记忆:**夏普看“颠不颠”,卡玛看“摔多惨”,索提诺只关心“亏的部分”。** -把这三把尺子放进表 5-4 之后回头看——三把尺子的冠军都是 RP+止损5%:夏普比 1.43、卡玛比 1.12、索提诺比 1.33。TopNRanking 虽然收益最高,但三把尺子都不是冠军。这次三把尺子碰巧给出了同一个冠军,但不是每次都这么巧——不同的尺子关注不同的风险维度,完全可能给出不同的答案。你最怕什么风险,就用什么尺子。 +把这三把尺子放进表 5-4 之后回头看。三把尺子的冠军都是 RP+止损5%:简化夏普 1.43、卡玛比 1.12、索提诺比 1.33。TopNRanking 虽然收益最高,但三把尺子都不是冠军。这次三把尺子碰巧给出了同一个冠军,但不是每次都这么巧。不同的尺子关注不同的风险维度,完全可能给出不同答案。你最怕什么风险,就优先看对应的尺子。 -但这些都是好几年平均出来的数字。**平均年化 14% 听着不错——但如果其中一年亏了 20%,你扛得住吗?** +但这些都是好几年平均出来的数字。**平均年化 14% 听着不错,但如果其中一年亏了 20%,你扛得住吗?** --- ## 5.2 每年都有收益吗? -刚才的指标覆盖了 2021 年初到 2026 年 3 月,整整 5 年多、1250 个交易日。这么长时间的平均值,可能掩盖某些年份的亏损。就像考试平均 80 分,但其中一科考了 30 分。 +刚才的指标覆盖了 2021 年初到 2026 年 3 月,整整 5 年多、1250 多个交易日。这么长时间的平均值,可能掩盖某些年份的亏损。就像考试平均 80 分,但其中一科考了 30 分。 直觉告诉我们:平均好就是好吧,哪年赚哪年亏不重要? @@ -184,48 +182,48 @@ AI 助手执行完毕后,你的 notebook 里应该出现了一张对比表、 我们一起把这份 spec 写出来。这次重点看两件新东西:**接续型 spec 共享 notebook 状态**、以及**时间维度切片要避免重复回测**。 -#### 起草上下文 + 任务 +#### 第一、二段:上下文和任务描述 -spec-02 不需要重新介绍策略——它直接接着 spec-01 在同一个 notebook 里跑。上下文段把“已经有什么”列清楚就够了: +spec-02 不需要重新介绍策略。它直接接着 spec-01 在同一个 notebook 里跑。上下文段把“已经有什么”列清楚就够了: -> **上下文**:在 `q5-how-to-validate.ipynb` 中已有四个策略 vs 基准的整体指标对比、`results` 字典、`run_strategy` 辅助函数、`TNR_PORTFOLIO` 等变量。学员已了解基准、超额收益(Alpha)、卡玛比/索提诺比等概念。 +> **上下文**:在 `q5-how-to-validate.ipynb` 中已有四个策略和基准的整体指标对比、`results` 字典、`run_strategy` 辅助函数、`TNR_PORTFOLIO` 等变量。读者已了解基准、相对基准收益差、卡玛比、索提诺比等概念。 > -> **任务**:按年度拆解策略表现,并深挖 TopNRanking 在负收益年份的异常。 +> **任务描述**:按年度拆解策略表现,并深挖 TopNRanking 在负收益年份的异常。 -> 📌 **要点**:q5 章四份 spec 共享同一个 notebook 状态——spec-02 直接读 spec-01 留下的 `results`/`run_strategy`/`TNR_PORTFOLIO`。**接续型 spec 的上下文段不必再声明,只列“已经有什么”**。这样 AI 不会重新下载数据、不会重新构建策略、不会假设一个不存在的变量。 +> 📌 **要点**:第 5 章四份 spec 共享同一个 notebook 状态。spec-02 直接读 spec-01 留下的 `results` / `run_strategy` / `TNR_PORTFOLIO`。接续型 spec 的上下文段不必从头说明,只列“已经有什么”。这样 AI 不会重新下载数据、不会重新构建策略、不会假设一个不存在的变量。 -#### 起草要求:时间切片 + 缓存复用 +#### 第三段:任务要求 -要求段做两件事:① 按年度切片计算指标;② 深挖 TopNRanking 在负收益年份——**这里是最容易让数字打脸的地方**: +任务要求段做两件事:按年度切片计算指标;深挖 TopNRanking 在负收益年份。这是最容易出现重复计算和口径不一致的地方。 -> **要求**: +> **任务要求**: > > 1. 用 oxq `RunResult` 的日收益序列(`daily_returns()`)和净值曲线(`equity_curve`)做时间切片 -> 2. 按年度拆解四策略 + 基准:用 `daily_returns()` 按年分组,计算年收益率(累乘)、年波动率、年夏普比、年内最大回撤。**跳过样本不足的年份**(`if len(year_data) < 20: continue`,避开新年初只有几个交易日的边界) +> 2. 按年度拆解四策略 + 基准:用 `daily_returns()` 按年分组,计算年收益率(累乘)、年波动率、年简化夏普、年内最大回撤。跳过样本不足的年份(`if len(year_data) < 20: continue`,避开新年初只有几个交易日的边界) > 3. 打印逐年对比表(pandas DataFrame,存入变量 `annual_df` 供后续 spec 复用) > 4. 画逐年收益柱状图(figsize 14×6,每年一组 5 根柱子,与 spec-01 颜色一致) -> 5. 深挖 TopNRanking 负收益年份——扫描 `mom_periods = [5, 10, 15, 20, 25, 30]`,**每个窗口只跑一次回测,结果存入 `deep_dive[period]`**,从字典里直接读,不要重新调用 `run_strategy` 做“是否所有窗口都亏”的二次判断 +> 5. 深挖 TopNRanking 负收益年份:扫描 `mom_periods = [5, 10, 15, 20, 25, 30]`,每个窗口只跑一次回测,结果存入 `deep_dive[period]`,从字典里直接读,不要重新调用 `run_strategy` 做“是否所有窗口都亏”的二次判断 -> 📌 **要点**:**时间维度切片不要重复回测**。“按年度拆”听起来要每年都跑一遍——错。整段时间只跑一次,得到日收益序列后按 `index.year` 分组算指标。深挖也一样:6 个动量窗口跑 6 次,**不要因为后面要二次判断又跑 6 次**。spec 不点名“结果存 dict 复用”,AI 写出的代码大概率会跑 12 次。 +> 📌 **要点**:时间维度切片不要重复回测。“按年度拆”听起来像每年都要跑一遍,其实不需要。整段时间只跑一次,得到日收益序列后按 `index.year` 分组算指标。深挖也一样:6 个动量窗口跑 6 次,不要因为后面要二次判断又跑 6 次。spec 不点名“结果存 dict 复用”,AI 写出的代码大概率会重复回测。 -> 📌 **要点**:**最小样本过滤是隐式约定**。年内 < 20 个交易日不进表,是金融统计的默契。spec 不写明,AI 可能用 1 月份的 5 天数据计算“年化”得出离谱数字——表上突然多出一行“2026 年化 +800%”,学员看不出哪里错了。 +> 📌 **要点**:最小样本过滤必须写清楚。年内少于 20 个交易日不进表,是为了避免样本太少导致年化数字失真。spec 不写明,AI 可能用 1 月份的 5 天数据计算“年化”,得出离谱数字。表上突然多出一行“2026 年化 +800%”,读者很难看出哪里错了。 -#### 起草结果呈现 +#### 第四段:验收标准 -> **结果呈现**: +> **验收标准**: > > 1. 逐年收益对比表(DataFrame,行=年份,列=4 策略+基准,负收益用 `*` 标注) > 2. 逐年收益柱状图 > 3. TopNRanking 异常年份深挖表(行=动量窗口,列=负收益年份) > 4. 分析文字(**根据实际数据动态描述方向**):哪些策略“每年都赚”?深挖结论是“参数没选对”还是“策略结构性问题”? -完整 spec 在 [`specs/spec-02-annual-breakdown.md`](https://github.com/xingwudao/xquant-learning/blob/main/q5-how-to-validate/specs/spec-02-annual-breakdown.md)——复制给 AI,弹窗选「允许」。 +完整示例 spec 在配套仓库的 [`q5-how-to-validate/specs/spec-02-annual-breakdown.md`](https://github.com/xingwudao/xquant-learning/blob/main/q5-how-to-validate/specs/spec-02-annual-breakdown.md)。参考它确认自己的 spec 后,再复制给 AI,按提示允许执行。 -AI 助手执行完毕后,你的 notebook 里应该出现了逐年对比表、柱状图和一份 TopNRanking 深挖分析。 +AI 执行完毕后,你的 notebook 里应该出现逐年对比表、柱状图和一份 TopNRanking 深挖分析。 -这个实验做了什么?把 Step 1 的整体指标拆成逐年成绩单——按年份分组计算每个策略和基准的年收益率、年波动率、年内最大回撤,看看哪些策略“每年都赚”、哪些有负收益年份。然后针对 TopNRanking 在负收益年份做深挖:换遍 6 种动量窗口(5/10/15/20/25/30 天)重新跑回测,看这一年的亏损是参数选错了,还是策略本身的结构性问题。 +这个实验做了什么?把第 1 个实验的整体指标拆成逐年成绩单。按年份分组计算每个策略和基准的年收益率、年波动率、年内最大回撤,看看哪些策略“每年都赚”,哪些有负收益年份。然后针对 TopNRanking 在负收益年份做深挖:换遍 6 种动量窗口(5 / 10 / 15 / 20 / 25 / 30 天)重新跑回测,看这一年的亏损是参数选错了,还是策略本身的结构性问题。 -**运行结果** +### 实验结果 四个策略 + 基准的逐年收益拆解如表 5-6 所示(`*` 标注负收益年份)。 @@ -244,7 +242,7 @@ AI 助手执行完毕后,你的 notebook 里应该出现了逐年对比表、 ![逐年收益对比](images/q5-how-to-validate/02-annual-return-comparison.png) -深挖 TopNRanking 在 2021 年的负收益——把动量窗口换遍,结果如表 5-7 所示。 +深挖 TopNRanking 在 2021 年的负收益。把动量窗口换遍,结果如表 5-7 所示。 **表 5-7 TopNRanking 2021 年不同动量窗口的年收益** @@ -261,69 +259,69 @@ AI 助手执行完毕后,你的 notebook 里应该出现了逐年对比表、 ### 结果解读 -**分段检验(Segment Analysis)** —— 把回测结果按时间段拆开检查。整体指标是“平均分”,逐年拆开才是“每科成绩单”——整体及格不等于每科都及格。 +**分段检验(Segment Analysis)**:把回测结果按时间段拆开检查。整体指标是“平均分”,逐年拆开才是“每科成绩单”。整体及格不等于每科都及格。 拆开后两个重要发现: -**第一,没有哪个策略“年年赚钱”。** EqualWeight、RiskParity 和 RP+止损5% 在 2022 年都出现了负收益,同期基准也亏了 -13.44%——策略和基准一起亏,说明策略并没有真正提供“下跌保护”。这是资产配置策略的特点:它能分散风险,但不能消除市场整体下跌带来的损失。 +**第一,没有哪个策略“年年赚钱”。** EqualWeight、RiskParity 和 RP+止损5% 在 2022 年都出现了负收益,同期基准也亏了 -13.44%。策略和基准一起亏,说明策略并没有真正提供“下跌保护”。这是资产配置策略的特点:它能分散风险,但不能消除市场整体下跌带来的损失。 **第二,TopNRanking 的负收益不是参数问题。** 2021 年,TopNRanking 是唯一亏钱的策略(-10.09%),而其他三个策略和基准都是正收益。换遍所有动量窗口(5 天到 30 天),在 2021 年全部亏钱。这是**动量策略的结构性弱点**。 -**动量滞后性** —— 动量指标基于“过去涨了多少”来判断买什么。但当市场反复上下波动、没有明确方向时,过去涨得好的恰恰可能是“已经涨到头了”的那个。动量指标看的是后视镜——它有天然的滞后性。2021 年的市场就是典型的来回波动环境,动量策略在这种环境下注定吃亏,换什么参数都救不了。 +**动量滞后性**:动量指标基于“过去涨了多少”来判断买什么。但当市场反复上下波动、没有明确方向时,过去涨得好的恰恰可能是“已经涨到头了”的那个。动量指标看的是后视镜,它有天然的滞后性。2021 年的市场就是典型的来回波动环境,动量策略在这种环境下容易吃亏,换什么参数都不一定能解决。 **数据说了算:逐年拆开,才能看到整体指标掩盖的问题。不同策略类型有不同的市场环境偏好。** -但年度还是太粗了——知道了哪年亏钱,但赚钱的年份里,是每月稳稳地赚,还是靠某几个月的暴利覆盖其他月份的亏损? +但年度还是太粗了。知道了哪年亏钱还不够。赚钱的年份里,是每月稳稳地赚,还是靠某几个月的大涨覆盖其他月份的亏损? --- ## 5.3 收益结构什么样? -年度表现解释了“什么时候赚、什么时候亏”,但没解释“怎么赚的”——是每个月稳稳地赚一点,还是靠几次大赚覆盖很多次小亏? +年度表现解释了“什么时候赚、什么时候亏”,但没解释“怎么赚的”:是每个月稳稳地赚一点,还是靠几次大赚覆盖很多次小亏? 同样赚钱的两个策略,赚法可能完全不同。你能接受“一年中 8 个月亏钱、靠 4 个月大赚拉回来”的策略吗? -另外,回撤不只是一个数字——最大回撤 -15% 但 3 个月恢复,和最大回撤 -10% 但 1 年没恢复,哪个更痛苦? +另外,回撤不只是一个数字。最大回撤 -15% 但 3 个月恢复,和最大回撤 -10% 但 1 年没恢复,哪个更痛苦? ### 动手实验 3:月度分布 + 回撤深度 -我们一起把这份 spec 写出来。这次重点看两件新东西:**视觉契约要写到颜色与子图布局**、以及**关键阈值(包括看似微小的 -0.001)必须显式**。 +我们一起把这份 spec 写出来。这次重点看两件新东西:**图表约定要写到颜色与子图布局**,以及**关键阈值(包括看似微小的 -0.001)必须显式**。 -#### 起草上下文 + 任务 +#### 第一、二段:上下文和任务描述 接续 spec-02 的发现:胜率全时段都差不多,但 2021 年有人亏 10% 有人赚 3%。这一份 spec 把“为什么差距这么大”拆开看: -> **上下文**:notebook 里已有四策略 vs 基准的整体对比、逐年拆解、TopNRanking 在反复波动市场中的结构性弱点。 +> **上下文**:notebook 里已有四个策略和基准的整体对比、逐年拆解、TopNRanking 在反复波动市场中的结构性弱点。 > -> **任务**:分析月度收益分布和历史回撤事件——同样赚钱的策略,赚法可能完全不同。 +> **任务描述**:分析月度收益分布和历史回撤事件。同样赚钱的策略,赚法可能完全不同。 -#### 起草要求:阈值显式 + 视觉契约 +#### 第三段:任务要求 -第一组要求做月度分布。第二组做回撤事件——**回撤事件的“什么算事件”阈值是这份 spec 最容易被遗漏的精度点**: +第一组要求做月度分布。第二组做回撤事件。回撤事件的“什么算事件”阈值,是这份 spec 最容易被遗漏的精度点。 -> **要求**: +> **任务要求**: > > 1. 用 oxq `RunResult` 的月度收益(`monthly_returns()`)和回撤序列(`drawdown_series()`)做收益结构分析 > 2. 月度分布分析(四策略):胜率、平均盈利月、平均亏损月、盈亏比、盈亏因子、最长连赢/连亏(**月收益 = 0 算亏损**) > 3. 打印月度统计对比表 + 画月度收益分布直方图(figsize 14×8,2×2 子图,20 bins,x=0 处红色虚线) -> 4. 回撤深度分析——识别每次回撤事件,**阈值锁定 `THRESHOLD = -0.001`**(即跌幅 ≥ 0.1% 才算事件,避开数值噪声生成假事件):起点 = dd 跌穿阈值的那天,恢复 = dd 反弹回阈值之上的那天,未恢复则标“—” +> 4. 回撤深度分析:识别每次回撤事件,阈值锁定 `THRESHOLD = -0.001`(即跌幅 ≥ 0.1% 才算事件,避开数值噪声生成假事件):起点 = dd 跌穿阈值的那天,恢复 = dd 反弹回阈值之上的那天,未恢复则标“—” > 5. 打印每个策略前 5 大回撤事件 + 回撤汇总 > 6. 画水下曲线(figsize 14×10,4 子图垂直,**与 spec-01 同色继承**:EW=#4472C4 / RP=#ED7D31 / TNR=#70AD47 / RP+止损=#FFC000) -> 7. 拆解 TopNRanking 2021 年月度——证明胜率 50% 但盈亏比 0.47 的“胜率陷阱” +> 7. 拆解 TopNRanking 2021 年月度,说明为什么胜率 50% 但盈亏比 0.47 仍然会亏钱 -> 📌 **要点**:**视觉契约的“阈值”包括看不见的数字**。回撤事件的 `THRESHOLD = -0.001` 看似微不足道,但它直接决定有多少行进表——`-0.001` 可能给你 50 个事件,`-0.01` 可能只剩 10 个。spec 不锁阈值,AI 选不同值得出完全不同的“前 5 大回撤”,学员两次跑结果对不上账,根本不知道差在哪。**任何“看起来微小”的阈值都是 spec 必写项**。 +> 📌 **要点**:图表和事件识别里的“阈值”包括看不见的数字。回撤事件的 `THRESHOLD = -0.001` 看似微不足道,但它直接决定有多少行进表。`-0.001` 可能给你 50 个事件,`-0.01` 可能只剩 10 个。spec 不锁阈值,AI 选不同值就会得出完全不同的“前 5 大回撤”,读者两次跑结果对不上,根本不知道差在哪。任何“看起来微小”的阈值,都应该写进 spec。 -> 📌 **要点**:**跨 spec 颜色继承**。spec-01 的净值曲线用了 4 个颜色,spec-03 的水下曲线必须沿用——否则学员从“绿色 = TNR 净值线”到“水下曲线全是蓝色”,无法联结哪条是 TNR。q5 章一开始就锁的“视觉编码”(颜色、figsize、布局)要在每份后续 spec 显式继承,不能假设 AI 会自动记住。 +> 📌 **要点**:跨 spec 的颜色要继承。spec-01 的净值曲线用了 4 个颜色,spec-03 的水下曲线也要沿用。否则读者刚记住“绿色 = TNR 净值线”,下一张图又变成全蓝色,就很难对应。第 5 章一开始锁定的图表约定(颜色、figsize、布局),要在每份后续 spec 显式继承,不能假设 AI 会自动记住。 -#### 起草结果呈现 +#### 第四段:验收标准 -> **结果呈现**:月度统计表(4 行)+ 月度直方图(2×2)+ TopNRanking 2021 年逐月明细 + 四策略 2021 月度对比 + 前 5 大回撤事件表 + 回撤汇总表 + 水下曲线图(4 子图)+ 分析文字(**根据实际数据动态描述方向**) +> **验收标准**:月度统计表(4 行)+ 月度直方图(2×2)+ TopNRanking 2021 年逐月明细 + 四策略 2021 月度对比 + 前 5 大回撤事件表 + 回撤汇总表 + 水下曲线图(4 子图)+ 分析文字(根据实际数据动态描述方向) -完整 spec 在 [`specs/spec-03-return-distribution-and-drawdown.md`](https://github.com/xingwudao/xquant-learning/blob/main/q5-how-to-validate/specs/spec-03-return-distribution-and-drawdown.md)——复制给 AI,弹窗选「允许」。 +完整示例 spec 在配套仓库的 [`q5-how-to-validate/specs/spec-03-return-distribution-and-drawdown.md`](https://github.com/xingwudao/xquant-learning/blob/main/q5-how-to-validate/specs/spec-03-return-distribution-and-drawdown.md)。参考它确认自己的 spec 后,再复制给 AI,按提示允许执行。 -AI 助手执行完毕后,你的 notebook 里应该出现了月度统计表、分布直方图、2021 年胜率陷阱分析、回撤事件表和水下曲线图。 +AI 执行完毕后,你的 notebook 里应该出现月度统计表、分布直方图、2021 年胜率陷阱分析、回撤事件表和水下曲线图。 -这个实验做了什么?从两个维度拆解“怎么赚的钱”。第一个维度是月度收益分布——把每个策略的日收益按月汇总,统计胜率(赚钱月占比)、盈亏比(平均赚多少 vs 平均亏多少)、最长连赢/连亏月数等。还专门拆解了 TopNRanking 2021 年的逐月明细,和其他三个策略对比同年的胜率和盈亏比,解释为什么胜率差不多、结局却完全不同。第二个维度是回撤深度——识别每次从高点下跌到恢复的完整事件,记录深度、下跌天数、恢复天数,画出水下曲线。 +这个实验做了什么?从两个维度拆解“怎么赚的钱”。第一个维度是月度收益分布:把每个策略的日收益按月汇总,统计胜率(赚钱月占比)、盈亏比(平均赚多少、平均亏多少)、最长连赢/连亏月数等。还专门拆解了 TopNRanking 2021 年的逐月明细,和其他三个策略对比同年的胜率和盈亏比,解释为什么胜率差不多、结局却完全不同。第二个维度是回撤深度:识别每次从高点下跌到恢复的完整事件,记录深度、下跌天数、恢复天数,画出水下曲线。 内容比较多,我们分两个维度来看。 @@ -344,9 +342,9 @@ AI 助手执行完毕后,你的 notebook 里应该出现了月度统计表、 ![月度收益分布](images/q5-how-to-validate/03-monthly-return-distribution.png) -乍一看,四个策略的胜率都差不多——62% 左右。但 Step 2 告诉我们 TopNRanking 在 2021 年亏了 10%,而其他策略同年都是正收益。胜率差不多,为什么结局完全不同?拆解 2021 年的月度数据就能看清原因。 +乍一看,四个策略的胜率都差不多,都是 62% 左右。但第 2 个实验告诉我们,TopNRanking 在 2021 年亏了 10%,而其他策略同年都是正收益。胜率差不多,为什么结局完全不同?拆解 2021 年的月度数据就能看清原因。 -**拆解 TopNRanking 2021 年——胜率的陷阱** +**拆解 TopNRanking 2021 年:胜率的陷阱** TopNRanking 在 2021 年的逐月收益如表 5-9 所示。 @@ -378,15 +376,15 @@ TopNRanking 在 2021 年的逐月收益如表 5-9 所示。 | TopNRanking | 50% | 1.46% | -3.14% | 0.47 | -10.09% | | RP+止损5% | 58% | 1.77% | -1.82% | 0.97 | 3.04% | -看上面的 2021 年对比——TopNRanking 的胜率 50%,跟 EqualWeight 一样。但它赚的月份平均只赚 1.46%,亏的月份平均亏 3.14%,盈亏比只有 0.47。翻译一下:赚的时候赚得少,亏的时候亏得狠。结果:虽然一半的月份赚钱,但亏损月把所有利润全吃掉还倒贴了,全年 -10.09%。 +看上面的 2021 年对比。TopNRanking 的胜率 50%,跟 EqualWeight 一样。但它赚的月份平均只赚 1.46%,亏的月份平均亏 3.14%,盈亏比只有 0.47。翻译一下:赚的时候赚得少,亏的时候亏得多。结果是,虽然一半的月份赚钱,但亏损月把所有利润全吃掉还倒贴了,全年 -10.09%。 -同年的 EqualWeight 胜率也是 50%,但盈亏比 1.48——赚的月份平均赚 2.03%,亏的月份平均只亏 1.37%。同样的胜率,完全不同的结局。 +同年的 EqualWeight 胜率也是 50%,但盈亏比 1.48。赚的月份平均赚 2.03%,亏的月份平均只亏 1.37%。同样的胜率,完全不同的结局。 -这就是 **胜率的陷阱** —— 大多数人天然觉得“赢的次数越多越好”,但胜率本身意义不大。胜率 90%,每次赚 1 元;亏的那 10% 每次亏 20 元。10 次交易赚 9 元、亏 20 元,净亏 11 元。高胜率,亏钱。 +这就是**胜率的陷阱**:大多数人天然觉得“赢的次数越多越好”,但胜率本身意义不大。胜率 90%,每次赚 1 元;亏的那 10% 每次亏 20 元。10 次交易赚 9 元、亏 20 元,净亏 11 元。高胜率,也可能亏钱。 -真正决定收益的是 **盈亏比(Win/Loss Ratio)** —— 平均每次赚多少除以平均每次亏多少。优秀策略的秘诀是“小亏大赚”:用止损果断控制亏损幅度(小亏),赶上趋势时让利润奔跑(大赚)。追求高胜率,往往是捡了芝麻丢了西瓜。 +真正决定收益的是**盈亏比(Win/Loss Ratio)**:平均每次赚多少除以平均每次亏多少。优秀策略的关键是“小亏大赚”:亏的时候尽量控制亏损幅度,赚的时候让利润继续增长。只追求高胜率,可能会忽略亏损幅度。 -**盈亏因子(Profit Factor)** —— 总盈利除以总亏损的绝对值。大于 1 说明赚的比亏的多,大于 2 算优秀。四个策略的盈亏因子都在 2.7-3.1 之间,都算优秀。但注意这是全时段的数字——拆到具体年份(比如 2021),TopNRanking 的盈亏因子会远低于 1。 +**盈亏因子(Profit Factor)**:总盈利除以总亏损的绝对值。大于 1 说明赚的比亏的多,大于 2 通常已经不错。四个策略的盈亏因子都在 2.7 到 3.1 之间,整体看都不错。但注意,这是全时段的数字。拆到具体年份,比如 2021 年,TopNRanking 的盈亏因子会远低于 1。 **维度二:回撤深度** @@ -404,7 +402,7 @@ EqualWeight 的前 5 大回撤事件如表 5-11 所示。 | 4 | 2026-01-30 | 2026-02-02 | 未恢复 | -7.95% | 3 | — | | 5 | 2024-07-18 | 2024-08-05 | 2024-09-26 | -7.82% | 18 | 52 | -最大回撤: -16.86% / 平均恢复: 17天 / 最长恢复: 251天 +最大回撤:-16.86% / 平均恢复:17 天 / 最长恢复:251 天 RiskParity 的前 5 大回撤事件如表 5-12 所示。 @@ -418,7 +416,7 @@ RiskParity 的前 5 大回撤事件如表 5-12 所示。 | 4 | 2026-01-30 | 2026-02-02 | 未恢复 | -6.02% | 3 | — | | 5 | 2024-07-19 | 2024-08-05 | 2024-09-26 | -5.94% | 17 | 52 | -最大回撤: -12.81% / 平均恢复: 15天 / 最长恢复: 203天 +最大回撤:-12.81% / 平均恢复:15 天 / 最长恢复:203 天 TopNRanking 的前 5 大回撤事件如表 5-13 所示。 @@ -432,7 +430,7 @@ TopNRanking 的前 5 大回撤事件如表 5-13 所示。 | 4 | 2023-07-20 | 2023-12-05 | 2024-02-23 | -9.34% | 138 | 80 | | 5 | 2025-04-23 | 2025-04-28 | 2025-06-30 | -6.48% | 5 | 63 | -最大回撤: -17.77% / 平均恢复: 14天 / 最长恢复: 292天 +最大回撤:-17.77% / 平均恢复:14 天 / 最长恢复:292 天 RP+止损5% 的前 5 大回撤事件如表 5-14 所示。 @@ -446,7 +444,7 @@ RP+止损5% 的前 5 大回撤事件如表 5-14 所示。 | 4 | 2024-07-19 | 2024-08-05 | 2024-09-26 | -5.94% | 17 | 52 | | 5 | 2025-02-20 | 2025-04-07 | 2025-04-11 | -5.57% | 46 | 4 | -最大回撤: -13.07% / 平均恢复: 13天 / 最长恢复: 210天 +最大回撤:-13.07% / 平均恢复:13 天 / 最长恢复:210 天 四个策略的水下曲线如图 5-4 所示,可以直观看到“在水下度过的时间”。 @@ -454,84 +452,80 @@ RP+止损5% 的前 5 大回撤事件如表 5-14 所示。 ### 结果解读 -收益结构揭示了“怎么赚的钱”——两个关键维度。 +收益结构揭示了“怎么赚的钱”,这里有两个关键维度。 -**胜率是陷阱,盈亏比才是关键。** 四个策略全时段的胜率都在 62% 左右,看不出差别。但拆到 2021 年,TopNRanking 的盈亏比只有 0.47——每赚 1 块钱,对应要亏 2 块多。同年 EqualWeight 盈亏比 1.48,赚的月份能覆盖亏的月份。同样的胜率,截然不同的结局。真正决定收益的不是赢的次数,而是赢的时候赚多少。 +**胜率是陷阱,盈亏比才是关键。** 四个策略全时段的胜率都在 62% 左右,看不出差别。但拆到 2021 年,TopNRanking 的盈亏比只有 0.47。每赚 1 块钱,对应要亏 2 块多。同年 EqualWeight 盈亏比 1.48,赚的月份能覆盖亏的月份。同样的胜率,截然不同的结局。真正决定收益的不是赢的次数,而是赢的时候赚多少、亏的时候亏多少。 -**回撤不只是深度,还有恢复时间。** TopNRanking 的最大回撤 -17.77%,从 2021 年 2 月开始下跌,直到 2023 年 3 月才恢复——整整两年在“水下”。RiskParity 最大回撤 -12.81%,恢复用了 203 天。RP+止损5% 最大回撤 -13.07%,恢复用了 210 天。 +**回撤不只是深度,还有恢复时间。** TopNRanking 的最大回撤 -17.77%,从 2021 年 2 月开始下跌,直到 2023 年 3 月才恢复,整整两年都没有回到前高。RiskParity 最大回撤 -12.81%,恢复用了 203 天。RP+止损5% 最大回撤 -13.07%,恢复用了 210 天。 -**水下曲线(Underwater Curve)** —— 每天距离历史最高点跌了多少。它直观展示一个残酷的事实:你有多少时间是在“还没回本”的状态中度过的。回撤不只是一个数字——它是一段煎熬。深度和恢复时间同样重要。 +**水下曲线(Underwater Curve)**:每天距离历史最高点跌了多少。它直观展示一个残酷的事实:你有多少时间是在“还没回本”的状态中度过的。回撤不只是一个数字,它是一段真实的持有体验。深度和恢复时间同样重要。 -**回撤恢复时间** —— 从最低点爬回前高需要多久。回撤 -15% 但 3 个月恢复,vs 回撤 -10% 但 1 年没恢复——后者对实际持有体验的伤害更大。比起回撤深度,恢复时间更影响你能不能拿得住。 +**回撤恢复时间**:从最低点爬回前高需要多久。回撤 -15% 但 3 个月恢复,和回撤 -10% 但 1 年没恢复相比,后者对实际持有体验的伤害可能更大。比起回撤深度,恢复时间更影响你能不能拿得住。 **数据说了算:赚钱的方式和赚钱一样重要。** 别被高胜率迷惑,关注盈亏比;别只看回撤深度,还要看恢复时间。 -评估够全面了吗?其实还有一个隐藏问题——你用的参数(动量窗口 20 天、波动率窗口 20 天、止损阈值 5%)是回测出来的“最优值”。但如果把 20 天前后扰动一下,比如改成 15 天或 25 天,结果还差不多吗?如果稍微一动就天差地别,那这个“最优”在未来的数据上恐怕也靠不住。 +评估够全面了吗?其实还有一个隐藏问题:你用的参数(动量窗口 20 天、波动率窗口 20 天、止损阈值 5%)是在历史数据里选出来的。但如果把 20 天前后扰动一下,比如改成 15 天或 25 天,结果还差不多吗?如果稍微一动就差很多,那这个“最优”在未来的数据上恐怕也靠不住。 --- -## 5.4 参数动一动,崩不崩? +## 5.4 参数动一动,结果还稳吗? -前面三步的评估都基于特定参数——动量窗口 20 天、波动率窗口 20 天、止损阈值 5%。这些参数是回测跑出来的,在历史数据上表现最好。 +前面三个实验的评估都基于特定参数:动量窗口 20 天、波动率窗口 20 天、止损阈值 5%。这些参数是在历史数据里选出来的,至少在这段数据上表现不错。 -但问题是:在最优参数附近前后扰动一下——比如动量窗口从 20 天改成 15 天或 25 天——结果是差不多,还是会差很多?如果附近的参数表现都还行,说明这个”最优”是真的稳;如果稍微一动夏普就从 1.27 跌到 0.85,那历史上的”最优”很可能在未来数据上不再最优。 +但问题是:在最优参数附近前后扰动一下,比如动量窗口从 20 天改成 15 天或 25 天,结果是差不多,还是会差很多?如果附近的参数表现都还行,说明这个“最优”相对稳定;如果稍微一动,简化夏普就从 1.27 跌到 0.85,那历史上的“最优”很可能在未来数据上不再最优。 直觉告诉我们:找到最优参数就行了。真的吗? ### 动手实验 4:参数敏感性扫描 -我们一起把这份 spec 写出来。这次重点看两件新东西:**与 q1/spec-06 同样的扫描技术、不同的教学目的**——必须显式区分;以及**“高原 vs 山峰”的视觉对比要靠 y 轴统一来呈现**。 +我们一起把这份 spec 写出来。这次重点看两件新东西:同样是参数扫描,这次目的不同;要让“高原型”和“山峰型”的视觉对比成立,y 轴范围必须统一。 -#### 起草上下文 + 任务 +#### 第一、二段:上下文和任务描述 -学员第二次见到参数扫描——上次是第一章用来“找最优参数”,这次是用来“判稳健”。这种“老技术新目的”必须在上下文段就讲清楚,否则学员会困惑为什么又来一次: +这是读者第二次见到参数扫描。上次在第 1 章,是用来“找最优参数”;这次在第 5 章,是用来“判断结果是否稳定”。同样的技术,不同的目的。这个区别必须在上下文段就讲清楚,否则读者会困惑为什么又来一次: > **上下文**:notebook 里已有四策略的整体指标、逐年收益、月度分布、回撤分析。所有分析都基于特定参数(period=20, freq=10, threshold=0.05)。 > > 当前问题:如果参数稍微变一下,结论还成立吗? > -> **注意**:这里的参数扫描和第一章 spec-06 不同—— -> - 第一章是“用扫描找最优参数”(目的:挑值) -> - 本章是“用扫描判稳健性”(目的:判形状) +> **注意**:这里的参数扫描和第 1 章 spec-06 不同。第 1 章是“用扫描找最优参数”,目的是挑值;本章是“用扫描判稳健性”,目的是看形状。同样的技术,完全不同的目的。本章不是要找出比 20 更好的窗口,而是要判断“在 20 附近的所有值,结果是不是都差不多”。 > -> 同样的技术,完全不同的目的。本章不是要找出比 20 更好的窗口,而是要判断“在 20 附近的所有值,结果是不是都差不多”。 -> -> **任务**:扫描 RiskParity 波动率窗口、TopNRanking 动量窗口、止损阈值三个维度,对比“高原型”和“山峰型”。 +> **任务描述**:扫描 RiskParity 波动率窗口、TopNRanking 动量窗口、止损阈值三个维度,对比“高原型”和“山峰型”。 -> 📌 **要点**:**同方法不同目的,必须在 spec 里显式区分**。参数扫描在第一章是过拟合的诱因(找漂亮数字),在第五章是过拟合的解药(看是不是高原)。如果 spec 不点名“这次不是为了找最优”,学员会以为“哦又是一次找最优”,下一章 q6 讲过拟合时就接不上。**工具的语义会随章节变化——spec 必须写出当前章节用它干什么**。 +> 📌 **要点**:同方法不同目的,必须在 spec 里显式区分。参数扫描在第 1 章是过拟合的诱因,因为它容易让你挑出漂亮数字;在第 5 章则是检查稳健性的方法,因为它用来观察附近参数是不是都差不多。如果 spec 不点名“这次不是为了找最优”,读者会以为又是一次找最优,下一章讲过拟合时就接不上。工具的意义会随章节变化,spec 必须写出当前章节用它干什么。 -#### 起草要求:扫描点设计 + 极差对比 +#### 第三段:任务要求 -> **要求**: +> **任务要求**: > > 1. RiskParity 波动率窗口扫描 `vol_period = [10, 15, 20, 25, 30, 40]`:中心 20 是 spec-01 选定值,左右对称展开 ±10/±15,加 40 看远端外推;不试 5(5 天太短无法稳定估计波动率) > 2. TopNRanking 动量窗口扫描 `mom_period = [10, 15, 20, 25, 30, 40]`(波动率窗口固定 20) > 3. 止损阈值扫描 `thresholds = [0.02, 0.03, 0.05, 0.07, 0.10, 0.15, 0.20]` + 无止损(共 8 行表,无止损作为最后一行,“止损阈值”列填“无”) -> 4. 计算每组的夏普比极差(max - min),打印对比 + 标注“高原型”(极差小)vs“山峰型”(极差大) -> 5. 画三子图折线(figsize 15×5,1×3 布局),**y 轴范围统一**——这样 RP 的“平”和 TNR 的“尖”才能立刻可见 +> 4. 计算每组的简化夏普极差(max - min),打印对比 + 标注“高原型”(极差小)和“山峰型”(极差大) +> 5. 画三子图折线(figsize 15×5,1×3 布局),y 轴范围统一,这样 RP 的“平”和 TNR 的“尖”才能立刻可见 > 6. 输出“山顶营地”隐喻:高原型像一片平坦的高原(站在哪都差不多高),山峰型像一座尖峰(偏一步就掉下去) -> 📌 **要点**:**参数列表的设计必须有可解释的对称性**。`[10, 15, 20, 25, 30, 40]` 不是随便挑——中心 20 是当前选定值,左右展开看附近,加远端 40 看外推。spec 不解释扫描点的来历,学员仿写时只会傻乎乎地照抄数字,遇到自己的策略不知道该挑哪些值扫。 +> 📌 **要点**:参数列表的设计必须能解释。`[10, 15, 20, 25, 30, 40]` 不是随便挑。中心 20 是当前选定值,左右展开看附近,加远端 40 看外推。spec 不解释扫描点的来历,读者仿写时只会照抄数字,遇到自己的策略就不知道该挑哪些值扫。 -> 📌 **要点**:**y 轴统一是“高原 vs 山峰”对比的视觉钥匙**。三个子图各自缩放,看起来都“波动很大”(每个图都填满了画布);统一 ylim 后,RP 是平的、TNR 是尖的,视觉冲击力立现。**对比图必须共享坐标轴**——这是参数敏感性可视化的固定动作。 +> 📌 **要点**:y 轴统一,是“高原型”和“山峰型”对比能不能看出来的关键。三个子图如果各自缩放,看起来都会“波动很大”,因为每个图都填满了画布。统一 ylim 后,RP 是平的,TNR 是尖的,差异会立刻出现。参数敏感性对比图,坐标轴要尽量共享。 -#### 起草结果呈现 +#### 第四段:验收标准 -> **结果呈现**:RiskParity 波动率窗口表(6×5)+ TopNRanking 动量窗口表(6×5)+ 止损阈值表(8×5)+ 夏普比极差对比 + 折线敏感性图(1×3)+ 分析文字(**根据实际数据动态描述方向**),用“山顶营地”隐喻收束 +> **验收标准**:RiskParity 波动率窗口表(6×5)+ TopNRanking 动量窗口表(6×5)+ 止损阈值表(8×5)+ 简化夏普极差对比 + 折线敏感性图(1×3)+ 分析文字(根据实际数据动态描述方向),用“山顶营地”隐喻收束 -完整 spec 在 [`specs/spec-04-parameter-sensitivity.md`](https://github.com/xingwudao/xquant-learning/blob/main/q5-how-to-validate/specs/spec-04-parameter-sensitivity.md)——复制给 AI,弹窗选「允许」。 +完整示例 spec 在配套仓库的 [`q5-how-to-validate/specs/spec-04-parameter-sensitivity.md`](https://github.com/xingwudao/xquant-learning/blob/main/q5-how-to-validate/specs/spec-04-parameter-sensitivity.md)。参考它确认自己的 spec 后,再复制给 AI,按提示允许执行。 -AI 助手执行完毕后,你的 notebook 里应该出现了三组参数敏感性表和一张折线对比图。 +AI 执行完毕后,你的 notebook 里应该出现三组参数敏感性表和一张折线对比图。 -这个实验做了什么?分三组做参数扰动测试。第一组:保持其他参数不变,把 RiskParity 的波动率窗口从 10 天到 40 天逐个试一遍,看夏普比变化多大。第二组:对 TopNRanking 做同样的事,把动量窗口从 10 天到 40 天逐个试。第三组:固定 RiskParity 策略,把止损阈值从 2% 到 20% 逐个试(外加无止损对照)。然后算出每组的夏普比极差(最高减最低),判断策略是“高原型”(参数怎么调都差不多)还是“山峰型”(偏一点就掉到水里)。 +这个实验做了什么?分三组做参数扰动测试。第一组:保持其他参数不变,把 RiskParity 的波动率窗口从 10 天到 40 天逐个试一遍,看简化夏普变化多大。第二组:对 TopNRanking 做同样的事,把动量窗口从 10 天到 40 天逐个试。第三组:固定 RiskParity 策略,把止损阈值从 2% 到 20% 逐个试(外加无止损对照)。然后算出每组的简化夏普极差(最高减最低),判断策略是“高原型”(参数怎么调都差不多)还是“山峰型”(偏一点结果就明显变差)。 -**运行结果** +### 实验结果 RiskParity 波动率窗口扫描结果如表 5-15 所示。 **表 5-15 RiskParity 波动率窗口敏感性** -| 窗口(天) | 累计收益 | 夏普比 | 卡玛比 | 回撤 | +| 窗口(天) | 累计收益 | 简化夏普 | 卡玛比 | 回撤 | |----------|---------|--------|--------|------| | 10 | 104.32% | 1.33 | 1.13 | -12.80% | | 15 | 102.65% | 1.33 | 1.13 | -12.64% | @@ -540,13 +534,13 @@ RiskParity 波动率窗口扫描结果如表 5-15 所示。 | 30 | 109.29% | 1.39 | 1.10 | -13.49% | | 40 | 111.45% | 1.40 | 1.05 | -14.37% | -夏普比极差: 0.13 +简化夏普极差:0.13 TopNRanking 动量窗口扫描结果如表 5-16 所示。 **表 5-16 TopNRanking 动量窗口敏感性** -| 窗口(天) | 累计收益 | 夏普比 | 卡玛比 | 回撤 | +| 窗口(天) | 累计收益 | 简化夏普 | 卡玛比 | 回撤 | |----------|---------|--------|--------|------| | 10 | 104.21% | 1.00 | 0.72 | -19.91% | | 15 | 83.31% | 0.85 | 0.73 | -16.78% | @@ -555,13 +549,13 @@ TopNRanking 动量窗口扫描结果如表 5-16 所示。 | 30 | 105.42% | 1.02 | 0.87 | -16.64% | | 40 | 101.54% | 1.00 | 0.74 | -19.03% | -夏普比极差: 0.42 +简化夏普极差:0.42 -止损阈值的扫描结果如表 5-17 所示(基于 RiskParity 策略,调仓频率 10 天)。 +止损阈值的扫描结果如表 5-17 所示(基于 RiskParity 策略,再平衡频率 10 天)。 **表 5-17 止损阈值敏感性** -| 止损阈值 | 累计收益 | 夏普比 | 最大回撤 | 交易次数 | +| 止损阈值 | 累计收益 | 简化夏普 | 最大回撤 | 交易次数 | |---------|---------|--------|---------|---------| | 2% | 125.87% | 1.63 | -9.65% | 402 | | 3% | 118.80% | 1.56 | -11.62% | 394 | @@ -572,19 +566,19 @@ TopNRanking 动量窗口扫描结果如表 5-16 所示。 | 20% | 97.04% | 1.29 | -13.23% | 370 | | 无止损 | 98.01% | 1.29 | -12.81% | 369 | -夏普比极差: 0.35 +简化夏普极差:0.35 -三组参数的夏普比极差汇总如表 5-18 所示。 +三组参数的简化夏普极差汇总如表 5-18 所示。 **表 5-18 参数敏感性极差对比** -| 参数组 | 夏普比极差 | 类型 | +| 参数组 | 简化夏普极差 | 类型 | |--------|----------|------| | RiskParity | 0.13 | 高原型(参数不敏感) | | TopNRanking | 0.42 | 山峰型(参数敏感) | | 止损阈值 | 0.35 | 山峰型(参数敏感) | -三组参数的夏普比折线对比如图 5-5 所示。 +三组参数的简化夏普折线对比如图 5-5 所示。 ![参数敏感性对比](images/q5-how-to-validate/05-parameter-sensitivity.png) @@ -592,36 +586,36 @@ TopNRanking 动量窗口扫描结果如表 5-16 所示。 最后一个认知升级:**好策略不怕参数变。** -**参数敏感性(Parameter Sensitivity)** —— 改一个参数值,策略表现变化有多大。这是策略体检中不可或缺的一项。 +**参数敏感性(Parameter Sensitivity)**:改一个参数值,策略表现变化有多大。这是策略体检中不可或缺的一项。 -看 RiskParity:波动率窗口从 10 天调到 40 天,夏普比在 1.28-1.40 之间,极差只有 0.13。不管你选哪个窗口,结果都差不多。这叫 **高原型(Plateau)** —— 像一片平坦的高原,站在哪里都差不多高。 +看 RiskParity:波动率窗口从 10 天调到 40 天,简化夏普在 1.28 到 1.40 之间,极差只有 0.13。不管你选哪个窗口,结果都差不多。这叫**高原型(Plateau)**:像一片平坦的高原,站在哪里都差不多高。 -再看 TopNRanking:动量窗口从 10 天调到 40 天,夏普比在 0.85-1.27 之间,极差 0.42——是 RiskParity 的 3 倍多。窗口选 20 天时夏普 1.27,选 15 天时只有 0.85,掉了 1/3。这叫 **山峰型(Peak)** —— 像一座尖峰,只有山尖上最高,稍微偏一步就掉下去。 +再看 TopNRanking:动量窗口从 10 天调到 40 天,简化夏普在 0.85 到 1.27 之间,极差 0.42,是 RiskParity 的 3 倍多。窗口选 20 天时简化夏普 1.27,选 15 天时只有 0.85,掉了 1/3。这叫**山峰型(Peak)**:像一座尖峰,只有山尖上最高,稍微偏一步就掉下去。 -想象你在山上找营地。高原型策略像一片平坦的高原——站在哪里都差不多高。山峰型策略像一座尖峰——只有山尖上最高,稍微偏一步就掉下去。你选哪个? +想象你在山上找营地。高原型策略像一片平坦的高原,站在哪里都差不多高。山峰型策略像一座尖峰,只有山尖上最高,稍微偏一步就掉下去。你选哪个? -**好策略不依赖某个”魔法参数”。** 如果换一个参数值夏普就**从 1.27 跌到 0.85**(掉了 1/3),说明你可能只是运气好选对了那个值。RiskParity 的有效性来自底层逻辑——“波动大的少买”,不管你用 10 天还是 40 天窗口来衡量波动,排序关系不会剧变。TopNRanking 的高收益则部分依赖于”恰好选对了参数 20”。 +**好策略不应该依赖某一个特殊参数。** 如果换一个参数值,简化夏普就从 1.27 跌到 0.85(掉了 1/3),说明你可能只是运气好选对了那个值。RiskParity 的有效性来自基本逻辑:“波动大的少买”。不管你用 10 天还是 40 天窗口来衡量波动,排序关系不会剧烈变化。TopNRanking 的高收益则部分依赖于“恰好选对了参数 20”。 -这也呼应了 Step 2 的发现:TopNRanking 在某些年份负收益、对参数敏感,它的高收益可能有运气成分。RiskParity 虽然收益不如 TopNRanking 高,但参数稳健、年度一致性好——这才是更可靠的策略。 +这也呼应了第 2 个实验的发现:TopNRanking 在某些年份负收益、对参数敏感,它的高收益可能有运气成分。RiskParity 虽然收益不如 TopNRanking 高,但参数更稳、年度一致性更好,这才是更可靠的策略。 -**选策略就像选营地——要选高原,不选尖峰。** +**选策略就像选营地:要选高原,不选尖峰。** -回头看:还记得第一章末尾你亲眼看到的那次“参数扫描里冠军在样本外掉到了水下”吗?那就是山峰型在参数 + 时间两个维度上同时露出的脸——你当时亲手撞了一次墙,从此对回测多一份警觉。 +回头看:还记得第 1 章末尾你亲眼看到的那次“参数扫描里冠军在样本外掉到了水下”吗?那就是山峰型在参数和时间两个维度上同时暴露的问题。你当时亲手看到一次漂亮回测失效,从此对回测多一份警觉。 -**这一章的高原型 vs 山峰型,正是“做要规则、看要指标、还要怀疑你的指标”这句口号里“看 → 疑”的桥梁——下一章你会把“疑”练成主线。** +**这一章的高原型和山峰型,是从“看”走向“疑”的桥梁。下一章,你会专门训练“疑”:检查回测本身是否可信。** --- ## 5.5 回头看:你刚才做了什么? -**这一节是“看”的操作流程总图——把四步实验铺成你以后每次接到一份回测都能照着走的检查路径。** 四步实验,一张完整的“策略体检地图”: +这一节是“看”的操作流程总图,把四个实验铺成一条以后可以复用的检查路径: -- **Step 1: 跟什么比?** -- 基准 + Alpha(超额收益)+ 多维指标(夏普比/卡玛比/索提诺比) -- **Step 2: 每年都有收益吗?** -- 分段检验 + 策略类型弱点(动量滞后性) -- **Step 3: 收益结构什么样?** -- 胜率陷阱/盈亏比/盈亏因子 + 回撤深度/恢复时间 -- **Step 4: 参数动一动?** -- 参数敏感性 + 高原型 vs 山峰型 +- **第 1 个实验:跟什么比?** 基准 + 相对基准收益差 + 多维指标(简化夏普 / 卡玛比 / 索提诺比) +- **第 2 个实验:每年都有收益吗?** 分段检验 + 策略类型弱点(动量滞后性) +- **第 3 个实验:收益结构什么样?** 胜率陷阱 / 盈亏比 / 盈亏因子 + 回撤深度 / 恢复时间 +- **第 4 个实验:参数动一动,结果还稳吗?** 参数敏感性 + 高原型和山峰型 -从今以后,拿到任何策略的回测结果,你都可以用这四步做一次“全面体检”,五个维度的体检问题如表 5-19 所示。 +从今以后,拿到任何策略的回测结果,你都可以用这四步做一次“全面体检”。这四步会拆出五个具体检查问题,如表 5-19 所示。 **表 5-19 策略体检维度速查** @@ -633,18 +627,19 @@ TopNRanking 动量窗口扫描结果如表 5-16 所示。 | 回撤 | 最坏到什么程度? | | 参数 | 参数改了还行吗? | -**从“看收益率”到“全面体检”——这是本章最重要的认知升级。** +**从“看收益率”到“全面体检”,这是本章最重要的认知升级。** -### 四个最容易让你“被自己骗”的陷阱 +### 五个最容易让你“被自己骗”的陷阱 -每个维度对应一种最容易踩的陷阱——它们各有不同名字,但本质都是“指标好看,结果不靠谱”。下次别人(或者你自己)拿一份“漂亮”的回测来,先用这四个 lens 扫一遍: +每个维度对应一种最容易踩的陷阱。它们各有不同名字,但本质都是“指标好看,结果不靠谱”。下次别人(或者你自己)拿一份“漂亮”的回测来,先用这五个视角扫一遍: -1. **基准陷阱**——只看年化收益,没和“什么都不做”对比。EqualWeight 累计 84% 看着还行,等权买入持有同期 95%——你忙了半天反而落后。 -2. **整体陷阱**——只看多年累计,掩盖了某些年份的大亏。TopNRanking 累计第一,但 2021 年是唯一亏钱的策略(-10.09%),其他三个策略同期都是正收益——普通人在那年就放弃了。 -3. **胜率陷阱**——胜率 90% 不等于赚钱。一次大亏可以抹平十次小赚,真正决定结果的是盈亏比和盈亏因子。 -4. **山峰陷阱**——某个参数最优,稍微一偏夏普就掉一大截。这往往不是规律,是巧合——和第一章末尾你撞上的那堵墙是同一种东西。 +1. **基准陷阱**:只看年化收益,没和“什么都不做”对比。EqualWeight 累计 84% 看着还行,等权买入持有同期 95%,你忙了半天反而落后。 +2. **整体陷阱**:只看多年累计,掩盖了某些年份的大亏。TopNRanking 累计第一,但 2021 年是唯一亏钱的策略(-10.09%),其他三个策略同期都是正收益,普通人在那年可能就放弃了。 +3. **胜率陷阱**:胜率 90% 不等于赚钱。一次大亏可以抹平十次小赚,真正决定结果的是盈亏比和盈亏因子。 +4. **回撤陷阱**:只看最大回撤深度,不看恢复时间。跌 15% 但 3 个月恢复,和跌 10% 但 1 年不恢复,持有体验完全不同。 +5. **山峰陷阱**:某个参数最优,稍微一偏简化夏普就掉一大截。这往往不是规律,是巧合,和第 1 章末尾那次样本外失效是同一种问题。 -**四个陷阱合起来,就是“看要指标”这一层在跟你强调的事——指标越多越好;但每个指标只看一面,你得把四面合起来看,才能少被自己骗。** +五个陷阱合起来,就是本章反复强调的事:不是指标越多越好,而是每个指标只看一面。你得把几面合起来看,才能少被自己骗。 --- @@ -652,96 +647,84 @@ TopNRanking 动量窗口扫描结果如表 5-16 所示。 ### 策略进化路径 -**第四章产出:RiskParity + 止损 + 三个对比策略** +**第 4 章产出:风险平价 + 止损 + 三个对比策略** -- Step 1: 跟基准比 -- 不是所有策略都跑赢了“什么都不做” -- Step 2: 逐年拆 -- 某些年份亏损,动量策略有结构性弱点 -- Step 3: 看分布 -- 胜率是陷阱,盈亏比才是关键 -- Step 4: 动参数 -- 高原型稳,山峰型脆 +- 第 1 个实验:跟基准比,不是所有策略都跑赢了“什么都不做” +- 第 2 个实验:逐年拆,某些年份亏损,动量策略有结构性弱点 +- 第 3 个实验:看分布,胜率是陷阱,盈亏比才是关键 +- 第 4 个实验:动参数,高原型稳,山峰型脆 -**第五章产出:完整的策略评估方法论 + “体检清单”** +**第 5 章产出:完整的策略评估方法 + “体检清单”** ### 概念速查表 本章涉及的核心概念汇总如表 5-20 所示,方便随时回查。 -**表 5-20 第五章核心概念速查** +**表 5-20 第 5 章核心概念速查** | 概念 | 含义 | 类比 | |------|------|------| -| 基准(Benchmark) | 用来做比较的参照物——“什么都不做”时你能赚多少 | 考试的“及格线” | -| 超额收益 / Alpha | 策略收益减去基准收益——超出及格线的部分才是你的本事 | 第一章电梯/楼梯类比,本章放回“基准之后才能算”的语境 | +| 基准(Benchmark) | 用来做比较的参照物,“什么都不做”时你能赚多少 | 考试的“及格线” | +| 相对基准收益差 | 策略收益减去基准收益 | 比及格线高多少或低多少 | | 卡玛比(Calmar) | 年化收益 / 最大回撤 | 每承受 1% 最大回撤换多少收益 | | 索提诺比(Sortino) | 只用下行波动率做分母 | 上涨波动不算风险 | | 分段检验 | 把回测按年份拆开 | 整体及格不等于每科都及格 | -| 动量滞后性 | 动量指标基于“过去涨了多少” | 后视镜——过去涨不代表未来继续涨 | +| 动量滞后性 | 动量指标基于“过去涨了多少” | 后视镜,过去涨不代表未来继续涨 | | 胜率的陷阱 | 胜率本身意义不大 | 胜率 90% 也可能亏钱 | | 盈亏比(Win/Loss Ratio) | 平均盈利 / 平均亏损 | 真正决定收益的指标 | | 盈亏因子(Profit Factor) | 总盈利 / 总亏损 | 大于 1 赚钱,大于 2 优秀 | | 水下曲线(Underwater) | 每天距离历史最高点跌了多少 | “你在水下待了多久” | | 回撤恢复时间 | 从最低点爬回前高要多久 | 比深度更影响持有体验 | | 参数敏感性 | 改参数后结果变化多大 | 好策略不怕参数变 | -| 高原型 vs 山峰型 | 高原:参数怎么调都差不多。山峰:偏一点夏普极差大 | 找营地选高原不选尖峰 | +| 高原型和山峰型 | 高原:参数怎么调都差不多。山峰:偏一点简化夏普极差大 | 找营地选高原不选尖峰 | ### 本章核心认知 走完四步实验,沉淀下来的认知如表 5-21 所示。 -**表 5-21 第五章核心认知** +**表 5-21 第 5 章核心认知** | 认知 | 来源 | |------|------| -| “好不好”必须有参照物——基准 | Step 1 实验 | -| 跑赢基准的部分才是 Alpha——你的技能回报 | Step 1 实验 | -| 夏普比、卡玛比、索提诺比是三把不同的尺子 | Step 1 实验 | -| 整体指标可能掩盖年度亏损——分段检验 | Step 2 实验 | -| 动量策略在反复震荡的市场中有结构性弱点——滞后性 | Step 2 深挖 | -| 胜率是陷阱——真正决定收益的是盈亏比,优秀策略的秘诀是“小亏大赚” | Step 3 实验 | -| 回撤不只是深度,还有恢复时间——水下曲线 | Step 3 实验 | -| 好策略不怕参数变——高原型 >> 山峰型 | Step 4 实验 | +| “好不好”必须有参照物:基准 | 第 1 个实验 | +| 相对基准收益差告诉你有没有跑赢简单做法 | 第 1 个实验 | +| 简化夏普、卡玛比、索提诺比是三把不同的尺子 | 第 1 个实验 | +| 整体指标可能掩盖年度亏损:分段检验 | 第 2 个实验 | +| 动量策略在反复震荡的市场中有结构性弱点:滞后性 | 第 2 个实验 | +| 胜率是陷阱,真正决定收益的是盈亏比 | 第 3 个实验 | +| 回撤不只是深度,还有恢复时间:水下曲线 | 第 3 个实验 | +| 好策略不怕参数变:高原型优于山峰型 | 第 4 个实验 | | 先猜后验,数据说了算 | 贯穿全章 | ### 带走的问题 -- 体检工具给了你客观数据。但**回测本身可信吗?** 回测能调参数让收益翻倍——这是真的好,还是自欺欺人? → 第六章 -- 如果你在 2023 年跑回测发现某个策略 2021-2023 表现好,你怎么知道它 2024 年还会好? → 第六章 +- 体检工具给了你客观数据。但**回测本身可信吗?** 回测能调参数让收益翻倍,这是真的好,还是自欺欺人?这是第 6 章要回答的问题。 +- 如果你在 2023 年跑回测发现某个策略 2021-2023 表现好,你怎么知道它 2024 年还会好?这也是第 6 章要回答的问题。 -带着这两个问题进入下一章——它们正是本书口号“**做要规则、看要指标、还要怀疑你的指标**”中“**疑**”那一步要训练的核心。这一章你已经把“看”练了一遍,下一章我们专门把“疑”练成主线。 +带着这两个问题进入下一章。它们正是“疑”这个环节要训练的核心。这一章你已经把“看”练了一遍,下一章我们专门把“疑”练成主线。 -> 本章所有代码的可运行版本见 `notebooks/q5-how-to-validate.ipynb` +> 本章所有代码的可运行版本见配套仓库的 [`q5-how-to-validate/notebooks/q5-how-to-validate.ipynb`](https://github.com/xingwudao/xquant-learning/blob/main/q5-how-to-validate/notebooks/q5-how-to-validate.ipynb) --- ## 拓展阅读 -本章正文聚焦“四步策略体检”。下面三段是动手之前可以省略的视野铺垫——读完正文回头看,你会更清楚指标背后的量化惯例。 +本章正文聚焦“四步策略体检”。下面三段是主线之外的补充,读完正文后再看更容易吸收。 ### 为什么“年化”用 252 这个数字 -正文反复说“年化收益率”、“年化波动率”——背后都隐含一个换算系数:**252**。 +正文反复说“年化收益率”、“年化波动率”,背后都隐含一个换算系数:**252**。 -A 股一年大约 250-252 个交易日(节假日不开盘),美股 252 个,全球主流市场都接近这个数。所以“日 → 年”的换算是:**年化收益率 ≈ 平均日收益率 × 252**;**年化波动率 ≈ 日收益率标准差 × √252**(注意是开根号,不是直接乘)。比如一个策略日波动率 1%,年化波动率 ≈ 1% × √252 ≈ 15.87%。回测里所有“年化”指标都用了这个换算——不是定理,但是行业惯例。 +A 股一年大约 250 到 252 个交易日(节假日不开盘),美股 252 个,全球主流市场都接近这个数。所以,从日收益换算成年化时,常见做法是:**年化收益率 ≈ 平均日收益率 × 252**;**年化波动率 ≈ 日收益率标准差 × √252**。注意,波动率是乘以根号 252,不是直接乘以 252。比如一个策略日波动率 1%,年化波动率 ≈ 1% × √252 ≈ 15.87%。回测里所有“年化”指标都用了这个换算。它不是定理,但是常见行业惯例。 -### 夏普比率 vs 信息比率(IR) +### 夏普比率和信息比率(IR) -夏普比率 = 年化收益 / 年化波动。但你可能在论文或基金报告里见过另一个相似的指标——**信息比率(Information Ratio, IR)**。 +本书表格里用的是简化夏普:年化收益 / 年化波动。你可能在论文或基金报告里见过另一个相似的指标:**信息比率(Information Ratio, IR)**。 -二者长得很像,区别在分子:**夏普比率分子是策略的“全部收益”,IR 分子是“策略相对基准的超额收益(Alpha)”**。也就是说,IR 衡量的是“主动管理的性价比”——剔除了 Beta,纯看 Alpha 部分。基金经理之间互相比 IR 比夏普比率更公平,因为大家都被市场抬着走,IR 才能看出谁真的有本事。本书课程默认用夏普比率(更直观),但你以后看到 IR 不要感到陌生——它只是把“分子换成 Alpha”的夏普比率。 +二者长得很像,区别在分子:简化夏普的分子是策略本身的年化收益,信息比率的分子是“策略收益减去基准收益”。也就是说,信息比率衡量的是:在扣掉简单参照做法之后,策略多赚的那一部分是否值得它承担的波动。本书默认用简化夏普,因为更直观;但你以后看到信息比率不要陌生,它只是把比较对象换成了“相对基准的收益差”。 ### 索提诺比的“MAR”参数 -正文说索提诺比 = 年化收益 / 下行波动率。但什么算“下行”?业界常用的定义是:**收益低于某个阈值(叫 MAR,Minimum Acceptable Return,最低可接受收益率)的那部分波动**。 +正文说索提诺比 = 年化收益 / 下行波动率。但什么算“下行”?常见定义是:收益低于某个阈值(叫 MAR,Minimum Acceptable Return,最低可接受收益率)的那部分波动。 -最常见的两种 MAR 选法:①**MAR = 0**——把“亏损”定义为“日收益率 < 0”,最简单;②**MAR = 无风险利率**(如美债 5%)——把“没跑赢国债”也算“下行”,更严格。本书计算时用的是 MAR = 0(更直观),但你看到不同来源的索提诺比数值有差异时,先确认它们用的是哪种 MAR——否则比的不是同一个东西。 - ---- - -## 反馈与读者群 - -如果你发现本章有错别字、概念不清或实验结果不一致,欢迎 -[提交 GitHub Issue](https://github.com/xingwudao/xquant-beginner/issues/new/choose)。 - -课程、正式书和后续更新见 -[xquant.shop/courses](https://xquant.shop/courses)。 - -添加作者微信 `xquanter` 进入读者群。请备注:`XQuant 读者`。 +常见的两种 MAR 选法:第一,**MAR = 0**,把“亏损”定义为“日收益率 < 0”,最简单;第二,**MAR = 无风险利率**,把“没跑赢无风险收益”也算“下行”,更严格。本书计算时用的是 MAR = 0,更直观。你看到不同来源的索提诺比数值有差异时,先确认它们用的是哪种 MAR,否则比的不是同一个东西。 diff --git a/book/q6-avoid-overfitting.md b/book/q6-avoid-overfitting.md index 2691ce3..9922704 100644 --- a/book/q6-avoid-overfitting.md +++ b/book/q6-avoid-overfitting.md @@ -1,109 +1,111 @@ -# 第六章:看清好看的回测:别被自己骗了 +# 第 6 章:别高兴太早:防止过拟合 -第五章我们给策略做了一次全面体检——基准对比、逐年拆解、收益分布、参数敏感性。现在手上有一套完整的评估方法论。 +第 5 章我们给策略做了一次全面体检:基准对比、逐年拆解、收益分布、参数敏感性。现在你手上有一套完整的评估方法。 但所有体检结果都基于一个前提:**回测结果是真实的。** 真的吗? -回顾第五章的发现:TopNRanking 策略在 2021 年亏了 10%,换遍所有动量窗口都救不回来——这是动量策略的结构性弱点。但同样的策略在 2023-2025 的好市场上表现不错。这引出一个危险的念头:**如果我们在好市场上精心挑选参数,找到“收益最好”的组合,信心满满地投入资金——未来再遇到差市场会怎么样?** +回顾第 5 章的发现:TopNRanking 策略在 2021 年亏了 10%,换遍所有动量窗口都救不回来。这是动量策略的结构性弱点。但同样的策略在 2023-2025 年表现不错。这引出一个危险的念头:**如果我们在一段有利的市场里精心挑选参数,找到“收益最好”的组合,信心满满地投入资金,未来市场环境变了会怎么样?** -回测可以调参数让收益翻倍——这是真的好,还是自欺欺人? +回测可以调参数让收益翻倍。这是真的好,还是自欺欺人? ### 路线图 -**选什么标的(第二章)→ 每个买多少(第三章)→ 什么时候买卖(第四章)→ 怎么验证有效(第五章)→ 如何避免自欺欺人(第六章)** +本章仍然属于四个阶段里的**评估归因**阶段。第 5 章训练的是“看”:看指标、看年份、看分布、看参数敏感性。第 6 章训练的是“疑”:怀疑漂亮回测是否真实,检查它有没有把历史数据里的偶然性当成规律。 -**这一章你仍在飞轮的“归因层”,但主练动作切到了“疑”——本书口号“做要规则、看要指标、还要怀疑你的指标”中“还要怀疑你的指标”,就是这一章要让你练成肌肉记忆的事。** 第一章你已经亲手撞过一次墙——参数扫描里“冠军”在样本外掉到水下;这一章我们给你**四把铲子**,让那种墙以后看见就能挖开:样本内/外、Walk-forward、交叉验证、规则负担。本章解决第五步——识别过拟合陷阱,学会检验策略的真实有效性。四步对应的问题与方法如表 6-1 所示。 +第 1 章你已经亲眼看过一次过拟合:参数扫描里的“冠军”,到了样本外反而掉到水下。第 5 章又留下两个问题:回测能调参数让收益翻倍,这是真的好,还是自欺欺人?如果你在 2023 年跑回测发现某个策略 2021-2023 年表现好,怎么知道它 2024 年还会好? -**表 6-1 第六章四节问题与方法对照** +本章就回答这两个问题。全章一共做 4 个实验,路线如表 6-1 所示。 -| 步骤 | 问题 | 方法 | +**表 6-1 第 6 章路线图** + +| 节 | 内容 | 实验 | |------|------|------| -| Step 1 | 能不能找到收益最好的参数? | 参数优化 + 样本内/样本外 | -| Step 2 | 市场在变,参数也该跟着变吧? | Walk-forward 分析 | -| Step 3 | 一条路径够可靠吗? | 交叉验证 | -| Step 4 | 规则越多回测越好——是好事吗? | 规则负担 | +| 6.1 | 能不能找到收益最好的参数? | 1 | +| 6.2 | 市场在变,参数也该跟着变吧? | 1 | +| 6.3 | 一条路径够可靠吗? | 1 | +| 6.4 | 规则越多回测越好,是好事吗? | 1 | 铁律不变:**先猜后验,数据说了算。** -(操作流程见前言“怎么使用这本书”。) - --- ## 6.1 能不能找到收益最好的参数? -**和第一章 1.5 节的关系:** 第一章末尾你扫过 24 个一维参数(均线窗口),用 60-40 切分做样本外测试,已经撞过一次过拟合的墙。这一章接着上一次的脚印继续走——**同一种切法,但量级跃迁**:参数从 1 维涨到 4 维(动量 / 波动 / 调仓 / 止损),组合数从 24 涨到 490。维度多了之后,过拟合的样子会变什么样?这一节给你答案。 +第 1 章末尾你扫过 24 个一维参数,也就是均线窗口,并用 60/40 切分做过样本外测试。那一次你已经看见过拟合的样子:历史上最好看的参数,到了没见过的数据里并不好。 -第五章用了默认参数——动量窗口 20 天、波动率窗口 20 天、调仓频率 10 天。但这些是随便选的,不是天经地义的。 +这一章接着上一次往前走。同样是切分数据,但难度升了一档:参数从 1 维增加到 4 维,包含动量窗口、波动率窗口、再平衡频率、止损阈值;组合数从 24 个增加到约 490 个。维度多了以后,过拟合会变成什么样?这一节给你答案。 + +第 5 章用了默认参数:动量窗口 20 天、波动率窗口 20 天、再平衡频率 10 天。但这些不是天经地义的。 直觉告诉我们:**多试几组参数,选收益最高的就行了。** 几百种组合里总有比默认值更好的吧? -这个想法太自然了。就像买手机——把市面上所有型号的参数列出来,逐项比较,选评分最高的那款。参数也一样,把所有组合都试一遍,选出表现最好的——这叫**参数优化**,也叫**网格搜索(Grid Search)**——一个参数组合就像是一个格子,挨个格子试一遍,总能找到最优解。 +这个想法太自然了。就像买手机:把市面上所有型号的参数列出来,逐项比较,选评分最高的那款。参数也一样,把所有组合都试一遍,选出表现最好的。这叫**参数优化**,也叫**网格搜索(Grid Search)**。一个参数组合就像一个格子,挨个格子试一遍,总能找到表现最好的组合。 真的这么简单吗?试试看。 -### 动手实验 1:参数优化与样本内/样本外 +### 动手实验 1:参数优化与样本内 / 样本外 -这个实验用到 open-xquant 的参数优化工具:`GridSearch`(网格搜索——把所有参数组合都试一遍)和 `WalkForward`(前推分析——模拟“边走边调”的真实场景)。 +这个实验用到 open-xquant 的参数优化工具:`GridSearch`(网格搜索,把所有参数组合都试一遍)和 `WalkForward`(前推分析,模拟“边走边调”的真实场景)。 -我们一起把这份 spec 写出来。这次重点看三件新东西:**维度跃迁**(从一维到四维参数)、**时段语义切分**(好市场挑参数 / 差市场验证)、**业务约束的可读字符串写法**。 +我们一起把这份 spec 写出来。这次重点看三件新东西:**维度跃迁**(从一维到四维参数)、**时段语义切分**(有利市场挑参数 / 反复波动环境验证)、**业务约束的可读字符串写法**。 -#### 起草上下文 + 任务 +#### 第一、二段:上下文和任务描述 -第一章 1.5 节用一行“前 60% / 后 40%”切了一刀——这是结构性切分。这一节不一样:每段时间要带金融含义。 +第 1 章 1.5 节用一行“前 60% / 后 40%”切了一刀。这是按比例切分。这一节不一样:每段时间要带市场含义。 -> **上下文**:本章探讨参数优化和过拟合。第五章看了默认参数(动量 20 / 波动率 20 / 调仓 10)的 plateau vs peak,但学员从没试过“从一堆参数里找最好的”。承接第五章的叙事——TopNRanking 在 2017-2020 好市场上参数选得好,2021 年差市场会怎么样? +> **上下文**:本章讨论参数优化和过拟合。第 5 章看过默认参数(动量 20 / 波动率 20 / 再平衡 10)的高原型和山峰型,但读者还没有试过“从一堆参数里找最好的”。承接第 5 章的叙事:如果 TopNRanking 在 2017-2020 年走势较顺的市场里选出好参数,到了 2021 年之后的反复波动环境会怎么样? > -> **任务**:在 `q6-avoid-overfitting.ipynb` 用 `oxq.optimize.GridSearch` 跑参数网格搜索,用样本内 / 样本外方法检验过拟合。 +> **任务描述**:在 `q6-avoid-overfitting.ipynb` 中用 `oxq.optimize.GridSearch` 跑参数网格搜索,用样本内 / 样本外方法检验过拟合。 -> 📌 **要点**:数据切分要带“市场含义”。第一章的 60/40 是按比例切的,这里换成“2017-2020 好市场 / 2021-2023 差市场”——后者把每段对应的市场行情说清楚,学员才能看懂“为什么是这两段”。**任何切分型 spec,起止日期都要四个全锁死(IS_START / IS_END / OOS_START / OOS_END),否则今年跑、明年跑切出来不一样,过拟合证据就站不住。** +> 📌 **要点**:数据切分要带“市场含义”。第 1 章的 60/40 是按比例切的,这里换成“2017-2020 年走势较顺 / 2021-2023 年反复波动”。后者把每段对应的市场环境说清楚,读者才能看懂“为什么是这两段”。任何切分型 spec,起止日期都要四个全锁死(IS_START / IS_END / OOS_START / OOS_END),否则今年跑、明年跑切出来不一样,过拟合证据就站不住。 -#### 起草要求:维度跃迁与业务约束 +#### 第三段:任务要求 -第一章扫过 24 个一维参数(均线窗口)。这一节直接跳到 4 维——动量 / 波动率 / 调仓频率 / 止损阈值。 +第 1 章扫过 24 个一维参数,也就是均线窗口。这一节直接跳到 4 维:动量窗口、波动率窗口、再平衡频率、止损阈值。 -> **要求**: +> **任务要求**: > > 1. 数据切割:样本内 `2017-01-01 ~ 2020-12-31`、样本外 `2021-01-01 ~ 2023-01-31`,四个端点全锁死 -> 2. 用 `ParameterSet` 定义参数空间:动量 / 波动率窗口 `[10, 15, 20, 25, 30]`、调仓频率 `[5, 10, 15, 21]`、止损阈值 `[0.03, 0.05, 0.07, 0.10, 0.15, 0.20]` +> 2. 用 `ParameterSet` 定义参数空间:动量 / 波动率窗口 `[10, 15, 20, 25, 30]`、再平衡频率 `[5, 10, 15, 21]`、止损阈值 `[0.03, 0.05, 0.07, 0.10, 0.15, 0.20]` > 3. 分两组跑:无止损组(3 维)+ 含止损组(4 维),约束后总组合数约 490 > 4. 业务约束用可读字符串写:`add_constraint("RebalanceFrequencyRule.interval_days <= mom.period")`、`<= vol.period` -> 5. 调仓频率不应超过信号窗口——这是领域知识,不是技术约束 +> 5. 再平衡频率不应超过信号窗口,这是领域知识,不是技术约束 > 6. 用 `GridSearch` 跑两组参数空间,在样本内、样本外各跑一次 -> 📌 **要点**:维度跃迁后要分组管理。一维扫描随便扫,四维直接扫会爆——5×5×4×6 = 600 还要约束过滤。**分两组跑(无止损 70 组合 + 含止损 420 组合)既能控制总数,又能让止损这一维在结果里被单独看清——也为后面“规则负担”那一节埋了伏笔。** +> 📌 **要点**:维度增加后要分组管理。一维扫描可以直接扫,四维直接扫会膨胀到 5×5×4×6 = 600 个组合,还要再做约束过滤。分两组跑(无止损 70 组合 + 含止损 420 组合),既能控制总数,又能让止损这一维在结果里被单独看清,也为后面“规则负担”那一节埋伏笔。 -> 📌 **要点**:业务约束用可读字符串,不要用 lambda。`"RebalanceFrequencyRule.interval_days <= mom.period"` 这种 DSL 字符串比 `lambda p: p["RebalanceFrequencyRule.interval_days"] <= p["mom.period"]` 更适合 0 基础学员看。**约束的“为什么”要写到 spec 注释里——“信号 20 天更新一次,调仓 60 天才看一次 = 在用过期信号做决策”——这是把领域知识嵌入 spec 的标准写法。** +> 📌 **要点**:业务约束用可读字符串,不要用 lambda。`"RebalanceFrequencyRule.interval_days <= mom.period"` 这种 DSL 字符串比 `lambda p: p["RebalanceFrequencyRule.interval_days"] <= p["mom.period"]` 更适合零基础读者看。约束的“为什么”要写到 spec 注释里:信号 20 天更新一次,再平衡 60 天才看一次,等于在用过期信号做决策。这是把领域知识嵌入 spec 的标准写法。 -#### 起草结果呈现 +#### 第四段:验收标准 -> **结果呈现**: +> **验收标准**: > -> 1. 打印 Top 20 表(按样本内夏普排名)+ 样本外对比 + 全局相关系数 + 衰减分布 -> 2. 散点图(样本内 vs 样本外夏普,y=x 对角线虚线,Top 20 红色高亮) +> 1. 打印 Top 20 表(按样本内简化夏普排名)+ 样本外对比 + 全局相关系数 + 衰减分布 +> 2. 散点图(样本内与样本外简化夏普,y=x 对角线虚线,Top 20 红色高亮) > 3. Top 20 柱状图(每组双柱:样本内 / 样本外) > 4. 总结打印按实际数据动态描述:Top 20 平均衰减、对角线下方点的占比、过拟合定义 -完整 spec 在 [`specs/spec-01-parameter-optimization.md`](https://github.com/xingwudao/xquant-learning/blob/main/q6-avoid-overfitting/specs/spec-01-parameter-optimization.md)——复制给 AI,弹窗选「允许」。 +完整示例 spec 在配套仓库的 [`q6-avoid-overfitting/specs/spec-01-parameter-optimization.md`](https://github.com/xingwudao/xquant-learning/blob/main/q6-avoid-overfitting/specs/spec-01-parameter-optimization.md)。参考它确认自己的 spec 后,再复制给 AI,按提示允许执行。 -AI 助手执行完毕后,你的 notebook 里应该出现了网格搜索的完整结果。我们来看看代码做了什么。 +AI 执行完毕后,你的 notebook 里应该出现网格搜索的完整结果。我们来看看代码做了什么。 -数据被切成了两段:**样本内(In-Sample)** 用 2017-2020 四年做优化,**样本外(Out-of-Sample)** 用 2021-2023 做验证。为什么选这么早的数据?因为样本内需要足够长(至少 3-4 年),才能覆盖牛熊周期,避免只在单一行情下调参。时间顺序也必须正确——先优化,后验证,就像真实投资中你只能用历史数据做决策,然后面对未来。 +数据被切成了两段:**样本内(In-Sample)** 用 2017-2020 年做优化,**样本外(Out-of-Sample)** 用 2021-2023 年做验证。为什么选这么早的数据?因为样本内需要足够长,至少 3-4 年,才能覆盖不同市场环境,避免只在单一市场走势下调参。时间顺序也必须正确:先优化,后验证。就像真实投资中你只能用历史数据做决策,然后面对未来。 -**样本内**就是你看着答案复习的模拟考试卷;**样本外**就是真正的考试——你从没见过的题目。 +**样本内**就是你看着答案复习的模拟考试卷;**样本外**就是真正的考试,是你从没见过的题目。 -四个维度的参数组合——动量窗口 5 种 × 波动率窗口 5 种 × 调仓频率 4 种 × 止损阈值(有/无),加上约束过滤(调仓频率不能超过信号窗口——用过期信息做决策没有意义),最终产生 490 种有效组合。 +四个维度的参数组合:动量窗口 5 种 × 波动率窗口 5 种 × 再平衡频率 4 种 × 止损阈值(有/无),加上约束过滤(再平衡频率不能超过信号窗口,因为用过期信息做决策没有意义),最终产生 490 种有效组合。 -`GridSearch` 把 490 种参数组合逐个跑回测,按夏普比排名。然后用同样的参数在样本外再跑一遍,看“真正的考试”成绩如何。 +`GridSearch` 把 490 种参数组合逐个跑回测,按简化夏普排名。然后用同样的参数在样本外再跑一遍,看“真正的考试”成绩如何。 ### 运行结果 -490 种组合全部跑完,先看样本内 Top 20 的“样本外真相”——样本内夏普 Top 20 及其样本外表现(部分)如表 6-2 所示。 +490 种组合全部跑完,先看样本内 Top 20 的“样本外真相”。样本内简化夏普 Top 20 及其样本外表现(部分)如表 6-2 所示。 -**表 6-2 样本内夏普 Top 20 及其样本外表现(部分)** +**表 6-2 样本内简化夏普 Top 20 及其样本外表现(部分)** -| # | mom | vol | freq | sl | 样本内夏普 | 样本外夏普 | 衰减 | +| # | mom | vol | freq | sl | 样本内简化夏普 | 样本外简化夏普 | 衰减 | |---|-----|-----|------|----|-----------|-----------|------| | 1 | 15 | 10 | 10 | 0.03 | 1.39 | 0.50 | -0.88 | | 2 | 15 | 15 | 10 | 0.03 | 1.34 | 0.49 | -0.85 | @@ -113,31 +115,31 @@ AI 助手执行完毕后,你的 notebook 里应该出现了网格搜索的完 | 7 | 30 | 10 | 10 | 0.03 | 1.24 | -0.07 | -1.31 | | 14 | 15 | 10 | 10 | 无 | 1.18 | 0.01 | -1.17 | -**样本内 Top 20 统计:** 样本内夏普均值 1.22(范围 1.15 ~ 1.39),样本外夏普均值 0.20(范围 -0.09 ~ 0.50),平均衰减 -1.02。 +**样本内 Top 20 统计:** 样本内简化夏普均值 1.22(范围 1.15 ~ 1.39),样本外简化夏普均值 0.20(范围 -0.09 ~ 0.50),平均衰减 -1.02。 -**全部 490 个组合统计:** 样本内/样本外夏普相关系数 0.04,样本外比样本内差的比例 100%,夏普衰减均值 -0.82、中位数 -0.88。 +**全部 490 个组合统计:** 样本内 / 样本外简化夏普相关系数 0.04,样本外比样本内差的比例 100%,简化夏普衰减均值 -0.82、中位数 -0.88。 散点图与 Top 20 柱状图如图 6-1 所示。 -![490 个参数组合:样本内 vs 样本外夏普比](images/q6-avoid-overfitting/01-is-vs-oos-scatter-and-top20.png) +![490 个参数组合:样本内与样本外简化夏普](images/q6-avoid-overfitting/01-is-vs-oos-scatter-and-top20.png) ### 结果解读 第一个认知升级:**参数优化是一把双刃剑。** -先看数字。样本内 Top 20 的平均夏普 1.22——这在量化里属于很拿得出手的成绩。但拿到样本外(2021-2023,没见过的数据),平均夏普跌到了 0.20。衰减了 83%。 +先看数字。样本内 Top 20 的平均简化夏普 1.22。这在本书的简化口径下已经很好看。但拿到样本外(2021-2023 年,没见过的数据),平均简化夏普跌到了 0.20。衰减了 83%。 -再看散点图。每个点代表一种参数组合,对角虚线是“样本外 = 样本内”的理想状态。如果所有点都在对角线上,说明样本内的好成绩在样本外也能兑现。但现实是:**100% 的点都在对角线以下**——没有一种参数组合的样本外表现达到样本内水平。 +再看散点图。每个点代表一种参数组合,对角虚线是“样本外 = 样本内”的理想状态。如果所有点都在对角线上,说明样本内的好成绩在样本外也能兑现。但现实是:**100% 的点都在对角线以下**。没有一种参数组合的样本外表现达到样本内水平。 -更扎心的是:样本内夏普和样本外夏普的相关系数只有 0.04——几乎没有关系。样本内排名第一的组合,样本外并不一定最好。 +更刺眼的是:样本内简化夏普和样本外简化夏普的相关系数只有 0.04,几乎没有关系。样本内排名第一的组合,样本外并不一定最好。 -这就是**过拟合(Overfitting)**——你的策略只会死读书,课后习题全都会做,结果高考考砸了。它“记住了”过去数据的特征(噪音),而不是发现了真正的规律。 +这就是**过拟合(Overfitting)**:你的策略只会死读书,课后习题全都会做,结果高考考砸了。它“记住了”过去数据的特征(噪音),而不是发现了真正的规律。 -柱状图更直观:蓝色柱子(样本内)高高在上,红色柱子(样本外)矮了一大截。有些组合样本外甚至为负——在“真正的考试”中亏了钱。 +柱状图更直观:蓝色柱子(样本内)高高在上,红色柱子(样本外)矮了一大截。有些组合样本外甚至为负,在“真正的考试”中亏了钱。 **数据说了算:参数优化后,必须在没见过的数据上验证。样本内的好成绩不算数。** -**这就是第一把铲子:样本内 / 样本外切分。** 它不能直接帮你赚钱——但它能让你在第一时间看到“漂亮回测背后到底有没有真东西”。第一章那次“被自己骗”的肉身记忆,到这里第一次有了一件可以挂在墙上的工具。 +**这就是第一个检查工具:样本内 / 样本外切分。** 它不能直接帮你赚钱,但它能让你在第一时间看到“漂亮回测背后到底有没有真东西”。第 1 章那次“被自己骗”的经历,到这里变成了一项可以重复执行的检查。 怎么办?我们把数据切成了“优化”和“验证”两段,只验证了一次。但只验证一次够吗?市场在变,参数也该跟着变吧? @@ -145,83 +147,83 @@ AI 助手执行完毕后,你的 notebook 里应该出现了网格搜索的完 ## 6.2 市场在变,参数也该跟着变吧? -Step 1 把数据切成了“优化”和“验证”两段,发现了过拟合问题。但我们只切了一次、只验证了一次。 +第 1 个实验把数据切成了“优化”和“验证”两段,发现了过拟合问题。但我们只切了一次、只验证了一次。 市场每年都在变。2020 年选的参数,2023 年还适用吗?能不能模拟“每隔一段时间重新优化参数”的过程? 直觉告诉我们:**市场每年不一样,参数当然应该定期更新。** 用最近的数据重新优化,应该比死守一组参数更好。 -这个想法叫 **Walk-forward(前推验证)分析**——“边走边调”。在历史数据上模拟“每隔一段时间重新优化参数”的过程:用过去两年数据选参数,在接下来半年验证;然后窗口往前滑半年,再选参数、再验证……如此反复。 +这个想法叫 **Walk-forward(前推验证)分析**,也就是“边走边调”。在历史数据上模拟“每隔一段时间重新优化参数”的过程:用过去两年数据选参数,在接下来半年验证;然后窗口往前滑半年,再选参数、再验证,如此反复。 有两种滑动方式: -- **滚动式(Rolling)**——固定数据窗口宽度,窗口左边位置不断往右移动。好处是只看最近的市场,坏处是丢弃了更早的数据。就像只翻最近两年的课本复习 -- **锚定式(Anchored)**——固定数据窗口左边位置,窗口宽度不断拉长。好处是利用了所有历史数据,坏处是旧数据可能不再适用。就像从高一课本开始全部复习 +- **滚动式(Rolling)**:固定数据窗口宽度,窗口左边位置不断往右移动。好处是只看最近的市场,坏处是丢弃了更早的数据。就像只翻最近两年的课本复习。 +- **锚定式(Anchored)**:固定数据窗口左边位置,窗口宽度不断拉长。好处是利用了所有历史数据,坏处是旧数据可能不再适用。就像从高一课本开始全部复习。 -试试看——用两种不同的方式“边走边调”。 +试试看。用两种不同的方式“边走边调”。 ### 动手实验 2:Walk-forward 分析 -我们一起把这份 spec 写出来。这次重点看两件新东西:**循环型 spec 的端点全锁**(窗口起止 + 长度 + 步长四个参数都不留浮动)、**对照实验式 spec 的并列结构**(让 Rolling / Anchored 自己跑出对比)。 +我们一起把这份 spec 写出来。这次重点看两件新东西:**循环型 spec 的端点全锁**(窗口起止 + 长度 + 步长四个参数都不留浮动)、**对照实验式 spec 的并列结构**(让 Rolling 和 Anchored 自己跑出对比)。 -#### 起草上下文 + 任务 +#### 第一、二段:上下文和任务描述 -> **上下文**:在 `q6-avoid-overfitting.ipynb` 中已有 490 个组合的网格搜索结果 + 样本内/样本外对比,过拟合现象已暴露。当前问题:数据只切了一次。市场在变,2023 年选的参数 2025 年还适用吗?能不能模拟“定期重新优化”的过程? +> **上下文**:在 `q6-avoid-overfitting.ipynb` 中已有 490 个组合的网格搜索结果 + 样本内 / 样本外对比,过拟合现象已暴露。当前问题:数据只切了一次。市场在变,2023 年选的参数 2025 年还适用吗?能不能模拟“定期重新优化”的过程? > -> **任务**:在 notebook 新建单元格,用 `oxq.optimize.WalkForward` 实现 Walk-forward 分析,对比 Rolling 和 Anchored 两种方式。 +> **任务描述**:在 notebook 新建单元格,用 `oxq.optimize.WalkForward` 实现 Walk-forward 分析,对比 Rolling 和 Anchored 两种方式。 -#### 起草要求:循环窗口的四个端点 +#### 第三段:任务要求 -循环型 spec 比单次 spec 脆弱得多——单次 spec 漏掉一个日期可能没事,循环型 spec 漏掉就会让“折数”在不同时间跑出不同结果。 +循环型 spec 比单次 spec 脆弱得多。单次 spec 漏掉一个日期可能没事,循环型 spec 漏掉就会让“折数”在不同时间跑出不同结果。 -> **要求**: +> **任务要求**: > -> 1. 复用 Step 1 的参数空间(无止损组 70 组合)和约束(`RebalanceFrequencyRule.interval_days <= mom.period` / `<= vol.period`) -> 2. 数据范围:`DATA_START="2017-01-01"` 到 `ANALYSIS_END="2026-05-06"`——四个端点全锁死,不要用 `pd.Timestamp.now()` +> 1. 复用第 1 个实验的参数空间(无止损组 70 组合)和约束(`RebalanceFrequencyRule.interval_days <= mom.period` / `<= vol.period`) +> 2. 数据范围:`DATA_START="2017-01-01"` 到 `ANALYSIS_END="2026-05-06"`,四个端点全锁死,不要用 `pd.Timestamp.now()` > 3. Rolling Walk-forward:训练窗口 `"2Y"`、测试窗口 `"6M"`、`anchored=False` > 4. Anchored Walk-forward:同上,`anchored=True`(训练窗口从起点不断扩大) > 5. `train_period="2Y"` 的依据:覆盖一个完整中期周期;`test_period="6M"` 的依据:足够长以观察策略表现,又足够短以让多个折落进数据范围 -> 📌 **要点**:循环型 spec 的窗口端点要四个全锁死——**起始日 + 结束日 + 窗口长度 + 步长**。漏掉任何一个,折数都会随时间漂移。如果用 `pd.Timestamp.now()` 当结束日,半年后跑出来折数从 15 变成 16,参数稳定性的结论可能就反过来了。**任何带 `for` 循环的 spec 都要回头检查这四个端点。** +> 📌 **要点**:循环型 spec 的窗口端点要四个全锁死:起始日、结束日、窗口长度、步长。漏掉任何一个,折数都会随时间漂移。如果用 `pd.Timestamp.now()` 当结束日,半年后跑出来折数从 15 变成 16,参数稳定性的结论可能就反过来了。任何带 `for` 循环的 spec 都要回头检查这四个端点。 -> 📌 **要点**:循环窗口的“为什么”也要写。`"2Y" / "6M"` 不是随手挑的——背后有“覆盖一个完整中期周期”和“折数 ≥ 5 才有统计意义”两个判断。**领域知识里的窗口长度选择,跟参数选择本身一样重要——把判断写进 spec 注释,别让 AI 揣摩。** +> 📌 **要点**:循环窗口的“为什么”也要写。`"2Y" / "6M"` 不是随手挑的,背后有“覆盖一个完整中期周期”和“折数 ≥ 5 才有统计意义”两个判断。领域知识里的窗口长度选择,跟参数选择本身一样重要。把判断写进 spec 注释,别让 AI 揣摩。 -#### 起草结果呈现 +#### 第四段:验收标准 -> **结果呈现**: +> **验收标准**: > -> 1. 用 `to_dataframe()` 打印每折详情:训练时段、验证时段、最优参数、样本内/样本外夏普 +> 1. 用 `to_dataframe()` 打印每折详情:训练时段、验证时段、最优参数、样本内 / 样本外简化夏普 > 2. 汇总:`oos_sharpe_ratio()`、`deterioration()`、各折参数集合 -> 3. 对比图(figsize 14×6,上下两栏):上栏每折样本外夏普(Rolling 红 / Anchored 蓝两条线),下栏参数稳定性线图(mom.period / interval_days 各折取值) -> 4. 标题「Walk-forward 分析:Rolling vs Anchored」 +> 3. 对比图(figsize 14×6,上下两栏):上栏每折样本外简化夏普(Rolling 红 / Anchored 蓝两条线),下栏参数稳定性线图(mom.period / interval_days 各折取值) +> 4. 标题「Walk-forward 分析:Rolling 与 Anchored」 > 5. 打印分析按实际数据动态描述:Anchored 是否锁定参数、Rolling 是否乱跳、衰减对比 -完整 spec 在 [`specs/spec-02-walk-forward.md`](https://github.com/xingwudao/xquant-learning/blob/main/q6-avoid-overfitting/specs/spec-02-walk-forward.md)——复制给 AI,弹窗选「允许」。 +完整示例 spec 在配套仓库的 [`q6-avoid-overfitting/specs/spec-02-walk-forward.md`](https://github.com/xingwudao/xquant-learning/blob/main/q6-avoid-overfitting/specs/spec-02-walk-forward.md)。参考它确认自己的 spec 后,再复制给 AI,按提示允许执行。 -AI 助手执行完毕后,你的 notebook 里应该出现了 Rolling 和 Anchored 两种 Walk-forward 的完整结果。 +AI 执行完毕后,你的 notebook 里应该出现 Rolling 和 Anchored 两种 Walk-forward 的完整结果。 -训练窗口 2 年,验证窗口 6 个月。每次用 2 年数据选出最优参数,在接下来 6 个月验证。然后窗口滑动,重复这个过程。最终得到 15 折结果——15 次“选参数 → 验证”的记录。 +训练窗口 2 年,验证窗口 6 个月。每次用 2 年数据选出最优参数,在接下来 6 个月验证。然后窗口滑动,重复这个过程。最终得到 15 折结果,也就是 15 次“选参数、再验证”的记录。 ### 运行结果 两种方式的对比如表 6-3 所示。 -**表 6-3 Rolling vs Anchored 对比** +**表 6-3 Rolling 与 Anchored 对比** -| 方式 | 样本外夏普 | 衰减 | 唯一参数组合 | +| 方式 | 样本外简化夏普 | 衰减 | 唯一参数组合 | |------|-----------|------|-------------| | Rolling | 0.14 | -36.2% | 7/15 | | Anchored | 0.13 | -23.5% | 5/15 | Anchored 参数更稳定。 -关键发现:Rolling 在 15 折(每次滑动算一折,一共滑了 15 次)中选了 7 种不同的参数组合——平均两折就换一种。而 Anchored 只有 5 种,且其中 7 折选了相同的参数(动量窗口 20、波动率窗口 15、调仓频率 5)——单一组合占了近一半折数。 +关键发现:Rolling 在 15 折(每次滑动算一折,一共滑了 15 次)中选了 7 种不同的参数组合,平均两折就换一种。而 Anchored 只有 5 种,且其中 7 折选了相同的参数(动量窗口 20、波动率窗口 15、再平衡频率 5),单一组合占了近一半折数。 Anchored 的逐折参数一览如表 6-4 所示。 -**表 6-4 Anchored Walk-forward 逐折参数与样本外夏普** +**表 6-4 Anchored Walk-forward 逐折参数与样本外简化夏普** -| Fold | mom | vol | freq | 样本外夏普 | +| Fold | mom | vol | freq | 样本外简化夏普 | |------|-----|-----|------|-----------| | 1 | 15 | 15 | 5 | 2.50 | | 2 | 15 | 15 | 5 | 0.71 | @@ -239,21 +241,21 @@ Anchored 的逐折参数一览如表 6-4 所示。 | 14 | 20 | 15 | 5 | 1.31 | | 15 | 30 | 15 | 5 | 0.98 | -(mom=20, vol=15, freq=5)这组参数前后出现了 7 次,是 Anchored 的最频繁选择。其余四种组合——(15, 15, 5)、(30, 15, 5)、(15, 10, 5)、(20, 20, 5)——各出现 1 到 4 次。换句话说:动量窗口在 15-30 之间换、波动率窗口大多停在 15、调仓频率 15 折全选 5。Rolling 的波动更宽——动量窗口在 15-30 之间跳、波动率窗口从 10 一直到 30,没有明确偏好。 +(mom=20, vol=15, freq=5)这组参数前后出现了 7 次,是 Anchored 的最频繁选择。其余四种组合(15, 15, 5)、(30, 15, 5)、(15, 10, 5)、(20, 20, 5)各出现 1 到 4 次。换句话说:动量窗口在 15-30 之间换、波动率窗口大多停在 15、再平衡频率 15 折全选 5。Rolling 的波动更宽,动量窗口在 15-30 之间跳,波动率窗口从 10 一直到 30,没有明确偏好。 -每折样本外夏普走势与参数稳定性对比如图 6-2 所示。 +每折样本外简化夏普走势与参数稳定性对比如图 6-2 所示。 -![Walk-forward 分析:Rolling vs Anchored](images/q6-avoid-overfitting/02-walk-forward-rolling-vs-anchored.png) +![Walk-forward 分析:Rolling 与 Anchored](images/q6-avoid-overfitting/02-walk-forward-rolling-vs-anchored.png) ### 结果解读 第二个认知升级:**参数稳定性比参数最优更重要。** -先看上图。两条实线是样本外夏普——Rolling(红色)和 Anchored(蓝色)都有起伏,但起伏的方向大体一致。下图更关键:Rolling 的参数线在 mom=15-30、vol=10-30 间跳来跳去,Anchored 的两条线被压在更窄的区间内(mom 多在 20、vol 多在 15)。 +先看上图。两条实线是样本外简化夏普。Rolling(红色)和 Anchored(蓝色)都有起伏,但起伏的方向大体一致。下图更关键:Rolling 的参数线在 mom=15-30、vol=10-30 间跳来跳去,Anchored 的两条线被压在更窄的区间内(mom 多在 20、vol 多在 15)。 -**参数稳定性(Parameter Stability)**——好的参数组合应该在不同时间窗口中保持一致。如果每换一个窗口参数就变,说明“最优参数”取决于你看哪段市场,这个参数可能只是在拟合噪音。 +**参数稳定性(Parameter Stability)**:好的参数组合应该在不同时间窗口中保持一致。如果每换一个窗口参数就变,说明“最优参数”取决于你看哪段市场,这个参数可能只是在拟合噪音。 -Anchored 在 15 折中 7 折都选了(mom=20, vol=15, freq=5)这一组——15 次里 7 次是同一个答案;剩下的折在四组里跳,但波动率窗口大多稳在 15、调仓频率 15 折全是 5。不管训练集从 2 年扩大到 9 年,参数选择都被限制在一个窄区间——这是一个好信号。而 Rolling 在 15 折里选出 7 种不同组合,每两折就换一次,说明它在追逐短期市场特征,而不是捕捉长期规律。 +Anchored 在 15 折中 7 折都选了(mom=20, vol=15, freq=5)这一组,15 次里 7 次是同一个答案;剩下的折在四组里跳,但波动率窗口大多稳在 15、再平衡频率 15 折全是 5。不管训练集从 2 年扩大到 9 年,参数选择都被限制在一个窄区间,这是一个好信号。而 Rolling 在 15 折里选出 7 种不同组合,每两折就换一次,说明它在追逐短期市场特征,而不是捕捉长期规律。 样本内到样本外的衰减比例:Rolling 衰减 36.2%,Anchored 衰减 23.5%。Anchored 衰减更小,因为它用了更多数据训练,不容易被噪音骗。 @@ -261,9 +263,9 @@ Walk-forward 的核心价值:不是找到一个“永远最优”的参数, **数据说了算:参数稳定 = 更可信。如果最优参数总在变,你怎么知道现在选的参数下个月还是最优?** -**这就是第二把铲子:Walk-forward。** 它把“换段时间还稳定吗”从一种焦虑变成了一项可以滚动跑的检查——参数稳定的策略你可以拿得动,参数到处变的策略你可以早早放弃。 +**这就是第二个检查工具:Walk-forward。** 它把“换段时间还稳定吗”从一种焦虑变成了一项可以滚动跑的检查。参数稳定的策略你可以继续研究,参数到处变的策略就要谨慎。 -但 Walk-forward 只用了一种切法——如果数据切的方式不同,结论还一致吗? +但 Walk-forward 只用了一种切法。如果数据切的方式不同,结论还一致吗? --- @@ -271,20 +273,20 @@ Walk-forward 的核心价值:不是找到一个“永远最优”的参数, Walk-forward 模拟了“边走边调”,但我们只用了一种切法。如果换一种切数据的方式,结论还一样吗? -做科学实验有个基本原则:**一次实验不够,要重复多次。** 只做一次实验就下结论,可能只是碰巧。同样的道理——只验证一次(Step 1)或只用一种切法(Step 2)都不够可靠。 +做科学实验有个基本原则:**一次实验不够,要重复多次。** 只做一次实验就下结论,可能只是碰巧。同样的道理:只验证一次(第 1 个实验)或只用一种切法(第 2 个实验)都不够可靠。 直觉告诉我们:**好策略不管怎么切都好。** 如果 5 次验证里 4 次都选了同样的参数,比只验证 1 次可信得多。 -这就是**交叉验证(Cross Validation)**——用多种数据切分方式验证同一个策略,看结论是否一致。 +这就是**交叉验证(Cross Validation)**:用多种数据切分方式验证同一个策略,看结论是否一致。 -但金融数据有一个特殊的限制,先用一个生活类比说清楚:**做菜可以“先看明天的菜单再决定今天买什么菜”——但炒股不行**,因为你今天根本不知道明天会发生什么。 +但金融数据有一个特殊的限制,先用一个生活类比说清楚:**做菜可以“先看明天的菜单再决定今天买什么菜”,但交易不行**,因为你今天根本不知道明天会发生什么。 把这个限制翻译成两个量化术语: -- **时间序列属性(Time-Series Nature)** —— 金融数据有先后顺序:今天比昨天晚发生,比明天早发生。顺序不能打乱。 -- **时间穿越 / 数据泄露(Look-Ahead Bias / Data Leakage)** —— 在训练或验证时,不小心让模型“看到了未来”。比如本应该用 2020 年的数据训练,结果你混了一点 2024 年的数据进来——这等于让你的策略在考试前“偷看了答案”,回测会异常漂亮,但放到实盘上一笔笔真金白银地亏。 +- **时间序列属性(Time-Series Nature)**:金融数据有先后顺序。今天比昨天晚发生,比明天早发生。顺序不能打乱。 +- **时间穿越 / 数据泄露(Look-Ahead Bias / Data Leakage)**:在训练或验证时,不小心让模型“看到了未来”。比如本应该用 2020 年的数据训练,结果你混了一点 2024 年的数据进来。这等于让你的策略在考试前“偷看了答案”,回测会异常漂亮,但真实交易时可能亏钱。 -所以做交叉验证时**每折必须保持时间顺序**——这就是 **时间序列分割(Time-Series Split)**:训练集永远在测试集之前,绝不让“未来”出现在“过去”的训练里。 +所以做交叉验证时,**每折必须保持时间顺序**。这就是 **时间序列分割(Time-Series Split)**:训练集永远在测试集之前,绝不让“未来”出现在“过去”的训练里。 试试看。 @@ -292,42 +294,42 @@ Walk-forward 模拟了“边走边调”,但我们只用了一种切法。如 我们一起把这份 spec 写出来。这次重点看两件新东西:**时序切分而非随机切分**(金融数据的硬约束)、**接续型 spec 的减法**(不复述前面已经讲过的概念,专心做一件新事)。 -#### 起草上下文 + 任务 +#### 第一、二段:上下文和任务描述 -> **上下文**:在 `q6-avoid-overfitting.ipynb` 中已有参数优化 + Walk-forward 分析。Walk-forward 只用了一种切法——如果换一种切法,结论还一样吗?一次验证和多次验证,可信度差多少? +> **上下文**:在 `q6-avoid-overfitting.ipynb` 中已有参数优化 + Walk-forward 分析。Walk-forward 只用了一种切法。如果换一种切法,结论还一样吗?一次验证和多次验证,可信度差多少? > -> **任务**:在 notebook 新建单元格,用 `oxq.optimize.TimeSeriesCV` 实现时间序列交叉验证。 +> **任务描述**:在 notebook 新建单元格,用 `oxq.optimize.TimeSeriesCV` 实现时间序列交叉验证。 -#### 起草要求:时序切分的硬约束 +#### 第三段:任务要求 -> **要求**: +> **任务要求**: > -> 1. 复用 Step 2 的参数空间和约束(无止损组 70 组合) -> 2. 数据范围:`DATA_START="2017-01-01"` 到 `ANALYSIS_END="2026-05-06"`——与 Step 2 同步锁死,保证 5 折切分点在任何时间跑都一致 +> 1. 复用第 2 个实验的参数空间和约束(无止损组 70 组合) +> 2. 数据范围:`DATA_START="2017-01-01"` 到 `ANALYSIS_END="2026-05-06"`,与第 2 个实验同步锁死,保证 5 折切分点在任何时间跑都一致 > 3. 用 `oxq.optimize.TimeSeriesCV`(不是 sklearn 的 `KFold`):`n_splits=5`、`expanding=True` > 4. 传入 `paramset`,让 `cross_validate()` 自动在每折训练集上做 GridSearch > 5. `n_splits=5` 的依据:ML 教科书默认值,7 年数据上每折约 1.4 年验证集,足够长 -> 6. `expanding=True` 的依据:训练集逐折扩大——Step 2 的 Anchored 比 Rolling 更稳定,本步跟随该结论 +> 6. `expanding=True` 的依据:训练集逐折扩大。第 2 个实验的 Anchored 比 Rolling 更稳定,本步跟随该结论 -> 📌 **要点**:金融数据要用时序切分,不能用随机切分。普通 ML 用 sklearn 的 `KFold` 是随机切的(可设 `random_state`);金融场景必须用 `TimeSeriesSplit`——**训练集永远在测试集之前,绝不让“未来”出现在“过去”的训练里**。否则就是把答案偷给了考试中的你——回测看起来漂亮,实盘上一笔笔真金白银地亏,是这条硬约束最常见的代价。这是 q6 比通用 ML 课程多出的一条硬约束。 +> 📌 **要点**:金融数据要用时序切分,不能用随机切分。普通机器学习里常见的 `KFold` 可以随机切,但金融场景必须用时间序列切分:训练集永远在测试集之前,绝不让“未来”出现在“过去”的训练里。否则就是把答案偷给了考试中的你。回测看起来漂亮,真实交易时可能亏钱,这是这条硬约束最常见的代价。 -> 📌 **要点**:接续型 spec 应该做减法。spec-03 比 spec-01 / spec-02 都短得多——它不重新定义参数空间(直接复用 Step 2 的 `wf_paramset`)、不重讲一次什么是过拟合,专心做“5 折结果对比”一件事。**承接型 spec 应当克制重复——前面 spec 讲过的就别再讲;只引入本 spec 真正新的东西。** +> 📌 **要点**:接续型 spec 应该做减法。spec-03 比 spec-01 / spec-02 都短得多。它不重新定义参数空间,直接复用第 2 个实验的 `wf_paramset`;也不重讲一次什么是过拟合,只专心做“5 折结果对比”一件事。承接型 spec 应当克制重复。前面 spec 讲过的就别再讲,只引入本 spec 真正新的东西。 -#### 起草结果呈现 +#### 第四段:验收标准 -> **结果呈现**: +> **验收标准**: > -> 1. 用 `cv_result.to_dataframe()` 打印汇总表,再 for 循环逐折打印(训练时段、验证时段、最优参数、样本内/样本外夏普、样本外收益) +> 1. 用 `cv_result.to_dataframe()` 打印汇总表,再 for 循环逐折打印(训练时段、验证时段、最优参数、样本内 / 样本外简化夏普、样本外收益) > 2. 汇总:`mean_oos_metric()` ± `std_oos_metric()` + 范围 [min, max] + 唯一参数组合数 -> 3. 柱状图(figsize 12×6):每折样本内 / 样本外夏普双柱 + 样本外均值水平线 -> 4. 标题「5 折交叉验证:每折的样本内 vs 样本外夏普比」 -> 5. 打印分析按实际数据动态描述:5 折中几折选了相同参数、变异系数大小、与 Step 2 Anchored 结论是否一致 +> 3. 柱状图(figsize 12×6):每折样本内 / 样本外简化夏普双柱 + 样本外均值水平线 +> 4. 标题「5 折交叉验证:每折的样本内与样本外简化夏普」 +> 5. 打印分析按实际数据动态描述:5 折中几折选了相同参数、变异系数大小、与第 2 个实验 Anchored 结论是否一致 -完整 spec 在 [`specs/spec-03-cross-validation.md`](https://github.com/xingwudao/xquant-learning/blob/main/q6-avoid-overfitting/specs/spec-03-cross-validation.md)——复制给 AI,弹窗选「允许」。 +完整示例 spec 在配套仓库的 [`q6-avoid-overfitting/specs/spec-03-cross-validation.md`](https://github.com/xingwudao/xquant-learning/blob/main/q6-avoid-overfitting/specs/spec-03-cross-validation.md)。参考它确认自己的 spec 后,再复制给 AI,按提示允许执行。 -AI 助手执行完毕后,你的 notebook 里应该出现了 5 折交叉验证的完整结果。 +AI 执行完毕后,你的 notebook 里应该出现 5 折交叉验证的完整结果。 -`TimeSeriesCV` 把数据切成 5 折。每折用前面的数据训练(训练集逐渐扩大),紧跟着的一段做验证。每折都独立做网格搜索——选出该折的最优参数,再到验证集上检验。 +`TimeSeriesCV` 把数据切成 5 折。每折用前面的数据训练(训练集逐渐扩大),紧跟着的一段做验证。每折都独立做网格搜索,选出该折的最优参数,再到验证集上检验。 ### 运行结果 @@ -335,7 +337,7 @@ AI 助手执行完毕后,你的 notebook 里应该出现了 5 折交叉验证 **表 6-5 5 折交叉验证逐折详情** -| Fold | 训练时段 | 验证时段 | 最优参数 | 样本内夏普 | 样本外夏普 | 样本外收益 | +| Fold | 训练时段 | 验证时段 | 最优参数 | 样本内简化夏普 | 样本外简化夏普 | 样本外收益 | |------|----------|----------|----------|-----------|-----------|-----------| | 1 | 2017-01-01 ~ 2018-07-22 | 2018-07-23 ~ 2020-02-11 | mom=15, vol=15, freq=5 | 0.87 | 0.69 | 14.37% | | 2 | 2017-01-01 ~ 2020-02-11 | 2020-02-12 ~ 2021-09-02 | mom=15, vol=10, freq=5 | 0.72 | 0.44 | 10.82% | @@ -343,62 +345,62 @@ AI 助手执行完毕后,你的 notebook 里应该出现了 5 折交叉验证 | 4 | 2017-01-01 ~ 2023-03-25 | 2023-03-26 ~ 2024-10-14 | mom=20, vol=15, freq=5 | 0.53 | 1.56 | 37.83% | | 5 | 2017-01-01 ~ 2024-10-14 | 2024-10-15 ~ 2026-05-06 | mom=20, vol=20, freq=5 | 0.72 | 1.79 | 67.22% | -**TopNRanking CV 汇总:** 样本外夏普 0.95 ± 0.68,样本外范围 [0.28, 1.79],唯一参数组合 4/5。 +**TopNRanking CV 汇总:** 样本外简化夏普 0.95 ± 0.68,样本外范围 [0.28, 1.79],唯一参数组合 4/5。 -5 折中 Fold 3 与 Fold 4 选择了相同的参数(mom=20, vol=15, freq=5),其余三折各不相同——这组结果该怎么读? +5 折中 Fold 3 与 Fold 4 选择了相同的参数(mom=20, vol=15, freq=5),其余三折各不相同。这组结果该怎么读? -每折样本内 vs 样本外夏普对比如图 6-3 所示。 +每折样本内与样本外简化夏普对比如图 6-3 所示。 -![5 折交叉验证:每折的样本内 vs 样本外夏普比](images/q6-avoid-overfitting/03-cross-validation-5fold.png) +![5 折交叉验证:每折的样本内与样本外简化夏普](images/q6-avoid-overfitting/03-cross-validation-5fold.png) ### 结果解读 第三个认知升级:**多次验证比单次验证更可靠。** -先看参数一致性。5 折里只有 Fold 3 和 Fold 4 选了同一组参数(mom=20, vol=15, freq=5),其余三折各不相同——单看 5 折,共识不算强。但有意思的是:这组(mom=20, vol=15, freq=5)也正是 Step 2 里 Anchored Walk-forward 在 15 折里出现 7 次的最频繁参数。两种独立的切法(一种 15 折滑动、一种 5 折时序切分)都把概率最高的位置指向了同一组参数——切法换了,结论没变。 +先看参数一致性。5 折里只有 Fold 3 和 Fold 4 选了同一组参数(mom=20, vol=15, freq=5),其余三折各不相同。单看 5 折,共识不算强。但有意思的是:这组(mom=20, vol=15, freq=5)也正是第 2 个实验里 Anchored Walk-forward 在 15 折里出现 7 次的最频繁参数。两种独立的切法(一种 15 折滑动,一种 5 折时序切分)都把概率最高的位置指向了同一组参数。切法换了,结论没变。 -再看表现波动。样本外夏普的范围从 0.28 到 1.79,标准差 0.68。变异系数(标准差/均值)约为 0.72,仍小于 1——说明样本外表现整体相对一致,但波动不容忽视:最好的折(1.79)比最差的折(0.28)高了 6 倍以上。参数对了不代表什么时候都有正收益——策略对市场环境仍然敏感。 +再看表现波动。样本外简化夏普的范围从 0.28 到 1.79,标准差 0.68。变异系数(标准差 / 均值)约为 0.72,仍小于 1,说明样本外表现整体相对一致,但波动不容忽视:最好的折(1.79)比最差的折(0.28)高了 6 倍以上。参数对了不代表什么时候都有正收益,策略对市场环境仍然敏感。 交叉验证的价值不是给你一个“最优参数”,而是告诉你**你的参数选择有多可靠**。5 折下来如果共识强,可以更有信心;共识弱,就该接受“参数选择本身有不确定性”,而不是盯着某一折的结果。 -**数据说了算:多次验证给出更立体的画像——共识强可以更进一步,共识弱就该承认不确定性。即使参数对了,也别期望每年都有正收益。** +**数据说了算:多次验证给出更立体的画像。共识强可以更进一步,共识弱就该承认不确定性。即使参数对了,也别期望每年都有正收益。** -**这就是第三把铲子:交叉验证。** 它让你在多种切法下独立验证同一个结论——一次可能是巧合,多次都指向同一个答案就更可信。前两把铲子告诉你“是不是过拟合”,这一把告诉你“你有多大把握”。 +**这就是第三个检查工具:交叉验证。** 它让你在多种切法下独立验证同一个结论。一次可能是巧合,多次都指向同一个答案就更可信。前两个检查工具告诉你“是不是过拟合”,这一个告诉你“你有多大把握”。 -到这里,我们从三个角度检验了参数选择——一次验证(Step 1)、动态验证(Step 2)、多次验证(Step 3)。但还有一种过拟合更隐蔽:不是参数选错了,而是**规则太多了**。 +到这里,我们从三个角度检验了参数选择:一次验证(第 1 个实验)、动态验证(第 2 个实验)、多次验证(第 3 个实验)。但还有一种过拟合更隐蔽:不是参数选错了,而是**规则太多了**。 --- -## 6.4 规则越多回测越好——是好事吗? +## 6.4 规则越多回测越好,是好事吗? -前三步检验的都是参数选择——找参数、更新参数、换切法验证参数。但还有一种过拟合更隐蔽。 +前三个实验检验的都是参数选择:找参数、更新参数、换切法验证参数。但还有一种过拟合更隐蔽。 -回顾第四章:我们给策略加了止损、止盈、移动止损等交易规则。当时的结论是“不是所有规则都有用”。但那时我们没有做样本内/样本外验证。如果在样本内不断加规则、调参数,回测收益一路上升——这是真的在改进策略,还是只是在“凑”出好看的数字? +回顾第 4 章:我们给策略加了止损、止盈、移动止损等交易规则。当时的结论是“不是所有规则都有用”。但那时我们没有做样本内 / 样本外验证。如果在样本内不断加规则、调参数,回测收益一路上升,这是真的在改进策略,还是只是在“凑”出好看的数字? -直觉告诉我们:**规则越多保护越全面,效果应该越好。** 止损防亏损、止盈锁利润、移动止损跟踪趋势——每一条都有道理。 +直觉告诉我们:**规则越多保护越全面,效果应该越好。** 止损防亏损、止盈锁利润、移动止损跟踪趋势,每一条都有道理。 -真的吗?试试看——从最简单的策略开始,一层一层加规则,看样本内和样本外分别怎么变。 +真的吗?试试看。从最简单的策略开始,一步一步加规则,看样本内和样本外分别怎么变。 ### 动手实验 4:规则负担 我们一起把这份 spec 写出来。这次重点看两件新东西:**规则数的定义**(“规则数”和“自由度”是两个不同的轴)、**业务约束链的金融语义**(止损 < 止盈 / 移动止损 ≥ 固定止损 / 回撤 ≥ 止损都是领域知识)。 -#### 起草上下文 + 任务 +#### 第一、二段:上下文和任务描述 -> **上下文**:在 `q6-avoid-overfitting.ipynb` 中已有参数优化 + Walk-forward + 交叉验证。前三步检验“参数选得对不对”。本步检验另一种过拟合——规则太多。每加一条规则,就多了一个可调旋钮;旋钮越多,越容易在样本内“调出”好看的结果。 +> **上下文**:在 `q6-avoid-overfitting.ipynb` 中已有参数优化 + Walk-forward + 交叉验证。前三步检验“参数选得对不对”。本步检验另一种过拟合:规则太多。每加一条规则,就多了一个可调旋钮;旋钮越多,越容易在样本内“调出”好看的结果。 > -> **任务**:在 notebook 新建单元格,做两个堆叠实验展示规则负担。 +> **任务描述**:在 notebook 新建单元格,做两个堆叠实验展示规则负担。 -#### 起草要求:4A 规则堆叠 + 4B 自由度堆叠 +#### 第三段:任务要求 -把“加规则”和“加自由度”分两个实验跑,**学员才能看出“是规则本身的问题还是自由度的问题”**。 +把“加规则”和“加自由度”分两个实验跑,读者才能看出“是规则本身的问题,还是自由度的问题”。 -> **要求**: +> **任务要求**: > -> 1. 编写 `run_layer(layer_name, rules, paramset, description)` 辅助函数,复用 Step 1 的样本内/外切分 -> 2. **4A 规则堆叠**(6 层):基础策略 mom=20/vol=20/freq=10 固定,逐层添加交易规则 +> 1. 编写 `run_layer(layer_name, rules, paramset, description)` 辅助函数,复用第 1 个实验的样本内 / 样本外切分 +> 2. **4A 规则堆叠**(6 步):基础策略 mom=20 / vol=20 / freq=10 固定,逐步添加交易规则 > - Layer 0:基础策略(无额外规则) -> - Layer 1:+ 优化调仓频率 +> - Layer 1:+ 优化再平衡频率 > - Layer 2:+ 优化止损 > - Layer 3:+ 优化止盈(约束 sl < tp) > - Layer 4:+ 优化移动止损(约束 trail >= sl) @@ -406,43 +408,43 @@ AI 助手执行完毕后,你的 notebook 里应该出现了 5 折交叉验证 > 3. **4B 自由度堆叠**(5 配置):从 1 自由度逐步加到 6 自由度 > - A:仅动量窗口(1 自由度) > - B:+ 波动率(2) -> - C:+ 调仓频率(3) +> - C:+ 再平衡频率(3) > - D:+ 止损阈值(4) > - E:+ 止盈 + 移动止损(6 自由度,粗网格 [10,20,30] 防止组合数爆炸) -> 4. 每层在样本内选最优 → 在样本外验证 +> 4. 每一步在样本内选最优,再到样本外验证 > 5. 约束链按金融语义编码:止损 < 止盈、移动止损 ≥ 固定止损、回撤阈值 ≥ 止损 -> 📌 **要点**:q6 第一次显式区分“规则数”和“自由度”两个轴。**4A 数的是“加了几条交易规则”**(止损是一条规则,即便它只有一个 threshold 参数);**4B 数的是“有几个可优化的旋钮”**(一条规则可能贡献 1 个或多个自由度)。两个轴不一样——通用 ML 课程很少这么分,但金融领域必须分:止损是一条独立的业务规则,它在 4A 里占一层;但它的 threshold 在 4B 里只贡献 1 自由度。**学员看到两个实验的曲线分别走出 plateau 拐点,才能确认“既不是规则数的问题,也不是单纯自由度的问题,是两者都到了 plateau”。** +> 📌 **要点**:第 6 章第一次显式区分“规则数”和“自由度”两个轴。4A 数的是“加了几条交易规则”。止损是一条规则,即便它只有一个 threshold 参数。4B 数的是“有几个可优化的旋钮”。一条规则可能贡献 1 个或多个自由度。两个轴不一样,金融策略里必须分清楚:止损是一条独立业务规则,它在 4A 里占一步;但它的 threshold 在 4B 里只贡献 1 个自由度。读者看到两个实验的曲线分别出现拐点,才能理解问题不只来自规则数,也不只来自自由度,而是两者都会增加过拟合风险。 -> 📌 **要点**:业务约束链要用金融语义,不是技术约束。`sl < tp`(止损不能高于止盈,否则止损永远先触发)、`trail >= sl`(移动止损不能比固定止损更严,否则后者无意义)、`max_dd >= sl`(组合层风控阈值不应小于个仓止损,否则单仓止损还没触发组合就停了)——三组约束本身就是领域知识。**spec 里的约束链 = 嵌入领域知识的标准位置;学员看 spec 学的不只是参数,还有“为什么这些参数之间该有先后关系”。** +> 📌 **要点**:业务约束链要用金融语义,不是技术约束。`sl < tp` 表示止损不能高于止盈,否则止损永远先触发;`trail >= sl` 表示移动止损不能比固定止损更严,否则后者无意义;`max_dd >= sl` 表示组合整体风控阈值不应小于单个持仓的止损,否则单个持仓止损还没触发,组合整体就先停了。这三组约束本身就是领域知识。spec 里的约束链,是嵌入领域知识的标准位置。读者看 spec 学的不只是参数,还有“为什么这些参数之间该有先后关系”。 -#### 起草结果呈现 +#### 第四段:验收标准 -> **结果呈现**: +> **验收标准**: > -> 1. 两张汇总表:4A 六层 + 4B 五配置(含自由度、组合数、样本内/样本外夏普、衰减) -> 2. 两张图(各 figsize 12×6,双折线):4A「规则堆叠:样本内 vs 样本外」+ 4B「自由度越多 ≠ 越好」 -> 3. 打印分析按实际数据动态描述:4A 找出“超过这一层的规则都是规则负担”的最佳层、4B 找“自欺欺人开始”的拐点 -> 4. 引用 Brian Peterson 两段原话:「Rule burden is a form of overfitting」+「Too many rules will make a backtest look excellent in-sample, and may even work in walk forward analysis, but are very dangerous in production.」 +> 1. 两张汇总表:4A 六步 + 4B 五配置(含自由度、组合数、样本内 / 样本外简化夏普、衰减) +> 2. 两张图(各 figsize 12×6,双折线):4A「规则堆叠:样本内与样本外」+ 4B「自由度越多不等于越好」 +> 3. 打印分析按实际数据动态描述:4A 找出“超过这一步的规则都是规则负担”的最佳步、4B 找“自欺欺人开始”的拐点 +> 4. 用一句话总结规则负担:规则本身也可能成为过拟合来源 -完整 spec 在 [`specs/spec-04-rule-burden.md`](https://github.com/xingwudao/xquant-learning/blob/main/q6-avoid-overfitting/specs/spec-04-rule-burden.md)——复制给 AI,弹窗选「允许」。 +完整示例 spec 在配套仓库的 [`q6-avoid-overfitting/specs/spec-04-rule-burden.md`](https://github.com/xingwudao/xquant-learning/blob/main/q6-avoid-overfitting/specs/spec-04-rule-burden.md)。参考它确认自己的 spec 后,再复制给 AI,按提示允许执行。 -AI 助手执行完毕后,你的 notebook 里应该出现了两组实验的完整结果。 +AI 执行完毕后,你的 notebook 里应该出现两组实验的完整结果。 -**4A:逐层添加规则。** 从最简单的基础策略出发,每层多加一条规则,每层都在样本内做优化。约束条件先把不合理的组合(比如止损大于止盈、移动止损小于固定止损)过滤掉——剩下的层差异才不会被荒谬组合污染。 +**4A:逐步添加规则。** 从最简单的基础策略出发,每一步多加一条规则,每一步都在样本内做优化。约束条件先把不合理的组合(比如止损大于止盈、移动止损小于固定止损)过滤掉,剩下的结果才不会被荒谬组合污染。 -**4B:逐步增加参数维度。** 从只调 1 个参数(动量窗口)开始,逐步增加可调参数的数量。**自由度(Degrees of Freedom)**——可以调节的参数和规则的数量。自由度越多,优化器的“调节空间”就越大。 +**4B:逐步增加参数维度。** 从只调 1 个参数(动量窗口)开始,逐步增加可调参数的数量。**自由度(Degrees of Freedom)**,就是可以调节的参数和规则数量。自由度越多,优化器的“调节空间”就越大。 ### 运行结果 -4A 规则堆叠的样本内/样本外表现如表 6-6 所示。 +4A 规则堆叠的样本内 / 样本外表现如表 6-6 所示。 -**表 6-6 4A 规则堆叠:每层规则的样本内/样本外夏普与衰减** +**表 6-6 4A 规则堆叠:每一步规则的样本内 / 样本外简化夏普与衰减** -| Layer | 描述 | 组合数 | 样本内夏普 | 样本外夏普 | 衰减 | +| Layer | 描述 | 组合数 | 样本内简化夏普 | 样本外简化夏普 | 衰减 | |-------|------|--------|-----------|-----------|------| | 0 | 基础(固定参数) | 1 | 0.94 | 0.52 | -0.43 | -| 1 | + 优化调仓频率 | 3 | 1.06 | -0.07 | -1.13 | +| 1 | + 优化再平衡频率 | 3 | 1.06 | -0.07 | -1.13 | | 2 | + 优化止损 | 18 | 1.11 | 0.36 | -0.75 | | 3 | + 优化止盈 | 57 | 1.33 | 0.15 | -1.18 | | 4 | + 优化移动止损 | 183 | 1.33 | 0.15 | -1.18 | @@ -450,52 +452,52 @@ AI 助手执行完毕后,你的 notebook 里应该出现了两组实验的完 4B 指标堆叠(按可优化的自由度分档)的对比如表 6-7 所示。 -**表 6-7 4B 指标堆叠:自由度递增下的样本内/样本外夏普** +**表 6-7 4B 自由度堆叠:自由度递增下的样本内 / 样本外简化夏普** -| 配置 | 自由度 | 组合数 | 描述 | 样本内夏普 | 样本外夏普 | 衰减 | +| 配置 | 自由度 | 组合数 | 描述 | 样本内简化夏普 | 样本外简化夏普 | 衰减 | |------|--------|--------|------|-----------|-----------|------| | A | 1 | 5 | 动量窗口 | 1.07 | -0.17 | -1.24 | | B | 2 | 25 | + 波动率窗口 | 1.18 | 0.01 | -1.17 | -| C | 3 | 70 | + 调仓频率 | 1.18 | 0.01 | -1.17 | +| C | 3 | 70 | + 再平衡频率 | 1.18 | 0.01 | -1.17 | | D | 4 | 420 | + 止损阈值 | 1.39 | 0.50 | -0.88 | | E | 6 | 323 | + 止盈 + 移动止损 | 1.56 | -0.07 | -1.62 | -随层数 / 自由度增加,样本内一路向上、样本外却平甚至下降,对比如图 6-4 所示。 +随规则数 / 自由度增加,样本内一路向上,样本外却持平甚至下降,对比如图 6-4 所示。 -![4A 规则堆叠 与 4B 自由度越多不等于越好](images/q6-avoid-overfitting/04-rule-burden-4a-4b.png) +![4A 规则堆叠与 4B 自由度越多不等于越好](images/q6-avoid-overfitting/04-rule-burden-4a-4b.png) ### 结果解读 -第四个认知升级:**规则越多 != 策略越好,简单就是美。** +第四个认知升级:**规则越多不等于策略越好,简单就是美。** 这是本章最重要的认知冲击。 -先看 4A。样本内夏普从 Layer 0 的 0.94 爬升到 Layer 3 的 1.33——每加一条规则,优化器都能在样本内找到更好看的结果。但样本外呢?Layer 0 (基础策略,完全没有额外规则)的样本外夏普是 0.52——这是所有层中最高的!加了调仓频率优化后(Layer 1),样本外直接变成了 -0.07。止损(Layer 2)挽回了一些(0.36),但之后的止盈、移动止损、回撤风控全部无效——样本外停在 0.15 不再提升。 +先看 4A。样本内简化夏普从 Layer 0 的 0.94 爬升到 Layer 3 的 1.33。每加一条规则,优化器都能在样本内找到更好看的结果。但样本外呢?Layer 0(基础策略,完全没有额外规则)的样本外简化夏普是 0.52,这是所有步骤中最高的。加了再平衡频率优化后(Layer 1),样本外直接变成了 -0.07。止损(Layer 2)挽回了一些(0.36),但之后的止盈、移动止损、回撤风控全部无效,样本外停在 0.15 不再提升。 -注意 Layer 3-5 三行的样本内、样本外、衰减数字一字不差(IS 1.33 / OS 0.15 / 衰减 -1.18)——这不是抄错。Layer 3 引入了 `sl < tp`、Layer 4 又叠 `trail >= sl`、Layer 5 再叠 `max_dd >= sl`,三条约束把搜索空间一层层锁死。再增加的旋钮被前面的约束吃掉,最后什么都调不动。**这是规则负担的另一面:旋钮多了,相互之间的约束也多,优化器其实根本没机会真正“利用”那几个新自由度。** +注意 Layer 3-5 三行的样本内、样本外、衰减数字一字不差(IS 1.33 / OS 0.15 / 衰减 -1.18)。这不是抄错。Layer 3 引入了 `sl < tp`,Layer 4 又叠 `trail >= sl`,Layer 5 再叠 `max_dd >= sl`。三条约束把搜索空间一步步锁住。再增加的旋钮被前面的约束吃掉,最后什么都调不动。**这是规则负担的另一面:旋钮多了,相互之间的约束也多,优化器其实根本没机会真正“利用”那几个新自由度。** 也就是说:最简单的基础策略,反而是样本外表现最好的。 -再看 4B。从配置 D 到配置 E,自由度从 4 增加到 6,样本内夏普从 1.39 升到 1.56(好了 12%),但样本外从 0.50 跌到 -0.07——**自欺欺人的拐点**出现了。多出来的两个参数让优化器在样本内找到了更好看的结果,但在样本外完全不兑现。 +再看 4B。从配置 D 到配置 E,自由度从 4 增加到 6,样本内简化夏普从 1.39 升到 1.56(好了 12%),但样本外从 0.50 跌到 -0.07。**自欺欺人的拐点**出现了。多出来的两个参数让优化器在样本内找到了更好看的结果,但在样本外完全不兑现。 -为什么会这样?每条新规则都增加一个**自由度**——可以调节的旋钮。旋钮越多,优化器就有越多的空间去“凑”出好看的回测结果。这不是在发现真规律,而是在记忆噪音。这就是**规则负担(Rule Burden)**——规则本身就是一种过拟合的来源。规则太多会让回测看起来很漂亮,甚至在前推验证中也可能过关,但放到实盘就很危险。 +为什么会这样?每条新规则都增加一个**自由度**,也就是可以调节的旋钮。旋钮越多,优化器就有越多的空间去“凑”出好看的回测结果。这不是在发现真规律,而是在记忆噪音。这就是**规则负担(Rule Burden)**:规则本身也可能成为过拟合的来源。规则太多会让回测看起来很漂亮,甚至在前推验证中也可能过关,但真实交易时很危险。 -这个判断不是我们一拍脑袋——R 语言量化框架 quantstrat 的作者 Brian Peterson 早就说过:“规则负担本身就是一种过拟合(Rule burden is a form of overfitting)。规则太多会让回测在样本内异常漂亮,甚至在前推验证里也能过关,但放到实盘就非常危险。”每条规则都是给优化器多一个旋钮——旋钮越多,凑出好看回测的余地就越大,对真实未来的把握反而越小。 +规则越多,凑出漂亮回测的余地就越大,对真实未来的把握反而可能越小。你不是在让策略更聪明,而是在给历史数据更多机会“配合你”。 -**铁律:能用 2 个参数解决的问题,不要用 6 个。每增加一条规则,都要问——样本外也改善了吗?如果没有,删掉它。少即是多。** +**铁律:能用 2 个参数解决的问题,不要用 6 个。每增加一条规则,都要问:样本外也改善了吗?如果没有,删掉它。少即是多。** -**这就是第四把铲子:规则负担。** 它告诉你少即是多——不是“加规则越多策略越好”,而是“每加一条规则都要在样本外验证它真的帮上忙”。这把铲子和前三把不同:前三把帮你检查已有的策略,这一把帮你**在设计阶段就少挖坑**。 +**这就是第四个检查工具:规则负担。** 它告诉你少即是多。不是“加规则越多策略越好”,而是“每加一条规则都要在样本外验证它真的帮上忙”。这个工具和前三个不同:前三个帮你检查已有的策略,这一个帮你在设计阶段就少走弯路。 --- ## 6.5 回头看:你刚才做了什么? -**6.5 是“做”——四把铲子的操作流程总图,把四步实验铺成你以后每次接到一份回测都能照着走的检查路径。** 四步下来,我们从四个角度回答了同一个核心问题——“这个参数组合是真的好,还是运气好?” +这一节把本章四个实验铺成一条以后可以复用的检查路径。四个实验回答的是同一个核心问题:这个参数组合是真的好,还是运气好? -- **Step 1: 参数优化** → 490 种组合,样本内很好 → 样本外全面衰减 → 过拟合 -- **Step 2: Walk-forward** → 模拟“边走边调” → 参数稳定才可信 -- **Step 3: 交叉验证** → 5 折独立验证 → 共识强可以更进一步,共识弱就该承认不确定性 -- **Step 4: 规则负担** → 规则越多样本内越好 → 样本外不买账 → 简单就是美 +- **第 1 个实验:参数优化。** 490 种组合,样本内很好,样本外全面衰减,这就是过拟合。 +- **第 2 个实验:Walk-forward。** 模拟“边走边调”,看参数是否稳定。 +- **第 3 个实验:交叉验证。** 5 折独立验证,共识强可以更进一步,共识弱就该承认不确定性。 +- **第 4 个实验:规则负担。** 规则越多样本内越好,但样本外不买账。简单就是美。 从今以后,拿到任何策略的回测结果,可以用一套防过拟合检查清单核对一遍真实性,如表 6-8 所示。 @@ -504,30 +506,35 @@ AI 助手执行完毕后,你的 notebook 里应该出现了两组实验的完 | 检查项 | 怎么做 | 好的信号 | 坏的信号 | |--------|--------|----------|----------| | 样本外验证 | 在没见过的数据上跑 | 衰减小 | 衰减大 | -| Walk-forward | 分窗口优化+验证 | 参数跨窗口稳定 | 参数每次都变 | +| Walk-forward | 分窗口优化 + 验证 | 参数跨窗口稳定 | 参数每次都变 | | 交叉验证 | 多折验证 | 各折结果一致 | 各折差异巨大 | -| 规则负担 | 从简到繁,逐层加 | 样本外同步改善 | 样本内改善但样本外不变 | -| 参数敏感性(第五章) | 扫描参数 | 高原型 | 山峰型 | +| 规则负担 | 从简到繁,逐步加 | 样本外同步改善 | 样本内改善但样本外不变 | +| 参数敏感性(第 5 章) | 扫描参数 | 高原型 | 山峰型 | -加上第五章的参数敏感性,你手上已经有五把检验策略的武器。第一章那次“被自己的回测骗”的肉身记忆,到这里被沉淀成了一份可以挂在墙上的检查清单——这就是“疑”从感觉变成方法的过程,也是飞轮归因层在你手里第一次完整闭环的一小步。下次再接到一份“漂亮”的回测,你不会再赤手空拳,而是知道该问哪几个问题、用哪几把铲子去挖。 +加上第 5 章的参数敏感性,你手上已经有五个检查工具。第 1 章那次“被自己的回测骗”的经历,到这里沉淀成了一份可以复用的检查清单。这就是“疑”从感觉变成方法的过程。下次再接到一份“漂亮”的回测,你不会只看收益率,而是知道该问哪几个问题、做哪几项检查。 -更重要的是:这四把铲子不只是让你“能识破自己的过拟合”,它们也让你**敢于做更激进的策略实验**——因为你知道有工具可以兜住底。怀疑回测不是为了畏手畏脚,是为了能放心动手。这就是“疑”和“做”在飞轮里的真正关系:**疑得越深,做得越敢。** +更重要的是:这些检查工具不只是让你识别过拟合,也让你敢于做更有探索性的策略实验。因为你知道,有一套方法可以把漂亮结果拆开验证。怀疑回测不是为了畏手畏脚,而是为了更负责任地动手。 --- ## 6.6 本章总结 -**6.6 是“概念速查 + 带走的问题”——和 6.5 严格分工:6.5 写“怎么做”,6.6 写“用到了什么 / 还有什么没回答”。** - ### 策略进化路径 -第五章产出:完整的策略评估方法论 + 体检清单 → Step 1: 参数优化(样本内很好但样本外衰减,过拟合) → Step 2: Walk-forward(模拟定期重新优化,参数稳定性) → Step 3: 交叉验证(多次验证更可靠,但表现差异大) → Step 4: 规则负担(规则/参数越多越危险,简单就是美) → 第六章产出:四把防身工具 + 防过拟合检查清单 + “怀疑回测”的态度 +**第 5 章产出:完整的策略评估方法 + 体检清单** + +- 第 1 个实验:参数优化。样本内很好,但样本外衰减,这就是过拟合。 +- 第 2 个实验:Walk-forward。模拟定期重新优化,检查参数稳定性。 +- 第 3 个实验:交叉验证。多次验证更可靠,也能暴露结果差异。 +- 第 4 个实验:规则负担。规则和参数越多,越要警惕过拟合。 + +**第 6 章产出:防过拟合检查清单 + “怀疑回测”的方法** ### 概念速查表 本章涉及的核心概念汇总如表 6-9 所示,方便随时回查。 -**表 6-9 第六章核心概念速查** +**表 6-9 第 6 章核心概念速查** | 概念 | 含义 | 类比 | |------|------|------| @@ -541,29 +548,29 @@ AI 助手执行完毕后,你的 notebook 里应该出现了两组实验的完 | 参数稳定性 | 好参数在不同窗口中保持一致 | 不管怎么考,你的强项科目都一样 | | 交叉验证 | 用多种切法验证同一个策略 | 做实验要重复多次才可信 | | 时间序列分割 | 保持时间顺序的交叉验证 | 不能用未来考题“复习”过去 | -| 规则负担 | 每条新规则增加过拟合风险 | 考试作弊手段越多,被抓的风险越大 | -| 自由度 | 可以调节的参数和规则数量 | 作弊的旋钮越多,越容易凑出高分 | +| 规则负担 | 每条新规则都可能增加过拟合风险 | 规则越多,越容易把历史数据配合好 | +| 自由度 | 可以调节的参数和规则数量 | 可调旋钮越多,越容易凑出高分 | ### 本章核心认知 走完四步实验后,本章最值得带走的八条认知如表 6-10 所示。 -**表 6-10 第六章核心认知** +**表 6-10 第 6 章核心认知** | 认知 | 来源 | |------|------| -| 参数优化是双刃剑——优化后必须在新数据上验证 | Step 1 | -| 样本内的好成绩不算数 | Step 1 | -| 参数稳定性比参数最优更重要 | Step 2 | -| 好参数跨窗口稳定,坏参数到处变 | Step 2 | -| 多次验证比单次验证更可靠 | Step 3 | -| 不同验证方法指向同一个参数 → 可信度高 | Step 3 | -| 规则越多 != 策略越好 | Step 4 | -| 能用 2 个参数解决的问题,不要用 6 个 | Step 4 | +| 参数优化是双刃剑,优化后必须在新数据上验证 | 第 1 个实验 | +| 样本内的好成绩不算数 | 第 1 个实验 | +| 参数稳定性比参数最优更重要 | 第 2 个实验 | +| 好参数跨窗口稳定,坏参数到处变 | 第 2 个实验 | +| 多次验证比单次验证更可靠 | 第 3 个实验 | +| 不同验证方法指向同一个参数,可信度更高 | 第 3 个实验 | +| 规则越多不等于策略越好 | 第 4 个实验 | +| 能用 2 个参数解决的问题,不要用 6 个 | 第 4 个实验 | ### 带走的问题 -我们已经知道怎么评估策略(第五章)、怎么防过拟合(第六章)。回测世界的问题基本解决了。 +我们已经知道怎么评估策略(第 5 章)、怎么防过拟合(第 6 章)。回测世界的问题基本解决了。 但回测终究是模拟。在回测里,你可以按任何价格、在任何时间成交。真实世界里呢? @@ -571,20 +578,8 @@ AI 助手执行完毕后,你的 notebook 里应该出现了两组实验的完 - 你下单到成交之间,价格会不会已经变了? - 回测假设的手续费,和真实交易一样吗? -**从回测到实盘,还有多少坑在等着你?** → 第七章 +**从回测到真实交易,还有多少问题在等着你?** 这就是第 7 章要回答的问题。 -**你在第一章撞过那堵墙,第五章手里有了体检表,这一章把怀疑变成了肌肉记忆。下面一章,回测的世界要让位给真实成交的世界——你将带着这四把铲子,走进实盘。** +你在第 1 章看见过过拟合,第 5 章手里有了体检表,这一章把怀疑变成了具体检查。下一章,回测世界要让位给真实成交的世界。 -> 本章所有代码的可运行版本见 `notebooks/q6-avoid-overfitting.ipynb` - ---- - -## 反馈与读者群 - -如果你发现本章有错别字、概念不清或实验结果不一致,欢迎 -[提交 GitHub Issue](https://github.com/xingwudao/xquant-beginner/issues/new/choose)。 - -课程、正式书和后续更新见 -[xquant.shop/courses](https://xquant.shop/courses)。 - -添加作者微信 `xquanter` 进入读者群。请备注:`XQuant 读者`。 +> 本章所有代码的可运行版本见配套仓库的 [`q6-avoid-overfitting/notebooks/q6-avoid-overfitting.ipynb`](https://github.com/xingwudao/xquant-learning/blob/main/q6-avoid-overfitting/notebooks/q6-avoid-overfitting.ipynb) diff --git a/book/q7-execution.md b/book/q7-execution.md index 68ccb1b..1794a82 100644 --- a/book/q7-execution.md +++ b/book/q7-execution.md @@ -1,39 +1,31 @@ -# 第七章:真的下单:跨到实盘 +# 第 7 章:从理想到现实:执行交易 -第六章你建立了一套完整的防线——参数优化、前推验证、交叉验证、规则负担检查。策略通过了所有考验,你信心满满。 +第 6 章你建立了一套完整的防线:参数优化、前推验证、交叉验证、规则负担检查。策略通过了所有考验,你信心满满。 **明天就去买!** -但打开券商 APP,你愣住了。策略说“沪深300ETF 权重 35%,纳指100ETF 权重 25%,黄金ETF 权重 40%”——可 APP 上只能输入股数和价格。35% 是多少股?按什么价格下单? +但打开券商 APP,你愣住了。券商就是帮你买卖股票和基金的机构。策略说“沪深300ETF 权重 35%,纳指100ETF 权重 25%,黄金ETF 权重 40%”,可 APP 上只能输入股数和价格。35% 是多少股?按什么价格下单? -> **📌 小词典:券商 / 下单 / 成交价** -> -> - **券商** —— 你委托买卖股票的中介机构(类似机票代理人)。 -> - **下单** —— 告诉券商“买/卖什么、多少股、什么价格”(把订单递给售票窗口)。 -> - **成交价** —— 券商真正帮你买到 / 卖出时的价格(想 ¥4.27 买、实际成交 ¥4.30、差额就是滑点)。 +下单,就是告诉券商“买什么、卖什么、多少股、什么价格”。成交价,就是券商实际帮你买到或卖出的价格。你想用 ¥4.27 买,最后 ¥4.30 才买到,中间差出来的部分就是滑点。 -回测引擎在内部用精确的浮点数分配权重——你以为回测结果就是实盘结果。但中间隔了一整条执行链:权重要翻译成股数,价格在不停变化,下单要花佣金和印花税,成交价和预期价格总有差距。这些差距不是抽象的——本章后面你会亲眼看到,仅仅因为成交价模式不同,同一笔策略最好和最差之间累计差出 6.64%;再叠加佣金 + 印花税 + 滑点,四年累计又被侵蚀 5.72%。这一章就是要看清这些“看不见的钱”都去哪了。 +回测引擎在内部用精确的小数分配权重。你很容易误以为,回测结果就是实际交易结果。但中间隔着一整条执行链:权重要翻译成股数,价格在不停变化,下单要花佣金和印花税,成交价和预期价格总有差距。这些差距不是抽象的。本章后面你会亲眼看到,仅仅因为成交价模式不同,同一个策略最好和最差之间累计差出 6.64%;再叠加佣金、印花税和滑点,四年累计又被侵蚀 5.72%。这一章就是要看清这些“看不见的钱”都去哪了。 ### 路线图 -**选什么标的(第二章)→ 每个买多少(第三章)→ 什么时候买卖(第四章)→ 怎么验证有效(第五章)→ 如何避免自欺欺人(第六章)→ 如何真正执行(第七章本章)** +**选什么标的(第 2 章)→ 每个买多少(第 3 章)→ 什么时候买卖(第 4 章)→ 怎么验证有效(第 5 章)→ 如何避免自欺欺人(第 6 章)→ 如何真正执行(第 7 章本章)** -**这一章你跨进了飞轮的“执行层”——主练动作回到“做+看”:把“权重 → 订单 → 成交”这条执行链上的每一步都做成可重复的规则,再用执行报告“看”出回测和实盘之间的差距。** 本章从“迫不及待想操作”的状态出发,在操作中暴露四个问题,四步对应的方法如表 7-1 所示。 +**这一章进入四个阶段里的执行交易阶段。重点落在“做”和“看”两个环节:把“权重 → 订单 → 成交”这条执行链上的每一步都做成可重复的规则,再用执行报告看出回测和真实交易之间的差距。** 本章从“迫不及待想操作”的状态出发,在操作中暴露四个问题,四步对应的方法如表 7-1 所示。 -**表 7-1 第七章四步问题与方法对照** +**表 7-1 第 7 章四步问题与方法对照** | 步骤 | 问题 | 方法 | |------|------|------| -| Step 1 | 35% 是多少股? | 目标权重 → 具体订单 | -| Step 2 | 价格变了怎么办? | 成交价压力测试 + 成本层叠 | -| Step 3 | 回测 vs 实盘,差距有多大? | Alpaca 模拟交易 | -| Step 4 | 执行得对不对? | 执行报告 + 逐笔对账 | +| 第 1 步 | 35% 是多少股? | 目标权重 → 具体订单 | +| 第 2 步 | 价格变了怎么办? | 成交价压力测试 + 成本层叠 | +| 第 3 步 | 回测和模拟交易差距有多大? | Alpaca 模拟交易 | +| 第 4 步 | 执行得对不对? | 执行报告 + 逐笔对账 | -> **📌 小词典:实盘 vs 模拟盘** -> -> - **实盘** —— 行业惯例统称把策略接入交易接口、订单走真实撮合的运行模式。 -> - **本章特指** —— Alpaca 模拟盘(paper trading),订单走 Alpaca 的撮合环境,不涉及真金白银。本章后文提到的“实盘”都是这个意思。 -> - **真正用钱下单** —— 需要按所在市场的开户、入金、合规流程独立办理(A 股的对照见拓展阅读)。 +本章会反复提到“模拟交易”。这里指 Alpaca 模拟盘(paper trading):订单进入 Alpaca 的撮合环境,不动用真实资金。真正用钱交易,需要按所在市场的开户、入金和合规流程独立办理。本章先用模拟交易练执行流程,避免还没学会检查执行风险,就先把真钱放进去。 (操作流程见前言“怎么使用这本书”。) @@ -51,41 +43,41 @@ ### 动手实验 1:目标权重 → 具体订单 -我们一起把这份 spec 写出来。这次重点看三件新东西:**实盘金额必须用 Decimal**、**lot_size 是市场制度的硬约束**,以及**单点 → 横切 → 网格的三段递进**。 +我们一起把这份 spec 写出来。这次重点看三件新东西:**交易金额必须用 Decimal**、**lot_size 是市场制度的硬约束**,以及**单点 → 横切 → 网格的三段递进**。 -#### 起草上下文 + 任务 +#### 第一、二段:上下文和任务描述 -q7 的 spec 必须从第一行就交代「为什么是实盘场景」——上下文用调仓日开场,把学员从「浮点数权重」的舒适世界拉到「券商 APP 只接受整数股」的现实。 +第 7 章的 spec 必须从第一行就交代“为什么是执行交易场景”。上下文用调整持仓的日子开场,把读者从“小数权重”的舒适世界拉到“券商 APP 只接受整数股”的现实。 -> **上下文**:学员跑完第六章,策略通过了所有检验。今天是调仓日,风险平价信号给出目标权重——沪深300ETF 35% / 纳指100ETF 25% / 黄金ETF 40%。打开券商 APP,只能输入股数和价格。 +> **上下文**:读者跑完第 6 章,策略通过了所有检验。今天需要调整持仓,风险平价方法给出目标权重:沪深300ETF 35% / 纳指100ETF 25% / 黄金ETF 40%。打开券商 APP,只能输入股数和价格。 > -> **任务**:在 `q7-execution.ipynb` 中用 `generate_orders()` 把目标权重翻译成具体订单,并对比 A 股(lot_size=100)和美股(lot_size=1)的取整偏差。 +> **任务描述**:在 `q7-execution.ipynb` 中用 `generate_orders()` 把目标权重翻译成具体订单,并对比 A 股(lot_size=100)和美股(lot_size=1)的取整偏差。 -> 📌 **要点**:实盘金额计算必须用 `Decimal` 而非 float。spec 在 import 段写 `from decimal import Decimal`,常量定义里所有权重、价格、本金都用 `Decimal("0.35")` 字符串构造——浮点累积误差在大额账户上会到分到角的差异,这是 q7 起的第一条领域规矩。 +> 📌 **要点**:交易金额计算必须用 `Decimal` 而非 float。spec 在 import 段写 `from decimal import Decimal`,常量定义里所有权重、价格、本金都用 `Decimal("0.35")` 字符串构造。浮点累积误差在大额账户上会到分到角的差异,这是第 7 章起的第一条领域规矩。 -#### 起草要求:lot_size 与三段递进 +#### 第三段:任务要求 -要求段把市场规则当不变量写死——A 股 100 股一手、美股 1 股一手——这不是 oxq 的设计选择,是真实世界的制度差异。然后用三段递进暴露问题。 +任务要求段把市场规则当不变量写死。A 股 100 股一手,美股 1 股一手。这不是 oxq 的设计选择,是真实世界的制度差异。然后用三段递进暴露问题。 -> **要求**: +> **任务要求**: > > 1. 常量:A 股标的 `("510300.SS", "513100.SS", "518880.SS")`、目标权重 35%/25%/40%、模拟价格 ¥4.27/¥1.72/¥8.04(全用 Decimal 字符串构造) -> 2. 第一步——空仓 + 10 万人民币 + `lot_size=100`,生成 A 股订单清单 -> 3. 第二步——A 股(lot_size=100)vs 美股(SPY/QQQ/GLD,lot_size=1)的对比表 -> 4. 第三步——五档资金量(1 万 / 5 万 / 10 万 / 50 万 / 100 万)× 两市场的网格扫描 +> 2. 第 1 步:空仓 + 10 万人民币 + `lot_size=100`,生成 A 股订单清单 +> 3. 第 2 步:A 股(lot_size=100)vs 美股(SPY/QQQ/GLD,lot_size=1)的对比表 +> 4. 第 3 步:五档资金量(1 万 / 5 万 / 10 万 / 50 万 / 100 万)× 两市场的网格扫描 > 5. 对比柱状图(figsize 14×5):左图最大权重偏差、右图现金残余占比;A 股红、美股蓝 -> 📌 **要点**:`lot_size=100` 是 A 股的硬约束(100 股一手是市场规则),`lot_size=1` 是美股的硬约束。把这种「制度差异」参数化进 spec,学员才能看清真相——不是 oxq 在挑选实现,是市场在挑选规则。 +> 📌 **要点**:`lot_size=100` 是 A 股的硬约束(100 股一手是市场规则),`lot_size=1` 是美股的硬约束。把这种“制度差异”参数化进 spec,读者才能看清真相:不是 oxq 在挑选实现,是市场在挑选规则。 -> 📌 **要点**:三段递进(单点 → 横切 → 网格)是 q7 整章的节奏——第一步跑通接口、第二步两市场对比、第三步五档资金 × 两市场。先看到现象、再看到对比、再看到规律,避免一上来用网格扫描压垮 0 基础学员。 +> 📌 **要点**:三段递进(单点 → 横切 → 网格)是第 7 章整章的节奏。第 1 步跑通接口,第 2 步对比两个市场,第 3 步扫描五档资金 × 两个市场。先看到现象,再看到对比,再看到规律,避免一上来用网格扫描压垮 0 基础读者。 -#### 起草结果呈现 +#### 第四段:验收标准 -> **结果呈现**:订单表格 + A 股 vs 美股对比表 + 五档资金量两张表 + 对比柱状图;打印投入金额和剩余现金,过渡句「订单有了,但按什么价格下单?」自然带到下一节。 +> **验收标准**:订单表格 + A 股 vs 美股对比表 + 五档资金量两张表 + 对比柱状图;打印投入金额和剩余现金,过渡句“订单有了,但按什么价格下单?”自然带到下一节。 -完整 spec 在 [`specs/spec-01-order-generator.md`](https://github.com/xingwudao/xquant-learning/blob/main/q7-execution/specs/spec-01-order-generator.md)——复制给 AI,弹窗选「允许」。 +完整示例 spec 见配套仓库的 [`q7-execution/specs/spec-01-order-generator.md`](https://github.com/xingwudao/xquant-learning/blob/main/q7-execution/specs/spec-01-order-generator.md)。参考示例后,确认自己的 spec,再复制给 AI。 -AI 助手执行完毕后,你的 notebook 里应该出现了订单生成的完整结果。`generate_orders()` 就是那个翻译器——输入目标权重、当前持仓、最新价格和总资金,输出具体的订单清单。`lot_size=100` 表示 A 股必须买 100 股的整数倍。A 股 ETF 单价虽然低(几元钱),但 100 股一手的约束让偏差远大于美股。 +AI 编程工具执行完毕后,你的 notebook 里应该出现了订单生成的完整结果。`generate_orders()` 就是那个翻译器:输入目标权重、当前持仓、最新价格和总资金,输出具体的订单清单。`lot_size=100` 表示 A 股必须买 100 股的整数倍。A 股 ETF 单价虽然低(几元钱),但 100 股一手的约束让偏差远大于美股。 ### 运行结果 @@ -131,7 +123,7 @@ A 股的偏差明显更大,现金残余也翻了一倍多。这就是 `lot_siz 回测引擎在内部用浮点数精确分配权重——沪深300ETF 就是精确的 35.000%。但你去下单时,只能买 100 股的整数倍。8100 股沪深300ETF 的实际权重是 34.6%,不是 35.0%。 -**取整偏差是系统性的**——每次调仓都会产生,日积月累就是真实的收益偏差。A 股的 100 股整手约束让偏差尤其明显。小资金账户(比如 10 万人民币做三只 ETF 的风险平价)可能连基本的权重分布都无法实现。 +**取整偏差是系统性的**:每次调整持仓都会产生,日积月累就是真实的收益偏差。A 股的 100 股整手约束让偏差尤其明显。小资金账户(比如 10 万人民币做三只 ETF 的风险平价)可能连基本的权重分布都无法实现。 还有一笔“隐形损失”:**现金残余**。那些因为凑不成整股而趴在账户里的现金,一分钱收益都没产生。 @@ -141,15 +133,15 @@ A 股的偏差明显更大,现金残余也翻了一倍多。这就是 `lot_siz ## 7.2 价格变了怎么办 -回测里你只看到“权重”,但实盘里每一笔下单都要付钱给三个人——这是先建立预算感再做实验的前提。 +回测里你只看到“权重”,但真实交易里每一笔下单都要付钱给三方。先建立预算感,再做实验。 **三笔执行成本你必须先认清:** - **佣金(Commission)** —— 付给券商的服务费,A 股通常是万分之一到万分之三,最低 5 元;美股按笔或按股;港股约万分之五。本章 SimBroker 默认填的是万分之一。 -- **印花税(Stamp Duty)** —— 付给政府的,A 股**卖出**时收千分之一(买入不收);港股买卖双向各 0.13%;美股没有印花税。第二章拓展阅读已经预告过,本章你将在执行报告里第一次亲眼看到它把钱怎么慢慢吃掉。 +- **印花税(Stamp Duty)** —— 付给政府的,A 股**卖出**时收千分之一(买入不收);港股买卖双向各 0.13%;美股没有印花税。第 2 章拓展阅读已经预告过,本章你将在执行报告里第一次亲眼看到它把钱怎么慢慢吃掉。 - **滑点(Slippage)** —— 你下单时看到的价格和最终成交的价格之间的差。看似小,每笔 0.1%-0.3%,但乘以一年几十笔交易,累积下来不可忽视。这一节就是要让你看到它有多大。 -带着这三个成本的画面感,我们再回到具体场景:Step 1 生成了订单清单——“买沪深300ETF 8100 股,按 ¥4.27”。但 ¥4.27 是昨天的收盘价。你现在下单,价格可能已经涨到 ¥4.30 了,也可能跌到 ¥4.24。 +带着这三个成本的画面感,我们再回到具体场景:第 1 步生成了订单清单,“买沪深300ETF 8100 股,按 ¥4.27”。但 ¥4.27 是昨天的收盘价。你现在下单,价格可能已经涨到 ¥4.30 了,也可能跌到 ¥4.24。 按哪个价格买?这个差异有多大影响? @@ -163,44 +155,44 @@ A 股的偏差明显更大,现金残余也翻了一倍多。这就是 `lot_siz 我们一起把这份 spec 写出来。这次重点看两件新东西:**带宽即认知**(用 fill_between 把执行不确定性变成可见的橙色带)和**积分式归因**(成本拆四层逐层加,把“扣了 5%”分解成佣金/印花税/滑点各扣多少)。 -#### 起草上下文 + 任务 +#### 第一、二段:上下文和任务描述 -> **上下文**:在 `q7-execution.ipynb` 中已有 Step 1 的订单生成实验。Step 1 生成了订单「买沪深300ETF 8100 股,按 ¥4.27」——但这是昨天收盘价,现在下单价格已经变了。按哪个价格买?差异有多大影响? +> **上下文**:在 `q7-execution.ipynb` 中已有第 1 步的订单生成实验。第 1 步生成了订单“买沪深300ETF 8100 股,按 ¥4.27”。但这是昨天收盘价,现在下单价格已经变了。按哪个价格买?差异有多大影响? > -> **任务**:用 `FillPriceMode` 的五种模式做压力测试,再用四层成本层叠展示佣金、印花税和滑点的持续侵蚀。 +> **任务描述**:用 `FillPriceMode` 的五种模式做压力测试,再用四层成本层叠展示佣金、印花税和滑点的持续侵蚀。 -> 📌 **要点**:金融术语在 spec 内最低限度解释。q7 的金融黑话密度高(成交价、滑点、印花税折算、归一化净值、夏普比率),spec 写作要假设学员单读 spec 也能看懂——在要求段开头加一段术语简释,不让 spec 完全依赖 book 才能读懂。 +> 📌 **要点**:金融术语在 spec 内最低限度解释。第 7 章的金融术语密度高(成交价、滑点、印花税折算、归一化净值、简化夏普),spec 写作要假设读者单读 spec 也能看懂。在任务要求段开头加一段术语简释,不让 spec 完全依赖正文才能读懂。 -#### 起草要求:五种模式与四层成本 +#### 第三段:任务要求 -要求段同时压缩了「五种 FillPriceMode 全跑」和「四层成本层叠」两条主线。第一条让学员看到执行不确定性的带宽;第二条让学员看到成本归因。 +任务要求段同时压缩了“五种 FillPriceMode 全跑”和“四层成本层叠”两条主线。第一条让读者看到执行不确定性的带宽,第二条让读者看到成本归因。 -> **要求**: +> **任务要求**: > > 1. 数据:标的 `510300.SS / 513100.SS / 518880.SS`,起始 `2021-01-01`,用 `YFinanceDownloader` + 本地缓存 -> 2. 策略沿用 q4 产出参数:`RebalanceFrequencyRule(interval_days=21)` + `StopLossRule(threshold=0.10)`,封装成 `make_strategy()` / `make_rules()` 辅助函数 +> 2. 策略沿用第 4 章产出的参数:`RebalanceFrequencyRule(interval_days=21)` + `StopLossRule(threshold=0.10)`,封装成 `make_strategy()` / `make_rules()` 辅助函数 > 3. 五种 `FillPriceMode`(CLOSE / MID / NEXT_OPEN / NEXT_HIGH / NEXT_LOW)各跑一次完整回测,佣金 `PercentageFee(rate=Decimal("0.0006"), min_fee=Decimal("5"))`(A 股万一佣金 + 印花税折算双边约万五,合计约万六) > 4. 净值曲线图(figsize 12×8,上下两图高度比 3:1,`layout='constrained'`):上图五条归一化净值(起点=100),下图各模式与 CLOSE 的差距折线 + NEXT_HIGH / NEXT_LOW 之间用橙色 `fill_between` 填充 > 5. 四层成本层叠(NEXT_OPEN 模式):无成本 → 加万一佣金 → 加佣金+印花税(万六) → 加佣金+印花税+滑点(千一) > 6. 成本层叠图(同样 12×8 / 3:1):上图四条归一化净值,下图成本侵蚀折线(三条差距线 ≤ 0,正值说明计算有误) -> 📌 **要点**:**带宽即认知**——HIGH 和 LOW 之间的橙色填充把“执行不确定性”从抽象概念变成可视化的带宽。学员第一眼看到的不是数字,是带宽。把“画带宽”作为视觉契约写进 spec,胜过千言文字。 +> 📌 **要点**:**带宽即认知**。HIGH 和 LOW 之间的橙色填充把“执行不确定性”从抽象概念变成可视化的带宽。读者第一眼看到的不是数字,是带宽。把“画带宽”作为视觉契约写进 spec,胜过千言文字。 -> 📌 **要点**:**积分式归因**——成本拆四层逐层加,每层一次完整回测、四条净值曲线对比。学员看到的不是「成本扣 X%」一个数字,而是「佣金扣多少、印花税扣多少、滑点扣多少」的归因分解。这是 q5/q6 已建立的“分布优于均值”思想在执行场景的延续。 +> 📌 **要点**:**积分式归因**。成本拆四层逐层加,每层一次完整回测、四条净值曲线对比。读者看到的不是“成本扣 X%”一个数字,而是“佣金扣多少、印花税扣多少、滑点扣多少”的归因分解。这是第 5 章、第 6 章已建立的“分布优于均值”思想在执行场景的延续。 -> 📌 **要点**:印花税近似要主动声明“用 PercentageFee 折算为双边费率,实际略有差异”。这是教学诚实——不把模型当真理,承认精度边界。q7 涉及真实金额的 spec 都要遵循这条规矩。 +> 📌 **要点**:印花税近似要主动声明“用 PercentageFee 折算为双边费率,实际略有差异”。这是教学诚实:不把模型当真理,承认精度边界。第 7 章涉及真实金额的 spec 都要遵循这条规矩。 -#### 起草结果呈现 +#### 第四段:验收标准 -> **结果呈现**:五种模式对比表(5 行含收益/夏普)+ 净值曲线图(含执行不确定性带)+ 成本层叠表(4 行成本逐层递增、收益逐层递减)+ 成本层叠图(含成本侵蚀曲线);过渡句「这些都是估算,真实执行到底差多少?」带到下一节。 +> **验收标准**:五种模式对比表(5 行含收益和简化夏普)+ 净值曲线图(含执行不确定性带)+ 成本层叠表(4 行成本逐层递增、收益逐层递减)+ 成本层叠图(含成本侵蚀曲线);过渡句“这些都是估算,真实执行到底差多少?”带到下一节。 -完整 spec 在 [`specs/spec-02-fill-price.md`](https://github.com/xingwudao/xquant-learning/blob/main/q7-execution/specs/spec-02-fill-price.md)——复制给 AI,弹窗选「允许」。 +完整示例 spec 见配套仓库的 [`q7-execution/specs/spec-02-fill-price.md`](https://github.com/xingwudao/xquant-learning/blob/main/q7-execution/specs/spec-02-fill-price.md)。参考示例后,确认自己的 spec,再复制给 AI。 -AI 助手执行完毕后,你的 notebook 里应该出现了五种成交价模式的对比结果和成本层叠分析。 +AI 编程工具执行完毕后,你的 notebook 里应该出现了五种成交价模式的对比结果和成本层叠分析。 -`FillPriceMode` 有五种模式:`CLOSE`(收盘价,回测默认假设)、`NEXT_OPEN`(次日开盘价,最接近实盘)、`NEXT_HIGH`(次日最高价,最差买入场景)、`NEXT_LOW`(次日最低价,最好买入场景)、`MID`(最高与最低均价)。同一个策略跑五遍,唯一的区别是“假设在什么价格成交”。 +`FillPriceMode` 有五种模式:`CLOSE`(收盘价,回测默认假设)、`NEXT_OPEN`(次日开盘价,更接近实际交易)、`NEXT_HIGH`(次日最高价,最差买入场景)、`NEXT_LOW`(次日最低价,最好买入场景)、`MID`(最高与最低均价)。同一个策略跑五遍,唯一的区别是“假设在什么价格成交”。 -成本层叠则用四层配置逐层加码:无成本 → 加佣金(万一) → 加佣金 + 印花税 → 加佣金 + 印花税 + 滑点。用“次日开盘价”作为基础,因为这最接近实盘。**滑点(Slippage)** 是你下单时价格因市场波动而偏离预期的部分——就像你在拥挤的菜市场买菜,问价时 5 块,等你掏钱时变 5.1 了。印花税是 A 股特有的成本——每次卖出时收取 0.05%,这里用 PercentageFee 近似折算为双边费率。 +成本层叠则用四层配置逐层加码:无成本 → 加佣金(万一) → 加佣金 + 印花税 → 加佣金 + 印花税 + 滑点。用“次日开盘价”作为基础,因为它更接近实际交易。**滑点(Slippage)** 是你下单时价格因市场波动而偏离预期的部分,就像你在拥挤的菜市场买菜,问价时 5 块,等你掏钱时变 5.1 了。印花税是 A 股特有的成本。每次卖出时收取 0.05%,这里用 PercentageFee 近似折算为双边费率。 ### 运行结果 @@ -208,11 +200,11 @@ AI 助手执行完毕后,你的 notebook 里应该出现了五种成交价模 **表 7-4 五种成交价模式下的回测指标对比** -| 成交价模式 | 累计收益率 | 年化收益率 | 最大回撤 | 夏普比率 | 交易次数 | +| 成交价模式 | 累计收益率 | 年化收益率 | 最大回撤 | 简化夏普 | 交易次数 | |------------|------------|------------|----------|----------|----------| | 收盘价(回测理想) | 83.22% | 12.90% | -15.45% | 1.15 | 184 | | 中间价 | 85.62% | 13.19% | -14.34% | 1.18 | 184 | -| 次日开盘价(最接近实盘) | 80.00% | 12.50% | -15.98% | 1.12 | 184 | +| 次日开盘价(更接近实际交易) | 80.00% | 12.50% | -15.98% | 1.12 | 184 | | 次日最高价(最差买入) | 81.02% | 12.62% | -16.13% | 1.14 | 185 | | 次日最低价(最好买入) | 76.58% | 12.06% | -17.19% | 1.08 | 184 | @@ -224,13 +216,13 @@ AI 助手执行完毕后,你的 notebook 里应该出现了五种成交价模 再看下图——橙色填充区域就是 NEXT_HIGH 和 NEXT_LOW 之间的差距,叫**执行不确定性区间**。这个区间越宽,说明你对执行结果的控制力越弱。 -收盘价(回测理想)83.22%;次日开盘价(最接近实盘)80.00%,比理想少了 3.22%;次日最高价(最差情况)81.02%,比理想少了 2.20%;次日最低价(最好情况)76.58%,比理想少了 6.64%。最好和最差之间的差距:4.45%。 +收盘价(回测理想)83.22%;次日开盘价(更接近实际交易)80.00%,比理想少了 3.22%;次日最高价(最差情况)81.02%,比理想少了 2.20%;次日最低价(最好情况)76.58%,比理想少了 6.64%。最好和最差之间的差距:4.45%。 再看成本层叠,如表 7-5 所示。 **表 7-5 成本层叠对回测指标的影响** -| 成本层级 | 累计收益率 | 年化收益率 | 夏普比率 | +| 成本层级 | 累计收益率 | 年化收益率 | 简化夏普 | |----------|------------|------------|----------| | 无成本 | 82.44% | 12.80% | 1.15 | | + 佣金(万一) | 80.92% | 12.61% | 1.13 | @@ -255,44 +247,44 @@ AI 助手执行完毕后,你的 notebook 里应该出现了五种成交价模 NEXT_HIGH 和 NEXT_LOW 之间的带状区域就是“执行不确定性”——**同一个策略决策,仅仅因为执行时机不同,结果就有这么大的差距。** 这个差距不是策略的问题,而是执行的问题。 -**第二,成本是持续的侵蚀。** 佣金、印花税和滑点不是一次性的损失,而是每次交易都在发生。一年几十次调仓下来,成本层层叠加,侵蚀掉的收益比你想象的多得多。 +**第二,成本是持续的侵蚀。** 佣金、印花税和滑点不是一次性的损失,而是每次交易都在发生。一年几十次调整持仓下来,成本层层叠加,侵蚀掉的收益比你想象的多得多。 你刚才看到的就是 A 股的真实成本结构。佣金万一是基础,印花税在每次卖出时额外扣 0.05%,滑点更是无法避免。三者叠加,四年累计侵蚀了 5.72% 的收益——这就是为什么低频策略往往比高频策略更适合个人投资者。 -但以上都是“估算”——用不同的成交价模式模拟出来的。真实执行到底差多少? +但以上都是“估算”,是用不同的成交价模式模拟出来的。真正进入交易接口以后,差距到底有多大? --- -## 7.3 回测 vs 实盘,差距有多大 +## 7.3 回测和模拟交易,差距有多大 -把前两步的具体数字摊在桌面上:佣金 + 印花税 + 滑点,**四年累计侵蚀 5.72% 的收益**;同一笔订单按“最好”和“最差”成交价跑,**累计收益差距高达 6.64%**。这些不是抽象的“差距”——是真金白银从你的账户里走掉。 +把前两步的具体数字摊在桌面上:佣金 + 印花税 + 滑点,**四年累计侵蚀 5.72% 的收益**;同一个策略按“最好”和“最差”成交价跑,**累计收益差距高达 6.64%**。这些不是抽象的“差距”,是真金白银从你的账户里走掉。 -**这一节标的物切换为美股 ETF(SPY、QQQ、GLD)。** 前两个实验沿用 A 股 ETF(沪深300、纳指100、黄金),和 第二、六章 保持一致;从这一节开始换成美股 ETF——因为 open-xquant 内置了 Alpaca 美股模拟交易接口,可以让你亲手体验真实下单。放心——美股和 A 股面对的执行问题完全一样(取整偏差、滑点、成本),只是 A 股有 100 股整手约束和印花税,某些问题更严重。解读中会详细桥接。 +**这一节投资对象切换为美股 ETF(SPY、QQQ、GLD)。** 前两个实验沿用 A 股 ETF(沪深300、纳指100、黄金),和第 2 章、第 6 章保持一致。从这一节开始换成美股 ETF,因为 open-xquant 内置了 Alpaca 美股模拟交易接口,可以让你亲手体验提交订单、等待成交、查看回报。美股和 A 股面对的执行问题本质相同:取整偏差、滑点、成本。区别是 A 股有 100 股整手约束和印花税,某些问题会更明显。 ### A 股桥接:为什么用美股练手,结论却双向适用 -你接下来要上的 Alpaca 是美股模拟盘——选它是因为接入简单(注册即用,无需开户、无需入金)。但**美股看到的所有问题,A 股一模一样、且大多更严重**: +你接下来要用的是 Alpaca 美股模拟盘。选它是因为接入简单,注册即可使用,不需要开户入金。但**美股看到的所有执行问题,A 股一样存在,而且大多更明显**: 1. **取整偏差** —— A 股 100 股整手,偏差比美股大得多(美股可买 1 股) 2. **价格滑点** —— A 股同样存在,开盘竞价和收盘竞价时段尤其明显 3. **交易成本** —— A 股还要额外付印花税(卖出 0.05%) 4. **执行落差** —— 同样的策略,A 股的执行落差通常比美股更大 -**“用美股练手 + 搬回 A 股操作”是这一节的实操路径**——美股 Alpaca 让你在不用开户的情况下亲手感受成交,看到的所有结论搬回 A 股完全成立。当你回到 A 股券商 APP 手动操作时,建议你: +**“用美股模拟盘练手,再把检查方法搬回 A 股操作”是这一节的实操路径**。美股 Alpaca 让你在不用动用真实资金的情况下亲手感受成交。等你回到 A 股券商 APP 手动操作时,建议你: -- 先用 `generate_orders()` 生成订单清单(Step 1 的 SOP),不要凭感觉手敲数量 +- 先用 `generate_orders()` 生成订单清单(第 1 步的流程),不要凭感觉手敲数量 - 定期对比回测净值和实际账户净值,监控执行落差是否在预算内 -- 如果执行落差持续放大,回到本节诊断三问——是成本问题,还是执行时机问题? +- 如果执行落差持续放大,回到本节诊断三问:是成本问题,还是执行时机问题? -现在,我们让策略接入 Alpaca 模拟交易平台,真正跑一遍。然后把回测净值和模拟实盘净值画在同一张图上——差距一目了然。 +现在,我们让策略接入 Alpaca 模拟交易平台跑一遍。然后把回测净值和模拟交易净值画在同一张图上,差距一目了然。 -**关键概念:** Engine 和 Strategy 完全不变,只是把数据源和交易接口换了。回测用 SimBroker + LocalMarketDataProvider,实盘用 LiveBroker + AlpacaMarketDataProvider。策略逻辑一行都不用改。 +**关键概念:** Engine 和 Strategy 完全不变,只是把数据源和交易接口换了。回测用 SimBroker + LocalMarketDataProvider,模拟交易用 LiveBroker + AlpacaMarketDataProvider。策略逻辑一行都不用改。 这就像你做菜——同一份菜谱,在家里用燃气灶做和在户外用柴火做,食材和步骤一样,但火候控制不同,最终味道总有差异。策略是“菜谱”,交易接口是“灶”。 ### 动手实验 3:Alpaca 模拟交易 -为了体验真实交易摩擦,本节使用美股 ETF(SPY、QQQ、GLD)。这是因为 open-xquant 内置了 Alpaca 美股模拟交易接口,可以让你亲手感受真实下单——提交订单、等待成交、查看回报,而不是在历史数据上模拟成交。 +为了体验交易摩擦,本节使用美股 ETF(SPY、QQQ、GLD)。这是因为 open-xquant 内置了 Alpaca 美股模拟交易接口,可以让你亲手感受提交订单、等待成交、查看回报,而不是只在历史数据上模拟成交。 要使用 Alpaca 模拟盘,你需要: 1. 在 alpaca.markets 免费注册一个账号 @@ -302,46 +294,46 @@ NEXT_HIGH 和 NEXT_LOW 之间的带状区域就是“执行不确定性”—— ALPACA_API_KEY=你的Key ALPACA_SECRET_KEY=你的Secret ``` -4. 把上面的步骤告诉 AI 助手,它会帮你完成配置 +4. 把上面的步骤告诉 AI 编程工具,它会帮你完成配置 -我们一起把这份 spec 写出来。这是 q7 最有挑战的一份——同时要让有 Alpaca 账号的学员体验真实下单、让没账号的学员能完成完整流程、还不能把 API key 写进任何文件。重点看三件新东西:**API key 三重防线**、**Part A / B-1 / B-2 三段切分**,以及**外部依赖的兜底设计**。 +我们一起把这份 spec 写出来。这是第 7 章最有挑战的一份:同时要让有 Alpaca 账号的读者体验模拟交易,让没账号的读者能完成完整流程,还不能把 API key 写进任何文件。重点看三件新东西:**API key 三重防线**、**A / B-1 / B-2 三段切分**,以及**外部依赖的兜底设计**。 -#### 起草上下文 + 任务 +#### 第一、二段:上下文和任务描述 -> **上下文**:在 `q7-execution.ipynb` 中已有 Step 1 的订单生成(A 股 ETF)+ Step 2 的成交价压力测试(A 股 ETF)。前两步暴露了取整偏差、滑点和成本,但都是「估算」。现在切换为美股 ETF(SPY/QQQ/GLD),接入 Alpaca 模拟交易平台让策略真正跑一遍。 +> **上下文**:在 `q7-execution.ipynb` 中已有第 1 步的订单生成(A 股 ETF)+ 第 2 步的成交价压力测试(A 股 ETF)。前两步暴露了取整偏差、滑点和成本,但都是“估算”。现在切换为美股 ETF(SPY/QQQ/GLD),接入 Alpaca 模拟交易平台让策略跑一遍。 > -> **任务**:完成三段不可省略的演示——Part A:SimBroker 回测基准;Part B-1:Alpaca 数据源做历史回测对比数据源差异;Part B-2:LiveBroker 提交真实订单到 Alpaca 模拟盘。无 Alpaca 账号时提供替代方案。 +> **任务描述**:完成三段不可省略的演示。A 部分:SimBroker 回测基准;B-1 部分:Alpaca 数据源做历史回测,对比数据源差异;B-2 部分:LiveBroker 提交订单到 Alpaca 模拟盘。无 Alpaca 账号时提供替代方案。 -> 📌 **要点**:A 股 → 美股的标的切换要诚实交代——open-xquant 当前只内置 Alpaca 美股 paper trading,国内券商接口尚未集成。spec 上下文段必须说清这个限制,避免学员误解「只有美股才有 paper trading」。 +> 📌 **要点**:A 股 → 美股的投资对象切换要诚实交代。open-xquant 当前只内置 Alpaca 美股 paper trading,国内券商接口尚未集成。spec 上下文段必须说清这个限制,避免读者误解“只有美股才有模拟交易”。 -#### 起草要求:API key 三重防线 + 三段切分 +#### 第三段:任务要求 要求段把 API key 处理设计成三重防线:环境变量、try/except 兜底、验证段安全断言。一道防线漏了还有两道兜着。 -> **要求**: +> **任务要求**: > -> 1. **Part A**:YFinance 下载 SPY/QQQ/GLD 起始 `2021-01-01`,用 `make_us_strategy()` / `make_us_rules()` 跑收盘价 + 佣金回测,结果赋给 `result_sim` +> 1. **A 部分**:YFinance 下载 SPY/QQQ/GLD 起始 `2021-01-01`,用 `make_us_strategy()` / `make_us_rules()` 跑收盘价 + 佣金回测,结果赋给 `result_sim` > 2. 定义公共画图函数 `plot_sim_vs_live(norm_sim, norm_live, title, ...)`(figsize 12×8,3:1 子图,`layout='constrained'`,下图差距填充) > 3. 检测环境变量 `os.environ.get("ALPACA_API_KEY")`,全部 Alpaca 操作包 try/except,失败自动转兜底 -> 4. **Part B-1**:`AlpacaMarketDataProvider(feed="iex")` + `Engine.setup() / step()` 逐 bar 执行 + SimBroker,对比 YFinance vs Alpaca IEX 的数据源差异 -> 5. **Part B-2**:核心动作 a) 用 `AlpacaClient` 读持仓 + 账户权益;b) `generate_orders(..., lot_size=1)` 算调仓;c) `LiveBroker(paper=True)` 逐笔提交;d) 等待 3 秒后查成交;e) 打印滑点对比表;f) `live_broker.close()` + 打印最终持仓。边界条件:无需调仓时跳过下单、市场关闭时查订单状态 -> 6. **无 Alpaca 替代方案**:`SimBroker(fill_price_mode=NEXT_OPEN)` + 滑点 + 佣金模拟实盘,同样赋给 `result_live` 供 Step 4 使用 +> 4. **B-1 部分**:`AlpacaMarketDataProvider(feed="iex")` + `Engine.setup() / step()` 逐 bar 执行 + SimBroker,对比 YFinance vs Alpaca IEX 的数据源差异 +> 5. **B-2 部分**:核心操作 a) 用 `AlpacaClient` 读持仓 + 账户权益;b) `generate_orders(..., lot_size=1)` 计算调整持仓订单;c) `LiveBroker(paper=True)` 逐笔提交;d) 等待 3 秒后查成交;e) 打印滑点对比表;f) `live_broker.close()` + 打印最终持仓。边界条件:无需调整持仓时跳过下单、市场关闭时查订单状态 +> 6. **无 Alpaca 替代方案**:`SimBroker(fill_price_mode=NEXT_OPEN)` + 滑点 + 佣金模拟交易,同样赋给 `result_live` 供第 4 步使用 -> 📌 **要点**:**API key 三重防线**——① 环境变量 `os.environ.get("ALPACA_API_KEY")` 不传参;② 整段包 try/except,连接失败自动切兜底;③ 验证段显式断言「不包含任何硬编码的 API Key」。q7 是学员第一次面对真实可花钱的接口,即使是 paper trading,养成「绝不硬编码 key」的习惯是关键。这三层缺一不可,可作为「涉外部 API 的 spec」的安全模板。 +> 📌 **要点**:**API key 三重防线**。第一,环境变量 `os.environ.get("ALPACA_API_KEY")` 不传参。第二,整段包 try/except,连接失败自动切兜底。第三,验收标准显式断言“不包含任何硬编码的 API Key”。第 7 章是读者第一次面对真实可花钱的接口,即使是 paper trading,养成“绝不硬编码 key”的习惯也很关键。这三层缺一不可,可作为“涉外部 API 的 spec”的安全模板。 -> 📌 **要点**:**Part A / B-1 / B-2 三段切分**承接 spec-02 的「积分式归因」——Part A 建立基准、Part B-1 揭示数据源差异、Part B-2 展示真实下单。让学员看到两层执行落差(数据层 + 真实成交层),而不是一笔糊涂账。 +> 📌 **要点**:**A / B-1 / B-2 三段切分**承接 spec-02 的“积分式归因”。A 部分建立基准,B-1 部分揭示数据源差异,B-2 部分展示模拟下单。让读者看到两层执行落差(数据层 + 成交层),而不是一笔糊涂账。 -> 📌 **要点**:**外部依赖的兜底设计**是 q7 唯一的「双轨 spec」——q1-q6 都假设学员能跑通核心流程,但 q7 必须接受「少数学员没 Alpaca 账号」的现实。无账号路径用 NEXT_OPEN + 滑点的 SimBroker 模拟,让没账号的学员也能完整跑完这一节。涉及外部账号 / 网络 / 付费服务的 spec 应推广这种设计。 +> 📌 **要点**:**外部依赖的兜底设计**是第 7 章唯一的“双轨 spec”。第 1 章到第 6 章都假设读者能跑通核心流程,但第 7 章必须接受“少数读者没 Alpaca 账号”的现实。无账号路径用 NEXT_OPEN + 滑点的 SimBroker 模拟,让没账号的读者也能完整跑完这一节。涉及外部账号、网络或付费服务的 spec 应推广这种设计。 -#### 起草结果呈现 +#### 第四段:验收标准 -> **结果呈现**:有 Alpaca 时输出必须含三部分(SimBroker 基准累计收益 / 数据源对比图 + Alpaca IEX 累计收益 / LiveBroker 实盘演示标题 + 当前持仓 + 调仓计划 + 最终持仓);无 Alpaca 时显示模拟实盘对比图;`result_live` 必须赋值供 Step 4 使用。 +> **验收标准**:有 Alpaca 时输出必须含三部分(SimBroker 基准累计收益 / 数据源对比图 + Alpaca IEX 累计收益 / LiveBroker 模拟交易演示标题 + 当前持仓 + 调整持仓计划 + 最终持仓);无 Alpaca 时显示模拟交易对比图;`result_live` 必须赋值供第 4 步使用。 -完整 spec 在 [`specs/spec-03-alpaca-paper.md`](https://github.com/xingwudao/xquant-learning/blob/main/q7-execution/specs/spec-03-alpaca-paper.md)——复制给 AI,弹窗选「允许」。如果你跳过 Alpaca 配置,下一段代码会自动切到 SimBroker 模拟实盘——不影响后续阅读。 +完整示例 spec 见配套仓库的 [`q7-execution/specs/spec-03-alpaca-paper.md`](https://github.com/xingwudao/xquant-learning/blob/main/q7-execution/specs/spec-03-alpaca-paper.md)。参考示例后,确认自己的 spec,再复制给 AI。如果你跳过 Alpaca 配置,下一段代码会自动切到 SimBroker 模拟交易,不影响后续阅读。 -AI 助手执行完毕后,你的 notebook 里应该出现了回测 vs 实盘的对比结果。 +AI 编程工具执行完毕后,你的 notebook 里应该出现了回测和模拟交易的对比结果。 -实验分三部分:Part A 用收盘价 + 佣金跑标准回测,作为“理想基准”;Part B-1 把行情数据从 YFinance 换成 Alpaca IEX,看“数据源不同”本身能带来多大差异;Part B-2 用 **LiveBroker** 把订单真正发送到 Alpaca 交易所——SimBroker 在本地模拟成交,而 LiveBroker 等待交易所返回真实成交回报。即使是 Paper Trading(模拟盘),订单也经过了交易所的撮合引擎,成交价是市场真实报价。 +实验分三部分:A 部分用收盘价 + 佣金跑标准回测,作为“理想基准”;B-1 部分把价格数据从 YFinance 换成 Alpaca IEX,看“数据源不同”本身能带来多大差异;B-2 部分用 **LiveBroker** 把订单发送到 Alpaca 模拟盘。SimBroker 在本地模拟成交,LiveBroker 等待 Alpaca 返回成交回报。即使是 Paper Trading(模拟盘),订单也经过 Alpaca 的撮合环境,成交价来自市场报价。 ### 运行结果 @@ -361,27 +353,27 @@ AI 助手执行完毕后,你的 notebook 里应该出现了回测 vs 实盘的 先看上图——蓝色线(YFinance 数据)和红色线(Alpaca IEX 数据)走势相似,但终点差了将近 6 个百分点。下图的执行落差从 2022 年开始持续扩大。 -同一个策略、同一个 SimBroker,仅仅因为行情数据来自不同供应商,结果就差了 5.93%。你以为回测结果是“确定的”,其实连数据本身都有不确定性——不同数据源的收盘价可能有微小差异(四舍五入方式、调整方法、采样时间点),四年累积下来就是这个数字。 +同一个策略、同一个 SimBroker,仅仅因为价格数据来自不同供应商,结果就差了 5.93%。你以为回测结果是“确定的”,其实连数据本身都有不确定性。不同数据源的收盘价可能有微小差异(四舍五入方式、调整方法、采样时间点),四年累积下来就是这个数字。 -再看 LiveBroker 的真实订单提交。这次运行时账户里已经有了之前建好的仓位(GLD 83 股、QQQ 41 股、SPY 51 股),策略只需要做小幅调整——卖出 1 股 QQQ。 +再看 LiveBroker 的模拟订单提交。这次运行时账户里已经有了之前建好的持仓(GLD 83 股、QQQ 41 股、SPY 51 股),策略只需要做小幅调整:卖出 1 股 QQQ。 -订单提交后,由于市场已关闭,订单状态为“accepted”(已接受,等待下次开盘执行)。这就是真实交易的常态——你不能随时成交,要等市场开门。如果你在开盘时间运行,订单通常会在几秒内成交,成交价和预期价格之间的差距就是真实的滑点。 +订单提交后,由于市场已关闭,订单状态为“accepted”(已接受,等待下次开盘执行)。这就是交易执行的常态:你不能随时成交,要等市场开门。如果你在开盘时间运行,订单通常会在几秒内成交,成交价和预期价格之间的差距就是滑点。 ### 结果解读 这一步揭示了两层执行落差。 -**第一层:数据源差异。** 同一个策略、同一个 SimBroker,仅仅因为行情数据来自不同的供应商(YFinance vs Alpaca IEX),回测结果就不一样。不同数据源的收盘价可能有微小差异(四舍五入、调整方式、采样时间点不同)。你以为回测结果是“确定的”,其实连数据本身都有不确定性。 +**第一层:数据源差异。** 同一个策略、同一个 SimBroker,仅仅因为价格数据来自不同的供应商(YFinance vs Alpaca IEX),回测结果就不一样。不同数据源的收盘价可能有微小差异(四舍五入、调整方式、采样时间点不同)。你以为回测结果是“确定的”,其实连数据本身都有不确定性。 -**第二层:真实执行差异。** 用 LiveBroker 向 Alpaca 模拟盘提交真实订单后,成交价和你预期的收盘价总是不一样。这就是**执行落差(Implementation Shortfall)**——从“策略决定买”到“真正买到”之间的距离。差距来自三个方面: +**第二层:成交执行差异。** 用 LiveBroker 向 Alpaca 模拟盘提交订单后,成交价和你预期的收盘价总是不一样。这就是**执行落差(Implementation Shortfall)**:从“策略决定买”到“真正买到”之间的距离。差距来自三个方面: -1. **成交价偏差**——回测用收盘价,实盘在某个时刻成交,价格已经变了 +1. **成交价偏差**——回测用收盘价,模拟交易或真实交易在某个时刻成交,价格已经变了 2. **交易成本**——佣金、印花税(A 股) 3. **市场冲击**——你的买单本身推高了价格(大资金才明显,小资金可忽略) -关键认知:**执行落差像每次下单都要交一笔过路费——不是 bug,是从回测到实盘的必经收费站。** 关键是知道这费多大、有没有突然涨价;你需要做的不是消除它(不可能),而是监控它的浮动是否在合理范围、在评估策略时预留这个空间。 +关键认知:**执行落差像每次下单都要交一笔过路费。它不是 bug,而是从回测走向交易执行必然会出现的成本。** 关键是知道这笔费用有多大、有没有突然变贵。你需要做的不是消除它(不可能),而是监控它的浮动是否在合理范围内,并在评估策略时预留这个空间。 -还有一个重要的设计细节值得注意:**Engine 和 Strategy 一行都没改。** 从回测切换到模拟实盘,只是换了数据源和交易接口。策略逻辑和执行环境完全解耦——这意味着你在回测中验证过的策略,可以直接接入实盘,不用重写任何代码。 +还有一个重要的设计细节值得注意:**Engine 和 Strategy 一行都没改。** 从回测切换到模拟交易,只是换了数据源和交易接口。策略逻辑和执行环境完全解耦。这意味着你在回测中验证过的策略,可以接入交易接口,不用重写策略代码。 差距看到了,但具体哪笔交易差得多、哪笔差得少? @@ -389,7 +381,7 @@ AI 助手执行完毕后,你的 notebook 里应该出现了回测 vs 实盘的 ## 7.4 怎么知道执行得对不对 -Step 3 让你看到了整体的执行落差。但“整体差 6%”这个数字不够——你需要知道: +第 3 步让你看到了整体的执行落差。但“整体差 6%”这个数字不够。你还需要知道: - 具体哪笔交易差得最多? - 是特定标的的问题,还是特定日期的问题? @@ -401,49 +393,49 @@ Step 3 让你看到了整体的执行落差。但“整体差 6%”这个数字 ### 动手实验 4:执行报告 -我们一起把这份 spec 写出来。这是 q7 的收尾 spec——前三份让学员看到执行落差「整体上」有多大,这份让学员**逐笔对账**找到落差的具体来源。重点看两件新东西:**反平均设计**(最贵的一笔比平均更值钱)和**实盘 vs 回测的对照表**(双图各回答一个问题)。 +我们一起把这份 spec 写出来。这是第 7 章的收尾 spec。前三份让读者看到执行落差整体上有多大,这份让读者**逐笔对账**,找到落差的具体来源。重点看两件新东西:**反平均设计**(最贵的一笔比平均更值钱)和**模拟交易 vs 回测的对照表**(双图各回答一个问题)。 -#### 起草上下文 + 任务 +#### 第一、二段:上下文和任务描述 -> **上下文**:在 `q7-execution.ipynb` 中已有 Step 1 / 2 / 3 的产出,特别是 `result_sim` 和 `result_live` 两个回测结果。Step 3 让学员看到了整体的执行落差,但「整体差 6%」这个数字不够——需要知道具体哪笔差得最多、是标的问题还是日期问题。 +> **上下文**:在 `q7-execution.ipynb` 中已有第 1 / 2 / 3 步的产出,特别是 `result_sim` 和 `result_live` 两个结果。第 3 步让读者看到了整体的执行落差,但“整体差 6%”这个数字不够,需要知道具体哪笔差得最多、是标的问题还是日期问题。 > -> **任务**:用 `ExecutionReport` 逐笔对比回测和实盘的成交,分析执行质量分布。 +> **任务描述**:用 `ExecutionReport` 逐笔对比回测和模拟交易的成交,分析执行质量分布。 -> 📌 **要点**:q7 的 spec 链同 q1 一样讲究「接续型 spec」——`result_live` 不论走 spec-03 的 Part B-2(Alpaca)还是兜底路径都会赋值。spec 的上下文段必须把上游变量名、形状、来源全列出,AI 才知道直接用哪份数据,不会重新跑回测。 +> 📌 **要点**:第 7 章的 spec 链同第 1 章一样讲究“接续型 spec”。`result_live` 不论走 spec-03 的 B-2 部分(Alpaca)还是兜底路径都会赋值。spec 的上下文段必须把上游变量名、形状、来源全列出,AI 才知道直接用哪份数据,不会重新跑回测。 -#### 起草要求:实盘 vs 回测的对照表 +#### 第三段:任务要求 -要求段是这份 spec 的灵魂——五步走完一条诊断闭环:逐笔对比 → 汇总 → 最贵的一笔 → 分布图 → 桥接 A 股。 +任务要求段是这份 spec 的核心。五步走完一条诊断流程:逐笔对比 → 汇总 → 最贵的一笔 → 分布图 → 桥接 A 股。 -> **要求**: +> **任务要求**: > -> 1. 用 `result_sim.trades` 和 `result_live.trades` 构造 `ExecutionReport`,打印前 20 笔逐笔对比表(日期/标的/方向/回测价/实盘价/滑点/回测股数/实盘股数/股数差) -> 2. 汇总统计:总笔数、匹配交易数、仅回测有、仅实盘有、平均价格滑点、总手续费差异 +> 1. 用 `result_sim.trades` 和 `result_live.trades` 构造 `ExecutionReport`,打印前 20 笔逐笔对比表(日期/标的/方向/回测价/模拟交易价/滑点/回测股数/模拟交易股数/股数差) +> 2. 汇总统计:总笔数、匹配交易数、仅回测有、仅模拟交易有、平均价格滑点、总手续费差异 > 3. **最贵的一笔**:从匹配交易(`sim_shares > 0 且 live_shares > 0`)中按 `|price_slippage|` 排序,打印 Top 1 详情;滑点 > 1% 时分析原因(波动大/流动性差/跳空) > 4. 执行质量分布图(figsize 14×5,两子图并排):左图滑点直方图(30 bins,标零滑点红色虚线 + 平均值橙色虚线)+ 右图按标的分组的滑点箱线图(SPY/QQQ/GLD 三色填充) > 5. 桥接 A 股:用文字说明美股的执行问题在 A 股一样存在(取整偏差更大 / 滑点 / 印花税 / 执行落差),并给出操作建议(`generate_orders()` 生成订单清单 / 定期对比净值 / 异常时检查原因) -> 📌 **要点**:**反平均设计**——「找出最贵的一笔」是关键的反平均。执行落差的“平均”是 0.05% 看起来无害,但少数几笔可能差 1-2%。学员只看汇总统计会得到错误结论,必须看尾部。这是 q5/q6 已建立的「分布优于均值」原则在执行场景的延续。 +> 📌 **要点**:**反平均设计**。“找出最贵的一笔”是关键的反平均。执行落差的“平均”是 0.05% 看起来无害,但少数几笔可能差 1-2%。读者只看汇总统计会得到错误结论,必须看尾部。这是第 5 章、第 6 章已建立的“分布优于均值”原则在执行场景的延续。 -> 📌 **要点**:**实盘 vs 回测的对照表**用双图各回答一个问题——直方图回答「整体怎样」(看分布形状),箱线图回答「问题在哪只标的」(看哪个箱子异常多)。两个视角不可互相替代,缺一不可。 +> 📌 **要点**:**模拟交易 vs 回测的对照表**用双图各回答一个问题。直方图回答“整体怎样”,看分布形状;箱线图回答“问题在哪只标的”,看哪个箱子异常多。两个视角不可互相替代,缺一不可。 -> 📌 **要点**:桥接 A 股要克制——q7 的主线是认知(了解执行落差),不是工程(A 股自动化交易)。spec 用文字桥接而非要求重跑,避免给学员塞超出本章范围的负担(国内券商 API 是另一套基础设施)。 +> 📌 **要点**:桥接 A 股要克制。第 7 章的主线是认知(了解执行落差),不是工程(A 股自动化交易)。spec 用文字桥接而非要求重跑,避免给读者塞超出本章范围的负担。国内券商 API 是另一套基础设施。 -#### 起草结果呈现 +#### 第四段:验收标准 -> **结果呈现**:逐笔对比表 ≥ 20 行 + 汇总统计(含匹配交易数和平均滑点)+ 最贵一笔具体数值 + 直方图 + 箱线图 + 桥接 A 股的操作建议。 +> **验收标准**:逐笔对比表 ≥ 20 行 + 汇总统计(含匹配交易数和平均滑点)+ 最贵一笔具体数值 + 直方图 + 箱线图 + 桥接 A 股的操作建议。 -完整 spec 在 [`specs/spec-04-execution-report.md`](https://github.com/xingwudao/xquant-learning/blob/main/q7-execution/specs/spec-04-execution-report.md)——复制给 AI,弹窗选「允许」。 +完整示例 spec 见配套仓库的 [`q7-execution/specs/spec-04-execution-report.md`](https://github.com/xingwudao/xquant-learning/blob/main/q7-execution/specs/spec-04-execution-report.md)。参考示例后,确认自己的 spec,再复制给 AI。 -AI 助手执行完毕后,你的 notebook 里应该出现了逐笔对比的执行报告。`ExecutionReport` 接收两个成交记录列表——回测的和实盘的——按日期和标的匹配,逐笔对比价格差异。 +AI 编程工具执行完毕后,你的 notebook 里应该出现了逐笔对比的执行报告。`ExecutionReport` 接收两个成交记录列表:回测的和模拟交易的。它会按日期和标的匹配,逐笔对比价格差异。 ### 运行结果 先看逐笔对比表(前 20 笔,节选),如表 7-7 所示。 -**表 7-7 回测 vs 实盘逐笔成交对比(前 20 笔节选)** +**表 7-7 回测 vs 模拟交易逐笔成交对比(前 20 笔节选)** -| 日期 | 标的 | 方向 | 回测价 | 实盘价 | 滑点 | 回测股数 | 实盘股数 | 股数差 | +| 日期 | 标的 | 方向 | 回测价 | 模拟交易价 | 滑点 | 回测股数 | 模拟交易股数 | 股数差 | |------|------|------|--------|--------|------|----------|----------|--------| | 2021-02-02 | GLD | BUY | $172.11 | $172.14 | +0.02% | 213 | 211 | -2 | | 2021-03-04 | GLD | BUY | $0.00 | $159.00 | +0.00% | 0 | 3 | +3 | @@ -455,22 +447,22 @@ AI 助手执行完毕后,你的 notebook 里应该出现了逐笔对比的执 汇总统计如表 7-8 所示。 -**表 7-8 回测 vs 实盘成交汇总统计** +**表 7-8 回测 vs 模拟交易成交汇总统计** | 指标 | 数值 | |------|------| | 总交易笔数 | 194 | -| 匹配交易 | 177(回测和实盘都有) | +| 匹配交易 | 177(回测和模拟交易都有) | | 仅回测有 | 7 | -| 仅实盘有 | 10 | +| 仅模拟交易有 | 10 | | 平均价格滑点 | +1.6199% | | 总手续费差异 | $-17.33 | -177 笔匹配交易,平均滑点 1.62%。还有 7 笔只在回测中出现、10 笔只在实盘中出现——这是因为两个数据源的价格差异导致策略在不同时间触发调仓。 +177 笔匹配交易,平均滑点 1.62%。还有 7 笔只在回测中出现、10 笔只在模拟交易中出现。这是因为两个数据源的价格差异导致策略在不同时间触发调整持仓。 -最贵的一笔:日期 2021-02-02,标的 SPY(标普500ETF),方向 BUY,回测成交价 $356.17,实盘成交价 $381.39,价格滑点 +7.08%。 +最贵的一笔:日期 2021-02-02,标的 SPY(标普500ETF),方向 BUY,回测成交价 $356.17,模拟交易成交价 $381.39,价格滑点 +7.08%。 -一笔交易的滑点高达 7.08%——这是第一笔交易,回测和实盘的起始价格差距最大。后续交易的滑点会小得多。 +一笔交易的滑点高达 7.08%。这是第一笔交易,回测和模拟交易的起始价格差距最大。后续交易的滑点会小得多。 执行质量分布如图 7-5 所示。 @@ -478,7 +470,7 @@ AI 助手执行完毕后,你的 notebook 里应该出现了逐笔对比的执 先看左图的直方图。橙色虚线标注了平均滑点位置。大部分交易的滑点集中在 0-2% 之间,但右侧有一条长尾——少数几笔交易的滑点特别大。 -再看右图的箱线图。三只 ETF 的滑点分布差异不大,但每只都有几个“异常值”(箱子外面的点)——这些就是执行层面的尾部风险。 +再看右图的箱线图。三只 ETF 的滑点分布差异不大,但每只都有几个“异常值”(箱子外面的点)。这些就是交易执行里的尾部风险。 执行质量统计如表 7-9 所示。 @@ -495,45 +487,45 @@ AI 助手执行完毕后,你的 notebook 里应该出现了逐笔对比的执 ### 结果解读 -执行报告是实盘运行后最重要的“对账”工具。 +执行报告是策略接入交易接口后最重要的“对账”工具。 -滑点直方图讲了一个重要的事实:**大部分交易的执行质量是正常的,滑点很小。但总有少数几笔偏差特别大。** 这就是执行层面的“尾部风险”——和策略收益的尾部风险一样,你无法消除它,但你需要知道它的存在。 +滑点直方图讲了一个重要的事实:**大部分交易的执行质量是正常的,滑点很小。但总有少数几笔偏差特别大。** 这就是交易执行里的“尾部风险”。和策略收益的尾部风险一样,你无法消除它,但你需要知道它的存在。 箱线图按标的分组,能帮你发现:是某只 ETF 的执行质量特别差(可能流动性不够),还是所有标的都差不多?如果某只标的的滑点持续偏大,你可能需要考虑换一只流动性更好的标的,或者调整下单时机。 -**实盘运行的习惯:** 每次调仓后,生成执行报告对一遍账。不是看一眼净值就完了——要逐笔检查,发现异常及时处理。这和开车一样:你不会只看速度表,还要看油量、水温、胎压。 +**交易执行后的习惯:** 每次调整持仓后,生成执行报告对一遍账。不是看一眼净值就完了,要逐笔检查,发现异常及时处理。这和开车一样:你不会只看速度表,还要看油量、水温、胎压。 --- ## 7.5 本章总结 -四步下来,我们从四个角度回答了同一个核心问题——“回测结果能直接用吗?” +四步下来,我们从四个角度回答了同一个核心问题:回测结果能直接用吗? -Step 1:订单生成 → 权重只能买整数股 → 取整偏差 + 现金残余 → Step 2:成交价压力测试 → 五种价格假设差距巨大 → 执行不确定性 → Step 3:Alpaca 模拟盘 → 数据源不同结果就不同 → 执行落差是常态 → Step 4:执行报告 → 逐笔对账 → 大部分正常,少数偏差大。 +第 1 步:订单生成 → 权重只能买整数股 → 取整偏差 + 现金残余 → 第 2 步:成交价压力测试 → 五种价格假设差距巨大 → 执行不确定性 → 第 3 步:Alpaca 模拟盘 → 数据源不同结果就不同 → 执行落差是常态 → 第 4 步:执行报告 → 逐笔对账 → 大部分正常,少数偏差大。 -从今以后,从回测走向实盘,你可以用这套流程管理执行风险,整理成检查清单如表 7-10 所示。 +从今以后,从回测走向真实交易之前,你可以用这套流程管理执行风险,整理成检查清单如表 7-10 所示。 -**表 7-10 从回测走向实盘的执行风险检查清单** +**表 7-10 从回测走向真实交易的执行风险检查清单** | 检查项 | 怎么做 | 好的信号 | 坏的信号 | |--------|--------|----------|----------| | 取整偏差 | 用 `generate_orders()` 提前计算 | 偏差 < 0.5% | 偏差 > 2%,资金太小或 lot_size 太大 | | 成交价敏感性 | 用五种 FillPriceMode 跑压力测试 | 五种模式差距小 | 差距大,策略对执行时机敏感 | | 交易成本 | 逐层叠加佣金、印花税、滑点 | 成本占年化收益 < 20% | 成本吃掉大部分收益 | -| 执行落差 | 对比回测净值和实盘净值 | 落差稳定且可预期 | 落差持续放大 | +| 执行落差 | 对比回测净值和模拟交易净值 | 落差稳定且可预期 | 落差持续放大 | | 执行质量 | 生成执行报告逐笔对账 | 滑点集中在 0 附近 | 频繁出现大滑点 | -**一个更深的认知:回测收益不等于实盘收益。** 中间隔着取整偏差、滑点、佣金、印花税。在评估策略时,回测收益减去预估的执行落差,才是你的合理预期。 +**一个更深的认知:回测收益不等于真实交易收益。** 中间隔着取整偏差、滑点、佣金、印花税。在评估策略时,回测收益减去预估的执行落差,才是你的合理预期。 ### 策略进化路径 -第六章产出:通过检验的策略,信心满满 → Step 1:权重转订单(取整偏差 + 现金残余)→ Step 2:五种成交价压力测试(滑点 + 成本全景)→ Step 3:回测 vs 实盘(亲眼看到执行落差)→ Step 4:执行报告(逐笔对账,找到差距来源)→ 第七章产出:从回测到实盘的完整闭环 + “执行有成本”的认知 +第 6 章产出:通过检验的策略,信心满满 → 第 1 步:权重转订单(取整偏差 + 现金残余)→ 第 2 步:五种成交价压力测试(滑点 + 成本全景)→ 第 3 步:回测和模拟交易对比(亲眼看到执行落差)→ 第 4 步:执行报告(逐笔对账,找到差距来源)→ 第 7 章产出:从回测到交易执行的完整流程 + “执行有成本”的认知 ### 概念速查表 本章涉及的核心概念汇总如表 7-11 所示,方便随时回查。 -**表 7-11 第七章核心概念速查** +**表 7-11 第 7 章核心概念速查** | 概念 | 含义 | 类比 | |------|------|------| @@ -542,31 +534,31 @@ Step 1:订单生成 → 权重只能买整数股 → 取整偏差 + 现金残 | 成交价模式 | 回测中假设订单在什么价格成交 | 网上标价和到店实际付款价的区别 | | 执行不确定性 | 最好和最差成交价之间的差距区间 | 同一航班,不同时间买的票价差异 | | 滑点 | 下单时价格因市场波动偏离预期的部分 | 菜市场问价 5 块,掏钱时变 5.1 了 | -| 执行落差 | 回测收益和实盘收益之间的差距 | 菜谱上说 30 分钟做好,实际花了 45 分钟 | -| LiveBroker | 把订单真正发送到交易所的交易接口 | 从“纸上模拟下单”到“真的点了购买按钮” | -| 执行报告 | 逐笔对比回测成交和实盘成交的对账单 | 收到外卖后核对订单:点了三道菜,价格对不对,少没少 | +| 执行落差 | 回测收益和模拟交易收益之间的差距 | 菜谱上说 30 分钟做好,实际花了 45 分钟 | +| LiveBroker | 把订单发送到交易接口的工具 | 从纸上订单清单到把订单递给交易系统 | +| 执行报告 | 逐笔对比回测成交和模拟交易成交的对账单 | 收到外卖后核对订单:点了三道菜,价格对不对,少没少 | ### 本章核心认知 走完四步实验后,本章最值得带走的核心认知如表 7-12 所示。 -**表 7-12 第七章核心认知** +**表 7-12 第 7 章核心认知** | 认知 | 来源 | |------|------| -| 回测权重是理想值,实际只能买整数股 | Step 1 实验 | -| 资金量越小、整手约束越大,偏差越大 | Step 1 实验 | -| 同一个决策,执行时机不同,结果差距很大 | Step 2 实验 | -| 回测的收盘价假设是最乐观的 | Step 2 实验 | -| 交易成本(佣金+滑点+印花税)持续侵蚀收益 | Step 2 实验 | -| 回测和实盘永远有差距——执行落差 | Step 3 实验 | -| 策略逻辑和执行环境可以完全解耦 | Step 3 实验 | -| 实盘要养成逐笔对账的习惯 | Step 4 实验 | -| 大部分交易正常,少数几笔偏差大——执行的尾部风险 | Step 4 实验 | +| 回测权重是理想值,实际只能买整数股 | 第 1 步实验 | +| 资金量越小、整手约束越大,偏差越大 | 第 1 步实验 | +| 同一个决策,执行时机不同,结果差距很大 | 第 2 步实验 | +| 回测的收盘价假设是最乐观的 | 第 2 步实验 | +| 交易成本(佣金+滑点+印花税)持续侵蚀收益 | 第 2 步实验 | +| 回测和模拟交易永远有差距:执行落差 | 第 3 步实验 | +| 策略逻辑和执行环境可以完全解耦 | 第 3 步实验 | +| 接入交易接口后要养成逐笔对账的习惯 | 第 4 步实验 | +| 大部分交易正常,少数几笔偏差大:执行的尾部风险 | 第 4 步实验 | ### 带走的问题 -我们已经走完了从选标的(第二章)到真正执行(第七章)的完整闭环。回测世界和实盘世界之间的桥梁搭好了。 +我们已经走完了从选标的(第 2 章)到执行交易(第 7 章)的完整流程。回测世界和真实交易世界之间的桥梁搭好了。 但策略跑起来之后,新的问题出现了: @@ -574,20 +566,8 @@ Step 1:订单生成 → 权重只能买整数股 → 取整偏差 + 现金残 - 什么时候应该停下来,什么时候应该继续坚持? - 发现问题后,怎么系统性地改进,而不是推翻重来? -**策略活着的时候,怎么照顾它?** → 第八章 +**策略跑起来以后,怎么监控和改进?** → 第 8 章 -**到这里,你完成了飞轮的“执行层”——这一章把“做 + 看”落到了真金白银的边界:“做”是把 35% 的权重翻成 8100 股的订单、把 NEXT_OPEN 当成更诚实的成交假设、再用 LiveBroker 把订单递给 Alpaca;“看”是用执行报告逐笔对账,看清那 1.62% 的平均滑点和 7.08% 的最贵一笔藏在哪里。本书口号“做要规则、看要指标、还要怀疑你的指标”——前两步在这一章贯穿到底,“疑”留到下一章在实盘环境里继续。** +到这里,你完成了执行交易阶段。第 7 章把“做”和“看”落到了真实交易的边界:“做”是把 35% 的权重翻成 8100 股的订单,把 NEXT_OPEN 当成更诚实的成交假设,再用 LiveBroker 把订单递给 Alpaca 模拟盘;“看”是用执行报告逐笔对账,看清那 1.62% 的平均滑点和 7.08% 的最贵一笔藏在哪里。下一章会继续练“看”和“疑”:策略跑起来以后,怎么判断它是正常波动,还是出了问题。 -> 本章所有代码的可运行版本见 `notebooks/q7-execution.ipynb` - ---- - -## 反馈与读者群 - -如果你发现本章有错别字、概念不清或实验结果不一致,欢迎 -[提交 GitHub Issue](https://github.com/xingwudao/xquant-beginner/issues/new/choose)。 - -课程、正式书和后续更新见 -[xquant.shop/courses](https://xquant.shop/courses)。 - -添加作者微信 `xquanter` 进入读者群。请备注:`XQuant 读者`。 +> 本章所有代码的可运行版本见配套仓库的 [`q7-execution/notebooks/q7-execution.ipynb`](https://github.com/xingwudao/xquant-learning/blob/main/q7-execution/notebooks/q7-execution.ipynb) diff --git a/book/q8-iteration.md b/book/q8-iteration.md index 44b5129..f6fa62c 100644 --- a/book/q8-iteration.md +++ b/book/q8-iteration.md @@ -1,29 +1,29 @@ -# 第八章:让策略活着:监控、诊断、迭代 +# 第 8 章:策略跑起来以后:监控、诊断、迭代 -第七章你搭好了从回测到实盘的桥梁——订单生成、成交价压力测试、模拟交易、执行报告。策略终于跑起来了。 +第 7 章你搭好了从回测到交易执行的桥梁:订单生成、成交价压力测试、模拟交易、执行报告。策略终于可以跑起来了。 **然后你开始每天看净值。** -上个月赚了 3%,开心。这个月亏了 5%,慌了。盯着那条往下走的曲线,你脑子里全是问号——策略是不是坏了?要不要停?要不要改?还是再等等? +上个月赚了 3%,开心。这个月亏了 5%,慌了。盯着那条往下走的曲线,你脑子里全是问号:策略是不是坏了?要不要停?要不要改?还是再等等? 别慌。这一章教你三件事:怎么看(监控)、怎么查(诊断)、怎么改(迭代)。 -**飞轮转回起点了。** 这一章你站在飞轮的“归因层”——但和第五章不同,第五章你“看”的是离线的回测;这一章你“看”的是活着的实盘。 +这一章进入评估归因阶段,但场景和第 5 章不同。第 5 章看的是离线回测,第 8 章看的是一个已经开始日常跟踪的策略。你要用监控发现异常,用诊断找到原因,再用对照实验决定怎么改。 -本书口号“做要规则、看要指标、还要怀疑你的指标”——做(监控规则)、看(仪表盘指标)、疑(诊断三问),三个动作在这一章被你**第二次**走了一遍。 +前言里说过,量化实验离不开“做、看、疑”三个环节。第 8 章会把这三个环节放进日常运行场景:做,是定好监控规则和迭代规则;看,是读仪表盘指标;疑,是用诊断三问检查结果是否可信。 ### 路线图 -**选什么标的(第二章)→ 每个买多少(第三章)→ 什么时候买卖(第四章)→ 怎么验证有效(第五章)→ 如何避免自欺欺人(第六章)→ 如何真正执行(第七章)→ 如何持续改进(第八章本章)** +**选什么标的(第 2 章)→ 每个买多少(第 3 章)→ 什么时候买卖(第 4 章)→ 怎么验证有效(第 5 章)→ 如何避免自欺欺人(第 6 章)→ 如何真正执行(第 7 章)→ 如何持续改进(第 8 章本章)** 本章从“盯着净值焦虑”的状态出发,用三个步骤建立系统性的迭代能力,三个步骤的问题与方法对照如表 8-1 所示。 -**表 8-1 第八章三步迭代框架——问题与方法对照** +**表 8-1 第 8 章三步迭代框架:问题与方法对照** | 步骤 | 问题 | 方法 | |------|------|------| -| 第 1 步 | 策略是不是坏了? | 监控仪表盘——用指标替代焦虑 | -| 第 2 步 | 问题出在哪? | 诊断三问——由外到内定位原因 | +| 第 1 步 | 策略是不是坏了? | 监控仪表盘:用指标替代焦虑 | +| 第 2 步 | 问题出在哪? | 诊断三问:由外到内定位原因 | | 第 3 步 | 怎么改? | 假设驱动的对照实验 | (操作流程见前言“怎么使用这本书”。) @@ -34,7 +34,7 @@ 上个月赚了 3%,这个月亏了 5%。你盯着净值曲线,心里发慌。 -但“净值在跌”这个信息太粗糙了——就像你身体不舒服,光说“不舒服”没用,得量体温、测血压、做检查。策略也一样,需要一个“仪表盘”,用具体的指标告诉你:现在到底是正常波动,还是真的出了问题。 +但“净值在跌”这个信息太粗糙了。就像你身体不舒服,光说“不舒服”没用,得量体温、测血压、做检查。策略也一样,需要一个“仪表盘”,用具体的指标告诉你:现在到底是正常波动,还是真的出了问题。 我们用三个指标构成监控仪表盘,三者覆盖的角度如表 8-2 所示。 @@ -42,70 +42,70 @@ | 指标 | 含义 | 类比 | |------|------|------| -| **滚动夏普**(最近 3 个月) | 最近 3 个月的风险调整收益 | 体温计——正常在 0 以上,跌破 0 说明在“发烧” | -| **滚动回撤** | 从近期高点到现在跌了多少 | 水位线——持续下降说明“水在退” | -| **对比沪深 300 多赚了多少**(你 - 沪深 300) | 同期你的策略和沪深 300 指数的差额 | 跑步比赛——持续落后说明跑法有问题 | +| **滚动夏普**(最近 3 个月) | 最近 3 个月的风险调整收益 | 体温计:正常在 0 以上,跌破 0 说明在“发烧” | +| **滚动回撤** | 从近期高点到现在跌了多少 | 水位线:持续下降说明“水在退” | +| **相对沪深 300 表现** | 同期你的策略比沪深 300 多赚或少赚多少 | 跑步比赛:持续落后说明跑法有问题 | ### 动手实验 1:监控仪表盘 -这是本章第一份“运营 spec”,和前七章那种“建一个新功能”不同——这里我们要写的是**怎么周期性地看一个已经在跑的策略**。我们一起把这份 spec 写出来。这次重点看两件新东西:**心智切换**——上下文段第一句话就要告诉 AI“这不是建造,是体检”;以及**周期性运营 spec 的四要素**——触发条件 / 频率 / 阈值 / 输出形态全部显式。 +这是本章第一份“运营 spec”,和前七章那种“建一个新功能”不同。这里我们要写的是**怎么周期性地看一个已经在跑的策略**。我们一起把这份 spec 写出来。这次重点看两件新东西:**心智切换**,上下文段第一句话就要告诉 AI“这不是建造,是体检”;以及**周期性运营 spec 的四要素**,触发条件、频率、阈值、输出形态全部显式。 -#### 起草上下文 + 任务 +#### 第一、二段:上下文和任务描述 -上下文段开头那句“用具体指标替代焦虑”是整个第八章的总动机。运营章 spec 的上下文不必交代环境怎么搭,要交代**学员现在的情绪状态和场景**: +上下文段开头那句“用具体指标替代焦虑”是整个第 8 章的总动机。运营章 spec 的上下文不必交代环境怎么搭,要交代**读者现在的情绪状态和场景**: -> **上下文**:学员跑完第七章,策略终于在实盘运行。但上个月赚了 3%,这个月亏了 5%——是正常波动还是策略出了问题?需要一个“仪表盘”,用具体指标替代焦虑。 +> **上下文**:读者跑完第 7 章,策略已经可以进入日常跟踪。但上个月赚了 3%,这个月亏了 5%,这是正常波动还是策略出了问题?需要一个“仪表盘”,用具体指标替代焦虑。 > -> **任务**:在 notebook 中跑基准回测后,用 `StrategyMonitor` 构建监控仪表盘,画三个滚动指标的时间序列图,并自动检测恶化时段。 +> **任务描述**:在 `q8-iteration.ipynb` 中跑基准回测后,用 `StrategyMonitor` 构建监控仪表盘,画三个滚动指标的时间序列图,并自动检测恶化时段。 -> 📌 **要点**:运营 spec 的上下文要交代“心智切换”。前七章的 spec 是“建一个新功能”,这一章开始是“看一个已有功能的健康状态”。学员如果带着建造者的姿态去做运维,看了 30 个图也不知道在干嘛——上下文一句话点明“用指标替代焦虑”,就是给学员(也给 AI)定调子:这次的产出不是新代码,是健康判断。 +> 📌 **要点**:运营 spec 的上下文要交代“心智切换”。前七章的 spec 是“建一个新功能”,这一章开始是“看一个已有策略的健康状态”。读者如果带着建造者的姿态去做运维,看了 30 个图也不知道在干嘛。上下文一句话点明“用指标替代焦虑”,就是给读者(也给 AI)定调子:这次的产出不是新代码,是健康判断。 -#### 起草要求:周期性运营 spec 的四要素 +#### 第三段:任务要求 -要求段是这份 spec 的主体——重点是把“什么时候触发监控、多久跑一次、什么数值算异常、异常了怎么输出”四件事**全部显式写明**: +任务要求段是这份 spec 的主体。重点是把“什么时候触发监控、多久跑一次、什么数值算异常、异常了怎么输出”四件事全部显式写明: -> **要求**: +> **任务要求**: > -> 1. 跑基准回测(`SimBroker` + 风险平价 + 21 天调仓 + 10% 止损),拿到 `result_base` +> 1. 跑基准回测(`SimBroker` + 风险平价 + 21 天再平衡 + 10% 止损),拿到 `result_base` > 2. 用 `StrategyMonitor(result_base, benchmark="510300.SS", roll_window=63)` 获取滚动指标 > - `roll_window=63` ≈ 3 个月交易日(21 天/月 × 3),太短(<20)每天报警、太长(>120)警报来时已经亏了半年 -> 3. 画四行子图(figsize 14×16,共享 x 轴):净值曲线 / 滚动夏普(标零线和 1 线)/ 滚动回撤 / 相对沪深300超额收益,红色填充异常区域 -> 4. 自动检测恶化时段——告警规则显式声明: +> 3. 画四行子图(figsize 14×16,共享 x 轴):净值曲线 / 滚动夏普(标零线和 1 线)/ 滚动回撤 / 相对沪深 300 表现,红色填充异常区域 +> 4. 自动检测恶化时段。告警规则显式声明: > - **触发条件**:滚动夏普 < 0 且持续 ≥ 20 个交易日 > - **频率**:每月例行检查一次;第 1 步发现恶化时立即触发第 2 步诊断 > - **阈值**:`sharpe_threshold=0.0, min_days=20`(在 `StrategyMonitor` 构造时锁定) -> - **输出形态**:遍历 `monitor.bad_periods`,每段一行打印起止日期、持续天数、平均夏普 -> 5. 打印结尾过渡句:“2022 年集中出现恶化,原因是什么?”——把读者推向第 2 步 +> - **输出形态**:遍历 `monitor.bad_periods`,每段一行打印起止日期、持续天数、平均滚动夏普 +> 5. 打印结尾过渡句:“2022 年集中出现恶化,原因是什么?”,把读者推向第 2 步 -> 📌 **要点**:周期性运营 spec 的告警四要素——触发条件 / 频率 / 阈值 / 输出形态——必须全部显式。建造类 spec 的“成功标志”是“代码跑通、图渲染出来”;运营类 spec 的“成功标志”是“在该报警的时候报了警、不该报的时候没报”。**任何一个要素藏在 oxq 库默认参数里、没写进 spec,半年后阈值变了你也不知道**——这是运营 spec 区别于 q1-q7 建造 spec 的核心方法点。 +> 📌 **要点**:周期性运营 spec 的告警四要素,触发条件、频率、阈值、输出形态,必须全部显式。建造类 spec 的“成功标志”是“代码跑通、图渲染出来”;运营类 spec 的“成功标志”是“在该报警的时候报了警、不该报的时候没报”。任何一个要素藏在 oxq 库默认参数里、没写进 spec,半年后阈值变了你也不知道。这是运营 spec 区别于第 1 章到第 7 章建造 spec 的核心方法点。 -> 📌 **要点**:关键常量旁边要写“为什么是这个数”。`roll_window=63` 不是随便选的——它是行业惯例(约 3 个月交易日),理由也要进 spec。运营场景里的每一个数字都是阈值,阈值的合理性比数值本身更重要。 +> 📌 **要点**:关键常量旁边要写“为什么是这个数”。`roll_window=63` 不是随便选的,它是行业惯例(约 3 个月交易日),理由也要进 spec。运营场景里的每一个数字都是阈值,阈值的合理性比数值本身更重要。 -#### 起草结果呈现 +#### 第四段:验收标准 -> **结果呈现**:四行仪表盘图正常渲染 + 恶化时段列表非空(2022 年应有多个时段)+ `equity`、`daily_ret`、`result_base`、`monitor` 变量已定义(后续 spec 接续使用)。 +> **验收标准**:四行仪表盘图正常渲染 + 恶化时段列表非空(2022 年应有多个时段)+ `equity`、`daily_ret`、`result_base`、`monitor` 变量已定义(后续 spec 接续使用)。 -完整 spec 在 [`specs/spec-01-monitoring.md`](https://github.com/xingwudao/xquant-learning/blob/main/q8-iteration/specs/spec-01-monitoring.md)——复制给 AI,弹窗选「允许」。 +完整示例 spec 见配套仓库的 [`q8-iteration/specs/spec-01-monitoring.md`](https://github.com/xingwudao/xquant-learning/blob/main/q8-iteration/specs/spec-01-monitoring.md)。参考示例后,确认自己的 spec,再复制给 AI。 -AI 助手执行完毕后,你的 notebook 里应该出现了基准回测结果和一张四行的监控仪表盘图。 +AI 编程工具执行完毕后,你的 notebook 里应该出现了基准回测结果和一张四行的监控仪表盘图。 -这个实验做了什么?先用 第四、七章 同款的风险平价策略(沪深300ETF + 纳指100ETF + 黄金ETF,21 天调仓 + 10% 止损)跑一次从 2021 年到现在的完整回测,拿到净值曲线。然后把净值喂给 `StrategyMonitor`——它就是那个“体检中心”,自动计算三个滚动健康指标(滚动夏普、滚动回撤、相对基准超额收益),并标注出指标持续恶化的时段。 +这个实验做了什么?先用第 4 章、第 7 章同款的风险平价策略(沪深300ETF + 纳指100ETF + 黄金ETF,21 天再平衡 + 10% 止损)跑一次从 2021 年到现在的完整回测,拿到净值曲线。然后把净值喂给 `StrategyMonitor`。它就是那个“体检中心”,自动计算三个滚动健康指标(滚动夏普、滚动回撤、相对沪深 300 表现),并标注出指标持续恶化的时段。 ### 运行结果 -先看基准回测:累计收益 86.45%,年化 12.50%,最大回撤 -16.62%,夏普 1.17,共 184 笔交易。 +先看基准回测:累计收益 86.45%,年化 12.50%,最大回撤 -16.62%,简化夏普 1.17,共 184 笔交易。 监控仪表盘的整体效果如图 8-1 所示。 -![监控仪表盘——四个指标同时恶化的时段就是“危险区”](images/q8-iteration/01-monitoring-dashboard.png) +![监控仪表盘:四个指标同时恶化的时段就是“危险区”](images/q8-iteration/01-monitoring-dashboard.png) -图 8-1 第一行是净值曲线,整体向上但中间有几段明显的下跌。第二行是**滚动夏普**——红色填充区域就是夏普跌破 0 的时段,说明最近 3 个月策略在亏钱。第三行是回撤,持续加深说明策略在“失血”。第四行是相对沪深300的超额收益,为负说明还不如直接买指数。 +图 8-1 第一行是净值曲线,整体向上但中间有几段明显的下跌。第二行是**滚动夏普**,红色填充区域就是夏普跌破 0 的时段,说明最近 3 个月策略在亏钱。第三行是回撤,持续加深说明策略在“失血”。第四行是相对沪深 300 表现,为负说明还不如直接买指数。 仪表盘自动检测到的恶化时段如表 8-3 所示。 **表 8-3 监控仪表盘自动检测到的恶化时段** -| 起始日期 | 结束日期 | 持续天数 | 平均夏普 | +| 起始日期 | 结束日期 | 持续天数 | 平均滚动夏普 | |----------|----------|----------|----------| | 2022-02-07 | 2022-04-29 | 58 天 | -1.78 | | 2022-05-05 | 2022-08-10 | 68 天 | -2.25 | @@ -114,15 +114,15 @@ AI 助手执行完毕后,你的 notebook 里应该出现了基准回测结果 | 2023-10-18 | 2023-11-14 | 20 天 | -0.84 | | 2023-12-05 | 2024-01-03 | 21 天 | -0.91 | -2022 年集中出现了 4 段恶化,最长的一段持续了 68 天,平均夏普 -2.25。 +2022 年集中出现了 4 段恶化,最长的一段持续了 68 天,平均滚动夏普 -2.25。 ### 结果解读 仪表盘让你从“盯着净值焦虑”变成“看指标判断”。 -滚动夏普跌破 0,说明最近 3 个月策略在亏钱——这是最直接的“发烧”信号。回撤持续加深说明策略在“失血”。相对沪深300的超额收益为负,说明你还不如直接买指数。 +滚动夏普跌破 0,说明最近 3 个月策略在亏钱。这是最直接的“发烧”信号。回撤持续加深说明策略在“失血”。相对沪深 300 表现为负,说明你还不如直接买指数。 -三个指标同时恶化的时段就是需要关注的“危险区”。2022 年出现了多段集中恶化——但**发现问题不等于知道原因**。 +三个指标同时恶化的时段就是需要关注的“危险区”。2022 年出现了多段集中恶化,但**发现问题不等于知道原因**。 是执行出了问题?市场变了?还是策略本身有缺陷? @@ -130,98 +130,98 @@ AI 助手执行完毕后,你的 notebook 里应该出现了基准回测结果 ## 8.2 问题出在哪? -第 1 步告诉你“最近不对劲”——但不对劲有很多种原因。 +第 1 步告诉你“最近不对劲”,但不对劲有很多种原因。 在开始诊断之前,先认识一个本节的关键概念: -**市场状态(regime)** ——市场不是一成不变的。有时候波动大、几乎所有资产一起剧烈起伏(“高波动”),有时候很平静(“低波动 / 正常”)。就像天气有晴天和台风天,同一件衣服在不同天气穿感受完全不同。策略也一样——一个在正常市场表现不错的策略,到了高波动状态可能完全失灵。**诊断三步里有两步都和它相关**——所以我们前置介绍它。 +**市场状态(regime)**:市场不是一成不变的。有时候波动大,几乎所有资产一起剧烈起伏,我们叫“高波动”;有时候很平静,我们叫“低波动”或“正常”。就像天气有晴天和台风天,同一件衣服在不同天气穿感受完全不同。策略也一样。一个在正常市场表现不错的策略,到了高波动状态可能表现很差。**诊断三问里有两问都和它相关**,所以我们先介绍它。 -就像身体不舒服,你不会直接吃药。先量体温排除感冒,再查血排除感染,最后做 CT 看看有没有更深的问题。策略诊断也一样,我们由外到内排查三层: +就像身体不舒服,你不会直接吃药。先量体温排除感冒,再查血排除感染,最后做 CT 看看有没有更深的问题。策略诊断也一样,我们由外到内排查三类原因: -1. **是执行的问题吗?** —— 回测和实盘之间的差距有没有异常放大 -2. **是市场状态(regime)变了吗?** —— 市场的波动水平有没有发生大的变化 -3. **是策略本身的设计问题吗?** —— 参数在不同时段的表现是否稳定 +1. **是执行的问题吗?** 回测和模拟交易之间的差距有没有异常放大 +2. **是市场状态变了吗?** 市场的波动水平有没有发生大的变化 +3. **是策略本身的设计问题吗?** 参数在不同时段的表现是否稳定 ### 动手实验 2:诊断三问 -我们一起把这份 spec 写出来。这次重点看两件新东西:**一份 spec 包多步诊断的取舍**——前七章每份 spec 只做一件事,这份一次塞进三步诊断;以及**阈值事前锁定**——什么样的数字算“通过”、什么样算“失败”,必须在跑诊断之前定好,不能跑完了再看图说话。 +我们一起把这份 spec 写出来。这次重点看两件新东西:**一份 spec 包多步诊断的取舍**,前七章每份 spec 只做一件事,这份一次放进三步诊断;以及**阈值事前锁定**,什么样的数字算“通过”、什么样算“失败”,必须在跑诊断之前定好,不能跑完了再看图说话。 -#### 起草上下文 + 任务 +#### 第一、二段:上下文和任务描述 接续型 spec 链的上下文要写明前置 spec 留下了哪些变量、本份 spec 在叙事里的位置: -> **上下文**:在 `q8-iteration.ipynb` 中已有第 1 步监控仪表盘和恶化时段检测。第 1 步发现了多段恶化时段(2022 年集中出现),现在需要搞清楚原因。由外到内排查三层:执行 → 市场 → 策略。 +> **上下文**:在 `q8-iteration.ipynb` 中已有第 1 步监控仪表盘和恶化时段检测。第 1 步发现了多段恶化时段(2022 年集中出现),现在需要搞清楚原因。由外到内排查三类原因:执行 → 市场 → 策略。 > -> **任务**:完成三步诊断——排查执行落差、检测市场状态变化、检查参数稳定性。这三步是不可拆分的方法论,必须按“由外到内”的顺序执行。 +> **任务描述**:完成三步诊断:排查执行落差、检测市场状态变化、检查参数稳定性。这三步是不可拆分的方法论,必须按“由外到内”的顺序执行。 -> 📌 **要点**:q1-q7 的写法是“一份 spec 一件事”,这份是“一份 spec 三件事”——叙事完整性优先于任务原子性。诊断方法论本身就是一个不可拆分的整体,拆成三份 spec 学员会丢掉“先排外因再查内因”的节奏。但代价是 spec 体积变大,所以**必须在任务段第一句就明示“这三步必须按顺序”**——给 AI 也给学员定下“这是一个流程,不是三个独立任务”的预期。 +> 📌 **要点**:第 1 章到第 7 章的写法是“一份 spec 一件事”,这份是“一份 spec 三件事”。叙事完整性优先于任务原子性。诊断方法论本身就是一个不可拆分的整体,拆成三份 spec,读者会丢掉“先排外因再查内因”的节奏。但代价是 spec 体积变大,所以必须在任务描述段第一句就明示“这三步必须按顺序”。这是给 AI 也给读者定下预期:这是一个流程,不是三个独立任务。 -#### 起草要求:阈值事前锁定 +#### 第三段:任务要求 -要求段是这份 spec 的主体——三步诊断每一步都要把“通过 / 失败”的判定阈值事前写明,绝不能“看图说话”: +任务要求段是这份 spec 的主体。三步诊断每一步都要把“通过 / 失败”的判定阈值事前写明,绝不能“看图说话”: -> **要求**: +> **任务要求**: > -> 1. **诊断 1——执行落差排查**: -> - 跑“理想回测”(收盘价 + 佣金,无滑点)和“模拟实盘”(次日开盘 + 佣金 + 千分之一滑点) +> 1. **诊断 1:执行落差排查**: +> - 跑“理想回测”(收盘价 + 佣金,无滑点)和“模拟交易”(次日开盘 + 佣金 + 千分之一滑点) > - 计算两条净值曲线的滚动执行落差(63 日滚动均值) > - **判定阈值**:落差走势平稳(每 63 日变化标准差 < 0.5%)→ 排除执行问题;若突然放大则结论改为“需进一步检查滑点 / 佣金模型” -> - 把落差放到学员能理解的语境中:N 年赚了 X%,其中 Y% 被执行成本吃掉 +> - 把落差放到读者能理解的语境中:N 年赚了 X%,其中 Y% 被执行成本吃掉 > -> 2. **诊断 2——市场状态检测**: +> 2. **诊断 2:市场状态检测**: > - 用 `MarketStateDetector(result_base)` 检测市场状态 -> - 分状态打印策略表现(年化收益、夏普、天数) -> - **判定阈值**:高波动状态下夏普 < 0 且与第 1 步恶化时段重叠 ≥ 70% → 结论“市场状态变了,不是策略 bug” +> - 分状态打印策略表现(年化收益、简化夏普、天数) +> - **判定阈值**:高波动状态下简化夏普 < 0 且与第 1 步恶化时段重叠 ≥ 70% → 结论“市场状态变了,不是策略 bug” > - 画两行子图:净值曲线 + 高波动红色阴影 / 市场波动率 + 中位数线 + 高波动阈值线 > - `detector`、`high_vol_mask`、`market_vol`、`HIGH_VOL_LINE` 变量必须已定义(第 3 步接续使用) > -> 3. **诊断 3——参数稳定性检查**: +> 3. **诊断 3:参数稳定性检查**: > - 把数据分成前后两半(按交易日中点切分) -> - 对 5 种调仓频率(10/15/21/42/63 天)分别在两半上跑回测 -> - **判定阈值**:用 `scipy.stats.kendalltau` 计算前后两半夏普排序的 tau(Kendall tau 是衡量两组排序一致性的统计量,取值 -1 到 1,越接近 1 说明前后两段的最优参数排序越像);tau ≥ 0.7 → 排序稳定,参数没过拟合;tau < 0.7 → 参数对时段敏感 -> - 打印对比表:频率、前半段年化、前半段夏普、后半段年化、后半段夏普 +> - 对 5 种再平衡频率(10/15/21/42/63 天)分别在两半上跑回测 +> - **判定阈值**:用 `scipy.stats.kendalltau` 计算前后两半简化夏普排序的 tau(Kendall tau 是衡量两组排序一致性的统计量,取值 -1 到 1,越接近 1 说明前后两段的最优参数排序越像);tau ≥ 0.7 → 排序稳定,参数没过拟合;tau < 0.7 → 参数对时段敏感 +> - 打印对比表:频率、前半段年化、前半段简化夏普、后半段年化、后半段简化夏普 -> 📌 **要点**:诊断 spec 的核心是“事前锁定阈值”——绝不能“看图说话”。建造类 spec 的失败长什么样很明显(代码报错、图渲染不出来);诊断类 spec 的失败是隐式的——你跑完看到一个图,凭直觉说“看起来没问题”。**只要阈值不事前锁定,诊断就退化成 confirmation bias**——你想看到什么结论就能从图里读出什么结论。每一步诊断都必须配一个“通过 X、失败 Y”的数字阈值。 +> 📌 **要点**:诊断 spec 的核心是“事前锁定阈值”,绝不能“看图说话”。建造类 spec 的失败长什么样很明显:代码报错、图渲染不出来。诊断类 spec 的失败是隐式的:你跑完看到一个图,凭直觉说“看起来没问题”。只要阈值不事前锁定,诊断就退化成 confirmation bias。你想看到什么结论,就能从图里读出什么结论。每一步诊断都必须配一个“通过 X、失败 Y”的数字阈值。 -> 📌 **要点**:spec 不能给 AI“二选一”。如果你写“用 Kendall tau 或简单比较都行”,AI 选哪种你就拿到哪种结果,下次重跑可能换一种实现,结果不可比。**spec 是契约不是协商**——能确定一种方案就锁死一种,留 AI 自由发挥的余地越小,诊断越可复现。 +> 📌 **要点**:spec 不能给 AI“二选一”。如果你写“用 Kendall tau 或简单比较都行”,AI 选哪种你就拿到哪种结果,下次重跑可能换一种实现,结果不可比。spec 是契约,不是协商。能确定一种方案就锁死一种,留 AI 自由发挥的余地越小,诊断越可复现。 -#### 起草结果呈现 +#### 第四段:验收标准 -> **结果呈现**:三步诊断各一组图 + 数字结论;`detector`、`high_vol_mask`、`market_vol` 变量已定义供第 3 步使用。 +> **验收标准**:三步诊断各一组图 + 数字结论;`detector`、`high_vol_mask`、`market_vol` 变量已定义供第 3 步使用。 -完整 spec 在 [`specs/spec-02-diagnostics.md`](https://github.com/xingwudao/xquant-learning/blob/main/q8-iteration/specs/spec-02-diagnostics.md)——复制给 AI,弹窗选「允许」。 +完整示例 spec 见配套仓库的 [`q8-iteration/specs/spec-02-diagnostics.md`](https://github.com/xingwudao/xquant-learning/blob/main/q8-iteration/specs/spec-02-diagnostics.md)。参考示例后,确认自己的 spec,再复制给 AI。 -AI 助手执行完毕后,你的 notebook 里应该出现了三步诊断的完整结果。 +AI 编程工具执行完毕后,你的 notebook 里应该出现了三步诊断的完整结果。 -这个实验做了什么?由外到内排查三层原因: +这个实验做了什么?由外到内排查三类原因: -- **诊断 1(执行)**:跑两次回测——一次用“理想条件”(收盘价成交、只有佣金),一次用“模拟实盘”(次日开盘价 + 佣金 + 滑点),对比两条净值曲线的差距是否在正常范围内。 +- **诊断 1(执行)**:跑两次回测。一次用“理想条件”(收盘价成交、只有佣金),一次用“模拟交易”(次日开盘价 + 佣金 + 滑点),对比两条净值曲线的差距是否在正常范围内。 - **诊断 2(市场)**:用 `MarketStateDetector` 自动检测市场的波动率水平,把每一天标记为“高波动”或“正常”,然后分别统计策略在两种状态下的表现。 -- **诊断 3(参数)**:把整段回测数据按时间中点切成前后两半(前半段大致覆盖 2021-2023 上半年的高波动市场,后半段覆盖 2023 下半年至今的恢复期),在两半上分别测试 5 种调仓频率,看最优参数在不同时段是否稳定。 +- **诊断 3(参数)**:把整段回测数据按时间中点切成前后两半(前半段大致覆盖 2021-2023 上半年的高波动市场,后半段覆盖 2023 下半年至今的恢复期),在两半上分别测试 5 种再平衡频率,看最优参数在不同时段是否稳定。 ### 运行结果 按“由外到内”的顺序看三步诊断的输出。 -#### 诊断 1 — 执行落差排查 +#### 诊断 1:执行落差排查 -理想回测收益 92.13%,模拟实盘收益 83.54%,执行落差累计 8.59%,每年约 1.72%。 +理想回测收益 92.13%,模拟交易收益 83.54%,执行落差累计 8.59%,每年约 1.72%。 -换个方式理解:策略 5 年累计赚了 92%,其中 8.6% 被佣金、滑点等执行成本吃掉了。相当于每年的执行成本约 1.7%——对于月度调仓的策略来说,这是正常水平。 +换个方式理解:策略 5 年累计赚了 92%,其中 8.6% 被佣金、滑点等执行成本吃掉了。相当于每年的执行成本约 1.7%。对于月度调整持仓的策略来说,这是正常水平。 -更重要的是执行落差的走势是平稳的,没有突然放大——说明执行层面没有异常。如果这条线突然变陡(落差加速扩大),才说明执行出了问题。 +更重要的是,执行落差的走势是平稳的,没有突然放大,说明交易执行没有异常。如果这条线突然变陡(落差加速扩大),才说明执行出了问题。 排除执行问题。 -#### 诊断 2 — 市场状态检测 +#### 诊断 2:市场状态检测 -回顾 8.2 节首讲过的**市场状态(regime)**——这一步我们用 `MarketStateDetector` 把每一天自动标记为高波动 / 正常 / 低波动,再看策略在不同状态下的表现差异。结果三档分得很开——表 8-4 一目了然。 +回顾 8.2 节首讲过的**市场状态(regime)**。这一步我们用 `MarketStateDetector` 把每一天自动标记为高波动 / 正常 / 低波动,再看策略在不同状态下的表现差异。结果三档分得很开,表 8-4 一目了然。 策略在不同市场状态下的表现差异如表 8-4 所示。 **表 8-4 策略在不同市场状态下的表现** -| 市场状态 | 年化收益 | 夏普 | 天数 | +| 市场状态 | 年化收益 | 简化夏普 | 天数 | |----------|----------|------|------| | 高波动 | -1.44% | -0.08 | 260 天 | | 正常 | 16.62% | 1.80 | 940 天 | @@ -229,19 +229,19 @@ AI 助手执行完毕后,你的 notebook 里应该出现了三步诊断的完 策略净值与高波动时段的叠加如图 8-2 所示。 -![策略净值 + 高波动时段——恶化和高波动高度吻合](images/q8-iteration/02-market-state.png) +![策略净值 + 高波动时段:恶化和高波动高度吻合](images/q8-iteration/02-market-state.png) -图 8-2 的红色阴影区域就是高波动时段。和第 1 步检测到的恶化时段一对比,高度吻合——策略在高波动环境下年化收益 -1.44%,夏普 -0.08,在亏钱。而正常时段年化 16.62%,夏普 1.80,表现优秀。 +图 8-2 的红色阴影区域就是高波动时段。和第 1 步检测到的恶化时段一对比,高度吻合。策略在高波动环境下年化收益 -1.44%,简化夏普 -0.08,在亏钱。而正常时段年化 16.62%,简化夏普 1.80,表现优秀。 恶化的原因是市场状态变了,不是策略的 bug。 -#### 诊断 3 — 参数稳定性检查 +#### 诊断 3:参数稳定性检查 -把数据按时间中点切成前后两半,对 5 种调仓频率分别跑回测,结果如表 8-5 所示。 +把数据按时间中点切成前后两半,对 5 种再平衡频率分别跑回测,结果如表 8-5 所示。 -**表 8-5 5 种调仓频率在前后两半段的表现** +**表 8-5 5 种再平衡频率在前后两半段的表现** -| 频率 | 前半段年化 | 前半段夏普 | 后半段年化 | 后半段夏普 | +| 频率 | 前半段年化 | 前半段简化夏普 | 后半段年化 | 后半段简化夏普 | |------|-----------|-----------|-----------|-----------| | 10 天 | +3.30% | 0.40 | +25.78% | 2.17 | | 15 天 | +1.91% | 0.25 | +23.76% | 2.02 | @@ -249,7 +249,7 @@ AI 助手执行完毕后,你的 notebook 里应该出现了三步诊断的完 | 42 天 | +2.88% | 0.37 | +24.82% | 1.95 | | 63 天 | +5.34% | 0.65 | +24.56% | 1.87 | -不同时段的年化收益差异很大(前半段 2-5%,后半段 23-26%),说明策略在不同市场环境下表现差异大。但参数排序有变化——前半段 63 天最优,后半段 10 天最优。这意味着:策略的框架是对的,但对某些市场状态没有应对方案。 +不同时段的年化收益差异很大(前半段 2-5%,后半段 23-26%),说明策略在不同市场环境下表现差异大。但参数排序有变化:前半段 63 天最优,后半段 10 天最优。这意味着:策略的框架是对的,但对某些市场状态没有应对方案。 ### 结果解读 @@ -259,17 +259,17 @@ AI 助手执行完毕后,你的 notebook 里应该出现了三步诊断的完 | 诊断 | 问题 | 结论 | |------|------|------| -| 执行 | 回测和实盘的差距有没有异常放大? | 没有。执行落差稳定,排除 | +| 执行 | 回测和模拟交易的差距有没有异常放大? | 没有。执行落差稳定,排除 | | 市场 | 市场波动水平有没有大的变化? | 有。恶化时段和高波动高度吻合 | | 策略 | 参数在不同时段是否稳定? | 排序有变化,但策略框架没问题,对某些市场状态没有应对方案 | -问题定位清楚了——不是执行的问题,不是参数过拟合,而是**策略对高波动的市场状态没有应对方案**。 +问题定位清楚了:不是执行的问题,不是参数过拟合,而是**策略对高波动的市场状态没有应对方案**。 -把这套诊断流程压成一句以后能脱口而出的口诀—— +把这套诊断流程压成一句以后能脱口而出的口诀: -> **🔧 归因 SOP 口诀:先排执行落差(外),再查市场状态(中),最后看策略本身(内)。** +> **归因 SOP 口诀:先排执行落差(外),再查市场状态(中),最后看策略本身(内)。** -这个由外到内的顺序不能反过来。先动策略本身,你大概率会“为了一个市场状态变化”而推翻整个框架,下一轮市场恢复正常你又要再推翻一次——这正是缺乏纪律的迭代最常见的死循环。三步走完之后再决定改什么、改哪一层,每一步都有数据支撑。 +这个由外到内的顺序不能反过来。先动策略本身,你大概率会“为了一个市场状态变化”而推翻整个框架,下一轮市场恢复正常你又要再推翻一次。这正是缺乏纪律的迭代最常见的死循环。三步走完之后再决定改什么,每一步都有数据支撑。 那怎么改?推翻重来?还是在现有策略上做小步改进? @@ -277,72 +277,72 @@ AI 助手执行完毕后,你的 notebook 里应该出现了三步诊断的完 ## 8.3 怎么改? -诊断结果出来了——执行没问题,是市场状态变了,策略对高波动没有应对。 +诊断结果出来了:执行没问题,是市场状态变了,策略对高波动没有应对。 -你可能想直接调参数试试。但改策略不是拍脑袋——你需要像做实验一样:**先提出假设和判断标准,再做对照实验,最后看结果确认还是推翻假设。** +你可能想直接调参数试试。但改策略不是拍脑袋。你需要像做实验一样:**先提出假设和判断标准,再做对照实验,最后看结果确认还是推翻假设。** -就像医生看病——不是看到头疼就开止疼药,而是先做检查确认病因,再开药。 +就像医生看病,不是看到头疼就开止疼药,而是先做检查确认病因,再开药。 -每次迭代都走这个闭环: +每次迭代都走这个流程: ``` -观察(看到了什么)—— 假设(猜原因)—— 验证标准(怎么判断对错)—— 实验(改一个变量)—— 结论(确认/推翻) +观察(看到了什么) → 假设(猜原因) → 验证标准(怎么判断对错) → 实验(改一个变量) → 结论(确认 / 推翻) ``` ### 动手实验 3:假设驱动的对照实验 -我们一起把这份 spec 写出来。这次重点看两件新东西:**让“假设”跟着 Strategy 跑**——open-xquant 的 `Strategy` 类在设计时就内置了 `hypothesis` 和 `objectives` 两个空,创建 Strategy 时填两个空(假设、判定标准),跑出来的 Strategy 自己背着这张假设卡;以及**验证标准事前锁定具体数字**——绝不写“看情况调整”这种橡皮条款。 +我们一起把这份 spec 写出来。这次重点看两件新东西:**让“假设”跟着 Strategy 跑**。open-xquant 的 `Strategy` 类在设计时就内置了 `hypothesis` 和 `objectives` 两个空,创建 Strategy 时填两个空(假设、判定标准),跑出来的 Strategy 自己背着这张假设卡。另一个重点是**验证标准事前锁定具体数字**。绝不写“看情况调整”这种橡皮条款。 -#### 起草上下文 + 任务 +#### 第一、二段:上下文和任务描述 > **上下文**:在 `q8-iteration.ipynb` 中已有第 1 步监控 + 第 2 步诊断的完整变量。诊断结论:策略对高波动的市场状态没有应对方案。 > -> **任务**:完成两轮迭代实验(调仓频率 + 波动率过滤),用 Strategy 的 `hypothesis`/`objectives` 字段展示完整的实验工作流,最后用 `ExperimentLog` 记录迭代历史。 +> **任务描述**:完成两轮迭代实验(再平衡频率 + 波动率过滤),用 Strategy 的 `hypothesis`/`objectives` 字段展示完整的实验工作流,最后用 `ExperimentLog` 记录迭代历史。 -#### 起草要求:假设跟着 strategy 跑 + 验证标准事前锁定 +#### 第三段:任务要求 -要求段是这份 spec 的灵魂——把“假设 → 验证标准 → 实验 → 结论”的方法论挂到 Strategy 自己身上的两个空(`Strategy.hypothesis` 和 `Strategy.objectives`),让 strategy 跑到哪、假设卡跟到哪: +任务要求段是这份 spec 的核心。它把“假设 → 验证标准 → 实验 → 结论”的方法挂到 Strategy 自己身上的两个空(`Strategy.hypothesis` 和 `Strategy.objectives`),让 strategy 跑到哪,假设卡跟到哪: -> **要求**: +> **任务要求**: > -> 1. **迭代 1——调仓频率对照实验**(注定被推翻的一轮): -> - 创建 Strategy 时填写 `hypothesis="缩短调仓频率能改善高波动期表现"` -> - 同时填写 `objectives={"high_vol_sharpe": "above_baseline", "max_dd_limit": dd_limit}`——验证标准事前锁定 +> 1. **迭代 1:再平衡频率对照实验**(注定被推翻的一轮): +> - 创建 Strategy 时填写 `hypothesis="缩短再平衡频率能改善高波动期表现"` +> - 同时填写 `objectives={"high_vol_sharpe": "above_baseline", "max_dd_limit": dd_limit}`,验证标准事前锁定 > - 对 6 种频率(5/10/15/21/42/63 天)分别跑回测 -> - 计算每种频率在高波动时段的夏普(用 `high_vol_mask` 筛选) -> - 假设验证:对比基准(21 天)和最优频率的高波动夏普,判断假设确认还是推翻 +> - 计算每种频率在高波动时段的简化夏普(用 `high_vol_mask` 筛选) +> - 假设验证:对比基准(21 天)和最优频率的高波动简化夏普,判断假设确认还是推翻 > -> 2. **迭代 2——波动率过滤对照实验**(注定被确认的一轮): -> - 创建 Strategy 时填写 `hypothesis="高波动时降仓位能显著降低回撤"` +> 2. **迭代 2:波动率过滤对照实验**(注定被确认的一轮): +> - 创建 Strategy 时填写 `hypothesis="高波动时降低持仓比例能显著降低回撤"` > - 验证标准事前锁定:`objectives={"dd_improvement": ">=30%", "sharpe": ">=1.0"}` > - 用 `VolFilteredOptimizer` 包装 `RiskParityOptimizer`:高波动期权重缩放 0.5 > - 测试 4 种配置:无过滤、阈值 10% / 15% / 20% -> - **“最佳配置”选择函数显式锁定**:`best_label = argmax(dd_improvement)`——不能让 AI 揣摩“最佳”的含义 +> - **“最佳配置”选择函数显式锁定**:`best_label = argmax(dd_improvement)`,不能让 AI 揣摩“最佳”的含义 > - 假设验证:检查最佳配置是否同时满足两个事前标准 > > 3. **迭代记录表**: -> - 用 `ExperimentLog(name="第八章迭代实验")` 创建记录 +> - 用 `ExperimentLog(name="第 8 章迭代实验")` 创建记录 > - 用 `log.add()` 添加两轮迭代,每行字段值字符级显式:`name` / `observation` / `hypothesis` / `criteria` / `result` / `conclusion` / `notes` > - 用 `log.to_dataframe().to_string(index=False)` 打印记录表 -> 📌 **要点**:让 hypothesis 跟着 strategy 跑——`hypothesis` 和 `objectives` 这两个空是 open-xquant 在 `Strategy` 类设计时就内置好的。spec 要求“创建 Strategy 时填写”这两个空,意思是把“假设驱动”从写在注释里、口头讲讲的方法论,挂到 Strategy 自己身上——跑出来的 Strategy 对象自带 `.hypothesis` 标签,`ExperimentLog` 自动取走填进表格。**以前你的假设写在心里、写在备忘录里——现在 Strategy 自己背着这张假设卡。** +> 📌 **要点**:让 hypothesis 跟着 strategy 跑。`hypothesis` 和 `objectives` 这两个空是 open-xquant 在 `Strategy` 类设计时就内置好的。spec 要求“创建 Strategy 时填写”这两个空,意思是把“假设驱动”从写在注释里、口头讲讲的方法,挂到 Strategy 自己身上。跑出来的 Strategy 对象自带 `.hypothesis` 标签,`ExperimentLog` 自动取走填进表格。以前你的假设写在心里、写在备忘录里,现在 Strategy 自己背着这张假设卡。 -> 📌 **要点**:验证标准必须事前锁定到具体数字。“高波动夏普优于基准”是数字、“回撤改善 ≥ 30% 且夏普 ≥ 1.0”是数字——绝不写“看情况调整”“效果好就采纳”这种橡皮条款。**事后改标准就是过拟合**——你跑完看到 25% 改善,临时把标准从 30% 改到 20%,那不是验证假设,是在为已有结果找说辞。事前锁定阈值是迭代 spec 区别于“调参 spec”的本质差异。 +> 📌 **要点**:验证标准必须事前锁定到具体数字。“高波动简化夏普优于基准”是数字,“回撤改善 ≥ 30% 且简化夏普 ≥ 1.0”是数字。绝不写“看情况调整”“效果好就采纳”这种橡皮条款。事后改标准就是过拟合。你跑完看到 25% 改善,临时把标准从 30% 改到 20%,那不是验证假设,是在为已有结果找说辞。事前锁定阈值,是迭代 spec 区别于“调参 spec”的本质差异。 -> 📌 **要点**:注意章节的节奏——迭代 1 故意安排成“假设被推翻”,迭代 2 是“假设被确认”。这是教学设计:先让学员体会“推翻不是失败、推翻是省下了实盘的学费”,再示范一个被确认的假设长什么样。spec 也要配合这个节奏——迭代 1 不要写得“温柔一点让它更容易通过”,要让结果如实推翻。 +> 📌 **要点**:注意章节的节奏。迭代 1 故意安排成“假设被推翻”,迭代 2 是“假设被确认”。这是教学设计:先让读者体会“推翻不是失败,推翻是省下了真钱试错的成本”,再示范一个被确认的假设长什么样。spec 也要配合这个节奏。迭代 1 不要写得“温柔一点让它更容易通过”,要让结果如实推翻。 -#### 起草结果呈现 +#### 第四段:验收标准 -> **结果呈现**:两轮指标表 + 净值对比图 + 假设验证结论 + 2 行迭代记录表(iter1 rejected + iter2 confirmed)+ Strategy 的 hypothesis / objectives 字段值在输出中可见。 +> **验收标准**:两轮指标表 + 净值对比图 + 假设验证结论 + 2 行迭代记录表(iter1 rejected + iter2 confirmed)+ Strategy 的 hypothesis / objectives 字段值在输出中可见。 -完整 spec 在 [`specs/spec-03-iteration.md`](https://github.com/xingwudao/xquant-learning/blob/main/q8-iteration/specs/spec-03-iteration.md)——复制给 AI,弹窗选「允许」。 +完整示例 spec 见配套仓库的 [`q8-iteration/specs/spec-03-iteration.md`](https://github.com/xingwudao/xquant-learning/blob/main/q8-iteration/specs/spec-03-iteration.md)。参考示例后,确认自己的 spec,再复制给 AI。 -AI 助手执行完毕后,你的 notebook 里应该出现了两轮对照实验的完整结果和迭代记录表。 +AI 编程工具执行完毕后,你的 notebook 里应该出现了两轮对照实验的完整结果和迭代记录表。 -这个实验做了什么?两轮对照实验,每轮都遵循“假设 —— 验证标准 —— 实验 —— 结论”的流程: +这个实验做了什么?两轮对照实验,每轮都遵循“假设 → 验证标准 → 实验 → 结论”的流程: -- **迭代 1(调仓频率)**:假设“缩短调仓频率能改善高波动期表现”。保持策略逻辑不变,只改调仓周期——分别测试 5/10/15/21/42/63 天六种频率,重点比较各频率在高波动时段(第 2 步检测出的那些红色阴影区域)的夏普。 -- **迭代 2(波动率过滤)**:假设“高波动时降低仓位能显著减少回撤”。保持调仓频率不变,用 `VolFilteredOptimizer` 包装 `RiskParityOptimizer`——当市场波动率超过阈值时,自动将权重缩放 0.5(仓位减半)。分别测试无过滤、阈值 10%/15%/20% 四种配置,看回撤改善了多少、付出了多少收益代价。 +- **迭代 1(再平衡频率)**:假设“缩短再平衡频率能改善高波动期表现”。保持策略逻辑不变,只改多久调整一次持仓。分别测试 5/10/15/21/42/63 天六种频率,重点比较各频率在高波动时段(第 2 步检测出的那些红色阴影区域)的简化夏普。 +- **迭代 2(波动率过滤)**:假设“高波动时降低持仓比例能显著减少回撤”。保持再平衡频率不变,用 `VolFilteredOptimizer` 包装 `RiskParityOptimizer`。当市场波动率超过阈值时,自动将权重缩放 0.5,也就是少持有一半资产,多留现金。分别测试无过滤、阈值 10%/15%/20% 四种配置,看回撤改善了多少、付出了多少收益代价。 open-xquant 的 `Strategy` 支持在创建时填写 `hypothesis`(假设)和 `objectives`(验证目标),让“假设驱动”从口号变成 Strategy 自己背着的两个标签。`ExperimentLog` 则帮你自动记录每次迭代的假设、标准、结果和结论。 @@ -350,15 +350,15 @@ open-xquant 的 `Strategy` 支持在创建时填写 `hypothesis`(假设)和 两轮迭代的产出按“先被推翻、后被确认”的节奏展开。 -#### 迭代 1 — 调仓频率 +#### 迭代 1:再平衡频率 -观察:高波动时段策略表现最差。假设:21 天调仓太慢,缩短频率能改善。验证标准:高波动时段夏普优于基准。 +观察:高波动时段策略表现最差。假设:21 天再平衡太慢,缩短频率能改善。验证标准:高波动时段简化夏普优于基准。 -6 种调仓频率的全时段与高波动指标对比如表 8-7 所示。 +6 种再平衡频率的全时段与高波动指标对比如表 8-7 所示。 -**表 8-7 迭代 1——6 种调仓频率的指标对比** +**表 8-7 迭代 1:6 种再平衡频率的指标对比** -| 频率 | 年化收益 | 最大回撤 | 夏普比率 | 高波动夏普 | +| 频率 | 年化收益 | 最大回撤 | 简化夏普 | 高波动简化夏普 | |------|----------|----------|----------|------------| | 5 天 | +13.01% | -14.47% | 1.25 | 0.22 | | 10 天 | +14.55% | -12.57% | 1.39 | 0.56 | @@ -367,40 +367,40 @@ open-xquant 的 `Strategy` 支持在创建时填写 `hypothesis`(假设)和 | 42 天 | +14.09% | -15.98% | 1.29 | 0.44 | | 63 天 | +14.71% | -11.49% | 1.31 | 0.84 | -不同调仓频率的净值曲线对比如图 8-3 所示。 +不同再平衡频率的净值曲线对比如图 8-3 所示。 -![迭代 1:不同调仓频率的净值对比——图例中是高波动时段的夏普](images/q8-iteration/03-iter1-rebal-freq.png) +![迭代 1:不同再平衡频率的净值对比,图例中是高波动时段的简化夏普](images/q8-iteration/03-iter1-rebal-freq.png) -注意看表 8-7 最后一列——“高波动夏普”,这才是我们验证假设的指标。全时段夏普最高的是 10 天(1.39),但那不是我们的验证目标。高波动时段表现最好的是 63 天(0.84)——**更长而非更短**。 +注意看表 8-7 最后一列:“高波动简化夏普”,这才是我们验证假设的指标。全时段简化夏普最高的是 10 天(1.39),但那不是我们的验证目标。高波动时段表现最好的是 63 天(0.84),**更长而非更短**。 -**假设被推翻。** 缩短调仓频率并没有改善高波动期表现。 +**假设被推翻。** 缩短再平衡频率并没有改善高波动期表现。 -这告诉我们什么?改“多久做一次决策”没有用——因为每次做的决策(风险平价满仓分配)没变。问题不在于你多久看一次天气预报,而在于看到暴雨预警后有没有带伞。 +这告诉我们什么?改“多久做一次决策”没有用,因为每次做的决策(风险平价满仓分配)没变。问题不在于你多久看一次天气预报,而在于看到暴雨预警后有没有带伞。 -#### 迭代 2 — 波动率过滤 +#### 迭代 2:波动率过滤 -观察:频率不是关键,真正的问题是高波动时策略依然满仓暴露在风险中。假设:高波动时降仓位,能显著降低回撤。验证标准:回撤改善 ≥ 30%,夏普 ≥ 1.0。 +观察:频率不是关键,真正的问题是高波动时策略依然持有完整仓位,暴露在风险中。假设:高波动时降低持仓比例,能显著降低回撤。验证标准:回撤改善 ≥ 30%,简化夏普 ≥ 1.0。 4 种波动率过滤配置的指标对比如表 8-8 所示。 -**表 8-8 迭代 2——4 种波动率过滤配置的指标对比** +**表 8-8 迭代 2:4 种波动率过滤配置的指标对比** -| 配置 | 年化收益 | 最大回撤 | 夏普比率 | 回撤改善 | +| 配置 | 年化收益 | 最大回撤 | 简化夏普 | 回撤改善 | |------|----------|----------|----------|----------| -| 无过滤(基准) | +12.50% | -16.62% | 1.17 | — | +| 无过滤(基准) | +12.50% | -16.62% | 1.17 | 无 | | 过滤>10% | +6.57% | -8.70% | 1.18 | 47.6% | | 过滤>15% | +10.44% | -9.62% | 1.43 | 42.1% | | 过滤>20% | +12.89% | -12.43% | 1.28 | 25.2% | 不同配置的净值曲线对比如图 8-4 所示。 -![迭代 2:波动率过滤的净值对比——高波动时仓位减半](images/q8-iteration/04-iter2-vol-filter.png) +![迭代 2:波动率过滤的净值对比,高波动时持仓减半](images/q8-iteration/04-iter2-vol-filter.png) -最佳配置是“过滤>10%”:回撤从 -16.62% 改善到 -8.70%(改善 47.6%),夏普 1.18。两个验证标准都达标。 +最佳配置是“过滤>10%”:回撤从 -16.62% 改善到 -8.70%(改善 47.6%),简化夏普 1.18。两个验证标准都达标。 **假设被确认。** 波动率过滤有效。 -但年化收益从 +12.50% 降到 +6.57%,代价 5.93%。你用 5.9% 的收益换来了 48% 的回撤改善——这就是**取舍(trade-off)**。没有“最好”的参数,只有“适合你风险承受能力”的选择。 +但年化收益从 +12.50% 降到 +6.57%,代价 5.93%。你用 5.9% 的收益换来了 48% 的回撤改善。这就是**取舍(trade-off)**。没有“最好”的参数,只有“适合你风险承受能力”的选择。 ### 结果解读 @@ -410,20 +410,20 @@ open-xquant 的 `Strategy` 支持在创建时填写 `hypothesis`(假设)和 | | 改了什么 | 学到了什么 | |---|---|---| -| 迭代 1 | 执行参数(多久做一次) | 问题不在频率——策略对市场状态没有反应 | +| 迭代 1 | 执行参数(多久做一次) | 问题不在频率,策略对市场状态没有反应 | | 迭代 2 | 策略逻辑(做什么) | 让策略感知市场状态并调整行为才有效 | -假设被推翻不是失败——这是最有价值的学习。如果你凭直觉觉得“调快点应该更好”,然后不做验证就上线,可能越改越差。**对照实验的意义就在于此:用数据而不是直觉做决策。** +假设被推翻不是失败,这是最有价值的学习。如果你凭直觉觉得“更频繁调整应该更好”,然后不做验证就直接放进运行中的策略,可能越改越差。**对照实验的意义就在于此:用数据而不是直觉做决策。** -**“执行参数”和“策略逻辑”是两件事。** 调仓频率是“多久行动一次”,但每次行动的内容(满仓风险平价)没变。如果问题出在行动的内容上,改频率没用——你需要改策略的行为本身。 +**“执行参数”和“策略逻辑”是两件事。** 再平衡频率是“多久行动一次”,但每次行动的内容(满仓风险平价)没变。如果问题出在行动的内容上,改频率没用。你需要改策略的行为本身。 --- ## 8.4 回头看:你刚才做了什么? -三步实验,回答了同一个核心问题——**策略跑起来之后怎么办?** +三步实验,回答了同一个核心问题:**策略跑起来之后怎么办?** -第 1 步:建监控,发现“最近不对劲”(滚动夏普跌破 0)。第 2 步:做诊断,定位“是市场状态变了”(由外到内三层排查)。第 3 步:做迭代,改频率没用(推翻),改逻辑有效(确认)。 +第 1 步:建监控,发现“最近不对劲”(滚动夏普跌破 0)。第 2 步:做诊断,定位“是市场状态变了”(由外到内排查三类原因)。第 3 步:做迭代,改频率没用(推翻),改逻辑有效(确认)。 从今以后,策略出了问题你都可以套这套 SOP 应对,三步对照清单如表 8-10 所示。 @@ -431,8 +431,8 @@ open-xquant 的 `Strategy` 支持在创建时填写 `hypothesis`(假设)和 | 步骤 | 怎么做 | 好的信号 | 坏的信号 | |------|--------|----------|----------| -| 监控 | 看滚动夏普、回撤、超额 | 指标波动但整体健康 | 多个指标同时持续恶化 | -| 诊断 | 由外到内:执行、市场、策略 | 能定位到具体原因 | 三层都有问题(可能需要重新设计) | +| 监控 | 看滚动夏普、回撤、相对沪深 300 表现 | 指标波动但整体健康 | 多个指标同时持续恶化 | +| 诊断 | 由外到内:执行、市场、策略 | 能定位到具体原因 | 三类原因都有问题(可能需要重新设计) | | 迭代 | 假设、验证标准、实验、结论 | 假设被确认或被有价值地推翻 | 没有假设就开始改参数 | --- @@ -441,95 +441,85 @@ open-xquant 的 `Strategy` 支持在创建时填写 `hypothesis`(假设)和 ### 策略进化路径 -第七章把策略推上了实盘,第八章把“上线之后怎么办”补完——三步进化路径如表 8-11 所示。 +第 7 章把策略接到交易执行这一步,第 8 章补上“跑起来以后怎么办”。三步进化路径如表 8-11 所示。 -**表 8-11 第八章三步进化路径** +**表 8-11 第 8 章三步进化路径** | 步骤 | 做了什么 | 关键发现 | |------|---------|---------| | 第 1 步 监控 | 滚动指标 + 自动标恶化 | 2022 年集中出现 4 段恶化 | -| 第 2 步 诊断 | 由外到内三层排查 | 不是 bug,是市场状态变了 | +| 第 2 步 诊断 | 由外到内排查三类原因 | 不是 bug,是市场状态变了 | | 第 3 步 迭代 | 两轮假设驱动对照 | 改频率没用,改逻辑才有效 | -第七章产出“从回测到实盘的完整闭环”,第八章在它之上多走一步——产出“策略迭代的完整方法论”加上“用数据做决策”的认知。 +第 7 章产出“从回测到交易执行的完整流程”,第 8 章在它之上多走一步,产出“策略迭代的完整方法”加上“用数据做决策”的认知。 ### 概念速查表 本章涉及的核心概念汇总如表 8-12 所示,方便随时回查。 -**表 8-12 第八章核心概念速查** +**表 8-12 第 8 章核心概念速查** | 概念 | 含义 | 类比 | |------|------|------| -| 滚动夏普 | 最近一段时间(如 3 个月)的风险调整收益,衡量策略“现在”的健康度 | 体温计——数值正常说明没发烧 | -| 市场状态(regime) | 市场的波动水平和整体环境,不同时期差异很大 | 天气——晴天和台风天出门穿的衣服不一样 | -| 假设驱动迭代 | 先提出可验证的猜想和判断标准,再做实验,而不是凭感觉改 | 医生看病——先检查确认病因,再开药 | +| 滚动夏普 | 最近一段时间(如 3 个月)的风险调整收益,衡量策略“现在”的健康度 | 体温计:数值正常说明没发烧 | +| 市场状态(regime) | 市场的波动水平和整体环境,不同时期差异很大 | 天气:晴天和台风天出门穿的衣服不一样 | +| 假设驱动迭代 | 先提出可验证的猜想和判断标准,再做实验,而不是凭感觉改 | 医生看病:先检查确认病因,再开药 | | 对照实验 | 只改一个变量、其他不变,看效果 | 同一道菜只改盐的量,尝尝区别 | | 执行参数 vs 策略逻辑 | “多久做一次”和“做什么”是两件事 | 多久看一次天气预报 vs 看到暴雨预警后是否带伞 | -| 迭代记录表 | 每次改动的假设、标准、结果、结论,形成可追溯的改进历史 | 病历本——记录每次看病的诊断和治疗 | +| 迭代记录表 | 每次改动的假设、标准、结果、结论,形成可追溯的改进历史 | 病历本:记录每次看病的诊断和治疗 | -### 飞轮第一圈完整闭环 +### 四个阶段回顾 -**到这里,你完成了第一圈完整的飞轮——本章的结论会反过来喂给下一圈飞轮的“候选 → 组合 → 执行”。** 候选层(第二章)→ 组合层(第三、四章)→ 执行层(第七章)→ 归因层(第五、六、八章)→ 反哺起点。三字要点(做 / 看 / 疑)也走了完整一遍:做 = 把每一层都写成可重复执行的规则;看 = 用指标判断好坏;疑 = 不止信回测,也质疑实盘的每一段。 +到这里,你已经完整走过四个阶段。确定候选(第 2 章)→ 制定规则(第 3、4 章)→ 执行交易(第 7 章)→ 评估归因(第 5、6、8 章)。第 8 章的结论会反过来提醒你:下一次再确定候选、制定规则时,要提前考虑市场状态。 -下一圈飞轮要让它转得更快——这就是第九章的事。 +做、看、疑三个环节也走了一遍:做,是把监控和迭代写成可重复执行的规则;看,是用指标判断策略状态;疑,是不只相信回测,也检查执行、市场状态和策略本身。 + +接下来,第 9 章会让这个研究过程更快:持续寻找新的因子和新的策略改进机会。 ### 本章核心认知 走完三步之后,本章最值得带走的九条认知如表 8-13 所示。 -**表 8-13 第八章核心认知** +**表 8-13 第 8 章核心认知** | 认知 | 来源 | |------|------| | 策略亏钱不一定是坏了,可能是正常波动 | 第 1 步 | | 持续监控比偶尔看一眼净值重要得多 | 第 1 步 | -| 诊断要由外到内——先排执行,再看市场,最后看策略 | 第 2 步 | +| 诊断要由外到内:先排执行,再看市场,最后看策略 | 第 2 步 | | 市场状态会变,策略在不同状态下表现不同是正常的 | 第 2 步 | | 改策略前先定好验证标准,不能事后改规则 | 第 3 步 | | 改“多久行动”和改“怎么行动”是两件事 | 第 3 步 迭代 1 | -| 假设被推翻是好事——省下了实盘亏钱的学费 | 第 3 步 迭代 1 | +| 假设被推翻是好事,省下了真钱试错的成本 | 第 3 步 迭代 1 | | 让策略感知市场状态并调整行为,才是有效的改进 | 第 3 步 迭代 2 | -| 每次改进都是取舍——用收益换安全,或反过来 | 第 3 步 迭代 2 | +| 每次改进都是取舍:用收益换安全,或反过来 | 第 3 步 迭代 2 | ### 带走的问题 -我们已经走完了从选标的(第二章)到持续改进(第八章)的完整闭环。你现在掌握了监控、诊断和迭代的方法论。 +我们已经走完了从选标的(第 2 章)到持续改进(第 8 章)的完整流程。你现在掌握了监控、诊断和迭代的方法。 但你可能已经感受到:每次迭代都要构造假设、改参数、跑回测、对比指标、记录结论……这个过程不算轻松。 -策略不完美没关系,碰到问题也没关系——只要迭代得够快,从错误和失败中学习得够快,你就可以保持进化。**迭代速度本身就是竞争力。** +策略不完美没关系,碰到问题也没关系。只要迭代得够快,从错误和失败中学习得够快,你就可以保持进化。**迭代速度本身就是竞争力。** -有没有办法让这个循环转得更快?—— 第九章 +有没有办法让这个过程更快?这就是第 9 章要回答的问题。 -> 本章所有代码的可运行版本见 `notebooks/q8-iteration.ipynb` +> 本章所有代码的可运行版本见配套仓库的 [`q8-iteration/notebooks/q8-iteration.ipynb`](https://github.com/xingwudao/xquant-learning/blob/main/q8-iteration/notebooks/q8-iteration.ipynb) --- ## 8.6 拓展阅读 -本章正文聚焦“监控 / 诊断 / 迭代”三个策略层面的动作。下面这段是动手之外的“软功”——读完正文后回头看,决定你能不能把这套方法长期跑下去。 +本章正文聚焦“监控 / 诊断 / 迭代”三个和策略运行相关的环节。下面这段是动手之外的“软功”。读完正文后回头看,决定你能不能把这套方法长期跑下去。 ### 迭代自己:耐心 / 纪律 / 记录 -前面三步解决的是策略层面的问题,但还有一层问题藏在你自己身上。 +前面三步解决的是策略运行的问题,但还有一个问题藏在你自己身上。 -**耐心(对应第 1 步 监控)。** 策略有波动是常态。不要每天盯着净值焦虑——你已经有了监控仪表盘,定期检查就够了。如果你发现自己每小时都在看净值,那不是在监控,是在焦虑。仪表盘的意义不只是发现问题,也是让你在没有问题的时候安心。 +**耐心(对应第 1 步 监控)。** 策略有波动是常态。不要每天盯着净值焦虑。你已经有了监控仪表盘,定期检查就够了。如果你发现自己每小时都在看净值,那不是在监控,是在焦虑。仪表盘的意义不只是发现问题,也是让你在没有问题的时候安心。 -**纪律(对应第 3 步 验证标准)。** 定好了验证标准就不要改。如果实验结果不好就改标准,这和第六章讲的过拟合是一回事——你在“事后”调整规则来让结果看起来好,而不是真的在改进。假设被推翻了?接受它,记录下来,想下一个假设。 +**纪律(对应第 3 步 验证标准)。** 定好了验证标准就不要改。如果实验结果不好就改标准,这和第 6 章讲的过拟合是一回事:你在“事后”调整规则来让结果看起来好,而不是真的在改进。假设被推翻了?接受它,记录下来,想下一个假设。 -**记录(对应第 3 步 迭代记录表)。** 每次迭代都填迭代记录表。三个月后回头看,你会发现大部分假设都被推翻了——但你从每次推翻中学到的东西比确认更多。这些记录就是你的成长轨迹。 +**记录(对应第 3 步 迭代记录表)。** 每次迭代都填迭代记录表。三个月后回头看,你会发现大部分假设都被推翻了,但你从每次推翻中学到的东西比确认更多。这些记录就是你的成长轨迹。 -**一句话:** 策略层面的方法论你已经有了;接下来三年里能不能跑通,取决于你“耐心 / 纪律 / 记录”这三条软纪律守得有多严。这是带得走的“心态地图”。 - ---- - -## 反馈与读者群 - -如果你发现本章有错别字、概念不清或实验结果不一致,欢迎 -[提交 GitHub Issue](https://github.com/xingwudao/xquant-beginner/issues/new/choose)。 - -课程、正式书和后续更新见 -[xquant.shop/courses](https://xquant.shop/courses)。 - -添加作者微信 `xquanter` 进入读者群。请备注:`XQuant 读者`。 +**一句话:** 策略运行的方法你已经有了;接下来三年里能不能跑通,取决于你“耐心 / 纪律 / 记录”这三条软纪律守得有多严。这是带得走的“心态地图”。 diff --git a/book/q9-daily-work.md b/book/q9-daily-work.md index f67e6f6..f652b7c 100644 --- a/book/q9-daily-work.md +++ b/book/q9-daily-work.md @@ -1,6 +1,6 @@ -# 第九章:持续寻找盈利机会:因子研究入门 +# 第 9 章:持续寻找机会:因子研究入门 -前面八章,我们从零搭建了一个完整的量化策略——选标的、定仓位、择时买卖、验证有效性、避免过拟合、接入执行、持续迭代。策略跑起来了。 +前面 8 章,我们从零搭建了一个完整的量化策略:选标的、定权重、制定买卖规则、验证有效性、避免过拟合、接入执行、持续迭代。策略跑起来了。 **然后呢?** @@ -8,23 +8,23 @@ 答案是:**因子研究**。 -回头看前面八章的每一个关键决策——用 GDP 选国家、用动量排名买卖——背后都有一个共同的逻辑:找到一个数据指标,用它来做决策。这个数据指标,就是**因子(Factor)**。 +回头看前面 8 章的每一个关键决策:用 GDP 选国家,用动量排名买卖。背后都有一个共同逻辑:把投资直觉翻译成可计算变量,再用它做决策。这个变量,就是**因子(Factor)**。 -量化交易员的日常工作,就是不断寻找新的因子、评估它们的预测能力、组合成更好的信号、改进策略。这一章,我们就来体验这个过程。 +量化研究的日常工作,就是不断寻找新的因子、评估它们的预测能力,再把有用的发现变成策略改进。这一章,我们就来体验这个过程。 ### 路线图 -**完整跑通一个策略(第一章)→ 选什么标的(第二章)→ 每个买多少(第三章)→ 什么时候买卖(第四章)→ 怎么验证有效(第五章)→ 如何避免自欺欺人(第六章)→ 怎么真正执行(第七章)→ 如何持续改进(第八章)→ 持续找下一个 alpha(第九章本章)** +**完整跑通一个策略(第 1 章)→ 选什么标的(第 2 章)→ 每个买多少(第 3 章)→ 什么时候买卖(第 4 章)→ 怎么验证有效(第 5 章)→ 如何避免自欺欺人(第 6 章)→ 如何真正执行(第 7 章)→ 如何持续改进(第 8 章)→ 持续寻找机会(第 9 章本章)** 本章从“回顾已有决策”出发,正式引入因子概念,用三个步骤体验量化研究员的日常工作,三步的问题与方法对照如表 9-1 所示。 -**表 9-1 第九章三步实验问题与方法对照** +**表 9-1 第 9 章三步实验问题与方法对照** | 步骤 | 问题 | 方法 | |------|------|------| -| Step 1 | 前面的决策靠的是什么? | 回顾 → 引入因子概念 → IC 评估方法 → GDP 因子实验 | -| Step 2 | 动量因子到底靠不靠谱? | 25 只 ETF × 多个前向窗口 → IC 分析 → 分组诊断 | -| Step 3 | 因子评估能改进策略吗? | 补充因子 → 发现问题 → 波动率过滤 → 回测验证 | +| 第 1 步 | 前面的决策靠的是什么? | 回顾 → 引入因子概念 → IC 评估方法 → GDP 因子实验 | +| 第 2 步 | 动量因子到底靠不靠谱? | 25 只 ETF × 多个前向窗口 → IC 分析 → 分组诊断 | +| 第 3 步 | 因子评估能改进策略吗? | 补充因子 → 发现问题 → 波动率过滤 → 回测验证 | (操作流程见前言“怎么使用这本书”。) @@ -38,10 +38,10 @@ | 章节 | 决策 | 用了什么数据 | 因子名称 | 因子类别 | |------|------|-------------|---------|---------| -| 第二章选什么 | 选哪个国家的市场 | GDP 总量/增速 | GDP 因子 | 宏观因子 | -| 第三章买多少 | 涨的多买、跌的不买 | 风险调整动量 | 动量因子 | 动量因子 | +| 第 2 章选什么 | 选哪个国家的市场 | GDP 总量/增速 | GDP 因子 | 宏观因子 | +| 第 3 章买多少 | 涨得多买、跌得多不买 | 风险调整动量 | 动量因子 | 动量因子 | -你可能没意识到,第二章和第三章里你已经在用因子了。**因子(Factor)**就是你做投资决策时参考的那个数据——GDP 高的国家更值得投、涨得好的多买一点。就像你挑餐厅会看评分、看距离、看价格,这些“参考指标”就是因子。 +你可能没意识到,第 2 章和第 3 章里你已经在用因子了。**因子(Factor)**是描述资产或市场特征的可计算变量。它可以用来解释风险和收益,也可以用来预测表现、辅助决策。比如 GDP 高的国家更值得投,涨得好的资产多买一点。就像你挑餐厅会看评分、距离、价格,这些“参考指标”就是因子。 量化研究的日常工作,就是不断寻找和评估这些因子。 @@ -49,9 +49,9 @@ 一个因子好不好,最直接的检验方式是:它的打分排名,和实际收益排名有多像? -这就是 **IC(Information Coefficient,信息系数)** 的核心思想。打个比方——IC 就像考试估分准不准:你预估的前 5 名跟实际前 5 名的重合度越高,说明你的判断越靠谱。 +这就是 **IC(Information Coefficient,信息系数)** 的核心思想。打个比方,IC 就像考试估分准不准:你预估的前 5 名跟实际前 5 名的重合度越高,说明你的判断越靠谱。 -计算方法:每一期,把所有标的按因子值排名,再按下一期的实际收益排名,然后算两个排名的 Spearman 相关系数。Spearman 是相关系数的一种,专门看排名而不是数值——就像比较两次考试的“班级第几名”是否一致,而不是看具体分数。相关系数范围从 -1 到 +1:+1 表示因子排名和收益排名完全一致(完美预测),-1 表示完全相反,0 表示毫无关系。 +计算方法:每一期,把所有投资对象按因子值排名,再按下一期的实际收益排名,然后算两个排名的 Spearman 相关系数。Spearman 是相关系数的一种,专门看排名而不是数值。它比较的是两次考试的“班级第几名”是否一致,而不是具体分数。相关系数范围从 -1 到 +1:+1 表示因子排名和收益排名完全一致(完美预测),-1 表示完全相反,0 表示毫无关系。 **IC 均值**是多期 IC 的平均值,反映因子是否长期有效: @@ -59,45 +59,45 @@ - 绝对值 > 0.05:算不错的因子 - 绝对值 > 0.1:非常强的因子(实际中很罕见) -**ICIR(IC 信息比率)** = IC 均值 / IC 标准差,衡量 IC 的稳定性。不仅要均值高,还要稳定(偶尔猜中一次的因子不算好,每年都稳定有效才算)——类似夏普比率的思路。 +**ICIR(IC 信息比率)** = IC 均值 / IC 标准差,衡量 IC 的稳定性。不仅要均值高,还要稳定。偶尔猜中一次的因子不算好,每年都稳定有效才算。这和第 3 章讲简化夏普时的思路类似:不只看平均收益,也要看波动。 ### 动手实验 1:GDP 因子 IC 分析 我们一起把这份 spec 写出来。这次重点看两件新东西:**评估工具先讲清楚再用**,以及**因子计算的关键参数要点名到函数级**。 -#### 起草上下文 + 任务 +#### 第一、二段:上下文和任务描述 -这是收官章第一份 spec,承接前八章的所有实验。上下文段把“学员已经在用因子但没意识到”这个起点交代清楚: +这是收官章第一份 spec,承接前 8 章的所有实验。上下文段把“读者已经在用因子但没意识到”这个起点交代清楚: -> **上下文**:学员已完成第二至八章。本 spec 对应 notebook `q9-daily-work.ipynb` 的 Step 1,从零引入因子概念和 IC 评估方法,并用 10 国 GDP 数据做第一个因子评估实验。 +> **上下文**:读者已完成第 2 章到第 8 章。本 spec 对应 notebook `q9-daily-work.ipynb` 的第 1 步,从零引入因子概念和 IC 评估方法,并用 10 国 GDP 数据做第一个因子评估实验。 > -> **任务**:在 notebook 中创建 Step 1 的所有单元格——导入库、因子回顾表、IC 方法说明、GDP 因子 IC 实验、排名对比图、GDP 分析、因子分类全景表。 +> **任务描述**:在 notebook 中创建第 1 步的所有单元格:导入库、因子回顾表、IC 方法说明、GDP 因子 IC 实验、排名对比图、GDP 分析、因子分类全景表。 -> 📌 **要点**:收官章 spec 把“评估工具”前置于“评估实验”。要求段先单独要求一个 IC 方法说明 markdown(讲 Spearman、阈值、ICIR),再要求 GDP 实验——把全章共用的“测量尺”先建起来,后面所有 spec 都引用同一套语言。 +> 📌 **要点**:收官章 spec 把“评估工具”前置于“评估实验”。任务要求段先单独要求一个 IC 方法说明 markdown(讲 Spearman、阈值、ICIR),再要求 GDP 实验。先把全章共用的“测量尺”建起来,后面所有 spec 都引用同一套语言。 -#### 起草要求:函数签名精确 + 参数全显式 +#### 第三段:任务要求 -要求段是这份 spec 最长的一节(11 条)。两个最关键的细节: +任务要求段是这份 spec 最长的一节(11 条)。两个最关键的细节: -> **要求**(摘要):前两条规定整体结构,3-5 条是具体的 oxq 模块调用细节。 +> **任务要求**(摘要):前两条规定整体结构,3-5 条是具体的 oxq 模块调用细节。 > -> 1. IC 方法说明 markdown 必须放在 GDP 实验之前——先讲 Spearman 相关系数、IC 阈值(0.03 / 0.05 / 0.1)、ICIR 概念 +> 1. IC 方法说明 markdown 必须放在 GDP 实验之前。先讲 Spearman 相关系数、IC 阈值(0.03 / 0.05 / 0.1)、ICIR 概念 > 2. GDP 数据下载用 `WorldBankFetcher()` + `FactorDownloader(fetcher, sub="macro")` + `dl.download("gdp", start="2010", end="2024", countries=countries)` > 3. ETF 价格用 `YFinanceDownloader()` + `LocalMarketDataProvider().get_bars()`,时间范围 2011-01-01 至 2026-12-31 > 4. IC 计算:每个“因子年→收益年”配对,用 `scipy.stats.spearmanr` 算相关系数;同时跑 GDP 总量因子和 GDP 增速因子(`gdp_df.pct_change()`) > 5. 视觉契约:1×2 柱状图(figsize 14×5),正相关蓝色、负相关红色,加 IC 均值虚线;slope chart 选 IC 最大那一年,中美红色粗线高亮、其他灰色 -> 📌 **要点**:量化研究 spec 必须把“算什么”具体到函数。“算 IC”不够——`spearmanr` 还是 `pearsonr`?前者看排名相关、后者看数值相关,因子评估默认用 spearman。**任何统计计算都要点名具体函数,避免 AI 在等价函数间随机选。** +> 📌 **要点**:量化研究 spec 必须把“算什么”具体到函数。“算 IC”不够。`spearmanr` 还是 `pearsonr`?前者看排名相关,后者看数值相关,因子评估默认用 spearman。任何统计计算都要点名具体函数,避免 AI 在等价函数间随机选。 -> 📌 **要点**:复用现成模块时,spec 第一条要点名所有 import 路径——AI 不知道哪些轮子已经存在,名字写错就重复造轮子。本节涉及 `WorldBankFetcher`、`FactorDownloader`、`read_factor`、`Momentum`、`RollingVolatility` 等 7 个模块,全部按官方写法显式列出。 +> 📌 **要点**:复用现成模块时,spec 第一条要点名所有 import 路径。AI 不知道哪些轮子已经存在,名字写错就重复造轮子。本节涉及 `WorldBankFetcher`、`FactorDownloader`、`read_factor`、`Momentum`、`RollingVolatility` 等 7 个模块,全部按官方写法显式列出。 -#### 起草结果呈现 +#### 第四段:验收标准 -> **结果呈现**:GDP 数据表(万亿美元) + 10 国 ETF 覆盖表 + 1×2 IC 柱状图 + IC 均值/ICIR 打印 + 排名对比 slope chart + GDP 分析 markdown + 6 类因子分类全景表 + 过渡文案。 +> **验收标准**:GDP 数据表(万亿美元) + 10 国 ETF 覆盖表 + 1×2 IC 柱状图 + IC 均值/ICIR 打印 + 排名对比 slope chart + GDP 分析 markdown + 6 类因子分类全景表 + 过渡文案。 -完整 spec 在 [`specs/spec-01-factor-intro.md`](https://github.com/xingwudao/xquant-learning/blob/main/q9-daily-work/specs/spec-01-factor-intro.md)——复制给 AI,弹窗选「允许」。 +完整示例 spec 见配套仓库的 [`q9-daily-work/specs/spec-01-factor-intro.md`](https://github.com/xingwudao/xquant-learning/blob/main/q9-daily-work/specs/spec-01-factor-intro.md)。参考示例后,确认自己的 spec,再复制给 AI。 -AI 助手执行完毕后,你的 notebook 里应该出现了 GDP 数据表、IC 柱状图和排名对比图。 +AI 编程工具执行完毕后,你的 notebook 里应该出现了 GDP 数据表、IC 柱状图和排名对比图。 这个实验做了什么?先下载 10 个国家的 GDP 数据和对应的指数 ETF 价格数据,然后分别用两个 GDP 因子(总量和增速)来预测下一年的指数收益排名,计算每一年的 IC。 @@ -109,19 +109,19 @@ AI 助手执行完毕后,你的 notebook 里应该出现了 GDP 数据表、IC GDP 总量因子:IC 均值 = 0.1272,ICIR = 0.3158。GDP 增速因子:IC 均值 = -0.0390,ICIR = -0.1177。 -GDP 总量因子的 IC 均值为正,说明 GDP 越大的国家,下一年股市表现确实有略好的倾向。虽然很弱、不稳定,但方向是对的。这就呼应了第二章的选择逻辑——我们根据 GDP 总量挑选了最大的两个经济体(中国和美国),用沪深 300 和纳斯达克来构建候选池,背后是有数据支撑的。 +GDP 总量因子的 IC 均值为正,说明 GDP 越大的国家,下一年股市表现确实有略好的倾向。虽然很弱、不稳定,但方向是对的。这就呼应了第 2 章的选择逻辑:我们根据 GDP 总量挑选了最大的两个经济体(中国和美国),用沪深 300 和纳斯达克来构建标的池,背后是有数据支撑的。 -而 GDP 增速因子的 IC 更差,说明“增长快”并不能预测“股市涨得好”——经济增速和股市回报的关系比直觉想的要弱得多。 +而 GDP 增速因子的 IC 更差,说明“增长快”并不能预测“股市涨得好”。经济增速和股市回报的关系比直觉想的要弱得多。 再看 IC 最高那一年的排名对比图,如图 9-2 所示。 ![IC 最高年份的 GDP 排名 vs 收益排名对比](images/q9-daily-work/01-gdp-rank-comparison.png) -左列是 GDP 总量排名,右列是下一年指数收益排名。线越平,说明两个排名越接近(IC 越高);线交叉越多说明排名差异大(IC 低)。中美两国用红色高亮——你能直观感受到“IC 高”意味着什么。 +左列是 GDP 总量排名,右列是下一年指数收益排名。线越平,说明两个排名越接近(IC 越高);线交叉越多说明排名差异大(IC 低)。中美两国用红色高亮。你能直观感受到“IC 高”意味着什么。 ### 结果解读 -GDP 因子的局限很明显:年度数据、10 个国家、十几年样本,IC 估计噪音很大。但这正好说明了 IC 的价值——不是拍脑袋觉得“有道理”就行,要用数据验证。 +GDP 因子的局限很明显:年度数据、10 个国家、十几年样本,IC 估计噪音很大。但这正好说明了 IC 的价值。不是拍脑袋觉得“有道理”就行,要用数据验证。 ### 因子的分类 @@ -138,55 +138,55 @@ GDP 因子的局限很明显:年度数据、10 个国家、十几年样本,I | 宏观 | 大环境 | GDP、利率 | 经济数据 | | 另类 | 非传统信息 | 新闻情绪、卫星图像 | 另类数据 | -前面课程里我们用过宏观因子(GDP)和动量因子(风险调整动量)。接下来我们重点研究动量因子——因为它用的是每天都有的价格数据,样本量大、更新快,最适合日常研究。 +前面课程里我们用过宏观因子(GDP)和动量因子(风险调整动量)。接下来我们重点研究动量因子,因为它用的是每天都有的价格数据,样本量大、更新快,最适合日常研究。 -GDP 因子受限于年度频率和小样本,IC 很不稳定。接下来,我们用日频价格数据、更多标的来评估动量因子——这才是量化研究员的日常节奏。 +GDP 因子受限于年度频率和小样本,IC 很不稳定。接下来,我们用日频价格数据和更多投资对象来评估动量因子。这才是量化研究的日常节奏。 --- -## 9.2 动量因子——涨得好的会继续涨吗? +## 9.2 动量因子:涨得好的会继续涨吗? -第三章里我们用动量排名来决定买多少——涨得好的多买,跌的不买。当时在 3 只标的上回测效果不错。 +第 3 章里我们用动量排名来决定买多少:涨得好的多买,跌得多的不买。当时在 3 只 ETF 上回测效果不错。 -但那只是 3 只标的。动量因子在更大范围内真的有效吗?它在什么环境下会失灵?要回答这些问题,我们需要扩大标的池,用 IC 来严格评估。 +但那只是 3 只 ETF。动量因子在更大范围内真的有效吗?它在什么环境下会失灵?要回答这些问题,我们需要扩大标的池,用 IC 来严格评估。 ### 动手实验 2:动量因子 IC 分析 我们一起把这份 spec 写出来。这次重点看两件新东西:**IC 计算函数的签名要点名到参数**,以及**最低样本数阈值要写明白**。 -#### 起草上下文 + 任务 +#### 第一、二段:上下文和任务描述 -> **上下文**:在 `q9-daily-work.ipynb` 的 Step 1 中已完成库导入和 GDP 因子 IC 实验。已有变量 `downloader`(YFinanceDownloader)、`provider`(LocalMarketDataProvider)。本 spec 对应 Step 2,把标的池从 10 只扩展到 25 只,用日频数据做动量因子的 IC 分析。 +> **上下文**:在 `q9-daily-work.ipynb` 的第 1 步中已完成库导入和 GDP 因子 IC 实验。已有变量 `downloader`(YFinanceDownloader)、`provider`(LocalMarketDataProvider)。本 spec 对应第 2 步,把标的池从 10 只扩展到 25 只,用日频数据做动量因子的 IC 分析。 > -> **任务**:在 notebook 中新建 Step 2 的所有单元格——构建 25 只标的池、计算动量因子与前向收益、IC 分析表和图、按波动率分组的 IC 分析、问题总结。 +> **任务描述**:在 notebook 中新建第 2 步的所有单元格:构建 25 只投资对象组成的标的池、计算动量因子与前向收益、IC 分析表和图、按波动率分组的 IC 分析、问题总结。 -#### 起草要求:函数签名 + 最低样本阈值 +#### 第三段:任务要求 -要求段的灵魂是把 IC 计算的“工程化模式”用函数签名固化下来——任何新因子来了都按这个模板跑一遍。 +任务要求段的灵魂是把 IC 计算的“工程化模式”用函数签名固化下来。任何新因子来了都按这个模板跑一遍。 -> **要求**(摘要): +> **任务要求**(摘要): > -> 1. 25 只标的池:22 国 ETF + 3 个大宗商品(GLD / USO / SLV),时间范围 2015-01-01 至 2025-12-31 +> 1. 25 只投资对象组成的标的池:22 国 ETF + 3 个大宗商品(GLD / USO / SLV),时间范围 2015-01-01 至 2025-12-31 > 2. 因子矩阵:`Momentum().compute(df, column="close", period=20)`、`RollingVolatility().compute(df, column="close", period=20)`、RAM = 动量 / 波动率 > 3. 前向收益窗口 `[10, 20, 40]` 交易日:`df["close"].pct_change(h).shift(-h)` -> 4. 实现 `compute_ic_series(factor_df, fwd_df, min_assets=5)`:每个交易日取因子值和前向收益的交集标的(至少 min_assets 个),用 Spearman 算 IC -> 5. 实现 `compute_grouped_ic(factor_df, fwd_df, vol_df, min_assets=6)`:每天按波动率中位数把标的分高/低两组,组内分别算 Spearman IC;要求交集 ≥12、每组 ≥ min_assets +> 4. 实现 `compute_ic_series(factor_df, fwd_df, min_assets=5)`:每个交易日取因子值和前向收益都有数据的投资对象(至少 min_assets 个),用 Spearman 算 IC +> 5. 实现 `compute_grouped_ic(factor_df, fwd_df, vol_df, min_assets=6)`:每天按波动率中位数把投资对象分高/低两组,组内分别算 Spearman IC;要求交集 ≥12、每组 ≥ min_assets > 6. 视觉契约:2×3 子图(figsize 18×8),柱状图 `width=2, alpha=0.2, steelblue` + 60 日滚动均值 `darkblue` + IC 均值红色虚线 > 7. 末尾保留 `ic_ts = ic_results["风险调整动量 → 20日"]` 和 `fwd_df = fwd_dfs[20]` 给 spec-03 -> 📌 **要点**:IC 计算这种“对每天做一次统计、跳过样本不足的天、收集成时间序列”的工程化模式,必须封装成函数——`compute_ic_series(factor_df, fwd_df, min_assets=5)`。函数签名级精度让 AI 没有自由发挥空间,也让学员未来换标的池时有明确的修改入口。 +> 📌 **要点**:IC 计算这种“对每天做一次统计、跳过样本不足的天、收集成时间序列”的工程化模式,必须封装成函数:`compute_ic_series(factor_df, fwd_df, min_assets=5)`。函数签名级精度让 AI 没有自由发挥空间,也让读者未来换标的池时有明确的修改入口。 -> 📌 **要点**:统计计算的阈值要写明白。`min_assets=5`(整体 IC)和 `min_assets=6`(分组 IC,配合交集 ≥12 的额外门槛)不是凭空选——Spearman 在 ≥5 时方差才可控,分组样本减半后 ≥6 才能稳定。**任何“最少多少样本”的阈值都要进 spec 的参数清单,否则 AI 可能选 3 也可能选 10。** +> 📌 **要点**:统计计算的阈值要写明白。`min_assets=5`(整体 IC)和 `min_assets=6`(分组 IC,配合交集 ≥12 的额外门槛)不是凭空选。Spearman 在 ≥5 时方差才可控,分组样本减半后 ≥6 才能稳定。任何“最少多少样本”的阈值都要进 spec 的参数清单,否则 AI 可能选 3 也可能选 10。 -#### 起草结果呈现 +#### 第四段:验收标准 -> **结果呈现**:25 只标的覆盖表 + 动量因子矩阵 + 6 组 IC 对比表 + 2×3 IC 时间序列子图 + 分组 IC 表 + 高/低波动 IC 时间序列对比图 + 问题总结 markdown。 +> **验收标准**:25 只投资对象覆盖表 + 动量因子矩阵 + 6 组 IC 对比表 + 2×3 IC 时间序列子图 + 分组 IC 表 + 高/低波动 IC 时间序列对比图 + 问题总结 markdown。 -完整 spec 在 [`specs/spec-02-momentum-ic.md`](https://github.com/xingwudao/xquant-learning/blob/main/q9-daily-work/specs/spec-02-momentum-ic.md)——复制给 AI,弹窗选「允许」。 +完整示例 spec 见配套仓库的 [`q9-daily-work/specs/spec-02-momentum-ic.md`](https://github.com/xingwudao/xquant-learning/blob/main/q9-daily-work/specs/spec-02-momentum-ic.md)。参考示例后,确认自己的 spec,再复制给 AI。 -AI 助手执行完毕后,你的 notebook 里应该出现了 25 只标的的覆盖表、IC 对比表和多张 IC 时间序列图。 +AI 编程工具执行完毕后,你的 notebook 里应该出现了 25 只投资对象的覆盖表、IC 对比表和多张 IC 时间序列图。 -这个实验做了什么?把标的池从 第二、三章 的 3 只扩展到 25 只全球 ETF(22 个国家/地区 + 黄金/原油/白银),用 2015-2025 的日频数据,分别测试两个动量因子(20 日动量和风险调整动量)在三个前向收益窗口(10/20/40 交易日)上的 IC 表现。然后按每只标的自身的波动率分组,看动量因子在高波动和低波动标的上的表现差异。 +这个实验做了什么?把标的池从第 2、3 章的 3 只 ETF 扩展到 25 只全球 ETF(22 个国家/地区 + 黄金/原油/白银),用 2015-2025 的日频数据,分别测试两个动量因子(20 日动量和风险调整动量)在三个前向收益窗口(10/20/40 交易日)上的 IC 表现。然后按每只投资对象自身的波动率分组,看动量因子在高波动和低波动投资对象上的表现差异。 ### 运行结果 @@ -194,26 +194,26 @@ AI 助手执行完毕后,你的 notebook 里应该出现了 25 只标的的覆 **表 9-4 两个动量因子 × 三个前向窗口的 IC 对比** -| 因子 —— 前向窗口 | IC 均值 | IC 标准差 | ICIR | IC>0 | +| 因子 / 前向窗口 | IC 均值 | IC 标准差 | ICIR | IC>0 | |-----------------|--------|----------|------|------| -| 20日动量 —— 10日 | -0.0263 | 0.2794 | -0.0941 | 45.7% | -| 20日动量 —— 20日 | -0.0290 | 0.2731 | -0.1062 | 45.7% | -| 20日动量 —— 40日 | -0.0436 | 0.2794 | -0.1560 | 43.4% | -| 风险调整动量 —— 10日 | -0.0161 | 0.2730 | -0.0589 | 46.0% | -| 风险调整动量 —— 20日 | -0.0193 | 0.2705 | -0.0714 | 46.4% | -| 风险调整动量 —— 40日 | -0.0335 | 0.2770 | -0.1208 | 45.7% | +| 20日动量 / 10日 | -0.0263 | 0.2794 | -0.0941 | 45.7% | +| 20日动量 / 20日 | -0.0290 | 0.2731 | -0.1062 | 45.7% | +| 20日动量 / 40日 | -0.0436 | 0.2794 | -0.1560 | 43.4% | +| 风险调整动量 / 10日 | -0.0161 | 0.2730 | -0.0589 | 46.0% | +| 风险调整动量 / 20日 | -0.0193 | 0.2705 | -0.0714 | 46.4% | +| 风险调整动量 / 40日 | -0.0335 | 0.2770 | -0.1208 | 45.7% | -两个因子在三个窗口上的 IC 均值都接近零——动量因子的截面预测能力很弱。 +两个因子在三个窗口上的 IC 均值都接近零。动量因子的截面预测能力很弱。 2×3 的 IC 时间序列图如图 9-3 所示。 ![两个动量因子 × 三个前向收益窗口 IC 对比](images/q9-daily-work/02-momentum-ic-grid.png) -图 9-3 每个格子是一个“因子 × 前向窗口”组合的 IC 随时间变化。蓝色柱子是每日 IC,深蓝线是 60 日滚动均值,红色虚线是 IC 均值。可以看到 IC 在零附近大幅波动,正负交替——说明动量因子的预测能力非常不稳定。 +图 9-3 每个格子是一个“因子 × 前向窗口”组合的 IC 随时间变化。蓝色柱子是每日 IC,深蓝线是 60 日滚动均值,红色虚线是 IC 均值。可以看到 IC 在零附近大幅波动,正负交替,说明动量因子的预测能力非常不稳定。 -关键发现来自**按波动率分组的 IC 分析**——按标的自身波动率分组的 IC 表现如表 9-5 所示。 +关键发现来自**按波动率分组的 IC 分析**。按投资对象自身波动率分组的 IC 表现如表 9-5 所示。 -**表 9-5 动量因子在高波动 vs 低波动标的上的 IC 表现** +**表 9-5 动量因子在高波动 vs 低波动投资对象上的 IC 表现** | 因子 | 整体 IC | 高波动组 IC | 低波动组 IC | Spread | |------|--------|-----------|-----------|--------| @@ -222,63 +222,63 @@ AI 助手执行完毕后,你的 notebook 里应该出现了 25 只标的的覆 直观对比如图 9-4 所示。 -![风险调整动量因子:高波动 vs 低波动标的 IC 对比](images/q9-daily-work/02-grouped-ic-comparison.png) +![风险调整动量因子:高波动 vs 低波动投资对象 IC 对比](images/q9-daily-work/02-grouped-ic-comparison.png) ### 结果解读 -分组分析揭示了一个重要规律:**同一天内,高波动标的的动量 IC 明显差于低波动标的**。 +分组分析揭示了一个重要规律:**同一天内,高波动投资对象的动量 IC 明显差于低波动投资对象**。 -波动率大的资产,价格噪音更大,动量信号就更容易被噪音淹没,指错方向。风险调整动量(RAM = 动量 / 波动率)在低波动组表现更好,说明除以波动率确实有帮助——但对高波动标的依然救不了。 +波动率大的资产,价格噪音更大,动量信号就更容易被噪音淹没,指错方向。风险调整动量(RAM = 动量 / 波动率)在低波动组表现更好,说明除以波动率确实有帮助,但对高波动投资对象依然救不了。 结论:**一个因子不够**。动量因子在高波动环境下失灵,我们需要补充能感知波动率环境的因子,在高波动时调整策略行为。 --- -## 9.3 从因子到策略——让数据说话 +## 9.3 从因子到策略:让数据说话 我们已经知道了动量因子的弱点。现在的问题是:这个发现能不能帮我们改进策略? ### 动手实验 3:补充因子 + 策略改进 -我们一起把这份 spec 写出来。这次重点看两件新东西:**用包装类把因子的弱点翻译成过滤规则**,以及**教学简化声明**——哪些参数是为了演示效果而非工程最优。 +我们一起把这份 spec 写出来。这次重点看两件新东西:**用包装类把因子的弱点翻译成过滤规则**,以及**教学简化声明**,也就是哪些参数是为了演示效果而非工程最优。 -#### 起草上下文 + 任务 +#### 第一、二段:上下文和任务描述 -> **上下文**:在 `q9-daily-work.ipynb` 的 Step 2 中已完成 25 只标的的动量因子 IC 分析和分组分析。已有变量:`all_data`、`vol_df`、`fwd_dfs`、`ic_results`、`compute_ic_series` 函数、`downloader`。本 spec 对应 Step 3——补充因子、总结发现、改进策略并回测对比。 +> **上下文**:在 `q9-daily-work.ipynb` 的第 2 步中已完成 25 只投资对象的动量因子 IC 分析和分组分析。已有变量:`all_data`、`vol_df`、`fwd_dfs`、`ic_results`、`compute_ic_series` 函数、`downloader`。本 spec 对应第 3 步:补充因子、总结发现、改进策略并回测对比。 > -> **任务**:在 notebook 中新建 Step 3 的所有单元格——补充因子 IC、因子评估发现、策略改进框架、第三章三只标的基准回测、波动率过滤改进、对比分析。 +> **任务描述**:在 notebook 中新建第 3 步的所有单元格:补充因子 IC、因子评估发现、策略改进框架、第 3 章三只 ETF 的基准回测、波动率过滤改进、对比分析。 -#### 起草要求:包装类 + 教学简化声明 +#### 第三段:任务要求 -要求段把“研究 → 工程”这条路具象化:因子评估发现“动量在高波动时容易出错”,怎么把这个发现翻译成代码里能跑的过滤规则?答案是**包装一个 optimizer**——保留原 optimizer 的所有行为,只在末尾“打补丁”。 +任务要求段把“研究 → 工程”这条路具象化:因子评估发现“动量在高波动时容易出错”,怎么把这个发现翻译成代码里能跑的过滤规则?答案是**包装一个 optimizer**。保留原 optimizer 的所有行为,只在末尾“打补丁”。 -> **要求**(摘要): +> **任务要求**(摘要): > > 1. 补充因子 IC:复用 `vol_df`(波动率因子)+ 新建 `rev_df = -df["close"].pct_change(5)`(短期反转因子),用 `compute_ic_series` 算 20 日前向 IC,三因子对比表 -> 2. 第三章三只标的(510300.SS / 513100.SS / 518880.SS)+ 基准策略:`Threshold` 信号、`TopNRankingOptimizer(score_col="ram", n=3, filter_negative=True)`、`RebalanceFrequencyRule(interval_days=21)`、data_start=“2020-06-01” +> 2. 第 3 章三只 ETF(510300.SS / 513100.SS / 518880.SS)+ 基准策略:`Threshold` 信号、`TopNRankingOptimizer(score_col="ram", n=3, filter_negative=True)`、`RebalanceFrequencyRule(interval_days=21)`、data_start=“2020-06-01” > 3. 实现 `VolFilteredOptimizer` 包装类:接受 `base_optimizer`、`vol_threshold`、`market_vol` 参数;`optimize()` 先调用 base 拿到权重、再从 indicators 取最新日期查 market_vol、若 > 阈值则把所有持仓权重减半、多余分配给 CASH;暴露 `name` 和 `required_indicators` -> 4. 阈值取市场平均波动率的中位数(教学场景刻意“过滤狠”——50% 时间减仓,让对比效果显著) -> 5. 视觉契约:净值曲线对比图(figsize 14×7),基准蓝 #3498DB、过滤橙 #E67E22,归一化到起点 = 100,图例标注夏普比率 +> 4. 阈值取市场平均波动率的中位数(教学场景刻意“过滤狠”,50% 时间降低持仓比例,让对比效果显著) +> 5. 视觉契约:净值曲线对比图(figsize 14×7),基准蓝 #3498DB、过滤橙 #E67E22,归一化到起点 = 100,图例标注简化夏普 -> 📌 **要点**:把研究发现的因子弱点翻译成代码里的过滤规则时,首选**包装一个新类**——保留原 optimizer 的所有行为,只在末尾“打补丁”。这样原 optimizer 不动、新行为可插可拔,未来想换过滤逻辑只换包装。 +> 📌 **要点**:把研究发现的因子弱点翻译成代码里的过滤规则时,首选**包装一个新类**。保留原 optimizer 的所有行为,只在末尾“打补丁”。这样原 optimizer 不动、新行为可插可拔,未来想换过滤逻辑只换包装。 > -> 📌 **要点**:包装类要复用原类的契约接口——`VolFilteredOptimizer` 接收一个 `base_optimizer` 引用,复用它的 `required_indicators`,只在 `optimize()` 末尾插入波动率检查。这样调用方完全感知不到差别,可以无痛切换。 +> 📌 **要点**:包装类要复用原类的契约接口。`VolFilteredOptimizer` 接收一个 `base_optimizer` 引用,复用它的 `required_indicators`,只在 `optimize()` 末尾插入波动率检查。这样调用方完全感知不到差别,可以无痛切换。 -> 📌 **要点**:教学场景的参数选择必须在 spec 里声明“是简化、不是最优”。波动率阈值取中位数(50% 时间减仓)、仓位减半(不是 0.7× 也不是 0.3×)——都是为了让对比效果显著的教学选择。**spec 写明这一点,学员仿写时才知道哪些数字可以、应该被改。** +> 📌 **要点**:教学场景的参数选择必须在 spec 里声明“是简化、不是最优”。波动率阈值取中位数(50% 时间降低持仓比例)、持仓比例减半(不是 0.7× 也不是 0.3×),都是为了让对比效果显著的教学选择。spec 写明这一点,读者仿写时才知道哪些数字可以、应该被改。 -#### 起草结果呈现 +#### 第四段:验收标准 -> **结果呈现**:三因子 IC 对比表 + 因子评估发现 markdown + 策略改进方向 markdown + 第三章三只标的覆盖信息 + 基准回测指标 + 阈值与高波动天数占比 + 过滤策略回测指标 + 指标对比表 + 净值曲线对比图 + 动态分析文本 + 小结 markdown。 +> **验收标准**:三因子 IC 对比表 + 因子评估发现 markdown + 策略改进方向 markdown + 第 3 章三只 ETF 覆盖信息 + 基准回测指标 + 阈值与高波动天数占比 + 过滤策略回测指标 + 指标对比表 + 净值曲线对比图 + 动态分析文本 + 小结 markdown。 -完整 spec 在 [`specs/spec-03-factor-to-strategy.md`](https://github.com/xingwudao/xquant-learning/blob/main/q9-daily-work/specs/spec-03-factor-to-strategy.md)——复制给 AI,弹窗选「允许」。 +完整示例 spec 见配套仓库的 [`q9-daily-work/specs/spec-03-factor-to-strategy.md`](https://github.com/xingwudao/xquant-learning/blob/main/q9-daily-work/specs/spec-03-factor-to-strategy.md)。参考示例后,确认自己的 spec,再复制给 AI。 -AI 助手执行完毕后,你的 notebook 里应该出现了三因子 IC 对比表、基准策略和波动率过滤策略的回测结果,以及净值曲线对比图。 +AI 编程工具执行完毕后,你的 notebook 里应该出现了三因子 IC 对比表、基准策略和波动率过滤策略的回测结果,以及净值曲线对比图。 这个实验做了什么?分三步走: 1. **补充因子**:在 25 只 ETF 上计算波动率因子和短期反转因子的 IC,与动量因子对比 -2. **基准回测**:回到第三章的三只标的(沪深300、纳指100、黄金),用 oxq 复刻第三章的动量排名策略作为基准 -3. **改进回测**:基于因子评估的发现(高波动时动量预测力下降),给策略加上波动率过滤——高波动时自动降低仓位 +2. **基准回测**:回到第 3 章的三只 ETF(沪深 300、纳指 100、黄金),用 oxq 复刻第 3 章的动量排名策略作为基准 +3. **改进回测**:基于因子评估的发现(高波动时动量预测力下降),给策略加上波动率过滤。高波动时自动降低持仓比例 ### 运行结果 @@ -292,96 +292,96 @@ AI 助手执行完毕后,你的 notebook 里应该出现了三因子 IC 对比 | 波动率 | 0.0020 | 0.2643 | 0.0076 | 49.1% | | 短期反转 | 0.0183 | 0.2786 | 0.0659 | 52.6% | -三个因子各有侧重——动量看趋势、波动率看风险、反转看短期超跌。它们在不同环境下各有优势。 +三个因子各有侧重:动量看趋势、波动率看风险、反转看短期超跌。它们在不同环境下各有优势。 ### 因子评估的发现 -关键发现是:**动量因子在高波动标的上 IC 为负,在低波动标的上接近零**——波动率是动量因子失灵的主要原因。这个发现直接指向一个改进方向:在使用动量因子做决策时,应该考虑波动率环境。 +关键发现是:**动量因子在高波动投资对象上 IC 为负,在低波动投资对象上接近零**。波动率是动量因子失灵的主要原因。这个发现直接指向一个改进方向:在使用动量因子做决策时,应该考虑波动率环境。 ### 因子评估的发现能改进策略吗? -我们在 25 只 ETF 上做了因子评估,现在回到 第二、三章 的三只标的(沪深300、纳指100、黄金),看看这些发现能不能改进策略。 +我们在 25 只 ETF 上做了因子评估,现在回到第 2、3 章的三只 ETF(沪深 300、纳指 100、黄金),看看这些发现能不能改进策略。 -回顾一下贯穿全书的两层选择框架: +回顾一下贯穿全书的两步筛选框架: -- **第一层:GDP 因子选候选池**——在 Step 1 中,GDP 因子帮我们从全球市场中筛出了有潜力的国家/资产类别 -- **第二层:动量因子做择时**——在候选池内,用动量排名决定买谁、买多少 +- **第一步:GDP 因子确定标的池**。在第 1 步中,GDP 因子帮我们从全球市场中筛出了有潜力的国家/资产类别 +- **第二步:动量因子制定买入规则**。在标的池内,用动量排名决定买谁、买多少 -因子评估告诉我们,动量在高波动时容易出错。如果我们能让策略在高波动时自动降低仓位,应该能改善表现。 +因子评估告诉我们,动量在高波动时容易出错。如果我们能让策略在高波动时自动降低持仓比例,应该能改善表现。 基准策略与改进策略的回测对比如表 9-7 所示。 **表 9-7 基准(动量排名)vs 改进(波动率过滤)策略对比** -| 策略 | 累计收益 | 年化波动率 | 最大回撤 | 夏普比率 | +| 策略 | 累计收益 | 年化波动率 | 最大回撤 | 简化夏普 | |------|---------|----------|---------|---------| | 基准(动量排名) | +113.36% | 15.01% | -13.32% | 1.09 | | 改进(波动率过滤) | +92.96% | 11.00% | -10.17% | 1.25 | 净值曲线对比如图 9-5 所示。 -![因子评估 —— 策略改进:基准 vs 波动率过滤](images/q9-daily-work/03-strategy-comparison.png) +![因子评估:策略改进,基准 vs 波动率过滤](images/q9-daily-work/03-strategy-comparison.png) -基准策略夏普 1.09,最大回撤 -13.32%。波动率过滤后夏普 1.25,最大回撤 -10.17%,回撤改善 23.7%。因子评估告诉我们「高波动时动量 IC 翻负」,加上波动率过滤后回撤确实下降了——这就是因子评估带来的 Alpha,不是靠猜,而是靠数据发现问题、改进策略。 +基准策略的简化夏普是 1.09,最大回撤 -13.32%。波动率过滤后,简化夏普提高到 1.25,最大回撤降到 -10.17%,回撤改善 23.7%。因子评估告诉我们“高波动时动量 IC 翻负”,加上波动率过滤后回撤确实下降了。这不是靠猜,而是靠数据发现问题、改进策略。 ### 结果解读 -波动率过滤带来了明显的改善:夏普比率从基准的 1.09 提升到 1.25,最大回撤从 -13.3% 降低到 -10.2%——回撤改善了约 24%。 +波动率过滤带来了明显的改善:简化夏普从基准的 1.09 提升到 1.25,最大回撤从 -13.3% 降低到 -10.2%,回撤改善了约 24%。 -代价是什么?累计收益从 113% 降到了 93%——高波动时降仓位,自然少赚了一些。但风险调整后的收益(夏普)更好了。这正是因子评估带来的价值:**不是让你赚更多,而是让你在承担同样风险的情况下赚得更稳**。 +代价是什么?累计收益从 113% 降到了 93%。高波动时降低持仓比例,自然少赚了一些。但风险调整后的收益(简化夏普)更好了。这正是因子评估带来的价值:**不是让你赚更多,而是让你在承担同样风险的情况下赚得更稳**。 -这个改进不是靠猜测,而是因子评估告诉我们的——IC 分析发现高波动时动量 IC 翻负,我们据此加了波动率过滤,回测验证了确实有效。这就是因子研究带来的 Alpha。 +这个改进不是靠猜测,而是因子评估告诉我们的。IC 分析发现高波动时动量 IC 翻负,我们据此加了波动率过滤,回测验证了确实有效。这就是因子研究带来的改进价值。 --- ## 9.4 量化交易员的一周长什么样 -到这里你已经掌握了“找因子 → 评估 → 改进策略”的完整流程。但每天打开电脑,到底先做什么、再做什么?光知道“应该会做”还不够,章名《量化交易员的日常工作》得给你一份能打印贴在桌面的作业日历。 +到这里你已经掌握了“找因子 → 评估 → 改进策略”的完整流程。但每天打开电脑,到底先做什么、再做什么?光知道“应该会做”还不够。收官章还要给你一份能打印贴在桌面的作业日历。 -把前八章的动作串成一条**可执行的研究流**——一个量化交易员典型的一周长什么样: +把前 8 章的内容串成一条**可执行的研究流**。一个量化交易员典型的一周长什么样? ### 每个交易日(≤ 30 分钟) -**开盘前(5 分钟)。** 看一眼策略的实盘运行状态。监控仪表盘(第八章 Step 1)告诉你“是不是坏了”——滚动夏普还在 0 以上吗?回撤超过你预设的阈值了吗?相对沪深300超额收益还为正吗?三个指标全绿,今天没事;任意一个亮红灯,列入待诊断清单。 +**开盘前(5 分钟)。** 看一眼策略的运行状态。监控仪表盘(第 8 章第 1 步)告诉你“是不是坏了”:滚动夏普还在 0 以上吗?回撤超过你预设的阈值了吗?相对沪深 300 表现还好吗?三个指标都正常,今天没事;任意一个亮红灯,列入待诊断清单。 -**盘后(10-15 分钟)。** 拉今日的成交回报,跑一次执行对账(第七章 Step 4)——回测口径下应该成交什么、实盘实际成交了什么、滑点和佣金加起来是不是在你的预算内。差距稳定 = 健康;差距突然放大 → 列入待诊断清单。 +**盘后(10-15 分钟)。** 拉今日的成交回报,跑一次执行对账(第 7 章第 4 步):回测口径下应该成交什么,模拟交易或真实交易里实际成交了什么,滑点和佣金加起来是不是在你的预算内。差距稳定 = 健康;差距突然放大 → 列入待诊断清单。 -**晚间(10 分钟)。** 把今天的关键事件写进迭代记录表(第八章 Step 3)。“今天恶化时段触发”、“某只 ETF 触发止损”、“市场状态切到高波动”——三个月后这张表是你最值钱的资产。 +**晚间(10 分钟)。** 把今天的关键事件写进迭代记录表(第 8 章第 3 步)。“今天恶化时段触发”、“某只 ETF 触发止损”、“市场状态切到高波动”。三个月后,这张表是你最值钱的资产。 ### 每周(2-3 小时,建议周末) -**周一上午:监控扫描 + 诊断分流。** 把过去一周的滚动夏普、回撤、超额收益拉出来,对比上周——稳定还是恶化?如果有恶化时段,跑诊断三问(第八章 Step 2):先排执行落差(外)、再查市场状态(中)、最后看策略本身(内)。 +**周一上午:监控扫描 + 诊断分流。** 把过去一周的滚动夏普、回撤、相对沪深 300 表现拉出来,对比上周:稳定还是恶化?如果有恶化时段,跑诊断三问(第 8 章第 2 步):先排执行落差(外)、再查市场状态(中)、最后看策略本身(内)。 **周末半天:因子探索 / 假设实验。** 两种典型节奏二选一: - - **因子探索(第九章流程)**:观察市场最近的特征 → 提一个新因子假设 → 跑 IC + 分组分析 → 决定是否纳入策略候选池。 - - **假设驱动实验(第八章 Step 3)**:写下假设和验证标准 → 跑对照回测 → 看结果确认还是推翻假设。**纪律:标准定下来就不能事后改。** + - **因子探索(第 9 章流程)**:观察市场最近的特征 → 提一个新因子假设 → 跑 IC + 分组分析 → 决定是否纳入后续研究清单。 + - **假设驱动实验(第 8 章第 3 步)**:写下假设和验证标准 → 跑对照回测 → 看结果确认还是推翻假设。**纪律:标准定下来就不能事后改。** ### 每月(半天) -**月度复盘。** 拉本月的全部迭代记录,问三个问题:①假设确认率多少?②哪些假设被推翻、原因是什么?③下个月的研究方向?复盘的目的不是论功行赏,是让“疑”持续运转——上个月你以为对的东西,本月数据是不是还支持? +**月度复盘。** 拉本月的全部迭代记录,问三个问题:①假设确认率多少?②哪些假设被推翻、原因是什么?③下个月的研究方向?复盘的目的不是论功行赏,是让“疑”持续运转:上个月你以为对的东西,本月数据是不是还支持? -**工具升级。** 数据源更新了吗?open-xquant 有新模块要试吗?哪条 spec 你写第三遍了——可以模板化吗?这一步是给“做”持续松绑——让单位时间能做的实验更多。 +**工具升级。** 数据源更新了吗?open-xquant 有新模块要试吗?哪条 spec 你写第三遍了,可以模板化吗?这一步是给“做”持续松绑,让单位时间能做的实验更多。 ### 每季度(1-2 天) -**季度策略检阅(第五 + 六章工具全用上)。** 跑一次完整的策略体检:基准对比、分年拆解、收益分布、参数敏感性、Walk-forward、交叉验证、规则负担——五把铲子(含第五章敏感性)每把都挥一次。任意一项亮红灯,启动重新设计或退役流程。 +**季度策略检阅(第 5 章和第 6 章工具全用上)。** 跑一次完整的策略体检:基准对比、分年拆解、收益分布、参数敏感性、Walk-forward、交叉验证、规则负担。把第 5、6 章的检查工具完整跑一遍。任意一项亮红灯,启动重新设计或退役流程。 -**视野扩展。** 读 1-2 篇论文 / 行业报告 / 优秀公开策略——不是为了立刻抄,是为了看看世界变到哪了。一个量化交易员退化的标志,是他几个月没读过任何外部输入。 +**视野扩展。** 读 1-2 篇论文 / 行业报告 / 优秀公开策略。不是为了立刻抄,是为了看看世界变到哪了。一个量化交易员退化的标志,是他几个月没读过任何外部输入。 ### 一张可贴桌面的作业速查 -把上面的节奏压成一张速查表,对应飞轮和三字要点的位置如表 9-8 所示。 +把上面的节奏压成一张速查表,对应四个阶段和三个环节的位置如表 9-8 所示。 **表 9-8 量化交易员的作业速查** -| 周期 | 主要动作 | 飞轮位置 | 三字要点 | +| 周期 | 主要事项 | 对应阶段 | 对应环节 | |------|---------|---------|---------| -| 每日 | 监控仪表盘 + 执行对账 + 写迭代记录 | 归因层 + 执行层 | 看 | -| 每周 | 监控扫描 + 诊断分流 + 因子/假设实验 | 归因层 + 候选/组合层 | 看 + 疑 + 做 | -| 每月 | 月度复盘 + 工具升级 | 归因层(反哺起点) | 疑 + 做 | -| 每季度 | 五把铲子全检阅 + 视野扩展 | 全飞轮 | 做 + 看 + 疑 | +| 每日 | 监控仪表盘 + 执行对账 + 写迭代记录 | 评估归因 + 执行交易 | 看 | +| 每周 | 监控扫描 + 诊断分流 + 因子/假设实验 | 评估归因 + 确定候选 / 制定规则 | 看 + 疑 + 做 | +| 每月 | 月度复盘 + 工具升级 | 评估归因,反过来影响下一轮研究 | 疑 + 做 | +| 每季度 | 策略完整体检 + 视野扩展 | 四个阶段全部检查 | 做 + 看 + 疑 | -**节奏比“努力”重要。** 量化不是靠加班赚钱——是靠**让飞轮持续转、让坏假设尽早被推翻、让好假设尽快上线**。一周一次因子实验、一个月一次复盘、一个季度一次大检阅——只要持续做,三年后的你会让现在的你认不出来。 +**节奏比“努力”重要。** 量化不是靠加班赚钱,而是靠**让研究流程持续运转、让坏假设尽早被推翻、让好假设尽快被验证**。一周一次因子实验、一个月一次复盘、一个季度一次大检阅。只要持续做,三年后的你会让现在的你认不出来。 --- @@ -391,57 +391,57 @@ AI 助手执行完毕后,你的 notebook 里应该出现了三因子 IC 对比 三步走,每一步都有明确的产出: -- **Step 1**:因子概念 + IC 评估方法(从直觉到数据验证) -- **Step 2**:动量因子 IC 分析(发现高波动是弱点) -- **Step 3**:因子评估改进策略(波动率过滤提升夏普) +- **第 1 步**:因子概念 + IC 评估方法(从直觉到数据验证) +- **第 2 步**:动量因子 IC 分析(发现高波动是弱点) +- **第 3 步**:因子评估改进策略(波动率过滤提升简化夏普) ### 概念速查表 本章涉及的核心概念汇总如表 9-9 所示,方便随时回查。 -**表 9-9 第九章核心概念速查** +**表 9-9 第 9 章核心概念速查** | 概念 | 含义 | 类比 | |------|------|------| -| 因子(Factor) | 用来预测资产收益的数据指标 | 挑餐厅时看的评分、距离、价格 | +| 因子(Factor) | 描述资产或市场特征的可计算变量,可用于解释风险和收益、预测表现或辅助决策 | 挑餐厅时看的评分、距离、价格 | | IC(信息系数) | 因子排名和收益排名的相似度,衡量因子预测能力 | 考试预测分和实际分的排名对比 | -| ICIR | IC 均值 / IC 标准差,衡量 IC 的稳定性 | 夏普比率的因子版——不仅要准,还要稳 | -| 截面分析 | 同一时间点比较不同标的 | 同一次考试比较不同学生的成绩 | -| 两层选择框架 | GDP 因子选候选池 + 动量因子做择时 | 先选城市(宏观),再选餐厅(微观) | +| ICIR | IC 均值 / IC 标准差,衡量 IC 的稳定性 | 因子版的“性价比”:不仅要准,还要稳 | +| 截面分析 | 同一时间点比较不同投资对象 | 同一次考试比较不同学生的成绩 | +| 两步筛选框架 | GDP 因子确定标的池 + 动量因子制定买入规则 | 先选城市(宏观),再选餐厅(微观) | ### 本章核心认知 -走完三个 Step 后,本章最值得带走的三条 q9 独有认知如表 9-10 所示——其余共通认知由 9.6 飞轮 + 三字要点收束。 +走完三个步骤后,本章最值得带走的三条认知如表 9-10 所示。 -**表 9-10 第九章核心认知** +**表 9-10 第 9 章核心认知** | 认知 | 来源 | |------|------| -| 波动率是动量因子的关键弱点——高波动标的的 IC 明显更差 | Step 2 | -| 动量因子的截面预测力接近零,回测有效不等于因子有效 | Step 2 | -| 因子评估带来的 Alpha 来自发现因子的弱点,并把弱点转化为过滤规则 | Step 3 | +| 波动率是动量因子的关键弱点,高波动投资对象的 IC 明显更差 | 第 2 步 | +| 动量因子的截面预测力接近零,回测有效不等于因子有效 | 第 2 步 | +| 因子评估的价值来自发现因子的弱点,并把弱点转化为过滤规则 | 第 3 步 | -> 本章所有代码的可运行版本见 `notebooks/q9-daily-work.ipynb` +> 本章所有代码的可运行版本见配套仓库的 [`q9-daily-work/notebooks/q9-daily-work.ipynb`](https://github.com/xingwudao/xquant-learning/blob/main/q9-daily-work/notebooks/q9-daily-work.ipynb) --- ## 9.6 写给未来的你 -这是全书的最后一章。回头看看你走过的路——把整本书带给你的东西,浓缩成一张图:**飞轮 + 三字要点 + 一句口号**。 +这是全书的最后一章。回头看看你走过的路,把整本书带给你的东西浓缩成三件事:**四个阶段、三个环节、一种工作方式**。 -**飞轮的四层你都站过。** 候选层(第二章选 ETF)→ 组合层(第三章定仓位 / 第四章加规则)→ 执行层(第七章下单)→ 归因层(第五、六、八章评估 / 防过拟合 / 监控诊断)→ 这一章的因子研究反过来回到候选与组合层,进入下一圈。这就是“飞轮转完一圈”——每转一圈都比上一圈聪明一点。 +**四个阶段你都走过。** 确定候选(第 2 章选 ETF)→ 制定规则(第 3 章定权重 / 第 4 章加买卖规则)→ 执行交易(第 7 章下单)→ 评估归因(第 5、6、8 章评估 / 防过拟合 / 监控诊断)。这一章的因子研究又反过来帮助你确定新的候选、制定新的规则。研究不是走到第 9 章就停止,而是带着新问题回到下一轮。 -**三字要点你都练过。** +**做、看、疑三个环节你都练过。** -- **做** —— 把动作写成 spec,让 AI 把它变成可重复执行的规则。从第一章的均线、第三章的三种信号、第四章的止损止盈、到第八章的对照实验,每一次都是“做”。 -- **看** —— 不允许“感觉还行”,所有判断都要落到指标上。年化、波动率、最大回撤、夏普 / 卡玛 / 索提诺、IC、ICIR——你已经收集了一整套尺子。 -- **疑** —— 永远怀疑你的指标。第一章撞墙、第六章四把铲子、第八章诊断三问、第九章 IC 分组——你已经把“疑”从感觉训练成了流程。 +- **做**:把想法写成 spec,让 AI 把它变成可重复执行的规则。从第 1 章的均线,到第 3 章的权重分配方法、第 4 章的止损止盈、第 8 章的对照实验,每一次都是“做”。 +- **看**:不允许“感觉还行”,所有判断都要落到指标上。年化、波动率、最大回撤、简化夏普、卡玛、索提诺、IC、ICIR,你已经收集了一整套尺子。 +- **疑**:永远怀疑你的指标。第 1 章撞墙、第 6 章防过拟合检查、第 8 章诊断三问、第 9 章 IC 分组分析,你已经把“疑”从感觉训练成了流程。 -**一句口号你能复述了:「做要规则、看要指标、还要怀疑你的指标。」** 会做、会看,但不会疑,最容易在某些时候把赚到的钱加倍还给市场。这正是为什么“疑”和“做”“看”在本书同等重要。 +会做、会看,但不会疑,最容易把漂亮结果当成真规律。这正是为什么“疑”和“做”“看”在本书同等重要。 -**你没有写过一行代码**——每一步都是通过撰写清晰的任务说明书(spec),让 AI 来执行。这不是偷懒,这是未来量化的工作方式。**Spec 写作能力本身就是本书最重要的一份带走品**:从第一章的“复制临摹”,到第三、四章的“改参数”,到第六章起的“自己拆四段式”,到第九章的“独立设计研究流程”——你的 spec 能力已经走完了三个台阶。 +**你不需要把重点放在手写代码上。** 每一步都是通过撰写清晰的 spec,让 AI 来执行。这不是偷懒,而是一种新的工作方式。**Spec 写作能力本身就是本书最重要的一份带走品**:从第 1 章的“照着写”,到第 3、4 章的“改参数”,到第 6 章起的“自己拆四段式”,再到第 9 章的“独立设计研究流程”,你的 spec 能力已经走完了三个台阶。 -量化交易的门槛正在快速降低。以前需要金融学位 + 编程能力 + 大量资金,现在你只需要:清晰的思考 + 数据验证的习惯 + 一个好的 AI 助手。 +量化交易的门槛正在快速降低。以前需要金融学位、编程能力和大量资金。现在你至少可以用更低的成本开始练习:清晰的思考、数据验证的习惯、一个好用的 AI 编程工具。 但门槛降低不等于赚钱变容易了。市场不会因为工具变好就多给你钱。真正的竞争力在于: @@ -449,36 +449,36 @@ AI 助手执行完毕后,你的 notebook 里应该出现了三因子 IC 对比 - **更快的迭代(看 + 疑)**:从假设到验证的周期越短越好,让“看 / 疑”快到几乎和市场同步 - **更强的纪律(疑)**:不被情绪左右,按数据做决策,不让“疑”被自己的乐观腐蚀 -这三件事,恰好可以交给一个被研究纪律约束好的 AI Agent 去高速放大——具体怎么入门见本章末「拓展阅读」。 +这三件事,恰好可以交给一个被研究纪律约束好的 AI Agent 去放大。具体怎么入门见本章末「拓展阅读」。 -**飞轮在你手里——下一圈,让它转得更快、更稳、更聪明。** 祝你在量化的路上走得远。 +**下一轮研究还在你手里。** 让它更快、更稳、更聪明。祝你在量化的路上走得远。 --- ## 拓展阅读 -### 让 Agent 替你跑因子研究 +### 让 Agent 辅助你跑因子研究 -整章你做的因子研究流程是高度结构化的——找因子、查 IC、看分组、改策略,每一步做什么、看什么指标都有明确标准。**结构化的流程最适合交给 AI Agent 执行。** +整章你做的因子研究流程是高度结构化的:找因子、查 IC、看分组、改策略,每一步做什么、看什么指标都有明确标准。**结构化的流程最适合交给 AI Agent 执行。** -但通用 Agent(OpenClaw、Cursor Agent 等)什么都能做但什么都做不精——拿来做量化研究容易跳过 IC 评估、用不可复现的方式处理数据、对 IC=0.01 的因子说“还不错”。这些都是研究纪律问题。 +但通用 Agent 什么都能做,也容易什么都不够守规矩。拿来做量化研究时,它可能跳过 IC 评估,用不可复现的方式处理数据,或者对 IC=0.01 的因子说“还不错”。这些不是能力问题,而是研究纪律问题。 -**Harness Engineering(缰绳工程)** —— 给 Agent 装上身份约束、操作流程、工具限制和技能模板,让“什么都能做”变成“按规矩做”。比喻来自驯马:马很强壮但需要缰绳,Agent 能力强但需要研究纪律。 +你要做的不是让 Agent “自由发挥”,而是给它清楚的身份约束、操作流程、工具限制和技能模板,让“什么都能做”变成“按规矩做”。 -### 用 open-xquant 让 Agent 接管你的因子研究 +### 用 open-xquant 约束 Agent 的研究流程 -open-xquant 在 `agent/bootstrap/` 目录提供了一套量化研究专用的 harness: +open-xquant 在 `agent/bootstrap/` 目录提供了一套量化研究专用的 Agent 约束文件: -- **SOUL.md** —— Agent 的身份和底线。最核心的约束是 **“不可复现 = 不可信 = 不可交易”**,通用 Agent 不会自带这条量化纪律 -- **AGENT.md** —— 研究 SOP(5 阶段:业务约束 → 目标 → 5 要素假设 → 数据准备 → 逐层构建),每一步都要你确认才推进,不会偷跑 -- **TOOLS.md** —— 工具清单(通过 MCP Server 暴露 62 个 SDK 工具) -- **19 个 skill 文件** —— 覆盖从策略构建、因子评估到实盘交易的全流程 +- **SOUL.md**:Agent 的身份和底线。最核心的约束是“不可复现 = 不可信 = 不可交易” +- **AGENT.md**:研究 SOP,每一步都要你确认才推进 +- **TOOLS.md**:工具清单,告诉 Agent 哪些工具能用、该怎么用 +- **skill 文件**:把策略构建、因子评估、交易执行等流程写成可复用技能 -**怎么用?** 用 `agent/bootstrap/` 覆盖 OpenClaw 默认文件 → 让 Agent 自行安装 open-xquant skills → 配置 MCP Server。然后你用自然语言提研究需求,Agent 按 SOP 引导你完成。具体安装步骤见 [open-xquant 仓库](https://github.com/xingwudao/open-xquant)。 +**怎么用?** 先阅读 open-xquant 仓库里的 `agent/bootstrap/` 说明,再按你的 Agent 工具配置对应文件。然后你用自然语言提出研究需求,Agent 按 SOP 引导你完成。具体安装步骤见 [open-xquant 仓库](https://github.com/xingwudao/open-xquant)。 -### 更多因子、更复杂的组合——机器学习的入口 +### 更多因子、更复杂的组合:机器学习的入口 -本课程只用了三个因子做演示。实际的量化研究中,因子数量可能是几十甚至上百个。当因子多了,手工写 if-else 规则来组合就不现实了——阈值怎么定?因子之间的交互关系怎么处理? +本课程只用了三个因子做演示。实际的量化研究中,因子数量可能是几十甚至上百个。当因子多了,手工写 if-else 规则来组合就不现实了。阈值怎么定?因子之间的交互关系怎么处理? 这时候就需要机器学习: @@ -486,16 +486,4 @@ open-xquant 在 `agent/bootstrap/` 目录提供了一套量化研究专用的 ha - **梯度提升树(XGBoost / LightGBM)**:量化行业最常用的多因子组合方法 - **神经网络**:能捕捉更复杂的非线性关系,但需要更多数据 -核心思路都一样:把因子当作特征,未来收益当作标签,让模型学出最优的组合方式。这是你未来进入实战后可以深入探索的方向——但本书的主线已经够你跑很久了,**先把第八章的迭代闭环跑顺,再考虑加机器学习**。 - ---- - -## 反馈与读者群 - -如果你发现本章有错别字、概念不清或实验结果不一致,欢迎 -[提交 GitHub Issue](https://github.com/xingwudao/xquant-beginner/issues/new/choose)。 - -课程、正式书和后续更新见 -[xquant.shop/courses](https://xquant.shop/courses)。 - -添加作者微信 `xquanter` 进入读者群。请备注:`XQuant 读者`。 +核心思路都一样:把因子当作特征,未来收益当作标签,让模型学出更合适的组合方式。这是你未来进入实战后可以深入探索的方向。但本书的主线已经够你跑很久了,**先把第 8 章的迭代流程跑顺,再考虑加机器学习**。 diff --git a/index.md b/index.md index d8a275a..65332be 100644 --- a/index.md +++ b/index.md @@ -18,8 +18,8 @@ spec 与 notebook 不放在这里,统一维护在: ## 开始阅读 - [前言](book/preface.md) -- [开始动手之前](book/getting-started.md) -- [第 1 章:第一次跑通一个完整策略](book/q1-how-to-profit.md) +- [准备工作](book/getting-started.md) +- [第 1 章:跑通第一个策略](book/q1-how-to-profit.md) 完整目录见 [SUMMARY.md](SUMMARY.md)。

x6)@9X=c3Hb&-dqT+bv zP`fi>eES?tS8Xe%-na=kd#Xt~H98vY#Lhvtk`^`kToxbKId(0uZ_<>EYRqIHr?+9$ zkNZ?y@YlEaxN+=g7{Px?RDVdkMNk&oa zxwJwdLhGiQv>Y`Rt~zyF5|m$itU1lesmA81Iobj*vy7!j3B}{?mET`jjL{+8H8t z{&pzJz9^>uT!QaKbi`sSJ`|9z@iv3Hc8fICXnN3Xql~>-(mFHA3-(Sw98*!`=H{S; z2~-QdOvb`1^7z5tF_pG)2r+2V*f^Z4XIjnaO2W%2W2IZ_`tvKe*{(;-O2Cqkn6P6} zmM>?V=fs+LU}#yeNNLNUi>pl(DEr_`@*$j$WgMauO=6217ZDf9khPB5l5H_1D%Vi6 z!vqJzZk9Wz0{gwFVMo73pQnMb{CYYPgU4JQiqP*GH z>3n5~``t}RKa&EFj)-BAxk&1V)id!P+4sl0{%!Dk=I z^~mqG`Oyt2K-rKum0Ywt%}4d7hQ$ArO}~L4r6?P{FL!j1;O_3X7TlB06KmeZQldc* z-YAgZT6|~uZLUpfSIL$h(aj;|eW&BTU;8OfS<=G+tQb)^X_LLrJaJDcbxff>`bv;v zH-2CrIXwOTvmPNS0ojPVBx0!$F3lI(sW!@?IqDK}{^L(b~JqYbX zlmy0BuKWVpW5~=+V%9o^``&das|_6@5-7=dQvT#T$C%%8oJN`bEw`P1*u+}^Jn?VDaUMS1l$_ri_a14|Gwk_aF>tc`Wk>TDS!J$J)#Z*t zj-c)Y%|sQnw7a{k256Rvw%BRfOGgeL5!O40+bu*JopBytD)L=q{mhD!cjV;>*)vx= zvPD?bR~Ov$b_7m0`!~oEZj|B@2h@;wG4no9!hFyNi z;4(XN_Ye12W~Kzg?dQ)zr~K?&@ECS6*ib$w44LfT`8!cn#Zqfm1w-qZ0)~e9XR>l) zDSiL0%su8EvyH}d5^ZJOO_khH`Ilhhb?xFOeR-lXNPD!ev-S@P+LUGRHL^-!n~X7n zekkVibBqsck?)R`uEwXGn>0`Pfww)_MPfln%~zj)fvYXgGUsXRJr~YGju~Xj`uWZI6$~%zOBFgcG3$Dh_X3jtbKdTi{U|aD7f&GI-~}C-zVOSAa7=i4`M1kvI$D=5>glg=&slE6P3}XL(0+pZL~U1l{J^JpLrjZOp1=X6$#1$brIjiCvrSwo9zN>R0^$R zsy&DssF77b{PzF%J-Klcxv-TNi>P2i+Yg2;VBgtm&6L;CDgOkE-?3r$B*%B9zQV3@ zG=EB9J+Sy9Y@1~d@sfsV_0Cm7M>5APhs=qrb(i|UE|Giw#hivpS?hZ=AD+gRj-04_ z#}r0-s3XGiX~{2L-99NH(KIplO?$!J+9)Dkl<(E;3P3PbJb(2GWb+)#Qf~JIKuX<(9DV*@ZQ5k)caZxXC z_XfSa&!_ch#(JSKsDZBKi_cY0!h(KM+CE87YC7=X-NV4b(b)-cX_Ag4y`X`ETR8D+7&q>bg)*oO%%LCUKUGuK~Sn zf=jC%Zi@8L?Zo3vF5w3{C_KT9%VWT%m^*!Jqy;J|Q;m?%?>52uC;?i#AePudaLQ^D$;8(F6<^(5Z+*z|b_eH4(+ow=>dBiyi) z!6tvB%LUu`(y<0Z5w?Ca+TSo{@o|s-*}Jif`YukTI5dYmZ>qeuUmm-~T#xL6I%+RJ zJVEyJN4Ip7s>6THH6W&hnf3;4!4K+R{00PYXBUp$S(u*cM1OIkMP#0(x{sKI^nk=R zWw;Nw$K(ZrU;^7*Sz)tdEU}KGeHKajUuC20DuY@?*_{{oWvy5oA84R{sSCFCRK^wa z5~OtP;TQ*{KkECp9+)HU7{GN6AfGLnFddSah)CDtY7(43KmdLRdov=H@ETxz=A4S$ zuOF+ozgV3<=`3Nk{@DBTmqN>^yjnx;y3$#Hh%HgRIq|#PejJv_Qvh@)~|O*DX?lZD3cCHz5A)= zJU!8G`Q7&$qz1gt&FQ*fb=Trme*8#P0-nnRa3ckUh0y^Bj~qi9!E0;$Ef-9Z;axI( z(ufofnD$P92YJ9-i^x>(x442Z6dwMU5y&VGzFHx2csI`)%1nYsC-cWi#HVwL#O2M? zc?apS)>1qWlKRn`tCXOe3k0Z6J*#*E502CILiC7Mpk8W$gho~*MpD%dLN~3zQRFkY z5C(!>afoTqTO2A`1_23TO=U&IyWofVaJk$2==`~feWPI zJUMT^GdUsz)p${ZYt^q8-h@Qq;|OLF0ApcBUjDBm@L5L`$yH22N}db0+y!+T3Ez*6e-KJyS%ajj1*`JFD@Rw ztLx`mCa*BLMUArK2;SVMvB5=HEC%@2;Gv8yd`W zAt3UW1rLt#tkU5v5K>GoNd!reU3)ucY>(C5;LaKi4AuAiq3*wyKGzbQD~nd1hWn7= zzY&1QQqg9D3%@r64|c720D(t)l4!jH@m3R@5Byq7G_vj1bKP{`XFlA->>7h?8BA9U2S~LJ7Z6ihE^d#&pyyBeRrlS_L8?0K}+uKRQi8L z!xEU#X)k^Al!v%1#7==waY??5Aj=K}r>j`OTTnpDAYtNZCrFr~D{v`b+JWO^w9&Tg zC+$3+gG3U^Ds#6caxbpgIwQm(wa$v>A1@D(&|griyH%5@`afB<*n46 zXvPRJO>HmK`(keT51e@)ou1UpfV4gCU^jUP(%h1)WYvwpzREe33#?Wka%5Eg_%C2* zoWbq�w>vzSj+;wu$M%;oJ4*=m-l%BfQYIqh+!DUYKRUIf3)U?xmp^Y;7Z>RHIK@ z-~*BZ^TuP))&43*MY_+GgIK=_(id(jBs~rUm;WhdBze6BZgdLHvBNk1U1HM5Vod>Y z1BXjV9aG2G`u$5oiO));_UK9mh%nf{8|^b%Uwz8t1~;4TrA4E3Y5Zw`GLTRLFw(q# zv4o69n6&)5#mR^=5s8XI{J!^BRvnFhe*3_&Ykc_WDVkvo%!z(gBv2UDM-`QM>T>&c z-?rqOCCqa<@lBZVzvvqX7GVIQ5MLdg+~Y8?v<{IRLBNuzkr9Z2IM$ zK}|&7W|KKr26Ew6YcS&vsG$zEf>_Ht~YaCWcVXg4VRU$ZU`k z$vgaCilzqz(wlqtH6f4=anPPE`GutX4mi*4{aFc}SKcD_SY%DPM1*v#~g1RIwZc>dlD{S1K(9jzT5TyC*B>l0{D1|Xv(DNKv_@CyoR^Yru*!|V$dluUNO z7=Owc4xNGi+}LanqGsq?yZ&vRfg?)op2#Y6F*Z}dQoPV+eK@ELu`+^&HGh8`hfc{q z`bt5m5LTN1zjccHscOddY(exv z39N_yVxu52=pwieT8Sm%T7eUCsz;R$JC?G<-=mWW2e_z_%yf@1+kz$1ygeK_$78=z zeI>>}|F-p#X*aK-s+gox>-sri^wHM)jqpTe_b|5hoM19wbwWRbz=-7De3VTWkNsH^ z>iO^Cu{`kjB4{B2qAPU3*$wwsHAP3i zue{qu!=S!dur*lmtZ*vxJ#&`-3EGv-LE2P_vSq?=0|gAaell1-UPtO4@xQLm;YzFX zh%M8P>h80s-xagtcUJs%52-Brg|IjR@D4SNSVS+%D{^t!>hjDALYVg$rtZaZtkAeM zo5^nvicx6=jFuw}Q-6ZXoAoQg(nrtaX3b@{4d2Ty>xP~!q5Ipen1?E9x;Ic#->$k~ z5uH9NUC$_WR0mk~+oenHKaM)5n}0tAe3{rZ9gfr^Aful>t$CZk zKtA&q$$$TnLt(}lzK(*1O6cclfLigGPQ>T)d%;?RCN4$y%%;;+HBu+v=vE#mYD|G9 zgZ%gxI3U0bz*ZV$ZM?Xroe8|Sguu z;F;IXinpbqD@4qg7*9}n=( zZl8-({@*J%{XRn7F(0 z4RZwjymKc;;3P5E9CZ=218?R#%gyUFN9`cdi}N71<|N}=Y5CG|?n%Gb_EDDv0VE|Y zb&LaOuC~Db;`a5^wnF<_>??9^M@uN-%n;Lz_tTLodTz3bRwLE$vR4kNV}5rotc62V z>)|NHdZq6uAkV&M$*{jjTs13UhVo;hE`oL|hd32Kxm`V%Q@c|>C_!^&6;|LmXjl*b z&{FbcMfD5WM1VeJ;On2OyyA?$P*ISuyL3*>J}CH6{@d?bA6SlEju(GaSj1d~oQCG> zI%hXI`(ASfU*nQKA#LUgKD`#ExXiF_-Q;LXL)7d5OZt}?7fzGl#}OqmkzA6Y@M(b+ zrE=ugmyQOdHyczNTMFhE_(pqj)gN!1woU&0gIW8akTy+k#gE@=EqJBQWWjZJm|{@Z zaEZ=p&uEy2O~8gG-}w0les-fAhYBjG-Ybo==L(xW{qe~c6)+$&h4;_H6OLxs(v$q*2#EaMVUlk0mfWd|B~C?@ zfLarmo1<2vV-@Q#@$ZtnD~l=X>rYmW-88kbs?VQgSIBI$_|K(KwAeTK;(NMw`41)Q zh4!IaCJS`uistnegBr0%!pLcrKqO9b>}C?C`ZgYx-vD%nU{6&39!+A0PSAjxP0Rx6 zGp5f@+0uFJ*S=S&hV~XT(Wj`Fe2~j>w2Ivw4bhXICippfExz@+#1o%`-`=GSN9;s5 z6=dsx0;><;AE}^?AN0$)>M9cBr#H5xtvQXUd1k7fwxE0*^2}6Ho%t-%NAsV*E)4qG z-=w5AI!#V1KfT@@rJWJjSM`+ITz2ZOj=pw}dlItJX`OaY_>OKpg%-eKJ>bQ?Lx`gq zX1z2SW^3CC%A99+J6G_q3Cg-Mt#9YrA zZyE7D6F)cGNvF_j&Jt!cnz<2GB#`}BjYA^+f4{1Jv`QX!6A(!SPq93x>(TFc*Mcg{ zB!~>_E)~mMq@L*Fs@hUndQ0~0aW0!i5?(eV=hAJCBH@AcmAT;ccl(;8p|U%!`^x?0 zlS_K`Q{hTRQ7Qj9nC;I9=*EFPL~`2YI(r5926Rpc0(yPFOa3&u3e%3)W&vB(Zg}>Qr$`WK>sYNd# z;}y;Q5kJ($_SMm*peA>3hdhwz;N7DVm5y^e(bagBZ@yomNqrKf)-P0-JsP&Sii!@K z2od1Z4;N~0dz^J=%w(8dy4PZ_%&A+YuQ0-@tw}Rcy)5J13aMVAxA=Xz>Y3k9t@>Kd z>Gf|9n+YDM#n1<6e^)`uEG=?loTH(}(a6XU(pf($IZl7UD|!hLjpshIq}fpsoMkuZ zqk|E+?qXuAeKBtO_Q3c?vFr?)LWx03n@y9`0YU8jb;DqW$g<4AW&6hP39Cq7fy^N( zNj!>XkX2-pZzZDtjwN4A^-N!Gd+!>fZt&<}LXP^_V4(!%aqdb}a9#5#kq%{1aUXNY zl>goy9jY)3PmMiQVrSroblqK;cMZ6MdrA1e);BgC80ou&+|MOyuCQOb8y~^HIsJ@* zWli!RtHcWJgAy;Bo+TD6vJ|e~SmZ)xm*)Mh9t$ZuB23S*TqtAlri`Y*+KPkUiyEv{ z``Ft3+H4@Nu~PG;f*CN>(pt@(PxgziKsIj_Oc7EVnj-!3S*xg`9jbVG@K%~Pa(YyG7z${~Tc#oLb zJ|cuUl7Y6$_MLp^$fCc>p3>sx&L{fS=h?Y7&Lpl1 z_C+VZ-bqg%jHC}mn* znaf)TPS$fgtdrlE>H_=g+_rWzQ<3s?7j zv^4%^{n6-q|E)R)$M4N)537@v&2HbTNjNp^jejJ}NuleQMpGuwXsr4c53C0P;k_x% zy0=#Gd0ukXK17$yF_SyG`)9WSZ~Mqg3zjhLD+_l5WCc=UqPfzZ%i(Ib5W*qNAS5CX z3*BI5s<7&DP|(i`p3UQudSo1AV;I3QJfPP^{CquSdHu=VW3PmAtc7<$$Fg9-Y~N0I z3;fR$jfOO;^rQ4ZFZDGGQdRN`I;OVno7fj8k8D1Bn?T2>x9?jHx)xu?%}8{TqRA*D z+o`xtkPwAA=#Hm3Gcd0xo9v`qJvN)jFti(Flnf~UTW-J38-BlbYvqSJtt}i6SLl|a z&ct=4xzD;tJX!ggmGEd%?z0CUoQ2%fzge-m8=QRx5r_KfvL2`MtUSzV^M7`C*P2GR63fkG@qwB+%#d8SIA5km)J>1m^{e}W+_MXh_I)`~J*FAS{dpBXrTi`nC;4*+ zc#LAoT^J_IL~rUcN3#X0xgV{gMPXj3IUoCQi6FMp-@hZL6JBK`o#QZj(ecP?fnhj- zj)qprWmgb1Hw({S9qAFP)r%FDwach(4Ow$8+-izhUylnLehg|7N{~woDU->t^!2G| zxAzMO#;^wTfm!qy9zl0dFxkDu6n}tPKjMu!Kd5_pbto@~-&IuGD1=x;Iwe#5N!gM7 zAs%mt$&EOjd(=Wrem*wHS_j+kj$2~Ivg`k+A;EP)&m6FfNFh+~T1`VdyMzSLw@0eGNmiJ0` zJ}YI#zbJHwd11xlfqo3!X0WI5%m}cy-&x@7BH)*m-wq&%Tr?G_R*5qkRJv{#d&S)U z+Q_3$h2Sao%C-bCFH?n_zS~>{^5d}s+4gH+hto5p2c=r~0(S~mqekolqK%6-AJ!jR zBylW+t7nY+#K=;|)h`*7wzodF2%L(g-c6#nAFS$KzgV!8uFcg_yff3talj=Dy9{1r z)o-`^Pj6B0aD^)?W!RN1c2_kFwn)kbeOfo8<(SQXNqxFQYynt$RDM%Pj#oaLj$S%l zs@3@S7-JhD!s|!8X$lT7&p-o3=4WGg{At2A*N`&n1{XBz#j)-RHa_>*`K94q;W z9ZmqseHlAW;D+|s`;#U{*@R4^yM>~Q+e_N6U9jW?Egk%zJH2XVe8Xbon&41Z8egVs zy8qw9q!H?7->!V%itFjJ80hL-4cD8;(-kh#=z7#mGOlI%{o|#7sy}zhTzSxsI`45^RQ;TL=NE4-ThJwz%U#0D-zwBkdZN4qj@BE- zRMY<37qc6HDY}cT{ot8MXJHR<`U4*c;vdVQXVf>{|XPp6Up9Q55O- z?j-FAtbLJKFI->YRo<;l7u>&5eN^EoiZo>ufg{nV zD8p48I(R@Aj?WYairbW)2v51qrb{q-5icdTzm&-F}3kO+gr(vAMD?o@fq z_Y;)imYg4lpWPPVuq_##BcP28&Y5hATRR&@6I>MutwOkDxdxN(e^Fcq z4dr2f;~l@bqmrPz&Npq*@mdr(%6*_^C7-j0<f)LM7N`$-L`L1HnjXDZesl@ zC$*<^ycDhKlc@Pk_@VA*2X4wwln$0+1B|*Fxk>B*Tzih%$vvufGqv< zBZ9fI_^zC!J^MvT2==FXs8iqnQgB)O9zZHxoNPB0-o&S!eXh*(eh$5%nwqgGPUV7Q zVy-31XEgtY9j^9DzIP8wCizqE#s&Oi_>f@vmU`mUhAb#EEEj&8eci`?)EOxeP`1@`@>#muC zHyD*$)#)dfY%StwB@WVCO~Rs{;ZzCBBsW$szI~SKX2=cnObg^oz^Tkl5TL>W`EgeD z#43%5)53bDJrrD2S~vcj-wTJOF#;KrjU3n*2=KZ#5_$#!A%R0+ghw1{-hJ~2XymkT zGI0OggD974z@8xqk4S!G3s6)n5bcomQsvN$mSR?)H|q1WU)ei4!67A72*9F^e@^x6tSlma#|-Kg4S` zBeo8NH;K@Klk^z({@1e>2+oD~3*@%lPv{g6L91>Gz$B^LJ9zhWAVXFXU{jh@TUpD3 zU)S?o(gSQBm(9oSLkdPulwX2E`tSnlg2{GK`DSuPzXn;psn&TM!Qp-F^u5}~*aK3x zj^0eoq}?26m2aCUVQDF_2O8Y)o$3Q}*t(RffMnX_yy z2Rs##V@p6v-8JL2t@N)*hOqH(@oP6AksV2*iPDpSGf31>hpI+GS+IH}{G6W=9ZC$c zs|J%|NW9oy6Sv;HsYyJm)3sPYOBEKZ!bQf=O4O8OS9D0c-aa0993<>=*)683hT<3D zSPy5rA3t)RyRsy2%a3CiRID^HSiz3 zEkAtj;wM3WdwC-_u5DCL$}MP!DS6vgSxRxFoLPQzE0}VIr!$uZVDtI<`8O(Mc+^F` z(W_{+i1h`h2!~1GE#t*7@0Mv2Wx=t*+`NZ$uH}-I2hU9$ZMF2(g7{HpZkHGb*gx-V z7iHd`T*AFUx*dJafAQAAo=t&n0`JtsCw0r+cx4)!YLa#&zYWQAF&{3C@GV19eI8pt zGD#yELWFe}VU8Q)2v%GuDqqS)a((O@XL)bL7w&f3#hsD;zj@GtMop^r15Z?QnOT9U zCZ*!jF)Eu`m>9q*Gyu}xi z?tQIm39XcCQ*rR#6}SF|<6=d9=LgZW%a>7Yld^987gu-J+oCD6e_vRNVSIqH3G~?2 zoOlruc;e=5NKcZGkdP-{V;MuifoM~}oDqe$&?3aT<8xm>dp8~hc@HULB{=M&1j+B( z2n@TRapj+Nb56kCn=t7|m8Oo!K)IssKD~~C`kt)!>>@k+d{MY$YMJrm^ul*uX(&B| zH9g$|e2SQ}AD8B5agQ-EuQYood4AMnKT#_%*ta4Qur`w}m5v#dwBtz~dXSl>f*p6t z2_`C+&kTer(I5wkM8t-LO_L1aGBPmyKDXo?-qG0TU2G}}+$%*+E^^l6lg#7~lmD0D zFClWK?b6u{?Pjx~he4NiD@NAFGbh5nVJk?+)zaiGoe_ytTir>+JfABtjW+%|dT!=3 zWhQ#iQC)8&x9VkaV$^M(XNFVHb6XceNn^qIS)Ml6muK6UvyEdZBf_neIietwdb(UI zdkD^fv8ur(dEbCU6eDRC=#?lq+BxT;8;Ap3nR%$0DT;6Z^X$6q!^+qlKIYAlBu)O! z<(6I?zJHZnAXUj;g2FLSH}(ZodCcmig*ShdKldu|-y9m>i)xBrEc5El-OIgG{8m3c zqH4#>qvtzKnbqVT_F0vhWF-s85)DUALAWE+WegdcJSE$w-GJ^zGG>>L2;ZhRWi#nw z0mClwz+YdsBKIR<4eRb!oP|S4wwB?fz)aOj;DYbBY-b(TnAd@R5_@*q8A!_gxQZQj z^K|}EtbM~4Q~-D3UuA8Ru`|px+~L2lzB%rqjrQnuPZ3iVPPEY2;53eX zK;MF?35fV+tklT;WcqjHXuy(3iqn_8@d|2P^iWD=;BrN@Omyl)nft^h$VQJw8(Z^jlE^2jYl;XpO56hd{2iqjDJ4M-E z`0l#`hX}nJ*HTlv4na&yR~F9#JsOnB8P2NBa^ma2LvQ=tO-neG0o&MiE&KsL2^{Nb zP_$u{1qRMkRTLf7;g7KeSuBnqYbNvHIn;-HKc9%%=@icxaF(5LbFmQOTwtv$9meHW zn9{m-ojj{nbcTkCw-q(tGS8aA(mNYU=8O4DkG!k*{F0J$1P?K{Lno@|FNMd~F3tpR zP#Uvgk3t-c2QcP;!ReU}|BtP&jH+_qzCMT|0)j{*p`bJZ5&{wi;Zcb#A)N|HBi#s+ zB8XDbq0-&4=|)OoOLs_zus2fg+V?-Mc*l78cFqTRc%EOZHRoJ&LdFO-u8D|N03QhZ zdJv!l4i_1BT0c4a>dI})@Ek#DL9nnMXU#f{nE~6z^Vk8$eHVnyZN0jGLQ#RAT%a&% zhEc;!NNy@0q9;C&4ZYeQ8=g>#2G?!#df=+9nD~oWj;MN?HQe09ZdS~FFmkgG`13Qu z=->RH&bTaDyoieZgdr#J3BeB?QKiS-)dnPMI-WaaD+kj^f7z>o*M69tn{3iApzh^< zB7sU*p+=<1Ek@!_;MQ#1p09g$lOZAL;yIx?Yp;HU2KjJCT-q6LQvSdH7nwEI2)GGtL9g zEQ(mK>+7Md&o;cqJ)aM`=lfd0^i_~$g1DX|63DL_5RMHAz146nqKi(+1#`q zeySv<dir;eJlaCR5Tu$2(b8u}ZU6k)h_o5tnMBN0 zi;eeE`YpLd+iN?rs?WP2EB!c*<#{x$f-*Ghzgk`sllmkcAmUaMp)z7UCB=^SnH{&h zq-qE8H2E+Axz%8~l)#pGZg=SuIn#rCJ~}?E6QjBti+uLar$%gp`d-KbM0HH_S?Ka+ zptCDB1SQ+fjF|5uHaepoysTI_S7@0=yn-lW<-($)**MQ#S#hjAh#hLGi=iD)5CVKdosHI?)Ksr`l z0Y`T{2r2UM&?_Q*RvLozHN#7e%dPeUDH)j#g1i6S{Y*@zRTOS(B2z_CRFz#*O0A#InoGt@zw~WhsnD@MBcXp+ zgIaatTV9#B0`)NKQ_{^qbx->jap~*$O9IYs&>Yp0UF(4r{ZI70}gqOIBahUh+#+P&JxoeTupFYY|R63#k;7VNC zVurWE(q%(sy1YqEFJCkH)bGki;=gx!(!!L|4;j{@mOW}m3>tRvFMMa>zV>4+PN&nv z_e|)duhgHPfnb7~J(|s7&LBmhlY7lELNEVOj;T|5VZTQiFZzz4ee0g(%B+7AN61A{ z!IZ{dmMG`UW!Kr*RLto4pTbJd8%}D(Glf|-tiHBXop($Krl(6aX%{)l#>gN;(#MOJ zuK#&)DIx9pHhEJ%Iqs!P0vnm1^cOzM(OiCyv=f>*Bf;mXkg8gd(<)2Ddr*Cy3o~CV zR%3qu@-IP8WR7;321ChtP zeH+j1&mSf=Fh?1`29qwT*557UBnBn}j#?j6wASNYGzylN za=qSAUAgLTM}SuD?%spf&0e9WUp)q_)Bz_xO8SX2`q(%uLf3cWw$ZGbs;|LOUxhob zjT+Yg!-%brv{L|jKhU|k!}_;Ek*h$ZxUr^TQN^<^jT}`xw|H_~i9he1X<2|DvyA7) z@xTPmG8(r-TNa7^{j;m<&Bm~D%x%h9sdv|H_p5(KQU~vKJb!f}Qmn?sOHG6`Ok&^b z#ly)-2*wp{Jw387Ufl5Z_P#_$=2PQ-z{FSJ9$EY6_#m}^#Gq+c+D#;3HiQ#h>W(Y- z9yUNk-ELIEfEKbs@$M>s~ADw3&oj`Tgss4>+}+1D6*nJJF3VMW>&d+=)1p zTl9!=bGVa0aeL1`*Q*bq9-Q=VnM+M+3bo3Wg?2L{V_h5zH-#Q6)2F3@$~4P~8!}x{ zHibl`qCXSZejJPsU%<=;TlQj-T=LlMXd~k4QKTH0UoJ?l^px&SV;o&|bsC6L3C5bH zSz%M0sK9;u!Sm;zvnR+Vogh%-7UnWO{jqA#8%*nmXO^cPmaTx6W0y`Ohe*k{jDa@9^1|zk81kau zF;CY}Lr~@Df#>cmtCu~A=SvE_umNWc;PGz_mn7JbC%msuxDBSV+rP2-kJ$2I3*v0{ zO|P83s5vtRxZGfveWfqwU1hg^rnRr@cDVq_SGmMS-UZWW$CG~|R7sAe2$R0kh@EwV zWRNK4vaFPbvD?TsITt))Jo zG)^G#rL7hc6Qcv0R3=bV`oq=6KgIlKO`1Bw*V3(D%y*7HGA>FnXt(7}%kvYmXZz*e zntB+UHlCX`@=JtE*25Q0K4)|JlXJT#ef4pC^9yV9YyZgbmN^gAq zOt`AcNlh^RbQ|xo@IZ}AYIZhPFoSsIzj-uJB7m)!d&#*!znf|MyaKnV<~8sonkjug za!Bz+ld1us^H1k-1Vf{EJpwUDfIj>9H%B!3<~h2KPu8H>kR0Cc&=cnF^VB!pm{Y7q zx8eViC;pia2L@QaHi98}AQ&o=vnnJI{c=c0o_B+8>qiZ8A?k%8G zQS$Vhu37OC`JjvaC&!b4RWup@;j+P7`IGcpqk5$y6lMthcP}%ylhZ|5z(WA7QcE7u8X1`!89|#3?aIvwM;a%4w6f&t! zcx$pq;RgEVCU6aXAuG-Lwi($GA$mU1{k9}%%`qT=+=LSB3V0ZaVng6SmVKU&kFR%S zH$5}+zKspvty{P9U-q*oD=X_Y1&}%|XQa9P&nMt>RmY)wvCklnDT4#F%(W(u=jBDk zm!dK%&ysS6BSO<8pG5Uc9vurORM#ZVRBK#(Lyh#es=2JJP)9Yckh3`!+tdPVp6NU zEWh!ldWgB-%hB7tP4@mMO~C z8#tPMFT*{YVjsTI;@|UTom6#qe-W7dLrFI6?w7s>ozFx8VhEZCqz;XmiW!+c%-V^z z`XhB-c_lC6xE|aKEL52r8Shx`%%2*%fLhL)dK_>oNjxh%+fLK)ZFhI4l_Ubz?DoCW zgJLae5Hgn^@MAh^jybbsJtBIzWy`K^A8#m@tdl(}XI0K|d5q^4`7NI9U{1kWIpY4P z#o3018lqT#XJ`ADmk%l%#P8A5juuP4cf2z3d8NIGVpQy#Nj7tJ#F?5o;nddM8un!B zXv&Zf)q3MwpUxCg5s1|uN?DARlY(nb_|Bfxxx|MN(wy>qp$f{ISPvaA=-g|~IXzO@ z>c9*_se*ItW9t`VJ@Jb3Lm#Web#zOXEojy+49$)z9v=}Z`Zo{O^2L+hBeQ(U^>W6Q zBSfWz_pC04w}a|Xr65<1hCuGV!dbc6v}0FAA9JDes+K)wo0UT`o+#vF{BFrR43ft& zgkeX-KS@IZ8)tc;s!@GOy4)j_p1^^TIxnpY7E`UTF?*4&j-S7LxtE7}kh*npC`F)G zhfM$;gV3!XRgQUwMmsWxR21NoU9V|{^eyTZ?TpgAdiv2BZGKqf$BWF&$Ds)%H0%FG zuSk16%NogDa9_2oPjqg*tRBA@_UPhKFCnSGPfC-N@Yy6gWOrB*W^U|m1Z_Q)BpwtC z`BX0&<7#Lti>L8pT&R>|hAza4`mFf}DXN*ir_0>WbWZCg2R`y<$*s~NiLp*~ zQ`8%=C15f)lPe%ybDhx929L;{^7V|&yc<$2w!fAT%^J?m6$%^oEV!mz!E`9O|7SkL zVg%EPd|$B#yWM7cl(s+i-oCpDcVr#p;ml@PoVFBUwWGE|y(#^X8w^kdzZF-#s!nWS zKA_WJ>B3k!kbF^xHFM{ed$+}a>(fr2ZT)AhZAgJc4pVlwIpz*X%`Y%D)LJ2o^CaX=M*_N zk?DETX=wx!veJBX5jQMXA|G6#9rG7uA|3gRb5Tb&$82`ujB?ECyGjQ=jq*u!KLSQ& zI(Nlx-XsRAut+nRRMP3`Y2Mhb!uYTCdUXM$%t@+M&pL#p>~!o(=d$18=$o3F>^~4<}y#wQUF6EUJlFzpzRlB=V1WaMld4m3xyl z?#X>7yiS{XWoB{H3DBXZuuMKU>j*JD$*3KNs&V6-yBQZ%HvxcuP!2cmiB~2ZK65#dBlG1R&#UG4}lhg?0{{ktIBiR z3F(XueOH;MKVWY1@%+8pdbb8z@>$knG&*^zw)Kio-;@W;2B~jfZ&?$4=U1=uIKUw` zg-Jn7N>-}RuP9mFg@S@Yt;CdqgOii=$`ww+oTk>_0ji1Mzg-U&he*{es7p(hY?Fm( zH@gzVufPL)Zh{B&6g0MBW-dsb(lv5M=}OMbgE;m))vSo=36*Es^I6<~?Tt`1VynyZ z4|a8wb~~%^ku%QCG0rHGuG)-iXX~lN&qQeSAEJ{~3*52_#TP|zQ!g3(QlGoaAV9t@ zf?E#&Bm2V7z~2Al(OlDU$GR?#z7FD5P$mM)s*d-HQ{^SZV<}4I@V=~4XIFrMXLR_44pb+60}@V;C%vb-bkLMJyw-M@eT zISvY&s*Q;1Gf}QSU&1XB+7I@KL10q+MB;Rlq#xNtbLffJXcv54;b({p7Fb`V+T;=;%gg(P0tvQU&|Wp-K~m-tQ8mZ)m3q`KjI&df%&Hr;D2jo$@A z5)fcPn}`MnO-fyntV5}DIu@{tTfp;5t97OtA5B0&un9Dq0h}5EZ?lL^q$3iGzK7!I zj<&d{pWYi!p?XH9F^Y{F)){w75?e%hSPRqfZkRU3iI-4Lm$~6bsGiqeR$My9L=s&{ z9xQUnqrY_0ZI4^C+=^c*e9y?#N(vWWcWHmM~IJ`PLKRBZ{%H?&5VZG z4zp=V;5Y*3bm71e<$-N1wK@+sg($r*12PYu@ebdRPK3U8`H2C=W$IY z9=tnAAWg&CteJ*fSzB<$yz{5>ow0rs0cr`i@|7Q!Wri>!BW%AMZYCG3a^=?ZfYt*r z_oRn_u3Qlh2&A>IVv&?&6pGCmPGlBjBX!Zc~x4Tyuz~qnwsT2C`+mmO~ z`jEbNiII^f@$Du;`3(4umfRxxJcPxVz~9Yu&#YNe;`9xcT-*b@u)#iU>G=2Pm6bQH z-ui7sCa!T`@G-x9di+_0x>~Eg3>g&N$$#Z4w{-mp0|Q~n$N?HpPyq;>>~dQ_=YoO) z9b5@SNfabDCBE(LVrOA#*>wZMdgw}wa=)7FI|GBkmU$v(Q@U;U8&XXX%F1Uyw$EvF zc6Gg|LnYwWKsHK7`-^BMKFUckqQ73_h~-;(m|RQedimXT$v=)n&hC~skBhROTMQ-v zzha4$aU)!#Kew^DjZ=to=xcB=$qx_FLg2@$5=f|d@0O1K0@Sy-n_R^KuuLgwX!SpRIy6xA7ClrqkR%q0A!?=ojZne{SEH+TJ# zsW3K<E!_P3nY zbDy4o!;k_;cgo4PfEr)%gO$5j9McG({) zJojQniAL5_m)(&bQ+ARY?=>{TUzM5X`r374{vZ)2|OwZ3YrZkp81|2fW@yfp6LJmpsJ5THDk8 zVBGM*gDr=cll{@HamCXw(Dk?!0&Ia8R@Gz6v?rL0=Wl4OuZ==>kKeoRK4kp6JiK?TM zg%s--e=TR_byzDX|2qBa5eL)x8vn!&8rD6FwP}!B=TXhLsi_^n6BJG6J>_u2TMSVDlCM6>F%gUjPVEOAq!Kqs8WR-Gb5we<@MqPE>cLyz9 zDF>~xmB`qpz zXmE_01!*;Z$`P=aPf&XDgviYT_^%(;&isJg@BzI?v(0+_x*j&R=Lea-A(-~Md+3_Z zdu_nc)hc>S7Wc~+dg8U~@W@S^kq|yf#b-B#V`6H$r4FaYVc<9YB z(GOE4DK~j|NDv4_uW8A)6a2fD6+zUmhsceJhRp~Sbjc2|^PJerT9SknVZp{QaPN$S zg0NQDpH-gj4qjU$woexe#Z%R6#IAA^)wig=qZ&bec^qZX=y&lJbrl$CT5r$&t4=*H z;JiI&L?P>(HTCxGTOY~vK~w2++1HJUe~}BXYzAKTWqh|C(l9O)Onqo0R_!PSs4YX_ z3@hpS1qdGj0{1+um03}q5seT=$(r_!D!^IDDFzQm14=)!%E!I8-7)QHP7MjfVLaUs z75UzwXNT`^KfF-N$kkF{K96o{lc=#e`4JXa;Zg$g6|}*$02% zH_+Oa>O~Dq@cxC|rMR4tP~Ef_qRgT{ITXOHUH#^Ghst~)$?8%6LX*9Nad#Yo4n>T1 z`L*o73gS})@O?Smh zUKm79q)5NL#J~^&o3lZWm#uqoe%{&L!Zr(iHnnfb1>&U_7b8W*{)YRNeYi#MAaPkc zsuQl%@5Kc@s>Xf;=oPmy08c@7#zn|ZAJMDBvZL3pU%z_e#+PBV@j2baum8)stmV^9 zqzfAXEW%pbw7NUiRzrk|<0k;AjncF7#bV2G(XvmjkQv(oVXI%&9?Q$OI4{PdQp8P4 z1O>IglKi7Jy%iwbxrTj(wlLw##>x2rX1BA)$coS!9p<_FjvYNc{*Ri6GU5X#&(vTulENgQ z@aPmoI6OK%3@jApmmSB3l<|NBc$Y>{W8-7E*-Dc^6y}ktnuYDLR-wW=KyN&Y8-?A4 zH3r^`fvCs>I}+M=EomFFYj1UNYerI1QpSe~%kA?Bgz2JBLg$l`H{&SrbWZ+%++iiU!;F zjrL%DaHA~;LKJvY#F!mO|2iY%p<2JMs!BOCI~xY30%()6(IbZqSiA;ZF@k_cHstF! z9y&0Z#-5?wghZTk5JY;zkBG+GmyinY73b;ikB>xhF@B|gOJUYxgQ|BLdVw=ac235l z;MP>X*&zN!Q`elU{r&wf%30~eU6k?6Uz;*=taCDeskq8n3oK}bqXk;U>;*Dzarb|} z?NtF+{UZGbSc@mt+%9o9)vXR(;yZxMlhpkD{Jy;XnYTQ1!B|`SP^8IUU5&l6MI4Em z*||Hk^udO?#B-5scej@zR!3@SbZ!iZ1r-X4#Es0ZUdN zlXOlY&c08RkKgXpX=rTh1OEh*5*(`^57+pn?l^5;1va@^=Db^?+x7)44^G4=p%s}e z0WEFK54_XELeOWvjwi^lv6nEJIF#^*2b=XCBc}=-s}xNyWngLeYXS@eG+$>-xzEGT z-#;suQn?BHE7y>Z^?h5^;pLz5FwZ_)`7kfhd4UES?F?E27Kj*BTH3Y9bL9E+YY@f; zJe^8(D|qr3f9SB~ml~0?hxq@(m(^6((pq(qupAS95eWdZ}?IRF2!CRazRg)UIb7`L>{W$4SUrrmA+#r zwsvcD%{Ju7MFuafL#_zLbVA);+#E@ckbS}4ZD*k3u$LXpW+3A~h_1hift(&hGLijR zdqt_cd-rp!juPD5ForA*5A4{oiaEM3uF&JW`)be8BSlpQPT+0J!hEQ8NP7CEv0G}; zOhB_O(%dZQsq?wnpdM78Y@8dgh)6*+0KN`R7W?XVrgjD#_}SUpEuc)a?3!Ri)WKl^ zDR=L{0;Jv94bt8IS^SG4Es5|_Fn;rhkvx4(k@NEFiP{B5DfKU1v-@H08fmw%l~nX? ztAv&El$86WQ@;jWl!A{&kgjDbPH_3Z%BilVyLRoGTn!rRDW1>kS^WI@vmAVC#3v5s z+CS#bf|{w!%uY0ZMy+^rz(hc9f(nsUx@2xnG7R49l$}vLtI4FG!v@2;S3oAH3s z*j}@+8JTcf zee8iyE7xIzqFjLa_HB9+#DO!8($^X1x_@apRtXCF)ODWiK(H@Q!X_UwDZH`n?zoE( zWLsx7A1m+MrB%45=UyN0ln3FYOgub!2v;W4T`z^tD>Dcbz~(9&D_FN8;8yRJE>{C$ z#OsFH{NJY&@KJy~C*mH{BE#{7Gv?xo#>WQS%m=?053b(4Der(Llj>c}kp9X)HCpQ_ z38W-z-d4Eu05Rs#qery%o_w_mZ-P^h3y^d9A37D#Y=9|SAo@}p<|R^6Q?J<5BVvg# zF^`p3v61%CLKYfVEfr3$51lg-rAwX2YrptH_p>98~Vb(K=Ef6M=`XP}gbt9BLn%VYqxJ zOfbNVlY?VUFy(um=gG0o2GV8M6m`_JS_|)lvpenU*A&2Bu++SnT=81#Y^aO&=9b?kT!PCZt&_TuP2l|4w!d6i!(y5K{?GerR174Vt=>BuPJ~Wx#B)nO`b&(N~TzBQz*hG;E3ampASNwq!DJA6;gHU8nPZa<-oLoHh{ zky@qyf_ofZ)v9xkqLP~N2}Fsi?1{k1x*1j3(35(+qRCeuH&@yR!Mzyu$Ui2ADW z30Pe{Q9K(~g8L|im}(O+(wvDM11D_Ipf|MnRYqG7$;$wI?(q-eKX)ampwN`zIbHvf zU9VRYGh-R;(PAl;jT6Cqf!osx2H8<;hZzNE;g-ZiRZj z88&Z$nTGX8-KWJ#o9F7huj0#HMVkB7SZ%;cz|d+(V^}spv&M;~eop0i(g_MGDo%87 ztt4Q*i(4+Fn}atr9D{^n z&U`>m&k_Ak7o(J*7VrlIgoNYW&asV)L>tQx?@;x;?V08pM-9Zxm!Y_HYqV^}6ziTv zQ4222Wu&}M?^oFr*(0{nqGnDRMCT25L{2i{ss*D_k_|fgJVN;8ckw zTRw(thp@iS|9%8yzwdL8J{&B!xCCh5y^>%=q-9PWz+H6-=yOPltn|=pCW(BwaB_^U zodsoqWlqj18(_~tTt&a|YtV9KsQ+MmNUa{VW&SVEQ##gG8q)6sgRTwm+p80*z&q=? z$-+C6FYMle2(IS^YR_H2jU*?sVr9o!?-sx|Y@Q2A$WyH-0cR;ba@p%*_9}l;J5O?~%E<0Gky+6M3HM5<(JSg8CTQg%I*!5v*b=w| z*&swcXlZE)Z^Id6z^I+0gK^x|h3x^_@bvNXZl1sU6W_-mPt^M;?t+WL|a8g#g96V2NE#Zc<92; zn~hkHzQngl8>OR`A0^W_s&_(G{2z%)=heYDN zzQF_4T&4!=dkGJ0Te785;dLLKD(EV?bl)2bc8x)3fNI)4ZYdkvMQ+Hn%V!*wN~ zD|6U~oJp&2r2Wcre_CkI-d~T$Q<{yd(<9PBNZv|>5e;d$Mac0)sClG|%D$1};|JVA z#+;#A{*#W*PAHa(q?eK(_&>jqoW4M|b8!DYMqHl$!OD}qY=1CuQB_fyhN`y-5}?+% z4k0skE;TnOh=Ar%(0jx;(rod#ews}PFjFcl`>S1Xecsh=@~Z@XGhW||jfgyA&LO~& zj1)FECM%_rR3R1ZWN5v|R9r!T$E;R-^U4aEBa7dV`PZ$v9V$e?4y2+b1MLOLS3)<-r_L0! zD1f4(4%I6twH7gyc;f4YKaR~9FS7;c>y>JP(qpjUn{+M& zZvI<`%F~s+e&YuF(1i0MJwzB)b~TdWU`eW9zn67cfZdUn8~`gx9&B(u%ZVO1JI-!T zU_A;)NseI~&etjQiQ0jIr5Y5=Vw6bdyov={krf^>vFhQ!b^I3>aLxWP%i&-tpa z!!CTCJc4&GkzHXu5#gHFs7?s)ef##8ZaE8qhg4tiN89H^P&8b(Ju{6R-BQ1AhUaFm zm*6zucoC6CjDh_X2;*GS&~-F`9ULc0;&Af;wwnG>AI%G~*;<}QyFku=eAq2rqV?+4 zj=u}^dj;)z5JJux$))ZMAAAOoY==7=akXWzsjy*og^v^uFaHMbye&}bW8uU?tGuEv z6L&mfx+R+<7>RuN__6Jk-~U>h{d^=fpt|XJnY4uB&|ON(;({kDDMGVh^51pkQOZ<@ z9)8&l>mR@B6`e0&I0o;f&rNcT=8!}!G(6A9P|NBv5 z5*E?<{hf{J5+5-upqMpxt+o&2r7n{Cn$W((>q_<#`p49fqtt9Z4 zwlM}3BXvh%`uJc2jqxR`A1{8{|6Fe${5`eIwb2q2=)nGvde2H?qRymDWVJPH0|F$QSc^`c#Au>I$nj^)v`Ny3#H3z9W0A9 zZX(c-C?#7nf;Alc7Juhi!9ovZvJ|}$USfZPFQN85T^Sj?n&aPQs0!(~lX8`ztZSaYabN%))1io+%%SN2 zy;SVGMw613+<@2dpLeaozc%*fRn-@xd#TdD)T!D(xy{$Qc*r>!(Ed97UGg}O=U@LW z+pPq>Fc-pkMtsY$Gm~lv3Et#KzHW+2~4KiKURoOG&Wq=IDOi4-i@ZO=Qm}VV?25V_7P-C zAO?hJA!OJF_i$2N1~o%=Gqdf%)gMW((@Sh9$1sf$K&{o2m6^E-m8?s4?#?1Z+*2i` z`9}4mUn_ZnUort-@TiqUn3*E_$Du+b#=_^JFx#q~J1CxT>jeP>bJM{nk?z+8GFJI; zNoBC+tcTv%mqFYmN$?12mF-!;B9J<^*ooSX#&=gDPH@?{G)td&(A{y!W_0}b&)quU z7P5V&&IqBpxtn<$`?cc|kxIG0sxOD2@-;+GiS#yU)%a`fpB=-lwk)j70uKpGH0Duy z+?CjOb56l))vF>VPk~62xzERP!qhFwy5i3a&q=EWb{YdOK5AM%T zFDw^ZNG#$XeH$5cHE5Xti2!%jZc{WD-+G50Z(C&i>+}RH7DluW0s)PC-Z(!y*BCW=#Ag~A3}uz;zhYaXoRhkW-9NNw2=RYd3$j~->mrj z4bw6h(Lpw)I;1;d!^{_9K>I`JNVX~`M8bPPj^PCu+bX1M*oOnWArU*h-ufF7)30q9_c&ZU@rQx1bXl!+L_!RufK!##u#*2eBHz*HG?vgg9n@ zU^dk@JsXWlt_66G6ov(s{^}V@u9Wi2DsIg_whpJNa{z%1rKG0S+ipJ&%m818#~Ani z_k~~g^A=s~Es$P4fzu2K*1zQj=|7*`sllalKox)v{6}Y&52LHfzef~qq=AYkf_-KE zf?fv;S8mGo_@$@ltSB#qEX1`O!qKOf?eYHpS4OU_{5)DWYb|w-t53`2_fhzw%KU5F zIC)KiU}Qiat7=Lwc9GnOcDu%(cG)=S8$*xW6$%pMP_5@)nMTe-1qJ^uqn#D^0JgjQ ze@P+Q(5qjZp%vDH@}qEOA>d+U-O)9^k~V*&7(^mjhY_gocjrB%gBoU52Tcz zo6n_^9eQ|@u4BjAU^zM-M2>eq08qv)T&w%Q*le=R2Z`~`;G+hb&OUyQ{{m$L8p zgpQ;=`gpM_l&x{J=(lvq$Ppm{fi>tRQCq;@YOGC2eg2!6OQ+9I6dBnR{9-(nKdR3u zoUCSChvHkkqe}3$Yg%*&hWjS&qzta}K#oLnOA8awXoKr=Qjh-Uh2zMos59rX`#Se1 zz;|aG5)Av-V~nOG(!Di&(AE9veNqE+TLp1BQUa{Br@+BZ7 z>(Z|9(jYuX&n)?@xX0TZUR2B&{+5FjNl<#Nd5pwGBTKJ57J5Eg2kx$pcQsZ@bV}5? z+B!RJ=~-D=N=J}^ZSg%GSsUY3RFLx605rZgv@|nd^33Y6Hgc|Ne0^6C7}9zuN%)Mr z>7d4)h6A%1L>%vcKOg^}r+JT)*l~%&=Z?Kv914~0&790ATteX>TcfOI+9Jne-deC4 zIgQI5{;&&rsDs5gqR%}8JQVuXUbhR=AD+{LJ%sx7oEKf-@O6MgF(N* zlgIbz$*p-wo0+pAaKh@E3DDZ~%iW%amVZG}{?AJ>MblA|txBgQhsb@j?VuCl{B|d* zPDd5LG2n3$@w=B>L=q8v${twjo0IZZ6t%4Gg$UKjZ#~{;l0P?ia~_vg)UWuVL+;u+ ztsISto+R)Dc+(4J-48s|vDkmRM;xtn2%5q*NVke^Z^nFH zI%P09gYGLgVbY3?&@Z2_f=KTk#qoqbr|!Z0=h+byJ~418xa=48HhtaSR!UK|!zerZ zpn{jk0(bmMb^3xq4RG(?>y>gK400T-m_Xi;C)5{Xi`kscvElsl=cjm)@^^3@sIm=> zH6TU5o%eXDT9Z^5)s$%i$w=%J&k?CpCtbnC{zS z`d5dn-m=&5oZCXO8?D=~ji^Wjux$^_~?mbl0I}WaWHUDThL@{L^Yg*w`(Ch~S&PS%cuHNIsTpCfnH~C~>NHb5^cp%H>;LA8)zN_#DL!YER zka(I~fOrLjM?obp*&Qe5d>O`HF195EJp5ayf*@2^5V$q9BHq0_CcH-re!NxCq-Tj& zx8bXWtLVhMnNaj?Db{P9GjnccSrs0zrbx@zx55c_c{lnS3(&77)tyvPQc$pmq^73o z3($ta@5&b^4ZHl;IAjVXsAMfE-2B37{XM3X!#(WM%;aKkkpl#PD&V+IpqSBgrF@9% z;2Fn+tmLozZ@#(EhJ5D-@!D0!UK1F=5E@?oI1=LC`sj+gg?@(gp&92;ljP#kai0kx z%&aJdGKgDu38K#0NlFdi;nsjbJuQTuH$t0$i#%naQ&@`PMb60j7S6OgO)w@0E)z5^ ziSSw+Kf-gZr(!o=&k)c^zi%+b)|us;7xy5@teD;B#rrgZP=EcVFWdJl`X>x;==9ic zTn=9K=76aHojm8oa?nQVN92+pnG)zhOy^QrLTVZ2PtCjqI@%Pf$lV_igF)+xf21SrMkD z)fkC3G=@QY*1I=yZV|Qm5!5yDpQRUJyub?t`uFzYDQnA{WRq(aPs`dhhhv?10txMS zuRMw6eBr#srf(7vGN_cJFwfyt;=|qXqc(N{_95Bbcgk;E@0)s~FXfqKlUn?A)d(IK zsdD5YrW5vp3-zv5V8G#EO8-Z=4mxztVjTovrI{}Av}Iaxekdvi-(k~M^&=*}mFnxkt7J622vux_gq^7b9{F30 zAR)}P;EWQImOTAWKm%5AeZ0LtpsN@veBX7z!@XuZ zd^AQr_5O+F#h&kk7rvK%vQ{{>kQ5gmx91Yw6^CZ`N2NXI6BebrXc?&-0UxWeavKaF zV>W;w{9fk%>!Z@`9IG&(VnsbeM;Jdg`-#gw%0GA*I9gGYq0hTCB4dqG14?~qv@Fk{ z%c!Wm+kJ+P)V`N8K0)}gWBd;0n^95gBGb|0x6?UrQw6BsxM1$t#3MM_k6xod>hmQ(fr0C=KU4m)P!;|HRXUm_)O((Y)#UmK6Hgr zRXfOS+#XdiWQE*SMeTInta{=xcQW;7c_3W%yT)*2Ulbf%h@fq;%_VM%Y$H)MzvBZ= z5qzML1l3^c@$8q2HAaWM)Wy%3db2D*@`nA&=h&vmY%wvH&mIGEy1h&Jr{W4YY=~R0 z5I63f8%+va9$7xPHmO;1M3fL4buBS(IASs#6?a)(y_ntJK!Eh@yVcfd5+{o|mvxs|s1rr<Xu1u4^?LA4igSsy2pj+G@==Z+t zogk;AgsIDG5)u=;ZjiGA;`sQhQ?3B^@B+?)WjyiRLM48uYd!w=->_s|!$1)?pwBJa zRsVX&nU=c=qJ@M4f$nEY8Ml%2{z0_%+O9zf^^;g$|IfK6HDBNSbsVn2ahN+PrCxoPzAUsr;n-;ffPPp z+J8V{_S=ID`>^BR#B*dWlJ-mN*!Yd^cd}g9-|ZHQW6!i46|uA?%8eV7z^#E&{~9MJ z0H#K3q=*9;zsM^ErDD5&9JHNRu?USh$OEyon53ojf6sEMImZRu4oJu|q%I!!J8v#I zaI31!Hs9a&Gc$gU)}%29ot9(tT<%oSu1xu;d|DIsCqWdcM2 zzm^9%v43CWmgdHj997Oyhae6KKi5CMV<6!Z8uhYg*qBb4R=aNR0r$?&Lb6+9WREy= zET#a(q2-C=Rq&&7dgJHUljU(NY5Vgs5%~M#jbxruGGZZryV-=+A3v zTU=H7lFu-jqSlX&rOrQ6>|7I9)!1+*UBCE~=Jj4KXsmV?x|E6+KtYAIF}sVFma-`K z?s*CLxYNN}*^&E||E@wNrrLZuEs`JEf`qj6cF0z|SC0qI2*u*2bt}7wd$v~uMhl2h z(${y#-vRnfKCKa8IZ|?R@?LjR#1)W4{a((}?vd7=0i6*gR!Wtl4O+x+6&lU zqh%!TJF4+2jufTady&k~A-F@_*j0Y3Y#;V<3cPOEO7#8;XKKz7QtGvTxN)mE7FcAh zDu9f^G?3?Rj_Pd9!FnU`1)Qj6zQ0bvt413lPhJEGy6fV(aU))o>Z8LhUvH-E6C5hb zVT!WoYW9~jVromOr{}LqEguVNcuL4Z{8svTy1dTEPg&+YBIUBeI@N}X{uv{kJw2_U zh<^X+6MHBq8f^fDw2STu4RE90T>DXgi$xeEelIbDc*(Dp?a${=f4~c`GvlWy{_Oizr+jMe7&skj=;03hEawjV6WXZ?}r0kkEcto{bBFPUS&dU(H!;7#2+f9 zli$7}@Z2)C?$Iw;jX;ta2Dm7Y!>?*!g>cD0O15UmUuR-0T_Ugj2df~f2I_FTys+>x zR_XC{3OLO=%d*Z{AXiZ$h`v@`uG1B-wzqvh+;fNA+__bcj{kg1pY7o*M*l{f$G>@k z1jR>fOWQ`Y_hAcU3!RtH_IQft7Qu2wLet~2tbCMVL%!M*dYWfeODxA0SjVltY=Y}j zG)byBJzbrfF35I+R@TP~Z3l5}Dy2(LgM5Y-~!=2P+tFLNXKt zFC@73f>5>^c<1eDEh>_<6PQEXo)&-%zHIF()$X-Z+ltF{kyu*@9}Z!H$_Yd5*9y&! zCvWEO+Hb0E9n~hS37r{fl8~s%d%1{)j^Fo@@f+lISsVFD&ksH8{WR_+zl&#_CJUbK z+Z+ddyfsB8WnH#ta$&uyItpdIk+^d!-@sMp<3{bPRvP6`nS_YAr!(%OECPyBn)0M` z&V|;~_lX$9${UqAE+YtWYk-i@140lcesfFUFz5`0R6t^g^zy@^J=mdVDB9+ECZPWq zv6sK(?j?zt!Uf1!JD2Rw`V?7p2(NbJH&4qP<)URB3!Y*xYecBv?Ie6DxoOvCsC&+B zA=sWxcath~aiEV~vDF^k?k>uyu>S$-h7M8var712=a0MQ%9l5Dzy;w_DxPTxfuu#Z zg=#q~dAQoxP^G;Wfy7oB8q7f3Zn{8QLM>!YovoThmp9*J9hz?V5>bZ+UUQ~mG2x?y z(7D(yymvCpiEkA*{$pr0iP@T+x4n1Pt=rZcA0P4t-LW#u`NWHVp5Gon<$e#SD8A+p zzNj;nDDPg=(3I~QD~Y^ip}DjhS2HQ)ciqEUpo&g?U&V6e4hcmnRQM+`p7@<*3rs9p zp^KI@0rQ$Y0?Y2ri8(xpy%dRgzmCg{Q+3|`z!x9M0$go>X|lF<<(ka%Kuc%r>_v%L z6wwiouhdI9ml2u-m}5}M7-Ib`K=xYzA%DX$JD`m){q8CyD?9s9L82Z!G7kRMd5T`@ z@7^G94Ji~;|MFbCvUyFzHEgl;jof_xsGdmq#ELWh;zmjIaEf^-d-kaI)Yb^xz@%3) zTEBBwY-64j(4cEd2_x(^%w2AQ572tTIPP@4=kpmF0Lkj;u4IsovgaszG~R zxXA+3Mp(v2i-b5g_hE2gV7(wpiy5w-APJ^rwE=FI0*!aT8ybR<4Q44d^#4)ymSI(< z@AtP#ilm4jDX4%TAzd3pKoq5E1@ftGDQ&`am*UowTvj_Pb-G(?o)M7&344LqL5^v0kC7sws?@ z)- zZo&zB*OIg`W0FrutL#55c79T9(e^|#ULr)(ekdX??j6XmQfK5B;r-M`z(0Od%Q@JA z>Hh1#?&NkVx5mq1AiQu5huDcE6bFvDH!tuUCzP$>f4Ijo^p?Y!*#Ev-$6{P9PPdlp zCAt%JnwlPpPu|DusKF)V^$3kkR4>t?z1UqF@d^N2<^3k{V3<$M6TO@4e3;jGzzZ9J zWLK~(-da2?H3mjdduQkK96x`52FT0W*w|bgBPS{C_l8@@q=c?6?R9Xa1UTcRWXV^6 zuXC>Q3VX!^)ni!P4Mvs!OF~Q`Y+`BRBg!hf7j7wp_)xr~d3AH1PKn)wfNR{KK<$T- zT}2aO=J>r}#hz2AjIBF9=B)hOnge;xk54 zNY32yS{6B4NVJ_Ob}4*<$$le?xBL9Ao4GIli2oEUjYpP<^ z4V2xForZTpFY>WkR0dqAmbK9({WMyGuvhp-wn65+;(F<4&C5?nYx#7=nNMxfvk_th zjed)_Z*nO!A)9?l4}SZZZXY&m%uq~-b?(M2S<_rUIkgz~lFFB(+X#9alPYa~X&FxI z7XulJurt*|PlM|@Z&C0nafX6S=z+z*r(HoTq_fLm@LCd=nHJ9Uq8RiUM+cfG=j+Lu zNUOh|_EAAM4bgkje0-~=Ssr3diWAE#2=O@iXJ&#X`U#iZfE16XOIkeVelg{ zhpw)Q|9XxnTXQR#8@f4tbiOyPK`rV|;pnzo)1H)c^J^N{JI0lFn$&>db4_tY!Ry9~ zb39wNWKFx^#YM2)Fq~h(_&eeDN9G%<=on-eR5d1ejXUHB)k=#>))#<Vp&b?| zYT8I;b~iHb)W-dxmf}Hu%RBQMY(iaVQsT01)_&9560j}@zm!c?O@8{WZ(WmQX~J5( z+-SZ0*3+j?Kiw*jjO_^zC(alYH64(ajJLr?^E;7iNL~9rsk-66jHpsO!dNVo*m|=+ zyZXqQ;MpjSE$1H3M}kWEWu1okgU5BFw8j#oQ`vpTOF8hzvm$T`VHBs@zh04>tLp>8rghV3EErL3R~OC*Lk9%eYS4crH`Q_zPe#TUU#%?`aJv z4xy)iU|c4@mWiI)8zwPc_keE<95S}KL6LDz<2E>u*};Gn0^WZ!djpKod>)fa=DZ(t z=A=o!mkLaWtX;BR#%d~<5sJCs@0G#dt-FgO?WD#hBen@9KWvo zI-P`6{BE`J?u!bfBs6?Jr#3GgEENJwk2q{rydB{tblEHWU-PkI13;plQ)fRkctPP= zh+G{c3EEEOb16WYD~prh#@OPNOh`9c56$cPz)wiPde6 zt9qU6$V-Qnb^-k58+~TSYq%{rwUFUx9fc$zqu2(V4WNh$fN$8_QCiXxOUwSBKU^`^ z;0NLzeDYn3TuD!s$d=eXB*NcDm3r0ny&sFfuboy+gfe~KcBYUBA*esYPi;XQ`pK&2 zo!6#;8)N-Rn|uB6#=M?LiaSRsc2z>E$5Exdoth_cIDB5%DF$I z%gurBoUN;WFwz_Oti-bT-0_C*!K$BO?pOT-(k|jGQKJx=wj$P*+BB;Qrg3X=eo4RO z(~9EIOkn<^2l!V%0V4IPU=jbws5|;1jFEJb1C@Veo)o@TUF#;YjgH?n1{vCC*l*J& zu_9#1e%5~Q5?~3Q&bX(VV_Hq%!zNa&$j1Brcb*RmGyZ(rep8bDTRZU%9;9O<*%g`6o>(+!Bj5~ z-sSmJ_S%FucS%&hUjNS*)H1l1xyv%w?8k9YXI9-8iviCdmLF9EGeMx14+?wrKKVA- zEZ|Dm>AJwX;>jYxIabGqp1R3d<#`VsoO)L-zmIw2Zh$`N;EVeZ;5CNu{~noeP2_cefsc)`w=od{kynP>w=v<;A>r)2yI%&RBk+teCDIAm%BTX>{O3>0nzT-*CQ*`xf2&Xg$mYxesfNB*Ksgx>_uE2QB-L zUU7H1W=iwJoDp8lSeX?|agz76Kl#Z=CWM=#9cYmu!l-8w#xIzR7UM-dD1ojhrLRvP zN|T-We4^Bx+zPIq>ba^Xkn2#cDJv=Y43~XgyuYH4nbMly1e_mFKmxA;SqqA>_YcLTcky86%>dULVK{rh?sdpkXW8MpMY{!M$A-XOHQ zV<8wo>5z*Xa4&#ge9A3nYG10(7*UE`72E~Pscvro(}BLU@>u@ym5HH*iaa_rx^AyO zVQJSDExI4TYEs7>W)WI{LYiOzwBLg42D~}YTfWtk==%oYkwY$8u~!xQ|NDqF+geb) zDCRkGHD4gac3=NI{}VfZaX^2N%zYAVuUQK;8?#M%Y~y}5vh_GLyPhSNyLfEfHZ1{n z-?z~RCp9JI5+wX6fY*pkKzSPp0v=heQ2fV_A1@V{Gnn=M6^j*P^#x1no*>7b+Mbq? zZ_~LM-px|2o!=GFvc{hL&_5siThSx+Qdv}4k5TaqlqaBv$AzBwEAe?%rE5@GKi~Wb zm@Kc1ktG@LgMv&;Pp>MrHKeuw^JosRXH|*Vd`{RJ(`^@nu_R@w^0IDkcB)d+s$iPR zzN8H7A@F1(B1$H%`e2kLmRX^(Dj?`u)C+o@xodPF!vRmxdLO=gW-Nc>=>v?z!9_26 zg@?W(ho3@IJ%5Dxq?6tNC9&h_IX!6HB%Z5n3d{I;N=M1$EbN0}6(zi7BbkQtYL&ST zL79jA$&^5$6?R-xpbl}2Cs>Ah_|?kjT4T=5)u)oO&DX((`hWinFaoeinLUHodqNdu zzLqm>?$j*|Ok2}xLSJ|p(B|_e*pYP~t6f--$-qy>6+(rXgmKAzp4nWseYZjtRMB2W zwE&Q_irvtgl7=Ad-;~3P$@HY$E>^yoH~fwU z3%{whR*(UOuF|v{?k-HaN3+CvXUErbCgQ`&R(>bSSLEK2ES-436%N~D=@S@I?P#2q ze_?^2Sd#hkWtkCC8|q{wMC?t>Er4Hw$3cg@HyC{WmYKnruyNvj4DE+J%X z=yr4cf*zHe*a$t*7($6P{>(6j=S>oyJmx# zSwXNoY5dwE%|{M(!d&>!Z|GBq)J`HzQ>r?p-L^V@kq$dlNQ&x}uxp8$xvluvpKRnf zk2|?=nDDTakhK-F7QEOsE#I9xNb+7wXA|}~;^DJ=e%7-Bp9O4+CFA7-a1XM;;|h}4 zEa+AHu0J5#sB`BR! zE0JyW0(HdTo4`+bi-HQvKGQE6kn{o;s>%SYE#ECL*9#C5p{3~ zY6m)#fj2~lEo%abmL|o*<2}1i2|(K)Ey~DXF6V`ZU?67HBc!J_ggh03gk0mXf_6qe z7pEZqOXc2+UI@dskZaBkHUZZY%g1f6Y;SMR@&5CTo}((OF$gwru;&^exvXGHWks;G z`D^dP==Igi+5++fxWsn5U#+rg?)z{pGUkKM&x*1_*0RN!)?T7yHuXvbk+4^`P|kXe zr(!f;mH}454}GpLXzv@fpsge=4i*-@pvEEH^{-z`PWK8W2W(1?y-^cRQxRlNz-fuG z$R1H>;0Gq+;eBCYsylZ!&VA&V%Nx1Te7y5_7%r>dqpDU z=7SDK1tY9fd66j%#pH%}Lsi5{egf){<_G9rvQ?hTk=kn_+W1~wcQcv{UZa}9(beok z^_fk=&(HjGuHf%f{DTF$)U9sWQ~d$+pI^{BUNqBpt52FvA220(yFsMpM$&}P3_vNn zcm}rgRkQtzQ*e6^f!$w6*_U0Ci-`yMERx^!?CndaohfhJ2twQ1L1|LacAIXvcvuLN zofWDdk`{;eZ{2E6PsI6udo@L4BMwz;!W7s1Bi|qEn!s^xElh1XpTRASGx??&%UH;- zyyAGi_@taKO3b2j%e7AWIqsROrQT9W7GwDzi_r0hq`GG-#OUYoYM;IiMs@FCajXt(x0}4p2fG_BYss zo6)<^U0|(l8$5gVZpimdHzku&77(R)Q3ODS=_&O`o4KKY2)%mb(5rDl(_^1=t_a+*b% z7pV5hSccxYlD%`~y~?m#ar_Ij#TTRBUwZZ!oFFuUD!w%}#ECdcVf9|rZMGuiR}k)1 z)cKwc7l?Ec-ua}nkQMK@)GLJv2%kG%PReLUxC3J+clC7#{3n8Fi{E7HrrFc_PZ{f^ zl`3}GUSl2&NDAQkRUFKQkN_YBnh$V<;^p$DoPWRHuFoSb-fOWVsWL6qR8~>x*m13$ zT(6ZROKQ*?`saZXRZg$!BB4|}y`M*}Y;0!qS+I%_>z#flQk6IN4g=O>mw1gJ`i*lN z4>w1VbiBk|Wly>QEYrWhgtF$9&da|AabZKhM!~XWHc`>Ab%Xbf)dv4!OX;=lb-~k77&5yT$+u zuG(GBDGimFRnq^{U$13;E_ZeCwfv7UKTRp?Ux=vvhnm61x<`)WUXdzg+u9|C7g*k3 zbo#N<_th=-9$(GDAw9U8!eFIVgk@q9emyZybZFZAhbqoHdd2p;s;Zd;k3-f<>XG2t zV7elOPWzsVuHnnAo>`U`dwOKJ9GpI!EP3TO8xHH&b8nj$LIM6)7p($AFNNS2hmIB@q;9r`?ysRA2p z3K$!$7N5$<%(WF1tn3la3iU~AoIFJR`W7;)NrEYq|BuHrC9-&4`MkDOse$S2w?%XK z&V2I|vTMl|L%Pd|X}jT^jM0M|5PwTT@n1aBC$H9|c>Wu9rV86L>jjG{YQA5Havsf{ zPKnb{k1Xw54_jJYOccs7z;p-8Sk3XNO)FaGvrA8N_KcdGW~^D*a2te)bp$+^WvV2VFeRS&wE@5scjhy+Fr$m=|Ow zdUkd*r7T4W(;Y+##751I+_-(eELuG!Ta=8L1U&nz8*?B&u^}0sMSH`Qi5$HhcGrzn zCxwA%AUN^jKPPXSA)-zK5O%UYRU2`&ql>H9?uSeYXA@Tn$m9KI)>xBJh#`lb8iUI$ zUPoc>?3!*_&7?4ujxHujxG^^IYi;P8yzEcxgIjpyaEB1}I^Q&e`0Z#7(jb3}YT_aP0JS8G(*H?GZ!#^H32-L{d zu=<6n_~J1dg={Kv29ILZ8ykbt;~e+YLtynow(8Pqr2Hk~nBVc^p&J#SMR;;TI$vCr zw(VuO{-&!NRKOnNN&11T2LRy#<1~%dL_%pg&zldRl_WVM0~e|5mTNAs0%Eb@l^%#c zl7d|`&%D*HkTH+6e)^v+XvX}#FP-&Bz%=IXyQ&m$P5VsX^`{*cP#<6!?$G(>PW!GZ zAC}9rvgc}_5(=>fR9;ol0xQxn!;PxTds)w~)q7&eOh)^pcqI~P&D>R&UzgbGic0wt zPc>J?FrJ;h^4x|amTX?{9Bo_D7p^55O4Yiy$ZLa03Vrs_%?WBw0P3KY1EGL0{aVUA ztD3`Eo@X@6x~=M_Wyv|ef&o_EMt4?-^_oMJQKG)88ya9N9f)ud%i!~pUf63)G}>>` zI8C{>xD9Z{LzaUUX2#bulW-Ne@9unB9}pOLDOX8(6SnJQ9JPP0qFH`|2CpHl{8&cj z@0Ky*Mlz&4<_4-r*Z$NH9~kK z7Y5U0X@*L`M*Ng4i?2tz{at`aLK*E?aL;33if@UNM5`ZUw}(F#5+O{GXUxs3aOE2IE^ZrOVabr|z4sihESO#4Guxbws7>zA z;w+NC%~P*}_5G2un(0tNI*4qwkfImU6PK#9^QvU_)IArz7;mC;hNWm5_v%Q(KdFdz{ua97bwjLR zURjHBSG`oipo=_0)8#BBRnNxi#5b{sTnWSNAK5=D%drQxdGtP;Pc76&)Yqg}^wbTGyF7pys zYOPO->tf+m(Ye+7dmyY z{>OA4SpmxpxME`iA^`YTa5tgZbYaPKyt?yerDq_!7k%qEy!p?(E>@^~QT5ZyCuAuW z^y*PE#@;q3yBPrUS-jF6Vf}gT681jfGZqg{p<7*VcssEInsYreKh>%Wrv4z6cDeYh z+S6OV9m{I5lN@mi``E=jp3m~yyTu9bP_Pxl3M&QwOYaSZ^L;CwmqWUNimVcdbc`<> zjXK|hxYSA~ro^79VZKdxw?XH(Z0wR?LqV#`Kh51ymgL~m7W({KIlw|R*65q6fzyMm z1nHo?=QV(-9s(C;VqqP!lMXcO|Jtxq_L_ASm&(%cteibHetsQ$6|Po#M%s(gQn?f; zJ+Z&>mCSv?$9w|q%H=!S1s$xh=9uZmnxIPVX*=0w(D~9N9Ez|tWErz_C3SDaP{&KV3B?CHtMNXC=?T`=KM z+~1cKPxb309-Uroq5I?G>6G|PG;7FX?W|74&|0}t?V;ekh$RbxIAN$5JTD{G}ihdop#zfogH$>EG z+ik=!@H{>VDoYD4Ef}cXwUA4`+-i9JaPzAglDNit?54&{)HMS*!x2d#nWUR!&J~G$ zKldbt0owEuO0mE)u+*PUgno4c2Ct$gWb0W_P*8hM9^p%HCZRQve0?f8h85iZtXvv~ zyF$jZfXqqjf`6Dcb;Yurg!%Z7XsaN}#z;ufxbE)^W`DqH$xMi{eAevL)mSMdGd3_$ z@&_rG^W8};1Ny*rd%_N))e6CWiRrE6bs=JSg2bga_dXi5vniKF)Smv@pqQ+l=~O~p z)H{_-9v%0xc+)XEdGzNsa=*E~?gQrvFYXnqgW8w3@CkJLhgc6F=)VOw*=DQ!GgqM6 z$&0$~Z@h<9Lp!m2u4-3sEjmh+TZGP5Ibd2I^ZyG+b;!aKb+|QZH$-sw=alimr=MDd zR$YR=!Kj3NYYAcMv=tX4%ZTRZe!+C-J|Brt-lqHVKfLJf8>3?DK_cv2ZB_jE>S8O~|(HF%x z$2{b}8{FV$a5eTcAq7Y)&UpJRakX|hZSB_ig-t%CKh0K%`eL^|-xN5Zbk!=<#$ZN7 zXTPhm_R!lFC~Lh0yuiqm?bm>Jpw*L?97y;JXH4NE-Q+cb<|3BVqTKY9Upa5wVEg!) z^>|xRIrp4msF_OfY(BNX$e3rf_8HXzuYfVf+IOc{#N@UedJ|2;mMff?@2llV(#%q- zSn>+NpWaoNYlX@VeJr`z8pdBmS&YcYD4PAoL0G9$HQ^=2krCS$(|O=ZuG_m8B^1jr&O8f!P-71gzWi@_}HKfyLlL<<*62T!`=Ml|;jb5EvEYRql| zi-G!Yl%67fOOou>H*t479O6q=elqTv{yG-OF;dR+RIAM3z7)xVOtx9$&D$T`6}X}p zmg9{$$4nx6E5uBlCG;jSDRc!-E4QJq#G`N)fpz-x2JYE}$2J0p%BJhy+wrK-E)D0> z33o-xsul_@`$Ydyv(Potpxhe?5*dNSI>j4zVIg*^9Vh9Ks7e~`E${0JQvV%5w#{4A z0$_rcFO~qx5xjwCV#&YQo5&#{Bz|&?o|ywfLYl!XSBNfyLtRHlvYb``C+418Y$o6R zn>1HwXJ_ZW6n?BlnIJPmS-lZXlcdU{H=?L zwFGLLU(ncS-ed1JbDA`~;jZl@ywJBoj}H$+%Hl#hU$$y4#d%4Peqvdi&rJRJf?~_9 z)g|H)j;#A`4dOLVUq``!P?_O3)?Ox}M@ws7NeH;GJ1_jk7>?5o)UUm@1$IOM`z-tr zq*}R$J>@7jHFCu zY$Dp6iges#M!C2^H1jW9UisubC9jOGnlLWh2j%~sRUdi1pD`-boCaqugC9h==d-gmZ$O7 zjNmPYC;s;jyl>)DvxIKj^xa5C>F8u$6ItIdLMhV3KS#M(26L&KhF#ASe81~Bh^y5g7J(*VXYr`H3Slrf5|2huAkolHTDQ_pYDNKLL|QgzkU0b3}XPurytuuV-Mzw2UYR|eL}{lu>Ddv{<0a| zqCOJI17SQ2{bu#PFCb7MQ5tq9rRP6sn!`Akso)iBd20cM(iv_*1rB|HAd9YE`ueXD z)z3e&rdfYTXc=&HNG-QHxghjP_k3J+EhOf9^ObQjRJn7QoVrGwf1Dl-NRuK{r4~Jw z=f22*NRzB*M)4NE?((;+ZoZM=;xbu~5b~``t=X!o`)9RJ5CL^aLCtF*vN6xRGn(}05 zu}!nyyVnAy&k$guyZ{vdOy&UHYe8>U7q>j1gmIga{{QUfo)c6gif&h zMy8&uGF=nTS|8BO-``YeVA>}eqZzW@FNG+#XVKwJTWmc)oKi} zGtJY}mxV%`Ghtt%MHmS6&TT2{4c*v5(tc?6kofzarR#$@sL$h2i*K6U-AK0A;ny7| zfHTU(5+p@^tw*x+vB1WiNJ8@Fd)`V*xE{}z>zmW{ic24$8UilcUvoOm9|LU`Y|E{a zuoHftmBk|H297PWzpq?|L>9f1oHmCWn`CjyIhoDwJJN0rk4wg4w&Jq0di}n$?DzR! zf=-{y(T?{VwTSBGI5_d^D<*>>Hke510r?B_;ri9wLU=753^af2S{TP`w3~@V?;>jy*z7qX6C|nX`LvsE%RE`&Vtj(Qsj#V7R`F1&<4pP zdNg7urC}dUh(d5Z6xAydrNXYoCXfI0a|MoB;4tOItyLe|r4SgeZx)r+-K{&;B@r`* zT8Q@ccJJ2br>M;SWoyWNzXbYUfo3jOP4#kG>?^;-=z8+&3)RP@Bo43sbJ7??1CO`K z-DUB?s<4Tnftk+D+)BxBS}kmJ$!0rIT=rb=03oJ5QP6Gl;aIseDgJBza1XT#HI={4 zc!qU;rix3}%_%=d77t<|vSZeLR(WAI;NYNTH#Bd3;b}RU{+#zwGYsKxT%JxeLuSG6 zK1PboI_f#`%bc_ROb(yYGRf{4)@-QeLVcQbNiehvB=!J97FW$!tsDQ#moKeb$<*2% zV?l@i)R<_}fhNXyo_;Ro3JT2d{QE;(>ZV`FHjNb(&S5KxnsXM5@*4jgC#Xk4X4$BO zvenD)Pf^1bwt&;x(tcR6KO2l-A4~&UP^&4QtU*0K2a&q|b|D-igk;xlOc&b>8 zrRFC!jN|9~-AG6r7=Oez{R^vRGvZ)<&>`$4In$r22>k%o&YAA!@@uV=7^3oMBgmAb za~58xa*p6=JGE%JH&pSa>Sd$EGW(E6w%CbcugG~$-Ml1GxX)-w0+x;MYDFY;bKlBV zeW9*v+DbJ=-8gYR5kxN91%EX>k>e-+v%Cxg)u?UVc*gM^z5tHvIa~u_sllJ@OHBZcYSmbh81S?G#^q zmZ)XZyOuBCVGICcsMO|tzMA)4r($m z>xW*W<3ix}r3k#0z?Mh#i88s5U;=Em-kT@TqoVXF%c$snE37*jRP(ZUtg_m33c~=~ z`Hc25(NM~3Glwz7c-8gmKS$OZyy`@9aQ9cZlVV?MMGH|Ao&cfDc|Jm|0K5-#^Yb%s zO11*uBn+fS3dh363p)eB{c0DdLTQ9I0p6_-hfaa|Jy92V28QP^|1~TqdV^nS0@=Bp zY?Z42OoEy(B%7h{iI_dMh0B+M_|e~v9us9>&c5bRZAO$@H7s(frJQ89>5#cW$J<1n zA{11Avm8C)?%U>cKC0a|Hx(`=Iuh^K7p%ImK=agWlAr7H=;ub05Ydynq)a^(z1_#F zr5-kuKh-Jh%`C>%mK@JO8vL1IK8l!h*5`i(WqGE4r5eZ40^=TX22a6qj#qznlB=K!1DOWH;EeOTG;EbOj z>CN;oJ&;X3uFU{L{sTL;jF%ywUfVbhV~v@^RR_(-&MU`i5}dmxAb` zp7yKLiy){)&cq)GfW;HA+Z`8r1-0aJyubinpqcHX+81mOZ7ZHf_ybq>OB9PuGdfTIGU9_&e$xA<7OcobT<}_;63@?i}^TT}V zVU~V;hPVSCbh54j>MqTF1HdsVYd5T?`{Pw z4A@tLG*uU_;x>B#Tea{cu*mGnCv z5yvS#fd$#RzKm&A&z~6DC)%Xp5l-XRJt|u&Ntg`ySe}QorrJP!>9_Y-uiRT@=*pH-C15<^ooF!@gGt(Et>gIzV{MhBlhokXDhX^Q@~e>+Mlp1!OV7K zJ||#LjP})HS5>`l#>0Y1#goA~qHUg{-mTRdubchdlH8#&6^Z{5nQ30Sb?wZ?zzZ7N zM86tG(nF4$fV--Z?kXv%;Q=o+Y`AYW;&6U>W~)<@1$Z_7(YH&Sh>tJd3B>E^Xi(kA z+R?nfTmsA}q#cQFD8+rWRfjeokZVjg4*XL7Zo^V8*hF_C@}fM>!cQo8cC9FS zD=ArYx)xs^h5)}SwG)wnU%ltBR5hr~l8L|3_@-0cD|-4VgtS`=5#Yd6ai0%4*Pwx1 zhplq%X~T}g(*!?02VB^eQK~eiuOj69T^CMSlYZgc`m^tKrM-TqH`WfI{E)$GdOMhI zgS@xj+X(1|MYc*PA(}ZUCJm>UI3eDYw8BboRvU@oYsqMgyW2sVUvF!xR&y>P+toG3 zVObH8iHnW63>TRB>VRoyN57mGA-KDi=5q4lQ$X_z8O&Bog&SE>R_{m;*H6iV!=Ea( zTi^L1SR`Z(p#ZL%xnZi=4y9Aq;_R?jWu81~guuT?9iZ*98vkW#FkfgHXL)@wQE9$N zO&?K6nyhx7{=@f@gCI-D_)wFTvlcXbtOQDyuWIhtWsRjMF&`oArzRSVq(;cY7)}<5 z=AMa^_e%i|$Z`}H^L;%nVcXP&0K^OKZBXu_XAj04G(hUY-Ay>UsiRtZdCIcAu`Mjj zS8?hOf@387{kf;Zu;poIM~80qwvqhfhu=H6EX35`6=I~?bX4m6yh>S$hxq6|6{(bg z2x2l+u@!iBB|defMal^r!{AGUopn;y@WM1e`CR zC6ME26rDt>shb^L5U{@fI-uUX$ot$VCvgwQ^9`FY#wfdomZ6rcVLr2?R(~3ygBEva z{FR;1R$k;EYM-I6gbqXp?mr;)>USV3f$u(B% zuWXb}gTC%my4+x9&iq1tcVXAEi@9l7T-Kc44QK*t*DC_t5T71y9&b%b2>ZzS)ay)5 z88{EA2EzR_Mz%YhG#6Uo5o))Fz>S{>h~x&9W%5Ap{JSm4DGR8uLif)=diId`%{;gw z(Hcb01ni}-a`}0q{*hX=ffd4gq`BJn!z7y;5cBuV<-ggSzwRsz@_0e*g^~1Jg650w zw5e0+EIWPnib&~Y%e`YPX$F&R8rohUFo++fcvXbbI0~<|js%Xcpa5m}M{5Z%W6=D&+)hz7>QN6U;y4>$T4if1OUboWzE+8)H;E}MtE5K4<-Ek+X{r8VpesmE8Pz#Rs!B$^N z{nt!g%CH)w1Ff}IVT%lOIs_4_0a@>N6f6Hk#2~51@B$_liUlnhJ`<}L0qzDv=oYka zeB|C%UP(JIpWYMVK2UDlEnhJ2LAXm9+7rz-ogMJ;Y#~;?k~J}ozoatjZOaSXQ^8Hx zV*++Yhf++mG9-+IJ4I{d4=EM1jPfqLOD-5R?Y*2!n-!i`T5fR{?g906oqjvjB=HcoGhJW2-S#)6z!nOH?&C}6xYOVlf}(q{%O1DajnaIjN|6` zzg@iSuNH~DUD%WD163hUaK+79B@q;&Um z|LX3KQScTY(i;D}`6<1m=%-e>{R2S1tD-VC_cYD;BH8xC(N)ap`>C_(Q745g+Xad zeLAm``w3oWF6emGo0}}NP(iaSv;hgG;>mQ!JKA>Ot4W6AW9V!&D7Xn)%IKLhj#e#- zM>f6A_q}Y5UU)zs1Ekh(X5mY5J_e#I&VLR+g~~k)fzAom)VLDU)D=V-?G$0akI@V_ zm#VOg9`4g4soMNvBN~%~+FT=ujy3A%5i(Gdb-HCzMK_W^h6Tw5ONXaV=nvlFoC^K! zy|FohXV#=D4ljhEk4g%DSlOTV^I3-#&Mn$nqF3@q92Qx%xFS_X72po*L{+R`&Z?)R zZ1h1qksqVK>F1qC8jVbszM}KV=v$Zd!n>k)V@rk>O~^6<#qBLDsP5_3sQX*i*+ZQw z8qOPxS6fxQFWInkd*LSlWqDS0doIWkCx+Qw*E4u4mkw`-a^606W#x4OY5|2pT5|Hm z-BokQO7HZFRp&C@xkJy#SJrn7#+>uN;e|O^HCia=CZ?;Ca-)>}V;;0y4_UOj=V7u5~f#~qV?jO%+C(p$pmR~n~Z?ttod4lDNLbN#+utywY zt3-b%qkhxg6JViIYfL}Q4OURb5gOUyo-Z`v$dp|nil|HTNMc(I-xej?coSar9>@Jm zxtgJ$N;b+P?}4}b7aF&oVW<-a*Nkuppj&c%tlA~tx?N}w+#)pRKykrv;yir$T+)G<-ozJJ3%xpvyoK)yov53D0nG@D}&)HRV zBv4kh;bw;G54irJL!CP6zE zQcP*#HS&d*eVS@4#SLxJKVKGCM|2NzYpmfO=1$vs#k(S4omV>A ziYd!}cs{^+V}mzRH{0>bzVBQ`Ol0olsAn(|B<`33CubDy$xh@&-21NiycrXszf5>$ z^Qt#KlG(l_j8g(F7ylHKq%O!YVlwL@l|;=H#4TWzsi{f1QFm-Ll2YWDv=7`@-lN*s zhc$~(mtz>H9yQ#IcJNnJ2!!R=Lh+~#AX3{A{F2IBI(9#Jfu0c!O-mGa7*h6v{`O0H zzCe@`kxiZH6sCnfvn{Q*z*kX_{Jr5|eJ4KW)jhYUyFIJN?|e+VkfnSn zelz7GUNP90L>nE==#-CMH0Ubn-|?L~yOG7${YfRbY9ke$$rj=cm;hFgM?J(Y9DaCu z_3w8|zUO1_o zoXmUfj}|~iIsQINq6-CMiggDX9mq?pWu3`X6 zWVdjAR2$46-i!=|ie&C@*%ogO)a#&9xF3ER#z`(tuxc_MD9kL`SZ95|c&g|*F<5BI zoei()?+x(%KkKHB{31u+fmzQU{P}XcX)_wG_aE#DL z!LTmUi2Ky^#b<=SN7UN+KCV=3c?4Na4UNd5I}|wbRppmy z`h<(5rbvNk(*njvC?Z$x2jDnbXoue7?E~=6ZYv_C z={#Wj+t+!k{3@n5Xu}}f%*aTq(?Xd(UAL)&x5zmBpm6| zpQd1aqe=evPIDL@?S(FRDtGvOK$S!#Q2GQlpDC4|F{xy_`_ln-S;F<+`U5$SYUHEw zB_;19GS&q!P%HXC==O~5Zb+`Xo^nzX!sH0R+& zclY~Sz0b)ys5xRu|CMn~`P93Wf)hAKWN44tC;SQ>jP1La0cHg67P~D+nffnhNIq~l z^VptYg*@aL?>VuV)7Jr073YI2QRnU2Q)ZTIE1l(>=`ouE3YCQz(FBIBcpi~FDYxM| z4`J{a&YF4MP%XW(NJtr0+a_}#mh*OLw^Q{nKb(|KNDX;<0g zrKsdSb=(eXt#3Xrb|RlvoESN7nA)n4c=y2Csr)&!!o`&VowB0RiL&akjn~yf8)r_{ zn(10jsRJf=hh{f6h#x*2H#|9yL)kOhag+LlV{UsU7$>}fUUoZUM%O8~p2G8iOM`C0 z@ML-XeX?RcSfavWR?|F{g_=k1u3aNhSVmss8ry&Y<<~t{w$4`6#`?Fng=rrZ%qFTF)GMr$ ztLp3)<+R~A1(06uj_4$w=;g{+c?sQ9*{s(-Pn$tMrCD{nkV6wZSt^FpfDND3l3v(3 z{8Z^=Svz3?$c6jB!`h{6X=^jjqLlZuXcL1*Iy#cRkpQvWe{A|OL1Xi8vjwz@b1GRU zzM63?**+C$;_$o{9#S&cJ&I9YdiDDs{r97JC7=J0b1eudyKgbA%cK$e>TKGnf1k9@ zs+N~6;ZN1JtJRBotS#6T8-a%wXcNw6L z$b@(!y4$rXZNH(ax(7hU+MSd(Y66#`?2jLxZe}HO$_*tV+#KV}p+NdjG%9=>DzqfD zm>SbCqkc$T5_KW^pYq!y_n(h1s5<3>^$;~Px&N?Sda0~Z@8trzjLVV_d(SmeH;kVx zyJ?1*(~4jW(Oj7kD7pTVYA~n%=MyJ!x-Zt6W8cyQH8OH1V>vl#v1^&8vveArZYoi2 zI6T2`ohMzj>K#@8wO3S8LGgd}$0}Wr6nBuhI0ZIOUL*(fZDKD@JxOu`5__hHNvLYf z8JRo8uyw0*)OTJV-o2PuzjxqDOcMXT#0%@6Fo6n*={#m z#{clels*Y}0_^K8Hntz-7I5#a!z=jyaVX|&MiY!M_pPTJ9!;n{6gB-lLY>R=jk1U8 z<&#o9w`;Vz++AoUucR?kLg>HI-e+-lM)%^5GHx&ZNq6!r&D?p>ax!aPk=2zHCS%d3 zp}(!}PpG4{w)MDc#-6@jooe&WcmD&?^61sGQOYqfLX0XY-c{s7IL=k(6Od5mH6T)v z*1fZnxa$bJkFw4+;V%fLW9ZiVmZ0QzdnT(yFG5B%GikicG8V;$b}7Zv9Q6Nl{w-Z= ze^ede5x=llLx>#TMD+Rp6R`+n~Gy06$f zAWck-rh_u=M%y`7Yk1&i@_RP1F-UIJQi~1>6kJQGt2=KSF%$3DV=J63 zq>?Gk05}+0IJ!1yd7Jo@aOa&}#2gkTadn?l|LbX(_2474=6mI4Q0;_ZZ6_o#BC;?u zsL&nXL}d@pcUT&g(MWB@e^;P<$uWru=&q2IQ#$0mfhB7LV=lOqHFjSKBFiCm zB9@)EH^$2pkzE^ux$`$PtPU6d{4oVmWccqsPUf!%6ZM^YuMx#!>%UF(I`@FGm|O5Zf}D>R|=>4ymX;uwkCt3E)f-gE%6qwqe4uBr64s`3OVzyYXd9eP9$CW19%PG#r^AN~%0Ge_fh!5D8CW|_; z@HCz|>qH`Pb}zVq!Rg}S;+lZX2$w53P>>!mk&&r^jjI1ErZA(zqmvZxRw=|9Wb4tJ z+PwYw{*>|{(t*|PIc2BZ2CHc` z1HFUKe|U*Tt>yFynXN$s^n#2o_F9Uk&z?ilL_!V6kwwKc(BjO;-eGji{1iHe76VUe zH1M-II0oema*z?~eBlp_x>$iO>GTl2#|`4Tw7DhDpSfjruK+(wUCN+~NimRLI2_vm z7C6Q(nRyk*IfA?_EG^XA&tL#>u%`a+`5opF+l%}9JFPL}gPo!whCF#tEFexTy=Pud zwt(A|AX9tHZ?}U@6vSD4*QV~a=n*d<3ZnD{$5tz75_6^-OxQ(SS6-l`1%-umjFPr{ zIe}w|sZXIUqOHO%L+lg9w%5;}KbviZ3*($+F43No!J3oAM|H(7X|aXG4|o0O?-|$Y zWS>N`m?@1j2A#M;aLa8r0-9)?zE2RU)0ANQ@O#hZ_&A6O&T#gJREom;M-KsQN}Q4-3wR z%DOA&nuw7Z?kue(F4!Ac_SkfS7De;p)UfasL7FJ|i6+Ml57)gVw)$VL4y9}Eq$h36|9#7Dmu z76!ht7QT;)?ENn!2_{=%6r&BCl@^a-#s@qsB_}R6TT~j^qI=gteaxSSv&*gINSM(I z+$w2VNOjxaNr%90x;Oi+$qkQi9I0$N9}JlC!A6oOdX=gk? z0VH4>s6FwEIKTFSWo@yXED@$o@OVwYbKBJIs|)8`e7`PS5U>}~|Lqva;QG7Ymul=L zeFJfr((iLLoDi}WD63nok7Kw;i_9aHZF1{bp;I6bu;IDiXEB!tz}mvkPNY63 zH&3SE2PZf8fl(Z=ciH9#wZ~`TRMpy}seK$cE?blT*Q1a*OB4llO=ajfHG{Tf4$dXr z>holnud<7%eLywUa&b$VrZhu)`zCS`WXKpLK$BKYgqDlv_Q;Qlbo$Q0$@oZc_s*?t zjZ+G)xk4Kruq8uE{iWt*g|FiFk-O<8$Wc=Si-wfbxCx<~|*`C>*Yd7P5RdQ)<@A=k!|vD|iG- z0i6Wj3zWYC%cDn+Olbion^i{mm%h02sVZ6>kE_i7oFHNLV)_=W>N8A#m%`A}tN43> z>!vf6Ro2FI#EacsGT6}xZzhyE&vRGka}Hej)#PjO z#7AexAa4+;cXShc!9w*Xz_GIBq*97UfghM)L!ay6hf-{0+m4aQowxAk0Hf=@{@*?D zu1WWyqRz~u+=Er;p-``sZt z^Rn_#;X`u+Tx#*6(k+t$o|gAx@?n1O79`eYlbi9nZV>bjSKLl`bG6~u3szEsV_NvR zn7;004?vzs=|#6=H(Ar^fDp|uvrLK&3`1dmU8YfmB~%e5zqzV7lwVw|#vjbgI=Qkw z�xC*FD3@>kaAaH`es|s_!&WNN3oW;_|}i4u$_>rfKBXl!}kyuq3o^HYSRc@eeI& z_?Iq#mUYH+z%)PxJ^$Na|2xg=V>A-*OR5MV1jGEyLCnEF~8tu1oz^v)1C3)toU%lKrPY&Y;X2grhAD0r(q)I;}>7duzRUz{AX$%#O1Y^9q+UR0jIFF5fOgLjuo3t0h*^NACa4Pk zsu1uUYYkzB+v+bz{iaqr+0E93Wbr)`WV(agdQRO+tY>RUDNQc%Z|a^`ryM4O33Mn3 zZi%o-Ty1&vg*+z6vj552Z+9`&RQ;MIqS@cktx0%)Ad0)HU7_dJHiOJ}>aF@pBH*uK z-Bg1$?W6{(Td2u?asAc*9a)EC9=t(r=m=F}j9k8S;IFid5T1Lu%&aANu}j{gm3C?5 z?H%VmrIoHc&Je2XwFoho{!U_Q?Q*wF_~7VPpkE((>cPFKz5F3M(=`FSo1Afp!R-5>o@{4lr?^4}{DZ@XrNRHRi^YBE!9!~Jnh!?}Eo;r|XUie?U`nS9 z8c`BicVIc@&K1a9O-@R*3NyZV0B$jKb6K>4wk^lF=MrzFXvw`+<8Z{!F=HyfM3>w9 zI$szNM{-d5HY@ehyLvIK-vY%>I=(l&s;Ww7k_r2beXx!FKYw@ZYlXfbzk023{g6E2 zCXJE`o?)|SDehlIUcO4LA$@Yx&2~fJjQGIoPfuU-utT&JgLSjh=Qr;@hm@iL;Ndn- z8^8r+>@AW4-42^l6`Sk4D#?auT5NA`U|%mWb`v^i`afE*hJ=Mo9S+JyCR7^EDwlsj zfAU^w*6!V{+A9W-o=$OwmOLp^KLvWZwwcIi-phOUbp}apww18n5ctiJe4=hQyl_YS zFwhU9IqRl-!T?l1;A!jV2wc>jE?{i~{TBm=t{zcUd9-p)SPNc)i z#f7^5)lx$Lp0dNeV->y&V6owMNi6!#A%frTJ@_&`s3M0*wLwFX2N;|`&cviU=|ZDM zVJYk6m}wvHCID6T@oBPLb1tlIB171PSvlq^We)6M(fjpUtm zn|!wg-bb98?KVQ%#1C$b9?aP#;cg3tRh+~)F6?qoOV%sR?TXvXPZN0RaOl-1Re>I6Aya-M|+1lP-;ys5pwYYPB~~%3j1=! z`!dTbY4W2TCQoUB z+589>XMv;XUJ%9SLbRBhBQt*xqz$|sId1l!C;oj+6yE;so*~hdotu*IfDk=5X;cnl z9_$>GUq;XEDP0Zn1vYsi^vuw(li==C#ao-IWDo z*-@Q^aE4pgXnwiT>3}M`&#CkQJssU9{$?N<<=*AY%4ob=I;)`PF9Ti|8rMWV8j3;4 zjqdR%bl+iX?g5^!sNz*=x>v7`kZR!8Ej!}R&R!gffc$1^qZ+)6>?%Mw?oQ^v3asw{ z8I=;Wz0m*``3;hf+klbPTP!CRWK}mDfVk`|X^<73E_=1rxZXQ`-dg^jUt*X~u~$~x z|DZfI&6?5sA=lOX?6W-?7)RZEClOYQskaR&?)FKyMi>qoPGsU^-Av%YAa!T?{0Q60SDlG^b8__f+2e#*pWr_Vj~8kR21k|f`CI%F1O_)|er zvz;J|8nUIx@I;`xKk{@d zv+yVsidM3Icm87NsSR71Ru{UJZI(_t&5b36x(n;PW{c3F~Pln58%|D z2j3CqGec6N;a$8!6H21Q$xYv=_wheJ(ukcA^)d{V_^q$)GTiQRz zZp6N^SsQthlu#C3%Wv>c`_{BV1};X_tRrkE)$9WeF#i z%MHYz$$&aJmwE@xJq5+RP^^Encsp(bcqADBtm`=+Mvb+?{<8k7yB-_=1|oQE`X|lJ z&F7t~eQ`3i@c=$Wjim;SqTM9~1O-uw-~ynlsc897uYRH>T$SNAt;p`}Eoq3~{-~=b z#2OYiuX}OxBzX=!+k!X|bbUb5d(RvyvvR9E`=%j2ts^9%8C{BBzQA?4!VelD!!2Pq zGyc-p8mg0i_CE7_hYDlev#&>p8ka7a4?7kk{r@P_)RGQOEpdrErS?Uynak7}pCWCD zWyiuALoN5+GG2(4++uM!;RVGHvE;urvy43J)hzt5g(0W12F>2O z(NMx(9rp;%FJy0Kc|QEFQ*lo};1*}{`g0R2D!4{MQs|P7O}DRXJh$tg1k|W#yU7Y> zetr$3A3zzTEumg-90v^B6_A^s)%C>w^*6Aq!JL~f zr#Dstn>5G)8zdO;(L4bNzthQyfF)*vWU|K=7OmDV4z^}xR(7!wMj+SW_;})&ItQYu zIXF@KSm94=<}++2{qjw()$8_w!Y#N{{jw3^g(vjpTMDuT^tUfpo2vM)Cm)Ksl3Xyk z@<>cAIcgs^Tub2ImxcXi+(l0Wd;g;BB5>oicSMCP{t#|A(`g2cx)#yi` z;zX(|qWaf0C~ar8p2B0I`AMKl)vMhDsc4;LMiT$ak$YdWC-Hye;38YP%FxyyH=FMC ztlO#Hxn^U8@R)e%_JJsR(SM6Jy+M8)b@U2?14r}3t}z4+__5ri91*@wNtq;}{eoKM zlE*ChQ4^^Fgveh?g0|1slU~sUYGrFbof+406_+!PL9G&gX46%%HR>;O|7Ys(o+P1o zTm{VqK)Zok_X7?2dzk_>q@t8|3y2CG?*aR&c>*CHhyE|Jo*+ZYukx8Aa8r6T<=n+x z1q7hJT}&Ws4-4c2x=*Xg<%#auB5%N(+EXVCvOp& zx9(3LqjF4J|K51T=&5IgpzUFSl)vl8!yRSyELA-W&;I(%fsxzW23i`gt6yZ0AvndI z#$-l%#dCS_)(Qm3&sold7rXOL+WJy5Ozw=uKTehRwnrz2KF~YZkF& zVEeftb5nBQd6b}8+g&<(cZqH*K^8f(s@Do!#wjLyQtM2IQO^r+T^?=V9a`&{DIl&% zI=*?HMs~8R41F8%jnZ_XO)i#Z{+Jfq?+=$;l};J=0QlW2K%|F9Z(^-<0sC(25OB$i zjiB)|^qF2uv?|GbIKaR`FB`W3_!XiI#*^N^chv98t)E-}_b0ijVbGkZh)(Lx<@8^F zV3(dT6Iu14OuJUq^|T;f>G_@K817K{rSxO|`HB4uDG0D>)r+l z5t;1Rr&E1bMt#(8YSZaQyqQf&%Je{ z)SH+vA7h~&wV_g0yO7UReU z$B&8WCpeYrG&FJRY%jOxPq$2`pI^liK*6DQUH&u_*B{5k{u=||6BgzPt)G~wDfzMZ zc_PwLG%*tLJ+(MyGjeF`iCW0(bvDaX5j#CU$9mHzx#|zeexKNXkDkI*{>= ztfI%H1)`VJB4xewE)c!eVotk>EKQG4{^qG=+&@{tXgh^5kvBeFqG@=Ug08jqs6wgK zSNaQby>@I^e9V8be`x$kS1iOH0d~KVZZ-}=YCk7aI_4c=c5Z5<5S%Q@@X<0Rh99$= zs|dMPgszP`{mTaK#vTIS>L)@jFT$Rfyxn$WybZERvfLTBp9!Uxk9Bu;wgCMDzr&0q z*jf`7VI8SHgWy>ZvZ?pj8{9&;w6N6$<3B*cK*}7Pax>}$k$y0rLM8*?Gr6vW|4K7? zyqYF+)i&Xvq)=T+@z;t?8v5IT1_OjL2M=Nl(47?n<~bJ$2KLMSXH~>;qm5Ze+z~RD zo8mhaf{p6e>EMZVw@d3z+Ao_YUBCTlr@rBaG2nY}_+m62&~km2m&qEF1hn4k#||yF zk?dU`_42VYMiT$z%B$&nAd{#SrFt4Y&}ehdJ0G8sso=Xfe}Jl~kiCw-(4p0*Y=@*@ zfouJjzTU82NA)RpCu_k`+*`xtpW%7YRY_QFjJdZpv})M;O_=W!RS z=St(`Hw&#EBElz@!ga_wnv&yI@3HhCNdE8Xuy)9oWini9yY8PwY$Gg%j}5Aqc$+mt zJ(V9O@)*I}O0I1Yje}KyZdb`2CQ8S~vsawgGuX*r+LzfF#0%f6`~^SMg43nTNb#n% zhOv%QHmvtFFFLa#UQRX%E3i@e&i5SBfQsq5`I?&2S2#@-vaqgnqv*Ncb0 z3p2u$Uedaa(lxAW5-mwqlZz{dLQ~#EZsDeXJ-$p&82t(Pv|4L?JS}53S$zXwJbd>s zLCgh7-ct3K>NOn7rn8l#oBBcPtIigiw)-`k-+jj_{7AaCyVBg4z}Dhrr7!+u2Gj7K zi?D#B>*ujzX`Sv<`D`X-lfq)QbTNt|zX}yP!+f@|=6TnGPALRLg4mG-K`bTld!_L(~jRCG#q%>Lk`A32kO{St2ybg5R?Zym3d3CL_4W3s)JM=U) zw1n2TPDsR=dCduT)#x9Ge!cC`Q2os16fk5Rfn>q0NHLU-1NaGOLVS$zErtKw9?3Ym zb~|xgLl6Dxs!*tHa^ls%T8zSv?fYIoRaC8f|nWZzfSHUTwo6~ICUS?+hX>kmc@K&n(D@fxs{-|iOd!!z0ft1Jazk9=|jY_rV)+kr;Z z@vc=*YOY)hp!Qw^%Eu!RC=d&HipZnAe=YYYHsJz2Zbq+N&x_e?cu58;%DCf+5s9$f zk08`dBcxW6=}<}r7ISICEt~n(T;%0w0C82C4v}k33-6^=k->7SlWVqv-cOIdmN83q zQX->Nv{R={0P*3p@|sD=jE|F}e}5Oad;4-t)W@ zw5VaUx!A;&&5{%&ZAfN76Q+ZF;>LC&$&lmTe(%~I>-fZ)G*QFF`Kqj|I++9C)SmZF z4C}#+|K9$iDN!Lx5Q;>_5<*}7aZPHqNLyR`56KahmVbjGo9O6zIt=DA@}-;vJ@Ala z#m+L}`q^=M{h0G(AAzv*Lx-XVETI1_&qzC=@7as0s@Tu;r zdCijhnky_6FE**Sn{~o=`!W=UrM6I$#d!_S@3#;1I8s?PO}R)KF5(|V_#`_1kldx* zpa13vx&8IXfqHn#3K8yi32!>3Q31oU23X$`fN}bGdW6O)Ky|1|qnf6wGu#o) zq_hHfz@<`2N$CZfD~Z^%$=m!!Wix5Bmc!L=W2fNaR~xFk)bPkKYr80T{4dUmue$np zC7FXn1R*6I+>Zk;mu3Ph^3u5!@6HbXvrWlzzq##oT6KE*Ctf|Zjv>Ayr$w^*UkVU% zk=FMBvi)rCmeWGOi~2LN>frvpP08FFFeyIrYt~NGv$2j)bH9C@*j=;hP31*w$i@vO{9W?nR zxj$L{!56wtywgkPGW=}9Erri47@@ih;tfra`ly{RErvwYKHnCwbTm`sI?nwnS=`agDpucjT!+>Om;__@8qCX=S<0icy1|KK2h;Ni6Lr zMd{meBRvO~3ZB`0K+^cfDb(ob+Gj6CZB#a^5AWykQxxgrOPx>1)rHzeK9)JgTg7iwK|Sd;u=8 zuk(n6dRj}*0F4DJ{&$;nF@z<<;f5ZDgZRoK%U@wdd0~0F2(_D4zORT4d4QAuJcDXg zQet8__O#*DE%^bUKJ3!)#}Cg2wpZrnPC&}>8}Q5JEiLbN*R&Dtx#9Z`{@!!c39}l1 zJ0xz_(&SmUyLi)9Li@72$BXm3({ZQ;1U>c=v=25V9?=|%)EH?>}oYpF9xjc!?f+&H4>&}$ctu^z4+6Z6HIcW;w)YI~*B6mLpNx6Kf zz)nO4(a{9E->UdQHNPL8T>caZ0OG|fS^Jb*y26vaV@Vh{JA?^(gL`@B3VV`;Va;f* zy+WAt+^PrWn4>iqUtd5(Jx7>jF0JuF{y?0R<;#dbORH?g^P%igXGPg2yCFqyt1zq- zwgmSxv2t!DA{&%w?&`!p6|e%nxUFQr-UqxKj2H(Gkzgj5XR$_u5^tVWh4Pr^$3vnsvd(NHjs0x2jDD9*r*YV31Uot$ z7aw)fr4l(4H7`*-N^t8dQ*@T8ia$Yll`)rSg~ZABIJAEl46KN|AoXS#jBgoUcKToy zsz;hS>Ell9piS2c<3m?35Di$V(BEcqJ=a_Kh?_{ZK@}GB^nO-(`E3v{mhMokT|&kr zU8lhvwg7hjW!8NUAlsJI+S#3OKfmXkXwRkkbDUGQ`3x8wE+J%AZ)t zMndoP&-%-$X!QWmn~rJa+h>0wRL-{2vOO`Uq-Vdw7*Z#>A4pjl@@XTP&?Cik;_myQ znOMvQ`R#wZsuix^?&5PLBfSHIVc&ugxgbmmKh~-zR$4wk2v9xBj~bM=Z%VHdB@>zi zNB3n07xH8Yaa=@A4w|2f|O?`@QBl49xV8{y;couM~$pIOYxNKkzfb_ zHU%n7HzRm;7LQx%8>a=YU@mNI(giU&Yg-x0Lj(EBco&DwIJ3KSdG5RTuUOdF2(dHQ zt5+<*xG*~AsoRg>gX+j@LUYZWwWsiN;mwIfo1QnqY1qD5WK|6CLYkQ}h^Xp!H0KN8Ys{Pu zcjV)1-8*)C^Pogp<|nnLxRJf&$zZSd@+I)6drP!%B!z{y$^PzfT&bLr2rDXWUV}%@ z;Z)7#@=YnAKvvsFJ^ld+ut)g`xG~1A_{=J<8em#dkP<86BW_I1)I%#|kyVFVe3*1n zT@BMFYJm$YA(6hRW#5%nbGph~3_dJpoif?b9TK6hU)2crzQmZVNuOwE>et@o=Dggm zs8EFud}-yi!fYc;Y@CLsdaA^2|WcY)ekgf zG_1ejrN^G^E%LEPjcGpF9{Trsw;)8iOU$=L#j`pgT5cZqY9Gu=d^8GTh`74Ep8Et9 z>I9^MqRxM=T^t|+3f6fluWKxQV@G;%Fxzkzy24WYzkRTB^XvQe9We5oR*#xEu%K<0 z>0b^|`V-Ke4D;~me<6u^Q#}19sm1#2&dJ#AD$eK|0!t_1oKyON0Hg-gpupX@0J8QE zWCw^1=d80<#hd59l0c^dwHI(_2r4BBaC&}fO6&TerpoehO0gz>l(@^vL%YKI_g?mw z$NQ#D&JjazE2-!uas#)1dPRhU`vg=Kleg{1g-p-OMUH>rSg)JUc+XM>|6EKnV;4+} zsY6-tN(#`#h%B)Hymsm5&!?%5qA(yKAVkmSTSNKj6CUe zBelY3e)4H?a_!THX1N{Od!NIMm!C525$w}@q!8aTIX`*bWRsbqyXe!(fLW{IbrV?J1E*Cl}rBRqUjE3*J z8gyv@7E54#4M>~0aM7C+ex<4ABjf5Vb%VlbVp1%rgT8`#iJ^_$V0Yb+4KbEy)$$|^ zb$*_nV1l34`j#i^>zG&0?JeH`$=8wh96AC^G@zRq&9>WNcFmtfo#cAT_trkrgiBcG zi0shf0yPuJ8~bXdhh1X4e9)YRg8l?KBQaA`hFD6@+f?M}4I)ga_SSJB(Gka-$yIJj zU;JEQ$@5<6gA}!ph(|1&b{<`<3^U&br;4)6DK8k93LoUo zW$3NqY^mx;ytwx>qRGmGrP!RN&Asdu3Jyu;Gi!NMe;s?Xr2jHopshJA@cp-$UL0A$ zfKsLvvvmt;MDcOOg3;6hm&NLm62&*Uiq#p?EU?)Z|DM&|gLAuWRe-7Q$NrdAD#eO~j!M$bk5YbV5yoGj8?!~7&d}}mpgq?r-Tt)TVV_ya>d`9Rbe{h-|`W zy2nfb5ypaX7UUi*)be1eSM!!+^km_9G8aeYvugbKK(<@B4~xYaH+PM?tGmFDT%o#;5Akm5%3Mvq zUv%HSU>XJ*uc%9OTZXxi%S!5+#a9UAT$Of2)+k`Li1B_xurRpk;Q}3TYEKDr(MA#_>mbVfO?9D(X z1voul{V%C-xD6~hpB(2mY6xQ1UMa2Nn^$UZ*O<7v54MjoY_HxLloG_}^}gL!eljVb zIaH6lyHMUD#ruZ&ArNicT0DC7#65l8Es}p>?O8#Ur)w7CH-g_{DFaW>`NQK)z;=WL zC5(cgC`j`Cvm_sG<2o8@6JLJ7)c&fknjz_>85S~#>$)~vkQ&G@D0nL&VIr~h;lq5H z(*Zh09)k)lQ!kKTl$t$SpvC6<-4cLOFqok0dOB5<$n zxRZHT;DA0(RN^1gXW%G$lnmdEIO2 z=dpxiixy?2Q>J@(+GykqKgX5Nl8-wHUi{atU4A(8-QJr11jbX8@yL<(^1Dj6dOuwlu!S&(R})5Dnbz z_6MHv-2-&0%TE2STLzw6E4Ebri%e!~`~>z9WMJ6)Di~IN$df)avdPo3bRL9qZ>;{B z4=>*%N7X!tD2y4UYh;WLqjTPwnrdyZOweJIHu(?+d`3CC6rRhqZe@3O$2+QV44iQe z-Mdz3gwIvBZjqP~stp=4_J}=#QsxjSP8CYXM^Tjbpgai4#ZZYfR3`n#K zCucHVZcutG3e+(|Tk3EEpeRtIq!MPkbW~T`et?RmcnT5#+eJTU;axpxA-eTvwU0h6 zl>huUU!6xRLVutUKR?v|Ewc-;rTfg~1xChAO2HwlN9Qda&t|BRqVl)%7Z2sSz0Y2` zldl|zQ>J#VubJE&N80Ef)L`KkA%g#TB4i0Seek(v=`cm+kt=+=zuhBx!}u?Koc#RT_i)~jKZN*UBjiJgZj}PxcnFFuXLoDD262FV{|R1e zKV4%6R-Hg%Sqpy^A6*&#%iWSrV0}v^RByW0L)T>o+E*6OCnzF9z4-G94WmZvraW)+ z*w^X)O68obhC%4w%0TL<7s&Wk^|tlmO3|$XA+T;nR%GGHWS)mJIHDQ4Vej~<4utM* zg>a4h{>C)AMXd>E!9Tx8FCq zL%DfeYhy)yHf!UvX2kZeUdkZ~Xtv=x)tPotWlv+&NHgGB##6f?&|^1vU5n#Rk2l@PeaM>@sc$x;JhRKr z0b5fIdE4Y-xh$GWKaG=qq#g%SR9q~HG|Ga2d*JJaQuHFb&xHjtpj?0JVsZC}Z}{&P zCPQZO;*>)KmmkmVMjla(39`WZg1Vgn@ccIPwO~ow$LP`3|&V|LK33W|4gC}@I&CE>|?@rD5!L9{dtCOVw8icX+=3Agm@3S z92oQ8E=NCQ;pm;XgW!+cW+NTJ?2g7omYc{7j>22&bu}dSDKk2&re1MkXDzPrPx*Sh z#pYlrqVqU^lRHH-Y7j^JWJ=eV{(MCf{xkGd?eI_*QT^oH!}Q zLJaK+dSz0@c5jT6{hQf(GewWLpEzL!a-V$uo@hLjzkq)7yJZZ}&MxGsDz_#q=g!qX z5wa7gFRA^aRZnR(_)*Jh`dQOGlm|Frw3D=$%XZarjVuion6~i?=WMPI`tJk7);2)G z`36OC)Savqf)l|MdG#iFdg zZ@PCZfRD|%&;RgR+M#LT2HQ>4uU`ekFLflQZiUn;;&a81+sd46Uln$kDQXcZh^+-N z)s7ou{IlXfb@bHVU)r1eGlgRS;HG zbxOKEO+sI^}P8;a1W&o9ogf>28{$iUCB0RCj*x|-_HV1CLYFge>haMLd z@?v~Ye@|sEvl$>scs{!|et>0&RkEm6w|o;OA_Gn}Z^80GyPoaUK-QCn$=oOTn0hS7 zP#p5#v;092c(D!kjtV?De2oNXZ5)^`cXkF9ZKq@0L@CDyOT5rA2&TwE$WxM67>j8T@&{LrxXutO8%dkeV*xp%cUnK8c2l>EDSU8YS0DZwF++1-gZ3 zat)tKTLV=CHH6dof}><5ar+*8t#0-`<3Oq-qOOh}IM%Ru@2>=r@YcP+_tO+}2lkVA zQ@Z+YBlhF$vL<})wG4vRz1ovW(WRh=DZNt^mBS4WwRc(WwfoloY5M@U4BLPE_uUQp z??-b=T5L7aE7EHND&Au1Du*duL00uCv22o(v_Ycl`6R#@in+G*j^7~5&H#8lCKvQ7 z<;!W~O!Chg5~3y3dh+xIGen(m$))!D-w-+hmvc{0R)*aj02>N*@&wP z9T|V$!cA;#*3kM7fw})qA1!8fJw!V1*!uBJjn+eYPIUd zR8A>vNj;gf`}Yat1>-q zUS8gIU^I7=i3uT1An3LG$7;N>w3M&M%}WJTSr+K*-=ROQ(8Sn2{^#mU|9AD0!6|}K{=7qn4}Q#9O~*dKtnVL>ip^6)eOrAlDq#NNCiN0& z40M5xfDUX9Fk8MmZ#nR6JI@-zV}WTKsJaoY^V|5?upouuhQAM{cq>q`k(Fe}ZB4P9 z$|>kGaf!X_gyvi6ZK(-SI#Uck3#_zOpH8R(uG9(^7WY80@Opa4FD`z^W7>@x`}Q~Z zi533y>;3mxok|9u;`wSsaewDk&}Oaua>t}tyg)CJJ~d*uWdZiC>`33NH$#dJxYTLl zq-pOz>ryMoyCo36rGoEs0i3f@Vc6eI>2Hf5-a3WkIEtNq+Ux{^w`-(@DaGp>C=X*{ zem?89=8mE^OG~SBa&R-IrQT_R_>NFTMlU=wGc$O!129)_IKXZfj`x;Xd3ni)@>Jyw z4GlS^u-sx6DB|x2MmomyzW*ljMc|SKNCz|4Z#mfHO0hy41@_>juF4Hodf$&l<@Qk= zrD@WBHN;?!6!XEdok-9R!7F}Kv6lfp(M!k1mH1FAj`CJ!XJB$|KGqP_zRLsSE|A^j#Kmg+RJdG8IDth z;Thn))^0OP|HQw5tbph%JHpwt-OO$~!?ZK#nS(A`Nga*$2Vv549xPg#a+$w8^nfub*v|DQMPEKEUWF7tbSQd5MBK&WDwS$~I}Wk|dYM z8#fyC-6$IUE!n=4z%?`$o6=?(S_7mdB0-;H;6q&ywQ-%A%C1{t@sxa>Hn%zhDjnUM z*t!DTW&}4Fus2_$>#sg)fEEbX=DQ_)d$qSg^71!lMI7(kC#H{e?Ua5my4LJWoMj(5 zTMBQeiP!_g)IN1YT(IX}ozKB~Y9MmrLGue9K=x=_GYW%_hu8n~MDKjPhNRKAWGYy_ z{uvh7GcTTdnrCqROIaCiyJCEGG#Af zYtR@jxO@YMDnkp|={9$9d&I-vO*;y6a3SYQtVOar*NAj3JbjpA>24qZz_*a$F2Kx~b|b_=@3PSrKjtF9F*F8{1?#f|=+ zNvY2cqD3^2NBDiqg|lQ;)9;7rPC`pW>9}8J0s++z@Vslyzf;R^-OSGQJW2Qa#rX}t zeya~8!d_Mdn3nZ5#yf6#AhwzluWAP2pOxOf{8SOIWpU8sVo?5&+=Y=LII_P2v*nEJ zA*xp+EGsz3vja=`;CADQ)mm`yH7}Z*^P4^1j_w_D0{cUgqF+xz&&J7?d-uUqXzbK; zuBrEhdRukPJDwKq$k7+zT-uQvLalUFctJaPFL-4K^(@w+5t^|f*ia)l(5DZC5a z=9lF5^S=2`s|;PyKh75PlU#!0$1{T5D;Id;D`m_ISdYSm$WsrO#Bmq>jNaCCFt<5N)J^md+F5Ltm^p26w|Ga%Ve-T}D zDyt6@e6)_dvX~g0ou-VA%&s5rJ!(QbH`mN-jgc3JNQ)Bz-1~}wsj?EUdD2&)?};jd zByjWTeRvL!{R{^yzJST=3Gf(WLPMd4_#S;KGPzAI2fesw2j}PT=j$p*-UrWwB>F9E z>z|7SKy=uQlRan>bo$oMw$#bZUSL)PM-Iz*G-)dr9Je0})%L%eZLFpSyB6~7lQvH1c)^>~2Xb1m~& zAw*Vj(c>}@h)T$0-j{3BJ2JOeN#mr?Z=6vVWlaQa1g`}y0+S^|qekUdFyidp=#a_{ z*XplJOFtD;oKQL1kox=R+Y4FUZ&NQ1^T9&Es%E&J8CJ69LxL8a-`Rn&GIrTM<) zBiPATYVc?RcRZ;RY8UB!dN~;zAj5a#YK?G!O?S<&(Z{lHwlTx&U664y0^i-44)ss< z?Ogz0i-LZu@e0^^h}JS3XQ|uIg82FO2#vz}duKuAgB&fRfZG=bu`;66*xSwfhGW^BkSpqpdvtq|D|HuuEx_W&i5i{**q$Cm+tobjIBM$<3Xa zk|VmI+6n27lf^LOOQN~b7J)VW6*-nU(emq-TT@J~e(NXdUrAzQ!IZyFDqNVwO9kqF)1w(_Z04$aU}zlRpSyS;OXnR=_51$uWbYzTRw86( zZ^{hW=h$1wmc1#nh>*Qy9((VdJ+t@749AhpF@E>?e1HAXUpyYgIp=-f*Y$ioUtf}E z>?T@G`OZ05^!4PK^f^?Y$GSiS|fNL(Muz6&!x)|TDa>iIgMrDY@UAuI+4I1 zJGB43+Opk#!JRsjym1b8x$8^F_!4%V>h0ooodKx9cU}mL5o~6qWg`2!=MP!Puk~sp z%b&Ep=?h~`@oh`;T=7YH4F`<}{=ILG1nBfAG`g zG8890YxQiXg%M-9_9F*?ry+% z*N#on*oxyY{{64v+-rYDkXe@bI1JtWW~tKKktX%mJthKFmE;J~ShR`lKX;-gKvHBY09v-sCR_&1`jOB@2? zw`M=Y!leHH!oIsC=^Bp<`q5b~gW2Z@J|C|9RD#DfO~f_3X^o zF^;!XDJ!9f7rXS2ErqGZeTO0rsm;#qd->a$zEhodozJISd)jx?Ce&Kic#J5OTzxMo z!8^EgTpt+R}) zt}QwE+V1b?^x&pR7PS$7Ts+#bxT#}(xmJv4E1`eC?K7M9JFn*B4M**F>AQS|_kJk) zHs%HuDcXUDmDvIJsM(i5rUB?qURi$f80E7xdwjjQkfGV*+6N^=C7r%^%hNkZMaADt zcXgDscYZlu!^?)>v*t6WYYuu^x>2*5vYTCRe6fyf3b6PZU0hOu{_$-URUCdt(DQz5 zt;fm=2cOGSJIb+mLGPdm-plT}6HgUlG&(o6A@s#b!b*%~feZjE%}s~(u#0d4o7fu&3HCl;)m#qu7&M;TWyyF^Sp+1RJD^_b!-W%}*cnUaaRFtTJ3DT|yQx;& zEWo?YD$rrDT>px5zj7t(Xi&l?UWmIIE&QfW_J{vf4&w*NdCSGepoj)#coc+dmtdIE zo?lur5v;$m#fgczR*!J|6Ge-q0_`Z;w4;Mn`~=aOCQ9ZZx7T0oaqeD1gklUd`ZX64 z{VFcj;l5D4o>TAe?@3y@^Sp*azmL;t#eFDfeGbvUMs6x`&bB9*eELV{(noo6u*Sj( ztvYz(<$rg0FWujxJTEP8Hbsr5oO9U`;c}`FKBiw*+4vo*`c0X7xAejbP-i|z>$p&% z3*^GpGyd_QnkGDGpKy+xON$-PO;<}o>xXNf_A7m4FX1=cQ4y7o=M~)7e@j}D8vxHT zd_6qxh2RW!Iyd@FnC5@=lyZerf%LGSpT^HmF81suq%dtvgk5qNaa{K7he9hr=^WYW z@C;%*A6Rp>uQ{&1cT=KR09vukDeuo@KqLcB{H6bY=9na^r*@kqE*08DE}UIwZuR%O zz30yW(5&OE>g~VvPf<`E4BqFf&T*SXXGuWpI0c3zw9l?OMl*Sm(Y2;AX`0=)Xg_gP zSPri@E|uG-;sZd)af`~@r5?Kl4V+<2-oc~B6RcSf3{OeQH4s-@ipmTE<@0t z=%S`|qYRp$qR2lSxJO%MLSF`Uli?UVcG7aZ2^Y*ff1WEbvlV$p-Cds<=D6X==;!DJ zyE}ae=cecH42r?SUe@tgoC!I~y0e#)PW(-t-rwBTwz6O(wsO^HbJIPrFAM+KEO3;r z@EzHQFS1K0zjr+SnZT!s0~JNV+7J(T1Wy_Gj$pb5fg#_~P_A5~G$gd< zj}mG@A;@;ON*-4KPa>H`P)p|FDh|Q(f#pjf$=(&b!GbxKM?d0|q|2V3b<<3sBtIE#g#6 z5UNCYF6@faVbk_BPqJrzNLGx4l01~yzd!<#aF)@b>v#4KACV)hGC8GQm7RT`NqKT; z6Vw;0L$gtDA!#__{~s}&6Bq1d=8(i)V0dED01PJC2;}RkA*jyhKX(ERk%SG*!3 z3Ppp@6$qm&j;TRIshyM1hr(;qnS0>#5WgAG!B?Pr{k)UICuggo@*Ha=x6%i~alvGZ z)OvQ5w{5b-%X!hNNI9%X6WRnDB6Yd_l_*XX-@#){18}?2i9M48ktfr`Mw4Et?T(|9 z4tU^{{Bgc&Mmcoq;G|}&IDDwFi2AUF7ZH}HFuW3~_&HPwq+K9~l~%Eq=_dB}93Y$* z4yk*g95-|un_1PcFG%I%mo^iR z{-SSS1`E;FoQDmbb!+dl$XM&h3s#-3`lP31r|$ObT-pS$&pST7(K8vKYD!v{v8P{(Io7RFyiHnS9Scgp8 zFQrH(w^76rB6kP)fWYA!Re}gg0!?}%p5Wl(z5#m-i>4~e8Hw=!hHE?epsKup2so8g zFK^m5Rf*X^QUhpNc82)iu9G^QQ=7ZC4ydb4E$pbt616Md<>EI^5@&nbb6~bA2)Vlk zwa`~4M3S-wKQBcFC>e#1iLhIuT#@d{0V?xm({kxXmzFA>AAP*j_7aiGpEzLjAYKMj z_&sTJpDmCRSDVvi7rorlHkkG9L)rp&UKGG!M_=bVq|Z6zcOE#deY&&NDxuq}I(}Q2 zY{?X7^!p(rYQOX%1s#1b#6^inBP(43*Q^JCyexXuB?MgMDyr(7yn3#_vggaT#Ao zi#lzDdHIBQPe`gyTiKegY_7+GxSHW>%=N;7zCuZvIH{UMf~`Hi`RUZZ@+S2kAabWq z&y>S|<#eR47IEB+|2$ks@iO@v?*kJK;ozjF5+_7SDyIXP&UJU(^oPn7nl z+G0rM5QxB{_H*@B`6cba;wAz%D;&wm2`6<@g^z3T~qBdcm#`r3aFg z5I|kUvYo+rJ^R@r2NTLMSo&OLFJWMax{OuhkFcY%nJ7Bp&PC=IPn@!nI< z8;LBQsUcb$LK}B-Ou}=T=E@X2ZI%+gs=XY{t;VHb3V~-tgLPyWLy#sHA8v7NefN|; zD|%sYxQOUN)|mXju#)_oPDsgr5f2(z)q;5q)k~P1FPee#s{+_b$Q~?%j8p63ht5n7 zpX%zoQ`1)@82to|>1m>$rhpvt<3%|?v$)I71AhC(g3ip-y%{sG{e)eq-p>ZY`$E+M z4w7FjXBVpb!^~2K6@(zV2!%7#h7asBvsD#tc5imDJ`40bZXytM%st~GwuBb!DuNOs zhppKhuOi78lQ3W8rIbj4qA$Y+J|hS(B#cIM%r6C78_Ax3>pEQKI<+qXei5*1f|mUS zGlX)m@Ft)Ur2x8g$T3asxP$6BbMw)Z+QuWO+3sQF?%sIQ3dz=pr!7wHK4(vWy&6n- zQt`7kE}=VoJ~zEc0ykt+EUvcfNE<}sSejAf#Q$c~n7}1@2C~yYFbQGzeF9}&!LsGU z)+n|S4>0e0M-hvx?o3B*`!Kg*;9`;BPvn(ienIx?*M|juuP1+m>5dxxFG@wK&N~`! zV<#38ve`1-+7l{jmXY;Eir_YG1p)ZOiQ1R3;NIugl`DL3KcIkUv?F3^^VOUvo#5W` z3R3dd9!A>Ofjbr!VO!p}ov_d9dasSObpN)0KAp!C{kUSj1PQRLX?o?JRJ*Gn>Sjk= zqeKViyCHl0_|L_^b!!elF=)uQZ>!9+C^RV-uEw?xD}HVO070ga#AvE)p*FI6{{VKS zsOvUQZBO=kNr>J6nwi#D)S2k_F^qr*rkP1Xa^+Cw*2e_qKL<_yId9}y`^6+S1(~r;F z@a~XT%$jgEg4t5hnL_$qqTQU~!s@ags(T@n_8-(YlbbE*y?QaKN3YxTyo$C(>|ZxG z@`hkkEem-{>gIspk0xfzxU2?D*j&#H*_$=6E3N%@)g+YTi^=Yv&63I=ieRwhb+-T4 zdlW#rMtkbHe+dP1k9dTH8h(#v{5RXx{}m9$jH9I^*0pv6fJdOX`EM9npj3Ee2s^BP z6Nr=M!znq^^z-)u?i2s;e7rHJ^Xrui^GUujIk(qSG30xTAwvh@jd%1Ev0j(pwoyBU ztUvfF`HW4rM%tb1eP&@N2a=kti$h}biRZXF@AXms1O7eS9fG{fIE@mSGxM3>?E#3| zaN#1igd-H}InyQ<0?wNXt@DgTUx8yww9K0m{`H9&$<(3%F7lmhn)NBgt%e}I^C*hA zXt)F3W(a1&gw8R=_*0F}gn5SghKoPpTuvKrhf)Ma$sa46CJ3yOCPc`qlY2&PLY4V4 zhK&!K4{jPgbk`Sb`B7j9i}6X!Zu3ixyn=f}w*2(GybwDn-OpFC$N}NHMW^s&gc}RP z+qle+!yKdQDFnizeg-N~DD#xVmx{;Gnr%e?9b6VnpUt5iZBf5ANn?D=++UGo%TFb1 zmm7b=yG;J`CB>`oL0#sr5Sqd@ifLA?v>VCV9+&~wU!%G6ZgQhc@YH3Qj4LZLUQ17C zmKYB~HPr5k9gEZAUX-@odYyWLBv(3cFRW~X74O@(1#Nc!+w*t>){z;<-BS$B=s_uo zT@&h!nmxTC*g!k2bj&*lHdORS(+SB`>Q78H9{Bx@Ex0}~a_l0M(tn!DbdHv%8Wh=v zNw>X1xR>|L?zPQJU$~pJ{;>er>=P32_K&7oEqhG^;l?|wo*YURyj_b9)>RlzBnO32 z>{JKxxifN#+|a=;8>aj#3z+#96m^m?bC7MY@GY!N;o|SFD;syy&~;Lv?3=d}>OM5& zf(eh_dFHwjXe1anAMZE&ofa7tK2YiuD~wra^Opbtb;y_|Ev_ZV2<0iM+Wk z{HyRBXQ42@?7Z()sCVTsuq`NKy49`tHQ|L3V2%1n2Tp0WFo-PCYrI-Wysmyl_)|I zaqEm0G4rJ)`R~RclF-7uADNncdmL3yMchm88ay%rF+MNf)4nf>i*?gK^8>=-wSoX^ z(uaWQc5boL{NMcpAKX8_6|7D$pNqh?NPWzS$EGZWQ17(^s2@Zq36Yi%{(ghDC?#}s#eZ=T~;`#e| z&IG_2r1cJ)^sWjny~})DF_Jvf;Rf7{4~Y$?sIh$4+h~Ao66!(!X&FT?*E7A>L1jU5 zE5OzhwPA);1YtO$xCW@c`qT?@T%YR&0R`rn3NyLWQ*s)b$lDv_Iyfz{cr*j*$>)t0 z+*tm;oQ{@7;}j#*5ny355Xcf-aPK(}E^TY0_t-+tAJzNqM=aPtV@9BLvrVf^K~dJJ znI!RncT#kF{^kPIxi zz9qb;AFUk8XdF&zPpKOvX-P0cjoO)V)K#JQ(={q<6*y^E&T)=9Grq;~NnQ~e&PO8_ zNS;C8wRGk}$JLHI`!eSnR>qw60(TJB!zCtWV6efD zTfbXm8r$253ZB%YW2lladeLgxF4Pjz%SNa!#H{v7Xp1gwU+mO~IWjbLk{3_AfyCBS zWHs0IHtm4;fcT)94^VE-HaO?&`ThP+CMj?U`rQce>t z?2R1|x@0a(DBiyDIDTDG?9z)m(*WV%)Er`qu1fXHYk2>uyN)Nv^c?a*!qMk6CTW_tv((kn#aLkT@@%Ny0T)43Xbc#s;5+Z)V=nDcQ`Ws7)7~=E!V}TI8B}xbxg1SMFern^~bW zFf*)lB7>M+qBE4{b?T$*6L1+z4!2d*Nta0Oceo(is2%6JSg`GOU%es5dkm(SnZM>53K zk;LU(H4>Qu_ezsBg-V<0$MUCAqfs;ENp=0WZj}2E7`w4bB6)H=U^XKRX)g%kO%g6k zL*F%1PZh0Tx_Gsl6rH#Bj0CO;8oCE3TP!J~n*jT`uWcGpUMam}t#jkzY<(FHr|<9j zg9mN(c_OG&EJ&`P>VGX3!E}O&u$H;`~&iaqE}4p?1bd{ zj%dlT7&3tONPy+V)<%*rc%qA2&C~-4HgxJmoZju%uU~ykmI}X@k>QfJnB+o;y;#SC zstIoZ5DLkhq5}Ea!?xZ~Q$&SRbK8!f8|`tBE~=5CR~xP`h1+J09Zxde0??SgkCw z7z#Uu_zmxiSuQ`MKso6js^L3BclW-3 zU6&nu8PBTo0O-$_eG-nfP0w|V;#^TTIqUzVt>jHDkt9G6vl3r((u{xB}C z$T|H9@soc>KlO1ifm06PIp7~nc*o#la}Y2}IhzWq1Cn)YxQm7ru{9PYDx~s z@yl+&d?agLTRHJn2f45U-%tN~0Z=njGb#zA1mj%evN8-SAVlBwjX%pjO1-YzE~y5| zs?Q`(kv7bWK=BPdCfxjYEpMJxcmH=r&<_Fx>NOjde6W9DAmxIkr++yi^9#G!YzLf8 z4epCSxAt>79Ps`QEV}ohLrCA(ddk3^n@w}^h%3quA1K>37X;FTAedx5kxLI<5#D1r zlV|!>kuUCFU2wc&JhylB24TdJtFshWopN!e5A{r*zo`>k-h}BOn?;yHp0h0GbiM@4 zx=GX>0Y7dS5v}-sk@E38;1pp+V$N&t({(b$eSPZWwNF8E$9h`jEsoF12*#c7`RxHQ zKK}8rJ1LMZt4#&hWK8`1-e4akaa(Uun<6S}_O>RYy5+}BjHllz7v(9%1Sb(V({~sb z;NIU9yIu_>hPY-A;pl_@3*FX_>#|Dt%7u$5TxKB%FF@F(`y9zn{o&QV$J9{_QNY8! z%=xTrs8zUn+0YX8ZC@e0!Hb)4P?Z~=u0-8?ZJmbZ8U8XVXL44Vv^ntxiJ#TTA4Bx1h{wcG9# zt^+CK$CgcIOsvrw?`1sW&`s#D2oPlGfrgC&9G5WD95+4tJ+3zmW}S=Q z1^Wr8C~AEAUak3KI&xVvRGsieM`V!FI82RY=zVKaH6kK1QZr6J!{_J=p5MlK5d>-g z3Ky&&r>8})<$T|jOp0TIOQi(*+{k}thSP74W|YPE z?=h9B_{N!Yx2fERa2D3a&S-$yPb#FRKea7H_v?VI=p9TLaYZs9FQSOpf9+tNA>nCf z0kCHj%YSajaxgjiG(l0rifQ4;_H!g-jd%}R zXtZk13)NP!!f#(#Mh$+-2T{!FWl$H$s0Niivu-z*o@*lR{OBR(vi1=t3`uS0<*1UfGws{!7ZAk%s_?ZuH@`I1Vcj%>;{sqgt#BoNqI!)Qj4_EKVdquVSzO-dpZfmtc#IpKaNH7Z>y7Vqh*&;PsMzR zn{~1CGfGuoU*nYNO*#h8k%$J%za02aL6@EH$%Tw?YV+E(Ac?rRH~{iyGW10Y*?_6V z6l7Sj-np0By?R!jpG5gGR2Ajq0q>ss)3LtxrH(-Q+o}(`t?=IFcEZ~~p@aFPL)so_ zNKkja0biv_yFHY&obG&{ci^F*iD-e$rztnRYe1MM805j|+U{<>YY<0IrU+pq0_*6zgnx8#lr_@(|SH0gZ{=TKpsZ2@hs;& z!b2$V4#I-7aWBnQg9wmyH5heWK-H2~4mZR@mUcVFZGCVkW0t<`jRKHJu$TT}Jy*&-=2GGTo#sv2Qd z_rtOIXs`oqN|(+8J>>MOTE-xv_NSc9)*ED<@DEZ`RN`z608naBb;+%Q62lhVs#~x+ zI4FvYeSlc@MnHM4bCTapC$O*<+S(^IAD_sh5b_!71-tj2v6 z0TU&@GY2&<;f+1bba34jgM6nbzR541P%kn1@9H#yN(WefoWi@XePw#yijH=dh)w0; z)U?VbI1O{Q4;!&?8k5&`x&`jyRvpRCHU8C|fBO3VzN;O}A$@Q7lC0?IR=@!PA=1vU zwgwuQe>XU9dyNjAXF#hhhM(3%IT@>sWG4)u3E^lXS6KnoABmFT9IDkTRL6;-E!soM zyyU9-fM_Vl=uBkiWL_cRYLbX}!7Dh$x_i!@d*9pdkZp|8$5xS@+q@+JNN@OJEE~#0WE~zB^^x2!ha(J>|V*E&*Wu&ufRDX=s1WYhu z@2Su%+_ijvoPQ)BZ3l`a&wV*cxLX#!pQQkbw5Up9*k3cP`GBN8?d6f*jD44GQ)Q`; zJSFsh@}S>IU{p}>*gf}bRWWXaq?$c*ge1>m@q)HJR>+6oqM)GxrjW%GDrs4eBtg&q zZKFLQb#qzYQm>9N=^+DqMUHu58>d)O031xsI<3{ZqL|x@qg!WPu&)_2Fi{v z?|~|DEz8+(l=h6LfAd+|5KRovz~)CVM86dteU|Vz%jsW6_^7Z=U6FtIWIB%8&?tqu`P>08IGg3Kq9W zdG6M|ffYQ%O5z&KJ)CFA{X4I#P?vE@D9cN8tZaYPowQiywIYA-5gyM!-|J+G>M&uD zxwJ2u`KXI0pj-jX%ct6*waMS5qfd2WtLrQ2RT6-34Bw}(p@p(8OHPd^Y~oNqFZIIO zx+O125-MxEZNw`@abTe|UT=q$g;L(e1*Haa#yNtbVsK`_#W~lv7bDU-*IY~Q<8*!2 z_GtFgBLZBb&|hDCNI13?asv+G+Ph(=&38>sej}OF~uVz(uPQMZB6}vHM!kL4BS0vrcTo4ElAGVlPSZLAJ(y-xb zO8~80YIgeyyVkpRA-~5C-*I2Iyo7EZH7V*!PRl84#wwhF{8r(;zcGp&9doZ?5A>3Q za@D^v#UaPhGTl}gnKVHkxIztg9G?Hj4ovb7x>f_iB-vgIKL=KxlH6CIg#4v>=6u+S zJP%%VMqBeis^_u_Y-Pv2H?bc&=nTjnhvY{QFy&=uZd~L!q z#28tml#TD8f#<#wCYyQ^1hhRp>3;-0*9 zO!y;hF6xF@{$|n@vSv#MuN6n`^GxZ!BYHLP=9N(R60499rf-OHXAE3Z&^-ZbNj8!l z^I?duc7>_T*jG$C>`^@UzgeRtTB5oqMRlGIUwUu}I>rubaCjgvO(RL&gyAF};9b4& z>gMvP5z{U4r)Y@=MDbeB@99nHp}FpVI#YwK?;WTjcR*Og$aXroaGMT zkJ19{7V63g@NM;;Wa?8M{*`AuSIMu=@{CMDt29ZgIV6yhboM zqrLKWI*fg5EfQ@MywXyO-FqwwT{omWv%V`mQBc9_I(bOV*O9$LVFLgxQL=C9=9`2e zScFe8eySnMQZU}C58tkZ((=QSjbO_NP#`TUmT_he^6`nhR_bH5$>V++9ND0IIyj(4 z1g&o+TFc0nZy5+Gj8cAoqqOPtFO)qY2FjDqB=>5i1O9`urMI!bE4QZJx@Jf8VCQq^ z%~T?P=R}^y?H7LlwNE9rh>8LthYS?uc&bB|mt1 zX8q_6exD%pNmjXMe8Z=fJ*j|<`{E84i}CU`=>pQR4ZL9T@(axRBh#ABO}bjuZTr4< z=F@IoP9ri0Lmw)?Z`#aE*lvKf&x}qaq9j3qNn$m?iU#^ zj+r@k3%cM926p9Y*-#0)^wk-upVqn5)n*?Cu^WUq{b}carr_{KPJ@53yJ45W&x%@B z8lJH5H^6o8I$#s@Up(|&Um9Vp5Y6CXkd6Dj| z@KB)TYs**sFIOkzYHrR_+2KEPlRSJ|&)!FTR;N6;*`CHiu&(K~oxD9kJe`FtAw}Ge zZ%KSAxbbb=1^imm>m4C-@1CXxxIebYoZq_i<;iv@xOH+@3YRTpHfr{$xbgvji?v01 zwZ_RZ2kncE*fyPc>!#tVr2hBT5N%B@W5)9~5Dh#8hcuYxPs7LIGQ;z+*1|$hTGiDd-d+6G0wEdsm}&W4AhAHP3ZE)iQLczSR- zSiBzqV5-kXh7;&II&;kBOwU%L!+gABtoNQoOuUdF7tZYajb=_a$IQm|zFlsT2t(vk zCp10^$bv9?|JkMUpj&eRoB08$@Lvu<(G@8VjD>nBtA6KCb$VEPQ>1#k9LTr8J``lv zdw&H!()kX;?nMI%7bTfi(0%opjDgiD;a2O|qp>d@N$tu%TU{pjY|#eRopN;lzIgt` zH}i#~fBnQvj?6{b{R(^d+YX`zR%NP%qS~Q`Fx`WFwk+`*HmN1 z9I}m)y5(Ku5Ui{d#8Ww6gRpj` zamqQbmMWsm<{+#}kn+rzm3Po->EG^pxDnMGc^x6;t6*t4VM`> zX%z!vLObdyK52b#5i<6;G?WSe zu|5>%rX8KQx?e#YS7B3V;G<&`7ma6pMg4B!>6;nCH+-dh{y#g#qH{)j`L-NBW?2dO z>76ob#wm5TmwyZ6pRSgOo%2-xGE-%#LdEf6QNI&0y}1emVHLKPLT3;{tMTLhT1I*X z79CRK0W=XI))l09t*gCWT;oos*}}#QL7EP#+e4z6CXdF9Kj%^~6fS z*f95zbx`^pkL&ZOh0T*7?E87erX2zbRU6Jnws?z{zO>eP&Bw&$?)g~x zG1kb4OCyzE9KBw3> z$`32Wx6!>=BxU~{`5)8~HUgT%cTyQG2mC;+7bO^QNV;|g9cww}%5d~UFx~@k|0R1cH^B* zQtltx15e^w->bj*C;}3+odyKJ<%0`SO;$kP2P5{2N;^bq{3mp5Q-GW}ZqQht+|WmH zbX)JeW(d)R2zvhcg}dUD7|*z3G#fpZ0vdBVQ>0XhuTkt4|C4qJdFv|wqy!Rjo##Rp|t z)077?%m1Fb^n~bL<6gFc%(fWI)@_DE63>c8Hyp-t9PCZVb$UAV$ZixM8_RkgRQN#c zRafwjF74I+Ap7~zf^VMho^6)&)}yRuR8jwQ;;#$At`qE`oBG| z=ab_Xq!JrJ(I5+71cV9PF+%)n_LHTDTQoX^d%g6_p!LrX%uWuQSFbW>Kp;3m&y1k z9;Y%qhscRVXj(Tv z;i#jW3+AhOI0JtPL0gHZ#;)LQVq!^sC|Josx!${7^QG+c3c~JZ80;;%^(i=_fv9Kl zwxmVRC8XYf!}WQ%6w8@cWT4%Q=^dpSO8dOa-?&tlRH}a>3ff#C88f#{uV>vr0;>|k zUQbD6&6q%5Eajv=3>`hIj8cO2nt&2GFbSekdeN~lRbr4S^?<Ck6dGqfS!iDv8D2*4n=5RVskcjI32P(!q} z1nyx@T;6r+KP(@TEAZdb+U2K{@Xzt8eu-vuP=TJfH6JAC{-pR7ot^t|(p~nvUC&LN zzbvNpd?%6fL8qte=qQr|{@_Yza{xKap)*;@TW^2J&-3iROC|b*=Luy@=GWwFB_-u8+-mjXFT3W!~;i zR0Y2vg5ux(v^w4yjq`^I|*6icj+3>0yK|n9>i2g>z?>S8qv2CTvm5mW_NuSZ0ho1dl!@kUJ!QK=8HT zRczxVXb?A4^XGiqU6=ZUK4Y-oswOxzv?xlw8;I_nO(jX*x;^F2v9inkZw3{%v*@IZ z>En-FSb61su$T!~VHiUdufk%YAE@dsqne!CkV}Yi`z7J2uPQ_r-oq&ZDkbE!v{7LB zrh$n8MjhfD&4-dGpc>XfUqghem(wY)%YbDQyQ9*X1N>ZtEKjWp8^8!;#ZKMi{lXD+ z%u%J-i9oJZgorVa2*n?i`TZpPCZQ7_c>8i)O}C_^QeB@&FkHDkaS;j0*bgHR7-5bZ?4#T@=HgH~?3g^%)*8T)`$*?j^T=EzDu{RI4(*$r?d14%m zz0p)R+9weEU8%hxnHr(0uJ_m*rGzyREYcp^#~+<$o(544Kq%kQnXFi5_~vc3UIL#t z3q#V^o^Z@hZCq>S*T%vndcRr*fJ^kk~L$Fwuro8V8_dS=7o(}W^ z1nUD}LB?4fU8EIynNR*MsMPQQf3Idqw{ZP{F)!$f$_{MB;fdifPDhdyH(>8Ag%Szd z6>to&P$#xA%GC_-$Lx5PH10;NTO4nPafzrNjjEp%F=M=I7hJax)jxfNx7e}Zjen{u>Xmg?id#|K2+oCfwQZ&o_hQ-pEsUR8g4 zoVa}E{}kTrw5PAtaI{lbV&F|#icbYw8gHE}u@%T?{Aoqr{#$;R} zao&d0-!f)e%32t^e1DU^Vq(Y?a}qT0_%mfN>sJ6VKqSz7LHn!L$4YeFWIrE9RKFh6 zen%X$F7=s%_P5Ame1XYk;uPW^1>tSLpuN7WVF@-VI#%Pf8M4;EXB@d%{=~flke$o7v`s{W3Og-9|(zF ztOi;qQ6)$RQvZu{47#Lz=%5OSTz&L{>Ii8{Yo@WQ}qYlv|li2 z5oECcx!nEi?B`t8lRKF!3oHJ2EqLg;pKD)MDKdL&hd~uc}f(qKcK;}jdyLhGA%hkDg7M+Ml+;5^GHR-H6 zKh^p)J&2Hq)MGJv?JlJxlT^J&mA~+*yLN3CDFfT)Xxw?O)SZP9Rmo{HUECo>ES7V> zzvug)|&s16b~V9?hQe|Dy3} zT80}LUC|1P^;+`*gu#Zz;?K#89oqCj1F}ymcPpi*&4`zcu^ucNLS$Z@xb-)(?8z=f z5xlm&_j_|Pk-tSs4t5t_g`)vXZR29tZC;m)ai_5 z-wt&SNlvbiGZ6-di)Y)&Uwu%L9C9-z40`;gaG92coKB;4e74?@cO^~^R((6VFIair znJ9eks{BLh-XipLRI4bQu7atP(_g_rIh3xHhYHl;7_iY>{nwi%+UO<48Ym zY;*#Y^+LD*Zr@TugUq|8AF=n4zMARB|148#NSA4BAE!fIB4tHIQ7Z>}sAP?NZv4=E z%(MW>h-bgV=J;og`{F_u2ZR?n$ts4WSh#4#qb9GAT}LjtyMyI>tquxD{s!?%miKoE^7t zR=Oto(Z69+8WooVQNlkcxL?`0q+aR%c--#RWI%f0+3#1T*Mzn7z#~O)XFo#AZl>e? z*m|A7xoqxK;e3QVKG(l%K-61NN5!b5V-T?&FCio+@CaPtk|8`adsS&Dv!~;Xfjb=^ zA2irmU5ObvZ)}^xMy$evuOPh^T?xc33;>JAAPNfS14 zR^UtTJws`UYfOEaB+$u&#+R>V2_)mb2y8ogPmYi8r?@UOZtV%aygunN%KmelZ!A%+ z;GAOqD{lDcB82EKh_PxTgrnV?u{5q;K`^bteMq(8SMlj%M}J+1hl@%)cf(8Mqmn> zD4v&WJ2w6U@&}OaC6O{UbKH3QT{Fz@D3baO;u+81Y2lDnzP%b8Li{c%5SP99lpY^l z^MoxcEd7!~;nslk@Jr;Cq>D7&5RpJ_p5d1q29*!&i%Hn8#{F=F8Y!qo`#wP0nXsA9 zX$PchTUa9zPT5Awel?<9^L!ub$=_Mt;10W@tm<%G2*Q`(<&E*X{jB>~bv63VdRL|7 z|K?g8)?)77&Sjk0{LH6wd|b5Ennxvl`lTD#(Sb;qMyjAY02h7zm6y~-otMSsE`t<*=PI2(+ zTmel{*}B8Q!Bb0DW8SjGL#Ft7K=a!-Gz2Nx-WZy{noe+)DfjRBJ2ZQ~mGRKP?SYs+ z2S)fa1tYz1YT-1zbB4?~o*EElF1;w6N*zJlzwH_bK=zx&O4sG{#mq>>snGQrXhfs7 zc0aP_@ml`Ui@*&gRN(mkej&L?;Ma$%r}UdrK>JWd3qwl3a}rZ0YrdS>+zqK4hxMy91|;Tlv>_j<$o85zn4Vq6 z>NFquhY$6}#S++1ih|&AAkKea&BNb909fc&mTHcB{qJ8#kr9{$`0UBIYpq<}?(xe4 z-EtsD0y+*iv7$w++7d%K*N+ToY)j)5X+j5YvHmBiZ|sZAihtZ){v)cR5sGB4Up-`R z^3{E=5Pqzx%j*B-)xEYx82#;`J(dEDyZahw=B1;)D*@&rE$9WDOC&DHcd)Q|t=NBo^OJ zn42YAVVb&_vpkzWI2np2^*zNt%)E51*H>=id?Dgzk{al*hj<+=@-&*c7o84aoSDUV zeK+aGWq8>cB(XTIR8y^AQ}pQ0=k&qz{RRq?*-xYg(%1E6oX?|ZB^?ZgXU0q{pR%Mf z{*t*b(e&zRu8b!RcRa^fVn#h*@jc0H$ zLXv_$zzrpwy?*I3=l$JCJ8XBr>BMDw-CT&q`hNUu@9H4zZ=busfw8lG&O=lWC4#hM*DWq*gY%fau3c+YBD{FhhCGm(#1ZQIOJ`-fZBp{$%JxQR3|L^a zXPdup;o5#4B+|gSsCA>^YiOvB+b4sInRl)0o7dybzjv-gF=i$DY;H85$mVf^&Zo-# zfDF0YxZPp9WtfjoT^0qk*}IF&;`a=_-t$s*yoC{9hVk=_f2iWw1;C?UZ7)#0C!4$` zO~}6}0lgZv3|?&}ov%u?TW|~#}EO|#7XB~UxJ49~NB{(!&#Yq)&+$59ZX)v1x?Jg9c-92WHOD5{cbAx_ZS!=5Yk474W2{LTj$}7|C`wS@2*>L zvoljh>jsB4m9M3itlAJ1N|H=Xbu3(Y1o9W^7qbWlGQs6{_8<=;Tr`K%`Qjs^uacICnu`mHBv5)Yj1cVH`{#ETwcEZ31wp ztWAug&iuR=FfK}kMV?jb|0wGRHwIInvuIras!@A}7ccm%7sgqR!OSCMutckbC6}3n z!;ZOinJjcASTw2?ONIHsW$$0{DTk=N=kUx?WheFL(4t%7iY?RkbHau3X&nqb$-go8 zOq{HXK1AtFM4P~uSH)$s2O2goG7P1dwfCV-g84gxb8I4@nuwa zW6Je|x7^r2*xUgscHAdVP3G6@=4yzICz{l}_4Fk)k-eoe8=n9KJV@|Uu(v<5t{3M6 z_X1#Id$qD-DSYGOD+E|j0%tWIs%7<5;HDcKtkyBfE1#{Rjpi>?(!H|h!wxAv>79`$ zG`oNYs^Xsgy|;KTx7b7wW19A1mrC`T{@T)!@7nU`Kc4OQwPGO^T&$X?-rNn%;)T+b z94VHxYDOK=UJhwc50({oQ;xBd5g5+X#3E{lwXa&i@aQd?pvCzas(e!Xxhptpg@BDg zp}IbACf<$i@Qsw%Ar>wc5BJ;cz1Q4xOo(G&M1f5aZ_wIntCLV?4b7B{1ZTe9X9*0=;*GluE;T}Lyl zB2%wVia6Ic2d+h=E-eOR?dHg*M6avGqL1$s9Ayb^J(%$=CTc(jX|&(K^I{dPY>%X* zq-@9x>;WWx3uGz2rQJNHJkDOwseCcHdVhdmFDJQBjpXM!^5BTX9$sNYik#kl#I`@p$bPwM=9rO zssCI98z0W&69f#XVyAZE-dRs4QRX1CC&PD*69j?-O8DP@W!YenEov9bi zY|X@p%NpwJKBcW^?djgZ4SK&ybt5@sc$^?Z_1$VBtYQL4C8Zuk@bx+9Y}kJmPj(x1 z!#YSwlJTI=Tvs zg(p^PCbsew(3CoYsjlw3ZNSYQ&kU}uXmFp1NaLeofi(-r;h630GPdiN2#5=n5PtHK zRT+)9UeRbt+(#@=I1-0g_1Mw60NLAMGv(VJl5~omyDRcNd&d)`NLQSpGCT7vv%fUn@FmgA^aTs%`5ocu?p(9atCB`?$Piw} z6Z)N6&EMQ%ZOVxR`lV;>VFnnIRCl_i#bU8LrZAyOPgB|rw!XF_;h~<#t^T!pf*KK6 zkCf1kO9jAqX=zI~%>wLDUy)`5(n@A%#T!Z=rGVoFnRD@ts~%wy^o6)+a!YC6nV5>tNV*s>%2p%? zzk9Bt+m-O~l9#i0tYG+omNE_6)K6t$s2-IVR+m!FNd=Weum5Fi~ ze}SJ%Ro{G1J~LiIid8KgO&LNf;$5_U{A^w=)&FIIOHSdjMXBjCHom8W&rdeXY{uWf zxGjLRW_M3d2d6CoiNK2ULWSaI+3ny1L|VDUwAcEq(C_Xa0Tia$*9H_q?sgxi^wS=P z$;g?+*_UHIdb>uwrYJUo&i?oR&^0%}-xXxH6&WWA> zrjoV7;qJ*k6Tpe?ydPVdf)%OED(~*5d%oYhh&EW9vm`oQ&XoJMK`6K`>SnZ9dndHW zrSD24*NX~2h6Xl0NE^{lUWOK(_Ih;CiyNx-45#D1_frH@(KNhTxd!KK4Xr-#7(i&2 zd#Y7uvW=c_|4k63MjnRt@yxAbBHU7Sy=|!P@3%S-yFgRgWIi)>@)QtLan|{eG`xG7 zHB^80@i1QP&75r%VA=xjyN)BdWhRUzr)Mu-t)#ZJ&iUkQyn~N@`(ED?0-fTfgWR?o z(r>OLAC{XxnWACS;}#$V0yx1V>+3s-GwxWbw@P8lQ zpf8!6{QBe-+kRByIn_Afd`-q7#kt4QLVghb7cJnPaM@z*%%494#e<#{N5-|>nd4_Z{zfz<`xp0;#Q=tj?Xkj} zB&F03vID#EWFp7)V%i(_9g>y|0<${!y&sZ)JtL-!dwI2fxho_TklG>YF|ZW~fS@Yw;uz+hNs;|T?cs?ZqEHb3qhlzi^L?f3)T`}(89m+rAXWp4QRZa_88y?NtP_At?i4U5k- z57gkDoyTWmF9wEX7_KE4mYGIqr_MAeUo_%|WSe^MyTG{BGcaEaXJrSJ*Rs(JXu)L~ z_xcj2JxUa-n_7aVnf9gr%cK!75;QUna<>?zjZ>;9mFG1qUpH!aj zH7|I1Zx(NEZ_j&mRA*)8fcLPOn2KIXi9M`Uek z$M+8o?!QUn?Dtr>$l&0>Doq>rHGYsmv(NM}>s1@tXI9yKuwv7rW7N404$J2(3%Sm4 zHe(qnwOp*FNF6KlM}O)eaLhIvfd=RuHCzfw&NHMLvpw3_Bu zxI?MTCWgN?XA{0|DV_4KQ1-j)`Pp8ft?)~6$?E#+QBcP<(?oy20!(D6hx)Ojt`E@ogK4*D1Ohv0ngh2FVlvaTzk%jr;9vJWrdz<407@ zblFv&OP?kxEvIxl`QFX&>jio(+~m#Y*30E*_1EE~9d-#e)0$d+=x1$gSN>w#GiDrR zTTGA%S)kJwl~J{DkTO7HAK!E8c(mO7efZmrz=~^VNCi8n^mfg4x?yNpuokCwKe=tL zMzXnSg5y$S$V+DhbdK6F^}JW}Bh=1_DShpHuwHCKyLhdC&wMXzg2ym2T~uy01m_h` z&<9KCAqZ4^Y<5+TnyV~X&ZZ4aQH*6U|Cp5X_Y3BR_pa*mdA-t*>o*U6yA;~2SKbb0 zVAnJLW+@i=;Dcq?%ocXC^e!tvX@PF=(XO%V_M@&$9!6~~xK|cl>#t$TAHctf*+-0e z7W{E~hsgz$Va|AezIbi^!Dpq32 zO0?D$r``Nu{H5!*@#!{UH-M|k zczuHUwoV1yzceum|6xe_!Dyv(;K4<^}k^cs_$V7yQ_o*^n zKK2eE^;N5$6}>xE%VG}LZgW3*TYB`B21B&8#$VS}4zvJZRGt6X)iEGU){XC5-8avz zt#(C&Y4=4wf7qR6J?BOT!ph3{e>!S_93=ap&#f8%VzH9x>f2XXvmc(E3!i?D)L^L2 z>qzWpj*pzu=U4`!{Z>goV{&7TUjkk-(RaEn0;PAdTozY&7oUb|C_aUzs3_~H7(1iJ zZ2f9Eot1xLUkH~`%-|C1P)oPYf;P&EAxWN7qYN)yFHuaFSXq~kvF{Jqtjw?DqcdM< zBpF&pzmTLiR@}$iT;N%_k$mz6;C(cRHE>E?>qn2SSNqn!KFO2_oB!UXeQ`NwxhqN= zI`af;B7Tc^n^9{6jo8DVG+9cxF}`){RK7Q#%sxE{dB!=lJb^nkvpck9KOI<=NasoS z8bv)M&9AMw@y^<5UmJ9HmpJo{GMBP-)R=;LmdqzvAl5EOpiv0hVjjoC;9ZG+7vwxE zb2w*jbBNFdP42(RlL_(9AUZr(_4}2SXgLX6xLwq|8J9h70Nk+4h92%Jtf>98^zT&n zOb2dwvY{*_*4f=M9X*FVl4)(VM=}&BQik(L7~x#vP29DgKj-~oIQ#rTvl4W?ieocP zGa$=%am*xYU8cmfz%;F~)S*5&`m4{@PA$ZZA%jY%Qgn$sxa$ug+3HwBwP5EkV=#Vm z{mN0cia*`KR5Ny}x(~ub3?pSP@_lVegZ3=Ga%tqrJ>=l;QnA)4hcr*wWF#R*NKL!% zS!6RZ)aMvIBY(};nYB1=P>AYT#K?3iuRu7_wzkej6#4hr^NtS9&1;gbIkZ zF0q5Ja4ZJXx9!iafRtCY2*Xu)WK|BVe+Bw={{#8+aH(Z&+mU(z#xyTXVeFy%V^!f} zc;(}f0=+30{M`AfixC?4TR|eFLb&zo6}DAt>! z37TT7nK`(Pgd+C26;*UT6(oy>jNH66gP3`P(Z;-ksf77{!%%cLRR35g__SFEO{D88 zzJ`aEYAtEZCfyDi9*%Sv$=FL&t~k7-fv9%={>3;Qr(WR9y34nJ;ysi_OmIaY21W<|1Q;`f_+nP5b(io zeQ`TZ!&$!_@wanjVZnUb%X}x#BVs-5Nfl)NJ1w%Ln`=hUiW0+nvV<4OfiI?F>r8 zF2=stDUAYxOX18LCkA|4_Ri>4o#OAAv1H~sb^ZAmT{{*8s`CQpWl|$^EgxMHioOdL zmq7aoDWl^Mn#I~Kv;}HKpA#b~>C61_F&#m!LWH9`8ai&*rZzLrH&b_=q!Qs_oQV9? zo#0UD3yx-)a$gH$G&0$-pfStQo7uwdH&3oK;txa!SCAW?mAlQ;)HUFo~Yvb^V2Dw zv<9&`t$b_In$pS-1-I7gJqNWn8v$N_mK+OB)DZ*3%#)SMT71#O`@0CcSrU zQ@d)-?LgZWD=_26zwAhWnkaQ#@(($H=W~J*GnUoZCx=Eo!n~a9YP{8G4}O93gQ$u| zr9haZA?LTYsfw~qz<@GtdnFAc<7Z`55un-g3MQrLR8P<>nZd=!Wljyc+QqG))e05e zM}>zX-1fOFrG|e&w{-;sFUr;64O`|j!B%VSR#myfG?-x;w3Obyb&P5uUci=ksG)n3 z<}dpxHzG&jgc#-7`eHp1x}HT5DVHoZM{Z^`yN=;PK|PnL7B0(OnfUfjY#+M;2gSJa zmAaPB#iz?WvFxpCF|TCVMtShs6s`ZXDgR`8m&a=~%=Ten^GqbSaK9`Hf_Etqx)23? zJvy$;&I!WqLVdD%b0H=2;cV!}*3|`O)uWa4d4A{77+aYnbj$Vu-JWpnWSr*KAA9t8 z*bq-K<$h0ybn+>)BbfK$X=Ev5j5fVz8vG~C<$!@;)~@k zjZnmtMxp%~kK?W}ztbPAJ3CQB%Ij39dUSBd%j>dOqo@-87Z%n?{dwUMR9Gv* z{M&`CPbUE~)G?^xuj$6^U3bq#hP~y72dhsLvMz}`PSD$YbKGwW=*|AP@$5&u&*sTF zxF^}aHRaHf81Hcgo9(B+|77t%V~B!w_r$mA3*AJ8i|7!8?=7A3Dbf(+rqLaj2En@s z3<*x+VjjxyP}dZ&mPPHJG$(!>9(8y|?QhWw>Z&~Rp}@Dt{CV@|hbY;G#x?}D`@Tgn z=;1)x-v?gDH#*O87cW-cExIjB+kAeKs>M9xCY_>$u^%6P&m-2?|DnwR4kaFv&VAl9 z!#U48r|lC5HhEj-T7Ed~A0vdFHgCO9eo|AUHj~_YLQ(pJ;Xd>737MAnEAGV*Qp|S0 z3Glhd-Cm1ny*bl|xQPZD9jP{(BQ*;Jo}V}}!pjD3Yg%@=(du11SnCSWKaCwmK=Yca z8*S%7m`uA#+A+NHXU0%Y#D=zcVS|AmH$wr?kMmHuZr639S;Vy69I0@p*#yrUUKne8@wM|7qKJNykdy?$IX^yOHi+ynQL*RF@00dJx2UsaepXT{pS1rELIQCA zJq2QTXKw`QAIByO2P|wv^A}4Q2SG)iq@I$B51PUZ?+hlPgVjn&%dmPMWC^9p1|$0K zGjcW9pL~$JZfC}-kHI#iESEktNxZgmSlsuLqrhfJU!V5=oQtfRKHas8M zIL3MOrU}^mdw~xysdUTjXKTY_*&S_}6W^w0ogDbhlcLs{Twqj~_I^@DNq|D~5Sgcp z)A3Hz=adhhy!2;cmFvt)rI^^opTERHgeolOlkZmOcjB>ty>l253zh3Q>ABDCfS}4}mCh|VUo;`TkUc#;tpJ&%sKH3s%~XkH zJ}!E--W-Ch$#f%vs?7Q|@^IH&>NjvSjwTB_HHsIW>;=Y!A2c74h2Un6Glo`D=HiH{a5SL0IC5 z!L%_nV%L6b@;BKPwKM@AjZn@he87GCQ`^J^B-CGa6R#M8lXWN)tbZMLTn?>KI^!rj z{Z^?`1t*0L-Ie-GOx3C}3xCU*j%__&nuMI~6n~bL6*t?WO#s=9X~W)Hc2%4`<4l6M zt*^n5HX%J`Z2;J-5|FL(faP5G=d>5^i4m+uy7YY)vQZX!F$nBMgR~r-i)J22v9C(m zfsW0bFU0B^a^q`hR6@VgM0C%G_|SSi@>x(` zZimR@r`=#byuhu5KYOI8mo-Hrho5^$xXc*aB&eb)>9u;KIAVw9Ht?K8*8DtI>yju& zSszB5_(Ct3Zh)29O3NYIgCldjmgDK@$=HbsFGtZTrJ0d(Q&G78W*G5= z+1kn`jaN6nGH3i$E@)MGPJk0r_UP5+Ni+?|{ROkzg>L^7Vb0vfzvmMpA>cKDFpMlCO0Q$AA{a;Pp7A7jB@3M2s(GjvP^Tt zF{%kH-lR$HLB@)Z50CaWRs0bLF(|}C!|q{SLhtX~g@XlgnepR#{F6r_6>hZJ_EgG( zez0crT5yH>5h?hr#GziGo{zp9EZcnIg68_nH`Hf%ranC*@a%ef5k&{TTAG9 zNm5NK(-eZs?m6xtwOO57#nd$2OgTz$wO{))&U}f5k(}E?!h1C%-ZZz9->H0#F~Bqt z3;1n~7t?z>7MQ;VL3JTyqRT4CQDr@zk{1XAXA&>3`$y^Kg9a70WVrAI_*K8e2i_My zpIi5}`j(QHebr3uD5zf+Z6eL}d257T*5@}Xf3{{@eYnX2w6P+y=ZOa+iO(CkaE=ab zb>j^8J}CradgvuZEsIcQAhAUO3Uv2NyU^gm)^3!v5W35Ovl z@6ySwzk25U`&O-~sl^<-F<+~^Bw^~&~g_OUM8-K^cN z?|y3h%5+ld?r%It%|g56p#5dV*Q-*owVYOqToRaGRacGg3Vy47O=uXPn3dE2bqc@m zczH58dHN@@nBrnrLBy+khDEyRqRXJ}E^Ajsc|{$0MWARM!x|1Y|9G5pRIFxmGzr+lYZ7%(!qdD2WEp; zIQ9*6GLfCexjfnRB4G8StTd;>J1|2TE`P1JNJ9z}WMXvolPM$b!!R5F46zGOGU6^= z@gMGl=FAI|i`E~YWaeDpqP4ITM(sdx&1MNtf{L=UsS#(c|uRVXy~x~wA5WD5IiIYPLv(9yN+f`<3S8Gik4jPiP6fqJRyb3lZxd{vtYIzL68J8Y@fdm=*bn{c5Q!oO7qL2~5z( z`}n?aUL0_GQUN6JlfyTfu9IH%8^vNLd;-qmN$T!Be7H?CBS6Yvc3pC$+f#Pg7e)o| z2Hm3bcA7-I7VGsWY3~on?4~kemD8S&NyGl0KSH?3LUpP{se&3ibHRoDpk=s~KG``P zvvh0?#py0ZSlqYC+`~WY5WlKmpC5dPY#p%9%qbM^m&46q-z0WvfPN}IyRm$ULfY?8 zhxZ(1SFNm=*v-^n{R6`TVQKY7qm(b?R8*0uS@=KV_T^oI0e|`;QFM;I74nV3g=b3j zRm)<&Y2N|{a-v$wR3YFa4NZDnP}>0f{j z=+aG97zZ_Ui?@lSH2-sT|9fb&0cVA}k`50Lc=3-$`tn=LyY=Ol0`-E()QSxh=W^{0 z_^4^~Wg%>B;}%A^!drddXeOI@Tgrv3s5%xf5oZYqKwo!|(@Z7}dS76NYc>T$-4r_t9lA}bGH<~)xwOn{?FxDHfY1XO_XaEfnGvrmq! z>A`@?_hDmrqGtPqGA3iFjGcriJz>5%q#VeAhWD|z=)u-Xn7u@)&%|uYA?Zcxz9;9i z{7y>`%IY^LLGSsiH0c*~ot}m0{8Ex~xN)FqPP8m-JPT7W*_|&W_}6uHQ(a7)!skcy zHX{7y$-}4M_!$za75Q%{^(krEXPVxSBqeBWbf(4T+HaA8@~!rqNd2cgB`$nNM-L*` zWjNhFx%gJ^P~6}3u+8Ig7Vkyi^5m-RGS2arB`U=cK3ljte*m;dMp)y^AiM5sUeKhx z=8A3HAUO|}L~Mj1^c#8kkSahFeeVK=*n($1;B=KK_(@%=q2c;4X;*$`#CF!5=VPUX zVcJK61fNbts+R|Qg6q93dDs(A-{|SrUIk+p)3^6ijK4Jq(Y+6Z0oUXTPkr8>@onP= zODRt#N8g?Fc+^5Kv_WvC&!GdVcbrliv-Z1LzlHGb!9i(2!V8#kvp2$1zeu~<=9b^y0G828fPw_b1OO8> z#*vCf7L#iIa5jKO-+9-?to`4#X!w={pnNQ%6>&1B(&MYblqh-Urm8eEFfb41oJn)f zjkN9(0E-MT%ta^e^7z)8yf&d^SdQtLZ@TE|5t5gq`zwOL*#GHE!II7Ki?!jVoz074 zKfcQqC1^`5cV4BJlC3LVEZPFMM5aWmJ5(4!{IN?5C=Nx|X=x}&7nMh9{v2)GD6lOQQA8TQdTDPF>f1<~>C32N`wI#5m$X~tT8+g4)xyX@;n>b>qXv+Z>WB47xe}b#bUK1v45U&LwZ;v2zI$WG^1xXbj!V$opp97p zbOJ+UgVHibTv~3g3|f{AHrE(ki;c_5AD^9U4#_w;lwHp!MdISqKY_1v6oZ&xd^E>}yN zk)We{3dvm8<;<{FGil&tZBq}M`1O4nqC=d?7Sxl&lxcJfMv0Fk4;9I^02U5^2=83{ zPBTz-WS;N7I_Bu$4dUFJgb-i(MU2AJ`oY_BR##nqw3}0v{knIW#1}oe5H2a5;S8HP z&4v}fwL8Bz*o)1RXj{jGoEx1D{1{r18Qm|g0R2GtY+TKAJ3m=D&W8ji=Z%V&5x7$mh}ey2i66hsUoNOV-;W4vr@9q&*vzKi8)T7C z{Fd8!x7g6~;7W?8+@-+f)ZwO!z3w;ydFeFrY96;@N9VQZ$-aA*a#d9yoo>jq7k#U zpcgFGQmqdv+*q4kcC9~}pIKdSQu4j@LmjY#k0WV3S4!o9ik70nyr1G(PnIb z_YDjTXhm-iC7S?lE7ROb@cn3v+KjRH=SHJqMtnTHjsyP-p{zK?Zc_jy8x~E)XEM!o z7a~6DU%g{$R*)&|u|7Fkm4Be{7pT>XvBmyFW~HYeHN~VG(Iz3+rY)*BYMVXp>8}2} zH1n6WThw0y^!rltq(`KM_zL%~@}3n$Hf(`%kG zTlto~DCm0smr+8mb}A<`miJkO$(1!LgH`k-{>MI_=7ou$xLn-}UX&f7b*>FCb<3HJ z9OgEn3&;%W*URRZQ`IWO~YltJU$Xx;}L; zn^c!mpSCsZ@{fF)vJJbKQOnhtf4`v{E}!A398AB&J1Wshx~(KvfK)sVOEHQA9n3FD znAm_VQ~T093nvW4siLiK`XqH`W_$ zr?ub%JDpgurb;A`lU78C{z~GwQPzm?;MLb}{$Lpku{e{_2}NHO;C~LU-A)q9P()gs zbkTv;vwXUJbRZWR<$z~7Ure2dm{|gRMYBHxgJK^;c92l=f2^;pbyZH5q1UCn=I)m3 zMoQf*&CKOZs(uOI{{V0eQvh?o?|sTBdVgukbD?BF{=Ys62=LUql7UKp>FTA%{LOQ1 zLhvCBvKV02{028)JknV^yB~jAxO^gq@OfC))Xu>pC;hpln1cZpW_qBLP@0h&7(Cp{ zy|aD=tb7!wG2ZTBO@XgQeX@2Bc}cB;(Sn;piK{}s9M=m19B;c5IC84n=W_bq!^%qg zCrmLEDhGbtC|n6E5O~}>lm5xT-n>8K8N7&WI$vb+<%VxT91>wR$XkmWYUyV(EyKi}tSrI7Itn{^8As-m2GccW!Gn zxW4zlb$(Gx<{=)VW|*%tJ;@wX9H~y5J}OPVB62%p;Ygu_T;BWn8|!k-ufjwgKW06t z_^Lr^Xa>I!dP{YA5+h7{eScCm$n;^>|M!E~CPasjVO1F<)Q8rV>sayq(yU7!NhJ8l z5cIxIpA=05m`suvD<=7oEmyuj+D}*LI-Jl>UE9 zHkJTpb1;W2;yOhdv&^bQtHnUEbYl19P3KN|zZjJQ=NC}pAOslGjHB$ZTGpQP6F3A4 zHRjOg+pRxkGD@h8*k@uDl9Unq;}kn6s9WBLROs$K=9j*N=>6kCJ;t3^Z1boc>Z zXAHI8=655WMQ-~zwxzM}U!Aw7RBR@)f}gVLTxKoumKmD1oU{w4{?#_-PRfyu!je(^ zNPd`sW!=ob+ZY5TqhyWcNwi+h>= z)DM~;?Cxt>`p|IJ;#HlcD)ZdU3RxZaZme7v$B&Q!1z64K%GxIR7QLU&MyB)ce-7-i z3g}a^fIFd_=RTB?wn->>IxdSh!T(&CMD}v!_g1-`aW7%?$V74-Z8Y5>7r>XF-tT++ zKl1l*qcljbZtT2}10uxDg~AVw?SX_($GT){PSJQoqV8Aa4X0J0y8&rXoAK#QN0b$h z*krEfWW^foK13hf8K6uK`&nt+THr)`cef`)5D|-YCw5_B>Rjn)RnXVWvzv>9@);8{ z5|X8=KDLu-g!&=s-yr@hq24F6tGD+1_ug1}z+(h}S~n9QB3@wGZja+U$G$~}`Cj&& zA931DkIgd;kq^EC9%9Jxum8<|dI4jCVC32xJ@c<7XL0&q)n?Jp(DIYS$FGQ3Hd_4s zr1F0jwALS3Qsl<_GF|4000#p=5Ro~hIcP^5QSo#0L3fy}94OjNj8TGQ8+q;(1$cq5 zn|#L1n-6+j9?-53++PI?V>VPHUzQ*wht?s}un$|M8Lx!NUilTajrxBs6^94g9UUFn zJTd(GwaO-pq4mjcg3C9`kuicWqfRYz>1=QNT``#<9fGs5u_uUj&q)c0qwPnhmXlnLnLW?n!m@aI_ z3MEUtvsf4RT0$&9L{5Dy&AkYHKWb~%*W))eY;BSXo=d&Fq6fL7qpGC)sA)CM6VA79 zrC^=7SR?3#&)x1o#JX5nIj{j@mLgongmtY^rdN!y3apR5W@3_?U(g{s!_IQB$T_wk%}o%IYhBZ;@RiA4DG~|){0Y6ONF6kA_t4TIc)YIw6+RtvVo*aMy4d&k*MhxIRt0E&Hf82 zK^m$kQC15znE2FFVbV!XW&%H5cS{$NpiD2IHYBE?)})%_)9!wVKb!u`AN7%=p)dq4 zDl_1n^DC`J5hc)S27Zb?BfKH5w^^6X9tE#5gaF*>eZhZX4lTGthRy`s(J;$tNHPZN zzO6a+GxSSwRlG)eX1yO^4@Z{1HvUg+#N_X@we|IFNJJW+<9_wPyDzD~0bJsLd`|z~ zZOFeHMbeoy9nk%OP$Gq%1Ks*CRpO_7NWYAqBr#un6mw*BaDjfnNUayYJ1vCYd7;sd zWzeIb)86%=;q>>5--$cS(MEVdujrTOTKID)DHO_*lTWpOMD{(6(mCWPw+c|zI zRqB@wSd77%B2S4Ar9#sU7+)oR2kC|<*{6q9L>`o#bB@0IF!(b>I2j$l-mABO;2unm z7IBgcay-0T>PvG*b#MIoQ1pJ^*FOk*)vTo;)*<3hIlkdgf~`cWhOKeJNoht&&eJOJ zQAAR1_~2}`xMX>keAce+Q||iy zs*5j6A@r;y1FvIq>t2%JmkKX&wnp6RrxhoK0n|~Zx;I8YCL)ls^73l07J-t|`EW@b zXj{!>yGN*m~v`#xMK$m0jZAq3OzsqwUOF znjv_=ZL{e2-iS5oFqXihZF_>F*3lGpJCFI)*rTqJxjI#&(T&7}$HWT$c+ORp`LFbj zC0YXpM*Hv0Y5N*=LKmY_;sIRl!8b|fS|)`Rrloru1@Bp#(zUx@r~lkd}7 zDFMU)t1i9hs?45Ls*)$UZExpam1a((KM&T{){N|>c@a8lQK&HAN2)1LHND=Y*L?Qf zuKr#d?Dntol_zDnaub5n+^5I(^3`8(5l@l4Fm2WXeipk>V7~47Z{5K{D?D^5ZTma1 zpm`TV@t^vOCj1?)gpc}n505v=KG>4%G;>n_AJO#_H$OER8CB#-ENL z`w~`k12|8Lm`?KKf;aV;?sMqT0-FQ6IUWN{w`zn)zy;Y3*xf@(P8?W)^M!Blo6xh? z94Vh~@fbyNiT+Z**F4H=9(UB_n7 z06f08UafRkXm+jHqk~k_2nhl0+%Z(&|L?@@ZuxVqDKg^4$kZPQo=0M4u?+l8GdvJ0 z4Jc<4c+bB(V$eOvEGaj37*HNwL_lOP-Z|qnF5t!b>8yi-7RPq>;WLsBOa|Yi4w;OF zEbQ9Mc;)kI|D+_L3&Ob$FOJX-bs_R$3l>S{S++f9`4cucMQ z?oX=2u?=ERlY(GbOX;@yygI_$rq=}TqrXfwoD2E3SY$b56nsfDF*+FhNvY?eZ`uqwTUG zA1tHn^L32wJ@!TU^&H$r2F!zc!Kr+PI(K{W$m7v9sy4VCbts%}`x~%%QHSpM!h~BI znXRA0K`&A;<22*|HwDluTVsW>knxiy0^rQVXqeA`JbVuzkpEkp{rIP4aQS1#wY0N5 zaQDP_fJj2gHVx=&x-}|Otm^y$mXY`E?yx-A<6lg~ydFI3qZcgy+ZBAn5*d9gmIdXV zIK>iunDs_6W*%y^%QbUg`sQQ&bijc9Q$iaS@z1JaW|kH&d#Vfvf}k^lO1N9pvD>CP zD;bWr@PQJX9+A=6&X@G#Q5#qmw+CQ!djv7Ucyqj14cR5c@NRX*AbQFD(P*67jEXk| zpsmk@(1t(>F~asMf!Vl`!hR${ZQ@e*U`99h2Pq}{RL zl>Qex7CatsCg^l{kyEwz7hrkYdHqjO>V@Ui*S)Dq$$3>ZHD?rTvZ^=ZzpvMpa9cp^ z7WK}!Ad&7l>18ljT_|WI99Soj=~+QbFb@W8Fox`2(ptS`c$oXbIF~MflfEq5@STdX zeE1pOW$L?h@5IVNOzUyf0X-VF>)J=tsG$z90}e+@w7HR@91A}~A{&!`_xwV14}4MM zuD`|fm0*It!?g^o0!2PkzIh8O>*o5DH9$wKjE42;ZiH)d%4-Z z2}xtS$_g9W0C$f%to1!ZrCpEAvl|}t&xu$fvw?eyQU@xo*z@S}UUt{%CO$f^5d1l? z`C0XYApx;$okjdgt0clefYeqr%mefj?#Tfre<=r0(Sr?Y%f?s(?!*D+jxckLY*{T}g_{vBG% zgG=2)?M1%^g#?oY3DL;5Y_EGL%|Cnf2B(!O?fD-#5{c6 z4sOOlkLig5!+~rel2X~LmXy??HLvvxa<5t&2OlEGSzG~)lnpu?;F6b@2ZeJx%<+G4 zn4rZ7F$X?!zsjN@N z0lTbcLLLXRjx8YWW#Q%ds2ALj41I=IOO{z6^)kRyq}R;;W{z03g8_ghBYi9YRU%V( z`~#JV6j49HhP+SE+3h&{d%#%+8rptNL!*Ci@bo_w17Lsk{MRRV@1H~aA4rN*rBu?VJb2GHX)b94nVZb%! zgd9&Ki5hscsPoF&iUT*RR-5*ZDXi~6s({Mp+bA%`M0%?(yN=aq)YZwnX3=w@pkouz zSlx}}U0>4b#8`u;1r!w>CxsD();KQGa&oR$W5oaTee|)o_h)UG>RY%;2R2~6`w}8L z$vYsv-r1L=Au?Vfr4*@zb(Tk|40-Nzz85jy=#l%Qp5(HHsyQ}-izEkbO{~!{>f8*I zOH(5~49RutW?Q3@tQnC2C>iPw=DN3)uItL+Tlrn?A?bbjs7I!5Lhc$B(5qiwbIkgRXz-ZRRMskjMx zj01Mz$GPG~#Wh*AF|PiCF*0oqfCL{f5csMD#stS3tgj(jp3GQ{WDr4A5~K}!|>BQOAhCQE?A zV2k=Eu{|)|R_CM7`A9-zELCM%crE;Qd@~BpP|Y0;)Zn6C>To?B6q(-{3kwZfAmeUlPlCz&{n0W=;zWofNlO8wlGct9U zAG`6gvSMs--CnuVfjoZundGW;ba@UPd4Uk$;F;P`l+ukqm>ZFlWD3g#PfFdCl z6q)wG`w9X;TKpg+pU1x5{N3@%$z%0V2cBCi(Y--w9*2`1hRI77A75`Dkcei+9EK3> z)q%!T2Esg52@(IzgANr@LC7tKVk4y$Om}d#qKPP~I6hCMXIP9WY2s?S8+ceUpIJB? z`Zxq0;}~tPdnTqdbn_)}lhd@*Q`b&z_y*vgL(YFC_V{Q@90TX8F|ZL{Gyq7nM~c-L z(y_5H4Z(MAYnz)la~?f!lZzIy{`U?EqJd8s@VEZ6#I&?sJp93g#}=v`n&;JyZz-ws zooMGC0~fi5&E&(+fg(!Xo9s(eJT@diLUaR9UAWv0FgP%M{*hu@70n;{=&oOWX}rIC zcH>VeeEwTP!Sn9k_idT5tUop^1Uqj^iu86OqVJy zGU#4E*8ej(+ax=GYdxF)R8TQ9hY5=haE<_5>;TcRONeUU?q~hi#4o=%#6{pWA*cO2 zCltJP6dDfR1XqJvNQYDP+s!e3ieUl#cd|3LTFtDJj&%&!-!p7zO|#A`ArgmHiYYp5 zpl|4gYHkVpceks#`dXFww;~%#yYGxEens>9*7@R_fB?~Y2e1)F~{;d~6$T5V1IFiB9n9H=-<9nSy&?xr{X-hZ&RAkG{7Fm^sjLJcF#xYK2LbmJ? zvZ7@xl#!W3j&cw}2-z8j>}-xucE->BJgVP)-SNl$)!K6$a5agbDq!l`&sYL z`;FC22@cYH5rSQ(w~-l$Wl4(GnKBK63Q@;Ju#LH*){Ny#=r9DW^xi37d$F zW3xfdMvQwR4TH*UL6^Tj0zLN+s35<(TwvR~l<<(9W~OOfe;60nXdAnh7v~=e%zf=n ze;V>q(2$29>OBws)!@SdnHp|$yVcPIJTcGaQzWP0`)Hd|K=$Zu>61$W|5yH0a^riM z2w-Y_6#(pdM-;)tq&`Z;7z&P{RB@xL+sn>9Xy9hLh@F4 znG_#U^tc*g7sIEvl+R6g2rIS7V=YyuNr^P+fHP>04WD~)e%LcTe<&}M-?gyMjwqh| zRUK31jn&MwSp`lhZDBoW`WPD5Dj=XDmWlw6r-YRT#@~BNL0L$hoP~ELCcy_SclqD1 z`0L|$fX~LeFY6>^Ws+(RaL3Xo!OBpSuSqwj)_O|_bRd&8J(5UI>ig)noILlHb(8HZ#eZmF*+0p z#|8GiZTt)W!P|9FhRGxk=W8;^T;SKMcETYcrKSEsQ1aCqK0 zWhv|Ilgmt#6_Lrw;fMgXZ!B&n#D@?iwiSM9;W|2(X2pwS7M!Nf{z^iwUM}=uAw(sb zgMwGLPltA$$AEnaq1GedcOn}oUuPf%cVG5Z?Zt(T#c8XWV^M#_Z<}aOh+r$xH;t6Y zxH(O1Jc9`FZdv!#~MY*8-V)yOae3>&nPxJtVFk zRKt1k-ngJj-blu9+A-g%JsFEpbLbrFPM`VCY}j9Qr$VaTF$;g?k;10fg3gyyfH|R^ z>`FW*B{jI%zT2rHie5g*Yr6a`CU|_QwCd^GBAKezER6RWkzJeP%9*8JEc zC+f8a4#hy$u@E$cPlqN;rI5ZHwafx1Q(iX5tt4AOis_xF%E88(DhqzikeI{=jNXol ze{7Tx!Ze&t?OpUpKA|?G=(v}D8Rw1GCZVEo+q>Z}hsMOS9LOxWGu5Pxe)$NckLA;q%fl1qs zGdi^_IUmLe>Ap(1bG1e=M>nR__q45sL#8_;V25wcZrbJbKb@mpTXooCqyos$dfRx+ zT2xV#Q|3$|e-of`0cx}zEXa2l=2^Iwvd%;6okXSoMEqD{N{{Wil9@CUQxHx+%{G0Q zJW?7iKu4L>0`#@tm{yal7DkmmL=$X2*-)0L2zh^=%)+OLJX01nO%y#9NODszHn4}^+^Z9TTpBlp_l ze8}3;FPS=M8HczPE0upjh%PSP)vDkRxNeW&T5dO5iw4}MNpZ8Q;LnYK0WhLFA2Lba z{Z81h!5xc}yFW-4)EBrM(vlN%E;bp9N3^=cnrYulvQp;VD50#qf3!;;hhDGyM7n?gTUhc zQV6_{hJ=J1W%&L8g09>fZWF#jZwrO`tAE#KIzmGCalms-a+}Ixqju|U5ZJlH_l;#* zZ%|V=c)J&;xDhN{)3eiA__t)n&P)CiIfs4fJ0BK5mmp(1yMMLL^eiWFDxtvf#sPDb zR7=i|lT1`oBXn8Dk>P7IV*`WZ#-5|3Lz10O-||6-HJWgP|D3~M7!VM=Ds^M$OTSXI zP1kwQ6|`1B3OJJXw1<}9g!{rNDm2UKz0Cyq;IW6zlX{SEB;}By44GLaCi6t%qEo-- zN}YDWqJH?>){*L@l#t6O=q+Ii%3#j>jYeLec$0_2aDv#E8lA7!)?HQV==;?QHFywl zMf>a`Feuxm#8Zavj>+z<&=xz6EVzt-Z}u%-he30!ZZf3l^)nsm)b#X|6(*RQ-hxs> zxpQ|Fkc)sEnkoIcObv=kzS*=|IP)N z#8=kyBlGAWkAIF2Dn)xRnLqcD6D1!tR4kDbk|B3-7Deyqnhf$sd`R+nRqvKj)@CZ{ z-*1(yg5U_xY}{f`*=Eg*ZkG#u2khdqOj4d=n``rPw9d+tBTJLbxkGD!(207gJG|xw zjjRn2sRY9yBBE~6#>usE#-YJ}U;=32OPNhLlPW*#*e~IlurPsRziip1iLRGKv*i5~ zm?NyN^a@y{2-gC%pI8mflR4b}k=e+066V_j|0C4of-`62`K!I0xL+JPAM02G^?@TV z4yxp`uWD&pjl3`DaXaVkTmYG+-&7ez%xbcN6G-p*C6 zxk$c?ZCf39Yw<{=faRhy58|s|Y1a9e!B{jg{Q%O%UlO6BqS8Bmr&XdC5H-Q`7k@Y8 z1yX-sbem~$P0u3p?!FYK^6M*&i#x-a^p>@6EI3)wPs=GCh5a8l2F_fP4bIVAvaXWp zZA=&Vx$qOy8^e(3y2*2|d}nPSDlRUBK^WsHvd;;SmuHfX+ti zZw$J$d)@GHfEDDsxuQ9+`l+=Q%|S~;<2sPXI;Hge)1SaEjD&5A64sDrkl6XfBXZYn z?Kpm!yxbUZru{Z8??{!_PSVq3tJOVQ%JI+LB-5u~E;*@LE-777ecpP1v^I1c6o2ZV zCe(qqj`Mo**A$5AZeap1bJE|_Dw=-d`Qs-2f%^J-?`KLZpTB*xD{`=a?Apq#{kPW* zYh%~l6TS|L^zzEeaCcfTy0JJ=jN7Gnx80t-s;}n&t9g|(n*Z}*Hg};T#bmcLe~Kw2 zd$C+!5`{{wwD(4_thCeDdm{#Z>`<#(DPD_h&z#R{SqD9X;S=A%p6Yp@86p%uX0S*F z^+A4Z#$Xu9%#c^wCM3;pCCra=lrTyAWmH1V$XMJsSbcg^?dlFWS!q?M7=t-hpU%$9pfAj~_qIOs)KOLDZ!C_uOo^scMIkOmoXg->-v({T@Rf&xzHQ z=$yaN-aIN<$&wY%^Wv@-#h{ns-JbTXhT8-Zonpp2b=qRv{g}ey>%d0KSY}b|r|mY% zF2S16$UiSZ#Ub+;#0NR0r7P4Ua)B7Qn3kSC)8V&oM^%UI?U)iwF3eG&^6gdGOtnO)0y<#p@e?@AoUg#W8$|_x(oOkP{@#hp+j~CUyv+G|5LWkN5jQ+fr znwpgQpSbYX5m$ou4CtRDG>@6>o&MKv;otv1#Xld#|DMm{W2$vx&u7uGt8~YYlZVy@ zfV?cMmwm01&N&f$F*z?yD5$9;lu&eH|H+al>Z|ZMe~RHS1qFo@R=>LUa!qY5f$E73 zL?$wB+*}j~q=23;_3MwYFcNa)9M?Qme=RG5f-_g+BlSZ<8v?0r#BL?u!M7GFa#eI( zT*zuO{qBiE1q3(na8d9eXE-q`{-BL-&tLpweE&V>8I)y>k*gy6vnckyVp;wt{?dPC zEv;fRG7f0S{NzE3T9J{*Q1bF-GoN2>04U72r?stZPyW}kH8IC+pvX2fJH?NgGPHKF z*s3)#WZ(XSu(U~DzI-{;nR)ncsP9Ag(zB6hD8dMF*CWVQUk$Itgayi_vc@<&JAeNg zM8zc`L9d%j545B}S$OKHh>^GM+Ve0Hja1f%TLVdK^S08!dqJ-y9-9=fxAvc zO^tBmV30c~JlRA@Ers=DYj6||XFfB=mKur-6P6J{zNb(B3q{l$fsMYg@_L+349nC78VQgP0@lgI6p4FMbHKJh8aWz&~4?eJE-4jMqN zJVKuwwN;DD6aeX@wSHaYHa)b$nM|k7q^m+Y1Wcwn0LzV{?u?Y zfzniW8I{aNs(0S0m~omY*rrz%)M*;`DNtT_C>bc<{#qSGynO52^CG0)U;(;j*_ibZ zM&s}K{1K&4{wFL!h4XXyHqr!Y2ED%5^b8E%&z{A`-sV<#e0{wFCLCpO{O8Z>?Wv6K zKwC!yc_fLFZdlA(N!5ASB;I6+kL^_GbFE901q6- zz#xI)`0*S{1vF0eOPO0P#t}a4VGE>Khgqv*G}*B8nC;9YRzeAD=4sVx&kfAYn`vc^ zP<2DD=5m0O>f3>N%(ZJ_Pa`A0u0LFbiKQ#AW#P|z_uFz&paPtvXq;;d1ve%*qT(9m z559E>rDP*oM?4USByAGUc?;ydCPRy*Z<7FR6T*ExTnVbz=w`p==Of))GBlds;r64a z9n&Oidp7c9t=d@U-!!myL2m#}<)d2NHuzci>g@KN5#RNki`t!3?*tRh^8%IR12{Z2 zHT5re1x zD665@GYqiJFFgo!mI~4f!qlW?@Y|iGW>KQ~`oa*QVQ|n;LQY6r{7v$Dd>DxVEbGcm zqEJRgMyejpczBEA@ZqS~*o^}=8hN8AQV93!A; zVg@w&*VNVPEuI-=ITYEKyq!+=K}rBYeRlOAaHH;%5+>kDS|ffEAgxtDTOGIa=bTHs zIqc$k`O}uQPq0Q{qx~Nvv!l>Hst2*%{HH^pNSXc43PtyrWHz41D8%92=)u*+Vz4}V z2<@1cPykN=oFzcbC-+eddd--fN)f-ZPKIgG{TaS#=<(Cjc2fztT+i z9$@66@SEO@pCI4JpzVgv?)SD!i(g@HtbrzqxPAXwWHe~?od=4}u5D6WDey{r1MKYA zhSr;eaIaP&A^idS`dEh|$Lne74AZ&;!EM;SLaXuO0S9ff0oaFR30e7gyv~qS5oSk5 z0b@&Xu}_DsRQW1p7VuZ^0dxQWRER%>a+M(mW5-iJ^*_thxd(5XGSUHz2e)tp@pZsjknFYE-;plL)Opm=uLmPO*1j3w$9{Z9Y0UN&a>2z^x{)=&kJXZnO+nBCyzuc z-x;rgO@sT6z$&Y%>fjn3O2&sgMx zrrsq_t}?L$#1WVypxIy&enDwS|bffyT|Nb^us*Ntj+YppXwoP_78U0`_VB1rC*9>$Qs5L*c z#!OJj91q`yC7cHL8-K||1O`MkseG=Xs?%OZD0VVW!F}AzvW^Eg)V`yZcvh3cpjy$@ z?DmX#bV~s>fSOav(7bvX&Gwrsvsfc`>ZB3o&G^`7&$6-Bw}P+2Hsia{-rlaqG3m!8 zxht_EeiDIB?~glNmwC0ohTinfojXqm0j>cZVZ;Yrv)xGJMr~LZTz*fnUEi2TMRYWc z@TpU(wjF69Q_iKX>xeXhv|slt&9X_@8D3!6nVGSz$SfoWsRoj!I*%c`$ zI#!a=cs!J%=VLTvew6OOPNfx5HIw$JyBBz4a+6q`Hu&1WyXlG;Xr9e)wY;xr8@)OIm%ta81u6oeI(|~tPMA*p{UxK<)m$wu( zX$rU%Bz(6Y2SV2_VSjjpgr#Ep0UOHDaXezLNW=&MYi4oB8*@crQPK8tDQ<2#(qI7o zBTb@f|cVMRsgp(9MGPuIWo(E@MmO1Y7jLxTNe#0s}MIHb=n<$#Ad+ItY3 zzYc^dO`kqp&Q?#-S#+Nr7>0bKYEC0wtol-KKvH;QzAaGh#Umk%?clpNHphAON z6?K&RbGQ=vO<=@K4bAO_3`Cq03AK9g*4nEcT3TAso8DmY|9WV$a;4wSW{!I*aF+Ie zisCMUzI#&PA~~tde@K|j<*NSrw@KBd|4IV%uj%vusbT^d`!3awYeVGs(i1HIf|ruK LIx7FFY2d#Ai6$*K literal 138449 zcmb@ucTiL97B`BbC}`}6Mg$9jf`9@6K`Dwz?<7Dd5fMlN0i^dL0tzaK^xjKC=n2wM zRFn=OprIqZOYeM7Jg@IL^Ua;Pf84ug3`WDw-cMO;{mR;}G}PoFEKn8(1_p?t!b2?v z2Bvie21dKXOyFO#vYITx4+#f3JqK+Ya|dS=J2M7V69-!>8wV@QlS@u!cJ>$>Yhi)g zw*>Coyo7deu(g*E6vX}e2>}~B3&D>DjxFFU%(e>p_6!Vcr|5t7StNC6G3;YtP<(h_ z$0dHI?~sd*V^{re;cHcz59Sq4pO|#2&C@$skq5c3S`ucK`VH&kI==VJbqx-`AGzEpge8w^TXL^}eoH`W0`wjQ_q3JG_tc-#4KT4}(GY=kVcrP4ga zK5*p7k-EI%XTKh8%vH=k{XP68?Az|nymw=PN!`eJlJ~KS78=Pi15QBL_25dWXii-t z#|U<}iIgI*olPYBjVD8?!2)6O9Ig+8f`U%1zL@(_DBJHgO)T&&FqUUCc1bA{xIi$l zse%iXjfB0}&h4-Etk|$=ljrn2v$~|sxi{!{ylIEid%NB6{ig8QhK7cb*TOBK-{14p zKXnK9lzrX;l0+Y2k?W(QqeV}?u*68ZlRfr!))t2XIU52X7e-14yx!0CRcsLrG&L`q z*1wGyYmRIDX^~_^+;OQgKK*%Oww5&ZSwk*6%Llz3cJ4 zx%th9w_Z1Da6M!O|NeY>?Ce{nrj3n_h&9*= z_aT3_Cef7-MMXua5^pW@s}NGV>!vyU5XVQa&uNajC3)|b#XHe3V>ZfrU-wI{{xDsf zDQ=DJ{@tmqu4tOR=Oeopx6meg{1rvNDql_D!{B~>vXwq*?Psxt`bMkwuJ))Kw06qd z@0is3WAV+2G+D36>0fn$$D>R`BoR_uGs5Sky(*dcS8Bvbj=#UKHD0i(G}&$cbW)!E z^5oEkmwOCkLc~5+$Q#&I)ohx%|do0eT zDeCLyHOu$hs_B;9c~m#A@s@-%W8E5u+0Gp8i0R4SI#ilws~-ZVbB%|G=gH%aA87wZ zl=qHV{}JL0OJ}aWuSU z6}!_9ld#vzjtCyE<41e1{;YJh|BO3ChI_6L1*(40O}`};4zuj)T!*a(>HLPCdrQzT zNe+6Oz-wbg}NZbo9ap?g-acb9ohWVNu3z-#s#`Hpb#!(3je? zhxD!N^CA-!2Ie}E)c=<3e{bl;>Fr1iiRQD9u_@{YQanZEb=me}51AeG3_qD-iXC& zr|iQARQQ(gXCajN4L`K?qDrk3%KT5M)?#CBn?54#PZMsvCpj?rU@W{08J)LwSQQ$d5m|hz6rmg#5SVZ}Q2FopA`rH0ECYGv!7nHG4gu=Ns79ue?_d%;XP(P zx@kGSYIk$`WOs}x4yi*8p{DdSwY22fN#evjIyL1LuTX9o?De4G4pY)2ZK4T7>|X0b znmc0jcnOpLJBE)AA-;FMuyIVx2m7-pzbb(Yv+N<`5?;8|s$20c=)Q8&hE{dvT+N=> zQiiuDrajevhTLOq!r2{qU)DEMHLk1Y_O(q%0#O$B^n#>Y3A2L8OuMTG(m!ioFxjTl zi2#+FASI{7Bb@r}TP3-5CI@P2Jho;_GkJ^3t2d|kC`zj%@6|T^SZ;S5c&z*qYSY}xsI}mFMhkKdd(JI60{DM zWRzg_`X`-d9L~MZG&$b~1VK+t-xEz((PK4IXS{~%%f6f_SS3J`P?p_%b(*K4)|at) z73R^=_368kG==E>`J|eW&J7NiL0>JDh(p)(x7fmSL1dvWr-bTd&pbS=7!f@+9%JKJ zxXT!zu=g?l)r)**TKHCeJi~FitJ%f~f^)D& zT}QHJ@AL7}#G|qiEB^LeDW77?6JKSO+LlzMAs%20G~pK%6AosGK_VgrQ38%~b+`NE zJp*;2t7uYGKt0rDN`;@;(9x#mCq|rV-*_HnX!mMk*pM%$MCfbmn+#SRx0y}3N~Y&S z_{XatrZ&WQBJQdse9!37mRM6S&Doa}(CEhmVW9;W6EGNzxdFtNOry5(>cssJtl8G; z_ulgq4s5b6?M81wz4(pFJ72It6E|DhD6Sqfr?tJ^`8}0nd~v(T48=AFKd5TphAi$- z6CXVjBW`c56VV7QnrM>7rCgXDe+7TTc1K!g?<}cEZ@gJ@Z+j`zvjAar3|9?RDzGMZgoFGM1Lp8q3i3OM0a_zE{B&s)h<=EFR5*z6+ z;g?SqS)TY&m{x+Ja9gz{!>?_Q76rTq$)O|9=xz=l($S$A)*W3d*AswM{<@huu3ht^ zJLnQ5JU24ftqT1uIVGXx7iGhv+sHYAc~j)fVg}p;TG0Ef{-ViRF}gi9S#Wv9bAhzC zyA@}j;%oBw?juRHDl&;b1rfo0*K-ysGEeF@&b(;)m^BYkh4qgQfWvYIDJN9@FqX$+ zND$AE+!KhsuPZxUL1MU8{5*llljdbV^6lNpQg4vBVrvmeSthOV;`UruuU;Ltci7te znR@?8c2}bB?)H*;jD#azzkAKCjm3~C+BvPbclkNhe656{CYPc%!DpZo_XKu2N~9*AAuNs=z?Xv!a7Wx~_Z?b?$4#)c zLh~lr%Ao}>jtGz>dk?Z1UWzhu($_%=@e%cykJjW0_Q7l+@RZc8wx0pW@0s`YJp)g&4Wn+E)u0SH9M=qDG9rh zAUZ{4(o`|)&K-(8@I3FeKIb@Zkz}IxiW}8Z(=S9}t9mHlg338UcRmxYwAW7gha<^t zy5D^scHb`j(vK+EX|0~G$cRMfnd#|vAB8=q<#V1GnOtvOD8kYOKQ7i)Jax){cL&{L zIM5(k<#f}{XwqA-WQv4uSegnLbHfE}suZJN62vl+3M=NTE0}+m2*E;kOLH=f-DhFi znpQi0Y(yHx(jXtQv)#RvHod+p`!+;+_s5Hm2M-?P9toBwaWOE+nCcW)gP#mCj474nt6ax1pzmER;XG%xKN@Y*?opUGD^2XyNicxhM}ykVf;Y_} zGdkdSWPZ&q?Vk65=URjwB}f`_gV6?hXT3uPQFj6d&l-A}sEZ5CAqrW3V)=@NK1Cnw zyd22>WdDfmdbi><>p!X>C~H3wVDE__CW8bYW7w+efZW5;C(qf1i-%F*)7cAO^`^Az@%qUSD5W z4q3W_YNolYefks2Gsel4{L2;9Qhm;F?+Qe)yri{Rvt#E{UVZvdV#{-n#qT_RiCN=H z7J=9kxhW*_<4%@GJBJQ@wui1s*s%AiWCe0Ev1#G!VUA(386 zw_#tLv2vHFgF6ZSUI`A#fiZM-a;Z&O3*SO{sp7Z?l;gXsM64zetREHbmQ*JX(XFC?li4 zBzu+Rr4U-)>R7}-3&0Swi)kDl3-^mv_}U#Vda4t8>@+P(C)w{pj;<*0Y7`GI?`S~J zOn8VpQsKIAa#1I*Y+pV(sx$JP8|7Caeh917V~6#RVO^YLFZlKLZi^L4mYFD^RZVnE z%dkI9D$-)S11Sy;4pu#!`Y{C2Kgr)A&DBPZcB{@64H`l#5Q`UM#_`d~@hB=cyfuUgxw!_NvR4gJCa{~z zhQibxaFF1ITc}a$jcl`XqT!ljVPnD1AZ!kqn%Ved+F@ASjk6A*vh|NoR8Oc+=RXX4NWtGoAY|cAc+ z4!8Z(kZ3K)!zg63N@c~{1u>s4DZ-OQbULRbJqNI|j4y2Yl}U?Aep)zBHar9)5_wZ! zOFtq*1t_q%Y9;efdS)wQOoJbPOGB;(xr$LkjXBSK~%( z7hy9ICo9J$U!Hi1}-HN|ji6p!`DrJBTYxMvqU%y*Xb!mVNbP2Zt!WkkR? zL(X~h#7u3ae~e*@+Vq-m&q%uJOMC%CcZ_ao^PM8$)y56TxSp<(hpNk#a(f)h=I!He z&kKLueuH*7f8z|*w4k4H=McnApw52|A(vZSFCkr+xxCc429rvnIP4>Fp(h>0?+4{Da^W@7Hv8CFho> z=5#(QGc<1rpN~o%@ZPIp#$&ZL)A^-Vlsf>P(>7ZLpr47Dh8jVPgSpPhuUu66@lz%8 zh+t)#&JXmpxE9r*YdcR+`T`u%a=wtgiwB5Gy9CXsRiE zUy@_90qYxRC%{noWAn)7M9ChV9|w2W)c5v1ELl?Lmq5V>c!+1Zr}g&SF$dovVcA2s z`NctG9rpWY?hJ~ktUJT{1Wr)IdlkB`P<7)3YgQUJV_R&sp}7-m)0+n|rPh59m^_fa zq$gj3vP*MVW!npAZxC=3ZEdI!+AN&uEcEfjy<5TLE1h_Dq7Nlh$D$n*S6SWx5O#Ec zJ1GNhLe0tU^r>Uny26}GZjTIv9>W^QK|(~r5j4@2H)8z@2B;ok>;fJhRc=J0FR-DY|SZ%g*Iv5#qcp4_+ zJxo?rKP55o2qZTx<9+}~4Ox;pB`)dhrUuh%?e-VKOhfGm z23|;G8gmm7`;>4oqxv|l10j1GvaaKZWITjd+ZujYj>uF`vi_tmIsVQ(U~0U`D-T08 ze_WfDWYgY;)!&&}%1DYqe)0T%E$Tp32-I-O+x<%W6b6?x>3$IdBLz6Q@gu!kyULa! zv1uto2?&iTX|1+j?F(&dHR{M4#QCgh9_V7n+tUmTm#Y7eeQnv8gCQ+vw2+P&5$d$( zvyleY@010rI&~EE-BzYX*G9{jn7WD-e0>7khtL-q^(a%v2rQ2bcJyZt6H@DQe4mzx zloYr4Bd%|HJB0#sW49F6hHd<)CUj#bC59+YNfWi>Z~q>~;r zvfy&pC^?DxSlK`jIbXG_Isr>ZZCj#E+mrSA z%9b55J%}oj%|O2n3JXsSIN08F;q{pXOq^bD01~O6&Z+`xOEK1`P*DTlFxESk>&Dap z+e?r;%k#*(E0A(hxgz1Ch)a8SPQEINKr$lWo@8IrqZhWGtWk6C#j30CcQ=5}?7x_J_6rchxRfFSz zTDT^Svr$R47#Jlp0EUWKPSEJ5Cwo1Ytj;HCD@G9GEW)yVTenBGGgcq<%Np-zZEFIVDygqK$}hBJrN%y%5&cY?@GxpWXtvD734?jKJ+*rD-&VCBFR zgLr?C1$I}%PlnK-%9uk#NFrw?VKN;`w=;^_NJ=WQFk4dQ5-T0A{!e=DS$}G5y7LX$-#QI4$1k zquBEhyJdh2$;O>`tZ{owVwnP@+A+LTm;EV)@kq=%g4!(6EwLpSyTSl(MbTv_WOgx$$)>+ZbSlK!?PyXr%O9@$Ji<-&X z&J%6-r{Xv$k^BZ+9CLvC!&c>Y&Hf6J7HyRVRLoA~R!c}R{v)WW+IVRjy2$%xMira8 z`uCMpC*AXjr(p^dUQsjnH~(0Z?0i{2dz^6g$9VFyD!|jJ%4F83va0GDK9eK8y-&DE z9sKCmtPXjtc4z2-_D4M21bP5-Fl@y+?PE6CxRacTIL9$dO0UoD>0VIG=Ogx0Sj2Hx zbC!i4GD`O)1>B_3G?LZ;4HBb4Ct@QWn(w6fOz9lvZX~7JpIh0W6=@kf#U3W`<6ze* zYs!o(X(3Xy5=ZKk7*U}sS)0Jb4;4a;+iTUCLYzHq=oNR!q_oRn4;6#3M;$fZ-u6c~ ze-0Z!@U4_qV@U7{i5&pki19lGSRH~hqqMyTUw%Z(9AyEXKYibiX~VM`tvrbTWJWv% zWB9c2_sT5uq%ZAe=FKhlES?%E{dq;iYMvV|}4quS2j7_M%-we!PRqL&TQQ zwlK+0J!3eUZ(IIIju5JzUD?mKNLLKv&bvV$%FEWBA!c_5aX^eotVu0fn}C?UN+LFu z&y`O%S>1-5E5T)Oyhku>bPO8gn-GgAJJTdDfMsLin3~*fLdljZp}Ufg8cREr{5bpa z1H2?q&84`U0J(Bb$nvrtee4^Owd)e`_^#z*nYv@sHgfX@_XAqAD8ITj)I*HcGA@Tz zpM{u-9PRv7#C!BKmCiSNVP7KHh8>9$14%8fDYft(+o^#TU6iL8zAtx8Yp=S*s0eWw zTbtqSM;nGS3J1gebG_r**H?RNn)$;4yB=rY=+CmW@?(WlA1#-|5$APwdc0t_F8s1= zz&eqzcU?|8&O>gi4Cp&PpJo5>pO2JlCa6xhYNGfrxjHsT!>9J2`t3{}&>6W4a~odI zh^S0?ZDwJ&Wi*AXDk~-Ftt2Y~SufFQ5E~>MfsRb<5>hYwdTH9gU8y_}y%lqk5Vb&& z&x}rtY3rZ27D!FJyJKg}XO>HL8G3kO4s$MbJ|sYoc12URbsr;B^a7mmCv_kG#yr4~ZS{SW-P5KeYsl zZdbZaJVTl4sC{hQ>KmX^&WVf2-j_?xq)y9@U!2+;!e4ge++>G@mpji}x5PNkPH!dS zxNFvjk5I-m2V@~DZ|}~1XgF`xMGDOpvD#eeMyZ;aI`&9#Z<10|%HZcMn`Ju@QOL=h zt+rMr&*Ll5wtCVEahEu8R2+q{G$&M9ehAeeD55-9sG%X=yBp)&R^6?>3Q6y4wikn$ z!_!h&qa@ zd6kpDu`qS`LJTM>9Qr;k%Cf%T9 z{iQmQ$K(f(h*Ck39JMry< z$X0(2(+|^fA$JXf4R?Clm%2%ox~JKvZetj7;O3jrHiY_zR?V)U0*W3WZ5HHxo<_E} zUL$T(;t)qbO_!wZ%StNmWnqB5oaxR-jhfPsI(u(n49DWxCY1di618%J5VxoJ**%-7 z8%I|li_4sOXuuB@D!%8|v;l+5@cln9gIU=i8xvQk_litH-s|;T>w}XgULV9=&8G4} zB_<4SRps||@t(l(oV#)JF3^rtS%bYy@-7Fp2$W1jjY@c{$Q~oW%q|UVcnqPlGpP>| z6D}VQvPIwG4n>^T$FZ*b5NTQ@qAB=`#3!1toa>!F>UB!QCcJ8G)<+u96wMx-flxWz zCN67_I`+Gc$6$pa15?lEl=)HsY<$vhkYJKIlq*-q2+?>eF?HP)Fbd7=`MSoga>!C^ zqghXkMo!9`fJ?L~1YgSjN!QL8<8ncWOoDresU&b~m`i{^RjAbKQB~DZ|5v0=w znX8hLeJ`@yj?w~dogubS3Vyg5T6~z?O2J9NUQ$;RB*ci^z6Ak(Zby9^MSM!e60cp6 zoTo)<`SC+|h{^eRpMN1W|7fEAsY4ZBy8t!5m0Z<3FJ>L@I=>v-zNS`pXNSF`m0Y{_ zGm7bDmq)!uNrxK2b>$wqmR;?!az7d)M?f5(8gBucO0Y09sos}0$~U(w3rtA1`ycUF zL2vV5SwEB!VlY)_k>ts(F1=H-VN{b%JsYW1V|z?2P(`+MXSJtQ$8C~rnkFi!6ITv2 zrrS}2lbx4?*(Lk0BCMu#Ak1Xb?o$B;5w+B%Y;0a(2>Rv7f~X26^3 z64nfx0#-q!uL!pDx;>>}5a_@xv65#Ag7vM^dmh^RGD^$_fM%^4eF{G%Pq@7jZ~2%o z-Rqbg9vU7}m z*2mWYE#;~i-48z4whnK7;8>b19kBkyl@O7c@{;OQ%nPMq_kR)V4^d`m%w6!B~<4};G1G$jfV5(o*5Azp`nu&DNOw|Bz&NlXiyqkU*~VP8Nz@+ z-36jp@EC%1XQrcdMrKo=U12TXdrOJ25sehkjoPha1_RA?><`C$X`f1xR8_-yk3#fh zHmblIU^Mf91ahwx5VGREHYYRXOw+Nah>`6l6#TA2rt!tnkX;Av7{sUeXJ5~o0BS$d zo%Tt+Mr94MRFd)JIxSLjTz~SWIOM1Y-vQW6dp)dxMNF6f6fuv$C*iGZ5R0|Vi7Z&p+m;@A|-b6gbtC1oeR9ZmC_lPeaJf0HFQV1;#fSDtMauucdDagr_&=- zAiJq<-3J7JL3yUg^^Ue-pl%8;Enb1QZ+6u9+D72tO$-=Z(JOr7@0w3~gQjGvs$R3n zrA={nkhEBd$j)RvzUQQsta$*ETCd`s<@n}G#W%--weDCZ)SQ!^(KI!(}4XMy4vwZ3*zHfXI^sMC3dmoh7oYV z6$&EkuQOp;HmoQ|G%LI$Lg&@z*ppe^G@uR(3RW&W->7n)@8?F-aHV~Ck|b_xQrRLx z?t&FoFM}$LghgE6r^5yH!4Br~pSem>ejO0dLd(>)p{5L}JB}UXhC(8M@`K}LBatxa zSV75pH;8RHZlgjQ@JuQ zrx`uE#IZ5+QbfLxd+!Gwh`eeXBev}I(7iCgs-jMKu6}6Owx%pQsWBVALP)SJ z=C~>eKHxJVN3RS1Ik--43jh5(_|5+>&X7N+`M*sl7L~`73$Z|8J;TbXSpW9oFVE}$ zeqFW&pKe}wZthL}8ZS>$lJY@RJo(Es-L z>4Y z$O`xG`-VqFDVq-2l{Kk*&SrDwl*O6^9KZt(L* zd=2o)*#(TCFIH3Yox{wJcWZyo?sGu4HtK+gRlBWvT^@pnR74;mf6Try^>`vD=f4pX z7Itc07IUVA70={;LDcG2cf7GXxQ^FrCiIo_=iofxp(xX1#|v3oTwF}QUHH7|>nZft zxI~L-s6mAjv269fHY0_b>Dh~P5=)xQa6l9)|mu3q7lsaa4L?uCKEUrES~?!kz)%)7m` z^v~%SWa=K)2Bxn~q=hJT=NYNCu{97&`*}S#mrq7DvQk$8YkY|A3{VOA{qYcII1pXc zraGPN-U zCQ+-rE|u-zp7kOBp}~H!00e>5W2p>5o1`*Sd7+Tljle^_4qj@@mwT z?yL>e*tr4*?CJNgYnPMkzn-`F1`IXa?KEI%dJTmsv9Pdwo^)uSTc*B+Ue=WU*S^Jd ze7_VI>F#``wy4#Q$6hr6mTYre5J87}EH#U1ArRaI1ThTMYhn`{J6mh{LW38iy*wi7 zpMlyT5VF3zHLw@dGb>6IW^|nFkW-V|cv@o?a&PgaPCejwM?z(fy{p;XRGzEevOaB< z=-lrbmXyTlp!V;;E?ym!?QjF4ohq6x;C+9uE_Fk!-zDuH(6bkT)u3^rJH)Mwc* zACs6!Zm3lu%vgUIV%h*P-VFH8ym&g+pzV0+1dFVi>6H?X4ZEMt1D>jPo8#lzF$2|} zqqtvR-*A7vyHLw0TYVeY3yQ30C5qPNlic>GwY~2=NuNhlOgh zN!fDFGE~g!$F0+m7_`gw?|NOSR{X>f)`f_usJO@&H-5S;X%QHJ;w-fc0^YKVcjOkE zH$zVgFiGX}YG# z9T`PE))g_e^I1t=VXt2wEjA=9gIHijbI1B8n*o2G=+cT8KzqqJy7kR`F0th|g+&6# zhG+FgGXF@GJ2KftjN6b57jC&D3%Es6=(uU`hiBZKly2hXF-`f4tiMT8z@CxmnPYqx z`f_(EX)o8qXh>vr`q*Lly^7Qao?Z+xp2JIrWv&bfGynIcuptO)crXbug~`r}fL9BD zEg8nn{3x`WCYCmUE5&*pm*Xp=TO5Q5O=7*pyz9$Hddm;5oiISUX2G9Ti^O+`5_#fn zAAI}i91|0BxpbxF?z|47%WAUYxxBQZ7(b(#?@qHATf*>>pZIa zrgo1zQoNkp-f7#Kij(D0i=SBQRZEcYzb6V|B=P5vM*ucUVuo(5&7(#)+F2gql-=ks z$5w;y%t~3g&EIJa^$3#~tXOQ|Gn?)rdhws*NA!HXc-QHL$J~6)p7o~-kZ0Bvv!XTi zB}nD*xXGK+1S}TRHkr@)w65vjD>D?Z4~`@!FGJ*r-52=->rOfdl!P_oKOCu_bci*$ zIeGM}3^W!~yB6ZTU6-F>&gHh72n6VcY55*~?6oXJ0R$@Y?Z6k{kxFH*2OiH;uD~bM z?AnH{ka4qyo$Gw8I(}eksf4E96SUc3-ww7x@_0b%R!5K)PL9Cp;f6B!hLEdM!D(*+ z9P&+DUDAveIaT=g)_g|7JNG3qT^vGxNOM@#zfQwzFy0{U9mXv$co7r`(Fz*Z4DYxZGx`Zj+JIs4`aF(7 zpu-<$Esd zF4P?t^4xT&NzTCU=A_X0v5!qx2H%JrQLU4MSd>Tz7|NuZm^n_69pYda^{jeCw&vRp zwMW^SMM<+6En#4CDV^AI#^d)i=&-lUkniWR3&>X7dz;-gD#;c0<7%K5tYUVUuUt~Y zbmi)sIi@oOyQuEMZRAcJW(fMpG2DC_th{ zN%rSdd`)b}j-`R7Zqj@DAgdO;t@% zYdWod&&12vz8Q9zvwLt3u&c1y^R4%mni@ut-!q2ZA{r)pVF`r+>uqcDHtikcST|g} zUBeAK;F&n&uRosXp2s|6UHSV_*<@xMFDIqUvASe)0r-MKTcx&|n(8QBQA6>7O9IY` zq-g!O^%tGv&zw0Eo!sQypN1Hjlp-kiR+%(ZLR7P|~=V#x6+=2~uSFojH<;vMF&~|Q^?-_HLhbGD)FEzmIWeKKe+JT^_CQak(prEo z^OrM9R;-FUQoxA!xYT;Gc%Yl{@>y)srl0`ey!6i($;EyLPzy`Re8cXs@G;YE!H4l! zcKq=i5v$IEwy2g7%9?lwnb`0ZxU>&eWy%bAZ4qPV72!ztz@#s9t>&Js;Hd*NYimdOjUZs$)lQ~}M`Yzwq99oDmFW4m6ty1G*P zqnLQHUxHY}6tK|v4VL)ty6=w^in5tH8hQNwQslYiqz_!JO)tMIV2^7VD33%=CEU*buP+~cE=+2WPf$<{CoC@=gOyBeK8BUEbp@)6J=5zhf*FZ^`&=kkUtio$3hI z9k_;3u}NEV6*elyjM#bLGQKsdm8BAMMO|_wJRZ2xxiu)$SI&yu>uj?H!QOleI(GvS z0lQfV>OobxEDk@LOSvh-U|_BA9T;J^{4{L0qG= zcz=#l@>+*HXt5fy@d8HW(I+yDDxBbCJ;S1>uS&2~B?*U#6Hby42yCzdY%LXZI*y&l zn`dBM_N9rtVwGlTy6dK4zsZ4tXZB~RC1CdtsK$wY2lSK;(iVFH(I=WNF)-h2-wNyY zA@6PjNHOy5YREESlY+1H-u}gzDLErH;9-j2Vmii-=IFMZ1!l3(+ooTmW8O-f)?yr^ zoAvE3l&cNie7FMC^td<}j|NKi`Vlq(k$-_+n+q4NHjAo*EX!bmK)FCBdh%^WM5jFt zS?-VnIskqGTJoy(7Kp4-$ECO1Ufgz{DGX${Z@QhyI`M}@OapwiY`}3&<3sr@g@XnO zImIhGh%$iNqX8GJv%97X_m63`NNrhZ-#GUQ!Sa?hp0W>(A-Tw0>h z!IX4q^>wcc=c(b(W7N-l%#$~(6zrF8Ld*4tCrAzIj2y%dZle*pSETY&Qy*}6Z$G0v zdG_)7LGGvRgJS@=y#w}sa##I8mOAH>JwW9ryD6@?a_|2XWwRa86I;n1vPGNeNe;~{Anwy z#fL0fsSPTB>+d@I9K||!V=Xgd7Aw1|9iyqns_9Mgp zF(LgKtxN4?&TmQ72j>dQ5ou!-+tx44KxZ4d4nucaee2bWbbdE z{BHve*PVRAO_$589&i3*>HTwRnN(9IPLKa-(*d92`+QXD!fkcaFL(d#*9o2Iy}Vy4 zpNB*K`2m^#@;IS`m8=Im)-UYiY?A?s{gs8uvO zSnDR7&Si%527uU={e1x572$eBH^64PYW;U=Lb(jh?gv-uEWnTlJQT3P7A@f**Wa32 zx$8J}Ms%I2e&RdUV%xZO!NM3p@0{aRBl4Zo!7Km7QM-Sh9#_6_mApJ#w{+9-N z{wm!DG;laTx3WS)LL-Is9K!oX0m8C$IQq{G`+OdB49p(9I%rvfZhysO0w@Y@hhPUf zHpTb0WJDPw%XYoCW_bWrGnO?9z*ywUba!x{brju9S5`&HD^~*TLUb5=zn-q8oj%1R zum?WYv|S0>k+_D*D6b7Odk>yOmnWk_kW1=!XGQ2;2F%j-c6K8mmcD!b{5fw3>pxc$ zT5EXOe4#zH7_25)zf#lsV@nkCV!54oa2LHg-x5Ia&{6H_UTpRC^?AEi$u$K!BBghc z0F5RZ5&h2P9)~!9A9T8bUS#N$p^Q+B62$W0r(l<5Dyb9JN@lZdlCxPo)bIU%F$2aU zlV%IHs~uhZ43hchDrD>y%ViIE{AVW6Cra#8>qLnjOBpGV(C3QDcZ_V)mocta@4~ZGFLlP)4$$+_Pf8m70ocm5M zKmo(CNN6}B$9Ru;lwH_dW%M=*xQZ76oA8aQi^Aa2QfVt`Hf3cZk*Yci1&? z(+SS~x1~dXW>f|+ebZ6k@uzbE+GQ3PDn5eVWx_2&(ZIDO-{(GeR8ICTE-42mN#B&A ztS{-wo_RXabM@y-lXRvK#I=5UjxkOmPggE{I-;79%;Z@O3J6W%_w)4N4c6$F7YWFi z>{*$=gRJ-oezNj4OZB71^Ye@{&9gV1zAKjQhKFY@B>a}mP;^pKDRphTe<+5RL^r24 z#Zv}xARR0M<{`GWY4Y`)UAK?Q_$=lFok;+Dw2Zm41eevnALHI+-B{x0Lxmcg{pv_kq;60#dn5KfvK4i*%R zu!Am6&WJ}uMxMRxvxLjZDPA}xy=^Q0>$UJxzz<}ySc5e%_Iq*BPEl2L#k~c9B=hGa zfK>wetc{Hmb5bcMTB4X7pe?h22=QWl?o01#qp;|Ns1uHW?m5@f*gQJBxu9jSG-*$v zP|}cpdB4z0hGrid(d|FcCl@Z~u%0=i6X1L{!9EM_g4A>db)T+4Hy&oWgGWEkf;*Kb zEVbNKj}^sX&1Wa=h_Mu>WTadco%@R=$AYaNKOpK*7U1W5R=^OA-vHiqM)@71$<^Ee z&pK(GFy3u>;xfJGE9Xiluat7hP@=!>-&7J7BK9y?&E_JLM}NnIlNR_N@w*2F6^_z_ zt^wKV_D4N0FR#%e5PRERxR;fc*-=!*zJo|%Y2G#|Au*j-P@qv%TukUClQ%kfYk`9S zo>#qz{aIk*7Z3UdGaJ&1%M{4J+v!V#7`^AT>=mDT5s>>*Y?f zyzhC`MQgU0JbckrbWw|bKs2(?COF>mQ?Hk0^|s9l-w{%@`q_MKtMd?7#;?TN1IMv} zK7y}C%_W*|Ry+l=r5*_zk&{PJ5?cWslhM3)aE-2X+7fWWRo zh*Jf6dh2d8s!^TsZ^*y1{?zV=|nN0E_0UW`g(H3EL!4U?i&F9QGT%Y z=skzA5x8h^xPA@~w3q1q?`D!4CTlQzrZTc=3sEwe?;hdNK zyLmh7k5)@$5Ay8{IqvldY}_8(l9}CzV&A7Y0$A=)dTzXb=pwxl8FtwKi^W%h)XLqf z4S3GdJM72kWMzi;-mbZ^QTl465~D0`$My3``EMY(Tj3ekXqJMLojLD;KkBZzXi|XB zMG1#cFxh=Gmdg|Er)=nqsE&@#Hvk&W{r7@CM|T^k3$NcRJPtYOuCs6%12|&Ov8(_b zumG|}HC_YRiQYY{o0oCIWt!Mi%(?Hwaz7R0;&8X4J6vrHY8MuFnFpzL7B z4%#QvHzgogqII6$^t#k4jf#a?a{n%I`Tc|uc>H%ED|pcZ|8(ke z!SJB4&7a3pA06ZjYXObEO}Uc9bb2+@ER^ty?QP3yVjt6MqOA;_^C{3qm_)?UyaGl4r$t*Z*SuJz%sHika;0MSmp58{`;iNn?- z!~dh1{t z$i_Q(M3Wl0{=bF%^)OUX?aaaIrJ|2R?pthY<= zA_AG$D-$J4VzyNM}o093}7L$_434KM!aw;)6bn>7a=mp0@`w zWCMtksr|d}4f=Yh@zUHQcJuiKC?uxWoowM*`Gc9 z;iF#a3gom#x+L0}t=W+#ACl|{zWVqEXckVF4Lo)-->hDZ#esZ2)x5?S-nYhBJyIB@ zQsgW?T?QqXi0Rj(^ye3-+*K#6WYi6vDDC0*_xI0C#+~>_Wqs#0G<{C?Es%q7Z3$SB+?5EUUgYDTysvubI?{BMrUcJYI=JOi{}93Gz06f z2!N*3POBiBAoBkPjT4-6B<~Q%pn;=Oyz8eRATYjVdQ6)V3d2w`zk`wE5v*DcW1gmW zY-^uiqc3DSfKiPV$uV>WCE+5y-*(`*_{a(SV32u>n^XzAxeb+59R&hVutVM{3zU66 z;77+hfamCZsp|uCXxQc21E%6voN-P14- zwuPJ36N0lmz@{1g?VvRR*l`Gw`Xetvl}voFh$*==k0-JiA|sP5bD6nDUaihaxih=aV{?HV&6 z@`oPca7k|X>7If{>%kwd1FX;hG)@7~AsQU-HkD)k6NIgs#TKn+vzF$iWpN)d{&rC0 zBP|V$OZ2Bw(5sY8)vT%Zw7@^D(p!HomrD>3I#;Z9cSsXAAz&bXodUd;=%GTb)WHOq zjw0S+KeZ%w(z2MR_apQUfMRt6goVa}9%^zvuy;kQ5gAlLdx<;772v8-;FxBq zNC2HmeNErA=~XP<<@pxWC3Ir8NeDNYvk!$t#-bck5d;23)_oF`V-BE2YY~ioBbZ|@ zfaJI@-2)WD2>lTfbbyq9hGSpmV~=I_#;k|1d43!&r2u{$E@*JnhJ0RcV! z-wezcQ==OqyxwG*Csdd*3k~#N2Q~q%jt0{2U-im0UOP|0-ZG!-1w0=&5Nr!`$QQ)z z(qo=w?HkC}Oyf<;+J{n73KGFVt0l7$WBRP#Q*{6LJ@A$E_@WHT48AB!xulk|Bb^z_ zY{mVGJPBNZ>~=2=9opsSVn>6m4cO(}RurX502u)CA}+3ABa)b0+^j%Ai~vb5cHHt? zR=#71a50gC^@1tl;!btk# zRG62+y%&juan)IK0f(4n;M^1gH~1#1$H`WFfR?}=kvIRl!XC_t!$;sK$W#0 zu4`nrUzjkPNiOV+afQB!2oH}&L_&S^>1s@Zgd+&{6k*I&nV)KEQ37v0*emdl85NbOe*O06RR8gAe(?Y%-rm`BeG zeLi3b`j%@9y?0j3jc`3NiHXMIOV)roxevEj;+uWIzXr4J{Sev+1``t_T@xhr?Fx|1 zvZCXlcb#%E6|SKC-Xf-@41l5?-+T6-eVuG#f3Re{#B4lRvNU2(>2~hmQY5SHGZ~$Q zYo~yH=3>I#EF6#f@`QVI87F0L3RxMMImakvk7Lhc#3P{y zIkL&l3deRxNOsx#*s{qw_V2p;KH~H9$MZ)|9rwBK`?{|8`?cPei#Vacpt^s3sQxkU zerAOQ4b2sTZ{R$a2NjeB_V2>jx6NBS9O>;(OE2Ecs`bvh`+EW)t^q(WCoj*jdBy_( zZE5?dZPSAQ zCaElM_X&W(b-`nt&IjbYC4(`|7U zo2i4nQ~oqgAI#`JH8_J9m?k~vVI$fgKTwf9ZUZmv=a4N>Qn2hE9p+th?ZF$KTQo4| zt1+!tKC4|KsOn&6$D96)Qaz9V@$?Oygg$Uva`ppFUvON53tg9`U(QQuOqq5Hp{YrJ2qx{=+8? zh!6@?JS@wwn5&ESnB9{+vwF?)cLlP&O+dnG)0;AGWZ)c1zeF)myv#tM%7u5_&B$Jy zJTI%VXIIMdB%psjuK^}=)%uckyP4;O*N&pO@Z~&w=ed-H1_596U`)}LMDE9&arnM$ z&X#}QAK$?LUA7!qu2G>6y5AnYw|qVQkf6x&=j=$nev@Z3+3)-={d0k0c}0gyPS)Ao z2V?+!xX@-?sClpy@Qh23o*ZYo3&5qZCv8dkor!~B#eq4?Lj80XS1ltKEnT&=XpGN>?;lk@80_O@jJntmrwF@`LM@Az{CR=MPeUx>SZb; z&w<#A-)AJ20;!g>3};oI(G?o;U2(U*c=()SNO!`6q4 z!J)YD(!=Sd3-gWcpbh6LKEP^%Pyg>Zo!V$nFYjFToTK#zt9~k1B>4R(YiX0r141v& zA5GPPsS^GkqN#)8NeoH&aZ>q;lQpxeCsd~@m1#uqyC6hq8ew=fVguC33#lf|F5$3fIUh+GMkGtcmBRlv?-SX_5t=tsa zqCy_-Q>jXr{yc(bPQ5#IX3&_Zb#&K&FoEmp5?hF3Ag)@fQXe_#q47S@q8sVitX96H zx#s&&_vBJO)mxx*zZqq+a^ocr{>(OJ`BGU(M0G$ZYI?JOVSGU}!|hyP>516B*F0eD z*Q+P|Mi@6YUPlCa)yKC+QMpQ0jpvi!)0gHBZ{3C^eP5Bc$OJ zuQY|C@s6K+QVOYvwq-DxBfQ)6=PcXE*x`@g2AJy^xZ+rvtv8#WLnXt?eex0$B|+*O z11R~?HNNMXDYSJN0F4s~vbqo;r-K<3FA2KN!;Z$o0GntGq~Lh*#rw1!;9JgGWdSj_ z=N79{G!tOfKJp?*bO9sAXkCKP_u6+90tL|&Pz#5JtB^dVJOZyysrnTdu*jf>MzXOf zo8p3#&ox^|JBh`St^pUw^f+c-Co6F^3T@rUPoI&i?}+l87ZzDyD}L`VlE(z(UpUYL zJpYOXerpYg{ZLOG1les%EGfu>SbGioQQ6C7(xpJasvChMM?^aMu19l z0+|XV1)T-4OFEuVypp%-mNS%LrlqANR;h5bRDQhE;EbVIU0vUAr;HiCvQu-L9p7Y( zHTfzwr7vKhkR}e(Vay8$d*F7Cf_vL!L>ElBNKHiw3%dI((B3Q#mO!LrVDnTM=s~(T z3(r)EZDp5ttwTKQ+nWN>@7jsC-V^yj)*pyy&pxV3PpQ(xf6W<(4Nz^`BAlvH7F`|i z4O!>$qB4Ui_`-Ah=!kuMnv0Y5we~b4&*lsGFl`{!fJ(~Do=$}dNl-EINjNX`ja^^a zSjOS@bb*cwME3DaIyr8}3j;RNmsVuqbM0Qw(HVd0HQHi>?h0MI=pK81YKosh%@v_h z4%B|ryJp3->R-+{G#VCMTp>F|Nv^F{@~bP#ee6-ZXn&re3PBZ+Y(go6j6jt2CaN)A z(+l9Sd7|K#a6A0^(KK`C$>%S73qO-(e>k~s%o%y!(Jj3@{TBu}#cP?%XTQHBB69it zg8EWKpbRc3Sw`Eoc=_h)wx;HapF01V)#1L=4JLkBwFc?8a9`AnzRMUPWV&!z9vRjc zf@<&|ZHrFLpuoE`(GU{Z(((vmv8Moj5)RReP?(|+kYKm0m00#0dh#PjL`??)kg$qK zhqUV#%1}Tno;HR@nANQ1w)?LSax!bfFDx>(Q);U! zC^bTF_OTCnw&!IQps}fM-rUONEwK~)+5)$MjOUW++*4#? z)K0PbFjq0Ycq_{|h}Vj%;MvPV7WncU^*=>aS}TOJckl8K-q+>L0G7B4@a{#|t%33` z>{;!rsHw$)qHti;^Fy_PH|{os4se3}PvA*n?JVE{1~$>O`w3b*+w2@1YZrGuaXaUF zWm-KoG638YpZ>Fnde{FvAOC9sp%O>RWWImo0oS#dkvGTHGFh#d@}RRuHVyP|$$_%$Xm!GAFS!0RA*}Cr{k=tN@eLi$ z)#`pJyVw5JQ@)%Lbtkh^qO>7HHno=_@%x9}ysDi~v5q}DkHxgPMt~x?cCQMAf36kk z6dFHkHYuXItGoMGS5Fq-yBPMn%s_tI2U(xhjpWl1UbAA`KcKLM#W2^?jlgm#s(a?m zxb|0JY=`^m)ix>-sErgCy(!OT_Gz!H{6mFP7&3SLEc3;|>7nk_&-`lTml%c=?d0ho z>2)(iheI3UVC4t+W20p@`$@u3Zn6P$PVssr{B%v;?VrGzX#`COU_+p2mkw1mUL;U zCQNO-nK|H?u)tofgBJZj;2J@a;{CSW}0c2H}v z04#K8l5K!;Gyk_AZhJUHBWcF6I;-}nhxUpP*nITCb$|;_^M6#7Ob-%fCs{USoF^o@rF1$n#^+o#%*-F0}H~A-@_K|E~!DvioH$Rz|vb>t` z#XtJEYEmj*Ienlwd^dj?-~vOC9~7ePUw~jRKA0F#4srmJJ+&oPNS)}?KlG3kc*-85 zIRm74cOZTCC2GMRdtJoU5R;~{2ZUXZK|t%=V$o5-_HJD?H&JH9`-aoc^O_slxYG&g zF7Eh-;%u@lN*L{cWvz2{#a*kb0i7Ci>3i?T+O#Y}47VNT-!opu|*tU$Cdv`z_m zXw1)40l-pvXML6tYT6$~^U4Q;7%4=%?Zh`oGe>u=FAm_W9UvODY(BSwy|xyd%`qEh z?MJ1P|;Ee=He&ZW%SsT=GIVP>WLEk`nuC?{iolkUnpgHf#q3{Vyqf(PL>Q}rI zBR37>xVBo#nEQOd0e;%x1F^V!=cZv{|0l0gZC!H`4O_E%M7?v{a+l=Ae2*&qQ%vWO zI*(Thep6w7aSl-%igc3_TQniAc^<^48g6Gd%}FEWKX`Mc%e0atQo@9-bXx1;yD{I| zWyeo+UXE=D_&?#q;#NuU2z?z;2ZF=f;$KgF6mFq z+{!<$5xq+_R^<6O@D2{z+X)H&eaa{fyxJ}uV_5W9^=Fr?*MrPzV8M#8#S!(G9`c*K zr$CwM7&d?3kZALi?J-S|6Fsix=-JruL-PmZThV1d{rny4ZmQPIm{wH0NVuyXYvq2< zKhlUWNx;xqVZi&jxznk~S}XlLF$#0EvU?uYGS}r7-A!9J1OA-=4z;6O?ER`8LCHRv zrB9e(G3@hW@D3M$w+DZW(p*=$9@Jbw8+0W+U^fl5`0)45T(x8*+V#?IjFcy3W5!Ndf2IC|&3g|8R9 zHI~WD9Op>bjVSGD0V2#L7)LEqq9wcH$(rTG^Z01Y`;)Y9|LYAhbJyaW z)rw`)0qb5a(ET(k))iY7;cl7uip6%{h&l6 zAxN!P?w{7v1D=&kY?Rhx9W`~Kj*xhDVdz&$%LwlSLLAW{vAFDRRgpLmJ3jH`M}1Yt zC^?C{2g{YNw9cVdX$U2^BT8k!J5X`BCnn!aj(8Zq-Ho2cee5hAt`$-?b6OU z41|al zbe(S4UPkW1SKm|0VF3nL4Bpr4CW9mQL`Y&71Bt8NuYXu14LCsn*TtI5n;#OI>5N-; zW<4CVJJ*6M1aQFnJH9dtZEjYbvm>;C6oYH^%?QDlSc);cuo%OGXMzm#!pB>6Gb zCYv%}dVl@Tjj_C#;bhUH51!%2PvZ8)A=Iyh1{bV7h2dKnCB)*LcD#}pm~fVxST`k5 zw(we>Skco%r(wc;mkRr7LQT52|9u%MIIzz(YB5E(Qr6R}N0=b;^dKHq7+`>C+qs1Q z^l7wE!0cw{KEoJ_Uni{4PuD;5q|tTZJc)){2$xE&Y(evjO>|{blkB zY1Q=OP604R0ZVsfMrM!RoR3||d=M+WuziptZIKh`&9#*aB{5bOFqJZ46N zKc;n|7rV(-Jr(TaQD^++I zdjFaSHoj&R<@$_Han{3TYI$?P*s!@RFPuM4*q%$bG@Y7Z;Hfa&0q7VO$R@VkjgylI zsoNVlasWX+IySsN{6@bzkMAh>RCL)ryyt#%EY0Sn5o=@hLyt%bdCpSC zv#8>AYFj62G7JFcsyr8YusLp8Z5Q9LnJBDq`**gSmYz5vS)St`RcyV6_%K)ShJb6+ zz%it@RmDAg)Lanp(0Zi+^XQO}B2}%I0>y@X_!=htJ?)u(PsXYtazwr|$NBp5eQkNY z&md$;&b{rSA7$Lpcc)J~ll2QVXiubY6Xo;1bz4q!P%8+Qm6<|%^ErBO&4&ZOkaVW% zy#u)9NI5H4;*!_SGv7Xkq%YgM^)+;C3Jwi{UX9c7+ZF0N0}nW*YEM|@4V!KP1S_6W ze6(<8QgMVC8R$NtmM^eOzuCfKT*f#+T-9|6eC%~aJ+0-`O^JuG0B{oZ%O15S+va7d z96Y|l%2dL~+AC2FodtFM&qxoAbXt9S727X(+9^nW(SE!Os*Qp3i$d-TthO^eGkN4- z2d6MTeh6@TB%EbxEiEuTh2E41Fk{^m8<(oOylR^?Cj>J^YCDS;fm{qi8ZD;>Jwpa>wTxbrB`A;e61~IRX>cvS zpZPg{JE<3(&vg@&wh=)o|9()vPN>qTylRQKx@qg~R8NT8nS0w~;kS27x!=7&lA& z#*RKzn-VU@#0rbl-lsrOfxfBB#eM0m;#YCB`1l$5v-~DDgbAuOy&0-CN78^(=Gg$b z*35n0OdKC~od-zlGc#O4Z9A~!ERnkF88)z`ns3A(0Uf{(&Ofd(N%r}lo542?-?5*h z=qO++YB=ra^vcS~|22FDDR%$uAy>cW;5HLQCQ$DmZnUw$fQ<8@adJ&E{K2=7F<_Fr#{cCW= zwhuG)KU0*ju{v?JGYD7hor##R4kMd4XR37NdHLZE{BFm;kKTA~i(6KoHPf9Iw)rM@ zMqu_US6-k+OqjTQ(;)+*|n+?ijy#ubA?W2lcDC3gY@jpsW6vgIi00NJv zncqhXRgk=Gj#^(D`Uk_=WhuEeJ*CDy^>`Ic5eR@zwgWs!rrKB3%{t_LncA;qc7GhS zeGkCR6kQc0ue-1jeYBhsdlrSP`nShTfAZZi=>V9XOL6WdVtRy(dL?3iCkaifHR7DJ z0}3jSSKDGm%SmC5U*qHf3SD^?_4dLsr<39MC9=cuHK3irh0Z#I~ ziU*eB-PTJRL0_$t_uARUVO*Dqo5GBV=uR6XKR7-gRAHd~(N*-?M4-vjH)Gj75_p(W zcMlFO4pWT7MwTRa?$))48BknIKL=C%eghTUm1v|D^q80A_|YW7hvu)pE_osQparL1 zjCs^3J~fg!H4<3RgcCz(1(ujvZ17t;2c{UyeYGVz2R3HDJ173J)}qj2t4Lt7d<;Im zp3Hu>GPjyQyf@Gw3oGxg>^U?L{E+tWgabkW zPzGVVq6dWpKTlR>8LoO$_n+y2aWPHkuq9{Q{MD826d$hVhlR{$&|*6Axfx|z`(xTS zSovcFD=sO&;rS3o$vwKZFvJvZm6cV*=HBUK*lxxkUpxPH>q;W+i7JJv9cPbOVgozs z1)UmJiVEWu&Fl{}pAEZLUyGHbGF{~Yo*Clfr}jG9Vz%X9%l1smHc(Pd*;lV4;ybM9 z?6b6ceH`{Ec5&z1E}3e`$tz<=<4b0E zDQq%tT(IA?R0fSfZ=lfq`MwzEYqCMP_nUc0suh^{q(ldM<#+VcUjtT@so+g*UT9c5 z-GF1m*!wrnX6kp}{qJW&Z(>D42j9y9`%fC6@Gdlx`N3{R5OO`Hl@c=)AJ3>Gd!QaB zvm>4!1cONp-HcQK&0Jl4FZ+o9zixkqkNn>X`!vbc$GP-2XkY48t`zxPOMfh=ou%Y) zTbInvTRK&wkkZmD*Gk6rO%y#pT9WTX+0onD%kprv;NV86w4vf^-sr{mt}RN2_9`wE z_`iC2{1MWVIk&I2Zx(qr$Htvw8PX{f0)+^FMV~#qXJ+h_BhUyQU6}M_e;I>mRI=G_ zoruL1c05p&ljo)0Rs|-PqrXCb>krLsHQPUpHnqHByaGtquKD~^jseFXqrm|xfFkAZ zJP*J4fAcy1bMW!;)Ta$nDC0JDruppNk?x_s&ynz4AL4d(i20!Sx$;>ww}nhRA?Ep9xa; z!eCn=mc%P|0wP8Srp{CeK@bpGU< z*`A|sE$KV1&(pqK1+-=hN`s2G?2G5_2$}55ipHP=OlBV1I?>$XkAaQ&6V_ciUVP`9 zDae2-VJZIFvnbl+WFu{R0xGH#ZTn|ki)j`mcjd(V6E}jvRgBg)Z@(ECRj5bTMoDIZ z`SllYzAu_eI1XRUa%m>s_a!_dPQP@#NWAHw^)*_=QHLn#M3#YG)KUm0h>(mu(S73C zws-myZQ7%&O$z&=|94_zQ2<95JEaHR?>9f2VQ^$`+ zwGnG8-&dFf6Fyx>cl@n0CPzwnC;M%jZrs|;PK#xuKP?Chaz{V(wxt4Gq;NF9>HCzB zQu;d$1c|4$Rsdb_9a!yB0X!KNAAbj!DY#L1nfX5l zY|sus9}3h>jF4_01$^w>K&3ega!96%ftW{o%^t+*bd=f8BzkOtR2W(VwxcUqy?|dR zg9&a(`pD0DFGE2dVuJxK*UV} zi0jd^o&f%t@QZg!CGS)$a08vcf+{f3z688MP;J%`HW(3JrZt`8moscxHOi z2vDqO-T;>4^>4v67H6;k&((n9fON|2QX$5}b1YsMMA<0uC1~M+Pke_E1$4!KhATlA z@BOfL-YKBOCJP7P5&BgoM?zeLwmuuAYO1WPOl*K0H=baASS>JJ07+0P5?94gk~}|0 zEq)mf1o5dDjK*|(0@8RpGcb@Ca=k$QWHmLlIlSgkzeGki@-YYWw>WNh5(<>$M{tLL z>d24B_4kW4FeYdVioy^lL)#p%=qmP~>w8;Gdtv{U!RLWul=8$3z?%nP%v z7`6lHiyFn-nCWE?;On*nHlt?Xmf!;UZSNuPPCSrgb^f*oXfTjNt54+v6)o%JZ)Qcb z9LQFI+yQ)^ac^I0Jv}4&aTFw$d>lQQUGn-RU(mj>yDLvjBRb~*CQ@TUZYZ_J=3o0b zd4|8#dl|SqB7*Le%f%|Ei-IJWXDV;vF+c`1eD>x3&PF%@mvevLySzjqwyr8PpItZ! zWX0=Q|8#v>0W$7T5P~KPB8-;YT>nZCx-NtuUbHUX%G9})~%h{M0lwn4oNb6af9x0+)a~D}sbZSh^?#pXA7}M0yxhbq!5L_Ow-fTiXCuvpik?3*F%&NTEE+<=z+Nv+`#Y(1t$T@XC@Qqs0F^|9f1+v9 zY;$(>L$B;G{mz5wZSd0SsIsVZ4BEr!=}r6_1&%Fuy_6}3h*qIm z`Zv|p)E<3E|C>Y*7T=(k(;c_C)6<^>W)Vft9DT-*^DfO!j`cyWphL6_Hoxw2s*C#g zfP3p*g82*wO%*>Pj+WFr`dGx07)pd<8{Q%al7F; zfN1WS>VeXEZuR>qjqCsO$=TnRt0uf^;!T>H5*_1ccDe^`PiKf9AG%b}0EX#SylsZ; zU@_H0m_NkQT=$+kaS8Xp?W#Cag~2LsAmVL*FmJf&9?c1a9=`X(F9^zVA19d(14&QDM z0~OUZ&IIN*Wddf4E-N4{tKvQjb-M*JtlpEgm;TP?4EylP?S8XX3;Jt-Kn#up-Hu)) zrJ=wCi)EQ%sp-7?l6{WqS8t}+6774)Po*WfVS&s%Qn?fQ`~KII%Qc(4cBShkHr-o* z$fqyHF(W;hkj&z^#9@l+ST=|V5FzJ5M5Ty8pnGRWVnfH4M34jau%+~%%g{=I^RzXpI) zk^u2om^N&;B*zS)(aiiJp_1I-P>2|dAAqYe6jE9Sft&}=V@xdZG$CsIe0;u%Vsq|9 z@&i4Ntd+B{&Ud75ub%wM*n2Kj@%3pyA~!WFlxW0XZqE-A3XZlMrVBto z`BDK`5WZ9_z3jqi0-)jDridu_L6;5H zSc&`;y!-fwOz|eV>!s3PuvU)_y}9S@>z44U?_(h*);lkMoQvwe-|EdYHc~1$KJmFA}NGMrE1kc6bJsek)gjpQ1uC5Tc598(>@F1 z`2VjRkc3xP_}E1PAGD6H)lEGi^E&aSoJRfxc4q+J(9(uzJ5ds9gX=15eQt_6@yNas zi=V0bmi)PkImu2`PfK??xPgJ8?c`s$fx`T<6m`0$^{*GFv=JTEiCq+gk!UiEgvEI_ zTk0rHIElVK+{2pEo&>Wcee82Sz{WTBuwRU?x?5+t(2|p<`fz=HZdw|9V)QUsbngT@ zj4ecdb}MfO=8TzV+-wn5MlfE`vW@ZQ_E0FZPR#O6sN{ z=zx6jeK(RW&-fy_a`*PXJ{NA5XB_D6e9RDk;>$>a7gT9O|8`rh)cn2+nS=#@q;%29 zO@rJp@i_a*ZZ0i(c%WXJD8|>pB0+CztqSj&{3yCg3(hMa9{vy$Ay%$N6aDMN=iLQr zY+}}7%1v97tfdV%(boy%YLTe5!Rd@17^iJ>x5^#^?Q$;g(3fd$E_Oc3mB^`hVf1hC zzgpI}(dSq>$wOpctVZ985<+Ihddi*CDJjx`3n=kar>FHj-wq=qIPok$6eO^`c5h91 zMpu$*)HAFKOCG!om>kv&^7_Hudn(trf$~RD%f-Q~N&T zk-DB=t@%XVx+rdGA8jP$j{sf-;Q&^ec?~}JRX6PKnyq;YEKSa2Ohq>Rn?q-iO-{vp$H3|&iLv1Sm5}&GZ>dzIbJk$ngnXRkKVoEug7*{H-W}! zAE>a1VD^}yw_E8~cGlA`dot*P_lV?XheDHHJQb)`qHmQ=j^TXZp77v*2Gq)nTf_Kb z6sGo zwK4LN;5RdCr`e|!bHmPHJNt_%RuXyQW&*Rg9QmmN@KStFTlC7Sz<&Pta94Wxm{dt5 zacNdeSqN$OMMt)7-?scR(_b!Zsxy!{;p#;dMdL?N;9wPsE08)@!YiR3>(uzjSV zif86(W}Dv=aUtr@u|k_J6+5lr7z{pjTC;Cr?Api9(>0k9Cgd&pO+~znr&!9|=D67U zsQM0Q!Mto=UpOvI4C~Y@rJO`fDx%6R*nO%etfdWVr{vY7xZr?GNyqrP3 z*Ba4rUhUQD?ptPa&ITO#PaSt8q+TsYaS@cyMD;`~*<%)s9qhP$OXviz{@^xQB@sF} zHSoPh;KWz^g0*`49<`Bh7xyhau=Ie$s?x7whr>;eLM`8>{QdrBz6R&c$TC}|7|E!I z*}v0yoGTSLehEELfo0z(#O2xu3KY&c5*YcP$A8uN{OR++pzH}xI+<^ApkJQejh!HT zu2g+|w?@+;zS1r#-89CfIq=1d;`Jc+)}eRpii^%n%ZiK`TZGOJPOPNs{uuZiSVk*3t_uP`&VV5()(?yW89heunUDkI

J_))ylpF7b>!ER2x^sQcZ1JE-ckEVTQyQ4$vof0luyQFq)USjYWX zG$^TuP4hP#LD|}6I*dV|Snu+s^_Yv`X1PK&njJ85qU#PG&!2y{u9#!m3HaL07$B1J z{*O10)pCgS-V%Cs#BnUZda+x`ILyC6A$n^|y5evcedy4n7%9tiyxkz$&7-D!k0IXw z@y0F~Lu@a6!l%ha^P-_wSkA$&4Q%K)9WGrE?cX+68ubT%a=lph_941qP>FO4J0Cyp z5W;5l=S+MTTrVBrS*wp9|1KV`V>h~CBi(GByfT!S9?X1?Bf(vzFjhVlp5VaSr%yY2 z#G{Vv{AlG<+XeR;H#h5}@ha)bvZ%_Puo>&j-R9=|TYG}L0)+#eop&?)hV@-WelBNN z3~7vJrqP^-Uc%vs<70b!Q$x>S=b}Xcmx9p2FW70hjXGsyWX!$hb67G~qjer`3TAro z=lZ|jidEj15oZvHs(ZO?zegxey4rRw5_L<8gyd{*{v8JA2&Q}YUPwuO zDV-T8ZW>w14%hKg!Mmc_2KE)g?sqZEg#B(Sux+8R8qH4@(_F{zS&2(Z(iQ8P#&M_- z{!!`c%gD@D!sCwTR>w-U@z{BEZ2OFZfcD$sDg+YB)*ma67caV|cBqDzjxh7>{pBSE z#>IjvFO|Q4oBSq!($xxw8Ab(^T;x5TUMO9<9!o4MCMM>vK8Eb9aK=A&+_|u|=|py2 z*L99;$6Gv{p2y*pfRLvw-pr3qa6ZlRnJndx>(@n7Q&LPqLqhICVe|6J#$sYo723|Y z-Q5S-1Mknx6zaESB>E#4|6q4Iz4x3cadR1SlCi0R8JU*b^CNhb*ROxJG6hpdMJcPQ zra%K48XTV5IeBSp+b7;p0G{{^5cz0&6JP9AH;qgG_)$V-pf|0us9j}MEr>$fEl=dY z;fnExO}N-`zl zUX_*2Euwd&NG_1BKE!85a`6~%UG?1Wl62eI;dSWnBwJkN)lqu&%J+8D)a#6-U&<<> zDsZnTsyHUIuw;aU#%5QzD`{W*Ju@@SZMA$Aj*z9y+#+^5BQSQN|^@Pr=5)z-U+z&-`&WW8V zlUr~QC^Q;cAlWAC^xJ;FbpZoUgdltP%P{Kc{=_F=ESsWiEh%WoO+K<+&si>i2_r}97s$~dK zBz8dwJmZiaKOwI72ANtDpkljUI56?;wzmCF=+>5i*TcSn0ZE{N99^u~zW?XX`t^+V<=D$5I+1&O-*CW?Y2~mLdjqimF`GE z33G^kBv6VnIFtmRuX)c@9N-r^$ODX+cGN5&`t- zG)%g==g67vGL@n%%iBx_aK9X^@bfgQ!=XP`Csv-DtEa=EcYA49cWjvi(GkU?^!D*v zX?c35R;$gp8hvJxkGX-F zno0YSuefPz>vovVEI_OI`0-;BGE)1BI4<`vk^K!u&!S(27DdHPnm+#j4|{JJmF3ok z0ltEOBB7+Tgmg$|m!x!ehk&%SG)Q-M3ew%((%t}iLR><6(j*Y^N*|TeSgzLJ-{b&9C{l=x!VYrUBO^!Fs2b;bgjkH7-ME!|xHPVGc zzahc9RhlK(?~BU>&1X5;80@4W5Pj>`+uhl>S5Z-kE3>h#bm~>SJBXATXW&*pfL=&k zeeZXhujCyc0l(wF9}4p9ZMAs8;<8$22nD|+P9Nrx)=*K&ERoFHoR}EfKEb46)w#3` z!FiK6TD52I&#Tq+UM4&|p3}}c_PX-3MV_drD2v5@B7NcFh<>lecu8j{&R!nMoPvtV zTk3LU3{0HduV39e3;f(z?CS+EG1sW+$|>pTC+PYXbjJUXMb@iD;bgaX>kdTm~Nx`+Xa zrlB{3(3EZ5?K!`M#{RnXJQ~|JDRvI4;pqSA zj|}BE1jCC&%Hqo*3|V?6CuwEi9{kORZHYg=kWD0_xL8Ffy|lO<_V2UcZ_VGxm?k#H5-C9u z%-s1q%stDyJ`*x5-GA>_OE&4vCMRgx(6^SK5lLA&#B{MxFSyqQ~he0)KXaf{;gO`XXfeFyjqw2qN-%EKiGYNIzYfs#)3eo^?fj)1Mz{aahx5>C$8AF=gu> z>`Yi<_;UdwiSu{0eFoJAa~Bffp>^^2--~~CT5SIR!S=80`%@`@|NsA5!STPv`0MEZ zFUudH^uLw!f1?9*ws#(+-qKC4d3Anit)ODQ1Y5lZN_}~8{hwjP5#or0%#0JloFMTa zEr$(vcj*5knJK>fC2}P>>*tGRt_@gORc`(jx}Kxo+xDZz%_GN+Z!97=Ih0XXN1m&37(4VwLZnu|41vc9DGU?3{4QZ!HKSKKqaZi> z%D*k`oyTI+KFPmt8KQz|0S6pZxIlUx7EhZ-g~h4K{Byabd;EO9V%%5>6r-V`A?NXb zmErgJ-(q-c(A=Uh>(#%a(UW&wm#y2BO*8^b;0I{pO`X`kKlTpcA7O92lkocACm^WH z;0Z&Pk9$pRKs)`jaX)?Z3GALygBs2v&$qqwqW<@iSJ<>##Mqc#CgLAW0fBI%{C$63 z$2!)Q<(byMH~S77S}Hs;zxgkPd5H1%cjOl+s%bg=X;n|jN`*)3|D`S+!6FObHJb{c zZ$#)Z%Rc(k&z9n5ntK21Q{n#kRR4J@5oTQE{}T0c6>bjm=NfE(z6P>H^_S@X_xL|M zgnxIb|D5=A4H3eFWr{EV#}U8Ww!n5#%$!@s@Un?WN@1+|nN$ z>}dk~yIsE&N=nL-&e-reJ_*Texpbk>&7&%po*6s5sDy<4{Gx{U?(R(l9of4J>4jQm zqX5a1c6Bwaj*X0tPA3-d>oVM(zI*bgj{p4cdEou`z!sr0kr17ogV0xpSZZV^iED@tNmAx`{#3)l>fFPqQ=xGaS6}PV!cW5c}5Hh+r=c1 zg=cu>=7VkwrkrN3}>RK z03+dSe)KFauV~_d;e&4rC_GWKxKqMovw#k`sZ{F31q+=xm}l3=7b@PZ4R`7@$Dfwt zx$ok-ZyX$qER2nz8?P2Potz#nFCA{R8kC#tb@Vg8MB;Q=*fp<~Q+v z*BF+>Gwhe$!(}P0^419#gD5*A?Wx;5!Rae8r%X1pJJBPn(s&kkQ!R&$FIIg&Xv(aQ zD_kt{$U}+Jfv<9E=OFpDfBjqL90{M6790Y?&SMLgIpEkS$SZblSyFOy-+t%Q^VTg_ zrjAOAWdP_767wdQc@`0iJ$vHFTy9-K!733+9z34<=*Vq8X;jlrqOfV9RP3jhS3IZF z`|6p^+!Of8sfEv_@`jTOZrj*cSx;AmF6xEfN41?rRvL%uQsJ5Hz^JJCx{W5_Z*iVhQxJ^; znC`WRhs!b3yxYND-I-GJux=PsWVOSNPy8H^XggZ>?tSt z0US1xX9GnebL;MQY820&AQzRj)rx_Ke;+R+jvNBe=9ih0dEe;|*B(@MkRct#!N=yCR zoS{$+7j9n2oKEFdFBp<8OR4yw6GXvBXJ_NVxsfa+SHFr@C9^BsIwkjJBJ*NmutXw; z4ad5c+gMDl<-PMYXx(juFCrr1&(?*R<Hoa~RqQkDH6r4JP38(uj%_;%9FrR#pK)_Y`d5~9R zWWmklwMcJFv2@RVqxoom+#9g~;ipHO_>zsM$IWL0E(a!H+yaTxZoXPvzn*7)ad1OV zap9?0ph?QWkPen3%mfs`8WDHSEiByiW@P5|@(9xm;Yhr8+}fZnkD{sbh(bg6 z%gN0Z$-Nn^G`J&wi;oh5Yjtbc1D0ovDq~mR=YJH>VO|le30i5*aIopl*wl2)>2u0( zArzn}rxPwjq7g-nE6h$V7xR-96eo3+r25sSYzctv9v>4y$G~_wl;6vhB>s|5wf(^iVHqUHZESm zZ(Gj)wz43Ws>=b0pgSy)mCq)rRvJfZx^C%5N5|4oG0A}Z3!ecgVE3Jk$|whm?*yK%Tt)fAj;xw&L*hR`ph_q$srU((`i=w{|XWEale>d zq-1<0ZP9#FBx+tS&|H6F{~8rtf3 zjzCMr-xh&(U5D4HpsJX~ELKZ$?YjfQ-(tIezZMaF$s&E=aT|A@l|{e~F)e=^6(2*) zz`&qUxAYzkuF_9IIOOBR?14u{L85Da+%zp;v$_0=ZI8mZoLge#+qlU>KwtuDa8u@s zN4?=?30YXq=Cn>_Zd#fQoub<0=kwINrs~r%r*!t>Qh=-)8yZHF9zA=!`9xYaF6uNgjcTyOaH-Xk}Y!@vq=C-zyxLr@9-CYV#Qjw72tpTZ8^L1uuEFH{&sWG_ z!{p4NkD{Yu2-q`*(9IwmO!(y-^MGCwiCEFqo%f~;55N1pvzmS!C<;b!sESn?fKch! z5=cm|Yg^w({5CsR1Wlm7v7X6Bk=; zxcS9gK4V*7itnTVdeNPI%ocA8SdFo;qDCS9pZxI-6SdYHVH(F>y`P5a7@CKiHj>gO zwLIjA+-^(Fug>JQCbyNUZ)HJ%fsj9St%QUG;01S% z_H3^7gVa6l&yFYn=a<1{-Yk)pCJaMj_H(VugOv1|ij7Su0wWpEx$hjn+~&7i$aT;< z6ZIVs^qFFG)x+?6V`p+_Su1}$4_U3Mdv~w!?VD^c9z>{I&hs+*NC3}yc*q!n!=w%x zWo~`8Y!56p%w~KYC4zW(VS^V7)Y)4n1Pmhd^xxV6=BuV`^%E8|)REmewdGm$AvBb< z6VOv}h4Hbj&fUWAn^0VK=ZuVf3!jpq=g}%X3Ys#x-|fc>#88#4cd)VSWoI_Ujp77d zWJfVDU!*am`}OMN4uPeT6f{++EFwkj(n(ms^m#b=%ldT?j5E1Ec87@cWT>JWoztwk ztW1>)@W{<6DPR#aGGN`wp6|=KxiymIRuyUHPnt!MAqNL3j0}Zhz5$doGqa7nvg=38 z=;*-UCrYNa6@KL8n}%?CW^DeVqGAfl>IFYm(5|j8De2jSN|}bYu@{awF3+2kR1IV# z7am~}QHKw2W_~?%k7qO&Pf=)XqV zXJ=!hVWpD*8e(kBR6*U=qrJ18nw+z46wy$vc_HoE4_+dPg&W|`q3c%2~2YOE`&@(@8O|U%|;i4n7J#a&|Jb8LNt4XfXltrc=B79 zOW`0i^>2H^_GEqg~PmW~& zEUVJU++0z{DgZE{b~$}N4ojrlJAZ+RBQty4v*bLaYH;oCqJ;4|o6x)HA<|rXi7$2X2iH2|6cUTM}2;h1?9m)b5TeX1ADM2l} zdN!#nO6g-n>-#Xb`y(^91c4nkvzSq<-wPJ=S#->fI6(KO=7Nc-rfmM8+M^O2-r1d< zA)=y=w$yNdViKNA4GwfG4W|hJatF|3iXR+n{K%24>IXLm?DDzd6AEW)>=I^6>=M|- zB3%0o`s10-YRnP~Oq?8I$FuIBbAXvL!il4%rGKz?>6>lSX024!)UsPw1gL3wGxG9` z+fNUQYo-j_KU_G}H&u4`^^AM9wx$!hXf&c!8F6JRDk$_CvQSf#ydNHxA!yA6E=&)f z@>1SPqQ_w>ZoF!KHQ}D?d=}TuokOiA7G^9Z1-n#xrat0Rq_MBRwQ(6=O;je??@i~A zlrg_elD*IQh>RCMWmG>8gk#7;O^5knsn~d>U0$IH&$=8KEsEyJWJddaI0WaB-mN;B z`g*x#b*f%aDDHEj?8};$zJyTPiMWUn=CySqc_WoLFxG);rs8Fjd@2ySE2S|{kZ=b0s!-^i%g>OB0dG-`Pdrem{Yg9O9xu8lz6P=XobdhD-HP$z4cNas5+F$hMW z6-WM9C_V|RrY_7hkM zKS)|JafYQt0s=Z4q~7ABkcM^6{-*Ou6M0YvKZb2NAf}wo&0u6J!h+p~yHiK!Dbu%iw-sP9AxsSH{H8P+;LM3iijFPu!*aS>jB6?l=r`JF%``D= zsZ1Xqv6+B1^$7MCXZQPE8yZ=4XD}wKqBHWgarfq{wK8KSTxN5=x&xsYc&)66P|9NUx zm%AuF^VC_Ay35`ojYv<=fCA{UAPSh8mgR%4P$vm1 zuTVumsI%TD+Stw(n_Ib19`w-APl8C()7_Jxvp$=_omDB`akJ(+1-a}BKLTLEZ{8=n z2|WahKD&1nLFGHfF4U-&47=S*Bb$@CXC{)rHJ8aoAr+t6d4C;?9zS7VL&-xb#>>l#8_q3GjDkeD- z?qqNx)l2w1%&$Wz^Ru4OC-uY#zdHXJU^Z@j;t!|QUn78N@fYoliV5GEP~73(Qf)R0 z+Nu2cNt$1~6x?LA40lpr0o{|p=ToFnEFAWu)7nCKhTWxiJhJa*B--00@2H#ukBV#g zps^$*l1AQ?>6KS?8J>>JAghtR)tGI{x%@W5%xrh{8oQQS%m2$`DjF^+`+ALZAu`KE7!$miwGl-#DYqr>L_ zd7z!C{G38Ua&0s$h;8fW$;-~J6+J$V8_%e0GGS(`kZF2<_#k~_id8{Oi!Ty9SitR0 zUJ)oq&8G8xvC-Pk19Gme!6w(&Z8t5Rms0>Vm2x@YzWPo_Ni7TYf_aTXIJPCQqA<=X zI@lFa-Mxtjxw*ck291g(b|nMb!X<0p3tX&>F9V$^NM;*Y{%u9Wq{8;NOX7oF@}TMf zKC{EtkXoWF7UMze-)80bmETv;|8)F3371vp`+9%!7Mt76-RB`sM>>@z(Lx7NSvR+~ zaQkP0mDc^7Ac_>gzyLeW?UOA!?W4`i{0u;w0eMTyZzk8k-vEt?L5Ma&`~{@SC=TOQ z+csYO#F$f2A#Su42N3*%<}mTR19#o0C#EvZDY1I+*F~?V;`I8yMbP z(d$oQO&6PWe&?D<(%Pl~T;RT4_1CXaWZVSOd9|)GZ5{7<2(`3`LU7^==5NkTdMC9^ z_6u;zW(lsX?;Zl6sNWjpsJ;G)zHG}mUxXPE6&_6|61a)Ik2O>>n`FL$+`TjdH7Hk! z)o6I9y~ug4rn;+IZxsnJCo&PJdy}!T`S4F~lFVI+@zZW}5F2Tjt2SAqOzgB*LZa%rLDEX?Q>utivN*q4UBby4?<9d?HcvuktyR#d0Evg4VQCj zpn!wuHHVgOr433e2wl?B2tph8)e&BA?GV(Tp0U@@ATw2*JB6{ZSbZIc=bAn9!8g0n zObG0u23VQMhzy9ApJ=23imG0d90jL9Dz-3cbnDybmOO~fRH=1}=Q8nI(M>-a&h8x> zo7+8i-3zA22v^1TOU6TyDc*2h+_eb z^o=aZWxW9+9Bts>Kkh_{eegJZYxsP5ar*C&R|r=!`G?uyzY?Kifa~ zRpn-Y$3*)8?#>dba`NgrD))dqqNXEN+el=p@7!nj!;t`N6a8<($gHofFE0kG9Pu2FhxswL z$+~!d{M+(2ORdEsC3BGXBsJNwkH;}SF77oSAK%>()P>c?U;~vD1urIJ1A0`^q+Tu= zq~$0R7Z+CqDIs%m!m&MSg#)t!vXZqLl))4RF0;;MOT)Du1&w_Nkg+p%V@tezoLc1g z;^5_Pj`;KCMG&Y1J)Vjzt5UWb)M$=vZcZT~C1KG&{*^w^>~&e_mc`02 z_Qt$?y27*_8z`^g@57{+qkN*6n9-txeG~g`xz{@V&KmCBFiLB!UPo3y?#T|P=~Vm6 znX%Oe28z8FS&NPa@siS?mcsXB)aR~09e7@nJ_-kwX*PEpO=i@SaRjvd2YxRvYHIq4 z&?uhk+n{j`%@no(0eC8>DQTeQwm=+Y*RHN2uv>h6{S1HJ+He-?P2!p1iv_g*n1h7_ z&PqiDnja+#i@ZNdwBbfF52vzp#-LK+Fe;WNWn?#H`Eq>yYt3sjfN${`KR8>LE z8A~Lv@Ph);ykdL@YEHFWJF!0XJOf$kj^NMh3HwdeI$ zZQ;;HFi|3=P`&UP%%diX$zUS&r=g`4&(znyHc$!#oDsNwD3+j3ub{uAyjh z$Zlnt#k4AA0;a2+lVBzQ$LI4p#bm*3C)zd4nPoxv@Pk4ch~iPL(y7GKa7}A{&jml>uq!I_?wu!n<0cG<4Ug(K z7zJ*+8PvEQ7(W1V94=yV#ic#ea{u|Dscp7v-{z>fCG|Pkqli~6nu4+!A6P}@RSKOK z7u3EiswJ($hD3g%tp+>nr)WW%xp}b;3)GbFiS|2ba&-D2*=o47}wQJ=Ejhe{wh$Z#^nfuYVdR9~gpXEF&-dg#Y=_ z_`DBZ^?qt*B>@`0H-TEpV@QF9hR=)wjn&mQ>zsLwKjyetNfUs(iN9Q-kSFY0rF=a) zo(hngsxyM^5e-_lcCxHbdogJ~*Xk>F_EADa$i50|$7J$dQg~?iFjFG84GL%DBkY~x zrP}Os@hdkeVUp{R>6f}%j_Xt{t3SQk4&D{Be>xc0qonRa@O&pIe+i?lR5btPefXDt zDbsiS?(~V0*qrtCR!|)t$z-0ev9YLBUX@}ZA&ol)N(_;ydK<1|>+)rLmrsmHt5e;h zhDK(>GW>*jSW3UfP|15j)T)O^CLV!Rv?$oeew3s_bi!ZG^EBqqF$&Ewlvl8lp`^HP& z>z}a#`>gBNyvz}a_-4}YR5Im>`4|uo1!cSHkT2pb&pPPHy4R*^wCNC!PhLeo+1$c= zcQ?LcxU&n|Bev9O)vx4+)9#%6aj9oxeN{RmAGTsXGQoUfjpG%f`CJ`rh$;cvdPp|I ziP))KZpy2#rJ!>)SRFEM7teoCF?uRbebDw{pJl;c(&C+n3~`Ji9ZJLJR-N{6-GiTN z)@iOXR55gg?_(67wUs;ykwCTF{k=uixvX3>PngK-^2p%iF}U1XmMQivOP1eaXcg*% z#WH8o%GD_edN*{qV_A>SWPEU-U*TCzuql6Xm!+T4x@6Vt;(skt40kOjB3y)R^9qBfaGQ@K|Dk7*gxrh>CS>2riHm8F~?ynUd|TxFO5RzW1k`V!qhvM`g~YP z`cOD-@IJr)OS`e4jS1d>Mg#tnR~Wz7obtKPQ68IR7khx)(e*Ri4b2WdNNF+TVeuio zIYV}An-IK0&5umx-6%x)Su;Ct}Q~E@V8hdbtjRc2?UDwG@LE0|W+gn}lv(aHM`=XzwMay1& zh;n0(i@3aER9bB%a-rECaT;->`%7IRbmnm!FJmk43Y|Ez=a12N(6St(=J#8A2l>!3 z5OY-3y~1CRn$I=)c>VmD8Zf(;qyZ$LKpDwXslA04IeL_lA~J<}U)0GvOCz(bj{D%E zu&@zA8ThJaLoj<|;o%;$;G&oY7E@(!dv@A^U-40nIy@%Jdx0@HrV8bW zw^8nXc<2PL1qTSe}m%azXTpN5U6WC=xd#xm;2xMT+vX`nFIPiT)brRdP0|ywiymyqsBri&GGM<2Uwtrjj40!r%M84;HXQ5-jhlM@KrlxPAnN}g}!6`$idLH1A`QxLpWQve8Y96@OG2thJeKti7V3d4{mSyPJ>i#J=fF7vb2!pFi$5 zx8qE2{u!8t)L9D+Jg%;fkOp*jK?D4oxQf9Hy?sy zEAvgfVW2xECPRFTFLOE?95zB*ZkWfnrb_MJXwKe~``N-fatCy$kmoIaJbg(M&C5Nx zyn{!0hg_hDCz;#`;eUR3nw-QRt(6}u|DHO0rE&DL)w((X@9|G;*xnh=##K`VLBUk& z3}sqx(C-?#s$KF8B}H$gHXJ`vL(cDSpX-}`{ z`-yT@GtleMK9Ibyw^$5pZS_Z8rJ|wp6H4;ZYI1twfV-bwP{EQ>Mhj6cU~@fe{~W%a zZ%z~0UGk$2(Odb;n+=AQvD#Q0w$_Zl+Dzrkmh%Zs|NPcL*T_W%kz3wYAnZmyqvrna^LN z%6YBl9prLn@e<1v#bxS@_ts14JxmKU;2U}RQ@*<^h81%y5fP^Iy)!>4Qr`?cSsdu{ z>|(GBk!<%Vwc_2?Mw4gOI>P1d0Te|@IK=VbH&r5+!z0zj-~Gz4Ej~U1m$%qWUnlG> zDyy&ZV6J}6%#=hLvlnRvfv$~&yaoH{vG4m(S~JjDoxfAidc6{HkYWJM!e*}QA6i6c zYj*($(?TDM2kYZZ8J+7z{hciVIbDeKF@H;)2zuEakb1@@ic6=pK};Tm{__Dg*bG2F zuP;p|6}3E8za-yFe(UkVh+6;SN8%T=-vd9Ab)fG|_%+Z+ig2YsTWDCb7IU?-apPjSI9M zT@!T*5Yr?LF8h}^F$+!n%7s;_t8b;(oJSniENfEPkp!rtb)3EkJ z`Vh8v!x8Vu)1lnYi@E(AJhHO+_}Zyf9Sh@QT#x4g$6|@S#MF*I#l*ylxh^`q|EXm? z5AhDh?+pZnva{a7UVbq(u8xk5ta&WR=JtMjuFb->ek5PyZg^mxL_b~4s3lQ-wZ+q? zUZEj4M+;jvUN$eANw>j5k`^Gby}l7YT1yrWRssb%9FCa%ggci?xL{B} z9xW~+Z`l!}z6Q}#+5$Q@f_$c6a)vg)ru5|`13Set{UFhyIW#D-MtEOFa|jDPD$@0U z7v?yBw89;*MTN3BVF|-1^k~lzJWr0j+aixb2Z6G2>m_ffx_?!q+3eeT%bi$n`9d}q zgR6=gXKYd2t~f4=taBz_fx~Lu_16Je1hB))-zImCB5>_WzVs7*^#rXztDamhK{oe6 z4*6T1a719H>2|x$2@ia6=sQZyVdVRrjM&tyufUM|3s?n=EE&)6Aex$uWQXj<-FdO{ zD-(P0!MGtWad41NS&z>3-2(@ovn_Ij`?!RiWczl?b~VK z==cxoi7Ko8&yoP{8jO&?}=Bh2K1GL*2*6dcPfC zeO#e+;1tlh>$w-yG?!dj)Vf@W6_`+|b$tu{9d=K7Xc5%zJqTSU@-1MGb87WYfv!~6 z%vS2|OuU0|puKpWlbArMt1F~l>x>*ruhCKa49rSdfBFV`8g~E0#r{A@G!SNIVtl23 z@#Yb5-yT5}^WjAGsUh!Z12r?VYHKl5?pw9qeP;Y5A%R>pUlTrb-ua#&s|O#FkwFQh z{^R^{#K>-p@248--@`x!-QD?k1#%|M^K=2h9vAQJeXDMJaSlgrin?`bS)0g@K8M_v zzTlSsh6KL;&3LI)p9AMShxIMb={fR)ox;OaO)5g)=_TNAb+>NTrO!NenHLk^c^91^ zhu##j^-)R=o_w26wD25CUbpNYnc1!r&MxhELqEe+=k4uKSh)8*;6o0j8iozmZADz1 zww9EPBZdB~>CdzT;v|QaDo#?K6*kswq)l7r&C@nw^rY8lPv!H5L`EUs5)*@;24PBO z>#CYHPo6?he|#YWQkR%-aJG5N7Jh78E1F`Maqlin^P!M->_!#OIzoHfQa@ZQL#Xv zAPLyMz36{`y+@dB!=?yC6mVFFwvb;Eydjy#Mtk`t{y~7{cYny@Jhotr>s|YqmVO|l zo*W+^n54!I2PNozyUbHXZMk|*P+@2LDfhsOkPvlfW&x#?qo$`)dkPZP3G3hH6*F;O zGRuw>25Bm3OJ63h701HZO%ewhSKJOBsg2ap>^^~#fksed^3o<>{pn_r=)$ zyLb9?4vG0Xu8blqP{u|fYp_3n z6FT_os;-wYIQWBllf|Tc*V>zB@{(+^x=sZ*h?<1Zc+t;?$%EU$6DYGt`7`{98!EX*`nJC?3?`#k&@-#Obu-Xkmn!cNq&2Iaz&X_d3kNpZADt@3O3C6d z88)8sf>X5;xBn|01mD5~&rJP1B|E;a%Pa(AV0Y&L;njP|iMG6qHv}niauKC#-N+p7 z$4KWy+%Q0fnXfz-h$eqR?Tm`U0TiZhEyCg!4?G##8*0(EG%##=4Z`SU2 z<8Z>my!wKXwA9)b%k_n7Bp-YB^&x=@XGB6pfb)DIthJ84V`o$_DF7Tmu=;NY!#UBf z?sB^apGI91>$rtFdo*PE#lh9ueJEk3EEREV_os4y56>lW#|u8BlV6W_*|<#Y5eQkT zVVYL?5rNSO>rF@7MD#80)A5TKYr~Nl zIHYUMue~BZP*c$hZDk-Tlrb)U1xp}CMe`I~bMWQ{YLKa@s5aPa7Ji@6iDO(n(Yi#l zg@@(63Rn!>Y7F>Ps(ds;L*(7I_C=lAhvYR5I@UAyOP>Qc-xK4>f{teB3F^_USaHjK z$?EvvEyL~JWK&?KSl%nFhUP}T=O;NHSJfVE--o|6U*6t#{1}nF9r*0-F~Ga17w-Mk z9cRmElc+>T&y<$2w65e8ky6njz~vyof(F@u895DpUAHd;+O_-o0*uK^vRK$YW`g|+ zkCN6=S)-HBh-KuL#eI{m-95j}tJFg;>=a*da##p=wFN3l!yO9!gcdj!Jc|(hP9mNo z`HL-!l(gsb1p=G|xs5bjYTz;RT#Xwxo!Oq((6#yFooVpX7vi;>IqyyIRon?P+<#ZO|FQr~Gy(cs2W=rA>z?le4kTuMz4D_PW3S9rsLT)|Bx>@;8F+^$@%Vll=km+}VAfP+S(l zNlKuAxu&exNT$O6<{@{X6|W294))l(rjf!tfbqSJS-6)!1%fuv08NVTd_mf3; zNZdJFXj;;gd$Z5VDy%Z)tb}fN~vIV1Xj}b^F9|L5~85(6Y)l-w~ z0mfi=t?_P4^%t$gNAbO-+{tcNf}F;%le#b7b3?wx$HVY{YtgA}HLd#4IPuj1pXCxJ ze9KDxraub^q0-QRfEZwaHFYXC{=|#NdlR2UXd^`Ew>~mDde}PZBBSI1*XZU`W50?8 z^e-I$A@7(DK!M&1_?8COLra-vj*D|4zUU%QtWCj9GPi-MdUaQaFZ1&#jG}4D`IDgEP)iLWARd29H)+v1n@Kx-x zf$zgl05TM%Cpc!qK}yQ=TuAD1+acwEX3eHcO(IR!MPU1K*r0Op*8dnno5X+IH(lEy zuDIRdLk7qbG*tD0p>6}T=|onG0RZe|WPK^dKo1=^ZkvRjC%nWRS$0{xyGfNkHnpzh ze*XBt;)gWZay2iMDJnV|qyO{doW#$d*y5eJLS^*{4s9)OgQ(l6YGoT2eMaVM`Y*AG1)lB3?U7Oi!Uh#XQ6C@ci(0l6{Aj?yT+1BVLfYKh z5q8ib0$`360CQNXE0^0ppA*y3F>U-#CYW79yoe%5aSZJ?T(_nT`>Z8*MD%&Ms1qNB zOP!wLG5_~6G>3-O)Ddj+HwmQGy1cX*N6d-=+wAKu!DmV$n)0&2`eOMc#gu5od*O>8 z^ZS228{G97Hhk}3L39ldKRmJEi$GTh9P5?^4K*26^{8+59nAY#WG-QtVo^5EIy&13 zX1 z3_-%&lL7#`=r>#7UEH%zUtZuDE7HWQkPJMSE1TIJ9@G|dbyKdX&jYRj0xE%T+tz!@ zDy()vxURk~PjPYpQwnO_VV<6zcUJQKPgd4I(4!t~i_@mklU4i8n_pe@D20+oUW3z1 zC2-B;Xpa!}b@C(VJ^;^#jDkXd8oBYdTGi}wB(~XmeI3j7fNN1``p1@kxoGb}!i0-d5-%*|QY+<-r%T`375dD>3)l%n%g<8o7n{tuTAM5e z_miHQ+>1MM69xwd1K=M?W!L2=8tdv^(xl1w(~ryr zGDQW2RB<`$T}qwTKw_UwVCch5XCN}+RyvfKPHlhVZEH(^5i7{7eJ)uwZeaXAM&F2a zs@eqsrP+l<+D@1xJTGO55QR?&L$?a6jRO#UP+u zsXK`ffm4#1%dT^2dSwn zM9*v&G&DPbBc<{7Aruj@&XLb$#O(yU=Ie^QH9hZFLfYDdh|f+QIEV*M%=MJxVf4+9 z28~2)YRCAV&hnsa6fEWAV&?K)_#d~fd14~I6-7K5o|yIpq#J;=PMu)^x0!`B!b2Ui z$`)hOTAcR-f8#6`kN^R%qk{m&7YcMc1}4Vi!t8!|*d~8{0Idj3&GdDzG0R6q|M*dW zfj3z!*mj4&q2=(D-F#87zeiuDnGf)Sw$X?H6bly8ouUphuSRGi)rEW*GVlxa3Rpp9 z%6&6J91b!U2?DUwd>$#G-)}#ecbD&hPbqK~k*4f2C~sS}a+%G0YGwk=F+dO1SnrW* z@*QG9-sO+K5=*E#QOX~0VdRGKRVTbSDEf=(`IQ&l%V@x|JQXks9J2>(CxOjRF)m2B zV!NVTo4)hd@d7iXd6DHqJ>iK0W1sxzch7&lm~2Dp;J>%q{2dte?B{!22Hof!cip0* zAkw31Vfxti`HLKRQF&nQG-jYpP?+Y_yJB7tv8?utCp>)y>15u&K8QP&Iq>N)7)$A}vOdKr5Kw_J)raN&C zZtlIN4X4|z?dz4q_`M_U1zrwI@c|hk?nO6~miY{E z?Y!vOJ^Pm-Y1-CD7#H%A*?4RT^EY847YeBHYRi_KGAc5mNwaLe4N~N8M7$#5|4j`V zdIjfJiR2>>K(`>TqFuffAVL>i{XIg!8g{~+F!wfZ+p68j)#(8X;&G2gbQKb| zie21@l0N)WIcpMiH4NI!*Ot^F>C)^g&Bp`ug9#dr}y~ou2caTgt~D!U9*7R zSX$srMNQpv$iR2|2zuPB<=w$9Gj4pQ82Z)$3e$A9=kesR7gj{p`b0@_bw%Z)!*@x^ zglLzPrwUhl`+EWoT6}@ep83E~0HHOsb-KB==hM4}B#&?|M;#3k5`8aGZc{Wla`Z%? zTb{*~&`frSa5`vtH?`&q=QLG&wwy5>d|L7Cxe7@Y69K^Q36eClV_B=6X$}m>w!i5I z^Q?`~!zlW!>T&{1A^3XP^P+_J^P#4qW?_^oE*)wy%y( z=5S70w|qLF%-9kL_6U-?>MX$}$>j`7j$^!z^d^l})LDFjbpcBS@MD5Ri0sHa~Sj<7c$>OK&>PJ4XETp%x#& zXIp%>e7&|dF6IqQN=yWcKw&~quW#CjEKHP&->Yo39U9sx1V3sJ(XDC6buNt9yWySX z;%aM}-#bsut|n@9Lmd?GZ}a_0tT6?pm&p8eY-|D7z%)vFH$fYsR<1qJag4J|6Avcy zgII(Teo@45H(b~=B3*!)~Iy=!=Y=usq$=HS5vcmH;1Yz`*2m!Qnm z))uMR_2fAUAuq0N=w(>#T;kBsp?C*qb==`eKF_=!#0TQ2H$VRqbI5Az8V&yrP~CJ` zG|tYgi>r$k#>pM*htdEysC_xOy5%Dmf%#EH5um(jJgppZ4qMcqL~QYDGrGo794GVD z#;j1A5{BRL=uJ%7nQbnOk(k=|s53Kd$pB~8_3~HI%Og^J5?alWKm$sp-t2^cV`MZ{ zVovveu=ghZP_A$M_>@YeQl})@T0}+2nmtrPD9XNM&%PUsF>R=9A!Lt2*0Ha{6h(H~ zx0$hzeJ~h|nfcvQr}H`I`~Cg?gWvNy=hfJr=YHn`Joj`7Ty6=YWSLqNZsk<|J!evks2{L*!Q@az|5KL*H$%EEJ2fWo??<$@Da zxJ0k^^UrnZ@NY+di#Wwh-O^eaRY&flN(!Hn>)HpgtP_5B?w-(%Nq4CtYa%bmh$434 z5Dl%|TLf<`DT??f=ADh1Lv*Bsas*de*B@3C5>jO*58JNu2y&YgmxWqh|^8?mo9U%L1e4W{>YPt_olW zCPJ}wJ?I2I-3ckQ*zSHmd?vT|oz)YOKGzzP8v*kI9NxA+q~+jWzXBE0z;k80=y0Nk zSDf%^-dUt%=wrvlaeY7XvK&YS*;N1weUq1{d*6ZCgDd7V>qT+#{rOAD!13R?PfpU5 z?C3N32AcLA$S0l+0N@bLA@gj285I}=(@-4okj4N8<=Bp6K#90>du-L2R@-7^cCUch z0SI90Jnue1&nfbQEHB6@KW?6w3+$R;V|=7`2?(vsOGez*r{+GaM2{>fVy0UGc^P=? z_}k69;_L6M2&>(g5%$ep_rc^Fe!Hi@NX4^x%-0L!#steeHML z;Ebr8$@33-=Z{R`r@vSfO#rc#>kTfh3e7AguxOb^l{NKHl%LN`2Hb*=khw!we{Rp5 z+jzHir7`n}bJ5_+@@h2jBXkOLUHGLBxws01>#h^MQa-Yv^4l6H2Y$WfG|R_NpN|Jc zo&b~T;uDHBU<3bp?Yh+HRO+>lu@Sa&z;(Qv<>keg!yuyo^ikuD`6G(0_jpAGdrgj! z>o{->ch7<{I@MIq8^%7QTAf0b&zCubYR&i2r}Jx3{EJOnu>{wZl?N!8>=vm+-;quu z0jJ?}4}bL^%LYFDoOE=iN~5T)k}HkR7!ZrZmOxSzHg|# zx5`C(TM6(Pg+Pmhg6?n#npOp&Mmf%`H=NB8DNbA%z~Kf#CT<u+C0dHfk+FqN_f!C5G0G)LS9*xqgK|CHFLI7AjaFZA3^ah~8$Srz><|P18RX#1 za~-y=tv=D$IFNXusJRtyqw@hFzy=b1nzWFk7Y!m`;y0HXkyz>HbQ$HU>B+-u9_B^E z!ooN90oH04#o;)zI~BTFav$)7N|@UmxNTvov7?Ag4CJJIpailZz_y*({xMk;UP5(5SDPfyy20Mc5tCjdyvNh-^MFEYnX2i%K99-OD!DW#7Q)q=z&-)>C=tD2ZzfVLHN` zf9ELB=z-AK?7IZBy&f`jF!;9iqX$92CD9peEi+ui?kLBnj0|&6t5Z(NnB%X%>DOfP z9v1#eqG(&!slh{l+x*eq@$BmhAMZndv;e|K8eU00tj@Ht9=tC26XZohFM^bo zik@V^W-H}Kd%NNtzq7o&yuvp=2M73^d4BHk^qRexc*U5aIzO1*<+4@h3&X_4`5&KQ z16V+T4oH9~G_ASqWy3O36Z7C(yo6zL1B3D3x@gl;Y#^ASXrjhGV&Q%1x@cv z){=j8wjM1#FC}%Tb9v+ig9~S4%tD20*0}tdy9WgK;vujkpz(vH<|dC}APEbEN#p*Q zOG&k^he!ztk#W%saU+4tDW;*}Y?0X=K$4((U&h8^G~uX+cx8kv>*@v;5hy?Mr` z*QuZX;{uqNenr*&o0{viMR7m{4%S%8d=fbXV(iW3!Ei}t^a~K-?vfES4ymEDbP5Eh zbFDm&fG%(9Z&$Q*0CDr|@*G{M=;G&R*6bZQipuQBFI0y;Y&j7*ep zJhG49TI7m^%ji=mP9{*twsZ0#x6cXpD(KJ@tUa}k$`3N2chz;$Dh6Q4D(CjAy=FCR zJ*3E29`@x;L?6QK-M)7&*s29iTantyduB99+svU?w=5h-3nf-49pC&xRz4DBv>lti zHW2m!!s>kwAZtMi^qtlIl%WdH*H2ZPu$6mQ1^XryJ=lQ?_i>Tob>Yu1nkIvEqhHe# zZ;PTSb&i6@Ip`peic!zGy4Ny`BwC=NWv1YatqbX%P@1xW#j%{8F>e?auhd7ds6?c$ zn>JY4THeiSn0tPV2oh zA9W0B=Q7^o>*mV_G9YOcE)WIkoWo@Sfu|T76`%*9w)a z<20P+&X&XiC1+Gxa;99q(y4k^^Mu>KhwdL!D*~Awsfr z<+oi$!<>6sQQ8TYMH?ec5pr9< zy7aF&!2wH)`sWS<1(pp#8$He=4@aFzV*LpRA`go5$0_ngPqdV=19>Wg|D)u%YX+f5 z7y9q`I{Ybz${G1`DvP;6Grx z%bl^$o})$!AJwFTN7EJAz^~BJD~Ny@`lR+N?k$t%{2sWiUt)i0pW>0%=RSZ`6;|H; zl#m=r?BP{wrSj|feP6T?PmCa1k!ck8!sL6B{B)(QS0ksvb1&6QD;;z@S3INP$izffGqNs zqN!kio?+4B7vV)}x;$x>!rYuD7?3_!R(r>I?BTmO@M~!qWk+i%48TjB9c&!#%PmCt zUDLq_t_*CpPict)4Cax zb4$-f=)eK5XR6e*WoPNaPsg9@+&SZX(W%ZqGRG>Zt|Q?tC}9Kx_t1jQ>UlWDhrSE$9~`JiuAD)5d|sKl!hUq*DU9mTj~z5 z#|HLlA^@lsX4>p8E@4>?Zwgy#Ob-{y|w0Nl%?Tg9!S89fw>p7E?y$#d}-J? zY+4jE@Gxbx@L0>cQ=S`}>4=+*wOB~tg+o9HeIKx3>Giws%UL^bT#kIT+Pln2r~KOU zm!7>1Gv-wWu(#ZC6p|q#Ze<2iK8wTUhd=`Q+wA*8fK^d6|F%17{3-jL>kW>}0tYD^ zI-DdXYg8zGXGT?}pefMJP0kz=!#dQz{Qjn3*|buQncxL{1n3cVNf(@=mKoyQxho*u zY5ef1SFVE+mwse&#`j<|-xIbAg6T-aaex>0$wL9el5jF+wti1;%nlE}wMvz!aVuE9 z@QeAK%-@$9m-s@1z5lE1^%F#i$vKxSKyiQfAa9OM#N+}G!(_~uvDJtSTNqHf;JYQa z!R!|ifx65r{>sb0&YQ^V>Bn%GY3=^%4`rVgwb~dpnd)k{WeYi=8b5NcdO#LP%m5>S z>dS`1NBT9iJ`|_R&Hz!>ZwjN9)z^Y@_Q#a=s9hx^=zhP3Lc-a5FZlZV($6V< zhFZqn6ifyCfD0D9EjNflAwF*lw9ljcPsHj81!}WxyQo)54f$+l%YClVSGeMTwLU${ z!qLwH-X(Qn(3S%}g1;F6RA3d-kEkdzVCV+?FIKl9D0W( z1-4`7zl@;SeRJZ1lg?0Q*l|k5O3x03?8i}O28!hGeJIbK+Y^8nMMo&?F50f7F~iSU zRcU55B-ez!ZOwSAHa)wz_>DxH3)VL?3UQ%fBqw%ICr|3`4rn3hdxx}W{VIDPT+G7q z^2g#@_h)Fc>D|0;dMubJbJgvKb@AJkuF!G^sFH&0k?efjW^U0fRg`_1nep3&rSUwB0BCt_ISj(p=?upsu&hAT2a*_3kb7^+Zbn$PErG zOgdX^P2Zwu@Nvn=hkF{y{ggLNlh2x`6jGFwry}nGEj^G42DuUU0X_HmCTG+Hup$l4 z&@W=ncZ!uxtV++ax}aWQ7(U|%*2*Z?58;P9$VMF&7GT3T*(wF=#g zo`WAx`fkzi^7~$Ed$nG4w%pbJI>+-sJ|LXfG`{Kc;ohSI;V~3OW=q$*!K|t9s}l_{ zkgd*>;D49hVwXxj7JTwfk54^8ifh`lx}m&z+Fe=TbZ}CZa|P61`2w?xph#aJ4>=E|HCMM-(%&1uXNvv$J5i)6nzh&&Sj_nL&K55U`kh zJSp$~n54pv+rj5&PKU5aI%B`(u<)<&A$EfwRMbK{osA37&q`q0PxGz4QN16fl-9AJ^JZoRV8_P?N-vA37)wZgFskwZX3I0I+bIkE2qXb)|h zAb}13Zt*>RBHb<+F)lN}mEWIqSFLZCLxCw?UqGobk7GpJD(9r+A)mBeZzf6-ONgb6 z9>U}w80K-h3 zA70W;6eYIbq+2;MklOp+V;%>9$!(*`gXPvewJ1KZPa!wRBXe&x+$eTs!@{y6 zZ^UBU4ad#ees0Mc{U*6U$~=qtbja-oxwwv??PVid_hXI2eC_LSrq}1b4WKV{bPC0& z*-WQQK8W1g9Qk~>Y+|!$)jQ0qb%G4-gwl`Z^h0ZG|xSVxp6atEm zR7zX!)>aeZWcHPx{K$K;v6=NfT1yS!e|3E$`IR;G!E!Ht5F3IcSQ%oBfj((>jEoEH znS1K_W?m44Mf81gt1x8U;WFuq6E8PG)p`F_n*T9ygn@Y+9*-Xu;r-|o^=9pzs9f6Uor&b>@w#l!m*M-8m*(w53;@c6rV5V&1&uP zq=V9H3|K~nshKv@4>AAF_JPkctbddIOue=W#QCHp{@4|QUE$o6I>+4(k6$KKR@NRNMvtuI=l`=p8^=~p#4mO8$LQBB?o+MzIEw?E%r-2Of zreL%=v2nx0^itHT(*CL&YS*{f&WJvY+nBmwpee2UIbf3RzGSob9Y@x51iiJ zI1Txd**8t>4|9|C~h?u63J_~4Rv zX=&NTOPBVa_2SjmK25 z;x$g~q51$U64*vf7YM}4PMnD0@VhsA^djK4@7r44yl`TsMvAF_<;R&M%_hsAtOA~y zZtM`SnF?N)sI=~2`S{22o*gNJc*q~4vWrU=>3(#`k@J7J;DJS0=-C%kr=%4sDSJZJ zsh6~h-ut_DY5N|<<8J9hSyi>Di&w5}1|J6?S|C3sDTWR!ey+Dq>vIw6Y}B1K`~4-K zy*mAQy|jsM?80BG0q-rcn%mwJcx6xbve^+a`+i56=}p>ZW{55{%Nrgms};hDUskPj znzAe!i|TI=~XUiM)ULzD|ifb~E(}f&|4ik`OBq;7*(6rvbawz7s(I z2ID8YaA>PiioZ2x27XjqufW)=Qqd8+<3Bi*nP zTTK-cd}CPR4WE^FZy!v7nFe}9UMFhw>+1gsMd zVP>#$H4O)zVg&V+NTTfFTyoNUkGvYTSArEv&;8v<4@Ftr(R2R}B0JYe(kLN zzq{rYHV)LRKR4xWFiN0dNwgEe%-ot!e(%f8e6i>8|9Pw5U;CL!1?A5$jFF&lhW7MSLs-(gl0i_nLwb z^RR%^y^$*d0X6pAaSn>`&~WGZMA#) z!$826mcmUF%(mT*_~t3fithR7#31gjMgQN&nCg+nS-Bs_M553fRV@ zWZLsYOs7sLN((Wsv$dWj&(Z@EH2&P+(TP63K0JV?O8RUL*-qLw-18r2LV)En5kM0n0y}tzk|66BwDrk=TzjW5EbAMPci!!h{Q& z8uqgMm$vhX^xqE6;L^dpQBhWfhD)HacXfZv)TsXN6>k*|B}1Nm;$Z`tIKs@Y4mt7Q zc}8Yt5NgJ~O375`O3eN2haSCG6PVqr{O{~}e4w6w_a}9KTbL5f_zS^(_QAkbw=cgm zZfw2(&x>D3P>`q*y-(4L|BJTo&!jips#^&}zyH~QE-*o-bZ!26q6TX;E4@i#3;PtG zs>K}n=ypLk?alc=e*^BAz#QFxzWPWcm-f5Mexh8fj0+9(9}KW@b2Iw_&B<3s2^Dzi zknD-I1kCuW9r?(+FQ=xaK99hSDFYESSY6^x`V&sEW(v|5>=R8MzGfg^zAo=Uu>Oy0p8a)7$YNeA>KP)- zDk`2wbnejHd6t96l?b=r7QZ@pc;4_nw9mxL3&&!zzJZx2D9FuS7%sea_1voqXWl|C zT<%ss`0}0V-t*@_#i=Iph{ng0n4^?~uCOW9AKBVAj$_4d%c0#B_@WooCbm-&1t$_5 z5Gf7?6kpr8uK}R8*W&u@PfO$gf<{*O5l5TkCztYqDhvndhxVF!T)K2=PRAfJCZ5gu<0d`AL+w#rObtUQ_PCk6}C<8`X zhSk=gQ2wd?pau`;C2;EA&8#a|uBam4M14vx;Rk>4`@%i}X9}+YEI*YN%+*0yuI3lD zl^;s;vOLC7f^%S(^foR)t<@}bY)_!6MyC4Zc|(IK{XEUF?M7?NsdcEK!B4MG60^}X zt3-#!aL$@0xEZpba>4^Sul|)Q^}6N%9{=ZokT2|wa1tg}C}0)0HftGCo9>mm)5}Nf zP#0Vq#*XKs@9@qmWn|!{z5cqo%Ln@ia=00@U7#b7S!1HJLLJoHFG)_P(`=l2C8I z_1U6<1vHJqJ=IEEje#4Ugg`uB{`aPrSxtQu!6AR|JvyZL_>w&>f{w671qB5SXh3{+ zmMSXF$gF(1o~+%vU;-*bRznGO0}HLKtt2~8S+VQEuhXmkv=5c$Kl_5aEm(f*YlomE zvbVQ)DguG37#alqBMO?LnVZeOvkXPY4SCFnvBPH5f(_fqQ+x_BQQfr>nr#WlI>9Z*Iuk)?{lDubYvGfh>Hbt&K-%}MA$$_% z3Vn={e;1Sa^J~%umX?-+=-rZQjpX(0mhoWD{ww0(F3DM?CEy6PGiMj@z!GmH~Sss8r5%V-+a#uC2sa2iAK)2kr|kYIY{(%3Am zN7(HSbsghgKko7q7w>p~b_Of-@_%N_>@6t9OHY31C)(*c{SV~V)0pdKHXKJQuj~0Q z6JfOh({Ey~HBy(OQ(M+Y2!pv4zm54A#5NwG7QrQV*fN#6u23os{r-k!8%rv1JVDin zN=P^=wK-_H7F&VJ=qm#WiS|xpji9(VyP*lWOPLu@kY9bB1jSZ?Gl)lWZNVUf|Ml-d z7(42+G2ch_L{GQIq37ii5)#}oUIX~a)U6s_0&XQ_p$BP()`NHOKho2STPUarNL@D2 zDH(sXwEbGkU$!Cmr~{Fjemle+voU~oFax#I$*7h3VhKX~`_)^y<2VzW4u28u-7d2X zt<)Uj>+?gRa(?S~J5A+uOid$~t*xsjJ7kR72%Cqi>kIUYF3^0w<3*f? zfnts}uZNEM7%rXDK&D6y*TG@Sb@&wH4Yb}gIF1~%JSvLwyi>QHA!I#TS>)6qwU8%D z98I@%A6cK<{>mKiK3+7{(aTh$J;->qsuTaF6E2?$!dmwsYeMJy>z1Y)MDPa7zpCc^ zc>^D1x_EPaB-7T^%d3VM#LSIdrUV6XR@KIgxfY(*kprc*jWEq3q(ULh#4armvOz6@(|E>V|R5D4l;|4rp&scLbUj+;?TIq(I zZTlFp?9+rr)5u!Wz|&wYc8f`9A+y~HwD;w_YV^BU@7CTUbGeLgrcF=b<_=)QfY!Zjp{r&K8OOLPnSwDUHWEDX+_M6La@_u{ms$j>f6Ad2UPN+;R zN}{E}S*6I&jm!bFFRI4l&}}~=FA`JDwj++56`N(rchMj%V~BHFv{V~Qd@^)77hAzE zO-k}u%hrO6&?q=u+iSj*_genDmQs_UJvxTfi1fcM1~GR6lyA1Zq9UI}+loM14VN0N zDd2W(LYBWlAcaDwKwX5Q?2-`3*hZFFDmK|(dlsW=^0LWYwU6T?k`J1{7B9Ew_7TRX+d3iZB%RQK}o^7a0ielOw1 zs<;AdsCb%9dj09Zt}#F!X8i+>j^4FJ-moaE-mYg$1wH@NgQ7o7TD3DpPNwGNKp8j` zU-J-+_XKr6AqtoDq%Y zap*5-wN;>X#!F8Z?xt!5IHvaZ8gM0E7gg9=)gq=qYd@|e{reHr-^iETGC-9nvFX$> zJxz7$+>cL9tRm)!I&6-j@C@8@E7jqZ;{%de*+rIn#!PGd4mXxhbkr<&%!@C$e>F>r z#@52XyZr06E7kPLd^0P-dtqH^i`1ojtmWIGNg32;JyS=gVl?k*={>f#!drbiS)FiR zAs5K5kl9Y>J18NgbGLynF)Z%gDfB!M`-&@Ief43d*?Y<4fH(gcW)#?P3Pw7?u0m62 z9~4nHP7f(rra<$1|Q;>Ius-c+h0`N8^R=QCtj|$&n$+ySu#6%p(-nH zOg5DTF#oH?kIm?H^gi^MxUU9sCXl`hA;ja1{mpaFrR3 zIH_gTf!a2xa5gz6>v}Kz#%^IK$MwAS?T|QuX4L%tc)i+ll%0+CuhG0V-QNz)_2t@@ zRF##LRoM-@i28JWNb+sWzP9P--oGd-2h-G)9zxtN%QRsCR*)Xr@7oX(?1 z?}}wOsUDW zTwyJ!M5*tCkGS`=S4<7`1SGzBv)0@1+&-x#8*f)J8jC>f>aZy|JBDoQ(RNv@hy}2y zsqf-O71Llos3J|}h+3(%d&ka*d=iGjOiVIyZhE}j{`YhDjM=7|yqklL#vGb#lwg8L ziiu4*;I_O|Qba3UJKC~RItT%@U}GvN^#}a}*e6)QC8wg|LqxLcI>B$RMk~*UoPcpB94k>CbrXdB5a5*+e=II&JY316Gg(r zS%J#)L&X^q%nCa`1=TzF?G^+@3)JRH)ku|pFqJpLR5&T#a1Bz z#aBoQTds8*7;Y;V91gsW2&T+%uO0aH4NV=4eP`0qC3I{c_vo8zb_+Yi#?2=AuPD}l@h9fmlqF1t{Fn?dV)tsi`~+{%M!oTbYTBA_k8`r=>=9I!oGH`D!UAy)O}n*2 zT8QIe6Y;r^-3|{Cal!5i_O6|BlY-}5CB8;eTz4MU-oWPSb)x3h zb&B13GDm%SN=Lm&a=zr-tjk^+;P~n**J3%;blPGj85%%9@x3;W%6g(JmrAPh?k_ri%Ce# zfDvz5ZQ>ZRhg237T~{skB5xie!1~0|gM8x0*kmsg;P~(DjS`^Sx-(igo2d=K+;2_g zVC8;<%^K?4@9MG3eRUu29P7N~0&C69Tkabw_4PP=_H40}5&8TK!vW@&*knb#3RhxP z6J#ZJc-R+l{P-Z3Qr6m^KhoXRb>D{z04{ENxZ$Imoq{erF0d@19DGFZ zB?2mG-}{3;M6q>+dB-6E0dw7A;u6z8vULuR<1oqIEw8IqGwpnBeop8;>hb8jrW(cJ zHPx%M1%+lMd0N!$8GFH;pns6I3`md2XAB3dwp$+2Ero$Wh2Eo!fBN2}AukJmTIo5c z(eOi~;$G*b(>3L~nwdPqT3$U9I6M~ye8qktFN16IPmJ9qvB8`F6-@xyq-R=<96jgVO7K!vS0GmE9dYx!uFSoaOQe#M4x0 znSP1?_Z9)OqN}ZX1#N57x!NUemh`yx=YG8P;`;~4tt!Lqd>}$+{q5}Ifmh~fzQk%a znCIcLu^U+BJDe}|gc*0Hs`X!Mt1g<+pulKa{n|1K_$Pea4*$zbHIe?qje zu(3!sQ6{98H1)l)M+4I6=;(5BZlayT{DP6Uutrn>oNP639-SDLZ(1X$B`?RPDzg6c zyi{dO=N`;P6Iptf0~r`1cmt_S43JwYrLJD zq43=yI**2GzMIlVu}DP=ej7hP_}m$WwxhtMH$Pt#30QpZJs<=(_qCCg;#YN_{d!W= z#*;ig*e`#wuWRtVb*rvbe^M2F2`UYY!p(`X*Q(rx*XuX-Y^*8(z(KHpu0QD8^0IQb7pvmM zVa~y%%9ZCtI@|)t6eDnNw9jc61r7?(sJJG_f3?^fvm+)Z_Nmm9Ks|^n!H0}b4iD$& zW0Al;E_r$VqB$skC?X$A{W3od3CGcQJlQ#m$>)_1Sa*HdlZ`PPu~^R3FpA;6!EV-A*1caWn?mi~6jTEc1d3BoBy)nWAZ6!a*|uY+pds+D za9LIN^~hk``ay<~q>-$gCAfEmFERF5`+}pM8N#xB=?HQ8@P;#1JCWPe%PDFqy&@%U zgI%JuMgM6QC7fEvfcQA(9JhU%utUjleV4A zY!4g&89v}Yr#l^^)(HcWU{<+Yr$##<;>8^X%6Ew3{)2BhXMuGMl=1OTh$yYiFGN#e`pYu7YV zTd-`P@>vk4@Tc2fd>6`{==eMrY-%(#@~O3$p6_*bqIg&V##Mv|Q$rSDgWR;GQ+gkI z=p!}11yJo;Aitp2#_s;A@y0}%Qa$iVwR^natI7A-2SU^r1g6%w3O@v(e++89P40x9 z>A$dRq^CEqlc3wE5^*+}$Dq{5E!QE%tXeEAEDTv0@W=XK^)qS9DfJ7J;Zh>1Yjx1t z+P*52=R)XL%d@XMT?Sl5kd-ohP4StZ8>OvS0?X>KT9uC*^;5Z;YdW9fziQOkx<~my7D^?8 zm6VG~SjMz!Yj?|r?hb~=`_BI48-|;8e@z`y$9f0c33HTdI|BLQ@GH8~EXj2swD&l- z+bU49ZAf4ZRS*%AL;%*kB4A!(mq+_T&x(tvYMaywgI5N`l)X1%yd)$lGc%M^G*ei2 zs0OO0uD-VD(P<69X*D{}fzX{HRC>d9>ecw1sctNp+g~gz*9?}na1GS-WV20 za?_)*ObhMT3+58OK|pQgCqJ}nszs$K0X}!!w)pes&$n-SYo%ICPk)=F8~yeCoEF8C zd{(o2l-;LkrpbXJDXq#8a*-rszXx<~JTuvRL;*{>KMqgw+e%|AA(lKA(la&1UhuDV zhHHfQ0?NkD-o9n$D0{JaPiFn#Gogib80|&GRP&IBsN*bvrb{jkr1(u;JG+IifZa7U z`W<+^KG`@;kLvP$+71TzfNL@_W^jjn>mSeZDK>Dn0q7Vwf5z&bG4;Y}Vpw zuD3mHy;Yb-cKoLT_+~^{qJ%ip_GuQD3=sc;wJ@0}0L*@(19Wll=RD<_QF-}ENI^4U zd0QtDCTO_kfBKp)l|}x$0|6-rg9gvQHxh9pgtAgw(y?~j_PCa|QH^*lY-7=tf}~fM z65alAC~yJB?ZdMHnB32oJ6Bb-u7wJjt|^@s^b=Hd-FCY5t(dK=NtCAr_H| zCVE0Xygkk}qN;1L9-S@URxJ}Tv|*a@kn>YiB^c@tn_HHdGbu1`P<7U_pmsbnDPZl8 z?^t9Lcy^gE{+ne)%b_Mt%uL;F)o_{lR|3A~27aD|NK=;SxuINJKhkmxRt}bFhL)$} zZn}X@HH9hP2|tstvl9g1f(Te7c8>OHtIlDU`Uyu|k@{7cLsG$9?yf;cxJK=dqH8Bf z*+`_8ot<5W0=`Wb{}43SBiC#(VKhJS^C8Ghy)i8iNqOdgvWPl#P%-K{*`Dvc7aN_J zg-PI%T7Ub(6bcw|>UcDFCwiBx=e{Hq5EBd>Ni=i(J8_5p>1Gi4Wws~Md5Md`+!9qo z36ja)_5thBxkMap$COv&Olos9bIaN^KXL1%sOZLuvZ&>Z&b1CH_xX4JW3_}9U<_K< zWdh>npu2*qBHLpx)+)Fu_vMLIh+*4KG4s(uS$RvF0Kayx_>J{Nj)2*zB=@yLWJkmw zE4!J`?m~46u3p&8&rz!=X03U#Jb&64%tR{1^oX-Fu1=0!!g;u}&zn7qDQHe@&9sLOk=`t9U*=Y1T z4W@Xp8+t=DL2Gtqx1qf)TlHC3e5fop5{!AGJ~~UCe^4GY;8jRlFp-e z`A0GN%Qd-VH=I124sUevc?LBFD~14neQ;RG5&U@#415&MDqT)qn}!-71pWoV`fQ?9p;6nkm)MQd=s|2gwMWEp~T5 zeR&@^%JEh!VDY2DR$EE_fv3?^8d<3cqM9<7ganLIrd#!_R>r=vNm=MeeabGna{Cf_ zCcZ;{A(RfOLEw9z&iC-pd6?hVYd5%?j7 z!<;s(Lca2nqn-;~Bq`V4AE=GplEkpuLPuZor9({|@s`kqQ#Gv!1W5(PGBs+}?=sl+ z%)n$IoKwb~rW`S~(j1JMuPt{PG4-jfEf6$w$XHlS5O*-*)QVzvuFhDgR*B%+{-z?| zwd{-V8yg2X9;Q(xx zO1U(J@6<1JYd<&%d0Ox#wFTtV{t`ru?E+FrlFmJvI|8-_#6urk<(B&A;%}Jy7ncwT z1uF!=-T0#ipzSo%swOEqMiAG7qua@Gbrh$nbzsLgu)y{Z)0k0`s>RNjo%Ll5Kc?Et z0aWPdkmtuI!*%=fk*aPFv>!bJC%vTqVkVaI@sf!nV9QW@V#O!$esVBfD_~dIZR69Vj2Iz;Bv*-Z0L9=zR4a)l zO@cVs=G%&S;A(n$?TAay41kIlHPQpV=icCTWL=H)DlU#xpwB2RgFCmhB+zyphfA#^ zV4xtxOrSNtVeLRxvB*h2j`x${@>c=h+3XSkQ;C`y`mVm#buj|p)}u9d9|IsV9g&t4 zc`Z0-o6)o((5WBeQae8yL>;`n#^b%``tyw%L(fJ|M#$wT%+ z!^xgcuyIu4f^Wba)Am%8eALGXzqyeIK#djUfN)cenpy#e%u4#!8TWX8?zKpmoJPP7-9)lWZxN|L~fTwvUVF0Q!s%Jm? z?4yhrl7HXRh4}?h0Fj33Y6XXe9zNEy9X!fzI)Be-2qe~)&~82Id&cVE4GUmQ4gFA8Wj;1PKE`U`@Cw_KKAKmd$P zh~~kkc=V{k5wjMP>#?yRDZwr?KKRjase2?>?>0yUS4gsx``Rl&h>vF)06-xt00z(G z^1iDnOMNd_$GQX<*us^arwqf#AOx;mp@o8R5CH3)qtnuH*8xjs?9oRO1?#7|1MyAv zN%uFU0h|fuDZV4OBak(T7Q{qd)&dihzHVA2(ExO815R$Mi-C?~4C?%?Ps@@W6V4{O ze|y*9zV@1vd`J7w?8e?udlN#$LTlw-99Zvc%d)AEfv!fe8ioQ{p0)GFbGeif*p~Y$ zQJuJ8S0P@5hJ9Yk&cXw8600~RxBrHj1K7*pm26Va)z|CzBMe=2ZNc8&aC8BaYpW?Y zx8=F8soga2jA3V~Pbv}01R>2oihRKvE@X`JAW*V%)mvH8&amt*Cc*mI+6&?YjZ$zp50@DQqH!XoNN>@5Q+**8 zu&>xsJN1Iy)lLvoW3@*Xcjl^yB|gpFr&w6P51j#QaAPzQS0L?nTiN2r6onRKQ8h~= zrbmLn!@Ycfes)ucE(EAf0yKQZ5CS^HvIXD1!6`buqD;&{P?Q3;7jRZTJwk|0WUhP2 zH)|XscG}01{aric$Zfy!aPfaS)bsh~^Jmj?exGb_`zAy!zS+P05szl zAIwG+n3jerw=*CsPSDZhk>$#o?@4_Q{ZqNPUDMnJm&&yRF2E{ zGs1+7&j8Z@*uVkEmtUzG2;$DM8;|c&mo2$fqZS8?E@osbR~IrAA*hAwkLQ64$ylK*kx~YTH1MlS(`fqKVfPr zj<8hpJu53QrZ%JJx=`gxNMzufwKcG=FJjcx0X-7EHrQrBHv>PNO-u(0U~>aDH)YIM zHXX6utM?sLP_jOWJn$U9tn_qQP@)|;YEYL^-MnuYBYjuz;k$||!q_v05tJT)Som1f z+ef(rV(bK9PwyO&JIAPTHV&la+FHqz&e{3EjZs4CH_kI^Jn5g?nuc*A+9KNfXKDG*$UAt9)?Mf#zWisGrRpgUx<9lKk7@{4&+3m|WAt!PL$08q=Th z{CfFU^0F@@f6QeqO5Lax+HDWU8f~Gv+OqJU3JSKt)-uz@COX6TC~h4m-q7&@;wF_G?wE0<%Im%a#Wl+^Z1 zOVKBfThFaE^KrzvF@`rI13ZkppR}leeDd!a0gHo?I^hbufa?)UtZ-~51+16wG=JH{ z;67wlXNgQXuPPX@;0t1!fE0it0cM=#5OY)N&ohZr*qwVOP-}Y|2st8CScGa-5+z(Z z9u17%pM53g`sHa7c}B9V3IRkzjp1y4j*jCconDobUbk=i1|4IITD5E{l_7xe<;To5 zA!=J}OpNvH+w)5uxZ;iP5U<-2T%0)!kf)SRKCmg^pX*7Flx=dPMxvx`GqF`0NN{os zwr`g#7bypqa|?`Gw^wfj4t%^5Iw(}OEF@~%-T_vNVQ6Q3#Td&{2|yC{3Ekb@r}vCC zrTB<=5VC$|{B;>nYhf!vxP7zFNP{wqK!M7=|?VF;I9(3t4*}0Uv^C8*3+# zx%_WL$WyJ(zXN=D1d7bbT0VOmRRi8)I>#a4XGiEvxWdklBeOV3$_`1LRtMMC)-G-m z=hw|^3FWh8Dd@a0{mmOMc`17&{xD&rBB!Bj52O%r2=I&lTwR$H>FLJqKaD(kT%21) zJFjU1E^gcuxbVRHw)EU_@sm|zbBFLe);oSlK(0E@dZAUC8B{|*{X8{4P=x*L*#r}` zzh=a;b$bD;kU;`$8GcT+*kU@zakNw_D;Y(T*{2{q*{qbW%*c$*l}qvSa~|KAeE>TK zO?4YqjjtJtcLXt1=QV=_euTf*cx@iwB%`%%6ttJwrnsp!hH)k*B4D(NcUqJ~cU&x*KOuV&hca>kQ0+he^3pF8@oLXsfALX;ovW5*^)sr_^L4 zu!N#DZ)6S)GB7K|vT1dIT8x$+Gjmy``Xx3?JG&E^Mu!JZHgdjKW{&S&mg3hdxQe1N zFs_f-ZZJSr=Kmwa=qgC(VXfUj8GE%09mZHhTP>6?RpGUmr+!=s7GJ2}ao1{3FgbXP zc@_=b(*U?Grt{z9U@MVLCFYZj-UCSEvdk4fz*zX2Z?AddNwe76<6kI=Xg`EG3ea}U z3Y)jM{HIoxT)kI5Jlk$n$M!o?paEOazz1A2X6EQp$V&BB3SyS|&`0cF?gtX%99H=f z9K#pD3<6$^EpS0cOFjU(87~SA7~dHD`SCC^5nzyZ2eo3W=I%DLm3vr^x!c=worrjl zM;2T7K>kXq<V^4vN$edMKfND|kHjo_p`_Z@ljq z?;e(9x9q*vT(dm$nQOJ6YkZ*3&(p`8rfD?Y9e4l$u>M6oh60n;2)Sra`$bZHB0Q~& z@JQqsVJ05t4!|~Ca<%*Bd^E=WpfWaS)VXzC6m4wb57-L>pYuQlxH)sC^b|!W0LWa& zJ$%0J0hloy4V(A&IhGwgig-nYqzML;0KV4Uqg(s?d7 z>N5&>gT@*xFp~D))CFj+TCNUuF%DQ!(<37QICle?Q(mY3I8)uv9%^ATfht;*Fhz;& zEz#Xs8qK1I1C`)rI-7{tUJxm;CE8oF%3CvDi}(DNCc6C1Xs`k{+_6>)+j845CZ{p2 zv*nE>jSLT%qgQ_B))k#&5@6ojA$m1<;DA}Lh`B1V91#|F`DjOwyu9XeTS{G(wjG9( zQw_=eE+a(TQ3e-{laA{G#K`tGbbgQztS|#e7kdA7E|LDBUTT>(IR(31+WJL z(IG!BUt9 z$hAh~4Wlzn>l<@*(KXn_JP_RhKva09dOOg0X>8@QgOY>N_Yo3_0jNnC`S!-Tgi0$Q zAiYiqm6D>?jR>w1@bFH}9XD6FVMJp2T*PqU&ux?U1-7FVQ=^epdCMO5k%VD25Q%hADY1uxh7!&2kCf`Pii5WTQGK$u&z6l{`#ca#>T*2TBsG2Jd zJ+szY0c&lN*nKmy*R->?)t0F|h#&;Fp!)oP9$`y}8MU@vPI}T_aZoeY7rJS=wB0GH z{aVbTZs6&}`d5EOu6K!{KY`rFlm=;GM@8R8(5P3gwe@d3jsU?kglZ%Vf}lGLEAkPqh>bzVzk zjJvra05EkwZJ87?J~nu7SLAh9t-#;8&PUOhz5+9!O8U zk!EZaGD{enc7sBBTr6!YEjgT1;`t19fEapOC@hT${hatn$8Y(ps3Z~G7+`awF_PzF zJ_8HL3=-VzTwLva?4eF0-O?Ezg9##-4MH#5Orn#ig827=5pUcmK)4FS!oq&On+&#m zfG%~hn(pv50_fNB8{Y#qSD^@`{o14*(HuST0FY3*E(@ zyu427>(wmE?ml;=Zro}xJQU;N0|D@-+tF~Z0q z*cga%BEJ-J^UT;FZRK>~hr)QmGxPl|=sN;$@EA4D>C` z&0B&$d|-y?>PiBizqQl`28ttINQD%3aR0^H9AXAgUagg>6QR_4tcq)pYm0N89NX{u zY%Ge1B3Bi5w!|LB&;_}p?_Jf5m}1==vvEJ&{`gdLhMC(j$cws+3tBG*E4qub}&*R7BMxwZXdx!yvTt+p# zf@AAYDSsXI{epF~8=6|pDZ$=K?S8>x@Yj9{ig(OL`6t0QU)e<5u#)_fcjOYb!|jP_ z$-CxP4}b zmt^`Qc#Rf3vE{ox#0>Ki2*Tm^_-?*d8=Tp{UW(S>uU+7IZv48nnoFj(u=XBUr0j6> zeQC%`SCK>EI@bC-YePZt^pLhpagH;xm1g1A?^|4WX+~?XX!3V(db96P$<^kszOII+ z-KU`?H`C#koV}(e@cS}~3mk{a#z14c${PZ2Ha@lS^7paXjI}Y?Ottmz?-Vyxe=E+v zcm4I@>0#mEf9?g}Z@&A#?~)f9hqCea+lY&bGNJ;Xr-C@zL?CvGNV;q)(0qlF+wUB& zcH39R+kc;U!TC@ae}Aw25b9PvE9ptIDF zbwKdP^BeZRdxyd|=@z+C!S@q9wLNLX&(Lw0N^%G}IIZ3<8d7&>PjblC2Vg2he~JB& zDsfcJa(O3*u(0K~9k6VLyBUfT|Oo=d9smN5m zC>+EPD=_Q5x_Tz;%a>cB7UttKHMuVrapQa6DG2~-t9OaKoc zHy1wm>Pxrz%V%ZsSSZ%g!UpP40NL5VAo}{0t_#`*A}dLjgSV{%PT5mm`rQH)WqpVF z##*VlZxQ$7hxkP?9i@V@pCo=TMwIR-tK*WEM7KUG%uKi3^gGWWoSP`NV#LD6My<(& zs@eG9z43`{DpG&bdya8*rF)nX+p#F-QM{N()beO;KXR-#Q*mat(`OrTg)2&8mSTA> z?uOS&f=7wv)ETjjYH4N&f#Bj+J?2fY6Nsf{v}Lfz>})VyTNeN8;oQ+4o#J8#n^#Tv zuG7*mr1B%wIfOZs2M2qxLqi;)>~aJGAtw)kYYxp+RaZxWTBz)b3NK-P8yske*OLF`}fi7>qVW}1=$c+ukTL0*Pic3 z?fh^qU$1A{duEt%AM8t<)7lTR8$}thDXb%cTGdhgo1K*YZ)DrQ-)T~HoerFCi%U-X zbIWkauD3sab=ym;=v8@LU10s#__iox;ynF4t!)Vh$oD>xcohS(oG58K{n0M(#&C872vVfqJ^IuL&qUl%m=7*q_eAp!M=* zXTKRTu#p=i@N!5Kf@;aSuTfrmYUOpwtHGnX4%<_OT3j-JgoJj^M0USk46((Gqqd!9 zvcT)%$2?`Hrox8`j3VO{GLe{#`6R~QC^As&J%{RPB1OO*u8t6&z78)f-5X7*+k9RV z@aLC1OLK4hYdBG0-Ry&PhxT|8Y54kDqBs&rResHGI10bQB$hE)WJXmHLSE;VMDRIy z(i+L#Z8YwoN(lj+0~%8Anvar^QEH9DIL?GO$T|zfgE?4|$jL9$*z_XmrDujLY1Mdc z^UB9Xb)y7W%}l5!PraGo$jf?Zq4~a$)im%0#UnNzeepy^L?l-@A1^K-pv96PX8)4E zgt+Q124{}t(xG8XvufyRsCQ|1tP~w8hE<-Cm6=+Di5lD%71fcw+Kww`->XD!d3qBh zUTd%^#78iXdbb7z1kdXy_1e15+a0{tgnT?*u~M<`RWN9a=42DpZ-#ul3Zp11Md}Ha zZ_5OPU}lfj`ibf9dCyfFu{lq4T@;G%Ku%?+Di=G>y#gaDc;ErKZ)#s!p+$;4I`s(S z2gn=e{TFvAB;ukAxl1k7c_lg=slf1n*cO>Qy5`6SHBYAL}m>qlEKDESF5~#;tpU2x} zm6vOVi0&rkUTIAVnHlx-cV3@$fbV!)S4(QT(D3fS*MnlOWE0tWz5G6Ax*r;YdNsPg!4i-I=rnvzFdCN zfz$Qaz<(>4Ty@`4HV?b|7+ni?Xf;`xF5p8Tj|J?!0~q1Gv0AhFIFY5Q z)bZWL&73@xx|(T*_qyMKs->k&h)q!;>)c?bcQ#oECwMR7NKF{M?$LuK?mW$EWlFzW z20QTp!d_qR?X;|K4ALsHOt0DL@*AzIXAONaz8iw#*f#a%hT z0qUz7EFylBq}Ex!cGB`-f6tv%uD@wD+~mDADUS15LHe*!oIB^|QYmRyQ%yFY>PXG( zW=)#Pettpp>=bTX)lDiK%wV7Ver@`k#W;US3DDf?%CFwqR_trNe-Bf=6B8w_$Fq;; zXAp77>7=l?)q7LAIKUM-oY!`Gj^i$O__##=G9U{v{q*Ew=aQh`=bw$BM`CA-Fekyd zv>7dsWmBB7+{$-X+Cy@-N3Q@*GCd5-G?bAmm)H=1+~uG)vek0fz7{H>=us)e=4@ zI~yBoSB;(V=2X9jlV4dOO&;t*#`pG(S`x(N^=o!)+vB1c>~~xRZ2Nf<-Jb`w%U4Y2 zAe;}-HOauVSCfYDq_#|n?16!65HO;<#9YS#wtH=F+SR8^SAVzA76Z!@-yBrr6c*0W zjx924SAO>F9rN5b4{4~LQgSOUSLt;bG*wxd&$Yu^*OkBzPZR8~PCxM2cN1HkI2Q9o zOc(AvG3rN}WvJQPqwg6YRJTllSr)Upy#TSpV7Ed9L{p#k#7V9(f=&YetXOg~2b=(B!e4 zowk_lXW-!GVp^rJhry(=V+9r#y5IF7G71W+W!N0jhlh@pVn-0P@h#2Rj64w&-uH8b z&{jU17UR8XY9Ba`lkVB;HDw|gdSHS(S$Kv*LLcpZICE-uQu?PWSxNaC?d^Fj&8@w~ z?3#C+pOHtoW5(GvNX|i%g`rU?m3rkq5X>{a^&!9(>eFcJb{Hw zm#%~}KC~Dl*viM?PjA?}Z-E8W=BCv3!Ur#Bh%9YoiSOAZzI2u=R@3(m_w@Ej+__Fg zX*0TBimV~Y>@6MaYaZ<4Fze|kZ+Y~XW6|QyP_^zbwy$sYs-k#$eC6g{adAEJP%1Gc z%0PO?ymr=mB=q~W@q)8p&8}SAij@z@3&TxIyHQuTw9*pyen6_XI(;mABe+N{k&E55 zk*K+xI*%P2t4h-LilTSUYQUM%%@PmVt5=6hsvc^LY#;ngdzPLa6v51Lxsm7=2#mX{ z*S-^&8AGBQJA=`4lee>ZtzBwA{Q12Pi^Wi}MU0Shmw_c?4?UT_`Tb%1u=y7&vn|C+Q5~55_O^taw<(vx z!_~7YGSrm5e7P>hA@$HqF0$EpLE4Ie(xawA*A|NFYcb}vF!aS+17))|)7FFZI;pCq z_vA2iu9a#aI3n`1G@wvyOqh_8L&4WQ5xU<4kD^TDS7gCbZydG@cd72X=zFf@!txKP zvt)1GqvmyFW01(z%UYO4qBr{DReA)4Jye7fqI=RqLC+@}X;`fSno z7*14Qwf?rU`UQ2kxJwfuM#QW%!F^g&YQh}m{TeL!a2UJF8^+Y`e-ZwIm11?=H8?i(W6Bm>3=;GtJaY;=% zMYrm}{z9$1mX@|IPP^Pl96tQ3LD=|`il$q-!qoH}Fmx(UJr6Kjb3{_HZT&C@Cn~H% z4Y{$i2gEFbnM=PgOZ&6y$N(Q<$m20^H?N1o)0E7Py@vM<4I#mtzb!Ls79DMLqa-2k z)nZ^(M~Owig#_+#aAHe$J5E0p{JioXCwxa4L-h0yg28-0m3lK^yfTQp%c<*@YK8K$ ztq)|DwpY&?9m}p>6AETm*eg|RgEY}Z-zWnM@LR#gN!u-iUvksFHsR_b`Y(2Cn|bLY|x*g zqJ&VUDm_nCVhvSdO?7yjnEm1CG!wU4o5ao6-0!zfQfw_BPMqK?+qgQc<5#2Dp=jS755)2i(mUkMnng#1;j|pep;p07PWhb;7qnd2EpKUyO8S=d zf}bz0dzv5u1)a!HxjCDGN6o2gdt-_%hR>7bLr4g6cBVsZXjWB-K_NUW(rPAQZ>Zc1 zbNjY67*wADQLfQ^8~%Q%)CpZ`J)Ay_8ylc)87c5Ujo6|ixU{qG zl-1PuE~~H>Ei_!%`KN|D1z(@_c!@L!=_>Xj=)%t!v# zTlOGz%Ki~lRSP-lv5D{ck_s%`%l@>$TSC(+W_|;cO~G@eqIbNikQLS?!3mGD3s+^x zFU-yQyvWqlN=D5T^R)eW>XS&6W_F~$mt<_|;!8uNf&kf8a%6A(eODZjUxT>>yU)kZ zZ?#q$Utx{qO%I`GLts5~#t&%Nu)LrP;&@!7eo|0MpzhPWOZ8y**y1^j;Vw%KmWA~Yf^>sjR{6F^)J4%)YFa^&Pd^)%D1kX3R< z&oephwdEGBI@*kts=$a;?n?s&;`L+4x`(%i2Kp|}2Q8-Nc+ONj43b~n+4EdJ4hGFc z3Ro@}I^J~`U>d+d+D`ype=SSH%vv*HrDgJT{L*cTW8WixZo-al3M)?L=iiU6m*c(e zx0644)^Pv(tESy!Z)aX5fO?2uU@S}hW!Aj%-n<|mILDgs(^^x6{#48hRviPintZxeSbn+auCd~R&2B>PD>m4 zZE^*MkeOTAQq|D89on4M7MKvO2QVpNSSuBd-DW-O7E@8@OmA*z z+MLo)PNuQ=)K#Lchs?hp%G_*PWVzk*J|_#Q226@2e*QA88}}pciHVDVF3jolw1Qi^ zBo}|S%pz5qU1-IzdY2?jdnGa}KkHdEP4AA_`O5n2kTFL|b*#guh7`>~6%*d;#jqw@ zo3R=dnuk3S_OKCv9e}_C`ucU*mA2SkoA_p9)&8_|Ch{%7hE)8Rp0SiST1GDB0jg48znkQ~2qBi02pPPq!L;x9*@-Y=8tdJ}(7ccN!(6JLV++vI& z(%_G&Q`9|Er+j~!3v1Mo9Men}M6cHG0wVb#jBcO(AbK}I;WI}kf1jIJH*>jnk2yPNfz+KktzG_yDN+&o%~#qw7iyzvjy*SHIuSXP^^CWmY= z$0fjLGOOO+4vz?DpRD4jHJJj&l&q9q_?NFz4%So|4Ky zIm&ipM$qCZ3S2+uoxKqu70uC$6!C&)Y9aF?rm|5P^3l13%8jfHr0wG)6Tp?JKt7pi z1>;J3Oauv{ns}k!thBUuM;N~g!C+KF`4$Lfzy4f}{u!afxVS7%HB{GX!&%r5)!^Xx zN7<6n!Smm`C&{*Q@L?t=i%@oxH%t1|P?cBa(9lq2gl66q%`tVcEoa+=U`B~_1h+P= z@)3j7?ySJmVoa2u1%#pS4mEw@t2HQL5s;ryIKAcG(UyP&D!#H5&j)i{3jh3&H4ula z-hrwNdnI-xnst6Vf6YB!%<98=CK2R@i-$yr%Q7&wqji{gVg1aEjA`nTruQAVi2h)w zd#gwF--QGRz61@X^$UzF`y)z@6^j-8W&q-rsn%p5d1YH5btt53yX{$HKz-txnk`xy z_(5u)gp6};@g6K2eg%q}?eYvrJkA`>Am=OVuRpX_AtkgUTxY+AS~Kq%3Fe97$6lXu zbRHiu`20gc5{V>zH$tfp0K9 zx@PYMfi&j_Ap}(lS=muZFWlZsfl&_r?Kx5Rx*GE0T20q04UMQ*uiQU8VPU_0`zgW2 zUzE`mGcYI~$u7gm){Gl~5Hz zSXk6G`yCMV!hbr(d;HlGm6%-zKudEM}&t03I=lOF4>Ip)7U6ie?6Y!)YPkBf^a1GFPG~(mQ6r2YqKxReI^nvk_%%dwfl~RA4r~YY3ONWTl8&m`+uGRRq8|o1mc==i z>*Uxy>McNFb})G`v(CIf^^W#Z`hizXf^V#PGob(ki?_>Lf_VWVEmEU8rD^qN+Ss&w z8FMr7NTSY2;u`ZRic?S^rWV=R!r`H*fTOkzmT4C^ zzi@Z}2(Ln>%GYhRBllN5#S?Fw&&*Y`s_i@}eQAxFNr3FUKeYg~?`7{_nzVTU-I3Dk z(ed8LEcemX`1Biu7_cojpXkJhF3K@1N~Yi-WY zsB_D+hMud2b>RbQh3m^#9IDmN28RTRRoX~~z(7m~nhw!Zc!q_A)tuDVELLjqs5eBM zbn512MtQpY6fLwG*_q(Ny*1-pP8umiQ#hjp)f?09WW@grH97}KH~ccgt0M+ROiYifFh7bq z)Uw0VfQp2zI@>aF?O^*nk(TK3CEOc7f3jX4a?c*v*&h?`%-$032!B`hC_HRKg5uux zPMlzM``mq_&YZ#dDgNtO`w6Icl%%YzEXqdchC;a*W3*hx=d-b7n!say0QMLcy_fZ# z+ghOkc8_a7k{l>fHq6}FeMilPVb1K$UbeUD;y6^14Tman8mP!Oe>tM7*7lcC z%+YnbtM2ZU9(DKb2vl7(;=4|%%HH+ee*UBc=_82uiLGotV_ab)&8BB@nG!^ZiK(gi z_qQiVD1GsCm|Y(AwFqJF-7+29NK<1oP6-Kp{q1=#(uUxY%G0OP4Gm*QYjHYWCHvzT zpC>9Aa{Y6?LdS%s-;j3A#PbS_j`^D=x|1{^J?cwTHy$Iivig<|wj}C#kz=-T^g)#J z31Qjw(jkcADml8jNvM_{HwgabR0@rGgFH`!f2n9@qNTg#U!Pp+;t|qP9WTsjPAR+; z8>_7f#VQd?k^6xh9EflMcU82_?c2gR6{YA+#{4BKT|1CmMOuWi5i7=AN@Y;Y>A~02 zL1AvG9-2Q^Vyhvis3Mzr)OnA;+Rps`w@0-%(?)G0FP9ZsHB|(kynZgMb*kUW&W3EV z3Nz*V;ZkcSyFbXXIjzEWw;=oig0049de^f<`Rz8^kbvxI1&9OOMT5EQnxmYSJo*(c z2hg8gM}OU?>9Z8_Ffq5f3FYRK6zX*pKM`&i_c_$V!5iiVPBTBT?h>AGt7=I z+TrzkQYfWQLUYE(#L!;6c&n&<26b@WUxiv?HOtXyZN2q?6wS+KdfZwPF1{13xPid5 zYnKA%f@kMdlM)Ts!7=K29A>YYvFrfM#eyCNIe!GIA|+9p@AY?q*yk*n<{-|A;Vm~~ z(SVRfmk#biD&|{iC!0HY`m9hWm3KAs(hw`wg0=>Vi~SM53J z_0-kNAb(&?WW3LiOD)`=90rd|s~}PG#|fo&XR{wcXG`=dHSh_sXAe7q{I>kCOABGe ze5KB9sPf>mfbA$!#I9P?^i#Q2W!k&o2}>`@C8*s=mFj-Wl9ua9g|0UZ4IA|&zeuu( zj^so|-36H~4guEZ-Q8b+q4T+Zy~BKDpcd;n-%*1E+2CWAy^||*?P$RqBvMa>&CCM3 zntqJq=BRxJq)9QMuesN4^|dHaoK`Du%K?%O{k~KQ8TT#?uzBhkS65fz|D1}_4;Uk5 zU`5hRXn|?BdjU5!R-}gq6nqVfi%SDpl|s!tfap47HVTI0TR87V7AIgii($ zL6pzq`zNe`LF=LyHw3z?7NEWxC(nUo_29hvGr7%!w+#C>wiaqeMk+WTJ;jLvp9^{@ zeQKXgkBT*##Gdi}{kJi(v6cP6(Vs==AAA5%NAdw_o2KRZ+nd?FQ#~16+F@T3kaUB+ zU~1fKeTkjon$2(ZGQ#v7&X0t1N^HjqR1|j?uIhfR{9;drtz>z2({amoKE|e|v*}m& zQ?zkoqDgzNj9wYvzt%U@&yB8}@z8~;^qR#8u(Lk_-31`LFTHch06V!v^CLWrFaPD# zi$K_27B-k_a0kylcqgu?6XZ^yP+Y=jsRzZ@w{Du8tlXYHcFh?w{J8!MIq<}W5JIvFf4N#wM~uWdtBb#l~kdAM;scTKRi zr?QT9AX!2ZtJco9CyG=`Z>htTJ1Lc|@YjF35YN@b%01WhXqXy}09b$j(&TAqDqN() zzwXBmU%Zz%rlo}wBoeVDxyTwlxc*AP1F<>`Tvbht8v@E(u-p4Hw3jL4T1!fZmgd%^ z$4xZ%{Dk!L)IPy4(SRUw9l+OO{gt|m)gH6?%ocK56ZT+QaS%TiHUs^&yXD|091jQy zD!!P@K;!s!fxHMU#xtq*oqX`$Oj`1G&Isutk4qOM(WD?Jz6Xbhyy9Kw{8)RjN zC!umONN;!e;;E#g<-`!%ls|~>#eg;xEyubC^anN%J)W&EPUIwvRja%D%yDvXv-k6O zlW63ldAA-fY=h!hluM4Z58D`v?6X}a? zX9d_GNS@4hec7zYv$C-0?a=k$8E6d4g@9OcsKyGVV~fr>FG(CvzK(y{9Q7GFJ9`%( zaF$DN{6^pUf#koP&B$$FvYJDAE1_N1k9yOpPo5{+(L$-S%#cr4+f<&tlV?+y%1SG) zveNeZt`oIJXxGN}Idk7#+T4N7E-Ou4J#qepp0%l5B5P`Q8h|%p9#qVr{u7DAVNyYV ztGk&%Q8vewwY4+jJvLhKVw?K|1cf{wkI*W;5LU&ObJwb<{#=SIwH{Be`*A5fNC8WW zP;WM`T8?~YWrZj1o;~QQprR+I=>peRDz@+7=7Y8EdcvBc#W;2ncsO{U0`Xtnu5$NS z6DZdelj!0=WX*1@C3r2hEMdwJ-^|i7!NN1j0A(LKSWLEUnq1i`_QKg#SJ(pd#3jYb z%~3h!9Hn0eAAfdk%8r||j#h@(N$QgeoK8QE4_bfcKxNH8h}6~|CQggQ{@m2}WQset z;TfK`?PMkk2N|k7(uYN8BlQj86hI!hSZXgHAIE>s=#cvPz0|RRS4v7cyJkPo(#q0L z>;@3Ar16pZUE!1=0Hi7hPGP-FD z_WEZ8m>8*qCU{Q^MF+C#Zr8{}!^1v*zKIyjDJ%?bNd*&6wM5;2qV~z;1qpNQUX-A; zo!wBzG5=uT3Cn%_c-qp=PTj<$1Td0vO7i3tA`!T~B3Ai6WcA6g&`2J?uUU{#)(;CB z{xa{lbOiN0!uPl5g&Bk$RoN60`Uf7Q0$c|Q)x869?GG%nwTc|waNlUxM=w98PjwxMlY;*zV)=My}Sr&m=~&Y98Q%7lkrqNS%#U0szK zWH`?iBO$#rMs>rwDk?3AF`Wz}49BA9iRdvkIk_-pmFLZi`G~@t=K%ScY|O9#P}ng` z*Qr7lfTbroI-ccok&6M|OHPi})aDLA`?JWZsWK0+e0sCvf&*FsTt!+N*PDe6^CKcS zy+$-3$||y-K%&RgM6tJxu9udcMl8vw%#$dSH@qAiAR|MJyn2w_ovK31bQQ6&;R031 zWh0ZpTDp)TGgCZ3D;!r>0n}MyxeY%;q>;IOyAD=gqK=htji$%nUhhfK%_DwW0ef2UUmxrvB&AT zmFu|~c{S;Xho?GNq+&<CV;fKp5AkXFmd;tMf&>1W5k;THS%$GMz2Rea`H=WKTp9>_yBR8jq@0 zqobSCm6(~H;^Y?Ro+t$@z#*Rr-%B(!&cj2o{B{ZlM{DEdSX0$dTFF?1+U(ZHP!iG3 zJF|YNIfvSKxEM48_D0 zF^|pc>QSWYxL6j8>=o+SN2DKX@4ctK<+hzGAGKxhUWx(`Ey%*~08JI$n`yaHw+(VS z^8@*j9v{Hq1*wJ96u5E_Q)I@sQ`+BxVRu21{XEFlbbGKVUhZ~6 zx5>Kby%h-8V&MF9@KY4B0DC=0caCyu>S|V1p$tgV^$f0AeXkOVi5Amk?X5lPpQ<7~ z_W_UWM~?2Oc0suYlRnb)l)RdI^`0uJ$5lnv37t4RM5wmK6BA-L0VQueT5;qS0%lK5 z`$8rVM-Uv(vJr8~uFBB@NU<(H<@TMhFXDOtu~n9FgaiHC*NV#PEuhIXF3>18{$BNj zNO$Ja4>(^#`WI&yR;q04<>dz|n>l5fl7~4_ zHF|5)?O2+S1N(1H6Pr84jz)PB)(NBJCF#c+$b|A|A_Zs2C5+(3MO+EWV5#o7^Zxr= z7@vp+%YF&{-AW+W2_SkTb7kfm@hBV`Lu9HhUFj!Lk-kqV-mNoLsT@Tn?)_}isxmhW zAt)qvbYsT%SVlcMM=K_Shdpvpd3o4wBR1ob7!v_)kZjG}SGxs@aDQ&O8Mm!VLxgl++Z-nhK+=ppx`*XutiZd-bYfLxhc- z^b$Z9i2~AKa{mQjXkhjx4>!oL%+8v!BUZUp7Io_e z1I0u=2oY6|Ts(F2-aWZ~Lr{bc^i(4-v}VizUYMw#lr!3Vd#9bikf@lR$+B6_bXdD! zuN31It?kh4?e^hOrq!9yo+AHEQ&S!5TtGMVF9|vO;MzG5%yAYw&nfTCDR$zCg8l4( z3Cx3@`uTH?`e68?Z(#o5x*gL&80d6hG|n@K=L!{>&efnsht22#!Vtc(IE-=?uu(1rXMyU(V8cUq}|{pN+~gv>CS+V810^ z=H#4qEr_y#dZpmQ&^GTiNt7T+)uxz3qWtR0yS{G;}KK+aE`kJhB1iqfGd_ z%;UmD>e1U5x?Z$VfgH%SHR@B0)07l9FaN?>q?#>5S$V386NO(7=UMTa$_?djT%@H- z28)l#f~AWvy7&Kp?c`YjVwfdRQ-H&@n6qF}^d3K#nGn`A8L@p-vGU=ybM9bn(e;MP zMdhbYtJN3n|ZE+1@|! zttET#_XPo>;7cxN0^3ysUOML;E>(YT3<9YEoEJpdK$HRX6x^^t1MC;PdoOn>0F1tW zY-PoNO?ftP6!?+AfW8$A{2Ur~jcMVQj-woF2me3Lrl5GyXz*7J)PEeHs1-U4B>rJ9SGTQW{R)*KB-d!~X9p zd~FXCJ_Z9)(pu?7P+yUMtFp>}q?>@8$Hf1yqO1;MUUpX2ryvR8cKXQgimA8LyUTWR za>ucMmx57TfY-e}3_Lv_J$tA9b8WkCXnvOTDjbxUrT+C0zF)o*NmI_{AS=KErrP`- za0-3gL*wr!eEgW1TmgFjRm$x;P-lW28R3p>1%+FjpVCtcpGGw^hc;hWxb?eFxNpT9 zj<5M)gtfOL|E@0svXb(vK67d3$I z{;NlTb4c^++D9N^Ulw)B?M_~y$S7F%8B~R>#;be%9^1auKtk@e8N(YcvBqNMmj5*< zul|}`;M8?+gRE1bmoF}S`TOnu{_yVnuX4J-cl_(a#IMS>f9?4F>G7$Wz{%y}+AOHWls^ZfefGOFkr2$ikZ}a!2k&}A!5RoeCnQZeIZYwAkCR8h z@zaN0_>U*Ll{t#J*q=vw${;#>rNkVI9*OR6dBG8sc7X??Refxi#jpUqI+iN(oss8&f!+w zPKiOZ+~(G+g?l+v$0+QNJ&f4=J;;8)55>rqKxVx1R=*w5XgA?i(|&||or@RRPUFo! z)8yt|Pds`k&SgF)k;b>WB5xHY+X?1gAHVu&zUzwR7xKMK4p$ZV`)=e9zPu%yIw|f8 ziJ5B=qGE2&ECUG@@rwLAHDTuDy&c-CeMSeO1hGgB(-}(pBex7D=JU0r z8uTbAUcUP8)(eZi6Wu(2iC(c4@TzZZ+ zuq=CkO0UZyf0_4xy^$~PMGtZL(Uj@CToT&wb%V#cUf0JUA8t?I`1U9@t?C{`SuipG zs1X%hoN6g;{|Jl)VzE6qe}!MVV5YZaLEJaCdv5YML2t@nGc>}S>B*MYn^fgXf3Q%n z6u2HJ5eB?o%yiC}uLkO0_JE%OLp{lS7efE9UqAd*3yu67n{2yd$|)`=33m>$llM}| zjFtP4@&nUT(MMB?KQI1X{fq$Jx$9u};z}MnBmh&UUe{1fp(C8y=#LT~z^K@eZZ>(x?e#+}Vevg7eFe0pKZNA(tI9NZo#UoQaixrE%C2h1q z{G^t~h}IpSRv{El-UxawpM#U6e%6kiUk?@b7MB;>Z13g?BDHpQPjQT%ws%^gD$K#> z$GvJ|7@SU$D2+unNBh!4W-7I0;Q}_Fl=bv#yyL3ns7J?@N-W=nZFU30d*ay%ga3RS z_4e{z9pc9rL{_dbMA<5&C8mEuygVuZrRzKvhl0+ru|VWUIkVxR+FvGh<<7^9B}Hm^ zs75eLnXn)f`*h+{nc3~7Zp7!E$u(u)Xc`^X8k0VO)b{osE42cttUkUR9GIM}PU#=Z zdy$`^7U}@*e{!=E7ZG?IqI?HU(QYxI&3ImcB?iMUrci#Rh&j7RG3ZkJioJbL+=ptc z&5|6UU8V<|Emr1JGtF0pd6sNML4gdnsXTAFQW#W<+jO=?Ov~fvonHl%E(vQGc&=p- zFJGQ@4N^Q!LBVlm|2gQAe{4xlHA1f&RoX78RO@se9r?!FbB<&*JT-ZI?2Q`MJj_SF z^Z3Z@22((PO8Un4@hkFp2wb_Bx7ft&D}{aDbtrkt7kiq2tVDQt`-vR;2SVoVetMvj zOG}NJ&F$3Sq-X8DZ~qWy$vIlZM+B6BW^-j(6bH-D!#fh{UMbTS;1uTUaOwOE!C5Jy ze$pvT3rd0>Y}+i&{Z5f3Uqy!WQQO!2^*LFV;WEN>u8rKg;9cy6cJr?Mb5{6H}VoA3H1dF0O#IYNu*9Y{ql!t&$Ms+sm}cl!fRn~pys znfaa9aB&|tTZ@hxlAD#~su`Qu2)Za(sww-)=>5u?WvyiQwT3q*rlaHuQPo6Q2R-1hYPE_p8S=XQvE_*4_x5O@O^xZInD!ZT*A1uxvFnXu+Rd$aH-_R2g(3;AF4Y-8nP2DbP&fe+3xG~+%oo!# zB?rdxj~|G~|MBt^IXi_ z^V#*X#j^_!Aj(spJWlA3oPFH=ON7f8LR?v7-Iy+dJD1J<6;S-!ue@Y^s#{f(X2|3w zqH~u`SZwaIo_L|0PY8uJ3zv|`Es7fxvl%4DaPGrW?=-)7I2&S<{)wi~_6ra7QXS`O zvXw0({bEf0{afI}U6mlwV|h}=2p-E~^w|TM9?~z3hyA33@Y9cK?61)7WYSN4 zPvwsIVrCE>PhX~Fl1^9b0iFAC99q|YXi0pn{%d_bV5V?GBG06?#Bb?KM;`TR?R-9r zv|GzoThO9bx6NHV0z0F7I2L{Be}$C){#+EeXNGS^Zvarb$A|@T(e}t0m({W#B@|(S zcAufT{!?M@=Y8R_vYmZbjm*Ng83A{u>au?rG+!rDvFgZ9V|Q1s3?*a#G>ZQ&p0jWd{Fo^LA9Qe*y4$j?O6xGAKeHYPJJ0^{L4yDP zWADAgnmpgW@u*c=5UEu_K%mwj0s_jE?I>VChU|@kfDndknZa75ihu?I*&v$`!U}t+ z6p%ebm_cS(AwUQ#ko+!e`>nRm^B%u{-uF4)<9Ktlf*5jN_jRAwd4A5%xePiJrLjvY zi3#~26F+tvjA`={DM9qH^_TfA`A9qK>R=l7YJtD*Ln5F8ORIif3aG5fw;Hb&P>zDm z&dn`;nmk_)|GcQb{=lnD{D`VP(Jn;!?6O$|eU?Jq!q`ieg^rR$4I`A9Ow?;oc^_#R zAm!9ip`lT4JznFptG?vm;ILFGuD4pW2+S7Pcbn@@NwTv;2pcpb7eY0tizM<^wBNma3t7J( zT+-Ly9rIv+bwrxlm57PiR{U$VpTD}^j_fizYIHvBKJhywN;IjUK?{KtSYO7G-PZdOG5%36I&Md7FN^Rh@QJdq`R>zV zIA=b6N{dq2xlt^rvrxxI&%s;yYsZK%aaKj5P$(<^6)r9My#yolzScyriYZro{NmuO zD-4;FlOs>?YhkZHg^*8vq!u0g<^rr5s|BxN{#dU}@OXG}n17ut z6=+8KO zc`Y$6F2}7QwLq)EEe4AF7FEbZBVdkEmtr494U|dkll#R_2S{jJrSSRh$8Z{oO8t!V zx*%lAkC4#IIo18KvC&doMa2RO$6e~J2J6jcM-8^MjA}B17%qN(mdOkyMLymP9kob3 z|6RGAo!$9qHo~jK#8E?2bEHv$8S0dvjreG4e2g7Raje?Tvx>9W7ng51kT;!dOmhC~ zCO^#~U%s)(Uwi+Uj?8>hDT#!N%R1BqTl3eSWe4@B_wDWCwoZmHw~u#XZ{vwON5rCt zY!_AR_V*4!T=^XI`$<+g4zstA`Nnw$Gm1b_gopsHs8ZRW46<50-J75c2U*&RmtY?5 z?t`T|Z2Hk^tSr0@flW^Pmu<^0*#ofSp7C@MpA(mF%p&TMss+MnVUCh9DZ$!SRw@1z z94Gq^dQGmkoy-!{0yks8(SF_gz@Vaw7e^ticzC-DdAI;VFHh2bX+>dFY}k7NwfZ}lD2sTsZtoOD&tZRml80SU+@>Z194S8 zI8p5Ehc13v|Mthjvtb7}dhjFT_LyTKyloo>V9!D_fB#)FK?(5~{T2ho<#T11I_P5` z_KKTT&d0TPQNi)5h|96jX?E-;TqF%wSXW>j(S$9k?%ga%O>rxTrAyf*_^c2_UbohbQNkHLs{CTZ{8-gg5bX|5VSe_fLDGmjAOq9l#jdgHnMFRE*W)-2k?Qk zV|Bhohk)edWYN+ly~VBH?@P7eaE4&=^RCUnnb}#QNSV`bR{p`2hxhh3T6%30uG-~S z`z~Y-qRl>jK2RTiHA26w_Wr<9=3sB{*gwa@*e`P&*IQXRDgxo(na;J*PO23q{v{uO ze~tTNNVr{_6LxW__>|Z3qcUio(=B!?BCTTaSN!0qZbi)N(!8d^wFPxD+-=}cX9_L) z2W`Q{iiidg<#X4`_0(#h@qnrU?Fvy`o^v9C#1FEQWv;jzpq*+QI4Ww9+!?2e1*r?1 z)~I_={QYy?_zf|9!m_fmb!&^^X5}{6xeoKR(!4xw={a+>mAUm1{uNAH%#(1XQR9g~ zR2^+IZa3)J16^xO!+PymUS4)SE6vErNN)Pf_f^%^!h(Y8wk!L>U=Q z#Y<+HO?2W6Sr_r5J%pm`K}vgfCk~TxrlwpDeWI<93SSDxu)K)B62J#+;y+)7hdvv| zi~7f&T#sTqoAxTBIoG$FuNvzD2bmV}o%VI~b&7ylZA=@L z-tG;%FA+b0^;E|?_uf{yotzHRtKk#$BfAq0){B&r{A~}UoLWFpp8u71fv}K<2Klkx zmHb-uBfHc)xcqbF!VQx4-Ns-87LT&3OAx&s@T~Q|-p`G@S!ONwB^J6iNdxpva~C+^=5gO)@<0uG-ndJ}gKLa> zU~DQ9iOVyYR$D$`^=`Q3Diz1^rxWaFPd|{o@NPm!d~eCoWujO!8j(~84oMNI*kK|V zZGs(i4czzl9+-^u*~Rzkd~_}z8i|h9-OHW~1v+6%I8(z8JnWC%-4#9F>lDg?DnZUHO`m_#`=jOY8~@~9AR$YCFo+hXK#?G@ zN&T(*?xCAJ#}5q9(rvwx*uCn#lBI1LZ84=VnKV-Ey-={a`cT?&py;FI_U`t*q@=TG3#@ka znUT5~yqySWm!SzD0BK_=EsP~ufkA9aP+&NW!Vw4+z|D%(|4ps_wZ4b@f0S6l3&CBh z{yY!|O;$?GZfdwB;x*RDrgXO^^4T-oE^7m4m8+F&p^Z*T^^~Wby`ANn1Y;PYEdfobu|ip!6Fn&xZ6t zNWhx=JS?%oRa^#Qk*6186}YmXmpnUPJZ)CA$_dj8Qy7VHTCujXvs)mlYC>WAD`bHu z@9!>AHa2?3eX;nr*0Br3CQYgPtJi9(gdDmxkRubpsJ*}-X}9-pMU>UuwVRrj3@id) z*_OMG-m$0sTQsNsC;?|}?CjL)1gUmw+eet#92eFNk(nt<)%p0kam*vKsV72D%|4b} zRZ6!%JHmxzYC8NpQtlk3DZhS6#(D5aT|n#TXuC|dVfZcVgFyq|vKqtiU{n7lhl|g8 z^3UZPS7<-p?C7}dvKJH%%_E7TXI56M?siO`M_ioy**QMt-?5@UqIRs8gydAgwemT* z_0rsc&f%tZJ_6PU6@b_FPumJIuI*0n<|(tmnZfiP>ZWCPy~+5sKL_+yG-9<)6XCz2D<kTZSy_75 z)3kx1y#=ylmSmj=DkgMZ;cN_ZB6&CNo_jphw=4jz2|sMP;pZ6rE!{icqd2>!%{VfBkm{yT2q$;O1us4L>$WQowrC zx@=m2Q4kQw`PkcghqlH45-O*l5c42P64u(*EvpHNTNE>a`V<11@g(b#V`p^)GP7o+ zqW?S_RRm1HGeVuW=rJQb-7E-*G3V-qH2m`9u%R^c zXKn4sa@ugwg0Dc5_P}H#BG+|%^#^j0QkycuN;@(V)Z>M2I@sB@g5DrK%7Cz{tqrWI zyc)MA^sjx*ee~z)U_qOyo-@n`G-yc)*1_5!eVVd0UJl}-5ZKSx4S;1Q_%RxQJ}bcj zaAomU>9EMr`SA*?{$AT&vvQ9ZP$8Y2Idj^4TNY?&C5be|Gt_EAr+oyU!gcd<(o5)p z7uQ{X20f|6ihKD!D)s>@h{!mkatn)#iyP*hwRkIsNAcG9z&D1-Gm|UXz65{E;Ckh9 zW$<{}l<5XxjH~&CEkcHs61g}L6m=AAF%)iqt``2Ad4dC(?mx?o{p-#kvn?isgAAj0 zojIMNXsNxtbZ+{9u9AFOYJRAZAvXWq(Ppj)HS7a|K?)xq^9kmGy78J^%TbxE5tLEq zWhLp2D?!u+gtv86VYyQ+zziTqkN@K0yZ1k!B^gB3krJ0MpgXC$4CRC0O$oZ=Ph=?f zm9V1@pp#x#wy=nZ<}k4v^t&g7?5BF15 z7*Y6(EC3DO0S_0c-{mw>zwZ+SE(@|C`Af_S%&_)BkE?1nm-X9*4U$z-GbSpW>z?L( zDV7L;vM}e>BRO{D!ZtQMM{2}1Ky#u?Yt`VScq_`Qf%9yv_RcJAlUCp=q+oU%Alm2vp+VP}{3@2~HYX^g7nBrv$j>EkCv zeMMAM)GqM$N#sgPN&8M5*}Qzgz@k=}`-&d0VmaEppQ8=ug6=>=rvju0~bV^U1v(pnxLKj4Bq6wx%Xk00R%SB5a+y_9_tt&%=v| z_>K)4-MK@Xot@2Uj^G)gh8pA*WJjDojb)@&`>dGUbuImP!K^wkOF}{dbPCI23H(Aq zhoIoJOys<2Cn{e zBSSst9zO2%>$jod9PDzS!udhZJN4xeFmXZ(%wccuTEK4|0!>~z-$<)-lveeCPSq|M z^4=f9l~ivPZ4_jP_12JbC817+IKnF2k#YYh`!^ytP+WxPQ3;3igk)*kJd22 zxp*!=?hOV{4K~C8%?*Ymw%?b^cNvxOcz8MHy(Qql;g3HvO@;A2H}dza;D_kJ2ZzkN zmg1vDchBwuSsJl}qTxx?lauH8#dUD#Q-$Vc*q6|%s;UL5aSDFWMFDF!>eG~>m{nHh zWoPf8DUiE7ntN|wL>{60FfCF&wFoYGhIMhE_{odrKE{zCQ^&E~^m_W#DS*L8Ro1O- zE}z+0XXyrNL%3d}E9~p5yfC-1F*D8b~nKq;PfBth`?H9u1=woc%Fdi@6{!CI)1F z2UsJe5Sy2desh}91TuotZ2kae%uVCtmO$bx=V${cb7THmTJ{fsgJ|zB{aBoCcynWu z2h;ZcJw2)$z+|*JXoF?c>EZ$$7>@AS58X|0RMy=ehg$RQt{Ng2@o3bceg4X2*~w!} zM;8|EMUCEQ*4Ea}Hy5->NjchJSs^txZh@n3mX|M~Cdp*{1Um=4?)STwzo-Al7YFM~ z5)jCG(78)RX41$@j&O$i$Z@SyIaH6FZGCdul?m-4c!2A+%TVQ=ogI6? zPiY}vyNlffqq0jQs1$0Y>1SatY{kDUK)}~e zyI3cx)2MfiPX)VtwnxvbO2FFIH5VVBa>91Ef{%-exK%+aC&N^3ZFAJs5R8p*!5leq zgw&iv&stxdeN-8c+oCiMh57mI07N|DsUuruaU9|{UJin^g_^d_5ys2UhT1oCGOZrj zOGrp=V2IXww_=3jczKM@-_|)^wK|Ocwf`9~Px6WWgM<8>{DQ!p#}!&?vhqmj4uARtXc)sdmY`M#XE6PfKwKt5>t8|zh3>-ty3zx_8qCqCxC4PSXqeqV|&a_^Q;FIhc zWZ);_i4qd8U&RBJzOh{jxn*JTi!$Gp8=$9Jz~nF=WBg~dX^jzbqc@CysJXeNr5%qq z1_xTKz;6XKn9#l`AW(Ij49fT|G(Xd*U+fnIGE{6*kRZ8rL$wjurB=}2j$FU>coC06 z{oenKbA+F#;BnOP%4P10qgF*xY1YK4lOI;A~&LuV4ZEW&Msu^L~Yo`0gjP+jMW z=i*km_ZBKNk%Sm_pU_FVq#ni+!@ac}Axu@irdnj%BF3v2nESJBl&boYiPwf5ts5#Z z3VL1gBR*^+4~s6*zQ)p8;^|ejtzDEV2gye7j2pXeA#@Jc7E6G zjF&Xlj1!N8)=^SrXBMaqM?bxL_hTI>751T-T;c%0kSpRsRZR`bD!CdUHsM|_tqaqJ zRmLDdsQei*eEKlzY1geI6e-lYQg7i zfntoFV(TC!H45im0cgoHzwb+k#W~$^a!ODOmexRS?3FgoE-htLdoR9T3=UZzq!0p} z@e2z?=R=2=8i%7T-V z695b)#_~fuJBK`2bhBAS@DmqTUEMSe@i!RnC4_$I$82M2@Z;w{O?thh%T7tc^g4?! z@0WdY*x#W11nYbG{>gnAb1C<>)4&&V4GlHKSFW9s3Yxp5s!FOjI>XPks{5FE7;y4n zrwZ)ajThes2N_CB{XFqv-w2?ofoL5?vFO&^wQ04uMqU6g*02353>KmV2E;|Gs)G`l zvr75EB983xEl%j@2XC)E#}n#36xM9DzvMn$GrVqBa`pl3UqfaBs%ZE#e zi~C!IS2!nJboZX-Twp1hd|MAm@*mP~biuO(TV>V<`Gcminq&{fv%gT~pdTz~0319_e*y(@soH77c>QQ@ikACw_uEuPe zS>^p_P|#O36$y|~S5npY8$2>I?$jmPwc;gkC`PGMO`L;H<0YXbr6n#TVxQ#e*x2m3 z&Y$e0xTuW-j(tsSwI@y>f@l0@^9@I;0;0Ipf6nb6=bc?xI0xgt`sg>&-wa>l372Yb ztk$M-JRs<>WQL~~@aMcPEV-h4XQMKw#=bKi^(2hV5pWJpgiC#eh?dA?fQw_G)aBlc zk67*G=lz?>3N9GD+gPq!^9x*&;8Wlx)7!fg9&NuIUn<+!5UJ%!o60wrwV(&nnNe0+ z>FI{l{%#fln9d1a8uIFXc?QSihLLe$N^}^>2pDH<$<~4eL!oLd317*z7Y&l5rKiYP#i8xU)>yX^-@9gS>9yl>9Mgf zC=3h7mn0LN+B-W%qP-u(&jB!jb;M~LsA}U3HF(GT9pIeBK!I-q|L{8unK}3BRlccY z!AETDo?cPg{IVZ~-J+_55IjB6CQIa$W1uiC7tc#h^N+LX-T`8~lvBl-?=ke(ra-FvCFi*WZf7B|8zcTX!B!xJFX`u<&{{lqgww3E#@RDra>K;7Ha6f zL(+$}Q(p7~_X!Gft6QrEC`}xsi3`BwIe5{wy-iFZPsESKLlega zoy#u*TaKI|69okw1bOM2F{J36DQCQxn3#N!{Cn4K;dAFCxOeKnpik-_z1qJLLpOK@yhO_&qDPyhxZ3{cqf@F-&-;x4>8I&8dh>tR*_ z6qV4F*=ZeR(Voriw8z|1tFLaf02B25-zk2OL_n#r`a9=Ni5s09D|Ji#j6m`Ygwoz^ zgJmM2fa{UYwYEkYl&Y~F{brl<3=m#B3Cmn)(o&KG+}Fnk+4}%YY($Q4w=l7l8S=$u zlIv3qeuN}Fl)po+XIy`*k@18-$RJt4dthgo^1NFala_XEmPizm+bMwNxg^Rk=jo}E zgI2BW?%U7Tz@n++nXUPJ-1$)qS~|FY5IH=Nd$HPU1^6vYfYWE8lE9qb5gzrQ=ik%! zpC{EUY-t^+XJMwJs34kxGiZ49K3A5pUtL>UTSl*7O^^?=f3>8$&nYVbsD+cM!Px*z zY9c{wGb35N77FuUqT)An8NnXzK7#tSt~6|AxyR~2?S7yz`jp12 zg_Nd~#>Ro0afr?tjA;J7d2xBz;4^OEq8p{tfoFoNo{+hP94T|k(lRf<#o4g;ll!6MRSFcmHM7)9kG#(g`;*C;vg$L}!AVlb1zqmG#j97VgE75hn6HMVsZdoCa zcuMEd5kc+vx6kymhpcn}`?52q$jY_p^=b(i$YX5&KS!R}e078o-c5~{gnbj}t}n^W3c5e0S(;Nm-Wu<#&id(m zV!kJ_#)Wj{ir_#UoKuuOYb=lhJ<#b1m)(&ErV}`416BRwK9g2JNc}1UfEvGfMNk_= zbh(F1r4kX~90%E%FXm>nHN{X$CqD{OyH z=eVJ(cI4u~cLxz#^#15~oWjp!;DZL?h#f=Z#+qQN1`=$f^W#xX!*3aj19?~LX!I~p zVW;~TkPlN0C@v2BE%~+E2X9&)0rn73MN4hnlAwNxptra1O(;HJz}VP$!RDwftfb9J z7UTZ&ucY0+Hx(1x6(5{_1vwxbJ9G$pGDxc(!7hbcT-hQ}S0Nn zv@i|3B`HC3jxM`FrLlYK;pMIq=}NRsq05(bE#-ZMy|jUUDj&H08&v4(RTDtW+6C(z z5GMc5IDe--t;Q;F;3JPz!7ISzTR}jn$Djsp0Wt*TzyeXB4McNG+ZXKZ@8Ql^(icXVUZa37zPm>eU;brVG*Px6#3jmth}zVk2O(BL3##7aLBj+3Ng6yO z9*OuDz~K)w#AFvO;+`wEB>7SDet5xS)*V1D4sek%_nP^5(uGiB2nJ8yx!v(y(0-@M z_%PjP+(Q#C?K*Iam%Nx3>Fccv&<@&~k+@P_dNUoaqO|uB5lGt$v zJXxSaM~{XC)z)o%Xh<;xk))$XkAm=qA)DgWYanMSnFPYlnRT?cUK>O1qe*OZS}`(O z|A2`fmjf7v{S*)C-}Zb0qr?MY3Qb_>8t ziJf==yaZsRQLKL03Ey1cbor<0kPpMNGm~&7vm#}TcZXcY%by63Kp)8x#PHx-#87YGqw0aYeTmEFVsZ?KE3&*8@ZvZg6FC zCEeJ{-->r+;@p$T8z;2@WX7(z>wOSgz)|Q-%p}Sd#rP4)EJ4N&Sxz3xn~-rXQ%Z#oV(@=Q z<`POQSw7Fc^YZ9eQj$f@_YF|#$lrQgD$4Ja+P{*>UCkdy#6>64*j7$}6!X*n1#j~m z#!_D`12$gcZ8$1Z@zJJy=h^Zg^)qUb3 zG*jah&Hn!V?^l|%x?5W4J5Fa$rpr{687;+%8lrqe%?(LCJ^9rb2R6I=_no>^ly+zF zcIA*&u$Tk?c-+^G4M?|VUz0-_ARU-7mYQfYtU>>Uh}r3Bmr>&C%_zydGAJ-dj;pi7`mG~6tHcvXL-+hefo4xuI6f7h2fcmjjRAKvZgjAMLqpQWh8##B9JSlPLN;O6Mi?=&@rT zTU+yfhc`E;80=OZKWfOVdo3#j;Z>i=)jbi>4qT55bH6$b9v4|l8XL0^xNxBr1k?^4 z3J#5wOO4LRlx$^YE`YX#U%zJ&UlL3Qo^VuY-hvONztjT?!=Vg>Jr0tm-mwF-X~F-6 zR!e((U`TUwzrA({q?Vn$sG^9twsY{KO0z;Ki1Vd>{lEA8uf0F`dXfDzOaA4L{`mgd z(f_VYHTT*V*Zt}j+5fx2ZfS@AZRY>@O@kl*t$IHHO9=BHT`0b~z~{f{KK^&fz#s1t z{%>mm|1Z0l++XEE=FcCw00+1B|Lex+sdWKtr6mPh$LN+}_pb7*UQ=zlp+Cybr{AB9 zG;`IgNWKl<%8te2+WI=)Ubat6T~ zEx%f$;py-uDH$2&>%B{-k>H!bGM3!kj0!!lg;ZSxq=((@!e5t%Kpwr)%X?EFboBbX z((|Uxi5mxQe4i>|=#0D{%WiiT?V;~%3AQEE$uM;w135AB*Txqho zlBIVg%jQbxjr74$f7k#&#sG+;gFblD{s(nI|9Q<{2ZE#tH#ajkhu5*22;!hPjev*b zQ0r-rs-&kLLQOWsgQMo>sVyQ03cybQ&;QjN>37_h+#F$=;h#<=rVI`amX()hgA<_4 z%8Dgu$Njg`?1k3L1LMPE!Me@dj>_c5#txQY4f}?2(p{_1<*WF!fHR;U1K5%qIQ)SY`%F4=I2QH`WK8XPe zva7jJ1!D3?y7He(z17z@VzeZB&2spSbUHmv^1wn|faG$1X^b}faZb``bT$8neDJXJ z(MGb{@{4RnIrKCi8KeC}*L1$LQ}fi3gS|bp_z!dOrE7i-gCD#wbI5Y|3>I7y4mL&I z1)|IL^~VTT*Itj4QFF;vnNI+_e1``zaOBII^smc*$>il|JMeV(Ng>!UUhJW3N?)R+ zG(2k1|A=nR|Kc+aHsSv%n?FV2&oBR{pvmXU{ZFf7y+Z2W#})v(k@!AEahOC|x?8#P zS&JnSSmc){;aZ(ZwW6Q>ohz`C;WUli%{*#kn(q*W(2j(*IM;iMjnNOx>H&&9=u7eE zYoM((oMmVFwa10di}u?3=U7t2y{c7e5z@9#4N7U18iW#0_*2&0L1zqPwM0qp_T*C! z3G_=vtK0tmXm+HtC9K(4U#V8w&)e?2%jtiBw|8pNF4|XQ3Fcic{ThzuH)9>&Q%LEb zggl>DEn{YvW$Q)5>e8jBTfV(^T_;;cCAlUwu}-^N3|%(cR<(tpZYwdl#Uvk#w8+7x zRa~^_eYsbVRQuZ4M7q_sX{I=HHAioqK4=i-G#pa%4P^1zm*KUdI|li!hQ87>&jZ?$ z6Zm4oTa9jta7kt+^xho7bh>EFDH?xVb_jPwLtSEKV#745sOfr$T0dQD6S zSW0qqHp4MF#j%>>`10?QcGN{{uxUxYRF&&;~c;c+Fyq7hdyyATYs!-Scq;dea?$-K3+K2gRiig z(nfO)U`A#=!(&f-PzF3)t1++Ty4m%#Ja&|3Zzt<_2)UW3r0>@RpMWfW@C=<%5Sdbl zfKd^#f~Q90qpEUVf0$8*Ar}$l7XoVM=`(uFjDA7W*v%>*xaP3{#-VrFUoRrZfai{ z8pJg=z-@1s(@G~qD!Qf7Z8%_xbe~Jf?my z%4z1-#~7DRl)B-1OycfLYxa#fQ75u+VAsiZ|KmU0bSu}II5+I~X%4PbZ*g(sD*c&V z_+Vq#-G1XY^(B-bs@<QRku^u#Dk# zj+^;%lP3S2jgaCFoxtjtLo zZ^7E_z42z_xan3@&=;$ok~%S6Ip`$KCK_Db9)MX<`6;5Q@7NHpb3(p?;rfl}-4EpU zykM^#`A+@q{kCs)y#>h%ka^ZGZBq#ARC7SP-?^254|Gv+6oveO$g+Uf)tY{8-*9j{ z;HOoeqFD0^O_p9?S>nk5g)sHZuG_9VKzzx4?Cqf4cw`L%Z(Cy7aF6G%Z_%@ne5A86 zESoc$M?>hi(=BSUC~N{780@H5S$MAMp6Y6FjRq|V^6rApmm+RLPO-H3=+ZyZs9}4| zSQ3a8Hh42$HMHYV^&2kA^LQD|%P=B4<+kTJk7w@yz|$;mG4lN`B2Zc1lnphdpg)iTg@nX>iHE-BQ84nY39Upx0+n2U-ipK zxBhv&va!16J@7Cte5v9Jd=W`{+M~~pg@)DFi#EA_(9nz%jOG`y+wE^sl)$`n)M2MA zBXLYo+yB)_CO*d#`Dz$Y%XccWCA|U9UUv?i!{N>~= z#~6zzM7-B1X693QjAbASHs?*TaTbPZjdyrHOk8Pz^n`!u@j;fxGr34EtnE$rr?kg? z8OeJlLe{(9seHuIdtUg*InNZZb5ja!j_5MX&We&%bN0PcvYF{u_(yC$IN`0&LRQQ# zdCQ$JQD@_fwvI7MVavNPTF`gs(LH2*Q&;zfW{Hb{Ur7%iv-Sw_YT6rTanOFK?vL!` zKXrW(q0{uF(TLLnfhW6$HN3L>3tf+M()aWII_EWf&RBMq49?`kNQiaCU`iqJ%m5|< z{nSXp^LnwZ79^J^CUZ4Q8D@^uL+X@e`uBv_pP5e4V|Ku-+nouk$nx)4zu%Mvq_eex z2U)&Zm9Ju1EunZE;#~5TY*L*T*6#x&aBu9&&1yErh1T;Fqo+RNS3OLdF?|bL2{kpQALP3H2TCMWezH*3NMn`7Po)MmyT!i`UUYiu$+2M1j&NedCh`1O(&<5fjQ ze~9EOnJZ>f!72MZXmH9|bwesj`P%I|*1Q^LN;a~bj#q7RmcDV3xq5wIeeUcUhR6Rb zeyqH9)P0NWf4dx%+8kLvA)^(VCo=I2CyS--y=$oOW@Z%bI#2d_v?LhUevDL(EY}uFigA@p?8Bv7AvwdGj83e6eCq`vas0Ugq=a`(qFpIeE~L2kH_JKvEp8}+M?!o)tjN11s?7~+q~^WYrr7EY|K;tCro zN6GK>QpH;8E;AKv0!<>%y~{z@)1c<^5%dva0!-M#!K0O{aeZxa-i)Ime@^iH^NJ>z z-A&ljEsXtpN@$1UV!h_%3qO$~@7m3x;VZ5mZ+f!$J&Xa{^@1Nex6&Y9a0NhzAX-6O z6eKb8P}bA4Qd5RXk?@Ngc&D>P9OYx2ldK0ZiFUC|p=O=hkEH|qD~GCz@<^~PF@ zbe+VC@dBE5Sa@t1X6-`)MA!H^j9M@&lr;9HOh68EE|fnm+9ki0W#UQks%rO`uEwPA z{zzk^4hPb({&t4HhGt*o9hE~6-LJT=cm5Rs1!Z>#Wn+e2l4 z&s8-P%{jzEcksgG*6TO}mEMHC&$`0=AG*Ta$F46Aj$6-<&!)GVR=LK7kcWl%d>W}A(x#4OT$~q z8Y101$QLHFmK9Kun!S`kq@ww)3!KQD=dBzu_XDMI73Ds`$AFX`w7>b!YiYdb5bgk| zRVW&?B@vmc{50g4>V534RaoDYjzipce7b49b-BM&zb&3(5pdV3VaY&#cP!^{9c6mYb#>rl!%-L=xM9C%H7xItR(?S-17kgxfTqU&cjpAL@g>I&hY z6LneVFnl<|q%4e^2ig48n{BxZm=7|c?P7rS%-L9{lH)O}dC zk*FIA4t!*uPj&(D7ZPIpn+;m_Keq#cI43km<;~uIOc3soa=MQKpxR(XDU3{(zjl` zK;B*#Zwm<_PeUy{Ly(U>xgXj<5tgWQ1P0DvMt~K8rfz*AKXH@i_m1Ny1r+%sZPavOn z0SMVSV3?D_$rl|^=`k<3^g8Fyk*0|<*ooAA=PT%#7|LnnS*$u7JP%c(HDqz(laq%H zd_CgneN(-wbvh+C1-J~g_=GO#6h4ZVzJSxYgrT|~`kIu6IG=91;W0oE9S*WEcde~R z8qJRBGlH3kw00bA>agh9FU_(knbw|H`p^%ubOi_f>-Wv^Vu2RL8 z72}T}Csfi=?TTjtv*~IeF}A*uW-MucOS&csH6yA}VLt?Uf6>G|;5b17{O^HouD=Qy z!x(fCTSyg;eU8=XQ*&cyB3y*_-X`4^fl{8gR%(>!OXGYi%6yrRK}^2NMbtgjc+7yZ zqGYzdqBPPSC#I8PYH%CrER&0@4|1vjoD8NMmAShxizOU|tTKNUHyQ}74??2V44mp% z=e<{g8<~*Mn>@RN{vx32koik!50DT^@gW6JF9%fe*JtuT_zIw33gN*|{->SquQ;&( z-3xjRult)khkT03K%6@ab)Mj#RTC8L!VUFDhD=9rTj zAFaJjUM?RMOI`_Dz1cEXY+C9u@QU2o63KX2;TgzaQt1G7SShEJ{R1Nd$u$avD%+oK z`t8O$Ncb!dIoEU!Ryp)dcy`4#AWt@`&w$SBD`$KsRVP|A8yM#m$YuKVjB%ELF;9Jc z{X#}l#5ej?3h<)R9!WMaz8#afn2x2%SPX=_S_N5%2@dUx0C+sO&hbegSScg;jR zG+xC|#Y~Bd5~!f-2aNH_w>PzHB78 zKWN!0Wl3C*))XW8j5iY2HbF>gZ(fkoSHT`7T5%d;|0H03GECCWDIjO!(2-+a7Uce% z^y$jHJfY|d`=XuUiJl#6{GCz3t99DECDyA{x0Ex9;=@rIE~FrtucF?g<@^msBhHZ}<{scIRy^ZPTw%;MrJFpuHx!jDNgbA^X`1QN01w2EXiQnt)?v^#z%dxh(m+1-#oV*(>#_GH;70 zx?S?YYHr{@%DU@2!JwZ&WmCsM9>Yu&68PSam~Doh5#+Q^Xvb6wyAgaR0#^$9qoJWU zuCTJsE*CX!#$O3i+udAB?9EWmNxx_J;*(1lUkVhQL$4ga7MB{A&47Mo6p2yZF!l<{ zCF$hV9EC7EI1o&di1&L353lC-qkX6D7o$F-k<%4?fw~0$)$69^&ZcJOqeeWmnP^Y> z!|(VXF?zX_{HgNdrZLtGarv_PLCgWp$(MCH{l zOOqQIk1aMDCUlU?^-E$q+c3eoT1rE5ji6TBFGpF{RZ>+%%%gZ~n&p5T5yMofL1Dzm z;0UQQ)glna-Ns5qwQAAy;z58D&M7o-jLQnxFooj>`V+<`)aQ?O-PdzuN1b)+21UJF$4n)P7}8 zjo|eRekkmO{QSGxO{{|Ni+B}8u-MMQ->a~2NTf@G1yp*G!eRr@#seN}_nR+&nXF^^a=JCFwJ|0-mo-01@ ze{ql`^{Pih8RZ%g^`BY=Q|GS|0%tx(P6OMGpQUnMGA)ss*q1P?QrsciQ246SN>YKLEg&$!$-a(5Bo-m6LjnhTLZKDE6}oxf8WZDpVeX0zK|7L>4^>(J)KB0O5N#=E59gUi~7 zJ~3tA)-w8)9rP2Uo*0f&Q5JzoOj0pRr%xo&29hGDCmR*QUhxNcsVOr;J=cc{HXSOs z6lBa@tL&muDTbpF?I*+dW0%}2uNYegxB!ii(v4W@IL;-J*}j&lxbS-|<+nzKE@FqD zFj;PK9@;8xY(Wsx-Km+_KWDu=f)5xwGVnoNXZz7ySCBCI>V}F(M;IN|Uq@T1QE6Z_ zcJB0}5!#fgxff@Yf8yW$#8k2*Rx|Uv4#;(uTiWO^8Fj6J!crbhwI+d*`=wL`N@=`u zkech>EJl8DO^NL9pd7e-#nF_23>UA0s#y1$27U^8JWSRCS}pae(Ecu!R2FuWB?Z{= zK=+lsrSXFYQ}VWOYbdB9aJ$mhn1>BA!1R^rX#DMDBc)1GyPLCN9k&;>K9l4=IK0yq z*VXz9kdiD+kP?WBa|Y4&I^OJ*k+ypP3tr{A)pzXt(Rxtt+Z+3Qis@IvOZW@u>XSHuzMJ9 zNy|!&AZ%pB%wu2N_2YqQUo$OTAAG{5jXVfPgSo5X3zF{>4E{g%-aD%4`|Tf&^=oMz z@NKP9MW8BzqCf=!!-}IyBLWHnvb8LkDTEag2-PaB3k^$VZ~!vH-XSQmN01dpLSzOA zBtU==$avn-_AcD_bD#UK=bYdD{LDFk=i?`zalPNyzFyar-J297yes>>N}4K+)8#Pf z{L)r8@dlN3EDCLSESsp(_^^5Eq?5WwPt!xHm-9VI*+KVNc9>{g0S;&m=IlDomILf% z)x=zc9Bx`;@J{_$VWV;IWUyZt&u7*)Uytc4;i zEv?CM)1>I+puuB~{1z*XX||{-A`*5G#(OVSIUBM@#u_}?vUM#ei7*(m+6SX2+^oA7 zkVFq9(?jg!JzQAS40WKOPS_N`?p{7-E{xd?<7JvqCe@zdkz~>jVomrMD;=xiIOt0P zWiDfDy;dT$&XGvd#Fbk<>#ee~j50p2^zm3&==#U?ijYrysEhb;6VY|(v=OhF3^u?VH!e2KYY>A3`PBu3YI{S!PWuY^#x#Qh_fYu$v-|H zLW7PS%&+7SJ6q$*yoyVvWG_DUk{X#4vDedpu}cyNy1PTais*ss<@D>vl{3k z!qU~`p{!>L&A@X?HirrR#H_RxMJXU)<4>wZQ`{r)(g8(YPcyzL6Yni`z!Y!r@-U>D z9=7fpsUO%1D#{DTJOh8WeHo?DdyUg=gpF-gB^`qMy&H*`03sFp z6^HFj~<73$&-|AM?WRjlKtfg(>0T{^{-nfvbw!h44 zpipcTkzpji%iV9&GPM#WZp2J4QP$a`%cS|dCKLMdz; zPud|`yb*Y;3(`5uNZ?YmC1~nmYvxw$!X|oU4>sB>U2bBK4UX5{lbk*!JlrT7C3fI$ zKd6Zk>wK|_MzKM#Ae6q8?o~!BrR99VOuv3&9O;%^W9d{j5W-Yw7V|A5#WwoQ9f<(l zz=1^<{SIx=(g-7Hb+j3KhGvssRt}-YmnO_Im?|nNvi7$r^|&;BHro)!a}TR{vDF=S zO26#&*y^|`Rxz!sMZX=r79TLYBPTlw7G@SlaV(*g%i)u?=AJs&OJ4=18KPv}sZ4ID z-aL8NJ}OUOak*fu+>z8EA`d4wx?A_HZxyv^Xzcv)tEL*G@E<(xSB=)Br&Tx)`k5qK znrj@7bS;(BC~0pw6`AR>(p{*|yq2Esn&3L>lbU+8JU_BYxz39Ot2Mm%rSHv2)Qw>_ ziN&bNTdyQ(6BtZ=ForEYyZ5@qa^>N3K~$8LPsMWIQ za6FHX$}3-Fh;NXDWoc`8^*`CQczOQfL%N68!s_z~`DP$NdHa!#6EK5$;m-Z1f20e- zhJNFv=%Zan-_eE+pa<@+?SbP|3EQP451jr1CTLE}M33A}3Y$E>WpYQ2Aa{w?s}tSd zPmMkv7UCk*bT`8}$0Y~0{r)w9xQ^&6I=;~6hPP)gccz5&tTdf8l;@=r*kD`YoL8t& zcMlH-Cav_>ksXMN2FjSBv?I<@v{E_Bs0m$joqFu(ItRv;J4hD0fMB&patR76)OkYaL})u$K%wxhXbofVZ^ zHaw$An5GjP6ZR+e>4=K5^IFJxm07F2mR2<*C-d_LVQ=Atis6=+UHkNcI}^jc3_c#R zG8-@8(v-04>#`N=c#++4NVV6%VozV7TA0DeZuwSX6w8(of~^^80GxzQ9<%jd5BI9S8o+dS@VIFFn zE;7M+mCcnx8M7idB_W}N#Vu4zMqNz7hFOOB@%Es|Ck>@V>wYX0y=8ZIhMSnyaHX)U zcF(GSxxq=)QEfFWAnlegLy9tj|Q0H*r0xjC|iE7)P%zTWI&3bc+QnN>dfgI7R)i~D-9-k8`YbYZybee&FsiMh;z*;M=r_!G zohbfgq>g%TFEes0HDt&;-e0tpc>uQfN1euuH^Kj?ccn?G6|x-zKY$bY+UdYCxm+1HCbBT5Qfi;ve2GU*U?1aY2A zh5aZYmyb<(W}yF3nYe+L31F`CQ8%Z?nr|Tn%vQ(NBhvQIfM`q4%!Fb|V;%g_8P7rD zJ*AXq4timfDoO7>!qAlg#_!lIscoCYvnP+)j#ZKSTggdI@;@14AwuvJalutJ-^X zm6_5N;Loo#g>vy_maGNnx0my z8p4i-3EzFK#8_}Q*KnTd^n$uB$*f1*-sKf%A80~12sP)Pv(MvA5Rfx&Ccwk6EB_Ig zO=6b`KJ43cc6vFhmSv=t+jM)In)5(cT0IgyTZ6tw%7XQsy17255gIU6%5c^1GpCqT ztjvhw)UeB*s9)BWFzaaP;{76iCcgP8+u+dMbM+zk0#9S(FwA=?4sAybzDkHP&8u9S z0fu&O{Q@nJ=0fy5Qz4@fa?NCQwb5^S!s-?4Zsh^)Z&I%FwP&ph{oTbxl}@3ypG# zgM%#857^Q7)v`T3NPnQ4XQy>$_UJwjs~;G6L&t{i2CijLHGC34p}yRdL^ z-1SB>G9e*B1J&YG0b0LkpgX8qj5f#oAEGiYH?QWFUb3*52mv7gM|u*vLwj)y#DPml z0`KeswrKwCY$-D@KA$$!O~8_t^R`XQY-M8|_o`Xr939q~&H;GWWz{7-f3E*H{%Ti z(@FjA0(P?+K@d<11d~I^blQpQ`9IiK^}PZ-WS*h_Q~|Z@kh*Kv zBjC)3$nm)2{AEJf-a90?-|Txs#?;H^$>C|)py8OgVc|+ok3Sq&UHr?1Fi`|d z5q|Me$dC?`G$T!Ug`gY23;S3k_+rn)eHG(ft@rVioGmSHQb1USMC5jeW4h#&z>to$ zx6`~v`yi$4pykk_y(eB91q4`Z-xHH*yL!%tIEUa-UcuqG5zpE0DsKpH>*+hWro%M# z%|WyUc(tdT5KXJgv*LiwXdw6#_qTtckaSSyQA&E+Tgk8hm=BRqImBb4H7cVGh9X< z?9jMXTl;Xp&p#!URWVw9zuM3KLVZGGF8#$G&)Iz9q-OR^-YrfghpevzE1x&yaU6Y4 zqyP`Z8#%}@NCaG>W_sDNvM&^19yisw7B42!9q>7ltKKJn`ROr=y?);bR{mjVy4#K8 zyeydls~8`BD5I-I*5`T|td2zHmGt%dIz4D45m{^e`4cC|G5Xdx*F1WiT#b>y-UH9w=9P&xj z52UM9v1@D_9?Hci@ZK51aAskGf1oiv@?+->u;F**>7yqj)aUy~v^iq15$0 z8_vX_=~~a%11N^9nBT;kg>jEWjZSNgoy^>)F_;6A4WeX(8zVW$3%PR`#7{+-j?)4T zVk$v1C<{Aqds_f%TpZ#YYY=Crd}tn+nI5J4jh@1*4@T-DCOSy8uE|gkfhp`L5DM1I zpnWBt#vOWNB;=Yqp3L92!)z!Qt;HNT3||Bt8A55~uOR-LdG0mPj#cbZBiA;JA{#pS z`n&CWpgePY+W;daZU;$31glco%U`g4WQ5x(qot?sfi50AvSc42o8VnGkiLo{=qv5r zS_=+46ZE-Fx{?N`b!UG(7~?scP!2*slkZH!^t5RhuxA~*X2O7B*)fbZZmU_JC3d)- zUWk%6CDjOU3Ut!^i;_UqxuFb%iO$IGdNQnLsc`gh;}uo0;k2WMlWXU{aD+FuOIrbM zB3NqPryJO6$+@?4f0AkF=-4!+3;_oEf-I=vLvryk(95B9D)AbjA zQZ!A$NyvvBl``P}yfTDlKa?XXQ_Dp)>*EM4>994ih#dy(LD`^ZPk>FR)7zUpx=Z(R zzk&D%u+{H+1_3s#Dv?lceHMvg@faG&NsZh!Uax5H6%+8hizP*5xFsp5W-(1e!=vZ* z3Czu#;?x&^sU;iNyJZ#RJWA2}F)??6O`S?(Z-scB-V?Axx-7c#D~J{laR|$qZ^emm z@ag}mJ)YZeTl3DBOUAgiBuyB+s|anJz0i*4Qp0<rYQQUCgM=QjXL&(A2cAD&DRRVoE<*=Da4qzKZbF_|QMl8_4d< zV+N%Q(IE|OC+t?wg>VP;US52Jp;2x*-k93cZlAEJRzT1L z6Dhv+4aOpGYTi1H&AB6QU)-?()cPU~fyaB74riTbjxM{igl6?9-T z=Z1O%2xQP2q!coZAP}uXcg;Xjd()@-zu=BrHi7WOCrAGm$mr2cWpv_mu3X&c{)msH zKHTJ5f+J`4ZL;FQk#P0@AdL7c;*ZOJfysS-pih+f`}Zaag_{sw^lUp5Kl8_MC$>{d zAd&V`8*+3L%+^0-&o+|f4)5vBr)-4T`iE>gD0R!+aOs}#PU$r4s4Q{I8R)#$Kf5ip zJ3D8|v!pZj@zgGXgm*XgicZMZaKBAR+zc!CIPL%8BEVC#u&~H%4KFmau!y;T|9&7T zQh28X+%oy`45&tu-)OS^Y-Vp^J@aj9j=!_%6zrC<=Uj^-%C*K%{&_L&6PuYveBv6mgJM;g?GA+1&FqsvE8`SZ|nls($v&Ecg0_4 z4;%>IOO-ob3ttv>fd`oA1n{`Mn}D`4EiLCN1NZ#vIp^qimZ1#LMO~Ck!TM{hNnOfF z0#D)4J_H6I{{0!e0>XK@p2k_(*_Z6M7iZ7RWceR2s>Orri(hb}9}CG>ggyF)+iN|i z%(gNY)f}RNgy8wiq$!aN-G?<2IS%4e4IZgd1q-~Dl^D93a$DOOZW|fv% z0W~&mclYrzF+w73F4-TbmfQnZ-hTJH?RT$P?lrSM`s&4t7dzKmp1bF^-#w>%d`ISq@64`Vy*g7k z{BJ>H!zIA2UfTr{XBbB|R{t^IQ>jV!8qxtIJ+|_@U~?N>@hQS~7Ll)+mz8xXz`_Mw zE3*}C{NL^_%^a^=KcBxN2H!R`G=R&bgYig!nT_mC5|;p!97w>TlS}fDO=@JY58QPv zW*6AjssYD3^MK0l?&(PaJnm8?^I{V_A(Z}k?cf;jx;fXcs_}oycu%dK(WUoXTVq#) z^WTfvuLsB%kBx}Hk2KgQ->#n*w0t?Dq>~%l ztA9m#EwbY>pjmXK2$HI@>8gV*_r9zmy`R?9)^>9_-x!g)BtHc^nr5~v56OA3v4TEF zGW67`Q?ZphkM01rnC$*9d$99h3DUaX3nU)ecDO69GRVfV55o zvf;f9BzhBaR)?6b2o#OcW<|3JI@|48+A33=c{t>}=&X0#7sRuS%5}nf}U!l$< z>b%fik}v+K6LvvbHbG&M9gH$}gsb;{Lwqhu^%jdC1mue3Mj0hu;?MTUKO0^Aug@0T zW_tX;*|?j9BIHVlQS6C!`yhJqbT__ZDI=Z1vo6v|#fo;y=^Y*NA_jn9 zKlm7&8!8)6w0$gVUYKyxsrW^hi$|qDyng=xZ%F8ib+9Ww1y>L3$-ib{;o4FhZ(TW? zM&*~mp^N#%KAV@G#&M5TWg$m5c@L>H0Vf4J!NsmR$)WiRCol{3pothEg{U5uT>$0V zvp>4;Z#;hQNC&Y45po48j_yS%i0h{qCi+m|{vM=NfihA({`_GcTP+EQ=m!7HtPT{N ze{Wu``fSnUi6#qDCFlZi@Nk4w+aDu$x`?(EDv}II?T3fRzotG#GX9K+ojS1D;)|b-SB%OrFI#2!0*FvJU+w3*xQ>s zy4pHI-?Mz&%-TAJLx$>tSdpi1bwR-~keFN}$WD_U(LbFqbb#>sbyK5=^T$qEsv3N8 z^hFwP!IVG-sUq(VLSEjtU$B0d12(b099Vto3}`zY$#n%EpeH8A|sU5gVWm@T~)zxxV1+p zdnz9><8VFt-o1v=B>ljF^zT80d6*b7-nlifT|^7ETClUQa9QKdB@ZB(U7elJ9Ql*! znAO$u8eUW3l3|A+sfRbEG3I`G!{5eho`8wNN;;>c1@r6ELtvnV^*T&6Cg4%s-Nyf% z?nW+al3H$pDk6|QMm#Bbu2IewN|-s4JQxM!u*qo3PEm@Wgy0N9g7?SNBCrUeU`3(1 zD)O|R?c;s+w==>QOXus4)X%ehbRUy%O0b_!PR6#`=Kn};Prys>Rc+aVW>@zG==#7^ zAH<$8iX8OWr&Esoa)q7P(sG{~$PiSFu_C&`yHrZ=1rJ}Vn0IC7?|lUXQMhq;k5W3Y z#*e}M7XMW8$_I5XOEbO4Gcaqf6yQcSi~Z4!+Wmu_`}FutFX1?Gih*OITjLk@XddzW z#UV$*qV<3qo_K$ZAPJC|cq{heu3|0BRPCs*lQ|Oi>dNb;)GeWfoZo$+&LVqri{8Lu zHxV(gO;z_H`N>%U*lPtIj~ddg`sB3o+nL~LA~xC?ovJA*3zrvy+n$}2!3a*ibR6(q zn%<|Oy}Fiv3_brmB1)l(RcM}-rTl=A0bBOB>>>P&^JhCG-aH@iUE|<(@IWv&&nlvK zmrT^)VBR#nEC}b^pixAD5&+M07^G(v9O-oTfGg!HVt!N@$T8$D4OF}7UfT(Yj>_5; z!|(#8$^QF|7BMnHt2i)2_d(;XN4p46>092y>TPh`!8;OVI@q@NhUo>F$6%GKjn6JD=ZE^6PdLoQ>d_EjFr}SEQyvVAs4D{Y@8j)&CSVa8)}Sf(Ut7iq*eA7C+K>bfclUA55gnC z-$GJf4s7blr4ye%*`Uzea<8P0(`@#-x{=<;ErssZ1( zzk_;SBcqv_8J*&=qd|`zwO1@ZUgyk{@F&3ZS01!}3{>PX8m;)MQE~}3J4K3c0IQH& zei|vOx@Y&MtzIuQU5k>RaF(fjQOg{c*_ZJY^vm2|brhbjH7Zzdo zzeo8kX5!nA#5t69ph&_w_Torns2*N_ZYfEW%MQHtDF4_HmK2Ip;8Jyund)o4Y=?T@ z3+H5s@xLqmV{m|gT1$5$r^uRViv^MNWMQ`O8HyvV2oK@TJe4A{JFD08iDLg7Hy+QJ z9B}rNJ10umJhL z0vhuU04h3}yOL9)6hPM@kYk@dZrJ%u1z<)WZ=!s3TJQYBDJ3yb*kQqb~M6rRYnVd${+W;;h0#>|hdYP#QQ1!`1WC}1rs6bzS<$*%h79PS{CR<$P*AM6*RN*ZOr zae12d$ahteo{d>I#{$N@xr*>WYM5O%XX_dQ0(vDpX0z-lHP>N*c*IF(FZ9cj&Iml%`_3VIO z>wC}K_kfLH^k1D+tEWa!ozet(3MlU#PzTv}Qod+$q#F>`f9bE)<4~zNb^}jDRSS7~ zS^*aypY~@j%~p80(N*s4x&&r@g1oF>oeK9A0`C9{OoDLZcke#nWXP~D;jUe~<~%i^XT%(MXN7i5n-+)wawb+pT$I`e#oPdPh&pGW!u^)l zW!$WW@3}9R9QW)@(I`{3vPYZ8l8O((&5nLoNKYAZBhwUL6&AjDMcxT1mfGlbL;8Or zzMn^kB`cGOq%D)k0TfY9yQahv6R%+cQ>mJ(L`LXs_43+&_x@}Fvvk0(XP&<%RpvT; zTe=8Xz}e6$cC|4m@_kw*T)qV!UOluSr*BNxJ2`aaS$;#p-Cw}$tjWZQ^21V1slSEl zPW=f9H{0mq0)9Gp{!6zvw<}LrmlmIAQC_0COEa{p^Q>($543j+Rls7*e|Uom>&q$W z8}gVf2jv!J2heRNJ#)9@Eo2JKp&j*gPU7H*byW+JKqS@{eLBC<@w~kID{Jd<7~Woz{M0)n8SXV#34H= zNWcFk_or5IJog?p3RHX?+^6IJGkhk(xSqdF&9(minnH8a$eq6Z2p=C%O!9uR#QV{s z11C?Lr+0wTA0QpApN!OfS!_N5IRo89>u}?y0E!^*dm&KMEd!3C7Mbm$FJu~WpgZn2 zN(t7RtG&mc^r+Y+fp>~?b8RQTxL|}FHGF)DoKljTXIolr5XWCy1GY=lH|HgsSD$PF z5Gf8-G~Y9t#9*`m7+1J)(nczFvP|@N(bp_3d^$C4ZEUorLh>_DPfopDtUWKqV4+z+ zMLTssxqMJsg*3MvQu#)BSF&hs^?m%}YIpof4>HphOfnUXntHbLNHU_QQZ-!J%KK@0b*pB+zGyKQU?z!CieHP)Nn~azkC(rcY9SCvN4ir&@`7t#yf{=s zt8$qxoIov317vBPc~ST87QYQQN5YcDKMJ6TKm|-Ry0t8!cJcA|(NZ;xC)a|$`TC1+ zBIM<#+!OnSteTW%(;MlTNO8=Uk62EGp6PsA-ZfX$anOBw8 zUf?82*B5&tjC5? zc0ltoc!8fSGIwnF24v8b%cA)SE9h;~HNlpTbrxxFNmnjP>i)`In(NN)t&lB~u`LV% zB@!EBc>wTRJ~-%8F)twvZ2zMH$7=U`cviUrlmBSIJ`jjkj@~$T50WbQTJ!~^w&Bwd z;0<^G{~#APFB+)g9Mx}Jm#W31+!Vjoz&*Ks{M$nh{x}kQ=$y`Qx^H)(TrYZbD2U%TJ z1W}W>n;__VAi8|M4&A;&Tx{vr;{h;@40lk;L2NM99JNsSnj#*@n&AU~ffy`($EQNm(|;P5O{mrbiKItsYUT5zR1HjUO#wX&I*X1_U8*c{ zZ3h_9WZc(Lijz5x0`<^!pTXDI55{-=hCaL*2*MMQ_)SXx0eu2o3WcBoq#X z+ZRpj6(lUtQIyWh&wlhx;ee`&GqJWl1B!D96354=KK#EUn zT)xylpV!@+h$(Q2QqZP@DyByv>CMmZqS;lx(|C7Vqm1R!04?h1~Faf3dmO(XtC zca#3C^NkY*Beq-PZ4u__m*F6#o|RoMdBZ`qaTA+6iwma2! zk^exg4JouLr4|lA<`WSnEt(YJh{jwlf^NJG_yH#w+P-4?fBK|8Wu#yaX5a%%UY16_ zt(DgfxD+}J3V*7X7F#)Xo`c2ik61GM(qhq;cGk&AZ zq@TTwjbp7{c7#IBa6 z48xcq?b&W6W^R?qm!MoqN0naCTrDFCF;}e~?^1x1+J(r`zyON?P-64cf!KG6P!f_J z!0f{>v_B6H3m*R_6Y-iXkkWgG#3I9HW)vA85OV#m6e+CUYR57^LzUz9Ea>UO~lxYC}-#3BIH9)#mn&5C(la6QdU_b zhNrB9`f>)K460*X-MfqwKQoYlEv%nR%&?{8p#XFTIirS+Ij&k&u9xBCXFsDziD6Tw zx{i3}_G-}j?24M#%rklzj}HbZ!q=9p)nKrZSBg#zdN77U1DYk9@-^b}tu7MT0PT9m zAk^RuX)mT=7{3yhBCC;(f!&}8cktr{G`8r9WuVjIkRa2+amSfq}5_lIJr>Ei?O zN`{Zy9&MGFs78`oZ1mBmX0Q{zR;?6qA<@g4$UfUDD?$>wZ(n9^uJsi6_xiKO?Oo92 z=qTiyyV5S5DrJ*F*wyo;Qxt7lB_SScd6>(Fl+y;xeoHZFl^m;l` z6sBkzrVCehY3cDpM@;CP`ufW-J0O>!+-eSzJU;>gkZUXLb&+~FTOXoI)G$V4x1!0V z$&^!=?o?6?BX_7O2sC3LeW$<>9h$>qeG|aKwoZdW;-aiOE%UXI4zI)Q9n{&_!H}U zKeri~84j&3vdKl-F}ei3>=l?SFSj62Xr5I-5SK0GLZ(I@%D@cBkM~76VHb<+<`a?K zSr*ykrJ5_JVq((x^G)*34G-f7g2x_p<*p~Gy$)vaq+1+s0H>|QV0jI@?{xlq!SC?h ziN%lh>+8I{7%A)_Lm>Cz8v`1*#!D-db~u32Oyf0^wff8n=3v6$EEU^$*QTg2OFf8= zM)1PkotM&-sWrwK5z3Xp;H*oyobIZi(qWHQKRT&_l(O4I2de8uvacy+TLIHMUIDe9 z9E1e5@Cxu6VM%C_O@_(DkH6qRmy0@--*}TEc`)A;zr?Jv=GCCNK0B5Tu6!rH&ttvO z`Nd|c$b0@t)ugWIsi9nJC>Fmvg#f6>CR7|co|k{F0t-r%F45byT7l3{QrH*Voti^q zGK~8&!AVx!0U&LIYC?bR&|y%37|z$zb-kQ|9ZAcn>KMe&=s#})WdTrD|I1b`fMJ{D zRnN>gv!tCd?!6W*p?mi1nP4``VNayBn1KaIr$p zRCi+B-zK2fwXwv#TW8lUc3QgY^o6BZNUgN-Cc-+;Ie4bkJU<9m7u=C*$%yFd>q$p4 zdRxXkJU#Y?v}@(sGMeh7T7UmDs;hKP-5rc#8!SWM!R+<)^AVEM{m;+4wmo~g1%VIOYSwxm%4n;OHAIq^rsYrBh-H9Sb;jAFENW`#l$NKQ|R=&izD<%uZjyKQ0Kf-0Yv+@FCWA5K*pP{zx0Hv>2)19KHz4!1Hyrgv}=o! zj}vMXi`+yRxdGXhVj6?WzbP;mMky8+Rl}J>Xl@sjBIv4M`?P?T8ps6~tMSnaM~9Q6 zHC0gx*mBlA>goCPyMv9QfE2+M#zWx*N6vz8dQvCd5VR=<#=__6IPVn{LH&- zP}vY8LRUq$i^qSMJQ7HV(lHI$+ob$5=!BqM|L~X;Je;F#{qS&Kp@;%J&hP} zV-s667oM&gKKyy|9=9sD;^IXE{j95^bvE|N2(rq$3S#+!bDnJ5 zw}S}qZo07q$1s=KbL2aR64e7ditxH1bn6dPvc058E~Kffu(d;1QxyWlw&WnZK6(kvX50q(Zd3lgGw02DR-3pz zLfbB-UhN)$X;W*S3)3D2;4f=I8<4AYlFlH`GCg#iRTbg^y9EwK&D z%&lBpzJ2@l@tk~2srAil)9S`QcPqsZs)E=ne=^R0lbereJg}AvRLGcUIfNI@Y!g65 z%L8tcby68_!~lv>Xz2MUo_$qddu9f}&Aazz>40%S%3N;}O=}>m${VKuETziJi7P@q z?$siHEyUT^m7AU|OCdqyy+Zc?BljMow zZgSgkr^ZPML)m1}`haOs!%Vgtli&p!kq(0KJ6`JsXjVLnMma%;iTFGA`M2gytQ&;( zk$EHokcbWbVcA@?`+J8<*J&{sw1&Jo;I9aeW#cNF117>3vFjir>Ng}-l(s$vC@3UJ z!4ZV(>_X}-DuiTg#~ZrdkKTjD!rw(^orSTsrJ;etzKuI;n0eH|^(Pm%d;nZhfC=GB z4k74XkX2Artl~&0Xqb6`!FHz;@ee?x217Domq_z8QjZjaQDp}TLr4G2*uO12%DEvz zW3hX;iOuVhn)SK!ejm21YY%Z5G7=peBMl&TkOI7j`ifYZE^YxQG~5(oadB!S#%`4| zcy)E?tc2VXO2Z=~U?1?_Kc$li9eTPYnkCkO11>4BT>4 z^b6l#l!;|$n2PeRiUKI~CmDv1TEGhclo$183e%rm>I(Kaa*|-unr3Ae@7DOxy$4I5 zCuP(;H;`GGj*79gIhl6ftb%RiXmf&j4=9vXxONu_yD3nd) zz2Qn3MM$pR4`356MR*dfj$WDNuhS6| z&kf~_Y2(n0oruDP2J0eE3VCVgbvsbFjC`6GG(HlMhM?DQWHm;A`=(-i@woIfa!YvZ zrW&Q_faz)*$$k;Df^`q(lC4tOH2=+Ezrks@Q~RvwSMW}cMa_DYfxzrszm{gDjv`U9 zMn@9cz#%liOAfo3>Cf&XQo)qL*~>|%j{!(lLJ5Tx15`>HklJw$n6s7s4!Ot`$p`fI_6tOa)#wa#7H3=yBYOB#b1116Q zNvKgak*8jnvldxH}==Mbg2*^uIsh z7bW$_ZNbg*GV}5}04Z<^w93GCGb5Ff+6rLNIJ|cAzn*t~u*5zcBVt8oPDGu9vE)Ht zfUIn6+)1*2Tq7QnMGae$ifnU0vr^i2sffzrHQWIFt^@v2!k5xqnXcUT1i%LsC=yjv zdj~of=Qa)ikKiVurBPQ#9$ZtlaAp%%+E66o4_hT@Nks1Oap0!>05`KWADVgvS_x4L zK{(10;C9H>APh|{z}N$K6~IJaxsm0potArn&zHcqTXi(EwFODX1d!O)_IvLV=hjc- zj(@l#`Ex+_Ok0Y+u9cmy1@09x!(_lY%6M=2FaQ%I2ZV4_*w5T9Ms_^fim-8JLm!G7U?rKIS>-*X8Wn)% zcD#Q7Qe$!Y>OPpzak|GH7*CS2fu_RwMkY>ybei`{Q3QJp3^;OF2=!2?+Vuk<-K`52 z+{D}4IFLn$N!tga#Fs~sbzv~5upjh@z^jiwkH9HN$OhM*yE|t1F!;wYM;RFXBrxNV zPl;P0S9WfUN!ETL_+V(50i3`cpuO&~nsz9Y$|TTra>GErQ#O|QBrMT8!NSV^ z$no4_KTAiVkxp*q3}&l2p?b~ZO91r1jX#qY{D>uCe-h(5FFJ{T`wc0|Ad=+emtXSN z_;gobKRJUwW34mxI%+-WGv5?@QdFy!=*NO~R%no*qT9flS2`+&^r-&oBT5cDfv1L! z!ZXGfjnqsMwH|qfwnS%Ej29j^)2>iGPAE4657Ek4Qp^uV3zoJ0mLem`QZ?A?rBpx8 ziSAM@hG;G6!1CCb`f6U4m_--kY`n_awFUrWX|D$jY_n@+Szzn5w6t7Ul!Tn|-6V;3 zTm!;n?cUmjQU}_2<=yQ&*ucgUD`FsEO>)Uc;_OqxLbco1n7Mef%ooi`YPr>ZIzcnh zz#efe+fwD)h9sxe`N_7B1x<$DbD+K<+&-u|`Fup05u^8ato4aGDhVt0aG?CE3-lUm z_q09IrxA^^rQ}o+Eh)|+3`%$?n}`?k--%_eSEri*fP*#2`l4StbVaxQ<}gkoK|-$X z56~qv-4vL37lmWfUKJCQaNI8Ksi?Xd1tI|yIlsnolO{n>#4{Ny~Fl<4}FjB?IpF^*WFY3m3q}s_=Ajh`B|RuPbGW{ z=m1b$iwcNRVl@1wJt6+7xfzsp%_C&=CXo7z-D8ohg{`HgE-uHE__InAHAQ5oTG=kS zq)_gFuA!W7@Jo~uKKNX$eV*V8F62TFdd^{*nrRM&RD;-$w1)#I6gSbI7(alVT>zn- zUs4W0)qz_*FxyYSdeed5m2sgGah=-RD_}f00<@{Qt+}ni0Jl!c&3P)n3Q60A^*O}= zaVKQshl2y&wW`2+>HPxl+v;7$h#m3~9SD?yd>6kl1d)HHj24F037pEW^(6yC<6Lf8 zOUv;L;E1RrCv!mV4S=xZJp-vQ$1tc^JDX)5DspS@m@AVqnM_H!Zqa*+zy5TXh*s$_ zFz}g(k;d347Z=};O#a^H>Q!aOxJ!G)#_b}LgH4od4QRS3D zgzJaYM2(wW@BBoMhY)zB6pS+PTo#8OsCEQs^Pv*5`PkB-KqjzDwBYJM*(s7&r+ph; zTiX-+=#4bcX#>hhLMG;nyz_xv$85?S?f|%GsW4ThLqI#*4-iwC&b7u8!K^|b&&iaL zI?mKsB;)-Zd4xKfRQD+V)oNFqW%D2FET2+DBuxUaw#2ESpcU&3auCgBsH|1$@#zzE zoz+Ct*dy)54qf)E^ioAI0Jo#dNKKQBYLpMU3>uU@GhN*~PjVW2q$Q4AO@s?bDd#1H zt{r;Jq@6@Y%0;I&?^5@g(5A93@Af?RThC%WMXQbcX*KP1;Ms+NxCv6I%b3k68?GF1 zjY!Y%!lODWCVpk#7HiYvLq3i*@?qT0YnIz*w$_gRywL%@o_f9pb;a`f&AZzkSGjl6 z7sV{GR7nIONeof!1xC^)f0tfo7ds6HJDp?63b_}@;xcpF_u4MCQfey6N`tWcUp+ix zFO~V&+lI*G_fL_!A6q*;QWc}pK$d^5^q53AchHGDTRbLdo$VI6xSEiVwkW8pNu&i1 z9Kp(-I(o;a=7`wg(_!X-Mw`(-_EoN+5$FRiY>}I`{?+dx*Y&RT5cTVopb&h&-&~yg zw8~$4KmYrLRactQep1(VS)9Vy@M;k5)m&Gu%(B{0&DzGj5)N9HwR4j7dTlmdotmo*H>R^I88=ahc0UtdaVcY=Ii!l zW@j5+$UJoX1PKEYy9Uc)jv)*9_!Z&0waY|ImoM*e`(qx3G~85Wp6)!bGFQ~1d^~i< zO$F{TiCkm8NEO}~?xBym_q={T{r;t`O_>j|wg7~`p=_cRzSq)rZpVPk4mJl29*RAH zAZet%7esRnKp~QY3y;?U3LHL|{|6lDLpMkoroR4H>W$%l{rmaEYuGI)P+cdK@mdhO zHM^i~f15&|{$dVo)NA5nSAO_>bu`e5C6wSAhE$QCa63A!&N@vs*Dg@x2J)s z01!sQuOq<)(}bxLn5$r@*p5v&J9t*MvTewYD@Prjjlug}7TB25+kdB|tk76B!l5=PZP#8~$BI<6vn<-wKVDqup` zk7{8XM;J!B)3S8-s1U!tb#M>TGd1lsEY=y&#>5C*^pxR7>1mLDO*swNi|4MK@KweY zgFNpA(=8U*6PbY6Nr!sC>5WRe|9J*}95BNNi@*8T&E~7h?YwwGju#J)T5iOFF@~+j z%)l5!ENA*(|D4}`H0F|ZmNE01l~u`-|ps4m~}EFN^vEnW(|@ig-jZsqwM)0s$-1$dK=Q7~X}Q>O8HJ|Ih9?j;c0iit0B z1=xD)cuh}BS8_tkfC>?M{VRa5x|9}uDeanNteLfP8bDa3m6crSk$<4OETQ7&3q;t) zqK5Fh*REcD3Q%6xEG$cxEN}ez5-hWLo}pSw(ab-aOZ=v(XEugPJ|Fo^4e=iM^!dCu z{-%WZ?`LX!rp6}O!ulcY=8xN7PDP&l{a-f9ENo(o*}s%-@BT)~ zSZxkEroF25E9$R>{Qax&&1S(5KW)V1iqAUu#f`sC{_D?I-)x)}1P-40W20>*KI`1S zYQ=y4`TYCPhEcTQ!{PtlvSDzZ_{ir+`Aik@K7jl$-Yf6>%oF~u1rWc=XKn&S_{`X! z8C%Q@|C@l84%$!Gk<1gF*AH-W-$>y+qs{ufAKzmeD;X|5k7m0pN)i%-0;8F zNVuWR(W8y;{rD1cfBqBI=x?t)pPF9;Y{q|fxB_E;uL-}tv zXk~*Qwz-1^s=2x5OrnOptIv>bx6AA=vQ<=fL)~r@-5{U1eMTAP$;u@UY-!n}l1Ed+ zj}{)*RXFHO7Hs8w_3aN{ic{-?kcAdh2QQhFZBO^F4UDt1k|~~)&%|c(o0nX0+urow=M%DHahN8hE*bWbaXU2 zP#MnXNSik6gC03@WX}Gtj=~6YG4&*#gZ_QjeDX|;jqTBKpR(qNed1QNxt^E2?L(Eb zv${bk+tTc?@xQ+pQx6iZoeavVYR{&J7#S-oYnKJ>`*?Uh*2>&GE+L_EX=XqlRHnMK z{XQOt1j`)rVS@|bs%r1G1;Y-+M?V-_Uaf#8W`kMDpS}&Lek5MG0}5GXJ+BJ0Dv7Nh zzZ_nc){-@I4Uy^2R{!g2iQ*jW>90V`!I@8d3z^G#;fDmR@rJ7Y8nQk7r8vPT`9(}( zfbf$Xd0eaimmC=WSPdy_=j7z%;W0D#*H?Z3NWx^*+E2GQ@T-_GvUbL~^J*WD_$#nz zpL%Bgnkp`$^8Xc3dhW0OQ~A5NtWVp5TM*O^Q3vnR z2CII*{rKA7EGNF)8ML@QCpgiQ+(AP0JoVTp3U8^2Uuxs$zh%Jry}!2Rnh#a|Ys1+q zQ6_WZ_Lj9nG%A?ml%43)vb0YFNgapB|JwGuLUUT29W`A5X0{Dp#-G#>kBHPJRIwmd z8y>IrxAd(bwtYr7QG>w)XBEw_HXJke8;d^XJu@@(tx(@*@s;??U>elimb_2O=HnBD zZ#9;<0fE>AaO8bX-$2T1uzC&ztTsz{3Aehp#?F9ID4@JLpcTyYGqbZRG+fu#)O4L2 zT($-!U|_46IXI*&E()i6GMB=8t8*(WD|76tw3vN)MvTIaV`^+X7`2x6y5DVUNt~@u zvdz>I8a$Esr7)aIrXLu+IVpb1B`^)`kA*Q?TG5o=F#!c#g!~ra zN@<3Xa#hKo_4i4UfN8s!0n<+ctqU@s?QmR2TC#>~+mzkH`&Q)aJEtJ1VZibv)t6yk z0Sb-_U1?za%JS@c4K|vMUi@tb*_0F}u%(G$K75p1@YHkvxvnEH!GdV$CG&{_ACQOCcOj*Jy?JlX-aP)B1kV%1B8x(q4%DI zn$QCT2qBQXJ38l_Iqx~|zwgU+F(t|KB-!P@*S+@MYc0*{uaQz+o*^e?C8f2KqWLF+ zgJR~cCYYryO4#7_r7^KCrcjf7YNZFQZYw$r>iy5`W;9M?6XW1x5Hc0mYwd3)(Bp9X zJJ8^-Yai|_i@TcpJTEi_8f9rce8f6wrM*6SS2fYkrD$(APH?&Z%TRS*UY`2_E3RW; zAe(bIF5W{uz*2c>X?e4GvYIk3IWnIYMfVY{U-+Dv^D0#4dC`lHF8<3C2DKh``E5A` zd7UD9+4y=Yu?JYDFixO3hu$6<8Zu}I45(Sl>^5Q8OwxLw^<^gO$Qvrb4rTt|-|tW8 z1SW^lwjR~*42flfgAacG;Z7J&G9RNc_|X_xt$@D&)>T1~0EjF%-zy-ul|&3A`vL!- zz}fL|9yu=r-r+d4(jPPY`)nJb3LWEBLj;o})u7B4=ouyjcQ>?Yr48D@_!Xdkj-H^m zKhHFwwj(ooFa(*jB*;i$t~C_jnG^$~CGgqIx5xPaZ{+HgQVqz$<&6G1>M}gg!NEZS z81ziaZddNpBIPzafi=e3xP!Rk=sFLcN{KZ)+uXoeORwD@3+A)|;wa#3YnR4JPP_o{ z<1#g@x1Q%pGp&=ed9f6^zE-UYJY$pN}+M>F(6gzuoO*J<)Mejbud@2MBZ+d(5 zOHq-iSVQ?OY24;Au*0hEge!@eq43KTni74$l*Nlv%rrWIL-eM65$LOM5Km_Q7FbCj z*|`8Q*4&)DN6~jAC09xQB8PCt+ca;y3o5SJY=6Ll1A}hO0~a6JATs+;lKR<>Ojub) zBpxkXZty24_PBv?@q;lB19NR{pBEa&In>unGJ%6i2f3-xwdz8zIT2yu4q#K8iU#|p z_qgg4+S0tQjF^(U_DN*tM?Gl@CuftBFOo(rqXg8jp7ZF&M{U$LX0Yi5Rk(V7}EbF0Cz&A%J=`KqV(Po9{N^Azg3eI^q9yJ}=lLW8ds zI1U35S|es{{~I+On;MiAwz-rqF# zoR330zyo5e)@pswQkSQlFz(BPlXtDvFW&@eS$ZeIspS8BxUMr4tfmUnt7Vk-M(8Qy zd*jBWxZ=6F7@hG|QJ{qc>{02WO8b2c_$V?qfsZ~XKxrl@nT^(aqx&5TMq~MtZn-sU z6Lx1f6%i_79N-s=PB=}J+v%-U6JPVAfe{Kxnocd72!D@=BwMsV3Uys$n@5OI*wV+#U3WtB+#&>>pK zf9;yz4lWp|Sx!Rf2WrvKG#}rPQx~FDvlQaN=|^!On+|rlwrP`1DttZDeD;z+yIc+9 z6hj01boV9-!FF>_jnd`f+ySI)dZwD*l0fr^@ql*=0Yf}K#ujbI(W=|3;d}^70qst= z7=em$H41R&6)m&v>27?@Ov=>>yrQE>d77oL^Mau^286HX*IU?oRFyWTw}@t@qd>9f zNcAF~-VKa>Pc8@U@kwXtNAU`Ztj3C&1#I)04+9^NVW5 z8FAL3sIKyB0O&o?YGqol{v9)rM;SN-`^TE!)N4(IjD!H(wb^SLR}CS|>#!@O%0Tc| zTMK=ZG9~K0=QqvL+7RAXh``B8+^#>p1!3-$V&Ht7pcwArKKI>E@+yMr zkYo^6I%^3lWk##*ay}p>JActw*3(fkS*WL`cZh0@6k)s!VY+S`!?zYXlYmejFU%jo z+!!S<3(hcpS5>O%C<&nMbg+otRibZ@1ara6E&v*@cKwlra$zxf`h(%x;nm$(J#B4- zV!%L!MuKB*F4{6mDUF;8(axuenAP8ek&tGOo_Ts&VA`J* zJJ5RSUaKU!StV?9AtMTJR!{Ehb_V{sSZa@H)vo zrg`_&35p7#vlS`m<{C!V02PF5+Yzjb#^W;J@YN3hq1?B0Rp+OHXY@x^?h?s4!>6&N z9wjAU)5=czaWxA6IgEBwt-sDMD*S@N^^>Ni9~jCDU0q$(>&++KzwNpSii(aoX^GWW zefla7OiM74e3JHmTKHhYNaPtIM;9=3fYc?%&uS`Y6BDVl^+EY$hnT3hT@-U82wBJ%GQ%&78;v_Fwry)_di;j>xdvpqCaO|GXhQhIJ)QFjk)15v#P0w}-C{(4C@ z4TVEbRzpa9N{DEFN~c+X>{ZnWbzR}~b%nk^HsO+f&w*XF!LdWQyVmVq6S(t-kN#K3 zOcnlw9tvLnWP+E`b76E>tk->Ovr}PlhHHLr}(5Ck=cEPM&wf$?(hri7k1WoE|Y1# z<=n88X#79RV`YgM?T{#Eqp+y1IQ@F8i1)i zl=m#y+%*ifMzefgV4TEHS#F?hd0n2?1FDU6;N%*>J(a$lf^}*Br=4KxBBEJLMb5zIafA3#$G5P+p zY*@*EmalKCp{2#95QOvsU37^_?a%v9x3<|T8G_KQ@3k)UHoz2j2z*)w286Sm33Dw8 zCdtvyYsm2lWS!^&(>h<&wlaXK+qi?!S`aDvzZ7UhTj^P=WGT?RX{!QCU2TdqC6KTJ zMZ_xmOOT&S#nr^U*FVL^$5$>IKaAwA-#*VJz1k<~odKE^q~YsoAr+VXQ~BqCk5{?X zvh8or>Yw`=0r8rFTx{tzAR((Jz%i_odiS;o%CXK_C;X0stqZZwlp_=WT(&&;MVsKxphH^$;iovme4?oS@QRbhPn7oP#@Nq!Qn7m1i*O&#)ZXoL#kUcd4a+zI=!%kGlMJdNuHRXSZt_`4cEUGIj zi&$+N=oP;OHuzvX*2&1m%<`$yK^m$bZ8F5f`s~(gLYSG}3V!?}&D=nc>qw_w4!-H0o&B8-d zpn_P%7eI?^Ve|syZF}IEH!l@oR_m>1QEi5+vWnS*@nuG+!oPE$ZVB0zAEcdS_Vi99x zG&WzL=&e(EeB(MAs6GR~=Jm}EJ4eSyYUp950BM(^_JT2pSK@3iCm#6qMUMI~?M57B zP`xzdm{;&4gmrlUDxHo6K$0__U16nHiVuk7*x5PS-;@uWN>^I-SW$-U z>0M?rerlY0J44l$_J)(xE*$1n)6;R1bM0%<{6zt@3g7O%$P{^>(Aywkf<&nveTqjs zvx_j0X4u@IZ{lMe2{Jl_&^2Lqtm@jO+SPghxk_7n|J4j^imMajCqQa{3%-B0ZB&{; zmDXdA-E|8_v;sd1f!N=&WgKVdiWgxdiqg~1O=_(i+9tHPr12xj$z-74Y%}xD@&tqt zKm$Qx?>^zwpk=toKRHt{B70Z>9iN=s4AiRAK74j${Y1l8;=a_^2WCU=NK4Mg8)b3u zB0wPWbGudv-LuQ)h2`SFuRQoMrN8= z=&@N&&CRoHxQj;vE!JusN55KxR&xTQ!fO*ARHxhK_k8y1hb61PK-5f=w+n@}@kqaMR})CuZH zz}!R^1HC}XegaJtRyErV_zgawi5ttS;5&!H(Y%VN!$^0a(1V{(;Ix@;*6;5f{jgkg z;9KLdYM5A7l73r>-a`jE@KSrdnyI%+hAfq+lMuD&CT14v(O!$-ZIA{+`N1ibG zhs>wP6RKMx4F|OL>)W3#hnTfvv^K3e?hg)Zi${px*PQ{nyy>lG6cZu>$9y9 z69k#Em~~==Ue+Awp~_`E1G@5$iSAGIpWDq7E@qT4s|o)e-mlCUgjM+x=pE6UN)m)3 zufi`PqP6R9I{nwG_xIwBNMk*L*VV*9X*RhYg+l|?sbq%y)mLS9bTy$)%(5-KOTVaI z7FKnz1C&{B65wQPs!uBrHn-{Yg788oGq={pgj0lsH(|7CK9W+=p0~ErYAjGyRZuGh z0uTEm#m+*%L3Qp<@A53|4Fd3Ci%5xU&ugFbA!7su1-n_qYHqwe%Bmg>2CyQq;)Xf{ zRw{=7+V^XeNrGb8z*l=cO9;LP(J-*wo13ZkFzN!FUl0`awo0TC%F;-&Rn6fdLd&Tb;Sqoi0ED?|5D9^0EI$t}zU7gOKme z=-j<*3-_^Et0!YY!h6u|O8~XmZOhh`(<@yLO#^7uV*Gfno*fW@3!`*Hi+Zx!-|tU_ zDs{34?zU_#Pe?NsB*u-m_cnmPAT02^s#jtL$YhjZX`13l0HD+WXGU{vgHu{~pji$H zqJn~p`|kKpgky&BfaF886K`EM z+ug^_p@8s8C~x3hc7=V{qw(yI0Dt=QnZAG;!?Lo0makK>>OXG2yPgh&lwSayV!&$J z;?E#x%V0UCi|CwEqfcTmCsLs>qjHZ!*kJ~rSIcqO`S@@DvgdML{{s*x=14`#^fGzb zzb#zOv!Q!r<_wI&33x`Eda@3#Cr{t3D^wKakq!5lu%CJNH>Hog0l{~$++d9_>-kbt zFS;!4c*7C6sl%{--7=IP^L*oWoZvh#(BlD?w9ar}qqS->mQgS>^2Sbow6@H00Tdst zp_mAOJyEZ&PzJaycIW6`g>;DMkw#~AvH-Dk?%BEERYq+>?U9q_G}(F$lu|OfNPuim z64o!$jIJeZ4S31X%0~`2dTx9A0Lh%qA}GAVQ(0HHsA?vodggtU4Q12Xp#G(G2-}6! z=@wOfHK5{b%2heLtw0KwcoI9OFHMKW-!w@casbkUHL;#(YEOWfC~%S80;EV6p8q^CPM z?qf?RL4lAOGaCg{-6IqA7w#IF)PeF_Ob4fUAa35+jT)}kh3M%$udNZ+;1E*-VzCVW zPX)GwVaKs(K*C$Ej(Y-ObWI;0A3)^9^D2z<)?zqQq?|k71IBc9ToQyF4aSS?d}-Zq zxdy>D7$`Ev@7x&_Kx?T(U}G1H-QrbfLNN*`v)V%V;M}Yx^8YEtUU1m#jJV;065+S z#-fDR%4l7hrPZxc zJ4G!TaI8dsa7=S+aY7(qZ%1Zb#U-OaBOzd%4wh9QAhOvEuNZ(4pFsF)14XZQZdIpd+tWR=@ksWlMc#wR^>8H?tZ z+1Q_QGA~E+1OYYDQQ^al>-gW9@P$P-9r64A z?P83qK5AiPrQY`- znXOE%)$sr%p>dDfw?8X(`_(Jt#ect7_WiF_!PR20rWvA@^XfmAet*5G_rDo=fahd6 z7-hx3AOG9p>3@n0{PV^jw*O{L$9PuuznvClJoEqIjbtkrjkod^kKZX`+#1lVHSgb# zqkc{;@IP6M@{#S~n}(mSxlUC~Msfc3i*}mQVpvGI-ttjiM^*!0$Sy5Aj$=Px3OdNj z$+_`e<-4H$aoUN)zY@p#bq48v_k8W;sfoeK*sLsu%OA)Cx3vV-->d&2WB&6KM*URO zlDYI!Ga+_v>gwe)Bk`9Dnp0m9?MW|Oi_bm z1&9Wsf(2sBlY(`=9)dT2eQCe!%A(5^6|8E}@4F<`)SpazxN~PXTf-nb^KNlykQpjL z?6+SxYkYm_@?oalLlqn}Cr3whEvJBFQ|g(bYrDc*zm|omss;q@VCq_(ua}yNwU&_7 zNM=bjzmfgL%8($9cc76OkGt!cDxkx^0;9l@mIlw_P?(=5G1^oCRSx}iT5COi*j=pt zB}6OvN%VM4Na3OBKbp*bUdqH)Fe4Ry2y9^(>^}hgQN3QAUazRt)%>gH)@_!D$~1gE zalU5t;B#47wZC0FSQt3t0 zdNT4N7TAhd36Qt{w*li{DXsov49HTzlL^jx%F%KVEyZS%O^9$)PO)xaxP&U!2r6D3B z!cJZHKX#Eg4jicxR52n>FCYG=6At~nai63MD^o(8r#(^qXVV1L1`>JyX{57YQUNdo3Z?zV?82_4lvXR4U1f*9n->>`ag!~-J zGpzT2{=ciMd(^L2f)4(hm@MPf|6k(?qpSY?_{99bN4Ow<^r9^sKF}kJ`e#qgKUaBA z{5N+Q@a+FHBzom$Wl4d}IxAo6OWh%rj=6RT$vfHa-?!iNw^oyK&Kq@s439`#0so}2 zD!YNelrvZ%U@QT)lCW8{w1SO9`3|Jrt`wvdW-o&3KRI4g1H4O#BzYF#!If8AWo|KC zV1OLB?J!)>5q6RztF&}Ut8mpE>?Dx#^jj}O$vsQShgR2t$j2q+tZqGzKk(}0w{w)g zMXJ95b_-d3Z-17XH@;o*U$B|Y89t5zKS;Kc1uRB!h!`Z3u+%kfarZx?fm?8V&pn}j~{+gV7Onfcs2E9o#i|FI3B*-#&_**&1+b0%+Pl-J+eaJaxEp<#db+=NN? zaDh?7?S{I8qQT)|{5z;-yWDlH$$U#ulbS1Jz{7>G^2S0Do)2X`g~mFT*cFS5Ok=3L zzIV?=DGD(k-E#5l3=Y!9T^hQmHr|vt6(6hdGXTh-fuQa2 zRTH-V9DA-oj70HOPa~o5$LDJr5`YG}yr06~(*sAaa!FfvriZS0?jqAm1RM6Y2M=C2 ziEkukNNg-z9ha{M?s;JKDHZ^@aG8}42hZE^ONBg?8Yr<62O4`0Zv;yLo6}4pDWncD zEo2d<)O)eN6Hb50@Ri7vsq@=b*VBXGyJ5GD>??^^uysaA?%U2QUduL0N@C#ik!H&c zD{uKmofdZP0qei+anEJ2zJzmL&MC-g2VENjZXTOJ?$PV%)I=7UxX6;nELd?2hIKT02Sw{yAEhmOw?Uw?Gx(1o{{5!tO=!x#L>XyCu$d#1*{4)2U zrD1ZwYK7lymR4cp;!uVy_#w&sNpi5jw4@E=l;x#?e0{~uboNRg|1jVtw!c@2BW?sb zZG7xdtWxFkFLCXQ1|E}^xu6jHILnSBth*>HTY}mYeHO?u=Ui>&94-bU>43UDmQf9^ z?*~hN0eJ-TQfJH_zZyL-U;-5j&nwQ?(J~28*U$iK8IA}-ej#w=HE9Vqya*s59ej5d z(mq}dvF>$lHrw`OHK=q~iMIOo)xrf9u+HrtXIrx% zc6QD+p7ugQc~71`jqM8!?<_eJCAvS^nI<83Zwdv~lK7Ji?ZWv&v3OHxwU`?JPlF}a29 zLbYn!YX6s;e0Pa;)ywr%0L$CuDO+2q{xfppUkO+s^@z@sGco{0ihI-_OB8wal5`0uTuZ{yuqQNES+L3u%}#w_54I0jQGY~z{s+% zhDap5?LkNcF#35B!p>v-f<79flU-RU1tO59-C_}HRZ?2g8WX}==#{hl^hqiR{Hjo+ zHZbDdJ6z}=lvN`-sogRTQQhgK?j+H-<|5NAdF@@*%TZ)v-()C{tk5hQ-@sC3URO#C zKf~K|)4GHF3hM;-#M^--m>$%m0(CM~p0>4h2br0Iol4ATCB&Z5(Nsfsw+L}bIkqcD zDaOYY7ukDK2PD$Ef)3655OM`<8-r+tk-2%;RMeW!CACdLf?0f;!cOhgP2sSFxe|f2 z?yUDba=zEmvpPCG78wumU?o^>q^|0DAy{?Ob8etw!5W>U19_LQX5RP5(%NJ-i8r`8 zW^V2b4(P1rITqynP;1i>^}rfe&J2O(!^g%%>O_N8DeHSa^i*mZG+R}er=)|rEo_XF zBibFvc<;|yLiU}TEkR;!*FsLl0}2Jd|6I}WQ-=3G+V;uFV+6P_KRVfSc{AHCinB7| z>^UHxtF38zl8y}=Q5bunn*`~WRk*5pN+Y_KJ_*@O!Qnpo@$Kq$`}LqCUheiP}+EN)GnqZ zpP&X#?L#CAA`VTZzdec{jL{yoH~?RSH1j3__^3{C%jRuQZGnaZU_&3WJ9_&X%KEeQi@9Nwnaz7GZIRt8ocQ^A7QSw4&VWl_;ARa@6<(OV{rv># zY~PL@cneTt{-}F3#I_?|#Bb~M=?GRMR3dRTRIfY%ls*8NT(*YGW!v_^VZDz`OiZL) zinI+3#@OKXTo*6unVFeY9d)V@=;;8P6KIpCE{I!2MY?@`wY+R(B;svnVIwastQ>j@ zyQa*9&8ZmaK*k89`CiX|UX0#o<4KvNuK9iC{tuY&DT9GF%~=@ZRZpkqQ8c&bx2op7 zMF|90I5`P?^LlIP0fd#)H+(YmImFN=Wcd#*JD*UKw5R%J2>tk*nANI?bLYlhlu+3+ zCYA<}J=#botTCJ)#Ca32oQhN>IWKQ1oWg^>eFK-}XiQAM_5u)Sp}gof37lYI{uFO4 zup#{dElvZwhuXo=F0)$P>+67w81Wu$cgC}Ct-$hnL$&}azGo2 z^j~NhuULi}XgG`rs0j%JAC9IsH_b|fz%Uc_7!n0rt!E?Q9~g;sfH({GqJsXhz98=X zI1&I{6J8i*kF}coIusmXFz8kyr+Q%Vi^ZqDn=^HQ-Q%PS0qG z-u7)(-VzM4fP{nYuwh~mDH76PyMcSu@~dT%I|(lW!q-MTTW;m{c3~mF`hlyHWFo1Y-%+AXLi(u5W!Fmqb%G28Ih#d$)>_-d$s||_)o7gg3 zwaG3S3Y~-lo^sw2gm=J-a}4*SATI$ULK(-W)Zc=rTWfG(MGv?9iM4uqI@qEvnw{nW zMwsNwD8ia?C5bKcSqjpNT)Xo5WPbpsMG=NVU%`;|jeOG9sK_ga|GvcUew6v>+e3s@ zBx(;mn|JTNz-8%pONQmp;dlJMwUb$1hu=K@ zTkA7P3}VF4)OrUyet-P_{C84-hlAtQcx*k*b(g&R@$K)^tLK=NTa4@6SUTp;Dljt- zKG(0SAQrjq>gNw_E`}0bhCpoyj{e)L*El#6s@xBx=<^*tk90I9)^E2;+!1eY5dfPt zuID7vTJaJ{D8|g$B4F?BnJt=-N8aAA@$+j@VmW-sm&zi| z{q=00yeS_K95Y?nU3iv_X&E+oXi7}+;Dh3}%-!GrN zWq6E5p2=TPDJli=F|}YegJj!lfAwu{(^Lw+>6{{ri7<0T<%o~c3%@+|FUOE!MZ7%C&S*LaUJ6;C(KX6M9D z_`y$}d?ksa(``hn9=vYi^J8{>=zFn};$vK-VxO0P%O>;8siQ4T?O595PbTS)U1vrw zUl+)(_9ba|dRkwU*j=>cgKV^WntFPqKfNL2{)!&5Bkrlsk7UY!Dty1N zf;nh*HvOJaptkcjj|#&&?mLq&f_jPU?!@VM_o1|j*C=1 z*f$hx?Vfy+(A_(t^lg3_nS;~q>QiPJ#^8S}+|_V~ek*^`q!%L?vxW_At(UkREWGfbknW)%fwPpJg{}b4#Y^`zX$E6P{sSs`FQHR zOJ`poHML3TV8|RnC4|k7%2FM;EZSuLp)6b5yf?d`nts*Nayp2(w4V1Qmw)J!faK7< zKvU8AFW2N<{JyXHvF~oRR3Jp2FW=NjtLUvNQ?#c)W^(IZHotWm>s4#bv`=GlM#?#V z*rk5W$V#61e3;2_V*CQ)>sJ@(Rs1tT2Z?j_#dU$(wJnWT|9&)AV|+XpPnd5t!7HKu zB)S|gcJWcj^L$gdv6cW69yHpoKl#6m(PNjtMZtdy3T6!6Ki`4QzxF-Y%EoHFcJjmEN`Y7%e%$n?J&m*Nk0*mA_GU z?mVf{mT(U=Wea6rnO%FU8XjSkSk`6P=}oTeY?{_h)#f}A{00o;56LxNiFW$4+F6BV zTdb%0v3=;ZR(J}VxYy3kp~uyQ;nANTlpBiZ4Gh1FbaH$dy%VWzV@p_P*-s3A=r!n= zopS^6@#Ae-S(KWN4xzE$OnEz`dDBsr%8*0c-3z1#?tAE|ZidTqg>kUEd zxD7rI-&1i>gp)HNv1078P~6;{l}f#7M)PXmnR1Q6m6e+c0nFtMYt7RhrTHak@xxMJ zo>_=roW=6tSJ?_A%1)npZ2G*ja`TC4CG_)ihr3lS78NHCrHQ(+`d{Rox3G9$)W>tv0FCx;stb!)HEbN1@_<+{-_phYg1-zq*S{oMj;Uf+Sy_8 zoKBkBT4i%yG4b}F+>K<0CMunls4*k6v({}6S%ngv-QDR=^3mPx{Bpu!$xH2tBL@{m z{`3w=-fbGLSW93E zU{(%~jF6CY`cBxkXulH;hpS*BlXFNf^A*{n+LS?pdfRgKE;n2GMUjV=N9FAE1b>*x zWjZ3|UcoTmtE}H289BUYmuqEft^4!?AIVQBpDPH~xUBoXrI=%v>vc9Kp8U)_R~~@W zP0&Hi88{ey+ln)rVL$rT80E^EH@%h1W_7|+`+bpZd|TS#2~|aCYd0 ztP=4Pc#l6arLXUJeYL;j=X7_k?uW$2OCZ{)lwZ-&)V?h)%S#)ZH_UW#J@#C(+4-9o zY{#eS+lN0dGckH!C;jt%@)ZmVCyfUzpU3}=2;BLdQ_O5umn8A9we>s~@l^ou8~f|<{s z|7nsP2=n+s9^AP4>W+OaFW)EgzKZh@xZZ#S)A<3Zok@6ESIcIZjfkSzE8O4`A3m*Q zyt9Bcdmwns@%`N>=GT`XQd}xWD8vB1VU%b>{A6cmSNh`{KTNhejer@*SIv!WsQx;| zf11J;8dKtSvPC(=-*s&;WCtxS^SvSk`c*FV_kltQ2@j8*Tk`Vli+XJ>A{5gnQs1k_6mRp+(OUx zcLs+!i@$1W>sAzAvDxLET1aQ!UtA9R3Bdp+b>>>`j}DcYkmn^1A7#Pq)Z~Xw_ql~% zSiB=y>-ShP{z!uGK2CVV#l@b7b-UuYq+osFC8em!oe|KaZX4~Ak-W0^d=2fJi;*uL zH2v{b@tTn1#VErs{1R8+CRJCv-kLYj(hNyv*1}h$+|rjw5pRJZQYVd>s$j0C5k0E$ zV`tf1_2U!z#xTlI7cnaNPZnLKhi%uZ0*IHH05}0U;2%=pT`QB^$}LyrT^t0YAL`-W zPk+>1Q}91^!qkOs%(coJs04ZG15Xr zbF(oC#~N{cC^NLBU=XzE_07LUQxZ~I2nb{EP=yKZiGBGq948~TbQ z?$o;+Zcg2u-J7As_4D8Qln0%oaOM{^a8s8)nM3u?u(ch&YB>v%QlhjgrcgCQH(f`q z_3OjGd|oym27t_C6!#&oZJFepx7e5Xu{)d3WC{w~e-DPJEId+2G&SPHMq%Y251xsd z5!AoDfn@8rlW7?_uEYt=>sM7&K2CSMAcu9%2N7dElb7;NykK+D);2(Q-YMeJB>M*J zQ(friA!%*1hyIeot$DPj@@iZ<{cY{5gtT-|YFF#Zr2NH*5U`=K#?Kes(Ul&k$~w`m zVc?FsaN$CfEX{kxi-o>7p;UmHoMxuJ$|+XKcoq}mWaDn1Oe~tbB(mKF>00y-d zanWf@oGtXN#)z}Ily#}4-?<|c$|w(8$is(rPJSvN;CA&Gj-gPu(+`gS_GWtB#nhQC zLJs=DsrzM9MI(SoPQ|7JN_RBvNfK;)lbjG9D6jmVxsTm<2HiH@-H#nTd@3?>bA3Y( zghXBipVp)p)vKm4KMtI(dKilA#ae;H;g;|>w87DDNZS_5E+~jjmG@12^Tz*8)1{ag zJ$di_v&)^Q$h?Zvv+Ugu3n68QP#oV>|4_>4idScr=EWti4+umU#Nu^R`tNBC-spqS zC^a3)KUqa@yC6xc^A5ZIiU3yS6g4PJQcZAr>A$EH0mAGBq~-jD(r%E$2)=ugo2Zi{ls=eB49g z6k{Mlu*Z$1w5&7s?78R^xR$fC*V7ifebM*c`V=j$le$Tr*KP3l7k>?OSN#r(3ouxi zN;UtMwpj8|JHI7(m(#dPs+te3P{;JtDgT&`@Qoi=Weh?G7GF9}0z_c7AawqeJ7rG< zG%CRMsY;M5+6}|i$3m_ zMM>}G=ZHGgXJ*}^@7H!#?9Fj&S<*yRFAlymrH+P!9dddI?)9Oa^UB3T+5F5OGLHw_ z-Vu_t<2v>phPY$cRU^{NTO74$=df!Fu>ro)6>sln@#R==d+IN6cZer}vSRuWb9{U} z_>UX0>G#Igf1F37W&0Djv_PfddY5y3Z(s8iD+v?FwU0FOuU=r4M$v8;}E)3$N}2x`my-&FLU2!NFEO|7RC)#2_aXDn(HAE-Z3>_!kx`+C z8;{&BvWw@Mh*(_o-)|aog_MIY59%pFSspT<^uXlio0-pV-W^p=sx(y7(D)vkghtPX zwh&&MA~e0?FEohV>j;wq%{W`sLLigAXY>7er)XrvSzwCYmEL#8cW+O|bN`t7d0a7rFDdWrJl!5Ku|HcJ`1|ii8$9N(hlOcaStn7}_YDR+aOmwl ztM?~JeaqYO{+qEoBPJ`(_J6%{#v)OIGt|icL9+Zr#rqZ1X_((HguI_UMgCcb2R0yP zRoSBLy$3#@7k=#FisL;R^3Z#5KfE;h<<{ODbey)58WGynGt(_5DEOX>iI)fI>Q-%c z>g?Qn$hZZ-FWz=>j9oR}8g0Zao5Yb=eTxB_**a`YK;w+`3!g&Yayzu?acd zdgZXCrT~|8S`7==> z!h<<13~VzpHFO6&i8A$Lb;-f4Byr_KQ(7ybEhUYkyZoO%eXhMDZ<71;v4QDBBdSA< z@80LbjgU&pd{FwEfwrht$NkBnsu=9+%LT(pIX*FZ1KxF}nh!1i+=T`!UQ1FyU99pX z96A$^zUx=~*Vv7G-TWKEf}cUqs`OEPL;TiiV2ke+W$DmQ7DuZ48VVr-wwjVVJUq$n z2RjO-rJb5OMxan9^uAUws^K%Tz83DgJq-VAu_vuzYK+8b1t=T}C*siK=TE-%T^fkQ8bm7#|#YLVez&TVY@Pg4ixo*xkHfF#r=YPxI*Np!7 zDN|K>=3o8MS2&Eremm^a4UJR3z{czR4WQlzT$CW>poys#+Y3G1#o@n0Y@Xc^w@7-B zJ)k1l7^$PlWG?Q!QcY0|H<&^C7T@)md34vY#;~QEXN&EWxQt}iJ8PkICRc5*;pFtW zy!I1@rscQgY+F`0zMb+1&`k9mO#f+Yf;*UiAa1i|UzNYn!fsJWo$r6L;McR{V5!3B zFXOvNe2p~8=TubqA=g**`oxhbz=+h^!@Ax${Jy;6xQims%={q%NpIX6i)m|~#tmJB zhSU%29w-`%axN;fPR@+zMJ3hE*XRAG&$LBH88 zpE4}ufUjvW-OJXP>7`*Ns{#2Z+p`iP_pA zOWeNwy`U=uP}ivJgtatNA$5(rkflHWoGp8D?u4|D0+!XOXLX~|{q(X)p=oFvs^nn( zCXsBjlaXD_e(cEyMA&`AAGckMRBkX$O5gfXqReuo87JITcEK*!LFzGK-m2{sla5Yk zmbGolZ2fR8_d8RA9jDfHfIPQJ*ph>DU?i{ z$G&Z=^~IozTK6QCqWIc(meix4SHzC5vh5u`D)^)48XytQVp`vZbIp7Cd5@2WsDJrf zyQMW+=SE;F!qvBh>92Cjl+){oEJ4=pCyu>rzf(BToSXwVxOlYS`xBco?ygD?EoDhw zEXA@lfRDefB*qf(K21mQF4soQrTd^s?_WCo$5|wUBrs*<%!xGt zr%x8U0q1!Tmrfr8f#7W4pUWHG3rmYFR(GP~toQDd`&Kt@Nl2Xh#=b2ar(UYLf$*sw zGXNxv1kY?zwXPyU>E(xu#ciA<(=)^i1v+XE(;uHcb<|Bn^x)H>DZr&rC=^hwZce#L zXslfWgOHy)8PiFa-rfVG7t;^%HYEZm#ZR_mXd2iyADXgrSn$(xFO3Y}8YN~wNdF|* z`sv31P0IgbQ8ti|4mbW{O)ifa*aU8T&*m2hP4<5#B*~s8A3Se1h%?aV`u+NmQPXoL zP;nfbb)=nbL3C`qqoYEG1v9qXS`FrPdl1d$2=k5Z3ohPPv7E)SiOH4y(s$p@4D)ou6?sifi*;IM znTN;5SeXt1rfs z^zf=g8RU1;;L>B^v>t+``KueBzd)>0mMb15&z1}67-S#v#teZ{57ue@{J}fts8E1E zga%_$|7b8V`r=QIh|^--&PiyQU4@&tC6viM5c#&z+@4Z0WoY%v;}l$56#!lU`(0Ou zO~%LNMv*AHj>@uU?qy|H9;5*p1i-N;hEElg5g-iC$~ zt|$y6g&zxZ&d-_Z8{jalTl-vTBbU^=#mb9mjSxc`au)QRtdS0r z=L;s0OyKUNi-pObKfn2Fq^onh`F_)pk(Yz}+W_+36s^9RRal*?Q1 zWosVv*7f1hv!qS>9)3&Aiy6{-!(UoII-`<6bK4DFnpuYff{?OF>(rC{FPn7ao z4aaAX0?KZ7jC9munn0*M*sNgrLhL|iBuEeN8vjox)NwGy0|rLXTG`TLM~ z0wTNQXxEF5#;IF?MFiwm=ftYFJhtlcKJr@I1^@eiwRkFY#>V z>=(r0ZU1Dh`#o;q->-ZB+~+xY_Et!i$;w=Fz3+I(7<0Z` z|L_77WuD(zK%;d4CeV4Tz<7TRA1Ds%=mz1QvWKH?cGQ%Z`=JcO!gAsmG>tisfBk3P z@Y}>cIEyFwKtQU=4S6`9yrDU7T%ixWtL5S0#l_?Vg3xSl{bW|ZTHEC0)rKq!qv?XK~Y#>s@^d@&1yNYSH^`vY0dZE zW@S8jc5zY8IaqnJV01{|;A2vqBzl3Rd42PBD8h7jX6>u2gA-IkP3>mAkFr#Lfj;A@ z^~u)ZWC-9)4#A)vkJYPc<3QCX%wqWUlVKQCo?9%wc&Z65M+lu-dE;jZOG$dMc!>Sj z>(`q^`dsOL{@}UgOMrsAoDF)bZ(GibTAJ$7>g_0)yh@fXV2$L`*N+@N1W-X+DsInr zBn9^7)vNpdr2WLo@q|>S1LIo6(vnR%#OTW854C}(l0eIFgKVHn#OAgOZUxOfMXoP< zsoErFB&z_CPFS>2V~U+jI>O$QckOM$P5Pdn}gE=DuJ0(e=*34H{umlzqF|b2;dI@*~Bel87@WEz$>G z_6qfFk>K1Vqa8i6_?2~@kVU6k!=F2>u76hlIk$Z@;p-zQcUDDBrzx?R3KKYCM@d<^ z15iJg{V~wMGX&J|nOq7d5a+0uLOug5AgVJ$zj+Nw?ivNuK zdG7^Js{NYbe*uc(p>dH-au2UVB~YC`fx-#m@OX9oTfXXK6q(WoSWP%sHmoy?%Hoq| zD=|~aFx>78LkEAb*1pP`qTm<1`HV>;V)sPDlkGIQfJj>p$JP?P&u@I8h9<|nRR@Y% zP4A~`e}(pm*7^H`a`~Z25$jUei`#9lj?#pdGdT`Y=i;4CpkFYBM7OkvjCVxO-E*cz zdDVskH}870XU*+Nvh{JHd2~mKrAq2R^#el;u+fFyqq^~}y~cKWPbm*`nZ+y!&W^YD zN^O!g0An@#Vc#+ata>L0E5_*QJv1#!=;6=KDay?J=4yh>9k2D9n6S*y&C5mo;n-)8 z$9iD`5nmwf>bcnNqCj0ZtY$m6UZa>`MOWbcTCm{Lx`6>*Z2Y-rbIXruN}}IJ4KY<} zcAKHbA9D&M82SK6SSYo?z*PwC4PgOk&dbY3r~cqT@}0lDMRrj-|Mv!D5i?zh`&eoq zWcS#}xN&!4;v;)|<42F)aL{2n+5ZA6@6y7JVlzZrQ`5yyxEtEW`j0}IKXkI>(hvye8?Sn&MPSRO+Yc-9Lu(&3^MwLfbv08QFlJ_x+)z={{^*@c++ zWQ}J!m)hS03jkN-QOXvuP?&|M$a}vi6xKu9ZhLylc;38y5&28!mCnfS>m4T?zz~mv zrz0n~`QPUn7IaFSPpp>x{y@tVPr%Ci9yyXHEM^KZri&Nad9S`8?hlhVFG&NU*Ttet z@jMa#-3aP=+q0TA9w*&SzbDdwlUZOZO51-RszwRy{DOct=j@83sk=Vyf1P2kxs zo2qO2oRb+h#s$fWi+ch=$C=>m7IuHCt0zyjE`lLs-G{-*6?tr?rFL*xFM3|IK)=|r z5-9pm5nh~{A z=u?C^1^$lZhNZeG0Xo&&;#liB6VRctf2FprK z%3aBrr$a(_SdT}i6f!Y{Nb}cV|E$I$J8sI{H;hYMH4qtbll387L>#ml0ZQ_H3z_`# zysmWXO-YUG?7V{s&t1>p8!CO}6-*{9eopMYyK}J#SPi~EP@l)B8@14%E3`{Zw6^g| zaapu=781)U7lH}&rRnKdRPi0!0x_MRU!b$6^OSUKy*&4eF1)4ri{_s;=6^!4ikap0 zQS_ueZA()wxC(xk<*>G{*-r1JfKO_mgLKX&G3bxyC;;n4E#U3N?WsfhM#_!7wKG78 z6`OSz{c3O2nuH(hp@EwzSH|t_?-Cq0Z0(->=)Nc-DVe@x8Pbcj0O?3ob)>Y>(ez%) zGm#n)1v9_ZLxTFQft~+;NIhGeSa%n4)|qWT2KVJ@;6^2XaMbicF3NGU00C!cXsmB_ z+?bQjPVdQ~86XbOtvXigJxXAcg!=Tx_4@~ROZg-8ud*g+D0gSe4-Fe`yCFzdK*R$< z_Ut0xA6>3X+t=B3AE=JZnwYiRmIWY_+(&X5??MG!I3?g(E#Ue!`0?Y9A*d)(<1pnb z)IgE{SgR5y`4D&ce!cYNk=pLC>=zKIEnW5 zb)^Gk14Q>UITyYzn=hHSd}?l;KJKyDE&{$@Q&I<4SO3OU*J@6{5ILl{6arSb_u;lU z$b_wjtcnbk%w5ics;`DLbEC7fGxi+YE2YrEL2N~F?9 z!oan1A6SZ3kAwybVW2!k&ERrEsZ%`0W@hh_;?wLt7iPX}c_BSpIXiFz-WbSCM{1Z) ztvXmEGSvl;9;m7=g$@dgo>aHX%qgvR5YS3fKu@ZV63Bxr)pDP^w(guM9H?tF-u97& z?(fS26Vb_I@&Zv8vVm`-GtYr8g^5Y0#KCXiSX1$9ZBJM0R!v$m0Co;(xsX>K^R{+A zr!d{Z&+pJBPc>8b@uGaT)*2mY27m>i{Y$*Qj_9)1LHW1g~{7Tx37_6GS6GIw4)94L(hd zRRc68BBXKj zk?J7dqCciZjyp3}=T6rIv4prRnsU}nzv*0YIQ*P0k%NO*poHrll(4{o*5rvwQn(@0 zHnVY@&iKT!5Oei#I$nVeZbGJ;)y4E(azc?eqGFP3XOHFcoxA4dBIhfwJqb23xppj+ zJFHdpB74BsH$8#eSH(jR5K_-uDPfu~O}=a>n!!>@0W- zzp&751D9~l%AnehrCF5`0W93}o4%Kq7!KbxF|pj588|~%^(j7mROOi6c?kAfio=l^ zpw0qb@Itk$hdg&wn0=pRKXU7E2(Xy!t(nLstZw^n`j70-hd-ix`>6C(;{3($0In}% zSD0YdLO@j;b)7y@EoS6W@VVxxwa7PfAfLp3VlA1xZe(n6tO-e$13sdSohuA1+GYt_ z7f%D(iIa?=ZaKjzSVk(@4Y8<5AxoM>#L;XDdF5pfLHwP=lWKj5x2?~_{L$f%m@-!{ zH2TzU;M^%0m$R)Nry}C}-_zpiG#qbFVzGdl4 zRnE`}Yek$=xjJL2V|cC-{;~9#>y%#zAT+*Q_NO=oLq7m%ctG*iOBwMP@tiO8>cR}= zeW?o14GR|c*8>`!I%zGBVHE>gsJngC9}%+nP12bF#Xmn~4u8?j``*`;72M$y$))i9 zd1F0Y?xapvI(@)ZQUAd?j+6H;o(4P)FM0gi&#A$_`JAHMVMm4A5PrL_+b;E-5M2wC z7BDa<^Tt1@jQW zCq((xCYD`Sj4u=x2Qa|a)m32$gXCt>8#FBR^rVx6ZoUIMh4By&)KSD{PKlTYzWEBc zAAr{S_VMLNd`ik+ zu7-v~u=hI^%#*1@K4S{P`2u#!kTc`aWT*eTR@+)74ykHGEzgXf(R8HU$(= z)zA+eTCnnph1ZLxYe5JH7ZXI>tKa*wDl)I8uNPPFR998by2DQpNaRD@3VzA~DtOro z!|mV;`flVVGDIb9l2Acb31?{qm7cCIP`_H2?2&NN#no|Oi8&M2`W7&a677)8o?vdE zSSl9`|5Uv7EtM4IUORo#6_97X1cD%tRkL>&g-*Wyj_&Qu2m`sFCTM0=ijd`jz3HaB zJg9DIq99iH#el?^$H&HrEac)Ph_sA9MiBDxkbo!W3Oa&%osY-flC;fwyrN5xprP_rnMk z7^a-j?EK@~tk;a!>+|>80wai)r#?8;+hCpQTfr5V!++DoL zupsNYSUeEML1j|wvwey?O5n>Y34kWHu|Xg#-mlh^!WL#^W*(2ZVcnyw88+3q$XT73 zl-3U13<5l9rsdwZWxKlVdD74TlGajdI7a6#1N!D|eFKVTVHhI{ipx}Ud40Enu`Qno z1a-0RaxgddTc`!lquuA8E}wV#CGFVJmGu}0x-YTT*-YhY`+99Zxz4_@If$;Pr~)>h zTLG)=#>Q`_ECH30qs84y?BN4GF|*p>@N$8ui~-jk#Y?_mlcY!DV)pA_XY2w4XU&Er zs%2T7O{e}`b+4=O!z%z?L0;oyDEr#v)c5N6Vj%ir0*SMROa?K{odGp1@jfhrTB=4VWd6LUqj&cq$R5eA2SvdMYfQyCYnbo!z#LJ7;JH z@jxrw>xnPhp4(5j-7Kl6<4aHvedU>oj{-mC7v20PQWs^{G>ef9Jqtq;b}?@cx|&IU zdEs~It!~;C*P5vqNdt@oh#?@)n@)^Ssz8KDlMCWL?>rkS4w$NsA3rt&>(f&Qm)2Q# z;F~Dj*s=@?kjYP#v=BO|XNMiH99mjjDylW}iA!vGA(tkMf&s!C!0)Uq?GOpc;U?ms zz!_J);*zOeKq~@^Bb2xcwd$4lGV(N`suxh{GM;l+M_s4JUtBRmfg_5VBHsfE*Y3*dg3)A3{iAXz}R>%Ge~ zH{2*$JmLb9lbZOSas283<)H%OupX$Sf5uOe zz$Bx&g$vx^^P4eo?sUHX{>LWC$%gka-D_JI5un5~zwrs9r|W1r43;`zuuy-X_a)Sx z8=d6r_i{11c{9ko zGje_tEf}l?D9g^oX@9uJ$Cn6f5k5ouZbVW_T-=W^wC47*1CzLTIgnCIE7*e~5F&iW z9l)-ABl)3CqK4biuFEXf*-vh5JQD|;52(~SPJYhLTz&u;uiBn8_#qnQJ2{`8dl6Qi z6Dhzd(G9*+OqAjbCOqD6dhcDQgHT7*g>UQ`J$hNX+Ir@l1(Bi`zb_2!#4&_azW^Qs zKjRy8oBq$ITv?3VrtN%fPJU8r0~tq9NN~E}N5b(ePpV=M4`quPm}1G4f)e7)T3!Nf zN?Ak0^u&?FHkn!XD?cE_M#lR+`R}t$fbCHKWD^4$=lXbp^#ofUtyU z1noLET?lxMxI97OI0sP0w=yqtN5wZFFYHN3@gj4R-&m!H%UXnQS4i%RXLme3g~jm9 zElrU?egHl{nhj?*ZUOxJKFfx~pT88^^w>J(UrS6Wo7*NPq$HVmj`uJgc_HT-+`e69 z1k9WYw>)nmI3VeK ze@^BG@Fom)q0ig_98}nzoA86QRNJL+EycN!DN?#2c3fMiy7TG6#`B|ShMVr6@>xlGY z_LjXBczx4H8ki6o59pVpqk-`NxW&$~v6c4r-c-1u3NVZFkIXMm=I@SF1FM#vp~?GE zjJ1#JspOu>OT!`KHoSt(h7T&$RFw`+`HTz$Pj%~x8Cc`+piDEY+3Mn8LaD1P*ib)} zx(NV>X2%y`@+Zt#?5#UI>9uQ}HEWvRwCcyGs*8U}JI6&(8|vkn9Iv$|y|&P^tWVva zAe5;7bhLhLzU1OVSJqu>$}4$ZGK>W~KSOC0zQyJqfMh@UT2e_{7UMW(Y*fBPk-{QN z?Z)cC(ylKpH1ix_Pi9B@C)Pn~w@!wkmr@x3GYD9wrH$wGCyD|j3%uh3qSCG_JU+y_ z=IU&PN^8%R>Z+s}I_6@cYJ$<+^JmTl<2w*v!O8)1X4#AvAswf9KEtbCTT&@~>^u84 z7&6?qQ6W$P$N4S@O65X8K4jkUtRA?a}T@E}&JJ-3nkV_w($T z1IDi4{gn=|d@C6cBf(U(8)2Euv9R0(N$a_Aye{#YTfOaY7T)1mY2A~6ll&&XRtcZ7prtfGGl4}AYMOCRh6!)GBOwYQP4!v}=@ov;5zN3v6 zQJ3y(J)TXj8hP6(IAP&4vsYtm;sF*J%=-jv_&3hlf~fK8s2||n^-RplTzwUF03vX} z2w%&J{v||pJ$EcpRtKuJL%}D8sI=&YRd`L!LUxW=MIbgmBx4kfZq5(@0>g_%+%W*! zA|?%Sc!rgAj8dL{y1rmyQc`w7HCR><+WFM1TE0HN>;>Ro!Nn`-M}!4*fM^LgT;K$J z0g6L%-nw=yArX`$wLa_5AtdqfBQ~8ymWrKeYFi%!HQ?s*+z^MKl)XjLYu?b3A zT|M)+z)9%f@ODU|H3_A2iffFs+CX|Rp_dI7{HBkm$u3!dPex`A`5te+0Huam7S+S3 z9Z;&<2`-i{JXaj7$dqq@WDAI9VAs9`%!_{Y^nkQA$-gv_5{GmJYkV9l z-{~t|yEeQ(X+ECaRr#`OvBj$2?JD{If(uOlkS{Njx9nl_&jK!I=jp2f>m9hfXQvv2 zo>>;?=3NyN%=R$7|81vw@}#tp7 zJ^;_lddz=vDl97T>%%8fiMMR_--IP(d!thiaEj5%pYH4E?4WPR z-F|0M^u?Wt-Yi+twRB@W%ZUz{30`w%L8-&l!XmFGk_@gH{B>HpVE99FvJzl|?6vqu zVjJQXY`B0=s3XR{XlIw%SvA@2YCkiv7AHn02SVgTQT;6JlNujbS24iHHvo$M!X9Po zATFSSITh!m!_Og5fCdm5TS7}ug*c}s@|`~JzA!^cXg<&nO^fPruo2i|XuMMzdl*a3=vqw!;--1-acS@?8il4kd4) zVPVkT?(bGlZCGJ_w9@FaR&zpHq(zAeEczbc8t3L-ykv+Tdjr<9j;+91G}m!n?a5MVqPGf zfdf=!gr9-I*Ys9qQuU_Ogw=y)s|Ugo4cwJ#95+IG@SQjoE66RKJpF}5_~gYC1ui?m zdD>T7dis+~$NQAxV_%9oc=jd7vQEV@^I!arH1=tz%RlGyH_}ncRD`TUZb_?@bcct6 zz>9l_Rya7GP3{^BeeZhvG_(@R@M zD|ICgHz7g6x#d~fA@{t_TGfP0s@-I%T=DR;7 zHBFndo;_DcToX?gC+@U*COmYjqPcCe)Slmv2X4Ug%GP%G9`DDpa)Gs2<2u{f4rA+^ zGw#AO?zi1kQTi_++x#=G&c-!`u>Y}Uwws!7j8 z_oZ^di9R>y+>GMlbCW3|7ydk^ef84~&J|#Q0EqA1&Q8V4l0|EkQ#TP8=nStm#U`qP zb;aqJ+?;CIB%Vjd!sMRn3-quuklToaP*3)gf+rZhGJ%zW!fy_`ZzO9ZyB>?O4Se!v z$P0}lAygBPUO_p;xaFZOuwj1d57g*^?*HNSh>HKm63>>QYm0Hml;LgwPmu0bBMg`! za~-w;wtVX0u1TgQE7hhC`RXX&$AMbujjwXM< zb253ec-At+q2MfVT{z}H9~#0B9%1>AIjn2RNxh&hL9Txy-Uq)Db{Qt~_GI9uk9C0B zyU3vWYP+U)yhU-mF+M%7hj8;UpTOM>3VNMEr)r}%v*7#7vJaM$x(d&^Z9MlKVeBr> zAsP$Ot|Y>KG}{7pT+gmOz!YD6lj5V4zrDRp$9mS)oQ_PYv;4(m|NF=h zHuo`ouXB+mHyaR4;GlRv)Zcs2GOcCb^9Ki5Dl^#pdPF^dSbqRWy!ry(-sf-$e_xH7Y{ zf=fvFAf3EeAXMs^lzAVT!TTY|PE@)7953cdUOlnv?0G$2?RY>I63U9gR{K;yA zYLBxBEoi{WHAAC5e5eh*&UT5zJ>=Wc6X9=dwf%2p6M5J3ZEmKGr`|FM@|)E(x;Z>G zTt1$bD&1J#XfRnm?hM&|XkdSPoh>L)Lr$;J!6;ykcd~O~uHsDb&2wy%A)7}pUAlAZ z+1cZ%L5FTHGqzmpJrty1@UGV{jY_4GBY$WQv{FgrcUd@kgnvN5;NW0PhB-QhH-hO^ z)~`)eJ|j;-QXWPN=O#ykeSr1B?pNAZPwuPDrH5QUHGSJdSoNl-P684kMt?{b;0IrblW2Zn6PxUW2dd%LOx2X0zftjp_Q zJzT@X^3hAyG4YFec|FD!;w8w%-)GXK@z1SzLr$z})j?xRQiDp7wn(3ny|nKIjRIS+ zUY8!DY?oeKPhbO*@Av#}(#X3;+f)44qbU^+)1i^2| z{0WLH6dej)oZ1N9|3+ULDwXy`ZP)L&3AypV&SXJ%bL-_YS$1f&7oI>LANlDY{k7T8 z9J2a-JYB*aN)TQ#w*F-qaio@O@$a_RbnX9>#Q8t)Sjs)Z{`tf1GSuhyzru?C6Fppi z-Y^mH1<4oN^A~09_p3z5g6-cOzQQj+waeZ@;#+J~=!+owm2P z_rG4x7o}Y{WKg7+mmR4$4zviWYUU)I=Ug4sMqF3@iL9s+-klOGs>j>)tbSS)&A9CC zo%%3(Xt+ldB1jvfSRK=V4tXf-LvsIMvR7K;mOrH;b0qHf-rjWV5l{_!I;-yeP=t~a zf}YFONh}pr*2tGUB0XimNj8Dtdg7rZNHnkI{@ft3MGwXkccKs* z2ZffSvGUJw zS_X=@DFzA35L|Vy^7ia@s+`OD`qa>4EAU;aee{*7P6$gTVd_9oG&!aP7ku?qk9wE+ z?cXP@e}p#ii!l#W?9&1$uYQuisq07+c6pp!O=NRhJL1+wz{v2yNZn^3!%J{5BDGlJ zM=8994Z|t!9~629H5_JjwSC=0CCbOHH)T8#Gyr1mzy|DArra9%6ctDa#W_r=vxzMt zUolx17x`>0AR(6P2^};Tjnp_*U1@(%myL;Z$hEw6l`f@#h1nVW)H^)Ifg+ET6ZfUl zRHL0IzFtx-D|T>M83V46?r+#*$jSIQn489CB3I|m1Z$eB=4_{d>cRWFt!h2NERY-m zBtVy30{&0M@oGuuY?yM!tmb>@|K1aw?yM566%gh;J7uZ@?$DhYn4COvis`T-p3DR> zIPP1>xw9`#)UZ)%Ma-}KY*TlbDi@Ok&9G4oqM+}bYP1;~8NZG0W8p-3rVGT2?t=Ey z<*mKLBO{ror+{g8d(D zKoZ&$1<891dIYwDLA)D0eokCgH*noIpF%is30z0ogI|JnMU^WvY>ifS1Ew-Z6?35F zsJ&DX;@TNlU4+53g)BqhQmF}q#l<2}tgcQolAThNEN*XBY$RUGALTOfAyq_#NE`vX zrWOm9+xK)Qira7f6svlF8`lO6bQmj@EHKO}eKz1dYJMGRp-|`N>7Z$3WMtQ!kd~C> zWd0(GOEGTLQt<3uBkeWD4chnG^dt=@dRVSAmkdr#r5agI!g!5Gcb?`K2u!*6zAc7$Zp?71 zMn`Zax$T$l%91rrLC`USJRF=*(G{vpne@V!xwUsH8+votIU^c{kokuGUGP%}bR z?L~4<3pu-*n6B;zh`oX$h(-45B@C~j4BV6BWkRM^F6tO;2Gl__c`+R!=Z6-(3N_t1tUlyj<8aOt>=wJe+@dF{_jzj`09y^Xh9sLDk@{v zWUn6ytSORLxqZ89`Y1sNL3LA+gWFD4aYk~iVo<(zkKBE~c;S~9W@p zyYAJPL-s53h%@aG<8?vyRjyNMyFD6-H>{PVBuY4?_KK=ey`6eFQbzfg5_#sijo^VF+ASC+;LGUFIikR0N)rlFQ93&yZR~5vc?LjAP&y;OxFr_(2pXE z>fD?+&$2d%$^ZFm=SNV2pdPj>M`2g1jPRV{bIhJsXPEbjfpg_+?u_?5HcwnxkRF(6f;Tskm!Zx ztZ?83$W0G^T&vD5O$*Q&X{MtUQed=`-OWS7#o&ox5=V#Ow1#<*HiT+R7w>$^%;rv` z=hhFCDB*{X%Nel0lm7J^w6-wUzfd;Zjveu3IM03>TkQ}u_?Z~Nyqo2UIN(wQ;l$`K zwwdSY!=@bD7VXpOr!L4n@^1t~E9<|W)G0Y$6KuYR4UiPi*3#0@@Wvvb*sssHQaf~m zmXL4I?Pb`{p2IOKMu;bPxyrnL_tOaHu@KOM z?Zaq^0^OQnsw_kS4E~l_TA;_!4g3@Y#XKr_E_}QSTyy8Cq@>l=hpAGM=-#w?5lIgX z>OoVf!a@lgPB~@ZgFYE_`l8Xzd2wdAV-RwHY_~J_GH;Q+W=S1&Bnk zss(x+6w0rWUneq(y)}^tTBO=eH~3{lj@P?c?u+85;xMVQ0aAlGT75014O%-b5Cklg z0refUyWU#S3c9Jdzp1q~GG6Vb9-)*f<0(3r6IE2O(eu8@OZN2<%Z{xNig+r23Zl^D>;aw<|mT2+B!l@H(hRvEf0u1g@Vvckqcf@4`nq~BZb{*DOR zi8Rp1ZeXo+@D+=o2OUU26Id{;;pcjJyvXjR0nwT1!Ly%h!S7nuN9Py5_QnfZPUIb5Ht8yx9q8#iZ%d6%|CKk1XrT}>xNsjm$|&p zmjWTv>UH*Ku3*<=2lDzzz>02fihOdG`njC^)gMdC^BqxWurYC>B6Z^RVAYlNmD+yK z)KAA`gZ3XfI_8T*o0iafk&*fa8mjYOoSx(7&CS7rVYmwnK)#T-=x>|F4V&%h4-;?l zX~}I0g|;B*i;Nquxi#+kO#9AjTc8ls*X98oPbg&4;JBY0Kza-DJk+r_*6-S$06e7{ z-JK>c3yj_kSx#y45K(XkBC;f-7Z&nj#=pX4lBHZ88VnOE8RdP}e1pk@&~B2EaMy&2 zp(SLk*vJRHd%&<=YPs*e)Kd>dI@amERyf_SL}AY*tP4TKSkufT3Ew7jia9AF#M$(P z{`$^PPqi?B&(t;(Qw4(qqW;k^iB0_Z!wSI-LXC}$S$Ijw;Y6?ywqte? z7hvhg58Anj?(St*n_n67$?yi-B!4<96!&Qw0>k!ZO?QPxp0&hvtqkU% z2GNJXu=2`mw1ZS;+ch1}AzsY$p4Jmnwb!!dL#Gjx0d4?VKC2oGXEy9lV2Izt6k|be zFc!}3Jy{$rvV!iuy_0TJ{$W$)=w92|mZMpCHqo8Tx;p;hVd>EU!XRv4e`%zLqxHM# z_77}hEpjqBh-9G-+MG4jTa25Zr#(p|%p)YQl@U4VQ&5sT06?HAVA|=!{Nv+k!l|i+ z39`%Xo84_U#B}6P$#*vo_BlHD_l2B(GoVdJcmdDZbp3!UP~|6T#d>f*`;R_6gutZ% zaPI|ICj>S@?WUnBi>r6tGyI@x7cZze1K?BP}|*(y6MKsVijeS0CPK&+28(ubd&;=4_tF;M6^CdLKW;;wVfrq-#=H=Ze>v-JP zicnqbswo8}ghDc_Hr)XZkJa2*U0`|90^gsnkS7M1wY(K~S*8A>g^|i6;UGQ4F*Ec4c1Wu~y zL2sITGB0R1T`PS-mfKL+G7SbNlvh+?IY8E*3c4M3it9%xi$Vg2xIJ>K5_Ii@@yY}e zQrG+!KMA`!cmL#5_n7VjF0=FqlwlS6)T-DM<$l>jS||8isu5-SnnZWQx;opr9<@^Hd6w?FbC#T zGen)gu3?EuBA2Ym&k-NcA1ho9?Sq?&e{#bQ#AzKge)p^=Xf~kJrq3CVgTpN*=+t9ts>a;3RdZPha>FfxyD!-j?S{im9vqsPs)xiMZi*Mf+xAV%CxV8U+`gZm z4b_6I@&ihN!ev&8Vh1B`*-MUBeU{#H5D6VTeJ_aHVcv4Z1<9$F!DMSW2ThB=21(8{xq2g&k1g z>CA{y(DkSG%HkGqX#ol#jx-iYb|*;+fhNG6lu$RDZ4gXud#llMeQ&BftS33Sm}FHn zF#+0~5I1ts1;@zKa@I@l3+sBv+S`R@=UY`Krnl`mw3L*ZYMELQwf=p$E(DQN1{A?& zK_Qla4+&U3oKk>4H(KI!ttd!rnPqp6!Jkx52R-2ITc9BwTB$G&$}$f3l4W(vK>r~k zK4oInrg>+fD8`ySFlPF;pY6H{Sab60k>E=f0(GXeEyzR8PG&fLdsc<0L3Ihr0 zKS}YB#^~wk=|VRPquV|+P0t&GYHmvNfr#b~S;oC2trnD6N?%Ck4V#QSndB)eU*>Nx z?Y~_FcByw9k(SQ##$)x3w0^X*m?N?s2D2B>@IV6}j@I~Y>iP$Wq2VM)l|XGHfC^ai z8CU9&_%y{1UrzSJnjWLCKxAdXh??9&c=eS4jIwhF!AZ;KHTH)Q^p)7@1VFz=-9sJq+?)UkY7;ZEqIN!nB3Q79UpEz)q5OFmn)`K&c=2<(@9lTRSny{vvM1E z=HJYVnm5EsPv45AC52{}66=+pe6+IL2REI{5HH+0+v;LW+)%2;!6zntB7#cbNigz4 z8~NuF3wl5$3?+2if9L7Dpf(AqNV0e?>%pZN$|(LFAoAj|Ocr8CkRT-VDQxD+J{nK0 zwA=kbBeg&Y+(l!2Vp|$%{11(|)B*&A1BeGd#tIJ227^!>hvf-g3D-i^&!Tu=2^eM3 zXuRM6Ek^26d~xa{IU(Y=vIPc)5=2u6Ps2^0khy9+uVD7ZLjJS-zdMj#Oa6sL=Gz&_S>*>{ua#jQfEKrM29l`T%5+_f(Gm42gt z1J};nGw;9t1XX$JjvHby&N{WDd}}tW%x055qZjmSHUXV6%Yr(3Qxt-3dwY8p*JB@n z$!r3ePJ0kGWYuwom#FJ23(S?3CyDp9G?-qr&2HBu-aq*DFW`_7v z`>FfnS83#(HX(Cw9`@68qUXXL{D_M?yL^}=Zmv>KcNwI5Gb()_w-~{C7!JB)9>Dj8 z6@M57Q&DzZRW9RYE|Z_HyFpcE(vQ7{O1q4?YlT5$GW(Gq=E`IQ6{^Kv<&2zS+%`P0 zglYa=V)v!$rpnz~;5H|%u)?NNg_C3MdA9og-F1=fEUj;1$REsWhZ{0%N5A&FdJaxV zNEh`0N`1lcsc$Yt<`X+%s^W3$XFQk!oV!SEX>p$~D=bw0PS7Z+ef@UZlN%)nxMFHY zq<|`jxIMz)j#y`^UXKv$fg;8BaU3H7K=nF|_vQ4>fkbHxIR`pD!=YTdDJ=#X0hmt~gqD zKDv#zZ6?p+p{{L1dHBW9DEYW}i+#VegA!%k~#mcvimQdC_jrOpPa_Meo#xO*bB+E*R+xI*KoU12#T2WN; zMj3_S*xqCXW&hAtz`!VcUnPt5<^caE!|Uf^Nl)=COv&;5fH)^~NA4Wd^JK50f&$%- z`wENhWaFSDTqm{{aPIIj{@)|{Q2W&xoDW-<`4Kt@tZrQVhxuWoIH>wpNKGXm4esph zEIb`0@~Y0aY%=LZF8xzz00_vnE*S@Iiu%jENL1q$RSWU}OR;Q~A{`kJAM&}aDl%Ny znm@la4pLJu-12>@y&FloR6HWPZfw@EFk!Dais#5U!bwk zXe8Cl6ts3-)zA9C$|(50%+I3S$M%K4nSxQ?i0OOArRS1{`{DZ)?u9lL4zWY^0bfoF-XS>jqOpQMVdxP@6W}(fS9Q zXF9#PJ=}#RR;e>_OL$b2xwbT4Wo0F3w5OS_&AxLMs?}WMi}_y4+u5BL$}=Hjzqd?9 z{Z7|E)~8~oLIEFvQH>ThmcZ3*)B1H==>rm~kCvnbk2Kf@sME5x-f053R8=@n{QV5eoVmB^lUSqV~S;+ z_EK5aXkZDKpJ*1dzkhU5)Ee27Aah0BZkjL~bJ%;4CMg1L5`b(=tnLpilU5LX$Gr*6 z=;`I=7iaEy8vr%rEh{w;^GUObx;4(KfOn^HL5AI2e!Y}4wCwq=Z(Ut<$6|#{GUe%mZqv z8VemBgX_PMG%{j@eIx=21)=UIM)nVI2kl)@Q*x9_cSmWRSMHVm0!zRk%}0T`Nj{edZa8oW9|-Qzq@DcbR-&6OHR5WpSr z^)KJ)k2OfViW1iN9}zTo%kCXLgGfRe`NuoJz9ruCwEog8{rj_HSv4Cb%`ddxqGQi= z-Fxp5Pltd1r1a6g!bU-LwKTZYG85hksy}PoeG-Kl?Nqvoc{xT_q>Ypis@QikxCb;X zH)&X?%e>t@qX44@iL9&pLB!D-%!h1l+e0_w$1C7@J56`6n#}9aM`=v>9sX4Nl7=)z zkvx$;@vg~V_XH2N#>3Lcl*`7$NfgpKOr-Fet+Ks<%P9R169*6gD|2ZTN zFLpUCEeZ`v#n-==#e%=lA3K>BMSl}P|Kh$#KqV7>6%=i~YrAT!({jx}(tiJsc8_Ih z+QGuhjc}GDs+c|#Hy?o@-OLB^ zoDb?GYD3JFMXgE%sy}i*fbj>tTeC5$;-$P0yy`CaHrmBl;u6Wv?$$**MujYNx8Ji{ z?-8j7f>6I*68T^iM(kKa5l81bl;U@UgQW>l&cmLE4lvVA^$%E{rB_#FP`bQHZb5b=2Ois zZ%gm`brvBd6Jm|~!x}9AXctwWN6>( z!XxR^UibuFZ}S{M%yu{=hTecyfPr3cPHLa(ilxy}yMN13GlI03<)5FQuW#_lXr5p7 zW~vDI@09tuU&jYlii(bkVFD#xrGox$pFYL_;&n*c>anob8mUWmZ$m_yejV!0&gM2M zzn`u7T0`XTfoig#oy<=EUX!-@sLXkm=wy+msgOT@9lqgb){yF4MdglQ$iw)1Y8_|) z^>j$kulDqLx)djEiW)) z$PpLDM@5E$S3yZ+@hufQ3{UjsVRC6OxPvFRGU;`|ZBKNro&4sftS z?Fwe{AN}Y(Y1HTP^ZfiWlOm}OXXcXz24KL-O^Q7H<$lz6Ib=&;nhEbx?TsA0G&At@ z!$3b2_v^f8^6I|gd;nBZ_D+tO*Etq?ceM^a+=}x;y?Xw8O8K7p6I?U-N_jbb0|PZd zu=TNwjAqjK<b>&`(mBgL!lorTe3iBLC|X=+;8PU3;g` ztMy*N@U^Vi9_5*JQdX=)=zY6wTf1=ExPs^^jXy(`e;vHxRS+9JWRN`jx%VrFa}^~{ zSE>UWQ^e-~I|4L$(ws%hZ}ao9uY$_Y5~dWiJj(y5>3Le)?NN(FqIQ2z^qFTE3aO64 za>o^6&Fj zZ0G)!SHEBS-`%g@A+~*x0jJY6>o3*cBfLCsZ<}pUaC_VKZLH-j!1N0Q4-VhG%XCL} zd;Gbb+JAlrNI;SkgWXh+EBoJaFf(HKW*|YP@bFF_!FN_BX zFfiDG)}uAZy<*ybQ;_N1y3&XDb6D$k8*Esp43_?3aeLwYcBg&2*S$UoDLgjtgGL^0 zOU*y*e*5n0+X;}G=0nNus<-dCSs-c-K+@F4yn+`C6+ZliPOJNWzA-J{wi0YE!#7`G z&VImp;~v`_>w^#4+j_RuLzd0F`4%zb`^H?L9U!p5A7q>Uk-NDEDpO9p*q8vZuHbh2 zmn&cILXz2!IiP@woAH)$ar?GEQcmCqZ}4A!A9B(9frX&p-;=PLtzV9d72-gC;ct+P zw7?&vcb@^<6tHzrB5qsJ3rMm73CvrS8{Q6Gomcj2irh9}_(H*lq^-HtFNDCngysG( z6S;v_LBZbeQ&m?o3)3UA_C?67Py&lq+_@`PcKz|Ys(bxN%lWI;uY5iCdiv*|>FXh` zvOD5z`=-6>-ffWMAfVx%wAtF#wUsvtUX@!Wtn0vEkUfIoiyRLoRv3uV4WEADR zvsF%hI=3NYQjGsH_7#xAP;T4m^1GO7t4-xpJ;icoyH;DX+|j!o6B{eP!U$~dj<>H~ z{kr$<{+%y7HedZ**Mso-h3cgtmbOyro@tw(?gdW8-cd^c>)?A=WpuX0Y=3#JRs8pD z{{6=^msY(mMsk_>!!J)XDieTt$VV-BHpC+qGghyD?NhdAO_5c6npM0?^xk*hkpd{L zB`x6j*Ru&%*6AMDd6VVO=iB8o&%VzO2V2-sJLBy2y)R>D*H6wlw12&S-zA<`{8i5$ zL~65u<$=VF#h*7n_F4AX=lSOt-)ELm=HKfs1HBm+_k7p9v>PUwY|T@Gg1ky6%mRn@ zk4;9kGJ8G_c zJ!#iEv*%!`4|jmkuM(*j9;tWxY~`dqc9y4p-uyUuzHP-cE?5#|;Cu4tjm2^I$9rna zr*03QtaEF&;_9CZwZSfUkX>A5a_;5Hz*&xeJ^Ju5Qqdgyz6im z2iO&u{zwLa9)sjxzf|{1+nx7xQy*XGJ~|j=iZ^`oD&WptjGVharZxkkvMAphRXp~< zp4H%(49|L+rQL?FU23=^bMN)NhhL(oI;tAt%?x^}o+BS&0 zA|+9~eCxw=0vqBetKPwW=O+vdE|FObogcvX4FAtY6jxEp`uP8O`p=2nhamF%{~xVD z`u`VSxc&gf{6Ftgpli$Ry|#I~X^lyZNVy2DaQg5JG%@t=#{WV#`#vNduL>3hs*-y7 z5rZ=7Gc}bShVlO)kb-kN58MWC>{arI<4E<_f45cojx9G+XVHo&yDpf@#shNNH`>-b zxBhvg)c@CRCM#W!MdGv;z4xs6O?j!FClf*^|6|+&L;G%+i%#`U!f8|K$}R-qy_`=O z82G>S9)4M&`@eRW1dJ0g#=m$WtfnXD(9}qK|~byvZNnbqym*JuZdVS^K}32 z?%xNi*5pM|r=23g>B`uUe|{`y`0nAIk9)vCh%L=YX~>iVrqSQJpPO5*)hmzEvYWe# z^wyHcIo3h9)f71I9`TXd5UbwP&iNP?PFS?}?C&Z0*Fmq;*P;DIW7%5PYZ_WFI})X^ zf6k}jW6KEcDznOF$L2kc?NP_O_^JgOuF>nQUIiPbD&h=Up7TfQemtR6ht7I5DBG9L z8uNJ7K2m1&XhL0kqz3smB>>xIz`c%ZOy#ZS|NZWAmih+!H7>ON`Fy+h^wbVyYQ`w> zWO1-qKSeOQ7)hDW5AywK_$D#;UjH2k*_DLmLc3x9SlGat=-Nj_;YBhbB_R&xpe2VU zF7T6z3X;lcuP?C2k*EK3`#(oH(Ej1R9@8p}r`PQNtOIvdJ3E_SLc+f?0vTw?Q=@j% zd>J~W3kABL5r8&kIH8ASu<1|J=&uy?4xqQvtz1b2A)O!Tak4O_@d)lR{DL{CPjXi3 z^wvCdseek+G!{LLFo>IRaQ$NO>}Tlvgn)l0?av^Td4Y?&OuH;S7u`f{!J=n@Bi26= z@YgQ_sN(z7XUFcxx=ig7N3W8B?tR~g`R4|5pggHcQxR#jee92!gzrIMg$FX}aYpU- zT%KoI4{s$f_75H9YmAyYmCal!l^C-=fK4SaZ?Nv3l6-fzX2Ol3UH>9L0g;kwTP?Ul zYkk~__@0{kj|l!8u}Z%*c|smhQk(z&09b7tnykRe3jjd^g91N*-!iy-o#S0XfFKg! z|G4ZdC}SiP*ygvGgvtVb^p+RKh>(#E)D|8egdGu~yRiirMERR*Sv7O>?!Uj-xU7Kj z5CDVFSH>a^iLkSM5{3237VPsM9Ri0$$|kWgO9*P?iYccC{ZDsrCjk?X^KER4q3-+L z#cv%jkED2p5Tex1kDY6xVSEooBw2zmAn{=@;-&m?%I;Qs;AOYJ10?+K7VA@-gYV?<@_y`6CS_CtdckcJ!dcxwyEJkHyLTUj8MELBU=nyS-d@ z@8Lu82_*mP9Bq@Mjns^as~GXMSx$33{AZQ3WVZ>T14}ON&FkXrpD`g8oM1gA9=O3W zQGXC?h>6{ZcWsjea7+e|B#oSyD7 zs#0hd@56=T3w&b4$%O45&g`*zYcdEF{c>Q18v?8HhqGW4R%*#D8vQVJ=yO*dob0b# z7x8C?IVWAO8zjfmfw){YdrC>y*s89q)s1fouEEuD4JcF-Y1`H8y}vH_*ShJ=pYp0<1I#wMD7atCVjxbTF1NQ zyS9CZ&wma6fA(p@`TOlqeji7bv@X*g)Ax_nlok8X`B z#cg)Zdw(qghMw$Iq5bVSh$>rMtCKewb}5Xy-~GS44h?;iu0H>^ox$Be`a;h`gnFNW zn&@)ouO*P<@D5b3?80hpP&%4ZJht`W9y`8Rx^kK_^Z#b6UcX*lb*ewL3+E>!T5_CT zDn!GZHFBO9rT+DEzlr>7Brpnq#dM618S&Sr|K2}*_|S=mGhLc0+1%V5^ByUw(#kjM zl%L%X9z4*WRr@N+BT3SbB9;CYfQe!d6g zEU>owu@@Ga=Hd|&)X|X@&+8E|O58 z#cU}1sp@2+R6#!bZjR4}e6L^rN0byRDhmWnv1;bC6ZXwgXPxo9$nPI-sQAC5<*D@k zOIRN!<8s+APEX3pr}sdgLV{i1!zA4#b`(vsvhherupYCrCPfY^PL!bIWg?Q|QfJ%a%))pP9x05V zV|oR*%HcEu5GUv}6A_E|4iFznB$W_~1EbFy`qs6{N}ui5RGaTK@t;Dz4+#0b=h|F< z%gL}TVs4*zy3se z|GskSL>Qqw^rNtX>Q=uv40Wu#JfOL! zZ1;lcBaUlLwCDSqU%OZ&;!c=+63!af0WvwJLI^j;5?yB6vFB=%7opYFr}2WU|7F|? zBoq=$4?jUxR#J`@Zy3XDC#rROt}ZV}${ZbMYHSB`JXxw7(HP_$y02bEkfVFwwqavq zH;bDvJZtj6I^3C&YMu!pqYEKqd zOJ-YMH5-V!o4*-d{Gf5HL@geg(;n0u*fwT42uONN9Z&n81(}mLJ`FnD@8DHv9zUfaler2la0bIgi^WUlKq>ud{{B*Xuf>|qF`NBl(i<;#~n;>!9} zd6C}h&fU!y_$Va(;usvpP@#c|hsUYhQM|*_G;c_KD?lk+rNHWuzyCyR)_{snvNTz% zYZkeuZ1xVV@a=pB6BHPPX)~KgH0!zhM?sSe{eqsu#b4U3eA8{ptL$zSZ?7^iJX-){ zpDX|-2GI!GTW$(Se^(@1tejvr)sm}Ig*&OOLj*7o*C4+CJ$ur}MAG zfmsy!(M_h5S9a%6HU5X?G1kfVuTwZlKoOlDij(C{JW(O>QjA?L^>awf{HU@~$XZjR zd!(%^C&g=b$-E;V4$kpWRaLG3eh>_u1gm=9fAB!H$o0YBW4d2JK!^jvqAc9hn#&J& z7)M%MW%#;SV@XIaQ;ltRe4sso^IvwNjjLwy?%rK&N6FD?UDUmP_wF9af>hiHJf_pM zf(JOyvmZP{Nhok;RO7&xteBHek7<1P{Z=2cHx4p4r?c!Ce)vF_zvtjbS5jHa)mz=# z&}{c2&7WNYoyI)n$a8l^Un^b_kp^K}q;5lE_7Id04oLf=&dvhyz`}_B5#~ZO^B=nm zj+XEdKeBY5zQ}zX?A@SuG1iztXmy_}h?MYNK5YKV9w=4n!+ z*<9}pd`Jj0c?tp}_Zhu+YU6oM8vBfSepN_|fksD1B~WHr*_$2O@J3+X=n8(L6NEsTq# zT~6p;QC1Ug;~x5bWwevljFb0nL*)DsQ5ElmnX8Dlix;ETPw0V2-Y*-A!C|U;{eAiY zy%d@wnIu?mXPu;6WY2ttz)QkHkh_LPlX3E}dw4o$_5|Zl=-Wm8 zO1c}q!eO=1bdH!vEvCclDc7?^4v^v0C8trwC3j#Xh5&EK14g-M^V7`{0a44a3bP(w z@8i{Y-rCSN?zG}wU;I$#@kvQ?if;UPczB;ae@>jO`|%?*i{V^pu&wO{CKi^nFfFaH z*Owq%Vjv`!fAvaX(9$(`!%diWcP{yrt}eB|Kg;s+vh{T3wT1+cgm`=JzddG&4=XR{ z0aaF3O;5+{m4QS~KTS>U_Y3;8#JIDy_A7@=96$hRJyBdRSpx*EE-o&;!^24G z9Vbn4!BnEEX+#xuufJ!u6A>)Mjr~}h}yf-_3IJi?v{7BhskA7#mnVBkS zU`^v@YRRd5eX=HJcOhu}L#9OpxtrJl?JMb)16OCUQ+kJ9cXbIiv!vi2} zI+^QXqalO}nk8yE)dQgmVT)yGz620p&7(!%hBL=+jBZr5d;GXK8Ivh%Td&3oWf*xV zGZ0{1%tg~=m%Lj`Z`tBbKTDfzSM|u!Z9S$Kf38by1Pf14-QV%b+-vm~SG&UNnNj1s6qUN(78R=$7$44HJ+3E0IF9vG3=h2jqmX?MeBZNxE!y{m3-*KuLrl6&LWo&G- zcFLe|zhPRge~*TaYRi?rWw%+55Ei9ruj`5mZQA_37WpCF=x_JG4Gp~ZC8kwmud@ei z@IvbG6U`#Bs_DqiE%CJzc9nDjP}!g|($0u-JU07)pPI)BeBJda856^)v01B2AKDNm zq3QVxuw6Z$JUW|!oLuyCt+87NnRqHMX@Iv*YJJ%zkMqZISb;VaOGamKXlB#?@8Jzq?FfdV-_P2kxP|INeM>crK7DgGc$j7b&YR+v*;neUqGZ+=de#LDTwZdFt=dVBA(v|i%K z%ge7pJr}Mo#ZLyURaHH__YOu{XjXb)ib-4s%}Dh1iD@ZpNfsnp?Fb)C=BvL!id|To zQJ48UwjPOgh9Fi+=Srf32`F4nIP1I(A*V~Y`tBNALpS3^TCUS;T3&__u@#!DvmM+n z65dF#x42`g$cXKrNvFeVgOyzTSN>0&eftM%Ww5Kb+Z%4|MI*G&7e}i`#|zk1zt?{A z331uV#$a;iBhQ6BZ^!lF^p$aFN=pAqj8uD!6z5?Bbf=W2zo;zo{8O%izT^eIpu^mq zwj?9p;no|J*H*4`*OFyj1XuGHA%t%_Ip-Y7L;Km{B2>h8~s7eUF0lhF$?G|$J26FXD-862U)iRM`* z7MHFytV{oW-_{H_U#g}`Y4v+j9 zpF9z0GX7v-UZFd!r~h7r8y4V)BKal0aKq8n>WA|7?3c^gpWbmFjMS-WKq2*ncNEVh zUW9bECz^Y1UIW$#FoHG@sl5Bka*K!b-ey#YT-~Zq_qRxwQ7yZxu-P0w7Ic)i?93a2 zw#wBd-3btKlrKGAn3U=ZZ%!AFyT$Sd!Xo@7_Cw@c<}5F0TF46_QBL$wOTtLAI#^z3 zV0y3D#BfQoHrL`%ckrI>Mf#NM+n&NboBRsXBh}jrcTU{%gZ!=M;%Z-$y+b9M`pdjb zcqlig8b~c&yMjq}HO1J;n<#|p%@;u#NSKh_a%rkV!Qn*&%BX+LtcT|ZTxLAwKsrXM zn@EV{yxFkHhbU$a^`gNKapT1%BO~)u$nm9Vs-U4g*z>@|u@IHfbO5W<-S|7pjlEji zJUsAYJjil4Et-Ln|Ly`gF~UaQZKW`ZZ9W>G&R02UvzD!4lS(^Nv$XlLv(6$R%$c)H zUx?cS?HQDYRdB)mNUdxpSRAY;Ha@MxsueHJBNv5B?M6#FTI~Zga*M!Mf8J;$aX z5d=KX3QlKeFNMD5>-&{pHv%NZK&iAC`y4IsaW%fr1 z{S#5q@b)0wB(R+Y7wp>Q&kN8Gg0?ESq#XJ-32-)nolA=a`58y2j|6vRRW2xumw(Dj zE*S-Iw_d~l5Wx|a>c`@l)oqR3-(DaIzkdkuxr@>l+a`bc#kwb-14#06S2zqcT6c7;CN3@v;G*$52zcj~TU;X4(2CAjM5p#( zs_!d_)KT#!qFSDVB_3?D(9!YAFyoYKD})zhojwI5Qce>$4Ik6e^jTW?k}J%hdEUOX zf~o00f8M!WNE@8k6Z2Z$+GtqI+u54VUfy`6TpI^+Oj3Rnb2%0LXa*e3tpdE6F1K;b z^}Dt4nC0~rHG*_AG_Rx8pM{Z>6(*-%> zFQb59z&mR{QHf%?F{YjeBaN4F<1epZ8C6~%!7q0PBNfa1GcCxK?&1@g0%ztC@v5xi zN58E>-7z$Jvub~(C$T=Jf817vu23foSonuJOC{f8mkj%m5vKy?GcFAbNc~3HYL;?p zDKB)aR^zC7)8Yji$`jva9}nc%KkNF+6?f{Jo~Z1`uXPQiBZaDH55me2w3Bf-nGfdli9hLW-(@RY%G6 z{l@QcXtJYk4mOJQ8{&YVjgZPkKp}~Xg{|K+VI6o6C^jcs7KJ>p+Qy~l-Oj|l^jKGfi!d-UQl89JL08B*w0jj+43W*zk&%zL z!rAW<5SUFAA80qYtUZV4iY|C>7{EP3kb4cN{ie{cFw3<<4aMYR3=oZwgXv|Z1(~KP zRLqm>$k}<$YlX<%!s=uxgx-4wa7I5nWFjc}ogOQt@GtGvvBUzt>(iv+`Kh%A~BZ=rw_V9km=&u>Pf4=}rzqk*vH|-G;Xkang%0*7* zfE(nPx%e!3K<8aK7SEwU2WJ}T9A-dl6!^J_AG6t5;_<5))nNkrK9MIwBJ4R-@vpcx zB2LeI<62{@UYU6}jvsN4&cBmx3+ewf1b}LOGbNfdRLQx1qhq53^IReecF6N-Eu_Bt z)|14PTDwa&$%|E3eHs^`EEWLxEf(gqL(k0@uCbwq2P-k+Z<2=dvA!hwhdwv!`2)sn z7%8oU$08Hi4Ushrli~w{CRh?9_sb@%r zs2mR(K$dLkYn<6^hL<0C&5%57u%jf}hxfuyCdOFnIft$pf$A2$3|RYJ`6GRtwiksG zNkY8je2o>30&^=SHM-N4HflAfe0oL37GX-G*p3bc70`vck4cA@ZnYaEU(s*F&tIpt zBOi_x6PYEKu^@?Zq;*kBSb-Z}Fg_FWJY1aL4{!Bc;EQvHOTf1^VC5cX)X2T*fec9T zxrl?@u_mG&z<0?6{x)+t&}VpPT@H7?YXt*BkkJEIoCsc_%GFR5?%1UcgimV6@j8k{ z6k8zI%3O>qdjFN_JGBh6lBr%SR$Pz2xBwmxy$$Q|3Ph*ISbkK)pV(fGGsSd00Y_V* zs*MpMbS3Ui#a5`$&cH4U<~FAfh2;APSVja_V`!#y$Z-b&_t#lgF|pK-Shz08X{!_D ztfQ8;lG^K4b?sU^k!R1E#LMzk(4VWCJg^t9cFOW~sw@?KcI-hcD$ssD6)7bk>u4~W zcb`me=56H%i8Dw$jKfoJ+tJrq1LA{6LqZ6zsEUgX878KBEi?b)K2}QMOERWq(l-+b?7dyyzB}(WXfaGLPYGzg5EAN2) z73TpcItA79@*l<&5%_9z?M94UFO4Z4hRpF$wk>uzskd!)4R!^59C=RR0|fK3-AGeA zXY9oqZ?G_HjvIzO7S8z>0Uq>cO3dM>#Gurn+fN}Om(>UJbum^(UJYrCOEvNbJ}v%B z)2x1U>HwDAX@~U04IB6rMU(Zr1?((hz#ksD8XK~os}bnwKDxRm1`=+O1_R#vyS$wl zS8F**Rcl61?VgykXgXz-EFlio4cBH@vX$HNo@aigJBrw2Px(y5(cpb;_`$Boi8W%M zA7nWMRkJu-1b_&Qo4UwzUd=CdLwB&|XuP@TA6=$PAQ>ayWORR>%GCHAphdB_+Fq@r z?L0E~P`NDNPV4Y|Z{!?oi{f{pWTyQGx7Nu8FRUZZLN5Jx(0MVnZ#vBv9y043hHqY* z-+`3q_4w5xh+eE`66PuT9fX82v>u~Pt{{gGA15gwJN$O+-{^887RgT8;l zvgMI;wa8wzS$(CdQi{Mz3}POe4T$8PY@tgnZ|54Wk9Kqyyv-gk($$AtkPr0@_bMnh`V>fhf)qqxEP{fPlV%aUKfj9jCS9`1DARxh^MlSVQQ8@> zm~$j&p5HqTcpcT-rZ2+qiiQcyvWgUJ!NOzTAuI(5lcXKD_|m1-w8F+cdhJ`1Ulsxc z$E6RFt=O5`e2=l(3JMDJy_SM^=NjSx00Z;lQ-DGT%yy#KWGF=d0PpjZ(+lsFhyG4E z+fmS(YFRgTi+HmeG(p$+l+DfWz+=3JZ4uu;VqL;)OD(S=9WkcV zEiG2p1`@%w2e1P}V7>u>B2Da|J}5+1LSMW`ik%RI0Gz2|8F#~lDbU^GuS{v^y?q1( zJ@h$>hTWH2`CuxR%b?NA5CQlgMU-V@zKbK=Ft=!pq=C0DzwwY8R*bZRognp~Czyci zIT@aH969Jn@e}Sg=RLYUF=Mkkkopc|1vRrX=XUsaex3&)I81(rxo@q0+=uEO3w553 zQNt+h1PV-?hqwQU3-+vG=C^m{wwHtlwLa8ByC+P4mImOS;nL?qgm)~jyNR}we$^~5W_c|m6ZdQM{D5Cp)13`QHOK7cZY%CKCOL>j(3;o%*fh}_EG|QY|#P+7-n*2gz367OEY^{l7uy>Xa zXOn(3rHT4%J+e)hPMkm0Z40oIxT;euswwB48F4l}nt4W7p@pD=n zBCeL6mh~hJ4V(Zh%)xI%7#FBi2^5DW0l_+2yX123&BAs;9_m+o%u>_um*bKt#~1|b zLsHR<^Ak5n8jv4%^F1saSxF};PZAheQEuq4RoY9qB*o#)U^4XfT;lp(g;Eih>_6G3 zJ0g}*@67GpG7R8nDJLT*piMv(f;S}Jhmg=)ju&ba>zuGRdF02Xrz=^?ex5|>Cy%L| z8w59N!J$x4`Mg8fkqCWJ_^UR2G>{bhyS*`39!{j*B#&zg{boppY%)Vzaa7u!7fzw% zObWput*%^OFb-?^Q^z`$s`huTWC0M}`d+om^Y8)O3DhNBM4s*0O?6|X}zxi ziYeBJ(h~SBfEn_hraU4043U$%)NbertHT!Qdstt5K}9$>`-2rUAE?V$;QWBZa?mtm zPTt8jtRxWKr)N(Z=z~jfg1+x~Z-AWE zr>*!buNCxv!=x}UFzWS{Td!APP%}g7o8n1IocOQ}BX5A|RY;)z*X)J9nOA+c$;Cu- z&v<>|zPk{hB}Aa4ySzBRV9r`sLLORPb9!I<;s%L)y^NoU5EB4f#;#t+CuAMyo;44t z1ODS46AWXmm%0fUi+k8M&^=1@ijK;tUZl|$rA1F^Zz-=|hZ4pes-d)9_h{)?udILn zh}8ltda2@f&c}}ffJvkwP)Zflz&5^LAOI^d*qL^iskUkG(`9Ax!EAd*rXFjbyx0^d z^rFf#*UVv|5*vVSke8?IG*F3|Jf$_QJtBgWo9LtSvgz;x0H9j>OjEj1RMv{zr2!K6 zjPq^dl=E}7c$U^8fW%_Cyt2&JGO==W0+({#Fz^Ixs!7pVx(2`{A+AHMNdlR6cPWGa zi*Q${{LC;(rLHPS*M|+H!N@BmEQY6X!xU2nsuB7P&@8Dh|b-7^1V7&_ln;WAF`;&O7a z84s`bdGi1R!!of%yUU115aU-}J@*TjW5GP%Q@pLNk3aL2OdGa7?|fLB>BsQ|045e2 zr_1&MpzitxD8B*(0`Dtgd1_z9b_B%d%?0W@ijs(jCx;X7HWxlxFWn|hnIID1GE8eI zc1&6(M{-t8VY-$a>8)*$n*agaFeoWFefZ~~25lw9b16@DMim|qErJ0muZHMcbBX;m zb5pLHKWwl$k}m|~Flry(6QdM3_8*o+>&wC}UInkDO|(8D&2J`n;gx+{M4iOS#*#w8 z(yVHNYQI4>R0@N9H~h|dteq~$^D%C3%HC^09osB|gim%$B~eCx&iV;GbW^a5xio!{ zsK@?m6B7*3O}}r^41tfYRsuxN8C6U)TJL@`5hUhQK;=2JY3B)k7$?);V*f7+#| zUpl#{*H5AU8K1;RqaGJ1lAnJemrFnT$qo|weaQX7^p(Q(wc^ws@x;v;1yIN=bXGqr zVK-EqwB{dW60DW&DYXTXVXx~ET%FSs)z%cjppGntJpa>YBO~wKwx>SwHMyC#8x(Eztl_Eu34Q2(Q#`Z5?Vwf3u&p+}NqNH@{lOeo;J-PF3sK(8GAKO~UZe~~K zOD!++5&HF0)VuGaq>^e zVNoGGf+wsjf~_;`*968t-^igUM@zt$ErTc0Jp*vK;<;f9M!7EMb)~7uywB<4P~SnN zPZz!+*hUSGkNS)XXgQz# zvc&*OSj(CB&mWEH|4kOnabSDOajK40TC}YW5}q_{lLJ#=-1~sPI!vCFI9ulE#tNiG z8=@ss`W~2s`!sAxuRV|M1V~BMhktx-H6~tuO=e4B<*-;crw-roAIZ-+6gZ8NOcy%8 zz0>B{P{1M5{L%ltLH}M;{?i~hN$GL(KD}QzUIwf&D=SO8+!!MWm&EeoaLEveyDg;K z<{RD3fP!Pb9l()V+nU((RRPuK^gHS_G&I=F)%Tq=s^uR`O+pNtzon(oc64^OAi0ey zI;#9UCab>JyEtwPr;D$2_w)sM0t5T)GW^1 zLu8*rZp8f|nVak@J6+2rBvF9KDEXxjxMk!yl`w6uzoeDK9O#N;1C z{aN4HJ1WY)ZdRw-O9V7OEY_3X=p=288so|&8PcM&xi`|Vd; zSw8%9&WM1J(AXFqK?PJUzA3Uiy*+qbDYESEN9n)v3m@)X2vC`J@z5-e^ZRNA zLI6wdPv(iWxHbDfY&DX#JAsdgS^H)^4(Iq(?mv2j{lY_8^46aP6Kn8W^z$4YgoVgS z1r4onfadL*6y!H&Inf3-i%&Sk*Kv`@(6VKRXLUs1qacI>Q#~f&_dqT(fcEW2Ikrfr zBKN!wD?+vwnuLtt(7toTaF#_;;uNjNC`qGKP->l>&YG7TYBHU1VE({GEv36l13ai~(8%Mt)iLTi=f^D;SI4_Mk=k%nn~HZxa<~n%8+kBFta&Z5T$uB= zWn}Z#p?|2)0&R%EBspk#9@bI-Zbq)Hual$2%4Q~+{)Q0T6=rM02wUxp6K-C;l2+;S zEzDNN4(PlNyyWy`O(mF<8ulP^91^*2?|a2L#6jd)!z%}%2_Om?&!rYW0{ObN*p>3b zpA*~{-%s8IMlP_I?z4&aRz2erFXO)Js4&n*YBXJIVa!4Csm?+t8pYD@DrR+v_^$mR zu$i5mT$EG1VvoRucE3NY;x<#C(!jfBIfa~xsxOXN;qavB0{-~v(@+2i(wLD0!g!IL z!O`Fce~fZz3ld%bU1h7k6D}dtT?COK3&5cBJAJ+YK}*1iP-U%GDVHaZ(`rxg7B}V{ z!xkSPxZ!R+jH;rQ=c6-Z;vB@Crc_sE41wa?Y&2<4c3TJso@9HF&8ma^J`sGX}oW% zE3Ew)@bvnSam+%ZJvq^(A+6Y`jxOL)pWY>)6e4A)%Q>O#C#9{!kMz+ubw(05dMqrz zry7JDXMR@2NMN-6)MDlFH@!TM9x&sf3=0qEx{c;}@Nkj%`tzsH_efX#^Vp@hC&wTF zUNe{>Ru^}~cI&b;Uq)}TWU{)xdb~lubK$!#RIJ_nsn4;6pzX8_y)h0!MkWtJpI6OH zGO)r)RW!;1WHfI6)Geg>{^C`|Ugap6+RiZ5mhRcm#)~FxD~5}N3>8R$oDL>b>P2dC zH(pm~+Pt`f%PFUw-Vy~LRbanMEU_(X^26w!3Mlt?3KfK0!^-|9n2jPA}n_&}L6%L(DE{`;U z?X$gajO3F2*7y&s`~EMB2N(L|b~$rq-)epG6@Aj@dR?HNZd?Z7hpJloPVLx+<6a?z z4Jkl{o2f#Bot#@|8?Oyh{A`sJm>*5yiBl>>rPBxl4iWXw^`X=jHvFERF6Sc|3U5P% zxUaBUo-e2k2)w9xS3i_Cez^Pm`Ew3~+DPu!r$nU-&Kr9I{_`4tvU9C7#H3N`3w?b) zC_Ue2TzYEkwlR1l5aiufJM7&`vDM9qr=f2gQ#QUCws0@TMQ}6l^MBPr43(bxJ`(dd z^!M|zDs6Ij3Y2er58Fe?=sXuLH@s`>m{?sW4LrvnFCe_c7CaXH>c~9=gjUO_#&W2c z{v9PSD2J9c%V8^y_q%HlSd9*S8v%80X2esdT`gS!bq**jn_2?0q zhK*6xbjCzjNg=H(`eTqUG68k_4j^_`J9_F84OZVy0o0TLWx4qsHg;a#%F*YdwT?Xi z*Q<)pfBK^EyHQY40xp3dre{jnQ z@Rm6k7#O!kr(2wEPQM~9Y|xg1w9edzv&>mkH!GsYkg$#S>gMfRPWPxEs1H+7Kb3Z_ zIW3gph)Kr7`iKL$)@Mnp=h3WTkQM-v;f1toF7_m@m7$}uN+1A(mE0y!K))ADL2tr&Afo6h(aO3CKwTWi0%V&fmjvmiudugj#qrYw{RbBY zW2RI6qECcUyb9OWPDQ%Lfvj~q`|!{y55gDqGRa`Sz)(-nSI_ikXp`5)(tEOKzSVxF zL=JaS0rj)!{E3B2d{~&LzZ}U0?1n0wsBQ3Zqq2Py=`Yf4AEafT2r)<>c_DYuo~(5xXW!&xw7Q z=#(fqI&{A?bW>8XPaA_v+u+OFy6<=XRmN*4i)s3PqBQsh@d=NVC8%O%9D;tP>amCO z-C2=8GxG_nxS@&3llX(#X-He-zf_Ij+xDADt*4j_%2F8~A3l6{H3ijI5`t~c9F zqSle;X?)B}XYKl80Cxg_*C-o4OXs04OpR{)gSUYk-NmQ{fO1>0)QcfVE7GQd65`9- zA^V9fl=c1BE2nqBSXF{q{4)bcDZYFd%E~oTY`94iW-mU~)6pwr4gp=i;rTrI=A!Ns z2389SxpqxAf9c(CPTtM-GOQsF?aDqMxejJ&by;i-FaW8O6V^4M4s9qG7oP~W2mWy+)Pcz(m z!osK3lQyK}>}O*a{o`n7^I=MxRresJVwii3T}~PgwZyd zJ8*G}5&^3B%%D1i2aQK+x|X3|0#I^MXE;{j$*OR4UpStd-wb3!MTTze-JU;BL#IqB z_xwU-X$|kDFsXq?g^2sWUENBT4=GU z#CVSs-3*k$GF|hd`JWNLnz0jPfgI8U?7@|`cK*bYL*fU9zw3ndlxqEgYk=ly>&pcNw;Ao=I2yJ@DI|8_a#29(tU0i}3IM*jRbaTd5h z_NqN-PB81*G4EnMmn_h8Px0sjA9c%t7EEBteIe!W%GoIBZ~XRm^V)!x)1t9%!VQj* z;5&@P_@&D34Humi*S;!>IMr|6FBJpEh*ef?}`94+a|EE$3YzYTkq<|}*~ zn?KL!baXOWk22McE?Vn^g@ySd5h_ogK3#14hy~P_ACQr0Y`xu(03#Ps(^b9w{mZ{H z2_t10fdU~jQ_i)LZ{}owzjvkMP`SdjS!c=xB!do3DF}h;B)+0fVILX zJ2#Z>x$sg~S5z=H!P43J+s#dpxTCo_6FubmzS^FL$KFg70NVQcHgDW;<5AIb3JZUm zG)!${FN@q*Z0EnexdF&3N1r^(8Vj#~9aZKku%*KRr}*b(WCG6aeWOATJQWE%QTd;) z>Gd{K)BMX1&NVYXHSrAXhtXCCtt+;TXyIts!SLe>p-jPC+3_E$H5$+C-EB17wG_z4 zOY{=)Ys5*KymHS7u}$1_e>FS))U@snDz%FW4n6E{=W@?NOc!TTc{th&Y~o!o`?e263t z7+2o*cp;l8i>6#m_g0ZJVmo*Pr_WB%_W1XfsM|&8u1D&&fq@o4hW}llX7gk^RkuzZ zA=$!RK-@22t3L1mcm~2E^}}RgvTf4xo|tEmVlr<^v!_Ayl9Abbe29Sef#|$pZdjaJ z8a@$Tf0Avzda}8yy`J+;I(5lj={F7(`prT%#`Ce&Q=c>0U2(s6SAu3nagznNA$dFX ztTH#miX&6U5*l1;@t85<;fnI_zDyS0MP1?ssHBUok?u<9d7xZGyVu;-3KD^UJJYe1 zy6Drz9Y21TucB^Sary2{1tad0g_mcOMemk6{Ld#Hf3A13cz`sW`@0PRKlQ=Q6Bh&@)7ZuaL}{oe3{I3keMQ*$ECmW~7sI2v4!@yvms z>9NV|3+&WKg=$aHjn|mN>RGT3i z2YCdLh@|G5m1q_fYKWaTrRs5zCvY2asceWF)q*gG|7QTeU+lHTOzF2u?h0{fTuJNP z`o%zO#O8v=*pqU4r<|`q#{N|+!g8{pUEoZ;S^IhLr#k~XXKa#^FXdL2t4&rAy4B{v z50um6n5K(0&$j%|A%fSbnMyk}>XonYuyJvVTwcrQaFE+0TGbpQDRUvf@t#yTmWDj=gF7^AoY^XTD0N4L~;I{TRwk~C4uk7|tf z#cxEntjtj5T1J{1r9vo!ll^^(hcvD%zYJ>iMP&A7lkACNP9ger2-hU0XM&=d=g4{q z_$1c<%->^(__guGxsd0EKlJkoX*H;Be5Ftn_{E%Vk!$|WqwocP4Y*D{|e;>F? zE3o&+P4|jXzVf-46_A>x@Ou}sC_&leU4&_meI#72wkC8cUU^F(-x(w68Z<6@y1P~CQVExqr{38 z-99tuu8)o7T9p{aWw*u3{usjoKr5lS%rY)%C`BveF zaTh`mE_TRMj^zuMmM=6zG zb5^iKy~r{uLKnTZIXnvnYR&0yh23@I%mtHA-yu-u6{{__HZS{W{}*fT8P-(Rg$>8T z*ajIzK&dKCKtQ^56$L}@y(qmSy%!5GN|Vr}Ne4+NQbG$MC;}qV388lg5JC?<@NJ$c z&olF0-=Ft-bBRF6IXT&9@3roAuY0Y1R@aYnvH~l~b3ST0G=;HFI=3X~>8{bGxa|c* z9FOqIY=#?m@urK{)WokHa)^b94KYHkTm%i?%YN|76MI@?(*h}Hie$$n!^(Y%Vp(x< zD0Kr_)hyr;bN67rGbOLK!n&}pLyT|~&Z3Q7dWnVomVu;R9eTz1aPR7obkOpfM1F&8 z8l}XgtX7uxa#;~bsgvcyNZ#)^n9ZU%^w)jQ0V%X&4AZWfUgAK(5uC zV_8NxSC8I?a%+@7ewgHLuUT@Q!pCo?xec;w6qC5~y1U<>MuoMjJbn6k z+;;~1ijQ@|lQ2AlpCC$lL1Fd-_xp&X$A@;lQq0&({0uMXCjF-DUP3{A_9=LSurzZ} z&Hx7yhbfr>^P0ZR;YZo#>QG9U?!YHEB562_Mq<%O^Karf zPs~9S%VvUk^kasRaLhsUu$OHC`z5-?RDMkFM-x=k%@?hF=~#ShxEtkZS!tj5Un6J% zCE~wD#!Z~nj=>QqYqpD1#dtV41hcLs9N zICR5~CHldnJ+{c8oBhAH2fwu#==}iHWii4{A~5)yFOpwlZaC^jXr?iH-qDksguDoM zLq=H~^SrXe{eE=}d$6V^G3N;tTx|F(e=0OsNccQ2BK4x)z_6CW?7bmvtgbd%3EPE} zpr%$Mtda;ww>CGGkN4Yb%&;jUTfKx*cqf*`24zBdXdFZ{ZMDL6_N{;FlhHvr^Bo^^ zd@JyuERs6wj;Dg)x=q37){Xqe;h)!T57)cqOXmcKf4i~@71 z0#N87egOg}&?RBsRU(WT{5;_Ep0%WF?<#~yG z#<|s|H%b6DVm&YQY~k5hAO2{|6TY~3tLuk7l3Q3<8>U_Q@C>gp88zYeF=$pGqq8X) zTWHj3<5)dZaW;{?&>&*oeypT8#dN}Wjz_!y9IL!_avu_3Y~Kf-6n5YUZ_47wFqD2F zXXri(comc?^#r|w<{Y`{u01Og6|m_vW4s!$)llU;UiAD-2KMDAa>_25Dk!Giv8@h! z@fIYY?fUvQ1BJ=yKL(8t_H)V%MgH;Y|2dA9Wglq3P>MGfPEoq_tWgS;Q=Ydcy@bs zq$0Mlo|ee{UwRmXor_$8K4#t`pIZnM6{DXri{m2TGR+^qk?pwo%5a&0zYfij9y##Ec7aN=KWa))JXX#;?&8kes+G<>kN%E8#RIr&T zX2Ku*7OJCTm z^1uMAM)@$&4W&~4p#y&1I5)HX^m~Qoch~q9uKv9O-nX^wYHj#PQJA#Qfaropsz@Co z6q~+aaRHXw+q^3|lef^n$R=)52+M8r$L)EXDWNmfW%_{?l{g-D(xtgb$@gA@m8w}0 z_Vp2?c&B7a!2YX&*lAC@!*%5T-mGTD6r~DyJ)Msr9}H;6u3iB|Tg= z)-zB)?~*RAlWD|LVk&+~tcF7gAh$B_9cKXL3c%f(_l>Hl(PxT~oUbT09xA`c%Q)}d z&^nU{Qqu~SrS-L8$wFx|2{$7;@^2~(?lGgPx!!ZUE5Nj%`O4nl7yShZAv zOSNE>FR7k+B4)^dC`v(LvWtK8HnToFlIn3rJe$rPrjIc+>8X9tHVUtmh+D$D8;5sU z{xe98b9V&=6^{?hBS)D_Kl*Il(m}%&6UEH}$x-GOF>oCOLw~t%-|0dj&h@uku-xC> z*xl2-znp38;kuxx=y?Sq!+CV3aiw27fs#^hC|f*Oi(e-^rgdp;F;39PX`?3Z8A2tG z>F_yKjqw%8N$0%(JZdU|0F{xw3oz=yMA({4qt<3iH6!gU1YM4$>aF(yu9#zD30>4kFS3F zHaCsO1-fPmwP#`a%MvAQwPU6LJk&w(v2AQ^j)_9pLb9uZc9~D|E560F`1e18o zsRkCc3r3ww(@M05oDRzb)IoS)U14Bas>cy$DVl0kF<2?N@*ZZQs>AJS=Y2X_!te39 znV28W$ac%}A2ZMq({G(DPyd90;N+8!&Qo59ZHs@*Ik^cw_4(t|5IzSQ#c(>0KdlR- zv*`(RdRUp3#`_I7-(01!YBk%H)19$U7FbbL@nW$3_LElwJy;74tyNshFsKWS0*i^Y)E{*3RRMS6g72Qti)V_BaEM2uno>F>;P6xcTFuOvQ(e z@>Jf7<@z+{Wz>fh|2-1Y_{2gWd3M|HQr)kU^#;oMulT0GH|tuo-aP&^Z@yBk)44xh zU2>MXTu3f5I{~i!4kz}3kOOtV$jqHtJ%6oRB4^vP5dF6DY3I3=De;oR+|0e|> zL$3epxj%lbdGp(Uea$~!!FTH~*YJ<0A&?NI^QWHu>$yLEoxJ+!|Ke>1Uh)0&YDR(YsdBTr_zzd|A}! zVbWjsrsi~V2S;)TtwAv@#X0d=kJ|Y7G+61wXMfGrKQEx<`hPs^my=-m&yOVg&AFn@ zxq?eT0LrDR*HC2FnWXcN%gqd-pb$T?u75l(Ducimgk^i>wEw!WBTvwuBx zD3P)A`NF?ejbn00z}dgn{0qC2m-y~5{B_95_eQIBM^WI<|9WoMQ)cx!_5aH$XwJKE zaxX&K+j??b-Rja{x!v!73k?s)`$e|SXecX3Za?gETD zv={41`0iXy_mn9q1@MeK5`YcxkZY&qHY+iHm~<9G_hy7RFyM4dKa(N?$M2$Uf*0f| zCH(L@mNlw^>vqtW8=eV{Sp4>udf)rtvIx55tujZSxb~`N&4D+5Aj_VIP5 z;3}L^h-y&n!Upx;T6R@EH5ng&EnVscOZVv7+C6c`%b0`2(p{4?=cq(ln!=Vt_wvmQ))P9vBR5zE0#8$M`my{aO=@nLdy z8Xe@~qeqWkfe`%L^{x;55fiD*hh^5qEm6n1lHMx={cY4bmA0{W-J==b>Sml{(eTm# zAmP1~dEhruESRT+H*A8jw{Nxl9t+pW3ESUZEUpqm#tu1lZi+Y^*&vt+$CU!6=zy}W z)!#sBL?!jOXLRop8 zW$%n1ciW8Yx-{U5$DCuwoG;lDwF*@2x+kCSyEpy9dmNYml)S=gi$^jh*Zg;UpZ1gq zh?h|RPBqSuHBjt)f7R1%#tTIn7-5Yn`K~6j{j|}H3R0sfo~|0jNNU)ALQG-{+-|;( z-aYKTyJ`J1g}1a`;!3clkacHo4%N;jTeA3O@2i^QmBFm8hU+;WKIl6gc>9;Mf&>G4 zdr1i&APw6ZY$8`an=-GJb`CroqO%{{4-5JFD z(aKY#!GguP55!>X?Cf@12P}(d?}^I``u`k}kXH{*4DO^LuFS*;eQ5q{?0J{yBED^Z zc9VY-%`wXlC>J-Yc5Bq}+7#;sckyedwyW$F%d#H3pIf322Cid-9e*FcvDYxlTrIP| zC1f&@o%|z-C&_^ci_pRD%(U8dcjJ+u3<26ZZPhNa+?*sbT`b0jT60iTeAf~syXjfG zvtlZk+EL4lC;1`mN%p*^<;DozQjO&v{hZe?e5UT1xT{Db?Zy<-B|YDdId^%b12Gtv zAh%*)P-@m-&3&ZpfVL;0e>>TtdPqC_@dX{Y{zIIx)`UwSgQ#OaivwuHhX)bLsN^2#EoDEJuLUcp z@I*RZlYF2Jgv&=QonrZ)IN{_zzYzFOAYSv6I7XKT#T=#-Sco}}#;=l$FOK_edWxH< zVh(Pz=4{P|JcO}DG{Z9*4h(@NNygoApq|1&?o#Md^haqnC@^`wEgh-s&?jHNVjIR( z4CcE&h#0kTacTO!m%Mvd8KzxkPLbi;kz!hq+{bYsUC_6vxydm6baATh{rjRX9aJ*= z+FXlf0Nt+?eUx^_cAEGL+ijF8Dk}C8TL(CY9R#i&+{dxiB%^^;1JwAt;THDy$wF7Pq^BrcNW;j)! zf>C^p-Ogulm$o*u%mqDMq%&3$lGBxc$898F9QJ-ph>)rm=>ZMMtyNb!Q5!+a-vgWD ziCl-v4%lK@9LlA=7h!o@-z=zX7B8FBx>->MY>Ts}$yhn^=)kp0OmfktrQu~P2jNzi61cQDCjHV>lg60^6ghk4zTfckSfy2m+!qkgSdC8y^B)||=Pv0*?2k5)yi^x?3GRU7v&WSb3osv!ZW`|3{Gh!}R5F?4 zJEKm^mo8lBEZbZx)d~_~u67=J1S~;EwL}CBFC3r2a2E=Yh1Zz-@oQM_w{L8eK1&xu z-=tljUmZrbE>MvfrfAw0fzeeK>u=7t86d1;W$rN^Uyr%Fc zO1*WwVRV=K8VmN7VEfy(YA5F4T9OuFz@_^`*$iorm3+Fcb8_+-nmq47FSX@ctdBI* zxqZ7Ie>4uu6|_1GHxXi#4f<+hT&G>gh+;6i1854_L*XyiCq@f%x^`MK0%K#BcD_@~ z+uj!gH#>VgaNllL(gm*3^b6j^-NP}`G;oHOor7bk)3lmlB!ZSVyOqUXpH(6Fnd89( z-lD(6DV4FQ9z4H(;W+Hgn}u}+78!gUurx(@Q=jHt@t+<2i$awaI6m}FXX>d?zg(ps zY;paCa{iu#Atl$==o<%GusAD0qph(RYVc)aDi#NWMYhTw32RUX9W`H9+jXwz)`5S> ziv}NWxGE4Ou;Qhp2kljHGE{;E9S0)IR)Na{7eA0{^X=QW`6-?k@?9Utq9AKUwVR}G z7BQc+3t@O9$DdQ<&u@*Pe>xGp^2e@NxCX0QEAxGyr~a(0o9KM^1c29^#MGhXLyqM` zogQ;Y!>&WIf#=od`g^osX{rVJs;SPAlAcTN@hR?F2x}FcVod|o&Pp8M#Y7yAw=P^( zP4?sXeUvocSsNCt*3wD{)eBQPF_x8Xi;tkaQ>+S+;&VUt!?==)^$VZ#qwOOzZgiVH ziOBb~y{iMy{Y8eHJFY?%6@6m|shD^tf23FPI=;oa!tUFMi|sf69MY^sOnzu9AM41` zSc!@MHoZkKQ;N{0j}-mJ=p}=%7$+CUVxXe?^eA*g!cSNgRMYhq4Q)n7x3@;K;Hb$N zJ(XP46~wb?LrBUl50tVZRCl)FX}Y5FR`TY`0@bWr9()JwePhIV)fW+zEY<8I(+X_D zo42xrFAaf*A6pka7H7H|)`qqR<;b0T2R^gkuSg$nIDp%JGh9y0dnFerXW;tl=EI=c z?r6^@Lalm+*Qk0i`AgH*jJMgjeqX;O7oq;@F7m04gj~Bmo3uX9G^frq-=J!KqXy0O z^$Qm-@dTI>&d`m-$g1>jOz7>6iS0MV_)qX(N+)zQ?nuObxGq`?S3 z2MMHLxsZwcE@9^I@KD4Yi8o;TWP$n^mpuwKF5z}DL^^UsG;>!=>NtDDY3~~6`mfgV zgs}b<-y-|49{H+>j1@BML1JmuFTq`6eQtDn0cf~6pN~Jj^0e-Gs+rEZrB04ywL9r z5bUS$HVX~@t3B@g_2wS)UilKF88vFsvd|efsn+k+<7)@Vi8`WLl;5$O(`e<;;Pz2# z#-}!9ly-%+;qHVza%t$L8sb=}i{8B@@Bm%sjcIoIw1X?`^O&4`Xu+sa_R4R})hL>@ zx7nmd9hD&fg?s7Hpv9)0fPUkLpf?sSyY;obi6)r)A*?bGugYuGAeb3l2R?Pri7DwL zq|8d}09Q6?S5qkSj%;nMjF7j&EUNs)Yw!9^wt{|w+E5M$UyVaW2fPyCW%LVG%Q z%m_~@PV4;~q>;VLQV>M??j;eMTn*(W??69Q9L^&&@9m{+#M@zv8|8VWkFD zZI3G|9P#te0==BHKdC=6@eu+^g{5Xa)4p;V9(L%7v&cAD>ClpX`2saYFMFg65xalq zDF`G_F)<*IL#lGmg$PM{9o9rM$?^f5qpb&@5WfLH7uU9J+C<>F%gkFBEEIbSf!MSq zT#zD!m0M4$g4~_F`g~E-?$l&xMAE_@oms-jjOeyWaG*PRy><95zG1Otz;N$?`-DxM z!@7eA^Hyv0Vu@+BjX&>8(1f8tYVjCTs@`xYejH$I8w`{)NZY~8pc2_j497dMqSuz)JIxu)*yqV+S2OqQ_t+ckwN%Hh}v)b>VzZXRiTv;d=N;5MDDMw23E_E z%_GZ*U6_G$*C4un`0fX%8!PZXNsCVdN)qoHaI597Vv$q%^%e1~Op>-}^-cJ}ne--s{n2LvUuvgTCs3u;>Zh}Y<# z$C688GAPw z1$}mrPM|NcC(4+Q-FoS#Q<;8wU{u80x7e4j&(Sb324U*UBR zQ>@@UHd?C{jidjakRmL4x-s~u)>O4XsCD&k^5_pk`QYK5_mIycGa8ETwD^*ELWUqA zznYdRtZ28TFC}VfT2>5!6vKtnXO3Nghv!-uEQ|2##2l*<9@jY?c%j9or4#NND2i1& zx~e+dXS@umwa2a>iw5R{8z0j%B#Kc<7B!LFSzbqV5lA0*d{sE&UNJ^*8nOyi3{4Al zG7gk5UU@Dh^I}r@MGcTMreL0BnfmzFsD)_2Ktxx;*kvPNG`n3hm!Jp0O(yw($`$}} zK>Y|GlBz2MTU9ZwA~pF99~lJiv~Pzq2R!-Ubk7jX)^<_~f8w`qkIBd><;-fk zI0tv>`N=PGGBXJG#p|P=AD%&j=nbUUo|M2+p+ zFZ-xuh#M)GX9sQrt?J{vi+;0NK}-E*fmIG^_gx>cDg0@f zYfHUkWrY<4VW7v`EI9AP`VrPA7AKe_BLjJ8yYy^rZKKWTpngZSLZm2$`Co;U|kP6;m46wjdO?~ zG=lW~b>OCF$MR{}Bges-9v?^1{;QNPuGwI&$CdcS2E=y6> z6WDcX&fKleB4B`MBc7b2V(Q&a2bpwW&hD2IxX%Mf89S10A4%vhOeY8=@aQEbmfmY| zz>)KeP-Cze0crnHzmEy~b=+uwo3Ni_8A968zjvd(cY3{LRo}A#_Y=4=MCS+I%&wJD zrig_@S#Um8g@clQSNo#_+>peb(TOAAT)tPG`OF4rWWq<3A4Po-;Q#Ij+GDntM>qkD zbI0>{k9m*B5)V({%%f6(yQ)bGC2ujxmv;kzd+cpdNsV$vr8>tqoA*Q&8{IhdthC;+ z#`f(B`k*reM{1o}xBWS|PA{}VaKwLWX}0?^%|2XX7bkOFL=YE(Wb61K!r3a4aCFEl zvCN+SyKFKs4b(C%Cg8^VS23jn?ff#U)vV6S%0;Grb0Rr$OGEV=_F&{sR$8&iPQfo! z^dGF!RZ@?7KGT`CU1jc^RP?l)neV7O{-Ut8+*sg&XR6+#WK;XF6(JwIrja=5@=FX3 zk=L$gJG7DDS9d%kBbH_xD5o@3B$^{h1T9XMECcGlHhn!TL7LC4%FIL)NA@B)$x;TZ z=;P;A$h6;O3(ICOSXf>=AX!&`>38z&0#(0z3Alu5w|NOMPT-3$9Uq7lPCF}TnNyR8 z^Ij;C{nu)4>D3!MSh}LH3ha-5X%kqL>>Brn+s>-<0E_(A-if%6%`Y4 zGYL)4`4==H#y7zv;YvPY(Lw2U7)#!oe*zHtI_Tp4JxwKiUBm%*BZgoWh`dPGIsE0` zZ-5iKce)WKY_oDAXK<1nFX}7kt<$!CQ^~ei0fd7e%IqAB13jIh$bt?9Bm6Cqq(vWY zD73Aut{8`YCr-};weSD@vd){Zv@;6qwHR~PMc-dPeYiLf0l97*hg}JskpmxrLHp_iV@n6Dg}m zG!>My-HB+1&6K^om)cQx&^baHK;^JOwF=0I7LeWQMWLwHlUe=wYiQSEz$IF~jT;k# zbqVoD`|9^A-(OYDfU$w?7gp=fG*WYrfh^9b%Hu{}e%&<&Ivd9bY5Ia7D%lbNvjDiC zxJSm3e;)@~*j2OYfZcAQ;VCJ2-#}a|@O3W0{oF=%@m{NA_=>>suTKP%JNyo!resFO zoU1B#w-kx{t&*uKj2!@PWhs~(@U_|0 zmjoJca22WFA}#coz^>8i>Wfv`7Xokibn*F=r^B%}%1g}3U=u+2;m_;JJ4C@eMM8?Q z*q0AN-VNhSR}B>?ai-__`NPdo(3UN%yIgy`+Kp~s+E@kJUMq?z<;JwE&6=7_7s;V&KAD`N#G zvHc9lw#@D^Ca~V_&kT~znVDY}-xL8!3!s2En6FFgy!%ol?;KLF3Un>79>Vyv3Ff%l zSbur=(0;V$<@`^hn^1ZIx5}k~;v9RO(jS|oJJO8XAi;9#=T@mhQfE*#%YC25lOWj_ z+S|74!}{J924z=@f8Sx<$HOmOdXeS_!Vd|D<$6!}3T3*3(Aw@$&&;;@T>?D4uy3J> z%&c7+#~HcK;xJ&hv~|O`{*jsY*iOh@8_&(VM){E(D!Vdf13UP^b!wRzpz*I|*20*Y zguZ!mM?j!waJw(pY>N;-(Z3W%@NA;QA)JZBAhd{gdT|s$Y}=~uGkCc6^Xu1(ghJ5c zfAR3}OY3pp=UcCZ9f0uN2+-`(qpOD!Z^c{&`WHm+LOZn!PWY`rK)~8hR7Itj;vOUI z2egv~^ELybLCdm5bPr2=@=||^v_H~rQ#Q!u+6#cxd5z0|UiU`jMI`c>#9EoEf;J)! zQhbbt-xto?R}A&fx9FzG@D#f*Re?>oyjNv(3N^*maFxNwrvf(?>10NR$NJ@Cq_#5Q zI%q{;1&*%l3W5qVGjFEL1R5%0lD{c6 zO|1Fy7Hem{GQBRUP07%o1cp79wI>BYVYU0dD~A;JBlGe|^rF1QND4A||4lGMKcYZQ zhQ7GFTis%09DUG#@G?mLyW5Zc8%rQ~nh_VY8g>CZ49b5j%O=Bj7%wjD-zkL_KJ>Hz z+f0GRTQ5A6BgdIY4PCe_5+yI79H|QBN%pYZbV+Z!pM#}HpCLDk&QG8(bRVdq0g6A( zeM&AtV6H0xtrv8r(P4nRNF7P+t}V0_I?C?+L6Dh+JX0ISMnvyR~@a zVg@fP_dEHVu=O&Ieyu;wpfh3WsdD8t))S^o+L>4a045NyUws!5Av8eQ52kdvqmr_6 ze_z+HJz_Hr!XFXRD>dy4=QGmrW`5Y!?F$pZIVs6szkzy=4rGZPCjG*y*eA0teEy}_ zSdEsM$W^5${f++0h*&l>Qlubqdm z*=gj5#IuPwxen85b~ycXe|Z^4KVuq@IHQ zgT)Jj*Yj%9=(oSN?>iq31`rnLbw7PpOyWx*)GsVtZ_ZHs?u7xV>!UN_xm)Vyv0Kqd zh081g^YM2yel84-fQc1^8w8-1*Pu=rxHrGO=I1g8=cI)6MH~jYK?<`_DM?l4pv0kf z&?bO;O1ps~M94e6^Tlvi)uG39k-Aar+US|aC-1KH*sug=a()bI;XIo*?Pd=^jQopx zY;2D^K&)JeP2c4aK|%#?=&sl&S=Yr$dZU^TIL3yqQSP9beaDjY;G_E>lx*omf^a1UT3`W66+qUuiISBz6Uh%8QW=c)Jia*h zmckwGdLP123Dxy z=NDxk8Kk~{z;~rr@ASV1O#2ghBg)lm_UT371kx10!wxwRq*IC37Xds;5qF4Y z_FZ@g)r^?$2&j|dH(N)II(sLo4)ExeY~1kvzI9+fzg#O*ItOF`Ss=-_Due+Q9Q4u~ zOk+EZP4YI=W(CT9Gchu0Gn?5D$$tCK`cX1nLl=ie&)$@51Lv1?X_yEUP_Q6v33b^o zCuQ*5T^^ON!Ow>gj83vZ+8{Wr9b-;cURC{gi=F+6tWBMU0$!CVs#Uc>D^=7*pamo~ z5S0IVg#CT0beo2i`snwmOJ z*kdq4{@&gD_w{3Bwlcv+b-^uZYoG5?2G3DQAN4>bON(U}Z*i2nRQx-mC*P7q~OR=G@MQA8x# z?tGL!8E6TwPXSKSa^Idk)DT7ILFW{{cfUx>jHqCW!bM{V%v4gNMz zl>n%orBkQ3amf zPCm)URo)O10rvYOlX_-fHp{5a>%uPM7|K)Rbff!xCoc1pn$?9bs>u=^KBJohMxA>S z^Zfd=LMQ923q&*yG_x=6h_gRYr1F>9=zcAjj{PF>Tk>lpOxR;hC`b+sgia^s$FP1& z`5YE>pxyV->nKux`uj-;<3zU4CS~mm-eth=WyNF$LcLKnF&A*-vw21GP*c!3{ zXS)H`x$x}J!zI}l-N_dCPNCC{Kv%#tT#YU53yNbqNq_>4&%Q@C;2#WQxgf?wIJXR` zGZoW~PYXQQ+BR|rReGN8NzwE>9p129t+#Itckmf?4NoE*OWhYHZ8{}C%RcYrmq_5c zo1O)okv~cL5r-@E_|Y3FGDk1sCuTO`R_(O(;`?&w&3OkuLVB#h=|+r7#^Pp*VV>KY z^<7Xu6*=LVrB@Wq~%>LhOoF9GV0$v$&?!fYb!5nstAd@uEdvlO#5$p>my! zplz#?O+oM3E&N)nP?rk+a5}0(!H;>&`wmLo&9Sr=%jyTrs{Evcq?}oRftc0BFph#; zTQke}%PcatO9Q&r`)6X{Ud1WmCAb<5IV7eqswe$^h0Qt2`=#m|L(Z#1a>a&K{iRw3 zc5S^@!=Ab}xSxPLFFCI8p3u-p-(zW&6_Q&udGO?J+4C>2D0qICE=#qf))MX5vR>j( zE$2$DTXgCZ^Q4ZuuA;n*7W;hGU+xJ7&DlJv%>y~K;JwDoXYB``(fHAWQM~Vpd%@_G zPbWSoBWQ)f%F2eYA4etnN!9Vd>z#e~13Uj6ZcOF_A)Ah#wdVzAx$ol&ue0D_0eM_x8^aecl9RvR|vi_GPwe2MG!?*!C>!#gQX7+BlbxTjFgH&QF$RBi{NhL{Ex0K+?#L~TzLXdR28B% zTH`o3$gtk>ZIb{9pHN^Y(QMFc1`0FvS)?Ja5%sWPICzC;>t)n$8_9}lvXhTXsew+u zzP`S{Sjh$iCfYFJ;4imL+(`-V2%`q5-tDKb#8Trx2}qis#I?Z^r^wOK&M}v#kA0*? zKC$?Ac5)Uzs*yTa&lJA}ca1eU z9&*RG5%=h}zE*T;OYWrYU4j$ckEOlEnbOcZA0gUh1 z>MRb6Prf8R#AfyPtDNv&B`r~d|Nz32NCtln+W)DC)a^AF>GJAu$% z{L&ehXmIJ51pQIY5(ti71L+V?6YqJmj)BIm@lF~ z7ZPJ>H9|bMyT^0yUS{u+2%uhbxMOTAhxJs8OM)x%Rfwk>L0(XxiVzyQ_))TjkWQs4 zJNs<4A#i`8uWJkN32lIAwrWpQR9r?JLEpkz4A%X}tJPRYi&!m?W)&RP94HmzuJ^A& zAuPi6DVH;HWzhaQK4##3hlu{ZzFc?v8w6bqKrFqnL+a}pWy~Rh%%eP{M$XYcH1rL9 zMyT&5-BR>=HGLq+p*oA19SdTYVi?QJBG^oPJ3JFg^6KTnsdW7A0tH6JwFz7h9b zKG=|DFC{Jpteu0s1Au=y7YHtxJ{=1MB~FA|k`2$!=QC7PR0YADaWKYX^x8IxlUzFAX`hjRb{j1(x-z}H0p;dGc&W_!pj4XW4V~8uwIaD^=Apl z4d=Xn`H>_jWBX`W4X;x~u;n?A7M;0qjz?O?a_s>nvv6kbjO?+X!Li?-2oyGFNg4$t z<@Hru(U7}G2UZVm(W(!Ms9|h&*d;8?IZ;(t4QvtKroNVU_mlD9#zIe;Pzj7kAmo&o zO!p&|(sEt7@7(DI(c@O9Kg%$MBG|vJbec0_ZpqM-W)gn(m$M6<>(#bfpJG*G3W4=d zO*cmZG?L@Aa3hT1kZr2}VJS3}E6c?Ns_Erb#c?DI%?LcoGkM?#WG$eFCcEAD%$I(6 zG?lh}g&i@B5{OU2Q$(Dy>+7Y+0#0E)rH=Oo4f^uCDn~K|{G$^&NrsKrd2NADhM(f8d4&W7hqA4|c(v z#i-9`HF>ovI*Ec|`_v!BK-%_a`D8XBv5DUJi6Fg)&$GrD zDMCXH%N=Wh(3Ve+PH)VwkFsuV9>dV;-d?X(>tM9aC&vK;xPuBg=bI@cVJjU#nkV_w;s$rs6x7wYQI z{(mN?y(i<%Q;>e96?CJS!lrdnp^CB+swz9%oV*<#h@42|HL~?|d$*lepahffUbuM- z37+v8UJ=gGEDjGxHMygYrxd&na51R)A~|S5OC(4H`u+st!Pjh@p{& zMy&PEG?OfJz#uNRXxXt?zf5s`eGE?Ye}}0OZD@_-SPG+8-_$hB}BIiP>24glQmjJlfy>G)Q&rA zYHOFu6qtK~c(<^2lh*dj*C)X7be2dU*l3cj5y&wzJ?r&SW8PgRoC8`b$kEh~C1BTE zZn+}=?d38IhwOp)FKq1er=CF#s~l_PqZvz1GPq!_${)OUqq17tEY|njKV}a6)a!YT zhGv8;`a~oWUI{uD2)HM*wXwxH*E<{MkzbuYlaP^73cHGEnwjH);PH698^+tD;v=zu zpPyp)mr_@+U1cn~0K~2c%8Z1BEc#}&dJBJw5)HwjQTvPplq7&doC;euFgZ{}6!F(dJ)>`FK7Dv~ZQ*8TCYYluNAD zFgT0uw|JLcw@elBkG>L_kUN=qlahWAqg%>;D=X&8D_%aX0g$~B&J2e2&45+}`3COu z_R9-b{5FX@{Y7?K;O^_q&VlxYj8x;nr2}jQ3oDW?xDP$7h~hW;nwr^rmuQy`Sb};1 z_z(#m@IcM9CzkfV22>u=SIl{Id5b_Z|g>qS{31r%z$3>F&Fqc_JZe zz~F&~p`-awjIuy<%ypTf78>QGyC(D6gVln4Hl1+bs6LN+vjNn6BRLt|0L{?CdZjertE}?K)lMVM)hxzsJ0s?0cN+ZlX8hyR(~I-kb#13(WO=N}emN5<@km3I zGrI2nr`e^sxx6g7U+fm%17>rJd?4aJz^HO)2b^8T<=bGX?bMOxQ^74cp>$E=V7^Cdx^HtX2;on^uFQH&``p*=e34n<)M2R)^^%X#P%shQ`3)i z?uW(pBUK%34JCe4wKmt7#-6eS9TxVu^nagHEp9U?oD1@{03H~-_b(>YUM~IIN%66| zHxSV{(~ZaHf{n|<1N}*ndN0)9UuF@{K2|x@z?r%yfb~Oat-LW@X%)f7C466>$$Vra z3T!;wizvm|;Y3$b5TF;eE&|t^=gx_GHVJ%i+C>PzVZAok)xN)qNs=8}+OYd-JbJhM;YVt5FgT#B|AIECnaM};#jpBEWXaJ z;@uDJ2aY(7{NZPa6QJWqBvsD>xFFdw;n#xmEAjF5g}b-v^P1Hv!YTvixX0W!CwPb% z;I=)_DHYz9lY2!Xf1qlhBjzY#DZTsR#87Z zD9ce;DsN8__bk~Mu6o-8W@yV%9f^TE@IzB<(cQd+!bArcl-JOBzTfxs>C?hK-4Fn@ z9#As}{XFkPu*BLZoSNLY&3fCT$rHB(FU#?4{$3^#Ao#|G7rE5cuifmq!X_prhP3Z_ z#2}V&+1>f+7`TA@o-^_&vb74m)|{Juj16mTBY?{ zuf_w9W#u!#>TEMF8;o*yckg?>Gl3}h=xf@{-h2{+>zRq?50p0d^=bVbStmrcO9UO( zQ~}%CVN?aQ;KDg*N6$7b39sKheJ^#yS=K#}+PfN?DEM#DcmTU&Kd`)8} zFl}RV5%|v(6%JNm6K(C>-Z(qUh@snhdP#yaymQvVi=j!TaVpV$?EnXahElXNB;gl- zGY{Bt-e0KbVuymD>pdILwLb*l_X+dL$_Yf#Eirc5Qd<})_~GE53lKz?%yD+UGTEez zIBa?ict6mWD&h)6)u8&JukT*MFZT(!n0QPECVHMRfz66pqKGB z{)fHs>60vFlo57_~zcO4^`*DUTS$l>w z{sx8z3U!mx=SS3}fv0tmJ?@la|L7-wVc((cgW_994P_}T$+Xw9R- zDwI%eqsxRTie!T#>SW+YZskM~eUva5bvL54r>2hs1Bw!|(6rr5$Lw2U4b!%0)J*NR zlQu(}f;qg0?((yyJ$Ynp{)4t>>TLU)CqLIUcy~rnQ>T{_S^8a1JTLw-)gHt^?+a`tu+_@6L0lOy}p8qZdR;ArBP@S zOH*^RqE?pX#!9Mf-;ne0ioMsYbDvl^L0Rlc z=hI6&jvPOJT3cKD$kC%V1d1>t%_v6NGhy(==$40OXq%+lyI;>B40`_H$z0L07`pqw z<4Ccj=d_Ofnl{(HA~bLhOB+SUMfM=T=7EzmAL$aF==J^*xMe;wkGR}n?cEIi;8D<< zvdk(9emmXrejvxx!s{zzQ{EFq%!{5JC~U}{XT24n98MoSF1=J!^_bkD8&F-{S6~jg z^b1)>`E_l?JO)Ho<|1>tESPJCio8RHd}t!rIXa}RE{&>2@MK>?f%j76P8JaG%=H z-8r_=3Z%?jg^DvUX>`9W<9f3F1${Tua-6cCzyH$GA;>@yTK8q(Gjb2zdd72hdTr?6 zwO`d=YQO#f7xjkcP(Z99lwVy~MoJjQJ2kAZN#xOkZkzTu4-Og%NYPb8v0D~LA`e?@ z_f08Oge#R9Zv_NICNQWR+9w?5rog$DjAG3rJvmAYD@!~jg@d^CvZ(s7r-}8wtQtT6IPWpz7vTFa zFnM>+Y(EDQYD#m3fpaBn&hjY7UQmRxCc!?7ws^}Q^lC3(j*R#3@{(>|SX~r*ON@>I zp9YO1dIT>lE~ZA@nhuxUxO^&b<-s|NkjqytKY#Y}mNs(bxrhC2;hD#;MPw|K)6Zgu z^VuKl+Ra<-OJHeRZaCFByRyN-c~K-+yUnX=t!at|{sK2IZ~qieDwNtm-skS6G1)|+ zKCN7%(zcckv+g;^UHJkoOMv=Y|5;lDV|xmZP9@ z0e=Pw$0AR)ub64z%!hW5xlxj_f6gOWTDD5O1kX9)o01-s>`%XkkTDyvgX9yCfx~q& zP$yh!iz(TDJjN`?Aj0l`YIE+$bLfAZ-t@Tr%5Ek&63}=1P+bDA9aA;4?%lh)^k*{D z)HALG;l676JeNOxRF#1vWMJ=B+hY$nbT>{9(^n_&7w+*Oa5_3VdizSsSn#e&uPiTT zEH_nxu}D?#i4RDxiyw8&_#}1*jYdCY!VbK#0#ZthxHh17j-Tae*W5X+?@Ig`Q2a}& z^i>5#MNM_T3O#clYCx-T*>(9aGj2&76RB%!H-Dr~nrY$%aO)~t)dADpLPk|S z^;wDrmg^fEl2r+X?bU|*NE8l}_>hS;b41%9w>~tPZKb%^?sH0Y;38WxU#{tH?BmGD ze7&5$YSZYF*$)|yWR*KQ9=L*%j61!`Q(N4DTrykl!SJ+91F<%CsiRSR#<%RaI4?5$ z73t+L;?{<-NX|i5!feGzg>Ae~qQDOfs~?W7|IuXYg8##lWpfVeYik#0=D^>g`+W+d zlsn!PweM9Q@v48V6g+wvP&qYAAWQA$O+Mo{4_%)|bj^7239-sak53keDe76aPHmNfBTqnM2_34Nv3$;GUq z*SRq6luBi(=O4j z`!Bq~`b@TS&G3Xo_u1{Q#c79~%-9VXp_hGibkb$~=J=$STNdl3;4`$i&=<2W%i8>T zUb&2J^s?0=Imh_2F^vezY+10|DSUj~dh4y+k$P-Jna$fBtKjTEI}!#S&15f{{+eX$ zRmXpS?(7)qV|&$`lnl#HkOW4{i#2rC(iQo_q0WDl54|dvwrE~J$tTe))OQYo#Wjb z>`NJdNd+?tQ9MR&IhM+j;NoMBy)$p`7Uu-2%U02bHkzc|bbxn_5qB*Ce#*$24qT4^avfKU)VQ|)`m*Q# z9scMacJ8uSI}%M!W5q;xnvV+$9GLAZZXZjmCNLWZq#`2%vz!9Cvyg5@xd1m=WM&o$ zeH=HIDBPz61lS~xM^*W~8)j*{;7gIhHhqMpeHPB-&QUPS$G|m+p*AeBFbHa(wr!wj zWv)6geM-opSMwpDcALJkd^je_cu9w>g3G?j#WvmQM8EY62EQ#!lPbR)G{_zS1-oha zrq?pG+nTPl$4hv;r&q6IhUlMU8AVhbD>H?@%Ki|Df@0s$lOmUQP_=)?$0%`z9v4w} zj+dB%X(v4Fx(Qy09f3=jT?f?kI%Z3UWVzqg* z78+j+*eNwz*6`L^49?KKhx}Du=^Ii{=S{2C6&K~A#^)!Cm%EEgBVHZc3aECM2)yz8 zAfBlvq18g8?f%yOtm9E6z)u6C4Nquv-=)*Q@O6%H<1~Lfw*nC)2P}Wiob62T!ylUM3MPRrP`e)d~Ost z%ONKwp%&@Z^#NzCt=FfUxba+5k-2Bxa)N}!O|C~9MY7Au%UOSX@kDD9-Vn}lEhD4q?b|nxz>I3~>7C`t z99cK|xRX~vz<4*)$(s|euPiJr-GpG>*wmCRiBznY13U7Sppal>bTsDaQAy*k02CQZf^RqNxgXeq(!N`q9XkgZP%Wkev-j-cYqHVdC@67pH5DJ;NNlG*^9tj zsto$DY&hb!GJPa;MK+!vNX7_m9rd0W`H8_Y&`6`I3?w2%EyGq!r3S`(O zYUO0ok6)MG@Al12`27C1MoBf3G&M7;$kB9$;*ZmT^DmVi&-Kam%7^oS>AG}h+n%3) zzG?D%5U_AZ4j#;Y`t%o&C(lUvGgAh+BQ#&y_fK+X+m8>SJMpg0B zM@5Vc9#Y=sLHL)ahDgjP2Gf|SOxE&0HPf-L2A9e4sWMsJqVR1p!qasj2X5pw(Jlb39A`SssPZq@-!TQ07C0P|%XxIt)yD{U3F@;%SB(9;g)9 zyfY_#enU$8x_Mr-07Yu5`}C=f#^6*bCt~?}>tE7JUnc0H#uwdygP7_~0W_6C>A&{? zkJx4&W!}`()S;;z*5f{!s|H-DTYa&?2?B41g z2#7nANtSwZ$8PrS$wel_Mc3uGZ-IdsWh5R{ZS^UFS;O>Q2u)^fBob8RT~%fGwRP8N z`unbS-QP`dy*P1??)O`)9V!Jv!ipeHQtb7Y&eqozU)<()k+(rBn(Jargno4A4g}AL zal?`0_qOv>9*5VYW~Zm?;FJ<><j^{ z6_d2Iv`R|sq}6f=xAW5>N?j~CmurYMFYLv8kE?Vga41GinOLN;XXr;?l)HLAagJl# z@9_-4vbl3_C=GH*AapX-^#RUZkrJ$DsD_tUDB=VUbCaXz5Yv0un0r30VwT<C24=s$2Yvo z`-^w)T8l>?`Nq26sLGx>fu+S&UPh`XzkAQq0RC-|B9MDuM+g3@NxlD5k_w$PZe=g&v73aI)pw&bI&`f<_j zhanQz@JN=2k59Q*-gRknv90NLNte}r+YC)f&za|?;o-l%t<9RjI?#L~^>SZ*hDQlFAi_78T2Xb=~ zIVkoVW!QBe{A#NMw`^4Qt_RExB-LNL9D#BwQrH>h6h_qOV=4DS$0Q(IU9`qcxEJZqTi7N zX_R0DCy8gV>Gy;3^I^@77B>Z_m<@eri#3f#+v84D(N?ha)#2gc0SUqxO&8Eb)}7a&yudZ{-)#8j zE3Gl!xoudYNYp%M>xInVNPaxl)0#vv^Z?~(z;QhL=%ThAS7%L4yDKz#4SO~V6xt-c zn=th&>Fvo-Twxqp2~AXNncz5q>jDB$i8G>BCbdM}f2G&bgWUSA#YqA&Gcs}sacn=E zbWAcwb9D1ytFrXyD1>+PlIP)-ImD-#5dG3LFi3j(^jFX|(gQwg|Hi4tCiUt1Rz@=v z2^BcyX(r`uWNN7(xDxVkGFMW`;Yku!f|e| zVg5zTQ|w4&#z84cpKUjs8QbpM$`zTgQ{cK%X;|@RMtWXeAHs>G z5)a{`)Q9_6(xJ;Jw8csnUgJfImzPtAX{*JzyE9n~O?4rEx!YGaC~Cg;K#BqtxSkipXJ?1Z;wg{_m0k${SeM|!5#{)t}4h{}3&hF1*L0Nv!-sMkcAQ=aBaAPV=(!rB@ zqQAtxQxQ{{l%0JJyTaQL28U(s_(vOhJ`Xp4`xv*z5{*grm^}nYI$-*2-R#Sj*jgJ! z-r~@Q4n`leQ3YE|*_ZYrws}Vwo)B_{I+mH9Fd7b(#;!0GQ;S z91!alk`sHZWoDLg`N|dia9tgKn$Ro{bM4r=K0QQpsg-YWD-rysaG{bxoRH&iKVi&Dptlai$+Gn#t#kPmeASKi(uKG5-nw0!eR0@B*M5cRl)O4qi5zGh|NddE907NLo}0uPLI!)MfmoI^SUijg%YZenPlX@EMkgtB+9_8 zN@a<&{j_JlXvvu~XO{c2Fg9=RF|pWN`>sqrlRwoBb;CKB>Mgx+DQY@+aS$lSPUwZ= z{5N%t1^D^KYjMkD`E>c!T!raq6Xxv+;=W;z6*Kp5OQhNziGF^}eq>~sy)m~Sk3I6R zzUu0ubW1z^94@ME+>aTjB>b*Ivm>`@iEn4yKPS{_7l#h{y%^Cic>oME#7?bz7jsGv zAN$3G5QQqx@?E89l3yId&dY9|SA#mCNW84uyI+8VYSy#q#?Dov!Qzj;2*C>BbL zKYG;eK3dN`I(*46khZ+=>C=tTNh`yZHyaRtSuMU*y9){Vgk1fhAy1w_n$;jWO*y8k zvBGJ-sgaL)EA+{YRenQuB)>%nippWtGgHpU?O#|_y}AA5)8}U)Ln?St#Oj7I)&m_s zDd`)=B4TIt!<@ZnY>7Sb))L=29^n$my~tJ9&j86szO3b|US*eP?-U4ZCl06A%B$Qw z4DmRlkps(Pvs0S9-!$X@ITVOt4Ac*?#YhHL7ZeoC^l9Z78NN1N=sS#5S98vXOb9QZ z%}Q@gJP{HRVFbvf#%LDTxV>i{GKrPIWvtBfLN;Yj#;*dHjtc?R0e$7J!N8>en>}+P z=P+{x9DJ=Y8vL96#UX~Lm<#2QkNg?=)NHZ|+V($QlscybkrNxwzLVg(+0YU*JQ_55 zay-kT7HHsFpEf>~s6e2Q$ys@M=RvzgS2R``)SlXFwvZwfUwxPFZUu3o+-gS+fCrCE zW1Hz~!TsIV?Ui-MbF#91ZY}fta9BuC=*eu}jg4QkF&M|tiPEw%a1acExWV9EQt{1r zyq1qo1=KMn8)7|d>oPTuT*jlu+zSp)XJq~f=}#SLt+6Q)-9e)g?ppV#%STQg$j$S) z1s*=6NXl3e?kvt-9Vf0ss~SPU%FAo3hnYh{sH=)j5!|HJwm%7gel$(e9tNnx!z8YV-gAMnvXC8w@p;|7yW3Q+xU1TK<9URyQh7s| z?G>BMz9I+z`v06oM8ylJspZ;AAA267Sw*A9I>t>CPK#>My*@q?GU&C20EEGVlHDi$ zZot+%drnyCR3+W$!DvLldfkTr8W96M1+H>%Xbrk8wxUu1Gl0O0C=yi~T?)ftyEHeD z5n=dX1e8FPUkcWZ^g-@O=q#w8@)RnaFR$dUQ3hjBlI&%O6 zX^hXI9uZ>Y-Me znd@)X@9F3?H83<7pB=ZKAz+M+Z@s={Gng5fTRE)&VOzjNIfl6EKKF@nl4dUk_ytIr z1HH-jjvDAbHrVGku_gB1N#3r-;h~YSSy>LOf!KwG#pmx!F_daDzx(9-OQi!Yg<23* zg)#{Hfy(mB-NO*FJg`OE%gxWNhHQK^cg^hT@(59*DL5#cP1dM^Hzy$)jh67R!gSlJ zNIf+fL7B5icp;AD{FiyNoJrb;2xpVL27%~|62?|YUYIMh#c0B@gMTxv@#m#Ef6+LQipRvQ5LQ=!R!cwN2U9U~G z=CWjQ7%%^+%qzkBGuF*pyNh%+Y-t2Zj(63r=>#(UenjXz~}Ad%WYoSb#@G2S#u@7*A7r+9=I8y z3U9zh!MP($J$!`ucs~Gj6y$W8m@tSD+sd>x2WRT+>hS_S#ph8a+G_h)d8E!|*DwCZ z?I4`mcLfRT;)4Q_HGRi?+l^_mW9Xjp@o>4T*Q|`GAedod@(So@{D@6_p=rZ@X*woQ zyc<+4>-37eoFn}y$7GF=NMv!5#PIzcyM>CprUZNKO7=9M2oliEHCx}&4qDc6EKxFo zf)MDoDd6lWgCC2m=GBoM9p=35>ra8a`Y#h(V;sBgCortub5TO?5sf-kbLZ#sva(Ej z>ln| zWA)vrZ7Ezg?#YKntyT*d4R&PdkYC|oK9r_f^~Cj}Qh51s29RfS&3*XYyLXFuebdGE z1g*Ks<)~Uy5E<=YI>e=biZSjnSRL?>t_`s5$!;gnX&83Hro9B2|i7T%hXzaN~K ze5B_IEIKnYvj>3>t88_lo(xQZxqh}2OO_8gL$ zGLs|z@yCzY(Hy;E;Sy%(L$q^|`Pjy-TenC~sg{<#3*$c18R$?N934<2omCX5q5|nI zWRfwhjYL8_%l1tgydsYec02*@a?Xo@q~h>kN=--z3o( zLeO1Fbs?c10;&SV4ujOV+-0Si59J!Nw513L_&F3YTy{wZoFN#z4(GtMG?xB5=9$}e z6u*Y7>b|EHYOn;Mdb?N>TvUrAR59B=oxn7Q4q%y;X{HtJlxfxJRC2bF@QAK&=tCw~s;>h-{bMqQf9fvv|T<#l6`IW8R`b$iVT z_Ci;aL_uMpdt242X0IhIUA+P~>j!WIS4`t2=Zb83p?Uy>5`|6cl{hfU`I4fq0s{>L z2i*Z@KWAralgxd4_j0*!Su=26;^Okf9&d-cbrM`OgO0P^|SeS{)b6IgR87fKB zU%mSMv%0uwT5(cx63>!jchUm|h3vip_gFZR*&7=g^dZd>RcDt!XTbTvA@{ej00qp+ zd8#Q@37kvu_WyE<5swf~gS~~87&ungk;q3h;o0!1zCzFN_6ZXC4AQ1IDOIn;Dg#i+ z`(ynW;`G=;3#pUktd%H8!)33v(URYVkEePy?(PP8fsRtB1@MfnOu$eYsU?^fS=7c7U zj8A2>pLy8rMf-d4{PkN9t^^0`{EFR-xU3}rchE*NQ=iR!3r2$RUw=;-U>~YUKwKLHD zmGC%HodZg9uSfn6bcnjr4We~6m7K3Q!E}#JOiZ{12Fem84F8o^^5x?2=h^U08Qy|L zyTT^Mdd8QSL%-lJx#|Fhj#cuBy2y(Ub^htvd(dVE+&74%ux1d4Lw7EIy z!z^j+hysd5?xB`=7!ZaA5L5Vv(c|a%Ok98dIOb%beTZ1H+xIOK{`w}H|2tXuuhtiT zy~W`7@4oD>#}SDCCrAJ9v3VkZb7w{Zs5N#Ewr->k-h~ z5OHJE(>x*Nc*nWFKjp9Af+Sp24&J6v97rF95eQ28Ur+q~i&MKK*EW-o-gBy|;jYd+ zh&9EsY`;C^drp7iR8{5H5_%_-J0;Of){O5izoi$ zjR^P2xZOb(*)d5T3Ij!yrem!zJhEUG`XuCpIuAgsh$*m5+&fR7)DveRq- zHR{o?77rq1>fl2@QaC-!#Jb7|EwVYACnI+{(smApXf7#?v)AdwB5t2jqaZ3 zZz~-e3{5$^e(3z<(;HVMjzs?QTqXACrK{@Jzf2voi#TETb4k91sdE%pVBixr>4f-Y zT_b|*z^a(+YGG9Zp|{psmU!fkzhVhrZy@{kzYW8ehfH=tIpEi4zy8Jh%ReI$j0bh@ z{CmgO?D-$uB(H|JkQOz^~tN+LTl%_GJQ zKX*k5c~w!tsoC9~k(sF?XYOth&^uIAbP*IXkSNeH;Ulno@%VJ48F!q0wW*m`2zwi! zf#axqz|F^fl=_*x3rbDN%lq}g137MPeg$i!auY9)hMI1??s#NIMh4P4!?^JCB_d3E zKLw^C5L%4h?8PI*v{ZP*eDartD;)Lq?OkDeXiM_8sf8zT@woq`I|AchB9JD%XAOqn zoAOLFHCJ}`<>GOI>TB|?>YNRO{15YnbYHjUy)nZHkh)Y$eNkQ;v+=V$ID+E z$>`Jrld7REMbbVu5n#de<)T87jB(qk4MY97DU%(U@$J)@U1gIo>DexOzCx|g&jY+u zdwpEs064E{d3h$@(O*uPtW>!8K8+yWos9Ak_^~o$M5B1ingmqod^`)uUpmg5Q+1Wi zO5Es`{`?w*@KNrAh@c||?#jxjl=S!E4xb;+lWL`92T&|mzr5(ZPRex{GAGx-M?mVs zH-6b+S;ggv-Fv?ta_>Jpj`rLpoIBl>QjjF5so9-@R4zD6XDaxW`}(EFkN0R8sK>qi zk?niuU08J6u%?c;xj7Fn4|Cw1m=sQtjO=U$b92qdijOt)W-#AxgWpYgU=H42jJmif z$rO1cl3M_ylld=Y`5V!QPdw?63+k$=rI}h;;N0`AY0;N^`5oaE*`+f=q#NNRL_#aR zPduraRzP?i(J)fWS6Z>2d3xc?TfYAJ^+`<-lA8U;!4A*nRp{F9s1YOj_$CC7)ZM(v z--j%T)YQyCwq6cpoA0$0Cl8z=p_&6CUlv;MTcn0q+_KfzUHN_}bOsL#%x#YfK7A#4 zVsLe+4Letr$XD_~iX%s_)pcN|w@}EXEB(o_3xc)Res0UVRV!rOF*dW%eZNWdw{N)s zY_6Z~?8bYBH)UoHxRBX004<`!*gCVV3$OXa(DSoh$``)1Mf!S6p|^{FM##?p*@;B) zm41+-4fzS(lQ|KmD`aUtk^S}I8^0<*qia;wN zQ9n~ZCCB-0?cAH4HMfgQ`j8xEkZq}V5D@9hi}NAu$cFuF>gsw0EwP2q?gYaL_wT>)e1i=$B48qs zu7Jw!$9h(HOrb>W^(;dZY@x6NY)vXRA0HBFjpVPK>|k$9jW#HIZ>z1PIqtYB`;=e= zou)k|PZRMa{dUrA^QZjIpDiV>lWszliF=lo_{`I}bMuRQ*)cIOQuMbW-qTZ-QN0P@ zfB(4;Hb)RA>FXr#WMV851+hI|WCzTQUuqjF(MxhZL|`G7NIQLqQ%R{>O5DpvS9i;0 zjwt9f+%LZHM{Q>&)Oa<*B5)Ei+E z6`L&&`n~l}$#2RhQHriz2ZB=}a#udPA}M4#0d}3ZOlWSGXG@r9jS=YfnIJtvCuHuU zGibhE8*+}zxF+FTA?^DwxB6fMtuN;snany;8j&E~k4mlHD&0@DuxNSljNTtebfXN2 zBMTP8BvaZdsur=b198X*PEt?*TsE7r&dnERm?VYu9rD-JG3K{~tvlEoPWs>M(X(w; zdMW5$-u3-R|L&h9hw!SY2_%IEIEqf6RE`mD{HcLWA8kLD-hTZ2C*n(KTaT)Fxd(E` zB^?av!&swp4J(9g?CG|Pt)i`48?&(%tucI^{@>q$PM)R=Ldtp}Wpj$+i(-dF!5rzG zUe;OZ*)1lTTA4R` z|1}2d*$dl-VYE`_sO0e%$>HzD8a1Yus@ApWJMn?!oNfD7*!M>y{VoY+dX^tM6fe9?B>R-rwe0Ot@Jy@VwQBpjHe16z)g!EIV02j zN1IGD!^+ux_@uzE45iz|J%`+( zuwwEIlcUohgg)6DM}qyuy1PZJdz0kunc~)NtD|7!_PF=O3R|nQ?n=mlv=YsIU7vBp zUyG?G)4upegqT@KtEhdRqXWXLnNQSsSfVvnq;2^0DH082e4SceoMjLRK zA|YG1&}C{|n;p3_;9n}Y9}#|Bl7Fsh)#x6LoL#5_X|s{}ruD)XEowtWl@i^33AO_K z{75ymk>9#uiDp&U=2l&}Cqq52?^tf0yEdN6&27KtIwgO~_qV``4GMc>;#?V@ZEmma z>yehVNY}A1g2x`4EVIX*mYZ zGgh{PQ_HIAMHw#IWS7sZtoU5q3@sERP^`BNVPd|zwfmmnWHM6(JD+~h3&%B2q}0+o zBIAhVFhaxX{)TGcY}Y%8aJX6<9R6+@w*?ppo)kF-zf5(a!3cx2UCZ!eE6R|yykaC;kDyN0Xij>u##LiW`!&MTY55UZFv9u7w)Pru5S#-Q-Q$4H03(p~6 zS%K-2yKzQhI(&BO^U-v3L12aZ3x8l9|aVC%1F&i}E$-2$v8*8_Mhy z^yx!|7G@pUo-2#>mf;6Vho%$7hWvQpY(y$6E7ymfGR6jy@bMkhg9WnN z%G}9X<(tvb{EKi1>MYNcH1n@dsp1{;aOqY<^dHssgy0y7eLrg8{lY&1u3%uo0$(@o19hQ@2EPj3~S_Bhcouv$eGhi&ToyMm?+ji!0R|vvRq(guCn_iq$Qb8Caj5 zoSuF@HI*Yo%CRfG9rU59dak3MoRlX0Fzhf`k@D&lg(x5m3eE1i?OT$#>a>`CV0&DrRBYHdPIhm~;zzH$8u{F8D_*J7|5Xpl)j2w0Qq2+@>Fdm5qF*Az@a+e;+qLze=J^mF=7? zs|XLWV1mVUdkw%&C{~>sC?6WgFgNEud-h#dK|x>1-Me=;KkeqSs0j+R{M6uD?PR(1 z;zF-g^1h?<8DN6Dg>1TB02B>WLd{f;hFKFz?04;f;9VCF{{m~(Z*^R|LLNFxV72{ zk~o^EPwSk^+1hJ>RYc><>D2)Gge+QGQjifSc4;3ERn(Ic;-ss?c*ALs!4iiR4-m`y z(}=taVQ_V9~Q zIh~@;ADN2@ot7=>1X*{Rzrw^O?xnCsw0A?apc!DlLD!@&9A!So#2ox)-B&5nDE2cl ztk2k|`cf59V;_wTqVCWGB#|zy%VJ|OWXJS)A+yQ%QlEy;c-z(lu{Y9ZOO3CEo{TTu z_47M9X8LcdgTAVIMd_^SAOz6eXc224BY)E0Ey16hU97c2bR@Dj{&662d^v!|VnBjI zlpKP`FrDo@u_`$9*t6PjiIO*4;Ks?cNz*s|2;Xo(Q1>%%+|$nQbiG`2Br>!_-Wloq zcuyP`3Yg{Km6H%#eHi#f+-M;43h2RYGkejVEzqD8IMeWg7H%KFGB0d<0d z@lxCt4542il``_S?uv#ZKaygcU=2)V9z-y~lP$7|`^JuAdtZ#m&e3d9V_h05D)Z6CYadGN zW3#)n2*2eFX6trd%lL~n)$-hVh)X#~cStU8DKc6+rNCw?@dpEgo6kEs!13YFTd*dU zbT9C4(_+;~YgIxW-q_lwg@}yQET_hhUDj>|n}v$_^pu=htU4sP)T!E;qevL=oJ%CP z#){heK-KAmHjz_)lg|u1N0qs`dGHQc3aY@mbD@vbksT>Ybc?XdUq9Mw)6Az1o|6ij zWSalRer_I~cSQQU4wQOUobamICcgMYLkPC?;iE^;ka`I92CB_R`533J=*O&W`*^=G zbUVX#B6OnapRh$Ihpiid^maULWk`|~@2izOBLx0Ckb`Z7j&JWjS|7-Bh20POusjLTHh29>vo}CiE9RM5s=TYa6xhBN#Kx zWmSzhAn5gxa1~`pICXjZ6S3LHcwHfW>w;+m{D0R4+xsms;zG)?;3N_yMS+DZr#y@m1o(D*VZPzz1y>cTfL1szW=l6Oa8%a-mxN*m zPojLKf>qFVWyWoGfP;(vX}3EyD>JimuC?^2PZjvZ7M;ps8C3!Tn0H+n=1A1rw;vCS zev;Fo(>Nl)?*!m#?-Xv`nPv%B02WoDzr_A%h3L1Ppwo+V&3&s75~5*X@Vp81QZzNu zoFa`$ajOPT52ySpC-(p{W>jwNVaeBnb?Vk8vtdA~nsY>=7?#~OI(M(g90phm)nKMJ zfNto5Odf)`T#g9D2nh+w#Y=Ga5QN&pn5{#Vq4Jw=NU<$~8#YRV#YO zFSv|de()SjwEHJCmVzhKs2s=umo0H5O550<&#`h{ORv->vKCx&($*T+-YTQSp(@vY zzQFXVKw4-(`7nu@UtL*Mdc!WkXQg*%n7(CBu?y%go$L78(H;zu;30%j-I26kQ#m*u zU1@_eaXY4JNC48w0bnDM5e9A}Z5>H+g*)-A;x29uI8eh}#LFx`@iDD-|8!?D&X*R7 z!!vH+=FJzaV*SE!wkvykdqXvH3^+Y0NNZ~_m+==yC*pqf`}1|MSqNXrb#P!nf1eYq zu;E+uF0lGn1G0M!$La}cIjIuVDD}0-jVch4g-q5ZP z7Ty9c2FV~y$DVYm>ZWVB+uGQ;4DJ(4sZ5eWy1aF6NU?0AEV9w3@YLg? zmOp+B#IGJIP|7V3c#oG^m@0k#7wQ|DIM=yd?IG#7X~|#>&MZU+eB9^QJUaMN}WT1JwbWb`{WDvo{{p zkh(8Raeuq-YzanmB52p(YUys5PRBrP-@v5<@@7Q;qke)PmZpSU>om0)XJv%Ij-9(t z`Q4~;20O-JzywWdYAVG|7+&aecJWzxE_6YGAhH9_H}=N&uM;OSZ85DIr+#i?&<_Ag zQ}B9X18cDcp0k<^)=9`+Pq!&eSrIU4^e3oT35q2880!kaM7M(55W#LJ;STNGMp+mI<*WpVk<$L`&b&T*D6glUzS(YiW&p;^?MB-g8yY z4@Zw}F5(+^%Hqx=3;G?fX7x{wd#{uSj=!{|zs$;A(*$}Ado$q+We#JZWwE^mf%yHN z&$8Z`o!r-zZCpAYHIVYIFuf#|!M00v?JX*rd(VI7+LL#xfdS4kY%)?vbv^Z%MZ7p~ zU7g(W1o#XSF}4_0IZbl_<54*s<*p>Zwf13lB)B22ZN`+=xh*fn1@m7$Q_|CaWsVDUh!M6%x%U`Jf}dw( z;j8*mP=uNOv7oXy5FfoG-noxkH?T^kmq&e2Uq;VJPlCrZiAl!uvP}Krgt9C_lEJ}awomh3Xc6H## zc_1S^UEvb}jOKad+&yg8QkD;)f&llax~Z;=QFVVl1UTv?a4lW7S!XftfDn%kaIB8p z+OZWM>rm#AF{=&HEM_A=ZXn+E8SsQ%d_0)ToK9P51hXX`W1DfStsU@6zpD)9@Grs1RtRtF_853q!y zdm|>|w);(o2fQF|ZG}S&?OiIaQpz$RKu@&aE~3uQ25et3IK*Z%W%KJ}5wDL6jz#z_ zwaZV*I+Oj1`69TBc1GH#g+k3bNJ6%=Q2OWu3tZ{@iWwL?q@{#qa zHvX2NQX>9JAl)~?XX51v_diF(P3W|aOwHz0^;6&OHv8P?{ro^n&FER91}7;58L`mF zl{oRzGO<~owi^O4?)7YW#A_}LR zjA$a`{O}xDCOtX9@CU#R`8@dmrk}C*`egAfF76G8OElgL@ssfLQV}0*@iWC>##81J zU#!fMPF-f$VO{#R9gCfbhH=(HX|07g>j=(XZ!{aZNP255!h3m{KoSoCe6eU32rJeV za@HBVVpoa#Tn`_^sb-kUqdJz*TgVmENheAqDJ_Pc#E9cUmJ_RDM3m$l)pctwh~_%! zi5s;94E*Isi}lN#8@kT!TQ_+h%s`Y%2~y>6oH^<^)* zT;|_C&}Va1;|B=u!ae$hls8+Tn`?>lUu^_7DhdK00xL4H_9ePJO}v81F4s^gd9Qx8 zjCb~_@SKYR>UJDp!b`^LNIB&vTSd^tzHu)hI>ZimG|w$&@#f;&{;Mgha$fM$d@wvehpN@M(I7Q6enD4 z;my3QrU~ueuhoqGLC0R{r6}po)Q@k+4S&kY0<ZzzG*Xixz=V#?6*3S*N< zfeHs*+Z-cBdrT?OTkH^5z%zK%3_R=ZpALhNL`qRn3V!X*4tl&SaWR^`5lm%duAwB* zg(k@7%CS)SniZuS=Q;Q>&;cirG4xq+^2yTmq=0} zw!AFt0Iy)3B4pmwwMkh8Ki95e>RRsxEAhqL+5_D~2ov4R?1V+4C|@k!oVrP|klzvs ziRx)32dwnv&VCHM^yLf|E)>;3O29R9= z53GN--wd-^RJP6J!oN}o|Cbp9jGgh%pSE{ipN}=fVv&CpcoB!N* zQ5KW&&dF`V5MC5pIg0SJrf}B``F=kMMxiGW{Frp`l8=Z|wHUAYSI!l0;x*NAElo`h zz}GCkT!@Kk0{(w|%czdgKQ9i9$^R~W=KpasFj664>BT)Wuno?_Sjal@~1qO5IPj68}Obx~~PZ-q^~(Vl;i3Gk>w(@!;!$?<5pXR4%9 z5n*x~y04PPzFH2(ed#n!1gz|cd-jOuTQ0ztyA5q*yz!qu|I6LXxPegX8@(Uc8+U6o zbd}h@uh6HKOjn%9`aZA~^f1R|+wdiG(?!Cw9fBs)>FZ&V6(lVr>YlG%^%I`&b^;=3 zr@s02n!T)>@nrln$L?}tqf5h&jFp-?Rb>)hL)t@nau^Z=RA+Hp=-tyRutVD~%Ccq(4V-(IBB-p}Dm( ze8#%7V%cvMOd39vU>v)#<>TnE+3Hxh+|%E+(i$huJBM4P+?KwAU778`u2zJI{1wLe zd|NtIIZOYCuJ?dya@)FwgDB{cB66e(SP(4qDqTecq^U^nz4u;&qVyuYg9-@JizGmR zfb=fC1PDDK1PC1h3Es>2v0*5hb!;{lj|1Ic79jPe0S8U-YhY5LqWk_|hDhU0=NnOFCo0wt(gf z&?V?i=FQ%j2$?$q@E;jHU(QT5vxN6@oJx@S_?C*xro;h<<21ORwR}j8H1Hu{qzDh9 z&rV}V+BYjV{ddS9Xs>p=sxdRwZs)NKk44$MbWwEuqr!*$_EW%)zOxf}KtZbJKH&yu z?Zhm!W8&jfv<**pD$qoPq^thNm944&Wd0S+sQ-p+4gNvs8=<>B3lyBKW7;;W+Doq9 z9IA0i5(l|<)d9anj~srVDVD6WO2Z(fo#j;ayveY)3~q;D0E+WV)Q*~6IlsOE=wz<- zP8hXk48b>#uIl?!{xmt}E?TMhgmD^&C=!)k`(_5-Bs}DP@PYP4UR= zjM7U5msJ4&IQaWXZ`5Nl)1ez8AVufy0=97rQO~qpwj%;|KSL^zHNMBDcF0BM9DZgF3>C0|_T3e(4g@iKu zuQW}$Ht*Fe*RC=8F0%sctIH}cD}{ndbXiz84jI1# ztpXc;m(xhC%|~mT0}O$Zo>E{s(Xu!mP{=C|B=M$cSXlq2zl$nt!W>{plSO^W(x9n{ zK728aIR-UZ4YoTD%6+=Dv^T2faN6LuK`F7mC3-;c*~ZotRqbm}7&eoyRrRMzAeux@ z@dy3nWBM7>?&!Pi%pSh6raj4^Uj!uZ#^~|GaVm?E!ul$)H~o4JVp(OGTx`!*r0%$@ z+iRtX)MfT5DQ8*V-6-*gpwj>l$C+4to06JFT%;Mm2?1A;)$62O*5x?G0;u6#LXQ69 zD>rsIGW9W+?;$+uCN+q^#cmAr|@v_@XthV%60Xbx|9FuuyI}i0ZGFH67ZL? zM?oQs3xCcMK+%wao^q9Li)KlB%HsRUyqAH3z!laMNQwcs^!ouJDvtF*nl|k1Xa=8~ zHOYP{J~fh2j7xqSpenf_SA?BHRaW)h0?Am#*j-JN$Vpfei(fM9>MtYZj)RXFLIO*c zhkfi~8Yy%9^g%wO;fzav{q`mi@%Ak70jA&)mx`I0S;Nk>^fJQ1$ml7kJE$2`QDkDjM>|{5)51l5! z@y-PFMqxeLH=Og_SbGWYmKQ4fm(%xA**?*%ojqEW)`30e7+pBGWY$iRPh|7Ns}BjrM(zODK4OLTi=T87}$^i_(L-O|6dLImxUU-{TRFyK$;M#w_ZbFI%9e( zY=k@r}^9V|KcKSLb<3V23Xe!~U8*CZG-?>koQA(i-Ucpd0jpz1df04#s@q zSW$LJAO@{n39DBayXP}4$-E8p{n&gZZ_5v6%l7+98u|8#;n!I^Da1D71Ce{!bhkDu z@)Ebbst&|EWou&*z*Icm&ND79RslIEHk>loSET zX|5-UZPv0+*N%{9^=C@33jj^P1(yvii^XP2Qn0+(5e>89ju?^Co=Tdn-G3bXC+cmG zEs%9`>`&DIrzf%*2<6BPW7zMv$m)$#k(BIjsCb~tXFc4(+Bw@4=+ZY~!8JIEvV;2p zCj*aTovw9LX&`H7b{?Oba4D@Hgej$+BWiogZW~kgz`!rfd0+JIJX+0{Z&Tkcn#pUZ8tMptEWn_SRanXo{gz5#jKYO2bDh~X(7bj5eOeAHghJxXjkBy$a zh%8`a1G5dKLARn-Ztbnc*kThNGhEi+fX@YNIr&)PhNIr|@a97BJ6Hm#?n@)1>Flo- zidiuLOfD3v^I0(pw!rAQ%fmOOcLqK`^*a1Qy0b_fEm-ZKHSr_eV?U*8r(YaDWm`Uy z2=G*r-OVhUlG;1xS=s1n-V!BzDiNqrkLs9gd~XKxQmgjP_P$viH3K)YQA_&~T5@?guE+{$NbsSx!5xXid~H%ggZSWA@pok;C_P zb3#x2uzMe+5Vvf0e&37+g`t=7*Nx5bi54-!RQ5|q0R@)x&RGN5 z5e1_V2RCxp*nPrmtZ1N61M7Vrgk@PMy3Pn5hTg?TS^KB^QlIy|w`OmLGeH`*ENF*q z5IA9E@2HMLrQDkD;oRp*B&pB(QPt%B^ueL_+1Xa}`TsTp-JJH$lR+L1Uaex^WOi?f z5m_20qz6q^f!UCi*nN?`MHbNMpGm_s9GvcP|LtZA3QK#H4Nk4?(C0)Ba5rwT9g~rE zo;9jS;xy~2V==XhgWcOz^=H%<&_{)c#jgrn-CB8BsjOav(}RCg_y2Vs3~v{K>MGmE zJ^_?dnc*Z7nMA6xBd}ibZAl($!;PCqqhNYgX?;Uxq|gi?uT*L1X)*5BZU44;^H%qb zLr;8XoJ*$+i0U_erf{HkoT^d9x&iKk(6no%w~g!ium~oT5Emccb7aCSVf{AKcfP!C zyDJ=ILD*%l*tMVDpli4D`w{n;6@F$w7GSHJ+Vj`8s?RBps^1iQL9vp=dNg|~GB*Mz zrRX{Ttx2@lZDLZ24)ob^(oLsf-U;V!&Ke7u|jq+E|u3KNf%=+%n zTRF6_>lvSF;LeL(^i7yed;gn(n zI@_e)x(qJo7ft&>2>~?y<;yu?ole;=CiJ62!khci(QjNH6si|H%0XsO$tP==&2~TK z{eBcGoN%;bP<_-^qdYcUWkL!W;;J9!Iy$I+K&xW*d`d3%I2{;YVVSkuFv_#jYi=ewJZfjT zLP0_Dd04kAtrXdnBOle7nHL5K(Ea)nSlGyjmKVNQ7z^vIpL;>$-|$%}HXvGn4T4!> zTB=l$Dz^cu|93e#Bhwt}BYPrTg&ZcqH(9`4^XTx0O08fIYTedX5qvwO^db9t?lCJTnH zaw%D$g!&HJqjVe^l;0R%aB--P$(D`YIt?O^pchMQIK}U*4?(N$5oLV`Fb3{7ql2g& zeu!`q1FVW9`yBwKC-;{I+L;&LUuC%NJ2W`>*!PepCMG66xffhxC;kP868NLO*V~~g zTK7fQW^V&=F4Hmpt=Xrjwc<2kr-AtJFF5{$Nll{a;BZz025Kju+u5_BdfnHhLgnp} zQb;sr;}De=!Oy*U|DHKN(b<_hDv%+rI|H}1W$CQ^zt@YZ+~eF5cf&0!PKQ}%7tWGT z?9xg{-V|ySvp(P@3aCNWcA8a};^z-T4=T z2o;B5tQILH)pR8(B#^7DG!;KG-|D+P5DYmvhKU`vhxem^6nevZJu#26#kEo|Yy#A! zw`wd?$lU^@qoGoMqi=}QQQ20#ZWG5*;i|KTDj(Wm5O(5S23$yXK@g)IO6kSj7uoN+zo}rrxN1|K6ZP|j{BVUf_8LonNrqUp>7>9LRfd9vD0+-| z`JU~oSDG!gRW^2;+^Kx6R>)0Z+p<$JDXA3h3EvaHgMcAnW99EcRjVsnJ8Y;iMz&y_~VOrrR>%CCy zA*ZBdhD}xDI9h(>zCPXrLMEj8aQ?eut>qtJ1|iEY&CtEyHp}Ta?GZu2BK@jZ4Z=gTvWcN5fZ zK&pK_Av|Y4Lw!#Mf_;(x5|mQg_W>ImGTYALKMRjO%~VSBzi^Ao-ZXq(PDRCHEwOj% zurN)#j*@e)`GC>3lpsbh0m$I&4+Cv&24q9c?WZ2i$9uXSe$D-#361X{@u>%DSaZoobWQGksoOMZLPZd#U? z-TL{XJFb0(0bptckK-(4qXDBo54SZx8q5XXv2VZM30ZR>smNv$KGxCKXSCO~?XJE&}DDrXN;GyiVJui2Yj8M*yVdz#m|&E9nZWUJO@tHB*16f!W4M^ldwA?_6{q<>BmDE{eQX%h3p~9=7kq_w zws+5?H=Tq#$H3;nVzU>^coo_YgPn56GwDhlymdsCrgm9 z1mA>_Gl@pf>YtE;%#l>`^zbeO*!&S*>P+4>npt_QX1=R1MFQVN!>(tqqBtK&XxJ>1 zU~k7^XzA%Y!PS{+$3fG1;GP{CAv(sEW@Wfu43**x>mPiqCkJpb3@40~)r z9YA_47P6 z{0BbcE_NRIf4#!U7lCAG`Sf7s(k=12M=lO^G2!17mjHs|Jc%qSO0TQS))iPX&OAd^ zo-Fl4!7%aO=UQGLyOXoC5m^Hb=B7EqZ@<|E0kH|(J|e2~C*HBHCJI*D5)kuRiP>qc{7}saF7sL7Js_EG&oLw4+dz9Kq9ROk#ssY^0 zeE9I8os`4>cK9&{VJ<>MbY=H`!_=-j`mhla6BA=R*6+(wvfSq95At2F9Bl-EWd40KIby)`>YDU}f z4_aCyf12{W(Ni_CDJ>{5N6)-T? zFm`Z9Z2DTV%c(9<#zL8*&vPg@jhUsiXTt-H7gWq>9{HV^F zR=Mv32vDsr(t(eT3c3BhM{%mbp=0fH`s;4=c43;m(Oy9UWPLp5V&mMDE^skMYe{i& z^8lcMZ6UWH<7O zl$@ajwb{^LZgRAU!7QwHD zT*Ba{RZh3GVU#kuKuki$3PPvPM!iZW^3EOS(ZZsFZ(l2}hv$}5O2@c-LLjcNI5^bR zi;Ic<2{v6scI8C%`C^jNSm^&bW*A!Or!h4R60{wUUFjfbF02Rt&#&n@>g+^t*=>h6 zZ|-b1>`>qjHY*kOB_@FPm~X(du(Gm_e<`jg2-{5Ln42clnF*gQ>p*)0DJ6^*PF&5; z>L@+&y~4UMpzRg~x<|e0bFk{_WGM1P1#xi<)FCd-rS|5Nxk{zPZX>fMJUXsEe%zkz#MPWisP3^VS;6q0x94n0WZ~x-g9)L z*3b>irk6l`r#eFsoJtp?cB1ElHk`;nrLa>?LQxw~mo1Bp^=OY`YA>5>23)mke)wIt z{AC|L2X5|?EU~1NN-hj2o^W6=%Z1t1)#N|D3W)IssQN6&x#vOTEPahn1L+=bUGVio zi~~JxlI`Ik=t5UvsoC6nl_URVlJgP1$q~E!D6hu;{w%=Zr=pq@zfx{9Rx;&7ApQ^} zB1Q7_T@&nKL;JMjLTNPsJmeJR4EGZ>GMsGlQu*8-29oGK0adRZ>RW&EK!J##?+xwayy29Mxoe%|4!k<(k$Q9Ao|I7pyPqxDIA-)wdBJ#f? zp3m+po=9k^tJ4HivaksV#IG<*q^pbCmCVl@kCy7RgJU3$6$i>uH@n4NApK86HU@^c zZvPOWFlRQMo*X&(ov5?5?OJr-NB7yY3o;)+l7Vz4Bm^dv2(l5d*T7H6pZf`K&mTt& z$cvOy9^CSwS0K-2a26y$UFa4>{`u3lZWim+P5@E>9KMi*Zs4Kf$dw;Tb#uo(goK}L z=f^hI}PcLUh*P>9hLuKIRWUkMIyV+3$sg3z|=zz@Oc@lkw#I&}Ya( z@l>ng1rUz^7!c+we=+1FTmd4f^>URewl~;rlk`ZKwYkb;uvAXAyT2c^1g+~h-doe% zud(0IW%l3o@T^97SlSNa;vpQ{-Pw$xeVmtMS~WS`GMIu+F4Q2>E?@a$eVr#KWp|qM z&K)KhOxB${7;ZiGun<*x&V8c)O2PVMEK(u9%S)F1M8v0e;@2NxK7#5c({D~@ zegPf}b6}yTU;T5D1(fZXyV$Yl@fkll0n1kw!4H7L(|@)7@dvFR3~b}1vYj2LAqd#R z8#W^&BQfa}v|!Xb5CA3)sQD4kB`KM#SZsi-!dzY+d?VzGqzZ5{X}`uiy2}y|l?T(; zKeifwG02i6qx*%dY^I{J;ywSk|9DO+PQOwI$n>$35J%AS2LWQQtNZ=)Wn}tVQj*wJ z@X!}==zcQ4w-=wRaOLtV86qmGn97kEKRj<*@9yRpEl|%wz)+iBA)f;v`uH(4N+OCO z{38;%`v<^)JXbfN+0{88^0NG5HeOGAZk?fLSLX&ccm?k9@`grAoqR}2V&~5@82w)E znj@{HRip?FpPl^oD~gB=rhvabyPN`(czmm>id4I5zj(igLXz9cBv>4A z!n}g`&eYYqyTho&wei0<%{z++V5`wZ($bB0yc6=y7~PZ%nq=^XIO1qvN{~WZ;_DW%4UuY{s_S zqriZg#S^tR#%ykAf1tp(ieiVUn(#6(W;SV}k|DM{bk$(G;^nL4OVgB+^XO7!YgU$T zovN{z=l$?HlOssPP5LoY^!7F%AEh}FkL436S)0qjL@Z7C$CjL+i?ajSFWlT8J12gJ zYs)K7UwzWgJaBk??7ni0`7J1I!2)+_t)rBJG3BZ1`HUn)FpAYSn_T~A3KdhCbp797 zkl%I1@H)&PudXP)lbYRqWwPGHBy@vWMqQbU_;~N$*Gs}n+S8Mrc{u>pEnA20L&?{ z=@%DHH15-<%k71;`yuuf4$2!wlF0-rNWa96hPZg&^u^i5_&)(Rg_n-JC6aDtVy;8$ z8?2;nUyIPI2OmHh5GeEry7lHO>kIBB`GtkelZQ`2R7Z3&9BBW~x7+#8x1+vs<9u;1 zDA?H{?(J32Z*25sQ%cDxMP8zej?&WsTbydK1`BFY7mho(+V$}-4Vk}Ftuc1&p^;db zgM52s6pepPGFHq(SnOL^*vqs1p9&Nx=&@HgcJJh1rp1&`(5G*-Op}Av9!=4h%!|>u zF;$Ga0wG%&iw=Mg`Y2?d_uU;c@Zh9Th@6H2MegwJ?J(tV`E%p?ucuG{CFC!RD8?nO z>DOE*l3jJXG$f>B;(J})`{~XH5b)2-&+lg_8Uq%=|coL;x6PVlJe^ zs}0@XZ=@qDarpGVKFayaK8b&QoK@Bdk%`46rtF-Yc<CbLrC2Ix0)qOH0Ja=yuEQ?~h2rYGLw-PVr4i=MRCTmHCyUgO#$BwQk`p zrq(m}o_TrEYiWs?VwMM6QNd+p*Fc`k!+^rHnT5AL^L|k~1cMNs+__ULByu*q;Qsi4 zhaNjRQ6Rr?!d_-A*Z_lyCI(%zO;Aw5~kye|p>J z0PD8G!o(CA4OfZ7pF0{Q{9IlZm|RD8^H=oM_DHu$OuZM&94JPWTuN=6OJ?fz2p(tE zt3%(e)6)-_X0bFgR)@Hn&}iPHLjIej@5Ratr1CIeRGXP8W^sJR!h!`>Ka-Rg zgg~5nWx?T;5?{0JHlvp?;I`8fOS#MM-o0C&iBq()df;?7XklUKV?o!;Sod{cGrYDd z*Tf|xu*-$TRgSmn=T1sBqBA|cy<%d#J^@W!j;gBXFP{Gr6C$CcjHbbQ{M=`HWe^<= z7bYepw;W9djM9oqm&eY#_rYpE_t=bzR-w)FTPs%I$EpxF!o#^=zkaQZUjn<9Uwthg zS-)JFg-caUtMhD^Eb692SacFCZ@o9w1Sgmcz%Luc+-4~-2vbU$d(0&yGOQ0f97*pS(LFb{q)LE9=sc8;auv+ZRjsp>s*8>9m3W{%t)txUZ`D793p= zZm-qK%1|*d{Qd#8L8AYU@jg#gxYGDnXkjYK$@!o{%dz;xJ7{SCDKV+zP^1fPd)wI( zZ#-bU9ks;oGfJk&b{Ea1_in_xstVv0JebMC5JujgOUIoLzWZ*kUMR4!UWXwNHBMMT z4PNhIVEH!I9KI)=d8~P&Ga<~(G+lrVCJ*o;-6$zlGqc<}e8bKkegIl9>l4%v6ggX5 zP*>CIO?6}Z+%Pk`fn91%w<$F~EHhGWhr+fL!otFtU|_u0c~=#odr(-4yvHs)W`vK* zK#Z5WBsK5jH*3OyX|g{9;ZbfV>ZVB7PZ( zjY{W1vJoi`gQsJANhUJ=v%cxx2NVK^}G12VO zQs=G$x6$D9F{Ie)D!p&*tV@_ek2|V8l1bWDQAJX3>k`mJ7C$AN^{*cC*XxT6x%ewY zwk}n*g{j%3+e2|j7Ca1-%X6}JZoR)!*Xnk6$s`HJRF^(}q_BGt7aGp4V!FKBy&mf! zhOfpdh&65}6!N4-oFJtnR>gTio0L-WIQi$#uWkKVCKt9SrOsM@SFPpe=l?+2^Dxi} zn+s^@N_NjZB`!Yor~YT~qO#(;2Lb6#NQi6BvA5*Wy2~IxAJGZ}v-0LR9k5kWO0$@Z zGzI6E4_W-S>5(;S6iGvii_GTjC3<8HhPS5gAYL1D8R7Rc-m0tNR^M}jEaRT&BrlaQ zxQgw2*lD3ztbV+Ql}7se@z5*fSeRDW9571~oO!FNsv7z%H^GvK+02%a_>BZ=2e9#7-j_bgfC2$-nF*4F@r?AI zvfF{75h0DXLUEsd)X!D>on6vv{+ZDRblijB2caL~74#;=%v*<&TnR;3P%avMzXfd5&j50on$f@x>?4#~dSGWa|;YL~V@C zJyu@(bvj?)I;{rh8(^a99J;iwZ#{*-Y;>&Lc!Z&%!sW5IKy-;-b4Fje)eg;@H*e^{ zjsb6eQ^Y%-3E>`N@T!A!M{+qjnn0n#PT4P_*48AwNGrhlxUH4kp~AtAEzpA8Zc^}m7Ip47C5_jXkm5^v3e;4+KJXYquRNlbhVS%V6%uegq(rQ8`0(+eu zsRz3Wj2~DhxS=RWVUv`QfJ1w+yw+0TlP9Vdi2QTOg8J4{_A%G zmN`IA3dEfkZc60z^eMnDEU?F$z^^XPKZsKiy`14Q^&;|SQ`ksh`KXq>;^ca&2}~1qkMXcw%y}VfwPWYy5}TBVdM8j`cg%I6K@a+h0!n zKR*rr`R|kQ`Rn{0o$XCEjUMM}c@f?Rp(?b#O*4L0AXB+3F5a^$E|2nX1Y<~@n?ApT z*(K@oB|wq;B<3y;y48!8XV6nt!rx}BmnuIR7*}c6?8bgqMB1hn+YPo{ov6E)$xRCd zyOG3WJpQV#t{&UwFae7M$6;zpaSGb+0Af{eaWRN18u~ueV4n>9_XH`WJfV-GC9_*CIX5w%% zN1EshKl!mX?YvXEK7$04&u@YvsG2uB1tiU~bBGnwHb>B8c zVwr3_&Z@XMBMEf}M389l-CNAeN*etVeP}c~Q6M=htN(Zt`We6~khvqivC!xBUk^);qivTkD zVY!K|9jK2y084l`LJ_QI{A;JX>(|qWMjgg270&Fe){B9YFUiH6fPsPTS#II2KM5yC z1i_nuHYKjwUurn3_EW!9wcBkr2mm=xi0AGcX~=JL!qx|FTEEuiV%*8rkcwi8_`ts3 z*hD+$ty=+4iAl=XMLrheLY1il;G5$VPvjhVc-i%k%+VerzpEe-bdvFDP`B)2>||ky z=~0+k5#IkU4s|_69QW+bT_%=4M`+Lv|FP}AUnx1&@hkn6&P*yjeHw$^`*k}i0Wtp~ zVz$O2a~}M-!!hi2Lofi0vzWX`81&r1{Rn5g&H_lyi#*F<*zVsjP3JvTZf8ptVe>z4 zH#NO7Q27>zTU{j&?T%wpEK@kk#VxO0p>8Akln@u#YV1VsW5IAf*)ehj%-2$^bG!hl zsR+aY)&bglw; z|H?E%SelFOV&j*hqM^3es;bh1`%I7sdWr2Hr~G^r7kHe0dLkAL0=BkzzUevh24LqT z^TMK{mSfvob{vp8K@+y$zP0`QDHHyMcg`_C{AEKhg_&@Rh;_VQ?qr)6kTG+cJnWC} zTx?6IwBW;}7Sc(X|IkZAAjB5h1z9g@ynPG!ON%^bvtNq%qw1^19<^sUU`~o9?2nEv zK|Tas6k{b^=&4zLnCY|pAoHYolb3F?kb_ue#{3_8Q*e<9q-9 z=QBQjO5V=|dEwr%vAE0_q9+F{_w#HF9{b;X8rdl{S}W@4ps!XPHQd`tj)mwk7H-_2 zp?&IC-`qO~4A0s9D)|+*hZT=N)@szUWyDmwe^{Q4!->3p&A+KBiEw8(5r6PqShV)b zq%D|tW`~NFav(7@UXXq(+68L~dRQGpMdcdp?5{kbpDNl~Q0g&Fb7M)B)^me?y>j;?lja^@xH4jLPr=TP)}-6WD#xYz3-^UR09TL z!Nyu!&ELOYr>@kY_9-mUPWW`fwhS;E;F5vDKuD-QxKavc(g1vlrA;hd;{G zR}a$ud;h>|IaPoxo*&`CcVK$S3e|LmwAKWN_K6@4hXUZ=EvmV>=Q1*)Q%^R-0C#-{ zo5>E-;ShAUTOQ4<#i;QrF?tU;HPk!uH_bal8eYs*nQT9`ozT)@!P_uq574&Q8SuAk%QJ*c(8;r5+s{FRiNz3TFk zc5)ObX)!RS8;j<<(!IOLvk4kzVQUL?6VuD>ZSZ{FON zm9}o6r`NlkV51B3z~QU_T%+kP35Z&sW^W;|RaN9yOxQJg1X2`%pg{)lYD#i%F2}L= zmEkddo3`BENjU60J1;1-;bDl3c&vA0%HY$_pU?JL3ef1C+PGJi^kaR$qkQ!g~sgX0ACM)j2!~mjM%WDna;? z=zKsPNkTmEdOF#?vsIVJ@)e47n&d@vn90cG9>`Q;V=I!H0=XNF%g1BCq#b9dOe2yU z5;^SDZ#ez;qMa{S-{*g?8_ms|J;VoRLDCZw>!_p`>h2UE$^KGS76P=~8}w?^L4e+< z#*VscNr`jB1MyX%X?B4ez0q_0YxQ!aMepKQpvwXy?A6fX)&@TU0oGq;EODJH6}{F~ z&PAU;fywcTZ1`Z9CPx*-GwaPqFdgX2O}YNX!h7hLPt_R!aOAh|$){OYTeAa+Pvhrz z#L7CC4w6`Ttw;sf+$eAUDwQ59DJc4(cIVP~5-e-}tMP@v3t|FM%i2gBDVSbzSsbt{!)ToEIrsRRc~g9xfJ72xqWAM)uSn`3wze*4o|!)@5|Gtro!|M&sde z01K<@1uui@@q==p1Oh=b)?I*gnvzMJPKBF0&m^%}Qywfdv&2`g#drAhGfDf&A6owc zjLu#7-_PK8U3ALdR4As01v^qi#yhSCrNaACd1ZR|KWSMZUNTMuxbb z^I{?QdBs>ze|iXeJbNF=ILebGigj7+crAIh$bbF=jM34q3j+JrQSN3QxJU&@YA1C3w0mSG>VshD(gCi$SN#u(cFs{{WkEJkdWblt ziaY=-qA)Kge~JdA6(1ze4Y@DlBx zjq;%$>_Tp2(W1&Dmb0Q1SDAiXyN{^iV+gWbyHSRksCy>WJ&CGNFtYxy#5Sto(qeLFBX^jskt33!f4)dTGOvUvqM9dm%s-+E3#jI?^fF;{?hZt4H>1)NO4x<%5IU z?mF!WiTeCM_N##tY)h?LlT&i@SCo(tw=GR8_&iP1Zr5A8C%y;Acw!^rk3H`fPAo*c zpf-_>ykLk8BG=@gxj=lf%CuJ7g_!ePHKomRtDFF!!&3#1xrh%Jg-?WUA9M^*XsP_y zMxMXyWBPaB;0aq`=#9eBvXwQ5@iM2oH*T=oNA&ggTTFzhfg*+YSAFQkkEy8)4cgmG ziIdbfLfto}S`Vaz-d+z6bt<|~OZTT7m|dn`m~iPT?S$HDF>n*EM=$*kt*CY2_W*F9 z*;-_Pmi(0rsq<}p$Pqd6>7_z9fDf*sVi{r|1(DIO3tags2;RHT^$>>7gTcNWYpSW` zN~3Tl<1_^inJ}gK`4>Ky^!@&&uD?-x?DYJ(bV8$q&ztco8)2Yb>23n7baBe@>>%{$@+(Q{KPRgsLEAneBXh3B9ocf7w((D$$NeFmAep{ z(*RVBsL6XXplE;a(EjlloyboanVzA`SFe`e>naAJxw$47+m9?Lm=su!%iTc9p1>}m zdf{3|tmOaWJ7ccL+MiZI~O9UA1g~F;nqxIRR#6)uP)7@<> z{$*;aCJ}5#~b$KS26)g;{3R@SKRXx*g^r3_Svf>yq2>N2+Vf6 zjlaLXk(z*qf_5w#%)qnT#{8OGOMn^kFoaqvZnPT@12uuaxd4P!OfLW!$NffCq6#H` z?4H-x#W^iK0ANif46p+iVT0%^gll(pbs4u7j6giSy{|Datn+P*GQ(r%jn#{^LEl&e z;GN~>*jjTI{(ymOMoFFaN2bvXB7=Kw-#2{EOrt-!L2fER0i{{d;fOrfB))y=6qW14*US9b6v{Ic|pfJ351M8`_(@h zbZXy!ZhQh5FzfcenRtEa1_lPWF!cQ9f8uagSXtSw(=dch=vp(f&{H)_4WchEAVEo7zqinAHK!;fC)+RxuGF5w_BrpHoO%u!ElETEb~vy*|N9} zW1~U;FN~gxZD5!$hLf zoF)Xm>G4%5%}b07KZw(+w&X=~>L`OR+rE9(meQAA!kRUZn{Lr{s&Co{pu2_wDRh#) za^a&lMO`oR?_AXc7H%_UXLyb(9_;1*sEhEnX|CDKx!TST;DF$A9avl3l%|r~M!F5| z@%Q%y1D5k`YnZLgF*NHVv9zkS2F#$f;ozrsm$il#X^7mY^h<)yo z8EoyP^2x*LKt?N7keSX)-?+}~S zk#3Aa6@vbZpw|JjwmnZk9C0#nHNWKVGtX=dG@} z)ukm@UBg$mC}%t+rmyK_t16x7u$yyB?$EdSHH-rAb%3<-;6BGi z5X>V18pUV#`)!iV)r*%d;kJkmDt(t8R#a5#_^Kj6x>T*Msrg*VWT|Tzw2_@a5np*6 z^fAbgPmr~t7*$3Es^uZ>v@ji$s$pou7MUQ;)xA+~pt4WY(bs8q)}9p;TT5wx<~qS0 zL|-2&WcNF6**8&7N}fSW$R>BeTpgqAwcmed;4P`5>k*fC$!4>4?m2!)U zrra|~uQ4;XMJVJ6u2sXAtKFi1_knBD^77N+d3mI&T&d&h>w}lTEpzlO>bum7iZP~R%zr5e{&L1m^ z3`u|WM*Yf@fKm^O;5)sJtfil2P74bQA8_1nF%$rI3j*LCLsA%8!V#ZW`*w=o5!pAz zOtNz-RPWn(jbDOyPJY}-Q3hO#=W1p*-aUPnr-y%ARYi0Dxv^L!!zTgQZ~j(NRCBj8 znBEJ-H6Q@-ab~E$zN6s>F_!P3kh}hgqvJI}K^lMjVcc6ajh){L(DpHSxHP(}>t%y> zMLdYBp!EP~Hm%YJ(@JmO3hQKn6P*dgnMEx#HBa}F1FHr{JrKyid}}Sw0LmN+CqfN} z&b*-an0I!Rol0C4#X9^c~E)JZ(`a30ahvx zi%wljhGAEE8tn-%qk@OX}zF~GTVNh*NKFHT@^Yz~%cMj$F+#SeIudUH(jB1gC0{J@DMp z(z3D*Boaikn;2Pwzn?Z!V3Q>)YmS!<{GP`_VulNFWC{--K1!R0P7a5s%yAHn8v=4S zB@_wsgXnh6)I&ae6x`H=Eqmu?ucP2uG6vjM1IZY|zQz=am#A8>9iYIp2IxeM9{Wd6 zpEg+ta9Oo;0a6JFH$mh!S_zii4h~=Y1~0n&mHzzaClTZWqC?s)>*97x0atfAyMhLs zvQ*$)i%;Q5SZB^lmw$&141%!~37a0fOin)cUFx*FvnvCXoZ@GwV9=+I%F0?}tp)cp z&bAQ24>&oSQ7A@X_^5`4gqpnk6)>*p!^a>#`}KUGEP`!fir1&IU$0(7M%cu4Rbj$- zvt{3)-v7}!Ffff052~%z7P6bMh8MRP8*R?`-R$VNXt*-lWY=JCu{v4xh?+gZW`OQg z34yhXj1FF)6x-TgU3dJC9sK=j^27B2F)-_xcLxJ)sdh364QG5OYqIod=sOsY`uTIf zr%#{Er!QCgw!VbfDKw73uWA^$3G(tvpl*4~dU>^LBJ7!DqnD|erZYgFX^3kL0#LE- z!EV9@!=E2;VE6wp@UID(Y7Va1=|iFFu73n}){)}uA#7AW?B-6leRXle|BST+yqn$& ziali%z%0kj`^VnKI=TqBoza6^PSnv-qXkF(Y6sIUz*+rzU~V8;SSj6T{C#Qd9=gVs z1*CYuhhu*wPpSg;6G&AvnA*Is0Lu=ps34*fS?=gUoNH1xdTntw8%eUH~->D2;FBLj_B@~tIxoT=e;^UKvlEuC5&?;q4Ei!;E zO1YiR1&Ep1(#1=pKzeRqk?#Ky_nu)*W?kEG9LFv&7DSOUN)r&U(5n@sOP4Mpy?3cm zQBe@k03yBDP^9-JA_CG&fDl4&A#?%+0`FqxzVBydp8Napy+6J$$H75>kSlv%d#}CL zI?r{kq|Ub`C0YR+jqUBhlx-Tshv?|9w6MfnRh{H7C}o=JX=yc97g7LsrU7+O4?mFG z_3h~R;Hv#cT9nPJvWhb=vd94osXoKVybRMYaeiCAsYTUST0p^HZ z=nQ3h9aey7Xf^XcvJ5^0ClB49B9rufAMY?icvVE>h0xG)Yk8$*@4IEu*uvEJ^v)z8 zc7IdV4d}JBA&Cd??OqRWDhFpGw~BO_mR6BtC$_n}-j^fx*^rSZxcSMc3s#QvvABx7 zp1xmxyLiSIdFxgP1&G(u&Kv3H8jd{FSE~=;+dcEVv{aZkPQW*N8T+WrkruIFYr8W_ z6Ks6rg0A>RL}pG#LTUPW1fLxrbYs>hW#{@qf|r_EQb9%Kl+mdEY#&czZ&*MuV~bti zGzUL_&tx7fTb9K~OmL;t^2|3t#k+jDVvN|kl58&`78<5?@V9Q3e0|I@YV}E*k3p(` zo`JS=;#y~EqcU>xU{|l47+bKt%zEWZLH&nw9d3ZjIkUzf{oh6-#U+N09e1Yeu|XEw zd)7|sa?JGOh3kkN@A<{MU1cBlP3WJG=+?hl*w+Fg3-eb`Eu9Dr{qR)2C;FO^_($C3 zfkKN_i^eUo>m?|urjXY!2@3X^tbm9O?TK?V~v(+%bJAHp_qAL4)a z`*lPys`#Om1^I9Th+7fY>wF`2zAVcizzyN#yng2V*&ppvl=s28G%Vv|k&LSmqR!U> z4#gprfQWzq?82diM@WPig(?qk2&i$4OeYYqucPeB-z_brB31O=w`2DB(fETKc$o(e zzTk?<9*;_V7^U{+cbxiJL?g?ba;1{yI>5$Fi|v;>$hU;Ox@7b9&%y^Fio?*O8=QAJ zFFX2lx+MO4D*pWbW9#;@TEbiLNJuQy>K?|;foh(YWq(fWU@ZWZM68|_8sZ&R13`lt?4w%dUtyXi%q1U zO=PE_Y)GMOB>%BXz9*%Be|}x;K<-P3bZ?+VHEL@Z5(RArE45QnOoCD) z3QS|2sFb_6YSgm?b<;E~rSM-8bTvM-v~U+XbhD=wcXi#cxr$>&B5Mq&5W3ld-ql9F zfCUbxEXUdP#{-QeP0+V)z%u8o*==@dtW+9t;?Ibm1jVPSTQ}bhGdG_MXG=DM0%X%^aZR$bhj6a*+RYwW~DGxV@~6 zvVrG7?yXitdAZ+DiS=CAS`{s+5O1Rv--uuFm#bRu)8*pJo$1>Ap30uKwD=P`T7#DM zgoz+JC&vJ-h0Mxgkzthu9bSiHi15(RIna{{Yc=goY&bzXP*bCZyi1w2Y!Bg3*7VvL zq24%s{_M<}@O1xmnN7^&Yvx-klk|elZ%-cf1#PAEDP6ma@^WctpEFo&Q}OAlL4V3L zboPkedgi&Dq6Z2dUM8D6$Nr{lgJ<~lx#z(08IHBBH-SNo;fk?6NvrTNgoBPyF{I0e za1fG$B~{hbLLe)>zJuS*fhJROsAB7Zx${=n&O3v^u@&U>^$pMiPd)-IP_7C!VYD=} z(*Kb~X0Ch^4TFN_mB)`!yT0F=FA!+vyYhk6du2JToLHGyj*X9%@91@P(})J;>XqMPIsHb2N#@=wLh+)H7IL?x8 z=J8XAh5L%FtsdinLNS9-a^vY7*bs0oBYh@WI#{W5LN;V#^io43K9@#HFB=Ml<;@Nu z*`R}k9Ji)kTJ7`aw%P07&M3QjA`MInpg91^Hf|dHn_PN&ddOlhs4@Q=2G$n=5 zo;}|`yCpHX(voKNeeD7lAK#+0o}xzJ_~!gvRS@aN14fBRoM3hNcTNO!fM;w377Fil zUmr#+=-^JpMnP6)mNUbKTR{oLK<<$WmKHWPCw#E;H=J31QvL0|{_BS}<^v-JYr~#s z0BU>CR-YB5(=1CTX~UX-{#2j5aG<@wJ)%|AapElq0_6Y=ow|{YjXl%w(PvmtUf$mA zp254jKIN7JVW{MpnVHpCj%&X^1S_C~;V1l1vDq9uvHzuCG%uHu%o?|`GYuVVQvj&5 zyrrNJ{=M;}xCAd{r#|Rlod^Yeki=C%3EG`l;WpP=OQE|!iv|OUB*B29(HQSgtoA| zS$TQsL6?MgTCT1^O0nV@P^<2rsuYu1i$I2jgnk7hq1m($}<5}oi{d>FFe=QBVH!x4fj$58U)1N#{bx~A3LR%ZfT7k>KQx=YC z+X#j`S(_DBQAlDp&Y!fM_E~zdJvlm>kQV2YTE9+p*jH5*Ma#&TlAeC$(B_f!oN6Uc zsPP4&1mo>aU=xBU9$_S6Rq9#I%fb3$GkP&o1)-eUEl$2%dkb`yCEApMX}G;p6ACby znGI=~q!wmQK>Br^;(}=v!lkdR`Fia6(m+_9?1uNoWZ+w@`^FjqLPJCQiDiVjImX7t z9KG2tymg*A=v!G@TK0v>$K0(1Dx?R97J@^;4ipg!d^Kf%a=JgmisRAFPj8_O{>w@5 zpWSk+{ddHW{N-(#W-L}0W8hgN=Pw`gORbrv1@V2W;)BhzP~Vi2oNNwYVn=HDKo*o@ zUlDZu00Ii>pFf|!5O|mZ_0b_+NO7K|^!WHMM{>SfI5_wUh_W@0ieo8QREgp9Oj%^7Eko0m%ohltv zp>xw|HV(JNot!JV={@p%RrAk$K*UClK|r;x?h+R#XJ5GIMkXAyN2nPdftgh_~88T><+}jnRe+IUArn`G2T)_-{Kj_(s5n6GGm`pT3Qz=KDv)WMiR zg;bc!#M>lfb7;%Nq-l1WSD{Cdj&63)`0!CgP0gIQ%%B(!e)-;Y}*rx3f5+?;pq4P zXSz~!Uak-2YxLKeGzd*CzkXYmQ&bFLHJP6H4e{R$?FjcB#HJN5ukDw4*C_dlhOR^q zgOev}cz~(|fwUvxSsmJH3RKAT@H?Z+-3PipjC@dPjFs=bK>Pge9i?^+L#;(&>ZJ`g z29Ea+U`4h^Noj$TF;6PK=J3GYKDPxR>_nUSh(N?j`Mz4AdWH%$sV%4Bq{ZwlVi=iR23%iJj zY*Ul0K6c0b=n{=R1J+uQh^CQR*t>q^EXuQD01S*YaA%~ELDdBTZ-j!7y9DiGGik`z&qJm-kR z1&zzXm4-F82LJ6CLD*LxMIh@R>F9v6BiaQ>0kSAKEuc=!MYtNAW7b2554&3ILdw3$ z)Cw&uE^6W&zM-L^pYk*7s)?z|Y=R%tL&z6f3s#U8t}N`9fc~ED**um48$Un1OmewN~Zg>2WQydV{-H>*kmET zNE{nG9Y`;tx_jUNc$*lK4K^$)d|G%qzlGN+(s;Mh9ZX&*&K8sWE<~^IypT^8%kMkQ z+_{zu(IWIWSPfdw1waX35ePUp_J8}=TL$3{LdNtWPm-5qy&0n1lvQMtLnrmfKfqdQHqP0ej>ogkmaCQInc#gwlT^uO~w zx@O37T1o32Y3W0?Cn4JddYon^C*K3NkI+{Z%OM-f9%5TP%YNwaucgHQ^gj9P4w48) z*fYBmi-bTAajeJH)ZVSv6Fp%eD7L=6wKccxhM(-w)YVN}^F2}oE*+eX48(mOd@D7o zrv~|oH6t%imM5EMWo<3A?(svYBa;+ivA)R2IO!S(PI3oOUj_@zf|FKqp^I>_I;hoI zWI;jT__OZRRv2G0GzclMXv~RG^|bG=PxAgb)f%)6G2d0#OE@>Ygr&7LECsD+&q^U; zPsJGS1sg}FH6`oTY%>-W>#W1FkV6gYmvwbApJC(ysvW6pjXzjTIawmqOE9D<-9(F5 zV`!vqu+k&|+CW5;!A&G@Eau)1ICq6zv>Z#g7P3acqU%R~{gtM# zCE?#(0Q0^qZhmlzCWj!v!MQgQ2fsM@k`|>#)QMWeuyA8z<09wT({NV1dfNSUR{#Bc zWCsE{5XlNtdVwo|3zYvVsym3Dj9qEw-c!A8l+XsvDetw$N~oDCE6ZR9T?ht>h z77?ubg370EP*ENGc;`+s>BCyykX~9*%{ES#_S|4!jrD-4_fnmV(yDSKe<#sto{B<# zJ-fHPwHNKA=jez+g@imU7|<{<$Qdjbef{cJZdTz^8Pav{@BE5!*A*e)1y!3*o#q|D zOpN(uVB!2prpTL~#Zy0Hc|aIZSKu*P5%Oh(FP8lO9{pdx&v^g(eER`h#b5c8v(bcw zq}l5mjls;YyF4Qm=%tJ*Qt}PmLny-BP-i76})2L#gy|iU`oTUFQHc zwAq}0X5~V7i#h*V|Bxa0z5p&XPz8n5jdYHd_GzN!KC9sl~7w<}F+=DzyC+O?)+4FB(ng7(GeFaP1a2Z813m z{XMMAi*4M)zl8gjlTBq+hvL%>^f~y2k(3C(7*4Qa7i=Qbft;nUEN)7LD9?=y7>^tuFkR~*0aF zb&~ndbxYs=@s|;+%RlgGxh3G1B&vlW-539K!#1Zx*6pPJ^Ws}}iNE~6AFYQ3!kV9+ zO;*#&4jLT_uN!#IRnh(DJ^$y)(t0=Hz~h3njFNB!qOf4l`t)Me|NQko&z6e%;AM7p ze6pyNl$4V2Ul4_2>%;#okFiOfT}OP$&4tDkmPJjLL}D*uq{}p~5NAEw^N)5jf4=(& zAq{h|)-*(A*GKZS#`6R5TG~3+C|0BtbA;me>f!(9#*K)tdmtX6UcUS#nZ#9__KPLr zd91NTo=E0itVjFbn&SLx0A3Q_Y%t2EbRVPJDAs_K*S}puti|7~uc3T>nZEnqhGFQG znroSWkTTTHcGb}AEj-dIZbI6TTWLfr1wJj3gSbyS+eS#^C;$=9hN$I9>bz2rCObTAu(H0+zWLuiKmL~YX@q2h^^InR8ID8b z^~wMARsEj}!L#Q9ZxV9;I!Y{Qvu96uhhUZ+X0sfS>?6Ay0*e zr>}bW_)^i>tVL*Ua4-OhWDo9tPN{v0m?f#xIhd1KA@TPir{|!4X9^LyzB59y2F>;VxJ^a7IKRwkytmVkXw7iUn zCB6>dNFE+QEfxqi|NJ<$Y`%Zk;%Wza`it8hCu)VLkvac-(Fpo3V&4+th5s1hFH3>- zaWJrI9Zj?bv-eH}px}cT-H)sQnsC*`f5|O5fS{uaNV$KXLpd`wwa>;-LnACQGO`9$ z1=Za|T!o?E%^U56osb4LkG&-2(2o(l7E)r$dgNAvkz)YE~Xx`|crV=tHY>%`S*_ zAJ51>2t2TQgkeUq$&ZU5>+QVt-om>) zymIH4s-Wvgb75+#Sgsz(Bhw6opn>^}L#tCWL^mx?n0DSc$@R*q zzZyA-fIrsG^8n4!w=#q@K8qP>wz+E-iYZ+a9e z9KNfY=H~~E-YXb?YJa%$N6yjWRTg-+w~ zwY7)_YWj3g)wtr?@%t7zwj%RMK||uukk{li-4!7zL+D*i&u{-65~}h2w-3@X(hg)# zyGW{b7o(F46|@Y?9!L%kPctB|3MoUX3zmS&ov&Y*uri8@*}E%0@e{KaUBOJA4+I2? zJV0$@ZLI)_Y4_Pl2O&2)a;16}+|yzG^#mBz+8Q&G?~euC!!5ZvbH;nEiC+J@apuC# za5heKL$yrWds4N!8XVc7Y9S4EO$$OXqyM`g6f4_Fw>^V0HkYWmix-O?FI)|;_DQ%D zG;Unx4#_&}sES0@2yK~|@8@V^LRo3UL%D7e(g9Byo4FW+nmE0JE83QyoTPJJ9fYmIOzliXY~-d}U6iV+I5kN>jSd4Ks6rqU~%cdfA2L}RNptqAVzo&yuI zT)doNO;3BiEsyg)_Ok(q2>xvCy5UJYmaU0~8ag~GSL}4;vl?qHQwUO;hxB zjG*n{+zs|C*B$~YX0iO$o&GelTbqdC?#4w?XW{PU&2eSS+z}dF+I3^qHus!f%U&d2 zKczP=%b`1Js=wWL1J`RbBTwwLjUy9QxwyIAEb$dmI0y07m5g#|V>LNDAoikMtrw}t zo;20wN);cIQBiA_ttkh{4VYam5M6}X>v8(`?c=$6me2YO&qyu3M-8FHJ> zG>R1sSPM!lH>R0fJHHmAYl~u4jJ&240!ryEhjUvKyJX}t|6dN#Sha0m-4vCNF7;J z(^FMrHMKNjh-NE)nufa~rKDOTMefGsXe zj8Tjfz72J=AM5IW4_50vegJVR7+4*hq?n4L#arb*n@a~{G*h#)GP@GqUkxV}GFG%* zK;)ovF~FmbU%TtqUKWSn*;R(wz9?YUN1J11gU_Jb-O9ZB>66m*K&b_KWhI!9=eGbT zmVKIWdt=62O+oJGoRN{ByPjbG*MH&-D&ze>GG?Tw_t?d4hA4dsog3Y*Sv(tQQ2g{G zObxdS!Id(#f$V`B@C7_VPcIrnGmO4x7(5qne&CfRRWE-5lkTQJhuLVU+Aeg#D&ZWk zCBV~4q0vHS!bdE!Zn{H7f4+Ovoi;4Y($-efdOqGMC(pc29A0EW`Q9pbUQ*pyMr=<% zOzUBMp^cb;t8+f25JN_P@mbudkBilmp8Cieh^sQoU8tN+P-;BMcsdujf{nJ@=YB>d zwfA`|{XfjN0=x3-*Kb6Mwzjr6ehf*o)KDKlbf`gn96PfibCd1m3@p%Ey;WjoDqqE{eQHf<7Ef^~w7((iu4k z1{We^3XL&L8CAz8Kz%0#B+!I4a(H;SF{^uDyxm=ef^+ z60^20$ZM&WH0+XL2%2zmDX>C-yv3tmcxy3>eCzJm5yBuk*O|V=4S!&g?p&;7ZWYW<3+j34?&LAy zPQ`ed&*@0-w0ujmx{hYf?y1q^C#YP+Qen$$%M^&|vs4;>e)Fwi*4#D7F=*0dbK|e> z?xy8Zpc|Mvy?kpyw4KeX3- z&7t(8y-{m))W|)Ts{M8eV4KfW!Q@~0azM7n=pn)BKhD-8l_qT$I1#7LzDB{txTw2uY@m(^gB1X!ne~H>q zijM4Y5D|Y9`ajixqska;WofnE#hq)h5nF{yHVwGH=)LsOXKlvUwq02fJ1Wd1@}!iy zMC+h!@uNaF!*X_IN9H#+78ae~d2|_rDHN~u&0J){NPIUf-*kISwqjJt9P^%+2I^^n zPLb0FQ)~H?H^x6d0S9Mku~&YFW>YiQ;(rlua-#Sdi(BTlj z9@5@tUQZYGv|uoL@ZiB;oVRW8Dhdh;e$zTvc|3^gLf}Ysr|?~_jLWI=hQ^$wa7{NddCH{$Sn3X#E3kAuUZkU;mn#Yro3xJvibTE40tCX`BJ-e^yJYF zTnSPu_~}mY+(mj;+3jwcrY9C32j;z2-$QHwd(lPQAm6?k)&Z!3eP9L4(rJV!EzHsr zB+N!VWn~X?JiZru!ZT9=CMXcWt|_eU*n^()w*>6;4aSwn&HeG((o>;;uok22Mg-FA-U_n@VC9z5>~4 z?`d5jb8-(9Yij0@AEFp&`QbPQZJcvd?}9Ph09l4DB9pz3bgjqO;nFWHFWCL+#9Kj{ z*C5y3Z5H{okBaX*p_i6@1>8sq;UmMa2fWLq^jSdje@Nseu5F`XN}Z@Im7J`?68#I_ z1ejm#NPHM8ZjT}s8Wo;fNECBf>M#Pdf)HG@SL8ZBm;_Rf+;Ep|OLNBMGMRIB)yuXH z$tf|UM1(5?8u--Ik~kf8c9>5=$N-tmI=lJqa<-`vSEk~ELY1qR)PKSgZW#!P&tC{ikJ}xm1tq}J2-B6)j zxE!D;`b=1DpwZEVn4bbnJ?F-L0OoCmqBD)lw!kq}fAlCFmTbC(8apQ-nSPj&(5h`} zbNmZu_;5|_7-gU_b%GyxR!F$dB&)(|V!;ghz+|@f_-X;&DuyX>hBQdi5A+(nntBCRshdo zsT5!U{@>Yke2tG-tbAMcfA`Kc!V3Swcd*a|{Uq_S3$$Fb#Kcw&R@lW+n=y30ePsmG zQ&P?t9^s;1Q8R?DzYt+*W7GTm^ZC|Tk$U3xEv;NTNV}_+5FbjLegfM~dxkLuPG0`i zmD!b<5$W3y2xHymyFL{Xf%fyUq$GUoaHHjH;vxU{^SLlGt-ekM#q(m)YP?bXDRIhn zrH)N^zyi(r21{xHkO{Hgg8jTQa`Ww-ySR--Df@?eKI1hpIYqV<>6BC(H_L)YR~dtl ztHiLNjUKhg$S5)WalN3Y%pt7zWh$zt%DFEYm9C9)z@~(*6=72$2>B!=hHz-8>SVrMvJbz0F5rGdgiSA56&0dK2F7tOgvRo~ z+j95xw0PiE`E~pC>_h2P0C!y`W>l)ynrqg7_-?dx7Z5aDD!yW|@(?pC*>Hd_?&=xd z267nfz>0w|K<>Pt0vscLHw)JAZknz-Te&$oN=VO9Hek;*Kjybwihr>mCBhLN77~Ra zdAP3&NUV%d{ND1`m|ae&zd%32UK);yP7j^<))u#U=tpZyI4c!nmqSCtfld{V9j%%f z&CNWPz`#JV{dyXCv!KY*rpQu34rNgs zWss1SG%%R&61BTXClyv>h}mV>Bya6c0?5s{T|^iZ*d~EfIyX{xSEtfGwq<&ohge7W zXeLerSwNv-51F`Zmz-LCRh?7`&kX{YTnLgDRaD0wr0sU0PVY}ik~FJ1Hb~!NYKxA+ zTg9yMdpm>MlKmT>y~eZ{+h-3SKD%Rqb(E!9v>{6IDR8(eX_;@*c zW2?5o6ALGgve1;idQNn$F!0(k9E>h+&5+=$d8k`#+wHqCoH8G+w|_B}j}mT9uW}#+ zeyF`QJMA=({I0pFsT;&Q)^`1vt>!-$UzFM+lhY0RXXVPF1bv^i2tXGcB5Co@5p1l5 zl&llSm7|?-&ubA>!i0@QP^gAnL^;TcolghGOj>bbNJC~u265`9ZFf&k*2{65-dXRV zos0L}8XAgUlM1kR8~&1)h+q7J;!?}T0e3FxG!Aq<(Vq*rCMs7KJO_)7(*)B}i!~(Y zejh5c+dDv+$&)!t??DczSIg&^+oIdeh#b_h87NnDG8NNe;TAVYr-~AkM=exS1k>cI z3d{_0pb}Q5Vq?Bnj2n+(p}{TYPm%O1oUaOLv4^N^47sE|F;+$@5XxbOF*DW&pB%oz&wmdDk>sSFJ%G0xy}^F-raVwOR!F3-C8N7~WGUSWB`{R$ zCrZq>WvCif8A&<;KyvKr z(2BpK4X#hK)uP!X#F?nk!jSv!^@-`(24r<+=3FLqJHFW4k7Z~3$H5IQuDLb3dNkT< z?OO;^6_Q=blDbK{H54A1IDj9Ryf>YTCIR`NtWEE6%j)>F-e5Z^<bXJrL;WFy?uWos>icbdGt&B-n**Qk6}mN;5# zxKo3-?0i{9e^XT3$jnQL@Dm2TJ{!3n)VSwC;h{Yj3#SMNm(k|K3xVHrq-IY%RKuRz z6&3s7m3s5;7rL*uC4>^?9a%UEfJL7TeI^62RztK0k9?aE+S_pQ-Wd?}UK(wLm8y8? zHOCrQsyJ%&+t}HHqByJZRCS<)%(h{xlfJ320Hz%l6Oy#Qo8ZmX2a&sIX7QC;cVg~M zWyy6dXx%mEe?d(^SWwfoLJ`Fef&t)~#aHg!0ftRU%^{_Ka{-i{Ov{GPUy-1Eh>VKb z_YA*%WD(Vek~7P}9!~N^LD9ZZ!6NJ-5lC%XcnF`SSoX6M?AT0`lvEO|YkJ||byla_ zG{=6N0=Q;oB%xl1GOJ_ql&KSM@JxHddyl$AC~crnL<9KHI{D_+($vhUA3A>9D)KYa z1s0EA+Abu`i+^8r!CX~?tP0j_6=ygnwdbv6S5qM;ne=QlFJ+72x>vfmB74kLUO>vjUbY`i!}RoVaR@1+)V1*Okabkj$g&ZP zx-n?y>}>j3$OcR8T}*OvKQHdw?LR5U@G(Aq0i~6>j zzso{UJo7r-pm##{48MO?I&}!iCkmt%=Fn=3U8 zLbqpf7%N=GcB{R|l#!jv$Tjou`sIbqtu62zGV?NI&&db;oQkcw{a566raY)cecwUD z1C3@9mF#1bz&mQVza2Hm#9W_@xSgdurGqC@Si*@f(v(Z10wsMM;{VSS{Ma zw|lG|C_AOoE#CRqd3t*0>9bQ_1Y($IWK0rJ@F`0lj|dR_FZjPbih2IooaeKUOt9p$ zVAzH>_%dCBB!0w|2*o@Sqz>=>I5zM?NFrbrjI0 zX{VRI8}SAkN1&=w(6(iKipeB-I9rI&%yxqIqS!;=bJ2hN5YH^`RRfkC;t!E3I%f@7 ze@xyplC5!KGAbWG0`SoFb<1ge=^#EF^8FBz=@hh4Rwbg~0Fi!wo>#W{XS3@ZG=jLB zj}5z4NnBld;p-PoK5_hbZ%2Rf+a({R13UA^?s7`>DPq9h;xV|U3>@6E3}=%$LpbJ! zE9}C7&IH&&evojk8xUBt&+&XtIj8N&q4x16i7lR(WDy>$hhUwrg_X#sHg!QOOS1m+zH{HI8lG5miV^FklD~ayZsF@$jN2)oAGGsum4se>XM31*ph|*}R|UA_ zzaP&RSoR4l&*hbX2;F0FDW^2~TMEAZ@rMCx+Y=eCr*+=Gd*_H}!u1*GXijy7}?H_!B6#syYD+ZB=%ZWC&F)U}kcI`WHt2nU^64t-TaTZ3(YXxkW_d%|PiA2xViwbZ>Q;-PpcpY_DNs)&Gh89jf?k)Z*$ng9>^8gtJ3HJ#BB40P z#%>pv73xtfoyIx~8)4@3&+6Y25-yc5E{O44&wSvGQ^PTN73N}*&dD6ls_C19}8v`pV~=0j<5^Pp`{U$1Bo(N;3pzYQ=2_? zb+7K^e1}SYe|6d_beL(g3eYQ)8yEHi7B%G5M;78VhgcEbqa~2MY)mt|av^8b9f*L6 z=kcydaY-_`BhRU%lRohpI4=ZxJ~OYY6ya?J>-4<@uQ2mecDZa?q~&E<0ZvmnR@~wx z>wfW=+V;mJ5mYkRilS$A;^C_xF1}Dk@Laj(%(IEVc$n&aC)jV{-HW2hL~rxXuUk5K zJM@i;h0^S$d$@To;vgkucV!+Qv%9_7T_jO1EwdjSfu=sB;B%R!NFVlb5y4bg?YcUmLoLXC5?-kJEaS?5_EwPdxoNcbI_xsL$?b^tm*<$rL zI(?NAT+_{+@vG|5O9`(|AAJzUd-Ube#4Mb?i@v_6E>3^L%_VnX*ae3+z-CsE7W}Wg ze6T37_JQdr^z@eCXp)tfhNj-aj=~}zUcLI&U4og0Ir!&Kw`%;N0(%of^oCbfOZ~Xt zYz12jJvNeOu*x$xCwkZm;Q$)(^yjgLx+RM}B*qH$PKAcAWU|M8JXcocPOe{MDyTj? z6QE_(7_ac_oaWn|=_E3pI}a8dkW zRIxQ?+R!JvIa4l>Sxj2Oy` zW~X;z79Ya$9cKvpOaULA<@ACCy}(M^w(H&duTg5<6LWKkdB)N@7)(zOS4oDPtAYZv zALTngV`BzgZS-u9yjf&-jiHo?h*(BemL77ukvr0J{b~c%g{O4=ZpnuD^M1Xt6+(wT zLG_klkn@5MBhrp6z-Xt*&2^#?=#(+%(lxsm6DUVeXPM4r4u3pFFK!=Cotm7UpV>?= ztgL8t9MMQ++bIl5C8$;Ci!+w#ZA?nK%;=LNrho4dkVK-8qa7JsZIdRnt+rB8GmNL0P>Tv+uUlo zUt?LW%D>MP_}=00C!Ys34ihehbg$Sgu>S~(^r6wH%!$yR?}186{_l@s!n$)iKGgAe z)>iO9tCgN=$~(qBq|Aj=%(+DbA@jW#_o5K?PgIQ$6(l$~IJ&r4x#C~Gyu)LVuYMuI zkGJ2e;w5x3$$nI%gLPy7F{GeTabomI6>I{!;G{-JMq9!Z0WBrD{#l=`y4~fdpe7wCzRd48bKvqSg)vR0yednJG zsuxTCbh}%>E$x5^&%w_fZZ7j%#HduH5_*iel z#mL;!6n6DoSy?$3YjQ=skMipe`;eoirY)Vlo72O|N2oiVqz=l)j*eZ;_KU8Y)SMFI zity@8WKA_alazXR@WpJ{WPaQ55E+`9>vQ(OE}`PyzP0zmeyzV)5*8MQt{k%O6N&EP zzN~lq#ewD)DPG@%J3c-*=c^oAlZSoT70t88#Kk3*-pMw}$tq$#tAsZ_$-5%Jqu<8M z>(3}$o6|mqI!zp?Q1+uX;|976oOka9ig-i~Xf{3_;-*j-n4_X}v3qpw8OL+Y9M7JU zK;a%Wlxf}jroBz=XQG_UdW*OCzv3u9U-*QYg1CMA z_Khe-IXT;th(?+~D_0OLl&gZ&(2et46U51s&CP^9Ka#Snf_OSCO1>Wsde_bcNN$gD zrW|d3J}lIkF%C8~+&^f1#QgC*qP2QXt`~zLR4gJpP$t}2 zHemAF+>hdXeS0K?AHWLXkrnm0Dzmpi)&;?j}u)I`^$zYOJ8yPU&@e;rI-HQk%Z$r>L~hLg$p^6hh1E0DdPjZ8_{iMoqGf zol=_;_1#F+#H<5(xv%gF;;L-DA60L8U{sjH%ok~WK|R@~K)#pseQP47kA{Ae?W*%_ zqQ5zJV{&2&o!^{Z=lf)Ga@L|-%TX?J_!+@4GwX&NYGC&ENHKZSJW-$&e!6D`_+7|y&yGJ z6XYSlG&(%;rvJ;D)jR(O#m2tL(aEK|w*L{;dz+KeIzLTQ%uFo@g1KFGz8&K+tdryC335!Ot*VtCmi#oqm#HuAsgOM;XF*$Dk@STv< z-m9Lozb*_U$wUPST)FblY5Hf^kVt{LhKahWT&8BOc5dN&g>1blB}oH=^4)TGo4Jaj ztEK@f!EyHI$&x-}rL0Z$^>-ya3&pcU_-()R*$ibBuASV!E;TFr{+~b(D1`O(8WvPrLi-0T zBvoyn3G-h2TrUXThPL(qowETC#9}EIv_x|*^Ff{@5XsW!qNt&9p~#ZxK}#o8-2Ov6 z8JYkWScG8J1$Jxeo?bv(?e9BL_xxL^wTUE}%#8~eQn(>s7YP_<6`!Hpd;deQv8DLW zF=nJOA=3x&CkzY>JSOV!bL~j?+lF40KxijPOWT_ter1B$Zf8qWtH|sx3%q0b&+-bz z=;#=MYl52R0`?RA=<0;qP`d`22Uf-2uj@K?$o|J=RYCjvZmEPPspsQ-Qf9ij55B;` z$)(_p9n~9uQ*5-bgQ`_uP6%r&tQs$GUFHYE;iu}yi%fAIj1R=qAql`KB5)sdmQLsq zFK;XI+mH4ZJIkBN153HAU@uFy^{~Fd%Hv)wEsS36SI=Ew@RC|xxyT$%S|y|&ppb>I zsnyjvRjHQKUOB*6*GaO&n^(+zHVgUmF=OTCLdsNIgb5}Gb}<^Wdo~_hZj+{n*le6c z7n(1t5>`S0!Wmt@OC&ouIOJu=&P}ia%$C9V-V4v7+-!YA7L~YtZO46!W^Y6&m}PI0ou(!xlEI&xV|1@dRgB5v*xP)c`Cb~163d<+r%ZNz&iV1_`cpR@c7%cPry_QSG~>@168gmooDj%q+RWKOBa0Q%3haO*Ak~pu zwN3NGTF~n2rh_Yf6>K&X@}(DMDY$QOFdTmF6tz%dOkT^Y{&mW0bMu+i{LDvsF^}Zo zy(P75eBu3Lo+SM*!0nuzoDw^Uh&$f2@y_2`Lt_lGrOi!c%Vt>sU06i;@jGr_D=Xi1 z9+o-DoC*SeTta+?8Hxu+N-z0ZlV#=GKMXuYrKS1VR?X72RxkaY#)%+1o$BV0v&@Y5 zS$m{ZfRCbzDuzBEsb@?vl0j1w4|t9vv@AN^CdUw$iLBatm-+sC zfty!kVJg7~yg8oXzm_sOpZtSMT{^)!Kga_Jw!x`W^uit0m(hL|73)?qFEnMrS5ni9 zwt3B~eYN?Ab=DKCSbjK8va?fVFz@DVzx<#dPXt?L-}|k~%gGg{a!xo-u5m-2^l3qr zVa<73j?gP2Y#PSW!TAJa_Y}`y+_Q&F3k&7MPf-kUuU4-)&-?~A(x7plI%bdqn2oIJ z&b93?t(<8=-2-J?X%Rf81=MDY7M+`QFJ7Qnja>o(`I}r^#J@>0FZ-|%NP`T&cygZ} z5qy*BaC>u`=3U>60dHj*!|1Il$&{2v;@sF}Gdj8mMRo{hi_GIz_dV~KD`M^Gj+;Nb zmAPDRt@5>8;pXnnk=Ra7y`^tpP!0MZDXE@G-QJ{03>1N=)Kp7l3q>f9N!ux+o$Br? zDDwS{k7%oL?^sZlBuoDv_TD?H$#iQQ$8nTVL|(_jC<13j5b25n(p5$g5fEuoqtc{C zdI`m`F(U#>5$U27>C#IGQ4x?5Kw5-AqO<^kLxw%J=(5VyowG7GTC z1!}=SMTY%Z^)1xMp6%OXVA{rKWM&3VR~H5irJ(Kx@b}~GF%Mi+(n~2X(x^36Rq;TM zf5YNv=e?}|buKk})FqC?YCBTxCL&#sR|x-yW>OQO#Pz;#U^ow@My2{RhL8PJ>VP#A zOiZXbel1?gePS9X_<+rb9fli(_4=dm!$qX%k7@^EZEM5xq+}20n--I+TnItQ$@};0 z9yhonI1;6MV2{=*in{mX^=f+5&*60esQ^*Biry?KDd`vKvNkmSjWhgZX~~M$e5~_i zQl0~v+2N%!5)t=@i(O2~7o z?q%RDcO3Ys`01=}r)EN_wIjPAD}3V`CG=S8#ZgQ!R(E4ch~oC7YEDl1qO;bMf-b4x2n;`3v0<$3wp z5#Ji|h92x5{_i&*%POniXf0A@0nH)#NtREkw&$_*M0=#p+ke=Q=<7z*D@)gxskl3q?dlrzR7cD*@DCj%F_MISB{IM{kBTgTFJRQ@_+yLV9JE z=i;)wykfzt`u?hk&QFp5SbCs3PFUf3ti4;lLvtbzF3=z)6;oHlqsqUPm>FaSkJx(x*HWf@<$W~ zp^L54xKD6d+FL{LrJ%uG#gH2bYQcbFG0| zr0{43r2usVA&E?XO-)r2JJ#(Q>h{)$g7>{6SV(jKt$nwQ&ljR4 zgr$hiDk=gSux=`TQp24)R_x7cT0KCRmW;G7jF#kKxXW*O^Rac@(t_+zlU{A6disC) zlAh`wIG|o%6CGueA{?J0wTS$z^R`v#H3^}ofGAYv(qmy_9Z&7~VP_fa9{0|+`UMA@ zZ}gp{u!zP(23^8i6*pE<=^RM5FlGp}qR-W+Y`SV_e~3-@J`NibZ((j;ye%cZs_+28 zcDItGj3LW++Cw@oSFX~!{`vDTb;9cXEnm~E54&4fvx&+O+`5hjRX)4K+rYCmZ7#jc z(m8ViHIrPL6_fM)GD2~~N*T+_2eVK!0@^u6lGdek&kC8^v_)`BQGKq3sUE#a zVtrha5ubv}9gL#nF7LG-fJLvC*EB10zW znl=b!mX+Q{y*&_wJC52jT2%mm zz=H>3ck;^0l=wSXnz&Zv$D@1q>~Wu-SG7e)-Wf)YxL6`dq-d zb0Ng}$1PH+Wg1mw{rxUo$w?W{bEo#8)tF-u(bok}SSc4HZ}cH}T#;xFz)crpQWUCe zn1j3H3*CApz~m|`J47%P6gOtX+_xJBTmSQ^?ixH@VW%UhM{l6{T(AI=S|EV&_$$f#Qb zJGcy28yVpgK*C@vY=WElwPoTz%gUZT=TsB8Ub$<@O;|-ZCMGc>qlBqx7o27Jp!;tw zfYdCDGGmyKk&&@7l{jl2gPUh-5u)o0U2j`tQ{o@#wPK5ne8 zRBs{~!Mdl09M8GyfZD6|3=1V;Nf0(bpz^3HCdLQ7z7^VPU1371ZSeNGe+{^_igwKx z>}si(e*N`nXO}SlYFMqmdX6R;!VsIIyZu3=m=*ScdBM=LgIxYG>qudO_>2%ny6b4`;UTsw3`>*L^062s1`O zZ)i9PG!9d}O9OwfU80$kFXw3_EUt21NL0}Z*5WUyd-5mWujZM8Q2@=1^C+f_T1|Wv z zRMLs$q$Ci>u;9CI+)>XHw6qb{r^()f)Tr4nyC|x>R(#9}5KBfEkut9V&K0pTA_{T+ zQ1{%x6wG1J`{hTATfmZiY9_t!8W`}w0!)fwzi9^}Z2fD;cPYhc%kiReq!SN9TK^MG^{m5uE8g%59JHo-!SN6#aS8}h4s0= zR$hTcRs@mQ?2>^*g28bSnYse=A$<4YDk=AmN7>O6rsTP~LP09V;1CqaWMo*F*%XeW zm;mFR#h?u4vq)po%H=b~vubXgQ-)wgB2PKBa^H}pH44C4F6>qtdD&CM$5-F$EN zv{^-4+=09Xf7k3lQaZBf^znSt#PsxZXkHO`RMv*QD$|L>IRul|jTm#|;dym4JH!tZ zps8zl5R0j@1;YG$nEW~gjJICt?Q)ai5X$eM1+g{5>gP4*(>axK&UPv2K>83&wwDAX z1`HW4dXtW}_6g@Nry$9Zy#QiK555npKao>JH0B79Fw&n1WCQjt+u$cb!T4`4@>f7 z?KNLmMN>g^?JCzEmeX^;JEtK=?9_@p15(J4mmJ3zZBHfl1J;jVfKVD;vIdwzNK5k+~MXhCCf6hL_ zTifQjre0}%S0ZZaO_kM7y>wkO42bm{GCZ(LuVh4RsU@ulqp9HzkruADfufnMzo_o`fk7vC z4h>m8$xl%|*}ae}86?^Bw!5C$XE4}ilp~sD*bFp=#WVj5N+y#w+^kk_9!0gn6$A8w)m?KGs z{{l&*9}_PJtXwHO(Rmw>afvVlN6lG0)IaUMK;m^9*b84OYPzL>DPcdI?TVn#~9|A7>Q)zwcU?LH>@ z`WSG~_?2qVE=)rsm=nA)2oghC%87=Xe%mDKV41UAsbYB`c3xu7V9~RhRxc}eo7AF* zmdi{LP>L#Vc@$!xL82&D8{CY>Et2n(#s&I9i;5mXx}a=hQf3f`H^79QeQ9u>X=O=K zO}!|mpm5od>kAd6vcG6s04+y!s`XHUg^f*Kdsdh&I1j9LQWoXWg_hDlCQ|Z=6oyx> zt{HH!YNX`$+g~)aG-Px4lGGs&asR>gdv^m;qS2`6o{B1{2!PtsPJp&S>{>1PF`<|T z8Jl|nBF&$e^X-1iD+O-ZDIkim z#FW?gF>GN?-~Afo z)c?fCk52KL5ANqI|^Dv*?bOhfPu9!BdGuNFeuHk zeIBjGw~C#*ax!i*P@+kBRnGZCa7g*E?Qh~YiJ%%#gv9dRG>$1B9#uM#mG-1ey36W4 zq01cDlf&S^P0^5&`+Ol&3R}u^2rn0jpd26~`Qg*)3P|l#L;ufv(f8(O#LAID5<)Y* z1CZ~W-}U43slkA=3~F9iJJ({4Ffd@A9l2fu?nmJG`&~;xpGmdzkjLc5X7{%y;#iQl zIiNn=JW=0z{R70hh2M&aoD%(0_JBW1jZbZ$Mp1F{(dB{T=wAiaiuMm^qP7cYnw`3Z zy}xsRE?DH*Os4MOhYY8A(cPt>i@1NsR_Vjip3_Bvl}{DZPWaka{pJm33!MGk(gnG5 zrcoi!^^4Nu#k59k8#GUzJipX3u`qh^Cq0vWHUT4FK9frpsPO#x=~8GVG7RBSj;kKl zhee?G7IoeTxB{|!1Nu=sN;ZIOMTWcEi>s@{tw_ypA1p?`Dx@-8jg~jYTw)r21VN*Hm zAuW|k{kBbw2h`O?w;;Yt#*GSL(ZGDP9fuBWFbQ%5=@zo_$NZ}Ubx zc)*`u;Q~Q-fVJ+QE}ZH!+GGsbgnn^s(^=RTkZ3>Ql>e**Y{l6uf%kR`wQ=VD%!I z>L0&82KY#1^IDzcGy1=DhHf77@Z55hyfbqz{I$;zF6w>DcxhF^Ci@lbvGFN9t^nTu z>s)`nOWA|($>P85+huQWzvrh<1@mdP`-_V$5y<%k*-fH*;rWN6LOZ$!UTi7-k54cD z@m0hja=1xb=ZB-;aM}L+@>?+v{M}6deE;wNzBc`zM423Z*mU*ZkN*1mGok-Uwk6=_ z|6U_o;Fi+=Bp20p@4uJ6gys5QU$Nr0w5 z|A&Fk`0cBKSK@Qp?>~_Hx))j8GBHCSFNa3tf#B3M9%rDWqy(GrzmM&y-Q>S^mi-_& z6$@M`mzOW+7u^5-I02JCJ*AWkxUjd_*Y0qnrGq(PWZ*xJJn^Uel~G(pV`Ei;K!C;u zzd^+R@j8V+{a48Tj05+orY6}!T24j+Oa-?iB_2OX& zp537kWN}pan=gCadi(3m|M_1%^B*e?>Of=A6~P+aoP6pi;7WKAc&ito4ICbWfeF&ru4n2C}d9O zFBtZ(ifd`1G{3nH0nrT4KX=ht567@+%e{N{QULw~$Ue6x%OocCqA(wcmNLXPPX-A; zjP>?M$Ovr*ik*V8scGxGU+X3nv>b;Y9|BErGv=qOjD?XGRRv#hCGX`9H-tMO?t5Hz za80D|c+D^a&{gQ-VFZEx3p^sy3_!I^&EDGgU0rylo`Rkm8pJsa`$rk+mY1%C_pIum z?%n_n2qf&jz1+;$uaE8K)~XSOst%Cf>K`$8SFP$8Tx$(Ai6Av^wypBPgc+>%9}>~& zQ}Rb&dcvtcV-P=m1CWsusA0=Y9Z+(*rKBjW>JV5{lOPo=A|fm?xSI0*9CnZ@> z{4U*m1Yh96^u1+t*38%GzlLv=@DpWdbQGH5eZmU5l$4EllZ#G{_4PdiIpk;phr^kg z0`j|@x&>51-rd(*{JgUA>>|7M*WLdb9=HiTv47g>Pd_ra2HEof6%ATw(5FRtqf{rz zbv$nNx^!HjR}?~WNQlmCf@U3eUbcvoa&H5t1?GIe#F4>opU+u zQM8+EG!i4HtgM_Kn0PpDKpELkXgrx&Hg>ho+?2Q8#Qt{W&0hG%B-l%R2Z9Zgw<(&r zw3kE-L`E-N>mWYJ%Xc|BhA&Sq-zt1y_9i+ehQmwn^Y=}JWZ`%iJb5=aH#Ea#dV2ep zIuRW}4o)8Ywvg!4^*?1MZoUSFLV|_8eeOejo1&tU%kht>58~pi>U^5XV_2Z#rlv;2 zgni!F7#2vAD1o&3JQ0J6X)7-(vM@1$E)?|X$?4KZkFLT*>lzuEZi`6LJCmOn#Dlg#ev~jS@h`Fe&S?58ePK;ub+I-8i5H^GnDl+f84(#s3$S*>#dg z3Li(fvscpO!I>2}_9%lBJ9 zdY6}!SU5&zNy!GCD#58ih!rQPue^eS1*{QqmADT#2LDLh0`a!xdFE9L#^2g6r>C`H=F$}l1*EbvK(C%l zk*-xXkc|VKH^Am(l}&rCVn>E2l|XpR-KGI(p^xHC+2hA2Cys?qgz#~`5%0PEsgRCR z))-S)sZ5b*=4H{dT7Wnc#wJP5_8^EwZ|+30c2q+KoEXWB;DZ&wVUfoADDqOjb;av{ z`qKm*ycrbKKU_*+a74PC)gb$>qocDDLm_*Hgg3QBs3S*;hCt~1MoFy=ZE7Lc*Xf)m zHKTZ%N+m9Q?R&I9S58WBm2_O()$f4s%`S-KuxjR>CL|;w;v^dN% zPG1}q-M4pcoT*o9r{~`mfNSz=9A^QaJYso7^n$l5)eLhekXcT<`BSrMx-n}NEj`+R zssm!x_-bEYR^#G~7(8~@DlWR!C^;n?iRYf0I1LP-8+BYRie^P>j!4hcx3jRcwCm-= zrR9>=C6{M%TGYIu30(liSY7T!b-_3{JBm@W3{k&X}rsejeCN00ixqqCgqre9rZP+Iv1*%00g_@v{Pp3HC;P{UZ zubnu+7{Zf0Kt)1MQNF5-xw3MJ_TI5^{r;8%eY^s8$zXK=h!}VV`8(9P$Ef*?95!r> z!!-m80*8kL1Qx9f8)GZON7mr3DFOyK&u8xIIYn9*>h9_OPL@4b$x z+g%%ctVpP(U_|t4l=Qgo@9??Z)gRf&L*d)?i@L07Bm??A1)7UsFjcf9v+;95&ZCY!3*s3o$G>p>nPr#TLff!i%VB>nYtTS;&s<s;{l)h{80qu1rM6$TsaeU82?>O2CRNx)odDaGmW@tiSFPsSUA?Ae>c zy8w=J?|%7s`_Ao`8*UMiG-06v^gRwa@^~uKt>v4^zkdBgefxK82S$;0}00@ z<8I$}5rEZ;0*{<#z~!rZ&sWs&dVRBO&7wwLXNL zrj2mpOl>nLB9uF#Fbw)-$=Ol%w5YX;NZ!<>pFibkr$0&A;jo*VjB%>=X&)b|X879g zan5e?KwBp%Iu;>_K}OLJp+ZPA1+X^$bgrB(UZ_h|?9_`qBZTERc7Q_W${Tjc>7Ic* z*aEGZ<~M^^t90p?o;dQzSg+gI0%#>AcZmLqyBePo$jq$s1jP|!f6vH+F(c2n`cJY3 z5Yw&t3vG8=3C$mh3;K^FLfc8-<{?WKPQjL$0mf}Cs zlQN1HUbLV1MYrb~f=`%BiL!s8B&IZ1An;|*Nva@!t~CWwcfVFzRz@8`0A&DSp&81k zC+LhUMev!W=*UD|BYZ*iwJtTCa1!z$)!M@1IS^d-ju+J7!hlY!wL8ctp$ru7F<;`X zolD9dOGUp~>gj)B@cTY{_1?yegtW3&qbEQZci=`whJC6F=9f;WvF#y`d0$w(2>NT! zqiHGbA13lfYY&}flGvX7%&sxEzHE2gw+rXlUMPwQH$C@9lAhK^XUg3l4|J0_h^q= zXdn$~OfR4xLmHiCHt0U|2#9oyQ88r4C9@o4vt3EFWD|B;(5YfpPe>HDI;)$P9+hQk zwY$=RPYropDa!JLbfAUbr3K@f~~mAx(!;v=4{DED+JAyty#sCa3M`ZXQY$A|Qh6kY}75i>J~ zu!x7hynP#Rgz|gb^wb68&!2H*mC$i*%^zMYkjDu8`r zJ-YbPKPP{_%_yb3a;u(oiDQ9Al`D94+tC-tg?b(L$tR^@WK29%C4ZdZB3M}UJqHdzLcFcm)FKIIl-MJ!p=w;&OOlrX zO(`}6cd{DNr6b-@_x2HE-w7<;ULwbqHF?2ByyJ;f?C+9Aq%nqkv>pnWC~2Y7CyWn9 zHR$r@J-x@8jCmZqXbt3u9sC)Ve!g?Ir@tj#-=hB+=ia;u6(i}ufQC|LPu5@|%ctYA zi=>WgT|9WCC8^dI63)dQaIeC3jMzYSd7#laUE0V=y6pI7=$sZSqGNhMk9c?k<*~3d z+3w!jIn>$FWgZa`5mVgZGg9jS{-VcBq68IeHTILViKKS=?Q-Ih2)X&if>f&_et`={;w7~xTg=_UE z7frQa!d9l~dNt;(P#Jod8piJ&8XA)6lBvfH?$7n^uQp}|Aan9g<=pbhQ>aW5w>kS} zOZ%3+dqfXre(-f|p4=Gp4G0)(OEnWbeb)ZczLD?0@4S4(MK&NOPfRgM$vxf2F!4kO zE&j==^Zl`BzH4&C4^cG94K#LxUhjaub|E=J7kXA6V_s~~1H~ho=Ii$$W^LM{v-E@OB=?0^bwWIgrfr?myu zFbggtoA)zxm%zC-e_`V2@!AXG>tCXE`#iGa>P3~IRig=hVgk~>NC#40mkAahSu;PM zb};nawT3Sn{+Ey4xaxRi^?GFJBJ#NZaE3D>Wvc_5K%plqJB&2Ve0Cp5qk-<$=H4q@c9sVEtUyR`If~k}K4Rf8zOk_!A9X_TAxYWLZ>%CwC2a8J zSSVA+Fk#4ZI3EZ-d3lQH!&tN7a?&GzQeYS{g4<9|kg%i-lW+TzlIcAf#p@r5sMyZr zY>q|Q20H4z*;v}B1KAr^3dG>!#%Qkym;ul9E}xmK{AEJ zGRexs-qdm%X+C{t>kK`+L3_M0XneYc#Oh(%1(1n0y^1zz$VfKIJI-Mxi|#)>r-*&# zPOR#kVe4_Tr8+iEGP^?EvXgz;4@U|y&{WiK&OkS5iA_r>F5?D*%8}SWfoW)*mTSLB z$=@Jkh(CY(xfQfSOtTs{c_-Ryam~WcF5Ng?E#Dx%a;5^JTynirytltY!itizY3u7v zFiBkeKh@Zno9|N^Wxd(B)X0AML5$!J_&I zOvVPhyGFY~4>{ZVY^t!J%FnKThH=U4L*s56Uo&48r~_LjC)=QFi*SJguhR*Qfs`~! zy!r`eOBa`OaUWTc<!dp5h8hm?S7%X*y|F>t$$W_QA7}3U!xtA9XFr7v)^MMQC4s zMb6JaYk7Z%lha5;Dw-E-2r?k(2Pk7`p;P!YTDb+L7M2S-GA z3@BS1_ViOjgIW!>pmL0@I3akfJ|k@TkJONN*Y<0<(#DGd``;Z>aV`JQFujVMntd@! z1U}!_*C*TsK5#ht0fQnq_!%_@A|s*ccZ!6LZLhnB*Ttd6q7p}pS|FkEcTAHjfu8?F z@?{yRQW}K72_$r`RJ4TO`<L!!3?9%QWKKSUto4xy0UjA}N z(7Jm2_rd2D1FeWC8pgkW8)J?b!8{|Sb@|Gbk3Odw>q98z5$J(8LISfJZL#9%Xc{Jp zl9->rF^O+Z-P}$~Sz<4yW6s6DpEY|i8WCTKJ|HGmb$z*Fg~RaI4+)rsYOlQ486 zFW8GE_%LNyCYSwhy#gDDc4*%fjd?Mo>*Av0*LQcRA-MBSM{QX%5Mu#rj38*Yw;88b zdRV%6c&HUXX@|x}x|DIO@knJ}j)p)J8m|-N)%AK>IWo|Jiu#muQ2X=i1)VU9)lpPH z7-OMopv&MY{LO?Phlo?vO8AqVMVPb+)D5#p>HVaO*q%`qV zv;WRUKda)yAh&cDQXBmJCynd)>m_>V==5*Vw&Gg!m4VBbuBU0POfTXo7}Ld-NHl63 zLNc77Qu9$P3r96V#QxHiM@wvKx>KC4ih-o+u`S|j_rRhyH-9Ec&5ajZ zqn(r^3VX6DZ`cXWLM@F~F!A?YE#{1slJU_Op7>hqKVDYZST<-P*4R3A#OL*Q z?W45ZzhUh!u2TGv7uEOtYz&=_uusfy%U@X}$V49uzXa~KU3UYe4C^}18mCNDSFP^X zIvm0B8V?>`&={%rHK#U{i3^Maji(k%CgZgZb689gHKRYF->UsVObneW)YG-CT{1nC zKI8UzqSdB3+~rBR{bSg>v`;WTcW3EnA)1!`=Y}z;bn+H~5cFJso{=u2Bi@C_mUs^q zAZd$`Xx&fcrNv!$%q2VY<1cpc%~+gHSicg@%)ud3lEds>wh%l0uFN6E+}fI#R(8!a z^bobxb7_9V3&w;#={_LY%iCBGExkRo<=&P#v&#vw=|uz`nr8!bz$7)}!Rb4GFc-*w z>^Ci_s92h29Y|O4U(M*w(2=3fD847zFE{UL-h?=^5_HMIAyG!m>?mY~ptmzPu4kyd}P|6L7_^ufHDdVn{1_DR{KBj`SFw?!%vs zX=gWVB$nz;XFJaiMiX`lV6V?p7dRK%#r*?T$Aj$?oUy)D%P|P9raxIHeJ)-nt7T_I zyQfyDoue6hZD|r=UPl1Hj{Nck|L5>w!{Ji9lxT@asbC(1Xi;jH&6W&5l4z>wYihyC z?_04&>=1Zu=a{18ptAlh*me02+C?CL+tlCig`N7Sh;c;jdW4&~lX;{s4yock@fbZe zy~-6VsQrPL71U{%dSdDKhd=2mK>1&xZJkm!cPwRfEztX8eZ^1(=y)uag<@!}Jt5qC zqJGXhL7QW)-$gMCJIJX4xfVU_dA~sE{%;!G+<2U}JnQl-*&|2Z4`Erx)Fw7D zh#9VkkN9$0a0b?5H{S%^{5+v>rTS$2#q=yPBBX(cB?d>u>9}5QiyQG28Oy=*6d-M*8 zj0X=+E5;?Kq>!_@Ih<_Cm~501f)ho0zs6y9?M-oL9OwLv+Y>$biGye2VrtdndBNlI zadorKgux`yC*GV#8;_$Uhh5jy4d>?x)JInK78#KdY*$8_stueh-T#R);xU@a^-P!= z^Cu=(R#u8Twr>)A*n4{S&hCc=Sv|(;q=bmo{ppT6DC*7evJjU=vDKTwlY9?l#oV-G ztbx9~A=I_}wsJ9Qb_18+)TB+pBi}a)d-F1}0eW3ss5*AqcLE`XyvPWU#ULH@{ix*! zF4#0$Z>^kfqbf^xFZ7eMdtW~GjiF5g-iVqUfW>iTKYs{<&bHR~T? zj8rD)QgOXTjlrf+xSuE`v`?uge?CQPBP)uE_8WZHVwd4R*Do3r#v6|iPGZbH-X<8= zdv|j?xv8qRJ64^PM&d2C%`Cy{4jL7>882ZMrEG_74!ogFI5S*qRUUe$*nov=-%`T%L}C;5=Vy*^sM{RTbb3M%~q(WtonRn}Ifc8NAs zr@4a5Q|6`xcKEVTUMp>U&QpVy5j;JzPKPqzL@}Qx*_7~496~0k)DF61 z-52(bx)q74QNB`rWcT5NA3Zi;Q=$)=A0NmASLY-%V;>WG*{YcKgvf!PRFN3x5r{z8 zn45iAjf$OX_FiNKeOHr-`}E+nO{KH@3=XAMkg44;J+%FDcG6Rr=45)>w|b@^zw%b^?Mnbw3?B;*+V2iAQyqA9u?u0zXFiWaz!mEzvb0 z+`g6pl}H|^viBn%CxlQutVh=vHsmkuyxEC{e zFlynC{q9~jLRu&uy++I+;>MQHiH`jmu%p}J)>|Zz7tEd5;;{&kX;@dAY3NtuOMB(z z{K@0YYAxLxpKfJnudfBQx5tXJ(>(viu|l-Ix)ed+OC3|^tUt*JZF85E8)a=`$+&gD zj}Xy*Dy8wo^3Cs1CklPnQz3YyHo*1=UJ%?bN!z}rR?eC?Kbn-xc;6PAK04-~UE#F+ zzIrZI6=eblk#cHy|2A1ArJno3Vi4h#Tm-x1jgst>d)lM}73>=1g{tLrN@R9HR#tLB zR#+qM5!Gnx&M{l&Xi?Famdk~m2eDC&dzv>W`Zm21IOdczXwKsf4dlDc9~yuN@BP8> zzAnk@i01InG7L4iu&k`(H^GOuEQl7p<$%d{c2vbU2hhorXxCom&-86U=R8^)OmD8 z!G;y?gISEr2pa8>Rai*KZ)+RVn*NO+_!#noh@gN%fm1T(mo9!@TiWUz$&svr3trFTdO+`^Xv-GaL-2^=>-F@SrKA7AftsML_XEiwL(Qlhs{QY9u zNwQhW(C^b4hu%F_`i20;Ae_OA(4n0SIg@rk?D*uIP2t#Sw;>6g3j@V&Hp57^Un)O1 zW_4n_zU16FzW#2vU;nmtX+!9TQ^|;!s8woGRzf^3kC-GKhj{?Yz?pMDb`CaBzSp*f zd0AfGtBU8=u1Bzx%Q@b0CpY?%s+U?%X!Tc>D40uzo`9d~)+cDMK0NVXCEBQ}DK;_so+gaNH}`0au>Q+OH0O7_gV^VC~Nuhv(*pnS?^ci z=UTKxzqXoZ&+&#CJiaExJFxl~D!#{Tw@B|`v?R_nGR%^18dQ9;kMUh9;C1-%?wI=% z#Dnv5QOrRv;>P_UORHfgO3IHlPShs1Ixzt%2}=sXf8`N?A${ff=k~W-Mj{KmkH_xu zx=%L2c#JnPzf%UfH`#A(qw$C+d4C~A6w?)0<`Cdiu}J;YvJOr-bddZv_<`}B8q zJe0}qTyUG2iB~5k9dlZ};O-u;MyA%$>UZo{Iob6D^Hh)IhvJ5JEh@Gt^QQ7fJXdD- zwI9BC@@Rpj)y%3EwY$8G*DB4DD=nf%Kc+^9V)Z^Vp>u(3_I{m8d%o&+5@~EYy@U}Cr4z1GAl$$#Wzuf=+je%X-SDMje&6wgmUC z#3mihW%<2ac`MX|qm^T?p#!r5+uR#g>!L!|PnnxP(Zwo=srlT{1ugM3BVzEivULW{ zw#0!CW;w%k`hB^(dAVJT*VIls>+Rs+p^iPMP*z-Qx;QgBzFh#Z{96qC)u$(>3&K<0 z;SOn0tc+9p!uUp0ef>#tR)i~E$IHvByL-f6#h)Ph<{`9w*$dbXfKtraz<7dNHXjwh zMWrMc#=A%Kq{C2&>!rTH*W|tCI-&9hi?3_KlIv2jQC|zG1Mzg@eP4;bNw$d*>(xY z4R)}(t!)C}8E$W$llwpRJvwfprD17FS%!T}v+a?zoG5Q#bx z!CLL0D=T>JSfi(!#&aT?Lz3O#FR)W1JkspTn;P$*-i3yRWKob7R?AYIT!a+7UWr+-@H9LQeCJC zO{_ImpT1b0>(U$X5hU(5J*g|n?GsdSzR6eLfEtOmnJ-9RGqbp~5N9RcyS%y48cLAo zEMQ_~^&6EBNm1C9`62&;dFl;v2B*wE{KLJup<*{EvZ@MSe*p4@c_k$V{F`XvJ!b|5 z`~ik~sLIWzc{xv>-pp*)f^n@4BdI-$!e&IyPi=JRMQYrUm$NOE)N(BkXBZ*gYwgSe z5;PGA@eJ1%X)88nABvEW||IcuS=!F8Gt9QeRT65z-!HWrcZ%vooef*{;-K3-G1S|)Z*SlPNh!*a+z0%r+*;mPhY5Q!{Y77- zL%n&`RAcSgX1hf+)A0o#4sf;;oX+djBYE_Q0R_fLmtJT(HEU>)Z{1s2a-~78%2h8> zSWInZoSdB*oE;n#Jv5x<+PSJ6fDt8-DhE8Li6VsPEg1#B`% z<2%!5M#Z^>rQ@Uf(Y|hEB>Ts|d3U$!Zr=v}hWg?=ZGjs($o2F?m$o3cP}GK{48u~A z0|I1``@5{mh&5Y`jcw|D9H6;c5`bj|c6B~l6-P$w%@g6n`SmYPMzE3!>O=78Yu+Q5 zvy z*eD7cSDUlo6i>mZCoz>E)McNJ$LqJgj?_99llj?AT|hh!N(I2qUUYD9xWA+9ykSQf z2MMJ+`U%zZtE_~!wl;WHDtXd*bK_{d4}PSt?-7i`zD*<6#rBxPo_MRg>wT{mw_YVw zX)&+kMvG3Uov5C@)pUrdw|0pOfIUe25PBmTHIAZPjP$L_Y?Gn-1wdfho`rX)QSf72 zTA)2pA2#Yi?d}ktUTX7JJ}g$`7g$s@?9%salPo}On`Tio)Iaptt;+N}ytO*3H;Zx0 zm+`Z(9BbLO)QcW!NE4UodH(c*$eKDx$vxDa$@Jnf(n%e;e;7lc%ORx z)5H)I8yt6j{|Fxt7kAm-J_C#ub$ImcTP4_T+1TzT%Vfq8BO9^tyiEc@=Rniuz6b%s zygFj?g(-dS-aYT2ABh8OXSlG zjUmIs13Sa_jdqN-GCzY}dO+KPs%FIM7Ys@A|$jbevO%w&Xd+y&)uz3fBln5Hgp}pEaxeQ z&jh~w@vjqnD&^BoZ`EZ^OehtWBWGt-o|(%k5q(8<1q4DmAUTxDpr}t3Be;Zz5~`Ii zx$WAQx5VMYK;JZDhqMZPC2v0|-_>#?ByRlfak!6X3Y*uj_ppr!*;yhxpDQhYJHT%NcL6`hO&2NAZwyp4DbLc;Z2Xq7?|549DqP)@#(+8SdN7x(8u*0SuMZ~S zldz@z7(7pDP2M-WvVb$+y%rE?DoqZc9Txbu-E4r|pJ)8%CBU06D*s;7G5hO3nU;SY z_-yw#RN1fpcgy70e=oSu-1YzD7ZI5^hW_RP{6Bh|kDtdW0WUYR%E!qV=GSYb<*L7P zCoota#WneLQs2Bz$voeD6cSXw(kc_;ls4VUT)9j}=<#c~1c+gdtUAd*j}6h8`}fj| z%-_G^U4K0);1~W}`}WoM$2T0=uYWit^CuJQo1^~si~eIw{_j4cvtLcmm$sK9_UZF! zX@humz9VA0cQZRM;9HZ?B+MVp*LL>c0D!em`qRjLGm;;-{b^IauzuuzBZ+cLU6gMQ zLWGJ(?BzGURggxi@Mp}IeO3e{OjeI_;vmZTr~~x>FD2BAY13<*Q&Kkq5^s}=?~+SzP+8Gn4PZ$1WpwM za_EO=tr1(nzWPX&Yi|d{FbMscf1OLH@5k8mf7G3 z{&QN`1~?7Qn#VONgk&W|3gQlb?^68JEvShDYJICN?)G<|5#OAjxDvpp#V1JB)YOEo zj;z~M1sOv?Fo2E1Lc;t6#9hc>-0dwwm3h~UwhI50w5&T_+NSO^_Ehu<=8+WaMD;fGXTRXPV z1a0pOFGEB()00l{-~wOU-1hP)_1hBstENBlug;IRS!AXM%}WFHW?#F|b|ICe-&^Q> z1Q%cCU{}g!1Y)~b3^6~*Bk*$`wFjbL;Oqk#%862>^}2GIEv1_=Oq0|EJ0$jatgtYy zy)kexEk-%a6ucQiY3O8|@cLYDxsU(C%RdZeZqs|*gBPK5o`$l5-SGSxADD+9pTLbu zAWlGLHW*F*X1d(cG5k8qW~iAe(oxORt5SwEM~q6)!qYvXqAoMtBYaRbUsqcZGOryd z<#471iCqX^SHZlyZPNVmCzsJA3B}G8@ILznPT+D3faj{3?Wi z446zAL7h_>5yNvDw6Q9?hkN(zo0&D-op}4UR7a&~3he_%-Rt91RZsk3LlZ5=)IP{v zYOKy0&f)85663qSovJ(dQ}tHeKN%ZQkN|-eK+fwAl5OlPYYdoW_83TGq-Wj}+O85X z`>4dR$~B()t*yw+omGWL^#kVspE}x8U?wz zi<94+{EO9L{^o`B@9oY^7eh8mgHx*2_*F;kucJ1L zmmM96*Lxg-IjWT5a@wl{e`k{5gP#_^cKsx_`CvG4@DZ1Hzkgoup3c6weY-6#Rg>{~ ze5ZiAs_NoGchE3x7;2jT`TCM?_3`V%7Y8E)Gxdp-#`2ez(H*?Qh7J)C=z@?!yDyEx zVxtF1uM|((I}*`D>!_94rRAnr?{Y*r9Uj9!Ur7DGX3it;oUx#{SPH(}6ylvAyhzzk zNm8lmv=KD|L-#msM5^P_g9lbl9QLYrD&tJy}&9eEE6JVA;%=8ptnHoG0xrKO#g);u|&9E@t5_5)&sVZz_w@d-6GDMLVT z{d+OyDxRwuQXQY8#Ya87>!{<$gSwweb$COz^q!F8&Q1LDlQyU#vI<^2>n9Lw=X-ct z#^~`0Dhc324|tT+*4B>uTUzY6n9!Z3Dr2grbKDbO=3TMxpLY*C#Q817_%h^pzK}rB zGh}El_%KAZVeb+{AOy+J&0Y@KZQESQp<)b|-wG*D@exf3ArqybImCMqr!a>$Nb5qP zE?8f7Ze!zNP)h7^FSyt7zZ;&gQ<5?)sUZyVXZEv*8t0^woJ*;@BN$I%iI`c z4}acXd8-+e-r6-_W*j)Eq)f}~@9!_MZII)z7&z$bv%I$3)OCZ)o^Fw3U5%;H+gLJP z9!tp6icp61(Za#N!FOuy!(|TXv~U_52uGg&8(O?oM((qJz}^e&fhNrQh_C=s7i8-i z7UR(U#ct3NZXtJEvz?DoNpV=KvehD<50Q>#0m;ru!X|J6f8 zI`Ox%Y2YFqstx?kvBA$WUq@31WS}~8A%0>jh4t?2_3as(G5NJjzo5=&pVmsx3Fo z)@_(r?&2r3`ioPPp@uL-E9~a{p#~~5>LP9?ZQM2rkDzsto7a-VSCQBREn1^n{9wQ$ zvb;B#OE*Y`+(QrMAM zeF}OAA3r{YTtyHM`W@AwS68uPfDkUpuP^Iy0gw-(F-B99lb_5m@uWw3#1M0Xl)o)& zUk>r9=>Tj#nf%_6^i)$s77mC#0Fyt6dBA7B!968PWj8KNYH7FUL?2Ah7txRsQ}@0I zL)VE)DJbzGYnlm5XrIjHEfknLm}jbb4(D2z6X%BfJ%3;Ve%yOcG=l`4LUjX2lpM%$ z5TAMsx$t9W=;C{S?B;-?tfFFvZ@UD>$P=2CFS9Ag_r`T&S*JJGMIIs#VVgl4THb#N zrF8zL_q^{V+l1C$tuOviT4JMX#Ae zU2}Y4Fzv}(nYMzaK*Q6f>Ku(c>2dQKp9r63#%dG!HhuNIYQVlj2668<0aFkzL5iFa zdQMJmYhZxk-)2DkYr+5dgaBpPj=qEh08=U@Tx2N~{%=Uu@`|#?bA3JHU^8cr0L-i{ zZ&lL$T-vBAEYPKGp(eN!#q^M%4HRet(q#PqvG<-~O=j)dFr%YbMi?6?QY;7x0@6F! zF?6I!w;;Vqm5zgoN)r%~uF`ua5UL_w2t7c6P!oEjB|w0DS9E6fJkPWD`~7*3_t(yG zh!B#HtaY!ep4WK-lEQT(t^}%Q`3@Q+4x}1`#67RquU&Uo=frKA#_N@6hgWZFC|pET z^wH$Yv6GTscW;HTgh2yBT1EjbVI~3Na6l`VErp+l@|`#6#J_{C>yL**i6d=pz=%=R zn-gmP_#wCWgz&{-H;>_We1|p$v@w%U1K8UEssupLinGA!veE9la{)R0SeJ)amk_~0 zZBl)%$qUUG8o;8}A1g(c6LHb+%g(VX!PjwknXF7)XOOxKkU%>hH+w8k#fZq$%= z!>*e#cAG1<8!NWH&C;RqZhBO24XS~`tz(Fm=DDF{OeSq!tixGDb#s+?X+E4q`6zNm}HVISQP zdD8pehM44VN8erYmIGXZR2DC9k?Zj0>SC`jSj5(6yBo~G{MfqL0#3!etPlj3$ZflI<@iSxqd=;mPLP>h<_YMtl&;9omFqWouBLaIE2 zQLUB39+k4O0oXh%QCg{VzW(G5_x!8u?LIfBDRcQquzYr8uaa1C!Yl4XE2r$#_yTej;SYRc1Q&aB5*Pc(mRDb# zxnpCz8zH}rVI)OeT$(f)l(rIRVhjM7xAduI_-x6X5Dps3_z4yVbUt;C8{Be(R;n~e zulHo<>Kq2y+yBS&K%uFp8It#?+kg$+eMd{{Ee)Z&(MF_#ah*Myw}CSDdhG7wvzE8~ zZO9zUTC<}j{s^{c>ReQ%Je)cUr}l4pPRm7Exy>J*?q24=ZBhs0K+p4SR_=!OV*Ii? z%9XD@s%Cvd$BCiew+8S;%FOrv+@(=lm7h7>>%fZS>gtb4tq?OEQV0BQnt6MBx3IbS zcEcgbg}2QM?M4RLkpt*&)-GPN#WTQgEiNX8NBXX7+LbQ|U=uMNZ%npk#r4XbJeJ!O z=dkIGe=>V66rV=LNL|^oBCEPzK=ZkuftJtIMck{9FBP*Xi#6QUEAQV%kw-E_!S}SQ zQHiscynXaSqD2G&bQ{iu!Blx7y%t}$E(coYw#fpjQ=U2}zVa$`TZP1iRI4Clr=NJs zK_wvF%G>~H?{oqM?G>S{1@~?aPa%ZkXk0Swp*MMTALt=tio7erj1S|IJxr}cYN zKIETft|4r3Hm`4!+W=P7lmsZZqiXF#lO%1C6epHS$|Cv@ zV0DdKuI&MA(??n}CKi*OX&9flMWh1iq@aF{Rl*1NHuBw6{c&DL;#>Nn(o7x%IAN#q zZ2>pJCtc^tVa-&zWsC61?{$pBV?%4F#3mWR&(^5AU$(Sr(KC;WAy-o>f$zIG2AiT3 z1tx<-8LGFA0O}`DDM)G)I^<`vGEoGX69|2RhQc)YZJ45b8X0jWY1v zAD_xh+>xMe*AW-L8^WgM{6Wlv*dkGWWSyWaGoG*es~?6Fu}PZ2j>}NDi?Ryujg1>R zj12Ihh{l^?O3RGYRq7PI{0@$GUDA%L>(c88Xw5)h&=NuR+ECIp15Vf+d=)@)ytWOf zVYJeBfc%DK^+p~w4*GNRUB+%BE^2m_8>J9JMj366DN8tbRX8z9PJTEBqq>8|jnFDJ z`V=Ah=L!8@`a{dk{{H#l3Ys5E+8`!n3i4P5V&4Zbj zY~*k=gd=ZPvhz8kJBEXZB+5k><(zT=-2rdVM^?4eYmL;Mtkr$4tR}Tn z_5<0mW>CtBVE1^UA4vCoH>0X8s8EuP(g@IC!;Z72B}z$B0U&ESvm#()B)k?@3BO3m z&v&RGo9WsN6rQI6Cck|75;R=l!rT=FJ+{dN&$LN5-%3HicAqp9yuh(pTQ7NU%SU=> zqSC3oMUE2GELwx&r)@6{g;a!=;WLl(QH1Kjpq0;$a5y%Rp2J5XEqSA_YwrPM#||a9Rnk0uWSo@-Ytl^Ix?8;wPn`0U-^%kMX(skhwO7_ulH3fWsZ7Uc z9jolN@Alyk7)vB>_i!(-`BIG`Q+Mj^t!c;kE;&h8q0a%ZBMV?I;gfY7l@bbU?(43E zC}@FIky#?m2?F0f)dyndkNuVF{god-uJRx?Z61n!2GypKFRx#tCTS}<0EaT0Wf3JqoF|;&hcZ1A%R!tt}ou5Ch?GztkaI;Nxqnhcii5cK@)^4>*a86C(M&L&GKa z#y&xeZJt=*ndV6@tzbvTQ*3f~)?D-oS2t)Q5eEe%#LW|29cl4dBBqguw69(&@%?79 zh~mcJ95i!l#_&VJQ%@_YRm`O*Oe34{Mc?&qm2yg+rsM2nguXNLPOFixiiSp1oY(jg zc9{5-K8*_jxS;&_+yYs^^hpUPBt)Cz+m%AQ*ayrLtDM$95-r3zV>qFT5JdwZcM(jQ zpbSB4HqqM63hX`>75DpX=2m3@TTY80A#yXH?l=Qcq6Jst6E8qrBMr=!t4zFC?a*;cUb`9XJ~MaSmkMFmG1GQuilFBxp-^{sg?-IINle0pNzy> z7!8U6rNxag-);L?7mhOOj=L2;+l#0`jX)c^S~5tlzKKVTfW46s+Fs&prp)M`z;4l2vM-1q8g*|@2MQxmHw3|U3hI0+vP(hIsXSFXK(%K1iRuNhG` z$fajc$~wNcbg-|~b>O~%uf9S_FUl>><&gzx#5ACaJo5W!9FF5n1S|R}-N_H`HMv=s zNP=_%k>Ec1^@QgNXiFeG7B`sBM<8_b408vB)7&zu`|k_Vw6b0$o6>yM-?!1ipVTz# z?~0H}U3m@xQ4z5W&^2jm%c(M=H4^#5?_W=9`{f>jM<6d>zsMZtvyvAN9IRgb>cAr$ zv%B_HKxjG)L<2{J82USjq~oHJ!z4l7@rd}9L}C(uL$&P{Nu zTD=LrH{Eo&05-lff?G~LT5kZD9h>&Wt^fy5UQLzafMhv~xY=8~vK@VxFPzEcpk^x& zWY@bXtNkX_bR>?V4#GWsPp=1L@2a)4vx|}Rj?u~6zSG>C@%q)tvj|01gr<&bu9<3V zm*t7lj0}XdD={o8E#SqW;6;u2G@9fey6SsjeSh=hF`8;c&H8}%>sRa#1TlkynaB}u z6YH9xdxFM>cQSXs3RtTj6mX%+x(&|9ZS`)dcq}Yv3ze2`Q(l8!z-uK%m&;4})q`a> z-FCh+1?FPRg`1OgjXhh>UNQ#VD|mXz;}sp*tq%X?rKLsE3WtpI-L*r(;mLSBQ`SZ> z2!`aR-)&_Qpb?tZ59NOpL^;l!^Jk|Ha7os;Wxh zFvLp}Eh!T^k*=|GNP+5D+}cdg!lB=qdfd%L>OttI}sW^kFTyIwA(-%u6q*UKBIeu&(_oKt9M zZf-8%ySrhAy{n{@MdDEIDZZ%NFZ0ksxfqzCzhOdUHW~ShB}^t7g6=eZc*?|PEqz3m zQ_;FFN8F@_gs%YRV@&d^iQ`Av&U<=N_+^P3nYkHZHou0e37_~4we(_6OV=Q+Gf6=) z98ikAc_#9)b1Mf1rA{&aR>=0!*&#nFG&FQ^Ym6^O)HZXALWw4n68lr;No0MEPNroq z>s|^AOE=TF>|>$wg)Nj+Rn_cnMAz|%Y-w(y{G0TK1}+uV_s+(|rS(^wpj@nr@gXP% z2L;k3*c?|J*BY=yUSVE?P}!xRosE7IzCU34YoT*cK)mUmd52qGxnjZfhcx-jqudcC z-i`d{+2t~8`ngDGXJ zSRGmsm~C#Pa+z~;XX#VPGgeS_nhn9)0j=-vl9E!>Uz?9r?T{)!AFZ<+Et>~mp?oay z9yY`XZ&E|q31DG4%E!&EfVcz13nSEZP4_2d*3F+b#K?JfOYb(Saaj@;t6m4PrOs$_ z8+>Cvj&z~0{oa9-(J?gqwBu6^#J((tr42JIPkMakCbs|syV}--09&8c$c zhFdDJ;UDJmwpF9rCEBvKi}dugdvpFN(LsmX`*+KH)S%W>XlA-#g6ScQ;WJ?dB;7$| z__9f;HDk%%UsrXTKHLLNE0AlOAMCzQ_hfbwF<9tQ5u+L(&IxFp8UIkZPI?aSv*O~q zH*emsSWTCx4?V?;^C^|?ZD2T+S^GmQKrGa@zf${@n0;iDzyG!C^wu}#F9(NmWPLv4 z@3E!Yo|1~&i2(%Z+ zZ^5rRcaw2Ri96#MD+?Q~TW0TWisOodE(O0ll?$yBQQO&Q@BK#`t$SYH9rmW8dxwUy zfyBK&l+88)=lfwHn(J$5cco;}w~3D*{avtaG-2vHE-Jx7!iCu*v78XC&5fCC8~URU zRB3rtW~P1s14m>{VjgH_0>^I_X2eU0My#%HV6gVh zNgy4pxqRgmJqW**4EoM$6#|)#}ft^8{ zxlqiH|LxZxTXy^}D$D9I82DHP$_gG3+myji&3rtgp}{mqnwRChXLZ?P@}oG z$D4ojmW75Q!H;!*tW$`Lj<-EbR}Gd>sxlEst)b6ZkMBE3B2rle%~>(@ckt8(TBlwOZR`=;~WPhYSdEHuLD zl^f<&?!5bSHtDU2`iJC6EwF{@Aj`KsNvP?g%5J{A**N7Nz%Vyso``Y5WcO(EzMEOl z=9r$sjP#%vE3lQR;MO1_81y}@5e{jbz(eb-pqyI^@^35_B`VEvXEsPH8d|2$mY0{; z0&!bc1DV^q!DzO4@vpJ!fWg9up2oPwH22pJ@>*@*uq!py-Dv?^ATXzh7opQ zAXyO#U66lr`{;P1>s(y7(JO1Ke}PN*wKCEgFh6eVFE$#Fs##lja`yns*KwxfS>@#$ z-*)+5#h6gooCxYAZu>?`SCsFHNby`VHcr6Lf$YF+lA4^ofwhPwu(`zuV_i?XSSSav zZ?6zb9un+8!msu0q+8!pspz;*^75PS+1HyxkIQ~7jIfjE;MiV5GFqZXc7s-Clqy$R zzf9JL{M*z`vahy*W>&cqiusK!P~n+pR0Te^2e}HZjy)($kfmlZ@yaK;?FTsxp{KA5 zi@D*)j-TwjkJO=(+KYfe#Rx?^*Fc}MAuBE-rvHuc6iW^t*42uf;O+R>wQD}Q`#3w( z;FMiK*x@m;#zQYk`OAT_h36vQoFknCNSP((?A#GIB(qK7L9k!9$=+Ydy0Rnzmd3qh(mU;FWB?0a`BgI^wuDo$#UfQnTTdi&=%|K z(>WgbwxxeClRLqueS9mT`Qne2*dd*9clVgh@ZDC3;QBh3Absu_D=ViOBjWk93t()ntXHzt9m!OM7q-vo8LHH!a^j%!Glun-79<<=>LWL19Zs?4qasG+t!hx5QE zQu9#(aHh< z8DYgyfqkHCdT)G;KZi})?5&}Zk!?GW*$sam&RQG2uCTV~$uSefID%Wyhe%E;&Pjr8 zQzSYY-_p`rLan_DoOe93=QM%(Ez{nnu$%-T6Xyj!Sxpn${%j!8wpi(7TXt~k?s#uO z(};v=7r}rM+ok2zX@_=J^@a5(2O)wMs3E1YE-XMyf$%WzrN@`=Ss_ff9*Pw?@?UGjlMTFlgdzWiYTwK474WRpx>Kg$LM|fib+Lyur+ys=^{@3@;Tp2$DUbeZuUhmxa3+u*QS(=)Kx;mC{MwCy*iqXz30HUvC zn@5kPoUKiCTvaJPbNpjzG(z%f&&4;*7Cm*o>w&LdE3Hn}>?Gmjx0EEMC0%CXy5oJN zDLy}&WPhIB(jRypKe>$jvh0IdbgNcc^K_vA$rGa7oU8YaYWvG=g!3Yt)*;=AcPB67-HtO2kqd6aWy;o^$Z+VJ0ttq zSkL~NszJ<^lnl!=v(9Wnkp(4*~h?Nq=|K-`DM zm{kfau z!nX*Ob<=8BSJ%=_LJjbRt*;lvgkRQx#S;oOe?;K9?BJ)&6#;ZU-zFFsLO@}>Sc-N% z=;~P?mX6+9UVl$E&`cTNh6n7>GU`G&QPn ze6Ee@gTP8*u6nQ^)Xc73KhDIGNi^{dhM>!3^xmgFpYp3TlC8y>yr#xRg@U>O;~s*9 z>sGRtH^s8^i@O-%C|3xQ#QtPMEaps6Bl$ z*mk%~&A0ScC`%_3ot)Q=qm7~6-#-e5Cnvu>))p;l1Q7QY-U~f%njB&iQ`&=A4`=0x z+30wC`vXzi@!vbBah_1g03F9O2$tjK6i@dnSA5;w-DC3VfJvy%MRzVze54apmyfd@ zPXXH)w~}4CRf@*fKK(rW`UiOsKt|Vlu7(oX<|*N`z;4XW9xrF^c2j{d?6y*Q!O8C^)nEB*D4e^5xyIBb!@py-(|?czn$o)sk1}UA7ONpq?_*>Swj}gXhroU zhDLzOOKB;vYwFPgg{;N$aG-+1Oi?x{8&)H6dNHz2D4(S{Towd7@MNP^y6-*B`&q!~ zgCY^C(!4Loald*w^vuDB_N%xlOe4Yc{6t1w!yCIYY=SV34f~ z63HC;#hS*UlCmU}iTgGmA{+VVEh)v6=+kh& zldVSS=T80j>SxdU=XM?ZG^16-!V)_0Yq%xKoz!-Labwy{qUY)mrG=1HFD?@6fXT{iUY||?WOu7(QNe=8ozth#C zh5A;NU?#FK-shu}LC55n#Oc}xBO@cmbq_vi-_^2N4DuALuVU|)T;#$)|3 zkRsj`I^n#g%_}wR1c0!N?5erH}H)K02%o3^fN+0KMo z&1LFNzUi1@d4&Oem9!J^dV)Pssz0CN0S%_kL?5bk?ES|jzV>mq72kbs|1dqBZYTFo z#`VPlX8{T8PsM2h`VgIt_tbiFL0E&9>nIHPLQFm?(- z7(WM3$O4Vq3#J`cHlBF$)_l0)zVV#tDZ1(9Wyn>1Mu>H@?h2uIZkd%HVdRiCrz^`- zQdI4XahZE$ZVxQ9HV}AQ-*b3#_DjVGA1dtyqxIZ31CZYVaG3SjmLxu;1yX#Etqk90 z3n9G)S~>F0o!79EpK`Envtt45#p}ihgi80Kw=J&bsMJig*T*n3`Y-U?v|0Z!3(H!mY03pBAEN@kSX z(F#9yOyUafJN_Ax9#kPw0!*pa4<#;+ETqBM`Ct zeOnj%(LjP2<{tPw&kBfozKepwnJyUO4UhTv8u)vueCH;{IsLC%F@SXN@di-Vq#KJMGSj$Ym<>w)n-Om#^L!5y-0JL&?}TPPNmQz<0Bk2wql z;UaQA*>*K+4eSBJ(!y>eW$$XU_-g$c1en%{q@;;G@)LLVgLGcC|0|)BDuqQz%;d9I z`UTD!X(q&jDIhAwWg@6SE4oS(z0=j?DAzQ?!e~l!?(WZTHPl=6yzDP!C^sp3FmNO# zIfYlC=8D@0S@`C&=R6V;>U;LoE2^O1D09)uKhtNtiw@2|{d#?qydnUVW(_#nEzNDc z!sx0G=M+L`Ud-i1W(5ZJCR7m1a_T7X@mkt?>(3rzmG(+c@Lm=KN2Iu5a zwZR7Khstx1NFh<@~(>G&~iGaI{jMe=Bu-gpTAZi2$ z?mTx|g0~Jxe*f*xAeLL*h;h*`bg1q{!4;_#{*F(tKgsFu-GXnbXMSdw(<@LI>FMad zz~~mL(O&5aV@b$XyjB*5iqPX8^V1sfxnvUQjvnW@FJcz)grPR!NMS5f%P<6uUfwK;LA z(CGQnjXl;>K&UjcynMi_&ChQqM$WeI9lySV1`y9pj*aE+aWbEoP}8-hw9Cc_+7|Z4 z^z|)nzlq4rC0=;%`Mu-tHYwD%L=p%whsL%+&}1!Co(f!~cFW%#qK41!2v4#hhqG(_ z=xDOpu((oQtM6G^=Sv)R408;t?-G4iU$uFM9lr0e8it!$L+Z{zcQm(CWW}D|al1uxoAANr0BdNco&a@V?^% zPw~ppL4xcXo{^WQ>v1b}YkT{VP_&k|k*%PKp7x{1Rpz)~5M6K5_XSGY3*^~(o5{!w zt#$azcWws9mXKNx@$g^NhME~1=Wo`uT)@8lQd@$kQM;h(gFm>7|Vv!;A{mDAzz!#zF8jns`|Na#c* zOyBr;k>hQLzw?KQk9ZkCucWEF?m8LNEO#4O~dy-|4j?nJIk+I>K2!l(j*(*H}-(GXm{=Cl|#QVyo<%AY?xcx+Qu*Xem}Fe zveb#AF4Jd?PC{x`1j`{X9Sx<}xlZ}*_6L_>WWHu|f#VVI&o(lA`P9b82PEAdkez^2 zyaFNV2MA4d-Kf)IkQMk|wU*(SIv#0dW21G&m&(7#1g)c|mobR)*u!w5BZrt2IF_Po zjCs+9U7a)8(yDvWkPdD(AcVEILB$~Q$z;0nt%x|#!)~+{w}d**N;On|tCspI1}kmT zOocKauwfF2$%1&yz&RQOtf6ch0E&@X#u^{lDoC_s7X+@lmQw77~U4jvqnu zocA>fcI~FWn}bE!#?q=eZJt3ahtr7Od+Dbs!mMD^qB*!zu$9;Z#E4t=p}iIoD7zg!Vc8m+<%nYf;>{SJV(eHt9yW|B#(Z+ zzG+q0P?}p$9_me6fpz2;KZtMZZJyMMzpYqsfDX5oWFUYz1XH=Fg;b(-tzSspXW=xp z-k1Gj(35$~`TY3{tAX%62N)PCIYo`_8X7}sbRD|}cVl4zX-b~GgI$?ROApZlAD@iY z-WztO@aY%Wgu#@Jt!u~jk`WRV7ZgdPy%4Ow4Q!28H6xF>P;NfStX}9}I(mSSu@`(a z+4bUIOG5j<>h+Jb*H6xNwD##{n}BaF{vDH~6sa;$TTMbr3W_DfJ}?RKt{pMIbL92s zxukARb_+PqufJN6qGp22pBcYN=&hnb{f#ET{^PcmpN`~w9yStAb=$da5AlzlA;dyj zt8bbD4F{&IZwxsEzbx7++IhBKFkG#sey{NtTN9km^4bC>X|p;QoIC<*3O(3I|9q3H zQa|&8O*#Lu@Bm-5Yc5@GU{;o)p%GtW`|O~LAo`zS&5vh#QGQS#UrCHg2>Xb~YaaOR z#A$mDjw$>U54W`Lq2S;H`}V2dc#=LeG=z3f97O3qGACqy_@KUf*CsC~=M9L_*>deI zEp_xgP@ETS9Ma>A4BtY2J~U(~iY&fx;j%hZIl-4m5q7@kJ3u#V*3_}^z`;OMd;7fF zTDqIJZZx&G@5Ge=6plw+Tbpg%7c(rGtpD)$cit|+IG?bxwX^FxWnY!_ zkXu!eE27@;#*_DUsHMHJB}#WRH6!FU*N-kpJ9Io4g2)UaQnLZKBQicK@!Fu?(g`K3 zi)ZeK_j*BX*4Ssw1<~~|bO+KqY(h?UrLw>l`4K2>7_`;jVC-z+jcP_?&{nynr43sn z)%^FnZWy^tEi=r?#m2{9#UhD4R5^;_t)xzw#qsfMVz%K&sOk?4kx7|kZ4Et3(M2Kw zMxVEy(zd|>xzLf|O#$1vm1WX|#bWV8BUO~*$E`Y9OW|F2Vu_9;Ljy75=A|1_lIK-m zW&$c;@jm1^6X=ZIx-w|m)tXoHae4WGN{qx$HKBjqj~lL4wE1MZ4(;gZ=)tl_S+tfN zI5<(KO)aRG!v{B}5rTsnYBmYb(K9t5@ePgRNjx5O6jP@&kGG1L_bG!$9b_X4)EzW5 z5_GXM15p3!dv%ms)bh&{zW3s~5ct1^EU~N5v1+U3l$Djuyfc-=R`E6}F%Mpa*3*Zg zriLqt)Pff12o$Kv#GB296s1|qyKX(>gh(hk7k*tA(9qOAVhps%@qIh>F(vr##1BtD z$H+cJnW-c~FWNlEgL-{nz^Kxf?ZTx?T{Q{b#wm}cK-9IbUoc73Me&apapsA<{H|q8-(s_#A&ySL_CVpMYKg=H2M#;L z41MTv8xRj+uY8)Yv`i|Lz~azIC5nuU>?Klp1@ie9Ha51Lkw*^dA7qC4Dij(+Po49R zzuKUa1lf17`z;;S+?G~eP6QO?B#Gw#aXOrXXp@U{>ka+ToN^oS$vS)PT-!rob5)Fd z;#O1(FVE`6Yza*j{t^k8%5^PgPC|5yQ6pC98XFtq%c0;kn_-@y4S|T5{a|K&AhYWe z5;WshR}!~xR9Bntir#NIu{Ly2AOl1uv99x7^LoNkLp8+OtJ@@TM!jbU?ysS}n&=&a z<4{DYewYRg2D2hp8Vuku#rD9#L!#*8%u&;zyOgu_$2Hr*;+slL0)_nsI>xDN6|Tr$ zNy|T=V##&gbJXqgALW}wrM%3-7F6rP^JUm9FeMsSe0^!JgeO;f&D=>zO`X9BRHk=z z3E2)6-vkxVlK#1cg_Oh*>chYSW)q)YGkQY%{9utTa%gq;Ar7$~88P#|-()ww712&3 za~5Vc06Ah)LY#YOP-+MI;W>+a1F|LeMhyAhyWzbjC-KwGX^GN=>Y46TtIgsJ{G6zD zO^@y=F`f$!em-7kBf=1IVIgPidcZ8Wz`-K2ABb{1DB)UCH@Mu7#^{cH^siXbq8*KY z-uxD6W7Uvv3ChUIT%u(*_}SFxZtNeS!04^x+0`w49?_kq3f)Y_@W8-8Gjzg51SFW# ztMeO91braxz9=Mg=iGw;rEoCWQp57D-z>6J3(uT6!*ZON8`08II+7UHNs`gby`8_0 znpvf^5Jwv978c4O;ivGerXtPI08wJ%zZ?Jz;O*_k7{ih~&?=Y8DNj?rl_WH1tzY;g ztk*O2_3NHD>7{uO2PH=+8z)$f0wz=2v%`fHRQkcyOowz+ni6X<{%i^4fxcYJT5P)Y zFpGgzh7-X8O#-149x1o}`H5-Yml^(WnYH2#&-O2gHPZhIir3I$0iqPrw`a}Ct3joH zmg*gJv7Y{Wi-QTrC$lm#GU|%x8Gb92WgikVzN0_rzOeMrHiW(uV{B;nK=QuO#VT1= zX^W04v7YpM_9%sel99{o+ehz_K(!w}NhI)^Gc#vZ$!&YV@(x5IW~^}nQRVjqJC~QO4rUOsHMj@-=S5Xq zpuPf%ItpaPe*tvR(K#LE27S!abch>QVW%A=A5Smrf{*K$J9{C2mN1tF@HD0H`Gxtm z2}nvZ^Xx(A8;{S}&?@R30qGL_>0f&svw4pLFI{AP@mr5(<@dd zk!-0gPXO`7c~R)B;r8Z6!i4I-@1x(!Pu(fp6NqB;%kKH40sT2;HoUi+4N4tQt6o?T zqC<2+dqN-SlLWz|^Z1SM@$m;VTn7vdl%hlD7LNR5Qu4>^j~4!zvZRZ84yL>bjjQPv zwac}O%4Yu{FpEL!3SR&8_HEoJSqh1lpI?VtHBJi>Nr;c2EHhSRboSrhq9N0d0AUo{ z>VS^|^f;l{5@U+GeBLE;EPGH|3Y#o^bnk!*_07r?E=_KMuZ#2JXu_Kn=ZqRN9211y z7eMNsJ0e2cz#t1i07~Id0BRnnPeHc+6D3Cbn|`g=81K+FyH?yk$v^3bYY^@2CAj2; zkT5+xx5GErRwVN%zVZJ4Nt;NwOQ301P>x?M1I97vjb6eJ4I7plvN6-E0-$sD$U|*YBn(1Y?a8mfY52+(d+~Lgs%IC2wAEAge)oRxLkDK z3q}qeMn<=j2EkI!(=S!I&MSojRAOeK>)+R9wD2dg4QHjHaX37=IOw<7748V2>#1T~ z{j9*@HYh||e-+W^&lLek6;1^7L5Z*A}v=@v4kc}GW3QEI_xAGe z^A`-pCPZhvd)LQ+W;nol8lZ`)1sleI3b-Bq$L`%Zc=()CbJ#rF;bzV(_lVAPv`(JJ z_}ID3?Ckmc7b`AXUlGwkx3ZRsX&9@hG{VgV3wSi2S3+!}Z)f}TOHhmFgru$%>$xyL zFDfW!9A50x%_S->-r9&&3Ojt5x$-}+Pum}zx9>Sj!lo}d0R|=uv0c-H-28lX`>G;E z$Z>U{q@c}>Es9rG?Hlo?v|+$@Ro|`Bkt{C{PtNb?IB4v-`sM+kx=O#g)~*w4ye0jlTc+S zt4=_65Vsj4BVw}@I6MsjJr~}b99}4-5_9<~qPaOUD-Y@JdgDo1DmpWgw=|;RaBXq<+f30JBsGD;)_1QCojy1OmOP)6%2S5)5(k~Nj?cU4`+k-u* z@^V`DOvh8qb|4iRkHzk;fKl98oyPGs0C(}nQ`Kan*tv7(&WbqR$Y$V>OkF!AZoS>m zrenRc+{6JIhZhhnO-(&3RPOgHk&pJSi!OOC<=vI^9zX3%xV4U%p&htD4L0q{?j=LP{CVDIlN*V7Ok0?WGsk zz2wZ$F=rUn7};drr^gK$(u%{KpFseEvFl~o{TQ)FiUHPUpTEJZCi*B5)hM?_8eZSGbkptu0g3vNAKoyNs$rlgoK3f zWI#uP2qg8a_JMyc9PRu3dUYL*;VLS#1TbrOdCNdkW3*618+#hDOmbLQxWk|EWxO!Z z5r@Z{9S5{vTbnkt;|hz4hz_1wr-svu8~fHrmi!2;z#^wP`Y_p4@Dq z<$kl=%gf8u9#@q(rKt@C$xV+9%4Q3=9;`X0uQ#)>@Q&Pw-17HnABWP60*&*JQf3Jg zPM!Wp9c38EA&HqOKDinrFx5eeNJj2?fb6(7W*Lt$X3ixEeJU-Oqnb9VefD|1C1 zhiy5;Dv^(+s8V}aVKG6x#^gH+_2r&9w|q@P{KCS-IeU&o_QZv;#WSHR`xd1t$}Bo+ zugZ@28vpiU#b>9r?eleoo}sR@(w?5dETW%~t^Xbq__c-@+0(ctU^>@;G(XIXph0#a zEU5Yy0+b&QFm(Odx}f{^`gLGrd;~AzHHUa9mcquiAaG6l$3y<{#liirAg#Kk`SVp; zV#x`R82XqAd z2-5%U;j|w&|3^u6j{m};{_FFmumAaJ|MhP8$@_oQhiCks^x;>}{0pGwzh2T$?tj#W z|KAVuqbB`dYxUQ6|F3rD>(2<`3P!6}Y}Iu?ouAz}+3v45@z?*dKX~i@`spA4e_;Gb z%ad!xpCJRR?W4d9d;-r9+y7o5|9f=*9%cU5>*N29 z9rB}^6RYczc)F>fHRfHOj5GT=IX{w*p!_Z{UHQFlq;;@0vm$r1+i0y~cF@SPe%EWi z+r)V1Yf40zbTh+~6}Yayh~B^dSB**&%+w=%96^QO8SGiJ}*|MLs& zdyLR9p8w_Nhj`4-xyAdn9@95+)%$vPJ^PFQ!^bgntx3^rmycY z&qW|Ce*Mb=`Pv0OUIL~Kds{`R=D%C#CHe$XR-h3)gZ@P^PsF z`NYxtecOd$%|{zormvF|-F%@Hdo1d0!U}28&hEG6)ypVA&pwAfw8QA={T)i8FWIB= zKNsbt-Crv*?l#{Pb^(@PkCT(Ionb+oM$#?g`7`@rDaO@ui;IKm!UTg@<$`K!{Q|`p zf^S`iu}Hq0oF|8tzcw`BKLtU%q(6Wx1}`!X!S4W`o1 zuXW}L8kXNZOlvDWuQhGuMD|W=Y*J&$N1ZH7dtIlk z$qYGqKT#`DkgBEob?^E^dwcoQ51FIhiQ{~tmRopo^~(J8gw2iT$KbsBA<#{q$}?b8 zwYeCH6mCsBll6j=#Nq+ryYJ zj^Q)tOcyou?){^vl#l=7c`2!PpSpy;wY7a;BAN9Cyv5hot?CKhSz=()TdfOucDyg<~J8NHxer4PbMh11doiONh zkv(Z}Q0l?N#6`ZW51FXF*1Wt>``XVg^j)fUdx-BiIDjqs2 zzwX%-mbkFb+B(b0tHDT%=eR~^fvFimT~jkKAV3;wjmjs)Q*lqR-47Q{F^k)D^YRYw z)2HtyEi9t8nPi5Bo7$WAjFv|kiw+P*KU^{PSxQ7TPE8&6W@*hn+1+31LLZB?HSg@z zU9&ueE*he5kC*ia+`(FgfFD$D#B2s#`&?J}W9y-A15AGhyU(RIJv;p$*Up)C#a*>O z@7-$Xu@be4JWz7WrLR;oO*u8Yau*yLE|n8Fg12*~mRHrXG~Hqq#r4ZI3cLCdUv`v} zhAnDW#P8R(4sRE`%397uqZ%oUw^)iFJ34d9*j&&xa+mykeJ^>?#K7QGUd;x-?ZN`; zk)p7$oCmqaJ9F1yfB#p=%;UZ$AKO0u3W4JA5BPPd|GIB|Z*RS+yhi6^ubnl;L9F!Z zyT%6Y=>}(PFzqB|@b4Z9U@d;EpO`<=+G#=SWMdi@L*5iTtkG9AT;=0T`g2A7+$0D^R0u@188CK8K(EG7&0M zJNluvD5UlMr%w+?wsG9FfkQrAwG-o+&)1)9h1Dc<6NUv&iEC;aw4PRD95OVzn3tVg zSg1%Yi!CWRZrx`~cW<@nFaQwLwG5S2?c{cR-3;US;fr4ggv_2FO{PvYf=7$ z`sJbzvQf4b@)=5+JM-iOl>iO}Df#ClAz6WmAEzSPiJMZR87 zYHZhc5v%#|28pA-Y-!0f#y)yPSl+5Jo>~gvIPGkazf;{~<)cqIXi&N^U&2_TSTByt z19!52D3o~X z2b#kMic*gXnO=5T3yzbBylv>U3wSM)J{E+XdM8lTU$j=MbCVx zP0$&;;r;L&-b@idHr@pRD;3TetVx-(Ry!0D{V}HF{$l--kGJjuQp&>C7FhS+*J%`J zX=A>3rkUI^yz^xZ!?&Zdsf2DCUm(jT7ZmK5HZVw4j`2%OWK>K!d9%KrRYgKo+vO0| zXYJ5p4Oul+HK9L`U~Ht>I%i*{;G)8po6CO*HLD0+)(aOdnNHwsP0b#y;E?j88|H~$ z8U|75Z8Nh+MUPuuZES6yj18nYxVmz|2KZL5AAq3?8Opb#C^Y^k_fbiY`Cp&@;v=*6 zweCWsB8;~@!4FUsG@TA2agMvi#Kdlqg{?h)WodgJojq$qW?hf<)^vAsbXGtbe&)IF?yc>Y?}hfeiHm1uX1$V*xuWCBPY1(jUdUMm zu!WLUKA#>=z~!cx65eWtzUQF+`++@^Q_T6qT5!9lgznFE8p;V0PiYo$P9k2#JneOV z|F3TqL4YV&aDe9c*G^UNtnwQ;@?rR@Zz1hwCtrDO)?-+uj*zK_#UggAI6@5y5ZaYgH11uF*$4e0cQw^%vip z{K*ru`niHS1_0%WE}qWFKSlL4e)&V+WRJmCzHT_ZVy6Yn(eF z@A@0{$&Lwaxx5?gs?f7V8;{#OM63=WM~Ziu6LJOV!M2`za3J7Z(yO4?ohsi8EUhu7 zr;)?XyA>Cb&A@PG-*sifdDX<6(*&z|U)7s?FvN%IATBpuB=`ijQJzwo$l zKmFyGbpStJ+?S)11)!#s%+wbRFK&JN7Fi}$@%xDrFC!wB9=fH@&RRj#lb(~+h(pu+ z%KK(h?jD*kY)3wova>3AUD)NgeBc1c-+mb$KJF_o4>O4r5m&$P@gt6oPLKrDch|+A zxxN?THIMmg`<4`zklgHjSvI;5QAgpt(4Eh66$`<)ZWTTjM$2rZe=b!~X=9alS0wl2 z&;fsZ$sJX5)R%%lx=iBKhyY!3in%&W+6FlAB_XH$8pu1bRZe_HNjD^@90Ip_) zMQ5J z+r%%KFUCcC+xaeQ9U*$JTP9*dS=n!y>4;@m&is|h{4;dxDa-q?}LB4wA01k}039h#AeBjHM@2&nnw%!7+s;%oDJ_evtDh&dn5)zWq zp`sut-7V4$(v2V>N{C3eNVjx{0wSFU4&B`y2foQu@BjVYhu^(kE*xZ^z1LcE&N0Uv zqd=Io&MRNV1FJqZzsB_DcMCJKnMhoU02$u2veAJ7-;?!mC}t-3%etVb7!*D#$DB8CINxi4HfhUDDd#n zdmgoi#}rxFX1l0BN}*2%uOg#P-`c#BWE9Cc4lUhxsF@?4pJ%SIWDld0UNku8JKf#k zhl3t>@L@-Lx%nUtv36m-{$fQ|<)^N?!zpbZP-Zh?6D}OMRKwhk>Xr|(J`vlcYW?fzPo?2?pO%l&< zFr-U1CL>`|F+S5uK)>kgS#_dW>2yn~Be&8Z)xf~z(&Y4XUzpF($Ozd7&r3ibSG7Ug z|1dJVlqAd8ZOnB=orZ_@F|OCGU#|Gnw6y7$3+!6&r6h_#SidL*V@u8HX&=|fT$-$| zzRYbo7M#|yu!^7Uxt_I(!(3}fbLq^Z(w;oX@4j5mkF?aVNS)_qW=uXlm#^Qzc{A8< zGBmQ}|6cfX7Q3Gu7pA|UmLQc-7gPCTHeZ~Hsk^-WNphc>_xV%ZTQJyAUR806kgy*1 zGuh+b&Ao~th(0AH_D-(2Z&jnVuA4J6Ghf5mq~{dyuRc8$#_-y~zHwx~!@X*5UcM5n zfit);J74HLBF)UwUa_$*05;t)@;`W9Nv2_DwqCoVTw@Q5_IESAtgPyDC8ft6wZd01 zFxd=xufi?C*|(ooyp4q~KE1Nm)Ju!JooF2gdP85n#yoWzlGUPZ$jHcdoAQ;ZIzP-r z93DGe1n>Fw7~O55O!>@@0YMAaia0Rntg4~G&dcz{j9B}9B=RoEl8Cw(auc)!Jywq< ztRETCI4H^wnPMlu##iACm;WU^zHe{T&HdW$fx+1*U!`Qy7z%|tT+Oz+RF0mfu(q>f zTg->bfK|l1vymvDwC(rSI8=B}H@f$@d@7rpv3Vcf#@Mogc!J=w9(v zI{cFv@gqoAl6u%9Bf@ufj&&}TpX|pLmXxICc4mOtCL}cKJQGer#`Q;`tR02=q&qbQOI}V}`-O=!+3>Kl zzM)Yc3MB>?&U(7DBs`X%p~xtFx{ECx_xhsh{PjyTs5Dm4$bh@&zB0AKaY|KS2 z-`lHJ90U7Vk>gq!l*8AMt2^ou|{HT$mwrvAHn#oIo6Pwbyd4&1Vreys(V&7GO)s^dqaOhF#$78zw544^sBw~E^UJv;YvfIt>cfVjs~nj;Kf z#0Om5!Ig!{*-=ld-CVfR2B1COvk&`9!&5QB6Us|)J8yD<}%x# zBCDql9eGryrwL@U2Q+6>|Dp`7O|3{rMpEy(e+Ito!(h4Q!(e* zghjw%ZNLodv?Ut1!pz4CKeteOc!l2gTguI6V5O(yPMDg~ecsZ%Qx_tF%-va++bTDz z`teN>=GNT%8N)5zpX##9vD+}~lzwPJGWU;&8yGxhFWkbxyV0#NK05l{HQ@sIV9Kvc zg{BpoUi0A8!gwg(sFCGfjP^l$3otTBIhxq)ox>z!NJn)?d`@Ji+3LhU!oVs3ZwZO zRi5(ucQYrK{>Mi-BZK34BO7C76PF|6R6LD!S}v;oMb11Whyy>;3<_)ygtgtyHk@3_ zS8_L;&zQB`aL=7*EMhb&>3kRYOrAsP#8ju#apoibLxLNzdqY&Ps1fo5gnL9XJBI5utkt2B^7)uFHZq1PV3y>p?A1P zLg5uQ=v8oWarMF(>@J!z{+PIausNonJNbj(Rf5|bS4-4$9oNZHl(Uacv#kO?%iLwF z522@a@77-&9373r+Nh!cwUJWuk=9rF)y-ic!u|O(<*pM?rD;=lE8Ic&G;!oI4&G{I zt-itBu9?99t<^k*|DB&k#;pQSMQS_TOZ)tFbdCnHr>9{-#{;UoM-)6(psZv=$JChc zIcu2_b~xf=6hGv0Bukf5RJ5J>blgh5!jMVWNC>HL9Ml=v%|a)m=P4;gMM$)|n%dUv zOvo~oqn+L6>JIDWg4IeGTqV!nb)W$32-?>uNWB9*1>|6(30plUgy#Jk_?>TWxNY9r zy52%6+7DgK?>sf0kIEcf~voD;xI+Nt-u>aN7oY9OiZ!G#?J{_hszS56LFj z1m)#s-+wq~_t9>;yb$r4R6v~s(fPMCwK!+g*r4LeB#ldm-VA}$T8Cq_fDv(u7)~E{ z@E)BY^EdCtdt)<^Iw!0utkvGvXPPHB76g)%JX{r2RPeokH`U4w*m7mSD@`pa6~gM}Wncaxd){ zy)X|Ud_J!M=!30M*BkZUgl=xtt!+$`Ljhr{qctJap4uT$c*C&3(jFgrTwmW%PD#t> zS>|1?A67IEH8eDyiF!*&b=_qV3d;UAoOcYXXqc};KbLnL5{+co*UJ{DL%R{h8w5f3ZK8DRiKm6Zyf45 zJU)D5Xi3Tp)X1r^1CjYGjGZW6-8CoD=Oo5h!eMa2usWjZ`obKRlFgpwFY=4x-K3Mc0te+&#{ z#uIPa+%nRcu@N)w|Au|*6ywjI_IW6%^eio#S$NKYSbVRbwDfyY(iaPX18ZK67&z>{ z9*lcv<;$-=Ih?OjDlT)h{6lZ7J;Nx!Rom*Oaie=BDu7HA8e@PPi4|m zv7-(ET!&8U6{wOCGz|^V(7jDb(FMI1$Z9+DDas0VD_OCMf z8yiCX>bR>{`|6!>^rYTJ|3i$4TE{qgINc{46oA~vA2G0bffkm0UmvTnCzR5V=Y~e= z{7Khw3(86fYlYR|TiYdG=bfQ-@5951pu~bs&*+$D^kbpRGBWtkhuPY+ZfR<&&^dSn5T@Iy8uB+)0@b=8dN#$V z#$TSHQdm?|EAGg0udDiOzDjVXtfiCuUFpx#w_nn+AV~&fSV2xHNIkW&X_)L)+j#aV z-u7;NXP(u;g%l1$N4v3!MQTmWOpg0MFt7g?ga2^2^Yvf7;PTn1=;)%w7++OY)!XdO zU&r}Df*cY(Isy7fkSaAbHM6#{p)7DGAtFwZGm~Wu*DTtUtVzn0H))32+j*{p2h-fM zPQ`KbUD2c8D2wLeYy0a0Pek?ZA01)1JRO7?DkyFWe*Sz5b5xjUsd&LqAco2+X-Qdn z2v6xAzX$m%#%|?g0nSrwIDVU$EB8&iJ#LlL2dPU*OFu%WXcsy>9$)!}-WB4d#yaD!vS`kVAGWG*GG&q~ES^nYujY0(AlG zV#IyF#Ju^~@UWJQ&|d*jf&prrGFZ&_(_X)A&$uPHd&p^LXZIx`wCVSj9&WP&Ktx~7 zNZz4)X={S3O7jv7UggbIHX#=yFz~NWx3*ACx7LY>TUby+g34UGpCwF$7I?GRP%mSQMV#CB$SqJL6d?j<|n-&rp6ey0@Om_c- z0dp&}zD7ST}qO7hi12Ij`b(YRIuDHTU^BpKF0jw*n~z zVlHq|*e11_M?#*itH~aF0yj-d!jy+pH4gZm;NK*j#6qpSg^oTqsx=+6Qp8J~`j{!d zcApLadbiypm7LQlaXP6xuNJ%Wmdh6i7Fm1G@D}D>A`k@*&w|&No89M@r`s2(Ykhou zQ+vAK0hZHMyJ>a#%9Ym%Dv(7(t7-C$RY-1bP!BiEd%7LAl7MkG!Q@5@L5T3s-btOG zw$I!WnHtpF9Io>?tE=WmvpZH!JMs933loW4YGV{{{{FaLY1$4maq}>vVF<06gp(76 zE5w~*Cyv+Yv9REfF)=q^weS50kK}(HR5v~UL%4{Ht4DbHEWZ`PrF5yBeq~{S_QLdH z%9h5G%MDcgY3pFqJlO0v9}#hBWML!JGiho|g&`b=d{zR^A|=#JKZ^=Q{r2uA+qFpt ziyS~@vY8NZW~7MqvuP^>rN;(yb2!`m`HdN}jD=is0XfAvff0ksh?D_}OVuSh)t!G^ z*;RS|dFVK*@R(cRFyX4Hso5Yc%H$Pv{IiReSP3bxrLH)+IJg(qRFJLxn`Pjm)8Vz3b~)=to+8v*cl&#K-gkeY`C+7QU-CJSog9Jbw0Twq zMcHrqJ4l`69_Ye8le4+*x=&f((~wXR+3|L1+6#=@BKfYt-b8xjg5o$gVWof$r{Ws4V+5J1nm*;^3b@e>OIZCx9x0WE*2AIbxj& z;LET9)=L-XMN!!O68k-Ug9SEaiskiezM?cvqd~i{6(i|HF)>5#B{DMf^1<6)V=m|h z@emRcU*JW(RPTpsNgux>70E^Wf;Mf44ffH44`&8#~d zpDpfdSh7{HLUu(bP5MgF?oM=c^Obt&+~-yNJv@;MdDcJ_*~O`9Zer5#!A5VmXakWt zhtB>O!2QI6xn0Cy`#Bs1DYJoJwBU-2Hy*nBc~-$>?G_+gHs|+c$Q4=6SwP~zi#yPj z&eqnJs(d34yL1BtC&+Nm9o9x*KPe2uW-b&bz`0yyBVOg*2JN>M1%po8HP**9D?*;b z?Mp6Gqn6M~9CbzJR&S$59;E*O%15B`lbZc3CMjiEkX*0DWc-D!@9Xn1N^mPiE^vdW zPKpxn8e-~U6aVSx5>J(njtguA3WxYIpt-{%!!`$NWt+zu8;~3tZXapC91By1oZ`T2 z!lO1l`(%)ZYdKHt${023Q(+f+=Ap;2v(Q$Hba($~`s= ztgVV7W^Z~k(lO$&*@x2U&UoA&Cmb$dSrz@`hyJ+7xgK30#V^>=#&(IY>D|r-fc)RK zxod3%AsxV%Lv4-ghl!q^pAhHc*}VB$b?-qCYHIOKm*~NS&$CO6;aNxv7kS2TBOw_O zj)5pACH3$6?f>mB=>CU3N1I(#i2o@JILcX0UAO=D!KAjI!I`nJ2PD;8ogsHN=JS*hZf=K?rL$>!nJHaez+rn( zsAi3g>ItPDZYQ>c1ggW66AIiG2ea;d>@NwHf;rHsOCEFdY4zwla1%(JG1SvLcB8m0 z_?FZ>UKgWUWARS62O+Uob+ zY0!r|E^pt?6qXguMb`-#a@`$@1+?xC$=%Bjg+45-ri?sW)!>I$GCXAJkC~qVfkf|t)Ifi-p^L5_Z@hoMP)G$ zYwcC0E_RC>lngrWa#AphBlo z&*EulYINERU&l5=y8kgi;4gHlkg?Bc_|vjY*X{04HNIbEWvW`S$622n7ho$`88x;v zNzJKlT$~jJ;!o_T$Lyvx9#!zP|9}|;RejXARyv=aW*n+J`gRqcUm+`o$1kXqqIKSB z$u-s74WgC%pztrIrgr44R3t<~jFJ#KKB;o-S}A)G67UqWvd+>+P{?UF`NYK7_yOQu z1OXEI`ue>?{jULcf#M-&q#!gs(dk1$cdZgqnSl_}wq9r^io0$kwop=Pt(?3Y69l&# zP8j`DR8o>tQj&t0LKLn9{atyvo;?9O=(T5>9M>6v!obwjy7W-@O`vm->c74Bh{BA5 z@CI$!#4!m_i*W0sdQwR55dP`WqyHHAiJkn;c(H*1ZK?qPAHM-1M?e$GZF!ku2)-)E zUU>CT$H*>m4;L4jTrPNbKJ^P*&Tgfj4{zw%ZfKRUyQVE&7e%NSFUTL%0GaB42i9lT zbOZlQWu=A2vn?;jC(ts-aVijvOT2FMA-z*kUi~jH7WS%iV5zK^?-9efLO0`{9^giCEobJ#)>tR?~Mt*bJl=@Y~XB=^h<@?czem=X?Y`)X<1f-%9Zp z6@M00{rvsOax)gE)|;oz^51Tis6aLL1mGXF;o&&J@Yi5Gk*8(*ifP01@cOyyL0t`1 zGSZ8ShpjL(ccQ!IFDm57L^a)N4d98y$ z0cvR~wnRikM5vDJ$CQ*SKrTFUtv}jLm(Tpuw&FtR4zT&YnV!W3i2~N`>>Lqk&A!_H zwx(5u4Mr0!h%p)zIiSS`^Cmu4RZ-mc_h&cgeISN|&y#U?B5cWaXZHhvyVK{Tt%Du* ziq647Vigi2;EJ}gG9Pzbsh5_PMi3H5b`NLvx+c`X7rW7`i;LC`#{ywKK0-SS9lB@L ze9+H;(Y=oWB7aLMU7?Pefw9AdbM%f0B%;T~Iv~E%%lR`SCvUk#>xBXGn3F!1KQ_Nk zt0}=9D=-ffCK{WXe4En@-KuNKmp`@H*xELAbPxd;7?7jli$RYb^$vKY%Wd+mvj51E$81@ zoz^`3zeM7@|034fJVZHe-UJyE1OTXsJt<;uhiBR%VLHovw0Q4cuxu2tPCMJ9{od2p zaIag6Mf!iZy3^h#^Cdi7O4*Rxw}}?S_xt)sUqjZelYg4<0;%1ULzZ@;Q)(xXf5J^H z{AEY#8qJv(;f>3uZr8CX|IY2qli~_d1qAlER_peaYF7!~CTjb+LY!Da4)h5Yy_R6Z z)uA5EvO{tpa2>9;g~JB>VHOsXpv#3ARe0ki^8V79Cbugcz!|{Bb2^{tvQru{TUiF1 zOp5M$CC4{ElapKZW7ls=19<}%H;C?v(ZIj}0^o?vO>61`_RHpDpGUl{{>=p_{5)Vb zXitgldzpvCsJaGI*UHEr+Wf#CKk5E#11qumq(Qt=wgSipmU(%w>41~bQaD48wHd9c ziiQ8;=W==pkjBMUChhnZ0sr+}d%QuVb~$djwUs ztfQF0B&U)Ja=%g=DJ?+emHlcWyL{jGS@LAChSl57oF(9QiJtac&B`*n=&C}?Aty%} z>H{8jcU1qSF)JNV4vxQou(;2n9u-hP`vbw5E>5bb1Y8o-$cTOTSQqheQQ=Y+|5$Gq z<4!3Jc%I zsH?+BpPh<@fnJH^3mb`mhUe62vu61lAnobWfPTN8&vV1q8&r~DM_n);BDFn&fG{zA zJ9tkBvAXucMU0q;XrQJvyC2i5=ES+~CO219XD1#AQ(HSaHgyc(s;H0ve#OqilMd|y zBb`GYU~Jcn_i=GQmQz!caDG8F(-O>nP5A)l++k;DZ>pK7?a*?7{A^>d%;{`69XjkO zz>edYIP&V0Cc1z!JB<{JAeg?6HB@Ei<>yYwSN4#xwZ(?Z9d%v_dY#CvnMt{wu@RvS5xD{k4_ORGO5-6md;2ym-Oc|gE}LCmkGroETI zPVnqn@?J6zvK69553C#+!tHXeRhtUNaiTx&oWj@H#)y8_K8&Qy- z&qGfT#=!WHTTQADPCY>I`1$!Wvhp~{5P3PPHy(i0(5^rfGFCyNHRsrd1p#Q?ebBx6 z^|x0(Uuw#hRZda!oiy5WcZmd+`fVVuf=;1;@VK^1@<#dL)$xn9* ze{bsQiXrVC9OUKIF}>;n^xo0nQWN_<%Y2eD_$4xNVxitLV!wvlV|5W5rK1B9(j0on ziqI&3sqSK!Shj-KsjRHLkIDm5eA2`LcHg};wp{!T7J%E7>>m>mg~Lh#J9Pc)?Aj$&e+UKlBp{C&a60(g+ya=7!n=8PC$#F`c4l=(nujakhOET6=8k17sN zj(UfOTL-X73JznkcQ02!nYcB6E}SfyI=uvpKVMIZ*qB4zJ@q@QYZd!heV$mxW@|U9 zph_nn?lT!fdKW2qlKfBpNFu#OcCM_irx*0u;og&f?Xp9me~%ZH|M(Uj{$1JLy~3^W z!amBrp9M%IKi|I2Or;HBzWureY(xu+)hxb90MV6p6&rwDJuRQcvM`d zb)f7ZAX%W$^30Pq@k!TBrfE;)X?f!gL2{0$#y|PBiMi>$``Ju!HK)h4Vl7}H<|gfa z9sz12hnq89J;syy2cw<+tpr_FGLVcze)%OVRtA{5@F3q>8MS?BNY^qDN~?*zrBqesBAUnxyiDAagAHkqU$3&uQ05sEX2Pbx8c;)8gu<`Ju6e+v_U=1p4 zOn1e&nUk&8Fl!S?&K?(*{`FF4_b-~!n#D(ScHZiwWcgu^^K`D+GiP{`U}qysM>Qan3PGtZ;&-@gf)gD8Fhw7QRy zIe1PsM&P^aTNX)gOs@}?bv+m=uAtaC;BM)RyS-{VVPtAyk&=}KN+6PdnV25tXFRA& z%HH0BG=mRR_#3z(ARQhZPd@%bfRB%l>0CYo*h4=05zrmd=80h=*Mp`SX8o>-f@-P0 zT;1{3-q!rZ?9cewu6r011n}(L&|{{|?d?v>h5n?Ezng6n1d07}6ghnkx6pCiA#B`8 z2|h#M?fV_L3Z2O{wXwNmwv5kZa&uO9DVQz74^IRLI6Hi|LB>G zjZIH1^FPT%AF-eQYrJCm>vu&)nRD}L{2aatKCwv0oqh7>9v+vLmdLcGA~=ti&c3IG zlzx|%p;{k%I_LtzX*jjB3GuP7j27w@E0%*QqR9Z3>t`gw#g!s)^IR~qesdE6^apU4 zoU&^s@l?u^=C&FZ)6ft|5fABCI$R^BAdzu*7xJjB{oqfboV2WV)Ybm_9C;U*K|ni( z+fE}O;NO!XPG;`8xv4Ap>hI<@)$bfKPP;a&X*U7tv6kH0gW_Y zd6Ggic_%yYI?eCIp3p_ru`Y;|rwel=ds*Kcs?I832<{FkK=yIvCJ|*z5I7Ne^XrQG z*k76q4#pEkZ&R$-qKRv6O1q0*(eXUFB1BLR+paS4%ITE?HlFm9BC}@!U>P#Au<&d5 zW2Vb_)ExrXZ@=V@XYh8Zhs-=x7iDD`UP?$^fO$Ei0xWMifReL{a`kFk&@#NqC@J-7 z21Z2?uj2(xp0udyOgw)7IrC=E7D4*r;v!o`O@%Yk9iZFHhDso9kFCruz9C(`z;!8w z96I$j)}rvf#f=IA>?R7Md=(498qw^z8$`Fe3_&n@c6Qzth>F0@h~l>YIleY;7x5q1Wr5wLf-st%~$ z?B|dH33NFZ>LFl2Fd^OpxztQbCtOAGHiaW$s(kBdg)NS7n4r+8jjeq$z-r+ErfnpR zQyHY7ORslRbHk;U;t53_*FG7lyZa?<@>>d+`?g8xE5tgYZzUNo8XB8DMi(O|booWC z4^2*!a_>@;-!?DqML*f+;br@ROHn4Ts@XngYeW&hiLjuZiyBHnT)nz0)GlnU$_uSr z@b)Y`LrRU>E?8h%DCetTp^zCOPmka@1mcmLvhq_kH4OVbF*?4!@f2PG0Vs2?VmepO zOsxm|`(weRC}50Bk2ml>AE<0j-rZjn$vAP_hr~7|rEifB8N0rjFPVCepDq}{QOE}T zpjHk6S>gs!Z##=R9W~u&< zNlEyJ54PuyX*&jbdcVqT^jJ}6SSZi)6S@u0%{uJb#JJV=qB9}cf1DE^cWD1zP)cm= z?)LlYms(D=LS3h8_+VQp{(D_92)Uq|Ko}{p=w`gHHxV()k;Rn~OJX~n^{B~@2@QzLU` z<|$Mbn~~$=4g2u|fS}y)isrHW0>K5QnbeKgJP*7CGBDm^e^#_FdnCNfs%;m%tB$ zu`nDgd`EZCltV%Z-0)FXYhd&O@B*U5vSFmK4M%7l8tn}HV{k@%3Nuz17{0)yT{$i; zDbYO}ZQG^NDFg;~**d}kV?;*y+%M5%{9-OEf|wY(W%6=rsXV2?{$5u4NpTIz0~~A$ zNnnbu#G*0691 z2ome(OiVub`hAyW08Tg@GtKmgo?|Qf&`Z`|n0*JB+lA*+)~Sm#F3f@iK|68KYUp>3 z<5=*;&_qy>l-nU>|A~6`sEjDy+9L;|r%x|k@Gr`%s^S$yY92m(I0t}CdPzx;v#lYA z!Qba$N(Mv>IE`vXoPZyD443;tA)hQ~M#}l_!?+8KW%~Kz&MCg-fEWTu=jQ%kqO4K* zevN{LM$3M@tEy9zn^yUwx}=XV#&@$MZG(vI{2CDYoVI(goVVuAfgtd!i1m~LD$Y|k zx0hY*Kj0UG)MSz(Bd;BAC9?Jokc1b{Tru4O;n4b#YGA$k`yrG>)4oQDgH^S_<+(*L zK_nX|Xj462D(Zc?wWH0bZ*UEVg4i!He_vQ5MHgJ!Rt2oB>znyJMoD4VFCaLmWw04D zRo+=U3}-jJPK`4S5K%uEcmtO8*{~%l~eOgP4#_hu!b!Glz+&zr$Vtd?lZ6`lGVjnAfBS8COjqA3b zRjr1vdTw)Lqc_mS28>DV@19Ty7!m@V0NUK!({1@SFpR?K7In5^4m;6pcPX-e0J+jQ z;clR3(eW5Nf3hVJX*+5CAdFu6&2B~?at>U+mgpX;RnDS3D9Onx2~SgRLYbB_(*!n++kMJr|P79CweCUm=7fk=w|V^~QmwqntI{oo&@4 zbO=0y6j?@yU^iNV6DQA$9Fbd6V<*%t6BectHN~mlZlsp~vW}YWd_!TY>#^YIP&PI( z=CH8dt~Dt=)a=*pUxmw}{X>klM6vJm%**h@4-0kE`jsQ6)xw00Blw5zheeF-_(YeZ z?Yzm>*SX5W@0sL7b@?M9ZKfrr!=J*BEjz34Z(I=)zp2S>;n$mXBw;w+-f!i|D?siBB)Bv|q`3fqkA++I74~v5P*K;6cR&4^+G|lB&ws zPt4~jZqDGikTd$H&ga7>mb!V3GV7qVkzoS5l^{`|JwVW6O5q zj`+Hyzw9Ww2aD}AKE+N;@6ff@p%KhFAlJt>r@t_Cg}=siPu7uyNBM*-h+M#-xc1nk z6of`I(i1)9rdZTpa>wEs8JN5|Ka)fi{xU$6=TvKkh@j2Gci`4&y7L(2iH_8qS1YiD zWY;U1{4Utp1&-KaeS=R72=?QhplC}6q;3s9N+KN%=EGvhdEF|D=|gr@sk=Y%>8VEer8g;wiR+bnhC=AmHq;@~aO`~Y z*YbGoXRsyML#BayLoox}-6xKtE_(4Vhf1WK~9Nmu;kiHL9KFtOIiCcS$5PGev=@|Z1+Q-Gl?a5{pR>m=Es!Gkr z9)(A)w9{OP-xvQ-*8Qd7O0nIrWXG{->HI0L%-U@Ndp6n^!^3>bJ-OK~4jWk$XBlzgSSW)UIF;L>O;f2QZAwoD+%B*h z%%DiqNp%!HEZ3f2gunmkmE+|D-&gwF3t2MxRG{H+`fcm<)XlytzHGUNKA~say|wau zB7~8d>v=;%11h%q{7;u9KK|IdnG*XOr{FKK@;!55B}JyLdpeb=*mRHIezjZs(xo$0 zWVH_PUADPM?S`932KlQ!@8wm^-{?4y?_&Jaswv_{GO0&mhsxg(pA3GQ1;_A4kgmiza^tIxe0*2eEkkn^2t;w~;!m#f)# zE{<+6!?LzKCZpTlPp!8S9ScZsimbgE;c(_$0H@R zO?eq&e_vPKSzgh#(zrP znqsj#h%e)H&nF@zWCVAsH3EVxTq;)WpNh1!v@wFZfq`Nv8eRDR)E$ZuGc-&acilj{ zP}=tYx%KEuJ(03mO+q>ivuZ(-T-I_WhXv|I2gg73-?%XUq3^~!heO3BTkGKw!*fm# z{sLgU>VC1kE?+(cVRThoDz1X&C-Xl72nY!%QYv@1SxEUfvaT1VWsMh)BKEZD0bIiV8O6vE(PM zD!Z?dkx%F5#2@|5*Q}9N(e}u!t`27Ay+uu(-9qK@Qm6e`o=G`Byh(nROAO8vm%YU_ zrbqGf9M|5mk=jjtYh4~KOc6#;drC^Y3d?OQypfgOkQBA3Txq0ZC0;)haOz0&UA!$-}e!1eWPN7#!D!G~4hnLWuvS)K7X6xQMcDzg)AS%T8 z@XU2?-L^|u0g&IAy#aG@BpJzutzDJ=sOIn)CGR}?l||fRyDtvws9a#2x-w+fQl3yH z(~#m|+HVZL$R5m5c>Ao{+xv3-vE9a?Qm@L_A5>#;R~o?9BZqt)y5gmwZQdEG z`h~VOCKygWQ=kj#Lr!#>bhq>sE}Qy7wnoh^yrvWo?wDI=w=F%Ny2%=)I{;TKi?q&yh<4O(qr%%%| z>1P)#Ma1T1A4t}NBdLnELt&-e`i~RTsy%zr6gKd!UC0|49xFxq#^hcykmM zkaOLl>ZeaUmx1YrZ%y*>T8EK?ljGwo_o~uL7^^0f^Z&aEe_`3ETTLx`9gF2~j_2aI zh%GY@dk`Jy5yPb$*BneGw_*d=1K~r#g4*-^zEWe@0ri&-!|eTu$4mkm5&{n3mDHVF z>6E&?{SIB?{8>3iGo@sO8+3COLCrSCq2U3pz`-3?qVX@2Z^qovcJa3JH{F4`h^jCP zp>jSYYifRO)?I(LJaK^IZ`#qqaeTCtP-Pi5pq~8aqqVCm*zypwYNe^^bSlf)6dvy` zCsX9rpymWgPESAU7iH?5WQm?BXDit*oZk}>(FvkbJ6WLm9|1M%x{eu~N<$7=Itf65X84pPYOXIiO=EFROaDXgKG~ zg;z$NMNP$=FWq0%Rhk|$Fvx;^Y;|=F5&7+V z8{}EnD7)nK<$(L`?d?rOc=K+BErE+r&A7CprDfg?Z0v#Wp*ps5p(S-RXvO9(ON3Hu zC;N)5nMmPL8> zXx7)Sx1(Q+MK;iWZu;JybLYhe|AAK+b?{Z8!^D>U65Dk0L}cF!hhVj)rY7(Qwfgcm zi9XDq+EudZV6`v4Z2U*9(XQq4(jRl~?4<7R84)aFXTy3W>ftdFk32oYo_YJM2rUlB zeT#^AC?KFgo0@8Ri+G-c+36l|KEB!TDkM-*efoIKYIkAVPhx=Br9?4SX+QAY z*Hd|9Au~N;(6;M`-P6*4a{(^WNdCcM6OyG4GOO~j^H6ar`z+ceVD>|&XC>Hdg=ewWDyDjQd8zxCgcxwd=$mS_#U`&T z?Kyn+_VFRoY`aT_NZJBmg@JkZ_c#TNF*6AZD{pNT?s4a%GIB0gLuDq#=lQJUlA(-@ z3}j6Yg@yCv78oR`sHl{b865l}5Nm5I)lq|C>8I?LO)wIw?B&E;`P;^tS;j8oK!05G zj)N`Mc5g#GQ5H5-Ughd-+(l16g+zEz#YQ?mL6)b#LZO8&dSUC?vuA|zZFROdm_BdG zO)hz*&Ckr_W@JR*a@VG(8-<6zj{Ou8QubC)9eKR{2o0$ZQs*rc(%humX)81MZ|JbW?Rs@9f&0oJK9 z*;&c3d5pk0eb)J9ge=DA)R!-4X&IS{B)?YI;Bp)vD_0p~!PA`#*6}z}IyySSvw#Fh z8tt$#o;zGrXKxI1i*o6~>+X;0gdVnLb_^7{pH$)zIVu;nY!fL6Pw(=z5b zy?)B6u#mlEc|&rd)~I~%=&cgw?#2Qk0uwHZ{K`MXkKr>!$-AEZ)??HC1JqB0SU()9 zq5eL;B^I3ub!w08isOT|l!UP=?mfHikI$ZY57d|$v1nI5v#L2r{))e} zipp?M*<`)dBE!)s^YFpk-_TgWzzQZJp-3qoBGuxu|H*AJo)r;#>#=eMm0&>~kfsJo z%#6s;r*Zp7kL+NNTnGg*3mc4iA2VIq{VPhFW?3=H4bKNYH zSBq9MFd!xh|Hklup`dx2Ya5fdfKuzD*df<Kd=(v0kP%AWnrT6r;L%UN$D$HUu45U@(@@F3uzo{~{?mnnp3=(7r?2BK zA||+uhezj9{Zg83dhl_V&p|~G!Fm*W44<5R^^R0DS8`^$H=XqnEtqqDj?C+hqb4a| zwLSZ76T=aW#FExZrlH~Ah~tcPAvZ>VX8HDh9@+*x$jF7>In{Lhdc&5X(zR}Ru;D7U z!Fb^N;i^j2MEFqDV723AL_LPe)P!DmIOX+gW!G{~yzj!rA?`|0yPrxZ$Xr}$2EjiI znWd;evAGB$u01Zq9Rm*XSQn62kLyox+C870QSi4Tl)ip;MmOd(_L$#n@eS?TXsYPL zOxT-pE6TZqkkS7xwdki4uFXupJ`{AvBM;yRB64z6zXJSS7yVB(N}^?PA$xlIcKEl5$9sxieF^y?Wq}^GQbO=TY10p$$tmF_kVwMv zMVQ((9EHVPTpfZJgE0JCe-`V1mV5ou$A2hiOG`d|e+Gx!gR3}PG&*Glg z(aoEa{e~s{6MBS%q!~#`Nn$ZXG2Z$48`m+su73dYlBCRk-HeXKg;&>Z{re~X@!!eb zEBJy8J`J)9Gsyq{BKu!2^b*rAQCHH`)U-&1tUbLHKnOs6lwCD-lbbSgi*s^NGlGJG zU^kpad7!`7(~`)wcM+z%`2UNtH}Bd-PLb%jUjfLJ(9W&`u1j8OTZGB>?86e_^<}fX z+`c1imnDOm-QG5(^^L*YY+{zvB5Az~BNk)Q{~`#Up1ZfgvsiO5fozX1dLRL!g~rPd z|8bN4^9cX*X6l!gin{8$jlgN7zwgNvRISD5)6>&sx6=`;x|H+;k2LLttMKCT|Du&X z`7JUmtgm0;3BffyyomgKtN0Ke@}NC_YIuFU)_=RMJCO12tsu>s0JEJ#>XhjI5-SUS zWgOc*X=@faByCmmI0Ypff>vyeIVN?sO9B9P9=m>?~edWN>|3?#Tl7@?u94u|3w-; zjw6Rix$IXR1dY8v_wmizqk1@^U*ih%I0C2ak9nuP@ybAvQCP=CD0?#VFF$Db{68PO z2D|G6ZELj)39i9u((%1XJDHzrPWJgq>{o{hCFU=~3zJO#>o11%pG*JGO%|=n{_(+l zD;=pQHtlog!%({T*s8%ChrBm&QBgw=Z25*QCQ4s;czD+POG|jE7 zXe`VGiRsmJUc5VNlK-;89{&4Sml6u%XOHbrFSiaA)c|*Z5|h5P*7^QB9Z_3pfJH8M z|9|YA^;ebcy6+KRMM1yF%7wx#qj} zI&1B**Zu>}7-#)l-reCuz|6zfdP#N{aEe<-Zrbo3643vm34QSS#E@|+54U^YzU}`w4 zp6pPsVV< zZ=PlR`&9Ywe}gSq$NNHwbLs#)^C&d*jh6f7foP&E1Q;YPJIOqxi3yQggH8xyXS2)q ziEC`y&!4{~@m$b_=xS_Yt7_RQ%5$K<|6nQBn)@TL(JXp~-d?+4*KPbOs@2HQa5XTR z)sSPkn$HRD;p&U>2{xyVN2ezzgR4czC$UBL4{F1|KOwF~VgZjz?N&)?Y5qB8WYX0W zm#$%5Gqrfhbj2yDtE)@xkuVMf%OTjU)*PiuxQ{>ls@*Ktz!|7^j6fX2m544eT0LFX z$#aSm@{`Y*tgxDLi<+B}Amp$ZJTNa*c=hW0R>QV{mP6l1i1Hox|K8Kfg#M@Pzl}uE zn1$Q9Kedv!az;|pW1!SV4H@(E^XC#9w+6?%E%b@u%x*IY3JRX0ophS8wU4xlK}1%f z;JvM`_)%I?a-ab=9s8y8S-UIyUjEd22sinsSF_U6gd47Q{RGZug)Tt%ICMlTu))WF zx)5$Q!dTQHKrVV`1Wq@0>r0Qi{hk^qhNX6TK?w@3#}odYS)uC9VGW1FAr+b@Pv$<5 zBCDh}^#Aj^zEueD^Ya7kMB%2m_|Q?HzkjwE62i12X*Y zYYfGv1OHi4gHi3Nas)ywh$#6UxvvVZFQhXt44s_lb(#KaA2PS%9^P%fish)#&?M?a z7foz|1M5|j^l^OaTEK>iRq=}o-M)Q$xT2)Nbj?&TS2~vC?0jF=am-MKtF$6GczDYB zN&)!Ag%DJ@ajU4Re!IN*?Nhy$Lw5*?)M{#oVA1wEoX#0Kymi_=$n%KkKb}VeHL|3c zwB_LcU=|*l^x`_2$)9F_h;G<}Spfw}OV{S+;zkP=s&($i!&zU*7w6_)=W@$5I91o5 zuhBuxWECv2lwo8kKiIitWJKk7a$nZ3yhy(_Zl|)l4`zxSm*bsR7Nd0fLZ1jZOypOr z)b960M5#0hQ|jsK9sCJoTJa^c{yiWon96PM^*gt)_K#vb5@(ZzO`^u_TAq>c7s~9y z1Kj(gg9<1zgjF|0!qR3@^c7@ppv+QvIU!#cgsjyk8)#g%rub@QYos`1FT=jZ*{Oy- zG}v<-B_)s-#HoXyd7B}xs`@mw@2RY8Z$?6gcy?*2qWjU7Qf4qQ;l(6$LIQ%VhE|q= z&hn$3vNdk`d%Q8t7m5~ST2F-Y_TPfKzyBhN2^r`)r1?LF$ApB)h64cd-X;9k=RSXL zIW}Qgc~2o!b=@iX2N>fY{|EW+b1fH+Lu3r|A0FpH=s)1g)c$|Jz-uV8866!B=NriM z4u098qSw(sUM})eHVWGR1)$LVzk*!w|HD0l{9Pz))WDup9c$RZ-tV%=ze zm^MvJJPz-Bnwn^hynX-mU<-w6s4D^AqTw?(NCb_V)L%dGp>`aFpZLx7_sW<}gNQF8 zN+&C+)H@8%fBiO;I6JRX{p9lP(fn!tn$^6Y*B8JC zcKuY+x;7VT_GLjK1B31JlLVZsbT!&b#w_@d_^un~jdyhRMzzQ*X6l1?!-6%-5F*ZO zK0I27j+IVBH#xcbtQaGAqk`Sk?^3f=Dl$bc2;a4!+G$O7vl2qC4z4&gCi{b9PMT+r zf7EN46hU{jQu|kd0o&Qo+Kisgo|h-9as5jOkL^aspf_JI;EI9H;I`b<`;dSrjrHt6 zF{B_q{;ca_Rb_Ls4x*!*Q*KS{jy%0ZV0xc2gU1*_q2)GbAX4_3Z;l!EqTl~Tj7t+f z!837#DNV?G6-{2r{rC5EkUV!NXOq_{Hznnz`N&oJi;G?xn9In@3Z;OuNhSZ5U*bif z_R^yv7I_s-zM!nS)D? zduVOacgU+=hzbgd%O|J5GBh-#Wnywp22)L)>nT`kY78=jZ=-WhybUk8gOT*>6sC$h#SM=n+c zXcxj&kdu4!mQXB#fYyS;a;8Y3;j&1Wvi0NS@s?l`p0@kM>Nnd|zii1?ET!OR=#n21 zV}_ue#IhynkmhTaXa`2+E1KARFQ{9)pQ#T55@<3c4<0zAXBf4`MNvb=pXNa;E%TH5 z;gHUj3M_afF*JYgwOp&J0XaIZ_n*%fKg79*@{a@K?-x4zu-I(sCSpVg?Qq0cr^gAu zGG9@xdoZGyWf?sq>>(~eiU5B#cPS_ahJSTyP>T2ErwpbG@n+6@X;n6Fw)Q>BkRn=F zZWyy)Vn5N88FVN0Ob#oS_bUerIK&942an|Rbnv|oote@~Fq}A`dfT>$;CG>Hevb~o zqpgA4&W8zoe`Noi|8h22F@K^`JZ!K|QjD@RTYzYSg{3jOTm5zN*RO1rUTIi-ugut#E6+{q>Jfn>xO@_zWS3^TU7M{XSQnh3t58T6_(A(hPop8NS;3JVPWI z=vMYPqYYT_2@QfX!_Lo97r)u#;7wFdx61T#(L=xJq*B$@&8>PvLDl57wpRifIhnz; z!7VZyWv6oJGnw;ofVmnhP7oZJT|8PNo43ix8@4M82r&D)KX;&{uAY&%L4O*1j^i*X z%>+|P#j5Cw%f?@I$m!Gc%G4p>#63Mb&4Jn=rk4Q9^9#7A#;X~`1q1}vTn>CkYR^4R zW2MTxLY5>J-RqNnJU&IluIc{D!qzCa94VM`XLosXCF)*?RCl2~PlwJ+M|Wow#SOF@ z(0P)FI$`lcwYamTWju*6K7Rhi?d`L(nca7N60n!8P36`IP5czfK0>j9?(~3{_?cy2 zKW$T6Ja4Ij>MNUw5KG`^s@J>aQ)JKJ^A9~KvW)N)dY?7cJbATt>%)hIr1}*gKh1dj?{+J;~r^SD7O`5qMqAHQHYKP3*e2fzdplD#&r8*`uO5hJFne&+Oz_lR*Qb#xNV5b$Ou z&HeKhdaIGAoICA$rH>Q!)np@U&XGXBuRr~4Be2lnG#$_E;L~`}Yi%nfSPl~xL0(>a zdwcRQ5>W=LK0!&lcBanQIsz}xys5KO(%&*yC+N&2+tk$UGJPZ>!B&-1szJgyo_n;u z@cZwSjX0u~UzK=w7#SJ+WI^n5GWzIn&2@pwpQ+(e8MenEck6mu==UxzEv@E`&6t5v zUI1Tp|KV8>;o)!%sp8!J)J>p2b7n0RsgEmn|`bsZ-R2c+C3KQRcWmgpt zp2dwyy97otxIJlN*pYRRd)RU1|+w6PBQ9u8Tg?tehiOda0IATz;$XYJFw@5dqP{aHW92 zG~)!P)wCJ5{YYj+?uaQOSd0A#401C;_r7YUqiIpviDDCbGRzYfZ8~#waG*GG!X+YF zDi?dg<^HBZUP3))>GC|*6LEe!Rg3Y1B@JzV4eYA@{SCQ01y|-Jkp-Hm@Diaj%XM&d z*_!z9;rTIYi2`+yQZ8JRvr}UHUU>=~9n#Djs3Un3NjSM9Du~*)?vV|V(gHbibUzSB@3NYl$J_` z@LiS`7ne9Tm8qD&xvFOmUS3~M#i3I%9ovgo>#NJ{oL#@FPsm5UPaO;5N97$6B^n}S z4(?mjDIl2G_T2G@fpv#{#}NRLdNCr@=y5@hSpI7lDSQYuQ+6rLhiy3`BC2y{#-Z^= z?61(MsKSHKO=dF%YZ2?RoFxs27Y$6B@{5;0-lEio`^lPS{Se@542Pa%|?j>@Z zhwpt*iLH8Q=;#Jus~xP@;&pY6cTwtH%Bxi+t!bYCItSWT3nzl6 zrU9WZb93Xx4B0<%KX9uxx3*?$MD?f_TclG35$0xzy2&EXdXyjFF!WE;hxqKBAL zd==mC5RsBDb3x}52;v~N{q^m*qYx6W;Fm%#H52G~sl^B{$2~MBW^hcfNu>I2;^Dl? z&AFUVd^wf(P*cHi$`=>^o>d`=MNemmU`WJ1CvnLwQ-|EhYL~S%T2V8BU>)Itl$6HH zm;)G}KijCvXi4lPV0i^b=;)YO%FDsT4?zrO?YWcfv^kXt{GRnaQw8KrU7o5t@ljHF zG_h5HzlQFK0Qf75ruNZz#K+J7*=NQMAx}(PUZUj`oS7azs+4Guj4JH^#V|3*Q=QIO zHG6JGs-WfS%6`d@Ot@`C|1O$kiFsd?i6?fS$!p(~Y>2w*D9Bocm&tPF**J(ya-rwAm<=cPH@1gPlf@MKG2I%Wt$xh$&xwM@xBY@tj z5Ghz!OnJ64xNW769Gt~&ugxY4#qhZ5l@-zYcj4cmodU1^&YNNbU6>pa~w? zXKEm>k5f`*dDaM*`G@2lT_`H#Xx65muVB89*xrOR;}9~owZ)N{!GUB=>(^pwb$0ne7e~)^7Fk9cf%nAocO-~_JlvC`C1np5_R7XSiCZb8N$fUh^k;mbw z5@5pvf=u&2d~k7G`~A~UlH8I~; z^~Iva#YM(rJX~C*2PhotQG&QC+)LmGTYCJL0I4D&`C`ua z1q1>K^933O&Z9EpRT}n77xdyW&x}6skl162h9!6(=9^t#0BM!XyYUwnh?NkLPDMD| zL3FOXoWQNxsht0%Mc!bW)!?}fW`UlqzW81!+jnd0O~J2Zf;xgXzJ1=q-cfn;<}K>Q z1@uW%;OqdKnN=`HSA^5MqazQL&r#h*3Lm?vdi4bwy0{5uWh8qYxMYtDv>p!iA1?3N zd!I?e!2tnZ|4Cny){!_o$%(LFMd_m>Dl^D3e-rH#AOrI(V;tq&j@U5?n5px+5WP4< zkOl+>^=(#Mrb4JP%Lb=>-m;EsQ~gx7koyJV+H&mpF)7#V@9msU#^GCdKl45YMy;)n zd8@py+lryny7^X8LgJunpD8!3bZ~mf^qI-8&R!)ArB1Van{Q%DsOQpVv7t$QSXM39b1btDrSQqjYz)4AWN2tC8HOrF<#+TpHMtR>e|}CXLrx*a zkpI{%5MgU6A3v_z7)1sI1}e$Rr+_p7;_j@<%2z^Y*n<^+V(=>s7$4CUn8=AGqfLbe|fnefD# ziK$FFYo>MbF3d(LX?jo`L`OtS4Gx%c+&thFx_-u8e@RD6d$55~*fB7m07_?nifr#0 zfwh^65FtTGKVU~zQZ)EbQ0bsvwj2%0Hsq?JK zWN`Pr&y;jLPRlHC3a+q7*#Gcp@ob{fo)4#{{L!o9m?yp{GYuT5-}e5NsbN(;y?P<1 zghj%$GVDGo0l7Zp1;H2z5uoZ@U1mL;NGz}(+;A4Pp0b%5f>5){Gr@OnzBZ9TjN?{el`7dtLOR3TQB+KZ`<(D_Y8nh2*08iFYqs#WuG1nSGzUC-b_bTEOKcajntRO>uc) z7mO*d&LAxBW1?J$gW!fqMhE6JBxZfU$J4CHS@*q();Y14h$0Qk*O%IHs zA!k(>tD@}aarCUK6;aK~kd96}Z8*1Tm_C?4*LgU#)|S$JdWws9+4G{6A(-Sok%7)L zgiFLwh>+0BL4iKU7oWQH3+V16i!~-BE-L@1*~FwP=cha*xSv9_|0Phn=6EZ7$jlKv z#A2d;K-ayqd=sVErMQQORd^ z#VO4O+i;^=#5+&KkK~8^2W=0mdTkfi%8-53&5FqtmQuUf*(YlBBGo62GvG}N&WTs#D+7#uw?Rv{ji;J&LAwQPwqB;U(_sI$7VZZN_; zV~iUp0{X;W?NbCAvX~(BtU64ZBQrFh-Jl=F%A{GZj)TtP`zBT&rS`2T;#Vb8Zt}@r zzkdX1G&0XX%VAxb4Ja>Xt^y~{j*KLa(6Lu)>#X-f_}OkF%zkj)eY zVH>#a7ez8^&=70or7L6}1$_P_r>tClv@w-=NXWUGspEy5B&%L7n1~TUIWT}N^l**P z+I(Ose-F$_J}{Fd8fUefHoTEzp&$`D3jZNU|vOJZk>Rj@J3jV$NhE%qZx$fY6a zAK12l`WD#xYC+r)2{RTyub*XGzKrAJulpKTtJA4mFuYc_j!d@^+f@p>$pv(EY`#eO ze#pL882q?>FF_96D4hed*=fYQhls?$QnPNJMZAYA(=}F6A+q!51rR5Wjqi*YRUkCz zMciNzEpD8y0h@Al{@7^r%4odSFcuP^K`yJs8O4e6?XP}jSlF$y5#7rFfQCw8n_`{v8ATFO7yvhFETM*jEbnNWXfsynI@Onr*|KLv{dMAd; z?5Q*7`T6+Ryt-b&=-~C7e{{(RCZW6;5gk9TJOdMUv@B$rVF!)o*2u~@GWKUGRaOUP^&Op^WezR0 zhZ{?^Zyha_80B(P1HTDur>xmRTGHtxezrG3x}k$OJzXs)%)R0>*kw)(BDQWV;2$qC z4~b>H(vUEVxzsGygw8v?NDHHmc|tTV?mP?GEIY ziSoQ;DAgU0L9|L%d$s zp9AdYsZ1zDLUx`H@^i(pLPLWOBwj1^X07T)WOJ17lN@`^~Uor?!)!c6Q_fIHmbC*JNFs>3W@HH$43S1B* zm#m;Sy1f3-n#W_0=Lq%_&uQ5wAzpDcz&-0Cx}AWflo1k9I{)ffhGb?=6JvK! zE^T>eaj{*g$D$c>xa|Df>$9^OZV8JCQ5ep&S*g&Sr`i;B+1Z{CRyOEnUpDKRJjL>K zcUoV&dq)8Dq7kL35nc%UBABCfRBzUWEe5$afslGb(Y2-kz8WEmGk4Gw9SsGl^ef|S zzU!$udsi1-X~&^2(bN1Mnt@g?_;J=7o!4saBSTtKGs?~*?=cB!1JKFpUTuS);46^N z3WSTZM4vW%3yYQ#zxH+N%2T_$Zh6wabJ86|J8`|o^X$JLID=V_>w+D(8n^EQvFd?- zGTqE^{{4coTw90QA~)sdiAg`+PLQ35SXbUB%)}uU00fQbg!t{-;vSWY7%U}rm2T__ z_ygT&0{2#;CHquf$-KVt*!A=@^V6U!6R2n3ja;4>)8^)km0yTydoO+@>D)giY{uvn z7}KwBxZD>62UM2yST25!Egm)QDz4Fq{c~2?M_jp#-vs@l5Cb4F8eZCSm@dtYuYd$x)s~Re!oNL(D@RI^= z!D8Z)93>F1NB=_0d97>!uPZUttd*Lg$o$yLw@&vd%1tD7MX%`F=%|a=@sA5tb@bph z)PH|e+yrw|IkdFmqM{d6;Zu8_0Sxqae)-eWS4T3?GhERLe`3v)-cqW!$77n=(_f`y zxK9H!P9n*2vz(Q5ayegAjq6gX(nSyxYbq@=;`_3cZ1dRoGVOWVAT8M5sK?ak>+M?{pk(-Iv%Sc)z8KiMaR`= zHvv-nSLNlU55Az&!}jdxar^!^hK3??Z%MT$B!%Q$x9vKf4xdiVaDypoU%A|%uk=)0yH^GaWS-1n;RQZt+(F+4ul-{c(R>7 zy!|N+O?pc4eOX!O^PAYert6n)Z|N1~;Av*dg+_i6H#DT=80I)RJIkW7k6oec?d}$t zrfKaQz)&GC;9_8408ca2yCg<#DTY8EyzxVWSv%$E7r>IGrpAk{4N8;ayyH6uJI&qQL3_n^dl=}U87m@Pzuu3@Mat>#mU~Jbf4sHm7nLI7|9ZiODTX7O>?QQ&ds`no09x9cvK80ts?-^p%L=M<)$^u=D7j zW~@oSihlbe-$2#igEGpU&{&luYLu;w4GMl%Nozt_p^Yhe?|rJ9i@`>z^i|sU;urGI zVvLcm(kLh>&7&@EBIGqw?!U+|G(rMiP)4S!B3)fE7uuzvy8tOFczfwGYHbC)^kBGj z3qgG&VoVKmHA-*Kb;k|2yJ6GlY$Jd=oPW^I4#2o)&BC5(PdIfJ@2;<|PU~yyH){nN z_j+BJ%#nJZr5{yTjqA*uHDO}B9hq|V8#^Fxl|e!q08r-cV9((PRCC#j%h#!@oG2Ro=MQe zddrg+`(1ptA;i_*xQ{lxXn(m5FtmSw@W?7_#q#aB1B1Xj)@4i)1$?zJ1A|rGEgo*3 zqYnHN<-Nge&X|YCUUindnLXNXnx>ptj7oQ%Wx$9_R=`}~)Ab+eoy_Cwf9B`A!$kJ2 zciL`TYWOPz{?+tSNb07ze*i&y+!*W0;;49!RxQP?x7K&T-KgHj?*(xwS+Ry3IxOWa z?V6ZwQg2c4)r6(C2UjfR|R^YnGU+t?VCtaN_KU*_O_v1<)T|0~9|Fd75>K*N?- zfD{djBw2{D)$%Q!xpMw9lgtTKjs4#jgh`O1e+TZRMXB|T!5V?AEtB`VsCOPcdutfDWEvHcC?MRnwx<&ut`kz+IN>r3*Qfa zt)^cs`^dUGggAY#Fh2QhgB~bpW9QJ=WC^&ScVNG-YpVOg$ca(M3PIwpC>ZMCYREpb zIhtQ#)zNG#s^tbAyj52TyobXVwcB@3Kemi79(YHo-^>}y1O%bMCKU$6X);M9Z`Acf+p(g3yC|Bs}hwm4D#AzAE&nskRph839F{{1#+?N^bk3wImpB(HLJ}vxBde{H+t>rC8 za~qpy50$+d=BZ<1V$@2^ZiG|Ivb=zZCp^=)x)@evj&zpvD=QRvd_ zo8A~DI{Y!qz2%`?+c<9TpO3vArGt*t*NWd(Xy*c(7if(DOU%|=M0KUHyNS1NO`4I_R7or@EHVRcVG}SVU;36g z7|0c5QQ}nOvZ4go`YS^Z#}EHnSo>5C2X~Z?i!YweX=;wPJZ%+$b9d6^I>z+0HsASd zon}o!62Dc@qhxAD86{p9k9nbsX>ad7B7K9C&H25<*}7vn1(nv_@Jv^a`KGjtjC+L6 z@qQ$u&-LVs6KrY)JsR}!R0_4WnG+RL0`6YS_e^a}J7=|?13zfto%{AMqfV{En8kqu z(23@BWFF%NntqYsa$Wn}UYq>$-NMq+m)KZ8Fa}F?Y-S+fT*LMMz>mOUw(Ot)&(=!2 zLju2GBK_4rH|Vw5NO?6hHaV7uUTT@g|7#J^oYN&1#aXY=AtVKm4Ax8UN$MHKS0L;T~A49cH zFZ$hMMqooJ822bBYQ9&bZE0$X&w5S%jbEP!3oBzHQa=0ZfH9K|KeIm)cQtwQF8;k= z{UR9OD=LiFM`oTxw5wKGFkgE4ludYEY+{$bqM+BPect<8@wk#2{#q4AA6UP?mXrGg zu}@7Ik@ zzOzOYC&9iW+HP2!ob#*V?b#m3O|nMEj(dY@bw99CHmAmGs*!svyyt`>W z3TRJ|<3N}Z*Jn4UDCPDyU*tKZzM_y1CgPQW?HdeAT`Fr>tt=k08cPl27FLIUi53Aa zHn=Md4i7WCgff9EwiJwWmQ&Clfv=H>st+i*l$7Ft+1clfFNFX>o+Ivu9i0~x zZrlS(aA82taBvL&g?95U5mEC&cKBhO9J@#TA>sHqFRTQbBdnvi8XJG$P0`ZkxU8OL zmL6tV2|#!S*ojZU{^_NqcX)YuU;12Et9+v!()+VJ4;!4qvvUfrvA&S_6+|p;VsjU~ z{tXNkCm+6>FW}F4Lm`RF^ehYJqLqHyp`Hh!6`<}Y=nNF^*_9ms$WH^mK$s{K4Pjx} zz{I>w24FsqcxyknfvhXGlN6HQbTsdNX1`yVnN|7q!Y}wS>hMh6@CNUq=%d-SmoJiY zv{L9$tSl@VfBu|avA_T5ZW7+}Y~E!?&Bht)XW(2-1*arfsP^~uy#RYW^DWiBZT+b- zcP6wDqRr!@>e}74K$l8FY@6iH%_9#7Cnvkp4kZ+h$-15e1Eq><1s*#+g6@;O-`i}8 z?f1a3?EYUr{uM~WM-_K4ioPMXs>0uqY*A38$8>9`Dw=`FtSWZEz@gD_v0EYVfduFj2FI7=NE6*OZf>4u_TvV5dDZXd z-Q5l*sr5hO5?}kCn#%uWPRsL|agR<)9r4D-!APJ8Sw0Ha@0moDtDgsv;hDYb3{gtT zrry+4>GE0RS?SovJ%3Km>@6fZI=CH|_|&RyP_;VKIUG%uX+^)jW@BISLAJsxw?c+9 zi~G5R8}3ID%1?mOMSTNSf0a=e`9KFqA{ihyq57c{E5+_hdEehntNb7N1Y{KXB6m?R zZvEHeT-Kh3#}|xajJm)11_lBxqfE1kKnws38V%FGI++AAM_e&~gQ2;~j0e(s@{{nL z+n7HGntXubz*21A*2y$G&|AOI7lb`;BHWDe7}tNydG_w+=4MwMGx)jF?d_qrF+GKQ zBpk+!cV{n-rw{hK+uL=I>#rv{>E5}GrI(b6h8ZLcdvM=mf8!A`@7Tgd9yO}1gWX_k z>E!6(2Vt_7jt+EL^7wigqsfODfdS&;lKS9p1;+CO!00Mlzg^m4aQ@vMPdnlI?(QM; zC?h3hgmuH!J#cj!4V44GgQB|{p#Y}<9zC!3w2vmE@m`w$%?U8S{=QkW{pD5qrxrbM z#oZ;`kOb>rVB`T^%Vw>M+ro158^8H4=^87}*z0~+`j&<*V3qm3sEkUmA#||RA)j!y zj&Q4r60y1MP4#%k{MnD8h!^z&kUCutjgQZaN=WEiyj)-6cutojE8Y2K?9a#X(#hKQ z1wq1OWaN#Xx0raSlo7lvWS_4U6nrM)j?1;(MbWG#au-5}*P&%)v)|Fy{k$o-v8E*O_BFZR z`t7&Z)YU0GcG`_!rOOY`I8slP=TebPR?Jz|uT0Ii|5FQawM#7%&)qvdL>Db!$?{R8 zWqg^Dok2*}MQ0}I{@kITqxsgGsTjr=qNZxxg|(Ns3RKdweKY)RLWGHLW}nMWUruOH zb%si$tB7KFxSz zVPVx?t92}gbQb|1LC*u*ZQaal9SP5zJe90H{Y58AoSWXSe0g5sZF+^>?W8tV1*Hss z!MaQIk^A>e&CHCB?s)#ReW`aJPF$&NW#bi+;{tvJmra&rk^(@QUdp4xF7tDb65|xn zFilBUL-$PvJS0aRgo{hb%%v|Ua?mzzY*$U2rODHI0g_4&in{!b+&h8&eljw1_4(B%ibw8Kro!1??<+h8hWne)qn~yPUV;g~ij5D1Fn0UsT=rXh*0pCT+HzqD zZA|nF5*9=WQ_WUGN=lmkLHZ`bT-mGmwHG~TV!<%3aBY?~C2=%r&jm7xM_n!zpKt*SlM&K(@ zm#haC0w%CO!_lD)bFVv|-De7cbwAe%+YH|6rSq1~+TC%<58rH#E5{CX4I|9#nTdRtHHIUo{` z*3iTckM|b~hUlcXw%v+Ni`=|k7qzq5BhTdBJ)E4}^(@P*%yf|)V%b3`eSHipNtU$J za3}2U*3u^gN661xLfMM_d8{}4AMEwWfblgABSUIl-usRig0z0+tr~aCY3=LXRvMb} zzM2JVS0wlKyt-Zv7u@GOW;eg*0_LGPieuD)}U8nVKj4h60KzDQXby29Cwv3+`t>gE-%MLX`HA@jwY>M|9lr={gHMogrmBO_ha;9L1U4=Y&wl zrO&Hy5^B|W9E{$UNf7XX5L#C76d^z?1jiAf_c6+xu2zo%z>pW>yGh9+%I(evO-U-P zeWp1iKE8*#5I*3H;M7sAe3QUoc~+X;tXb93>wZ)Wz-1&k*OIgKXIGvDg}lY^*88S>qWoG-1d0BTq21LsbBl7{x>(=-<0C5oxCUgs zM3Zr(`pqiOPqY)vVRt4I0BH`=Sx=fo)QpT~eNn$=W2Jo!STX!qNzrg=<#X2$816^o zc%2|XV^k@5XaCSy5c~-}gj#>&0i_inK281osP66qjE=z0DlLn4Djoct7kn}~IjP5n zYUgZWk%#}L(eX7^L^MAYN>y!mU=(Al)b<94T(0h)4@FXOZ^m7oco$`YrNxEC~04hMVm)tI&9`Pc?-$)(FpuG%&5GIW5`R$j!rdf3_wv+nqeq z-fCifW_zx>rB)$ottDkaL~423XmZ(tv0U^f!AtQJ)Y_3H%S?xEiPg=&w1l$drsl8Q zoLLL&&d)J1zFU{=Tf^?ZZE^YSS^?vv<1+CbQjUlIX&;*x*szENBxJM&z%8CXT>vhR8?O;|ITj zIqqKDnyyKNrrjSv$;L!<;%DH#$V@i`-(WAu!glud2JP*({h|6t#P1c5^5_0EV)nt- zjE!^Rn!T35`GS31e4NYWsx;)GziGq48oYJO6U{$R_RZD1ro3TW^39En!2oaaM&Iui zyQsho%Ca^=vdL3hW$f4)No28|A#BU+^Ynt~2uTS)9v=diIX!*-z^E_tSF6i)VB2jE zHOJ3H%tX!=*Pwu8vvbV*ey7_mP6XLs66Ng*(=JO12*q?{z;`x$Pox1 zaM4CccunW#5JoX*!@-@rkLXyG6n`Z#XV;|!Cne@uA+kq$a6$tWr#!6z1Y&(els3YS z|22+>xd|urCXOWDm(Xv*uryu3#nzHHTS?Y?JRyd07fXr|qo0<{(z^3)rcnomEj!3wql$|&X4RN6V@l5YTPV^3G zj-xmy5{I% z=p->j?*u(&d=d=?_;t?>%N(_?g8cBAE4kGv>hQ{re771kP*m`!H#Rrro_>A$5WP-7 zIXl>=w60D!G2%}W@yMFjEg5a+tkeN63j`+2Gl7qAY(-)Ugo<_&BLZOC_o<*v6 zwbETJye3GDnkth3rY?IULWj^bKvKf08l|#21NZH{Cckxm)z{8Mf>&MP zZHw_0gSN&d!j%c34}Y`_MVKmN+JHrRhr{GL8$^VVgZc&qVcIWuvAs%U(1Ma{^lO&9ud^I2|(AdxWHrp3`{rFovJ*-G9BAw;&^PJ5*Z zf%>oH-j4k&nSJcdF z?)tl|^ifM&U9B`>14_pw)l}%^q1F(zm=Rbc06R&AQrYh0Ktrqb&SQwDz>~B4tN4T4 z*rbiW+ic+Y<#zhRR^zli@89ZW+`lVL_GPcoS+E({&79hv??PuE`|xRB=Xc#dRDoQ+ zvAzAvN~emAgTri(Qs=1=0t-Db0EjxzX)Q&_BK}NcKhb!h`@{zgv%hABE_VoZmgECL zb!9czew)v+X;iOvr7%Fx%~cAUMHoK+HcT>(a#3fUExb*Z^di~osD*0!FvgwN;?wT6 zGsr=-U6yXAZY2RY37L^T#gTy8PGk#4&COXP*%zMs^jW8%IBfpEnZ(q}Y9-~|mo{9( zOJ~QZIajN8Fypv``d*W}?lWCIr!r@C)8v1xpwOvdU7KPVUR_=JeYMXI;4+WF z_5N$A!?eqxYhC$BaSKLve*S!Ob_vYK&Xn3;uxrI7C-5~S!qmIwf5tf%SMywxpAO$6RJgBGz3hNFuL#{pal1$5Iq0i4dS*No$ znPTJTpS*qN)|=2m>}~JLkNbE`kbm8x3f_((3Xj!k`!pvM&8N%9n&B+X63b`H2WxWP z-&iLjHPr_IlfQ!e`!jR`8?b%=iutfP5R7yA_I`UpkrCM$ZDSg&7QAk8xxxxCprB0Gv)- zTPXJ450iiO%FXBZ>|@a&f}h}O;(O+wt)O6p^dY^{SxG;38zkbA{->|N~vsQ5ccj_toNe)0ZxWYOdD(q&_yv`-l~I&63NVo zP2sk)KIF$nsq2o3&P0rLO3$a)s!fuexoO<1LqF4;CmsDAFg`uC3DEayVkspQwMIq%Ipt2V_*Ccg)tzh^ww-qsF2 zUI~!G>rQO>Zgp)8sB6GS^+b`1<$EVS-}>n5ZX&jTNVXzDUc*ovH)&9*(qWK}+7Klc ze;#YX6d`S{S?R>+#2Bl)Xm8_c?9YsusZ8Qr$yeg3?w`lTc_M_qzoKaDOZJ|>b!g^i z{N+`1muXIY`9T*E?a;e-)WLy`J)joB;*QcQFsq1VcD%1w^oc`_Fskqu`F;Oy0)}MQ zgAR_R5?TCVL3vGk{{?mS&+QK$5wpLC3NwR_7slI6KQwGB)rmrT6x9;D+d3Zm*L!4w z@7%sk!NT_$Y9u|{pE4GtZd|+c;#&D!##T|fb9j_k8axULd3x<_0Gjnr<8xMbqEm238qW?@@-a$*AUeS%=;R}bD`r|%`eNiH>%sotS>A2J`vI!-!=gvsot?&mpL7?N76+ya0?r|BK&7LL zxW&a!jxqSY?$gdQ*x+9~IGJ^_F3!5rK+$r-`g@@=+sej{-(SzNE^=V*dZ($^e8wYA}0{A++k0We*)E)?2Ck2jT>b+mCWn} zsn?&gLtz*{X_F7!Lc=+Xg+8z2#cQhB^MHZig8{~e2j zJ0LujoGy}K>-CQ(uf>R**QiWJ2ATB8d)%Rm_dZ2WSno^wwS(WGk5i$T^n32 z!VUEqW&tB(o_1ASZ^O8#s1e7Ci3Q8hVGooJ4*qf{(A11`MQ$z27a?5<6*N#2$3*Ri zmVxLULJ6-I_ei#^Zf-KZ{r+1{CXOeUGkaOI_i*ILjP>11FRjB2;eH9-*S7=l7=BEc zKhErlLwnrc#yxWjA`n91PlfsUtkG9Sc7F!(fq{Js^Y#*?sJe)d8ZM_l53L(YqE&#I z%6ZS^FcQHznU8a|#$qM)5H`?-|HIu||5f>RTcaon7N8&^Es7u^sC26!DV>rc-3`(p zA|fT-CEXH>4iORQTy#n=Iu;#guJ7K@bM|vS=MQ-I%MXG|-S@ig>zZ?nF~TttydTpp2mu0X{sWf`E=o$m5E7frWiG++Em~DUL0SSxyIugC;|x6 zT-Wj>fp$;dXc1Bro$W3B!3WaZ?P(w*>xKVUo0`x?ED;xgE#-J?A5h2@j3kkeaYBop7q)G~lU z((9bqxp}!aYjD@+*PJ-RlR|UoX=|0ysVdV;mfF+VR|jaq5xv91`qMJwgfD&ei#SWvPAZ#cN-_z|%Y^Gl%`XxL9{2%=gANdU@yRiFyLJ^QZnrmUkv5jl%m@ zPh5(Q-n*81OeA8O-TI?F*R#WDu93Y{d_a;_iqs^UoCVbbWQsBk&=>w!{E~}aaDXL$-lVC-yZc<*gKCjQ#BN66hS2H>>GkWy zy+>L;zpqwTz4;&59HzZEab%7Y5+kmyRpZcESXtvk|2A}U@4SAUV_*Pj=7~H0;oee3 z*vC1gIoqnnqq4wN!N>>Utz~0?*O6WEnk}RcONxc=pGG8z!m`{G!5VY@^~A`CM3BqL z&%wbShbk`dbcMJ$B}fUg#J*d!9$;m)(z8bnHdBRof{#r?zkUtFc@A7^07=J8{D$X6 z2kO^$c5Fl~L7de^17)uZh<01;Nc?3b8{g1h*^GI#BU2$TvosBIEAs&jr>$*ei-zv< z4bOM8KKu8}Z`uLGS*R^F@TCt{&zlCvNN?fqEYD&Ciz+tQ!-bPuXIuWx2x4(LagF0v z?wNL^e*5<2;Ftc|b^@tl=Ys0RHB;pSuM6%QTtxpmOe#74L#Se6ZXW0)?)UNI6DLR9 z^7131NxnH-!2HAt7@h*vWJ>-j>!N@9WivBjT>fG;^LzK#>fJRoYI=9cbvu?G71Glx zsOoelpC38F<$F)P6{@YpdG`K$k$25n!Hm{f-?4|`~%S#e)**)a@_AIQ-cJsD?iM4ErcB0!;*Ef>F>37DI=v)MK$9&?%LU}KTf3! zmat3m@bC%BG{ZR=qyt<{9Rvl-|2OPa{pNR2sPSpUB zpJ&2iSQx>e$o*UUlciA$3x?nH-Z>lXh}G`(*%{IwpG1B96mv%X(#NOL{_xsmlxrb< zgycg2FV!nn2Q4?s{(OGYrBmAxIm~Ttksr(FN(bRAh8x`=-;~3Bvb4@v*l3nQ&&kON z;x&17mEZ<{qg>V-+gqFrM5)^^AqoeMJBW%w88eo3dudA~Mr)dQ7314sD*4O0cdFz#%*grY>LeZ{tB!z~I zmvY5m0bzU6)uz4_@Yw_)b)oA(+ko9EH(aUK4G@g zguzsR{1PZAW4T=2(?WOKE;!~%x=yv6O z)F=l;3xE6d>vw2E*r!MtN`XH^FijAs9qK{!!$~ zy0>fRq?1#ThP2x|LTdM;hn{Y04=uhvu`A0ycA}tE?oJT7Ki`HltK%(S2V7NRENTr8 z+7p`Syio~I_i*#@Zu_Zf_qY;>e8gZVpAZNlXrR7K;(R8)-oG%|O+T#mJavY-*`Hh!Y*5JPPtDBQ+uLIZcrEv6 zpRMnoCodybt}{hH)*mCN$Ct>Z%qi+%L+wf+=DTcAIR)4m&xxazX< zt?1XSEo~vdhkUV$_4B0<=~L#Ps~(I@d1XUW{Y}<_3IFD>teVz% zO2z)&xlP|8x_$Tg*VxwX^8z3vN==(V03{IodhjKnR%(u1n z93mmd%FlZi*Ob4mbQW`ScZ_#@eLrQ{)O`4t z7Jv*7{}y?c5QA2Z($^HCtE#=7jU0O@B-P~~3*U>&7eYMWhyL)IYzP3=2m z^3rE2jEB1cMel9%Df6QgioN5oANlRC z!r5llIW|Jvd?Jo7hS%VJR8$mgM!L=1k`0^~P*%s8^S_i-=Y=Zr{^;?sE4KymNC+OKfdH!9mDLcP3lqaz9*|n%3-L{Ywh9Qa%?yNK25B&@_36N3$!kvJQF3WcHfB~3} zDnfEUHRiwmEmTjd>lkh!G7MDf%vV_hWyNWknEY19`9V7e;*?Rl<*V`9g6$qY(zx$R zDk_Es8(%%l7~P*O$R%(`&YMjVWcE}B)>K#Twl8a>%6)g;xPS%1Pkn{2*>aB#4*FR! zyL!u5fKl?O{`9T}tO&^{ z=D4XmcLxjw-6RWNi}{9R7TwG5tgN~f<2koOJR4es&d@AYwR>TlJzfkba;3FfVz@}Q z2_OdHW!py`RI^#WR!Uxv99uiI?qP6kgsFn53vd&m7?~gU4FHfHPy#md>@Ci$--koZ z&AYDu-l_iiV0!5JCFnvwLghP9-F&gEZIs)NCazfi0a{b7COje`ml%J4VCd~N6SF*( z^x?$zVn`(>RMU=b%OzXefMQ>=y}fgx0#V$1&6-PK+sm=;W$Lu#xC2XzcKBFfgx<;U)$$h@T&=?JPD!%cIz(V9PCUVAa${l-;#FIbH4RUY8c$UeJ8Zw&L!8%nwd1mquc%>&|h^O21Lt0 zx~*@pXzJU9)#N8e_V^qi&$@ZQhM&6fN3*n)ECfdyQkH_y)pqJrjq-KLhdOSEARNR4 zQ&7~ct<^yS_g{{laKDYQA5g1a21Of@=jkG!J4+Vp@W=>F`S+B9f}rxfJwbxNK_s%& zVQe4Hx?98?VQKU-rv0K~LGR#na@$!WI3S?DxF5P8 zJScg1{SCWk@Ze)m zdk51XX+H}C17FW=%lrWJ`>aRhUe#oeN%RIlt9|ddE+_7JDek5>!XVF9AuSLazz@JN#CR!>63Qqi8keC z6xMrtHq^udq5*Bx_jQ?5e^F>`K#3J}vV4Bl2y0=BoL^0LcZ!^rkl|hN6~3DK>sc-^ zD^xJzl>htmyVj()=A=IYA&Hd`7uD#O>?Rr@a?K0GR_p8Qm$-SS-&)CPx_#)~hDLy3 zvLXpWeL<{3{I{@KQ9~8}=c3Kl)#2fjA5Hs3M!CWLUWIvfR_jjJ<)n1>`-DLh=+S*4UlUW{;sONXK=D> zu&ChyFWsF1bVW@(IoK6(b949f_Udl)pqR?b7dGrb7M*SNd~kH0**y;>Y{iQFn3sz( zEj=_v4P2mglg9n}L<}ku;03t(c%B(WrP_V`1af@BFr`NBe`u-?3ZUexJ^IVWf3_Pi zH&604CZglOM(@Z$lPmn^&v#J6+yZnmcW>~+B+>_#7Nj`Sgi02dl%t}(lzd*Mrc{^X z!(b@(EgLaEltv@Oun=;X(pEWNUKOzZY_@e3@{XQBKo8YE5~O}`TV zq5IFo@1d|NKpAAXqo$^|bk!QTY?)NYaQA9a;qjLjT*ZvR-NkK6iUpvZskd zu+2%H-hW%cgvkMgWdjRX-MjQ<4lQ2=)4^P78huW7{$Ox-5H)$T5BcDB=YCDudE#rj zSuncMH9oirVR!yxUWI}T{=A=y?(9r@uN8sMA~=8C&dp~;8m>T zo?V^$7*I+S6{QvS1$5)I3Rg=8In^}`%E}SFJ;NdvT6MjyQnZA(2yg!Z)yUC63kzXD z+40)aSD4Q#^De9j2?hF2p^wc*J|swrR-pvx-IGW`S#~(e$2;u0dF55J!KedfI8VpP zPy31Tz$`8ZqyPn@F$=d5c@iDmd<9g=a#y`GyHSgz!qwb_1fL|l=^iRmcrLb z+^JK|YH!qm{{{?@8w+%49joT})I6flX*8VJCbSaKzcVlxf3eU2NxT==9_xudr@6N| z^<3Qg3FqJ-w3XP_)0^@IW}{$|zPlZKS1=GbPi*VGlUD+`*}9?>{8Ccwj|NF;*YS`X z2q-Uz$lj?xGK881)URdj&~NFE?emqjgLb=#TE{g<_V{wlGlTmQIVPHcoa=N>rMLV= zZtS5`vnxMtZ*L1$-I2;rI6Ixhwg1BhRjFU#!bsVcF8DDP)k3skE&6w!i%-QujF6LK z(at2Zy1|+|p?Z1SsA~rX#X(2q<(V0qo4;F&Q|^ctAi~9U#e$u57zU|fd}M3WdU1X+ z`S(zZ#(eGmNHp!ktY<$gK*5&^ns`HTu3NJK-GUNEM)ZIJ)}n_hY;0}kkR-`S@}<-5 z_zlo<>TbSucX~!nPQK8Q)aWfNcHyqjU?p2!Q4xWs8~W8tVV`0k6|Jlq^i*o0l)m;u zJaI9dm7SgaYiMFq&*l>f2b}VueDxP@F9~sjDdrg{{men*?kK|olo!s$hn<(OnWRqF z`&42B`4ItnYR2c6el)(g0GL3@yXE`XG?_eb@-=#UryJ-isA-xj+)z+g|DriLQlwWi zvb(Qog$s~fjF46N2tN{;yYH_`z>-Ml9|3AIIgPxwcj_pPH4p|yqW$h=(<6BAOahT{tk4(Lk<$6I}NvZmNqmfjf|we-vK z|Bm-O#1%T(WvdsQ#QET?NK2QoIq8@D*37IOqX(L3wW5Rd4d<=}<#1x30`eEJj+Ipb zpFZfrFyHe_mkj6{+eVRjH#7+wPCam2WRsp&O@UF>MeK_hd>pBs{X6cc6T*{cIE#gQ=P3-o~V?r1ycJztgx}Yy%0A$9YEpS1q+ySf9ctQ8FRJD$PRop~FMG zzQP7T_!mx z`;Z=?1dW)d-39AcuO3=8)VxtX?~3o#az6;cr#SKjyl8dJ9NMjsBeYZP=4!a1&z+cW zsl``c8D*(d<_5eT#6cOUMHi=u6+;UG6wYkRW>=; zu5Hd=NkzHTb?U|BNxP6UD9uD0uBy`#V)&cucu!+qFU_p~o|9OhjN$-=Rk`QI>9N(r zE4v$n=VK!yagT>yOhgq}8MDV`mAyu8luhM9nk&YD?qsK0K>-W%D zz^@3Fr{)$~0?{jl%kvsFrljTNoa((fuxHK)zjSfG!GS>N8!nRNhoA-*N0L3_l6oGq z?Wtc}9MJ2nUJh>w(cMnp`W&?C34(Ls2S0PHjHeY|Q!K}hV6n4v*laFcm278<;mc!+ zsY65(%L*Rd%<9(qtNxO(D>#!f5(H{YHkzs-y(XJv+;ZKgPU{_$xFUlOnYd(+`R?cE zg)D(|t>Az(r7ZuYRn6!T4#?Qvuco^4*ss$1n&OUwI*Tw&Q9@kCp!x6N4YIkWER6;> z9;dd!!Kll2hBv3VV#)%UVe`((M_s!!G(7NHFMO+bk~m<|%;$nw%P$k(j?A0>A~36R zi^KNOEn(o@PSC!4!T6k>+ZmJ97f@SxI;^Z~XwW2@q>ZiY*-`SlY093gK(Wlh6nz&@ zKPD=v6_|*iC{n_^*20Ul|7s1a?QZ?gVJ2QU5N4KVUN}hONz?JVbF9D?bb~I!OzzQb z@eEi!lsEdw$d$tn1Emd}92_!oa$-e^{(f7?q;n9A7QD&}#arwX4+>>vGpe|?wyw+nOS-}>=DcDL4k`;**sx^B{=!JnGge0Y|_;6 z%7VZFaj*hr0Wl6D!fV!M9kE;srWB7NU&m#$(p|l>srUDzjb@cg5TEMfp=vF|#W_G9 zpW0TY9!Spyn@l_w7uVLlaLxB(Lu0+m{n`4P=^lpLf!t5_Ma0E#nvlj~z^ga?S)@0* zKnMsLeiPecop^Gdp>v#T0RgG17vK6P!FaI@6;J}AJ9H1TAT6W~bYj`r`Iwhex9L9K z#X;lyzxQ{qe&3kBg+ie~D1KMgV$^srbqJJYRMnmW$rh(~{FO}W-%`SON+@(6CZX2b z9aS3lu|ywN-ymSq&bpm9Hs8qGyU6yeRLNGV zoxB-PJvnsxo`Y=O%HguXAm)tC*xT17wFP(k`> zo2D8=&ouOx=&lj%BQe0`I*65z2U`Lk4c+d2stOnXb7aK7$`FP@)H4cFEcauHG{4>P zyI5AfS6^R6Jix`i+3my$(x8rn*#1f@_wI}8c!!sLp=!Sia>29hg_V=F~y@qWX+KS4@9jG}hkIUC{G#G%ic&VIJ(c$kLLxFltE7ec*=4LjP*YI1p_i8b=wsvbP+nbwm zHRZjizAB$;dz3N3+x?Y(#nYqRh!OL_)CaA+)|=nAx37bH=Q8_q3fIXW`Pi0As!Zl9 zGczAYHL^5 zEbzCAZNk#W$N3?$f??@{U(4e=rFR}{e`{-FM5B;RsqY40G!%jy^UEzpv!zH{+Fmc7 z_q<~tJR=*3Xep>de93keA2#eS)?>hLc_{Ee*nopTUxzvSq9&fp?vg11R`vco}W<# ze3%S&F7C})h-!|{lpgd;?kJZ%M#UdOT!2`b*tfl{t=`!X!F<40H%d5_!!oHRs_h5& zrBokn$%WAcQ@i#amfG2(M_103)m=WVS2`@bVybmS4Qq!8+BZykoIf}{lReK{OmcpC zb;}0LLPSW&OhB+$QGV@ufReWS%r1wKt=&$U;i+g46-VtP)}~fPr+Lp=GQ$2)(tWRa z9H*OA0v0^uW9Gg|cib|weJYEQaz&MZSH)}Zb`Ks9jD*ZX7~IiP|Hx>Gg`fH>(Iq1x z_sws~Y2UuR1N$=(n#M*{&)N8A6u9ZQtW4|^LmsF9>~C%@$Hs3D6*@n!#dBHpPw#k$ z*WX^@vXs}AFNXfurkA>fghl%s_1-GdPF6^_NZ+({q|6lUQdL8~M(qFiPC!^lhVhiQ zNFu+pWXVX`=5dD0Tq-WDgp{h%xt!4ZX*~R~C-HgMKd4Cf6GD~j){vbNmHDZEXLE(0 zNJxk|Fwa+x(*NS?fT{kBPL1-mrFFRVGUW}?4?f`!qBvI8HhP5#Cd~*&BBP_tX8vZ3 z)>_oK_xMCP@*KMes$NwT6{}DQS=WM4uEJc#@WH~VM=++2ko~Os=1r`dyE|mDr%+AQ zFwWI7*3i&2x-2)_MT%K)=8cb=>WFFIjkvzKuW0Gv&08Mgbmg4$x6l4WMz%_5waI7@ z9`C27Pd8NTR|ZX!Zx;Rh_6hGd+qtIXNas_qA)W$DK|tTdLi>t1Zi`6a_h? zfioxG0$xMw)eOCsKD_c$s4x%WCG(nyd4=PU42$vj~~e$B$|dv49@Q#L7Xj! zB1{bk91GM-Rc2dwlZ2RF*MlAlA6nUBZHEKliz$OK5%FYKSJv}E#9YyX+*maTJf9I8L{ zKLX1TWQ8oNpJ0joh$JyFN&Cb^_R103My+LJCz=h3lqQh~%beiu^{`4|F$$4*p___N zC7D~J?k<{nI?B)a+nIa7u(Z{%6v^{LO7W3^oha-1j!s)=XaDz9Y&6V?vmfx*=C-9* zOdZRC0p$L;O&(OCyFcojmLomuQoHL96eemM^O)BQxqWdD*+Y&ucV;8L}>g-8A*JEuzh9L9M1z~P1%r7kXPvlk{eW>$fsV+Xfi*jr%@90i+#3M*o$|@~2c=l#>zx&e-6!@CY zqTD~x{Fu_&9~UegEQ5F+f&GCr)wik|7@{}-Dl7Ig+^BM2Fz{6m z!tt?8=F#%^3pbr02(hHhfX`R4&l5+O4Grpgvfd^clOdRxk^#4kBi(L6Uq8QAHM<1* zV9HcsiPkTluPE9p<+*r{DR){G3Bb$Ly|bW z{{$d;UAIRKztE`I=<)vL15pB1zXQn_ASXVylg?tITr0lZGCZ9(Pd9Qi`V#vs>0VO{QjNtJt#Lh1lT;+mlKNvZ9qRB_W#qesXyK zL7vzS^CRYgQ8Z-Hx^j`?E!GPj;2yM2NFYX}h$#s3|NOaPV62=&Sw?g;E5Jq zR#v8atW~c`&S?=!i$~5otb2&r+BJ$5sMgo3&+BWDf;2C{p}*u!fuxk|5GXIx%pazmKm%)ypDOqn5r{TN{%wY^#>)q_ID^J)GbCubo4E}R#pa^ zpUU+V3xDXxEj!*t&D_LV@9pGNx<2qPEr5;wT*NHBsdDeyM5$l@W|8T|=ch+|gGWKg zMU3q-rJ(JA39_m>@GgAOoyQOzGU*z34$>|!=5<)T z2XbmKSWn;n^2Nn7Lg4Fr@pE_AC`m~vhoQ9!Q?HhfDS zcdGb=PpY(d(tUQa#p~&&S#OIFJUnT~u}}?@G-K4k!9|{9Zxu%njjHYJXVU~{BpCnD zT#Sf}T$c4b&gwH|)F8WogI=3Z45tgs;rP?kC@kUPI_THd%_=uFDS+h~-$RXz-ZSW;k$*=d?nWQ`QVrDdNKGhH8>E z%G1ljk3N|#8Zqzv@M^04ExRcoG9-x&`L!=$!Z-|F>$cLRRTCNOpbk4+@1*-N!f5Kk z+L-5a1C9q!uH!QCGb@q9ku2Sx`Ny!-q@{4;OW+mNhWcOvi3Cddv6dRgud{EZIm(X; zk6GwA%M(RI?q(uaIF};NU4^^(57p3*<~h70=JXiguqS{ae6iWzf%(KDU%r@T7 zob7cFAzU{+1P(ij23Rr+K>Fsu&hrX3VFCf`kb14}YKI()kx}+M$GLIV?Neu4agb4G z-yUc}rrN!9-l^O7u{e%Bm3OznaY7W_!h6dYh?HFx0?&@NnJ~v(^~#>c?#g0v4k7{L zpwCvSw@46oIzQyHJ9CW8urq@5e5HRxr>&($b$`+!-aQs9O(i(vd9~8-?=?eJjaqQ| z5YxqdooBzX(L$Yo-gd&LOcUz5gjDPRuT*EKKug}UbS}Jgw zQhnp>J6i5PxT(9yXqkkE0;_(LfmxsXJW9J<{LPgoDJa$7^NH`#TsP zx^He7jh1eB!M;A&$(E@Ts)xMUKb4b&YSd7_7#2!?S5A-rp}#GuB|{Uj$h z_q7XZON^{`61?S5K;#Tm1k|g(dF5*;ldR4(?#QWmiX1}HjL=}?4o|hWBePVU;M93@ zy+J3}!`+psEc4oDXd7xb?wB^C9HdJqktYHkr$H6yf!UBpEaizXMXjWukh>9G&_m$5 z*9xan%|<0+@L9C0V19R?iDH?R=eK92GG=EVn&X`Nm5#SzA!6FThY(7BBM*%gOWT>q zr8D(dJ$GG;Z)K=kX!iRA9(lzhdM;TA{2+4(MP-Iz7C*v*sGw~323#Y#%hH)EyY+L= zV-LupS{qBwhLikx*lmj2*{Q;mMH@h1qfrf$U!m2KU2hPZsOH6Ab*O@XE_9pOxx9;L zCY<*68;KQp-%3il4(sY_O(~O$8ct=FNn=rih*AOCsVpa1yvi9Di?Mpejk@zb=CpMOGGN$uM&AHT?()LB1%U>%=Kv1+A`=y*JaoDb6R@iIvD z2%_Q{_c(QAe2lS7RuvKX2nRx;%rd7{`;ZPwtQ_k0~6Y_ zx^#=IXKE{{f5eZ%DuG=aCb4*(89P(It-;d{anS=cs@*u$KA8)Wr@~>sLnsS~^9CPr zJk~0zKl_yAjE7jN^w6gr`6gv+6y)qqT+|(^3|s@_MY@6DJK3egXB6fr(EHo>j`R z7PG&@@_SyEiciRbP<xop_k#vvKBNUozQbEl)o1b4G zA~BpPulc?NnSg2f%a<=H?nr$O8G_F)gNLp_yF#11!d%|iIQts3z;BcvBKhBrl^PLb z#Zz(_MnK$EL}Fr^s?K=`)D3fsD_P(E-jD4>jyXDUp?*scp#*T?{;Am8n;GcqoA&xRq$J!l(l>8P)N`3Er0;U6 z6lhd9s_lI`8!~Gt)Pk+QC!atts?k_UT<$A~DNL2U5;*5YNpA#4_Qato5g#?I>LrTm z&Zy@XN&bmshV;WZ6|I@qobmtdXwElbHEl}NUmkQ3`(%yyj5bG=asoegOz zAlk|4gNDw2`AG7=uk3B-{8UsF0!?=TSp66`{g#%=qkzU76;M=PC@5%Y=`uZ8!|u5I zS=7R4GvxwQAG=-o1n9l|kTSg?OM&-O6Vi~bBLyt*4IJSDFJHFS7KI3%p3ScYdf2h` z_4RR_&fjD*vhvKLyHEo(F9Zb_KPX9vg(2LKWUiHe!5|t51Bql5>=>izjq}CJiIUPo zxg2H)(@vMQVT4AQy;g&uDbd;i7bhE&6t(A`FWd(7K(|M3U`PMan9#YbRoza#$IeeX zTPLfNMaPLxL13^y6cgHXo9d2B?_qm;9`@)34&AHZ%?^<|nqd*|H@_1SP(?K)7rE@M zrmkz%WSd0?WBQ&6R}ddU5)7DEE2+DPmW;4F|K!d}vtL}8mx3t6F6HL@+-D4jYF}t` z!o$5a$Y#%6HZE1bo7|FPNl2NDdG<>N!=_KZRYmdL>u`oeZwsxd`&x zZ~+f9GWK?IlZ%RyP7h}h!LB0jV?N!WN`cfbOnIgLeaY3qcuL!ZloV6f6j4neYmA(r z+nm&O<&uv7mIg0BjI1OJoF)+deMd}5nbFZ<{xFLo+ME-Qn)eS)iop9GEO504k8S5T z^bGwGs1G7T?9`BRKjn95yX4H1 zlkQHF)|)+5e^5K=cI>{!_cgm>@>s4^@aT2%Q;Yfa^+M1o<&@Cr$HRe?mFzaKd}zB! z;ELG|CE^<1ZV_L_>P}*-s1}lHYwhfRAj_|@aZ+@4%DRUuPe4xzHzyaD^0?LAX$aN5 zKk1yew;`0`;}>2Ai8DdeeAO@37#JA`A-?rCU^vuL6XWK2&6uBvy zcgG{s!*g;Jr0-Vch2ye!bB(wDFsGNzMAml z-xsQXy1KkLKtrPqFE(saYA|pVmi_|!Xr9r>JUL^ZNn(3n0d&aCUX((Gn9ij5?h%!hOztzVY+0q(p}4 z0h`p8%~}GEa5tCkxUn>aPM;_rSqlJ53b7i0yS>k*pQ;p;A0NRgBroMj$lV^LW3+`;9H5Wd`wQXKgDk zGlyAbzM~z60cSgdu8d4YJw!sTzo5`S(~uf$hhqUbXWoYe-pv&3}Xp;$LtG$gG=3*;39Owp|t^Fn3ZWNfIHu zF;HB$UO%gnMGR9b2QOZ|5;aARq9KB+uO8dq)``m$jF#efPDR0d_F~o;z^Yl%=O?c2 zN6o6d*3&7_p7%hn{_JiLM6=~d5d9wD!5WBYC7N5C&wz$T&QYe&eHx2ZRyK&@sS@Ns z$cbB@5--FHTU&qiI6YxIS{S=LTCNuj_I7!=c)2;uPxMBEsta|JMGN|k*-^n7M!AYD zdq=kG6_VW@3WLk$28mte-9)6f3PF0#f!Z(<{?*cqB4{{8V9KvBMVY0!9Mne0Q;V^s zq#8@b*JGU0yHC-v&rCj?xS#GK zYY%xN;|$NwRt>HDmu@xLj}@@3BD1?~?dnSIbDbDPS%f+6zCEq4-aq1+XULX zDK}m+tRXoWUPy_@>LsuFoYv$`P2&WN&7R!7JyuxYf?iFH?a$)Y>`rvhnwnIvGA#fN zivulB)u6+3MFtjzs`PmXX2BGEwDHnh(lx!>0>}B&({Cp{R$jXww3>Iu@&UGM?-bJ# zi!>W**XK0*dC+U?RCHFg7a4t?&loPjnI}CtiQLcu4ny#4^*RReK0EVpnW@SmrY6b5 zrzFH6(U5y4TyXyO@U}$J!B>lC@ zXx}o3pX{F_W7>3XV`$T~2=f<@lkx3qUy4>0Pq4hGGkT_vnDj0f^S;WM4@v%$5Ie3f~UIVNsyHBr6UmL6!n6|^mrYHRCEb4xi-Xa@V(GGK8kS<8JtIVFGd zqS;W<+5j>(6de19wey{aa*Rpq3h`{ao)J~DA-J6h;O z)TX%DWybR?1Rq zUA&$vG)TW}?9j9KY2}!qTr1H1Xc*2})oz0Q*f(z^`D4dt)R>RD<2Ov9^tlZ^k;h>`G7}Vqk;=-W#d^`T?rxaUo!V`? zs#ZW?ccDQiyrxFps4HSQL+DI-gr~~oZ?PYTv6tTSx#s9I*!k?Ceb$i=4aMv!ad`0q zSw>C*=c|fAqgE2U&?!cr9jHdCDlIiHCM#DICMv^8rX{o*8l9EZ#?*$e>F1>6elPBW zvo}N(B51C&SMy4WeLwyXcC<=BdDca(YFL0%hJbHgyUf>6L2ei2n7ie`g4peENe(sV zJl)qhSNeKA2*)$$xEfHe&Z8y8(_>^bF&SB3x&`zx(Ie(jHNDyAwdg|3Zbp87k+8dN>VpcgB3&lDp0%A!@D< zCS&c-1)R9cW_Nh({)v7ke&5P|yVv4dm ze**_7z%SAxJR{exTv38unFP-*?sevGcQH#^=o#V3fCOcLrzWN?-~$Xs$D3fUgsH4m z^W6(mfN3&HI!Az;IeJ6&e0_IEPFuUsiiCNvZ$3{S2oqSNNp7pU2ooZUWO^=Eo%7?6 zAq;d10Q9AJcRqkVJ*8e^m zwA-WFZ4IQ5P)M;_TN(cPcIZ&>pM-l%nd}QalG$lPWq!4qvU%C;y@SQHisyvM zK0kl{WOa51h67=#FSp3-Ddc&0%<=5NH7b5gS?iF4mR6+tSFK+|gXb)EzmZmROXu4s zjC~Rh*|Cfn7jv;#`%^BQnq7_uAaZp2=4;_gI5T3KrDXzO-9(UwpCwP%IdSa@W7bP?1SJb34leFw#9yCWoa z2!j>;W0*a*mX7703EOjrFazMzh7v0#@-4Oaq!b+Zgw7QnW+0I=c%o@8_8Yme{h0&m zdp$F>5(<$0#cDF<@RTg*8Ucag`-5iO?%_J4qRHb;MF5PU9Q7z1l$XcfVb-b#hWs}5 zP*=v!2GhCvB&+WFQ`Fa+MPHfZ5Z0%kq!Bo`mcHKH=&8VPm>-&@AaJ+<$Z*U?kVvHg zfjp38n#jn&fb62)TN*B&#Q>z>b694u!uhHqxR0`;(|$BK-YPB=pb>^=_h0(^g+a++ zQQ$EH50Pxc0YG0!!L{o8I?A67(TqSaLKkCLWbCN|kO9tMuTXdOhGon1ok;MT8(!+( zpI55m*Vw9k3ZOE;x%RD#sD-)t<>g&B+mRLYHs;jGYeIkwDW*6{GX>&jqkKZohu6F;*x80!OUe#d2_Nfxp3{2iL3KV7QEu$p3hT@=Q+ z%tQs0lZgJ#LVvY{Q?N01IRN;Sqmr@tFQ*Ug{m_Bp-DLB`*Z0-vca!T#PfVotKW|=U zcZt0&U`2nt_T%|ZYM58rLLt_T>A%@nn&gX?Cow>>DU3OtrQmMV9EV+eA{MS_e{U-V zUiQpjN9wolJ~Pgu^L9r@dQx15Wv{d z#%vxcDJh|*tm@M^dwWqMb$Pr_>&8WNKr*k(D&>6!DKNsc=LE|6wm*NWjX#@pPoARs zYqCzykBJC!%XS0d{)3QZ<;j!g-Z?!G1LScrYrlDulQ5225#W-Lhc<&p(-K+`2x7(~ z<^Qe{bMmV-98Sn6U@rjNus&dp?Ytwf{i{DW_ZdfSuBl?F8nes#5Gw;0mn?L2WCFI8 ze`ocGDQ>5a*ScAZ*S^vyUyGm>fG{#Lk4V2vF!Ezx@sY&B1)s@4J zEE1!1$jXcO92NanZlwF>9X^K^?!kN>N36<4ZRE?IbtmR|WSUkSiV5 zrl%`GbBI@{?vd)_7luJV(G7(~?mZE|!AVp}DNo$bto-NC`|cIS{_g-ZnERZHr;g!G zp>|cRn6M28jF5aHiaH#?G)yZ~?XY0)u-135e_8d;zK2)4*yXqXy`X*|<`kH)h#<>U zlkg&}shJn|#hfquK8t0>iy?Y$x4HR*arK(gQcaxAI*wPK#&+@T(-~GzRe12uHj+Kf zddorBx||5ardr$8tRh!u=VgB}&%bgxho)s7O@;;9HQFHR&iXt1PNSL!tI+0>SA2KP zhG%*kWB7W*BK~C@>nYM7NN-o6AM+2e{&iYZMroR24WE7~zXrc#&U1_2-I#9CgDBN!u^rd0UNu?HJXsR3-k8|l-8F_E@&CR}+h)UWR7tCZ zg%d{*c`1SE5wnUxWKKr>1PKQZKXC3>7R+&0ZDE zQ>!Ze)+@O-8y~yu5vwf0W!z_vuKf4s{rep|$9~j5-^-dIP&Do32W(|+`5cI^h)$`^KR)=u z^N-@-KmP5%{zCE+>+b*0Kf{Sl^S}B_WQ?6+{-p)@kL&wieqH}tu4Vo41m;&|e=Tp~ zEX8#Jt4BPc=Ks5@HLo%LSM=+DTomRnEO73@J5_&Zm!m8%Vx@R@shrJ^<6-^}Yjf6a zZ<64j4>5mOKa{`lf8`SX_Z9wgmH)dR$N#gg{;f$BQlc#(qKp6;F z&OGJvD9hVDSeE|}Z|@n^)Yi6*V((xB6$G|hK#G7Of^-xS1JZkFD!um>3}8h?Kth$? zdyyJCC;|e~OQZ%wYG~2|1j4z4``Pb)zx{lF&N$<&F<=CetToqMv)tvnt{XFW{2-u| zFZdn2aN;1Kdy1S2=wFh3GHJJI%!DLfkq=RoxSXPt2>)LP&u5FGCZpo7RsvWjRd2b+ zK}H1{hls77?}mnk#z$>}KRq;?p6Ky~^Dt7*qv^P_kIH*@iT~$mlmZ~y#dhY?m96#g z78A(tfFfISS8ZZ)(bnq9A^V$KGD7g$)AGkD=aFv3;ufm=gvUny( zUH}1ZH8*lKi0osz+wnQ=JJ6(8zc)oh9jmFDwlQT>3!VrC@n8g9s&2zKh7vLP8%|qw5L^7+gJt2 z%5sAH0JSG|mF^hsCl&JIUni2(%Xq++Q9T*~WxmyoEyx}lD-z!1LxoA9GhS3w-7kMP zPRMwCoO@`0&3HR6+@vGtRUY$cHY)Egu9tROGxDOx0w9Do&~~0rMtp*n=iieLMM>@K zLn=5DC8(%oq;~gb+{K{A&Q9Q%P;c+0qQaRL^ce|68t3u1;pcu}PR~i$DFGg3%^V^h z^7%G7VpJtZTV;Nq{|?&?;xX^#o2Iew#EUw1yhEj8!P+{yw}$e5`>+KXa+EIemN0;W{LFb>dmsyTrF0FtgLW`LB*m@i$O_= zcJY7K;+DBt$#+z(*CSg1P^9@pWJRLp6s2ohdZ24d&i`foP;G@riH2loFLd%AeYeV1MLr4b633=+i zIYcuJK6j{%Y=KC)n-aJ+n3fbs;oh|9v)m}zL*;F8=rj#XmvqNe|D~lBtB&H5a!tIr zKxC%ZB5`%Kqd>w-_p%R7Z^lhR;lmCLoi(#=8&~eOT=iy)9J2Zm*kA|3MjF=8M#LDg z%^q9*&IR(~WT*|r#)V!0q0{|wRHhM$w*P5jye*8aJrr*bw#(8wJa120@CBmp6{3kOrb6v4->EpS&o?2L)Eb_iuRIX1R%bA46ez7QM zw8;CO84d%T(vBA)M_+rZwsZ(id3ifhmYH_2EOY)^q4?tktox_1)#Q)|CIx^hL4wIo zHNyFr?*j$%j{rHi^j_QVx)h*qDk}oS%&2qq(hTs!OGKjMX8%srk{2HcAG{WEV@DjK zVHHx4&=t$J3{%*QJr`rSxVhT^%3$m}>`tX{Qw9&?wsm*h;wfIjU*ooWaPaWXUMlZ< za*)o2`T&@uI=N7skO4R@tju!hu6kbEwL9Gxs6tsFAv1K#Ubm9K&dt@e6k>Uno<1Q^ z>JWTZ%T242K$EsN>l0#Ol)dx46OD7fSn8n8{0$zAx}HI>0480V^Dg&RtrD@6goPxjrn`g7d*Gt zkEnm(q&>wH-`=h?K0ZEk-{Ea*aE$WZyWu~^egNY5`^Rl|9v}qq)1IT{D3dRQbK)3e zZ$`=shpI5L0GK5#)yD_8?v#Wv(q}*lb`4y!52K%y6@KQr=I|* zscuS&Tq@CPnuPtdB=jah;68?e@_ey=%Lk`8`O^#t5tINDur7PcbK2Y6Q3k}Nwa#xB zx@MwNvmmHAHizzT&wbHcdQZdv0{Q0V=8%)(l#r09E4EC9Xjfy)TtYK4n=UyiN=g6r zQ&~A#V<$n7JGq;emv{7N*}C(_xPBt|f$U;pQozDnBCe`yxrGZCDyF$^q=?!~PfyFr z%Z0GOy2y1&T!G?hTa>dHn;6Zkzc~ZRMoPr^^ywet3k&#>afZb7ss@CLr)QM{^eE{0 z)$Ib>&bxbf;DmOjyZSha&3)WopO#Re`^JZwOQKrx>FuX){obS#Jw9y!Xb=)G zIWX#JPn}8$FSZ^h=(vU(U{w5>!y46+)4pmPJxZ;CL`A45CZ~hr8WW8r7T$y_8S^K;@klM;_6hrOS{Z<{UkePKwgd&`${t zKGP(OMuJfE+kgO7LT|S7FDB~W<9YY@NWa_Zi}0#MQdah@c;q%E=DqsGFu@c&qJDUgEAZ9SOapwCb1^(Ig97pO`;ZbTN?|yD@C3cvbCU;=GyJo56AwyZ zMaiUiEO=$XVA!77F!-Lzt5rHH5YOa2zhKSeqY#%QNuWYKt6mA^| zIJ&IPb?H=kthJvrXi+yFFD141d^(`Fpc;cr)vemMB0;GNBg5i_E)HTIW)eF5f<;bG7 z@ZKtM@rY|SS+9;?P%|B9LzX>xsga}4)z_L`+c2Ob*cO!|Ug=@rv{7&IcER3#!yRP{ zsPUHa5iwUsh@uOcO{}CV1oS~qK}=2qn1To>PungN`y?ele+k(fKrf&c#OCKJ9EY(u zNVjRVc9E4ySeFovP`UFYim7BLMz|JhfEH6MEp;z*pOELg%H9r}p+)8V65_V_eyv;dIJ#}fRrspoh-3o5?T=|^Yd|*gcC@hb`;LcdO~20cd;Oto;3=jE z>7C~XsnZ>fS40lV-%lNdmjoe84{%f~Vai zX3s1Gu^p>yC0U59Srt3RzXghky84Ho#GTn8S2s2F&keuu-;6p%(k1Wz$$DQk2@!Ze zIWXZngTQS0Ovb?Q+}sdAuJmw2>Y93bw0CdsKlPsHH9K9IloOZPOhPk+qyK!xTD=>F!>t?><)zt8{3Gk%~&}{#C?O_L%k+Czj=Ka6?w0awBSjq{yD~#@#xzEwVP= zm>K=^sNouX>dTk?lnT0IHG9-G)B&we%eS#UwRAl(Vvv|OrY$Q!klS&YNA<~*C`juR zIg_Z>H8iG&h{KvzPVatr)C=}iWg{IKT_=jv9y}=IsWb||^XyqjP*^5FdkM|CRiQ=2 z8dyBaF$kw35UIC}*Grp9V_yYMPjQ)Wa!N8+b)00Z75M?kx<|Ox(falGbazkrVJD_3 zIGs;%H-@bL{*shtad_4u5L{Q!1 z4*%$KV-Bva3fJMD8;asNpbt1Xq=U0J#@#jNe)^<@*q&I*B-w+$N4s00625F{U!&mi@EMs8i?dzRw{) zn&r*9l;^}aB&X;*hGfpZJuJH2*>M|X)xK&B@b5|{^!n3#bK=O-e)n3GQ!xB_>E+AlDszuExE8T>uQfhTHS9P; zhVP*ie)rh{*ZIy|uZeiZi6T32)q!Z)B4(p72b-Ke1FEa z&hbPU^Zp{$NU=8S(aFhF2;PQ3O^c*LwNs}~;%`C{)~O+un}NNXzOjJHZgi z=%G_MA*^7kE4R9U)1+xF)f5*`ZEJ={F}-n)oDEK#`S*|U^iIDd14!a-Q}1)mOK242 zL{1|wpk}%=Z!XNa7DrA1@W#gGO!^gO*JED-m|aWB8$X(( z9sZLM*_|wm$f!ux3IAI34@M9(=%1s zD=dI1ohdL7uK8`OA#%{R$(w95YJfO;;zW;n(3PGAoRp4_)Q1lZEQlK^ijK#2WF5+t z#g@%X3L4OTi*iGst1-dv-^a zp&ie?HPG(Tf3uaG@2HSoR#w(QhLjvDLRsujhL>Kf(-RD)paDq4ZcYbyeV;Pz?G-{k za4O7+6_R(HuN>gs%G~s6JI?Hx&NBVwO^{!|r;cTt&Vs%e_acSa_F$B8mAqW{BzQIzhrfg@pJo;z#^!tgyjCwkbK8nO(z`B++8)!}G|ip=`vtg@sA? za{Tn1MkdJ*ADZ8_4Hb7$R?H_ycoCf3)+js-^hx&}G-<6TxKU$+bclbT>PFp{Zu}Pm zughp~GyvuesEI5vHO9}~+Q;znW$Pbyx>1u1o2(qyYL@LU__67s$Bp`|1f=iXbE;7; zRPd;T0E{CU={=7`huQV7VhtY~3NO73RRm{%1nf_Te=sUf*DSKcjanP3Nu z3kE39RfyQ?!sX#OTrO8>`TykK+iNccWHm^q&PA@Sxn z^jkT(h^Q+!_q#SX(I5KrP)gEQJYEs%-=gL>yo59h=OVMh!_8P(SlB%t;<&j2Aj%FEt=geOKcW@Vjk7DmMx^@n9}d80bysOeH)8$x~Y z)>NLg0-z-C)5&QEk*Likq9W1XGV*%9A~h#9OkjDC-ZrgDUmkAH9Wv3BmM(pQzAV;j zIb%9}Io~JcflJP?6`xD%WN~6opH=?A9EL^0%OJq{$-kcM;oXUweeFm7XiI2pQ)9>A z#)3<~o3NaNN&+V6bfwsF!H$j&SY!V*rMkr{fiG&ZwX%BWK(Os@YjX`1-2X~vCL%M} zBJ~uu`q(NM0Fth!JnLmMVr|HSMH$Ab`HJJPSt$gK8{YFX~M zPQ=o(2xAH%s9o-0;%!iRQkJ*Q7T3*FF=1xb6EgoH#Hb@9GH}rvH!lWM6GdOriDSol zwuyt;#9@O3h%6_k%xPNmdz!|7ihH3i<_trLUert}2wmvnuc5A$>u(Fu2wdlG0 zDYHrUZ_TbbivS8q6+co*Xig|}oU}ox+>XCNb#b7H%1*N$ybAAQpxr0Vmf16rca`u3 zQF-09>eUIxEQZ|JJ|pH&pX75DbfzNC+@z+$^$KgUtrA5lEleb#q#4sSNf5n7mYBVf zmF13b9^$XND^oO8QenIp=X=xcp=^Qk>6uA?d~dFS!S>IFwyDL@%fe5lUMm>Is<^lm z0~{~J`A5=ll!yV&Kv3_@6}K3lA`AZsJ2P_mu@L)_xOZ$pz-dYfCU3JOcBqf5t#P1# z_2638e0$3`QWzq*iOZ`MWfUOX-$(oK@1B@z9NALT(kiLB|=r*=WbokL@Q{7hIJyH+k9Za(HIV4~&4CEJEesL+^n#;P`TJi%Ag# ztyJ8!(o7Vpi`7Z<59&8-tYTlh5NHYdCT?=#0ivVktm*6TkFZ>0Be%14i!@Rl912mZ z!hVc5?wKrKh;JA8)&a$Fv)=7H#EPI9_QI+h+uF91o(`ss}FIO}t zoHKr9{+*tnJLA-?u|tpFcQ_{7WTh{=jOwobV>$Gme=8yl{p9V^{SkvqPcD?-)@l;P zVuN*(HW`+mOWhf4dfckj*Q=s2k%u-_!I<4(l&KP`e#{magZJcOt_fZ#g+`KGHhSE6@i< zVJj-v$J-O+k1i4yUIZ4)gJ;B&p7pIWXPf@rJxZsnn5(iPz@DQ$d$weu{Dfm+P+uww zB0l~SeS2pS`q+SWxOV}>n@ zRq>r9>R4N6gH^|Z0B(hivADR2w2Y8ucd?eJLBmZeB9W;29oz4U$aYUqKL&X~upwnJ zO--UZ-y(!#{~l8CV)EE-d|XmQR^b7L1)7%8T`RvVpc5U+Z4fWLzzc-tdqLa4BKi8r zw&LwVyi{xCtVexAS*W8Z4sm{$sY(D z(9uOJT@o8|f6{Tim0^nE88@sbDlh`=^+eYPJC}R^>d~J#A9aSkJ}1Chbe>UDNDO&u zEf6`ZQ_;PO4qytj8IP3Mxx*mdcQvx5H-5|}{nf^N{AC%j)=b~GZwsfkS&=K`)3iN4 z32lYW11{)_M~R(XVr}vC&wMaOd>gxc&5t`;vHHkR5sdd4dk+u0Xl$*I-qW5N=mOJN zkjc&ld|?v~kCURAO#S%r8m_22kgauLqD=yqKnycmo{SajQ&dpMdF$)TU@ft1+FP!f zdv6@gD+@Il<`jwFZEHy^LLBLhL}?E*g0rrTevCeP?!@*c(W`waKm&>j&|9t(XKFq@ zXKGgM5{*^-#{=+QKJeQvV|*#|f{Tp}=~AwD>>Rhfj#x%pUz6wo4*J5CiXt2(X5&Ny4JN4&Y{^eu!SN%A~CcX9FKy*Ze7$bxyp z7BqKSXTUuuKV|mqKbqi)$ef>_YZGD}Z!AFo^SB~4D zRQ5_if!+XIr>d_&rdczqvv*G9ry>8%J{dQ+@L^9=$TcYD?tj8b3J&Gb;X%Ch^$U#k zp)EYL;;J7zCnw)EQ$$eHA?S{m=Co$CVXZnsA&$e6e0;Hj)5*h};5;~~Q`P-R%12FG zJGmv+TDkX47B%C-`%kSsjjnUUiM-WYO+`x|Yi)213=+y~7bJdXYk!X<@8!TYp>9h2 zqmEi>wEz=f0P! zb|@?7Yc=U+UaM=Uo9@rdUHfh`@y;BAn#%oTrxq`w*adlCitJSWX8Y3)qi#JcK0{y3 z!{uw9Ak>?S0#7~?RO9(w$>n}cJ8P2?vInKg=W;JmML91eZL(b{4FOMMN@@G8P97fF zkt0@dbHSQXWPYQ5O|P7226lwafKAmX%8${bv|%$_$ad}*#UB`|ofq?HXEGZC;RJE?yYS))yOF?P8Y5795Vq)x*#B)XT@3gE$E$ z>D@jb3Z*pWm%YBYuI0`2+pX+eEg)O84=Yr%WAZ=zPdvXSmj z4e3C*b#p8>7Ptq6Sw$MObm!!#eYUo?_(}c)V#O5iCWZE_1yq9R|7ag1@MI|+3RJ0U zDD(IXU9hNpyrl(F0maY#htsoh_IUkYWm#DXQuTcge|-7XUyLq?@Mhu9+Hqv1O(p8? zy$nd{ITs7-U4K*|U^UnsZ}^V|jB4usZ*d|QI;K-O4a^>QnX{3JwKD!wZoNk|wcBET zm02u-wvRwzpZK$9dsj!IJc`VIsYKtJ)-C!9>Q88reo~}u)VO^QJ7VeAbwZWLd}o<6 zL$Li~T)v}&nudN(jW-o|jve3g!U#V$L$ZZcK|Y=N)mr zswxmO1j`k>^W3?jrJ*5%~ zu$I$4Tq`Xxl`7j(;iu1RPW4;ns61&)VQ#uH-h?uRI#J*Vq`$pETFlVS3@8 zkL9DT#p^LA{6y&Fj{p9#Rfrv?s@b^0C;DYTimJ@7bBPn7qGjie^>O(0 zwUKMKdz<#$xl9O}jh-4kdf1FSxlRcqR&4EUiL%cII0Tr#oJCq{+REwQOTy`L^C2w? z*G>8Q`Zaa6_C-A@xnWy8-MOx@ix#80i?)JPBf2oDrpZ3c3-7B84HH%e4ak2WnnYb5 zRBz4gq~oOPf~D$l?Fbzj9; zJsEQRfK_nmb=>*n)4W<2W-$HZDF-Zf=+?CmTG;QE)zpGvfj}18`V8fO@Caz1H5&<6 z$BbDN^rR;x-4#RKb)NCe*2o0s00LIIuNUnuysM`xnnWI^YFF8sJ7iWKs(()4Tc5wN z2y+50{gil{|6v;IhK@Z{Wd%?z%9du&RQ|KQB5U-o+nC$=#l5_VPAii%6pJ}bYp@Ed z)_Wgw+CyOH5Argh^%Okp5z(`!PF<2N{HR=Oh&p}{lI|Q=uV$%}09OC@-8(CFov2vk zZgfcB@Y;E&zT{frq=m&B6Yp7B=|BdxCEP_mXm$D6F<@^qt-cHB5-YI9wSRg}-*Z9K zERHHd0R)JKLCgZ>DsFp? zoh@Zdlf=!#(NW<_SD4mvnWjbg{{4pRYYgX4rq$>_<+d2Ji}D<{c=+)B-hI!JMYhj7 zzEAJzUwh2A;buGw`9ZMCW>+YftG^E?mfsK*$_=x!1tBEdG7L4S#JiHij`y^AEfsDO z2{@zZPv>a56+IWxCz$w^08Q11;sCXQfND|*uocdpVj8}E`JU_PlPA-TjPckiM=o9) z_W1h(@S^17E}%~mYbX$DRMcM~c05k*I*hLk@QRMr)&vI^^qMzXR9PR{;k(lC0U{sH zwOIrRBsi(+9{We$#XINiE(onG8W!CUWHWps;9$yerM4I`5YiZ*i;s&uvbemw29Q2U z!OoD$pOSK`^F69z`g{+>#>Ohd&KBN*0`RtwnDf6G3 z1QV3U;i*^OOoI0AE1hNpQ!*w;^vWTm#Y$QrMOp{z^Hk$nB)C(PkM95Dd~ue1sNGxl z7KECfjcvGD2pH&3PFiZXnZ3sPz|E9hn)pdo@y7DfKfcx8lebGND`N#X%IifXb#+`? zeg@EoS_Y){3WxMrsXUaV%G85z=RQ)Pu3@0GYHJH%HY0QK|2Pd5zwht(!Ut>Q z{@oo@4xH8++1z4mnL{aCWfnj@VW?vppbfLKEmn|DzwP4^u8Tjjmja%x_^q$;&kK6< zm|9LFwC4m6o!yHpwls%sE!43NI8UFoEO1`(XBgUB^XLBKh2I$#vVxPd5>$y7=uamd zGHILYM(?Ha_Lun=uR$`bApK`JVKr${T%Yk+JLAi`@9Ghz!H4(k<9^JMse~{u-5qZ{ zRR8WMCm~B&K30V1J!ZedbK`TPR6`1#C(HNVvC3KGz4S27_&AUo?>rZFVonY{Ds<7G zdI-kQBGcdN#NT%%ES*<`JY}*|(A%8OjjL+fi|7n)-@kD|K70O{B;n=@^bu&xIXe2J zROa$*DdMjHO}e~(2pgTdmWcgd!;*5wk&rBg?7HHlDM>y zx|X(6yfa1U44M;Hpqf{?hnrr~*1!?rad8=PSq4%@1f$=-29`H<5%#JgE*TwXQLY}q zsGqC&mM=1U2hn&PN8tKQDhZ=Cp2@2vs9R%a$_i-;u~&0z>rd3YIeD#J{33PUV?emx zGW{>T7yg{~Wto6;9tcrjl6(wbnW-3!siPTgv1DI$Irw7i$@AdTXU8?fIrtDX4aWmn z)cY-*t!ExHX0gw<8&Z`eMkU^x8-D15Ru8#wmd?;M1V#+9-p19euAdt{=Tc>oSu@(qhYQW!ZO{Oc6K{^=O!P2mx-5q)zK^f4Ni|D{ATD`DE}_I%qfjg zLuw{Zr~8Je>-9fs*yAKqD&x0lk{B?cX&&RTe>BtBgm(O-993)GaA9r#hWsn2Z^-XD zYGEAx@Bqxjc2Sf5zaRBqFZ%TqtV>fCJPcAT0GxN@GEZmqp$B1&?Ydi<{kjf=t0;$( z$&hFA2cPRRUDJcNF)Yy;cuj@vDp)_ukhTF-w+R|y|JBKX| z2-P?}694zwn4VK_`o;-`_wO zx-Iw>@3dCrn_=zTZzgmJQO3`X?5KL$(n}QFF#8n8aFgwpJ|-Bcou;D_miCSn@l@kF zN$6}>gJ*AU+%+Gp&(SFCpOJ!rjxmbP>_n zUc=7K^d#sR`bk^*wt!r*#qUMsr=!K0*|E&J=eC_Il?&#!#!rhwC#PBqlaZq96OKn2 z_ffTL7cVH_nw$+lZBfWM>Yi>y!eGUpbKj$f)5x#o4si;wMI^qT$$1GKBnys3tq7x=~Xyg2gO)V-E|Vih#k3|ei2*p_U5HRzy_NtMej1Tp`c z5&WEmlR|R^6*(H%B+t0YkOP>cj!*WK?`iBDh)~wHXcuINB)?;!F5+-EOQk+iGNKpU zty<}Ek8szeN@x8Xgz7nTd-neGe&Ds4;3e@Y=o}OIfpVqvke8cfTfy_PBqiU2_--q9 z!QA3IY~ZP2nJrOPjB<&hR%fu~d@9 z=xFa$9oej-nYZk&H{x^oad;1vq~f;F%NKrH>2o?xq%70sq#Y_(}_PWW0KZ4(RDow z$0V1(c~aM{;Jr|enwP1gwi1+A zt@6*j!Zl7*Ne8V}rFNEaaJc4&W4uR3A?PPopv%NLrGqX9 z={oaq9u2n4e$UeK`o6=lLtXI={oZI6kE%Ey#y~7MF)T-begg@=;dDVxgs!t`}vin zvXf{bhIR_lI9`U3l6ov`HCXd9BfmS&R-pK*LVH2=@7=5Y&40NUJHyYY>5(*K zQdkm@c{qOYrUmh!WBKZVngTF|7Acl}&4FkC&*=hRlMH} zL_YP$cyy=fJ}ZZAsd0bKWwhHt|M;c9Y_@O;RY*K+OGA04RNg$l`7QtW2)sNO_g6QK zk|=MqlmFc}RCas#DC@b8HxGQmPW&(PpYrkl<52h?rttrM=l_+h{2Md+zfVN@tL)^z zJ9hU|lK)p~?9`qAa$CFK`TxuC|Nr!6o>YiY8Xw1{j7dAi`p7OzY@L#r=8pHxovZRDdKpF*75htPy1#>YynWC$c#aS(%ZYy{cuBr&Wk1 zDHt<}@I zs%1!W)}2$M@xx5ez7neIaI=`*KSmV9~HS@=toqbXtk*qH4| zmg(9$-|j@2pV}lnEZMMfr74qM!05F;YLwZ=_`m^a9 za&v^0Bgq;IL?esQgt~meUsR>P#_BCf@jMbR5psmfkQAmNEwo*h}3q&VQ-$6mLX7`D>HwUp??4hV-C zGbnL|vK;VvQS!MOc!E$#D@PcCK;+;oaoJrZ_G5#ahiQ(fLTYB9cxB}{qVxTw=L~Z< zNZlNO02tP8Sev7=vqzX0%$ewUML&7+WMz}VRzN$|HCKPXxBczKU)QGteV99WJ+~R4 zu9=o)Z%)^{X$)20O287|hg4LQR5|UQ( zVCx|+apW{==t?|RM_XDtgllU6Kp-v)