From ed3bf3c5ec605733f17a0eeee9176e300820b1cf Mon Sep 17 00:00:00 2001 From: William Fu-Hinthorn <13333726+hinthornw@users.noreply.github.com> Date: Fri, 9 Feb 2024 16:04:36 -0800 Subject: [PATCH] del --- .../llm_compiler/LLMCompiler.ipynb | 1065 ----------------- .../llm_compiler/img/diagram.png | Bin 253693 -> 0 bytes .../llm_compiler/output_parser.py | 154 --- 3 files changed, 1219 deletions(-) delete mode 100644 examples/advanced_agents/llm_compiler/LLMCompiler.ipynb delete mode 100644 examples/advanced_agents/llm_compiler/img/diagram.png delete mode 100644 examples/advanced_agents/llm_compiler/output_parser.py diff --git a/examples/advanced_agents/llm_compiler/LLMCompiler.ipynb b/examples/advanced_agents/llm_compiler/LLMCompiler.ipynb deleted file mode 100644 index d42edc13f..000000000 --- a/examples/advanced_agents/llm_compiler/LLMCompiler.ipynb +++ /dev/null @@ -1,1065 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "id": "0c8b472b-f3fb-46c2-841f-930a4692697b", - "metadata": {}, - "source": [ - "# Implementing LLMCompiler using LangGraph\n", - "By Kim, et. al [🔗](https://arxiv.org/abs/2312.04511)\n", - "\n", - "LLMCompiler is an agent architecture intented on speeding up the latency of agentic tasks via fast, parallel tool execution. It has 3 main components:\n", - "\n", - "1. Planner: generate a DAG of tasks.\n", - "2. Task Fetching Unit: schedules and executes the tasks\n", - "3. Joiner: Responds to the user or triggers a second plan\n", - "\n", - "\n", - "![diagram](./img/diagram.png)\n", - "\n", - "\n", - "This notebook walks through each component and shows how to wire them together using LangGraph. First, we will set up LangSmith for tracing, and configure our environment variables." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "abbd6948-e9a3-47ca-89c7-7ac2fc5eca8b", - "metadata": {}, - "outputs": [], - "source": [ - "import os\n", - "import getpass\n", - "\n", - "os.environ[\"LANGCHAIN_TRACING_V2\"] = \"true\"\n", - "os.environ[\"LANGCHAIN_PROJECT\"] = \"LLMCompiler\"\n", - "os.environ[\"LANGCHAIN_API_KEY\"] = getpass.getpass(\"LangSmith API Key: \")\n", - "os.environ[\"OPENAI_API_KEY\"] = getpass.getpass(\"OpenAI API Key: \")" - ] - }, - { - "cell_type": "markdown", - "id": "1abdedbd-d81b-4ee9-b46f-f29439ed1350", - "metadata": {}, - "source": [ - "# Part 1: Planner\n", - "\n", - "\n", - "Largely adapted from [the original source code](https://github.com/SqueezeAILab/LLMCompiler/blob/main/src/llm_compiler/output_parser.py), the planner accepts the input question and generates a task list to execute.\n", - "\n", - "If it is provided with a previous plan, it is instructed to re-plan, which is useful if, upon completion of the first batch of tasks, the agent must take more actions.\n", - "\n", - "The code below composes constructs the prompt template for the planner and composes it with LLM and output parser, defined in [output_parser.py](./output_parser.py). The output parser processes a task list in the following form:\n", - "\n", - "```plaintext\n", - "1. tool_1(arg1=\"arg1\", arg2=3.5, ...)\n", - "Thought: I then want to find out Y by using tool_2\n", - "2. tool_2(arg1=\"\", arg2=\"${1}\")'\n", - "3. join()\"\n", - "```\n", - "\n", - "The \"Thought\" lines are optional. The `${#}` placeholders are variables. These are used to route tool (task) outputs to other tools." - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "id": "15dd9639-691f-4906-9012-83fd6e9ac126", - "metadata": {}, - "outputs": [ - { - "ename": "ModuleNotFoundError", - "evalue": "No module named 'llm_compiler'", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mModuleNotFoundError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[0;32mIn[1], line 7\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mlangchain_core\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mrunnables\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m RunnableBranch\n\u001b[1;32m 6\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mlangchain_core\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mtools\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m BaseTool\n\u001b[0;32m----> 7\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mllm_compiler\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01moutput_parser\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m LLMCompilerPlanParser\n\u001b[1;32m 9\u001b[0m END_OF_PLAN \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 12\u001b[0m \u001b[38;5;66;03m# The required extra \"tool\"\u001b[39;00m\n", - "\u001b[0;31mModuleNotFoundError\u001b[0m: No module named 'llm_compiler'" - ] - } - ], - "source": [ - "from typing import Optional, Sequence\n", - "\n", - "from langchain.chat_models.base import BaseChatModel\n", - "from langchain_core.prompts import ChatPromptTemplate\n", - "from langchain_core.runnables import RunnableBranch\n", - "from langchain_core.tools import BaseTool\n", - "\n", - "from output_parser import LLMCompilerPlanParser\n", - "\n", - "END_OF_PLAN = \"\"\n", - "\n", - "\n", - "# The required extra \"tool\"\n", - "JOIN_DESCRIPTION = (\n", - " \"join():\\n\"\n", - " \" - Collects and combines results from prior actions.\\n\"\n", - " \" - A LLM agent is called upon invoking join to either finalize the user query or wait until the plans are executed.\\n\"\n", - " \" - join should always be the last action in the plan, and will be called in two scenarios:\\n\"\n", - " \" (a) if the answer can be determined by gathering the outputs from tasks to generate the final response.\\n\"\n", - " \" (b) if the answer cannot be determined in the planning phase before you execute the plans. \"\n", - ")\n", - "\n", - "planner_prompt_tmpl_str = (\n", - " \"Given a user query, create a plan to solve it with the utmost parallelizability. \"\n", - " \"Each plan should comprise an action from the following {num_tools} types:\\n\"\n", - " \"{tool_descriptions}\"\n", - " f\"\\n{{num_toolsp1}}. {JOIN_DESCRIPTION}\"\n", - " \"Guidelines:\\n\"\n", - " \" - Each action described above contains input/output types and description.\\n\"\n", - " \" - You must strictly adhere to the input and output types for each action.\\n\"\n", - " \" - The action descriptions contain the guidelines. You MUST strictly follow those guidelines when you use the actions.\\n\"\n", - " \" - Each action in the plan should strictly be one of the above types. Follow the Python conventions for each action.\\n\"\n", - " \" - Each action MUST have a unique ID, which is strictly increasing.\\n\"\n", - " \" - Inputs for actions can either be constants or outputs from preceding actions. \"\n", - " \"In the latter case, use the format $id to denote the ID of the previous action whose output will be the input.\\n\"\n", - " f\" - Always call join as the last action in the plan. Say '{END_OF_PLAN}' after you call join\\n\"\n", - " \" - Ensure the plan maximizes parallelizability.\\n\"\n", - " \" - Only use the provided action types. If a query cannot be addressed using these, invoke the join action for the next steps.\\n\"\n", - " \" - Never introduce new actions other than the ones provided.\\n\\n\"\n", - " \"{replan}\"\n", - " \"{examples}\"\n", - ")\n", - "\n", - "\n", - "def _generate_planner_prompt(\n", - " tools: Sequence[BaseTool],\n", - " example_prompt=str,\n", - "):\n", - " tool_descriptions = \"\\n\".join(\n", - " f\"{i+1}. {tool.name}: {tool.description}\" for i, tool in enumerate(tools)\n", - " )\n", - " planner_prompt_template = ChatPromptTemplate.from_messages(\n", - " [(\"system\", planner_prompt_tmpl_str), (\"user\", \"Question: {input}{context}\")]\n", - " ).partial(\n", - " tool_descriptions=tool_descriptions,\n", - " examples=\"Here are some examples:\\n\\n\" + example_prompt\n", - " if example_prompt\n", - " else \"\",\n", - " num_tools=len(tools),\n", - " num_toolsp1=len(tools) + 1,\n", - " )\n", - "\n", - " return planner_prompt_template\n", - "\n", - "\n", - "def create_planner(\n", - " llm: BaseChatModel,\n", - " example_prompt: str,\n", - " tools: Sequence[BaseTool],\n", - " stop: Optional[list[str]] = None,\n", - "):\n", - " og_planner_prompt = _generate_planner_prompt(tools, example_prompt).partial(\n", - " replan=\"\",\n", - " context=\"\",\n", - " )\n", - " replanner_prompt = _generate_planner_prompt(tools, example_prompt).partial(\n", - " replan=' - You are given \"Previous Plan\" which is the plan that the previous agent created along with the execution results '\n", - " \"(given as Observation) of each plan and a general thought (given as Thought) about the executed results.\"\n", - " 'You MUST use these information to create the next plan under \"Current Plan\".\\n'\n", - " ' - When starting the Current Plan, you should start with \"Thought\" that outlines the strategy for the next plan.\\n'\n", - " \" - In the Current Plan, you should NEVER repeat the actions that are already executed in the Previous Plan.\\n\"\n", - " \" - You must continue the task index from the end of the previous one. Do not repeat task indices.\"\n", - " )\n", - " bound_llm = llm.bind(stop=stop)\n", - " return (\n", - " RunnableBranch(\n", - " ((lambda x: x.get(\"context\") is not None), replanner_prompt),\n", - " og_planner_prompt,\n", - " )\n", - " | bound_llm\n", - " | LLMCompilerPlanParser(tools=tools)\n", - " )" - ] - }, - { - "cell_type": "markdown", - "id": "7feb5c82-b1a9-40ae-863a-0362fe3ce5ea", - "metadata": {}, - "source": [ - "#### Example usage\n", - "\n", - "Here's an example usage of the planner module." - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "id": "3fe074ea-7314-47a7-9a9f-a8e6191ea1f3", - "metadata": {}, - "outputs": [], - "source": [ - "from typing import Optional\n", - "\n", - "from langchain.tools import tool\n", - "from langchain_openai import ChatOpenAI\n", - "\n", - "\n", - "@tool\n", - "def get_user_id(first_name: str, last_name: str) -> Optional[int]:\n", - " \"\"\"Query the user IDs of everyone with the provided name.\"\"\"\n", - " student_ids = {\n", - " (\"Eric\", \"Zhang\"): 1432,\n", - " (\"Sam\", \"Van Damm\"): 8523,\n", - " (\"Will\", \"Van Damm\"): 2341,\n", - " }\n", - " return student_ids.get((first_name, last_name))\n", - "\n", - "\n", - "@tool\n", - "def get_scores(class_name: str, user_id: int) -> Optional[str]:\n", - " \"\"\"Query the class registry for grades of the provided user ID.\"\"\"\n", - " return {\n", - " (\"Geology\", 1432): \"A+\",\n", - " (\"Geology\", 8523): \"A\",\n", - " (\"Geology\", 2341): \"B\",\n", - " }.get((class_name, user_id))\n", - "\n", - "\n", - "examples = (\n", - " \"Question: What's the user ID for Johnny Drop Tables?\\n\"\n", - " '1. get_user_id(first_name=\"Johnny\", \"ast_name=\"Drop Tables\")\\n'\n", - " f\"2. join(){END_OF_PLAN}\\n\"\n", - " \"###\\n\"\n", - " \"\\n\"\n", - " \"Question: What was Eric Zhang's score in Calc?\\n\"\n", - " '1. get_user_id(\"Eric\")\\n'\n", - " '2. get_scores(\"calc\", \"$1\")\\n'\n", - " f\"3. join(){END_OF_PLAN}\\n\"\n", - " \"###\\n\"\n", - " \"\\n\"\n", - ")\n", - "\n", - "planner = create_planner(\n", - " ChatOpenAI(model=\"gpt-3.5-turbo\"),\n", - " example_prompt=examples,\n", - " tools=[get_user_id, get_scores],\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "id": "55fb0f99-4e59-4e5a-b687-a90bb4d06d39", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{1: {'idx': 1,\n", - " 'tool': StructuredTool(name='get_user_id', description='get_user_id(first_name: str, last_name: str) -> Optional[int] - Query the user IDs of everyone with the provided name.', args_schema=, func=),\n", - " 'args': {'first_name': 'Sam', 'last_name': 'Van Damm'},\n", - " 'dependencies': [],\n", - " 'thought': None},\n", - " 2: {'idx': 2,\n", - " 'tool': StructuredTool(name='get_user_id', description='get_user_id(first_name: str, last_name: str) -> Optional[int] - Query the user IDs of everyone with the provided name.', args_schema=, func=),\n", - " 'args': {'first_name': 'Will', 'last_name': 'Van Damm'},\n", - " 'dependencies': [],\n", - " 'thought': None},\n", - " 3: {'idx': 3,\n", - " 'tool': StructuredTool(name='get_scores', description='get_scores(class_name: str, user_id: int) -> Optional[str] - Query the class registry for grades of the provided user ID.', args_schema=, func=),\n", - " 'args': {'class_name': 'Calc BC', 'user_id': '$1'},\n", - " 'dependencies': [1],\n", - " 'thought': None},\n", - " 4: {'idx': 4,\n", - " 'tool': StructuredTool(name='get_scores', description='get_scores(class_name: str, user_id: int) -> Optional[str] - Query the class registry for grades of the provided user ID.', args_schema=, func=),\n", - " 'args': {'class_name': 'Calc BC', 'user_id': '$2'},\n", - " 'dependencies': [2],\n", - " 'thought': None},\n", - " 5: {'idx': 5,\n", - " 'tool': 'join',\n", - " 'args': (),\n", - " 'dependencies': [1, 2, 3, 4],\n", - " 'thought': None}}" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "tasks = planner.invoke(\n", - " {\"input\": \"What are the Calc BC grades for Sam and Will Van Damm?\"}\n", - ")\n", - "tasks" - ] - }, - { - "cell_type": "markdown", - "id": "5d0e795f-61ff-4553-9823-23e7624ca180", - "metadata": {}, - "source": [ - "## 2. Task Fetching Unit\n", - "\n", - "This component schedules the tasks. In the paper, it's kept separate from the \"executor\", but here we create a single DAG defined in LangChain expression language.\n", - "\n", - "The basic idea is that, given a list of dicts of the form:\n", - "\n", - "```typescript\n", - "{\n", - " tool: BaseTool,\n", - " dependencies: number[],\n", - "}\n", - "```\n", - "\n", - "1. Create a topological sort of the tasks\n", - "2. Execute them on the previous step's output, ensuring to perform variable substitution where appropriate\n", - "\n", - "If we make the assumption that the tasks generated by the LLM are already sorted, we could adapt this to execute in a purely streaming fashion." - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "id": "c70a0e28-43db-4ea2-af48-8a2f310dce83", - "metadata": {}, - "outputs": [], - "source": [ - "import functools\n", - "from typing import Any, Union\n", - "\n", - "from langchain_core.runnables import (\n", - " RunnableLambda,\n", - " RunnableParallel,\n", - " RunnablePassthrough,\n", - ")\n", - "\n", - "\n", - "def _sort_tasks(data):\n", - " if not data:\n", - " return []\n", - " sorted_tasks = []\n", - " # Remove tasks already completed\n", - " min_idx = min([int(k) for k in data])\n", - " data = {\n", - " int(k): {\n", - " **v,\n", - " \"dependencies\": [dep for dep in v[\"dependencies\"] if dep >= min_idx],\n", - " }\n", - " for k, v in data.items()\n", - " }\n", - " while data:\n", - " no_deps = {k: v for k, v in data.items() if not v[\"dependencies\"]}\n", - " if not no_deps:\n", - " raise ValueError(\"We seem to have run into a circular dependency.\")\n", - "\n", - " sorted_tasks.append(no_deps)\n", - " data = {\n", - " k: {\n", - " **v,\n", - " \"dependencies\": [d for d in v[\"dependencies\"] if d not in no_deps],\n", - " }\n", - " for k, v in data.items()\n", - " if k not in no_deps\n", - " }\n", - " return sorted_tasks\n", - "\n", - "\n", - "def _resolve_arg(x: dict, arg: Union[str, Any]):\n", - " if isinstance(arg, str) and arg.startswith(\"$\"):\n", - " try:\n", - " return x[f\"task_{arg[1:]}\"]\n", - " except:\n", - " if arg.endswith(\".output\"):\n", - " return x[f\"task_{arg[1:-7]}\"]\n", - " raise\n", - " else:\n", - " return arg\n", - "\n", - "\n", - "def _execute_task(x, task):\n", - " tool_to_use = task[\"tool\"]\n", - " args = task[\"args\"]\n", - " if isinstance(args, str):\n", - " resolved_args = _resolve_arg(x, args)\n", - " elif isinstance(args, dict):\n", - " resolved_args = {key: _resolve_arg(x, val) for key, val in args.items()}\n", - " else:\n", - " # This will likely fail\n", - " resolved_args = args\n", - " try:\n", - " return tool_to_use.invoke(resolved_args)\n", - " except Exception as e:\n", - " return (\n", - " f\"ERROR(Failed to call tool {tool_to_use} with args {tool_to_use}.\"\n", - " + f\" Args resolved to {resolved_args}. Error: {repr(e)})\"\n", - " )\n", - "\n", - "\n", - "def construct_dag(tasks):\n", - " sorted_tasks = _sort_tasks(tasks)\n", - " chain = None\n", - " for idx, task_group in enumerate(sorted_tasks):\n", - " if len(task_group) == 1 and next(iter(task_group.values()))[\"tool\"] == \"join\":\n", - " step = lambda x: {\"join\": x}\n", - " else:\n", - " # Cascade all results forward\n", - " constructor = (\n", - " RunnableParallel if chain is None else RunnablePassthrough.assign\n", - " )\n", - " task_dict = {}\n", - " for idx, task in task_group.items():\n", - " task_dict[f\"task_{idx}\"] = RunnableLambda(\n", - " functools.partial(_execute_task, task=task)\n", - " ).with_config(run_name=f\"task_{idx}\")\n", - "\n", - " step = constructor(**task_dict).with_config(run_name=f\"TaskGroup{idx}\")\n", - " if chain is None:\n", - " chain = step\n", - " else:\n", - " chain |= step\n", - "\n", - " if chain is not None:\n", - " return chain | RunnablePassthrough.assign(tasks=lambda _: tasks)\n", - " return chain" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "id": "87f11cea-3a8d-479c-8a9e-81223dbbc1f5", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " +------------------------------+ \n", - " | ParallelInput | \n", - " +------------------------------+ \n", - " *** *** \n", - " ** ** \n", - " ** ** \n", - " +-------------+ +-------------+ \n", - " | Lambda(...) | | Lambda(...) | \n", - " +-------------+ +-------------+ \n", - " *** *** \n", - " ** ** \n", - " ** ** \n", - " +-------------------------------+ \n", - " | ParallelOutput | \n", - " +-------------------------------+ \n", - " * \n", - " * \n", - " * \n", - " +------------------------------+ \n", - " | ParallelInput | \n", - " +------------------------------+ \n", - " ***** * ***** \n", - " ***** * ***** \n", - " *** * *** \n", - "+-------------+ +-------------+ +-------------+ \n", - "| Lambda(...) | | Lambda(...) | | Passthrough | \n", - "+-------------+***** +-------------+ *****+-------------+ \n", - " ***** * ***** \n", - " ***** * ***** \n", - " *** * *** \n", - " +-------------------------------+ \n", - " | ParallelOutput | \n", - " +-------------------------------+ \n", - " * \n", - " * \n", - " * \n", - " +-------------------------------+ \n", - " | Lambda(lambda x: {'join': x}) | \n", - " +-------------------------------+ \n", - " * \n", - " * \n", - " * \n", - " +----------------------+ \n", - " | ParallelInput | \n", - " +----------------------+ \n", - " *** *** \n", - " *** *** \n", - " ** ** \n", - " +-------------------------+ +-------------+ \n", - " | Lambda(lambda _: tasks) | | Passthrough | \n", - " +-------------------------+ +-------------+ \n", - " *** *** \n", - " *** *** \n", - " ** ** \n", - " +-----------------------+ \n", - " | ParallelOutput | \n", - " +-----------------------+ \n" - ] - } - ], - "source": [ - "graph = construct_dag(tasks)\n", - "graph.get_graph().print_ascii()" - ] - }, - { - "cell_type": "markdown", - "id": "9efa15ae-817a-48c6-86ed-16bc112fedc5", - "metadata": {}, - "source": [ - "#### Example Plan\n", - "\n", - "We still haven't introduced any cycles in our computation graph, so this is all easily expressed in LCEL." - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "id": "133d124a-0d41-4c6d-a86a-34fa4cb1430f", - "metadata": {}, - "outputs": [], - "source": [ - "chain = planner | construct_dag" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "id": "55142257-2674-4a47-988e-0d2810917329", - "metadata": {}, - "outputs": [], - "source": [ - "example_question = \"Did Sam Van Damm score higher than Eric Zhang in Geology?\"\n", - "task_results = chain.invoke({\"input\": example_question})\n", - "# task_results[\"join\"]" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "id": "9996d98f-0e73-471f-baa8-d8b72d10c7cf", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{'join': {'task_1': 8523,\n", - " 'task_2': 1432,\n", - " 'task_3': \"ERROR(Failed to call tool name='get_scores' description='get_scores(class_name: str, user_id: int) -> Optional[str] - Query the class registry for grades of the provided user ID.' args_schema= func= with args name='get_scores' description='get_scores(class_name: str, user_id: int) -> Optional[str] - Query the class registry for grades of the provided user ID.' args_schema= func=. Args resolved to {}. Error: ValidationError(model='get_scoresSchemaSchema', errors=[{'loc': ('class_name',), 'msg': 'field required', 'type': 'value_error.missing'}, {'loc': ('user_id',), 'msg': 'field required', 'type': 'value_error.missing'}]))\",\n", - " 'task_4': \"ERROR(Failed to call tool name='get_scores' description='get_scores(class_name: str, user_id: int) -> Optional[str] - Query the class registry for grades of the provided user ID.' args_schema= func= with args name='get_scores' description='get_scores(class_name: str, user_id: int) -> Optional[str] - Query the class registry for grades of the provided user ID.' args_schema= func=. Args resolved to {}. Error: ValidationError(model='get_scoresSchemaSchema', errors=[{'loc': ('class_name',), 'msg': 'field required', 'type': 'value_error.missing'}, {'loc': ('user_id',), 'msg': 'field required', 'type': 'value_error.missing'}]))\"},\n", - " 'tasks': {1: {'idx': 1,\n", - " 'tool': StructuredTool(name='get_user_id', description='get_user_id(first_name: str, last_name: str) -> Optional[int] - Query the user IDs of everyone with the provided name.', args_schema=, func=),\n", - " 'args': {'first_name': 'Sam', 'last_name': 'Van Damm'},\n", - " 'dependencies': [],\n", - " 'thought': None},\n", - " 2: {'idx': 2,\n", - " 'tool': StructuredTool(name='get_user_id', description='get_user_id(first_name: str, last_name: str) -> Optional[int] - Query the user IDs of everyone with the provided name.', args_schema=, func=),\n", - " 'args': {'first_name': 'Eric', 'last_name': 'Zhang'},\n", - " 'dependencies': [],\n", - " 'thought': None},\n", - " 3: {'idx': 3,\n", - " 'tool': StructuredTool(name='get_scores', description='get_scores(class_name: str, user_id: int) -> Optional[str] - Query the class registry for grades of the provided user ID.', args_schema=, func=),\n", - " 'args': {},\n", - " 'dependencies': [],\n", - " 'thought': None},\n", - " 4: {'idx': 4,\n", - " 'tool': StructuredTool(name='get_scores', description='get_scores(class_name: str, user_id: int) -> Optional[str] - Query the class registry for grades of the provided user ID.', args_schema=, func=),\n", - " 'args': {},\n", - " 'dependencies': [],\n", - " 'thought': None},\n", - " 5: {'idx': 5,\n", - " 'tool': 'join',\n", - " 'args': (),\n", - " 'dependencies': [1, 2, 3, 4],\n", - " 'thought': None}}}" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "task_results" - ] - }, - { - "cell_type": "markdown", - "id": "563d5311-55f0-4ca1-afbd-01fd970cf3e3", - "metadata": {}, - "source": [ - "## 3. \"Joiner\" \n", - "\n", - "So now we have the planning and initial execution done. We need a component to process these outputs and either:\n", - "\n", - "1. Respond with the correct answer.\n", - "2. Loop with a new plan.\n", - "\n", - "The paper refers to this as the \"joiner\". It's another LLM call, defined below:" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "id": "2978991e-45a4-44e6-9deb-f941f44fe93a", - "metadata": {}, - "outputs": [], - "source": [ - "from langchain_core.output_parsers import StrOutputParser\n", - "from typing_extensions import TypedDict\n", - "\n", - "\n", - "def format_task(task, idx):\n", - " tool = task[\"tool\"]\n", - " tool_name = tool if isinstance(tool, str) else tool.name # Handle join()\n", - " args = \", \".join([f\"{k}={v}\" for k, v in task[\"args\"].items()])\n", - " return f\"{idx}. {tool_name}({args})\"\n", - "\n", - "\n", - "def format_tasks(executor_output: dict):\n", - " tasks = executor_output[\"tasks\"]\n", - " prior_observations = executor_output.get(\"observations\")\n", - " joined_output = executor_output[\"join\"]\n", - " execution_results = []\n", - " for idx, task in tasks.items():\n", - " observation_idx = f\"task_{idx}\"\n", - " if observation_idx in joined_output:\n", - " observation = joined_output[observation_idx]\n", - " execution_results.append(f\"{format_task(task, idx)}\\n\\t=> {observation}\")\n", - " joined_results = \"\\n\".join(execution_results)\n", - " result = f\"Executed plan results:\\n{joined_results}\"\n", - " if prior_observations:\n", - " result += f\"\\nPrevious Results:\\n{prior_observations}\"\n", - " return result\n", - "\n", - "\n", - "def _parse_joiner_output(raw_answer: str) -> str:\n", - " thought, answer, is_replan = \"\", \"\", False # default values\n", - " raw_answers = raw_answer.split(\"\\n\")\n", - " for ans in raw_answers:\n", - " if ans.startswith(\"Action:\"):\n", - " answer = ans[ans.find(\"(\") + 1 : ans.find(\")\")]\n", - " is_replan = JOINER_REPLAN in ans\n", - " elif ans.startswith(\"Thought:\"):\n", - " thought = ans.split(\"Thought:\")[1].strip()\n", - " if is_replan:\n", - " return {\"thought\": thought, \"context\": answer}\n", - " else:\n", - " return {\"thought\": thought, \"answer\": answer}" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "id": "b2feea5a-e0e4-4cff-8cb5-fdbfec95ba57", - "metadata": {}, - "outputs": [], - "source": [ - "from langchain_core.prompts import ChatPromptTemplate\n", - "\n", - "\n", - "def create_joiner(prompt, llm):\n", - " return (\n", - " (\n", - " lambda x: {\n", - " **x[\"plan\"],\n", - " \"input\": x[\"input\"],\n", - " \"context\": x.get(\"context\"),\n", - " \"observations\": x.get(\"observations\"),\n", - " }\n", - " )\n", - " | RunnablePassthrough.assign(scratchpad=format_tasks)\n", - " | ChatPromptTemplate.from_messages([(\"system\", prompt), (\"user\", \"{input}\")])\n", - " | llm\n", - " | StrOutputParser()\n", - " | _parse_joiner_output\n", - " )" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "id": "942dab42-ad42-4ba2-90d5-49edbe4fae68", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{'thought': 'The initial plan failed to get the scores for Sam Van Damm and Eric Zhang in Geology. In order to provide a final answer, I need these scores.',\n", - " 'context': \"We need to execute get_scores with class_name set to 'Geology' and user_id set to the respective IDs for Sam Van Damm (8523\"}" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "JOINER_FINISH = \"Finish\"\n", - "JOINER_REPLAN = \"Replan\"\n", - "\n", - "system_prompt = (\n", - " \"Solve a question answering task. Here are some guidelines:\\n\"\n", - " \" - In the Assistant Scratchpad, you will be given results of a plan you have executed to answer the user's question.\\n\"\n", - " \" - Thought needs to reason about the question based on the Observations in 1-2 sentences.\\n\"\n", - " \" - Ignore irrelevant action results.\\n\"\n", - " \" - If the required information is present, give a concise but complete and helpful answer to the user's question.\\n\"\n", - " \" - If you are unable to give a satisfactory finishing answer, replan to get the required information.\"\n", - " \" Respond in the following format:\\n\\n\"\n", - " \"Thought: \\n\"\n", - " \"Action: \\n\"\n", - " \"Available actions:\\n\"\n", - " f\" (1) {JOINER_FINISH}(the final answer to return to the user): returns the answer and finishes the task.\\n\"\n", - " f\" (2) {JOINER_REPLAN}(the reasoning and other information that will help you plan again. Can be a line of any length): instructs why we must replan\\n\\n\"\n", - " \" Examples:\\n\"\n", - " \"Question: How many users are currently using the new product?\\n\"\n", - " \"...task returns the number 32,000\\n\"\n", - " \"Thought: I find no issue with the original plan, and the results satisfy everything in the user question.\\n\"\n", - " f\"Action: {JOINER_FINISH}(32,000 users currently use the new product)\\n###\\n\"\n", - " \"Question: How much cooler is it in NY than SF?\\n\"\n", - " \"...task results show SF is 57 degrees fahrenheit today, and they show in NY it has a high of 32 degrees fahrenheit \\n\"\n", - " \"Thought: I can answer by synthesizing the results.\\n\"\n", - " f\"Action: {JOINER_FINISH}(NY is 25 degrees cooler than SF today, as it has a high of 32 degrees Fahrenheit today, whereas in SF, it is 57 degrees Fahrenheit.)\\n###\\n\"\n", - " \"Question: Are the gophers beating the rabbits??\\n\"\n", - " \"...task returns the a score of 7 for rabbits but no other value...\\n\"\n", - " \"Thought: I need the gophers' score to make a final decision.\\n\"\n", - " f\"Action: {JOINER_REPLAN}(The rabbits have a score of 7, but I need the gophers' score.)\"\n", - " \"\\n\\nAssistant Scratchpad:\\n{scratchpad}\"\n", - ")\n", - "\n", - "\n", - "joiner = create_joiner(system_prompt, ChatOpenAI(model=\"gpt-4\"))\n", - "joiner.invoke({\"plan\": task_results, \"input\": example_question})" - ] - }, - { - "cell_type": "markdown", - "id": "b099e5ee-2c23-47d9-9387-0f64e02627d3", - "metadata": {}, - "source": [ - "## Compose using LangGraph\n", - "\n", - "Now we have all the required pieces! Let's construct an LLMCompiler agent. We'll give it a search engine (Tavily) and a simple \"calculate\" function." - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "id": "565b08d2-d19c-4125-97f7-996fc01bc631", - "metadata": {}, - "outputs": [], - "source": [ - "os.environ[\"TAVILY_API_KEY\"] = (\n", - " os.environ.get(\"TAVILY_API_KEY\")\n", - " if \"TAVILY_API_KEY\" in os.environ\n", - " else getpass.getpass(\"Tavily API Key:\")\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "id": "bd84ca4b-eacb-471d-9975-5449047b5bed", - "metadata": {}, - "outputs": [], - "source": [ - "from operator import add, mul, sub, truediv\n", - "from typing import Literal\n", - "\n", - "from langchain_community.agent_toolkits import GmailToolkit\n", - "from langchain_community.tools.tavily_search import TavilySearchResults\n", - "from langchain_core.tools import tool\n", - "\n", - "\n", - "@tool\n", - "def calculate(\n", - " arg1: float,\n", - " arg2: float,\n", - " op: Union[Literal[\"+\"], Literal[\"-\"], Literal[\"*\"], Literal[\"/\"]],\n", - "):\n", - " \"\"\"Calculate a mathematical operation on two arguments.\"\"\"\n", - " resolved_op = {\"+\": add, \"-\": sub, \"*\": mul, \"/\": truediv}\n", - " return resolved_op[op](arg1, arg2)\n", - "\n", - "\n", - "tools = [TavilySearchResults(max_results=1), calculate]" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "id": "70566dff-d66e-4c8c-aed3-980522d175c2", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "4.0" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "calculate.invoke(dict(arg1=1, arg2=3, op=\"+\"))" - ] - }, - { - "cell_type": "markdown", - "id": "0ad5d62b-5898-4b9f-808f-c03620c2fe7a", - "metadata": {}, - "source": [ - "#### Defining the stateful graph\n", - "\n", - "We'll define the agent as a stateful graph, with the main nodes being:\n", - "\n", - "1. Plan and execute (the DAG from the first step above)\n", - "2. Join: determine if we should finish or replan\n", - "3. Recontextualize: update the graph state based on the output from the joiner\n" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "id": "c5869ec6-b07f-4fb0-92a7-e6521f0c0bdd", - "metadata": {}, - "outputs": [], - "source": [ - "from typing import Dict\n", - "\n", - "MAX_ITERATIONS = 5\n", - "\n", - "\n", - "class GraphState(TypedDict):\n", - " input: str\n", - " plan: Dict\n", - " agent_output: Dict\n", - " observations: Dict\n", - " num_iterations: int # Maximum\n", - " context: str # Exra commentary for the joiner\n", - " stop_reason: str\n", - "\n", - "\n", - "def recontextualize(state):\n", - " # Insert a context string for the re-planner.\n", - " # This could alternatively call an LLM to provide additional logic\n", - " context = state[\"agent_output\"][\"context\"]\n", - " num_iterations = int(state.get(\"num_iterations\") or 1) + 1\n", - " formatted_tasks = format_tasks(state[\"plan\"])\n", - " context_str = f\"\\n\\nPrevious Plan:\\n{formatted_tasks}\\n\" f\"{context}\"\n", - " observations = state[\"observations\"] or {}\n", - " for task, observation in state[\"plan\"][\"join\"].items():\n", - " observations[task] = observation\n", - " return {\n", - " \"context\": context_str,\n", - " \"num_iterations\": num_iterations,\n", - " \"observations\": observations,\n", - " }\n", - "\n", - "\n", - "def add_stop_reason(state: GraphState):\n", - " # Helpful for letting the user know why the agent responded the way it did\n", - " num_iterations = int(state.get(\"num_iterations\") or 0)\n", - " if num_iterations >= MAX_ITERATIONS:\n", - " return {\"stop_reason\": \"end_max_iter\"}\n", - " if state[\"agent_output\"].get(\"answer\"):\n", - " return {\"stop_reason\": \"answer\"}\n", - " return {\"stop_reason\": None}" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "id": "768b5f11-e3d2-47be-8143-a7dcd8765243", - "metadata": {}, - "outputs": [], - "source": [ - "import json\n", - "\n", - "from langchain_core.tools import BaseTool\n", - "from langgraph.graph import END, StateGraph\n", - "\n", - "workflow = StateGraph(GraphState)\n", - "\n", - "# 1. Define vertices\n", - "\n", - "planner = create_planner(\n", - " llm=ChatOpenAI(model=\"gpt-4-1106-preview\"),\n", - " # Add more examples to improve reliability\n", - " example_prompt=(\n", - " \"Question: What's the capital of Myanmar?\\n\"\n", - " '1. tavily_search_results_json(query=\"Capital of Myanmar)\\n'\n", - " f\"2. join(){END_OF_PLAN}\\n\"\n", - " \"###\\n\"\n", - " \"\\n\"\n", - " ),\n", - " tools=tools,\n", - ")\n", - "\n", - "plan_and_execute = planner | construct_dag\n", - "joiner = create_joiner(system_prompt, ChatOpenAI(model=\"gpt-4-1106-preview\"))\n", - "\n", - "\n", - "# Assign each node to a state variable to update\n", - "workflow.add_node(\"plan_and_execute\", RunnablePassthrough.assign(plan=plan_and_execute))\n", - "workflow.add_node(\"join\", RunnablePassthrough.assign(agent_output=joiner))\n", - "workflow.add_node(\"recontextualize\", recontextualize)\n", - "workflow.add_node(\"provide_stop_reason\", add_stop_reason)\n", - "\n", - "\n", - "## Define edges\n", - "\n", - "workflow.add_edge(\"plan_and_execute\", \"join\")\n", - "workflow.add_edge(\"recontextualize\", \"plan_and_execute\")\n", - "workflow.add_edge(\"join\", \"provide_stop_reason\")\n", - "\n", - "### This condition determines looping logic\n", - "\n", - "\n", - "def should_continue(state):\n", - " if state[\"stop_reason\"] is None:\n", - " return \"continue\"\n", - " return \"end\"\n", - "\n", - "\n", - "workflow.add_conditional_edges(\n", - " start_key=\"provide_stop_reason\",\n", - " # Next, we pass in the function that will determine which node is called next.\n", - " condition=should_continue,\n", - " conditional_edge_mapping={\n", - " # If it generates context, we must replan\n", - " \"continue\": \"recontextualize\",\n", - " # Otherwise we finish.\n", - " \"end\": END,\n", - " },\n", - ")\n", - "workflow.set_entry_point(\"plan_and_execute\")\n", - "chain = workflow.compile()" - ] - }, - { - "cell_type": "markdown", - "id": "9f8c9849-8531-463d-a0ef-dcc3d9888b2d", - "metadata": {}, - "source": [ - "## Simple question\n", - "\n", - "Let's ask a simple question of the agent." - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "id": "5bc4584a-e31c-4065-805e-76a6db30676a", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "In 2022, the real GDP of New York was about 1.56 trillion U.S. dollars.\n" - ] - } - ], - "source": [ - "result = chain.invoke({\"input\": \"What's the GDP of New York?\"})\n", - "print(result[\"agent_output\"][\"answer\"])" - ] - }, - { - "cell_type": "markdown", - "id": "33c65ef5-b4b2-4ab2-8c78-a551da7819b9", - "metadata": {}, - "source": [ - "## Multi-hop question" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "id": "0b3a0916-d8ca-4092-b91c-d9e2b05259d8", - "metadata": {}, - "outputs": [], - "source": [ - "result = chain.invoke(\n", - " {\n", - " \"input\": \"What's the oldest parrot alive, and how much longer is that than the average?\"\n", - " },\n", - " {\n", - " \"recursion_limit\": 100,\n", - " },\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "id": "6c65c414-7668-4fdf-ba97-f42f659b1317", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Cookie, a cockatoo, was the oldest parrot alive, having reached the age of 83, which is 23 years longer than the maximum average lifespan of a cockatoo in captivity, which is 60 years.\n" - ] - } - ], - "source": [ - "print(result[\"agent_output\"][\"answer\"])" - ] - }, - { - "cell_type": "markdown", - "id": "1b859bc7-1a85-4d35-b57b-f67c87282403", - "metadata": {}, - "source": [ - "## Streaming" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "id": "38d3ea91-59ba-4267-8060-ed75bbc840c6", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Step: {'plan_and...\n", - "Step: {'join': {...\n", - "Step: {'provide_...\n", - "Step: {'recontex...\n", - "Step: {'plan_and...\n", - "Step: {'join': {...\n", - "Step: {'provide_...\n", - "Step: {'__end__'...\n", - "3307.0\n" - ] - } - ], - "source": [ - "last_step = None\n", - "for step in chain.stream({\"input\": \"What's ((3*(4+5)/0.5)+3245) + 8?\"}):\n", - " print(\"Step: \", str(step)[:10] + \"...\")\n", - " last_step = step\n", - "print(\"***\")\n", - "print(last_step[\"__end__\"][\"agent_output\"][\"answer\"])" - ] - } - ], - "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": "3.11.2" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} diff --git a/examples/advanced_agents/llm_compiler/img/diagram.png b/examples/advanced_agents/llm_compiler/img/diagram.png deleted file mode 100644 index 01655a5ec4d11637ee426679e46d68773d6e2832..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 253693 zcmeEugFVmL+O_xEYp*6qK~5YEL?6l8->l9J$vdT5w#FSuRrr!g^%AHH{pLK*vRw9Gan3=z+; zA;wJz+&mPR9K&DnLPZb+j$U0g@&;nSc&Q(Ee1U-qWLa>N^49Qw3p;}qOWuJ3=2Z5k z19R$nU-YL?}Z$ zeIoK|)F}HQ_3IT!|0#tm1BWdV-8vZE#N)?%DK_Jhuh?qftHrRSho})VNWlUmWl2<*U z!3xJ)gx?I%JFNUtmHpro;R4Ud^{Bfsg4M6hqh*4XJB4>%KR1v5A}|=$z1s7RFJk?9 zdE|9T1sq8hf3{j=R0JwB?z<4-w@Nr2rkFhI8yx|3?r-qHWf=(W&qp{l@9{9ZkVPq= zLGFc2B3L9jr;Po*WQmN`T+-b^N-KBpn#gIv*9P>w#k`)J_`AV^9a1D?Pkx365hSAM zV-jS>@=VZUzUZX0=MO}IS-~;1&gbNKvlX6zY$Ni%k+7rq%I~PB%t;AaCj#WoE24w> zHMJX?v1i@?JN0o}j5ks%g0~lRW@(nMBsnqCtP8Qra#T7Mft5Ghdl+ad1s30DU)K02 zojxIoEy)MMk$W2Jcr~g+fhZpA164^#1^pXq6!<9-dHpysKKkl7(MN@2p@~Vu$df<2 z6}MwB=Z&>wFfYIN9KT`cA-=OMR==~7a)hCCW7zwWj zI`|Mbj^?OTaPbHmyidD!b3%WZ#?}rbZ5?=;v!}DEDU?`N%G24_Vv*klrG^5wJrrZg*_t}kQ*q5 z>TYHXo}5h3xN?LYwzwPUzk!8H!G?u}6>qkEO9eHx0ZsPMzQ{%V^42aF%Icm;o|Z<% zs&-e<%M#iCGII;o&;Z?h$t}^F=MdqZ9Oq* z{&S=t!IcP{=V(7fMFVl-y!%9YB5=E1-lHgm?uwv4%ZWgd;IScg4m>3<`7BTEpPxRH z`^3~QOf-%f1x*}#=*ajbHzB?7MuzlIl`(ETagn%uTFel!G1WE9UKdoh&(^!_SlG^v zDGk=>V6Xv}Ii6Z@l%c8y{RG^>30ood&UgM5(ZsOVR*1DeB1fW$0rH(j%OOW+mvW6y zE!#?#F^>3eiM`)2J)gpEL?Zb{ApG(zDD9(y+>{)rC?{-67Q;6l%Fnsdl`madjhOvn zWfSFeWab15pCv!9#wNqQk$nDz|3~sqk>HoslJJ>WBitj95#$k7CHyT|O+RyChnI+7 zm48s$FxMqEhPWlVMcsb7jY}6Q%XCsqr*Z3H?NRDsm%?6S$qG4+%a^RmzE;4_ogS+j zs~XeVCfw%RCdS3ZeT^$0rGcB)LlRX*>#90Xz^ihVo1bNx)1yY3L#wKrUN3T%xot7d z!AjI0ye==Dg*y~Ily8z_f?-THwrLt>O2XDWV_pTSa;YjXWgMs3j^2KChP*Ady|#@w z##nG+s=!*vIz^-ts!4=P6u`#Kdd;>KpTU~JcEXBpwm;ICI$b0-Qa%D2SuyLMoXNM> z+F>TmNEn^Ad+Pqwo%jy5Njf3dqNsm(V1i+EA!9y!J|`n{H^^*(Q1gQiOz`$iTwzILMI55 z*tgjx*v>fy*!93}bG2O`AuDE-teRk(Z$G(20@~jFWSL;mB5=?4&rZu$8l}&+$WG}m z?8oX4?%(d)Pf+fUTPIvE=u7Coc_s6TlKz9nn8sXLrUnar#j8n;3z2rn%kckE0b!TP&(XL%nZuMP9TjAXK=xh7EKx$E89-cr(PQ*VQ7<(YBYrbPzX zP3)DGd-bK=HH+J*8^?{qb=S7eS|eIVTC2&6Qae)5gfM*ieO~*T`P>N431}TWm8b5owT@|Ah({ufeG5dq`2;Bubxj)$Seb#tqE@LjX zJ6fw~{d#5K`{*iF=RvS%3}!?r>oO!=Hl4MMOOnq-N6CKV=4b0q+#gAXZ^GiZ)|G;V zf|;_Iqax!Y>-nlY&4;GO4I4V^Lg@${Z5z)n^Hv#Um|`P%mZwC|g64t{N03Z@m^6$u zTV>R#&fVL|xqw~B!uz$`UE3};N>(nA+~DZo23g!#)ZW_}UB55x+x>CeOFOuYTkf~x zS5hug!2xa=3>ujJ{5m2bQ9DL_K)RRb)d<#Fpw>%5`FQR;U2{f;CysLG@r^DvDbIDv z`N)2dr7UWsqIv$*&SD?Y&%{7+N1+1=$VkT9804?343ABiIE>=Sx~k#moX*<0aa+2a zppFvS8u2Fnh_3_VvCz4zotU3YpBOpzBga+PGT1`~<`zSeg4JbsQnq zq_@|vw-?rUlJPDq%!IE2r-gXNc!JGBC4 z={G3S)jbW~R+Aq&{v zn;%Y(ZfI=CC0=lOp88Dswd2R(6EoE5=UdvF@troz9t6zH&2BTg>OdM-oU`)W?QV_= zJk;fNQ5qf2xi_w}h!r_zEMG1(jx!f$oZvmEUF^-xmh9s!T)8<8@O^634bua~NK1n>>C z{_{8N7k?;3;D1=a_s3M2zph5`Plf&K81^yKff7;{k(2~}D;wH?!4O+xOS>QZiI4X| zwvy1ag@VF+@%Rlbsr3913JPY*L`B0+Lso{{(9(k8?R(32UhZbPF zx8zP1<`7$MCqBwQuHXiaA5Sw`VU}$H1)wwzV|3 zf1E>Ah>0CP3oqk8o&N7un*VOb&&J7)J|G{7 z5?IUoF219eU;Ezs|B(4|l{82-mynR4-7M+d@#2{mh_;2ZP*Z-`8ha4PIUzn!miphFcmRnC{c?GYIU&i{*7&&wyj zTTK-la;C`O5>VI2-}U%h$g5QWOJVx?Z&r~!A{gjU=}2`s_P6%)90`*^3Whd8^mmq{ zqzH6K+e}M>{o5YlfVGws1b_YQQqzKf4!^7W84CZd$1mi-TK}JMA!YubasA6tMf{&} z{jpyF&()K?B4qu0e_D^SJ5}~ekmpXD9@i)8oeW73@ltLqRSdE7w z+$SW|@2;vEVZU=i9hiamQ$c0p=hl=XNpRBwNhu{*L=L1@eg{WlL8i3ClS7{oulWYd4M6q;gsx8!zsH9RmhKJxb0!@4Z@T{&S4LFHd3bo{ymRR$?O*VqJw~-u zD>xj??S-ZW`<;pYo@iN!Qz?2Xo>3ijDnX*BF2j1HY_q~~_{g2h=(^w1w z8x?_AT%$jqI#Y_b{$k}6HesH<`BchxF;_8E(~AH^FmD;W!xt;JT-P__`KlFKRi>I- zBUyJMV(h9fH_!KG_bwJaYuL;trq*Kg_gR8`5K~uWSUE)vsHwYn|8cemDTgYIJ!=v9d?aF7E+ctK<*xvt1=Hql3_oxpDK%{$FNkeV}P)*8p%n64&c znfV_l=+Cg1iUjWlCDAa}*g`{~k}VS#i3D;+Cmmf5AcN@E+gXR)mR)!GZmh(J$^Re- z##`q9$LIT(MZa$pw8MNs@Ln?NRhkB)kBUKojRIq~u}sS%!UZ#5*i1D3e9tUVV?3TV93 zQV~vm*KZljus0T&jN~NHHtijJz^&o%hKxaXFO%4>1G)DnTqFbuH$jO}J3?jZ68tx9 z6iL#DbGNoW8*&ES1;1~KgM{!V9hM4|{a)&11Is;(Tfj1c%P4`SglOZ@LVg8cC7&EZ zV_WE)&{D*h$Zq`f6>K{>+mJNqmi~Qj*oQ)2mV&NQBYH}}S}0*0IPMVcgYsdNx_@*e zkNrn9!)#y9*IFBL8j_d1R@}-fEPU15fqvXLkks{BpPT?^#O-jsw-{IS?eT8Zd24~K z#c^Sjb;|vi>b%7Pd(|qx$8}Lkm;3#Kg_(BEM3qJNaM23CKn z-u|z~xkZ;McL2DHX<*k_+??+rCrLE9ob66%TUG%+>t!WB9YsVKOq*B4x?}c79SC$% zYN*efBN!3Tt2I285yN`fxQY=3vT@pd2cMge;OLcK?SP1E7-Dww(f~4# zsh9G}iHC$^g_@%bjfcW8BFr5)f*NJ-{4A!+zw>FO3BwmC=g56x(~Jy;ak+cPM$c$m zJ#<$h`T?1yf=aKKepVd%8N3_LWze|W(B>f2@CN%%-hG)`uYKHr^=!2TS2;8?>RL~y z?=O~E@EVC)ntE6!ZAtSAOSui)mw*D=Yr0rCpS5hM8#uc@+nKF287&07(qZOjFBqXV zZJ`Q392})9PB!?D$wV{mIXE^bBqr@`cP9KLXNIJo2H37GVZ75clwOJa!jxG=Q-RP> z_o0r}VrGnp)i{E}NV_(t%;U~QyV6+EDdS|lzd|;F{RsgmBy+KE;5`cbpo5XGaGS;V z1a0^??=5bx5jHot{fk%kYb8X|6~P03D+>ARmr zHCW8m4(F?vK!EUB5k|_>d3M~j6kep1CADljRc~M5ez_cQes{5`-QcjdyX1=zc5{8X z$8;wxc#z=}Mt?e~_HHngfTLHfX#U+~Vts&Wp~A~^sqd94DYEXxcSeVr8YNvH5;5g^88mF4)gZvHOUheW4WJ;bm~~%H4XCL^dX>=7@uvA zSMa-EPqo~iF*fX$_wMFqgq6=b%=V*m{ls)V>F0RHLP*JuS$}eK&@xNvIQMpMwx%YU zUVCOMCk2A9YxgcD^A;u zB*%K&ap&#ChpRzPf3oK5?SdlH@q9?jvfo33$wXnCt4uguH+F&hVH@H;!Old{j*kJp zj+M8r^>)PNGE;VEsItWm>ZcBFK2aP98{|&uW1;`T^f4vS zyo+@k>Y+Xf5P=tT9Ovx;e4^9REo)i3jG$d@uIV(LD&$+JR;0Cj!`OV8PU>;F%Ng**4S%OwcZ{#*S@YsZ!inE)|^grX@UYW*23I;x#KitRazaO;w`72jem7k$5C` z!YNgU#!qP0TD`q2Tk4Y+xceC<(iPOT8>KwGF}Yc!|9K8pS) z&qbBZVQjnnhnKI&3zlRtE(_xhrCu0xrc~4friiG+Fma0gY7dRV7&O8g}U171txl|ZEIcPZGZ`dhrDAcL5$xaQ2VQHpG*vKy^207N!?MP_yfKqew zB4?kv?!E=Er2{lUl#sIE_ZTTZvw_EqwcD~+l@Y$cNP}eZGPH%F zHJ}rhPL6p>lU^QAB5`+ZGd!Ibe1cVyM ztJLuV^;ubt`S&35t8Brz0ne$@w;qZeD&7=iI7(I~tzOW@c8ed8vEN14hd8k~CVHXT zpTxcXVNiGavAPc8aJ(xZO}{^%?NGe)Vn-;c!4aTgUV*DaegQKwy}W#$)PFbanVYV+ zH{&GFu*ca|Tv`XvE_(QU#uqTK|1-|^=Xu`gkbtjq=MpSu1_2A+=T5DX@lJm7>`g7R zpPhcvXv0BsLz3fy^KxrMG@Vrz>a$Rk%=2$3j30d|>PyO8R9s}IC7Y{E$9qC6GRQ-G z_m_{uWb6@G&8AxmttOh|q$^D63uNyT8iJpmveL5VrUhsUl%Vv&uyW)Y5#Nkzn z=tb=OMvUA?P5r#L%@?tOTzQG&11t>4Bln6tFvWCw0KxwpqCNX^P|IXqi|XlI-9uDe zHglklEa4lGFbJ+rmgv{RuUhG zXRWy@pZ78}?5-Tl0BeiIoUH)3t|GAzyydRDPvyQova3)QGnF)r-A33~@F0mQv&n%) zGNrX`f!tt2O)^0Kxl&*z{qLa*x4} zeNjcH??QiV?hQl9$|>}qQ4=(?T1kBn$9*K&43B1EyL?VVno)AD)fEwxvs`+!Tn zr|?dfw&Vr_EE|je3QZZwFG$61C}{W(kI*94C>=FX!yAFV;by;K4_G(mC=X@j51$8Z zhVK9mFcQT!+Gt7Ud0UoZKMIUw2FUV=%VZpV+Fs17S4VV`D2-kU1M$-KCv|o^HkY?1lTELj;>k(YOF9p(LT!A z5#=Fn%GIA)LVc!1KqNF%k?PWRDb5yM0sx%;HNa(2NL4SoEk*^N?p)p(`mxPdTWE8ZuGPd%GH;yKE~1Z~;te?o56kwx9K7ar zvHm0~jfwGW@mX{lLp-OG2H zg***=)d^P{K%`^qq7`_!t+3x7qv<*p#k<6^4=U6ivX8vOP6{nIpDwRW(5`_b(Z%8G zq9+P`v?|ZKq$=F2W4f@!O&Oi-~s&;56#k!#PtwL!|nrZWf&15wDn(d!#Yfx zW6JVXiyk-hg~Mfr;tBljE}ROd?HB^JEVe`;-8D_;GrhpxclVqOePIVA{2vdfSTeB8 zfhDswB)U4Il8H4CC$aw6lCZIf^SiixYPyXD*Mq9H-k1Qg0@VUFC%xAPO&59{t6JxM zuLonR3@4gCRY5+W-jaSi#`GY;C?fpA7`pSA6Ivim||TGZ^H%sLYm4K)`2i z!G-~OT|Rn2+qSEuDK}wxwCD&k*K1;j2Rhq%*;SM)Je@8^=?PY+eSo;n>T~$T;&|g= zDv%3L^BqAzc5uB#G+)=#0-gqQ9z(+-XncJsyPF=uU=zoD--b)4Hl-}jw|1bF!tX8v zUUnOu;sKDLp6L2#PZ?$KiH`laYWAm81D^ZKRbNNhE~jNb{CKI-t86d%8p!QWnvH?m&Qwm z8Vee15#=9^-a za^s|<)vnntGEWjc-PMiTlaz-_7I4oL|IMx;0LfE&zYT-7-+QbCQSBz$4wSK5%*2+v zvwF6paeVZZP4T?1%R^1VAll;UIlQ{RInb>h2G&kT;U@qv&<~Ui@%av0Vc9+J-D+e8 zhpor+l)K<_Pf1dQBBP?fvo)3&0_vL5GoDO=nSI%1hF$fxQ;p6Q+Ugq_c&Nd3@ZO#( zPmA4e&YwW1G8=Z*o=o!FH}h-fi3FfK0FN^Rz{ziMGyt|>qgRKLo)!lz2$b@5QTAY= z$@V?*RaY!tv6tTKhkE??y*<~8R^repIsOiVw%A%-0#vm&>4THDK7%P|D(^e>tP-62 z5e1&X`5%w0SpRC?eBmQ0es;|&Mu-TJgWE5&WeDKK$8e|#`Q4m2nKHqEuXTuH#-@_9 zGlYG_Lkk`^7B?#)jDTJ75zUY2Y^?HEw8Rf}Jf@O0VfH21RWZS|p1a5~IT5fI3fV7DRp`~d_ zg>fke!0XDllCW-w%YfbT*_nWkyeV(Sv1C5Vr3z_KRhFG*d2eD>MX z6UWoWN2&qH{`Oe{aqLFR4Mv-NHb|Ndmg@U9a3XRz&XkLyv>h}Cig5O^;6Db_QRBGp zX9+8&3$!QtxrUklLD~NAq$^ls>1rdT#v2x~zRBb6Y_ix*{RtUNgETZWxHY#=D_yq* zR7wq%+1i~h7Ge%0LD@Ac2L%Glg62RHx=^*5mSE9M9y0N8=-Xb3V51Mxp8A;csX^gWN_Hv=;9 zlTZ)R^o!m*f!FmvQ!m1La<1}H7URgZXGa&UI<9EoYbr`43zckWjdGdWPwVP{P=Y<< z*V#C7BYt2HBZB<74C@~wPaY#sMLg4g7KRB8_l0f=Ha#A}R~Up!Voctd(V|ajFrya1d`7V}fi;mEago-;!*XHrN7I`qBz{>=O zOsoKS3xJLc>rbh8%q+r6D7!xW3IqWqi7PAxgZF^NA&0l%TCRRIDysZZq2B3Qs}Lh_ zxUEyu(Dovp z;TgM{3HV;MkvfDy-C5cKPvc*(Qh#(HSdT)Dl>Um440ZSlF2=+Iz_Mxpj}&N+#dXj$ zJH`&)ulfVVI;t#kI!Bt@}0?O+h1H2>rKJ+CP@RMgJHbZsM47%KI z#oV4SB6@)||G0SndY1QzUOp7}>+*7I<2WQemXEle=Wb$9*GghA6n*J(&!o;r0`&5` zDXmzH#Kh<7Cw(fxRYgv{c45s|Csa&7#bSRWb`X4n0_XdTm;+K-4(|1TZE|e80z$ts zPjT{2oAVK#QD?fLo@hS16)g{Y$EV&KNuOzZIxWoYxY$i_j3x8CbvK0bX~XQl!Ls$Z z0{D-|f)PCTqEDnl$iinBnIERy9BfGi0{Q~_+?qV#hTqP)BFd$pgjEYa^-4}p=5(dW zSFn*0qIz$jbJEuV`dIp(gW6OQ2Gq~=KFGoR0^L5!4Q#Lv+deO;tWB^KZ6*3_Y;N2+ zWBvce@C*(IRq;gVvxYKw%zUwV9z6NJLoz^4I8K;5M`K!e0Z;^FH_jyfuBP~tcFFfy z+ZN#6`@?^H-TA6~E0p9r@WKh=!SA#Q_H~RE|KINKkE)H5q@a59VBBk}jN(oC7mF(V z(T|=M@YV5=BDVlFx)*C0_M`g<`~@Z&ni%lL1#G5c-JRiNmZ8KP15bFTOW*qTmeXjn z^R>SOw$W=(bbbOH%lKrYSZGUOIp}|$sAD_@&CF3bp8oZLBr|YNTa90)OH z079*@LqXpAMU`Pt5719L8|TA@Z{K>Sd1B>WkGHD-YgNXg>o({-?s!I8TL z=bx@x`$ydclOmNU3xLVV#IcMk(0|oJ1hr6dA=eq<{HEe$?si%!h=_kH(g=DyGIUmA z%51W@dVB5 zXliOQY_3ew^yGz!d*=f-IdjnR@N~gGjs>hE2rS#}7-E3W#`Xp>s^3-YACj$Z=~RFX zWpK>}T!nK{&+4B&M5MzA+?{@%e;!dK-9&HXtuxAOO8mbERMK74 zJB(H}U*nO(RQO=zn7wzEDsQC?s=Zv}C&;`pjlWLl+#8d4kxyF(UpJZ%RzrJd$=PikBll7Vnz1Pu4hDTDO}*bl<@V3sj)m| zUGbvgpMwQoSuNz*zhmf-F7>!61ULYC0doMbl@qaj#M9N+KP#Cur$EfBs{t-2I{XV&qj7Od|8J}vOHykh}p=Vk6aIjo5Z!4xHoOE z;VG70-Ccsq&U3on!F#61hzW39Teo1yW=x)iKlyclATNT)W6&|SY&whH(c$|UAyNoz zmf{ZO#)08V{%KZDCwu>buR7CgK>Aw_q=5t17YCNI@vM@*84o*{G4$FWN?PvgX*kD# zlE2whX&M*|uDh7lH)B>;fpO8#o157lFVKZ@I^7)Jx1R(TU{>y&ogFgw2%_U%1<;6CyQ7$-&-tf4-oel+PgR;I->fHC?gBvC z9=uj>w}pis{k%F#U{Z-(Oo+5fLkRbw7UNb_{*1S!Z_q4%z2;`4spTGRziZI!aWwEb zo)&9^t7n75$4hQjO~A(eU&VPr3Q(bDMQ65r%09P{%E+6uO;uYRQZ+;pD=$*F!?tRG zqig{C)oQc*{R_MWVJl2$Td#I%-d&#|gR(XYN)7~p!wPkM_wjikX~Zc2Di*;{_fi6~ zj`VPFM*R4?NNiDs(s10Xxa~HVdTwN6ncBd}?51P6g5vpJ!5AwYD8-ld>Ar%)7xqvd z+Rmh(7S*ltujcjTdU!&%@C%xWBzB*3m4{YwE_K8_-cTO)&>|6M+aM80ZEvi)NPao=0Ug0?$Ag7)fal(4 z4ZtY9{6yv{;L@(OKRK+z(Ne7c)GbVZeG-`;Pbb^ib5XvkIORh5!EHWVZ=EcJ;{_9r zygyJ~`XMAZ}#Tkh;BEXiTnn9jau*lhI}S zA9%={+8Zb||A-1u&Wj9TsPDFWVSb31q_3-xw%pHjF#RTaGk9C56+gb zmV=z(-n+ZGY#wVOu4E|#YD8p|{}9W1`=H1qaRZ5mk_jgmO0`gfdA;*ALw*fXxd2o( z-ht3fbSVE?+n@U6*QU3(mfl7ku7DgQI=yR82z9+mv z^tp98ioWT(V_j(W=|y3YN7wmp-P`-hRzOB&0YKYg96ygp08IANsu%AT3-;}Fuz3v4 zRG9(gLx>tshi_Elh*HYat|>-&36$HJ2hTMB1K$SA3$|d4rTZp$0Q#=zLVN7#nh6S~ z$XuMAzXf(L!A_K1oo;|2c&sF|yPlhK=y`ioj^`@2M}3?Hz{h;85P*n-Owz~#Xm!(C zmDJSKguOEXKowVA1MbDUXpANPK=C(pf|MC4XlF&mt$@QjwQ27gE;hJfG{3p=(j}!; zAzi63;7?5Thj|jxmzs{#-fU)s?*i;_6%ZO`;7wFkWCad^)ak=xjA;V4v%~FCmv)QC zola@DFEwUlQj$f>-FX7Ne)Al=<$^g1J_9STK1EvNC3v>^7G@E1k9B)ih9`f)(?3>q zM4ntvkV>zWdf{5kdL7O`SUAr8KQ@RIiaB86dY*Uo0MkFK!?aPm8dd>|!8;UsmqBLZ zd3zM_=mhoLj>KXVE8n&w@az;;%yH3No&eyYz6;>Z&0l}$vuaD@SachGtX|fHItg6k z$c)&kcobVMHajDHRwDZB`*(-pO#*Y|f$~$M3<)2TfL7St;a}eR&-uxtN*%ETh{tlO zWT$Uv)UH=+F|%IKu;!Dxj`lAW>^eZ`RTi@oS~U=hM|qx6vU4ZAbtDBKQDJ>7j_EMv z0;Py*AOP13jsUpA0$_$1Dslnxec9q_kETH4#m-~O1eB^A21hyH{Lgy^sfTb5Qzf=9 zXHUs$G;(0iYwB_DNr|yzH)g4n*R}7?`HI}zgI`2ZSPUk#D$F$7k#PQH z0Sb07+qX~o-D>Ie8mB@N$^nJN)QcFM74G4Xed;M}m>*9b#X?P|Bhu$UNS$i+h6QAj zauopN65W+izj{pOA|)#w_Ou==>ANG+jP`5m0O0|h0kBb;gUNjJE;Z#zN9`<~=(Qmj|aMkUMsD4Z;0+$p!psf)9#9br82IA)*5{?&Z_GZQC zPIwoH8tluTq3@Y%N`{WVpXG5(GV*;>RF$*gW=X|CpR!?HCQJ)5ukm}$UlyKyYru2N z*?1h~Q0C#eW7(j>kkl2=b8%SCcyHK6>KuMn2lj7r(o9I2B^YF|0hI7!as%jpx;FAS z7$QzRAyl-L;_Na$0D49#K#7o60oj@zY*!3}?hK%k*@py?lyLh4yUlU*-hGsPtS)g8 z6$;E~T!<~}KH7T9jj@=w8?(Wt8tu!gQcSBhdJYIy=a{#hR;y@~v!?(v#q_xJ!`CYX za?wR#Dsl8WQDL@dQ<=S0&WnJ+Uwo=sD_WuI8PDpD}CYm({YAAN#jng@mR~*Zv zfAK4VZr&Ee>a&K9s1-&p2QW%1`CJPursFNZJ<&Bb;D_sh`Pz2Ei8C)m^NV0ldK7^? zOrvs<7P>j7z}XWJ4bF<(w8}EbeDMQza>FD8(bWe|rb!p zE!iTW0N+CSn{JdO(1llDwb8>>^Gr4Uxn=*i1+rN>9q*O}X1|7ctO~Y8LqK2;L-5I21Cj5S#IyR&2XG!C+6wi_u?D0&K zt4>!DiyEkdT47E5>UeE0^Q)ZA>~SwvTo^!0Kw9n`M!Cc|NHctdw>Kd(m3gGr9Zx1& zJUuTQSzL7YpG5#{VRErv)6ApT3bapsLRFJJ7z)Etq*Yb^7!pHK>;OfJmLCY0GC6xN zv6DzCLThLHz-AQSh`@GlLt!SsoirTKKOtWG zOIn@TC^#L=wzrb-v^*oa1dVKmiZQ&DC*^X;1%u=Re&X2odsNt{a@sWX+iTn}#5f=_ zxYt|s3iXMk9urJvQzwO12F6Dm2h-ym^OjXJPc1m^7q`@!c2n|=GD_A%fU9I=Bx2ue5;>brFKY zG)zDqR5_d>-e99Jyp#XT2@oScN~+g1DWw*9p1K_h-3)r(V>b~x>Q5tsh}NQ~vF}9T zt1Ayg=oF*Nf5y z9+cFI-J(^I!FcM__&iRP7QLMcL9_PNT#=zT^{o9pMyen%rFxkS_={EoLzi_$Dm9$c zG=!d~K4EdT@3=+7PXR%zio3s1zNNhga>ZG46J`#mjzTS_YNyLZBn`nLab{8ZDpgXN zYr+TdiL!){9pS969FT=~QY?UP65e#z=r8Yy`BBFrJ)#EieTgx0NfJO2s`9~Kihnbo zUsouX4hDOVB)CEo@0piiFj6kIL{^lYa_dFiMzXEAS`9?kaoi11Z0lqT0(G+@p!N`H zEBSdcv|W%q3jQ7V=jEy@Vi`*?y1=bf3-!8+CW>X_(VM=mN`<6JTE-ZOuBt_eQj#S7 z=vg}emlVrHvxLr6q1-3-?`iV-3todZ-#vjh#o1Iu7I#N?AEH{&+^Wd+D&Y@#)RC0U ze0d?QbH!;P-KGQYhjTeRr2~|d?HB1Hqc){QXotoCnH-RIOo@TecPx7V*~(URN{WG1 znD1NYKf_q2cPqMfnL+TpZ5NWO*@%jEt(_k@2IM}NyV!kx;F_q*WfxdwsX)KNt9E~= z-*6V~DzYPArmt35wwFbxao0(|>(wq-M#mt~6+gN1ZW5^!%f+a7JH`Ce*KvBZM6Oix zBxcHAVeKTJZD%HV-eop|&R^>RB1`$coa0qBqGjFmoA8GryjPl#glfO?wH@}#u$!|A zPd};WWJ4Y?v2B@wp;lD%zdM~4VM!f*}%|*-J52}fh^?-K9{$a)3>GxI ztQ1H-N--V$Sv&BuFH9ayszC&|1n!b*>IDG%nZSs~I?(zcC4eVWFWt<`Nw!g60}AU4 z?B-KU>a=gv;ZL~a`zK>EgvrO@PIZM=11}v`Lpf&N29QSYEJgq|+Ue%|YqJNO0w71; z3~pmvzVTxo1yqnRL8&c4wAwi`#=3CWsN^)Sw|r0-N^2He=svs@eM^EkD@d*icluB- z)lTE80i6U$2fv~7oetFoqCba?B7)#0niCGHw#|D4hm;O#h?Y zD^QLE?YQv~=6M^aTIxJXQtPo)?9g*A8xq<@$c3Qom#FEi1`@gUACbK}x|H`b`^bD> z311mA!OchEQa|v%3D@MnJe*^{DWGa^gW1MZix7u4V(TyX6nP)rVMe4c+D5d96FJd( z<~JP)?>s8Y;m46Dw~vhda!TO-2qOl1nQUlL_>NR18y3x527kzjAE@{@&fE0TLlVi{ z7bnFGhGkP?0Fli!pjg@EX9Sj%x$$&*g7aNZ`KZy|BaFlUqU(0_onh#;$E_0}Xc&}9 zp@R>w6N>93Q)ZGH9Nmxsn^(C3GCoL64@v#mgtl%_L&YHf>}kWtMY7?Nzex3NIPX37 zt1Y_S@8O=6a^j2TjC?kq*@}|ZwX~V`jFu5Fw!i`0v%{eo!Yw1wYu9(wOC^+ zi(V76;PlOZP86gwQtPQ>WIV0?#p;qC&rK z=%{{bzAu+HydYSkZ2f51jw0qe@)NLE}l7J0RL9W{v68R8-goo zIM)!|f~|v+o-5i0Vf>$Vn?n@5*&_fe|Fg%|ge32=NW2Sz-#^o(R|B-daVYzA-6dWg zKw)9tv}ei*D5U62H!pfV%s0IRko%%8m3!fyDC6kWmJekV;+P*iH-1y`_Rzs}h0*Eu z^38RND52I&i;ilwiUoid_8)LaLwvAvQaoIeR~7v@dSud&s53SqM9{4t9hmDN_-NB! zVd>4Zr)dvoGOu$voxme0H{)@$X9Q%{6_471CJ$QJ=?rmNx%WppmDoT9c6Hs?WA??ZHP_t3@eE zjr~-gYRd2cwZd^B_Pw^ScUq(P+SqH8yjO>l`td6KJ;MC#cd?VML4 z@*cw(dN>oCS5cFSgW_k(G`s{vJLcUH6wI)MhMk{+y777nc6HvS$OCV#%sbI+d#Q~c z<@2g}#P_UH$%>Jzxj8R)Qd2Em8<12dm8sU8BQ%mg-y&F~WmUtgc z5L_q$^EddPDqmz|p{oqTxH?0{c{%is|N2`1t9Xa0vYaI?Y>A=ML2AL2+5bz2mT3KXjni>|@NMVc-1 zv?baG(w@48nrzn^71_AYCK*-RfI>!FPpH%2`k*Gx6~Tp6bnAK4`41zMz8(&cyM8|x zgF?{^TA@eM_WA0uzQuS?Rdta|HND1ZNEEH|cdcqjoFPftjBdTgjudz|0A66KWY$4r z^&yJwm1b_7ef0|lrc5%sdPlM`fcuh;20R-;YED}v4b%_ zk@B!NN~~qNT*KsGuDdZIl?R)1g7kS;iOFwwEZ2cFcpX z2YFYe7K?x!j1gUaT(iVlC-Nv0DniQkD%%k0X+X8>G&rVChJx(&c*iu~f<{DTqj1U7 zPB~R_T5`KvT}`<$dshh@Z+r*n{Mg=AEuFAF0Ff--N33mi?8N8d8G9>`(`^1fzTPsR z%C1`%76he1X`~V9lPAO5EMR!RF0@AI7ba!``bboXCyw5&o?{m)g(_D*r z&pGB8SKZY|v(+WH{k!CqP(4=jJ5Rg9o%_OAr<7gx(ObD>drx#a(n6sE>5-kcEdUw2 zyceP@fk?UbP$t$P4+Un@n4s?%{Q!=Vncp!K2Y>@|JM9%yR{6dKy>_jJd3t-QUy#egNAL;J6J#1h$Br@2c#m}izwy~tE6UuJ`A z8VS2t^SUzMrmrTV#wB&8hJnszt>8fYeIk!~h3?>a$$05|Y!TdMYZN^`5xRO%=E|#< z)U7L6v1zr^rMX3)nDjwvX|a1lTc%9sYKHCN_J=R$&R=n87mZGoIzrN}g-mFtzFTUU z(DR;onf%I}`T^0MN8vtAI|@hPuGk(^#E{$&C~LW~bUV-F5mfCG{#dW?xs%V$W1f>a z1a&sGB?>EFMDu)c#{Mo1TZHwc>{#tuYGJ%x6bh`p&Z1BAxtQrT3D|Ba+t=7C9|{{` zWrt9xsDH5oxRSj|@%WC8s$4e)if*BI!jPxr86M#K_jvkUVj>=Jb{iAW18KgOS>v^$ zoA6P4z2RZTnokTA?(IF6BU-r8DIIiO(kky}i;RPn1P{+-UKY{B44m?<9j`1#l+lW9 zuDhD?neqc_^Zcm+PKGIQF@Z7NJ{Ojl%7*x&ynYfBA`5GL$hWb*QkM7Q0p*c5?s98G zV$X}>rLgEEaqV8wGwH%yTX|=LeK_U`=F$cPF%#4YEO({v?_l`hU#r2&Zy;jtk9eu! zzw|q@%d5Fki6OOh( z(hG#XN;B-`7kIf7gE5^9O& zrlxOPipgK#6ZYy~Hr`jT%vJ7A)o4?`$yu&ubm zPvZ0e!DKTvwMv9k3wAe6DLL~a8qaT+n?hrS^mh%j8tLo}qiK%uJ)>rg2ziwp_ePDco(0n2%I7=tb1Ou=+WDCz$@5Oe8&c<80De|l4vJC zigRxl`x0YqqAgm?uc>yuo{GBBAjXJ|^OW(i;oDnI=?a3vxcDi(R zzq0#X{*_&Dx`qMY*A&q#bO{kY_^es1U4~x)1dugeO&dqmvpOT8ZPXksJ23yNtLUUqY_V0DtI`+u zvKhI&==o#g>fZeOa5mG_&$6|A!Sc3dY0grO-e#_Zt-{lVcBUy`#rh%ed@{#px$!LW zJo~8EK+Cnrax!11YL%PpB833fWLL9xuyHoh4rjXY=-#M1ZGt?9Z{DtNGg$g%S&ikn zS16-tF(DF0GP|YXl^q-o_d|qiqs4GYLU1B<1ZA=z6AE~!m0M) z-1CoMKN468rHAk4WkX33T6k=Fhk}J;0!^_klR%d=GUUca?l zg17oXt%MXc=erCxJ;Sqqc5qJ_vz9Y(_ zLXWj{-*cw4Pg7{06w_w`Wox}GD?HbEi!x417m+of9Fcc-@4vaM!3%sen+6tU+%V;W zA%K|7pJHz-O+1BXt}X|4o3n+SP{_=2Giu{8na&TR^rGm4$bE*3z9uQxrQcgN#=%{#cT3MT zHxw0YHwezZnbls@c-+7Ax=G%$>AZP_a4)uWn#y@k91;r-SRS^764l$Cj&lh|<|M)O z&SgJxEx4Ba=*)QKn=F@7)ejJ4B@r6o8q;eLug%3d>-OT|qnLol?+Yb~6{8z;T1SAr z80D?BnXk&VJ{+C6Fe{&Q)u~vPY4q(tu3;!?A@bXQNN5dQ>vX=^=THdvjp3Y8@^uR7 zMyZ_S07~UNFQYqPBXvBBdOYKyi^PF}Q`D1m+LdHON)7B_XlP@~*UBgjXRw%o1BtGc0-wnx+P9$zqci+>m~ zM=2oY_pCb!yt~;Ix@>1}rS~ju`wYw6UO*oW46Jqj2?k{-WHa06N?xFUz7w_eoOkFB zeyZR89IFnALoX}upuU~nk+6wKy|lx*{<(`(H)*s_rPk0bP{{PsRzH^c&NY;i#tXc<`C=uT z1Lg4HzZyX*PKS*Dm8NzwD0ZO{csHK=9Z7m!clI5G1($2rHfw8Mq!`$AjWbzKj@n#Y zS{+r!U6vf6{csN6b-n1soxQ46sKPyZW$7g7*Ew4|KTuPqZ8RpL)pzPkXN4QlwAjG$ zHD1@DwX(DMadu&_=2XFZuIv^2qCC-Y+(F}zzIt>2o7CF{)l{B)iM`|6zJo4gv^#_A zpOurh>rMx06-;v!n8dXdkypJ9uI9!N*V5{vmJFk@E&7TKswL~MXHtuH6RQ`r7Pmvc z+oFBLESM)LBDsD}q=E5BZ=#&;`YiV|)XRib%_F zKS&%zapo;hwG&ub|6=)jqzqC*t;HP~g{M=`4q@Sl_t; zWifw*>QiveJ?bTw>0`1*V_tOWU@K>AzvGm1S;1(j@_2UF%1HbCGv9^od;r895nNivfcVh^n z&H`iWEnan0&8Hs^sMWfPgDS@#92N##Pt~ZjBHEJFA-lCmsQJSaJU}*x`*6 zbqM}v3~CzKUNq(7X-l}v~)dY1DY={G&VcU~hIY^X>znTfkxtqvQr+fRrGF`Uu zFg#uF@>tDzle?Bx`xeW;7k>}tw#Uzj3zO{xosxwdv%*u~ocp^qa-9~-bh-nz)|Er` zTF-sfU+g->MhY!8nGA@K9KCAWD#$m*PJ*D8sPW2`Wd6{KuQ#j5djj?4lO@qOYu1a zl>euu4FH~%sSLjd54ZF0JkG%U#E6U4uoCiW)fEYQqN0KX{2gK#h$t^`69IVnzMS`o z%eW;W27DagKM4e=ArZ>{Z<6J@9l^w1hi2`9QwuD)2XDF1l!Y(Kzl8KLBI|v^A(&#B zKJ$^iJt5lMEgWR{{N`$2H7Uxabk}~WQ^JGY#BG=?Gf~-7pzN|jVCaD}ly!}*B|+b* zc}lH8`xKaWodcBNowaMM@gE4Us?<4RdYdf>=}g*b!p6ajA9jvK>Iu>k4gkMvzlM6f zwaGEDHIgWLmf1W%x%F@SjpT~}<&AH`aq8JRM%}rFig5`C^z9RvbJSKQAkwcyt+k?& z($O)$H@?<0LOaOzQ|SQD4lUICFtM(F4KXYj24Mv;W#y>d5l>((=!XmBUU5qP=+(3= zC3AVg3Bq?Gyb`*;c4kxfx5*>u`kYT39tEPanWvFOyviYsvAao)nd0L2T?mv{gWdbn zhy3W+o@n69O-`NX;14y@?9J7dvzrf-65?sRi)W=D&8K;i$7X4}KS=3k7yGO|O z4kcggR9U*UTMfrywc`_GQdKuGD1t*8Qrvo2qd*pA?;7o!NbPk6xV>s%7X&j75I-DL zegR2FtE@o+k9SU9yG38;k8t7D)wG#;qH|davD(y%xbGK7oScwlckRMiXR+{QP1U2&)mlGj=r> zG6#PW&j(`yQ|LS&2#-A9Q*x@lVdtY_D#c^QEqFQa^q@MgYO8{tj!4-kq}g?soq~87gbh zwMck*Y3cYA@Bxmnw3Md+XPA?sO8-C$?*u|ZpyqwK{4`(}QLKc+x>DliCcz6A@Phmt zu=2mz-pcFsS;8mc%h2@ON}$(@wWldvt_k z_4XH^rGakrJeS2^mE#XshuV+m0@LuGSft?-KYa8wb9|t}X-4Y&FHInQ!lU$2cikW4|Ke z*8Yj-eQv6B5Dmqy za+@_|Q7xn}^4wguJ`ynoeBF-*rRfMHYiI(^?E8)#YEjiCnF;Pk=)87fM6SLpFO6*8 zp9wYXMeLkH6BdBz{BUs&3Fn(Z>ms}zL^zM7UY_qnOobyVMPLs2aOc(^_Fe6gZzCO`QsV?f>)G!khL2v|^N+cUHB7GqPjD?5bsGCgiRPeQ zv0%quv3;O(EGbX~0_Ay*)JdQs+3aQ?~u7y+x&pB4M|^2p$~j)~L1z_)Hz({D7R2L^s~`lq$_W zaPREmd0C}4zt@E`(G=1%3lwsQp-gu{q!-|qPGVr;EPF|nL;awcDsOs#PEa?YCym=l zS3RER2I3+jLjnWutr}ps{yV0|``QtAAKEv`8jJ6^OdUl+JKeL#x(AN!>dC!w(hArP zU|h_jJ1w~MoGR0^0Yd=Vb8jqN^_r2Orvm_-!=1?uvGds?pi{WT!TssCaep_126 z3NH@ToQ>6}r2t7Cq~J0eRvk&VI9~5fVvGunfKP1>nZHn;KWsM}oOH4O!_w)}gmkem zPdaD08c(zKj$3K+9e>?-{fHlEC`Gz~&nz;4tmkxCsJDS23fi9LrTFvM5W6qKXo!F| zq{ShCOpm)<*$H67)cOH{D#y8c;(YGwo6_?2>|kyR^&N?KMi;sTAl&VhW(R=qWanZ% zPGJ_;!25-OtBL+Lj`gnO)RM4IluTlQb;Mr){sY{QLO_t=r~2jV?N9_ktf;$kdpRklzCGVBSkPfP()5DqV^&E^MXZIgC9s)@)}bfTh%0 z23L&(elX>XzmtRz?9C$=QPr5tE|}${^W9XMcN()Qdo6azvX0Jg77ts0eeG7l9a1W= zF_dJg>~(7b4Xykka1>R%713Bv%p(!%JWY6C4r-esjLYo2^O#(jZhRSD3-ILF04dN) z$tUCny$qmXjDaPn%>|kU#7F9J!;_XBB*1~}?%p<~v^Y`IwQ)iclyUqsN-AAOD7$`S zWaOghN4(7$)U7U7E13mKN20eMzXQ$cWT6tp)J!f)Jiz-lZtX(4ZjuH4TKbGe(97Sz zqX=1~VYxWc%}EJ1xB=`r%vc>`9jfsHrta~Gft)YMe%OXUX{7gV94IdKYO+t&6vh2; zU647rfpvC@zie&73csXByE~V}!V#kKoiH&{DS*r6qQptB8@IePAz{xO$S3!Gg|_)I z<`XW;T?8Jkj5Qu)wu(mGk!Ww6#(8GVfc$9Q7n^T;p|KVxG*w^FMncP)htni_SXtB% zYN+@#-ixGsk=lhmYK3p@>2tm~o}{uHMD*753;&oyqUz zD#c?mhz-<|zz&0n+q0?oURVlq`0@EotBzJR?ToaH4~$P{YPovgJHavpf%=}*9^E##$xM0=RsCy^R^+wOOJxVk7_%NOV^G>PM|xF#J&Ca>Bl3wqi=0VmHf_!yrq#Km72(h%+`$roqcduvG^>Ww+t_RzGL%|KYJkNuui%q zL?Pyzmgm`deaR^_r(~#f#J=#atMqsaUh}5xE9-E>G6fMV8s)W%$_BjNbT$itN;BvT z+w`sqkOxz+j>#KU1-oUr1@v^!mxeWKZ;0gjbVzNUiuPiqa5?1M#^e*s?wV&op}Hc* ztVpSd&jlqX zUoz7zJ`ro^-zrKtlW(LryCn2}=%RxZbvwOM=n)hwUmLN4Or22YQpYIk_s)j9HH~y< zPl>JdY$yE2V`<-_b6;-hkt)??MM^w~N$FYxNN<2fctzot$~ve1M-nY0g)w{;b;EcK zOyv!q9gOt0RbCP*-xHqeNi4-UzgKHQURT~BbZ*aVxh?VZFNpsvpARSw;}N$T;2o-C z;a6KtPN)^yY0{8tW>@tT&&P6hDJVmmFl@VSMq)Z245tuz5)ezCB`>Y#P&U{JNbSjp z7mCV*>8E0UjhIk{4~6oK(Qe)_`n?!W%$Z*u&)fKj&8o>e4;s9ZeNp&A63=b2%cp8{ z@_96IinwhHo_pVH8*%mBv-_~5*OOk(2>i!m7~KPlghT`+(`D=BjElpMV?V}UDjJkA z`YZJanv80cs54ZfF?Wq@dnJW1Yc+dT_u)l79OACg(9=GHfhbJjr7bkNxh?(ryn-=m zn`n{Dat4;FaXZsDdco_c8Bq^0#kCyeIq2W<8L~=3*%<>`P@tYQpB~b-^bsa*s=o?z z;GVmA)WA0y;Lukimn5qgExhmhr7jKU)Cc*3v0`rAu-VPVGWf zRtXK{!Hxe`a6a*402&RanxGt&{(?Zz1={iv=IR9a{l_9essIzA;Qw$DC17-DLaju(;Tv>CM`I4aWK#`qjhIQdH;!(|5TK>|}nNUK`t4qDiWbx z3(8p%?UYO7Qdt!tY#EcU?3z}3BdMRTdHne>#qtLjmg-BhpuqtVqIt9D4W6zYVK1Pa z&zQR^u)~p4uL~#tRhq~&EzX^c0=xW?(Egm{2ZK({G%Dx3A($+b zXML3hI;O&${$`6)bHjp6KPO|D1t1wHdn%QVL(s<4@bsN47G^6R2p>80mbL8I_?1b$G$hLJQ+ zdFD&Dw&S8-+Ft{^&IwEG$am#V1i6jmyaCo3$m;BDha|3>5^$z_4Y zf-z3xDH+`_iH#Mkv=QuX5N;Gtd3H9Y(1`TR>!3Oj8lGt@o0V$Y(6i`$DmNu%53mMk z?9+lBjtgF)sI+ham}Ukqrj60Z@WiwWNTXT9LTal-T~U&B(&pkcWmr^WlFq-(Q2quTMxqpM6D2POpTta z&DXEVm$XHX&H`If)mD}S67q`Q^9SAOY`zRGG!cZZD!UgR{Ou}GqLTwfpdBUM(~{Be#fjyP zQ@vcHki>>q=e4c~##fp%Lcr&je7-+32Jh$HCedp1Lsnx5nmK3N1dXzIfko?KCpd`r z*GLdh2TLn>bSuI>c=P@Juhp`?rwHp3%V4Z@TeE_4)rUqKO4O{^Mx^T|$6=k~0RAW$e%I?HwB@a6EN`tByV&UTP^H8!LZ(ARo zVA7#VCU`GZUVZjyXj*3=hgq6KNXh%fY|-a^y}hjPPVriK%8p=Uvd0$!HqyF2q|sA0 z^=M)cP-xT*jSf0T+a7^WT%1DDI2C7YG z2~fQ?XjNe=8wTrR3=OIQBjy$Y68w;2vNUZBKgiKeWi<)ERVwqx{MXPUUE|LRIlph? zjIbz-tu5vg5zWeiZJ6ExS%av8dTSaquMWUqjLKwO@BtxD&QLO0WbCVgTX`=i82xI_ zlxz1rTIA6uunjy~>F&oP$`p5PyRE$K8kk=N~g+JOh(V(p% z*G_<%R4SXPDc5(-cQ3fuxlgM$nCuV5x% z`+^~#&>pgDb}_-YUXFPdHYrZ(!G0k6(b&p6cYlAsNqx%!R1Zy_Ety-(LDspL;aR^j z)nZx7J&a!Oxn@_0H(yCsiEULaN&Nz`_a0Skz;5P)=@uIIpeuvuhr+BJK6Ds3Rtcf| zEMIGo!^@ysH~esaP8veI|yfmVAjj+Nc<065RU}|9}j}q4p_hV-knIO zJd3W3aTWv7zgJ9om_WV;qZ6x+ImZGS*C z_lTr(FkQiKAY2N282c4^#%P$bK8uYreK#FQN$TeDJTvD7i~J1$iYz2%WUwc2ARd0F zYxK+c6-Z0B2IZj&oCW5|U-W%K0n;uR%Ew|LD9?Crs+?2LrFPD?F@O1mqa^g)w!=MS zHdpyatzNBO9nl{mk|8=E9AeBbEG!^1$is(<1Q@|1bv_8itR5b|%z~SOLm&&No7*@O z^y<+n)eJih8H!z)iQ!yYXq-#uJmR-CshG74J0*yBG@`PqxpI$^*5`vn9U-`2&U-f;tI?AV+hd`}D*av``D z8dv~q!hIzKWHn|aiC~$hUr#T?^Gn#l<}LexJaO_D;Msl)mphYd&uQO8gK43ZhR`7< zZo4VcPN;KBzwUZR#-UWgT=|0r$q6&&-814Pgbf+qthQ3p2}yZg=%)ny6!rfMlk01{ zJU@1GeO>gdn}OKD#YL^Y6oe-=Sgw4U^|4vO=Z|<@i@@h~fkH+`c6@xSxFDLHolQ%D za)=+_r_w#j=XpjA94PTRMv9HsVL|~)D9t{%>cIok(|A~h4CRNU+=2I*q|Efh&kAb# zKTIHRcFin_#IED<`E7=}SHN;aW>6n!{Saz3r2bIke*1@eQT+Rf&U7w{*9a?S?BiZj z!z*N+R!eb=+MFb(RH;w@tPNN|>N>c(Bw;}GtI_yyxiQW6_Ja#N_k+~M-S0Opb=ax% zN6k@DQMA5KI9J{R+rzz`fm4?C ztybnHV{Y?BOLviJ-o|YgCK)*qcXPZv`UgcNiRXAe%M7$KpE_^9Ya)DMQ0y2ac!tF* z8AV6*_jy%P3^%&jO?2>mJzLQo_w@8E&Y%Q2A|aihaZBEuOOeGB@%Iiz`ZqT6q7ias zHTczS4RAYc8iFH2OSuk2v8vJ%jF~D}N;ez`9|TJ>hq{L9)t6(dtE+nr+ypR>QZcA@ z_sgj#EE!|DTVeS`&yuQ<8_i70g&)jJ6~0`p(XU$v5GZVak$bGfUF_|GPnd`+DH+Zg zU_!ulf(h_2=i5XWe3(Haxzbl9?MlZW3i+*hxDoUGsWBZFkLJh4rIx{bCnqNr{$q#m z?CtIC@-dook^ee4>jW@%c6N})Nbp{Q!g#^Uqa_Itg{kTg#C7SA7JLl)5!I8YT=_~M zg|p|aNSR)QUDbOTFI>&py)Sz0tD0KL+aI2Y6E3K-(6WV-xvCdMlk#oD%O5QTM(DV% zUBq!p#uRWTVutlAoA{hNTWMw_$pzaUplb87j`As_Sg`zgUGmk^mThWMKK+hA> z(*Sbu@NLwOsfAlO$@a(_2mAYHgCj66t`uSCS6}NTcJ3-Nq{WVmjw)CCnCqyP*<(=K zhm+a5oUOGg~MQOopRA)thULj=Zu2WUt*t~t)9QY5Ui)JtxR%)^mO8ehlk&+ zyB3oFQ=!04iWWq`!^h7CJA3(!8<&Q|)=*|Q*hi|i#`P1e^MQarE6xVx)_kUtQdjrv z8{405YRPcBNPp!oeLB9~SM?<)S8_p?F`0}{>)Bugs5o=G^D*(x_q6W>S}pA(?(sjWe zLiJtB&fC*putY7z&JscGunX~5OycnAtIq-jwgn4j(1kFu4!$>yoj2buN+>`P#evhz z-Mwyi*S>{~20Vc1S8(xR?-}J{Rk(vQv0k*3SxmmKAHl9p{`904HcTfwCOXe(2svkd|7-R%?d|*+Y`PrU##r3&Q@=tc)4`4O(@D z`@Kk=_PQ#IAjWI_zm?n|!+&;wo+hM)Z_ch>-1Y@#Vx4A?vzn+RBkPn||`ZL%sV zV|J&~*ngB{I{T%`d5A@foiue)gxenN=&*xz!?`vc>BPG}QojAl&VDyNr}b(53NMcu z^}SVc=igI6SOO;yNg7@s*A$a8nx zlgi|C>#X^RRjJ1R*E;?-hMl+L+qwvzt6TE09eHKOl9#dGV|-HRMV=+$PsJJ>Dx*}F z=q7aZ;4@sHMWIT&2jfIRX0#~ytAXU!=w|SCc@n!DzO_UA5h22e`u7$yY)(h<1S?&%(v$6O7U24R=<>I{k2dd(F^d+I-EvyYxB zxWqnCKrdtOr*Pv#C?6(HP<8jqxx{R|>YFWL|*%581a?M&!X_VR4wXdFDB7mVWXE)%j{50byX$;$IUQkTOI$KR8uzQYSqI!=1?QsKFnvh=ss)|MN3!!WWqC$W>ht-CdY1(G?Jvcj{$$ z+&(lok$XuNF}hbJI@9%+Y^zu}<}=NlmYy?f_i?95>>jMHnLdSohHQ)uLiCL{*DiY& z-lrc{3XeTDhECUSaV>UB;r$xjo@t~@qjwQpwcc1*lbQC}=P~N!tAmt>mJt!O=~8!B z=g!&RT*&BpWtb*+R~N-M{WPfh+MYpEDP}4@;^(I z@xSUf8O-6O{sGz>^vv58gXw~*b12p^P6g?{+!(PR~eQ=7D6 z6a~YNnF)5HMKyRG%a4tT+{ogZ?rO#uM|HFW0v095WYl7ukg`+b-qry8+ zY*QPq&#&>_?4(YPU#cYh=55zJU(Fdie16nxZ$4=LWy#q9+pVzum)I9e+HSk5#5D`^ zoHsa1M(cF+>C>;KybFxCW;0i8^Y0P#XStB$aMD83%=~X1y0-VuU{yBl{QbDRW~3EP zUX*|LRkxdO^}*EP92BSVs?Lvt+v0o-I4ZDHf~+H=v{%uEo-Fj1lvGkaQPLD#GwT;v zFX??-%hahqX`8L@fd5eIj8>zEI-X$Sh16qZtyw1o>E@({U1N1QmifBtX|lcC_cH6K zmZ>jJ`|lz8+j)RxzH*24F2GRcwN_!Rwf*EU5*8sNRIK_;E09p+T*{O)KBYK9%21<* zyc9Kxlw1u)YQJ?`xtXkmgdff(g;RK=(w5l>dC<`_T|?5i!p{}Grtt97?tRbn>{HA{ z>t8|glO7aXImBW9A#Gln zKHF~{D09>Va_g-(KhAbwd21nc=-Mk4z#&CRj>m7gig=@Escn&9Bt;kZY$2n*Cyf?P zdk~2wc*J>?tlZOF_uO|!OH@U^NPU2Mqwf0hHR1841gqK4xD5CH&gWioN+iCc28a1l z>BPFzVKG!cF%sivD3g?90#m(A*N!$(S**Q8%5*YP*WzyO+|W%PdGG6;p0i5m-1O;jcQ|*UZoh16?4Z(Uqt2DZ3l)z1)~_>($6aBO6NbkgbdIeEEH)oSh&aV`=zBT*9HKxi##|X{4GGFWlTp zO9 zEWnCwua|u)n&7)cx?{4g+?uAdl@G$}oItKv@3rpB1xj?=W z4ZM(_@gA==TRh<#*vnvLjAM|{aB(@v7?E%gcJ*PHjTxxhC=&l&e`e_VoBwHH)?a9P6<1~yrrWcz;PSgKqsNGvX~(b1r*9fr zywvoJF9WeRp6(aD-?TDw05|QV&F4SWIwEDmjHoh^ULj++hxt=0xt2$rS1#7LNyWOY zpA^gI-1|LTF!>7(Lp8HI=rTXo5tRsG?v=V^M&_p)o?h4#>NFr!CBAokOD{i?$R74y zIz8o=z2W6i;l9yR7=-}hb6v&i6}K=+zc?f`6#sZHx|b&BEbHw>x@Oi(wFE9Q`8`~g znhGf9vlw1SA;nx_6h8KwM$DGy&I(loqZs$UiCQoquYMS(5|%4``&ra@q>6ehCcn-4 z0gm>SMfop@8rjZI|CyLE{f%3|9<(+3q`yer&@8m7prOf z72bpwOkm{?g4JIGjhHpWr5_uo6jsUw6PAxRs0b8LX_TTW>^D)^iYqW7y7X_AUL@BU zUkK)&G}v;^`(}0+;dL6_&MOrf?D2%K+4rkvu>L)8OGq#-U%A7Fw=ug!uzF`uLyb{l_kMZKwqj+!pZ#+v{7jR>c2!X})C?(!G>RL-1? z$S?2IDM7-#DBkfzc#0~Y-&K;w1?W%zx8m`)l3aPimJ?@oj`_3YW4L$W9nT@|&oyC* z-nvRO*4PX;c$g%aFG^JIMm;y~%PE{QC3Q{n3FA$4%{5m0hOLXE2S(l-mE?}}u94&w7W^h%a+ zt#akRd3*V6w@$eCLx-5jH`WzI{*mum@P%I@91)ofJ|L7hUm~V3!r@R`n!&+Q7FA+t zbvzl3-$?%166Sih>piua|Go__QL>K7e6yDKjK3-xwtu{V+(r0C=Kow&N!W^PVT`Y> zDkn*OM-2?cyB$|bJ>PV8+|&}?1nH#nepIyY z3X=8v#z$z3!D+Z)X2=|3td#?gMskbn6FSg7VAdYZOh=|=$*0eMuTf3(UVHa^t~N(S z&TTT}WyQ#ew!tL5z))l2Q1s@p>{sM;y_VmE90@n!6bBXpS2O9OI5&U1_GKWC$sC?t zZ*clyrMxIVC?h_sv3g%SD1QFu?)tm^{?<|~Y1jhw8VrXc`h7~#BKN2TE7zPurh)g2 z(Z3!q$iCq5yds?vVyE{_b_FFL;eg`@ zGu=E`b=#C+UOB2ZCJt;zDHM*u2Sho7OwrojniM=SZVnNuzXb(8sSQw*4hOUBlKIMz z&*j}wBqi^h9v^&UQ#s_=vxnsVM7`of>kPLr7ROyCi`zB`c!H~9emGxWs8LR=tXz3f zxxTUz0G#vQ@D_!i?}YrZM6Xw9u`uw1_K}0CDy6&%G)Q^KmGf^#ifNpm=NPt2tyLG3 z;Yj@MSJj~V`O)cH_Ow?i4r9i26sn(HcYY%inK2SMqj*z8B+Jr}czwyMWs{#DW3mHW zUGSC&nv>o%MjD%bPGLiIXRe})bgi!9%~UTYeaKAf$NIoCq8}kES5@I{RC4lrzlv1f zC^q@UvTREI^Y_yKu62tzED^6O+@-SoCxmr)n5fE#WusP{iX+Suop;&&OHgoqb;|^uY_PMz}4qO-Gv9lbq zWdS7ax!2{N?Q8zIcMpMHRF9z~U4vcUrbes-QefLJFAR@1@{?v~ktWMJ4Lj&fVpYQ_ zh?{oLyOTKNXA6)PGEk(XjJk$oOE8R$y$>$&UMA1J3k%H|v}IPc*mUoYmAw3{^C@o~ z3)`=HRi05!T)Ft{qm)C5!sxj(iEb#;%K#?f<>72m&1O$_YisM@-q$iu@;Uw~!XSrs zdDYC*!z0G1uuZojkg8DewXz54a#QeDN%`GX@1T6(gDENZom>7@WlF@QHUG2m3QMfX?-vIHNsAC1UFe^r zYIhjE&&-#zJ5s-44NjBI;18QW#>t(&`!yfsM#A!f7hShAcq_Y@>&K8c+RF673f^2n zYy;0d<=+A$4Ga91LO@mr9NCfd-Bdns zo?i7bUH=UcmL;?L~jXoWZ$n+z6&1+)Q~&wFd@yI}1+(|<45bwAj7 zT6t+P(kX;vxnbWctR%JFCl#tNPcg07%-8d4F;KnVI;UUYrZwvr4P_hGoo-XU?2w-3 zP83OHY#uJxc=fueF0gWfSD1`hyxO#reO29@7ycGq{a2BSnf>j9Q_#DPC(lgn?N7u8 z8svt{RGzC|e4p4+2qIQ_4Dy*Hm0ahWZcz7UxIB!_=+`Y?@tdnz31sqei|-|4trR&x z8r&U&!e%h!iiL>udJR}Wg()T}DOupqP+y-7ba2Uk0Pf|D5YP*u%LV8j^c8>lCul@G zS>UY;o*vGMb%^F>r^uIF7S0C#PlmGCJTGj+FrA{vAq+dpv~l+KGYD7rUPzeTsG=qc zI%3bRj0Q$2xpvpSenRZvqz-)e#oNYrk8ePu&>q=o%wl85rEa?zBp}zDNAo&~m16i2 zKbCR_hs9fktA4ilHK&_($SyX~irWDLuln-JLq$@{54_C?TNvX_xYTZIV=Ve@CC7D{ zyQ&MOAl{np`J*}S0HrN8Oh>-@I^u)5rjE4hF{Pi&48EDnXlD1^;#%6QPBsxW=Le%v z?#J|pNQY0;O)>M@P9j=YLUR)E#;0M-CO<03y#F@~;67Y@uAD-Rb6>?%?tp}to}NLq z`bO-r8e;K#_QX^`42)|OUs*;VvECp=6r2napm5q&Dc((2bSvkzVU8~Ro zg`sJJ(>~;mibYEGI|9P8eg*NfDu%Bem?^pHsV&6}C63~>oFPt#qTS}!x1`|QJ@T|X;0 zFOOg8nc&CkttpLra?TU=bJ=v`$JZHj0$d>`%2ncb&ZVC{C}n<4EW)l%ySbkweS0S3 zhP$Pk&)YE0p*HcBxw?U8Luq!Nl z%L|48ZdsN*J-dQ~mgRk#7dLl&@0__ar9NakD1Av`$LSoq`(1I$hgGrwdmuB|4b#fD z5hFqv67lxAVQvG5Q@3JM6V=bm7NNk|SLrutyG-c$bgKT6ZCH|o#s&V3-+kWfevhE4 z{AJf@6=x(Fh5HW~^6#nqcYXkO5vdyjP=G!K%%-@QSWv;!!JLmOcwl8SMcWn^iGk4I zSAX(bHROZm=)@?zyyvT@Ll()qIIm%~Tb1CYEMwV+5T-rHyK0{53>O97`_byTdmE3F zd`Ix&81k=za0pQ=7(P*O<5cqrrpJd-I9mOaFH`5TMAB3FLk+|9!sPqT{g)pnPh%h1}>*FRoT$7!CNMkQ2+6AL0^aX*y>5j^A6DTxb5-!0$lcPNK4x z$b3Iw_;Z!kM4oT_h!sun@@(=|?r<@ALTNe@?pW!0bH<`xg;gi|cO28l3cL9lWN9rk z*M&}F-&T0*-2b!x|7Vy5koYYeIPRf9Az{I@S~WciJg~543&Nieycq+47qM+@3=@Qf zdS1?K)ySM9qXm?jMI%Svz24EFYWtXMCAwed`MlfpsIB63>V%aPA%^87nw1VSI~&pZ zGgpq-POtey1sxCPWymMt5FsJHr_KbmPeQ{J+5=P)kJn8wR$s=!6fjpZ>;^ij?dA-% zk(q01E%~uUU3b_Dyys<9+X=L3L|a+J^n)x}R)`H26Z{;VMPodqRP1aNXt>w}r*bwH65Eqi{}XdhWCLfWG(09kdnj zp1!VxjBr6ZM{2GGkGmAvT8=d`;Q8gVweMDql02F zP734IuOasr$^9SbqhbdwaI`Fi8Kl|TPvRa8+biXcJ+5Nm)8vA)i?Ew$*@Zq!XY3mN zQ=b1HGo zF>`G!qL7E6$@_N{+}y!5kR-de#0F|p9pi96=^0FtWJ_f?x)ziwge6{6<{^Hi9p zocL-iMX1^QUm&a6eTcrUDVxj@tUGXujc~%2O;MvveUqeIpfA{OtW)!e#?|r?Z>Yvv zW;-1ttbfFGIm&$0=XI>|Yx?k)=pkKinAut0)wm})ev|KBDO}7!F9Enh$?su=P184} zXm0#X$M^m4p7+}%$1A$cZxie+gY)t}Ot`Edi|u=+{G67|Gl-A;za04g@Ys$K{@=cR z>y;GqV=9>*N2NY-!hM#SWZlG&M~i1v7PKW8jN@$dnb4*~Vd z`}P_IIdV~B&B_B~%uE`ge){Q)3T$L;j{=0Ztks5d-3Wsp11gd&ZI2?4wEjK=Ae#jLKM4iYx=x+QYPPw9&TlCnXQ^ z|LeB-&j^ExHvv4`Nxu?y_Va7jc2)VV&^%^g#Unu!y3XyVf-~f-@Lr}_+KK4T` z=LZ6o7r!&%zA$_vl}0Ci%~~B;jp)O7x&;1QH`#*m1n-cb?u4Q7%-_HO4+_o(+ustijTuu*f zasVNeP!#-(z1gts_SrLe(bv$f*)$QF%lJ74U4v2EM7ZQC}# z*tTukwrwXbb7$t>``((j>Tj>pbRT8o)P}DY=9M)N8pDc)H+=1Z1G#NIT6q zG#}_XSJSLKeRO|XnPA>T%+OZsS|k7$td+<9U4tup?ns^94TMfORGu%JEu4Gj%B$Dd zvgNB>^za|g_va$8GdWO_(r^Hv-QKFbo58eeWSArlrG7^gdBF>iV{s z)89*7%HsB~GFii9#6&D47zBX45b-LS9^XobyY=+D_0=b}SWsy$JPQ<#&N1k02sx78 z`B&3-cdM(b%cmRkCcd0mM#@@m>sNr&`y;u*;o zu0@qx7^d^-Nd$D>_g~`+T77O%6&l_sQ%FS*-ro{i&p&{W+%@pW7cn;5?T}QjUya>= z#s}|iyIkNx;qgbfduAskDxA!X!foxpAJsb}#Kr`8#>b(7?&jjkns6@EAKV{CFQ9w`Y|O}rEK~iJ zb9-`=>0;Mpq|WXp_yQ5>p)CZ=$*8xm@G#+`X2V*SHt3)$A68gPoyEYJp&~mbsSmCQLE1d`WLk1obL8dkMR8jgr#Md#H!za9rVixq zmlqK(>`mR;Oz&ole;h$8-&|g?gR{ z&f>N_<>HWo?E!=&@`Her7TWzqVO=%%WucOosa+$|kuOVAyUR^nwbWaYkr?Ye8`DB_ z-3$!4oefsIvvX^qA_)0r4Q-}UO=vuslyXzJB5K6g?=JWSgKRM$M_}+79-%d~K=}qS zCIMoWQjI=fivhhNE=bv%P4Jm+wsAK$Gakl_X|t0Gq(4KmszcIQ|BEa1|2^wQrF!#( zxF7LnVb>{gCyg7~B?dda{cty$5B94>!@{HuA_#!h);jXUGp{igE7+-Fmufy3Iy)U9 zSMc8VzANmqNDEu-9`Oe^k^TSH^K~s(?V20rbI&YO_IP^XWj0?1&H(cg7g6e&S^3v9 zXXx$L5|r*|G$_jo+*(&^)d8m7yz^6^3=D@$yFB6hU(=KuDS!|M^A5aGy&z`h`&ph@ zlkgp@@ipEsU{-+;LW zb%~>m;}rqf;_LPuS9RE(+({0SitC#kgjqCQYYriTemd;`C1oi(RD_ZVOMW{nd!M)!HIvxPNMa`@>vf0n$N zpbrVswdM~Ti}&^ZTzeGVwp%EKHz^R$zJU(gB#1T-XbGo77+vb&4Y4t~8OrM~UY`#O zW;>04*T37*sYsiMhT^7~CnL3=5)E`7rM>@uf+>7{zTY}h7V-uCVMn?f4pL6paXhzX zox|53tBrOH<~DIhdkht+%rIqByt7p0;@ufcqWOEb;#Z#m*v}!-+*V>_QT?BYu~(aS zk-@P?ZQ?9$ZAjC#^3KZnN;W(#jlk`#6M_tN>Ne(gL{=8(fh7IFx~qOh zZdT5cn9II0XvJF31!^`;tkU)U?*q53%?<=_U$rnlvtRYTL>av8D#yVqD0-7G#ZUH4 zDnTAxA1J_JVw{o~-QkND`qG_RM4ZYe8b|7`_C6x-`dh;m z9xBZN;=trWfqQ@smu-Ox@s7D%DSBl`lVr<0VQJaQ)dpBw(djDeK>tc1^UXFdB=~KLI)@1>rb?Y4OAwOI z;)7IZQF`MaeUPtZ@R)L~l$~6%lqd_x0w=~8!fl#e{T8qhSG*y=_CP)A$f3IiRsHKl zkf!pE;+1?}-AF&tH;q!wajcP+Pxu25>d?q^010ylm7nJLFSr=~C&Kj|HW^akaYgF1 zdLWW_>XGg@Ze?hxeNkuO4i8+qtD2j-gOLb1%0saTx8THYXS>%y3ngj`zl930yp14p zi1KCdk7s=0A_K5hMqgr&84dr77qb4Q7#f?bPjFw{+o4)s8U5|Bb%Z+SVX*}r-wq)Go{67}Z?QLj3{=0+#z`pb7&9_sE76WyZPsvT9A?$&A$ zB9Twu#i$XBZb6V%UPbPhg&LGtkp*ZROv#GW@M)XoW0HVCyxaklOg4%iu%|2`MWo5l zL7!A`fdnFu$CnbYL6={mz!;hwwjzJRMb2kDiP8WJid^aJ>=smc0XoC2&}ncJDP6O zQJ0j9rBGE3g)>-`%HJxGx07?$PP%ELTmyL*GpjJ(NHI2Bq2v=#W?QWmq?8G{p107E zBTc?0`M;IC@+!?(|5e8)cB3+VF{6}tb8!GNSJhu1Ighn;u`nR?wHFaZ&T=sQ)7ja& zEXsxQ-y>kWuE5($87Nijq-_H~h=hhXlnFfX{ZhxyZ`=UK8L9rnueYF686WAuX$}BseaFboWs63!9p7Pax+R4Bbol6A2r+1(omk{>}EEuj3YZtQq?qOv59=gdODH zWNmjbZhiV~uzbaY(bd)TOKFo>5_m#lVe7Gk?oSu4)xrs7OsyH{w$fd!F7(WCxKj8H zaq+*9|Dg*gGs(^22;jTBchfi>rO!{kfZk?OY*Ab{ueyBF;G^+|6YCc~8hXVqF>u3n zRd$)L2z+%PHW6ZQwbWv0rU+isto}nOA5b`op2pkGXf*}XkQH~LLQ*18NY`8|c;LcK zpQ}lbE{XJ6Yk6UBc1*6^<+bWtS7UQ<*rj(1J0;g_g8g{2fk|>nlh#jJ)h&P& zh+FZ)Z`Pii7@*E$ZA_aOkZ4p101uZevUgi1sMc)-8uO3MPe(axf%CYp!hT(W8$7V=wvJ1u|S|{v8KU}X} zn&mI$K$YSKz3X%hoBIW`8<(NhW($bp@ucx}N_D^#dwGIDN<=Ss30=J=ax2IBK!KC; zBYp=&?9Py2Sq8c(ZM_%XpLEl33uRpOwFQi|CW3#sS#kw$0RO!4N=~xFEtRGXTtPOu zL+HIV7*!>w?VO$jR&I{>A)!BMRcD$Uj}#K^+1oz532ye}f?6Hg4b zLW;;0i7iKD)HR0cq_(^$6cPCKM)#}EjvaJFU{{5D6dpMHwZXH`bDkq^VXWxw>@0~v zc?PG@ZEvs7^j}5kj|Rn>82B_(p1Xkni*w5u?Eon61?w&banX3m5y78vLKds(BiYqx z0|6wCyRVoH4g%?d+Z2E0dfP23`mXDUx(Ozk^MbY<&BI5K`!}ULVTuk~jVDv0=Te5`5vDA3g$0j*O2ZGk7vq<8VXihK%|% zXx6+xFXY!fQnAQ`E&aDc;J1c75|l0UEH>L}-LAX=7mFi#qVZOE+*qNm+Wno`%JLNx zVvCmuk?w*yyTc8x=H9nabdM#%r)uIOU8xM1qARu|jLC$-nR1Q2r@E?o$A0hTi6SgI zX`NQs8ZK=9W|6;Ygd!ft+~p~6x0Tz7RNopQDN9>v$}vbMtkR+@_-F(&lhU#jh_8$2 z^!q+^Z$aS%$W-uBI`wdgV9cT6eBrOXlBcVc(6n7q%1?L~zSy!vM|MsKgv>l}vO7VA zu`3u^WHKQg>gz^Hqw~;)?@L3^oE^V+21#c?QPcapE1{W&tBjNYetiB2?r;lP1)wNP zcs3}Xt;qsW8q2G3S~Ho{@Bn>4!Tw54%8urL+8J$FX_;0`yx?s@*{T9YQZ=D*{^cI- zh%*YCJg~Q#5J`@E^7P0RO?|gw_MmS5`-RyX zXO0k^*US7#~4#3!3A4s5r17p31(r5h+-sYJiqyRlT_v=-V zJURG7T9Bw1q0w&WQ@KK}M=Armg~{Hn*6uNYrsHv6HX)WGBCV;Gm=v*03NXopevr9P zNI-xAMrukgwu2z*oawxe9L4r32kd}aFPcBjX-@HkD z;Xlj-K>U#D6+wer{2&c}b*2(=q9?LM6910Prbe4NLLRGnaX{&dMBXE`yUi&UYxaT% z{uzXQL3h5`9)mfK#*+o_A2y9tnrJZ8IS5sdIzN%xxd|vLS#N7EM6_3O49sojGDg{etN?Sy z_g=Zx5_|1m)gzF8&a6MVuw7CvvNqtne$WJhjtOtiKQ=MR360 z%4l-g7GwGHDOVu`drW#uNs5aH`$B6uXK`)Pc3?b%cb+8*LOp zK#LWLqWXgqE&uRb@I1?F?{(!Wch-UuuEyL=HeB5u7ReKvZcs{~qs1BWwn3ZcRFPwE z^r5v{OvOzy2Dyuw?zk^cIS4Yobn2G?XIZDehqZXx0b}F0?F*oo=oD;}(&RW@sa6Ch6}(aByye2A%YkEZ=@aYT4&Gzk8R${K(i=Pl zaMAuXzKS(d3*zxo6}b&va*(YSE`Nc|&zm4UjOFyN14PJd)|HK#6?UXmKHe=+4Xwhb zG-E6p$Mok&rJHF|A@0i)5Wx8xcj>&@mCAi=BfC)FSYAPqYE zoAxG3e&>m?AMpGcZZIU7-vJJ1&`eGfb3WS$VjcPJ3#?BP|3%{aWhsT} zU&~e3r*?YQ93V_r27ObFrO!mH5Qx7%tV*IZFpDhht55?J!b(M-mOS*V&ix<2Wp@Ix zmi!n>GPznHz;p(P*`^w$>@U5knD0`#)7JLq4VW3+P~Cf-7ZX|iTKwQ}y&9LsRZ_gU z{VMtw+f_8*pP=A$k0uWdQ2|HBRcs3~u4D&H^osYy1l-KpnbP*U`X+_8M8!57Lq(-} zryrdVQWHC)6F<9UU9Ra%ju?Ab&)$GGjf9dQgOj~Xtn8HLA${>WCZ4klBW>{jvX^Xu z@y3);Rk(qxs`ZLtWDNb$q$7;&Y6b!P?7c8y4b>tCYLOLcapm;zl zYU=rpxc%Ya4Y8w*0v&HM?xHw>PpF9!TK*({Osn-4Ds75E<%5B)F=A?qgk>QiGjgDO zq+ZtA{#D@(I$t~IrLRJS2&D)Cn}p;UEh>A8`yo^*Ef=5|)D8WkN*;3wf|S4F5yP3g z5GpbdnwHn!K--{QLgh*75z{m_7)@qM- zIZ(-iF%3x(W~f*P2F9}O&A@EfE5(Q$&wh?08|nQSGfY##4r@l`y>``ViS)2;&p+Ks zq`L~mOk?Y0rhW@&>-m!X7fBPq>%qK0lQGo|xek9F%q;jl2$oJ@5>=Kc%|1R24aC%u zjJ{YV`=21otHp1BS|fZ~@GNiYwg9zpi~s|zJ4tAp<)_RyVY% z%fIiu8F>r;JB|TB9Q6l)XZEZaJl54TlJmILvp4_|r8Nm61eB+@5_k7V80_i$&azz$ zRsTLBMdl?HA1o6SU#g}+hoI3nN_rAn9BG8MQD78g#D5b@F?99vzh-NqiKNDvEs*B^ zbX<$2@I$#>W55}J`J~UaCfQ`GMWc%4m2QdIFHpJIwwtZoo~h&Hcmw=xx&heq!~p89 zqp_lSy~Nb=)CM6mL|Z5!w-gSqD1j&P8=AB@Rt{+EY!4avnW zPw1HxD}zD7M(T|;p?jzp4s~_x_a>XT*EkzwoI-%QC@ zbYe$E&!b2PTx77J-o`Xpmz#^CcXugLxN)ct^yU$bCyOb1oM)GOZIbBe8Nnb!8%7tU zhI?Vla>t%As0@Rj4(O@mcA9V|@+(6>J%xTJ+J+FsZG=P%1BaZnnDg!f;NLquV<=I>J))ba@2_RwAYy|Z}UmOX-=CzREV+2F`CeQQRPIwUx$1(o;Pv!?IgOtoACt6D(g zHlTGoRs^});Q_YMhyen2T)JV8WD;cqaHZjO<-Y#G1XSkFvup*D(k_-XD>=(n@Z!3e5*|8I-8!BGBN>CbTdfu=SY%u36`r+@_cj zungtkzHLKnFTH?2k&>O#XuHec`YLUr7Y!G@Z%M;*h-Ci-0wyA$P8-~<-43o1rPcKb zEa8ajHTxUdd!|ai9TJkB^=k=K z(R51ah19s=N6HsVqdXZN0)xRgN*{~}CO)2`lD$X6BOIJ@0tN~V4}Z9Lxpb+XY~vBC z1pju;yI41Lg!G(-;n3fEL{m-kg1HwNqqoeB1V&FYCET0Lq_RMh_BI$kyHlLMCdYGt zw17po<Zq*GQ4d6``MCx#X9DU0O!R~8xx+t(HVp^o~&M!MWkYpA}%90(eK!=@hR?Rn+o{F`|o!43Td}2P z6S*cprassa(RzOVTc)4FJ)H0KH*$1OPDsS`I;!WJ=6OF&787&2G#;eBfe_vd^h@$I zZ$aYVyW#mN$?4+-e(8z4oayibyllcDBjl}=zNzJ~3XEu3r4|e|m0sVmHF@^cA+Do- zQgp|kXktvfK$tZPV@1I$*GjfC)PBLlUMU_XWvKZW;%nUFsW)VQEiKY)NQ)*5Kh~AM zgiJiiZ6*vsmgyN7?D`BLk7iJw^=R(_sVPG(?JmIlNIdIH_tP2_gC2^6m^Heg0R0k^ z%JX11NsEu^SQk>I^;BSZsaL~Nx@rvX7QZNM!Dyw#l;%^JF>AZ7u>dp0s(&?l;Ir?0<@oc&jgg z-pjs-gW6QYSGGA;IPyaNyQ#=a8fX(|gyi`7YWU$)N`gQJ&J&wxH7rRi!6XfKj9*Oq zDK_b?s^^w20JJ)KDi18{w`?ZShT*9q#ozIaTlW?@7#>>kBl3IC{M|){VH`@zh8O|= zYX_^__a#O4N0$(JB=DVbok^>P>&(qSinp)fVVu3&qYSnyi6A`(F_3P!AH)%5%IsjH z7?gWhB>aK$9aU>9ayqL%sU<77rKvF`5>nc{C>f^OMs8F=G$|Q73rI=L=HdsALr+u9 zjcz|l4tm_t5x5eO@iQl4-;3Q-Opk;QQAfF2^A|*gBkvm%sv zvi@3&h$&B+9|PzLEpLF99;~g2d5*Qh;2$1(R4;u*l)qn`G(Zun%kz;LWk-Ny+yvV32ZMuYtrT-IIje$(fxL9~= zDC5b(b&nP1EF@u^EySpvc0R!|b#|0P@%oHvH)1RZMJ|X@tM?`GB&9Ro499zl9jFsu zu!PlnA$s|Qcp$-lGB;v+4_fZn_OOSO1T^qOE|2QvnMGl2kHR%%La28uAw8I!g-6O+ z=vJ2A%_>Tt|KU{8)fSPFHoA(sLs#Wh2^q&f;vrrJ$1Cs<<|geiKYaP@4^nixqnEJ8 zKkX?{*7+VeQS;b=H*v;{6zXhyC@Th5=Q|F(Q=i%!POiRxt6%d`_(ob^H1GEve5^J-*@B3Yno>V1Qn&e$68A zR&iCi(z?PYg~2_Kj3JZ#BDEXvE|G8I3=|}89`@+PF*#8W{_#1BgP}?ujyJ^J7jt0J z87zX4Xf(6=?v706nUTXrF?7is?X7ez8zf z>v^T(>knZHXhA!o-+tKN@|eSgdJ<2XYHenaHWywd%8AFt9Ep3E4PCAyXs_U4`|Ih3 zx3DqBcX~LpdFIAb683Gxco)Y~{fnp{X~H4^pZMA%`4mKR<RfpcCX*Rzq%tACzXd0P zCgvmES!&Cp}uYGx1FoZ#hm;e9)_oebJ z8BxMw!&f}<4)3buCi@al5&NdMMIPMem-Dy@atQ%> zG@`Ym3pkH^#Yb>$y3yXSkz_aro?u}!LjEhk4Nm3ria-&y3H4LlvX`MBP{|(TX@`u)R0# zj6YcWt2k-|E7F`3nh$1PBYQsxuGZs$Ufm-el+}S_FP=Wd<_4t7WTOKvtB{lL&?Qpa zGXHK$8#d^mc{xAW%5Le5A5Wgx|R zfT+hrt;-ipQDJ!y-w?aLx9dkaaT?iwlR&Osg0r!-4lnaBk0J7$L}ynIIF03&(3c48 zu8A#}xB`<7S10riSxtO-?LcQlmHfaItu#hAqC_fXH56O+^F`rcd=qau%WV|BR}=hl zY-NziK(}CnG@1Rib7gsK>+Hy@x0h@4S?pMhx;fo}`g3hjPEJnDMjFl zMupqYXZNKPc@ezG^x66!*;m7DkRAwDzVQ#e*O0-!`EF`0D>hK^T9 zi!N!Zw_!r+1YsBL6*Y0v3sknoSG{kzzSCHcg^QmB5g7>*X)yU`Zg!g{p%1{A0=cev z+LLS`V{eZ2g;Lk)5GfIyUjF!eY=A!>brgtB;7}Jc5f$M6M=H#xPtqG2XsXVJvb=|S zYyaC^<)_Psl=GkTtVhV#P+|gVm5%+{iU>J)dzn9nm`^RXI z;mfVR0c|0QWZAt4SDEd(#lR1BGrw(5ZG{iy*3ctXq<}l3CA-dQNYMFWi4Ybcpl`Mo zgN9MqZ2&hQcxr7PfaR!5s!;ZZiKHce(m}+AUjzoJ|3cSW6Ej#UOIZ!dRuS`n** zy3!#F86b&~ASYC1>Fk=?i2F~2H)i#%n5-h(`j(k8GpVX>S-*UHBS#PzQ)8VooC7nZ zpC$4(Lx^J{LpNt}WJD&Jr-vBDFt(tUNjIGn57xi4#F(gnIPJ+55|EUsLY$8?95fpR zX1kI8(%$f;`u7l$F9CfOPY$K&MDLAvcLYxY(UCHM$a?*N&J3{3438tD4XmCi+V5YB zU1~m1y*F({uIspy$!7cK#yo%m5^=&${+2l8zd{dI0}+y&^b{U7|8d;PlD@ry5vG-B zq8DYMd+}Rtq_tv}9)5r#K2{>#_#yPRu+wJifccjO!j_w&T$!qol^6H=xjx zR0^<`f!1>ag84@W+=34?5WfXIdw+G2UMVX&g>f{Q;IQhAgMPQ=G z=j5#V(i3{Zz$(*ya{S^`=gM=9rwv3_W5ecINb1B4YR2S-B*Ntu<6IJxD|o>8N08Xa z=r~uSq3`r$B2E#h(;X*Bikb2Cm5oYWDC~gu4;=$^j5F1MKYNLBc%aNc$-vK@C=Od4 z4o$U9U^5tee-x90X-O=-?`8an0;_1ENp)I>83>AtONAd~4}Vf9b}U$lD-ZUPQNddY6sCFj+S$S-L_*iU$u zjNeb5u=AS>j{S}2kd0inFowVzgQx2O@g%Sz*W3gQ&>JH}#FUUL8*!bA%v^?raKZ2O zRLH6w)jyUHP$Zck&zHX5lRzDhn>2bIKN(|uY?{x>2m^1Y%b%<-=MP~*|7t%PDtASJ z$dQ9k6e?aC3dLPKgwJK{#fvUsVnN_IvzJ^~Jr%VPU`_HJk_j;pDJdTQ4j0ixg{s&e z-n;i>nNsBvG_5S_yqY4Z2r{qYd-i8^wGPED76VIT8BD^FNNkh9@%H%l`(xZ%9Zwhv-kz^4kHH<0 zu-=U)+%(A}jyIQx|6pVMO)q@RbO*%W^sZGrJiv%?c*>Q_LaHtXo@Z48J6<1>Z=o4S}^*T&qw2mw@Uw)s*O3^*&_0D6Xp+*)yR_uS&A=nmkD4DzDhqf?_McOHMi0T;?5HP>tTx~Y{FJ$TC z5@fxhHObsmD*VT*T^Oi3I=>lvq_`qRWpC_ue!zfsL;`CpW6qsB<;SAeXa8p3j!DU; zLURAc1rLT6+$1%U z@o8x=)gg=?jmU;m;=Uk*g}MHL1VZ7gbuXjPi&u-Fc^l0HMAF;3Z^|UX4qi zr}R3ZLHrQbtxBa48B5~>!~H>a3Mvigq{4rqt|f<;n`aLq&2MiukxiYpzrivM~X+AJg7GKZR5TqPFdi zb)}qoMHD;`vIkx#CV&tpFq0B}L_>b~xvodhI=|92)dgnrJuw%R`$l{a?@L{-w*ulP zHq2SgqEzOvBdimnOiB(HAKTei{A)@7$>e_tTy16RbjR~E?YkKZP=sW&ruUD>B*y;WWOup(qR<%P46he3)&TPib1hdsRX&Zg z2)!|FLb*IJ1J-Nri5|L)5YB4ze83;Y3I$nq14laZjqrFF+GwF8Of@isZk%;(x4@$z zrS$F$ETMsz`0~Zye7h@*vd*qlWciQsD7Pg?qqNrUfw|V#6#YuO1cc48H$z zGvziF3ix1kYM7sPl?;URrIJB*XP^oy*1_q(iks6D&NY`OJfto-i%fN?b_Xf-BkB$j zyIu7Pyg$DUo5Qnz)UNqrK4|6R(TgW+;=S7Y3hraOcl_pRS8zr(DCLrc-?`24Tg_e5 zFdpCXYG(?x&(b9JzI^?DgS5|NWhMOcHq784Hu~<*A&rohv>IoUU{!mQzV)9t<9!Pa z!_Sz^Q-(f#^crp<4yRq6C2$@c<2Xw>omqsAVZz@3vRhz++}EK;VCTrI@l?Xw-9<1f zw&bufD$)V*#K6K^QMGzK=uMyW*lTCCoMzpKla}cmiEH%g_nv?{P3}b(R*HLqhpKgC zQs3U>3P8D*Dw#SZt9xC)9_249ZfYQ24xspO6qxi%R}|y}mKec%31)|<;ZfShXr^3# zpqbLf{YA|px5rx|Ajd&5GD*3U3-HfHYq_~xpBlIgN>VlI=wG`udsN{ z-@{mTry6Wpmn#~}7`17;=+(`WEF@anFA{#6e`7XiG{%V7*j|3P0kD`x%fI?53l-#% zP-~|F!n>q04`8}Xj;@nXzmcL-6MpFZiE%eymygGo6g)3f*RYfM2URpxb-4dd(e8R$ zvOit*m{&_GX{xJGigPYV*3(X zxc^X*A)ly)A4v{&F#KymKd+#irnrq7M~fX3diiQ-0=^F6C_Wp9R;#?FZ*IU-zE8v_ zK_aLuO&qY%b%&)_H&u1-9v`{xVUT99nBIGrZ)Owq0PU)`P)Fx207?YH#cs)HQo9bi zrXT74ByM0KNb^Y~t=kN<{k`?jS@k(H@d@$47dHeJoR&aD#kEhrBf|Q$^Bua{1hgh? ze^JgVgB6qNn=7y-KHRBl^xB#pRD#M8iv zT&Kq)`RCJU-$+ek!(Wsh2CS((xWZPvAglVKvXWXX@g}dxR=VgyexV%Hriab1{!OD7 z)cgB014KMri5C*(3(RGp`>UbuZC3I%=A}Q7yW^I61EoSkdEgy)Bc4xVFiL>KaaeLt zU5&1iW*N^njA`vHbp;8%_&NEMODmXy`{Fn@e9j1NlLMo>A=_};-IootvUf39^Oi7* zt{~sbA28!NJ$maxq(2v-EmgJQQ#GOlokg!V?CmwqJPcB@MbD~*mg?E_0T*; zLBxA{BuEOU9|B7iXTsnpDH=Un*`O+uzAm*oM9GzNf zJo>@I_Lil{O&B zD0NQ=LloEJ8pl0uH`r^q>7BgBeYG~47;W2%#+qA^ESUrQNVKD*z{t##{cTP6NzBCh zsoND@$vunQunD@>^v1qg64Q8TR^)ItBm(@?wlO5ZaXFtC8d#+#YsrZdYzDj1U>`xt zvdPgS%iMZdDh(yP@9``krF;%5?_wFw7mia|=u9<`|27{qkcfDJPwFkxkFh^-S-Y{} zM5ILI8%WJUP~wjBcPCN&YR-qan^c&GKD!CU&K{HriVCAm(fcP2gdqy)J)1@jsR_y2 zOlr*rGA>^e2yV_^h#aoxVY9rZpoa#ff}*6_{QUg^F{DpLKKU z3@!jPu<=UO`^*KiZKFSsYi(&issQ&fIpQ%d{KpN;G)&sfy&7&Y;JFmgoFZjqd$blQD%bOn~{VB$zkND z&qg@ysL^?ma0E;YD4M3v0Dqrwo2&nY?%qxk1{3#_wVwT8ab>leZ5C>E|LL+Dj(U_z z|DzH4Is3ETjkC?u85~Mq=H_sNVm@M#zw{SZuOCDKE%MKJ3&wtL+CCQyK95$jldU#B z4k289P~o2TW*I5!-d+kI2Ae&Jd1Bx}*NtO#a0;gmd2Y(qH4*l5^L z{vB}b@v5U!T5a(05mEEZHK5EqmDQ^^Rshk%C?%v0Zcf--f9fj{W6=->C;=r$>yX3xS0SbQiVMVe<6t%!V33rUi1Lx9I*Uh4W7Rqtg1L+s z+qddpOnl_aA9=Zy=>hDpu$bY4ijUdi2uvW`%aK|h!8<|;pRYk)t}v+TYP%_Ilbc(z zdWndv2Os~;exF#2Znl?QqIi;avjsyxn1#GA&i(+V$tBp!*@m56uS(2G@F#P)ff}ES zCIF7#!Bj)tk`7 z_e_X60XO<4fAI^0xcmOiE!h7RcmF0nyk|(PyuH503i&=*<}cCk)q-^k_It40tIiBx z$P7E(vsN`>J6 zmPK(S(VunThMEdW)FM-QpszNra5xxS5UcW49B20dr@dnz2I(8U1r5f>$q3|2ix=vg ziUK^wIHrYZ5}YV zVrqZh-QQLFN_dHg=6@3f01tKycUy=-1^b1SCr`w?_)rZCuUcXtPT(FYCf`2_wPfKw zP$N(D`o1WF$*BlB6dPdkFiN;Mw1xbH^%}2S^Vedf6bPFURH5|GMQn>m;cZstj8PDL z!5@7KT{xMxWsRO2Z+dfMWMt@{JWuwo3%;@ry z;M2BzG4PDm^;c@7b4gM6r?cDAx?WH<;^{^iRe{w7_`Q8El)yvrN(|1vH%^sxg#m=b zIhtoqLoqpTa$hQ^)VLbYeh?FWs`AjNj6Q8)6LDc9`4B<2h2r2_1t=b+QKqpU<|d`l zt+Ck%xI>{S+A`)>_6WF$M8`Y|!bq0T=b+f5YHLOhZlK85S=%j5(K#=; zJl?s`u*i;qJCLV+xD%?enepz)MxAQWs>=5Qh#WVU>d3Y=DoIIzUa%0c1xD^Qr08jB z!nZ-wXVZE_=?1L;@~e4W6U6NJ_)BC}Oh7v>&N`fWHDVQOsUF}h)Jh}-zyYW3twm3W zrR_pD2&7<@*}@ZyR}jhUtODHBJ4`I=Cl)7)-2M&oa>d;{wQ)CUp>)n4bqzw)mi6&2AB972v)&S8MYo<5;dsRkw4(<^ddu)#?krmGg=U z<2Tm)=-jN|X*4~#snyO6!Kvq%AY9>bAIo>ar>>;g@o;uWkI89Ia}_(X6}V-0!gmEQ;6|t3bb%n+ zP#SM~tRqCHI+`mC95;xI*x5h(uu$_p#Cm6P0nT~1U^nA}!|M*P)F&uZ#|w^7aX}E- z8j3^IjLW--U>2Rp&xy^7f@vsU!s3)s3Q~SaQFFP+LHn`??J!|ZX~{wkG#ttP6Iv-$ zY^50)lbp6Hkp%OkXLArGP=d;UoTI-mjf`S42I+gb8Edl*SIfSzkDiUa+a zs_vY8qXC?eQjI}ph9G<$UxMyB)BB^&M!9GnopChfIHNyrxI!0HP{gy?1VeB4$)#>0 z|7g9r>WYC0CWFE2O{+CYasJ3EE(AkT6gaUG>Q@mfGIg=H+ljo|R)l8L9m(Ic-P4-_ z)NKio)(VVSC@(ueGTG)uGr3kPJLUi>qLbFGKDs76sD9A7MMAm zf3eD}##jO$)r8?HVoc|H3F?&Xfut(4)qfg7L!qF&C$t<>vXZ|OhZ(luG8BNCd1r|( zTjZ5LiD0$u0Kl$+r`GuluT-C6XtaA8O@h6=XB??}yL%|Xg}sHttR3cb!3k$widjaC z#)$W?|4J-(;I!;iajxC&K(~#iFSJ)xjLc^;d{Yzaq+R&a%2;UriKxFSCn33*-a|?Q z+{XjteUdk_qQq9;>VQS!V1{6xiMRr6`D!P|rrXIHLH(4$k$Zo;tN+mZrPh3dXfbP7 z+3P`zXz{7qZ_2fLe|t&P&vlQn`!)Y}Hv&ZS_XPxuA+;LirU9=L`V_nSzSd1^9Ywvu za_b*gL&pq9bhCScK(pC32n@X}_ z=vy3QUaX9gAwh@EHy}xTJi0_S=Nr;v+$Em9W`2x>J(DLEKoZ6quK=H8q)V}*_E-vG zoHYjopH;Fj2uyE0z#0K-wZQfxHsze!0eq90lWZeOzq+LxO6Fa;xqimQVOthMe^g4#Q5 zM&fuqjH|wCFxA}z&S*l|ya1ypmgO^4vR^yQB5{}vp}Id@L6Ei7R_S<_NZ2|IP;8pE z;BC* zX_6vP5Wk#cs}{HF4lk|7g+I)tixDKuO(gV=LeQFkv0*1ffOyoY$|wl&K=A=#jwn@W z;J)d@Co#^Y2pvnv2sD*flnHKh{l!vBkM*Vs>EW*Oa!ZJ!18I;pNix<;P z9&DW$Oc6&dP&v`1YZM;xda=!^i3!zTP|5upFW~Or;_nZLBmHQ1rVX`!CY){$`}}^) zycsnqRJ2?*ThLsU5R4)_0=OmmI9Ls>c(*$VIVfcgf<0`Fri$*OB18%jv>$snG55MF z#fFLEn?3w`Gb|X1iN0(vG64hhM$z6<#I;bJqTO#kJy$VS@fWtseeFT=J0onV7|oxRC8AXL;(r2B`9iEf!_9?h!c*`U8Yu>;K{E9fK?D+AYwIjUC&zZQJbFPKO;kJGSj~Y^P(}Halj= zym`NK-tXLdYgX-DwW{`yz2=%@Js8gz^&`B$L=s3&r(|4C1PBQ0IqqMNHPcW?pB-``rI?HYQ1)~*J!qOaJ7Z@E4%?MtjF;*Ku$&iGY{@sze zHxL$cKwj)c5rq({xA}UezjQF*n+OEZY^I_mEqMmtWqo7O6JJfpo#)Lii6_QM>F*3u zqRu<7hXeEd`uo^gNFGA}sf!zk`g=U`cs2GK~W3C>{)u`scAc zX3W*iWE&K9M~XG2&EV;%;x3+X$<3Z2hq+2;oEcuSJz^)1rVFj^Z%a=$zae;2FKKUj zmZ}%Sv%!jd#(A}1Io%}7T~065d0YQD&$EaymO=88NeV+7y@|L?m&zeg5Z$?`Xx;N8 zWYqT)laau18bMJ1u1mEyN>ZVfiIBsqyP2G;y0(N~dsQje=B*r5)!AXXx9;XHK9Joe zDZao&m*cN=Ug4b$CNFG+5*}!-Isu>{Kx?3)Bnctevkbt!5Qoq93U*&M$;P1efR=b>qoMqLdXbgKVU-Oip8)S2TuB&#?(Ob?>+kCmmdD3a4# zLRz{!cN2I!%k8Y+7hP4YWoYDt-EDEA=qK_=HRJeH7|O_?>Xen0SR4I`trBS|VN{F@ z;}t+LSXD*I^HZDzh{BBxq?)3Qq!=`u=KAaW{!(ms1HfL#5N2y6ZPLyTpF^hlRyS=N z?@r;;QmTLfLG8T(p!BrlD0k$;!$kP)wQREtB<=~&i2y(*h$;#OY?8W58IF@IvIF)j zVs>xniVK!@s%YlaCe@ZdFwjA+j-7f>-=P23#qc!;2h`>E5%siz&7e7Th2Ua7jAv zk$8vXCjnPvttkwjb&Eue0s@>FO?!GGHc%DnLAf%Bh|I#-$e@{K&Fv~i295J;Mjf4U z|1`dn%j1GMq5hdla}cxh)g`bvl8**P<2a?JVmq0w4=ze*XRPXsfAEuUjHjjYCOjcyFlk-SnWk{QO7%^f%;_t6 z3QDBP^@BQe(%vj4L+@_?+9);!k5h{k5GmDM$8aYE9cnu7PgBSTEVDI{No5^rW zp~xIIzuH9RQArQ`nPf~x`~h=_XTRL4Z?-tAZ>DHOYCI0cfvw3kOz3F?o)+yrVv(<2 zN`+)p5~J3Z<@@XI&PkBdK|SOMNhGmrUxKl;GJJlGOwnOl&U#D? z2Y>3v<;>_sZgD5;E&gc2+3JK`TXJT|uMini4?cO4sF8b;!7637_66E`P^fABp5{a6 zFLw~-td-w6IrKVtRTdEjLsh+VFn0O0tn+as#BM)b(-=FO55@k8o1 zb&MXH3{7R-nd)kT83uEV9i$>(zh>kS@L7|bIaR|G(nYl`i@L=|Dl9izUvWs+G%3dF z9gP13?bXg2cy4&{d7$WXfe9_wq5=rl)(rf%slQuEd$ra!wB$dM!}J;ON!AzfM@1lq ziI2;k@LOIa38dAXkjyoN`ExLbhUcVA%qgc47*JJf&)xzb9a`_UCN}zHJ06^6l_ks( z(^+hd0fvC58^BJ&y5`k`s8XQ^qssY+$afL&HnnIm*ul^Rc9zhFM0%IT#^bIM1a|Z* z0l^RGRf78ePoC_J|IcA}ZG9&yUYKdeeBNb54PT1pGYx#KcjYw{@*|kw|J|ee`%YwR z8Zk_uM^Hc@s0{VjUd@^CK~OrBD+x*kQ!> zF0_9CTigKI7wm|dlw0KPYsNVg zlO96LSTK5l9`CISc(_`NdTux}nHqD&S}a!R`c19u$@Y^0D{^!kiA2>9T2<7}lnlS; z76`}WHEbn!@}0HY{3lR+$BU?E1O=gSQ7J)|Q%}B&Zc9c+f&=Ef!I75fs_2^bcxMxWF(IObVi%UK?(K;?%37ta)mo-5xADf6e)eIx z*pk};CugHAaDO;vZ>M*ktHGJTT;qCRXx6vh)7@HPW^PY)0t5HF3(enCA(v3mDOfP2 za!qvY*<7pE3(5E5I}}cv$fhRer&yuJyX@?6LcNlMtq;Fvh(jC-q2yP-c(Z9~j!0KE zDJ4WNJ`jrRnUO>rvhfv!ummS%f9-3Zx@8)7zf@w5)m_xWf>NS3yqT$A zHZ8Zrab=0*G`NaoOmt-8=6ZKoM?{YBOECSskay+j%e<;+dxmWmrQZ<)>`nkC!bvpW<+XD&wJ;?c;k^7o7(}S2V)H@?_JOB_ zV}^ycSAWuyJ{q)$iC+wZZ=E)!eczR<&-lW)`W)ja@u9i0rJ3Z`LsYQTh_(o3ym~AW zGfYQ{=Z2KBf=EZ#8=>=dGXLXHbK=Rm81BDQ;}rj7(79kBPM_uZ^g8g-QATHde1$6m|LvXr(?h-f zj1~$I`}o8S&2_oMYs6vt(mARYou~Oz&%B~(8=jomY&bR}aS-~kjzGH`E$Hb=7}lw2 zP^cRO!sUA*V3i@zyJ&*O){#Y=qrVjaFu@>7-$-P#{sJF%AU7ivQVfBRL;HrD!4j?& z%@jdvFxwo7B8*_@aDbyswl}^zemqQi?awkeS~&S)lQCT5^ooK3x6s*^#~)HZEkjvb z2==Fdde_c#y%joMGZs5PTx_xIi#7UU<~eT;w#e`9X+s-p*R{C3i2D*?8xzy9QGi+G9%%beKyq_U+nnbs8a@`_bZeqCH#*tIgOY4-qBL?q~b+*#ag>O=_snXg4MK) z_D)INrR)g4vm$CU#+sZ*y-QISr*6k((U z`JMV6^5M)NT*{=LPN-mLm>b`UN7q++D7kax2gmvT?r8c>291(yGIY$$^(b9!H|4_e zG-WiQe~-zQjk7=UeAeo*PjR{RcX-L;eUxN3QcMvzG+|#4okS48(iX4~N!x3A#@Zn+ z(;f!?nb)(gTW=3CAjTDD*0-@ITsN?fR(! zvSn470a?0~$8XNK9T*hpDa=oauF1GHeN`Jm0V7ixMT`=%cQW4sPk6JMbiD_x@d0- z%2VG|$(v+IBwDe0Fl_++xKL(t&B2YNSFj;S3RAuw%h>p_7!~GOJ-i}>g~2TRd;H$b z=K2WTY{$9H_nrK#iUv99o#&ueDLR#IG)DU@F|a#ab`yJjF%M4nQF$AA0McH zJ)eb=2!hU#wvK*=!Aa(RXZj`C6C|p0Or|!ZVtR*Cmm(% z*PT|2OdDy12Ohb8+|=lej*77WL?^tD97*~3c^4|x5h&K$BFNyG#W2DX&f(`oC^NIN zu(F=cKC77nlHZ(MUtkkL8nIDMLWV7 zYI*-7Q>*p)ZaBV^minnBtC3o>8V_*|r?*Aet)ruzaGXJ*_uL$fZ=(UVLl1LTX~tEz zl>jCdLxaUAg6e@d=2_BzoOCyw3&QP6P^9Ghq!YWPxVys%jmjY3g4GtzkjxS-O}qGS z77~O0%6|9rEjF-+kf?Q3B-<5?=$A>#z18&SQl)N2dqVA4C&*h>pQR4&R)QJa+%3Mo z&@guzQpyFjW&PW&;Mml<&nG(vHrqP)eh!zv&B@WTi;MXB0+SAhzNYc8MF%857Ur_k z1dHO|v<7drum~d_f>Mc&Ke)vx??S4}bZ4}Rm@Y;lV0*HfEaFGm`$`vIYxDf9L1v@MTQfANmDNfbZVXl05ar~TQ}`Wm?RDQiIqN0 zH3HuEv+Z%PgGc6NamICk5iBGn=@1u>)UB{)6qx)AWgsK`7HB9^#qA?df0%KRLV zC%vvn5@KJ}1y;`XE)EAXgz|%u$!r5&EP+W+up3yTqs&?!!VG3zcr})pw$g?)(K0Q{ zuZVe^uwH#W;UWeM6)yh);Wa;p>O6Qawp>WQL5I0#-UGvjm<=lUT5#Ej7lI`--h@?PVY@J_=)`HFM#aV=A(3TfQM4mE!fVPj04Mp4RuXqak)NRB z4JSYF1_xYkI}{*mZStKkg3!`V?f`0#K_)^}%M{NxYh#3eb-A^1uctbNuw5yuq*GDR zXru#7i=&?Vd=eopF*zzv$BWr{RoVfb*7!PXX#|dYa3IO^{T8)Re)8CJCN#vKSa#&l zKnBzpbv~S2HI%x|bW(N*{dd0oU^Ev>Ev9S=`{3QKouOHgG`I?=J;AofO-)YEKt9i! z$EOc5ufaC_WeQL0=P7zKUUv{S|5?A5X3!RAuvAgkNhX%?pIwF;=i;}?QIh)5N|#}wHh~U&SQRm%t(OgDFj;O1x?YzA>FZ=VyWkJFb`%1s|gyza)=Zv8cntcTO{eG&|j0 z(8_7*$CjByWA*VJUQRq!T+%_EBg__mYrATtVa>e4>WP*~hed=1rpRlzt}|EPVabZ< zVS5_&#sZSnaF+t!9tLOuM=eA^c?SgL_}nY z;-6wXUrIuPv+(OfNd7&AlCi%2`fpfzhT-{yCIlb7`ce+B8~PgzW#S6e4>tM)RwxYF zT>*4X(ev$(R9sXrg3_;zPO@@mdjUDPV6}ez(sI^3(BJvI*zPK#3WYTt-tWZWZI&`Y z$z^XYQv^X(M!m;uH8zk#`sw0w857sfFH8cgnQHNK_rzoaNxq21m8rmH(_2L2UdmMXwpixT>!uQ2h`LF`7l-{wGeJq{fdJY8*70XQKr&Eq6yGUQ<-cg!hWdQIA z=s#SOJBenCX6#LqI#3Zwj~Y)Ecc8boS^v>DIf#+ZHkMIpgLJ*vA$3-T=zxbG{28G- zP;}eeUcdi&=Pqj-OULFGbro?@BLwQrZ>bzb5V9{_^kn-Z&_Hy)08|2rY9{8$fqmBg z7+km80d@TnPwcn3+s?TqoGPgvNhDB8RvxHj7_E-W(N}?&PNu~2^G9U)p~mjS-~FfJ z6UroFV=4v~_#a!|{tXtQS`_;9b&npOG~q0qAWcRC5`EL)8$UY9%v%UCMTIrlDC>Cu;RxuYzwYeGv63956EQ9( ze#nmIm67ri5`TvJ=nv_P9J z$U_0HnFZ4vuYcmNQC$-k+*!ccW%Xbew%+w^DXmMZNU)E4>;We&CF+mj;K+KdkoFFs5-U(~iMq#g|# zxys+j)J74EpOY^NLvwDuSc)2p<9=trPQR5n+3z85@kFfr5I1Pw>{rTt(l(=sLt3wo zd9V&s_4^x~oo5!Vz~eu>#X|jhGLgbdms;sn7zvd(3&>F5yqX7r5$L;?#j$B|N39-z z3HF{5zh>w#XmF|KjDQt!B!3Z^*lrMkE+NLIY;n}|>_)C~>S>z#I zSoOJ`-w5Y9^+cv$Xx<8B=W0FHl<2te^4O%xuBr7q6o{s|9!iyee>q*3(UHPjoU)a} zOiqG8d%1jRUI7H#3XS~S0%s`4AhWWZT%M{cipEix7_w@&jEr(T zVVroMog^--RE+^qX<~AI&)%=1d!1HVqkP6Vg6-JbE2@)EhvE}u=+ScSrD{~9MkeUWY8^9Bza7G zM8HPM1GGTLe3pi7Q87#bU-+^PYi>+J0}y^nD-`{c5YL?+;uek#cL?382w z`L6Tll0qEeF(uLQEsWoMLJxREXmZWLg{VtH)!2xjv{(X|KtRt)HJ$u(pn=WKQe`N2 z`6!UvT3bGc4~1xBG`1k_ek*{(2uj+kI`0qE@sazqLwso}D>pUk&wqAysu!`;;v?xt zA)@FD4i7CVHUaOhMrAU4FjZ^NbYGhBUO49iAWcp(8%T3^ z06K&T`X4|8&gEdMDbvZL(4$)Wx{RQoUbNikwvQfdSlaV-pxWvVr#vG^+${pJ(*q-EuL?V- zt8CU~p$4}XggfVH*+Cpwuakh$l;|x;Go@z9^2Bzl6 zH`o7kFU`f*pv-?2V>{>MrBg9U7|=RCMo$jEHQ*w zLI!@iPzGlHtY2n6nc;r3H~3hdQyb7ceo7eswyP$m4Ot(^LTzW_Vfi86jFP(TUh`pF2T20WMHr) zo(KrJ4)$1HJ{70((Et@EI%vULaV^eN`Z$i{yEC8E*J{HvH^Yy;iO3OC+{ z6y1!9B8aYsn|%UY%|dK5O1n8Mc*F|kN3HEvl5zV$KtK@dos-_MmiqNz41NW($(nA~ z!*;B`okBsBq-*1a0O)>5Baj(2E?b@s^z$3&;YfBCOdEQHw6WY2Ia!ZF0=+KJvRAW{ zxS1~tM=qQsjxz{mVqh+iO8B_^G>DdcdPQd3c6d0HY4Z6p&0$ zVH_sOkQQZVW+mfYeQJ|XV-@Wv+g$iLKs7K>A|%DoxUc}hg6Z^&VhEWE*1xRl7U5;* zyeZ`g4Fk>yF;!PdyKf^+S8n#g{P9LsJfucggGNU|pSJ$fnYVFrlgafS1U@!W%*B>u zz;v*@ssc&Xnbi`NJ3Ez&PyQ~WJtn1tAEFyC2S%cLEixYBcSNNJ$B93K`m)J-XQGym z3o^#zy$TA3^Wr^|)9w_?nIZTaI*(i*{`XtdZA9l-gZ_;-{9?WQcJJT&HSHJ3*aQJ& z_29d3Z23Q=$WXO=Xr@RM^`KOj@dG0AQ)jTC7}(eLdscrzBf*ut0F~w!0*ag1@359F zfhdZ@_%@8XU()~ZD2Xb>MHUdL!=X9x*mQCT)b^+hq!2(6M6QQ=m^X zzCw2NHgL6f{rF|uQ09smBe^XNE8k~JK_}+7_GnSGY|2%XddtOyz`8PSc-iL-x{ZjQ zHQZtQP3n%{GaN`?l-iPFL(WiIp(|>e*@7Qf#)&LFsK-5HLp*L@T9C!7Pk|Hl?1&p) zRejm|z@M1EM}-%cL>)s@`oas%{q|30=C|C3pt29F2s1LW zVlwt)oV1?44J_*jO5RPwQ&;@h@n}yHJ_-Oz-`YYS&d`gK>~uE+huS87H95rrYty!*gq2kFjKD^1{(;%`shGNE?2TpRjI^1lMvKfXGqf@=}{$5yIWH#yx z_A7C0R{tM5$tMvgxnJ}r6x0Ob$@o{Rj)Q7cRah8`XhMZv8oi_>@gCml@bp-f4$%Ym zCB|&`$QoFZD(ZN1BB{2ROmeITE|(?IGuR9N(3xpGG>Wj&{SF(_#=ARn-*V7C0aGO% z)X5bvkox#BF2hu)%HJn)AIFrGORF|X!UClJt9X|#o6#UAY7F}^fh<;Rl`L7OmPSUQ zsl+`o?rOwMsI3kSB+(`q3Qoa>A{DZLrk!WGcf33YxUZn2d$JCk<@R9q@mV)28!mg`BJ!QQ%)6;pq9-a0If zoKE&aENz#8ATIvc*Mj6IF3lBn43?v_wWJm|2hzb~AMD&dng~;?m3byldGYforX6l8 z;4zp?o=J^&ZzdL8{9QcBs(1V7bB@rpQQ;$|{NAOxXLH;?RmV0v+B(DBEW-W0i;P(# zvKejsOjhOR7%g3T9Wp?~=S{#2aV#BEz33(3Wu@ca2WODf!Q==J{`oyhuB+!DL1thC zgE@lAnnm`#BSDwl3$JwZavfE)fYbe%0XAv z$zX@*iZGQA#Td%)uv_TSY^Zja>$~IQwA-Q!bRZ8RVoofKZLwIeXsbn}MXHZYz2p0Q zMNMp+)Q5#dY@r945>SO;Lq~zx$b_P#R+w$Q#NFjl7L;IMJ}54#XpwhnMW|K-X||a9 zPq0OC#y-02_zQM|c#;g;eGl9|c?{CSyZoVXTCFA#z!lejLR|mUNMdh(Ia3W<4|Q2` zZZ4m{q(33a#_9HNAN(#Da~V=N^ivKBE@}6zz3uvK+pc2#V{{nla#*q23xwndcyJU& z)cIe#yf{}N{~2WQ{RUpYr*GnEpyKU8Ay#9B%T$>>FIWJ72L_*g0s2Lu`6AJD2MRTP zIh)u_>z{AZ8kpacxmDj)eJ@-uc=MU4^MP{9*T)u5t=#_gJN>F=M^6r8Z1Hc9N44$# z`ohFg-+#Md*Cxb0D58Q(-fwB0%CxaG==8nuMLT`7s#4R+=E7oS({)Z~_+f24mYXGD zjo68(+68%6`0G7-nV~!5!?hPP)C01%vjsln>A8OF*)pXXqZoZp<1399&1_&ZLp9k66SJKn+W!vC{1JTN*gc$;vDMaj{Ikzm;9WQ%yhuM9ZMF$6%w%n_j*1e-m3$hH`I+2u z-?TE#+4E9yYZ8>dnecfO6&DlpXKxg+ZV%jDGLB7A)L`GX=6T>Jgo%$#NTnXi%Tf+1 z4Q)DY34eceIHV~M%P3tRk?ma#Niu~Xsn;#&fJpxrx@U%UHg!cr;Tv0Eg1nq#EmKL8lfV0lf z_6M7-HrG#~eAq7I`HfDRHI4cZrd@K1XoIj!VWT^h%)q0MVdh3zPFrGG=%ENswbuKLxg%B~xl=2$0mbpMM><$3 z4HH+>P0Pp37HY7r_Uwy$9r*1l*AI=QKW)biC}FuAOq)L(ZmG>K$;t0#$A zPpL^ndqqpTx6Brz@%Vu@2S_%?OC;Yv2&dSySTEX%19AC-G_cxGt=nM6>li+Gz^v?& z?sw`J)%AbY4yCBSYuZbq{7U!YW_xzXe#`t3)5VVH1okRSckFI}EX^~@+yo%;mBkg` zVnT-nj>7{aDJ?Z1^5G$LuX3)@ ze!g4I`;v(yh9mDeD3^`e>hcLd3{{$n+`GKxUQHq*4Rpq-VR^)1qQ3J9i-1rioMX}9 z%wV%33ivyww_`E2Qx*{940W-qI=FTd81K(3wJh^#gD8t2LpGj8Bwjhs*lgh4*_;Gu zav~btFOA=A(zMVdK#Mxu`~<(V&B$x7dxPV+*rax`TLo(=ysI_*Do8J3A*f?yuB1+Gu+c!!z*c70Z&3AVEqcS=OmC$(abljnqS7qiUfBsgN@F?F-fs z&#DwVs`bzcuI>HWq_OErV;U|&29Q3IvBF^CxVCU@=o-r`Vn<#5I~aqa9#DG4^|}Gn zJP3G@ys%}elfujnEKp_{@I&|epp`2>(S)x^^M9Fyj5TE%t&9XP#dL%@a$jDTT`DON z4wBzq^5eV7XV*GjN%MK(!{)0Y4E=eywx2@;du^Pawz*g&Fd5G1U-~T*AIpTmY5|YU zfpWu#qMzxlAF00F#EY1VVtClD2knk7!SKdrbftmc35g`CiiEHt5i646LF(kHV#r-& ze+;~^7$x8OQ`PEpL`|}M6?gN`F; zm#p}GQbJ1s2#~|#Y@K#>yZF>r;rNT(2Wb_dda6Ez@KzeYFH`Q`8MFPjbSw&{SJZc| z5q1ygKFxhD{jis}2K#>Zd(&leKtrD5Ej*M*>vtzW#C>OgxqCn$APYBCEu^~}*&p28 zuaG8S!iRxus&#&qaj7tP$c!)gq)Z$^O#Bx(q5e~Q*%^IK(c4FcnK65EaiK0#sYfZ> z{6$D#&g!@zKlAHTjP2}(wmz7I>FSoR3x}Dg!X)X z3Hi*LQ>D6B-7}Y-(^LAm_;dtnt2G$5#=Lxn&$JiU5Np2Z3x4LGQ!?=56G_h!=4^Kh z3+#DiW%}piRYJ>n_>l4ro0MXb));Bjd&cyZ3hkA5mP( z1aY^VF9~jOZ7eGAE0m$Eek>IpZ&?{Wyc`P8Pe-_Q3HOipkX0OC0r2CmSy>!-X6@?a zn&X1I3u;0+3Pk(Wz*cyli40~;dwA*rvKS2OW?b0ELmdF7I`$NU6ABwMG3@GH_E_t) z;a>b7asnUJanwOfMBhkv75^%oB@iUHXyM20W{|0Dhl67pwFcTSy$sEiceDTNbEE^l znzgwe4$l|L{fEM;I+DfB z>Nocec@#5A^n*w7gu4#UGjkfvb1%Bs4_uKwg5lp#ZKNcFVqXsBO=VdIr(hLF#N?cs z&qd>(B^H#9`g9GzG$e59J3dW6SDODPg#GvPV;tIj;Vc?|-R1h&l?+QWI(pqLpv;&~ zB^;VW84;kZA~i^&Vo94b@WQx15EBjWCr0g#a!0_IAgJchObaUgb45C<^B(4pxU0HX#FFdvR!PpjTtme$?d&<+M^^vsr>S2WF`aYzW52N*lA?-3RGcw|M?8r+2XY zq=CoffuZD>?mg_!XqwOXR|{Z$=4QEgg{u%1OEO%=kwd@BQ*=qpn`>ot|8PEZW`RAp zEhbNC{Y&NNpA_&vX`mn2KmX^)1Sv1<|NhAUMj;|{RuGtzPm_Pt$yU~`f6KaYqQDk} zkwoM{uN15RAJ;ZFH}#gMY~0);vrDz0OQocw-G01n)6vmI>%UiVPlGv||2g2bFz$Yg zoDP$Z$rG9Y36n+?Ma&H(QcXxz4z4bTiDIh|QeFM_{jP*;_@((1)P1$!|56J&&~9o_ z?Oc1KhdCc;*+2cwbx;xy_7Orgv|26J+%fvT5o|fgDlB7`J6pKUM+%aKYso}b$VnKe zVRpEjJ+Go@Mahk`>a|OaROP<`}dY_fBR<_5Ew{!A^yD-L5!S@7f}+R2|$w%h@CI! z*-ynYq2d}sdV(I284n*JmJM2~<@^ESDxMwTI*{@YG5-J769Pc$fhW*){edWxucH%s zGVtMuR;$C2F|bgTddu2=@2F_+W3}q|<(&B;tKB~aG2~fF463VlC|U;@Ew>^LHOV9t zF?s@U_tIB^~AwUb+H*%*E-S zACk5OP}K52D1u*$FIZ_wI1321plmjL?Q|F^=j|=laCE!6J?N|bjB<@rL=xUEUcP=2 zrwSH>H!}w(K32t3lUpzJwDYpn62w7RpB{dzgWK`+W3;x$V3tKe0&f0WFRF!pD}YAx z`TbEaZx}lH-(rLk59oV+a!650S4{2c~>Yl-iZ$1y!f&a3_fi%ne@CLC6Dt+~>51YS=* zniF_RG9gwMOhs8@1P!KVXK789SlUg*Y(LQ0*eK@L?kS-ZXHo@(oq6tb2Gn#Qr&0?w zK~~SiF?enk8yc3v#4w@%$blk`jG74Ukn8wzH%&}Ic9gD*ccrUTR*i?tC&FjEtKiIgY87QY>X4)Ru$>~*{{|1fX6a| z6Z6%7_;+=qf+m!sch7gMwEdq*Kp65<7Ftv!Wx<~<171JY!%sW>MR|@Xuq=ek?vA!_IHuDU-2K|) z4K!UTv{1In+sy&OwMeO3$0Dt|6G)3YoUb@QUK$72Ci$3)QnwF3zoRv4a!HCyBA;D-dB%h7k>voxlD+=M>=pu4yoh&>J*sp!O zCHitc!$JD^^|H8n^%-c>^XK2Uj;|~D*ay$+qQ!7b?!S>#thoQIkl7y8MceOh+@{Z@ z>1gQi`T0b^l>w#rko<$T`diTaZ&#$9)B?(6FI>}s83i2ZjOD#r8gS=r2CyK+Na2n! zN=nOtS&dp?FR2+IyjmCmgdzS)aX~Ak?xn}aLOGp&zALVVyyk$XE@+2*)hgB)18!(9 zA8ln#1pKI7pJzzKPDP9hO7W0ARSLok;D!%6VRBLwjrBrVsNAMz9H|YGgwnLPiB`c|Z8Nq%~l&wtv2fQ0M!HVj@+O60sB;PT^r|E!lwbvQjv3 zW)47`4ngkqOzT^WUnLYo;7p`r}ds}dRQ7WS_$AJn}G$Uch5f-Vb&49 zp7x%vEw6|XhO_vGCuYdylsvn!iWa)v4N&Ion1Cm1U}*I{cYQ(kIx01pnx#xr{j<_` z%;HOWz8)*Aro!P8RnfDdBq|2U@3&o*M{7zFzK54%+4+mfy>UPf3=Qp#CQ|O)xOY!xt%N7V`WFSuZL|P9UknBJDp6z4r~&x4xIL#{V&S&-0>~%qt9XW_0uwxF zaPRnQkpiaVLc?a*WJ5c(OkD*k5^i>6Un9o&tVHpTQDB$?>|k_D=(Xnis9Fj-jjZt_ z>0c3FiYfc_SZpr>!;`JhQhRGg6lCv{G?9*x3W%sa>yZ(`rfU?-ifHEQ*?{2TopsR*3K&`sf?iuv(ep^%2-iW zA=&$%1f}JR-0k`8d5DUc+IYR2EYbC zIiY6-F0J523TZ<-6df9wtHYU_p^x#Fl-t4czL?C{L<%V=AU<4e$F{b%8n~gHk95NZ zyxgDl4-OtyoTg}w4i7^S5D?HYs}U%5&w7BoD{yddgp`y}(r8w{;ZB}^@e@%*4Pvl$ zg8qdYN(rLSTzO{TPhw(ro*zkgR26FC_<#SDmRmsJo7s)T=XxQ2H#S{|l#;pWi(mgF zNdd>)E2{jC8*S|(Vi#l`cL?1}N+J~z{6TM9aI@F1?B3-U3@n`5qzVVf|x_zHZ(lbJ`NRy+a<>fa`>p3rWez< z48gkr6%QK%KCKHU`lUoA6O?a@AJ?W@%(vm8`&a%>L!wf}Izmk~He{Wzt99OzMi8buD zka87ofKv9ZL8oc0#+2sw*4LA-^fkhr-!Hk`T(EiG*&*g%5JZY2DQADBXnfo=)(Cjz zeBHX8bz-G7TnZ9y&TmSi_%lbyh2KaO@T6urW87o^H&A%v0;F!uGsWI=@KyZfXezrpK6>1 zth5sG#UNrX-om!R+VsCv%C?DMef076vEgM3fJ0pZ^A{WU({5Aw$JlO>y@#qYr-_r) z{cRN}_>l0#kKsAfKEAbR<5jbrXX*4RfD3B(Zt6*jJQ2#m-y|fAn8Ae(#Uo7P=3p&t z!QOiK>TGQZ0`rd9;(M4$qhSm`yna1>`_XZYAQ6rC(UO}-g#9`yzrK^L7)Ku`(*MxU zT;zs}m3SodY2oHzxa{lR2@C1_jTsz;Leq)`53agEl-9RG014iRvQWdN@x(3zdSe3qC`Eq{mu`}lPGBSl} zkni2+|GWKHpY9QWA zl0((;G5SNk_Wiq$$8b}1PCx#FiNzwQe9t$2v7J7!2prs~XO4(cp(~@HGIVu*J*ysR`tL_{DZJsa}MnxcN>%VchVOj0rk4JCp^ zUJaEh8J6klE$rz9%sTK4dNo>N$>_#qlR`AO*hf3?=tBzZd#yu__e-$n(Is4b5Q`Cw zb&3wX$i4t6agm6KPJ)cGE=-NJCH&kMDVn#Noso?2uyAAv6;R2n5|m`6N-p@7M^oY> z5f&K>NGrjhk}d5Y(75>x_ASpHq(Q%2$BA4IF>N+qY!nR_|iifDs5X7emplf6bEtUT|7m2x( z3%taba74r;gDXo|8CQau!jJf*7U0F%tr$t9ki1R}EZevbBRkuXm1FK$n>KHQ!DFW* zFfvPG@CDiQS>Q4P87{edWz+XTK*OR6l!%m162AFw*k}fIy}8XQ;B|c9DO>qM$=}^F@4=BWRstLar)qO6z!WeMl<(rc9bWAUO{aI2+8zVpl1w3U;WCD#XltgPG*apUtNu85Ey ziw9S)?1FwP-i;Yw$$j0dnlVMk@4xC+G;p*Z9 zdk1IC*n9(-#YzkCj)c8E+d89GO(XQPpWJ)B)!;ppIqf%A?~?5ASY$gfQ%o}FBYR?hZtaCCyJYa=vpr~?PrF1YwI ztat^HkWm2Ni>uJQeqA`ZG=fuo2Q=w42|lr<2Nu0{_83A_veBYbA6V(B6mM7Zh%gn$ z*B?TxP!Bx@b%2|@6J&)kxOVCqGK$QBm*9; z=-j&n)JRyFk(NsgiN;IB%Y)M!(8i@MYTDL;Q$rUta&>`YU0b-e9gIf-L|zq20=(Hh z67}o5b3bSx>-6S|r8x9WjF=)#pB9U`&X?2ghW6bf~ zb949k=9A9_4OA>ApqNs}4j-d3t#{(8xm#fpwhnFv*LK74DJ2V!Pp^S1-LK5O?(F1%7G1`} z|Ff8gFI-i;r)*dYvxm8XpB#)$J1)}Gm`yAKg%NoD`Zb0P8-}2upu#8Ey>EtqQMD#8 z(2&n>FVuSvmTx|nzc0=tzQ2H(Gu9zCJ?}k9@!=fXb%D%F7b}Rxc0xSY70{;&LSYqg#pe)4O zTbFR){55hXa|0*$tiYV*`wEdfC3TY>?~TD-2I1g2rk*E`96g7OtOB7>c4ji-2|?Cd3~u8J=hib2l2t_NM!M{b z_6(y-pg_UD*~MMbs{5K_d>miY8}%DB#h%9n+Jj%y5?klTBaob&jM=ki!`$2)>({SG zaB%RCAJjJ-K~S_0cobu(Amvc3p#%ziFAEFP7SNVggqFGqq7PM1-Ru< z%%Q9t5@Jg{f})c`$x7+xyFbz*pP*k?4{W{o7Fwp&(U8a#SLX((Wo-#fWwM}SYk4*K-Xh7tRI)`GV zEE~S!{Y}x@z2m^7{2Hjl#HqoK~Nj2NW#(e zQ!#VXC9>$s9}J>`-{I-gr#QM{23*=rz`Il>)FprFmWE1rOL4J!bsvRy(G^of5jR_O z%g>6&;t@SDV8Ic{nbgH!efptmo5oPj4#a|y9+xb5Y7hzG0+)sk zFwv62^D8^ispD`wizcb!Bp$`Q|zXb?l5CcOweMME7`@|64qL^bp6l zjz+is^AIbg2YW{cm}zkF==^5%AGa29Whtg`q*1r$KsX!7;qB$axD)Z`eAAYFE!eYS z1ell+r%s)Mt*tG_jT_|yu#{6Yi_s>d< z8`KrG96fM5Ffs2Lz=4isJ4_f{SM>Yp+l{8|mZX&`lN)idm8SsSM`mK^)Wul7U@G@N*@g(0d zEdsBsvLfWkfwqFOQvMI0-wmPv|9k`p@O})h$H8z7CVPSUtm*py{~CO|9>u|gKYjXy zi4!Mc?b@~I-Mcp?PoDf+xFraTc~b-|K0dtPhY0;~FxKyip3XLig9!vV0pw2Q3x$&$ z6^bQf0S;LM1Vw$!7h*FV3dm~cW7I3yRBBkH|B`o8<6mR_irt9HC}NEuQJh0Q{W}gB zj>cAo5=XxzE5vIG{C@5AXSj|$fx~l~k}DW`Hj*_)W=1;FDSm*Orm94PB#b}45feAw zMD0#faAfN&7;7nt%7^>hK+n#7aB0tK-00pE9uDTY^*AzU)^8^6cAE)JO?9X!DUg=0 z5NSy<*g3y1rf<55otuuMz2hjT6^?w3)SQA`P$e>*3LVHf|i= zj?e)vu+U_vezI`5xCFD;k#?lKCD!jhjIOTLpdv4goU9CTRh9^@YH_!1LO~9$-?)S3 z!#82mj83SerHqIdm(ZbeKlnX8k9R?%pl?(7-I^VB6)*f^p%yHF3?Z}g6?lc z%XZVSfAu=_8|04q8U^kWgu)ygK6nWB9*ePKQ7=^1S4Z+EFAVP10~g8i|n9-$P zv3@FcfY!)?=~#2{F6{nZhf^E+!iWYWByu(K-Bt8(`y0C!%|^=(Zs=es7SdI$<=j$a zF_f4>p=NX;ui}K3jjLhl`AxX>&=Lpl_`|aH7*sVSmxIK>Wu&I%lMx)QEc#5}gf3I% zprNh?B}F1+iJ(Y~3BZEB?Xl_RIcz=n65A&@6jA~a3gfYDTwf?^JK)f{^>C_D2~tG% ztQp(_b5C5y_9H&9A8S{rj(9eLoOtY?I~)_%o`$q}JM2BN1&yjntPfgGXSOZF<{KZ- zam;3HS~vi@owq^*SHh{qVvvLh~^ zT8CZzhhnmuwnRULvr=mH;O0^pcaFZH`!X0U`dAb$!0xdK5CSPFDOk5|9S$Bmh-S^2 ziQ-4FKH$I2(vVg$!1Tql@#I-gJPgmZ@)PpX@bczy(O*fuC}@~r&dRy4BU1kVnK*KG zu&Zf+r#FK{-3l^8v1`RFQQojxa}1d@35F7+{r_`pY+oz_KMDa!w`q*$hkN(#!OP1F zRjO3M=+UD^)bLbin{(1Fz*%@>Va<2)GU)tIzJSZUvp%W+; zi$7uJ^VXN#c}0+AMG199Lca(RCU0n+_`M6j=lB8*a>-VOG_I^Hx+WqXl>}Oe(fGjN z{?;F#A`|eRJReDR^qc2-M2s+QTNW%>0BdV&Y}v8}3}N)^CLzM(1BwklE%gP?KHH6t ziJyrywt}U)BE{WmJJ{9l8=vXECI09cZa4lFLw8D5s~u zv!kGEfzA!9A~PWr=kAduM@fmRihirklgrfB(AQLkoV+rsH5-P$O-zsx{ScRL6?Ky) zgst09oZdPH)+R)-(7bgm95Kqng{)}faO<{jNxf9)m>~TfmMuPx43*kgxq1MMi4D}DettDi#-(vGWyUA5!4!I%g z1}zd|$P+P?ot_GUJ~xpYK)p(pQQ6c88fwaP?W7?iD-Rtb8+7T>l3YRNAmshW;?H_| zkEHXAuype_xYe_SDt!wmsTrVg8y6^3o%b)_lxY1V;3eben&}w3<}@^D-p5XEMbqlK z60VFuBxDRupYa4=rZNT&>mwqCn89+S&8x@2(nyQ0nLKpO8)3wd=8)yZ;yPhd zc9Mln-5QYNWaHiQmt_}a&;IcU#Ky*oG~sP*Y%pfb7%<<3Sy|u4b>^Q7E*CmAI^g7$ zqwr{IM@k7Yx$pQA0FjYbLDkyLuyWTa3~5)pSUD+06^chDO~*Nqky9w)cPfWs0IEQi ze#J~{gSkhH*+qIZHKx&Ic$m7@2Jk_vs7NsNO-@ymJ-p?Gu}#f98*ip=w;qR%^t zM%gTjz%PzKNikNK=c2E#FGh?Qfd*tze&omzeE$6T7oRCRd=>!~0Tuxkf&V80ti{kb zMw>(KYKG72i+@`!!=Xj1Fuu!nSSU$;>gIMB9drjb9>0U8c{em|Xo*#8iw`6r_!TBk znSlfaYZBN{utDvD%asx1kALRR!Ku5ibAySKn+_EU%3QBmcPyAQipnaH7HcRL_Zf=k z3QpL!WjMA>9*pg0pCD5phjvqrVCxu%+)hc567cXe7B1gJv5Z2HkdjVPAsHyEX`zlw zXUtnN71gy16D=Pe9Kwuw8}R&n7`Z{=LsmfCw0A0uJL{vBv>|KcWH#eentCRF|LJIa>XM*Fk z242Bo_(LcuGH>exyYL{&k%8aA$50n1A2kk-(Gu97@7wF+x`Cj>vm{28-x{pmZz zQ(O_Qj6AgTOwe`s5=Uz&nlSHsX*t1-A;O%%B079u|QIo7XUgKLj`5E+wz zOd@@_G72Q{vOxEdb1|j2vxK__KJKg=j)j-9F!$gNB%Pdt+5a4)*eE%u)L;~zoSY^e zX0fdxJpx$~D z3(|e_-)UHU&k0AK!%)shPW*p7a@hzNC1NoCY3|$>DDUNpMe3b0UXx zE!7G?EjZG)7(S|dq5D*s1l%JgPDdmt`8I8NNrZ`en z;L^Bu?(>zaf(|`eVCKI2xPJT+;>IiQsC}z7up53%&t}>Vus+3D1ujFbO`+41tB>tlawdO4cf<8(KmvCuAfLZpwL*ja2>n}U7bw|t&=K_ zT`+U5J~V4sqe$~)Js5|*a|U72jtkJR>rF)MGBmI(Zh@ASMAl&e@sQQ9L-dC`xSXrV zp4WReJwG_$lk!AhSW#lH&;Y;b4nHR+SD}Q~NJZ}p$pK`f#E^2)JH(Pg4x>O4P3~#3 z31e;v_bi8NfKiKwz)+#!eqsc^CUxsVP3AOW{25}ryJYjl@)~9)v}VaFB;r%CbL;^Y zfsznl+{ta&ut7u;wP?`-)2B~IjT$vdD#{+KAOiX}?$~*}Hr~E@g?qPe!OPnRpJS8g z-luP9Ej?IPw?pHmjbU$B3ubzfR>cJ!sJV>8g)8nzC0Cfza;m6N*QDU2D944<;5E3^ zFpQKI1yE4chphw&ZcyC`dybz&9K|gYDI!?bF8ofUXNyy(F*t8r6Nf2|+T+(BK@lR! zwWuw+_8tNg39H&79kaVE0^bDzK7DgARyyLpZ@DkoR%v;r-@AA3mO3})JNwnES0XPE zjI!U~fB%i4Lx+}Ho;|@Lz#_mRz#_mRAVxq^${;?*ZvP_!`p%=!xaKY#e{ld8JZE5R z`^trXu#;fz*1sF@KAwyI3#Y?E{Z@%Rrjsk4NB8a^Rw)sQX{1J*C!^(&Flzp&zF2Y0 z3u-!*U|!h*ikwVDhKJ(h)}_$4ZHTo4oymJi0-oN!jXMfF9G-m>OZL7-rK(oYB+b~Y zY_UL02>*NJGNk)x_){=$LlbjUAqypbS{%Yc0&(Ks`M7!S1FqcIj=Dy<8rdm<=g_0m zAiT*`gHzL1s9RMV(H~#o;nO>~@GLE#7-9r(j}FX0hau~b$R*;)%nVgcG>}Es9YMi9 z*td290wdyaZtomukVOSUq?BAsn{2Ya`4qwkdAZOFkA~Ez5QKb+gUHx~f{;gq zei8*)R!CPSEkd3MLs@+{JWog>VUdK0galK|Ck?@dQ@*I?&;%Y7oS7F-e)-8I-Q`o) zF}!a>=#)Vqg!@0oo!d8{b6^W*A76`91wEKlGD1vPAf8;?i_R^xvHzdunACR^;uQ^G zVP=lRh#>fR-@vR<15vHYMKrCED`XP#GO>N}WGp%G0!EcgDE>ix=qL#h{LTk&Uf#mY z0X~q^dy4Tbjq_$8M9_=-xP3DXjV>&}?rB>9gDTWNBY-MN0G_*)g#0udSUDXN|2Y6v zQzwjULc*}TRhF3;i0OSiu>O({tq1Zq-mNW^a-#9z)=iuu*HKUX(s1L<9GH^Ua3Wdy z1c!tmF+JB}DLEz#A!$rY(uj&n7767fkk0ENcf-q!#k%nWFlE~{C~D}Tvbi}_<@tz? z49C^OtC6VQ5I6s6LxuS`IA<`H9S?$mu`yxdNSfGE6lnGZUV7gp3`e3;tvl#mODnJa zOuX}cg4=hZahQU)@7#AD@K7)yhUvQtoq7v33hI zFkXSn&(7hp?;`ZF$tA$W?QzIzOD^xe79V2-?8@ZUPnyP*mQ8Zs@%A#dU+fRy#K?-5Z54eS%-R_lKj7S~Ejoa5Gp&*^s6pzS8S^7=^)GX?vZ$ooT zKmQ)hdJRTRhWz8pi-;i}S%~I`jSv#y_3A3-O`Cz^H(wL!LY8h6hlokc`YXxkR6ITv zEo}*9jNGG)>!GQ0nv07R+Qxr;g0*j=iTKpS$nnEa&qAjddBjx6j0{E+#R|$wyMZCy zZWU@nydy`N^MVRm(~9f-m#v&8Y0eWYF)^V?rWij)WqivN^h56b!roxxqM6uu=o(_k zOiP;9r0BjN+;fO*s#H)|B1h|1QsqDIjI5%D$SNQ^rMLy2L}gJ{RzVR`#LV%?0-Q}h z4+4xp@!h+3`QIHsVq}a(P+2jBqNAfl?&TO4bHj!W6DhA$u3Y&?4D~nYlX>45!LbqZ z=l)gmky5FIhK);pQivN=HLQ*%^jA`nQB;RLDGHR8xU$Nq*|44HudH(HxsnkG3kwrj z+A;Sx^T!Yl;y*FD!F>0Zl$R_gCMqg&Ok9>}vuJtoImxYLzN|WBos(>%w0zO}MfXdq zCqB-U|5XxmO<%u$E&AI|3cIaaxBgXz{$0n(+yhK}CdR^w!H7*i4gtm`qP)C3eN)Pn zD&P2Vqx-U+nP&v!O^5k@Vb&O%ehdPPtc&p^!no3ubh-IsM)Pa-$`V80;krr5=)%2C zBb_ytLk4qLXlsq&6d``^6j4QclbzoV)fGs+ND@_=WAT7Fjfze#3OZd<)s8uw_ z$Jsp_;MQk4mP{Q8D`OQz_}oMvkDj>o?il*@_k;-vj(4vZ0|zTZ#0TBSP>)_X^U4p$ zJYNwplqZnlN~3<80oc{v1g?&DsHCGxFGSKjPm99VS$#2i-8CHDasd6BPKBm~fJZ2Z z!kY1`QLo($>{vGiCZxa@mnVcQI#LKyaAoayOj~^f(mM6=4+;3&+lsZ%g?M;$74}|x z4eQ3EaCq-L*cho%6GEiNyuyiMAhxmvJK{$J*3A4 zVeibI7`OcqR*ap6b}mOy^B2@A+_`fnn7<#HA|fJ0ZV5JS+=zDV+95tZ{znd{LVa^7 zz`YE)bt)?<$g9&jhnG#(5&yBRva8d( zhGH-=DJedVo{B}3IwUI#GjMgwK}2Q=p&WS;eLFsoI4eX5W7*0J#+d_m&}}JMFEW6X zld{t?Xnu@UWnqig(yH;&(#g6BP**BUJe5|yq~qd`XFVcL)-M_kxl-PTTE?~|RWJV- z;gm!cLsHDgI@2~s6aA)7L8$RtbQ#zn_Z`B?C5Cb`=-VXk0;k73z|dX;aMd>n9S6-o zw-$C#mdpKQ^?$G%3s#*izwZi`(5}`3d&btp;6YQdVnkmkVL!%nt1D7Gk!*rXq$u4U zP%>(Z%^Uhdy`*bOR%)g->?Nz^BFR)l%1X?vP_ayuK2UE zoF>`R-v9wdu)!#TFn_;7+PZZs&YU@emMvSd0={42g0W-#AqdQ$KOf8=E3Et>@c$H@ zGVa1RZ{GY7C2?7&8pDjq-jlleN&beFyO}L5NO6JzzzFGlR=-F~5Y6_X(SqA3=PM zJcg0`tWHkmq95~sEDWpIV<B!W%wmMrbvfhiRkRlS>`?=`TY*pG7SS;CFflj=ze6 zX7xVg^M5ER<&hCw86{ZOX^DxW`@(b3QarqQ9?^+CVXn=`=cq)gEe$;*9f*~;8J9iA z7S{RWWHL{#k?=nv8P%Ki!}!6S^Miy+k;?(cb|bNM@;SK8^Tgg|TQRxES{O;`JikJbyZ!+GLji`<7QxD1~X;Kmy>d0KOu?yHOXt58uzwy%dX z-Y4<;1rwycxo94YkhXEh-ubPHGcrngXhOnwtsS0-3GpQh9U(MTCFUk1H#Hmw%w9MJ zW}3OAo{m=TR@?@&6$-L(ci&QUn!FQ=#!fhV?K0X`lMvSM!m)qrF(mT!ux!~vB89|S z@g$7YsfM0Cy5fN6BHZ`9juZ;~uA!numP4vgQ^=)cRJAI>%q-7zO|s)+`5fHXw-X^m zUNxc^B7NHuDI}VXG&GH>;_s2OC2DZs*l`FPC5|vz1$7hj8_@|1C|G!)_cI!EH|R(R zErmi3Y&uNG>0Q&Hnr9TCq-Bob>()}x@y2)%auzoqMxkaK!y+xSyA?%%`RHL{h%tX+ z;e18w{)lo6C2XWwrNlTx;_)!#4f6;|%}k*ClH#-_eLx0}o)1z=fAu6NND$m#I}Z&5asfu|#8RxHPw9MA6W{P(+hD2nxG<|) znFxU!`1sa`R!6-;WVB?poCI%dKkh@XLV7l)gpm7=5XsZ@ES4scEgR3T9!BVNH(00@ z#BwTBFn=eTTzZk~J#v*(&9)-zNI)*<0w^XA7v|Nf=C|^t88tmUXc4wqJQ+B-xx**7l1s}o#d~*T4LsjQ!Lsc}?AtmV zD$Grrm$Wi&;~Ok1adWhlLA9pCv0+sdx(;22h2sXo+~hPm*B5_ZpQp}AqE3zk91pW{NSVHIzxzMFdlMzxgF2P-0U2*c{$x=%F{)ZXMxuZvqiiGy| z_V!@n)@f*HutNMFbm^JrQVe-3U%4UW7!1H|)WL53(S39FT zQmE`^I8r8X?40X`)_uI2G8d;m`sGd880ioI}<> zhK2@A4%KSgLnn_s$!$ssm8%$u$e`o|MgYxFQALvw*=dQ0q~P%B6ldsDL<-Xs362;O z=c2+RE?SJ+3@5YVWKcn?eE3{mhn+JwK~}#3HtgAnHdYd(5EaY}y@&h$36Rrtg@IHs z-o7mmwlVFbW=qkJY!bjmk?@AdG!6N$d_?eqaQl7`O0p^2;`Cxnc^r`3rsCbE=>quoC8+Zj=l^7HSRaaIc7gSdyi#?vbr=FOc^+Q){)@}+-jqoSafuwSqF0=lml#N) zteRmHa*_40OqW;`yoTazG0&K9o0N2{Flk5|Y`y$eWEmrFU0z8IwQE@5imx}09Xo~A zwfp4~@!|p{Y%@PcAdQ|^N_y3x&GeCX zhlnh#B%4f&^u?Irqwp@w3vc}+Vc}>jdAdkmh&Z29IB+e1;wZVJYZJ{P=Zo)VCIsQ% z6ZascMC4)fTEz=g@QA#*9Xi=)V%ytCn7i#h){kid#c%k)6lA9(IfGC98ClzuHYN^P z6A>{aS_ zq%2b~5MEjsE*w3AD6(QKpAya;K0nzH`*vPIhO7y?^l6rRu+;yVc;)4TY1TdXDcNV#CIeq$cMXIo6SOi!Eeli3Y@`6!3WBw%bCGA)ASb6OfJzrA0 zMaz`8&$RJ1?R;q+hTwVr{CT-o(bCcq{rmSvw{G3=?AfzFmKb8ZUoh{7>eZ{m$;nA% zrBW_zgvH*fx(d;Wcz|4OOv?*qX1nh96I6w{`3 z#O|(}aCpTQOdH?;a}s0)`dq|gpKut|91f>qfjY|{O-58S!gDByr=}jNmME|)p$!UZ zZD2%N;6;*5X~F%7jMYrl2qxpkc>?3xuSlF zh2+CO&i@J~O`M0L*NHsiF|<)ZGA+nT4&wAeN9NPHa3MPJzkK@VH7XT*3)KRs=#KGl&>6Mm6j5-5d!iensGu zGnhSlG0xw8Lj)DSP^+cUcqLyuX&C5h(R%)fgxFY-FkiyZs8G8<>kjjw(Y9^dLhc_V zHUIugp7GDmXy}xen2#LhBW=x^HPF)15(P0Wug=eKzKU*564FbPyP`ajhogm-E~{WF z3`KD4d&np;@wUiGm}ys7*Qy6&WfijSh=P~j86=DEMUFmNyUc`*vJA!Y3a4Pqjo{Is zQL*WLj=78*?_Y|J>#7++QC6i`nbHnONh`wGta53mzs+%B3J%Phf+*u=Xx*#z$jx5w9$oOyaW5QRISOInpRi)~P}rH%{Y36U6QY9g z$~PD`_AW4>XD5?XtJZ=xF$o`iwqf^)ju_Y37H@9u$GDNx@i;iK&>GI~=nFGkIWx>& zKOSeA&BnRq-Ox2;8dfcx1RFyIiX2CxTL1t+07*naRQ2`&XAc|z9D8B7+t(8$;vvcE zxudSNHvFGnz?~;?uxeUdgN=#dcKzmE@HjGXY2l7Kb?l10KLyr$Xli2$@5=$W{>&F0 zB#5Exlo&jH7lr0E^hEWd-rq#uZe#H#SrHSKPk>D^OB9MV7ZgYe1QeW`uAh(>k4-a& zV*ed~SUQhDheid@@|^Vd*tzKhV(B^0xCr(44x?*8mP;3RVNqzViLAD4~R>$M3F-!UF1x|~8sJ56{VT7xmu)*vuGlV?p(4#Em%Wb=DP@BubxQsQ zD{q#J6>`_1W3X?>NnHJSAHAB`;6TsO=-<6L49KE7EbuL^ojZ+eo8dUH&_mRmvXve5 zm89|Z-A-)X-vv{9*dySpySqn$w=QCy>p_(04Z)C0S{ zqTxJn9R}8C+{~7q_(>0O`BorgwVT4dS@HX-^qTCM?~MQ>oE$W0kjVYU_wK8-_8DO( z6Az=j#Eg}3J+pW3UR14GmA)Hiiv)k=)nm`I2>fXXbm-6lj*gBZp(XQ8&)hqV`&cH= z{7L4Eo|7!YoGV&he7@*bvdyy2iQ8m^#B8cK0->RyWfDV-aCE|i379!^CX`7jj!6tL z^e3i_j0}f`c-f%0I~`mq(1EEQk5H`;Q+}qQKx}3dsm9r1F9~ z=XWH|kT$G{>Y={!6=S*T7{BcbYPcQ5p`#~ox8`N0bqhoD34eeQ@;n<*)9JBW-~t2Zv$P zz{z;LdmvWS*T(Grt|%nSqwCFh>XFm1#=ybt$l9g^;OSzR)MyMX)vveU67q5=<^Us@ zq#qyUVw;Uin`!;m1~BOx=eJ z8S-5Q!35@a?=t$46 zZ(On_M;Wc$o8tJh!#IEZ2zoe=f^re-qzobs?mqE>w44T9>f6&Bw0Ppm>Y!6=N36Z{ z3Z574B7H>5e7AHNQBR4OH;1~OKGYRBh>HA7ZoR5v^n&S_+TF2uW8`*W*TP;nvR(^1 z>WWB<|BNJ_G8+Fi1&bEVqL_09-x67=e%QEp9^Mv-LHFSJ20S>P+q6}K@#xU2IT1s- zBR6a`1DjT6VD5??xbW|EoZmT9nFHZUgv3t8~F4Va3}acNlj?@8=mLgd`C5rmZt1iWk! zR)*DE;_{7_MTjAK=bCiK%qgCjvhpytPVb5xb7V=;gO4n-pO0*sQ`z<~oxFTkGpn zMHZ!uJE_ue`_nM_8RyHq%NeT<#x-nUVBk-`ei>4TA>3I~=x1C_1!L0J*B22)7cXAK z;K75zelr$eQ(BHChDt-`8yx4zTA)K`7hLo`gY$D0r zudGM`oXNFTN-{o^D-fNslyJ*wo+~W}4P~+p$SfWS-c(>f0ma2h zR*4w?-eb|K`!GcK-^7USy>aQ`arEkCNiO6TKvzl;sw&Knwj{)oA8;Xbi;0Bz*`Y|J zpwt}c%H#w0`z}QejmMS*N;MmG#JtoUvEy~PSpR=aS2I&TV*R>Z zh$EM6i~c>0i5_+$_byzLRKL5w4_D7iy1){nUC}KE<_-E{;e=P{IB^Ts%$f$*7T3|V zQh`87ntbZ25>u3}Pz9qFEJgK-L`1J>_Y&o}3TjYg+|Xr_tGqBG6|_qJkY%dmM0;ZH z>}`ll)55az4=}cQCCEsVW*cFW=C=+Z zq_t7enK3U;CQvP7;{7XsMAtHL!K;va$jGMW8VQ>pc`t_-33a(ra%k0H8ElpPu>JbK zh-ZjWvMdsihP-4F3O?b;r2%CNI;nzyVtO%2fh>hA_3cFYpXwh+9n;RdM9YV_@$i`s zViHmykdjAbYX`WuY6L?qH6n@%zlk_fDrh!f9`1A-h39v#;Pw+=#HHpyMMDP`)^>1q zt`Ae)0vDBx(0T02Bk0oqHjbXTOO`5fsMp9HEy?AmiaZy?hYTQrz6_Dy1^p;!*x{OA zBw;TFWtGyO4U$-Lh|p_0XdasPoCNQ?7jfhMOQZ=EVOpg+T$?q8m9bWSaSp|+8^7@a zhOeQBJ&MYO-aQ;CeJnWr2s4QxS5Pc?Hs)8ROzTb_FkEvAcg`Jz_mm!RC5tJ^q@Zbz zLu9SPBiDpVc^a9L=X3MYs6S*aVtXwoK7m}N5ho&cRH##VFmQelapn8Z$`ydVoDTC3uus8t0E_IhIK zHs=23(wG?QsoW&3Y=nVxx4~o79NfKr8Bbo53rZq))U^#^UE2Z9PPL&^qEdw%`pn#c zwtdIq%-JjO3yFh*sunD3*rP>D+pqc_6px8f?oqDP0Lyls!OWE*xN-3cy!}Iv%~6Dj zr45=kZw3p)0=rudJp+a;+KYC*2IJ`ITZqb#ft`~ZS~ac%HAQKRCMzHTS;Hw6RbG-Z z!=`)tA^rFcx&KXrk))RW9X~;7qKbz>MA1Nd; z@kVTIZAEdGSWJFy1dNT1MOGcb!NET@F~nG*MMXu4+}Qryh_a(&o|Vk~|N8Z7L`Fu! z%*>1hr5psluQa}#&i{nd&Mi7YZ~Z0sdL75C$vv|~W&2}r{UbL9=ZZazlJ_?8slxo|DNH?I(v zkpms;DyXVn)J+nHWIggQspXDCm;WW#cz?n7CBpWDAQWX>%+YsDg#=n9PL4Uqm4*AT=~(Rj z4D-p=U$6EfaqjE}*qh{DJH@KDu-1~py=Wgi@lQc@+X4Y^sckaN<_Rl#6|@{-$UeIo zTDV2m-}CZo^r__l8Hr29SWcy6a-d3qyi;C3hi_6gG;Q25(9H~Tl7dkIS;&>8bz z4?aQ2^l&N^!$^?+2HtPN|Hs}{fJbq4(X*E9#@!PFA;bvo?q0NLDQvxCd?sDI>)#%hc?|7>q+}i}UBb#JyW8{yH|arG%g;D5zv~ z>?f>|tz65fkwX!>3ju0GokgP z1nr-Bo_+XH@9+vrtn3fB?CX7PEa5Xf&{N84LuS*n>X#!^M&rZ`C%bN5$F}y-7)K=b zF6VhjCvt3>M^mA4;WTL;R)%H>LZJPgM~=V~AYPy(OXHAJwh6G<6leSJYdVn17=%9a zFPv*<;N!OW3H1fUqMy{6qlP3aemfA`L*BNNi7~jMAD^c1trwZcOzr~sO!s}mu%=x^ zJ3M1s424ghf+f>2=FI!3*Vt{-x@M`sCI;Fu!xgL5UHU!v>5xy7F?29|1yftOnn{qO zca>TY+FNW@OU#^?IalKb=a%r^sW=!_%7@@xP=J=3DjRSLk`WDPbA7+chW7rFiv@}W zx`qrvx*gIJ0(*0Yk>%h)!$HJ$R3!slQ-&yfe0=VX=fO=!BRJEruv~YyzBX`b zL_$4jl|OG!Pqu$2Yj$lCQOP9wuKE|MujBhwj%Sr`YtV4t3O8|;K`wAQ^ zg`H!Q&Dm&G{H^(qxASkf!<5dFRzJRhc=Cr2%cY&R5YU4aa-mA}h85t4V)SE?c=uth zu{kZJhp08sHO{2Z>0^u?Rk0#8`R1wPkVmJ?chP>6kg_Dq=j;wsZwKNYmxkqvUNRs6 zfO9bZF?l&MASvdfU96R)Pq+>5ZN^%f3{6VT-8AN9k24OMfr4x>M;g6Pjed}lpxAGV zFia5zXlZ%6@bX=l!gRrXnb0aZ08S~lmC24Y)MO*eh~$4-qaO3@WplhzTeYH*UOEm= z5owUpu=$unO5V>^r9gY$ENk(+21Lp)clk%3Wg)4e%_ugYiufnoHgCny)yy1a7t389 zCSI9ycVFmkc;%`TJY`MaGJD1+@G26ce8~fZu+tD; zHhhpU2w02}%M$bSRbimH7gA6urVlXzHiIexI1%B5P?qI;B z=1l?n%#S7f(A9lkX7}GT^!RJ2B0XetwS|1FMPN>DXFB-3crZSfwVC{dM0aD5S^OmE za8z!C0%6e4TbD7XY4k~ic#-G5OhdQqEWF>c0n7N)r#cL;1&T4?Px}XczQ1ee!hPQ< zPCM3#S)Nc@?cdPaOq%BEkIa0Re^)LJ`1B}Xcxp8Cr`2a@y}YxR+*c*cW$YdcnX%`b zH(OKCIl2C#zuV3W?GXzvR@c{zRJR5?83{1*#|ek=8W#Lm?=3%J;hMY%SdjaIwXXkWaU1xXf3&AjH;7?L5;u14`wtTU-G@KZ9fC%AVqUC2*d#4tlwx7 zTyKRP9PV7yxC#K-D{2dWvQ?4UvR`PCFm82Q&h*g{0BZPf5rHD+J*blteim@qA5Ye% zc5jg_!>bN=xv5wkZFoquLJN}Kj1x7E$**_NSNBDU9XYaL3Y8R5!G}7e{4oF z)?pfg*uEkFKIk#F@2ihcSXZ}+aN~3FbAzkA5}r)*cUi&IM|rD{hc5>$VfbB z<{qJv@raUvDk}0%>aj|_6U?*Y^3|aE@dirOGQ-I7Al3fi@MfkoUWTWrsTn=)PqVpZIn?~y?fBFCvUbHq&O0h8 zbMs&UQ^(HXM$41K+cx@}uCz#oIl5RdpvpO>{-(3l%b|M+Q~hf4P`^G`04Am_Z}`%+ zcicL203niL&izj1jnxM*2xCd z1K$H-`ttXF0#F;I9FWW6l!lih87;ZmgC{dA3QgGE-*0r)dfkAu8rcT{vO;$hWqByE z{on>#AmG6p>V+KrFh#dS^vDX?#KqlI`j&a2qMWQ@qz%r0t4!@mam z3AKX(gB|Uz^ZQMzRwhj3k1YE2=C8Q&`RoJ%&u>9=0rqO6ce_i;Ve_THob1n+8+5jm2`eDeLX;ms{^CbA2srHKDU--}+{% zdX>5g+hWx2%WMbMhEV*@6z5IS?#h1r_4N|z+v+4}J=cqJM$;Tzif#JwW*Jp(8oT!G zNB_uATJax@Y%#X!dM`X`mEoAvX-@SYNAFn62$Pn8)JPD4%Us(;^OAU!YT!zcW0G6@ zqb{4Gyx}c0ueWZm#5avQRk6OoLGWx&dlS%Lp_VYqTXO(2gzQ&YIZPG-gKiAj=j>&w_uK837|hpDCbYSGMX7AImh*l8x#Ghlx=!Psr(Y}*If<`!(3K|jB^98)NJWa3 zU#PQQ2qauY%TUZ4dOzBoYjP5Qx2W0G?`N+g$eY8+&L1*yHHd#8h>Aj!oZgNH-R~V; zb=AD4B?UD>vsJ6x#=ZZ!CVES{3xhE4zTnb~!;X541@9(rr(7w_pAJm+ zYYK4l&TpT@GxmR`j6{cE}UN;JG=d-?**feu}zrJHNzDIQ~YsdSvepoUmOXeG9Yyqhqz*L5O0@ zkKaM0U$MI(1`D*`ji#ad5G`k#-TmA0B~Irq+Ju<9Yn(zv&)>%WnjP0yey7}Dyq%pA z#uwg_86noDNk%VtOk@b<8_lFTzW}Fin-CghaQ&DYuz_N`(<>EtVT{NjG}`aFDXmxp z;CNr!-`DG}6>_g#y!QlSdHJR-sasi9AN;i#CxFZX22XhS-UxJB>*f(O2|YsN8Jp0( zp`QdRX-Qqqr%=TLN&5clga1i?14*tfNegIhKRtXby5CJ9JVnvi&o(kz12$4SK*{ht z?y!|QK*GH(6prW4Viw%x2RMA%ys?GXUuF0+)vFWgB$t@nT}2yUPTNitzTU!jE|@=w zM(6u^LOM}%Ml#-!>Xr2+)cK|OPI&m*$g`g3ZTOX*yJg73Y0a2SdOtET1brO-eDAy)KWuw&j6ZbZbNrH+Br03;&o!)z zR(FzlV@&+~iQ(Y@q>{PvV2o@ku>xkWSajN00H4Kw0`0#>{%f;2IH)9iTAaI4@&ArP z_#mXnz`_;uIK58fN>yl0FkfV3XC&(dvoQ?q;fD#bDyc#xXi2r@$p(_sPPb6dq^bX8 ze*eF_{*TKEHn3Q1+S#hnk(qykJuEOQ2tlywnIm~~A35s@_S#zci%zugOF)aJWDygo zLlkCeJa~Fy1*Pmoqn_i70a1Uy?KA@8|7pS3vxKumgiDJ&*JS~a!$Wn9Y~beLG>U)< zbk;BFxYPo6XSc~;LxM>StR}~3+E$$3!uzB`KopVG&wh*TL*RMx)MGOdO?P}uqOl}r zhOBFu0DLQle@IYAYtgI5>3SUzs-yncV!wj@Po2Jq7!N}8T z0{UMVU;^O-ea|)?RvA5}5=~-K5)8#7ji$+-h*UN7JoF(5n<0VJw>pP8TOqhMq$%(O zKZA52t@$-MS@^`>&w7@B66s;GJ~rV?N6lXvz9`?rNt9?I)MP7I#R{f8LDSe_l_nai zV1{<0?E5o-f#tTkKg+ZVZ-RtXI^dO~vLa>DMQAla?nD{Tuf|yAp_eE-&=aBs#{>u3 zv@7Ys8)%FpzadEZ+K@LMWGN+$6a+Gb77jsRhCi55SVE%-OeVN|{MkP>D>nO|-twe{ ztYk)RGJcoD?Q(mMS2h&VZK+tT&4sYUOQiC%R@7S-_dpv*dfJyw`#xNx>DMO;7>)5L zvsIsHsGOXE7@;DT;hQh^{(7e0ToP?*mUJ2o@z~f?!F&CP5dN2Yyg02irsIJ9=VKSp zlM06>()*Gf)FFwK9&C(a&;h+{;ETK&$Ar4y|0_;x*LWcfh?_Gm!4cNOO}gi4~O zvL{{iouhg&Te^>_(yE=CimLIp@smW)>jFHh>%cZQJ29mck5_{Tj4ws@kBPrs;{Wwu z8zVsyMxhlcq`bYox2}@+2ar*dK+y0kSG2JYv;fz{s<6WOBwxN?eB^|uo&^%Q3KDT z4Hdg~u@-rU;_1g}KOMAb(KB#^&Ok@6h*z*wv_D3Vvq!M;Z{g2orb3IoFc#}JK=U3D z7BwUse~!-lCpG=&aR2Y?V1qpau7*c4TW*Lg{#Y7sCyP9}yl~#(H$mCV zcb19>Z+8gzIyBER{fw3D#l2WLGlb0c^P68xje5TAH})wN3DjpP6^TkS{@>0LbQ1&e zyqhL##IJ*mK>FrUIA(i-s&miH7D?EUfRyI| z96x+d?1lS?u;KC(fsV2IS7`ogAT<-<>FKG!`~K9)#f6qh%wpdR;M)u+3E%45Gt}I> zYoQuL#U3cufQ$XXO&GU9-|QPid%ZU!^VZ`_;2;1Kq-Pe&%g|x6aDd{}wD4)gVuI!) z2Z2s=wb_eOAxdR`(AGyHvVsEYoQ(Iq`s+K}o7{JYlEg#w5>|?j4vZ*)o>*IP;;>CaJ;~{JFG$1xEvyhxb(%-!?!X> z1yHk(;6?W_1?sPl?Mo)q$BG^w&U?R!5nNI}z4sAFkCTDPeOZXZlED0N%V{+q06Vkg zhu{Je6nUh{;^@o8ZYPMGkw0t&QX;-G*gM}AMCTowBNd&z;VKe@<)OHjUDr|IerfHA z-MVaUCp8&oOScRwcB*Shd8Zi(e1mo4k#Q&=Nn%pH4#0H7fE zS)tH4SQJ_Igvp+C4qJl9?%(3gL^@c56yF}kyJ5*WFR9T#IrnoHRdOg<;zTGvqWo1U zBKUvPPd)s1;o313-T6YhYSkNoela>j$Lmou(xl1q2Yloh46+lh3}aY4f6{_gY1D{* zbrb*LcG&3lc{DuFb|3lL7plGL-rm-`S7Q^j+O3tXq9k=RtO13j%Aph))=TbaB!G?N0`N&rPslolCpdB=c zHLLvm>#F-ZOiE|RUhS-l{JR5Na%8C4$-ZzPiWt!-Z=?1<8T(hb1yX|1QndT8LwWsG zpWf*5Q!bTAT+Bk)T5p7CXK*@~$_?Rvv2s9s)s=-%DK^}hFCGPaqn6!DZG@pM8z^SO zn+F;zzTFe+oHL*Ao{{HxVT%n(&u6F+8bS;3wVPN_NoB@tZ$T1M&ECL$>yPSG7MH}Z z@4ee+EGwZUV9FC5`PIj~FzWq!$9~7_(98YJluq`yn$zEys9cT0p3>cQt{l~n7;U#? zLA567m?Sw`bH1{W0-o!Ffc$|I4Ilr))4XSlk#82~!(BV%JnR#ykZ zQV`ABt;%DA{ecHnXKnrLf)}xt%8uug&p65Cs$}!Do^9~kS2mkF zilnE&M%qfer-n92)zsa070Q*%D|rwZn&qZGO*?*nNW8J8SZ_ubEZDBSc+s#A zOZD~jq56=H@*lgFz|~0S%LPP!Bn7|xK{NaJ2mrImu@FSQ`}BWPG$JTaiN7pk1Bfd7 zYoSm4S8g?hsZgS&)-EcZ)Z&y^aaF=bztKgrC3o;vm9$6@R75HR|NhpX{`C&GY&JSf zS}+uH&NkQJCq>VfrDs>kl`HMr0bMLP)z^K*lqh)1HmXR#MQ-{!9G4E!&_#7r8>#y;)iZ$0+wC|st7^8}{nsvx$kW+}Bkj(`S(N}uN&Hhx zA0#GL^o}LNG7#JDL6mfBX1YQc@Jmv&-NHG10qX(=AY5n3mQaT6$p~W)g}2NVi2MNy z*^9BCtJ4*@8n1bYI}?GNX$Vn-0fi*o^bgd6L~4;18I;x3GP)7{#e2LoLNF0~bk&V3 zaij*|Jr7A#qxgaFBQ`o5k_P-tmayW)EG!iW=!%YHoWta!?ggNC(N0|Q3q~cCQ$ZPz zZ-fD`)JBnn;zDxs%7CZ6VZwP?v7zWV@Y7So{!$(spXcyem++wHfUyOW>(Pa0AX;t6 z`1W*ATXEh)Fn!w;aY3@AC}v~AM%SNpgR9Uo@tZ}`;BvI5aKarJ_ml1;IO)^YK-OvK zg>w9;)chy!`$FA&-77cv3jAfnZuDzv8@WRP7m_yAXwL;t3Xv$;yzpwv7~l=gN~+F+v7ky$55ir zjc`H^hWd}YDpH3nH#Z5VI-}rlhq4MYg^NWXaTZkBQ)?ZlK{%z!>j?@A=^#UX~G>^sFMNIYTO{1c!QT^`YEgOm-l)Xd4os(DW zG=_YcqstL7rqIog7l?8!?V2TLKSuY(Xc9)dEp?qacPJMQ(CeZ;1Ymojf5yk{ny4d? z^?pf=a&?$&KTte1_?y1HxTB@k|1Hf&ryKuokeWjUWoBYm>vv+tU^0k$d-FovK_-+sd!gU;^3I-Tm7>Jqsql z3_L16e&mZ1l*Qvhuf<(S=GXoh*^ER%k06|eA*#Zk6MRdO5tU~VVNA53WouS!^@gyx z^b8v@GN0q9urc`<5*K|)5pQPHlqTW^=dgC=T_%7aJ{^zflqM--G|biHtol`+)X!ux zR#sTrm)54%2B==*S+QK0U9Emhuq}b1iYP+eE?7?lp1U25-!ktAl{}Z|ap3&fQd4EI}vNrloXjSJj1F|niinlcB z>b-q8gTXDO;DcOZg*9}*;t4jwTt)cZ-ds?>Zqctpn|zVH6cgU-69nT%I~&xuk58d~a*Q!*hz02Z&eF+`Bc+ICknXv9E|9X1s4U~XLq!xxl)HQNRyQI^&5QA7Y*K~cIsXe+ zJ?(V8HqL)jOloL=lf(8G*KrvoCU7@;JlXBx@9HT~bY^CT+=!Ocn3k0e3k&P*<*Y7~ z*PZqsB;@n$QAm@<_5HoX7xyW%GD8^3KKwgMJ4(-}k?LDO8HG&8HLR zG>nXhgAqs(;-ur#CIOQ?VE9>+Dm+nvN|n&l}NLb6sZE>nXHUP_r_zV!i;t)jjtCme zJXHIMyN_PCNr~iOjWIT>6H;9WFClEd!?%97G7`JP`+@eNM?P%v9;Yv|5GlNcp9a~L za;8reXmqm2Q(-pF-XVy+QoVZ<1%mZT<;&Hre$=Z3#}FZEq?{I+V`_#Yo-Po5YDRMh zo<{blJ8!IWR4L5^8Ma*sc60#qSWwl33Z|;L_V+fDgxVZ^@>nm6G8|p|M0!>Qg``Ld zS42EGsZ_>BhtiGwWex+wuTnLsMcu*z%8b=S5{M<#5PJAwY=EN{YKUu%PcyC&j+b8_ z3RKKO8ErUC=(Q5iH5zFfG?KsARe+`-*8kbRGxuiWrBf7N17S?kpyk1t!+tWw(i6v! z_w=P#mco87m2tRtii2yaLB$AH&4j|bP2D-hE(bXAjFnk1R-Mtc(uo}(AbN5#eGM+ zruhj=`a;c7xrm}lb>AOoon7yHE!(^*2%Vl>w5&RBppE$7!)~fO1a~RSj7cO};OSCL z6(tUL(UE>~S{eovJa*t0e9dI3T3f5hB5uvwbFo7Ci~K+pO+1GKRqhfxh$!F<<%W++PK76W%{ECyP06oNF+IN zJKv|;LxuWrCm5g48)wy|(FaW)?inom^nFmW8CEt(cYo#&UNftpw}c8reC}7X&;Vf4 zn?LilWcC=?d439lP25>3mDwZ*^9~d|=va$JIuW zsFWcAjQ>fOR2kWxqAZRSr-74^FzZh`57_aygY;e9MC_f_4=kUjZGN*sEPHV3Yc0L4 zf9(>g=I1r)ulsfL2JO0}DA@V9GcXMe@Wu!xCrwa8w;f;TLH*(J608So2^5*h4q<=d z_1AL-(KEv<<;Sf{HXlk7=-<=+WmLPXvN+WP)k8Q>gz5cb<%$^j2Ib|6U!!I#lJBE% zY%gk8xlN$w`Op@qW9>XC1*+}g{|Zhxa%S?h7FJk1=n%9RV|vtXjfTZ2Ds_6qZ7hsM`h|1&)QMOf z2gZM+JN(m>tB3#!+GVR5k|i9*hc!b?ZBD)scMCK0G#XLA??xO;=N~?E&t2+DsJG@8 z-2DOb`C7HdWdF=@Q`=4NcmngPpI$i|~^aEAy z7)}RY{-Q*QA}*uEZ5)oDAwL;>2AX)d+Jas8g4J9zEo{}%9JEzVr3win;%l)*5q1kL zQZ{;Uo9I#5T}+FdT`B8HQJ<_SXYiBxMrrKntP$9(5qLUv^l9nl^pG5;D;%?OoC={J zz);dqFsja{?{m{AsQ9@zxIxPRyc@V!WX-CELK|8#4kI;8ni^VG)$RK;-Ajw+C;Js8 zjqUEhUfLg3q_fqTy8AiqrQ@zZEJED!Yo;_=*VBWU!Y3Zv2X#*&NB^8~P%evswt9_# zT5C3s_b=_2I6+4OIJya&rla~k6g!0<_ohW6E*JQEta; zm^L_uGqES$f0$ELy&UK_+=o=2MTN6GTjl~!2*ojJc9KeCl_9B*DYOeN6})5$h`b6L z9eL3c*LhSsa#Ras%U^J1C}zo*-TZg(JgpBtJUVH;pk@fyg6%!@QC_H__`c?a%uaxw zWCY2nP*3J3-_7P+DbJIc;K$5YI>y}>zbI99+nBAV*u|6OSTEX03%1!F`6qzhD9|4E zBQ;0R*P}U%iF4CRxYrO>nzh1ZKbUqd8a4#3D26AswRgBQ8Y~>|a269HNf7ue{LJ@Y z?oQaDJWLLdRf**#G@uxB`9gI2ef73jP?ANtl4EzWpWL^_u(`QLLoWzVwfK!;vZSY} zZH^d^9O~Vg8kmcYpqL24UwG9F;-AzICQ0LVoha`zE?hymnto;H0XI^KBFH~YO{kYV zz#j}?r1l$P<~Od-FSr_LcF{E}cigGVkBE<0MMvvl<;AfQE6xC9%9vm($*$!Zr@b4l ziJi+osYfscTH3q2IzDiR5*ygCh}&qP>NQKLz#PDk=C@y@G2eV^fh8ISIKrBHqv9X_=A4Jl192oGyrbMW!{6Iv-)-DW4h+pxtrZ`k2g7$f>Io^?2BFRe9;`C#G z*z`xJYegGZcP~{072q5-L9VY|hg9VQ8a+4@xgB$Z@_oL6s@vZqp9ByVLw_6EHxr00 z#eTSeT5Z&DZQD9tG2>ave%%o9Jr=XmX@?zU+!7^+>5jFhE%HmKn``Szim?=1DXTKj~G za#r(nKLU)zdX+NLvRB8g!u8A`S(H!ox##DuG%iDXSuMifsk3l-|N*q!7Dn-EpM`$3Y1VzBs6fk5P~M*l9sd1q#Z2NQr( zvt1!fp-hmdkqzT$Qup*a;$E`f2&41JQ;LP48G^F7s@_C@504ia^^QM|#S(xLuYV6dyMpt@&>E-VPFHa>1rzA^p%+6Cp)l~N4#8?YO@FRG*EM*A z&0_+R6MMTXUph6Ew(sM#b1cJu1t;oeM~d#tQeELY$>_)8?S!O-XB`cX0qAi@@2%Ma z-R|_4E)+ftx8ST;&D=PX$CGHFWfwF9ocRP?4!`6^INch9sEqNi^ey7HWH*nFITtIh zw?Ab#rSZe!9Wf5YX)>Y6dP<|j8Xn1qlqO{Y;9ng#uI|6$r!KX0Wvsn9*MLHaXw{K@Cl+m6o(Ofh62QN-5D;Vic7+}n8Z zSfs)#xi|b&qWnzoW0>Qu!2wR;85OF5201cLX}p;81)eYrl)wfZrX(W^IanZD!+5(P z#uFtEq#=p{xAh{b-|vSd*Z2n$7JxcA4->aMT5rUjSjCDoloKv$m0$iq0YmsB7Gg^r zJB{-?%C7ZT@?!6Af%KsXQW$1sWu%ayjR`dy2R2o_fv^fDmG^RDJ6Jo7xa&<2KXAzQ-u?h-*F`tZ;5;8bd~O#tf^ey%d$3;-^1+6Z z_SIXr;P@PQc&KD}E4UWDR)^ojD28XU#FQ()EB@W$g`2kFCLOti2*1Y(I)m2S8~cTF zd{la}pLc=faj~mj2KKvZIV9Kk;r+tPvj?wbqczRNo3dM8QjChl#%EoWd_HVJ3tkX~ z;JT6mPQqoKdU~6x|BJlsY_p|2Z2>_4X^zDzzrlPs84fwtyl_W^e`Hvq<+8}qCH)hM zYya?gGf_{O94Aq?9e${+41-431q$gh!ZK{=-u6cvvad_qnXZ}waystb`xKuW+&%RwoQa1Vv2RHB!)urpv z%)orQHR1277 zvIIDtt@Z|dx^SK*_yBo%(LYmF-_nmO(z4-ZmpYb~wK|9)*p6xj+Cp?plcHFLJHJtw zGh^7a5yVQ!9TpZT)F!Hgat>M;eUoSPH)tXP{{ieD8v;bfnn`;}S}nM;Vluwv^<*FW z>F0VL5bDWK1eBy|YRzeT68{Ch5er}J4VkE%rXGt#06s{g9D`)=9!b65$g2f_hzvg+ z!;*p+RZ>z&nB7L0T`qagV#2+Ci+h)4wphU=m;7=z`xN!W*9H}1K^m8#VQ#F7K9R#R zTI&1hb;F(~4FN-wdfJu7B4*%WR}N3Cr1e7wD*Wyee)n*^TdQdo3Z~!A$@AW>OCd2S zKtZ5Hr9iTG^wDYeF9klgE1~^Qn?y|VoGrn2s_+_qDYGEKQ+C^^=wx)gPB%<0#@vCA z;zy^4MOZb~neJ;a#hH(&hkV5%qZwGWY8@huD)oV;bmm*B71T#T zoSd%=9sH-UCnrmZY{YEv?lGGs7b{I*rZ9O>WfX)=5U8i`CuaP`YN%99g2~ANq6C1| z-PG%o#`)+9s(KAG@D7*lCX&Rtww{crMlZUv1-;v6T7(?NHjV**N4Bgz%2?#;-Y0VMNMXNa5fGqoR>3&= zj`g|&g3Iv^w#zE0XTu@(jY|w->wdWG&+P8zAGR;HfDH9iX%IjEcRSehp4hjp(}7|G zIknQug4Z6bhTRd0ziVePY+MNig6)zE>1x_ZD~h(>$$D7k-5fp{^sV%|vlC?D zMHlB%DTjuMS=8EnNgQbnm04>YyY1Vidc3aa5%K!N4PsSMyUXOj=6hJZ^-?>7k{`}t{vJ>j>s^qvCzM~RcE5oB*N*st*U07Z3}TQ7{jT)G;nvF?To+Ph{X_G3 z(`Vjf56|}a>z#hqbuHnqi&tA<9r4EMADl=qFF45K@WUy*`5IvNaZ)o>Kn z?KsU+Y&Dw>yG(+B<%AVASD1&go}imCO&9F*qKlp}{RUSbpNgVq4dZ8QTnV}rPa~;q z2xN3@WJOD~=18c%+gm0(dq#<#S6#dj&$=#JX@$*~j_ZzD-Iv_4Ho4Z2^VQd-=kwho zLJ^bo;@1ff1hen5OFS`B{P3_DG5ePbAQ-Lik{M)woFa!_8q}`=*?Ju2u4{)7n;-Cv z&UEZ*0y4acsxopG8fi3-;nkUy9UsM6#>PZi`T|a;%~dTU&2l580a06RoPMt28=q&Q zhVpn+{bF6h{TDZ_aoFGObg#i4>=iGb+M3QdACKa>Ww~3fpTd2vLQd(zX`9`|^V2<+ zQfSHs?3ERE=o-oH`^yN^G+T)+9g(DTXz`pT5D|%0z{fr$iTO3>wKhHYa1R;f1P7zZ z7GmHMPI$P(cgIa}S#RGYUY8R%{LUtnk#8e|Yd>l1B0G=Jb?j>N3Nw)7?o<@?3QQx? zFYXJAWrwFTxLm6TZaPy`rf6}rsZJJrz%!;!IYP>_5Nr8?h@b2fxYip9x3&!e|EIH# zE)m$YwB2Y9cQ}(9Q&BO(m;V;5DX6viV+N2pDtF~6j_ZY zQ=m(+Hf7?{XMdf{pArFX1Z|iyrW#ein@KH#9=E^QYVNSp3H%4GZXsj1cy;+p?uV znH>;9w=Vvw{UqVcGGTAW@M!n(02YeVL+q;CUaRfa*8l@@xFeIxm5`K8p2cJ`+$G zDpih>r?+UXU=YE>m(DPftaQ%UI*lW~=S|qfC*P;fd)Vs3F6mhO*Zi>;h?f$;2j7!~ zR>rU?ca4gQf<_P#T4AXr*ewJTYPQm4N66SEPqPu0zHdj9&8e*`KW9I+?hWZzUL6`B z4FSm#7k1er;Z$JcoiO`%G=B8?+;ZqC$$cISqV%lb_Uif0C`Lq2k3ZSOz*nI~_(g`BB1h@sV~L!%f9&O0qNEFD?_c%?QZ%mw+##S73-zIM3RWHlYYm4-h`R$ElYWHA<=k9FPvh(|sBvAWU%;Y4@UTWq~^_hV0 zEso45wYjogTKo1#WZzd$(oYa_`JD`=7n{6nXn!y0PsP4j^wIL8@ot$au0l}bEA?Bz z&8=7_`yY=I9F4)BgUe3qkLVA7ANz|(+gLs)J0kr&0pL^w6L8X7T}N7X6`C;0clFQK zH3>S270II}>yM^RJjCENQg1<9H95aGOTxB?=ZxVZt$s<(Uia==JHeZn?xSGI^mhK) zE>h+g?b5>ILaZL)3NQ!}yRUtE-E!3R0|Vhnty)eJER%fy>(FdO8d9-et}{)KbT zfs2L~n>$H4$i7cwAcanWcf)7qV-5{UY8#19`y(|`>Qa0p*EkXKwPNxrvVO^VTXJX? zzY)TPMkj1ic@(_^j$*S4Lx!txDz^Md)KIj10{QB`S<8twhRO@pqrlMsfenkX|MTOq z*Q9Nm22qJE;q6s=ms8f2J{h}Ef6`)=oca+;N;f86z&NRjXQX@4y4|^Itb>wsk0WpX z_LSwhA^;a%el8h-7KOxxp+w7iM5R6!#P9H2Gz4FT`W0V$=Lb$@OTxl0mwC~hz71rZ>YeSr-4&LGhwsK|l z=B4#RWb(^QHSPcxA?bc30zo1OxsbL`Zq+$91zlNLV7xmOrOEcD0APBo#KTQY?J*}1 zhQMD!>d}IEMs;XTBm1Vpmmndi!o)5-a?BM-@GNU9GGju`WO+D2Hj~(nA4y;PCKha%IJ~v=5*(Mpwymf>oEsrC z?rp#`hO32wFr1^x6ccz863HPL90Dd>>CZ(^WikaVbbr zmz>z^bqv}xW_$B~LM;LBf78*$!TyTt@g{+o`V0HO*5>%IaX44US(6D-eLG=i_3O=4 zl?o#!6^h@A36)yDyxy!|VjfEpy&g_K=DC4pcWM$oekV96qSHOoOuB)W)6A8GV(BTy zd=Ce$=`N64U_#Snk~g@c;+#H#ecvO5!u|E<>_=adBm$7v!d6C3{;yJ##kYHnxaQ<0 zdzDn~c2@y|VauWqOV#VmCxiNN=cF>n-DnoqBU2}J)soQ7frU5^cBi@HiquZnH0<|Y z!?=4m$>Qi5mf?zdi9teB=7t*Ze*EYZOX;1=UmAVyaKI;WbPY!LsGUp@MISPb8B|p& zU%?w6lPa!)pArx7E}a>&7*D<1`HE4%1hgk&H^_Lwkv{zq_7sIv@M%dS@gfBnjtcox{lII3!2*X2ca=Rk zc}9mf0SPjsC<^BbhOs}iYr32P)D@43 zNv6h*v?C#OQpmUx@|~^XhlQ=Rzm*0j)294s6jGIt)cL!cmRrK9JAk zKs81aVvY*^G2~i;a1^Zq%LF8M+Z;QBsT4{=OfF+jaQKh|#lvpY_+&8anD=r+EioQ$6Ya><6 zb@Slan2$lu@#8neRpm|;)KCuw49uVFNlr~1YNjSuC&3^4{zF@SpJEuQsHr~>xEno? zvKqh)k&TysR1>-ccpPHj8I6ox424tdVq3EuEPyV|fv@=8F}m4z?ne+osqWn2$MEZ9 zP;N#P%lT=NOKc6Mt@Ai!QX5P?7%uH_Bw5ErF!oQ?>GTV0f>&vH$uO9rg&`;w>T{wy% z@q3^v@fQ+#F`_p!ejLx$Gi($*l~^_@>=`pRwN4qTM}>;VkGS3+#p;a1V}s|&p_g4R zS#r^X=WO6!|4G&ff`lsI$MIa$0=5}Pc6lkb-Fm-!q7R3F%PIMVf}gAYX83lFRoFej zcj(eE0ZWp}@HMC@bM6|dri1Gda3Er+$mIA&FL4A#alxgLyT|Qs>aO&YJGD6K9PG^t*3i*C! zAOF?Fekbc2M$!42Wc2m(`^^%0cibIK@qcn%W(dJ=5bQmtLf=4se8J+rm*Ilu%Ya-S z9#&(PQ6)p7lp|GH%%+k6z33uMTC|E>%w5Gp!!SYQmp8x;NDy|JzJ^q$=!b!@bQ&s3lF>TT#2Uii<`(=#XJk zrUw@YDPpQkPdhVuJBo`2c1}+ChCwTejwvjCDT%)T;23}wP_3=Z$Q9I>DMAZTS*$yu zN#x=bmtvg=z-Y}6lSb4NpI5JSqyi38yoE!wc@CglPfLOJf|Hvh1U8= z*r=6C#5AT(dv)uHx3TjD))+(KSol)uvH(>9{b(wTxJ+>sA`g1@OR%^!w}K(D{9a_4 zhL{bXIEhWLA5Urt!QIPen*@a04x=drXTS$psPc(5$e8Fw(iP7}T#%to-(l=hmmPn2y zae!{#-@1LZPF-XUx%W+wtF&Is4k;Y@vPN;y7;z{D#~xG-%}|z4$hc4ZuO6et+~g66 zd*(mDE^>c}CgaPnWU(`=mJO^e#7YkeLxj&=BDNGt`vvum-=$MEisc6#@X`ciy75Hr zEEOPi>1*uhB}($ywb_vh_ZsFQwlmY4*%k3<<&EimBcw@YOuU~niOeYzK3K`yL-K=^ z*ihLcfuQuENmt^!it|XOQ0}2)Q@Ao%OU=83&t5(klb7^= z4LiFD3%6SSgj=jj{dR*T__>u371`})g(HZ^4OjURZ?#m!M$4xyCXY!;>qV;YcP%9F zbK(|&;!k>GD9@#5hP>KOgXYv`2S*lnHpP|d0|<`NUG`s(E~O?dWdxt zIOg`$w>iM^725)2>CxMQOdx+>VF$-!2qY#;UpP2Ah?S^y2F@+^;qr4NWZkTdS>*-{PJ9}Jc+ruxzr zzW6?)lR@IX_RM_~SijHr$EW|r)H#Mn)^6RpW7|%}wr$&1$F|e4ZQC8AV;ddY?xbTI zU%h+3`&{Q&{jXZFeVr*;0x>itLK6j~G8O{NTs zVt^}`pMv34QyQa|kW~OFT_iHjVTWq3%wlb0$Fxqu*R#^*Ns=bj7R+rn8xQXdq`{2O z8%<7gfkb4$4r%Je2+CCg z_@ZIW-&42bf$7;&{*{%P2I*O$R1O*QESYfs%54%ELjsogl;O!#;3<@2q?ne^>k=toMI#%vPcHi;=}HIlA(g@V5Ut^b$=H5D)kGCR^f0U_D~$WW zJ_hJ1k?vpp|^4lSF+7l2$n29MkK=TlE8h`XB_BM zppD6X0DEn5orHrZO$zP%5=U(}Rx#Qda$hY(Ny)X57B5kCHDytg(3YZ=VCD7rP5w1C zP#n$}X?if2-26_i(|jqOroL-U-hZH}?D-Pp$QTAJ3>;0KWkQgFb#3!J|5iOu@A{F{ zS=&Yxbx^WT${&kXZ9a+y>N-YrNq5fYj7FKCBgRzY_-h8!NUC)mB8-p#6LH#Te7Zs9 zChJU1l-e&U!t&KG0fGq2*U13jtRk-AO})8ZT22!C!y`-tf^gekp{i75SGp10wy|Wk zP9k#gS*zBJFJT-xaqOO1F93Uf8J-{OaFaip4iqjk8v3`6byWd7BY!_q73Syt2)3w% z+xolBPy!!62p*@cxLO*tDrQZ8eDS&{V>q>X85H33)(RZlI#UG;dNK5zy*|l* zb(CU*k(I65(W^)IQ~d5x#7Y$``E`k|09>U5vr(2?*K;-w*R^H|yhDPCycLvM+v)IA zF|^|OO-#(4Vv-QXRV*hd6p~piM1lQk{A71uTtZOO@p^QlZ(d@obbQki~xX=0rF~-1yUQAAkgk+xz>2p%V8TAvOfj@7MuRk)t~0kVr7m7 z$g>G-{s@J|xSnL}P0+p4!p6h%Z;R8K1a1=k7tl%J28WgLncTddm<>?NG}W20N|N2x zS|j*lqJXW+O>SnwbmQ>RCu6VI|1S`Ib@+7a2w#ZvNeOzVT1l0E9NDJR7sQW?=P$!?0 zgn_s#qi~b*sYZsnUM8rFkV{Bpf=4a}t;v+$+ZA&iY3lfvit8Svtzcn=(t6{z1G0MY z2HG;Mt~A#G3SqGVFeYoqjENROOi$p%1ncx(^*g{EZhpbxjga#8bVBMWXp_c!l^;Dd zW8JkE1yPkw=24w6rVp|s=UhF*S{k~&CP@!`T-r0Qi!GTvt34!$f=NxwlQ%#8i-%4k z=3I3uqDj!KAC@!_;%LL5P8G?u80aUCrKKv=K{7rFClVZ0aiMVyCSoh1;r93k76&EgUgj+gjNCrL;w4I80*(L!z0A$5$L5Jt%j7UuPrnwhp4K1h$WDDIwpta8#I zXJNz`KEo%{#lpHvNCHi?%bv77&I8TDI^0-|DU;C3dp4@!O77-Nrpj74nb1r;^$;mm zrZ3nPr}_-9gUJSd=d>P$Spe!~t!aZs;Y9DTgm_wNU_=Giug;m%rJu)%BCcqno&|yi zqb@g4mY3_O+JUF2ktJi$!el7mgmF5TIP0gW9PxB8v>MK(ZxBerGarD`;|9bB3kQlo zLT#(EWC#=cB9g=PWF#xZaSJO68&Xx`tZM3)lq(b2n@~%IxyTn8n07bWxAcyHCteg$ zF&(u2mM?Am)BC^BirF5d>1|F?;*j<1ZW3YxlU>HqREpG!!9jUdCIsIj{;tOrt!izW znTyrR#=6}Tr%Mti>(%_BAk>ES>O>N5o!FM5D02OJK!Bc9)*7cTeo6On_gP6>he)UQxu+OYfNVKTEz4jyQ2*7b(z_FT>9>otx9${n5*#A}T5hEXyz?(6wCp zsebR5^u=c}G~3&Xo>Pi!Aw2Z|r+M=+|B0O*dEY&k%_c)r$0c9@Gu%N8wK{CE(pm#B zHEks%!qJ(`?QJjzg`+Wo^%dzHdxS95mA(oXETxot7zCzCOUh~Qe$UagKb%GQzq{dM zlneuSqFz~Otr1gD@XJ~%=2`*9Dsv0NoS)McQW*}!$~KDSL!*FbaP3ky-1&7pej>-wwCZLIxWa(rW$<9(W33uO3^6!DZz6!slrvHGMJ%Z=hK_11 zRo^OEX$5`BdWF{R#=kU2iY%-&lNklh={b5+#odk%AGEQ6uh9-7t#&O`vd#pC^I|AL z$TFUWVVUdclsWCQ8DHUUbZ}TDC}zl!4=yUS%7gvHg+kye=lQy5)yw>FnPIn|UaZV? zU^d4DVGg09B^ri7Fm}==6Yj@aX(g%L7%nTBFsv$62P3MoN<$;g&+H_#m|_t0k`Tvb z#vPL|w1~yWf;SUHrt^$E;_{JC%2OuFQw+Qhi*^(>{*46jkmPyP=gi%ZtqyZlgt+Pe4H%@?@bro`>qS zchSv&Q!gev6b>t>NiUP#2D2?gGUrW8QgXD5#Wozc)i8oi!34R~&Hs0Jyo4z2gp^?% zrqTByvZKz6qtuSaPI!=`%6l74c#mhBf^)z{BF^hWb+gt&D@+J_<1|#VC80l(HY!$z z__K`3vQEQngyP`yt^PakVG6 zM{M{TOdumtqetH@P-KITU~-kVqUkhK8ruBmGrH=!Uv#KiNO=-JvP2mYqu`|?PJfMs z5)7|-xjr(IaKj>HupK(Q>;qtA$d{L>DO7G6xW&vdubWvwk9AIOXd8)VIm|oyoa-7k zZ^}Xqhq|sbNfWO^@>|bGVt&vAbpH^f|3Hze-219Oo8Lv z1k@csP(~q@s(_O+5kJP-NTH)yb5uj>59}UoWlJd~1Q<@PvajfyT7h|xEFS(%Y`Y;g zY|G&-i#en!vD6AX{L|EHh7Qs=kG}qJwAz~k;ymC72mO0pc+`sq91|a<1T1k2o5XuF za?=a6@(Z2Hgp{3PD17V%N$NB|z<_ie_Y*>T@L<+0Uqm8}W{i|mgwUO`moHyREqeK7 z^vG3FDox4n?LHus5XmPkHl#feAZMp{y;S{x-1%$xT0=cL7e}!m{4=;WsJId_t}Y)& z6Yo38D?&t|jy@!GA_u(9-JL`ykH(L}uPc(l6&zdrkwxWls1k?Zp;R}d{ zjQwDBHt}O`cT4MXQL!pGzaFP@?(WxG?TChtDPg;ofQ74-`OOJ8`8;I#L&>bFAi<{VDWOCg9br^ zs+2q-ZhZ1a*TXdiz((BW?Qk{K^|B78_}K5k2ecpw#MZ&VxCeXYDEtp4vZ`)C%pBrdtXlY}mcmYFtx&7Bx@~XS6tF)f~e={Q^s7j^UHD?_0*`OjD=PTc4B<#Nfa{mO;BJB@+mQOiP!fPm00ZeyHY zp6WHN?q$E}g&HY_F4$8LQ$X`wWpkbO$>cEAbe-!A(?Fx(bS$6Pxz)16HteVy z3`t+-hH_cZuAD>kF1c|r8*vnZLkCdf16ad8b3ccKI-tmQK)5dFOq3cW6xA4g^b>(u;{g z3xtE-yn91`pjNxR(aK!EFc3T1SERj%{OI2Q__q;>-J~?9hSdF}?31AZ0RM>H@jsBa!03zt==fOoL)imLMaB?bm(2r*9mfY*+k8EMO|aZ zBv>VzNHoSoJB@etQ~X$S1pPtcKSYERJB=)Xc+iWtzW0Y6bcCQ+QLH_oEv;3~1)t*l zWm5m4PYG4!rbxTbZrVCj#VuUc6}i!#T0xV$_ap2zD=a-Z@OqAU5x1z^KUmZ49mP%J zn62dwA-ie7LDjAKMjJ}Dg0ggfF&Uh!BpNw8Cl-CWyIdtH0k5C-Y2Zfc(pt4r=x>5c z15O%U7~-&=OJ%JmCY3t%o>G)#r^c>*#Wz)tY2nySC|?-6D8}U#mcS-?+0A=iVT@8} z#MOu`6jQ6pLdl_3Mz-&S0F0DZ znmSQlUf#_Px2k~7g;}>0OjF1!Ra+0oQB`)7R5jzGR(q{iu zu?Moz%Ey?@YJsYLg!lo%hV31M4dq3!hfUk9ZirxPz7CR;HV#nR?$T z8CNSy*?k|FeUUCl&lz|8?!xE=B=<%b3EbK&Qqu28 zdORA4zpLhZ9x-5zRcd1W~kVvD)R%?Vf)ZqCMrF!CLB3xP*?IKu5zf zlMx^Iw&isHiFtpK7{Xq4oHR*+3hi>4ndde8@X5I85_Zr(XXQNgDv9;9SGN#vbh!v~ zSN2fIN61#yX)^fw)$g|Gu*&U#581ITOw^Hg+I$h!KV`j3pm|-#Ac5A$#)o7_4Z@HqEU|S!=BDM0gh5y0XNTEuf*$I@&ORt zaC%30D_())HgI^ewb%X#j;V+jvuIYuT$Bx`U4$Zz{DgWOf7$<|gF=I-BT&ID0>0FR z-LfB_jgNy+@$xgy>0t3@A&7Ylu_rVYF8#n>3lYL(N!;09t3*VoAwLxbByToLuLnVF z8qT?ayx3DDN0w`yD;oOYR78r^UMR`2H=}a0Vl%eI`LjI2 z#$%F0)aHOBU&hKs1i%gM`1rG>W{0qa1|j*Ref^bJ4%ZW!_K~1(9U=JUXh$O@&bD6= z!;jPj)`e=K4~1N7Xp{Z|V0NRI8SDj+-Edw0`*a?9XNaOk&FOs02~?DX%FRyW6Xx}s z2tN&1{X!~Slc_~XKIqBPfXYsBhNftiAINtC2x$fdQt>o5e^PDpFzTJ@AdGf-vwt#A z{~Su+n7t5?6X!u%k8Ro7TYVG^ijL!~^!a3ysH)RD9&`m|X6&iT-I|8Pm3$53{w zL#u0QoQ|gn*c=pUlW5z?CnOP{d=v$v`9QtAyaJ=0G&9k#f@7ORU=R>Olap1=@~l(y z@jUY0-`}YS8zAZE(06Lo2{TN-RWuGIlwl4xqEv{gW=D^!Fjd-EC7VTl(?N$4*LGCx z_ArwHX;A9R9O2xDlYhssGy;8`hF3-L6qT#3bW4=1OEF1?fMCO2DmQ*Pi)^~`+}p< zIF%msJXokdHS^!)vq%iXhoNf0nS-Y~?*k9(Li1UutzH5~%CKtvj@@4WWs~i9j5bdj zB8i9f?49zmAMEhCJ>MpOWN37yPMu-$yms8rE(P`2f0`VE?6{5R#(SqF{HYq7!4ne& z@)F_}3oHtf<5>+iFyTJm@l0y8SDgpI;K~t)M7+RIDV8n6h*s((T;BBhlRLtALKf?? z$`Gwmjvjt?9T&EoVdt!o4s3?nIJ&)&=xzPN*U7>~POM^KU}}%FQ@w8(W9^?Gs6Wbf zBDIBWF*qIm$AsaVft8$fF@2uvI-?L{>7nnzqqux><(Q8RbD={-r%x zy7>C)RWOm5qp#W_y{IQwMCx+!j#uv7AMFfrXViZqzUVEBT8UD&+3@oXt1Gjq{^K{; z@7z@^mv*nDgoTL)j6d{x2o zc+taV450{f*^WC*eBsr&y$mx16o-YC1)#bhTpTxO^z(Tzc-9F`*_ z>&j^iOQ`tOGRmqX=*Tm^R$Ema8k))MF`moK4L{C7J4&H8mMO6sjl0O)lNay26Gegf z75yCP*qDKb1FWCf)j`9w>a=Us_i}nCYIE7GLbg_Thi4r5&)-d2wI=^w8l06-HE*b`cQ;FQLLIvNd?Gt?Mt%~$LMM?WH7eY)dJ9Gu(g)EsOG^j;u~FOspSM^a!_-N{Go+1jvQ)GW zdvOyJ103KlFE5>+3fZYk z#LN^C@HmEm;?1Ecm__P{%8?i`ux?l}kMAGU|KW0Qs!Lj`jRtyr=0Z))W+W@vBrCn% zFKdiHzccTIDe2HGcE@Ayxcol^ijo_RjqHOlOER}=g5kKQsd zkd#kv!CvfzlN)EB?If$D!a%Cc0f3$}n~V|UN2c=YxSfEkEGtmGb5kUj9Nd&1a2;LB z=N+6gd)`|vwkq2NWndn~iiXb&a8f}+F8`YKnRR4yqKa_(%o+CvtWFY)DjG^q4JXbo zvWgC363kZV+F&R66wQ}~Fah&+ZrH++sEZC8NX3vX3@0=Ru4u)<&UM^h_28DcI>n+- zAdYt0*(M4p?kQc~WV62B2$G8WgOe4emdQ&hA7yrP-7d5lC+HH4b@J3t^R|sjoe>9E z_9V*Hkv#G|CPsCLOhsITp~-4;$49T+dXD}98Hf1TI;(|dZ}uniwRsc0oz1JnIRZa& zHg!UU#h8`Ob8(9#>nRhawiKLSIV~M0E8|l!u!D6cHlW7v$ z;WIsX;b5_I22Fc3n*#!ZWKr$Q&&&5CCc3jE4v?cW-G6pp2MUkBVr5y^U^z;=JMq@}vF02xn{T!?o^t;u=>G?6x{EfV7KRTh(f{JCtKn06RU{ z`fFH;tCzPo=j17R4Km<(96%)^EK9_L_$d*-$=O^*tmdl3j^%!Q2s&KZt=sb1lZ6p zeuR%-SwK@-R`w6tYPUMP?W~UP2=Mby-)*!cF(oBbr^i)V=X*Afn{`8KJOMAH!lmoW ztr-^=7rJh1BbM_Hyv0mjYA;xq@5^n?l}D;-hw`}caivvp!x{05#(HJeie-=$D@In! zaO**Tn>pU^jGeM)>r$$tL<*A}P7pQkyKzsmH(COFmIX!!E~T&#BS{+ZRljC65Y zEE_qq?YE+gX$L>{c0MflQI+8eajW`aq`<%Xho z;gFv%Ay}Ji-oKD9nhX=cf${}1w0mVkDPL1We6PcdfV(%aA?^?H{`EttHFrd+@Co!* zAMb8=)gPy&c5)=ft@Vb53RT5B6D=XcP6&>c#2&ounha8#+l-X#5Zoh{0Df$$QofWt zl#8q?dwFtKKEotTEHz5-tw}4=Q%+lygo*}bV>QYf+}SB>E`P)q z(Khb|ftV!~_GF#I5wG_~1>|J2N+oF&8p)hcUJ#4Dy9uxwe4pY>Q4iFd-fp-h&Jprq z2q6sredy<0}3Me9$2T#`NBrq(eUqX(baFYnK|_=bSyaW zeuGx|A&x3h(ehG~EmCxpVY1lrv*Zvxw{aAIto z3&+UgelM`Hh+gpglD=U~_pC;bPNVofsR_n>*C%T$;6`}B%cCA;)gYZh016~;3A?*< zJYH@^kHq2yt9I;yzvfhNrwQPL=ACei6&|+nd3JvX`gmiXGh1t z_BLUT**7c~DOFW8V9!ttzPE+iP8~oJc6fL=u<4YEi77$XMO$0D+prvCGm8|9o3{Dx zcxJMWHqP>}OV`Rq^XAPTA|L8#kBfGoq=d{1^H`u32){tLKHS! zll-4oNKGBwGbeNg92#CHA?@^s6dF+i(%X5fNU&tB8n{GFp*bt8ulz=<^(0L?5@?P% zU1+Nh>6{1g>Du4#Yg86(iAM=oRwkq6Y1_Y$Rthm;j!sukikhNv@aY5?=$YgjK?xV% z@fMq`z-DIgpd{BpbXB^NY3@e1-p_r(#uJm0)-+eEJk5!d=ZI-eQXWK8zp?-B2AOJ+c+bzc`GPi zGV+$l==I&@P|8+@3vuU-04)25@J%A!U6f3BdL$|_>>8-kqPVpx+nUPh^eyeg*y|YH z+V&SIL;+FXLUo?uZ3|RgQL@uv7gn79y)fpmGQHhC-ALp3`stXLgWd!5P=rA2?C4Va z1gcn3hy|Avk9GbE_Wy)f?yXh7d;Q|59VpBY08g&K)Wo2a!RBUO-tNAiJK-RF@G?^~czk3gKU`DEy zA>)-IQj-d zKy}6TP@h=5z^qilLWQ@a)`@2Mx4&8Er5$Z>p{f6XpVcuz81lCMLMb~wMbffHiQ@bo z8=|xAM2{j0SJInpjq!2bJ`>zT>d-SUNx1D2G4X5I^24F<(18WJXhkMO5hjP-(ika8 zFfmUu^*;o!4w^kuoFJP@Xq9{F9<1M=k#+WPx+0}hkeW!)#cSWXAH9Nu>Z^d&K_XYl zQLA%h#@}%7-)z4txZ|m}(|A{vJ5gYk;TLrjd{!?d4l5!RMM+Nrxr0P7w*D<<;_zZ| zH>VCvNI1H?r#W2Rd3+XP^#HN5?WG7KtGIT-w^SJdU?V)ziXH(Kl_ z`CH7qa-S6cX3;Rl$egD0L&%Cmr2c!@_LT>JYwy{&%0OPbgIKf^2xp@OpLaDJV;TH* z>&J*i1I^aIQj6H5z<(XGoIkx@wJXE5;@pvCZK=MY)kAI(flQbWqi~%@o-|>&&&|nH zb|^EtEQa<6@-XcZ?bT?HE&#q+Zni^%=;fbDEFV++CS6JwRiz?vDYY<;yP5s|=k8K} z+VB6of7^s0`Ss|Y&y*=})G3_VZ7H_4?mm&!`c;$kT6eeV7iMgD3Lv|eaGdJu6J&zq zq=YLUaYcp)R;52QWcIfr(D(nSYov)dFo-9;=WIgMg?D_clxpnmRr_6fhwhj6GLSMb ze@rRt0K(7i#HH{lrg?#1f=`h_O>1kdcepXFG#U^G1t-*!f;0+*QYK{KuJhb8lp*$X zK;E;b9>9+$JWmh-?YX11qQ^J)!?a^;v9oRZhQBko32Nofg(W0YOe0{f`_kn753aR6 z#3(EV`-&hT06zlb|#m3C9}^!CKaa(8Wcsa?w&0N_El>}-tE)0?H~T^HqZ&Oqr}e`jW%XPjVtQpSW+&yQh#zZ0z?=25Ve0NC0YX=*9rZvImV|W={ zM%cCDmd5v*3v)liD7tEiLO1@pWV{XUt_&%0JbvABn}2zOT7j~_;$~#K6u`aH@Qu6|@_29b=I!x)gk`rU5>{m;xRpT;GfS2< zT6mzk&*CCT)>RXo_2b0nb3%lX6`(Ys@?f}CSo4PuGyxL+c0R5Lk(@(0rdiB@c~~H! z7(LoX72dqM!W5kADJln#o8cvS_!v0GTrVgJrfw!IJs%<)4b4(|$gBnZM}_$&T0jPl zs>;&;k`f=I5a^)9W)Mb6!b&Sy8(LaLFDB26#>Jh{Kd*+wkrp<)piGd{UeciD#SIV& zqR1q}U{NL^2G|)kh9&CyqP+C0QtnGmLGuNQ@HXd|_jmly`a%;BkP_l_*>khI52r3x zv^T~=jY4pmnZ(rT*;=M3Qm2expozguA3;u%DJC>m0QPi(5|T+y9ze42!X zGGe=UiAtal9z+Z^(uD;D%@wJaPA6#Bm0vFN7j&#O&Ny>|x%l1_qr~p+2ix!MKY`>2 zxWd7nsDC5eBiewb1kk(zL7F@u5lL_D7ufNKD)Z6t)av_3fF69gZ)A0h9Q3#ylPR}n zn}vY+yDPkeeAxbMUhnMoT)-Fsj>wg*$!rMFMFg`2AI$`p|L#!bJYu~loM}N;q6i-`^L4P&1Rva0c^9q|2AsHO8hkyx5*pSQ+vQ<^kzVJ;1_P&j-@Kh1y^Q*iS%sFY7O0Fcw zf615ED1d|{K$wG;b?9`4i_a?;7Y;qXOXy#5guKM$sIwl)Xd0T1`@Goss}-%mI9>gzE=j-%K7|j_NYcZx(S{Xf%^f?nSa50A z?Z}!Wv(idaa59D@_yqFd8&FvWk)xL@xW*kNrH$Y8>dhnDUjFr?9{~m)9ijuI$OeFzM&T#hP;m#~%K7nXCtf@nv)j(2`V&|>M;az@i#Ap^^Pj(T zY*2F2gsi;SvnSA-(P>>N=}DS)kfmL@hlPqE@t%3@pIYFi zMc`5i7~elQj|-lH!kuUXT%NH$U})tY@CQ5|VOe(&|MzG5ha0?+M{8JJmqA}QBL5j(v4W8z_i!h4*0Gjd zoRTwD*kGrynsSZn2^+jV~)Gr460rP2Y=-sSzEA&mPaw_Tb!Az#Fdo0*>Mv;q8j$ts^>UhllsyywFa|C=7}22))vWzEytJyRJFgzFvLvEea6+(hU-&Y-GjAof&dmnxz9i;Wje@-B=ohOh@RUu%hz=No zx5UXF%!4NB0NS`N1GO4BvRa*{TMy^vmjhGVQN*-CA|n4l8{shE3&sGqim&jw-(*Dr zWLAl7o=@DKzRZOA8?mLbnnr_v^xMwzW2TGEjlUXLSDQ_6UD?{WuZ`CJ`merj=q+-{ z4d)BSNw!{o)SGM|m>$aWdAy$chXu%hH#Rlhyd39?(qUq0TWoiENlCvj&6JT)4zUQr zf)^DRH~jc`B{{~$!U_k9Iq3CdG>s&a?68*63Q&w_TXW^&)A*nDaWsMJ3r{{2SM zL&$}E$>>7=Tx1YNtUD1NteU&YCEx`%C(wUPeMxRM*r7qNYL(Q4uZ?TJNm8URiBFG9 z#kRlH+^jq}0l$BaE+#oDoO2p|!K)xLX#K5B&NY-rdP+=M8ahHgFcRp0x`QrR#V_={ z*@W__%^lsb!7?#w)nM8)!9F7IVenSekCV)6ZE&>ZCF}JKP~V9k4)sCtVqeVzDA9qg z)ESNfqxWjdH^2%7AX;B7tqC+tNEy1VJu&pVrKPg?Z5OandXHh)`+ManF%Yx-)1{Wy zwKOTmwWP#cXrddTX$aX93A~YYK7m{V+L3(U*3rHn*xr;9^6gmg$M$-YE2H;Ht~Hg1+O)&_dA=eb=Dnav4HH@l<;V-QGj3Zv?eHNu_pggLAjk9j zw;l~v%SEykN1ZT-l++XeX`p)C4sOK3=5|FEiW6RVoFS<(mXBvQ2;$^_Jx}WBfwqlo zkyS>V&J#+bRrS~t0MwA^r#nDW#P%q+b43N&WF$p#Zc$B6)K9}@FBXg;B~LX}RDl2$ zMU58hO`ikG?2?}E^iZz$`B*#Q8k3x2Z_9DJ(n*e23eao2hZK=qsSzwN&$u14 z1zKXIvV0jlEra=^3`Vx)>j|c>{a@TzlrmvCD<#=k9jMfUsY-Ga3zX9&>OaHc^z{I0 z2gyr{T=rh#A~OT9Zu00?34Ct!T&wD&lQDE%uusErYpPDP1K;32KOq<-+EId>#qJGc z((ph7As3fqi4uhustGYae?b{O+C}BWm_|8Z7<7;~>8Rs^DD)?y&7Pf{jBRPyKu zp}+Z-L@y$1_p%Z~DTMJ`+5V$>lmIgjtprId*J72`7r)J;#`@FSW1VCsNpH1wEsyIiDxZy!W0-DaX zyZRCK62(W0tQLR6bf1+P?etzDrW+c;wKZ$xz+=a6+uS5emKhVr&))}` z^TE@O9UUPX9QzG!z3ISk6LL?~T?%_|B;gdsHA$ulr&@7S;(2)lqugts5YAH68@n1H zyL!E2WqGtw*(*2B%o9O>%%de1+%Ov(VE7ilj65XT7@m>lt`n&|R9ye#Ns+*sxki^=!& zxLf?zwjS1`;)a8(9VbQ|sM_H2E>`BDVk}~ir+IlKR)lt;+BRjuSe8sOTpxe^_^PY68-(` zfN**U7>Vnp0Z}3IP1_wY=-**zxJ6gF8|`>pCStq6#b?i)PMnAoTO5YOx>p{=KiF%n z%Aar=M;Q9V27`4R8RZ>cn!DwM z*-yD0MKo#g8{Ow4-exo~{KGCg*PKR8HvR;NbYg@iH$?O0x48aw0bsHc0tEwro9p+_ zK$EOE=8*}GX)GRFscK^-;UTvdTM2`LqpC$D6U+O9NN-}SQ!4Avvmj`JO?g*U#1T9X z;A-7odGit6(EmZWf-4r4WNvYx$0XAVq~ZOqV_h8;q#x=tZx4&}hm+ZnZ_Bf<8LE(1 zJ<@qfi01vX;si^UvraEO&P)M4h^2eFcIM_a>XIO`-P-?=8*B9Yy{Cdu=MeEOA+(TTZ6 z>u1(K!W&rb(@;eC^QXV+&8|8RoBYNA;F%}On)XvjaJG5ER4cHI;-0##SV$Di`*ea) z&urc=^@8keiQM<=0P&>d1$46f*A!CP%gr~E;2lzrO`q|>lu&<@f%;3PKjeG!{jpk& z)|As%pAd65xLp3WfZv9?EK)2i021SF^Z{)63n?X}qX`m15nq~_>83^BL} zBuUjfXFS{)^V=vs`RE&mAFyVXs~;a?wgOl2)2tqQ$8|m;V`!vzFES+F^S5t*ZV(Fg zx?n*?Uo-wV&7^J~mv&sBN9p6o+U65Q$ib>EYStkdPdP*&7kSUav!L$>mzO~VI(by+ zK1rm_tR$3~3a848=E{@kMh0Ayk6z%wUT8kfRF7kOL1;$VV;l2P(S25jlsE3C3jKG)r# zVR55G%Uk!S*Zhwh+;SjtoF3d)U-a$Ii4aIEB<|gYioTY2PkQzAlyFQ<*H}GA>Q+DR z#7OL%cOcH(2*dr;1c%$&vm4y^wh!t{`gKme@kUUtf zkyc3D5O5fwa63)h;F5nH06A045qpA^c)4if;dA>gr~Aa|)rB2nsCYj3+Xm`z2W_)8 zphcRXan>*$??B2ZcH1v&Z!-UDAoL>#In9PnEF1-HjCWE`3oR3v9^JJ=0cwjIBqOKk zkpJ|eLY6A_BKpwyCAiQ9U$xg<$0GNSETiugBGq3KIh?m8Y+mK z-1T?hB=k`bkN=~QVBS5@5&8vCok6MM{2f-B1-|X`)pt~Y@0#}x7smE`>HT#~$Y`PF z8#u$(qa-TK$6baD`7BuU6qKR$Ww(U%8+qR82wlT47+fF97Z5t=w{`Nk<*5AIa)m_z9UC;e6HZ?&e zAS>k-lpMJ3J^l(GOTTePQiKdA%;#EQ=^a`-OaO=pZlAZcfqfsxKh+eQ;^oaG`e~zA zDm3?eR9_5y@ID)?8x#2c5IloPJdk_VpfzHUC<{%&47y-<&Mgy6;;<0~c15nD$o5Vs z7kOoTxgQ9raf}3!BC~deM7~}S=m#~>=QLSta&6yXL62n2`EfXBT#*b&f=HgAjGK-6 z=4+Fdt=NsRjwMeherzu~HT=?MFVzKW6vq^IM_edAcJXqV3%% zM#Exv4kjBpp(>I!QY8p)&QF*v#=aUcLsLo0DJj16PX^~@I9)}Kz(xft6M!&s!d|G- z!WQH5AgRI{rdbQW+CLgN_kgH3#;SFygg?$um1hzdzfSzoM@t3yGcgXfks5~+%A@_n z;8Gg-kC%6S#dmmnIFmhui;s625x`U!!dZab8|`p-Qw1WA4LS}#Pz52L#UREBWL^qg zFhDcg{}$xe6rj=>0z*q>Br_+DhsFFI6N|$-aJ@l~rs!rsbBz>#4#=@$!cy~*N8U=hE3#0$}@1QI;70j{3)x!)s3|&Dx?kk6 zdO;eAeCF2#1F$WL9PSS^*}q462dBY4Lt}<>w=NBeD>(k1LI(VF6rrN9pTtHqc_Pf5 zp}=FZhLxbaEv&WRKTD@}_;8^cDOs!oa+n;*K6tNp2LBPaI<7-QVj`ujE{H962Qe1r zP+QBmpgxWbu1|_!XGpHes}TW=6L4Pmy8%I7PXnLv_==*IwJz5Fc%J|R`<^F;IhsyK z(Ns>%T@HsGoEJEq*^V+i9y*+%>8_C*9wrbt*ma}+gR+y2Njx3}s4G3*puZjPdwus5 z>RfC?Hx7xjGffTw?pQ=~bk80K0aj{sdrzMw?x?8ncoxkL^d3Q>u>v#A(hv1}xRI5wOXx30zblc! z^&XH_hh1_&JLv>6STC81AdSsGM?SvTByf_!edF7Lk@q#4k~^Y0BH*5;;>D@E2r{HlzLAjXVI_IyrIA=buRZA00|3HL!QL(AGd$o||ZV6Lr*o z!nh#}s#wX{hbjZ4irEyta}kpyR19KYJkhLp4&P;Nkx}^c-;BMLL}vRAd&vC`Suq3l zIR*NSn*sLi{I}WdS*l|MHvFz|8X`SsP$H7;4)7KwaeJpDyOl<39x&TUAH*0B56JtT zbhrt@p1gt!hA*xIS)1SmF&aCk-3P{2IlagpHQ9W30nr{FY7m$A(V8?KCs^IVquzf- zjMgyj?#_nMGns|sk?e&2NqCX?J13E-r45oz@@fS=AGkp}XSAI>w)ex5 zy7dH|U0fD)UDMI#^g{xd-4NfooLWdl$^M=exW)M19!i@aXVwb#>fXM$8xtiU!h!0z9M&|#K_-z zq->+s&nY6Nr$NOK%&{;OBM@a^@E*It=$eC(hiWhD#8iduY$Sh`o@!^dxhM*Z#6S_= z^m2E~$6)Yvqlga=!Cn4#5f*P}AHRq`iRFSeNFRcBt2|%m@9bkmc-}ximkkx#tTxT- zM&%zOp=keRfvKj&MNQ9nLwpUClamzd{VSZ-x(**?N;@>sWp%r=COg@U3T+Wor@pcU zP5s2vcgpP>5=Kawees3deQW5P&JHp?+_qFSHwj@c1sWle!Y2~*V>J{(zW{5A#vaCz z?*%%f5_c#*xekDr0<_zyM!adxHBc^M$yxj}UV8)6rFt}3Y6r-+Y}$Oo6kS7b zmK;XCdP?JVR|tM;t6p+|e?2v)7>ti0`7;Pz=#Mcn!iN+~<5^3a6w8>L1=Xnny~9~E z`-Al5zq&GL$lj2XjV5Za_1`=azwk4wX%HrKI72j&@He=b;I-&Oj2>dY2`QNH!YLhI zjz<(`3wJh0zSe)a^_+N@wi1MG^oWo6=H_k@V%!d>f{Kxhu3Kxdpm9kIjs3;8e=Msv zb@jam22V#!y&1UByI~qYp?1{{IR4CRb$%qv_R{TJK|5;ovc~P!^$D%ixXZXTIFd() zJ?9iEeR@MmG}#@k>Df_eg-}}385;0nxBuF6c>#aXA1S}yHP!$YfA!>zhgUP&w6%-U zas9P>TNdW!0glYYLGYRkUJU;YnjKyk6!25ynwHVDQ3 zCp-X&oxW^x1HUvNttAfH29*^n_9p>@@WtGCZiRNy8SRiF2U44WAGLD7>1%@u=#cF z?zoJbTC+)5LBkGXV;!aiuBtzc4<9xPlML|E*qTAWiituo1SjSa?OcJZud$| z#Uv6VX`jn}1Y-$E8ZCLTI@h4Ebdq{*d(qzLLHySB2qE1544G|p9~2ESoQNgPBb6Qe za+#>Twy@kn5WO%Nm5mNrucN(zi3n=*VP0?~tKdX>4$CgAQzZlfto;r?R$VbNTJb!fz1vq}i=gB~D-!ZT6rauh{~4u=q5^+}{mEFVmkc*oRpCv4 zdpP`w7}gc21L9uB2LjUIR8uauRRwn~c8S1^iF_wwu+XypTTh3A(L@$xxOhCeA%ebi z^k%|q9scRCzf{XgS%+8gUlFJ>VXibx9fokZyy2@|ZS8Hf0w}3 z#-4n^Ey6;@SXbJee1{IXbKQbi;fxHNeRC?2|AS`8J&q{vRoF|WlXh-mR7@T(t zN*-Ow+3$|%G|qa|V8;mpyoXCogE7ERX&(8|YtJ$vgQ#F9g-_x40 zHdZAATO!a{Z>}$~q3tMXylN~oEY7_TD$qOT zxiRY36A(myvI8XnFDL5G8J$p0!)}Bv;=n5l&i;8gv4N~cAa?ur4tl+`>JfELekGhf za85Ccy9qR~;AqnW#DPXPfj_!(Gm_dQ@Zp2LS}|~%4-dHV(=Z2vb+O=LNlN!lzKmuU zQ7?2Yr0l!gGCdGnZZ|QrHBB~${QLNI8-;H(Fx;UnCAnW!0QK%$wMMt*TubLGn!mS0 zLXHNl->J(}FXpd9ViC``)NjqMlWysSGFV{^J=kE#teC(#JYrc1=S7{j##pNAwXXPqXN*jrl zwR!U_j4HMG10-008k@pPk1!4A?o7-Lir`#eVTs&|5F(-Y@C(y-TaObVV2Q0*npHp- zQ%pn97#$cLg;a?~{AexkLgQvb8*Rf86kD=oME*(KG^uPdm&PoLm@nx;8+572x10(W zI&(xQ{KYd_Txa(Y?c}rYGc)nEl3Rj|1YQU4e z1~2cSd>q@fiv+kH@}~8=KLpfY7zXLLdM9vmR~U{v}iwVHdJW2 zWJ+T@3RI8sG0UT~?$5C4IguR5ef_(&JHe@5u!fQ*P8 zo#RfT0?X6QO+c1Vuoz%Kypm=`%)A9cXb>W<_Ar2qQD6#-d_(fJ(&`KzXq51W)Li8u z&WmK$d1$l_cWg6z&uDP27%z$OPG@6F{;E&mF@LB3Huo`=Ob<#TE=~V67NdUywvsY7!*Erx0tt zf2H$P3u-%295Iay;4{K_a%8Q%gB&9cWK>m&!pQ$3u(|*hjR*7xSHsbh^j<2bK_005}wYT^YaQvueSrP;pVEp z%Y}1SE+<>-#XP@{iIi~K5HzIR!JrP{x0BTOJ5Y zf2BYZ_p&C|%6$tR zme1$-M@zNH4hzDCIY*svLH-Obujt=j)&P`JdPvC{ZO%WY*eNItQ4s z%Cn>&R=U=YsF@Bj3Ifd1n67#777lmzjtzu5>}QkzG*28E$6`c55xKql3m_y;GHBY3 zjLgVS<~_!wAVn3+QJTr1Dq!&1y5tL7v3|#_xS!y>vDSIjSP|HLS?e_+BFM|j!XmAq zq%JhF=u4;u%GvS`S8GXP@HDb=Emg&??kh50UyDl=yx0(jvIOArgRf7!6Grd-JNN{% zES={~JJ0HHwZI{af6o$)eP|;68=$K@wPzZqMV4$#K$K;Ok7^K-x}8ypBtt`+SEJDl zT>5cKbt6EQEO1qoSW9CMoyUrva{?2WD@oQJbWswTXUdt{;e;k+bB0l1R?reDX;iESJFxB@YV^!TM9REND^4rpf~U#(BqrPe zS5%gz7fQ|&(mrr({P>RTBax&yPuAl?33sAVWy>9weQqPAfLW@yjx_Mj*1wf#*IrGl z0&b^q+HgfTOZV{kk)l(3_TQJPFq@$tjtpQ0OhFZb0$F%Wks(KS%o`jmQ3M7{F0xYFRh*~Ahm_Chi$j=rK-31%fWXCL8{@aoRODJ5U4hDM>bpXn$ET6ZzveqmoCme&{i+*|& z5?!iIrJ17AInN_LKz!A9=gJ*Hr;#*5eGvxw>CMo2qCBKoA%&Ur3~TZ+3!(;T4`Dp% zPE{iau?(ZW0euKgrqB|`nuN5+gX*tJ2YKO3O|cLOti=-N47I((Zv19KR0R{QHGDb=&Bv?Z!B6%XmQP!c-Sr#)9j%b#T1Q6rvv>Ztdi*#PEr*BO^0k7 zw>#Y2ea6%M<^a}~7iQY6#hBhor7lA-8rL|rTwryiBVUlP@K>t!cj zvLBnqS%<$twJH#)fmBGkAv{6#=y3HII!+j9GQgmVT&j1lh_#du#n%@^pSj+8#_bf8Q6|BlC zkj^?l>;B8#`;z7=RHU!fa7&a5uQKbCdnz@-;b~IGn86Ey8XdhDW85oqdF)y!dc>5& z?+UMCAPHl78tjasIoHq{2E16?9SbL%e0R)T>$IoBmc&}2CPfW=!Eytw*|UrBW%-ih z$O~ti=~*Ttr`J*<+Y>nyZd)8Mh`5g~85qFq_rN}7P(pblneOu|^f zQ2e3F^q!&dRVtYMMsLh$$Lx1(qXHPrCAv4g$HKH85OYNePwSVQ;(Awn!N%B$MJUE# zGQHA#glW9rD1ass_-}NMG0m`ls174;5psC(gqTYc_wQHKHfF%n;|du`eVIu36VB=tUgWuAV$914HuUU@bPKp$;s9z_qTg#A0) zG>u^{`M9O|r2{4LaK;q5*)HKz2YM<9z5LLeAf$8naDN0&;);q$Lc&hGRZ+OyXdgRc z*+Z6oZx5&FeL=s+cpj01fe#{kFGu#KJg}P>CWh&YVs)7i=+V3%}o;H5W z=%YhI>M#0t>7VqUI#bkdoaD@neXc^^{|=28#IC%h0j+s-pu6WP2)^H}UredbLCe|ue@?Rtx4n7Goe+tHdnJpBPxQGunf zS)=240U;r2eK0c^-iEZgLNmu&5X)(t-5b*?IUi8ou^!xyrofN-OOkQdn7?Uutbl zpHKz?{R0@0<|vk{hk`9!p(qIcq8N9$;m>*9r87UwUHzB?Wh%;HY;@+d;mN3P6u2IV zX&v9ncYS^-1g#T#;If<^;sy@dV)FK@&WnMs(Inn7s+h*Ugu4q`&$kO6CXtJ~%QeL3 zM>{>*vxLqF24K=M?0HJ>jsh_tfgrc6I`C2z%M<=t(549mG;~-{BeD(5 z=)QA8&E}t$Uh0$vBHng;C~4+36M8H@8IW3Kqow-k0F~dQCT75kUXPtUAJ2R_CE-W% z4%PkXBJauWy}!m~o!|BNblUR_aBFG(46+AROm${Z$oh2`SU0|PcF zK~!fnL9Z4==;E|)1~z;bLLy39!$V2+iA?d6orD&ySh=~su7P~Pt-t`NfF(ltv>c3}G zk0k(YF=|ze+-AcEGZOs59Wy%^B_z!)oDs3L-mR>6v`*IQBz?7CT^v>RD8t_55ocBJ zP-w&D8@<#JZKlDXNY=itG)TNp?Uv<$EwCV)khIHO%@#>jTy6mLiA-hJSQXh-EP2(? zXpA1cRNW7nbii~pthINeP1d`?w^K{hX$QI_%S@8vT zC)?m#6QRM<(6=aM(v*t$A6O?}>&Rp+`rWxI^dHXHQy2VeMgQI~Tg7!)yxyW;&6E)S z9Qxub$Im1e&fr^6?C$EhmOF(t-X}+wLWM}KIk0zhW1G z;c?kI5r;A);kv(j+~?aPwR|koIDJ6EcafT}hR@5WaZR1w zIwQ%L@@%1#+X-r2F8#k!f4g@N{dst92mPVnpi!2f+#&U+l#J@kMi5uqKEa~Qq5V9Y z@cV$+{-#`Y_10I079dop(X@E1&`0LbUA&6>cRRfSp(jveG4G&1^ac8=L)cwdTxg|< z&i~u zvlZF)0wc60iMY;ri-RMBff~0s>#oBU#wvw=Kq-ju#mg4l_!?Ka=3qF6g*E*3S5lSLwf2)Q3p~peDKgdua3JPHa4Y6ocuM!Q_eRmtkqr%V5#(?Q{XF z;zCZ(Y4}@6N@>ctUc*csVKG|j))nk}4x#ib)W^q#o#W%!#gVJMgTL}5_S+fwY0fM~ zH>DQu0Zsh6tZg)SZqqm;@d99}7L^^1wZF1>&gk?qUu3t=Avu6_asheFU&OgRZ`UIORqEo2n_+L0|Zo znRzLtS9cFB!<0=KzqzO&V}tfqw~a;4xQue3oC=1~?r>O%8Jk+53#G$z`!`(f+wqw( z>#t?x$e|aiR#H6TC5AFr(A}So==%47(?gV?)=5eRX_6ldCXxhHf6K}%E$K^9nTk$S zx$&#+Mc~1ryK)Gx*2mu9(*1GwZya@6=`=)EwYwLN9v3s;szz3x#Hzji%AgTLY#2wY zU<#K~r4!d8p2S)QeA;?Pg;>onu=iQuvsn6|4LGiypxHY$BhW1Km&VU%Q&N&4d|Pk* z{${XE@Adt|D4GX|0m7+hEr=I)IfCmkUiCZLMVs^CilNI44!0_(D_)myM^Ox{59=)< z**QD}gNKLD;_;}Twf#Y(@9ys_o$!v60E;4;FO(v-I*u;4*wa&LYHFS=lqo4JQug2= zQ3M=bJ4zG$Ke^+KN!Bd;UgcP?k?HTRo6&ggL`Iza8*u`r9$?sGN zp+jgmiY;mIViOYT zYoYnM*NZ)|C$l+zf%s{L^B2zubil#NZ>M!ZV6_bA7tJ$XrGjzPd2nU5eEqhufh{B- zAtt1RRkT5N#^$DS+GMhlK)O6SS)4*vTKd}`1%#K@$5mIl0W2QNViH04QwU2KUd01s zvO`1d#Eib%CNQ@0-~eW*^Rq32&xjx))OE$wDb{HLI|epW-~hELumfD_g$ zw?e$^u*;g&7pT*G!^@?U3!>q-zmY4QS&1q_Fp*NQx916Cr3ADuNbv~>v0-T(rbw{C z5cK#VEYcbxJ0OtC##fNMik6}vCKy%v|B(tK|cEB&|0drVl^p$^h@YN>OJs{gLU+;wp!~$ zDV_GN2$OL?pv6{A5tF13CAt~odDl9jYBq{BDofcb2qHHpDq~mND7G&rE3=I$`{Kw^ z4+#HN^e4$yb1t@poL`k~@Bdg3uX*za4J{c(D*XS7wln0{_t-S8U)nS{stjvLkeZ}4 z%Wwdf%a3qbW23`2+vAsn86%q$J8@^xDpFh3pfAYn!0@anhg9Le?+pmzVOq~s!hcod zIBO}p(g7~uf{5b?TCrfyX*YGqEe{sQhk=&UM;xwSkkuQ$;UhEY(1u{73cufF`m0J> z>q)pRtRz>9iIEp741!GY;AYJnXeJ!n+ijq_@!Ie(&$y%oN3&t?&*GBO{0|mjFx1)9#d|C5?)MVezidCp$WUJJc~<9 zO9Q?BAQz#?$xDD=lLSE{h_PWpEy@wQe7!Tt^jqdJd4*y&ZH>*gS9oZ}ijnnQ6Z!x(xEY%kg@tmiY z$M%%nK7CczzagYlr$teRdz4wdC7Q1dhBn+L#gIA-;&7wvgR}MuKfUD(WCM-ve7XwD z`nL)Jf9ZD*N$txY)3$FOmW{Xl@gTNI)Og=KRRyAO&f;s{SVl^sG|lvbQGx{X+^HLl z)~iokMPsBRHX=32z12f*9LohLk&tm(kQ=po+CVeBD_}DTkv6=N? zsz)}XYs_XPUCXc|-1q!Ii!HO{d5@)Vk3%x`mUmEF?VF)3VKamb0)Wn8`^m{Xlt`)$i!*%B_XnD4-G6JuwBTrM*Xz=;I|HYYA{ZOs5ZmpaPmBDsb`T@@y zE3@T7P(Bbzn^!Ym%Zpwe^ZW>1ymhHe9l6Jw9mWhKnX$A>KZYWh=@6=lLc|cdI-m%>^*xGnv-`@EcQqYPe4tInk zQS++*wW_MLuUWIv!kiIftK*N+8YHT(0?=iivX~trR5H{bDQDG!|8ngzaLHu zymi%wYKQYF5*!W(0nE)*CcA{JtSR;}U$-GeCWT+l)pi+Lds8*wq?Lrn4>ep1KFHzz ziTL8picr%98(c}rN!j!^yu2fApkD;NU7B;y&n@LMDQ5k+h7i*8#bm$(rgV&bXfz%R zKW5%b)nK?2_QmH;zSH}!KkR*|F!%Pm`zk(vWdFw*-t_xO-@*W9^P#=>;V!06xY15T zj&7GHBoxum?fL0xz(~X{-SJO}_e{ETauSv&9BTLj4D~2?w94ajI-2bq7cTnHJE-ki?20ObI8>GsRe(Hpx z&ZbAA7TzAjqV0e~hRc3#E-W^RX$Bdo+qWS_y^c)p9|MJ5dqRdA;`W#!WoU96n02@q z^#UnB3W=rdNDGdxlk&0q7>;q1L}EpTNo)KCvQ@;8ObCoGAQ0MBDu=s>!%u%B>TX<| z3=vD;Y&XL>8VKBrBldM{Y*QUtliozUZ6S3!06}4~va=jb?NDQaZ=KEsQT^n_xHbYy zB{oG6-afbouRS$y?|FjMEQ{E`F`YDsjKb*VWJ9=AmOd}ue~z8TbL!`wXd0|XE*roc z`7RLtpGM+;Iw*dGz35l1Jzqaf6rGhvUgJ>&K}lmPt9QK&T67l=`A2Ma+nrecuU-Hw zw&NaHaY>2M$d3dN&{p!56wXf#i&m3>k4DBNKL#=ICOUzLev6bS&H`v?xGzCDPJARa zbD*TxgEqE(*Zx=EMr^IVF*0ck9Xj5W#;PLf{`@z1zhilS>7?3R{hz!b8zxcE$1Mo~ z1mo?P{J+_tzeXnN4KnF%f0i5v0X<@!+Q_DWj4+RTq}c42hN)WX#1airw{-^L_ zGLio4I{Yn>L7`!7NUS=yIVrfMI4XB`Ny#Wdb9Z2v$*J57#7J^@d_oEuv~jH8rP_}2AgyQ!nlu);7Lfd(h%Pkb3*&TaTGdM&)Rx8_5Oo9o`ZGcw(Roh!zFT2^ zIsjK~GNaubSJFKg#ivtuY|7NF(+aljTGqD_*KHM~9P_{1OW+?Um17ferGYj7N2)l^Tm2FGP+f0LLSo;6tl1FfF)Y5{hdYbG>%qk z%|^?CHJh0u6)kUG7mzz~M48CWXa^teT$Rk`8{2K5%e7{)P&$x0*J~4F2KI~OtP98C z5joqpYN2;kT8&rNesA;ZO}MGdroN58@Q&;mV?=d^BIFMkx75JbuZHT&&E`|%PIxw2 zErTy1BXN_PS7zi##nKFK^Ocz0=}pX`2Cj>> z%#pJho7i0^)~;xuw8x+uo13c}<|)il%*@R8?2bwQIr;K!jwa4m8=NJO)#evVRa(=m zf4zS!QGL(-IE_l;|92~Kk`b6X3|Y2m8mux?+!yfK=8&t4{-|CY}2uOH9M(j}+NcV$B3n1ysa(n6 zc?A0L(G!x!S}I7$&FvI12l?{?C*lu*5b#Vk+vDeV6LkIbA9*;LY}V+W4O*1X^A>Ds z9h5fVAZ_qZ{sS~wEfcY@u#6~5I8gjp8~j)~ila2}jd7~|s#325CKihtU6q{Trkjb# zi?d?Cp~19wb_y~j%rqQSL|!O0?nU7VkCIFYluijQ@cRlA+)p8xDug?#TA!%wp))$V zNrCWm&uAmo1f&&8H%WUA!s2i{!4vv&&(>jQK8rOmdQ1~}FPBj61%BR)BpilGPr4xE zxI5uJEMYsy`dga2B`Dh|Je6U(@~FXI+^XDXNA!=ycw-0t2^WI zK{k-V0(31oo+@>NpzGSo^9F0dG5+NttKzhWMm&1yKjnvDEOt=#rz2Tj0Y2kOZ(0>J zA_zUG@Ls0{TXgw%G|It-XSTy4)oSzyvg`Hs@0cJO}N z-Hqg56qx2r%dRsHhkG)G6ckAZ_2$;v^+3;hB>A$!5wwY5jT_$zri`bp6ZBU{k>u4R z`4|j`Uv+*DKzHiGKUk5F`1tr)wW$o&zT~*1ZXVzRscIM=r!oLyWn~qCYi-B_u8K$b zS!WFCoXvKZET(`UQ3??-mgn!z|WKNQhK|Cta`~(U;jsPjtD8?L0N4RWH|EYId zB1X#hp^MMnlk-vo{pB@t#Tg*awT)-4A|&EoS98_tJLK{)bsWNwYtHz3I%OO`G0#!m zLh#S~9G%f{l?U~Ye4scCHY2ILkG@1vh6-lTp4N%{bMu2?!B3=CdlQ7?xP*kZQr(rbHtNiq8~aL)hTpony7Fq@EOZS- z#KerY8ytO_6tuKjuf4FzhZ0g!RMHFeIplH%_qTkJ%M}5ZtW*aMu_@dfm~(UKfue<= zF0i)Y^dl4VR=1CG=lcJQQCzEX;Iz6Xr`S^TTt+I3xDmdNP!$!Kf3Y(5SL=)<4k{OB z^#sNksT!Ql{52@AifCNXY;F3+kbT=633@?cF|=_y&ksQ+-*GL(Ou1YSslihAXZp5L zZvuX^(}=o$`n~TfL3MV{$axUo>cjpEQ?kw-V-C;n@(UMMTbdwYg!t)0SDNqb_smw| zfD*S-vyqnX$kGJ;Z0T{$N~<-DbXz8;ho7@~8&22TcQ65_)A6t&`8~?*4aytL7b@kF zOr6aL*Mie146OW^GHm9uT|eV@Y8Zr>Q@;@EznSbkQ*A0Fyp0gSXV6YXhoQC2_1V6^Lrcc|+=o7%j3)nZDKwOWl%FxR zHTcD|`33beaNsl;WA{F545!M_8C*T0Jk(6R04 zdKB9_(8tpp&kV~n4BIyCB*5S4{yzJ@H(v4lLi2vMDOd!+_#ys~_hx*xe{5LFjb?PQ zYIcWtkHG(ep`qzIMxMrxz%$LNgqC#RdNxb__V{+DPtJJ&%Ok*6IMz0gD zPdc8-*W3-GqL?scXj?KWwl90ikC=xNM3>H1UTuFu=Csx05H7)(NZFbPnA+?qSa7LW zh*ZW1ZAJlC9G`@UDO&4k^w#j(u#)c$<`GaMP`-29s$#f;wuntA!kC{}4 zy6q=YSy8k4Wn^O_V%pj_44@`FWl6bDbllz|i(KL{sP7H^nCH)j1==A$dvUqNo3Ef!qb89mas-XhS->AMWwB z2L`aP;mw68hi=_@(t@)=YGH;l7!M$>t0@4%ePwkEL+mZ1$W>Y|Lf;VAO=9y)|BCBM z0L=yLG~SF*F2?YB42q8pML%pM-(O-rLj#=EOo~)3jFk$KTL(2_mh%6Sw4AIzefP%? zPHb{d_ipT+4i?vO2;Qv#9Rq`+)p~*+*)4w1ZTKF8f8$cuRsZ7SQ0gv2%N`b!sc=QK z?yej|DjH_wZ?C-h2}VJn#%@Gjt3Nr%GZT_#v2CeAdE{s+yu;oTbMbK;)0s`h2mRt^)&_FwoZzeBpOnLgZYkqas(EN+D^5p}v zC;N1=PBxZ*COlD|%^@6nm9)}B@Vl1%n=OYm_NRaGv?a}JtY!P}@>LieK+*Wn~0PApnG*!>-FGK6-mlYTo$l(2A4}-_k$`bi1SbwYTcW9$~8%^##4<36eQRWU@h(VPNze)Pv zOPHfXZ@-AR{9DpMUh*}er`W_V zT>;ndscrns@+4##q6}V_&jsgvQVI&Qlv?hUtS%e9YncO*qPr#;E(#nX0v^dLcEhCv z+^YxFZGJmecy3+tj zj@sp=>ecPvmhMk?FtvLs{^og-$|@Fo^xGh$-x4=|wQ<7F^h<|Fbmvhq<$nJJW{!2p zPk*5wW~i43TPIFsf4fLFv^XcRJ!|&MdxU7#vs_GvE3mEqcgZ^t6BCoGL#b5-SU;Lz zoQZ6q(8@|XnxwKE>E)X6U3C%0e3rf0Qq5l--kz4|Kn@_)5wy<}T;dcNAJ<9U(@`@tccA&KZ$$FDxuoflTPMmROu66%xVZ!hC z*JzlIMDZ*%RTYPbWCRf9l3(8aR%xvEx~C-nXwg%sB!tZznZAd@6cW#nT{hUr%zh#dLt|$Y=!s_L> z>AYzLDZmPlJLXk3x9Ka8WSx_VD+2h1=m>*|=~_3m507gd;rq}wPt0B<3GxSqt1~fi zm}E+XAo~IT0%mle(ShBqa={Z0Iu26m9+!J}JnpL5Z^thP`V^dcintTr`XfjDFJZu2 z-2_5T2vmxh z!nGfNOtyJA;q$q|=SjsvHex^M{suPq1gM4$CRj{;gGlGJNhg!_P=|*QXp2cT<-xa_ z4OVpR$|zGQlo0AU`%+$g_?em3Eh}1OrNj?!{d+#S*nq%&joX*T;|&A^kC35Xrm1Wa zp@i>g&8R%INpFq>x=4}3r@mV{6|rbK>f)qyzaZGR4=!;+6-q&FZcan*r)%{nrVKs| z%U-B0cU)q#hNF+iaB8Kol2aA3mJ*^Qp@(J`OYTh2rc5%;PgCj+Nodd>O^%%h8R;;R5kIOLKW>aNyn|yG?VC5e zOpJFZhvIdL+EA_+6WvHQS#pc){(**eJ|Z#dlu-EL#bvo%E%(dJQ7!i5h= zVeR3R!5e@kY)RRLA@*bz)(K9t<6%PcLp9O*uiF5=`1W8ZB#3EfV03A^xg;-cSMM+P z*yzBqqVRc8LlFr?fz_=tF4t2_;nC3;#$IYAYBFIseR@OZY5+??GJvYt^J{6Z1#|24 zNtfh?2VIPRpkGPoIjF(7Ns3zt@8h;9W z6lso-tGIK2*(VWAbPBA6dR!CLHRiR=)(!1MT6xFDE-L9r9%K7NG+AT#&Ly0nilMWFllU0XDbs45$kd~4o|BY@)X#oB3UtU?}XamBY*s6dRee+i;@m>O5F9>q8b);c;1C8!d4Ue zA)9tlEUjQ@ofAG2G|KIBN6 zFf6pyWDG1-xfILD{rnFjFiU#pyQf!U8jif44z=0gbxz$an%Jk>-bZ>Vc6hw;aazrPvjK|*1O{)1ymlUr1T8C+&39Z`M8LrF} zQ!D^0Fv__gRX&6@lH}_6sXdjo3?ec<@o=s@AQJ0Gs9e0q`_x(&m?Qof=M4Uw=C^<X2DP zMFTklBP5c3M@UIJ01=GU?D}E5Kp_QR_9Svw8xw!R&qi?Qu>ub+%su2uI|{8TdL}3q3m7<@co? z+^XbACI!=*pfRhj>$|H0w}X%)eX%88o`i`Tew!2W)+1;4CoC%IO|f%QW^7(WhV|KI zJ6D&YBCDS9WoS!HTVgfqSRq7faT}e_Qezv?E#viSk3n*hTTkUR;%aovDU zHy|L$Z6n+FMN1hKNRm!Vr0=msoen8FEE5M|Hf7VF!bb-fvYMXw^_2m#GpD@#Yv(Ud zgKQorN#$*OEEj%4Wnc*zFueU-pT0?b^7?Q-I8~}tvl6qcw&`1mOd{onCVP?+jq-FU z#tLHE*ov$jWszRQ_FPrAc~ph6@1S~M@41`Qq-uAgjqK97D3PGZI2?N}I_G+PUL19s z9`Qk935C;W0>(1=*QeX?aB)qw&W5%e4(HgYEob{fd<)mNfA(`bO%vhBVp^!rLm9;0 z6Gqdstu(@PNvPJ{dvI`C@)&J(UqU0o`56SUvb&5;l}Jg!<1C>rzTnrGSj zU^^*T8fI<$17h_F|C8qq$tu4&OQ_oSNsh`WeS-8HrxjTqv;N(B7E^JXtBbKwnJ;C5 zyWWsJ-(;XnXly<7B^67oe-VI1|Yh={2-UvbqPa4x(wBA=Xe8 zt2`|+; zinL$n2d8%UwZ-auRHm}fsedvhLEM-O*enY! zw&vMIimiUpQ?^4$52?Yg`qMOynnomyQ+o{w}nG|bmt^2 zIyy9pMxVXjg_xm_DP4N_-OAt->?w(Zw5(#FE_n#-`wg*KC67r2HRLX|6jm4ll z`;opptEUn{;?wz^%eldBP2c{J)AA=d2_&*+`rA-;K<9|2dv=a32~212aWOiNxU;jd z-RUzS#=*nO1IBo#ayxuOUMga~b&c4{zib2VlP#H?8f^$2_KY>?Uv7c!+;>)Usf0i% zkVh#k5?QNq?r6`Xr1Vy3hzC6SpcjQfKE~cT@K|} zdfHi7UT#a0l`;NTYW1g{@L~kjbx^6)Z#Qn;J00cMM{F$GfF&?6Sj)Ts(0(Afx-H1a zzyso0vJ=zm@X1OmL}cdE{ZqQmtUZK0Ko%L9n`?fEk4+!MP+5jp23jPm0osOMrvZNX zA=Hj^XN2Cz{?;*=CZx%*T)Vz!dpHpylD>lby~=PM{(X_CuS4|c+4?eu_z1g7ZA?2d z)_$be83>qSB-}t*^_Klv8hqaFGm_r2^N{vF7`H0MThjLq#hnY(Op-+{PZD7RihgaO z*NwuAE@IUtRW0J}D3n`Z@P&MIk>gHxx1s(h)&DM?fUli(fV(e`0Lv6qlo25yAz|_8 zntRB3c(l0PtqCjGHyLLmH6^k30sQ2K1+b6bq;s?6B186YbDQOF$rPTsDR&O+-bs4x#_-i zhyT{-v5w7Z3Jq|YU<3pNB(_SHuC)UUx$espKKA)oM3+kgw-WLp6Fk!K=mb>dl95C^ z^38Xyw+`9wXMWB!x~SVdIo0tb&9dhtFr6q{CM251Z)LAh84otUQ?pxy%7d))Z*f#S zE5_%KR~lbW!SN;5HjadeG|!1>a2yxlB>{zi8LIZ(F|`&v2WLcR*=i*r$Sv2l*Oz!S z=rhG6V#LS1Ga6@~VV|S^g}#IA??$ft5naqH1@#tW3`^M~NAAshk^L`3*B`DAhlYlb zL#A6?4lh{gaiRY4>zk8ztqfq8^SsZr(5+U*Or~3ASY9$_#^ADT(R2jw8&S3R$$RGs zvU48F&d#w`iiq)o5B}4^@s#tZ6+dJvML$QS_H&UYiQO`_ha_o3`G+tLPetLZ@1X@- zRPo09PW&aTv*x_xM~`@(6Kw-iPCiAa>PQN7d$mnT`NpRYYv+3>y>S$ua$klV02Jr_ zMAH=v9iulX24j3~ZZ0x;!kWP6E9z}Wj|~W#KW|kz1o~{E#(M2^ad8olNUGo@WQqR; z{Jc4{zhK3`O3Hi`QAS7+XlJvQJ+J+rR=&NTS=JTGn)QZ&k9M2wcUKW zmvhI&kNlSDN!j1gT`z}q&d$tQC@*UbU7^<&M&*wZEUF|E)^%Kp<#4je0WL*}sSPQ= zc^4vHK!TVZYwvF!M+tOR_SBk6%*NqQD3$fC zxSPx4ZwEZ-gO~)K8oD29+n4AQG3c-dXUI{=YdOK_&%PhJpPig$A7~4XROv6K#O3@HO+gjYJGg+p@)2J}nSAJcw}&>>632MuM8{wN zjDaFgZK@Ovc%;~PE`$O1jYF?PDRjy@y|(G2;;c^P{AGxA|&o657TkFy@=GR zBkA!cX@tcn?PT1o?R($Jd>;YA;OT0!iJ$Ydh>6%8GoMKYycx+gVp`OW$7QdP}c8Pd{PR2Hi zxBB#8FJYluTTluP(m&MP%hHg%m_@1pPxFbz<>(j6$Vghl&}a(NYfUzObQbVH9YxlG z>{ir^r20b?r9ygAB+C@>|1#tMvFRi`P*Qe_d4dC!jytQp-pqbGt9u(EUS8{| zYb9cY!4M{)8@jSKPnV|>%Pk%-bd+xW1H)^^EBVqODfA2=DwP$vzLjZ3TwWkvNT)rT z*J>;_eZuhg=Xki@0$3eTZaFETgqTqWv7<~0!Jl8S8gte6sweGbS7uJdJUnJEjU)Q{orutgy3H=`xpt|7-?^hAd# z(Wr7NR_-7&p~2S^I9;8LE(orH zfM;TN*33F}g^15Qx;x?$C159>KKV!K`VzL_I+q#&Ggc_l=|J4T=Tw1@&<}{ILAc(& z{VHoK*uVPV;W|$I*eFPNlGp-8cqbF@x{d9iQYzN{Q>qECfjUTwMe5}+sp-<{7)eISGf6C zIQ3_W5T>9YfE10%pRzd52U9*e!3UZP0_=6G-mp)KukO2v)-I^bs$S01y!a6>F8tp37wJgE;L~Qjs$wqGS%RTbnXJ$|7)DyP^3WCx7kk4M z*{G9h@Gl3XZQS)xho_W=8#8l9_vW;wH4-vjZE&Toon5!DWx|gk$-&k-m(|>N6NF_S z9Nz^V-lAQY{w~>P@r5gBa6;cruD-)@ZNNbqgh^qs!LAiGzLdTEp-?8sP7q57**m(L z)i1CZG&mK*U1!YLHpUvwap3uD^W?ncSH~syfUDC4su-kZWmYQxH@unTU*FASW~!;! z=cBsUpbWa}3prR(^Bj)G%u?rZ!g$AdwXXLk_Q;hB(8cg)s*HNy^uyv(QgGEFpRY%r zCZ95qi|yVVCeWxSEic~}009?NqI-V4yL&_OLz&?Jbfx0!XlTkmUAh|E@p1-FUpEWZ zu-V0D@OGG@%luLzV?lXzrz7`Lo~ytRSVNlbIb zi%Z8OK?D#A20ZxRQ_x>O67(kXRT}DxLHWKqA@kl4O!WoQp<`f(IkvU+Y|606)tVgc z_S$t85P#<=dS+J|B6a+NA`lG2%0K ziF)nTHQLG1Zbt- zB0sea_{;qs5x@6?8nV^)Q2gZVEQ1Yc0{>e~{Ey@SxL9DRgLsJrzcVxbG-%cDNt+<3 z)&7l3rKydj^QyTo+odE@*7VcpGD*3mg-8Hkxxvg{FPh?S!fa;jwvS#dOSkz^>|Rwd z3pqnNblgdZW`1b>rdyD z^kpJzSXTO-h=yF;Rcm0-6rpc&m|GeK;~fS@b(+_kI$SmXL#WcPsY(1sIXO2kgQxIr znU$SWDzqc-tkcpvCq-ydea`O=pZ3h_atwj95;ZZmBpB_#EBxVFr|D9KD zRg@?yz>;*XHPgVlPlVp(#8i&A_-58=H<=&e@&fw0p$#eqrYFAI8XAX=Q>Mn|nPM)! zv9YC`y0|E!t$S#U;EeqXXS#8$Yl<$^!FP$n{eeE9*b$^&#G!n$9hE$%>@-}Yy<}^! z9IskJ0mpxY@WWDT0COel#T8jVS~89r#ev156ZHe9{g4yaBPqku=)(bI*^dNxS({~?&NBfEA+QyjJi5ON;@FjGuD887Ou zGyHG!8$kpyV?UY0`a}}SV%AN=ezJmqksnN>mTEjyN~WtWR`qd93j#~mkDm;I#zXUQ z&FRiqt@1eLyZKU;*(=!YyQo5Ve*P+a9Xs+o7ab(@I=11Z;4B@tyBXzyk>W%L@(&mU z=`&+Geiec&AQbFJJlMSPRLn*NOb4#N!3Rb6Fbo%S7?#;d&*#6qmsX9dA>UQ!*mY$- z?zb&l^T7HY;Gqneg|8QQonkUoCh^>;ow=`ZE)vU|{^51W`N*45YN_BFo&5XsghI|3 zO$awLVNSc{{thsc8;sIktS$xaI?(%US{1z1@k*&1zbVhlbZEM6)&k#<^n&OhK z@QivUyw41Q7G2K6nA5@N!Nx$(JjK~hsovb$)MTg!VQH<6x_-+Nnjd{^3qFjEGHV(h zF)96MK@4eZh1vC5!ClpR$T2URv*6r!<7Ph%6iM@j!^l2bUke@6sGh-T zTsg^l$tA`1$yPZ&_G2!jIfO^U5A%{*Hs<5~N4y>u;Vv6&MR2J4f}sfx3^U~_EE6^@ zcWvM!nRLz8y3>V9gMjb?1sgj|==BK=0M*R>f2q~jP5;I76jM}rTz<^tb`XuL)U4Dm z0`QyS+IRVnTt#|HI@DzKM_~+5pSru11qulcKb2S8WRqE! znDGUnb@${!AwJFpn_$T0W;Q6;lr1z96)I(Q-Iw0R7i@+>1XAYaO4+3THk)HBTLqDd z(Fkd`3eIf6P&z7U^b3CB7kc8qTt-I9QJA(e+J1HW-%nfg8|TUw2MUAHvc ze!Dr|g+zlxfe=nT~-zkt_RIH3TI^$U5<<9-=Ad@5Tfs~XFjgrit2t! zt>2%%{z&p8NA^+{<%hWtQ)0z7H-~Kmk8vOL{_o!;0s;hqkO)0M#24aIM*S1hmGS)n zT5=2Ux&Q%@3KZ5rsT)D3__x69zr+5S1I!Sqz2TPN{`^URMhrUG{Z`LQfOd+6(OSB1 zj@Am^G3|~vrMC#U?6vY}SwC{&Cv)>q;C}LeZf2VP;D~E6xQ{Ka6OjBw!ctYm?P}jnXZ=pcNQYNKw*En z+FnD)FZ1_UAs|6X(gMAhF&skpWMaLRHOW}}5!?*Zw;4k>>jt-Yk%Rf8J=6YV8?DPk zvpii0_m2XF4C5|8kPr2rFc1lNg8)5*36SsPBeKH)ta?|9!ut4EK5TCLoE&skPEN>1 z{GT&3Pc^ydET5T}m>erL!SO~Y{{UeA7Yc^Jj_)GnT>H+~9nWoc-haF1bthD0nNq`( zFXh?q!4F#TQIU&V)*Bg?MmB~<2IEHBjHSs@Hwv?TdSVFpka2LrRq`ZZzKAbJgstWM zVfOEq!JAs;IwsMuv7sp_D9Uu3Q5hK-vvtZ;mpU68x$Z>%)yMI#g6JO^ntuY7GGkPe zwY7DX-I`!(hB@RQuE1w@+qDk8i@KseZNy!ks9}+jVgO47tSM*7rHqZ91E@t{&1(eO zKmM!#`iE?YaI-SJ13FN34`%W><&>1b`uh6b-Q5w>)0df2tI)mWi~dN&aq;o~ug|Bx zziP}Pm6v*Z!GINC`P>#nT?r-se1-q<3BW*>k!a(vt^LJ%x+cILX3>$6{eV(%19pBVJJ? z68K)-$*1FczUDvDgEP47zR9I9zAeahuX6hf{8JJk=HS41(}^Zf$aR&6TwPyR8}&jy z;6I?B6(jx6T}P63ajmy`-CsoFvLSqd-lpm@N&DYwnyyD=YRw1|L3=YZvnV1V!l|jL zx8Vkaf?m)k9lwFyszE6!^N&@zHGhuomJ%5sKPrvQ+<0dsId0grNWYyIKzhNftPXE& zBWeF}cx_+b#q!Ag+ZJw#(Q$Dj01XIA6szzXhy}1d`TDAY0L1=T;<98$s963@AY^1@ zq$2tKxy|?sUqA9-ad9zCA08_+a~GiFi7=nY%GGJK?J+)H?+zqE4Hsl`Ir#d9v&i_h zRy`e*R@%Qjd31YcmX|Yd+Ad4W<~rWjSt`H%;Qx7#>CpCeB0!plygDeCs7o$41>O{z z{4;B8Y^=)VP{Zib&N3x=dz4%mb64HcU1LX;rLViBxY%g3FZ_)TO`zuI#|OmxT|jhZ z`8b9R?3?`p`9cl`xQrb?VPJ@hVitcmApP%ITQdlAn)@aJXT4Yl1Bl0V41?Ig|9v-r zYhVNgj3c1E-TOCc#CHR{fmQYcMbCK$K`jjOzyG>jC)~kE zaZ6qC^(%qk-8xv?{cgrcXcHic2?q8U7bt!$@fv*vR@$p$#<)2<2Q@d}=M`RZKu{|S zLzpsC^YY>j#u90Q4g*>oRdQ3vZ;_F39S;X|`MUY=$PRh`^=ZoMJJ5Xt13=%&)sFMH zzSCD>UEO6lqQs{$^RxACrf1$Z;S=Ov)h1B%3=B?#hK}y&5Et*qzDY#Vt{trbx(-Z6 z-7xRR8xn5r4_Z{>6(TbQ3V6;3GcZ7dL|{gS4&oZAeikVD5RE@@32&LER*HOug6r-W z4mkw{O)rh=cWB92!swUhM<<8T%odS0#{WDHbZUQ~*NR4+A9m(D+?nal=W}2dlDj1+ z@NC`Iyt$5Rvr=41Tr;h}O?$!;6VdST@g0ApI({OCU}Yw+1_UQl?VfJ=_(}9|96nF( z%PlUzn$j1*M>Su>X^F84lVc^={Q~@xV7zvDh?hNZJ{Ku|Pa$EtcJhLzIUg!8>fFzb zmpgrhY`)PZ!)ljn3?rrsdh>P~#ZmTBq2~y{pfQt@up;}~eTWvrI_VzH!+b#SfXhNm z*X2|vOF-K~K`RW5E=Q=_ZMN}hj*9Hf{r3fUsC6wa;(Fd3`70KV=CQ3;Wove=uD*CE zdGC4vGuQi(fM+-6YAx*lM6GNHCRWV#-e-~yOdLo$G+zSZBZo(mYFgb+ML)v5DV9gX zBvISj+LUueA(H4c5rg5dLUeWYPg0QXjjHL%C>}>gC~Fbv>FH}6W&Q2&fT({kZ&9nyDOh&=Dxx1_7fsw(E4LU?$CW=9C190;zgWV-t7y$AsW+oW~-6h^%y!VOCyuLFjT@UdpgrV^Jlm&i1@*>=PHA16#@*eDJ*d=IyT z{=Va@f%<7RxUVZty$v|Wae`NHn~4@jH4l`RjEB+f1oj)$en(y zKc8<#o;i7-dC}p*(Ab@5LBl~vc%=EC=jB-H_tf@dWksM7F?Q=4a20WT;ILkX)Ymb? zc7#CN7!Coiv#_WrDA0iHm+kW)L&HP0G=vn3L?l?ozil8{oF-N*REvu&+kP?>Pew92 z516c+j>2FSWuPk`*=S}3-9P8*f zkOwCiLkc?8Xyn~t0vqDPAa}K`W*tOJ5~*MjQ{NG*|I2d_n}9%u5LUn0;*p>0@ghxZP7blVr{@;1 zwYSOjI6XmzI1rW9M1s+siVa!cG_hU<5cEURmK65kpaGZne zgvA`=l+dO@S2q2+-`m@e=%8xW?f z>HZj_oM%WA@N95gjlyBW#vXa6pzZs7J%0y0{A9ySc-Y~e-oQHSkT$Mm>Ns_fW?%~w zS0rsyqZ`=xsTP`4}q#qFfwY1k_l8l8B`I4$5 zR_pZnhmMM6uMQ)=^56Etk`x@rS{f~}qupw@kTI_C4OfkV%La{{+ zHa#t~m{#w6 ztEDLonXHh(*P&I1$|<9FejV~&I;!zUvsoF`@E$MBK~(fE9KK4t;0H_PlcWc8_CSLC$6(w&j-&udAY?a zU|flD@`)dDN9~zdAC2$burL7G>U@SK#4L7VMVMc$2gePQI>4+Row`yp)xej5UBvS`A0#fT0;cq4r;i1{rD))u#CamH>&F2$r!5j+u>vQgAH!@77 z7lhTq3R3=6=-UK+iv=@i!N(#ZSRL~jgNKg$%>T-J;%*@T!_M`j4wMI^fjodzFx1cQ zT@;}JE{D~ecrvZJqlI|$UJU?2_W{XBGO7@xbQu0h?=riWUoZ?fxJScsNO`xsw4qBRIHdxCAbF@>REEMzG>si| zpM5pBjq!+*Y^c2^%?S+y(-SRMSan(1$#U(>$6V4($9SS0NUpQB-o`_Swyd*e)>@j~_M=s-Y#gk0NkW4xOi4HTr$JY&d zd8XRbwzt;4To?Au6mr2)Xt@%N{q)81@jmFk&psRCZgvR2t+gg8c?>;ar}SH19*fhi zd_KM&A|lNoBSUTB_M*a?_bmY~r*#+spDVT5jcf{I^jqUQkZVc-l6!3Qk!rp^xc6@f zZPzq-Swy|av15UJN>LRtct{4T?KaPOyw5Ms{V4YW(PT&k<)7M-4?lEzHA?*%PY5+C zc>=!IQNUd{IqxP=vzafdw4D>rFqjqU@(R*o?~P}w&aEU`ou(0*uj8SoU~;SA3SMQK zX5QI=c08HILc{*vP$?(-QnnPFIC!&Bit^Qn;)Md+;T3-X$%`n3EUM^wVCl~Nia5!! zTKzMN+gVQ)(xCAZ)@hz=F4n7g9tn+VQhTjP-VGSDU4J&W>jAr~jc(X{8*JoHFB$F{ zGcrW+p_;bgJI?{6f}FTT6r!YesJwFb7EP+ zat5SH8x-r-=6+}$gpC(r;qEx+%6uq5!fguk{et5HjCGKMxhhgoEgMbL-Z*+%-Enui zW1n(sxrUb*Zh*8K?+cL#G<>vA=Gu99NaaiI+$QS7i6T8LWT#}jM-V$`4F`1*u8-(< zIQ>QPo9%;&nw3%Sci34wK*H^V5s;^VmPlmIW%d zhx8WJyFY#FIk`#?Pi-@#6NiUqc!=t4t9M8_GGrmbv3+l4t(^M_L9P6RkfI=K<=r}IJCIbbI)JRq8)l5GvzJ}c7yv4a2!Hl8h1 zS%$|B=-o5<+!TkQfhHo%H@0ysl?4pIA49c&H2yAaCToNJQ`qo#`XM@;7Z}FLKDFm7 zJhzTwM+;$XV z{e-+RE*JCk^o+Lw7nhJEWhI68X?%`L`s{cRP9wAh`eeVUpL#J;ZO!IfwpF5QaKc=B z-IqZ?m!Xe`W8v52jzIPpS6YvulhCj3s>SC`ifbm?{3FS*obFl|Ysz$$!Q(KsNp z6C%Cd4jK<9jum_(Q9pX>c4hdN??VW*W3kao5V!hJ{qerQXTc{EXKJ+!3&_$Yqis-N>J78Attr=tVE+lFOL}@ruo)gVt|0{O;FVl1>Ejx947i-tk z?*7Oq1Q$M8>x{LWF4%cYaCAFe?S~@rdP^^j0Nv7vUYyz1_g(-X=;tcQ*bd<9CHcFE zW~DL=>kKR9B1;<3#^Y;R7(ODYRviD){-H&z%!MqgltItIVhJ_h`KYY96veCdYaZT6(b`g z3{5wM6&4rwaKGzMPJ{?d2ZiP@DoOUy-uM0_Cg@)j9);?xUT_cQZ2V$YJ{zs)7^QaJ zOD`75E6o(Ko_Tt)l%ZLV%}R$Mc0EWWPUd=`T@eamaFM=O{`oauPEoQ3RgI05WfQkz zg>@x%=0!W|fsm|~Q#nAGg@o&D)a^7+;Sv-3s+)f~@&|FvmkM9O{C}5||2o%gEFdX& z9R8Yw!v=V2HA%A35!(n@5!;Pz86^dEf(69Lt{O-5|Jsw!wD2BWBq~@ zIeE@sH+ED=(X_31>Yz3r57Yclp8nv^Foa zHRdA3o#KIj*6}q`y;O6vm#|V`u6D78T2QYE#{8yCG+TpX!@|V>uITa3eAd*9-Q$qV z31peht>@`hJItB^V-uJxu$UsW?sF6vMc3M+&SKRonE8tr>G)9HFPhp63&RTz57R45 ztCLWCq((6|I*{-Ga0v>2{<*r&Qt#zPf`fxMfDR=Ipgd;8U5P|8TkG)NpDsiKKrMJ7 zAtAGs97eqs!_hAcAAlwqRN~L)rBzUW;XGY*=*)d46N_5d+ztXsuok3M(^Y!DC`~M( zjFiwBZUm||_G31Yxm$R8Q}u_vvAp^xvVK&&XP7U7pB_}hiE$91J9FFQOtwSiN{g*!LE>c z;#N6H&QwP$=Q$`C`&U^MYb=|mhH*C$)pUSejSyK~(Uc{7!wFvyLFqtlQ@!rqke?G( zEJ;j!?%)ZC+ux7$-{&d(f^KL?jkPlW@kjc`SGQFa$?fCgXsz0hJKv@RUX|Yx5XWul zI*Tb#0KE>;)foZ==fKz|HT}joVW3QQd#>qI5QOevH=E$di=zUR;b?Y7mF0AAED;q#Kp=JU zN9mZZ0+&}(l{yWble8!geGCj4nXENX;v;$vCYL_FiH5kYi>wFu)gz!zx zR(6=vgghWn{5P-41H;{b2>oK!-bRN6^6yZ_Waf*E`Y@Rp5i{Fp*ku0x5iuZ6NLtan z9G{)hTqG~HpbI`Z)9c#&h{r#SJzXV=^!6de{s=u_PVi}?)ZkW>3iLg$oYYLw2FzvB z%UGSZ%1| zOqtamm*dm-rzG>1=4KiSXT?lzf7_K7vkta~KdA)>>~@aur=hMQrM~KR9g@+Gibp5D zij~-4-8sqpYLP8QvTBb*YxjkbIZ54xM$~z*tv(jII@_h~a4S&tvMI={;Nzqlu2-Gd z&PodETIbRi&RzLe=qyCck?N+d>C_7!p_vLb#96$C-Wd)k`82`JqPazFEiNgZ^QqUO zuPj~{dluSrTHvAZzd9etW{Ol1Ts~h08tk zyRrWn;p-F8HG$=Qn4?jCP^8hwHXa1ViS%5m7W(}=`O}4&kb6>b*rLm)T-|7YZldzQ z#U6x}Pz1lyg~UOfTrDK|gEj2kO?$^X60h?OH|Ve!Dfv5Zd7L@S{!um2uZy!PB?GNZ z7=>6?LKuUGdQ060xrgS{nF|R2iD)VlW5J&J`a3NsRM*t>U>SJjCaGUuU-u``ymwrH zX5+$dmQ)2A*OC+5f&31cC>UqHbsx&nO{L zwq#;t6PmD7l6PBm{>$}>-xZh$KA_J?lQ-MDcO-%0uF{>7 zR70nVfAeLxs*Wb8NAV_hOe?y?yI?ESLBP_rRPXOt?eQtUIsn)4R`x2t!SA17rA%=*rbuhI5E8*a%PQ@JQ|ly9g(e;4 z0CY3mW!zRdK&b$Lc6rhY3tOU@Lz9XhsD}(O&!SPZjS`i&zE_?XGe&*uiKxbNks_K~#iYYSkM4PjmE0qk|@j zX-8)~890d>ZpZxNdaZEv(R`ogE5WcboJAU)S19|yw|df?&XA)0=f*MAOXkH{%uDNt zHChVN+&_t1rxJ~4wFj*ifq&p@$&>tXU|&BGU_@EbLy0~F2Wmc^snXGh0ieS`&7A`v zz#c}w@X7vIuc_)f&!sZ@$rL zFdx}$IJ-K4xxu9W;0FeU*tNDs1VAkz^n<&Yz=SBAnvdf%?NLBqqV&7ss( zS9hCddxro6U3&ZbDMszab@{Xqqy8#Z&txHH?CqH%2R6?|GpH>!8$OGjyXWfbKba=; zM0m`q5>6b9{hY%9Hk*IesFf$w>>eoQ#;vE$8osgqC-k;W2a-p4Zu~=Cj_z2@fRk-M z!B9CZyaYyxra!Kdm>UN+Oq4);=qu>>_;}nQ!Z7g^;2Wps_J?iqlGDI}u}KmDMs(f{ zMMO+YEKCzP56l{PV~^et3jpNBK_9WqIb7c0bQ zAd)k5H9@DNnnZ-D@ba$x^Uc5=4j!`25Ca((@yr^O6yi~TLubQgWoM(wTK85H8v4B# z7&~Pc>S8`HZ8ZFojU)-PEY$+ki2{j$)HYYI63f=B<&)i9Y+>;a)EU-1adGQRZO>eAMFV1f{&1=Kg*c??{t4Ca* zubEAGN!-5U|IbV{4gr+J(>!m5FA_P!+WiR3IaxMx+{CA^ z=X|ARLv~?W!qJ%f#%3v|6$Ns}at?7;wza?o-+2rE^d`conzJKFw5nt+H8OF6{>Gv&0^6TR^tcZ8Gi4K$zH(lhc?wR zG^PvbF@cO6m*ba_mWpa0^Yi(W_tG;hfPNm4`r{~n;@-RQ>Ec6IGLmxYaX7XxHx3%l@|43$QIw%4pwwGH#c}}=67%N$eNoy6cJisn(EKy!{_!LY<5a_K$^FzOC^!QJ~6xj?oEN z>%@aq7}3sah#9BWoI_*zh+@yE2_{j`!_osa&wfC9KB`H^ax z_=3rl+kh;a6D6?f+Xm6qhs%)KAG5%}q0p#uPN{nyT`k z?78P)ze#Rx7&P;Yrxyx$4t+chB)-K}bx<+Fe7VAMp~RPGV|M6Ir4-N~foufxK*|DqxED?-(nt@9DZ*TcYXuAUz< ziZE2gTf29a)tiS2?5UD)@FE+_=(3_0I_zhjZuBnp%c|%8auGYC-96C@PZa?Q>!alM zXI-8)h{VngFgz}%Hn#6n_#6)0PVP)G21x!=<*xfn)f(DO64}_1|Bt!1jLNcWw}u4) zr9_cNLP9!3kS+-U>28qj?(Qy0kp}7RF6r*>?k?$faX-)A`?dS!0p!=_KiDf{AojToj&1WmPlK^ zZ*=~Tw7J4(;>{{9dB(h2gT^-(6D)c1_l*5&C#b|@y%HtL)>a3c$es=#y>s)uyV&6G z8L-05?>1H6)L7xI?Nsnwe6&`l))03`x6xc1*DRu#fqKd!*XD1WOY3}2Q)Nbj)mE?C z(xE2Yv{PuG9_xo4KzmOiU#^ZOYkb77jv!uaqB&Y9{VUR%uzRI^_x$4z>7IScH|$QL zH-XmoZ$2Lx~$%$@Bsw_w1Q*VzJHlD@Pdy^Ue=bkt< zrn9-e8lGC4N*ynU+J%x~O!yVG&lBW77-e*im+zVi{4 zLIu?n0mJkC)0rlY&z?aFRZGz2*}n&qlyG0ZOrHrdDE~e3&Sj-sZ|E1s>(?hj{8ZiT zn0#EF@)^RIX+r6e1vLNq|K`ELy-<5oAn=LI6k(B(TDuS3uZ>24p=z(Hs*1;XSt$DN zZdnsNY&?ha^ycoa5z5qEyY|Y^)MN-rK-38~`{lcoQz_Beyk4X}=feo=16`Z+d*u4?Z=w4Ng;%ljxs7GcaI7Gu_4~ zv+ykTDCgg0{9v=kI4j>gN4=-oeVzT$mj3+KDDAysj01Q5(fa;Wdri7Z5M2S$%ukNq z{6Opt6Bf-kgL%r+4WpXJnKDZb?JXAsL9h*<+b;Wsuw%9fgT6XQEnNMSUnwDL3Gz1X z#p6^cKp=LK~Go*Eu`Hg;v-hX2nw#N zh4Dopzns#@8NE$;@QhR9-K8hTU0JcIX9@p@@~sa&rza!dXE17APkTIfFg1eNbC}62 z$z&QshiE7T5x8_`kF^IP%?*MMXlip2$lrhLoXieS8?JCVu?>3ro+W*+-5e*fq5?NR z7%z0!$f{z9Lu*AoFXZUr!&m*+Cyix2lPM0c<{{mBE7GHzGW{)j`Z`xm6ZEoC=A#!% z!w4gy!uH`9Rde!lLJfH8W#%S2Y?wqHM~7%N&Z!cueUTsg9Q)~UP%Kprmv*`vmdBK^ zJI+lstjg%mA`Dh{hdQgyBJ~@Nf5Hb|WASB))X6cl)5O?epTRl?pT$$+{!rVl-e0T1 zrt#egN|C#x{dh)xGw2*`Ed3+3T_$rG50_L;yOs+GH%DDdfw(iRIqZt{?MaLvo+{c! zu#yStOT2as0DTnF2?3zO@dA}=N#7sw@j>92r2vr#Au?7xJiK%xWuP$d_D&)tvVubL zXXh83r>vQeyHPF^v_axFLUKAu1w7?~SGcIC!CJ(upPfD>HoTC#67&nT4DQyww9wtw zJ;>O|kh1!1c{Xt9FP)-ztCJ;B@w}IJwIl3}`yNF@oBaY*dSz>J+UET_)0;+2$f#CMg8aG+raR7k8Oa%D$Fzy?a_~d*^?#kcF5(?bd|t`+jdk%$$%&L7!$Lr?>T` z7vJlQWsPLqF|11Nxo%uqbolX2WWpkw^EdH+;jv%D=1mrAysDr^x<&X5tUrxN%8HqM zFOkEuMBJcR@KvgQ_nqm4arcbFtsK75Bc>MTw5xdXYR8o6RSZj7rp;L=x4G!H{?@_Q z?h}j!*Q1qXV}TNCA2eg7=8?WgShOWuG~ge7RTjQK7{-8T6NT(9YDl<6{KpJng7$Q|E#<`CkY zkaU%`X2&tBjP5$*nu{HGe$|4E-FFho1(KekoAdS098R}Ae%Zj>Fx-BzQ$s}ghEEZc zSn}o>(r)uFeY{iyL0vrzYk|_fd@;K~i=71fUsXVs*RMN@g2M0`^j5xH!f(L#soG6U zmFgb#vmPV^vVN7*Wyx?7!pnRhjQUWQ>cntZGAw%fs0#)45o`DRaTj+iREnmao-g*& zfF_%3qvpJ%&ul;1d~prcREZ8*0 zw4>OWwaD~9)(V}tXEh_R!RteeWXrp)0b2IZpy%$LT*x%iq{_ojqcg~LLm7pqH1}uG z8jYshEi>=hR*{~i*{@6t?j#`5=14iGds9!NZ#W}=V7tFW%33^|RyVrf@L<2+Z4E(P zXyS%y)S}<&e`N|q)Whs&VUF!wU z9P&Yk*o;7djGOeQsMo<9t<;UM3I-KR1y9R_qWY@t2lL%oZmU9rSniJ51SKfYc&4%? zc)bz^5&K@Vos^13xylX5TIw$6^)kL%OFiskTu26W$_HSp)_53Tc)DC|k?hV?BBe&6 zlqntsdSd^h!t-xnpId9ybEx^o(Ch3_w|OBgYrU5K0mYq9)|!&~@8&J|)xxm34J*_vtG3&ty1G zC*-C1z>M?Z5=H6hRK2kjh*i4Jfj~U9uJ;ZDU^;r(sAxd0wkkk`&u zeJn?2b1WCV#%k->u7z^fKQz==zU8^)dT%p;&qmVA0V?1(tVx`M#(NIXmCJ}M>iHC7 zB=k=#&R-#~6ODMW1Rlb+1o}GJhcP|l!HTb!=!q9C+^-lYsU#cosDzxmN{nHi{%RqJ zYVuUnL}c6;eN}gu{tX4$qscB|_#3|xq^P$ffhd{E47!bbwUD=+r)cDm<0lyLtLEI^ z)=8=McO|;Gk(7>3@isOg;yu0CujFAH9G@Mf){9&<;Ig-ocDGR__%nZzU757U<0bjt zexp|!bIdYVHL7SSPm0Ntaq0gxunjijwd(xK{fBYr=Ps;RBQrC8nPxkVREo`!oD|~jPU!XW#WG60q$s~x@QhZl&)|-@ z&|TV#FkP9z$$W)l1*k21zS@?J+>H`RD}lw%5|iCl33;d86@{Xp@gb+1KqUvnWF$-M zwPeNIe#86%C`C6kD#fP$e(4^%T=b)plLxJsV%K{YqIW+eDFE&~A1YycJRiOo-&nR* z%kdAk66HC>K#uX@yf4q!+r`q0Nc*^7PrKn?b-u?)Vr3-c`TQ#Gy>+1&ua@vRG@mqq z5(#lXglCq0H04f8*Oe|=oT%37_iz>ZqLTiGffw-TWQg#V49jN@v#b^HnLH%P#XT+D z*`x0}gU}bKB4|(RnV-Lcc$=vqLtAIdXoqUsbZJacyt`0}^kaSSL(Fnw5z2{wP*q@3 zhLfK+foOQ%Nb_tBDMu2^tF=T43Nd0x(RH$27?tN58m*3<(h{`V{QTeCQ6ZeWmHLF8 zOm4^-4JWX^*M3F6GF9~uBN=G>mV5DP-xc1#}X=x-ebQQE!ERpUpe|dFhvT)LpO-m(h$J zuAqJ~={J$pji-%%k?P<4@Bs(Ys*8oVXHy@2q6UR0_7j@WYo2BM*;9Yf31#1%Oqu{A z+_dLrlP$SkUuraI&dZe73`nyhnP2a`YJ1aOhq?1AHcT>xD&3IB0-+$j+V4A2@r&Vb z&Zy*<^nC9vTU06U%;`9;7FEjfB(~dN!f|v19gj~=nV$!YEtQ)jX{=wUEwvzVHlH## zE-zM}*fr`VlsSeEt@Rpx3E+y!w_qaMe{pxhaXDE3CFH218}XUcyc||!mNIc#L84`& z-NH|PJU%4BR3g=@zGTLxU+tJ83s(sD2`r)c@EuKal7u;{Z7ZFPtgpzP2FzOI1JGFY z`M4GvZTasuPJ>ZWI|m2yt(b=r0&oByIF`NLbY1j4c6@^H@vK`I+{6!SL zbbhBC7h;5d`^hw+Y1&mxtHVq+3n^{?MZu+)KUc`BN*bJ|{A6AxzY9(l$E8YqKz#U}`76phs!6XN4%=1-q51E}LuS2mE~;A{y#*`|=LNUB9Hpb5 zpdGJAEo>d^OmA^w3e}q3>q%Z_hBnbM0o~(;27MyLEWYl>U>ct7+{6p_&2~ zJhpBn*ZJC&_C@F9f)w-{92`(Kb4>>H5Wk?HRv?E|479-}r+=h&h9*)P@+Y#{BZFZu z^%jZTqi>@ik^zK+0wNVutOKwTk7=HpJYM+$NTxuz$Sm2{h=Eg@7kkf%ypme7s1YNn z85ETw$(BNPDxaz@B9lw&pRxFSjQ36VJ-{csde`8PN!TE?GlWpS5)magel8=C<3(7& z3$rpl#E_++gO~?5(UKU!DnXd~xAa+J_dm>0uI_f7*cSgfZB6))%IuGOa!;ROQV+oRK^B0pc@_EGi(Qeu*n zIi|hU!K?F?SD|e`&kB`^3S2tBlzJ{Y&P4&KlQEUac{0W>r=Oc*Sn0!5qD6C4fZG(m z^$fSBDnA!}KCT8T3CRR zCNsG{bB*w`>S;Qh3^t=%={b!T5vG~mEtE7G(uKub(Z-=zmHi#j`pr0&Wrnn`+;jG;8r#)>QkYsG9)O8&1^~dJO4Ego zf;R+cK@kdkp!v(IuAXc$+t()oi(G%yj!i0^HK@5^_6!(6cM@1HU*8oFyBC%9?z>0htf9TGp;BRGyV-ni_!$Z%76(FeM#oN{kRs+$sn zcUPx)ftmzO1eS`czU$7MKSChV3z9p&Gt=5qLd8WQ4a#7VFtNyUM}2?tnS|sUBGHJu za9nT%d|q#x18ekoQStj*&g%ANcutc^guo%fV!f01L~&?$?n0XWN*s~2Sh7H zxhf`|GMz9ZimT#WuY;J|kbu%mjrL{4!$6@fILVNlMe(XP^MIx@N@@b@`>K@oPJ=Xq zY9TOdQE9UA;G;6zj%Is|O7Uu%VAXf6XP;+Ace0n{J4Lk!`I`DACdt>ynQBlZl_TiA z7nikiQh!RuH4hERMoI(%RYOjlZbUTWHMUlEfsd9Rxe?lmpMr#pJyX4LlKuVNc!pAo zWT$shwEFzam6%bu1J{GqvxWG--&?<7p}wO+b3z@tFQmzlW<$EqhWp$_Qhf+(g2$>xBDr~f9GgJjG z18bCcWxP6Ds`y!TU40)?PljC_$=67LL{0~p^kUA_zj2qp?s#6Jxx1LuD1UCy@f6<( zxAsY8LE_71nvqT8c%h{P8kg3pJB_`oXQm4zBEi=d@?6Apg7UjGzNWtdmG1y-Nl1Z7 z4JbBLRV@OsOH$Rks$p$uX_UJ9dcNCkB=g%VYwe_7`fb4cbGbSC%;evw{?Hmkv5V%i zuqZ*cif-2aZ!5Hl2LT4!JPhBc2Z|${5zE4V^-!KP-rqS+qx-IH@E!-Y&05IfzdQYS zzB}#PWJhJdXy~h$o=|Gb<-E0#Xfn)-c_B%;^(RBlx%*=wPQoIWD;{y{jzy}M7(;97b?)e z`Ih81SnXZ8uQxKOV5<+(kF<+;LfS0)-#SxYoj8h26vMWfTXCIrcsu7Pn5=$7-SDKQ zAS>u!$kNsiX9cZL^24*I?jTS93c7Tp3ME8<6?!}9AdaM{eM7l%AF0Lm5x2{WYil_D zz2mvjDWG}LebBr4ee`=RM(sh@TR4^u8ZZ=);XR4TOoPt%W>!iEIHbBe^vkD(Py65f z*-Jd1WN}RWlGIEy+%_^Gqm*p47u`*`;-k@*Mt61?ZKtIzDb)<;~vCb*$^i;2oKO- zK>>uPK9Ub>^uU(OQ6zqVnUAW+0nR?Y4h|Cc;~g%+r{$#AR+y&BkJx!l{}=FrWJb( zjqP4KU=4|YuvVjVeDk!VsHh3(mcQ-cc#L}Uw>=4kqoqB~>a=Va-?Hky;+QB@>j3$$ z+0AcrWx(WufPet{o)Sf8n&q|rUi33#+Zmz5iJr#zYONl#xs zQ~L`a^mq{z{5I?%4Ya}-xTXgrR#1Iy0gn0z@O&Q{{B+_!Cw9KlV@3JyvXYWMfBW_= zljAw%N8@QIz%IAi8iodh3m%|XSwh8hT6eN&|Bu)Dx6FLi6aX1j7w@{0LzPE#fhOj| zs2ggvhCC=wx^2mdm}Y`YFdkC2BtR>yb7lq`G)uXFbi&f=YUI$?tk~Z^>YtCKDgYj1 zV>O~V0WgBU0+y(dx`578Oavdwi|EKmuiNVjp6F!k4>|}w2$-pn@jVuw+1&qm4FC2e zY&_s2b)T?r6(KyCtFxDag#*1eQ8J{9pEj{`G2g#uLB)c^?q@um(IoBU)D+ncvUUYh z#Uq5wzrEW5WO2@12!I#BpMVWdUwOct3=R%1891J3 z4BD{OAgz2LzW4b$9+EN z_H$*9q;p2*4**^1#l5|JEkp+WVJ|~O?ObZsNB0Vvhs!0J7;pBkTZQimTc;-p3z$H5 zoV@(}8lW#4##vhGHJip0=B(D}f&+NHya2_MJZ6Ar{A=P54{Ddw1SnZc%ge{3AK3){ zdIozjb)d{ZL$3!Oy$KA2@dIka;C#P@*JW2585|T>t}=rF+;c!|c5M)~LwnSYaJi#` z`(Wgrz)JG34i_doX#5xVX?`}Dt#beQ^JmNtsz?WkSccVu10(<-h4GP;_#N@+sawp3 zOiWDNTxh(PnmNRWK8|Yw*sxbXO#o;vtXF26bD-GexPgh4QlYw5VeTnGT8Tw!cNRlC zXJSmp7B=3#z7&`|G?}*NkJrM&7NCIl2n9%|^-6v4S)JlsF3k;}yy3v`rKZn#&Rzy% zIogxa&q%}Ypry%WqBGmT+3HM9O;xAGC^2gfWC#unT!D0_;qNSc%3CSxeq8Xv|CqfRq6z5!FLdtw?7sZ`2+OyuuAXV7+ z?+E^}lVy?HRPT5}3t&uTO91AK1js_dj(vco+Y|xFMGhrBuP+o86qf9VOA;p)-r4+! zi);Dyi{LfY)ITXP|An65YDS){vo9?Xb==Ma6Do^<6&sDY0q0r^A6zIHTCwT9k7 ztFdoWQ&V8f%aS0^62~8ET;Tje%W@S^Jur$lt!jJ`qN$YH^HO|ye|tcN!q?T1cC1YF zTRH;yz$k=7xo-?ag-iSU1#HJ}P@V}t_PBqY_(ftkO2xA08v{wMyKq2`>pSgN$nfxR zT-J6R;MN6!NusQKt)-qNU#wB61;Lpw3vXW!$lE$!z5Y}P1z&~l3g21o-EeocgFsRZ zN_lTMUD#Sy*tpz1s2|M8JOqG>KOhLS{3~PXyOPDhHT$Zse_2A)cK6r||Ccja#dHT? zDnceErj{dqUS9RH?J-Q;4G1_Cs|R~>_#zA<1kzeQv%a?Ye5ccfd#KRH z@|_aI0sfcs0}=W)i6}2n^G=pM8L#sr8~7*B;NRB#IFyT*7YYOcF>A2KlSL2>4Gjt$ zp(Nt?obXzvRAo1mXPvWo`T1bD!xwGDWa2N;>H~@FVb&C-HR%Opr|sCL4@2y-l&k3` zP`k+qX8t0OJr;aiDgwu_v=YkcGo&XRm+5pj^cgQ*`&CzfFpzoh&CJwQ#J(f~Aqg%n zF4Eo#JRFJ^MAYw=lSMH}?r6LIY7%1NB~TuitTHG3XgVJRWL628nJ-h+#KpE1VZ5}= z1a)xFHivlZnV6Zm(}vixnJ*p-JO6zPxmX}BhirhT512_MqHPNDiDJVE>dqwKgWQ9l zzrT+x7Rd7GyuV38>_yUqas19U{@WCsLS-Kqf4u|x|gYwrs6K{H8lP)6S zmpX;KVfFx1NtS`;ix9vazY(H>ClQMXj0O``KapWG+8wGB+pTPG=Rmn?;S0dnBt|b0 zUI+O5H@5|%N9}+npIDbrIDB?`qbRteV6;ti%O?N-LHb^9_sHqFYH*tg;%Qx2popB}g#b z@n@ue1VrlRN`OoUkqiMX?MtBc&<-k>=0J}$T{&U*WJm-i;1dr|l%-afKy(>4v&GMn zqUki_%O8)14F3~VY7r$PLm+ALKZ9R(Q8+gStg7!!<^(`==2CpUe}qlzi2%p$-ri82 z!iNVrGC&xX_22=F9^44$p5(CJyKie-Af*2p864q`SFOD++v%dkTqDMD2?b<1#K&F7IW;*+%1uzs5f%{< zQ9>Qo%Nwrn3HW0nSZ0L+QJ6rw*Dr-!%`x8`A0JD4@R-)0p#eFQ5xjNFKl|!SA$*X; zm^NHy98Vc+x2|sF03~hlaYL~=Ie<6$i3Hg-AQ?lW76P12=Eo&5I21dG=hyiHo}Mz0qV5Wdh9rCY_c*bpKaPI20(b*^>Jffb006g8>jT zZ>{^1X76CaH0MioLjkULPjl_}pRGZi9~Uq_gW%E$+rBLgayZ+L`fqhk+PF_}jx4Br_{3Cmp4a z$z0q(M?qlrX!J=>6ouUJ>@CuZ7w!J9NnT=O$8EItL;TrLbOvzwBNGpTEKN62vQU*B zTXEY=R!hZxLMXNC;b2ES*gO%DJBlCpNk+ z__VZ$Zf|eM;#dBFVFodtEEkLquu3B^Zzs^OzyMLH2|OXgUJ?}2CP-)w zS|U&Ki~Tvzn^-wUg-@a&^jd!jRBHamVIOm_=^{OF6>|1(JYXV6N`NS_}lCjNqHtm`X1%sLp4PFU;M8;^7#8{25jGNq-#|9KGJ)69CwE&&{Q{ zySqMs)Nc|*7lr^b9vj`^n(6{jUdt;hZ+nW@)bnE|w`JgL#j~Xqu!P)ch)JG)qRR@Oc*;Y!B3L+~ zyR}~W{;^N}pAZH5OLCJgLf1^fn4Y4EbKq)>{i>{5NZ?~mXqDIh>jj3*P7@Y^KI&r_4X)tu53R3 z#Fyp2^IHCXz#lFp9Wv>m`&(E-PYUDdGVV;#1a)ogC|#lME-rDPrZJc)hL;{0k6`hC zR*o=1hC`&K#g%S%w2Z-E5Q&U$VP@9ZNine-qkYgFN#^;M$A=VxN(X-Jhf<6CKiBae ze&VloJ6R=vzAVKQ<4A_c15!jH<&(E^^?KNwOiJemI*rriS_}rQ`jZE>u|4ddr;pZr z{@du_Up)W5mYA}7BcO#Q3N!_ex=50e0abjm(iD$cwayQOOazpa2>$;5gIiXGR>^cP zi8{0m4dDTM0?1^EV#XmLbiFTenx&}6sl)i+js?CLsMVZ$&5%5$wU|o;rK)A%3=S_Y zKJ)T=A!E>CAkbn3i!tr2?S{MKVPXI-6S%jzCDCC(gQvIGZU@XhaQtHm^{_*$Y7qSB zbXApfQXOq=eD+#{UjJKAiH`)g8UFfPBxNp7wz`f9M1J)y}UjLxQV0e z&%#SU@-V*--;I0in92pvFBsi*s7jLmT;qR5j!lG+OO>WABy=xIXq9v-uNh667-7vS zx_2>+Kz~;&=E;{X?HHo##~D`-CQAGXbe@s1`nNVKY)eDz$q&XUPa2e%)@JdWI322& zsLc@myivzlZkl_zhx2N1OI=8^+x~1!Nc9b~Q1#ylbq7Zmm5HZvn#MvnMu@)eN;opDlu{r>Y} zO)CZzv^T-qsVDH*j#V{G+;N2I2g4biBq*I|?i=?~->71ALGkK8qUXQ=7#0I9t@9#l z>Sr5|)N{C*?`XXe`jiscqC91JYF8;Ax709@TZ){|oO;zNFeh$5efys0tEdTs?TAjV zH-etza);Z^%znAD+e+%1r^5F13lP3llSc@*a?tB7E3%{v`dH7eu}pHiq!%4K7_QIT zzWRJu{^RQpt}_8~7ldJXjK72p{Rz?y)JHcWh6?R3PkA;h;Z~X5N$v%^Ek_prm-t8= zp9ZegSGn0s!t?z>sHVV2woVqhzBM%J1Xg#>ansfTL)n|Z1Q+?nD$H+0Kk2qkzgDd!I1i`~^s8SC41h+}7dlY+DFiw@$j_;|7zf-DboZY}fH=*gvkG#b}gSZ$Yu2yWWqPM#y#sE)e~Y)tldKJnNz18QrK1 z9m`Yv_FG*h6?!G99d{~MEUAVk)Rk@X=dmocS}LmJm(7~&In>xICMl;WHZFX5sOJdK zJ>QaXpX0kdf&Aw`P0a6Jmbyl%R@WzRU>8rq!wJ5fvdEQPK{K#(5j0kz6KQ$ZJGNBC zw5Q4{BW7(c6HMZoIowg39H_|o`C`E$2Bue;Fc4O|=T){(Oqq0k0CbsAyL@m$^{+U* zT#*x(v5^6}!NVjqxrX?!WN-&R?jty^7R1p};1DmmYj??2#8ccV3Kg>aUuSOVokHLo zd&qsWB8y2Sq=Bh?;-0d|!7=&*0_r8#lYjoxnF?wCgYm}p45OOYw>~-S(=Thyje*gV ze9?ej-0eQ5EQo{oG}hYlAzV}Uu@85HGn|bXVh5xfbgu6Z?<5G<3oN-)!i+A@2A@4W z?f2}98c||6AJhS@IctagjxE(G^B?bbZ4s64ezJ^Fe)rIhmkql5Vt9^Y-ZN@)>56rA zeche3BTuV;;d6;aM<@gh3zx3m`6ZUSset<3;|qRx2s&we>UF>NP@J@uj%&9bi9=*- z`|aoz?zg!@qAEjM_A1i#lf@2gdlO*?u4B0H1Y23{NZ2V)qjgrj{k!R_U3QQ@n z#-xx}%X{&gnBy@+kga(i+0lmumVDitTksxenTg_1fPTqrfCG4*;^dmoZdCRZ~1 zw|(4wLPoxCJ%a|L!QHR3j)}euA1bA6fpf2?_p9V)4LLI87EW`7inN-dPRxRw&n4O@ z3T0#c%r1_jwO2+{%o$Xsjs$~a>m{#Wya_-;Ca&kOeAW2|63U0J!#p+mpU3mBBg+*H z1e4iQRcg~h4y617qNs9PHIuw_kmQ={?3XWC*9WO_{6b`AhpeZIcMgj$Q>vv)q_uA7 z8lHVkS?Z3tkZ%v`3!E=+xsWVzg^zdjO?1i1x3G)l`PkNmJGjX)H@ck)V{n`FjNa~Q zT5Dnr8j3CuoV{L)pIIc2T$qOyg?U3!N|Aotmv0E$lQqiQA*5cybtvp`(1g0o2pin( z))`7;qG4K9nz+V}7_F)JZi;zeu4nhlh)6B=&XuQhZRqL2UDlQ-hxAG}A1W@|c1<*^ zgIVS~#QpRT9NeMV`uBIahZyd{BwXsGBRF*AL62Qr@H;IR_rXCU^00*%M3mg%FKGJr z{up61&EGdY6)UZEZ~FP8vok(b*XisPNs@oRw@W6WR?LkyX3vhRO#6IccrvciF@Y$v zWiYnfBY4SeGgh86 zU}U)eaDe(z-3NXMAz?m2lR7apmARndknPE7 z3#D=4HH@Yl`Q{bJA|p{3!X*y-5(6%$gr@)#W72=ESFIb40qV2Q4cQ0Y@rEts7OVK6sUJ4{Qo zJ97Qe=u~fGw2T zbhTz2TJMi^hT3yHH8N@9?x+a#IE_#EBXC5xJrpDR&rv`BVIN<13PYwCn9b$aWZuPG z-6V;q%9#~oo%F=j7)+vfClCsQGHRLSgle1J6!Y7!)u&0miPAmCB<-*@H$Jtan)sdduK{a0L8v0lY}zli*s6a~f%D^|Q=U%9 zJe|U>b3X;PgjhNvnxjU4I#v z9TV<&9q~qgzmp9P9#JAIraY2_VB%b z?XJ>G_|`X*Iea}IHy6KQcy9zrw{@eU#(rR%!uotLSAZI*qdyt8^rKqc`<%an)O0C4 zXJ%7U#a=;5rcjcf`IeB?g_v(|Hp{y-(_pjcy{eprVfnp47F-NzA%9HS=vp7ObkuPh zGE`*UDS@$Cqp)G+?wLg-<)Jh;s?e$}aeEu?@O1hK!`D^-nW+|!v*D*u`zD#=dW2e& z!>1`jt)#rvHQG`r#Kw!C3^}1}8T^1001SBpQ2M5R;>dzcL~F&ONE!H;ZQ*(e53ba* zC(jtTQtnpB0*2~-1*^kbT;d3Su!w)f7B6>!A@{g_F2VU{5BQP`KLLa!>92{}9uG+V zy`E-jU}z>oU!L*&;iUa_*@p$)n#5VSCI5f7EPN%FD4zF^`?IhvXrQE81~l`5^-+YOBYN1L_2I60svEwevcJtA$tPz=-y(m=+T4y1#+*WYUgaa9;iMbfBo zpi(Q#gLYLUyY43t|P}Byp$!xqNZ}6@-_Jm-w1z#SaPQERBQF5Z0%g z5};5b3@Uvx?vT*^S$RS7UHzEw_|wb+Pu>%@h8nj(`k=A(ZaPwd=00n?5$vP)DjDTr zLIG$QY;4;M@u6pfx=YC-uYiDn_&8&(Y`2FcfXP`xc&G6Af`-0K&2cw{N*HzdwNb1p zP?wDXeX=|lM6AtU@HA}sXHvB|(X8ce(DDzMvTUi$?HSX?F+eOY1Ujqn4s8gEzxo+# z&%xy8T(G&-__F-ZNa^(CJZ(PMgvjGJfF3KLF(f`{vc8?5a8F5QC(gon^r*X|7X|qM zHSpS?aKpm-Xg5%ki#xWdbrkT%o1A*6Dy!P>qzalK zF$uyx=!z=5OVl=3C^{&p-S0juXt}W+rSqmF)l&Ja>adkwU~*S@!lVhE7sy>ZZ#Yq~ z=Wz-e&BMl(a~W**$543$DG(H~9dsEJ| zw&w}zvskS90X_UYa9V3kvLzLxC+Jl10rc8n_^1C4xf#F+VX8qiQaw!804-KI(Ayr( zk|1o98@?O#=sOSHI)#4dQh}?Z4>Sh~uA8}7kTF#p!jIS4nCh!-d`$3Sbu^5|M#0o555{#fXo;T7d# z1frb=GcZJ9dn7Zo$0CkSI{eS`|y_f-QgeeY1{N3UX zT&cMl>j?Qkg)Z31@6xYcy;7{P$~G9!i=EZb{~@MMD&my)Xz_b4s>jt)+*wE0 zEOl~tXohYFs#t=>lIJxHS4uJ3WFi$o!91q`dDmHkTxPi_{4Q4xls=Uiz0h_$qk}Wn zN13MWcrv%qXc^Yxx9Fmsbv6RDGk$iIfyPih7${I;Zc$@l8<6A0i+!Z2Nk0w8@-W4T&Bp(+L7Y1$j!&>sORsW3*>K@jY877P+@9)S9GdH4%w zqS5le<0~$H6o377ma9vW`cccGz^e{$eu~8!-oU(B_a(40cGZ{chvGUNa;vypt{Ds_ zL(BydXIq`?ngDvC4IAj~6$nL-$Hkjh8E^oTJ4dWd0PZ;WRzkW3GFP*VfqMmqrWKtvmf zq5*f(Ul!Ma5)kC--z3fkjr8dLay6+nVfp0u6oZWt1?X988ijX)55}v?Tyw2IVFo%N z&ya3Ma@!kS)eNx>9JY}*bhTYIlu%FJCOZCIHPHPYEl^S#y!LHpICHiOEtt>!~5@C7npmOu>R>I_2ncS9qKGqDO8>{AoF-;sTI+3T_WPTYA7FO-%mHW{X8|8X zeqfEM?Kz=zVGb0bY%obdL3-hT~c}Wb{8ExX(x(eQerznqAgzEoD7VW>WWQJX#pjwGJwTEe{usb-KU^$ zQj37EWC9QxVD}?;_Iv3%DCPB3Ixof0+{%)R=RSxsoJZX|u)U}Q8EF%CDfFWbo-Vx! zNVCy{@ez!;U4RUn2Xv}rfyewZNIYsip+a)4i^&tsa0s*@yV?mHj@r=Y7EeI)peOR$ zg<5)=aa>qZr7OMc9t}h24U~Ysy(+v5#15Sqz`b1U6gHlAQxsMiPD3`@+HFV==s7?%fKIF-T4nz*u~3?qab0N<+SikL&9wDeQgFiQ}b{pPV_CyxE-CVPBR z2Qz4>t27a7KfVwV;(n{<4b<8xcT7wMlewphHGOwXi~zFqAzU*3X1Q*vyvxr%QkK#% zD=zW+?(U1V&^ls{bLIX5qC$vJ#BBNLEe}%zN1=J?;Q5jvvKs;!p#6Qom8W>;!G4`{_S`vEWX?mR6 zw`@6r^$SC;oNvA-ciWTC<{z!7N*x)IJae$gOGvvm+5g!#^P;UVqMnQW?7B8-d!5;~ zr1d#M8=ed9<5`LutbC;;0EpNk*2$?km*>4_EPsgEq#taOh{n{Xk9O=*hp_S&s%TX} zC;Nxtrda%~X7KgL%Ylo&QnxT|U-_5#CnCi^u5PhwZiBP8r%ivVHZ+*5&v-u>orL7D zNf1k5k+JE!4u#d)XaXF7a`k4&C`tv%2aQqSM$2^iuwzBv%$G8Z#I!A;^xDqH5%vod8$O%>#h<2}dtmA-dw^iZ z;ViUJmP&`{bPcDhdGXAd<3(Zl)u0WIAPa7^Fj=hYM^FrNMVNZ}=(QM@X~Mb#6Ny$J zdC)eCO;W#?M7vo-S8BAup+lA7yFot%0?9Z@s2Ux!Sif!eXSX1^#!=;)J)luvy-EQn zc0&;2Q)_l|nng}|)!988F^7O(1n@qE!usJOu5P6qNzIZuY?vT_> zRzT{#i_V==UQ2-|npkhAFOhvl8)d34D~lAJ7NodQ6q#VY+qCve1)XmRj%ZHD+PDdq z+|NfYW2{FFV{joRAG%8SOeaG0|xnuC5)_Z1;cgY);6lB^&$u<8(PhbgsN06( z&gS|*bs1*GI~~2TzLqW@VsO}B+ZfGrFxO_SUvfr{jEg4uXcHNX{SYVE8g2B(rUChh zDmQfy;g16J)r1)*hyg_s*%UxZWgUzAu|LR~Q1>K;QXxE=+|HMYzm)%Cth2hfW-rmO z-15rQVXbd~!LkpcFs@Q*^z8DpbgA%9oBX8A!g)uPdf$Foy%ciQmb=`VlPmsi%=I1e zUU=T!*_>=bml0b|q`^GzTr2!{wd87p!bsNk$`dLU4ZHMytYyjzr@#56-cg@JuGx?EAu9tKQtr(bex;TL!)5Pueu{3JJI_{X0H+)yHeS4t?8b zP)5LU?7$3{H~^{X?RJzBwQ0A?1VLJTtJ?GZ?H^NiJ0d9xo40tWX4D-(uJ8^O~20Gc} ziqnqO4RL7cHR$n$Jhc@LQ!iA}r9Y>he!kE>{jIcMs9OxIcsn5pV`E2bg6 z<1h4XN2knCepBht4%4Bkt{&+WSrr*dbLog@PC56&N!bV2w>jh1UvSjuH1Ah?W2GL- zSu8fYn>EjJ6-qPm9GT%E6)QTUz`%!LR-tQSomJKp8Qy+n$MtFFv_sSb>TmGfg;m)OiXV% zOln>27+Z0Hm4ZGk6YcGz!M;*?P|rQ*ODTH>AD6X69An>M5ZoSmqnc2cJU-JHJV8hm zu)Vo|d9@Xns90v4D|g@WgSjp#It1wgl7~-vef$0dlBYW4Aaufdx)s-8#`3!jpS1K? z_uA<}S(n36N{C|P1<9G+sZiw{{hrgy0wYW|+gWp8fPl^=lgj7}Db)5?0rijVg~rAn zWJ8b)8}$~^G~P(s^iwKT^lHN@&~_!x)VI9rK`t@8pVCbl1EZkEK#Yy9=L8}m6kOZ_ zaCp?%9nY;)L=?F?E7$?W4PCfomw@%YpDin%qe?6H(ux z9d^-g(I|!VOQ=&}5HOMfb+6hQ&u$SSMj~vOrK`Te~PmT66BWwNvYfZ+;m+k8onwnf=W7NK{GsPV3b&E}r4coX1-1WYpa=!e; zD-#Ng&Si=A_s{s&YPoLju#%(818OI13S+a-YsHRB-0J8;LKQ6R23XGUa8fT^a5H^p zq~$ul;an}wzi>GB)xX**Y^-k*_x)}0;n zZ2MGRxDQYHPDyL9Zn2i%Bjb}a)MHWW|6}hv|KV!8 zwnGRZLP7|lCDD8DJtU$=i8@O3-bW`0qDyq5Men^01`#E?=)KorMjs63-MOykc|Ya3 z|AIRo@{9atW1sun>s;$t$8jtStYN4W02`UlVhHGF7Xog%4y~yhHWq<@WE{;8Uf8NN zbOaJe1r)?5k`YsGn}eUZrz%2STsGMAp24@_+-X=8+g zyG0aDwsOnE-H7x|wOR^bZwp8UG+SJq=5D*O*_pfM9g1z9ZjA)&uEI(Nye0654BvPx z__ZB}P*431VU1;XBfV{O&if@JhnANTr(!SpYbe z^+3ukDDedw=eH%^_}xn15}b-6x3Z?uARANw`dy%1HH%;8(ADwHpDubE$@iLMk9XrG z*maiO%X)3FnIpXWoMkO-4*hyp*dcbiYiEvQm-#R1>{so4yeTw3ml&Nupq|@woJ?kv z58o9l!Y7B66>ZR=*lF#%JJtz_US#zhRoJ0yQdYAc1nwo8pFE%z(*aJ!X8ff;cCi8v zb=5)bx^ZKM=_2kW`nSNu_3=D~_)}nhbQAYyiOUUQGS9kAy9cF!JZ2XlPq~4f>0Ocv ziJ&yTSwvsTJ8v)Nrn*`d%dYe2@ou`FWu;`S^U@rE$uP3D1G!-Zgrw@J+O-eVSA zQUV@0F;*zsNgjY}S2zoCz;&FuYZTcuIw-sqlh}59=!7$DwpkW+B+1 zn&kUMiJc0lEQ3{7W^P2^0hNBGWIGdL#`{Z`TZ+uuT^i?J&)+$N@sUC`H#FidBd&Vn zdauR3+bj3HWZbQmWyHNa$c7?Wa;e*(6WHCg*7G&Y-q+#Db%FtYey5$KC2D+Ciz&LH zspgTo=W*u8Gw#&nD$yAod|!x+$>vY!)H)dUaN- zJmO`6%QX@lO)Honz}4L0nvOEP5AviIzQyzW&4v*okD6woMv8Fp%;<(cpwYqm6x4S5 zMsyQd6aDaDK2NmLrr>^hydJC2HkE-m$PXuWayZUCt?|sBlPdufmb+zh5y!1ZnxPyy zeeM*P!(K{eGoiz2%ew4fKYwf1aaR_Y0_`#TQNSSuG@rz6vE2up@&}kwgyN@h@D_wb zz4dqx_G1*#!|Nf0z#%Xw%a!Z))1nbQ$u3eHY-__e_kqr){ z3sw$1IF7!r1@NoMI%>@UV?sjgF%O304x_5Sf#|lP1M8jA1{XYbL2f7@8da3T@AHkAU zcXG|?qfdI6DMi6$fUDu!a4jE#2>T`TN(-9)@;UEc0bZc@XFJ$-GAs%@kBff7V>?xb z6-YOLS;H;M7TgQ@DuNJm^rhwe{6`jz<+<#85^by5;QY2sS~&j~MUialQE=<|2f>in zB$N5kHcT4<<8|l`x=Pl@XEshI;+3pT{uH7%3Eyd2)gP@g;$ZmBe~y@|Olcz8WL4vm zU^1(;*J)SxX+3@%t+}qx9^Rf)GFDXmywy7jKCPeO=&RiALNgB^ll3_r7?E{fq!MIy zd~ADfoNeGxuh}IZHa9@A3CPc2H6dlCm4G0y2|(`bfJX=3cRB$^uruL5pRH+#GWWph za=SQ`aQs%Jvl+$q-9XsSgofE>=wVN};JE%{$ss|Ff zztCJeKmp)^$(cTIVGs6setU9RQrZSv6reeCGS!+D?+mCh{x(#5QVCqeG2hqoqPDt1 z-fOyg(P-b$1<)6_+=)j+#8f0PFlBcw6%_s+J9RPeAI`c>YH2qIFdtX}tpd=w+FD1P zyW~{vYeF(H@2lNH5QB`%=JllBKC6_Cn^pA94*Tw3p??t9}>Y zdscCeqcmGl6g$AU4{}5y?p=p}szWrw(`hmMtr(aNVGT5sID)%)LV?EIeot~ubts#f z@nWxT&kWEzF&L$NTH_FrT%7Ye6#_cX;v9`eju74<0)c3EN^{Mjf%PSx>W1f#sLGeGY%cr-|$^r=09ML-QDH zp8+cQN>K0#kaBH9O5WNupV&-|-8PEC;OOhTKCx!^(-nWJ`<%r%Mh7`yGA(fFC%N~N zqJH;S){4U>bCCmSSM#WdzQjfR2Xe5EP9c5>9HTPlN{2%Y{#LtadK%~Z zd=F`^67uueJI}zA(>0t7EuKMrW`PBK$cE;5+fw^0U1GY~7YTxmf?%ar6?tHB*{xaU zD!aHpiEPCU&@Ek$33uN%Ke2D6v)x#3@u;+|YwU=_J_kAwTS2c$b!r~O*QqqS_?XI> z4;)})J{Hij#2?u-FaE^ZI6agSFdS|!I4d&iBG00IZdyrF{#yspew7XPFH09$9#g?S z_U`PAdwzvDF)F@2oSyK31l+#=93jxIP1rzHghbtBQ&wCKiN41^8_TmbFlJ)&pxzwJ z1bV?43(AHSVvq1f9_4)gcFX^^RLZH0=E;-%Sjk(RDRW~Wpnw`;CkHY41Rf@0`xttz zV$bTx3N*xFe+G0=m4Zv2UFFG|v`j~ty3=j|uv5c2-osWqC_@?FH!LoiTox$I4~?9&|*?M&?+DK%cHq2(2=uP$3*Lj~oE zj9wV)^)6H+~6{_Pf>C7?Qw>@G46cY#znYh-MjQ*^7+3A?QljO-#J z=WI8M?$4D5K{obmwemj;S}1P&tdrH^(3w0rJ6N#4zeVr4Mj&C7bEHhcSD$#B%Jud{ z+d=#GtJdUN{}zjPtG;kZ(x@o$^j-!QE49yK!?OH>1F;q$KMih=KKnpUBj6B+eNr|c z1mmaxm>&?JU1l&k%p+}Q2tWjjHB%{$vFx5^1UJ^HGCy2)jz;9Y(JCDIF6;AkzP&(iEmU)V5^>+#fMm7o7NmbA*wG>S4FS^IP8?9O+Y}&I za@l;Ajs5MqmsW&oGUZ19^cO4W6gH7~UwfWUlW@xMx}H z!|uz<8YRx9@!g9kBJnxxEfyIul`MN_W?ebDNeGOc%1_!no2_4*_8k0%ceF59ja z<07u|YdRhn3_`+dO*Ql1J|V-cQlf*24Ay)amPGsNHX5GK1W5s489-bFg@(CfSgb$L zD%YFD#$gL))G27~E-C3c(9+P#uxmcv{W^snqc7GIfpNM495u52TGR9i?)p19*irkC z=9+5;6a==a)!NRVYABm%1u%i78>zaI3msqyUckO zl3$ZO0@z8wYaW$J&j!@M`v49InXce_p!b!5Rup?!^^ppnlCuvIR(mIof5~yShW@tF z97}g}xF*Do9A&#WJS)W0un)jLATn2s3WjdWxR2%sGiN~7rcQQIEft40TWn(o0Ap-| z@_9i~LAwmVuR}Eeebb14YzVL!;LmDk*8wEPfNKmwTUY&Q|Jl{ah$Kkc`F68l)7k1= z%*N%CUqnl2CV*0|ly8h+seM98_?YzFfWUz&8wF{F2w9_g2C=K=cXe_1!&~zPfJ0&- z`eB0XZ#8(J(o17qCP4I_H1O;X$)hZ1CIDcuB-`qoXZ5ak+}9y$ z_2mf+Xdr?E=KzLBv2^e~c$40pKFlD=>%(At+;iBpD$u7@2MohNaYcag)@GrpS^|CT z>LD>%X|#-;^am1{ZIUIGJo;|Dp?jPoq7vLF+Ok&H&mxk+(SNJ-zPQkbhm`Y<846+kZQ*%%<_6>&vs(z!! zMQ}QB$vPy4Qp~f;VlX9V+9+Vr{lyGGLHSdzv5$Y3!`JO-1T3Pwf!?t}+*pP6fIMuj zz7(JK9KNUzB)WqOQo3d50I_NY!`$Pq)flb-25=0iW{P=lXLuN_bV5>V?1&4Z$g0?4 z{-id>!+<-Jnd!jH(UCb=CwjlxagZ_Hk>EyPRt#l%!lqaRxV`|S&cuNS&iIE$1*BC+ zA%?z3aswo(hAIl2EywJSCvNSIxItLRAm3VO5N3daQ~ zY+y`T#`_s<*R=Ph)dKb^nrY~gzFoDVIe<`(7QR4UUxT!qx ztv0nD_~ZOB#c%L7p50cO3e}rXjVWLVc*!J0m4t9M#s5CHBNq)*7m4+qt}(}$<RJwb=oIXh(pHor098CW;ouGK`rL z&WNwBXOSJPWwyK_d2-6m>=-V&WGAY^;dr)h9*a6&slJip_s5 zim;kLVn6#s@B=!!uK^ny)oNG~?J~g0XagYlKj1qAIE&2|+w=K!J60oDD@FyEeb;$} z?4HpTtURjXpacp7N8mC<8JHfRV*yg{QDAQY_&`1%#;ovkw)EXafXK49)Yj4yLj~(0 ztnKIlTv+OXIqKp7=dq@`+fKJ&;y&QBVFV2JNWz}L=r{41qI59m#)Y8!gx+h#Y?zH)POE15FQ z0V3}CAmG4gHmwaH#h^pD9gad7su6(fnjCP(Mb2Zf(}46N?+>5U-QxlXIkteA1dCo> z5k4tE*^_Q~ps|NlrU(UsY;kKcdjg|s=0v&MJw@kN!*`;!{u)jCSTJ*Pav(sd!Vip3 zxVc!5Edd(4HUOU(!dW|=!lTmBlU+^w1E8LRkOoQ7fcH!7c*#d9Nqn)WXTs_y+an&m zT?n6G1=Ij?)@3PzJ|)Uss&I0&SIa{Rr^+%$(qK@>17MU1S&dKucb z@1<7&WJ|lh6*;v4*0uTK)45AaQ15J$%z~^sr|tG2V0~Waf8$MNhi`U=`)4F>Pd?P< z?_|O|n4K)fy7vJ;Be%(Pai0dtQ}KHDdW#>w;u!~~YAd4bYK*SNeN*&0>)0)$JEpko zwt(f-1W3yXb4odR4XuD}Pc%7ik9mkr$1e!-L%$G)Xy(*SR`kt8o&qsh_CQm47Jxb@ zP5}oVU}c`!C~@`X6oec)P2w=w?{J@M1GJDt3LZA|~O8HdR+@M(cPGIb+r3BG!^{7ybrv{&^GnC9zwuxc_yTl)Y0ot)sfz89-uEJo1l=Gv}(X5e>niosP%;i6OadHWx@ z-cEP`8&_0_RlfY+TQ32)sI~ngJ%7FPHaC2H%dxJCuR7h5WvOa>J3)^>recjgex$c7?%J- z@s934tPdb&`iKiCn{Zh}{=-@Wuks(|3WupJNlmFwd|1Q=)Pxily_3tb8-<|bOEdK9n_;0xQZ_N59nEp4w|9cw! z_cZ+H!2NIP@J~+j|5Jy1dd63$sStGMYqxdf#uD^LX-0bvk*jQgdqjig1RNmq%!9l_ zCj)M-2s#bAKTZtA#2@$=7#K+P7pnccv3~2X0B+}cZQjb>Wa-(h%IN~EEG#UYVwtob zJ9h7z{jB%)=Ko-g6(sx7_JvT)-Fhk7()(ow&2Ll7**Qw7f`6jAJR*KRSC9k@=EA@S zOBtt;x^@nqr|&4@+ueJn*+Q;M*%yt!5!O5s-IwHS`zbR4^$?FVdsu3f3W`CtM?;M9S~ZPxse z9=~nTbfZy*`zHpn#!=wM|6%JslEq=>;W;jw4##`RemKE9V!PjTAKp#9D5*9cNx|4= z%(7KrsarhrEYj>_$3%PKF2WjZwFo%_5Y)!w?UBmiSg|5N7(+h;;ZGtU7csymV?Rz> z%nruM)hg5BZo9S74haeQ<&jl0@{DY%vQR=2y|Tr~^fFr2aQ~{r|Ef8bb@N2kXJ@Ze zub}$X`w`s0ByCV>#!|ESxMTb2d%z-?=R@r;2U8?moZ@uaSocNr%>@%5pC$pNVG+6o zH5@-xZ5|r^bhjcFs9U|WdR=yVDCc&6ZzX@Lv$IJ3@@U$|qFPA*tgfd>z~0d*J+?1H z-&CGJ8Hw7QoogIy1yw{(P_>nL8YwMi7A~t-ww@QrYoVEm0szaB zt^fz;%Gn!}g_Kpi`}dtk#!uQyEA2}Gg?h{Lfa_a*01P>cijd4ePVml2F&O>w-=Dwj z`9qC-3_vk&`~q%v^G0S;eaS}j&d}GkpAG$P*c)$1lMTNkm&MO#v~v=MouL{R3F^0~ zSu&&DU6zetmV`aUR5hhvX>D&Ap#w&ekUu zS1WCe>sf{8(%y-@zCW4T4u7+9yfGGhnNA^4#EJUgCoo$dx|pjLQ@&B3Y2a{rPcZj$>Dxp zXM_(jbgpJ{XJ!V8(bte|^cvFfFfPY?!nR1H^6lo&mIV4teYKt87KAbp(ec4kI@_$D z&8TV29q1iIC_(2J>FofT#(Sm(D^F%1?)ul4t}7k4d|G_s18+6tbcBa6{|HChkdpgB zGU50>Whb)tEoQ?mQ8d1qw$tT`T+0&ZwzHm6hb7haYl?u(*;vZ`UaH+$Plqf?KWV!8 zm1H9%pe$Xn!rG1}pcJr~J$`bO$ZEK@?+>Lp-8L3SuMHe!ar!+0%&#jECfCb?OTMp{ z&#xqIn-QIx$)G)-6lV0jE4`rvCUS#auM@JL%bbxU%-_~Lb{$_GRDS((OK8*PUS`6s@p<#t*NVg>o)zTHVy2GL| z)3x#g)U~4@dURY>A~WRtaQ~pcE})>-h&2T7iIUove>T9&?6>FP*!;lV=yi(*%0v7f|lpI#SsVG(owqwn|6T zA2?l12`8hcDz%Y$i;fFLs|qJPuqgF#iEI)!HQHKuKQqi;nhVYL$H=jG7`y&SCVP5~ zC86Zz728KCZ(NoVHPx;9ULi04cdPKm*yYv|J&Pvb2gFkS|DQ(UJteU)! zeipU+oC74sS^GF50*UMz4F2Z;^y7{Upb^@AE#6Ruwv1Wpj_9d0C5-S&UD*`|94ok3 z$0!to{L)Sk1_YE6KeTG~CQl~LuV6uK{kw*ews(-q=e8RQ%`TUj78lC^E3DWxnK6E$ z!f)$1%YWx)TtS*nbo-zs;>?LCO2cNPQOc;a(~8*6{c5^J@Pc8WY7j4;pGaT6Sh-x! zkX&0N9&)o&>A6UNogp)0&2>PthTBQSvPMb+Md|P!>43M)Jo52HpcgZ&F=dk!R!~|H?4kRB zmQkLX*6C}9Z)Nq8MAjvPPkYk%h@@u3BH3u_hda$~7Q1ID z62E3hzo8$RH;d8%5N_Y@!hvPL)?sI0L~=~qus{tsC{HJdLBI1Cq)0zV=Tt&(r|j3@ zEg~85S=QUbqGKJCD{O)v1Fm<;j>1}iCsD(}oyO;|0o}MlcML%k>W$>C7+^uoC%J^h zJ(rV<7k8%447gN^#g{St%J1bWS4~<^?F%1iygMxnbJ1OpR2d=jwbxw?z%l7NieGIkj$7lw%YajG>cO7!s1Bq zixdhx?L$CdzrcBY@MGw$1|SSS9ScKP=7Zk47?pAVK;O*wu*7Nnl+EMMrCS`10qGZYPEh@+M-u5<-XXVZW_VBwf)PmklRLgg2RW*QA$h79w2 zmkju{x}y^X#X!NcuZ8L{pYa4SJv(I1-J%H@v@ncJ=Z@R_1 zjil4^bL_k@Kkfsc%v<`wRG&4RoZHmthJ1jOKHxonq#RD!;&(C*ko5;Qc-hr8&Uaf2 z3kq5Xo1$*|`UNLdSHn1`DozfAku3qx&C7IfUMjR&cSFu#CEfW$o9M{*XdVH_ z+3#bys@L9JfE3tfJ0Cn3{nH|uE zf6*y^j&VNej2pHb3-qTqCr`ik0L=VJwc-&l+NylIR4 zezFrj8AlT6b>ouDi9)-T`1sX4{~9IDP)tT8+5~2KniXKNBjr{%T&k`+wX#`SJNb)2 z)c+jTxjCS{Q>5*oUjVU8(&GfSM>}8*jMy{2i#I2199VmJnAZ!^TR{#yf*sQr|5_gF zaS|C3)&81h*GeTiB_QXC4E<9*)TgvqXqOw7M+4hUfd@YyZs5LV-@Ee_*i=~2YFo$d)d66*z`bj3yju>`ZkNg!L6lQ zImm=N*PAw)tXHpdnf%_kSX1;_e&m}~XlLPtptc); zFV*(4uV)RJWcm2^4jI-V?kZ#yo~O=Myl#orJcO&B>(Un^L>=z_y562|pD?7fbb-=) zloy=y##Zi~QzKx|$*oz-&b%dF^($c(Aa2xt#9g5NswC9HMblmHm^ zo*bU6yw|Kd0|ka){q*Cgs>a&CVQoh0Qw9t}=V$pW7A`KH+l!-Zdn!1WJ+OQ#qt7Lb z<~K^y7g-Nnr{?Nmi#NM#1!Nhg&3*7Ju#zugJdx$SW+F?XW`7F~!`ULAcxChjmEvi~ zJ%PrN{qrSb#FK{QDRWJigNM+`@hgdS)@?U*<}dyay$tNg?!3L7fF%-k^;dEcB;d$d zUzqoVMApWMMEu;Pv&gJlp-;@kUV}O8Jzz`MCC;wh5QXBdLDaU_v(Hr5mu38vTo4;a zn)+0p2E-PFSXX1^w}3Qo#_wHx5A)L9;nOrDFThA=q+?E5oi}6H$3}hnx>%w`7xhB| zacdus_Up>TS%V12`!p>E``QbRw>A(hoApk5EGsTJtfXh9A@aafGnV&JO7`YSr#%Y| z=iNU|*De}hC>T0pMnZcYm6SmPu9)4noY$U~-^~~(Jb|vUN;bDckrxyG4hkjD0BQM1 z(YZMN)Vw8%8k~tt{W0gJk+ya1^SpLgqWwx0$Q3lMR30%Y+TLw|&Cd~+qu!w48j~#} zmkem1FXoaNdnt?;V%zmp4AYq_0V6|*Mg4fxYA98ha(ZLa-bFxft+(Smba9At*L(ye zF+X=RHg{3B*e$5*6NT_?^n$vMA-&ZD4#eu+%fx5TXQ3nSi_|23jm#;OXDyu!?{_ndy)*0spUhLxc+4g-3L~Dl zdgq5;Y;-%*Vh61+#jA=JlJi>9>kMzZZBsQ4oC_W$_o_;w`!i0ViDmOoT6FA*tc-Fa z5d0_ zCGjQ-ubyx{R{Tga$Y}G*u(tg?WFRIrKxzbiHX+tf@jBBBo^Lk7TdE%mr(p`X^(|)R z@J|h+Iry4AkG+g9=-#@B9OYM1$#7%yv^IiPv{khE3_U|<@GFBdJ+JaU9z+Ye9S$cF zFX9#C-!4k*=RgBaJ?4F3(c0$iq0ImgxsH>4qBXJ9wCuC344V4hj3PRD-HrjDt0Tk@ zFASq@QdN~W(pj558aZf%AGkYT{<1V;uy&aD-pE0LlI3rwllg5fe9NlB*X8NSmFjHI zxAax6_xy$jt&cD&FW!0*GAMm3Ls1KXZ)b6e{rylE?PY*%MzK$<>Q}MQhHQT7Ie)z? zd-ZW;Ln^j7`|-~v0oK=_!o5$*J&4)#7V#tU&KK$leZxn>43}>ueYP<;<-YJ8a(~NO z+D#qd{RZX#CQS9=;b+}<+_X%eF<#;oy?OjZ`eks08Oh6V<6&~wo=+HegM=-`9uyv* zwdZV2o(>Pfp&73a-EaI`7RP}<8jBzhNDCwmVd_>xMsjd3qh4(+8t@4p3~~Xg1ijAF z;`lCGK^e(F>fU-`xYVwsLKKrbjnCOdHoBwJp?cN*gjbai0v483?>VJ(cz8wdlw|7* z?&eO-Ql>cTdt>^`b(w@A?FUq(QIwM0@P_>QIs^s^LFTh;ZRhNUgll%PoSH;DRLyENVm7j8a z+)8Y8KQJ4$5fWaaiTSuYY_5E8J&@Dxk!|H*-S*9xAP23N3OV3grYo4gjt-7Hn7`umHJMlTk%U$Y?=feG? zO&V8&;Hs4O?CCfl5%&j`_;T48@r6qDd;-jluh%Kqt&wE%k}HHot{u11%LCr`*oO>; zpAUu*s|s=KOmF|jEq6bmeFYn<^<9;FNlbLf zX=7e>MAdicT!sdlW&=5{^+2Bm8~KWyku*!M)n>+W+P6Gf^+Ow%A7n3zsKq();Sf$xEoNo~RY z?Pu^ifzZ%VNRw9x>gMWvcpblhQuVpt6~P7=OUDRbr5S@0ZxJIq`1qmcG6$&TH8}rk zm;ez5S*s2@Po~9PLbg^{h9f}@jJFM7eZ5<-X1jxfgh~)i&k?UMdZP% zO8j2+@7P{(xlkKlXeHx3%i#Jo*hrC2i(+)UmXi=!l(|CKf zRjG*lE=P5*(zl*cH7=S}K03GcPN`$)Ch`X`#_D4!yr6Bk@2yw0D;~0vT#)XmgbUwT zcDgPnFSsLhWob$0divyRWKe;!%9sLuZ)tzy4w=c|ShGIzl`wUWymMwj-h-$MZ1Ai# zWB6Q^8jY&HhFSCgfKIaR%m=8kW#Kw5G^%piwoV0ftT-u0*ga}?qiDUIqqOj4Uz_K$ zAW6+ZJ@DO&V!)V;g2+n9) ztKf)juvN0>Iq7jwX7YKpZyiUlkgLzO%68(S>Y__zvtf0LQb2)N1^s?` zl!x?p#^dj8w4XJ|5tnTYY_iA{sQq4(sr%$c%O<)>_Ih+@;Xvdku_%aR?G z!t!2uDalt~r8WCuxN-fgWxZ8=A@KF5X_XYShZR)c<3Fr31?znL$sDqQu>i{eTb$hK z^l-l;TJf}F?wAuUKJh4&I?$8uqk`=?hwg>Z&gBPq?T*;#=Uie&;{I%QLWxr*pHMAs z^F6WC^@>G~2WjaIF|gpTWPw*l1QfGW*k2o7{-Beep^NBiLYjjD5_&B&Cq=-I9{8ta zO!mV`q?>}iYw)%~{JGefG}rFne>)jQd@VWL1ToQyfcGe7*~8?L*~FOVwdVR!)Pi_4 z1UgndovtI|Gz_&TYF%3L3JYa&usE+ta|}VzEcv`8aj!~xo>SB(}6)R@Zcl9&gQe_m5tBOdxyHtCf6(K>slc@+5U{8n>u|~ zCfQKcXE|NFmJNOSVvx%w|D*0?^sED`u8`D#qi($GZ^yqkGp z0n!ah<_*mkJG?{nMg#9lW9=iRoTzMcGTy$E&_z|Q%snxVTGx1 z?apTE`-G}4Q5EKw=KNMOLY`-n{RjpS0_(F+Se^-iHk;I4E(_x&#k&uLhizsVl47i+ z`9zH=G8g!c%OM5{*P|zS&fS8wPop&0G#(yAzUwY;Tyy|qXtHDyNhIQJHrRg4=B{|C z@7ShQb~rvX0C@#gsjV$5Uv;%k7Ro0Y`JtWV`I|ZX8rQ3zoKkDoQNi@gs7KxKj=yB_ z&95%c4cZTZ_z?Gpi87lFsR_DDeejL07%_o&%&*AnFd`fho;V+-J&xl+#*yje1iDw2 zrSC3V*4x=`D=5di`L8i4rIBZnuS=5g1>EOI=M#T{$T%JZjwS-NAM_ZuH7{aHXi7=e z$oC@STDqDuo{QBc^nUZ}3=xl7?GFh*!ShC?+rP?}z&se) zP04;R(`gY%P2+j^DEuuQ&pT>ZY>swx+z0!V&6&8MRRUE9Up=l56DdE>zau&Xn<|d- zqu92{nM+fuzH!Uw!!p+cE{8-lx4tqH6ehemzL`(gqN`agx3ULM93EJBifA@@^S*(dH4y#zg@E z>o411-g@sHJ6s9x0P=MVuo0e_utR^&DxAZrIE!-cB$Q|gKfBD?W9rzR>}oYEu-9o_yPuGP58)f}wJw>B? z_?C*-en`ou;NQRE3-9Te+2Z>a3*1#CX5kxD2m)nx(ud4ndPK~cKi_OIL4oZb^G9x& z<6s5N3Vjp~H=Xzu%h2qwDB>JD%O^tnqgN)*%pE4t%R%`tO?EvM>wBUygmd?zxX>XX znZ6^=M0o|%y@!A#();jxP8*#Ap}3RBo(h(-&S|Y~H{H%Y!&k_=Ww?b2|$t*;Yj_MoJ8*>`*&GmWBw48JLqK&6f&azj@JtMo&C zH~%uYuhYHUhoax}ursXdXy`jW8JUhD{;0&-kH`4CLW<}xYX4U?^M~P#S$Gd6_v7AB zkg2AH>)pZk#Q0=V@jVr>5YX;tr(ZMvX0L;n%UPcyaxyPNcH_$;`>ARFY-dx53`Wha zMPd-eaW@9O;3rQCM~y-y+=VWs^~^**Hpv+Ag3Kr9w4aDN)V07r@|*M4Z|=P3L_IB? zGmw)z{8IgyQXFhBLt}hr);Y9PmS8>lF$mvu_DHP-%s$_+OxY-*qt?lXvG0H_sMCEH z&?VmYkTwZlq42zaueUcR=*$`B?Hhk+r>3-CV9#bYR#I50G7o zmjQk_eNIBIEcvqf@Ouj%G1r%os;T5O6%asG0fmKvb=y zRF>kJ+c=w1NJi2cEYYR=eE*dkGgB+pTb?q3S?s4cr=nohJEK8u55x;90p7mgQ&Xti z6+NC*nTkhco4x^evGxAmB&m*B=tD%?G_^(8jtw}9tLM&@W^Rvi@VsL)-8We$;U2i| z$7b0ps@Cj=zE9ewW6WOWb|(g~_m;Y34nHv#y798FNt{6KRWoDn*EWI+;Pu?e4WIt#D1>re#kG+%WYpa&-9OKBv;Dp7FZi|Xq)U_#fa`38$4^JTyP)pTTPLV zi=~t9idRW^Zok7aLPT^#4Gv$Y#=T9+*h_1d&Mxta6jz$>S*_^S9V)YZ;6=Br&1PV| zrD(t7wDBm6Qt%f_AKz%JIm|-r@$o`bBx4rOJ?{SgB;;pX*|i|XoYzg=xzTP$=GT*= zdws3W*wI3{x{49^SF<5F_nPE-4zMbmtR=HOvM}g4yXxmT->_nBHn6rJb4+x!Z9AO< zYEjZ)m$KI5w_r>7W-yAf^Agb`clw}3;=2QoVhb%hwXI5`6^ucf)PDQ->7r?sul5Vl z9X=f1ymg99ZTZxb{i^lkJpBY*o**hv@_YGf4+}>I-%1c6HQPgZ^5h3RhQD0rile*i zHXC$x)BKOf18_TbwJf}`-R0a?eY-|tsU zm>GeN`nKiugA`jKxQ;`uem_mZLa$>I`0cNvzntC0W4qAZDxujLAv|pzj$y(2dg@BR zlu=+PDX#Q^qs}3U;9&=jXzjbNcSmDP_o$v!5ah-aX>v&C8T z6Q=CaYl@aOXP@3@*FF2QbO-CyJ?u>hFJeQ1V+>@dCl<-Ajt5dIjf55^D)Y$iw(Rrd zBi0_nCDy&)fLCfK$N{U&mZ-7?7Zs{pZ=bbO^xQpBQ`(U8@I88rf>i8tN?pM~#Z^pgF%xO(Miin6z<|#aGeIL|)kZVpU+(n;l_e_B_zZdar1RfD>Gv*R+j?bR*8i}uYpC@(%on)5Rs(2A zjU+!Dd3F_a?f~wwp0eK!qw%-0LJ@yKkPBTLi}`Chsd^2PSM=u9Nn}oO*8Ze71jp&) ztEq12_3@HPqrGfo7#BbD{jySw%U=(Jlb#xUyay<&Ro$qUSJZs`p~NFH?NEiN1RMiWr9wo?uOsgM|C7a{bUW5vVMDgrX2X(>g(V$3Z>Y20r}SCK_1F+4B9{g zmQ7tB_zq^Zs`Or)pZV_Au)lQ2r&s?F}5T%3raivl6{2%dRmea9!*}U_d9hrv{@!J%r zn;d0703cj3D%!X^vDC@p12MCC1OQCH4);eUdD?ZsT~<;7nBQoL_PZ)H1<9uD{iI+Wsx)0v@oq``{C zZSZAAX$^PlgmQo%TjDlDoVO!Z8MT=z{K`Gnu|o^l?`H~PU~xCb&mP}x?$$mMb!MCx zUVSnDrIO)+AzF1@H;PqNWYc+;0{Z)o=NsXi{(*5i&Ln1s+#z2UrtW`lqf-cBgLk;1 zz*yT~3W_s7#pv(od0NZqydhjbQ9AFKeEy{WvT37YRF?28JMf2l!w76-_lw%JZll{G zOy1VoXhqHWMdeDH8ni+o>2J;@L~vu0SjT#AW8w5JCxsW(D`IUfVRk-$%;ZsbQM-h4 z3yu2;I4ADBUWv&2JXSltxyoS;PQ9WW)sEFgha9EzS?1Bph8BE*M67+%?Q!H9?CZ{_ z)snj)FRBv}l4`Xfm!t_IdF!-Cb3#GS2LB#T9(qV6LvMeOA~!3%78>?$wd6m3Ttip+ zo4*$#AQsnlX7M3z%ZuwFYB_$ZeaC-nFDX8Ow{ReKo8FA$&t*>@i+Tb+;``p1xr@7`-;z^5T8|+geI`qVmTtZ}q=beU2HZ=pDlqVS9z* zaXXTk8=~xi&w0%L%Iksf-TGN*uWWm~0GHfh*110%p+?L5@Q7X* zmGjk|q83*P+00v=b08}mJfH&L(K{?z`b!$1=wg5|o^tAPZ}>dE&5f1Q)5=y)R0q^YE-1Dn_*e%`bc-uxDQZWpuDAT2?%7+pCOCCj%JziZ(dF%?=MR(D zQ!=UEl$keLi!`QL4mW*gCaD*R_ZzZEW0(=pa09X_5xo2n#wEc7 zOuH+)K||~a_K-&E!m+x{9OFrf#E@zMyW{#_D&SpEXYyXsvYetASg0ndgq_{LI)Dc1 zn8;YYP22YYKU%uGpDD}E?s@!3q|cBq!Ww`Cu6wvTv98#DwE@S$y_&>&HtdMiXdd18 z-u%BuU~)tD`u_V!0w0lIFE%5{qm{t#s$Zsp!aip&(dVEapKfDrflrO<+pLB?dFF;d zU4sLKx!;7HegN-`4E)@Ia^!0_4lVVN}c*+i{BCg)HqCb&P>>~@_tUEz3h0`?XQF_jS~AWoNmskezUt`CpiHqh?9#Z+5` zvZ3vy2AlT{ZAjB=g8%su%}-I@DT^Y~xBbu#PQ0mKL}i#8g`(DIzr#D5iss~u%6M%V zkgxR{rH|LtVNNn$o-Hz&L|Al*<}lDndi?*h0PI9d@DB_1kri4(W4xUxV1o?t6y)7u z?yt0S9_#*x+qPdlD|D@fo>;OpE_#CHulEnQ zI!7}D1&61n;!NlWqty##-WzT?N2)hlo*&UKzoNmNQ$=FOD>yibTb|X_oqd>0-P@1W zR>Jy55+J}P@zB{8oe&Tm=#F?85(cVC=qLSUXnQo?0#6HR&-J!G>k4R`gnDA-bgl!s zD&OU9@w<DRem2r^ppQV=tf zsTSB1;SBa2#}y`7KX9YsIrg}$RsM>A?Nd;Z#8hCs&S-OaHjZ?K*}h~xQhe^MX|uhf zb{o7q#)8<9o}-JjSP`-s>;TXpPF&|14cmmH50tvwqCO z6+U_3)Tmk;u_FI=EbJHhdc}O*=CVt*OnOID=QBiX;K{AFW|@Qwn=^7T;U3*q2GI-s zp&UE=AXv5|=!=-rOn7oEwlrDR`d)6UL+pyI)|Z-}HGnp*3w8nMGo8!FUAj?^60hTn z&#hjO-VFy;sh2Zx!rPZ%IYfd5-k7SFkE)KDT0~w!C)n#ccn?hfO~$tWZ!+Tg0=PyT zBjuzfvm4KD>PEbsCqEjvHR?h z_pQSWG_(=2coYVLr+L#a|MFV}mF4cFhevrW$3Dm*4CE5{4IPVUo$B8B9CsEth^YP)AO$?m*kZa*q|ZSOM@BoOCHB>l_m2;eu^4GNzYf zB(F4cM2o=_-E58TWgJ>Igj&CHCBa8j^!+@>9KA^5Xh{2?xq-^kNbo@0>QCgHMYrj@ zoC0TognE;`Zz@e5aRsjG)Emm2S|ei~E9NBrY?}b^pC^zePj*xd?ra-}F!^SXpyBAr z)d^^|)vKiYG*zE1qk^~Gp-~pkT*1o1kF7U#^6*B^BgpxN$(8^IDtITq zeMBC$P(goxtGP-+&2M0<=k>3Kxrf2pw`e~0tjNr3!mIRc7h88yP_8KO&E|xSg=c|5 zJftRSwB-jz&bGI6<|G*{f{cGOo5cDKhLy zGObV~pIQq#;-Fw$^wL1)veJD_oS!9IE1}OUXc0~Xw<76N#k>#?0oVvm6T6exU3$@F&@5=>-7%VPS*Q(RF%+p*n!hk%0o=yAwhlO)DaFAKxSEdd3? zj%O>}w~j$Tjg@3YL}zGR)b9-Y8+w2d7U%~vVl*1ZnU~c7y&{PI02FKdAOX}ONb}Ee z&N5nn3pte}R*BN*xgV5ZnV#Yaj_*OuinxbZI1j)>;Uh+#|CUClloQT`4T! z89h9n((;YZRnLdE8iDVl9}(-6wF-^PI+0rvEw~C+a@G%-G3$ejJY_G3s&Jy!-jz11 zJ>GUUVF^&ghK$_PUJ*ipAFeWjnX`G1G=?p3mF&|MsL{9c*+W@CLRa){q{Tud5jYG10xuC=9@~GZ z@5TMXFDAn8^KW)z3tU8=x6IY%LBBcmZK_j!BnCWyW=^uSHZ|~m=iNMDUCoLFKf{VY z50XVZ)G}VI$KN+gYT1Zc9j;Uq$>PgnCHn(Foycr&x9st#Z_Eu%6euDX?h*+vh=YDm zxvkG9T4k*`S^9I0>Iz11=(=9;v~03Z-N*gWV%3zlSRHraRL;s}yqTh1B#x4dQFWK| zc6!b5+rT$xCE$qsyEt99;Axz^Q>@`_YTECb1^$^Z_#?`z!wB)+ zwMdNMiWu=K55Xb0J13$p+w#iSO=Of?s<|I3`}|T5(WLtj@9{BelwmcmVY}NR24gH6 zv=FE;S{T3I9Nf5KH?7q1d6mr=aCxrl*h$~N;8b4mKJ}cT?aHOZcn~P8HK75D^A^SX zk+rN)5(R;JDQA8KmD`wCv(dX67UAT3EVA09B=$pwqr$&BuEbq!G3+e1-L7JbC;O4c zU_gMN$Lj;erVFVDMqn?>?u7s6LOveqkRIDJN;uQ>Mwh}sx6AHxlGPVuO+W0Dg|Lp& z*ygoZU&CPDIc@#IIegh$4lQo2|Cv)>k^o5C=?glYoR{-J-Nsn8p$IgkPfo_^3 ziY{{5thzIlbqZ>|wm9^?K`P(+_OQP_c8sU*&VQHYrVXmYY>a=sq0<@I1(e1@lD6AU zK7#ZImAUKQ`;!6DW#e!Bz4r7yd8QBdDmx#NN9(<2M0AxV+QRf4Z2dQN0uea{ua zFZW$1NK9;^cWbZfy)*CkWfRTxVA;0oNJudP^LBOP7d+$6_Y643%1H>6ewY4>Q(eyi ztflWad{1|~D=?m1ZlB8a8xzZU|cQU;Fc_)m%OECL)XTx4u9hNH?%n0jhcI zAo$>O(sp}Q($Io0UP^hUoQF`oicbU9o}+)Vh~cQ+^%F5Ue=I)N2Ub_rLcBd4O4PJ) z=TiKfX`{G67@fkN26}+3U99-GAAud+-a-#g<+_f!09zGMSvL5j_03NptR!z;cs!5$ zICM>a0I(JN)R&F|k@5xf_TTizi#@T_L%-E?m3m6W0ANdN4dBz5&mSo^(BcG4}w;!jhiBChF_uu(zz zRvU{Wuh>@s=69=_AaiCv{2 zHowYm$y^3$stH!2^-tM6cXEHr0-tS@xyoCQkakoT+k({P*5P$#iDfu~S%kf6K_4H> z3?pvrLwa!q1q!p9$V^_eb*+Lcl>@gE1zlHD;V)Y%)HZta5iegm?1baaI=Da{JLc_C z>3VPkHEy&qdL(v>p{BW=1YrZJV7RR{!m%_L+vL7<2P@mCH`8xwP#nSPmpA&K{zPY0 zE)}U90TAWHtn>F^0=aUz6-qS5dbW)vrlS@uDu+MLu5joEZ5PTY~KFrxq$^P?dm_|tXE+x#HSr!4K2r; z6c)gp`)mUx^*h!J!`SwFI@8MIju8LR)X0+S^Lk!X_YtJ@MS8?=6l*!Jwo5|``%+1Y zu7j&$fjz)*^ELQqVkA=bIHN6f%r{Sd|7yoq$s6hm^DlF?b3}_MlcDIrhiG?w3}Nq2 zSI_b&LN%c9AEbtyo>!AQ^d=#kpeL42f!%ojQ=Nr|j!BY1OnH&JDG`$E?ijaH3G#?T z4?HoGL49COx1Y_5fe?$b{hb?!3?mJ#mlLyJRPrZ@8~V^>B=U zm1o`purVSV@-z145o>sYdj*n%JpQ_V(h~z{!PBC2|1)>W?Ca~T9)5DQUNn}c{(5yJ z7EjPK+WV@|jpvOOTfu(*H6}RRqFS6^j;dcG%@nfLOa<;wZJ@@bM88J zme81XxnwryLNFmqP;)gkP5glRS$McB#4>6lD`_NP&3VslwpvL`PH|G9r4c2)9#o}y z;btxM;ev$zAN`u^NR$?~bVCWBz*`bDk*`=*8}NpU20CH&4Gz@&Qx2URj&xM%72v}= z9jk!F!Xb@!gRFQwCrbM3&BTLh#y!QXY3ZqgW8+0t`nQ%oo=tpi&`AZoEgd$s-S@p{ zdY_0so~Qw^_u)I2wXx>$h;V&B5N7S#bb|ix!pYk|RN3)8o3d5J?q61MoZ?AyUcPPp z{u{Uy>HUtC?Jj?|ep0;HjTa=>M8wkyrb%6AoMsPToo|Nv6LkMxl2g4g+Ub-@zk}cC z1{tz!Bg^^@#!Q6wo1>icQpz4sE!1^nS%uz9>(+_ps<3^Zb^$F=L2}izAQfiRcMYxQ zPKA!k$s?mV{`iRN!T^%nee*!*QZhxZnO+u6u2ty$hCEGJ8!zf0tEB?$`v-6+HYqXhC`ENKyxbrqi3z(;fbDPnpbi8pOTBas}aqWBl z>tbXwI9gTzwzvg);xpK3P}dDd{Br8WDjzdje+^-!pR$lF^`CW$lS`u`5`8Qohi%Pi z5lK&ypQ0C%PPtV3$Nn{kGi>J=IX};b=m#_cT_1JYzY;J`Ck4gE$fH!SxUaE3)n;`t zR2J!NC3$UqxWN5!WnIdLD;GmfM)J^k_Kn@Bi;Z+|3+9RvUlvcvk2P8Ttg z>0eq|DQsOIc*K9a3>j<5F{PNSzSew^YP9xLl@Zh#a~)O6-TD2Zy_b&6j%!9cU_ywN zLWOsQ%s!@_AzHcIAF1&W?2e1EQs|V61pIxq?FE%g1->cE1B_I38k9KE{yurt4tze- zbk`Bqn>wm(bM5LO;oKs~XximilyPdU{}bb`uCdXH{m0T_m|R>(A@QoBWep%~X(1T? z6UO|Rk|w6zN6+c`ih>^7{BR6txo|K>rt$D5ve=?Y~{I%ZOi|OAZvBUZKpv6IfQB1&b|B8B}TN;S@IJfD>b0NRO?5m6{%B zTRrr{xIMM`A*ywDKWCI4$Fia;ajK@g(^8B5qZ(;mn%3I%aTJBz!n1rX)f>k=G#~B? zVx2`&+VpY-ww~23%5)aoB+r9B;xvs`^+qvI6hx^-laKHJEwEPEc zF@R!mqBt5mOJX&CSFNUg|2xh(Ab{mZ+c))c(du@R(R9f_%9s4m7pB8q{^+A;FvaCE zlkbV&oXZ)*0zEAkJ_n* zkqHyKw$c=*s~mWNf#`26zMShHtE^e08uM;1Jh&q{mOWCYbnsInkZUw>acj0aEKgjUnr0JB95Mp#AuF%IrBY+^VeWaElw<6?rHC>%{q&A@;18w zBo@y;OHL^c(SmUeB+TI|>2b9LYG#(d_vvnWA03@fJ@f_5K(7L*tLEtjZ?$l;1{@gM z^NkRz>k%cz#2@;4<3%j=--#H5ZQa*G&Ume6`f|GqQ6;V2E@Gc2|rK(LpQ;+d9(?cw;BDx7E_a%mp6L5Q7+HrC}|bj8P43@p+eg zZm~d6^{B(7`lznXJt!q-`L2HGsK&*((wOA!7#22t03;ghfM1Z)W*Pd0r4$hfA?T&4 zgWgWjw{qThHaJg!q|m|t&y-^wbuUzN0#5{%O?C+{+(i8>ehDr){ZLslvC?8l`DC;2 zKFw6Bpx*5?mGYaQ1iv0F+R7t_| zVd6(T-q+$(0S99pqoh#{2CUxI41H??C9yN6e0_bpTIU&+@7t_QGjp+vB~%V1*SDX3 z@`z~3407vH78ny}=hy!`uIp>wyAO0RrI))Q z{um`*E-&E1-+AZ%kRr!COwTvgGENsJOwz*1)O>ZA|Pv`xAmC(^aWL zgvWu4!ly0FCPe5t_HIhk>wn2^cgPlGJ6Zog(uLk`E`r{vNa9f0xaiak3B_F=+$_4{ zwI(Ou-#bFZK6a|K2l#l+sV_SWu@4Ni9v(IpKh4XK$<}uUzr6 zl-rjJVl4MOIqpmg4xssXz@+oqE8x53!Ekw?$g5x1eTkRcTc{F~V!5?(tmc~nNw9vaCIlhJ zN>9^h-%5xqHi3b+gJPH?3rFCxFt77g0Hrj|tsb{E5D5C0GBwfPW~#Uoe3oYi z`16z@(oHe9tIddjKa5V}Bfzp9t#^oBSN8Y{cPbo{CO!&<9>AiN{T;3Q)0-YzlbI|P z_Uqm&_0uPB1xZT(Gu4*tVu_TvSKH#(54xp82|b6vrBdHdNZc^58g*fR2>QV+RBK;= zF~uVMGiiS)?5cx(TSs8im04yL?w_q)eD3r~43?)`&R7`i$}W`4HzdEt!$agdLZK%a)SSXok+S{V(JAc1h^oPHp+_a-=-9CufCnR4bPg4Ig3ulv|iwJQ|tA{G7qkH`#!+AZo&08RX=Lz?W5(h>&?*N9dS zX~|Ys5KpL?wf4yu#zlR%#DOMv7x||BLRt?qa1+d@c(Z2-3wA_gx`jm zmo;hk(54kC2cJq8SXaww>c`y%VJ=USa6iWaHJIyOs30*YX1Ac^cymNfu?i*(#7p~M z^zaonGchU9AL3V(CYkiPm0Q1hoq5v7tn70+rbEQ#hTt6 z{xh6$^vZoBpY9Sj6n6NO>&d)|_ql+0d9i^zoFy~Q*|YtBpWIK!koiTE>l?-G93uD-F7_EV}CrcF85DgFF=4wvFiht zV(zV-nvM^BmFXuWW|nTKBSbz!X{Z9%q*2$)vWi zuupoQ-f9_$v6#db=@%3Isn^8iv2&6tRL2l;5*x2Y8`XWT`2af+<(bwXUfxUxf!XqS zfZJ|Mb!-Z~-RPVbB~dQ%9DN@IT>>I)iT_k&)MLNZ&+Rj|;kncs(oxD~BciJgY3{4_ zywlK<0rTrNSkn~en13s?yL~zBeBEF&_u*)Tuv{&>PQ+L(_zwp;x~$Kjhy4Z2TF8~_ON@Le2D&Kf6C=)?}nIPK1I*i)}`@;ux#l5F4yl()9RmwCY=2v%pTob|C0}bgiFdf%oYv zYcI&|Z&MP2BtXhL;Ga4^)D%CnQeVKC!!7s8N0NDxgs=tu@2{NRod+6ElH#_{)6Y^p zYsC-FxzPx77m7->PCjtOKBMh=E=bMF^XpxHq?IQ}rIc-QEI(Eqzy&APyv{@R_$InK zKU6{USm_)C>ee~$(5lp5`1r73(=I`^>CxPbrlAAfOH232>7P%yh(30-Hq{uR>*JC~ zxMjj%m%$8#OK-!Je1@en%(D($wl*osS0WbmmGxGC%5{$jCLt{{ws^#AD0nw_xL|(* z!K2ROh<=iMU zL6)X_UvAE~txrQPl#?$JylW~t*dn~#6=qQ0ay@J_X1hAE5?0VD$ZGH}J1Y7;jt_sc zDs$yMYUQ;Kd%1HmDo&|Gki#I)PUdd&ir>jX8%sbELdlm&<;Tz_ZWL&%IS7VHl*DTl zQ1HTd$DRB$p6+*-?DpbT{<(;lp`$hr+K6>|<2))xF`;Tr5|(@luo2(Eob&_=N5) zHJ99F%V#Gv&*n4T5lWE5g7V=#c@^mT(*o154(v`%apR8ERclkK;RD>{D;Mopj1wchgr2w!ye-a6==~{Q;Ba6>d@LVNr+C^CB!}~+6&Xn4y;m4xd0Icsy(R$D9 zuE-I1B;QkGg!zLx%e5WBxApi>g~~pt+Dwdy&$15%05ygkPF_*vr=ivwms40^g5GXe zZ+Lu^w$)}@jrNeq8&eiU`#o6T`npVaH&9p})!h2H_$Yo!5N8odwX|1y`6Rn3|CIAL z#Mb;5Dv<-#djlElur$ybm>JsKz zxN{&Y!fSmZd|zwPG;56x9RAAkVTOmH?PakG%h%$9~pmI2DZ=j4C3k$Lm+Dhqe;CRLd~*XFO>n z-L1k8a^1K@ui2jzfqx6DSoFY1wxO6LWobm=5uK3}cQK6E>`|J6+h?(H!fp=Zpi`j~kXU&%z@mbRVy%@NcBYODTPy z6uS)`sjULnxiR@x+@_0lgMHBql6oxXY^%b|XW*h`V-euRO4C}{@QGlz3vvfEXKRzl z9=^4-Q(#js5t}IISk<`-dtj!P4XMD>K^U9pfhDyWmObC$@IWj<6fhh(@Qs!eQ(8$B zmPCu0zP$C$z1{Yv&2=%^jy77XFtxQ_Bbzp;jkEk-dz#WSA`75>X^?(9YBKiGp?9ka4Y$$T1u+R=ZHnF zLEg7h!U0|u`_+EA`Xl6mK6YmEv$89#;jPh5WWNpqb+SItSp5W1j;DAIgza2#yz(Bs z$H```jxv_9%4WOY2C)Yc76uKQM|Y5=(81s0px=XeXK8Pciiy@D^hkr zPO(Y7-?3!W08x4*Mc3#wdS+%{Zo81_?us&6c4O>=I*`Tbt4~*b73+)DeBT?P&s^Ys zvDW7G!->(|`Z~#SCwzTnK}$%c6$>759<}JQR(|jQ+D8~Soi5u?Fm`jgB+SW)VjbUp ziw8XU%a#$)t1>6f^~u)XH9%%r5?Y$)@#or+1J$^@n9O%-!9wp9g4V6kD~EQwdK*M# zc8$|p-b9m(S3WwP^4WVT4YljL_hdUBhE9VuiJqVv1gAM1akfhp(Q`1R!_X#Ma=Fnx zddL(*`Rq6*2-DL{d%7!|%K6*#kKNoAsxa_dI#f%)^Be*(BUG>H@g^N}dUW&Fpe&4W zH;2~o&K34Z7`!jd(kuQ_w_YQ0`CYqdX{Af^r!e@mqR960`yoBh_gf`v0U6pWLulMH zcq@ptO|~l`8lWik(f;}!`s^0ph-mze71?w$KdLDDZ7 z%c$Cvn>}Y2Y*k4Nttwiaz+MV6nS4xt&LiS98N*}e;gSt^Rsz9SiCoEZjht5Gh70@9 znvCv6b>vq17JaA095y!}Jw4rLt`h<*4b;p$Z=XBT=&87z7FjDA{_f%YZY`AFn66I` z8@tVVcY2zM?B_*CC@K*F2P@21x&vvWG3io!a6#-5`E4B3BcMpmkm?P&OIT$~tZ9i~ zNzvW^(7G4>jPIWViTJj;n|L~K_JRm_4FM6HAY)Mpys zTmJ*-s-mpF%jGP%KmOt%bQeqE$o%|QGk3dJKtXrhnL0&`C{+Yr)_@26a6K12dt=$O zn}%vXOEdVIy?n+nY*VqS7Sqau-H*9vDnZgUIlVjfe#P*Lwy`0VTT#0@$_i%Z>>!X) zl+lSooq7I4Mj7k%GEa$St7+9keiavWkutZ*6;}3EuJyj#MC-D9iH+aS!JOqY8}cw`Uz1$! zmF9i(hS~vYn@az{yy8h7<*Vg8cVeD%_ zJ3ub+I|1sJT#z?PuJu)hEd#4SY41XTgdDa2_I1DK-URmOyUq8BhcIy=msbek=ZVX^ zASWDT>4&m0?1wHFJ&j=I02ZFB6DHPd_Y}?jUQSzh&Ogmn$pVPrR8o@7N-x-}7{Rp$ zmfISk$Wri=o<{h&DUznym7mQ-vHwGTKzVrBj6oSMw0w8yMiwfZ%pj zy0)Xh?90xp6HC}o#s6BHBbDPCp-wa0gG-Gv2E%y07j-&~kwZ~KhC^8)!0A}iF$TFI z7N>qI_K7an&gUCU8j=N)OT8%{&arI#zk`etrt5-khN@n6KUFGucq<3qAIf?!+Cukj z#>=w!%UzaT2o9|(7;nGGK>}1)_L3^k+sA1yoFn*)yjW1+v1J%emzzCs^wfj{&Mpif z{8$ovHz|eSd)p!dO#g|Gg!vVhtNBd%yRz@Kg8mGXXnNY})yzP*=zxD-HkO*A2dB?Y0siH`$}kPp z-yv1V?7xe^yx_nP5`fka1^o{4PCduV*^N-oxtMVHYW=LO)U4?3Oc-@WldliAX2fe0 zZVc?_c&=jRaz%V=fqZ(8eI#@q_W9ZNw7JSWw`SgwT8R+j@WaCOcPM%oUQif^IO%4^ z_yYEt|7|-l%R$&1e>Kh^H}9Rky1w`sJ`nwhldB<7QMpTmG!uxHG1h|p+9len`rzP70Q!4T)~NMAC-W+g%lu9?F=FCc^PH@ zX4vo)_Bb}x@@vh2+bl@KPJwD(Upg>^-;`kcA{5TULC=bn$opOMNNrU_(;9gvnS;fA zk$n=(+HV$*Ql)MMB+>jWXU^CvHsaf`eK7s|W3jL$INa#)>g71|uY-4-l}3Ezsf;JH z->zbAv64NOSH1AJa(V6@Vz+oiU6J_X+tW5#wsf?fsQ+$DJPirobs^p;^r$V!n9A#4bV#2{d)w(p8>SNo*BnpB#9G9^B(EF#aHk)Uqcfa}^R zn;l>qZAP2htT*f#H^+-8n?4F`8y<_?Ep_5Y3_9#3S-92sb;Z9gxUD&zv z7Mp5D+U&d$F16^zpY^_E)f$bGwR$V}#*#sne=l4k-RQB1LA#jTM)oFW75^iur68F! ziBV|opOPKUBeLlq?07t(@;iHp@W?^`9F$M-at`mNnxv3tu@`cWnVMvOP{?#zc!qn= zOqczR#5Tzd_nZG{R_L$1*DeTbHZ^DpZpEfQ4a3B2$*ojd^$%S^uN9_P1y4vu=yqSj z8}CfLKjy-oXkehYEEj8mYs3V+A#S8G@z&FZPJLxbnEA>xyiQwgTjs=pV&uRfhFDDv zi?ci1B^ngCx#%V>K98l7h~c9 zgp=cM-|zyHe6CL@Kx5ES$IhMbAN}b8KwzBt@SUxkyaO#{;B7*V1D%!7Wz4U%b=eO< zWRg+a=Y^)u*S!3zK~ZeDtVPRbo7kT#_gegS)r1kASik~7@-^pEk*%w*mls_|J#I`O*Zx%LMYzpDmo~X$G7gQ%vA)h= zxdyu;?>t$LDuFSeH~^}GqJnVO|C|Q*+44XA84Zy-aUa@~0+^C+;h~HmL4z;}nbAq~ z=6i2&RM1=84oTq}Q_WfcaqjF>j0h7kWeg=RpI!=dO)j2N^PBf%$jJ|g7WK9^kc>hXEcy`FrwARL#%o+P^`$^gj;Ui#5SvhmBc(P zIgo;bpE;wUvS(u_+KcKa6d3LTZ3gdt8xB1eS1)^{x>)`ZbQ+}cNZ4+}r;Q`Ec6NPC zsr!NN(d%o(&d^nN#V_jU9Dh9s5B%w?)Pe^$Tp0A2Jm_-6ak9Q7vXXGLm@Bvd5e?J; zS`^-1wN}YOA#p!tO6Ti4B$kcP#F8A`fXyElOSTRc#@oPTh4SL6>L!G`XIKg8?1xF$ z{Y@0;?hAT7R|CGvAW{kLuf`UCFqkMCVUKBz7&&MkzIZ-C;Hw<7djKPe)xwi zVxM6&5Qmhf?_X48Wf3XtcGV>9*Km=(4TlC9xZ-SKl2In5>*Xw84}pIt08;#!BM_qg|cau2mLjy@v0iD@aM|1y^Gz3*!GByTe3p#P2o zhoNmLf{8zB1i}-C?$66fAKL6`a74Su~$6YA16oH_Fxp@M~B?>?B^~VyjQ{kGMD$3xj#fp ze`nn8*G5HF)vNEwbwGT2uT~u&h@;;&iK~kdas%R;GT_mg4eE%?YyN{AHA-9$@N@?B z`LHxzeh zdq*-DJ41n>Z_O8GkN8Q0e5OK|xlJWdp*F*Vc}gmI>%XY4W&b@6#Hen8eDOw`1re|P z;8yw(@*J)BpQ%_^6#n9>Ak}6JKDo^PvS0M2{I)-v+zny0z=@48sF4S)wYGJ?-y-d; z)~9A>Z-$xYkQ&fF7?IwGe2>2e7Xu*sv9P5>i4KZ$h%@vNBz1-d4SjlBL z6f1kQxC@H1%Kp8bREY6Qt@>=mSt78{pHm77adlkv_cXX8Jvo??;LO%j7Jbh4P_7vT z4u2>1sHXcCU8hsT@w5EbCvqCM&U|IF>`C9#=QH@X$&jdvQK|3wX% z=DGq6@w$;IjaQ1RjWR*v8KKV*4wCK#jxju147;h!eb9-G6Hl@~7 zYPc|1kre_a72>C%*tM>&q`R3G!V=t0X@yJ z4dq6Erp8!c7@`Q`ivLLNrvZcnzLYi}__zjB78>^kkwtfVcS0F|H4EQ|>t?Yyca~EXs4cuBo~rhr>@GAw59%;(!Xwp;7`qa17cAh%BemGtD$rn>w@j=N(ZXd3!KsU-Sh6{6NU zy9xC*lfESr!)|LyfGb6|jJ(LxZ|NMH{X;*pHaK~=9#5yHw$&~F2kNDxyBCH)_ zODBcx@@MhqnGcC9-=k^}+(s2ze#LVSzryQXyTxN{-#?@?xhYO^upPkHu$q&*8Ew*W zet&1)qBmRXmg$Mwivkwv5jTFO%jr+X`(&T6PDYi8H93z@fB1?&=kRgmh~Bj>7^|(U z^*wQUu8JIGh9Jl5vvos+21@>}o%_c}^AK4(BPBxilBTLN`@+cXx-3P$-?ASlPx-D~ zfzRl7YLlay38PmvaB}%py|xg_^Vn&lxyMLD3SNgH){9QPI3a(|Fs;|j^u>pjh#@m_an{GV!$>&$2&T69kQhIYVGQq3T%FmSJ++!|l_bie+L_dPH0zP|-w z%F?>nUtZ&s!}j)G_uje?Ze7{J;l$dR#jeD084@t-x8A{y9m|#>M=OhmBZZkHDDSmG+2*$iD;u zatC*4zo~fCl^HfvB6BcUOcONCX@E5zZK@wJ?3fGkWrT>|ZxbrN@^SlprIoFnF}4m@ zHjNp&ovLyo<~X~+o|L=uT|}eC>j>f{YLjHO{Re*dF;k@m0gnxWV(z8ZGH3mFk(be5 zO}xU*W#f`iaV-5W=#R{hZ7Z5B6rbn%IoeR%b|UUCIohQaHAe)TMs?r9cFs74f;Mc) zK7)@0N-aRIt6=9SHWR@m62^&)FQeh5Q7)ayHP=U+o#cYAGy`Rh6+4ys?IvZ*)a!Yi zSjb^S(z3*xAHCmr{a-HjB2urXNaka2@HbAlC(=U13GWLYHS&K~;QKccM@%ZYHl3LC z#vb_0h-hf&R6b@9VXRYD#oU&pk+Xx@kl?9LCVxtCJHEvu{y(nZ9dhIcyW|yYNUeUQ z_>9)7X_slfoGC(jd3Gdo^-AMXA9eh9^|J8=Dyb6uRVM-A@!r~C#41u9zQt}>5B$ad zhrG8AiX(i(1Oq{WCpf`^26uM?0fJkQ;2wgz4-UbDTX1)GcXzkJT?QYV>-={2YU{Rc z_x7LrR0JN$ouz%#AQ$IlyI__xivPNNT&UN_9_F^X1591O7>SYaDY1hD zuW+2G-6T-vLB24dv&yiJ(FY}vUs_C;VDME&@}lzMf!KmQ+|Tj6_2N!zqz`X2^~qsgxjfXn?SFBT|NSC#UIzFAgb{qM$7K!vQNs6>8V+Ne{t?_@ znhl0*PQcnOuL(Gd%XL{*b5d5kOaC{1SwybCGnDgw`?si>p_s$Efg{G*eE&S~zjJf{ z@7!8MAQ#?$;{y1vOCcin|GnG%|I4jC5B+$Au6twbji=!OBJ}49wn5Ch+WJb zPt}&H{r@)(H50*Lqokr8z5V&D<>PhVl6P?;0d~LnciUS1EY(CTs$;&{*-L>l zi(ey;kX!shUi|aWEMX-r@0UJ2(KY|5cj$cAQjd=>kE97p6)m7;v@UCp6ASMiiSQrP zNB3R9q(M%6FTE1cd|5yFb2LXXft^mjA1x59QP0i3!ROrz!`l7D|YtBZo}i4C6re>O8P%p^4?F5;)vx8Xk(#+Mg1!ZF+YMH4)-fj;}8MWdZ+l|ET$&L z2DB0P!(H`aRdfv2B^5l{3O)wWV(q3r46x^w70f6Biw)SLOUGrs=5D+iFS9mV=iUo? zT5WJ~0{|L>oE|oMqR6E@F7gunB}u$S^Piy|uW03IEWGyKZmoAqC!R4}cK}lvK$89r z$YI$Z(E@;u&x-v$TKn`ruQ(UwOX~f^n(LzRkr_<`cfT#q7x7g-%6Av(t&E>D1IANQ zf!>Hp#q-rX4uNk1Gb+BL+xY;gH$yDx-+BqnVr$j8dP{y*Vo1$2>WVgx&mCK!BjzAn{V(c2%&ETppzcQFUj3vTg~kQYAS~;t62JX7LbbCQ!S!SY zd^QgD&G3HVZM-broG0EwrZ0UD>kEGvuRo6#G(DmRjA#B4A z(QR>71ds%mB-$qN9dM~H$9h?0I~^}|-zv94lUJJd+Mp8&im@gLeUSr(w%2h>UAAL) zNCwcmec@MvSzi5)jS6oa#zo`Uh@NYEioV&rRhPT{ZPs(M-sgajSbv2GCC15(fNg)q z`bB}4ZLea$Pl-fyiR^`DnGiT|gB@jTMHl3|mMtoDlsOC5Y>mF%C#voBVDNLeUI8JP zfSm*ho&5sfuI#8SzAW%y4*T)Gi?5e7(0Li+`!NqcJH)#E<~DPQpa5s>2hk@U0DPT&#XJ^%Qhcy{@A;^ea&uSH z-lEil03-ZgQ_}x2uFK%Q^*GVxPvXn7PwbEJdd%3i(lu3VBnB?3R9z1Rh3|5(r}!&v zFG^^UjK&AjA?&v#(B$kHygeXrSB4vA_Mf(;^Vms$YyS;twOA4?Fe5lsY5(y*p69>+ z##&|=kkZR+v{WY-2j0pfb$Wct>>v%pKnspJ@m?4sSUz%4= z{%s2=sk5pF^8u+@M}c61Yn1=j{qa;YNJUlu(R`w#vgs2XFg>mWo_oD*n00qxnw4Sh z!1M$tM_~|`tXeN5x)S;e=v=oLQoo#oJs^m$ocx1t(jPlsA3M&YCxl*C|C-!Hw1JJc zBYJFJ_fl>A@X)OHQ~0(lT(7j57Jrp6ime92Q;IL{J&yB3G*(}{A~8zMmq>Zn}^lgkQ00kgHtE?}LV{d%v#T7DWlY zEN%f1QFV;-mey_b6~r?)Ic4D6hsAW6TL267Ee7o$vC$F1h$a-&Bgt=^gTw&sWO=SsS#F<{K!b!6iJO>9Js4Yb|x0#)n6 zMNqJ)s4K+4R-tsX1y&3`1AiHgaaG?RjiDUnUJ>;AjA5CvPaHnS;rNed>v_{5d{EZwk&S zg|t5kxth$EZfr*hS0U1ijW{%g>Ia`TY&+M%UU4~a2_QK1=9`lES*xj9s$C06uV?GU zvyomXX|H_)ogc%c^s3F}At&vOXnDV=beOf3|bpl$yoULWG|JZnmZdFt&zo9J16 z`fJ}$(ZfoSL->l&s@57)# z575Ovp;V<}O|C-Fd&l^+e7-yRevkgACZ;j#OU;Hw2_Hsp*?j9_S=H#ro_Hhgf^>_t)l#hQfs*h9Le z*ntpA#C_kn{wU%bi;w+ZKAw+rhd)XAa83@>S6D98o1fxvgK2ZL2^5@$$gbV#6T`~0 z3LAV997M!^KJvWbE*0}RtzV;#?=XoF=O0VCIWl~x&)GGPb=}GZy;sMWuHIP6wVV&A zXuT}f#OfeW#a~*Lm&mW`5-xTQx@%YmSu7;P3BC@z4%3I97^H8i;7%>q3L%3J05I?< z(jQJsLx5BB@ecv6j7&+aHwG#88fGw;=FZ(l~k4Xz+6by90V_Wdd=& zpx$?Fbv$CJl9KksK-6d(Gb`0%0hxuKfs!EKk2&~$_h!)uvMKgDN}*YaddViq)ajZo zYfcfBHx}7N|1vdy^nGXK^>wbndcZ|Is!SF|K4o)DLfJe8Q7VUJ2m z(7Np_(Bm)|K@?52#tSsx^ryCWY@_fe!PC+2&?-2-)2p~!9Cu1__*vd=W{czG-4 zUCf6CX}s%3LB>4BEn5znSohq%=_+qIA;M*M9gK%D(}3}Ehoatct$V74aT&a@RhDS*zNw(AbHcZ%{Pd$=q z-OhO+Y%67%!E^b$$Ny}NPm3)0u~fS!Ge>qeJTv#=%lZ+ZrQjB9?+n2AHmU|P{$zJo z4w;(;{d1OFjkyaZWb)mJayz*QpBL+C6WpdIq+9<&a!}!7Zz6fYxWSzVb?T-F(6!gh zvYN@yZg^z-0Xnm7B{(t1j>H9P|3-Wpf87;o{1t0iuCv175UjIf$ocEEKIcSF75QoN zZ)BR^eug*MZIu^vjURupL!sC&;A)PkX$yHX8m8Ky093G*^?yTC2*B+)4M+69)5So)dZCUh90uTXz`e1a7=i?UUd}6IS zOKY7hYDV4RQS>)PbiL9a8uvnapZnI#*g}+ z>4mF1sRKIvQ|a73=ly{}rmGn))`;9q!wYkqkVEA7l_*-2ti6Bi^8kad4jys;MWA=z z?pum04Oa)d0HJR!lua`xO#T_X`mfKclI%_CKM#IH$uP+=gt^srg@hfLYv;TPp)(d@zC%qkKVAxdUm2K~xjX22H1QyC!n{08{dX{^SNd=6=RZ3K!D2aD`Z9GizKCvN3CZ z$t5_~EVF?^G6D_2jS;8jnS_~kH4!g=bv^#a7IZM<;xmT9{5ZSKZg`JLYrA|+=&#%M zxI6;1x|1$C1?@`;-@`aofW7>*!U->Ud@zpJN+cCu7jv$x%~)SXHZ4Zd5LY?ZOZs=` z`hwD%uPFWc$=*I{_F;rJexMkjtUsJHl7K^;6J)_qk2#+V55`)E-&q1U$^Ge>NwJk; z$l-*6>Q7l5AM7>J1|tkJ78?Ozw+HDrzofPA!ESq8#uar*)sTd2R}5izPi}9aU`6;0 z9|~K0g|_J`8|D5P6*)@nd(a%FGZV7kSDIJIyNt|>9H1o9VSicH2e5}bHQn#iWqPop zgs?qLu#;}ae&}pmNRo_dy$%b0!N!#&_4tx>J*pD*d6`pulbR!IKhMiABsM?5jq1zG zc-lBh3K#F!nC{B=XH-VG0;zE~fO0CnZn4h!XwAeoWqdXlbV5GL&hr{<05Uu#+5zK# zNpdJ`TN(X~iaxUrhz?cn`R#uM1d626S+2IE{+m3JlBnw16AD7SJBg^N?O0Ouhp&cB z7Rb=l?efjH!P<7;w;u4DV9j;_ju^Quk_Lp{-3>kqzV})~N#gx#O>E-BG?M8!DvTMb z6@q{=#%B)s=mo)_h;Z1{xuCK4%|q&!14?FoRRW_%Pq3V+pse-I}b@ijhj0( zjB-;DHq3n>{b!(z-HqpEk(r-Sq{W{?Ky-n@I0X=7z_$r-mci1{;Nma&UK$hRPWC$p z$>aHEfxU=2L0nG3BK=ON^qbN~6+Jon&)9ysiSX~p(HZS1HJ?HY8`+9uxVjn6_+3uZ z7e8xcPVKP>+4;na9M=>3jXYc{F!=8uX#LYvS)0OAm;XKkKxL&Si$>tx!gOhE9?-bq zb(k9qDb-^x84R2}*Z-+jtgwXu_@x6Q-2IA=@IQ(4-5kL8I;B30<_xisZ^{AWa~Cko z1F*s;sadb1q0q7V`Rz_pM9QloD-lUg`(p^wx!yMI8_9J1S{%&O44V)6!b_53UTRE8 z0M8q2%|zR2-@c?-rZNDh7XF!ohZozicP_%&*m5e8Ws%8v4R7^wH^r{^i`9IoIu$K* zz^&MJ(r08Clv+waB?Gq=4nROi;&a$7o#dwS@C8}614hY z;JP68BPVb@7thx+xJuuy*!e}}*`8!$lz+1&jj(Jb83)*C!afr=C*)&qd5x;mXdfan zsUo&HuPeAj zdq`Q-4U=}dr;mhX?86(^Pjtz5r!3=VurP2CJ881B9*;iSz(z!? zfc@6Z{?sN00wB5B$#aE%Q$~&sZn~;v9}hi|k2R}7UovrQ)y(+Sr?kpnPU2FQCValL z{l)2u8UL~-{X^#)^M5)?$~0k|fpKZLhLxQuG*({W*^u8kM+0HT89Aet)!Z(34MoT!!&Chnt6G%zvl%-hgwuyb`$%NN(J8je#_ai! zY~~M6yg`|%%C%ZMD&5cvA`p>6AbbB6YknRO_rZ2NoMj#D$fbBU2; zWD7M`{5)Xl(?~rPb&fwGajUY#vslrHR>M9}!fL!30aIWI&o;s?_0f!gS?-cQAiKLV zj}8mEtRYS#VKg(9Kl@D-iWJYFO%N^0KN_?9 z`i95EZjF6&Ee`w3?d02kJOQR3Vu9<PalsBAs?fReZ?Svd7+W2jx&Vug(j?R=0XG*D_YjQJ-$HY@C8C^Fr2m9=n(52Vk(Ca?_%4n zHCM%xTrwY{f~Y(%1CL#5&<)$LNdGi2N4`@<7bs&09w{cxSSXSa-&h8u*Zo%n{czMZ zSY5#kwOyaB(ckQm9h6TROutWQFkc}X6-zlsuEiME+#@s32=lnEF6Wo7)6HGw5wXi; zd@5RJm0UoXXFp@*J-9buPt@;2^{K&%tRP*gl60THPGPHgW6NbYi?4;f?Wr)cZ?_)y z*z;XYbLWgBti7INS#b~JZapU)c7ya)W4*br_m^I#$+7dMr)-8{>(*KH{VzaV+92bj z``kODF>gaK`flkmr_3^pUhqZWo7(e9F?8fx7TDs6a0@I3sVY-=e3x^&g-F8KW)+Fy zn95aF#$98aUz;DF5Z1#`c;~;QaOq#O>QC;9PLPD{p=oOv4uxeQ+Cti(T6lhTH-<#- zz>O2uSIU_UM!9gr_fg3zMQ=mj#DTMWdqbN6xa!+^L`_(JP3c{WniRxqm(HsTUY+z$--E6Jw=Tp#-V{!sCGPMMNdh9Oq+yAYHbZDBJ(((myurNge_J!8P2NcA!8 z85&26xXIXfx#B7l^2T&3@ykD)zT4!=StC0S0Qiid!pzoh(KX0gB~QHJ9GIo*?PCxYNDeooEXHVp-uf0{6B z_s45FgW^d5v`k&QtC^`5Zx4f+rTT>u&BVk?g>(n0u^muEdIdxP`|um2HwA${!#^bgN{q&NuNcq0)odve z3hm!<4r7f-|5O-6FTXUPS!zNgM}|Enzikj+b7K`$w0QXqIKEP6EFBThjse8T*xc>b zO*i#}{Ah1+X@gN3NFCDPte+$7KQWgqMG_x|^>+&}D`W+fwnGGGB&^d8x9u8%qIp)zV63!3JQj*cmC zh(=^8J2;vBvtPyYF;Pq~a}5R4s1cm@CjS3&=31M6KPgwpYmdi@{7 zoN?75gU>){8=cM%y@m!2qSSxDsxEovV8HMO?^n9tJ*)NEphx9zI2~?^$}x}bcgf@q z`hd2kuDO&6Gq?bKtXm-hpN4J9~A3r zuxiW~D&l6RZ-~m`yX`j8luf(8|M5hOnj$wWBa6Zm^3X z1>O}tp3weH+HLRy7eVx}g%{)5>zl6&UD`UG8D@>BQy>)k+Ei%qb+iZ!0U3SYDPxtqtkCK7g3%JTK zDKD)PRAvtcEbno_RqJiK?)Tplg=@-dqk$c%8-_*qzBU)E3WB@FY zI>vzUUZGVXm#{)=w<&DMWu5uP{oBv=(wsIcMw~YfRiiE(wv+l!!*!e^M&>W;PU8}f z@K&Dj=%bCpzJ}#@SvrRc8HV*!-JU9qB!gy%_p`uASF8Z4G8eqb3~{YF+A6uFz=Qop@SCw#D5bwU0ArNTe{a&tjhz&7Lj@quJlve*Lo>SjS_o4@!Sg_s07>EGF(xa#7t z&g9VotUourl+0nlkmwx2Xzw_I&t~8xw(Y=VcRUJhl8?NjoLk~)y`@#u4P44Cu1^YCE%oz#*RXU%>k!--_jPG z^h$jSXHoZyHpTbK*{KS_cq|uF&GK{$4!jI*4JL3+{&UE7rs1=yu!HzpNLwzl+b_bj zBJ<>cDJrK_8CI)ZTDD=VHnUrOGa0Je4C9a5+zCp1ht-*LD|R>v8{rUY4%9{9CW><$`Dxf(VICZcbtzr@ zGH@lJxD5KM=H#EyynKagIjw^1by*MJAlEwyT6)%uuf!9fP0AV}EQ}182h+A7WzlXP0@K2Ro5$nx7ck(SI zeZ+hkqt3(ii^Yho6TZoAU^c{42fMChTam@Zf zs1&6F%>}^DUC^9n?HToHe0w1BG6KUiGuaK(f{}rl*)6Rrt1V&I9YHX%?tl{3zt?|9P)Yl-O51h&_AnZ2~!AJ((^YGez}gV*Ux!4 zv-Jc&VN^}Q${_qg5V(9qvadJ%qrXSjj?`+e9e4?Au|tEzwq8D-s-<<@@~9*`808+jOftxh zc3C!Wk(JuKJDR(%zsurL!66#Ir{%RJ^4m9G$e$}GmU(4acRKGvd<=5l@I@R(KOTQr z#pHETUm6M~pW}F(5zPWi8LwM8WGZ1FLm9FSZwtP&5-Vvv>mp$O${VCg9Y z!wBX2QDP3w6sVPI7p;LJm+e!${`|FOC~fwb>pUwX`%rFa`_zdL;764LwwNw%vv%95xh=g{g%brzTO_+V5W7R#mxdAJQQ1H>zU zUzcz1(~a+1q!)^Xuw_0Q)*B zB{&hftpme**!u)SV;bx?_RrE;t{9K-P({wMYF}*<_DbVB16XBmDaniW4#m$t^ebfO zPEmWQ@*KP|pRWyB#;Ir%(rTGfGylYI7uWjoK(srnmE_Jo2BZZJY<_`h-*p0Sz5eVB z*((kKG{6OaHCIv&hfF;X_AH;^b_+EV7uZJmlV7sL{oJUiz&6^olGu>UTlDfW)eBdg z01;jjEk*gHG+72+*~KsNrJl@&<1phO6H#rfI;EK5}4 z?bU8ixVQ6Uyf^x^t=JkIU+E=~d=~7Z$wq~O%cLxC#{b&m`PD1R`u-V1x5mMK&#xUl zlzO&K)DS#zTu^Kv!EwMp>w$J_RlC%>x#iJknV7n-gq!O0gAYdxe8^GNs9vWdsXITX(`+ur1~i1`x!Dgu=zsjclOXY9(jz985(XRR?ng87fI4C2fX% z(sre_5bID5{sI@)7MMU=fg=^goekW)X$auoT#3V4V*|;=q{IPsDQlRzuk%4PVn1!Gm9k6QCO^F60r#=k>op{ z_g<%Sj?o*^Zs|!RB90!Bd)|v)>0xsdt&6)S46cqhZMSW#DTo&Dp6Z=S%KzG}T?~-! zyEF*}Eg45krJud$UXQ)S?lu6`x-$o-nW<#@_;*u&__lwQOgaRzyGW2L$tADKeyRjF zJEdAUB41{?NCfJ+^3)sdVu%)Kr?rC8{id0o4AY`B7GAepl8+aC5lJ?}g_IH7?srp; zKl0@8R5U&*``XW~Y^W|2G0qz+$4I4%4CJKrRj<-asN&Z*%$2C4pxVzBe=m11MT|J^ zJtKD9+cuMKp7wK#(y(Sg=&)Mh+J`FsvwT{4uBd$BRjbA+gzEq38rJboYwGfU zs6NLlS#5}(w`}V%CY>Yl*=)P*e2YFCOxORD0xllP^`A_f7+X4~DA;Z+D1s24FLV1_ zu^XT6ox%7vA(<}Wu%!yQu+dKWaLayEXG&hThIrqeNP z^|5O>7*A@|)A(e{pPPOvwSV`8^OI`9)4K8D&enjENujfuQpGWQTmEV26qN0$U>BP2e^bMMJr#2n343)jrR=m)Ei-Z`zGfe|+5_gzFX=y4P*Pdf{8sn-S^ zz1v8*4`0P3zeip?4e;A=aXdYB_a?dtn>#FAAUOEv_dZmrzOc~CIXxvqzNKN*^kpB2 z`XTreKtBN^K{NNB7a9g?WclGGAD-x#2u*@xXo>lpI9-gIv(Eb@Tl6UCESLKL_{*_X znQSBhj2q_6bbO}2`FZAJ8hq0nE5pZ9T=Yos%icWYEblrZ!TkcB=-aS46MNQC;?OC0Wd-*w5NWF4jXcmC&Dui0*Z&w*f@P$nmH^Wf##U-OV@@Q)m)W>E_ zUS#t9!eMq)OI3zemyE6@o!xX;PVU=5TutfY_lfym;>SJv6bEjt`t~!J=c)52HQ5{& zrS^j@Soofg+|~KCY_z_{N7J3SnlL=&ihURrhHTc6s#t65X5lkObgppph6`C5g5Ix zf)d?gF-|;}qdA~LO!~u<4PPWld7aFw4Hhjs!rgzC9^cLtr){oe7`RIVCWQKV(5jx+ z2<-{E87z=aXTe@tx$8q9k$qMPSj|C?)OGT$gm)L!4vB1z==1T-jDZ)T$@&Mx3~x}7 z5aP-MzFgez%;{!5d83oh3#Y7B-o+LMn4(MvpNrGJ%UmZ=xMsnRe_d*SRv@+thou>; zmWwo2#H_Fl5ay7mrZp{Kkyz-9^?tb@SPoVP^4FTK+%5Z2*83c-IZ0Aeq$K;rtP8WP zI5t_|zK`aHL8*)`d>N39H#1&)HQB5sa5>CmMUn3xpn8tIxI|q8)7w#U=fq7&@LP+) zpMQrjH+@;PRS{c|r4{g%4z^9C(IrYvQmz&UHN}q>Rwnrd3DDvl&a0=?7+rV45hcr_ z6w(8INwO5q4z0{H)f#E6-}z3=L+w!I{-2%36tN-h%uD+r@sY&rtTDe2c6; z@byg=X)XqFhZ2t9pm^aI#|3zUo-WydqS((!rDQ&lZ!1Jtmzu2*?F@Hkdf7=-+zuHk z+AgF9+9PV!-h;EOxVY9Ws@)jXmJEX8PuNpyF1B@2rPCwvoRh9J{HfC8Xwvl-x+|8- z`?zNSk{Iu>gF?rp?AvQ}M*;{PouNJPH|1FNN|3*b$eU!N*KsnZ$($DR z!?&6gQ#tB-k{`^3BxgsyZTp@|q#`%)*8VhHKL^v`1YF0S32b?pI;`(OuhKP0lS^al zQuj7n_jYtWFHDGMzpHDPuO&Mg=a6Pcs@?$wmF=LRk=!qufKU6g#haEFfH>$L^*QP}iO<&>$6%4{jz-s;^EBOwdA zb!^tRV6W*?NGPB}`T;v1ZC=!%;L4Q}vmJvq)(ij8xUwLiZD9<*JItS!M3z{cB1Jbt zP%^Vx!t8K6He(iYOWi}#D1_hR8~v`*A%rv^&Ir55FAyb1f>t3Oh2LhmRx_N0lc79; zzyGw_eps7-fL~C6@I%Zx$k!gA7dmtZS*#99F1M7n%Xy2MW0rXrQiuLMJHH3hjoPuD z;u(()Tbr`exgn*=k0lIuE$EuPPrL4Tcc;{(hTkJCZ)?))1O1U_eZ!%rkmGc} z#UPVbf(_kiq-cfSo$j`vM(qI^SZq9#C@HaI)Bpp@wVToZMtH6I_byLIr#F=62-9kilh^#KUR1D3g*S`ZeR$R!@@t2XMi z1;aREQw{tL#r>yc)(a7WT!}|RTq8D2E``qyQR2`2TKwpnovW3!!DrU&#YXDGb!w8~ zA5TwG_IC8?q>va`Gsj{|^{XD+p|=Z(SzeC!CW*hLbki*zaAKY2$g0cv#5)}^5%_cI z>MuKz)9v#F{cUhY894a|SW;eRRTQGBt44T+2~hpIMMlu4;r_5C#?v`;9AmJzKiY!E zmg|rvhS_^Y93NOAR?RcXlB18VYg`=}(B6l^5&Eg;BQrIJ_WScOKZs}PCaQydJ^}A& z<~QSfhis^9zaG~E*{^SbQN@Up@_j$JNJn24CAG$2zjXLjXR@l7n=NUUlin`v-yfqG zpg}BuM{sFzZKVwgMl-Sg9>p#_3|%U%oc80xcA^E{CH$u1T4DZaVIYxQ?2y9MBGW41 z(2SLl$&>klbS3uzJKb%yw80<!SsLX4%G|?n?|8VJXZ|w2Z?Gd zm{798?dcstY%vWUO(&M_Ypuy{n~=<|y1Tlc;MuCc(64g_$X_EYeUfwI=~u+dY~rLA zm#&Q>l_kg$tXU-)@7GXNnEZ1CSlK^C_uaR@3VDx(X0ptjvdW^`ou5nhb!OjCA-qIC~Vm9r65VNs>btvxG^+~x%~-QlxK_hdvPRQoE2Y& z&C(?fD~^~(N8i(LwNSVkGGuuix;Tuv_f{NIbO2j1~78CluU)#E?Bc1jj z`g-Op-z^5J?cPqCjBH74@{7S3jcZ@&-tCj#*SNLrS4LqptM+L>BBxzzyndR}EItA! zOQRf2s^$~hLed4BLswEcZqv-~mdwJwUr*NunvWQR9~bnz3Hg|Sd}ca6a*8YzgZJr^ zRKvuCt0=%6B5{?(c0*f+-;EeaI~*SD#_)j~VfZc?BnuGtWAFu9%nPjCZ}MCYp77cX zPKEW{JO-O1p$_^INkUP}MAL(uckbpVSlxG5(@YL@w^360qBaEqZ8&$FI)A#FF{mM*Cnxtwnu4T)m-!9}()#u#vFq^Ws$e`Pa8sS*KBt7$hQIMq?8Je~;?BIp za$50Q6$e%^^XVKcZBegkkKxi|eVFwk?R#TlF&35M(F0(QymY}VY^Zt$iJBP1I!}7; z>Trt7FW`+3Vs5jtYYrU`#i4&j=O2(SbZiw0juO7=`I^B(gc1&q8qq`GpjPVIs&Y|G zXlShSr-(jx2~b+3t5B=I5V}tEya+rN`X!Df5t=0JJApg!GAY3)^4TW_Oa8auFXw^C z*SLjJ%YWJYun%*t{bby>3-fY>5+C&yGuqeGL*a$BgM+V7(wHg+`+^wXq$IM&Pk}&SNuX6(cR z?zrLdRtx#@jWu7{Pfy#{OnGfPTXbitO{(NL4n){?e73NqHxWtkGa>Kbvr=#@Yg+5) zaHl@VbsA8V;as~Uy$PaW{!dBU$}j+^FC>c78p^+6fpbGMQZrL*c8jHV5jq=PGTpoQe3`4I$`%?~L4V$__qoaB5peS>pF<&o_uTXxs zzkNem#PU=>RIit^Zr6e(n|3vUMZ8=$CEDG4T{vZQ1ImtcUB?ayaCk5;_+>*Xje=NN ziADMPbQNV3N_;auGa*oth&u##oXNAqL&A&(cSB}cjM3B2euidn2R%B0S3r-ji|t3d ziM>7c?y#=R_ABzZ2z<~M7zjcmB$nf>om*>$BCGmfGlK$3x*ig>3)vTTw2Ktk^V(E( z;mQ&@pr!s$jJ7Cbmi3-pjb-NP6ZdkWVyfn4)fOtU> zot=%0^t!dflK}@F zYNxZ;8eQFw(qJUyfc-VPob40K1?ya7vn1b2Bgx9rxNUT0`9gqVOY8%M#W^9DVO(>m zh-KC7$Ki2#o#tb7GMnDXEYcB3>-K_-oOj-v*PLQqZ=! zv~07IRb!Mr&n!@@Qh;w#Jv4Of9irsj^Os0slD>#J9@PLYpGxjRMQT$30k!p7xw1(n z^_)5HXqhCjnSPY_oP3=t4pUq5#s zL3+j`8?VPVq|56?yX`saSzIrcwujZ@S^ga738H|{grzyw30-fCuE|WZF(~|L>>t$5 zNEZKs;&v#!*Xq=d!$v<0DB=?Xdl`T=A`ovf)c4;Hk!&7)`uhy7P-l5 zQXZOLd!zjk9n$b(3rT5SKecsqAaq_M>UycW42G}5Vq}PALi2hDOOGU{%&Czj$2zpj zwe4DxFvO*aI&Kj>yS40TUmX>A?m4E;=U38bOD^UwrhF+6d@##_0!pXG&6ZZ9;n$k3 zLTn#v(kW}-s0>eJ-{IUl>s<`fDFh*w#X0lUt;l?(8Bkk(?POu6RF7ro7|hQ8Et^`L<{VurL zBuvFwKJj>(qp8hpmVHA=F+Iyu)iBbuRJSdqq*X+>{|DXPZ(_$c8x)3jgTborVY$w; zEZKK^vFHzVDld-@`l}vI`0A)CHc8JiH z$>^u2&Z`K2xJWN$7A5EYg_H{?o9FkEzVsy5(PEQ_s!kZ2+u-B}!|NowW=mc!Or^v? zU>Wj5g>fTD*(}9XHGb+v#GO*A49C+KxLCz6)Gw3s86xpm=G9rY_rQ^`$Kn0QEPdVo zHF+jxYVUQ%-8I0~AJX8*c6>;7B%dZ>B3n~_FAmPIkQKEvSFW|XIgmF*9wJTz`09a0 z_3$s&zR+_|c7hhj!k`sXC5OkY~004B3geMbh$53jhN|03dv+i0nZpD3)f zY+gQJ!l4yVsf@zdC*8w{8q+mh{WmTE5}~0=Y+obA7j4(Bd)wya`h3G7-sCP}EvtG| zi6vlrQIfRGCIn(J8=}kF^kr$Y4igT`er>n2MZjW8Hx$VHm=T-?Mrz3&wGPP?*Ex zYPTnI^ryyZa>IQA)Jlx)E@#v7olYuz=PhrH?+8l0o7jt11;PBd*9_BO{`qi*@|jW`*$LbKB;%_uZ1lHrM^ z`wjIAIQm$&$X0(qtxWR+^QvRI%}R4#jtIwTDMjS3Uz}$V2s1kapZUUImqXdRdnNIw znfOKxOi^ku&o69-;ho0uoQ`I>FnCSJ&Q4ckyk{wh7uqw+RWyy#C>~ z%$;M9+%0nEX*X48OG25pUVJh5f?0b?=iTrQ0Bp;HY>FH^p;WY#t}2gd(vq!FTSIb- z=wI!P1Ej+1SLcYNd9;!j!6mqR2o~HOg1ft0@Zj$5 z?vUW_uyEeTKIh)I&)%o*xqn~PqgGL{s$q5aH@kcGoMVjX`AipUik&K3<0k9aVnTy2 zr02Be1#9Qh_ZGUju4=68IMLgyDBL97T{{C7*D5KPQO=4w4;8d~D#XFa3V~K2USPc9 zdp=P7MPz{pK%y6CG;KRB4F5-o65B9Ci$v8EZ_g>QpL;K)BtcqHJ2 zXL~u}lmB_bdxO3vmUs^PCsZYG}H?00Yak9 z9)=3n6?`j}E*qQ~dQS|gWE`ryi@hU^XgkBAEw*mJIb_bgO8FDhzAKc4h^>~M#vX;X zCK^u$u(O=30$0fY+F2+MZzc04m$-;9*4Xlksw?!C>glH*Q4*CfgEkvrWOI<;KALF@ zz&73)f8Jr7Cr#1M8HwM!F_0F%3iCTz{Aw~|L#rA~tu(3D1$#Ia#atUp0_pxnX{=<= zO(%``o*{u=i<&o**>?tPBlloYt>e?#dnUAL0~5i`-MdEtc=R^D=xR&P2=QK7UuX6pMqPD4vW<FNLevQj_W9K? zQ>d~fW+5-0Ei}YpaRU^lHY*FC;o-I!0))|;2$_+d>e_nAEzRJyq&SX(RKPZ z{>pk|By1+D#KJMm%c*@2FXOWNvx*qYx^vG~Lh!atewbsoBK5moF_pTqG+3gd(XKNj?hfniO*`!pl zqR1aoeD7$^OPC$h%w)RmWZfm*1p4BmnpI`LepA_sXc*eL^t9uk5+Ezb0Yn`Wucy(y zC#0c2WpXqZ$jZKsv5}ZA{9039tIK3OeOib_I_%{1Q2Azbm@;mx^2&jY81Gxgd3R2> z=E6^E)fRu#x`KQu)ZKZx^A6Yxdx{#+cO2UxqubaoJJF5wU%0;U^XjzD|YSRns6!7(?>P5+6U??K6|Ieb6F z!mz0qYfosWccnG4(2+zR_`Z2oXU{aNe6*~N06FaEZ{U5-Cmt?K;|k_VZa9F)t5ecm z`Wiwc6BJxp9Y5ljxLZYjFgEL2qvpWx{k%(xd~l7HK2VOQFn0G)CCdq~TtjGOMk;Hd zr%NVxn!o7LtUmf`Q3nYQ8+=MCQ&C9q2z50HV0_NG@*=X#Mb&cmEmIk}q^bd~8zma! z)V%otP+T1T_)VU6NRxU}fR^PyeEcw%_A3*`; z)g6SUmsQR{|7ZVU*m+pOH+zvbhVd%_q%wjJ;PFG??=n6XZaysTP#2hKREZ+ad3=bb z7>uPl0vrr{z-5r?y{{z?>)wbdXx!JjlI9Y>E)`e+u4FSJK;kb|z>C@v8-1H~jMH+M zvJbCWEr8~kZIOYxB$FrAv3*44iX9`Z)9X<982?-=vL_BI;mh#(R2rsU2V3l)w*9L1ipcXk84(i$Ohbd zOGV`&HHiGraZ{)%RZZ-Ta%#)3o1QR&h z{aR;&DrIeF(?;e+d3<)YB7=Nq0S3O%b4AqH*=gq(3%w1HJ%PqDq4BBlsFO17^Ak~mOTJxMFX%}Lm4ehQ9(8L?5;iV#JgoJII34V9GZ7q&O2?cA~FCO4O);TO{UG>cmf z9Y1l3oJZzF!soQ%^LT$Rxzw%@wY9xXFT1jHKBU0Rn~!^IwfhUUJ2Bw(d#4TSY zeKR)5!+AwiopEDxr?)UYiGh13_DGxUG~!*0A_X5g66cMsd&2+(EW%NOjip@osi~%0$Y>ST#f-h_@H%sSL$5B`exH0q5ZqBv7Jk0KG6`s|Iv$U7A++(QP zSF2HHCEeWWj9-u8gy6^+dg&^ue4T1jMq7-*Jg2L4XDx2_!4eZg{E1RYinTkPEm*q> zQrY{JC1q!e9J*+!WEFD-X)`zqw3G2+Nski&o`{9f5T)m2y+pm@Z{{s3ekN6i{I{Wv z%Vx$ZJ-8>?ad@Yfd!4tfka^8VO!jGu`N;*qSy<+SS_27Mt`2w=aJzcSJ5d>IMX;$- zo;gYYKtXpGa*7Su##~pI`&=!*3ALJ%Rlx6~vy_KyiJDB;Gm%0Yquuo&Z>^=OF@(VX z6#5jT)3he~r1G0$s;ovHIdRM&p8cWIK)stEA@Ft zJ|2+r10x!E5v%m=!qagy)@h`}viAh&e$*kehcFhSn5xj$Sid0hbY-QfJ zIRLQ2)@RZ4xsz$*dP9~k$kt3J*Xn+2U8EHw>N?U7(oD4UK`(Be_^1z)Mp>%;xNbo& zMqCcgAWaHQqt3#X7e;S23xK_7GH;>2ft5;~!20Q}@R|B^Oqdu67;b}N_@YA!0AJgu zEoDu3Ip#x2@RqP%&OJX-U=i|2;VI>Z9+0ZvhSWe8*iW*o)LOKK_!<^)4dS=;ekx&v z@8p~ZY1dh%UFboG$o$SL~9}E(1|katR(YRsY`8b&tG15aJLn9dy_KS zmv=#Rg!#?a2vf=$-3*7B1~2&OHNEkwJeTD^4s@c3%%_EB(<;TM%(NhfSm{q}vN~=9 z7%nidpdqHAfqdN~Z{VQ@JsYN}iPmaGTO8Q$Pp&Y5zjI^>5kdxm-G^!BbqRgnju`29@-2g<~I1Wa4eBW0CV!}@U&xR=nDIp98I>wx=|)y z)-3{0y}FQvN|mkXIN0t{yYNcej|0uPk)_h=58Sa>2mnzo8J;U2Ab*Y!T zv0%$1Mg1MVAJ-3YOu#n)RM`RhjyIIjmC#$+0`!GhJW=Glf~5=V!x6}C*1>^Efh_5& z#;0@h>=HFF4_o3S4F~il^3@-&_EphWX}lQJ>4)5GFu}A>mm9gDo~aQ8{O$skp^UTJ z^WnYLoR}$m95S@THmzOY6F1p5JnvImw&p6 z@*1ppiWhv7jybbMqr58ypUhj#GhW$;`h{ffhk}oq;SrYu#>M8kM@pT!HPQwop~DnY z)3Byn<=#=Yi)NHaABaW5!8U4n%wg$_S40t~CRi}ah_4d^o1 zgVh?vFEN^BUbIIQgq^73FhUSOpEyOmn7_lfBXoU~{R(2joM6V9r+qbHfc{bH)q$iQ z6My*)mH+YHl;T^waRvi39;c0N_diXHx6h|nwX1QuzvKlXkvFBB$`!s03w5RS93u!m zV8f#Jv%TJqGH-j`1b)75I?0I@q)TSUkhZeY2a93~8u0l+2LhtfK!0sQUzxnc@WT2o zGEQG;+d5B$HQ)U3Qxbtc6x-h%wcTg+Xt5eKLDMbD>Dkv=KM7AM2xg0+%^bzqrsH$s z0>@r1S~pc3O^CskzC-LX@wfS`fS~Vn%bUVCzkHt=97#qKqyKC6Hu1c(1Mo<61O%nzloy`cDX7;kCWvs;_nWNBJ%d(_j1l9YKC^Trd0Zo z8wddGh<|eP?scO<8Cz*9fJt20E3i@TiD^3x<^FiYq`;nErR1DNuv*VNx__AHpnUOwr6enmn6Z56!wBtLn*%<%v8 zB1(XhV~Ulu3bFoIqyN{A{$l_@cY(GL+}aZVsRR5F4Z>c*S(+{yp)~(_Xu14ATl8ON z3jgjy|8?&A$sj(z-I`p|*Zf}$4H{^h_bMXczYXB;v-;0>`03we>Qg4HVs88|hDL<~ zw1swRj{P4e_K#_|33`Pg)Nomgt@59TChiTirE1^E`wtKIWh;?{D#RYltLv%%UknW% zXe;rWfZ>1fd^JhAhP#%{h;Izz+keay_dGv=+lE(T9ZCQ7>HcHWozHnA$ArFd zC0NAhJQ$O`hwm61Q=CdH1IqhRD0gO9srx${TjeYk5kh6QNhVdkCH~^x`SC8-NAr1z zA$!z6AsB(ab@&#L!<@}6D==||0y!RKt!*^l5;j0Q0m;p)hNa}%Z)sIEF+r~L!No`4 zj$2MVMjWqG*)3o*Y@8}5ML&8+;IM0d<|>ZocnqydI|n71p-*ekpIc=8k8cIC07^rYhp+KHFJJM__-{4B#VJtM>A>~j{-kYD z8um?YOnX6wJN>FNm}dvGzbk@|NhwwS>e6oY<4)JpBY4feApj^+eu*lcR~o;X$Yl37 z1NU|U3=f`&MQ7BKF-}m7z&W?jeU&p?Jj%CwLW~gO8wN5K6hxk6f{jSd=c4E`_hVo! z9^ybk}m-JuX|+ssyMJAdeyaVhA>OFLR#^Ln3)K8js!2im+mrj7srD;D%$mHV(`gmd?Qj&&3+_Wmyjy6nEx5T} zI_duCY8T|7t%&xWUG#Coe&hmd$*g(qo}QlDOLF0uz55 zxmY=*y!A=+ql@n9syYBB_>(&@Oq`l zXJFe2ghs&RJg|u6yH>S6|3m>Q8F4zEuM~2l%P_hP#?bfGOvD*exZR8~_{dToz%}f8 z`n}Tp*5(YLoAm&TXsZPo4FIQMQKZX#dO^f%mw!4bzP!$ma`ZR6E2hktKyPCSz9?2M z$IKY$Y4wadp^r|W7$n5Cp8W1?@$onlTx~RDwN8^1pHQwz>=$Z;C?hD(!kEyLEt_uzdkM$0&+%k{`xyxwi}Q* zB4@nMmWWf#wtO7pdxqQeH5!T!A~f>o1Zl)kE8E==MVJVh=Qe#_$BB291I@QSGE@Ra z)QzR%K_1z$L%%`DACNSpWzOU+q+V=o(!V+5SQ?1X&CQI zCK(GSm2hClS!a4-OaT|$6ENgJ$` zI>RlR18}<_8D0k<;@qr;=3a#xlsiOygCCD?Ho|T9sdxAx zJd3u4Hgjf*J<)YMFT!FRhT`cCx{)n>4A%tY?4EBnkat#SwQ4ovcT!SM<>&ND+ll1O zzpWa6ui%YqZhgAbC?IIt+QxO?xXqDL{IWyDCm0@W1OV~-xXg4pVFjNaPrInk`Z7F0 zDk_woCB@;FG*iE=W893parV%Rt}3GfIgab$<X>G@|M|d{0-+#ZtMUfF|~2GFlTW02B4+Jr27tDem-#M#T6GpsZJWV9l_( z*M+pEWQA|j-$Avb)OK@${jYn-t2gL|5VIIUh?bVLe8!&k>COO_HxM5PAKopyW~kPm z#!w>dmh4ZoNG`MLuDYMNGa2r}i4niU2;}}|w(&h%F`%|JEx@XoQ^oFZd8FZRkcJ+u z#nk~T%*t%r?pI;OXrW7E4z`Qkn~sxkDL?0%BiszOx6hm8#!4lzl)G^V_@P1M+sl7hD=a5xm-&mPK_ujrN#zYYxRz z#MQeovLYv~kD6m;-1_+G0518iSN8VP7EdALxbwvGlfZhKVEpB^Y`w1gGRR!Jb0J+6Eh0L(>1PEX_i<1lin;-b&kjjoVI?>9K>~C9z^^H zFDLU!!?Si@A-8fXyCLap$sMHDJyosK+2uOO4S2qtbVbQfJl<{t+-3 zI#*JV2;6kNzD$+H4EI^>oyI{L_52b5b8SU|wpX$hZN`7;jW&|5+RmR$7WoceggwfT z*_kiejv?e?i2L5n1;N5xgImgk3d$OX8vyj)M2)SOj_1g6y=0~@!N;qhKH-sMllwa% zvC9>@B@lkAHZo;SUl`6-aeLxve~ya>t=OTv$Be)k4q5GACG#x~EHniB-`i)dI?H~z@U>{E@{UOWH0Qyu}NcDeH__O)O@ zr&|7K|H!OL8|#M3yQsJ7M@ErDng#V3{&&{%Q-cUuhgr0XA;b(Vx z{H4OBGdD%UC#NsNU1cCO9>_(aQjJxr_w0=#fM5>qe#Ppd<=i~5?`6VO zTQ7r)0X(Ev$Y>|vmZFUD@R3Gdp~Vyglh?5$e}?}pcvIwQAY=mNq|1K}C2C)1J~gVs zgnH1Zx}!XxhCZjcMkGh&XEqV!4Q*vre}?Hjaa#Fdf#Z1oEaR|w@Ferwd(M(>m!*FzBL0SF8iVL~7z z{Y`7;g{b`4q*d2U#nWJyIfPIJ8Ih-ZtAgE?omKukl+JV#t}?5}E#*q*i!wFr?MH{> zWvWK|6Ab3E(}>XsvxBwW(0Hs zB%fZ7Xd{BFm8MAw*SQ%`UzQdoU3csPwLxBKkg}Z=blx$!I0PVovKs7?oSe>wBmbj|L z+B+?R3+!`CAWtl^=6VlH?T^x4y_3&n#A3YB6J596N(x*TfWPRp9~=DEc(r>(nWOKI zW;g1P=5wz*E*J@*K?9Ho^I+w4*JyxKs2P$H)qu+X+ZX^h1lhkrpBxy}=hOgqHYU9M zXM%IASRM~Z{$?;Pd6H9{pf(@&sm%=Q6=a;?DKa$UgRZd}2%7ov{o3Mi+}iNHp7C24 zsZ6c-AM+l^P9;$Ua`}jnz7h|yf=&dRYq(aXw3&FJ6h-+a%n!gB;^*%`cn%voB4Gb9 ze1jVX^hg7%*%SSFiIr{XYvPPUmvk6JoS+j@u5|Uq1WYhRQM}Pv=Z^DVeZBb&~@A)!$P~N1TY{1pAhn@UEZ1x8d`mo$YO|297K0>L25huO; z@Ml=UVJzF#$TU?IZOi43QP&&AhiRs{B+?=-KsN=~3 zYymULZo9uOI-9X{$1>6?7l=|mA=D5}3~hqp`++VsvU z%Skc+-3*Q&%Ve=EAJcZ$??pbmiyhBRJGUZVMm44TW?MXFjpwH(A-9`}KJ~2cPL2l) z8dA;=@>@J#5k&H$-oR*_+dVM3Ik)1-rn0KIx;Xl*M`D=LG+5pr!KmYGT*LeUEckQk#@0kMBzVKi z8+q`;KF8SODtb^P_Z?Y37;CnOZcRt2kNd+Qa`ST%LrZq^hZYgFfE(g+k|QB`2u16B zTGjggW&7hdQ#OO23qWsT#3dp22zB7RpD>raGX*FVe*if?oG6&d#xy(oaSfRcoxB(f5Bvo zo<=SGvGY*%V{|wO`sAGi6Wo4&)fh+-z=J3x`)d-DOSwrU4Cs!_jj9VLv-F7ax(ToL zrS>SE{Gc)9vGu2k~2u;VMne5TqourAtgI*~BFWkv|{F=E; zJVv}Lu{3jEe>zC1IGvmkZA7-+{IClxRnaJdQ#6${*o~pFBAi2M))equo2HICxIRyo zKl7h$#(o;5pQJZ#;%DR+qjF{9>Q8O3Z!W=#0~WKeD&OrT3(t~Lk5CPjUOp-_NM0uM z&{v;3eqMac_@-#~2o6C)qiR_B1m)@h(5s?(sS%Rq5EUT@YY=Z7nLAllxuEPTh+M@l z??5AOK^H4PICPD?m?{n#$!jCZB?aGQo}SUJllb#(mAE_szv&nCS6q(KOV7~*DThBfwHevh1cdGN;tD))f^k92GTJ?2y z*5g;anPB~cuE}ZS??vR!DEw)9zA2ODT@W(g#kS|}`9_`ZP2o-?{u>W%hwuzW`FroR ztS+&;yBNYfdQSzMjq?O^yq2d9s_UmFoGMjLWDmX=trC4A*hJ-evaw z4%sfP?ux*$Ag&em*dM%&u|Tz-3yFbM^QbpNT|Sq1ZxioxpshWoO|S5dEa5JS1{KF= zr}b>R7lfx7Q{uFSmTuBtvCHDK!*&AgsqlNfG0pku4%c#(%EX~z)If|H+Rp9W_c_@D z`W3C6v(>Hlvhu%wwa=DnIFg+FaAX94Z#tgh41*CYL#SH?)-lF+52-*^jWt9Gx-e&*2bhyS$Iym+O!Ab)Uv(b0^owIeS|eB=aeD%FBk zBZ3$Gu4sBrule%4SUv&JpXGJeUg^Ts(fokHySTO?D`o9(kdNr+eYqiBWn=g-TDIb{ z&)7anWBfiAUUtruGelS?#I-*OS03CB?Ie1IH{Z$%##iCk=B&@#lbdrs>|c=LVrXbi zM-m(L2t7wT@hSyD8|AZ)GBod&Iig?{FOV}+| z4<&L0EF`L@&?#!52^G!rOstZ^@BK@c+HSWsRGOoZ<&Kli+nyg8euVw9P+9u=;$ZRI zPBWL82;FXDG(1HVmj+*2*7iM2N&wakzN$s6lqLR4e8RgWiCCJx>I!xI%BLz zNfD_0B5Jmxn+z3#P1Es3gVg|*w7GzrX~OZ{C6bK=l&$ppVXq)E)eQ*J7K{EES?Q?` z-P%t}vvgOjd-VXa$$F3~?kcOG;5H>lfgn0;gLI=WFq%xVa45~fxk23i@u1uqAD8)S zJ*BewoH>O(1T#|d@}l?=D1_huf3M<L4WulK-S7n zeN4JXE(_oS&#cAA!X*u33^Pl6E@pVUXM&JlLYBY}D_5E&eS0yVl0wrGnj~?s)t@(HbU(gRNV%vFcrf-8VvZ~kvzx-*thXJqZ!pu?xAGD$OkNY0h7xdU z61|x2TT?m=rVVfT73~g6D>%_=8t0uAaGavmS_ZpLlNmPo{$K-$_X$(wyNZCiCD#~Sfp;e!F}z-mdZqS09?sT z&WF&w3cDF9x|6TOCc)Zy+4*&e(o^|LPg3GjhlJb<{Q-%rnfo?=Y6T7!=9)i&Dit7R z6}j2WR7r<0TJ8X9!b*Zs03qw>ACdNg3vLQMhp(bF_+&QFW7R^f35gc8E%h#TEwN?? zV>8F~{(3TiiH0H_hw+HhZzJeaL_f}WKz&)a3k%(eWtIuzMs70a)_G#POk+A1=7Hm? zv+Nk90Q$sg$FNDcu6uI0P3eHDJ}J+=e}=>geVi0XeAtkXRbPDCya$L-tf?6wG6%&b zRt?QC)gUgFRjw#AOLysA8(wfF|DfEbn>}zljIwqiG(wqeg^#WGymigO#fZ4m6 z`nzspN0V;l8=!!FaubMVl@)}klkxcd+U3(qh_L_p7GRtF0h1%_tC`3h>7L^t&RuN3 zPuRHUK&(nDjb^3EKKw3G1uS4fftjHUK{gM>-G6A!u`O_PK7XP}{{=5}l=?Lh+Ly0w z^vg}D(}VRs>aEo6ASYh+89_z9_X5*=vFjYaGN7E6AQAWwu8UvE!a16d@9BdX#6AMM zer;oDCQ-RNRqXn!C3BuRPL#1Y07;2#cUO3a)dQ%ZQV+tbDK(_Tt5E(F+5T3x*G>?RJw5*K5bFFH093bl1d$i`S#;GSkqe&Yl_qgy6`k|onVdVYPO)M6Fzv+?rj2^{=~(v^k!S}Bs4#bYeeV2s*! z_OPU33!1$}<375dPLo4xr~Hbn#fW`I#jj>SCXsmZg?HxbE>V_2X41IlzQu7lo*jNG z9Bb_nGEU>^v1Aa=tDc}zd9I?}@bm86sx>Grd|%rw>iWQ*vdWPoy!wc>?dx6J)1BEB zJ$g!pd#&oplAUh5zvHg}_%`t(Cx zpWoGSC9fKbPHgqIQza%ULQF*qpw`kNz(@4`HCd)>MUKL=yi5`nv$@-+>VuR+eeNq) zs;D0x`MiH%b(wd%gFjFL#Nyb@mnp~PH!PEe109LCX^hEy4KJo&Etb3@Jr0yCCRZfNRlrs4hd1I|~CT662LWcI1x zb1Tb@Jl3i54BWk^dibq08!RLISqynIMmNT1A@?_;gM^fEfpYM~JZ`N{LE40!sZ5Yt z9&()i?G*$Pv_bvNzE?s-;;un(=g8~1n|=~;fPyqaj~}Pv;9LxM;8lc=a4BEG=*H7m zLBjL(d z9M+gYkTb}{W{_4*nO^;}XpbzPOPS!JR;>BH5<hsnqj_v^B?3daWG8&UWlsU0c9E$P3ex{as?AUBrGbMvWtZ#kxaG~P8OVF` zGe;VAmbRrKaZ(zNJ;&$cxLAh)7B7dabKLMGo_6QaO$Ik)?6ApOjrb(Jap}MAOCKsi z_|-9lwtad8+Rvg2(1qH}=QCR#zqn!Z-Y?sE>tvrFl&8312#Eya#ePAteoSKa(3Ke& z%Z+e2}fdmbWqQ5i83r~nf% z@0lS71868}<7(h2;%l*3Z0@m7V=t|j8N|HC@}8~bl8 z-ws`-gyM$e!@h~tNle>Qs(`v>k0>aX5peS{CjRxLec^7LYQEJKezX)k#-~#;Kc5Z z7ZscF%_6~+=w|w4bn=)t^%`p+LRL!^xvEuDNnSMXX+KLo)pj06r z7S!Zd37Ig)2;S>R4?vLR4@r`OjVbP(#{TtDF+v6uEKR#4 zr*Higq167Ta7El10P_j)*rR-Ws4GSJq3qL#kz1{T@R=WKLYzH)K-R{xLTNj9nwBUu zUd2qO`RbbMF8P+wqhw`fOv>YXaw|u!L6eDeg-{44B94MFJx!o}F#8IbQ0Fk< zm_2pg1W4p2F3BZ(4`a&zg6tX^>~m%Yn9SIaloSa6r{TZQ!3_%@&~ZTnlk#&WErT;EvlU2 zit5_zkYX#$wCPD||poxSKtkc?r`;V44lz9(jgyG}v(a$&;`nt-cDyhruL@7UD z>ZT&tGZ*@PHEcL1R~Ek-y(4+$sk zNbE7sePEkW(p>%Tk?r4!mb5l&;MJ!^WMfQCj|DOkAhU)c-;??i-Uz74bRfJ_##7x^ zfn=qz)#`fR{dUkiz7={d(MGBnJ7YYi3zs@|&6}BHDGRi1b7>A+`!#F!Ees1Xv1%;RH4>Lt9d|MKCEb1l2 zUG`ls0pvs?s!=7G{Ho)J?+B?iZ4uB67?1oH@Kgz5@<(|S>m&uBJWVp}^RL5eoHMa~ zGP?-jg~-lg?*=oDEUaa5n(X$@Axg2S1MMY1=ft4uf5=^=8DI{+=v^cQb=jx!?PpbH zPtdX7CJ&rTQoLwYAnSN6- z(`#&F(alwsw>{0)SRLn*@)Ri4xz3@K5RD9^zZW|*;*GGV8>vmM3k&IhtQ=-u^uYWM zB;Nl5ctXi|x$@C5&L*CQz=N7b!jsXc@ylD3%G`cBc(!spfN(%4L*c=FJAD`eo>xYP zS8rQy&LvgehKFr7TqEp|G$dKklJu4b<&x)h~2!Qf`$X_IqA1aR8~eSl2`yH|vo% z0ehN&wXixPhJdm9SrfUo`bAUkiR#hC=tO|^Slz12(!vWtoqkJp=ErSS$g1lJB!Fn4 zxNB5bcoT`(Q4$5*?bcj6I{g=qcD&9#&Zi4ff!J^B)(%-|AH05AbdXzMwYx9v+)FxX zJ4AqZ+g#thv(MYXPrU%8pviu37l>UqIE$(UKUUZX=1JU5`iJnoOMKT%F%a&xGtg_R z!nEjv5N6X80nV6oGc5VZptZ+2%kxgQs+sM;VOU?$nB(`!5QhcS&8LDFH^HQr>|+&m z+SoSMbvVAOa_g0=D8XM*JKm~LlRvOKA;x8Sct*fas%V*J;MFqQowSs-H>Tn3?iRBL z`p3(TnjRzgq4VZ0eQBd7qfHti_*@Q&1yk$vT6f~F(LPCl?DyyauP@(0Yw4=(fy4#e zB1`D|iQZ0q+h^VhS&YyWVfOfWwSoa1T3a+x>zlvgGyMF zI@WZR=5cR2LnFXYWgn82GpYVMrG445!@I+NaK-7dI_XkEGz;7#egn1Jg#%=?($-#7 z0S)b^O7CyGv0R@sg)V);hQ{A?0!H>h_p# z1jriBJx22!=Rj`LVDv^rL$$_!O#JUdiUaQtywtT{L0BQ0s$Qf@<@?TF95?wKuhwc$h;1;kJ=~un& zFUvP#-Nof2la3{hGZ>vL34W}f0ZDN8R?~|nJT#G;8+N0CXa?abu45Za;lAwM-R1t+ zhTx@SmPvW<+cJRY%w=qSDX`~to2Oj5WTr^TF;_3YZbp%)XVhhJz{AooGXfu6O{d{u z%QK10SAsf{yavdDQydktth-x=hJty)S93bWgfB_KYFvaW(h*naJ}!sjZ5}+AwN$E) z4$DrJrc>l9s*J>QS`M88YLQ5lamNZl8f^7_!B*~^#htNS>eZpiO5WA}%|>0RM90um zeqZxZr3R@u>y)Lprk6lXaUzLFS(9ICM_~2v-zmO{aN9oG6*Ae1)FaibQb}1|73NbR z$A>PJsf9ns2xQmF0AuoX;em+5$y=+=MK1TbJ4DDfrv6H z+!*?F7oz3YT#S_M21d(an??YeaFypopQvz|JlmZaIjiuSLy2)9fW4V6TQ%NjFq`GjNDv4V2NLGli?RJ(288KE+5id-UxhCq?D7!H60iro8TNe_ zN*tgl74>Y1+Cd}YVoP~5NU}QC;!`f^LogP@@wtInpRq=1l6<&+E!JYclc*vf_w-LX z{oO)%n6MPX?6P=UzV5I0$0roxk_F18^e@?VYonHf>_PN4GpEqMf(C8E_|@mI1q1MS zAySrCm-kY;KajZB?#&6$VSgZCy>C>Ye;mt!nebx@VTHa^UV6mdED2tC~E>6oz z9j#rhVGrEcREGix*O)2nR@Rs{b$M`d>>x3Rhny-j9~|cwYU*Ya^JpP;JU~sIOTK0N z;VY(PW?)9Ml82gL{w)GSrx}1UuuPq70YwloYZwX-D94M_J(9ij?I$QQ_KD25NK4Sb z-J3;a-y)bN3qX3K^a_1I{371Q*vJ*QGG@z`AKN&5W!QNtj2NGQy^!8X*N`mHe#}W< z$t4MN+0UgNv7!EA9~|bU+WJtLtz7yZf;o_wQbo>$#G-w9deNRQWT9%OK9;RiV+G?2 zl1vMQt?O@Sdpj*I_udc)z6x5EW9&-Ryk)*l2_2cEr7AN;>T$k}auX}dBB&%1i zkZ3;%3w(xs^H4!Q7iAOHo#Cl{QZi<=niF8YqkB~5L#evf8!K5}znHWaVpAa0#1u8J)4oeEHhPjA(X zHt{DMU>{y4v22)@;a~-AzM*WHB7R9*B3`WzC*b)bufzM3dVC>O0d$y{IpC_=r(Lp7 zeRqC*E+R>tg|2$T6!NJ?sGxtrggAyLT+Fpz}%bzV3Qpzn8t^c zdE+m{&7?eQt;o&M1rsGK{G~c;Eq^4u(0!4DviDb9mcxbBEi|}$qgSs!9Rm(}Go^$1 znzANETuDBERxr0AwSVT@B5McxDUC06Dh;*^WLOA%wpxrr=l~!4*mvS-0kcHM)@n^F zm>2_V6K9%ua5D`Qo>Xig7V)`BZ2_|y1mxL-`&vz1FibHAdkI?ZKt{m}dto*o7hV%M zvNTDjeEiISh(EqT;2})oKR%1iXITwOJIAa-PS3c`H4DRr3Qn?@<-L-MRoG4E?-d zJ@(M6u(e%pp%)fB;~Ryo^!5?<%1yv!Wo9FG5M##mXTx;a8-%y;X`uWha(hL)bHR76 zFA?SvN2S8Zj6mhaZDzVws9+&$aIE6)M(E9MpE+4c|Okp!_sD@0?kpPEfr%Yk}W4?hNnD&&4Y zoICT8wj|B5TiS&<>D{q-hl}wExU_=PS7mrXyO|F^`^K!A&wHB5DS7h=%a=sc^y8C^ zpDtGs?zde}xgrbz#KrKq%XZN~_6rc!T{!8OhLY%k(S*PEu1pA)oW zC|*fe>rBiCKRbEtaRvi}Hu^Z>u}?w~%Skw9c96Q>=ile^@bo0PZ~F(R2_nBeWB>@H zf`>pN_^x_Dj4(F*^HdcM=5o>WQ9XehfDB%uYMN2E;IM?BWQ`^NqIe%yZ0vHKkH(Bw zKT`c`?j@Fh)SV>~0?JQa zxBn5)k`Q(Pub!q)N~n*R88>93_$hnjw2iVY1#W+B zim5%H&~V)`F~W=~MNY-TY;W-6U#*Qk0LXWV+ z6T?eg82i|U83!CT&KRbyO(hJcBZ7ZRU-Crp_o55Al5q2)z3C=FDZZebwdeltE3X{m zn+i*Y#1sEYlD|0O00KOmztuf`vnDQ?JbP)H4vC$gx#^!%bTl_mJQzuF$RRiO+6XIX- zuYV8QY!bats7~{k2LF5t{QI9#z5{F=y~4Bi|9NKn1ztEwza$M}|8swd-U40dl-pqa z_n-QwY5frC`$F>RNa&^fGyU)Hqk4IV9~3?CgFT||3tlED&=>I<1oG%OuJU7$OkN??h{D^@rV1I4?{-1kb6A4%i z=glOx(SJ4@I3b`5|KD)`zu|g80ejg0Q-=HN`L$wv^AhXjNA6d^*C!Df;W9y8pZ^1G Cb+mZ^ diff --git a/examples/advanced_agents/llm_compiler/output_parser.py b/examples/advanced_agents/llm_compiler/output_parser.py deleted file mode 100644 index e8590bb17..000000000 --- a/examples/advanced_agents/llm_compiler/output_parser.py +++ /dev/null @@ -1,154 +0,0 @@ -import re -from typing import Any, Dict, Iterator, List, Optional, Sequence, Tuple, Union -import ast - -from langchain_core.exceptions import OutputParserException -from langchain_core.messages import BaseMessage -from langchain_core.output_parsers import BaseOutputParser -from langchain_core.tools import BaseTool - -THOUGHT_PATTERN = r"Thought: ([^\n]*)" -ACTION_PATTERN = r"\n*(\d+)\. (\w+)\((.*)\)(\s*#\w+\n)?" -# $1 or ${1} -> 1 -ID_PATTERN = r"\$\{?(\d+)\}?" -END_OF_PLAN = "" - - -### Helper functions - - -def _ast_parse(arg: str) -> Any: - try: - return ast.literal_eval(arg) - except: # noqa - return arg - - -def _parse_llm_compiler_action_args(args: str, tool: Union[str, BaseTool]) -> list[Any]: - """Parse arguments from a string.""" - if args == "": - return () - if isinstance(tool, str): - return () - extracted_args = {} - tool_key = None - prev_idx = None - for key in tool.args.keys(): - # Split if present - if f"{key}=" in args: - idx = args.index(f"{key}=") - if prev_idx is not None: - # print(tool_key, flush=True) - # breakpoint() - extracted_args[tool_key] = _ast_parse( - args[prev_idx:idx].strip().rstrip(",") - ) - args = args.split(f"{key}=", 1)[1] - tool_key = key - prev_idx = 0 - if prev_idx is not None: - extracted_args[tool_key] = _ast_parse( - args[prev_idx:].strip().rstrip(",").rstrip(")") - ) - return extracted_args - - -def default_dependency_rule(idx, args: str): - matches = re.findall(ID_PATTERN, args) - numbers = [int(match) for match in matches] - return idx in numbers - - -def _get_dependencies_from_graph( - idx: int, tool_name: str, args: Dict[str, Any] -) -> dict[str, list[str]]: - """Get dependencies from a graph.""" - if tool_name == "join": - return list(range(1, idx)) - return [i for i in range(1, idx) if default_dependency_rule(i, str(args))] - - -def instantiate_task( - tools: Sequence[BaseTool], - idx: int, - tool_name: str, - args: Union[str, Any], - thought: Optional[str] = None, -) -> dict: - if tool_name == "join": - tool = "join" - else: - try: - tool = tools[[tool.name for tool in tools].index(tool_name)] - except ValueError as e: - raise OutputParserException(f"Tool {tool_name} not found.") from e - tool_args = _parse_llm_compiler_action_args(args, tool) - dependencies = _get_dependencies_from_graph(idx, tool_name, tool_args) - - return dict( - idx=idx, - tool=tool, - args=tool_args, - dependencies=dependencies, - thought=thought, - ) - - -class LLMCompilerPlanParser(BaseOutputParser[dict], extra="allow"): - """Planning output parser.""" - - tools: List[BaseTool] - - def _transform(self, input: Iterator[Union[str, BaseMessage]]) -> Iterator[dict]: - texts = [] - thought = None - for chunk in input: - # Assume input is str. TODO: support vision/other formats - text = chunk if isinstance(chunk, str) else str(chunk.content) - for task, thought in self.ingest_token(text, texts, thought): - yield {task["idx"]: task} - # Final possible task - if texts: - task, _ = self._parse_task("".join(texts), thought) - if task: - yield {task["idx"]: task} - - def parse(self, text: str): - task_dict = {} - for task in self._transform([text]): - task_dict.update(task) - return task_dict - - def ingest_token( - self, token: str, buffer: List[str], thought: Optional[str] - ) -> Iterator[Tuple[Optional[dict], str]]: - buffer.append(token) - if "\n" in token: - buffer_ = "".join(buffer).split("\n") - suffix = buffer_[-1] - for line in buffer_[:-1]: - task, thought = self._parse_task(line, thought) - if task: - yield task, thought - buffer.clear() - buffer.append(suffix) - - def _parse_task(self, line: str, thought: Optional[str] = None): - task = None - if match := re.match(THOUGHT_PATTERN, line): - # Optionally, action can be preceded by a thought - thought = match.group(1) - elif match := re.match(ACTION_PATTERN, line): - # if action is parsed, return the task, and clear the buffer - idx, tool_name, args, _ = match.groups() - idx = int(idx) - task = instantiate_task( - tools=self.tools, - idx=idx, - tool_name=tool_name, - args=args, - thought=thought, - ) - thought = None - # Else it is just dropped - return task, thought