From 08ddaaaa2fbdd0527e5229786ef40bf07d4561d2 Mon Sep 17 00:00:00 2001 From: Jerry Liu Date: Thu, 25 Jul 2024 17:11:02 -0700 Subject: [PATCH] add gpt-4o-mini example (#316) --- examples/multimodal/gpt4o_mini.ipynb | 560 +++++++++++++++++++++++++++ examples/multimodal/llama3.1-p5.png | Bin 0 -> 174236 bytes 2 files changed, 560 insertions(+) create mode 100644 examples/multimodal/gpt4o_mini.ipynb create mode 100644 examples/multimodal/llama3.1-p5.png diff --git a/examples/multimodal/gpt4o_mini.ipynb b/examples/multimodal/gpt4o_mini.ipynb new file mode 100644 index 0000000..6f13e6d --- /dev/null +++ b/examples/multimodal/gpt4o_mini.ipynb @@ -0,0 +1,560 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "97c79c38-38a3-40f3-ba2e-250649347d63", + "metadata": {}, + "source": [ + "# Multimodal Parsing using GPT4o-mini\n", + "\n", + "\"Open\n", + "\n", + "This cookbook shows you how to use LlamaParse to parse any document with the multimodal capabilities of GPT4o-mini.\n", + "\n", + "LlamaParse allows you to plug in external, multimodal model vendors for parsing - we handle the error correction, validation, and scalability/reliability for you.\n" + ] + }, + { + "cell_type": "markdown", + "id": "15e60ecf-519c-41fc-911b-765adaf8bad4", + "metadata": {}, + "source": [ + "## Setup\n", + "\n", + "Download the data - the blog post from Meta on Llama3.1, in PDF form." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "91a9e532-1454-40e0-bbf0-fd442c350121", + "metadata": {}, + "outputs": [], + "source": [ + "import nest_asyncio\n", + "\n", + "nest_asyncio.apply()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "0d9fb0aa-74cd-476f-8161-efd9e04248bf", + "metadata": {}, + "outputs": [], + "source": [ + "!wget \"https://www.dropbox.com/scl/fi/8iu23epvv3473im5rq19g/llama3.1_blog.pdf?rlkey=5u417tbdox4aip33fdubvni56&st=dzozd11e&dl=1\" -O \"data/llama3.1_blog.pdf\"" + ] + }, + { + "cell_type": "markdown", + "id": "c70d420d-1778-4b0d-81e2-db09276e90cf", + "metadata": {}, + "source": [ + "![llama_blog_img](llama3.1-p5.png)" + ] + }, + { + "cell_type": "markdown", + "id": "4e29a9d7-5bd9-4fb8-8ec1-4c128a748662", + "metadata": {}, + "source": [ + "## Initialize LlamaParse\n", + "\n", + "Initialize LlamaParse in multimodal mode, and specify the vendor.\n", + "\n", + "**NOTE**: optionally you can specify the OpenAI API key. If you do so you will be charged our base LlamaParse price of 0.3c per page. If you don't then you will be charged 1.5c per page, as we will make the calls to gpt4o-mini for you and give you price predictability." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "dc921729-3446-42ca-8e1b-a6fd26195ed9", + "metadata": {}, + "outputs": [], + "source": [ + "from llama_index.core.schema import TextNode\n", + "from typing import List\n", + "import json\n", + "\n", + "\n", + "def get_text_nodes(json_list: List[dict]):\n", + " text_nodes = []\n", + " for idx, page in enumerate(json_list):\n", + " text_node = TextNode(text=page[\"md\"], metadata={\"page\": page[\"page\"]})\n", + " text_nodes.append(text_node)\n", + " return text_nodes\n", + "\n", + "\n", + "def save_jsonl(data_list, filename):\n", + " \"\"\"Save a list of dictionaries as JSON Lines.\"\"\"\n", + " with open(filename, \"w\") as file:\n", + " for item in data_list:\n", + " json.dump(item, file)\n", + " file.write(\"\\n\")\n", + "\n", + "\n", + "def load_jsonl(filename):\n", + " \"\"\"Load a list of dictionaries from JSON Lines.\"\"\"\n", + " data_list = []\n", + " with open(filename, \"r\") as file:\n", + " for line in file:\n", + " data_list.append(json.loads(line))\n", + " return data_list" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f2e9d9cf-8189-4fcb-b34f-cde6cc0b59c8", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Started parsing the file under job_id bf3e7341-bb11-42d4-a5f7-bb5260ad792c\n" + ] + } + ], + "source": [ + "from llama_parse import LlamaParse\n", + "\n", + "parser = LlamaParse(\n", + " result_type=\"markdown\",\n", + " use_vendor_multimodal_model=True,\n", + " vendor_multimodal_model_name=\"openai-gpt-4o-mini\",\n", + " invalidate_cache=True,\n", + ")\n", + "json_objs = parser.get_json_result(\"./data/llama3.1_blog.pdf\")\n", + "json_list = json_objs[0][\"pages\"]\n", + "docs = get_text_nodes(json_list)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "96a81df0-1026-4e30-a930-f677dc31e344", + "metadata": {}, + "outputs": [], + "source": [ + "# Optional: Save\n", + "save_jsonl([d.dict() for d in docs], \"docs.jsonl\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ee2e6920-8893-4b39-ae12-94d13c651406", + "metadata": {}, + "outputs": [], + "source": [ + "# Optional: Load\n", + "from llama_index.core import Document\n", + "\n", + "docs_dicts = load_jsonl(\"docs.jsonl\")\n", + "docs = [Document.parse_obj(d) for d in docs_dicts]" + ] + }, + { + "cell_type": "markdown", + "id": "4f3c51b0-7878-48d7-9bc3-02b516500128", + "metadata": {}, + "source": [ + "### Setup GPT-4o baseline\n", + "\n", + "For comparison, we will also parse the document using GPT-4o (3c per page)." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "6fc3f258-50ae-4988-b904-c105463a498f", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Started parsing the file under job_id 391ff280-08e5-4143-85f2-90ada287e26c\n" + ] + } + ], + "source": [ + "from llama_parse import LlamaParse\n", + "\n", + "parser_gpt4o = LlamaParse(\n", + " result_type=\"markdown\",\n", + " use_vendor_multimodal_model=True,\n", + " vendor_multimodal_model=\"openai-gpt4o\",\n", + " # invalidate_cache=True\n", + ")\n", + "json_objs_gpt4o = parser_gpt4o.get_json_result(\"./data/llama3.1_blog.pdf\")\n", + "# json_objs_gpt4o = parser.get_json_result(\"./data/llama2-p33.pdf\")\n", + "json_list_gpt4o = json_objs_gpt4o[0][\"pages\"]\n", + "docs_gpt4o = get_text_nodes(json_list_gpt4o)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "6a47f04e-12e1-4c80-a71d-ef7721f96401", + "metadata": {}, + "outputs": [], + "source": [ + "# Optional: Save\n", + "save_jsonl([d.dict() for d in docs_gpt4o], \"docs_gpt4o.jsonl\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c38b5ca3-fa87-434b-b477-bf6a4962eb3d", + "metadata": {}, + "outputs": [], + "source": [ + "# Optional: Load\n", + "from llama_index.core import Document\n", + "\n", + "docs_gpt4o_dicts = load_jsonl(\"docs_gpt4o.jsonl\")\n", + "docs_gpt4o = [Document.parse_obj(d) for d in docs_gpt4o_dicts]" + ] + }, + { + "cell_type": "markdown", + "id": "44c20f7a-2901-4dd0-b635-a4b33c5664c1", + "metadata": {}, + "source": [ + "## View Results\n", + "\n", + "Let's visualize the results between GPT-4o-mini and GPT-4o along with the original document page.\n", + "\n", + "We see that \n", + "\n", + "**NOTE**: If you're using llama2-p33, just use `docs[0]`" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "778698aa-da7e-4081-b3b5-0372f228536f", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "page: 5\n", + "\n", + "# Llama 3.1 Model Evaluation\n", + "\n", + "## Category Benchmark\n", + "\n", + "| Benchmark | Gemma 2 9B IT | Mistral 7B Instruct | Llama 3.1 70B | Mistral 8x228B Instruct | GPT 3.5 Turbo |\n", + "|-------------------------------|----------------|----------------------|----------------|-------------------------|----------------|\n", + "| General | | | | | |\n", + "| MMLU (0-shot, CoT) | 73.0 | 72.3 | 86.0 | 79.9 | 69.8 |\n", + "| MMLU PRO (5-shot, CoT) | 48.3 | 36.9 | 66.4 | 56.3 | 49.2 |\n", + "| IFEval | 80.4 | 73.6 | 87.5 | 72.7 | 69.9 |\n", + "| Code | | | | | |\n", + "| HumanEval (0-shot) | 72.6 | 54.3 | 80.5 | 75.6 | 68.0 |\n", + "| MBPP EvalPlus (Human) (0-shot, CoT) | 72.8 | 71.7 | 86.0 | 78.6 | 82.0 |\n", + "| Math | | | | | |\n", + "| GSM8K | 84.5 | 76.7 | 95.1 | 88.2 | 81.6 |\n", + "| MATH (0-shot, CoT) | 51.9 | 44.3 | 70.8 | 54.1 | 43.1 |\n", + "| Reasoning | | | | | |\n", + "| ARC Challenge | 83.4 | 87.6 | 74.2 | 87.7 | 83.7 |\n", + "| GPA (0-shot) | 32.8 | 24.8 | 46.7 | 33.3 | 35.8 |\n", + "| Tool use | | | | | |\n", + "| BFCL | 76.1 | 64.0 | 94.8 | 81.4 | 78.0 |\n", + "| Noxus | 38.5 | 30.0 | 24.7 | 48.5 | 37.5 |\n", + "| Long context | | | | | |\n", + "| ZeroSCROLLS/QualiTY | 81.0 | - | 90.5 | - | - |\n", + "| InfiniteBench/En.MC | 65.1 | - | 78.2 | - | - |\n", + "| NHI/Multi-needle | 98.8 | - | 97.5 | - | - |\n", + "| Multilingual | | | | | |\n", + "| MGSM (0-shot) | 68.9 | 53.2 | 86.9 | 71.1 | 51.4 |\n", + "\n", + "## Llama 3.1 405B Human Evaluation\n", + "\n", + "| Comparison | Win Rate | Tie Rate | Loss Rate |\n", + "|----------------------------------------------|----------|----------|-----------|\n", + "| Llama 3.1 405B vs GPT-4-0125-Preview | 23.3% | 52.2% | 24.5% |\n", + "| Llama 3.1 405B vs GPT-4o | 19.1% | 51.7% | 29.2% |\n", + "| Llama 3.1 405B vs Claude 3.5 Sonnet | 24.9% | 50.8% | 24.2% |\n" + ] + } + ], + "source": [ + "# using GPT4o-mini\n", + "print(docs[4].get_content(metadata_mode=\"all\"))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "1511a30f-3efc-4142-9668-7dc056a24d0c", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "page: 5\n", + "\n", + "# Introducing Llama 3.1: Our most capable models to date\n", + "\n", + "## Meta\n", + "\n", + "| Category | Benchmark | Llama 3.1 8B | Gemma 2 9B IT | Mistral 7B Instruct | Llama 3.1 70B | Mixtral 8x22B Instruct | GPT 3.5 Turbo |\n", + "|----------|-----------|--------------|---------------|---------------------|---------------|-----------------------|---------------|\n", + "| General | MMLU (0-shot, CoT) | 73.0 | 72.3 (0-shot, non-CoT) | 60.5 | 86.0 | 79.9 | 69.8 |\n", + "| | MMLU PRO (5-shot, CoT) | 48.3 | 71.7 | 36.9 | 66.4 | 56.3 | 49.2 |\n", + "| | ITEval | 80.4 | 73.6 | 57.6 | 87.5 | 72.7 | 69.9 |\n", + "| Code | HumanEval (0-shot) | 72.6 | 54.3 | 40.2 | 80.5 | 75.6 | 68.0 |\n", + "| | MBPP EvalPlus (5-shot) (0-shot) | 72.8 | 71.7 | 49.5 | 86.0 | 78.6 | 82.0 |\n", + "| Math | GSM8K | 84.5 | 76.7 | 53.2 | 95.1 | 88.2 | 81.6 |\n", + "| | MATH (0-shot, CoT) | 51.9 | 44.3 | 13.0 | 68.0 | 54.1 | 43.1 |\n", + "| Reasoning | ARC Challenge (0-shot) | 83.4 | 87.6 | 74.2 | 94.8 | 88.7 | 83.7 |\n", + "| | GOPA (0-shot) | 32.8 | 40.8 | 28.0 | 46.7 | - | - |\n", + "| Tool use | BFCL | 76.1 | 60.3 | 60.4 | 94.8 | - | 85.9 |\n", + "| | Noxus | 38.5 | 30.0 | 24.7 | 56.7 | 48.5 | 37.2 |\n", + "| Long context | ZeroSCROLLS/QuaLITY | 81.0 | - | - | 90.5 | - | - |\n", + "| | InfiniteBench/En.MC | 65.1 | - | - | 78.2 | - | - |\n", + "| | NIH/Multi-needle | 98.8 | - | - | 97.5 | - | - |\n", + "| Multilingual | Multilingual MGSM (0-shot) | 68.9 | 53.2 | 29.9 | 86.9 | 71.1 | 51.4 |\n", + "\n", + "## Llama 3.1 405B Human Evaluation\n", + "\n", + "| Model Comparison | Win | Tie | Loss |\n", + "|------------------|-----|-----|------|\n", + "| Llama 3.1 405B vs GPT-4-0125-Preview | 23.3% | 52.2% | 24.5% |\n", + "| Llama 3.1 405B vs GPT-4o | 19.1% | 51.7% | 29.2% |\n", + "| Llama 3.1 405B vs Claude 3.5 Sonnet | 24.9% | 50.8% | 24.2% |\n", + "\n", + "https://ai.meta.com/blog/meta-llama-3-1/\n" + ] + } + ], + "source": [ + "# using GPT-4o\n", + "print(docs_gpt4o[4].get_content(metadata_mode=\"all\"))" + ] + }, + { + "cell_type": "markdown", + "id": "705f7729-fa0f-4ca0-8562-c42afeaa8532", + "metadata": {}, + "source": [ + "## Setup RAG Pipeline\n", + "\n", + "Let's setup a RAG pipeline over this data.\n", + "\n", + "(we also use gpt4o-mini for the actual text synthesis step)." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "5a53ee5d-cc63-421b-8896-588c83edfcf0", + "metadata": {}, + "outputs": [], + "source": [ + "from llama_index.core import Settings\n", + "from llama_index.llms.openai import OpenAI\n", + "from llama_index.embeddings.openai import OpenAIEmbedding\n", + "\n", + "Settings.llm = OpenAI(model=\"gpt-4o-mini\")\n", + "Settings.embed_model = OpenAIEmbedding(model=\"text-embedding-3-large\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "60972d7a-7948-4ad7-89df-57004acee917", + "metadata": {}, + "outputs": [], + "source": [ + "# from llama_index.core import SummaryIndex\n", + "from llama_index.core import VectorStoreIndex\n", + "from llama_index.llms.openai import OpenAI\n", + "\n", + "index = VectorStoreIndex(docs)\n", + "query_engine = index.as_query_engine(similarity_top_k=5)\n", + "\n", + "index_gpt4o = VectorStoreIndex(docs_gpt4o)\n", + "query_engine_gpt4o = index_gpt4o.as_query_engine(similarity_top_k=5)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e7df7bcb-1df4-4a01-88fc-2d596b1cc74d", + "metadata": {}, + "outputs": [], + "source": [ + "query = \"How does Llama3.1 compare against gpt-4o and Claude 3.5 Sonnet in human evals?\"\n", + "\n", + "response = query_engine.query(query)\n", + "response_gpt4o = query_engine_gpt4o.query(query)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b7070a31-3bb8-4134-8338-20bc2fd6f3d6", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "In human evaluations, Llama 3.1 405B has a win rate of 19.1% against GPT-4o and 24.9% against Claude 3.5 Sonnet. The tie rates for Llama 3.1 405B are 51.7% against GPT-4o and 50.8% against Claude 3.5 Sonnet, while the loss rates are 29.2% against GPT-4o and 24.2% against Claude 3.5 Sonnet. This indicates that Llama 3.1 performs competitively in comparison to both models, with a notable number of ties.\n" + ] + } + ], + "source": [ + "print(response)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "7bee8167-f021-4c87-8d28-9f40a4f7b69d", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "# Llama 3.1 Model Evaluation\n", + "\n", + "## Category Benchmark\n", + "\n", + "| Benchmark | Gemma 2 9B IT | Mistral 7B Instruct | Llama 3.1 70B | Mistral 8x228B Instruct | GPT 3.5 Turbo |\n", + "|-------------------------------|----------------|----------------------|----------------|-------------------------|----------------|\n", + "| General | | | | | |\n", + "| MMLU (0-shot, CoT) | 73.0 | 72.3 | 86.0 | 79.9 | 69.8 |\n", + "| MMLU PRO (5-shot, CoT) | 48.3 | 36.9 | 66.4 | 56.3 | 49.2 |\n", + "| IFEval | 80.4 | 73.6 | 87.5 | 72.7 | 69.9 |\n", + "| Code | | | | | |\n", + "| HumanEval (0-shot) | 72.6 | 54.3 | 80.5 | 75.6 | 68.0 |\n", + "| MBPP EvalPlus (Human) (0-shot, CoT) | 72.8 | 71.7 | 86.0 | 78.6 | 82.0 |\n", + "| Math | | | | | |\n", + "| GSM8K | 84.5 | 76.7 | 95.1 | 88.2 | 81.6 |\n", + "| MATH (0-shot, CoT) | 51.9 | 44.3 | 70.8 | 54.1 | 43.1 |\n", + "| Reasoning | | | | | |\n", + "| ARC Challenge | 83.4 | 87.6 | 74.2 | 87.7 | 83.7 |\n", + "| GPA (0-shot) | 32.8 | 24.8 | 46.7 | 33.3 | 35.8 |\n", + "| Tool use | | | | | |\n", + "| BFCL | 76.1 | 64.0 | 94.8 | 81.4 | 78.0 |\n", + "| Noxus | 38.5 | 30.0 | 24.7 | 48.5 | 37.5 |\n", + "| Long context | | | | | |\n", + "| ZeroSCROLLS/QualiTY | 81.0 | - | 90.5 | - | - |\n", + "| InfiniteBench/En.MC | 65.1 | - | 78.2 | - | - |\n", + "| NHI/Multi-needle | 98.8 | - | 97.5 | - | - |\n", + "| Multilingual | | | | | |\n", + "| MGSM (0-shot) | 68.9 | 53.2 | 86.9 | 71.1 | 51.4 |\n", + "\n", + "## Llama 3.1 405B Human Evaluation\n", + "\n", + "| Comparison | Win Rate | Tie Rate | Loss Rate |\n", + "|----------------------------------------------|----------|----------|-----------|\n", + "| Llama 3.1 405B vs GPT-4-0125-Preview | 23.3% | 52.2% | 24.5% |\n", + "| Llama 3.1 405B vs GPT-4o | 19.1% | 51.7% | 29.2% |\n", + "| Llama 3.1 405B vs Claude 3.5 Sonnet | 24.9% | 50.8% | 24.2% |\n" + ] + } + ], + "source": [ + "print(response.source_nodes[1].get_content())" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "5f9fef7f-510b-46a5-8716-f5616f542035", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "In human evaluations, Llama 3.1 405B shows competitive performance against GPT-4o and Claude 3.5 Sonnet. Specifically, when compared to GPT-4o, Llama 3.1 won 19.1% of the time, tied 51.7%, and lost 29.2%. Against Claude 3.5 Sonnet, it won 24.9% of the time, tied 50.8%, and lost 24.2%. This indicates that Llama 3.1 performs comparably in real-world scenarios against these leading models.\n" + ] + } + ], + "source": [ + "print(response_gpt4o)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d40f9dd4-2dd4-4fa5-b636-1f901dc1601b", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "# Introducing Llama 3.1: Our most capable models to date\n", + "\n", + "## Meta\n", + "\n", + "| Category | Benchmark | Llama 3.1 8B | Gemma 2 9B IT | Mistral 7B Instruct | Llama 3.1 70B | Mixtral 8x22B Instruct | GPT 3.5 Turbo |\n", + "|----------|-----------|--------------|---------------|---------------------|---------------|-----------------------|---------------|\n", + "| General | MMLU (0-shot, CoT) | 73.0 | 72.3 (0-shot, non-CoT) | 60.5 | 86.0 | 79.9 | 69.8 |\n", + "| | MMLU PRO (5-shot, CoT) | 48.3 | 71.7 | 36.9 | 66.4 | 56.3 | 49.2 |\n", + "| | ITEval | 80.4 | 73.6 | 57.6 | 87.5 | 72.7 | 69.9 |\n", + "| Code | HumanEval (0-shot) | 72.6 | 54.3 | 40.2 | 80.5 | 75.6 | 68.0 |\n", + "| | MBPP EvalPlus (5-shot) (0-shot) | 72.8 | 71.7 | 49.5 | 86.0 | 78.6 | 82.0 |\n", + "| Math | GSM8K | 84.5 | 76.7 | 53.2 | 95.1 | 88.2 | 81.6 |\n", + "| | MATH (0-shot, CoT) | 51.9 | 44.3 | 13.0 | 68.0 | 54.1 | 43.1 |\n", + "| Reasoning | ARC Challenge (0-shot) | 83.4 | 87.6 | 74.2 | 94.8 | 88.7 | 83.7 |\n", + "| | GOPA (0-shot) | 32.8 | 40.8 | 28.0 | 46.7 | - | - |\n", + "| Tool use | BFCL | 76.1 | 60.3 | 60.4 | 94.8 | - | 85.9 |\n", + "| | Noxus | 38.5 | 30.0 | 24.7 | 56.7 | 48.5 | 37.2 |\n", + "| Long context | ZeroSCROLLS/QuaLITY | 81.0 | - | - | 90.5 | - | - |\n", + "| | InfiniteBench/En.MC | 65.1 | - | - | 78.2 | - | - |\n", + "| | NIH/Multi-needle | 98.8 | - | - | 97.5 | - | - |\n", + "| Multilingual | Multilingual MGSM (0-shot) | 68.9 | 53.2 | 29.9 | 86.9 | 71.1 | 51.4 |\n", + "\n", + "## Llama 3.1 405B Human Evaluation\n", + "\n", + "| Model Comparison | Win | Tie | Loss |\n", + "|------------------|-----|-----|------|\n", + "| Llama 3.1 405B vs GPT-4-0125-Preview | 23.3% | 52.2% | 24.5% |\n", + "| Llama 3.1 405B vs GPT-4o | 19.1% | 51.7% | 29.2% |\n", + "| Llama 3.1 405B vs Claude 3.5 Sonnet | 24.9% | 50.8% | 24.2% |\n", + "\n", + "https://ai.meta.com/blog/meta-llama-3-1/\n" + ] + } + ], + "source": [ + "print(response_gpt4o.source_nodes[1].get_content())" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "llama_parse", + "language": "python", + "name": "llama_parse" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/examples/multimodal/llama3.1-p5.png b/examples/multimodal/llama3.1-p5.png new file mode 100644 index 0000000000000000000000000000000000000000..df6a4338f3365b64cf22e5b56f8b6953589ba6d2 GIT binary patch literal 174236 zcmeGEb8u(P_6G{bwkNioOl;e>ZQHhOYhv3rW-_rgaWXM(=Fxf1nP0u{-?!@Ss$Ji` zyL)vn?CxHlwK@rxlM#i5!h`|<0Du)26H)*G0Cooe0C9x?`zVpn{z3%+0BB$?C@3c` zD2OlTU~6J-Wefm79&a7jB{?96G9=rC8K;LMgn}IqrkI>zVuxr|88%CxG!#oCz5p+_ zAc~2|3a*_6)!r(ujg7*pjr{_T0s@X`uVjbZVHSShWTEksoAz*Idt+iBz`9^K4HZPL zR-5cIR%(i>3duGk5Ew!~0`U}iU0MZcIq2rfQ$-7eUDv1mj-<)yqC{SH8YyQUSG=Au z-)Bu7)fMVbMR-c}ec0#_LSakJsrDPh=gvpuJKWRX!SL+AVtL75sEd(=)r5OSWu=h% z5X1eD_Gu1>{+e;+4BVr`d^Y4h&r`uKWe6tzgrp>t&o|7LLSFc8n)D9q+g$)KxdWCI;fgzZtCK4pEt^Phedmn+Sw*zZN_ngxWpJfaD>e|if1rXHi*FaUm zz9L)iZ&8~RJ`Rhv%Qq5u*cAiNPb){|x#2lgdAyEtCiJcP+4c9`N7KAg;d}@+%68 zi+}to8afyo+c=upI(?o-wEO7lo4JyjlbW;?hoP-Ct-g`1fibO{^+(0W#pTBF@n~)A zq>t}rZDr%g;l@q)M+=UR=U>Hig!q3nakAtlRFjs&7qoRS#%H0Wr==(4fx^ef=W;MI z;ZP6~`HTGHjhoQS$;pm`j?UH9mDZJs*4Dw4j)9$>osOQ7j**e(qXmtlyN#2+8;y-4 z(Vw0C-H(v5qoISjos+q(4gRlw^$l#Dowx}Je+~4{^(UXkZsz|P$;R<7u|5Q(`&C27 zKub^ePv0M;T)#>=|D}pQ_54TahoX6)xaj^d8V{5$(TfQH z03U$35WkWe;Au7}pOPf{$h(smM1YqtY#$Hke;gWREcdM=}+qy&S4T%2UH zywB;Vua7wE?ej!DeN^vyI6ayDoat$LFv-qTh$ablng)QZ2PEYONe@Wc3-ad+z953! z41#MPYu{f5|E@&>M7w_A|6dY6NF#h8>OJGU{yk0o|LM*TvNmpH=KmN57*UUa4j7em z6Y4h>{DQfBzJcN0r~}sQ0dz{+8fB43F}GsEtnW1&_7#|1JzcZ0>)g z{+osmjIdWg2aHmx8}%QJ{9X4k`U}jzH1$_GBf^JL80GY@zx-aOHo9y25BWcG#`#0k z#-;j0CE5o6Tl0T56u{*L{%?zXl>5U7`2}~vD5ZH({a)8du{TD9fQ^Ks%Hf2KMEfiw zK8EsSV8^^(bu!DUilIza=cU6lPclR+YONMFDQcdtI*N%mjpVQ0ftXZy#~; zTn%?=WK+OsoPWn#QC#sn+#$885r6$n*UzKn%-c7$gP_r zR@gd{NH+g&`82(eJ-)}8&(V?!#hM)+eNC`ClZa;wB#n=h2;mwm_3b!J!5u2^U{u@g zPC~=?g%Y!m4x6DfgNEZmrpi-Uk`p_$9hJX}#MWn4{>{h2zdDq@x%%^Ul3Ap1>V^P2 z`nK(~z6vsyQr0EFm0<9u>}lzYNWb&DfYc{eY;KF?{Ql8}hXetQiWUO<_`*%>!Pe$4 zbC%;!Ryv%}ud9v2wP)4h=M2FUMq+er-=wK63_~pxaY-m9-m9aM>%ew{ckPrK&Z3g= zp6xo>S)rw^C=L1pHy`(2$??YB4-7wy$jIc+OSlKB>l?G?NVhu{iSBl_L*dfYAY5lr zyfZ-nq&fpqD0D1ocY7A7Si^O7{-TGGli~k}zB^d8bt6iE<&Hi>@ivj_T3glaKW;C~ z*EYgmRV2dn5c-PusUT{iFe{(;rNCgfCjMG=+ju%#!o&_m8}MDlpFCUX`mZm6XYK%+HQVM^0Zx8gMN^T*d0 zHwJ-$!gq$798Uv4zE}o3u2!Nm1g^6l(ItyYWcnVHs2|@>UWOcC7VV1;KPy+ zdyScYYr8X@&-L7+s;Wv0btI$797MFZM#{VTC$h0G1QClg5IFPIB`?cA^7*1qMhg)E zlX1IxE0^2vk7do8e3Rhgk3S5UfWL$HF)fNHfZk;}pBGpS)OTy zQ8T_RMoZG|V9J1}2sutz9DVMFo1_R8*>BH}mxd7#EGtO$9X?lHt+kXfy-gQ~l`c~; zFx?ilA41*3tF_JMtZ=OjY+i}A;Rh~B`5q^%`XkfN->%CA9yg+|U1>hacRAGgd}*#v z28%*h0vS_+Bu}{(;@aY&f1MlYL<4lLtc_;l;su;6V22LR35m07q5#o(ZE;ai<|;Gl zTK3nsg#{>Gp}M%3Uw#xG(m4dIN(a)_6~1t&wI%7G9k)Q(_=5#_6}u%-7{DE*C!aod zd)o;KU3XX=0;Em5&tLo5?kPVu0gVLY;v#D>9{L;tS!>DY($fR8qZvEo2K|$lw#@t$ z&)Q2B20wJ)DpqKn>$`AgRLzLd8{O6H6mPYX!f0keYruNVPH&E2>-CN#lnTnpY~Hw{ zv>7DXiLS4j%hf4~s0N${psDn6*XcS^*hzL)o0SKx{ZV1|)Go zN`=p6t%q6IY7lW52EYOGp6(%Zd07D`odL5M3P?4EXj_y z$+Jn36h8?LFMBrd=2#7BoR>w7$Mi9O86e5SF?1{imhpmo zt|xZ|dfV>;&mGR%AgVnsH%nI#SG)t`{N|bW7KbT!ra<7<89!MWbyBdat4^-%ym!us z&}1NExL?w;*cZ3Ed#*TZHU~xO+qw8gLI*bulGd9`fbfFxqhpCbP)D)u`~`YVcLOcj zlq)F4nqqH(iLVb+T8?Leh}uRIHX3ZQFXSwvs9}-) z1!AOcz3!+DG~#Hz?~GM|1D_y-@qNk}4=6 z9&4`gMK8<86C9dzQRMz-4Pv&$hR_#GA7|_pDR(%m4!$ZIv%q@mgWbVZ5c56V+Ni-M zhNjtf0UM=Sw$SeAl3ji$wl#S8K3(T_gMt ztSfI6f$tLkH*q+&#~1FHSPMUqKs3D>U_37MB{*xeZa=9z?8;RazX4TErACK=s&-}i zrz$+icQX323mY?ZrofwiP&Ql(fK`RZJX1M@&lyU@Uy=zg3R+za9%gYasg#i7u`&x@ zwr-ep-!O+4Phz3lsCsv_beS{W0OEDew{!2BW?MJCuze3A(KS2rEf)6O5L39UvQE*V zeGdoNZb%VkzBLN&%dB3>6I4p3#uk<1?ADzd>MWabM{b~M&Tmy*Hxy{NPvq2ytir)P zSZE@u*fhwsjGIA#T*t;>ta&5mXrlOUWUt2IdSbdfynUuH99t%-5Adgv*k1_b@53}x zV1QTXXjX_)x`}^zd@G4E!0p$6;qaQYjIA>DEHs#K9t(EdhrVL?aP&Tf^x~nR7hIXW z1FNxo!LhYL4$my@DNwud3NK7!-g$7^6*tPQhnR{2b%n(^AP+dfA=95gweWMosXGaa zyY|6WJ!po-^3K!~`y8mmY)P3?sSkeY?u@)}))eQE!PsiO3b9ElC^xkw+HXYNX4?4y;jufaE$Y+~VadKErC}(9<+!$43)CX0RlDzF>R~7p3G{FoC)MlhlwVv8XB}8YUr!xulKdqvyA+p{1AEYat~;&cl6xH9 z3Xt>1I7WRf&SJ~taK`!#{Xp^omNQ)>p)yCIjQ;~}cRN}mau5=Z*+}JA!s*Gr`Wk8a z=5!n@PMW^EeQr5Y+fPb#37@OsBuQ-Jl~Ol}rs7@C9mq8bke?PA1XGZ{%+dEG2<1D> znGt4sW8Ior!b2+(mGwCG?TT@$eIo)CUO-w3g%O(J>5|i?!w``UDX^`PH`CeT*1{F# zXUgPWxiy3KgjU2T?;+|*GBL*Ls~&)*Q&wu75yv>!W*{bYc&vXIQ8iFFxf^4pfsFJEt{)frH-iyQ z5(>H_fCF2vkhs)R`_p*b2sD@xs&8!3n%J7k1*|y@2=_jqss)-+lOyx^4Fjblc1L-R+eKA;(QdO#l@>eZd zk01uYJbT|KycccJ{7}Kk@&ybmf6|@vBB?4$G+YVp{cMY2Jwe|NQv>mQ*qwNNGDE8c z0w+_Jv%nZCE(5Gwgf|S$q|jEK^E)m$ncX07bEH6%f)Ji|P?T4oLJ>_CxF-08%lMRm z`Uj3k->6&`ux9cj=0 zlG7F7s`Mg}al$TN$1f9s0n3WW4Vs$9ii1+4`bl03SnYC?#zewvj|?D1Q2KEGLl zzT~JM?)BH)APVU_gBYsxd={m&JYo>JD?Y4Z$-U60je9rg^vU>HnDNW=Y*quuB|ZuZ z%EW1zNZE{WWo>Qb2tujX0OI9Dy)?TPrE|vi@0T+hMmpxm7d8CQE6crhvFM#qBL+(+ z@E9EJ6sM{!!{Y-J@vOyz`#x@W<5==naf^;BK}u`0!up9*YP{=s$%=tx*~n-jMeNDy z^2=wNu$4JeXrNLBJ0&)Qhl1y?Xt??+N32#bCns@-YEQ)85D5otL)UO4hehz*63Z9{ zvEQ&-xo$#iC@}F6%HsfNm&d#m+f1@f7|uONwG-;7k~s6_cKgMA6+4>gu~a6tVF!0n zt_i@pdfvSzwqL&j>#MxdTS;k`1&C4@dX0VnIS#Toh3K2yb%n+WpS2dV2(S?Q)TnMx zY@J}uJiQlslfi|qP&7S}==a%M zdwW5akte;AJ|NRLk?5Cu1Q0M1=0z+d*nM^#&Uko*&T^i{Q06&n03)78n8M%e9oj>L znUSn{cd%nfkS~oC0<*n79jTod1rbGH!Z>I0U?{|bEEpo1t&K%sW~ga2bD`ByG~ZI} zC%=9~F-Da@41(=hmypXB5ffOQ&p($ze=1y~Q08N-h^PqW*%=>$xA)%9lf7J`3-nmB z);smUE%g%a#TXnd!%ZM2wax&>2rMI)XBQ=mKpP8-Rt`0{$1>A?19zl-i~}17|Hf)H zy!24+79r{V{AILWe8~o5rJ1~2%Q569jOb)Fd3))2%m?(OLF&fN31~Y^Y90>nj{WYP zLR4@j1!Jq?M=gS)Dkl?pP4z~?jvD>k@T})9q&bPb0Rt*#Bk7#*qh;n7Y>7pZ;%rkOfS_zwx0b(A6NM!Uyc_SQY3z$`F!R;zBP+~uH9X^sl(7b1hwZq1q3mP5VT=ej+kCvF+hiSF z!r2LEa)RXLm?idChLXX8qV+Nbc#O)qHp7jJ;3^q|5uFWa(X?-h{h@TV)ES{W)_U%( zNDmTXKRyJpO^~-dQaVi97}xl&W0Z=Wpvd8_U7gxv6*0`ZBE~P5Z<=H_>EjL4KAd~4?8L?w{c8e^bM$T2h!3Jns#eRy; z+;+&Ghk#|}8!cRL`(DA5!7>q&pZKJwMdS&RfkC*pP4gg~1{}(>PT%P*e>$pzrj2gf z$NWx}Cg|AbbvxZZwvLdiIKDa}wtSi$Y+NcWmmdbHmBTZz;K9vMTL*g_9E9w=XOHc4 zEqwb8TJ27jx_)e6`~8Y1CVQ?wZ6Ma}Oc|iNB6~!;rkPwI(uF323G;?LmP6#i&SL^p ziS800x3KeSFNJf>S$5n1n`s%2V}B;KkKI*NZ>T3Lg2pl!!^DB!ZKug-iD8gyY0H*M zLth!S3NUipLoF(fC5@=l0^pIx5Jo+VBtv(Q8Rv_=kp)>*J$IO}-TZevR zAs(32c~E{VXTA$9@7kIx#>MLSV09mh!m8P7(lwJ4(o>Wr$TJ@@MhM$N07vfSA{j=m zjn2?S1+1J}#tOc1;#cmr2=Ls(t=By?nv>#4MflE3^)rmD4I}^DNHRj6wE<~hjUdx_ zR#F*^$We#kOD}CyDl}Gq{XLH?H5Obtt!pB+cRDBA6kv^#eR;-+Nlw!Xzv;MX@>K21 zS>Y~rxT6JYwiWbs|5M`*gR2yG`bam}%rxONCJ)>U;|2e@j)i51N(KwLPa#~K5z6me zL5G3pW$jMvCkI?f0?VXk3dLac*~>vB6F2x@7m#VbPV=SDxL&ptM7<8{9rT-+G1Y&v z!lu@j1$r$p{%X%k_gd_7a}qoLObTPhkS@G|%%E>YJpRdZ$9V}=ZEY|MED$~4-818T z^OW%<2~N0`9|BiS2&`~@4bEVIUwiKY9?Qf zc8L$deogLCH;_d$p^HseU=uE|D_7!yO6MEoN(UWwYNLGZA9hn$@#A6e&+GQD6iqC)Dnl-j}1i*_3{*G47U_zpO~2_-Ocn8q+D#z79zVJ)ytN>BnJNAXnGgD-Pb~Y;0XJP${>Y)2y3Z`-F zQjXhfM$i^dA--P0O=mm=ezhDEk^w&m9>*UTZ{%vs3ePd_R{m)Jh64C?@0H@(OZ(&H z*J|bO2a{Vy zb~e5z!BKXTU)h1Ok61QWGQBV{2yWe zTX~r*$=`J4C-EV)A|x`n!EZ7b!GCaH9P6;7^+%BZzs6Jg$ZzCGq_H9VCNsV_!be8N zI|=zP;Wzg4ekFdC`Un00tFJ#^jsriq|Nl((w@v^5n2cE&YUuw^Vow^Ml@)bPN7rL< zIU0@CtK@=YYHpBpuuY{R^ELN4W?=ZbS3IJy%k>em`) zD{S=RKzHs=#hVV8bl9$>V4AkTx>0Kx`buBasLjjb4Mb`-+XGo`H^mPrQ>Y@FX)=m1Y^DyZ+3cUHoX$<7WPyNy z=Q;&d(~OydC%#Zo=mc{AIa#-65M~z^hF)((-zJBcE|nGW45oTnr&@;poRk%aY)|;q z{JlRGdLiiE>iQR1N@hvhq%of1H@5;sG70Tpld+M14DOuE(PSM}`%?)r$8Qp&Rnkt_ zUq!!!qHA8xIEX9WTldnvy{R?m-?VJJWd1poK5~Tm=2uj_pCG1WH=!)AeK2uE|5&Sx ztbn%V>oA(9&>2oJk921cEIraBS-C2cSu|4SM4QZW@e_x34z%%Z&Gcg2VH=VCmJj6y zR#-62YH6WfaSX2h{2Et&&;gwRYU^v67TPY$vg^xt}|g6DyU)L zk1c`<#Dya`{|BaS+DZBL(q@~!Mcm?p;m;=esEs3Ou&g?A>&n<4$TW$@UDNG$S`Lvz z-vQgpY!jJ%ntC$C4>BSTrU&goZmYUG031kR-5`o8x!kC|@;B3>1;V&c;1JY?2hGnpRAs<^D z(SJp&+N_5yB$F9>EPSr>9Wn9xc_TXGFQ{*26=ZFxDn5pRX%ydGI;l+#>E?c;ra!(M zU)w+vU`nTBaFP|A;8*G;&GW}*OYg5M%cmwcsowsSO3LN9cBz}8;~^FGv8$+AWSRbw zw%3<$3v;Srff!aLnot~+)&4j;)`;z=R*VFThub-30Qp$s4OO+wSUR!k=P$xc$bl0z z-94H!%lg3fN6YqXxLi>_-0l6L%vPy2I)T!C0Y~%IpPLhoi|RRjA31coe4_he7cVJOGI2Q2mhPG5pqjiB%W^FqB4z)406$uG^oSlvuLJ6TCqxx^NmKdN3mIC z+8SjW6iTybOxVnY&Vh?V&3H85KbEny-Wf!MKsQmD?B}-8@<9WF*kLn8{eg`?*P6I+ zNTE3`&RD(AW)>BN3O-+miC_8+81BljIV|ez%xb_}WDkzIc9^nsgA7-v^qgu8(h$0p z;GChr-G-ziB`@FadY4Bb2EgwIsz4(dyf-#4Uy;btrqbv!Pfo_EWhh_mNE~JJ5gTa~*!X)Dvzn)K;W;=s!t&VN|2k~3b&ohZ zD<>Mb^4Vt-l+k?r)GNz$>PrG7-g1w}UMj94J$1C0 z9RU!f!rVPNLy+2dMwON{5jWT<7o?F^n!K+@bFEHoTpr`m>abV5F4Jj(vQVi^Fc=&i zW!s*3oxhoW)>oZ4+udbJ<%+GVLp)w5W(A1-#63VYZAJYDENcb=b;?}@Oqm7~( z{yLrF8{^j;f*GMHkIcV{8^ui#>gz@wF_M9-P)sgLIGrn8AJtyr$wsY(Wesm;p;v`RS#`w*1@g$0Dcq#>~ zq$IT0?E{FZhMRDj-bR-Lnn*~(_emQYQtQe%4b0P-zebPYb8`csWU+evfmD>FRh{)xd|W&-_yJO4i-+C+ zT$ld=7N7k5FpM01UQSat#M=~x{^az-Q!*^K&-oo@qyHxIn zFK*rw#TNQs#ecjce;mXrWu%1r2$%lttNz7;*z+&=^lUuH{(rzHsb5%4-k$I8ees`; z`Bun2PD-uN5l#OQK>she#%KHsK1D?U|BgTAd473;KA-I2ewU3B`2#)~D`Cg|hCkx& zKDbZ4n+S9Koqf6VU+}4L$L}B3{+7?bQT78qHR_6F3I4{u-}o>1^a&OGcbSX4f5E3$ z#vSb6*;gX{fKTIPZ1}&!r?U_4>CRFS4}WJrkMS3L5*Y&gU1szDx0`HMiG9x&>geR; zDO2IV=yw5oLjAI{*Du5$(2K@1I&}f!6aNMH|FTpODv(9p-n@i~k1G#umsg}h@Xh=A zgx%9SqJLhT9Y}BpQA_Z#uaj^$%rCX$pCN`tM1+LitD@A_OL?a6V*jy;eLx#pn+v&m zx$gIe3iAtxsxe7V<9>FDQjkHnv87Z*w>Ngm><#|msb=y_zg~P0(9ojC%&4%aAYVSd zj2Tmn$-J6eJh*HQ=ya(&&3be+v>51bHof4liOaFE67UB)#x@;y*sk9zLkq;I!|+y%0juein4`z;2a*`^n+_`>433^?>G92&6E*JWgkb9HFt)n z?wM0(c;oXMRI3a0(kYJ^oS2iMWog$tNgiE~IMv3#rfA0;@fuKT>9!YVO!?*ETP=5k zU+{VqVUji>>R&*TJ(9<94wuG5!ipRzh&vz#txuN+HV(B)kGTy^cMmatw{sR{-%rYz)M z64v42LBisF2SBM*5T#_5SB-Ef5--hh6LHQ*m=}H~d+B*?ZRL^G`*F4#S&(c&0;$+6 zLnI_be8%b~-zuS@4KEhDo)>q=l& zPL>imG+2~RP!O17MMIqErUphDpPUlSf4jmQs=%l&Ebmg?Y4PY$KCyK)m{}}FW+;0> zIj}tgQ=sf7zc?QZ=S!;{VH9C^PIHEn%mYOh&rs&~4HO3Ec8^16lx7`Bkp-xbSp|B@BEO&%eq~@_6dDp5;M3JTfe4NZudR+jYiw*R+Jwp{;vfavNfefq z-9babgwp2tTEHQ&O-M*cA;nxTrx9UEHEq4=39x$4X0W&gSUYYWKIZr~T*MA-Z?@_o z94GaRBYhC&-`B_HeNJe@u`aq4u}}P^KcKjh_&sixK3saU8b_`o2qyxSg8CKB7(?Qa z`M7v?X)gYS>*HwH53jV$^nOZJnXBJGvbJg^>D3ESNROVh|EYJ z1W9Djo6<)Ael2}!_YfYDpr91?=coe1h|v%&kQ_6M~!VR&jKJWn%`dkER|`38AjO{m4naWd8?(Lf$~0~ zhiIsyx4>yInhOR~j(hTGhk${~cPgKcLPHhj?duuJ/dTwQrR=$uEt_90Z!;txu*uIY8n=N{y}zmYYxTD6A@NUiGq; z5UOX^w?s|+ygi+UI^gl_&v%UXrjsLsYGCPE82NT%*5gt+c<-~cKTc5x#0Ng@+;N+( zIkZO#fPS&JoAB_M`N`mVEOENxD|WKAoJt-uMU~n+xXk8nmdZjSSH{PKq&F_?L@VI=FS`+_`(pA7OQ|6xD_{~6z{RDym;+yA#8kgr45(mf1 z(QF0iN{bm~v`-`ivdQ!S;mM>9`$1SY(TJiqw*S3S_vcEL;XOn_db<~tH3EMHZ9$wf z@{KHUL*(iK@b?@)`c>@K@9=n?1@TLAIFTJjf|d0iYR(K8nzW&WHEpETJdmNW)G7C)A$O=h?cc4nyzXb_=qC$eg0rRO{9jOIATVhtx(<~}Svb#uHIXi- zrAOfey9WEzwJVrz(k%M(ODQO2ZWM&37B>wpIaI5$(;AFO?y5>>wha-03D~LY$?Vvj zw~@YDZTR1Wx)@$nG_m>abHpTUT?TCQ=qHx+>Ca&!@u7*E1c}CE4;nL?yF7T(;wGk; z&GZ$H+N8kda(CIkE)pO~sOTSd2hRIxenJ9crPGb78Ww^4wiB2H$!4`IaVE}hRqP@N zLl32z3v!{wo-jSoRLWAN+cG`>SmX1yEV-ggUr0UA#H&ds~LL z(qt`JZo}<<2gK228BEepLW~s$0}-|0hh9%120Y4$QsB{M5$rH7er5lGG}WGq<6(-E zt+>2@qJ17u_G=4gut>}^O{8PZY3&-xywBZsd%}DH4%~iT!o%Zvo-Gq0kI{7rSk;8b z=5hrFBe-welu4vr@P!V4R~(5 z8BgCV(f^Xp!69>xt9QHQL#|$ck@7`{4iY+1B(|5z)%BFeO9|>eoP+K@3r~MMZJS(7 zU}dc*l>iSCmk9iRq;RB~&Eud`iPV7STWfwGgXgu|nzK)sbjO|e6{@e3n5WVg1<>O| zI3zG_-A=wlFlW@#$4rPQ>{)bp?VK&PDR_-W0~!rh+o&wG@NDe-xo4pgae=^=Y>tE( z-R{BZCaPMeX_&pnM*JylxG0QSQG@T{98654Q6VKIq@A7K_BYMQn2Y7XC9o%PVA+i@ zMb_HQdZa5Y79r6_r2E&*b5-HcyPL=mM6f!bmN=)F7BSeQ8WB~J_7xp;{vJKA#`bXkKbWKoML zy&#;^UqYXsO~jmb3VElH#3umvN|3 zo6FWHO@a@2P*8jdEs}gu`GjpU@=&DOK>sAj1y`pSC@z1Add4Mm-Vjcib~w@j z#8W#&K6?M!BF550a*%S&Y0>r#k#!CnrZQcqR~t3)m)u!Qw8_-SCO66?X%9$+xJFx> zjk#qXq9iGb#Vwq;WrDhinrQx?Fmp{AJfjInhM1W7f+XH3)8)Z4Z}v0VfQ(EYHzb$> zMC6kxTs@@2swQ@JZZ4hb@mSiHm$|^#3f_4OjLKyGMAvXS?dnO z*9hB3oBD!8>cJ}ZgC!G_YAy{5SvI&*v4Ml5*&@cocPWrGU0Vi|2gAF)kqkB`esNAd z=(*B{rqTK<#7_&QRAyeq(Y<2RXO^PAg+h^UnwXF@R)*1*PTCBja%MPO=CfoZEyfo< zQMnA@G?^^JVLn|7PzmO*rxD9};sZ|@+|DVB>7RrJau-*{{Kb;5jfFl(od=2vm^lTz zm*o2cRw&0TB&ATAgg$+)B#BZ;rBFs{7>*Taia;f9sP8lyZ+jmV=kk1$kQkZx#u{8% zn_2qj%45?SNJWvobe5AVoAY$Y_TUXDsqP!?5&8htWGPq>g zM$Xg4vdkA~per5*4Hqk{24&eUWob^m6bk2EzuhUxhJ8VzohP8LQD)K2B-k3UFHy+I zeZQj(Ny6lK+$FI;?3j39w$d8UX1B*Sh+QpATm{KrC(|@OTLNg!5I0|IBb}C>Ax3eO zur&BYa#QS~6omY93s%EufA4W(9v~7UN&ns($Uq|w?WZ^@bSPxLbfa-8*4xJ%c1r-4|f{=Q+nt5`B8k zsVijI=(5W}*JA?~Ht#cBntKiWhsNRb5s&T>wo`7%+E<(@xV3uoKrUM6M9#Dw@?K24MOVU@Zv+let62E^eQ^he zkd9;wwKNBJ;qs2(V&}$0wuCw-_bgPZL0spTA+0suI#uk{*ub^NK!msJF+WK}t+H4K zTrszI8f<)|AlZfOIrstOIx8VJEyOEjw&}9y&muirmWphJL+6kC1fxpjRXJDt%~m@Z zJ}=+udF>7|HJa^nNM$j=udlQWMYJ&$$;`IQd}W{`%L4?Z;9xr*ad3Ozcgr_X6%B_}A2NK5XbxG+nxgU7H`>JAmdd zLN5jG2{VD{H$O{oAd2|wF(8Bb+Qo0x||8|IDjZL(oUrr#lfMD1vYerN$VRN)JaGipT?= zqLM7fRVo_V3wPv zoa`6F6_r5*lgdrrGojdjFNOxvHRs6|#)}Q=WT7k#oqDY&c|ij&$i2SQW_IQX*xts1 z-Q}u?EeUTmuqpZRY*qyiIjlKjwl|ZrI4EWY$*K$0A7j~9OWaVB+Nk9Yn&GROB^57n z2GzUb$luDz34SVWnWnx@KOdxB96#-2l*7)et8@Gj34Y^_5^F_vyoFlGYI}LS)*EV< zuBB5Cn54?pTjz!LWv3;`3OnC#(sZ@kzHS1c0^EnrZnyj7TjLbR(J^Aq6ZC*F_p%`w zdM}VG1^#^qv35Ea-4w_51!2SiX_4h@jmSCd1?Z)i5#5o&Q9}*i)5TGWK(R2I^KNVQ ztMk}=!ME50nBd*fF{T7@+j@Z0_$a>b;yUv$4)%oT>I7^v(#(aZK8xQ*MC+xNow-3| z8kZ(}oEu3|c}7OiNwYWG@#kUAyO1MLOM&F^Q_(i$v&}8?Vpvdb>%LK7Yh!!WHC953 zFmFBTZq_6BM1Du>YXjy~6`bs&2ElJL^FRdR5xj16a}>S^)<@#@qor<7TcL2c80J6^jDIO@vhjc+RaDf(H(HA zn9Fa1dGm3ol2uJ6vimeoSStz!#{5U*H#2GAVy>2J)3WysHcY0`*A2;{?8UBbutD=3 zrO5=iF1GJxGC8>EDo~};RE_DFSQ0&`M2aGfvk_|Aicvx7v+M*f;d7!Fbb#~yR3SxY z4J}P62m9&r8idl@w_{OKQJBy-wKuGITQwHO#ZE;=Y!OU%S)PvaIrx; z)kytDhWyFdh)7!hd0f4=$Wi6Uyizhd(@F%>Oj{;bL~;qAIrzKuF-KBqRihcdiM>Jc zpvzR|d_NHTarT1X##)8oO!N`R*PfzOj zlVB5bK)_!?ujk3hXM>r;_bI$UB{V136#(n#}E?VLaTo52Dvq_!>&^}8GY-DkL8e7o=6pDQAEa=Ghkmb ziw7JM;86(TeG!ey1D~s?Asq&Lcb5rj3P=t{s~}$rT{>2yMj|uc8g!zlL0*giX=OmGdsg5P zR&oPM%}gJnGS^7@PKlzsnBO06>736on|6SQC5NL{*@~;OP(agGw!wscm!||C0jf1w zR*e#9)~>YqmBdkwszQ{h68SvS6i_%ldb}| z?xZ$q$@GVjh-04UXH1|ZG1Wm$qh)uBPVe~0PCD=Tq6|WoekMjUC2nf)w?ry#$k#UQhuDpq~BY*r+ zf05{~__`UCQul4zPu+~eNv5KA$vS(3|0C@p{wwXGPMbybTiT^p_Tz}$MQN=)@o!ap zE5yGNO4R7nsQ;Z@dH4b{$TQ2hLg}wPOcdvynyipd?TX6=L$`9OSf!yRcb8SbE=dU>acD&a9a^1NXL?;i?m31j7_(&Ysr`hMz9QyD<9xf;Xwx|Upvr3x+QXjh#A zibT0XN+vYQ&t;j=@b;xv`P!AmwPW zq2*3BSnp~`t=7MYH=Oq|lRjAzct)El;<#vArK*63Cnly+L9Lc>*6GSnPUK$Dq{ynd zP+c*sv8{K6g!DSZ&$`o#EJ?11g@yGo$0ECPLDqy0`(nme!0B?wWy8KM>tY#fHt?u} zvr2L!JGFbE{KNiWo#$C?KCKOC~;H_m)lFyopuBty)|ydX+c>c(MvFN{&dK-SwvZ0_ZbLe zPuQp!o1(|*Je@!L2oQr!2cEN$AtENl$n2Dlnh#I)!p*HCOiDKFAkIAm*Aqr~pp3p* zeJ>Un9?2#au+CWhdY$a~0?7 z*nQ!9%Ib0w-nkiDQ0%V_W+CKteybmRdLu%Y%3y~VB$bj5IU0*hU6%4(_b!(9@*Q4p zdk47tj5(|0cFv2;y~KuIvo3I)0ef{W=m5yOB$j?8Bo>6tYF@)NbeN|I@ihm&=#Ccc zyz$-iwQZyIHf=>PVLt^Mnr{`gTS1!w;jHsh1UGA7ar@k(Hpl@k3}2uy&;0*G-CKUe z)x2xM3BldnY200cd*c#Zg1bv_cXxNU0Kwhe0yGfZ-Q5Yi{meV(tTWGV%^xt|_p0vN zYu{COT~?uoctqQ=f5TY3`#B(?p=Y~;PSRW4@k$vrZ`M~gT(@975s70TNd&fbU!lNL z>{Va6l;gQxHy(v`_kKZCWM)Pr5JKv(aL{SxZiLAyZy5Yae$v_S?a-Bg2QwC6;(Mx) z+Y{au7Uz3feRFw?kXoqxdI5a-Mkn>I&|7hfT_n-6u?d&Zt=QJqld_WJ-1t~YQ-yKJ zB-2A8XY(@)fVK$k4kA%!1 z8ZA}V*LWFzS-hCIoC!rsf*Q*c?-Cw*PyW&OBRI|GDv*oun=1qSQAACN1RJJhs*t~!%&(4eX^*(x{{Z`yH6Kk_cgH$tbyMR{3Wmn=8 za6-A(zGN+bRt45_+Kj6YiJ|ZCHQMAlysrjvMjZn6!9u`+L9N?g#^+8e(^Chl1{oJE zVCX>Ma+PVl1sC;Hz&rbnc>bpfZGgmFs4J^m;#HhP)y3bdrTbT+wDKbh9-Ea=BMJE3 z6}&LM;41HIR)tvdR1cGEyXJwEA7QNwC7=*2(wn@Cv@&!a1aFzWUj z3SO@J{pYVJ$`KD=CsXKQ6u!5TTOtf~M-sT5l}yby6g+>wr<@vn@PVNW;0z1lg}y%t z1w&w4U^+xpRP2}81hNdb(2MJ3w!?StPfIi1?rw*gGBhR}Gitt-X^r;!H8v->9n83f z07(6;Tnw(%Oid>$T-6`11JAaYXK*AePGmleO+;!sVb{edO zF)S<@L{C|@I8tKGO(`Eod2jvlcocbTEG7MAQi6VQxP+i(w#2pyGWyn%gsbkd*iV>L z=1+MT_4M~bvHs;f7$XB?Zrf75CL@nCp&yA4b{xa4hF=WxYvbbb1djDqC44BpR}d4< zHy|+S_W&=a#oS-qjWjo2P_EAI71eseFB&wjohI8q()H4-;slFsc4Xk4BxL;ANwMCRMe?MvZT@P1*Q<%|h@BFRdi7whAI1C) zFJm~%B9?^hQyT;0tVgc{a5O41x_{UYd#5)-)&1rSijbQp-||o&77kg2aRrqZ!4~=C z>_)S45C2cK1Q80o4P}7xH|@&`@*H8&-N@$#t=?A!ywU~L^(un=OYQF*Z#vORU-}Fi zd2Lb{fc5lz+*Hsf?h2){ZIc``30ya(kFT)dF(x5YKo?9=>0PE^=vhOJKc!I#ce31e z+g&5nD=y2hL^>r*TYtN=&3-0-@AizDJ7hLk3nv3kvR(?h2Wv&8$wD;ITb@ZOn;&>7 zXo~z??nFv3IaaE7ckFaNQv6%19zx91jaoh{EV=l# z0|hQKKj!NXS$veb=XTt^+w0qbNLK=uUs5=*WcKWqcu_0ZsllCNx9`Kv>#^mUHHda= zZ3sB{A|wK>LP%>K!ZyP6&=+h|l8u}6*_YX0&j@2jIQ(6IB!-w&K0f&XoH8v7Na5W3 zzqK2(>P1tAyCnyAatpGiJCOSG<@e5d6&$J0p?a?1>GWd2>df7Gg})%!dLaP}nGps% z*xgPBc`$%RoW8?^n3H)Z2pTm7FZA%cp~%9yYrK|~K(z|Uiv%bo1EqLONq3H)I$4v$ z*1+tXBOeTG8K|QSjUTJht8Te30-_ie@k5_%Gr80SbIvq7RsSJYbH${N`JU_Ye&P>y z@LKQSx)5;?7H+Br1P=?qpiuY;(my?UCqSD7N8HY(*^L@n2JmzIs<%0Z2C_`%(Bt$E z^w;GnKdGGhofgm6ScmGs>6Jl#Os1 z3O&sjJEuabNvKNz?0JA1Df(0$xLGF2iB3X6}) zhnC3xvVi+Wo8=}Ltnri(3@v>^eou%)l=A@B_s$GB^Y$(c?3->?mz7NIVhI98ik@YQ zjS)OTULS=@CGmkGiNj&Um@11Qi!fF=r&;CM@DgR9D_fBg$Jt6IJ{%WVcqUg+L5pA0 z8ikL0q*^8-b+VLh#+lF`fuq>^*_dh;HtXoyQM|lI^q#rG^-xm?duf^mHpNI*%cZnK zv^8M~#vAn%1}cRa$r~6N3Sm)1rve&rye5&{YbLJ|wMZXXRFDPsKfz2m1{_?%O%Zo& ziW$6J1>kc0K+jm_j6Y~iH<^NWMY<1mQ_#JiRn_PuNAl#jX9}`(IAnwKE{VkYD}Xl+ zs9@4=Qpl`Y3zG~_Suaz}ZFRa$y~`a`f>Cne7^109C%6+>tOOb}5@O9K)$Os%vG85Ta-k5BX=F7=Ig`1mS);zSaIDF9{Ty9 z039d1Eege2>8El#90tH`Kkkrq&7D#BPRZy|u_KW*9~Ie{+>8=6+|-}D8lYWehCVsB+38q z4wF0juA0;7yS!PvY)xv(if}MNUvhhs(!nuhHr<{wwqyDu?p>h6XuRC;8aFoaQy$bI z@>w#+5Ym{-!)OIN?tBM*#v!rT>4E$&t3I2GSbDXhZVq`v&}cyhkzsqQU!}})iKK9v z97+33C*gIkJ;2M{5PCKO+xV(LIl+g6@7}-B#g>_&+q{zR|qMR;9Xiq z4$kHX<-nQvyvZdWi@p^98J-_Zm%tMW4S?59x{H>zUWFaz{cal^w!6q5WG}lBOMps` z_KOgO+{I0z@^G=5}iXR2ty31MIuhYvZ3^B16D&!q%U z$oS|LY{4SL5f~)!KPzTZ#cNuZ9^1TUOcHH$3l1S%Zq}=_ZDLZ8h?1^$zvKlwWTkyD z5;5nn6BXPg9vvSg>NW5+|J2MzHFJ9_2fa^O1A2z%+rIHgyrpnlDlm)|Dh8JJ!+mw# zW@s=UDK(8M-W6L_`Ca6a_)!dmuu87VUT(Y!o=jB#4l9Yd(8DY=>y1IM4tUmc-Dr`muc1$e`A_%du zH=$LJThezK4nimJvGkk9WYKN%(oFAVCf(p^K zJE4k)=rc9Gj_K~!sNHY7Q{WP*`$=@6w>$7)1oxZtDFvzHsJEhgH)6RIkLNgY{gB5b zFGtCn0PMP%JAnw_5gJE_$K`cO4iy=6lh-E+wO6z`KHYrMk%q-Q$cj?uF*pgN)Kmcf z>)SuhSJH4fGwQXPJ$TEH9)Ch$S zc{U&ySrtWr#9NC(x-pY}6E@aFDj7yU6)vA4Jh6}$6{WGEp=6b_Z{H1)j#7Io5koTM zw;@-j8C|xr*T)jxy2Bd1B#xjRUA)W|>KEW`Dqp_OL>y>`LhRK=3Muo399mB>>A6dK zF_(cU_`8{7YU;A%-#%lqCydzP@0o-5l@J?gsRN6aB%fzn=)G2VsUvH6UCqk@ttn&HfhFrUCBrM3#|80K zh%okLKb6L%opl!HFnd~>)iHP)FMqpqNSF%98k7x)Fp!qHusf^D5eg7i1G4~$nloc! z^y_J~xM5G>tob$-i7LXMX7eh?QW~Ek`k^%_BT{DhG5y7!TpVS{u447suV-H2JQIU@ zf^5g_zxPT0!tTQozk*E&o@sRdjYu0FK_2&nEkdNyTH2`(Nb7(J*6MJHO+TcHg8lME zZ14BJh~dto(dk9ke3}`qVt+2~_o%tz78H4lM-tvpYRrln*Cc3@#7kuJn-SIG6Re3M z$G`1Mk|F?^8OTQUdn*UBKE>i5v-jA7UB3Z_n}GV}=0VsS0?eMUn-c!n6w!19q{z5S z=SJ&Uab-fk9%_e_;09dnE&SEV%tro-X{D*aVa=HV;s#)NmaKC4Z9A@^qlONAWn!V$ zlmxy2^M|_)Pa1l~%8EFN-lqT^YzOEKJj8 zybNT7B(rVN`bdih;LURBwzYKt+2wIV8m1=Aem1N+Acx{S1NA0& zI?o-MSsyr?D{D;r>=HwTG2Tcu*Y5C#{S0OK&)M{`n1A>$g zBg7FA6F+%2_M&wkZTD*-=KvtC`&v+>kgeoP2YI@UfXOfxw`&y+`}t44&o{sT;rb+{ z_M^CpbOjNe(kVS@*VZI;W>fxSsYk~+@}Qc6d|AUg8*_EC>G?s;9m=2Mn3k{^>+s(X zmQ9d1>m7aAbWjq81;t)gDPKl11IuX=-T%trMN)3xFX62II8XB?D2v7;`JK+KKaRApB4i3=V%<60+feo0F*&Szo*Cl|`ebl7(?@ez|4FX*Zqx0SC% z?!*Nt(ETnLTMPzp}qexa;naJuhL!U{NBJwE!C`H9~8gJ__~N$ zq_zkzWa{aP|4eziRKCIrx{UE1F$tovOr3itR=c&@ZN4&Bkduj@+)~TqcKqIts0vF) z(m{RAPdOu%K2tVDf&FI(V~3KepHnhHuuNBCWAcH~JtFRx@KZM6jVc7M{fZIWP9(Az zclYkz@+`R`&M}gI<-uq56;EdG@rh~*UE9hwhZ&4OWxYYRqElUweZH2Gku%`2L;+8A z14amxtL`YvAtEeCgS8UUxL<?yrD>GAejEUTby}EH~yUMgyq4$`dH>(;#Mol zqhO!?I**&C&#QH=Nh9Iq>V1h&WBZuuB^v8>T9yBkTVSRDJCf2IcdP#GVj1m+9Q>-;#90?#RxL1a{-2|I ze+G}*{R#j3e`W#Cs6(v0I)x#UriwE&-1%OleWr9y*bEZ(7Ud^5#z4iydljfWVG zFCZpm&;Q^7&nBN00tk$NjfoTq*7ceS<@nK%QB2B;h<~k_4)jd27h8oDAG+#Px&x-7 z-`w5b#c!@_t@=i-;$=dnXx$M?@V}kU|NW#t7y8WNVwf(|;&3U@*69EKP?09d z!NI}G5=Vu+7TwkO#~eZcnIVtkF<0=d*;xOx5<}isadTf=_tJ{xEYY{?DCxmn6p?c=ljVp>98M*GkA()WVEw&f5+>@V;a;Ju|l$l+s3<+kGcy$Bk3JE-xzn z&4sV&hV0*blS_y{6{awrYpqR92J-T+a2n0@tiFw5c=MWdF$-}(|M61lmoidzj{bnT zG&FFmGF)Kjo=e;55>#-o#8z(xJxl7?uiYakey{U5V;sBw8DSFr?pi}Lo9ODW-^Ho~ zB>(vVTEv3C_~Tz3tXzTa2}W!=^tsbt9P6BdlOE3X9B}nJuY)Kp4|aC;9bA8i&%P1= zV&M!RvAi!VG6uHZ28CqQeXBI@TPxmf7_t5k=J&hBPGDs{o*xeTcOe)+WK#4VWFG&* z6xH`d(fGOPfyt$g4GW7DQj$S?)7C)>-nvt#heg+CK|^E2rGT^JB(v#-h%@IgAH{Sl zDgc0-g#)pa>Mn6*ulDg+wye$jKjSR&0r_ciz_zq8Zad{(jA@8A!BZxv)bu5u!SP)~ zpsxoT`bKbVF3Ua#H#=E_yx7>K0u{SIzhJ_{eaYX^BMVKfOawed5G1~m`$8)ZFZ!{z zm>8bVU5TwSaak?J|0t05z^4;?$^XAV&OgpCg`5zl^}E$~RZ2v8lWA07Hw3$%%vTi# zsR8+5w39}sK3Kc^*Oi0KQoHK8CNYW|SmZBuj(f@SSspEZZnI*f_KTsRSX4x|OQ1j8 z6jU}tlOMx8T>6?cReWf#?WH-5Na_zQfjX*7ik?r~(w35$yw}QrYe7UEYuO>DV1Mew z*;o6zT2K9i*>sMeN}$Cnk0~RB5iKPb8J=a@x9E)z%stDE5@1a>3)i>Bw@B-v{V{i( z1W0OnpLD#6ylHK5_6Iwk+@AiwQu^aE$b`JHmKY2Ps3dVDFNop;?M;SOHi6CSuLge; zL(0|bI@#h?nNM^-m4%a@4t0k~_peTjrXBWAr-(2= zwKYJUw9GXzw*A}JK*@y09O)}Nofi?oIu!?+E&}%-R{s9kFGH8MpUx~g8%V3zB@9r} zo|s8lP(wMomseM4;;PhXb0@aql~kMtWsED(_V z-=8zdS^ZetJo!3KMG4nI8#S@Vr@O%aKlmLAzQR_00oOMaj#e$s7{i_3ueov6V5UL^bnV z&u6fAr4WZtTkL0>K9u z?5XHdX-mM<V`%+8vCbcyg!S4FnAi-04tDN!tPGGi%@P*C{#WuD0*dO7Ee z`fRCE+pJBzG0PAj_PFD)qmBs8(KNh~*FaX5gxKH~ECaDYx#`Z3FHt)#A@|GF zor|NwA|M^$Dxdh+AwIc;ABpZE|0{QRfGtGsC{t<8b80$+%1eg9n{d4j_^c~O$PV%F z@ZjL^YhY>9yijEs_4+{@0*tWV;v$HPchs}!)E z4;`h8WcMZFi@WA@uw1J4xYkIdSMaf}^U#cpsj~+H7irf|Uy~>FCHp>=fwKW!hR`Gs~wx z^Ck+X#mMEKpWD=3Y*rtwKTE*_%mZ<1^$R3ZWIzr37Y8!h?bm$vkS14_W$n@GJbDn5Tf0)`LuPkC)_ z+u&XEX^?YLyFdA`NF)l3?8#|hWu-nuZyR@tPq=dLs9 z-FUWTxM;ay(^?+fL=K)GKCmY1Hk3$tJJ?@DlME~?Q3%*%(P`5df!>YBIQ^OYP({&C z`mIh#+DT@k8>!?6-HO|2Xh%!-EYUI1b&k)4F7k1MB)?bG=w&t1XGzA$jD6K~e}fmU ztKkpEKW`m)yw0sMl!{pmp9oSvfPoND?QDsC0p5z3V>xoXmm7ZNODWy=#~EIteJ8YA|TvM`_fi1ulk!N*TOfd?|*K zBa&TUyZxy2! zTw~VEL|3a;QaCSEV$E52Jr^DrHDr96Y5IMgiD~N<%|L!bYAFhsc>*6cTIwn1s-qly z!n$yN_q&WyF(Isno%{23ho(CVx`*@VOru3*^Y1Yk6b(PO{){n&UrlViXI%-P@y5VV zJUDkJ_%-y84I3b&0ot|><0gVnr1x7jFNA)akHf(l6yn*e#Bu(6ECeig$LshuHW^_& zddZ~gWP>Shuuedj1?iGZu-7hKEGvQdQc%P_;9BOo0j(7i%y}JjR~axtwoSYPstS zK)$!3f63EuLbNuEk@!NWoGSN6g9KL0zyuvp`iKjVbWcP<=-{iu)mUW~(a=(Kofs@2 zLGDHd0I1Ahvm&dYf7VPqZuF?sDIur#vj!&}Y#uOwmsdxqHnhz^_qKZ&yruy|YGxlz znBeFdk@d_4LtE1l_0{>hBIzUz=-bqq!MeFarCN2@mshju)G#*=sa_=^(^=!`P&Lgi z18ihF{kT&w`x=mjGmJzKEa_@(NOr$V%%+3$p72M#A^=i?p6g;wzB^TUsl$>8tZ)cb zFFwy=G5!tXY&g}FE<0`k*7^GcUri^K8V&~2S_xgiHTJLC@9`W*em@QqGFcPf_h5xp z$Q2;*8QWGXj!1qSjbH~g@AMoaU>koVU_|O^8!pGD5OC2xdQjYA@Q5CyxaEz_R+sWh zTo##H%Y=~(8ojeRC6+!%hO?xx1pvtpk4&=N(U~Rk=(AQ~$!5oRUX)@1nQJ!1z(na> zlkq`XV_4YlwZlj!pp(X|`oO;%o?RHIJLSXYqS_CrdOe6aF`77C?b7iDh2(Wlfq^+UERa$jA58W&u9De zAYMaXmz_!8WLjlW{1yt}7RGM#i;&AbNs-q5|M7=7W4<2Vn5pl<|fLWoW(m&my{ zTk?c?G)rXtb0UY!vz}=%WIamcS2)?l+;4 zSNRFU+6j6WcG8tOb3ukk-?Bse&;2#0|xR)Sw^G3t^7 zD{a2wL_ngSiCPr0H+M1C#Ir0Ji=cY`X&M}b#(sLuMjNh17#4;9a}z0-S((Nnao^eL zlEY+!M40_`e-TCISRrA2kh;so>JfV^O;$Wjhw}pkwn4!Vn}Tpttq9x!Fp|7FK@`E< z51@3xh+1eNjXK^hjj?Nr&2q|*KAKp3Y~Ttw(kbM2`GYGNxT3cGo%Zcg+x0l$+*)Jn z`4oI%OO$6*rAC6>G%}$;>~T-*`wjGU$_Fst5r}ctjT)ie0AXNj3@aqW8|i^tpvm=R zuiPqhV9|KSR^$_*&D}OZeE0#@6e>`e!)p>nxCq`Xef2l~KJC(Y_Ibh6<2T5+AdGEb zpizSn!`@%&H|9|mzhf&l9ecp@AuSV*i2A{M6XLz~LOcXXgxhB~t5tZgE>n0yL7>j{ zoDE*?9+MsWEy9!2dgfKa=SW~+`$%5UD4Q)*cpKt*_LqWfP&ws$HYb)m?Tk#zXR%r9C5xqH&E2C4 z_VVu?lI=`zc+N1om8EdFa)rgmqD@WwANfiqA97w-Ij<-M9z~v-va!Qp?Za?>U5^aJ zCdTIBQ=O~xS&0EW_^0|Sdp;z>{xGtUb{E5IjzDtX{D{GVl&LgKmF9=9T+Gh>DwDz`fOMB$FsixkHq;v*c>f9wKo2B2iu| zR+9`PFb$QQaZ=uKzlQtlCj%-Pkr1+FlxjGqJRQc5NV04Gegbeeyyy9lSzEE%vvSNtOEGr}k8zj;fH4rjWXa zxDe4V#A0TLIjhadxhPO%1?Ol9A!0{u7}Lx1jzs`xd3IIRQH!%G)#}JQLhQmr1%AI= zOjGBVT4RH<9f~TNs2)x+;b?Hx0=POA;-GF05+gB}7gM+jz?5riD;w1}(QdmVW;MUg}k>n%GL|dc5$&@f3wefrAKj_^3 z4J9f*8ZDgt@8vT&gY`J!OdA%m{W?JjtQJmNxe?VU?gJ;}ECek)cF=SUb-77$<@6TE5{E!rhLGNUWnys(CE`JgHgd^#QjZ~FW{Z2So_r388c3sv1e_4m-a#Rh;A zWzt4Y6oT2^L;?N3Ls9eY61zeKUrHm&Eu~M5f~-nn!%6|DKk^?>9LF^w`r!)@ERR4` zj-9^MRv@YSY!)?=joP#uCC12JTJRW1pACVadS##Eq-IG&S1Q5Ev2^{Uf|c*0x732! zY%rhCze~QvW)DFczJ=$JHo9R*ApzYaeBZA6Xb+{3iDXd@M-h?6yd5`!CnMhfrK+yi7jC{J!sF%{i^!I-X{N zDaR$7U&ng(R6V-)vNf}L{r(ERmo{JUIwq)32;F(LKKDv_Fz@7g>pvOZ_RSR!DPE7g zC3-&N|2L#ddW#|LhsSuk`DngbkQIf1tWr#tV7Jls(dViFD5m|5@anv9cX-mY)NbG7 zBE7`t_E9IG9bf&@kXB0?7dJwG1C;?hK#1HsI1`6R6&lB47XJOgmR$;W|C*T5&RGA_n0&=Q)`6DscX22GKW;WG!+-1}JCl!_o zvEIstNAA&Oz)M#2`TVgWq=)Q_ftYRGI%p?y%1l?g)P;%BZR-0H9<_vz%_tE(9u?qhLeFee#P$iPe-)NQ;O3tY|b z*sJ1Qa{nmnA276jSZo+r&CBHb#XrLH8453)7fJFFEs<@d#h$tnYo7Ofm=#vO*-Jj} z!6Bu=Dgc53c{ui0TVu{+-=`)BBY~9_(F^yMx$eNy?sQ(fEHoPH-`liOxO8eLy`lZ~ z*3^;6%xD@fS3h*i`1Zy$*QykeD{*}m0Y!R^n8uK;k=35MdP4+vl&QGkCSJm+b{eUe z`{&bcC`-Uc(5KhElHM03iCaJ6$w@6|uU0NB*j@F3Hqrzt6Gh?;N3X|+0FU6 zE}l#-MxqjEHY|CUg^gzLm>^W8ncgZZ_>+xKy~~DmDM{#0b(mn|Cl&E==E-b~By@+} zK2^3j1>x(rHel32Y*Y(zqSo1ABXBc{`*NmL(&L!-J#3PF zPIiZD2)8%lf5g?1{6kNUjCz;t;t6uSn2-#2jG#HgHt*PypuB&&f?3^J;NMqwE2`KPzc5_UYOC1=6RHfKLpVx%MQc0(XGM2>5kbBx5QsU4iV6(->7d3>(k?8g+1>j!rcq7}M zXr#!Ag$P%)QpG|_8Llwi!278gsxXeDj|{m%>|@c|0<^E~CY8{+hN|S{XwO=ucieKa zlgl6UWep|i8t+7PXyrt#RWS8K{^+-de@uWN_io(zeTiTZvgU>LweZ7{*E->z8@_6p zO=^~ZX_=NcfxwdyemY1arO*1A3%(%sq~{Y+w;%S6OYJS2$|wd$Flrgyyk%lMjZV5+ z<;$^Ey*E=7oHy-1^l|dqV@GUA=jBMQ_3yWTViS*zkz>-I{Z7F`OwtL|QJT++pD;}u z{L@T*WxR|2i&b^W1T%kp>ppAl|GiHBS6-q&A9&b#k1OJT6XCz40Dz#W!7qkGl2lNTI3gl~gpoOeSg=hO z`FiSj6%Dm>cPA+!8Tk>wN(^dqQSj-2c9Q=93SXZAC@KG%>;Jy`3m5LF6djf)v*Ure zOGdp;ZBYK&((Bd>=@R9yXh07AMg)(*?qhRlP0#u6;Xv-YjE@XPv~Y1hr9@>K8nGj! z;~mr5+Z~>3GVtM-tl4rXt*$#)FIcfj_ zGdhchIqusRbOU2kf8Tq?nZn?RZ>voBr>TUI;+o>*YuP4GZ5deO?PWrG%T5B&6AF?= z$T1ZVBtsf*#Uh7fT2J1dfs_pc>~QJ0*baKTa30SRATiwtw{QAMA0S3cZc z?EqAOLiMKcCm(Q>O-4o~=hjx8YI@xjGdL$PUn$^Clf{)>xBhFz{x;D%S#Ku)`Z2wo zB^4>EJpEkIV#wCeEl;O+PP+=1uQl$4K#WA%3U>LaWoV8$`L7$f#ucK&{0OD}&S4O> za&EK+^X`^i5}%gZ#N<~w(kN6gZ42p(CkVM4iX!=7vy6&{7qcS)4|Eectlj5vyM|Yv z{P+@Ot~emT%p4pXOfv>c_Up8_pj^L={D-|}NTwQn(W*ZgYLcn~o)jr58{FSim_*dH zV5TO9Z5wlc+cab8A{bpS;y6d^AVagtFuNuOR59a&gbvnYu7d(Uh*Eompy?={P9!;L zZWNL?K8QzR&jOe09S}QJZo~H9mtJYAB#vG1;XE{^3G2sCy?}uAjxDfq+A1X@E6ea~ zCIHk_jn6%Zv1v}DR+#<|bHpD2cJUkZM{B{tB1#HN|N7P!`z7qxk6m?!Y%aXh)X5R> z2gPD|K-e_imG@$F#Edc9<7IxP*#q$c`1$d+>e9sDS)>DATVAF8Bt`~FnPS?tiAmx{ zkCG!=(g_ELhbr`P9y*sa6mJxHocxUx-ow#pP1RclRm7q;wk(<9Xd#4hX1zF-b_ve}aZ=6$Cz zmXZ*tdaYwJ8X97ZuPcSJ9`|ZIO`;xQa3-H2j8fXnQX*SjFF)t@c*p4Z)ru?N;8?zG zbXubf#}PtU)6;{a6pjDp-NsM#i2(QU_EE?J?DqUOMt8SkmA}09f$W+WdUAJ2`8-Jz((^p}Zg)Y}r7 z{fWds=7}m%)HPgOY>C)PXJA^#`>!Nu>u;!nt&Zt8)izynR04u9!2#dlrM@o})Ah6& zy6v7{7UOdO<0TVSdo8H~7I zph<7Oi#%S4?J^ScSn-Pjw^q7;WN_reb=(pMNs-g>fp0Qp903OsN@LvOd%bH_^KZHh z;sytY8sk*^M`yD@HC25RsWL-Ku_X{PMji*zse5_)i)+_EkN^fJfH@l)D~|;WX`a=- z{;FJ3z+dczpPi-(c@q^ygPL=|Ss@L@W{Pq$z2Di(3Zu;(VO2{aOstY~sQ50yS0U5` z#opLl;^(Ols~Eqng6+k9c$j8@PDoL--XGqR2!vJFOV?pP$Ld$>BYmJPb}xD1S9d zqv1Q5Ohc<;VEp{+7R6D=E2b^<;bwomviY&PA&gyhUg5_dZLx&k!HQ`QVUZQwaiGR{ zEk%I9?~V~?A|~+0!u=_r_?o>$YrLF`>qwc`l^@fO*>@ceS>UCCwWI_~K`?yE2(oAW zJai7?)}H;KKYQ{;RCGY8)(nXuLjWs|__a4Mw>EXcr}2IEv2lBUX_- zCP6bl_x6xY+uu4@BD4QOr|zbSNL@3t!*~i zG)|^5znf+xPy0_UA?!_1*hal;gL$QUH%?Q$&H}H0+{+1q7)c=-qTv)BW(mJ_JENua zH^3TVRyef7zZT@blD=(`>$N%&p>z>fR|`?LLsR zd7P1@6iaGE!)EB#4!)F8irB9fG%Wo(QIr#onzFMLJ=er>a55T z9bNp5J3aPuG|u~KXAJRp>96L?6u|hof@Ue}w8&J#d7jx?fxZa1XB}&-L8ZGFDHp{9P8N9qq*3M5iLdI08 z0We9a;iKAw9@+W!*A-HoIUBqYeIf)KKA%fv`R+wuDX2&be1sufc?l%9EwWFe+->unldyu4_o69jC7n&9+qNNhlVbB zDyO+xDEI^k4h|~?9`S;;j$iCIx=Yw1!SR@G(5Mb>;4{Q>WXEXyfFudl4Sv9%c2vBq z=rv^Md|ckENy|?td})hnRE*(6%JbX37S=w~l4ou`DY_z?;mEyQE8GHc`rse(=qz^&ZEp)7-qkk5lI zA9HRWpIQ|u3rjczc|}LN32i=}djnWVLRno&NaTquUiG`{dg+iBd|g3Y5BFvK8_nSx z7jax|?!Z7)86YMHmmnrurO`dotcz@4VlGx7p1TDmCTvcKr*?E?vt8sL-fULU$hFmK z$mwXwjisUo0mwC8xhw(TGHh5Ycog0%f+^H25Um8CUDOvY;J|l~?fo4LQ`gcC_^Cn4 z&Nc|*WiMu^-RKk<@eL}0i)?D5lxTUuAg3e5b~Q`R0u ze-|pEmLJ&a78uPIfCcls1F(^uZB_$j+5CQ=t)*pWjYny;lk3HXK$LZct4x@T--LN9 z)YSV4@F{0Xf71TRix&RC5~0ahg-x>%p?CX%7ukkeXzq%jn=edndk8ZSgx$y#-y{}N zNaZdXrK^VnRjBxdKDx{zt3OUL!Aj02DiSl<3j6um5k&YIO)P&zkpjSeDA{Da^ODm6 zOJVE2UvIi4d>fd(S45qg*WB33Ff8`mC77FTDn znWIU5a0tWK<#4^mcMDh=p@k|3y@0H4%D&{mmhDF^*6fCyaZT&rnXnBt%($Z?P0ajVHgs5$*Y05RK7IgXW`Exw?drcqQcD*wXb2i? zP~iZid{($1G5`lxg)*_>w@oJ zP12yT&Bn<)efGQedG_-?*ZBj^kL#Lstyy!=%suyf*iQ}CHybz<+hxKm+oU_#a(=M8K3*nq8t< zibgBY1C77mu+MY1;W4C~MtQY_u!?t}dxu~CzIkGmZeNptW#&}w5YdJ^Ul2v16EL7H zoI?wKcDJEPM-{PVwiqKi`=!VrahElf$3{Spvy@tc0-6sGUWsyW4tUYhH*}vy1cCZt zx*;@XRJKJ1hQl@F+0toL4ODHC-#0hmmce?3?v23Pqd4FjE|U_Afen++fa31T45_~( z;E2Gx&n@z3p@~`8i+WAlz-9%1;b;hk8gMyT7iU41nR9b@*o5e@F7GfEL@wYJ`)WB; z$jPZO{Sx|fTS5gp(Z8_xBdUq3br)D|nutPq1L^St*f-;-)&lkY>%Lpz=(iRo%il}0 z_-q;Q&d8%LWA^6>V#eTE+9Fq7IyQ6WH}-&`(`7a7(R^L2 zn<3&SBZr7*;n_OjtR3<3<1iqy3mE!$M@J_yO8pOE6;_u`LQx!0f-Q z5ftn$R!d~Xyq@+ZRfv?b1hDRvqwVFLVp{-Tk~Vf(EGs{q)cQ5)0l97-WGV+It??8POZN!u zVw@rXA61@X05Rv&4;y<~z|dfj@LZ1y>%E!txV$_nva!s%hms|v^Eb7Y}6F?)W{YU56-5)sX*y%qAKns@E`8dP=4aWwMODk;P=bP(9+qwT6#{3_rL2x56 z0CO+T?%Mv-e4--(s7vWjksJ{IfoN{o0wtIa?01hk|Aav^{#IvB@`UC7(~R_p^LKR% z&)=KzzyBam;!|Y)S2_L_Vf)}e%0hu1^hN-OX(*c5_^Vz}tOo`S?U|Xc#q3Q+CVg@0_I}Xtp87ciMh=6iauH}_3M}%h=8G8UrsM?E z<7doSKr{Vzo8IlvL`YMT2IoF~w$<(*{4UffTeu}g$BPlI2@>rzX%R&1PQPt(d(EEJ zH!ZPSY{&W_sv!x5}|g#kjn;(Kp-H5zUxm7{>**>s^I-e z1>c`P`kw&hAD$wR`Q5wT!PKmXXy!Rl!8e18ElL#qUUAWm9VyCbibSg@AGSR3+m z#{K9&^tszhJ&;;o4;;b5!-{})E7oj1tJ&8y0TfI+-8K*d#ey3BHGpoP&@}+uB321P zdU<%VQ7=HO*p`uHWbbdD60rF&GfCk)b6HgdvAs zKP=^Q`5x2g>3@|aH=8+#^6pc7m9jpG)cp7c4dng<{wsXhiVa_ktSEs%@PWA{qyq0a zr)Lki2A^?ftGLf5C@FK^#zZDNDat&F%n1gu-_d#6JkvhY#i93gs`2?=j2M4kQkw0C zvX{wfO3I9pFa_E@L6ISwQTvouBZu!dIta=CGckEzR%lE4(TR2SJ&vrZn!H1V9Ons&B-J3(C zF(abMB_%0W2ljk6`>YTfu-=+I`&>TEFx;;5O%K#09OQi_g@Agce|13Q9DB9hp7PAD zImZr7c9Msg%wD0dg21}Yo!6AS)V)2{v zG;FlTzyIdlj=pq_d$Q;G^ZE@(*W+@qnH!eb&&V*xcF6b_V=5A5VrCeZIBn~tV3c#J zrIA&i0TUBb|F7`{;*l`~vRT)8`M=YVL?1WLFVo%m@Y!X}QVtOAByGFY0o%`IV z*m&{y3G{0QrX&iu%DEC@d^&?~AjaE((WDhU29u_0Y6e$3vOm=G8mdxy@(x48N^b~j zp$_iLyA{`lIOXn9k5)Id%+NFOpDGE|g12TtCv7H#B&OwtxM& zeX17MzY6Qy%!Yy9!O=AEi15f#$x4JO?Q#@|H$DR%1`2v%;qO>HMU3)x&$PENAeYP5 z-RpXVifKr^t=NXUVay6df-i8|Cx-9}4sx}PY_hI*_ zHBgzzkU-j(l9Kob(A(&He5sv@U_aM&i>Ok6O}0gE_<$H@pHRHCjUZZQp<5Wu$lu7i2zMfxfPTc z{0oWpKU4rZk^6m72GP@C0wkM&=8z@Dp{p(una=9=Le`y_kwX9*AW=&6h*8-ZjRr&v zAl{`a;tAuc?~tie*nG@S*hF?aTa-q=fjJcN$ACQ#u6!IC{-sHX0eM)<-o%f!U+t!t z2#zn1-mczT7lV?7bV$|u{k(?qLQvb5(}n{F_FYJYNl_kVF?TQR$`j+URa=+!yjur3 zpVev7RF^!@m+;&7orG_v`K3`Gp&FX`ZRfqz7z`z{BRK&LWbS;$FK-5v-x&~t*=*j+ z1j8m$thOx^1xZiObGCCwYeO&=64e^;#&gn8(DFj#O#vw*jUvXXuZxQ~OB5%tO*Y}z z)0)Ugv6`_NjlzJs+qkuj<2vatv7}avR)MVwZ#m!{fjKg}Y>;0F)d_$nR=;KZz zO8ey-7RCWa7NGb?z~={1{c47#5Szr$+mcx)f8py*S^(B&c9O{X{_Z8OK@HtZPg2LZdYp2-bntHjq3IF_F2NySW zBb6*_?{iCy?2AGI!q{#yYO=Dj*ZnG@@A!o`pr1n$et}FNkTfBwe};sVMU4IWX=989 z>~$QGk&Y!<xzXr0;wXVem1pr{N?M>8 z9$&w+e|R0MX}OV@?7|z1h>%eJKt`g?g(&t?x%)ptrqHt4f?JnGeJa^5?&*6 zIOXP8hEl?Zchparx#PDmMMr!5{Jyws(4jG;5z1;bjuy@JZQUgIlWyUjVNcCsaN-A?UX=tkICAiPXBfy z#D#&!J``4wVe{lA=?VsLLgGvCl1+gNJT1eiR`W>@1ROd#V>kjuo}K6hB(#;7jfSP8 zi0AYCGmz|}L@YEo-`Qr+mS9y!-{OF@Fq5sL>nfdUJc+x@aE{+E#cJ`-N!Sxfp?dK{ ze4^~|r)!_j0q|-(2j04YBo$-$?jGJNSp_{M!Twv)12(>eOaPbs>GIoFWI_Dv6>v{7 zrYA|&5)Wjzs4qxlwYh=UQ&1LJ6@yyMHn0Ye6ZW1dB-&$B;*Y}b@&K==T@V(s&b-H-BZ-%>^zf$>ZvhY98#rrp@1|R1GyZ(&W`pXE^r*L zqjOOa0~z#>i}lZ}Fm8+O3i2&H`QLbn6&Vm&Bx{NAFGVzPWTj_g%eTOR_Qm4)$LRyu zIVRS*!Rg{ZOdLN4+wq@&`7*!=lT~qR9Sy$NlPIi5NsO*)eBn@Eo<(<0E>^?EKBF!~ zf@#Z33~LJv8Ce?xuRzi24Ir&i>Q57Sx}`>pNU3%`d=~}A=!4-SbqB5rb~h%@1kMhy zLe|k~LuoRNM_uBre3Q1rZ5DVi`9rNsXbQ zfq`((dtjg9r5+|E&?2OzP(EUfMaPV$tcPh%xn5B-?~AQz&SE`SCDo$oy}d z%c81^rgVb%@%5RdO}&ly8h4&TA|^3DmnXGeQx#jZrfa{7Jcv0;$EpnHH+5SFmqu_} zYSc6|h}k>?<(|cFJhONlkue(Ib>+uUk-hn)x3qekTJO4->r_DWpApRg7q8McT#-p2 z5tV8@rGypQn$fWDJ3Pza*>CFM2eB*ydczmQ=ldhN_%7#WLF)rPmSZ~+fd%&_qidMD zcgt^R_)1m=uD)LVX{3aJXZ z4S%40H{NFc8dE&{HU7+GmC!KCt zoe-3lz3(4UFEKERI6RV$hODGNl`c;%TK6*;Sh-kpepTdQ(s%J|o?q-PI&8zRp3ahHW1<8Z2zK-ed8yu_q~vH0Q|vkovpc3cDao9ig7F(``}fsQ-nv z(Z@MNY476pW$@`UZ(3yF$qKsv_?&uO7*(F`GF?t7@DiaND&>%P&_;cHp=A4S!P$ z%TSqu$CzTHAQA@ZtO@-<`2d)X z38e@M4up)8+I8(vtC7ueC~BD^c(4)w9(4DujF>*SBq{yEKe=U@NigLbhn;W!Zw#Qg?J16b=V_|f8QKiW$ z-sN-uN1to1ME~W1;+x13um3xVxZEExX&9a_Ztrq(l*axSDd=QWou-Q++A@Ub@oY)3 z(wY5Z5g2=lnPG#PrRBr4m|v~1ey{7W@FNo4{?P=1K2qWpucd^EBISMHnqXY&uz0hI z-}DSOeXEwzi2`5MXcPOuIkrunug^n#Hv~ga4k}qSt0ywZFOm`gaxTf^+orHsG0LWr z@y_hV)q3clJ=)5c6`{O=&TYUThCfC*rQu8s$XY;*{l8o^dZUS&(CD~bhzocuWpSQ! zQg?nsf1^jC$ijbtirkd-I?OC6hu&Gz~=eZ zq#g@rLy!4F52(;+tYU1obbtQIKW*RNhXn!#dR=MTedLj$663!AONh2&RWk<1NEvNG zHSi%e24{V~JzOf)kgGDpJsc9mC6UojCY3~%1)ajpy}_k*6oKLUIUL6Diyis&`6jhE zCF-MM(zv_fjo`TaK#&xmkv4hT0Y~d5<)vA2OaKpjO*ptekurWV?70q&%*6$i#Ic4F zaLTbmwE9yY)@ear8e&KwpHZIYB}5c-lcB(fpY(elq>~%uktiOXCx+Xbm#uDl^GNpj z|BBFXA?+P3I_+i4n3d&3hIFD$)@2z@SDTck^ial~wd3NRpZ7#-O-0L~-CSKOtGoRaZo$xYv$cZIW+F(+`9!Hr3s119*W-u$#I9eXt8#XNRp=aO8kWm1 z*EVL9Nctif*ttblCqxV)jP^zPz(MrUZhFBn?Hfch!@2>_bPB|V(ELRe3p~-NNAa9& z8CAmKSTR5D(_yq=N@PNz*nJH8IA%zQ2oS3)+$I>_%y6o$ck`k`AKI23L;-#DHK|e> zp;Jx60sx_^3ES(lQ~%;fZ#gy}>D({bmob0QnJaNHn1jju3-<&MkNK`}HN_b8nUTG{ z1}T$twQj~#)PKW-dLe_+EK@F(S(nHEQAunBiUYI@7mOsk1pgC!y8Qc0_^ZJCk0Ry2 zm{lI|mvAH}!2j9Y+e-+*S-ph54gYF?{%^VRzf^NY&cF;~jYp07&vN0%fWJbVfU^#Z ze?nFxfAx9JWqSYY0{-g_CBA%VI?VYeKKB24VEtDw>Tl<^3JMA%vL8W?hRn-Z#9$`- z&{A=!q|6keF^3|oK|*Br>T+ffXj9@W!E|y&%+%0x%*;|hVaEs1+)kHDt)uk`$}4r_ z50+R!@QIOVGf$;tSzEKUWyVmc?Ca=RGpI7(e?W$Tk z@u3kBd>8@H-Is3hO~i@eo6!84x!_P(N8dPejw~vYzyr?wV*m5Ro8bdz$vnUJfcHNE zJt9~nV7O89@d~q`y!p8O-y~z=4#o&Sf}<2!{~u-gzfSd4Jd_!AVfRPmalNEKd%z4X z#507Gvy0Gg8FFI3=Xu$+ggntU4EF`z;nDv=JOAe=Hq(Hs>v#)ewd;2IvQ)8aWN)e= zk&^K>NsPEgQNJTJ=}Ib%It9^TI)TgMnqr44E-;UeK>E%nB9@b|pOFX)oe%bVI+&=! ze;yfAu%kS{sxA-{V55Jwg>@Y>gGl+qP}l`~;U!pVUlg#D>|Ls-wvjv8%Ty%Y4J&nx+IpvCi&Fev`KQ=l# zG`*aA>PH;;cg7qrUR)F~`YAbM5#ra~ogHGzdIKXTEI!zMg-SJnp?}<&V_u+t19MDC zv*FxnGe;u$DT%s))%LwmHHmlA+m-hELjVJ`vpA5R6IywF*CJRqC7;Aw$$G&bKw*6w zvv>Vi^Rw!o~)n|sH0?UmD}f3oW0o__T|EMEN4l9Q+&yr= zzlRt`G|2jo*e?cvy4=79zVaYpaGb$5y!E8di=f^-cz)e$Qqp{mU8~jwb4Ud@h<+vL zTs(raqPM+a`9y;`4mM9Zd(%kN{YO!Wcd<4BJYueLvr|d08#5G4$7S5XHt31}O!>R$ z+jaLn3y5Gn^!Le6KJ}2}9>e@`Uz#iN_3Bnmbl_=#9Gd@`MTlZil?ufzoU!~~4xXX0Q?`Wg4d zkqZ1ydf;F?A&Q*a@ukHo3zz!aRRjcdn50<$%tyXVw9l23XLyq`jgv9h_1UoOIOQ^T zSE`Hw5fKyCcVc3j(RCND!Ko>^e<7YhM~It1R<*H1f?Yy2PQ7PvFd*_HKC`!1{;Fk6 zZKScPBYss^%jqDEbMI2lXKZ7V!U20}nPAKm;x$pAW>j&<`ls0^feMH(A$r~a% zh=hjr`rR2hNr8QM?wkAm+c)*qZ(PI7Tg*!7i4|?)c+t6@m&8%em1@@|PDRd&$p*dG zgP$))zqB@sRhx(#mEAnZB~vCmzfRoeN|m`xq)~yu!d@_fzb3q1+$#Ax`{zEmiuUBM5(1?Z;bA83^3@>BI zq87QKHo1eVYHx@&3L$d?5|?~VSf~|0N_xMf=upO)wAJe-_;t8a>-t{(lD@-X0fj$V z`hEibEp2poqy|100NoIdwe0lh1_nvKn7+}d(HQE`6JA)6gOGQV^24r*iio^0Xd~QX4}~p~XyCfN?jh_uAA$*_p`)XvnTn*(dIOjG z=ZMvne#+5ypn(UknWfL#S`&c|sABYljX&oRcvNZr!n!0$nRS=`!nP6p+IsM8wqg`} z@)VDrDZ3fEq(WfWag!CDOhE9%L*wFhWEs_K_XFd+>wyxRvAl5S_+I74i`yYzAfzKU z6W|Gc&zHnhjSu~Ts{G>+nq6J}b*Bvk#A>mH5xgOmI9Md2>IlnDw+9XUW?%WQ$P*b! z#5*&1&^b4ZkNKd-=M5ro`W64)RvnPt=rVgB=q+XaT4KgrDG@Pn>oj zgE){WNCdIc3(nrL;c#b zq}_TGrs%Vq=HEd zhB8^pav{V!C;26d%Z4Gkiny`V_~aBT{!Wvo>3DIOX97vgb7*%z`1189(221PBt@kd zVM-v61)i*-4j$b$-My@fBWWPyYQ9oi&mt1=2Io0&3uNRc29gKIleqy>A-K%Mi*l>0 z46eW@oSOreOd0*o1H!)E2$VZBSQVs&wCm>wkcO9n6!BEN*a?GF7pk2H3+2#Ek3xRE z+|orXwLf$4dk|Z-+Y~K^_-$5^F|z5N^Q>f~jK!5dCgP^h*Hgd36f4#gxlPogZx1GD z2!`>&@d@C?D(kTge!xYwT}aQ%RA!??rE<9~sY z!(J7N4Wvh$U9uWq8qHM9)+DiY`(Hg$16gILxUCmMRnn@+NGNg`(9{luK!T{#+aLYM zxlN#7;xdWajgN1AJ&hhIcFK~$K;i{MemsYGAAb&it#v@YlOpFG!{xu&iLy<=WRGAx zQYuwBZ8-E6X%O=p?g@j|6eyz}={B!TE3{-Z4A9UYoz5Hl^9CtM%V_x=0M_u9*z@gE zBF*8zm8PdA3>uY6QM)Q0hNq{emK`RBr#^=MIwtVJ(^Ds}v+IqLn)N&_!#uE}e>U|n zdpdo6eVwx>I}dMs5=*axFq%Vs%1G=$oJ4$tZ0mtuSj(3LOW!89)RkMOl9|uI2E8H0 zaN=IGiAt{5ccAR}do9*bQlE^J*$!(NdN}Jf-N#!Xw3&z75Kt9@gn}W`3m_eCw^!Vye z_eUQ=yo+1F>tXIyH94_wQPSw?`Nv-7S)7VE?4(F|;`O*I=H8!DOGc$OcgY*mKPnqc ze0+IR?;=fJi#lTBl5;u(b5_4w64A)gvb{v>!MeM9noKuA0HeL*>fM$$%~y`N?jC-av-)eMea5-AtYYR)N4I6 z*sp2Y_=;7j1D^aovEvWK}qFVcEhd&Dm4eDBa>IqY62;zcolr#ec0kX4 zllOyxo7J2e1|{f078dS!5KqjF{~J){EJrwk7bO!cw%eOpG0E0&vROHRNWh=G%HjMV zsc4vlJwO6BEBDbTDk+QFfb(N@>*$!(YT5VGN%Kim?gN2T%cIm++lJM4avyjC1m;2a zt4He`_JVi_`>rDKHUTyzxws)qQ+x6s#9`85k6OCgrH7Y;)*R$29w~uwg(4iwjLb11 zB5I{KK8V=Rb0C#+1&-ZL?-TmoKb8h9ot_Rv>o)!IF1y2LlRS9*_YtzI#mlpW;j|D7 zdg*3hK^#xNe={>ly$j7d2=@ztD1^3>t&p4?TOMLt;qg*;IW`U8w0+86-GJF)?F|Qq zvjX+iv89!>PUoV+zl&vF`mjiJAUlJ1G>+yEJ@yC9O^5Y_Jdg^9{U zfrdW4IuSwl1A#!wax9-Q^7ibqY|K

^-?pw|rt z4^$9K26ey^IMRF-@FDTQ;}Qum00XiLqwi%8jZgBxwfgKU^UhHibA9V0zP`d-n3pw1 zwIwn(q>S{lTOvSxn{y6?6H$hV=WRB0grn#>1>*e2U&lZ6`aZzWWzfZxq_X0y7E3h5 zy?XCQ%5@WG%Op%B>2CtB;QOy-Ig2XmLr?ZmNk8zroIVGabyz92(7_ipJ8#{gA6Kfh zX5p4df9ig^0(Xa6tuko93Mc2J{60sh&ALL~$M0AvB9v)SXp8=;mYOrD1G$r`^Gt5I z^HIn}X>lN9v5;Q)^X7*69yuyHUVPG_XS{4U9n>R?C`_(8b2^9O?UW(`tFC(vE{2Kn zIaENO*J!Ob^hmVVXITMHjLA9?r}Z=@ESmcn5b03#4E#+ z$wOv3VA+`N4!`vXaCps-BH{|e04;p-)0-|A&#zMX)CexmCz>4hv*5SftM*v*ay zB6z>ExiV2rZ~gt7eJ1}iDDkG(dI`{<@x`+2s&JJ@S>=*R-h}e(qjO-t`XQoM7l`*f z{X)SyI9UCOe8lskOuKjjQ17mo;dJ>$-p$yS&o$|_-h zdv8A9&`iMZ@qaz?q=%}I~ie2XQ z{t^-u=N1ZB@e^#PwDYsks_ES5-^ffVM3eKzw+-Q-?(goBVnu$&D4mK7QplmcR+*xT ztTW^gBP&0_?9IS_&RJyC>?He9p*7oEoA-ob4xRfzs*7r075=OTcc#lx6G>mDF;hs1 ziL+Qu4*uhQPpc~wBAwAXzv0ykgJLN{ra;7sLw+hte7+52Q98|3?jXnH)7{W5zCm|@ z;$i&w&-ttXqg`dDLf9#J6#0({boW8s`A7a6FVP1WiENUmI-x|fX$%K{lY;&g=#g#DvYZHYA2O_9gRzWzWbSc4_ zL$vR7Ucdk^s zv!+oOv@e+@gFZPQUpWA>dT1ZBUhS10y2h@GvZ{A@UR_(f%?{*B2EB~$D(kXnsc*UM z3wO+ptC0~;E!Hc`H_`rh z|8)n%PUYH}P3G*UzO>H{Wj~TBMwk^BTh-EK;}HX4HuS-EW<5j#)#S)#H5~QCIV|bZ z$!unG6blNTD4&2Y%*O{YeW#Nh5SbtY>j7nJq8AuXWdcVd6#rTleKrCpu|1x6^P!{0 zhgKJ9Dt$6d!q=^W-8j=-H8L`)lsigpvb21PiQ~Ds-|)cPMwFkq3HCP&cR~$`@a+5S zG(^NKXocn?&+JeJXJFPWn72?ZQUdk_+X7w~Vp!CnR#+@0=0Y4)cGZjRsBgMrf|07k zDuK8M+HlhCBcFpE^gKRaVH=2Hk)l6rwj|A7-Yy+UeF|XUyG-H?nP+>44|osOKPn*= zQ3Or$bMn}P=ExU2N_#$se`=&-2e%wwKl&LS%f_l9k+Cgg>_SifBl&RG^Nb3_V0Eo}On1(P&z2i#Q3`SH!wZ3GB^X={?=1fffl6CU=T z>P=O3aIyk3cnTkw$}=>Rf2!mtMvt|pzT^JCyR7rRzpH1Iqqkqwq{>Wd0E45xiVMYl z2tS6&hMoBW<{)@2W~`!Oc9&-Mk~Am%YBs|tM~!E~Y| z4~YBUArAeSfBBwCE@y^+YzmS9xCuqloM_sAvRscWe;*{+l+(lifZ1oEfKAq7tj^^B zWRMI2g>^UM?oh`+844U>Kzto*4RU|SF{u*y$56W2 zf8_H6e9d1KcyAo);Xm00D==UaTS<0%%Kttsz^DZO-JqfmjLt1P? z!2J;x#>P6l&@q#*cq=0C{XYgGXasq7u^lI{6owHf|9OspIGXPazexZZOhqbl0a! zrx-8iXFWJQJ-zqYuk3HXnq3RmF#_S>@0bHu#rEG1IUwTjB7^z6wt6xd-&dN|E!fLC zmuvKp-EGwdf3Dmr)rcvpHEM0U4qtKq=jjdr{Y$vaMI8b`oawlnN-cWYW}ee9hJk@{ zSptyU`Yuw$m-8*SPCxcTScYS_##t5Jjs>v}5zmGu+b)rikb*Y!d5HK(Py(m*Kf%JX zhDAmWCQcl!wU7=BkX{|;fip34NYvM)o52$ZcuQEW4_lo*+r zk%bQ-ZU_KO`*+uw%&4e1Axjjw!J`0Fi>ct27W74ap$*o0&{9(q!1E4kN|X5SlMY{Nc&{+Dk5`=k ze)kBGfDjM|90(RqGpaM&&be5FK1H$Fr$!)B1lu><#Pl7|kL(04Nz-d5hd4x$!{`g`*cb)_?LKPm9H-?jaBY@5Z(RryUF;NFY0a2dVO}22uv9HXPI?n z0oQ}F5GoEoKfiuf_OG$ioBeV6@b0qRrC(pn2!^irs?8T7%BoK(5uuG`{U$Pi;Pp{O z(fAVMP=d=TfUf^|hHqh}IV=l*J%u)CnOi zQEWw$m~KR>^B!beqR|LU~HS0Q9l%bQ*$yW3ddU6Y8byF}4j z8VfAVO*EY{xCXvq%*;YbH#Bjd**3^>b zShJM3hxzmv{ipnVwi{JRL{T#{v?Uu`yP@E1O~rDrJDHB45JDj%hIzf_#uI#&f-c6@u?qr>!yp(8kT4QNrEI zBuZ%&BTi;+KF3usuct?oJg>HbzNAZ;!~}cgz7a+m)Zvo+CHu8#AS-)Z`btN=cI*-4 z8LcrW^%)vKE=@;5$hl-vA4s5MzY0FzM{J#+pT+_>+raOa#3c4uREc>lRV_zy#gd*S z2lVq6^;S)On;Bq+y>ZlZk-}-Mr)ja$+V2y0mqnwFTlQ=m)BRnxMLoVyj9PhpbFceM z3=C`5Fh@KD);(d>tLsU~~GsJWzk;``}i} z59}4IAaB6W-k!PzAWy;iF9H(Njg`A7Nv2YA4`Aw+}%w?DXgwXLlJnsF|Z;{n> zw0EaV(jK3bm6_@GsI4nzA_BGeS_|NX&*v+?lnO^brj-T9NqKILkn{^;l)K>8uCFKG zsL`2)v5$s050c^}8i*4Ia`>Z7Pc(jkp<=%<^Jtd*eX^KFe!=6E^=e=^?%6H6DGUV# zS7rnhfZUo44y^0#=coc1!_e>{TA~dh(&xM;PAopFbb5f+i8@bwA*j;)L4ZoNgsURq z`Ll0gfskuX9BS`^g@rUKmFI;Z5p1Lso2`MWJ|7>+Ij1AerdqF1FC|#@~RT^1RTf+l1|4P zMI{F46$$pHlI4@}d8=pe1pP56=F4I`s;Lj?KOh%t)r96i9VYm?iv>U@mmLNYdLWt1 ze>%Ak&JRRMFBsXGgan|$mZ(4Uj%D-n%Bvs@3!K36-r+~VLV5^;9jli8j!ZDRnd-=5 zI`hn$bvLbe2S?8Lm)b0dp?j@22J;Hbk_c_FUWMZRYOcv`G zoWW*tU_tS#-LE%~80a3&0T*AB%MQCNu>Kk>K5+~9Ln<<rUougVkZTiNY{r$>#&&FJ{@}_lvo{*6VkA@B`p^{oS&BL1r7k zM7+F*wg(&{K>Rt02;^``2JiF!Ah@K$xvAQG8Ju3l*`G`sV9wbV@VlXdc56xJM1+D7 zA#U@lQtg4+sYY#W`f66JCr#mgwens8-l4#6V-g?MFkDEsx`j| z!^{kQq_GlKhpxu%W;+uhoEg@^-cz?vmTgOcFSm{o70YO2xKb#Xb+QLOT})e9Jo-8NMdGGXgBtX>pzczgR+}}gc1c(*ls7H4jo-3I z{oIY|Cn4r1cK2z%SBWE~(0nvh&@uXcq?*-r)vbOBrw}_UDWOk@imIP#p4n@+8J;L0At2_+mT|=~ zp72HN-QMTX?MPK0saT%sv^MZ#$MsaR8eL@wLG358jW-vW*s_jAL*?-K{Bh&C_3QTc zmSZ30fL1NxQtXW@gt*AhPk0|Ib2#a)vTW`b=s;~$cK0~-npTu|Vjt&tQw?sPr9;0J`iVjEQ^EAuzHTKsjtzCd@l9)^jt z42NntuH5e1-j$DC#i-RK;rhM3mfy?h?8=H8yuUL;ll@5&wD{d?TOT&FdWt9jBt3)+ zf(twarc#meP&h}ZC`WwB4Y=H8^duc?8=d4#3RqXWrMjW%9fp0p$*-}_+R?MwY&`1S z!BG&z2p%pQMith4R+F9onNJSVuuNhICP_xr70Pfx2>ZSHbFoYRf=!d4PXn|V0}2%U zvHfo+9=OOcugV^wYji-qglCK$Cv_`6iVV{Q2Hj zNKFk-f~{>x@a^nVJ(%1EMwLo020drmIu&a+a-597hB6`uG1ipc7c~1^&SVX-lAnW> z3X|mJLwjyb1K~szx_p~t@*0#g@kE!Zh>!)4-|AI zt(FmKza4F#4Np$wMtkIOcoMf>ZYXL{rn6S=ns5Nc{K`V=tyd&W2x#cPW4ZY>sefsvkl*uQZr&ro#x+=iu{`;I@u)F2ZyMe z8A4#$dIDupIrKEy-xrCcxo#0+LSs#L=_>eZb(V+M#V;pbV@baollUmzjBH$Ji8+)1T0wW8LG9b0L8isPkYi(q4l|J zNfa#y&3Fk=5=4G=+~tJ9{+uMqa@7^y}Jx$*AI0*tYZWh?SM`Af~sVY$hzU*;SCU^ni`E<5gAf3y7SNAUA< zBqYr1a)Q=Wz!Sodl*Fbx{9ZcB<#on(bLW)o4F?am$J1jzo~MdDROJ?J;w5ei{db~R zd%zPqY^|p%GO+aitZGWiZM^tRm3KvgltOV7`76^(k3)HkcKsL~1=F{=oY?`9a*O?# zo9EoUMmtN})Ed~7ss6wKufH$K^I|5gyVZxdcQ*QnoCE@+`J)70XV(xNU(Jb)XV701 z4S=RUuA4nKiQx4Wplpx(NOkXriG#P1xkJdHWrOh1tc@mJG?0F5a(q6jqDpC(GhDLY zOZM1d;W>I8%L(YG(?-G95b}q4S;EI;5~gC@-Vgk5KCVNntC4FmXy{sEbfu|&R=DJ- zF-p4oMnD4l)78X{ukGC3iHG#MJVhjBVWrWhV#IJjOsp@OLz0xvcl{bTPD1U^#1i z5T-o8><;n6r_Et0>(xD#t<_q8a`Yn*^hy7AYq7_60@UMzH!QqXWB1peco(Gw%P}Y} za~Co52NtuEX6_6M#EE7O&ITk4#-t){ywh%v9o8kLl%emH1%SFz5$UBqyPLy(Qtr&cY9f0`%D&Ak z!p09gIF61ad6Ze6=5qc6%5m{4{%L`tL_IYki#d>)u9^_-8rDOVD5LoEb4_1}UJ2Qj z3`G|27z}ZrEyK|0u<30BKUET^vx@Cj)%CAdUqXmk#})3JFtkD)b(-y`NlmRzAO3?> z3&o*4EDi@2@TW;QQkVBamQ%-On{_Jr{m-T!*U(OhSrWLzDMgh`KPFP?S!pt8!n|!g zi|vxTo9To#u$6C5eoLZ((4o?sBSo7$xhh|w(&BOZ!fRw$+^oWKUX&UvvbZoYSY(AK zQS$IG^HM_`C7ZQci?Gt0tc{I*+D2C9^1nwIAT3Sil*H(M+k(ZFb=?~;5I@lkx8*RCZTyNJ9`#m(-^kKt;bW?2MP&&0*{GGE*_Sbmz%3K#TD0hSD*yl z@t-YDBr*4J5j)-)PV@InL^x;4hsc(sLUAcr@34~2eY(kGI=v${1SF1$;!OF_Wzcy1 z?iqR)CaYQ7RbnEr& z$;7s8n-km4#7-s?Ol;e>ZQHgd#w3~8nb>}7&b{At&Uv2uAG|;I>aNw*wRczT{b3yY z;)dBfh#%YgO!5RhH4G;a{qJP-2&QlMo^a$nyvVB7Z1mJ$8!W`|xSWN>38G8H(UgXr z92>_Ry|~Q{n=UO|MGnp|Hq_|Lv>%U1l&?HMENzvteZB~`iX>*fs zb3m?CNbQ8}=?Hw}V#_D;@Os?&T&)ULu`7p&WOdGX5|j8A*1?>A+(>)i(K*RewTvvXs! zuO%=}#j)LvB!MlL;E_f8yIdPlv;wOJ=$a*>yTzM4#Wd zG_-eqCSaDTr;#|#i7;&1BXu2PdoQ8k;rOY0=P|J=@NG>_Kd-01>QK0^n&>3~fqw}( zQKvt_x-mfviLd_;gx;f${@DEy=S!@)#Wiz{oC!d8iUNLXY~2i*lpW8oOSLGP2`SP6 zVZRJHpATCdPl;K0R{I5*z+U9_#G~wo45Vb>H0DX#7&qPH%1oVE1|lg9r#>sq*3Du5 z9PWo38HH0xHBqDJyBz;LqP#{4#v2zn-;+=fg?2f3#}6X30>l9VtYU$rgp?9WQ0|l8 z>n)(g74GZgHYsdbFPufCPH8|rJI!+rLg8{fprLQKjABVbf# zG+CB;p4LreP+l7s)|@0x@8NM{znorksCANmy+5Es1R<`G`-T3&m1 za%|(g@d6o)DJ#j9V=}uwS}QR=Rlbzr%|%0TDinO-D{0xF*{wNU^chUWdp}?PH-1e- ziX_=cJPD;RKK*a6$ml14SD5$|H5v2I_XLN5ycE4*b4zdKe#p8yb@MUeD{^q*uz ztQ~;Lr`WBg=Oq45%(s_NnEw?v~R03l$f<*ib2zlGvp;k*s*wUl(`52D%4bRwX%p&|MW*TH9sQref&&OJU*eIb8 zyp46)7?pCa1_dB;Ltht&KxdiB_QXc|7BZJ5786b9OS)&WUxek%8LCTyk%6`Nd@W9i zf)i_UtORW4>FIG1q7=hj2I|aWR8Vv?hohrY_fywX@CPA?uCA3kWLwv}fV(F;s$_s5 zXer~ub~h6|ufUEWAO1P4&!F@67l8h2Yzoo}K~*Tb`S`yEi2otD-=ZV|GHVnTQeUb5 zdC{1FA$aup51I4dhhCxrv<_p^uxu_>rULIK5zQBIxBIveOQ^&9MC#!D^sqftB(P~t zLgnlOuYZnfYA+`_Fy=U|4+K4-K!D)r$gg zdZ5rpuR-VgR@7yvWM~o2|14Dazo!MbrQpzYZ+bp8GqL)`_z;2m3)`MQ^X)l}(J%_w z9b@AY>~{Y9w>Kdf$m!u= zHJP;qjTc22?EfUSwR855ivuyg`a}z>a-?`sz)g=WcFA1uQY1#nm%jPTqLQKW_$-3V&CMLM@(Qpvndg^({%T)+tn5Fs#O;KrsfE zUg1!MN*Ua(WNC%OCZXqNLrbeLonI^ybL$ZYG6kyqlm8%;KA}qL|1GG1(a(!=n2I|J zDB(JbA5yYD0G{V|lHO};TEd?3CA_~>Z^#5j)_{xk`UsZo?rL;=az}&SRNpul>gQFo ztU#pQfJS4l@dQ}z{54(Q3Ix%>v|OuR1q?Dc;vlqw?w>A{NJ!#pR%Tl;5#-Z!Nj zZK+*~6pbMkasES3RHzO#=}=ZKlG%BbXuo>}>F|(2Gwd%~^_}B8+{q&Ry>l~-o2$ed zSm4XRRfy7xGdHLbGqmlrrEm1P_{{R6zl#}fF#$pWk*U-JeUb>GRRk^#V(6#uw2b0g z=N(*Z^cJDv+;@qGt|DGw47xpjUl%sR9ts6Fc#qbqP=8canjp1zg~S-XbO!*Cy6`WQ zp_vL}9xNQ3()HKvgp$-APj)dPM8W;~qS+=Z87!>Q1En@!m+o+1D1=t43!y*!j$q8p z%%!T$aP3W&&_Lw!FH_v+i+=iNFTm^1SXreyQqBMVp4#CGP9X3gXr1!sXtN6yh#>1J z=l8sNAn#4@yqL(j$nJycyp0)v##zzv!HzguF(FNj!Q0tEx$LDx$o9L+i4Dv3oALUR z^16$9Z{DrIu=n{R%{Mz5;b~KgMnK_M;$n1czCM%M;lOydd=XFrki30bHM~rfLbK!4 zaYF?1g!i424-QtkK9Kaf+)4mP@Co_W)ieA(!IyFqhSe!SeMBusTv!KIxAn+X6U?Ro z0E(yK#FW`;JX*yCI2@6H^hM&p7x_2ul-Y!@EZ5Pi(3!4iLESR1TgSK&Sn&t%s|2A} z9>V)xodLUbH>yz8d|`vS(`HX@`zftDaic`fW3wH?%vLHy&N&Eu37k?B_+?%B*sZ-O zx7JO^@3bu6?FHxCo9ylm@L!)t%&6%ydpzMkhs22034<%PxPJwbgfW3;Zk0UpjS>p{ z_KC6DFN@^{i^KG(X-2~0`=A?77NC$ZIfIwbDvH%6b_?Zd*tAPlz3bm9OxhY!Dtq@d zZ)y!s=o#8+;*0}$mJ@x)6o6twLE|RQ3q$Q`#fB@`4Z{P~~y0cbED77pZ}n zQfK(k7)f=TjsEtkwb@P~{I+SI1qGr|5~A-@JB2@L_FRtUi$0T(kk0P57*Z)UG9^!E zXTP!y(tYnZkeex%65*cLZ8Y#+u-J&sr{Dc*@HMLH?T3MBY0xGI zq|tN`5?r~te{AR=bZt;pW$d(GN~1^lgZB}B4Bw&1Y;igF5+0%&-E+}NdE^lv z5F$Vbo;mLq6vQnqpH4w3bk6G<>iKkSAQ;1N?d|;z0;JN1k9P$X4HPPg%obYHAHSm@ zp#|=iOqcC#nGGYzr2e8`r@6*Aeog$Ph#ke-~4UIR}F_- zr>8Mpr|NwxqmuVwb#+pxv^hGxkbuqr7?i)Xdb&Ij-4_sCg}_`h0+IC>T2xcV`r$K7 zB`#M+0#)m7MCD+q^0+V21Sys# z998PL)B4@Ql^TQ&7v6g`N(4_6YJJk_Ss49#<7ClqO$N}b9F}kntPP1JZu)Xyp#Gp& zeG|Av<;y`bN-mAZi-dkcQlCG@SU-m2c1!k%ZrVyp#&w5!n^YHvJVr$U@1&%KxTqcM`^GqTi;nY(kVNsa6)q9q{BueP z_eJ7Mu7ew?WRjJ;YV3rlc{)~IL!I#9djPZDu#W7bCC6&h4;t`paVLwN-!F(qJU`fm zWwZQzIDQCqV90$fg>I0awSmD*Ej==$-a^j{Lz6$25Nw<%7*Sxd-Q$W(<;B-_xe$3V zl`}B42+yiWAy&WtQMU2=eC9E_cjTL_`_kX0NUd7A47Yr-F2~MDxPbRxB)*!F@BLm7 zoJ()y1=AN>q*QnFVMqML;ZU_d<3FWCzp?<-a(_w||ccN}UjPvlM*aRTI zw*HdL)hb|rLf7f#^$i=?Bsp5ATxar*`gp^DLfjT>rk)ZdnwDO8h6aT&iW!rGXLq^n z&{BCS23Oxpgy>Jk{$_UCjGu`qPE*hy**QvL!dV$6YA}z-xGec}7r+;I`I074%wVLZ zs-S>qn70i@Zly;738}-?2-`pzGjiJoYqx)JreNU>M2f7pdSU)vZF%3rBUB{x3*S4O zFSir<8(19DQWKI>LpVI0TF@zkc#Zm{$%XbQbx%-+MFJ(gD^copI^sh!guSrn&ErIr zJ5(+$0pR+1=)D0C{Kg12a1w9i`d|X;Da((^0i1BFSv+Bu8*2;503eG1Z$0uEr>$M;)-%+Bc;O&_Zq`)0upjB zbAL|VELyUitpt4OwiOi>&9j>Jb`@caO$C2)y0p#YbrDLYf`FfY*9%2PEtdAlDkzyY zI(jUtWnv%LPWaCBV=jj!2TQO!mnFz|Ir$tD4KIHu5f2AhYFT2mbK59`KmX5kQSX+b zx%F)uZw?RTI3m14r@F;c;8S{O#15)d^ZL7A-`?It`P+hPm~lJV>>};ANFD+uGuAao z*n4ndbque>pVf?SG7wdWq8upa5N}5DYRF8B%l^n|^!Tj=(U#Ns%=WsUDDa_VSOsz( z-9bl=y1Yc*9f9u1_#ke@MqQE5B91?PWr8yN$~RpMA3ewn!duiYU6<_?@nO^t3U0Ej z+ii!zzPsR3j7{w8xfjiQeJUhUZ#iIemGvekf!3G$&ayuVR3wYPFU3s8y_yN1S4oqL z`fynN6sF4`>y(?oROAkmIVd&R!EZtxH7p6p3OK86&cSy^XplgLsWcK=?V3zp9W^Nq z0%?-HvSdeXWV8f(5DvbCj})`br^~xyCrSR99*n&!Zgi4rsL^dYK)H)*NU>5qEojcr>NI4OnpWo_bkex!;J6rU z^*4_X%FhZ8$LU<+!Th*5LADkw&8?i@=~z*UZGTyM7frx&3hjZYGnC?QnZEgOhAh;=Mm? zl}M+iD(+CBSd7MNPGtACgl{swM^%H_p#M!8qd@abZ8U+EM=U_Qxbhm(#^$f`rz)LI z5R%13ak4qIZ{%L&yJCZ|6tDXg4q|qfe{?lRJ=aRE@>u`)sfzWw>m{80{nF^^PUdx@ z{m10u8kG_gW2A~`KgzWC*5o&^;6RZOUbRZPDa8g)yL~4k(p0c@(!-kFI}gI}`ft&H zz!mM8IR@w3x#W5QyOz%`cSV_o;a4d|nNt=sYB`XSe7mp#ex z`vxcfV^y&86)6CWWdg5*70ehnZSIfx&L8a?6mhC76~Z(Di;wi_hmks5Lo5~jJ;S*Z z3L@~PqKX;6$)~`w2uTJsFXkFchR6(l)SicPKaUuKUG}ciA(&RBEk8cCHWcy#EB<`R zsFJc8u4dza_KKnXBBEN~zy?+ma%T6-Pe<`MW$RKvzT%DAb}TB!Ih|;^i=7^)R&)@rsJ_ob zQIguRzNpLnN+p%hbWx4Whpt%f#PfG*g=4JD3&Y2_$fHIjkaY}JUBBK-l}4f7D(cGG z(=+xGc38Mq1_lOD4;ggxt`sPK{PGgK4iaKsqjdYliLVGf=A(!!AGN8c66_0iH~{_wbkMU&_5jRdXP@OcJTxa8ytUxBJB z;NpGpfHy2eo=lD;dqMd`5K^<0VZj@TbPTy;iy2^W8nBhM|Wc&h0RfTh1Y$X zB5=Nu)#=s>aQ68u;vNI}p6FfSn*m>~` zS!ze~H?deoX*!)BaEeh7^dw?&YtY*m)h?m=pXfohp;sIzQKqOxAM;+~xL(+Bc5%~5 zlk;c6B?jlUqD<<^YW4(xDeI2_g^GdftrZuDxV)1#&y>h^3%};%M-AGB^ka!Yo(-r=OZ56u>8q3U!vrGN=g(rI@oX{Ig0no3pWUVpMF%@X9W zv`WmCs<1jltwKI&%`i|Vb#Tk6-jBRo62S1N37()DY#Z}*a71;0(vBly(MHVeRv_cU z?_HEaT%uTql_s)ypRaY6rf6i$z1wfz4K)&D7p(`?m`LA z{$MoPZJuJB+%!6y|1)OF4;Fn%4Xme59HX7dLCL6lXO5L_3+N2dinc1Wp|{x@PH$XR zkSb~#3%n+ojrF!7aRuVNu!~HS_G$^_&;qkc+SPJ1Lr%5|bx7D^g}y!R8zzT$BS89% zPWzty^Q`bwMc$?s8`nqYSxzv&hQ(s{-O6V%9fv|^>HSnBi|gbvQGQMj17XZ+sU*{$VDZKX=FLLfue+esYLOOQOPbo?~=>$A8M?S;a3?-K9#G z;q5u_?RiwFXJ_sXsDGI157X72DfQx{=3)Q@qPxKe!d*B$RHxUmjV=JRnWq+n((3tw ze9nKBOURCIGG-Fue~b5!-I?eHdoUJk6*8S`6ec_xx2ObTJ1h<{8utsiqkSAeA-@Fac#r*y zA@x>T1`eP&Ah|iwl{jv%-}`=LHOcHRLV7vQh-P|_Jl_6Zid%yo`~q^^aFnq=b*;}@LtKRJRi%qnz}&fi4JDl^h2*b~?c^fimo zxE4Zwy(^VN`;24fFw4*{Aoi$A)3~#fD!EFyCVy^rnPZlIOjm?Ko zZ^5}Jj`UW1ba-1fq1af)ML{u&_EN5H_A{IK?hwH=eHL?gR+)5%bR%zXJ?R3!%V%sl ztaInLbhf&KmiUcjx>`r!y@?SvwjoHK8SN}*csHAyN3rwo81Fy#s0wI56W%0hOxu?g zoE+26TjnEiLw)YW(XL&3N9|H2DR_U?nqZSx3z`>mQ$Q5xI2_jrsqF6#KK zCiW#p%}=s4L4BZ=nete4By>;#*;iO)+l4d@NI0NrzwWB=hIEe8i-P$ zGqY*aJM!6oqB)l!6g$LKSS5<{mvm+Sp!&l-OSd+A!&&$%&9(exTE9PdQfdE4>Y$i# zS@p+fu@VvpoM1;A`5cs)qK~*F-T#tc@p>5n`m`d?=UR&S!bJ1R)VgSe*BlG|C8V^; zDy0rz5ZO`68XaqxN1;{TyfNA=5yD?mw4;B^O1%6ubU56eHNk@SrVFXp^7#gH$(qPk zhkVy)*x3XInd=_iw4`n`s3EC$uu5!X1T~mK6~+^nJW{ka5|^*NpOGaibd@^_6!FLu z@_S^T){E!S3Jqnz7-AaF?I=v zXo3(|m?FI%OVQuS-<=*_q?%Z7DQD{%H)}7xVbW#ZzSH?t~gj8ry9u z!xQois&)N)52j&wKYx9hc zNf(7tk&hEa!pb{F^;f$Bb(3U@B=SKag}Kj*s!aP4Cs4wwm!LVcBx0hcneW?KGwKo< z*mklXZg`fxd$d%Ek*0`Bx$Wy) z^4!S~DtV>WzKbuz^u?>3fCXaY3Cr_6N%2YS%=)J#Kvbv|o>}Vgj%6-|yFb{lfz33kbf6FEf5lb-2MK^UA3eQW^|BlMOSoSe1=tlVM8?4X?PLHB z12p|UxVG^B1X~S2Er0^k>{Ug3p??9zeisS=>u|9Nq4W8l=aK5W`qx3gk*I_8Kb6z} zg`{u209}De| z_1^`6$m}5V8;o(|U-c&9$N6GgPuJ}I0|Wcb0a^6W-YHjmPY(M|%hnrxP1-I=FGjmv zEdrjP{;{#KzAlYtSHrMZS64J{%I9DZAzO=(7l|QX@5S5zkE`;qV@+?%UfvX(Q#R|_g_F!(OjH4&D1$}C? zorOhYZiF_SUbWU2(1S{RX!{X1S8i9=_|dwp(Woib{lHcX3+Kdmx$Y)3`bm{a zR+InYUom87(6wy`-&0{#CIk-Yhwr-}?amJ9WwE)@P)*G6 z;m(M`h<_4H%^NW2hOQTJ_uM{wKRH^gNvA!Wc@T1~XaMjh66ZOeScUsn0}GSTAl!SR zaJC;1&+aTWNbMYiyznBc(?4urEgevKy{~WpG^)0~wwLi-tnTFzd~j%(INPMVJxON! zOVUFmSd;!ZT2Mkk)pa&GW6GqqSLP&En$2i(JZ4Y90TV!mlq^Jruy`{Qn(Ogho zMa5@beEdX)cm=%+pv%UE|9$j)FPAQc6EF-)3U)eNbafj3FaeW+bx4vxJLC^_7#6Q( zQs=`&!V0Yog-UuwXl|aFm+?&bDt{TR1qBuoNW{hl7maXV-|3>KN3)MJN0wgI)HKdq zchk3qn_aWnJJyH%Q!|sFdm3^s#Mjk_*K2nh9VO;Z^A}q-g>(mmP|0408m^<6Jl^Op zOtX|9!D!Uk)jkLKF}}5~tt-d9Kk1I2(KOv2XrUjUA%O^DWzF#JYJxvw($sF@;o%fA zgaRwGJf?ydTGwdU*x;L=K2)d4r$^RK$cZZZI?YfvS5{KJ3nusWI$LT^3VW!t8VawB zuhEdOz?j7y?f01V>>1Kqr-V1YYssa2sYm|oBX)Z3Rco{%i{cy)VV2>1HuUnKSGrNi zZoZT+g~U2Y_~tGg5}3CzHv{4YI7z+SEWSWTkEw8(KgmX-@C>cAx*o;PkjGb7SL0Eg z3nU#Ks@JIs1qMs>_Ah{Gviu_DrGsP8#8;~Dgsxn-1Ka5KLt1Vr)rDR|%n=i`rMf-N1|2T)~!4c4Yn@pj%LcSi=zpO?XBl3-2kOnAuop9MGF>D z)_Mbco34H7-Y)(f5>kS-mHWMjtpSsDCO?_nZ%a0-3Oe4@$urty+6Z`=1L~Nts3hDL zgE@T%154x20zN*D7c&?lK=x_Qu|g0`60F-{1=QdW`Bsco---`2T%1X&k+kr7&E3>& zMLo1UZ+QO}JIE#FwnAYgSug#mVL)fJ)Iie83fQeKW@rK@DU#eTy2wVR`XY2KG|ty@ z_p6~Y)T5d2MA==gd3c}EM-Rj4X)&l-Vg0&*{+tz;OQj5;u^AOy&WnGGKec)ia3fIUC?M&c?R6&2Rm@q;BGvKbH8 zp};Hz#O*{3!~_a8nO_Nj;sLT=75$Gn>wW2z-mV);#V%#=Z}Nsqu95yFfAm^lO74FQ zwY~A=iL6%twO8E~t|O&0F-I`+udbH+=dznac?JmYk^jp4V|y3|x#9j4-$rI2*1&it zNlM9&VM-lSm#sMXn*H5 z`O}lw%#RF7Qws6x_P-0(6bSJbdELZsq6ySy8lq%?Nu7g}J=sm={R$Q)s0rxP9O(Q2 z2P?)y5L-(E8CP(@DGijMOkZ_>9?3gR7rfPwXfPv;p$G0P>0!#hAxy94V$79$e&&~pGP#$YB!xx}Xq{cd$br*lOIUU=6g&fAthY&ib zyBb42%BlBU;LkQbQpkQHr`xJ4JxWN8#MUwd1{c#D2si7g@pbX1$5^!(z}y05nYZuo zebhzz*3uGl>TBEB_?`CU^BE7<%9<1>;?NisjQnz;ip$B zyU9JCLLb!{bA=E1oygZNSFhg8RBJGFbRD)I^gU>39bYy+JD%{wQZQu1i)mC|bJ>_N z0L!vDvyR{<3nEKXN@^%*_7rBya$5X!$S1hU2 zI@p;)skMaIvkUp9VM{$HTD>_X5gQ0+IKFGS!sZD`!}%rIEbGc z%8=Ib?HW#B;O+UyB>;Y}6nd{yMtgB*$z2N@MTOeh&xh*{OND6sivyhrKq zlb>A{87<8hb{d6}IpJ{stcH>ZbPPJ-fLlh*XyBeN6cccs{%&<3gjIhFAa5vF>Du2mwdXi)!>&GwfGy(hnSb_t~CXaTz zenq?La!f$k-jnOgCNz|O0u4AEb8a#A?Gfkns;Er;x)W)9V{3`WKgL{cMp(X1E+Kcyemx>dT2P_tWO<9anp2 zeCY$mb8?wnr8Atrb*$Gq<54Xaor?9YO1z{|22lrAbv^?)sl|Et3U2flKHMO)J{XM3 zlF!+NoiwqPSmkO|G1i|$M#Eaq&(^437zkOW8|#`?(<>wRr=njYUteF9F$P{N$cPfT zy9={m;bTS;vxI7ymii_Vh+EGMBZKhiW}7>qn* zFSQ|lAK;2Gw}wH*4EfR4t+;Z)1(WS9I&t>p$W1ZlH$#(@XBb?^Ei^gY7k_bmr@;v! z6dj0%5Uc4l9;@U4@!p0W{n019k8a?SY`!}9FENeg-gmNj~uiLZD)LalO;CkV@LM)p4D^^AF( z<@+6nLaWS1d8(kHs+#Vt;R*X`1wyCoq+TkGDKz}boJ;X#NHf+_&P^N`_+ucBZz#Z` zE#SV zqnP3<%ju1?!W9(IS7xPLf??3@;@68awK=cU(sI~5(Xbrr6a#VGURF=h$8x@R zhsScM6W>9{pk9||P~>RS46S^47HBN}&&d8{x#Q4(FO-9yBgnn2u#!erb(*!TBW!29 zj1y=zLeUn@*)7xqH8r_kua&m~yqeqWPaZ+Rfy9xM`ktPihSsLR5Kb24S+E5Ft_`!1 z$Qc~ST~}RO;06b_iXIto>+ujIx;G>Ltt zN0?FL?G!Dq+ct4b#C^NRhhI2#7jK`>g0vu(AKGYj4AI;$UolkrESe~JXds(cy(H3w zyn!TLrPL?7R4GWY`lGm-HjK_ON7lqi=4IWeKpzcI=|c`8&Ok1_cETvCcJCYTbT-n6 zpY?67D9Tk)VnJfD9^-TDxN($%Qy_Cr_kXDGrwx;vcX%gcm+eb)zB9*O8E31lz=QgH&$#%naJm%+oR z26EZMoWugY#Yjj28S88!zuOCm>7|5Ne+^Tth=G7_Jd!_g7T(c;Q`N8E`=NovLU1(? zYaMlx_r=S+ zc~%z*A&mN-9t4T0u(L5Bk=kVz#%AMwb)9r8VXoMa-WoX1Nkqivc$54_n$lC()HGZ~ zyF6PXff>$^2Z`*|Ae4oJq}A;_m5~oH)Kt3pROUYjb5X>$=tL-*ff+8?V?n{?ATUcd z?;F_h31usot@v9YT;uHMZ?p;o$bwre#_Kl{Vp1A{o+XZvpFD9`T^yhCrs!sxI*}0) z^fzrL-V8+JxP!1gFSHIurMB+ubGIg;KS&*IWGA0uf~} zZM$Wl+&&NUi7>*~X{!BJoKDX3Oshku3w>vfUnV!-!#p&GI&P`{b|V<5zTJu z3Y864z@G@|KMLrU1t=mQMAP&)^@eSpr0qG|uIIBM8tU9p5;9!pW9pRvQXbnH~aCs+n>7a!KUyQ6Lia?DHls!616~!WH+)= z72jV?30UA4k0%(Kxao$_FLbX#(V2xsCXyM7{-B2F)T#O#uQONkqx3cEwm=K3iYRYy7$b|16}_MW-qr)@$wowRu|S#1x475i9cOOC!f-r zrE4#|!oXPuTX#hdS+mKfUcpi%2?4q0J|arJzG%Y^a}R8SkafqN8{jU4qDt^??5Q@%>*8@c&u5!;9E+2a4?ZfY*ICenF-@Fi=LEm04TKtE zd>t5%AJ%C+);z(5-J6no%QJn|^TDqpJhaH`nlEm)pE@R?C10B2alQx5H#_UU{w71> z5zf-Ozk{GawkdB#oDg!l5mc zYLmxaMC{I_(5N^NPgIEfH3T zyp&E+BD`keApwYse=4wh!PwFO5H)?>UB~5Lkf$KbUzO0O{*HelRZJjq6aa=w(L%7C z^*<5g|AIeb|Axp=`(85q3nvv!0K%b4#;Qh~zW)o$Ed(M{^k9fOC;p{ooiPET-U@Y$5I+}_#I5M*B^Ct`3RaF8r zxTm!Pwz}{4@897vvm`~0GjkY^d1%sp&4Sv6tsNa5GPW-8NG`wrm?nHo7Iuuy1tvRx z{OadEqmoMTfInH809WN z>UL_335rTZa2NR;7QUdVH91&ZFe~$i+1H=(&j&Qb3P^Bak&`H~p7Re1M9gszY*I8> z6~-Gr+d4ZvBuEvKc`mWyoSAUJzFk4gk-rW|wOdlYP-9D{--bs;j4$2ojTa#^v2zI5 z$A4Fx3%$fZogoAvkAmk0X_FphWnmHKS8%a@z!N6=!T~aC2Yq>G`;%B9@rIC;f*E`J z>Ll|cm-`6X3m=HX|Ew(kE5%p2OxT|Wyg8cTS4+GOD?Vs)@$hA>v0OF++J+&hI|&jt zeoYAv_Pv#>_fqXzjOFydM+lJqXCoj0pZ@1W!QucWEZkr9KAu8>dt_9NVlX z&9@C#uwcp0{rr3Ajfiqzt{~lOfg){Tz$5?8QH)eU#-N2X(Co*P^ zZ+p^&pp+#_R+}em^U{);Vig{PPESa0EK?$#)+he+pIr9$Fbjq7Xl?-mB*>yUTeVON zWy%l)3_oj|>ienN`IFBn8{MPI)qOwY+9hncR4v$X)EFTtJvwA9M=1YIL0}^rUEIMkWL0zcz;SoH2 zsX7#E)upjvs?hZRrDNv?%p>3Whr?yrwU=xBQQw!h&(6b3SGdS1%5x=E^Bv<}xm?aT zbnx(V^TEx6KJ+Fa7B3&4Eaz7ElGC}>DLph&Gv+~?$}Ih#X86{rd{E4f*~XTJVXC9= zZEIWJ<}aq9I-;{B+E9Y-OmWJoBYOV(Z~T7-X%zpjS4E1)gNx^HZPr~y@=zBgqvFpR zBhk!5iq;0~F3k(buz=h3D` zc{CF;L?vbEYYghDVxN?g+ZOlFmArR0+61Fv0YUH6AmH-|5-nm$NWc2m97z>C0E?7_ zErKRZbE^h)1t(pURO*$2&7SGYeR*82&oF@PF1(?T{Lfq^!yieky+m%mqZKgG5%S*U z0qz@FPYP}1P$^k)SI=|~9__Euv}HV_A#1^5aE< zR|nF#b5?r^HkgjIt%xswI-V#9z0Ni}TnKSFZA8s9sDL%~OoKL}tDBqQZZW*;)lQH+ z^Zs~}M8GqA<4882SNP)T(qGJ4EF4X|=Df>b!n;|E|9M@b&JZZQa4mG0IDp5^Rcn%7 zHO6hZ7+%b1xf}rOg*Y{qz1Le~DwEpnD18fR>@@0vJp{T%WnK418#6p0>`#q0?UlW= z88FA?GsXGn>B(%%b}C5o(+={3yXJv7q&OM_BYNsY?Wl=?-zZU#P}0B<=Q z_;qib>=*8RUeL|6@ZmpR%%!^hC`H$)#xt*qe>(Gg6^nT093v924diEaIPs(V9dLS0 zl7nkv2Ga*-R}KktG%@(!38BFt!40=!6>Q)8xiz%33^%*^9vxRoOvJ1D&(>UQxBYuw zGx=OFEG1Jr9G~Kw2i0rzjeEC104YK0ZQt)&Lq5}YW*Luc&Rdz@$-zJhxyikeg+a6m zPV3={UO_8j%IPQLoksmSvmu=8oF#%}+#1k;nPP21Y_T@^rgDvXcRug*rx0t3jd>ow zC$h{pn{QyC1@TvOY|uH3a0A0KFj@9XI+DGOQ*jG~!$fRqE!!kJ@w2B7ikY3r04q$2 z*Ou;k-V;KkSC*l07~FYN19gkffdZswiO;(`9pSTzmGB23;ShijqcvWze~OD!GTSKS z*Xu?QF6j=~>nNliCHviBF3v!c;qqtrEuG*>> zo8O0+QjzV=gsbUS{NgE47@DR=6(uAmr}Cl{$H>4>Fi|R?TFyckQK&nq{VNGjo!47V z*ml|D`DrU89jOjL=(9`f;_Mz-fmhGeaeS*}Y6>9DM;|j2`JAN2{-^fRxCAc8haB2j z7?rCs2><7%anBSS@$vRn0i^;GCT7IdZZ{>ouGge~>!*oidU01*tYIHcJ?;Kx{59rp zCow>tZqofq`64YcA!ZDF#ZuqM8g7l$maUW1EKu0{hH`YT#B&B8ll3KFs>8WJEJ3x( zLQxW```MbL`{P~)?!~l{Bga$(Yz2pXhxPV+PKiKTUd?#^=kN6S*DP?bz>rb-lM(5I zmfmE>%(!^C#&>$S8^ob}2Xb1?oho&y$1t$YV)V+ok2!tHhV!5@WSoRZXuhnOj&k$^ zyqFQj43ewVM(-kCSB-*c(+;;o2DP6#VK_-NB-wOPK!QQYAqeC4>3&%3jG`>g4ZFF! zjufmOa+6kL!6&D%+I;eSQH#y`ve(eFi9#v;j&Hc_PG+>u+~1J>042H+i6&j+k98yq znA;Yh!4S$4Jdf|~Jp&Z(s>R`e#8LRoccMssXxOt5G3!z(GE*Ltyyd*X7VwA~cEN(7?-=U$l4Tn32 z=GK)f^=TluM5Jm@f0cbMSFemU^pi(G&;n7YRB#Ur6z$m&W1XCUyp!++RUi#~ZvAdZ zwjIY87ye^OAF@nPw_sryULVSfYf<0H>k3#zD4`bTiWLO6I=^th98AOZh^@eIeMDEXZb4DcHVX zE1`Lkg+Xu-v*A`rC9HC9Z9VAO=gu3NVkPdiT~8ypl(IF?SocN{s_b$vTQe||VC*_BBIc=gL#CRHHg zMjzn=W_C6Xi|5_Py@qsCF{SqyHpTYg{qu1E2}F{>bUGw!JO#wVxzJfET}rzWc@cwK zfd@G>HX8R+#O$uQ+`NIOfc;(tMagkWK#)BrAF-$J|Maq~)!x5rRr#n6=rEL7$PR7@?jvwsf z$uwc%-zGZU!XMxxfxFknoWV{IvcP+>iA=TKk^)5z^=w<1iS+$J{{gQTN-+${Tv}CC z)X!dp1PO3L`yzc%;4Z1OZMm_(vMxa zp!i;29^q`yM!BXG9L3C5d5QL`!{JgN$WV`4lq61L>)M=I$lNTX^txB^-~;Z!)f>eO zq9qJ80d?t<0~15!H4_~YgyPy~NQ5o+rzI<$9_Xi=!;wDH5N7vV&Q|v`obs<#(toIr z2Cm7ezP7W`sLd>*w6(TM)6eyS1eE$P4ZlG?)LE^WLQUmB(Gcyg!Bkr-)XNi8@p1$L7J>Ag4Ar5wD*`J6?*7+4L>p=b2H+Luu?-T!F$1KSg zYl_BGdu43fT+mJCrYnEYAdN8qxuCuwkLM;RU5XlOi)zjf$Q%m#&h5H zYB+6%6X8Z`(>-6U{;EVgWO$&zFWz?v^o>qKuAInCocq| zL%64~rt_gxEjg_cK=U#pSWV@!d^@|lufH%uJz4b`{aC3_FkvHgo!L2JrBoOM8fK`= zam~%T@$Qq;KdJcSM0{DSnDIYlG}|%@-$uI%O)x~ZbzDeWCdmc>`YYcezj9Vm%t0`b`$Z@R7HIdqBdAzpq{FrjRji=6bPA3H_VQbKYSrV`0vCqFuq5%RY2Ac&A_xOHmW5hfVU( z%STo(0t^?shdy1qYSS?Ps<$Yr#-_7#U{?`xGQ3?}U#TedAwe0Fk3QS5i<7974eMwC&RSZhVY=jJ#<4HHK+^F^LGqDL6W7=i)6D9c+l#%`ryu)vtQ zsHmnrMo&WhPEWDd&!ttFbzYkwle(Rt^FCORme*-IJyw+A7}R8m2dQjc6wupIfNK(( zPO~E}U&1QBDjTX|)4oxu+TPz-j#|R58 zOd5`WI~ecop+AAd*m|`Yc1?{g5SN>{X0;U@GCI58S5NmFv~cQLy#rx$jTRi{cS^bf z%;U?l`Rh!iPk;%JglE1UEnNdnF*}y&;qjOiXnBqV>yI2*hS>(FxtuM{cu!>`qe-PikziOncLn%UcEQb!x7v(+3jzW6#8(`=%f%E@ zrBVYSvV^GA&`ixL3#WzhuQJK_A^}-MEO!ynVR=M!^vI&y)j50+ugn>YMm_IfqP_nP ztYjaSe-bmr^mgx9qDw+`Nk4tk?g4upwdkAriRJJhF_4*@fW0tB@Mfvew=xKI7hYm< zDjIe>9~wYFQL40}1LNBlXTh~bndhy9>$x!uqCGv>pVR2ltVZz|?yvrpHkRh~xTU%6 z!8-bu;q{9fsCPCuX3w-P*=893Z=M3fvvhkD6E<*q908|bwqI!dLovJJV_|2Tm~`ZX z69&|KR=+!PJnz!;u%aZmzR`owUWa7zc)@hPn14yG){?rOg)`vui#F^BZ7Zj%efO^Qf@?kaA6 z)Uvzx$M%CD%SoP5qYeW$xkfmuJjsmW8D`k$1|0@-GD1Phl}@CArsU^~@x$u=quu|< z)>nqr(X819hmE@hcXubay99R#?ht~zySsZxa3?qfcXxM4a1U~uGjnF{`7-}tcR$s= zt7>;wt#?U3J%PMF8z`1l)UOTXKjwG;7*-YhuN0Cryk|00dySVt7R8zPM&k!`fw}NCOG+@T<@q!2Vo+=k8 z5teUwM#VG~A(6@BL`B5(jpQ-!-Z)CyWPu-4u1Yu#pNRM5p`h)AZ_M}+yZzwn?w-eL zjm<7yB7^@(qncF--3>o5V1zs6~A=$U0^S9U52< z=pyK)&6Z|topc03&$BNd<82!sW^}~SXBZhhPAm&c`;68KV!SG&`HbyWBEUadvOZs> zVaafAFc+7!NytJW6!nl76f^n`y2Jdm6f4N%k3yd%;^D*9Py=)k~X* z7@|YvVDm=nRNeM^+@NrjtN%{&s!;4JQ8N~qUy8QXMQ8tF`qa|-x(KJ4pyYJ;6Zbyh z*yE<8LK|jI?S!jPB@l~RzoODhnYYoB#=N%Nl9H~jC=Yu)gtWsn2~WjhC7oS|^L!_V z+qs(v>T17lvx6vcQZosXOm?*>uGzlCMaOk=^s_z&$(V>TE8I%0b?)eNi8vb%-%PQd zPS$0o6ny-;h{m)?3@*z@B$WyV8uFX1!mkE((8mc62jku_4FVxR>V<=2eJWnlK~lO8Y7cVT-Ws!vGnTa$u!Q6vV?lRH z*}pb|O`HCqM5?{I0?Dt;HdT4#%ihN_*1&TVs>-jSAho}5HciD##UGh35Lm+WR0^Ks zrr?YQEk6zCTvBf@`dpR|=N2+=M%mx*q!q*k#eea>2Th7TJrDK#Crf-T6u%BnQ;$Gu@6&ere*{ZJ+zWecV z1>bq6ms(C!Au$6foT>zg(3oz0l-vi!xbzbEXSeie4ol^}PZEz4VbCw6UjtFV@#iYU zx1vu*RAZ1DFIT3gb=OZ!zMUj(nB|L}`5(>{(v32xn7fQh%Tf&!{Mo~1^^0nzZl@-} z`VdXk{jnOwEW3xt^(4P;(P@)CptrE-o!jphGO>8vl0jAWDlXb&TG}g#xS@;>mRGb% z)Bz&yZG#8QA{n0hR~N)r)RIRhVj zTpw^w?d$-@4MLxEW_3@2=aB4Z1}Jd15Q0BQQ^tixM~aqBo>R+;?I8#Q?%EK0EDUx_ z^+tNXTdwgz;-v4X6&<`5@cnP&wVfL_K`Y?TbMF876QCD zyhK_F_Q{@~cq}h__VB^Y?3a1ki$L4hKWYPAt>^&IjgUrTxfCRXCUcp9QYcN5zg4ua zkQ^S2QUq5=K!{4y>)blEJs@)50?-Nyq!QK2m4tDfG@aY;v9y2ieHP%QObM!-y;7cH zVFk~sD{N|KG$tBaJ2h+KBwmSPP5r5i<|hPx-SQEO$(XS+J5Y4{Wh%Oyzm-EIto((S;l)rsf#g zt#Y#GwyiEo*b6u-Tn~9(;Uao(pm<**WIy;;bdo&mJ};Q>ouqgDp#buthH>}GSsQNoEIC%Fn+-AZE6B0#alm{$1V)VBXUx1PGnB0qyQ;!kJS9!8TB_khN zQavqY;`HnBsq_yf>L9m*(ee&ovx&Ze{{-)a?B2?DNcN^AO5wpwJpa^T#PPu%@@ntJ znD3YV9lNlr30!(_v1AX%ySUPH1I%0md+jdJN5nW ztxD?wJ>2xqz5?Paq=0_(mU`6X{AXv$2~7ZBbB0Z+gW#`2o1#D;pNUQ%)c)s)z6n}9 z-io_9{+GZ1_pbk4P9sWq#}x8{^=Q?A7n>sx8XnF9+8u*1F)<-8EdojeQ5}f@6&`^~ z5+*G@-SP~L06nmjNxx@i4bzU1k(rfsIwvwJBBU&x#-^g8Vc>$G8MT3 z+&d4se$i>_tPm@w!^*1fngW|rsif9LZEWZ%WATIc5l@WfN-EM=%mn~& z48SbGzUtILm&D*R1pgE(Mnhb26(%$wveD~MlDtP(Q~EA#!OrG6)As{VuTB+iEsDG5H2x)qaNi8$@x>G-J2T;kpS=tkL&JJ(a@<9OB0*5c4UCm)?Lx+ z>iB2fJBeOjPNz2DwAJU1<+H68vZ4X>)>DHgGYf}AByTeCFfJXt+wb41)7aEtM!s}w z>2#NA^*tMc#~3|9WJ5>)%`(=%w}R}j^TGzJXEFw&P^PX*-A{T#0>%FHM}Lu$`qns^Vyf#)j*yftD~8pYmz}yqHM{KGZAX|A88=r_)Y_x>fXb{ifTm6;AMNyIw&Z( zXJG{X)UI;b8IPA#5mw6_vJEL9vJU<7(e0TcmXgW$B-byE-W!vSk{+z;^Rs>eFI22Z zV!n)wFqj7VqGr*J%f&E85Y1uFXX&h)hKc44xzuQ`4S&BhDI|D!Nzn5QIlQwo4>a0Y z7AcFev!+igFW(Hg!?GqBD{TbjQ1UWAI|U*(_OPhBa@MsXvFLiOyo!6Mq?n8>8xyid zEvNHDb#7#I>;Mo$^=6PF0(CjHIHCIrV4NLXZ}ZKMmxcz8%YLJ;zt0&J9X%3YyGccB zb)5(SW>yBC!6+}Jqy}&07RKg-cFe&hhZt^!oWLZa^=oLtG;tSJn41s^P0n$5>u@OxjdN z2|*ueH$0TEKZ*tgRy=~5I@+6$?E|opVZy;^!Es+@dMXPKlw0H+Kho(S>>rKFh<;sv z0W3Z3Ln&1v-3}bzSyHMxqz3i)E#y<5XrP=bARSJXkf_@V2C3hC@19!6l9sljUv9=W zjldkN4xCg^;d&9-oGC^<_f5JDq++FizZ>-^KFVSy%l;)RCQ&300?xIm>sKT9GCEPso@+qhiiCPfYlAF__Xrxjd=U+Ix>(|G>Dl^Y<7>`gu_1lHb zmc>%Yd#ybWsUF~*J#m3oK?F{g%|L(90o97oX;$5RHV z(PECjUu2|GWiO7w;X*xlW*X8HH$JxCNcUcm?vk=Kmlt@MNA|DkSL|83da-P?lymhs z<8*WPFuba4$NAt0(kj&=6A(aZZ*}QU+sZwP+F{gdRlu?#Gm@LvHZDInG>k=LN4mWn z)Q!)}&A8I5jd-UB)a+7xG!qh4rIb{*fCz>~xs2wyPcbwJX^3UZMTpC*cP2}v12f_dfHKtR3ub>YwF~q|8lV*qrNWsVt=Y2EfX~8YH zA7PUD4AQ`uc>F3J|@j>PMmYI=@jn;iahv(a2* zGHeDSddBv4&u2Wn(kuJ1I}{Ke&5U$0V_e@P1mt4Eg^Eyn-SXn3+6#)6kv`NoPB`+o zQazyr8|2?(5wTs;uov=L@&3BL+x^{yjx#e4CL7Yc?VFuVyjy!LPOlUV*)XG+SiK|n zUcmmq?|0$q)|PRIR%=0i5w4AVfuJ~GvxR8Sg$FBt-W3Hl-hA^hyn=mk>n9}ef@NXh z2!*V-L?77N&R^4%ro5@cW~4M?!kf^CG@QBBTWql789&?bZ<#6Gyla8qHT>8sE0^_r zI{-fVxF?xzzOanBSnG@olmzpKdN#DAHkHHh&=(|o=BIIJc0qa4s$T{s?X%Hl9=S~p zsF6R?+QCtsu*>Tc2*N)-hSxof=Gh}pZ(`obTtzRehIYQRu z)Np*3i2N*C7P~8_yh|eb9wCQ3Ph6Ql%-(|3=J=ka+3PbCC!otI{yx70?0$GL)0?~y ztrosg{+W&pb?ptI99OqrFG&n_MTi7m|G4$3G-YMM>UQ1391i(QYZtR+9F;mcnW~UF zJT=Z_3TI0pqL~YMB1|2 zT$qsA1_@ky^!o(M1es)!Ztv++rVy?#oRm)6Bw3?LXfGdOd6yjcij=o2RwabwgnsMR zAuwdJCwV6vR&jV|WM@~fm-!OlkjH)~^wW%qi9va8r3^pG9ui~oljH4kse*vmsuQX=9qHii85s8v8J?`E06?X&Fx{w<|iEQ%DDkBKTz56T+jPAc>3=!r$tEd~AV zKo0K!Gph^H?4r6e{L4H#*ae@xY+@fBmu=4(kWha|BbaB{(RO*7!rlQ3f)j266ICvh zG4+xWF?rDx zDS5x~2)_DxOU8&oYL(6WKnHmDLG$wXL#yg3>ebcNd9f|(i>Muhf{HkiV7;9Z?Ty*e zGYcThk!0aOZ4QU0Yb^w#RU+@!FA2HhwmLgq7m3RWk(h&#_{cdj_=ipuAd{Qh-o>_8 zjAJzhcqUi#*)rV_uYDQfD99SBDsbsPX0*?c@`Hjg-)IfAjdt{ZSb*u0J1gY((PeE& zu5ZlD0jj<16p>A$@2ErkS2Rij(>ibE;Pyekzq#jmK! z;bvTJas7b53a^y^JIV0LUYz^VEiK>OvN09gYuyzs-ZfBEq=ATKsOP8`1qEG&6z=!h zL1Cw8tNK{+L|kMdI`8C{R3Fi}PF;?uY<5i1$3rABaRb33Ma8HbX081rIro(&JH|pv z-?Y*pf?|-r$99Znt-f?OQ#Qe_(8sIYDfVzo?A!qOI}A-PVx*Pl9cDKL*r1ljOlf%^ z&$`>b0>38Q42*-0b9sTsW#8Lv%x`LCLHdEAMh}nj%PRsNw+MT~NtCY1-!0Y(i7<}n zli1S<1>IwYF-LaJhu98hU8|#P^LPd}9;wa`FH}F$8emb4>j{OfL&Qsg>o{oQWDObc zw09Owo(E4}T$kC$GB$hN@J48q1zx&jij>KSt?Wn7m~YuakQs_)+wyw*`_H`)eD}Or zM^7R%sCAV#-Xvz%FgCjz)A|;5N(Sw_odGB*Y0iIZi*^wDveD6JY+|JAsMF|u1gVQ; zn#*ub9T`Z;Yss(@VLq@qhhVy>#WUrg2ysZyN{D2~N z?y&aYNf-+c+5yuND3AO-l0p6*(Ncg%#g7~roZY??S~)C8YtUvXqKSTV8A<;6o(HFQ zW!c1yOvg&qaB0cyNzR9|!E)Y1oeO6A*Gqc(rQ}r9m%#9DY9UJL!lCjjEh)5@Cf4^K z@D`11PDTT-2779!d^ycXzsfB~d2xPQ=2H{DKj5@j0RYJec$nK$X&*z;^&`S8Enmn0 zQPC;uK?k?Es)+zx)gi@Y@KlTH>6^rSO_n>?Bx-G(f$^*X?85%;*FnN&WoGdBpd;@- z=&_5Hr0}mAg|z8&f?^ZhxhBsAf=V?uxX)_Lk!R$O7cfksMkf|Hb*EIPR0SKqm_IU_ z`M0rmyPS4_;-{o7G}iEPIT}TK;e@BfoKdy-sE6PSE@lmzc`}Sg4j6gKk=GS|#M6EAMcaiTQAE^mukI*sQAk$HHNNiaZamrCRQ3W5HsfJbb@; z+?5@$K(w1ht1Fe4Fqvj`9M%SB!FXu5N}Nx-=)DWmAU7PguNx%yE>&ll3N08o7}*Jg z+wdx@kTRccju@(e+lV0sV}cXyz>BW^G{eMGK z)DUkI7*EfPIhRqT&7s4gAj5q*Cg}^(;A)pW(&^==XXIFv5-SbbV$9JXzvOs7s$ukQ zRaW%#pY9~1#n=GW=*Xlju>w8!dij3;V~RuL6FKkGQp*jeRUm#unDV8FX3AStH1?o=CJC z_Od0jpsk9=3WGH@o&$nxkR)fulWJ2m<`0;y5w#{ zQ(dnKYy3fy3*cv~7fhP6n_(D4)jbqeC{2%f6R9XVhvHxAH7K*C<$y*yw8x$DD1!;- zF~8prn@^pUSxH^gS$imX@IEXUIlZHaHrwnp-KAmN+to*We*_3=n$doTn?8A_R;&HO z$)Mj5Ln%#4j=^$@asnMmk%C6kB_rk5{FzUy*{R~Q9%{PSCp)s?R1x$kU@s&jcV5~k zZ6!p?b4s>OYN0@pQ4Iotx`71jPu*J>hQqn_RSn}F>G9Tqe?j|xEWCF7dWxk^)2niv!TDQlYMq_`Vb_A{l2Up8@_i-%I9+p z2Fc7qA7nPI&erXB@+V;*57O-B48Q&bm9d1|*qg5AXyxV`DSy!o&jLFwx?e@GSyc9P zaZ;4>J?2#=YS!)quXjFhVbUnk>6?ET(q%mpg>sF^q^LbX*7&mZM@x!1Im}k%c=Kic zL!IMdb&MaBiwuQz+uhOkq{HY`m<2r&<`ofq=0|fG#>O%}{}S$)E2jB;uga5WtJ(UP z*>~PS2sg`Q2X--4Bs@}<>-nwg(!UIEKK@fSvzIbAo*ZnFI#SQHks*XNJvUxxFpTjg z|E&0}uLcpt_8&V1-jd%Lo|iyS7>Ys-6lEf`#qX5gC?jN9ysm_~szKT;Q(nhC;y{=T zq#B)CT=$WUrHHu2q1mWjm>NFU&Qtf=rvi68=Tv&Ct8S-yuUYSVH_rl2IIMpSkjHyI zXRJDG2Jt=6-kyq{UA?aO8s1#7f$0XJ-jrz<%50^6^ka_>>#5iWP;G6-@|UMw18Tz& zyU!UaYq&UmC z(o$;F*+Z{Sh?SC2;eh44MmcfeJ=}~tsxEQR{NwP>PV_$FaYAt*6ja9#Y7Vr9?;6QI zVt-<@e_r{evd6iI)P>w^UUO02@&=m*5{R-bc%d&PA4rFVsTP9WxMz^pdq|#6qJffr zUOde%KuwA*`Rjxq>i2<=1Lx|^ED|uVDl8u$MP);bD{)0CsQ{+At87DX60^Ew&zQv#7%KEAr3}V zAb`;iNd7Jo41Z1j-t6_8Qp*pw&~EIQT6>Z?b;Q_tY_{_w)@AJ#{)mew9hfNk<@zIY z%Pu**drMLN1Iq^R5%%ReUAc`)T0X4%5+t@pAY22Z|#UG{}1Rc8*rkzQ)uS?3mugs_5{#HCeJ41h5vB!`4_ZyuJA@2q0-Gt{~s9i z-o8;ni zY0MW+=mja=tthyk>Exu^P@3ABrdj^6W_;lDB@zzxEJI&zwm~dlqLgt(G9n_zq+V;k z5gu5YPvwYp(17_WTDCv5YqP|i{!s=oM+nuzDK*ag6Qqtc7A&hf6~d{56RROsX+Uss zarfMZCiTVX(X@5pH_Z6Ym9se_Sg{I}vntz*_Xu8_*MhDBv3`Yw6B;5nH!cF0i3y>3 zSif;Df8aynUc}!DotGS7^XEGe=KTLz{r_u3yC4xlfJ4wTA9a=gnn7I~=!0qk?!K{P z9FhT~s7A^x%fG&G&O1~$%%66)pyColikYJE>k@46_x&RQ0%+U+PUfw)=O8IDuyy-f z+Wh$s$?zXcAp9Z+h{F~E1s`*9DyaEH*pB%aYLfSmnXqDBCWr^2$Yfa0)!WMn8%7=W zhW|Co{tMd`ni*Nc-M*q{hK#mW2O@pJQ|$Suq3Y0rukxjQ3~U5HXMoq^R!smz!dnLn$=3BLkgolLO3hna(;e<+e`s?iaV zru@N;dxXzDA!Qu!1>+**7mu!`Ff=m@$*ix)Gh{R!>a0==v}*P`A=$lx1}%)pb0Tu#I7otyuu^ljvZ z{T=ww5DmA-Bf_{r8%WWW%WL)r?)zWAO~*`(O==tu2-`d`!$77oZ-k?Ch05^Uo?a?N zG651WAO?)}YnP@>F$hf9h&pXx=AAYWS*6%Br|C(8MB+&ERc-RU?XY&ws3sTAQcJ1K zsz;evs?2Hl^iwD#THq-FScaMf+YPH&;RiEp77Q6KyWvb5^b5>n*V``pq&d&g4(a6Lkus<5F zcVtA?b3KkzzthLxiUNeEl3Z6*X;Ya_q4`iEM{EKfdP+`8{PAv}z^|3&7>g~Cl?KYQ zl4{#Z2(67EdMZDF0#57)M5gRSg2PS=sQ4-)-&nxMo2_J2(iz?V$Qj%4Vwl5X{wtWm z^ya7M#_Yv9JDvv-x~U(M25E^L;?jbGUeC|5%^oL={Rl)EB!ncJi0@wzb+fW30blDt zv`bd6JR7fb$FF!C{hcDfTJzk6vk!Zu$KhKEgU|0QP9v(IE(NwgRE3Rb8O`{()LS8t z8t7OaDWD>ng?687;95_4ahE8xy?1Sz^#Tih&=iu>eks7fCmp0{Z%Q_$8w>(Sx6{ceZxSLI%^w%Rdl= zJ{z?5tg^d&@i-e3i_#{Hp%w>0vo}(aFjdrX`bi!Ds-1RpAi|;N7gS`8-4H*JOAZE9 zpTMg0dxHva?U!p|jK^jGi}{}6X|z<{M)A;C7(>IeQwJBP>9P?(>=5-}L>q#59La&- zbdG#wBpj7VQgLPT|sn)L07>tb?Z8oiz2^z{$ z#rh?ldzRL+n89IppL*AYqkHm^6Bpzzz9zS|`zge6rBJyu4N5<3oHO{-l9x8<8?D z687UaP1J=-{r)y6=lr6#- z58+i+5@_;>4eiYp&(g?F*V_xndhtUf{et;>t=TGTz|be}qr#9}P!VlFo*DTrmhhtm zw$8^|J8D9axgwU#R#Ex#!6gdKqj=pb-8jzBtp!HWMIf;-SUZbD0;Z`h1VU_1MW#Du-tLJ+20FkQV64i>)PQ?JCzDF^zgMd zmu2C&-RZze2RsHFEZM#V!#$j0j+lgGADB2kIFb@VQBM`-WZNiCjc2VBff?;T{d$nq z%8PEG;BB%VD;YmS?o^P50$~(!q{~-3AAHG>Q}AzT;qhuy^*)w)Ozw(4Sx{7EEYmmzUVqbP&(wW zyB?fTGv~LW(^G2-$$5bWMc`72C<}yX=-xNS`)x(`I-c_(yDi~Q#ZoFo%4MJ>BHZUY zE6pW`hjaVvzkm2p^r*4CvIHzd!Il^L`og{BY|c-L&UU+MeJYL@8?Bit*E&Q`;(w6F z&6CZMv%C>K;E1&AJ|+ePh*TRc$s{ozg??#&oVnzhf(0Q74|D`pyDxzgmRkuOJ$T+u z0gi9DJIi9Opdgc=-&~l7d~`U0R?CJ@KbWbb;?Q z`|8^!-LqDa+fD-6Pqjsx^mK^{%~37t$c6N)=wRRDm=uy^!CE{9>`1bn?eXCa4Jz6 z=Q=bWgiEec>7Yk6Q>pg2;{0qkgO&;u1okY^;uaQQD)6~P&hia5_p@86RjP^i84V~3 z?NVsABm<{)$R~lnFawFgLzcdyYo9=qTzGW+f%C@NnG~D@}*bN@OyRTkg_`cZ2qw1y}or z^9^)4oo@bL&tcsXQvib_7|j~1V)iw!`*V_*IAnuAoWC9SS1lnS+qwqYA3y056LG-4 zZ4{>Ec1p*)aD9C*>LBRo=$z)y{8OUw4L9O)WJu#Fb>aYeuWZaMZ2U`I$vc1?AIvH84@okB0&9ynr)Pf7}63PqCe zxg0{zU0-X>6FpNj6v-f|F*{ndR4s;^$)Xs!xPEYczg~+3gv(B?PxUQqs@L^&RqNMM zovZ}K>Af;lz3m(?*Y+sO#OMjo{Ye15OtLjaUirI~>8kHFWNs{8q^#tv@mR`lZjVa@ zADj;=`ZV=l%*;wGR`c=UzL+RgsJOouaDj%2$?B><8z@l7jCJr@Fk6ggf~9&!W1e-n z{J|8{^=vNl9`Cn8-J<0S*_Gl?6Gk}qcnrrG{}|upX|QK&?fm0rVvK8+f&PiC;uf>w z8vjF;6)Y1SJpIq|`c#UYXYV!`lKnJS6w+4nT3r9_1)#+n*OG<~=YwYr%IAm;ixT@R zhrmDhYjBuWjgAlE6wh)>)z%bAR`=6EWZ?GNQ` zx!!O%!@TYRhNLZMLBXL@DX6-7)Vy2|%a#cNkB!ym4iN%2;9R^^a$Ivo7x4K~89nr> zuo0w+)DJw79n(ugONJXX`czB}b6Sa|4<{3we5|Z8Nbhqxy~0U@L6)zJeL}>%lnVM= zN2d`$R(#%jaXahfyh{H0d~vpV>v_nFi}z405alf|li;jF7}hV^oiz?;UCZ-_YGa@+ z_OGaQ^Txzvqp^TTO3p*>4v}-lR{=KvTlXH`g;xR=KX&jQl>(uTHcOb7RkT1KBW*f? zqr`06{zN;G6)J(O+8jUFoP-7C&!5s=%?h4%ZD%NZ_@!}X$sNZdZ~H>g0m@Jra_ zR!;@Co|xzZ35I@$JGyDaAIqzA=)Xx)-Y5V`iXrKMK`)rV6N!|T6Pn4OQzE<|_+oqR zq*GTp@#z+XIT+jc;g2fL%``cJzDV}*Tu~f0QLZ0}L39Ysk`TP&qI6+r$XV`5%F~_% zuy*|CCjOl04SRv>iqAz9Ar1z_r_0m8P6?y*eC12g(szGQvFx!fMV2PETy6xgf&*fW zvG2c{veEnsKcDcG%aqHvQN`v$mvBS+@`ZQd|FFOn%7x_qQ6gY@*}e|oP|<*%kHoaD zhx>;ar!`8YLJYBC*c68|q?=Eeu5edef%Sd_^aBj?&=iL%iR0%u-}8YUt-p8FA#ZOu zQA?Uis=s@T=&i?ygtqDb2g>@NutCu`n~3~+jD^I%I|2C((n2P7#QJMO1NJbHbN{Ah;$Q*jB*ORh=ElET^ly6OW}@@UB!jFPv^~|uSB~x)sQwQoUtBco zIUv_y@2|G+6iwiTgZF)g>+kPR6Yvzcbo0!YEWJ(F?G6QAuY+)qDk>^*Sy|;*z~-y^ z+aU})jer2yH*(BhHnuJ?*5i@(EHoJC_%O1v@Bn02B-pp2B}7aj3|1_YZkcJZ%h(7C(1iXmCZbP?h@Bhf$A?U42vp(@S1U0w!rA?lzI{54n{;@~B>}_+;w{q@ z4iArrK=m*P+Bv29Gf<1gqzR&$FvydG6LgPmR$NM;IOpHQ9Dgv7$PaK=&X=?F@n<#4 zRYivHtG2_2Pb0jcHn`F6NZ&7I8W24 zUxAm#V;X?*0yvNcH)J-7$RloRlvD3Nv*POK5b{1$t#t%WNJjUbbQ#iYdh>indHnqQ zD?l!}78OE}Gh@&WaUW3^sZc3&$OlgoG@8}=TyjsHp z=^(s|aGJxFK?P4&rh$(ncGr*8y3G|`aq73#d2m&FfO5XDLz!$>jn)F1%tXgMJHxC4 zizuwb`?sx|=mex0qjp5XWI6Gt$XsF2}9 zOudLPLcMJtY1#`95Zkm{^kD-3k&4;$R}+d%1mLrc@L+}TrnQxX@kDrPhM}R?9sy5G zNSL%9#HNm8s%iw6U9jtFhe57!?Uk`oRINXmL$>C$mjofPOX&tcD*mUNa!GtB~E zZjQp01?7sn1Di%$?go`J(zyZy+do8LF$N*>eK9$mNR&Fq4+0z@OlGFtajg#rqe#-t zdUFJjyCf?z^HIh;9EbHFdDZJA#de>f zyR1!P;JYg@SpkwMN{Uvo>+h;Ojn(m$?hTGv!npzp@Zb^nr>yfjCcK9FhXgxzy%7k=jf`Z@x$>+emml>|;CL=`a zmA=XaNEV1sOAG5AP#meHw|Hk^YYPFmHB8n@i+ZtC6KxL)QYoiX2e($A!=`0qkocRa z{Cr22bes55x|VHKc)1NL`q<>ALY8ZuYD|VIIy^Rk}KRvwU3{jxti3?glVIrz1UI!ajG7c-(`@%!rld`gd^)?L^ z70^Cmn0QM7)>jo`TajO5UTv>uu#hvv25H$7kCtd~=08fRAqIb4E=8tN>omd9&f3Q$ znok&62@nfK;z1Q#}y~CaoLc0zS1VXi*6cZPo>bkx&DF0cAML>!_?da5&Ia0 z?*>2WtVE$yi(VBVt>>RmiPiv_h+<+A#P&HK$MW=PN4QvU!1)-dh^fVb5B%Bvv{1vT z@eZ4p@d|C_`D}Pm0|6hY?NWK=uWB+D7b;LfW4$zk6xUnM6cS9aU9R7Iro5b(PoXo2j9e@mR5W-}+qv5K>D)d`Uz>ax>>lV5y_AT*MA4yM$aiY-o{{1UWT zDNV~7i;6CmRU6Ya)_OM?Pfz<}=BMsKW5v*~OAZOetSG>+cZ)QAR?zK9Gb1Lu^Yb24 zGRh0}$b#L^bKz&x+}BhDFQGHYlFyDmuRF$@FC(!VW4=&z-eJ)5W5GvrIR%rNHDA_I zar&IZxE)hzWJUauCHS(gw5jh063u+!I2f&Y}3 z;#!Gda2^YXa5#r)erMb3FaN#9=Eg&})my{!H;vVR`GkI+Mk&&=Ne1FYW&^+$r&*kM zac6y6ES3uFH|%sjrb{fzl<;x+!pV7AuH>7$+$t|IRM*hhAEPFFem;bbwwtx7@WQv# zi3?_r?8?Kf$!YxqK=eL$Aao=!RWWT-KPC+}d5(ej;oZQD<~OAuc=iOq+pU*2cQQDE zcv)03tYDM17B_ZMf4hTp&DoN(MzwOs%Sv$1iT<70MDkgNEJ~cG=`}FyT&+SoW#?67 zmBN82LwZ5XNE!kHC!#@mukEx&%~gtxpy9odA(eXh24L^5c_s4u#-E(E}FXKUxyx`#<;_dDphAk>83`ZrqpX_KULlv)+&%dI9 z4VRV>z&25eA{Z@vN8fjqQ7CW|{>Df_cnmh}`DxjiXeK3}s6jh=Z$gsJjqUfEOlPrH z&w@9r;B8JQXdfs}w=gVYvCcq(5b-j*%HQDaH3%hf9~s^;&As+B?ZrBW?~Ho+WcDHQ ztMELmh%$+rj+RzDlT#Wb>G*_hHOAWDfbRWKIC%;TdScS{>g7!)^G(xI8lV%u32xYR zf0?L$+ZRj!X}9Fc@!7~Kz)YrA|LAG@NNtxv?P+`t*j-x@lHf#qvX&Kq?u)dn+KFBj z6_Tg)cBaYD{U8XRbV-^h7Xe9?z%2WN=xc%iMYdFzwdy)r->Q7gvmC!&yHY`UDqPRD zs?y{fB+MCQ0rSJf(q!IXDmX@3oEeWlsgu(*lRw>peZea>*;I#`EH@vo;abXXi;dcJ z`rX9X)Y`Kf#Y|-eZNNIR8m(*MkwGBvGw|g5HJwBe_3HNRf3fdk5sQ1$Po>#3GkwS zuF~!GW9sNn!Gw<=7{GVNVhjxP`-b|+zHsh3kAm_dWUZ)5BpIMjV&ELqM=mVwZ8R{P z;?T$~rp+AfI|o_hGa$w*w0yOuy&mr7GrWyV6$bx&m`?M;vfV zHZN@NlAE0&(~C5|E+m0tGUQ2Ho4@%l%pB0i1?18|9cxM^(%5Ej<$J|jOjgqQ6ul$v zdGBx@Wrbkwo+aE2d<`$PQJ`TEm}mH zO`FFK<;y+A9P1v|L#%6Ihx6~AB^4SHdZOVZ+VJc@NW-z`_NNPl&Zkfr5IL*6o-#a} zJTFsZkRjp;Oc;F6FJzj~aWu;5L0=&$=m%@~T1(wn8?u^tK(f>#`~EsI^!bxpSf94I zezZe?5|x^ERQQn$G&X0wDN^7PDH7H?>`Y=EGYcQ8r5j0{b=OYf9`Sk@64QJFb^b&J05oX5sUP1r+R@cU>`I*4G zLh5Dacb!M=384HSEDubj2vX`iVq!gUR4_2%;_$qH0AgA!F$_#h3=ClmOYmvWvvyI~ zqPrZ~ht8!PMmTc67wiOwGmF9Xl%*x}#4#T}Q+cYq^;mOD+luz_9%*fZuS|1IMOtLu z^5sT~-xPB?W3i71137Oj#G(ZjUZy1LwKX^l4POO56brf>d7Y+Hz@Q|if$MlaLx}gX zq|TnDOpoOkBGB*Aa=5FM1rB#K;>^q;+6MfpC*?|=VjFo_A{DhdqaA^$X=-hi&gH|$ zz4^Glv1c4jRb+ofV>zbuy?`LccT)I-Q&}apq1s6+(!Wk`r~_+V<;w$s)l_}WEpt(P z6qatj7f(xn_CkjJx0Bt;mkDdK8GS(JgD&2=IH3LS&uxL#XO9g{OV5tOS<&(QFI6#Z-Ct#q!t6a3fYJ%~nYwi6077 zWGJ461yAj)x{@QZM0*)?-!nS$?uZ8*TsjRT1j9x@Eb4`?1qXke%8*y<+G0zcB&M$Z znS+4!YXgp)yqJ`m7ml&Acn4eSrt^W=tUB5Q2#M9uOT-4EK5Q1e+y+vnRr*e+|%Fvi_Y6z0W$8K%#DBlD1ENi|c zO&KDw7k{R4=PvIJU+`ms%7aSr?xnSp7ry2{*I~aZ7`9G&thc;9Jlr+==pA-{na)<} zm!-)nKeaMt$1+52L{sE-bz&(o@enO*Z%kb6M?>s}-{LDCZ~RGe)e2p{J*T$`(R!@9P=QZt$Ea5@qe67?SKz7)YQF2 z`mfvj_vwD%#qxf_`j&hq^i2P_(-m0F4YMWh7HTT0gARU1XMSoI#=5zOT^EQmPso$;@GlEo#Y_}G8>*mGwLv|1bt^-bfNX{$7-uT{rCsOTd(c`0ev!j&D@ zmd9IXo$~odArMpsiRY{EbpAPAJY9gOO}ZbKdF}=JEKQe~BU?B}gyTE$#4ez*iu>>J z1cxl&B`Jx<3=BbYpw)zY>nsWpzibnkpO%Is{}`Jz2|wW+%lGN<|L8e15@3w|X7VKV z!WHFc4dKj{|93p!<_7f=IKm}}N3ip`y*Q4dDK|SOC!c8e@%H;#?MK@ty8(Zl{SAIH zJ>JFFx~uV%wKf7l)&FQmdQ8O|N#{3=!scazgPZ%0e6<~3%|;)X+M<+dg@%Z82bb=cKq}Ke zHnXq@LO&SMVHC1NIq8+EJSfUHTwt*hHg*{BhCHYyE9W2OM?khj zHV&!92UhSf9Phsw#Q9`q zmM>rDQQg!KT;XMEX10A@YjwY- zKec^oU~uBK&)+WV~M{RQWI<0_!Ks&AWP z%rWNVpYiy4L&6`Y6P1#^xa&=;)B06_NM$Pd@xC6Xa_Ipe*xHXRuP17eX>DN-tnEQfG-$0~{WIS{ z#KzVJluCyj6R4ALaDw5Is0Y(D{w}$!P9L1X31j`s8y)eH!HJ6~n$%mJsM}2YpY}a* zVMIi26<`|Fk)`f2+S^kT(FFRI0%3O(w1b42pi-R^R^jM?t(xev5iil>uaxS^zFg6vR4&gWN`MEd!2Z3`2g}dnLhlx2^h27uGlef! zfi>5I0gyd4J)E)n__?~D_EDOBm4ju3@&rPN> z8TT(}XM>?a>qd=eSg&C{_lFuE0gGa^Tyu^Ru}3*2?uT!#UJ`r+%2j=FvK9A|i42^e zOe^v37~-Kteg0<>`|gR5^vm)d^uOy`GN2Q_G)8`G1c^@XQmH2@d!$S}?4F+_RQIO0 z7W6}0dc3Q6-+05!(9iGkD~qQP5l7pGAs_pGNknfPeHqDNfV=T^S7xiq_aFbv{0oFC zYhe-;S;ef6urt%UBzmG7?4|ckLUPUkxf32wc{&8!JZ&_z! z^LL601p*ClGW(5%AD^Gt+Mh+wqD&EBfyL>9V2az6=9&ZZr0<${S5uU)YyA&8aFbJ@ zT|$xyE@=<*-T4HXnCk5Dyzs@geWm2?^cA{K&U8bQL@}9n&Z%iq^W^roL*KY-PqK; z8WUoW+PXHq%~fXXqpJGg%%-8pc&&KXYBMZ&ye4{6+Fm;D7Q3i=T~!tB0$Y+7AwyjA zEQ7Y#t#}g|--=}~53knxWc^+fV&A)8ieID#A-RUKn#{|2;ggHWI^Bt*XlyKpTsNjumL++RgX+%j&x>5f z7lnjwO4oW;#I_^RSx^yugQogjYW5bQ#2rXu+_kz0Wuv%dDqeDP`sdNRy8Wp9)8;{CI(Jss zW^FgKEnM~&Vc*E$hvDOTjv@=YA$|Bt0;xaZU#%wm$<*+-_fqA+f`Kz=SA+tXBqt=8 z>qbL>2Kau%2u8KYciVDqqi4Lszb?EE#(y7AVExP0@d9c{1WAwS+LNzddvbCm8B;4O zX6!0a5CNnFZ?|%x3jfsSA_&HXLz9{NJUn`DVh6+ez8joCe)r%M=HrDYDw7oU91>~H zWa6S`oWy|$)M4Y?al91K*5)HQd_my>PoiNBgiYYsF8)H6N~rASoCXgzxbN=5uP@0J zY(UPjFo=mm_vZ0j-CfO2k%&05Iyjc^yKOsWphmbaefs+7)Xpb+&+jijhLe6{{kmKq zYhFYTjWEM#Sq@vHC6_lCEl^?{0!~o1gDn8{EG^yKseKR_mIvOvNctsZ1BD)|4hAhUK32>}O0E*k zVkiq(m4S?Bc>9ehW2>h_&SMBtXhQkS>fF`tFlfHsgK75p1zDSNJ+;H=Q~k+m2rZ_# zN~I!f$7pi?@#_fbj=_$LBg@ybH({xKs8ZfQ_pMU3p8WOFy-6Qtg4uG^^wvOr7MA@4 z3W=yiVeF4PGNhv^;efY48xkOs|2xrcryF)_69Sl{M%6+#rz<;zEi4G?>GkND^cuRB zgF2)HZx|CsUrEGdGemoM>T0bchQA$WS!j-~*!q-r<}#!jjy{ayaT{gLev?UzMpPkm zbyVC|lpqc*8M2&j=2v~b!6G6i3iC@xdY1~a`QFsQh!a|AGnS+5Er1pOW2JEV-MN#S zE0?ClfUe6|o)>|XV1sgG^oulOGdmw9%Ok`wL1Fy3FZo-n#OoAw1s8u(_g9gN=JN0? zQcs^(o5YafZ2Y_&o)4bvVGdMlgdH3>a`Nu)IiIgidA$mAkxA~!Fh>gldlVkFiFq?4 z^mOMqd#phFJd2!m-Fby8XCpV1zn9VikzP2s+&QrMNt~m1GRyktR>1i5{IDPOCEp6% z(uyd743#pY~O^K;@5Z>l~-y=F-G90OmDyO zj>oqW5hDp+qVbt#}0aVoG;+-kT_(@c9Il@Mr@fO~&@UA|?Z(znfNlRfJ zfb+he9Y5aj*Y8v&nKTpenz6*C=D58rW?gg`~>dFz#cQm<&Ye)u{V|8h8nvp#(5 zmDv}C`?y(NOuCi7>ux!13Y16c#IRk@H+467&P4v@IqGgTU$2xRIo9dFpeLy$L7YZ} zOu}xsmM!dBB&>$mx{2|zYx!w`?QCw%^77hRiC6Xcn3c^bh)Afb##Gu3_psr(6RjBJ zDPyrqVx~;0C+#KYKS-=eR_eb*UksFx*hvdELf}#G!?h-6EI{+r2zTxdF<(> zN9^p7)W=|f32afPVF6MZ`E&H=`-SoIWQ!xsOoHaGFC(gWVvw4KnlCXZx;cs#nkg`n z^^NZQ$|+xTXHq;$s55hES|iInZgR|ly0^_1s62H((mWAb=5;=_fr{a$DI6AoRE`~8 z(O5JrR!6*=;hLcZGH2K5UKl~ir7Wdfq|tgufvc@HH$sv z@H~QLBM6vqvPH|3A=3n%y_ZSqrF*7fz@n>sF)}2i1qE%ZK%+?DCwH|>wWpeSG&@Au zD{f3;v>*UayBU+dE)ip~`t?EX(j>f(m1?b%`4v^yzVCf~A->>=kg6GF+Z{7}`o5uARcLW);>jkKLa``p&FMK2dUk%(eZ&7a zAqz)$POAi`RuQ}&icY;fQmI>>qS;Z4zxLvbn5#E%>D8R;HQrvN$o;OXi`?u{9GTtr z=FJTWSD+#0JAuWzhWfTb7{d-Puom(vTm+sak<;bqoNm{uaLDFwv90>@~fEVM#Eb z7M7OGD<$MX)~l<=^0H7h47@H|A$m9lFLP`trNev18dK<}NHdlg1>+AmzX+Bp4GN8B#fzz{!)~R@3Xj78jkxYv z!a}O;+^hqT+*Pnhge7BBCTg$3v~;-*)GOL)01{N_fgbMefcI!ur{DZLuQvWXL|_oxaNSRM~GUE?(T_4sumE zZN$j1;al2Zf5+wqNBlo4TDB+Q0DF`S%v#AEH-qAjf_|GA`cZ{0rjDbV_xE%P9xAzJ ztBl1i*TqcKe?R>HvNBnJkk7D@s9uSF1^(Y_|M~TarmxVdj*|VCfBiiGPW1pq_Q|K9!Yodkz)^`q1-#xbPC|4kgMSHJ?qCJ0+C@85i+`~`45 z{>iZy^S_x>OCU^h0XkXy-O2vfOT>8s*Z;rq3Ry+44h|0Q5>vvz>5N&s#3yBh*YcJ* zE}=C3r4c*5==HrwNeR(`!2*stV3aVa?Wj~k`cFl7=;G^^!?m9VNj;cM_4guK5W=Ur z78jw$1vdTh+g9|=4Ggrw?BvMfUWDNRrqlYy#(qM_+APQBYU+P91{zsu{_b8$#cu-m z*!a)+jyAF6%(#$ID)T70a4B zB-_x-qqfrAR{OOs=-1h|U%gG^(00^{Av6Vnxk}I;wPjYO+9Chk@wW~zXUM^CH=?8M zob3GqyiQ0HT1#~sJz;$+Gy@_c`G4-syRzF(sb_p#U3|D+pWG@UP*)hCJH6qQE8Y2| zCM+CXJQ7zJEr^dE$!p{2NW$qOVE=$ZPtTwLxDZou4PG}W&c3;X6o&AA-P{ZxDK9Tm zXis~!&iqcDpGO9SRY2_CfBa2D1EI;87<)J#8=lU{)O2e(e?(kT`m_9XiJh~NU``cl zwZp{5w0QZCNvvz)Dl;|K2<>SDAs@M;wxpkWb5vPQZQ7-O!mJh~N&ghDS1lzfaCwpw z*U`?i4zj&m+4}=4PzI`A@o_e*tX$Q|Nk+SglfaO-#XPgdzz-=y)vh}J^hC9)?pKs% z>ysGgF07pTh_tC2*UpI-jB?G#kZs`T|GLlVzj4lHQq@fiF&SR0>*s5jP5PMysX7n`})nX-#eX5 zlX}0jS0(7P{Bi%dN^nl=?sROVy}Kq`w%Q0=Utiw<<3^j6#_k0tkitx&HdgocT6l|6FHYOH0uP&XM9Zx>5okAiuZwsh z;#o&31t|W)6&p)(h1o*si$TWb9G7ZDQawSI_*|FfZp%|LRU_b%y=`dGQ>;cCRJ-^ zOB*v)b0)3ialEnF$XJ2*5xu5;Eh_LXP3;iA3NF@G#s^1wFXVe_8WZFfkS>T8q>{7}>c zb6T4n1}>wHP%tC(bLM`Kb<54ByL#XYZf`dx^rJv7tgDa2+1BB4kj#>cgxx&RC;_KP zC8J#SS3!;6$sO-3Ijtrw#@wCvzt`5XKQ(^?47^8^4QibCHt@XgyiX6K($?vq>Jz!p zL^B~>GglZKMjggF1GK%Rnp9`UCi4LsBcnY#DoU7VBM)1|sfs}Dff(%4^@F3ZU1R=u z%)I{N&{OZgmQ=!ro4pcP+YOB9ivczaAxMeYVbKLT;e=c&$5V~#0xeA3bzcIp$GP%j zeUTE|V3qiz?rH~7f#*#=Okk#Dxh|i#MzwM&zA|!0tf2}h>+tmnRn_6`LbYQ*aO!-ds!JIU9{+gkV{%vTNBRo5QHg z91^6|k*1Z?MtSH{7Ji}#|N4Wc44&f6of720tCjvOKdE!HWjY1pfYC1RMRu*>drZzCk{WY$qPC5Ak+JBgDC45~+AE zJ21x?(($EXwSN}x=042N&&Sn%t>&Y~1dc8EK_x(H)w>kS{Pj%mh}#ZNLZa9;%RmS5 zj9%Z?5c!(V{voj@8>)e+{rRm5tqRbvEY;v_kn@-0DC_V0d)zRuXY6^+k!H-Z`NajZ zt_4S7y)U=2av$hFKpC#3{$whY31*~#Rsz3bIy={M+1+skx6h~{!(|d)(7JF+eyom6znc?Y1`JU#mQ|Z*3q&pk=R4#p2gS!D} zAckncacmtPz6c)+wzy1nwZR{ zaBRD%&tAPxJR(ZmjGKL6U7b%im+Re&@ZtE^ z;N$5M1}c4?f;jVs@>4_UGGbF$JRYA$#i_%*v9U+s^}9B~l)lrEBqlU6)Jyyi%m8c8 zD5UO^CgAb5ORaKa@5i*Fbw+^Bv!XN{M{pkhA3E>ovo8xo#%`Hr$ zj@>#k+tC6B*Zf!HMV^C92LO~6+2|bCq|QK<7#Umth@_5~V|;Uo`}(QNx>~iTh#}5L zS%W6RjaaxpEF^$^JPl~t!ZKJBC4lXgT8&@7;nFz*!9*=tFfgNQyA;_EQFQVA7{lf; z@i~R64ljupudAP0cHW5*wGrdbWaS@(d5KXE{XQhBLP2_oY^ah?)_q9Z$U0-NeH2+x zb><^m=U)kN4H?ox0$>T?7IR)*SX`gpiiwE7ab5q$)9>Ou(5fSmbS3ryP42vJ2J++X z>lY{z%f0U!hcUI#dovSnSByJx3Owl6KW)JmF%?XauhZQoNbmejSu>8+jfT?@m+Wt( z$7C;Rp}NL!YDmWN0@Qt7kh7ChOvI+FtBl3wj8fe1-!F?L2@Y&iLjFR}`XBA@Y)(9j z-Y7si+g>i-6!BHFUR$q0-h3({u0yJK_|w6fk%17u*m!mIjgq=hoFU!&HMo%dKvWFY z=ZAzu<45Qmc5C%<^;Uu@tD0E$A!P|zGYkIs%5!xa6e%yolp>XA0u*qKAvjT{A9HX<$yaf7F>H=i_sRr3AZHP2Ne&Z$qs(38A+!ztJsB||{T68% z3{^6F@{0!z?_S+zv?Tl~Tnn@aU&BGQ5qG8I{Hvk&r+vF?V+jKqoNz_Rja`(VdWv#Y z*InVtr9lzK&*XowESVY*bya+6|Ab3JWB%2=9M+gtUSVi)5pGQO!5nl^K;E=!_L94U z&r{VrSc?>wmT&S~6RHf@G@_!5g_mr+&W=q2WlU1`noSE4t?*_7oVa?I~SL}61`ms zvXtFB8=^U>$_~F`tbR#HMP7XEKB1*s$CVa~rQ%7@$_$H?TSn}QuPKxE=hTWe112vt zh%dXI&xK!oM$_wbUJmi<@s?kriP#4X_`62UjU}OsDbl{rDfHYqYiW4O#9lIn7Szy) zVLnr^@D&HlQW>sbjU_bn;ZFLS3#~(1xz>Na%Q)4ya$-`RXIJF`@x}L8`JWy~i+^eJ zLJ}qUw>Q+r`#CGS#{UWFqtrS-TUcLNKVFQr$rYmi2M_l-fBVTJW3h-*X)G=i?>ve5 z9$#RsLjTjnB9scRYoQb55Y>vZNZC(aXg?jjAlJC2U~l3k+8<}lIfJ&PM1visxsRGF3$xN)3t?9lgjn^@X#B-R) z&>Q-a52_#?MH>rUPfaw-a}@C>*|$i4u;c^mf&#^I9o#xRFYo;TIO5BVM8xfZe_g7^ zIv_mm@*AkbKA=!bI)m!5N+tuzS+QwENv6yJ}wd z(y>B)dUJbO+s4j)5nGuW`+%?Dr?;B7(^Rv=$b|S0_w+xA?SJGcw_6_|oRR-Y{QV#1 zrO^lWA`;Evm4qfT?0*o_{{TH-4Fu*vw$SO{0sjVzzrO%Ni>5Sl5}JR3QGFZ$3IEcz%7Dbb0Ax}SfSYQ#M)}15H>{NJ)CQC{$s@@-_WuT=CV+}#oL-g< zJ?38z$&3rY&>e>Yx3qsD>Hpt6dQjTFR|wkHQJ++Qe&JX~Pkbpkpl#@WC|{~OO$?~q z+#8zicj~5~`1N{*v9;TH=lc7}n`CNg>X+3hSX@E^#5giE)YZ(e^bV82BrVb90|z78 z+EcAyYW}Q>9xbteHzv@~cBUY7Gqcj?4w2>8ueVi0Ep3P3 zKXgy)((By5ap`Ncq3l!ygUIlh5zkxfB2tv0PEM`ZstZ?wshTUlmc@YPjRgmCVm(`l z?ik@>@zKF{;{l6D;W?)})%wg18rW!wh6=|K(KI1oLT14rJ=OAJXVQoFR1N5`6x0xU zt7rO3_|SBZ_aS+a*fD!A3^|=@nu)ek%-fM6Mk+UeDyFNet=qSs{zHiPf-sP9i!hW? zmB5)n=rmz;p81~>iU==!IBdFn+r4T*!w-)V>$TWSH~VjWzg)tE;l5 z#-3I7!YFRPm@s2w&L)2^Gy>8JT^*i{AN7$Ipb%0YZo*=7bG+FOQi9piaDI67tyH&5 z1=Znr+PVn0Sj|%`MA>nj*08Z-QnA~@jE{D&ZVemXx}Y*EU z+;xZd=bu`l)|q9D`dL-GXv_SEf0%YbzbB|Bm#F*Q%UFcgD=Q|V*qtQan?xZvnW4x7>6|=+M2+%za4u?tW$AJoMu4cTT^+J5(RyzCQL>mb+%akzUj}|GDT3iw4B^riuXyp zzV*z6P*RH>i?Y&G12_rIl!nH7l^s!)A}5F0=!&b>y$b)~_T+~G7L7S5UU(p^hi#=< zQh!0&0KpZ|~atMX|H>`LwMR^W_q0 zm1kFEk^o)9y@_A)h_oK5EdWJwEb@OADQCCZ*EJ#g3=D%FcG4GwVv! zgk6o^qmlCZg(mvj3;KV?M#$(O3X4@VY;@gsuzpV3Q%{R)4+hfoW^>K)9F-RORL3nF zna^SoAJ{0ccJry_Kq~xRFHj}RwGjq7-b~tLN)IVU;#kryV$Y7)*MGQ+%0TsLqn%{g zl`360KF3l*u$)py(I%<0vp7XN>92D&LSKrD`4fJISk7-~YIEdl2Nwy!wsgA;Q+=V% zB5^JE$|$A}XqW{Vp$7Vj$f?xfI3Lqno*?>5?{od)_ZMxwle8WL54k*V1#+lmr}aonA~) zuZ$P%;AI~l-)jrF?3LVd7BM)XWM=nX27KTf%+fUW3I~WZweS(O%C+w_q_&1nWz=P5 zWz3fWx9{+Yp}~5jTdcUIxG*8wv1DY>g!RYFW1Q0SOADJ9kaz6n@@ve4dM*^7< zH`mv@C5~8P(%SC=_zS1rQOVV(&N}!O#(F1{*W92UvAl+gT%}`&|Cyn`i~l7g1Aajw z^gP*iL3iQ2I$EA=lu}_E2b7}AZN8B;R2-4llMgsclKQtR^^_tarUcNwGM*DOgQ6NsD5?UjE(RqXAAEHf>QW#x zKwg~e@wAapRo`}9TfE4Ni|Yl3Q-M>tL0`oO`XsLoJbmfNbsE9ZjJm!5gP3$Rgo1z0 zCiC#dS!nCwn%UqtLhIe)M{WTyd*XAcm!(@{(?+^NB|xE^W^b`QPc#bgv&RcY?{^^n zcAJD=JC*JqqT{);I)HHs-P|<@XGT0&O-zmJSi2EEEUEu4J0=wSWA2x$5A6fT^sUd&cJ3YE+5Mu0~#YEDCda?)OSvMZ*PM z`SLzgAzeHA!zdH@o{og{njzP?z~Wp$2O~0ZsmY?wvBY-u^78BXH!qJFdeiWMRrCQ~ z{$&jHSvat@^ym1CdOMSj)>r2bjo7ds?beXg2j7r4p{}1U^~{jY|08S^*E>{=3n3tK zAg^;>rmy7nWulv}OJQX2Pyr0_Q@We)_ z*h5xpA?P3+t?TCYc~U*ax?k!wF8DOiKpR)>oAvtlEesy^#CsJ{ogNRbWtOTYtUqr# zGoIKnRYn#zQ+Jo84#;b?fyK!GZg6mdoRW_qe&lf_pe@-1*BrA^Cfa+L4n5BdT?W3^ zzQ0QB3Y|7`_+z&%Lqtz^wy}{swv;vHW(8aBMBNW)xQ1{2ABwkAujTw_56H!#+V&lE z%Ba1blKzI^AN?pynR30aB~2o`$i|O+U?iCY&5nhs+YwM=l1%lzy|*}?1n{V9-M9gBz%^H*dwz&i0w`u#^`G7tzA{L+ljEN#9;U+jnS9nx%k`FV~h92v+o_18H2#JP<` ztZ-3Qda>rIJ%G`*w4T@KdicDVxSBpAZB1+P2Em zTco!}w1FuI1*2@IHt%t4aknVwwJk%!N>E7NsdP!_s&205Hn+hJoP>>nCJA9^o)V() z3Dn`V_Z}X&?W~Ewd%sGOePAU3;47<*p(wv^*noBl_2$$!}~%Y1F<=?+x~C-gp{NX;H@7*$;AJHTR^t) zJ&@x|dsycD_w~0}z@W0Re60Czb3_`H$u;ZMQ5sQN8>VL3>T&}j?6+i|yaLk?0^Fm4 zO{}Fk@2hIxl+A#p0c1J^Q(aT@E;HumOy~mjNGv{fxo?m*T)7(qy{6HQO+D05aVwKD z&03j1pHx$cYUQ47J^1Q&$*(jq8(xg2YXS1?&0G6;$FmV>r5vZhnqWRwRju2re0`t}25f1=v9RY?%vqZyy-t!7Z`IFVkvM?P ze7A&lGXK7H+20X&c#unL3cKd?FAXRhGq~M|6;H(Y{h1=CmSL0fjdXk#6D>8#q&?!D zUs`G2hb^#s09_rN1;-!gkUIMjv&q@#{$qje3{sL9tzx>+x* zDdrYVMNi|tBPd26o0?*aV)WDUbU*_1-WZH2LcNx{^%=hu&4{vH2H50eWwn<8_>ZFeO@h|Yu13K z*Xn>CC72D&hlJlQ{1HTMt10S&jH&H##strE79dr#S44DgmDP zCEh^+C1Xw4H0gU-%wFDq3|=SqxMxZ~uY{f}Ak9>pPh5#G!SE>)8!`>i~6q}vR&rQ0mk1LsFu=Opxu|cRl zvSQdcjeQK6*%2i(qXF3pWHi;;Vy2o8am!^DnG|^*N@Tf_-|>{?BbptWTpQ4JZH~I_ ztaKQxJrLdhw{fZa?~<@lGLrI#8WHwl`7iSga~)9II9W69{=cq&6a{#lzVG8Y|MuFv z2mU^QPbriY{J%#Z7>&MEdm}l{?7@r@E(u;V$FPRJM^?_ zWl^?G1jTIZd{8g#0$dIk?++klerJQ?cdl+-!)GV_TO==!A_;NFfkz#HMyOvJAX;iK zc30$r8%nGzLH4`+bT;}E&8Zb}QU{*GUY>s-8WwYdl9nTez~&=3o>v>QdQ(+%#Z5E*l4@^&~8ks}_*~i#$ z(mJcK(9E?mjV*&iEu>>}kU4WrhAt{0Awt}(!FDz81oi3JvrfbQ{9Ig8LP!G)K2}k1 zn^T%oxaQqC+)8)hC=3-RBWJ-lKmXCc%uq(Jp!y#<;gqSL2*JU%p0WrQM7Gtw$VSUHZ})+9PIouw-~H7~l@ObE#)SU6}WE0>~kn z9y@I9tmqN=YeGs59z1LynpZgLO+9a_(dG3j|0hvTke>;VcCV}D~Y>aX(zQAJJ zHov?-?_2K^Htz-8qs2HID1}Iv($Ff4^*)5-rq^ zHR{Q}r+*il7M{4%yLlG$%{qvcF(K*UuX~}sC+vFY&PIh#@lPw+^)|*EbJn-l%91P3YfDd~V27 zz!P}<59rZ{g8m6QUllQFRX;{r)4ejARK7%wJ$W;>r?9CZYLkW6|UJDCjq@>Wkk{%@nP{Tu~|@k!`sI|dmtNxt4%sYX`g!E zba=F{gM+{N%bf6&&(5!79>cNcUG|tCM%rY8`HuLjuSt*FI)brrU+XY!+c{xXXw|wO zz&>ohcWyttzq7izO}ag_WwmH|5o)iA#j2-&)$w?9Grb9BHW(H&yAhvzS|i_27Ws#}tF2#Wc^ax2TN7yV0nbA>H9zBcipz9B6w zt%pqbBeP}G7N;D~bqJ}6O#MCRp!jRYDC$RPS=oN+CO4H&th8_)FHO==y~@XIuT5>8 zSCAnt4=Q3dc(<=TE#7D!sGF|oFkL-%2Wh?+)?~OTFb=i1 zo3`*|Hb}b(xxD;@b$KkpFY&BnW8b3klVsNc((?Qu>t(*d zJAYZ6v3m`(ikRPxAl2n$7OHi0BvJnqOn26QSgGHub!t9m*0Xv`!sBo3^BN#S=RHRf z)do5Mg?YKqR+__QeR%NxNQumrFpz72&FgvA3P0Sa`E~P2y=lytf?WVPcNcIx@xa^O z*ooy@+|1k4%2dQQRbD+m>l5r$$O)#3qTx+Kh{-W{P@Y*-Uqo>f{6_hf#7HbmTG2`@ zzdjCV{!JZmd7NWDpt+%r-?(b}TNlTS#;R7V_}&UUy!UDzsV2M?bHj10{tokXn}00e z@s=&4GQITGzlJaFbvrWu&T7_WZ!&+{dVIhY5vo*DJ|j8))e}d-KG_-rh~!&P&klv* z^&iR>H1#?6x5ioA@AR#$omiCW+)E@1kuH?2)vMW67*-V#MY`1+8Q>lr><9l-|llj(Z>wY_pl*MWtdC`KlQF)Zf zoe!d5aS~%MK0MLv#bj;^Ss`a|9L%73S+K9? z6@Z($pAXt^bz6H%(-U0Dvf@tghl3p3GjI@sZDd6PE;tY_>SA`@MWw)5QWlzQS$*SR z{9-IrH**#3792-Ent*BS7Vxtk!LC8%w%_^8xu&;*%{*A;ZY2=v*VL0ZKcddvfWz-6 zXGYodwl{R#3J2uj>8&u1kcV(r74K6TKy(m(xLX;mCMVEPq3-`sXK5j$qpg!xcNmBm zI#70j@WgD$19x?ttI@*6yRW4?cq(V+n#Ue{J()69VrdX5D@O(tN-rGOW47^PU`MgB zVf?sTYMU@qC(O&xsU-A4X%ex>B!RZB$UJ1gVj60kcUgEknI(Iym0&MAiP$^RrmLw*Ycif5 z$$g3Y8P@CIbapGUw!0d3O-ia_IOxRF55~VRZ)yAwrx>AD6?QW#ZX6O2b2V_wK%nWQ zVuv4G4erGE#}yEr{QYfe>b;{&myNCtSBUHK3T$Hdx;WV_>8*O^;L&?M48=CH3uNrB zdL^_Q9kBU%!9Q@_odOt@Qc4Cf0I`%arQvQeN>~bE0261y zVBh;a$TH$UrBT)`4aS|r7d|Lxt4T^`&cREkdO;cUm|A)N9s}?|_7X13ce&r9lA|W)!1PG(J37r(S$p31njvksF)w`fe%D z_`$7tK8;`JGuD8*77s+Fsdy0hd%&+XnWd{UQ;rd+I!Y2{sfD*118>^#be^aUJuoQC z5S0{VwCom29Ue_qS8pqwLi_fawUy63ZPrtV|L!X-j~_L5*<@odKlLj?C_GJ|;YNW7 z-^%b8%M5QuX?WfyHhgX-I76V*`ZxuPmA7YmN-OQQRqZS))~jSEpZRE&cttU7ALX9b z%zK@o{eM$3QZdQ(>=tX6165b4lwR7-xfY2?dm7na`0XA z=+c>Mq-mYEs|C?_!6rR=`gATY9Jclsk~Qy#=-J!Ws%x%}Z$OQMmY#b8Hcy0^zJqd% zo^Z<&!p0*jd_G~z_M{Kbf)2I>D0Ie>@0>U#__x)D0O~Y(D)54;7~jKkcmNM%z`9Dz zE2))0kzUK1cf+ia@}*=arv%PE3&uJ=k4b(Ma7|51S@%J`C~$&L+gYG=jrmyk#={Fb zGSSP7I==(;4Yrz|Ln}prWWlVVTnW;+m84UG+=&TzI#uBG&ZE{NhpwRbo4>_TCtI@Y zUPhkv;F9L1&bTr~r8o&IqVw!{-G9RIzQx{QR4+nRG*UOY^VYO@br&a9zkXyb0|)R0 zNGW*A#T`dOAhNMYjYLOY_$P7!Fz|7JFk1%-w)my zv#8=uqY9t~>3lV^hLWr+65;5C<&kOVHLr*4dUVK>7?l(BWSKq16+SykiBjo9Y8+>A z=V9;u^xpZD{Ju|N2FaS2q_}jHH@N;HbpI#+6na$?pSjKI)muJZv&P?!vlh2AFX?&r ze{%9iY_-j7eRB1vsy?(Q12Ny{q5`wbp+5aM_Up9!<48@JKmxy$+#g$cO^QgO(n)#Y zZ%Q6cjQ6G{KU)xt>ow{#mS&Pi@Vr#fJ?KFVi_x zAGb6_E#tG{CKN$?2XKRm-U~B42OBG-bg#i}Fm90TE*#)YI%tHzv_h3@ z5{O7jjhLQuLbzz?`F`(#aJLHK6zkNCcn< zrAc0jhm31~4#;YG+$y)&ohgN~@ecZ2a@D5933uQGh06#(67*Z^(O6#Ck!G-}W^77Z zsZLLAX`r7fE3Knan#NMtrIb(vq9>*$=PwM($xly5wb}-uTHG1LyI+xpecBoj2V-!0 za&6Jo#!?%s@VN8_g(hz7Zc$mPo4FNtDSghX2l87QfS}f!;#CBHl*xsX(upGXp$IP} zqWB5IR3>Wy3xO4+g7ohHWaqDmB253eJxox#5Ag&&wUi*1;l0a(u$Oq19k`g>=ko*Sa*y6OSZg)`A1hHn?~}DWIyh#3J+s+-tCV zuG}b2`o3;i*2dl29fEwBk3Y3(J*3XMNOEE2oiqq{|{aDK&Wsr-L6lp8)uSa%x5kCs|;0E zM;s_wQsv%?UbfvlzaJ}}SFn?na0TI|4v>$(t?4^@d*W)L33D(cNN0QPgrA*wjR6aX%D(HH8&1Os>`xH1j;yvDg3Qp1$*R0znP~X*CuE-RkMEoDQO{oUcSp}&!Pyg<{`z0X@qQx&%;N_ zf!xA$aP|$Fm*L|wg>BJVec)2@@ks3(LhLW*8~V2+#$GofFQv& zxH~s4fk1G#;O_43?#_+7ySscV&%2*@KY920bE?j%^W*HQMb%=hs(aS-^i22kb#+f| zpR^?2hZs8*+OkM2>yucbHANTM6s^LKr>4T2d9yecq-#LRd~Cye{|T(k{FPF7Wu|g{ zZMb!Va7@qq>I3k^_$?e1YsdDDy8PCCT);rf49?U5>X&nCv;6_msaV6~X8qNC>4{S3 z?sSEB)2PN@M?Yxp&n=yYemWwJ8}s}O$ZPq;b$3^y%C$?4j0v3gsKUHM{-Yg!2=u># z{fu-(s-kh1;jicvyvyNEqamaVl&Sov!57Hnjk*_f`5{4V&l@}8WDuG~2oAQ_pJA|y z7qbwHDs(45B(+#8!f%ggzzI0nC(U^9&@f?HPH1V8<8Lbx_Wegatu_ouL)PW8_e@+| zTwrza}{|qqys((c- zbIJG05OZ^`k74c|lWDjM@=|i-k7j%{{jR+Ei7eap^D8FPIIg=Jr0*AVnho`;Eg8%?ds4& z;A_2}-=#ACIhv;gP(!Bn!yCDy=|!pZ+)H*VWXiwdO}(AB*IBt|n$l;Q&eeo5ARn98 z+$K?W_x9e^x$)qAu%tUZvj^WV=b!9nM}9#Hoey#-_3`OkUVi($Y*6)zf%v1=a&i)_ z*D~v^OT8qs?9L)Ooo`xVqQUI(ST$$5$i)0oCV(fC?I|eXz){I?rZd${Wy>LgBx9d2^Ve? zpn=9gXGTjg^-+_N2X@ndAlI12bnF!nOeGFD>|_jCPe0dJc!*0(3WWIg|2gi91dyf} z4`q4mx6ZDM1kjhBAAD8cI2W8G{wRJ^A|mpXYQC8C2Q8F>64F%P4ak8SpZp<^!buK% zUjFM6wQ}xtbonjc&HQ~5^gjeF8~6rDRI4K`<)H3W=6hqKdOnq_9M;UCH@ENJ-W~*>BY6_Lr=pfhidJ;X zP~xAT1_{AB(qr;Yda{QY8WZv{=o@l2n`EVnjMnm`!psWtrx`hRyF1RuP1d(9=e&)L zE)p)wQtW?1$ctYgSo=O}=teg6(4ZM4;p41grdibpq*R<zY`wHnvgN}ju9O0NCUrLR(`3}fWO6P;! zzw5b45pt2^_M5ybt0`wyO&Q8Fep9rmW;|%7GfvEW^YEEa?0(5$5Or=~_I)ge>gmn3 zkDuRzJ197Z7w4^W4wiw(A8g)NZvy4MD=PlqgM$c5an9<^{yB?*!OH>CWsOYbw#EKH z4`tJEeuGpbypDg0S+;HJH&RbK@c7Tk2&}RgnE+C++qF~jCk_qw3rOEh$rp(y_(Qq) zy>x#g^})A`tbaa-`1%{Euco;8PozE=Xf_ZvwK3<O)2*c6Q(GLpQ%LnH1 zrloA~qYsn>Z1}}|StGMmiW_s{P`v9(Gbumhe_bfPP!#7GD7=jyAHDZ7N`rpmSiGL@ihg+*O`?C!Q zG=FnQ4Ce^x=%a`~+X&~!KuhZj61+W3__K}gP{fI^M6~qL4P5`b6aQ-Ff4lO(qw>EB z_Q!Pj|9q~r5y3qef`8A{Q+cQo?VGMlv1jpL6cFnTb;3?VImKKImJTc*d zPma~zt*v||nimL;PNAVl;t|9gx?TRLmd&oq%XO|hDfv;{B24Vv!S5`e${go|)gP=PDVD>}E3*sS**e6skeea@lu# zb&8F@#1Q~BCt_frGdqksb7=i9;Mnd_KfQm0NvF}`eXeLKaM=wnNsRhs5PJmaCg=XP zpV@f60KX)FVS-8L5+$1Mc@BO7!Awk67KPLP;a%ZO30osqt(kA^3X4ZcL1`)dJ<?Twf47=-{jb1#h;aO}}f=Sgy6s}zkH=@rmD za405Tg-1=3Ts|&y4#|XbU1m&hDR3@tStb06iNRd~>+Vb?z3on4sITXvr3qEn!A5V` zc##D;9)|~-(EW=ykgEN2mH?j@0iX3l<<1M{ngVq+b->C`1pl(-1En!D(}j_xI@>Ea zH@6Q>mdvI0NvL;PS}-s${DJ!YtGl~6>rTzvSB@iro?zYKm5bEI9wCKo=-)QQ2_7(G z%aHmG0)VC&LOnhb1WflJdl9o_e6H#9n;=4Mrs7UYPVVl&JpVaa zQxdpgrS2GxyKXi!?B(S(b3=b2YGqA6`YR-xS}DNT)f@>p5DC$<9^&{`NQOqW2JH*e zbp=2;lipWgx4Xvs6a)fY)=3aQx{Wo8fl)dRN>tumJr-2csa9m^AW=F{v>%ht;PHIa z0xIII63Mx~eUhzQv4ve?J3vi0_N#VXujmcadq|(B9OzP=CW-d5=c~`7A zV@H{T3`^2vAi7`Mzpaz@2>zzIlxr$bGgIqpo`~CY1_#p%22oBViJ9RcpA*a+lhMx~ zudRv&+tvV~cu^3wtq99`CnrY&ww1pNN`5e8vt#b7pn?L?gdB}2G!nkR{uJd|Ys8P$ z_iUE_oc990bD=!0;~5r4i*+{WKmvPbKvb^H{$>2m{?A&0g}Hhog13mcv@>;e;>lE) zNI}*Jg^$!qyqMnQ!mA+!JUH1w?uLuviopfdC1zn-K&Cnbl`@4NWa?&l!!KSGot$ie zQY=bt919;)H0h%B`H*!`xq5Z{G+2{(Czjxi~^0e zXwm-CN>Rkk@h-X3=_%0%-pd$2Y9fM$U4<6xL5E4vE0j^7U?4Qk$r204H=x_dKVOL~ zL)%etpaTE+!{mLdcOAv;?b;fVocT^B9j&r>zZgzqf>yXX_UTc-I8N<{E(cdY3R|VKYG8u~d*&mw}uWt?A!Hcr*CDfS{7zn;sCBSfTPr7!Mp21Avw!^v+9?SZY zg7qg4HPe!mipGpUA=*8#1P#!4Lmc+UQ zAAjxH8PybC-5{)Np>J040}U6XpbwVcG@m4v^F-Xom1w+#%~)E%E$5fBSaX#-M; zoU)|#N+2F!G{S`Vf3GfH#?pZIs+Q{UB?T%283NRwc-_k#{Qiaym3P$JZ5I*Xgi4QR zmiTZofDCRvLGzdbx=Q!)sh@=77enL3CJm$yF~vWrnlX0+y@(4pYq+g*A4wu!+l#$Vg`XgiJQi)!= zQOaPFrZ2!1zKks#^C4&zVv>gjmDBuOCQwbqrq>Ke^}zpLpsmnR_S`JU(rB{qg~e(T zR)iF#H&~)I-aQdWz?xCie2Jqr`ZV;52MhzXl&_m^QMhfaaYL<2G7CKjkTE^Kw{nb# zus==}N7bb$Ri4YXvm0;XJaSl}Mz?0?h3_p_ziuf~SyppguTs4|@{E#e{eoC-zufa# z)z8?5Yr4ksu?7GA=ho8B`3b9CumFii)PV=(=U9qBiA+CVV|5Xutpr5tlVu*MdkgkJ zY}(+c+|f0^lvdr*me-=PCa%}l4iw=p=mjGXT^$F zTq=cYY#(99KC8ACbjS^EQG>_saW^vGIH<%WG zRp+H9e|pDU#77lN8^VW8Blto@a;6wUg+oEt5u4#|e|M*BzEVD@abeh)r^x1vb6J@* zdY&z*Ru7m+$ms(QTIBDGa+&)(IJ_>9$9zwg6n>v=dBu<(F&Tx5p{p*tm492iGP2Ws z&nt_tZP&kSp9~Dmqw5=wJ?2+mbdw7;E8jEa+_bfmh;519Ya`%&`plavG$-FZWNyC{ zFDeIsVK_+mJfSl1+d^J$&gDiY9z_dfZ}fU(m`cLA9FIi$*F_@8zJ5HMZC3XdIBYMI z+mNjhX0$`kl{r;hl}^0NEn<`WIdA(qFM@#0VlK3J!SQ|V;1>ML_eS+o>75{1Q!bu+ z1Qtk{gF5lcj&9=RmV#?C`9Z{|pwAnSV1>1lXbZhq*=D8OP%Ua&v~sUh{>{i4y`oXDourG&+Z z*zwNrg-ersIMKJz9$;8-yImzZ_LnV-e)aMyi5>J_Nc7pz#~}H=wi+#4EGNB-qU5MW zyqJmzt(2G7C^G^aT#M4<>lE#sTVWa@7yLJ~hhGQ7;ryDRk-mjJVnq4DINR=g*OE-E zG4J$e+#vhjYk0Wq`f6(+TKFxpqjA+N4{I(g#Z#1Husf26!dUrxa#SJ}`k#!n|D210f!wZ}9OF_>8a)%6FSINOcSunw*+|Z{xP}Q+UttWY!MR0} zht)f@SWJ!=tqdhIH@aa51&J&nd(x_g78A!dUhR{|9>}ewNO}genURkxc2Yg-GEP0k zX4u`Td86XTy*l3^ifs z$k**(j6!8(ngpMX6B{hYNLldh6{n#Miv*tk=-6o|^F_H*+tIL}WE-wrGBD5KvHou!28~ z4IgZH8??acBqVUQs+%fH$qOd$@J&E`)Uv`AdIXC@2Zl4+3-&-Xf|ihBeA)6WTO3Tt zQujbQo9i<%;lBIi#G<|BQVl#nOyRFA#r>72)=X3^TbxoioZJEMRnI^_=5ylTuTwc| zF7A1tMr6sHR9B6G^jE4nul&jv)X(?Hta7jfY5 zRPhA{W>YW)+0Id6<)&x$Ca}PEzI}YZ-N3iNd*ZL2g=a|PPybmPMcFc#_3C@83h#77 zhKN_6?^j>8Mz;G#FJ~SPGtcJ?pvT7e%2`Nm@H@+DChH97DEocyUSqk|X{AKT3 zi;0Hzh>&LD{8}rI$2mq|>=XCUXHGWITu>1jp?A4nq7s_LrMlhIu3KRMrdV+wm+4% zZ0QA+Ilc&}cDlT+@1CE}mxi}%EA)4k*X+e zS1kD0pW81*r@23e#NwIKFRhH7)Md2_Ju)=oev=~5B3F$H$p4g66Q~B}<8lLl| zYQcfnl=}O-2}N;~`#IGHS4`&GwUC})5WkS8K`3&*%)%$M(l7<(`UEOtGgrGkj@368 z%?)7aT*&B`w2MrQQDao!KhEaU4)hOu9KBa8x9lc1*Qm!?n4#&t4A2`IKI#sNW7Iu_ z(%XYss%o(BiM!I;7PGxE@%RL4R}4y5BW`@WES$z?x-8f6m|63?B1yb*6IB||%N$Oe zs?_4!*HV`%5usJ>mR2G0R=c14_Tfzm@2@&@bTZal|9lC(pNSwhD$A>Rd9TyC+&gJ5 zAmhR_RJA-qL^fZ8(rjU$SnY7HI*(ZXjfk+w0Tk3*?iUgz8g;YWZG4)q1$8Et`E`D3 z^DWe|>eYt%WA_!dWoD%%QD(%*q8>4Qg$l@V4?1P_7QU1xINdH^{EUy{eqN&@2*D#1x9Bi^2u78|hDjYOA$yozV z-}+_0H^B?8X>c~JcU@VKr(FcAtvft2jk8|iDLph18$NN!2rqrvIM0I+sX0Qsk#^>f zpwxT2*@t!b#auWBia(wKl+z!uM_bbBCDR(Fm7-Yj_`&1#FxPo(_LHH;R#17U_$8a0gTBW=C z$~V?_SN&ypNAzY$_N4Pl_SDGPlIYd(@Q%8(&>fD(bnX>Tt75a33c;2r@Lq*Q%>%I5 z0Udcj9b^5e?lVx(GGWfmY1=W^Ls!Vj1PZnC_-$RY$8+`IVyI^Q}X%>Gi8b7F=R)Ts-WX zqp>h)kcFpwu$*HXYD!I=r};m`P{np%#@m(IT!hA*8HGeKw3GU?V zS?1kLHFIZ3_j0ly*4L;9YUGd5(pB49^jGgunk_j<%m>BMUY{r5mIju3f-_Y{st@NXwKKkGv7M0IlgrMC zzvUU;GR`mDA+j&&Pefy_`Ftc=_fb%$_)xV{UsNi z=8<&w?w~EW-`3rD3+A&ESQN_7mJL{$S;$b%OGR0H+f1Tf!Me>tu|U+8)K|vk?wdkP zrXj^v7(5^qt<=q(Gsqo<}S48WxUd-FKA}7h5k*-`?r|X2UiM>E|`}n5w*s9Owkng`2j5XGaAx`I%}-j zkVU&7#jL*EUqlgl)7f%CT04sS{y0JWnkVM(s4k6#ue@sZ z(rIu_cpMcvXNUPSe$b}n(|rvMZ$H_Om+zlFd$rHpjy+iL9d!B&>s~2iPd@n}34o#0 zw+pT=8?Kvdgo+9r*51lgSVW!t6~0vb9lnI4ogo9lm-3J$z|Jm#&+5Zu?1xI1rMFHJ{*P2K1GqNt zEXj2a6|kquJE4D;lRJG4y4EC~RK#%}x8`X=mRXtCLqOH%d;)ByU9M^>)7pX`RzGB<9@Uv-_+V z`5fK9d*^;|U*6j>I49E8HTmc^AoZg+IOY}pivetq^X_wWfXI}>U6Z%UIQi;WdgiUg zI>zlSclat%OtGBcm5TPtH|3#C-Sin&XEhevJ$+SWXW7u8JY#LkeEGyQVb6f?W-I5o zc3M-K4WnsmAK!c~!(_j0?|g!8r~EY4t@b7ZtJ%_U^aXyw@yMfu3pyViOjaV%nz6n_ zVxeY+KgeB-yBRX_asg*xa44paR4H3n;&w$0#Dx@v1Jc<;&w8-!Afi_F}$@LH4f zRQO$`rFl1B;V@#Z9F9)Sy&>*o&KCnnKc_$ylZmF}{u|KNzM^Vs?aXErd?~0|!d$lS zr%&BVC}t$RMVQYNJ?X&)i)>GOXRq~UpAD*Dm|U)*qP}xN#kZIC&f6T27>Qd|swMuy zPq4_ZhmHoF>S7Ap5w|Iq^n=*PB9wwa_+{_bXHocmWM!3(*2aM9lg)TL*=v`{VBzrlbIP%kg9~vQ0fEq{giCYRJ$xDPcui2){;dr`)}t*#?Br8CUSL52BN>-vP#t?!btn%CNE7uD{skgD2B_gjW2m5#~ZfAd?K;LRK>uxMr>7>gR=qX zxnz`=C$>VASRY{h$8x&C#&hYoc;++Q`Q4)vKeMF=3zuj2cn8&p2OZq2@iI%*)(0Dy z5oOQ5rg}wUo24$69Y=xqLJgZ$$~$~X0~|c}*y>6++O`Rr$EWlB?2Nt$rb2XfSKIMn zy);i0(W2qPqDf-(-=pcaR+Abk3*>dral{U>=BUsjbOQ62B%zwU>uQV^kMxwhG5R>}Ar$x9Si+BXiN!tTLaU<cGKN5?zM z)O>cwJ~B?-wwkkn=*&CIJfwYt$RF#kyC|8nXt_3{C`w|sbUH@e->T4lov%rG&9f70 z)>Xr2pL7Nr>|Xw|N+i*2Egq@Qh2tm&5<7mD8yrR{w;0&mpKl zsa-&tz*0m)Yz?tZ|G1Fk8S-mBU(?Jvjp*R6E2H?4R;1Xy=3?^b%51s|D`37}U_#2+ zgU6jPg2jaRGFAa90Y)oxOznKvJ%Nv4zQ+8g#H67(Qo}bkU9gi48QEtc31?gMpjaCC zv!yA!OjP<(jmDo#6^5X4yiBlh&Ct8y@Mvx07MpHg=YqPFXPT9l>h&6)(IOE9hrQun zj65Fu^QgXL?%vtPE*O$ru@*I@4WqhSRZAl`f4Op4UO4N^XODraWu~^cziA7?s1S&< z8AR)y)GnQI>~fG7_F5zhOEJ4)`!2?~_+LpTlUto&*{oJXCxipm){YG=6D*e-XxVa* z#Px}Vdl+CttRzW?ei37#@q&CSFN;f*ObsTkbg0(NgG3Lf61A&q_TID7-cu_H^=Q}G zt9tu!GjLS0Sj9Hj>^oo@zKzG{;HIyJ$NTzIUESX>E!3Yc9HfCEh^aHAcinTI8xB?_W^I_`jFdcq^Tyr@uRBI8Ko;*#a=Mz=2$#<5l*(wn5b{P@6;qa|r)OiuUe z(YYU(0kS*kD+XJJPsf9Rb9C;y{a+fE0BjbFi65o@ljCy2=mox+a}FaPP6wRTKR7dOexJV+p9t|(CSm{i zg1?FsAlcB$aFI*@`E#e~0R81bc9dpEoYtGJJnSpNLl{~vT?6@}Jl_`gNl z#0-_f?F@Ox*P&~KP13;$0Rd45dO%w53J9sAqeGp!Idg_dh2|BHW`Ou`f3FK(eogU< zk6uH!H}rH?x%jl=BA940IQ_-vYgKV#ttAn~?isvUw;hP}q4s1h#Ld}Oh)>MHd5)ub zsD84X$Kw&_H*dh)h{Mx{gx52IhX5c_5x{xjoNu`WXcrO;*mEHN&7bme3~38#3}dhk z&4r1?4lCN)35cMS?&>&L&mO$ZP!dw0QGfsBaW_7n*6Pp4r_I+DhzZZA$C+^C0zXx` zLP(=kfj5Zt6oC0s)I;wMt=E;NEmyf8H={>#5OTfa3`Ukg2_>11>J@)K3VVIMHWdMp zk3%I_{vKd(xUHSKJl^so>2apJ#~t71tCO?5G_1iNv>YROzPxhM=7WFe4bximv6Cki zkA3WZu()<|b=|16)y{C4ra%1}hxEzyHWpw$D8h_I-cVJk#QjZJA)J7Pf`XK+y=&uJ z?H)}wixWSUf6DnB4>>}->2Nehoxv#H71_*TIS|ap@O-mpd?l^twovCamm>%y-aPrI z0=P)G%y&3q1d#d}v9ESPDLDTUigB~`6lyW(-RyO4Y)h)=F4T%&i{S+%Y60#ii}q5! zm+ww8wBP0`4Fmwp@K$19kw&@a`c&NA>SY%T5Avk7Y&h+gjaD6f5k4>Shc+-h-Z;*T zz@jJ+to8<`2n^o8;zz%y&nYjutXv$4tCIP01wLC>GNbcEmT28mrOWFkZmVz82_Z@m zxw`9@@s$+XIaMmRNy2#Dtd=1o>-+gzhxHe-l8S+w66FRDbhmGANwkj_0f1e^=Q#R> zRS45LI}o$lq4H!E)qJi7-#`*WERqzqc!7Y|&Hs_W6G1u7NN^B5iu{0t*V8Q-mzKf4 z((63*SPb0^ZS^P&b?ZvrwIDEmykB(aFOpg%$sUe)=(O5(QkK@~lDoeu!-jZ#VD=as@^-E3BU?f7*@;}ZZrHr^bI(U6k^p~nQ)n9lCu8f&jd zr^{VbHHY0mMBLgoGE2PMz{HXgF+66s?=Z{UIG+r;f%r?{FWW2Y41jn7a>!;L^-0|IDRCC7tobJtvxl9_a+bq8~Fq zme1HY4QV-3+cSIC(^T4e!terl62adV``Tyg?bvcgQp~PfH@-6J9rEdu0@(8R-%#&M zO|=S((a)mF-~c)vmyMRNu=3MltwxBY7ArqZ+?Vco15YB)mZtZ^J%_1xJ8scbatK`D z;@P9$T`NkcCRFDRM0#(L0XEC6Z?oxB3I2SW2r+28FH)7pjl+8HToEep zYS*3my|ew%y>#D$jivtQ6E8F6(m^v$r@BU+rJutmzJ1PwsIqM4^MRv*7=qRGR2_43 z?>H(vfOPSe9v~^v=Jpo0e4h;CX7ZOx&AB$fx`E_8iFoZP0#Uxs5r8u#Uhr^D&~G4Mt1y7dim>WvVyX=P)zr}vj$iPNpT>fg)Vu; zJbs8SRDm=|ql+5NI`5a zWkJB72*#Ttc=m$WU2KjMK6r$TF`HsFqe<=(u^SqD?h7Zve;bDLBXHU@^IJdMtYq9N!+@cQCAUaC<&>wP7(70mOJ`r><9f!?3U z1|mn{)e6wlmZ9u*-kGtn~WN&n^B2a+UrE6!Kd zDoQlU@4p&722fT$cVS}=NJRHf-mXN)-&VUS*X2rIsA)oVNqr|r8lmUDE`JKTY2Hl( z_O9Qy_N$2;dLy8&eBrmnvd^;_o#&-gaXB!x6==euj7D`YeO9(K3?oy+%CzJq?4R=4 z8U_-Y(0t+7GK2TlXdu~kZNgRcR9j6X73j2)u1pn$-q*j4{3uOal7fB4-Xt7CB-(*Y zdU}iw%%hu8R52ic{Fi@4z~V)Erl%`qRx6&I`H=_A>NIKi9N^}BL1>d9obv=#p+#L- zw8lwD31vD>p$qCpn5*xaj?*;!V-M2Cix)k7&l%+}zw_`GYdn{(FSu%&CMn>pnnP zZd5c$T!5$e9rkOE?&2op_9N#k*J^JGKI!~!B@24Z(>V`pQy7%4cvg1YV8b2nNT}Yw z>Er%2P%M$#npRd_vEqqm8{L(*b#^x?qzl(kSD+G63>63C-6!=5C3=YrpO5=FGhYwF z;9g7CJC3T$Q{Li^-x_+4PUvnnnX17gTgk%`>m{B@Ysy;CJa?=G0gijS!D?gx4j_XcpC90VUyQBh6Q$S zaY-mia@fjAVrO@ca((#Chhr0|c?2G#`CgC=eP^52j8%b%a(%Pp&ZNV#n+#;B5a6LkPz|}4l3hDjB`v<0P8`tj*06q^R9@d{O^()vW zB)|&?r}yanL8brA4aFzpkGKgKAY4baXq7k2})nej4j%W2G`EzJuLgtWyW=;7FN1=W=S z>Ui1HUo6rp%ol1|4Cu(ohU&&IAk4eW1u5Vq0E6K2xE%7}j?Z8}`5!{k`%UjGNAFnsACgV{ZN$)BxB;K?Z}I%=W|15W49S>k|)rzmC zYoq8kbw6j=DL;G3d^5ViY3X>32};Vs;g&1)IqFB}y1i?Cd!W4U8xzC-Z4A8&#tD+o z^&IIT(7!3KAyNQBP`$)LbQU2Iv}uVLX_g4cNEwombO)|<_2%l(W|8#tCzR;pRsbKE zac2To_i+??G?@;o0W9+tnu}BWai?q!0#=yVEA16u-Qof{?YR;)T6s%#&LbW=iPnIW zwL{?D%)P!CDT*qTaeoj^q`4o|vJhm;bEL|R(yA-_`7Z0`f<*VaDYj6NGs})hDf8%D z%L&w`8GK`!n67JPpDV#=b~4WkZ%f!th#u0%w%(2=wEvKY`08t7K)eviQeXZG+x_!3 z#kmvW|Bx)SFff9zIpdSy{&P5FH_zVx_ptqI2)&T~fAcQwnK&^2F{FRJOY7TU{kMw# zeM5lqd-u7kZ%g%`O3WY8Yxd_*0-wrD2xuh1SpTNNKfn90d*U$g-?skWeQ@Ldy&F!8 z>d*i8qrY!NK9v4b>HfOE{SL$K#&5T#@T>_?!y_%b!>_CE6btjok)s2lG1Jefy%93QsLP_j& zz{Us4#o+*IM|OQeKCJYgqdp!4?4~X`SFBhT$Yow>^YP^w?7LHPR2X#oFbWM@gC6}v z%n=D#k>Z(hghCHh1*JB|GsSj!zEM2?s(dBU?d@=q!nPT19aLIM!1+9ej{Jewrv(`f zp<+gPQ0wA)Wn&=53}@;FTmOjyUCCQa3wTBNNUfVterGB*?(5H^sfqeh+RUOTrfta2rbMB7V}HZPaIM8i||< zV=O=a@MCbF!P6g!gl!Fb_YsmR%hxglri^dr$rtHJZLQ_T9bjG3+uITG7Q%0ZkL!iR zl=OzJWFCaI`pmYP93bIwIiT^q%)YBGa5sTcxh{&gS?eI9(JY6b% z9%c~gELSDlj$+~S9L{L~7fmHU+faX+dslAJOLxd;Kh+Ro_0QRu!3Ip}UH9jgi#en>^L1Rh9Im8hySiMxf;V*d z3<@-sEgmhlMFeO8W*bfMQNoY)Yx~s)#W*z2y)t7jI|Sj}suep$TG>I^oxu`%atxkY2pDn0{sRNkW{d{+1iRza=(a}i zCYV!twMUC@pv9mS@)btr$x(JOcZCvnk_&d`uEzy&q8!cb1%da&yaiP0ILykWk|3y5Wp&l ztvlM|2@ua3ezjV|h9k^DD)D{8+YwY>xa}Ws<^BWp7uctrqwaDw_7W_4nw>z@I&9LWpqoiz-H0x(LHkWk z=8xAU8aFJ{?!sAb1ISACz^VE?s}zsC?jKt$mS7PRt5FYj+!sEUy8%s@E-pU0sWzhS zvzUYiznj=N_zCL36Y~FY2QX*;y#IX^Miy$gp7%M@gE_O+HkdQC+Wr${fjWymE9JJs^JCLm z`;{e2X5egSjg4-R))c;uv;2cSJLp~~;tt8$1kaQO#JSRJ+4jfXiE_kye_xx?99GfU z8p~(an&a63XHQyKo1~~HbTm?bE04$k6{)xpe829`9FMiIy4eWtl9{`_{yXjim@^a$ zm@!S}`K0|?J~>Tjwx?0&T|TEQ7%tCB!x3U(NJz-y*Pnk8Lg)rKjc1^efGmT-lZdz(_WpZlSgx*7CkR8)9@kap~k^$TAqgd%R3_Dk<64d~`Y+d&n)h zbv$wb_zuAKg~CYvD0_MINm7H>0O1{Tj@W}GU%Vd6efEeWKslc+15t}2?wip#JwJQt z`Zm2I7Tf{R%K)JfV#SH9?O7k<`T6SGPr@s-ttLK{%!YbE;L>=$ECr;UuPbsUc{8$I zd7Yc>TI%tO*%LK^CGX;kFbnGs;K0JajW=*3C;C0Mi9+aQ&9SIm?q~2V;+u=D?(rq{ zGS3ChM_$V;2{M%9!ym)iGgMTMG>HnNNU_x}jHIKB$I^w?-x~d^V}c?`O~m8G2it)Y zP&?oP_)SoS8#L{9-bip^!6zM8E?IG0i$3v%@73o6-1m~kn8O?w9y56ga+8*qMS;#3*RcO2U8iwGe zyTp7pRAz)tiX^l9i13aBsa&sD;22L;c(u4Uqctv5{;op&fkkB?E1#K+enkV1*9C*M z(8EhC?2*y_(h1eyt1NhY0^CilTxQrQdcjC>T5hA0Ow&s)nSekbu_=!Qc*BlC-?tzl zx6-AAGnrfQQ=dZt>Wi`kea3Sgp9@-8zLWk&cF%l>x$8SXg0_ z-$=r)e(RaSRhR$**JGn$GGGg2z+=VFu3BXVl8|w;5V+#)u0W`#wxFmy?_UX+KOeKzwKDfZ2&IPNw< z$cJPuLRnkz6R%#Z#Kg0TWs1f|k4Wv8BdN>JM|yJup5-rXL{(;ULsaL7hh3cH8!o0a zmG}ejD+i2>o4xW=OZFYR>BbjNVY~C0Y=`(+Jaei!3b2=ZcRyI$B$eLR=)nH^?jOukOc^-C! zz^Np>_2MrHE+0>m5@heUY6s5I+c+7%A&u#-6k^H>2yn?p*E{mCGN0eMFo#|dF@p>v z{WjS*PBQemXpAtya}r_SqhzZEN8t~XUOcj2;@m=})gm1mQs5+F) zhKx<8C5(6Xq?#k88ciuT@t89C1aJa6r`}CkKg`f#P^i4BHk+w&K{8HFC^5VrGU-d8 z#RYN|2)0jzi+j=BVYws8pn||B?e|N)`o&FrO!eeqoulwXAe?0em*FE`hYy2n`1}pg z0pqI|#5&%MHodqT+r{q3cNRszkc^dUgU`h4$s?-CX;l0&jY>L5KxkF>1sG_(VP+Qe z3=|Y~h;tJKIT{z&qc1JBO51=3{IyX;dA}$Iqre@6|ZS zDwdPZMq@~g^QnmKL#^eKD4N7!GP|6h$wo^+=-wsyv>sxsAjl?CWxDnoZj zzDoN@2z+3IFRkDqB2U>B^PQS9lAPH~^N>t8J4kp5LDL?AO~-$ebuw2D52$sDx5{|Jk?(GtL$xLzpZ=Cy{F#3b=c-3alhI<3#3sAR?GDazrP)tk zB9d5fK>wq=j|D#d2CYqPll@(Rxd$ZMJ4xbt)v92*9XDlp8Xv=xZzta%XH+y~EEe42 zZ=QBEdb`MKwQ}}7m2w5{e0H_i-hI*b@QG6XK;-CRlqI$6ZzZPDmGgwWy0077PAlKR zdR=KGuez9o!WN7FcIXPh?r{k>i{Bw^l{K036ayA7{9^#gb;`BKu=WU%GcoidGsEi| z{EK$y(N`=~$tcBQ+8y&e?O?5SsOw+TOPWPvGGo?l&H=XXs|750``3eYisjn{KBSZh z(|U0^o@7YXGey=izgZ7}{$cTs{Tqt>M;V=#LJO{{?))h72(}aQ_Tw!s$Nrmn#IGM^ z81uCOkK$&*;gBC}nT)FL;kP*eRDGt`4BwF1ILMJ6KVR7XIBNW(=PH7Kq94dspx+)! z{9%>wNoeCOqV!iPss-^^g$L)ZHtTf(k$ll6ih|6cfumus-PUX+&zlP{sRM)Hn!X4b z={}9<^(9Z^pJ^nOZ>+v^{*Hxi_tw)dTEd$^R^_MjR*%Kh-Z^fQrSssAI{RParP&6` z{@^F_kxa|Da%-7ng$W{_hX-uQ<*<`w@#p1ULBDq9@|)c^3iOG{k~2pl3Hq>St|wN* zuXTpex$N)Zq|~cWg&L+r>b*INJs$+^G2Rfk>3tMhoKi*1q}WZ-jBLY2b#ee-iVmNy z?(*|@j|82Mscr*B>sM%GDnN-JGKr-;X+&O!s00Q{ip%9>^e8Q=?yExP?iv-NYg?9F z_R6m}Q*>l2j4_f%5t84dD~+GchpHa12Vs8k)T;4GsXelxx}V6s;CERFNnbv|VVxG- zwTF*2<=pX~Ro`!sDTQ61%N&jiDA!M9bCGJHGNDZ&v=M|ZI*db-9w22R9$g@Zq5Y}F zG%2sCRWHtsU>u2N_i3qn3R4Gu%7eKiA32ip-9%SM^oWV|WkxDYeUPF0@{kS6B=1|! zkY+0HXGY!;6kN>n#`h7}gOor02Ne8w%)??kGqqOVjC#McP(!gG2F1=4FZeGwB?CmKkcjq2&i}7+g5uGnquP(CoGT6HUtUE^d@hz z2Wc9@66igllfy@j=2rd>ac>zE*VC=>CIkos2x0I*Ah^3b!QEYhLvVLXaJRuF1b26L zcXxO9!SBww=RN0t-uLsZTg8W6)x*r*)vJ4Vuk}2?wl;@JVFR*X`j)kVueB`EM2eqN zcpl8zVV?})e})W@Du-mM-+*i+)8RZ{>cs4}c=RIJsNmP4dX#D-J;LZB)k{wr;=`Wm?d-lSu$|)iG!m#CLpJ$s_l;-+f&82ly32#x z-M3GvxIH6kh(>F3G7-(#o4;rBCE4A3_>Mo;vn+znFB+`V@$=DTSK6N6J);aw4AlS7 zq&`z_gMc`?d6+cgi&a8};v*}ujGfO`JR{N?)9#L@*6JM#+ov|Su~2~{<=8zB<4`=@ zrb>ic(68@>EnGdX`(=*>W$CXX)ggNs;Qjdu)XSX_^OGsuc5ktD3g15syq#fhX`)%Q zDT@Ln0+tB%D~*w1aAA4p<7DxxALHF9eOtRj2tBu|lit_Z`a;;jxM zLDso>{LOcGaH-}s(HOELC&^uqm+_pF-uUY_tsHBIZ-~MwIVT;40ijOxlo)VzV?$j( zyJAZe3j*29j8Ae5P7g7Br}y0Ufl_4gY<1ZTwhGH^%IoS9>5-`uy3{ToKQesk8~C^| z3A0A8b{pt5Q{!Q za}(0n*UphX?|qoLt?v+(5;0D5W$!?`UP60xxz>DtC0AmMuJrPU@sPDJP}w|P_#%7< z4Pl|mxGIFE=JfgTjMAPc^*$>yy(=$4?Zbe366XvPLMkwI-_b6_Yb>v55j*DxX2%2v zH%y-S3cjx}-}`7dl>EhfuB5A5996DG1WBn>ZJ@r_d^~r&bY;wO5NRU9=T{bwov}kz zsq>V%;d8oy3$g5wozVxUvl&Zsr!O60Bq`_GX^ap^RyB%Uqx+gFo(p$xIX0DC?gD?D z=_0;k<8wfo=xFj0eMA+L0-0=34$keyc!6Z%Jl6L}!9Bb`SAJCWu4MBcuvB!HF+Abw`y1E0 zD{F6;8|?EnY62>Ps5PE2-EIykN_*jnStM3J(O>7@pBYIqcyD;bQR(UwyDtbFBOm<& zPzP>zkIHrys{(*5bAvp-6|EBXoXZv^jnnaiO0il*wHc3Gy`0|DVqJpz-JN`{RK9u< zsfQ;%VM8&(@k|vaqjCQyl`Ej&FCu2iV*|=EDG^vL#v=yx7jgh17IjCGK&fD@ir2&LizoimWFBU%#j2mv$)Y6mh{kM+wx#U5Vn}F; zv5(L(;A{-XMSu7Fh|Hf-yGEef`joF(^wI71MOa8r0uh^Ct(ete9)1L3>E)FGRW?8B z-gTO_&v-1G9ruRZz@1qnMCc;ZS3UXlflDT}EyVZ4T>QMO-i7)UjV~npnMX6eIU`d)!jkT+uD$ZH-nWa*W! zXQ&q_nCJxXH!3kO6vW~v1i6^AZo2wn_Hk^NQKFlfl=28Hc1P$nDsoD0OKY+X`S_5{ zyIyCi?FxwX*LjS@ho*A^Y6Xl;ee2o(o=c27EsUi#ghtn?MTHacFx7Alv(I=-hN zFvFBd<0N3)ujbVpeXsiqKL4v`!_6Dck7-DCO5(*(vUj}KH(h$RdDpjIL9?E@f1L6r zK-%_*G8t_FL?&g4V~>VN+WR2l(&W(!+!Em9CQb>C-jy{I>9i>hyMY ze?c}<2K!?Nkn(7?L>mM+qGyO$09Z(n`yGCWNzawJD$U6`7^sQuz;QP%xi&l$-^9c1 z({1u!uvG!U{?HBaq%p?3>|XeWA*lWn)I6xQdJR!MII^6X5kB$qij+G1HK%u3+k0R8 zFhJZP|3cOwuOCwWgY%d%BB;EQ2F7S)dF&=8Yw1kY_FUEb?Tyyfyx!!URbtf!?QTg6k?)%~=)p$3wjJ-*$UxIO>eU#*Y(6iWy-6C&LPto= zhFXj(F+2?4m{av(z0b6^=ih^V`};%3wQB`CHJq2hU@@A~D@Za+-S-5XG&ybhW_#I6 zZW(_yvyvGxVbj}ul~W+JxjnwPvY&99A-Niyp%OdV{V3Y-iN#-H4!?18{=xvV5qKJ- zSgoJf##D0>-4@=_>iIZcX6;5(K5nI4DSyX+@=yHX*d+O9GX&y+T`YvbhKvTzz!{Gmg+SpUwg;Y!yCaLvfK`yKoRml)9>%k(~(wK&w_bPVKm z^a33BqW=E3K0$?$(NHWAPHVoB4zwTBtkv>Qb^ATdBR{V!`DNIf7mDlMJ>H^mjdB+b zm13R0V!AAUV)n@V{3!J*FQ(j)^k3$4+$3vSS|0bVFw>>CIm=OeP50v-4nTgl8+t<~Pp4h`!5)J)2G_YRO6>Az=CSZIZ<*XIrJM8dLMXhVF*h5U^xXJk zAMLE$m~s?SO08wzw7R{(u>=+$Z{?uk`43$c=KBkQgrnG5K zGM56s0+7xJ$TEVK3_sl-FHqbcf&LiRd^Qf#thMZTePJ8bO4$?kVFB_ioVSGjp??i3hoqVNMLRe%R%1%oFt*zRr>f=tV^4+ z{=TI0?=v#pG3^3J#QT!H)dSJgdLBo%9)FjdZqUcx(U)$4m-+pq=W^-aYmO%0W%WtN zoC9J(c4wJ;qLU!-YjH;g0tS(6DXv&7WsYlO6X4Pk4`>qe(- zy${d98d0rH+i9>%s};t&<{azB5cL|%eGbZGHNW+6k%U}q3L~U&>@UV*d}-`Y2Jf&t zJ`@Xu4E=m^wNJ_OCh|)0(RqdyZ_S79zq7SU<+X>MdQGH)4~i8xy`;{4t-)b6=-fUK zOD2X-@1GL!>@49+UMqD79wYqZ%0=(hi6$O`w?<5g{7EElG_|XNG z=1-aYM&foQCn0r_678#&SL>YVY52zlkM8&GvVPU6E%Lw0T*}iRO1&{24nLx~oDQPl z8s8j^&7}Cw)6&K}3&qi_*dnij!bp^35^Wrv+Izbyt;Fp%zHs0?U8^=T7^MY$iMMF6 zo@6Lq+zDq&e-Wd0g(#4Q1*3wb?dLt{o@y>i8!l$`enhl3V;dNhZZBz4xIR$tL~kE1 zxor|KW{3DYQ0VJF94@Jq1Mbm;_|Mj_EIDcvLp%216vBW9kH>4l+kEkHNid}Wp@o~9 zn?yt-KN^h!+DemSok*X@`MGZey~${*x)&b_I8Z6Lgzqy6(~xM=4&?h?{pHS2Z{+1> zM+EU$QbA6X=-Qhb&(r0GZD&0~@q55qeKeQyayVB)*4Fg1WaN+{^XQ^9#OVCVKa~7d zoq^f%GMrn^JwB0hn;LRpiQ;m}{)xepZb-K?pRRHD)E8QKAepvC+#{XXmx`LtjQC-P z4CJ%ZK!{9wHo)14NZ4%0_t&eF$aA(Vdf&+r&1$6Yu^kW9b7>TBn&f-lY>VtfxJ-#L z60WPEgns9OX&zfti!TyFd@*rzG=`!&Np3pve%iIFo`}CV?6WJA_8~FItm*@3@YjZO zCiG%c`v6NYyw^2tSfIgIUsZzkcB(P~Dkbeus!U$98N>PbKPuEC2w6)G8D3u7XLJJF z6)2W^4YWTriF#$)0a(a*sWMZww82T-vXvR z{hLXDF_O+c#`q0`mq7U~QvJG8V5jb zE?=WAn7UoYr^@asicOVP3Xf~p%|p%lG;~Sf;)AjpTj9F1rL3E}@D0Z;QcBe_GB!pSfVg%VL?L^3y4(_I z2jt<2#Ze6wp44-f)<~ZsqB|}69>BSgpA4e;a5tXi(>R>pHs0)qdt;0U&r&B1XCC4` z23nl0R^huj08AELHpV@fvy&N16>aL9f%*^DG;R_21Nc(UMCg*B-ov6D?)iZRRTN8# zcyocVme#r7@X5s5krRLV4p{z(ho@zGO5)e{sUK=ARyQZ}=18ANm(^j;R87};dj4Jh zMueUTg1)bVqqrf#(5skGXFt}#cmBFck+Ht2e;yFaU)c!Gk7=)^HG*^d4v`>rmYkW& zeO9{xYd^oOkWdnIB^kY%xD@{$8SndQCrN)g z55i)#DJAdW7$`VbcFz|ax~m40zQYb?cretpKD^o0=^0mLX=QGb4N)Gf)V_mRdwS2u zQspr_cP`-rS9RL*xV6e-jfg+K6h_hf5bx=J`^6_=xC!7Eh<&Av;{1rtyvAzvwe`gp z;yeON^xfWgD8!ZsHp?PdKVEReJf=GsRcg)YUo3!fms5vp&_$m80AYE{IkTh~qZ46E5RVb3GK zEYX&~@(GZDlwYpZy8hile;-l#J>a#AW(M?PY; zuBol_no=1~e@(#MGpXf?$}2`{dmgPud1$P}>t_3B5p5!XAL4vJ0o!#Xtt6~4h&FI> zwun^ka!_d|3uftjK?hq!X0U(Lai@s&CQnQAaO4MH0IC-7DK=BIgbhL_o5qrY+M3DNRLdg0O!TTDO2&-9<3IJY7SXHn8!S5#cVQLz(Z9v6=Nt{qq@=A%6gen*>nNpx%lXi z`Dbd*U&56MfR?(=D+Qne!r+X0Iu?uDG?ecEP*BjZg7b8>ZtX`$HSQ~88Rs6ADo^;n z1o1|8jaH+Fvd}%Ot@{d5^l2f1`L0wwsmcT?&0;dHO4?$L08d54ON$4(8xod&Z}Cs3 zi?yN5(|nEV~Ahe#r<^2tWXU%A@u<^V_=Q(lTrvsbLoHjNlVr5I4gjmB$WJ>2uBM$QHQG0|0)2HNH?Vkz?B$=~ zy_pJ|g%2Kg(x^!$q{nezncP|<@wm*2yGBQ40R6L@dRgN8BQ{G0bL$Yy`)N*N$wv>s zU;aOOvmmd(TEO$vy#X*Pp4m!;k`{BDnG!M%t97hl4R5}JIHBkO(qkP6y{ZLT@m_10 zO)+RjmdJ?pv5^-#Rb|kytEvA0s-BC=5c6Op@a$CL}MF%%X54#iO|!gjgNxK9JXRn!RMC zw|%TG?YVBW73_7vcYBfWQW5iW@(A{NKpqU`e>pls*Kcr$gL4~u-yn}rde`zePi2m3 z&h`6Y1a&kdN%ds8GHHuJ4Nf4dCE?2%Qyb9p#HQmjECykAzdee4 zrOmC9t)C63Se2wbI)y6el zyRBuk=(&7#^Ct#NLa*n7qU``T;{kWVc<#v8Drby!c`ZvcURweJF(?88g8C+N-_7$n z7h5Xf&?Zey4UJ|rD!Jtvep{N;Q<aaKOV_-<;0ix@lo~{BzVg#?0pMPR3 zmFA|Mb}kEJQue8T{unOSpHUncTfMOV=91? z6cet6G%5I|>+P^StKvbQ3axj>C{0Vj4@i|!0ApojGru@v&|fjQOMd`Rq=kjH6ttRmI0Lj%k0MAX+rpnoey&1&2#TC>u(b&Rh* z7__W1nu1LZEgB?tdsv34fa`5oF0>y=BMT(nT_8W0!2c~7I7?0%W?5{x&2-1r*&~pg zDp|5oQU6b?X%ypM^|b#{vHo^pi1`kzc>N#fUxgL9$%EJRzzQT^Dp)vYG`dR7HR20j z4hh3RvY&YxrHj|AZ(h(ZM-3^}+hX+{SYAZr?AvIGZG~13>;ckyM(hF2M7J10a>?(o z6v|QM6i2BbWo+T)Cq+eDlfl8c1`}^vMaytN%4iNR)$G~KP_Ije;zOrR8~a(51oMF7 zJ9&CARTil6i~IGAvtoQL`jttCycWihSa8r8nN$p3Hvqk1P zfqagEaX42*q;JO*5cYxxOy6^*R|{8r{t~%dr5I6_ z_#R(SADd~n+O*lSM6vS%@#$%y3NYCg_AHu+fGzWBkm0>R9f=~FbdqRvxwi80BP$>T z4IwQ_FvR$ulAo_{g?)O)*E;w38>V;SvT;A&el%VFjTaL7TX96ITcL&$eItGWy--L% z$&h(4xF{{;elXE5Xj1D9RlK0TT~3W1%-|m|ucyXB9vW=Wr~MaccZ%^Zs{GT#)3~Jy zSS?Zmn=!*(n>C}I0^O?PH`xDxnJN*oz=*DIr;HgF z36`DFB?&vYcEs^mDiHhwO$NVbZv2DPVk%4Eeo|qb#|wnp)w;`A2K1X*lE93kinKNv zy7?ZlaENjzc)H+Zyw#D(W2Mo*R{BO>fWv*3S^V3Sj!W>(P zjR#v1atJ9~;&ouSo=Y>4IP25jr+7wfzhYB?!dGN)Fff7;?2YK}OTa7xYmL5>B2gIA!>s30b zV2g-9+QefnjOl;eDF5B!YY0?pNkRi~{yAm+y>5p9!wGwhWh?A2&*q?^^pJdm0^)@gwrpynMM=;?{D}(#{eFW1nSRL z|9XP|`O5#_AH~PDQuFVVtjChcaR;(Uz3iP2WbF0X{G5=lpl5h1HL~4@!TCM45GeV4xFHeCbRLJ+G@>DUrap`J-B%Ij7txLFYKwy=SG=fY0`%#weg(R z7^(a9SYe^PckuH0OPna7Z=H}&B*z*^?4ux5uNXg%rz%~ov+UQ1ngTc;USIFK>K(Xb zqu}DT_vTZWYeY{LZSISUf*fA8YdoeaD3Diq(VuPMQEy(~eclk>iu;d{;rJUe(Hn06 z(~JLoK`#I_h`3C!8~uBWSOgFf;?saKn)LU!TqL2JpSw^{upi?^ zw&(+(hezIMnk(+7XA6t;brO@p5@ezTtkgf1!gVJ{-!$o`eAl{J5b^V<)oac;!Q#l9 zpT|nv*m~g&3zok^oh8VGFNIobMSx<6o;cH2ix7u8^Y;-iuD-J)#`6OLH;ahg_5_t0 zpn+ti%;nK%Cg&VaWPO8eFf#<+1(138d>jJ%SDf+>-j@}!;4Ak?=uYa?C{BC4c{TOc zzN||*;&Z3J9(5;nJ2Viz1Qd!qKYx^4z{qVayq`#S=X5tTskQs}2*4bCE(4eN^>c2; zWlp~c6dhb*&`ex7bQsuYG`3%DZ_M@IKn;Lk95^YnpUI~~_}@AZMDO%>YVm^M@cxgM zuR!0v`4#%lOX??9q@#(^!5L8 zO8(DX_sRgbJ74y7PxfD4Rsy2p5~?hOV7!9nid6T9{^e=N{5GfOhn91guw!kNsGe5W|2%7<`)49D-{ z0wh!0pLOnv}Q02xog;;F*pC;MaO`q|C z-#lFwvBJS4&79?7P}5Lf>=g>zI1hz=MG11mVG;dqQ{EcM8R%d(_1o#DaDT2!lhC%{ ztRLndz2}Q248YEXwNGE2Dk~}~;NTGX#l-sg5U*|3<1Tkb{Vxmxj`rNIX0?YCSum{# zQ|)&8Gj+=_;%2NjtCRl9#V2zmLw$VsD@uEMk7CcIU0m2~e4#?lGs>EWU`q917W z^z`;8O}<*KHivgSyJzyZHqX~M^X<}UkYWfSJUy+DkNm;J#r;56W&&xnq(U1`kZo(L z{F*D7BJ;YcyQ^3zWXo(Nhx|k3+qaJSR&!+I=hjb2sc93f%1j#9*VXm^iW?xbC=!6# zb+G03>|{8D@2(3_CZZ6lV?7R$gR>psN5!v@sy2ps?q zAJXpyR6Kqas1=7`P{N7!CHy2)f}XyYOkiQ_m%?WHBlqG_UQr?AAafv8JX5AAiE6G| zs@)ffnnw^Sib0*o0aKckx^=TwbN2=~{yJ<_w@x@t?K-|#4b|GclTG5y3#a>AnN;p@ z0>IDTJ%4f0h|B2&0)Xw^Ur}7vs?BrY%Na>RH!c+EEC3%3Pm_}n1{)j7$hTxJ`vFEcmLkB3I}V?XonT(iVy9-{8-Y z>>;met*1EK@H$gSOL#_yQjS^e3LOL^SE8!#ys}$zesL?jy38S`QS5|)ff3w0QzA!r zl~fm5?-~&NeI#FVWbJ<@l)v4d+FryYk!{1z{roDjz6lVR`VS*4aa1?1*P4KHxZhE$ zw|<^0U7LoD2oCn&%jzRnu4I>aZb6mwdPVZ`db>Yq{`GJ=pY+JdV0SuWIGIQw%%gxl*$3Dn0e8q1nSZ+Xit6k0P{ zt}fmg2gn%?O2Pt`K(u@wPgw5)!oL9(o9>ay9G!0L+pEhup&#q zk3l3w5|x8h_ph)LPph)AxtXp_w2(%3-HOYe$f>0UXZ+Te+Pd2xtE~vhwTD5e9F>PO z{sDa(jQ`AQ4gza}1je#Qcdnyanq>Wny-#7T{gIm6PG4rPb$%al{ESeQCkrCE3+W0OXR?rh9H{gJmEXHATFWI- zIa}(45@Olw%cl66#kamkR_fb2 zh@HHl3l3JK(?v-tyqEMyvtv^(aR}De;NFNoX{xz93U{pTjhsRZRJ}sEuc{DndDuMo{ z@J>33;r-y{Y?C_~&4##7+!u)OAw)Pxx%|)sy;?iIR3q>TlQv|?RChjjX|G7bG8kQn zuFL8EkYyV3hr-S2AV}oq=tl}~EHo`grAgPAqPK7|^GEVTwmLOrHfMnW9ygo3r6MGD`F{KZ}A|WBI*MY6=y#aH0qPgssvbXyvr_s%?s4U?xTLT3}WBs_s9}S@uC@OO)FDCIF42as!(g_5`E|s7A`UJ56Uc^6*mo! z($cM#_sHc=&l+*m@*wmf@Lb8RH3%{XJ*v|bSkoliJ~f0KVRk%Tt|1;r5v9$S{?KN( zKCNuQ>+-Sn?YI8zIE?Td*=VhSCWxqrh`~@M)4csth@Y0w*SbI^jTx#)se`STIUx}d zy#d`o+v{a%LkFqwvLo*R>ZH``J|%=AC%mp-eXaY``JiLPoRGTza@elYyhXLee?)cy zJ9BYFyx5}1Es*2$dFFz@iLo^Mc# zm^jU=Ox1x74r#dZe9_YS3{23>B!Krly57inRa9viJ3Y+V_B};aQeEG><3&cyNos)2swWk|INm+&; zm8H{SL#HnkgEf^Dm+%L;4gTo9G!#nDg31yX30PtzU;dmtA@lW?dHifh*>rgotb1*y zaKBWsu3DQ5{ihllFVeNBs87KtUP0FG*8(TW zH4}}}2!P;^ExtOdE$MqAr^!kr@xHf-ND!HLpok zv&S9RIb7@M6g=FFT!8FM76Jpk6}YOKY31Kd;-e&<(V?iS-?xSt#b;uCUs~G}9O_Iw zki-)IJpF|>!i>Ru#A;Z(1ylM57$ej99f~}I+M^^g%|tS1mZQ7O_wH+!{l((XjV#Yv zFB#Ztb$aN-QeO3s^NAY4C>ocXp9TFQhj8Zd8 z!YOiZY=o1R3+U}b**HU4WakPoq{G|GO%YSk$zq1~hWr`tPne?wiWOcf8h|$)9+Nh8O5acv37-PlG1c~HSNeFhNfgx;<&xjLJ5m1J z?E#v}J5AgdGm>!a2?y$>BNO7d@G*`&5lQiV&Cj%OZfijF&d->CHA&lqlm7Zs}q&4t8z!kCBc!?cP3fO$(>Ep;y0; zXo}PoD7y%)@VcXru0CP+c$<+xDmL7I`B@+FBaYC5`3m|SIsa^b>v*vJ*nLhD0Fm4Ven810MfI+#RI=s$(*0g;+;in| z7%FF5SFAu;wmKLugQs7Maj|=FgNtd!E#|NsB5bEOai=}eXytm37hlPDc^AW$63Pu- z;S=foNq_s1U23yeajDO!!%57j#8uv}pHr4j_xi;Q-mc!HyPp=R+N~n^V>>#qCOk_8 zhSwP`12VAXNojAuA=qc-5JJ_37l%NLbj=PTj>=%v-;tLJ1%UkvoT}ENCj=^^lD}RH zAM4ndQoBjJ=Z7oGZ5|;mEu>`bt5NY#VpL5P`^tRWt@mKV)js0-V{Gewoput;MTiS_ z-@khEfk)7Z!ieK5|6s9SU{>h#TC@9IL=dxm9G&jBP5UM@7Eb$}PgH?wbJRlZE#jID zPT}?F@3V|TF_LSD%xiJs5RiH>Y!8Mr$oOb=nteo&a5iLZ(Y0$WusOY+ktmh(-|W;L ze5K9gjJ_xBGt>o*qsVPiCAfRgMF#2sj*&eE35@<+^^y~dl5O92Hg^+D($@u^aVaKZ zYW4AOCoe?!aa6@P45xMe{v08@7vp70&v$8Y^V|z$-XAe-OW1^4aZ4eO+bmke*K&ZZ zuu}voH*InuYpvTz!{cV#m!{^^FS+}ss(3XQM=fA~;d>_vP;j0rcB93<_JHJOYqA#u z1Yb;*c#(1)hQfroJcZhO{tTFyMJ>&I=s;l@oClSWu#L7(`Kpl_NFT(gOEI?hX1x_N zF!@>P_=Vw-&f3MWvip2@p{G;-=P%4(40bO>egPCs1ey|Ge_P3EYcX!^PjmtLtM`Lo zicm?_vhQ2HNT9K!z>6)facX;O%5x|ZE9a491?_yNuP+Wc8bdt5{sCv+WAa1^(J-ff%QmM8LzHXT$7KX$S5Nv<^M7g-qw z%6kXPKbz}P>!-&-gswd0PJQsf*mVM#xJkCBi=M@cUQ#JSiS;P2ilN{>E3&fXj%t!6 zd16_NX=rSYQE{#4n9HEo&4-1OZtqghU zRPvDYC^@R^L#Ohvg*&XDI&BL^H9bT>0 zI(3I+GIZK2!LR3O&(t;&3_)bvH!zQjSwR1Lb(Ye^W?YWQu>nlnp!NhM$P%v(WZ$36^; z2XytC7@7GifY=$Xl+1UIbp4t8O^cV#PpTLfBae(+5YArdNl~#K>H~9E{Q?eiW}V#; z%0;?ZXaI|Z{>H31f}W(vkT zQyP_KFjs_rirRI6V_~Eu8;|YF;yWqac`eC#M#}+KCCX%kg%t=t5rF|PCpiNNyff|S zoqAwqC?oz&yjG|koKs(4p9a++qZl0Ye6#tnlq z$Ox3mEM`?m6Q@VeF%&{G=fd7Az!HfJx^?%r+KQ_YBf}~U>t@4=*TxC9FU`HzZglRL z1P^_>>D*&e0%fOiIx0v;#VCpB0%Bs6=z9BC-f3&?rOP=LZubYY5{+sZ#tOf|?E9@T zzRlg6BZ$@TUCfs`Wr;L3Q!57oP*t8rP@HN-lq2Og1RQu^888UGTs5F`_*^G!24Qx|t@4AhO7j2~^pj2=r+txgS5{@_H!*?Do8Nwh7fE zC00YJuP}Z;&Ho7euT^WpnT!5)@eR2mJJ&;PVUE!xbHdreCs&EQ-8@irJ|lm;0&MW# zQT>eK626ps$A*m;49yGu)_QGEtX&KQah()0Z{m?t%UH)Zxm(1M!n~nG=#ynHI&yq0m`ZXXp9VH1>J) zqT5QVRUlB;COf>MD7FFnQH|vAyH$-%Ze|n9iWBVs(8O|1O=UpRhD`u2g$w5QjM-2F@(oYLBl5y-4Nz;B~Po2o>gY9})4G(RxC9X9$KUF5F~fWFQxL`0~YS^0*I= zKJ{+3CITTs&<&f8@Z<@%yr}UTvn^x_qO*8RDyI`VKfH}{Ql{%TCOPJ}%G$;ZhJ2aS z$Y7?F39h#`e_~^!_<#G7Y>rH!wBY~HLMn-*>28ra`M!>)h2CQEN3eFprz3k}HyO3U z3ep)pO_vc-y(h#Ew6|JUcc3KSjgcL7C zTA&Kl><(p|mDBRrbq+^-egTkM^#Q@D;MDAw3g_3ge&U`!?H$LhS#4_63Fn($>FIn8 z^~d-5LaX~1ZR=0|k}($(xV~@SYUn|D9zTAcn4GZ@+wviVxiSFG=ZtAMOYc5_0FWmf zcBjoaj91is{QQz3Fb~e9cX?XbyPd3Glb+NInwwNt0mkDm|%DJo5345?zo?K_-wrPQ}btWs=6 z6;vXaHwPPT68W0DzbLYRqexVAM2Uk#G7R^XXcS@Xw;k(xw8X3JARgtlGS70e%~j5V z@><Zjv=(;zVWfBrmQ+ zA%$j4+r#OQw_$^+4YK;rg{oz~x#7wC!l__GENY!%=+c$?+y<-JVr5NgUz%=>k-d_D zC%)-QvqZMxte?Eo8?QUI2DY!kbj#YfIpYmPxW^VZW!1L@#OB5yvtzItC3@^7wR@*s zu7_n?nFOncld_sv`1K0R@{;WsyvTRZE+rM>EB);yJRJP$8v+Ru&{S2SMs1d*B0iF9 ze?7JLUcXirlJGbhFMG{va5$79lvSaq`)(OLm2etTqXp7+d{S5zcx@OhwOWfjaE?p* zQmnw$VmrGMd4S8F5GUC#WaV&B7iU-2Hj&owP+yqv5SXpgnCln)qw(g@Q%NcARwqY- z?YL-(jF=c&m(@I!Oh*UuJU2kDUK|u}#i{kuAf0i~67zLhfOm7~+M46I`U`%=U9M1PeC&ZqDRRZa(4Teo zs`x!>Ik)<2f4K_3P`Mz;vgua;;*9BB{od}Pv32ymXNe$*ZA+E6V_BMaz+&g{Rp7Ud z|1{R}F!puuD;-(`9eguB)S*cK^4W*tE*&@X<_w}Ma(pIVxuLM~u~cN%%kseg+WMaH zg`I@toZqiDxZ{UwdWEy#)SBwcZpi)I1Jbs?MPD;FAMqoez41k+oYLenA715ZtOOD9 zxpdMy$(*j1?AN2z2CaUZBt!rp?0g-Mg1nQKM$cc`-lZZNKkqkD=7O0?rm3^@?MTHv zb;_)yArFvFQ61w-nY+pE)P1>~S!`?VW|XbAhP!nF*a$45*(OT;x292Isgx)#`}^?B zXXEHQMFaOUWMiUySeK7U>mFS zhmxEedhHhHXH=9NaFj8gqxnqx!-%)uMhtqe(D;R-iIC9S8grGY?l_RRFDQ18u2f}k z(1di$U*e~qH%Ru!(yzz#814=Q$=~O?-wO?HF*}SCDAB#JSd>ts;rqDkPoWl_4}$w- zl{y1S^EGyuEFR3?bKdOJ*&|8Lr~TIfO6fxVS$jH{BMBCos!vYelMhZ)yOil{RZjx+@X5gyvXS zsQ`lnqvMsuEIeOu0Y_uTAwCh@}SBrkbRxr6b2fmPlhqf$-*1S#=7?3Mfd-r%4Ku^E#93ap_tKz@GAKnqkBmNl!<(()6EC?e8yH9QGGAHH}Ek9!`wfG+6lh&V4uYDyH)qOZ^-)!k#FFgEd#f3s*63c3Jg>T~?bNMT^eBL@9y97WEXtc$Ea9 zL7FpYkz++lorz~;rs9U=mxu#)|Io20kOErKIMby zTI|cu=2j6B*HZTfTn-jX8dc|CIGmsi`efrit0L1|&3~0fJCJEr+vtQC3`kfk*1iMu z#}msuM{^}5mJw*tY~C9Z+N#fIAVOmAG-jQ{H{wv}sEYH8i|sNoCHZ${Q=B2>&jN$w zShdCKRo{1)`KlkZk65jG-6{|Za}^AVT)HOKUc)+Lo{Uan?m=rNwCZFzw^3^64)Fuz z;)2*;P@gpjr_SrO{wcD7Faw$j&*ZtASY9g0g087bb=0spKT1WDQSkMMJfv_UA$cDj z5wUXZZJuzVDS~7CrjWB-+ZT=SqK0uEOtL zc#TDII-;7#E4sQHS&O2}vn{^bC$VXMgsnGU7pEyUnQB6*LC+A=3b>-K`uNI)-p^}WpI2? z_G7N~kegCJuj6kW%KgZPTshg|hjx;Y{F1F}0>YU*yYVAjuHq_8fy$>|EAzmg8wRp) z*fc5|4fLMqN)x1sgE!$F5+SMiikQ~ixl#JA=1lKv|lN)nJD13)?c|1npH)y+$h%{!S1t;8MR>QD&{Z7p)0@%!^{f+i+xGUGA^ zW>x@BO=EyU^}WdALKoCmd;4LHellJi{$;f!dwYfG1p0sj>NQF##1MSI-kq{$n*T}D zDe!Mr*I)ly9J9Uh+f{PSKH9@o)B5n=*;THe|+TX5ig41ms<_yO|bg8YIMzMShI21eVL ze+Sd!q)E`gi9;Q8GVzEZ^5zi9(9$sCvsLuHlaQ=TIohYEp!WDdLM%e$<^5y>Y^)5I z5DpD%GT&2Ga5u+7m@b$dLU{~HP%Fg0L%^Lp096v`HiW15Ya};5k)Tna(*Ezv{2DTZ zsWAt-byi9HLS)1@43G`EK{@onx^cOB^z}bSy}yvZ0P?@kQi!0ke`oapV710ynBj5a zcKiQ?8Ir&QZzn0ZN&D~K3IgM^8gO9HYnRjhe;$$e>$ZcT&>a3R*d1_7z(!Lvt45D& zBK?0Ji30$WfXZ$q+5Zii2q3P_|G#{dZ=M*(z?;O8qkY5<1}3JY0P_CoN}_i1wC(=0 zL%#;n*$fm#IF@AX1o7vkvtVQAP@;Jg~@Ze{^ncY2B#1+Wq+@3Tl=> z1<|{QorPAZD_iR`J3HuUX+h%?85!g=m>;r_->i03bx?V}cW{Y&t@E!C!hb{RemViQ zTCidb9yEVjnMYl}BaC#bNHeqm>q(vw;}QgJQ^^5=RgRIsTQ{NFi;Fp}9)|^+}R!?kTR>}8rh|6b*rAM!#VSEg> z{NM*@zqvLrN^P93`J;8bNBTgD6Aer@8ZHw*r?Z~o?2N@rAK&*MGA|gVOmX@xNm$9i2?UKM`RCwoH2!`B`#JhQR`X@}EWEU__ zkZzfO)6Z(5M*n10AcfhpxvE`{HzXo%+?QmFD`1FV1$rUal}e6ur=09RnlDiI*J*Xa z8i>FgyiIS~vXws?S4Ow+g^l?pT_^)+zq_?F^7H#02)NX1oK72@MM_>cI0MM%ZoVhf z!Rngr8lxT?4NXm}TxCtkqL-UYjkD2C0%3aJ!v4Oa+ly7{aKhubWjis!A!viI?eJ(FqL1{3*FINNkH~c)Q_kr zSzg?ICf(i&9(QKrD|sNGb3-SpCt^bWKAIrppx7dk07Pud6aK(r(RNSV&1z2^iN}xT z>9qG}Pp!a+i_Lxo%^91%H%hxnfkYp`D`+U^j$% zYqVH`>tfOghD9Z&0%acmv-1I#f#L0#9#iZ4G)y{;2-|)caPBomT!r#wnpusfD^aQu zd*N7P2xS~^VZtFXKu8g(#c8j9n@YagZyTGq{<>NV$w@q)hz7C*EC%v{6EQg)BG71S1IGvOh(il3VFKUx>~*b6bnW62m* zBQVBxzMxM|`ex^;T%r<#i)F(F{#hdYoB{dcfP$q~Mt9NIUkY#S2kT|{jTQRQsuBJ} z2RTq8`I$qh*EqLDxa47SVkn0(?6tnHwJ_BUbpuBY>7NZ(sLQdLo1LZzQqohmCo6aw zd|6CKi#4koZFK@v$zGBeQeeQ}NXpk=lKp=FKy*L%CNqz=sg^bkv42JqJC@`7g;9?C zg`!Y}3|m;yw0YIx@z0cT3b*l>RyV7d@ZC{dyJ@E9Pz~j?6xzngYMPp|{_JFpN0kV; z7{PjsDChmY^573R|3?czTu02<*tptagqF=}jwmZ88}}@nf^Pno#bfDGnM3O6fq)4n z0^Ih~tyRZd`!@36zu5NKtieOEFD0EK}@0_Ld8gKayk_QR>_u^-=I*fuCnLTEfa+ou)J-tPW${0snCDr8KidiVEE zbE5^07YFAxYDT9CqD;0+Y+6YYt`{jO$?!Vm6t7*3W%;$ankDy?W>2nCB&pgd)>{gv zZBjZMArkaDjpamIl923iv0=)g$O z8v+2i`q$jtPYoKao5ucV91}1L4W3c`3#J(Jqtq+D7ie5{rl1&qz`2$onyJiWTtzlh zznA=Tb|MoLY|XnhiJvb8f}OmVKT3=;C|#{&vTu1RCG`jXg}Ns(1xN|fi}T>jtd8t1 zfyS2xDC9SF*bklfB?FnZ*oYvAlKZ+7$D0R9N4!&%F`T)29(Q63*Zt{E34`206*Xqn+6`B&k~mRjY9V;|bMv*7 zCJP!`Nu$IoQ)$aSl?oN28S{z0IIJ>eD+mAats*Is^0j6>6ciL{GWJ^)W#^TSa}oeo zTUIr4FR{Y*J@9*66~#g9GI>d88u-wY8;tB3!p``X8}RqpVb|GOtlxrl<& zfhYqRA(e_bqp=i#wi_{z;n-jAmd)2Ymnjz1cFO6Y)AT6_>&W5IYcZyZepk$QfH+y{ zAP$Kk5Ra)`C)tj8@}93+@7>xha}XW0xDe$l3BoCCNhtO5h|>G5=w2OfKCx9a!dl;? zNOqLaz4{4~S%0lPE}wD&q&z>r;IFOG@2f!eNngtse9Vi6pPbq8{FQD#^`ZJpr73O;Nk7RcsaD& zCjawW3pt`A4vsM3WLYuXv`J$Ydy-1H+>pS@YHi}^9@3H7;r4;m@8+}5{WWGJ!E<~9 ztVE0-Uz^bxv9yUdt?j)GS?LasfSz(7vzVP0QhHfL1ZDUv^2A0b-^T84RM?DJSZKZ2 zH6`+|T0`yvdGqFo#uwY7=rnelo-M40%YDlw*~E|pt(1p8TujV)agfUI45!=3IDfg; zLX2t?$H|u^4p}v_;aWI+)eD_@`hIqo(HLW9ziGA;G{+|6d;Uecke*jBt5jB34(s)L zdl>PN2`={@BblEVs8UPKW)nY{``+iIz=?uXB!lSfQgh;3Y!=#8wW+A1bzJVvGx2M-;0M5+o`GmRZ{_K%|H%mce;YMCI$QGq9*CX!Zotv~rXMyjKmUI?7Y~A#Kr{(coQu zRb_mEiV$4UK=DT9``lPcF{ZX89I9FC+w=4q8X5YvAkOpBH)gQfTX9rk+ipGHwJd|mUbg8Jc zB((0Jymt%4>;O6?=-##hzv~Kq&n|rI>alU~g=rge#55uZYW1?44)WUVp<7JK+J|n7 zj+Pr+AE^tbt2@P`&tI2`?>*bZFZd=+?e@!Srz($S5Wcna2YTF-0G~581z#fG2*FGx zlw#6A`;%!Zjrwt%mO2gN*Mss0&juVjk6>f1`QIsxhj?!bABPGRdi{j~ed9c2j$xV1 z*-V{)+Y49w?d1c5R=r4eR)^!o1t}5%=R2q;)E^xL<~J#dxV#o{Z|Y51U!r_r?~D(s zNz+mY7R&{6jSu!l*Uys#Wn3_Ava$m`6J|wTyKV2oqz|6AF?J?4!zn>hJ?bpVllo1l zmOIyVhE`0)TIH>UZ7_UXFN2*l&cpyJr(7rpfK%X#mL}o2#>AV0t#nH4xxt^3=i)iSo|HpvF4`)5|0uyOv z&}$DUjMOQs*sznG^xleORSaGr_uk0ywF9jo8ciFnl?p{AktHVU_Rq&b1@=QVg7gGi z0cZN0M!Q7%J0nIEng)3_USMa(*QlOH?;PsXWwj5UjB`h*?kbN=R#uEy7(CD$Xvo$A;vGrREChGVNa4vH78FZK{I z^hB3;z7NA6P|sF{n=03Hb<@A3;e0I!$8x+LL?+;JLs}2t-I*S^cEFT21Qdn_AZ-I$ zuKkjKDB&o`|JaF2=eT@DT?eeJj1F#XnGo7NT$K0lcWHed8>tZX-1;JOPB#q9=}7t` zM6k22ZUI^k362c z$V2xS$@H$Q)fpL`ooo+2v6Bd!ep1pLqs8lx z3J>Vw5b>m>Ij#5li31!`Ec=y~z3u(B=+l@IywDWm3v z-tkr`thIfJ0Y!4^ELz&5*M5)DAU!6y6~7D2bpT8D5rCBnsX9)n==YA)t6aTvJ}a)8 zs?&6p-6*j;5-J}JufU&Iiq2VyNSu$v_$h^}HF`(#D083QEc2%K?NE4W*u4@X%LZ6D z+kXeX4*Tz9LqH76gAO_&5)s9hCcnHw_D`!Ax5uOC*63<;3NH}-w|SPqm_?0z+m5AN zcsty1&lV$9Di3IoE*#9c4sgnYa2#hBZ7?dSe@>chG~@KAQ*jpmI5Po*>Px1u(D!ky zzn7!Df%PgZv1)7<77+4+e5_mASQ$s-y^R%GkPw7}4(e~&Kqg{Q=ueDMn;6it^TOw_ z3Ov(ojd)<~n-PzxhebZasIpnm$2

ukzq1XB$vccge?iDHF5h*9H z(mdbdI_=cx7_#XVe(Gj)sJp`$naikRoeLF$BW5$kQ&=Ms7A>a+NJB3#rWi_S=Gr)AKH7;QdjMAXoShAf}2R^ONmOhL#e5`Mz1%> zLqmp53zf6tV!ixmx_2#lN1lVOm%VqNi<$Mn@T6^(qcDTnW|X(SR}^&p?iW{>s{8`1l0|-Gc}%@-1F% zqohfI62+z@tjnSXPChB0zUfT5{q7)Ig6=ER!{YUPVQ#q#4*8qiMt-6L4)c7Tr>pEr zi@8gGKg4*A$F-sC?5&+LBC6=Dt$+(rAGdEnLz|ot_>vBz&+1baR_ueV2M^}>>E+Up zsW=eL?T4nm!eHI}2yCLt2)0PR%`U>IA}ku;Y*8)vkt?JtqDcOn*510X-#Ru>>h*%xv8F`Y>y-DW{9>f21w`$b^@@oiwcHkBre5)94)i$G$!&7 zMq|4!{@1B17iR+AnZ5oi~wG*6SyySOW*En zm-Cc|Cepl%Ca?Doma8}b8L7bVT{=ri-BR@ugj*%s@h4Y}CO39&*P}o-%jvD1k@%F$ zW2BwmvC`5gbxt6Jl1r}7Q#H+GyXY6#hfaq+wq(m!yr3VQ zTQ?6LwK=^ulgJsAvrwiuoz6b?#}h`88%8uF=Ik;?XFDnKyB&UclJd#StY9~bvWU5{ z)Hlmu)F8{g5_n+S%7 zj@6|&RxdrwX&Ezy6LZvv4srsc?0yi(vs5_&t`+2+W&AkNOf^m0ZX)OJF1w+Njc&f6 zQaDabJ~g(6D3nq=ikKL_VEL@yL0p=s(tP)sphdTWBoTWnOtO!;Il~FAIE7b!GGsWD z=WI_kv&Bi5l~t8l!qKi{G`ENajfme%0;9aY#ikU03owAQV3vBk#*u(Nnakv13C5%K zSJN~)-?A$PFbW|UThT2Jo5X3$g`+DaACko735Mzql@;>L80zh&5Ujsceo$9%WS&Tu zFRMysw|3)A@T`sPHa_1!xZE~k&>ThWNdINF`1NU0QP3fUoTd)vIEy$5?5gn{iy@UA zbo_glN8v0}UxhJEVy9&Cx>H&Gvj+WlylEbTLO5Raq6fz0wC4h!d%gB+v^+oE5EfDA zT>Y`71^=h;1@Jc|m^$l4zH2jQEbH}8A`!QXGQK@^vG3qt=zxjm4of&Bv8S9&MDa=F7w)rEj7GW1`VV z6-JYgMeU9PhpN_&Q0r)?7n)U_%~PBp^y}@d*Q^IIsh4YH4-)c@d48T*rpaaOvPNdLkl?dJA*}Ec!?rOREBM9Q{qAp_P;6!Tl!tjov8&0pXJqumVcm2p)Q2b8t&R`RGgKFUq-)Xr zo8az=J&ko@!~keoTS8&jwSmIziB$qkaR-tlFQ)srm#)9qyczo~1t!4Ui-=c0%Ml%) zzFMsBZS31}MAg%Qh^1Xu(U~dHn zbhJs{$}mIekt@Yo z5l5sG5TPi-F1Ywd*667F^_?z|{J9uO&?{E|5~Xor(_nq~om^d!NjIG)(8dVE^}=P@ z6%P*deAkfqr(EeH?{!Rn<0pvbPiL9F_?$U4{c|+2ML)LrYi3^?^}->#EY!%bsU!?< z>)i@1F8juivggl3HZKymn3qST)fMdP1bYn zLPA0kX|MwA@-#NS9}&aQjl|=6?+be)8d9}vRhi(oRhlZ-=^cVfNV%(OgGTZ!lf|p} z!EJXeNj%JGpdeUJ*e2oYzW4pfRCv+zgNHS0R7)kOj3wdCWKPFIb60_ol1F?6biUokEPU>SLn2%%V&F9;{xpYEr2yl;k-h4b2f+f>g_7awgz}= zDpolnve~K-r|Rn5KBzRd*)K`{Y>^T(_~S#dR^Zl$4TpjvcD$!g>RxHn?0e6jRHa1~ zH2=NYYlIhbIDN<<2DQy&|BP?;p_T^Vt_KeycRr}cKQ4slnE&+PYC^h~BK`Lx&6>Fy%+yV?y2|U?$@wndf#`m7*uZ2p%Ing3zypxP`P3k6C3*X%6#DQC zOQQ3p$-`YZ4;|G6eYx(x0nhpvI8GsN1De_T(K{kp2p2-ppYB{^fA+ z793Jr5MjJVEM0&S-$X#=XZz9BIY);laTp%%BBU$=F(Z@pXqD>a<)tA#w%&5)Af_Z5 z3kxsm=5PR2|EwK^dvtgsi*BTr6i5C^{EMnPyPmQyq^KZGjhT^AxDM9w$uVtY0#>P2&)o>aB89=5~I=0DQ3fW46V9 z0s4qb3RZr|$DqO9-LlQIr|Brw3jc#g=t*+fmhZe2_YUqeD~hw8WsjcHw63=#Dru*Z>ObOcWwdNDsPa~a^+s!1*^gEj{qH7!A6gWJ9$B4U!KTnx`J+MeG zX#*c%+?#5XTw5SLv|RX>1ZaO2bO1(Y9`SOWA83=9?5p>7jjXuzI=Ef+D>szFseY;= zM3>E{vn84oDAhcmayqw|26`Q8jreG~MvS~Q%A4lNU&K|%J3W@GmuU2Yd;mG53t|9c z@e1p4ZZ+R_PxMRZ+Rb9I96k8%xBy3H{pO@dGj)zJHKu@W-e|h24vjRIN$bpsRqACx z-ZOkI{fg zf;4@6eo3;H91sv5`nI;p&OBqkV1e%6qtW7!q^A=3az?e%>Wqq?1kMRd)qO@ax(IcQ zQ=Cv=E^_F3QTPhF98k8PFmgNN`bL`9HS;6j^TZ@zLFTp?&Yr?$Pdb{+5Cy26e)>A7D2Ykw!-3FHst$r)i&}R7 z`K%YP#z zfQ_GIaQ&jag`vvqS@9}rr0yK*HmjZ5*_o#~`^Fi(uGj_ANoZa7pJmecrL#UJcSj4T z8~25ara5qVZz|=+w=*)Ejcy8Qo??74B~*rFDrs~FlcJkXUM?rVFSNN50x?QTzh_?v zM!n8bS5)LgneSIDHaUidEKSX>qb%$W3%DakW?>Z9W*b$vbmVtTd_Xf+Ty`NU-!_$Q)K?PYtlo??Rg$W! z+U}DU+T{-Zw7^>VOyLT=u!w4BJ7klQ&6fJ8LC~pH4VgC_kNNpBEBDV9(5bT@XH6*hF~{--BER2AJ6q}56R~<1?NrV^bvOd=R%b{?C#`~W0Vn;-yX`!-`$ zcrKU4U-Ug?N*Fe`cYgP$e461z3Y(Z%nD_jS<9dLAi}LtXAM7Y|K1i0R3tWk1x6&RJ zGA(msOk=w=yU=U}?`EqR0l-m>_laO52{=Sy#m<@Z#l$Yk)f!l|zSu?z+}jNFWTq=t z+ThXaHlPf>algK8Nsy0=CcUyCUYnvNSB)k05{iree(@yz$YviB@ae4xN?x_B}j{&qHxk_avX(qR4bDDv}1|_e&w7$;MWB`VJ z+Gh?ylf_KX&vH7EMp;a`qSTStr{En7wIBq7!Z%3FP;W?^O3NHmy(%}?-*J>4UFT~d zy)Y*=((mPI$j8A~JEJAm>w__P0f1mjp6~pcL>wDD!YIqO7*dj9)3q39?hVGfU@7l` zA^9wlGPan6^yyWPs^ylC%&9EJN|lO;d(-ku?*Y(F>)dbEIe)Om>^&`-vMhlrtzQ0T z0t#I2yLm~EBeP#6H~WMBSNjcpz@Qx^a5R4@fGi4XmAy!g%+l>qKNS?opi%ms46G zW1{_Xe&fZhuljSzlTc}oLnKYdO|ptJdP$lVXoykeO}pNPU9Eia7mlK=DikEt#mdM) zGlD+N|1Q>FKnY(2y!+mcDnY;fou1{7iuLAORG)IWQmxdqTBHqYU1L?a>3&uF8vFF<6_Dxc>h(-=!BQ}gn< zj9Bmz@*H2Q6&F<;<}O409*%GDN*G3?v1Rc|x_tGNPcmg^{4K9wMC9SCz^G` z1`LyqXIn6$YYMJc>H6ZkJR zu_-G1m6km5C>b;SFaFVvi`q@+xvoQJxOZLf9(yO{unt^4FVHB2{0QFg{j!udpN4ymqIMO=2nQk1L? zib>jYYroZeYhlEt<>Pl%MvqRM4hNxG-U?AjUfNIFB}- zd)Lw^JZ(B&PP@)HjH4txhc}F~m}p@;;0X1~!vLdMi9*^7liYvw7R!+3BXt{BO!}3P zvlhDvf=4Xejn)hw4uWOZY$@2kuCY9Aqx!;bm)#h0yjXF*5_{i2Y*?sNa~}GCa&aD0 zJ^o^_IygSP!(0O`xrV`;-#hD=rznx;6-=zF3`zjSnuV27G?%DVwXo$NB`7knjJtYD0*U~-mJX$nU2z^Rh9GK<8nE_ z0lM4wn0TgsysE54R$!GVZOW2OWl0c17J!WHskMQDm$*Gho8B+?nCj&ww#qJ5JMAs7 z_WBbmh1HqVX~tyIKMqYzB9zWtRho3x3$mX6!Gbvuf%UfISbWNt^iup$n4RxyQY4=1 zA7h)3rG<=~E<2o3W8dfo-$H1sd5SVjtYEDzQ8YEIwi8qz%*vh&*52~&E+w9rN{xLF z4})fDlybjyWV$i$sWTkW<(U&DAJSxG=*CJVl_+$UTSoJMd{hXX&EN&=I*@%pZj(~g zS#oIwdlRX`^J4sdFFIFRDjY?s%PQ>k_xWlK^*67|z7Mn9rFWMeA^*ug;IV_ry3GCI`gsn?;z_&=AsTNUIpUMoL7S zcwREJ412e}5br(DBQDGl`bmMUn!IYfoq=el9mRe*;3spF4)AlO)_4NqZe&~YA0x)! zO%iPQ&%+U-K_kLB|M~9z4kz6tG5i1CBN(7T-c7=UjYWwX1c~|gKmUEL@4Q)1|K0;* z6blST8Y(HgnEy5K|L5;WR~{&Trvm@kgBdCciF9S8Xn3XYpG*GN)jtn!bN%;C{@4Bf z-+$msq_|<=A^K$lc;tOH_wWcfQ2E1SxJfwCF1Iv$2D$z6&$+yVA0)E+xu=`(<2fFd z=7}36F$Q*oLzzAAQQ>|xG_Ygz$CNsM){CrB#6yNh4ss1;Do48lPc)HYUff;_Pv?h$ z*O#~6^D}MW8wifh(!_G+jPK*@VPIB&4jArQuC9hMaRVl@@`yW=NzjjVzE9qMA3P!T zs`UB*w&I9wyvUkZOMyH>``xWjsR<4LBVSi2FGS2A5&&G@^Tn}uc-f+SS!svYL1A*& zS4WRT^vI<~ZWsfV`pnQ!ZiXX^;rl{ZFAM`(JxF6|n6V1y=k^WzI{uYGb zKuL+nfNK^3%oh8AcCqEKdHsjRVRsaZOeFSOOcT}1+Jnf{T5~#%oO~FXC?vlg5!}sn zRBneO2a`?~I%znx53fGSw|zHEOJ|N)VCv6QE84<`&`%Pe@BhmFe)o%+`7Pi`-0XI$ z^_xEwH{lr>|4aX`mBEwpEKWzr=;&zXXA&ccGZ3%m@mxg&X-m}OBCpd9To#|P0^zkZ ziyaZf_x5JZGhVBI6%|Pm0`TGmFk^lH7{7p0*(wy|EqOAJIc(Ov15Vihm8nZ)@p4h* z3U;rr6JKr(2>1Sg&oi)Jftfrl=7F7Uu{AY?!N*T8UbZAyjc+x*zP#LY>2pJCPzA!6x?3Mwa+36oXdGokW5QP{VUho7qmb4Z2Ez(PU(-hRt z6WFxSxpp=+y7|I5IX{W$Gcns7G|5oZ1(tclYZ_2T5GfFRDPF<57ll9&iTd`G=X^a! zNUu}#KH6X4r{S}$LW7d%%bx@=KAsqV z)yBi+1huQQc-jdb+;TdO?TIl!Cru&`L50v96Q6Vu|-TeM~kp#2Ehh0+UOM`THNq)cc@szR-KUeEB zk$bddSq5-ki0N`L>UTto(y2wvD3d2z1A^14Qzg3A zqM%yQQ5Cs}1YF-+bJz^Vn@`3LQ@oe?DhlOgHpJW|Q@!JAHY%aoEvOPj1M?`2cDa6}_8MVg{dWp)j; zNU%ErkDVPIy;>{6xJAl==Ir1!nc43R0w}}-tx?*WM|;64B}zG}Gh!CgzoHMlawGs& zc#Y*UROf0Pa5U-E~kI6u{s&cPC+c{_G`U2i`SQ1yV40v+FEbXcYzhBJkLc( zt*po9zHjbH>z^or#`VtnDpx7}Iad%9UZ>p$W_-zYuw-Ump<2){|7Xj^-f#UMjK1&5 zNJtd+jR3V-jV@2Rv@gXGe*oTm{CT_S8gJq(@i6EZfI6-OQ7iq?tE%b>-3Av68gJcX zGkf&o;sy#URI0%9`aMBsdf)Z+2%x6BGy)ij=+)=m%Qs)lcziklwi@}72Y$P7BCxeb zVHuCx3sNqdC+3_SS25rrMp*0^pSuCw^#iZlsLTs32PueFefF9y^$QW~dhxYm2=pAQ zzuvdkXK;6B*LgbTtovVZd<>v&adcEjtl}{??$9Ol>0)d;@ks|I0e{!;yZFXgN7q!L zC~F3vI|N|=I5%M>d?e=8eE~MCvT1v2O58H}Rzwi};)*f8>^=YlD0kZ#pz%{@9OE+1 zUqeP(X!i4KJ1IFD7?#|7nBg~oWwr2V0?p-E+^)rX2P))Fp+@ph+O0-|-KUSB3JO%J zt+57Ev=#k!m9{_Y_7AqOh0+Q}$#gi=1+sYpG1g$t7e`!xfZWgbxXPqoi0Nc97JQrD zm|NjfxYwgBsY?ZX3Ey)BqJpY;Zxm5CiFmytqxqhUj?ca83nq`}52pM-`{;KGMHEKW z_$I$({nj+tQdtN8@rRSkYVylcrWpN^Z8jMUn7OvJiJAX!<%F!l1apC;crH;A< z=onD#`@T!#D2*9kb~9>x$z-Qgjn;ie>3&2^RurzJlfevig5Zix1x9QQauRuBWZ5Mj zduol=+|9Ff)SK9m@j%0gK#E`)PXv6o6SqIvAj_q}KkmcwPp<%p23hkOi#>zied<>d z-_yLLFv@dWa8BM39{EP7C^xuE*z;*cvMoBDw-1m*DCgMQIcLm+T_0-~aX9ET8`Qw%IN^EV;_J)3%(h_20ybt(j6NED?z;ck?q!#c^Y&+z5 z^`5G?H5Z=m{C>lY(U0qdMQh7>H*eX|KI?$*gu}?th5BiSOLC>Xky_lfgIcGswg+@t z;HC&Je{!ws6eH$wl=64Gz9STNYcaby;8<|!h+X0pHl-%*^jn7bxz6>3~IWTH#yFwUMi-WX{O_vO_OR9l ztKs-70x$E@!x$^4L^eyM6Fvt8fgqIz(Ic8RDflg_pZ?pVoSbmcs6@HzKVzx&%0CZ+ z*?!N`i!$L3fk)_N3+`;!e~=2?F|!{lvg3^uq^8BN?JFKG-D*Fe4*PGvZ^}P8pvM!cpQDPF`EtX~)Oh&%&O&}(_dk4>Xs@)OF#d7_N9Ixj*T=s)F zpDFR@E&t&(3fAE8wi>*2$IGt#MlC+(bNcb($nks(DP)!T^W~oTc^rTw_|>8K2K9qJ zKE7+#*dybnj=J_maC9`9uKL3+4&RMSj`mzFD zK8+bR1bRDw?e)!Z0qk-dNMkJ4t(As92+Ch6AD|Qp{0!9skzjUfxL*X_l{T=sfqsc3 zbT4-*GoKE?iU8T=BnLOg0oM}M#1L68&2(tPw*^7XOR+$k_ zVSr6JU#W>zhBNv4E4`-$5odFAGw7~Dd)SpH^@}9+zLmVC9RVh0aXM}pDwx+xDf@c0 zAVN5>2>{F&h#c=lZJr#3OV3x1aWOP3*V+U&&10Do(=+hSo_8}vBpHKygi}6yaRN-z z-1|O%YBUg}<2?dCXnKVhCRd_+WD)Dl4}zL}oULyit&B2Vv({wVH*Pj6z^c#*AjuGL zy5IsIl+e{qqeMC-yVo5t?dx5f!P#%gC$Zk~*Ps%3X-vYvfip2rvk!g!Ve7Z@+`e}i zFH`QqC0nAdo#)coOkrCJ8fh)T@?5p10Ts~SQHccRUQ@y`8ABPg-37C_jX_oTuKv8J z_Do24%xY<-SiKhkuYc`1R#C-Q-wh7r6Nwc2MNCp`r0{vR9~RQL4?tZu#=SYiT<;@- znXmRn!}=vLdZsSXr$;<9`LxvzKeZ@&m%Syx6!=t1cY&t1i*mg{_EUMz;*WsaoH|DN zkm$L#QO*PlmASb}=_*{}E|>+&I#+jo?TJ^VS&q@pWBXaG{93HJk-V-!RLt|;)y^U7 zt3vS)UJ@l=B|;Q}IO{R3)fJ7~wqrhzW)vGUc|259OQo_W;S&6<<|GyURuo(9-sNR{ zT>t_?20xhpMe}L=H8ReLkVciBp4#JKr)GiTn{Q|JH!ZFbYXza_c8nX%!?$TJClldT z7t3mk$B*zb(S4gS0BS7C+TYwd|rjKsNPfHMugwB31r&))ydTREr95b(gkO#wzu{}p$J+w^ z;mM~%p9kB4+xsK4!wFq+BqA;%O%~IyO>(E~Bk3GfuE;^Q)9#t)Ae_0&?c->0X-s6R zVmh_FhiZ0_(5E3O*;#9(qxlcQ;!&UgNx(1QPrj`9tmX83fT7U(kgYjl2q+Z2NW;2 z^GG24DCu7?<%NczuP;zyiy{<$|K3n(zm9udRkL_jdX7#r7k5x5D;gj`jr{rwmA}4* zz?+cPKGpZ$=tACDF;57w#_osWhr+a{+~7%h8^5Z`NlzyeaWi-lMxAzO%f={Bm)$hG z3~lIV6sPOGs45~h=>}-HY@1!3rpDSqI<9P0`!t(qExEfS>+p0kaFHI~aIQ-7TC?*!C@+BN1@_9(YS9>|OA5g?+^#?~DPjcK z{%e1-83kUxWH2ggEYNWFqt1zI?YNb(= zPj9Nw4||7~AX?xj?B83rKcUfN)9JFNUn(y2YJ6|6QRDWha3YNkYG*b!{di|^eBf!m zi-IJD%@+kh0y*>JrBW2+^H)f8kjT+xygAFyewYMCRh>W{?O}y47YS*k#(2~j^Y&{8 z-6E@KWh$*Ejweg)YN))JyIL09kQN#BxHCR71!3ZNg%ier*S8Ea3{FCh9JS6rg4`LJh(dqcXw!l1PvP8o#5^^eUoqA z_ukA}^M7XD{@H!j*=JYp^X#g6o~nIuEJAOIR#8FiY^5%yL69wjN|r}LQNK5EPqV0bX#aSCCufO`OPZB5P%p;xf?}cjWrB zWrt-6%t}+CZ+spQOJ$YIqv=34+-U)HHkwTh&g*l+JXTmM5xn3O?2RD$Sg_(OnW4kU znyuw}LBK%-d3m}MoresWOnb%si!g3(awCgo*{?-jAU)7Rr{rr6Xxbr+7_<=OypB(6 z<KcNybJONm8yX7^5W;;q)X`4`kT$u_#aFn)Dtb5%jjwVPS4l87^4vN8P_9*BI<`d(JDsn2&gOtOs0J+YH%iGB zlec+}s-&{vO>U{GNqVYxh6D7tn5i!z8Tj(|Ee%qz6ZFYy!|z&M_sG!KFo(n%EtH+Q|xP86s;n=9Pf&!#DF0ZD3=<|76Z z9i(e%8-xL0{V63kA||n!lQ|U{3skNY_NK;v=&P6N%0xAkLCZiw@B~PvxF~kphYpg> zv&?%QpD~qN8;db+DUQGE&dWR*Np8dtnNY7yd1<>A_c=ZIRLv|$v)tA)L%+3v`&`w)GY4=fJh9B`)AW6QS!sX>BEp8Msv3>SNV>}P zp+lUbBDDrXof-*LzI=-A=&OQlPev96D5Zgui{NLzoFtW*ME7v5p9NJAJwrUa=&=tT zvtB#Ra3^i9>=qLK*be-oy$omgxyM#Me7ifPf3B}z7PDG=HP2a;M}Oj4=>??EMZ<-h z(~MNPmDs2()EX@l1KYrDnJO`XfcUUApBCJy@(f0TI@6U-%5pEWt6j?Rsh+UmSMS zkI4h<_8KJ8!^scAw?d8j-2Ny6KDA-`!QAC)N(L)($N6-16#Age}iyn;UUGJnQzttE5- zB5%Lc)ijmG=B~gsH!$t@7L>}g+RL@tpC3w>>CH`IS zI!DBT+M7;F?z&9AN0WEu40@LcNHk7#W>i}iSatDv+>oIFgaFQfMiIMW1yz_LH@Ucm zfeoK9*72(+vEVnZPndPq3z)fr9;wQgj_P&*OVC z?G%FuP!0G2!R0^p<-oH@t#owIO;RF zy(!j*E?1Hh2L&?t^H}za)&f+@Rg>ERJ!PN2=km$GMe>2pP_FvDylr(j5~0!>mn6Bt zPuCC)(K?wg*I!ASS(??&^^Z&ouDeexp<6-CqPGq$$3Y-`cjvY~)0b_vXMG)z6QS8! zjB&C2JxbcFS40Fca{w|mxhQkxR)t+N+9|k^V!%o9Gr3LlmaNKWc&TzphlBYXrpX_U z&hIqhh=7mYNf)+G z?PKQUjR$-xD)HG`nw zrj#7IfeV*p+!-dRP*aQ}$&-GJ)?5!k{1XQ93R7eCVuX2#KBge1*M09N7(MSt1l?%7 zPbNY{ym!^q6@yl|`ASUVPl5a{YndC~dgr>Q`wncTavFMaCLD3@b9vOA?kPxlnJ92) zN1Z_>m&%=2YsRz}V)W=d2MBa-k`4+yS)oSN+8fh{Gvxosb zA0FP#y)3vmuabdvvTL$*H^}@K7;Z_WG5>HetuAO z`-@n$J1mclr9R_l5P!SLarD(5e)2C?k!%~eC+ar%E9L(%S>hdjNYMo&nZdo6`(LDU zpntMkyiDaN3%}T%SlfXevcFq&w|UnHt*QC^bZZ46*2YRb@l1x(*Mxb;F5mn1eUnS7 z25qfBo7^wb{oy2eX&+9igxD1C+aAx_V$lHQ}ENBI5}CWhF#`St0H*4buPVV{F3n9(d@ zsR=5?%R2~5C6)tyd%82;@mKo^IA`lGkYhhX@K`b}?;*Ok-u8~;?xA~5{SKc9NI<%J zVnAE%*a%}HGFhpI%2}$}35E%_znDdA>ag!CI#pAy_Ifv2p@LfC0-W13IGr3IkU*Nx zb!?rkN)ULX@)y_Vw}t$0-xr$bEB~GRe>nC**!8|BbWgGzcda0$@JOK4T!nH#z$Yaczkb>AkhzeZm)u5xLJh#=Bx|^ zU0#5J%h?9UBo+&8p%u<*`;#U5uvi7dLDvkVM0^gq@P?3FOW*ZMeeWEkV58Lxa@fh) zeVx=k2tJzUPo6)$pvdU=9MvtKg3<+HQ(eMMPpaem8j3c^D zAcHfEu4kck11O_ zhW%RoFzpzA$aEzB-N(8-4+uk8@xgEMX|CS~i&i!-&9DT(uZG0E9adY)52;2Nw_as! zw+rE5P)K2Gei`py@a;C}msEfe0)3fViKvc}zli8J@^3FgkWtWjXJyz|FZXaD?WY2E z6cwvtQh7886X_)!Udj!>zfocAxT9x+(1elH3^VHyFZD`*OOSIR-5HtiE72mecp^St-RAc)!qO)^13Zb)vRfwC zy~~OVc!>fJ4?!|_*OxaS1n_eX=|lI_U_xA{(IhsKZR8#M!DyRv72L;9wxQl)VxuvAHeWD`FlbVuQ%Lg z{ZM`Y#ijZ5w<%QkXMrFHJ1`iMxYE_zO9LI4`t#vaS(4V>;5ukl24HM_Sr2PShUyB!k?yv|o`@|Dr=td`hP8tzxejosYbzL=bT z;Unb((vGg~I?~27YT}FdcY2KB@)IDcZ=KE$FYt{GrO|SS;l2I@g$OxS6pNxu-HTMk%k^K)<%2zLl$Ygr~r0|FI;s5eH0RrcTO*FsZ@IOkH zaI6o}<{*hKlwXVIzXB*$1IW0yF1m4lJmxpZ9#`8$VHou5&-~AAkdj#-cJP99$NHy6 zYyN-D|9igyL*BZ7SO34@^Bb`K1)pE2`!DwY_O1V)-+D13 zMD*!I#fC?3I&|14Nrfr{mMbuke6wb$^c_Eo zsZ;(WFa(mA+Wj;J)pm8?bxy^x8Q>LocmLIiPcjyk`?rJh8$T=F(m_LaEiHK40|~>T zqn0h;I{W%o7Bij-_a(%l@sOgzJF*pGknnw$@!cK^`w%)F#m0aU*0YKaSH{vEoTMu` zD=tp`1~9cGUUk^QU`3Q0bz!ae?g!ORqtC;J5+{$` z45`gFp9Jm&zjmHp8fw|`Fb4{=vNt}Cmcp)X1AnkuS@?PxG?NXY*?$dJDnGen_Q@K9 zGo?rEF7`V?zBPP~_R-z|w2oAtNcCU;$Nl)a4*QYWNdB7*#J^@|GiL}T?|YDc=i>^z z2e|rX`Ei-j8*29u^1b829!cZRHVIES;VQS}1%4s#uNB>+FpVate8sHK73xO%K0<-J z3yk=@T=%uZXCun^-dnlMkfy!hx%%gZQ;z& z{wI!uoAAcUh*-;j6Pj5JL-g|{)l+FF4YR_{ z@u%Sk?uzNi2@IwI^}cl91)(=wgzxvfNtD2QA5YowjQ7DJ(zUh(M9X^U6lEls$HZW}Gv6n7gZ}=0d1M6rgJl8Z|rM+0V0%(a*?; zOeF3#8cwXAZMH4heayL^*c@JXg$LwYn+p`Yu^olwA+WX;U9@*!(LCUFe|4=FU&C!j zA{=Gjd;A#H-PuY9FxL#;i`qb2rkm%fWfmvx%bmU3HzR6VJ8h8BLl8LD?-f*fbpGV~ zkfq-nVJ_t6V20lC?5-p_NycNa7{JuZ-1QB=e6P)>7YGmR5;NVJdM6K@dtp3d(>X78 zEnGc{(E37OxF?i2?PMX#^>pxJieZtz1!td|f3+s<^y{Vtm`dqYq(RR8`cw7ctjj8# zew*Oyjc;mM9deaNp+k4W_Du)4IWD6+Pj76Nnuw*2+x&_h=pU{gv)0cd%un1M;5-|i zLp>+xx%zJ@u59K4!)d6H)78ZXmi3ieqSP7W+X_UDM#a<7)P3rGAoWU$CZ zJ}FU?_7Sh@)xEjcy;*jBi21LJPKNYSG^5J!2~d`GL);P>7Z${gc=4FA?0Dn(et)t* zn&vfTyRR7D-OIG3MXCI0SVOEQ8V;nIr~KBC0y3o<^OLTv6`$^{B-g4u1-%Ezxzr6; z-=Zn2naQ&YlyTTsa4%4@*kBQ`5~chuPcV2UtR14p>hRAU#)Y< zFFi^^zl4`RIHS~DL_iLLR^<6wYfovSAqB99M#~Hwm-a#65yIE-AQDZi*#%X-*ZbVO z317(mW30tWit+JYk1U_;@#y$%*8J3%&nEOi`y+lU{IuwjzFPHZEMdhcFm(IJ5gFAg z8!pQGkA-vLlw1DHbTcN1N3=Ck)kL9&X@zWiNkdmL-ja(-Kf4XaJC6C>HkrcwwosJ| zu1OIPnj-?4bc{RYJmZHv&^Jnb14Q5jz>G?F(cQ!ylds+N7yTd6+d!Twa`C`cTqQ~Y zZ-manK&CN|PPy5np)k*l(v36`_|+VgNJwi(l}1CYF+$}1*&Oxr*R$uW;?gU2!mC0q z7sU})hf+qJ%L{I8o@7>2hk?a}ES-mUUUfD?3WIWCt7p(C@6WL3!V7!+nYYGFLXppK zhx~gQ+?AVscukOnB0DuaR+STLqcEiB5J^`(O#!5y3v1I5vniCCUOtMV6@ru0I}&r;T{_BYgJ0Ki3-;Z zS)XG?PgZC0-85^_>1pf75R}li;^v~TzxpmptIl#CMpO{Pf3aNNX>wtL(nQSP?jA(q zYIq%^JM|HN#hlJRHJ^>l^2y`pWDb^OB_KeRd-}tYg0EX!Q{cveBBjWFD8BZ)5{=mU zUdg^Vd^O#`#TPugCzyeNtuc6j{lp6vWKK~u-n|>ku-w~gCS?I{E2>71Po*=W(Zwdz zn@YEahSVc^Fk3a>q=IC<$7fsG^hvvhbQ2JJz3?+ZWNGFdk6S0QU* z;=LsimRdxSriW)z$qXWg1hnl;*=6jBxr&3w*^p+1$4=4L^05m|}4)gZOv@R&HrVA^@2E zy`##A-X1QZGb0Jnv$VW>*M~tPFofhY8>LOSH%RXb8T*)aE4QomkudT4VT7d+qqj~& z5)x2t)aEHf9ysWhA3W>mGD(W#-mk^X25H^(smX#Ls&rvasJHNLzTGQCek|`Z+WmOE zDqM&I=T*|a-Ny#7$3$a6&WYiB0il2X6O(_D`3e|d+m_1bqO9KgNpc}u2Yc?TrJ~<6 zyJnn%+}sE^w6veAB(Z?NG$7PqTXs4pFlQoqx2YPAos4<7 z&C(MG4j9Y65#_iyh4&dq+gjRtVO}*lOtR!e+6t9Ew*z-?*W5+1P<9(_wWa#`lo8!J z6t%-kSpiYhc0CPgN(Xv8Ivc7<*b8o@Y-t>5?@Sd>gc9>?nog4LmPDxi{6k1g(0*tf z#~;XUlu%4$CBrQ`dR{S+J$`ifR2EYnLL6)BPeef1K{8Dc52Lr%(q84me=C=>(xZqgF>UaI0q^1FGLUaxbTmFRN18|#M94p-h_lb z+`U87m_LJFlGF9zpl97uSYP|#>k6h%oCX}TnP=eKs+RXmyvd{kGA2i-X|vmKMS|nw zs6-5%QfKa$&W_vfrHtDTXv@GB9WW}dW9FreOe%RXbN7HWg#uF0@cUj0v9VDuy|%$LEVcHXXWTe87+Q=H4)j4t!uHBZ_bKn zoJDr37N|)9!H<5(SS>~szQ~{VS1_6}hmNL#R+N^xL1(e&@BsxyHu%fi)HXN_Cd?`5 z{+=|3cOX|p{3Vdnv|CvR&@bVDUz}8Vtnj+{%8?oh_5gFW{~(m-fW{kR>8YzGp$|hh z2l`A%Fsxmv>&vRv=u%9c2@bZ;G1VQb(lPO~XCLm}8A)d09j^0XcRjbf{tKKlp>N}m zi|^>b9%$E8)G87#i6x@&7q%);ERhD{N7e6Hb9B2xz{j=*Nrfi#A4^}VQlG;bjppt0 z9Fcs)xXw-H^bsThaKs)x<2e~Zw~Sm$g@Yc)$Fy0eVaGw+NM$qj@v^F0dER81xT(NF>WKKTh&HkElAGJPTFggFHMz* z2C*ep^DL9Aj%c0kK4g{Jmly(PkC7Kf6K#>l>g9av=&R5S60D+9N@*zddL6XcmvAV9 z&_&+vV%tBpLT?Y3q4V&0(I}Z$du0$F+yxSMsQZ)8a3{o=jUs(dO+$q(maB7cKyFR8I2g})m!h-e8Ny&=)G>1Ssn6&*gHHsd=RBu0SqIlUzKg)0aZ?s*rpzA!4}MoGd2gl9 zdGR$jH^|=?E#Mq1c_SX_%YZKW6=t|BmUJWIrFoCy#xgime;p z4yT`f_~DHV-NXczD3UtGW-8aVBOt zZ~x6f@q-2_kV#H%77Mu%;xTo;dS18qQ4L$NDTl-5CacR(Zo$8d!9%PUX3(Jfb?9a{ zrbCpy&RP@Gz`HHqsBSBkzu+GUWE1(vd?muo$HUi07ho2Wh gz4+%{W~okm6Y?06KQIvWK|ww;5{lv#q8~o~F9vVh;{X5v literal 0 HcmV?d00001