From 11cf3b05100634fd167e32c2f4ebcbcf5b3bd76f Mon Sep 17 00:00:00 2001 From: Lance Martin <122662504+rlancemartin@users.noreply.github.com> Date: Mon, 24 Jun 2024 13:08:34 -0700 Subject: [PATCH] Add ReAct vs Custom agent tutorial (#765) * Add agent tutorial ntbk * Update and clean * Update / finalize * spelling * fmt * unused * Wfh/craggycrag (#781) * tmp * rethought * Update, finalize analysis * Update figures * Remove subdirs * Fmt --------- Co-authored-by: William Fu-Hinthorn <13333726+hinthornw@users.noreply.github.com> --- examples/tutorials/rag-agent-testing.ipynb | 1244 ++++++++++++++++++++ 1 file changed, 1244 insertions(+) create mode 100644 examples/tutorials/rag-agent-testing.ipynb diff --git a/examples/tutorials/rag-agent-testing.ipynb b/examples/tutorials/rag-agent-testing.ipynb new file mode 100644 index 000000000..6d2317d01 --- /dev/null +++ b/examples/tutorials/rag-agent-testing.ipynb @@ -0,0 +1,1244 @@ +{ + "cells": [ + { + "attachments": { + 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" + } + }, + "cell_type": "markdown", + "id": "ae9e7280-1997-4ab6-9810-31dcd7c68d92", + "metadata": {}, + "source": [ + "# Building and Testing Corrective RAG\n", + "\n", + "\n", + "\n", + "[Corrective-RAG (CRAG)](https://arxiv.org/abs/2401.15884) is a strategy for RAG that incorporates self-reflection / self-grading on retrieved documents. \n", + "\n", + "Here's we're going to show two different way to implement Corrective-RAG: \n", + "\n", + "(1) We will implement this as a [ReAct agent](https://react-lm.github.io/). \n", + "\n", + "(2) We will implement this agent as a custom / user-defined control flow in LangGraph. \n", + "\n", + "Then, we will show how to test these agents. \n", + "\n", + "(1) We'll build an [evaluation set of question-answer pairs for RAG in LangSmith](https://docs.smith.langchain.com/tutorials/Developers/agents#eval). \n", + "\n", + "(2) We'll evaluate end-to-end performance of our agents along with the specific reasoning trace of each one.\n", + "\n", + "This notebook will reference ideas from [these slides](https://docs.google.com/presentation/d/1QWkXi4DYjfw94eHcy9RMLqpQdJtS2C_kx_u7wAUvlZE/edit?usp=sharing).\n", + "\n", + "![Screenshot 2024-06-24 at 10.56.06 AM.png](attachment:2701e468-83b5-40f8-b1d3-05d6e6aedcdb.png)" + ] + }, + { + "cell_type": "markdown", + "id": "07af6cb7-39e7-4011-a19e-9953df1f85c8", + "metadata": {}, + "source": [ + "## Environment\n", + "\n", + "We'll start with [OpenAI](https://python.langchain.com/v0.2/docs/integrations/chat/openai/) as our LLM, but this can be easily swapped. Optionally, we also show [Fireworks](https://fireworks.ai/). \n", + "\n", + "We'll use [Tavily](https://python.langchain.com/v0.2/docs/integrations/tools/tavily_search/) for web search.\n", + "\n", + "We'll use [Chroma](https://python.langchain.com/v0.2/docs/integrations/vectorstores/chroma/) as our vectorstore with [OpenAI embeddings](https://python.langchain.com/v0.2/docs/integrations/text_embedding/openai/#embed-documents).\n", + "\n", + "We'll use [LangSmith](https://docs.smith.langchain.com/) for tracing and evaluation." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "045a7bcd-fdf7-4c30-a5b7-a6a4bf40d2c6", + "metadata": {}, + "outputs": [], + "source": [ + "%%capture --no-stderr\n", + "%pip install -U langchain tavily-python langgraph matplotlib langchain_community tiktoken langchain-openai scikit-learn" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "8cd373f6-75b6-4122-a00c-1f72b0c0ad1b", + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "import getpass\n", + "\n", + "\n", + "def _set_env(var: str):\n", + " if not os.environ.get(var):\n", + " os.environ[var] = getpass.getpass(f\"{var}: \")\n", + "\n", + "\n", + "_set_env(\"OPENAI_API_KEY\")\n", + "_set_env(\"LANGCHAIN_API_KEY\")\n", + "_set_env(\"TAVILY_API_KEY\")\n", + "_set_env(\"FIREWORKS_API_KEY\")\n", + "os.environ[\"LANGCHAIN_TRACING_V2\"] = \"true\"\n", + "os.environ[\"LANGCHAIN_ENDPOINT\"] = \"https://api.smith.langchain.com\"" + ] + }, + { + "cell_type": "markdown", + "id": "7b59fdc0-ee15-4fb0-b004-86089c26acd8", + "metadata": {}, + "source": [ + "You can also set API keys as shown here:" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "54b183a4-d895-4d73-aecf-7890dac7b5c6", + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "\n", + "os.environ[\"LANGCHAIN_PROJECT\"] = \"corrective-rag-agent-testing\"" + ] + }, + { + "cell_type": "markdown", + "id": "47904568-d17f-4fe0-8d02-2c29dde1401f", + "metadata": {}, + "source": [ + "## LLM\n", + "\n", + "Select the LLM to use for both of our agents.\n", + "\n", + "This can be easily swapped with [other models that support tool use](https://python.langchain.com/v0.2/docs/integrations/chat/)!" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "8d0866a9-70d4-4c43-b538-80ddb50e0e32", + "metadata": {}, + "outputs": [], + "source": [ + "from langchain_openai import ChatOpenAI\n", + "model_tested = \"gpt-4o\"\n", + "metadata = \"CRAG, gpt-4o\"\n", + "llm = ChatOpenAI(model_name=model_tested, temperature=0)" + ] + }, + { + "cell_type": "markdown", + "id": "0fb6216b-6ba8-4bb6-aa8a-07d185fbcb35", + "metadata": {}, + "source": [ + "For example, we can also test [Firefunction-v2](https://fireworks.ai/blog/firefunction-v2-launch-post), a Llama 3-70b fine-tuned for tool calling." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "b7dc9931-f037-40b2-a9e9-da22aee2fe62", + "metadata": {}, + "outputs": [], + "source": [ + "from langchain_fireworks import ChatFireworks\n", + "model_tested = \"firefunction-v2\"\n", + "metadata = \"CRAG, firefunction-v\"\n", + "llm = ChatFireworks(model=\"accounts/fireworks/models/firefunction-v2\", temperature=0)" + ] + }, + { + "attachments": { + "599c43c4-9da4-4875-b644-f3ed2b34a179.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "id": "e29e8360-267a-4509-bfa4-68ae4656eb85", + "metadata": {}, + "source": [ + "## ReAct Agent\n", + "\n", + "First, we'll define our [ReAct agent](https://python.langchain.com/v0.2/docs/tutorials/agents/) for corrective RAG!\n", + "\n", + "LLM powered autonomous agents [use three things to accomplish tasks](https://lilianweng.github.io/posts/2023-06-23-agent/):\n", + "\n", + "- `Tools`: Actions to gather external information that is missing from the model weights\n", + "- `Planning`: Often this is self-criticism and self-reflection over past actions\n", + "- `Memory`: Ability to recall information (e.g., from the user or from past actions)\n", + "\n", + "[ReAct](https://arxiv.org/abs/2210.03629) is a popular that incorporates explicit steps for LLM to:\n", + "\n", + "- `Action`: Choose an action (e.g., often a tool)\n", + "- `Observation`: Observe the outputs of the action\n", + "- `Think`: Reason about the next step\n", + "\n", + "These steps follow a loop until the agent stops calling tools and decides to return a final answer.\n", + "\n", + "Let's set up our ReAct agent by first defining a few tools.\n", + "\n", + "![Screenshot 2024-06-23 at 9.31.55 AM.png](attachment:599c43c4-9da4-4875-b644-f3ed2b34a179.png)\n", + "\n", + "### Tools\n", + "\n", + "First, we'll index 3 blog posts and store them in a vectorstore, [Chroma](https://python.langchain.com/v0.2/docs/integrations/vectorstores/chroma/) and define [this as a tool](https://python.langchain.com/v0.2/docs/concepts/#tools).\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d3560759-9e2d-4362-a06f-3a257d0a3088", + "metadata": {}, + "outputs": [], + "source": [ + "from langchain.text_splitter import RecursiveCharacterTextSplitter\n", + "from langchain_community.document_loaders import WebBaseLoader\n", + "from langchain_community.vectorstores import SKLearnVectorStore\n", + "from langchain_openai import OpenAIEmbeddings\n", + "from langchain_core.tools import tool\n", + "\n", + "# List of URLs to load documents from\n", + "urls = [\n", + " \"https://lilianweng.github.io/posts/2023-06-23-agent/\",\n", + " \"https://lilianweng.github.io/posts/2023-03-15-prompt-engineering/\",\n", + " \"https://lilianweng.github.io/posts/2023-10-25-adv-attack-llm/\",\n", + "]\n", + "\n", + "# Load documents from the URLs\n", + "docs = [WebBaseLoader(url).load() for url in urls]\n", + "docs_list = [item for sublist in docs for item in sublist]\n", + "\n", + "# Initialize a text splitter with specified chunk size and overlap\n", + "text_splitter = RecursiveCharacterTextSplitter.from_tiktoken_encoder(\n", + " chunk_size=250, chunk_overlap=0\n", + ")\n", + "\n", + "# Split the documents into chunks\n", + "doc_splits = text_splitter.split_documents(docs_list)\n", + "\n", + "# Add the document chunks to the \"vector store\" using OpenAIEmbeddings\n", + "vectorstore = SKLearnVectorStore.from_documents(\n", + " documents=doc_splits,\n", + " embedding=OpenAIEmbeddings(),\n", + ")\n", + "retriever = vectorstore.as_retriever(k=4)" + ] + }, + { + "attachments": { + "4fee1fb2-a317-49da-8792-d9bb4edd1444.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "id": "35c682d5-f753-403d-ae13-8623827ad22f", + "metadata": {}, + "source": [ + "When we define this as a `tool` and bind it too the LLM, then the LLM can:\n", + "\n", + "* Choose to call this tool\n", + "* Formulate the payload needed to run the tool\n", + "\n", + "![Screenshot 2024-06-24 at 12.17.54 PM.png](attachment:4fee1fb2-a317-49da-8792-d9bb4edd1444.png)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a8cd1080-f8da-41b8-8e52-9a75d9ce1258", + "metadata": {}, + "outputs": [], + "source": [ + "# Define a tool, which we will connect to our agent\n", + "@tool\n", + "def retrieve_documents(query: str) -> list:\n", + " \"\"\"Retrieve documents from the vector store based on the query.\"\"\"\n", + " return retriever.invoke(query)" + ] + }, + { + "cell_type": "markdown", + "id": "02566999-a411-4154-a021-e1e6edf3264b", + "metadata": {}, + "source": [ + "We'll create a tool that instructs our agent to reflect on the retrieved documents.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "3a4f8620-d072-49d8-bbeb-76fbf9ee4097", + "metadata": {}, + "outputs": [], + "source": [ + "@tool\n", + "def grade_document_retrieval(step_by_step_reasoning: str, score: int) -> str:\n", + " \"\"\"You are a teacher grading a quiz. You will be given:\n", + " 1/ a QUESTION\n", + " 2/ a set of comma separated FACTS provided by the student\n", + "\n", + " You are grading RELEVANCE RECALL:\n", + " A score of 1 means that ANY of the FACTS are relevant to the QUESTION.\n", + " A score of 0 means that NONE of the FACTS are relevant to the QUESTION.\n", + "\n", + " If your score is 1: then call a tool to generate the answer, generate_answer\n", + " If your score is 0: then call a tool to perform web search, web_search.\"\"\"\n", + " if score == 1:\n", + " return \"Docs are relevant. Generate the answer to the question.\"\n", + " return \"Docs are not relevant. Use web search to find more documents.\"" + ] + }, + { + "cell_type": "markdown", + "id": "dfb9090a-f339-41d4-bebd-6e89ebdb3d6e", + "metadata": {}, + "source": [ + "We'll create a tool for web search using Tavily.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "f3411e9a-53ef-45d3-9c95-0f64b7218c25", + "metadata": {}, + "outputs": [], + "source": [ + "from langchain.schema import Document\n", + "from langchain_community.tools.tavily_search import TavilySearchResults\n", + "\n", + "web_search_tool = TavilySearchResults()\n", + "\n", + "\n", + "@tool\n", + "def web_search(query: str) -> str:\n", + " \"\"\"Run web search on the question.\"\"\"\n", + " web_results = web_search_tool.invoke({\"query\": query})\n", + " return [\n", + " Document(page_content=d[\"content\"], metadata={\"url\": d[\"url\"]})\n", + " for d in web_results\n", + " ]" + ] + }, + { + "cell_type": "markdown", + "id": "ad568da3-8f42-4742-8744-bc651fb2269b", + "metadata": {}, + "source": [ + "Finally, we'll create a tool that instructs our agent to produce the final distillated answer." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "e9b474e9-cebd-4452-a694-4e4cc622fd52", + "metadata": {}, + "outputs": [], + "source": [ + "@tool\n", + "def generate_answer(answer: str) -> str:\n", + " \"\"\"You are an assistant for question-answering tasks. \n", + " Use the retrieved documents to answer the user question. \n", + " If you don't know the answer, just say that you don't know. \n", + " Use three sentences maximum and keep the answer concise\"\"\"\n", + " return f\"Here is the answer to the user question: {answer}\"" + ] + }, + { + "cell_type": "markdown", + "id": "5428f9b8-38b0-427f-a340-b3d769ea5889", + "metadata": {}, + "source": [ + "Now, we store these in a tools list, which we will bind to our LLM.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "c3856ef6-e5db-4fa6-97e2-c9495f159d77", + "metadata": {}, + "outputs": [], + "source": [ + "tools = [retrieve_documents, grade_document_retrieval, web_search, generate_answer]" + ] + }, + { + "cell_type": "markdown", + "id": "49c40cb2-5f29-488b-b524-bb388c56fc84", + "metadata": {}, + "source": [ + "### Planning\n", + "\n", + "Now, we'll define an LLM assistant for our agent, which can use the tools we defined above.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "13f4be82-ef3b-4d3a-901d-82eb28abb594", + "metadata": {}, + "outputs": [], + "source": [ + "from typing import Annotated, List\n", + "from typing_extensions import TypedDict\n", + "from langchain_core.prompts import ChatPromptTemplate\n", + "from langchain_core.runnables import Runnable, RunnableConfig\n", + "from langgraph.graph.message import AnyMessage, add_messages\n", + "\n", + "\n", + "class State(TypedDict):\n", + " messages: Annotated[list[AnyMessage], add_messages]\n", + "\n", + "\n", + "class Assistant:\n", + " def __init__(self, runnable: Runnable):\n", + " \"\"\"\n", + " Initialize the Assistant with a runnable object.\n", + "\n", + " Args:\n", + " runnable (Runnable): The runnable instance to invoke.\n", + " \"\"\"\n", + " self.runnable = runnable\n", + "\n", + " def __call__(self, state: State, config: RunnableConfig):\n", + " \"\"\"\n", + " Call method to invoke the LLM and handle its responses.\n", + " Re-prompt the assistant if the response is not a tool call or meaningful text.\n", + "\n", + " Args:\n", + " state (State): The current state containing messages.\n", + " config (RunnableConfig): The configuration for the runnable.\n", + "\n", + " Returns:\n", + " dict: The final state containing the updated messages.\n", + " \"\"\"\n", + " while True:\n", + " result = self.runnable.invoke(state) # Invoke the LLM\n", + " if not result.tool_calls and (\n", + " not result.content\n", + " or isinstance(result.content, list)\n", + " and not result.content[0].get(\"text\")\n", + " ):\n", + " messages = state[\"messages\"] + [(\"user\", \"Respond with a real output.\")]\n", + " state = {**state, \"messages\": messages}\n", + " else:\n", + " break\n", + " return {\"messages\": result}\n", + "\n", + "\n", + "# Create the primary assistant prompt template\n", + "primary_assistant_prompt = ChatPromptTemplate.from_messages(\n", + " [\n", + " (\n", + " \"system\",\n", + " \" You are a helpful assistant tasked with answering user questions using the provided vector store. \"\n", + " \" Use the provided vector store to retrieve documents. Then grade them to ensure they are relevant before answering the question. \"\n", + " ),\n", + " (\"placeholder\", \"{messages}\"),\n", + " ]\n", + ")\n", + "\n", + "# Prompt our LLM and bind tools\n", + "assistant_runnable = primary_assistant_prompt | llm.bind_tools(tools)" + ] + }, + { + "cell_type": "markdown", + "id": "fcd86ae2-26ac-499a-9ccd-f69adc613801", + "metadata": {}, + "source": [ + "### Memory\n", + "\n", + "Finally, we'll using [LangGraph](https://langchain-ai.github.io/langgraph/) to orchestrate our agent.\n", + "\n", + "LangGraph is a library for building agents, which allows us to define 2 nodes:\n", + "\n", + "- `Assistant`, which will contain the `assistant_runnable` defined above\n", + "- `Tool`, which will call the tool when the assistant instructs and return the tool outputs to our assistant\n", + " \n", + "LangGraph allows us to define state, which will serve as short-term memory over the lifetime of our agent.\n", + "\n", + "First, there are some utilities that we'll use to help define the graph. " + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "a0c66d91-8804-4fd7-a29c-2852faa31d19", + "metadata": {}, + "outputs": [], + "source": [ + "from langchain_core.runnables import RunnableLambda\n", + "from langchain_core.messages import ToolMessage\n", + "from langgraph.prebuilt import ToolNode\n", + "\n", + "\n", + "def create_tool_node_with_fallback(tools: list) -> dict:\n", + " return ToolNode(tools).with_fallbacks(\n", + " [RunnableLambda(handle_tool_error)], exception_key=\"error\"\n", + " )\n", + "\n", + "\n", + "def handle_tool_error(state: State) -> dict:\n", + " error = state.get(\"error\")\n", + " tool_calls = state[\"messages\"][-1].tool_calls\n", + " return {\n", + " \"messages\": [\n", + " ToolMessage(\n", + " content=f\"Error: {repr(error)}\\n please fix your mistakes.\",\n", + " tool_call_id=tc[\"id\"],\n", + " )\n", + " for tc in tool_calls\n", + " ]\n", + " }" + ] + }, + { + "attachments": { + "3bc82b64-f1e5-44b0-aca6-29e6928a1554.png": { + 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+ } + }, + "cell_type": "markdown", + "id": "95463344-47ad-4639-bede-f0a61746620b", + "metadata": {}, + "source": [ + "Now, we'll define our graph.\n", + "\n", + "We'll simply cycle between 2 nodes: \n", + "\n", + "* Our `assistant` node reasons and plans which tool to use\n", + "* Our `tool` node that executes the tool\n", + "\n", + "It will continue as long as our `assistant` is making a tool call. \n", + "\n", + "This shows the general flow:\n", + "\n", + "![Screenshot 2024-06-24 at 12.35.48 PM.png](attachment:3bc82b64-f1e5-44b0-aca6-29e6928a1554.png)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "3e13495c-dfe2-4eea-8786-7d3b8f8138e9", + "metadata": {}, + "outputs": [ + { + "data": { + "image/jpeg": 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", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from langgraph.checkpoint.sqlite import SqliteSaver\n", + "from langgraph.graph import START, END, StateGraph\n", + "from langgraph.prebuilt import tools_condition\n", + "from IPython.display import Image, display\n", + "\n", + "# Graph\n", + "builder = StateGraph(State)\n", + "\n", + "# Define nodes: these do the work\n", + "builder.add_node(\"assistant\", Assistant(assistant_runnable))\n", + "builder.add_node(\"tools\", create_tool_node_with_fallback(tools))\n", + "\n", + "# Define edges: these determine how the control flow moves\n", + "builder.add_edge(START, \"assistant\")\n", + "builder.add_conditional_edges(\n", + " \"assistant\",\n", + " # If the latest message (result) from assistant is a tool call -> tools_condition routes to tools\n", + " # If the latest message (result) from assistant is a not a tool call -> tools_condition routes to END\n", + " tools_condition,\n", + ")\n", + "builder.add_edge(\"tools\", \"assistant\")\n", + "\n", + "# The checkpointer lets the graph persist its state\n", + "memory = SqliteSaver.from_conn_string(\":memory:\")\n", + "react_graph = builder.compile(checkpointer=memory)\n", + "\n", + "# Show\n", + "display(Image(react_graph.get_graph(xray=True).draw_mermaid_png()))" + ] + }, + { + "cell_type": "markdown", + "id": "40614db2-fca0-43c7-8f76-ca38388c62ab", + "metadata": {}, + "source": [ + "Finally, we can our agent!\n" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "71301681-ddc5-46a9-8092-96693dcdef1b", + "metadata": {}, + "outputs": [], + "source": [ + "import uuid\n", + "\n", + "\n", + "def predict_react_agent_answer(example: dict):\n", + " \"\"\"Use this for answer evaluation\"\"\"\n", + "\n", + " config = {\"configurable\": {\"thread_id\": str(uuid.uuid4())}}\n", + " messages = react_graph.invoke({\"messages\": (\"user\", example[\"input\"])}, config)\n", + " return {\"response\": messages[\"messages\"][-1].content, \"messages\": messages}\n", + "\n", + "\n", + "example = {\"input\": \"What are the types of agent memory?\"}\n", + "response = predict_react_agent_answer(example)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "87c2aea6-49d9-4d32-9da6-7851fda021ea", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['retrieve_documents', 'grade_document_retrieval', 'generate_answer']" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def find_tool_calls_react(messages):\n", + " \"\"\"\n", + " Find all tool calls in the messages returned from the ReAct agent\n", + " \"\"\"\n", + " tool_calls = [\n", + " tc[\"name\"] for m in messages[\"messages\"] for tc in getattr(m, \"tool_calls\", [])\n", + " ]\n", + " return tool_calls\n", + "\n", + "find_tool_calls_react(response['messages'])" + ] + }, + { + "cell_type": "markdown", + "id": "6efe335f-f362-460e-9874-0a8e93eca516", + "metadata": {}, + "source": [ + "With LangSmith set, we can see the trace:\n", + "\n", + "https://smith.langchain.com/public/4510c99f-abdf-4fdd-aebf-270f4e49e02f/r\n", + "\n", + "We see follow the tool calls to clearly see the reasoning trace:\n", + "\n", + "* Our agent first calls `retrieve_documents` tool to get documents.\n", + " \n", + "* Then, it calls `grade_document_retrieval` tool and deems the documents to be relevant.\n", + " \n", + "* Finally, it calls `generate_answer` to produce the final answer." + ] + }, + { + "attachments": { + "d3d350f1-b69a-4843-9860-24206515b97e.png": { + "image/png": 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tcG1ldGE+Ch6vLsMAAEAASURBVHgB7N0HnFTV3f/xHyy7ywJLZ+m9SxcxoiCWqDHGxNiiSYyPiakmT+orvZg8qaaZ9iTxSYyJifqPmsSosUSNHRQEld57WViW3WWX7fA/37Oc8e4wiyA7cC98Dq9h6r333Pe5szPnN79zbpt9rhgFAQQQQAABBBBAAAEEEEAAAQQQQCArAm2zslZWigACCCCAAAIIIIAAAggggAACCCDgBQi+cCAggAACCCCAAAIIIIAAAggggAACWRQg+JJFXFaNAAIIIIAAAggggAACCCCAAAIIEHzhGEAAAQQQQAABBBBAAAEEEEAAAQSyKEDwJYu4rBoBBBBAAAEEEEAAAQQQQAABBBAg+MIxgAACCCCAAAIIIIAAAggggAACCGRRgOBLFnFZNQIIIIAAAggggAACCCCAAAIIIEDwhWMAAQQQQAABBBBAAAEEEEAAAQQQyKIAwZcs4rJqBBBAAAEEEEAAAQQQQAABBBBAgOALxwACCCCAAAIIIIAAAggggAACCCCQRQGCL1nEZdUIIIAAAggggAACCCCAAAIIIIAAwReOAQQQQAABBBBAAAEEEEAAAQQQQCCLAgRfsojLqhFAAAEEEEAAAQQQQAABBBBAAAGCLxwDCCCAAAIIIIAAAggggAACCCCAQBYFCL5kEZdVI4AAAggggAACCCCAAAIIIIAAAgRfOAYQQAABBBBAAAEEEEAAAQQQQACBLAoQfMkiLqtGAAEEEEAAAQQQQAABBBBAAAEECL5wDCCAAAIIIIAAAggggAACCCCAAAJZFCD4kkVcVo0AAggggAACCCCAAAIIIIAAAggQfOEYQAABBBBAAAEEEEAAAQQQQAABBLIoQPAli7isGgEEEEAAAQQQQAABBBBAAAEEECD4wjGAAAIIIIAAAggggAACCCCAAAIIZFGA4EsWcVk1AggggAACCCCAAAIIIIAAAgggQPCFYwABBBBAAAEEEEAAAQQQQAABBBDIogDBlyzismoEEEAAAQQQQAABBBBAAAEEEECA4AvHAAIIIIAAAggggAACCCCAAAIIIJBFAYIvWcRl1QgggAACCCCAAAIIIIAAAggggADBF44BBBBAAAEEEEAAAQQQQAABBBBAIIsCBF+yiMuqEUAAAQQQQAABBBBAAAEEEEAAAYIvHAMIIIAAAggggAACCCCAAAIIIIBAFgUIvmQRl1UjgAACCCCAAAIIIIAAAggggAACBF84BhBAAAEEEEAAAQQQQAABBBBAAIEsChB8ySIuq0YAAQQQQAABBBBAAAEEEEAAAQQIvnAMIIAAAggggAACCCCAAAIIIIAAAlkUIPiSRVxWjQACCCCAAAIIIIAAAggggAACCBB84RhAAAEEEEAAAQQQQAABBBBAAAEEsihA8CWLuKwaAQQQQAABBBBAAAEEEEAAAQQQIPjCMYAAAggggAACCCCAAAIIIIAAAghkUYDgSxZxWTUCCCCAAAIIIIAAAggggAACCCBA8IVjAAEEEEAAAQQQQAABBBBAAAEEEMiiAMGXLOKyagQQQAABBBBAAAEEEEAAAQQQQIDgC8cAAggggAACCCCAAAIIIIAAAgggkEUBgi9ZxGXVCCCAAAIIIIAAAggggAACCCCAAMEXjgEEEEAAAQQQQAABBBBAAAEEEEAgiwIEX7KIy6oRQAABBBBAAAEEEEAAAQQQQAABgi8cAwgggAACCCCAAAIIIIAAAggggEAWBQi+ZBGXVSOAAAIIIIAAAggggAACCCCAAALtIEAAAQQQQCCuAvv27bOGhgbbu3ev5ebmWtu2/GYQ17Y6XusVjr927dodF8dfcXGxbdy40RobG62oqMiGDh16vDYd+4UAAggggECsBAi+xKo5qAwCCCCAgAIt27dvtw0bNlhZWZlt3brV6urqrF+/ftatWzd/PXDgQMvJyTnmWNXV1b6O6sh26NDBunfvfszr1JoVqKiosFdffdUqKyu9/Zve9KbWXH1s11VSUuKPv127dvljsaqqynr06GG9evWynj172pAhQ6x9+/axrf/BKvb000/bd7/7XSstLbXrr7/evva1rx3s5a3+nN7f//nPf6y+vt6vW0HV6dOn+/dPq2/sGK1QQWMFuRS4KygosK5du8bi79Ux4mCzCCCAAAL7BQi+cCgggAACCMRGQJ2W2bNn2x133GELFy60bdu2WW1tra+fMg/U+R0zZoy94x3vsEsuucTatGlzTOuuOv6///f/TEGK008/3a677rpjWp/W3rgCX+qoL1682HeQ77rrrtbeRKzWpyDakiVL7M4777QXXnjBtmzZYnv27EnVUcffoEGD7C1veYu9853v9Mdj6kluHJKAAqsf+9jHrKamxr9ewQl5T5ky5ZCWT8KLFCz+3ve+54+dadOm2bvf/W7r1KlTEqpOHRFAAAEEsihA8CWLuKwaAQQQQODQBfSL+C233GLq4K9duza1oDIMCgsLbceOHT4LRgGBRYsW2bhx42zUqFGp1x2LG6rLU0895eumzIjjuah9jueiwMszzzxjP/nJT2zZsmWpoJ+Ov/z8fJ/9o2NQl5UrV/pj8sorrySj4TAPCgVXQ+BFiyp7bO7cucdV8EXvlUceecTvm4IuIcvnMKl4OQIIIIDAcSbA4PnjrEHZHQQQQCCpAuqA/d///V8q8KJMEgVi5s+fbxoqodunnXaa3723vvWtNnz48KTuKvWOoYCGGCn498orr/jAi4aR3XrrrTZnzhyfBfPYY4/Zeeed52s+duxY0xCsOAx9iyHlQav0xBNP+Oc1FGfEiBH+9uOPP37QZXgSAQQQQACB40GAzJfjoRXZBwQQQCDhAppT4/bbb/fzUGh4kYIrX/7yl61v376pPdO8EMouefnll+2iiy5KdXz1y/nu3btNQ5Y6d+7s51hILeRu6DkNHdEQJT2faa4OZT1oXhOtS7fDJKua4Ff10TJdunTxt/U61VelvLzcTwas23pM8zxEi7bZsWNHf4k+rtvRbSoTQNsKWT66Th9SpflvNARL9QmZGFpOWUHqyKpeqo+WC4+lb/No31edNCRLbaN6aR9Vd+2fhptkKsoakGVoMw31URvqogyCsP+aX6el4IdctG1daxm1gUy0rOY6UV0UXIkOBVEG03PPPeerdOqpp9rPfvYzP79QqOOwYcPs17/+tQ8QXnDBBab7Kto/HTfRonlhtA21h+qhttZ+a3uqR7SoPmF5+YTjQD55eXnRl6Zua306HnSc6jU6rrUtuWl/tWzYv5aMtDK1i4y0Ll2raNlM7yP/5BH+p7l0NIRN5aSTTvJD9X7605/6ANfOnTv9+zvTJsIxEY4LtaPqqeNe9daxov3Ue1RzyKQXvW/UDrrWRWZqD+1nJmO1h9pV61Sbafu6r22pXbVtbUvrCEXP6RjVa3Vbtiqqm/ZbQ5GiRe2TfixEn+c2AggggMDxJ0Dw5fhrU/YIAQQQSJyAsls0lEgdl969e9sHPvCBZoGXsEMaZpQ+1EidZnWK1en86Ec/ahdffHF4ub++++677Z577vEd8M9+9rOp7JnwIs0ro6EQzz77rJ9cVp1hdWS1PhUFfM466yz7zGc+YwMGDLB//OMffk4aPadsCXVcVTTMYPXq1f52+E+ds6uuusre9a53hYf8tTp3yqh44IEHfDBp1apVvrOs+WxmzJhhb3/7223kyJHNlvnNb37jM4A08bAMtL3Nmzf7DIwPf/jDvl56TJ08BQc0keqxHgr197//3VRvdXjVKVZnd4ibrFaZI2eccYYfOqZOaLSo46p5dP72t7/5zu0vfvEL+9WvfmWPPvqo78Qq6KL9v+aaa3y7RAMo6vCqEy9XvV6TBWt9EyZM8AG7SZMm2be+9S3fgb7sssvs2muv9ZvWcfe///u//rY69DqO+vTpE62Wv6190Hwl0fKnP/3J/vWvf0Ufsl/+8pf+2FAmzfPPP+877jp23vzmN/t5gWQQyve//31T5oc69TpeNKm09m/ixIk+OKGzEaUHFDT06Zvf/KatX7/eW15xxRX2u9/9zg+b0v5q/VOnTrVLL73UNOdINEgQtqtrBST+8pe/+KyyNWvW+GCOgiIKfmpZHWuqV2sVtYeCGAqeKMCl413HqOaBkYGGcaUXBZoUsLn33nv9e0ZDwuShOWI0YbCe07I6c9MXv/hFGz16dGoVOh4UENX7QpP8alndl7G2feGFF9r555/v/+akFnI3lJ2jY07Hghw0vFB/R+StwKG2oTmnNO+P1qWiOYL0d0j7FwIwelx109+F9CCPlv3gBz+ol1AQQAABBE4QAYIvJ0hDs5sIIIBAnAU2bdrkO9aqo4IP6iwfalHwY+nSpb6DrwlS04s6quqgqeOvX86jRZ0+DXXSBL/6hTpTUWdey4XOk7YXfr2Pvl4BhvTH9Qu5gjnRoqCOOoPKrFCHNxRtX0EoXRYsWGA33nhjaliGXqNAi9avjpyyf9TJVqBF85SojuoY6r4ev//+++2cc87xQZyw/mNxrTqrsxsCWWofdYAffvhhU2Dm/e9/v1199dUpW9VRHdfQZrqvDq3aJxR5KnC1bt06n12gLChli6io4/vHP/7R/vznPzdzl6nc1GGWoQIKYQibllOwTQEwFT2uAERYp3/wIP9F6xpepomYf//73/shTOExHeOql/bvK1/5iu/E6zl5KDMiFL1OyyuAdPLJJ/ug3ymnnNKsPsp40bxIOu7V9goCqpMfimx00eTBCsJpCF+mIIqCIWoL7X8oWkbL6lhScEDvm9YoCoRoSJeyQ0LwJZw5Su/D++67L2PwRe327W9/2+bNm+cziFQXHU8vvviiP9Z1e/ny5T4IGt0PvU4umsPnoYce8seGHlORmbKcdFzovaT1670aipbTcaJ9V6BU7y0to6L3l/ZD29S2FfhUUSBLcwFF21KP6zV6PL0o+EhBAAEEEDixBAi+nFjtzd4igAACsRNQZ1SdnRAY0S/1Bxsq0Zo7oI6XMixC4EWBAGVHKLtC2QL61V2dRf06r2EGKsqsCdk3CgLoF3F1+hU0CpkUoY7qwCsLIVoUPFBmRAi86Nd3ZUSoE6+sGnXGFVD5+c9/bhqSkW6hjrcyW/SLvYZmqbOuDuKPfvQj07wk2h91dNVpPdZF9VQGjwJT6rQqEKNOszr96uArUKK5e2TXUlGnXEPOlA2kwJfuyyhkSyhYoqFJKtpnZaLodWq/z33uczZ+/Hj/Wp1RRwENtak6/9GiuoSieUgOJ+Dw3ve+12fxrFixwrer2kKZMKqjnps5c6YPpinwog66Ou46jXo4hm644QYf/FCwQ88rQKV2VOBK2RTKaNEQJwUqMpUQ/FEWyKxZs3z2io5J1UHBmT/84Q8+Oyp9n7UuBZyUhfS+973PZ3Aoi0x+ej/ISmd10sTWrVH0HpeRjgNlKymzR++P/v37+9XrvagstGjGkY5jHc9yUFE2jwJCei++9NJL/r0nL/0NyVQUkNJ7SsefTk+vYN/gwYP9e++vf/2rr4+CgApOKRMqvehvkgJhynT5xCc+4QM0Cpzq/an9UGaTMttUHwXIFOjRtnRRlp2udXzqNRr6Fi2qDwUBBBBA4MQSaP7t48Tad/YWAQQQQCAGAurEKCAROlA6le/RKPpFWoGLkJmiTt3nP/95H+xQlkDIFFAHUCVkQqjzFjpO6qT+85//9M+HYSX+TuS/sJ7w0IMPPpgKjLztbW/zv7qHzr465BoWo2DAk08+6X+VV4czWjQUQgEqBSzCcuqwnnvuuT7IoEwGdeIVBDjWRYEsdbJDURsreKQhPgouKXtDGQ0KrqQHmcIyCqwoOykMT9JrlcGidanjrU69XqN2UmBGgReVr3/96z6rRu2m51SPj3/846kMhrB+XUeDLwq0tTRMJ7pMuK1gjQJICtjddttt3v3f//63H66iOmiIjLKQNLRNgRe1jbIjQvBFk/iGY0zr1H4paKQhNDpWFIj55Cc/2WLwRfunU6+rsx+ysxQsUNBQQQINoVE2S7QdQt0V0PnqV7/qAwdaj4I3yuhQsEMmwTK8/kiuFXDSReXMM89MzXei4JyyTvR3QAEVZTKFon1Q8ElFASid9lxuek9p2JKCHgo6pme86PVyvOmmm3wARO/Nm2++2Q9V0n6e5YYRarvKLtMxqOwqHVPpx6ACddred77znVQ2nrarIV96f6od5aTjXMMlNfRJban3nrajoqFb2l4I3voH3X/pfxfC41wjgAACCBy/Ak2fDMfv/rFnCCCAAAIxF9Av/iHzRFVN/4U4W9VX50jZAKGTpF/9lZGh4QX6xVsdL3WQ9Hx4TahLeCzagYq+Njyv6+hrtLx+4VfHUNtWp1mdMnX6dNGv5MrU0HJyyTRcQR1sBSKi69X9sC/Rx0N9j9V1cFCgSx1StbP2SxlCek4OymBRJ7uloswQTUwajCZPnpyaD0id7pAxpU6vshRUhrhsIwWntExoF3XeFbjRdtNLGFKixxUsCa9RoETDwz7ykY80uyhgEYaYhfVH3XX7Qx/6kA/iaF1qMw0hUqBGgbKwfm0v3A7vg7A/midIz+k4jJ56XctEizr3CuAoYKTt6qJAgLKOtP9aXkGfTEVBiZBppuW075rvRUVtIxctf6RFbaNMLw3fUVHWVigaYqiAoranoUDRQJQymXTsqGgZ1VcmqquO97NcUKOlYK2yrHRsqWh+lehQMq1D2S5hXiUdmyEI6xeI/KfhQXpdOP7kHQ1kKYAbiuqldeuSXsLj4VqvpSCAAAIInFgCZL6cWO3N3iKAAAKxE9AEliGDQ5XT0INo5yZbFVZnSp0qdcrVMdSQCA0P0ESc+iVbQRA9r1++o/U70vqE4UDKnknviCvwNMQFDtQJVoaIJvpMalEnWh1gDb/RZMoaHqMsFXWatd/aRw3L0JAtZT20VDThbLSo06o2k40CA+q0hxI69xpKkymIp456pk5v9KxaCriow6+Aia41/44ma40WdcCVJdLSkBxtJ3Tsw3LKZFFGi467kKGiuiuwoswUBdpkJA8Ny5GfOup6jRxbKsoaCcOuwmtkrOE8CuwpqLBx48bwVLNrOaYHCqIWrRF40QYVdNP7KwTZNFluyMxSJpn2V+2pYVKqb5goOrSn1qHsopD9pPsq2u/oXC1Njzb9Hw1YKQij4Gp6Ub20/wp8yT7dUc8pOyi6Df29CpPsan1aloIAAggggMChCBB8ORQlXoMAAgggkDUB/WKvX77Dr/RhaEJrbTD6S3r6OpVF8YUvfMFP/qqzHanjq+yJkEGhjqHmY9F8IwrIZOq4p6/z9e6HgIqCA6ETHl1GWR7q9Knj25rDPqLbyPZtmWv4yq233nrAhK7p21Zw4WBtdKin49U6wmSn6qTreEov6uRnakO1cyjK9lBQSG2jAJGGfYVAjrIclLn0ekUBtPTtqNMeLaqvhgTJSEOvtM2WSjTAlP4a7Wf6uvUaPSYHBTMU0MxU5HE0ikwVgAtF88oEH+1byDrR6xSACXMAKSCiEgJW6YEi/e1QoClTCceCntPZs3RpqagtMgUAtT0dB+nbbWk9PI4AAggggMDBBDJ/Yh1sCZ5DAAEEEECgFQXUCVPwRR1cBT80x4UmKs3UoXwjmz1YAEO/aGuuFGXaqIOqoIvmndCksAqS6Jd3TQqr55S50NIQh8Opl37VVydTnb0wpCK6vIadqEMql0MNPESXj8NtDQfSqYHDZKfKRNG8J8oi0L4pE0GumTq86fUPnfT0xzPdVzBBmSvKRsgUsGhpXRrOEkoYeiZ7BS90LIbAiE5ffSjBl5C5EdaZ6VrHlua90ZAgHYdnn322H5qkLCvVX8OaNOdLpmMk0/rSH1PmVMjKaOk4yuRxsEBY+jYO9b6CKMogCkVngspUdFxovzXUR3ULQS/V6XDaU+uOZrEoe0ptnGl/9VplCEWzWfRYS+VwfQ739S1tl8cRQAABBJIvQPAl+W3IHiCAAAKJF9AQHHXMFXzREAwN89BZgA63qOOdXqJzMqQ/p/v6VV3DYHTR/BNXXnml77RqglTN9aFOrDrk6iynB1/0q3j45T3ML5FpG9HHNBxFQzBULw3DUecsdArVWV7nJvBUZ18dcg1vSWJRsEpngtJ+aGjOXXfd5fcnZBAo6KJJdFuzyFDto+NHw3RC4CG6jUwdeD2vzrc66BqqoiwUtbfWpfpGO+V63aEUZcy8XgmT2ur4u/TSS/3pp8O8LTom5s6d64NXr7eeTM9reb2XwkS0Q1wmzrEqyuBSm2R6b6bXSUORNPxK9VZANmQkqd0UsFSbRrPFWmpPrTc67EuT5H7605/260zfpu7r2ImuN9NrDvcxBe60P9qX1hq+dbh14PUIIIAAAvESOHBGsHjVj9oggAACCJwAAjpNa5j4U52VX/3qVz77RJ2X6C/H6mzpsZCJIBplCoRf9nVaWs0rodepw6Mgh874oqL1RNelx/QaBVfC4+oIqwOsX9w19EEdchXNDaHtphed4UadLBXN5aIATXpHK72DGOYJUQBCZyYKmTlaTlk3YZJddeCPZac5fV91X3U82CU4at/U+VfR3CPKSNH+yFevefrpp1OZDLoflvMLHMF/mtBWRZlLGr4StVfHXcdD9LGwKXW+dUYh1VH7p1MGz58/32fmtFbdwrbCtQJvympRgEfzrOg4UiBPRno8nF5Zr89U57AeBTUUsFO9Q1GgQse93idav+Z2OVZF76/nn3/eb17vJ+2X3ifpl5B9pPeRTrOtouCL3o8qT7qzC+nsVqGoXTSXTTjOwuPhWsHc8P7RabdVB9VFGXUKbIaLgi7aRggMhuWP5FrHUzBXNp32J9o+WvfB2vRIts2yCCCAAALxFSDzJb5tQ80QQACBE0ZAnZ+rr77ad5DUoVKHRZOT6iwlGrKiAIs6W+poae4ITb6pbAEVnd5VQww0x4MyHn74wx/am970Jt/R+vOf/+yf07AHdWiV1aAOtiZLVWdI29EwhzCppjq/6hSpQ6vMA03Eq6Kzx+g16UWZKXo8dBi//e1vm04fHV6rgI2yJTRvSOjc6fk777zTdxz/8pe/+E636qug0z333OODBtqOAlLpp5lO3/7RvC/fcFrtlrarzq4mU1XwSm2yzgUFNFRHnV91rmWrAMiPf/xjn4WgwJM6ppoMVdlPYa6PltZ/sMfV4b344ov9PCpqP50eWP5qCx07amfVX3UIbRFd38yZM/3ZkBQYUgbMe97zHvvYxz7mJ2DW8af1ax3RoiCThg2pU6/9CkFBZf7ozD0qCtCpIx6CCGF5ZVqp46/AnnwUlFNddV+Bn9/+9rf+2NB9HfMajidTzT0ULfL7zW9+47OotLyOcwUaNORLRaed1lmejlVRMFRZUCo6phX0yFT0Xv/FL37h30v6G6CzEylwpzM5PfDAA6Y5mXRKaLWx3NTG999/f+q07ZnWqVPHf+lLX/LvrW984xt+yJhOc63jU8eAAnKab0bvv+hEw5nWdTiPKYCmCbv1N0R/e3T6+GuuucZPJKzt6rjRtYaaURBAAAEEThwBgi8nTluzpwgggECsBTTviia/VUBCQ370y/jNN9/s66whCOpAqyOqzqU6cSH4ouEFClKsWrXKP6e5RBR0UVEwQJ26W265xXd41HnT88qKUMfrSfdr+k9/+lP/WnUK1UFW51zbUYdaRVkbOs1tyKrwD+7/T8EXBVM0D4g63go0PP74434ZvUQBFZ26Vx3JMH+FOnk6DbE6mhqqpOE36UNw1BH/1Kc+dUCHPbrto31bASbV6WBFbaLgi4JVaiMFt9TR/O///m+fxSBbzaWjIILcNNmsghe6KHspOinrwbaT6TkFR3Q6Z51iWUEW1VenqVZwTkWdbN3OFHjR8xpepNcrOKfAieqtDBgF5HT8abnoJK5aRsE+HbNat45LHTcqyjpRFpOK6qNAokyiRU4KyijQomE5yrxRQEYBKW1Hk0Er6KNjVPuji+Ynklm0qH4KCmkbCvRpzqCQTSXnD3/4w602f1J0u4d6W3O9hAl1NawvZIqlL69903tC7xkFshQg1Xvyfe97n3+/qj01fO2hhx5KBaXShwrpGIgWBVo0Z48m25WpJvrV3xe1pwIkCgwpQKdMOx2PrVXUJnrfK5Cneivoq4v+lug40nGitglBqdbaLutBAAEEEIi3AMGXeLcPtUMAAQROGAF1hi666CIfqNBEo4888ojvuKhzFDqTwlCHNXoqanU4FcxQp0adKxVltSgw8pnPfOaAIS2hg6zOcnTIgrajS7RoKJQ6ZaqXOsLpRXVWcEedRE0iqqCOtq0OZCj6hV7bCcEXdRgvueQSv74//OEPPkARhiQoAKFAz3XXXdfiaYzDejNdqz7HskT3Q5lMCraoTeQasogUxFK7hOBWqG84DbE60NEAiTqy6SW90x2eVwBFgR51rtXhlr0CXDpGZK7l9LjWqY5wtMhO7a3j5r777vOBNAUBFISJBl10HCiwpCCaAnhq22h7a506tsJj2ncFDtOL5pT56le/6gNvCihoPeF4VCaGsm7ST3Edjt3oupQdolOkKzij03pr29oXnTL9gx/8oD+e0j3D/Uy2Cj61ZlEwUkXBBr13M21Tz6u+stfQIgXh1HZ6XylI9fWvf907aciSXPWc/K644orUfmu96YEdtbEM9PdCAVkFxGSoYVnRkn4q73B8pR+LWiY9wBNdT7it12ibX/nKV+y2227zwWS1i+odio5LHT9hW+FxrhFAAAEEjl+BNu4LwYHfCI7f/WXPEEAAAQQSIKCOii7KJtEQDv1yro6VhlWoY60OS/owDr1WnRtlzKjTr86ZzjqjzpbWEZbRcuqk6+NPHWsNC1DnS51kBQ/U4dPzGi6igImWa6nDGCi1nJZXp07DQBRYUAdXdVXnWJ3/0OGNLqM6q8OtOmv/NDRH21cd0zt5Wr9M9LjmrVAnWfurfQ0dT3XmtE7tm+p9pGeM0n7JKARVQt1buladVH8V1SF0ONWh1n7KQR1sBTCUoSF37Wtom9Au2gfti4raID2opDYNxtpe9HltV8uq3nKVmwI+Ws8PfvAD3xlWkEvDURQgylTC8af1qI5qVy2vzBl16OWtOquoLtpmS0Um2sf09tfrtZzqqeCiMoK039qGAjtav4I+cgpG2lfVXZM1X3/99T7YpywpZU7JTseyhkxpbhUFO7Rc1Ebb1L5pm9p2pmNErtonFW3vSIMx4bjV/qe3ld9I5L/o8axjN5jpGJeNAi8KiClDSO8rtc0nPvEJH6wZNWqUD7CkZxhp9Tp+1ZbaNwU9tJxuy1LHo96nsgpFr1W9VVSP6HN6THWRoYr2KRwL/oHIf2G7at91bgie7FV0/KuN1dbp7/PI4txEAAEEEDjOBAi+HGcNyu4ggAACCCCAQHMBBRo0j8hHP/pR31FX5/373/9+YufcSA++aCiS9ulEKgqeaI6km266yQfHNPRQWU1HGiw6kQzZVwQQQACBoytwYC7v0d0+W0MAAQQQQAABBFpFQBkSykhQhoGyDkIWh7JK7r333tTkrMoM0UTOlPgLqC2VaaK2DBdlwGiI3+23354aQqS5dQi8xL89qSECCCBwIgsQfDmRW599RwABBBBA4DgS0JASzaOj4SsaOqKLhqxpKI6GPikgoyEk11577QmXKZLUZtZZjnQ2LAVg1J4KrimYpolsw1xQmoPnyiuvTOouUm8EEEAAgRNEgODLCdLQ7CYCCCCAAALHu4Dmlbn77rtT2RDp+6vTNH/84x83nQWHEn8BDRfTHC8KqGUqmo/l8ssv9xNUa84bCgIIIIAAAnEWIPgS59ahbggggAACCCBwyAKa+FRzn2iiVk2Mq865JmnWGXN0GmoFXzS5apjI9ZBXHLMXavLf008/3U+sq4lndf94LZqkWRPUqj01KbUuGjamOV6U8aIzKGnSWwoCCCCAAAJxF2DC3bi3EPVDAAEEEEAAAQQQQAABBBBAAIFEC7RNdO2pPAIIIIAAAggggAACCCCAAAIIIBBzAYIvMW8gqocAAggggAACCCCAAAIIIIAAAskWIPiS7Paj9ggggAACCCCAAAIIIIAAAgggEHMBgi8xbyCqhwACCCCAAAIIIIAAAggggAACyRYg+JLs9qP2CCCAAAIIIIAAAggggAACCCAQcwGCLzFvIKqHAAIIIIAAAggggAACCCCAAALJFiD4kuz2o/YIIIAAAggggAACCCCAAAIIIBBzAYIvMW8gqocAAggggAACCCCAAAIIIIAAAskWIPiS7Paj9ggggAACCCCAAAIIIIAAAgggEHMBgi8xbyCqhwACCCCAAAIIIIAAAggggAACyRYg+JLs9qP2CCCAAAIIIIAAAggggAACCCAQcwGCLzFvIKqHAAIIIIAAAggggAACCCCAAALJFiD4kuz2o/YIIIAAAggggAACCCCAAAIIIBBzAYIvMW8gqocAAggggAACCCCAAAIIIIAAAskWIPiS7Paj9ggggAACCCCAAAIIIIAAAgggEHMBgi8xbyCqhwACCCCAAAIIIIAAAggggAACyRYg+JLs9qP2CCCAAAIIIIAAAggggAACCCAQcwGCLzFvIKqHAAIIIIAAAggggAACCCCAAALJFiD4kuz2o/YIIIAAAggggAACCCCAAAIIIBBzAYIvMW8gqocAAggggAACCCCAAAIIIIAAAskWIPiS7Paj9ggggAACCCCAAAIIIIAAAgggEHMBgi8xbyCqhwACCCCAAAIIIIAAAggggAACyRYg+JLs9qP2CCCAAAIIIIAAAggggAACCCAQcwGCLzFvIKqHAAIIIIAAAggggAACCCCAAALJFiD4kuz2o/YIIIAAAggggAACCCCAAAIIIBBzAYIvMW8gqocAAggggAACCCCAAAIIIIAAAskWIPiS7Paj9ggggAACCCCAAAIIIIAAAgggEHMBgi8xbyCqhwACCCCAAAIIIIAAAggggAACyRYg+JLs9qP2CCCAAAIIIIAAAggggAACCCAQcwGCLzFvIKqHAAIIIIAAAggggAACCCCAAALJFiD4kuz2o/YIIIAAAggggAACCCCAAAIIIBBzAYIvMW8gqocAAggggAACCCCAAAIIIIAAAskWIPiS7Paj9ggggAACCCCAAAIIIIAAAgggEHMBgi8xbyCqhwACCCCAAAIIIIAAAggggAACyRYg+JLs9qP2CCCAAAIIIIAAAggggAACCCAQcwGCLzFvIKqHAAIIIIAAAggggAACCCCAAALJFiD4kuz2o/YIIIAAAggggAACCCCAAAIIIBBzAYIvMW8gqocAAggggAACCCCAAAIIIIAAAskWIPiS7Paj9ggggAACCCCAAAIIIIAAAgggEHMBgi8xbyCqhwACCCCAAAIIIIAAAggggAACyRYg+JLs9qP2CCCAAAIIIIAAAggggAACCCAQcwGCLzFvIKqHAAIIIIAAAggggAACCCCAAALJFiD4kuz2o/YIIIAAAggggAACCCCAAAIIIBBzAYIvMW8gqocAAggggAACCCCAAAIIIIAAAskWIPiS7Paj9ggggAACCCCAAAIIIIAAAgggEHMBgi8xbyCqhwACCCCAAAIIIIAAAggggAACyRYg+JLs9qP2CCCAAAIIIIAAAggggAACCCAQcwGCLzFvIKqHAAIIIIAAAggggAACCCCAAALJFiD4kuz2o/YIIIAAAggggAACCCCAAAIIIBBzAYIvMW8gqocAAggggAACCCCAAAIIIIAAAskWIPiS7Paj9ggggAACCCCAAAIIIIAAAgggEHMBgi8xbyCqhwACCCCAAAIIIIAAAggggAACyRYg+JLs9qP2CCCAAAIIIIAAAggggAACCCAQcwGCLzFvIKqHAAIIIIAAAggggAACCCCAAALJFiD4kuz2o/YIIIAAAggggAACCCCAAAIIIBBzAYIvMW8gqocAAggggAACCCCAAAIIIIAAAskWIPiS7Paj9ggggAACCCCAAAIIIIAAAgggEHMBgi8xbyCqhwACCCCAAAIIIIAAAggggAACyRYg+JLs9qP2CCCAAAIIIIAAAggggAACCCAQcwGCLzFvIKqHAAIIIIAAAggggAACCCCAAALJFiD4kuz2o/YIIIAAAggggAACCCCAAAIIIBBzAYIvMW8gqocAAggggAACCCCAAAIIIIAAAskWIPiS7Paj9ggggAACCCCAAAIIIIAAAgggEHMBgi8xbyCqhwACCCCAAAIIIIAAAggggAACyRYg+JLs9qP2CCCAAAIIIIAAAggggAACCCAQcwGCLzFvIKqHAAIIIIAAAggggAACCCCAAALJFiD4kuz2o/YIIIAAAggggAACCCCAAAIIIBBzAYIvMW8gqocAAggggAACCCCAAAIIIIAAAskWIPiS7Paj9ggggAACCCCAAAIIIIAAAgggEHMBgi8xbyCqhwACCCCAAAIIIIAAAggggAACyRYg+JLs9qP2CCCAAAIIIIAAAggggAACCCAQcwGCLzFvIKqHAAIIIIAAAggggAACCCCAAALJFiD4kuz2o/YIIIAAAggggAACCCCAAAIIIBBzAYIvMW8gqocAAggggAACCCCAAAIIIIAAAskWIPiS7Paj9ggggAACCCCAAAIIIIAAAgggEHMBgi8xbyCqhwACCCCAAAIIIIAAAggggAACyRYg+JLs9qP2CCCAAAIIIIAAAggggAACCCAQcwGCLzFvIKqHAAIIIIAAAggggAACCCCAAALJFiD4kuz2o/YIIIAAAggggAACCCCAAAIIIBBzAYIvMW8gqocAAggggAACCCCAAAIIIIAAAskWIPiS7Paj9ggggAACCCCAAAIIIIAAAgggEHMBgi8xbyCqhwACCCCAAAIIIIAAAggggAACyRYg+JLs9qP2CCCAAAIIIIAAAggggAACCCAQcwGCLzFvIKqHAAIIIIAAAggggAACCCCAAALJFiD4kuz2o/YIIIAAAggggAACCCCAAAIIIBBzAYIvMW8gqocAAggggAACCCCAAAIIIIAAAskWIPiS7Paj9ggggAACCCCAAAIIIIAAAgggEHMBgi8xbyCqhwACCCCAAAIIIIAAAggggAACyRYg+JLs9qP2CCCAAAIIIIAAAggggAACCCAQcwGCLzFvIKqHAAIIIIAAAggggAACCCCAAALJFiD4kuz2o/YIIIAAAggggAACCCCAAAIIIBBzAYIvMW8gqocAAggggAACCCCAAAIIIIAAAskWIPiS7Paj9ggggAACCCCAAAIIIIAAAgggEHMBgi8xbyCqhwACCCCAAAIIIIAAAggggAACyRYg+JLs9qP2CCCAAAIIIIAAAggggAACCCAQcwGCLzFvIKqHAAIIIIAAAggggAACCCCAAALJFiD4kuz2o/YIIIAAAggggAACCCCAAAIIIBBzAYIvMW8gqocAAggggAACCCCAAAIIIIAAAskWIPiS7Paj9ggggAACCCCAAAIIIIAAAgggEHMBgi8xbyCqhwACCCCAAAIIIIAAAggggAACyRYg+JLs9qP2CCCAAAIIIIAAAggggAACCCAQcwGCLzFvIKqHAAIIIIAAAggggAACCCCAAALJFiD4kuz2o/YIIIAAAggggAACCCCAAAIIIBBzAYIvMW8gqocAAggggAACCCCAAAIIIIAAAskWIPiS7Paj9ggggAACCCCAAAIIIIAAAgggEHMBgi8xbyCqhwACCCCAAAIIIIAAAggggAACyRYg+JLs9qP2CCCAAAIIIIAAAggggAACCCAQcwGCLzFvIKqHAAIIIIAAAggggAACCCCAAALJFiD4kuz2o/YIIIAAAggggAACCCCAAAIIIBBzAYIvMW8gqocAAggggAACCCCAAAIIIIAAAskWIPiS7Paj9ggggAACCCCAAAIIIIAAAgggEHMBgi8xbyCqhwACCCCAAAIIIIAAAggggAACyRYg+JLs9qP2CCCAAAIIIIAAAggggAACCCAQcwGCLzFvIKqHAAIIIIAAAggggAACCCCAAALJFiD4kuz2o/YIIIAAAggggAACCCCAAAIIIBBzAYIvMW8gqocAAggggAACCCCAAAIIIIAAAskWIPiS7Paj9ggggAACCCCAAAIIIIAAAgggEHMBgi8xbyCqhwACCCCAAAIIIIAAAggggAACyRYg+JLs9qP2CCCAAAIIIIAAAggggAACCCAQcwGCLzFvIKqHAAIIIIAAAggggAACCCCAAALJFiD4kuz2o/YIIIAAAggggAACCCCAAAIIIBBzAYIvMW8gqocAAggggAACCCCAAAIIIIAAAskWIPiS7Paj9ggggAACCCCAAAIIIIAAAgggEHMBgi8xbyCqhwACCCCAAAIIIIAAAggggAACyRYg+JLs9qP2CCCAAAIIIIAAAggggAACCCAQcwGCLzFvIKqHAAIIIIAAAggggAACCCCAAALJFiD4kuz2o/YIIIAAAggggAACCCCAAAIIIBBzAYIvMW8gqocAAggggAACCCCAAAIIIIAAAskWIPiS7Paj9ggggAACCCCAAAIIIIAAAgggEHMBgi8xbyCqhwACCCCAAAIIIIAAAggggAACyRYg+JLs9qP2CCCAAAIIIIAAAggggAACCCAQcwGCLzFvIKqHAAIIIIAAAggggAACCCCAAALJFiD4kuz2o/YIIIAAAggggAACCCCAAAIIIBBzAYIvMW8gqocAAggggAACCCCAAAIIIIAAAskWIPiS7Paj9ggggAACCCCAAAIIIIAAAgggEHMBgi8xbyCqhwACCCCAAAIIIIAAAggggAACyRYg+JLs9qP2CCCAAAIIIIAAAggggAACCCAQcwGCLzFvIKqHAAIIIIAAAggggAACCCCAAALJFiD4kuz2o/YIIIAAAggggAACCCCAAAIIIBBzAYIvMW8gqocAAggggAACCCCAAAIIIIAAAskWIPiS7Paj9ggggAACCCCAAAIIIIAAAgggEHMBgi8xbyCqhwACCCCAAAIIIIAAAggggAACyRYg+JLs9qP2CCCAAAIIIIAAAggggAACCCAQc4F2Ma8f1UMAAQQQQAABBBBAAIGjIFBdX2MrS1ZZWXXZAVvLaZtjXdoXWu/CPtajoLu1bfv6v+FW1lbaq1sXWsPeRr++Nu7/6UNOs3ZtD60Lsqd+j22p2Gobd220zWWbrG2bttav6wAb6C4DuvSz/HbtD6gnDyCAAAJxFTi0v3xxrT31QgABBBBAAAEEEEAAgVYR2FW9y/7xyr22csfyjOvLaZNjuTntrE9hX7vqlPfYSb3HWhsXEMlU9tk+W1a81H79zC+aPd29Y3cb1/ukZo9lurNg8wK7bc7vbXdNhdU11lv93nr3sjZu+7mW54I3HfI62lVT320zhs3MtDiPIYAAArETIPgSuyahQggggAACCCCAAAIIHH2Bvfv2WnVDte2p2+M33qaNclWayr59+8JNK92zy77z6P/YB0/7kM0acVbGLBi9/sWN81LrCgvP3TD3oMGX2oZau3fh3+3e+XeFRVyAp40p88ZcQKemvtqq3brLXVDmp//5sdW6wMy5I89JvZYbCCCAQFwFCL7EtWWoFwIIIIAAAggggAACx1Dg9CFnpLZe31hntW5Y0tqy9VZRXe5v37foHzaq92jr36V/6nXhxl431OjlTfP93Q55HUxBlUb32MptS6zeBUyUwZJe9PxdLujywKL7/FMaZtTXDXMa1H2w9es22A07amPrSlbb6pKVPgDUMb+TD8akr4f7CCCAQBwFCL7EsVWoEwIIIIAAAggggAACx1jgM+d8rlkNql3Wyey1s+3P8/5k5W5emI27NthSN7QoU/BlY9lG21m5wy8/bdCbbOm2Rbbd3S9zgZsN7rnhPYY1W7furHKBlbnrZ5sycJTpMq7PBLt88uU2xg1vasp8MR/EeX7Nc/afVU/Y6UNn2Pljzj9gPTyAAAIIxFEg8yDNONaUOiGAAAIIIIAAAggggMAxEyjILXDDjM60WcPPStVh5c7VqdvRG/9Z/Yy/m+PmZxnfZ7wN6znS36+orbDlxcuiL/W3axtqbPaaZ21HZYm/372gm71n2vvspD7jUoEXPZHfLt/OGD7DPnzGR+280ef5SXj9AvyHAAIIxFyA4EvMG4jqIYAAAggggAACCCAQF4G2btLdMUVjUtXZVr41dTt647nVT/m7vTr2tKLCIps48GR/v7qu2jaVrvdDkKKvL6naaWtL17ozIzX4h08ZcroN6zHEz/cSfZ1u5+Xk+WybkA2T/jz3EUAAgTgKEHyJY6tQJwQQQAABBBBAAAEEYiigsxjtrt2dqlnngs6p2+HGpvLNVran1N/t5+aDKercx04ZMMWdq6iNW3qfbXbPb9tdHF7ur3Va6vKa8tRjbx33FrJaUhrcQACB40GA4Mvx0IrsAwIIIIAAAggggAACWRZQ4GRLxVb7z+r/pLY0pNuQ1O1wY876Of6mnzC3cz/r2bGH9ejQw3oW9vaPb6rYbFvLt4SX++uq2ip3WummoI5OX13UsajZ89xBAAEEki7AhLtJb0HqjwACCCCAAAIIIIBAFgSeXPlakKXBnYmo2gVI5m+eb8vcGYtUdLahKf0mN9vy3r17bdGmV/xjBXkF1r/bgFQGy4zhM+3vL9/tz5a0zQVfdHajMHSoxp3euqq+av9yHaydmysmFGXaFLtMmejprsNzfbv0s055HcNdrhFAAIHYCrz2Vy22VaRiCCCAAAIIIIAAAgggcLQFbn3hd6lNNrozENXV1/ozEenBjvkd7eJx77B+LvgRLVt3b7WSyqYhRV3yO9vw/RPt6jVnDjvTB190NqOVO1fZzLpK69K+i19cj+n01E2lzf7rpqtFLtjztwV/dcGapvlgok9ec9r7XQBoUvQhbiOAAAKxFCD4EstmoVIIIIAAAggggAACCBxbAQ0FylS6ujMRXX3Ke23msBn+7EPR1yx1ZzKqcEEVlc7tO9uQ7oNSTw/o2t86F3R1mS9l/hTVu6srUsGXvNx8y3dnU9rj5n6pdssry6VNm6YgjM6QtGHXOjcZbwjOpFZpVe71FAQQQCAJAgRfktBK1BEBBBBAAAEEEEAAgaMsMMudyjmUrWWbbPWOFX6oUMe8Djaw28ADAi8KmKzZvsL2uDMaqazdtd4+f/8Xwir89Z79k/XurNxhJVUlNsCtR6WDGzpUmNfJB1+0np17drq5Ynr65zq5x7t36J46E5LWX+NOTU1BAAEEkiRA8CVJrUVdEUAAAQQQQAABBBA4SgL/PeOG1JZ2VJbYtx++0TaVb3JnKtpms9c8Z5psN79dXuo1JS5gUly53WWt7PWP1dbX2PqS1ann02/M2zTfJvWf7DNcFHzp1L7Qze2yzb/shfVz7aKTLvS3zxgy3XQJ5Y4Xb7d7F94b7nKNAAIIJEKAsx0lopmoJAIIIIAAAggggAACx06gV6eeNn34mb4Cmih3waYFtn7n2mYV2uSyY7ZUNJ3FSGcs6uvOdJR+6dWpd2qS3fkb5/lTT2sl3Tp0c2c46pVa3xPL/2273PAkCgIIIHC8CJD5cry0JPuBAAIIIIAAAggggEAWBS4ce4E9vOQBd0roCtviMmBecpkrg3so+yXfT8RbXLbVdrqhRCoji0bbf037L387+l+5m7/lb6/cYyu3L7ft7gxGm91ZjwZ2HeDmfulsE/tPsoVbX7VKN4/LVnc66r+9fI9dMulSd5rq7tFVcBsBBBBIpACZL4lsNiqNAAIIIIAAAggggMDRFdCZid456TK/UZ2d6LEVj1rZnl3+flVdla0tXevnhNEDZ44820b3Hn3AZWK/CTahz3i/jIYnPbP2GX+7rcuUmT50hg3o0t/fr22otceWP2q/evoX9uSqJ22bO4PSPvevxg1lqto/oa9/If8hgAACCREg8yUhDUU1EUAAAQQQQAABBBA41gIXjD7f7lv4dyvfU+YDL4+ufNyumfoeK68ut+U7lvvq6SxF0TlaonVu3669C7AM8EOPNHzpyZVP2dVTrrI27l+hO331ZSdfZT//z4+t0gVz6hrr7JXNC/wlug5uI4AAAkkUIPMlia1GnRFAAAEEEEAAAQQQaGUBndhZQZCDldycfDcR7sVuktymbsS/Ft1vpS77pdxdNpdt9Iv26exOKZ1f2OJqenYust6Fvf3zO90Eu5rMN5ST+0+xH1zyE5s26FTTKa3b5WT+rViZMjqVdYE7PTUFAQQQSIJA5r9mSag5dUQAAQQQQAABBBBAAIFWEyh0AZOzRpxt44tOanGdOW3b2gw3PKi+rsbP86IXVtSUW8f8TvbO8e/0yw1w88AcrAxwc7y8fdw7bMfu7f5l9Y31zV7eu1ORfWLWJ22+m9S3uGyLmwNmt598V8OU8l3mTMfcDlbgTndd1LmPjeo1stmy3EEAAQTiKtBmnytxrRz1QgABBBBAAAEEEEAAgRNbQMOTKt08L+q25ObkmoYu5bTNObFR2HsEEEicAMGXxDUZFUYAAQQQQAABBBBAAAEEEEAAgSQJMOdLklqLuiKAAAIIIIAAAggggAACCCCAQOIECL4krsmoMAIIIIAAAggggAACCCCAAAIIJEmA4EuSWou6IoAAAggggAACCCCAAAIIIIBA4gQIviSuyagwAggggAACCCCAAAIIIIAAAggkSYDgS5Jai7oigAACCCCAAAIIIIAAAggggEDiBAi+JK7JqDACCCCAAAIIIIAAAggggAACCCRJgOBLklqLuiKAAAIIIIAAAggggAACCCCAQOIECL4krsmoMAIIIIAAAggggAACCCCAAAIIJEmA4EuSWou6IoAAAggggAACCCCAAAIIIIBA4gQIviSuyagwAggggAACCCCAAAIIIIAAAggkSYDgS5Jai7oigAACCCCAAAIIIIAAAggggEDiBAi+JK7JqDACCCCAAAIIIIAAAggggAACCCRJgOBLklqLuiKAAAIIIIAAAggggAACCCCAQOIECL4krsmoMAIIIIAAAggggAACCCCAAAIIJEmgXZIqS10RQAABBBBAAAEEEEAgvgKVdZW2fPsK27p7mw3pNsRG9h5u1XtrLNf9a9emneW6S9s2/P4b3xakZgggkC0Bgi/ZkmW9CCCAAAIIIIAAAgicIAL7bJ+t2bnWbnn2f21VySq/13179LULT3ubrd22zjZsX29V1VX+8TZt2lgba2s57tKv2wCbNvAUO7nPFOuU18n0HMGZE+SgYTcROMEE2uxz5QTbZ3YXAQQQQAABBBBAAAEEjlBg7769VlZdbhXVZbatstheKp5nC9a+ZLsqd7W4ZgVXctrm+Eu7nHamy+7qSn/dv/sgG1M0ys4Zfq717NTTOud3bnE9PIEAAggkTYDgS9JajPoigAACCCCAAAIIIHAMBRR02VlVakuLl9gL6+fYkm1LrL6xzhr3NVpdfa316NLD3d5n+e3yXD6MWePeBvd4nb807m20PPd4+/z21iG/oxW0L7D1W9f55cIude7QxU4ZNM1mDJ1pw3uOcBkxHcNTXCOAAAKJFSD4ktimo+IIIIAAAggggAACCBxdAQVeFm5ZZI8se8gPM+rRqYcN6NbP5m6Y54MsA3oNsHFDJ/jhQ7k5ub5yCrjUN9RbQ2O9u66z2toaq6qrtqqaStu9p9Iqq3dbpbtWgMZ8uMasbdu21qtTkU3qP9nePPp8G9Z9qF/n0d1btoYAAgi0ngDBl9azZE0IIIAAAggggAACCBzXArPXzbE/vXCrdevQ3c4b9xZbv3u9zV76tO1prLEpo6baSYNPsvZ57Q8aKNGsBwrI+Euju25ssAZ3v7p2j5VVlVnp7l1WUr7DtpcWW4ML2nQv6GZnjnqznT/mPOtR0P249mXnEEDg+BUg+HL8ti17hgACCCCAAAIIIIBAqwhoQt0Hlz5sf3j+tzao2yC74rSrbdH2hfYkUSoAAABAAElEQVTkq4/7IMo50863MQNGt8q2wkrKq8pt9pLnbc3m1T4I07NTL3vPtGtt5rAz3IS9bcLLuEYAAQQSIUDwJRHNRCURQAABBBBAAAEEEDg2Agq8vLzpZfvFUzdbXl6enTXxfFtVvMxWbFpmXTt1t9MmnG79u/fLSuU0FGnphqU2d8kc2+MyY3oX9rb3T/+QnTxgCmdFyoo4K0UAgWwJcKrpbMmyXgQQQAABBBBAAAEEjgOB0qqd9sSKx2xvm302fthke2nNHNtWutVGDRxtE4dPdgGYrlnby7zcPJs0fJKfpHf24ueseHexLdu+yCb0G2f5Oe2ztl1WjAACCLS2QNvWXiHrQwABBBBAAAEEEEAAgeNDoLah1p5d/Yy9snmBdSnsagvXvWxbSjbbxBGTbdrYN2U18BIVHDt4rM2ceKZ17tjFlpcst5UVK23v/sl5o6/jNgIIIBBXATJf4toy1AsBBBBAAAEEEEAAgWMsoEyTp9c87bJezErKtrszFjXYxWe8w/p062O5LivlaJbh/UZYbV2NzVky2/656H7rfEoXG1Qw6GhWgW0hgAACb1iAzJc3TMeCCCCAAAIIIIAAAggcvwINextsjju70bqda/2ZiGrra+0DF33IBhYNOuqBFynr9NPDXACmf6+B9tKKF+3xdY9ZZeOe47cB2DPTmbEoCBwvAgRfjpeWZD8QQAABBBBAAAEEEGhFgbI9ZS7r5Sm/xoL8AnvHjEstPy+/Fbdw+Kvq0L6DP6V1Uffe9tyiZ23xroXmTlZ9+CtiiVgLNDQ02MqVK+3BBx+0xYsXE4SJdWtRuUMVIPhyqFK8DgEEEEAAAQQQQACBE0jg4eWP2NayzZbbLtemjp5m/Xv2j8Xe9+nW2030O8V2V1XYAy//0zbs3hCLelGJ1hPYvHmzffe737UbbrjBrr32Wquqqmq9lbMmBI6RAMGXYwTPZhFAAAEEEEAAAQQQiKtARW2FP8OR6terW5EN7jPUcnJyYlPd4f2GW58e/WzVlpU2e91sq22siU3dqMiRC2zcuNHmzZvnV7Rjxw6rqaF9j1yVNRxrAYIvx7oF2D4CCCCAAAIIIIAAAjETWF261sr37LL83Hwb2X+Udcvi6aTfyK7nu8l+dcal+vp6e2nti7Z619o3shqWiaFAXV2drVixwioqKlK169y5c+o2NxBIqgBnO0pqy1FvBBBAAAEEEEAAAQSyJPBq8UK/5i4u6DK471A/2W2WNvWGVzvCZb/07z3Itu3aZuvdpMBjeo62tu4fxXzg4tFHH/VzpsyZM8f27GmamLhdu3Z22mmn2XnnnWcXXHCB9e7dO3Ztq7o+9VTTXENqyw4dOlhe3tE9sxbHEALZEGjjZpBmCulsyLJOBBBAAAEEEEAAAQQSKvDNx260JZsW2czJZ9uEoeNjuxcrNq2wR154yKYOmWrXn/Yh69WhV2zreiwq1tjYaBrC89xzz5mCMEuWLLHS0lIrLy/3QY3Jkyfb9OnT7dRTT7WBAwdaly5drH379tamjTu3+DEqjz/+uL3//e9PbX3IkCHNgjGpJ7iBQMIEyHxJWINR3XgIlJaVWfWeprGnHTt2sK5dWk6F1IfetuIdvuK5ubnWrWtnd3rG3HjsCLVAAAEEEEAAAQTSBOr21duO0m3WPq/ABvcemPZsvO7279HfCjt2tlXbV1nJ7h0EX9KaR/P0KHihy9VXX23Lly+3hQsX2vz5823RokU2d+5ce+aZZ6ywsNAUiDn99NNt0qRJNny4m1OnT5+0tWX/ruZ3+fnPf95sQ927d292nzsIJFWA4EtSW456H1OBxUtW2MrVGlu8zwYO6GdvPmtmi78QFG8vsUcee9LXt1u3rnbGadOsqFePY1r/sPEdO3ba8lWrTWNrlYaqusVpMr1Qz2xcz1uw0KXklltOW30pGWSDB8bjDA7Z2FfWGS+BJ14ttuLSGnfstbEzJxRZn27t41VBaoMAAie8wLaqrVbTWGsDXOClc4cusfbQ95e+Pfva8nVLbdGWxTay1yhr15YuTqZGa9u2rY0dO9bGjBlj559/vq1fv95nwigj5uWXX/bZMbNnz/YZMKNHj/YZMVOmTDHdVjZMtot+sPz1r3/t6xLdVteuXaN3j/i2zpy0bNky27Jli23fvt0Pu1LA6eSTTz7idWdrBbLRcKz8/HyGYGUL+Sisl79MRwGZTRx/Au1y21lZeYWf5E2d94qK3S5NM3P2y4rV62zHzlKPUFjYyf3RjM+Y1ZLSMnt54RL3x7zafajm2/RTp54wwZclS5bZth0lfn9z83IJvsT4bbrXjY5dv6PaVmyucGe1qLRdlXXWr3uBjexX6CaBLLSiLvnm4hiJKX97fostWVfuA7Yje3cg+JKYlqOiCJw4Aku2LrXqhhrrVhiPH4sOJp/XLs+GFA2xFeuX2ewNs+2icW+1dnl0cQ5mpiFFCmjoMm7cOB+I2blzp7366qt+eI+GKD388MM+GNOrVy+fNaN5Vz760Y/a+PHZG4KmeV7+/ve/+6or20UBHwVIFGA70qLgxapVq+xf//qXKcCkoEtlZaVVV1f7z+OePXuahju11o+QmjD4xz/+sc92/+Y3v2k9erz2XlLw55VXXvFDv4YNG2YjRoxocbvFxcV2xx13+AwlLScLtcmsWbPsLW95i3Xr1u1IaVj+KAoc+ZF8FCvLphCIi8Bgl+2yYMGrPvhS6f4QbnXDiloKvmx2HxqhdOvaxbp0Lgx3j/m1OrV79+41Tf3kL8e8RkevAo379zvs/9HbMls6HIFNO6vti7e+amu2Vrpj9MAlc3La2Nkue+SGd4y0Pl3zD3xBDB+pqmu06tpGX7PGxgw7FcM6UyUEEDixBNZtX2N1DXWu4xifH4xaagEFEjq7YUcaerS9otgaM31YtLRwKz6uTvJll11mmzdvzrhWZZ0UFBT4iwIZ4aLHFGRQRoNu61r3w0UTzeqix0PWQ7jW42FuFmVF7N692wcUFFRQR722trbZRYEGnbJZj+ta93XRa8P9hoaGVP21Pl3WrFnjH1u8eLE9+eSTqedb88a2bdvsN7/5jZ+PRkEhzfmiU00r+CK7aFH9td9hEl59h/3HP/5hv/3tb/3+K9hx7rnnphZRVs8PfvADP+eNvvdlKtpG+lSoOpOWgjXa52uuueaQM2NWr15tn/nMZ/zwrsGDB5sCWwq+aNuPPPKIff3rX7eSkpJUNRRA+Z//+R+76KKLUo/phtr0Rz/6kf31r39t9rjuPPTQQ3bvvffaTTfdZArgUJIhQPAlGe1ELWMm0Luol/+A3F21x6praq3EZbbs2zfcfRA0r6iyY6pdVolKe/eh2aP760enFZlv08bN1f8Gf8rX8ir6EAkfyP6BLP+3d68COHtbZbt+HxxmTtqH7cF2QR+YTYEU7XsbX4+Dvb61ngvbbQ3vEAg6nHW9EavW2vdsrqeufq89s3iH3fLAatvgAjAqen/l5+ZYXrs2tqdurzU07DUFLx57udhy3WOfvnS0FRbwsZbNdmHdCCBw/Avs3dtoldVl7jO10XJzkjFHXb6bm6ZTQaFtqdxktfXVVpjf6ag2lAIXmtRWQZGWOvd6PAQzjrRy+p6gDA1lQegSva11K4Ci7YVr3dZF31n0vUHX4fvL4dRFwSEFIs4666zDWex1X6tTSv/ud7/z89DoxRdeeKEPRGheGpXoXIkKbHz+85/3p6L+5S9/aWeccYYPRPzwhz9MBb4UkFBAQ8OIFNRRIEcBkFCU5dK/f38/nEqTDOs01soASs+w0XpuueUWv5gCPjfeeKMVFRWF1WS81nYURNLExionnXSSH8a1detW+973vmcPPPCAbwO1mdpR7aFlvvSlL/nbF198cer7u0xC4EXBOGUDyUIBs127dvlsmLe//e323e9+15+5SscfJd4CfEuNd/tQu5gK6A9mnz69bXvJTv+HstwNO6qtq/UBlmiVN2/eanvcB7JKhw4FNqB/3+jT/rY+/HaW7rISd6mvrbPK/eM5Fazp6f7I9urVPfVH+ICF3QPK4Nju5m4pdx9cdW55/UFWKSho7wNEfVygSMOdQtm4aYsfJqX7m7Zuc/Vv+gVAf/yXLlth7XKa/1nIcUOs+rgPmq5dDszY0TJbthZbxe5Kq3EfSg3uFwJtVx8QmgunwF2nF5koKBUt3Xt0t6Ke3a3YDQMq3bnLKtwvNnluKFDHjh2tT2+3bZctlB5I0heKEvfa0rJya3S3Gxob3K82tbbXBYDy89wvSK7emgy5X78+vl1U12Ur3S83zktFX5RU5L/dzcuzeMlyfz/6n+bo6V3UM2MqqAJuGk6m9dQ69wI3bCsvrynAlmlOn92VVbZ5y1ZX16bgmLYjq359+/hjaMOmzbanusbq3fw7Ola6uV99+ru664M5vdQ5502uHavd66vc8aJgXUFBvnV0v6T16VOU0T19HXG+75rElqwvs1+7wMvm/YGXLh1z7dxxPaxPzw5W2CnPdu6qsZUbK+yp5aVWkJdjnV3QJT34Ged9pG4IIIBAXAXq97rP1P2flbmuY5+EUuA+9zt3cMEXV9mtu4utZ6eje8YjDWf5whe+kOr8p5vps1ydZn1/1HW4hKBJeFzX4XbIdole63a4H7JoQuaMvnvptoq+m2g+P10re0MXfW/SJXpbARkVdeQVLFi3bl3q+5HqrNNQa5iRAg5aly4KVLRmUT2VxaHhRqrbtGnT7LOf/az/Phu+A8krFAVqlBGiaw2PUgbRrbfe2sx+5cqVfgiRAh+a2yUaeNG63vnOd9oNN9zwukN2FOgJRdsM37HDY+nXCtA8+OCDplN863vnhAkTfKBIvppEWFkvelyBn7PPPttvX5MfP/vssz4wp+eVsaPvv5p4+LbbbvOb6NSpk11++eV+Gd3WcwpMPf3006Z9/fKXv2yjRo3yc/mk14n78RJIxl/UeJlRGwS8wNjRw+3VRU1RbXXCy8oqXKCg+Yf9DhecUcdcRX9Iu6dlvugP8Oq1602TvxZv3+E/KP2L3X9+TGfPHjZ21Ag7efL4jAGAPS7QsmTpClvsgialu8qbLa/1dHAfwgNcB37ihJNsmJtUVgGMOS/Ot3UbN/nNhF8+dKe+vsEefeIZ/3j0vw4uQDBr5hkHBF+07cWLl9sri5ZamZu4NgRxtA3NazN00ACbOmWSDyBE1zdn3gJbs25D9CEbM3qkTRw3xv7z9HO2o6Q09auRPiA1Ee45s85wwYjXJvxT8OYVN1fNug0bfdBKAQ3tS3oZNKC/XfDmM33wRfv30KNPpF4XvnBouZVr1tkq1w7pZdL4sa7NTmtmr2DX0uWr3fYXuTYr8QGnsGXVV8GakydNsFEjhjZbrrh4u5t4+SlT4CQUBZxOd5Mcr9+wyV5dvNS3gZ6TofZ32skTbfLE5mOrd7kzbc15UYbrfbAm7IeW6dSpo40YOti5T7TuLnCkx5JYauob7dGXilOBl749Cuzjbx1m08e7jDMXaAllS2m19X9qg3uvtLUrzhxkndof2kdag8vSKquqty4d3BdgN2wpU1GbZn4m06tbfkwZYRXVDdY+t60LCua8oXXWuQyfajdUSfunSXopCCCAQDYF6hpdR90FYFTy2r3W6c3mNo903e1z813mYyf/ube1YptN6Nv8s/NI1/96yytI8bnPfa7Fzrk+j0NgJZqtEh4L13pOAQdd6ztFCLaE2+Far2+NoqyQBQsW2BNPPNHsO8PIkSN9Rsk555xjuq0hM2GoUnTuktaog+aZ0XAhDcMZOnSofe1rX/NzmigQpO/JKtrvUGQiHxXN3aIhRSFDRmdqev755/1yS5cu9fO6KACibJL7778/rMIv8/vf/96UNaL5VkKQJ/WC/TeimSQK8oTgloI5GtqlrJnoshompUBQmfuupuFGGl7Ur18/+9Of/mT33XefD14pSPLFL37RTjvtNL++f//73/bSSy/54IuW0ynA1WdQm4Sg0YwZM+xDH/qQD9qEOp7lso8uuOAC9118sV9GpwinxF/g0L6pxn8/qCECR11gYP9+Lkskx2VcNLpfDMrcH83KZsGXavfrQJmLyofOcT+XKZM+jGaTywL59xNPW6UbvpRe9OvE1m3FPitGH9qnuI54tOiXAgVSXl28zH8gRp8LtxUgUWBBmSn57oNrgMtGqXHLhTqF14XrTI83zY3S9MtIeJ3qpsDLcy/OSwWXwnMKZigDZemK1S6DpcrOO/tMH5AIz9e4YFT6dra6jBBlfCiYES36BUTBqcEukHPypPH+A077NG/+Kz7oo3ocrCgbJNdNxKfiEmxTH+Lpy0SDUNHnNCeOW6xZWeIyZJ6dM9ebNnvC3VF9N2/Z5j4EK/yxMdIFYEKRY72rb3Tfq9yQtJdeXmjbXOBNwaFQVJ9Sd0w9/fyLdtLY0Za3/0uHslwefOQJn22k10SL7usYbDoe6uy8c1zQyWXjJLGs3VZljy4oTlX90+8YYWeMLzpgUt2+btLd6y4cbi7ZyQo7NH2c1btAxc3/WGnFJU0ZYFpJOxdgeb8L3nQvzLe/P7vRXl25ywczFBAZOaizXT5rkPV3AZ5Qqtx8LPc8sc5eclk1oeS6wEf/3h1t/NAudrari4Y5Haws37zb7nt+s23asttq3BCqdi5oMmRAoV13wbCDLZZ6Ts1734tbbO6SEvclrtbq3fHTPqetdXf1PP+UvjZ9bI83FMhJbYAbCCCAQAsCCrwoizRJpY0LWHQq6Oz+NudaceVrnx9Hax80AaqGyiSlaLJZZZsoQ0NZO7qvoIaG6Sjz4swz3Xc3F1CKdugViGjtrBcFG771rW+ZMky0rU996lM+00bflVQnZXio6HTYd955pz/7Usjq0eMKPIQAjU6j/eEPf9huvvlmP//Lhg0b/PwxgwYNsq9+9as+yKLAiIIbWp+CNk+6IVRvfetb7YorrvABH60zWsJZlpRVpKCJhjL98Y9/tL/97W8+IHT99df7SW+1jOqrfVm7dq13UvbO1KlT/RmlbnMZLMqcUdH8Osp28d/z3VAkDUMKz+l032GbCkqpaIiUzkyVftpvBYJOOeUUf1pwff9UHSnxFyD4Ev82ooYxFdCvDv1dAGa9y75QIERDZdTBDgGWUncmIV1UFDwZPWKIvx397/Enn00FXnJcx2r6tKnW12XPlLiO94JXF7tOV1M2y/xXFtpJY0b64ShheQ17mecm/Q2dcG1DWRLKvNBzy5av9OvW8xrOs8kFOBR8ueCcWW6oSpVfjTIuFrgMEtVfHfyLLjjXfZg0/7Ogx3u5dUaLsmzmLnglFXhR1P/UqVOsc2EnW6izCLksD21XQ5IWLVnqTq09I/WLynlnz/QfPGvXb/QBFG273AUNauvq3dCjnm49k/yvQ088/bztdqZazxKX2TPRZaHkue1oiNVil+0TAi/6sjDOBSg0REfDjNq51+g5DfMpLOzozJo+jLQfV77zbandeOTxJ91QrUrXoW9jY13mzbixo1LPhRs93XCoaACjygXJVq5Zmwq86JeXEcMG++DQuvWbbfnKVb6+2vbi5SvckKLevk5an4ZhXeG2v9cF6x585HHXBm7SOxeI2uYma9avSfLTul5dtMyWuGX1xUPDilasWGPjx432VZo772U3drnJVu09xGUFTRg31v8C9LLLwlrjAlX6ErLEtf3kieP8NsO+JOl69rKdpgCIypRR3WzS8G4HBF70nMIf6dkujS7T5N+vbHft35Rxptcpu2XimO5W7k7vfLvLlHGHVKrM31Bh69yZlL581Vjr5c6apFLpMlWWb6q0ueubD4+zFaV2zzMb7Sdu2NN3/mu8TR2WeQ6nF1bstJ/cvbxprprIthZs3G0vrilPBYpSlUi7Ub6n3r555xKbs7ikWV39y1ydnnYBmfeeNciuPntws0ygtNVwFwEEEHhDAvWRzJcdZSU2pPeQN7Seo72Q5p3T3/cu7Vt3WMzR3o9sbk+d/F/96ld+iI/mINF3DQWOrr32Wrvkkkts4sSJ/vuavmNku+j7igIUOuuPigIbzzzzjM/4ePHFF30wIwRWNOGvhtYo00P11PcmlfC8MlsUuFGA4tJLL/XBFwV2wjAhPf6JT3zCznLZIjoDkbJjFLBQEEQBnD//+c/2kY98xN797nensmq0/uCggIhO0a3JlO+6667UfC4aPqQMFhUZaoiTvhsqCKSAifoKWnd0Embd/tnPfuaX0X/hRzltQ/umDBsVTeCsoiCLnmsp20lZQdHMIL8Q/8VWoHkvK7bVpGIIxFNAAQEFX1Q2ujk7xo4e4Yf66L6GxpS5uWBU9EdRc8REizrKqVNQu+Eil1z8FlN2jIp+G9eQmX+5Trpeo06/Ag7TXGAilIcfe9p39HW/W9fOdtnbL3Jpoa91BnXa6Pv/9ajPnBl/0hg3dKkpc6aoSKe6azrd3Z6aOvfHfJlfZVsX/BkyZGAqy8I/mOE/BUPWuiEvCjCoaG6W91x5qQuwNK1TQaL7HnzEFFzRaze67B5ldvR1c7eo+Ne511btqXEfUCtc4Kfpg6fQGZz/5lkpgy5u2M3td9ztE08q3bb2uU61iuaV0fwyoXzgfVf5oE+439K1PrSGuqFXoeS7+VlcN1ufrO4Dv0uz58Jr0q81L8v6jRpR3lROnTrZZp5+qr8zecI4mzO3pz317Bx/f+WqtTbNDf9RQEhFQ8A0hEolz/16pOCLPvgVuDrnzBluqFBTZk9Xt9/17gwTyzU/jSul7suDv3YBuQ2aM8Z9UdIykyeMdcOxZqQ+jIcNHWTPzZ5nc+bN9+7PzZlnV13+dr9s0v5bs73p2FK9L5xUZB0OcTiRXq+vi0N6Flh1QY7tcEOLyl0gRYfO7KU7bYULtHR1c8P0dMETnXFoa0WdP65eWL7T1rmzKYXgi4b5tM/PsYHd2pt++9UwpRr32J5aN1a+YZ8LFtbZ929fbN+8bqKNdZkz0a+oOivTbQ+ttQ37M286ts+xfp2bToW9o7Letrh9y81tOV1cw4t+ds8yF3jZ6TsReW5IVa9Cd5YLl2lT7TJotrosmOqaRrvjqY021J2metbE3u54iNZAChQEEEDgjQv06NDddFHHs3jXa595b3yNR2fJBjdBsDJ2ehc2/751dLYez60o2KK5UZRZomEv//znP/2kwAq4aMiNghG6KPBxNIvqpaFGyjwJRcOMdAlF39v0fScEJ3QmIJ3qev369amgip7XRLnXXXddKjNEc9QoAKJ5VjTBsb6L6ljW+iZPnmy3uSwUBVyUvaI5U3Q2JQVENNxJE9xqMl9l/yjooWVVlFWiH/vuuecen9kS6qhlNWxLWTkKvOj7vgIoyqTR8srSCRPmnnrqqT6rZ86cOX6byoDR+hVY0US62ofzzjsvrNoPXQp3QhAo3Oc6uQIEX5LbdtQ8BgJDBw/wf+CVaaEsD83vok62IvEV7g++Otcqw/fPtxKt8nLXOQ9FQZwiN79LtGj+mL5uMlZNxKuhTcoCCUXr31naNGu7PngUaFEAIVo0V8s7LrrANrtJdYe7eUBaq2gojgIqoYwcPjwVeNFjmu9l2smTfPBF9zXkScNhQvBFj6UX7cMgF5iIvqazC8YoWKFhUnnuVJfhg0fXbd0EsyElerHLtPGT8rqghTJvWvplIH2bh3tfH5A6s5UydVSUfhsNhukxZa9oGJGCRfqyoAwhTagb6q7XpBdl1wwdMsB/wdBzard+7hcaTeKskuuCWyql7jio2h/w0kS9p049udm+ar9HuOyqhS7TSMPYQtDGL5yw/9Zta0rNVVSjV+c8y3FtfqglzwU2vvm+8e49s9fufGK9/XOu+2XPnRFp5abd1tXNuXKlyxh507herkNRbX94eK29tHqXD3K8tKbMpo1peg/2dqes/q8Lh/nAjc6oVOvmoNlZUesmqK60JxaW+MDKZhe4+YfLghl8+WjrmN/0UVrvtrNwzS5b6DJcVDq6QM/15w+xMyf19tk381eV2h2Pb7AVW157L0f3S9/x5rusmVfWVfgvZAq8XD69r82c3Nu6uSFT29wkww8/v8kefmWHVbmg0sPzim3KiO7W1QWTKAgggEBrCeS0zbFhRaPtxY1z3WdJ04kFsvXZ2lp11noaGurdZ2+j9Sns05qrTfS6NKeLMks0KasyKq666iqfwTFlyhQ/v8qxyJjQsB8FPu64445UFrOQFYTQHCoa7qShNgp2KANGQQ0Vnc1IAQ3tj+ZbUdE+vfe97zXtTyj6fjZ06FC/z8qY8dndbl3KJNH3dWXBKMNHc8GsWLHCD79SEEbDfBTYufHGG/1wJU3Kq3WpKFCiOmtOl5BNo8c1SfE3vvENv25975s1a5bPoNE+qGj7CgCpaILdD37wg/7sS8q80bAoFdV10qRJfm4d/8D+/8I+KssnDEuKPs/tZAoQfElmu1HrmAhoKItOO62z2KjDq2wQTZSqs9ZscXN/hKIJb9NLyHpRx7ykpNRecpPuphfNJaOyz/1BDxP36r7ObKSJPFXUEe/hOvAKYKQXDZlpzcCLX7/rIZaVN32Q6L6GyqQXBVK0XwpY1NW5Wfbd5WAl330oyjEapNB+nXfuLL+89q1du6ZsAU0q26tnNzeUqin49MzsuT67pKebzLirywDqXNjZhg4e2Gz+nYNt+1CfUwBMGUih6ExIOiNVtCgDoa/LXlq5an/Wiht2JoPofkVfr9sD+vW2Tm5itVD0BXesyx6SoUrInFGmjIZmqSj4tmzFKn87+l+l+3Lg56lxD+5xr09q2eom0lVRIEWXEHupdZkf63fssfKq14YUhX0s6treBrj5UDQhbV+XsaLS1Z0hScPKGl0bVNc02KWzBtpFp/Wz9i4I0797e9v5phoffNFrt7rARigKegzq1ZSxFB7TtTJgThra1b76p0VW5zJgNrnsluJdtTasT9NH6R63jdkrdrn2Ub6M2UXT+tqVbiLgkJlywcl93SS/efbp377sn0//Txk3S9dW2JayprrMGt/T3n/RiFRwZ7Cr04g+nWyN2+6KzZX2opu7Rtsk+JIuyX0EEDhSgRG9Rlp+Tr5V17q/uXsq3JxZRzcz4nDrX1tXY7urK9xnQDvr1r75j1GHu67j6fXDhg0zXeJSFIi4/fbb/UVzpCh48rGPfczPkaKARd++fX3gRZkg+gFTAZcQfFFgZMyYMT7wEoIROs20MmKi34GV9aLgigJOCtQoWKLvYTr986ZNm3xWi5bR/DWjR4+2IUOG+CFCGvKkgNC6dev86aX1uDKEVDTxrc5iFIY56YxDCo6Ei16jYUmadFkT+IYSAi+6rwwkBYIUYHrXu94VXtLidfgBV+vQ9l/v+2SLK+KJWAkQfIlVc1CZpAnoj/nIYUN88EV/FHUWn0Ga1NYFX7a6oTYqmkNlYIZTTOuPsIqW05l21qxvGr7kH9z/X6M7fbKeV9Fwk1C2u2BNKAX57Q84PXR4LlvXYc4Yrb9LhlNQK4CguW8UsNAHla4PVhRY6eJOJx0t+iDVGXvSizJFZkw/1Z5xk9Hu2P9hpEwTXcz9iKAPXWXDDHEBmFNcBk7XLq0z9lsT4oahVqpTF5dlk6ko+yYUBclerxR2KvRDt6Kv0xAsXaJFH9hhnhsF4p57YV70aX9bx0p4TfiCcMCLEvBAo8sgUWk69ptu636pG+5zx+PrbPG6ct1tVs6f2sfe8+Yh1sEFVjKVPm7ozykus0WBFxX31nWBlC52tcuEURnW77V28w9E/tOZkXa6OWQUlJk6uoe7znHBF3eqcz1eUeOCL01tpcl+N7j5Y1T0t+GKmcpoap61c8qo7u7LZq4Ljh0YkKxygZRil2ETJnm+4qzBqcBLqE5nF1A6/aSePvhS44Yo7XFDkCgIIHB0BPQ3KXSI9FkT7fDpb64u/vPPfQYmvQzvMdSKuvSxdTvX2K7dpbEPvlS4ANH2sh1uaGk3H4BJuv/xWn9NVnvLLbf4SW911qTvf//7NnPmTJ/lkp5dpQCLhu2EoqFCCr4oY0UBJU0U/MlPftLN79f8+6OyeRSUuffee32mitahDBadGUmBHJ0ZScOvdOpmTaKrQIoyaoa7TO6wLg1D0lAtnapaJQx90m1Nsjt9+nT7wAc+oLu+aO4XBYo0BCpadKajUDS5seas0dCng/0oF14frpX5oj6D6pBuFF7DdXIECL4kp62oaQwF9MVrQP8+voOlTJTVq9fZWTNOc0MCqlNZEv379c34x7LAjR8NmRThS9vBdlGdxVA6uQ+JUGrralOR+PBYtq/1waYzGqnUuUBAphKCRfqAidY902vl2KHDa/uU6TXhMX3wDB821Ia5oVSaV2Xuy6/6SWhDsEHBh50uY6i0TJMV19tZZ05PzcMT1vFGrpVRkR+ZjDgMP0pfV/RU0rkuo+f1igJP0S/wLb0+x33R16TM2s9oB6Cl1x/OB3tL6zhWj/dymSubi6tcJ2evCya9FnRscF88Stxwn01u4tz0UuECIWFeoPTndL+HOxvS8L7NAywDenawj7+96Rcqd5Q2W0xnK7rloTU2z80Hsz/+mXpew4tUdEpsBUBCUdBoR3nT+6LADTnq1vHA9tdZj/q4rJs1mYIvbpLhHW7/Qvn1Q6t95k64r2u1/fri1zKwNuysshHuLEoUBBDIvoCGS+jsIiqf/vSnfedLc0Ho77LOovKDH/zAXy677LLsVybLW8jLybMzhp1pq3estM07NtnwfsOzvMUjW/2e6ior211mUweectR/kDqymp84SysD5Sc/+Yl/vyjD5aabbjKdQrml70D6nqXhPqFoCJWKJrj96U9/6m+H4Ii/s/8/fU9U8EWT8GqbCrwoWKozOCn4oiwSDft54YUXfBAkfF/S52sIsoRAh4IsuihwoywdTdqriXV1W5k0CiQp4KLTQCujJawr1GfAgAF+/pe7777bB3M0abDmlVGwJlNRoEjDkfS3RnPH/OhHP/Lz8Wg9BF4yiSXvMYIvyWszahwzgfYu86RHt+4+C2Onm9xLEWpNphvK2FGZv7AUFRX5sxLpdePd2XomjBvjT08cloteK3hR0OG1TIgiNx9MKBripFMQ60Mj/Y9+eE1L1/pRPiyj5ZVRoaFUr1f0y4DmcVHR2Yd0KuhoqdxfHz2mQE07N2fLwYqGhoRhRQd7XXhOHm3cvC+jna0uDf+fvesArKO4ttdW773LaraKZctd7r2BDdgB0xLAlDTSKCEh4SefJITQId0JhACB5Ifei7GNC7j3bku21a3ee/e/Z6R5Wj2r2WpPT/fCet/bMjtzdvV25sy95zayeCqn5T5zLpW1ZjIYV+h4sM5HShqnao6hCLP6oRxju5tbw0R0+R2t8eJ2M3i1lDC5A8LN3LOhqDXDFcrwZc8dfZ2OylT7umOmWk90ZeFehGeBUEK40xVLFxJ0cTqzkUN45hUhPyBfYHksMItwH5AWDhyCNJq9TJpY+BYGXuY4kyQ9MQdOK+3WgXAvnj2jIbTp/R2Z9HfWg6ltzbiEQ/R9RjalzgzPA7xXYEhjbcbnmE6zx74ODERTVWvbsPuQIdV1B4erTfyYiwkCgsAAIYD3ivZ8QXpYkCw6/SsGa9inB28DVKV+vcz8qLn03tG3KSMvjTWnYinQK7Bfr3e5hTew1ksa1xG/5jPCZ7LGVvf9mMu9lpx3+QgUFxdTeHi40jb54Q9/qMRnOyNecBWEIV155ZWUlJSkyIiIiAh1cfSdEFbUleHvEimncawmLe655x5FkLz//vuKCEHIkPYW1mWBqIH4MLRboNECchVkyRdffKH+1qEtAy0aGFKLd5deHNeHSDC0YkCqQCMGYr4/+MEPKDExUYVYgXCBF8+2bduUAHBhYaEqH4Tuww8/rLx/Fi5cqLbJP0MfASFfhv49lBYMMgLOPCgOYe8XHQKTdOacCj9CtUA8QAOkI4scFUInT51Wu/I4RGk8ky/BnC65JwaCBJ4zNfyDjRm3w5yWGpop5qEq3ZWFMjCghz4IdCogpBvPGZu6MrxI/H29WdMmRx2G1NITJ8SbSBt0PA8dOW4qwol1Z7D0p4G4QSpnLEXF8fTiv/6rLodZkyb2hOnIcN+ooMWToJxDluDJY0wrbX4OXt7ACx0FtBHZrLJZzDjUEFKGFN95TAJp8/bumnzRx/Vk7cGxyRBzRuhTA7cJ6bwjwqZ0WeeelGuJx4T7O9Gu1ortOF1Mi1grxZU9Sfw5FfT9a2JNVa5k75Flv/jS9L2rD7hvmkDp6jiVrWhzhiJebDjMaB6nug5iAV57e7wuOesREzLv7c+leiZpzI0vwc+IrQopgn6LDh8yP66z78iw5GMQzx3LHi2BHl0Tl0HeF2vTdFa+bBcEBIG+QwCDqAMHDii9iZ6Uihl4TM5g8kIPBnty3mAe48HaKYuil9Anxz+krPwMFkD3s8i6F5YXskdgOsX4xVI0a9VAlF/M8hCAtwcyHCHcCEt3hvc2wnQgvouwm6VLl3Z3Srv9mDQzGv721q5dq8gPeL6kpqYqLxj0FUGoYAHxgrAgECM6BAlhSatXrzYWdUmfI5g0+t3vfkfr1q2jffv2KW8ceLTAUEeQutp7G9vw+4DwKpBPIGrErAuB9k+ldbVNWiMIDAgCjpzdx48zFeHHEj+eh5gIgVcEzN/P16SUbl6ZqKgwpWlSzCEyEN/dtmM3xY6OUgK27qx/gh9khLBUcNYbTLbrVM66nCmTxhPSCcNSWWtm87btFBcTrY5zYXdIZAOq41TS0GcBwQJRXnNzc3VWhEIJlam67z90VHnfBAcFsHdFi5eFdtmE0C0M5EsUZ286cTKZSYAG5b2z5csdNHH8ODVDkMbM/vETLaQSjg/g1NbARxvaxFVjzQxet07bY43wpTr7Fh0M6OR0NlCGtktefqESooU3CEJ7oC9T31DPafnKKLk1RTOuh3vS2ayKDwv0AjdYGnvL7DvoqlKFe/DLuZlHzTXsUQSSBVo0uqOMVN44r6CwRewX92xm4hTyZWG4YvZ62rn3gEmbx5ePhQCwNjwbOoSmmT9rAzlUV9fS7hHs3WFvCG3Sx2AN/ZtgFufFs4KyQHrVcYchdgxnm2KMdZYthLIh7A3Zs3S9jeUMhc/TR3vR61v43vBzv4u9P05nlhO0Unpj/Cj0yI6nl7Lrekvoz1VTA+ibKxhfJn20VXOY0SeH8vh501va1ggLQ3amdCaF4AEDnRhkPDI3pKvuyFyZuAHRoy1qlBvdzVmXujIP1o8REwQEgYFFAIMxzJhDvwIz810ZRELXr19PmZmZagYbA8nZs2er0Ak9g97V+YO9b9HoRfTV2S2UnpvBoUfRnHnNsoR3a1lod/vRbYxtDU2OnUw+Lm39jcHGTq5/MQLQWLkUgycK/l760kACIRU0DISokXxBH7evDX0xhEpBvHfz5s0qu9Lhwy3C+0bPG4QvQc8GxAsIIAj4ilkfAhf3Cq2vjdIiQaBfEcAPtSd7JYAIQHpgEAOaVID4LrwlOjIMlufPmUEffrpRDfJzOFU1sh4dP5XE7DtnaWFCAd4oDTzAxiB+zeqr2hWTMG4se9hkqnAbZLg5nXyOsthzBeXa8AB+BG+D0G0jC8VGhIfSssUL2p2PL56cmcmXB+m57HkDogFeG5s2b2Niw4VG8kASWZYQ0pMQH0eJ0yap89FekDNjRofTqaSzqq1Hjp3ijmW2GuxXcHwuiAuYk5MjIRW1ztiD9Mcfr/9CDaprODQJYU6wCiYMsF2HyixdOEelaFY7zf7JLyikDV9s5VAmO0VUjOCUmKjTBU4vWcvlIcW3tqBAfxYEbiNA9HasJyaM5QxTR1X9kakKxFPy2XNq5gNDY5AiwHLl8sWmcCN4FyH9dRGnfQZeSC++YdNW1U6koUZabRjqMzY2mq/dknEBXjW79x+ijMzzaj+uB8NzcpC9hHTacYj4rr76CrXP/B8QUkhlDV0heOrAW+nYiVOKQEJ6amjCoLxGJrfw3Ny4ZtUle0KZX3Owvo8Nd6epoz3pwNlS5WHy+7eT6P4bY2kap1Xub8vm7EXaRvlzZi0W6jXa9hMFnHr6Yq8XHGPLnjLIuJSeW0UXWP/l3Z3n6b7V0cbTqYbJm+z8thh2405n9nxBmmuQcNCv2XuikOazuO788W1hhsbj5bMgIAgMDgIYJEGTAZ4vSE/bWQgE0thCm2LLli1qthu1xUAMIUvQjBkK2jDBHkH09UnfoL/v/judyjhJibHTyc7Wckjf7ce+pJzCHArzCqe4oHEErRoxQaCnCIDcwdLfhr97EE/QhUGoUglP2CHbE0Kf0FcEKYs1FpC78JwXs04EhHyxzvsqrRpgBPw4DAeeCSBfNPEC8gTeDxg0d2ZIA71o3izazh4sYN8RL47QFXNDmfB2MHoyIKvO0kVzefC/jdMut8SHYlCvB/bGMrzZWwNkgbkXCMqbPWOK8vwAcQASB0QIFqOVV/E+w/nwrEEmoZKSMkXcoH4QuTW3SewNE89pk/U8Qg0TBiCZzA1t023APk3KdHRcCYf7gHzozoDPtMkTOsyYhHPhrQLya9v23aoozHwUFrWQQbpseAzBu0cb8Jo1Y6rSlEnLyFSYoC7G+oB4iRkTSRPGx5s0fJqZGCpgbRzo0pgbcNekTR2HkXVlyNx0w3XX0NsffMod/3JFsuCZw2JudUz4XGoYmnkZg/XdndMx3zQnlA6mlCkSIoXTS//8xaO0YmYILZ7oR7EhbqypYsPCuy2ZhYz1hBZuRauYbWVNI9+jFi+TugZOkc6ivNqQhrojC2lNU419b+84T/Mn+FOYrxM/B8205Vg+/f3Dc6QFd6s5BOlUVgUF+7kQ0kC7sZfLMk4PveMk/z3yZd/8MlN5vtyyIIycOMvSmZwKeuqtJE7d2ub5ZKwDRJ1nJgTQtuOFdDi9XInv/vY/HB8+JYBWzQqm0QGuiuAp4oxIKCvc14VCuW5igoAgMLAIIDQBYQnZ2dlKaBfaEuaGd/qmTZuU1wvenwgzQOaTV199VW1DGMLKlStVlhXzcy3pO0J4EkIn0qTgSXTg9D4K8x9FoX5hFlHFoyk8aZKRRA62jjQ/ejHF+l2aV4VFNEIqMawQQFYl6N5g0eMFAIC+o9jwQKDzUeHwaL+0UhDoEwQgxAq9Fgjfap0HhOnAs6QrQ2gRSIywUaG0Z/9Bjj0tUa7MLamZMWhsEaKF3kctd+RAemjDD3Uw68ncdP0q2nfgCAvNZiqvB7gwgkTB7zhEaaGHAq8cpEp24FAic0PZt99yA4ct7WSCoFCFOqGjCMM1QDhglgvlGl2kce01q1eqlM/QH4EOCV4ktny8A3v7zJ2ZqDxujNdDexEO0511xfhjgOrHIVQt7eQAoZaxtQpTsmEvGBtubxDHyUKHJijAv8tLTZ82mbw82cPi8FGVeaoltTfazQKrjB3qYR47Dm+YG6+7WoV8nUtNY88keJq0EGM4fgwTLzO5XCNRNoKJOIQvddd2d3fXLuuLnUi1/e3bv650dU6xtxM8o0DaXWh98EYyBrjnyII1VI1vMcVz6NFNs4Pp0wN5VM4kShUTFm9vy1BLV+3695Z0+vtHZy86ZG9KKa345ZdqOzxLdj67+KJjsGHcKHfy4MxIZdWc9pnJnZt+t5OfKdaL4Toh+5Idi+XOTvCjnccKOLyrkV7+PE0ta5dH0vc4RCgmwpOmj/GifedKFXH0EmdMepnFe8FAwpsFf1PuXH45l9+RRQQ40/LpgZTDWZMgNlzJ4UsfsAcNFnO775oxdN38Ufz3OdJ8l3wXBASBfkYAWgyff/65EslMSUm56GqY1YauBN6njz76qCnMATPb2Id0t5999hldd911F51raRt8XXzpmoTVlFeRS5/s+oRuXb6WXBw7F3zv7/o38qTI8dTjtPfUHvbwbaSpEYm0atxV6ve1v68t5QsCfYWAEC59heTQKkfIl6F1v6S2FowAyAYsl2P+fj50zYpl6lQQOJWV1UqzBWSCK+uyYMDfmSGsCR4cWOAxUs5eECBC4OUC/RBXJoa6y2CE8q++cokiEeBRUceEAjRjkDHA2dlRpYE295pBfUAwrVi+SJEu8L4AeeHi7Kr0YkzuLoaKI2znzttuMmy5tI8gNCZNGE/jxsax8GylyvzTxF4luq2YUUAmoI7q2tGVkOkmNpoHzEyYQCsFIVMgkPBChBuqG4dfdeS5hP1zZyXSnJnTlCs5QoCcOFW2kRwzXg/3aPmS+cZNvfoMHEDaYUH2ozIWokMHH3XHtXBfjORPry42SCf7uNnTN68aQ+Gc3ejTvbmUWggtm5Y028Yq4V64MZnhzcK00AlC+ufeWDino76LiZS3v8qirJJaRZg0sdcLSoV+y6IJfjSPvWFAvnRkYf7OdOvScNYhGkH7mfABYaNmt5gkxPmzo73Inr1uPtmV3dHpatvVM0K5Tfa0eW8O7UsvI3jwaFLXeFIuEzT17OrThXOd8XD5LAgIAn2IAMQwIQCKTCgII8L7x2jIYILUuCDlkapWG2a8IyIiFPmCsKShYnH+cTR/9EJ6+8hbtH7vZ7Ro0mLydu//UFBzfOoa6ugYe7wcTNpP0HuJ8I6gWxNv599cGdKYYyXfBQFBwPIQkF8qy7snUqNhjgAG8J0N4ruDBp4tfkzkXK5hwI4QpUs1DIAREjNQBkIEYV59Zag/CAssl2I4z5nvF5bBMugDGQWNB6se/XFdCNCunj2K4sI86DyHHlWxgG1RZQOVszeII2sSebjY8uwrE4yudhQd6s6u5yNpbpwPhTAZ06XxfevMoLty1YwQimTSJz27QoX+1LNArpuTDQX7OtOUWB9qYA+Wu5dHMDnJnmlcDzvbERTNHi8wkC6JMT7k6+5ISWmlVFTB3itMnrizMK4fhzRNivamTG5LBGu7OHHo1CgOJTI3lLt0UgBNjvKiw2eLmYytp2JeKtn7B3VxZu8bbzc7imEvHXs+VkwQEAQGB4Ebb7xRhR1t376d4uPj21UC3plVTOgjVa3Rm9OoMQHdh6FitkxuLIheRDnlObTlzBf0JYvczhg7k4J8ggasCdV11Uy6HKATqcdYe6uOfF196a5Z36Fg98ABq4NcSBAQBASB3iDQTQ+1N0XLuYKAICAICAKCQO8QAE8SxyQDFoSYQey2gQWFQXLYM+mBDENG+mFcuAdh6Y25ONqwqKQPTWaiBNeDbgwIEXsmPeAtBRmZm5dGqlAkhDDx/2q78Zogb7CgrtCIsQNJ00qUeHE6adQRbcDSmflw5qQlUwJb283i2XxhLo4JH/bM4rrYdnFuZ2XKdkFAEOg7BCIiIlS2o23btqmUtcaSQbggxCgvL09puul9yCCIBQbvmaFkPs7edMu0W6mivpIOZOzlMOU6mjthAQV5B/Z7yE9mQRYdPnOAMvMyVKhRkGcwrU28g8YGxA0lCKWugoAgMMwRkEDxYf4ASPMFAUFAEBgqCICIcbQfqYRt4aECr5POqYvetwrkhgtfB0K6jiyYC+IFBs4D5Ae0VnCM3t7RFUG6OPO5mnjBMS3E0cguiRdjWS3t5hBE9vKBHg3qJMSLESH5LAgMDgIIcb3rrruolDP5IaU0TGumIQwpKChIhfNCeFfbuXPn6MyZM+prdHS03jxk1p5OnnTv/HspLjCecotyaOO+9XS+KKvf6l9VW0Xbj2+n9bs/prTsVEW8RPpG0g8X3EuJoxL591eGMv0GvhQsCAgCfY6AeL70OaRSoCAgCAgCgoAgIAgIAoLAQCIA0gPpn99//32V/vmpp55qF+7TX3WJjY2lmTNn0u7dLZnz9HX8/f1pwYIFSnT3ySefVCLxfn5+9OGHH9KJEydo9OjRdMUVV+jDh9Tayc6J7pt/P/17/7/pQOZe+pRFeMeGx9O4iPGsV+XOxHTvhhdIOtDQWMchmpl0IPkgFRTnKnwc7BxobFC80niJ9IwYUphJZQUBQUAQAAK9+3UUDAUBQUAQEAQEAUFAEBAEBIFBRADCtsePH1fExpYtW1iIvJ4ef/zxASFfkAXw2muvpf379yuCRcOAsKPFixdTamoqffTRR/Tss8+qXdB8mTJlCv3oRz9ql0FQnzdU1j4uPnTnjDspnj1gNiVtoEPJB+hc9lmKDYvjdNTh5OXmRc4OPddDgzB5RXU5lVWVUQ6TLecLz1MOhxohmxEyLgZ7BNHs0fNpftR88nfpOpPhUMFQ6ikICALDD4ER/GPH0etigoAgIAgIAoKAICAICAKCwNBBoKCgQJEen376Ke3atYvwHbZmzRqCt4lR6LYvWlVXV0fvvPMOBQcH07Rp01jsu0UwG7ouW7duVSFG2B4TE2O6HOq0b98+ysnJUVovvr6+lJCQQPCYse2lh4jpIoP4AZkRzxWdo02nNlJyYTLlVuSQs6Mz+Xn4kb9XAGfgc2a9LHsWRLfntQMTKfYqM2J9Uz1rxjSwiHgdZ4VjIfWqUiooLaCi8iLObIfMg81KR8bb1YfmRM2l6eEzKNY3VsKMBvFey6UFAUGg9wgI+dJ7DKUEQUAQEAQEAUFAEBAEBIEBQgCCtZs3b1aeLocPH6bCwkKT14m7uzv94x//oBkzZvS7COylNLeJQ2mQAQmEELRirM0q6iqopLqEUopSaUfadjp2/ghd4P+QJclmpA2Lo/PC7R7Jn0GsNHGYWFNzkyKsEDLWwGSM1ssBNoE+wTQpZDLNCZtN4ZxO2sXu0rIRWhu+0h5BQBCwDgQk7Mg67qO0QhAQBAQBQUAQEAQEAatGIDs7mz7++GNFuiQnJxNEbUFkgNRwdnZWHilRUVEUERFhUcQLbooiH5iAsFZzc3AjLKGeoTQ3cg7lVLIY77lNtD91H+WVZveo2fCMGR0YQwvGLKT5YXMVcYP7O6JfpdV7VDU5SBAQBASBPkFAPF/6BEYpRBAQBAQBQUAQEAQEAUGgLxFAmE9FRQWdPXtWES6ffPKJStscGBhI48aNU2mc4fmClM3IOvTcc8/R/fffT2vXrh3Seip9ieFgl9XY3Egpxam0K3Un5VTktoQZcahRfWM9hxvVkYerFwV7jaIY/zga5xdHvi6+g11lub4gIAgIAv2GgHi+9Bu0UrAgIAhcEgKsPgUX5RGt6Xwv6Vw5WBAQBAQBQcBqECgpKVGpm/fu3Us7duyggwcPqnCduLg4mj9/PkVGRtL27dsJKZwnTZpEv/rVr+iVV16h8PBwJWYLEVwxy0AAYUcxvtFqsYwaSS0EAUFAEBg8BIR8GTzs5cqCgCDQigAyU5w4lcxpQivI29uTxsXHqthwawEIsf5Z53Mor6DwoiaN4C1RkWHk7eUlxNNF6MgGQUAQGE4IIGvRoUOHVHpmEC+nT5+moKAgWrJkCc2bN48mTpxIEKx97LHHVErpWbNm0QMPPECenp6ELEcrVqygMWPGDCfIpK2CgCAgCAgCQwgBIV+G0M2SqloXAslnU6i8ouqiRsHxw8XZSQ3Gvb08ORuC9caI68ZnZmbTth17lDu5k5Mj+fn6UFCg9aSSbGxsojPnUunoiVO6yYb1CJ7RtSUvHjyI148BFvkoCAgCwwaBrKws2rBhA23cuJFSUlKUgC50W7773e/SlVdeSaNGjSIvJqirqqoU2QKiZebMmfTQQw9RdHQ0PfLII0pTZdGiRQTBXTFBQBAQBAQBQcASERDyxRLvitRpWCCw9atdTL5UdNLWESwiyINyTkO5YO4smjB+bCfH9W5zamoGfblzN1VWVZODgz3dfsuN6pq9K/XSzz7FRBRi+2E1NbV0OvmsVZEvFy5c4Nj2RrV0hE5DQ1NHm2WbICAICAJWjUBxcbHSckF2IqRrxm/lhAkTFMGybNkycnNzU6QKiOnKykq1/YsvvlB6L8888wxB++XkyZP0xhtv0NKlSwnki5ggIAgIAoKAIGCpCAj5Yql3Rupl9Qg0NXGaRV60aa8HdD5hHKmiBuufbdxCdyjFswAAQABJREFU55gkuWbFEvaC6ds/2eq6eiqrqFSERyNfUF9b12mg1gljY+gce4bUNzSQA8fqTxgXN1CXHpDrwLMFBJrRm2fvgSNUUlo6INe/nIvklNbSf7ZktDvVlgnBSH9nGhPoQl5uDuTiZEseLnbtjpEvloFAPt+/5qYLisR153vkaG/9HnSWgbzUoqcIZGZm0oMPPkgQzPXx8aFVq1bR9ddfT4mJiUrfRZeD91JRURE9/vjjtHXrVkpISKDXXnuNPDw8CCGr77zzjjr0hhtuUESNPk/WgoAgIAgIAoKApSHQtyM5S2ud1EcQGAIIII1iSFAgh514qNo2X2hm0qWB8vMLqbS8QhEi6ZlZdPJ0Mg/g44dAiy69isHc/iUL5lB+YRETFIwFh1tZkyHFaEhwoFp0uzKzcy2afCks40HNl5m6uhet7XkwPzfOm66dE0ITorzI3nbkRcfIhsFD4Pt/P0wl5fXkygTZz6+Lplnj/AavMnJlQaADBJAmeu7cucpbZfHixZ1qtUB8949//KNKMX3VVVfRE088oVJMo0jowkB0F5owCxYs6OAqskkQEAQEAUFAELAcBIR8sZx7ITUZpgjAm2XShHEUHxdtQgAhKplZ5+mLbTuouKRUheSkZWTRuLEsRMsD+c4MpA08WBwdHAZVP6ShsVHV2cXJmUawt0R3Bs+Q8b3wdoGgbV09vGbsusSnu3rI/o4RgFeWDZMrjYbwqPr6Jtp8tICOZJTT12cF06p5YeTGA30xy0CgpLKBqmsaFHnb0NDmYWcZtZNaCAKkhHN/8IMfdAlFI79Lnn76aSWue+ONN9K9995rIl4QsrR+/Xo1WfG9732vy3JkpyAgCAgCgoAgYAkISE/ZEu6C1EEQMEMAZERkRBjFsnfEnv2HqLm5maqra6iisoo8PdqLCZaUltGxE6epoLCQCQ8ebPF/ICE82ZNm1vSpLN7r3K70PfsOceadbLUN5dUzaQHD+oOP19PIEe09GBwcHWkih8yMCg1Wx9Wxm/en679QdVIb+B8Mzq9asYxj8ivowOFj7CJeyiRQo6pHcHAQTWZyyViPzKxs2n/wSLsydFlYr776ih6FWJ04mUQpaRlUVV2tSCdbJqYcub6jI8NpPGdM0qFcKBMEzY7d+6mgNePQOCZ74qJHY1c7g4t7RuZ5VT/scOTZ2auuWGw6BlmZTiWdUeVhI7R5HBydyJ9FgmPGRLJQsnV57aCNSxN8aRUTLA5MwOSV1dHBlDLadqyAiivqqai0jl77Mos8PB3o6ukhOFxMEBAEBIFeI4D3HgR3kVL6pptuovvuu4+z4XmrcrEPWZE2b95MCxcupLFj+0cXrdeNkAIEAUFAEBAEBAEDAkK+GMCQj4KAJSEA4iAwwM9EINTW1vFMdq2JfAFJcJ7JmY1bvqLCouKLiIyRfP7J02do1crlFBEWamramZQ0Pi/H9F1/QGc2Je3iMBNkHwofFcrkS8uRDUzwJLM+i9EQOpXJoVEHjxwneOgYtWPSOZNRDRNH82bPYGLEQZ1WzuFU5mUYy2tubtG9MW4zfq5jrZrNX+5UJAhmRo3Xg59NSmo64bqLF8wmZ66/trr6OjrL+2CVXKeOyBfgcOT4KdNxoyPC9elqXcBYp2Zksp5GmzcB7lXymbO0a+9+Dg0bR/PnTB8U4eJ2Fe3DL94eDhQb7qk8W8bxc7dgYgDNT/CjZ948TedLaqmsqoF2HCmg6bG+5M/HdmZ19c1UUl1PPqwXY2fTvUeUeTmNjHkBEz4ONiPJ09WOicJLL8O8zJ58r6xt5L+vC+Tu3KZvU1RRR7ZcDw/Dts7KauRzSyoayMXRhpwdOvdc6+x8/DmUVdVTLXseBXo68W9CZ0f2z/Za9pwpqqxXGlVerB/j4gjs++daUqogAATwO7x27Vr66quvaM2aNfTLX/6S7FkPTBtCkd577z31Fcd15RGqz5G1ICAICAKCgCAw2AgI+TLYd0CuLwh0gQA8UzSxYMfeLI68aCsvr6RPN2wx6YYgfMmRMxbBEIKDECRkDvp4/Sa69aY1TNq4qX3O7Bni5uqiPreEB9Wra4BAQIpro7cIDgL5Yu/Qdl0M/PT5tZyhCCFSqOPpMymUmp6pBHPheVPH1wdJgk70CSaBEsaNpUDHFt0JG/bscXVp88jB+SCWdFtV5Tr5Bx4su/cdpOOctrmZz0N9nbhNGAg38rVAUqFdp5PP8CypO82cNoW9U0aqzvmYqEg6cuyU8lrJyy/ga9YwOePU7koQQYY3DQxlT5rQXmcHY05cD3XFAhIGXj5aQPnw0WNkw9ebNzvRKgcEIDxG2o6gmXE+dPfqaPr1a8e57Rdoz7lSOpRURMsTg03kQBOzBvlMzvxnawZ9cYw1jMpqFa62djYUxsK9d18ZQVOjfTolJBoY25yiWnp1azrtSy6hguK2ZwThbNNivOjmeaNo8hgvcmoVlAVJsuFgLj317hl1rbVLwuiOJRHqs/4nOaeS7v7zQfV1Urg73fO1aIoIaPmb2Hu6kB567STfW6LvrYigd/fkUtr5CiVY+/UFoyghypP+/NFZSs2uVM/HlZP96furosnXjHSqrGmkbccL6DVue3ZBNf+dtJB1bq72NDfeh765LJICvPm5NbAYwOudbRn0/BcZdIE///LrY9nbrZ5e2pBGENCF2TBpNQvYXzWawrnO+vzkzHK658WjLFrdcp0aDjmC1TBx9L//d4ps3kxS343//GBlFF03J9R0v7APRFFWXhWtP5RHGw7nUS7jj7q0M/4jGBvhQevunixCvu2AkS+9RQC/qaUsRP7rX/+a9u3bR9dddx0999xzFxW7e/duQrppCPQGBQVdtF82CAKCgCAgCAgCloiAkC+WeFekTsMeAZAKpRxOhJTLIC9gIAmcDSFEJ1iAV2fLQShSfFyMCrcBYZDJYTMHjx6nMvYwAQFz4PARWjx/jhosLl00T+mxoMxz7AWym8OakObZzs6Orr36ynZZJnCMja0Nebi3EDf47sQEzQ1fu1oRDzv27KPks6nqc0paOnlzqNPUyROUp03G+RzavmsvVXEaa5RfWl6uPHlQRvioELpu9VX4qKyqigd7m7aqY/W2ztZ5HDZ0lj1vgBEsOiqCXc5jyYsxqODU3cDldPI5RbCcPZdO0ZGR5Ofno471cHMlfz9fysltSWl6+OgJmj1jmtqn/0FIlk577c7H+3I4kdEQghURPoqaG5uogUkXEDglJWVcZj5l8rmNvP3MuRSKihhFYdxOa7YF43xpTJArJWXxc1bXRAVMtIAwgfguSJAkJgTWfXiGDqSWEUfDmQzaMSlMaDz4z2N026Iw+jqTI/CoMFoNa8p8dSyfXlqfSumFNcZd6jMIgX2niykJmjMLw2jN3FHKMweXKWHvGE0+VDP5YG51jc2m/VW8v4HJI21lVXxPq1uIi1eYBCkp5xToTDbUcn3e251N6w/nMyHRUh8MFNcfyqfFE/1pToK/icTI5v2vfZFGn+zNaVc2rgEy5bN9OZTC2Nx7bQxNZOJIe/CA46hl0qSavVxgW1hTZ+uR/HZaOyC6tp8opEpu449viKPo0Ja/zSZuUxnq2oHVM95ckYv2oE1GAw7bGfOH/3OSn+M2zy7jMeoz19OFyS4QkWKCQF8ikJ2drcR1kU76tttuUx4v5uWXlZXRyy+/rNJMr1y5kkNsrS/U07zN8l0QEAQEAUHAOhAQ8sU67qO0YggjAE8OhMJUMgGhDAMwDo/J5pAiDOhhduzVEsQhSDpsB9v2HzqClSJLZkybrFIZw8MDFsDHjmRPkG079vAgqpF1Top4BrxOheC4u7vyEViI8otKlGYJPkO7xJdJCnsmYboyXANkBgae0FfRBg+QiQnxaoELuLe3F4sGZ6ssTTimvKwlc5P2VIH3iLaycniudB+OASIqn8mXwuISdWqgvx9dsXQhk1It3isB/r4UEhJEhYXF6hh4t5SzDo0mX9yZRAoPC6HcvHxV/1PskTMzcaoJAxS6/9AxXS0azcSOsZ7YAS0dLOYGYeS33/+ECbEy9vAoV4u1ky92TLJcMT1IkS/AI58H/xjQg3ypYM+PN9mL4wDrw8CYE6Q5Y33J09mWTmZWUGp+tboH7+44T37sNXL9/DATeQFeDZ4c/2TiJaOVeLG3G0mJTFSApMlhnZmTvB+ET3l1I32w8zxNjvRgIqNFD0JdsA/+gffKPSuiVF0/3J9LpUx4eLCo8I+vjqKPDuRR8vlK1YY09myZxZW24UbWM2mx6UAufc77QWbYMhYTwj1odIAzgVDadrKIKpjcScqpove3Z1GIv0unoVo7ThQQOxnRxNGeFO7nzO2upV1MOMGOMOG161QBhbH3iwNj48mhXDfPbSP73tqdQyBk4CkzM9qLRvm29/BCGQmR7ibM8T2FPYJe+TzVRLy4cUhVPJM7wV4O5Gxvy142rA3Fbaqsa6ToMHf1G4PzxASBvkAgNzdXZTJCOunbb79d6b10VO7HH39Mx44do1tuuYXi4uI6OkS2CQKCgCAgCAgCFomAkC8WeVukUsMJAZAvyWfO0ZmzKaZmYxvIDW3RY6JU2I7+jnAeeLTAfH29lRiuJl6wDTPpyJ60i8NzQL7g+CoOYTLqn+C4vjR4icSwgK0x9j4+dowK+cF1dCrt3lwToT3FxaWmIhKnTjQRL3ojyJI4bvv2nXuV15ASIWYsQfogNAueL8ChijVfyioqKa+ggIktf3U6RIfhvQKzs7VTKcDtDaFeaofhH4RcwdsGIsdubm4UFRlBB5gUA0lUU1urvG+MeBhOtZqPMSEtRB4alF/ewLokzQRJ6KSsMvryRJFqJ7B/gEN7ZrNOjCMTBdlMqPz1/WQ6xF4rVeyRsZ3Fe2dyKmRNENTUN9K7TKho4sWVCZdf3RhLo0d58Pk2BG+VjNwK+p9/n1IhMbM45XWIX0vYkLpgH/0Ty8TDmsURdC6rnEC+wODlcu2CcCqubVbkC7aBpNF/rWm5VbSF2wOiBXb7knC6YlqQ0oZp4ufiqunB9NN/HWOylXVykovpavYA8nNHdjJ1eLt/mhjLmznU6ZqZwZwy2o6qmfR45p0k2sUEDjx/jmZU0CrGysHOnvw5hOmuq8aYzv/gYD7VMPkCgmzZlADGvuUZNx3AH5xbQ7X0tiRuZx4TTDA/Do+6+5rRTPx4scaLLWv0jFR1RGgUtHdQru1l6Pboa8laEDAikJaWRg8++KAiVUC8fPvb3yZ3d/yStDd4xqxbt44nGAIIXi8eHhcT4e3PkG+CgCAgCAgCgoDlICDki+XcC6nJMEYAZEtntmjebJoyKYGJgzbPkMLClkEtzoGnxSefb263X5cF0gUGbZZKzgjkR+1DaPRxfbGGNowxPAllImMTQnRgGIBj6Y0BJ7RX296DR+nwsZP6q2kNzxNt5RzuBDJEkyChnH3Jj0OJqlgYGOUlJZ0zkS9nWLcGZBUMpJYPe++Y1xmkyt4DRzjDVIt2jNbDgAYJQo60ISsUQqPa7preY13rMN827R54vtS1kg67WKNFExCTxnjSihnBJm0XTxd7WsWkwunXT6tj0llXJDW30kS+1LFHy5ccWqPtJ9fFKPJAh+d4sdhuiI8T/fNeZ+UBs3xyIHtstXh96XP6Yh3K3iLMObQjKcL9WnSRPA1hUgaelD2uqimJ9WBg4cGudMeyCKVHpOvjOcaevrdyND391mkmkZooi4+fzAXYdvC34cbivLctiWDipeVVjWvevCBMkS8oD+FNWkvGhp8/NyZJtOnnFmsnJqyM+/Qx5muEaMFzB4akZxBaBs5igkB/InD27FmVQvrkyZPKm+XHP/5xO3Fd47U//fRT9grNpjvvvJMmT55s3CWfBQFBQBAQBAQBi0egradm8VWVCgoC1okAwn2CAgN5Bq9llq+BB+1pGZlKyBYtRsYjI/GCbWXsxaKtlj1gclq9YPQ28zW8aIyeNOb7++K7PYv96gGfLs/ojaO39WbdfIFTbhvamsfhQ92Z1szRx0Es2NfHmzI4JAr7crgMkDCo60kW6YWhHcFB/nyclz5N4aezSyH0SZtu80X4alcIfaCVrkdcaCPUjE1O47Aibcsm+qnQGP0dPMNC9nT5i12yIl/KedBf3upxgWMqOJSolgkYmL+XE82I8TbpoqiN/A/KGM16M1j6y3ANc8P97mCzOgxeIQiD0oQcNHHKWUPG3OKYlNGWVVTHzx+TL/w7YG7hIW4m4kXvG8/hPiD6cI0qxohXfWZBTKS5M4GDcK788nr62UvHaDILDM/nVOPTR3uzxxhna+L9jmYeM31WASloWCGA391Tp07RI488QmfOnFHiuY8++minGCQnJ9Mbb7xBrq6u9K1vfctEqHd6guwQBAQBQUAQEAQsDAEhXyzshkh1hh8CthzeMmXieBUmhNbDs2Lztp10/ORpBcamrdvptpvXsLZL25+rP3tlaEMojS97aEAwtzNz45AgrYvS2THYrgeNXR3T2T4H+85TDHd2zqVutxnZIv6bndMSAgJPG3cO9+nKPL2YQDEbRUdFRdDJpDMsrFrDg/4KymJ9HW8vT4JuCwzaOv6+vu069xDWPXj4qNKcwTG4NjRn7Dj9KTwyGnkgofRoOBX1pdpFxM2lFjCIx6cWtHh5oAoB7vac7arF1yfTIJIb5OlwEXmCAbz2VoFOTG1ti8gtyklhDRVtwT6O7TR59HZLXDcyiZLbmpUI9fuYBXchjmtuOE5bEZNOIG06Mj/GbSBtGmvDLJ3gR5+xqHAx16ue78ue00VqQT3CA11oKRMxs+L9aEywG9/rvvc2Gsj2yrUGDwH85h0+fJieffZZgscL0kUjnXRnBhH0TZs2Ka+Xn/3sZxQcHNzZobJdEBAEBAFBQBCwWATaRnMWW0WpmCAwvBBwdHCgmDGRnO44XZEDBRxidIqJggmcZUcb9FMwA48OLNIaJ06dxPokAXr3RWuE3CAsyNyQnhnnw9RMOocmObSmqzY/trvvupzujuvNfmRe8vFpy2yBeP+VyxZ2WSTabV63URx6BNIG5EslZ2NC9qMyDlVCmmoYsiKFh4W2KxdZm1IzzqttDnyPli9eoLI2oU7akPq7sIfkiz2TZtpqmNgZqgTM8bQK3QwK8LBXmi7YYMyWY9v6jJkONH1o9fZQnlmmjZwqvC18S2e1atvb+0/GuvW+NEMJzKFcMHgCFZfVEZauTPGCFzu9qFPw9zmQ5uJgS2uvHE1jWbz4yNlSOshZqjIK29Jkp7OezUuchnrLkQK6dWkELZ8ayH9bnVR+ICsu1xpyCCBVNIiXpKQkuuOOO+juu+/usg3IiAdB3vHjx9MNN9zQ5bGyUxAQBAQBQUAQsFQE2nr/llpDqZcgMMwQaAl5CaCw0GCVMhnNP8Rpo6NHc+YdTjcNA5niyZ4XJUwYQFsE+iORnNrYPDOPOriLfyA8C7IHBAQ8N5A2emai5cbRg0TxYU8WTTyBNElNz6BJE8Z30cqLdyGMKyY6SmU9gsYLPFag1wIsUbavjy+TM22hISgBYqn1PPsKw4A5KjJMfdb/wGMplQmznpqHyjrVcnQ2hz4hNTPf1iFllRwu9MmuFkIKFQ9gjRAn1imBBXs7UV6r9wu0YEAuAVttyASElNMwB9YkcTDolURyBiBt51nXBGE5fWnw6uitcXMuMltOTQQvH21RHF507YxA/bXDdUSgq8oO1eHOPtgIr5pLIbDcORvVEtbQSYz1pYKyWk4RX8vCwlW071wp7T7FQr/c8BQOKfvHpym0cIK/6X73QVWliGGCANJIP/bYY4pMgbguQogQStSVQXwXxyFUVL8Huzpe9gkCgoAgIAgIApaIgJAvlnhXpE7DHgEXZ2dCmuI0FoWFN0YRZ/g5diKZpk+baMJm6eL5KrUxBkPpmefppVdfp6mTJ1Bs9GhFHGB7SUkZ5XPa5cjwEA47ahNG1YVA/8Sx1SMG8ff7Dh5mrZkGFQLl4uJCteyRUVZeQa4uzuxx0hLqpLIncVYglK/FaVFePZMYyCAEs+EZe5A6HRnOq2UhYKMWSxXruID80VbF121oFb7FNkf2xgHhhMF7IGcmimQR35S0DFXXzV/uonP8ecqkCRTM+5CdqIbrgTTTDpz5KCjQv92gX19jcsI4+opTcaM+Z1PSeA2vBRAgNjQ2dvRF54xkBVKEGMH9HfdkP4v9Tpo4TnnVlHC40vpN2xSJpcuHxxJSbSM0qaOQL2+EQ7Va1vkc2vLlThofH6PuE7RloEUzf86MblN/6zIGeg283vgqk7JLWrJuebAIbhBnHEJWHFgYp0Y+xNl8YNs5PfLSKUFkb/CSOHSuWGXjwX4XRxty5bTG2rw5084IzqRzgUkXeI7sOFVIV3OWoJ6aMQtPKad1NrdzLO7bHwYvEHcXW36GRijCKIexWTEjRJFLnV0PaEH3qa/Nk+tRXdUSOtTIWZMu1UDCuDu70gXW1JkY7UPXzg2ls5yZ6e51h1QKa6S9zuclnFNdiwkCPUVgw4YN9Jvf/IZycnLo1ltvpfvuu69TcV1jmQivDQtrT3gb98tnQUAQEAQEAUFgKCAg5MtQuEtSx2GJwNiYaDp1+gynPs5RJENqRroiBaDfAgsJCqQJ48bSiVNJiriA98q27bvVYgTMngmDZYvmq4G9cTs+e3L4UlhoCHuAFCgiBWE4O/fsV4vx2JnTJtOCebPUpn+/+T51JHR7mkOjsMA8WTz4u3fdqj6b/1NcXEL/fO0NRXSY79PfX3jp3/qjWq+++kqK5VAskC8oe9zYGBXeU86pokEWnT2XppZ2J/GXiePjlZYLNFzMDdvCR4W2EzfGMdiOLE3mpnRg/HwUoYJ9X2zbTpu/3KGEekFcweCNBCJJ1YkJHZA6qPOD931P7Tf+AyFlVya/Klk8GUQUvJuwGG3GtEkWQb5AowS6LCAXGjgbTkVNA73DxMv7u3PUfUQb58d607TYtmxa00Z70MfsFQPPi62cevlkeinFhXly5h9SIrTvb8+iqtbMSIGcajmEyRptdpy5aGK4Bx1OKVWk2DPvnaVw3h/FRIA9e8kgwzEcTyCVgvTjIFt0iA70d0I47bK23Uz8FLN4rDMTPKg/NFZ2chpmbQi3a+Ay4HnUFySIl6cTRfg707mcKk4H30g/f/kYPXzzWHJjcsme0zPjGvBE0d48I/optCiaxXqzW0WPNx8vpNhITwpkb6Q27IAgp1Q3XB/3th54socZCCRFozGemhoCxtD0qW7NiNSIGyAmCPQAARD12uOloKBAietCaFds+CKAcFs8F5jo6Wtx/uGLqrRcEBAELB0BIV8s/Q5J/awWAQxYuzIM9mOix9D5nDw1OM/JyVchNglMuOBcaLPMnjlNea4gRXJpa0pl8zIxsIeobGc2bXICVTCJAaKglkNnOhpO1TXUK4LHlr1CGpns6I11VH535Zk7BsC7ZwR7okCUWJNTHZVRVV3Fnir1ilDpaP8MDrFKz8xUA3y9f1xcrMJXf9drhCGBhKrn0KQC9iYCrvCUAfGC+wEB3lVXLae33vtYkS/6vM7W8ESamTiF9u47SOWG7FX6eHRGoUPj1o07vj6+P9fH0sro1Y1p1MTtTWcx3LT8KkVo6Iclwt+JliQGkVtrSmTUZcpoL5oQ4UGHQKAwefOjF47SWk4v7c0eMruSimnPmRKFOwiJ6TFeFG3IWuTCIUi3LhpFGawvUlzVQHW1DfTDvx2iZZMCaGyoK3kxkdHI+JdWNykyZQqnsp4x1ldBgD8rH3dOe85pmcv43ILiWvbWOEiLx/sQUlxvPpJPBQZvmGz23tjAwrjFsXU0d7xfr2EcE+JK10wLpBc3pFElZw3az94/P2RvkSWc8Wl0gDNBVwUpuHNK6viZsad5Cf7kbsCt1xVoLWDOWB/68nCewngLk1/wAFqc4EfejEsj38fiSiak+PM1iSH8/LactI/rCoFgHOPH+j0uTLSA2Kqub+b7XkMbj+azTlLL378/h5gFerWRXH1VbynH+hDAb+Tnn39OzzzzDBUVFXUrrmt9CEiLzBGAB+mbb75JR48eJQgo+/v7mx8i3wUBQUAQsEoEhHyxytsqjRoKCMycPpkHlXUqzMWfPSo6snFjo1kIl9PJ8kAThlAVHjeZBksgBObNSqQIDsMpZN0SaJZAGLaOw4JgCNeBd0UoC8x2ZoifX7p4nhKYLWMCp7y8kmejGtTsvM1IW04v60CjWH9GU0WJUyYqkqaz8rDdoQNPE308QnAWzJnJX3tOw/hydicjWdUSGjRG6eKcSUlVYUAINaphPNHRx34Xvo6fny8hBXZnNiokiBbOnaVIFH1MHHscdWS4PkR4l3MoE8KEKior+Hr1KuzIzc1FeSIFcdjT1IkJiqAZyW7yCL8CYdWRQXcmIT5OhYghRArhXfC+wPHQ4gFO3WVy6qjc/tiWnF1JWMwNKY+Xjvel5YmBNDW6LQMXjnPn0KGvM4FSUlFHaTxwh77LS5vSzIugmewxs2JWSDuvE3iHjIv0ohvmh9JbX2YpAqaeQ2c+2ZfDS/siQBw4sYvG9Dhf099FgA+TQZyV5729uUpIOpNJnH/xArNhsudbyyPoedYsgRWxV8wb7IWzj8Vl+4J8gSfJQg6xyi2to3d3ZXM4XjNlMGH18qZ0dT3jP1OZNEpgj5T+IF+WTvSnrQdyaScTXbBDrNmCxWijOHvR1dP4b7uVfUlOL6OPmIjqTpDYlcmiWxeHmTJbGcuUz4KAOQLvvvsu/fGPf+R3Szndeeed3Yrrmp8v360LAaQM//jjj2n79u2KfFm1apWQL9Z1i6U1goAg0AUCQr50AY7sEgT6E4FJrDnSnUFAF5mMujIQDRGsD4MFJE09Ey/NTNiA2rC1sVUpqrtz6bXnNNUI5cH5IG7U+VwABsF2nAobRIEeoE1MiO+qOt3uc2ayBx4nfWEurEUDHOGBAvdl6MQgjASkgL2dvap3V9cBdtPZm6WnhuODOasUdGQQWgSdGuAC/LAPpssDdmADEAbTmUGfJnp0JEVxmBOIsxZmbaQqD5hbormy90ioH4fW+DrRTPZYmRzjQ/CCMDdbbn8i7/vJ9Tb08sZ0OsgDf9wnbc7svXLL3BAmboIphMsyN0/2vrh2ziiK4fCZf23OoGNMDMCDxtxQJEKiEDoELxqYB5d986IIDqG5QBs4bTKIG5gt7185NYBWspeOJl/Ujsv4B+K62hCiY7QAFt29bVkkIXXzy1sy6HRmhdJJMR6Dz6UcloS6d2b2hmsYj8Gz1Vl6an0cUnn/8GsxFPRVJq0/lMfhcI16l2ldaJaJCamlEcbVmQG/BPZmAoYLJgZweFL7dnd2nmwfvgi8+OKLtG7dOqWVdccdd9A3v/lNFWYyfBGRlm/btk09E5j4wXsUXlHz58839TEEIUFAEBAErBmBEdwZvrg3a80tlrYJAoKAICAIdIsA9DyqOxiwg0vC4B/6KXY8GMe6K4MsCAgGECAIWaqub6QgD0fydrNXmXJQRlcGfRRFrrAHSVFFg/IiqWUvGhAtHk52FMrEDUKMkDHJyHPhzVbPx1VUN3J2niqq5hCgUXxsCHvF4NgTTObYs7aMIy/2THQhSxPKge5JDR8LQ92wHUSHJi/wHdvRHk2cqHKY7DA31KG6DqRgMyHDUi5nDyqrbGT9mZGcGcqRw3acWAuGPaQMGNYxVnWtZBG0b5zMykWZ0NwBu4r2IkRLEX3mF+fvCgPVnkaFfS6HOsHA6wH/UNaA8fNsCx1Ce0orGyiTM0xVcCarhtZ6QHzXj4/HOY7cfujuCPGioJR/ukDghRdeoD//+c8cqlZNt912Gz300EMcLnsxUdtFEbLLChH405/+pNKM66Yh0xU8YSIjI/UmWQsCgoAgYLUICPlitbdWGiYICAKCgCAgCAgCgsDAIgBvhv/+97/01FNPqRDMa6+9lp588smBrYRczWIR+Otf/6qeDVTQz8+PNecq6Bvf+AY9/PDD4v1isXdNKiYICAJ9hUDXU459dRUpRxAQBAQBQUAQEAQEAUHAqhFA+Ofrr79OTz/9tAozRDppIV6s+pZfcuMqK9v0w8LDw8nd3Z0++ugjQhYsMUFAEBAErB0BIV+s/Q5L+wQBQUAQEAQEAUFAEBgABKDx8sQTTyji5fbbb6ef/OQnA3BVucRQQgAZjrQFBgZSXFycIl6QilxMEBAEBAFrR0DIF2u/w9I+QUAQEAQEAUFAEBAE+hEBZJl79NFH6bnnnlMZ52655Rb6zne+w1nbnPvxqlL0UEMgPz+fjhw5Yqq2vb09LVmyhHWrRtLGjRs5W2NLVjrTAfJBEBAEBAErQ0DIFyu7odIcQUAQEAQEAUFAEBAEBgqBes7U9utf/5peeeUVlXVu9erVdP/995Onp+dAVUGuM0QQ2Lp1q9J40dVFtsBFixYRPGCQgvr48eN6l6wFAUFAELBKBIR8scrbKo0SBAQBQUAQEAQEAUGgfxGAWOozzzxDr776qgo1WrFihdJ4cXRsy6LVvzWQ0ocKArW1tbRhwwbl5aLrDI8XNzc3WrVqFRUVFdHBgweV55TeL2tBQBAQBKwNASFfrO2OSnsEAUFAEBAEBAFBQBDoZwRKSkpo3bp19PzzzxPIlhtvvJGQyUZMEOgIgX379tHJkyfJ39/ftBvkC7xf4C0F27t3L+Xk5Jj2ywdBQBAQBKwNASFfrO2OSnsEAUFAEBAEBAFBQBDoRwSKi4uVvgvIF+i6QFwXqYLFBIGOEKipqaEdO3Yo75bExETTISBeYPHx8TR9+nRKTU2ljIwM0375IAgIAoKAtSEg5Iu13VFpjyAgCAgCgoAgIAgIAv2EQF5eniJaEGrk5OREt912G33/+99Xn/vpklLsEEcgPT2d9u/fT76+vjRt2jRTa+D5og3Cu9nZ2YTnS0wQEAQEAWtFoO1Xz1pbKO0SBAQBQUAQEAQEAUFAEOg1Arm5uYp4+fTTT8nW1pauvfZaEdftNarWXcCFCxfozJkzlJSURMuWLSN3d3dTg3XYETbMmzePgoKCCALOYoKAICAIWCsCQr5Y652VdgkCgoAgIAgIAoKAINAHCGAAff78eXr88cdp/fr1SqcD4rr4Du8XMUGgMwQgpPvFF18osg7aLjY2NqZDjZ4vyI5lDEkyHSQfBAFBQBCwIgSEfLGimylNEQQEAUFAEBAEBAFBoK8RgA7Hs88+S++//74iW2666Sb6y1/+0teXkfKsEAGQdnv27FGeLeHh4e2yHUHzReu+IOsRyBd7e3srREGaJAgIAoJACwK2AoQgIAgIAoKAICAICAKCgCDQEQLnzp1T6aQRagRx3bVr19J9993X0aGyTRBoh0BzczNt3bqVqquracGCBSrkqDPPF4SxxcbGSthROwTliyAgCFgbAkK+WNsdlfYIAoKAICAICAKCgCDQBwggNfBjjz1GX331lfJ4QVaju+++W0KN+gDb4VAEwtXeffddlc1owoQJKvTInHzRni/AIzg4mEDYiAkCgoAgYK0ICPlirXdW2iUICAKCgCAgCAgCgsBlIgDi5Te/+Q3t3btXDZqvv/56uvfee4V4uUw8h+tphYWFdPPNN1NUVJSCAB4u2oyCu9iGbEhigoAgIAhYMwJtv4DW3EppmyAgCAgCgoAgIAgIAkMIAXgN1NXVETIMVVZWUmhoKEEXw+g50B/NwXVPnz5Nv/3tb2n37t2KeFm5ciU98sgj7fQ6+uPaUqb1IeDn50dTp041PbdGkV2j1wtabtxnfUhIiwQBQUAQIBLyRZ4CQUAQEAQEAUFAEBAELAiBhoYGOnbsGH3wwQdK5La0tJT8/f3pZz/7GS1evJi8vb37rbbHjx+nJ554gnbu3Km8XFatWqWyGsnAuN8gt+qCx48fT+PGjTO10fgcgUg0J2BMB8oHQUAQEASsEAEhX6zwpkqTBAFBQBAQBAQBQWBoIlBSUkLvvPMOvf7665SVlUWNjY2qIfn5+SoM6MyZM3THHXdQUFBQnzdw37599NRTT6lQI4jrfuMb31Diuv3tbdPnDZECLQIBECtISe7i4mKqj/FZwn4hX0zQyAdBQBAYBggI+TIMbrI0URAQBAQBQeBiBJqaL1BBeR2l5FZRcUU91TU0UX1DM9XVN9EFPtzZyZY8Xex4sScvN3vy5rWnqx3ZjhxxcWGyRRDoAwSKi4vpueeeo7fffluFaUB8FGFA2srLy+k///mPCj+688472w1q9TGXu4aoLjxe4Pni5OSkiBeI6yLUSUwQuBwE4OUyb968dqcaPV+Mn9sdJF8EAUFAELBSBIR8sdIbK80SBAQBQUAQ6ByBd3aepw0HcqmgsJpqG5upgYkYjHF5RU2tg10bnpW1Y6JlpA2v+bOtDcfq8trVzYE8PezJ3nYk2duMpG8tj6Qwf+fOLyZ7BIEeIACPl9///vf01ltvkaenJ8HTpaPMLxUVFfS3v/1NpX2+6667elBy94eAePnd735HSUlJZGdnR6tXr6Yf/OAH5OXl1f3JcoQg0AUC7u7u7fYaPV9AvojnSzt45IsgIAhYOQJCvlj5DZbmCQKWhEBTUxO70DdROQ8eUtMyKC3jPHsatLjU29nZUmhQIEWEh5KPt5ea9R2JgW9r56yJZ4DhbyAzZZZ0R4dWXeDpkp5XRf/akkEb9uWoyo/gZ8yOCRR4s4SGeFGgX8ssfyMfW1paTflFFVRd3UA1/Pw18vPb1MTsTGkdUWZb26+Z7E++Hg7kaDeSn0/ximlDRj71FAFoujz//PP03//+lxwdHZXIblfnQoD36aefpoSEBJo2bdplD2BB7iDU6NFHH1UiuxgYL1++nH7xi1+Q+aC5q/rIPkGgpwgYsx0J8dJT1OQ4QUAQsBYEhHyxljsp7RAELBQBuMzX1NZSaVk5nU46Sxnnc6iOv7u6ulADh3nYsjtBXW0dlZTWUFp6Bm3fvZe8ebbV38+HfFlU0svLk1xdnKiouJRnZG3I18eHw0GcyNHJgRrqG8jO3o7seaZWTBDoCoFaDiXadjSf/r05g87lVtII9mYJ9nYhf19XCg7yoPAgL3J3te+wiOraRsorrKLM7BLKK6igkspaqmJCpq6+hTi8/5XjNHG0F90wK5jGR3iQt7s9jWQPGTFBoCcIgHj55z//SS+++CKTe00Ez5aeWHV1NT3wwAP0wgsvUFxcXE9OaXcMiBdkM0I6aWQ3QqgR9DkefvhhIV7aISVf+hIB8XzpSzSlLEFAEBhqCAj5MtTumNRXEBhCCCBNakZWNqXAyyU9U3XoPd05VSp7tjg7OVJ1TS05MnlSXlFFF0ousIdBjWpdMbvfY4HZjLQhewc7usCeCHX19eTB5/v5eLNbvgfVM/ni5OxIcdFjmJRp8ZZRJ8k/goABgWZ+dj4/kEP//DyNCsrqyJPDhqLDfWhifDB5eTjxM9Y1UeLsaEuRoR5qARFTWMIaMbxk5pRTXnEllZTV0sGkIkrKKKP58b60eJI/TY72JhcHjlMSEwS6QAChRuvWraOXX36ZyeiGLo7seFd6ejo9+eST9NBDD1FMTEzHB3WwFSK+mzZtUuempKSoEKbrrrtOietKqFEHgMmmPkPA6L1q/NxnF5CCBAFBQBCwYASEfLHgmyNVEwSGMgIlpWW0/+AROpuSxmlRvSgkJJgK8gvVAAOkjL2DgyJSmi/YkZ+vD40KDWFtjZEXNbmGCZns3DzKzctTwpPwoMECg/vyhQvNlJGZTbFjomh8fIwaRFxUiGwY1gh8fiiPXtrAxAuL64YHudOMyaMo2N+THC+DHAERE8aeMqMCPSg60o8q2AsmJ7+CUs6XMRlTShsO59HRlFKaHe9Di6cG0qRIz2GNvTS+cwSSk5OVdsuHH35oymjU+dGd79mxY4cS6YUXTHR0dOcHtu7B7+97771Hf/rTn+j8+fPqN3PNmjX03e9+l3x9fbs9Xw4QBHqDgLnnS2/KknMFAUFAEBhqCAj5MtTumNRXEBgCCKRmZNGmzduosqqGIiPCWI9gJGu8pCuyJDZ8DAUFBpAbhx2NYH0BhGeohbVdOjK4xkdGRlB9bQ2lZ56nrBwWSS1oIXF0CtacnDwWTi2izPPZdOWyheTCKVLFBAEgsOVYPv3hnSSqayZKnBBCk+KCydvD8bI1MjSqiCpycbJTi5+PK40d40+1dY10MqWQjifl0vt7smnz4Xz69jVjaPWMYH2arAUBhQAyCj322GMq7AehRr0xkCnwYoHnDERzAwMDOy2upqZGZVL661//Sjk5OUpc96qrrqLvfe97FBwc3Ou/i04vLDsEgVYEjN4u+Cy6L/JoCAKCwHBCQMiX4XS3pa2CQD8jAFHcU0lnaOtXu6iGQ4oQItTc1MykSCaNjoqkyRMTLlmfBZ0zB3ssdjR+nDsvY5XnS0ZmFhUVlXBYU5ZqFYgYeNm8+9HntGrlUtbvcJVOXT/fb0suHgmLDqWU0B/fSaZqTh89c1IozZ0a0S9VRtiSjYMte9LY0my+TkK0P+04mEHHk/No3Qdn+Dm8QCunBnO2pK7Dm/qlclKoRSEAokUL3B47dqzP6gbiBQQMykcmJOi3mBuIF3i8/OEPf6DCwkIlar506VL66U9/SgEBAeaHW/R3CA5D8waGVNgdtdeSG/D666+rzFZhYWEqu5Ul17Wv62bu+SLkS18jLOUJAoKAJSPQ8VSzJddY6iYICAIWiQDIj6PHT9KOXfvI2dGJxXJ9qJqFdTEYWDR/Hk2bMvGSiZfOGurp4U4TxsfTogVzuNxJNG3yRBodGaFmcbOzc+iDjzdQNnvI9HZGubPry3bLRqCZmZfMohr6gNNJVzHxMmVcCM2YGDZglXZzsafFM6No1qRR6vovfpJCn+3LpnpOaS02fBEAWbBt2za69957qS+JFyOiW7Zsoccff1x5tRi34/P27dvpmWeeUcQLyIprrrlGie0ONeIFbfntb39LiYmJavnHP/4x5H7rQR5h6am4MtpsLWYkX4R4sZa7Ku0QBASBniIg5EtPkZLjBAFBoFMEkNHo6InTtPfAEfL08GAxXHcqr6ygSePH0YzEqRxm5K+EczstoBc7xo2NpXHxcZQ4dTLFRI9Ws7m5efm0bfseyudQJLHhh0BReT29uTWddp4qothIf5rFGi92tgP7urPntNNzpoZR3Gh+9u3t6a2tmXSaBXnhkSM2/BDAIPu1116jBx98sNs00r1F51//+hc98cQTlJqa2q4o/E5DlNeZwzIhrguR3qFIvCDM6ssvvyQH1g1DWu6tW7cqPbB2jZUvFouAkXyRsCOLvU1SMUFAEOgnBCTsqJ+AlWIFgeGEwNHjp2jXnv3kyu7fIzgEIze/QHmkQO/FjkVxB8KcOHtSAockIf108tlzlMMCvcdPnlahT0hNLTY8EGhoukBvbMug9Qdy+Xl0pknxQeTE4UCDZQsSw1kwupw27jpHr7Do7yNrXcnVWVKjD9b9GIzrlpeXEwgRpITG54Gw9evXq7BLeNlERkaqSy5cuJCCgoIUKTN9+vQhSbygIfAays7OpilTpigdsSNHjihPn1GjRrWDVmePwmAfHhYItYKGGESFjQSAPg5EgHE7CgNhpT0odTntLtLDLyijoKBA1cPf37/bs+o5s19xcbEilzx4QqMrDxHUEeQeni2Ubc9kryWbEWMhXyz5TkndBAFBoD8QGLweaX+0RsoUBASBAUegmnUEtu/aqzqH7m6uKtxn8sQJHAYUTuhYDaSBZJmeOEWlpE7PyKTkMykUzh3yMVEDX5eBbLdcqw2BrccK6J3tWdRII2gmi+B6sbjuYJq7iwO5RPhwiEE97TicQc9/nkIPXBs7mFWSaw8gAgg1+r//+78BJV7QvFoO+fz0008V2fCLX/xCES0YlI8bN47i4+MvIhkGEJJeXwrtQtjU/PnzFeGwd+9eQrjV2rVrTWWDZPna176mjvv6179OO3fupAMHDqisUhEREQRMxo4dq8gViA3DS+jqq69WqbaNRAeEkR9++GFFwLzyyiucuc/bdI2efAAxgms/99xzlMcTAsjQt2jRInVfOjofRBBIurffflsJKIOoQAar//3f/6Xw8PCLToF+0F/+8hdKS0tTbcM9njZtGt166600ceLEi463hA3GfoHxsyXUTeogCAgCgkB/IyDkS38jLOULAlaOQPLZVM5q1CJ82MDZiCZPSiB4vAxWp8rezo7mzZnJmWfqVWf34JFjFBocICmorfw5RPOKmeD4+2cpVMs6L5EhnhQV7s0itwNLAHYEsw3XYXJCMJVVcYrf7ecpIsCVrpsVwoRlR0fLNmtBoKqqSg26EW6EUJmBNlzzgw8+UATDk08+qX4DB+t3ua/aDg8StMnT01ORC/AO8fHxoU8++YRuu+22dh4i6enp6rL//e9/6cSJE4r4ACaZmZlK+waYwAsGJM7GjRsJJA72QQQXhmudOXOGDh48SFdeeaXSFFM7evgPiJfdu3fTr371Kzp37hy5sgg88Aex4uXldVF6ceimIRTsrbfeUtcCwYRtGRkZqn4QVNapxFE2xJPvv/9+RaThWJQN8ubNN99U10PmKxBMlmbGZxBEl5HssrS6Sn0EAUFAEOhrBAa/V9qDFuElgxdmWVkZZ1Cp6cEZQ/sQtPHkyZNqJkO7uw7tFkntrRWBOiY4ks+cU81DhyokKJDCRoXygNdmUJuM2cWxMWPYZduB0jntNfRoxKwbgeq6Jvrn+hTKzq9iLQhbionyI293ywk3Q0akxIkh5OXuyARMFmWxILCY9SKA9zhIlxdffHFQiBcjsh9++KHy9EDYzVA3eKKAcAH5AmIBC8gXkBz5+fkXNQ/hOFieeuopeuONN5RnCw4CqQJCBgbhYXi0YNvhw4dN+jHod+7Zs0eRGrNnz1YhQOqEHv4Drydo06DcyZMnK9IF+jSPPPKIKhPeSUZDG3bt2qU23XHHHer43//+90qnBxv//ve/mwgbEDK/+c1vFEmzbNkyev755xUZg3aOHz9eERpFRUWmthivM9if8X7Whn6DkC8aDVkLAoLAcECg7RfQQlsL4gWzEXgB4kXi7u5OCQkJhHhlvHyt0Q4dOqRmP+Ae/D//8z8UGhpqjc2UNlkBAuns6ZJf0NKhd2KiIyoqglx4Bm6wbSTPpgUzERQZEcHk0FnOwnSKxsZGK/2Xwa6bXL9/ENhzuoi2Hm4ZfLk52VOAL+sPWZhnCUKQxsUF064DqfTJ7iy6fXkUOdkPLlHZP3djeJcK7Q2EGiHUxFLs3XffVQQDPCXggTFUbceOHarqCMGBWDD0ULBOTk5W4T3XXnttu6ZBlHfJkiW0cuVK5SEyevRoevnllxUhU1paqo6FF8qaNWsIWZPg5bKQtXHQ1wR5ggxR0FFBqJYde1VeioEk0lmtfvSjH1FsbEu44YoVK1QIFAgUo+Ha0IUJDg6me+65R9UB56SkpCgC5+jRo0q3JjAwUJE68KzCsffdd5/Jw2XMmDGKrIEHDPqQlkhsmGu+GDGQz4KAICAIWDsCFk++wL30b3/7G50+3TZzjRfPggULCDMDmPWwxJdLbx4cvJARv4uXJ+KQuyNf4JaKY9HJMLpz9qYOcq4g0BMEIKyL8B4YntMAf7+enDYgx8DrJSoiXGUWKSkto8PHTtKCOTMG5NpykYFFoLiinrYdyqOSmkZiqRfy9kCqc+eBrUQPr5YQ7UeHTmbT9uNFNDPelyZFefXwTDlsKCAAj5d///vfqt8CzwlLMoSjIMwG4TlDkYABnpiMg54LSJTz588reNEm9H3gVWJOviAbEogaPeBHPwmiwyA00HfSBn0Y3DdM9KFckC9nz56lrKwsgmcJzrlUQ31BpoAg0qLHKAN1QnlGYVzUBROM6MvBSwbX1zZp0iTVz0V50I1BHxh9RODg5+dn8ozRx8fFxemPFrk29lOtrf9ukYBLpQQBQcCiELDosKPc3FwVK2skXoAetr/zzjv0s5/9jDZv3mxSorcoZHtRGd0hgKssZl66Mrysf/rTnyphOcQJS5hSV2jJvr5EACFHZUxq4Jmzt7ej+LgYgt6KJZmfr7fqqKKzd+zEKfbSkdTTlnR/+qou6RxqdCankjNr2ZCN8nryJPsBTi3d07a4Ottz+msfSiuspq0H8lgHpqGnp8pxFo4Afgs/++wz5VkxUFmNLgUS1GndunWqjkOxrwDCAWQIDDouENLFAi0UEBFJSUmKnDBigsG9keTAvo4G/NB5gccLPGgQjgR8IOILwyRfTzIUqYMN/6BOCC0C4aPJH73bfBu8vHFNnINU4EbDsTDs0/1DTeyhLeZlG8+1xM/G+uJzR/fDEustdRIEBAFBoC8QsFjyBS8YzNJot1A3TmELUbSZM2eqGQG8qOCCCZV6rejfF4BYQhn65YqOEmK0sUanAzMycLlFTLKO3YZbK9yJQVA9+OCDBOV7YCMmCPQ3AnB5rqisUpdJGB9PXp4e/X3JSy4fpEtAgF+b0GJW9iWXISdYNgL4uTufV0XZZXVUX9/IA5GRFMFiu5Zs4cGePNC6QOfyq6m8WsgXS75XPa0b3runTp1SGi8daY/0tJz+Pg79iccff1xpiwy1voLWe0H4D/pJ0AHEogmIkpISk47LpeLo4uJCV1xxheo/bdiwQU18QcQXXiYIOTIncHpSPs6BHg3qiNTRRgORgkUb2gRvJJAR0Igx7kNabdwrlKezLSGtNtqNNmNCciiZ0fMFn4V8GUp3T+oqCAgCvUXA4sKO8IIBoQDiBUJ12hAji1R7cMXEiwax1CBd4B2ClIEhISE0ZcoUffiQWaO98F7B7AhmMiorK9uFWP32t79V7TafpYKgGkT04L46YcIENVuDMr797W/TRx99RBGsdSEmCPQnAhWc4aiKPbPQaYxszQ7Rn9e73LIDORTKxdmJysorCOFHYpeOAH5/QITjtwqDN20YDMClHgMCEOSDYWVMXpzMLCcXRx6QMaHhxHovgb4ug1GVHl8z2M+VHJ3s6HxJLVUI+dJj3Cz5QPxtvPrqq5c9+B/ItqGuyITzxz/+8aKQlYGsx6VcC+QFyBeQDUij/MMf/rDd6Zh8gmDtkSNHlAdLu509+ALSAx4u0BTcyuFL8KZB5iPoC2L75Rg8WECSIMU1iJzbb79dESgIRYK2n7lnM0Kp8HuKCbavvvpK9e3QJ3z//fcV+QIiSHvgoA+I/h+ImVdeeYVuueUWlUEJZAZCl2CazLmcuvfnOUbBXSFe+hNpKVsQEAQsEQGLI19AvLzwwgtKrA6dfLxIIDg2Y8YM7lS3CHniBfTzn/9cfX/99dfVrAJU3xGvO1gDgI5uLmYuMOOB+GF4qmDwgvohHhdkEQzxy1DgR7vRIYLei/b2wX5jdie8sBAnDHE5HQMMsbUnnnhCdRTgKgsyCtcS8gXoDQ/DDCBcsZHKUsfAo+UgRfCcoUOnn7e+QoQ5QyYKQb7UUFBgAJOigzPw7kl7nPl3Ax3gkmPHmYApV67dRrfnnpQx3I/BM4bZfGRh27lzp5rhh2YCfpPx+wwCeOrUqepZg74Cnr2BslLWezmZVUmRwW6UlFbKacUt2+sFuOC9FuDjRtl5pVRcVkvNF9wJItHD2TCpAs8RDHhheFfiWcIC7wFLNhACyEQDL9ShYvhbxsTV008/PST6C3g+4AGMftXVV1+t+kFGrCGoC9IEXiPod4HEuFSDbhnIFojkPvPMM8oLpTfvT5DSc+fOVeK4yEaEfh4mEBEehWuYv4fmzZunfkvRDtwbaBuCXAGphGMRYgUPHVhiYqIKN0e/F1m18LcTExOjfntB6qCfeNNNN5k8ZS4Vi/48Hr9/2vBZCBiNhqwFAUFgOCBgUeQLOvjwdkGWABAviHPF7MZCjsOFgruxQw91eswi4GWMFxVmCqBKDw+Z/jDM/GJwiwEIZhOio6NNL0Jqyg8AAEAASURBVEHz6+FYzL4gRAgzNeg0gFhBhwAdyhtvvJG+9a1vqXLQ8UGoUGeGQTOIFsxyREVFqU4oXt4goPQLDIr26CDgGiBruhpoY0YELzrjzENn15btQwMB3E/MgOFvAh1PpKrUs2og5/DcoKMGEb+JEyd2+txeSmsvXGiman7WMBs5KrSFSLyU8wf62FDOfHSUyRfUuZoJIze3oZvtY6Cxw/XwW4zZXyyLFi1SJB9+2/Cbi+cNJPJ7772nRCXxnOnnbSAGzXUN7JVT20h2zqyZwKygv4V7vQBPG9ajCfJ1pfSsYjqXW03T4zmkwHZ4ky94xvAbhvcsCD4MUPGuA3GKZwrvQLzrdNgFcLQEw3sX73ForqEPM5QMf7ePPfYY/eQnP7F4DxhMMIDwhbguyF5zA1EBA3mHSSx4sMA6G9zjvWk+6Aexgd8ueKngenj+kGLa2PdUhfbwH/Sz8HsJkVxkWMKCbag/Qui/+OKLdiWhX/fAAw+ovuHGjRvVhCIOwDscIfZLly41HQ+vw3vvvVf9fUD/Bv1gLNpQPsKoLO3vBfXTpFNn90a3QdaCgCAgCFgjAiM47MViBELw4sALRrtiPvzww/SNb3zD5PFifgMwA4KXzlNPPaW8RaBWDzdabSBmQEZASE3PFuh9PV0DHrzw4Y2DQQbKw8sTnURcb+3atWrgi/IwEIXYHsij9PR0VSej54q+Jtr00EMPqRf76tWrFXGk98GzBR0CzHbAfvWrXyn1fswwo3Nq3lnQ53W1Rr0QoqQ7FDgWs0LoFGAGCTOL5oZOJPBFpwPXBA4glOBWDe+KOzjTVH8RXeZ1ke89RwCha9BiAQnz+eefq+cRzxKeH9xzeF3hviN7Q1ckXXdXbODnY9feg3ScRWyXL1nEZbdlZuju3MHY39TcRK+/+R65ubrQiisWUzB764j1DgEQuXCJh6cefvfwvIGQQccaJDMGEnjOMGDAc9dfhO+p9DJ6+PXTNJKvm5NfQdevmEDhQZb9PDY2NdPuQ1m0/UAarZgWRD+5PpacHSTlNJ5I/RuG9zcGoJj1h6YZJj1AJmNwjAHxnDlz1Duxd09x786GJ8OTTz6piEe8M83Dg3tX+sCcjb9LeHsggQEmeizV0JcC3uiP4DkwN/RRQLygz4L+GSYktDgvvhv7gJgQw/3y9PRUz5WxLFznD3/4gyJKQFzgtw3n98bQp4V3FN7FqBd+G1Ff/Hbi3QyCUZvejsk6TPah3iCxQTp19BuKvxeUjbIQzoTzcQ76ksiEdLnEka5Pf6xRRxBKuJfPPvvsRRmq+uOaUqYgIAgIApaCgEWRL0gRePDgQZN7JWJ4O3IdRQdHM+cItbnnnntUSkDMdICMQccfKQLhhooXE9aPPvpoh67LICYQ9gMXzSVLlpjKxQ3CdaB2D/dPvKxhYOpBSmi7//776b777lMvvPXr19Ovf/3rdsdidgIvTXgc4GWIz3AtxSweDC9XhA2hM3HllVeqmWW4A4MUgf3+97+n6667Tn3u6h/UCS80jQuORedi//79qv7AoyNDTDIIoB/96EeqDngZYiYPdUKnAzN6IFkwC4lQL9wfGDCGlxJmV8QsFwF0+jAoxgIPK4SlYdCMDhn+3tasWaNmCPGcGp+d7lpUxXovm7bt5Oe3gJYsnk9ura7Q3Z03mPs3bvmSKtijbvmSBRQZ3tbZHcw6WeK18TtitO6+62OhOQVtgw8++ECFQYIExO8SBgzTpk1Tv2l45vAbg+fvUp43fY2O1idSS+nxd89QJXu/5BfX0L1rZ5OjhRMZDUy+bN+fTnsOZ9LVM4Ppx9fGkJO9kC8d3V9sgzcMNN7wO4Z3GX7DMDAGsYcFnjF4J+H93FfPVWd10dvRt0C4Bwbq+F0d6gaCFANheBfhb3Q4GX7j8FuFPh/6TJj0wnOGSbLvfOc7wwmKAWkr8IY3O9ZCvgwI5HIRQUAQsCAELCbsCCy/HthDOwAhRR0RLyBB4CED93doDUB8TKflQ8cLg0gY3Jb1LBQGBVg6MnToIDyHjhtcTDWZgJfCtm3blNgtronZCVwT4UaYTQHpg5mGv/3tb3TnnXeq64I00SQNroW6ff/731fkCcrvyHAMxIONpgXVsA0zy0ayyXic/owBNuoK11bE+KKumAl5hUXY4OYKbGEYBMHbAbMuwAPET05OjiKsUG+krIaqP66JGRR0KCE6ByFjtFPfH5SFgRXKB6mE64lZFgJ4ZtCZxN8EXI8XL16sXLHhvYWsWehYglzD84+BMY4BIYi/HxCRHf3tGVtY39ikPL1sbBCvbdxjuZ8RaoSZ05rausuuJH4X8LcD0hafYXqtP+O7Xozb9GfzdVfHdlS2Pt/8PGyHGbfjGTBu0/v02rgPx2qPNz2Lj+cIC74bt+nPWOtBi94GT8Prr79eeQympqaq2V6EYGJ55JFHVIgkZtmRva4vrLmZSWd+Bm24/s4sYmvpxItqMz8jjY0t98aRQ5CGyJ9QX9yubsvAs4lnSj9X+I7fJPQJQN4hxBjvd4TMwDMGOiuY2EC/QYujYuYfExr99W7C3wSeZ7xf8S60BoN3ESaP0B/B3/BwMjxL8HDGc4W+FH7jMRkGYV+x/kFAE3x63T9XkVIFAUFAELA8BCyGfMGLTxviYSMiIvTXdmuQABj0w00TYUlwxwRZAEOHS5MviPlF500TDh3FvaJTB28ADKSwgIjQhrANeLzATRSuqfAQQKgNOiVwh8YgAvG6eEljgAGvGxARCOFByBEMs3PJyclqsAvB4M4IGH1NvUY7tMEFFoOarmbz0FZ4oWDGBm7DWFBHhBlp4gUzzRB+QwcW+EJTB50tpFSEqj48fEC4IGwLZJbutGKQjm3Qc4BBWwbkE2b9cF3MSGovHl1nS1gDM+BvXHC/L8f0ANQ4IMBnPdhEuThGDxawNm7T5+ntl1IHlKPPM5aDMozbjcfpwTKeaU0U4DO2w/CM4njcWzzfmzdvVgv+lvCswwsKg5yurInJF2A7cqQNDxyHxtCxkdMQNzY0Kky6altH+4AXdHQgkghBa/zmaPz1vTfeA32vutqmz9fH6rX5OcbvuJb+rs/X24zb9Tasseiy9Wfj2nheR23vy234PcPvDn4XETrSkRv9JV+P701uSQ0/j0y+uAwNIpirTA2tf4+Odvw3NAAMJu45CPeuDMfgd00v+BvHNjwjXRmOwWJ8zsy/6316jTL1McZnENtwXfxmGdf4rA2hG/DUwHsO7yK8g7G8/fbbahIFs+rIjthfGRBB4r700kvqXQiC21oM/SGEUaF/MxB6TZaCG3RvQOqhn4W+JSYrMHGmJ/YspZ7WVA9gjb/1gfjtsybcpC2CgCAw9BGwGPJFkwSAFJ2Zjjo06LQdPXpUoQ7dkT/96U+K0MAAEjZr1izTDzmIBBiIDJADmkxQG1v/QccNCvF4AWA/iAUYOn2Y/dHl4iWBBZ07EA4gKxCGow2eJNiPGHTMHP3jH/9QMygI34ESPTx1MCMHAgckzKXE4KLNl2LwvgH5AhLKSOJglhkutGgjsEXHCgQX4ucRqgXyBnoNqO9dd91lGqBiGzolMLQBHRJ4TCBUC+0DHoNNvoB0QqfbaMbBAzrt+N7dAMJ4vvEz7gHO14MGve5omx5M6GOMa+y71DrgeL3o8zv6jutgu76esf49/Yz7CVIBzz2uhWe6M8N16hlXG9uBGTh2Vo9L2Y76NjfzgI+Jo0s1YAuy9S9/+X/27gM+rurK4/hRL5asZtmSC25gwAZc6KaZHjoJJAE2gdRNstklm7IfFkhII6EEAgmhJJSwEBIgQAgJPaGHDjbYFNvgbsuWLcnqXdr7v/ITIyHZkjyjmdH87uczlmbmzXv3fd9Y896Zc8/9zWBfyvK9BIILGv2/DEfwJc0N10lNTrKaZvf/K2XoWU29uhnhu53Wui3zJStteDJfdGGtGVe21/T/WsdF///19y34Xe//7TW9rvffQ60j+HsU/B781Pr0e+jfLC0b3N/etnb0nL5Y0JcCCpJGqukzXVmEaur3SGrKhlRWsYZzJ0rTLEIafq3zImUH6zxJX0TQIieg81D9fyf4Ejlj1owAArEpEDPBFwUwgqYsGF0A9k591R/rYDiETng09EctOPkJrY2ib/z1uIIQfX2DowDLgw8+6AMOWocCFRpyo/bcc8/5lGJ/x/2jITwKSmh59UHDjbR+NaWlBsOEFMBRxX1llvz973/3KckK8ChTRPujlFYFRr761a/6Mer9XdzqhDdo2gd9QAVNJ6zy0QVMUDBV+6hvAtX0jbKaHgsNOH3/+9/3M5GEftDpd9WgUXqtsh80rEj7roLAQTaRTqjVNORKw5KU2i0rBV803EkW0W4abqViwAo80XZOQO8Jvf/0/yP0/dN7re2d7iKtpdXSR7mCzHGS+aL96ujUN/SDn5FE/+81Q5lmKqP1LaCsFqXv33///T5IHvxd1t8Y/W0+66yzfLBFlhriqQLi4WjZmW5K9aIsq6xpsebGwR/bcPRhsOtob++0iqoG/7K8bBfAdMGjSDd9xuozVcMq9EXCSG7626XPwEg1ZcEFn42R2ka01qv/t3/729/8ZAKJEoAIalEpGKy/T7TIC+j8N/iMiPzW2AICCCAQOwIxE3zRUAhlhOgCSSeHGg6jbyMUZAgNGCgrQ0Nk1EL/cH/+85+3iRMndstqmJE+RHVBoBNNLRt8qOr3oDCkUpbVtI3gw0CBEwUftG2ln+r1CmromzS9VsvpwkGF/jRFY7BerUfP6WLjC26I0qc//Wk/Jl2ZMBrGpLoqKsqrb9BVUFcFbEODTnq9mrardWpbCnDoZ9AUINHrFBDSN2/qhwIvmglCTcGT0GCNHpPF1KlTezjqcTUtq2BOUKtGgSQdA317GDQNl1LASJkvaipuqP5prLv6Ee1vL0466SQ77rjjvHE8jL/Xey24Be8d/dRNj4f+lHfofT0fPBb6mt6PB+vXe0cBu6Bgpd5/QVaY3jsKFCqbSVljuh+8zm9ke/+4eKCOu//22j4KDm7vJdF+TsEiZb60OY+hNM14sbOzXgxlu7H6Gh1/vb90Eaohjvfee68fxqn7+juov0kaWqSC5CriGamWk5VquxRm2uKV1f49We8CMKPcY7HcGhpbrXxLna9PM600x9JUtCbCbYrLdPzxj3/8sa3oiwT93dRnnn7qpmMbK03nBfpMVDBFF8f6LNVntIJ8avo7qPebsko1VDj4EiWS/Q/9fIzkdqK1bu2fhk8nSvBFn3204RUIPa8Z3i2zNQQQQCC6AjFzhqpvqhRU+OlPf+ov/vVTwQUFVRSg0EmXAiUabqRlFVQJbfpWOrSpBosuBnRCqYJ8SiPVhaYuFpUhoRkKQr/9U8BBF6W6+FQmhS4qFLTQLEl6zTMuzVjDWzRmXutSYV4FI3rXcdGyWo8uPHTTdNQqZqrCgHfddZcPdGgdqqGiGjMq9qvx6aFN+6psHa1HmSXKQtDJp9a9ymXS6KYLHAU+ZKPgSzDEKEi31omqXqOmAI6GSalYsE5S1XRyraFestD00crM0XpOOeUUb6shKEHTPugWNJ0Mz5gxw9du0PHQiVqQkRQsM9w/1afhOOke7v0ayvb03lBNAr1/VBQyeO/q/4/eWypOqQsxFWdesGDBkAIK6emplpXt/h82NPr35VD6OZyvaXJFdsu3bPYB3syMriyx4dz+SNqW3l8KRGvIoYK9moFGwWm9t/Q3U8VR9bdRNaYU1NteBlU4XHzwZUyWzx7pdMG1usaWmA++fLi+K2NwcnG2m/48uhd++ruvW18ZouE4PjuzDr3X9Bmo95uKv+umLMfg81+ffwrsKfiuLzSCLyF2ZpsDea3+bmr4rfo3EpvqnugLm2i0IKgbXJxHow9sM/ICwRc9+klDAAEEEkkgZoIvQldNFGWFaHiOWnCypVkLlKauEzAFHBSE6N2UvaELyqBpKM2f//xnP5RGdV0uu+wyX5tE3/K98MILfiYfBQwUoFCwRRer2p7qtijYoaaTAF2w6gRPs3fotqOmfqgWjbJwjj32WF+IVxcfp556qh155JF+eI+yD7SPL7/8smk67VtvvfVjF8A6+dHFs77l08mn+qoLHF3o6IRPASBd6Khp/aEnnfrmUn1WAEoX39rniy66yPsqs0UfdrLUsC1lGekbLjko00jZOho6IGc1BVlUgDUI2vgH3T8KPqlwpgJY6me0gy9BvxL5pwKIer+oTo/qEilLSkE1BRL1zZ6GjmlmI73HVYhSF8lDbeku2DXKBV8qK6t8NslQ1zNcr9tQ1jVVfGZmhnuv9j3z2HD1JV63o78Z+v+uQK7+rmjohf526m+HhiMquK2fuhjuL9MuEvuenppsE8aNsvzsVKuqcxkllfU2rrAr8ByJ7YVjnavWdQVf9nBZL0V50Q2+hGN/wr0OfWbpiwT9LdPnkb740JcOQZs2bZrPwNRn7M7+LQvWOZifCizqva6Z40Za07nWN7/5TX/ONdz7pnMufemmcwsFcPWZ1fvcY7j71Ht7el8qczq06e+d6ufRBi6gYL3OZQm+DNyMJRFAYGQIxFTwRSmumqFA0zfqWyVNdaymC0jdQpuCAsXFxf4CU9+CKbiigISGL6kpMKHsGc3UoyFMuijVLWiql6IpopW58qMf/chnyCgYcthhh/kLVS2nAITSmzVDkDIrBtI0g4yCO8oqUWDj6KOP9qn3CoYoSKILFGWKBFNVq4CwgkNKzw+aPozUP108azntmy6UFXxR0US1c889t7tPurDWcIjgw0yO+iZTASgN0dI3hTpZ0La0nL5RUmaLLtbVdCKrDCONe1bGjAI0KqKrQrsKvPR1ka5sntvdrFPqkzJ5emfv+BXzz7AIKDgXTL+qixSdHOqxoOkkVkPklJavAKUCZTt7wqP32ih30d3crBlJuoKVwfZi8ee69WW+W1nu/0qeu7igDV5Ax1yBFgXDFUzWTU1/f5RNpb9ZunCLRptWmmtTXPaLgi/LVm2xvXctjkY3BrTNOjfkaH3ZVst0hYKnT8ix0TE+RGpAOxWmhfS5pL9hCrjo80+fp8peVQBZXzAo0KKLXP1NUyZntLJ1dO7xBTe0WF9cBEN2w0QQ1dXoPEcZyDoPikbTF2s631HQTbXnVGcu1oY+6b2pGnqhTV9cjbTgi87tFATT33UFGsPddA4S3MK9btaHAAIIxLJATAVf9IdY00dq3LYuFjWDjb5Z0smXTrL07YIyQnRioAtJZaVoViIFSPRBoQ9tTRkYZIQogKAx7gp4aF1r1671mRz6tuyEE07w61MgQhcVCiQEKfOq86Jghb5905AcBR+0vJbrq+nkS98Kq9aLAkAKfCiTRoETXQhr23pM29JJpPYnyCzpa31yUBq1it5pWWXK6NufIONHQ4MU/NByalqvTkp1AaQLoeACSAGqq666yg+/UlaPvrUOnWpUmTE6aVAmhIJD6qOagjE/cgEp7ZcKCPfVVDhYBTR1khRsr6/leCzyAroo0TTneu/phLV3U9BPAZfg+PZ+fij309JSXRAjx733zNWIaLAx7v9nrLbGxiYr39w1xW5WVqbl50UnQBCrPgPtly6CdItk/ZaB9qX3cpPGZtvBs4rt/Q31bmjqVqtvcnVfMvv+e937tcN9f+nKLdbspj1XkWBl7KQMQ7Hd4d7HoW5PnyUKrGgIqb4QCG36vNPwWt30tyz4/AtdZrh+1+exPhuVKfq73/3On4sM17YjtR0FXhTsUHHs/s51IrXtYL06pjqP0nmS3gsD/dIreP1w/NT7U+edapqIQcGYkTb8TBlI+jJSw/NVUy8SwRe9x3S8o/n/eDjeL2wDAQQQ6C2Q5P7Ixk5lvd69G8B9BVRUMFRZHQo8aPah7373u901UAawio8tokwajR/XECKdBOgEQEEKzXSiDA89pu2q3oFqtwSz7OjC94ILLvBZB5dffrkfYqQP5SBoErohnbzpw0fZJgoY9U6tVeBDQSjV69AhUoBFJyUqfKvhWX19GxTUaenr20D1WQEfZeTow04ZMH2tI7SPO/pd+6VbJGeV2FEfeD46Au3u/fTee8vt6edftF2nT7P95s2OTkcGsNV1G8rsWddPZXrtN3cfO/Lwj7LMBvByFokTgRWb6u1/f7vIympb7NRjZ9qMXbqGZcZS9xUUuuuhRVZd02inHDDBvv2pGZaeSs2DWDpGg+mLhtwqYBFMAjCY18bSsjp30nnUv//7v/vstmj2TcOmVUtOX7Tpi4OBNJ0jBedJO1o+WHZ7F/4DWUbbufDCC+3uu+/29dN0zjeQpnOx7W17IOsIllE/gzbYIMb2+qH1aji8ssc13P7qq68ONhOWn1q/sr11rH/xi1/4LxPDsmJWggACCMSBQGx+NTgIOH1AqyiuZtRQsORPf/qTT0/+8pe/POQ6JPrAVybMJZdc4r/VUPaJMmB0UxBEwRhl3YQ2DV/ScB0FUaa4oR033HCDHwqiGi3KflHQQ00BF61fWTzBkKTQ9QS/K9tGQ7D0LYuGkOibB2WobO9kpK+gS7A+9VvPb2+ZYNmB/tS+9g4aDfS1LBffAskugFc4xgXwCvJ9IHLO7FmWmhJ7f050grm5fIv/ZjLbZb3svtv0+Ian9/0KTHNZJEcdUGp3PLnK1qytsmkT8t17Mnamje1wFxzvLd9kNbVNNma0my1vvxICL/0ezfh4QsOPvvOd7/jPdw2TisemzEkNY9YwbA0rHO6mL6iUlRs6VFZ90LmOhjgG5xi6YNcwLwW81PSlj6ZO15dKGlKuiQV07qUMUGXNKMtXRcH1Op3/6FxRnweqWaVMZWUK68s0faml59X0xdu6dev8ZAhaRhnB6oNuO/Mlk76k0gQLqpGlIfTBvmmYfDBZgoajr3J1jXRuqazt3ud6ixcv9s/pPRcMr9eQcvVTRjqOynDV871n5ZOBhvPp+OocUNYyU9BNZnIMMmODoe2yU9OXesFjuq9tKftRr92ZJvNwBaF2ph+8FgEEEBhugdi7WhqCgIZcKHvkmmuu8R8withrlg0VhR3stwHB5vVBrYi8ivYqw0U1NYJpn4PAiz7k9EGvQIoKw2koUDD7kT5YNBRIN33gq36NPgD1gaoP8R31S8/rQ/FrX/ta0CV+IhAzAnp/FrgTvYnjS23horetbGO5TZowPmb6F3Skzn2ztsGd8OrkV4GX8aVDLzIcrJOfsStw4n6l9s+F5fbB6i02dVKBTY+h7JdqF3RZtqrCTXXeYUfNLbV9p+XFLiQ9G7CAhjXrCyDVR9MXLfHQdAGt8xH9VNBFs0VGq2i+zo1Um0/DrEPbt7/9bX/+EwQhdB6leoD6YkxNkxp8wdXdUU0/DRPX33jtg4JhylRW1rAmGlDGY5DZo8CKspUV8FEgQsPGzj//fB+AUeBFWSz6kk1f5KkFgYZvfOMbfsKEoC/+yQH+o21pgoWbbrrJFyoPXqbAjrav4sZar4IzyjTRMKbf/va3vmZfsKyMvvSlL/nzyG9961v29a9/3Z9DanIHTVKhpi/2VJ9Fw/KVhR06PFR2ymDRsH6dk8pGQSCdp+r8VRM/6MtAfbHYe2IJZXWFZnZpOzon1rZ2psmWhgACCCSiQMqPXBsJO65giWqYKGChbykUeNE3GjvT9OGswI6yTpQiGcwSow8pDRfS2GjVX1E9GGWoBIGX3tvUhaq+VdBNH1w7Crz0fj33EYhFAZ24ufN3W71mrTW6qZynTtkl5rq53s1ytGLlKlPWy/HHLHD/B3fu27qY20E61EMgLzvNxrrZg55cuMnq6lustDjXHfu0HstE405zS7u9/f5GU72XSS5D5zun72a5FNqNxqGIyDaV9aosCg1H1pCZWG46T9G5jWra6YJeF//RCrzISRfhyv5QHTnV0VFQSBku+gJNs/OF1n3ROZTOyYLpxpVJoiwX1QdSAEN19hRsUfFbBTdUv07nXKoJqACGvkDTsqoppKHqCrIsWLDAZ8EoQPLDH/7Qz3apAITO73RcNXOgllNfdD+0KfChunfKVFGdwr6aikbrizzVUNG2tH0FRpTt89RTT/nzVZ27ykCTL2h9yubR9oOm1yowpIxoDT3XOa6aAjsK/qlvyoZRtor2Q4EVnbMGWTUyVYBL+68sbDlr9k0N+1FRXc3wqXXIUrUP1U8FrBRMlLfeI1peN71Wx2pnM18U5NJ2Vd9QX2LSEEAAgUQRGBGZL8HB2n333X0UX5kpwYdO8NxQfypLRSdVuumbFX2w66JTH+j6SUMgUQVS3Pu/pKTYxrog5+p1690MLhttQmlJzHA0ub8DZa5PTS4wNHu/WRTajZkjE9mOHLRHoR21z1h78s1N9tqS9bbggKmWmRHdj7otlXW2yAVfUty02F87foqVFhAEjOy7YPjXrmCBhn5cccUVPTIchr8n/W9RQRcNt1EwQQEAZXT096VR/2sJ7zM6x9IFvabvVoaGAgTKrOjddL6liRYUWLntttt8oEGvVcaRAhBahyYn0DAZ3fSlmQISOh988skn/fIqlHv44Yf74IaG8ShQoWW13VtuucUPx1EWkIINOpaaOEHBCr1egR2dY+rcb6BN54wa7qPMHA3tURBGgS6dRyqQpAyXG2+80WfqKHikL/E006eCLQriBdklyjxRH3U/NKNFX/5pGwquKJCh4J8mQlBgSfunLwpDmyz0ZaH2UduXubJvFCDSviqbSFkzWp+W1bD5vgr5D8YgdPuhv+t4BrfQx/kdAQQQGOkCIyp6oIwSReMVvY9ESqPWqQ8sfeATeBnp/zXYv4EIZLtMkhkzugKTby9+x584D+R1w7FMbW2dbdxUbiXjxtr+++4zHJtkGzEgoCmc/+3IXWxMQaYterfM1pTVRLVXdfXN9sjzH1htXbN9/sjJdoiblYk28gR0TqAsAU3VrGBArDWdv2jIibJAlEGhmSCDmSGj3Vf1TedVum3vwl7LKRNG53oKRmhGR1nrdfqCTLPzaNiRgi46Hlo2yJxRMEbDw3UOp6xoLadCshqKo/UpSKLghoI7CkjpMQVKlPGsAIeySZRpMpimgIgmT1AgQ5ksmuRA61V/1R/VZlGQRVk5agq+6NgoOPPss8/6xxQUWbhwod9fBU5CM07koWVXrVrlM2b0Au2PspqCmi1+Jdv+UeaO3qParoI9mq5dN9WbUR/VAjOtWy3UMXhO+7CzjXPonRXk9QggEK8CAw/hx+se0m8EEIiYgE7C9pwx3cpd0b933l1qK1etcd8O7hr14ru1rkj2orcX+5Plgw+YZ1nuhJuWOALjCrPsxH1L7J5n19gDjy+xz50y20pLXFB+mKd1bmpus6deWWkNdU32qUMm2akHlVpays5fuCTOkYy/PVUwQDMgXXbZZd0zIUZ7LxRwUFBBQ2g0HEczQqqf4biIjta+aZ+0LwpkBE3DwftryvgJMqIVRJCHbmrBkCRl3aimSmiAQ8ENNRWpVUbIYJoCGkEhYWXdqB5h0BTQ0fYUhNAyCvgo8KI+aeiRhiQpK0VZLCqqq/099thjg5f7oI7qyGiSCQV5FCxR/4J6Nnqsd1PAJTAInguCLMH94fqpIFs8v/+Gy4ntIIDAyBMg+DLyjil7hMCwCqSlpdr8/ee5IT6b7L2ly/w3apMnT3QXutEpqNfqvp18/Y1FbmaJzTZnn1k2YXwJJ3nD+o6I/sZyM1PspIPG25baNnv89fX2p4fftmMPmW57TB/nhiANz/tyqyuw++bi9bZ0xRZbsM84O2vBLlaYE/36M9E/OiO/BxraoqCAMjFeeumlqO6wLrg1hOZf//qXz/jQUCNlUAQZIVHt3E5sXBfv2q+BNg256i+rRsEWBTcUuFD9FWWD9A4MKGuov0CFAil9NRlru2qqS6j3Re+m4Evofpx88sn2f//3f74mjGZmCmY00muDYUjqpwIvqpuigrkqsqtsHvXjnnvu8cOqem9nMPdD912FiCPRtA3dyICJhC7rRACBWBYg+BLLR4e+IRAnAtnZWTb/wH3tiX8+awvfetv3etrUycPe+44ON8b+jYW2cvUamzih1GbvPdMVXM0a9n6wwegLlOZn2GmH7mL17Un21Kur7dlXV7lvmttszl6llp0Z2SBIeUW9vbRwrb2/crPtNTnPvuzqvEwsos5L9N8Vw9cDFf1XAVcVOlUdj2g0BRUUBNLQFf3UrDYnnnhid0AgGn0K1zZ14d5fMKSvbSjw0t+Fvmw0bEkFbxV4Uc2X3tM16/W9A1YKrGidmqmor6aATlCkV4ERzSwVFMsNXV4BsqAp+KOhQxqO9Mgjj/ghRRpGpEK9QVMmjIIyWucXvvAFnyGjbWm5Bx54IFhsp37qvaObplDXerX+cDa56fiFBnrCuX7WhQACCMSqAMGXWD0y9AuBOBOYsstE22/ubHv2hZftldff8CnQ06dNGba9UJr1ay7wsvzDle6kMd3mH+DG1Oczne+wHYAY25BGGO1ekmGnuwBMe1KKPfvKCnvlbTczlxtGcMi8yREpwtvR0WmrNlTbS2+utg3ltbb/HmPs4jNn2FhXf4aWeAK6iNYQH10ka0rk4WxBoKHODcFU0OCaa67xM/Io0BBLTf1TMEFDZlTHRYEiNc34s8rVMtFFv4IcCoZoOQ3l0XMy1X3NGqTghYbshF7IKyCioIGWUdPQHq1Pw25U/LZ34EazCGnI0cMPP+y3cdRRR/n6KBp2pFmBpkyZ0mM4ktapwIpsNTTo3nvv9bMolZeX+77OnTvXb0M/NRuShhJdfPHFPvilei+q/7J582YfjAkdCqSAh4reXnLJJd3TYiu7JRgipe2GNs0Mpf5p/zQVt4I2Ovba1+XLl/t97S/jJ3Q9vX8vKiryNW/kqPfO6aef7p21HdXU6R2c6v36Hd0PAi+hx2xHr+F5BBBAYCQIJLkPvMENYh0Je80+IIBAxASefeEVe+3NRf7keP5B+9vuu+3a46Q4EhtubGzygZcPVqz0qz/4wP3s8PkHRGJTrDMOBd4qa7O/v1FuL76x2iqrG2xiaYHNdwGYqeO7Cmvu7C7pU7TR1Xf518I1tnjpRmt1U0uffvB4++/TZ1h62oiqa7+zVAn5ek3Zq4tpDUFS0GA4moICChwocKFZdpTxEgRkhmP7A93GQw89ZBdddFF30dm+XnfSSSfZ+eefbz/4wQ/s1Vdf/dgixx9/vJ81KDSgokyRvmZN0otfeeUVXy8mdEUKAqkI8f333/+xYxQU81VWSmhTpsyXv/xlH/AIfVzBE9X8UdMp9u233+4DGKotowBTaPvJT35i5513XuhDPpiigE2wrDJxvve973UfP72Hvv/97/uAT2gRYO2/9lvbU9NMRTfccIPP5tG027pdeumlvoiwnlcQS7MjKUClYUyhAR7NAnXBBReYptMO+qHXqGlZDV0bapPJGWec4evWXH755X0OxxrqunkdAgggEOsCZL7E+hGifwjEmcARhx7oLjjT7LWFi+zV1xf62iu7uxmRiooKLc2lboe71dTU2puL3rYVq1b7bxrHFRcReAk3cpyvb5+SVEs/cJxNLcmx515fYx+urbR7H15ks3YrsX12H2clY0a596wKQA5uR9vaO6ymttkNL9piC9/bYHV1LVbihjudfsxkO33+RAIvg+McsUvrIviqq67yUwsr2KAL20i1YDiHLtC1XU3FfMwxx3RfuEdqu0Ndr2qVaAppFZ/tr2k/lN2i2Yr6yuJQcKR307TQoYGJ0Of7yv5R3ZUf/ehHpinDNdxHgQkFrxTQUB97DznS+pTZ9NOf/tR+97vf+Swb2Ws5ZckETZkdX3BDgzTL0J133ukDNcHMQupHX/ujTJivf/3rtmjRIr8aBZdCA2fqk4aQqV+allrHuri42E8trQCLpsXW8hripMwh9WH+/Pk+4KTZQIOmbSugpKBQ7ynHlfmiAI+yXJTZoz5rPX31N1jfYH6GBsoG8zqWRQABBOJdgMyXeD+C9B+BGBVY/M5Sn42yuaLS8kbn2jSXOq1CvKPd76nJO1/0tM6lWldUVrkiv8vdNKBl7uQ80828tJsdcdhBPvgToyx0K0oCbe4L5y0NHbamotUWfVBpLy/ZZOu21PmAyx5Tx9ik0nzLz8uygtFZbrau/qMwLa3tVu0CLrVuBqMtlfX2niuoW+5+pqUm2ezJo+3U+RPsoD3HWLab8pqGQG8BDU/R8JB3332391M7fV8X3LpA1sW4LvaVLXLkkUd2D7FR0EcX1bTtCygzQ5kwGs6jAIkCM30FbIK1yFvDcdS0rIYO9dc0PLa6uto/rWVD673095rtPa6CuBpepXUp8KO+KFCiIIkCHOEIcmgbCtDovaX+Kjik34fa5Hv22Wfb2rVr7YorrrBDDz10qKvidQgggEDcCRB8ibtDRocRiB+BVWvXu2/vFttq97O1vc2K3Lj9okJ3c1kwuuXnafrfwV2kajajDWUb7YMPVvgprjXkKDdnlO0/b7btNWsPppWOn7dHVHra6oIwDS2dtq6iyZavq7UX3y23t1dstTZ3QVCY6wpkFoxy9SNGW3Ghu8BwhWPaXLCltb3TfQveZjXVTba5ss4NXWq06oZmq29odYE+F3SZkmdHzx5rs6bm2+RiFeEc+oVJVFDY6LAJ6OJY2Qo33nijn4Go95COnemIgi9an4aPKGtBWQ3BxbeG2mhaYg0X0ew4wSw8O7M9XovAUAQUfPnc5z5nqlej4MshhxwylNXwGgQQQCAuBcI/BiAuGeg0AghEQmCXCeNtbFGBrVqz3t58a4mtdxkqm7dU+G8R09PTXNAkx8aXlviU51FuxiTNTKSZkzrcyVmbu9htbWt1tzb3zZ670PWZLltdyn6lG+pR4x/LcUGXfefuYzOmT7XS0nERGdYUCRfWGT0BlWDJy0yy0eOzbEZJph0+s8DWVzTYog+r7Ln3Ku3N9zda5orNlqnMFfftri4U9H5UMd0WF7lpdSk0eiw1NdnmTs+3T7raLnu5oEthrhtCQNAlegc2TrasYIhmQtKQEdX7ePHFFz9WU2Oou6LAy7nnnmuaTrr3rDrKttCQJw1lUVaH6qiEewabofab1yWegLJ09H9hZzJoEk+NPUYAgZEgQObLSDiK7AMCcSCgC9aFb79jr76xyFSnRfcH24ITtUKXQbOPy3KZs/csS8+I7LTBg+0jy8e3wKbqZnvsjY32wrsVblhSg0u3b+neoTGunsuc3QpszrR8l+2Sb1PHZnc/xy8IDFbggw8+sC996Us+A2Cwr+29vIa6KPCiGi95eX3P8nbHHXf4uiaFhYW+Vslxxx3XnRnTe33cRyBSAvrs1+xSev///Oc/9/VoIrUt1osAAgjEmgCZL7F2ROgPAiNUQIGTebP3sl2nTrGlyz+0jZvKrbJqqzW68epNzS2msfBqWi64KY1ehVCzXNHAfHdBMWFCqU0YP87GjS0my8Vr8U+4BcblZdh5R032N61b2S7lNc0uWGg2vjDTDZNjSFG4zRN1fSoUq2EX//u//+unBh6qg4qofvGLX7SvfOUrrqbWRwVVe6/v05/+tC9Ce/311/sgjP7OqibM9mqU9F4H9xEIh0CQ9aL3IA0BBBBIJAEyXxLpaLOvCMSQgC5m690MF5WuaO5md6utrvG9S3I1YFLckA7VglHRwNGjc2xs8RjLd4V6OVGLoQNIVxBAICwCqseiDIBgdpvBrLS0tNRnz3z2s5/tN+MldH01NTV23333+ZozykDQNM+qA7OzhV9Dt8HvCGxPQO+7//zP/zRN1a33vYbh0RBAAIFEESDzJVGONPuJQIwJ6AuvnFHZ/rbLpAkx1ju6gwACCAyPgArkXnDBBXbttdfa66+/7met0Qw2O2qaPlhTEqtg6UCnAFZmzJlnnumXv+yyy+yXv/yln1L5lFNOoQjvjsB5PmwCZL6EjZIVIYBAnAm40oM0BBBAAAEEEEAAgWgIaHjlAQcc4AvwHnHEEX5oUG5u7na78slPftLXbdHyAw28BCtUAEZDkJR1sHnzZtMwpIcffthPWRwsw08EIilA8CWSuqwbAQRiWYDgSywfHfqGAAIIIIAAAiNeQAGUPfbYw2644QY75phjXKHnWp8Bk+NmhAttCtQocPLDH/7QVDNmqE3DjBTAueaaa2zTpk2+9sxTTz1lmgqbhkCkBfR+D2q7RXpbrB8BBBCIJQGCL7F0NOgLAggggAACCCSsgIIiGn508cUXW0lJic9GUcAlPz/f9tprL/vWt75lV111lRW4Gd/C0RToUQaMpv798Y9/bE888UR38fNwrJ91INCXgDJf9L7WjYYAAggkkgA1XxLpaLOvCCCAAAIIIBDTAgrAaOYiBVuefvppn40yY8YMW7BggQ/IhLPz6enpduKJJ1pHR4ddd911dskll1iDK4SuxyjCG05p1hUqoGAfBfRDRfgdAQQSRYDgS6IcafYTAQQQQAABBOJCQBkBKqirYry6SB1sXZfB7KSCLCeffLLPfvnJT37ii/C2tLTYaaedRhHewUCy7IAE9H4Oar6Q+TIgMhZCAIERJEDwZQQdTHYFAQQQQAABBEaOgDIEhqMpAKNsl7y8PDv//PN9EV5dIJ966qmWmZk5HF1gGwkkEAw7IvslgQ46u4oAAl6AwZa8ERBAAAEEEEAAgQQX0BCkI4880m655RarqamxK6+80v7xj39QhDfB3xeR2P1IZnJFor+sEwEEEAiXAMGXcEmyHgQQQAABBBBAIM4F9ttvPz/0SDMtXXrppfb4449ThDfOj2msdV/BFw05IvMl1o4M/UEAgUgLMOwo0sKsHwEEEEAAAQQQiBMBDQk54ogjrK2tzc+spGmtGxsbKcIbJ8cvHroZ1Hwh+BIPR4s+IoBAOAXIfAmnJutCAAEEEEAAAQTiXEC1Zo4++mi78MILTcORrr76avvLX/5i9fX1cb5ndD8WBJT5osALwZdYOBr0AQEEhlOA4MtwarMtBBBAAAEEEEAgDgQUgNH01r/5zW/8sKPrr7/eHnjgAT8VdRx0ny7GsAA1X2L44NA1BBCIqADBl4jysnIEEEAAAQQQQCA+BTQ8ZO7cuXb33Xdbc3OzH4b017/+1VpbW+Nzh+h1TAgo+NLZ2elvMdEhOoEAAggMkwDBl2GCZjMIIIAAAggggEA8CkyfPt1uuukmKykpscsvv9zuvfdeXwcmHveFPkdfQEE9gi/RPw70AAEEhl+A4Mvwm7NFBBBAAAEEEEAgbgRUm2PevHmm4ruTJk2yyy67zP7whz9YdXV13OwDHY0dAQVfOjo6yHyJnUNCTxBAYJgECL4MEzSbQQABBBBAAAEE4lVAUwMfdNBBdskll9i4cePsuuuuszvvvNOqqqridZfod5QEgmFHUdo8m0UAAQSiJkDwJWr0bBgBBBBAAAEEEIgfAQVg9t9/f7v55pstNzfX/1QGTE1NTfzsBD2NugDDjqJ+COgAAghESYDgS5Tg2SwCCCCAAAIIIBBvAhqCNG3aNHvooYcsJyfHrr32Wrvnnnt8Qd542xf6Gx0Bgi/RcWerCCAQfQGCL9E/BvQAAQQQQAABBBCIK4GioiK79dZbbebMmb4GzF133UUR3rg6gtHrbFtbGwV3o8fPlhFAIIoCBF+iiM+mEUAAAQQQQACBeBXYY489fBHeOXPm2KWXXmq///3vKcIbrwdzGPvd3t7uC+6q6C4NAQQQSCQBgi+JdLTZVwQQQAABBBBAIIwC++23ny/Cu+eee/ohSLfddhtFeMPoOxJXpeALU02PxCPLPiGAwI4ECL7sSIjnEUAAAQQQQAABBPoVUObL9ddfbxMnTvRDkW6//XaK8ParxRMEX3gPIIBAogoQfEnUI89+I4AAAggggAACYRKYMmWK3X///d3TUP/xj3+kCG+YbEfaajTciMyXkXZU2R8EEBiIAMGXgSixDAIIIIAAAggggMB2BQoKCuymm24yZcL84he/ME1D3djYuN3X8GTiCRB8Sbxjzh4jgECXAMEX3gkIIIAAAggggAACYRHYbbfdfA0Y1YL52c9+RhHesKiOrJUw7GhkHU/2BgEEBi5A8GXgViyJAAIIIIAAAgggsAMBZb5cfPHFNnfuXPvlL3/p68BUVVXt4FU8nSgCwWxHibK/7CcCCCAQCBB8CST4iQACCCCAAAIIIBAWgX322ceuvvpqUyaMZkBiGuqwsI6IlQRTTKvuCw0BBBBIJAGCL4l0tNlXBBBAAAEEEEBgmARUhPfuu+/2syBpNqS77rrLmpqahmnrbCZWBYLMF4IvsXqE6BcCCERKgOBLpGRZLwIIIIAAAgggkOACeXl5fhrq2bNn21VXXUUR3gR/P2j3g+BLkAEDCQIIIJAoAgRfEuVIs58IIIAAAggggEAUBKZPn95dhPfnP/+5H4ZUXV0dhZ6wyVgQUPCFhgACCCSiAMGXRDzq7DMCCCCAAAIIIDCMAirCe9FFF9nMmTN9Ed5bbrnFKMI7jAcghjYVZL4w7CiGDgpdQQCBYREg+DIszGwEAQQQQAABBBBIbAEFYH71q19ZSUmJz35RId6tW7cmNkoC7r2CLwq8EHxJwIPPLiOQ4AIEXxL8DcDuI4AAAggggAACwyWgIUiPPPKI5efn2w033EANmOGCj6HtkPkSQweDriCAwLAKEHwZVm42hgACCCCAAAIIJLaAivDeeeedtscee/ghSHfccYc1NjbuEKW5udkHaxYvXrzDZVkgNgWU7aJCu2S+xObxoVcIIBBZAYIvkfVl7QgggAACCCCAAAK9BKZNm2aXXnqpzZ0716644gq7+eabd1gDZvPmzXbjjTf62ZMqKip6rZG78SLAsKN4OVL0EwEEwi1A8CXcoqwPAQQQQAABBBBAYIcCCrx8//vf90V4r732Wvvtb39rW7Zs6fd1EydOtC996Uv20ksv2WOPPWZtbW39LssTsSvAFNOxe2zoGQIIRFaA4EtkfVk7AggggAACCCCAQD8CCsAo8FJaWuqHIv3ud7+zysrKfpY2O/PMM23GjBn26KOP2sqVK/tdjidiV0DBl+AWu72kZwgggED4BQi+hN+UNSKAAAIIIIAAAggMUGDXXXf1mSwqwnvrrbf6IUh1dXV9vlr1Ys455xx79dVXbeHChaYhLLT4EuCYxdfxorcIIBA+AYIv4bNkTQgggAACCCCAAAJDEMjNzbW77rrLF+HV8CNlwDQ0NPS5pkMPPdQWLFhgDz74oG3YsKHPZXgwdgWY7Sh2jw09QwCByAoQfImsL2tHAAEEEEAAAQQQGIDAlClT7Gc/+5nNmzfPfvOb39ivf/3rPmvAFBQU2EknnWTLli3zGTDUEBkAbgwtQsHdGDoYdAUBBIZVgODLsHKzMQQQQAABBBBAAIH+BObMmeOL8M6aNcsX4L3++utt48aNPRZPTU21Aw880A4++GC77bbbrKysrMfz3IltAQXLmGo6to8RvUMAgcgIEHyJjCtrRQABBBBAAAEEEBiCgAIw11xzjY0fP97+9Kc/+emlN23a1GNNxcXFdsQRR/jAjJahxY8AmS/xc6zoKQIIhFeA4Et4PVkbAggggAACCCCAwE4KqAjvE088YUVFRfaHP/zBB2C2bt3avdaUlBTbf//9raSkxG666SZbsmRJ93P8EtsCynwJ6r7Edk/pHQIIIBBeAYIv4fVkbQgggAACCCCAAAJhEBg1apQPvOy+++52xx13+DowobMgTZ482Y4//ng/bbGyX1paWsKwVVYRaQEFXmgIIIBAIgoQfEnEo84+I4AAAggggAACMSCwefNmW7lyZb8zG6kI76WXXmpz58719V2uvPLKHjVgFHzRFNX//Oc/7eWXX46BPaILOxJg2NGOhHgeAQRGqkDKj1wbqTvHfiGAAAIIIIAAAgjErsBjjz1mt9xyi7377rtWWVlpycnJlpeXZxpWpJaUlGTjxo2zadOm2fvvv2+PP/64NTY22owZM/xyY8aMsRUrVtgbb7xh6enpPkiTnZ0duztMz+yBBx6w9evX23HHHWfKaqIhgAACiSJA8CVRjjT7iQACCCCAAAIIxJiAgizLly/3F+Qvvviivfbaaz6zRdNJK7CipgBMaWmpaQakF154wV5//XWrqamxmTNn2ujRo33dl/vvv99PS73PPvuYhiPRYlfgvvvusw0bNhB8id1DRM8QQCBCAgRfIgTLahFAAAEEEEAAAQS2L6CCuocffriv3aKMFmWwPP/88/bggw+ahiRpxiMtE2TAKFvi0UcftVdffdVqa2tt3rx5tssuu/ismDfffNOysrL8Y/pJi02BP//5z93Blz322CM2O0mvEEAAgQgIEHyJACqrRAABBBBAAAEEENixgIIqqampPsvlyCOPtGOPPdYPOdKwFGXCaIhKRUWFf14FeJUNc8ABB3QHaRSA0axHubm5piFMmhFJwZyxY8fueOP9LNHZ2emfUd/6asHzeq6/Zfp6HY91Cdxzzz0+u0mBNIIvvCsQQCCRBAi+JNLRZl8RQAABBBBAAIEYFVAgQ8ONFDxRgV39rsDLs88+a08//bTPllCQRUOQNLxIw5WeeuopP9zooIMO8nVEFi5caMXFxT5Ao/oxg23KvlHmjerIKCik+jOhrbW11d577z1btGiRNTc371SQJ3S9ifT7vffe2x182XPPPRNp19lXBBBIcAGCLwn+BmD3EUAAAQQQQACBWBMoKSmx+fPn+7ouEydO9EOQNKPRc88954MsKsK79957+98VgNEU1FpOAZmysjL7xCc+YTk5OYPeLU1X/ZOf/MR++9vf+tcefPDB3cV/9cC6deu6n1cGDgVjB01sf/zjH23Tpk1+qBnBl8H78QoEEIhfgdT47To9RwABBBBAAAEEEBjJAsqA0dAUBVM+/PBDPwxJNUOUnaLgy+zZs62qqsqefPJJv5zqw2g5zYp03nnnDZpGQ5v+4z/+wxf2femll/wsTHPmzPHr0RTJqiujgr+HHnqoDw4NegO8wE8NrqFbocO3YEEAAQQSQWDw+ZiJoMI+IoAAAggggAACCMSEgIrnTp061Y466ii7+uqrffaL6oWoJoxmzsnMzDQFTZYsWdI9XbWCMUNtGsKkYI+mttaQJ2XDqDU1Nfmsjba2NjvzzDP9sKje26iurvb9UEBoR8EFrU+z/miabQ1lUsaOHhvJTUPLfvjDH/o6PSN5P9k3BBBAoC+BJPfB0FVVrK9neQwBBBBAAAEEEEAAgRgUUNDizjvv9FkvKryroIhuamlpaX7aatWNGUpTIEcBFg2Lueyyy3xWjQr6fuMb3/BTJP/gBz/ww5y0bmXELF682H7xi1+YsmV0X1NoH3LIIfY///M/fops3Q+WVV2a22+/3f72t7/5x0L/+fznP2+XXnpp6EMj7nf5aCYrDQsbytCwEQfCDiGAQMIIUPMlYQ41O4oAAggggAACCIwcARXWPeaYY3zxXQVZGhoa/PTTCsB0dHTYlClT/NCkoeyxCvtWVlb6GZR22203mzx5sl144YWmgrsaznTggQf6mY70HaYyZC666CJfhHevvfby/VFQ4a233vJZLapdk5+f77uxbNkyXzNGBYS1XhUOVt2YYBsLFizwAZ+h9DleXqNCyPJJT0+Ply7TTwQQQCAsAtR8CQsjK0EAAQQQQAABBBCIhoCGCe277752wgkn+CFJmsp47dq1fkjS2WefPaQuaSjTSSed5GdZUo0ZFfR95513TMGRww47zIKZlJTFoUDK22+/7QNB559/vg/UrFq1yn71q1/52ZheeeUV/5g6ooLAGmKk9SvDRQGi7OxsH8jR8CY9TkMAAQQQGJkC1HwZmceVvUIAAQQQQAABBBJGQMOMVHz3K1/5iv34xz/2NWJUd0U1VYbSVJtk5syZdvTRR/tgya233uoDI6eeeqpppqWgKRNGBXgzMjLs5JNPNmW+KMvSq8FqAAAx8UlEQVRFPxWk0XAjBWaCpqCNbsrOUV0aBWI0vbVq1qhYsH7SEEAAAQRGpgCZLyPzuLJXCCCAAAIIIIBAwgmoOK+yU8aMGeNnPRpqzRfBaejRscce62dW0gxKmvVI2TUKzARNw45Wr17thyNdeeWVdsMNNwRP2datW339l9AAkNahWjBPPPGEr/uiLB0FbubNm2ff/OY3/Ta6V8AvCCCAAAIjSoDMlxF1ONkZBBBAAAEEEEAgsQWUbaIsmE996lOmYMxQm4Ismup611139av43Oc+1+ewIGXdqMZMfX29H56kn7rp8QkTJviMlqAPuv/rX//abrrpJh/IycvL87MiaejSaaedZvfff3+wKD8RQAABBEaYAJkvI+yAsjsIIIAAAggggAAC4RFITU31Q4e0NmWo9G4aQjR9+nRfdPeMM86wL37xix8L+PQuLKv7mipbt5qaGj9T0s033+zr1fzyl780rYeGAAIIIDDyBMh8GXnHlD1CAAEEEEAAAQQQGAYBZbdoGJEK5T7++OO+wK6K/Wo4kjJnlAETmn1TUVFhS5cutfXr15t+b25utsLCQlMGjJbXfRoCCCCAwMgUIPNlZB5X9goBBBBAAAEEEEAgwgIa4qQaM88//7w9+uijpsyV8ePH+6FGCqY0NTX5WY803EgBGc18pCFHCsgoA0bDlZT9ssrNjqQivP/1X/8V4R6zegQQQACBaAkQfImWPNtFAAEEEEAAAQQQiHuB0tJS++lPf+pnOLr99tv9DEahO7VlyxZf+0XTUpeVldlbb70V+rT/XXVlvvvd79o555zzsed4AAEEEEBgZAgkuSh858jYFfYCAQQQQAABBBBAAIHoCmiKa900JEmzLoUOO9JptzJdNBNSS0uLryOjGZk0xbTqx9AQQAABBEauAMGXkXts2TMEEEAAAQQQQAABBBBAAAEEEIgBAULsMXAQ6AICCCCAAAIIIIAAAggggAACCIxcAYIvI/fYsmcIIIAAAggggAACCCCAAAIIIBADAgRfYuAg0AUEEEAAAQQQQAABBBBAAAEEEBi5AgRfRu6xZc8QQAABBBBAAAEEEEAAAQQQQCAGBAi+xMBBoAsIIIAAAggggAACCCCAAAIIIDByBQi+jNxjy54hgAACCCCAAAIIIIAAAggggEAMCBB8iYGDQBcQQAABBBBAAAEEEEAAAQQQQGDkChB8GbnHlj1DAAEEEEAAAQQQQAABBBBAAIEYECD4EgMHgS4ggAACCCCAAAIIIIAAAggggMDIFSD4MnKPLXuGAAIIIIAAAggggAACCCCAAAIxIJAaA32gCwgggAACCCCAAAIIIDDCBTqbmqylosLql75vlpJiyenp1lFXZ53JyZY9eYpl7brrCBdg9xBAIJEFCL4k8tFn3xFAAAEEEEAAAQQQiIBAuwuqNK5YYc1r11jzxjJr3Vxu7bW11lZX6x8zF3BJSk21juYmS0pJtfwFR9m4z5xlaWPGWFJySgR6xCoRQACB6AokdboW3S6wdQQQQAABBBBAAAEEEIhngY6WFmtYtszq3lpodW8vsqbVq6yzudk621qto7XF/Wwz285lR3JmlqWMyrG8BUfa6H0PsNx997NkF5yhIYAAAiNFgODLSDmS7AcCCCCAAAIIIIAAAsMo0OECKh3VVbb50ces6h+Pu4yWVX1uPcllufhMl6RtP7fdVzBGz6XlF7hfO625bL11dnT4dWRM2sWKTjzN8g893GXDFPkhSn2unAcRQACBOBEg+BInB4puIoAAAggggAACCCAQCwKdHe3WumWLVT3ztG356wPWsnFDd7eSXC2XFJfFkuRuqdmjXDZLtg+upOblW2ruaEsePdrS3S01L8+srd1S3e9qLZUVVvmvF9x6N1tz+UZrq97qAjHtll4y0fLmH+oCMSdb1uTJZklJ3dviFwQQQCCeBAi+xNPRoq8IIIAAAggggAACCERRQAGR6ldfscpHH7W6ha9Ze32dC7a4AEvRGH/LHDvW/1RwJa2gwAdXklPTBtxjZb7UfbDc6t9ZbDWL3/Lr14uzZ+1tY88823LnzHbrdIEbGgIIIBBnAgRf4uyA0V0EEEAAAQQQQAABBKIh0OpmKtry6N+t8rFHrWXTBpe9UmCjZuxuuXvO7MpuyclxmS6jwlIwt72+3qrfWmQVz/7T72ru3nOs9t0lfhhS8RmfscwJE6JBwDYRQACBIQsQfBkyHS9EAAEEEEAAAQQQQCAxBNobG2ztr66x6uee9jMUZU/bzYrdUKDMseMsyU0ZnRSB4UAd7W1Wt2SJlT/2d+t0BX3zD5hv1Ytet1EuEDPhG9+09OKxiYHPXiKAwIgQcFWvaAgggAACCCCAAAIIIIBA3wKdra226e67feCl081cNGrXGVb66bMs2xXFTc7IiEjgRT1JdlNQj549x0o++Wk/U9LWN1+1gvmHWe1rL9v6G6+3tpqavjvMowgggEAMCpD5EoMHhS4hgAACCCCAAAIIIBALAh1NTbbFDTPaeOfvrbOx3vLm7m9jTz7FktPSh7V7jevW2oa77/LbzZww3mqXLLbcAw6yyf9zoSVnZQ1rX9gYAgggMBQBMl+GosZrEEAAAQQQQAABBBAY4QIqrrv1xX9Z+T1/tI7aaitacLTLQjlj2AMvYs6aOMlt+0w/FXXThjLLdPern3/Gql5+cYQfBXYPAQRGigDBl5FyJNkPBBBAAAEEEEAAAQTCKKBhPZvvu8day8tstMt4KXRDfqLZsqdOtTHHHm/tzU3WvLncDXnKtIq/3G+tVZXR7BbbRgABBAYkQPBlQEwshAACCCCAAAIIIIBAYgls+ftD1vjBUsuesqsVHnq4r+8STYGk5BQ3s9KeVnzcCb4GjLW3W9OqFVb9yivR7BbbRgABBAYkQPBlQEwshAACCCCAAAIIIIBA4gg0uRorm91wo7SCIhtz/Ccss7TUXGXdqAMkuSK8ea4Ib/EJp1in+tPZ6YYfPWvtdXVR7xsdQAABBLYnQPBlezo8hwACCCCAAAIIIIBAggl0trW52Y3+ZB1NjZY9bbplTZ4ccwL5c+dZ7t6zrb2h3lo3bbSmNatjro90CAEEEAgVIPgSqsHvCCCAAAIIIIAAAggkuEBTWZnVvPqSJaWm2ajdZ/opn2ORpPDwBZaal+9qvlRY8/r1Zh0dsdhN+oQAAgh4AYIvvBEQQAABBBBAAAEEEECgW6Bx2fvW6Yrapo7Os1HTp3c/Hmu/ZI4rsfwD51t7bY21bNhgna2tsdZF+oMAAgh0CxB86abgFwQQQAABBBBAAAEEEGhc8aF1uOBLzqy9LSUrK6ZB8ubua+ljxlr9krettaIipvtK5xBAILEFCL4k9vFn7xFAAAEEEEAAAQQQ6BbocNkjLevW+SyS0a6wbaw3BYfSise6mi+rrLXSBV9cAV4aAgggEIsCBF9i8ajQJwQQQAABBBBAAAEEoiDQvHaNtWwu9zMbpRcWRaEHQ9ukr/uyYb2LvVD3ZWiCvAoBBCItQPAl0sKsHwEEEEAAAQQQQACBOBForapyNVRqLdVllMT6kKNQ0s72dqtdtMishbovoS78jgACsSNA8CV2jgU9QQABBBBAAAEEEEAgJgRS8+Mn6yUAa1q+1DpcEIaGAAIIxKJAaix2ij4hgAACCCCAAAIIIIBAFASS3XezyUluCueCKGx85zbZ3tBAzZedI+TVCCAQQQEyXyKIy6oRQAABBBBAAAEEEIgngaSkJNfdJEvOyoyPbocW2FXgiIYAAgjEqAB/oWL0wNAtBBBAAAEEEEAAAQSGXUDBF3drKSsb9k0PbYOd1tHQ2PVSHzga2lp4FQIIIBBpAYIvkRZm/QgggAACCCCAAAIIxIlAUlqaJaWmWuuWcuvsiP2Zg1Rot62myusmuyLBChzREEAAgVgUIPgSi0eFPiGAAAIIIIAAAgggEAWBjLFjLTW/wNqbm6y1qjIKPRjcJjvbO6ytutq/KHPyVEtKSRncClgaAQQQGCYBgi/DBM1mEEAAAQQQQAABBBCIdYHUwiLLGD/BBTGSrWnd+ljvrrXW1FhHa4vvZ/aee5oyd2gIIIBALAoQfInFo0KfEEAAAQQQQAABBBCIgkCSK1qbOcVlkKRnWsPqlVHoweA22eKGR6klZ2Vb9q67kfkyOD6WRgCBYRQg+DKM2GwKAQQQQAABBBBAAIFYF8iesbslZ7jgy9J3u7NKYrXPzZu6gi8ZpRMtJTc3VrtJvxBAAAEj+MKbAAEEEEAAAQQQQAABBLoFsqdPt7SiMdZaW2uNa9d2Px6LvzStXGHK1smeOcvSCgtjsYv0CQEEEPACBF94IyCAAAIIIIAAAggggEC3gGYNyt1vf+tsa7X6D5d3Px5rv7RUVVnT+tWWkldgOXPmWkoOmS+xdozoDwIIfCRA8OUjC35DAAEEEEAAAQQQQAABJ1B86ml+6FHTqlXW3tAQkyZ17yyxjrY2y9hlio3ac6bPgInJjtIpBBBAwAkQfOFtgAACCCCAAAIIIIAAAj0E0kvG2+iDD7XmTWVWt3xZj+di4k5np9UsXuQCRFmWt/+BllFSEhPdohMIIIBAfwIEX/qT4XEEEEAAAQQQQAABBBJYYMzpn3JDj9qsdsnb1lZbE1MSTRvWW3PZBsuYtIvlHbEgpvpGZxBAAIG+BAi+9KXCYwgggAACCCCAAAIIJLhA9rTpNvqAg63hg2VWt/R96+xojwmRjsZGq3rlJetsbbGxnz3HMsePj4l+0QkEEEBgewIEX7anw3MIIIAAAggggAACCCSoQFJ6uhWeeLKb+ajYtr76irVsqYy6RIcrAlzz7hKre+8dy567n+XPPyTqfaIDCCCAwEAECL4MRIllEEAAAQQQQAABBBBIMAFN4axZhJRdomFHVS//K6oCnR0dbvalD63i6X9aakGRTf7v71lyZmZU+8TGEUAAgYEKEHwZqBTLIYAAAggggAACCCCQYALJqalWeNzxburpA6zqxeesetFCM1fsNhqtefMm2/TQA9ZaucWKPnmGpZeMi0Y32CYCCCAwJIHUIb2KFyGAAAIIIIAAAggggEBCCCSlpNj4L3/VmtastrL7/mRJLiCTM2OGJadnDMv+d7a3WWtFpW34413WXldnBcedZAUHH+Kmlk4Zlu2zEQQQQCAcAkmdroVjRawDAQQQQAABBBBAAAEERq5AzRuv28bf32LN69ZY0RFHW96++1pK9qiI7nB7Q73Vvf+eVT73rLW4jJfCE062cZ8529LHkfUSUXhWjgACYRcg+BJ2UlaIAAIIIIAAAggggMDIFGhYutTWXXeNNa9ZZbn7zLX8Aw+yzNIIzDbkvh9uqaq0yhf/ZbVvvemHOhWe8kkrdtNfpxcVjUxc9goBBEa0AMGXEX142TkEEEAAAQQQQAABBMIo4IIi9e+9a+uu/7U1frDUUkfnWe7ecyxv7rywBWE63BTSW994w2reeNWayzbYKLf+8V/9umVMnOgybbLDuDOsCgEEEBg+AYIvw2fNlhBAAAEEEEAAAQQQGBEC9cuW2fobr7OGd962zvZ2S8nMstFz97WCQw+39MIiS0pKcvvpbvqxo7atCkJbXa1VL1xoVS89b60u6yU1L9/GnfU5G3PyqZaclbWjtfA8AgggENMCBF9i+vDQOQQQQAABBBBAAAEEYlOgpaLCKh57xCr+/ldr3VJu5qaCTs3NtcySiZY+foJlTdrF0scUWXJGpiWlfHyS1c62NutsbramTRutcc0aq1/2nrXX11tqfqGN3nd/yz/qGMvZe28zN+U1DQEEEIh3AYIv8X4E6T8CCCCAAAIIIIAAAlEUqH7tVav420NWv3ihtdXWfDQVtct+SXUFedPGjHUBmI/PjKRAS1vFZmtrbnJBm9GWOWWajd5vf8txtWSyZ81kNqMoHlM2jQAC4Rcg+BJ+U9aIAAIIIIAAAggggEDiCKg4bnm5y1xZao0ffmgNy5dZ47J3ra2yol+DpLQ0lxUzzjJcdkzmlKmWvceeluV+ZkyY4Key7veFPIEAAgjEqQDBlzg9cHQbAQQQQAABBBBAAIGYEnBBmA43jKi9ocHd6q1p3TpfMLezqcnam5qto6nBNNRIAZecGbv7mi7JmZmuiG6WJWloEsOLYupw0hkEEAivAMGX8HqyNgQQQAABBBBAAAEEEEAAAQQQQKCHANWrenBwBwEEEEAAAQQQQAABBBBAAAEEEAivAMGX8HqyNgQQQAABBBBAAAEEEEAAAQQQQKCHAMGXHhzcQQABBBBAAAEEEEAAAQQQQAABBMIrQPAlvJ6sDQEEEEAAAQQQQAABBBBAAAEEEOghQPClBwd3EEAAAQQQQAABBBBAAAEEEEAAgfAKEHwJrydrQwABBBBAAAEEEEAAAQQQQAABBHoIEHzpwcEdBBBAAAEEEEAAAQQQQAABBBBAILwCBF/C68naEEAAAQQQQAABBBBAAAEEEEAAgR4CBF96cHAHAQQQQAABBBBAAAEEEEAAAQQQCK8AwZfwerI2BBBAAAEEEEAAAQQQQAABBBBAoIcAwZceHNxBAAEEEEAAAQQQQAABBBBAAAEEwitA8CW8nqwNAQQQQAABBBBAAAEEEEAAAQQQ6CFA8KUHB3cQQAABBBBAAAEEEEAAAQQQQACB8AoQfAmvJ2tDAAEEEEAAAQQQQAABBBBAAAEEeggQfOnBwR0EEEAAAQQQQAABBBBAAAEEEEAgvAIEX8LrydoQQAABBBBAAAEEEEAAAQQQQACBHgKpPe5xBwEEEEAAAQQQQAABBOJCoK2mxhrXrLbOtjZLyciwUXvOjIt+J3InOzvarXbxYrPOTn/MMibtYqk5OYlMwr4jkDACBF8S5lCzowgggAACCCCAAALhEmit3mqNq1b51aXm5VvmxImWnNr/qXVHc7MLlKyx9oZ6S3LL5c6cZZaUtFPdaVy10tbf+Btrq6m19JISm3H1tTu1viG/2AUSmtavs+b1G6ytqtI62lotvbjY0saOs4xxJZaSnT3kVY+0F3a2tNraX/7CBczaLWPCeBv/pa9a6h57jrTdZH8QQKAPgf4/IfpYmIcQQAABBBBAAAEEEEDArGndOltzxc89xej9D7SSc79g6UVF/dK0VlbahttutubVqywpOdlm/eHufpcd6BOdLqDTurHMBV+2unXuXCBnoNvsvVxLRaWV33+v1b7ykrXX1VpnS7N1dnRYcmaWJWePsnQXfCk6+VTLO/AgS05L6/3yhLvf2dlhrZs2WGdrq/foaG5JOAN2GIFEFSD4kqhHnv1GAAEEEEAAAQQQGLJAas5ofxGtFTSXbbCOpsbtrqujuckHXnThnTameLvLxsuT7fX1tupH37f697qG0YT2W4EYteY1K63ujVes5KvftJLPfDZ0EX5HAAEEEkqA4EtCHW52FgEEEEAAAQQQQCAcAuljx3SvpqO+zpSFst3mMh06aqv9IsoGifvmhhpt/utfrHHFcl+/JDkj07L32sdG7TPbDadKtsb33rXG5UuttXKLWXKKNb7jAjRG8CXujzs7gAACQxYg+DJkOl6IAAIIIIAAAgggkKgCKVnZluxuHY0NpgwQZbZsr7W74Izqvailjd1+8KWzvd0X0U1OTx98XRgXFOlwBXjNrSPZFeHd2boy/e1Te2OjC64s68r4cbVrRs8/zCad/21LHT266yWuHzVvv2UVLkCT5JzGn/eF/lbV/biK0Xa2tFhyuuu3G5q1w+a2EYn963TrVT+SUlJ8fZ4d9mPbAp2tLaZjl+SOW5ILOA2q6bgpgOe2yfCsQcmxMAJxI0DwJW4OFR1FAAEEEEAAAQQQiCWBjAmTrPGDpb7WSUdTV/BFMw+V33evuwhvs7TicVZw2OGu/kmmtdd2DcNR/9OKx35sN7R89SuvuGE6a6x18yYXQGm3lNxcV7h2rI129VIyXEHdHTUVAa56+ik3vMnNgOSCACk5uZa5yy6WO3eeq70ybkcvH9TzmmmpbdvQIgUpcubt91HgRWtSQMZlwWS5QsSdLhMmvaCg3/XXL19u9UsWW2v5JrfOOkvNyrTUklLLcUWJs2fM6DeQsfGPf3CuNV3rdcGOlFHZbj9LTTMIZU2b1mcQQ/Voql/6lzX5YskueLOt5R18iGVNmWo1biai2ldfdse0ziXspFiqKxxccNQxrnDwx/20ruYN661uyRJrLeuqvdPR2maprsBwWul4y53t9n/a9GATff7U+2bri/+y+rcXuSBegyW5ujj+mB98sGVNnhKR4FKfHeFBBBCIuADBl4gTswEEEEAAAQQQQACBkSiQPn6iD75o2FEQfGnbWmUb77jND8VJnzjZBT7mWrrLQGmtquom0CxAoa3FFeMtv/sPVvXMM9ZRX9tdP0ZBDRWurXrmn1Zy9uctd7/9XCCi/4yQDbfdatVPP+ku4uv86rWsAjDZe+5lJZ8/z0ZpVp2dnGEp6LeCBElpLjPHNR+EWL0yeOqjn25baUUfDc/66Imu3xQg2vz3v9mWv9xnbRWb/X5rXWpdxXpLbcxpn7KiY4/1Dl2v6vpXWTKbH7jX5O2b25YyRpKzRlnK6DzL2Xu2jf3MWZY5aVLoy3xQautT/7TqF5/v8Xiyq+HTuH69ld10gwsCuYK4QT/ccKrqF56zyRd+381oFbIu93zVM0/ZZhdoaylb7821P0FflBlVMWasFZx6upWc9sk+M3m0D5VPPmoN771nLa4WkKaf1vFR5k/lk4/ZBJdJNHrO3B795A4CCMSvAMGX+D129BwBBBBAAAEEEEAgigLppaV+6x1uhh8/a427eG5wsyAFQ5Ba1rkMFM3+45bSFMxBSx/zUUCi3RXqLbv1Zqt8/O9dF9/BQu6nLuYVSKl/e6FtcBkSk/JG26jd9whZ4qNfO+pqrPLhB3usQwGEtppqq3n1RetwQ2J2+e/vuumNJ370op34Lc31JTUnp2sNCkQ8+biluyyX4k+c2B2U2dHqy++/z8puucHvZ+9lO9wQraaVH9iGG39tGePH2+h5+/YIHGl6bWUZdTcN23FDhXRrq66yZmevzJyJ//GfPpMkWC7JHY2u5XrW6Gleu9o2/eF2a1ONmpCmY9m47D3b8vDfbOLX/qP7mfJHHrYNv76qz74riKIhZu2u2PDGG35laaNyrOi447tfG/yigFPNy1v80LXgMb1W22xavcLWXHmZzfy/u/rM4Olenl8QQCBuBAi+xM2hoqMIIIAAAggggAACsSSQ7obGBK3NDStSsKNp9argIXeR76aC3lpt6W4IirJbgpZevC344i606956y2rffM0HTZJcxkP+YQus8KRTLNUNOapfttTK77jdZ0UoAFDz0otuaMwUV8slM1hV908FWVILimzM6WdY4dHHuEBFsm19/jnbdNftfmhOndtGravBooDRoOuRdG/lo1+SUtOs4OhjrW7xWy5TZKMPeGy47hqrffFFK/70Z9xwm139MKT+MnWaN2xwAadHfPAiKTXVRs2e56akPt0Nk5pkbVu2mIYUNbzzlg9EbPrzPZa7196WpBo221rKqFE27fKrrL3JBVFaWq3N1d5pKy93gaaXrOnD5T7oVP3cU5bjhj4Vn3Jad+0W9Xvif33LSr7879ZeXW0ffOebfo21b75hnS4QNnr+ETbunH9zgZ12K//TH6z29Zd9HxvefccHVFLc9Nma3arMBVUUHFN2UvrYUit002mPcn1U/Z8aN2ypxmXLtLrgSlJ6ph9S1VfwRTNkpbjATPHZ59qYT5zgh01VPPqoz4JS0E0zY1W5IUlFRywIdpufCCAQxwIEX+L44NF1BBBAAAEEEEAAgegJhNZhUfBDF+zNK1f4uh0KkGi65WaXCaPhPu3bhsdoSEmKGxqjpqK1tQvf9MEL3S88/kSb9J/nu0BBmu5atqsXkj11un14wbd9AKX2rYVumRMsY1vGjV8o5J+xnznHxrnARzC0SL93dnZY2W9/45eqeuZpKzjiSEtxNUnC0XL33c+K3TY33/tHvw8KRijLpu7NVy3ngPlWeMxxbvjPPpamei+9hjtt/dcLLqhU5ruRvccsm+SycjLHT+jq1pSprt7JZFt5+c+sftEbVvfaSy54VeX2+6O6NxpilLPnrI/txrgzP22bH3VZKddf6wI3zd63yJmluACPb64f6W7YlwZMtYUMBWt2mSaj5uxrUy68uNunvf50a3j/XR9Y6mxuccegzj03yjb9+V4fFNL6MiZPs4nfPN8FefbpDmqNdi5bXd8qnnjUZezsb8Wnn+433fsfBaYKP3GylZ51jhse1pVFVOjqy9S/s8RlxLzgF29es6r3y7iPAAJxKtD/oNE43SG6jQACCCCAAAIIIIDAcAiEThmtLApzNTyaXPAlxdUPyZwyzWdFqI6IhpK0Vlb4LqUWFfvgjO5opqTmdWv945o5qeTcL3YHXvyD7p9Ru+9uo/ae4++2bnZ1UbYzq5LPrugV5Cg49HBLLezKtNGFfI+hOsFGhvgz2QU0xp52mgucfM8KjnUBDldfRk2zLdW8+Jytu+ZK2/D7W61R2UDOIGiqddK6cUN3bZu8I4/+KPCybaGUgkLLd30PWtM2p+B+6E9lHLU3NFiL82l1hYDzXfHc9Ald9Vma165x+9wauni/v4/95JndgRctlLXLZMs/6ljLP+YEy9lvf1+3RX1vXPqeX4cylUYfeLALAs3sDrzoCbkULFhgk771HRv32bM+Vq/Gv9j9o6yXbBeYUxZP0FKLiizDFUkOglWtm3sOgwqW4ycCCMSfAJkv8XfM6DECCCCAAAIIIIBADAikFeR396Ir86XNF+BNLSi29EmT3Yw6K61lnbv4d0u1VXRdRKcVFroaHl2n4KoT07rt8SS3zJa/PeQuurtX2f2LAghqbVUVpgyMvpoyMlLz8j72lGYAynAZJaplohojna0DC0R8bEX9PKAhTHkHHGjZrhZNoRuGVPmPJ1yB2md9YKXNzURU9eQjbhjRZtvlu/9jaWOK/VraGxqtzWWRBAGZhvfetQ0uaNK7NX34QfdDja4mS97+LgAS0prdDEMVjz3iCta+4wJZTV375rJJNBSoddNGv6TPOOr4KPAT8vIev6bmjrbsXXft8ZhmiCo99zw3nKzTBVdc8WIXJGnbWuNnQtKCCphlTp7SYzhUsAJlL2XuoL5O8ihXN0dTc4cEzJTRk+KKLCe5x/yU16F1bYKV8xMBBOJSgOBLXB42Oo0AAggggAACCCAQbQFdYCuTRUGNtq1bXXZLpQs6NLlMhww/M06dy2zwgRNlvrgAhFpKfqHZtmFFHS4Q0rqtEG+7y4Ipv+v3fe5SMPOOaoQo86Kvlpz38aE9fjkXHEl2/VDzBXxdIdg0l10R1uYCBWn5+ZbmskNy582zprM/Z2uvu9YNGXrdB0Rq3LChSld/Ztwnz/CbVcZPMCOTHtj61BM+2NC7Two+BK1TtV1CmmZJKrv5BlNh3sAn5OnuXzXs6qO1dD/8sV/kF8zeFDypIE6qmzkptLVtrewOYGnGp5TcLtvQZQb6e5ILwvXe5kBfy3IIIBB/AgRf4u+Y0WMEEEAAAQQQQACBGBBISnb1Q4rHdQVfqrda45rVvleq95LhZv5JdZkSzS7zRcGGYLiQ6p8ou0FNP9Pc8Jq2zZv8/bQxbgpql2HRX9NwluR0VSv5eFOmRF9NAZfWiq4hTypsqwyPiDXXh6SUVF8UeLcrr7Y11/3KKv/2gM9wqXaFY4Pgi6Zh1pCboKW63zXV8/ZaaMCo5vXXfDFc1dTxBW9LJrismjGu4LALbLlgS+vGjdYkdxesGmhTgWNzwZYdNU1jHdTkMVdQuc0VVB566/uYDX19vBIBBGJZgOBLLB8d+oYAAggggAACCCAQswJJbkah1OKxZu93FW9tXL3S9zU5I93VMBnvM04041H9+0u79yE132VYuCCIWlJmpqlujGYyUhvvCreqyG5/TUNfUt2wpcG01i1bXDDC1Z1xTcVhg20PZh1DWVZBkaKjj7YqN/21MlNatxXX1bqSXcFfP0RKASOX3ZJz8KFW+rnz/NCe/raVmt+VgaJgUt3ixda6uWtYUc68A2yiK1Lsi/VuC1xpCNiHF3zXGpa5AzPApiyWfuJXPdag4FlKdpZ/TNlKmt2qK9vp4zNQ9XghdxBAIOEFCL4k/FsAAAQQQAABBBBAAIGhCHS6i/20MV1DeNqrq6xpxQpfv0PZEQqyBLMK1bz+SvfqU93wHF3oq6VkZVl6MMOPu7/lwQdsl+9dYBmu1kg4WkdLi5U/cJ+fdUnry9pt97AFXxR46HDTKivbRIGWjzUXVNH020ELHb6jIJKm31YGTLsbNtT4zjvWUr7JRs+Z26P+SfDa0J+dbp/aXZaRgjBqOfsf4Id4hS7T7IocB3VyQh8Px+8+02byVGtY/r4fflTrppWu03CruXN7FN0Nx7ZYBwIIjCyB/vMaR9Z+sjcIIIAAAggggAACCIRVQEGENFfzRU0ZLg3vLvHZG+klJZaaM6p7FpsaN+RGTRfuGt6i16klZ7jZcubt62bmcbPbuKYpmldf8XOrePJxN3NPeVeAQVkjrp5Mgys+2xoyNbJ/QT//aHafBlfsd80vLrfqZ/7hl0odM9YKjzzKkvoZttTPqvp9uPHDFbbm2l/aqp/9xLY8/pib0Wi1q+NS7yA081C9Vb3wvG287ZbueiyZu87osa78g+dbxrYZiVrK1tr63/zKNt17jxu65YYLuQCLMmLa61xgZsWHPjATFOdV4Eo1dYJW88Jz1lJR6Zf3WTFumuY1V13hpvFu8IuowHDDB8tdzZ0tbjIqF7Bx/VOmip4PlvELuuc09bcPKrmfne1twSY+9nPsGZ/ufqx57Spb9+trrPyvDzrzVe719X6YmbZXv2yZ1bosHRoCCCAgATJfeB8ggAACCCCAAAIIIDAUATdOJb2oaxpnvbx1S7kPsKSNHeeCHBku88VNIeyWadk27EeZMD4bZtv4FgVhcly2h6ZU3vzAPT6Tov7tN10Q5223HleMVcu5mwrPqj7MhG/+txUec2yfPW0pW2fvnPMZn9miWiiqd6KAUBC0KDj6OMvZa+/uwE+fKxnEg5qlScGmtpqtVu2mldasR6pX4/vs+tvhAkDBzEoprs7MmOOO67F2BaiKzznXVv/kYh+gaVr1oZXddpNtvOPWHvutYEnxZ/7NSj9/rrfVsKm0EjekKzvHFduts/rFi+z9L57jCuPmbwt8dNV5yZox0w3netc7rPrB/7qATaYVn/V5V49mqq2/8To3A5MLbrl+Bq3hvSX2/pfdNpx3sltX6Ve+ZkVHHR083ePnqN12s3Ff+Iptut0Fl1zQpnndaiu76TrbqGO2LbDm1+3WrwLLe/3x3h6v5w4CCCSmAMGXxDzu7DUCCCCAAAIIIIDATgroQj29cNssQ7qQ180FIYJsmNSiIlcgN6O72K6mFla9k9CmIrrjzvmcm7Y4yyoefsgVcHWz6bjphYPARbBsh4sptFZXu0BFe1egI3gi+Om23bJpQ3DPB200k476UviJE6341NN9AOKjBXbuN80ilOSmRE5WkKfZTfNsH5/CWvueWjjGxrnZj7J23b3nBp1d4WGHWecPLrXy/7vVZbds9IES7Xvv1rJhnQ+UBOVpC486xhoWv2U1r73sZ03SzEnB7EkKeuXsM8cKjz/BVv/sR35VCkIpzKJ1tzc3d71mW2ZMsC3VpencVqBX6zBlyfTXXN9Lz/o3F6hJti0P/cXaXQBKx6uvvneUl/nngqFmPVapHXLr6t18AKv3g9xHAIG4FyD4EveHkB1AAAEEEEAAAQQQiIqAu3BOcwVziz5xSncNEmVmZE2Z4rszas9ZVnDsCaY6JWppY4rd7EiuQG+vlpqT4zI7zrO8+YdY1bPP+qyMdlcvRVNRu2iLy2ZxUxq7oE2GyxYJnTdZMwDlHXqEn+a6o7XFB2a06hQXFNGsRioGnDd/vo2a0Svw0Wv7Q7mbt/+Brq5NvtUvWWzNa9Z2BWAUgHBBDM3IpGBSxoSJlnfY4ZY1eXLfASPnV3TEETZ61iyrfPYZa3ZDpdpra3yARMN+krXfbj1Zu+/ZlQ2zraOpo3Nt4re+bZXPPOODMO0NDd5fw7gypkyzMSec6OrCVFv+YUd2ZeO44V4abpU1daqfZrtgwVF+SFN/+62+p5eW9ve0f1zBlJKz/81y993Pal580Q0T2+T6XusCMM5AMTj3PlDfNauTgjJB8EVDzwqPce8JF9xJdTM0pSl416tlucyawuNP9suMmrVXr2e5iwAC8SqQ5FLiFAimIYAAAggggAACCCCAQAwIKLtF9U46fUDFBV9c4EBDmIIpqru76E7jO9yFfYdqlLhlVdMkSRf+Gt7kprkOhsB0Lx+hXxRI6Gh0dVRamy3JBV+6hlxl+2FCg9qke2276rG4m7kghgIWfr9Vp6aPDBGtWwEqX2vGOWhokfZby/o+uSwXb6DgS4obEqWhURFq2p4KDOs4qAUBMwWEaAgggIAECL7wPkAAAQQQQAABBBBAAAEEEEAAAQQiKMBsRxHEZdUIIIAAAggggAACCCCAAAIIIIAAwRfeAwgggAACCCCAAAIIIIAAAggggEAEBQi+RBCXVSOAAAIIIIAAAggggAACCCCAAAIEX3gPIIAAAggggAACCCCAAAIIIIAAAhEUIPgSQVxWjQACCCCAAAIIIIAAAggggAACCBB84T2AAAIIIIAAAggggAACCCCAAAIIRFCA4EsEcVk1AggggAACCCCAAAIIIIAAAgggQPCF9wACCCCAAAIIIIAAAggggAACCCAQQQGCLxHEZdUIIIAAAggggAACCCCAAAIIIIAAwRfeAwgggAACCCCAAAIIIIAAAggggEAEBQi+RBCXVSOAAAIIIIAAAggggAACCCCAAAIEX3gPIIAAAggggAACCCCAAAIIIIAAAhEUIPgSQVxWjQACCCCAAAIIIIAAAggggAACCBB84T2AAAIIIIAAAggggAACCCCAAAIIRFCA4EsEcVk1AggggAACCCCAAAIIIIAAAgggQPCF9wACCCCAAAIIIIAAAggggAACCCAQQQGCLxHEZdUIIIAAAggggAACCCCAAAIIIIAAwRfeAwgggAACCCCAAAIIIIAAAggggEAEBQi+RBCXVSOAAAIIIIAAAggggAACCCCAAAIEX3gPIIAAAggggAACCCCAAAIIIIAAAhEUIPgSQVxWjQACCCCAAAIIIIAAAggggAACCBB84T2AAAIIIIAAAggggAACCCCAAAIIRFCA4EsEcVk1AggggAACCCCAAAIIIIAAAgggQPCF9wACCCCAAAIIIIAAAggggAACCCAQQQGCLxHEZdUIIIAAAggggAACCCCAAAIIIIAAwRfeAwgggAACCCCAAAIIIIAAAggggEAEBQi+RBCXVSOAAAIIIIAAAggggAACCCCAAAIEX3gPIIAAAggggAACCCCAAAIIIIAAAhEUIPgSQVxWjQACCCCAAAIIIIAAAggggAACCBB84T2AAAIIIIAAAggggAACCCCAAAIIRFCA4EsEcVk1AggggAACCCCAAAIIIIAAAgggQPCF9wACCCCAAAIIIIAAAggggAACCCAQQQGCLxHEZdUIIIAAAggggAACCCCAAAIIIIAAwRfeAwgggAACCCCAAAIIIIAAAggggEAEBQi+RBCXVSOAAAIIIIAAAggggAACCCCAAAIEX3gPIIAAAggggAACCCCAAAIIIIAAAhEUIPgSQVxWjQACCCCAAAIIIIAAAggggAACCBB84T2AAAIIIIAAAggggAACCCCAAAIIRFCA4EsEcVk1AggggAACCCCAAAIIIIAAAgggQPCF9wACCCCAAAIIIIAAAggggAACCCAQQQGCLxHEZdUIIIAAAggggAACCCCAAAIIIIAAwRfeAwgggAACCCCAAAIIIIAAAggggEAEBQi+RBCXVSOAAAIIIIAAAggggAACCCCAAAIEX3gPIIAAAggggAACCCCAAAIIIIAAAhEUIPgSQVxWjQACCCCAAAIIIIAAAggggAACCBB84T2AAAIIIIAAAggggAACCCCAAAIIRFCA4EsEcVk1AggggAACCCCAAAIIIIAAAgggQPCF9wACCCCAAAIIIIAAAggggAACCCAQQQGCLxHEZdUIIIAAAggggAACCCCAAAIIIIAAwRfeAwgggAACCCCAAAIIIIAAAggggEAEBQi+RBCXVSOAAAIIIIAAAggggAACCCCAAAIEX3gPIIAAAggggAACCCCAAAIIIIAAAhEUIPgSQVxWjQACCCCAAAIIIIAAAggggAACCBB84T2AAAIIIIAAAggggAACCCCAAAIIRFCA4EsEcVk1AggggAACCCCAAAIIIIAAAgggQPCF9wACCCCAAAIIIIAAAggggAACCCAQQQGCLxHEZdUIIIAAAggggAACCCCAAAIIIIAAwRfeAwgg8P/t2CENAAAAwzD/rqdirAYOmqMRIECAAAECBAgQIECAAIFRQHwZcU0TIECAAAECBAgQIECAAAECBMQXHyBAgAABAgQIECBAgAABAgQIjALiy4hrmgABAgQIECBAgAABAgQIECAgvvgAAQIECBAgQIAAAQIECBAgQGAUEF9GXNMECBAgQIAAAQIECBAgQIAAAfHFBwgQIECAAAECBAgQIECAAAECo4D4MuKaJkCAAAECBAgQIECAAAECBAiILz5AgAABAgQIECBAgAABAgQIEBgFxJcR1zQBAgQIECBAgAABAgQIECBAQHzxAQIECBAgQIAAAQIECBAgQIDAKCC+jLimCRAgQIAAAQIECBAgQIAAAQLiiw8QIECAAAECBAgQIECAAAECBEYB8WXENU2AAAECBAgQIECAAAECBAgQEF98gAABAgQIECBAgAABAgQIECAwCogvI65pAgQIECBAgAABAgQIECBAgID44gMECBAgQIAAAQIECBAgQIAAgVFAfBlxTRMgQIAAAQIECBAgQIAAAQIExBcfIECAAAECBAgQIECAAAECBAiMAuLLiGuaAAECBAgQIECAAAECBAgQICC++AABAgQIECBAgAABAgQIECBAYBQISl8N1fihZQMAAAAASUVORK5CYII=" + } + }, + "cell_type": "markdown", + "id": "ec64535c-75ec-41eb-91d6-ca75db35c3bf", + "metadata": {}, + "source": [ + "## Custom LangGraph Agent\n", + "\n", + "Now, we'll do the same as shown above. But rather that following the ReAct agent control flow, we'll use a custom control flow.\n", + "\n", + "Here we'll explicitly define the majority of the control flow, only using an LLM to define a single branch point following grading.\n", + "\n", + "![Screenshot 2024-06-23 at 9.56.52 AM.png](attachment:d3d350f1-b69a-4843-9860-24206515b97e.png)\n", + "\n", + "First, we'll define a RAG chain to produce our final answer.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "9520cb91-5ba2-4915-8aa3-ce0e86d4381b", + "metadata": {}, + "outputs": [], + "source": [ + "from langchain.prompts import PromptTemplate\n", + "from langchain_core.output_parsers import StrOutputParser\n", + "\n", + "prompt = PromptTemplate(\n", + " template=\"\"\"You are an assistant for question-answering tasks. \n", + " \n", + " Use the following documents to answer the question. \n", + " \n", + " If you don't know the answer, just say that you don't know. \n", + " \n", + " Use three sentences maximum and keep the answer concise:\n", + " Question: {question} \n", + " Documents: {documents} \n", + " Answer: \n", + " \"\"\",\n", + " input_variables=[\"question\", \"documents\"],\n", + ")\n", + "\n", + "rag_chain = prompt | llm | StrOutputParser()" + ] + }, + { + "cell_type": "markdown", + "id": "9658fc32-0e13-4044-95dd-e16d48442e6e", + "metadata": {}, + "source": [ + "Now, we'll define a document grader to review our documents.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "c949a92e-9f76-41a0-8008-728b9e51dc1f", + "metadata": {}, + "outputs": [], + "source": [ + "from langchain_core.pydantic_v1 import BaseModel, Field\n", + "\n", + "\n", + "# Data model for the output\n", + "class GradeDocuments(BaseModel):\n", + " \"\"\"Binary score for relevance check on retrieved documents.\"\"\"\n", + "\n", + " binary_score: str = Field(\n", + " description=\"Documents are relevant to the question, 'yes' or 'no'\"\n", + " )\n", + "\n", + "\n", + "# LLM with tool call\n", + "structured_llm_grader = llm.with_structured_output(GradeDocuments)\n", + "\n", + "# Prompt\n", + "system = \"\"\"You are a teacher grading a quiz. You will be given: \n", + "1/ a QUESTION \n", + "2/ a set of comma separated FACTS provided by the student\n", + "\n", + "You are grading RELEVANCE RECALL:\n", + "A score of 1 means that ANY of the FACTS are relevant to the QUESTION. \n", + "A score of 0 means that NONE of the FACTS are relevant to the QUESTION. \n", + "1 is the highest (best) score. 0 is the lowest score you can give. \n", + "\n", + "Explain your reasoning in a step-by-step manner. Ensure your reasoning and conclusion are correct. \n", + "\n", + "Avoid simply stating the correct answer at the outset.\"\"\"\n", + "\n", + "grade_prompt = ChatPromptTemplate.from_messages(\n", + " [\n", + " (\"system\", system),\n", + " (\"human\", \"FACTS: \\n\\n {documents} \\n\\n QUESTION: {question}\"),\n", + " ]\n", + ")\n", + "\n", + "retrieval_grader = grade_prompt | structured_llm_grader" + ] + }, + { + "cell_type": "markdown", + "id": "a5c9763d-40ac-4466-8b9e-ef606b8df699", + "metadata": {}, + "source": [ + "Finally, we'll define our graph.\n", + "\n", + "Before, our state was a set of messages.\n", + "\n", + "Here, our state is a dict of specific entities that we want to persist.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "769ade7f-e19f-467c-b359-ca7e5ded45c2", + "metadata": {}, + "outputs": [ + { + "data": { + "image/jpeg": 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", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from IPython.display import Image, display\n", + "\n", + "\n", + "class GraphState(TypedDict):\n", + " \"\"\"\n", + " Represents the state of our graph.\n", + "\n", + " Attributes:\n", + " question: question\n", + " generation: LLM generation\n", + " search: whether to add search\n", + " documents: list of documents\n", + " \"\"\"\n", + "\n", + " question: str\n", + " generation: str\n", + " search: str\n", + " documents: List[str]\n", + " steps: List[str]\n", + "\n", + "\n", + "def retrieve(state):\n", + " \"\"\"\n", + " Retrieve documents\n", + "\n", + " Args:\n", + " state (dict): The current graph state\n", + "\n", + " Returns:\n", + " state (dict): New key added to state, documents, that contains retrieved documents\n", + " \"\"\"\n", + " question = state[\"question\"]\n", + " documents = retriever.invoke(question)\n", + " steps = state[\"steps\"]\n", + " steps.append(\"retrieve_documents\")\n", + " return {\"documents\": documents, \"question\": question, \"steps\": steps}\n", + "\n", + "\n", + "def generate(state):\n", + " \"\"\"\n", + " Generate answer\n", + "\n", + " Args:\n", + " state (dict): The current graph state\n", + "\n", + " Returns:\n", + " state (dict): New key added to state, generation, that contains LLM generation\n", + " \"\"\"\n", + "\n", + " question = state[\"question\"]\n", + " documents = state[\"documents\"]\n", + " generation = rag_chain.invoke({\"documents\": documents, \"question\": question})\n", + " steps = state[\"steps\"]\n", + " steps.append(\"generate_answer\")\n", + " return {\n", + " \"documents\": documents,\n", + " \"question\": question,\n", + " \"generation\": generation,\n", + " \"steps\": steps,\n", + " }\n", + "\n", + "\n", + "def grade_documents(state):\n", + " \"\"\"\n", + " Determines whether the retrieved documents are relevant to the question.\n", + "\n", + " Args:\n", + " state (dict): The current graph state\n", + "\n", + " Returns:\n", + " state (dict): Updates documents key with only filtered relevant documents\n", + " \"\"\"\n", + "\n", + " question = state[\"question\"]\n", + " documents = state[\"documents\"]\n", + " steps = state[\"steps\"]\n", + " steps.append(\"grade_document_retrieval\")\n", + " filtered_docs = []\n", + " search = \"No\"\n", + " for d in documents:\n", + " score = retrieval_grader.invoke(\n", + " {\"question\": question, \"documents\": d.page_content}\n", + " )\n", + " grade = score.binary_score\n", + " if grade == \"yes\":\n", + " filtered_docs.append(d)\n", + " else:\n", + " search = \"Yes\"\n", + " continue\n", + " return {\n", + " \"documents\": filtered_docs,\n", + " \"question\": question,\n", + " \"search\": search,\n", + " \"steps\": steps,\n", + " }\n", + "\n", + "\n", + "def web_search(state):\n", + " \"\"\"\n", + " Web search based on the re-phrased question.\n", + "\n", + " Args:\n", + " state (dict): The current graph state\n", + "\n", + " Returns:\n", + " state (dict): Updates documents key with appended web results\n", + " \"\"\"\n", + "\n", + " question = state[\"question\"]\n", + " documents = state.get(\"documents\", [])\n", + " steps = state[\"steps\"]\n", + " steps.append(\"web_search\")\n", + " web_results = web_search_tool.invoke({\"query\": question})\n", + " documents.extend(\n", + " [\n", + " Document(page_content=d[\"content\"], metadata={\"url\": d[\"url\"]})\n", + " for d in web_results\n", + " ]\n", + " )\n", + " return {\"documents\": documents, \"question\": question, \"steps\": steps}\n", + "\n", + "\n", + "def decide_to_generate(state):\n", + " \"\"\"\n", + " Determines whether to generate an answer, or re-generate a question.\n", + "\n", + " Args:\n", + " state (dict): The current graph state\n", + "\n", + " Returns:\n", + " str: Binary decision for next node to call\n", + " \"\"\"\n", + " search = state[\"search\"]\n", + " if search == \"Yes\":\n", + " return \"search\"\n", + " else:\n", + " return \"generate\"\n", + "\n", + "\n", + "# Graph\n", + "workflow = StateGraph(GraphState)\n", + "\n", + "# Define the nodes\n", + "workflow.add_node(\"retrieve\", retrieve) # retrieve\n", + "workflow.add_node(\"grade_documents\", grade_documents) # grade documents\n", + "workflow.add_node(\"generate\", generate) # generatae\n", + "workflow.add_node(\"web_search\", web_search) # web search\n", + "\n", + "# Build graph\n", + "workflow.set_entry_point(\"retrieve\")\n", + "workflow.add_edge(\"retrieve\", \"grade_documents\")\n", + "workflow.add_conditional_edges(\n", + " \"grade_documents\",\n", + " decide_to_generate,\n", + " {\n", + " \"search\": \"web_search\",\n", + " \"generate\": \"generate\",\n", + " },\n", + ")\n", + "workflow.add_edge(\"web_search\", \"generate\")\n", + "workflow.add_edge(\"generate\", END)\n", + "\n", + "custom_graph = workflow.compile()\n", + "\n", + "display(Image(custom_graph.get_graph(xray=True).draw_mermaid_png()))" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "3dbbfde9-37cc-427f-abee-64cc3366c3b7", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'response': 'The types of agent memory are short-term memory and long-term memory. Short-term memory involves in-context learning and temporary information processing. Long-term memory allows the agent to retain and recall information over extended periods, often using an external vector store for fast retrieval.',\n", + " 'steps': ['retrieve_documents',\n", + " 'grade_document_retrieval',\n", + " 'web_search',\n", + " 'generate_answer']}" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def predict_custom_agent_answer(example: dict):\n", + " config = {\"configurable\": {\"thread_id\": str(uuid.uuid4())}}\n", + " state_dict = custom_graph.invoke(\n", + " {\"question\": example[\"input\"], \"steps\": []}, config\n", + " )\n", + " return {\"response\": state_dict[\"generation\"], \"steps\": state_dict[\"steps\"]}\n", + "\n", + "\n", + "example = {\"input\": \"What are the types of agent memory?\"}\n", + "response = predict_custom_agent_answer(example)\n", + "response" + ] + }, + { + "cell_type": "markdown", + "id": "bf4e5b46-4905-4e31-9c9d-420d7806b987", + "metadata": {}, + "source": [ + "We can see from our trace that our agent follows the specified control flow:\n", + "\n", + "https://smith.langchain.com/public/7f14c989-4505-4bc1-9c87-9126899f8714/r\n" + ] + }, + { + "cell_type": "markdown", + "id": "0ca8c5f4-4053-4380-98a6-3b6eef27883e", + "metadata": {}, + "source": [ + "## Evaluation\n", + "\n", + "Now we've defined two different agent architectures that do roughly the same thing!\n", + "\n", + "We can evaluate them. See our [conceptual guide](https://docs.smith.langchain.com/concepts/evaluation#agents) for context on agent evaluation.\n", + "\n", + "### Response\n", + "\n", + "First, we can assess how well [our agent performs on a set of question-answer pairs](https://docs.smith.langchain.com/tutorials/Developers/agents#response-evaluation).\n", + "\n", + "We'll create a dataset and save it in LangSmith.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "2ef03dad-d161-4002-abb4-857dc034d2fb", + "metadata": {}, + "outputs": [], + "source": [ + "from langsmith import Client\n", + "\n", + "client = Client()\n", + "\n", + "# Create a dataset\n", + "examples = [\n", + " (\n", + " \"How does the ReAct agent use self-reflection? \",\n", + " \"ReAct integrates reasoning and acting, performing actions - such tools like Wikipedia search API - and then observing / reasoning about the tool outputs.\",\n", + " ),\n", + " (\n", + " \"What are the types of biases that can arise with few-shot prompting?\",\n", + " \"The biases that can arise with few-shot prompting include (1) Majority label bias, (2) Recency bias, and (3) Common token bias.\",\n", + " ),\n", + " (\n", + " \"What are five types of adversarial attacks?\",\n", + " \"Five types of adversarial attacks are (1) Token manipulation, (2) Gradient based attack, (3) Jailbreak prompting, (4) Human red-teaming, (5) Model red-teaming.\",\n", + " ),\n", + " (\n", + " \"Who did the Chicago Bears draft first in the 2024 NFL draft”?\",\n", + " \"The Chicago Bears drafted Caleb Williams first in the 2024 NFL draft.\",\n", + " ),\n", + " (\"Who won the 2024 NBA finals?\", \"The Boston Celtics on the 2024 NBA finals\"),\n", + "]\n", + "\n", + "# Save it\n", + "dataset_name = \"Corrective RAG Agent Testing\"\n", + "if not client.has_dataset(dataset_name=dataset_name):\n", + " dataset = client.create_dataset(dataset_name=dataset_name)\n", + " inputs, outputs = zip(\n", + " *[({\"input\": text}, {\"output\": label}) for text, label in examples]\n", + " )\n", + " client.create_examples(inputs=inputs, outputs=outputs, dataset_id=dataset.id)" + ] + }, + { + "cell_type": "markdown", + "id": "94a7586a-a28a-4405-9ba0-a366c33fac1c", + "metadata": {}, + "source": [ + "Now, we'll use an `LLM as a grader` to compare both agent responses to our ground truth reference answer.\n", + "\n", + "[Here](https://smith.langchain.com/hub/rlm/rag-answer-vs-reference) is the default prompt that we can use.\n", + "\n", + "We'll use `gpt-4o` as our LLM grader.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "88a78e4e-c1d4-456a-9f4c-a207e3255086", + "metadata": {}, + "outputs": [], + "source": [ + "from langchain import hub\n", + "from langchain_openai import ChatOpenAI\n", + "\n", + "# Grade prompt\n", + "grade_prompt_answer_accuracy = prompt = hub.pull(\"langchain-ai/rag-answer-vs-reference\")\n", + "\n", + "\n", + "def answer_evaluator(run, example) -> dict:\n", + " \"\"\"\n", + " A simple evaluator for RAG answer accuracy\n", + " \"\"\"\n", + "\n", + " # Get the question, the ground truth reference answer, RAG chain answer prediction\n", + " input_question = example.inputs[\"input\"]\n", + " reference = example.outputs[\"output\"]\n", + " prediction = run.outputs[\"response\"]\n", + "\n", + " # Define an LLM grader\n", + " llm = ChatOpenAI(model=\"gpt-4o\", temperature=0)\n", + " answer_grader = grade_prompt_answer_accuracy | llm\n", + "\n", + " # Run evaluator\n", + " score = answer_grader.invoke(\n", + " {\n", + " \"question\": input_question,\n", + " \"correct_answer\": reference,\n", + " \"student_answer\": prediction,\n", + " }\n", + " )\n", + " score = score[\"Score\"]\n", + " return {\"key\": \"answer_v_reference_score\", \"score\": score}" + ] + }, + { + "cell_type": "markdown", + "id": "eb515ab4-6ac1-4049-836a-f980dec1d8c1", + "metadata": {}, + "source": [ + "### Trajectory\n", + "\n", + "Second, [we can assess the list of tool calls](https://docs.smith.langchain.com/tutorials/Developers/agents#trajectory) that each agent makes relative to expected trajectories.\n", + "\n", + "This evaluates the specific reasoning traces taken by our agents!\n" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "a6d07b7c-a6ab-4b71-9e31-fdb61348b7cb", + "metadata": {}, + "outputs": [], + "source": [ + "from langsmith.schemas import Example, Run\n", + "\n", + "# Reasoning traces that we expect the agents to take\n", + "expected_trajectory_1 = [\n", + " \"retrieve_documents\",\n", + " \"grade_document_retrieval\",\n", + " \"web_search\",\n", + " \"generate_answer\",\n", + "]\n", + "expected_trajectory_2 = [\n", + " \"retrieve_documents\",\n", + " \"grade_document_retrieval\",\n", + " \"generate_answer\",\n", + "]\n", + "\n", + "\n", + "def check_trajectory_react(root_run: Run, example: Example) -> dict:\n", + " \"\"\"\n", + " Check if all expected tools are called in exact order and without any additional tool calls.\n", + " \"\"\"\n", + " messages = root_run.outputs[\"messages\"]\n", + " tool_calls = find_tool_calls_react(messages)\n", + " print(f\"Tool calls ReAct agent: {tool_calls}\")\n", + " if tool_calls == expected_trajectory_1 or tool_calls == expected_trajectory_2:\n", + " score = 1\n", + " else:\n", + " score = 0\n", + "\n", + " return {\"score\": int(score), \"key\": \"tool_calls_in_exact_order\"}\n", + "\n", + "\n", + "def check_trajectory_custom(root_run: Run, example: Example) -> dict:\n", + " \"\"\"\n", + " Check if all expected tools are called in exact order and without any additional tool calls.\n", + " \"\"\"\n", + " tool_calls = root_run.outputs[\"steps\"]\n", + " print(f\"Tool calls custom agent: {tool_calls}\")\n", + " if tool_calls == expected_trajectory_1 or tool_calls == expected_trajectory_2:\n", + " score = 1\n", + " else:\n", + " score = 0\n", + "\n", + " return {\"score\": int(score), \"key\": \"tool_calls_in_exact_order\"}" + ] + }, + { + "cell_type": "markdown", + "id": "e0e20c97-d4b4-46bc-9148-1e46671d8754", + "metadata": {}, + "source": [ + "Finally, we can kick off our evaluations.\n", + "\n", + "The results from each experiment will be logged to our `dataset_name` in LangSmith.\n" + ] + }, + { + "attachments": { + "953411a8-f352-4c8f-a923-d3ff171c6080.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "id": "74c1ca7b-8357-481a-bc76-c4980e4ca6d5", + "metadata": {}, + "source": [ + "We ran 3 repetitions on `Firefunction-v2` and `GPT-4o` with ReAct and Custom agents. \n", + "\n", + "we can see the results logged here:\n", + "\n", + "![Screenshot 2024-06-23 at 8.13.09 PM.png](attachment:c108caa7-47bc-4015-9fa0-7d73388f8460.png)\n", + " \n", + "Now we can look at a summary of the results here:\n", + "\n", + "https://smith.langchain.com/public/6c6c4543-1e56-4126-ab18-a84a31ff4946/d\n", + "\n", + "What we can see: \n", + "\n", + "* ReAct agent has more freedom to select different trajectories of tool use.\n", + "* But, this means that it can deviate from our expected control flow, reducing reliability.\n", + "* With `GPT-4o`, the difference is fairly minor between our two agents, with `ReAct` scoring 73% vs `Custom` scoring 100% on tool use trajectory.\n", + "* However, as we move to `Firefunction-v2` with `Llama 3` we can see that the performance in our `ReAct` agent drops to `53%` on tool use trajectory.\n", + "* One of the powerful things about our `Custom` agent is that it retains reliable performance even as we dial down model capacity.\n", + "* It can even be run locally [see here](https://github.com/langchain-ai/langgraph/blob/main/examples/rag/langgraph_crag_local.ipynb)! \n", + "\n", + "![Screenshot 2024-06-23 at 1.32.31 PM.png](attachment:953411a8-f352-4c8f-a923-d3ff171c6080.png)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "bfa533b4-007f-4f86-b146-02c56a4e667a", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "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": "3.11.8" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}