From d1b5898e2b2388e56994dbe9f78ba1ca33d9efcf Mon Sep 17 00:00:00 2001
From: joyenjoye <li.zhuo.2015@pbs.smu.edu.sg>
Date: Sun, 9 Jul 2023 22:51:58 +0800
Subject: [PATCH] Add chapter 1 and 2

---
 .../1.简介 Introduction.md                    |  34 +
 .../2.文档加载 Document Loading.ipynb         | 819 ++++++++++++++++++
 ...ndbook d331da39bd0341ed8d5ee2942fecf17a.md | 119 +++
 .../MachineLearning-Lecture01.pdf             | Bin 0 -> 64553 bytes
 4 files changed, 972 insertions(+)
 create mode 100644 content/LangChain Chat with Data/1.简介 Introduction.md
 create mode 100644 content/LangChain Chat with Data/2.文档加载 Document Loading.ipynb
 create mode 100644 content/LangChain Chat with Data/docs/Notion_DB/Blendle's Employee Handbook d331da39bd0341ed8d5ee2942fecf17a.md
 create mode 100644 content/LangChain Chat with Data/docs/cs229_lectures/MachineLearning-Lecture01.pdf

diff --git a/content/LangChain Chat with Data/1.简介 Introduction.md b/content/LangChain Chat with Data/1.简介 Introduction.md
new file mode 100644
index 0000000..0c4dffa
--- /dev/null
+++ b/content/LangChain Chat with Data/1.简介 Introduction.md	
@@ -0,0 +1,34 @@
+# 第一章 简介
+
+本课程由哈里森·蔡斯 (Harrison Chase，LangChain作者）与Deeplearning.ai合作开发，课程将介绍如何使用LangChain和自有数据进行对话。
+
+
+## 一、背景
+大语言模型(Large Language Model, LLM), 比如ChatGPT, 可以回答许多不同的问题。但是大语言模型的知识来源于其训练数据集，并没有用户的信息（比如用户的个人数据，公司的自自有数据），也没有最新发生时事的信息（在大模型数据训练后发表的文章或者新闻）。因此大模型能给出的答案比较受限。
+
+如果能够让大模型结合已有信息和自有数据中的信息来进行对话，回答我们的问题，那我们便能够得到更好的答案。
+
+
+## 二、 课程基本内容
+
+在本课程中，我们学习如何使用LangChain和自有数据进行对话。
+
+LangChain是用于构建大模型应用程序的开源框架，有Python和JavaScript两个不同版本的包。LangChain基于模块化组合，有许多单独的组件，可以一起使用或单独使用。LangChain的组件包括：
+
+- 提示(Prompts): 使模型执行操作的方式
+- 模型(Models)：大语言模型、对话模型，文本表示模型。目前包含多个模型的集成。
+- 索引(Indexes): 获取数据的方式，可以与模型结合使用
+- 链式(Chains): 端到端功能实现
+- 代理(Agents): 使用模型作为推理引擎
+
+此外LangChain还拥有很多应用案例，帮助我们了解如何将这些模块化组件以链式方式组合，以形成更多端到端的应用程序 。
+
+如果你想要了解关于LangChain的基础知识，可以学习使用 LangChain 开发基于 LLM 的应用程序课程（LangChain for LLM Application Development）。
+
+## 三、致谢课程重要贡献者
+
+最后特别感谢对本课程内容贡献者
+- Ankush Gola（LandChain）
+- Lance Martin（LandChain）
+- Geoff Ladwig(DeepLearning.AI)
+- Diala Ezzedine(DeepLearning.AI)
diff --git a/content/LangChain Chat with Data/2.文档加载 Document Loading.ipynb b/content/LangChain Chat with Data/2.文档加载 Document Loading.ipynb
new file mode 100644
index 0000000..e94972e
--- /dev/null
+++ b/content/LangChain Chat with Data/2.文档加载 Document Loading.ipynb	
@@ -0,0 +1,819 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "cc2eb3ad-8c1c-406a-b7aa-a3f61b754ac5",
+   "metadata": {},
+   "source": [
+    "# 第一章 文档加载\n",
+    "文本加载器(Document Loaders) 可以处理不同类型的数据类型。数据类型可以是结构化/非结构化"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "582125c3-2afb-4cca-b651-c1810a5e5c22",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "!pip install -q langchain --upgrade"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "bb73a77f-e17c-45a2-b456-e3ad2bf0fb5c",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import os\n",
+    "import openai\n",
+    "import sys\n",
+    "sys.path.append('../..')\n",
+    "\n",
+    "from dotenv import load_dotenv, find_dotenv\n",
+    "_ = load_dotenv(find_dotenv()) \n",
+    "\n",
+    "openai.api_key  = os.environ['OPENAI_API_KEY']"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "63558db2-5279-4c1b-9bec-355ab04731e6",
+   "metadata": {},
+   "source": [
+    "## 一、PDF文档\n",
+    "\n",
+    "首先，我们来加载一个[PDF文档](https://see.stanford.edu/materials/aimlcs229/transcripts/MachineLearning-Lecture01.pdf)。该文档为吴恩达教授的2009年机器学习课程的字幕文件。因为这些字幕为自动生成，所以词句直接可能不太连贯和通畅。"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "dd5fe85c-6aae-4739-9b47-68e791afc9ac",
+   "metadata": {},
+   "source": [
+    "### 1.1 安装相关包 "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "c527f944-35dc-44a2-9cf9-9887cf315f3a",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "!pip install -q pypdf"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "8dcb2102-0414-4130-952b-3b6fa33b61bb",
+   "metadata": {},
+   "source": [
+    "### 1.2 加载PDF文档"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "52d9891f-a8cc-47c4-8c09-81794647a720",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from langchain.document_loaders import PyPDFLoader\n",
+    "\n",
+    "# 创建一个 PyPDFLoader Class 实例，输入为待加载的pdf文档路径\n",
+    "loader = PyPDFLoader(\"docs/cs229_lectures/MachineLearning-Lecture01.pdf\")\n",
+    "\n",
+    "# 调用 PyPDFLoader Class 的函数 load对pdf文件进行加载\n",
+    "pages = loader.load()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "68d40600-49ab-42a3-97d0-b9a2c4ab8139",
+   "metadata": {},
+   "source": [
+    "### 1.3 探索加载的数据"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "feca9f1e-1596-49f2-a6d9-6eeaeffbd90b",
+   "metadata": {},
+   "source": [
+    "文档加载后储存在`pages`变量中:\n",
+    "- `page`的变量类型为`List`\n",
+    "- 打印 `pages` 的长度可以看到pdf一共包含多少页"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "9463b982-c71c-4241-b3a3-b040170eef2e",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'list'>\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(type(pages))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "67a2b815-586f-43a5-96a4-cfe46001a766",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "22\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(len(pages))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "2cde6b9d-71c8-4851-a8f6-a3f0e76f6dab",
+   "metadata": {},
+   "source": [
+    "`page`中的每一元素为一个文档，变量类型为`langchain.schema.Document`, 文档变量类型包含两个属性\n",
+    "- `page_content` 包含该文档的内容。\n",
+    "- `meta_data` 为文档相关的描述性数据。"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "921827ae-3a5b-4f29-b015-a5dde3be1410",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "page = pages[0]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "aadaa840-0f30-4ae3-b06b-7fe8f468d146",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'langchain.schema.document.Document'>\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(type(page))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "85777ce2-42c7-4e11-b1ba-06fd6a0d8502",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MachineLearning-Lecture01  \n",
+      "Instructor (Andrew Ng):  Okay. Good morning. Welcome to CS229, the machine \n",
+      "learning class. So what I wanna do today is ju st spend a little time going over the logistics \n",
+      "of the class, and then we'll start to  talk a bit about machine learning.  \n",
+      "By way of introduction, my name's  Andrew Ng and I'll be instru ctor for this class. And so \n",
+      "I personally work in machine learning, and I' ve worked on it for about 15 years now, and \n",
+      "I actually think that machine learning i\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(page.page_content[0:500])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "8a1f8acd-f8c7-46af-a29f-df172067deba",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "{'source': 'docs/cs229_lectures/MachineLearning-Lecture01.pdf', 'page': 0}\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(page.metadata)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "1e9cead7-a967-4a8f-8d3d-0f94f2ff129e",
+   "metadata": {},
+   "source": [
+    "## 二、YouTube音频\n",
+    "\n",
+    "在第一部分的内容，我们学习了如何加载PDF文档。在这部分的内容，我们学习对于给定的 YouTube 视频链接\n",
+    "- 如何使用LongChain加载器将视频的音频下载到本地\n",
+    "- 然后使用OpenAIWhisperPaser解析器将音频转化为文本"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b4720268-ddab-4c18-9072-10aab8f0ac7c",
+   "metadata": {},
+   "source": [
+    "### 2.1 安装相关包 "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "37dbeb50-d6c5-4db0-88da-1ef9d3e47417",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "!pip -q install yt_dlp\n",
+    "!pip -q install pydub"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a243b258-eae3-46b0-803f-cd897b31cf78",
+   "metadata": {},
+   "source": [
+    "### 2.2 加载Youtube音频文档"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "f25593f9-a6d2-4137-94cb-881141ca99fd",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from langchain.document_loaders.generic import GenericLoader\n",
+    "from langchain.document_loaders.parsers import OpenAIWhisperParser\n",
+    "from langchain.document_loaders.blob_loaders.youtube_audio import YoutubeAudioLoader"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "5ca7b99a-ba4d-4989-aed6-be76acb405c0",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[youtube] Extracting URL: https://www.youtube.com/watch?v=jGwO_UgTS7I\n",
+      "[youtube] jGwO_UgTS7I: Downloading webpage\n",
+      "[youtube] jGwO_UgTS7I: Downloading ios player API JSON\n",
+      "[youtube] jGwO_UgTS7I: Downloading android player API JSON\n",
+      "[youtube] jGwO_UgTS7I: Downloading m3u8 information\n",
+      "[info] jGwO_UgTS7I: Downloading 1 format(s): 140\n",
+      "[download] docs/youtube//Stanford CS229： Machine Learning Course, Lecture 1 - Andrew Ng (Autumn 2018).m4a has already been downloaded\n",
+      "[download] 100% of   69.76MiB\n",
+      "[ExtractAudio] Not converting audio docs/youtube//Stanford CS229： Machine Learning Course, Lecture 1 - Andrew Ng (Autumn 2018).m4a; file is already in target format m4a\n",
+      "Transcribing part 1!\n",
+      "Transcribing part 2!\n",
+      "Transcribing part 3!\n",
+      "Transcribing part 4!\n"
+     ]
+    }
+   ],
+   "source": [
+    "url=\"https://www.youtube.com/watch?v=jGwO_UgTS7I\"\n",
+    "save_dir=\"docs/youtube/\"\n",
+    "\n",
+    "# 创建一个 GenericLoader Class 实例\n",
+    "loader = GenericLoader(\n",
+    "    #将链接url中的Youtube视频的音频下载下来,存在本地路径save_dir\n",
+    "    YoutubeAudioLoader([url],save_dir), \n",
+    "    \n",
+    "    #使用OpenAIWhisperPaser解析器将音频转化为文本\n",
+    "    OpenAIWhisperParser()\n",
+    ")\n",
+    "\n",
+    "# 调用 GenericLoader Class 的函数 load对视频的音频文件进行加载\n",
+    "docs = loader.load()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ffb4db5d-39b5-4cd7-82d9-824ed71fc116",
+   "metadata": {
+    "tags": []
+   },
+   "source": [
+    "### 2.3 探索加载的数据"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "0fd91c34-ac19-4a09-8ca0-99262011d9ba",
+   "metadata": {},
+   "source": [
+    "文档加载后储存在`docs`变量中:\n",
+    "- `docs`的变量类型为`List`\n",
+    "- 打印 `docs` 的长度可以看到一共包含多少页"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "ddb89cee-32bd-4c5f-91f1-c46d1f0300da",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'list'>\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(type(docs))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "id": "2cea4ff3-8548-4158-9e55-a574de0fd29e",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "1\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(len(docs))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "24952655-128e-4a7b-b8c0-e93156acbe1b",
+   "metadata": {},
+   "source": [
+    "`docs`中的每一元素为一个文档，变量类型为`langchain.schema.document.Document`, 文档变量类型包含两个属性\n",
+    "- `page_content` 包含该文档的内容。\n",
+    "- `meta_data` 为文档相关的描述性数据。"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "id": "d89bf91d-d39b-4682-9c56-0cde449d6051",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "doc = docs[0]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "id": "e6df253f-ad9e-42d5-b6e1-47b7c0d2d564",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'langchain.schema.document.Document'>\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(type(doc))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "80e4b798-875e-4f0e-ba16-5277f8ec1f62",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Welcome to CS229 Machine Learning. Uh, some of you know that this is a class that's taught at Stanford for a long time. And this is often the class that, um, I most look forward to teaching each year because this is where we've helped, I think, several generations of Stanford students become experts in machine learning, got- built many of their products and services and startups that I'm sure, many of you or probably all of you are using, uh, uh, today. Um, so what I want to do today was spend s\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(doc.page_content[0:500])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "7f363e33-6a4d-4b78-aa7d-1b8cf6b59567",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "{'source': 'docs/youtube/Stanford CS229： Machine Learning Course, Lecture 1 - Andrew Ng (Autumn 2018).m4a', 'chunk': 0}\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(doc.metadata)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "5b7ddc7d-2d40-4811-8cb3-5e73344ebe24",
+   "metadata": {},
+   "source": [
+    "## 三、网页文档\n",
+    "\n",
+    "在第二部分，我们对于给定的 YouTube 视频链接 (URL)，使用 LongChain 加载器将视频的音频下载到本地，然后使用 OpenAIWhisperPaser 解析器将音频转化为文本。\n",
+    "\n",
+    "本部分，对于给定网页文档链接(URLs)，我们学习如何对其进行加载。这里我们对Github上的网页文档进行加载，该文档格式为markdown。"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b28abf4d-4907-47f6-b54d-6d322a5794e6",
+   "metadata": {},
+   "source": [
+    "### 3.1 加载网页文档"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "id": "1a68375f-44ae-4905-bf9c-1f01ec800481",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from langchain.document_loaders import WebBaseLoader\n",
+    "\n",
+    "\n",
+    "# 创建一个 WebBaseLoader Class 实例\n",
+    "url = \"https://github.com/basecamp/handbook/blob/master/37signals-is-you.md\"\n",
+    "header = {'User-Agent': 'python-requests/2.27.1', \n",
+    "          'Accept-Encoding': 'gzip, deflate, br', \n",
+    "          'Accept': '*/*',\n",
+    "          'Connection': 'keep-alive'}\n",
+    "loader = WebBaseLoader(web_path=url,header_template=header)\n",
+    "\n",
+    "# 调用 WebBaseLoader Class 的函数 load对文件进行加载\n",
+    "docs = loader.load()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "fc24f44a-01f5-49a3-9529-2f05c1053b2c",
+   "metadata": {
+    "tags": []
+   },
+   "source": [
+    "### 3.2 探索加载的数据"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f2f108b9-713b-4b98-b44d-4dfc3dcbcde2",
+   "metadata": {},
+   "source": [
+    "文档加载后储存在`docs`变量中:\n",
+    "- `docs`的变量类型为`List`\n",
+    "- 打印 `docs` 的长度可以看到一共包含多少页"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "id": "8c8670fa-203b-4c35-9266-f976f50f0f5d",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'list'>\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(type(docs))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "0e85a526-55e7-4186-8697-d16a891bcabc",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "1\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(len(docs))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b4397791-4d3c-4609-86be-3cda90a3f2fc",
+   "metadata": {},
+   "source": [
+    "`docs`中的每一元素为一个文档，变量类型为`langchain.schema.document.Document`, 文档变量类型包含两个属性\n",
+    "- `page_content` 包含该文档的内容。\n",
+    "- `meta_data` 为文档相关的描述性数据。"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "id": "26423c51-6503-478c-b17d-bbe57049a04c",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "doc = docs[0]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "id": "a243638f-0c23-46b8-8854-13f1f1de6f0a",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'langchain.schema.document.Document'>\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(type(doc))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "id": "9f237541-79b7-4ae4-9e0e-27a28af99b7a",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "{\"payload\":{\"allShortcutsEnabled\":false,\"fileTree\":{\"\":{\"items\":[{\"name\":\"37signals-is-you.md\",\"path\":\"37signals-is-you.md\",\"contentType\":\"file\"},{\"name\":\"LICENSE.md\",\"path\":\"LICENSE.md\",\"contentType\":\"file\"},{\"name\":\"README.md\",\"path\":\"README.md\",\"contentType\":\"file\"},{\"name\":\"benefits-and-perks.md\",\"path\":\"benefits-and-perks.md\",\"contentType\":\"file\"},{\"name\":\"code-of-conduct.md\",\"path\":\"code-of-conduct.md\",\"contentType\":\"file\"},{\"name\":\"faq.md\",\"path\":\"faq.md\",\"contentType\":\"file\"},{\"name\":\"getting-started.md\",\"path\":\"getting-started.md\",\"contentType\":\"file\"},{\"name\":\"how-we-work.md\",\"path\":\"how-we-work.md\",\"contentType\":\"file\"},{\"name\":\"international-travel-guide.md\",\"path\":\"international-travel-guide.md\",\"contentType\":\"file\"},{\"name\":\"making-a-career.md\",\"path\":\"making-a-career.md\",\"contentType\":\"file\"},{\"name\":\"managing-work-devices.md\",\"path\":\"managing-work-devices.md\",\"contentType\":\"file\"},{\"name\":\"moonlighting.md\",\"path\":\"moonlighting.md\",\"contentType\":\"file\"},{\"name\":\"our-internal-systems.md\",\"path\":\"our-internal-systems.md\",\"contentType\":\"file\"},{\"name\":\"our-rituals.md\",\"path\":\"our-rituals.md\",\"contentType\":\"file\"},{\"name\":\"performance-plans.md\",\"path\":\"performance-plans.md\",\"contentType\":\"file\"},{\"name\":\"product-histories.md\",\"path\":\"product-histories.md\",\"contentType\":\"file\"},{\"name\":\"stateFMLA.md\",\"path\":\"stateFMLA.md\",\"contentType\":\"file\"},{\"name\":\"titles-for-data.md\",\"path\":\"titles-for-data.md\",\"contentType\":\"file\"},{\"name\":\"titles-for-designers.md\",\"path\":\"titles-for-designers.md\",\"contentType\":\"file\"},{\"name\":\"titles-for-ops.md\",\"path\":\"titles-for-ops.md\",\"contentType\":\"file\"},{\"name\":\"titles-for-programmers.md\",\"path\":\"titles-for-programmers.md\",\"contentType\":\"file\"},{\"name\":\"titles-for-support.md\",\"path\":\"titles-for-support.md\",\"contentType\":\"file\"},{\"name\":\"vocabulary.md\",\"path\":\"vocabulary.md\",\"contentType\":\"file\"},{\"name\":\"what-influenced-us.md\",\"path\":\"what-influenced-us.md\",\"contentType\":\"file\"},{\"name\":\"what-we-stand-for.md\",\"path\":\"what-we-stand-for.md\",\"contentType\":\"file\"},{\"name\":\"where-we-work.md\",\"path\":\"where-we-work.md\",\"contentType\":\"file\"}],\"totalCount\":26}},\"fileTreeProcessingTime\":3.936437,\"foldersToFetch\":[],\"reducedMotionEnabled\":null,\"repo\":{\"id\":90042196,\"defaultBranch\":\"master\",\"name\":\"handbook\",\"ownerLogin\":\"basecamp\",\"currentUserCanPush\":false,\"isFork\":false,\"isEmpty\":false,\"createdAt\":\"2017-05-02T14:23:23.000Z\",\"ownerAvatar\":\"https://avatars.githubusercontent.com/u/13131?v=4\",\"public\":true,\"private\":false,\"isOrgOwned\":true},\"refInfo\":{\"name\":\"master\",\"listCacheKey\":\"v0:1682672280.0\",\"canEdit\":false,\"refType\":\"branch\",\"currentOid\":\"1577f27c63aa8df61996924824afb8df6f1bf20e\"},\"path\":\"37signals-is-you.md\",\"currentUser\":null,\"blob\":{\"rawBlob\":null,\"colorizedLines\":null,\"stylingDirectives\":null,\"csv\":null,\"csvError\":null,\"dependabotInfo\":{\"showConfigurationBanner\":false,\"configFilePath\":null,\"networkDependabotPath\":\"/basecamp/handbook/network/updates\",\"dismissConfigurationNoticePath\":\"/settings/dismiss-notice/dependabot_configuration_notice\",\"configurationNoticeDismissed\":null,\"repoAlertsPath\":\"/basecamp/handbook/security/dependabot\",\"repoSecurityAndAnalysisPath\":\"/basecamp/handbook/settings/security_analysis\",\"repoOwnerIsOrg\":true,\"currentUserCanAdminRepo\":false},\"displayName\":\"37signals-is-you.md\",\"displayUrl\":\"https://github.com/basecamp/handbook/blob/master/37signals-is-you.md?raw=true\",\"headerInfo\":{\"blobSize\":\"2.19 KB\",\"deleteInfo\":{\"deletePath\":null,\"deleteTooltip\":\"You must be signed in to make or propose changes\"},\"editInfo\":{\"editTooltip\":\"You must be signed in to make or propose changes\"},\"ghDesktopPath\":\"https://desktop.github.com\",\"gitLfsPath\":null,\"onBranch\":true,\"shortPath\":\"e5ca0f0\",\"siteNavLoginPath\":\"/login?return_to=https%3A%2F%2Fgithub.com%2Fbasecamp%2Fhandbook%2Fblob%2Fmaster%2F37signals-is-you.md\",\"isCSV\":false,\"isRichtext\":true,\"toc\":[{\"level\":1,\"text\":\"37signals Is You\",\"anchor\":\"37signals-is-you\",\"htmlText\":\"37signals Is You\"}],\"lineInfo\":{\"truncatedLoc\":\"11\",\"truncatedSloc\":\"6\"},\"mode\":\"file\"},\"image\":false,\"isCodeownersFile\":null,\"isValidLegacyIssueTemplate\":false,\"issueTemplateHelpUrl\":\"https://docs.github.com/articles/about-issue-and-pull-request-templates\",\"issueTemplate\":null,\"discussionTemplate\":null,\"language\":\"Markdown\",\"large\":false,\"loggedIn\":false,\"newDiscussionPath\":\"/basecamp/handbook/discussions/new\",\"newIssuePath\":\"/basecamp/handbook/issues/new\",\"planSupportInfo\":{\"repoIsFork\":null,\"repoOwnedByCurrentUser\":null,\"requestFullPath\":\"/basecamp/handbook/blob/master/37signals-is-you.md\",\"showFreeOrgGatedFeatureMessage\":null,\"showPlanSupportBanner\":null,\"upgradeDataAttributes\":null,\"upgradePath\":null},\"publishBannersInfo\":{\"dismissActionNoticePath\":\"/settings/dismiss-notice/publish_action_from_dockerfile\",\"dismissStackNoticePath\":\"/settings/dismiss-notice/publish_stack_from_file\",\"releasePath\":\"/basecamp/handbook/releases/new?marketplace=true\",\"showPublishActionBanner\":false,\"showPublishStackBanner\":false},\"renderImageOrRaw\":false,\"richText\":\"37signals Is You\\nEveryone working at 37signals represents 37signals. When a customer gets a response from Merissa on support, Merissa is 37signals. When a customer reads a tweet by Eron that our systems are down, Eron is 37signals. In those situations, all the other stuff we do to cultivate our best image is secondary. What’s right in front of someone in a time of need is what they’ll remember.\\nThat’s what we mean when we say marketing is everyone’s responsibility, and that it pays to spend the time to recognize that. This means avoiding the bullshit of outage language and bending our policies, not just lending your ears. It means taking the time to get the writing right and consider how you’d feel if you were on the other side of the interaction.\\nThe vast majority of our customers come from word of mouth and much of that word comes from people in our audience. This is an audience we’ve been educating and entertaining for 20 years and counting, and your voice is part of us now, whether you like it or not! Tell us and our audience what you have to say!\\nThis goes for tools and techniques as much as it goes for prose. 37signals not only tries to out-teach the competition, but also out-share and out-collaborate. We’re prolific open source contributors through Ruby on Rails, Trix, Turbolinks, Stimulus, and many other projects. Extracting the common infrastructure that others could use as well is satisfying, important work, and we should continue to do that.\\nIt’s also worth mentioning that joining 37signals can be all-consuming. We’ve seen it happen. You dig 37signals, so you feel pressure to contribute, maybe overwhelmingly so. The people who work here are some of the best and brightest in our industry, so the self-imposed burden to be exceptional is real. But here’s the thing: stop it. Settle in. We’re glad you love this job because we all do too, but at the end of the day it’s a job. Do your best work, collaborate with your team, write, read, learn, and then turn off your computer and play with your dog. We’ll all be better for it.\\n\",\"renderedFileInfo\":null,\"tabSize\":8,\"topBannersInfo\":{\"overridingGlobalFundingFile\":false,\"globalPreferredFundingPath\":null,\"repoOwner\":\"basecamp\",\"repoName\":\"handbook\",\"showInvalidCitationWarning\":false,\"citationHelpUrl\":\"https://docs.github.com/en/github/creating-cloning-and-archiving-repositories/creating-a-repository-on-github/about-citation-files\",\"showDependabotConfigurationBanner\":false,\"actionsOnboardingTip\":null},\"truncated\":false,\"viewable\":true,\"workflowRedirectUrl\":null,\"symbols\":{\"timedOut\":false,\"notAnalyzed\":true,\"symbols\":[]}},\"csrf_tokens\":{\"/basecamp/handbook/branches\":{\"post\":\"o3HTNEDyuKtINffBkguVz-P3KUwBN04ZM_vvyoNKymcy66lDUtXVvEi7EvsbgFoz2d3qgU_earsuIftbbtKlcg\"}}},\"title\":\"handbook/37signals-is-you.md at master · basecamp/handbook\",\"locale\":\"en\"}\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(doc.page_content)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "26538237-1fc2-4915-944a-1f68f3ae3759",
+   "metadata": {},
+   "source": [
+    " "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "52025103-205e-4137-a116-89f37fcfece1",
+   "metadata": {},
+   "source": [
+    "可以看到上面的文档内容包含许多冗余的信息。通常来讲，我们需要进行对这种数据进行进一步处理(Post Processing)。"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "a7c5281f-aeed-4ee7-849b-bbf9fd3e35c7",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "37signals Is You\n",
+      "Everyone working at 37signals represents 37signals. When a customer gets a response from Merissa on support, Merissa is 37signals. When a customer reads a tweet by Eron that our systems are down, Eron is 37signals. In those situations, all the other stuff we do to cultivate our best image is secondary. What’s right in front of someone in a time of need is what they’ll remember.\n",
+      "That’s what we mean when we say marketing is everyone’s responsibility, and that it pays to spend the time to recognize that. This means avoiding the bullshit of outage language and bending our policies, not just lending your ears. It means taking the time to get the writing right and consider how you’d feel if you were on the other side of the interaction.\n",
+      "The vast majority of our customers come from word of mouth and much of that word comes from people in our audience. This is an audience we’ve been educating and entertaining for 20 years and counting, and your voice is part of us now, whether you like it or not! Tell us and our audience what you have to say!\n",
+      "This goes for tools and techniques as much as it goes for prose. 37signals not only tries to out-teach the competition, but also out-share and out-collaborate. We’re prolific open source contributors through Ruby on Rails, Trix, Turbolinks, Stimulus, and many other projects. Extracting the common infrastructure that others could use as well is satisfying, important work, and we should continue to do that.\n",
+      "It’s also worth mentioning that joining 37signals can be all-consuming. We’ve seen it happen. You dig 37signals, so you feel pressure to contribute, maybe overwhelmingly so. The people who work here are some of the best and brightest in our industry, so the self-imposed burden to be exceptional is real. But here’s the thing: stop it. Settle in. We’re glad you love this job because we all do too, but at the end of the day it’s a job. Do your best work, collaborate with your team, write, read, learn, and then turn off your computer and play with your dog. We’ll all be better for it.\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "import json\n",
+    "convert_to_json = json.loads(doc.page_content)\n",
+    "extracted_markdow = convert_to_json['payload']['blob']['richText']\n",
+    "print(extracted_markdow)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d35e99b4-dd67-4940-bbeb-b2a59bf8cd3d",
+   "metadata": {},
+   "source": [
+    "## 四、Notion文档\n",
+    "\n",
+    "- 点击[Notion示例文档](https://yolospace.notion.site/Blendle-s-Employee-Handbook-e31bff7da17346ee99f531087d8b133f)右上方复制按钮(Duplicate)，复制文档到你的Notion空间\n",
+    "- 点击右上方`⋯` 按钮，选择导出为Mardown&CSV。导出的文件将为zip文件夹\n",
+    "- 解压并保存mardown文档到本地路径`docs/Notion_DB/`"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f8cf2778-288c-4964-81e7-0ed881e31652",
+   "metadata": {},
+   "source": [
+    "### 4.1 加载Notion Markdown文档"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "id": "081f5ee4-6b5d-45bf-a7e6-079abc560729",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from langchain.document_loaders import NotionDirectoryLoader\n",
+    "loader = NotionDirectoryLoader(\"docs/Notion_DB\")\n",
+    "docs = loader.load()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "88d5d094-a490-4c64-ab93-5c5cec0853aa",
+   "metadata": {
+    "tags": []
+   },
+   "source": [
+    "### 4.2 探索加载的数据"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a3ffe318-d22a-4687-b613-f679ad9ad616",
+   "metadata": {},
+   "source": [
+    "文档加载后储存在`docs`变量中:\n",
+    "- `docs`的变量类型为`List`\n",
+    "- 打印 `docs` 的长度可以看到一共包含多少页"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "id": "106323dd-0d24-40d4-8302-ed2a35d13347",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'list'>\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(type(docs))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "id": "fa3ee0fe-7daa-4193-9ee1-4ee89cb3b843",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "1\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(len(docs))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b3cd3feb-d2c1-46b6-8b16-d4b2101c5632",
+   "metadata": {},
+   "source": [
+    "`docs`中的每一元素为一个文档，变量类型为`langchain.schema.document.Document`, 文档变量类型包含两个属性\n",
+    "- `page_content` 包含该文档的内容。\n",
+    "- `meta_data` 为文档相关的描述性数据。"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "id": "5b220df6-fd0b-4b62-9da4-29962926fe87",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "doc = docs[0]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "id": "98ef8fbf-e820-41de-919d-c462a910f4f1",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'langchain.schema.document.Document'>\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(type(doc))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "id": "933da0f3-4d5f-4363-9142-050ecf226c1f",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "# Blendle's Employee Handbook\n",
+      "\n",
+      "This is a living document with everything we've learned working with people while running a startup. And, of course, we continue to learn. Therefore it's a document that will continue to change. \n",
+      "\n",
+      "**Everything related to working at Blendle and the people of Blendle, made public.**\n",
+      "\n",
+      "These are the lessons from three years of working with the people of Blendle. It contains everything from [how our leaders lead](https://www.notion.so/ecfb7e647136468a9a0a32f1771a8f52?pv\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(doc.page_content[0:500])"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.9.12"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/content/LangChain Chat with Data/docs/Notion_DB/Blendle's Employee Handbook d331da39bd0341ed8d5ee2942fecf17a.md b/content/LangChain Chat with Data/docs/Notion_DB/Blendle's Employee Handbook d331da39bd0341ed8d5ee2942fecf17a.md
new file mode 100644
index 0000000..a39a3c2
--- /dev/null
+++ b/content/LangChain Chat with Data/docs/Notion_DB/Blendle's Employee Handbook d331da39bd0341ed8d5ee2942fecf17a.md	
@@ -0,0 +1,119 @@
+# Blendle's Employee Handbook
+
+This is a living document with everything we've learned working with people while running a startup. And, of course, we continue to learn. Therefore it's a document that will continue to change. 
+
+**Everything related to working at Blendle and the people of Blendle, made public.**
+
+These are the lessons from three years of working with the people of Blendle. It contains everything from [how our leaders lead](https://www.notion.so/ecfb7e647136468a9a0a32f1771a8f52?pvs=21) to [how we increase salaries](https://www.notion.so/Salary-Review-e11b6161c6d34f5c9568bb3e83ed96b6?pvs=21), from [how we hire](https://www.notion.so/Hiring-451bbcfe8d9b49438c0633326bb7af0a?pvs=21) and [fire](https://www.notion.so/Firing-5567687a2000496b8412e53cd58eed9d?pvs=21) to [how we think people should give each other feedback](https://www.notion.so/Our-Feedback-Process-eb64f1de796b4350aeab3bc068e3801f?pvs=21) — and much more.
+
+We've made this document public because we want to learn from you. We're very much interested in your feedback (including weeding out typo's and Dunglish ;)). Email us at hr@blendle.com. If you're starting your own company or if you're curious as to how we do things at Blendle, we hope that our employee handbook inspires you.
+
+If you want to work at Blendle you can check our [job ads here](https://blendle.homerun.co/). If you want to be kept in the loop about Blendle, you can sign up for [our behind the scenes newsletter](https://blendle.homerun.co/yes-keep-me-posted/tr/apply?token=8092d4128c306003d97dd3821bad06f2).
+
+## Blendle general
+
+*Information gap closing in 3... 2... 1...*
+
+---
+
+[To Do/Read in your first week](https://www.notion.so/To-Do-Read-in-your-first-week-9ef69b65b63a4ec7b8394ec703856c32?pvs=21)
+
+[History](https://www.notion.so/History-29b2b8fd36dd48db80dc682119aaefef?pvs=21)
+
+[DNA & culture](https://www.notion.so/DNA-culture-7723839e26124ed2ba3adafe8de0a080?pvs=21)
+
+[General & practical ](https://www.notion.so/General-practical-87085be150824011b79891eb30ca9530?pvs=21)
+
+## People operations
+
+*You can tell a company's DNA by looking at how they deal with the practical stuff.*  
+
+---
+
+[Office](https://www.notion.so/Office-b014d3d2c62240308865d11bba495322?pvs=21)
+
+[Time off: holidays and national holidays](https://www.notion.so/Time-off-holidays-and-national-holidays-bd94b931280a45a6b8eb3f29c2c4b42a?pvs=21)
+
+[Calling in sick/better](https://www.notion.so/Calling-in-sick-better-b82ec184fd544a8e9aa926ac37bb1ab1?pvs=21)
+
+[Perks and benefits](https://www.notion.so/Perks-and-benefits-820593b38ebc44209fe35ae553100de6?pvs=21)
+
+[Travel costs and reimbursements](https://www.notion.so/Travel-costs-and-reimbursements-e76623c6e0664863a769aeed028954e2?pvs=21)
+
+[Parenthood](https://www.notion.so/Parenthood-a6d62b65a9d84489a75586a3c542b3f1?pvs=21)
+
+## People topics
+
+*Themes we care about.*
+
+---
+
+[Blendle Social Code](https://www.notion.so/Blendle-Social-Code-685a79c8df154ee09f35b35cc147af6b?pvs=21)
+
+[Diversity and inclusion](https://www.notion.so/Diversity-and-inclusion-d7f9d3e6b6ef4a1ab8f2c0a7b3ea3eec?pvs=21)
+
+[#letstalkaboutstress](https://www.notion.so/letstalkaboutstress-d46961f6ac98432ab07b5d5afc52c2d0?pvs=21)
+
+## Feedback and development
+
+*The number 1 reason for people to work at Blendle is growth and learning from smart people.*
+
+---
+
+[Your 1st month ](https://www.notion.so/Your-1st-month-85909edc55a34f349bbed522c5245a65?pvs=21)
+
+[Goals](https://www.notion.so/Goals-122bff69bd634c519cd3c6dc01dbc282?pvs=21)
+
+[Feedback cycle](https://www.notion.so/Feedback-cycle-5f32358dba874c39be5ca5aa464c310e?pvs=21)
+
+[The Matrix™ (job profiles)](https://www.notion.so/The-Matrix-job-profiles-da91736ff35545458559eceb0075ed66?pvs=21)
+
+[Blendle library](https://www.notion.so/Blendle-library-f34188e536234c9a8976c9d4602b0be3?pvs=21)
+
+## **Hiring**
+
+*The coolest and most impactful thing when done right.*
+
+---
+
+[Rating systems](https://www.notion.so/Rating-systems-2ba332377459427194acc798e5f8869c?pvs=21)
+
+[Getting people in (branding&sourcing)](https://www.notion.so/Getting-people-in-branding-sourcing-a3277fef078041a881f56556e24f0d8a?pvs=21)
+
+[Highly Skilled Migrants and relocation](https://www.notion.so/Highly-Skilled-Migrants-and-relocation-84a6576fb27d4a8fae2f73e4eae57d21?pvs=21)
+
+## How to lead at Blendle
+
+*Here are some tips and tools to help you become a great leader.*
+
+---
+
+[How to lead at Blendle ](https://www.notion.so/How-to-lead-at-Blendle-f8c6b1d989d841bb87510fc2ab1ba970?pvs=21)
+
+[Your check-list](https://www.notion.so/Your-check-list-aaca857a846848688da3a37f28682c15?pvs=21)
+
+[Leading Feedback ](https://www.notion.so/Leading-Feedback-a1970c9f7b70443d881ca92d4e98be25?pvs=21)
+
+[Salary talks](https://www.notion.so/Salary-talks-35681ab732c048a9bbdf8c50babe64b5?pvs=21)
+
+[Hiring ](https://www.notion.so/Hiring-0bdf54d3d25f4c59bfdf3712a5104bbc?pvs=21)
+
+[Firing](https://www.notion.so/Firing-e0da1de62b304751bbd95a681908c7ad?pvs=21)
+
+[Party and study budget](https://www.notion.so/Party-and-study-budget-4e31001531c24d0fa447bbfcd6ccfd3f?pvs=21)
+
+[Holidays](https://www.notion.so/Holidays-1529506bb8884f0aa11cc799ced11ed0?pvs=21)
+
+[Sickness absence](https://www.notion.so/Sickness-absence-79a495f601df4004801475ea79b3d198?pvs=21)
+
+[Personal User Guide](https://www.notion.so/Personal-User-Guide-be2238ccb597412e8a517d40cda7e7d5?pvs=21)
+
+[Soft shizzle](https://www.notion.so/Soft-shizzle-41255d79fbe84492b153121cd7a2e3e8?pvs=21)
+
+## About this document
+
+---
+
+*Lessons from three years of HR*
+
+[About this document and the author](https://www.notion.so/About-this-document-and-the-author-ee1faab1bcae4456b8c62043a8a194cd?pvs=21)
\ No newline at end of file
diff --git a/content/LangChain Chat with Data/docs/cs229_lectures/MachineLearning-Lecture01.pdf b/content/LangChain Chat with Data/docs/cs229_lectures/MachineLearning-Lecture01.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..34da5de76f3aee52436db79d774a58626749ddc3
GIT binary patch
literal 64553
zcmce;1z22LvIdG1ToT+GO>k&jgS)#1cXti$?ry<?ySuvtcXthLA@CqMXXebExo_s)
zcfYs$Yxa^_Yt^d1c6D{FYDi@SgsACh7!gP}x5lRsU|E0wI)Ig~DFP=at%QlCfsU<-
ztARd%o>l_D%*e#VKr0PkVWbrVFfq`x(n<k<Kw1R=GXotnGpz_f9l%7-3;;4QX>xNT
z7+C7RP6PO-3jx;I*1+)BO7!#yuylW1FC%}I0G5AiV_~8Hr#4om7Y1LiztFL<{!<%0
z9SiG!rK4vCGW^#zARX|Z=zzd~UKhv&r2D6_Ol&OwwT<po0)OMr-d4xN+`twA_C=WT
zFLDI1GSJG{8aTd6jERX>&dSOj!1BTqK#o?_($EU<y6$UPK%J8XNKem1FDS?_NXN=3
zz(>!*#|q@7W8-DzXA<CL0Sa()3emCh(z6Ni^YbyY^3gHUvjN$JSQuFN7+z@kfkHyu
zuPDIU+3VQa{}wnM0xT)1ptKMI>_1?F0Q)MwzhQ1*X=HB<pl4>G6*4imH?XA@GS{&;
z5HQfQ(l?+L1ppZtUR2>lM6~h%dNw+4ZaaHh109POP#1NzwY3ekwP7Kn!`@>#V<LM&
zf9M<O=<28hA-gb}-0@G|WnkA_QmT;-5=m*Z{XVV!SWU8m5eWMra9)Q)XTIWCZ@+X>
zb%F>VmaW*NyHXZPW5@;eC5&1YaC%tQs=KlgiYem-hYUvq*TMP);)EXzS7xMReYm3=
z7eIBi-x*&K;7tiZvfa^frq3N^2&StJa5U1s1EPp9fSr4Ifq;YT(sJM<z`iKvA3Xn|
zqQ4OML**q6>~-{Y>~#PvFL1v=A){ktU<Y7+!Stn~;9_k+%m31AZe{eVM?y!}!2G3~
z@wNN!I?wW2|6@XaTPtfmD`)lB>6qz(02Vf&=F3=H150}V^NaetOv`U&Y5!8S1F-&v
zU(U+@MdAQDT1f+a6P<q=EN5V6<zTD#!WIkDukpXwdS&!49K81Y!GX}r^e_6SpzyNz
zANx>X1hD*Co16PZAFcG{4eZrvUkm}Qf`PNWCas{ey|DZ%4==-n<>>*ezhuGva{c*K
z|C;EJ`Q;sS?Oz3>VC!J;i<Q>}1q|%;Y)!1~t!x3W58}%%C3NiU`HgjK0WWGzt8Aig
zZ)~RyWO|*Mk?xh^_ly45TEEM$y$lQtF9wAU0DPH+>E)sS@7{m!d8K@P|DJ=9krBWK
zqzAA7fiEbs{CfW?)6)Z(n3#XHzt&&ZVPIwZP508r`bYV-@0IQayqD3hCFYmj*VflJ
z+so{9e;e~U$8V1RzV<7>uRQ#Df2H|z4}Ws{T7NCG{EI#Q$=7TDpW}Y<^oJ~7=l;Fg
z|K#tVqv&5Ol_o8pj-A0PX0!?>76x`w22OHT7CM$P@{$TKCcyR&)EI!Yf|f5fz{Jw%
z1wBh%OFNUl)&GY2Ulin3z5Y`LVSAzdtAfz8{iA~Xb!)!_@=MTvZT(X;zuR7Gudmnp
zZ&3bD`zpNG+Uxxl(%(I=(El#ILi#7oYs+u&fA{@C`(I%Gz1lC3U)1CE{x^_c>VH>7
z)>r6XT7L2Ra{sLuuPgte|JCxc@_&y9HJ_Ea{{JUXUZ09TL9sWmPy(<5X<w0-(y@4X
ze*YQ$moE7i^KP$aOe<w&YoTNQi(1*h#K_qG<*}uE{cJF@128bszCQ1-CXE_M&-{ys
z@6~QmGcmIQs2S*30KnHz>=$)o(WK@5P07ke|BFya$HK(i<-@Pl0WZo2_@#a1FLu^i
z<o80%Ow6<@f0U`27@2?D;eWI;w4yIo*+h@m(#ZV9a{fgRUvd41Ez>jnX7FF_`EL^b
zf899Cf3k6=f802b`TysQ|FWZhY+PDK^2LFZmH`;*nA;i9T3P>5`1RcW&Dhh*^ZwB;
zFA1Qdp#%P1ioZUX{+LYSw}Sv=W_p4DpFD)W`vb<S?y5@>TYV^>Gs}(d49K+u$jD{m
zE>MpV#(Glc2j09v=0Kt@BDD?dPFUFf@PPVkDW&KX8`p#7yfNcnR943BAf<Q``H`!4
zQ~Q+L;?!f=92F&W^od4F!0-8NjvZCC26j%o(xox9XM-jz`_1^a6VmC-0nJ_DNNAPP
zTAcY|6*s55yvq_3>{`geF2{nVN^`WcNS6x{v)24r*OKV0{$BlhC9}oUPN`+j_s)LT
zxq=0L>@uGzD!4@NyS<Iu1uetpmB-J=rtk7iV2#p8<IE>RM^fIka}L{m@R)Rc|H-h}
z8h>9k3F_GR!xNYK*4s2xL*96^A6}@X=$V-@`k!eR`5H49IAFP-I@2GJ1J8-Bg~xwX
zl(168hXxK%nn--es9{B`LW|raIZ_Kr@8jigLC-^3;|Ng*^WB|GBn+)=4ma^<D{_6G
zTQF2tx^8-q&TY&t-d+^YT6Xn?(IOe=dsVF@&DUe#l4OZy>)u*L&Mn_2NK0w2=;x%o
zcPU~?O3c)c272e564jlfJ^h>x^i~Gf@EG+5l-o*9)c)U~zX_ARTcu|f>Iiac7ecoC
zc4sd%Jq8w$P#p-5Q5IdpYK+qgt}Ujy7MfUHuyd>vOsfTw6m}tIwU20{U9uNSrxrof
za#2>Eb`;k1Hmgt8`H@b2@}yoYE=<yl1Tpcbv(JHz&f_*^(rct?ySt1o<!FPDR|3z~
zvh!`T9J25Xrsi-_*QmoKJTzvojTcA25#Z~j3Un_#3vU1QD#uuc;l`q}u)uqP<Bek7
zSkw3R)KMh1vt+P{={f^JYMCXZH}eZvZn(E|5z4Cu!A+Ue>7h0}WyDa|3{SLJ5Y`QW
zo#wpX2aKKub)dFDXZX}r))F_^v9eo^b6RTp7rHcLxM&OMrk^jW@=)g!ixyGjkU8MY
zEHXJAsYANIM3hQ@_4;H}yOURBXCQui?i<dn6;n+_37DL>LlHyFy2cGG)tK&ABvb3H
z|EK}j3T_oo@>lXMHELnlv|%lx)v0pZxN6#yfyN~`!}{Wz&0WUvgbevk9u)7x{OpFG
z3sn<jPN+bsI*<QUAucQvs1>dw`@Fh1diP22?qHuca$587qCx}6S}1jv(f1^(uKR1e
z#5s}6PZA{UJ9nETV%&5x_Ow;#L&OxKWuc&nOXT-OscuEmL=kA6ECI1bai67YmgG<w
z6?33=b=|=2H02z%2C95?WVk2ZbLtK85lsS=amPo6txpTT@i9wjX*)BuQ>!;keu-|D
zs)O}gK2cb~9(c3TAPWUE2G_)1w4hYVbm>8bqbTY_>yFdq+BuVPxqC!8WHiraK9@i@
zC<qfgw1JtucIjcI2VV`^Tu6Jsi{}xqNy<GKfja~illi!yM*>rQ<aUiHI7Udsx+M~e
z+5}H?9k>FCOO2`}4vqj*nz|2D_Ra@<*IC#-!J@Edk57)R6pV&A*>^0#+XzawxNIVT
zd&Inz8q9#e>dO%RNBeIUj_VxW8_p$S6&(V61NVnnsa4d+^-$B%5OI9t530<&1j^nP
zcKJr^AZ@%nr9<-m9U|CS5_REJM>6I$KLy+;R^`oX*f$aP-$9;1PzXH23TZ_#l6GPs
zO}kAP^$2OY78vPCT-~KrpFxwHpn_?bGBO%TVN)TuDD!Wz)WG|~;)HwjUNfni47JRy
z-m9Z+bkzuZkrW;QD>g_CKS41yVQ+ot-R<$<>^k<mTTQd-kPOXq5L~AS??)r#a(!FH
zj3;)=1G6dJl0DXIh_O=soXutOb%HBo;21}4w<zt6EaQVf6XMj?CZMrRC^3=#(Va*3
z@Sv)n?9n0njmnp`BU5B#qUrroOU<b%aSU_KyLpB@E1dQL>>=tWQmt)XS=pa3Fr4;7
zm>3~p{Pai=gDCWs!ryF5>TWJt!=UN5sNCu)`M?NW2Lxxk$98m!zR7Wa#D@)^HjR!*
zJq)evqg+EdFNj0qj&P->Cjgy^FG0f7M3>GQr^~6Ej}SW-jAR1_2W*#czz(H7O!?~C
zxa1$Ri*Crd$d(u%Wu<mnkr)-bn^w<o^iI`r3NkivyqiY1ZNCr>MB!mlDs6Yls{EXz
zl{T&7`~7_qXHFGk9gU5;UTeB+>XQwW8WPP#%hatG&zHy$OG;bS+n+P;K0tS@!6M#L
zucLP?US-!Uq_VmtvStpwaLQ9AGI4=m%ZQ-Lqh$g|V01Gv<k$Q2kYM#{QsGvYZLrdU
z!Hm{dW#yJV9s#NY7s5ggN()Cq8?IcN;W+M+I!qgwG?>MScSlV2OsD(()WedQhBMJ9
zOk}$1yBXAU*|hm7#rQi3NE(3-sj%U<9fGv16^^RP{K|*9U%m+;u=1tAndl&y`MZ-g
zr^UN8jFDAs>I9=pGxxAM#&BmJ<u?w5|7^i27*F7|6?N6`t3G0HE}6c+-VTx5vA;EU
z%O6wSm#22DvY%S{DOr!CcH{&qPugTPO@L>QHa^9d#c?q`N=*kWyF%eIQ{*mgLrWW9
zLp#foX~^W3Yl}1x4E85XwXC5s)JH$T^+#*LktVO7n<#D^PLnLwXy>Col&VARDw(eu
zayZG@?S6ntjYy&qkMtOftwnRQteqIJXVT@X>=-G_^#``qdrS78tdzcK76;bHUn3Us
zhhHid0Ao9Z?qGht?c4pd_E4t_R#r$$>Boy@S|=Le{gt7Sm9W!8vC?&1_J_QwlrDvT
zx(&7a0$trhHj<FFL2P{&Q0)_^jh*bW`cOZCJ^u#{h^(9fK;QekZyW>Q4XUv9wN2@Y
z8gndO*q!Wy0U27i^7H!KPL7yZ0h?4=aeQt=Ef;VN5Eq}B+KdvfIv8)djpl~b-b^;p
z<|Wg^rI_COF1a8h=?Qo)zq!;<nyK&t!Hx~4#~0YLb}zZYDrJP3f?ir)nw7?M5sLLO
zJ3GuWKdJA-V-=ACk|q<IVzX4Tden44d^wII$7#e9AaZ$2om8^C5-^w~=j}L?NJlm!
z`LSyvC47Cf`mHQ}4I`~-zDGU!1><La%KEDENMVkYx5S<2ZzpQ{dwU(@*VkAa&bNiS
zm}=@a@>?a^b*r4?H+h;rH46uy0G*0g3FC@k?=0q*szgCt+V?1>;kBmKu;65AePkcT
z#zIC|4Vq-qd$ZV4)%2!2CGoF2{LLT2rKZO6Yx*20(O5pH-oT#Vb2q6eHt0;z)S>6}
zDy=f*opP#$<4f~W)qlBT-Xw=0Ofi*q=Qvj~0vdA@>XmH$44<3$pz4=PL%S?-e49lw
zy6${R{+>pQ;=4XO8!>Acori@OTkrO82m;d%S9YlIho^v>MQ*@}gjOcBRyj)(ODOnz
zD#nJhqW+;R+ZH&zlz|g;!$AxUh&2cP)$3+L0lHKb?#L9D_Dd4`PgILMSi)xoKLh;0
zWlNUYCvAIva)?SxvgWi)Zu{=gTtwT*4wy<$@EUOo<gcX@0^POLW_|k>JYy6*19z6E
zBJLjIIRXApkWD!o{Xcu~BgW%&wN971GWzq|EKi?kJ3t;j3#`EYixAFh;N%bg^nVg?
z`5k)ukK-+`-yHvl0{vsS<uCEG*RLi2*U^?&HviH4ehE+f8|QmlS<7mP8QF90YeT)9
zSFcEwd9ND`koE&G>jVT2GoS`3Okl~}+!px&`+?+VQ!_E?*N9Y0l_vdp?T#3P)t{#x
zw~0pO7+59dS9)maii(I>3d0|U344*a4awsU*fJ%*EDDjA5M|^aU>329J=A};@2)#%
z8&3*)%dOYst8Tz-NU9E(9lt({+J10EBt_;7<`Hh>yxikHazlLAP>l%DLr|2NQ?fmE
z4)LWp6O2bn<|iB>HK~~KmNw3otj~zEcM@*dR_->N8`@WMILEoCRSHTR#Ka~BwXQ0r
zC9mi!z=vc>GCzBei>N6t{dDUgc13kYx1n`BF!W;@A^3^#Z`zFh-CZ54Kjz$EO9iY(
zP}!?5lg`=TE<kbFXu$f(N!SRCput0YK_Rg^&@JagPS&A=iX*jp^4C?d-egzr@D{-v
z7PBp?R<S5QLeQUQ`=ual#`1EG``p#mm95N-)tqH$9_GittByHoRdQ~2C5RPl-6Yfm
zW=OS#Et&@{QW<LoA@+!U_{_^YBsD1Fibg9u$aQ$TM?xB2=)^lZ7}iLS10-`kM?<{$
zDr=oN(q=wCT8rK+v|_m(C_iuXWqlyAMLM+cA(v+#N?e3B3Wt*RiO<kon)y>i7_^X1
zxIOldKt)FgmP2g-^K6>;NlEOq7**gJN$uN8eBKqKi7h`a!f-lvGamuxYdME0r>(8F
z<y6He)yt0t>xHA+-xcMas9Lw>>UJfvxcODRU8ag=7AH6i0vmJa(QI=wz4`sQ79BqY
zlzOuJSMi$7BKc_vEMcYy%BKigp<7jwYFRQ5WX|~=Nu5{7B^xns<D9!4N@YB;a5&lK
zq6fQ(=nOt-p(Ww&DB!y{PKJArKX)y<=1+>bm42_d)bNeBg%D$DSg3DEnL6ampTYY6
zW<^G@T%CORjndVbTTO+BNtr+X%~b~H;*_+?z(eH$3A$yw@s`}DDQoisCF`-U+Ti$F
zd7&wx)7g!X=<}+(1h^r-R+QNoV$0GiyyKl>XCHj$R)&CKZub}q=<u$<-b_sBLbG6+
zSU>;Sq?7$sxGs)13*7AJn`;5}sBY>YFEPV&GA2VFt|c6rRzk|7NRaUM%65zRW2r?D
zHjPZWmdNjztF$T)g>C%m2(09XwQHRT8<FZ4o9hpB8s$a%NT5(4WsMFr|H?M~FN49q
zL$&|0ZTfFR!T)cO;Qwv-_m#JQG)O=eCf0vrk^KG^4%n}k@eV*2)x0$97Omj*g23D{
zi4H`ciCG-hfit(&KZ!j4{-B`9B5J~@hlzjGci5E1?ojk|>Z2CW;YzyQJkw**(k{O6
zWP^No2L5^dV`{S6=<I=EVO_a2gM+)6QMGDW-Odz4t6K5N&Vkv*W?ZSFTh*ud_#2NR
znqAshL3Zg?GLsC<8Rpqz#Uq7-Ll(O{<=AJd=j%A?DR<x4y7rLPFseX|#IM_j?0GX~
zHm>C@Ch;5vc6vvX8O4J)^<T{sXfFIYrI4tzwH87MSUw%3L^#9;IyEU`s4Irxe;!Lb
zU{^2Lqv~Bdd*sZ>5Le;IVYfom%tI`bbu&83aZN8liO%5sdX(EH^?g+y@sL>f^n8L-
zbY}dlqeZml$i5Z-arA+6*N*KQ;~WeyreL;Big{oOV+LC@qbo4y(L*+`ES_d5qJ1h>
zRZdY^^w5rVkE||xeALJ8GN8Hu8@idrAyl}vO)TPyaNCiAKrtT~Nqwq7OVZ?%Q+{&M
zqRk^#Z@UPKsJNEaz`%@Xk6;RQAeaG{HIRM|MJyzj{%~LclI8{xKMD^~8Ek0J#1Ut#
zsJ;eO{P>-_YL@A?Z{Y@b>KZ_4N3;8kJpFN>Q&d@$$>q~#EpHxr5WEQ6#%*!WgG!n1
z6Mah?StaHM024xvittpwXO@UpA;Tk!A}2LvF}EBA%M(`t{ftgQqxBrr5Ev+_AZ5)4
z*>-QoJ(-H{K^dTx0MTK`SX_e{ue+Mb)Wu#x`xff4k>0`$VgHnj$JQleC&HRQxmg~{
zCh*%GNkkYwfAaVjHwwvdl`_d33OBDtBKpD@VWUGf=};;k#BYQJKALR>u|jBCcu{hV
zIoGAsTwiwf<G|y3&*Ic^(ts3d_-^dE_H(r#1SyZVv98tdMg+~ZG^(LZj&VKwW!_$8
zluCw$!hf_Zn#b4Bhe+w#LQXBrE#=Dz>b&D{Ft=t*-$j(mlWfA3S91)#6xiTpq<nl7
zGI_iozB+xoQgfp%UJO1C>C0kS{@v8-Xx93mcnH;XHn>nc_JVSkR*D`RTZ?ec!^b1J
zW0zC*Bl4l(T<xyLX0y@;$=vc!s=Yv?w?G&F;S7&WJWqB-bV$`~Tn;@xU-M^I=&8nU
z2}~G_MMBXJ8QjdLe2v?iMkcah7xiEE+R2!zG!7Z6y;m28z?K3<y`3z5K891EJi}UL
zbTY!ko5rVc@C?Cu6IU9ooPqOv>UX3FDG{;fKP^_`HaCUnD`y8T3+)G~M;1rzRW5<P
zy`r}+IHz@~+*V4R(r05ioj1P!=6g!+*&VsXs9B00>B^aA%~Eo8udyIkKRcttEk~?Z
zA>%|P+vL+XW=*$xT*lAvO_e`!4Hlf6j!oxL&MJp4XSQue?);b_sPA#?>$|~5;J|@*
zD`<_HrG1#E<khGF76inAI~TURFLW1PxcAFxDNQ(})=UxS0hHd``1BZ*CvGrN>;P(R
z%S+vbK(v#SlZiV0P~rExm1SUv{W(uRxA}+b@N)9D?mF6oJOu9^5$U#$TDh{Kn?u_3
zx6a@k>XPh^&3a~<Mc0(M<T9KBZ}<S-=}MjqKvj!yiAfMy=8nyQfY#W0GO6%U+jsp{
z<*B(o&=C+w*v7bQgE65oAcx6o^5@PiIx6@acY@@1rQkLiQC=>#M56_IN882r_r`a=
zb!rBAAr?7i*q^?TV>qil7)5KCd@HUp+ja{jM;#W<@O^+HF-VQBck+3$R=!fe_AM%v
zp;%N+0fe!dHyH$k#nO<FhGtJ5m_O{r2oMR72{#UN?BVTbnCju}pINRm+2L<>lD6M1
zaUQg;l?Z)C7GHBD`7QwMNoe6ebX4ZxP*8Q$!tQk~O)aFv!3v|tQks4ZGM0nd!cS{p
z$ag#lgx^#Ij1UZJiPsLsfSBwn?Z1sAI$a^vwP<wrODyO&L(H-A9}tI8B?eDrtXsCz
z>f}8ql1jOL4?bpRG)+$Tme8EH8037)cVdh~>H;n?<{bmb`jXS5-?Uh1mgzU$5zzf~
za~t(IRBB><=F=f?yFLodJ%Yf@Wp?SS@e~n0ukF<5VCDlPbBTk9+MhJ(9s4at4A2b|
z0mw{)=I24+e5!HZhbEn+o1%@5fxH%3_HWFC5Y^Dipa;9P2;Sel?IfGEa`#kr(Zs{k
z;IyfQfxvw*#t&-hv-kOdBB5G&=UmG;!<)Vg`6MaYAR(-(W5G@o%m@!vd3T_MR?`K_
zNvHU|&o7HedP2g<gLK0lyLYN%oIB*KB4X$A2lkbo6xok7#{L*T_7j4#GUqOF(j+FZ
zFJOD2=i3?A*Kq(5F<0|5#ojcpi+lA#<SrGA$a&jbgE!^?!B3CSXwj7+L6bam9etJ%
zT^Ei~o{~>^q?d2tbVdVc*rJI_TBttQC9n?bOT%4Nf-`n9^gm>Luri@G-RMvxy=Gb$
zqY}JDVx)6f@RkwmzJsx88W}>cic+0iyt9NNS3fKQ{<sZ$kOCd;a$h)7`d*XRsfeu3
zr%PHT*#eRm=!AOULuFn11Jdd;i>UHhlx*u3^IWTLnZF9oh<D#-;t<t#AoKxKsd04u
zmIKno_Q_nGB*X0IXcB{RfeqeqdkWX2ij9#V5jjye{k~!LM3jbeZ>oNrt`Sc-)SLo$
zM6pEl^8yr9+6e`*cXR<0MD1rf-}*Y853><6pC>%9Wuwcvakze7GM=;AB;7e{7&0lu
z1FEq_8R+jDc2#k+TWZBcVFc#4f5Z_|Z`TRlKA@YWYh;}~n0m^Y8sf+-a98jw8|~yn
zA-8tHFK-H(4~>4_L7;f|(^ru6(=GkN#jc@2b8OkRG_HknC0BPoA1pOh<OR9br)V#k
z@HRie{<G}r`qmQ9mO(#eJW^4{WkHgH_1G1)_cBaHwgrr~JSVIQhLufI+VplYB;BGh
za_+?|km2w)BM>}04VZ;*#y?M`RGkRUH{D5G)rS}QiwYd#$O_ngOP<c57UW4~fe(L*
z+E6RMvzD{m%+0kKxbr)A$~UpH40{g)mD>gt-7d1XKuq&}!#*`A!6eGEo>MEG5C*~T
zI>Y%VzPR}V^UUQ^a|{mOcz0`|w$SNGO9M7LvF%Fsoqhuxo%0)ncfBdzxA1L-^A2^3
z{cgTSm3I^DI5dx4TtUHexbpGiT^3N9t<ysaApBdV>ZqER2y#ExZI2S*z<SN0dGSa+
zcu)MO>?%bpP@4}ldv86v5gs14%v#4|AAOyC8cyx}?-}H()&c}Swl4*)jqb(<q)gIX
z<GIAsv+gZ9)y^r)6>SwtEWh=@F=HDJRO_>M*X@rUF&T;DfGk1}ocxeGeXR#aMqt&e
zdY0_7gHX|mSI()5pcPrK!(b>{&=M@!=ITy~TOaqiAl;C!KHjxDMfS2C<60{)zifJV
zre4T{3E>vxb7c800rge%BLs0iy&UV}>FFUQa`y947i=1H8*5{Zg39L>lbUH05G<{T
zsI9dVEK?m?mp8>04c+0R@+E!1&S|TB+dY}=0gUWfo@cj3+90awH<>77p>7n|W=Y(A
zRH6q}h|NDko5_`D6XD(yZ*5f?QMQ#3tn3-)BoI7jV#Y9}8}&~^b209m{4h^>n~=ei
z<8m_yw&xZHZ2k_vv>gwBVzE>a`Skh6Rp3kV2oGUM$G>v#|8mg%KM6hjKJ)&M-TU7;
z6u%Da{xS6Mmm}SO3O)R9-TS|snf`g&$Hc(&@7#M8NvkbZ)Yd)aGiD&N8OgmHZ8+Ak
zZZz95?qa<*QjNq?+Ca8&+@_<)&$gm$szF)T37-0$x{&Mh!x_q_hwtAD*&n{H)l0Wq
z)+dY2+?>T3QgjkLR*OzksP?DkEoNk*I=F|#lBgD1JTdluwa>4c`#QJZ%q2a0PE_Sz
z7P3?g{GQ)b$nI`NCjVG!StdI-G%I8hpDFQlQ}QWp?EUk~(|KIk<_zq6%jZGI*u42t
z9L;wuwN5)PUkF+vOs|!iii@O$;t{Yig*oI4eT&c1ug6X2rYpwCzUtbg^d0yd$1IdM
zq;YFz5?Mv&am{Na*0L+GmzPq;a|F5JGdrx<xmEoP#nrS#-y~mn@d=`Xhns+ha*fN*
zRyU?jz8wA&iYCK3lf4t2lfj(hM9k7Q)WnhSqd8+%?3-UBszv9^(~H7Z?SyV_jLo(?
zI9%)nzbx#yv>Y^ZHZQ4#4#!V!%VIY|x$Hxpm;&tt#l#-+V_JF+o6R)QrofdkBC!s9
zb^5eb!hJxclmjj*Ls};DiXpLvos+}2IhKMPTCNOy7COkJ=0fpnc0tt$CCI(rS$uWk
zN%czrwGw?3t|z{~?N`0#%zhl=i+dJuCsxbg{uDoi1hT-c6qYC;S?!$Q5g<O4@Ch+3
zxX%usqPo6z$f4F#$?GZ<Kof2>Oan@;>KxvHgbd1e%XA3-EPds4Iu@(g5=`@UT0SwR
zOEs;;6-1j(ki}sJe}}X^&&9q`*}s?zlIOj2wF_q^S6qE4AS+NR*L<soO{%7^xT_7z
zz+(=iU0GTF9avGTd_J9vX05*_Eq?1E;0e2Na<{0={veP3GZK-VPY^qMJ+!NRG7cMI
zmK;@NP7Jr`&mYD(f#0a)>b4CR4<1jPZ{42q=BD}f`wsh59S*f45eUKPHq^*$CVl9u
zps$Lc)Wyt1&q=?t>aO&!ww_I$1;0f~lL29Xs9@;GD%bS(^ul!mfqR4e&5FF%F&IhQ
z{f(6fM%|f;VJn|K!bo9=gv+#W2z28&f!NWuPBw>jX3&!<Z8NWXOEtd)Jg+BH#|&dH
z`pZ;!_@5iBVb4hqGV=sQcqr3R#K~({><^~i%uWT-fkPlEM!v4cY2c|-aand|b0{aR
zz3n3xWsT94F%q|y@2AkJjG=ZZhM@4v&%EZ#dIu?xm3s#AtYP5%I1N1ZFZ1Y@&76)!
zVeebL<(>Kvxv%L{Y^gDTlGCE?I5UXQw$Q8vxj9Eu#@JKBO##Fi;9DVprYP?(wd419
zX;b4*MiOnZYY&QZ_rZnG@+#Q4$xMgFYY6otwj!T0VRJ8_IzBET2~d$@EGN2+mhc9y
z^Y9rDBkD&HJ|xfZp+0#@<~c>|^voo&<V8kY4Z(CP-JJ@#3+tD*6s}rW@+`*aAon-1
zSXT)je$jR@wyqgJbk}3pzLk4$z~7lJz1;U(H0&v2t9Ae+Aiv3E02w-@XA4?+Y<QPq
zJW}Y5due&bD&`f+<7J@{+FKBj1S7p(Ps%EKMo7P*IBktrzT1kC7)dOk|1BjtO%NVf
zMOY1!l8-l7?93ccg3RVr%)5eI*c`MfLM(p2EI=SM$S?$@wx)cO9;PJ$Su^--oYofH
zHP92Jil_k1P_|L_kuhIp7i7g)GTF}Vjt+u6IjZpe{3%F(9aP+%$?Rw7h8999iP`AX
z4pdv-uG|cXXcUs1bBQE9gUuG|91h8`Sv{~?gw5PgaGq8tf_(Q=?x5$CpY11M?$kXx
z<3DdQO50@w!MOw;1d3Q_{LmvQd#sFM<yMpY@m=n8@#S+r5S$m#v@{E+aeioNp;VtX
z!PRBn#j`a=Gdh@`9u`Q(g9IQPg^Br?2u^HLdPwonA%o^$Fkz>E(z{?foQ6n?KQtC|
zVy4P<QK<hJf8z+4cxzN07}kXSsSxl!iu8@(<U7Bfv|MSymKp|Lj-dE9H@xmZvW;b_
zgh^~w64Acu)LhwAQ!un^qH*~QiXQiGqD}1BifoT9bWUxl<HE|>j#+2sAu~5NYcS#5
z$rIptZ|r#&rH1@%svY(sj`yPwor&W;!pq9KvYfmwNAIizz8J$*M!EOioir=JIh)$A
zI(50mV=TH2*$j)PMLZ}ZqkE__=Vx@?fXBlY^c{{*LXgx<P8PRgf1w;fb0R$d)V5`A
zeNlQ;Pvy4W;_#*kZ@!C*lkGz!XW9XlM13FeEXyTvV9((*tgB$?t!i4B%i0(PzV{{_
zs@^a@IM<kB9i#EZb?a9?Epu7DNGybR@=6~d=c5`A&Gd)fK+DX&$K<;0sdrhu^1C%H
zkn1!%?J~_s@+QeDNrKR-NL~#N*Pp+N)N9uk&8EdD@%8{>JV|cg*so0E<?A4pHsWr@
z)>{ClU5bj?N0$4S5dx`d`LQdpbs=4>if0CDENm3d`_z&EU`v{gyv-%lW*^|R_)%4j
z?KYJtVGf!Kg;75r>SmCKFH;|5tIN#&NG<Q?9pSLw<I!=SS30C|g;<t*fb?3$d0uV|
z&^_C9%@)TMh9j(J)8iTPoHGuU9?hs5rGdcnBKm+u09;Ah$vz9~EH`V)K1^q;5OC&q
z_D9&XV<Yell}L!JaBQl|a>HLcZqecEE>6Wfl1fBX&1-;osN~Tp%YruSPVti)e(W0e
z#y2)-K@PY^R<Qknwh23Dn#zi!_~`^PmGUzC-1eyV>f5-0+vgaXzG?HigeWj48zR0v
zQBJd_`a4||;|a&_vL(^BbAg6CIKJ)Y#z+Y^1C*4r>MIuO2bf!Rp;_32Dj!wD1T#E}
zgD!Sgufp4Z2xXh0T`NK2GI~vaeM83#D-YMgb#hrloLb!V!3Q+~E!$f7$Sl<@#XCQz
z+JLqkX}?XOqkk<tZ)JWBg+iA-J^a)vyQ|SYjK1kp4p&l$ddiPcz6)m^7Pt9Z^+vF3
zu)Tv%LDT5eErJ_mPXvc~xL4v0=qn}YACrk`+x-fi>~$R1R}8I5=Y^3seEO-zmw!;@
zGMu)x$9&~Dsl-7kd}rv%NJQ9soW~nUK2Ef97I3drrx~rU#{%Q6!Y*%n&Hui`xZ)P7
z!Ik;Ft9V%WT6FE=rrZLszUDjsrKCta>ngt1sj9JZpa)nIMft58b(G`Hl%%s!<l1)3
zp0r|9%G}!CYA@z$CYPhFlijs*1y8-;=;m-}j5)dT!O3L48J&(Mlkq;qGGst;`NHne
z4$4nU>=d;9i^p)w3u;GEYgL0Vq`9n8b}4*gO-mYrjc#5ZBbI*oAfj-L;b*(#;Aq#9
zD^&_zgB$R&FZ)b&j3ImX9u6neE1MvAPLS>Qsu&R3QXOdU`PR6eI8*h&qAxJ1AqnMV
z8vVnx%lho^6JT~8=WY%>!Qeq?wLwJwmH$isnicuKID31^g?>Fv`;R@~m$cje=Jf4X
z&mSE8pZUPQ*!wRr?w8cxf8zwlsVrG;4WN9!RlZu1@g6}VkB-TJ%2)v;X`{dG;q&Pj
z;14wwZOva$V<r!8)AwZgTGZ?ky#oo>T_IR`^y#bAwX~<3R8J?j`vT`<%|b2_O6pJk
zm=G+FGb66I!wVFj_H-|A=-vhfIy0vl=*n|)Zhma3Xyj}WFr-b%smuP5SG$=#ET@o<
zvLuRb6rIA^H!P9{O>kJuI<qS?TtDc^;^`@Ze$MXQHcCqsza2YWKS+@w?0S*3F5-aP
zWU63rtt#nHm6~IMB%DA_Gjy<wrSl%H#hfe>&V2(SYKRlH<Y1!Er-x)%grHE|mxJMZ
zL_I>ks2l8xJTJiri4^ftoN^LToMl82dONp88`o!)eDt+YA$F(PZ_#X?B8L~u8b)ZL
z<(b+)*nMV{KKZ{>Ux`9gL7)zbLbWwpgtCbb|6q`Fr~*Nd_Snyu@t(K8<x=O=-d!-P
z1Z6<@M}E&IDSS~p6A>a!Q`MtgSh(FFd|VWD69+=6$6QAg7WMB^__R|Tt0S!}>Op4f
zeE!|T#_!FEaV&5&=T$gy=v_1(6rAVGi5E@3n)*4<U0^w5Xy|FCWn_KVth~O^Y?Tx&
z)QWe`ST~<$T|%iQ85AUzB@Smr6i4#5NUPJwdJnfZFMhQ=U}|-^G95ozV7~@0MTjEe
zYH$Y^l=rR)>@BpsBG9>mPZ)oDyEChW^*w9jn>_L_$kg^srOu@zf*K$8Y9l>Dg6?!v
z{AF^N31w>;tTw|GhAaw8qL|qAs_suf*)k9g%Zsfrh58$EEghQdE}y2ei$6Gpgv))D
zD$2S`4Uy)|KVnVxjH~FmFODYSrcSR^{8FGrqCtYB0q={$mt)T7ivA@$pyEv7q~ICW
z1kFWTa&31Y{?dfP{xaBXIHXh#Elx9{N#S#h$ko8H;$At+k}2?A7q_HsO-Thwzsa!b
zl20xDSz}-fLAGKomEQSu;)453|Fz~<_Gp+;4Yz2q;~Hu;GxBffg#B6}*$+KCfy;y0
zCehty-%;YiaGShq_qF}lz$>$)A*sKr%^cn;sjqw(sL!|Dr!*mNe3!Qa0L4uVy2!t&
zt@88mH!;ig{^3G0Qfqh|(gTN`V~O!ye+MOWle3S1suSSW7;)+5Eus8bl|in{!>@=6
zhF<hzCQhe;Rt`7J8p+0k0-gB-7GDnOm8r58qG+NHs|(2qZ;kH=FE|jSMF7&PNDg&3
z9$FA2mZLyZ0Cfha+DB<$69rvJIf65_k?ZzWo2_r~SZb+NfFG^)3P#r)c})Mt%*zPg
zV9ZoO=V{E8r(w03c|d!^g>ME)|Fa+q!~uLqyO<w9Jik*QVK#YSo@q;fwEBL!H68HC
z<CB>wpA>m~4Hy~RCK}nA;cNyM$CseZr*_)6xuGHbj{d#n2VZx1ioqd0NB9G4%+*pG
zVJG4=|C9XKGX<(sXY9miE7^T*{_ICSiMb=fAW}_bcKEN$fFq-;hC;4@>IkVjl=krR
z^zELN{-tEA-1<86E0}NVs5Fh%I<hv!aL>)kYDF;Y+uwFp1_^wf0yixsuRn}uSUpYV
zAltFAC$pL~fg!5~UTaxxi3CqUD@G@KOB)<CKqT4E!YghH)v$yVIiQ>bRmwUPFbp{q
zWADo1g%ee3QU$`F!2$XexkL<h^qIis0}%DazbrdJhJ-hqezzF7C2Bk%>`Tte^hefS
ziqfBxLr3wCceAI#$9Ws-DLotUS!S;}QN{+e!#ga=Q!|m;^8UDqGN@KwOhl`g;jL8u
z6i+o=fvu2ypb?y>!TUR0mE93g!<*H&1Rm>PDB8W>x_Im;G%;uj;Oq{&CUJub8wW<V
zdN&bW-<#|EJ>|-(;Zf1e<2M#N!6IR)I`pc5ghIiSV*S8EaEwxMFE40e9g<Ihjwl6b
zO#I#iEsSLWjmJeQAvQ<C8zK~cSW>zeZT=B+ZxGJ|ttjxyEupGEEx*v#IKK9Cq0(Gd
zc=lZ6*^+{zaiV?dAUYMyr4Tcu;P8D|85=f|JXn~{C2h)1jh-`D3?#g*x*|3!<>+D#
znKNh%l73okQx^Y^`0n6+!w=weky1tA@M&^6bPEZT+~>GlohlKtRG&(rPMVu|tyOVR
z7WW2$4=yp;lh5aH6M~w!%^mXC9Ke<V?tG9T*G=AU+qYjIhIB4KQpUF2pFp{!A8PG7
z=@Ny@6&4d7=n%$-2lXPXDmGkE+ZEvjbQ~eUdkR+)xX6}YPWvq#y#0o%r%B&x^9;l6
z?8k@~&Xenr7hjP}c%yvA8<`DVY+9@~Oo|v|rAUZiYm$?K9$w+tw+2kGev7)+M@;iF
z3B!O6LFfhffxdo_E55Ehe{?|3<TXr!GKcHK>TCy5PFZ|qxT3xaWC#(&@cS$xyvZUa
zcZ?b>sJ=*}3FJeRfaIPgC2Za@-o#T}rsp2gO83P?kJqi}edxeVFVe-=T$#TtyUbDk
zFf|Gi_Z{H?^x*5JwF@nsaA|%|j!=9%X<>OjY$AlWnXcuWvbnaP@!|F1DjxqVLJA%M
z{wlHgeK3W-S$w+%;IcZX0>V06t&nl8<_bow+>(wQhXHe1#D+1y2fM5({U{3?aogW?
ztgyeJA(@(hngU|Q<0E;+jdq?4noVMbxy{NLbebvNjl|v#L1zpkRp)E~v`8uC7Z73-
zZr1P9wp%8Q!g%&N3M?m5ijp6>Cm#`=t(Wbr1eh@SYv~b*p`3K_Ph&~Osy1xnuXYew
z86_SlQ*uZz!JMrfkU*yw^(H_Qs_Zgyy`1F+WXWg_)CCu=3hiNqXKy*$zP?|ggbYKh
ztb!zGz`)lFK~7hKyBhGUDA|rSVL3_IMW|DBfgE*oxe-VT?xUbEwPW8z<Jjz14!J5e
zmc~<d4=!W$84GYBJ=#UteZMD3-|z^SBivKxrY|^tUh={h=+6h3v5F33Nm{-EAP(kg
z%&Gh&F`$IEU4SUTLYaNMffa8d%<)arM5BK9CbLz>kG5nix*#2Gk>9f;0mZD<EpNU2
zeqhz1W+}d?yQgs8R<nVJ?ZxL0(4WX+?-aa<09qea#6k`<#=AkTcO?+K$y!6e<t#HX
zmTR2{EguYAdKRCy5VtH$sd_V(Q%@R54e(yq*;V}X@$IJGZBr=z_p;QsYdSx*2>*7N
zUcLr-&@jep1l8{?{+FR2H|*Y^+%IUPy$b@wxH7(HYC%T~JN<AFu=ryv=9yFV2~lv$
z>qck$2UB?ntt_aquD$q`I-I|fqnjHrpt|$3o<Kdh+u7$X-6QV}k|Q#&G{v3-;bWrv
zyAXFQC0GRgkD%W9Ww2nYL)Mx*7cf31gz0n=kMgPwAzcmiddroMqz@kUkjSA{P&^u*
zWDg+P&KK_t#ms~c9*`O|9eSHJR$HI1;DAjT$?@dDYyu%YLb^Fg_FuG1ijnJSJWhw5
z?@v)Fu`sl@4FF`k^G-?9hABXFoZPFK2lc{sOZ=zz9U%1lXMF$Cq5ey{*Z(A<O#eFt
z<Ue<)UlUXQWjY)EUs6{7?;PsCB%=H+s?5mvZyahrmEnl3CX|(1Wory9Ycs0*bj4jF
z-fz6f5SUgzLg+PuODRgB_|c|Xo`XME(u#;k7c89UXd~4rX1Asb<sWZu36j|xzOFG#
zuQ8`;7?@Uj4%sqw(mqya6zu57mtmM*J~7G$ezgZCk4zihUWG|7h*^wD4<Z%YD;DN+
z;{H@wXreI7!QL`oIt~+`*)^Unn;a|5aWt*Dzkf*<xp$8sX7)7T*S~nYN-=h*`7V@x
z)fpCFU3BG%Jvt@0DKvgSC2N3iG}OH;JLhk~71mxb;mPvs?21U1S<RRlyD+zHZszKi
z;p|{3X0_SeoKv=1r^Mp_z>nAZ@#p;#OI`Hn)DDHSpp*f<)Po<Z6V3Qs;bqh6Qoe}f
zME;?hW>n5zj?PxNEVk!|zCG=-%OLpC=4nY%-5w6Lyr~{Q7paEj>N`|L{KGSclk_SC
ziNx#9!XkHuyOQYLYLv|LY29_Z)%&zz&>{!wB0E_^Jciuvg+9t=;k&$Ch(OYveKu)p
z#wtGo|J;!4Vr29c7&x}h10>e3?s{Q3c8%+4?1^3wW4pAB+3F<Qf)@91<%m0hvh*ja
zv%+*Ia&f_*r;~9d7?`W24#kx{E;6IzDZHX8y0PHLsx@zZ+C3e-B|arv&~x}oG^SK4
zteYlK8y-O`v+h=?#h@WI>muLd@$FMbV7_&Jpi2>$%KWTdhE#R2KnvMg`r;8(0RWj5
z#;N2J#Nxo0vNxU}4J_9x2T7Ce)ETX0Jo};SHBdiqiB8_FnT`k_tY_cTjS6bQ<K?8C
zgM(CjDSlW3P%Ru)@#?^BIjDB37&x{GB2CZY^lJ-#WA*C3C98Wrl<Ivie^9Nbd1~)J
zXWG-VDzksJOQA`<-3!yoxUokJ!AG0m=1^Ih%cPZCy#W5$hc19Pw6qBVTHW&osS`8L
z0`gI8@rD#JdruE~Z0@q3?v8>Ux|o&8tCADF13*T=!vdEsnTC^sVLbz{?5SXkVBk@!
z22xD=z7Ac>=)j$=ea_6AYQETun%7mQu<-|XXa};mve&33Lo*>CiQZI?=wVIK=mH-0
zQU=eN1%*(uO8;m1QG%u<_z4dNc;jzbyl3jSTukl49e8;;Y}p*R?DtLECJd773DdCl
zYhnopIqX<&Mew$$N0~@RYm)u$Wcybucb7_d-!xZa+=dy|k;t??@V>ehpQvKBa!`od
z`NNS%K?SZw#4lxVn%3N5fyx>cXWKU?B(K;Qr8!7S0j!q8xI$Zj4BzM~l9)5_g+3|}
z2;J2p<&LZI_*TrVh+-rs6uzBTRu@YAR_t2uaA4tk6ID)2{Mh^6q7BY9&^)bZjSgOS
z5#xwMHBzq2Nrm-%x>(5CDt<qG16vM13d|jsi<T$YUMwQzM_t1Q#L;U8Ya4#=`Yw>0
zq_<MxKZD7jD_Po@5u`1p&Pmeuz=Pa}Bn!S--;8XXc~4jvZ2#c>7<sRUML3)sAJ`NI
z^}KUt22^##r|R`R*^!^j6T0*>YiG%qa|?4GN|}q6OmM+aoHZatVlHM0@|g&Ost2dF
zI5GAfKY5cu(w1uIteq}nhpY;J4_TM|X&1@tv8ug`VHB>Fcv!<Gg?XRgNdgyYqi!v7
zrVw@S$5XSI2)a2=xac?bZWH<#BqC$YcL?E=1HArRb0Hc8w|tDvox>7jY*WjZv_BKm
zaf(D7D-ezyDgs>i=ES}`q8uoPHMHPC)RkgEv~5)|*{LLGcbVDG3ihg2^1|#6-pWcv
zE|=Q}K1eSoi(-Zw@^z^)_3&xRSgH%NsdZ5x(K~X0pPn-9tF;Jq#}OEGZrbApGB3oM
z@0ka82$}HGAd~9Tk}<s%J&PIN|H2g)&g1iD4K@z$Imo5n^;U@apuqYKm=<Y!V)yfe
z_zKlffLX|Xtd>Qi8?m6~MT3KpsYB&rfflkFr)%I4O>=Twra}`y^@{BT`82$0aUpvb
z^xOd~k&RbF<7+5y!pC47V!1w)Q>;lTt?WamlZ1ni>jSJAb<%#6hKinVF!u&W$^aFo
z_f%GBS26DxeGlD9a3(&R5MJE_qx%c0!WSa*J3=>fmLTeSy)%PQH7p6yhg{z`M}l}c
z>rs>-K6KMD%mfdGv3s?)ZV=q+Y+urnKQc8^WUM1Puo6yv&F=v~GF=cE#;-36psPv~
zFt`D0Kzd{>-vmO0Ifx;xOt2B*95^G7!pyMXS?1(xj$883mfs?idO;^a;YyuSVQ}SZ
z#d>1XR*ipw>FoZvIy4o`QxMrh=qZDPfZu_^D5QsqKE;6<2B+&sy@C*=kv>tE3~K7n
z!s%rc?9N5@c&>K?VVmc^0duc9Ue0>L(2fYrkJ(fBka)dQw)7a8fKw8%#i1?}bpc86
zCgVViy;*sZ%8$SKG@5}|Em`@JrISRD?gQN1sUsA>%G{&zgq!qi`Eon;XHb7L?T97D
zGWYDGk5TWG-l;ZyT5T*uz7P+HNP76%dNrlAJ)nQ>kKL)mD;k9fju#z+>LE1hi#*Fq
zDXQX<A!W(bccRu`bjXd(fpOu|BHQKV_gGe9KsN21=;Cjwl0;69c-D_$Mv~E^yLaF)
zIr+hLzBBK~#SBJ08Djw8XO1~7qmY7=s2oAolS7z$%5EsM^+;X@T1yAc(xelFS5rlY
z(d>rG1!F3ruw+uqaVN*TZ+TOiRn`bENq)X2+R*{ez!2V`CJbfY_i}h3IVws*)%n>&
zRxi}gk5rs~riG2iXH(9q%=5k75>(s^>ms*aOxa|V?$xB=a#UO@#@iv$g72^NTSTmD
zO7s9}EnD<yMb7{v4mn8`<b{t-O|Hv?A(lo>IGvV-D8}~jm=I*%adRQ^ch1RU+!jao
zr5)(xh4)Nr8V@Npl+mkNBpKgk6lqO225aF@4IDctN(CY?0@0-9OX%J8bXCa0&|&JJ
zH_aPqz#VkD;4mP<WB0U12z4_8grXhmX4RVx$Zvnx&M9$+H;+D^;^WM&c|xDb9K(mO
z_9P4ob7C6B%vl+#d@1D}lJLY5;loHKDcfdd#SQ}M2A!JP1F7^s#-g^J9fEHZ=VX==
zbFXD{i5e`{QQQ^LE)Ph&f0pKJiM9Jt7oonxPFSxm3wLOla+c7rBM^YTkn-U(nX)cJ
zb7N6Q(}XtcQ9hX%Lwlx#JT|Hz7fWPDr8^0UOoC{?Oy?Q6djJqYWvgjR)k-YXJ6=nn
z0eH8W(n6;aAU?~HX<SqR@8`|zQ4rQ>6;nnhz#UbVf=lt>jc;_H#AIar=-^R)?!Ono
zIQnTiKGqg5776O`FvYW@+v&h@!U)T241Xmq01VM?gd$n)h<X>aZ&5{46O3dRm$#+K
zg!a=trgpKuHCI%_Sb|0@go;45`KeXv*Jl_ykj_S&^MC0L|0UP>f8-7S&Y1Ymz2RT~
z599Yw%l|RMg8nZV9{+dV@L%#a{`7_!fd4MX!u=0#_y=VJ972r)scO}+IgMo$Ac@Kc
zL~or2O7$D6ftechLx>#5Smd^oJd#|w5(`w)jd-u?OA2*J`{PeHk}}83#LL~pOE&aq
z*2L5g=!B2HAHT}zZ_u;i_1s&$4LKrv(@lrA=U#1Bj-N_!VYph?uT6XHh@pR>v#4xi
zHJUg3Scw){)C@DVVozy4htYI!9O_j+db76YX-;%Efj`Fa96$2j_ug+b)XH-)zms>i
zR^~>LQ<9dQxWt4*N6d!FXFM_wy@<Rgr<9#~;37iudp1C<_1>9|Ajd^DN!XWJ-J7<g
z@JAUi98FPvzd7K!ZZ9+S1B_fyf_sk<v8^Pt=Fi-9iM3#*#3qa4-H=tL{4MC5^>u<C
z24YXwchQh=CNk;H`%0lwt%p!!{vR^H2v&OoK|F*{zdji=Z+!BC6ajU4o>Gt$KKKk<
zT-pl&<8|b#4E6oI{dpdV+xp!a0{+mB_a>T5D)e-~+m-rbR8lPPAs^!em@<?&ZUm`|
z%5YzWF;HaD8fadr6IBsa&7fhK56m12rhB-8OS2VNesiLZEMoKqlBxr)h~ADCnNCef
z@4~&}Ayqk>*m-AdsMdBw@2i_=u(&Zvd7c>2EksmC#!Jzb=O{z_0DSH=+c_XeWwT*g
zmlPox_<d94)lp4b5ESBBG^QLD6t0}`lRru3N4iP2s8(wm=N<%;l&>EhnmKqVdaaPl
z8(Wm~>#r|+<B3+m_a|Wv4aZnVcz)uq-iuE05Pc)Y81u+1BcUgnjVeXUM{8{SI1xb%
zZ8cCU1q5Bpb&yJn%=X#TgQ4`|b!Y{}yGr-v6pH3$hPmT^*WW2HB6_b07rO_G3JY%+
z7hcqvR#fV}d7~sP<L>o%B=tC9)+|ZNE-F25@j-9_`!?3Cm^^i}5Dmh3focwqXd6Bd
zE{Q`c-$?a~7jj&KLi)P&2s(VHk$>CO93@YBMMygHj|>}6SgFCJ`)=e~U!RIQ2_gjj
zRu3o$aAQ(P-laA&CBc_p=dg_Vo5@y%l)b0aKa_CufodVfH0@#Q;U@C4V;YXTW#cM4
z%QaIR*oE_lKZ#sUo1+sdY2bnACZRJ>-H9*40x>_MJQOy>@*1WJ^CgS^u8vJMcZjEg
z%z;OQ_1JnS^rJE!50|IgzqwSmI!@G@wLHFd`&rwFGj+wljKMR<WrKum@bd`b+H^Ak
zPORQ?2YdeT=?_A07Yt+rQ$>MNY33mC8oOw4j;6!vPBu#Y;S2D-32h2*skK_Xc{2aV
z9<L`=X)-&*d&2f&u)%_^qyk)Sx)}I*^inet+_J#h4eU$fV+(17pC5IgQ}ym5ayOmD
zfR#p)yBd-WTYBUy`8^{VHGR?h!Mo0C_E)+Bi4UM#)r3uyHC~ryJA!?=*2_Vb15&O!
z+NE5+a2`vt*A=`rxNTi)Zo_tPSyh<MzA-U<hb{f|s$f-L@ofNf9o1|g!ejZeRKnvn
zxyttz)>&0F1S+xm20?<tWtQq_imP*sHUg!K#psfeVb)*r%`{O9T5O`y(R(+_&_23}
z@akZn&RI5xlE!|)(6fvq<*j-yDQvOF!j6X7H9T!PMqyTP<kX3re49Ju>0m}?lEa{j
z**p>A9G-S<Qd>B!($FEk2!@F&ChH?;YP`q1pfSKrLr6Cvxx%~Y9_RR$$uU3{ytYps
zQfKb}VeOrwGi|qZ-8dCjY*g%|V%xS+F)Frg+cv-0wr$(ClU-wsHFx{lT>n~g%)RH?
z+uC#T9$u~YyI(gGlUFz5#XQ3>1=?v5z^*Du1?st*MQ=QA7UdP!G0!{%%{rx)AK#dd
zFlQFN0Q9K<6w=jM%Vx-oXVP2D;SwAfG!GqF=eGr0@uOxfC{C)>b&Q)!F+e?>UoST6
zPQwRJGr3#G!0&sGyr?t)he}1$=7l(1rb%Yl${EUn4gO6|Dt*ggW@(k^5hGxTd1N;}
zB#>vTyG;NX7gxSJaW@+X7{$>2#mRSG04SI@IJX%xWm*b?ZjS+(wk~CoGa(Ih&>!UD
zwpDm>VGWG6j?)Cfd?{z0QnS)u_S*_(FH41EFxv!Qw3>&{y?*{cIzJYzOGiGnQEe$-
zAn5cKH@gYYE;Bp!n_f_q2N5y<r%k@18V%p55_oYqrkJ^`wkaiO-cV@pdt!yT^>-EC
zTucz)@Ja0knXPUQ)*Mt)WH(EzC{)84s9<Gcdr=1-CLiT5Us-<vj>?xy^n*^n#X_~*
zU|&5pU&>&m<Jj6Ln8DE`=Ab%F%KWk_h@gjw2`!A>SmHC}9cX{_l>s2_yw173(T>*N
zY-uVqAnp7J9p0ZxLBQLv#QCyEhHEmsf~GjGk@WEQ*05DC##LW}2GDucwEWlHtpJUy
zcRiMRZKoas)l+_?xUvToxu9uvK=zXY>@)@u-y9=A?NSee`=ZWz(5cT8qA1y{oiOAW
zdMFtC&@0;4mLA0`by0X@znK~yC9NPk!epz?NZ11Q#%ygyW1)A=*~4D=G~0SMCX<tN
zETL1cShFvfog!rmwb7l}-mpS!vvD|{(Sa|SpPW93W|V~Xlx^)ffzH}cZp-!+Xq%?`
z6*(?^h8`kk9M+Vlw~%ct2&YXDpH)zyrWYm{1WXVn0Y<mlc>4{lQ^Lm%ZZbDB)fqo+
z+0xwy51heAchi=>K!Mo?49O6x0D`h|6q1-{-hO+))RFE{cwa?1YLzPw|Fg4z^2G)=
zwufmmhq_@>kKNnlN|Vr9f(U9x?A=!c38KKd+i=t#-}+oD4I%D!%BA2eHMwv@ZF0IN
zX$fX~N!5f)a1W25#OT{KoVE_4%P;57@8SE2U1nV1wkck@i+0?87Kiy}qB5!8jMPK6
z&nJbUCJRs~Gh-@KH_JS@2wIN8Uc8n^Kk8&V?c9e8^ibC|DbL&j4KOWgGKj3EpQS`v
zX&&1b2bUF^H;z2l%v<^ICd4zpfsZeW1r)OuC%NxKC!UqiaqS+dJ^i+g^9+J)LXcCG
zdevh-<=%0VWzW0lF+tNXAgQ^OC>qsOoe2v*a1gf7<t+BTK?siUo2g2Mw?@KrWNO*B
z-V_@w;R-2UI>4u8PRdo>h8&4F;do{`o=1g_^N^RP>RdYvr&3Upi#X9?m{C*CMb)+O
zk=wr+b`R_F|6Fsu^Zs*i*N@i?^0&zNm;CB~2O0lp!v0%{gnt+T|9*h_&zJvGBH@pT
z?f<WS?Vo@8pTY@@f5d$McOOrMntb%G2$EN}?u_+sVjBwsSVMf3x>oX4@{z1sv0~G>
z;6bKs+^Y2Ei=Ad(JMX8?GIMO$@%6q;6;4oC0N}Okw7lxI4Zo}3{0NT+fY+&6iG*6d
z@c2VUDZu-=A!43OBVbIbvXfiL{OP-hd_tM>C;d%T6oPDzL4$mu*=D4%9va(01k}RO
zhnktk=6U3*x;ACo!BX(57xT;U)PgL+A5#rFBToG*_L{U?8`KIM*1=;V4Qm-oE48e-
z<^1B}siEeAT0@OQxnLVDOw-cYY{|^&SzrHJM!z0cx?>P}$4(%d2f38haQ<rZ3^jc|
zO4J$0R(YPnmI#bn@>TdK0kyWOaNsank5$Ea9gnA6*hcg`F;uaw^Kb$@B6S!IXG`5a
z8F=Peqmu~k#42he=A156g}Pjl#F2FPHCU`sa|G@8Q1_vuh+%O{nB^sCepW#t>|j=`
z80L#XB^NTA5dNS&)Rb($j!htGXqCQGD8%5fUK<rpH%KOshNgp}5+@HWb%&93*^Y8~
z6Zu;RBCtL23wfa2S6sRMRzmM2J%+At)|=eubOXqK7S<HN2?<bMy~Ts`TH+q(#HqnP
z2N}9vT#0ToQ$f`=kLtjoAm5Zp;xH&7`i{zn^hAmw@z;V*!~52j4FWM>hMuDq$S94x
zSY&#QPPw!1Q*Y>wP5nB9t)=)D60F~C;IKn_U1vo%kC>C1*Cxne*nUsoRsE90XVaP=
zKF8X}%yuD%sXH09CtH#6v1X8Ztl%}H6g{ysIm=r?9-iw4-Z$ejN?R){r5TlP3A3rV
zSY^r8`0;(j8BL}RMiwNX7`L;NdB`3r4!fGOP0VgFS(6lRSpwC;4Qsmw-R=`7uz(Hj
z=tg-)#+}M}H-tS(o!}D7jOKRYEs#TQ?N*5FxUnYj!&r03ghW1t6x}ruM5VRlPQ%*s
z9jP<`jRZaSVY^ng=Y?x)jw~Ck-%VQlX!5ae3a*)lf<91#yR7T1QOR$fOAA^dF4)Xv
z<U4CK!QeVHd2o`(QK1butoGhOV;sGB)pC%;fNG&RE<Y*W@eDBxL`E}=a&onL3U#oB
z3xJbCwMTx=Tfa|m<o@ht7b3Jz-7fm2pa;kIrrfO2=tfrg>=g5e^D4)iOGAsrbe6e<
ztfg~sl5gBhBa+niI%^CAI1fEaTS`1do6$sfw1&=z!a%=_dKrbi2&XC19l;u|?R<RF
zyVU&nzBq68qDalXQ#WA5;?aCw*7qgeEk05XsT~nd7qIu$u#v$*yzFTGz=QD3bA4b>
z>f1SQ3mtwV(J5I}Rf(2j({0U(en>Ivusx%=rc&f;3WS*mCdkRCT_@xB)68xIOotLQ
zz~`z8S-_X-@3M7S7ZgpVFYB3;+GXX<u`<`GJHe7u+OM6G#?_Qn=4Zm9j_d*Tdp9eP
z)SxpBgGJ?{%E~dATRV@-&n^uq_l&j3U4DLW(A|1LqN}!2P%c2wWGa&%XXSpYnuj9s
znBKQ}iI!5AbxZG;i}=-JkvT@B5CSf^x$}kDC$2sE*-SC6;{e*ageI8T#Mz~F{D(R-
zB{E#&<W@S|VaSuRfNTx0^&>7>@z-NYI=KMpiM!XhOveS(E)0A&@66Ubke^s&9S)C;
zrLICbJ6z9Z9#dmcHJZ*vz5MDVS}GLL3y~w?a9YHkK-$34y$X8Y^K#`6I+6vqj59%@
z7gVm);yD@?jwAX$`#(bS=HRyZ>pJ+JDnu~fm!pBYvcto3cwxn8;@W_VoXJ6^ih9@u
zddI><eETElNRI`;VylJK8<{*ka>X1&Z9FV-Ua<<}uudC0VKBgFR^Y&h?#@%fs_Wt6
zcN;5ToqXaB42@G9cvQy4Do9K!hZmG@<_)88V}E0KK{^UG7cBG$4|R6-&wASKs$*j=
zv85IqAhMVw_);iky8f)~tPY!^8KHshOEwTKo*Tdoo%xA<%irr@jZmaXbXYI)i+z{o
z8#CEFsdg~=hvv9dn$4dhFBaA#b>F=pyH|;I9kkvSZH-M{Xt9E=$Uy*Pm{b2XzF~x$
znNKD|V&<)er>?T*weTa_1NYH;dw3By`0FAz%MQ^i{z)HNaE9JoMdi}O+`xq0E~1cr
z+vzWpcuf;B$;FL*Te~rZ&tq9G=sO6i6MUs8X3Ai!^Wk2BkJdMXdr#};wTgTj#Eu%#
z=|v9)DVJ%sgkM`==$)?EUsM^gJ?I*ZQJ}QF_1qYeMBw)_%z>#nP=5|R`19HZ!ldCf
z?!N-3`K0>=sJl?xxWnK(pOB~8Mxk4`xseIkTco^+YqR!#h4H~%o9h^K#rp_O$x!S+
z{65V?9%REII?DNd3aq1YqVH#Jh9=e|UpGzab!!s!fw$(+rqt*m*}oRaGlS?6?o$J$
zn@v>^)<Qm%bs{v_S46~eTpBvw$^Oa$u@0&%;GYL(B4E*7w3&LTVWfK2U>>!t8+$OU
z<YsMfbqQ~}EjjQ#5fSUIJL)<=iMf+1`}h2t8QfjR(9DEzWXj_bPe<c5`p-^xGZYU?
z?PA(m)@5W61aX7PJ-MVK!=FZX>;ZL2ylSS=MUYPonkZMNp;s=W=zFhJ2)-#xKk=x1
z*F#QjSLW)!>WMzjBlTdX#K0=?w4FN~=22A#39!0<<lf(BX;-^<BUd^$#XnFy!wR)j
zl|=TV+=iqgxT;?{D8EZ0cNvr+FNBY!aNn(5fUH=)-haeg#h6x?wO7JWZyHQ-c$F9E
z!K~IGp(M9FX;(azAS8#==67)cyu99r3xNh65ZrO@e&IgtwiW!2;A!@{NZV@5`yPmz
zk)HnZi<QEy7sijGEf*CQWl>vOE_^NLT_iQo)~(PTP{qamKINLP`^~YTcxyTp`z!UR
z(ZY4gS(ki#?w2YS$vla{L*>NNs4I<5((!UxqVsS0pbtX2#^898mZa>Z^WeBWPR7H+
z8ivbXVuhe_z2QY{xXoPno91~kK(_-8_#2xzqEMrKi&NDuh6k<tV+v2}h{`{<Ai19*
zXW(jgU(}wb`KOAsJ>5#WNpm>qR)#*!c;SOpai1PKoHmM<wez{a{YO{c(lJ_ps6mKA
zivm;*3?ysiXzf;}5z2$VzR?4%NGd!39Z&w#82Z0x>%Ya5|5~vB+at(-*s1>yJo%SM
z!2j3?lHo5~{{I+3GO_(vQpbNJT-U^q{v=$PZjsFO?1jYV4=8Mmt<}c~V1&B4Fz%-F
zG!&xE6#A?*W|GIRE=x~g=#n5gzaeoZsA(rF{)xCEe7z=x=C{1Hcf9GfWrj*wAULl`
zN!>v5vMAQ10p=zYEOal6c3qNXisxFE(VP)Jo5nU2^<^96ca^%N7R{1MBsaLQZD))q
zoZ`7M$;@wKtdMG|s7M@05*o=CLbCCjc)4Y~Ha?GN*9u-JheFr7?ttrDx<_%Z)#u?l
zUK*-zl{do2#L>xeBk3Itggw7|htT;+bGv9FsHYvc(l-<O%Z}J9>s~{*q}D0A5>A%!
zBuk(mZJJXRurW!5svh8^7mrQQbQ$lf&SGe*I&cNwvcDRwRE<2cGSF)~LFgaWj)RNP
z{kF&7n=X0{NjM0V4n#0*l%mK|=a|~O*`s(-A^J2Zk3fVp99;lC1UQC&iBZXjVQcCT
z+e{8LN|{VDHYUVQ=!_<od8p|JE78b{q=;M^H4N!xj3$pzYLhS{rIHK=fqLQ&bE*Dt
z=?KxGTSp`V6!L-%!2ZZ6l!TBYoRs#oAXc_WYW98rQ&|#sL@BI@s^p?X&wEqqO?AAj
zfK}d6W>(EDXo1$`Y-;qjKXHcF!m^Zqb&IZQ66q@ttTt?46+wq?=xN(PXYZo*K66-=
z&AAFJ^OSdyPs%IRET^*W!35|gE=y7c_6IL~^1ME5SHRsi;P@YCEhg#84iJUq(4abG
zI%pHjXl_~NA6E<KjbeD%xFF`H7y(FxN=aeBsM4Xg%E=^M)D?p20y2KT_@>Gshl6&8
zVvyedSdEog>83dFl20szmEhM|ylm6936~c=M1*aD0Vvt{!X*r0o$$miut#}ycjaOh
z0T6CkKbW*RsWOtGH(=k>yG5fsxj5)*Yqb<&68N5W)sbiGPUEMs5rjQUxklI}G)a8=
z$66W)7;}1Id1}d^MG!Q4GwI3g&}46fA;i55XC0)&JzgOwfZtJjDU^(+SpZWr1eW$9
zP1q9bnGET6ew%hGzi`-$h2$j!yTK5sL}4I8S(!ub#Z_xJ&a_Lt;9&Qq;<jL%JUFD<
zu81ysxk*Z`d)>c8*}}za83_iI@2AOD+X!Q4{5yOMSk_}*X9={_x%#%01w3U7Dj%&V
zuLY-0Y>~E8c&Aw2q);iRIrrVw$GDG@hWI>fsP78}BB{U?yaG7y0@@HBerh?`#gH?!
z#5DM~0wF+>Sgz$zv*m`Z+as&$xtwd9xw{3TOus}~7!<nF*CR{x=j?YcxXn?y60cgg
z<{#Q*h%&MQt$bF3JCETmm-SJsoM9zd9E@9s63Q4^D9Yxg>?Mr{)uoHXQ(J^fXb+%E
zi76*BUG^)F%ysZ;V!#<2nG*DSL~QB+rmamGcGJFoPtSb6`^nyi2nV}E;f_&^GtopJ
zaM=R~?x-sdYJfC#jNxSak)?Limx5EEBc0<!EZnpd3|ftly(U5AEwXmjQNkBrn|$jb
z1^3cS*Qu`FBN`EzB42K33xY&k5nE&j8(@OLmFIBW9g($h+{kv^(-y(boeHW!PzjP?
zszmvT8xuK{Fbh}r6AoepPZmst)-PTWAXrX?+W6BfBpd-hfEi65=-WwehmefVEle6T
ztc;KFlO9MLDIfB}!6xdjMA|lfmP@m5u}-orA}zzixuv?7{8>}?r=$~yP2`(XRvAXV
z7*Tw~25>4E)t+R-DowcsR8mQkj*mD$F-zs^5p;oFj#ELmmF)?>E7v{MY&vXNU8ag=
zVIBo7fFbr!`>qxsO@BXgSn^1?QM*+~LzF<hBZu-&e)%B`dX0Qdi90_F6`4FvSn^<z
zx%ItaE|RfIoK}E0He&gglXYLh2=ZRZH)eff@XxkA2j-BzOgqk)@o0BhGnu$JLQ8%~
zDfxinPAL#4`OsS&O?~!3erw9^RCH9gP|2?fu|+xU4+B0lmx17Ub}b|H-BBvEde0@`
zu^S$S!E<$VCYt4U<@0+)4$#~Jd<Y!Q?Wf#V=iMg`;EP->jUFO%VltmDbc`wYdwZc>
zx*u>ac5JM}TAsOa;%8KcBBwPye4uPR9MU9FB!|SlxC8dgkvoTDIxDZU%i(8;=QwD?
zYs2Q>KBkkh1b^8gf=SB`5t!mNjiamd^Iy)~k0^`0GpzJi`gCDzXc-c*da{hYmP9TD
znxgoz)bG~RJh%_mnzd$a2`H{dB|cw8M`u4j0FhtS>q1g?Ss9;LI2uF+kE(4}ylsxh
zBQLy*;Bl!=%vx~Z9dJYIJodB7Sqq9tPi**6dgK}F5aTx|59=M7Wle%OxV@t{H;KBe
zVivG&<iO>4U9&(;dl5~`9j^Iz7RS4yf2^Rs+k)6bA>5Zl)@ml;|Iy%`a}Vz+Wuszm
zEx`-e;Mg?zXBEYI#xePD<|Z6mS+wZ=CbDa#XQf6S27I%tx||42Vy)u0_+9e`HpF_?
zggK}Kl~v$-g1+CuB0NSOxK2Us)yfH!tZ!l{#&e~$wJv6b7gv5^3hHj1;_XSg3cka6
z3e2r(yIA(?F1PNxKlckT#`PqL`pXZuf;AsooBLi4iPX(ho>L_tst$BEV8-*tbO4{Y
zRBT(O0{`eaz+>}qMi$wu@>T=1XS12awq5&zq+H0o4z>Vv^1eJ^-|^v>ebdeEiD(iz
zqz9ol0N32~hhJMHB>~VvR%U&fQWZxGv9bP9F&V62y)4xj17=>#;lBHEC@fU?%tCR2
zcUK-2P|Dk_0?Z~v%%}G&ccH=-jd%AK!liK7{^oVhY?Pz?>B{<-(b2Gus;U&>a06D(
zU6TmLP*)R{M7m1#>WPTW4uiM5!5odK$C%5pF3x^Ox_`6AzFvb5*V;%XZSIjUZeTd4
zF}(%|ItCR@lh2vFIC@Yal8#XDxsJT4I^F^x*1x@92|n-FOrpb#BAq|srX<0{%D2IX
zY;xqKh{#?-bJK=q={}E45DqsJ?DdF~M>6pyl5_mpPj@P8Np!jL0^4L6+FzZ4w<Xqa
zyP`k8Nh-mks|*h~%pDD9?d>(Ye*@-GHX>BKmAivVwF+{`GBV(BPS%b?{}GUfn;P3k
zY|Psly`eKGbVxbl4HGTlasXINE3tizd%cJgxo7#ItSu|HxUO=YX70Wlx`3C+W~w|}
zd%W1@Df?P6^qe7F3W7>`QpL6%LSoG`wvS{#s8$g{$AgH3!05-1p;@QgHMiHGco9eF
zM6*UPx~_T&F{kUOenCh3GM>UwT5h#Dsbav)h|n5op9V>;XSR16)bkL1vGE0l0W=0V
zTKcy%`<EQ%e~V`SwIKiZY4%?Nv%gUmF#Khu|G&}f|HO3kFAMws0NXzeHUH&w^v~&*
z2$JWL>b<5IpT3yHypb-5tP`tEj5;Wz8&n2YeF@q?h%uGLEY^YOqw|xJBdf6b?Ii&=
zEPWA8Su1VvWa+83_j5)_Zv;<;=oVn9RIK0aPa+<158taoza}Jk#+-JME?*5LpFC=>
zRP87qD(m{z>>kHsF)yytT&RsM^0^}(&I>a<{*`n*kGh0%1~U*LaXE?fDuTk1rdM}~
zH!4oJUc;Ep{KJ_=4DBw~oh=e1{}zo7d&Ycb^ps#<#F-{j5nV*-fIn1gsp>TR+fr8~
z>Et?bXk3I;T(0_6#hnWN+AWEeh?(5ykCE4BeO%JDMg@Jv#>*1VmJP})DyjZWEAz^Q
z-Fyr9S7o($w{lAV=_jL3bg>|mi<gps&6X)6_@zWRFMS#vSI(!+S>%<f1PgN^DnsSt
zB8w+O6SR;_tA3bFk?a*8V_zf@=EB~ZheZ+>ROuuC_adIIb1#AcnaltYGpywK8u~Q5
zmWbMeZTA&NG|=46`Z5+zOF2ydUl{Z_KtRH+z5oV$R<b!PjxXpLfsMil9Qn-#Pa1S3
zY{>e$KV?PEQupO5Y}1l_w)U_Nf^>8hf+O0vR8T>RY;bW3`r9d%5#fzb#xR<WwWY_&
zt-^TXlkMRs<(byb#Sc?oqYN~{Mzif3PH~eNLZ^^1z?4^K4muyf{E3E&K`z4WyEa=Y
zC|s{b=m2qK(Fl!xGESe#D4hqpILaTfA&PqoYMV$`NSJ{5u4(E9(@c(9E4j4h;cyQm
z_&T`*Y4shn+M-qiap>V452pAk`Zx(FI7_8PFQ%4=gki`l4o19Zet`YwI0;E)tzk+6
z)oe&I9)x6BuH`p`yPsJadb|od#2Vm)TjlRQQ34QNR|z$k+-LCWF3Pdb>Lc8<sWat|
z9@op`w<*#Vt7OK;cPmbs%1yi0IPZZE#`3kzhBE`7?`mUKnpTt#<<G>^4kBwZq*qD6
ztdS&yWr&=$?T&`Mja6mixDPm7i$#{L?STinAbj=mhWdyZz2KkdUzA=@Bl0GbclJmF
zD{#x%{>2|^8L<eHgt69G7;=7C;YHMsmc&3L8_c^U<qW(;z7X0)<}h>x^InA~FC%z&
z@R_SbvSp*5A|X&AC%lmZ5c4nOGOgu}-7@)Sc^oh;o;2Kvw6!qXZtZ!#mV4dN6ees?
z0brLZ{D`ChNk}J1Mx4eW72QC{ML-x^B^kQ)-hSA8rN!YAX^*`v;pe!MBxQMf(UBq@
zxHDJ_aS2dRc>GV9fhSR-uerEK3LS?&6vHVl5qp9hvywibJ>%3Dd8v{Pc5@5+yNa72
zqfv>oRH3%I>FPsll}Rvcb=bP4DCex$0nC`>D4Y^jlb}|4L~+e$lq%oNiSn*Q7K4a!
zHn*2#(QUIfB6}C`wyYw`oFb@90Ji3Yxwpa>SS?n$R0o#|ehZOxb(_R4007BsyDcSL
z5PxHN6i4<fxQjgew+eecqh32TH&iwF80Hunx}{$c2och!>;BKr-JXq~Cp(~H4Rm(p
znx7|JjmGZLkRbN6(rs5KRDL^xm9k<##IJ`S8Mqqlq=aC)$1h0|q`AZL&0#~q;De+>
zFGHLNy=t8Jyh$X8H!AuX0ql>YT6rd;geX)2Wh_jge84SgRkak3CPMkd@XVm3+U-LH
z&ZgVt><d4?8X(>kS=V!>c2Md^b~#`|Yy|V<jkQ08aIl?1isH^?{0(V!KCp>Zxstg}
z82!X7uWan%{Ge+&E5?=f=|8>i?v&R%X#u+A4iS7xx$FbOm(euHQ=n+(Lje0RfF|5+
zJ|6vJv=6k~1=aHElj_XzrKu^N<r5r~|AoeyWFP3<j&C}n&h4EcONT13=1eydh<aeW
zf1eBo5-*e87-L4uc=+UI;+*vo3{lmguLx@Gippp+eFC>=$}NKM997A}+%=a5>~VcE
zrgh4p=L*U&f#!C<A}WiWKm0qZTZ{bgAdEx@bOL@U+2Xn5(ZrTYv*jdLs(r4mDT3TA
zbP(!L+{<sw_91rDE8>nJL%bADtn{Fm7&MfWJniy=5!|v+^*xZm$O&whl^R+Iu&vHc
zQ3C2YGbhaa&e|Dk1#X;twLnUB^i1mcbYp41t4?E=Q`=0yr)D~Bi}X>Wv~?Sby**b(
zdU3MjVw7wuZZ=^}Pyq#qRpr1FSZrP_9a^H4MtS!YsSDXqvt9-)NB?p>0Ch^9pa8a^
zeCp%-VUg~LDR21tWTSg!WL49WHph(PLFPPJyH$;tySZL&5vrd#q#T*Ev6y*D2kH1)
zF0d3(Bqss&Gdm8O%1C;r^j7Vg$`X^j%Zq?zmR+8Hno|XNE7z1q7XGFFmvP__E57gy
zB6v(20B>C58NAR>0n3!cT8HkHVOpba$x&<*ux_YeHCkpd#Wl02Icz6+X*KG{+GKY9
z$IIa1-fbImc!y|)Gce|!rRi2N-?+U7bO}t+Sew{Oh%R}$Op7G5U0F({dodf8_>~jG
zN$r@RDE?c%_}JE8#|~!0!U=K(4#aQ0sjp_7$ABvZqS1`6CWuw0No@!{W4%qFS`eQk
z2jSBF_CWOI6jb~Kem9KnEkpK#&mxMF&e=%j{RkqqN$Gww?$1Ze{K<~2#+r1}p*gAH
zKz_2kjH7EilS9kG*j@f_j&pK<1v<B2wB!#Kn1qU<#?@1p6ukS%c;1JXp#H7v+1VsV
zF-74WUubn4+UfYVGawb0tRGkdCH)xh<Cbq2gvw^qcV%Dq-f)iIAJ>c+3E57asuba@
z2Ny%=RZQN1VSi94;U>SwNy5+MXpdyy?wZjlFFN#(O|j8{fwO*PLus%{LKpzkZ2_L{
z8+wT7>?_W!wmPN!>922z##g1DaWeT1kDF?!b;c0F;;ekQGvD1jC1sh|eN`npRlwX|
zF;VAOYoL2|H_;X;U@VpIc|v@ijOvb17Xa#3a(Bt~;RkJ<D>ntxwMZVEJ3-_ncmoww
zw$wGp@vOts_nST_ZIS_>i;l04apEyKwxgbaV9vet6_RQ=$-w*~W!)%;0f{Alo;>dg
z(J#bbKt8Yx_<xIve+eo6Us3U2S<C;o$Bgk`i}8OS75^o}`a4wo%PRkWL&g8EdaHl_
z-hbMj|Eco(FZeJ*{V#)0=xVmSk~77a70H+ZeaPi+%a8_m8cLeyDaOB7XsAY`|2g;!
z7hAcd_9I{*Qdv6qbBuJM+v!2ozq$F*+VW;pml`Hufp-;FnzD`XCluCiS39}{Q{&p1
z9`d2hlPYznuXqz&xSVl`S9^765$K9Cm9MO0TwCT?E|hP$bm~Nh=V&6@W&LTZit>V^
z!s;FP10!X6EVbOI4f(!FvDR#|*YWvxfPXC6&sC4&rBP*<SoqA@vAt_3wEab#%w<dt
z$*?}#HB-$o%lv-+a*3MA8;7*2Uxr%y10FI-%iYuv3<i?lb_`pKwXQjle`XyTAx6{8
z)%?bPVC@4&PsNG6b6m^{bR5bw&qO8LVEP$zA<z0vPHB*-_ed{xDv2k{mgD^gk-?nm
zN_?<jKGjLRnSBi=&2^$%!W6>^Pt@THVI7-CQmCLwW5~<7EXErV+v@Qb*9-5{QHw@k
zSgJhFRE2-|)Kn3P=9cn--Oa@Fmnxe<s&?R!p!&g`YZXf}apKPRY_JPP@G&}QrvgQT
zJGLN5gO!#P5q#Hg-Pm|S)ggo7zcS+c)u)L(>|-0;?b5PiCNSMQhrgu*SX2h4D`GN{
zYHLK=OD=H)Q)!QqYf-4YL#jnt)Rae8hYaGwt1@0ui@nlv>m!{2dPKvEdC5`g_byoG
z75yrl@_P@Mea4B7oD1?nPNeABGvGY$Cxp7=5Hsk)VP1)+OQq3#LaFNb;V4PHIwq#X
zY7g15Y2dYMX)<k$3_sI$$jS~v@UBGIi1x}_SC8~k>0U{sn|~l2Yn^Zbode;@1ZT%2
zvVTTiKaqS1p3jGykMn;&6$t&{_ebg)l&zF<j@s|-U=fvDLa{$5$L@95S;iQ-XR+oo
z>|x~*=;1;~F}(>8Kmer0c01a7y?Q@;krs^CMQyhTJw!ha6E{Jww7_5?;^FE3!rI72
zM}G=G<7mF)m#1rOl|@Qwxp%E6#@JpyQzCiNdkcf}->A&Ha&;o0`V~xA>+d~{q%_q(
z?VgKO&f^*qx|Oy6k`)?7o&evvJ3WseoF{k9dre%)r^}V+6}j^J%)!Y1Mi!M_hHZuG
zrL}*)d$Hh({mumuLLr(bog27|bShbE+tG<)k3;t%w-cjLO=U#I<IgER0b(Q<8^Q8a
zyl|(6E--;Ic~H~b<FuT_pCg1a_d%0PwPA;!w%Jre%{lwR43x&!d`;IxS0SNxETY6`
z1??l1n=qQOzt246A5F(0QF&q%GZkpE+eZ6!o0ZZvh(1^p5Re+$!>AW%CMhw47Gy_l
z9qT8bA+HC^E`?RY#wDa|nxO{!6}e9K{CSRcbq});=~IlNfh^p}ddc}8@^JAOtPPQ2
zr5F$K`jrElw|yc-;ecLR&BEzXy$^&G;$q?!o2m@dyS4S47|c@#%90Pxpnpu#h=Cpd
zgdAufq|ZHbuCRDaN|a7Tx6Y+glK6$DXjz$Ulr`UBodc_e0G@s@wot9JgcK?&yy?H<
zZ*^c>{3FgQIGW#xW)oLiCx*RO!bG5Dz&SzZJhJcj#w-;!*p!ZLQ=(i3{rT<i%byG?
z2v|A}#5b(~q)50kYXb@R$DdB2aO8;hGW<j*b26pj6sup{F)(dm5uY7%ZOaDbj<V5F
z?$U%)>x3cSH%Ax~KMP)G;P=GRz#+D%z+juefWRxsA7sWaZ+Hz%1_QH;GJMC8sm8H9
z7;m*}yvo^Z(H!*GPCPF(Oi^ZL2y!4+Qx{p2kYy{`h51<zVmo%Z6zyik$X_E^2vl@C
zBl;C2YVqU2ru7&c&g6Sb1k}Tu-r=o4#cJdqMQ=X}{s1an!Yz<5KNF(p!ehOlw-=&}
zV9-tGSHvQ*dCIx7*vO^w7g=ob;ddd5gyYBY{2(&OU}r)|h}Ze(r2g51_ejLd=}ySd
z{p;WWHEH{V-kRMP3AOetP$+qa?rPF-ru1(Qz6vpv4}GC>u`-@WUrDPBcMg84)U-ox
z<V$p`w6HQC%XJF|*>THcwg`l#^I6M8(NO?8yN^bK*UG_fQjFU?`>3xV(2M-2B>7o2
z@`+VhKDI1Rc#!4n<C@?dN(qvpBVNC&UQtNF`Hip&p4Bak9>AJOB5T|_3c<B<loy|N
z84by9-)JKGh-i$<d>0E58?m!8d^puVM)Z^V!>#c3^e&(3Xcu;<3l3)Q)iXFr0Lf=7
zoH^@f=*NSjE<c^wI2P0uPCclfFD=UrtRErJrvTE(A0l(tN>+}7XQCX30ez~N0qU}|
ziD%C3XgWz{_yrEkx!@6XSBBFCTpZPt^yUKU3WH;KRG?V1&gtGaV%nuZBImMXsRZ3R
z{sUU8JObuqV^09WAc8h@2B!LD-wXbmQG3oi^0VPzH$hRb3<>E6N@r!pok1qWlWfAt
z&<$l-<Rcjo-Ocf=obBfnO$?Hcux8>4rTTPlZ#Z-$Bk$ntOVXX4ooKP{rJCW50|bIq
z8Vg(u9~){=Iy4XUVEJg8$|Ly)7(^K&DKKCZNebr-Jwtx$7FfsO&geV={qnEu;mV<&
zkyd^>Sg@Gqr6xC9`G714A*rIRttVOw8!)K(97-&I;36r<rgoh!`RZYakrN%WAg`^v
z(O_jXKM4dYi~2SiY2&`b2`;2}3@OVngv{Lrzl4no`Q%j3a&P^*Sa|T>kn3Y}K0kWf
zSqr_isj)Rq>1D00#_w0xfWXUFjZW4<4Wm@>V?5K$j))LkedDBz)Hueu62t`iAo`Pt
zw62NKj2tSgkNpGDw0mw~72>1f9fm_451$70M<b<K*ls}aNf9^*(x^zRzJ(Mygj%u3
z?@GEoTw-0#*~zy6k^mI(%Gp_Utu2m%wq<f}c*x_{#f`U^Lre>gk7M~CS<=O9wS$T^
zJJxFO_0mo7b+yhgXka(uO;7ka;)qA+_}bsbHF@R&!lKR=Q=7j>baebMDM%^C<4Qcm
z0iuB)G)HpXZ*$fpcb7{vhPLDiJA5f{+3T(O^*W+&dY$ZGGjaA)ACy+<lOJr>2)j?%
zCKady=UT3+GG?qimbdt(W?Y~Nk|WB8f~?A_4ZpU3;Wm}*SMwL&Rp49S0=OZCbRE5p
zGnef1rc4wmCK*YinZ{=L$i(kCAVkt1SCrzGc4pYraI}gq!Q3@~B?SkQ(XeSB!f}IE
zW}3q#O_bvAL~FxV$z|rA6*3L$vzj(-4G;r`M!ib|*lqlZb0I>iimsuw&v=fk_wd1P
zQ$;TpPIs@=?n^a%E?2h<877~<Y|-)vwweot_H#EAtx}T@vZZ2(`3y~>T;|H9(B$+W
zUrw$LX<@>m9W%Z1yTe<JGP~tFu=vH}h!60*6>Z#yI)C-)me^;}(i4Jl<M%9T3h(23
zq`?^;2mVaH;Q_WxZH0=90GyX*S7)*KlB+hM>IDsFxtgmoHTPawd^WbcW&g3mTB8Zw
z{vARy{v%WR?_>x5GeZ9>3-E6vG~>T)T7QGk|9tshfABwt(0>Ue{Ktruh2_6I=Ko6r
zL@r1uS}9CnJN05UqHIh<WQ7lb+J3I6x%j=!GITnQ$jfU++3BHherEUMC9Lqm!+h!7
z1^(wPvpm_;_1@)9@CL1N=qfILoYKS%!sqIwGRs!~TEl7w&-lX0kF2R9$%ZxF@psva
zzNX`H<->`Dvc}*MN*xh5hH%yy$FkG9(umpTsg<P>QW>H?{L=86<lb$2?edW>CvQ)&
z#TypisSVlcBc{%^w7itEj<3zaQt5+vo#bennyAwe>K}rT<qocuQ?9O9YU!cu?Qs>u
z!~<!L@+L^ker<6zmP)ZT!iGv_zl})8Tu?ub6!zUeDXPNDTemx?+f81Q=K`{hRl}@N
zQ$cH^7mjXocvRzNNM(|!#G!QJ1K#7`EN!-wPRom`tn-ci<cJixWEO3<NuLETri{M?
z#C5Ofe;m2YWKjww3VphlEy#>SE8P>f@}$dw-0+t5G?w$D2gnbNfap$<G>!gfAud}$
z9vvAN8ADgb)Xsr+ACnzz(qhOMTC0$>>HIc0qWkte(cN6aC`!8WY&~fdPmfU)875QK
z$$R>V6-GBVwTX{ko<|(T9??r!V_z`~6TlDb-~oVmkd)&+)!k8)1&(|ncu1}Cw$`f4
zRmg6(E~~u7V#7^n7s!1$`<|oDCHrQ`s!hVG?`)m!H!ZtOd#@~Yb7dIa4xkv7uIDW`
zQ3RbZY*#XIg}kB8pJsPrHrJYM*<;FsiCCRw1&=CD@$*+g|LV2SY1K$}7Zg6yFtKfI
zoh!GUD5MVfk=jN)uC3>wd>f&T#h%5=ipADA_0yTZii51&YnOg05jL&r=Q=gvOMF?3
zFr<;otIPGWZbko?*2Jt!EZEx_y?kdwSNAPZ@?4J`R&K7LbEvQI%}xV@yCSrw)QMoY
z$!Da0>1Zhz)P+tZ<n(=pZ9PU`1A+_ci2&~SPdfV^);o|$MKp@9Uc5vGa(u<ms-4`Q
z3971WY*@_hjCcjsGn3F>^U3WHfM36H5!o9}%DWRg5wQv%@F!@sAS7Mvec0aL3Th`H
z39fH)e@+F)ej;bE39A7w;8@BpFMg<h=)XSe*`s{5*0rIv^<jXkNdhkdfl4|ZNJ$s|
zXbx<sUXkdxuYIMVT&VF2jevk-gH)1A#1?p+Dw{ZCOgpDFo-(d>km~yW>)0~|^m%@@
zqXZWr?v5XcV5z>6l1T^8%uDF=ooW?PuuvZK_#JR-FofnWQLHVja8r1@`d~a_+RNgb
zmx&}ncElC?JLoPA2WS2cRmLrC8CK*{GhuE?ZkBbg0Ilz||Fj9+GZHn4xu{CBb<Ex6
zIwQ!2-mjlxz6I|@(XAW1i$j;2v5mffv1V185;Rr(tUMEh4>fPLYWcHTAx@xM!FgQK
z*HfI;Wm2NC2|HoD5U(l-Y5%~~<wd^iohlz#<k&<6S2W0XJm`!R6PN%x!&~G-lTcZ>
z4aIg`Vcd}gVrt_2nh;kBdu19e$BdF%W8$RXc<B_6{5@q`l5E3q6HYSkUL3g)*-FYb
zV|IDS9I_a%p=D3u6+Wbx_7`4eOTTy(Lf+YLz=wnm9mG#sYj99&OvaRu`SK2WMCzLm
zkNWsf)4RMJi73<@@<u}MpMA{(Z>H9ek**c@JSE=%3MOGYD|sB+vE2+sx8H;DCU`J}
zJbc9=Ri>nQ!$x&z8<~tQgy!_lU0Pn*R*t_RYyc#=Sc2zf{QwMI8+fkbImE{~Hu`i%
zSV%tiKjFBjx~<SX>)VFXgiX`=#w9huWaz}3mp)EgHdd~n4f(OMLjndlpCME|Af_w0
zx_K5ftu!djBwrfZ6BLoEO;b5mbVPHW<91lG5cHfy*+Z-x1mLM=4?g)*E?i%GEauE>
zP@7g%$g~f?gtZMDd-7P{SUbQybqLq<h2yyd7H9Ccf0|&#`V8~Ja=Y*M$&!#EOVm>{
zAJ)0Zzpk)2CZC$W@E7&Ky;fn;@0T_vdt9~J<@TLnZ*YNaNjKzN-$5%P&Q2Wm6-^Bl
z;M*?Qg(y*~+vn<p`F*$Tegn1hYt~;_dcRz)S}+aIx@FA=G{!buB=cl~ylCZ|dHIIy
z#4ffWc1N%VIM>KnT>g+UJu{F#(QqcR#3l<P-NNP_#rS<=I)BLseUIGx(nc!WV?xdm
zoH<?(`ldbm<Oo5;tm9wjJS*1Wt>KvUw3P2e<36&18!|(khH@tmKSMy#h26*hy8*L=
z0N(eA@wN?RD>x%;A=*csJiNr->XlF?dC$|QN?}DN={<0loui~BEr&FOdrhT-1qc*1
z&VFTZ?0}nNLxRaCvyevlkHf`{8*{f1hEJFkSfjPuHnbu7@wDmNMe3`uG^FDpWgQYq
z>lqd<hJA;pDCEaadO|k2gf4#+X!6d|*GdKqwIJ3yG=J!6AW88G{oB1?_JkX+u`eS(
z`*f>6**%`Ff-d=^78ltZA;1*Yb4Su$>e^XlV4&EkSzk4LX`xE=LVDK*#qEk|paf}7
zwWXC4vnSa;*w$`(oE+Qi>frH#F}18DwLPsQwtJ>jQYd87wtW>PoT7)2i@<b|A+j(h
z%FsbtmMRr&f3j@Kj==2_Lx&y3;779oCHeeZ=FVWHq(lo2QdD;<|HJtx0;rJ|*1-)a
zmINTfJYNcFzhxEmZ$4rZkRKrjbuBsJQkI|J*=vhMy-!Qa%XLHKoWR3+>lU@y*O3iI
zIF5CvkgSM9T*ghYxAM}n-~bpZTe0+ds0|+OqK_@Ic6Knu4nuS3<z3=dsZ$qFqk9u#
zXnI?gb?#-X#5<`HNyQlse-K|p!iJ08Zf>XU`&vGAQWMCbctcuR=y`a2B@kUHs&ac#
zShVEQ9UiY0X$Z8>k>F<Bc94A!vgC*7#a7EKr&od?wlDD^61>Axv90f1K^wx&Qoe^+
z&cYbkfz8lvk^h`2xraAy;zsR2JE!P$2;5Y;s#!QATOB6*ngN}=VG~|7sD<IyLSU9c
zfeiB&FW&}{wxGW+e|mJZSCa%Rb1oe9t1fwvgoOV0eKVSV1)2|&X;&5X@vGV}d<M!{
zIffbV#ljzcwvL6N*KBo`?dt1_(pgu0C?u@(Re=lBS+jM-N#pvCN3TE$-sgagf-==s
z3uueCP6UhkDMlvySP!<N9|)nbw;f7{F>}n2%vap-cRdAkaaSjryo7m5vPmyf&Pfxq
zr%&yoAWx@DLu4GTDthgpu#m-4zzrlG<^C&2QHHh47I0MysviP`W92>;58hTWLUE0s
zZU}eGF$>h5?Y|`BTwJ2W2E{`CYT>?|ePg5Hd4RnOE$A_pH<95tBH4|V06?Y21_`##
zJR`+BlpK+D2f+u?ou<8K@pb~V`bZhhB{_qSry+r3kh;<1bgM8m7B;vY9UTnB@mg0l
zZL-O64QDG_M9Zx~b{<KZpIC}q>a&s!@7e?J{IU(|ZqdjPr$^a9?q<IgNLu8+&!qr_
zyTLnpLqJsKO5SvN(-%aY;r))|2NbMniTUji>Gdot@<EC4DUxjv(e9_(g8v~Az!T*s
z_*)A9OVsthHOT%~hT-3*@P8?|{*J=`lDhbxqwv23DgJ}PnOXkp9=5TlGZv&jO0DlJ
zLLlp5cu9s;eqgDX>pif>wjG#EwK+zs#u_vn2@beNqPJ~-Bm#Nsmv~?&&p*(^m5XIE
z%igb}t5Vq>WO=W$yp}KQVna7>D8_`Lzq-8}OH1aYYb*ONFDOvSo}HJrv(FUo6`jBL
zsXyhhI(<JR*C4ShZi{bTc6nM;Od?H(9zXYTm6&DH-lMw_4(#&!lf+lHz9AjSAFzf5
z<yD2;fZeqi<oR@bnkudk3#-qNHZncM)H%Rh+ZA-ocLV+$mMP)g*VH0gJD#Ovk~Pk{
zbBt3ibeW8+&}t5B{L>TJnsspPsYR+hKQuMMffQ+>>G)mYeouJCx;2=!NBPK|*h329
zXwkRnVc)Wc%w{{GTH>+DKiTek+T^-O2k#_4TGfuCqYvHLuy!Brbq}*0PXJedZY2?J
zUwrzvjKJmd6QYIT8r9vh=RCCR62icymm-7&h-=wKk8DZ`DrbDIAC60GnB~EYI^5v|
z9FXjMAt*oi!#<XoO*~e<cqGc(k1Wi0UJ}L=;xKU|G55tE%BP_PfHzJbvhU%9<Q})Z
z*P#8d`0BH`$A|mGCZ`K*&gNWwvL98AZWyJQJblr!R=`{zc}hzAf-HjM8}ZB?W~}!2
zuM8r}4?+sXlY$V(xE^tJJ`zzjd&*GX9u3~LNQ8+!s+ULYvrtl>N?JwFR6)_cF#^z_
zSQ3<bCrP1aTAf3m*l1XDlL7RYsMsRl>t=p=m%{+ap%Ho)oNqY_5!z52P@r3DnB^|R
zgnI)hD!~QiHIT!U_*%C;%s3viTgKG1+YtDb{a5*z^X6qOTqW!#E~$6<HHy8prc>nG
zOvE7JcC=ORlLsDlu7cBkcbu^A%1(W=yu|cjtlm<`0Tos}L4xy7MKgBO-Qe!bT8XEm
zYF6?3ok}N}<jYVS+Jm{p`rStpY}4+3_VA@Qw%&5)g?)^l^HRznH!Aw);EKhe*|F{w
zZc2PHw0D%&U@PN-EZRPf91|paFhb@L!1UVDogD2tN`mwYLl`AxdWS^`AZFm0nK4&-
zVdFCMFTyw#t<c>W&@1?eC(B)|?<&B#sxh2k3;n0GCl0F#ch&tB9O?^CDOsr(ONfFH
zdko}f&;%|C`lIM8r0M#=6W>1&pG_7J3BywP>_vZJc4BtEkya+zlo(LdGMg~p-x-UD
z9&N{UY%nWEL|pp@uD2st43?Nnu^w9m)cVw|$s=}#+#u~_5P&9}Mwi+Jzu0)9NYRrq
zRi1~k;x{Ph4m;kIxb9L(a5@U)g@7=Db?hZ1%vS?PEY$@8dMs)qV=#^0D2aJthBaHr
zh=Ho^i{`aHj=LcjuF|MB1o0jFlsS6{?Sy8r2?Z$L{Xeagl{YE!=#8Hab1Ex9zCUl)
zZbBHwS$cM%!vh^40m-}q9Vm}!THd&PBL@Z(kQWVz0~MCGS8{WS7l!L^04fj5-mMBq
zd`CluvAGBkg#Yl0vr>+$8iT|+<j^C`@#oKH$t0xh&Ut;MDe?O9GljNlzpw<THold{
z9Ygv6>VwtO_yTgSIc@2e0L-_4>J_kLyk`369t5fnvkF<y&B=!RgZke`2UgO2b0W-=
zCom_dbKl1w@tSy?Kf)PYhU&m}JL+#C9&7?><3hYkeeI!8D6G$$fd|bY;Hjo31oYVO
z(K%pOp(MtEtJZ(TX&o{CG@ctFuRmWmN{8`gjX<=rUtT6SP$st2%E^Nb>^4RMQD(Y>
z=jP$-aHU5nyyMV@UKB%&$`J%r{<TBSDK-i{Z;(?|XBJ^oxIBQ$K(}cL^PsOkPmSg~
zjz5g?S^qjO?u9fB(@EMRB<B&9mwdbx=Pk3qANgqavjeZB;anL~mjk#-pv3MjA?tPN
z403+z*|2URvSo#Jr>@?5s75=Kdm9;GWWiv|i}99`l7VAbV6)W+fGqe{J4BI{AJ=Cp
zFY<PUn^#-=UM<}bfaa6q(+N3&g&_bEcl)E6^jGeQu>FINuyoMRi-Ypt3p~)o9|Y8C
z7dq2c;e`^8$DZ&)x=yN^YGpSpAS}M4r^KbO`>HVn<rsvs`k}y)e4!sK0*Qa@p*q(s
z*h_4W-#tLw``3RQ&kN%jt5AJd>@PPl|7m4!vcu77PujIX#h^9kr^gURsr7G_f-0>I
zhPv?(@=rU#TM;3-JYZtsb5GawWo%CfI#9q85%t8PF_R$Q6t=vD>Q8o6D0)JoF*TtM
z+YU;k6Z4=G4|s_K$=4DXVS21y82BTFCGAS12+LI(P)s1T-r8>?!iew4wZFZOIyqtp
zOX`)h5BQ?m$8SZDc~(^4>vwX4ynJ&-&>DU}8E$qmHf!g*I3Y}Tf9vn8V*(8wa?$73
zjLp*K<X$^fUF`c)>WCnq?wQ9Lgr6DIvF2iERn+|Ek~hv&ad@wjVxZ-BLJ*xntl!hM
zJY|9QhG~irezvtYGD3le?qXCE^J~96`RJSGJio~+)BKDM@3wk2S`TsQ*-%^>H82Gv
zTqLVO{}JQ{D?uuR%1r1p1Az)!1S%7lXf5DKu-zA4AmfMM;h&Ani)-L?6qHYRUB3hn
zZZ~};hmpKsY(W4504qgr${##{=)4vu)aO05qT1oCq>Wp{8+G4tXK!*}k?19+`3HK@
z^wL8xm2YKw6)<rLl-Xcr+!4U;>0+kR2aU7WqlF^0`2?}r7PPjW(HB&dep{jok#hFd
z{(~i7FOb8MIkvF<cSyf?R@^(&_QGM_1VqF$>ghM^g1J6Sm9fz=3s_$Bfg$}na5Lam
z`ccj-Vqz%#@7UVB<S}RoXi4E-BWYW|>(&>5e<mt+95y@|=IgD$+;XGea%u8Rf*>T5
z%{eM)6*%sF3HdY8{7eP(M2qSnq~uu3TlKKnOp9V<qE^47D%qI;xV(K8{fL5^Hbtu1
zMP@rxjb5CR;Ou2K$PYU5R)PUIdpeiQMKzE{Mre`u5JAHb=Dv96?-&J;7{@0>X=++-
z$Kxa$?TXf7(YSy>P40D|MQo({5?-)*N>da`L)Q4Sy#W|mCkG-{rY}zj`3ZvE<T#1P
zM%DQptlw^0;^uN_eC6hD!w6LfPd~jrw%2I(HlIFRxgR#XJ2fSI);y-Aey5A(JImo|
zVR?jvPcYfLSLc7gjzfMMvT&1E_H0!4(;J})r`_)=YPbX6g(nbfITP>d+&Y@LrGx$z
znr@NQ8(`^Uc(ZfJbN2<>TYXlS*h7;lew34z$IZ54)S7trNc<(Y)Gm~;Lvg-bSY*>c
zUCJun;yRzLWfnm3IDfc!leq*bNA+bQ0ZdMvkrE%)Hz{jH3CG}?DQ2HOj~B>x;k2XA
z2JKV@Ot+^}myQl;p$F)1vGy-eQO!O}9o>m;lrbkf%&09}LP%JsXS{b?y1NW^d$Ml(
zr)mo$!-?o`DfutC+5Z+L|0}-n?^E)>X5D{B$^UryAD>nKB}4Kbl+4QXU&VnF)c@3(
z4I_5Esoq;sbnnK+l|;||@&^mGAJGE?^R4+)S6s`M^ry$+Pq<$6@aj-m**QM$1QV<+
z#>iD|L;2x!p?tQ=`zx&+{pmXSqOWT0Lh8WW-DTK>vd{auW@MgHv-nS`StqyQ>A{bQ
zT8pAak}it*$J^@+kA~>eU)V;U^VUc4u1d-IR*5QP`RT1?x(PfT%SGnV*71&c$HKB+
zTc3A7bc@Gaef=A~;SNWGDK-!EpUNKpm`1Y1j$Dk>0C8uNC9|VsLA>(Hl@1-M?ushz
z`5Nr$2q~|~MXqV+4$zpo<HK&dt0Jm&Ln@hNtJ?<)yr<*ptgXy4(v4f+Lmgrf0Bi`V
z<0^JTk0D32Dv4wlIC!;?3r-FlTs6q+HMV6xUmaS@!r3$NUW(v#aOW4CPD{3=z17*N
zbRJoVc}N>tO6shr6q~-)eHbYafXSSoFQ-bKpyLp*rp&>G703f#tK=cI1Xi5qO1{56
zbpK?y!cB)9B9&y*!`f$TuezC(LOUUiP1v=}64N>Pe^`5`U`yLIOM4l)Y}>YN+qP}n
zwrv}^Y}+<-*+%|ZdslUQ9sTvcYj@P~8*|2UGT-}}_ZZI@Om6}n6A7J8M$anilFCM$
zD=)aT*E~nzjlfKf`hej60XY>_X_^E~Vr>9fEs1`DqcurL-{lw23hS%kHNztxY%%%A
zPNujzdZddaQ&n}S&-NhSzgIZ?%UZo5`aK#Y(;(?(JYsm`4W0=&=dtvn?(_#;%oe-U
zW-dQ0+1Xs(7`34smqj{s<M^rR0&9G_kOr$cl}YgRFLsa#b1UtITG?_+9zF-Z7;ir9
za6`rAR+s#3PLWKko>LO#IaUGZ(H^3-kqXpdBn!l*5}|(FT0WhroZ(<_6$E2a%D~d-
zWdULH=5J(rMzPudvg=65>R>v@goRrhhCdI8g3Q$>6YW<2VHL&9s`gGW21VcZbdZzA
z&<c2b9*A6*bO_?Xift(Kt4Rhw7nH~v1HSYYEp9j*JRK*Dxw}ZoH50(!y9Es_Sp~cZ
z!TkU#{o{7ElGm-qOBpXd`h6A1i>SWWv9$c%XW<ngS%aak2VPenCNQav0edDQy=LJ}
z2lu*33Oli~49>kByZ?u<37J)bSE23!*NH3$D^{vL?mL*8XW?_l@}8D54F<ciH-jgl
zy>4vE^^_URX!Ij$WDYQ?w}y<_pF8F`S`S*8QkMn8UtD3Y65W}p9Nb5vFaF+40N<CT
zG6mPU>1fNau|d3&I%)MoGZ}pA{JFG^AEb=_ZK*(}_DaN$kR=jsf*wJ<@vLatnPorK
zqb%-SY~YaSHRTGd<jrGAAIWiQxn1ncD*5$r%JYWPjc|X~wK%vpS5Y;)5mr}rD>_Ry
zGhR~y7B(?s$qUWE@{-|njBr<wap+QMM{^=hS+`ll6MT<pah*HSi`m-V&vK*=erqpx
zY^vq=?xyVE#Srm6ZZEIIJs#>fJqm=mnGYPwm~fpYeTzC5$OYLWr7;TKHL)qb7qmr4
zf>(2xYXb<W1cAj^W#q@YyX5wy4x}{<L>(-06T1~pfV_*9VVSCvSxSL~)S21cB9ZJX
zi~?+H9a<tF(9BaDEmbg5SBS4jzbwmJE+ZR*Oe~NboliQqU@wdHC}SCQC1l4~hl*y~
zXhvpvusP$S=Ud9`sWf~d;fdCr&UApJx`v~-WUJ=TWRk`g_DIzmTB*l1hqljJg_Dm;
zq}hy8UJDP8MIzPxL^JiuGtXMT?Fs0%yZ#7S!XobPwLf|@77+3$E$?Os5}r%)ev#qK
zgBj@QS%vOCgVYH5O5QCeJ1Em5m2&3g6nQ-<qBHzGl5uP!1~EgumT~NJi?y(#x0F5u
zF+YpO2LubC8h_rKKy0_tQZNh%>=X9TIO$>nxuDDc+#%$KS?M@StzZ11`m<y8@kliw
z9mj(a9m8;pyGk2iVx5iRJupNN@K`Hx30BuuwL1x~4fy_6n&sAZ0`+MRg$D0ZpR2HT
zxvl{`d^#(E6i=C1AwN0m#F2|jfZlnYepWnJU_uaK7n<X(=1*s07ucOVlfzhW^04&Q
zvn8ylBbhpvSV3_5(|}P1ZIf5wO%?Z)dRl<~0q-+$a>%{~oO3vmhGsNlLbC9{F>$ed
zkXtI&!&^9bLD|ZZMACL}W!>EYKoKy)33UP2(*zbwnkn!(+OS#UDH|+-MA;Ae2#OJH
zFSy5`XGTli==19q@+QQb+tz;Q5O%0$sE8x-j?=-N_+j>lxlJsm5tq5P%dh5r6CKvr
zGknZ<$_$4T>iqbz)5?^dQ_nmO1Ob8S6}*v_9-SAR$GF%X`LI92gD9PPW?9vNQu|K?
zrf_+Psd-)VUVf0VuQG;otZZ`Qj?`e^mOss6!P8=T(nL06Xe^l`>gxQ<VQ*gNHgRx#
z9>j!=?b7*69@;WXe)c;0x}^ClbnsyAq%;|8wXn>cl59;3mq!A0m5C$z8>-S4^<)^`
z2~j|+zhAjUyRq2!#4tZNIE;874hPgfu+zYQY3~GB^Q@eCJDek0$IZv+wTB7*{@(N(
z=~ZaDFjKk?^!42L8*T)j9pYr5aWHv|mF+z)`yDmxLF524tutlXU5I@R-J{8zrA|Df
zzjLq*q7dS0R2AH;#@IvHp2;-wj>>!>Z6T5SqXIjSU)XKdcgZX4>kun~$E#Ly-RAC=
zwgy?45#+YXzI$$ChE4W*A0-4mgCvxZpYh{~cnt+S(pM2X1#>PGCUljjrc2ohUhDe4
zQ6`$m(<>R!Sq}$xFN(7^XXum63(P=aiv7l)`y^4!R*wF$Wtrt9x10LvAb*nIlICGB
zba`mo`Yu{m>CST$3C6;Cv&)mI-un>?dUO>QYCzX>deqf8qi!wsuKj0MDiIa^O;HdC
z<SV5{On#m{YtIK#T5dc-Q9XCm!)RYrd7n8Ur#?ut47_vjA<Q@~-7If*&Zsq<^WA|h
zC{^~18Wa&g8V>!06-c7hf<<Z;Uj6})^<-j%pmnXXO@}Gp%g!N78ZS(`+IRL+t(o8V
z7h>+S+c6S&d`}1((*&dU+Wnk(hL5tc&Pa9_H>8<Tvl-;=uL=C-)M54g>5`WP&r~dr
zMTAs@<(zpOQ4_ov>tu+*E<&yFSh-p<cLQOp>mI`IA~0POKHW}|A)NP#L8Qx2Vi;Gh
zwkd0W3=DgBJQFU%9yI2YNK^v<{2pG>{V}*%BVBMM+TmM>T%*XhnUYY25chan1TAmg
zQk~C4OMj3NZ@W0<m<2QEx<*8X!w)ZpsG;!-{PmozVLf&y^e=WM>d#}L#}LuEFdgN#
z;qxZ2#4wCE90Sn0qS`p$8Kuq({TzHL+pRNmb&s;c9O8$ZBa1dypJ2_@31dUA1{WD8
zzO7DJY?x_Q*$1NqmBM{A-T9u~wHUvoLz1rELGHU#I1tO;>JMvR3TPZ~1`EO<A3D#i
z&V4tv-rI;n={grg3}>!FXmHcrB#NUf<9zssmb|Bdd$R;IzVU5)N@!2DwVjY18}w0t
zJZr0*<`Mc)v!bj#cCRfzpA#*xJ(Ibk2~>L`f~$krB0SL{SCFyMx-;9-dwIKj?`D%#
z2jYFDEpE2c(!w*CQ3n<W%&9$D^2#;hamC`_>$70jX|ik`wlN8<jgs$maBph16rdm=
zzg^iPq@p_4{P)(&4bx&21hr)r+x6te)c72T=YB%GZa(k-M?>2{*n{xjaXs^Y*s=c~
zJSfcnW<wkE|Fxm*A5Z?Lx&9x=`_C`^FRo{0`d3`<t)Ufnz>ex$r?>wT7BPhY60p$6
z{OPh*wPnE)_s11?^K(CFs5|9Qv`wU`?^kYA4it*!_IV&7cHYH{&*;}=uP&2=^PiI9
zJl}O&r-X>BeTvCppzppoOM;as8O@rZ=f`IF(K6=-b?RZ)mq%<}oxC2hMh?s>AD>K{
z1#SdzqYxFxy3L|jsl4Ht%M_{Mo2DPUHD+gw3Qebs+r%_Is9fta-#@=zlv-ucu-IKc
z;MgH$)${L!x28n0Yu@Aqf9O#eElXh2EljLXg^0asdcIn>ejT1=*l?R!s21YfGDOXo
zTDi6=EVMSM6q?<t=lTQM<LzW=qz>V;Mzo!mBG}oNqus)sih#~4Tae65fVr)!O%0Ob
zHd4RF=UAGd6R@{#>Qp~UrawC=nws3BC@BydYFUx((XEHFiwaOj(jM;vv_GJ&GqdeO
zb7mVzE>gA|(ryjs*0|aulJWSGchEWT3bCGDz~+)8?OQsDz}2-_Qas3G7x-o`&or4q
zJx5^+`Tdx%6lA#-T`FBK3$z53JF!R@hPbB<j3j!+$<`#%!<U%^QKZ2#!$-de;Rx@x
z?Bm-G6rn^*)4-7Zq@+p9{<w+g-fzhD)86QAoSAf`BS#48DF#qmvSt`IHcdWmyhvd*
zeuK_<FJKT6A?zRE43NBj+Rv}H>}J>A$XP9QIjE!uV@E&KXCtUlS$`2<4PT=%_a3m)
z6DpQve%BG8tUF-V656I^BA=^`^=;aoxjSvR+iU-+sI>9CAl1O8Jf&K}^SJrr<7(NN
zteT-2+IM{?e<cx*ecJJLZ_A!qMH5y~BlaPgJWQl&dbpp8{USs*@Ey{KfE5UYeK!<?
z#HeVfuCSjQ54z%H{W2f49%#X2c?MhS3+<_nUFs&q#z4_%;o+%ovF9Stz%Rrf&_BQX
z?&4aG9}yH5lP>N@Q9L&IvZB{28O~K~_H`4yK74OD@8Ip#l3FPHUCe}}4(y^#xnkAH
z)DEge1G>A`j!{Y*yZw+3L71N|0B!1;|B~Gjp|x?s$z(tRZQ6Qd%r9Wl-%$GqLqBxD
zWd}M@N|5Bm@wA5IelXMVqMRZ<OQVuWoiJTe@yAOwmAL{xI-4yc9^Dav;Wf-V@GqL&
zymUNp0R)$|Qz3z>uQU7e&&x)*u9$~qVr4=VAaUrE<wT+oT@>-(-+?fi7Zf!L823bI
z0-cwyXveZ-d}C>LD{{~2&2`R!U3eS95+VdbsqOu+B(~RssizpiPbY$5%u})0)zx>4
zuFifD*zog8W6RX-JA;i5gYWFB`=p8`G@R&6uhx()hcFs`8pC5&ls!SjMyB9J9&%!x
zOAM0&4#)_FNN)s2Z~OsvEgzvFC=L#*WAZ>-%;N8bvxh{_e^b*a#)RtGzO9FCid=u}
z(i(`n60-x?@{Q&$vt5t&3T?D&u%>?-*hpSUK@4l_BVJ|TI*c__=NN9N|NEv61nA@-
zXNSt23w%()#J?N78^!-5-{Lj_)e0Z#gyWC9#D3#^vVjcI6*1I{N!-r?ypao3=2u;~
zHpG@NJ3q@F+`*a8wtQ4@sqru6A-_@;{uqeDV&H)(y2S%qWzS{d>9j}e<NAVZ`)@~f
z_$(kXR^>15X<jwHE`B~+_-A1(!r%I89OV4PGu+$K`G!ZVrA8vo*uar7&dRy<`BBxH
zDM9_2)XSU0FB600tBwucoVZQ1<NITYHZjfwSWaC6VepKHTZ>y6Lg~>itRhkxV=x5h
z6UfH9N9;lK!Lr2mff7mw=HfsY1ME=wkxYB8EU|gEfDT8wBjNMGa#^^=vQ6N`iJh2o
z=RcaPik+Mco*JI@hM^q5vE$4}H8zls`Agxz&YGN@F2Av!#ufbR`NujPqUV;F*Mo=f
z`{Fx(QJ3MTEW=1ClTKFys9Jb#(yQM)E6y)kuElMQyTZbC2iR84TT;0k-m=-6ExXwD
z$BMv5e5)K2g`j^5<y7oRRlK5bwhPy&7M`OCO+!32FaWqO*Pz<LxJnWWp||AGLs=r~
zVST14I>w{k0bBu2Gz;lEERCbBG7+TXhBWk`b#xpzw2sgZmd=ge(CkT9Q+Pq<us|v(
z=qO~<SoYzYAOs1ixXUz*>C@jq)TH~2jG^s`<*%nso`c7D*EtLE&Wvz;t?;vX6BRs%
zfW%y=VfSHP`5@gHw`AbAitI`7tNKIZYCnoPai%%27tR3bUTsipMi0+nUnEBEY7Q49
zk)Y~`H+movK-Sw>UcKhBw}ba;0Y?)E1UTCc(E_=^N;HnimVOXR+adRwyfx7eh708c
z2;}Rq6$5m8o6&4fZ=CMst-Hb%2f=iYI+ueWO>!ebCl12I<b~Ilstw9b!*+;(`_Q)6
zAzV68r0H*D%<h0;M>*xes64&*NP++Por0lAYyyFdVU=57DIDwbMVFXvO^!bUpVy&-
zzTh=(SMbapk1Yd+e~InD0|_Umyu@dQjdumbbi3Z0qY!B?gHMzIAa~%uGB4mduwh10
zk-NRQ+f)Y<hVI~l{o+4|o6`!f%ft@BP~Rz7a_bU|XtO<bX{7g=IJHK=^Q9Kad&{3$
z7x*cm7()+;eUUPMxTRkS0~{v;2-g@x5c65PV5q4T5^LTaih0Ngk&(LypP1DEv&_(^
zb^*>ksY-SiVV7ZkF}UrS6pRH81rzNF>=4O&!r<WDj*_Xf=02}*lyqT$BCOGdUf>V9
zFc;HsN`ha1AynweSktg>(LJi3&=sSW_AE4CrEdBHyMk?Zn7F)4xov&Dgl9Nd6P6b6
zJZNXVuxwdL?68edoBHPseo_vc4pDlHo-%T%D-0P>NniStc&g~DFCU&y3z!*O!p^ad
z^4iW;m-|7vi}_E|TB@s@8_pmW2X_pen>|cEyrILxK@z6`w4lrHQUaO!tjWH(4TsIS
zZf*4fLxu;#tw4p$U=%AeS+jM^9SdEtiv@0YGGU-Nmpu<UWpFiYa)sG)S*&9feX2Rd
z6K9|zWKNb?C856T1$khOS+;Z`f!S5^!`&BU^?^>VdCUajg+0^zM#`gO;@3)<`Ds%k
z7J^X;hSXPlTD5WTZRM9wHf$GlOnZdQB<j(&ivGLIwKF`0sFog48_2M3XBN813ab8k
z6P#)7bWhl;%6jHI+K^h3U)&GR0#WDvnM!<9!-ojr^|kfjH8-e=&nctum_CLkaqETd
zg5>*{6jFtJY8WQ_hLT+)UJznxY|g-AX`Bgjhq?VCD8Sk}&qU(Z=-0tL4DYkK3RX=e
zSYKp7zfa7Ki3(F=vZTS2F0C?D-<EU$fKi1gOwFetyUggC?j33q0qy#jou|hiwVqu(
zoA<?h=YTPyP-UY0M<2Cl$kZ+?!#egeS@I9uRoW==Y%%gGFbTjt`1{F>la0m~xV`8X
zHM)LuFD$dt&_s%{k@HjUL$%IhZbBR^R;M&yTwAX26<AKqy#D6)Y{wY~Od63B_XJ9A
z>eoWQuJg0a`=;vypcgaz_*>Hci!J)!*`PE3(>L<p-k>x8Gg<C$Ht7F&@;^@6e=)E8
z7iqKn%ME(A#(3<XK#lHIHDd3xCH}%;87OahPyNC2egNEj(AT-!fJ8+^9c#rsMaws_
zcegJ>!lbNn2K}~q9g>8EhOQSv!mls7Ja3m;-S2L%H{YL7$#t$}XngWgpJ9HjQZ2fF
z<YdXKo-XR;w_z>Xw1N#BUDW5Y%}Fz#vBXNolu8-LHurNQU*#u~8su-~;k5OUhn5VQ
zu9}guH;r!J_&@ZUxPH_5yX)18Zfk_y;U#HpJ6<Qp#Lb2L{)L$@od`o}se}W|g;|1C
z4N|t^M@#P^b&+W&pDyak%)rZMTT2TH9t<v>>;c*bms;JqqPAHBnnh6}by3}oNRcgt
z@6I4`XY2in)di-8R{L6z_@yFwf-L-wq*@EbG66*$Y1n#7t(m<^iHwGa<JyB0>T~|e
zi$I}I9#WvUg6xclgR(?T;sr~ml3;@WMEMl4iEJ<FdOJA<L2}%5@<WdcZw=jnALwu3
zX%3#Oj#klQE)}$M)nq%$hKBDyM&!^Ztr`8^&f>bE?`ixYX0<QkV>cI?C?C@rB9`7B
zk{3KPsEKsMDybHTt~obfu|aO{mESB+;4}09rqN}*DCbU@WYY{G+q)R>AA}TfeFxSt
zqq0r#VhS$g60lC2GT`m}(5I~Tg<Z2}y9;ejAQf12(H-7kGzhOQIcSfOeNmNLs=@OZ
z)m`-HsP5Z^6sZsG&aIRTYM{&&bmY%e?MYQyiL1)+rI>@{4(vK_IcEFpMjwS0Axy?G
zfrt+csxrDPYDzt2DC#HLC)qo9>g5iiPzu=$5cxt&BZQ9t;WH{3xpdCC6AK+P(LnPF
zfij~dAuxH~R87blUMiytTYH6!dPot!BiWiBr|GRoruww(N(YdouKL-Mc~;Uew!~mK
z<kF6C9)t3kjZv2q@_}}v4iRp=8LQ+-E3y`pANsW{d~GbBa+4{TsBeMza_!02)&haz
zQ<f_mNr4M}ATJD3bDb#5hfcgE1w5%GE>5HrB4fJ8??MO2=n;Pzf+-*VX-Df1)~&}G
zL5xeV7y6p+qzJ*XvLOI8R_Q(p+Zf3zuLM=slPYXT<u)uIbuypCoinE#JmMyGSpZ%(
zEne?QiEFh!eZ<iy);qJQW$>=C^`D09XF?m2I&$4C`SX__X_#i2r9vrbbuK&Sp)gdK
zW6>ODg@TpolBji61L-#EeO{TNgp*f=Z0Q&d_UCtHTDN;P4~LJrxBON7<#30wVd>*o
zLmKo&YxaW0U9dP{Vs@M4l0Ozg7pq}S8Q+E}^K<L>*j+Az_&lDBic&?~bbonIl_+Md
zLP`iS44~B&#VKtTF1ZgqezWhi1wi>^F;LmOnE$Lqi)Dgn@|I`8^kX9okL&y138L#H
zW1<6p1ph@=m0-twB)!#_aa7!ohI+n)<K1$#@^i~XwtF(F$O+?L1oR&PD$U5qL|`0s
zjIi|=_JJz4)(wR;L`d9%Q3Ahbod9c-<JLX^KwG(l?U(BKNDA_!cT$YN-$DdLICFX6
zhD&C!$Ektk$M%sUo$=6QY`!jgsb^Io@B4JGzFC%;c`t5!vuqrM=Z%5H#pQrX*h}iu
zfwJHYa3zS1=H(qb71bNnT-LG0+aVdW?M@Hkb`d<ZfuY+0YgtZh0jRPBIn2jO!`9sd
zFXtNV&^BF*7gKT8%Kc^K*?c6>;gAATExLoecRf-`Y447xM$)Bb)OHmgl^D`~=3kCc
z16qzby+a|MTyz$9N#(P5;6(TJ@LiKvw0UILRHMFQzP0A%nj%;cG?q(E%%~E<d>X9&
zc>b*1SKAb%yX=<(iyb?2&?s}!92>H6A2MFbpZf{agbsiW*v2BI+b@?AYy#c-MR%so
zW~^@<UD~`snrs;nz=$ea&4K%l;>}1qd1VGXK44(A4H!N9M)rDN-oiaI(Y+1H{u2uv
z;T(XDo}3A*&;DG&1ooS)<?;J{U;=XS`?mlw4F>FpPtRQECaXylAjNhj^M)+CC$o?8
z7U%YBpxj84dRe$^kEEs2+9zgVr4B97$hK*lHb^E`Hv})p-ki+$e7V3HfI!<hP@u2X
zhj5{>{nO~6i(FA%Mg1{KpjwrZg_`bDg~KF{=<j3lS{bY~l>WT4niO9){a;s#-syKM
z1>bIOkipim+^GD@uTsxbph%BF8k%XBrtI4^A0%t`kgQ$DE%nfaW>>K+e=gbQ<l5a6
zsjEz`q(h~hHYY0u(U`E%pligJnQ)JYZSt}_O|ofPj6(|woj(}8=i*{1Yql;RBC+2T
z=j_qsv6}1yL;*Ntx79sE9s|(80SHLao8QHbY(H3Ub#$G>#1&AxgqDSL3ZiwOGSi^-
zjUriHu?(GK)YX{kMq*9ofow7PNXwBWV=S}k8L(gJ<=q}}wiCovywBGbeqBqff}Rl&
z)F`{UX~5X(XlhICL6r3>BRz14s>*o!oee9<(YC@hMG<6dog@1h&Dx_OeIg)(FXF-d
zAO;df8(<C}Qp4WnMEZiUQ7n*gWL1s~s-XOn!{4<@GHghnfBd7l_^C_>O;zcm3rpJ9
zf^p+_dMq;t0xC%ZkLEK-OHQ}yy!rEeSVygdCx)kNZroI+a&4%4*8zO>4yOlfUL_Op
z$^u=x(xOCrRbBy_Fc3bo#KSm6SdHwi<ZCx-@at+hF>bUC#T%0JyA@AQ!(J8AV~6_g
znN|DQL1fX#aiP#rYWkk7^eXh{ri#vD9awc;RMXm?_XAjr-cRaBdhXM*emo{SreXG~
zVKIw7tL+7o`@qQA!WDD6qOq#(@gJ(R)xhi<S9SvQEvH=Qu5MH|QP^wGWHxS9@oRXl
zj$DA=$x*V3P*q^$Rn^tpS);$SiiI67R90)hyn*j=CJuL0((KX-oc@?zUJq$(<4%4&
zkC*S6YB1<z!qV5X0!#rT_delVw{y8FlU&8OKNnsdsgz6uu>r_;3Ti*D#CWZmh;G%5
zc2dE(H4EWc5L$I=Hpl!Pu^S*}!xT%$MJ>_oT>w&ZQ0{wVaDjA<F+#*%W+}pf(CREs
zwrE~vUcNcAtuFka`zg_>I`(se_OLdOyL9wsTz`mB{jn9S{a3y~n^!*OQeVt#0AGuu
zgjXtO0!r9baxmO9vC<r(xa&LFOUeW*KP#KHf7SeO|DGj&V^F7~iYps<vfmxO_qDF-
zc-QWYY6(XY-<2;itXt9Of>vq?Qj-JOplv2PtO9y&y)I0y7xKn&k`;#=3j;&;e9CyX
zt)ey2q1a_4qUYrCQaP^pZ#9}kF$hy+M>dRI)>zR-T~zT_^9^1W47x<eEF6!?=|uvv
z%kR_hPTWEBoh<%x<6xZ6F*dHSf#Kzc@onG<dcPbRLjB?bD{l`aew;tIUXhmb-01xN
z_^vm~EzSRyhyP+w{<nDepAM1#J`evho9^#;_%EK8|1sY+^IvQ#|HZ>>?Em`q<A3?C
z?N{&nRH?^3(VHM_<NNc2FpU4<yVjR#o>Et1el*vc{SzP}%Ofu7drT<sCr#e4;rvg2
z$Z_8H8w;Y#@B7K?<Faj9)P%Jwy+ZZseZ1FQSDJel1Y4$tkLO0zC#g2wI;93GJ=N#s
zw__f6FP&loT;`Zpr%Uj8yeSRsDRSwm;CI?ynn-#`*%-|q>#BzAzjXV06{)}1zMc_}
z4RHG{I`#Ge=(|L-1jxdI&V?<cg-k<(u!rnf3-LxITZDR%_1*{B)4%aiJNfiftxZuv
z6e3IKI>$cRNwV~g-IgWq_jfx`^hQ<tFeH^bG$S7Xr-dcbM<~34;815kh5~CVCxN$G
zAZ~$LzLjaxkudGjK^s*I=fy<Wv?FC#KezYI8V=Q-529eaJGH9^Way(m)fTnaYGWoQ
zJP+uYhfjFe&m7VF?*wrB0h_{rQ(ig8T<tm}li_c%rE^An8w9foUg3y~K*TuqMAX-)
zYHJ6OMUY87I9bqO-R(L6uhL+^zzMTw4Us->H`e&CRmwIs$4XgqaADz7{RgJiBAe*5
z^dR$MoH(1Vr`!vz+B(l%=?j%wSZ(kWBa7Ij6Ek+7m;5RO_5>^&BKMfxH3jL1#engP
zrTq7IZYQH+gzEMHe5a^YvBD9u%@1YEwD-*qfrrRaV-j_oAct?nAb)>Z_G#SX7{G&L
zVgp90g!qpl-7$Z<2YPw>#M}?>l9@YKdE&W8MxE@H4I_VSwIh>VA_?Qf;S-kz3=P=@
zdIG9Inq_Gku+Zq>F3|66aC4KRdP(tmHfDus39^%%==^l7eiSSEPEQ;<Sv3SDh`v@(
zocrnlz@ABm((9?kEr1@@cy`AfkZVbH2DmVdR27T{wg8K^R7tQ)k3q#5zCqhJWeOQL
zgVozFF&zt*7BCj3qf@e|KH!dyBBMrh^2lz#P9K>t1>(^LriAqgedHrYl2zd!3ku>B
z-By;r9<Mvds!$F(D=k|!K$rzgWcOcFKFpadwW`cRtAb9Xp)dBoZE#y}bc?u|yoyCC
zgQ70$iwY8+rLS+jJ?N$We6IZ!b{*(eyky@oPuFJ2=S+mwRzjoa;y%Q(sW6V>4WgsY
zJc8|YqOP`Z<ZL1O+RQBNJqD7lL+-8Tn5FgG43H;il@&o8B0b8gwSKq_T(jZ2ark0x
zgqBC1{mFm=x*oU`0&xi%+&k`4>ZszGP<Db}D!7^;`i}APf>nC)5ipQQE470M$iIHy
zRDe#CDLm=St6I1*a4Z=pVeWOUahytiw?sb4N`438P|KWlKd1j-a$sP@r8DQvQ;dME
zjUTMx$6n>nSH%1N?Vb6>l~DuT@hA}K4ab=ZGNR(=Pu4<w$PQdV6j1w}eA!z^s4M%h
zbPl77H0+<FTP{j(#ZHU>E7GUbjeF2#fNR-1Z>F4do<ERz3f!}l1FZVqTz_bJW*OcU
zNJ6&Nd&~eYNiL!7*D?RPHMHPIIm+TSSc}eyBEY$8i&~HNBj<qi<YQf(0Q5je25w=|
zklLn2P@bZm`FIS?ox@fp=D{&|GbqG6a+~Q<05}J!-JkXv^$S;-V!$!=>fy4m{<tgd
zkc%NX?gRopZhhkIqXM)ztMa9l=&33_9Z@^`!u4N-Wm@()wDW~h*~RZ|PM(=iVzKOH
zMrSV&RLtcPv8zSzDVv#NDmg#Pz~$ZQAX~DKz+;4@lrMTD+b4!o2fMS{hTf{Tt_Enj
zMPFhAHGTOxs(tveKop$+>rUE8Me7$l;wX~{p8MAsqf6>^LZ?gWRQ(Vk*Pgi1kyHtm
zrHuF|wgY^^Fpc1KxR~IzrYd-K=+Ef0T^bVLcYhFk>`OarTQf|f91S8_$$@E2{$z}H
zJEHzZnf!EgX`fN5>3lW{-B#~q(&{naaFr8{$M<Wa^TAE}462}TP!X%Fmt>u~)x{%=
z)!e0yWo^T{PTw}Td!E|W>h%Qq1onNv$*fsPR{jWXd2BD(LxHEruB)3LFMb2(J?0<U
zq`ly979^vk;@SLnbf3l^ER!S=LJ^rKp!`$$TABUHHxKY(SMOlf5p{_}F+6)L%3=DN
zL|5IzuzU`n$_&hyQeMebt*(2MUG-!|6*)lp2I;k_HQ#i)2*uNoUsX6cfhjx5nyjf|
zV-qd74oLxl4eeY&lqODR4)jmHfmz!KBW1eFsU4dFuzf1#+P`=l_p2^AFlG>?ukL3+
zqR+!Uk7k;zD`Y9ZDyWVjPk7q&y*ju)LRC&{0a!V|$L4=pagSBpniQG~#-k|dN4`PA
zk-q|zB2v9}544rUPZ6!C`qjxcCIRd3-wahJ8$jMKH-p940O<%mQgQ5w_Ln#!@vM#m
zj^=@fv<6}WRjH;cZKW+WChW3A`-V%VEyi5YWIe(TH9R404Qveo-ry^X+=Ep@UByc$
z<f3|ZmH_|`PIE%ZLWL_G0(VX0(tx$?38d$n>Qy`bk^+aICyoGbNaSDSyXjA=pR^Sp
zR!a)HAd2B9_y~yASMYddqiCc+;B9XpiBqd|f*1sdfe^-bR3t(eeq@IZ7~c*xE=AI0
z`yB822^}u<gsF0Y0{1>YO&PFDk5`Tes1-yz3iblgb<~*1AUGZ#5Nr$C;QaH>=H8&w
ztJITpS*G9Pq2=r$z_m_euoTmOSDr)3UNDoPp<^nak3inoo?=J0=4+$5=JCL_M_|&H
zjKjeuvs7pXoRl%QoXd-I6kOgTCg)p92^YMA25#W9hr(3N6OMiXO{}l&Wbqgf9MmSF
zaK*OMe4KVrCmwstq|`>xIf}5HO7$%g=cV>GV?n35&Bmz72B0cAcCv+G3vT<5%3B4o
z89;O4f!ja8npb(~Y!DttBM-F@but5sXviZqvozW23f=4_HFkyaMWu$W@TqUV&ts3D
zU<I(ia`@5sXh=BWho2B&&<TY+LM3C)lK_Q6W`SjoyL=edh#*ICfS-NU0i}+VhX%f`
zVjDS=bP5_R&dXmy-;gu}&dN$7xxoX^oj{_^+bk@-QcEkZZP&6RvEN2RPZ$Z@?`Q}M
zt@%vIX|CS{3C^MmvNrhZBQ?<ih-mlMc5E7^te7$Tm7uYHN6Yfn^VrT#AD7uBs8dRw
zwha?bsCPBPTvzka_vvHiD|3gkY}RzhF%FKvZTa04kX1r5NY^@OA8?u)`i;e<l&$9A
z_C2hR_MUE1DA^!^@YKinyF$Y>GtrP&^-vgf919#o4d6;~fIiY1N?)Y4b`AXvcEC^<
zgNi<xORp<`9#4hhjmy~>H!0&OheS$gjryKZ_a-Rp7Z?EEuKcJz$GqR6%o35bzps=-
zi(uYw{e_?aT+nK4Fi=9^TCaw6b}XtSK}kaAJCCNHAo#uw$<Q@RjRZh&!JtlE<<N~~
zAMn?HnCq=K6cVmFRA*Oq<ey&fS7!S4S5s&D_NO*!zj7FcICcSsCH7X$nNK%l$gae&
z1<aTt_-rB^%MLybdEKxI&V*CNr8(sJ^Leqpr@=_A-+4^2q+h3UzdMGat|SIkF)=Vm
zU8{J^3fy}A*P)Al_ImB(n!LB}`IH_l^y2p%Ash<(21Y%&1go{m1=nDy@yakY`m6Bc
zOQtrb4pklqci!@Q7`ReQUl$QwD+l1$k2A+w9DdTN4(7vMeKwK@#({owFC=O<f9(4D
z?y6PVM&0{e>i)+zyw?3d^l$0^FUISChyGdq%^p6Mf5r{|4gLS)$^UH|{y&g3{g0FW
z?-mpWW|n`IB)Fv}lawV2-+iI>I4zVC3<xQ4Aw?OhL{XObT7OT_@@#-Ay5P=0PG9Z%
zaPi=2%8yS`t4ztueoUDGTFR%}>$~0cdB$3*!{pJO(Y0lb7-`XzGXyE}8ur_kP*ddM
z)>I;EHYwaSi9V9BD@n%m`<xviE@eiUsid^<52bfg<Wj6|)>NuklzS?>5Ws=!T#xl&
zSo6vpxUlC94xhxdq(7prTHnbs6KtzGd&%DmEF<?qEZ7rZy5;hMTM-0lQ0JcQe5rsM
z5L$|eET15IZ+&uSaKJUOM=v%zHT~MA&d#bV)^kx+3-eK-j4UIb?0U(pUp=0q%I>pk
z3pKg`;Y}==6x`yvVP|8_ls;=q69o*34|mFIH)<lz9`$~d?Xrc*=q}{bTt<(1z%;*p
zETVjKU3^;^!<g|}Y?+`$8<lBmlc?)EJ6AgG!$oD%Sa4caEP`zm6<7A?RjG07NDhIU
z)o7ZFi9d{LuZtTTBLa~|9q3>3Mw?Ou89(;A!0p_#P)jK(79z+KKz5VUpqFTEzrNKb
zDPx}TP*qU<B@`52Qb4pOqM?FJ$wXQ9VYVSI)BAI*0T`q8otUr{MT4oAT!jAiJ8YAU
z!0_{uC@I6j1n_(V{-=t~)zIWE>D}B8q^KQ;I!zq;%nyxxc1T4`lu^K4gar*uCdMnO
z7RNqYtEg%1zBt=>{b&7RS_l-T*;Wc{#rj5W0+yTUwRZ?FRW{ZYf_^;?u);;O+C{S&
zcqfOM5!q>ik<(8GI`~QYrycM%&aEq=R<w2E;Z8-Facrv3ORJCzo8^^P(9Sa0eRAzO
zo`J%7xj6)8DGrihMaB|EEvQOpx*#{Pb*+0h8Qv+Pw-*oX!^00mjbjwf$)##P4Jw%!
ztv@c<$i+QY+h)e_-ihZnmDb3`nU?nl!mKfh0TPzPHHAZ)_4JNu==3)MZ@rV2168dE
zqSv2@kDJ#*{B_toV2Ze53Y_twPwfkV3L9Mz>ZimuK_2EUDa)u9WBLJLtkl~X-NAE$
z{@5g3gtT4pvz}*nXx2OTsj(ZEXZe*v{XCngD}^QRKSX_kh$Y(8^Vr5L7>RR?sTflZ
z2f++(G~VT`?dDwP>~Vi=CHU|$KJYLSb^S)L>jC_p{Z01xyW=u1uj%)8kaK0Fl;uWH
zC7w%=g(A5I@C%OVPr*nMxJG4kPx7iFoYPb*-PN2p--W4>W|^F#%&3T`!v3ws!|k2E
zdhPpP!T@4yOM4Paw#nqsq<m;;2HD!1sorw=8FPppCRqSZ8B0i|7@`<rkk>k`gBGO2
zt6@j_-gk2!ORS;K{3JiA5N}B1VV)_a_()eDsFJX}Vvm)zbOlx!_eim`wVqBta|xnw
zOl#I3q@_ciY?KwC_vGRSyt}Hk?aj<Vlb+gE*K;dt^lBZqjk}5yiPWRIfvkU_CLSB+
z+d7olHsCd})5H{WiIb$Je+c>v+4fn~3_jgU>iXU|FXO&mqy`(K<WlK-=fZS#z+WYs
z{Z18az;6acS_#38ajkgFj{oX7JnQa|wX64XsX#EZ220)Kv0S8SQym9CyhP@S!;;G7
zbsa5`3UpT;eyF;-I5W^-uC}Ev1x!niSRiBc1%&*QOmsW-fsRm4r`Gig|5OJWiN0l!
z0R_ew`jgMn9^tb;2`gcpOh3`5?u2Do7ejYbX};w0S^|#FnM9&@ZlkN|5CSU>lrnUZ
zFg<F(_r09#vJxH6_3M~-)ua~o2jA=U{TT;%(c{YD_2tjE(94kFC4yD)5o-%Hm$Bq|
z*}71+Z8oHO{$ib3>H{kgCy;y_Ev6v4UP1N%-bCBqxgJhsx#+&V0-4pGPGZqLB0DW7
z08I@y_XwbfcgH4sSXrNXPDa>2z@nng{B<MxJ50iiaMc5FDXyqYd9ibfwr8h)`#QWi
zFuh6n0|J18I?w;zWMlacXXJmr_y4WQ_D|jRzrELD`DY5)-%Yl^D9!)JUh98ivi&77
z;XhYg3{30{{~{xINlnLYlNH(LrLN7c2rMhbSR?gg#YQ9z&?aDc5O;x>p3$aBL0G1^
z(7o69B{7+h>x>@xmw#ae5z|6D9yj;t`EV8-B=*#0+12H+YnC9;<`=aD!HD0h71AIl
z?JHQTTN64g6YeO(j^YgJeq~+*pCwON4y#jr&CqNkQtNPu;xfrMqvC#{!omc{ulsN*
z7qXkXN!jsU4*upZ=>{e|u27MQH21eCs8pE#1sKpyQ?-@`8#T@C0kP-GofbyTYWMzk
z^Jyor8(6%eG<ctlZ`K;J6OpcgNT6RLpsT^aqCq^8@XG=}Cvb1z?FQ+^l+L}@F~Kv6
zxi_W#S&du)AqWalc*!oYVG*r}#e<|Eo8}4kr9|7^Y91+Q7fAGgYRReq9XSMPb=*2V
z$u`f6&w~axAgTB<%uC8EkwONq4K&B&Q@xgWD5!Y?3P8Spc8~n%Y)uAx#HHJIf}DNu
zyMO}A3+g*z#}?*7Ko6_Jt1l+0svKpE{OpQ#9@6xpc3R@eb_VZAwMRpd7UMR7pu!u{
zQ6e~h4iDLnOBbT6ip)Ii)V(c)uowZs>U<xV7Oz+A{Ia4+X;u2*G1byC54N-jk<<Z!
zPdiLE<|S^21~t;<Hi~SeG&8BnA~M-D40a9E($^grt6}P)&AUyhr62!kDJ-E2s|?pX
z^+xHZm@>Qa72$7`M&+f4l;$bJV-ca|wI%hb>>RtLIugfYD9SU}-kJ7<UCfD{5Z&Sk
z(dg^Ahq|v2nOgfTgmbpKlmNZ;2m*)ZzWcN}Q;wJ^2|xN)Hu>1f_l?IH?=c6b3yc|4
z9(FDKS=j>0EdeB{v!hu+S*&6uhwYp44WDk_zv_M~;&K670an<+heoi+ai&eNT8+Y0
z67eXmDmamGXSsjI?RYJf{NVMJgJAtu^Ljk_iW#VbK69?PkVm$$fnakL0VbD`dh7nA
z+~`}T>ww>RMuG`K!JHT(oFgQEMD0av?kX`yg;gF{JehtPg+DKeQ5y0XR?DhGwCQDX
zWGioWqiJ@p9X%EzR$FX-5iT3A)EiBZHV?J^gVLqHivkrrdr^(>dWhO$dz_&o%c)eL
zJ*h&EH&gJuDAk?rq+;#}GXk%CqlDDSJRb5@WT}u70~3ENWT4<a|1`|9d7Ai_5J|N)
z!kXJ_9V}dpuwW6O0=U|dj;Q3XIQL|qT8u`0!@^u%U)Da})qJi^=M_GgFTJ<#8yA(c
z@AaS#h;*Wd-loOO>Yg+7R@@hB9-9_>o*n%-rp!Ll%y1j8+HnEnUMP>Z5#AI2^$)Fp
zYEdR7a(W#ttb^JM>a8(+rZdpxGM1cAZk25~rPKD8x1IdT_#qh;5)34X!C20KJ|Agy
z`3RUSu~(3X(FNv4=g#Wq?^47G$=5^l2ks2(sKW?6>liG9+2EOqwEM&mz=|Ofxuj8C
zo>JCmPa{E6K{Pj^#`5SU=PM;-86^r3F)6ep0k-b=h2@gREoT>xVq})--MQxX(nMsa
zun-RAb5%~AM7Y%NP^5M`_m~B~?PTjUWH|$&V*;rysDOs@u;%(QO*Zc79`@lwcs<P$
z1@V1;CUBOB=A|oxnTLbIYzI==$TMl`2_nnTrb>BWghN?uON%GLl@jaN!Ugn!T|8lz
z!K6<^v@o<lUAJXe$cVGPi&eWosPBl+*@ll|K#B@x7*%}R@P2{cI42r25qK5YgI`ft
znyP|yXgm~b9yP8iH^mfMAq;iCz9Q4uTzPyCz7DpM{R!T^QO8WBtv^ax(^r;obBvCx
zd2h|97n$I)hOXj%oCU?bD8qI$_*_Se<lO|R_wLMm|A}c&fkT)0+iCO{d(OW#jsB^c
z{P(BPKhtpjZW{eX=lMUT(f?~qJIi0BoByS<F#l_n<xh>z7{Y(_Q=XWV^B+Vaib#5B
zxU)uuph4d2g9_A-329kNU@uySpjoBdK*aA(S5(^S60i3g+FT5rcVu(ARGx<E<r2A+
z<Mr6!`L5ZbQ7UeJ2{p?*eTL~}wM(8}*e8`=Z4PSV;10Zb_b6{}4^Dl#_`cG(Q!|xV
zl}LR~F)^u3GmK6i=vQ@d^vJ9jAeWOpb=P3Ayq!L;hLOXv&HoUy{yl`cIAchOdQrra
zC9Px4rQ%U!X*4!LS+0`Mi|Hw)`!k6iM*nG;yhb*~A~PzR-brk#5T5TieJt-_Ye$2z
z5mq*docun=R+?1;=*|lfeCEl8e)zO<0&Wy6L1Wq6y$?Z>TB1!8#!$n#f%*vj!?sc|
zPu9ajzGK?4>b#T@vlVzkBlMSS$G{oA<xba!q06st?z>bXG=G~cc^(3uRvM<XOj;O3
zo#<Z!Lt$dJUS+FU0gG%TA$1TeO$DB<%As{hC<{6mF7+lA3a4rzi0wjzoW|=o3nKht
z(S+(BMyOUCU=qSK2{DCja{(L~Qh`baq)jN<X=$a_@#GHPxTSY}ceG@a!ql<)XyA#+
zl`C<^2*)BlnXQyQPlfjF2u|3(VF?_YMaWg&av1!KW2;@tejZ!jZ+Dx?yV=&gd{d}V
z^qL*=YHSoGw+0qr&%dPC7W$Yz>%ETXnF<W0oLIDiC&#>yB*e@6knVRNem$d{dLxvZ
z$q>{4dqk*)0~6gKBfU1lF71+Gc{>)!S@IVtXlboC-ocA63Xs+jf_Idj+a2X`2dM?C
z@GEER0`4$x$!F|o>{j_4k2|Wpd6=!M=-gzcQthm`%TqPB!d@E70st4w;!4Qz@jO2{
zgKh!<bgx#?PGZeCItgb|$Q8VYE~JPvYtu^W$WcVle8)2@ekfiI>7HKTU!5L`T-lK5
z?V@1H@%of#(*Y|JrNI`6=8s`rBw^O^5djARxb)=Y)8o@lu2s%8Kg*x7y_4rnp)UEo
z=75p-%o4;x&6T9jy!qp9Y4~lkyl?wsxnV{;)7w_|EE?`wK=L;ee<s7EwXGn+2I{~L
zM064zfe7RRZ<jypG3$RP34Z(j$%pY>ZT;ZviK$KnuZ(~am&F84j^+BrW?L|V3_801
zu8&flRAH%gZdfVHN%vv{7<|yZ#XccExO_l6r(_{bRAU{#{aic)5fJIM08aEt?N^`(
zgwDVw>c%fq&3_;!<R6fiLgAd$i<R$fH?wu=vU_C=Nie(UC1k(f_#s@}2?<|EYk5J6
zYhs6zEMp6KYHk59nQF$ELaBtMbG0YDed>~{tAtdvu)LVU0FWju;E_?urlY$AYHAq>
ziNuW)i6A~M;Bl;ONT0XkOrS7TH|8{Eue8*A(S>Mi>g?mt%!Y)8^Af}L=epwhM7tS8
zOl!3k@+%M7JNcgFxVqz~GGideV3xf{9HqAJ{KA(1;}Z`{0W%vTpu$}a=WgyjP6uw-
z!kp2s_U6Q628*_S3GoFwZdS`BVE5+bnQ)VH+8f()-1Y6Q=Nwd<S}vP0tdw=9LCF_!
z2YyVtkc8UGWegKGTg4QR9AfiuTloqN@KEyyg(R3_G+d_6F0dg}AkMD|Ts|WRc%plN
z{Fi>*IWrSBx$D;T#6=v4x~&zNf-1LA^f}|VSO=PPcrPL|uJ5}s98>;|SMg+Ugy54R
z=Nr*tV7+6l>w4Sbtz&C&q);4=8*CAs&QOYbp$Z4+#QQ%6TnI0J?T3f^%o$uBT|H(J
zkbq8wJtPK|!di%gtiAhz9|#2=bx8q^cloLHQ1o&#x+d)vVmSp^0irNj@nRgzHm3}i
zG4xkWQyVX0WgscU%1(kB_MY|8nDva;*vEI>&yjiCCKT}I$mP}3y_!Kwq33wQgB(fZ
zXE=$W&di{M>F`uWWIBgA1&aRjWsX}e^W_&{G)N9VRAE_pOYU-#Et^%eq73`H$S`c|
zn)ZtJ1ooLQ?P|+^;_=S3$>CN$$u<$8S%^eKp+(@2ry_;A)hBz#to<Z)D=FL9pl}{U
zKd7J*rnJ)&Z*vpICBc(K3r}GcqBJ26M6`MOF-ExWg{az>RSpI4xU791yK2x#rN$o!
zNpFFrwZXQz@?(K|cU>uH?040Sc#&GD*p;X;qF>?6?lvJS{UCApZ7!A!{#Yr!bXMf3
z9HL)-W=9~zgap_a>+pbdDx}&=`b92CW5hL-^mOHBm47A|hx0_*N4R_}Wcp2X)}Gg{
znjj@KS*TOpv;NaJ>G6251G7egXY^iv2@bGn$CR`oyY_sT{siO&%L%gupYI?&2}E!K
z*j<cH$vA1y$ki6)C@we}?t$24%dZzy&tiK#BRCE4&Z59ihLobgE4<oYUW-il#s|12
zd9E~~?c~$oI<D6%t55zi!N7q<!-9;LgJ?MwJ^kV{`1wRruaHf;dJPd;E1vx0xB<)s
zTvkFQCy;vd+-dtdI%n}9{fnalGBqU?B=J~ga4WFgBD&g7XUTBMJ@w@JvP%Y#kv%6z
zdYl_JX|!jsFb(+xu%GWfp<Q?0Oow8l*^3g1{hIH~7C!AL`7-f~OsVgdyQ$|qv(YA?
z(%P42u07bQ^D$VY=XZ?zr6>nQv+w8n)0^)$Gfvl^o^fraj5IUxbj)_(M**fs9isc*
zE;p{iwKPDpG&^~%rg4xYGA218(<i9;A_Nx!W9qn)ePMpu*NCa?UYCAk+NZUvd<iK<
zT{OTwJqD57R&w`Q?k+MFIw}mcOp4E{!p?Z*Ez?l)h0pC2j0niN`{O&mGOtX}c!Z$z
z4N7EAc2VcnKq5gJ%_%)4u#Dx;U?0Tw-p`(pW3-I9jK=ZZl<0LgBSC#^!Zo@}o^DGW
zT)K_-vr+<7IZ@^uLeIiO&Z$z9%-nP4DtjD>5-XF0e~Tr-a!4^}0W3{03a{*1%V=%-
z=G|-*Dr_j{t|UJ03>@5i=;m9x6|s~s(;y(lo6icqt?ht?+e#IN+D7+%`p9thAjJeK
zNy$OwNBOGV-2jX#$*aTW-mIXpy}T;I@di+wk%@vFmJu3ShW*L>X|UAPyTW)(2Qlew
zdUtSh@gs)f3XmINl4tH-l%!qU3SY}lx**A7=3zBKjqH=fbe?X0Z_7}X7VIX@;#e%I
zadD}c^ey4Cld+_5vLa~tjkk<CrwJw&m`d;!*BF?@+zR0*loiWC-qW*P!1dCwq~m?b
ztuwk5Bz2L&^czF2F#ZSu(Zf|sXo^BSABrDTbcU~}OQ#Hm=?WPxfsc-fU|UpisN7FT
zGmedgzmG45%<~NAW1EUj@56`FEXFzC3bZ4sHrj4-7zS#)_Cv<SA<b2$#0gO><G4f>
z1I#jsi}QFy5$!h}%2`?32Rc4|(C?VV4Mz<^!7R}Zh)~TUyq?biq8;2)y?4J7alS1F
zoM4D+V?oF1&;Hoo+_#t|X~zzildr8YNAd1XeXY00S-5Wp%o{QrTlZqn_RVBXc2I}{
z&p8sSHq<^FrQKMk*vVTkAH&?*v>!lT?=;7G80?hmPircuR^W^5wMIW`!KzZ!vFcQF
zC^d<3xz$r?&_h#^#&vmcFhiwN3F$a@ug^j%53g$dpU^a1$59uj2&J*TgF<OP<I#Ud
zPdedzi`jPi?(lxf{n;^@7DjdcE!F?UWc2?__5V!Y`CsKrtp8^D63ah7|94dX7yagc
zjOzb!y#HM?VPs<ZmsGF58N2z1>htQ%Ux$_P=Lt#9?~&Kk%?yAAP`NzEVV?^`TFE`x
ztwYihTKE$G!Ss?#;z(=tVwjB`w5NZf<mGyKMJerYd#rJJZCD#3mrP&ahb<%dUhQ~P
zCeJ9f>6T884Jz-$>^XA|gx=}<<q&dtdAUL3R9n1?V&98nMO#G6yh@gRlY^uBqDfzW
zQY(7x&DK<?SS{CbQ)p4?<ShM~oqh>3M<J~O3A6RxXEO8~aV9Za!^xRPSJ|uyDPcFq
zQem!aaH%><tDL7RLdih~ebrX>ARi%{c_;o+G?W+rNJi{9u&Sn%r>xZ{$_@pswT1PZ
zoh@s%-50<RlD^sSek+2l7h3f?aHnDCDryRxql1p&$3K+8_)T0CscN#q?7e3G09+f{
zy`#d2GP|y<bM&DK#N~BY)e?j>Ce93(_Ru8d(|w>$h(dQsl@d6Z)5(~?RWk3gT;9#o
zF(GXKOVwaa-Cwh`)zV7q;CLjNOIi3V)N<->D2iS~oSpXxB<pdX@S)uTrM&_65&{ma
zMZu?iJ<J51W;leRoAWpcu9afr041DWOvg;7{7Bf>9WktF>;wCWHxE!Nt8inTlZCE`
z1eP@=3VWPH{Y%Z~P?|4^EHP}je(vGVyLemR9KO{QwXdFYJvMRf|7-8cqnfz7xD`=E
zsG@+1B4Y#vF(jGEB$=25C@7*(5nK=u3CRGVA&FTa?g%QV2wJGSh=L+ow+hIjMMOYR
zt0*AY7F-dKx`2wJ;x`i(v)I}{`u*pe1Lx(w`|i8%ckjIO?tL?F#(Ma*IwhPFy)8^H
zo8#S5da|nIr9)kKh&^;D<>t}lo5M~-n9G~u_5_{JS-h_D<ps|~%MhtuXQ{ovQ*u#*
z#V7}%<&o?28UseyiwEBt*=6Una&p!C377JWEbfMyAAai8WwPTPzXd#_sC>F^{+k>=
zG&uRKg0`=Jj(uBVMMF-4)2Q^0`%WcYliw`7l-b|3yu4^_#&A~L{U(R9L21jcM6KBz
zzVYl$w4~0&s;(0}ys_AAweP-Mmjz~<hiqz!rTYyW|CVev;PsYgPb^B=1J>-wJ$kgV
zzX@E?_R-RypFof0=H72@V&j{zx3hxG8qOsQ40^O(+Qr`fN@6?Yfti9*cu8WlI@^3G
zSaE!sM-J0z?yL#>^Jbcx*+=+i#5ezbvO+pD(tH6k{ulP_`b$AnS=gxq0mchCyNJ!r
zr})vpi+*{>zI&yQj&!xTbSde$z$Qg8iX?Ww;VpDo130=G1r3y^4r<A{ln}84Ie2)}
zlOg<+eeLz9|C+kD_|>>$xr^4NPCQ^OFsu$qTH6r&c55~eF?G>_N(8W6v2l(gU%ctt
z+Ugske&Ov)r*sLsB5fRGOYRMAdbeY&Q&yW_k&)7=+(lNf%zGD$o-o_g^U+>`#Ur1*
z04CLA{mP2UdnTr_^9N<bxu=cmP&ga+uMW4nkzI9C|A4O|`&D~>XYiZE_$B@I{3(jN
zokNpz1D-b+y{f_v7uPd>yL+|y_4TWR%>3gjTl`9YGfdpr`rIP+j7jaAu)4ZCGwR(R
zyI#Lo?`2YdbyT1m2T61pbEJyl`rGIaO<Voq$GiV}Inw>9&&mBeFQ&0WV%#1LFW$W8
zr2D)CUsjE?<3+~R6Al*RMhJ?xMvcCq7xYevY~|U!sjZz{9bgrc;nT*AXuMrAX2s3a
zmLpj&q0Y^}!5Qm<=Pz<ORDb@xIq7yu;u}*hrM1QQYrI@5qqoBx%a4tZq`IW6W1agc
z|DiF`Fc7FRXw4NU{45$iW|q{iHV<6-ev@6+i8SLxefu|?glNjDv?E7T-exU!s@}3B
z&*1Ts-Hen&Cph$X$8)X)vRn2Yx@mOxS;!f^J-5!$n(P<xe)+W_`IIxV?Y3Xp&X7~6
zbkZ8@y+x-cynirlBA4|ov^%_M!=uoom6?myo_;vrU=CqC-&KAv>v2=r{AEKLTi1A5
zKpyMM)`o>2eUY3L(`vk_Eu>{-&a~;urJ2l7FGqc<k|9lF9WF{YsBWI{%-FQ`y$5Gf
z?60@3ZF3Q{H?=<u&iN4WaY$|H0Pn?%b2=>*B?hvsMZfO9wyneTT8_9Vk{s8(W!m}l
zdADi`DvZ4i?pz@!BiqHd{2tOJCEt2pNEx&|h&6v@S6R#b4ZAO<E;^mGRL&*LP0Bq!
zyJ}RbePguA!nP0F1a~)hhSScC;Y{P~^1`0*izhDp^Y_?$2wa-AGRA0dm~tX@G$;1)
zADbK|cbo`a*;y!0pW1&pdj)S-TRU?PA|6^`zF#nA{g14N8`wonaa$99f5{2F_hE{C
zWFg_NnKha0c(!{)NId$>vlMHeRBW>@a4~(#9fN+wfo`SjnZr#yerokGJ$}1m!R5@m
zH9wnBpy5|1e2m=bR=$l;b}x9z(fCsr{dRlb>KgEK@VEov)uX>7MCTtLeVuzR@STM1
zb8@p08YV6@U%{+86ft{dVetpj;O*0k{Qr_l=S6*&Rkd-t?S^3marr6t<SCPH4o8*I
zuV%e@Bzcf>taxJ0odn^k%&erzx1H+{MgsB0X0xS{l?9FR=P|i+u5v^#ra%5OGVx0C
zsPx9R?^nIQ+jwX;|H5;_33_1#^ybq8+O4u*<ev1+e`l6-@w)x)j<z4`j`d%S%+c37
zXP&m;wa`c}rfFjB`AM&D4vdYxqVG5;<DfnvDf*}Iq-?99ZXQmtPdTsk2isWYJ(y*Z
zYIrWh<3ZGP+VKGmZ)ao-JLs2TBrQ}v&W(AwaQpT97MoYpZfJB~dAzu_Gd#3<_pl*@
zcv-EnbGA*iwH`QT-qc-{zM+%T(rXZFqYeK0lC9-wU8}-#p6*Rp7GCE5j9&uYkrq|L
zd-hxoJN>{)5Vu<&uA#Tofrby(8C)Ox{?_}+$K=^wH`xYfGn$%zxs+;e;8s7TImWU%
z&nlOD_L$dHx5^R6#&$)eRNiQ?h+az%kE+}!c<p%I!|z45M~B;r)fb+O+-~aKap6H`
z$H;Ai;${Bd<lIlL_(9@r4*NU@D@sLsj}{h?=hZMS2QI&y8aQ>vd8Y5(vs>&AfY}CR
zQxcCx4>f5VcP)BoaQpX6H27@4^#RR!%e=B%Z&L$E4f%j<XPifY@sG+f;iy?p)1SCE
zyz*_(KXvD$9x{!!C5c-T_J?)U*pY-bK4a&(gZqP53@d;4XmxbT?=rcReR!isI+tMI
z)MfSOeSg0zR|a{Vziq#&AXu6=|Ax<&KR!-eFyw}vg_&*X*=5$n3r~D7`{U(DkG(Up
zI=Y@Ts!n|ITH;9g+}e@$Z@)UEy>{&0Z~WI8VcOq*bx2k7e|++WrndjtyFW?$()J`P
z@zl35PQzT^eb{K1A0vCVMX!}QY=r-r38vH62KBe@|DuC^V~1yCW-T2mY_Cq++hm<R
zqOQcr0yJ+e-<PmeawOUG=7@BgYgf&sna?xpO;bv}ctS})i|FTmHnTsD@w41H>PK<H
zJ4l390E+|9<d2Ed+p{re2>57Zr^vUle89ZRD3M>Z4z$d#rMHEgwRo|uP~Yr3t8cJ}
z%oY%7pEab~HthF`2$??_psC&!Uc})Tqar?zu!_(FwGYWvtwJp;?;=)+<Nyeg`qud}
z(kuaA=1)^?0su7C8y5gg<q+z^)spaDTq%kPp>=NqbW5a=btKYNo7{lvAugc1+}#I7
z6`24Om6HJ!l^B4c>Jifn+fnxhK%K#<MM3|vf3SNfsxNPO15mdHP`3)IqmaA-YPSm1
zZWXBADyTN~y#ZK91-!Zk-_NO_iz(a#rV0WzFzIRsG5IKh<x3?f$=B0^)Z@SqOzn~7
ziORWruAIx^VABN3jW9N3IVvSw-Vdl82u4E%A~xY!VG#ik@Y#d~uqWA5;(~?=W-ODU
zKFhwJ%UkvX58)FWIfg7HQyC$Nz@!1n2%$*ERI&+N%xO?2R>sLB0-$1%|G*|V;}w9f
zrx)NNmZAXFflTB<n3bqh2M~r3kTM1EQHX%qJUKw703ex611NMRh025w0>=;l0G5;=
z!t{2X-qRQMi%kfV%Oy+_DJm+;AqsL3OG8N%1VKn-kOYE6jDsj!Dw1=RM3HPlw~$^r
zuBePB6-eX)u?WEBa)ZSRIh#PhJL<c72E~>1btIBGs0Qf36GxDgTnUNdKqmD`#u~CP
zBGUx}RgSu1e;jNa3?i9Mq)_HkC`=G$f)MtTNhY)K=IWfEdj2FsES)PB3prjsDqUd*
zzEB9vN2M}cYuEvF0M(@Q@M?+i6!QfkOaF~3YMebXSR@=7HKbH#zz3;C{}O@{HB)II
zh*e++LYfF-M5dQi%vbPGDaV;76$f+WfU7_z7YK!@6ks@Dm;<&81laTxC9`9ZH2D8(
z)%m<W+e;Kup~}VhJQ6BIBe2OzhG|dH)Sk~{hKQvRTsem;kq8AmF79Hujx5rrDm5cv
zL>}%gVrehB-R`Ht*auyrN$mw+C?IK8blXakU)7_oa2D33Tp$;sS`u)hIt%5R)K4Aa
zw;fZ+6@{`1N+KT(;VOi3!e_P66r$2Xqrd;mudqAF)3eV$8lKgAZ$?CDnn%@y=_=+a
zaQnHtauf;yp9xZeQIHICi4Yh<CsN5g9+5%gbBQQDgaQY1X$TC_RJWR^r+Qm8Gj_{$
z7s=#Y5fAN^i_)kdf}ji{jf_%=R6fEWa;X#s5vJ3)D4z;~Aqd<nSFP<oI&n98*gS~M
zzofniSjTGJUi2UT|1{wLSg^Xdubrr)@x}62xV{LHI>T4E)Y152`72ysgh-v?D_rVm
ze6jo$t}jBQ&hSrgsfBP@;LavQVF8-4Ay(`O@p__px<={-TX$lsQ#?Abb!FnA3Ykv9
zE)Z5lDU-<LNp>V>g*;3wwY4Luq8hC9_tA(QsdwFO`*-X1fZm0BfSnx)3pxI|@45Ig
z)z<D)&Os?fLyQf{03F2s_gz@h0)}7!uTfnvM8QI2`~pOMG%9`ynidVl19nXsjf&{B
zrP1)jffgT~j0NtRG;EoO<pH#4*mtXSXmtFD2Ms<72;ooTYtg6-T^jZUK5af2#NR~I
zYzspST^bcn=4kRUFr(|xKs=YC#RnqVZ9y^(!Q4rM4<s`{T^d5s#s%Ay#WN_HZ6PY2
zS=6FoC&6jcXk<i39t{L_X%MK5AIP9%UZK?og8}K%5Q_GAAquQx4~Rm?6HXdBV>BHf
zf~YX0!$+mzc}C5)R9)YI=nzADY!DsR!4#s?$XK3BLmrh(#ZzEfG#JlGY0+qSDoc}w
zZJcY{g9=gcDMX78hP7>kS(2_jHYyDwe}=};_Gc;r;u$o}J`fBA9U2u+C~EM*WJJd|
zumfv!d;_L{I=%seG`hCUVUR)o3=Prt7Z|4N@?q|x(-uZRowf`}XMTYhR6J9tIW`82
zzY(fMqcgN^4l@`!^B+dj!4zg76did88PdTNyM1+Z#%!eRFEo&$KG(^mTmhD_!IFzC
j?0}DDC^l(h6S*N4Axq`m^Eib<Gd8rbnKpa6vEly!30^3x

literal 0
HcmV?d00001