From be5ad092051ba6ab89832475e1bd8e2b480b5a08 Mon Sep 17 00:00:00 2001 From: wxj630 Date: Sun, 3 Aug 2025 05:59:17 +0800 Subject: [PATCH 01/13] Add MultiModalRAG example. --- .gitignore | 3 + data/multimodal_test_samples/documents.json | 574 +++++++++++++++++ .../images/1*2wrx2joD1PaAsC27pshn3A.png | Bin 0 -> 85521 bytes .../images/1*6pALyl4xZ2 G9LnGlMR18g.png | Bin 0 -> 79079 bytes .../images/1*93ZK9-74dYv4eXY-Oe bkA.png | Bin 0 -> 38486 bytes .../images/1*CTF2gfNwx4v7V-0qM4s6uw.png | Bin 0 -> 30064 bytes .../images/1*DbWfNKMRWJcomb9N5QIhOQ.png | Bin 0 -> 188535 bytes .../images/1*GFJ9 TnLk2oDnVGtXAwARw.png | Bin 0 -> 36532 bytes .../images/1*H7FLmJdZvGarmGGs81SIRA.png | Bin 0 -> 94015 bytes .../images/1*Jp-QxrEj IYlOga84KTyBw.png | Bin 0 -> 42798 bytes .../images/1*LM6CuPZiogendK21 UHwPA.png | Bin 0 -> 53980 bytes .../images/1*OB43zXlHa4fcnL3n44JxcQ.png | Bin 0 -> 91549 bytes .../images/1*OCjG5oY6DyOnLuo1 N4OlA.png | Bin 0 -> 142830 bytes .../images/1*PHsfndcMjOMoAdUAx8IJrw.png | Bin 0 -> 9462 bytes .../images/1*RYCIqV1Gfp18VkXfY411Xg.png | Bin 0 -> 59692 bytes .../images/1*VVWecqvibBb2vVXuyKU5rw.png | Bin 0 -> 22729 bytes .../images/1*b8pT6KIERk3ZPd-729TmXA.png | Bin 0 -> 36091 bytes .../images/1*chHcyzoxurmTuzVsYgrdLA.png | Bin 0 -> 39488 bytes .../images/1*k9jUdnEB8sR5g0fZzqSiNA.png | Bin 0 -> 80613 bytes .../images/1*mEipkYmePMYvX4t5tU8u2w.png | Bin 0 -> 281858 bytes .../images/1*oY5JoNIikQZj3RsXyMrb3w.png | Bin 0 -> 37956 bytes .../images/1*yscMghSQVAQvQeHV6pZ4PQ.png | Bin 0 -> 121449 bytes .../images_metadata.json | 102 +++ data/multimodal_test_samples/samples.json | 63 ++ ...a-DevOps-RAG-application-b6ba24831b16.html | 72 +++ ...t-using-OpenAI-functions-096a6d010c17.html | 72 +++ ...LMs-and-Embedding-models-24a9128eaf84.html | 72 +++ examples/multimodal_rag/config.yaml | 35 ++ main.py | 202 +++++- rag_factory/embeddings/clip.py | 133 ++++ rag_factory/llms/__init__.py | 4 +- rag_factory/llms/openai_compatible.py | 5 + rag_factory/multi_modal_llms/__init__.py | 11 + .../multi_modal_llms/openai_compatible.py | 336 ++++++++++ rag_factory/prompts/__init__.py | 3 +- rag_factory/prompts/multimodal_qa_prompt.py | 14 + .../storages/multimodal_storages/__init__.py | 5 + .../multimodal_storages/neo4j_vector_store.py | 580 ++++++++++++++++++ run.sh | 3 + scripts/convert_documents_format.py | 46 ++ scripts/download_mixed_wiki.py | 88 +++ scripts/process_multimodal_html.py | 120 ++++ 42 files changed, 2512 insertions(+), 31 deletions(-) create mode 100644 data/multimodal_test_samples/documents.json create mode 100644 data/multimodal_test_samples/images/1*2wrx2joD1PaAsC27pshn3A.png create mode 100644 data/multimodal_test_samples/images/1*6pALyl4xZ2 G9LnGlMR18g.png create mode 100644 data/multimodal_test_samples/images/1*93ZK9-74dYv4eXY-Oe bkA.png create mode 100644 data/multimodal_test_samples/images/1*CTF2gfNwx4v7V-0qM4s6uw.png create mode 100644 data/multimodal_test_samples/images/1*DbWfNKMRWJcomb9N5QIhOQ.png create mode 100644 data/multimodal_test_samples/images/1*GFJ9 TnLk2oDnVGtXAwARw.png create mode 100644 data/multimodal_test_samples/images/1*H7FLmJdZvGarmGGs81SIRA.png create mode 100644 data/multimodal_test_samples/images/1*Jp-QxrEj IYlOga84KTyBw.png create mode 100644 data/multimodal_test_samples/images/1*LM6CuPZiogendK21 UHwPA.png create mode 100644 data/multimodal_test_samples/images/1*OB43zXlHa4fcnL3n44JxcQ.png create mode 100644 data/multimodal_test_samples/images/1*OCjG5oY6DyOnLuo1 N4OlA.png create mode 100644 data/multimodal_test_samples/images/1*PHsfndcMjOMoAdUAx8IJrw.png create mode 100644 data/multimodal_test_samples/images/1*RYCIqV1Gfp18VkXfY411Xg.png create mode 100644 data/multimodal_test_samples/images/1*VVWecqvibBb2vVXuyKU5rw.png create mode 100644 data/multimodal_test_samples/images/1*b8pT6KIERk3ZPd-729TmXA.png create mode 100644 data/multimodal_test_samples/images/1*chHcyzoxurmTuzVsYgrdLA.png create mode 100644 data/multimodal_test_samples/images/1*k9jUdnEB8sR5g0fZzqSiNA.png create mode 100644 data/multimodal_test_samples/images/1*mEipkYmePMYvX4t5tU8u2w.png create mode 100644 data/multimodal_test_samples/images/1*oY5JoNIikQZj3RsXyMrb3w.png create mode 100644 data/multimodal_test_samples/images/1*yscMghSQVAQvQeHV6pZ4PQ.png create mode 100644 data/multimodal_test_samples/images_metadata.json create mode 100644 data/multimodal_test_samples/samples.json create mode 100644 data/multimodal_test_samples/source_html_files/2023-10-18_Using-a-Knowledge-Graph-to-implement-a-DevOps-RAG-application-b6ba24831b16.html create mode 100644 data/multimodal_test_samples/source_html_files/2023-10-20_Constructing-knowledge-graphs-from-text-using-OpenAI-functions-096a6d010c17.html create mode 100644 data/multimodal_test_samples/source_html_files/2023-10-30_How-to-implement-Weaviate-RAG-applications-with-Local-LLMs-and-Embedding-models-24a9128eaf84.html create mode 100644 examples/multimodal_rag/config.yaml create mode 100644 rag_factory/embeddings/clip.py create mode 100644 rag_factory/multi_modal_llms/__init__.py create mode 100644 rag_factory/multi_modal_llms/openai_compatible.py create mode 100644 rag_factory/prompts/multimodal_qa_prompt.py create mode 100644 rag_factory/storages/multimodal_storages/__init__.py create mode 100644 rag_factory/storages/multimodal_storages/neo4j_vector_store.py create mode 100644 scripts/convert_documents_format.py create mode 100644 scripts/download_mixed_wiki.py create mode 100644 scripts/process_multimodal_html.py diff --git a/.gitignore b/.gitignore index 0e40420..f24b9ff 100644 --- a/.gitignore +++ b/.gitignore @@ -215,3 +215,6 @@ results/ # .env files .env .env.local + +# development files +**dev** diff --git a/data/multimodal_test_samples/documents.json b/data/multimodal_test_samples/documents.json new file mode 100644 index 0000000..779e27f --- /dev/null +++ b/data/multimodal_test_samples/documents.json @@ -0,0 +1,574 @@ +[ + { + "id_": "08e7cb38-322c-43b0-9f39-4d730527e92a", + "embedding": null, + "metadata": { + "header": "Leveraging knowledge graphs to power LangChain Applications", + "source": "2023-10-18_Using-a-Knowledge-Graph-to-implement-a-DevOps-RAG-application-b6ba24831b16.html" + }, + "excluded_embed_metadata_keys": [], + "excluded_llm_metadata_keys": [], + "relationships": {}, + "metadata_template": "{key}: {value}", + "metadata_separator": "\n", + "text_resource": { + "embeddings": null, + "text": "RAG applications are all the rage at the moment. Everyone is building their company documentation chatbot or similar. Mostly, they all have in common that their source of knowledge is unstructured text, which gets chunked and embedded in one way or another. However, not all information arrives as unstructured text.\nSay, for example, you wanted to create a chatbot that could answer questions about your microservice architecture, ongoing tasks, and more. Tasks are mostly defined as unstructured text, so there wouldn\u2019t be anything different from the usual RAG workflow there. However, how could you prepare information about your microservices architecture so the chatbot can retrieve up-to-date information? One option would be to create daily snapshots of the architecture and transform them into text that the LLM would understand. However, what if there is a better approach? Meet knowledge graphs, which can store both structured and unstructured information in a single database.\nNodes and relationships are used to describe data in a knowledge graph. Typically, nodes are used to represent entities or concepts like people, organizations, and locations. In the microservice graph example, nodes describe people, teams, microservices, and tasks. On the other hand, relationships are used to define connections between these entities, like dependencies between microservices or task owners.\nBoth nodes and relationships can have property values stored as key-value pairs.\nThe microservice nodes have two node properties describing their name and technology. On the other hand, task nodes are more complex. They have the the name, status, description, as well as embedding properties. By storing text embedding values as node properties, you can perform a vector similarity search of task descriptions identical to if you had the tasks stored in a vector database. Therefore, knowledge graphs allow you to store and retrieve both structured and unstructured information to power your RAG applications.\nIn this blog post, I\u2019ll walk you through a scenario of implementing a knowledge graph based RAG application with LangChain to support your DevOps team. The code is available on GitHub.\nGitHub\n", + "path": null, + "url": null, + "mimetype": null + }, + "image_resource": null, + "audio_resource": null, + "video_resource": null, + "text_template": "{metadata_str}\n\n{content}", + "class_name": "Document", + "text": "RAG applications are all the rage at the moment. Everyone is building their company documentation chatbot or similar. Mostly, they all have in common that their source of knowledge is unstructured text, which gets chunked and embedded in one way or another. However, not all information arrives as unstructured text.\nSay, for example, you wanted to create a chatbot that could answer questions about your microservice architecture, ongoing tasks, and more. Tasks are mostly defined as unstructured text, so there wouldn\u2019t be anything different from the usual RAG workflow there. However, how could you prepare information about your microservices architecture so the chatbot can retrieve up-to-date information? One option would be to create daily snapshots of the architecture and transform them into text that the LLM would understand. However, what if there is a better approach? Meet knowledge graphs, which can store both structured and unstructured information in a single database.\nNodes and relationships are used to describe data in a knowledge graph. Typically, nodes are used to represent entities or concepts like people, organizations, and locations. In the microservice graph example, nodes describe people, teams, microservices, and tasks. On the other hand, relationships are used to define connections between these entities, like dependencies between microservices or task owners.\nBoth nodes and relationships can have property values stored as key-value pairs.\nThe microservice nodes have two node properties describing their name and technology. On the other hand, task nodes are more complex. They have the the name, status, description, as well as embedding properties. By storing text embedding values as node properties, you can perform a vector similarity search of task descriptions identical to if you had the tasks stored in a vector database. Therefore, knowledge graphs allow you to store and retrieve both structured and unstructured information to power your RAG applications.\nIn this blog post, I\u2019ll walk you through a scenario of implementing a knowledge graph based RAG application with LangChain to support your DevOps team. The code is available on GitHub.\nGitHub\n" + }, + { + "id_": "71f3812f-4bba-48ce-8926-2f20dfd3863e", + "embedding": null, + "metadata": { + "header": "Neo4j Environment Setup", + "source": "2023-10-18_Using-a-Knowledge-Graph-to-implement-a-DevOps-RAG-application-b6ba24831b16.html" + }, + "excluded_embed_metadata_keys": [], + "excluded_llm_metadata_keys": [], + "relationships": {}, + "metadata_template": "{key}: {value}", + "metadata_separator": "\n", + "text_resource": { + "embeddings": null, + "text": "You need to set up a Neo4j 5.11 or greater to follow along with the examples in this blog post. The easiest way is to start a free instance on Neo4j Aura, which offers cloud instances of Neo4j database. Alternatively, you can also set up a local instance of the Neo4j database by downloading the Neo4j Desktop application and creating a local database instance.\nNeo4j Aura\nNeo4j Desktop\n```from langchain.graphs import Neo4jGraphurl = \"neo4j+s://databases.neo4j.io\"username =\"neo4j\"password = \"\"graph = Neo4jGraph( url=url, username=username, password=password)```\nfrom langchain.graphs import Neo4jGraphurl = \"neo4j+s://databases.neo4j.io\"username =\"neo4j\"password = \"\"graph = Neo4jGraph( url=url, username=username, password=password)\nfrom\nimport\n\"neo4j+s://databases.neo4j.io\"\n\"neo4j\"\n\"\"\n", + "path": null, + "url": null, + "mimetype": null + }, + "image_resource": null, + "audio_resource": null, + "video_resource": null, + "text_template": "{metadata_str}\n\n{content}", + "class_name": "Document", + "text": "You need to set up a Neo4j 5.11 or greater to follow along with the examples in this blog post. The easiest way is to start a free instance on Neo4j Aura, which offers cloud instances of Neo4j database. Alternatively, you can also set up a local instance of the Neo4j database by downloading the Neo4j Desktop application and creating a local database instance.\nNeo4j Aura\nNeo4j Desktop\n```from langchain.graphs import Neo4jGraphurl = \"neo4j+s://databases.neo4j.io\"username =\"neo4j\"password = \"\"graph = Neo4jGraph( url=url, username=username, password=password)```\nfrom langchain.graphs import Neo4jGraphurl = \"neo4j+s://databases.neo4j.io\"username =\"neo4j\"password = \"\"graph = Neo4jGraph( url=url, username=username, password=password)\nfrom\nimport\n\"neo4j+s://databases.neo4j.io\"\n\"neo4j\"\n\"\"\n" + }, + { + "id_": "7de6d0e0-25cf-4415-b8c0-65b98880ec5c", + "embedding": null, + "metadata": { + "header": "Dataset", + "source": "2023-10-18_Using-a-Knowledge-Graph-to-implement-a-DevOps-RAG-application-b6ba24831b16.html" + }, + "excluded_embed_metadata_keys": [], + "excluded_llm_metadata_keys": [], + "relationships": {}, + "metadata_template": "{key}: {value}", + "metadata_separator": "\n", + "text_resource": { + "embeddings": null, + "text": "Knowledge graphs are excellent at connecting information from multiple data sources. You could fetch information from cloud services, task management tools, and more when developing a DevOps RAG application.\nSince this kind of microservice and task information is not public, I had to create a synthetic dataset. I employed ChatGPT to help me. It\u2019s a small dataset with only 100 nodes, but enough for this tutorial. The following code will import the sample graph into Neo4j.\n```import requestsurl = \"https://gist.githubusercontent.com/tomasonjo/08dc8ba0e19d592c4c3cde40dd6abcc3/raw/da8882249af3e819a80debf3160ebbb3513ee962/microservices.json\"import_query = requests.get(url).json()['query']graph.query( import_query)```\nimport requestsurl = \"https://gist.githubusercontent.com/tomasonjo/08dc8ba0e19d592c4c3cde40dd6abcc3/raw/da8882249af3e819a80debf3160ebbb3513ee962/microservices.json\"import_query = requests.get(url).json()['query']graph.query( import_query)\nimport\nrequests\nurl\n=\n\"https://gist.githubusercontent.com/tomasonjo/08dc8ba0e19d592c4c3cde40dd6abcc3/raw/da8882249af3e819a80debf3160ebbb3513ee962/microservices.json\"\n'query'\nIf you inspect the graph in Neo4j Browser, you should get a similar visualization.\nBlue nodes describe microservices. These microservices may have dependencies on one another, implying that the functioning or the outcome of one might be reliant on another\u2019s operation. On the other hand, the brown nodes represent tasks that are directly linked to these microservices. Besides showing how things are set up and their linked tasks, our graph also shows which teams are in charge of what.\n", + "path": null, + "url": null, + "mimetype": null + }, + "image_resource": null, + "audio_resource": null, + "video_resource": null, + "text_template": "{metadata_str}\n\n{content}", + "class_name": "Document", + "text": "Knowledge graphs are excellent at connecting information from multiple data sources. You could fetch information from cloud services, task management tools, and more when developing a DevOps RAG application.\nSince this kind of microservice and task information is not public, I had to create a synthetic dataset. I employed ChatGPT to help me. It\u2019s a small dataset with only 100 nodes, but enough for this tutorial. The following code will import the sample graph into Neo4j.\n```import requestsurl = \"https://gist.githubusercontent.com/tomasonjo/08dc8ba0e19d592c4c3cde40dd6abcc3/raw/da8882249af3e819a80debf3160ebbb3513ee962/microservices.json\"import_query = requests.get(url).json()['query']graph.query( import_query)```\nimport requestsurl = \"https://gist.githubusercontent.com/tomasonjo/08dc8ba0e19d592c4c3cde40dd6abcc3/raw/da8882249af3e819a80debf3160ebbb3513ee962/microservices.json\"import_query = requests.get(url).json()['query']graph.query( import_query)\nimport\nrequests\nurl\n=\n\"https://gist.githubusercontent.com/tomasonjo/08dc8ba0e19d592c4c3cde40dd6abcc3/raw/da8882249af3e819a80debf3160ebbb3513ee962/microservices.json\"\n'query'\nIf you inspect the graph in Neo4j Browser, you should get a similar visualization.\nBlue nodes describe microservices. These microservices may have dependencies on one another, implying that the functioning or the outcome of one might be reliant on another\u2019s operation. On the other hand, the brown nodes represent tasks that are directly linked to these microservices. Besides showing how things are set up and their linked tasks, our graph also shows which teams are in charge of what.\n" + }, + { + "id_": "7a9ac15c-5353-4512-9924-a4b8d257cd62", + "embedding": null, + "metadata": { + "header": "Neo4j Vector\u00a0index", + "source": "2023-10-18_Using-a-Knowledge-Graph-to-implement-a-DevOps-RAG-application-b6ba24831b16.html" + }, + "excluded_embed_metadata_keys": [], + "excluded_llm_metadata_keys": [], + "relationships": {}, + "metadata_template": "{key}: {value}", + "metadata_separator": "\n", + "text_resource": { + "embeddings": null, + "text": "We will begin by implementing a vector index search for finding relevant tasks by their name and description. If you are unfamiliar with vector similarity search, let me give you a quick refresher. The key idea is to calculate the text embedding values for each task based on their description and name. Then, at query time, find the most similar tasks to the user input using a similarity metric like a cosine distance.\nThe retrieved information from the vector index can then be used as context to the LLM so it can generate accurate and up-to-date answers.\nThe tasks are already in our knowledge graph. However, we need to calculate the embedding values and create the vector index. This can be achieved with the from_existing_graph method.\n```import osfrom langchain.vectorstores.neo4j_vector import Neo4jVectorfrom langchain.embeddings.openai import OpenAIEmbeddingsos.environ['OPENAI_API_KEY'] = \"OPENAI_API_KEY\"vector_index = Neo4jVector.from_existing_graph( OpenAIEmbeddings(), url=url, username=username, password=password, index_name='tasks', node_label=\"Task\", text_node_properties=['name', 'description', 'status'], embedding_node_property='embedding',)```\nimport osfrom langchain.vectorstores.neo4j_vector import Neo4jVectorfrom langchain.embeddings.openai import OpenAIEmbeddingsos.environ['OPENAI_API_KEY'] = \"OPENAI_API_KEY\"vector_index = Neo4jVector.from_existing_graph( OpenAIEmbeddings(), url=url, username=username, password=password, index_name='tasks', node_label=\"Task\", text_node_properties=['name', 'description', 'status'], embedding_node_property='embedding',)\nimport\nfrom\nimport\nfrom\nimport\n'OPENAI_API_KEY'\n\"OPENAI_API_KEY\"\n'tasks'\n\"Task\"\n'name'\n'description'\n'status'\n'embedding'\nIn this example, we used the following graph-specific parameters for the from_existing_graph method.\nNow that the vector index has been initiated, we can use it as any other vector index in LangChain.\n```response = vector_index.similarity_search( \"How will RecommendationService be updated?\")print(response[0].page_content)# name: BugFix# description: Add a new feature to RecommendationService to provide ...# status: In Progress```\nresponse = vector_index.similarity_search( \"How will RecommendationService be updated?\")print(response[0].page_content)# name: BugFix# description: Add a new feature to RecommendationService to provide ...# status: In Progress\n\"How will RecommendationService be updated?\"\nprint\n0\n# name: BugFix\n# description: Add a new feature to RecommendationService to provide ...\n# status: In Progress\nYou can observe that we construct a response of a map or dictionary-like string with defined properties in the text_node_properties parameter.\nNow we can easily create a chatbot response by wrapping the vector index into a RetrievalQA module.\n```from langchain.chains import RetrievalQAfrom langchain.chat_models import ChatOpenAIvector_qa = RetrievalQA.from_chain_type( llm=ChatOpenAI(), chain_type=\"stuff\", retriever=vector_index.as_retriever())vector_qa.run( \"How will recommendation service be updated?\")# The RecommendationService is currently being updated to include a new feature # that will provide more personalized and accurate product recommendations to # users. This update involves leveraging user behavior and preference data to # enhance the recommendation algorithm. The status of this update is currently# in progress.```\nfrom langchain.chains import RetrievalQAfrom langchain.chat_models import ChatOpenAIvector_qa = RetrievalQA.from_chain_type( llm=ChatOpenAI(), chain_type=\"stuff\", retriever=vector_index.as_retriever())vector_qa.run( \"How will recommendation service be updated?\")# The RecommendationService is currently being updated to include a new feature # that will provide more personalized and accurate product recommendations to # users. This update involves leveraging user behavior and preference data to # enhance the recommendation algorithm. The status of this update is currently# in progress.\nfrom\nimport\nfrom\nimport\n\"stuff\"\n\"How will recommendation service be updated?\"\n# The RecommendationService is currently being updated to include a new feature\n# that will provide more personalized and accurate product recommendations to\n# users. This update involves leveraging user behavior and preference data to\n# enhance the recommendation algorithm. The status of this update is currently\n# in progress.\nOne limitation of vector indexes, in general, is that they don\u2019t provide the ability to aggregate information like you would with a structured query language like Cypher. Take, for example, the following example:\n```vector_qa.run( \"How many open tickets there are?\")# There are 4 open tickets.```\nvector_qa.run( \"How many open tickets there are?\")# There are 4 open tickets.\n\"How many open tickets there are?\"\n# There are 4 open tickets.\nThe response seems valid, and the LLM uses assertive language, making you believe the result is correct. However, the problem is that the response directly correlates to the number of retrieved documents from the vector index, which is four by default. What actually happens is that the vector index retrieves four open tickets, and the LLM unquestioningly believes that those are all the open tickets. However, the truth is different, and we can validate it using a Cypher statement.\n```graph.query( \"MATCH (t:Task {status:'Open'}) RETURN count(*)\")# [{'count(*)': 5}]```\ngraph.query( \"MATCH (t:Task {status:'Open'}) RETURN count(*)\")# [{'count(*)': 5}]\n\"MATCH (t:Task {status:'Open'}) RETURN count(*)\"\n# [{'count(*)': 5}]\nThere are five open tasks in our toy graph. While vector similarity search is excellent for sifting through relevant information in unstructured text, it lacks the capability to analyze and aggregate structured information. Using Neo4j, this problem can be easily solved by employing Cypher, which is a structured query language for graph databases.\n", + "path": null, + "url": null, + "mimetype": null + }, + "image_resource": null, + "audio_resource": null, + "video_resource": null, + "text_template": "{metadata_str}\n\n{content}", + "class_name": "Document", + "text": "We will begin by implementing a vector index search for finding relevant tasks by their name and description. If you are unfamiliar with vector similarity search, let me give you a quick refresher. The key idea is to calculate the text embedding values for each task based on their description and name. Then, at query time, find the most similar tasks to the user input using a similarity metric like a cosine distance.\nThe retrieved information from the vector index can then be used as context to the LLM so it can generate accurate and up-to-date answers.\nThe tasks are already in our knowledge graph. However, we need to calculate the embedding values and create the vector index. This can be achieved with the from_existing_graph method.\n```import osfrom langchain.vectorstores.neo4j_vector import Neo4jVectorfrom langchain.embeddings.openai import OpenAIEmbeddingsos.environ['OPENAI_API_KEY'] = \"OPENAI_API_KEY\"vector_index = Neo4jVector.from_existing_graph( OpenAIEmbeddings(), url=url, username=username, password=password, index_name='tasks', node_label=\"Task\", text_node_properties=['name', 'description', 'status'], embedding_node_property='embedding',)```\nimport osfrom langchain.vectorstores.neo4j_vector import Neo4jVectorfrom langchain.embeddings.openai import OpenAIEmbeddingsos.environ['OPENAI_API_KEY'] = \"OPENAI_API_KEY\"vector_index = Neo4jVector.from_existing_graph( OpenAIEmbeddings(), url=url, username=username, password=password, index_name='tasks', node_label=\"Task\", text_node_properties=['name', 'description', 'status'], embedding_node_property='embedding',)\nimport\nfrom\nimport\nfrom\nimport\n'OPENAI_API_KEY'\n\"OPENAI_API_KEY\"\n'tasks'\n\"Task\"\n'name'\n'description'\n'status'\n'embedding'\nIn this example, we used the following graph-specific parameters for the from_existing_graph method.\nNow that the vector index has been initiated, we can use it as any other vector index in LangChain.\n```response = vector_index.similarity_search( \"How will RecommendationService be updated?\")print(response[0].page_content)# name: BugFix# description: Add a new feature to RecommendationService to provide ...# status: In Progress```\nresponse = vector_index.similarity_search( \"How will RecommendationService be updated?\")print(response[0].page_content)# name: BugFix# description: Add a new feature to RecommendationService to provide ...# status: In Progress\n\"How will RecommendationService be updated?\"\nprint\n0\n# name: BugFix\n# description: Add a new feature to RecommendationService to provide ...\n# status: In Progress\nYou can observe that we construct a response of a map or dictionary-like string with defined properties in the text_node_properties parameter.\nNow we can easily create a chatbot response by wrapping the vector index into a RetrievalQA module.\n```from langchain.chains import RetrievalQAfrom langchain.chat_models import ChatOpenAIvector_qa = RetrievalQA.from_chain_type( llm=ChatOpenAI(), chain_type=\"stuff\", retriever=vector_index.as_retriever())vector_qa.run( \"How will recommendation service be updated?\")# The RecommendationService is currently being updated to include a new feature # that will provide more personalized and accurate product recommendations to # users. This update involves leveraging user behavior and preference data to # enhance the recommendation algorithm. The status of this update is currently# in progress.```\nfrom langchain.chains import RetrievalQAfrom langchain.chat_models import ChatOpenAIvector_qa = RetrievalQA.from_chain_type( llm=ChatOpenAI(), chain_type=\"stuff\", retriever=vector_index.as_retriever())vector_qa.run( \"How will recommendation service be updated?\")# The RecommendationService is currently being updated to include a new feature # that will provide more personalized and accurate product recommendations to # users. This update involves leveraging user behavior and preference data to # enhance the recommendation algorithm. The status of this update is currently# in progress.\nfrom\nimport\nfrom\nimport\n\"stuff\"\n\"How will recommendation service be updated?\"\n# The RecommendationService is currently being updated to include a new feature\n# that will provide more personalized and accurate product recommendations to\n# users. This update involves leveraging user behavior and preference data to\n# enhance the recommendation algorithm. The status of this update is currently\n# in progress.\nOne limitation of vector indexes, in general, is that they don\u2019t provide the ability to aggregate information like you would with a structured query language like Cypher. Take, for example, the following example:\n```vector_qa.run( \"How many open tickets there are?\")# There are 4 open tickets.```\nvector_qa.run( \"How many open tickets there are?\")# There are 4 open tickets.\n\"How many open tickets there are?\"\n# There are 4 open tickets.\nThe response seems valid, and the LLM uses assertive language, making you believe the result is correct. However, the problem is that the response directly correlates to the number of retrieved documents from the vector index, which is four by default. What actually happens is that the vector index retrieves four open tickets, and the LLM unquestioningly believes that those are all the open tickets. However, the truth is different, and we can validate it using a Cypher statement.\n```graph.query( \"MATCH (t:Task {status:'Open'}) RETURN count(*)\")# [{'count(*)': 5}]```\ngraph.query( \"MATCH (t:Task {status:'Open'}) RETURN count(*)\")# [{'count(*)': 5}]\n\"MATCH (t:Task {status:'Open'}) RETURN count(*)\"\n# [{'count(*)': 5}]\nThere are five open tasks in our toy graph. While vector similarity search is excellent for sifting through relevant information in unstructured text, it lacks the capability to analyze and aggregate structured information. Using Neo4j, this problem can be easily solved by employing Cypher, which is a structured query language for graph databases.\n" + }, + { + "id_": "5e8ec5c8-68c1-48d7-ad71-ab11342556f1", + "embedding": null, + "metadata": { + "header": "Graph Cypher\u00a0search", + "source": "2023-10-18_Using-a-Knowledge-Graph-to-implement-a-DevOps-RAG-application-b6ba24831b16.html" + }, + "excluded_embed_metadata_keys": [], + "excluded_llm_metadata_keys": [], + "relationships": {}, + "metadata_template": "{key}: {value}", + "metadata_separator": "\n", + "text_resource": { + "embeddings": null, + "text": "Cypher is a structured query language designed to interact with graph databases and provides a visual way of matching patterns and relationships. It relies on the following ascii-art type of syntax:\n```(:Person {name:\"Tomaz\"})-[:LIVES_IN]->(:Country {name:\"Slovenia\"})```\n(:Person {name:\"Tomaz\"})-[:LIVES_IN]->(:Country {name:\"Slovenia\"})\n\"Tomaz\"\n[:LIVES_IN]\n\"Slovenia\"\nThis patterns describes a node with a label Person and the name property Tomaz that has a LIVES_IN relationship to the Country node of Slovenia.\nThe neat thing about LangChain is that it provides a GraphCypherQAChain, which generates the Cypher queries for you, so you don\u2019t have to learn Cypher syntax in order to retrieve information from a graph database like Neo4j.\nGraphCypherQAChain\nThe following code will refresh the graph schema and instantiate the Cypher chain.\n```from langchain.chains import GraphCypherQAChaingraph.refresh_schema()cypher_chain = GraphCypherQAChain.from_llm( cypher_llm = ChatOpenAI(temperature=0, model_name='gpt-4'), qa_llm = ChatOpenAI(temperature=0), graph=graph, verbose=True,)```\nfrom langchain.chains import GraphCypherQAChaingraph.refresh_schema()cypher_chain = GraphCypherQAChain.from_llm( cypher_llm = ChatOpenAI(temperature=0, model_name='gpt-4'), qa_llm = ChatOpenAI(temperature=0), graph=graph, verbose=True,)\nfrom\nimport\n0\n'gpt-4'\n0\nTrue\nGenerating valid Cypher statements is a complex task. Therefore, it is recommended to use state-of-the-art LLMs like gpt-4 to generate Cypher statements, while generating answers using the database context can be left to gpt-3.5-turbo.\nNow, you can ask the same question about how many tickets are open.\n```cypher_chain.run( \"How many open tickets there are?\")```\ncypher_chain.run( \"How many open tickets there are?\")\n\"How many open tickets there are?\"\nResult is the following\nYou can also ask the chain to aggregate the data using various grouping keys, like the following example.\n```cypher_chain.run( \"Which team has the most open tasks?\")```\ncypher_chain.run( \"Which team has the most open tasks?\")\n\"Which team has the most open tasks?\"\nResult is the following\nYou might say these aggregations are not graph-based operations, and you will be correct. We can, of course, perform more graph-based operations like traversing the dependency graph of microservices.\n```cypher_chain.run( \"Which services depend on Database directly?\")```\ncypher_chain.run( \"Which services depend on Database directly?\")\n\"Which services depend on Database directly?\"\nResult is the following\nOf course, you can also ask the chain to produce variable-length path traversals by asking questions like:\nvariable-length path traversals\n```cypher_chain.run( \"Which services depend on Database indirectly?\")```\ncypher_chain.run( \"Which services depend on Database indirectly?\")\n\"Which services depend on Database indirectly?\"\nResult is the following\nSome of the mentioned services are the same as in the directly dependent question. The reason is the structure of the dependency graph and not the invalid Cypher statement.\n", + "path": null, + "url": null, + "mimetype": null + }, + "image_resource": null, + "audio_resource": null, + "video_resource": null, + "text_template": "{metadata_str}\n\n{content}", + "class_name": "Document", + "text": "Cypher is a structured query language designed to interact with graph databases and provides a visual way of matching patterns and relationships. It relies on the following ascii-art type of syntax:\n```(:Person {name:\"Tomaz\"})-[:LIVES_IN]->(:Country {name:\"Slovenia\"})```\n(:Person {name:\"Tomaz\"})-[:LIVES_IN]->(:Country {name:\"Slovenia\"})\n\"Tomaz\"\n[:LIVES_IN]\n\"Slovenia\"\nThis patterns describes a node with a label Person and the name property Tomaz that has a LIVES_IN relationship to the Country node of Slovenia.\nThe neat thing about LangChain is that it provides a GraphCypherQAChain, which generates the Cypher queries for you, so you don\u2019t have to learn Cypher syntax in order to retrieve information from a graph database like Neo4j.\nGraphCypherQAChain\nThe following code will refresh the graph schema and instantiate the Cypher chain.\n```from langchain.chains import GraphCypherQAChaingraph.refresh_schema()cypher_chain = GraphCypherQAChain.from_llm( cypher_llm = ChatOpenAI(temperature=0, model_name='gpt-4'), qa_llm = ChatOpenAI(temperature=0), graph=graph, verbose=True,)```\nfrom langchain.chains import GraphCypherQAChaingraph.refresh_schema()cypher_chain = GraphCypherQAChain.from_llm( cypher_llm = ChatOpenAI(temperature=0, model_name='gpt-4'), qa_llm = ChatOpenAI(temperature=0), graph=graph, verbose=True,)\nfrom\nimport\n0\n'gpt-4'\n0\nTrue\nGenerating valid Cypher statements is a complex task. Therefore, it is recommended to use state-of-the-art LLMs like gpt-4 to generate Cypher statements, while generating answers using the database context can be left to gpt-3.5-turbo.\nNow, you can ask the same question about how many tickets are open.\n```cypher_chain.run( \"How many open tickets there are?\")```\ncypher_chain.run( \"How many open tickets there are?\")\n\"How many open tickets there are?\"\nResult is the following\nYou can also ask the chain to aggregate the data using various grouping keys, like the following example.\n```cypher_chain.run( \"Which team has the most open tasks?\")```\ncypher_chain.run( \"Which team has the most open tasks?\")\n\"Which team has the most open tasks?\"\nResult is the following\nYou might say these aggregations are not graph-based operations, and you will be correct. We can, of course, perform more graph-based operations like traversing the dependency graph of microservices.\n```cypher_chain.run( \"Which services depend on Database directly?\")```\ncypher_chain.run( \"Which services depend on Database directly?\")\n\"Which services depend on Database directly?\"\nResult is the following\nOf course, you can also ask the chain to produce variable-length path traversals by asking questions like:\nvariable-length path traversals\n```cypher_chain.run( \"Which services depend on Database indirectly?\")```\ncypher_chain.run( \"Which services depend on Database indirectly?\")\n\"Which services depend on Database indirectly?\"\nResult is the following\nSome of the mentioned services are the same as in the directly dependent question. The reason is the structure of the dependency graph and not the invalid Cypher statement.\n" + }, + { + "id_": "1e6dc67b-3f35-4d0a-8311-c8d334cb932b", + "embedding": null, + "metadata": { + "header": "Knowledge graph\u00a0agent", + "source": "2023-10-18_Using-a-Knowledge-Graph-to-implement-a-DevOps-RAG-application-b6ba24831b16.html" + }, + "excluded_embed_metadata_keys": [], + "excluded_llm_metadata_keys": [], + "relationships": {}, + "metadata_template": "{key}: {value}", + "metadata_separator": "\n", + "text_resource": { + "embeddings": null, + "text": "Since we have implemented separate tools for the structured and unstructured parts of the knowledge graph, we can add an agent that can use these two tools to explore the knowledge graph.\n```from langchain.agents import initialize_agent, Toolfrom langchain.agents import AgentTypetools = [ Tool( name=\"Tasks\", func=vector_qa.run, description=\"\"\"Useful when you need to answer questions about descriptions of tasks. Not useful for counting the number of tasks. Use full question as input. \"\"\", ), Tool( name=\"Graph\", func=cypher_chain.run, description=\"\"\"Useful when you need to answer questions about microservices, their dependencies or assigned people. Also useful for any sort of aggregation like counting the number of tasks, etc. Use full question as input. \"\"\", ),]mrkl = initialize_agent( tools, ChatOpenAI(temperature=0, model_name='gpt-4'), agent=AgentType.OPENAI_FUNCTIONS, verbose=True)```\nfrom langchain.agents import initialize_agent, Toolfrom langchain.agents import AgentTypetools = [ Tool( name=\"Tasks\", func=vector_qa.run, description=\"\"\"Useful when you need to answer questions about descriptions of tasks. Not useful for counting the number of tasks. Use full question as input. \"\"\", ), Tool( name=\"Graph\", func=cypher_chain.run, description=\"\"\"Useful when you need to answer questions about microservices, their dependencies or assigned people. Also useful for any sort of aggregation like counting the number of tasks, etc. Use full question as input. \"\"\", ),]mrkl = initialize_agent( tools, ChatOpenAI(temperature=0, model_name='gpt-4'), agent=AgentType.OPENAI_FUNCTIONS, verbose=True)\nfrom\nimport\nfrom\nimport\n\"Tasks\"\n\"\"\"Useful when you need to answer questions about descriptions of tasks. Not useful for counting the number of tasks. Use full question as input. \"\"\"\n\"Graph\"\n\"\"\"Useful when you need to answer questions about microservices, their dependencies or assigned people. Also useful for any sort of aggregation like counting the number of tasks, etc. Use full question as input. \"\"\"\n0\n'gpt-4'\nTrue\nLet\u2019s try out how well does the agent works.\n```response = mrkl.run(\"Which team is assigned to maintain PaymentService?\")print(response)```\nresponse = mrkl.run(\"Which team is assigned to maintain PaymentService?\")print(response)\n\"Which team is assigned to maintain PaymentService?\"\nprint\nResult is the following\nLet\u2019s now try to invoke the Tasks tool.\n```response = mrkl.run(\"Which tasks have optimization in their description?\")print(response)```\nresponse = mrkl.run(\"Which tasks have optimization in their description?\")print(response)\n\"Which tasks have optimization in their description?\"\nprint\nResult is the following\nOne thing is certain. I have to work on my agent prompt engineering skills. There is definitely room for improvement in tools description. Additionally, you can also customize the agent prompt.\n", + "path": null, + "url": null, + "mimetype": null + }, + "image_resource": null, + "audio_resource": null, + "video_resource": null, + "text_template": "{metadata_str}\n\n{content}", + "class_name": "Document", + "text": "Since we have implemented separate tools for the structured and unstructured parts of the knowledge graph, we can add an agent that can use these two tools to explore the knowledge graph.\n```from langchain.agents import initialize_agent, Toolfrom langchain.agents import AgentTypetools = [ Tool( name=\"Tasks\", func=vector_qa.run, description=\"\"\"Useful when you need to answer questions about descriptions of tasks. Not useful for counting the number of tasks. Use full question as input. \"\"\", ), Tool( name=\"Graph\", func=cypher_chain.run, description=\"\"\"Useful when you need to answer questions about microservices, their dependencies or assigned people. Also useful for any sort of aggregation like counting the number of tasks, etc. Use full question as input. \"\"\", ),]mrkl = initialize_agent( tools, ChatOpenAI(temperature=0, model_name='gpt-4'), agent=AgentType.OPENAI_FUNCTIONS, verbose=True)```\nfrom langchain.agents import initialize_agent, Toolfrom langchain.agents import AgentTypetools = [ Tool( name=\"Tasks\", func=vector_qa.run, description=\"\"\"Useful when you need to answer questions about descriptions of tasks. Not useful for counting the number of tasks. Use full question as input. \"\"\", ), Tool( name=\"Graph\", func=cypher_chain.run, description=\"\"\"Useful when you need to answer questions about microservices, their dependencies or assigned people. Also useful for any sort of aggregation like counting the number of tasks, etc. Use full question as input. \"\"\", ),]mrkl = initialize_agent( tools, ChatOpenAI(temperature=0, model_name='gpt-4'), agent=AgentType.OPENAI_FUNCTIONS, verbose=True)\nfrom\nimport\nfrom\nimport\n\"Tasks\"\n\"\"\"Useful when you need to answer questions about descriptions of tasks. Not useful for counting the number of tasks. Use full question as input. \"\"\"\n\"Graph\"\n\"\"\"Useful when you need to answer questions about microservices, their dependencies or assigned people. Also useful for any sort of aggregation like counting the number of tasks, etc. Use full question as input. \"\"\"\n0\n'gpt-4'\nTrue\nLet\u2019s try out how well does the agent works.\n```response = mrkl.run(\"Which team is assigned to maintain PaymentService?\")print(response)```\nresponse = mrkl.run(\"Which team is assigned to maintain PaymentService?\")print(response)\n\"Which team is assigned to maintain PaymentService?\"\nprint\nResult is the following\nLet\u2019s now try to invoke the Tasks tool.\n```response = mrkl.run(\"Which tasks have optimization in their description?\")print(response)```\nresponse = mrkl.run(\"Which tasks have optimization in their description?\")print(response)\n\"Which tasks have optimization in their description?\"\nprint\nResult is the following\nOne thing is certain. I have to work on my agent prompt engineering skills. There is definitely room for improvement in tools description. Additionally, you can also customize the agent prompt.\n" + }, + { + "id_": "321e9abb-6b20-4fb6-8459-9e39fc203edd", + "embedding": null, + "metadata": { + "header": "Conclusion", + "source": "2023-10-18_Using-a-Knowledge-Graph-to-implement-a-DevOps-RAG-application-b6ba24831b16.html" + }, + "excluded_embed_metadata_keys": [], + "excluded_llm_metadata_keys": [], + "relationships": {}, + "metadata_template": "{key}: {value}", + "metadata_separator": "\n", + "text_resource": { + "embeddings": null, + "text": "Knowledge graphs are an excellent fit when you require structured and unstructured data to power your RAG applications. With the approach shown in this blog post, you can avoid polyglot architectures, where you must maintain and sync multiple types of databases. Learn more about graph-based search in LangChain here.\nhere\nThe code is available on GitHub.\nGitHub\n", + "path": null, + "url": null, + "mimetype": null + }, + "image_resource": null, + "audio_resource": null, + "video_resource": null, + "text_template": "{metadata_str}\n\n{content}", + "class_name": "Document", + "text": "Knowledge graphs are an excellent fit when you require structured and unstructured data to power your RAG applications. With the approach shown in this blog post, you can avoid polyglot architectures, where you must maintain and sync multiple types of databases. Learn more about graph-based search in LangChain here.\nhere\nThe code is available on GitHub.\nGitHub\n" + }, + { + "id_": "2d42d6c0-8e93-4af4-83b3-981220bdec62", + "embedding": null, + "metadata": { + "header": "Seamlessy implement information extraction pipeline with LangChain and\u00a0Neo4j", + "source": "2023-10-20_Constructing-knowledge-graphs-from-text-using-OpenAI-functions-096a6d010c17.html" + }, + "excluded_embed_metadata_keys": [], + "excluded_llm_metadata_keys": [], + "relationships": {}, + "metadata_template": "{key}: {value}", + "metadata_separator": "\n", + "text_resource": { + "embeddings": null, + "text": "Extracting structured information from unstructured data like text has been around for some time and is nothing new. However, LLMs brought a significant shift to the field of information extraction. If before you needed a team of machine learning experts to curate datasets and train custom models, you only need access to an LLM nowadays. The barrier to entry has dropped significantly, making what was just a couple of years ago reserved for domain experts more accessible to even non-technical people.\nThe image depicts the transformation of unstructured text into structured information. This process, labeled as the information extraction pipeline, results in a graph representation of information. The nodes represent key entities, while the connecting lines denote the relationships between these entities. Knowledge graphs are useful for multi-hop question-answering, real-time analytics, or when you want to combine structured and unstructured data in a single database.\nmulti-hop question-answering\nreal-time analytics\ncombine structured and unstructured data in a single database\nWhile extracting structured information from text has been made more accessible due to LLMs, it is by no means a solved problem. In this blog post, we will use OpenAI functions in combination with LangChain to construct a knowledge graph from a sample Wikipedia page. Along the way, we will discuss best practices as well as some limitations of current LLMs.\nOpenAI functions in combination with LangChain\ntldr; The code is available on GitHub.\nGitHub\n", + "path": null, + "url": null, + "mimetype": null + }, + "image_resource": null, + "audio_resource": null, + "video_resource": null, + "text_template": "{metadata_str}\n\n{content}", + "class_name": "Document", + "text": "Extracting structured information from unstructured data like text has been around for some time and is nothing new. However, LLMs brought a significant shift to the field of information extraction. If before you needed a team of machine learning experts to curate datasets and train custom models, you only need access to an LLM nowadays. The barrier to entry has dropped significantly, making what was just a couple of years ago reserved for domain experts more accessible to even non-technical people.\nThe image depicts the transformation of unstructured text into structured information. This process, labeled as the information extraction pipeline, results in a graph representation of information. The nodes represent key entities, while the connecting lines denote the relationships between these entities. Knowledge graphs are useful for multi-hop question-answering, real-time analytics, or when you want to combine structured and unstructured data in a single database.\nmulti-hop question-answering\nreal-time analytics\ncombine structured and unstructured data in a single database\nWhile extracting structured information from text has been made more accessible due to LLMs, it is by no means a solved problem. In this blog post, we will use OpenAI functions in combination with LangChain to construct a knowledge graph from a sample Wikipedia page. Along the way, we will discuss best practices as well as some limitations of current LLMs.\nOpenAI functions in combination with LangChain\ntldr; The code is available on GitHub.\nGitHub\n" + }, + { + "id_": "f8fa27af-cf6e-45b9-bba3-9ee40fc6327b", + "embedding": null, + "metadata": { + "header": "Neo4j Environment setup", + "source": "2023-10-20_Constructing-knowledge-graphs-from-text-using-OpenAI-functions-096a6d010c17.html" + }, + "excluded_embed_metadata_keys": [], + "excluded_llm_metadata_keys": [], + "relationships": {}, + "metadata_template": "{key}: {value}", + "metadata_separator": "\n", + "text_resource": { + "embeddings": null, + "text": "You need to setup a Neo4j to follow along with the examples in this blog post. The easiest way is to start a free instance on Neo4j Aura, which offers cloud instances of Neo4j database. Alternatively, you can also setup a local instance of the Neo4j database by downloading the Neo4j Desktop application and creating a local database instance.\nNeo4j Aura\nNeo4j Desktop\nThe following code will instantiate a LangChain wrapper to connect to Neo4j Database.\n```from langchain.graphs import Neo4jGraphurl = \"neo4j+s://databases.neo4j.io\"username =\"neo4j\"password = \"\"graph = Neo4jGraph( url=url, username=username, password=password)```\nfrom langchain.graphs import Neo4jGraphurl = \"neo4j+s://databases.neo4j.io\"username =\"neo4j\"password = \"\"graph = Neo4jGraph( url=url, username=username, password=password)\nfrom\nimport\n\"neo4j+s://databases.neo4j.io\"\n\"neo4j\"\n\"\"\n", + "path": null, + "url": null, + "mimetype": null + }, + "image_resource": null, + "audio_resource": null, + "video_resource": null, + "text_template": "{metadata_str}\n\n{content}", + "class_name": "Document", + "text": "You need to setup a Neo4j to follow along with the examples in this blog post. The easiest way is to start a free instance on Neo4j Aura, which offers cloud instances of Neo4j database. Alternatively, you can also setup a local instance of the Neo4j database by downloading the Neo4j Desktop application and creating a local database instance.\nNeo4j Aura\nNeo4j Desktop\nThe following code will instantiate a LangChain wrapper to connect to Neo4j Database.\n```from langchain.graphs import Neo4jGraphurl = \"neo4j+s://databases.neo4j.io\"username =\"neo4j\"password = \"\"graph = Neo4jGraph( url=url, username=username, password=password)```\nfrom langchain.graphs import Neo4jGraphurl = \"neo4j+s://databases.neo4j.io\"username =\"neo4j\"password = \"\"graph = Neo4jGraph( url=url, username=username, password=password)\nfrom\nimport\n\"neo4j+s://databases.neo4j.io\"\n\"neo4j\"\n\"\"\n" + }, + { + "id_": "4b37e805-5fe0-4ba7-bfca-a8d908c2e913", + "embedding": null, + "metadata": { + "header": "Information extraction pipeline", + "source": "2023-10-20_Constructing-knowledge-graphs-from-text-using-OpenAI-functions-096a6d010c17.html" + }, + "excluded_embed_metadata_keys": [], + "excluded_llm_metadata_keys": [], + "relationships": {}, + "metadata_template": "{key}: {value}", + "metadata_separator": "\n", + "text_resource": { + "embeddings": null, + "text": "A typical information extraction pipeline contains the following steps.\nIn the first step, we run the input text through a coreference resolution model. The coreference resolution is the task of finding all expressions that refer to a specific entity. Simply put, it links all the pronouns to the referred entity. In the named entity recognition part of the pipeline, we try to extract all the mentioned entities. The above example contains three entities: Tomaz, Blog, and Diagram. The next step is the entity disambiguation step, an essential but often overlooked part of an information extraction pipeline. Entity disambiguation is the process of accurately identifying and distinguishing between entities with similar names or references to ensure the correct entity is recognized in a given context. In the last step, the model tried to identify various relationships between entities. For example, it could locate the LIKES relationship between Tomaz and Blog entities.\n", + "path": null, + "url": null, + "mimetype": null + }, + "image_resource": null, + "audio_resource": null, + "video_resource": null, + "text_template": "{metadata_str}\n\n{content}", + "class_name": "Document", + "text": "A typical information extraction pipeline contains the following steps.\nIn the first step, we run the input text through a coreference resolution model. The coreference resolution is the task of finding all expressions that refer to a specific entity. Simply put, it links all the pronouns to the referred entity. In the named entity recognition part of the pipeline, we try to extract all the mentioned entities. The above example contains three entities: Tomaz, Blog, and Diagram. The next step is the entity disambiguation step, an essential but often overlooked part of an information extraction pipeline. Entity disambiguation is the process of accurately identifying and distinguishing between entities with similar names or references to ensure the correct entity is recognized in a given context. In the last step, the model tried to identify various relationships between entities. For example, it could locate the LIKES relationship between Tomaz and Blog entities.\n" + }, + { + "id_": "c7f9c806-32d6-4796-b5ad-6a02542ca4b0", + "embedding": null, + "metadata": { + "header": "Extracting structured information with OpenAI functions", + "source": "2023-10-20_Constructing-knowledge-graphs-from-text-using-OpenAI-functions-096a6d010c17.html" + }, + "excluded_embed_metadata_keys": [], + "excluded_llm_metadata_keys": [], + "relationships": {}, + "metadata_template": "{key}: {value}", + "metadata_separator": "\n", + "text_resource": { + "embeddings": null, + "text": "OpenAI functions are a great fit to extract structured information from natural language. The idea behind OpenAI functions is to have an LLM output a predefined JSON object with populated values. The predefined JSON object can be used as input to other functions in so-called RAG applications, or it can be used to extract predefined structured information from text.\nOpenAI functions\nIn LangChain, you can pass a Pydantic class as description of the desired JSON object of the OpenAI functions feature. Therefore, we will start by defining the desired structure of information we want to extract from text. LangChain already has definitions of nodes and relationship as Pydantic classes that we can reuse.\npass a Pydantic class as description\ndefinitions of nodes and relationship as Pydantic classes that we can reuse\n```class Node(Serializable): \"\"\"Represents a node in a graph with associated properties. Attributes: id (Union[str, int]): A unique identifier for the node. type (str): The type or label of the node, default is \"Node\". properties (dict): Additional properties and metadata associated with the node. \"\"\" id: Union[str, int] type: str = \"Node\" properties: dict = Field(default_factory=dict)class Relationship(Serializable): \"\"\"Represents a directed relationship between two nodes in a graph. Attributes: source (Node): The source node of the relationship. target (Node): The target node of the relationship. type (str): The type of the relationship. properties (dict): Additional properties associated with the relationship. \"\"\" source: Node target: Node type: str properties: dict = Field(default_factory=dict)```\nclass Node(Serializable): \"\"\"Represents a node in a graph with associated properties. Attributes: id (Union[str, int]): A unique identifier for the node. type (str): The type or label of the node, default is \"Node\". properties (dict): Additional properties and metadata associated with the node. \"\"\" id: Union[str, int] type: str = \"Node\" properties: dict = Field(default_factory=dict)class Relationship(Serializable): \"\"\"Represents a directed relationship between two nodes in a graph. Attributes: source (Node): The source node of the relationship. target (Node): The target node of the relationship. type (str): The type of the relationship. properties (dict): Additional properties associated with the relationship. \"\"\" source: Node target: Node type: str properties: dict = Field(default_factory=dict)\nclass\nNode\nSerializable\n\"\"\"Represents a node in a graph with associated properties. Attributes: id (Union[str, int]): A unique identifier for the node. type (str): The type or label of the node, default is \"Node\". properties (dict): Additional properties and metadata associated with the node. \"\"\"\nid\nUnion\nstr\nint\ntype\nstr\n\"Node\"\ndict\ndict\nclass\nRelationship\nSerializable\n\"\"\"Represents a directed relationship between two nodes in a graph. Attributes: source (Node): The source node of the relationship. target (Node): The target node of the relationship. type (str): The type of the relationship. properties (dict): Additional properties associated with the relationship. \"\"\"\ntype\nstr\ndict\ndict\nUnfortunately, it turns out that OpenAI functions don\u2019t currently support a dictionary object as a value. Therefore, we have to overwrite the properties definition to adhere to the limitations of the functions\u2019 endpoint.\n```from langchain.graphs.graph_document import ( Node as BaseNode, Relationship as BaseRelationship)from typing import List, Dict, Any, Optionalfrom langchain.pydantic_v1 import Field, BaseModelclass Property(BaseModel): \"\"\"A single property consisting of key and value\"\"\" key: str = Field(..., description=\"key\") value: str = Field(..., description=\"value\")class Node(BaseNode): properties: Optional[List[Property]] = Field( None, description=\"List of node properties\")class Relationship(BaseRelationship): properties: Optional[List[Property]] = Field( None, description=\"List of relationship properties\" )```\nfrom langchain.graphs.graph_document import ( Node as BaseNode, Relationship as BaseRelationship)from typing import List, Dict, Any, Optionalfrom langchain.pydantic_v1 import Field, BaseModelclass Property(BaseModel): \"\"\"A single property consisting of key and value\"\"\" key: str = Field(..., description=\"key\") value: str = Field(..., description=\"value\")class Node(BaseNode): properties: Optional[List[Property]] = Field( None, description=\"List of node properties\")class Relationship(BaseRelationship): properties: Optional[List[Property]] = Field( None, description=\"List of relationship properties\" )\nfrom\nimport\nas\nas\nfrom\nimport\nList\nDict\nAny\nOptional\nfrom\nimport\nclass\nProperty\nBaseModel\n\"\"\"A single property consisting of key and value\"\"\"\nstr\n\"key\"\nstr\n\"value\"\nclass\nNode\nBaseNode\nOptional\nList\nNone\n\"List of node properties\"\nclass\nRelationship\nBaseRelationship\nOptional\nList\nNone\n\"List of relationship properties\"\nHere, we have overwritten the properties value to be a list of Property classes instead of a dictionary to overcome the limitations of the API. Because you can only pass a single object to the API, we can to combine the nodes and relationships in a single class called KnowledgeGraph.\n```class KnowledgeGraph(BaseModel): \"\"\"Generate a knowledge graph with entities and relationships.\"\"\" nodes: List[Node] = Field( ..., description=\"List of nodes in the knowledge graph\") rels: List[Relationship] = Field( ..., description=\"List of relationships in the knowledge graph\" )```\nclass KnowledgeGraph(BaseModel): \"\"\"Generate a knowledge graph with entities and relationships.\"\"\" nodes: List[Node] = Field( ..., description=\"List of nodes in the knowledge graph\") rels: List[Relationship] = Field( ..., description=\"List of relationships in the knowledge graph\" )\nclass\nKnowledgeGraph\nBaseModel\n\"\"\"Generate a knowledge graph with entities and relationships.\"\"\"\nList\n\"List of nodes in the knowledge graph\"\nList\n\"List of relationships in the knowledge graph\"\nThe only thing left is to do a bit of prompt engineering and we are good to go. How I usually go about prompt engineering is the following:\nI specifically chose the markdown format as I have seen somewhere that OpenAI models respond better to markdown syntax in prompts, and it seems to be at least plausible from my experience.\nIterating over prompt engineering, I came up with the following system prompt for an information extraction pipeline.\n```llm = ChatOpenAI(model=\"gpt-3.5-turbo-16k\", temperature=0)def get_extraction_chain( allowed_nodes: Optional[List[str]] = None, allowed_rels: Optional[List[str]] = None ): prompt = ChatPromptTemplate.from_messages( [( \"system\", f\"\"\"# Knowledge Graph Instructions for GPT-4## 1. OverviewYou are a top-tier algorithm designed for extracting information in structured formats to build a knowledge graph.- **Nodes** represent entities and concepts. They're akin to Wikipedia nodes.- The aim is to achieve simplicity and clarity in the knowledge graph, making it accessible for a vast audience.## 2. Labeling Nodes- **Consistency**: Ensure you use basic or elementary types for node labels. - For example, when you identify an entity representing a person, always label it as **\"person\"**. Avoid using more specific terms like \"mathematician\" or \"scientist\".- **Node IDs**: Never utilize integers as node IDs. Node IDs should be names or human-readable identifiers found in the text.{'- **Allowed Node Labels:**' + \", \".join(allowed_nodes) if allowed_nodes else \"\"}{'- **Allowed Relationship Types**:' + \", \".join(allowed_rels) if allowed_rels else \"\"}## 3. Handling Numerical Data and Dates- Numerical data, like age or other related information, should be incorporated as attributes or properties of the respective nodes.- **No Separate Nodes for Dates/Numbers**: Do not create separate nodes for dates or numerical values. Always attach them as attributes or properties of nodes.- **Property Format**: Properties must be in a key-value format.- **Quotation Marks**: Never use escaped single or double quotes within property values.- **Naming Convention**: Use camelCase for property keys, e.g., `birthDate`.## 4. Coreference Resolution- **Maintain Entity Consistency**: When extracting entities, it's vital to ensure consistency.If an entity, such as \"John Doe\", is mentioned multiple times in the text but is referred to by different names or pronouns (e.g., \"Joe\", \"he\"), always use the most complete identifier for that entity throughout the knowledge graph. In this example, use \"John Doe\" as the entity ID. Remember, the knowledge graph should be coherent and easily understandable, so maintaining consistency in entity references is crucial. ## 5. Strict ComplianceAdhere to the rules strictly. Non-compliance will result in termination.\"\"\"), (\"human\", \"Use the given format to extract information from the following input: {input}\"), (\"human\", \"Tip: Make sure to answer in the correct format\"), ]) return create_structured_output_chain(KnowledgeGraph, llm, prompt, verbose=False)```\nllm = ChatOpenAI(model=\"gpt-3.5-turbo-16k\", temperature=0)def get_extraction_chain( allowed_nodes: Optional[List[str]] = None, allowed_rels: Optional[List[str]] = None ): prompt = ChatPromptTemplate.from_messages( [( \"system\", f\"\"\"# Knowledge Graph Instructions for GPT-4## 1. OverviewYou are a top-tier algorithm designed for extracting information in structured formats to build a knowledge graph.- **Nodes** represent entities and concepts. They're akin to Wikipedia nodes.- The aim is to achieve simplicity and clarity in the knowledge graph, making it accessible for a vast audience.## 2. Labeling Nodes- **Consistency**: Ensure you use basic or elementary types for node labels. - For example, when you identify an entity representing a person, always label it as **\"person\"**. Avoid using more specific terms like \"mathematician\" or \"scientist\".- **Node IDs**: Never utilize integers as node IDs. Node IDs should be names or human-readable identifiers found in the text.{'- **Allowed Node Labels:**' + \", \".join(allowed_nodes) if allowed_nodes else \"\"}{'- **Allowed Relationship Types**:' + \", \".join(allowed_rels) if allowed_rels else \"\"}## 3. Handling Numerical Data and Dates- Numerical data, like age or other related information, should be incorporated as attributes or properties of the respective nodes.- **No Separate Nodes for Dates/Numbers**: Do not create separate nodes for dates or numerical values. Always attach them as attributes or properties of nodes.- **Property Format**: Properties must be in a key-value format.- **Quotation Marks**: Never use escaped single or double quotes within property values.- **Naming Convention**: Use camelCase for property keys, e.g., `birthDate`.## 4. Coreference Resolution- **Maintain Entity Consistency**: When extracting entities, it's vital to ensure consistency.If an entity, such as \"John Doe\", is mentioned multiple times in the text but is referred to by different names or pronouns (e.g., \"Joe\", \"he\"), always use the most complete identifier for that entity throughout the knowledge graph. In this example, use \"John Doe\" as the entity ID. Remember, the knowledge graph should be coherent and easily understandable, so maintaining consistency in entity references is crucial. ## 5. Strict ComplianceAdhere to the rules strictly. Non-compliance will result in termination.\"\"\"), (\"human\", \"Use the given format to extract information from the following input: {input}\"), (\"human\", \"Tip: Make sure to answer in the correct format\"), ]) return create_structured_output_chain(KnowledgeGraph, llm, prompt, verbose=False)\n\"gpt-3.5-turbo-16k\"\n0\ndef\nget_extraction_chain\nallowed_nodes: Optional[List[str]] = None, allowed_rels: Optional[List[str]] = None\nOptional\nList\nstr\nNone\nOptional\nList\nstr\nNone\n\"system\"\nf\"\"\"# Knowledge Graph Instructions for GPT-4## 1. OverviewYou are a top-tier algorithm designed for extracting information in structured formats to build a knowledge graph.- **Nodes** represent entities and concepts. They're akin to Wikipedia nodes.- The aim is to achieve simplicity and clarity in the knowledge graph, making it accessible for a vast audience.## 2. Labeling Nodes- **Consistency**: Ensure you use basic or elementary types for node labels. - For example, when you identify an entity representing a person, always label it as **\"person\"**. Avoid using more specific terms like \"mathematician\" or \"scientist\".- **Node IDs**: Never utilize integers as node IDs. Node IDs should be names or human-readable identifiers found in the text.{'- **Allowed Node Labels:**' + \", \".join(allowed_nodes) if allowed_nodes else \"\"}{'- **Allowed Relationship Types**:' + \", \".join(allowed_rels) if allowed_rels else \"\"}## 3. Handling Numerical Data and Dates- Numerical data, like age or other related information, should be incorporated as attributes or properties of the respective nodes.- **No Separate Nodes for Dates/Numbers**: Do not create separate nodes for dates or numerical values. Always attach them as attributes or properties of nodes.- **Property Format**: Properties must be in a key-value format.- **Quotation Marks**: Never use escaped single or double quotes within property values.- **Naming Convention**: Use camelCase for property keys, e.g., `birthDate`.## 4. Coreference Resolution- **Maintain Entity Consistency**: When extracting entities, it's vital to ensure consistency.If an entity, such as \"John Doe\", is mentioned multiple times in the text but is referred to by different names or pronouns (e.g., \"Joe\", \"he\"), always use the most complete identifier for that entity throughout the knowledge graph. In this example, use \"John Doe\" as the entity ID. Remember, the knowledge graph should be coherent and easily understandable, so maintaining consistency in entity references is crucial. ## 5. Strict ComplianceAdhere to the rules strictly. Non-compliance will result in termination.\"\"\"\n{'- **Allowed Node Labels:**' + \", \".join(allowed_nodes) if allowed_nodes else \"\"}\n'- **Allowed Node Labels:**'\n\", \"\nif\nelse\n\"\"\n{'- **Allowed Relationship Types**:' + \", \".join(allowed_rels) if allowed_rels else \"\"}\n'- **Allowed Relationship Types**:'\n\", \"\nif\nelse\n\"\"\n\"human\"\n\"Use the given format to extract information from the following input: {input}\"\n\"human\"\n\"Tip: Make sure to answer in the correct format\"\nreturn\nFalse\nYou can see that we are using the 16k version of the GPT-3.5 model. The main reason is that the OpenAI function output is a structured JSON object, and structured JSON syntax adds a lot of token overhead to the result. Essentially, you are paying for the convenience of structured output in increased token space.\nBesides the general instructions, I have also added the option to limit which node or relationship types should be extracted from text. You\u2019ll see through examples why this might come in handy.\nWe have the Neo4j connection and LLM prompt ready, which means we can define the information extraction pipeline as a single function.\n```def extract_and_store_graph( document: Document, nodes:Optional[List[str]] = None, rels:Optional[List[str]]=None) -> None: # Extract graph data using OpenAI functions extract_chain = get_extraction_chain(nodes, rels) data = extract_chain.run(document.page_content) # Construct a graph document graph_document = GraphDocument( nodes = [map_to_base_node(node) for node in data.nodes], relationships = [map_to_base_relationship(rel) for rel in data.rels], source = document ) # Store information into a graph graph.add_graph_documents([graph_document])```\ndef extract_and_store_graph( document: Document, nodes:Optional[List[str]] = None, rels:Optional[List[str]]=None) -> None: # Extract graph data using OpenAI functions extract_chain = get_extraction_chain(nodes, rels) data = extract_chain.run(document.page_content) # Construct a graph document graph_document = GraphDocument( nodes = [map_to_base_node(node) for node in data.nodes], relationships = [map_to_base_relationship(rel) for rel in data.rels], source = document ) # Store information into a graph graph.add_graph_documents([graph_document])\ndef\nextract_and_store_graph\ndocument: Document, nodes:Optional[List[str]] = None, rels:Optional[List[str]]=None\nOptional\nList\nstr\nNone\nOptional\nList\nstr\nNone\nNone\n# Extract graph data using OpenAI functions\n# Construct a graph document\nfor\nin\nfor\nin\n# Store information into a graph\nThe function takes in a LangChain document as well as optional nodes and relationship parameters, which are used to limit the types of objects we want the LLM to identify and extract. A month or so ago, we added the add_graph_documents method the Neo4j graph object, which we can utilize here to seamlessly import the graph.\n", + "path": null, + "url": null, + "mimetype": null + }, + "image_resource": null, + "audio_resource": null, + "video_resource": null, + "text_template": "{metadata_str}\n\n{content}", + "class_name": "Document", + "text": "OpenAI functions are a great fit to extract structured information from natural language. The idea behind OpenAI functions is to have an LLM output a predefined JSON object with populated values. The predefined JSON object can be used as input to other functions in so-called RAG applications, or it can be used to extract predefined structured information from text.\nOpenAI functions\nIn LangChain, you can pass a Pydantic class as description of the desired JSON object of the OpenAI functions feature. Therefore, we will start by defining the desired structure of information we want to extract from text. LangChain already has definitions of nodes and relationship as Pydantic classes that we can reuse.\npass a Pydantic class as description\ndefinitions of nodes and relationship as Pydantic classes that we can reuse\n```class Node(Serializable): \"\"\"Represents a node in a graph with associated properties. Attributes: id (Union[str, int]): A unique identifier for the node. type (str): The type or label of the node, default is \"Node\". properties (dict): Additional properties and metadata associated with the node. \"\"\" id: Union[str, int] type: str = \"Node\" properties: dict = Field(default_factory=dict)class Relationship(Serializable): \"\"\"Represents a directed relationship between two nodes in a graph. Attributes: source (Node): The source node of the relationship. target (Node): The target node of the relationship. type (str): The type of the relationship. properties (dict): Additional properties associated with the relationship. \"\"\" source: Node target: Node type: str properties: dict = Field(default_factory=dict)```\nclass Node(Serializable): \"\"\"Represents a node in a graph with associated properties. Attributes: id (Union[str, int]): A unique identifier for the node. type (str): The type or label of the node, default is \"Node\". properties (dict): Additional properties and metadata associated with the node. \"\"\" id: Union[str, int] type: str = \"Node\" properties: dict = Field(default_factory=dict)class Relationship(Serializable): \"\"\"Represents a directed relationship between two nodes in a graph. Attributes: source (Node): The source node of the relationship. target (Node): The target node of the relationship. type (str): The type of the relationship. properties (dict): Additional properties associated with the relationship. \"\"\" source: Node target: Node type: str properties: dict = Field(default_factory=dict)\nclass\nNode\nSerializable\n\"\"\"Represents a node in a graph with associated properties. Attributes: id (Union[str, int]): A unique identifier for the node. type (str): The type or label of the node, default is \"Node\". properties (dict): Additional properties and metadata associated with the node. \"\"\"\nid\nUnion\nstr\nint\ntype\nstr\n\"Node\"\ndict\ndict\nclass\nRelationship\nSerializable\n\"\"\"Represents a directed relationship between two nodes in a graph. Attributes: source (Node): The source node of the relationship. target (Node): The target node of the relationship. type (str): The type of the relationship. properties (dict): Additional properties associated with the relationship. \"\"\"\ntype\nstr\ndict\ndict\nUnfortunately, it turns out that OpenAI functions don\u2019t currently support a dictionary object as a value. Therefore, we have to overwrite the properties definition to adhere to the limitations of the functions\u2019 endpoint.\n```from langchain.graphs.graph_document import ( Node as BaseNode, Relationship as BaseRelationship)from typing import List, Dict, Any, Optionalfrom langchain.pydantic_v1 import Field, BaseModelclass Property(BaseModel): \"\"\"A single property consisting of key and value\"\"\" key: str = Field(..., description=\"key\") value: str = Field(..., description=\"value\")class Node(BaseNode): properties: Optional[List[Property]] = Field( None, description=\"List of node properties\")class Relationship(BaseRelationship): properties: Optional[List[Property]] = Field( None, description=\"List of relationship properties\" )```\nfrom langchain.graphs.graph_document import ( Node as BaseNode, Relationship as BaseRelationship)from typing import List, Dict, Any, Optionalfrom langchain.pydantic_v1 import Field, BaseModelclass Property(BaseModel): \"\"\"A single property consisting of key and value\"\"\" key: str = Field(..., description=\"key\") value: str = Field(..., description=\"value\")class Node(BaseNode): properties: Optional[List[Property]] = Field( None, description=\"List of node properties\")class Relationship(BaseRelationship): properties: Optional[List[Property]] = Field( None, description=\"List of relationship properties\" )\nfrom\nimport\nas\nas\nfrom\nimport\nList\nDict\nAny\nOptional\nfrom\nimport\nclass\nProperty\nBaseModel\n\"\"\"A single property consisting of key and value\"\"\"\nstr\n\"key\"\nstr\n\"value\"\nclass\nNode\nBaseNode\nOptional\nList\nNone\n\"List of node properties\"\nclass\nRelationship\nBaseRelationship\nOptional\nList\nNone\n\"List of relationship properties\"\nHere, we have overwritten the properties value to be a list of Property classes instead of a dictionary to overcome the limitations of the API. Because you can only pass a single object to the API, we can to combine the nodes and relationships in a single class called KnowledgeGraph.\n```class KnowledgeGraph(BaseModel): \"\"\"Generate a knowledge graph with entities and relationships.\"\"\" nodes: List[Node] = Field( ..., description=\"List of nodes in the knowledge graph\") rels: List[Relationship] = Field( ..., description=\"List of relationships in the knowledge graph\" )```\nclass KnowledgeGraph(BaseModel): \"\"\"Generate a knowledge graph with entities and relationships.\"\"\" nodes: List[Node] = Field( ..., description=\"List of nodes in the knowledge graph\") rels: List[Relationship] = Field( ..., description=\"List of relationships in the knowledge graph\" )\nclass\nKnowledgeGraph\nBaseModel\n\"\"\"Generate a knowledge graph with entities and relationships.\"\"\"\nList\n\"List of nodes in the knowledge graph\"\nList\n\"List of relationships in the knowledge graph\"\nThe only thing left is to do a bit of prompt engineering and we are good to go. How I usually go about prompt engineering is the following:\nI specifically chose the markdown format as I have seen somewhere that OpenAI models respond better to markdown syntax in prompts, and it seems to be at least plausible from my experience.\nIterating over prompt engineering, I came up with the following system prompt for an information extraction pipeline.\n```llm = ChatOpenAI(model=\"gpt-3.5-turbo-16k\", temperature=0)def get_extraction_chain( allowed_nodes: Optional[List[str]] = None, allowed_rels: Optional[List[str]] = None ): prompt = ChatPromptTemplate.from_messages( [( \"system\", f\"\"\"# Knowledge Graph Instructions for GPT-4## 1. OverviewYou are a top-tier algorithm designed for extracting information in structured formats to build a knowledge graph.- **Nodes** represent entities and concepts. They're akin to Wikipedia nodes.- The aim is to achieve simplicity and clarity in the knowledge graph, making it accessible for a vast audience.## 2. Labeling Nodes- **Consistency**: Ensure you use basic or elementary types for node labels. - For example, when you identify an entity representing a person, always label it as **\"person\"**. Avoid using more specific terms like \"mathematician\" or \"scientist\".- **Node IDs**: Never utilize integers as node IDs. Node IDs should be names or human-readable identifiers found in the text.{'- **Allowed Node Labels:**' + \", \".join(allowed_nodes) if allowed_nodes else \"\"}{'- **Allowed Relationship Types**:' + \", \".join(allowed_rels) if allowed_rels else \"\"}## 3. Handling Numerical Data and Dates- Numerical data, like age or other related information, should be incorporated as attributes or properties of the respective nodes.- **No Separate Nodes for Dates/Numbers**: Do not create separate nodes for dates or numerical values. Always attach them as attributes or properties of nodes.- **Property Format**: Properties must be in a key-value format.- **Quotation Marks**: Never use escaped single or double quotes within property values.- **Naming Convention**: Use camelCase for property keys, e.g., `birthDate`.## 4. Coreference Resolution- **Maintain Entity Consistency**: When extracting entities, it's vital to ensure consistency.If an entity, such as \"John Doe\", is mentioned multiple times in the text but is referred to by different names or pronouns (e.g., \"Joe\", \"he\"), always use the most complete identifier for that entity throughout the knowledge graph. In this example, use \"John Doe\" as the entity ID. Remember, the knowledge graph should be coherent and easily understandable, so maintaining consistency in entity references is crucial. ## 5. Strict ComplianceAdhere to the rules strictly. Non-compliance will result in termination.\"\"\"), (\"human\", \"Use the given format to extract information from the following input: {input}\"), (\"human\", \"Tip: Make sure to answer in the correct format\"), ]) return create_structured_output_chain(KnowledgeGraph, llm, prompt, verbose=False)```\nllm = ChatOpenAI(model=\"gpt-3.5-turbo-16k\", temperature=0)def get_extraction_chain( allowed_nodes: Optional[List[str]] = None, allowed_rels: Optional[List[str]] = None ): prompt = ChatPromptTemplate.from_messages( [( \"system\", f\"\"\"# Knowledge Graph Instructions for GPT-4## 1. OverviewYou are a top-tier algorithm designed for extracting information in structured formats to build a knowledge graph.- **Nodes** represent entities and concepts. They're akin to Wikipedia nodes.- The aim is to achieve simplicity and clarity in the knowledge graph, making it accessible for a vast audience.## 2. Labeling Nodes- **Consistency**: Ensure you use basic or elementary types for node labels. - For example, when you identify an entity representing a person, always label it as **\"person\"**. Avoid using more specific terms like \"mathematician\" or \"scientist\".- **Node IDs**: Never utilize integers as node IDs. Node IDs should be names or human-readable identifiers found in the text.{'- **Allowed Node Labels:**' + \", \".join(allowed_nodes) if allowed_nodes else \"\"}{'- **Allowed Relationship Types**:' + \", \".join(allowed_rels) if allowed_rels else \"\"}## 3. Handling Numerical Data and Dates- Numerical data, like age or other related information, should be incorporated as attributes or properties of the respective nodes.- **No Separate Nodes for Dates/Numbers**: Do not create separate nodes for dates or numerical values. Always attach them as attributes or properties of nodes.- **Property Format**: Properties must be in a key-value format.- **Quotation Marks**: Never use escaped single or double quotes within property values.- **Naming Convention**: Use camelCase for property keys, e.g., `birthDate`.## 4. Coreference Resolution- **Maintain Entity Consistency**: When extracting entities, it's vital to ensure consistency.If an entity, such as \"John Doe\", is mentioned multiple times in the text but is referred to by different names or pronouns (e.g., \"Joe\", \"he\"), always use the most complete identifier for that entity throughout the knowledge graph. In this example, use \"John Doe\" as the entity ID. Remember, the knowledge graph should be coherent and easily understandable, so maintaining consistency in entity references is crucial. ## 5. Strict ComplianceAdhere to the rules strictly. Non-compliance will result in termination.\"\"\"), (\"human\", \"Use the given format to extract information from the following input: {input}\"), (\"human\", \"Tip: Make sure to answer in the correct format\"), ]) return create_structured_output_chain(KnowledgeGraph, llm, prompt, verbose=False)\n\"gpt-3.5-turbo-16k\"\n0\ndef\nget_extraction_chain\nallowed_nodes: Optional[List[str]] = None, allowed_rels: Optional[List[str]] = None\nOptional\nList\nstr\nNone\nOptional\nList\nstr\nNone\n\"system\"\nf\"\"\"# Knowledge Graph Instructions for GPT-4## 1. OverviewYou are a top-tier algorithm designed for extracting information in structured formats to build a knowledge graph.- **Nodes** represent entities and concepts. They're akin to Wikipedia nodes.- The aim is to achieve simplicity and clarity in the knowledge graph, making it accessible for a vast audience.## 2. Labeling Nodes- **Consistency**: Ensure you use basic or elementary types for node labels. - For example, when you identify an entity representing a person, always label it as **\"person\"**. Avoid using more specific terms like \"mathematician\" or \"scientist\".- **Node IDs**: Never utilize integers as node IDs. Node IDs should be names or human-readable identifiers found in the text.{'- **Allowed Node Labels:**' + \", \".join(allowed_nodes) if allowed_nodes else \"\"}{'- **Allowed Relationship Types**:' + \", \".join(allowed_rels) if allowed_rels else \"\"}## 3. Handling Numerical Data and Dates- Numerical data, like age or other related information, should be incorporated as attributes or properties of the respective nodes.- **No Separate Nodes for Dates/Numbers**: Do not create separate nodes for dates or numerical values. Always attach them as attributes or properties of nodes.- **Property Format**: Properties must be in a key-value format.- **Quotation Marks**: Never use escaped single or double quotes within property values.- **Naming Convention**: Use camelCase for property keys, e.g., `birthDate`.## 4. Coreference Resolution- **Maintain Entity Consistency**: When extracting entities, it's vital to ensure consistency.If an entity, such as \"John Doe\", is mentioned multiple times in the text but is referred to by different names or pronouns (e.g., \"Joe\", \"he\"), always use the most complete identifier for that entity throughout the knowledge graph. In this example, use \"John Doe\" as the entity ID. Remember, the knowledge graph should be coherent and easily understandable, so maintaining consistency in entity references is crucial. ## 5. Strict ComplianceAdhere to the rules strictly. Non-compliance will result in termination.\"\"\"\n{'- **Allowed Node Labels:**' + \", \".join(allowed_nodes) if allowed_nodes else \"\"}\n'- **Allowed Node Labels:**'\n\", \"\nif\nelse\n\"\"\n{'- **Allowed Relationship Types**:' + \", \".join(allowed_rels) if allowed_rels else \"\"}\n'- **Allowed Relationship Types**:'\n\", \"\nif\nelse\n\"\"\n\"human\"\n\"Use the given format to extract information from the following input: {input}\"\n\"human\"\n\"Tip: Make sure to answer in the correct format\"\nreturn\nFalse\nYou can see that we are using the 16k version of the GPT-3.5 model. The main reason is that the OpenAI function output is a structured JSON object, and structured JSON syntax adds a lot of token overhead to the result. Essentially, you are paying for the convenience of structured output in increased token space.\nBesides the general instructions, I have also added the option to limit which node or relationship types should be extracted from text. You\u2019ll see through examples why this might come in handy.\nWe have the Neo4j connection and LLM prompt ready, which means we can define the information extraction pipeline as a single function.\n```def extract_and_store_graph( document: Document, nodes:Optional[List[str]] = None, rels:Optional[List[str]]=None) -> None: # Extract graph data using OpenAI functions extract_chain = get_extraction_chain(nodes, rels) data = extract_chain.run(document.page_content) # Construct a graph document graph_document = GraphDocument( nodes = [map_to_base_node(node) for node in data.nodes], relationships = [map_to_base_relationship(rel) for rel in data.rels], source = document ) # Store information into a graph graph.add_graph_documents([graph_document])```\ndef extract_and_store_graph( document: Document, nodes:Optional[List[str]] = None, rels:Optional[List[str]]=None) -> None: # Extract graph data using OpenAI functions extract_chain = get_extraction_chain(nodes, rels) data = extract_chain.run(document.page_content) # Construct a graph document graph_document = GraphDocument( nodes = [map_to_base_node(node) for node in data.nodes], relationships = [map_to_base_relationship(rel) for rel in data.rels], source = document ) # Store information into a graph graph.add_graph_documents([graph_document])\ndef\nextract_and_store_graph\ndocument: Document, nodes:Optional[List[str]] = None, rels:Optional[List[str]]=None\nOptional\nList\nstr\nNone\nOptional\nList\nstr\nNone\nNone\n# Extract graph data using OpenAI functions\n# Construct a graph document\nfor\nin\nfor\nin\n# Store information into a graph\nThe function takes in a LangChain document as well as optional nodes and relationship parameters, which are used to limit the types of objects we want the LLM to identify and extract. A month or so ago, we added the add_graph_documents method the Neo4j graph object, which we can utilize here to seamlessly import the graph.\n" + }, + { + "id_": "7b42a91b-63a9-41c8-82f1-d68747a543b5", + "embedding": null, + "metadata": { + "header": "Evaluation", + "source": "2023-10-20_Constructing-knowledge-graphs-from-text-using-OpenAI-functions-096a6d010c17.html" + }, + "excluded_embed_metadata_keys": [], + "excluded_llm_metadata_keys": [], + "relationships": {}, + "metadata_template": "{key}: {value}", + "metadata_separator": "\n", + "text_resource": { + "embeddings": null, + "text": "We will extract information from the Walt Disney Wikipedia page and construct a knowledge graph to test the pipeline. Here, we will utilize the Wikipedia loader and text chunking modules provided by LangChain.\n```from langchain.document_loaders import WikipediaLoaderfrom langchain.text_splitter import TokenTextSplitter# Read the wikipedia articleraw_documents = WikipediaLoader(query=\"Walt Disney\").load()# Define chunking strategytext_splitter = TokenTextSplitter(chunk_size=2048, chunk_overlap=24)# Only take the first the raw_documentsdocuments = text_splitter.split_documents(raw_documents[:3])```\nfrom langchain.document_loaders import WikipediaLoaderfrom langchain.text_splitter import TokenTextSplitter# Read the wikipedia articleraw_documents = WikipediaLoader(query=\"Walt Disney\").load()# Define chunking strategytext_splitter = TokenTextSplitter(chunk_size=2048, chunk_overlap=24)# Only take the first the raw_documentsdocuments = text_splitter.split_documents(raw_documents[:3])\nfrom\nimport\nfrom\nimport\n# Read the wikipedia article\n\"Walt Disney\"\n# Define chunking strategy\n2048\n24\n# Only take the first the raw_documents\n3\nYou might have noticed that we use a relatively large chunk_size value. The reason is that we want to provide as much context as possible around a single sentence in order for the coreference resolution part to work as best as possible. Remember, the coreference step will only work if the entity and its reference appear in the same chunk; otherwise, the LLM doesn\u2019t have enough information to link the two.\nNow we can go ahead and run the documents through the information extraction pipeline.\n```from tqdm import tqdmfor i, d in tqdm(enumerate(documents), total=len(documents)): extract_and_store_graph(d)```\nfrom tqdm import tqdmfor i, d in tqdm(enumerate(documents), total=len(documents)): extract_and_store_graph(d)\nfrom\nimport\nfor\nin\nenumerate\nlen\nThe process takes around 5 minutes, which is relatively slow. Therefore, you would probably want parallel API calls in production to deal with this problem and achieve some sort of scalability.\nLet\u2019s first look at the types of nodes and relationships the LLM identified.\nSince the graph schema is not provided, the LLM decides on the fly what types of node labels and relationship types it will use. For example, we can observe that there are Company and Organization node labels. Those two things are probably semantically similar or identical, so we would want to have only a single node label representing the two. This problem is more obvious with relationship types. For example, we have CO-FOUNDER and COFOUNDEROF relationships as well as DEVELOPER and DEVELOPEDBY.\nFor any more serious project, you should define the node labels and relationship types the LLM should extract. Luckily, we have added the option to limit the types in the prompt by passing additional parameters.\n```# Specify which node labels should be extracted by the LLMallowed_nodes = [\"Person\", \"Company\", \"Location\", \"Event\", \"Movie\", \"Service\", \"Award\"]for i, d in tqdm(enumerate(documents), total=len(documents)): extract_and_store_graph(d, allowed_nodes)```\n# Specify which node labels should be extracted by the LLMallowed_nodes = [\"Person\", \"Company\", \"Location\", \"Event\", \"Movie\", \"Service\", \"Award\"]for i, d in tqdm(enumerate(documents), total=len(documents)): extract_and_store_graph(d, allowed_nodes)\n# Specify which node labels should be extracted by the LLM\n\"Person\"\n\"Company\"\n\"Location\"\n\"Event\"\n\"Movie\"\n\"Service\"\n\"Award\"\nfor\nin\nenumerate\nlen\nIn this example, I have only limited the node labels, but you can easily limit the relationship types by passing another parameter to the extract_and_store_graph function.\nThe visualization of the extracted subgraph has the following structure.\nThe graph turned out better than expected (after five iterations\u00a0:) ). I couldn\u2019t catch the whole graph nicely in the visualization, but you can explore it on your own in Neo4j Browser other tools.\n", + "path": null, + "url": null, + "mimetype": null + }, + "image_resource": null, + "audio_resource": null, + "video_resource": null, + "text_template": "{metadata_str}\n\n{content}", + "class_name": "Document", + "text": "We will extract information from the Walt Disney Wikipedia page and construct a knowledge graph to test the pipeline. Here, we will utilize the Wikipedia loader and text chunking modules provided by LangChain.\n```from langchain.document_loaders import WikipediaLoaderfrom langchain.text_splitter import TokenTextSplitter# Read the wikipedia articleraw_documents = WikipediaLoader(query=\"Walt Disney\").load()# Define chunking strategytext_splitter = TokenTextSplitter(chunk_size=2048, chunk_overlap=24)# Only take the first the raw_documentsdocuments = text_splitter.split_documents(raw_documents[:3])```\nfrom langchain.document_loaders import WikipediaLoaderfrom langchain.text_splitter import TokenTextSplitter# Read the wikipedia articleraw_documents = WikipediaLoader(query=\"Walt Disney\").load()# Define chunking strategytext_splitter = TokenTextSplitter(chunk_size=2048, chunk_overlap=24)# Only take the first the raw_documentsdocuments = text_splitter.split_documents(raw_documents[:3])\nfrom\nimport\nfrom\nimport\n# Read the wikipedia article\n\"Walt Disney\"\n# Define chunking strategy\n2048\n24\n# Only take the first the raw_documents\n3\nYou might have noticed that we use a relatively large chunk_size value. The reason is that we want to provide as much context as possible around a single sentence in order for the coreference resolution part to work as best as possible. Remember, the coreference step will only work if the entity and its reference appear in the same chunk; otherwise, the LLM doesn\u2019t have enough information to link the two.\nNow we can go ahead and run the documents through the information extraction pipeline.\n```from tqdm import tqdmfor i, d in tqdm(enumerate(documents), total=len(documents)): extract_and_store_graph(d)```\nfrom tqdm import tqdmfor i, d in tqdm(enumerate(documents), total=len(documents)): extract_and_store_graph(d)\nfrom\nimport\nfor\nin\nenumerate\nlen\nThe process takes around 5 minutes, which is relatively slow. Therefore, you would probably want parallel API calls in production to deal with this problem and achieve some sort of scalability.\nLet\u2019s first look at the types of nodes and relationships the LLM identified.\nSince the graph schema is not provided, the LLM decides on the fly what types of node labels and relationship types it will use. For example, we can observe that there are Company and Organization node labels. Those two things are probably semantically similar or identical, so we would want to have only a single node label representing the two. This problem is more obvious with relationship types. For example, we have CO-FOUNDER and COFOUNDEROF relationships as well as DEVELOPER and DEVELOPEDBY.\nFor any more serious project, you should define the node labels and relationship types the LLM should extract. Luckily, we have added the option to limit the types in the prompt by passing additional parameters.\n```# Specify which node labels should be extracted by the LLMallowed_nodes = [\"Person\", \"Company\", \"Location\", \"Event\", \"Movie\", \"Service\", \"Award\"]for i, d in tqdm(enumerate(documents), total=len(documents)): extract_and_store_graph(d, allowed_nodes)```\n# Specify which node labels should be extracted by the LLMallowed_nodes = [\"Person\", \"Company\", \"Location\", \"Event\", \"Movie\", \"Service\", \"Award\"]for i, d in tqdm(enumerate(documents), total=len(documents)): extract_and_store_graph(d, allowed_nodes)\n# Specify which node labels should be extracted by the LLM\n\"Person\"\n\"Company\"\n\"Location\"\n\"Event\"\n\"Movie\"\n\"Service\"\n\"Award\"\nfor\nin\nenumerate\nlen\nIn this example, I have only limited the node labels, but you can easily limit the relationship types by passing another parameter to the extract_and_store_graph function.\nThe visualization of the extracted subgraph has the following structure.\nThe graph turned out better than expected (after five iterations\u00a0:) ). I couldn\u2019t catch the whole graph nicely in the visualization, but you can explore it on your own in Neo4j Browser other tools.\n" + }, + { + "id_": "64f0692b-9013-416b-bd34-e384a4c68068", + "embedding": null, + "metadata": { + "header": "Entity disambiguation", + "source": "2023-10-20_Constructing-knowledge-graphs-from-text-using-OpenAI-functions-096a6d010c17.html" + }, + "excluded_embed_metadata_keys": [], + "excluded_llm_metadata_keys": [], + "relationships": {}, + "metadata_template": "{key}: {value}", + "metadata_separator": "\n", + "text_resource": { + "embeddings": null, + "text": "One thing I should mention is that we partly skipped entity disambiguation part. We used a large chunk size and added a specific instruction for coreference resolution and entity disambiguation in the system prompt. However, since each chunk is processed separately, there is no way to ensure consistency of entities between different text chunks. For example, you could end up with two nodes representing the same person.\nIn this example, Walt Disney and Walter Elias Disney refer to the same real-world person. The entity disambiguation problem is nothing new and there has been various solution proposed to solve it:\nentity linking\nentity disambiguation\nsecond pass through an LLM\nGraph-based approaches\nWhich solution you should use depends on your domain and use case. However, have in mind that entity disambiguation step should not be overlooked as it can have a significant impact on the accuracy and effectiveness of your RAG applications.\n", + "path": null, + "url": null, + "mimetype": null + }, + "image_resource": null, + "audio_resource": null, + "video_resource": null, + "text_template": "{metadata_str}\n\n{content}", + "class_name": "Document", + "text": "One thing I should mention is that we partly skipped entity disambiguation part. We used a large chunk size and added a specific instruction for coreference resolution and entity disambiguation in the system prompt. However, since each chunk is processed separately, there is no way to ensure consistency of entities between different text chunks. For example, you could end up with two nodes representing the same person.\nIn this example, Walt Disney and Walter Elias Disney refer to the same real-world person. The entity disambiguation problem is nothing new and there has been various solution proposed to solve it:\nentity linking\nentity disambiguation\nsecond pass through an LLM\nGraph-based approaches\nWhich solution you should use depends on your domain and use case. However, have in mind that entity disambiguation step should not be overlooked as it can have a significant impact on the accuracy and effectiveness of your RAG applications.\n" + }, + { + "id_": "1e036532-9417-4d93-b6bb-59ee04594065", + "embedding": null, + "metadata": { + "header": "Rag Application", + "source": "2023-10-20_Constructing-knowledge-graphs-from-text-using-OpenAI-functions-096a6d010c17.html" + }, + "excluded_embed_metadata_keys": [], + "excluded_llm_metadata_keys": [], + "relationships": {}, + "metadata_template": "{key}: {value}", + "metadata_separator": "\n", + "text_resource": { + "embeddings": null, + "text": "The last thing we will do is show you how you can browse information in a knowledge graph by constructing Cypher statements. Cypher is a structured query language used to work with graph databases, similar to how SQL is used for relational databases. LangChain has a GraphCypherQAChain that reads the schema of the graph and constructs appropriate Cypher statements based on the user input.\nGraphCypherQAChain\n```# Query the knowledge graph in a RAG applicationfrom langchain.chains import GraphCypherQAChaingraph.refresh_schema()cypher_chain = GraphCypherQAChain.from_llm( graph=graph, cypher_llm=ChatOpenAI(temperature=0, model=\"gpt-4\"), qa_llm=ChatOpenAI(temperature=0, model=\"gpt-3.5-turbo\"), validate_cypher=True, # Validate relationship directions verbose=True)cypher_chain.run(\"When was Walter Elias Disney born?\")```\n# Query the knowledge graph in a RAG applicationfrom langchain.chains import GraphCypherQAChaingraph.refresh_schema()cypher_chain = GraphCypherQAChain.from_llm( graph=graph, cypher_llm=ChatOpenAI(temperature=0, model=\"gpt-4\"), qa_llm=ChatOpenAI(temperature=0, model=\"gpt-3.5-turbo\"), validate_cypher=True, # Validate relationship directions verbose=True)cypher_chain.run(\"When was Walter Elias Disney born?\")\n# Query the knowledge graph in a RAG application\nfrom\nimport\n0\n\"gpt-4\"\n0\n\"gpt-3.5-turbo\"\nTrue\n# Validate relationship directions\nTrue\n\"When was Walter Elias Disney born?\"\nWhich results in the following:\n", + "path": null, + "url": null, + "mimetype": null + }, + "image_resource": null, + "audio_resource": null, + "video_resource": null, + "text_template": "{metadata_str}\n\n{content}", + "class_name": "Document", + "text": "The last thing we will do is show you how you can browse information in a knowledge graph by constructing Cypher statements. Cypher is a structured query language used to work with graph databases, similar to how SQL is used for relational databases. LangChain has a GraphCypherQAChain that reads the schema of the graph and constructs appropriate Cypher statements based on the user input.\nGraphCypherQAChain\n```# Query the knowledge graph in a RAG applicationfrom langchain.chains import GraphCypherQAChaingraph.refresh_schema()cypher_chain = GraphCypherQAChain.from_llm( graph=graph, cypher_llm=ChatOpenAI(temperature=0, model=\"gpt-4\"), qa_llm=ChatOpenAI(temperature=0, model=\"gpt-3.5-turbo\"), validate_cypher=True, # Validate relationship directions verbose=True)cypher_chain.run(\"When was Walter Elias Disney born?\")```\n# Query the knowledge graph in a RAG applicationfrom langchain.chains import GraphCypherQAChaingraph.refresh_schema()cypher_chain = GraphCypherQAChain.from_llm( graph=graph, cypher_llm=ChatOpenAI(temperature=0, model=\"gpt-4\"), qa_llm=ChatOpenAI(temperature=0, model=\"gpt-3.5-turbo\"), validate_cypher=True, # Validate relationship directions verbose=True)cypher_chain.run(\"When was Walter Elias Disney born?\")\n# Query the knowledge graph in a RAG application\nfrom\nimport\n0\n\"gpt-4\"\n0\n\"gpt-3.5-turbo\"\nTrue\n# Validate relationship directions\nTrue\n\"When was Walter Elias Disney born?\"\nWhich results in the following:\n" + }, + { + "id_": "11515392-14ee-41ce-8b71-48c7813f074a", + "embedding": null, + "metadata": { + "header": "Summary", + "source": "2023-10-20_Constructing-knowledge-graphs-from-text-using-OpenAI-functions-096a6d010c17.html" + }, + "excluded_embed_metadata_keys": [], + "excluded_llm_metadata_keys": [], + "relationships": {}, + "metadata_template": "{key}: {value}", + "metadata_separator": "\n", + "text_resource": { + "embeddings": null, + "text": "Knowledge graphs are a great fit when you need a combination of structured and structured data to power your RAG applications. In this blog post, you have learned how to construct a knowledge graph in Neo4j on an arbitrary text using OpenAI functions. OpenAI functions provide the convenience of neatly structured outputs, making them an ideal fit for extracting structured information. To have a great experience constructing graphs with LLMs, make sure to define the graph schema as detailed as possible and make sure you add an entity disambiguation step after the extraction.\nIf you are eager to learn more about building AI applications with graphs, join us at the NODES, online, 24h conference organized by Neo4j on October 26th, 2023.\nNODES, online, 24h conference\nThe code is available on GitHub.\nGitHub\n", + "path": null, + "url": null, + "mimetype": null + }, + "image_resource": null, + "audio_resource": null, + "video_resource": null, + "text_template": "{metadata_str}\n\n{content}", + "class_name": "Document", + "text": "Knowledge graphs are a great fit when you need a combination of structured and structured data to power your RAG applications. In this blog post, you have learned how to construct a knowledge graph in Neo4j on an arbitrary text using OpenAI functions. OpenAI functions provide the convenience of neatly structured outputs, making them an ideal fit for extracting structured information. To have a great experience constructing graphs with LLMs, make sure to define the graph schema as detailed as possible and make sure you add an entity disambiguation step after the extraction.\nIf you are eager to learn more about building AI applications with graphs, join us at the NODES, online, 24h conference organized by Neo4j on October 26th, 2023.\nNODES, online, 24h conference\nThe code is available on GitHub.\nGitHub\n" + }, + { + "id_": "52408c1c-7c65-43e4-82c9-74b9d7224c8a", + "embedding": null, + "metadata": { + "header": "Develop RAG applications and don\u2019t share your private data with\u00a0anyone!", + "source": "2023-10-30_How-to-implement-Weaviate-RAG-applications-with-Local-LLMs-and-Embedding-models-24a9128eaf84.html" + }, + "excluded_embed_metadata_keys": [], + "excluded_llm_metadata_keys": [], + "relationships": {}, + "metadata_template": "{key}: {value}", + "metadata_separator": "\n", + "text_resource": { + "embeddings": null, + "text": "In the spirit of Hacktoberfest, I decided to write a blog post using a vector database for change. The main reason for that is that in spirit of open source love, I have to give something back to Philip Vollet in exchange for all the significant exposure he provided me, starting from many years ago.\nPhilip Vollet\nPhilip works at Weaviate, which is a vector database, and vector similarity search is prevalent in retrieval-augmented applications nowadays. As you might imagine, we will be using Weaviate to power our RAG application. In addition, we\u2019ll be using local LLM and embedding models, making it safe and convenient when dealing with private and confidential information that mustn\u2019t leave your premises.\nWeaviate\nThey say that knowledge is power, and Huberman Labs podcast is one of the finer source of information of scientific discussion and scientific-based tools to enhance your life. In this blog post, we will use LangChain to fetch podcast captions from YouTube, embed and store them in Weaviate, and then use a local LLM to build a RAG application.\nHuberman Labs podcast\nThe code is available on GitHub.\nGitHub\n", + "path": null, + "url": null, + "mimetype": null + }, + "image_resource": null, + "audio_resource": null, + "video_resource": null, + "text_template": "{metadata_str}\n\n{content}", + "class_name": "Document", + "text": "In the spirit of Hacktoberfest, I decided to write a blog post using a vector database for change. The main reason for that is that in spirit of open source love, I have to give something back to Philip Vollet in exchange for all the significant exposure he provided me, starting from many years ago.\nPhilip Vollet\nPhilip works at Weaviate, which is a vector database, and vector similarity search is prevalent in retrieval-augmented applications nowadays. As you might imagine, we will be using Weaviate to power our RAG application. In addition, we\u2019ll be using local LLM and embedding models, making it safe and convenient when dealing with private and confidential information that mustn\u2019t leave your premises.\nWeaviate\nThey say that knowledge is power, and Huberman Labs podcast is one of the finer source of information of scientific discussion and scientific-based tools to enhance your life. In this blog post, we will use LangChain to fetch podcast captions from YouTube, embed and store them in Weaviate, and then use a local LLM to build a RAG application.\nHuberman Labs podcast\nThe code is available on GitHub.\nGitHub\n" + }, + { + "id_": "ec9050d5-9280-46fc-99b3-7d92ae90daf6", + "embedding": null, + "metadata": { + "header": "Weaviate cloud\u00a0services", + "source": "2023-10-30_How-to-implement-Weaviate-RAG-applications-with-Local-LLMs-and-Embedding-models-24a9128eaf84.html" + }, + "excluded_embed_metadata_keys": [], + "excluded_llm_metadata_keys": [], + "relationships": {}, + "metadata_template": "{key}: {value}", + "metadata_separator": "\n", + "text_resource": { + "embeddings": null, + "text": "To follow the examples in this blog post, you first need to register with WCS. Once you are registered, you can create a new Weaviate Cluster by clicking the \u201cCreate cluster\u201d button. For this tutorial, we will be using the free trial plan, which will provide you with a sandbox for 14 days.\nregister with WCS\nFor the next steps, you will need the following two pieces of information to access your cluster:\n```import weaviateWEAVIATE_URL = \"WEAVIATE_CLUSTER_URL\"WEAVIATE_API_KEY = \"WEAVIATE_API_KEY\"client = weaviate.Client( url=WEAVIATE_URL, auth_client_secret=weaviate.AuthApiKey(WEAVIATE_API_KEY))```\nimport weaviateWEAVIATE_URL = \"WEAVIATE_CLUSTER_URL\"WEAVIATE_API_KEY = \"WEAVIATE_API_KEY\"client = weaviate.Client( url=WEAVIATE_URL, auth_client_secret=weaviate.AuthApiKey(WEAVIATE_API_KEY))\nimport\n\"WEAVIATE_CLUSTER_URL\"\n\"WEAVIATE_API_KEY\"\n", + "path": null, + "url": null, + "mimetype": null + }, + "image_resource": null, + "audio_resource": null, + "video_resource": null, + "text_template": "{metadata_str}\n\n{content}", + "class_name": "Document", + "text": "To follow the examples in this blog post, you first need to register with WCS. Once you are registered, you can create a new Weaviate Cluster by clicking the \u201cCreate cluster\u201d button. For this tutorial, we will be using the free trial plan, which will provide you with a sandbox for 14 days.\nregister with WCS\nFor the next steps, you will need the following two pieces of information to access your cluster:\n```import weaviateWEAVIATE_URL = \"WEAVIATE_CLUSTER_URL\"WEAVIATE_API_KEY = \"WEAVIATE_API_KEY\"client = weaviate.Client( url=WEAVIATE_URL, auth_client_secret=weaviate.AuthApiKey(WEAVIATE_API_KEY))```\nimport weaviateWEAVIATE_URL = \"WEAVIATE_CLUSTER_URL\"WEAVIATE_API_KEY = \"WEAVIATE_API_KEY\"client = weaviate.Client( url=WEAVIATE_URL, auth_client_secret=weaviate.AuthApiKey(WEAVIATE_API_KEY))\nimport\n\"WEAVIATE_CLUSTER_URL\"\n\"WEAVIATE_API_KEY\"\n" + }, + { + "id_": "aabffe34-fb75-4ac1-9c26-48c1ba111cab", + "embedding": null, + "metadata": { + "header": "Local embedding and LLM\u00a0models", + "source": "2023-10-30_How-to-implement-Weaviate-RAG-applications-with-Local-LLMs-and-Embedding-models-24a9128eaf84.html" + }, + "excluded_embed_metadata_keys": [], + "excluded_llm_metadata_keys": [], + "relationships": {}, + "metadata_template": "{key}: {value}", + "metadata_separator": "\n", + "text_resource": { + "embeddings": null, + "text": "I am most familiar with the LangChain LLM framework, so we will be using it to ingest documents as well as retrieve them. We will be using sentence_transformers/all-mpnet-base-v2 embedding model and zephyr-7b-alpha llm. Both of these models are open source and available on HuggingFace. The implementation code for these two models in LangChain was kindly borrowed from the following repository:\nGitHub - aigeek0x0/zephyr-7b-alpha-langchain-chatbot: Chat with PDF using Zephyr 7B Alpha\u2026Chat with PDF using Zephyr 7B Alpha, Langchain, ChromaDB, and Gradio with Free Google Colab - GitHub\u00a0\u2026github.com\n\nIf you are using Google Collab environment, make sure to use GPU runtime.\nWe will begin by defining the embedding model, which can be easily retrieved from HuggingFace using the following code:\n```# specify embedding model (using huggingface sentence transformer)embedding_model_name = \"sentence-transformers/all-mpnet-base-v2\"model_kwargs = {\"device\": \"cuda\"}embeddings = HuggingFaceEmbeddings( model_name=embedding_model_name, model_kwargs=model_kwargs)```\n# specify embedding model (using huggingface sentence transformer)embedding_model_name = \"sentence-transformers/all-mpnet-base-v2\"model_kwargs = {\"device\": \"cuda\"}embeddings = HuggingFaceEmbeddings( model_name=embedding_model_name, model_kwargs=model_kwargs)\n# specify embedding model (using huggingface sentence transformer)\n\"sentence-transformers/all-mpnet-base-v2\"\n\"device\"\n\"cuda\"\n", + "path": null, + "url": null, + "mimetype": null + }, + "image_resource": null, + "audio_resource": null, + "video_resource": null, + "text_template": "{metadata_str}\n\n{content}", + "class_name": "Document", + "text": "I am most familiar with the LangChain LLM framework, so we will be using it to ingest documents as well as retrieve them. We will be using sentence_transformers/all-mpnet-base-v2 embedding model and zephyr-7b-alpha llm. Both of these models are open source and available on HuggingFace. The implementation code for these two models in LangChain was kindly borrowed from the following repository:\nGitHub - aigeek0x0/zephyr-7b-alpha-langchain-chatbot: Chat with PDF using Zephyr 7B Alpha\u2026Chat with PDF using Zephyr 7B Alpha, Langchain, ChromaDB, and Gradio with Free Google Colab - GitHub\u00a0\u2026github.com\n\nIf you are using Google Collab environment, make sure to use GPU runtime.\nWe will begin by defining the embedding model, which can be easily retrieved from HuggingFace using the following code:\n```# specify embedding model (using huggingface sentence transformer)embedding_model_name = \"sentence-transformers/all-mpnet-base-v2\"model_kwargs = {\"device\": \"cuda\"}embeddings = HuggingFaceEmbeddings( model_name=embedding_model_name, model_kwargs=model_kwargs)```\n# specify embedding model (using huggingface sentence transformer)embedding_model_name = \"sentence-transformers/all-mpnet-base-v2\"model_kwargs = {\"device\": \"cuda\"}embeddings = HuggingFaceEmbeddings( model_name=embedding_model_name, model_kwargs=model_kwargs)\n# specify embedding model (using huggingface sentence transformer)\n\"sentence-transformers/all-mpnet-base-v2\"\n\"device\"\n\"cuda\"\n" + }, + { + "id_": "cc4c0b00-42b2-40c3-ae66-54bd405484c8", + "embedding": null, + "metadata": { + "header": "Ingest HubermanLabs podcasts into\u00a0Weaviate", + "source": "2023-10-30_How-to-implement-Weaviate-RAG-applications-with-Local-LLMs-and-Embedding-models-24a9128eaf84.html" + }, + "excluded_embed_metadata_keys": [], + "excluded_llm_metadata_keys": [], + "relationships": {}, + "metadata_template": "{key}: {value}", + "metadata_separator": "\n", + "text_resource": { + "embeddings": null, + "text": "I have learned that each channel on YouTube has an RSS feed, that can be used to fetch links to the latest 10 videos. As the RSS feed returns a XML, we need to employ a simple Python script to extract the links.\n```import requestsimport xml.etree.ElementTree as ETURL = \"https://www.youtube.com/feeds/videos.xml?channel_id=UC2D2CMWXMOVWx7giW1n3LIg\"response = requests.get(URL)xml_data = response.content# Parse the XML dataroot = ET.fromstring(xml_data)# Define the namespacenamespaces = { \"atom\": \"http://www.w3.org/2005/Atom\", \"media\": \"http://search.yahoo.com/mrss/\",}# Extract YouTube linksyoutube_links = [ link.get(\"href\") for link in root.findall(\".//atom:link[@rel='alternate']\", namespaces)][1:]```\nimport requestsimport xml.etree.ElementTree as ETURL = \"https://www.youtube.com/feeds/videos.xml?channel_id=UC2D2CMWXMOVWx7giW1n3LIg\"response = requests.get(URL)xml_data = response.content# Parse the XML dataroot = ET.fromstring(xml_data)# Define the namespacenamespaces = { \"atom\": \"http://www.w3.org/2005/Atom\", \"media\": \"http://search.yahoo.com/mrss/\",}# Extract YouTube linksyoutube_links = [ link.get(\"href\") for link in root.findall(\".//atom:link[@rel='alternate']\", namespaces)][1:]\n\"https://www.youtube.com/feeds/videos.xml?channel_id=UC2D2CMWXMOVWx7giW1n3LIg\"\n# Parse the XML data\n# Define the namespace\n\"atom\"\n\"http://www.w3.org/2005/Atom\"\n\"media\"\n\"http://search.yahoo.com/mrss/\"\n# Extract YouTube links\n\"href\"\n\".//atom:link[@rel='alternate']\"\n][1:]\nNow that we have the links to the videos at hand, we can use the YoutubeLoader from LangChain to retrieve the captions. Next, as with most RAG ingestions pipelines, we have to chunk the text into smaller pieces before ingestion. We can use the text splitter functionality that is built into LangChain.\n```from langchain.document_loaders import YoutubeLoaderall_docs = []for link in youtube_links: # Retrieve captions loader = YoutubeLoader.from_youtube_url(link) docs = loader.load() all_docs.extend(docs)# Split documentstext_splitter = TokenTextSplitter(chunk_size=128, chunk_overlap=0)split_docs = text_splitter.split_documents(all_docs)# Ingest the documents into Weaviatevector_db = Weaviate.from_documents( split_docs, embeddings, client=client, by_text=False)```\nfrom langchain.document_loaders import YoutubeLoaderall_docs = []for link in youtube_links: # Retrieve captions loader = YoutubeLoader.from_youtube_url(link) docs = loader.load() all_docs.extend(docs)# Split documentstext_splitter = TokenTextSplitter(chunk_size=128, chunk_overlap=0)split_docs = text_splitter.split_documents(all_docs)# Ingest the documents into Weaviatevector_db = Weaviate.from_documents( split_docs, embeddings, client=client, by_text=False)\nfrom\nimport\nfor\nin\n# Retrieve captions\n# Split documents\n128\n0\n# Ingest the documents into Weaviate\nFalse\nYou can test the vector retriever using the following code:\n```print( vector_db.similarity_search( \"Which are tools to bolster your mental health?\", k=3) )```\nprint( vector_db.similarity_search( \"Which are tools to bolster your mental health?\", k=3) )\nprint\n\"Which are tools to bolster your mental health?\"\n3\n", + "path": null, + "url": null, + "mimetype": null + }, + "image_resource": null, + "audio_resource": null, + "video_resource": null, + "text_template": "{metadata_str}\n\n{content}", + "class_name": "Document", + "text": "I have learned that each channel on YouTube has an RSS feed, that can be used to fetch links to the latest 10 videos. As the RSS feed returns a XML, we need to employ a simple Python script to extract the links.\n```import requestsimport xml.etree.ElementTree as ETURL = \"https://www.youtube.com/feeds/videos.xml?channel_id=UC2D2CMWXMOVWx7giW1n3LIg\"response = requests.get(URL)xml_data = response.content# Parse the XML dataroot = ET.fromstring(xml_data)# Define the namespacenamespaces = { \"atom\": \"http://www.w3.org/2005/Atom\", \"media\": \"http://search.yahoo.com/mrss/\",}# Extract YouTube linksyoutube_links = [ link.get(\"href\") for link in root.findall(\".//atom:link[@rel='alternate']\", namespaces)][1:]```\nimport requestsimport xml.etree.ElementTree as ETURL = \"https://www.youtube.com/feeds/videos.xml?channel_id=UC2D2CMWXMOVWx7giW1n3LIg\"response = requests.get(URL)xml_data = response.content# Parse the XML dataroot = ET.fromstring(xml_data)# Define the namespacenamespaces = { \"atom\": \"http://www.w3.org/2005/Atom\", \"media\": \"http://search.yahoo.com/mrss/\",}# Extract YouTube linksyoutube_links = [ link.get(\"href\") for link in root.findall(\".//atom:link[@rel='alternate']\", namespaces)][1:]\n\"https://www.youtube.com/feeds/videos.xml?channel_id=UC2D2CMWXMOVWx7giW1n3LIg\"\n# Parse the XML data\n# Define the namespace\n\"atom\"\n\"http://www.w3.org/2005/Atom\"\n\"media\"\n\"http://search.yahoo.com/mrss/\"\n# Extract YouTube links\n\"href\"\n\".//atom:link[@rel='alternate']\"\n][1:]\nNow that we have the links to the videos at hand, we can use the YoutubeLoader from LangChain to retrieve the captions. Next, as with most RAG ingestions pipelines, we have to chunk the text into smaller pieces before ingestion. We can use the text splitter functionality that is built into LangChain.\n```from langchain.document_loaders import YoutubeLoaderall_docs = []for link in youtube_links: # Retrieve captions loader = YoutubeLoader.from_youtube_url(link) docs = loader.load() all_docs.extend(docs)# Split documentstext_splitter = TokenTextSplitter(chunk_size=128, chunk_overlap=0)split_docs = text_splitter.split_documents(all_docs)# Ingest the documents into Weaviatevector_db = Weaviate.from_documents( split_docs, embeddings, client=client, by_text=False)```\nfrom langchain.document_loaders import YoutubeLoaderall_docs = []for link in youtube_links: # Retrieve captions loader = YoutubeLoader.from_youtube_url(link) docs = loader.load() all_docs.extend(docs)# Split documentstext_splitter = TokenTextSplitter(chunk_size=128, chunk_overlap=0)split_docs = text_splitter.split_documents(all_docs)# Ingest the documents into Weaviatevector_db = Weaviate.from_documents( split_docs, embeddings, client=client, by_text=False)\nfrom\nimport\nfor\nin\n# Retrieve captions\n# Split documents\n128\n0\n# Ingest the documents into Weaviate\nFalse\nYou can test the vector retriever using the following code:\n```print( vector_db.similarity_search( \"Which are tools to bolster your mental health?\", k=3) )```\nprint( vector_db.similarity_search( \"Which are tools to bolster your mental health?\", k=3) )\nprint\n\"Which are tools to bolster your mental health?\"\n3\n" + }, + { + "id_": "97b1315c-f1c9-4b69-b0d4-7e3e823015c7", + "embedding": null, + "metadata": { + "header": "Setting up a local\u00a0LLM", + "source": "2023-10-30_How-to-implement-Weaviate-RAG-applications-with-Local-LLMs-and-Embedding-models-24a9128eaf84.html" + }, + "excluded_embed_metadata_keys": [], + "excluded_llm_metadata_keys": [], + "relationships": {}, + "metadata_template": "{key}: {value}", + "metadata_separator": "\n", + "text_resource": { + "embeddings": null, + "text": "This part of the code was completely copied from the example provided by the AI Geek. It loads the zephyr-7b-alpha-sharded model and its tokenizer from HuggingFace and loads it as a LangChain LLM module.\ncopied from the example provided by the AI Geek\n```# specify model huggingface mode namemodel_name = \"anakin87/zephyr-7b-alpha-sharded\"# function for loading 4-bit quantized modeldef load_quantized_model(model_name: str): \"\"\" :param model_name: Name or path of the model to be loaded. :return: Loaded quantized model. \"\"\" bnb_config = BitsAndBytesConfig( load_in_4bit=True, bnb_4bit_use_double_quant=True, bnb_4bit_quant_type=\"nf4\", bnb_4bit_compute_dtype=torch.bfloat16, ) model = AutoModelForCausalLM.from_pretrained( model_name, load_in_4bit=True, torch_dtype=torch.bfloat16, quantization_config=bnb_config, ) return model# function for initializing tokenizerdef initialize_tokenizer(model_name: str): \"\"\" Initialize the tokenizer with the specified model_name. :param model_name: Name or path of the model for tokenizer initialization. :return: Initialized tokenizer. \"\"\" tokenizer = AutoTokenizer.from_pretrained(model_name, return_token_type_ids=False) tokenizer.bos_token_id = 1 # Set beginning of sentence token id return tokenizer# initialize tokenizertokenizer = initialize_tokenizer(model_name)# load modelmodel = load_quantized_model(model_name)# specify stop token idsstop_token_ids = [0]# build huggingface pipeline for using zephyr-7b-alphapipeline = pipeline( \"text-generation\", model=model, tokenizer=tokenizer, use_cache=True, device_map=\"auto\", max_length=2048, do_sample=True, top_k=5, num_return_sequences=1, eos_token_id=tokenizer.eos_token_id, pad_token_id=tokenizer.eos_token_id,)# specify the llmllm = HuggingFacePipeline(pipeline=pipeline)```\n# specify model huggingface mode namemodel_name = \"anakin87/zephyr-7b-alpha-sharded\"# function for loading 4-bit quantized modeldef load_quantized_model(model_name: str): \"\"\" :param model_name: Name or path of the model to be loaded. :return: Loaded quantized model. \"\"\" bnb_config = BitsAndBytesConfig( load_in_4bit=True, bnb_4bit_use_double_quant=True, bnb_4bit_quant_type=\"nf4\", bnb_4bit_compute_dtype=torch.bfloat16, ) model = AutoModelForCausalLM.from_pretrained( model_name, load_in_4bit=True, torch_dtype=torch.bfloat16, quantization_config=bnb_config, ) return model# function for initializing tokenizerdef initialize_tokenizer(model_name: str): \"\"\" Initialize the tokenizer with the specified model_name. :param model_name: Name or path of the model for tokenizer initialization. :return: Initialized tokenizer. \"\"\" tokenizer = AutoTokenizer.from_pretrained(model_name, return_token_type_ids=False) tokenizer.bos_token_id = 1 # Set beginning of sentence token id return tokenizer# initialize tokenizertokenizer = initialize_tokenizer(model_name)# load modelmodel = load_quantized_model(model_name)# specify stop token idsstop_token_ids = [0]# build huggingface pipeline for using zephyr-7b-alphapipeline = pipeline( \"text-generation\", model=model, tokenizer=tokenizer, use_cache=True, device_map=\"auto\", max_length=2048, do_sample=True, top_k=5, num_return_sequences=1, eos_token_id=tokenizer.eos_token_id, pad_token_id=tokenizer.eos_token_id,)# specify the llmllm = HuggingFacePipeline(pipeline=pipeline)\n# specify model huggingface mode name\n\"anakin87/zephyr-7b-alpha-sharded\"\n# function for loading 4-bit quantized model\ndef\nload_quantized_model\nmodel_name: str\nstr\n\"\"\" :param model_name: Name or path of the model to be loaded. :return: Loaded quantized model. \"\"\"\nTrue\nTrue\n\"nf4\"\nTrue\nreturn\n# function for initializing tokenizer\ndef\ninitialize_tokenizer\nmodel_name: str\nstr\n\"\"\" Initialize the tokenizer with the specified model_name. :param model_name: Name or path of the model for tokenizer initialization. :return: Initialized tokenizer. \"\"\"\nFalse\n1\n# Set beginning of sentence token id\nreturn\n# initialize tokenizer\n# load model\n# specify stop token ids\n0\n# build huggingface pipeline for using zephyr-7b-alpha\n\"text-generation\"\nTrue\n\"auto\"\n2048\nTrue\n5\n1\n# specify the llm\nI haven\u2019t played around yet, but you could probably reuse this code to load other LLMs from HuggingFace.\n", + "path": null, + "url": null, + "mimetype": null + }, + "image_resource": null, + "audio_resource": null, + "video_resource": null, + "text_template": "{metadata_str}\n\n{content}", + "class_name": "Document", + "text": "This part of the code was completely copied from the example provided by the AI Geek. It loads the zephyr-7b-alpha-sharded model and its tokenizer from HuggingFace and loads it as a LangChain LLM module.\ncopied from the example provided by the AI Geek\n```# specify model huggingface mode namemodel_name = \"anakin87/zephyr-7b-alpha-sharded\"# function for loading 4-bit quantized modeldef load_quantized_model(model_name: str): \"\"\" :param model_name: Name or path of the model to be loaded. :return: Loaded quantized model. \"\"\" bnb_config = BitsAndBytesConfig( load_in_4bit=True, bnb_4bit_use_double_quant=True, bnb_4bit_quant_type=\"nf4\", bnb_4bit_compute_dtype=torch.bfloat16, ) model = AutoModelForCausalLM.from_pretrained( model_name, load_in_4bit=True, torch_dtype=torch.bfloat16, quantization_config=bnb_config, ) return model# function for initializing tokenizerdef initialize_tokenizer(model_name: str): \"\"\" Initialize the tokenizer with the specified model_name. :param model_name: Name or path of the model for tokenizer initialization. :return: Initialized tokenizer. \"\"\" tokenizer = AutoTokenizer.from_pretrained(model_name, return_token_type_ids=False) tokenizer.bos_token_id = 1 # Set beginning of sentence token id return tokenizer# initialize tokenizertokenizer = initialize_tokenizer(model_name)# load modelmodel = load_quantized_model(model_name)# specify stop token idsstop_token_ids = [0]# build huggingface pipeline for using zephyr-7b-alphapipeline = pipeline( \"text-generation\", model=model, tokenizer=tokenizer, use_cache=True, device_map=\"auto\", max_length=2048, do_sample=True, top_k=5, num_return_sequences=1, eos_token_id=tokenizer.eos_token_id, pad_token_id=tokenizer.eos_token_id,)# specify the llmllm = HuggingFacePipeline(pipeline=pipeline)```\n# specify model huggingface mode namemodel_name = \"anakin87/zephyr-7b-alpha-sharded\"# function for loading 4-bit quantized modeldef load_quantized_model(model_name: str): \"\"\" :param model_name: Name or path of the model to be loaded. :return: Loaded quantized model. \"\"\" bnb_config = BitsAndBytesConfig( load_in_4bit=True, bnb_4bit_use_double_quant=True, bnb_4bit_quant_type=\"nf4\", bnb_4bit_compute_dtype=torch.bfloat16, ) model = AutoModelForCausalLM.from_pretrained( model_name, load_in_4bit=True, torch_dtype=torch.bfloat16, quantization_config=bnb_config, ) return model# function for initializing tokenizerdef initialize_tokenizer(model_name: str): \"\"\" Initialize the tokenizer with the specified model_name. :param model_name: Name or path of the model for tokenizer initialization. :return: Initialized tokenizer. \"\"\" tokenizer = AutoTokenizer.from_pretrained(model_name, return_token_type_ids=False) tokenizer.bos_token_id = 1 # Set beginning of sentence token id return tokenizer# initialize tokenizertokenizer = initialize_tokenizer(model_name)# load modelmodel = load_quantized_model(model_name)# specify stop token idsstop_token_ids = [0]# build huggingface pipeline for using zephyr-7b-alphapipeline = pipeline( \"text-generation\", model=model, tokenizer=tokenizer, use_cache=True, device_map=\"auto\", max_length=2048, do_sample=True, top_k=5, num_return_sequences=1, eos_token_id=tokenizer.eos_token_id, pad_token_id=tokenizer.eos_token_id,)# specify the llmllm = HuggingFacePipeline(pipeline=pipeline)\n# specify model huggingface mode name\n\"anakin87/zephyr-7b-alpha-sharded\"\n# function for loading 4-bit quantized model\ndef\nload_quantized_model\nmodel_name: str\nstr\n\"\"\" :param model_name: Name or path of the model to be loaded. :return: Loaded quantized model. \"\"\"\nTrue\nTrue\n\"nf4\"\nTrue\nreturn\n# function for initializing tokenizer\ndef\ninitialize_tokenizer\nmodel_name: str\nstr\n\"\"\" Initialize the tokenizer with the specified model_name. :param model_name: Name or path of the model for tokenizer initialization. :return: Initialized tokenizer. \"\"\"\nFalse\n1\n# Set beginning of sentence token id\nreturn\n# initialize tokenizer\n# load model\n# specify stop token ids\n0\n# build huggingface pipeline for using zephyr-7b-alpha\n\"text-generation\"\nTrue\n\"auto\"\n2048\nTrue\n5\n1\n# specify the llm\nI haven\u2019t played around yet, but you could probably reuse this code to load other LLMs from HuggingFace.\n" + }, + { + "id_": "f809a52c-1331-491f-9abc-317103cd675d", + "embedding": null, + "metadata": { + "header": "Building a conversation chain", + "source": "2023-10-30_How-to-implement-Weaviate-RAG-applications-with-Local-LLMs-and-Embedding-models-24a9128eaf84.html" + }, + "excluded_embed_metadata_keys": [], + "excluded_llm_metadata_keys": [], + "relationships": {}, + "metadata_template": "{key}: {value}", + "metadata_separator": "\n", + "text_resource": { + "embeddings": null, + "text": "Now that we have our vector retrieval and th LLM ready, we can implement a retrieval-augmented chatbot in only a couple lines of code.\n```qa_chain = RetrievalQA.from_chain_type( llm=llm, chain_type=\"stuff\", retriever=vector_db.as_retriever())```\nqa_chain = RetrievalQA.from_chain_type( llm=llm, chain_type=\"stuff\", retriever=vector_db.as_retriever())\n\"stuff\"\nLet\u2019s now test how well it works:\n```response = qa_chain.run( \"How does one increase their mental health?\")print(response)```\nresponse = qa_chain.run( \"How does one increase their mental health?\")print(response)\n\"How does one increase their mental health?\"\nprint\nLet\u2019s try another one:\n```response = qa_chain.run(\"How to increase your willpower?\")print(response)```\nresponse = qa_chain.run(\"How to increase your willpower?\")print(response)\n\"How to increase your willpower?\"\nprint\n", + "path": null, + "url": null, + "mimetype": null + }, + "image_resource": null, + "audio_resource": null, + "video_resource": null, + "text_template": "{metadata_str}\n\n{content}", + "class_name": "Document", + "text": "Now that we have our vector retrieval and th LLM ready, we can implement a retrieval-augmented chatbot in only a couple lines of code.\n```qa_chain = RetrievalQA.from_chain_type( llm=llm, chain_type=\"stuff\", retriever=vector_db.as_retriever())```\nqa_chain = RetrievalQA.from_chain_type( llm=llm, chain_type=\"stuff\", retriever=vector_db.as_retriever())\n\"stuff\"\nLet\u2019s now test how well it works:\n```response = qa_chain.run( \"How does one increase their mental health?\")print(response)```\nresponse = qa_chain.run( \"How does one increase their mental health?\")print(response)\n\"How does one increase their mental health?\"\nprint\nLet\u2019s try another one:\n```response = qa_chain.run(\"How to increase your willpower?\")print(response)```\nresponse = qa_chain.run(\"How to increase your willpower?\")print(response)\n\"How to increase your willpower?\"\nprint\n" + }, + { + "id_": "e6780b6a-731b-4f21-9610-7193ca57ec9c", + "embedding": null, + "metadata": { + "header": "Summary", + "source": "2023-10-30_How-to-implement-Weaviate-RAG-applications-with-Local-LLMs-and-Embedding-models-24a9128eaf84.html" + }, + "excluded_embed_metadata_keys": [], + "excluded_llm_metadata_keys": [], + "relationships": {}, + "metadata_template": "{key}: {value}", + "metadata_separator": "\n", + "text_resource": { + "embeddings": null, + "text": "Only a couple of months ago, most of us didn\u2019t realize that we will be able to run LLMs on our laptop or free-tier Google Collab so soon. Many RAG applications deal with private and confidential data, where it can\u2019t be shared with third-party LLM providers. In those cases, using a local embedding and LLM models as described in this blog post is the ideal solution.\nAs always, the code is available on GitHub.\nGitHub\n", + "path": null, + "url": null, + "mimetype": null + }, + "image_resource": null, + "audio_resource": null, + "video_resource": null, + "text_template": "{metadata_str}\n\n{content}", + "class_name": "Document", + "text": "Only a couple of months ago, most of us didn\u2019t realize that we will be able to run LLMs on our laptop or free-tier Google Collab so soon. Many RAG applications deal with private and confidential data, where it can\u2019t be shared with third-party LLM providers. In those cases, using a local embedding and LLM models as described in this blog post is the ideal solution.\nAs always, the code is available on GitHub.\nGitHub\n" + } +] \ No newline at end of file diff --git a/data/multimodal_test_samples/images/1*2wrx2joD1PaAsC27pshn3A.png b/data/multimodal_test_samples/images/1*2wrx2joD1PaAsC27pshn3A.png new file mode 100644 index 0000000000000000000000000000000000000000..40d310e8f8bcf41479ed7d1cd2aefa6b8744895c GIT binary patch literal 85521 zcmc$`g;!PG7cLA)Ngui!JV-avA|)ju-QC^Y(%mgBNP~2DgLHRFNrTk4G2Z+8?muwH zU<}2x&t7ZIHP@WaeCD$Zk(CicM!-jafPg@LFD@((0r7$q0s?Xc9v1i)eP?Sh1SAB+ zd*QbqUD6LTVA4Ns|LXIeT<;B zGw=(4;l399H-stE zN1wm%37ydSe?34vf-rf^jrMu*=tXZq)x+0Oeyf9eGrM%@hkLMu!rQ+~!?NMdm@wVZ zez&n(yz>>o-I$jU#d=z`{NTab>}PUFC`bg7@Vg1y!W>Wb^U?-K;hIQMf^yZ)laCQr zttBr$UTI3#Drm3LhE@d@a0-8Zen=t?xAbW*H!4rzVJq&#;O@kP{H^;&$g9DN+wDs@&FB|{E#4TQVv%^JNbFS*)O84J@Ms;s-{ zhH!S7H}t!ML8q7JjI$%#Bh4OTh9i%*nHw8=x9&5l#shYJg!WQ_j&pTA*G2*(#${pm zk9Q|5Pq({SBu`!=sqAO`xJbR%Jzn8U&h}DfRB~$EW{|%fAYXzOif00j#Dl5z?zrjZ zI(?>0v&p5fv0w(m>-yn(b@Q`7N-<|xS2!MPg~zQOq5EOwmzUOU4;-J6@ccBL=3(Fn zZ6LfJZ+Gi$ieHj=-H_j~6C9n>b{W`!5mXH*o|Kl_kf%^_o#C&Sq ze*3&nzYfaJt|ufJ6WUJNp7^g8tp$)s_z73N?n-8LE>tAf2K?c-S*`k=RP%29c1Mf33djr|=ia>caW*&WL7O43 zGNW%Jdiod5dSTm8Y{I#Yf{(f=c;JRA)AmzpmsM5ze#!Ha}JWs4W)*nMbdq}{uzm;lU7IV@UL4dP58$rN1=uW}b z53HWzMBD3j`}Or*qPkT`TieBi)UFG$3^D*WY|O-lS} z`pu8O4z}&@u8uZyLLGig(JYjz*OfwNJj`L{Q{^(K{EmtreHa88k|d$><6>iNwqnG3 zms7AAwZiXC+O$_#P0}v*C*g>AoZ_#)DwTFNyPj`(j%D)Ec6;O%7U~1TvP2v!8hP=& z3qna~qg5^o|G={q{cfxLr5)$7vh#}TtA!d)y<1X zWfjX+RaH0c?mqR|l1U63dcFD^rwhA_&91ES^77-gmWwW*8*H&C9JF)4CakXqk@QaF z11nbez(-}JyVIOD)f+kyTjX+0^Sq3zNqwmC`Sn7yHt#HLqL`=U#N<`FG-?8PyMtjU{nKhlhvXJSt*;u}a)+ zR8UaZoNUOVj{J0IJNjm~J1}f)_p9P~Qx4m!DX8DcX;7&G!=eP*IMcNtIF!J;Sq`ez zbbwTh$T9x@`9wggYTIf`PHI{$M;!Y-KUvjkdbFC1_XM5z&?2#ubR@ ztZknBYF^@nG8tRA13*xs^rmq-#Kx)iHhLNe#iHHf{XWro?lwS`B<`jUJD(<{nLcWm zrbi|sQY3kSp!}RT4Qb~<1(#h8!={j=#_6`A9>h+cX=GFw{S)CD$?%+us3a3VE0=5O z(YRdA8yjlP?CdQ!)fr^wNX}l)YDWz*G)YyxkkdTA6?t%FxB*XiB<-U~e($WyB+bV?Vn{0i?(vpUT^RnZHj3`Kmlc`CuCm2-C zhrnq!ryG=AQ6alBi7y;}ht-2JR;MNqp8;9=;txc~xA?l@qCZu^gdM(PMW$oX@4B1u zs>p+;3akTmbJ0-45uV2z$NhsA%qWG2ce`a+MMC&|GQ5%REuuoi(_33iuRJTPS6h** zEjIY)c`m21WUg-YRNrkba_ZM5lonRm_uLLQJM`!YHt_|osH6=yhfYk$A^rg)it?&P z)aMPw;nM6WTFb6=*A2yn=2aSwvvSMZuhmg?eT5qB;*%knS%+F)YllWl&@9VPHG7QoW>c!OSnp`2&LDMe}QqHH_vh=@q8k zDOiTJVg1vD{6fyZGRej_ikyId1ESP$f_S34-R|q&*k~?3TO#UwE5k*mghAEyX3Zui zm*a-rjXQ(d?1TZV{NwL*e?kNs{&XeFR46r0TtC}iY`bIQQv#_!zESLNz>WA+bbAT} zr_Ck%v4p|BFl>6i*@FmWM1kjX59IH)5zf`_qq^0|^DzMdE&7av8Pg72PAkHlk+dKn z5GhtzEjcY(a@`$PGdt|bY5<4L<)r2M=bAsN1kCl<@>YBj&kGO>3yXnPS=vywOdo(L zqE0vah8%#sk+1u^2l;XpefpSKSOcqX?023ak(uF7krmHtP1`8$hl@$u^AXOWn!-#s ziN}eJx9hh3WI_GcK!__{Q*xYER9>G})=s!)Z2svtEVh2S5ylw$1&>)Tz#=Lg$b>gz z-jDvw`n~t&H>~&+BEDh`@&xw}aA~#)xS@E7hx89;ZXxtRO!MPEH(OK|%hLhTY7w*~2&l zRFNW*zbJSDJg1pv637K4&CQe&labH$IvS!95}^h~uj%OGPfVzEdta-G;-Yr8xw^XI zvKWYac!~<+uImO2-QS*Xo@+RK7ujg+xs20cQrTw-&6%SAi?mJIqza#cNW7xC2{Fk? zJbpqNjb+kLF4kEyRuTY7zh^s1I}(wx8SUZMWfuU0q7xFR&OOcsUeyCY;b$L-cmFPs zkI6F|2J4k$BpF*iChC_A0EzPSuzGCpDq;;xLsJx;ndB$->?4yuUq8Fz1Xz|5SF#6y zAEy_SA0&TX2fV}>FZ@7K>3}99DI?KLdXG26a1YJ8_!`P%FGWiEp3?hjGuq#M2*~^QcR+{i-AR6 zK|xMUZQ;vZE?DC7zYnm<0CR%r=qwJG0as4_cYstU8y(FtF)_OZ%t;$_*ew5a97Ih2Gt+!rN=gWTgfU&;FD)`@&YsaSt;n84o#?m+$wXl{w%E1zo|4{7+cCYK)a)k*DkSm?H_~=RR zwM2q**ysu6zJ2)PTjAO5pW)ZdH+v(vZr1#n-LDQ2L|(F!YRaXexN-h@L~r7BXJ;qJ zcr5c7eR~+GX?^qi-!bqhm{cG$G~D*{>w!{^7CQGUusi?f>xbFxOyv4o{W0?KKdZ<1 zF^1qvNuM)8f&bsFQj;PSCq;`MQ`T~&B6i&ZxsDC)-OD`B^S=YAw^Xrb*V6_7?UH(} zmix1zGrr|&Hf&%R*i;zF=YldG8?pyR1hxm(+`mNa8v=mCFpY+j$yU?$jrc|6@ZnnS ze$xe}AY4Q^;4#s@NTMF}&YI=`D;4hJVsOO2Q=^s+&x{?pXw@Xm-v-ofSgo7dj(zg+ zy>B%u{=7gAHwJ_dxaQPE#pF50cij!-yokq#yS~E3T}90N^>H4VKhuE=1g4|#lLZmm z|GQWOe&BN<=@1IQ6MVS8J6qGAN=i+Oz4;a>X~|7pRjFD4^dlT>)C&yPQ6=!(_&GI# zQdkb5;Q(01O5?N^1uEDIqY-@2t6m~W%}QXrzbR!<1{5vB(6IGf;vcqLuf%4~stB?1 zmFKV#;s=!dW(UH0;Srr&lS7jPPMS!fw_=0Xg z-{E}q>5RJdfblmkutZlj_8(m3gb?1Zqo!rlt5#zIisb)ga(~)KqCNryiid3H2 zCxI$p!@py9IN0&I5Z+0%PCUUQ$k})&_k#o|LjPcV9gRw<=DuH-zXP()kEx>ng8UB9``%v;V99j3YGD93~G z_bkm9>9RW@p!a%%L*<|TgK5-^j2|@0*={uC@L^jf{|rr|FBsmVKbrnVTt=oW`jay7 z?tiQm50OJd&H+{muPX~IGCt*r>StMC)G5aQ#`wJ5g-M>*qknZc&vj5zy~PuX9s%>e zlS3{T{|v%=W&sxJtfSJ?35yVc5b*5oKk&pp#%a?2HX=p{su~}dO}x$PArD^H%BoC7 zB-~K=c_JrFzcY;!et17Aj-~?$h3`TZM1uJW|1KMh?2qM{|9clEI_XJze|2z0RqFTY zb@;*D95Zeu1E7h3A`(Co@U4%(%t0jSWx$5xWB)amX$-EMZg(G0o{!gAYc~V%4wqR^c!@}| zCn$%F&aLiu4Hw>vGzIV+(BQ*FD*IQDOZ*OrL4xMwdY?HvkXw7jBU` zm(a#s@_lzhC%E>A3ja8`|Av2=^451T5)mz}%wW`KpTo!bH^rRK6*||SdSGdUuIBVn zJ%CWYxA4uJmst3D4#aM||K?EkyWBNAYOe7pia)=Og?q_ zBbEcKQgUEh^KHL3efV?gUj)Jh!s4+SApySqYQw(=R?!0pm4YXNzjs6pQ`Dy!;HTi143eT1K(*O+Ww5T-g2~ytb!D z9=Ge`i1_&U8)vfzAg%hYggm=LP7N0%i}#~Pjpbr(r85AcB>sWTFuM+Npyn4+Qc?;` z299wm?7z%m`<%Cz%T2JDOOg;YP?v2mW@AUbBoSEZX@MmI?Q&S(Ip?rH+kVWKP z|Kl*}Vf8Qj2L|5C$;o-77OW}$Peex&H37=>=ZKYf{Ua2}W{52me=;32Ze=A9U3Hfm z9V1$JLUTU){mTMK0D1A~1ONkCr4m6cEiL_%*c|Z7e>kJ3-JuECjuq#4?dAl+boW&sL~3xa@!O0wE^BRzF2lH;}?;Pu^um!=pVP z+TMQ=g&v_PY#IoLQS;TtLw9+3lpyNoGZYcF;`?X(eq6L(cZZV|B7nN-eI{i(SaOum zL`-@AkJZ0oX_oZ^lt+}Zwx{BXJ8xz^mhf{LMENhr!Sw{b1fnRd*K45V|ZsnyXT>6!2iDa$;rf*P4c8%_ILjb;)h# z2^8!$xI~89Y=WYQ^$~>rX;vpF_j=p_mSzLS*9E7Kd?9^=k`+d}5$akX(Ox5r;5qK_ zyeOz{Wr3o6A?^g#i#vW848g#uQ*{CBr&QOy39C`*5~(xpw&c#Mln&PfkqIAt1kDlX zi-{wP53SVQ2s@$~P9rgdNy_{cj^|LG4vZc+Y55Yh(z8S}Z0}4YxJ(-r`d)fX$q8a$ zz^3K|TC6V9#=x*AP@WQ3xcexQBuwockkjH5BSH9Oa~O?9h8@KWy^5hZdYzO94;3AP z(agj!?d5SkkPkkiM5V5;WFY;>bh27}zF@%jq3{wO6u1yvngGFK(~4z-g0PnRjCs=X zW+Z97?U98mR3eW(?2|KCsbtiashtjq%V{6wM4`O>jfXcEAMw11K4eVWkNYAZd>ulw zUH#P2Y_}3OeOaMXoB!n#awYLP0ViZy0TeBZZ&`+Km7UHb30n+=|1Ze*H0tGF8xWX9 zOiuw;>6S?;pnYhJ)M4^la2W$Ei?2!Sm>CGyo{TG1_#7Y0TpId&prmZ;38W3m9?Hq) zSl72FansW9&!OrfJ#g6*HLUOrb`Z=#5pJ}0nmSkS{wGT#rgU`b(_FGC%~KfE_SyUA zWQYve8Og;e!dxm`@{YLvYJz@)0(*Ew#@)W&Fv5@m9lm{E5_aJYsQE!lXO{nGrc-3z zShW5$wfOIGxqxx4f^|L^W0q2}Ti3WEL<=8A;_mpowjH$*@ns(c&xjEA+dx!nf@LpqUicdioKx8&37(8DC3dw5X2TKxmvVnopMst5Vq!UgENy*#q7{y6L-7z zFGJGsB)d6gH=jXdd~vY)FUdilGoS6SDLT&zv$qaIwu#U~pm5{v2HpNwc+o-6}i^I#*mAJ*^OH>w9`#tN_+m1Tp!p@T-o9>2*)2HjQ}S zR_2-t54-18D;U4w6wz^8uNzi;D?Frjf!PD(u4=@@#Jq3cEr+ z3WID_Moobj3PKEC`pkgS8Tab5MHa}$aiB(zCa=+jm4sz|KQAn$jWBY9H1>RG{WF%Z zm|(nUUL^+kTwoATJ(y-6g{cVosnd~0NU_yopcGEJo%%!D+DI`q<`W8*NZU;*F$6<} zb02dLKl83Tp;ah zJ{L@X2P7=P9H0(tm_c1kb*HunNic&-#1)bIfjt@f(L@eEyUo&Cn^GzL`?^;7N7!)a z7w`#prG6bY?c26paa;afo4&M(H`MqD@0%3kI`CBh3C|OAveMm zxk;|sqv=kZToO)u{TNj>YfeRpOxA6isPsi|`fQmYJLB=G-(&%}@XB3xMSCblTLm41 z^pY0(Mh7*}4_?dE$Z_^b3GZcijnx_z!~B`?BGwmrj=nEitY{oms{tF*X=Mqfd)-seOrA%1 zr{k(UbK*ZOO-3BCc5dz6`|C2zw(~oj@@pWxm=0`ET)CvY&z zXjLFl9dNX-JGAd#1rsR6Zv?Q4`O3ONzzivodk-Mw)sBc*7=0uCs*$&w6*KSl>!1^Fj1&?+r zWYaAi*ySL!WaAb`MVx1$KrAt9jsAARv5hP?ffXOAv*UF@$YSJzneWu%fI@ttbnZ*E zx7=W!xzlJja)!?(gprXMYXs*BH7FfCj}dDGjAT_heB*=2#uCNTX5;s2V?@NY<)`1w zuW0k%zXh#S%u-s*t-zL6u`=s!NO9$&5IXfUJ(uZ;k(Gol>4IKwm^_Kr>Lw=oa;fIH zTr}H1*9uy(q(9mWCvYQ-r;?3X8ci?kd|I<<0$svY92O3MRjbLUc}p(EItlZn#37rpVA6L&P;fVBIEzoNww){q_6#BOsA z8zZE=a=!`eQ4yJNisxVw^cekhyW=)8ynq9vUpcRTf0YO6;!9&U>h#EpDT23rifU0* z^Rk#!x@%0dv_t~Z>9F2R!TO>n<;N;O+aYGO2_v}~TczTq_~}QaJA)T;*iZ=f?IBHM z8#;Jr!S%ANR=G8wRZ6}nf)aGB3rk)-jZuM@)8ROKg1X53$T6jShwwzqb};k4{esb2 zeXYu{b>h=0O(Cns1<~;t!-}z#2&F#G6RcVHQqn6uAbn+7e;|++6^trIEkP5c~+ zUsKF8eZBfXPUC4Q6lKg^#p40%ZOgz>;!O-gyKK|&VAIG;E_9!U7+vS`W`esm?od_z z*8BTcTFg&FM^(_lhoL|y?HFYcT)R?vyDw7+opnp>f^c)<|8vy=xzoChIuPpn0Ztt4`b)`gP)a zhFnhqO5*}$^t(!`jQYiccb`9_xq8!uhDDiBhTD+(%)Gc3N-ML5f-x_3i8!Ml8sssC zZjF!FV{3j9yHnToNfm?ay`v@ri2bpdeCz7icdLvD?d*>By(Tf1ayb`wbP;&EK;*hM z1wlC!N>rag`Tf98zMqt_I}Aa0GY9M7m!ws-XfYG$1qYQ?Mm-2ruS2W+#qUj_waN)R z-JHeb<b5*O~09CYZf896YW!^XS9&AbjMdiyM{ZAiss7wyj2;o!K?)NbPEg z_UkLbd5w)7%$E19K3;LsX}30a+TEL%%?pyEt)e8cXZd%09v&JK6<>U^l!`HHgREL zL3t~VSheks9)`xGG(5-y^C>^K3_hD&x&;iC+7IX>-oEQUTEwt~t%DNce;@KeR~Ho0 zrh*!j1GiK^QufliN9P_nG0m% zli5JitoAM$4LRE(5@RsBk&lvKh|w=b3VddYrb-(t3m zh=r9kCM_-O>8|Z5?nEjmE#V7|*ZztD9R#2k$XD6qidcQ7!`2GYtb~#nG`Ff%BfSCH zPMtbUeaY?Nsf&S@SFO6Slvvim8m~q#KVVUqUO-{vbANwdT064+b%Eo0sFh*Vyo6?F zZus&15-2r?8gDWeEo3{gl10qEw#jodF`(iK5~Dza`Wb~QY=&rMWl1}BzLV;UD08wr9CmU!0JzS(D?qU(C8Qc(nNoggstKLHem&eRt< zl_sasX6x@tA>7@BwCLItj;0ky(OEo=QEk3t@)&O-$&ojFT{P|mq z5KARlq1O{ypT7=hX*yJmGXepd$?`t|#k|XJ)|}@j#w(e4%b4p`Z|$9YQu4z&0&_84 z-E6vRfFRX@dDtZ;Vj-M4N|dOW<8OShQxt#@|v z@-1!k^pV4M-HBF+!=xApa(l{|x}tK$?*Pu}o=@x!6(Aso(>OoyXSwdAfa&RbsFF1N z%*z^J5wYpof3A0JH~FJ*iwCp=)E)hhoXa>&m^Tf>(_oEc?H)KKrs`nUID~-7{Jev z^bt7|9ycB^fM@`znU6;u&<)@mt&W&44}BrXj0g)?*DT>DXp1Ipr|Q^YVaxI!uSk4E zLaeHJ4>lok>JaH>LSb_!Oi&JlR-351uB)x~dSc;QA|)$J*jLVU!c`q^&4QtCE$M_e zpJBSEJF23g{l!nFP*%1mi#{3jic+hXT* z0(nhiOnTGr5A>&MT)mUF?_&y3qKna|Me zFHH`L;uJjVyST3cG9GLsb-Fe z5sEwBPj@5$<4b*heX^>3wGT+Sl5XercWQYY_I#cNe1M`aC^$*ossSd5&aT>p5*mSqimYOdB~nAVnBCg185_McHNH~3WYf6)pWvf$ut;~vS9+Rndvb#IP1D*8yye2 zu?_(dq=>3&3j9ko*JrK|;7*0QVRs8}J}+WL9p%NzbjH&t2=juh1Sq;BkcS-4>fx8C zOa_>3$*8$nR+z@dbfCqrA#>f;$SFZ;OoQ)Ov;&9{Umj`dA!wZw%^Ik_F2UPd*mpQ> zI2LB>=52s%Uw=_W3{^!^>_I}cmzUSc-=rePH`C2RYr};btrv`6SO9kHlOYq_a2+?D z4p!w!z6_OCa+pVlwr(I^|IkaCN&=(Sw0=?W`L4Hi2c^17teSN&@r?FO4X>tLkrh= zeTx3U1lmm^M>Qf`#J5s9oP}~svL)jQ1ET}4vgq`T0h;uTZ-1^bSLy(eI|RCpc%~+= zBpp0AoqB%h2A#{P$XeJeQzx&qdp2xF^4J`d)`gOiKmD3*>t5)xWF75RQ3Xd!iOmzY zTlr1AZwW&^piK6E0flsdqO3LM-vp}Gz}ICxzY4A#9tW0$;F$=k~PUthECWu!f=%|YA&jCLDetG#3v?p z;n}}i`(mOd!NS5iVE|Dn@j}cZr=Hq{555PA&D{Ucm=Zx?GNI~4UR{bjqEzTIyZKD8 zWc+#$j&{5ZZz(h;qC-MX7^Y^4$@{fyhqrna-1K-~mCF;ad*wUkKx#yLqCLqWK<`@( zs?qe#XG6obhpR3?s7Y#z4+xDUG@!?)Lm;=uc+bOwi5taI+!L5dYrf2Fa&igycQpt& zB}T!z$jNdAmWvVI+K>= z&lU+}P|vHcS6ONR8-VN4c>+U}X1W`xraO)`zg;GsU6gJih6aazQ$6&?2to7(uSw{w z@xOROZquj>ReY32h4)|QQAd%vg#DT75e8pBP z@xXj)nOp(H3iXD5OcXf!ynFb)q_(hW7zpTUVqkIH$ul69hb08u>CE)pfEumw>ZK7v z0sT}z3nm#R3olAzb_}2aqat=0``Cs_V`RV`(;aDGIVa&^!xvjTL&JrEzPperRQvAN;kn6E$@W_Cf@BW|#3@Jv!mxob!KNKgl23)U{?37f2JBO<=}tMK zh7`p3G6qn!y5)!5o+$(nHxtCHdcBLEnL{Z`{23gAnO!#gT_dY6tp9AphRBvQmj3|~ z)J8HoXX2AH^{L(jK7eWST4Y0J+s^L3%;|vnqz-O(yVfg{3&u4KG4Gd+?psi&+yNxI zeOnnZN;?Vs#@a)WZW8fw&+5vNU9R`4RTZ*lJ9ygAok5u0mRTabuFB9{54l2_zq}|- zL2*%rP^4_Mv5x(N;p+T}07n0qj%Q=OBDG3w&M<2H-KH&JWr92&M5F;J7hG^jNQ7tV ziU*oa9W1Xqgj}QKcQf4s3#EBt;qC-(4UJDQ+V=(_FiDaVKdB83KlgoEpJC0f6J$w!!e>g?FK<&ln~YYUx=;l)9=$H7mDN3sgE}*31l6#m-S&T!v=v{@ z_sH1uCrL=w`g9YcW0H{bu6ST&CuIuV^bJ5Pj-?xLEmFUr17jkoA;%WXDx`v>)FszD z;D}*7q$A+j@wVBZ0vE+&g^UkBzRBNHm#9MBe)O3RDH=uTc4EVYCwCNsC5q1=o_xtn zQAB9FOg>)9O`I;uNzEENr~HFe8$z_Qy<*GAvwQ5H8;x!M1* zC!ynLQY|hqk(!ydhAYE>r$P5B{8d0%tiMvlY z0h+FeV9}yskEQ6)L$K0S_>NfyneA5@^GSq2+SyPD-OG!rW~h>^He5?s)b@$aOWcZm zdrT2Y>4?iY1iDjuH+hog6i*1k0pgM@ez?a@@_LWToKGES@^!$`&bXT!z zd#rE>!%G)s*e@2;r16_3EuDLEn<(gmn!Qazasx*Xah6e1ZhTcYMI#Am-lMq?;hlC! zSzuNVi;JChZr@!V1bxpHvo?ezGa@$1)R$7$&w|T8HpPSLzG%N$L-Up;{kfq4-*%2q zzA6JH4`JN&5sw~(Vcnn|Am*vrpE@g6^ua)OY-ZP*>6R`KT2*x+Ec}A)kkbNwLSBIq zJD*w!ZH43zzEc0=UMI=`5N}XIHncZiR)2S(r zmP_{KCsef};F#?E`!>4Nd?4!b&loeBir~B4KR;d{(bchMbpSDlDa}F#W()5`sEE zCKR(@7yGf`bwKTyWbSJ#N_~f~`IKB_31})esKx7qsKY-uk(Za(t$L|v!tMMr7$IoH zWWgYeV;&!gS(L`4kvK1i(X7BlBmTtt#<6d9=sS7j5}`dhxxF#j*`fyNOPkt}suFS} z24`-3QQSGrib!7E_gNl=3@Q>C%RFA*Xw|#)MarOzdg(?n=}Znp^I1z_`B*W(`4%k_ zQKUtTH}mtSpei#^1UY7{sPDTN_$8FWMje`niEI|gYN;W~ubC-*qgQ$$v)I&cjps@n z3u*NyiX+MdukEd~VFLC8rQzZ#8J)mRQgHV3u~d5#r39TKR5kLNgNRq87rf7`=&3XGnygIZGlpDY56kp-ZX5K6Y`CGt^Mf{}$#{_bxONxSb@i z0oTbzO>IkBV%jxV0Eie${iXx(Hh}t`Ps8K12R&#SkV3vkV%BMg2(cxXN^Ex@Yo#xk z+Bsz*{?P$P5^sPOZpm^mW85uc1zCi~)QwoUK!j#4+_&z~8IusWSAhI&IS}ElQ}7%< z2fpPg@tbzWMClwFM>Mqy0jti6=S%s_*^jI;MG->Cp>>4(Wy`X-q9j?i*%Wa$B|@ToRX@REIK%I z@*7cNRMw|hM}qv=hQ6b>*|dHNO23%w-tl;(t4Ge`y|u7Wm#jm1^Sy1(Uw_6uW|Q%4 z>lkEG7sUgf7LEu^;9QLr-=L&K^n4{fY^DdMtQv!V#uRBU!4M^ECDhT^R)!lMVu0Gw zd&oaXec-G`nQcUI$xPY$toT(aRyD#(2ANkTooUT*I-&uPB2zXk0Hgs~pCDN$J{ur8 z%%}9ysd_=}taCc-yy~eOfWcb9oJL4bj!6=5PV6`(N6wH8_I-%~7CfB&sczjum9h^0 zxHFnTz_^oAZ#_5)7S!X!7t?WN9W?$GKO?)$<4h9VUvKS;RA}(IxRgh<8Pdt!XE+%z zt-zcEa|X%8W=@A`Uo2}`FN=Lt*fdjxf78mqs6hXAaJo`0bH;>NY|m&ch0#=$M!YyK z@@q4%&t@bq=7Vz`LOzYeyJ*}y1C7i%kY3==?%U!YYae%ZK4!Smru7}CDyUjuPwqSd z*I{}A`5$dY#o$hnrSUM`tAtklQ|haS{0beoxcPQ;W}*#%=E4&rcFn^QQy?)ln;-4o z&_0~ZD+gf+>P5o`u1mZZodx+6-#42UewpAx+6B#9o2hP$i17& z48kORx*hYbS!yl8cTaSR<01xv7Uu`UZ7#< zl1v77505H9Mn$`kmGpJAEB`7^`>{jE(I1I(;Qf4o%gmS~I_2%@b;elys;D-C6M<>VVmD8$|Kb4%Caad7Nie-VKyMcvW8}0}uUYWZkO)=j ztpGrP<45iPVObuT4_%Mr$fVgS)?wM}sL3Iu17@)ah;xmn0xp40xxfDG2?AljUSRGLi z5=&!|l&s3(wyi#Q8zPJMZe`Yci><|X9-^qZyaREe32T|+DKTjJ`K*!%FfPrItcC{- z?TbEPh;@M?#C;ldn|ArBMfE&DQ&x3XtU}5U@*Gm-A?+L|1Uwy00(5NK$@%*v6>%7y_P93&+(Lc(w5uzUGMpVhCiBtn|`MLsUE_#l_B0FoR~mUg);qiqY3HLA?s4zyuM< zNEu8_QWkgWbiE&zWH6B3eN$x2B#}7~v1fy87Q!Sl`P+RyY{D{bctnPD;&kpZdidT- zgav6zj+!vtm!S-=hi7t`NhMzBXlUK&1-SuS^Mo!pKrmCeqp}{4muF=|fY45lc}?j&~O6Gmd{ zXrhugF}eUSJC`Z|QD6-pJ)w+KWu`$N4H!)d!h zM1m(3pOJGM3Kb1%#bHfM3Cg?| z#Frr7_wV(vvJH2~-=Siyj~=AY(!wCFKb!+%`!Fhhy;MDasE3>|hFJ4t)k<(4jhc&R z%H}=LzYu|*gb6Ft#yoB=ccC{U{WWR;8KTO+1Gej6bq{JIFP8R{<+ zk^F-3pSo}6&KWiNW%w?qT$tafanF%$1=IDw>B15_1(>Ysh=MyWay;b3WnFOVKn3{Q zVZMt65Ts&u`$F%4`+wb+0jraPLL}ayD39Cy3_O=5UNW@sy3_VXNE`Px$!MVvun!Y% zou6$e_z!KV7rBpx&EeK-PXOw<^2Z!cr^DCmMMNG?*iic8SGv6vdJ~9}ef7meIxzyN zc(F3jgTy72FiKMrU1_%1Yc`PUq$XiH0u;HLw3NpA$|lA);g^+6pFJ_IWZX#M3u*n9 zyqd_rO2T25&y(7cQ5|qfCS24**b1*pOTTq1yb`xuL`cb4=#1GC>ECW|KIsixELw&d zzAh@QVs>5{tIBwM6_MC^yzxUbqINj%{f;)Qf%CyksZa|phIQ8%j)o27aqFE`gOOCR zNu1uiSMz0v=R=Jb-XY#Hm=dWbfU=Vd<%LLq?`&FzFej@TiRnJ;I95f~gS=WjL}eJN zQ9kLqbz8tw^CX(49E1VH=y7RDN)NZZ|96$*yNZy>VB|zD3Zq;TEAia+UM@z|NDZJR zy^3{5Zm=z^9PcK`Eu?2_!G)OfQU&>w&}j^@x`YcJ6CFR`~Ih z(mSlOI0~Ta3mv{4UBZbJO5054vdw`{wr}?UMdghjOn(J*j&GmABD;3aH0E@uAhZ-oR?QhTNnnOYg`T? z;lY53Pk8?jS)#QZ{Y?@l1TO?y2!4Xcx6RrPJ)NP>uyp-A#h(@h?uu*MM7T@${&X2S z&%pBKBj>?Ye!kw0@#dQJ`_3{kVkk^ZD^3VaCmtp1PrDHe;y^PjGFXR#e{R2^iCFX8 zgnccH{03-XVUg)2vR86nY9^0anO4ls6j^Xz_h}qlEpVjw8XkUgz9Cv&{FdH#<>@93mGC?j;P_(RgG#u@kDP@Em#aSUZI<-lEk)`;$ex5D15(7Wg)a^x6DxDPY{P8s zeY}HQ$eYwX-dd<0@0k&!6U-!Aqn?a>!Rh=uV{uWjQ2zF9L{VE8H3;P0+fH3alAWQd z-a4}{KB@XgQm>D2FbQ=93mQfI0*JRwC8);&q_rIrfic!iD%__ooaHpD#(nA<^I3-0 zvTh_Z$K}U`S>tj!h3N~+>BaZyNs~u2Bmh1lL@cLwe@H!|vX@o+3{mvCB86r%4i$9Y zHsqrbHFX?K>M*J@iCM>-&><=+EMDTv?3ec@1XbV7$*tL^4Jqc^wvD#)o95m7EO!3^ z>;fp^q9|c=8MqnirGWPe#$@d5s%I0koKo4E^707feg4FnJhOLKnE7Q)3``}o?GRQ@ zk6?s7a*?@Hp2Lc+?pGO*8#S;Mo86=2FJ|W7>m9=Ci|iFow|cs#dq3Xl@#%!aC$VCq zg}#`q%wOdd^Sn)Braru2ZBN|rE92<)uojKPOL{B$0tQ3>{hsyM4Ja~L;hu>&V57@n zOUgL%V4dX(g|OPh)^$diNmk`Mg5J{5@GWzhRKcV%w}%5C&rY)b)`L>+$)cI_O?uL< zCz_lZPqB|;WB5(5yB1|$vGn2aVowm6T!2cGpf=5$&f@F1Av;R`L=EG$0Wk_(`1P?Y zYH}+5F!;(Hd-7qoR~%!}N4l$w_Cym{A$Zv;noF3Dd3OZb%`&)fZ-+4SU*F{17%ZVH zT%^|Y_g3i<8BY?!7n7ps&z8RDvv|^)AMhXF#6cjSOifLq6S`f~%=h1v`cP-pOw=mN zl@rYr+c98^82sR$ZN)gs-LN)qQaXe~TYa5qzTWcCif}NKCQ(#Q>QEFQrQiYvdlLxl zu(;;4OKiuQb%Y}p9bJ~b-II71>*85Sk)@*VlfkVtR@>_2Y!>23X$Ox3=I z)d8O_N73QoA;Mzm>%=a8#z2(od99IUI%{o#O-b+*YjJ`VFHqdwy|}%6W4u4WV32U{IeX1DcR=)ccthD2 zYw`*^+F}ePLFxr;AH(dseuBrh)1u`3LUwjDkNGi^Hb5ttD5>Aao287>=NfmgRQM{A zl$u8h&mwFDy%C6zMv^PnM@2JwE%4?1x+EyPe+d_iJ2cqNxV(;HKbJ|rP_m4V2d9U3 z>ulc7C&_W=(qMtW=#oF@6TPTk%T@EfGDVaJFqKZH}q<9E1XTI=lBoj7)&WNCm* zj2$7j!{=R)7NR0SV{v(#HYcaVb8=%~sT{HZCv+D)#HanrbxGXZJReSFs7*nq{{G7}A}T2ESg zzJ}S?8$TXzqhgTKGY9rvOQkoB2?OsHul6lzH1$y!!Vbx1zM^6^70HGFsi}h$&sg1? zLv#89JHMA<6}yzx^ZuchVu@Mj8#gp*0Z{P~@v3yG#=JdOo^3Qpx5-<>T99I=N&F$s z@j+kVaXtUt!#t@HoGleNp)KYr`bu*z->lMz`%=yNSgp!RSt4}CuB)vlaiSis?gJMV zo&H3JU#rjQEJ)G>wRJRuvB6**?*11r+d5jf;*7Rz)h(3%+!TC;!EWt{A&;w}=%rrd zqzf!C$Cp)8Qb{>iVnD#~DX9JIFHCkt6Au*;scQ?O#i@9M6kd2~V+!m<_;Px>0Xrx0 zlsYzgFE4{rWItBlP9W5P`|D-UN7~;Wgay3fym?5fO+vsV=dpxJd2tn>69Kh7NuDUU zoqG5SRv_~m7u^}0qX4~O0@Zdv0YEf!Cree7jWRV}j`=C~@bDf%r=)euqw~=Prk2-q zXtD3v!~*l;Q5ANI_WMYsgq#4SE~S*hGo11Xm7^W*cfS@`M%`9yI!HvXs3><@Xq5dt zA#A)Xy4rGroIEBx?eVL$-ZV{D4Wckz9>t8ezFxy@RTolaW>EG}v&m?G{y0V3Dz5Q>`)f7}!TECwC z>bt{nwfLI`M{; zR^zZV z0h0cCdXctE#6L|pX>@_?Ktz_Qk`pu%ko2BQ2jppDJ`ec}opGAZ(+Ld1> zCTwtpSW^{rB$^5#U3m3c5qeG20Mb~>VJ$9xI|wS2`t>mcksNCrV~BfbbkQV;?PY4~ zTWwMVN={#hlddTKFwpg_8HtOr2$}MT|2OY)d_l<{Yn1{>MbD{a`ZH=A^mf+!E{5de z>E)I~o>dNuH|0ant2r0?*YYt@&4??7S0}{e834;xd}-UL)?xolrTsb3sxj+N0w^R7 zo=Kz)J{+@bGViwDcC-=Y;Q3nwjaT5O4v&lI`|}lu6pDIoe@Hg(hpCh)EO$Qn_^L3r ztPofsw!=kd0g5zr4LXle$^laXQeO={_Y!|W?rCLHZKRT)5}Rw*XEK9GD!c@flT4a>BgUL(rVhmcI87c30?&b~&M6VDA06f%G- z(QHWKfI8IpwLe6iGkT4@AbFOb0DdTf51X>F;=H|WIU@EK``M}aNRiYaIgON#NUWv> zpt9CJGbc*>caCBI-+*myW%E8eV5{t@sAl?~#%sv=N=XV~*d5C_4;KZO-7s^3jNa39 zfy3I_0!u6c@$`=iao7b>^z^epJp8t&qq#*p8%hRbR3jJ|Z^)2kbd+NXIPVsQD`w2Ds8 zfGT9G+^rgn=1kik({=o6dh#WmEQ02HjlNZBfM0F{Q~7BgV@YEHBTWDIXv{?H*%PiN zOPnz!ozk_@L~JdOUr^2{u_b|qDFS4@&-zrO$Du_LqY$DC*DosVg8shGy8_yJBvt$t zVQM_Zc^D=e!^T{W#e7=$@0K8?lMXEx)_SvEL-O+yO(B^h!K|Bs;+TPJ%nE`bgOR8e z)^K5*A-_yDw1x7ce`1d1nSqU;Ra?AFNEyh(lB*)YM5jTe39nGc`I~;ii~PLjT(xp~ zHaHv?wpr@x4g#6P*yGR9<$?5Aaeuc1wB!fNylThz#*t9<#ciRvuEf}|Q~wPvEFZpt zh?>04^?e)o6PUi+orJ1m@$8bYkt`bf)zE%=gg87J%mxsi3SlC-K8FJnAxM_mhE^G8 z^%?}|+s!#b^SIu*XOw8oNS3f$aq#}lON>O-(F%8jbvshsa!2!3Pek{ut6f)4o<^yX4y7x{E<-+v zfxigN33KG6h<1vDV%c=~lS9kfqdJ2HLl=3Ox2=|9&`4vmLyJ*uXik%D!^%a&YT_)g zm)2F^>Ne+%XXyQ`Ru2L$7Ix|WOl4PT#{cuRpFkF>$$@JF+`N2$M{iBS!xV^)i+kYL z3B@Ig@FWKRpJlCe#amyRF_(!o5|e_xR>uRK_rfw}#C}#6CzjB{l`8^m^1W)l^r`8s z(2JM#A#YsqA=+g!79FUIi72B-CrUBZ(>d@k!GhFt%^j*H8llim`uqCxws-@5xW(!+ zv`*cL>9U47k(_yjoNT4q3AH<-{PP6Q-(5Ger!nnpAscajW3>r!4ZaeCz1|g|Y7!Vy zjW9WozcgN-@yjZ_`Ocgaetokw(5Aot-DGnZq{6bL_&IBMI2J<#cSyWyQk7K1;OxtF zlO4&?3OF9fV>1=cvDh0F1Rw)NI+l=*c3vggOPme`FFum{j9{yMpdWMp5pSW))=dZ90_}yDW2+s^0SQ#6 zE$3ofcQS=6lZn?NEB@4896msmC+AN*-B7zVQHtwPanw#Yj%xD5>pNuHo-%zOdjLu6 z04n;_N8Cg4K-Mo$5Km34pqZ;u6G!}EHl%3zpZzU{#Z1@^?CGWlCd5R6sBZ#Ev?`QS z(g!=wTk~|am7zq6w;E9K%6&BxiUW7QenIp?eAdc@%r^_RNO=i+B*V6UUGu}$^j+K(P@*y%Fh zZ0%;nS<^@>19Znyjg#0%ZS9ylRW!Gom)SAL%L7N(jEqwmkmvB%wur}P(CaDC#)$zy zUID8x5zQ&$16p_eczYNTvEGCHF)~?oSU=l-w=FIo$d~R63evUtFU+w(>o;oPM66WwX8ZWI~=ji|d~u{|df{${-7!+PRon6<{yp@XuDQ%bI8KjPY1F1DATsE6m!gpzp+qZRowwO;PHsoMy#Nvjj`@4ktUxS1 z`?=O@*i9{fVPDdKe>2<^S$rV}xbud?e<0?c$Gi2iTKDqA&_60< z*BFL_SyzxQ9Ty=$ZZ|NquB@zM9ip3>ebViu!c@wtiF>lvaeiXdx*VRB(WgIR>>}sr zGM?tIN$Xk^B^SVFGsZAU#dI`ilhRvW(5tMHb=aFZZq~dKE{zvK-x;12dUP6$dAuyC zZ1+8|!Tx}5Q>)%@}~K3>fJuAZn?CLbnCfj#6Z*UwcYRO`t%K%x$czG0}2*J^UCiJdb{%QIAH@? zHoFYqt5xWqnyNhrDPGLltInJ>B7lcM)1u9<>E5)P8C{cTG^GfqFa>iUipc7Nr@((~ ztdbSwN+tPS6jShuPiD3grr$h9g^hzT)lti5u*ooz=BoS$Ws}h1`imQ_|6bSrx z8+f%pOhR5#SpeTIT*He3ku^5zmeFkh8tIXJh6AUIhcQrBPpzV~UqgRUjJ*Z=I$~DH z8MZiyWwIM2N@K2JF6-qm-oDtA#bHcS2l$@$??+pMA@eHhPr zmbpp{yV@+@!C}V&7zm;F+7Kn}ZaYV`n>z0ia|ghSz$1x7R-}!9Lmt+>Da46pwCvbad)Z zxMD2_-Rm<0n3V$d)7oU{707Q_?KZjNIdB@0Q}*}`LZ#BtTlm%LH4nN9)sEw$)6#Q= zE@y^}XWOs9wL9B?(qq>E`i*!=)40Kb4?qScF})N#g=*z~`lnIh>?&k%KeN)QErN|=08FjAu(wD-eqtLR5r2TTGC+A4l9$jUp{*%J0%&1Nw34u7>PtG0 zWO7Ah=Y91{U8)pVjCY+Z;R~ySATg4)e8W0~i>w_w*STd_+bv&f#bPaJs0mj!GLnB* znc8?(!3=y6;+s(RKuen68 z5tqmB!lh;*6T|Nluk+n?XXshS^tz=PEp@|%gofEm3Qo?O%%`Nh8LiYBr1N|2#OA$6 z@3ck(OMS@=lL0MPYF(m!%;E-|nB@`h5{$M(|G4J4O`2_K4SI3vU|;Sgy^MH~m{5wsA<4TWi92*0OyIU+TxtEG}&4v zm&14!qH3$MWZL=JxE&0Ok*tq&|M!PAue)ChNiKIq)vxGe&g7lgK4N)>3RrveKpAj_ zShY{lm-$o&o-|X|j5-jjE|Q>_L=~P*y{!4jEHZ-9&b23AtHDsm`Kn5ORD+XB$Y5(y zHb`$6a?wQZ(Zx*;+4Pv?KK8>wCC;tdTm4+3Ip3l;cRZit?WZ@O&zur|7}<>w`!w!l zwLi9>%I`bAZ`YzUI$CMF*+cexzuqlnMCFGK>wYdU=3AQm!CYpCdPESK&Qo7HZlm+swoD>xi!8u)U2Cv+aBxmF# z&d%QW(6rJ#WZe1GtvBAINq8ws+sln84;NKcAu*`hqd0~K6ivR<9&Fb!8-MQ+{*DJz zA{2{nWzA<#LKgzHkdB_7(ext@!tts&_k^=N z;N;(P?wi~65B(AJgb{Tvjzw_Jhc|cAHZXP$UCXjPYfRF{x&oXI*{c)oYp% z&fE7~j(1%#oS*n*^M;EuGX3cT4T9WmUI-KZ3+jV@*#@I>4F6}c?ftR7UqcnRO7Ffu zC_?TJnXM!~{hZ-bibXqb5%9kZNG$sm)Zelx?gIA;?0dxctEHYkJTSu;%0Su*vr*G8 zN$`1mj5837ySGn3O-EM_BqL+dE{EM%a$_QO1Z{6GQ>?llPT}=FLac@s3m`r2$$0WS zg6)85Q$w$N!O3P=e`mw7`^})B(GDqPZIdba+a^29rw!16|MWw?^#RY^v6GYs8($~ zD$7PS=0{!y$>IXh9x>)ENp6;+#@8WFy;>~L#eYH`CAlJqw^(NoQJ(zxL~4;>L5_1L zthaaFWFz{hO2$_U{EE%(L+C!-Y?uQwb*Y?T0pOqQIlt|A=y3yGMX%QuPOJh;m);$3 zt%~Z1Pcyqgl;LEIs0Pg}m6QEw`;)&_QC9*xB`k>#$u$m%VnSJ9sgxkK=MBC1VI%nCUsLduoy#z@6LYL4 z-^@=~rpnPP#Md1sx|06W48%Viy{i3z0}pa?a>6iy;{wec^{2@fH>P^NT!n^wh;_BO zHr4gg%JIMX7XXP08tMlzmy2~22pFV{lDBB-mb+tPU7GuX(49ofrbW}y7~neqd0xP; zLCKFQ@F~x8Rddnq6E#K@(*xKfm)4*Vl#m%ndvTRN=^ATiL5xg5X#Ij}|_&wH}t ztZ{shZ@iGO-zfzcr|`BNKa`qt2$P2VdRvr5P1p=)sR|@k6|obHL^}yF7F(fe(rW4$0K}s!ku`r#|wP2g89$!RJjP=6r90pFit{N0f^%!{3=+$ zip8AHWP>>oI5rn7{;`~sSH&a9g zv+@!m(ZooknGy3>ZzW}(t;Q?kFE2PiK$lU@xAzch%xpjjW(ID8J$)^qy3ot%Ho z+BJMKt*r74nF1>IT|ksSbo2iIiQ;^34-`id&=1M|&Zxxi5E8fUj_2gb(;Yy|*CagF z@g7Kufq^|=c3L|7Ifs~<`Usa4%LD~quLgGEn*^m)j(Ajb;9+?PXN*GfA@G;Ei!}tHB-l-4okUmwKhKrYs(2Yt+i^DRvPzA*3{2Mly)v#T?wg0W_u+Yykw;M{= zvB7&OVLoif!orSA^=V5b-v6Bnq~D1$wYHF2VmO++eb}N;1her?M@vyI_953#lk%ou=HO$3JdeswyD{ zoaLx4!aWe{5T*gDg}gVE6?}aKqrnnHvHRNOFRN}QvhSLEh+`V$7?dZ?@C`V-lQS}k zkoRKfimur*)jr>NVr@h8fARfIA$}LcHaX10oU#aiG$`MW<6Lb>6a$>!T4?82Ho_cY*gfr-an{cmvv>7plwdS z*cbZTY0BCa^2&rc64wXZ6GwBt_)H{H??XRj^>j-rmgk+BnqFt_KO&XWSVHp*eZda@ z-HS^YI5oNi1!Tj>7<0qcA;#El2EE(v-cSdLl!nvSPhrIAyIMLyjB`7~+tSxt=EdLHsyCv3L_QymWS-^p>kyWh&B{vS9vW`jb&9yH0fs6c1p#m}Um+q<10uz@AOc`$7Q zZ;yiB!R0wRzE^dexdKh^f!Id%znQA4g+7L`695Vbjw5Vx{!vwj;Dz`lvL2tcGh zPNM)tnV(5AP+1rXd>UyqCz9Ijk$Jq!!V0vH&oE;cLHxmV(L@85{tqrxew9mvfiT!9 zk-_MJ(n*Bc3)$-atQh!ajz7`F)8var?Moz3@(DB3S3e5x9}jBrrCMMe4l6qbz_-riW_a+ejD8B#}JhFUh2=|vWT?2+mcR#Um+v` zrzhtp0U^gaO+C!&x5nLR#C?dKoDm-2lEoYvG(N;e4XFQ+{JC4A}f*Ps=1d*#p?C_XMWq?f4f z$A4rixDjp5Y6JvPeP7$%C+aDkr90X!mM|_gBb!w`I)qQP0iqI)hv_q$T?j{yj}<0= z*Ry_85#+b@yNHNc6vJV1`7`uIj-hLVsZZ}NKb!L5Aiuwc2}=G;7T=aH+sjc!Z)f9M?7r2yffW^mM0Wg-DSO_od>tj4BzXFEo=PaRMxP;x&!1}uc6 zv0R)KLmY`m+~jc?%Dm)0)2VzG0x#j3nRT2WP77F@pumZ@Lj;4&G~Cu@IZ`2iV*C1x zVVj!k(?*VQ;So?!{E|6~%Lg}p<}P7PDaFRcxt>)182imPghXPFf^nKJyX$1oT*B$H zc}CHuW{(_!l=T8xs4>JXm16Pzk@Lcklv<~5Vk`sX9 zM?wJ3rSiM1=8>@21{*M`;;#nhGWd}qXkfxYW?aejZ?)QP;mpWxWB?}ibqb?YRqr#~ zxc^l@qMM2a7LXs?!PGqbzs_)x|Ba%*zMC8Oe>L&A)!3(XY>|Nst2#TbrHj+%GY8zm zeMP#fNPlsW5)9f~V=rMW(~x=fb}8rqgjGyqOglSj2{@K>%3Rb8tD~kxz%PiEaeqjX z!ua+cq<0@0dGO8!Q_--~qOZ9&();e&@;W)CIz*yo63_40SZ`(&vefSGHp}Jtywm=u zpz5}p7*rH$fw>CXbig{m_7E8CiwfMGvFQZ|N_!8*$e$-9fO9O ze3~9I`gr3|723yb_`7Ih9x)7{M4m?K&=|E%BWkxZY!8JcT4wU^JJ9R^I94#Nn#H>a0-M=L*a!G@A9LPlLw zK?})7G-j30S$?Nkzu=o!vTa=Oq9Y4zpmDlV6e(gb)N zz?m9mfS)Pn-F^FXRVK&n&ZruG1^#D2OeKBWaq+}## zv^`3cJ&K$!l}|zuZ}+&}kFH7Wu%6pvm>oCcd{W z*#JX}zF9l5!|d;CF0ugYyEYURRr(K9^2(N#*1NM9o1bEuwlW*8^QP z?X7zQN=Qm7Y0Ni@AP$L}64~%D-ihy4D8#dTnG1$mdh2Mcboj&$4G+>}STX3pY`@sd zM~L}z%v)7XMvS{xGD0KX2J>j`@`@Nr0uK}U^eglst z@~(d)YAqbE`u1wYZ`XBaCd?wh?t6O~>91czK95s8T#w0lSZI;gN2Qp%IW~o>W2?o! zs94J%Y?ILIT_7e2pNUnZjUWca&egw;JtTvepCC=P$1b*nd8{qx5i=o0r_HZn=$E!hY#=Y7edT4g~ z;~0Ad{X2?$2xXTYawx-W5ajF?l7+7!cuizA?$XsP=Kh(_4ukg0|02oNmqH$kfP#P$ z_a6Zh4yT2~ofr>L8z4ZUkJQ8j&g^`pR>1QONm|-d?agdJLDfKiX=t>#Wky zXAZ(I9uJg+{P+)#xMnYhC?796eH!AW0^hx(nQWl|;lS4?2GaV?ckE9qgx8Gsw8(5!l&kFQ zlRvwDwI;}hj|$nonS#hx)q9Q-eO}JnMk1m+thFg@&P4O>KYCu?8G@2TE!Fb9R^ERb z6fguJ3MKgm3U}!?iJKe{HOhOR`Tju?_1$D?|M#rpdeiW-wVrg*U&(M5_fqtT)^x}! z@0+7NO-HzAg2?Z{*cZGV;PM0?wcY=trw{TP4~O9L3>QY~6xYh=6tIovJcc8rv1OP& zt@Q5cJLNwBJ%{`%KeFR)Y;%NHNjElau@*yvm zb+9YN+NU`?x_thCXAc0*#DUcoFR;RjpS6ko`F2(cO!=soMjsPL#KsklE^c8$Xy|;f znF3|sbf##r(T9i=gnMlkTgOLoZN`w<&oX8sqsVn3biwO7A_dyD(fkL*Urjk$=wsfC zU)**!(bS}#d(4tbF752XNAqYay(%xC?6aSJciGUB_uhSo`c+GerBy$RhV>`a2eN`^ z3<_b$5^p{K+eRhZVR5-3>OHFq!fvkBmIRtn(}XENk=53A@SD{rAug(4!*7T=)@-X! zlKX9)fMaBo0d3&-x$WIbI<&^(c5LQ zx2Rv`AwFe7CrI@hR*DNQG=Q=>Sw1-1!EIfUnZI0Nsk z#s*q5b~gPBfbw4@FMS^Iz~moH7cKF8zw?MPF34%5Uj%8xlc&TU1!|#fOtH-^dSt@? zE<2a~qyqW#yC-7)yu7d$ z0x(cmLmoE=AW(SA(f{U05x*=;;xgZboSNt@^s4BL8F&@axMrJ#MTXmy(LR#mdw!G?X<5ceY&G`=BJd(m3G zLNG_f;QcC!(H6*$V2V(Az$%U=Dkol=O)iApe|TsZO7rcmffbVy`FZ&`^}~h_F2MS8h!}ju@;}*f;8q4y503 z`HpiSL@G5O&Lz_flbV5;1fXv#ZlvZ(;>ol4t=W{X^2m66)l#)wo`&3U zM9X+eru9s8z6qWdGEjz|_O2R_Lx#8C>nw4>+N>+2anjM88<2IEoqxeikeTVW_j~MW z;h9^};?I4Ek(v_)#ghd8Vvin`S5w|9J+{pC)aEZ(YO||l;i+5pvMO2Z`GoMoe^!ff zKzM%IC~y=rqOt7z(=Jcpx?gOM<7U6)sr_yo^O$k-(Me~m6<~ERYNN)eX#{Zc9${t~ z(zxsiZ_(L^=eIjHXaU6J1U!<>#S&jjX2U03cp-G0HZ%=Rd~MbQG>MvtVcsr#d{2)Y z5sw`Ex2%oFsC|O(x2l~3343RsO0bIU@oNT#`QpGunKD4VHpE}m_6zuD)6DwMiVwBF zY&Yr2-oI-Hg8SU}G2v1&bHfFS-WYmbo$w*4Y1F-AlM8r8I(e=Mwzm6~2tcuSB>fPo zWd7~5;|`4%hb$?f=+8W)WW}^V>43)djnIMJh|&a1z%zT(H+x4Owd)ez`AIEJEHk;`#NtD4jt1P54DYZ{71Lm6wjg#H`{VKacZxX?b$WhJ#o7j8Gbg zUcnf_-0}F#`9-kg3K51{;%G&CZk3TsTHT7qEJGWi?u__n6_2iw$(5s?dc0r*!4@}d zEJn{ni#?`kox^4ufs1jPz1W5I;294FA`tgr_ougUBSM;J#@|O!QW?JSy{G0i@5v-t|*) z-MZz9rS`%KUK&5arFMPy6KhHIO$C}COP5@J=vX|_w&6%dO}4US$N58! zJ|5uHJ)b>rBy45b#L!H94nHIPdHcHE_1O*)Mw}%u7xPub*#{m|^!?XF=d`hy z>w6AjadR^(@MGSG$VGkPtG9?}z2QD#>5?GKAa50#+p<09)h=A{`%D8ks0Ez;=9_ZU zPuk!=ybs6gK|_wC$-61i2qhmh-m5D2Ekk%fH2)ZLI=#%peT#8dL!Jz;j$XyY+uFwz ziVM~oc`{HrVl46qB96+UG`5yAmn(+o!YCm6okL(P^CY&A7@&-np;&9g3y9QKj&Opv z;l{hzIyIRwMag5p^F9WbWiXBNuJd+#8huB2o}lkp?~Qei$=$hHm}5;r#J#!9hF~r3 zSAoaFHUlZl*u|VSbt2G-9>Ojdn{qYGb<_l`WHMHt84f?t z@NaH@^2JO6!wB*;63hD&+M^~h;7YZF;LJKy=;&aTKTd60%YwBBQ_1AB7%~gK=K^ze zy;v!sq)6mrg z&UBFXYLi|y(n^5x)@)&D#lbutpSH%4Q)9IZ%e*952i0`fc4nf<0*@mypoMC-2t_Ay zhnfF;E--ue#h=5OZNK@~{kzp(JkL}gpB(VrG*NY2waiI;~H zP?~c!p|&mE-e*o)3yIERNxu5mEG$JHtYX!uDe72^9P-~(S@Jo37$YI8VSuBfSAzMB zm{AQ??O2&Y6tJ?a^fg!KG&y?gihyDKz)>j zT9(1ykC#H_O?y)T|K|n1-=nGn6_c_V3o5A%YWO&8%@=fj302RgtG$*JE880nP}Mlt zw{vwkn=f+w26-oCj4=7I_rY^yw*)}EZc&f3qiZy@Mt4f<(Hhx?v`R=+U(`~mi1>V#Og!IrTmQ{(3(x1Z{CIy|$_u@D$}IH!#}!{%4)s`yWB zCZLRbkmR40uO-2r4L2RGGv+^HR(IaBJ#+6|x|Q#gCZxNB7ceUywmnJ&3HxMC;xj^M z6uph}yjEGU{eBZ=(Tuyuf9Uz5joDO(ZKv|ix?cB7R^Mpa**kwa@#%7ZJw8g$3=ukA z+*-sNzq*Yb%5HZf%5>TY{|`DK_)!$Ki+Bl(OEA<#3H0uLig$C}>ug6l40!HQw#dwO zu~ZVB{!c%6oX|!<(|4xhaaXp~JW|Z0Lg1d1DwAbgzTIHpc3!Jz&09nr?#O4G8A|0u>iNMZd#T=$uxPn{^lzwBsuusL& z3rF78;`Fj>8poo|+Fv~#cNv(QF!{6);CkA^P@+TFBI1rFsS@A~b)_gsf` zbSLPPlf8cg)}`V%F70Y!#M=+z5lu?`)e*%)I20;qa9av6UDG{g0sV2sF z0-6`s@=4jO<>P=D9dha}F2roKknc!myi}tUm)Vc>O`_ZrTZOx5VEhOp+ki=2rf$X` z?|;c>Y>IgGs6=QHf0#vZj5<9M)gYgnq6KSo`>F1bQr(gf9AOE*zboxhuSFQ*3FV+ZH`v4b@yhQ+o z69@&mRpP?%R(7v?x<0pRqJW?tNcR& zgeun6d~FQgh8QX7fZZG2eo806#4`=rhTuhrErg|3LX^DXIpAqOYv|b&&-MX7} zbQ7wbBVSbC|5cW!arP1vaLa_U2nuIuV*|(6{2cAZZW48oQ4TCJg#vt94G=fAI5it4 z*%+~+lA$Tq6(dC4@`53!AjKv%Mi5+oJOiQDyWGkdzR!<59&T+5mick)Wn>j|VoBts zsc&@^1`DWkE(c0SbyTQW+A-@A5#-~@8y}iA` zMGJ(oGnm15-=jakvXPp7b*_k-u)Q^1lpeY;D<&7H6Tr#Ky*{z2~ zL-zz$3l7`AU)U(;zY^LNS`n}6Qh^ilZm%bkdi(ZW&ef5kvjYk;OWKT{2xNxl*&!Cscc?&pyPLJ4gg1|2Lh7EHVr)a7Rh$eLHua zy|!V0`fnA9w?~TEI!0oNhD&yHWqwlqABwuX(j;+WhzX+>3C-(@NX_y@SpDis*xb{8 z7*FG|o>;i;7NWfyWb>Ga9896SScE)Tsi?EzQJH83zm53N$Kpa}Hdul3+cI%vVP<*^ z;j*W;L;nSn(KN9XC|KgbzWHc_Wy!_!Nkw`zgGf9m*(bQ6*wYNi7Vf5s8`fQd?kLGA zcJN+{w5Qsl*09l;_~VDI=fb8whfYgB0&JS6735=Aag+u~o1EkZ7?I)VwgPUd_6d94 zh){ra$%09B({Bv#OYP)E9N9@aNn-H5wfd1-BRvtGc>*v_9C7`o>RGkzR)dUa=YQ~i z1U>R!kogj_i(ILTz7J$ce6wy@uiv?o^k-_f0Y6Yn&<@8OQg)Q9!kN8DE+Xu1BqJe8 zw}SMGkSB*=z<#PtrhEa5tQKTkF;r*$C-In8FA$b4X)JC|Pd*%0a9GOG5W<6y?2@;1 zX1kl9prE=gK-7YBOYT3pAJMMc*9AW)4tF6Q$I7kNj3sZ*X(+9;%%b6d50S|DBhf#aJC%Ml*FR&!2DmAg*-1A2`Cw7AbeB1wULA0uu|EMo>wtv5 z`5>&dB(aFCPwdbuzjl|u6>k<#^rVLqoi%w!Co^Y4qnT;gV z^x)!qsF^XiLUso(LHLSt8u>-m4bp$;=QE{IWw#blX{D(ud`RmX!K_9-_<1*|ZL#Oc ztP-I104FGNF`0K(%X_;U9wTu*9TH9W&Mm-OGpHX%8&gfxRwB1710xE|Fz zCi?tHIK=T}B0%9g>$2S2S?d1NC^A6oG6=+~cd=xVl!3tj4^xBQ)oL5E%cpQXFyj(y zoCt16HuLgo1*N?Vf%UsKl#Ttw(U=S$P4{}-MZ(#|acL1$ZSWlFwJ9N`I?sqjAyhKW zM=X6KAAeFJk&E_S%hlJHs{zarm3wWYOYT^!CT{Uh7T93fC+rshLGpb6>&A9+JNNl) zH^GJQ73aT+sbNryJy+m9wtx4Y8gBZF1~wWs7DoS}7tQ3ZY$S)`4!i1d0G89IEA@Dj z2AO-iwbWit_jBSkuRg~7x6w}B*Fy>kFN~ho7rNg!blXV@Brfl#(_7)by}OUah+F44 zsw3qli9=+FouwKY}KQX1cwz?AJ3m!L~^+^}TJK za5w(9YXVu6O9g=2)oem66s(qDUZXQbQe|_b-Q1!36}aj-^wcnE2XCRiK>|b{LIF*^ z1<;uAm8YckwfFG;So0{UsPN%g6C|!6+Jfq68I@9%;}%tA7z;CVU}PPNy^EM#4m!xO zx!ylC*{Si~7>0OyS!jj1R(Z|i!b~A5M`6ffQZ~`s74P<|OGFwPHX>O%s|;}*pMUQ+ zlWrBg)z<+i z2F&-A7W~u|saIxEWb_5?{|P3At#GL-a1^d3m#}8`BgVPZ-ypNlWWZI0s-2z?ux1&p zZh9cL2oDYMUpwz|31}w5cFnVbUtCQC(Snb32V$KIm1SgS8`_e5)6fKdCGBQ5N_-H2 z$MR;UrCA05WtwC6!eKQ*>J#KCNUEPN6Z(6Azmwp;CX-Y@Ul}f;>NS+Ax|+%acN>S< zWi4F`h__VWj7}jMJre4eRh5!33jgO~{I76*$p>#t&85(q-8d@-%To882YdZ< z`b38zmClZ1mm*tFD*x!*0DeqB&(V%WJ%PfmFxo*oV^zDOcra5wWFt6-o=rLQ34dO? zBG%1Wd`zm!XY#M}Z_p6rVLtDg1~FlH@+E0d#NB!){lNq_79~e|F;|}5c)6qn5luKr z?pmzGhaD^Yhc-L8$g7}X^P#%o-Q7sL#}#M(+l+{Amm5=ZVMs_p2le>jz)_nCI5e(K z+9`^CN!KvC0jEcP^{@anQ>X_->;h2~6(Cy9^`5$W@mKEQ&y@a1+aLuIbS%4s=l&@ej!vqueXHNa4Bx&HEEjGcpWLl`Y!pa; z9sll<82|S`768CNpsUVUJRb%L-E!?d2&LkPVj(Hf0GC7 zHY@+}j4KIQKx-mPR0dp-%qijwd#I;l#oF<|G8A~EwtE9=iwbDlljz?h{ zVIKR9M{ybf7=7Z0>SvovxY|l3988Mxg#meswHfKHeE1X&hj05n2jM&}nni(2=aq<8 zb!{f8>Bm!Nq=K_^+uxxq9OSS~6c4he|&p4{g+jhr1Foe~voF+4Q`?`0khQObyvP`dkJE_ky1J z1=7HRba*CH1u;3NtZ~|$UWLsC&N)l)(X(Am)QV%S{2Qz$eVRGTr;jmvkviSN> zD$*PZ?W_wt8-l#z!k6XeKH4E|wB4OjM^)y+*Tay<5wo|MYB9v(k|kaBNIu{4-yE%9 zJzf0;SS0y+up zKmeMT`}0c+0%|c8b8Sa>GRjJvGa^##O$JpSGLsiuPLU%28~|1#N?u&yrh8!Efhc{P zoYwEq2DUwn=r5b3-86MepUr8yFv=?EEiPV%9xdLb$|@=b=ZscK056TN2IMi{(^!c7 z81_w*IYi!92C@>~3t7{tc$9ajzRgngWy1|)2Hc1<$|PSf^LZUjmeOTDR%oW(x)Zq#7_{@F3e+}#J zDVH@{p|&vl0zE6*@F^}HFZ>OfM`EC#s-t(72COS?OJ?>mYU)W(z{Q?MZ=c!Sqvlws zXKgakC7%Qcc{+S>{%0KO3gF{_nf#TE(a}-L+pd zHN*JHsh2~RcK>JdUtJN~ckL;wT!?cvtb_jpqd{E0-_Cms#l@BzF+Ea@8)|)85gpO( zRO&H58b^+}8-d5}NAQa4fNZC9xI%zseN=v0N zrW;t_U3;Qm-(68&?yu5MHlD&Y)_^583Ow^1hlz_1hrRG%M64`*ckPDsw4^$@kL}FkjkTON`h7I`Vp+}-!Y6fop;sX&NeY$kTGoz2k@$bKenHOAzzRx@$ z*Q}H6aY+$|?XnwA+^s);UAYXyI(5ahW8Yzxf*PEZSi8ZvqTDuEdBsg|IUOR@B*AnO zZ99~j!@(-LT|V^CLlQ5>xG)Y3kfs_ZsB9ne95DgfMwA$s6_GKaCMJ(CeJ`!XcGoO( z4b-NNh<$zzbkTj6&)CtUM`PDrd*hKu9+mHQ>ynF`Pa7if9t9-u7*9O^HU9nI z_fb@A#ZYm8%y^vGMO%YgKq{DQc+$qaV~LM8KAZS3mWHNG%ms@VAVo-*OhkU30sqNI zSl;mzA2k_aQ?|m00(-}=HY4SU>#&Otu8R*FdronsB9a3<_MYb{IVlNq=P$(XbLS%| z$tRYO${OK#K%mnJpUa6Pcg2^_ZMl;1rx6!2v7VT40L!h#!FZ8cV7HQ)(H`@A^D|%e z8Z!LdP0b8`HrBPumNnKk`#k1lFG6RZZlBleo0(rmoNVi~ugm;3qjqLmW!p|%FR{;G z*?v})Ctk8H$L^UQmo8>tj3nBK*5=}Idn6yh%Az94V8ytg8jBASv%W|`rq3f;usX%F zO<83w^UBJQw_!cX!=Wv8nPSkLOo|jTFjcl)!=o`4d#@L3H*dt0H7jhp*3_R@N?o{M z)mP>orD3pVf~w3li>}!mh7Juh)amKA(&|4*WMRyW!Qi_!v9(qYC1~Zk4JJs+ERU zVkG|h6M+j(19BYJC{_ICw*Qc3C!2~37AkeYk^)&>G7I=e@N8TdG|ZX~ zb{8(QFNs3PSV`(5Ge%Ry@}ac~#RX!)(>&y~)D+D7a}it)CwAX`SCp2PRcZmT0^Y15 zg;nPFs|4{k^?H%Yk(gSL=!RyWo|ul1E>rdqFY6e$ZX^@eWuI=Y57XhdKcws?dwcdH z`^cL;#i#MvwTodRkQ1#imF{M)^g+*2QZ*} zF0MXdPh_QeCB}o#U-mWaaV_@apg>?s-0tnN@YU4C_+z;h^SFQij%bsWiqi5RrY+on zb$P`SD@&JLy77MS!I=1Z9(eq7T>YOnQ7(0vwlI16BHVDtJJ@%h-ss!A1G2KxWWbSe zp;o^DC@L<;!X@i4aq2=TNN8YTH>H*n_-G)*+J>%RXOC_qQd(>pD5vhh4gN!PJ>^P#P=DW#U4n&7LDJR(<>Qidz&6 z5^KXe;5iw{%t%IQ;r6>XORL=e21Z?H0B~*9^OmunX9l?q_4UfU)BD zjCHFehC&X50gAEMpXx!sI)|j#efEeG@XeBiShZpakd`5XP*EvLSJNr~6(#08`K;h3R4P+T5ByQ~!P49G7H#Kgyzahk+|+E6%(>~t?S6_n$R z@8)4p&s>}}ayNM04xE0_ZbJlI*KsajI+VjiPyNuaUI7c9}#6 zCZPfO>8GFMfn+jj8Ec5Kj#%d;98Zv7ma`{OFz!}nIkS$2Y)4EtYXj?_tY0Tq1rZ80 z{T*mA@pv(3<2pR}+t2v;Z)f4)0fQwjB$A(xXnC0&8?&r=T<&;A7`|9fhSOy=kuZ}WFn>{fAOX*P94Osod`983aY20}Ty zPd6=Q&9b{@k?K54vU9TJZ(dP3*5#ETCnE{%vQrU?L{U;6jMo@ST$j~Xvb+mgW%!U^ zC&?z~{;?}oOqd`==$Q40>!i7rexVdQOly}|2cj{t zcb@Cx74Hz!Z{Ft>*Q=Cd>y?_EjEuBYWM`zu>melG#~gh&jW`=kc}1%63R~MZ9q;<+ zd?#Amw&$Cg=)X!+y{QjiMosBE%!Zu>o``uMak?29<6kbvm-(LSFz#9WYh1Ee<-Der zxw>R&!6tx}%WJz2l6@eG)+wpDf8uzY^YOd5eg9E-@67+hnIjHFa#|Xqn>Qe^ayfz< z)*+m?3E})a`5WA@7J*gEf&5L#&dSAw2OW+N&%Olb3>b{zuRMh(r%gfzt)cmw#Yz&4 zMlhs9XIyo}iD;LSCPDN}^-DqW;%Vn${>BX$(!LY^+_WCcmM>+4P@D2N7A_Z-=5Int zz^b>REqu$u+|NdU(1kbgJEi4e7azpbYckI;X3b*k1jUC*-^;979CTvVER()BG1HYD zbNz6jlQ4VLpDXj>b~sQ{W~IF+_Gey&_u(iq(tOBCOTxr?YjDNWKjN=ddGg(#tMYK+ zW8Y%onmi;Yx#41WJnBG+KZw?uTly_bFV9j1+(%}Eq;-dbu8eiDXMAJE$kWd}6Yq~1 zgGGxLqo}A@+^x;4xVQu>SFVzN*%en@C4ji zr<`(%2n}Zh&GwrIW+0dy|Cz;MPrA&p&&oren^(uvjfz}Pe_z+WBn(0@$%nv{O zAgNCI0OB-`c$n(cjg86R;q!S#jMewc?Y4r%dAf}#2?l})go5Hz?{-=_(<`#2!g*{! zT3lAP`-;^xAq~}VZI8qx1&kYF^>bdAyykdKQux02-g|NXUh{yW#f{fAp{PCj=%b}z zrm5}0nj{py+y)zSKHykagmp(Kq#MiqV-hoinN+s5!Lj8}hm17Loj(Wrz4{bhm^B%r zci9aK|9L&;-FOdPz3?hrb>#6lW!Ql@X2@`yw(mi>_Nc$%&5N(alA9jD%zs>tz1p|O z!;^l(VXr-d4J(!+Hz@@d?=>8!9yA&#E5V{=i*WV0&ybmvj3eHC8UD3vq}Iptr=KsQ ziEquBi9>tz#`&LrAXUw!-KfR0B3=dFAH=NnYprQI$kd`R?G1~P+Ff>u{?5HSOz z_81Yu0Z>{**tQ!X^4MdKN&kRpbcspxpNQ$Nj2t-%ZDQ7xSI5moVVNIovs2=3SN45j zB9|nu8=0v-v~QJ)73&Id&%2Xx^Q*sNO`hc@c<8=+%HJhx3vlP#lTlI@Ku%_o@nWqo z4ju|wg34Ikd0dG}PfX$x`*BxA;_}9wt)Z+QcB&pKGiQLg->3ctqa`_vsqwnRQlZ719B-a2uC2y@5xaqb79*@ zql^W`RGK!JW%-vKLk6@@ojO&rLfA*wxr`a{;=INchVEYm3K26J(x|Xubh}YrR*w9_ zLb$}8L?U(Tb+a;f5DBAIPLAa!6LnxsxD1p18*y4%cWh)$k8LdHIE{j?^#!b z?uQgAZ@>MvtcxPY6mM$aqm}=EX9v4NeWseiPJS3k%t6m9gLO0jd^7o1eDl+HK&P(w zTi*c~-nk3*Y~Kk7boR;vm?*e}vEH%>h;|1F~{B(jbKj8H+J-z`_QqEW=VQj2)e@VLlahjqMjeGCcG(s4H*dg)^XA}@!;Z%7KYxor{$@BbvaCY5 zwS7j=BIGZ_pBvX>c&Dyv0cqhD5DskFrz<-L_D;0jvSIodrm{NQX}WUL0%8U}w2!damnM~sx~q7S4cTpcF8(aF7Zp1NN18JpTjM3|_zaDRBci(+? z?6uckvFu*~nZIw}zLGvTdps|}0D5HS;HX}GFnjhislD;+*%zazycGZW@oT*Q)kk=r2@H5{ zjjI?zZ$R zf9JuZXeGwltu9zQFNsM??5ed2!~k2jk|8PDAHix+1cA1O9v6 z1tMJTeEMxHUR!_*AO9A6?9v9g>B-nsxW#kBo*1RFBqxd4A9v)OH8k5F>!(m)GAwb~ z*fAF@r^kcH=6pE&_k-_+cMyK#B?KRN2$8%1knMppCDlqFX8@Wy24j-54{HravW=rPTmrYbG1BqnX@amO7e9W)m4VTX?o3uEa;%7t zBM%&fYlj_(X=_*FZ+-eB#p}gai~hv7OBPCz!xWDP{aUxjKL!oKilPD>`1{hXzn zn>uaSYz!!{&)A103x-!nxb-aNhMGT-V=>;PqD^{KjjDY|IB*`{3jV zMyw!LeV%N4hRT-nlQwMUj#(v6IN=0|!QkjIVXY1mt8wzlC(FnI89R2Yj3U!2@!*3G z#vdLO8iqxS7Rd-S{WXp9|NQgMr8CIjF$xhv!C_MBG5@!5<6^-enpHWXLAM)Yj&Dqi zOIhpOR_N5RorsbKBN|0{z%MCw;ov#iGAh%O#|G^W4%QBtHES03*kcb79QHaN_B7Gv z+BTLGTGaS5nb#<0P0$~M*O_yk77->_U`$hD!h`Jv$ZwS+eg}PUi^@5OBIyO_J6rP= z#Ij&5D%gyVzZ{EOMjVV^yX}HIzxWWNe*F>X+zq38_eG!Fw#ZISMxRz~r05n?I~N7Y zF=zc+y!HD`{PNdafLW*7b;LubpNqb&+ThynK9_i*|9$)p_S# z4q{Dl5zhShT`XC?L}EUiSy@|(!|vcSKr%T-A#P$y%f$>f83EFgI%-PYx@OrkK5eVs zg}tvsZ;YRR{#o94@6ZaXHWWzO+w_zq^y}3PGv_ZxlFyA@x^~0?L;B;Nryq@OojcI{ zA_90Gu^@zQkhgKX?Epz557$p8h-Tf8hhH-IxcT*M&CO8CbC{Peczb zHt)XsZiCe3Xh<49+JVnUf4SwK&Wj@>3%;jcMdXIt5q$JM1fP8xk@bE!+b6@x!c}zL zVto!%+)8OOn46lZ?o7HnPP6CQ=8eM7=B6<&D)v$5+}zxFr;y@Vlx&lLA73L?72*tgYK7$3{>GNx>8xb4b4=AfN#=el=HDqTK29(dpZ zDO9y=*)kbP;)oKV8x@5uG1nh0CA4-haFG@dPN&~5-2h*H`DMwl#uU)J9&fqj7JUEx z_qgbyi$qXQo;+E^3axOa+HO?^1x?m4V^TL+NbEknHGRkg=mxbTKeL>IC|V__;=TF5 zhd!MLfvVq7p#u_z&}c_!_zFA1Hy_P`}ao`7=)4#DRO z=Hc*{p1@w+d*kxG_XT{(7(agw#?!ru?qU*g8L_ra%V2tjbq;pK?W)paiz3(nZjVai zp%xIODk`&VRL6D6JQu$G_Pe!%$YOAx0C+)>~xxSCKjD*IIQDku#i~@-A99yC0DmBe zp+ojWr;Z)01PeO}c1s59!F=}FXOhmDLFoKU7>sCA5z>NYM!T3BonnIUFD+?w%c6i` z>SqdE*0>=bee{vk6Je+4tFOKicdhLS-o$pyr293w?2SKiP1`$Gy5AxHqFAHMu%-6t z8Cbt!DUNyJQS8&VAFkMYKfKfP3>5gwQ5+~oUU@k-mX;zI4oT2@tCUn^B_|`(n}jrv z4@>ekW5g>@W8u;TGT`KJL{S{GKscGs*Vca6oyDxg3Dv2%UUO(|QCcRvcPfhkQIs9Q z^jE(Bew_U6(!Le`bKa5CXWd+AxqxrZFGMJ>5P^gmc^>vTqERegwE?>w@qg&hHXGB& zK8f7)G~{MgbT5^`$v_DCg_iqoK}ng!CqH=AsTlM93@l%>QEGn}0b)*r2RChUE7aW;pQA302R95GjsjLW3U0iF{`rPpQ0}>|?45wP1ED2DrC!$t0>hf~q zepTZ-(#;zCZ^wrS-LLpE@H?8+&3k)Jd1l2jnXx#H)phM0fBfFcbyqtAJ$vLI;b5|z8q;@uNBx%3v^}{CjB`N zr%(PB$jU~Kj$P0(JriwG)6pg^O~glDaXDtLTZ8q*C0JFIk7cYnUX%y4=?HM}C^H)) zyY<2@*>uZ{TGowd1YvdoHcg+~1ur}Qflxe|MM-HH-2M8Zc-n^;b^d>_di^F$diP

6 zNq>N8vyhx*iH#tWf3z@~M8a9gj>VglZVSwL?DoL5YhSpYeGTDDuSW2}yAT>P1`cN9 zYMU&{;=VCj0@S0Jv_Epg@*03C-&WEaDxV4up)LO zVx^>oqe|&U`+9L%bdxW!ud=ZM`D)a!^nPZaejVh=A($H%+hDD zr#u`wbg0Bnb?)3*gbwSJ^zPleLfXaZx@NUaO~=A`pUY9pELcJG$Zm!62Mxv*zfS|w zGVtU{XQMn6#9MP`VA`q`SiE$RSTz`@7ths9v67SwXI3_b?>+#h^c{$vnK^iR`b0c* z=+R;=8PK*pdUorHMT-{zY3UfywHs!ySdJ)Nx|s6U+^2Qirpr&^a3VLwa?RPfoDo|# z=00QXsYDm7>a^F}6Btz$sN2^14ECa=+D~boY-y*519%7vR;8%!{`;GbVO8I63;VTX*0CclF%{QMaUG@~NQ35| zvf>M3u5XRd^Rf%N#;(a?enVqn*dBJ*LLwqA;k(K{S9kpsEF7(65(TCM=3l;OQF-K% zN5nnMT!-8?g-vDGq0u`efJsuJN{ezW6!;D z)js>7YkC%3E(bQ2m1A>R2}02*d@dKVlai5}oPssQ#Zq;A)|yqg;?pr0*{d(+ZrFem z?zs`K|La!#bFX2zdhTre_qfw=;U4?olfUNTpI?8Ba%QwkNC;3T@O*JN(d|Z;^vtc2 zk0>qA0+N^vVq0vlO*bjJP0SYWLA&d*@y9oV6a38mpa^39A-aPx=8X3`@8!mhMO12r z`Mpj&@kI3K(H)ByFTo}MdlO$wn2YIuu8{Af$t^EOc4j)hf8`$J7nP!S*N!On2N4X0 zfQ&R8H*%;5knet-iG{Q0W0#&?FsM&=eDK)K$j(fIlZ_Ie)3N4z&f+yV?BrYU&BQtK zdB6Qe#4|A3g>7@E$s9?AMu5L4<3db~h}#Xp#KSdEcyJcoNn9)Z2ucf^Gszl%G^ye@4r>vE)|rek2c4(OSki)6Q3 z=3lsZBc?F(RcR^4U2wUzy7Dp%>)ZuxIU=2rh4=pW9b-;91OK=ns1jb;wDjv&@ihFZDnQiKY z7hX^yk^s+dW@cvGx?;~=&x~DsoqFo2Qv8Z_aJKcE?9;K6WTdL~H4|GfGbstn3-fWn z(+}Xu6VJjg|F{f)ZrX%zm;8lq7A?T0jcYM+=^{)F8HiG8msOm?CB_U%foJ+GyPsQ}mpoX%bt1%}rf9}|wOUyIO7&jD;_>iB`B?7Y}3 zjIs(lA7reS&ER5=L^Fl3F@ILyHH#x*7CcTX$hlE~|-9*~x$!sqqCnIH&i zN+=XTMtYhR*MKP6xRY^oawil-0*KpTSRvN!MqxQeU`o)sm6hr^F<<(Q2oTnK`Okm; zvqQ(SGhpw4bL5pBD|U?dV&SY;Uwt(`U*d1lyHy(?$!Aq1ch*AW#qtzz-MPuBSQQH5 zpYOkh>^5z1NVi@%tY>fBaloNS_4*_mR(^Ro%0dC8dVI+6`Hd5x{*iVntk>|X()swk4Fj{-uB_!7}S3tMt0u?XTJQT71PJjLa)zK&UI-8 ziGM9l@%7hV z`|XE8g9b@56fSeuU3cx^5h{(1eNc!=NBBFFx88aSXPj{c z{#?8gv;SI(0RwuYe0>mZTTG!@-sN`Tp_?wY28bdNsR!bT#TZJ)#uOhG&R>k*|5_@` zu*fa5EgD*q=xCY(Bxdmthvrx((70bYV)JX_E@Lz<#_zY1$;LJ_6=846TD7E*` zPfUNiGedE~(JN-tVhssCXlMmF^2j5_ua`o^?wV!JTjis-Qi;RLn3S1@+*VoDD?})n zdmKBID9cEkKro0Sdc5OxI#u*E5lq(ty5CazExYS*|Z*xq~uzpvvo*d zIg1SP;VAVzvNDmkdL`ap_!r)vG66_VMTe|x?B2Q!+N7n!=X6Uo^mQdgn6Ppw4(YxN zzB%I`IC0EtnDxhOynf#0$W2bho-aO*l^fQfRdy@9a?IZ_?ur{R>bXbo+o~0K;jD}B z_2NHK77F3BIWr^6>0b4j;I4nnd1 z6kQ={0pT=S#*aAS2#Mk9(xr>k0Xplfv!swNi=L7ZBSy&Rx6*t`OhRM&N*o-bMa<{* z!XF4=%-6qQz`$L_gTS7+AU!2nT(N?|Fc9Qm9IYZ-oIs;ih77R~kNIW-LW~my;>DYJ z9de-4cn!2PA<}fRU>V^dDH^S;SQH;5^vQ<^z4;O%?|+Uce}`OVTd_JZDm-eB`sZ&O zijCJ_e;w=At&3M==ZivwMd^I zVN(3^#C;D&rY{MjpL;}NOW;kyrp@bd^s^7+&A(ra8xJ`Wr+xSqo;u=q3~JK>*ACww z$qVNr%&b^-@sKs^2uCoqW7pW*h+05eAa)CgiOZB*7RX9TgHFTC!YmKH*emI zzyA75veU8S$>b1xR?QtJFm29XxcshXP*7Yd;d$w)NqFJTE6{JZp2*KH zlD=+MyH@yX_Mf=tx%XtfZ0~7}qr10>KWeFIoSTFI5mze;4`!5zop3(a!e4xh&{Gd1 z{Pj;@ugTdl4Gwl_Vj@LGlJ#j)YwWcMXzpXfU6Zu6Egg<-(WjS~s?|IBSEmvbN(z@P#BFnG`al$4Z8)*h>r!HzdR z6|yHKtd9@j)MOuui_7rb%VTlzc_$$)ZA+4e+PGsSrbkv#A>A)WYk7?s@j(~}OBavR zPCG3=&7}UVDlK%F{=p6h_U+UiU(K2l&rx3^xQy3}$*Wi3q(1#|^U3Gn&TqfK{lEQ; zyAL`Pj~{w0rmk6m$*Y!Q-o}ksUsfz)nFRz_wGpddN5=0LfmuSrFeQK z3pz&OOwY7}bbUUAgZa4ehp+I)u_xo6?>@(QFFq!2w*R;1-Wb@nJ*F>N2#4EKCkYY6 z3gq)(L?=stB%U{=`C@l-F&VIGn<0o+NV;3?yYIdgrl+T;=>U`P*8vsE3C{&WcKXY7(IG)t@cN0TEqwHVgo?NwV19_6d;@O3hrv>TIg@mV3>}~ z;>C-_bgWd3y(WXnjKK=n%#!lM4?o1+i?%iD=JUFdlAMg>0Qp@__ zaIg*p>KzgN6d|d}DEIsE`t9n`fa;I<03N`b$c?U+~%C|>q`?HQc8`yhPr_e*fok6&TWdv69Z zvT|?u5?*Ae;ta+K2gv4e3>=2)b#WH5-d^ehas36PfjK;N0L5BeAv ztlG9Q^XJc(tW^{s6f@?YyZ-v?#U19MhaM82e+m`4beR)O1HcG*R&*9;W@dFt;t^z?t>y+{6yRvp^{C1p7Ei2bo@ z-6pKtl!vUeRP^oD1^@W_i9jffHeEVk!-};y^Sb*mXMq*_@z|q}O5y^p+Z3>D$!%4` z3lKS%TQaqX@Gx}}-g*ha2k${-<{}^+aCYKXr0GIl@B$_f$gwZ{Mq-gBV1r|=G_Djg{67Es`n zm-$6}G!){EDqb~F5lSUxWq9(1_i*vKCnC31c8hNe8?xiX-q$A1Y0sLjSVc!Gsf1iJV3%~pT0j9L{_;%d-5xa+jrNuaEuYDwN zUR->c%vhdy4lTQ>+qG>w}zd!U+<1{J{qw;N+7}#wC|rBGWIs z>@pcJ_~MH%B!#vaG?+GR8g9S+b`dcYAc-m5HO{hSS+M!cXKWs`V^N5X`*jBP`P&t^ z^`B?p^kYXNw@XLdbKkWP?F|$&??+Z_hU=I^k@UgW)?~T@J^e6( z_uP)?8k(&DXX`A>btP7*xX$y!8@S%&WJDHig!`6j;k*4lM2d^8Ofpp;h^3q@dlqcU#8-+r{;_lN#n9~ z^>e#%^N(NSzn{JjM^3AnJ;Y+Jt?!+D4(^!n9p)@v2>gG0X8|A8(Y5hsC2oY^?pBHv zTC7k?DWxr?)ZN|vt-F79clT0v3Z*SAQYh{ecL{+c#CP|8zh`#O%_3PK~ zb-skM2nnU_Q(B#{VB?qzr5gYSN~w z8z>29-Z9{CJo@)|`1AAOiYbRSf!8W3M4UGY z_2UwNoE$W4(+-*W1^DKdZ}H74}AV2WaQ==^F1cxYLi+Q z4;*$RMt=M@-kUcai!Z+!AIzJHiECG(NBu^)phs_fFmDDv`(q5Enl#5>t5)FoGcUol zzkCY>iU3aq74sA@SRZF+;^2;5jqpJ{E{_QSp*3g<{)TrZ42K05Cx8m%Z{|^Itcg4rw z2ZfL1#CT-w$hC!!diCnz>#x5y5z~kWG|q&xa=qHfo@;tnaJ0y1L@FeGgwBzifWZ9O z$nV_|*2X*_)dhExMJf~ebxfW-*+g%m6XJ*wBkX-dtxmJ7-HlZ6ZDCCC zD3*kB76Vp0w3n}n_dv=kg^=!DJEK|CM!``SxQzJ3vXPm&11r~VF#-q&mQ@JZdz_si z$!;EQYE_;Q(_q?+fDu6GzY!M|jq|$q#@iErgGG~+GHQ^G#=EExKQ3E{hX)Tw|Jl3+KHV*X@5^+$YrWo3`1NyXV zgIB-$6qDDi#x4C0!%?lSvZ2-OX!$-_oOqDK(eu>})%5h`@J9+O^W6$H_Wpw)61tHEPxfYX#1v1U7k4`J1YEm##2K8_i5u!(>*cJfSI zbk}o1Gwb|3tX{o(7peK}>uf7jgmji>&p!_xYTh$ODMA?aq zmhnTIUTQ!X3tr&JmNYow=2qe7;kw+cJY#~D5EET49SBE~O{R3(%QHa3KFAPV8q%n8 zupyY2E|?J1SL8=bY!uqJ3FcF%trcQb5?+QX`kNYICX~^B#)h@%_4+fxI<71l1v_Vk z&-iq_dCIxQl z4#u(@iI}#n!((uLndDxb*1<2ijem(o((Zh$sQ{cQN5z465V zF2rT`Jda7U7MZqm$uDoBUH8tWj-B|&Gz_`mHWY@075bV!^w2}QoR7kY2-3UjbJSEy zZ<(YK@Oa?reF*UTgka-P8KE>O*_m*=*Y2=f#YZ@6M^T9kq)~Y1op(x&L_~I1W<{c(oWB{TZvG7oVuF4o z;x-h%b0AE%WtQ>_65HX@q_)@?@EZqXqsnK)#gM!b%b^nCJ-9>n5*&e{5VX^o(~Ro4 z%Aep%DV^{#R4HMWL(_vAH^VU<55P~;{)RWLLGYRG?)>6wM`0z(!o{Dxi-$*?g#WI( z1vicT0k2Q^6|d9L*Bb@I#iK!5Jv2^8gxBLSz8=dn(t-S3Abm3?9(O86wC{`q4(^X9 zhmOFe>})(U^f=ry?q|I6%Qtvz$Z$L`;Wzv?Z4xdyY6QA9Xp9#o{b76rO}kSOpFa*F zFd0}*Hm(|Wyb(UA6$&MJSM#e{gmdgvOt3@)!a9roRn%ZpAYmd|*4@%^6fL$hc!&rz zyF=blF}*U8)*Q#l0G8}i+In8o8EwnyOCaZ~%7G_k_oh~|&Z*s6w{D%u1;YrU48gp8 zdnOhwT41&f?0o>b9ybi*TQtQBAAW}eIZKP z3lt%vU^6mYNx|~&FU8M>(SZ0Km`0KBgCA>S8zT-La7>#C0t*X$*ik@-@K9F5ilj*2 zBf&=1?QtP4HZExEtYx@HU_vR=+{oj>vqv6>pBBx7FFy~i=$JicMi(K3LIzy8^PA7` z^U}rmU*E%U)xrI+HZu!T)~~{x&6}`ldj{ri*@%EYfS9Ogv`9@wt2%AbIjsSDHED)E zO`74Wlh4M3e~rh7-+qRHhaZK@4(fwf>eWN6I|><$b`=+oH~ttGd@qtxf^}*Ig%4v! zmYt23tvleZLBVXoL32W-HX@xeF~Mrkpn<)O{#DJIHA6fHPQ!A9NJrAyp>zrfrI}-e zA79#W;ro=d{=o+yG(H2=w3l=~?Ke~p;ltFY49eni8A12eS6{>T-+zyPr~iu_1}!Rq z=id7USDk(=QtGDQ=4;P3)-^k}XPe+IJb%`vEoj%dEyld@5Dq!zI;>c?sh9&hgOVI{ z&_O1oGox(Lyo+!kDLfxkO=kDHd5)SzN5eZ{FpBUfke>&)d#BS)h1j1_A@mwjjPd=T zR?TbF3-#jaAm1NA6r)Im9MmaCWESSp<`FJ$0usGmWap$K&gBUPS#!HkP*jBPej1Cl z>o*`KCU&2P=L-%(2h6>lFmgDWG-`-~0>;^|{b2!XGEzQWp-|E7)9T~lBS+xQZ$E=Y z?QU7huPualf#ekYy>JfxUc3M;8Z|}N1`Tm|%QiTZA(+biq?@duL{tV z*6qgoqfRa6`(d<(TL0Esc7!^D^yOfOjp1>J4I5^(4C0u6C&ZUWcls4-!@ti z=5jj!{PRs1U*_(3=9y=3$RUTA5ozxK-h1!iqmMqqufP6kj${6hx88co}^rYD4GCB-P^sLa-Z_>WR%~vn{6EDplk8y)9 z!H{~*;QIA>Y%MAXmX`n%s(R6(U2CMK)bnB=FGsN)yv>cOb$lu+f$i#449Y<=6*j`Z{C2_8`j{b8B>k0Y@o>$wIz(8 zS5y!zBUB}GG&h<}i#s?U6^)gfH=@%^PXKv2!Tsan&GCL;5&YEtnGlN=c-KrrWo&V9 zdf&q^s6|_|n!*PK6Y&92Y8O&Jiw1-OMUy5?Oh)n_fBex18fj^1IPbjkOo(0z0L<6G z1hR`4FE*ijnE{=?BmMjL$JVV|jW8mPz%;+j$jC7Bn>TMZnavq4mBPW`!Gn$YO`A4t zFlEXVqiOm3@4t;eL1_MU&N=58Q!pkvq;CKPBjyrWv0?=V4jgC%jpXEH)3KF~=pA?5 zVXj4OPHhS>^G=hvsZ*z#98I%l&$jnXYTCtY-@baT5j?&cKLrPOZ;NwJKL=lZ z_MzEl@WBTHxp|02( zb>oipi;Pgp{2*_<^%mZE?KPA1I6RO^O%+s26+rAS#~0D-Mbw=SAn@JS2xMo$9iI@2 zidECTFuQIPK7v!D1Tiv4a9u?jK=WJCJS{#Eft+n9yyAR#R&EWN1XLt{ic<4&d+^qV z1&H%_upvJem$&SSjRm>*Ve@h%c%t!Z#u{UW^=5J_<~BMAPo{7(amU^%Z0Z_oQwglK7~L*0bJ1`hwL&6 zA*>tCJR|>w?P7Q884V7_^W_xNm2p36VA#P*NDK~c1w*OrypM{Q;)>~2&JHBiYk-%I zIo_=H%kNM_8)v2Lhz|$_ku%Rc)6CPfsa301X4}k}GmSQboPGA$c=_d*F>Ts3V_r+) zgG`z<$xPY#lwc#QbK_`g9ny$PW^-mi@7FIFVT}n1se$3~JSRh{@|sLe$IdG?Cp4uY zEn2j&N3kjBFlPw`6`r?q=gzqL>Z^?=q$HmMr3&lM(CzS(^-jn1>C>hevn-b5bI(1un4nZs1=Uh(Wn01u*{pdwcSZC|ZvtEWCRV&# zzBEVpQ4=s8=WvSFR%g@`ZsTdr;a-X$jRO*e3YfG3+uESp)@3T7y(0s zld$zA8tSnQlt@7#2jEIEN#*zC_oY_e0)9Q?V$_XIP~js&1(1?(hD&u)TG?=#-O%>l z={zp5eiSVUr@`>6MMk)x7G%trG3L611`Wc-jT`Oja9_C}UPI<7sL;fRrd&;%Hbr`R zy4}H4_B|!}>puPT)3)#tn^+f3dhSd<%zm#YilN7YK@YzAA>IWOeri(Ap zwjV`v+Iu$c6znL~SM$lI!ooj#7*+E+MH9W$r39-W!y99$PUM zTSY}?>o3=HXAl z^J>WBI?jJP}Q{w*t{$C26COhj;INr#)@u>K{hMW>)NjbS#RQh3HN@M%ZOARwk6*9Ep)Q8vt zbg8g7taH~V)Fbdff@N-^EG7e+U@yxMeh7(JI5rW64Hq}lTNFsI_sKO9k>I+Ow8cbb z*vs7!o-2#!ktfRvEyGr*O6xU_D)qrthuH`kdg71%;(4jGBrcN909P{}2(acgctt(Z z-P2}C1D|QT(QTJ3`Xj}THx7fZUCni`P3m>$6>DkhM5z6JysegUA|J@FN(8u;ueL9i zd!XqP{)nk}cAy8P^CoV!7cUQ?IZ6_{$ViG;Mb}-d#I(9E_$p5_z=D_Y-?hm-?=i94 z`TR)dQzqxMz744;-X0U`YX!Q?I-RG}&VSO}J3#X1PvI+6;SiYR*4aywbBlZix(N;iGIA6dr%=O7#DJs@X3c16nzw5MFphd5YCh*EM zV?k5r{!>|Ev^^d^`I=y%f%eJ%?$Z`>RG@^GOR?eYfYa!)iOfN&$F$^jS)!J6qQ2I2 zQRDZ*>ebG2?7b)!DPIMjz=eAAqUv(F0o3!}1?S#qFK`(eE57J)@3JEt9Ht^H>Fz1t){`GcEDE}k`N0Ed(BVAka0e@mYj2Lq`E%-yIv#l$;+j5!rT&%J8h*{}}69ONc0=CDpXi%{9=*2OZE*Y!E7NQwqn&g6tERm+7$C>3xe)wthtLBQh zH^M3)C-_HpbCE)hs&u01f!7ZGTbB@)Bf1|}mUx2A5@%2pWY3A(8Yz3=z#+-1h-c6a7vf}*Sdg^2* zgIN6sq9&r*ETHAa51D9}iAc?`R>F53ytU5h?k5k&Z;LVMZGKTva^{|=<*t@eP(A6o zx~of(>)uG8B$~-u2NKp^TL6=y`-QW18uENma2^ZC&dj>D|7$BnHyv3vRPcRUW7&DeFzb9jIh^m)b8owj<>-=7X)cI_vKf? zZI%*Q)Tj^4`KF(^-XOrLG1>EX#E{tY%qKPr1A|rNbbeqXK_KKf-D>~ffK*5bOO+C` z5&PyLv-cpnH=cn`IVI<^MUhDF{m3QXYRH5AoF7FuO<|x({VpyK6%r*N;@ZV!VRcP**Y+X^Z`-9m8IHk?* z1i5Mx>$`m%BqMn^1L}J5VhH-dF@*&bYK-Wt@ik&v6Nxd5L*s#XJDjq#77`fy2@(b&#la6R$5|GW?fa6+NC8ZPWde-WdSZRkCYH-5wZeGc{GKb6B@ zFNJh?|73%(8bl*PPFn*nPrtC?K;g%(A-9BXA926F!@)AP$}&<>Or0>X(9|g=#hv*< zEvpT^LS70|Sd#S2i>TCPN`!IffUHwjlS?x!W}*X+@3t6H<0nX;_ssLd{kot0ci;7x zT;O7wq1h=d57${m@4B29zp@p_HT%5%96`OHFN&ZcD&@xw9@646MPv%TY*8F!LVNQGQus@qN8=_Z(_#hnA^nJf*2OWv8_%V!w87POwQrvr6$FJ zBA*k4UnF|j1o;rZMq<(Dx6=4Bo`HqoPHW6;j21Ux&EL$nzPEFjbSe+AFEf zdR%Ku%h^T;SHzl}eDip{nx_8?Q`JszJxI}aanpN+{K%(YOotNJ%2twPs<(;V|A&(m zw$lHF=h}N+x?+ix+9^FiocX00_DpYIOwJEZMb~X0{9=#AdzYLqQPlcVb|GmMZ!a#4 zBxPVjznRfw>m4FUDo z9XV{q>-?|W@!%*W}#S+2HZ8Irx=)(}uYOi4FY<~FbEh16UR9{T(wX#RQx_dCf7 zK{_S8n!Np|C|@sXyuKkKkQLQ?NEa+bhwcsxPRoaKL+Advarvq+n^+2uC5mQ;;3!Br zFrdq7k4^k@KdUhx`^J{H*o5^C+1m5&S%>@~zKd4lJejx5e8g4%Hy}dLYPwbk&ZQ{} zTWpcBcSwOGROdh)U8>Izn;rAqL+R@G_1?p7*TCJxzvX_le)1(LVkL}*)S4d!?@Gb) z5mPGH0ai3SlCpF0%gmPisr1@*Xa-GIGrjXU9DkT}eIZfy3enh+*^uK3tsn464|Aqa zwHo0hrubtEur`0hbP3C{uiwBrwY`hbBolBD@F>$tPaXgB5~?IJF)an9d2_yp9YMe_ z*8PpLnb_oXI}aQlIlx(z*(YdYuzN>Gp{s{t#NLR4k4vfdzV}AgRJ8ig(`lVR9$CW; znvUgS#9Zl5n~f)24Ss}7=(0M^4wK1Zh^G7%%PoT;vEvRQ8PjjMnC^2v1%=-I$Fj8( zF>v>TV5O#@U?)1Nv5}uDfP_=??6h;j}^|- z%w)hYFa6;j+S>ovx;VF>l{O5aO%SfpT5`;orNx}UE}aWB3kwn*F`oZH4uRW_`qsr& z&M4#IY%%@erYvqdDxUMuz~w^a%ptHlJ(!}1v$lC6hi~hfu#IeoR{4L=Tog34H{#iU z8vl>^_kR92-h!$RA~>Rd@Ih08V#FONR@k=L3uR#CI0=enlV*_7*Lh6v%8VYlqn3OF zc6<&}6s^W{lok42u(d2KJxQq>BSY-TtfvRRL1veZ#N?>i_Z3=wrYPF$%$%Bs;=&(J zjYjXiBV%F)Sfr4YZg+4^bS8I@}$FpObE#*TT&orJ3+lBQ+ znXxdQm=;nzJYNNdaN`khpE?qoLO7ScB`(&`R2?s1VLkCfFq{>w>L91a8!6y_Pe!0^ z3*Dxm{UJ^`=|R4}uK*GIQxuo4F!AGVN{ubc5mc9OMalV z8~eKbD#_!8;!f9%$MdEa>}T4RaCaKA=NtsO&wRER9?u^z@tzp$LU(GRK?tED3GSWc zonpDvmEsk*bFk}KC=L|nRb-h?YpO%~h;;p=Ct)zUKYu7qXNBq~te$419=9Z5W>7Ew z4!r1&IbIoS!%F-*ooS&lu=Qg#;I_da{Pg7)%;Z8Jf&)J~NAU1KZ~EnF46z`W37 z*N#f|)aZNh%g?5Zs)-bPpf{IwF1`PsQ(NH<{Qg>Ti5!1=axI}Y-Y44|JKr%ju>YaI ztmw*HeH%-9Umd*XDpXF%iuxMtM2azX+hF9sJui<`l%t#U%w|~sq8$sYOyBAbq z>*9e-0X$G9A24c+fjtQWY*hb5u12*c_%?=q-E^-3MFuYi<{lgzVM8x6pr%ix4#F^ zz87%gt1X0Q%??m?fbiNc9?PPdn-n6H|4pxe1{;=C?TV73z&`og@j@vMRFhp?pKenR z=mXx$lW7CKUH^)-b)^0u1RmkzuYBCZ)hJj!HIcc34GNES>{-!%%3@+#N?gWrCrf>c z7o}zyJbahQkmb64BKAv84C+xajF8^Y0<()?%pX*=xLK(T!jFTP77GhpTVc7-Pa=bh z41?J#6Fnk%$YEh3$>m-KYiD6w;-70`OY3l%T0?_W#3VGBYoK;(gIydk!zjYCa71#+ z6-NBB5PlL)bAzp#L|&?MO7}Z&`B3#gdm-phW%TS2bl9sCVq?!;1}qM%5Ry;tAjSUF zovG(fw$eN*{Bl`Xol-^bOHktCfCLC0oK5vZM800I3cjl&>qHoAiYNl%W9IBu@8Z54 z$7}6>UO*xWyN|?t43Iv@q=)7oY-^0hEa{nduq z)LZ+%O2~896pQ$WW3mLJjlY;ytF2tKI!~e1HQgHfPzfA?V!muW2M(7U?2%ggcZJR$ z|A35nA&(#*-4KkNw5duDh>59b(&@zyzN>%m60Iv%i+9q=SACi_Wa(6np0|jVoqhr0 zREqEIv zDEvl_jQ>aDDZGZWi4PBXO~$m1oH>4OE7~QZr-#7nZWW{L zdKmT-7mDuwUzyDFTi!}!Ox(b9kH2WdF`s4*^8q)zVt&ZuB;~lNR`3`xdlv17UXP@& z<(U0ZB&@X#dEGC2)^cj!GSHcKqDFX+zklXF0TSD9?Rtxrv#Pe}3o?7?ypHEkxpd~9 z6nGoyf`S6s^}KbzIr+DDKJwx^zi(JS@s^^7#E=EGYSED|V75tplLQMn!ZKY;e1q73 zS{ShAMHGNSayp96Y;g5_ok-P`f_{fuuT%-4)M@IgDo7!s;X7auQwTc9YUl9sICEo< z``*BJ(Uu9Gx*-)6zr~Y^3@!C%XLSE@`I2dUWoIp|Wdq0sh=;sdbKhPE4RnHCjU3&r z9ctSIs|(a}4CP-po1d&gk~KOPB~C44jdR-G(ugS(>%1PC;MzF(1$??^Xuc z`f`}%yy<)A|ldayEJL7_YN#G)cO|N#q+Xr zb#fn8RrUq&w|uwVbvb$8cqz%NG3837Ny;f-#ujWq#dlfmdPeUM#&e+3)J&V_01)nu_a`(fjAyl@`s_0#m?AKd6^ggt_h zxmtNiLbA$x_i4-&`cSFw40zC4>kK^Fw%xts{_&3P<0#vJD}ahg?#q#lK_$cZTdfL=r8iUc}#le+6L~Fm5!uX zb9vf$+NgXrKEe@8gi)46Y-h29c9sx{Z8ztgC_=DDhqYPD)r45QcuM{#6G2ui)8}R@ zqG~BjzksPJ_#w>f`?uDS=G*NQCVnLY&TDmphQu6QELFo|0Lhw&+0%%XoXCcS6OohW~3BRQDLsF%CyIisQ z&?iRM@b zjH0te`ztKdXo0aP07Z!K==VUo_ni|!88%sMu(rr}699%?&-ZhREWnhy{xU^Xp=UZ@ z?BYUaOU=+G0)&*3YDU>UKp;{>9s;_zH>s0f{YU4b2OPNJsf|N**v(LI`n95xQ z^{=6y*$53Wiaj2Np#LcUkaRE;Wx=_`l9Df7!DncL_MJBNBN9OGW}Ix9NDqNZJ`+m} z5^jayXzQW~qqaL>y~A{aBNxl(g#}tpN~oau%SW$GU&0?hCFSKMD3isDHdo~YKUFaf zHKqcl?^(GnpzpgvuNAFQr}3|HhR?4|svlPD9hp&conG5nz}z8nyWm0o!CVNQn6kxmK*3l}1q_6PFpI13I&g`U*^%>INRfGKa)Y0z z1sUFxnryu@Ej%Z;iMO--oMO;rwAZ{okVWEefS?7iH=^1l<*;9&QP%yy{E?g>w7la6^ranGv|JpDMeFyjm#Pf&{ACL0c zX@9rO@8wy+1*DyCw0`rFX7{&10EG=H_dlmrZ-i@Bfm$)h&-C<`A*XWL2d))_1g!_) zIJ|S&cEt$>d9vBjhRTY>z5PSqk6ZBb+0?ZHhKNH18!?5{Yk}PI7MJP=c3(*fh8E7r zz{T1VSfR$RPRW29h#YD2q%gX2rOGi9F<2*(Dc#y zs~b|K8t?$k8d27Q-~;diG*Q?!J(zv--QmElf#nb>W7#d$@qj0$oaht0RInQwr#AlL zJwvk>RIv!b(Y*j6G<38?9V#5g^3zR3jT*?XFiKf{>nO8dt0F*Cdz_Q+g1Tmg`2(mj zEgoW@ZrgaJ`13PB?2LtSABZ-hbfzTo1Kv|P6A_+N0*}is|2LpecNUUNDxQ7KCUYx- zZ{O?+9|q&DHuGL!bS%Icw*R%ouk~qKYS7>5| zN~{?3w#^nviyeLt<{v)@Xc6iWAGvU=-Gh|L!+g(?0(R8oP-i;J?IDc~XSst#1YY!wU3C@g=Iw=s)I zV3KCvCd6kC3zEXqGrvka9Wopj*?{xGWl?P$0uP+@xOedQfhs87aqP9ectOq2dBsH* ziv4}S=x6Q~E&?0{vS*Yf*Be>a=Gy#tr+?GX49X z$DMP%a9d#;l_55?m7LZEM6UH8mU;e*27-^vrZ=}^Ooae@3Rq2I3?myf{WdX_isH+x zgBaJ5NMc35b#yLcizyV@ zMCc@QKP~#L9O4rh7gLW8c4@mD`QIEnsdC<+i0$|sfqXTY+Sf$^j_4;r8TXS%EB@O7VgeTzI!eHey(#9~{dGm(g7@c=J>zc=wn#M7!aqB&s&Eb!_+B7BPv=l+0If9GbIPn23NAW2SRt&j!9+c{#`u7$^h71azZ!5a zg|}j6@O!gXb-vmFUWdNTFCf}H^q<{~=?SXF%oo@xdk>TC;r7nKSEc}32fjINJ{lXDBxo`U zb2|2P^OaD0{8ott8fs|hj9Q9+J|yZ_0e6IkdZXPNQ3*JQP*_;l;}3D*UNOnNhj4$j zwe?MK`DAi*v@Q%8r(yfkj_HwHYhG=qPYm6ri^%doCKbcW)hc}2JDpK|};och9CbnrRCg5$+zx(RehY#R- zYiVbxd4FkIHc_~`F}nDNxZG}TtJG*e!wFCmscyKQ-sl?~77#{cWJDMuox?S4=;(Db zGBO_Pc=PEn2Ub{2hd9@#q{p-#roFCtBBM~Ho=1S3pk43jDDnJ%#<3IBzO!(?bUw&* zC$k(^UHLOEv?HVSpA_F?Q4a5al|=yvl{4^OA{8}DwIOf*NN-PeIF0+@z+MEh(3X>$ zizl*fv!I1`G?uUs!x#(A@v2Ti=uNswsr$y}<+p1-?ELS_9wGIi`>f+tOhgi&!A8?i zoluj!!?f!(bE7`0GB08l+UGBjA@{gTcOX-$KL|kc{0S}vd^btu@;IPnqF}EzgZ?fd za=BzgUN0MSU;o(m4-hc_BFPbsmvdZisa@ukD5F-1H!ITPAYK4>W-cKn!9~6WT(3KU zUvEUI47wJnXG_%yng-sG|1}0_f7?R3yt+q^BKH#{Qc)2t!xNp?*fH(m$zS`+nrSlA znIJlx9z~7K1Myj#9P~QlL`B|xakoO^TMmB9JN&WylZN7<5=Z#kcE_oxc-OOrlkaic zf(5KbnO@O~9l@{AhGj}CoMen~GXs%zCz3VV-XP_X;Swh?<$*fp{hEN|t)t&YWXhXk z=jKUG@1Xrulvbp@I??~S%g-_Fdepp|LpcA7p}>lhHbxXW}cHO*Ly5SHO)T_=w3;`ilDy}pCq7FlpavJx%SWdxEO zG7^4v4bS$P*qL?*P=3R37(I9{FtPE`lA?O=2HpnhW}(qJs-{2xR7+O&^8~Ln+3WIU zq_fSW7M#bSkj9VC&iq1HsjcOEgPT;SXzFk$ znzCE>87Lflu*ZuA>b6bhk91ALAm4ppOgFwS|-CgXKbjBZ)cq3oE;`|%Tiw?0?4>%j9$%@Vm0B8dEXiX0({(diV zXHDrSA;GE6;O45;or}(B&UNT+I@514gwCEmbpEsQuxNH z1N<=$BKA+N)bLeG{?bS9;fQ#dFVfEfkL4gH0Y;LtFvwGDze(1cH{qw;n|pNXP!>o3 zz}T&Wq>*JgsP`uAr5{_F*-dm)MOj~|;%p_PD)k(&2ESNf>kk>lMMd!|T&&pP;9>w(+;sY{gzEm` z!O3uw3c^V`P&&=iPrkexS?ZedpN?JcDl5_?l|b0k6~TRuCbLYrACVZ~@%8PuZy0*+uij1`&Ep?v9ti50nzW$RLvf;c$Sf=( z3+#NZz(lQ7x0#U@;QQAUV=|h4o35}nO~wk)k~ifihUGy;y5z5_~&n%Lec-1LNwMT#gRK|0$d~+eu_n znKi{p(@EvD`yB_4wA%k@`~Zb#5_mcLM7Pt0D40@@DKFY z({T6U%UMOiiDU5aeLK;>xtKo-tNsll;QQFU4hg>k&ejukK7RK1L5UVYOeuobL6GR% zXEUyME1C)Gw-@hLukFq?=e3-teEGFUtu`Ny^#)jabPZ+*CaL0=DabXAG)nD7gJBd2 z2|?3KB~;MRq-K6bE~N8WID_g}xdqOCoCknX&+>wM+4U9B##TmcKA>$u?Z#}%+1ET< z^23{~b1-TUlVA6=x#DGJQV>aN~2Uu1`c0v%TI0y$!E^!O#qiEUv zo|Ul$Uf~Nj8JRM)TLFMrHuBD|PhYm5aud1|@)~5AYidg@-Tm&fG=N=?y{h#P*KW08gudBk0Zviq zgZ)1asjuM;$NaG8A9SY%Z@|*peY#NYscooRwy{<9)5*r{XL2$}d39X^j135lA9oly z9Qp3D6u^%}IGoDUw9{RwHp-_qV$qeJPO)JUQp$ZS^h2D7VpC-@UN6bl3 zN*3_qYY|mhB+6+Bg;3=11@j_4R6+8L-|4z1+)ue9z(GRnTICHD_Q2!o?Z-SwcAVMK zWDbk#p&Y)?asDH9uI!_%xsm6vDCX3p3l@8Z$$=nnC!Plgxc;yA9J*T7Y3eXLFCCy* zXd4Fo#JEnH5=T>EqR-0RNo*~~ts!yRikdY5Q?KqjE1b!urVLsY*1@F$0iOes?Slb?*7<6#iTI*NqK z#`n+P^L}lp|Kbn$DrJzy;B+te4TS2Wt57lD_JOCoZqA1Tu6cwA4Ex_@r^Q5Q1Pi0lvFHlJTcPNj@nShGzrP}*M2=S7rHI~p zl5DYDOTh&rQU^*GPm)CuiRr!c9SS#KQk-%{$0Dp+uB~zixml}Vn_llGUhe&)YSm^!Qyeg6xbm(+u5@Nt}wfxC0iAMV)1wA~;%v2WJKt&P`qvLsM55)45v{U~NGIU?cBdfQzdu_-Zrre3VY^D3QjJwZi}?<7e(xz*}VpQ=nsJ^N1tult?JnN5|77KL_u9 zR((KGlu%TPAQ1R47l(tmW3Ku62IvNI+0Nf^X@sNem=d8xCI6I$WeNCl0tB!Ympr;m z#85um*tRVEtl)q+K9ZrUkR|S4&|(j-4Df-Dy2$0!$nwd!qyy-2kZX%Q1Oy4fzlZVp zN|mYPmOBZl$HkKSUyoDOkoiQ9c5Vy^6bw*J@KRIg>F%W>Dzz9x1+VXQ%`WG z+m)-9C~yOzniz?(Sp~TZ%6IK#0mK6CWF0ivlhuFjw*T=ji<8IQkp=D(R~Vx%=Wklw z_65*g>0n0`xS5^aE}GZgT&A~yB|;MLm)Z#-?i!(bh||5vgm93sbpsEO6{mO z{nl;d_PT52SR6l8B_zCQX0D3AnS^83wY5T@qKzZ%EPOa0&M978fi#}tkV=^j|C6YTP-G9 zNTA-p4G++Kz{mOXzH4vAWGa~XjmdUfV|fD+g)F3PAd~_Ws%X%UXLlx!c8Wrv{IyO4 z&fL{Zh8gg%qm0N^I`>qQR_lZ(kdR(Ycf$0`wTO-t84=XYctrMEU|t2+-M3}W6>Co8 zC!SC$UB1|Tx=)nJz5)ax@%&DvidhnT~#&n$etblW$$ zl`s!Kz{he@ptpztmT7Vgs zq9vXjt9>t?@7&y*%e+Q?Yi9JOEeh_Jt)vF#SAtWVp}izzA}eWJiIqq^&mlH?)ZU6^ zUgLx*duEIZCUZ&eYNPGNfeRN@$}a%}`sGek&ys2u9Yi?duLFzi70A8d0K83VVn)ck zFD^`Q72Lhm)D0G&?bhSG_2uk>E1^Q=^eotZ%I#+PF@RK+5h>$f1(685wzyOF!mr4` z9mmp1Oxe2I`OK1n3w=x4`8NQc<_K@wzRm|P9=~a`-OqO zSl#?|fR5}aaRx}}RF3Vah4H*_G}b`RXaa71A}s2JCi`!Z6%NJs%H;@SEq$oDq<5A5 z|9~4nuXn`r^Rr3eje;xP2y(%>0BOHBKcVUq3$*mp<;I13l1jMk7gq)OKIFHkhtIbw zE(?h9YdXZgl#42V;c!mY)=-7mMn#8i)1SAYg~9yA3edNsqaw!8&0P|R1!0#ah+?cW zvYcG{Jgm^te#{-k_PD??){aP~--r)@)<%_LVe%`Y<;pvq80)(4nHgcq)` z^KDz50dzHoYR$Ee)s>fDNDI}bgT%$!Y+^(3+fhvduShEX3jXhl9i2S&| zvo_CeHQhE4f#nTIVCk#T2bmVVPbS?k(7{?#NL6(_>Z}Q}`awu4KTO@? z-sayqc8j;bS@1O*LDIMI&j@cK$xW_X5phxaV^R>c=(}W>sf)EPh|!7S%wi5ivDMeP z$xZR!$(=9P_HqA1s}!fo&fm zh&W!>n#OFdHxH^jLw4Y5YTIZbr-F8DzXmJNZR}lk-Wz`*hp4XCk9X_cVzT_59feMX zi}(ttH;w^Z;S2r%Y@5aZ)h&4~BvL4qP28@?E%J$Dr_<>_Q~mx(vNIr&W?uLyB&o$W zs$EFz(ah4p%cn8wU(c&5W|(^$tHUVUATh2T=C>qBPVdaE)(k;x6Ev`#|w|ghb`7A zgw`D^ObB=HL!`##L6fM|Elh;H2uF^nb~c@s*ce)uvaFMd{QF@bB!sbE+Rp!d>0tOF$G@?0l*hUis^oimfm2Tixa z=co{Jo$e;Mvb@XS$xgTuvK@7zB2Ux&fS4QQ%M5TLRjas-*^gFQd79>IuCoQT5fG0w zdKC!_Ksqhv9B2uV%5abS@`6^Z%#MO^#4xxJTo<1;iAPytT!@t6(DHsNnddDENI^XZ zzR8T((ea-O*@cI)7t92QCKLKsNnf%-wkJmG%@(cqdT#L5>m1>GJg@5-p*d0fqD# zSkxzOfiCqpVN&oCQm^3~o53c>Eog7SWGY3@Aa2IaXOnsXv_>zTQQBoEG&mvz3LfiO za=y`+RTjFppXcZ2CWVxkWXm$8Qikz~g#Fkit@_Wkmec*$@2z_^rf-t#{9jyl!&5!x z6G+{Ok~u$u@x3;B_HYDZ`rA4VQ%>Eg&XI7+ekq)qr|E|Sk8gh5ma5c3^=IF0J0$#g z1Id?}MQ@{xdX1{bXc;vwCx$B;TFu3E-w)Wp?nWO9u(3gdeKCfY?H;kd)0%ses5HEZ2NemHw$~NjF2%>b%~$NI z3a%{xqI40dgh{YJNpjzR&!0GynPk>5@WcEzWIA=WtT#4PR;f$}`?D25tvudts_F5C zfm?7w8)$JrCsd__wv@glRx-B#^B^SD|76%=smMNf+jNz)0f|ZpujHynJrNylG~wfEj0ZzuUFJJa5VOV;j8V%A{N_) z8+SYdGTRgBx*Pnu{h2f|DW1z95Iu0*Fp_WU1LV7A<*pS}1-gQ;(JOn)6o215!Mm3P zo{6@RPP<$heB4I>`|&dB_cVH%MO3QB#t(NmFH-56t)43((?JA)2aN}?Bf~dp|Dg2# z-~qB|tV2;-v6;H+hzecEGL(KmtwW(^wSh-btu(${RE4ANNF+*c@BlR$P~6QIFYu@Z z#6C9`LrYN#)SxDjaPZQr^xM9zX>4NUTBr`%hF}_~u~+51fOqQg4TVlNvUzwF-fZ6D zw3uFMv0W8Ap}YiL{G(nfXI)_h>NJbOK>}$YNlt@ ze!Ct7NQc3%7WhZ2S-O&bp~bL+-!FBo4oJCWHbMa!Tr8&B82;V zVAh=k+N;|k?6%?y)ahzn#=iB7OBuhMaxB-m<0WPxSLkA4C?p7u&g<^lQ?8=Gk&dK> zJveaTTAJs7h(H@({8evrJG9Y#!z0wt9It%7{7)w+Rvimcx>5b*)FwVr`Pg+WLXsE+ z;?VJ+Q7^}!UWC+SHL~_So2fE%$6T}s$W6~8(a`*IEF%A<{79f6;_?1`kji%BO)=N;E8F;s`Tsu_N;qJpP^Q%{p-;m@hvUf=#ptp!YQy&*1PC6TgPzaj#IAV(;XGb-Lgi)*#p9Jd4{D8AEW%+@9 z^M=K|t%?k_tVH%wk*g%AxM*r>V;`mOLwse#+3YJB2d6_`!oTU1F=%+}OKOA!+i1Tr z#|FA2tr=R1z4LZ@{eKt?x=jsB<;*JeNp=TJ?YD3~4c2iU;K&k218`n*vo#JgCVDwz!k+!o79Y$hgQ_+ugyr>P7*=ym)xg@?>Xv2d^?%0VC+Eqc;= z%}4}5n)-C5-u^5!Gk2MRzYeo2?VjsDaY8TP{&wQT(py9~3c4js5V zsC)ow$u>}t#kr>Dt5=^i-3IyclFs8!+Zpg^{kw+wdGjsWX)cC|On?l0CN&I-W<;yi zn2gYCPaffX1ziU5G%HfmAQPtcQ@70_?JfeIWWJGH>sxAz9uNjbs%p8BY`?vq^WgdE z`&Z^6o~@u*^_dut%b`DtD%XmX1{SF2N{~sEdses+Bbml&RDC7gWg>k;MM{Z2l&)g> zz>4}u-J3AiKH*IW`-XQyaCYtC`*M3gd9nv&mpxGhNpUcRX+claq7s2NAFBCkLn3ra zIp)WJB%7@gwe0JpZO={bq4d|J4i=VS!1!CngvY|jxu&kps2^Fd6qTOD_DVRZfVPl=D<}LVUHoJyB7y&*vc)=UYKxt=oyqJ6j+s|GiXXG;6SU2d_JG;E9Xg z$Me@thh=Us7bVnZaIg`T{mU(y{eZcC_YV5(X5BT*54JpSsF2sk0i2Rto92m0D{+p2 zo@{BVRH9ecY=A0<&F5iPYl^LrmQ)F`lE*D}8?I~0{e<58eEDlU2<=g0cn>;2K1(l(H3D#=aQ~dR#=*cNNmurYzhDinr z+5kY$2|wE$r*?}S4hn(!JFkZQ@{jCuIlJYC|E#+rJ%9r*`SpSMb;;T5E(F<|czwn| zD=e&gT)QXv(t>!3=5Owfi!pT=0M`{(9!@DQeh%Tj^X5i}{Ru#nF{7fQnyy6{o`ES+ z1Rw;O%oIpG@?8EqV??|0s1H}X(N7VRT}um#-Ms`M&Kzv*>eYl*Q%tAZ zvXb2b->ac8EPaq7^8D%av*)C&EL+|o8XB5wmb@hMd{`W&&?AbP~RRliV&j`ZM z2+`roD$HWY8?A4HvxX#O;8J<6NQ3@21B|VVHa}YzfL|zYnWu0N+C}rhUnKUuN4Vv7 zlrC-s^8+FytHNR9A2x>#24l-M7(akb9uzPCp2o-x{1wM`4+sYi4X3tCRUD}NN8=f$ zw-N8pdkNTF4%w*dlJWRa5rjU&&z5o6EMNfCK{A0*;2OwmrN5c53S{O0(dMP+|9}qG z*mrT_|8P=Mnp<6uaC?+r!_Xc^|F~zv5&u%RM(M1e*YhJO``|t;Egbh@uo~SYR#wzX za>a;71X_Y4*%i#o)^kuBxObQH_n_QEVl?(SHIl@=%&;@5 zYLfe>Q*av!ABoAfpEg~QJD=ZOvt2$Ru|N8rxZ5?Ep2Z4@&YxZSvk%4Sk*!BYma~(B zzTS4>+cPuarqC5LZF&ouH2rvFufauNMPUY3P=WVjtQ22Am4NfD;drEIR%iujRO)1$5jyvy9%f=#9QzL6%|OK7u`?Vs zdUZ+>`OmKlEx8uu6(3gr3$iIde@RP0CU*4Gtb8vVLC)#3Dr6#% zuvhxk5q1!R$%{uIson;R?jL!5!U^buc4*HQSn^IoR}rMX&F+{`MSI)#LfSGwbKu=v z>@=K#LIWLHg55kv*&*P3o&)#QUH$%=df|9PUf4@|{u~AY2bk{wk7po0@ZuxEX}+Y; zS=6J+nK@xK?i$rV*6c+q4Sq=Xn?lz+0IKj3Yi<1-bLS{CQ(5%B1*|`krX)3NUx0fl zohA&K)p3(wE{k&lL9XNL^G))s`|ke&IskqOrMJPhjuUaEg<{@$SY|TrWbKSVr&0g{ zVE~Os{qSbq3B{(g6z626zC;GY1`HkpgP4zR&5jHs(o5e$Yie|qwb&2=T#l6IIey+5 zn$U~b08rK0rV@u0&LGi79)MTQH>lnjqY~Qt^`s=uCM7J6%*W*CpSZF*u9|mg>hFKI z$_~Gc>K2;?7OJn5`7K{{Vin-chvp=O%%LV16R__&#edrPYx5qeS0nI@FoPR?4!TT&&8}bI&LNVG5e0*LRy~nHub*l{o3K3fY33K8#Ha1qD zcd8wU1Dk!0lzqi!xh5agpwydWKAriFcgtK#bxK|ZGs&IX8G(8`0#;Gyq6dFLMz(a+x45qSfW)3qobq8-2gLuvEN8tD%GFj z-nz32JYX4cSjt#0Hg9_*o|@%%9eSn8^%=F9FN#|D^Bv3fE|r0T5O3>Gj5}=`6=Rw@ zgcfKwoKMtw_H8|6%{TBx(QX|GtuYW=HlqVDxmKIU7h3K~6aUWz&BOHyDQ&3oe-%7$ zNbk>ng1&2jL$9JI1bS>a@#Q~oS6jB}$LoUzAhM5l0!G9#4x4%Ea^PmP$amFl+O!2Y zEG=GYhX~o`N`T*^)8$u?XxTR)30$(%t>v z9vlDDMc9OVAMMH&a(EYk55!8}eL>xV=zs0Kg;!NuxIQeM(%l_W(wmmH=Xnn$JPr+AVmfY5 zBkE0hkl8@Lr3Lt)vIKSUd7Iga%)4c}J70Hkv-?8;0dlWi?LG38r^6+F*ms~UW}>AR z{%I`#oO#`Ww_B#e?=F14eb5h=b^ZyVoLnHO*9LG!g3&E9Ly20GcDX{ON{biVX5UjZ zC381h+%<=*h4Z~QcCW*Uo?Te9&YO(UFg*MwzJJU}O%N5L;#E;kQIBmcDwFr>F z(VH?IfISiNlMs)L=-JvF((KU8dotY+1aK4OOjpY=1=@sa!<-Vbyl%}KNe2HWQldoTa@c6;S4j8h=m&TShKQ0=%8seL$F#3M0PB@lFj@Krw zj2pF6-zqamL0zF3UI7W6;I&F=GUMP!83;~SfXvH}T2HX88Azi7lSIhT@xlm`v_u@; zJ4raUfe#XFM$Atr*lf92v&9hNiXLFc;ECNy!?0}{R8^R4@$DJ`45FAu-_7@UfZtAzaS;Klc{zI^%8N#`B^>DU|r`*k~K4aWN ztUhndN_B{!$S*Z*p2VZ7$-URNqJs6>+{?M%GEWdGwX)3DGj?ao+_>=6y_PW79z%5t z&h&dbOp!o^r$BZt4qtwg5t0}v5X!0`BV}vGXCr`m5MmT{AiHPdYnw)VQt_{{ zENJ-or>|~goXM%13(UAwD>n)()sVmUTIQp*`}}05*yYO9x*nU4A#BZ^GSB$^^Y;2o z^%V??QET{$4xjZV+EISTbU?9ZVc0ALlY7#FF)>U9y>iONb?4)|a;%`Fbf6H01>f$2 zh<=9CKk8pkPtHB=rdhd6<4Wdl{~YP#j{qItH0w6X$eTpUWf zV`Pvjpu|(rMs2T{7rscGh}A3yJ+gEj=I+YeDVYrVWr~9&_WA4UYs*qMEAw@}JL~yU zLL9=NZGy=R4{PpBUARy_A0FPnv4k6WMG1oBEwz~^Tev&zPk@h1@Z zZVxM2+U_tHKaV~4#`gS!);aLd< zFNkf#N=No2mqpb1=jl+YjD4>P!SfKqdtR?}@a&f&lO*|5<7eFDUW_%YGhP;y#MBWM z`?*a^BGP-o6ytej_&=hQ9+A*1N4tgGsx*ZNB@Hn=#k|5W-aLG!= z@p`S_m#`$g(jQPj8=6bwe|vGs!KxG#i!}()V=9Lq6dK;Y2-hw<8x-KD#oCK}gl8v` zlVHqO{-#OPHimM+U&F(4Tj3OHNAy6r*^`|e(t9CqEV*h{?S2nW!Trm#6;p`@QEMhT zXOc^rBCJ^yc#j0d3^<~c@r3tNoS8qA7M#Av7-_7eHt62yw zy`x_;1UvvoD-WBk%`1hyXS#^*cStqJ>MoDq1JUy7>*d&CxeeNCo%M@Fh)=GpP)t82b4e$V(oM)GJ zc;(U=M)GjrLE>}nSi78JmZXXQGt!a4k4iKv?UyoVbFVobwS-^WynG;zTpQgcf8&#b zKhFCw0A4)0mNq9s-us8UMzmV*gZkNA=@2Yf&ZIvYnhC;SnC?*2!!*#K3u+k2my*=pZ)IsyqPSFI(Z!z?E?Nnl|aNP|HUAXUj|({L9=)zIy;)b zeJP}XLWEQJ8oDrue9q{-}{ObW{mVk z%>nxL78q}3-shmc_^_qBxmTx+>ZA|MpFW9B2ZkTHBi;S21*RHg{rpGs(3|MZeVOoP z!k%9>d7NH$f6jLUzyu8p08OaS=X!}(onKr$5MTHBc0|B-&RBe^3Z`h5@=kN;3V5J& zx8Z}Xu1S#LtZqEkZ}({)$bx#DfDo5mpeYIDY=u7Zq)B^qlWM#O$ZRjlo~^d~I*rQ` zrylU3!G?*e?)*^L7u7}Fc5zr~YaYnM3qy!lh+t&~5pks#8XK==LvCWAHix+9vGH(* z(4^6k>#cTT8lt=o<3QR%6q{OxrvE$FL-_CEVBTpLmZvRT;0cp2lGicu7Q$f-V+*gv z@K1CoiHT3o62>vP@=w>2b2bXvwW_D0YU=V)==HSPX&x-vO2aeT4pkgg`y zqZ09B?Yt7FBRrgj($7YWBrd@pJ}3%6$;_>+$VZUxbP5uNE~Cdqc4NAIchjYK6)vn; z>Kq-D#+y7V2_TTp!S(y=ZR%QVe0-Q>t~(;v$^#g&Y_&B_;CrN~q{Jgm6BjyjyBWx3 zU1{`nxNU)x?S{+=p1~F|WjuMOzglZD)_HhbH_aumQkTHWYiFV2>j~p%jiKH)mYfRx zzEi9}bw)bq-2Sb>hop4tz}QP~tZ#isZ4oHc-gSD5oHw7`{nB0l zg213m9o@st>O*W+Rx}1DDmpJ_Hq>R{Iz#OT;a!v`XLQD-=p|I-s29X(mKkZJ&((Zh zA|5I~M!nojEYulJgl;qt7^TE)jLTDh15u>aR_bQP%R~UrB%=*3G`Nj!JDk#>lOMl@ z94TrJ1^^I2=ls0cy5geJ-{bjx{;K*jj$31(mkvj$mUb)_dH^fm+nM3vx0I!ca;?c6 zBd*$hL=Eo}s_63(!YsClpIszB|L{qfR+5(FkIiTx8f`xqFK74X=R7BZXY(5@;PES5e0+sgRg4+dTlr;y;UD(ir1I^zMt+ z;2BhqQC1fEoM{0@@r<+yWDK@{*Z*8AX&lh=J*0a5(wr%WWg2%Oc@o$pC8>qy!b%D6 zZ&Q!o4n)huzf2Q+@6C--8)%*KY3YH7I#LcNljpM7LE=Y%yh@szrMT)3b zJSAd218r}!N|DP;ISqqOwf3vSppb@gl?|V|?>VFdcO|fTc0zjO%M^h5Uq+RuD|Qs& zCnXRlt~R0G0zr8dCDf~fKpgc>{0*MWW3+3qFj1Y|N3i#rLVy^UX*r_$+)2P;#n#z3 zPT}q7tK?rJgMm5>K4{j;yM{$9H+WX`o?zpqA4f-ObmOv+9%v>0!Wv?ubhHkEqUyOC zCyf<^(?N!0oQJk{+TL-jM7|Ap9OMP*?&yMic0j6vBDj(`!s<)gq8}0y3Gh`_e)TIzDys;oRx!Ng8YfmOvFTF@7P|!i{9zx4=Q>Iw^1n0| z`X@DYHM^^M!$Rm(sTPW`cbsC)u5pfKOd5)!_0DAN#ubH!!+?ue*@OlL zM~~W9>~c$mQqLKMo)A-iy!!s^GC&Dy)F2+G8#^dw(D~^qKJ=|fUo4}P)m3|e9rmRI zE9)1pD{jV2=^H8U*VOl*67an%8+atWgZA>aM+IL=*0|*Lp}G@Z$}MVFzcaL1+3R*O zSBq-eD_xrDR`p9>DXh!EpmF#?frWa|gK(|oIOjn_G`C-fBJtsP(I*(_BNFbTzLtNi z?%ny|GRN2BkSfChzmajXRbjHAcfP{GmbreU{s>ODpCRJ?D>%fZ&({4aY!G6ed1n!k z@eduvsN8SK&AN1}fvPyFSPS+XBTuq6KHX&e)+Ij_bALkJQBJ}2PgY{Xt3#nBb;hN} z9xs)v8YY@DJ;zkQss!+UteRPQyy;(y!ml3{=^Q1VvgK7pgo7S6##$WpMRJWFN`0(0 zLqPf5VwUI6Fwev0?cp|oM@p&z7n?s_OZ;5J@k@q!5x*GBR_yp)nRsIAvp6DDa|&*G zX^%7zBp2i+v5@>u2picmT6}akjMx;>_F)r!kXW2+shQhSi6t^+FK}!5qp_#a?q&0O z1WrnJaB}*>&ztOz^DazlTLy>h+&nY)pd?sSH=1=ZzkEID;#aT_8S+$9i*~w=>0PaU z>1$wRvekpjI^N8_n2BeuKgvpt7SY)HiRIQPaFEA)esYNFULEpwjT}&PnFIw?BIStnEXo~tM z5UIQ-C+>Qv+|F}SzwNw2lA_DiquMSsS2K6(kn!dzsLa4gsq+unlAXL@hqs8?Q-{~3q*a=Ey5n$9@Djan~y)a3! zPCjR%_%E)GThr~N2$|Ap1BU2^7}3+vRGz&;*D5gcm^J5a3eOOA+fjE5qo$TB8#>x}B zjhO0aY5~$H;w!%)zS-&rYPWC3bA$A^{G3N86oz(akG|BsJ+M#LIzv+r{T529A}V{e z#LrNvrOii!$DyD(xS;91Jv}>C;6R=6ya_G+l^;W^>C@E&OCL$}_iWwGF4;ZHinC_U zIS6>aHa-{ky}a_Sl*~E7dTEwg(s5~Xh0O8sp|hMt_>%a_o73OhApXF?bhw%&R_6K# zG)#K!mt3d7kC4Wn8qAL&O{1Z&GA7){}-~c2pn@4;?46v>RpccS%V}3dAXQJ_gzXaI0O!uYF9Q10*xU z7xN(gtj*-EUG-dlj34xYyV8s56r_p^VKpQo=^C}qXmFdRj!#eKsMyzNKy^xU#ItEX?>InlBRorL8^1GhJhrB!4!c+-&nQ@6|dLm2DvM>(e zJ2O$5JRTiVbY^1dg+1$1&09OFMyxm|z-MIpfkv_#XKacqn9Hjbn~Kz%zp<7*PGxH- z0mROMq#kjMRS{a#OskTYvDX?+_3Dw}B$(E`xJXw~Y55%g)~_R#h=3qv7mV{#J#I6L z7W$qQ59&q>AAdsu{>M8Dv_hwbJ1$qeExiC3$nqNaV!k0EAtB2JP{zC=;c?zjs2z4m zz~F4^ToL!X_2gZxv)10rPf)9=6olbS#kjf0**?0tgeoaSHga&$#k~mpkZFqQsa}bkE;@9i){wQo(kvxsPyhI=bJ)tlg3zFnrGR#`XZtMGdZxkdMF5mimHaZL zwSu4bb9p^h6;X@Hw82$O7$<&*bsWFRz{g~Mloy9Sdh-~DFAhcZM2L*HT{+7r*^D=b z1D?AMjVHVHQzr9oAP>Dif1dm>$HuW2D^lJqkE|#31$^YAgQ(+T5RPZp^+*3%E) zD#pjhhpU3%%z!=6zA2Hk;vhB@QKpV(%2Xqv#%=F~fp)d~!OL~FQ=ka@13>%u7vh}O zzt7v4ov?l`3<})}^kc7kyXhOsO4QMKmCF9QeQEeLNa-w77x0V%X8!;nY$Q=gM;`zQ z+qzI(t9m}ZmxCoJnNNY%rFT89mplXBVl1un-}J#N>RZKBpn`o_M844s&zD4be5o(~ z`ND2hPKQ32BmxADNIZ_up*$+lHoCs3mnCn{&Sw~_Dz|BaS%~1NZhcv9baPMs))vU5MkfQ?k1F4+azVk@QWz9(4a%uk z)`%pcCt{Ba>7FLK+CJRhjp!Vjfq@0z6T@N1iY;+9kpsTkTW}Q9N?Zw2TR)D?25=t_ zAQ2l@DVz2HIo9+Nf^N=NEpywSy+}W!5p~=EX0Cl->`Ijh!n^Ywlk9Df4)RR`R>A&- zH{0_VJ{@*lp9@Cce2QeEXPu;QYATh3WP}y@H;%~m#R}5DL|?#jy}?RP`&e66EpDC~ zd)iymx|hGCaMx6{ZJ>n(XVo{7dd_~^_R^h>*eXQDhs%%(`<{xI=*agRm&naF zCLvkzu?biO&?s=08>HtESXwGq+ zb$`d+tE=dg@Mlt-x62RGn%Q2@aDNmb#-kXf{)RtZdy^1!ceqz6cxjF_NIdbn z_X8V5c&D-=X`idFVOz3%+;nA-j!Qya!;e6)d)6@GaXl&(DJkhiyR#u6OncmXO)8Z~ zL`rTJ+e~CFk&0ip;G1vGzM@n_YHUR>ue&K$VB8tT+V`=dcQP+3Tq8i`{d9#pxv@suN8|r0sk1~!Pa>O>9T%#8mB1`#ngKQP;On#R#{=~D3pQt zP%-ij^>i$J>a%&`4;+ghuwNtHUV921+N)f;_w_Au$)@{reCU%ZTtukEm5=;_^1}sA zp9r3^Avb5;!IAJD`CVbHd%;6!_KghOY`G^cmum;*P(>?ojD&|oMa#kaHxtESB_2as z+fVortR7`A%kHtg{i-|B+_aBjEv7fCWZyFQL<0J5qNL!9{budEW!1Tzib#JUe*D=G zIjZ94dNt-@PMn_{8zvmbH>^P)r-8SD*S%4Doi?=d7d+nsB-f;0oMRqX=h>q z{I6UmEhwCP;pWfV9RWF{-2)Tm`VD~Hrma`BJlSDkJ}Karm-#Ijh={BJ6LeSAx2Qr& z7DJ}W5n2YAB-2mcei?ZjPz%-}tzf-4MWfi`Vtu^Q)IOIdmy+e=s+87hEVJwf@1Pb! z)DnitXTo{k6jO|i`barNZjE%5YaW~g)c6<+3X>cuQH0;jT!Vpn3wwI@#X$wg$)mc1 zrDtAvtmIH|{%Ju&`?xqg|&jD6aOwU{qy{*TLsid z<8TQO%IYc{;zw=sA4JFfCMMjrwqrM=0YGx zfkBG6ZG4*Pv10wl6*#+3sT}~V?Fd*ZFkHj81^$xB?mfzignRbIOOSJ|4%cR#dWsf~ zY;oK66=V|`Nd(V+gr12k8tISjDYg!)*UyaUPvbcC&R3g-IQ?k>jf;^Q2zNVZ#Wd75 z%?_}sG z@F?y=Y7|sRUc?!O&I61yU`u@+x>rLnrsd+QoNGM?poznacWXo5xd6Se)piOMIs%x* zv&`h_JA~|yqF=xru86kI*IK1-f~g}5oasZKxCHlLRIOT3lkPyg(dREy=e32Bf6(X2 z$E>X1BOqf|F{x$f?SFOt$*%me!Ujc)>i+)5p;d(nAX;VsyT|r1mFOIq*X_v+S|8P0 zN(tkf=MVl7?6>EcgpBT5a6>j};@{r6ehZq(m5pM5%Nd#XX9j6}CK;*vf~Tn6%hd>5 zxO|)aLsE06o&K3IN7n1r@EUaXw)2+e3;!UDgPRGS7p;SHV1SjfU7p0Bojk1=?4wIG z(P+3>r7x9ArP#`)(jK}U!Htb;eL8}r^^de>ep?jehg4NkskrTG931Vjd4DH$8yScs zAiNTSm;_4MBO0$6ZEmC_tsy0~vkJ)je~M1vV*`UZ{m9NeYIY&wS>rr*%Lmy5Ff zY@*j&z|ga|zotqqfGA|Ve^^G$5Wxj656}MFp<4jTx3*hq8W(o}Ma*(xw_kHZu*N4p zpoMvRK{JGAK$LA#ZuE7*sK~{!(@pI!XQqwIx6$lKV+z(+0J~-I;tueVqqBjkrsWqxw-k`-HOO4 z$7;}<=29_*qKHj)Vc`YNPZW-#Kn$XsDT>_SF*!fb?k4F%73n(I&U|aK(vkdjvpa_- z-b%k;&w+oQXZlx%NnKJ#d*`WnS%nG zRU2ZBjG=ekW-;@Z1)F8=N!(ZyC#0*Oh*@yh*AiTHu+fIOk5&deO}gdQ`p=({vFvu% zG&&DH?G8qeH13JKVpuS}2 zm!Zuk?pzC@y4a6Vdp3mmolq!UV_~G>m!Rig3nQtua&HP3&FG68G7%`~BWEnm9gAQ6 z2(Y{d^|+@uzz__xXM>3#4agfOebiiqQE}LnTxm|%ZMUaG?x`*nx*U!N^ghpmW)L+s zHDCDnv`rVPlHbf@i=8U)9=t#9nmPIU4r!0vll}5cT|WmIhyh^Ci?Ew->Kk9(9FP(< z996~Y8`BQeKn*YJo)prU^qkonG zhTp9pK#fDND9esI9@v z2b^T`4K+WwqtC$rVMD5EeB4saK7t&&^%z$AN$(VfV=^;qrt0{fGppZk=+F%QcX;rY-Q2Dw_MkSNhe+?Tyk+n-q>gqsBA4T>c-h;BR&JIL zhCUysg*eCCu{o^j5v&Dyd3ja6!lI(;f#tBQ2bJq7wu6Ow-bJC#u7h%eMu8y;AD6UY zm#jWqtac}_tK&70yrLp1wf-(6<)uR?R;O$MdcNc)bD|_DR4IR$eE^})iqSH z6cbBpk^M-?jjyLP*+?7O&vMFY_tnMQdQnNlUcE2z{BvF`1Vbp3+`}Wr;;XyYQAb%H z%XCPMXbf2G6|6;3P)x@c3urdm(VM90NJN@L9{Qw$VvqH+(mNQ#^p?qA7Q#Aje)B8s5-6d!NuFGB&2Ig@Q2 zgrC=$;wTO)e>kY;j&Z3$*!fT*-#($(A9$>%lU`?Asm^^>Ylg5*jeqPvrk?>#Io)r+ zyD$(*giy}Q1Bf1&OYtpnc~s(IsjMhL$QroaSJ2%hwGfqL7gh-^PJn5MSnCN{2X68S z(XM(fywVTcf$H8{g^X=6<>pzQ=iadby71IE$y~z7jkfc6fN{+`P7U~m8fPV+(!$%y z*w3k-KI)@-FB(n7hsyi_K}H#UiP_5xSOI9ZN+=B$-3xIM&pu+aus;eHpjn*6yDaz` z+C%Oa{P++tf0GbCwbS3unn{#Pl&WlC(PTA!3$Y~gY5yYxjOq##N=96&0x@$jdA$|X zJ=T&AlKRA_&LzA&U+_EVAt-UDJuc_JriX@I2A?UHUBWCrDLF9jMI~1cT8k?R8tvgpjB;0IGLq;mfcqIU@Oy)OabRG;avZc2+JO3*)P()=~$hdBCysM)dSN+tyIo~f|t zH~fTPm+uVg+{r?E(|Lx=@jDjH8kskf_s>S;k$=DjRpZ}1p}-}{S4(J#7!?^G33#=09#8wqFzsrir2kCuOc z4pB;Ya2iH%rX{Hvb4(Jg^kq%$Y~||?(`}rQ5LAr7Oi3YXla$xVuU{BVjN@lyJ_H6L z@+N88+n9&;@^15qehOPcVH2}_2W+0Ms+1}z9Bh0f8vk%?FomksW-6%B?M@b@A506I z8za&@CXn{8Wk0^IvtM2)%WH`EO&ug3Ov^mw7bXx$KhAE@6a1L>aS`7F1~Dg}Nq^?H z1Q2{0Nt9y!obz)DsasViX?w++`~9JzEf{(~%_WihBkSfv0yJ1e45LDz{9_$K zC(t<|iaiQRB7fw*(UVzE(j4^INp-pLY0inBZG=6R?Q4`T9$Y`pwNF6TC^v^?Zh-9x zda$6b4YompEo%e&9S^Bbf`E3R&;5kEQue+mA`rOQ7xmj)#!@(mW**ZW+8D#E#soQF2SQcybfCxG>7*XCL$mg z!kJ@$mTbkV&g}5hy>;Xi9J1P>-wd{;K0DcKm_5qgzD4D~K!9(b%y`asrvcQB?6$yk z0QVasAggfj*0I@ovd~hTk?~vmD8L)1dC8T`tA&h?iH*4@YiG?~x3Wy<8NL&xI`dHz z+9dE6*%PTS+YpfK4vOdzI><-6i)&IL_Z5B}?t2ePX0{EJ*?~jsd+>P{PRr>I?fS#> z8RD#%aZs;d!=z#dXpK_3m6aoc@JBp1smf(Y-bJfKcJmI+ZdAQ?Yor`R z5zt?YmD&1-TFm@S2T&1?+5HkC=UIa}fxhm-5~2o`##r&??!sLn0hRhH^TMDY7Y_C` z6O%4ijJHGvSKF02N6XJYEncqMUe+&7i*8(p#mFmC|7ijfX}BJXXGzJ*Bc23N7}E3J~uX` zDJ3x-9I!5K91cqWSv`>q&EWj1p$8^>BZq74E}QUV;o0TE;%p+l z&GkZ~Lkz2SVam9@P}UKqJcV_1r`uH9KxlsQmxYi-?P`sji|2e*6k>&5tH6$1$6M4? zn7{h=C*JL)QNP^#`vy$W%YOQ%d#DKM3O3}HFaOmA{OvfLXOW$>Ndi2e*gmrAM&PFAo1cH6FtJOR&=B=V)3eIkHl*?X1$mr$vmJ9nO8qVykRig*Z2 zu$lByla{P27<;~H1nsJcUhYr0=3(XyGwRBmD4wIi3cG zMyif&H8v=PcAw4MZ{NKS^fhJC@`VO=!R$2)zaK`G{Oq!V9zVR)lUVM~O_k*6U(kQi zW7VMVMz&%Kz22e6CTtbl)+rH6Y~(EM=f&FJdRdU!Sl7}hy!B^}vR>)Y8bX}jh0g10 zDdQc!qSA0f7}EEC*<-bS`VaKj;#NadnfDQtR~-R&dJd2?EsvDzJ9rJrddj%@7?8-D zSDKvGZGV$Xr@0@keAO#78K{GLUh&CWPZeucALUOS1}8A-swI`_Fc|h>CzOU6k7yKV zeQ)ltWi}kOP*X;K#WB04^W=$|m)bVZCEDv`vyIy}Vtp>ir_5EwL+$Qr;g0k(qq;KP z4(DBVhd>JspI6ovL)S~+>ZbH(Jh3=M5|ESYVlrm+w;)`ziQZ`Mt?Cd+ycG0*{GdLY zt)e7;lg3zBJ}gV%hpFFa{nc&fgMF9ZGgpr<*W(X*2Wrdq^}?26)0W40U+&8>%67PG z*~?O?_y%5{RVJM;fP#wSP`EWEX4L(N;OoUrCl9F>EitDVa;IHU3@XG?JHvel_J%eIW8CKW~TLJ zF1;$_Pe(ehFrsr=!gF#F|6B3wkdI|8u*>*z>rm1%HL#{2U8Su2ABtXC%W5@O3z`(1T!1<44v-RdcI z6JM3M1y`Hyv8~ZElEK;S!nnu0>IRz#Sdh-Si{Jb6E}ufl@aBUcc1w)IX@UH1a<#eT zJTVE!v2~J+0Q6OLq`1HSjY-{hgY;K?!%dz3mOwD$a{^gSf`Wa8c7%qW)41b_44(M3 zxv@!!3O!Dam__>zY;rylUSiwsP_yXHAaatB zrMFhXgy%*&CcYlCoJ09R8cl{5siya;C;N$#Th7c^LcDZ+DS-*xs4>lu>TXi4D5y|m zxr(H}TK(GEc#4m*u_?V|;A1CIs{%T;J%Tqo3JlRZn1V_>IP7ZOTFqgP=&)Q|v67G5 zFg2C>n1qROAJdkAwPtDUn;)RCuq< zH0%`vJSGwbI%VK2jfzh%gMl-q%hP`GcuH+PmNHaQ&5zyK^dnEZBhB$F5rb{0yPj!+ z)i3>w)7`+^cDGT3%9NXms?Nghm1zFdrPnF1%3WK$qWPB;;)@Rdg4cXq;qMPaBsfvB z3RORDFzBH^;>7mxN*}9I9-H`iroPIpO(;&l2#<(UVyNd-g`lpA%#W|~vpd#e;^g7i zmr9jWVkT+t-GWalT7ovhESO*hRcciZrLb#N&mqq^jtL$~Z~%pfdl~MNl=Gm^w2Zh! z(n=F55o^pKZ?o<$!VQ+oJMPZsRvSSHqGa;--b~U}dGidN1Cw@O?9);q;itcQAG4?= z36*ipQj;z+)Ve;!u6h-Ra`W36S9?&|lBnVP-@7b^7dS6`Cef6?8wEczAp#sW1Wt^P zxfGtcdyfW+)@QRj>Vrrh_kCe${h3RTYJ-+!@^)Y_tUEBjg*d}0hY;*l*^;lJ^T{dp zLN0;hi8o1~vcF-di}{~}xx#Dfu@kPS=q`fY2T|V|>Jwtctr5ZC^*|sui5x^C4}A(= zYAUh}-b4Qz1h&V3k2SVblKX-Mcb&yX8qI}n zA=`e!&alU0c^;unPIn;jXc?9TER-kAq+0t^WWOrb?x8Ub-a#or5Q zE&!u=a8&u3Wjgs~0o=TSd(pDSNC@mIG6HH*p_qC~W2qi1?+Cd%t|0fB_3N?F)aJSFk93)A;w683R*Z zYu<3X@9R+jb{dQ}I3jE#!PlLXt3$!xr3HH`S=Mi8ci>OIV{o;7$oBiAm^n^Z5dYr= z3Id5J_U-lRaIlCV3@)Tzh*U}+vn&1dwuZRaYMu?KqWE*`n8r>aaB5x{?FGZ z;^oAy{eCwhdiL>ecl--}ORf$kcyoU*t%Uom7;UW%K$`WMof%Kh&Mq(QSe2swyZ6N9 z6q9l6Kn7;!#h2h|E~x(dyNetoT1pZ3IwTw*?EHW3Wtm2t8r0Rg09WAh@_^<4TuIAO zID?sifrgpcs$(T4cM2KY~OQp{PyYdkzJ zPa*%jjF%YoR0QI0{J!mi=HUq-m@fE-^{vmZHWst+6HR~kyCrf1uYDoDqA;0WOe#?l z0OFN0F`;cUsw^i3p7XXC`JeOjZS7JL4nVZ~H*Ryb%zpNUrHFYq%*&sCaFhUxjrH$h zhk0hGZ4*3WdBbklgaZg4wBMsC4Q#1XpMcxiSfVB(42=qRn zck*VYEOo%Y0(O?L{yj@barVx#Z~^`(LO1)hQ3KN;^9%-WYjI2Oi4Tj?W{yML-^IiY z(N4*EB(-LCwl%^uWe@iKzzq;B^G6H9KFkB3`%!Zq_4o8Jb|b}sbQcAPULeCX*dqba z&Q=?kt$p%;-!P-8uSD^63jf<=TwysA=oNR=QyPPvkF0wY*=R@MbKe|lMHqOIG+6ThVh)>QC}H@MpV@8tq%;} zURH$Pf)32We|s%4w42o&M(k?>th&F4e!!m{Qm6jjOU?b0ofAMt(P{@1uTUB*#VFLVw~to=s47|zfV|?RCMP$rP0wZ7{O?{9p8|JQmg*GkO3+ zY*JE?fZf9WthZL;g8zSJ%>+`L zsh%$I7-rwkkdTnR1>(zU4#s$JMgLlX@2Ls? z?;TJS>H;%tR5|-bA{dj@AM7Do0f7cRwZB&1H{c&{Aq5%vV&AleOyRv>Eq9f3@%IE1 z%4d%KvsFE1faMGrK(QK5`3N9GKL946`ce~iI8l5P{<%UoPc{q@2O9x1ESiAh{FRrl z61;~0F#>$KcR4wdpv3_Oe9q&+(su3vz|&n|{O4mpSo^QPKLOhzr`qS*8Iz0;6=-Ks z{{)T9N8SCp;B+c&eir{H#*pD7;AHWM1t=S0YTxrXAQQS@v2~}BI4HZy^v_l&<3`>E zinYj?Bp-UPM1})@7L3tS1Al}4uQ924ou^h^3krE#D|5t!YS3HCHlj+!D3ni`siUJn zzkJlpFV{!y4@|WxCp&vYOOj{lJr7;QxHBxp3Ovo`s6g z+G?)|-;)&>I??b27(mH$4h`7a6b#~yNUNz~8F?S@!|VyWa<|0zQ^!HKQ>Wl=j!}Ve z4Zt{m4E8|oJhLIfDVXqRw$$WgnI#pbZT#a8tO+>hqZp ze%NUyZih>x7)0z(_jE9FS^jlB782djV%F28NvSoHM+7wayd7R=mbQxxBf~?&sf9&F z^lWTH!`j9;eNHyI01#+30~Av17V72??m!Eqr1$r$7FX8aDWGw^a5nWW_V?Z_`C0(* z;VqaQfw?kR{~G3+Rh%e)2DpuyH^lvktlE)J$3anOs@#AWG@NDSh(V!imMMe-w#t#H3MF;+2q?#)7ND^qMSRuxO=!nF`9KZl@qwKfnugR#V#i86lyDwUlmsHZ0RiOH7i{VpGZ94a+H1n|7X{$rT|WZdLvP(5C(PJ&oRQ)yAX;cUs( zu*fpF&=hFC7mUwo(0ryIY{%p%W8ugB*J{o?gv$BfQwI76xXy_HVbwwy=Kbpfh*_+J zuSe1a1&3h3(8d!;a8JQC;Yd|6u1O+CmI0JiO36CEpn%ZDl2}Pt4Uy44;f!~1rZ)_q z`^^|l?eGl_il?lm|G&m|&@Uhj!5Qqv#g|BaAR3I?TAwj+_y&4u<{}CBX##N|i0XoP zGBYyHFTRO)+xZ-_5LYi3Nn#R+o@NUhl_SSnE#k?s?RzY(ig~A^aMe(vT|~#lHR_%Q z@VI9qI=4DRTt>FTodmM;VSoOK2edXrJIC66y_W#J&wYc)fxenIa(0%|K%?W0Hw+haEk;m9Wa=n6MgIwIKOXzM)C>0 zQ<{v>HY=j$TRK0MHs&-9O_CPy@}2^{vAmJkji5-sZ~eN!HJ~jt*u9Mwf%W6XCe9;7 zL6CIep-I3P%0#F0*T%?oRVZ8g5kh^oovesD3M5%c|Bq>~cazm*Qx2E3hFB;ovajq+Hz{qMaYlJf_+d zFJ@hHPcuIuF{;eT=@bt+^JY_G_%EIZX8UaFa0f<<2NdG;qAk5OT_|Hj#95U(i szc=&u5B~Fy|NkHSe^v>-H2eXj!(NJ(N@v#R5%^D0R!yct%Gm$^0k7168~^|S literal 0 HcmV?d00001 diff --git a/data/multimodal_test_samples/images/1*6pALyl4xZ2 G9LnGlMR18g.png b/data/multimodal_test_samples/images/1*6pALyl4xZ2 G9LnGlMR18g.png new file mode 100644 index 0000000000000000000000000000000000000000..18426717ee06d3e8c8d380e4d54cadc07fef535b GIT binary patch literal 79079 zcmdqIgxouopMzF$L`)=`s+g4O15&4h*0b`4a~V}MgG{XFl(XPp z&v%#XkMD0FSL45U*zHeZQV+spe|MEi1;YIcdTkIJMQjuX>nbtUad`GjWXDu(aNff@83T~ zi{3pE_CZKp9&fC|U=eb0ELn!l?w+vHddH(RX-hs;LNxM~S<8%CmS0h9;ETf2FAv)9 z4|j{p*H$`$haur~SV1e#pJeg4?=O6PCi!{g&sSo1*hq$GdAwrEo7LO%<(?L=lhH~u z+5FlG^+L5=ob2rENn89*G;tFG#-@He{W@jqRRGZ!HH*k1dHWkcgv#Vz79gL|2oTYT{&~Xb3 z3mM8jOdkv8d=B`n&byP$ zCHnQl=GU_C-hHV~K|arq?fyT<9hkH_q<&3@@R>?U#ja>7fyd{|0iyBj`gseU?|glQ z+AcRK!)QEd{Z5I>n)lzHRUDn4Yq#YPh+JeI3)JSyCveCm@ji{jzfQ{#^iaAij%QZK z=;-L!o+?hLGI7$ET|KjgpivzPoec66=vFh{+}w<2ilh2o@724{2OM>iPw!c8_^gJK z6H-tVV#tNI?rR%)b$gdEtLLp-QI>~gj6LnSJwBOOY;dA4YrpeGLq{(}EI9R0+kB6Q zdWf?wzs&FrdSgFV;CFHBw!c6TaCd2$Rjy6w9E=fscYCc*-cK4iI;zq<(ojKrFk3CV z*!=nx8X8(b8}jVe4p+MbqS|eySRPTnQLyh4(Q0%yfAoY41(%G?vA{2aoKx%g^Eu)R z5xvQq6qm&))cD=0Vtr9sA)xD`J%#DA>0k@$~d2I?ray$GlZcavWoc{eS z%Fry)Q9auO8?@;y(!_&D#jkQ!{rk7rYwK||&eqe%A3l7*X<_Vl^e3<*XbQonUo+4}WtD=UmfLQXDx@#r!gs#dDUdzPlo$iw(ywKH_uOff@bG3x-Ne+NAm z?8{uO?aBMRcvMXM^(I9bna`Ka2W>nDi_OrceXz*7{hpE6F)=ZNi%o9T{(rlzUh5er zuM;^gG4E-x<^c=6)T0*Gta z6*%e*pGA*Fw*q&0{XtDOl z9Og{9{l+**+p>Kp|ILGg@_pk{0>@hd(VOq(-_|NSySk>D@TuP>5)%`j*qwu;FP(Qb z%_vgK4fpDcVc0b5iPD8eQ}PW{k&t|R*#pjJa44C#8lqkgF@(J_uoz4<^(X`7NWVNH zB04(yj5oUL-v$G&C*F-w?Hii6uD#v{2&Xd3W*6A}i12x;jfv5U& zS4tXar%QG|wO)u)i&>U$SZQy{r-t5SYCI z6-gJWPQhMO<=~SFD{nV4M2)`R&WWBA{)VH5=!vFvSgcdck=ZQPE-yMud1GHCV#TUi z^b6zdY&jnt-S3-8b>*ab$fC^>IKUre&0Z&)Hq@jjko=SowM1Z0>b(N=>QsncNk3w2kwcX$EtWB#_ZxffC zgJi~i{!Y+i-vE4zNZ%c|$#0aCCO6oi?R1H1M!?lh{`83G#R_WeK76)XD>wO-Y%ol~ zarLT5vzR3ZWdr}Z-TfO#`d7-jnam4ROr=Jxb7i-U%-40xxaNzT?KjzN)k7(K#kONn zxqZ1HzV+%kjoVscPETCO>}g(|5&YW*W3 zGO~6)-(k6J+V3^1hiTj`vWi4^gcW1ZDwy}jGRIUo2&jF zuV3;WXoB3`Tu$3t??Bls=TKhMV+zGR7|Ny~BeUQ$nQ3q`E9>{q5b-O4<>cg)!jx0_ zf0(_YZ-?@s@vt1J}s!OcQogP-B@-XCAOUn&mzp{e-*oD(OwmF$e~IXzS5mO85EsezX4& zMb)U{r!xD`pIdIUa8ZLjc#X%v5pH1N=NNBiOGixFUd@m*VBQ3xVwRNa*F)_66pek- zc{l@RZZhwi*dw3vswIVC`F-{>(7!s}aT$UN+e|WTpvrF!rxp7q{EUf-C1A@UaF&vi zO1ICW4fyaO+gowj$fzBo`t!xb1syy45F`UM>B9DJmG*f8g2>D>uk=$gNpbT|S z-y!zqi*?ZSXI}0ch*}O)kllFl^z0#^}{eb3hc)msWj^;yY#FJ z{P^hA0DkbK9gizXEe(n(moB1&{Lv{Z&MeR33=3@T(ylK(vVaL{Sggf9Kf#tlrzO-TRbc1axL;}`^7+q@h;j1xgM>Vp%bb-0E*|L=Qv^~hvq z?Cr)*euh@OTc^+6UrL8TO?)m%GR&!#1ZF-Ouk{}vnm@yDgKr&fE{^2JEJZi$&`0`g z*B(i^+eP9wp3S!usAL5_t(kBXyD%h~`VvE1NAbC8AbDXu4WOhqirb$%C*?R`YB1mem&B#i3%+cDJptnHRs zX0MX_?*X1tA<-%`us&aUQ~qYckxWXpEX8ro&?PtfdKhGUu@SPWvfP@8ht}2D^Q&am zs+)oC)9CM^C*m@ULnZ7zsU)x}+01Xyh?d3WXd&Nxux-?JHzXqN(YnBPONBLB8-*H} zB^kDs=CRaqbp|^^7Ksg%2~5kaC7%OLYxYa+>K4$WmqTq>ufNhe9uA-W4&jhd5bj4f z-}_x7HfGwSBgovB!`S(jeR=fi?5wrx#ez{Wn|KwIU%zi{cU%pUgXu5K^c(bV+VMp)BAh}p15zIx(h-5 z>%e1u?1e9vEkmbdya`V$e=7Qa7}nJ zVvDNhZ((bi*Dc6t>c5*k_vjismyUSFu7cC`&g1jYL6Yl{qPR2Wx9mbYCMEe;mE zp)(19T5xaYl=~5==PPNRaq@dsYBsnOQ)FK*0WiANUs}k&$|Dwhgh}Glj*bsmKMW%!O`)#SSTM!9AmOmSi|I8GEqB z=6bi=%abkY;lDY#dlSyGwzw|dYQ+?mSx+?CY7~*Me$nEj-phAgHu6Pkc`JbG~Kgnh*auIjNy( z7kZg}N%#Si4QvI=>$73O1D%s{!Q> zb?mX@pMu`4K`K;*d;(UvLH#wg3Z?@=9t&Y!hk|aqzph?j4(QG4iO?}oz7~*9>Nrgu zyoLy>48v$FM5n^Bs|YH@wEPv4U-x-)?DvqQq6>eYamPbPbdbZi_z6I3goSv!+Bj7zRt|( z6syv6aFj{4iCUVi1PrGe9=h(gT|?sHBvWig9Fh&dBwx{>VEvx7Cex%z{BaYjh4K(H z)>F~jQ{w$57{^)iIicCa_Vd3eZh7P8pV^xn3G*g5ZhtXkoAl2iN3-kb!XkTOox|Co zQ|LFd2?Xc+8H^^v&3LiQhOx3pD1>ri+XniBaw1Q$E0No5(zZ!>EB;aU)L7g|8z^;j z>*zda++Pwau?BsAnZGy7eEkonhW{)4>>ZkT@cUBU63xmoJ(oqPmzhO?c z8hJ^O`13bBUV96T6Od*idYJ+jCrXxIU7zvPDwI(kaZY>_mVOMuzbn32)`j(-M2e!V1K(VY5;oL zbi~abSZH+FD%r}6$gCqcSOkMaGMF|?xCQKjF%0)>{>}WwH7|c*FK<-lUf1KjlbbMU z+;lNpcLs*Px~93Kr?VoZX}%-g_!#H_2IY~bNE`}l>bLE9%9)A_h^^s{5Yu7@T|2j z{QkBG?lM+#`w_HZ_x@+5d9*{XhJMl2ITFSQcZ8KbRu$d!qsYYe=Tk@phs z7pdQZV?cQd1M@U&XIR#fbDJ|^6}P^}>wVK_oNX7`ZnvQFSsIQc3EAJyJG7ThGcYnH zlXDuCknMTU53Uv1Ump)}rbJ}J$v2Yi<8I;A?+54d{Njb1)tzE^yjqYcixotfO&a~; z6nlhV{w>)lw+9Ji;Gz4|I$mcTr<765bT^@1P_FhK`sp6&1$T4nvQ3ap_c3$SG(8Cs z*(eDb%J$R~JPC$oPLY~^3${mxNVK1Vj;vcw?^Buy(&-H%57cDzGU#0ATNJj_p0`vb z@4=ed3s6i-)3KO~qHk)As`t(npU`J@9HdqfGXyeSBNs*IiS`IFX<~8?3V+5{UES0o zt~yf$`js7zG&hQ-B<{YsV-ZG#&TtAJC)8{s&y}a3y5Y;0FBLxJcs5k;C#@*AZS;RD zcfI+-S1*x+ZYXPIRd7~IrjWYqT{`qA-8`_pQ;X3f#I|*_rOiPtrjMI}GWx&Wpb0EB z2VWU5$f@_7#`n3CQ0i;Jiun0J#Bi@4wl3q1N`ju1s2>1e(CWdHud7a5gF2{Kte#*q4%z@PD7Wjj%9JwTqdZ!`Fxx+p98R?}SIfHJxJ3g)oMMiY&5%m( zI52x;%nwrY_uUiODlg=?1c39Bc6_Q?EoQ#OZsR>w*|1!AkJVT54?j$Cq zGZO{jc%)}8&fN*SUJav_t5pQ$sG8RzDE^jFF&R1j7BOi9zO7W#rFKPkemORDoc~|v zESYwbMYI}1K+iH%nqxKxirWRIl@bCgEq%d&yOtuyO%9dbR>YjG0L@JI*)4WZ@w2Kf zZYg)H{fCAw_*DF#0N|zqvx<8E(_n_e0w*r9&=gXgfjCyndSgHc#XU9x{f$@0qXElUVyr3fR#0epIzuRaay9!R{Y|bkgb&BbI=ke495f^1kz;b z(AlG1RjJzww&V?CKg-MxpvgDn588x*h|`Pi7;8dQFoHU*c|9jG1B8G=nLw&Wr;okX ze4CTz98mZu%kNtO>V|-O{~GHF8C?RvB_!n717<{1U6M*ytK7&?@#se|CPC4ywb#l~ zy6SFUQeSRK` zL6v#G!w$^pT~EFD4o35o4lO^n&OO+nzKd?qr0X+Sew%ISi`V2v1E9yt!9@r|I-gfb zf}Fq#YFPGf(h1C+5pdlzvCSr#$fvsX=9d=s^Domqvwt5P=#?cwCmUTX zPvTg$HLM-yUu}S7wyC^B1Ua&QffLR?11w3IXKa;mo3ED(s26V6pow)}&4Tn(UqMYF zm~5fpw}qC~`n#VD@ojl}I_ZK#UKFXbFE(mznvzJ2js1u?I#Pw_bQqLf+1<#LW*{W?0&@B3Z{o00;FQ6mVTAP&9g)?xyt}hR*9rLdK;&f@lC0 z*`phaAV~AjPM)~BK-!<7u(}!`E*K25*fi_+cMbbda*k+8dFNClx+>d9-Vt4>GM9(>%(GEP`7Q@#l1sUReL)j<)D)7N9WiQ}L9Fh*Q+uv8HPM@X z9Z&F)hLf9{8`|&Ti{j(uC7|&(#fmxWSkGbJA`jDyCO_4@?&6N< zQtl))|AqP0@6xKH*w=%dSwC8fsA=^KoPAW{J{AdS?VGikh?FF~52kpnrmjAPTIq4H zq||C5PRREEoe=0(oM@@u!$xWX_2&vi+In1P8Cr-&$uNADT)Ao;=zfCy-%{Zia71mh|j2&78MxywlzLW;9E(=ppU= zpO%@DrNS)XNz{iAOJLLG#^pCoCq9m_qh$1ssZlf0$NxnN#g{7M-mrg@h3at!tOK1q zR#60E@$Z(JJ<8`chxnGIwuaN>OBH<+t7_f|IIV@SG!BUgk+oieDp5KQ^bl+${>>c$)q~5GnY*wwqC5KK5<~kG>H6>(`4LFoitfGWo>vifKI> zJjgmA$o_oBqvQhpJZ>jw_QeHV`|4-P3ddCm&97B8tEh3}?i&LMvcA48MInuVD+ER1 zfya_pe!tz1^z<^C{nWgSH}+3=q2=W?ouFyj_-KRga^w|~cK1chTJk%tp!kF4YiLwW zhgCKJFsf$gVHCAs5z7Y1Qx#{0URu->2eOJtBrGB6UGMwp1muzeXwCXP7)OR7F?3jv z-^skThXD7P{{2QF@bJ$1-RJ^d=)(U5Zzi(D*|2J~nw5#jEg%rMH{Jn79H(nAiRTEw zuN9E~gJ&l{=w;UcAt(bR5xG|TvXF)&BqHp7=yz4ik1_{zPkO8%l_wlVEd?I}=IR}y z!JxISa>{H8#ufohwC~gYs;9UzY)HT+Q7L|}dv$Hw(VFTH&<@iV0KH8Boo%yPVglLm zrBMEJMJKUJ_@5Tf^k!{sO=HTKYhYbzCe>2{^Gx1K;1)i@IMXAHlqeHM?L zFtT(m0fut|%4HE0^-uhO>>4%W4vj zB|eSsp|~ZVJYk5M1%M`63>muaRn5EKD0pO;uYB2Ksj}g?$ekVj9f(@me+MK!X#ffd zJ^-;%%Ofo|mZW(kF;`yw*m{awj>hR95x|S#X`qE>x$n*G@)~+`7`MUUjMzacooqT4 zV$2tV0U2okr!X^Q1cZ)D|2I};NfiKzj@K9gbOsfmBU$pjCk%P~3H`KS9aMKw?Eqhv z%bIQ6VR1Ew_*XzR{QRG|t->;sH;}^$&R{>d?_(zjt!NIzrj>YoNTvGePVhZY_CH)B z_AbDmQez&kvf&BO!N^mk_r#utk`e~r1RD{{1k{JxHZpLw3&EhtAsG#;sUlJ&G11I2 z3xpr_e&M(qpjS&jbZ`r5IEsA?e?)a_Q}L6{s72?p3I_;$^gieN(mxp$Ct(2mtXv%Z z`!B$y*Fp04Ygz(K!ot`S56ZmRLW5JozbL`fX_03RpiVK2PfT!opISBB#GLI;bscXE zr~+v^zfKVZ!7nELI<_){#%!Yu0T&rSQa7w*8mb>xW6qr)EE_Xl(#w2v)VmG|BH~L| z>$G}ZwC(DSgGUy>4IBkgL{-QxYohROK=@}>(xnDX=R65v@nx@+#&_BnrBr)NDo+z{@22qR+Qq{r_C@+xwI%&d? zAS65RN@4u|F2$j(a^U9(OTBzNTL;j}3vsrv%K}NJoF6*0o{{w@a7Opg_$ahmY6@Uf zu^Tj~FyA3VPXaXUlJeTusX=tx(WIOY29H zm6gR3lV(ahI6P5psm#khU98P%$p=gySvttLKgDA|(>Qiv4UtCAC=&wd;wCo_u=j#z zDwb?N+~9QU<@@*Vk%iHaupDd(D}8?(-S$r~H;^M4aFF6ZCC4nasGCk43F*SyVDz(| zt|+JmGphw~Vjzv1uOf?P>f&p0!Vuf%+}uO}9qqd5=sd~J$w>n_`6*xj7_d|7xt1R- zCks>)`JJ*2Ogxxejl{r zR53~#=bJY=h>sWL3f%!@uKFBfEL%1lrm$*hiX-x<_GS{8JG8p3Kw25Zfokvp3|iB% zU2d>xH}{`t9Xa8qs(oA8JLFF#KR;5H6EXaPelG2ca6{ucx&iR7KQfFfpIvr#HbMu4 zd&6TrgU5Zny^c2eXdUXAxQjqE%yEqXnX{}kmT&4bU7~w&eb6pFc8>C=s$8<|7NHM1 zL&sHmnUL#FmMwD3ELN?x(bN=981*Egpx8m?wZ5cwTC~U&Rz9TcXo`p$F@oJF6moQLK_xdpH#Ro@m781G8B_y50SD7PQfEJpoPV}@ceTMJ zA#`)tWi$406MaNH){nZYz;oVJhw5u}GE%E4CZwf}{{EftESb#DNuDGmCQwc!!o6z5 zn(IkAj!5a{JH3*Z0&%vvM)P|na?R1X+7&idW+*5nEnRp{ zL_`Ey?kAmoun=~}pV*p38XbV~pYq8gYukv|PhDgaceGZ@5Qzk3weYRbQv#tw6r?gT zS)@4tQuq|`R~!be5u_gEY&t7&3v57kT2CPzF5Y{4dyxQ&JqHep*`dd13Fd$u?LV{} z04DUZw>TzYMU1AeTyr#`*~Vqc0IH_h9kJnh4OI zoZPF?Iv7lsZa`1hTZWeC5(BA04EVUx<~TZd3C)+KtMw1F3e6j>Ch{Vkk1E;Ua{@HZ zhGb)XPj;%6kqxX__dUP}TRFx6)xxepADA&;CJG5czB$W0gUmk?%##m*s+y-h{{kzB z3#h_z*dcMw?*XF)_(*(STxKkZRqNTR++9gMI4;i-mV_x`h97xoMN_W&_e6XFjdF=hq88h(%cRK1HU&@hVT_zdyvtQQ)%f$$)D#7q|Q{FU3T z#)8*Y+VnY?@%VtKCYWFM-ceC%*2Ad|xH76vttPzLs*ZrzC)lhD68i}lLAyZ~#ghII zzpt#Ue5arwB_R=X=Afn)BiZ8(j_hcVXM~Q6tK!c*JJx=GB;V2(ph@bt?$1=_3@+hH z%f$Net$K!tiu`fVHm*t@uqFiANxO`kmz$1D3>Cqw@w1 zi*}h^X|W`$Xth4Jgeur<#T)Y^p9C%c@g_H080^MGb0D0QHC_T2U3?T3kb4>s6!5Kr zV6fKxWflu;Wab0$n)?Evm}!=U07st$C~gt0twAe=gUP(OU10?EK1SLFDjkLPj}6HC zrnWIWy}Sxl15P%FG)<`T|LsVoWRR|OhT;~ryg>*4y?uhX8(?yIIyN>YAYzuP3^?_v z@d8!)4F~1!AXsp4aA`mzK!wMHU}U`V{{87e_BJjwLX4XZwWCDvoXlCXAK`-A7g##e#~M0(wtfu-d!pi9&*z0t)Tjqz!O3Kp*HNd5G- zUMeR4s@fS%3$yl>9wSG)t?<2cF3v93MWC<60RO~FE!3!bpjDZ65gx}bdbv(~ zrU#&tqw#i;Y{V@Hu2R?)Vy_qjWiVE9Ad3#`ir(kS?(bi$&RV+uwv>)S5k)R8&7}y= zHmh4Wz;Q^Lq~yTQ*Ee-sMx0PCzM+BtbbpcZrE)s(E^VebXl(2O!BU{s9+Zmc9A;Yq z!IxN3$WIcty#-v5o!?06^*b+iccOp0h!%$NhK|+C7B0YOanIxGqK8f%dvkH+*~)*A>*}sD9{|0|K@)AeErAl?klck=phBURo<9w^ zISRWP@N5Cbhq)#ZV7_CvCpI8ZMHnUmxzZFsR_Wmm*2Y@&j#d*r#Yjp>gZR*)dDv8K zk|pp1-oElYG!Zlp0DZ-Ve&BgYb36@zh1t_5jJ#q9ZsG=*Fb#wZ^~+> zB5Tny_4XgiN|fNfiuetHT?r|WroOV?=?c>>jZQp$K=L9#gKzb6D?=8Hrg5Jt*t37q zegH5ZYT6Nm-T*Qk0vu!)*Vp7$vksF5KMZ$=^3%QLE>ElRWkKJU%N+uN5>n>wYcYYI zuDi!n(F79Q29Z9KH#Ggd(=#XsoV^U!BCrPuPMt1;dWExKaN8cs z33Fa-2BK1ITr{fB^zh-yNi}O;uDJOsD3uL>xaJPH^Mzf_Lz+t`=Q*$>$bbRWb0bbW z*7y#XBO`pNj*t(b&K!e@V>(f6E`oJM?< z765Z9;G#*hWK%K%LC+s<SUZ6F zcXOs`j|9#9Au1}b*Kg>f!-=X-qhX1fZ>4Flf=*0~51{3=?gvY02ks9ZJlIV#n)43n z#e+)4`n_~q?Wu2b{}c5GKR0&^2MKN*u)Ul$>f^32uf?R^H1YZjx#&hM5#^pH+qn5y6T;s58g#8c)O;HTg5(;2e z5Ce0ZYQ7Tn#w+A-8CRcj0FJp$DD#o$c2=0<@%sC);S->cu?)183Vn%;)Fkj{LD4`f zAp9akh_=;vC-C79mZs!OP9|Lci&f10ZKCIV$ZVA-bdO=zuQLG^okg2t;)8R|uu>0Y z8!%K9p&tIV3^VDeP|VR*8!h)(@BPsLO4AX*<69R(3=GoPk8tpD2ytS7#gHj9B&`Y1 zfmTZ`jr|W6K-=V%6npjzOJb)#7&u@-{lXUr-}@ML`}2(N!jY5hIRRSMX_n1jgBvf+ zW(!&v@L*4zehDIM%;E$yrHrT9#1`NH-GBuL^$ld<3rMkSzzFYthKyy0Hg%j4YDjK; zq8_O`jG}jZt&AS(grcF7IFcd$n{B*H_n`&u&Sc@w$NWJneX;REo`C8(0=9_tW;|S{ zp;Q6l?#NzLaVD?EEZsSKQ`&!9WnX$D0mi?zt@+NQ%#i@1f(iOWt8yb!&X&@_K>11G z_=op_QnVj%3IM!i$`B#DT!TMIKsJ`tU2=XAdC_4(8Tqzx zcpO*6ciqtaWEtEP7=|R%HIxYT z4y1*JKPdg|ExjJNQWhJskl8$dygZO4f$j@f_(KgT2noI_qFOQZ9te~dfI!mJxCWm# zHPl6-CDHer#E|6kBbtwscLl0Bj!0@rOh(+1v5bizaVN}AmKcT{C_shO_>{p)cP!@U zCMOR8U?j;C?FVJl%2B_F{Gf8$TTS*sTtU$J+;T|X$VWQvjXr<>K)~$pqqvtB$i^bC zqVl~uh0zmhpN>FB_8(w5HOe!<5YhtlI!9@6s%1ffy?7qt>oPQn!m%K65`mKMUkylb zFEBiBg60LCReWr>a?r6H+D;Jg^3EtoMXlkd&^vi~9zMuIq6}624j+hq;WZ`aE^4C2 zAE7vh^Q_nKMB0Fx%Hyd+|ohN>c{#>QxcCEkQe*4<9}}1ecPs z0Gp0{e?OaUm6Rr-qMTeOz>7@Xyh2aFZuO#OReV_>jBhAj;A-Xv`^^jPk*MV+UjxTx z>LQgm=Ap>S?eFWL^RN{GP&ccPYsLCO8Pq(0$JxMz z8)U#HNQ3R%dhRTFDAl<7D*l#&$0GCnPevx-1WVTYfzLvMvBcTp;CX*2vUdBTfdeeh z7JQc_@(mh|Sv~{);L;3$vqW}_O{Bnq$VBsrt z&k5uR(nOzzYtje-D!88$8n+(UVdCgcY=8lFC?7`DR0rqOsXzf|E(Pc%P_r4SHJHde zX^;HZ{JO6r&XY0&q-bI}c6O|3DnV7FpyY#ySy_E)YQMYnNS~Nr?|shyxfd_%g(I)9 zM1A}%)W`>K+4m%}$OK&T;IibCbyP>zS50mQkPJxB1P<&O0r*4_YwN8PdScRl)>&e zy21^uEiFeUBkFG8gl6mMoFzwD-@hHFPu;8z0NSMiP;>i7zN*uVi=zv7T>m&{I8a{7 zZ!r#ykz5bVw7j{!Jp!GGIp9vj@2bE=sN)js)TzR!s8cLXOT`Gp?iB9r^|^L87MghZ z;oZ7l|8?AXsmcvVCWBDG;SmBhL~^<9w!-7U$da!o2Ru##PR6!aG?SZo0Qk55SDglb zIa>}TtTT)Vaqte*m&#ilyzX(j!+KFWrc6+_!JPZ)?iSOe>vQBVBuW+}j3cj+V-<~R z5xx`{p?-gVCaDpKd&LbL23$^SQXwHBOvOv70xlXA>5lfuRgjX6VB_O=fD!d*E2Da} zRG$y*j~O9Y2McjpfoyDYRlD8nt4B{?zmx6<*BY{Gl)zO13|cmSe}BO9q5$tH?J0bA zVph>v7uj-#?du~yx3|+`5YPkxPVe6p%m>h}kZ4derWzODdxuok$gIILzs0ui zMbiy>OCY%VMG0VxR2V)r$m0ZY=&@LZq?*H9d>)8Gq9ZNvbA^F=7uPQ!%zTyy9+dhr zhve+bV@(8w+n`AZQ28*;{(cKI;_B{xZoh^9;!cFx`Wo?2`WEMr(V_hmP9VKQuyU7- z4Hum!KG4~D(!Dk*fY|ZmKc3FTHQHz+@Vg*zWku~wSgtf~rFR9PpNus){d+8$k$cvK&ugd`=O%;vki~3tK38M z;(R~f;sM$S^T-{z48?4$wmD8}AWMUF32@TtC6bL;LEc5tP`ZoxLmcY|O6JQ$bLMR# zhHQ9>0;A^h2B7JBf@_AWu7ehdWk%wI_eSD#WoZoFEX%OBbfu{}OFWa$o}71Uv-w@oh76lcY8PQcqM7 z5yLsrBH`e=X|c(8Oy^=8a{2j3D%iV3-DU9Vm0oc5NR#DNzS)~+`x68|UOOm_-5y7T zcYOLKNGn}C#@8YL=!WJ2k26qw34zAs?5^$_T(%yl!X!1@{sz+K#sBoR)u;NUE90+J z%W41naAz~@9ir~H+P~jj0#K!mPQ_2@qW1j5az@CnfIAL1Y0<8g$PH5OwWXiXe-oi! zx#EubB^~iw4!rKGX|b+iFoRU)fSyc3T5{b*pq{!&k|44Ed8O~hK*C$9QWpUz?BW|( z;`3s_**UUU@T|38Jo)NksXuNR|4P5VuIr^@x^!|vbk(kh13ZHKGg>%qJ7$F&Oe;d?LY^;QzoI`9vwFv6qg5XM7Y~-DRJzNg|0br`#qqLV^Uuo{MNl>-)m*jE zhp4JR+I8Y(!LUd)<$9u0DIst{`hAZ{cyWCC(NBhXH7T7Zot+ZSb_ubm-{@tPP3DJN zXPOTPIgHv$rW3w?5o>+RJKA9CH(6qY9>=2fslHx2OJ*}QXdc{Z4GIccvEG&gxI-rP zcFhzBPoC$C=M|7eJv0mqvU#UP#aZ&kXIKpRvLq2zBT>4*V}iu>j&H1eJm{|)Uuq-| z*~&}|Qs0D6$HRggo(hL+IJ8q`pkGoP-U??ik?(rX-HmV99`4R(tgPh@0LUzBRR1W> zNmSJM8zs*}W#L!Pdba8pE;H3irs_~=d>n=LDFgJ=w-lA$izh766H?MT81kKdUh+H$ z7}=U%f-c>m@%Z0U>am95?MHYR1x!Oya(a~3(!(;kzW%hF6k{xh9UXCJOHasLtQLC^ z8GOM%2aR(D_;_dpNK0RW^Q8un9}OrXJ@loq+WZDbK6B%BnXy$K0TB@z*(fU29XW70 zOydpxGh7D;2havGz0YuP7j^ao<-JwA^y(TUYJBCgy9j$OL!s!JuCR+2HPzb=Eb|XC-gx~T z&dx}y>M*)6mH47|WB6d{>A5K4IT?pxTz*hSLd-&;pRMoZSW5qH`Oz9Bt;v;x?gQosBNqO!;gQli1&QS>Ge^V%I;<(5Hto|_k7bD8 zeNV>8VgEcWJu~y{s;$lRuV2CiZg zzg*I0>v4Jc-v(u=1zeq4lMV`jtCQfiHY&ImJ2dfSqY%i21yl&&OVH3v#C-HbrG&?x zLE34D=&$Xp7a;6dG)F)TSmSX z%Yj`2)46%MrU!SDR?s^0vTG^X9=hax={Gg)9JcdQFus3D+Dny`Eoc}QIeN7$Oq3K4 zL}_W=6ovkVMkK`H5{2%p()XywV(I|PsivjwP7Es_$UPuoXyp>;u|)($^cIq z=z)uL&N4bQsHeJpryn&SgDNk=YU{ThjNZBe?_bBdWpE6TRQ z6D$Rcp1cq(xO{h}mdF>Z@q3b(PLs+>Xt_3Sw5TUvlLrJdXRKhl@ZcNzfP#hHLKU^g z;(6?@%2QguBVhQOon^lI#+xXxCodHerd!5L43T6An5awh+$&Xvmkp@SaL$O%DCGV2;jjFEOW!0WXAAs4VZ)YO^2>8gD8T1YUSGsd$Npxo| zSHK*>gw)Tr17q=Qe>knSbj?#fL?ycFv^})-F&txA^!9qT9Y3#92E&@vO$?XZqE2}w z=+2A^Bgi)s!@X7R7|-8p1(y^YXs3bcO~ui37* z{-y?y&$qUp)TNZPd0~J3I#XvBy;!p}vh4Sz_Z3m20a^I~E_JzWq!&*<9ee9xzliC* z2_rs&93#Dv)%z!AP^RoYpcvQ;n-tLDNZZt*s}#h5QdLzI*rh~E!rPQhp7c*21ih-A z>zt2VXu*-U!65wk=vSU)DNiorbJKgFU+K$*He8@<$)S(H3}-nxgtOoE-vKYj5ujPj z4vge0a;v%XbDueFI>d|VasFmS;krm!nO}Ic{Mo{j+bEug_w{x%ihA~grCRUbGYzl4 z)8Jl=9~+>BE}MugviN(}wDTF=&_7Vcj=HQ3XncV!OnKcog4y(v6W1FuS*A&i2ZMI! zl?s-?+z*6J^2L_@w%9#SllV$tWNf;DJ+w`NJz_x+@t&xRs@cmPHrCwG_B&%KehVd9O0)7eBur2imcE$ec~)SIA#orlJG01$R>RjN_$^%2$GmH-{_xWYCd0Vb`^6}(NY;) z&3OqAvbN_zvEF|pB112OPx2QqyHeAxZODH8UmRJ2i@`YtSjanFp0A$sl~J>l)a?rf{+JRn8ha_@@LMoN z!r~BHOr?twg)<@&(07Bb|NeVoEAx9GmuUpzMGGUIxCYLK{Atgl_te3VfV}D`52Y|t zDBS*lq938P#_h?QO@&RQm0q}FAQep_bQPg4gc zjQu0^ThFwW+tah6y)cN0gMMcdC2w z-O}9+64D?k-QC?Kpmc|HcXyx3`<>r8f5F~+?X~8b^B!YdWBPk3cdZH9s8xDkM10#J z9wD@-eCwi4(RdwtTSVgHe0*Yn3OSmXxqP-c^M54CxUUXw`*Ym2?woOxe*a<1yR1E) zm9Gh&)QZheA>|)+f+@}3TxBMmSvfpgl$`(l9y&|c2c%6R)&X*V_c3YV1FEwU&K!9p z-)E_nBAk;Ta8V_~S$~+y=w{?Wd1exlK^e|}frnRT<7%*+9uWFREdw-QfJk9>*i#RXScyTU5Pkg=`X zr}w4T=L#I#dS+;u+%Yn(dZrxx>`B|l8;G>=@X{7N&$vreXrtLU*}sTlO3FgFp_IUd z@lArG{?+j!KA7eT0Ug)!4CksqqKUn*@u@t1H9q;0CH2yU`t0Uh!b1_Ig+DQYh;Qdg z_b8PQ@f;tmH%%i_kPBr+{Jl1R7@PCIZsxo+O*2ljwWo?88q}v=y7~5KzSdQMjuBWM z(y1u&_};4sCNsHoSa)DdWXEfYEi>R7a6fN+-SRog_e!g42wzu)o7Y(e^Y$E$clNT| z-!V!SRY6bJnF80qA5P|oH0x%L_(LtBkjyjcPu~aG{J+DILrIkzr|#i1ahClVR{vQq zL2#6)bpKE?n|=f*5t>&X*=j+@8z{pK1{KHsU~Ehq$>oJcH7>80V`Yx<(C}~x85sts zC&r%b>HS)6_lL4;l5{>}4H~Or)p|Cc$8*P}$1}%4GaV)MJJQrf$N)=Y&;8^){C zWzyRSQdr;4jq01JH>rm)f|v^pcvXT+6}2z?!hAAanbu0Gu@cFkc9xN+>!0%OFE(v2 zCpw&slxgt&1*yn-iN}^Ai9L2nmT-f;L%!JUGoEBAlrqm#_cIIr);WgNCrjW~6oPvVDL$dyAY{QAPHV zjSXtufO0mhH9I?T?i}$4x9@tKGr8uW^-y4KfUR!bw^;<~mlXeV*QEfu1iCGYb~$M| zHFh*|A3?&v;Akb0?moyz^heCcpY%#37ZkKJ5qM*n-6uaalzu~Z!lIcym$_d|RlXXY z`Wqo2BlhStq6jblQ?X|(TdBh4TDedA#R!a$WC2jnXQO6Q)o$A#LT)kze5r#`kD~NC zy+=y+Rv))ox!v9mk;>XdL`<2*@OtyI-JFQ^kLrARykt(U#T}f=O4FBr0TVZ%V$#0< zSV$o#C<4ob1$RNt;{XHBSz?BUv)r#q|yk2#|hfw0RD0*r3E>8|UDdy>&-2zN40@^U$oHn$lSBd|0N zv(~bBjk?)RG+|`xF(#SYNw04MX7}NRWFz#hx?PSBvWyGZgb^(9r-+~2)*Y(EVenT- z2aMrfmNUX;IU@Ju)r7h^UKzB5Gkr%K8YkjUB~Hmh*16ECG+Xb__&i_UB{FCQnRkw; z61pJed}>v_Gw)|Od`$6W7LJx_Om)AkMUuEWn4QpEXX56TZ9B6>;rFTggsv2Z1kV?x9Z<7yq>f!$9!QI+waa6wo>-y zYN7F%w4&>YU5%uEcNS?=Vwvv~p0RptX19iDMK|ttu`+1Y_t}uHvubjdMpqoCmWup2 zd6rOMV$&Wmu1d!~AqZpNW!_w+KD66qd_Lc-yqsv(VgJuu9(k8ZyZa!L50gAIG|D

oUJ-Raqz zXxy~G(SbrOQm%gI^JpEcI4$(FXY?fCiPqE8i-AoVS+hO3K3zODU*&_!X}c1krss+6 z@9+QRt5i=ysoF%nw3*DWt3=JlZ|7KTuPg8+H*lLtg9(fwV8FT7ho3pn<$8n`)=&}zAcXT#w?k7g%0OxN{< z)^D_I>KrYz^E2=+_-u)zJO`p&_U;-~tPveAKT?0B2U(t#PjKjaM&2WioK`Uj1=ihh z396Z%T1jc9vJ5t&QHq5wvNHDv0%aO($n3r^Sho@FxIR8N?Efi0709Ii*zkJ}eg5%0 zh)av+ezvtL+{T09Pf2-(j`X?HqgZu2qgH3r*Lk={uH(U;b2P2i>gjmQ@oXM77}Z&7zAWg)yl>b ze!mVXa<#$x;#z!`oAuXXM@+g+1y*}*=bd+)R?Fc92* zdWSk?CZh!HMR)X1rn@^3-u}_L(Qs#Y_3V6rT>nJqRext#gD!CoY=l37)co08Cj0sA zkx+v3%l!GK1%?97n?wo@jqBjt7|fSTEYK5(czY?SN9z2${IxgPQAGrD==81b>?4z~Xi|;HQ~}qZ&;!UegJz3c!F!{uXhqWgQ^>ejk=! zrT9bhYREZAEpPzhH0vE%?l*Q#&oN{DmndZvD;2f{eWc!Os)6{6^7U<#u3Yqpq56MT zH*1;_S<+t@XGf~s51C4}Mz`q|xIGw#4wOE;BatPVt6i+rJGDvf{MPKz{@R79-Ha79 ze+Of7JlAwNn@So+`seExI}FYGZ#jv4w(W>uPLa3F&==4*bbhpntw8doRKA5W4)j3o zGq6;i=Hp*NkKPp>bUV^jexn zTdzCp3?IAy#8-_8y;j_ZPzR593;dVQcWQ4bct4P#9;yrkZrZ43Hojh%XwTi+v_1V+ zuQQ(zF3*K}9owiUaQVblS|enkZu`V)M%dz9rEYrniyeg|Pv+Sh@+J8R?iW`BO=qR= z85J5?^%Z(UW-Z#7pc65#j#;yB@bWdkuG2Y)L9pTU zAGg|lNEMfUYj-z<@027k6d|0!>$F`mxs!svS53hUfOG&4PFCgHASv=GSPDTFFq_5W zvwz|<@R*YTA-4)mF_4wU6)8sH%i#|_ST~h+LfvcfK-YHob(LzNHSENJemDZUWr)*$ zW?YSl+Z(pE*{GMj$u4*ipCC1EU+si4wrlRxqwdlx%gSGjLOwPm0tP~2shQ}n0SpHaZy{!Fmn_O7hWKAdFVE*(ab}_J9)30+ z&8BlZb4o1x<@CJ#_UU`smcj|)uVOS9715aUz#AH>9wOwn=Q-@nQw|T;GFUry`BYgZ zyiDqeR@$Y*$id+Kl*&0wIR5*3s?$S*cFxH+g~JxsW95kj*z*JO@^H2tdi``Ff6dV4 zxQq;{cbY`^S|6^K1}dKYy;%;yz$6PeA=T1f_tn5`xi+`mVGfm*2)qGqjj#acBifJzbd#<$B&$46^w?9=mS*{`>O}iwOlo zs&veRsnEvuHmXs_7n_Gl zeXVB-3d1&r9K35PqfU+P6fn*E@Ht^HE+bCgbthu_bG;xHEmA>V(XboTZ63G@Iuf6O z-MDD$dDj}Itd`|t+V}elj{(;+#6Y#{iL(-(ex_73J@#5_&WD1S)2lF1aOEAZOG$G@u2?Td*8r=G*~jW~F{NSI(bNEee2avr8= zc5B*1E3c1GUQm1gu#tp>sC?RyX>3``cBOQY5|c*sV;1si(77*DugoX%Dm2MDPw|#s zkKpOx{1QDy8%bI(2~dKN21&+ip>^F3wK$N4S05`#HM6t^5{vW-iSR0`?mF1e{0P0H zNX7;k64Y8XYTxlippGLTqW%7~X&d|(w&XU2N&EAGZD()U)1iNa_anyH267z~#rETA zEt1Ro58bv$I@3}1i+frL(xYV>z6O6{L=GC0uSPv*jU4nxJ-4D*8;$m2D4Q&gxWOPPBgb{nA;l;4YEaDm_vvk_Dk2UY&gz1`T@>lHiB$y{-3)EZ-e1mSP@v zQ8WE%>sVz%1XZdbf(HZFR8AGT76s=wH4&~j*19|VzbVn9o({`?7M1Eg-gR`pEp~D$ zK2_rOZ87}t-@K1$U^NUrlaA^MSF=daK~joi^{a5ANrv{{;iODrke@2jE)Gz<`P)NH zACr-hpIrCt7p}0m^ko4mNERMkrykLrxt#u^9Q!ZDimI~L#gsxQu|nNatRI1D$eM%okwo6&*k`re=wV1S9!jQIW$i9+n%~a~3Nv&l zqBb3y4%tVg^M?yOMrXTkra>!eWxhJ4B1LwKKsI$qTMld0;Q2ncVr9OZD%AVft&S!) zx}|%_&QVTgedS2wckHgvp`SCkzcC95^By@!P^MFaJ8L1@x!g5qP)Sx&)aP}d%z0Ww znUxuc?oCUC3yekw1I9pLeum5RdLVrHC7?ySR7_hucpaR^>x^X7zw`r~rYTuzC2<{z zc#W%Sa>xZ7aHzyr!r)L3=&9omkzAhHix>zh+aHhwUpJ(OA6+{xrsP89goBW7nmfXw z9%lq@mvXgrbltacn~>k`9W=x(Bu3}QOc;TfE2xoVoLn@Mqymu&bUg zp0y^&C-rZk98+>PmI7{f++?2p9h+AN6NG&u?YAqXNQX@UHF`@I`uCrNrzC}mt_=bq zA-gF<+Z|w$Gm9fMV|mC)d`Gpian_o{XS1w~x&PG|YR?zn)s5f#mxDFBV_AR5k&supxbq~Av?^q^-=Rpu@9*b%?-Zkah=-jSslYquc$@ghPyqCK<}tgA71eq zWeXSX^S;X>ql0L4ZETo#J!|?^{YQ?{`*izJr9}=7v(bD4!^cO^!tQY%CKZK#cH*~pNAeve2gA4w)9tkt{1U!H0!><-4@(@>rcl3ZKK@;O z$IbmE{U@&NZ zGm!=x!uBS2VHw3(n&064l>FnJfLS zLSrhlynsrsVYTY`C4Z$ZNQ$%kn7Hxylkza;_RrVrRyj>Gh~yiG7v@u={>*R{q|s9$ zpV86G40}itnE8u+t>}$iA-oboF zqzsI$b`Q^wQJt$``5xTE_a3Gr*G8oOhO`ZGZL0Po3a8I%JT1Tq42)-Uu8Mt8bwMjw zB#D>im3deI3b-^QQQZYL8dlvL5h}4}KpBUIJSQ95+@>x)a2APxo8as%+Yj`~pwe7= zfgb4Me>>uNANw~3V^LZ1chf7 z;BKh1S-{crzWUH{Zvf|Wckg=Wq1ycnqK*ojY`5l1f}aM~>>6@ZHv1#Gq{sNv4sVou zw4BMlza{0bU6(mYD*11}WE?+U9g?3&zt*DY?rr)2 z!$A`?>^^3*#ZO=<>jCalrzsIaS!+%nJQfRt!Nri-1t;^h0J-cBqBP5WnL}1q@BLr+vOmi_Lh=jSBW*&QkC+EPT$9d-yntK)Bn=%Qz#+ziOkER zRs_ep+pvDDVtmRq*`Av$YwssWiRy!p6rETReJ+dXnc545o|9>Ovpx_DN7i8T+kh`($G(jcj<*EGHzb8MWsMcoK)x zgRS{)*2`~&24amg+;=U3TL=iO@a3BSHAoL>RD1C-{1Q-6$*^9kVtUteiJq6n{la;5 zIRmpFy))l^gMl?H?Qo_!s=lvwKJ?eO}1S|9C&56gL>5o%@ zQ%gzFMNSoh`g`OPe3ouHAjdZ58TcA?dIAeuHrLfhbeQgE+!w&Mgno0W z0FFSQbP|J2-48W6s)IY#&(l_@%v_8gwh@L)V`F7Q*b1pB*VjZT*kAm_#b%f7K3+^w zIXG`-pN@gxZg7Rpb!^3-G%Nc}ksN3n{xYw{EtS34xfhwP!Dra$mS=C2WFKFep1>>o z<RYT;@!0287t$d{1{7fkrGv1%2^C` z_3pLQ)TQ(-=b=k9?t1|}YchBYRD%8nG;>+RgVW~lwz(ar(Q)rNphG3$6s_2(QkAeV zI&GO0$Bx%lHa8_e8q(X=xVhkui4&Ts_Yh13YyuJFG_AzONe z;Dg75qpU5Z0)NcdZ(d_B;iP}-pPrFKdt6tGzEZ7cff);Uj(V1p+fxKT3La!bxYU=~ zwNYb<^P$c1H3SkWh~Fv)fQ>5uX?&UXtgh+o{9FWN%UB(@zPx2D>BLNQRpyr!qN^?! zgn)0Gh|8v|An+=f$Az4YGt!k`evS`A_nJ)9t9b?C+Br&E&Y^@bH9CKDMhKgPu0ZVD zxUYkL*5D8`H=?PJR0~30AKj{8J&RlNiL|bGS0}@o1ijSxSVtAh8}eDwi z{6*+k$0e;^2b9avd`2n%c?GF8|1i0}q1g#e|}#GH>X-II71GfL4Ue3OqyHJAT$^s^m^o7!=DBm!|6 z@#BaCuq9Z_Ev&1}f~?;;f+*W$I~K>$9@P|SbVE!1 zuCVNCX(TNYFZ+w4s57So$vs1A=Z{0D4O8p3wSUV zkZ4><<%@~svun4#zv-wzEk#|mNr&R&-U!`%63B7|58MeFV_d0fc`!XCaF3=*+jxAR zF?$94l_mg=wF9oOJwnH6Rq&!u_Tl9bGRl~Ur)a}cBQx*I-lHFSSP z-TBJ&J=ShE=V*WwHo{-{n%J-6C*!ZIW}oc9n#uWCqm3aPTb#dh zH1uQVUrpafF^a6aa0iw(3xH54QY|M+3n~SfnJoYj@RqN);3(7U{F;w6-3so1)Lr4% zr_F)rO^{{o25Vp8#s`3c0aBdUX9p6;?WCB+E2gETMW7IG&n42UG4Xk6?^rgf z)Le^tco2~hPqcze0PQzTpug(cl{VTX zGzYz_22HEB-tapU0__=vfdu6<`5(>9I1@?{cfoO~om)d8V_&BaOjO_%JYt|4U#`{I zg$q1%E#s_4U2aqX{&|Jke-9!*P~(=!o46~Y-}by@DKp!eeI zKHAd?gt{|&%&&xt!R_W6(&Rwm&!mpII6m=JJ0? z1FM#u5g@t$I9_!9zptv@?xCVlWL{ms7rsUS?9c#_mr!%oO22T8P`ZjB5yGUBxJZCf z2^Vcp>dNTV;LRDQ%@7mc8@GP!#o8bN@f6`fnn&OlrsKEX>Q`R(Y<2q~O?x zKVT0Rpd_cDk7pn^8r|POT*$-isVJ|-{sSjE*mzXUf!^) zb>1W)>jYhix(JBE?m0NAgDR$0VKg<$UaOuK$3<4}SN@|G2ZH?q!?Z+Ne+V7CkrK5D z;y|s(Y*!_{yC%i#*4$3$R9zTD^zCYYNQ7d<>1Ny_Rs@7HD-D9D5_ke*Vqc_CAsfkb zcL%bVw1mt#q{XET^Q^z0G@z5>Y4kP4y5f=IPZ3ZwbaDcJf!Y6C0RS!axQ+%HLSG2X z-a&}N_TXlh|Fg@5uq|W@*tC%2ea(U8;+UCKE3GI0ad?t~LjF3u;D#TB)J`jaTX2PQ zoh0RbRjd=rQ;%)Gi}vp1Ndy>TN@n@AzttyaDULzAo4HZwY_Zx3P>U+zh%-u>}w^@PbX5+MH$ zN2EQrUv%>&>p@t5b*`&_*P+-|zhSFv^#!lWD6S8eCJRcwnqJ=3%9y>v~Gc>n7ki_POR$$Rv8Gi^#n@SR~xG~RnHxqv6LIIwDh>#ZbCH2D)dCIc%Zuhh)`{>Ed_#5H5n}#+bL!6B=p84&>$6r%yt=cl{%u%`>msR!tQQx#`caPhs`T+s7w9}6#?Vj{@?Qh z5^&qB_hjTZHMtTRemzyidk)Yq%dM1~-7u=lW1Yhznr)6$+YyB>y{KcIpZ>d*6Yn+@ zm(55h>;V^(XrrNc&xQI$veqhz6z=f^{rz&4OI|<>8^FHJ79wIgFpzfH# zKs}?J-P-dI`*eTjfZ+8)_|J1m(fj7=9R+Krle#GdBjgu8Lxtb9pD4Sp5<9Z-@>f3+ zoFUfJyr!Y9?MC3QK?DqPvBQ`HwMLBan*FRvn=k8HI&mSS4MyckkYYQ`M1S&nF|Ds& z3gSlMM%rxcE7;>K`2(mMw=5YqNXenBxH8coaZ|tbZ<;?_)VCitwQS0R3|+K+W$JC%s9uyr+*x~ zXM_+b>qB5*A;7>wbVDZI8c+)7f5{SkFE0p1LyY!4M13{{R-*wiFVLTSZ5P?iQ_G2+ zkut1cUa4445;jiJFVC2Q5;0T~!f?ZHk9*DGKf7}}yLCFd6E+NN^!KJV_?Za5sWn#? zdy*jvI<_uAwyOAu8+ae7TAcQC;_X_V;_D`DOC<>E`SVEpn}`K<#lPR{7{y4*+t>HY zB9{pPA*HoNUjW1Nknv-`p#&qNZsg@rU-3^!ejG+hBT zU528}1RsxBuYMFBmV}?hGiL{}jzB`99SJ$A4HK0K8%nriK2oE_xE?2KH zM!bsngX-OK&b@*5NiVVPH$kh4(q19N(>M^kOeP6ItQ5w(d)j?8?#6L#bo3cff z-qKshdkit5?KkB=R~VaC_QPjOW}dPmvpnj}$&Lg-GGp9w8rWYU+H)rz&&QRoZ|kdE zNjSfO3V8A(!ez9FS^fuM#sqQb0#(|e@iO^uj6$zvryZ~kinN<+kTy(OM&l;I5=V}W zof`lPlf9)MmIIMBc%7K<$Q$D@lXEsT6XHv_mg+Vd_n5&B5dp2=B8`SakT>*9*mkIg zhoF!4DkUsWE&WTT;4W`FqnLI1{}v^HXTZ1;Q&*=kG)kvJClT8Uj?t5WD1Z2sb9xHz zWCa(|47s;BvEh4~`KSshtN|pL@&RR=zZ2Mx^wJ<7ESP@kQ z&1fIN{HB&ZN)_wvDJP^nia5{(oFcUU|1-dLL(KE-d3|PoTuaG0_1g0@p@m}jW}%gA zxd^F0;jz|Fme_WG61HGPJ8FXLc*(4RPEtpk+TEeEms1%u4gTS=pYf_<%;2jBKUcr! z?WFqO?Y1rhG}?DuS0PEZekD;_`VX>!kb?d<=Xkm+f@e3#pT(uR_qkNImqnGwOf&}@ zeId}&VZ?76x5np?befS(3;r2@Gb|X1f@}`?3R#N>?WhLzaV()?Nq(>+DG6WZ!_NnR z#=5jO^~HHxcY1Iia=|Z9s5WN?ZzeP~wDO_O02_6&>BDEg<(8PRYx(kJyR;Q<@w_|jc0x^B;CNWCXChE=Gm!*A6WbLEM+^9O^;BY4!AwA}Z%XOj9W7W((5 z;bNI8?$Sm_HjCslbAwJoSNK@Id?MrUN6~%h!9xoCQe^TQVH}F%JV((UuCeDd&Fk;t z%jXd1B45$We@w9KDqRgO?uBGI)E~{lCYJlZ8S&aX&=;E5j0c8>LjC?&fGa{*w`Wqn zFtg|$z^1glRr0kU2;VbCrxA=k5v}IP;#-b$(=2LV&SY%`s zg1ctTs5dli&5Y6b0FfQldu74T6kapmqEPj@b*J+0_3&QL^CrLp6W>3wX+hr($;NKE zD=I3g3`)Sci+%nK=zAE1u>9q9mK)8W5ptUMWatvibwMFx!$b%9SN27?%$oFt#ojUZ zk%raM#g)wFnE3dk|G=GO!_1|PVY@19lFf|dw28=|B+J+*EAPjJq6_!?V;=o>l9W&q zRiWQ~DI;vjuj%@{-J|hgMM*B1fgc&erfU`?Rqo7HKKNDkTy|?s`6V{mP%&xNiq!9E zYMWG5A=k0ys3J7X+cy$~@nE{|tAuLwc%d5;;Z51uUNobo)jI3B6%={AFFmOfA{(#A zq|h<>$hlqU^#`xi1l-YMd@zg7xb^>d_HP41HUYb7#Pu_v%*5w_DqgGWbS%1IU_9;v zHhX(ObN2$?r4lb*c%-EU?PdoHAyt*S5iK78U}Dg2!T?&J8WJC_sm&>XQUWz{19JKY59~%3&lTg@rT8Bb7`QB^UAtWXgipK0<+vp5)A^I;iCIP} zv>%|p4|)h#aY_HV^a6z#&Ie=3U^MBR3T8Eg0N3=ru!0DmyQpAe-pn+WcvD3rN?wEMwYEhf$)woj5aal1!lZC*qFFI@PSoyn{Z<7G_a zd7R@_c=Dx4^4T)`j}K3+rN(arHbw$EM7Tz_QbFG)|sWs z#`A!7?Py3NtfL1;`x%kuRk&kN5Laulj8?hATqoP1LZtK!2bPdCcIy7dmZhM3$q(}V zS7$!>jve4b@?*#aJaE8eWdb~@Z}>&U>CuDtj$;DAo7RR62#sTPU1sWwJ&s>f*kB)T zPaFC06aE1B$>;W+4p4O@@d{FwDvK6)Zatd{u|i-L9ra&~a#wNJD`3r)2oHnA{E=WG z+XWzi6kDzfi&*00;-XOuCNhTCnvIn>zv0AZ-baduU!H*UVl`-vEfodT%hYce3^H7l zK@E}{X#u@jz9H0hU@h~10oKl$$5IKdjk}WKqM2(n0_U=`kf1w#_0E#LnPwpG5QD*xmk6XADm!Lh+yh$Evk>kG&Ng1zAMlddjdmXoDiU=qjkURl}%or(4h}kBYt_b z;T%rNb?_1YD@&d1Q@*PU9p|#+;P;<2&u>vM$Gq2`Q_?7y(I(|g`oh@q1Q3KspvFN0 zOkmH!<{rRbQSURt2XEf$aZTaC7T5NcFu_twY!#30>hTs-1!-&#fj z>)C@8w>J~!>x(N|EnY_VKSs5fcq{UcS@9OwF%~~#fB9EjMb1SP>(pLP)^;*OI5yxn zoYv1p!OgGik>EA%>bqC+iV%(Xc|v0!@)068B2lkr!r;f@D8~0HLfMQK)T9Nqi2BDns0F~ zeTY~D)pk&ThgWS0&)5UvHvOcoOW8OuWYI_+J6}H`V=&$*PZwJ${hf{XYWX)V5Q_8+ zEIh10?lCcM2&%=YTUuP<;wRTh;8tIE|5gpyMJ7=jtX6UWi7@j*vSrsL;z~{TNTP1_ zukNoVY}~3D;GnIUb1RX#wJeRZJB1r%ny%*bR9-Ah>Bq{kRIFrO99pwvi6>CVw6#}g zR`ll?UKb3hSFdBuS~W-LJQ~Gh7z9h|=oRSn?{Fyi4(HFAg68!X50jVc>vPfCV1vDB zUMvB=1c?yUSQ_jd%M{wLO~DUveebzI;|2I`hd3n^2&4b+LX*qSaw_B>(W%x&lCb?X zcYP)Yvdu#WK2YyJy917{_^F2oza8N%9l!1mp>vRXQ4VjwF}6MBlVTj;h-{o41MsNw zcyCR;B7LRxLS*#p4QXls&a9^^N*K?PeSJ9J9H19VL+97*yYJey?RO**^3i5oD16*6 z=oNu__TstYb~z#dy(?zUu!b^S09$s%a0?i{U7%~a0LrwPG{I+7>Ir~xT~4G(-h&W* zFRx?Q;WO~~$4kR|pDt8@UIaR^Or*}`+tckJKnTkPBQXokK$d?0-2#&^Xp~66U4S8M2Lc1%TC+2Lx_|KLg>ch1tCV~ER`I0xs%wZ&@_+7ZaWGR=x1QBfMMC zWToL()srRa$ct*BnRrc9LFqu7A7bi!jV<-Jnn;v7>d zZscrO`b8f(ex}9V6jZb@g3~TS_>K=xK5oaONZPl`?rYT!y<%%wnc~nb-6P4YpJ2O` z{^mZd>1(96Q(cGITjcQy57x!Qa25Y-7czCHha}{3IeUHfGso)6auC zwf4)b#DDT?$6PxtU$PYqh(JKU7WtgaJScXTt(`|smv||WfCOoQh{$=s>+^vNEHU12 zZgvN1<6P{oi-FGrOlvurLUBKT>YFxqS=EQ>v4s)!*d|U+ z#aDK*4o5MOqy0N(O-`gKUlQCWn!rIlW@NG|?#Z%v@^hI>k632D=eA*Y$K8rC;EBHx zN^;?L>ZV@6Om`ojr#A}~!fM^UqV`vb+%v2AIOm(jfW?r<*MX_7 z1o?glmHK&~_%8*GNT=8HEgt{tHC8gaqQO@=@krKB82`%5yZKB7eG7GV!j-RIEPj!T zt4`Y@adpS_yq(&ce)6-Vw?{-Q(CZ5(u*=WN=aaNa-1t*6z;Rzv#rz6anXH7A-{I_P zJlns$ep-UV^(1cvU<%#I!pV7j8T5;HF5`qO1Bz;JZ^|rqXbx?+k?H<+>64E6qeT# zxeCqn3z|gx8+CxEkkAl6D7frNK;Av4tVlpI^6a(*#LyyLI6ozM`%4s|u@%}WzJYw9S6+fA| z-^+QZy<$=e>)rK#uQf5UWb8Nt%^E~POV=%@>8or1+ZdZO8bG3H+J8} z5n*{VD;e$|W?#p8pFh6-{`Aqz$aMN^vJ@>*#9$$q8~X1!2?QGNvx$h^0<)E}R5M(H zZc85y9^IkxcWX29Wai9S&6cTg*$~=K=H6o!Ra5VDD|J=RGeAiOZTP#|Jv%+kWPr}) zO7Q

)eH>xtbELH#GINv;z;n>(C(V>mnhFCNiP1O!x;gSZ?`szfkL)`;@<-VS<}j zd;f%8vp~CEaSC(`%DETV@3sFr*m0G)rCfAF5_mf=n*;5330AAwV48s!XBq(GRh9As zI@H_l38K=YO(gjU+9K#C1y9!Ojemda;^StAO;yy3dM-Z#dc70b^x`rdT8 zhk5hqW?+e~C=t$v3ccbpRr=ou>|@6s?8^Rn1CnKOmUIZi9jN^q!IMEWtZ}SRlJLt9 zYn#ZWEc6!miX()BIlk|=*(~nFvvlOIu{u#6ifglQ5)|oban?}&0HqFh*Kv1LBf+qx zh=s}T~FXvS+WJx`#0d^%%`Zsc^l1>Qnkh> zRTS=>VFV+jrVj8w>`mr}w}`{>9H5#FK}Y{2WapjOoapS|7>7$Gm^I(UM!T(fIfb|^yTg*~BY~a$?zW%tuP0;hn@2*t% z-+tO6!4SkYIh>c}n*0;%k!(j6j<>URvi&;_q*N@qgs>X9QXcw#HrRrKHpTVP3a6>< zAiTr3I-XEeJDdWDV~}_s9L&vc&Et!(ZueV)n%c{iBi9qu|0Xu~^qO*B$YQ78by*vl znCKsx_>x$zNo$gJAPktiT_>u8$p0hVb zcRY~)?0xgPMO7thXeMFVTQB|6DnVAJmUxDqZ~DoZJt2df#=E8u3){gQSU)r<>a<4! zeDrk}sI}zOmt2(<)u>Qbw7ue;h1BRfpodyY_wy6tRB7HHg&akX{wCe>r|d!xZdr)8 zXJ)=za->3$Jyc&Irb-aC)!XgJb(WqC>ppXUh7>j#gSl5Ub$vBH*xyzi4bkRh_{x)a)UYhS z^R#NAJaWoS+ zRdNbPUyYN9#TWOdKnLHl#xd4~{&^zyU{FX{GZMnpMZkhg-zstSV>BfrFPva@wgw^W zu~Y|PJnrO5jJOGLU+)F-vUx~2OQ`MF zjQ{zHfd=tCSKZc_Tqi;v$uq z$F!ePOwf`XMG%X0?aEHpLS|jX$Gdfgi#|4590>ub#nKD!8_pi9OKcd| z)443)g`j+-@V8-9UNT24WNyQgkq&z8h9_5EU?&(aXnnr*LtAgAAYH4pb1YyGX0!6dOq41C6W zE^Wk?!>USqyHtVYiWok*wtDCvl8N0IQ{SRU6|hgfxHKEEm_0bl-(7U~SRq%$2u&-w z9W3G|Kb?+RNqNByo6`!5v(cgMh5bQ0c2qdHbl9y%A#U<AzJm0{r&Dp7 zurn33Z;XZCCuBJmLYoQ}kh;G;m_-V%vRb8Ic8qI)v>#$T;lpf%(7jQ8{Lc~YC2}Ez z<9tA2s1n77c?ynlr5S&Iknz|=H*@!98Sko@)44J~e>kIKYQly4AD*?mL8^FNmGzcS z)RDCBrUaS$?*q%>6coDXw1ukc^|`fY$wLA7_i30}rRYM1$XJ`Od;Ps4=sM2aep#Ma z@Mu=ZxA_5|xoFW`?lLmXqEYQWc*Me!edN-H!CN;v=Yc!I&g^1|FJFZ8lBIw2=Kl{{Zvj;09=!`IC`u^OAPP!|v~-7vfS`1@3W#*~CZ$9`N;;&3O?Q__ zBOubo44IeGve~<8_{P0d!Meqh zS4eV{p_26NqV{keJrBnD_=c3KmUDfXaglq^@=xZL>L~qLyrWKwchoXliYx66jD_5qS>2d_Q?xYKZNH({ z*k(_whubt;sJASfbsIcNRHkH_azUeGX*C?O>~ZVMzQ)Dc7*EVW{SKExl0nCr(_^5P zeP;pxm+O;1>4cXoh6mJyf)5Wx>Ii%BoWDl&cjj#c_VLTLyzH8lTdW1*MQ7rb-5dKf zs8WQ)YLf7*`n_uh>6vkb=5mC>r?ZbJoDl-T$u6Y+AuZHG zbqjy}zL2S+zxN+j?rQfMl-B+uC&QyZ%{G%p)=0gDo_uLiwDuz-I)9?DWP{`Q^K&^S zT3Hc^Cg=1IF@;X!^g%>=VWXHhnjf~ko~v~1zC8c)H^6Lq%A({!{PIq8r|?;{0?s#C z{|gI&s*s)_mH z%h>yVeAD>+w3oiroY>3aU*~t*@#3s|t7;}gm+x8xa@ixwRrk2B<%rhS zix!=xLK>^I;Fnn3%Y=iXjvc)RBGg0S=3!r1gUXYB1_pimLUc%KcIm{p?mjU)FIDA6 zRBuRSW3l(Lp5fA$klQig5D>Bqx!v0}yDCCL;KpNl&IaYT=gD0~VcEO;K6Oi$5&mSs(L$#kl)u zG~6y%c|qbXJ-cz=qp16D__J-ltBCj)xEnpE?7E*hyN}T=5fkhlAW%pd_K=@gU5KZ` zex2pV=i&nNk*$%d{ZFWU)hAAbyoNvxS+!W`|J1a6psgwFfvxc03>r)J{%}0|cQupM zrN36th!F33q$Kw{5}kV=Ed1;fR_Xg8(4ChS380qbY22e?>36bTIAXI&nIH5VR05e zsTj^WMMRXUJ}hcq4zio|i}>>$z0oCZxJdhNA?rb^$>|m z+{q8oO=Q&nz0?)MwoIdHQTu7+IG39y!ys$1UqvPl=5yzZoCa?mpSm;+w-tZ#J5Dk2 zy{632+oD%>85y|!GWMAsq#j>NeZ@sXuTy!H-;m7nWeS6|t}Yk-2F99^K@7C3sCM!x z**u|9(2#p!XLdjJUB4AA|4kAWy7>)Xg9N_hfWONT1D-Tozti90^2)z@^;=X^b85Kv z-9MqRYiVcb5984dsXcwy<&iej{>8mi)L&AQfv8#{?OoF`)gI4N!y;{ib=pfc)WlCQotG7wiu6^mUuDrr@yN&;{R%iKae;XYdj)$6kU9D zJ$|4rb}P_GRK+8vk>>BC&S8^;$dlo8wC^WlxlCuH(lHCtRw+DVWlTOzlWu)A2O0xe zw~x=R3&(0!e2-j|$nWt4MZ!i%JhLPYykZ)2;E!grIn<*5t0?EIM}JWtAY^sVaLm!F zyExhTHWz_D#*j8>Ma3326iu(n3`UbVtwK1F|Ry4q&w6*xBJu z`Plr-&f;O`gJ zphunX*zAdOUg@{N4|*A6#mE1e$8YVlG35)Y?#2o-C7A`9~|9y+^&*aH6UGI=oFMc6af5S}knEv7Tp#&J;r%`DhTi?|m2;&uK zyRol-GU^g~m$pCRu6m6)`s4VK#@}mWAI#_`eb)wVOQi9CH=cTi!%Xg<_A+gIf)VWl zy}4`@c@@JM(?bXnD&9kd#%V5)PP#hS`%X}Kaua>^w!svok?f1?8m_+|k|kWU2?ryP2(=&-Hth4VuJ>qK5HUe9=pHGLo7@Z?*>u?iJXr58Z)* z+H0YcR$m{aLDpcB0{JvYKQ3lE)PQH znsy=!P1VeYcO4H-l+#xlkA6q!|2H7`mjk8VvS3a0p8-txLMuJ^{Y})LzC)optjdPw zv$d}Nf3Lc2MJ*Q2WTv3Rb`0G5(y8WREKFn87$4HYnG+)tU$18|T#J6#yBnwBr2K^9 zU^v{eLFO;gSfv6j&X-()=T}V0xS{6ZKc>skZ$Wm8e0pdq6rTi91B$jcQRcT}PWnIp z!y5`PZ5ubo_z%hMf3upUrCQ4bq#-j{_O>`^HjGFj)jYo1&yV%hp7K?NS$-5I=5q$+ zfI=w2m6{A91AgCoVEE^-Bvw`+ZZCw^v|cCfsp(3f4k6}gMczlmcvS-K-IrQe+9Mw} zOLr!Fae97B3mH0>oVsDTsN$(5^?P2JKy5ZgNFc}LdlE{Fh1NgkKL9W*h%B$dTMaC# zv@t+`z3NQ9%ljy6`bwe3{{Nc$Q=hwS+e~`z^Vnot6Wya+^>G%$f{CYvcX=-U2?KEz z2uR}IP11ad6-d9TUbj5yfVS40N%Gg=mjXSrX3F6%iH21bzegh%Wh_sA z>FbQwyfhprNZ>-|QyPi;$WtFm{?G^#SEql(*z5ZVCs#PydrIX(X5U395kOZC8Yv9Q zcrk)-$i2^$YEl0&6B?wDvoaEv*dSG*#uSFZYH6LlbK{Ui%z}^zH4m}0 zIP7Uq8rUODSoX^KTCUj4!-hoj>94Cf1-t*07%S8dHHfSAav1nRMk_vx)K5jEFdZ&U zFsvD!u8f~-e8^nVwtsRnaMkF>{g$X7G$U2EbRhB=2uwLYiBN~6#Xsji!=!Nj3|$6F zWhhOs1L4z!yBmoYB9YmD?@qP8_DQ}AoQ)Hk2t{cO{0Mes-Lw9sG|IbF%#*42d~e)m z+d1T?b>jXVZXzd!kDc``f5J*?bUAAl3aBmVuOglSH@>Oq_pd&%ZS!tspQUYEIAeZ& zU5&SVw!G96!S$51uNuqbTQ46nhioo56Hj8JKJJ?e^YCGL*HVL}>T*$SLqg>D+%p6+ zh*9oUqx-MR1*EDV%IvsRR{v*qT5$7DQO@%8U>#`Le4#%uVUk;o*~RE=%9u&Z5wDIv zO48F~mEoM#y-@28rxa8qXmd9JV>?is^WWRXddb6!_)6Wr5vR_&Majkb+fj5A@xAWcJ)L0kH^$PL_0elpOG`SJmKuB z=Z+~nnC#U|Rvr&=zsCLI^ewap#IPG; z}8oxd@p_EN})0mPJrDCXAr;=XhP`cs&ZJj;VbAH*giqUIz&+Fna;vp>y z4~|jJq1rQ$%Z>P)sRtUb3gb@=s9E?PGAC&SV6%0!)2d~jM&RB19LcWoP#|UWM*5Fy z*@4?!E#Iw&xexujG6%HK?eoUf-CU_I>Yg37V%^@guDH9RUG2CPVm;rQ-5H)A0++Os zd*T)9k_OMU7_bBHn9?!O@xvtE)zhQ93>TVx`MTe2^zsz1@t22)Z^;r_A%5&;>GIuc z#qYU6I?L?;}0KG?4aMdRSV9-)G)`=>4jM{^}F`3)z_s+Q!H?dsAhmBp~al z`OYRyzEc?55^()+DMK&`o)8-GJjOLL7Yt_8v*?aBr{gHgEEnd=4KLmlxDj-2%}X}OPQ?w-l|^tvv_g$V}XaE6N@B$vsJ*<5tDt@tt!q02X@J{#i<68$k0W;~pV)A?;j zi7l|@clXJUu%x$tY|$?2*wP&r=Y+iY(4Rz*krZUUoe#-TuQ}l?-{1}Oq4O+>_S)Z{ zaI{q(WkpUrEiIOtE`(+Zm_I;wP?!<>Q+afj7gN7vaCdP^n63ULxg0jLf9Xu|P0E4D zyXmy(*_cnsjU=KngZJduN|??Mzj<_>eYZ#7ks!Hsi&U(>ufHFP9^HuoBoF!RJZn%* zj98&H|CyFq4OANgRE|pOeb^_@~9C_~w9JU~1K3z!8TQ33l(0MJvq=Pgcs7kr^NC;i(6>~zd2eVCD zU#GD1TJ{f+<@2#@xF|2I!Q%e)BqMFKB*>bcg;tCGd}7i$#-ENk3#b1l1Mf!X``1Cw z=UL1*A`vwt&M+KtKED<0%%dh+Xz4|!>5Eng(w2C{#D4HE+)Y1}Z+NiD^dD4TW;o+H zD)8R?*Y$R6BSM-@_DxB$Z^|4cz$K>`Tq-fd;3HIcW_VGc#&M$zd6Qn`su<6Gn`IF# zh3pAOzIevW!YIuHA+pdHZSz*!#!MjzuSH*L^P|d|MDc#V()S;jBo^TIm9ts3iO%#I zHl`l*+-e{%waPP=0{Zh`D2edpsF7)zVgo-#WhV?T115cMjquQ*1;dMg<& zvo+GOVPV8XYRM%TpB&c(OUWHboM&|14q=M7e5q5@5L;02#87{5)c_~!q58(~=BvVF zCSbXOfomTD6gYg)Ho54P7BI1`ja0ts!lt7}pbSW~p;uBkDY%Ulj31|MX0cOX~JrcI1B2_1JL^ zipKFE-*%=`RS7?hs(r|#Km(Ox{kb+i{$J?V$s|0=Dax*Nqa{NXeK%SR66(G}Txb_1 z%t=35EMFui+c9p=z(l$-floSxy)y71OY^#VNt)fFL|7z3)yx&9j8&$zCA`m0PKZ_) zl6rpXkd&}*sb6X^Zmzi_wObD0ghoD+M+qQ4~hw21L#@JtYe=%04BZQKC_7}m@a8@1H z>)2{KjYE?Pe32jC6xGKuw-2`&d;VF;AaqV+lZjOeiq6>1ibl%CWqkPf{hG2ZXY-E^ zGgUI%l}XX{I{M~!Ez6>wK4?oza&kP`4f`Fe0V$%Er55+S+!Mc4*0(qhWP*P8zL@-m* zE9_GP0$=xb+aebJI}3t5Ns^mL|4==Pj}>=_)*}fC!j;&qcBG4o_X|dCZjzVlDb#PD zYxk1Y-7(f?RlZ5$SeMTHDS|Sqy(K8&A^QSMp)Poox_6 zL)8ppKw;AY*fmV~BHN1ek7%_&%awICz4u@oSN^GJS@yZwXx~y7@B4LO(!R!9L2bjo zJn8AaevLE7dUfaFYR`Ny&hewepU$5mbH2XFt{`7u49{COd558z`1+LaLN#Cp|L*@rwJvM-q`5R7H&bbtI7s}yu5L{CPG zlAX{X+IZ|J_&=!iv4C>;YWREQu>cY@^e-#JWvQB+E7HxPBLpAtt#-|*dJ<%QR>{1o zwBoxNou+8T#ZSam^fBO#l;pd27~zV42fMwNe#k}QHdH)6*|Yt={>Hdap#?1x^8=12 zD?{XgWXA4gmL{A0;PosG+I!z03uh?a$mLyZUZzn%eN%Nht}7ThhDhInDj)oMcj*cCl-?o11!E5UKc+d*7^xhxRq}Q+Du^gKK&Fk z6kwlFW6q1O{P21E?6ZP}6OkHL9!T@f!P#O8X|57d-Y=j@Z*GJhG$kS3XI7C}nFw}{ zRdo`dV40BX=$gu(8svJC^Q@gkavK_mk^W}}dCF%RgzhC3lyg1FT>}dxteU0LOYX60 z*yaRp}EbhdR{xEbbV_&*Da|nk7zc?p1?FsS7SOi%0x6QHfp(_Hs*~{*Sqoy(@ssx zk{*K+i^ZK^{l_NS6jMNUwt<`U1^m!GXL)sTi`!_@pa-e-syHR((QD|+1pNXraIl8e z?3Bctb?=I1#(ft}JW6)|jh}6h%l~lGze|#|p?sH%!M9=Av8`y&&E^|pXayb_MuYa= z>hi(xkfTS2`XROf^emc;nM1Z3DFQ6`xHse^7oN|8%#{;Aql}aVVGe-<-b8cd{DGNFZKN*{VZ=x@DYqSrdpc!-JK%cvNZfOb*K-0A{ier4Qt zn?*LKW>(&jDP*s*>g&1YiQ@8ai2P-d_-9AtYaPuDB2Eo^^~)E%?vLPx3X+7~dMOFY zMA->XpI0fEeM1CmSya8`ItB(AXozG~wvca1l9S*P|51&{Yxnr^vOmaABk@*4*&gQb zx`oJ#urf9LAQskgylMSvwess%zx{nX8roJW>O{i?X7t-@rzVAOdrrqQRc|o7^rLFN zp;DS-REdi*L}Dny8bcj-B#^e`e1)xndXqb0w}wMN*e*S$VXn5b{l)o3tum3GkmyA& z4cq{t!OqY&3Rj%AP|7wvj|&xif07%M&!Dk(0Ces_JTR;zK2-}M^Ca(fpSc$ce#?Y| z49rl(3j9SQ6SvDigl6S3nG!Dac8&hgTSUmT7cPf_ARAl-`C6bFz{SA;2F>z%IoaQ$ik)1_aW-V#Rm9xVuQ3$= z7Ef{byX))g2X+SIze$j7NCQ#6S)f6s@A!M$TWJRI`z-#bO8yz_wxh(t^NvS0%?CS2 zN0Po+8k_7jxUHxzLn#MG-{}MlgJ0u$(z4gTnWNoJ>egHag>+ou;}r3D#W|I5-ivZj zloPzz|4WNtc>a{jNo247+v?&^2xzS&L5GkD6m{ca+;y~S$83_w_m$pOTftSrPiXOa z7WIY4IbV>c2v65Nt4NdLp<2O>-d`zgPapluT};H}b*6~nrgU1S)9?M0%e*dXe=)@ZcY%B39Sk9&1nmb0;^lc^**8D6`}99w@LLau z$@H7p#98$=GmY0xZ%&L2diSNh;M?C&rbrx*R1w~vn!20*U_f9A=g|e#S2xmCdJ?O( zTC$u9Ev8e(@@sTGT9F_lKctK+$va^K78k4FZ4|D7n**35xfm(~*-P zQ~L}geimgI2;ua23q0CQu>&E}YM9<8YPdKgN2!&7DDrgm)NmU%R}RK^4WDPIqD}d4 z>b_!Y-p)^FKZCNHb+Afo#@R9wS{G$L6hR4#dyDIRm$3fw;~+y3W+Bscs2S#9Rq;&P z5s1BbAyaCYk-1@-Rs)j4sW8WL4AQ1D>!sfEOoGQVKD>4-_bxBbEEj#AYLmlmt4S<) z+1{&~9mBc;>9uWWr+g1wB5M@`DY}$ooBnGmXbNf4kM0j)KL30A)>xC3(B1@t`f17t zM+*t15eGhgs`X0y%?&;)yc%5b_g6)P3A`VQ<|JFjKB#;UwV19)SRYL~rh(un?dDIV zwa$7BNw!k&*NOaPrE<)-U(TWQWK}ajeGY{DtOa0~@&RQpQ`6 zrM#;9QcQ*KXAk2-T$JOjk`fX3J4CJ<}d=bwXLYE8`{<3-ZFngwcUCI1(kO{HhBP90ZKxc)41;%2v%qG zTY$Em!9=AsN;EreC`@tATlbZelzbBhith?IS3wuDk{PvbP}-`8b&HF6{Y3ob%k0>q zC`Pq+&{I58ZXSRC_5#M>Ns1`7n0N4POm^gO>At`JY05i3kI2w{HFTe1y!zX?d(WK$ zSjBvTZ{u)MHBM_Wy9?_w050yjmi9+cG_s{EtM9 zWjubuaz`yq(RxRk9g?t3Co-=BLS(>w^Uo3d#f$zLQhBUQLu1H4yNtH=rsr}nTS@Y_ z#9*El$?WVb1MSC;vz&&>&x$V_t}dHFnS3BJ;n4~vR_dQLNf1peXamu~b@+-x@D+ss z`6Yu{G0zZTVYy4fqAgGCt}3Go(;3C*KY)(4QY6ZeVW+-cxAQ1DDD;mE{hq}8Z#G;1 z3^8w)uMCap{Vr?8iHJ34%b}%iepd&O_A#^0nW>mG((u(AuIyfHZ{o8jZ{kuwvtq59 z)U%71phx1*PrWf-l~KAcV(!35ugs!z%7W=lfts}h74@{taa4mM=vBT4-;c_~pGv@e zjsOvJ!mE)H^#lROyFeiGv)X>W5OLt!iy>CO&JLg&iA-^xpi6|qq|0f&u7lz8dv&5-_^O=Nv0l9WH`l`>H{7$h~@AO!0} zr^4074kO>h98}gkG$+A0u(^j)F;5V3RsD@&^|s9LE?TA4H&1JBP|%Z-mR2meHC7+T zH8no2MZaQK^W9R2#HcMWAV4&h-B7;VOhe_OLNP-c#aUu9koDc$tPEjJ^81!vsLczW zPT^T8i}T~1wOeNZ{^fxo0Tgt%?*Rq;XV=XtNqghWn|phEwhj@36kx_m?m5p?LuAOr zNi?Jy^*etk?xC`6$*u0O`eEH=66Kr^RSKsHXeW)VMo_z8pj804pz^8iQ6y(=uT#TL z{rts`A9vR}z@;X5wWANiCVqIn7?16vTSi;cGHJ}oUurPjdl)n3tgT|P(phYYowiOV zn~+t{8yi9(jU`)A^yNrR50O!9cKcKu3e5Kd1g%&B4P`W?u{`3jGaRk()f<7naTPo6 zv^Wj(H}^hcPs!C5IC<;{|24fu#01Zk#t*x-83?YNM&qBfP4foY`Tk$IrGS9jdyECO za~qkrEv{`*qyFf|FvzXSCxE0f4m=@=iO0?qK7O^-;on%sXO?Fk^w@;A#oo>$n$P@? z@U}qV&3hfC`g~WM!igAyiqLQ5MkGFIS%6dGC|x($Y!wy5OX8_3uhq&qHEh>gM=4a! zkb>&)PgKAS04r|73bU)8`N2zT&=$aEGTw$}biSHb-XXIWO=q8uu(!yg$$YWzq8@<* zHx#8)%vtq)+)OZ}(Cx$qG<{`mfU(I2B0F6j}Eb`LCb!!htxWh?%ItfhPlj=Gq}w)XMa-v5z%W^|NqvWELG z3V%xY>3;;AWf;%yLrcDVR2PG4ZUE5H%s_herLuBlNjz;N)p^}X&EC;6qVde@$alsW z)*b%b7e-m{EwDUGy5660v8{m7B;HZ7)1>Z}ieekGi)}gar0<^HUVaOGQ6u{h5F{tH#p-XZS zd((A0AKOFZGUQz7q-OVMajSb;>)tL{0atj3r>{Vfn@&maWqu zj1hyJbA6NJG{T?Vuu~sg52=6y6Ap$CXsjFfR4hR@9>o)wwaP8g#-Z*<-+$vfFI+!< zSj~O!_B+D>Y5W<^${`^nIe86c!Uhzyjx?b^RS z?y>kbvlJlMNB5tNw|N0JzOXF~26V6Tl07apCP^P;gx=@EqLvI12OhJ8NzPEOCN^*v z0`4I1%ypXCxL~IR!9n6AXHzr02}-{i-1Z%C+tijIZrlp$kb}XyP?k7vsH^b|Sz8;s zcHTO9GyI;ntJM!)LVv~F($aytfywc$f*PfaDJowv8EZ%XYfYF<1aq5LV;^F=Ub8EN ze_22bb;iX)Yj?t{X1i&`(daG2>AnIsgSO+O{cS8P_M<*CS&-)@W>WVAJtb`5AyURx zZzoxR>BQecoK(Kkx61sdZy7Ki*D1Kd4;#**jDos)06>bjFk!WZn+;7(q(Uy7Fl^CM z@++s?{TxK3k3o%Qz<}%o4Tez!pS+H_=IR=s%qpw;dHNQY4}4k|d=dxzIO7~LJ`xe3 z1nyi#4|SjhkdTtPonLpTX}<(#LEjd)cP>x6O3{!X0HELAa_@T>I$FcFgm}qBLNJVL z_NZxa_UQWH%k!y9e$)@nVU9kGK(66hKuj|NiDwKPQV>`^%PBboHnX(+i0RM-^8(O& zhmptUFzn1`(0=crrF9y2^u9Y~WbpJYaoQc%G_&)mEM1(#0+>Y&KYbAyd%WxK3?LU6 z$*^HcQ@p}rav+pBzctfwshiAfx?bm^{U>2OkEI0I=RuNh-Ja2`&qPE-Y;hy9RJYGO z;X{|;-5~k7GpMH56u0e~w!}74U_?((zZMFlvv~k@$boJz+oat94<$uR&CZSwlTy#& zSF>|-Xr^Hi5k4y`#z19t548A3Dl91vH%8M;@N4W=y+KFn68GH+Hy@>@>ykQ`3g%Q@zXx9C2M6crVLI&4!%1fBKyu{F@|C?ha5 z3}t)D$IDEA)LZe}t)vK}OuNLE?Ma>wjnP3xY7mFTdtvO2lAAcT^bsU14i$YZR4@3neDg z&*o;8l*iZoZ%_ck-3vHouigFpDcwooR$1p=Z3dXVv3IAGx^)kshV}7e4LU@lBom;J(1-Xq=6+U`c2_)}kbvglL;rPU3UVY;hEMJ1&$7=^x^?GOtXpu7Wd^yr1YZq7ba<)@M|HPl^Dn$rDGKT2ocbN+CSER?pV_5iFGQbr0uaY)KA0!YUfbY=bmOne*{naM6|`EI zh9VFMmBwC`>w(?yvSI(eGA=2WmzWGPm}{Z5T~k;eng?_?>n9^yV6Gt;=E<@#g=G5J7R$pWbNM{$?EJ|}x>sdl#D2C5A zQ=<)r#SMa|T-KSnc7~qyd2H1k4Gh|0oGO!bZzz?8`wBggO)%zkUir;4{R{ex-w#>i z4bpaR5NNP!d{iwy0kfA=&dkL0+HlYR4!O}#QJDQ)_G1-B4Kg|Q^E%ff?lr>g0VO%q z3W$q;vjDS!idPj!D*KtZN((y$QUOJ*g5qrZw*$aeo7}bE2p`iuF|DNIV|@khd%eg$j+z%OuAMK(-m)j1>i||)tCN_EPe>z zT8DH)Dfnz9Ep&S=r@$l>Ry@aL8`vX%<<3)4QL&R~IO}#gq`#JwBW@2D)jM4wP$9uM zQ)bk4S*3M@O8nS7VEk-Pz50Ow`24Z8J@(l{aEoK*K!x+-O?On3bs&8Ho?9$(==|F>|MVYo+Vzp9eU;`+^-H?vRORT0N2QA!XW|6WSW|qsyrIj;F5H8275X?`^$eP@DU`t?FPchvA<<{*pZula~X=+g+{;co5z=~Mcx$_ zSLVtcr7Qk&)$j^&`O_D>%sfxCO!45vFQ=PekQ3v~z`@tomtp1#%B7{|pp#y*_D4=U z3Lf8HOXEfBbs0!NS85Kk_R3!M6%`d4Z4&mlT~6&A1{sa0SRAb3KzRoeWx6FC9LnL> z;^N9=$%w<)I44umm4@9;#u$zdchM2-*hYsPse%X4zYYn2vbH*x1I0YP7cXA?=4YWY z{n;%X<~-rLRfnX|>uqb3G~AdDJLUxUx;Z5DV(_hG8XMd% zTuMT^6lrN`vlX)-@n?(c8<5o##;&~jtipO;!h9U)@_p`*bEAS#qle^S`h{}Dt6&{e z4}x957?W}u|CcO*&j=?ZB+Tmg9nSYI8v{?_pDTdA!C&J*^=uxWOST985p~P_NH-!{ z!dd%>7*(P3NlvJzx3|rHSm#6OslGX%$7LCv#cEywnbalXgnFP?P7Wgl#2IB$v0r!E(~YR8kQ&+9*~p-T*R_MD{ppyh1-ijt zBm3aYF@!V;YjDy}hqY8dl^bbZ1J_~)6qRAAfxL0x9}JG=%JMEqH&;x%=cvAneD&+j zeNNOEZlS|JO(u8QaBhI1IMAcuG9ldE-5uE5je}x6IOn^lbjWGg znay0G-Kt_)D7d|91em$L0zHvjt%|#-xx-GTz?c})bGVdcr>>8wkfz+`W9i{+{eoha zFx9)pu zWr*Fqy&!PCL4Y8PIQ>A$hy3CCq~o;8_}~715+>0nU~X77s+txl_}r` zbEQAgk=C@RoW(F72eyij`<0m;(XKDciISf&zUQH_KcS+ge)0Qddv~|;!FfwZpwEEc zefBa+JiNg#&|rhaz+>N0EifIg;^I85@I4|v4hwz*gH7LE3?MO3$vcTQT3An^@gL~H%?C(OU1vTPE-cC z>j$j0+unyxFyh9rM-`#W9Ja5;U23~5YoBwK>>Ih%zM%UtBb$!QLqjzbqC+#oX9CD3(O-hF#GX(3KzoL`@yZ|96)M{+-v2QO;%vjnLfZRx^!WnkRw= z@s&25cwZ9}g8?#TZ+)yQEPOV|^$%D`c-BV(klyemxK=qVM;!G|$7C8=FHV>P_h+Mr z62dbmh23~jbjmEaT{PN{-|Iqg2WuB1lw9@;o2YlA#fByw2gOpZvV5C5j+4GH7?b`@ z7%$A(deIn(8O|AgAZzf3s1E2GvdiOaWDJ5g(rH7hZaudvqmlpivT`4>-m)=TGMGxY zWC!^ClfVBwDlklRoccIaBtQ99{hfSlfm6qZ$mvSj+FH1_bMZh_+TvbEU?I~}x;;HX zA)((wOvTrs2Qp2QQ{l38pC*DeLqL4!ODv)oQ&EjR$Z{}8O>UgqdDoyjf$uN))M6uT zzPPo|D5rgqw}y_WGNDlmCR>SM1~bV0;&ec!5yhlvK8{k_Fj)-D+J$u+tp>lHO(5Bv z0xNuoG?Vo9po*7gma)at_zJ%vI#~VNX6)MxarDoLW~$<2BD*RZ&OutJHZYs?rFi{m zh$gqJEqcnx*fsHj8mZd75%C+6R|;hA%`#`x@~*KSuyS*anuZ> z!?~2OY4J5U;P6LiYilbrZ!=d+q?)5rRaQ{@CVx{;mAVV7Tuijf!(bkKN6Q!k{Pz=F zzdY_hGfW>u@yRBZ-@m5-KnhF(G8|$8Oo-J&p2%oziRa%ZD>wc2YF;r}#HgFJBqTWN z37oh1BLIYRWy89EDY^{AG|Z3M!>ElOl7!{Wcm6S;H&Cp)ajM9lc?4a6Z{g0HOcGFO zwdyCYeL~HFfjU^Wf}bS&xmLLu+j?by85!zP+mM9MaVXNz&=}+X*mVvlI0pPhnQxQu zAQ`HB@&_5f&L)F)*%Cw&55Fk?%qSVb_o^zh)FCRc!o{Yz3cS?>;%E|eTg~UNs+E_e zEG;$6)t+Fkb$AOw=05_ggTW?|T@E%p&Q=Qu@HB7B5Y*G!LWN&Au z2^yjY8T!QSiMpJ!WFv?@p!o6=x&wo~FCoi0f;wGG>=dbE4&bI$%Bc^IUD&r?bUHwW z1Wq$vEV&N?xwnw)dE*>h{NM6P7`i)N{gK?w&ytFKS14y6=;kPsk_?PV<`H-0^biM8 zsINz_-ul8m>4t<&?64KpEZCVZfLh7ROsJ`-x~MXu*-;oe`a}(9KQLe4C^<_#rxB2Z zq$^Y2wMFqqoSXyjQb-&y)<^*xT4%8Mu zh8oh!X_z~LOdxDM9^NW2biB&*1C$f`P=FYy_zY9z4A6WKR0N|44V^z$bJ0wfB^HzX zB_TlpS@~zE(cWL<-~d04C%JC&m4(|t@hvLk8F45WNNLdx_SNC^lu@;Vk-D!>BkZE z=_C#Ck4r*wawv?Q%!4O} z!8v?66a2#DWXjswT2vr~{8An1GE|_am)FXOneywG_yNC0k(w@Woik0itmiQ(EC7g6 z-3ty0VcDqy9tuoHM@J_or>tIMr$t_FZqQNKpD;51nG2+D=XVmZE#BQ=h!s3;lc^d7Ua$_cR+ zknva~Xg2A{YA#4_b_F)~XUGf+_w@9PEu)5+<2VlcWmrGv)VBTlm4*K#6)S8gUR=3; zU|=8>jC{v|(!b>?*DbE2!T{-K=j61-+;IJ0LNJo{XWCj_UHwlut&GXSh4A_IivtQM zDXdw$xz)M|B2MknE+7XH#P6_ST$-oX;QkVhk;;)=vT&X*&)c6j(h#TuUKs*1MQhe@ zJcCe8ipsF9|00r;^$3B$?2__5@Bah5ln2KmQnA9jGQ-2za`B>kwNMxWbza+50cgF5 zDkU|_gFrIVWN@*Z8&;@ir6_U_5{c!%xMMj@rCKee^epV4;$dF{<(2(^jgh`;Wc>ogx!@90{f3QLzPT*5qXSu!wZlly3Ohl!0 z@h4y3!BeMn*?Ow+&vG$QzrH@s?jivyYvi97Mn;)K$KQ_weVB-i+6UalqgwQnvq1Ce z+_rZ6C-&GpRO52)zgfNiTwFYgdN0LbF3&CjuU}V@Kl#<~>N2R+2ZC!$P=+jDc}UB6RWUj^Co7VjOjZ>j53N82e@MJ3ud!jQbR34X>h_^pjT@1i?2; zAdU_$Qq*$Q-=Z$F2LGxc^*_1{h+4fSSjYZE;Lkb>ei zGIxcWsch-0WWO^ce!4AVD%;WD^}%eSvS=-bHNwhQ`}+SEzw}Gn0)ANmZnoIAZ-)ss z6E&OF*r9^EQp^adVh4x*@U{t`N5wa7Rvr4&p?PT5yBrlD`~qlTii+Fbk1YD=?HIgD zw_Ai5k+YiWJ|W>J6h#}fS$lCs5JUs-HQ0EbH4c0YETh9fWCz!yeM!5!8X;iCy#r`--ZR1`^N8$S4f zwlA7u&jnX#{~kcVj85%&w5CQ!q-y?xQ|YJniE|^S5Mr^xz{kSE^%KL=0@Vc#m(_lfQsT-N&~KKe z+8mYcKlLk+Km}1>f0Gt(@Gi!gIM)WG^?yN}pDFaMz6*aFz-8rxz8;Hx369Ta89BL% ztoeInr(l`}evLywZaj_>bwj23^QdIR%TUIf*$I?n2CuH&A<+r*^Z@eCCr5I!vZ@55 z>0dqo_AcX9EXJ_G=LPSrUF%dNT@XFovCs~@cgQga>*GuBe`{bCqNJomwd=AroEM|w zi)cVUNLm=cxrUESp4OlJ2#2j#I^TIRh!xsdHd-gT%ylw4Bcv7dE@lRDg>d zzJOG%Ho7-5SUWrNu-S$RNvG41Zua5lCrlJ%(SZa*7V#UXLO^dOB|z1|`P^KlFZa2m zZ|b&0hYiPzcnIU;}TZVSMgNY;tmeIri<_qOV`$_#moHP|JjD=-rfw2z+9A4i%cRk$rQ{HjKnW3Ts+2}8a=6_OORuQ;lZ#o126-xC*_0+x? zxd-_=CF=L7)sLZGjLK#s+lCnWG;ZaeZ9?)?Cuu!G~;t~9_ zP6OR4Wm$umNys*-5mYmF4iA$+NNc2;jC@_6Ow%V~xAL{z91J!?A1)3KCxk3nG(#H% zv0;%)x!P6z#%S@`qIy=TEJSqI&y?hZRI-QLFLCy>kp};8V^K*O5x7IgQ0gFCA<%dV zSCPrnJvINWUjr{ZPo-^ZX-PHbJ@tCdBPFF&YBW$zG_~W2jYP=sDVvBqgF$?5xurXaAM#J;qZWYS|>g z?6Di<7^kQ@lsOmb>B8`Ilh{&8Xr!TJ1FQh57;0-}HYeI+qj)Oi4#{Pw=|^BqvKnu!GM3cY9#|NR>xKTnhaNDbN;=yOUO#vR?t(=n=02y;{f$P$wvL8gD%~Q&Z z8y8bkQ!4x+1_J@F2bE;r)YH4WyN}(!t6b4>P$sKBy79WK4u>x~ArZtM}vM!r|fS?GnCWBkG;L3@F{UWa|E-ntP@OG4&9MOvI z?d~EE*uo6MdSw$RtLqh0KDfd9JuJLLHX=F?gvU z@UbLNdTNF0^1!Ew{`L;7e<{U%2mIdU!y=eyVz^(RLEiXvB}x?T&#O41yhK<;m> z9F-rBy0{m102%Xkv35h7)$S6oUNn#-lUV|jAD}5z!FxFIWE~U65gwJP3Vq22A64Ec3nHKmMiH@SrM&3}#?JJJo}RB7)-34f>+VG#L-hxT;pB_r*q# z`xJxHTF&`tU!VM7xRNHCtCN#5>i!>Y^FIWrA$}49SKnYmJIH$=U6V4Rj6<8bqBxyg z4m4o~-+4elnhlUd;h#NYF?6IPi3gA#gvevUu> zZ)2km%rVgb94rVtZ`G`GdUdihK8sTr#mAS$s+iA{VU2^{NZf%Bypn zAYr}s@@BhC89sLH!j$OgFh16C{1Dtgf~TOO=tn zk=~zzGK8a(N!8M}5{uq*O~ek;Q6U{r+bm_hKJsH=d4k$?XymLjRYUeMp4DA*?e|;H z#g)~-55s5ccjEB!m?^xg8Rnv%9rV!tUHefXtaHuPj!d4T4L)bSGK&}wkN$8o>2~!6 zUwVFw&&1x30kqe$kAwTRn|-+slkisr{CQMjVdatT|2?#$!H$BD4mY)l+#{>8;Ta?P z&UC%*`zWlg zg3Ax^y}ETwyW9|K$cC@Q`;PXCGZdrPmpt81ZLM=tC(Oz;EgAk%x6(igM zO{f0Za(h7gPXLzzS$DfeiV0bQHJkWyUuB<3IZP{0y1$jUKUeSe{nw#)Db255m#&2( ztP+mA_hl0kH2Q6mjcy+LAq0gMyjCB5PFihOgyu!{wvN@RJ(B~n2vM80mgT)5BQ;$v zWTY@$gL8Bu-|V{D}8G*N!V|KqYaPK%%tk<+mQR;sZpZ4!k15_UNP+?9L)sM zmS^uK-bKvJ5L^rTR{LXrx##NEaVgjB?mK7)KiwLehzcG5+*~;o)e+*J*i4PrH?2(0 z9v&gncI%b9mHH-9qC@yGwaLs=L%iyB?OmOV4oQ`@OLuSVfaA6wVuHA`4~bnt9dI;S|=Y8w?U>vitBMjrT2mp@9E8NV^bWACLG?I z?l*~_Kk0vB_Q!BHQPBQ*edOY=|3%bS$J6!4|7*iA4AV9>JxupZ50h8lZJOyEu4_ze zhMAf+%@xymUEST?-F5ZlcYMCz$M5SO|9Cj(yw5vcuVh1vQ?R#u_z1v;$LJK zq9jg{d3SskDU%i_u4Ha(Po<*9@9E#_Sp7Giaz#S(;uj&AP^X~t!KqrDZJPVQi(lWJ z>_*irj8L$M~}Jz-8ACIOr9k=HM}lltHwJTb;mozJ$HO?OQh46)^i6kr<-6G9HLzIZUZ#&-HKvAXSuq6|0}}bjq*rA-%<-i# zl?V!VX)B-LY@g#8A)6*tr!Lxz$thhm$85q14uDX_L#ulj0z>ogfmx|pH2wM>mv-ui z!KIvkxWbj;am_M%jklqG2nCIO<@UIhdHx_}7Hht8O_@@3%sx;D#5C5#pXTgO3Uu&7zB^Kxi101~K0FDP1FQP?O)xE5`$YZO}wm80BJ{k3>4YGM;EHAIOE z7DiqFVJJC3A>D5*y2Ub$eyMg)2~k+P31C8A@Y4VdT%KM4Y9x88oa$97uI(wlfL2tR z6Z!z5(b(3FQu^UU4$N@A%1aWm(^LEJ;zVw#qVwbC=O@hZa$+au2ZlzraKDA1(Jo2I z(?%wTx0M$elhp%fyN_QtkQ`Z?doT70)V2S6ryM>Ji;6j)`4MxHd`tgGB%R=vklcK? z$DOo#*U$zB37heGLZZtA>?As?#*!+Ioci&$=LA}0&UZz)zsmNAkyCu>QW%a99CU4l z;`581Na>J5l#y!1OpHA{=SEZgy?%{nf$yuGXHS0woIM?n8(rwvu1=3TjIBzd5_dO1 z*}_!ge^VtmaiZ6mAI~Z!sVtU(SKkjveC-*VrTHCH=^>fNNg{TRy+nag;Z0$E#|WI~ z4j9FbZ1d0P=3wXaZ{LnTRG;HDdhlQj1}U?XT8~Mc)fe&<2Ys&Ex>Y6`WjB-yP%I)T z^dmaa{T(7xoo|;63-3Ft%RS%2k5R>l&7Mzs^6~|qehcmTSns|l#jfhaM#~}~?5oZ; zg}YwSo>DkpHq{Ht(qXr+;_G)lPo%ugn@FgRNBvF~VMPAoaZU5k7k&=1-3TL~bIl&~ zv#?LVH#WBMt^9cL7+7hnD4|*cCrABCGhpw3^4~D}2Fmdr=M%p=gtNWZ(a*DYT*zh+ zBTo8O$GE#hlqs|Le&n{KL~Kg>3rO1hVERKv(JOIPi|NyWc1DYJW8DCtWAFLR^E zuXvX^>E%YkgsQ$3b$o3c79qlvEOy~R12&z9`hpy!^KG6J(6&T}kc?CaiV@L+m*YKX zM9GW1iJF&-V84=5^8E&AXNm%#;y$Mr_*2!EBm;D_kxe*iLm!t!L~3;!BH$A8wbNZc zW{h`EMLRQ`mNVIO41Sugl-xd(uHvlf9~f4KOF0j0vH-9~mBaHD1jMADaRmB z;v)y_*U1<)l=WKAsm`ApeLcO$h!;Xn$o)zW6v>#X+>Jj=UQ@BbJd9st7(Vol9BV7x za+llf;!fLrc=odeY0@3s_c!QY2|23p^WvdT>LUJR99S{4EsfpnhfX61!)HP1;U5W= zRck^G2Gu$fT74?*fiPr(QBxESiG97^9%E2Ymxl6t!K)G1Mn;z5Ek8{^o*ynQDv(;c z-Qv89A)}XlJu;el!381lH`i&mSt3tU>reEn!D1f{(*y3t#-Xv^dq4MK!%N|dW4Hc0 z8AisO6j$BH@v{yycCd9lm63toB7xDbO{OxJ%uNfm=2kS2FX|HpCQgUrDwFFS-Dlot z3U3s){fH1HMtqay`P-;0Pd|r%Vjl23D_U*5TXj&aOG4J!#V@>8pw<2XtQOraX>fz> z)2&@2tGkM z`Did)GGMRO=iPm3Jz?R5%ze*_p;VWs-~0G+X~<)sid+^xh&TZ!r~Ty|jbdD6dGctF z;L@Y!#8-29z3!%$%2yoM#Ge;_yk1q{%j6zy9d;6q>5YPjcKsj?%sWXUq( zkK8k@v>6kLj~2|;a<=A0j!{NORU!CW`^NL`%?;Jkw2<3n+6gS8qIz3dzb_*bya9@U zu=R-G?R6dW{hw&;c!eSouioe*dWljMv-r3KqJiQgDrd6al=q)p(gJ?I&MHpE&GjZ+ zdN#Mz(^C!VX3rvV`9#z*jA)zyA>RFtjYk8sE?j%!QqQ|s@WaM-?4s>5(IZ*wu5Va9 zxAa-I6sjfazdDo`78-iAOD^b_}3-G7|J$jn+E#7eB=P&y(d5T73&%2&klotNm z<&aVUW;(!`hxWv##cQ9R){5%lpSLC|79^rp>xC0org*uyWK7ld@(0BQ9f=o(QgmOH zlth+r73IQni7|4d34K5&stWA=&S$XHpg0L1LJ+smD&i(>*yDl+b4kES0{`^%m(NB` zL3#W|Y~u~-ZEukndY;u>2qMG%#sIgfd7)J?<#BEGp@p}iL9HJDl~x46QQLzjEPApB zP`95vp&BMKU{gYbqYvX3@OmJ`;HBz9 z{WJN>N4umjq#-KX&Sw{|2&Zk>y9VBYq8;ft63`J&D^EPQ zuE>zomG9|%Y_<2AQ}l&zIQPKSQ+X_TN3;^?!gF`bi6Od;3=mDf)Sit^a2?v=bFyU} zUfRm%+a(E3Hgg?YZ7U;#hb`rsuWE!G!5d!VcunmBJ9_g7H`#iOrDwD`^SpiivU{zW zKR4)=2%&-ZH*}_w-X=CF?1G1>{qEUAzst}}=a2<HRnUN>hL4`35t0I zHF>4cs+n$?l`HKneqa1K4!&+3uA4i$wRQ8=#P6QXYD5wQsL4TI-{-|;&feP zHD{P1yzeG{WGR$ zs)rJ3$o{wFAK#c7K!%1d1QoaDHi`dRq5D8ocu(wH+PTCq@`Mg2T+aSoPi$OLBa()Z z`#F(h#~;%nj^~0@P``#pMXv}p?TxXpa!p|n9DrVF0Ys`mFPCVq>2E)$PB0<^brH>z+)-@d8kG_iEGsN+ zyv>P8&XO%A9zPJAk|Ig%xfR4s0DXH;a}W{|2~8+5s`)}bz|!{dR!~lJu-bf+Zabfs z&hZ=8HPJ#PO876imGg@P>Lo(c~^yD^|lnVfCy}RiL{VfH@NAfbaKAXv5+Y8 ziA|F)DJ(pDx@Rb+sMcUV>B&4XnD9NcYJSYBFqC`Pr}XnC&d)=Er%~Z0?~eMUDpawr z4@_{I$`z53^%A0NL@(U?eX-`xjT6XhS(M_VNr8q%^G{p`#&t{Y*9Lqb5=ld~c1~`Q z^4wJFUtmhl%BHCZwhx=tQwoX~oVJ{0#QR*%zT#|F6^1qB=knb$=h%!l4F?m$G)}M* zyT9AsS95r}ey7EU3A4H@D7d`&zFF*Z#(hRD z3?J!?iM3{FUHn&xHQiCf7S{Vtt>t=JfP{9~c>G3qe++kgd8NCxz>Tf!-uhehL6#mW zHW9+U=&*G93~h}-1EHXn1|Tfp780vTJI4V;Z~cM935 zTb-zbiFsVdWf#0wqz7Mbn~e92X0{62u9PIBDZ$j!o=0o`i4Vj`z~wuy!uQR?Fximq zUBdTIe$w?uH<%6GA>I*IPoQo}{RAb=c%s%caMyD#;QICU-FyHTAY}po%vy`c-qeAA zh*HyzLYI9iJ{>+O(tUKF&wp!wZEUpDc(CAC@J-Pn`w-%ebpx#Rw`U#MTVg9X?xfGd zpvp=89w-Gp_904-;aNT|A^ce*_a;ZtplAQA2&!%`=|5#u zy%N{v%pSH{Wg#fx&5!DQ`LgEsmy5Hn@OWNYOu3~cnsl+%ZxTqGAS0i;>cjB8Kylso zK!cl9$dQA6iOn9rG?PPfn=A3H;gnBlw&vLYVPb*U{q47~n#*qOmwmnRs7~oOJ--*< zJ9Zd3J?1wJ7q(e=Xa3m;J@P=V=ZZxP&4JKOIvAfnTm$X*#g0REwcjxr+LzDZc9^uf zslTE&qXom#tY-B-@Ily{jN(%wlBoaMAr*y_*pZZ#l}{0jOf02y-wShUzFg(~PNh?| zG&?N7-g>oFr*%PSPyfAUD)Z=!@Vz}>tC0y&TftJ-xuA%TIfHjNLd|Zo7K-{Li2K)X zRWDX56>DQeOPlo{j=B%28OE;J;IZ80YB$aM7_Z|VKkO_0>wTjmB*7c=YCn*Q&13$P zYoq+q_@DJsp&$!EBuz^*3|^&%SaEPxK1Bo%{>zU&SU#Ngc}BX~uS4KqA%Cc|t_bjh z*GHQGN<2pH%8VpR1E%F>R+`_5v~l<)f+)0UToE3oaKYU#1!_J;xJA2Nu$O zThbk%i-|#7BGwYXJkb-KiZr|-9wA*F^0~Ela-MWg6QzUGNc|lJ{Cb<0V z1V#zmL@zH}eY(uuTb?+Lnq{Zv=_CU74+eu@y}!&?kRbHm9+=bj=(XQFPSMUlSdV8R zKsQrQk2VtVj6uT|$#h@h-2pHH&w<_}N+`do^G{N#`|zN`tRw`J4+WKO8gAFc-sSYW zeZq4g(=pJ9j(`L2SMrD$ zUiMyFT`!m;O0>og@5F_FnPKJ;x6fmRz_@+g-M$|pW%hytK$fAQs|tu#j(-?ARZM8B zb$GRkI|QlN#xD60t@oFoWU|B*vtnPoWvkZy{uclKm(%$7+>8^lRUIL4+31M);zFBM zw5}Hd(sH))u1sVqoEH+b6IbRdw3lK6Fn^yD*s!kA803Qrq`<6G)aO$gx2FQ;dxivu z=#%-_O|+Q1FfIhv>F;&VqZ4fq*q3GK;$&Q%Hml!isp3TA6X~X3zRDMgIs+vT4g2J9 z8rtW2-RhPSc1b_17aUM6rMKq!4{c~{JN;b#jDAjAn%u{aB#EB;AvoMKpgiIGZitcd z=S{K7OTA+lX0H`IB-Jd}Y*t!2^YmXghd;0CNxMMZM529t+}5?L?}dV~7=%``L$9G# zW#Z2Mp>KI;PcnPa?0pjP+i|6E6%wN7Bnc*oqbG1-??{-QiYG{ zp1MgQ)na7V+i3OB{mz$74E+!1hH6;yu=aj;#~1o_oR4>jy1uI%dFo*AUgB&+k#Bp7 z>X;|;3Dir>2gsjjhQZWqjf#nA7)HF`6`G%!BPSnDxsl}i>fgoe@J$TD;*xzpz%>30 z*cjZ#SJdg+f#=gPX~-<+G?tXmU80-FfbVo^QzyvOTdia0wt`EJWARdOg}5|XBu|(s zFX%#I=zUE@037b%Ezz^^BfXTLsj7`$6iFMv?qmC%w5uF@v9p#9dCEMpKQDYK&#iKuFe8tda|~^@lRaMh+%cU zcq@@=?9)~YeCdrGo5wVsxrw26FYl5jmxS+lbnC$+(;=Qr_N&lG$>;j9n`~pDtqf>B zYQ`x}XJ{R%n6$m77Jov!5&>R2!-XqZ!W-%OYk>*d!v2l(XODPMn{ z&7LcTk;Vd}vb`Oc9I6*ze!-@Tr~N_Stj5cWi5oD!4*sK{doo;X_nnhSJ}9W*Y`t@x zV2GKS7BU-q-oK^bp{WLOp^+wm9ciIo{z+~1f$ko~`x)XqB z-+|&6A+H`_0T4Ei@8vU6Kh)6L-N%wX4oyei6z`FVyKsM-NYIXJUaZfk_Lu~ESeXr} zlV$30)j|1`Sz734qKE#$Lu(Rhd+(7vgTVAS_plY5>x*F~KT=&{c)C#WmMWrRbx5htCyzDth1$6SM~;%M=FXmm1E><{ykNiDzvMo62fsp@Cye4GT?_d zPfhOQ6pw$K-5LSQB|dR28;9Us16V;?X}r{3*`=P-TY`!mQGK?9LRi00@k7Td&()kjJX~o$^@hMzZAh%jn@QX?HBYg+}XF zZu|j8o+Dyd%Kp649{;q_{aS@$dq)l>ywPTf6qg%^bJ&jJSZ=!LX%WLU%*un!Y-noG z*-X7!ZncAHvbwt4TM6;PZH_3};@Q_YWP)%w?tVSfm$ju+37&xZTGMx4Ijldksc zRWL!0)v#~MNK3G;MEQm}x;!KI4EEZwyME4OP>gf*^a_3P%^gwz(7Nd1s<~0ckB0}k z*)m{}Yg`z1^%?47|6PnL2?@aY0fvW&UM2OWi2J*yTC*FHv42!z#3|New&iuo(?4S_ z+GwYWdp!YR!H9(G`ox|rdH6Q6YCs97h7UVDGgJiBGx6{^FbyjRpZdOo3-(repd}3RLR+*(c(?_v>#+*MvV$ zlBlM0iq^cqS zN%$8;bzewk4%gpsosjXqfB@Tj-EKB%+Vg{5(314Al*l!uQBwgv>HY0fo__JBOxN~F z3C0&01pqg#69TzdBNQovnAfzh$GnUyTst*^Xy@+!Aq0{t%7mbV!m^WHN8Tp%8bbupyr=(oXH zAN)a+$G0TbHY=Y0t}(2Ba-HHYi_v>iLiSv~z6oCGe>C~|-8IGbxFR?vcsnTpEh-h& zV`(wWcUO4HOolI92Nl**#Pb8ZfE69&iaBr98w;aIiqCi{4Z^k}Ug6N_1f%vRIAV0P3mKa~vbu%*D-Fe)40qjwHNi4$L#??BU*d z4uu9f!e6~UoLSrw1gNKiY|EW1edckyPys9T7g@@7~ECVPUArn0zL_hd_f0@^tR_oyI*xoipAHUg}|23XSz z=x^g#3Sd2=gNJda2MO;tu~trsacu&=nZuP({(V*`5YBj&LO+TDYt8mlAmwo1^4^xU{Xk zg3R=O+*EzvFPrK8@zDu83Z+c}&}SR_fa81H2*e0EB?TmTc@&Mmb!|r{xZg~CwRb9D zC^ltU7kXoRO?H3#4tq3+%0}t>M%*ME8b(y`F0Z1yRvk(6!gW%NyFLx_ncuF;pg#2 z;S_@hK4-KAhL$RLnoVQBPniqkS`Hatq|AWgXsqiPh;9Is%_*$&R+f@JRaonwVytgX)BW>nd?&81PIs5GNT#noN~1zk z2tT~@lABIzX%I2*J0B#Ch=?eR+(R5Ju4%vc>d@$0^_fa}%CPEp-pFP1u%Rf1cT76mZ)zM_W_5|07_`+=N2<)m!Y#;v%tl zk;bt}Rhg2VQ&j^^;hQa~%1EsHGL8}~6zQ#M5p<;G(0Li9_#j|Ck2U+&cu6QxrwgWv zOifl&p8V_2PTb7?jldA-FCKKv?#6oFKMebJ=7uo~kU51SyEL@kx}7o6xHhHv#aMaK z{--<4Z!n;u=tuaE^bV7}&SQ2O$bbS3|74xb@?OYT#QBk$II=koyWHt~%CF);5Nlf* z@8}4rD5KA`2fpE*Iitr>q@)C>1sEhdW1wztrZvX9`kT{<-spU)u5Qhfrt>OZE>{9^9C@_oYS*hM8 zQY7QV>D`R}+!!OKobGsNd%f24YYe$tjuK_d9Jd3wba3a+^g=xJ!K>xkX=@^O$)2%-0bv_Vg%-{)nFR}+-Q3u>9FI; z9e^3IOgr-EDt-VxLY*bRyEX9~#u6PEu7Rmj2hxMzL-fD#l z!gHYC41$-#>eNgxFRzyjf}e_Y_sLQfipXJ4HxFG|_m=5r(Ixg2 z3(r;^p!ibZM){133#|kj%ywAMQXiXV=U88W7{o()GtU3`nt(NkeFc2ElI57*$3&Zn zStDrkRO9K`_t}+H1B~hqoE|>{RN|a_%ub#jaF@k)HG&Ofb?_j~kDHY*ZP5GR?$Rr@ z8pVF2f92&N+WKa?y@$-w%{dwh9GtudKX(uePNSK&7<@ni3-QCt;r`8&Ji&jdUhKfp zL~K7pLEp$C&>Vz~t)%fo(eRVRNc4)6n0KV%n##swCCkN8=|`r1vWEV1?w5prZVt>? z^v1{S#$8_pFd61Wh;!E=LD62^(HiwX65nCB*Q;2j+243mg9Un&0ndXD@?>TUSE9)sY^?HS|WC~mMZ?ep`7n!m(nl> zbn~A=opQ5o^5`$BN-6^%;pZP_R>x1i0Esw|^Y2?6U0B8te@82;T#Q?XOa~qG`d{r; z<_sq9d7B~0b^S`}W7ubRvIVLdDz~DK6Yic-SM3)>WU?Wz@ix`-A&Kt5Cj|c;uI)rr zO+J=0d_${ud-mMWjmE!Y->2y}t)vfrhC)fL$UxnYj??XnO;wJo6b66dAKZ5cs!)DQ{=4 zq2qXgg+E~d(Ct}x)YsK`U00tb>8Kk6xouAe<7+!df z@{bE3)Y3ja^XL>Pc&r%U4)N!;7hq{3b{NATiWpFs_O6Yk_JG8hGR*m0W5bN#_GKsb zPJep3DA}f0oXB6Ip}o#fek-eU7gOW<$Zi^4(X+69#Bot8%$n*qAM%;2fN#JX-88@L z2__I`R!q*9YINI5W7n5l99qq&zf)v8LS3BjxR+rMC-yEG%a>mTuXKi_x;`Q zc1E>%aZhA%s+*6_2)It+5&OoG-(2}P^o7@lHpn@;;>&2ao0#11HzVXfF7C(|cu2T3 zS&zqQt7GIy+~Doe(UFux#d%Vs{?^@eegFDXUY*%@HqUlK-OW!@{I}ZWcU$Q!>Onspx%Sfypq~CZ*7JC6)!A5&{0C2h&wI+?MAJ67g_k3qOvF$VzhsA1m~(=Tw0 zG7J|d;a{&iyQ>WLG|(=kH7$>_>28=ZEcw*bQSH~eTu|&qiUu?UV4PV~eQ%7)t_EDD zaevuW{X$Y;NySo#qs7wt+c6n1B+7&7e{ypw=>_yqigj# zMS?wfmpM@r@LjK%i8u+TB^*Y9y9-dG97~Rqj!zBU7(%r*XPrMSQnbCbZv}dip^roE z3M_I4wW3pQAB6Yz_ng$sDMdtM?koSqq!z?(CPyIBdt7IPZN7J-6q{;eKHQcN_C_Tp zM945md)0mcgra~js^EH4RaFJ>`h4K*DY(%vL4xv2dgtm%`08m&~=UyIL@8FWJS`Le(H1X#;ZF?9)0*8L?Qo$q>*P^(WH=2qRwZIQ)#Pt(o1h| zCW)6=Ry-z6Q>KAEC_0OSY5xlMuq6Rs4r3#?Z`{#(`NjRSFow<0IHly9>~0kE&7cfm z#Bh0VO(>}EFMj2v=Mp8+!kEd0E*frh%g6)A77g3QXU%o-H{P47tkOUk-(P6_yVZ0_^-$l{i-3W7a zNBr(d<7E{*ZcRCznz?AJrO^b>cM=ye?mhG$+ejQ6IF%@ z=qGf~{`O|wuAn~rmvZr{VTMxz$SEVk897M7L5)U4Elt)Rx`{` zBd2mi%f`9^VqDR=Td4ENXz>mdFKGQkmwq1_#08di>MB6pBGHd7PMQlXPMs&alr3A#CQ%dryPEvAGZkBGlt&`{KvAOGjudV$h8*>e*Dr~FGycxEebGr;t$g>B;82@;y zWb|BaMJqm!^sF7z$a{b)uK>0x7$9dd_)#N5V=Ud60mIktL99Yz7UL>ru^GK`&?LDyK-TV-}i?tgSXpe?B2h>JpHqAViSCl zxH_Uk;4(8z51>M-S9qthF6BDOD<7#x_hh<89=OM;N}}%jTdc!ovR&VFu?iuCPprbM*^AQBdRUmA?c90Q}`;GXH~2hu4X2u)`T95XG4m zugUv)pS8DHufv(@SIx)tL`1~$VPsYr7Y~|Lmh*c1DWo+$h2{woNwah%csnpA?S$W$GW=w3#Ll(1RM&o0MYZP=9r{LD6H`8hLi*dr~oWzI%Yg6 zqTgGMKr3D6m0J)LowX0Jb5Nw+=<&V{X`X!E5WDRlpw(ffU!Fz^C6Zbn8&CzMGKo(V zv?H=4t>Q_vb-;dXAkS|?^}qW)T|Jr`;-#8>TpK%o%qQtW?$XsIhchjF8l*39AMXue z!e>1ShBn`+YqamVt3KIb_&JQi&9jG{f0i}W!*PInG;~is&0^l#IfY=lA+LbQFG2r# zFF>l(T~G(a&22R1pvny~-s2PeI#E5flOGIp`dDdA*Bt(nlea#XI2qmR z?UgD_+2SKr+TJ^1-^$razch25(F)UjB}|MFzjMWN)-U&@Asy9vl`iL5VK>$=2GKB) z$i+aV7R}hfPdypJIuaqXPLrX^M{WX*hR`z?E zbQlp1=b$4X))RR*qN2^PrOI$y6y~R(XNZ5T-T>>9S=6D5G~a~;_BzT>i%|wqnJx(o4_zMxC|;SOU%ecpw!r(if7|itw4D3KFoDesj=eV+rZ?TMqFOv; z^}8zRB0S+o93l1Uq;A;J#fGjex$$#0bX89WooOEfNl=z~*2jao>_1bE&sqXiJQkD< z&T(BL4nfE(9yOIT#&-Z0U;?ggaK2#YYTm?nd2>Be?4awDfw$`fuY7e}l=Y%MLE4T{%czULUgeA-nT`W;0NvWQ)04M;7$PKmL-2 z=V>c=kz|Dm-8&m2y#WIt5^}P^Ig8775ZV8jp?qm)o$zy`8VF ziWl*JXt@Y%x;g4c0vD&-2@@K>UOHc4>`6L53f~o!ImIDy`d8kW!o>ERi*ahJGM{Su zPrV;IE0Qi4BAKH9N<1fDef{(8ryUtsHoa?`XKfoc_8I*;2qV zB>Wkkuh&{+ju-j2W50g2ZGoFr99^{jOP;O=;{HJL)^XQ+Ym#ctT_-*Y3h=4iL%c7! z+OlKbw&gM}$Hx-r;th6S*8hr*2krQH+G`#k$N^JgJRDd$Hd$HnGuAmB;P>2|G!=Uv zbjs5JnL&|4QgrsNpyLl?>^z=pe)@#RT$LBP`R5tYgn=7(t7 z2c++vsY4b1%&u@Fzs+l5PPy3KXb{lY;25-6(krf z)PDz&o*&MQB4b3V!s>JJ`*=HOHN$L8xFKl}n|k)?E7)_`jtT;*-P}0kYmVsNw@ILK z@^o&kXr9c|OB}IV?Cr;_CahnuMpPgA(lYelD;HJlt{&uLpjK{xRP1q~hr8+uh)iwY zz?N1SFpe!bOK}rUblb|tKm`|x|7~q@R)V{s(`-P(Vrt4CJ+dpr@ZHYjjdmfl$YTD~ zUG4ankryNxrq?6T<-y9NkNukj~DZjhQ^N)x7q#`bJ-%`&}9@o z;PMS@RgpN{T@F{xS7rrsa;~YQBQ`Ie?@3V<>GcazTWOM1(M7Zvc}he`c4iK9y~dzR zD#IiOVg-OcFGFml|XZMlI#j6>s^;B+a9o~2Q)hyn;#wnat{Ja3Ks`fyV z;jWqI&|qH&ub4%ewX7Z%EG;w-=WBJkd$@x*M-oRG?4XqaMHQ9C$kR?hES2tUO!a#_ zUcRB&(xv!sN7Q`j-i_zjl!WhXc&ZOF4%c}lfGeg_ZFb^y#owNZT+1A@|2?XxaYADB zKidIktc1|A9#TYH7`J$UXPn;@h`fe9S200y8f znhF`{T?hHm=~=Ts5ewTRhM$tfb!TT`djf;Je$_bm zBzmw!%K(+CF#BKE_LkxsPzJfT{lNumXNwt8+-2Eb!fyk0tKf%gKDO?(0G4MB^vo@W zZcWSfFsJh)(~3Plr6M;@^}XqD?&Vf5EEo00%@7}xILV-}u$Yt2S2v0kTN8*eh&lOu ziX!n+aa2c&=h=k(zD#-~!_4c~rcUq1_sW4VfKaY)CQ$6f9TR&+8fp`f+1`kg-Y}n^ra+4zNHAfEVyLSH$4;?rwXzZaTxqjBhVlm!igcqrKB-z1ARR2wd8mtDIAIG-%>=q4dN7CpvyTnDbRfx<>DKkO5oIAz$MFe|>A zOy{CIz$nSJ4Dg7(%|OIQ*|WRnBmn1Ueo_la44BwBF%K3Roi0uSXV;Cs?5!LaWM9lC zqy&22UA!y?oloMP19OU(h-f@8kU)GV@Gnz>O(Ox1 zt?FlDpcZUB@Wla0v@R7jt!j3*jHuYe!h_At^_KZw5cZuzyaw9i!`>Be`@R%KIA{}P zUBNBMiMhy~5K^zGt`Pm}ceZ-nxU-2$|Mjl-o&fOVz-nQJg)Snm4jXXyhZ!B&3%SL{WGq3ga&c4^rswZ9A&sE1?yK~%)j~9ywGSXX( zI<9_Z-`msO(Ic7UygPK9-KZWvZAAs_Z3Yi{U*?($(nlP{32xN|!|~_oxfxZk4~<+A z>H`nVk95uhgOd(Ud6JjLOe?N?{cTa;m{R4lQLPn$n4o>&zorqNyItG!gz5i(zY&g3 zf38WSz9LIME>s^85(RmFKymPLY^;)Eq%}RUpZ%3({yFrjZ|#m>w%Utx0L2!$GK^=z zEA!yG3gsfKKYkJ=e+m@d`_~a|jpGC`WDRhZ(5tD9t$SLJkOCFI$qSftp0-9!Ou4?E zx~W6$e`gBo!;>6S1N}0Kn5Nx*ewA5Wea)u@)wHD?S+n)ccF_FIAFY2%Fk68TWXXkGS7zv?{&dl^3~1LANFw zX?U_(Z3ZcyQhZoH=zlhsZ>|B+p0fJywjX8#zQ_5wwX{R}ILUc?r~JUAC9oyBCu>j;Kb{n+|TBFM|_uKF-g#fA7G+ z!-b6>{(DE%4^IX`-rS8FAsnsWchYmzBiuT11lcEh`!icgEdKA0Dv>w2uu?y8iR=f+ zrI**o&0)-%9Q#cbxE^-_5ReaCl<~id?p|CJo9ZwjZ>XjXoc>jJUbS7Szr`0*2xD3%9rn$Q^Z{!?tE>)N}=1Au~|DMGTszKBLB2vJQeL_4MXw@*sd zD>Srg%8xaR7%*GX0YXlM{?cOHIj7iZSX?sSOl6 zYy0{qQ-lueouu)g#eJa)mtje$#6`0HrZjF zQj}xB=K)mzyZR3>suy_!>n&M~to5P@(MW4c2e4yrNyAD|wiwW|3SCJ6duC`C>4Upw zwrCN2;aF?%pI^eMaL5@M?XLFmzxVv&VYs7bh-m}cT(c(+4@JrtJUl$MMjGscBBv#| zFg|`oj&aoI@ZWrfD+A9H{O~-?K0de=46hU_SGi0PX-R3IgRHrcycrbSC@MM1vLdBO z7}#t7yKvGvNSfBZgsOP_@DSLfkecHEyk^BJzFP-}E)A(L2n@|qqF&U;z1;kto5}b= zUO-A>kgpIW`S0VRhlJmuyGYcN+$zzj+12iDPra)@z|b|}o?0%i1qoOiBfidb;MDi4}Lz)zp#qZb*8FTluQSJnd^U z>b~B+a(IJ+{M^CvYh@q6>=@l0?Pl{jHRbvV6BGLtlli-H8IhMKgXct+PP%dTV5!t- zvgA>A?fggPtN1ys!j;}Ga;*MupRTTQ&0FfS>F%xZiQv}pI^bocIh zMK7wdf@mx4SD^2NNbBB-`7o|zz5Acdxu-unSw;ze>)kv0B0uj{N9BTlX1`)`Ka8my z(rUA0okRLHUF6jTx%%M7!0|b8kYTOKUb$rL=eWk=;JC-$Va3ys%10HhOSGcY8c27d zE3~b(K+}^;=gTiN^L|tK@bSxk-#>iUp`@%VG9yzK{P-~>s36sDDnri7s0Uzyw*=<} z7{FqnT{3g8U}GzZngCr$Lrd!rgh}b(S-yO^-|$0Mf4^(L)iMYkbmL7zm4j0AywNmd-9BL)ftHrc>lRm%F`W)_b?AlVS&6pj6m zll!VbZAX;a&e{Ll&LQg0Ge*U77mJE!j-i(5tk5pj*4F-jpr5ddyNAacBEb%}lS9k9 zaFHk3!hVo9rpLsXI$0yIRHB@|S~e#D%7bP`5GY#%F}w7;=edL{qbH)wH)VbL^pBTw zm)ajteU2-V2>D8U+-X?i3H0TzUlH{?TK`E)L&x5p;n&{SXxw5fIS}&KU!M`G^|=}! z2Rb{03Bv+%zqXSrV4Qp~&Sj=|WQr%36XZrklh(kb-!OZPvfJvu&61LiqlXS2H24?< zv>(Cv%G-TNsXvQc`9*g75W36f`A{jua_O>vSy)&|UgC8g2s(WDa99`}Q~kMQ#a2E_ z*>CCN?;pLU&v5c^ zp3?YI^Z&wy7;_y=f@Wvu)ErPEpiH(wUGslF+~4ao3Sl>whG)njUnmWjzo1jhXq(Z` zJ&0IHMp$$q$Cm6=uOLY4+KMcOId7+S$k2{eWCf6a8muJ&KI7ov;NU_5fdb?|FPeNQQIlqE4ctmaHj^vZY^LtJ{7Cp(IAXj{^v(U&DJOtP44~bn6IXmeGPln6{$^7 zUyQ?4CAz>_E^-%*_l%~mS6xQukmRW=q5uq4!B}S~z_$_E8~|ruLJb_6#fZ$qlw8>r z2pt~(Z4&z6h1nd4%D?F@kEHa4nWDr*79#BKZ1?>t!Wo1R=f}r7kZ*)pJQXEop$C2O z?Wva^gJcE`+E8jmjLBgwb08ct{l~|XxzLDK=Zijz&wHo+f@& zgRusRqPu{TI*vB`BhpNe>O?FI%GF*Sc%@ix!~}rEpsP2`&a%my88c#j&)qsyI7Mk` zSaP_Y@lCSlEzrb#19j_EW!LtCT*?;y`$ovc!07GfXP|i=>j`l`k72T=%X+Hg+*b6- z<33Qvl9L7yuMcl24pQ|S?GMY$+_~*Zv302cXkL88IeM ze%G!#?~9#A=5c7btKbv@#@aHsV%`kiD68bz?RIqZjy2Xdl|zsxKHA5oT<1dgeWSE= zl{2wm){Luxs3$_uO^6R2x=4kBX?bz+crj_Z~9KaZQ!{?A6=wo_LSgFDmoB z6^~cqAA%KzVMStyAJcY|8yvJG0v{ma?*5Zdo8Ey%7Te^dj@P?bT*6w4Gt}l4J2D0# zLetf zZ4BCDUI%2KTYb91dPGT)MSi`Bk_3)f*RK^n(A8z#K>C+2GhY$$L4YEpP@ReO5;>i+MSZQg`uWu@{&$v0h4l_IfZ6h~qm{dIjAKm*oYtTO)^YN@_C~S^ZU!)omO+V;?a?>60cV zcf8`rCJpD4<6K-y`bnk~CU9!B-)OR_lauE?Re>OLb#cMMeSnt z?VrCd(={aSkum4ef~5`pG8P4(jFF=vla8`QH-wdr=U0<>B6VHR17BD3@p)nNT2MqJ z3=S6Ke-!rfnaWkm8_m7%dj$bCFq6j@P-lG_I3*S@Nh|s;b!H-zX-lB`GBADs%2rcL z%agw!L`3{PlY>`NIrw#D!bqeg0) z-l!_Bf>td%o>`s;l0y?%o2+aXrM$qe)`pC7Ll)FkU~_O#6VS@7$_UTV)VYlxuGpZ|sOn9%}e!FPW?Fg1&K<=z0cfK9TttX}+0aqhYeFls6 z%(-)~!Bvv=>NBD2kwNV{*1Pi!pU}5B)gV!@t*Dq}F+}q}=kESq8ThSG;wa86v~ZBV z^&FVkKMm%I66-70(rmn%NKvC~wnn&iR5#Pn(eYGORLp+!tgEw=;Kd(;CU?f&{Ze%F zsy%>1`L)>D+A;&c7yCRgkQN?*Mnt%<2=x(*3(HAkd71K8zIt`QB?xa+PM!x2$&p`A zwI5Byg$uJh#gOBRpbB3eUN>3k)9t=Qbl>WH?*XF$Yt7@w1xR=YDXOHtUWjBIMAcy8 zmg{l|k=V6h@Gyv<481MB9Dq?QKj+S}tA1dZ7A@=N;}ah=J=Ihcu=hd0h$%HG^9M&L1xDz{UDpoj1qy!?hpY)g*`ksKO z$SB2yS106(@jP(J9Mke)k)a0<9=zV#+IoH6x^#jPCVO-|NXFI{>wfzy)X#I?1t5z2C`*W4RkSQtQm{@k4&9c`?eW>J{QId@Fi zSEfX^V(Q#pV6$9Wz#vHGfGRj427*nNx$9n!Z+~{P*-X(K`s`7lwdm|9N*THGa3P2=!#Mz`;%o~XvX_u9i zWqFMUl)Y#{JXrz8f=l$X@&R3)>HO%9UYDFU+oAm0X@L)Ms+K)=l448;`%Pz7;55%WD-~rc+i1>_!fD<>kYnt;Twh<`r1{+CpV&FXH(j)}wGB5* zW~9QFSVg2t$sT}P)SDn(hKl-jFMBx4aDCrEOO8&<%602bW`Z=A0A=t5R8_iI4R`mR zDqZd>&=gOZ6&K$yUAM=BQTFe@`Yu5|F?JP`1EXML*_U$K@^dD5b~M@wLXwdzwIB1R zN6PQs7!g?zCaiROS39CxS~jWNg>_I*~JBK~&%dna<4_ z3HaDro=XAXls193XgEkTa+Yfv9T`zv)ETeqHQU}u8p)mhcS;@WUSe8rm z17%kB?78z-i)hIePmBui^BWk?6`xf%Pz)*mtPaccf{A7ttgnoE4VSSuiZg{8isIc)9kyYAuDiV$U&hrerHnQ)_C#U_Pt)DA}AW+z>Z|O04Me1*RQR^o^Rvi`6nfItpL&*$N2k+ zd&lM}?E4;}!35jxEohqt=`x#VE#Fz8rpM=Kvz!f{(Io|^2F89f$*Dy#8_e#aL*f+m zO%D`L-)+@d?`%t>F-{;dD4cDGI2N*PyRvd&UB|U#-jY(3R;huS!Z(vUVm|vDdE5vA zlSIoIMm$}2xf{SNgOI5=$8_FVySb%Fp6Cs_83NdH*l_{=%?o>{ZLeOf`U@3kh6cuQ ziR^Iq%56EHkdSN5&a`{{t1V@pzc%DmeDbj@6%!@?D2ez+JB|cnRpUwbF!p#_^(U>- z+o>mVnB2dU6sumYvb*zE6qUpxDQzABupZvL;haLekCUeU{d4?t8@jt`55FD@uq_!R z0`tG8LNmZKewDV3Vy z0#a5xWy`PAjmZ>g7c+cGd|0_lD|-|e?_6e=XK#acez9v?-tvq8WL{oT8zQ@Nr$Jle zf}zbi59%_0OjH#{g^i7kF>2TG+|P;qx$lC4_!sqwPbTfvJ1$8Z%XVK6-stc?d9$(7 zka&7~uDji}F5!MRlWZDWJ`@1*Sn2OImV9*CTaPnGqZ-$S=ZYm7GBei-p(Qo2Q9O5A z;()({vB*&O<;owI?NR%)0vw)es?oGj-qGJj>fOtA|LSNuLc$(1@exxzy}q$o>-H4d zxIbg;%f%`U=LMYF%KI`rG`ldOR;=WdWw0M#|JwrJUpF3X4J)v%h}yz3n=|2@H}o#L zR>)UoOLUFh8wqaOXq9|5gR}e_0XIq<=YIo-$l~e^Y&RAcpEU*Qsn!r`0T1e)u|R-6(OlOJxDaRsEtOy)djKlNKJqZ(Lx zDHeq+n(^JvfRSP4Z^Nn}8XJhX^8<}j!8j37BzR+njONy~sW@{`qj>yXn6Oi|#*^a# zS479}VRVy~ot8Pdv(@-Pbk>4I!D^t}GC8%=meuKB5{o<;1^uXNWNN~W9DTge;bL;o z_6-~M50^)CYqd*%$jAH*FqfIh${?LJ4>K2Udm^keIPLm2pIet^S^NiJ*1W*PfJdLb zzQ3UPNc+ls?|-;Hf9gn{sD@TUXPZy=i?`n`<$Zp9l2e6iYg?mUXY+sO-(>0%;7|@4 zwf6BBDGSR_4}cL$NG1)>j<9o+Xx#)=h09f6!3^Qg?=8D*ULq$_@>P7R8}m?jvPQDr zIkA`l%!-ryvTj&4rCTvKg$F(jj`(|hd0FMa{(h}69%@ZPjc}`+H6*Hd9?o08zcIoIzx7X<{H==&y>A2Gvo^IrLP;u#Y%4CWTn! zbsc>v6B?<(;a=twWDfIa78g-dYS_)^Xug640m`r2-*JI#6GIU96{r~AB!7dX)Z8v2ZW}#w+v+&YTKd$!l;HlvM E05nl}N&o-= literal 0 HcmV?d00001 diff --git a/data/multimodal_test_samples/images/1*93ZK9-74dYv4eXY-Oe bkA.png b/data/multimodal_test_samples/images/1*93ZK9-74dYv4eXY-Oe bkA.png new file mode 100644 index 0000000000000000000000000000000000000000..c61c7ad82c974f86b2d0935815a9a7d551e16484 GIT binary patch literal 38486 zcmeFYWm_CUn+8fCNN{&|2<}dBhv4o63GNmk$ly+Jm*DR11PSgzgF|o&gP)$fyL;`P zA8wV0&U(`$~<}mMtbsP^mrDj z^7(07fupXwzqxJqyl-Wv9J-mWy<8IQx}VS1w%Q-h*4jArq=1hJeyAz%-HmMi;yBEP zJOF&rnd<*@5gRIs>E9?mY%gULWE#Hon?uI!V&s8R)L+i23E5sSZE~IonSbJ*Zk%?l zh6~tuaX_%TA5`DueTT6pp|U>ClvtW3Z7;5#=5<8ydryY1*YY*rP_V3|j}5ud&HD04 zJamSse&;zJ!ylgj%@Iw=badnXk z-|QBHskois)nGi|fZEuaPT!iZdayM+px7Jk=xz3}iDIQk_>V;QMBjj~zc!1E6GaDl z2Rl!NWJPz;~n zBQ$v`ld^vZIGXOZq0O1n__cl6aP>aM=0maD*OK_k&Qkjw& zeyA!vWLrw%clsfNM7aaaGj2M*vBC9;_? zu>7F1N$3${895g?hMKJ$?R&v}<$|>}?G2MFZGkV%yk%B|T-Z-73MQrSUFq%5=grb* zQGXXG6`yUv`b+8WoDgukd6ZZS_UK4V-%CFWp$8)6iT#1;e)w{Ek1<2Zbv;z9yZqYo zi?;cFfOaD&kW&Ro=6oRl5zII_)Jd|qR~Lo;v6I@+d25d)!*};2^>2&2(2y;%_s1cF zP~Cpde|a+>Q<|xu`W3qM@2mc2b>OL=QU1*c{9a*?AhYTHQM-3y*$?s;n^?%0YQxscF_ zI?D80^i3_yh{B~+;4Stp+7;4$7_b`0Bw>h6UV8f$r}mPVwTVFf-96|DP~}3zeuq3P78f4B+JKL*+mCQwFdj572W$2r4IwvIfg}(5;r4j~SmkVhos+F=Pna zpd}r<`wj4QALQ*L<;kBk(tZk~5QM6J)&T?w^Fzs=qP^h4s7_(YBuJqm@Zt|w=dSJ0 zL)D%U87=`#kN(}zRCcJcxU}UWR-7E{eUu6T2e6Yvd3&e5rNxlST`m_xEt%^_Q=J)MnCV4ezDxOxI4Zo3y??3sCn%BLH zXuV^5yV}jt>^GM6-K#smQ)sg$v;UO4*&!yp!WBmZb%0G#$rNA>W)g`f0o*=HUX?9V z8Ht{rUh6eEdRV|cA&(ZW^<03Ei^~<8|2#S0%4(ix>fdbvB-gpbVcPB+p$s>on3F7n z!{ejvr{qkq$55w0UFwsRKh-P2N>fD=J3**vISfGDgtU`EA~v?`>N)n3&KB(AA8}Ia zcNL+4hk%j$&S5$#zV>(9i+YaIU9_K+v( z7jwu;up7mItfE7?=uPx`UZu6IEd?E2%i6FW&#knV1`~^6Pp|`t{z94kF7FlD09!Oi zKcFNDX@KWAY!jS6N~`JaLjNHhO4H-{c@^52CEakpiA0}w!1kOeC^%awJuZfHmgu?N zQ&P_-bmX{P;U=0mwFk*lK51!?HxU50|I`mS%pz$8 zcqu0A&mk8?NE*OSu>tL;VqX!Ere_>USV2zyAIklsIp8b{$!oU9{wV%}a08+@2oTod z8%p?M@6u}c80O+_e)u4Z|CdBK2DXA{WFb`aFWInfZl&M;rLqJa1(mu;#GVz4k%XB` zIrtC%gL~Ur(tq>j-xCfq+9Q2bH23cP*K6I*kmq3!USBY1e_Z{FU41y-lvPv?Z2Hcx z{BoIXa3%+c7(}J14Eh62siikNDXusM#-3Kga;t}bDJ)4{?>9zACzj5^_UMC823pws z_n`;rXsKwp4H0Sry97*U@HV#wfBmGVrypF#cxHEO!aIWo3NA!=0Vv&HjoUA|t{@w4F^oavuuIPkSbN!<<9U4A6MQxDk$` zk5Irs`1`PyEkK9TTApn22?!A`n?9YI5eqn@_MAP#FKX?#y0b#!@BG+4pO9&A@E_a}8J+szhlz8nL&42rR$w3so{|M|zmt4%8Q8-vfsVU?%+RRhI_FP zoAHmK5F2fVT%}J=ce=$HmsI+Bp)vuT3wOWRdU5$UqKDV!FyiZPwi$_w-M05$rm|#* zht?7*+S-yu^cj-(D*SEU+djXp?W>r#b_{!Vts;Xks6%dU+@u;K3uK+&$ zYAFp(Nj!K|If;1iXtjEs@<^*>M@i*6V)J~HQg)~g_gJ`d!szjISb|8QE@78FON5RzWT&O)|Ai#Zms+=k~H zmxZYx+;b)v>FOJR9W+`e)suKE_ci&+fDx01sMyU-KI-ND!ig>}itm2A+S2X;-qOPg z_&RrbX>NclQ+vz*0|M>1p268#F7eJ~m%AHdji1yDWlzF?EDQweV4CbszXL#`iqK+d zApDcVI^L=Wwr0Uo(X2t6GoCN%YZPhrN_Z9bL-tj}S{4bY_u=41s;KxA`Q2+mt$RR zKfi=9oF{s=t_ z_4f~NRXvbaFL&;+x{>jtz!>F3NS!NV>HF7RMr_}?raGEDm5QY`Ik|t|!NbPwom(d` zxBL=f#Hu(u^Qekl87mhJq287XzH5hKqQ(}QN?B&Z^F04$jd@FtzTBVtXD*U z;jb^ylzfCj9*~vy=p>_zi<5qK=#e1Erzf!AYPzxyK@okXD9}W*R7sdG&YNTHZM!35 zYqV!BBLOVpULQXIpxz?n=T*g3?yj=c-+<~(Ev&;M8t|f+Manaq{GQe1PANnadUQ+x z#5Dd7F@<>b4ACnhe(jpFD^pVSF*~mgY);0r(@)LSm|{bw;?7C}z*7(a_hlpa=$i-_ z-~1n(Beq#U5lt*ebw6XQmRT?#A26b_%L?%gp;EX5^cY$qj+Fd%E%TQ2+`D8~Sdill z0H*&N0@l)-X`WiK&w~`eL*++U|Ia8g0Q=+7I}JZ`{s)fz4~7dZTQxb<<&reJKn0dD zj*#u*U7-OtWrPG^-_Sdnf1|3l8=$d&rN0Ok+(y=a;* zrib1AA8`2(9!A<9(~SI7l5{!Dowl%kfs8_K+y}Wae%K@ty5A$GMade7R{Xm7K8Xwh zSN|dR!H?za4h*PQus(_d^hxB|{pM}WosU4RpX4etVrxa?H-H%%N&WB1o| zqxp64)Sl<@yISH)cR`-bD84(InxCBcu4Er6?@V&tAd=G0{2%WBhw70X@i?L*KLiy* z!G?EtLH|LXh}$291_DmaFe-rEW+7w*h$M%lpCqFwb*O6%9$%T87=TkZh5j3jhsv+w z8q-xvweZS-p9tF@f~<581h`X5-k2;cx0R1qT>ixyzCL$f?0Sn?90*?CZLnD2327_0O7PYt&8CFZ2~~prphU%i06jE!qHr-58YtDK(p%_?pwreL^@90z{-5 z`FIpfWBKxD8rI*AA#xUb;XyG_%18YXhyX&mC4ArJ62=VvCi!SNB2u4pLerrOnN$rC z#`*B9L89=EEA}h3C(|8%(tQ?~e5N94VsY^c4}k9>hO3{}PSQ>Bo5CRbr#Lc&kN5I} zg@E@X9?X<8D(VIrKoDh7S5fR?h;&-A;MH6D5`XoxA*-iCP&qd(0QD2k{DUhGU2B~P z-U2ur&=E~=tL|t^0`5JU8YOD~NF8V8myM8!V<=GEPXIP4LKdQs17N=_P%xgb6^VWv zRAx_yzuFvJ=Wc6#O!)Krq^4y78OIJQmGFyDUKQFkoVm${3Godx;n*isi1S$*POaczUDRG#P&n zCIGsr>cqoh<3Q;NOfRwrHFxv7p`7O1{z3G+4xMhf3e0y$!e41h@*xDaC=U;8(R7T4 znHdF(PI)keS>MFclD3H-7-EE78a2Z&Hqffn3G{pX8*vU?Q@s5Rcz(7$>AI7XllY`0 z7~nHFG~~<$h*t5xI4q4L|1kN46W{N^8kqQB^Kqo>ES&z$@qsWq%?fY)2SlB0n!$k74hUfl)z{TwY|9%Pld-e2*S56C7#Wey&dnvn$M?mu1 zj>%lH()8TiK!H>gItd9gDOJ8y&)m+9Ct!h!UHB4**c3t5Ha5w2BtWRk_D^3RDI7M$ zuYmkOendk<6cG46*qVOxk4Hnxt5ogd*|n|A08gUBO(HWgJE1;T@!M0VnagSrlqIL+0z1y zogMfmAYb3kXYsp+EK>#og5mj)O==Yg@LQc5A{*nJ@p<(P4HC-A%A@9RaB$&KQRWb7 zP?!3z(fABuU!I$ro5Ay&Z2$i(bpIz*-)ER&%>Zf9AOo-uvbrgkg0^;Qp$;H5++QK` ztARg}!RJibZ1)Qi=-?M;)Q+f0h!@VGW8}sjhA0lwSWz%A!yoCkjZBWp82M8mMn&dT zeTNk`vDJbLyzsQn~f|D18 z-}~1H>$rrfDn(;sV}3;yJdCge{&8mC+B70hF={QRdr)xO`z+>TIboFI*b(`6Ko*eR zWp)5a3xYaNB(Zmk3&>fqq`ogkr8JYe-9+aXI-&|o*d7uH_Vv!A!0nT=)mxL_a^cfZ z(U3#g(b&fM(@9!0q)}rgJtV}P?h2_*?+)OZ=SewI`(^;jp zw)KqrvmZ_z02_%=Z2);W1~N1EImkPIbGrtb3jG&ii32Y$VF(da+LS2w@pE`x0PF#Qw0i!;mY12 zUt0wcqC0}ai^z5GfA#k-;}(Z%v2oXaP3UGo2F_Gt4n<<$m3XW6F)eH@h;9r@ts6}%(1LL80yF0zibVjU+bEVfX>N2VsF9i-u0)YRjXzlDqsN)`?MAm`-4P1%SsnJb{N({BoGv+^q| z8KqRvj8GcuPkv-?eIUn$1xY!1)`w;m(qx@7<<*p^A3q-Kvfexe4lxb8A$(o7Cg27{;J3iR|$UxPvLC*uaDw)@D2B+q)AqCMnzmo^FE z3P>`F^7L+v?!S*`Nhb^hdRGRGSX@p1#I8lt7fI$w>CN+F;%DlVV`n&*jD(o9c51Bj2ct2xmK`R^r>Ovd0C+ZtfymVC7wMmeT z3HbVLxr43wD)jp!6vmd>d@%TU3EkrmDv@+8EZC8Anb!u|)d~+3mq|zvxa@m}?)r#Z zNyr_#+S^xa{|nLmT@(|}ma-FctP!e&w3f)1uB_?#pQ-}-&;`zd!Ees4DDRR;h}#gAoDVBbVRA&o{E_o zF;)_14$RhpfIPa)<_EPKCF|q#f#N|$?+wK+i~}fHxp7#S_4~?VVU=wP zs*NQEZ*8YJdBYCERcme6o0WfjO8CAjIrx3&{F=hdx7Hm?8>34Nm%e<@lhweE4E0n4 zjm4u_EwkwIBlKg$qi=jX1`KPMmQ#z(+fQ4n{V;C_4T57LV0^eqSupnrY(|xlq@D({ z&3vbSG%+)se92=f8eEqW2jkTFSsx4IhFX%UWe#d2G{&R9Jz0w#ACYZsI){QcHl{~n zZ*inLnU%s96dX9-yJWlmc#=%;~KN3(3s1YP(8w@)nsNiYFCIUXpfz+Z`!m6F;Fs*6X<}@&=ON z9ZRi;4g4n>_HB-B(ri%E0oyY77qQQ-Y4QkQdpz;KFCd@wcBH`XmGRSv{C*P@|Y=gqgv|&H?y@gn8-;Drp2nAAZUG9Phh7?i-n$>{I9>y0RG*pk~~|KwVpT z<3}RF zgx!eE?w;kqj3;BRw8rdQkSDMG*T4h}!kfc)Fs`ojg8XG=2v2v^F7@@lIql)bkAJ>$ zQ3BiAc{-&(c{+IG(|j%75L)gzwx1G!t!#wayWAZ!J*s_sqRm|`ED-g~+mfFwqcX4E zXHb&2tlx_3gDH{G6Qp%!Si~c9Du*fWc7{wDbMn%=F;A?5Sa#l?jfSN02>f$v@NahI+I1BS0M{I=FdN+0)& z(5|LG`@BQ6#XEyTVb)rkgaaMUGh$MgQ|qD^4o^*&^=C92Og8(xpc4slrcTd_m!O-k=cxm*;PA`|6Dq`D2hkgJ1dEY z1;>-HLfmBDvUw*vsVu(gNd?H&&xxjrgjDo6T8W%gh3xlb`2zZPf6s$+Vwf|gGN@90>qpd}dCs~} ztdH_M;T=nfhFL}4Mk2ELrCnvQsJeR?>BR*Vh&NU*5&a1@9&tXjwlTMRYyqNLdxV~L z=oLMXlfyFEAL*i33~XGRfu;$eGNl>5YQJV=0T9TV%bIOI1|A+Q?}I*3mB>@;;+@jYiG!`z1w1cp(=Bx{ac zZ+6Fw040+I8nJxU@?fb?g!5b2rtW#b&24~uK=EggbkwoQty+|N$U@-1o4L<#uN^5jFHIE0A=KOx&}j<% zPsuFV_4lHOs4 z{$(J_k)kRE&ZK0kTr}zuJB0Fqq{IlB;!qdDt$Vaa{l6>fKgqA))ty+i zo5+3o@M5w%7ZtC!S87J%=`H@R_68J5Dg`JhSqy<3oKXmJ2ymlaynS5&ZAvv*{gE2^ z01kW-^Eb_*5oFf*-&2bBi$I~_mQ(Xl@qrgG_f*W(lHHWHPvA?PW;+6GF@Jv%kCW0B zt*_s|)ASDv?0NLG?*iWBaJe%_p3AoyX#@>YqPu3IJ39}IQ;IJTGT%#*u$N0ZupSdqb>1pl}nS7T1( z97A6LJ2E-&SctG#Z+AypZMIimc^nNE?0XlkG$vm0g9XS}X+SbWyJY+9FLf<|2MZ33 ztpaqcj65LTctmvEe0Jw4J`)4hHr3;Q=H{+&c%B&mG3D0QKv;NO+^})LGiXZW5jhNv z3^(BQ;kc%PrXCRqDc}0@qY?grCv18`f|Kp0ShYu)z`uf|3{NwIu61&41pWDeY zhW%=@l(n_9?Be)1@_X%S$r_`s=~id+O5Fx&A^)v@*vk&&U*|S9HuyYt_>V9R4r&R$QOw5pIu{Wa3DL(Q$FL_MgYvtE>5a_>rqJTNm$J z%b_4ePoe$FR|+rw+FnK^NS)JLQT#XQa%*$)3i9`mC-Iju=DV|XiOp_5Q#(5*|GV4U zq3?hxtp<*6L|rfUv^6vH)4Iu$Y9K|a&TZ7Opl2{;o#s1u`ax$ z@rf(Eo4r1mO6BjyJ_q#$JdZ+G5JTt;3TGlAAvsy^z^l-%!8MD({ZXuxDgTlJgl<6E z;Wt1Oom!JOq{57^hujhMtUXVd*@B+9TZ^;U*w`ksMRGbl{=#RQJ*?u5^`MNjwD2Y4 z0Fp3N67i28<8}Ccrm_a?`|lZQr>-H%NdmZvaA9tI&NNxfpW-z>7oVK%43)!mZp)!i zmwUb(5g>+yzZrd`I|<0UthV+#0VpU#C_o{)5UN@zy|wPSIizjuN3#)!;OXf}(Jli1 z4ddnQ9Z}VmKqa%?vgtq27Yx63a6ni6ebT-Djzm~k__ABl7>Hi+IW42nt=!f_QHU=3 zkyy!jd9|L(pPGRPZ|nfl!i8il@8u{~K{sdzhdN&*mxqTBBG?$1Ir>LO-&N@~ zVSetR1wTF_ec$W}a2_&SK}!YcR8>`B5D~q{<`*l^!kwJcxD}9cd61_5(#7@2W%>z{ zcSUw$08{_@b%~@e_3v-|(;*vx1r_W=)g=C%OSi!?!UP%?%^E(;rGdUc68g{vm6-2q zs?iiMd! z!w3V&*s6azEP#ubPsy*UdL9&SsIOnF*mY5AHu$M$kAIp2*9wV=lrW3H3=CQD} zEC$~L0*Dh4)@Z_F)EN#!!b|avD>o{kuU?DWvhQaU2kQPd94(YA{pqla6o7K+o;(_D1RgC!%R!-CV2_xy|L7ltz~bms~pnZ zu<#a0045lBT8t)QI%5$NGr82XyB(=rbyN8U6k0CyDz-<@}Bz(P)=EQR~7+;So#Lf9BlMa=>Clv91y5K#5O zZWkcqr_hXl#Exm=;NYOL7KS^rKat69{sXy=kG@hq7q0a0umWorHEvN$OUv?R@mmpr zExv%4C%QA>V3DCd*Era?eKRS?i~k;^pzcd3T_PkdX8NX5iK~G`-W^gM8F9=&xZQux zI2N3sd%uc3ZvKx|H(bTN6^W{X z5((L+uNqf?y$hM1b&EAZl=2d1X>a!L+?>=HC+Hz>T{$c?_C>QMw1PpUpuES(Xu}EM zV2RUJw~RWs?O|n!6GuK0diywas$J@rWSkZxRe{^T-eAceGm|hQt0)_y!buiQ#DTi` z`d3&jQC*(2;$2JsWdG1CiD4%ft0%R{1uM42+y1_W&-cEC#_3TC+ULE?BOfJs#ub$= z*0ssL6 z-!1*6kpbj~oLs+TRnp`5r@ju9z9HFq{mt@?ezXIvNhA=K3*VGBq@CTpBDHrLi9u$`9EeLA!G}7<7GoH@6`+AU&2#er#tI2xIm6 zrMO~Dk{T9>uFe?^1)hzi^tMn^a*qW7@+JF>gDx~P7PkAr=W8y>!pv1hyGIf{06 zyOxlUa~VzI>9E$9`g8GvwhA6#o^+ZW_$PDtq6U1?`ufM9(a!J9M@A^{xxSF|R6V2m zz&$v*d-hq8)$|q{ZYB$*;OB;uzkaCH=@DP^-0DD@X$Vlc)Wm4EoNPtcxyShIPR;p? ztU4w#?q(_E%utVtud&rm-rx&naaR{HKY!cE6l-sb?S9|vwsXcn&hx9;!b+~Gbt#&* zmG9HdI%enHrCwHt6O3)oGwd6&E&S;Ne&mx?0#3_-(7bpA3#$W@m&YXbT1UFZLoVDM zBjWImyI^#5?9k_)8c;+X#t#)ka!N}Eh9jMJ6Sy4PO~uZACI4%zwbs43Vx>P(bsIj8 z$*lp>(zqTk&Tq9+_7S|X8P53knzl4^8tOnq{paUZbyHk{yJ2Y4Zqp6-=8E?^?HxOl zXT#q6h&a06RX$jAgDHnD|v8#%j}xsQyE4X&lvY<1ZCZf$F+gqOq|i%7U>@NJu$ zU)5FRNp)8h%;7PyK4xoeNKuNzI(|nde^T;kbkopwY zmg$jS;=Q^I?Mi}q5q@Cxxj9z7^0HGT-pJv_vKMR~n#yc8opSWO+y>*J6XR39)m2tT z^=UkeQ0INc8Sa(2A!LxmjmSn>Szcxjw~O&ap7Y%hD?**~=F{LX)#fZT5pgZa$Y2QLjZ;j2ipl z*A4Qs0C4X1%Ey<$IH!xan%~=YVf#}tVv2U#SZ%7RGndN^uH5zYF4L_O^oqoa=B-(Tb?l7San`!mN@T{`hb)&P0=;Cpv=NnA z^B?i&^F)@vwWRdV&*Q&~7`I*!Xp{1y%;0X#7h+ za(MhkJJ#31BJ8vb>?Iq`8l2X{Yl`gJ#*qc=S zq+1nJq8OrdgTv$$XU^+o7czZbPUpqwVj<01mnEWjcRn~T*>4HOhR%T!RS1-;2Sand z=4$L-oW4W?q+7`b)A>l1jr)tiU<>1PvwkLOl~kj=LI-&B^Im}_zOVzf56U6PIN$*V z!xV#tQabeH@NVwQ!-C7a?S)Qh7XRgL-EMyn9nnf+I7bUxfaT9CaQ@EpVzvKU&t;^k zoiIoLkfbOqxVXv(4_M$_C2~Lsy05p?=NJU`e}=v}T!9-_HtH{_2#^%M8>Yju(VtvB zc88@^Xy+`RXu`e!X-tFy$+S z`Mi?snpaVwZW`-oy0x=8+FY+j%@_pf%gdpmVnY70xCr>-L`cVR#D!n|il+^JMT&{agx~+ti2T0iLDlZH z=@bku%E*-QtIL)R&~Nsk+8<|C_DSxNO}@J;$!C`ch8ddDX34=Z#);84gfv+xQBnxQ z6~o~!_;1{JmYDx+(U;#CNyJLp`m;s*cII+mI3YDv`}-r8<2o^2+|zsiZue8%mz7&Q zAtJBsjjE1qqi+pTsujT5M}JI8?|#DQ@O%NSE;*(O!u?9S(@<%ijpP1nADvc;&+fk( zYhQi>1GLqtB#r!x4(e8&KwG#u`b7%#oq_l6w%Zj*RvyeY`_#9s1Oi(>J$5JBy1E=n z80UxM&SyvF|I{xyiN zhV2X|a&k&|Z3Z6A3)e6ZkrhJHWZ`98r~?5R3f?PYT_8*KW}djCp!`zAv z1sS={V@{bVofoSn_AE+U`fq4b!+Sz5yCB``6tm0D7RkoZk>$6{dMyFlZ4IJKFOR;C z-I3hyb1Dy4J2eII2?)&3R7kgL@MJSWg@=X%mT@G<&c~}@6#V(H=cdg zd)zV`0EYI(&imN-P{b*N9;eQFqml8~>Diy~gq;nE zn!dTq(cw7-5fcp@h)7_S*%^MKqb8?kAn+>@d1+a8KV*aJxum`N`OC2ET}K?ra3{BI z#h0$T-}xVL6X#~9A3%7y-fO*U;$W36_j)ea6@fzLt~S?$$eP(M;)poj*RTXXz25Ow zOL2uHNTK4)oVV7ld^(_D=D+9kzG zL1HB=X&o;_PYvE!)oX20Eh((STjxCeS7o-g@9SCC+d()DR+_pN!a^6k*!L^ynsv&Q z6-z~<7mv@QdJaH!qqW(bsNM15GX21bx&rQFlYyb3;pOPp2MyJqpxIpXdeu4;M@Ho8IDzL9FJi55vgMkl5<{BA#-_f4)WSSNqt{ z@t|t|%j1t42E-dW?Z|?n#+sD1`(IvQHy+KnH}qZ@1mXg4QXTP15ba)eRBkf3q$GQ_ zUM{GhNrn5b9lMxcJhpx)@wpvSgdj@|k!i zhgaxc|LAhMkwiChx#x_}eQY>x)P^W}vcWuSb9j*NI4POSFz0kQ-tf$TSN#gNPN&#E zKcv96JJIr+>;WNwL^SY{>`VAYQVAs=CA0#sKi&R^CBKei?aR*eT>nts6z1V?Qc*MJ z+tlFo4(-I6r-ww9X`8k8X`N09UW!Z8AHg+DIu;9Ge>GSQjEo@Y>gpB@_02``u=b$) zw4bbGeE1KEMp?&$V?7p>=gO$u9xm?!{0EA7X|*2P{?V%{wV+?f+QxPxtaWC|}4MRxhlYJpu1HX04eUa>Uj*pK_pP%9`W*Qm5-kTzl!^23b zF5nInzN>ZV6H#}0V&(Ag7!2sc9wOf9;xe=|HP#(?wCUzD$I)jqEX>QD9AUo3E&a>2 z27munJnWF3Sdy@?B+kEIno!qQn{ZAW!tal}e{|RM{Ft25-X0uM5I=c(K4&nU+uZyT z)3aEGvl{=M_kdJNYHOs;mG6G%E{)e4bJE~8xVahEt+5FMA2&3BCm_s+g@uiat+(!+ zcMFV`S+{>+zfCHzA|P(!-($fp;&)*GrQN2Xl`digG*_~-_BYr0`NfYN&EC*(tEawn z;k9g@&GmA7Xj+4QP!=&8m$~lq0^{4aZ+n}cj~7I4`>`ebJDj|b8ZAYuUyII;hpe*r zYf=ft{RQiGIB=0?X47u#FEj--hsm}-L*Ls!|J4Uu<~>xUu2fgN+ioo8IfH}SZqPmd zT|v_G8|3e2s{Losw1PHf$W!qB`=X-nTg?GqflgP{naL$Q-e|6q%DzN-Bgt#QBB>{UiC}-p}!NG9*+al{#x$@$_8nieshzZ+7q7`_ok80 zxgY)?qVR)*r`KupiLeWsX(%)aiJ_^pNo6NzdKS)YJ1f>^^wH{q5*ICnC&SEuN~tK^ zcS9u+#ymVcG!eZwM_(faXGM6qALkcmxBrTBhdeDh_e#d-vEKCmIR0)Kzv&ZWTM~FI z)m6~t4tsxEbvZ%(dZ#(&{@t*%TJMpouMtmrCs+=P-Fs`B&M1?<{dzg|(|wDqWLkT( z4b@dOM?=F*mpzd|r?);rm4kh*5WiwU)K$;n@l}l=d#!CM-H-QAuTv^LB4hH%7>;oP zZM&o`FDr(WwH7=nFHj1qOayQ~LsHsudC$%_^!~a{n5$Y}7$1C7qF)1yad2?OkcOrf z{K}D)F`i|ho3c7tUidU%7OM^4i@=WH9sx~A=tM+OKsr6rLfn1rs{H-Db464AZ9zp< z7&OXye<|~Slnam9UKksvTzkXJ@SnY+Os;xwFYJfCCn_QZ9=nz>bugoBo*FA`1Cm>C z<3Fcl#7rpw0~&)H(>YV6M06tXMaPbJMMsZPgyCIXgq)MRm%&M6o2P_9t2dGj!4SX8 z^^zZGJ{s9;sUqyXXOx0ZR;QQT7hVoF^g9(+)D~4H&@T)OL88YJaHRyFr z{F>+QUat(9pT-sgiUf?|?(W`FX;o~o#D7c-`!uJdgP3yi>L0ea|8o3?hXjS>q8(cH z?p*)l_l^jNC`9i@ulS9pUO!TMdD^QRjK11fXP!*3o3s7CC7?9B5r6eJ(~oV%LJ!x@ z4KRALvvGifU!{A0J;$>k`*&4=N>EXhHKAbdjX~F1l2}AB`OO`f9}Y z?0%E^x4kuhD7TohfU8wso4ChGjJhfboWZ%ZK=BR>>M2j_4P9jGufmp;aappnU8?ad^}2=T=T6|j|VAVxU&Qt62{{GP^!~yi?M>s2&36zq~_t$ zJwNiFm8MzSxq^b<0o!~zk7g5`0qQk==>kFhm3zz@{bS=$M+9TqAFuC7M8j*w@<=1p z{>uZi^EQfWIrvl!d$;S9799QRv5H80u-TcK64Ju6*eiYq@zOJ#jkvcte-ZW zk4<`x`kqhB52Skf=?av!2>*?X2v(NK>9}FXJWgz1!U6Y9nQXJ3MFWI-jh z1SFiliO!DC)LhfAZH~XV_da-Y={i+y zU-vthp}_31Bx*yvV^QRg_e81l?(ch@mwU7VvBr`x&cDQ9?Z(A-NO3=MS4D@xWk`}# z2bGn?l}{G5?H->&*LaTGUH7&_K1A$|VP1BdeRBw?F@r6}{$DTEaks~g?6=#!qq;*A z^50ZeP1NnJ4)NVg@jtacl2QC9rMPXygExEFRdq>c{TFaV)g^J(Cw^=3?MHfkh^YA^ zzK8d@f5qFi;tMk{u8qr7kNp*BeRO~uJ&^kNBkiE0ucMANG=?zjq86Q47>wuU?l$9i zfq+c6KoT~RY|V@(_{b+TqMnpyn`5mfc(_7~y)>M+v`>w|U@gM*}Hvb&6NI8y`v#PVRe zZe?tGTg+N}Gw=z#e{k#MWfU})G-PLUm#|y|>1~ERAo;(} zk!Fc>>JopVb9TS;M_&xMe6x|&fO$TSAM8UqdAQU;^`nPN_J;Ljy-@f?#0^e5RDchB zpbcbHBTR!kb{6V_ouBt5zBF2Np=&r!>IV9CEcPx8kq!(`_C+%k&J?8c@>D;gr{KmF zGC;DsJ^uI5x5sVaDI%ihYiPcLwr|5EO%CFICZyy<#CFk+C|T@T(DW@=Cm5W4cK}*O zDK7g1AQ8U>Ep30h`LE+hsT63ZI_{x}ilLaSJt+f4uI|-lykc5Qou@7RW#5x>uN@-c z3w~sL4#XA*gFaT@7aZ~T%-jSW&GypgFH`1Vq@ByVvuv>a<6UhXbM>hz?lXMc;J{;x z6q-Za@kcyJO{GqppX$!S<=eo7XaPxFQ7!Tw+~lWNY3~ z!or4NE=S76Z)NE=5#bdK4Cw$>GC~5|;1k73d7Y~nc+bI9Y~6tgUTVthET80;_a+tHI7Hy;-g!f1Dl zo3|{bwy9&kxS)T$p@?FF{k>%!3jU_JyN@$+3iP?Q!7?#bqT>-UhfIbw6o(HpT*arS z2eu(;nVpTl8=0CK?i{K>$H0yJJLQhI)Y`f*u!m&Dh^?!Vl!lL{FBq0sB^RkTV{U1= zFK!}iSRqLYslx!tnEqe&q(G-`f^oe54p!&`T--IX$n)oWtWz7=kIBiR>OQM&UPOBO z*eML&Pi6Ktk!ix+-9CRK9{68tR0|Eu7nSYF0}>#CN=Skf%&x_c{95vsMLJ}gsEbsx zRMBfMH$~{1+uK1Na{E=`m_Yx_R-yo~`flq}ojuN(C~{xO(U5y`c}C6cE+G@kH@S~D z>Kp&r*uE}PXJEW@;HRP^*Giu`F;kxlr~v1_50Ub^ol{a9`g$NG9qF z^P^dzmuY=-(?DqMOMm9MfAo2eE{gV@4+0Vj=2ZUqO$RdIIxIfnEYarM_q?KA3?daa zH8EpiZOi+Y-Q&lPgNM5b0Yg(Q)$9Gn9WO!M-6G>m9nkNPh32P+R!LE=I zog2xXsp^fQ$3rbo3Eul)$lH5k!?PV2iDbfw!0W$3z=ii{u@(&Bw4_=HQOeT7R`)p; z`6^yD%IOg;C7sm%cMjW8Hk=1$*Gm<7RfWMPCrr_~V7QEC>lj$q;+_6qNh7i<19ZlA zy)(}pL$35ae+GW3V-S&mMlL?KdV56@S99n3MK7KT;KUVH=yRZIHfHnLr-+Lfri22I zo|7b8=9ZGYqT*ZRVC1|#EdztI@A>?m8pA*P*ZV|xeVG{pfqzeUZ`X;y_zq0=p(1Is z^ggv5MA73vi@4pOCtN7=>to3%iKiMF4tkhtUVPpKy`!Sr-jg#QI_L4=!595ROxwk# zt07Oy^(7D8>E-U3f^~bgAGFDZVZMqxBKt0+%zdJe>m473iK2tUkqH5;3}b3<&+?VD5U|k$8)o_-@{!QX_3F2egh`osE{M~YS0?X`u5-s|@d`jX~ck0Hc*D5hL zqKqOv*u*-WcS{Yt)JFjQ>>r{~ac5#}jM3+p+A5aHw0KpQ|TfGg#^Vm<3gIftt-6$AG+QGs>-Nq+m%qdyQRBBq-$?lx&>)z5a|%#DEFoLIx2*$g~;&{QX!fk6{mh>RVqaR9(SdQPWp z!>b7oHd0Kq{yPa5i<@0hK9+<5;DDlGz{yK0*d0?pEjEQoD~p{oTiv8b_YJ@#`OiRt zpqoa~f8Ky3uj9+p14J1``-p$E4>&y%TRiV(eSQhRi-YTGGbH}+s0tj{5Y1Q}0UI6% zkf#tpK>>FPz#D$6B;|)rpWFVAigQEDD;4az+r{>G)DoN;__}}MPW17WFN{)a4*x?H zaeo91JRM{;2@qtkotc)$0L(qiI9`kTA0PyTFI>tydcA#esZAK){QnVF-2Fx5QRm9X zOuzks5R)FzP_e}+4j!Z$ttsQPys`@9j$|oM{{v{1$Jl?<23Wf6sQp8i&VRtEG9FOE zg1cY*+I?u$43wp?9blcNabO_PJP#3v{QK2jkpY0b(*?Z&Mgsr1E|cf8wFUW;Kq1-6$POFvX+sQ-)okuJV~vFmpQdRECH0DPo=^tFVxL;C+wpL!A+9M*<;yAXQ5Y%@Xzz+&KC&op^;?H?TH8+@SoDEhCAwatj~ z&Bi7;VA|JvN)siO!r$LurGVS_5#XH9JGp+W86QNvGP-{UXmW6?QU3?51Xz8|1$oGP z+!VO0`2RsGi~pw0d=B;Mg+4!8P5ht#wxra;!UVgQekQ7ewXpEAd82xv1OrCB0)ABN zXL~43({nP(+H}J&A%AlW;^^l(t!vF3##<%JMy%a705SrkTd?op7}3zpWv``rn9uhdL7sNkMcuah3XVGkdieU^yd||Bne)nz7zk zc^XZw|4U(r+X|QO4eVgcgi;*Zjcryjaj>u?6aNDbN8P>K|49T0^gk;PzTTwA z{jEk}tD`gZXnIz|H_?9_iIs=)AGEpn=IopVLs6RbDwsT!LE<0X{AtH*)kDMu-41)( z4>A48e<*4E&`Val+_z?tfc2KZ^Kd%)n8rEQT3j=f5Ql=00gRxoE}frDlW=$D2drK5 z@LQViGLKJ84xEqs<$WK&v&!asQ~X!3$pa}EvKWS`d5FvegvIiw7WgWsdhbbo6OD_eq|uO@z_W{8o9DYhA&;K_UU`qqxb1r=?=N_FG@ zR+Bpb0{?j?lxptAh^;Ous510``Xw!uudqNsM>gg(^>CJRja6hEt?tR&|HJ0zelEar zm2)m3XIrFMM^3p5|6eK}*`8mQGYLkK*F%PI*tVO$y78aju1%N^osLh;=|s|9df#4# zv-d1QYs|qIMRSpf*;kn>bGGvf!`oIPnd3iLc-H$G{6TT|$F9IMGOLXVG;M|p)qNfe zMwtZRO=ISm`P-#Ud?i~V2WsKY*z|Iur2faAW6ONv2`$jitG_ILDa zTrz&$D1*GB#3a7RJhPJ`IO|bF;)k1&)$F)DJzBIn1sls$R|zt~j|SPdwU2)V>QA=9 zZ&>E1Vp0FkXDZI~C^A1EFk_7FjW_0T%XRls{YSOOs_xbKfTvB_IckSQ|eqydSostvR||M7fk8i|k5 zz~iNThFB}FXZ5p>AbN*c z6;OTn`oxMeu_tHcxJm9Qk*RSgzQPt zetYbh=i))5%P!MjPJ>GfHHPg_Vp;>^nwPj{UqDhr5GGWgz8{>~$q+Zu?smzBtt_ZY^5T1EB;e3aI6zwC?*{YKcV1f*2T{{*;7le4I68w$L z?v@V-x}MX4MXjx`ckI-%KL6izkk8B*`~7s8&woGR zStcedhJsc6kF|M}=w~i@C7&_a+1ba%y@Bl5`Q#-2Q&uSOiYhDwie!GgV|kJ=mEoY0 z#FyzFy5V8q^famRH7Kc{AH;+?L+GA%_Y4sd4m5J{*9VmO2McCd<-SGqr9jxS+D)!V z4d@YBCtQEd$cd--bzAO-yrh>Kt~$@3_yhthqR%%p`WqH=_%S~Es+F&3)q_}hAD;0f z-kTWPAtB&-6BFx6t`6aPJ^MR8!5b1&1=P&0;L1ej=S$%e`~|B5WKTUm4gLSfYjJAV zrUKGs0av?LeNFv)z?Dwi=ZTrOciMt**Zd+WR9l;itLbA$IEo7fMqcG-GgS2g2L^gT5^ASkA7uY+7WE~&E(kNqr~w`r7N#QW zBE_(l@FgxOCGf1`wfW{cnu(UKCZat%J9RTUhKq?!Ar>ny!n_`7_rw4(M`Q7klet^u z@6B2FM1gFPKxjNNSdL6%ocOTg4jsEbn^LKDTotR(tp%=l#QfAOEDCL9LPA1oXWLU( z`%SBb0^$Gth2L^1A-*H^wYC0LRU9X$r!Z@W9Dz^zc%-BeEA8I2Vq%oa83O%4A=2j# z{qk#$D8!R6#@rhF?5`~6$AyIjVEcgA$*W|4d~_rs0oc2!sG9eiuLyNXQ9C=hM!z`G zDI!eF&B;1AR83oQ**vo+GHP)_IXLjCQ`H#$2H?8dTHsTNE?dVJlbJ~lw3`a{&k91u z$ygyg#ACrUx@Xi?H8sExkQmBr9A9KoSX}I!jaa}1=V)vUJj|l{ROwiGc{OZ!|NFTr zPk94>Q?JQ7R(mawrpVbpqvihl_phA1Jjg&o)KGQJt$)4qMnXa=8#A6pS8!{rsrglD z^-Nn^d##temy4~A@1(i?^XJd7V}%0ojh(%HkwBmt{NDaP4luR=u4x7Mup4rBe?O56 z*Hmx3t|%h|2#n@hPK4&>=3n4msAqI@DZoXtVf>k`G_aa14F9(;RaNX%2V=zZof$mW zDd1WYU-V9uqCmS+Uml#V<#MMV6$Y6A$ljnRR@0?82P^HY|MOkX9acLq6crVL8_fE5 zpe*|R=MOD7bKGCMyJ+I#;^0Jxi#|e9p4GY^8l4@kz5&;Qf4wId&FW`M1NdqMi9Z9; zc?AWum_&pT(fSEkheNpMbzEuFgFT;r5>>=-8s-}9 zmlztDqY{q66KeV+TU6>JZ&Yy)jbijLs8>dj@M2R^#z==^%G+atBLWAQ#$^HzG#|*E zoSbE2CP{IdVC8Xo!{DoP(R49a6rIzn6jC)^-LU25*UN358f~R&G(1@+CjR|HiPO`X z;N5^X8;t3{*k1z9HybBFQ}AbJ<}ikclS8H#n|2;(i^lDsWs~Wowl-0lHMr4<$qV=vsnG$&2MuYbN$)eT2jXC0 z0YgATO%0cwo!#ub5y5me$Q1#MU{eUCId zJIf^?08)KuZ!UZj5a%U=(d6G|L0}KZ+SCP3U_^jOzX>U`Ern=ENPGl`2yT zt`5|Vp$GupUy~|~q61?(4I?A$Za}NRje=te0*?;|7{Sst{_}3CB}SX9&+2Yz1eCQ_PX0=1rA|C>L|gVQ+MS zEyHij&v?VJlt2EJpQxZ$Op(wS2NKm1=CVbPT>u}s)j2;t+zWoV6Ra|7XAu%qErTbl zw`cecPk@9;-c_bi;9%0DA&~8jzUZ2A@GGP1Uv=!aq1$p%+N?;R>#!qho8X zno7uJ>$%t2af_)<-K(ryeS`V|tICP=f(9K805wMf9hFXD zNr?`h^<-gwfo$x^j3u-o*UwKMsh-lxaQvne<&DpAux^fH=e^s+{q5z31JDz;#lTa&O*rTK(<`hP-?C?xdN%R};08U;lmmg%yT&YUkra>(JEH7puj3 zYX~(pHEM0VnzEJXcuVfNG~XClz+HQ&Uokx~nivvyrfkoqb*j(NEO!7rTBbBt*CmV7uQJ+~sJMSo(}w z;rNKpo)Plf&Q?GJa!hQ{Duwm^>M=?9vGs^Jjo5%y5vzW?SA!3`X&R}NZTu`<mLq$A#_VWqy&!G}H0@!~HEyc;YK+ z*2L9G0&>b^1NtU+RJ{5!{BLoTFi`PZKd>+EF}IIDD(b+yD{J7m;;7ueo@1Dp!r3o5+eswN|h-%XZ<5E zcf)2zK@j)>Z>F+tLU#RMlSPVFOO2K0;M9kcS#`!ce7(WUA)P6eM2)wPghiP&4R+3L zHJ+P*^)xCXoK1aLQc@BY1>nCW=$%dg!c!73tNGE?NpOmQ`#UIn*hX7sAGK5G@KcEV zrE{T-s@kUzuk#(0->)o4f!}EE3Fevqb2_@9Z^ESsLoM!y*oR z46dGI$8|B&_~kHT4$~}4NIU`>5eI&-(;T3hoRQ1A=pfC+#R97MIjD2$D^w7a@0l-Y zQKNXGcqD@rTiy0q#GH6op4XKow1QxVQq+rX8yf#&U zgYQlhi;IArN*G?hXTJXTZDi;6E@{u`IIf%Jcc-QcDFk7v`7|K~(-NM9%w2tDHhkozmbndG?XJ_Z0wf@Ls5F4%ah2y#M zF!XAs8nt_cFIziw7r?ipff~n30Ug0L;#7j$ISbXuVvKeXAy52VTomWc64*0%WEu!o&ycIBj+zNmxLTv>Ob`J zE+)JdzrJS#u|w|oJJ^Lq%)zvP4bbtBc4TJjG~ffS|AnqDg~L$)t=UR!M@Zu3Wdu`l zsG){SeZ`xD1{VxpJ<_G_-s0wU8FOdss-VmsP%YY8@E|4?ZVV{K&WiIFeH(zCks1AW z<@?r5H`2yATCrS8UIX)9rSe3*KW&826ZgRUUt%HltqjEdt(N%t(w!BxlhW_wcXrW<+m|^u;yHc9;p{gjtwb>@O@;$$E79X+ zpAwhti_XCaIr>#MN?m%F_xW=P8(zM2mQ8cD07lpHCXj!$X`$0Hs;jFTTUgL{WPJL> zY)3xw<>r0_O1zViA1sSym6v&>$j>Z=;}G-^xwq`nHtyCkw5l$9k%JYo+Us$4@Qa;B zlk+F3&K;K?R@k~fbdG`MOd%y!osi>$_U0M=*0(c1t4-c>Q6$w3|-WisK zxp~mt-CB@Fh#EbJE>(4PnL1b%jO{yX2r&uI$LGIhNewhpd6IB5QxmVgOIbu=$JKS0 zO5iSy#6rg?Cx2ayyYTW_(Bpz5efCSz=kfehWqW)3V?&lJiQpTGQdPvW7RC*s8JBYM zVP_yymXQfsV>cxx@Q%Me-b2+*7i3W~PA1eJCYeZ^wxFC2K5fc(+OrXap4o7?`)lc2 z-Mg+acs0F)ynX3Fp>Y0JYt|nXjW)v>OOvihmRg8D2}?8SeQwY9k@{r>0$61SRk8F7 z0zm{wRwBaK9zsnu2_RL5Bi#yPuOt;?vrEycLbHRu<^}7oTd4t?5#{#j&gA7rWY$HY zyYnG_pECvFuk^ih=eBE8NG#XSpBfkErYLQ`=EA+u z4nY-F%|pIwH_!)$f;O@FvmEW)YNlS*#bz5Rfm+Grm3Z!M`PDzHlKm2wn=c6~*hVK> z!fmsnWQULBhs)B$?%u6-FRG?iho1B8B<_%mZbRflQy@M^{hhdp^vzrcIE-6}HUV2mpnW_oJV6@B#B*BC9ba#oHO zEpMjb5K}JY$z5-+F*lyZ*U0i*SXJ`+Lp=q%3b)E-zV~FiHM%RlejNfq(jnuIeXACt zpNR)!Qjuloz)VpCp(-R3*OOaa(oEyzOL_KQexKP$WSOm%5^08=s#_^t7>!B=u8SjS z;D9>gmc-L!M76$ft$+jh%VKUT;RKT;MRR3hB))U_Hqj@%?Q1#PySIls%lIscCN}za z%x|wxHu66?Z4a&o=j2cUe+Vpys;cS}ow+qtL4FxApDU;29PhpPS{?(Aq|0Varb)jU zdTLSq%)JDf2>QSQ2C^;U&T>iF&297402UifWN@;H7$fK##%g2ykQ`llD|FJx0nJpp zOT$5`uyor9p<0D;aJD0t`P?K>Pnp?Simt3DzYb|Xeo;LBamK&lDmQ$0eR@1=;K;nb z(s_T8AteJp<2N}mA?e}Ke02{dO)%q>2jt)B;KBbnh$uK!mljaXqSFer!JC-yEX%DO zer6Gjsi_K#Vj3!0t=LEt2ee%;GBI%F4m^TQ$@MTe&;C6}{IO3Iq^*%TA8t@`d`?gvt~aTcTisRomcU@z)6<`1?cHtUk}>b!PQ079_5zchO!p6ZfT9 z%fL$nqO~?ZuWRB63{l4OA!v5X&Br8<6J`{`Zul1$AWah~;mBKy)y$By8G2R+naTb4 zGmDj7ouuAx1Oon0EKRPFkTugXev`j0#*~gjd+ky@7eP-G!63edk4r+n@__qe^z`os%{u~eO}1Z_oo_7OgQ%C=W}3<8 zX1in!BP$*K_U2{{)D8%HLW0IW!XX5Cd=hr&0LCE{Uo^DOhQWus=UfNc-hkzTWWA{f*Gjy@D7O_h5Z{(&&V^5+u5HS-QFXOvd0-;o6IjTNlJm_C*s+@M zk05j?*Q?RoK_DpCtw@?kk|UfsZgxi5nyS9K98fOJ!NNX$%uJl^kEfVlgk#qidw99= zXyQkt^J|FOc+cwB{)>;(_zKM|4`jY2A~ngM;dGi<(lzMvg+;wD`aor=-;56V!}SIc zjzu0a>V{N&sn>Bo5hN%iNKRLm7#c&a_uJQ6F*cuHCXqo|W{C!urYNrzD_T~KHUd%9 z=So%Nl^Rc7`14~moQ;KBKDrKbn&1OZP&H84FDm}#k~R7)LNgf&@)H@?1phjJ)3D7$ zZ8RR>$M0!sW!(;znpF5`S6khyu{~6HKiqj7zsBvH4*z(dmpU%bR$j%ui`-ux4{kKUT%;n|>)1nNM#1-y?riC`p+?yz91U zzn`BFUP@3Zn~>B58%dF03W46O7038E+59z9jrF(0%lyiLzw94>7nIxCXltj0U4bD` zTE;M9Y^tZu;+qU#cn7HOMFSs>a4RAd#0WvP6Q6DN+Pac5ElaBUN!7l;pp;=sj>}BP zAh$QaxR^q>K}M=gj=}U}r7mBYXDFs*pY?~)4acp)wzmidq{cjMob~f&#$GlkH1z#! zb%#vvfKYU6x@?MfZZhQnq#VpNdURGG%Z+XcVzK=}0TVY7J6 zxp?TAUbT>GU%>}yn56rrxA~X+vwuetAwQ}{U zo5xd+@JNr(v@6R}%7D!*%!rr^ScoWP32BKy)yNjegzRl$87(M6;NcM9l5w`5C15{E z`V2fko?G2UR_%`GA;eH|W;3Et?IgVN)G5llV;n&!Ku#?vC>Xk=>86VW0jphR#GY?D z7%7w2P1Fjbob$|+-f}L;1cU`qsl|^|`^!p&(-_ycFSL2Sr_SDbhii!VGv}m2PGrK3 zX6!V>u>)tRsNR(&gJ>gmLcprs>%7kglWlR5pyuD45cGrV{SAWdN=HpJ?=+}wBN>qva!{A|}ME7=E$nNzi#ogiUpA629 z{&`8xKO@0|Yf^@}&)TM`s(2`$BK?ZAphAJ0sa32_7_5HN9;QddCOP(2f&nNcGhhZn-9k&O<$GrA$ z;(t+hbAhQlo(O`&iTf1aB!AsL!cr8&KD7Pu!#lBg;K0P{TmlN+j3*t9j(%?0pkhRS zEsq#|4GPAQ=Eo7wC1vKuPl?!cRg2q;sN<(vTy5Vuj@ajK5pR4jY<9|92lL7O-RTcV zPfKX%AfADr${zp_p3GQ9#?z?Oy;O4`x(?2kU5cy6xcb$Npp+q?ECTJI%ZVQ=x|cPL z{44*!aC{Cb!I6X3OK~!VZQmS4Fg8Y25sYq(NM2N}bVZ!AIvHQWT^Tl`%D$Ct6S(Ie z_5FhomBaHYjQuz5+?q%N+FMTJo4q*`5NY>aA=dBDH!geY%sjK`og7u=`^8_eewNx= zLbP&wr9qv!*>;QyZ9Ch+^JDyNq>bOq1DmB5R2vZp_C=}C475IC@_NjCzV)e?L}EF3 z<~+s*jaUhGQ8+4!?+P^T>Z!B5G){`4m5o96p8?il)H2K{55Kwte`L-V+KZ0pXr!(f zl06u*#k3iaE+u=9c~^Iaa(3LppRS}c%FI59U!wi?UfYsq({E4>`>fJ&C*zZIH6XLM z>ifj8{gJ`Q&r?X?VE!Z4%GDFVKn8t+Tz`Et{OMgY&JCyKnJ&84T8Z?fv584cF$T-` zERvNb_C?pdkjzXwKHCLC%vT(8it13^)MQv^p9Dec-8B0%g-$5^X(OD4b!l5!mv_C321h$_bB#{ ze|<;rX>!Bc+uJ|-nSL0To*t6(!cjW5y;?>x6q0WzEISKg>~ zbF*~%>t{1_z#Wz5_RUZ;etm`GQ;R?>&FP>15txQvG%R;G3~gd)*4E5YZCI2K35%4a z#?yM{zUTBagii)Ki;wcsT7nZ!w?ES`#VY-Tl>j7`4L#=hI4(&eOmWN@qdeE%fgkYu zS?+!BRo>_<#T1?~c`RH@%p4up4}ip)Y3FE9FE#z>+bjkbj{uI;XPzwtUsYXrql2GM zMxYi*EWjczgqQJqzHK!J@lDUE)#9?O8J4Chg@gjDhtPeV5E6@nVQ0Xu4rkaZ*m}*> z44~W5v8k2ald&uQUp@bcMf1r2rk-5^mhY1j(G_ zYRq^{AHhiM3#Zu zT3_Cuu-NFqTg|_wYr?>Cf)$?XSfZST}v`@_WwKzxGe0tr2%ry0PsJvLY>+41?mF z0xX@dQ`+rdh!fdb>3RBs3JR?E_!y!qqlPdwHJ=Kpa-Rl%vReImkB7uk_vJmf4pH@I z2?zv)DTK{#*QBHZ4q+yoB3LW5mFHCzIfgqV$ zShetMDjkS^b$X)ErDfC2a*|9#ySUo<=Zq z-W?EJE?1ygv3avf7gdhfTUv#WF27Z*&eTqmON8sW`N zFps(BRQ6V2z18wisWa(If}=MrsN)p6R_uvr;f&MGx55wSzL=S!Jd`t+O?}ZfvA4foj}K$bL{#{|2@)Y z`{xM$lc9xHdewlY5pBWUr(vkQS*NEm2i90(0={ zy>5C=B= zJ6K>ghIql^WoJ@aOoj{XEMWB`qEA!EQ+EO~GNhU4 z9h|Qg7tyXYxxLbn`XN;C!!b3e%3w+(^tX{)Y_3Og51cvB4QOg>UQ0YB;3|G735t#$ zvWTw`f4GvqQ>v!gUuxn!71|lQ0sK3N-tbS$p{}*1`mG|)weScZ z7aZdknK)Dxl=EB9nZ6KCwH|h`MmVZFJkfgQ2x`tuH2V6_RRb6Ze$r7(s4;uJ%eCy& zWJ>fxRG)Z-T06zaa+9Us8fToV@>X*+@j&*{?frYaeK&Ld+>5;hT9!UMutto(fi6d^ zYT<(Fi)UnHlt1EW%_Q{2en|l5p_nKS*m`QweN^XRik5}n3??$do>NE8F8`(>E**dx zqVCLe4#!4up0DDc^jg8h$7UFm&H}-rN~G;}e+((Nh9PVD@+(g)$M*9S?Dv{hXRuY~ zc1$9U*GxWA;br(SC4Z+Z3}rDg!I}e$kJ4oUGGY6Zo7>yS{Nm}+uQc96gY`2K55*~x z(-)x+qNS7GdXEF^wkOOBQf8`8Z@?mr|DKKjBYMMnNjItz z)5YO$P+`3txrjGWV9V8zp;dfWzIW3_Bc#M~lITWr4uPO(qa!Z$y?t9h5Lv@ z&AaA`&56gUGcAoPiKhiGX(EADQJhA@uO=hTs_~UZ-(%~3Bg2ok-4;d)Gdw*_|!&T^;nFvKa%+hRT7iLq{UX-i`LJ+R zHw>FRj!l1K;Yye@-beS*(>EuiB`z3ci>{lcbE0t9*$yYrCp$2Y3&1T%Kdjc6AP6|F zu<0Mkb%XNlufZ>@PU0s#q{2-aTe^HuHwPgjhc~A$Xe`X-7=;S*vcQVFH%cA4b0wAq{6 zc1sB`8>Xq>OvzIV^%$yk%uQX4w+}zkEh4x40G(l2GV!97?On|;^JEN|J@fWm>^f_- z?<$z`An>dV^oW0iwKMB0%Hxph1bF+ZXy?Yi7BT9-DAT7@g1{V`AxrW2>>5P~1UgbG z@(gub5)gxAaaA1ZhkM)Bkm(KZ?8VS1>Qw78X(fL^@XzYMJ)#dkJRI|CtL^X>R}KE) zg75p%`=Vn0Qrzj+6R@gByYi8FN5d!^kKQg}o(Ass?k?-Ap7GgSHqMXF;WTmT5`|Sx zT__Wk>W6dpIY?vk#puQrLKo!awzjuL-~RyYLPQuAq=BhAqVbp|-^HPCs*=F`0=T*8 z-9MP0R&5C>{3;0}L=oFjltbB}Q}}GAvYpA9?rt&OP*h;3-V~LqVM6!eLuVb%oU}^B zEYr!zL_Ul~E<`4bmNYA4t)^PTAc6FEkwn4kY#gjoF~_w43un#`(ur) zOQv7yZcvm8QhCTESfvP2lwP?kSu_jjj?81{XJm}D z@2wkPi_Xf*s!5eGffxi6sCi-HS1z`<&Uc!an5f8nR?wJrP0E0l_{jBjfPC5G{(KJN zn_1_h8E;I}Ipq&8B@j|Bx%O5))syQ*eOI`!@P_kF+=1l3it&t|@$hpsK3`ql+H+ir z)G%eg%t2to9`+&dECgz=D5o?*bgvXUvARXtl9Da`BTKC9(+CPI#o2N~K-p`Na?1@E z&@KTL=fn~w&3}(hdL9Ug}Y3*})SKb$m(66E$d5Kk&T;ml=dpJtPDAdy!pDMOqza`hV-s^)(xVZt zX*F2YPp$#D;)!JatNoAVRnkH|)y`V-5eQNkVqBebX(;AE>aeshK{JGIgY87yeoZ$JwBsXD{*ZXl|~f2untZi>olf z?B~GhV<_~z)2u^5HvU@xDE;n`4YNcp@cL6r`>)*FxKo9cJ-d^SQJZmv1Y}}rg5@`s zJqd_#2HchNjF1{$94Y7LDI`IX2^5kw35cD#TP4V`OxsyDjE{GLeI4ji`oyR;s=WF$ zXtqEt_#l?v>{4-FCOvXpK<7Tvolh=BG7TRYfv%BFPeHyjr*bcbzKSN_S4M_|jI0Rt zeL*I;q}TO*1pjYw2-i4k%-Y8KM&v)+b^Q%hdUqB+1^#BuS|xmN))_Ibr2-C>1gm8(X8=~h^k5g34mcN3svc_IdN;y z(ydgq&5Z<-dw|4J8cYOfEWIayG;Z;67kC}*=G22`Xw#HNttZqB+<2GLcsRtLB1(hM zaWICiA4~iYZq6KSo-mT(@i_^AB-2(zHnPMhAh+mguPe@CPHMa*!Pd<*2k&F2d3%l)M z^S9Vc$!Sfg&NUe5ylx|l{_>(AE-pRV>$|p7UBk!dBJNS8>`^oMZ$nTiXNLSWb!^;Z zM6&nNF4hM@m|{Dg`s#_Z1pEah>@qA>N(N!T%eQTsfm=%^akh-7hvqYSJmje~tF8L$ zxgnX^DfR%H0G{tE@ujVpkfYGg!2&YgPOI1wQaw#T51tbv7pmUE*EJ?z zG){w3y!7U(50CfmI1Bk482Ae|3w1?c|H--GyPBWIGu;=}+fmC*g&M+1gxxBTL-Fd7 z%hX?nR{ zJoX#rWIpHY&Q(Va{s1gOMEKk9ns9} zFtp{BEGGlaT`qM_M}m-Fu#%1y(%YnpMe~*BntH8DjPE;E`t1#A>`*NrVIeJ^Ii}}IDvn08*-A8=!|4a*|E+y z!SYc0)_Xavq3!;lEwFTiO-eU{iw7PtVkSy)&y#gt+3Y`m{`8-V-=8Ixihl7twLBL5 z8CjmL;nzDoJ2f%$5*9J2bXu zuWg*~T>$CFFE9V2d&h7tF2yjc7QtXn?zJe!&%gu7Wuf;Jag>cT)vS57JO(KrcC`-Z zV;4CPUP1Q4Aq*Ma#L9|EEPgoG3J2nitfQkttqzT)WKX9mDJ*<0F8)R)M=ox>0p2V#wXh??uf$nvq?p% z^?1P+zsHW|?2|@0L3PK0$)N%IW0`;`mLZKk76t~WNDd5^RxU-^DFeMa7Jk%OEdZbq zk|QbPFXJ{;Wui%hE57T#8kCqt@6~9_G#lH7-Ojeej}Mk#b*;+8&Pb)G2)7$z#VXY3 zavJeSLMDvk&(Bu)>@$)HA#_~G5sMz)-hX1nAFy#a7sxQ}qbJZ%+iT*U?}Ge7&aI?R z^^-)R`U&@aa(;HC5dB*^Hl0Qo z`Ii6qxE;v2j|dw2b<=#do+_5Y#vvggp%E`?bk-;j~uGSZs|C+9R zD^dn?gL@cJ2@=nix`Q(+8ptE83;-bEfnoD>i#;{n+3;V-~ zWjXBqg)b$`*J^1wh|>+Wb54gVqQ`gT5|_n^(4-(0H8C4a--kQT;}^INb$8rQ*IXZF zUJcq{R5lX6XVLvH_0fAvg-IFfLNF;<8r!YNVsU${Z!6f;Bs?`D3E6R%0;l<00hC4$ zLgph9e0;jbCl>jYLhMXpk9Y3@lu8o#3UoK@WQ5hL$M&Z!uH{l+Ry2`QeFLQhLmt#MvSU`p9kJdbTnpl?7b1W`9afO zfj)8<`>UOug@uUrWR{ke+6zQcXUoW8gS|E8XI8sfZ_Ork`53Z{%|VM@9lnmBKzvo6 z*3i(XGj88Uz_U$Jwmd-(t z>BHy!+=!zVQ%yLdlF1Xhus}7z`g6H>I$TLaNclPneZ7X1IDO~TMRCO)VsDZbOyM@u z&_!dVR9*lPD7EcY2VDTkK;JzZtm>a9c?qZ;7>0B>dUaN__K(P;Bn4h28Z++Vt zWje~fAQnj|WeTc^K(AAiI=yZ$?1Mr=A{PB!Sgt{b2ZAy*L{J{%;ZGWnV5}{B_8TTP zINg>J$m(M#C88-}QXPTIvMKiZu&$`^Cik_D!k7nGFO{JXUogpsMw5n1L+jQiG#%c8 zn!?ffIs4QDsAR=c-GF5QS`m@g0J{C z97w+`1kDPi>f^%-@R3+{l(z8@vkp@3mBu~jhOFB5_Uz&{ZkHT8lZBDWQRLRDKHT3p zUtsoXQba5Iyd^Fswz+uyV_3n4S4Lc>E?A9nD-L7hJ;$4lww_(4)Fe!l2_lM?yv_J0 z-mq0tK6&lXxE9r+ssh{6H12Q#mMbOKXWs%27`?wwz5MKw&|0^J4(X9Q+t}F9@_s<4 z<%D%dBvmjrXUW_vB+{F965`@P`KjeNs9Kpv(|hI$NDXK2Vlj&0e4i--R_(BqR*LZ_?WK0g7IDfxN1^e!uYBIZq8y9Uho-m3 zJL7I#)2SCuD~ceY&6OR-~+#h9)1E&8&qpkj1Lc&`nm6gU)&!Z$bPFe*)J(QoI&2t-o5B^ zZT+xg}vz#q59nva_Xeza^fLdif^TQQ{+Ka=}5#Bu6a#ymXq!_UWS_tvqq zi|mWI)HeYNRZVEM3Lf5+bM@5R3v9-A&?GdkvM9O-SSn{L3dFIaYfvV6sPH$H(jlJ5 z6a`&PE(JAgj0a=ez4XB9Sm7XEu4H~q!Di#bIWl9jG_AZY45i;d{!K`k%JBjmK)}BP zcqPCfC-{m!_b=Y9W@EqCVPv7cb`J8U>AR>u* ztX+deA_Bm(1e>s!0ZtVe9i8oEcQYVr^jA+edoSM|s-X^`TLnWY-QtL#AzoWQyUA9v zF|VBG_~ZZdTT%M7#Ho3E?5B*C+5Yyxj*rRSCk4KrScgAD-0|L2ylKbpeM5|;D@_!IO*5)d~a5rQrxzx!r(>>@#}Rw(6+`5z}OoppGw21u$CdO#Kud^Xqgh?!es7z zZ#ayo{zevOyDpjd&z04~ngH`94N%S^hbxs&yywh*B+B8)44hA6YHm(8EUhaKlA%X2 zATAcFw_CskK^dXewoau!y%(cVn@8=)kH`HWah~@P_#8E1UL3Q;i(^RQd!645LP?*= z)`1Sua}L)|fm`Xly9!^g{$@DJnA?IT9W-_HwsMAqn~sp*>kY_J2XpFlm2(75@cBnv zg3nF|bc}EzM*s81KAS4~ig$nrl@}0;Ruk9}T3!_w^0~CM2 zkhp9#a%HIrvov~D!}sE^Mkpz;2?0Tp(3Kz!tFVqt(hezLxERQYp_FN9X~r8P$<1#2 z>07RH_keC#<)ADflm4IZVRbCxq?~uPYkp{|%e#BEI5a zhXS&d+s$~FRLia!$67y)u^2s8JQ-VaO~FQiy&4pFt8tl5wuzui|8)O!oGf z09Sfi!>HdQSzMrv;GY?|XaX_9Y7Oh(poz1UAbZ>1uYJpKziPzkg)~0G=rYhQT`gW~II=Y4b&6iLJlgo{Ub1PnjR;q>&a4^9(L9JzMc}k&NRuE(EA)&ZnRr~%_h(mZ zxU#U5gTB;IiTuz$70uT?uZ%8IchPu%MgnM18_B=Fl=9*Cuv25TXDhkqpTAb&N;iXtY z!OsCDUruD^iLYUefI(O6M87lFV+X$PD^Xo#pZ!ZW&7U#~qs{A*_Kx;p1A9?U>X)9^ zVAvrX%Pv^ckZGj^*{j;WHtHi1`j(VRQD-@xcUfg-zt(qR?%G6jb@fev)&KEkRV6XM zrBrfLkFEYq-;gR**(XnaFOC9ISo88?DLJ|c9VJtSgHQ$M{0w{_o!sSRO5Rf3!A@pV- zNDEqS6lDZ_Zsee`bEon#rs+-`?MTpZCp?>tMd&Az=q~pQW29 zJR_AE=Ho8*4QPv1>=dAF+~vQ^P$fs!Xee(YAhZi;NK zO=+ejVXpu4LXWo6e@WAirZt=*+b@_P?#lEd5m(4Ra6!kX?< zhTm5|j=<6390W19IkHxM=HBNhd1vjX*z=f^sy-;&JahRwocp|xPZWq((70o2?Cv;4 zjR2E&$@d^L9p2R2cLru;#7LX^*0TBj#Qg`m35C&rtSg$C38&wDttoQvOfw?Uu8RXnJ*=M-ph^q_m|^pAzXydwaywygJEx7KNsaic2B`$l$1JhJLTqP$*bf zm_wT%vY$B;ztKHAD`Y1>@#Pp_A}u*tfBKyXZvJ49*Y?VWf55oIt`?3hcoK)N%5qBG z`{nChRA3gv#PN81X=!OkS5#__UNtw>Rl<3Bd07YPR3K*rI@#4k_7yBv;r#ZM zn4RIJmcwL6@3bp1h-X++n9Nl++}O*Ox@K)ZAYtT6lyKppI=H*9i&jg#iv>tWZ#3|4 z1~dr6tp@;~^WE_}`udij0S=Fd0K_mx($@@gxA2;z>y0Wt(j4{Hhwuxe!XO+jwkh{s z|IiWjJ7YcFa>N*RMP_EEMX%@LlP&wXLC}VqpY7DC{)6hOs;UZcl@P!g#ZFI35^Ptg z7L(F_-k?XefpI?&gUiHUpOIBeO9)@J|EbV zph=V;6D8+GA(5lMQe#lk zqEUa-{Y4-NgksGDa3*a=2`x+kW_`?e@BSgOAVE}#Ey>yV8l=4+kg^_E`g{BIbd5IhB~nl{$SJw$O{IwTkDqVo6!_L@V$Jw%2W(iv`pJB0b=o1f)J82= z&ng!s8#I`r_9P900dWny23{@`zWpf^5gf9!xvYAmJ!JK1LXYD_5nxxzZ+k0MoNKY- ztVht6%v#r&>F>SozMR)aU^_}BJHqzIS5ccc&XL$&T0z^_TaM2@A5ZbP&n3wn@Yk*om7@jJnpUs z*b-QowMRFBl258GWT7_|wpyV{AP_7!pCI-&bNa+jPEuSWgcMf}Y4)D@TrHG;jtsn16@0k9<#gcVZceG+bqf6PWu znfkZ4eIH*izj;})*dP=u4}=9D zN4!yDK)1g7P)17XW7p87FXsOeG;@EccG;8lf8dUK4lQgcbC&f-|HGol%P15|6WelW z^P*Q)D@bF-r`U^+$(1&_T;o~wTN=!c2J_=29w>p&VV*+t`gZWD$*^eas5cljaQNquvK8 zofzidK<-*B!UiL2*I**8b#Zag6WGBcG9Lv8zDbsiZj0FMpSy=P*aCWQ8h%QP@UGeJ zkcOK)Xypx3Xtk~ld=QnawlP|Fy`4N|X=ufj<|)GQ!2jui>9@ zPW&O!6LVP8cx|NOkinT78MQ)@A36?TgtPsnczJn&6b3Uf`SFH#xe8D*&ZK~eeH^$0 zwDCa9{k`uFw*}Jtj~fuCAHNrxRCt@4+1}n>S%kJ;D?yXG zV)!K&<)k46R?5-SDPUU`0mvpxoF5^sN?=p&2FQGXJb5gLSYcT`OaBHq2%YM#G*)Wa z+uO73LjIjsSf~xYpHUD+>qQhfbIFH`6NrPO3!q{KEZ=dM=AKaKh=Z3CpxU7utix(t ofHQ$kbOina-4k>ov^escOBCMyfi{FP-~vBuD|^dY3(u(k0waByz5oCK literal 0 HcmV?d00001 diff --git a/data/multimodal_test_samples/images/1*CTF2gfNwx4v7V-0qM4s6uw.png b/data/multimodal_test_samples/images/1*CTF2gfNwx4v7V-0qM4s6uw.png new file mode 100644 index 0000000000000000000000000000000000000000..37b3267aa320e11a58bd4899ccebaf0ad412f598 GIT binary patch literal 30064 zcmbSyRajk1&}9Mvf`{N9+}(m5g1fuByE_DTcXxMpKR|GIcjs_$XL9fTXTEuur+L|5 z@7~?jwOguIudWW0lMzLP!-4zs=@X*3n2^G!PY`T>(>Y(E|2{t>QgVL!!hslX^@VWk4jRcd;R(Sw65IGQG8@CBAx# z%nF4Dyz%0B{=MJsQ0+MBTf|3vb8Y}(}Bw`t(qKWH6SijiV6Tp%^`sY+TWq%g4iXt*vZysW$6X=8FR z{8iD5NLczCXwpGKC0VYnV^6^JKr-en51W*XOy8&drr$Wf0s1D9G~T3g$S0nGy}9T( zK7JbAdf2zxyi0LxfJTzieQ5HC;X|{mlO?Q>%CWXF(^3PUl~-P1L;}78DJy4PoHSli zdA<<_Ca|#2mqpE*P+Otexgl}O#MKy;Xn`_dCgyv`tFk zl~^&-oT{SYqoAVkR+5;73|uo_Ro$DVdi9nYVV!mK*O#uOeq5M#EDT;F{im#cYQ`u| zVYXKPgt5ip1_+FF3P?xWC5FS>DW#Xr@4P>=kunY@#|=*Qq@9A>;01azZsgFDB##&c zQ-o&cu@hMzVYDc2Ie^4ytQ!;?+A;_6oKkZqsV=6lYg@<_4XSkeVLZnswPwcX6`0Yp z)C)(aY7$ReEDgn{(?#_8UaqY#2e-x-jp?$ET`JTK31aD%d2A4v;XP&Xa71SLQfNy( zlNl2XH_w_i4bH;U@0zA>&lnNv zjo2$`qVX5ZV(MA@BrNIrqCQCCJ~ivd=7M`fFY0$z?I`YtQyPw=v86K73-@hR?iHwY z5oyjg7yKLo->)rTG(f}_11Q^=$^AU_3eIoI0+zozky_U)4pL1|r=_!mH}~|DfqO_6 zmmCRfiaasm$HfyrEX6qyMW4qsJY8Gw+%OI%{mf(LIsUFPhS*YhvMv8U+md1{Dn|v= z+S29z`>w2`%LqQiXng6%4>DXsE99zX2U>234aM6i#}T%p_&nrsu>yrdnjFUuYx>}t zFFtGSoX9un8d?+yBds)$1*4J!!9}UQoQ#HhAYd^salx$&NhR3I|>ET9WOy5(0qv4Z+fMsA)7lonr*%5i*OGdV5A zk+c;^TA3;atA2tck^7~+6R(cs1-@#dUow1FdUFlDQfMlP^6RL+q<7BiBe=xuMwM}G z*u+QF2sek+Pd6V6d7%skTs5oUY^A)ZSN39|<0nZ+U4lTnrXFgEV&aQzVyQYmTjd0n zKdtt;rQjY7;f1`Ptn%-E){jOo6Wkfck!mPf_)#`uSq;M4174G8aw z6WA?kLcO*11oVWg0iWP@A!jspt?mbPWpws|0F|J(JpQ!`Ho$bpFy`yq6zHp#r;jkm zGbi|?o1^~h{8b->n70)%&K|4C1_wG zPAOT8R85!THTU5OS@;fgs!cu`hxf{(pdQ0h^XhX*Vtf0%S#_-Kc2?Ep`r6pGbhI(w z!Kl9Gc~k?FWUl7bbr-}z>0EnN7QMMC`)~)iA>=#O&g^J)1tTZl0k&{>E|Op%4tkzo zx~4os%BBqQyM_T57kBt)$Gqpf>o1#=FdnAiH<)~LYedo9i_n0r*MUuK2}7>Mj*6>8 zovQob&A}-b1T);0cO%&vhI4}8Rgq!Eh@>eFv`d9(D!w&e_G={NEA1umkM~zIbrZ0iy^i1^w>J*=R4l59QQm zL%94Op1L-}-HCNMZr^{cFKrHVWptAPw$?k&k@KE^F0K(FJw@NSxFJ6f*m!q8gybW$ z1TNI|?`%rL18q(3tDOxq3Cei1#k>-4K=K>g6gYn;5MX7QSH7CfgNV9^uV5IoCCucevOL<}ZG zqx4fk84 z+qa}hek#-TRjJrwlHhIqv1Gr5#9S7+px3ISB_#Zs zlppjsXbjP~vU2;2lg$Ox>w%3+JN9)k?Pm5La{xbNE`)g7$SSA%z-{5mx^sG4kZwkN zq)EOjim%uJJ%`P8<%ndcM3$g0Bk1^)D`VTAJEwHyRun2c-S$PjVzRnYS6U>gvLCb} zDp(m&x;7j7aRxZQB;Xn*XCdQ^$16*vga`oddbgl|sG(Zw@QF>fs~hohj-ObdpZ0A% zWz?dn&d!$!B*=^PWl{;bz9U;Mg|)`?g z(((sN+hfNsvcCvFC#V$6U7_}@2PM5r=44pF_?n}&=*69K&MLi+k$y9>thdDM)*B{C z&WUuMMIDccrdWyW%+K4{y@8TR=W}n?Xz+Y7ct^pV^-)b!-4(_w=r27Lhcbo(B@WhW zX@KV&^0!6Z(vW$hC-fQ=a%c_OM!+&j3-w%;EUEHO_hnI-cFp>Fa=rV;_>Dy2vBAJ$ zx7XHke`jZMqbH>J0bV@&xadR~Wia0$pPYH5lDXI*vo@>vtx4^jJ7l=KfZw?uHDp3q zi?JFyDeU|S$0FM*|FmuUXgm*trp6nYz6V7xCX2WF_m7!Z$1iC=2`_8~;98FJ`cCvz z15(yOgL|uOl65MjHgJ{fj-5Degi`BK=2(fRCp*0rNS)Cp=e%v>F%m;Yv%PCN>Di^d zHX3EXg-2x8X(t|QF|7$ZJn)xF9Qzy9dh)4KwZTr=t0%{RT2kxbgJt2j7tVd^MI62? zkn1;RYett-sm$B!Y*BS&(V-ZEB1S=|tR|itb!@fOjMB7i0}||UtUkk(&ZI6a7%-c`KlR$`1deUV)>iuul=mCHwm^09cF-FNB2=cWrFB+Bu!V&7@BncRlJrR*UI&v#Q|8y9x-m}PSdjfwnB zZD7+HB!A^mLLEs8+f(pJ>8tclBrNqOXH+nUs~m}n+s4nJ5fls51rB(sc5BQE-6q9s z-YDrX`Ny@uC^CTu`fCyvq|wClrZkm6h&LRg8EaD#F)vY-AIpa(31>z zx^Jr;tYw%FJ@yh6Q^k>&tVlH*;>y-kZvV<}?+Lu(H<2$S5hH=YnIL0S=h;DmItcSh zzYgEFG=V|qMM3LL1c~%>){nud*A?o>r$M96+RWf&>hZEB;Glr1C$jm0tq7?_JR4!pJ@n?n>)QV2(Qoemve_!;dX${#Y9L(}MaG_7nw>-khG|L9{_`0xz zW^xtNsr>h|1bOFHJ8gNOywd7j6mepcd#5F(Pch(U!m3J5k7$1pyLuSVyNZUOFI|cGkU>XNaC(XB&a>#Y+I5fZ&~pxF>aN$%_u8yrRc$A)386^{l9@Qt_mj`}l;(@m zS1x+T7wa9`Pg*x?BF`#**&_Jw3UD&s^p6eHoG-L4qv zGQ6V-ufDboXy7FDG{lo7a3x`-w&FUfJ&gII1X*p_PBp#3dMDqN#s}NyhiAJm&4({& z(ol6vLxrT*Mu_~J2{czY#*|OBVWAWlcrRz9qaw#3sMrwGFGh(Pl`Wx+07T87ktpKW zZ)pq{Y_a5>R2CVXC{W+yre=Ki2_{^cEbn!k`R2v6jl$iudvmC<`O}ucC)%)kaMUpW zt&A(N=&ZWhO{#$;YA=Gg;Fbx_lw!}8n!?tc)3dt0%T_qmzlAdvRAOmQ`E{e2< zbGQ1{Wa~&k7M09(U;gF9i~Z6)GO{*KzO%$+l0l1sePx?v4F2H1>;Uz=3lj}Lef~@I*OlVXiEZA+t24;O)za=jWO4_ z`4e0@@=|Ve=1URKQ~<%JoP5}63e*3vQD$-ZhnZpIPvnr)84<H24bRgGm~iT&Cw8a01ST>h!2gur1;-NRn7$c#(%67X%5T( z%~~DOnyD2VYS^PtfDFW%Vc$*=MQys#23MvGD(*Rau^~VhFI8p^K+Cr zSEdEoh+mlNKs<2%)!>kb#nI$gY*yNEXq{)&+Q8NLzeaObPD`?b4_?Yn)S zN}~yT!67DE7kZDxv{7BlKTq50zlAJJjnycow{dG5| zUt@H#uBVfta<`T6bxdN)<=Tlw?M(nOx$`fXLzdTJj8x%@+{wb5mF46z@=zo34^L@; z!4{Hk#)UR`kybp{lipbow$O&GCrhbk_%_zrYD`uvh;dB-w{`Nl8nfyhG#y?D4nd47|s| zY=Kc|Z^5wiH|trmUDuudKJ~wy9hX`AX7KugYiGW6wR>iJ{cL;aU?fOTkg=|4T{j7w>XAvpDYLrBfpjj(|XJoUE=k~!@{icQxz#b zl$SxQX(=@G%KWQhl~Y&f`vvo+g}v~xyhpxSvFuc-)h?P5{DlmE?qjnv{-n~KMo&3e zM(_m!`u#BxJB>0)VnvkFx{=#O@*m>cfeASOIIz`YLEGQ%NPovS zV)#5=OH*oD0^KU)7SZ8VFr+VT){wJB$4~zG+lPl%5&HQ{N;3s}`(dK09z;AT9N4^N&GZ?=3s>9+76g~^#{h2IHV!qNV zD31zxy(?CM8Sf~LbYN=5tQbG_@TsQ%w#q8s@oZ%wO;9E=>v_XxR;2{7Ho5FOt3J0) zMXH-M&%0{SSH#N#@3!E5z(6#0E#bn}TllfOu-sy;E#tadur>a0y4svqEZdQe-M?lG zASjIeZc1H1YoIYKmD6nl5(AZG>zui~sG232Ir5(}j@LLh1mR?vr7 z>LXTkMtvGzU9d++N*ipCA*Q3d)x8`{uI{|`@iPTXN1u}E<|A=@J@lNsHq$KUzs6ka z{IW#cJeB-jZ_AnxEpT2=V_ zuSS6GsxkFvH^}I>s#cvUQ`uCt>2X~F=(|e#>in|7h=^d-e<2 z$2YZCK8^AZ$M*A`cco7s{}~EHl_zegdQ0Z0Dr5<%>7gEvf~2xtlHAdygoVF8b=>z9 zWvLlwdfFhedDb>FYy0WOruYR}WZDXcs$>aT=^3MO4#Xz^r;JiJBkpPv9WBkVG7q-! zHdjQ)O*~+R`AYBOAuYnygnwwXiDUt6v_EURTfY; z7^`I!tbN?61<|TYV{l(CWB_W59J{2+mv?zCI0}sNH%_r%iQnGhZKw-XmG%7$URJ;+ zq#lkR6I-|9esf&ZFM6b6ImBmQZ3}(M-@kFf+v@N46z&KovtJOPts2;hyB~6o>=_n2 z$(!O0(G_T4xvl_fHIv3c9DOC3q2gGWN@x0T;hiXOKe8mvtXI?^UKKgTY@P~JoB!E@ z6M%m%&>Y$Vo#UX;PCYFjwN)E*+0DYM1faH=G}clv8gd~%e-ZWHLVm)PEuWb4t*aKH z&Pflk7pC1yg0W?%xo>{pGn1qzIY}GpZ7VsiY~^!96w`TW)Yz)`p4HOut!p;jW!@ycDQ#|Dz!1U)P zED)?^gj?;a6;DbP7WJW*=LC=*d+Pkk#fM7<7=O($h?X%s6F#N85a+O9N6`+s)FJBY z2TdSPST_Ke+oNgz0vuC5K`TaY_`%PkZE>3rS>iqEC5qoF>*tXlmpIk75%`Qw26`aR z*R?dc(3z@*I2Sl{6p~?6XxwEU`f#GNk*`iMVeuJp8}}TT#Lf`dd8kU@S7#ZRi? z4w0tj&yj(XY3^iyq|=T2=7sSb=uRt+JYhJv`F>CMXN_@>-;Q~|av{g0^J_F`K8OK( z{vqOe3p4erlFuiA>F2tg9?fFY`{L1ej;)X{oAIP7ov5#udlrWqj@Wy23;KJjrsGr` zNKEXJGYJk8e}_^ODbp7-g8)}Nj5op(A3jmG>+qY`*|;%1Qi7}p;(7#r!zn7XEJ1Xo=x2_k&QCdu;2CcBcuWj5`vfO&b1?=b7SgcC34PBG#{ zb68eKrUw3D{h)L-eJxX4A#Z2up`Fz+dy0t*09J}XdAOMiw6%Y7YWLgJ z{P8VSxZBL8#?Z6oTA5d4JXd3(6x^19&yQ0y8tn{dkjcx_w`0{Ghj4UtC98IXs{$wF z+}5WU)Wzit>0a5GN?fzH3wa;Q5-Xb4W;I+BykW9^KR;7%nFHNNS=#|)Am9uUv^gD> zxW>FT()k5DZAQej^oqDoBXUR!ncPtwl^MnDhmyB6^)nMdLx$X77WjKBprHVN>n9x* zEUcdk8(UDSVU*wJ#|nLK-w@Q0Z?rR1ScZK!q9M$BLt1IkOzrS7OX7Pu5r2C6#Uk8> zkhtxrAw6*?A9(EoFp#*>XUZ3_UWS^cG7afk2Y=ox=2BDM931kxEYN`rAHJLVbO>LnKCbsqybYC6iwp0C(W!?X zZ0EXXY>D43DoC_w)OvsO=?$4X8wyFkwZiQnT#nlFW0o@Pec*@B-cCm7zUPvlQAoN) zmy{XQz!?-=4S^Y3?Um~6HObSn{$BSGY5EGs;@szPhriJuu8R$6{%qlpOD)hZz;mXfYuOlq5;B#HB%=qwg zuTA=gBW{pEE#RcD;5LaMGyKP5+{eIG^Ik5eEt5cdp|5KTGk}#oy`<6iE>W44dQX^T zk=yAJiQ62-`(uI1JAcddrQG`?(O$TvOK0jS zEJLrKNMX;PVwR*cW@Cbyc34pA?`bu~PCx+<&S@w&G?()8s&Zyp*a0sqdVHN0L`nMI zO&x&sB<}3_=f0C1_f9ip^&ubSvQ}wt(3dK;{#j?%RDT5*vDfmDa72%Thp?E$S*%8@ zCnOG->#~;ZZ-zGk6^Zs$FS$wW(PG(4K4;Z+{E>=)^E>{C^*5T@5ZZN=`-3=UB^;+V zd*3gxinHR_OVVrI64YHHvut}w(Y;vADfs0k-jWVS-&VQg&E*kMLv`r9( z#32dEx7IMII{~2+CBz(r+IElySkmOhG{Q$0#lquK=6Tm(B?aGPiRZ=NF*>EEb5ox~ zc3%z2*n84%(+-JFXZNh-ZGMAtldRv-nAyUdeC0$>ZWbW9J!{Y<2Q(JD=f&0z2FCS< z3uDU>5kxmc*Bc{-zSW3Q%!6knFaY(jO}3t5sRkx}`&c}-Nz5SF2m^MNpF6;rL&ez! zcBMIt9Pw`R&t-KQ-v`Hsw*G`8n$Uv$PH>A7H{)bIoH(rWxcGLAE`pulbQ)&ZiIQ$D z4ZwJn#ku)kHLo%+3uMTaXOUi;$caETHjbPbGgAsKfPCq_Wi27)u@yaEXR) zGSHsaPWs~pPK=D;_e?^%P&I^6BR9-PHG64DGLdJOZxO{suPg81MBNBAM%)=FbE@Cv z#9nW+7|B$Z@=?eg95%yH%v6!G_n>+Te++TyNSmjSSeeZuzcXP;o3UQTnHcvZ8c(t# zW&E^VVfZF#^WBCqfsZ#yXr^0)Wls{zWC&BH12sf8)AZc4_~j`OxGxailNKg3e}aYI z{uyL+J@cx;7L{W$(%BTdYisoV#hzrrIj9o3Z5=7O{;Ef!>_trU9lr=I<1mkVM;^L3 z^y?kXo&qD>3>&$hly|T6qIW0vGImU&>=kS3h*uuY6goWBByG{vA=doe*|9z|m54RhOO zoTkN0`H zs@*yBA6+-U71Q2I%oIXT98a*s7sBDLcFZl|BQe9c=D!l{^>UC0L3!YJlT5VAKH1T1 zAo3zU~cD)a^b58BuQ}r6-mR`uP~TpqxnHUhM$zYO|ZVmO_t4(Hi%> z8VMWaPR@}sTFYmks%TEdZ^V?Z=cJd0<9KQ|fKsC+j~VdK*#+aaUvBJ&`+u`B?smW8 zt;-6aaLbf2$w*Lud1=;MR0F!v-s%({Elj2#7NxZXp(YhI;N~!6m+N(yPMY8q7k-D^ z_EB-gGKnZaUogy{ua~X&qA3DS^bh|4Iw$xQ^W1(6K$?lwr~nJQmM(@=8HOH0jqq^qJ8;GUUWOhqOVY=m9>Fp`0K*pXAO zI%mzedfoJ^+60u_*>4SBv~JNOI#sJOAgGb_$H2hIHWepYkE!Hww?eFOWAGRbJ!GM> zY=l$LK?7_`);?gf?U8V-UD~5v2VglSkqA$5!^_^Ak#97kB6}7DoWs#y033Cyq`NCw z;%P0o8yqfkuWwEVevUQ^hE}z87x;t`(tYiy_*rgOgM!`@l&ey);~n@$!2lu5dTVR_ zkG?%?ryQjOtPPnB9SSB@(&@LdnB*4MT@lebtbGycvv2yDfcfESb*VIWrYKqUGC(Q$ z9XtHl+yM24Z9$_8e760G5>IPJf8e&2!uay$W|*UVZ_+e}WE8uhcWd}Kjfg6yH$J$J z_aT}7 z8?PLfxMlN#*)VdCYZXy3^pN}x_h?s=jZzp`@+w446$+ifp$Mo$%##f0jM?M@I9F}2ejHOv&;wPd2tO^q^A@2SAf>5YI zvaV$JnB-mXs(sFM{q~wMEyhJ98|9bMfzEU0@xHCH1ez-zIV^Vm3nY!M0bU5m9uVf+ z#ZP}!ldi|=iti=$Tz>-Y%G~Fjxy@{BDMS>dgp1uUHa;T%9>T$?>_#K?xy<$4bIUitTWF3Ml3gdU3jY4?2om!BkA%4>pA^vS~xn3dj z;s{^(+pHUtH~LwWjKo$MkX>ZBU-(R&t=HkSZ-qSj z_{+EnuJT;oa{w2d#xGu(xX0Ec#zd@0B7SG)<>*kN`|!Um{L3uMQo=hw+2qoxov5jT z$Aib<>Rd_$N)F^*TSWSA;>CD}s_11fV0EntZEAjZWna)+dir)rXTn32+d>*U$b+r3 zM5L;;rT5e9FbscA$uU|tSE)b@G&QU9=#PiN+@ZN8^XyvvZd(FPnMeU;_-Kx~btWwW zh=4FnCgBXm5~zR>225j=DB-Af2AfacXI-wvR~b)Wyz6&~9J>t%ILV={cOk+}Q{?X_ zzL3dPTyFG!YBqKx)?^QPV?RH13E}F)g`>h*|CNML82_wnM@TE++mke2cEh+OKMqk; z*YY=ZW#Ul?GD{Py7Adauk)QJv9xlfPPZU^NOvXYcx7geR-%yG3w($Jt^jeQDWJz3F0A;HOs5WQG|4xYSOzJ+XC!l8#fV|l5+22i>=l&bb|qZ7Cf0O5fSQRT;m z)9c=O(Hl-ssgYY|9-C2ht%z>O|MINghW)Fv^sIX21n^@qHrODQ3u}s^ttDV)#byLk zW*9i2XY+xqrA!mF1WmaoEu@IiVR8uo<86f59h3(Vsc@OC;%DerA@5x2z{g&ZgBxR| z^M*NsO9&KRDSgnecydQSdv zz=T@C02=PI{u3H~^^dUNc|QzS;q?e{yVG6(;QR$JL+Icb&18^H3UvAPE%bGH3s#LE zHJ--oRa}326RJwsLK=>0$q!rzb<}~h3ix!_M0HFO*`f)xRsXLz zWu*;)*ghg}Q;yS>y%gc! zCCBYl(rbV000`|uShmmbgUVHoEmXNs@0J?*&qS~Q97y(a!xk^L{qnB4b-**?@HN;c zGUvY=gb{3!T<>jI-~!M@fv3yYq>NEU*2C@_YB9igdZq{&q><zEEx=C9Ps*YdvtU zLFGJ&QE6F4n>~$T6|2z*CZY)nN$!aNIhhSY+UG;H7_iOdb&z+mNRSHS=CLqrN(sji zWK?~Nuv>CpY}g*X`tD4#_+th`;1s~B_f;~C@iPa2J0qyZEmT}hO8uV4N!6*&+7d-G z`h-yj9~Do`;LrTA8S3I^eVpvlA+Q2`w|yBFDi5pAH_BoEMyTWdz!Jvc5*a|v*{aMG zg?3{E`$u+EGnH{_O?h$sU~tt~$UQDRQxtgSag8N~Ef7@8yS8R*{DN$|ZoWvug%}$G5 z%LUnFIn>{SgAxg#Hs+NRWjNy9^5g1FY3yab+4T0BpYAiK6V5BX4QE-sSmG}jh`8p` z?Dh`+>LC_NVY&+HiEDR-FlN!N!RO53cS>W&11~7`=nvfAW6)MPvl3Vi*{hEJnewxv z5}pn=BoDur3wg0)8w4%P049OY9T+iy>H4mCf76!j>{#&??VwchBBZp)$4zq}5$)Vk z3Gx>76dEaQW!@e}gS9ssl`nI`vlae=^ctn~i0X5_TvmxGd;Lo^%PpJ0It-*448rcP z2EDk4+$n_qX zx0}e7{P3TxmJ?_-^BN0d5XXDiv0pvz_W4YO`W*0d%ioXzGL!s3B$zlYk~3`edX>At zypD+mZ=mgi=LhstUHHoL9O=zJjVRqiq3M_!u)5@wb7}W}M zUvFMbU?mkGVZ35M1ujtP#2{CRU?`CY^1!@JK=gTn>pOB)$#pJnj&H0n{r)9(0uF16 z%id2MRus#|(OzRqlpN=M-zl80SfE-tDy~X1ulVXB05}8DkvQTt_81^K z-Fs)XBj@N!j~5Q2MezCJAMOTOnIi+85YieEh~{g)&Y(k5tk&`BhTj?P$S@jaqwxcv zdl{q?6>SJ)XxU~EaHgKnL*^sLcU>cGpeUzR;=n_|WOkE5@SqMvhfu%uL;B^E*2lign+Qor=3-^3oX}mK=BP(^8))k-a)E z3{g+Ja4yWnkG_1*Zv#+}G+yg6s%Ffz&z8y@&Bed0;=k!r8Md!{chEFleG&LFqNP)X5zW=T62Bg7P-?h&q|HKA%KF*ay4_7;r4j+}khZ7VQkc zz{0mE9xly=nK$XT6y$ zJ~@n;R382z^}3To#Ws2Bk2N*4g{*X)15NVacqndi1Ji08#!wpMO2!q$d-vd0u7vSN z=FAIYqxW(C=LHKd!ghNPZ`yZzc;mW0bW;h6Qc>4C^G(dFIS9NZqj(Qz;#0#3D-@dK z{J8*rT`uN3sziKe1@)|GQ{vW#HS`Zp{Yf}sF+`@K7AR9LZ~+^~%T=Ri;(acB1N&{7 zWD+`aUs|#qC`c-m_}E?wp{_sWgCAE$6hG?YIR7$;`G6N)K41oq%Pjp1!Y<__%|=)3IZc`|EGslT84yVI2= zGm_=eeFR*>RThWqh`moRmFmK)?4qa9rV4y9zL2eWDY*O%yQnS^ryJrSMO)UOTKD5t z?gi31rJ7432b`yPM<|=x{(Ig&inY5rb{?6TNoS|v!Z(Z6waD1hjH-VGxN zu}w|(+-Ok4&{sQJyy$iqo%U;+kBk$HR#r)RnOphSkknQnL*XqF>gl3{gf6D6CdVXX zI0^g|Zc(Khra=vZ(Ly4Y!JyQ{QSbec$b5-aWmN_I_?5uaYaX+Lud$$~Ay@mdnpa5G z=7Z5Y&3RT=lvcLrWf!2LE#zm{?Sc}GzAT|b8cpv2PrV~0}InVkcX4+g8=6I5)Gvw(BJcOe&go zDJA3zkt!*p3^x4!bC|K|j~wFt|)#tQKd z4IkfeMK!r54=t8tX__k`4n=F%g6{fQ<*oVtIuTlSTYi$%O-)NZU z#IejfzY^v2AD*v=5!AT}?pwO`e!B zrZQ||AeN z@J(~L^Bi~MOqyaFNWmHN)z@2C!0mn56xh^69n!N=wO};JvDgi!8JsHSkHPHV#@yr3 zZG==RT~ZI$FG>4%W1ZFC6~e#_Cw5dSl^Ex99~9d6;8v@TKNGSk*gKAYQf#L;lX$?l zfprlnv3Jjmj*Ue{Zg3gc(5+l&-pO#6VGeOAkyBMX$k zE)r@<700w@T~?Fb1Et6`?$j&LOpGKuW3-vOKg|Dqx_e6=)8 z0|D|NSEKxl=_qeovSf026%d8rcF&S<_n2J) zwuZk8)NEHZfthK3iIlp+G}Bhua79_CcG{3Q^q z4`zF-8N&JtgI5$6)Un4<|nn6iSOuV(%M<8}9(EytQ zM#%z~c&6G@Te}<|=)jg=CoFfyO1>;A?(~7^ZVO%Pqy85ZcKIxf^s%8bb>oOtHS@Q3 zMg%nl4mBBSOoy+n0(G~KNGghpSY`p5{&f=BixvltO=@4ikGP=-ad*Xffj4svqm&}p z-&A^)HwbmpLN8APKO5$OalF-HYp=e!U3npdshTRJ&WYW`=ek84yQ2eRIXhCvAHTFC z+rr+$hVY%((xC9d6zoaXNw#!shRzfh-|igNezmKc)SU_+&`{x>7FeM)rPS3B_`GJM z0M13fQDy>0Iy40e5r_RYbWZhckEJubS$S$G|BPA{2d1L8oWczn_cVdmrdqpN@6Zc< zJafU&d#%YT^lC}7-dQvs`3BUCiDGbP+*lBBEUv7GNYdY=^g79t)SU7-2WG=Xe1?4z z4f^nHoJ(L}*>ftC71tXB;0p6a6*)b#uU@L#ZPF2aA4x&q%Ci{NaoqJ8me?4ErETr7 zO7s`8T8NX~wS}lDRMm|WS64Y?T&%QNA8y?L(8Lewza!#=e6yD~4L6L_a_dIR7XfCY znMA}M>Ax13;+kF+2}`~+Bi}@~gT3|z@m=4wx&O9;{je#q$j&KW;bdf@BuAx#$fQAD z)2pKOMOR!7g4HnCnR`f2LUS<1E+JutWH+BU^gr4ECoC3_vaJ&FKVc=2|IZ8FIZ>r6 zy5fs}FH6VAi>23xmOq4K&&n0TSE`p8tgg*qy!X)v{a)2jSAeYy9Lc(*WOl#n)mmk_(s%ZaAg zjZgHwJwp2;r|kCc-QvGLbRFct7ZoK?z@hi`MN;OghO!3j_)J=vIf!rLeHy_@vW4XS z___0V#U?L*@E6#YfP`b>SN*2gs;f#p{nWH?bVKmLKViQqfi@x-l7uaDE3WfX_r&-t z$;t{%v=Qnp$I}yPz|-J&mh{VBo8I2eicpN;5e1y^r{6ho`9xlX>$gA3;1$#M<({yiNN-TCT1tvs|sy?*v?H z+$T>wG#dZJ2*ope(%t^0&v#D_399dgj9r5owIGb4&u-+#Ty{bg?W8C4E-Rjt1fgHjR24CBd+-Eur3L`7{SAX5p|8{XdxzdBZ_xVu34W z?!o`7xU=qxW9`>;5&|S>fZ!I~A-KCX8r(g&yF+kym&V=QCAho0G#0FJm+8ItduC>x zdCxj)oqwi3K&@U?)zwcu_jO;tQq_2>+OP4kxq=QAz7NP4u?y;QUPCF&-69tZ4mpo} zBZNM`;xKn8AB~7$T1?{pMy@c43&ljAe|G+GMaKUHXgTb?l>v0>Gx6LJz{(2QS6j;4 z;RNK%r(_ES66yw=0W&c$b-IA_C4h1QTM^NLO;O_ad%3MODTsGV!;hj+18<(Oes$%e z9CeBQ`*lwh|4?1B@@QctpW(lDHiuB~F~Yr}FyQ|(PUs?-mS9Rlm#E>ie7)kDnNU;J z!HZJa>#2ysa39kblKcnzf(|QrkYu5DKfhCFc0YW6`c4z2^uA2|&8-)h+XKdoCC?KL zyhs;QqH8n7+UMo?FrGhbYf4Br_|#?LC9Y;u_}#AF!0O~&h(gjvz+tT$7o7QUP$8H6 z<4h7%v%-p%MzHUT`RE_})U1^-;8c-!~te z;$+q!GmntNOqN;YHgv>KROTFDS+o7t^%g%})#2jyIK&PNB&9D)$vxImgOe&Yv!7ns z$u_efE6Z}G8q70(qcLOAqgstR4oO~E#~5jH)>DgNBz@;X%CZu=wbEM&CCG?5Qp6YR zx5`!gX!n`*R;68B!;WR%fQr5-hsHLns~|2;7f;{%VRERMF<9KkyidL{Bdyy&I*(`r z{Bx49J!}eBR>Y~ZIzye=D7*UabAKQ{S1kRtYQnduHigj;!%dmmIt!isy1j-xY{Vhd z-R`fV_;->f^C8r|W>E{Z2L{;c-7$lK2yC9`;OX67fo(+k{o!DC^K2dg9BrIi@0}huqYTbyC{BIn4ZzH3~ z692S4^|4mo@B#~Svq(wf+>kxav)`8>IQPzms6;bg&witqh^+O6ussU>(RS#?_3@GR z&?UkYf7v1uDvuPhe-#pf_G&jEpKWBo-_&2Mr``RBuA+Zz8lm}w|BWs~mslRuTW15W zsZ-MHeIj%q`p+G9Kx4i_m%rhFolJ+~Q))KQ6#qR~)sBhO4 zP%qB&Tkv0n7Og4qTMRs}-mqkWF&BXlOwS%Wc|AT%w0%R(-psZ~teeSB_n>AE1P{ap zyhBcE0JT^S|HXPSvbP5Fm+3doFi?6ecEB&A-hPmUJb=m2Svz}?)`|pNETC77qnZOcdhr9c6ymOA&WE-}{vXeaa9jXvDMM(Tiu1vBvl6Z-X(I}6jUuHW4FRv6G1cIzZZZ4r&clh@V| zmn(ily1|`!AqvR1F74x!puKO`RMTgKnP`~|SvD@>=843BhlcFLGobbCG8y?w<~I*mE;^2MZvY4A2D%ILON!QePa5^ zI$Nt@11XYA5_vo{MLHGQTNjs+<7A2m@k5V&P-QCwG=ws|PO0Qv=RD;=YJ#3fWf|!{ zyvM-U@PPan{(@)VCA1kcFGeF$bg=_v2LIyd0)j9$sED0J%j3klEiyY5*KXe5Dd{=? zh0)~vS&x}Y|7C8obkVe6pi@S{X3Cm!XNjMg?KIl7D1E}~j$xf9t{_iaq5^M0 z2k65ftEr}%@?HyGcgz#>5XDW>4RtgC)RyDx0kI(aP7qGR*J$wNoNi)L5(@(L;LyhTEE{javH`lg*?Zl< zlTIJrRKwp_vLv!ZeussXod~OTtbdlr>v>Lor;(Qz5#Vh8@!5}X;r#R1;9m>aQ6%OX zUmix>oW|hk3G-}-nw2qW?J%g#5#t}`klZGXm7wR9cNp=l8;7l-I+R;)1!;RJtD&1pa;bfG5`sDX4KOv~aQgvQU_Il`E+ z->m;@QF2@r=6VV8-8M%5< z*tNTB8=I6Ay|5hJnfvRm0Qd(v7Y)Q=eo!YAHMw{Y=A)9Cl}a%j>LEp2q!lahS$5&y zGC}_3I5+5Aj;dr#uZ}L87X35TNev9FGtOd~8`vo^ziuV*L;Y>qH)W)zc8uD&^g2f7 zU}1n~p!N5v{r{eqlFBN}@v?dU2RE$PbI||sNSdi?cAI-;jp4(ou|gK5kyLQnT>AJ= zu_k>B7G^NC#~Ux_e9%F2+Q-%!_KKnlIQ&owo}~>_kzJ8yw#26=6Zq9Aia3r!+(~Yu zuWTP3Pz3onxBG}P^AxSi5$EgsP2y}c1WK#Fi|n9s?qx3@`$w14YLROtm!$acPZc=m z{2+_5g{~)bCeg^a#o_hEU^w4;XsZq(H%QApMMDr$+5(H2=@70~cg`b~LhlyAYIQT} zBJ$mZ9e)0Tmi`L|7HQfhVm6j(Ex=3*VWrH`w9DO{-!5yb{qfq`Bv`z;5DhSWn+#cS zXsu*;4?VV_4T^tpFr=pPhwW12YvsS3vec9V5;|_Gaa`kdW1*F)G*p|X2F@|Gk3 zX;gA>k43zOhE|Z+qma}*`-f7&e0V2npsN}_HNn=>*j!i>#fMllac)|P55SU$8|IU8 z*Rr$$Mlna#vS3V`zL>Q2p|i1W;I6^QSh$(zh~$kRYe|#3S{A_uz}>bnl!*L&-Llxc zWASTtlpn^AXvHA&H66yjem#WGrSaO1H2yXSHQn|D(oH*naNp?FKes-9CK>)>>A*^m z@3s{8e})R2oYd%@F%|Yt#qJ{4S$z1lQRF5n+#?X#8aqISH6>kZsV>|@Ji;A~grC=N zMa#Vt>xj2;RWv#o$KKm8PoV8|;sWHMJCC>serQ9Wj=rf%wNT4JG_{O_K66y3)0|5b zUeRDn7VjSs*6ooq2c>p-Bt8HVED=-NJ0)}&<(-C!%oVNq`X*z|)Vb7MAypXA%`UL*@SXID z(=Nnbx)l^ly9l&L19I-g#}mk+XN=EXD9+-!q~q%&__qs}Eli|dJ~Yon&a?Q9-jr+m zGlsnbi-+I7Df%zU?8VpFQF!}ZX?tWxYQ<)&IeXG^Ct@+&AZqa7q5;BctGzQq;uYet zcqy~A1zjvX;Rdz?w1tRP7cepzv-rAP={;SM*g!3e=oJvj&u{8$o2gf4S8Y^G3x&8H|-rOst_=iX#$FNk*ao0qgfns@a ztgbB%yicgIax`SxD6pZVVH2k$te{?y44-*7U6P&L6e8m8sXYh-|0E#r>m=WLIRmLy z{b3~l%iQe?{dZ-qRQ7@2R1}%W{pD=X9p4o*%#jeH46pOG(8>#<^xhqP^!jG1t_EvK zL+LRdbmi*0l&=w*ci4L{K({7n4*KN^yFF8~N&}-|`w!?49l3Fy8PgaqH*+ujDRlXj z12&8JvCm5yy?bNOS>euFV907YV<>4{pC73aezVQ#gohkv%3wsuPwY#XaydMo3I6I= zcr_AHWNoqOE$L6)GyB58m@pLfc|w7)3i5iwCA%yonu~8o5HOt$&8m=tE@t*)|HwN& zA{COMqU!DcotsVH4gMeJ-C4% zn#w=w^yFFl2`jT7e=tWH&Z@h1L>+mZb-L#L+WV+bDKp4Y32gkl)fjGr3c%hqxWq^5 z3+$Jc<~>#;n;kP?x~u%Xz>=QNZ>(^01>6-!wwDR_p!E+Ri(^1f&f=8dfax$k6d>eY z@0lpWso~KKJFVbKi$2JMpJ*jPK1XzPUAa&3-On*azqaQHPs z(4zIA!b%cPXl&Op0_4fU$NXPq^UQrlMV%U$U;PAS-E4ind`i)YX?zDn4Zt?wDT!yu z4DtI#Ch#!?2TJ!Ix5R_udrVs8Vh=0I^g13P%s~Koj)kFsuRuhi<~^5P2v&4 zF*ZY?#a#|(@f=3nyB)qx`?bNN-iR5jG;Q+{t;M-}2GiJOg%Rnh%|*dL)q)%k{hdz# zd@7%sAv^lvqleF!MZ}&=Sp`Vuv(yn6AuCrU5{gHl$olN9Pj*9Pu*!0e-ERN>m{9At z`<{RBi1^KW8Wl;s21CtgSB!a59V1d+I^Z=jb!x{vtZF`lh0#+u6GrNHO5hs{pdyxC zqVlqbZUkvyY$}VrI#FTe$=zv-TPdRLZ#yP)WzyR2u7_B$}Og=To~ARf|5O$|ef-K(<1| zwnZaDm^lsK*-mktcNwTa8v84EosJxKpJHtT)Am;!jl1CJV1bY}&)*?ZPw#~ZyoK&X zcBc8yep~Pt?8WhkR!^07sK_d-9IuSf+7swLJc~Yqx@l+0kLNH+UmWt&&=;&mPTT{D zV}!shp+tMq;Fb#)Xqe`I1%&-^TpsA~JAupE&0cedtONS%GzNQN_Z5$NR3&$qpg-oS z6N|D{`O@ki2!&5RvU*Mh&B}{|_*;uTaw5ct0(K&yX!W$iT+xIk|4%F>#!j9Ht=OQ{ zxiAzau3*-#6a8q2eAbI(0Jg2>URz<_=|B-hR_0di`w%yE8!L*?7cdF;Bjd|2`q zPXPR#1X8*Pe0&*5-nL{QxiUeTsZs$wO-0Tg8(u_fQih}3>A*{?3EF# zwMCAR(UnIB1(d)`;4eymEZ_kz-_Stld@HYu00&jBg)CL78X_yhdfHAgnb9(9(PAtL z=UIhKm}&U$V!0EQ+8I9-&`b9mLGG&UcwF&X=K7Pn}YfKu;QbFZ* z;%&n$=$(ecsND3^NEgbT1b~Q;*GnBoE=RvZLx*2HDjA$OEm_quoVkvXM!B^}C2e^LxBqf*r#rbh=7A~ptn|>q$YLY~!bOfhj zOtpsEN6*e}-7x1dU&TIF((CjC@ishWFoh;aDX8lmL^eD zG*>kk6%;-S#MZ%y6$bc1nfn463J*(K?>OhG$bUJHm!zS+nY#uSIT65YBe7TdZpSMvm=paE`Z)RJ= z&&p134YQ&tRsWK4?nr3eM_y?+C*x6#=*pGB!H*?pFjs6&wl#w$1Ol7T-3$(WlYZe6HQBwot8Ho~5;e|y(LRc#XBV~M%^v|) zT10JxC0M&Fm-?&uMjKiE=@}wFl(Fe7RJ5lsDI_6s!|oRrH|WNvOQ@QUhNz54Cfza; z6fYwXCM?lFOJ1ySxp$&oLb_v}BPvrk!&ihDTi|ZvM#&{K8N0IUCv@Zz!O!g%=%oO3 z`DP?cbYxVP53B<%PA9KHGY*WeWtg`zQ;?lv;+i>;u~2KCo{SU!01IhT68F>;AUauz zT2z5zjWv6qNdq#(fA^rUeYbU84|*!Xs{h>jx@87QZ8&ZIWdnvBL=ea1pXT!acZKl3 zs?`4@D>0_dTs`;Fs}@~@%m#e=KypZC6K=6rWm3=!FD4hw-$&LG%H0QQ5a_524Kq8t z^WCv%{BM1*tvAP?9wycNRMEZHs|0dAA5$0r0FaV(#&b~L&OJ({t}fJn7IhWJ{&(U< z4@3VZt-!ndd!|In>>Qadn|S<^JRPjyMV_4aPr9{dR9t-VbWx_1LAZ<}y5@8ta_6Oz z6N=*~xx%%<(|oo@@4z>6kE;K-{}+=B^Y8EHIdE2#iJ8O%isDhRvCeKd##2;HRa1T= zW;la;In^6K$<|tFOTz{L!lXnWM$7OIxsJ-adB{TZv8AYVO^g?m@LT6Z6TnCgT@eW| z-Ws}Ukq=R3hlQj$>1_U-oTDZ919Wo_=A8SfT#kw+v3Jde0$ji z^qpoOg+7NXI6;NIPWVjM3N&>F`f z%-lAxTz?RMZq0_=VxPs4IBV88rXfEgh(!Ovlc%h!GA?dtg@e**Rl#v*X?;(LKDCzx z7-i;?RQ>W&M-}}~BBVA~9B0$L)ugD{n7~=WtfpkC|Fj_+&eO% zbXt>|tr{&sMB4Q(g1$n9Uqvqd{&PP@|J@?|UJAGb?o-rD;#yNJhB&u~OvKKR%}5C^ z%j40xMzVp9y8lZI;dli(LZ~+$!!t50%xBVMC$uOUmcCixvI@M>sO;w>yPD&Em1e$3 zJcswoVyqQyWon(ZK`{ssop$ss`&vxb{^Lge)r++hY>_SQ=)80dJX*_+ui&nKl9KfQ z-hs-uKL6B<`=JZ>+(d1m?O;~$;LI)i&e-k*b`n{-4V1dkKfI!IipYQH^(q`&pxrTw zu%csSf9^nP_N7nn4ha%RCV2;PCR}VUaoRyx!P>`0{Krm1m{4{VLE$5x&&t(toIML0iu7& zZbEm3?9%4ts99zY6xFQv`u8!_n<%m0Udc-{&2tUs7+Hr&Vc!tk#}5sia(AHYIFiLt zUeGTB3EzrPUKj3t08;PX%J#-ujBp(6lN79-rkOe7Ov_<5B@ZEF*~ zz;IF$$cX*3e%9&g31IX=u5*G*hdx|2F>8r7Acwre;${?;U4qexS%GqMXs-10FR`zvO->6q%Rsd6EDb;yXY#2 ze@?t}-OrIcdE!X9L<(tSr9V z^{ra>j5&`}fn{C^4-t~&Zp17dHU}*)U{xZ7 z`1GlTlwC=mVboy48tsviA6P+;2gY^1z8N2zObOp!q}Q5EtWH44eboqG=a;k?R3mBG zWS4Inn7B1^nKEEyiX~~@NE@5nSdkc5`qY}^%VnwOGsI4b{!6=9((i=I zg*TW`#dWJx-AaO^)D-g+|3E69wmHFG?9&>gB29|<58e?Mt~4hy?h~=th31sGq3FQ% z-0TdwPYe`=@M;vF>a|58v(r>12KugI#CGWNvGG}!k850Rw^aM}hbZ%#NlA7tOA4#{ z9^Z1+pN=)sUS|Z3iy%sQ#C)#<-RW?wtYf&P^N{2xZ+W>{c*K;>x_}H&l6=*#8BZIM zh0#$eA9Ktoe)jE`G#KH5Q|TxPJkePBN36iX(GoLiipk3E1SjsoC5@9D*EBig>Ol?W zt-uhVM-%LkO%J0rVdOu<1a^scnNa9FbC~~<%>8w_`Zu2de}|r-yFCAsF$2wdxrI3r zm}^p0p=SLup89|DE&`l!g|xZU&24wp*OnA=?BVtln4CJL7)L`Z#V5k_oSL$1^7i3T z1Plws3zYn_0z3CW+w$rAL8@^vPY1S%C8tXpjpMdODGs)qcW*Uu1j{nU5^rA-BX zXapQPEHc4Q!-Y>(-4<$5)*7E>Q1TyA!;{Xte&B1V4n^G|*`F5}AQY_wXhO`1OI(b; z-&lCQI?fv)B??=*b1q5`$2)TcS1g*w&DN%RXkQ;>$qkc9(j>YB^>sy=G1m=w6vK!w z22L#YheM_w2tNX`kwcTiGsT}F&h<&dY5du#(9ioX!W1dI9%X8oy#8jbq>fEv-R;KQ z75!a%7ljMdAB()Z}$^&7zG*9RF^}C<7 z8Pbnc4AN|K9GvZPTdl|zP!%_Er<8TMC&4ebkhKuP*mzd>b`#kgGT#Qo*A7REH{|*C zxJpLEs~L9m1=$uH6na9*2y^L_9ab=EzU2{JLqZV+C6`#;uE%ND#ugu+trb9^%Mx@V zq(Gspuwm~V{w+2m{RxmR%>;DqFN_o~RbwFwJ)O#QqLfh z15~XCxl0v(QBVBED+ReBrjH(gR;{;FUvlz*b16?IfxWF+T&GI(;|2qBq;Z9^hAPek zi5@RdbZ#yQKN^UlIZI|C4*o#5-fR#1HPKUHx+qS|Wq||sHL3wi@D@e{>dgK(R4Wr887Mkck_1+TXYfMx z^91$?t#gtaDXHyi3STbSk~t)JQciZiur@~_ zOAB#|w=n#*)ck8HSXeFdb235fIEeGG_Uda{PyK4L!p*gLt@SiSfM}oA1AkSLTdk_|7nB*08DS%Kz}((bMQrNfJ}A#eGdjoMqFD?Yt22hu_u@Uozs7$vfbJ7V7O6TdV%h{!eW3HYq#wwDOiB`sl`I}(0pv*mJ{cS9rZ z*sOh>alK>ZKOEmD-6MCvzmw{*DOTR5v)@l=@x4J6vM#<2;TD|NPPZfE8S4HI2+Q>^ z2|&)IQ83l)2hor8PR z$Z@^Ar*E*Eo)Pu>47h?`9lFB9!p=Kq%VXi=K0gQFGy%@F)YY*E>Zmv4juFXCJJrEQ zG*Mb*#RtjisZ3g8FDx$xoap#wJQ{CYRp6D8APTI5kdl73}|%S(Ei{zWd=`(O;b5ts~^+PZkNiYjDgd6!y?HsF0k#_XIf zmLcMreSBC_QxM8eajoW7gf;s*IKI;y@x+lhafmPRK(sNe@#;h&>1~0#v^FXtt8nwo zU<8ha;nka&vs9b*Em~5;-{@*}bl9gjwAgR_FT)}(rhu0nUsC5|SUIB0*@oz#OL_bA zK)U4%-yEMMw)(r3l%qC1%52SznFbG-h^di}#Jp>97Mo`%hAd=4UfbKOcV4V7+Lh;HhLUr2&7 zt*vFOZ?%1h-a3sCa;P{5^h1_NiMz&Fj9O)ad2)G&XDs(pSDX(DurtEF@eO#R8ohbO zXv1i%q?;gurGa#FTnyQc^_b z_jq)@Ll&hu6Jffuli*-~$uwbwCaH{fQPX3!gtCq7erO6NI(k%+jt7OLr$jK;{mS?Q z^%7HB+(P@1DR?0(ww@-V;fEPaqozqW`Qyf%Ni@lTNrA<*lJ)yrH}MSDaf!=ES-`|d zw`;!dV@&Gf5dG0xuKuf^gq92S^}tWA*CT}$fyuH&THVELwfg5uc2l6~Z%R)qYBcCF z_!Jwa?9YwB+z3iMAA1MQ0DTRnv|(~MDf_9Ds-jnIyS`{I3ts#}A#Y>0 z+|-l^vp^Cf7nLF;}D92?!=#3MS>0> z&xN(*_ib4wawY+HH{~J3d^&+$c~H|II#y|lvtmYrvi9{dXfyp0!oZVa9ZxPS&~$Vg zZyWia(pZx|%v|H_1Q=~?s>XR3p1XcDvlXT`i5y9K^U}?ylVxm5Pm49<+z@(|R z#gR|`)_&|x$*c1HSZRV%1c&R!QMUNCs5TOHxlq8Z?TN7603#QFz2TXrb4lkU%+yCd7q)cV*%J8@K3Y@+QFNopb5G7 z7ExS|(Y95ghpHySO>hAP=_17#zfa_IezF(%dg`GQ8|XAuGmP(;5zySZEc!JFH-6GW zI+9wFnIr!&1FNRfdTig?i+As8zxtRBZ6Mu7-+I9l0m@&W&v2*tMH5?TBWp0jW%hf4 zbieDWXYDKtl+1{3I0^k+?LcYBE8KlFq2igaTsVA{ZnJNk8t*qNbZj3?Xw~k%mY)#A zyb;hpksaq^<;YHE!dTmO3+J;;SnT}>yX}L+R-lRLlGQg>eyCnu&q?Cvuhj zmzHRiB)s>+I~QzO#O6w|Nlqe4(y~Yv9*eR@Ov?2Hm;Rl?5A3hU!}^Re!&q^7hi+Yo z1QGgHCu3F|)b!=NvR}x(`8y?whINQiDB?Y|)hcaLB$-(2;q&Yee?8x8o^*Z zP0lqP9_ymO%`;3vFH;p^WMquGukw_2ifH*6jjc)kHXTf5MR zcjgL`aQ(h3Yqn9RlYhH_Sk_o`Q1GYD_M|o09?K#VFb)5NTaM30xMm)OIkYK!D-4

I zW$99gHUdC5@NaZ46zD^pNxYx?7iTN$p@ZiDmdtyO)i~h~?Wvg!)b9=&s!&+m^n1+@ zWWVJ;bXyb=TzH@Mw%fnC(;tKK$@;`?TR(|!8c=COlRg_4iUS{2tDbTPpFTu6^4MaB zVRi3Wg~bDgf9HO9c%By)Enfc{DmS5y5Hv1xHTexsT*cf(5)`2lB^R23vT7SsLmkkx z@0s1&{VPa2EIn&dYVMO=!y%*d+6^TT$Xjdx3UT*ft;-A{(LrgO?(;(A;yV#x?Z7$) z_q*`Ud6SZRUmQ5?P{eu~gG&IinGtVQh)aRsYYXZKcA0#mCSX+Purvnp1GmkV!urJe zL-%_PX&7WY>;*{@V<~SGUmpnkPTzX<`^4?te`rsirKL0S#L!dlpC$)F@yxs;BZ-$; zvepPI^c~i5W?Ivht`?R}S`HG$@UqAaA0H3LcuPM*nT5ltJ(NKV#yUKeyfP@TwBmmd zO{2J7LF*_J=@9F%?Ai81kwpo=9x1m2={C;5N0O37H@i7-PXXZI41okzr(`?Qg%!&h zE@A#g7524ia~ySh0%GqW(AWfH%}h)bl)rz*GeyLe+}s>|uYa0BD%R@C60hWVVuR?A z+_+t$zPklNe}9h82ZhXi-);Ftdfs!H>pWF9 z{t&jwhBqC14?KDBS4H7}shgx^x^xJ&(HNaUL~P!;+p(&dt#)H2OYb)?zZzvkVV^_2 zrC1Z$rXa=n-q%=L))=ZX-R&5;QxlQjnZcT1vlayspa24OP8d#lSlLo{v)dRHo`Lil zns_Ygsx-dYM-TmL_!s3>@j-)hb0^N*rziP!1-_5`PG1u7+QG5elQ~5jTBfF{=rsu~k zWQPW+lpj_$t;oNUoHisX-ju#QC$UN#JM1ZSu7utF0**K}xK@plYnC{mo4FXF*;M_k zn9rFDd>OXST+Wi7@I=ePjX#JtJjre>&j@_}Q77U>QQAV=hM7 z)3z!9e74XKFcpK`3(#G_5d(PEMshqG?rL!H&p*8l*K29GmfZS|^L5wh%qcCGmO2JU zMOOmZa>w^e$b@c*Z%qV$!0TF?G$m%$AlsGY*KkPB!X+ZY13d7hUIDu^F}$WCX}-%c z_r?no@tAh*NoIEpoE377XQn*EJ4HqA4aCE$L`H`c(9?#?SCbVPHg!oKp4a3IL?nza z_ofUHsO?^quFuaX_#UJy>Y2-1|+a#_otuR7H1jcZn_ z3|__9qm2T9w(INVV-D4izMO}B(jvNJ;oayzO8?N*SVtJ2g7#9fu6I=Xb6SQ)oHtB^ zfsj|rrxDu5V4ng=J7AHWnV$tnV3AwQle~w_U^KDs``}oSF1ir^qHR9gLt5JBGqZ59 zzmJzoTvAn4eCXETSD=hMwG3q!FY{BA?T78D>Bx4GnGA*u@zk{jNz-OsYUG32%LSgn zXLB93cl8cPfUZw{x0c?=j5Cmb+{gMv86&rZCKtcIWx#An`H==Of)h3@WH}L&4Kthd5Y| z7rHwCG!wx=txC&~k)69*<96Z1r-m})Umlud$`xA@8jPk^@wdCh zDM#K%f&k#xlu42Ip(b`svRuVOtcqwF#;>>LwKyV{%Un7>88s6ucCvN<-e_*{om6W{-2qm&0p`|pj2|r W`&;BWry-M6-vLBrMJk2#{Qeh?QFY+} literal 0 HcmV?d00001 diff --git a/data/multimodal_test_samples/images/1*DbWfNKMRWJcomb9N5QIhOQ.png b/data/multimodal_test_samples/images/1*DbWfNKMRWJcomb9N5QIhOQ.png new file mode 100644 index 0000000000000000000000000000000000000000..3b96fbba45a9212e7c70d9d90bf44e77e3b417c4 GIT binary patch literal 188535 zcmagEWl)?=*EJeKf&>rl?lQsMU4pwi!QBT4!QI`02Y0vNFj#O441+riI{0^g^*r}` z-t*_2^=DW0Rke3lUtL{mt-YgEm1WUB5q*01?j4%EoRs>zckmSN-obrALilGzg&%kA z9o)Nj@>1fOKDnoPh(K-WyZb&B6=xbsk=8$SnnBF!54({2ngl2lY_b0PBIS(dt-D{t(=!$kWZ#O;K?0ZFh-vgkGF!+&`GQH;`T+K{;ne+Ax;Mlx;D zNB;245Y2+;aNGrb>O;}m6@A$2BM)!1yJQ!uw`awR=^yM2d@QbV{PPA^_z2J~FOr=L zgZgVMfbU0duAS-i*gsX37|CThG87|VB=FK)R4*ZLFn)j=F9<3{rL5P_mh*eZvW7JK zpKZc0#C!DTOh>htYKtJwZ_PLr?c+Apx{f>!vM+?ud6=Wxfu#fVxSCaqK$#5&+{Pdi z_fN2w@QS2{Sd7g_M0bpbG$>T`;0G?3NNC|C;)C-gkC@o)e8Hc6)3>VEnmP@yUynvc z&dO{*nqSyop6ikvhV77Y8Jof#h#dJ|*E;**2VE}xyXBD6WZFxhZH`z3<#ZqzQffUc z&IaZ&9B7wT^3;ry{_oLkBFnwR*OM2_B-F3fuUFee=*t!FE_+QApH}PO?W%6KVtzjU zO~vv-h#PjM)~pmeKy^2Es-bg)6}5TP3SN5_G@=iU0!51}WEVxF=9PT>AFFSiMM;^}a(4 z=G&c+bf0xuc`&(gcK6iuNX6}*d`=N;qZ3}gV-!?t5`Bcx+OC|kg|JDd%o-2tt%~vx z z0Aog89+ZI#9hs0tC!s3kfb9GdE&}@KnZSbWo}yLjQAR?&E8gU7ry=hv@OY*>ckLAu z(2TOZn#VJmvOvR)j7ve&0L>Wo5@@xsNb;O1ayDZ#b9lg4e~35tz6HiYsr&2%bc2n@ zC+{G|P#(03LOqlu|AS)W65~qDzYW@;JWUr`U`uQ=U1HpFfZm2<595bk{JA*mJn^P+dDxBSOx+p6NS-VYTJqh-xwU<8&!AiOx z;k@5fO~_1_x6L1P>o8FK=;GD6^a0ocVNe5yxT67MlRmDsc)L2wMqfX3_iYa8V#?j9 z7)>DUU4V~>aIL{)Ojw|Gb3H`;xx)N4?}ZQA(oLswx6j-V)u(&bE-^_IX2S6$@I&q-}xotGf z|H2=#(`0t!Mv@tTneByuvEhQS9uZqwDo%3cGHmC~oj8i%MuKF@zA@|ZJMzEpKtY@U ztJL`xLJ6}1RNERbQ#SPn`-qtQhoaG~`UygW+Frq1+$MZb*Eo;Me#HO$EV#_36zA?q_xVqVZU*JR6jX-(d;2=&zSAinzJ;F-;nygKWeDApFUw}iQi35=`_37RC7e8 zpH!R3Rsov_ZOi8h*7h`nuzK&DR40BHnjUcWG##DjWPNgJJyPy16A~7#6w-QdU15U#xueviNDD;J`G((gK7uE6x-owye--XqZ3)WSuw;|_wyAq3Vofi%HgRg6li(qed@l>VLkhfnLGKEco&F^) zua-#IaLzTq(#X+!S;J+hT)aNpY+ROPw(to0#Q0k5)a?%zEisGkM(a!~Ve>hE&bM}| z$_hyNM(H_{E;%$-XnPz<>2!K#p4Z*}qQzdJ*j_KyjDzgjK*dI@CxuBhS1!bMH*vD* zXuhA;6K8>Z4S+5n4$Vn4UHW6plGNq-tkk=iH)zzu3fU=I~U@gY5Pdrmh9_`ZRF{v^6boCJpq3elsy8k04A z(dg|w-@Gm4ex<+gJ zf_nEtJ87w<=^HtD)nntl2`)7*;3Y7q7(E#rV$}MYRzW4-GW=}s*|Jh3aACoYlp%M_ zE)jcp%2DgtC0|{`mCp>cPo|84B2)29vL)OPRRD5GX%vQHEKUcA_Eqos=!97BDk{;k z5Ay97(gZAv4rkY3z(@P_AIYGk zNJ}Twy$0)bDKM`^XP%eTtQc|l zoKTR?f|SJ|GLf|Rm*!Mg>g}n7N{=c(kA&4U)yGD$m%-@1{qW2!D!peKPgHXv!al5= z5Pqmw?k3tQD2Is(2^T-mRSc;?As5>Mmy*;8Z>|KT8mRAq;5u;9HHFxROU;VTeiLsp zR9FDOX@$iM?SIE)Hf~ok6mrkN+-7FysxECmHP|`VcixG%x_A&OTW!0ru&U05N+#*v z@A6@pozaS@W&q94N#_{s0Ov2S-!Dl6Wpk7900UHhF>O}<3VnFRVkKaXQ5MhQcA7=1 zTzC^L@TYw+&1dmg|7Uy%KL2)-8S95!y7VPAH7dMrkFxrCHK8U(m2C7PC8$ZHC&mr- zAB9|(HU90Q>uJ1lB@)(YUu&(6l-}Ef$UDjgb65#`QGir?CKu;m_cpHcSD8ewEL|ra z-`AR+4<6VTRXjC#86y;jF1;{I_l{qz>-77tJJ$k|2YZD`Pv1{MD{U{T%q`zj-QM}l zPX}2>_yGBSB;7}$&1KfGVTXtAMLr2o$%#k;X;`=70MWB^nS@u3X6>IS1KZ2uw)dJN zMDaTsRoq&m^7uFR(J=d-odT!dbrG*3G;bTX(Q~%Cn=#ktDq6m63T;ezv9lL< zXm87*;L^%{lWE1YVjkLa#EO0EV$g&K1AuOZ%mOF2ydsD>e=hw3h^GW|f?CHf{}q#b z0tiFql(j}d(>+?RJxJ0M?N(QEWF0{GO_;BctG+=f;CpEjSZ%{M8j_&Gc5)CDQQn-Y z;7xOr<79a2&j<+JRV!zHyW7l5E+xkawmb4Ci}nzUifvNYApQNBjWo@0Xk?6jLa*WO zok%WA(4~}&zpyDI1vYQIr{b6eCTmzmG!U~{VZ#z)H}+RZkJ{S%uZp4_Kk3kKEC26pd3QB!O478_G&^mUuw)^FPgiaG~#9!f$ZC+1#-`YNbk!> zHon=ZyFJ05GiQb_ZbUqaMEGa{nfwKsrdXIO4L^j%#^y!|_>c8Ym)!11uzareo8s*c zKQqu45FnrueotdqlLMosgAq)jk@8iOt=)}D{wjU<+=JVya@AwL|AM*C zj8n z8BgtNjVBXxJWvW;mO<*3)(<+WKrpYUybT8bP}OfH2k-#36ttvZ8|t_tXYd&th;Y14 z+lLF~08&R|Aw2v+nf$MAZNXB%(pNN5J#|Y6Ke067XX&*%FpX_QFYoA7W}=p*tG;D? zP0H@BNoOL2H`Hccl*RqdVteJ=|9M~2FE#d4q*w4Sm}4Dg1A%YSueAG7Z3+XLb>|QK z{=aCm7jBGi652Ej&_cqMDJw2)Zz3m3?5}KqZ{xh}^l>HYIv*#E8Y8w>0&h->+KU@g z7QNGNc&`~>B`9+;YDZ<+yuB560#*2j;fQmB43X*4lNKc+v8$F%#e5@$eN(F zw97dz$3cwDf3e-NTTaUJk!&0?;Odr6>ANnEy~Y&DSO+#{R)4{rVoG3H`7y)F%mG}s z{P1JY1c6f0$9K>0m1@wQ=(lP@6(a+atjHOw$PXoppO0D#sypFh+BHXlouboMLPM9X zxm2djG@vtWH|(Q&o+m$iTV44nKB+)ge#|90ql4O?GSRt<5jwBTJ=wdY!TOdcR8}JZ z$wOC$4(PAI)XRxfbxQ5fZY&ILClvIomWex+O?oQ$%6bcTfdo1|gpP?uT!^aiUK(;S zR=O%h3L*A1q;#+$wj1Jlo@WZ_${@EqaWmPu2exm3wi@-PKEN+^E_`Gv{4V`TAkBwn z1CLRWt}fewX`yFS`l_1H9%RQZVD!>Az85}Y_uuP8LXBip*6+E^VlogrUv@QD1eCB? zXTR$<$b8vALshKk!j92w{D!W5>V=4xQ8WG|iHbWx#rct+(v-=QV-Qn0;?oK`0!Y9? zyA-C^6aJn~qg{gJC{M$sAwRW31$v{}!yLgZ8<9{yW@`9K--G=pMIYzLt&f|Ql46J0Fn zW>|KY2EJ>0{ZfKj(C-Z}`pOltdVBt|Pp(|HTAe5~gf(IrQ$t|4=t~(yWIgd>5cdiX$xq8LU|H^hi z2i>OIAL*t^^XFiC|MF6bAHBM81?!gq;J1qQ$6WWJvx{0gp3Ux6J}pA{qGu>Z({ z!U)mxwf;t9e^6a5YulZG-B`fQ-kie)Ce7jU*uWLk>VM!`3(Lm&k2bF?Cod z*2Zk%o`e*SUfl1?iv{lS;X7~f%SCBIyuG7y)+r-9r!O;R+GRK9kIku9{O2c8;(l8Z zR{yQ+k&ADQY-cNva%M^(g*U$(U=8e)9WfY+EZ5AGEo;|J#||vhEhF1t%p_fE=sL`4g*x5?wJs&3_^{>gpQL+ucsGMaaG1(RRcgn_-!CvG$|=_gV_p2!J}e& zf?Eu&>3)?siW?LW?rqNeBie~0HWBqRo)X%ph$kuDG*k+sn-f7XC115L@tCmX@?SQ2 zl+y_P+w{@WSKGB1ny1Jc=W6{|*MN)$+{h#MSXB6r?ibwO(4%n9=DH%i)UH02SD=)IU4Sg#4D@sBvo*N2xnIlM<-$_Jm6`~r&)z#w@x>E zq-Mx$qV8i!KAMBOY@!$lfn<2BMS~9S)rUO6q!lT3_akxwGLZ>)1YrA~sW^gJB_+8q z*cDN+@&LBfI?V@U{ODV^cQ6x;D?HZ$gX8JA870+wqee}HBiOJzwbf5xGaqyxf4F!# zpGu!uB%fvq-Q|y0_9};ncM|pMMj&6Qf-&-`1rNX#s>|2q91Zll(+)dkdBaGZU zR!%a=V5g!8RKKSv6S5!Dez4ydumSn}+%>{&lUlDZj|bVQ7O#;w+!j@(-7=1dR?--L zu=_i3Z_o0tkN@`BbG-mBXMP36F$g{A?S|xf`MckYOkP()N0YxMk+B)O_e1fa_c5(u zVydiMu6nRb1`gJeZ%L9Lk0%3uUJu^M*0)>T(?3VCV-4(bc?`Ps@_kA1%a@QG<5%_| z_@}$H#MG66U*&sJ#;?{`)W$&tzB!GT?IRp57e3SZYcoF!r^MLWO@(MJlz7?YE7yEm zFv*saQ+Gc&*!CQW8kUjNQ1CWoFM-J9O;`BKn;Na#lic{+DCWy^6|eaA7F8~Y!8Ttn z8lEkt;RFhNd2sL14uV69&I3NlIvy(Gs$e-#d;Za+OJFH(i?)a|owTyq#>fdpMvKPMA^hXz?K?$=HNopGV%%Ji=(F&)riH%#shjGxz+n$4#veYOxzx%iM7J>u~+&wehxfMqG%=auEXBUGq zAo;edwI?1C!}^G#Z7TC3RH9^A!y!glH@P@($la&+y>^w)@QF!e9bIi^q<)kDVHe7V z-=TyFZboN_yVbg1_r~e5MWJd-PRIQy7pz-if!uf4W$czWS-FQ7%SqOZU|;MxL)1ZnR%yBY!WD&2`9FCz3!ECdb^vFglgv@*8|Il2a(ihW_Y>i=*qbc^z#)d z)%z;iADkvekV*Hh7W&B-FxRM927mhT(bOT5WLX}3mA(uez{sOc&fGnumt z9j)r^Bot-xyqTVcOeId@>sgu$e5ePnUvfn#_+gEy0;`Rox2BJ_J1g9#pGY+WO?Fb* zBU`bpzfes~>4g{&pSF;{)Dr#s=8rf_@V<2JtrwL_rfT(k|DzssrX!pXDE;t=mT1W! zc|h3%dZPJ@`IVeGde6i!r;K`mm%zK)ph%uT43R4A zC$&A4qhEI?e^vV_f=c}8sC7_zTOSKPNDwij1y)XO4s7oc-iW;5=ywI}N1JK*T>m*@ zse`4OU9n#5`*R1%-iC**F%UrR@fJz|aetAfz>YH8y#5abAH=Fwt}T)rdOfZW-KOxd zcqk7G6oUf(v;tj=m8dT3cEH3IeF%eJ1hiL26ftv*Yft`B7wO#pu>fB))CxXMtdwZ! zXG!*k>7O-Dm^$p#%=ATfvhW20odCuaiCo`@?R0uiwIRc2cT5Ghm=S1wZFoCX8pDCV zLU13bc>3@Qfb7|tE|!0TCu)HwR=Lq!@lwAvt64err5>9NkYPPO-NyBu3pqt`6s8u- zs|UB+*W*e`ab^vINUpkBG?5Yd( z-|zv>vDmxVSvG8^1`BcsrqO?&g8YWmTO{57>h;)m8!s7q-vMh#?m>l0hdpE>zhV=S|ll-`QE?2Gp?H?pvA!;QC>CC z*2(}M^dImtq$8v4<}Acbs=O~~LrAEHq&nBOy(s+Y;2*FI2v^GH^6!DAy^uR3q|%eO zaFZoE=XtLp!~XgRzpt7Io3|c|Ez&xER)Bp7H0$4UGe?1?o|1Vo*);5U@QcOs^7oQb z^05SV8%v%WaiA-v)0z|=-K#S1O{W%w=U~7=1`T$^S1d)xZDM(t^|%Vsc2=!L?2Q+K z4~hPRse_?~r22pw0*7^eOXLW-EW zwGr7__2&!IAd)oi;j9*H`w0K-m&b{sti5{>c4E95>i>J|`1l&~W=XO>MQ7SseY8;V z-*QAmL2N|3)Qi7ldj#V=($v^Y`W5GB%|rWUD+eynb{ynEd^Q0C7yK@rE{&^4cBA~;6NWhaCPB*PERc(jaJR{_;?~3pXTZ+!kG0v=9&hSA zYSS^y0rQ&JmLJb^O4F3>L$b&?_IQ$j9tS?^gxXodGmm-+Oh0=pM9(nynzD*%tT8ZzZBwz&Q?H>gzDbA~B@QSCv{a*v@B=>t*1>i)>`MR3W( zG7JU|@4S0fASYSe53-^XuzP-eO3_Ws58q*i^#taU3VXk=o5aej3mxvuy-u;uNW_OH39$LO`_NGvtM0_$mD!AeWAr>E9Axe~V$^O7WH0k?8kb@`sD(dR4OL(b3ebeZ4 z76EK^<=$)5=l2S7c28rOxYJLttLqP;12u2=J8yVqe5wVjnltlWK18===A3C;ye6zl zJLiv-{qq-pu#XZp?^?YMJfZZOllSv0PwS2P)pz(-8Y3(M4=@OT)hiUa zi%@CmLb}FLMG?qATF;Y`mdxUP18k!`z^OZs+_>QRwBM!^3%0 z?C*pb=jXC~jXuTFnard>ATP-T4vL2Nm~)^VkgPkfZ><7rAZG4?)7f&UCc|YvK@m9# zEd4I%w>Q_6k#?j8$QWNA36zZh_>=smaO}|Bm{r)-MzCTQi z2@9*n=DQ;6VQVqn#3`YW?8 zOx9*rzeQP2Lp&ZWcK)&=s~`DzgB`sKpKk{&Q(${iJm4gX%DZg3S ziw3GFR|A9C7yi8bzPRT}WK6It|03%*9u22Ur<-}%L}aSjQ5Dxf_)UO^c*3HoR{t2W zY3uYvt0T!7Sk$}JY5zsGoBfU`jX0MawIi{Q@H)b^Zd4~mP!2oJmu2*{Zf;>{s)7=b zdb)%LXj0OfoyT#R_+b+O9(hd)=71XwvQ#}?=exu z-g1JDrQlv)4BuYuL^~{w9t~b9-I0BF!adek4rEZz+TYP)M$R=4e|ydwh+!EY2fI=a=U{bK@?KbjL- zn}L=bLWD)!HHpK>X*KM=5q{XYB?PlC6exV z^_O72dkmc_cyS9)bBEM=ne(w$Uq!8^=^_qlGL&Q>v_F43mD{6e% zXy)3N*1F#fnzGZGZ@hTndGnZ1v`mdE@+rp5;n!1ln&v{PYDHy(X%m8Gjv;$M)L2k* z#fr1vKoF9YB&=uPEQP!^xS1#~|JpxP*2pF1AYa-=Sr!VdTc8FRW5MT>($*Tam;`t}0sE9Se$&4n?UgjL zSMaCUdgK0doPV1WH)-J8Am@Lq-Jlf+CAx8V_3buA{V|XEJpAmP>tK@EZu3@`%BZ&| zDDxuH_E>IxA3){DM0FOiA-nOpq(X1uRy@k*C@$Z8AXlsZp8+f9-s$2XULP-qvU9A2 zz%ODRkFbg2+FdrX8q1@bfViMKP@uY0L8zQbeYw0=e`i8JMxTn$WP&JASReIyOHvK9 zd*6UzuAIW>Hf3a{nv|Ij%QgPATDTlVhMH|d`sXaBR!?L&B4Ok(k~3JsGNL47UhR4`$Fr_1v)-CX*=I9$43LLh)}Pf zD{k{!if15nI(7WAuWKPw8TQk{bk=?5lNA7-&Nc<$s~SrG_{LD1tOjfM z6!LeITCBK&lZ6o)0poUv}Bbw21wc+fz%cmY$;jYscm;T{M19Xt{?X|9? zz83f~VDuDWQ97`0R;MqiY+sFH6K4KP&hMbcdijtpj0dJpdEQIjPkRtqZSgno+Y4IJ zXuv_#MTkcA%(|{M@t?=4U4#R~djZ$c`J^9;liat_Y}*wtd!AOz3v5{U!rZ!(E2(Pt zPYt`8|B&Q2gpnm>QkE5mEAW?TfdhWO17N=iejQcAQ`p}>rQ}C>Wr;NR$8JI9+RC&& zf?t0!xs!ECf1(zM`25Pe8#hwf4^6eS4BHDM)^oK4 z;HJ|&wh>A{$whP|b;jd<6q~~-1Jzkgz(z+rL+O-vyPY;J_g}~8BN~zIXCvAGd|COd z>lJyzp1N1qOPIY%J}{huBhpW z2S0tw*!E~k(^%BuL_1cUt3}tV=U(bAtA*J)UHYlOJ6nj9RnOFDY2dcLQGb+tVvr@W zm9`+hG+yJ$7$wghAK|hyS5*3l$naO&LAyb-M~VWEM=E7IpOBW%{w%Ra!k=^}Vq#)C ztZ!(RoWSqSl=rj9>MwGn|1=;9kMD2w-?CJkjyLCTxH9%Nt7|&}3s~cwO1y)@H|Wu* zWI)ZA!HaCt2+ti3D}7Ot+_<6PUO!d3UTFmPqNXKyI?N=1d=Uy6^+0ca$)~S{J%b)# zySaQn5&R~Hd6L!)XX_@?fgJ^y&mc?notNQ4l_=%hPPMt<1jl`%hEddDnnHoH#UYM4 zyUKhUi`$_Yhfc%vnA5_9fK2nzG~eAK}NsdWHQ^)xuM^cDP!zlZ>4tJ+G>P}qq5Kw zceCvCaS;{X^}@Vnj`fFdqB@?6SpeO{eDowI;3V zm3qhvCIz!n)hA9AO~s7YK4hg)Vq&3)Is}pDw4tQzOU3hK}A!duTGEpy6E`N8|U zE~bO}mcbhVqR>Ts;=3W&+_hG2O$W$?QB{RkDf`*8_hD*oJdQ?Ry{S%0Ag(_Ko4JM_ z+U#r(VbW66msL+ZhOyVA0**m~6&Lf&r74|G8F4j#r@aMrFu@R|BE_Y~jseAtX2zQso{hYCvP)Rf%dr`_ z-(dQ15o^I^FumA;@c}2_E@ln}zIffWJZKYClzgTs9dF^bF6D{yEo0cP zQMc8bR&P^vjV{jgn|kaK!m-)g>+0mx{Vez1`}`gtCVcUN8XQ~|nxK={*+X(zFvM^b zPy5_x$Vr9eMKDjI;G4Zg;KJ}8tX@A(j~8$vi?!8QCT5gi#dO>X{2`i*&!mA z+URqZ;iI8k)K!(Z7{P;`4HQVxmk;+@?Yvf8+B-8#@(?}U+I?y%fKcV9AjFr`{*d$+ z-R??u@uO4POA(Bir=Cnia~S!1#H>H_61>^O)Egb5ZeVMnVq?xX(oVmMi!4sPS!Gb}sEWz406!l=W^O@SDZtqd1V!nSy zjGNw;M@nqJJ-3xUpEG&a;joek~f>uEA3T8!%gKf zeb)av>Ow1?5R>1 zAi3@}em%bWkuZ-docn$2hJn3F|J-5h4Y|SEOJ}DU(kfnb5{K{=>fB8mTeZ4f3_$#( zoIXQYRB*yZ5Vch?8h2thZyDDP&1$9Ek4N5aTH89G7hUJ55aqsnu#=8kc051jT4glg z)SCT=Jv>(pMt5k$V$+Q$*dk50M6!cfdD*mUalHEo82P~6Y$~ef{;IoGF-)Pxa5!*e_ zhMHw$GI)oW0IQ&A{?mA|60u;4P`>BPLzhA!i1;52cE5m2mLdg~98O&**=qT6)|;}V zQql}^pYElWLBC$)`3xHFxDHX{to`{bg5cSx09*wadgo^^71!2(u0I8q9^x9(BEF01 zaHb+y*Q>rI#cbP*Fx}@pPVW&+*41{IiU18b=|QX?NU-oe@-f=o}co&=+moa=LOr}2{SzY{brnD;m&1#1NXBCtkGBitPepCL6nQ*G3PW|lZHkY}-<*XvY z^0dI@Cn9VZD&HZvN_)Oyi+T#u!amtEG!`UfKg{8mI1he0@K$%1&nQ4E+js6U{({th zazS{2tOtle_NGdt*HaIiZjE7HKIdRU8|!tFOY57JS6&KVmwvoW#=CyVp^t9ki0j2& z2WSRN(XyNWfu9{Q^q9!nHt0w?4p6!2oF++0j^Nc#bGTZ_GjCxLynw?h->0)6bGROU z6!>&Eb5scW)B}I31lsAD66rMj)%B?WM_y-fLUCYpWLIC08ifsCMVP#DH{71&#{|2N zD>zM}wcP=t8&anDHA@JE{Zvsh{{DqaZH0{|sPDa5%9#i@`&EwbvEM4_h)Q9OWnBo1 z-L~|3(I)qY4^K>li6WO*%GCT?p-CWB^g@d7HZs2q0>wZ+0n2uYVcw6-nnLPjR^9;WaO(^~Py z*dx|qtE$O7w;6rc3ly`F3%9(E7ZJ*GP5GwEu45Z^z4*F$Ovej(OtpP|9+*w>S8lXO z?fGi3j(1VLA5?yXFEbR$_ts-pw$`)F#4)$l_b!tD4bObRK0m#@=OI6FDru$uTQpLJ zh5Gs9L|}e0MgAva9H)lU42`gfQ{u(Zd4!l%>tVh1y3eQ?&ym=U7tvq#4>Y=>J|_1L z*2PfvyRIV6dP3p_9s`E!Vm=&wbd?W1e2`<7~9MSd*Pri263hOwi zosEB15wfcNSd1wI`#EOka_ISOL#t>Hm#(MruK|5DKywrYGSxAa_*9i5b%AK8;M9I# z?MgAGlW>d$F9^WRjUi~`I#f5E)PQ4TJ|}{plc90*)hzz`1Dg@U#%HleMA+a9Ob#C@ z#dA#{dcZBxjeC-S?p`PTKp7bF>_U&~t}d5;#*tb%0WkJBT(@m}u%V0M)j}p7rr~Go zfqiet+!LZ-8y~*TuNrRrLDk^6XUR?2_O#1f{OFkxQ_qZv49KNM0DU}yObjP?y4x1~ zs=h;3gLV+`N-|kuptR)w!d+k%d1|lHPgF7K5Km1DqI=9`F6h&?1kJB#*)V?`f^O!R z+dz2OcPJ}R!=g0s2{f_=2seXT+$JCkW&^6DfiZA%sK;~y1;1*zt^cYRCupUd?%4gf zjb^&Of9^grU&eCR!igEy?ZEu&)so0GS7=rK>*M8s(FoHvvo2llM&a~v7^eTQ1z=1* zsJ?xxl&jyPi_hMwM`gL!^Ppn*xw>XQ%NxSM?jO$iV$al}vp5m9^9;c`Gud zS7esS%U8LBx)#f$3KzCC(cSA%Nl(pdJkRrxIa0t6V4>T?7JLx zd8KakV{6y;DCr3X3Iu@X>#21R<0;ritdN9h4rvokqw)u1Nh%wsg#W%R9s({p8aKGk ztC%ZhJ-7_VP(cl)7A$s#7<|Ds7DN8w0fmnq(V9+Vof}^?rCVXX>r6>%p3M!e%?>Qs z<#MY%u8}@nCA!rHulOx+U#$0dQg(;8Gk_XUZ)ZH-XRT?tWdbKfStktztv(Y=X*g(Y zu6vmZru*Xb??6|`8PYi)*u@cNar@!GO4OK+r^=Nab2D7OGP_F%ArF^4hD@Em$Eh0D z`Ag1W!=qSzvIrcYGNqvvBf})U$$jmcbjF6OcyOm4Jv~g^q@|X&D8cgDT)Oosrro>- zXNgKp)t-rSlSAzs8sog_iDXR^RlY}KvHgUhkK!a?#4-ld^5}lgzI$>p1TbmA{41oz zqA_4h6TKlZ`S3;EB_P)4FcE4PHx9arHn&iic#?`uve?^)Y~LysJ1aKvMt+qpTOwSs z9|M~J@a%C+CPMqX3i(us?0E~AwPB$Q%m6HIaf^;J3D^)E^bdA;chKf{N6~=%+I>jU zHGWL)Ro?bK;%;{VL%tT?g`I1SCJn$5V9b{Zh;B19C0M$cjSEN45%^Be<^Y@Xri)7GFkNNEQc4&Qfr=d~`FyKbJL1)8= z`IX5i(y3!CQPw0YI|!q;SD(f>POiYlt9FLOmA@bcSsmKjTHs^4p^#*v#e{AN!1qt> zMj)yq4D7r7n3eM6Ju6N`uCl?Too*9@|3+4YV`H3G%m#o}hiwheK->A_Y+hC*r^wqT zL@ujwHE5izd(Fne$8b@WUo9`yLBr`)XvI4n>qFh$LP=Roy4@o8lJl&pk!MvisyQ@C z05C=G0pZgtaj>UVGRIk8|#p zgH-v$2v6oEZj{zUY~zeki=I!I!LC*&N~^hK=}PMnUXl-w`HH&xycpJVtz1g@jZt~j z1t?6n?-13>BP^g{$;acm!jARg8PYXi)S@uyqwh2whvPn36k^`69YG0lIes{Dus{|kZffnJmvjQ6F{uJ4llF`*HE%P1Mk3zVi zM_?cxBMN>3{c7Sn{4#snCpIDvfa~wJnAiS7!}jC;K29OyO&~jIwL3#KNQ3KiYE`ZU zqp~ePCYUu@&99*Ig%Ylu+0<?1sn11T+N=wu*2x~KA?ASV-gO7_a`OJL8V^LhT7sDwIm^n4&HCAXU;l5_&I ziK-4DvpJkqKpN8m|CO1+o%;W~VfCA~tY(`d%TUka;12jN6Arx`BX;T1&_v~zE& zFB2q<%t*O+I=-S5hGv*2`QQNUI&HeKum<=JN(8QAuxmJPH>M}{)u{TJereB3)xOj_ zne;IFz>Sz3D zD~a??g~n`0wJ%+twGq?nb)(%|C3gvAJe0KFXA@L+IuKv;_D*t})Y8r1A*Xfy^i&ZD zBa-A-2934S8r~-y{Q}8u98&R)%i`ZCuq*q}f)szfl(m!>Cfg z_pZio>+KCsrXg$A8bUe!cb`iqvUJeyUNPL{m00xB-S*N~Bs=6JWcKNL4gHxj$oPLu zKxmlB57WwabH{Kb{w8V|ut-KcoRCC{+$+$9zbC%fhd)XteBhinA^I_YKu0axhAu+tdSqGWU#eU3X>*Boo{5p3<+gp26`SY2T(EjHLDAtxYWjpk; zRk*+BW7{wiCOSq~HMOtl+0Z3f636lfI~cO)O7ZTW-Agn6O@ZWe0vd`0?ue$JJ2|m& z>+%TbP9!2>>F&`KX76l4AvE#2^p>Qx?;dBxADg#_tsAIA!{m-G_6&Y!an4w&+4|={ zpHS60us-pK1&-@mv-QSGhdt<$Qj)MmL^dmfSn+Idmc-x;tOi0_sR^0NFXgx)m`FaZ zp;8QwcjMKVt-UwsUdD?v-5pN!H+?xB*fNx>ffg64#(cWUSv2f)Iow%dj~0Iy*x>Hc zncJ#sYy7H4h4HGeG&i|~t3Z$Y^h%)8y6c;%{H)4F{Cap2@}|9=7tk{i`#97 z9sK?ecjx?EN!Y*XnMo$Lor!JRp4hf=Vq@Y7Pi)(^ZA@(2IkB^Ozi-vn{sCLHRog$G z?o-uO-Ss?o-`Dji0;+!BuBN36_)E$EWb|z-sI_EdqX=f1Y*@M@(49+;V{39B_+YR0 z$lU^xhMyif6VBA~ z&{$R^BwL{<`r6aqcsUyjnTn;)wO`Z`U|Mb_5L1Xxj$LrxwR{FcNJ9U7w^?~d4H{yx zofzcoe^4UR?TCY5{D;OmIwMjpXR@qap5i!((S^IkLh0>N>hCf}10VJ24W6kgyC+g4 z+L%hUrd}hs`jc+xSFvPjp4g;pD~|>P{2%&Lb!rYDf1O4MQdiY2?Ex3jqM|X{%I#-O znw+!Xbyk%ryjByHgFoeneo}1K0(EKcKa5DCI71q_AY-|3B%-*X+lvD<$B(|i{MoHd zqax8&ZlD(7-5IBzkIM)~0-?z}a?UMQf>iAzDsx55rdgy4n+6GH3Vkuty3Iu$T=zWZ zaqjUoHh=XL=}QAa-!G>;m2l5(H#wv45nA4=hqA}5TLj)WR&&m#+e3)CATReiDrOa)X68uspLijMQJx3VI4II=U_#k)mkOQL(L$Cqs-5HpcV#1Xr=zDDy{q{C#8+n*_=-zrLyCGP$6S7l1bN7#vj+ z&Ncd~c(F1z`#XG{+hq6N;d^b~R=gXP>7P0+=r$@#l}?I4KGRZal|hW6f=JsI|q? z4I*K$iEq@B%8YG7$+1U;R)AR(ai{Sk(@jD)-2|$r^h2-++I4^jr0xf3fnd54myAQ1 z2e9`?+0_XA=chfB?K$*`z~*ZNQoF(5!n4 zs9z}7h|8z?z$ZWhW*WK5s6aVp)SZ#tmR%Kz7`Cv&w*C8;Ds?T_*>XH&W!oc5nFa@B zU*GXkTOij$sxzeGqaD-=u`<6atx9PKYWr^${fir4H+pN9pU!yEIOtr2HH(l^R3c%j z?6ngnZu7sGHs5mUe0t*o&vM2F-2>4~>Ug-aj}B=AuhG5&C;aC4>Iaz!#~`g?gfGzb zY_4YU{g@z0lJ$bqa(Ph4tM33#g_-nKy=K2h{JOy)PqT@UgaiS-BDVsK{@l80i=^J& zLluKIqR`Tnha^3-!1DE@e~b|i4Pf!44TCVAjlIC7GU*pl|Eu7_;Dyw!AebRT&JxpM zG;GPyl*Ypiu-R(P1dKW#C`z2RzZZdS_%Mo946aULbF4by%yKsMZc&Y+YW=_}F}bgj zK6d2JPpoJ!eQ;MjWTL{Ab}o0V`F&H;4~{*i$WYkcBrMF~Nr8pBb$R~&m-={)n{xCg z?M5toDcEryI|Z0Z`pQt`WIImN)iXAVClmSNx=oy|K+I3*%;Q9>gtKXZo*icU2G+yj z!gfBSWNH1Chk&0IW3gwW*W0e>;L+DZk50K~x)Ulxp`lu-rd7Q>WB+L>-5N%#^gkh~ z86Rm70r1c8V*a^ga9j55D!{tQZo1Y{6Y*^<->{*7EH$F$@su}A@%j!R8zn=njc_ZxhaWxKeTC&xYwqR*ZZYM|hZqKMJcOMe@CbY#y zlCuFxnhvj2+hbANapIHH7{(v!+rJUFVJU70L#mg~1%B9~{)&;$qV3nEchREE9_`fL zpV~Bdkt7>p0E0Cgyn$?eB1{Hl#WpHlh<{#I_=IPEClRxsa&=7}hi^fRa$NXy(&+GI zABZ+u=^yvl3o6GV$xp}s*Ph=?*NiyZwl!7Jev8Z^7jUC~GeHFLK=6 zp6U>I^|3+)Y^ybvn=ws9rjhKc3BEe_$HaB>EUe=H;;?2BC1c^1sw^|O)KJ5uC0T>% zRElf@P$$sH@sKxI_s#qHf1)7BbFmc)TF^}4IzTXSSts0hjg>ep+>>~z3E4pLX}cu6 zI-b*){!v54nz5Hz(jV(0wjUvdg?BZ{?Wvtl7OZqyuVTR*FxGI&~9pwMxFV2wllHXW)fA8n*IITh|(}laq>f%5D zi4=BVMQUhkD+}Iwdn)q+>7J@-6lK#QO@KCnZHyRWMZ`J}y^txtEbintNblBbr|Xd0 z^ZN8uE)aLs@v%zBab}uT8jR)L?>`;q@-2=Jdgu8BW}dkDUy+{729NW)wYT$y{6zaD zEPvJq5zBCw75FOgfwxKNudy(*{5!hI|ĽUKp^}ZMUZpT8qu1EL z7{)Zv;m{u$7kO+RL{p*k%{%p<)kcAMB&GQ#pr?Wk6>(t>V5GHH#V-;vw6F>8p=kNKQ&x6<2hDjp%UHY!%v6#qE#OJ z*_t01A59+l+yHD67mx0ELAn9AjzA#8O9G)?*6=ya=FW$*o?*C-ccCIGTew$Ibp3Ezh9NDW6c~PUKn z&Gox*xq(I&@86*iqyVM}r)>Bw9)J~CG>o3f{(^P08V$Ru!6-)d^Kb>4Fi0d2tz*0dUS?U(>AvluJq^;<5)3K@R zUN}sk!HE{`fRZyhof;_aj3;K`2=v7WgExtrPyFn{zRS_RUX2Uak`F_3HizTUc&4P6 zBWL^(!5^5XVeNM*zg=hkvOj(6faOjw&nC9WoM|;>1}QoR>ilAN7o`P! zzNjAG|NcHNcioKqeF*Du91-gNnc2LuXaITaCNlEqf~9iHvi&Y;dXpozv|7I49k>2h7oz$d8(O*FyKa{dU5`{FuN1e2 zRCg8&)}DKyK8E1wh;}TlwM;j@P`N}X%XZ`0vic854B6Z*<4#Vu8N2!^t+IXCYTi~I zfqL8%#Hd3m4<+K{CRM^RKc0q!kRBNR6)GQ@7sg{ZT2lC^p}dSiCBh=*VHrzI?Op^a zzZ?d2R~C#Tp!!H6eU_XOzqH?uOle>vPFO+$t)$G?1 zK*TT^664+`2JRy|dx8S7d2j_X7Lxhk-cia!K85Gm2-y^Dc6Wc(gPlQqDB6(4pk2B< z8Vnpl2=UgJCeg52wjFYq9(`vZ%Kh2l3k+UPr;B{8NeE)e+MCH@AJH1|EPZPLIb1|q z&?Y17jQ_wim+gu->^1(Ddh(myV=l45vxNec-(5EogD%qv!{_p9a%8xgq#m!1Ls#bN z^~GsnRpk83rz3{|7cp(JxXLVvCHnhvYlTwRgPUBT=9IZ@V=hw>sN1`VLb=Hv_#F{` zy8)0q?mrkMpFN;n4lmF)s4r(Y((jYA^Hts}Z$vWp5+P5xK zvyKsUaAQ3xdp^*4#3w>ZaCn&lRwx%jE`8y`awXNdv>Nz*c2Na8dtU~K6CV6rH+LGv z`|66g%Fh*7yG5(!w1!EDm@{mQnvx3nkyowR_H(tFeafgyt5bUN?BqsN{h*Dx4wfLe zZOh7jd|K=l>)D>+h1Uh4zMxj8HA;T}EJf>%NO9`mj9-b~Z%QrX)mW?f3_C{Wt3am} z)?E!-Y1e3wx|v+PKO}p(m3p^CAL;7}?pB#>>NC1e@xpTa>=mo;aAh2QzJ!5)QnfFN zl>iZqgHK+{{Fo;S1?K4-*m=tZI#K-XVTA@5V?yB?;B*P&4CJ8@UM!|CXzj$$yo$dK ziwY|*{HZXA>sN2s+Q3KA?Mt0ch&TTD%;2pdn4fBX2x6D zc7j3m=M}RT>OixkSms43W+@KPE|Vj6ULut7X|P^X^&6QreeRX<$(yM^FM?*j<3XC* zc>5Jk&F`zxv$fn$Q-FiCec+IKnAYLq#?*Bv_w0RCYKd)4M>5un0bvL~{~zqS%%1>< zm-x=(m#?wylT|;j7x!zsrQbx72pVosLi(e4?VchKt^y0^w zr$6?CQw^ohog*`MoDA83z&<78x(QOlCH#^%%9ccYXTrCjB#lF`RfckM`89=*wW{Mi zL&2zItCegB#1>tpq`{;NG$yPqg@&_rLw=uN%@%#w4;K=7ZpaDu&(CIcWeQU5G%4T6 z;m|Y!OoPdE9oDcVqE5F5dxbR-cVvN4MOWdp?GiSI^p_#8PmU+M@#)SC>q*q z-m{EU;mbj03Mm!M>f@@V(;E_+vHsToT2WO-RyW7C&NH@L$V2P-&r!#mUN-snbiV1h zbDw-?hg|CyYo!Q4M5Mk~qcz05UUZRZwce9sj^HqWmtmEAQOY*FKQLWyu|fs_1O`gM z?DBuV31(M86lY{!9=v=J4ayDK?@6Nc{EyHC0?%*>{prmqi+pp~GnaV#3Qdiz(ZdWM z0TeU{G=+xCEflT4?s!~P&U^Q8hB7&}`twB~%c1)y&X+62srU26_Mj9iUuWq)7)pFx z0PuWmgEN3*BvUkaJ|7Ik_N(2%3E&f%H;lR*!6fWTCl)%uwX4H?8)|h;=6KTsLj5Zm zn+@ds6-ZxY@_v!KetYXhOHE6`3$md*7-p`KNlK+aVn~)8%+WiBo(Bq5zAU>Qn|z885@j4 za{M6OEYRktHl)Cw#8Tk|XRAQA%AHwVTC$IO?VQVbIj{Nyt3KZ5fKYb&wS6mCeJ06* z#K@!S48O;(Ky5ChEIb5H63d-9pR}>e#x*UyLH%K1d>{^QWpa15eGmWms@ zI4!g-wwJ?V)U%C5^HM%$ub@$W#laPvDOIoE?y|W2IB{7_Qr(em{WC7torG=3EM|uw zmPIUWV|%h?&WOO9pn|S=8P2+X#H+Te#dEUoLK`=~Q%RU!Fy~xu8#3S45@bl>J-G!- zZ(!!&HHGJZY)PkQZuvw-O%5Rg7%*lRW44di97P~P~3$81SNBW!ojD_c&59-HCNr=Ln-oYm=`FGVO2!!q|uiBm|U z8M8Q1r$g=CI4|yM{*RO5>C1jHNy1!&j@CW7tAqtgM)auP1OEQ>{OKdnHB_D-=?-f- zyi5{uvn}?h+^}z6N8_q=7%p<*l5jyXr!QF0`STqDuGc^NbnIOvbP#8Wr+X-u2erj` zg%=@$GbHm_Jqw#{Jw*=Y{0?g=y(jdwu_<9=n^zzk!OvUbD>sZI46# zC9Ok8@2e0kfQNw{ruSI63H>hrhx1VMy;x1VDe)N_(jwaz2On>+7VrOxt>w z=0iI>p=;suv}rM$AjsWD^P{qZH+*0lQQE8NEjNGvaV%Y^npEPY=@Ys=;xnj5A3ubg zCoN4(h@D-#;khgOU<=-CfXDjjEImL1rzK=$HsSlz(Uhbg?+2YD5OfVl0b7WlTrM0& z+wlu4FoRJG{^Y?G>GoS^5A|D|^3=33Dqt%-&DIe(bgGLW6^UkI1fH&JBX$=CE=CUB zoT5y%Z%#^pWla7Z>aNFO1NyBt3YVmioB>jy{u3Q(%Lx_)7@F*YUN^-5X#E4KN81<< z8@d@b!+7&^5TsU)?)1rhYp%xVUI-gMWprHv<6q||nTwSDuxrL%@!1Dae)s-PVjwT4 z$ILlvm&lM*NBpL@?h9PCOr9=r?69k8Rmo|sSW=fzj-gM_8z<&%@$torR&c3a(ysi0 zLL%HpHT@DZcjc941zcIRz*MGxk-{cCEzvL1D$QRBAHP&!eJ2p>%xcJCu=y~jca75aJ3XPFHUUBGvcqEt+ZW+r@+TwjIU68-51TMHO_yc#UOK3&$I z9z#UscG*p{EEmepdq2LiLPJ;9>Iz5-B3B;bUk8HQ_Cb{TzWO<8KaDuFmiD>LVS7zk zB7tq}^rMTr6w(d$$Ue)qa6 z-2Bp6Vh0Q-RP9j>RLQU(eKQ)h2p3{m1e_Uuy}2rox?N-VnYoVU%wNLG#33 z(D=!Jl*wwEXF4qf0xeukr~5jS-|zQ+qfj3#T_hJ{%4IkbFgavi%FJbXv9A&UcDGHi?5?}3&jQMu0Yliq)+A^ zl6CKQ^A6f5RCmyuYK~SB>LBp&SK}JG?9@G##4=OPvHnc+Q(MF*)*m~*-M0Qp74@s} z0F#rL%IE{jC>(Uz7IQ=ob;+Xfp?{k zd$27FI;ci&M*V=Xn0SSS<}Ys%wqI}UW({92*Bbp2%1-Xk(Xg4@PMs#m!|K{#5Zh*& z34YU{n9x@-y9A=4A~GOXe-@`3yRJ4Xm2gNiMl6SpK)~*-U_RADd?G`M3kj&HSMv5mOu% zYv?D{A{M|#J%UpgREZ1Qh&h|YylFVfa7w*x5O=0`jX{_<1$8N10Z38Ik}hbZE3S@0 zO!lFDw@|$jPzI<}ipKx7K0mgVHj&wTHrtbYo1P1ab;pf!{GH90L9ILjsa{+<5OW_d;&v9b)^hnv(?cLMo_v=ERC?Cc0|0lEkQJ?ep^%DEv$NyD^`~M+6 z{{Piqzb%m67j| ziGapu&j&P4NAL5t`$+nKOadW804Biz*s4{0o)Ar=MlA7AodWbAK@HmbtxtH?$}Jc}y4nablOa>#ty>p)ZOC99kiy=|sNHM2&F|osx+71<|=07oLyI;-$ zDptXo5rtjwDa>;X*{9i`x(gppZ6=dNw5(-nmK)vb*tY8eN{3`u^PCD0qVdnfBWqi7 z4lH}0TW8t%hLjuVn?K#G9(xsF=U+56o3x^1&2?ns{H6x&WdYx4)K$A3p4aAM$G zQsG3zs|;1BHM+AsQdDaqsU)bztDh>S)rwIsem*dDDRx^ZbSt$?UUkDNJ;#p)e{tt% ziE8oM_%S%KTK0uP*8m~}gYrF~0)$*9Xy-OgT|>5znfQ0%UAAgD8vH2ixMGJw z$NiH_@KseeTMX|3}55P&Ya$LyXkJ!P*1oe3JOSUNB7Ij3( z4}4Z|1e^8IhzMZJ5!2Z9CxT--62Jx~h4rPZoQw3?Fgn%G%l8RW(QP)rOO^RGJ#%7J zDO}$7{?qdl>yACE-L#n6gJlx5&D-X*Ah)TNA!{ax@iaa3UrWUhArPXhqE)*nq1MXP zJgJ7HJd#hd@O+Bi+|QNj3^75eBI5#)V;G^z_!k=ey1? z@DcKHDNALMgZ1j;>x}`MR}tCx3bUeLM%};1k^KmHI&Q1f)G^I)me}nTb=LJ~kP&?U zpmGh%>mW4pwL)X#0`zqK^izChlJ^X-?d5|udcVZ`LTrih#KofO| zoh)2H#J-dA`wI_mZ%l6jGSwFld+%0w-Th;S%Yh;Iuw33tCcuT)4|+Ci`zp4)>h1RL5zgIRiNC7rj%boLyU zVOW{VOC4!w+!jMg=(1Xa-4;-54XEF>QHfH)INd14vE3=h=kCWJG?Pel+FlEed|4c? zua-aHj-cM;gyt&K$+t14t1D54O7CbU@(v-2Q9UQ(W=?Yu*6W;Gcc$HL-yYUf>sQbKVa?pwHK9w~Bn3UWNzEL&GS^ z*Q5(ny_!)`_?{nDwwnJVNEeDwbTJ0sM<^j|1fAR}>FiOss!+(u*r(j%tgSn$Yi&9? zD@O@m+%POZK=>HV6V1z&cS29z``|pGW3r7J!%m4ik8?-H|Ii$sdE@wH8AG{R7wo`s zwOa=)zSW3)8$8x79;a-WjG^yv_9Cs#&ky7)d|FQEhW~Oc$YL+Y9sv-E97QXn(s+I9 zQr_3_f{0iq-{{Zao18wh>$!~eIS@LT{&KEh+|nl#A;1yL1TGO+4PWaS-UGGMt~*Du ztR$6vw1c?cVcIU(2#g%pvD!+nsVwA`g57!aQ;R6mVsPVZV!rrRnpR9sVwKgD;(*W zO!=v^%Bxcc2Gne&)NxwHMr#L+`WOBvMvXC^*!_#+-uzp18@wei)EH$bqCG=Cc22?u zVm$#vk05ADC$^z#~$2Fe3t7H-mglDV@a=jRvkkFcGZ%;FX*4Q6a+Bg_`Cs{M8 z$L8IrPjzs+GM#5Tx>2n|H%^NWKrNt%#pVDW1w3Kgsbo^h*F=2)xXp3Lg-|_hWsBiN z=yB>-cnd3eK-Sdij#C&KVz+y9ErXn?R@9gfitvk(;&*sQDfs`f5Jhc8i95B6ahHK1 z`*_{lvurpVn%mDU{Vce@n$Ybh8F30_Y$KbmqU=9vo@J{_av5jV)I%MD7FqpAr$h~o zaRTV=i}E<9y+cmKn+|(N{o6dorbj;^ivcx9H(&-^W4`zO(0s9mVs5affw2zb>QD+6 z4re*bp%PC)b*k>-`Fx_hkl3KuHdIvZ99g1;cG#*nQ@;m@d%L0yuNZ51Ck+_gRx`A! zUG*slcq_AjC>&3hasM0_F$o!PTwHc_hHh3+R_J+)dOj}=82QWS>1sJz!)~atUzP4m zWhq)$%el&X@YcYa?$c^&A|Wxyus&YCWjA~Tca(s-7JFE3^cYJm+}4!u=!HROuCi^j zkXG+0BQ7P98zQ^rxDul)Te>7ZzUUB%`!CL<<9yvQ&TA!iLqXd6irou*L#?MWIgeAB#SB}N@@o71_vH4H6#XVN$C5sg zo`XE?P_!WzxMW}L3ay$b)2b#NHs&lz*o2GKaa^7a=aaRsbEMSK316E{>we{92n(NV zRpY-KC5pSv@9LX-Q<}=Z;HuU;%Ce_RgCoZxM-s*gheuKgD>PU$FkB(-WLz4W5Kfs} z%VHJFTS)NWqM4dpuY@So0aa$2B$yYhn^~Olvy(bK87n&zNxU9zhhDU}8xX`AtS3*# zIAf7)bUTxy{OwVARiENeE%xZmRf~YJdp!Rpe~P_6+@7X={TPPqA9W5mzo@#w+5{Jk8zj2N3S*E@;c3jRiv~nVXN|a5D#f_V0x?VO3e-mFvh85xzMGy{#%)&1%gQ zmHkQXVi=gsV^fE>^}khM3Kc$&4EOgrdt~Mro*E@tizOhTgDTzkTxp|xK%!kVCWBK0+yBU%=Ru&%4j5d$!4Ze9y1V*%dpRrHUfH^uI; zdTp{pm?9s7!ro-ga1l-Gc%d6Uel0Y<-jpNz@*af%SIAQu%||)Y%4XD~-d!Fd8&F-i zRYN-Fx?eMnIh5jWdyH+Idt*SJZNoqzkRL~nzxS7~F0|VRI!ssFNe)OkGJQZu16xuT z8k>YBcU47~KxcS819J(ZW;0@J9hUv~32O+^LMm>wNn{P-`a%wihdJPVEn>7eh{acw z8b9NQzF>)Lgt!G|XcqON4PRf2cDr< zSYlSE5?5{heq(k8-^yEEa~!og)Vo)MseRm}JzFDIRZ*dYG^Y;ouU1=Fl#EZvFtGpG zK!50hkz!#I{gt%oHE0E?wFCQAeTUqv<(FJB+S1(YCQ63R?(2>3>GkON`a;v+Gjy#E zI!h~S4@~SIwa+}v<^QPFs@+6*Pw-p*V$hEfmr2*D`4NRl8&Qi4!|!^<)rUxPJ31g# zGCtH5)y_q^D=B?d&=9&pSiSqPpjuEMjzURiHpj7}<2dt`*{}V0{CL;-JS121AUPp8 zFqRRAFa2suJ~Fq~>-74+Sy`K2 zVim>Sa(Zby%A!^ecwl-7Wy&0%O4wj0rNa^TS_vAUNcPfpLn z)BG3}yuzxE{Lx+#PFlPbS>68F*#}5z7!oF?&}X+ckr~X9^3!%ghnK(kH55YTn|>&= zvsZIUhS5bP2yMWjq{S3yP{MU3C8@+|e;<5hd8RB6s9r)xooNk!06rAAxBpe&(i~&) z%7C*rCi!}BOm`gCJ%>rFEDp@?^JLfc=r}#>c{ef^I-V~fE~o$QPD=3=2wrbMMzkIr zDdEKuftOi9X{U_GHzS%FHK?`<&EtwGAwy-+k3K~j>3NxA0|9QR;WQ})9>VdEX42BSzgLK!DcX2rz@w%DUY2B_AAQg6-Ch{{-oK>Z>}oHZwaN@9 zDx!-YcwPE>!m?6C+S+#pJ*a`lc?}~tWp{i`FzAc49<}DM%${2hW4L&-+RIaFI%{3~j*;|LDUGSGW}Sd!|sI90VD-|9lJ_3;eSx5V=1L@t-G*B#!G z>`rl^e}=YxBu3FvJN_$AOuWz@m&BO?0;^9%Vaw6|hQ8Z*xZ&zwR1ot{No^V;qB7u& zdYLzq2jO&Ob_R#Ky&Tt&W;Gxo;<~9YjbT*6#rUiN838g>Jg!N*a+cFa)zKyma6cS+ zP78TFuFG}enu=!Dl!kz3)Tu0{Ncws+VRaMUhgBm+@~w#qp;2)YaGMM@4$`oD;Dy}f zF=DvP%V~;JA666`n_pT^FUW*mnHA(LUne#O+X^yrI7ga`-zoFyNA#DH)@2$s7CevM z+Eah}E2SpJcFr=8s_a8=Po*3*eh3rr)1*%rI5LtoAwxFYtu?OSi6Gb7<~t-N*W_9V zm}hXsq!yDJ7H6zDHQ!uYG3W!rN$3^ElV~~KX{j=nnR+^^lN`p?C9a3t>{S;PViP7w zmZJANRA3vwLp7q^Zkk)W1I(cw1z1AnfF4?<|Ct~OB7{_g?7n_|KaHQpRQRO#Gj6hQ zdk5}D(LPVoNL%lBv+Y)5`XOb~r&4S(U%=fVZ4OaS8 zN&~b&JhM~5wRTxqeEaZxDw(wL+-gjwt=X$MbcUnf31i(8S@sj#e?NQ~!78HH*VS zA4H#qgF=Sy=y2Xqe)@o`)Mysp?m5jCdgm7VaQ_rrUO(B^UnhZhB_)zB&ofA57N1xR zm6Pf{591Z6F>9XzOjBFMuI&oQ}}QH*E?{{t(Y{gomih%d+X%`yLOJhgT-HvioAag#xxYf)?i$e2Woom+VVJ zuwk~D(XO81JVjwNL>=E`fL-lP)yCJMMqA1FQoOi-FeLAbqFeQ>rgJA1qL9pMr>M3k zU?m6J)LY)=IZ&Z~^mjg@3zGpKLm2HS4D#|tL3F)E#asUu&qEI9UYq=2idz6lty;%J zPiWpatXJ^)`!3;O!~>=eSyu9NnhQqqVj3Pj3Xu1vQL@FR%Khxi82TgcSG~&lSQW}p zLkx{w`zO!L>&x@*ApX#{n|ixgW3#_a3t~is*#t&$s#ChYtTFm-qxxa^RPq#h^?5S$ zA@UXfbFE~Tb+CrUaG4QkJ8&!Pq8;)({fAb@7t?dKkOLrHEJB0H z=7O`L?sUlx7EssmIKVWzb6N{RiH);yI6|!#D?h{di};9RTv{}iQcvS%hfGrJLvL1r z5M4{_@Nl62H(r4CMbzQ)TF#;G0029stJJ*7dJ6cT&FQBGp34uVY?q=CmsEaYk-d{I zv0y)y51}Zwm$X%h^uyfs*<~ZU9zxyo{aYq-2sKLO}DFQDB(Ux$iyS|!CwRV>{BHF zB2thM2SO6+_Ph~Pw!9V4-!W}GQ&kk@%t}bwa+P=Za%aX&X`B?1t9=!&tCcr|*VleocL+L8P<&os; zw8%vLx@?qj903jAj!?x76ZmSz%Zgb*!FK8NbuiE_``9tRV{k9dL;5VC8V>}PD1o8B z)sQAHfssvMs`{C3RBo}z(#1M0HG3n=Epk+O17P@ex4!1I

F2Zq)f?-xl;o@}o1X)FBlwQ5!ubaEWW!5oE(KXEo2^yv(c7Afx(zf(lk;FDE29+|S_HKG6C7 z#fGf#sZ2!@v+bbE#OAqwRW!wcJ)6$Ep7uA+h9crt_R&7kR4l8c(RxfMPEFNmiLPNZ zs0(1RmYRHH_QGR3pQswd&x*8airYiMuw@un@k4Se!ZkLs(4xG&z(~}}z~OkUANwm! z*n=cBwL|Sli!jv0DxQleQgmt}oS87HEH8$1_7xcn9t7{V6Y=6X+RxH4!H^LLFPI!A z#IPDL9=Wj&*-EDDYr@~E9odf@^gO?#kWVFv43F~z6Q>A(y)07NR+zr-mGzDwR*|y* zZUtow0QB*3V^fk$XD~z+valk^Hv!63@U4mG4CQ2n-CDvW>#5^S{}`)&LkD-j)QxxC z;V${tE9Z>S*lYegY9+>6lopG|5t@xEgTuN{y%b4DOj6o&nibg4P%>#EX)jCy2xv}5 zavi`4G*Y<1MN3p@52rq>tu`@ZoIFs#?SxKIbu@DZdW<*QPqpC@v>DURq3qcEqI0$S zwq>sR-&MXo8Q#+`X7Hy7$zl6^vz0*Der=NK=zc;HsN5X$uy%CcuHNGm*o5kFTgK@o z5yZA+j!}x$8H?_qre1S4`0Jr-hU2KgyMK@nGeaDGDSbq5qDUUp5M@kS^IF`fb3KLJ z7I`+tx3~K5ut#kw>w=t|Y_@`?r|Mj(Zo@%mf$7NzndExbeZ~OnfZCwLp;sZR^PFEN zyk3^uGLFrZtD+nli6w_@rzQ1y_Xoig@F+aq%Sp@+Qopl18c0p@HC2(4nwmag;M@Ks zZ_m=2j1)Fs8gv~2fbNyKTN9m4jk`m(e2OjD)rp^s;5QNP% z>I{{8?_(0x`>MjR?CkUb8VMH+d7SJSD#^(QYt|?HOmVvv{rmHx%nH=~E~d#fowR9Z z0pe1EL!_gQoo~$6(8<%(dqF40Ps5^fltmd5SsHz7syi9{r3@T*7!z5YsYj0eCz&Yc zXacyd=zA6m(GQ>@#`rqY4aC6O$!AEIl}sd&PjHq~Y|a!_5z&G`c3W93m~yU+t0EUd z5=o!&E@q>C)Dxl;hUC=KG0QcsB#r)AmX=NXNVdPyhzJjKUNV2>tmL(1N}r_F$zd-e zjbLolLPny%dC$33e#?!6zXan-H_SiMN(2MgB)NaxXvAI=*cMylPbc&m_iJfSM4x_p zkOPgxIkAMVD4|Swl-BWyomaph#m$D`4v8u1?NHE8NG}-B__T@6%gg1ZB-WjG_14j8 zsCY$aCeuIx`93 z*gucwnH@bFG;TI@Y9`84m6_N3z2#5q@hcdZjDNVsrp@J~jDV=mmNq_nfj3q;c!cbH zj5U{{&P)s=m{O68gQV_gzOSQ9zj>OIKCdZp(ZNKrvaMr-S- z?dj(Jt8WS$MW)IAV2`~L?E8{!)nGoH^h2~IKDx3{(Y8gO&F3hlmTAv;g~K}aLyD+V z{(LAfKQ3&eDXjhmjFc4H6rZ+g-##mz$wzD6{3fpVhK&FQhWffm?qGd}4hoass&LfO zzlHtqA(D78V1xYg^gwa=tC;dtO;N}B)$4{PBbys3qDDhEx0|4J%;MH&byHqig>iRb zLrd(1sEV}69B0xRf~E;Qa#!m>^&8(B3xe%H70vy;AvSnK_aOfV#sLrNk23GlC!5h5 zq#B7?F#0M`r+*&}GzEL#c@pSX+%a2}1PYq61rxy1tu-9Jz-l`w&I-5r zDN5<3uD7vD+LWo6xssoXc7a1J&;f0(I^S z$EeUq8;%p*eAPuVX6lkAA>h=^_M|CD4UuH(VlY0wFfLBU0e!hI|HRfAGnWb3If8os zRxET`VKbmzjxCY3JP;~0hZJe5WybOlp*)!n`%C$OgCm%a*_=w{w*VOth?ShI+Nx^u zO&9TUH?#5Q-)Jzd!5`?aGNZ7_`{v1tlDrbWQwAQ<*&uV$^dG1BjKx6{BT(FuT%JHnd{DPdgGIo%2 zG;6}eAK9|%02hIZ{YAnu&gVYlj=V_3dOmcIH}`+i+3{YWz67+AiQl@Mnh;ci)#gfLf$CmVqpvT(o397;G z&_nVSFz%AwN}`8Z>Pjj!jGkK>Sf~9gw;LDMatO8=mil~BFy>f=MR+D^56}UxPySsm4Ye2I#=O6vJ=p7rTS|v_KTMxmxIZAyNV@_x73(0z%!6Wj zfLEgtW``e|n}nNME4tCnnwIq^#h7b*7`JA-G^P|t!r5YnSbs}$%tNgLVw$(h9ip&U zD+W6%+c~D7=uV4CkrXZ^%LiX=vKkybYB19B5*TGjRMa7p|9&AVv3yOm+?oHajbfXo z{8zmWQZi03FK}I1BWw$^ujgS1B7!+7Eu-#|ZMry zxI=JvcXtZ`g1dWgcb9?S?moc44DRlBIo~=xy{-I*KGR z@PXe}`l{QAJQ`3^f5;%AYx8?q6ou)+_@Z>mL`M_?`35<` z`KF(5;WF$He|IM4JYTPFc3|2v$!Pj_T3Iua=X-!!xSm*hsuKMSzrBJMS`BWM$`k;y zg#}B!Bg({wRUvEB3DGWnYaPEF?aZDdbGmxE(n&0lxBECug=QrGQy?)Ec!(g)@|Vwa z(U{9T%~gZJ)OQk>MPR z@)5qrJP+*7mHUm7-=8Ze?{CcDJt}h(dC@>qnJEPHaZ2^kAbBPAWmSzT?l1AkyH2Y% zz38dwmusC-E z+9ic?h*LL1R&9|?U5;x+#n+_uyu)}+pAfMh)_kRfNr(vCN*jz^dBZCw_kwWuuM38! z23r+(jx@a2-S+uf_^Q>gQ&sf{`^1#qM}iB!ObdXcLT#h|SfZxjK^pCF9os9k+WEpx z9z3X2Mm9bQHJTSi6^y?~G?NS5y~GLZL_q3?C0Xuf_!Rw}h2K2tPYfG#u9vIL9Rp}v zH`sqSCT-)djZO2*wL0l*;U~bMT+cQLP$-_&Cd(#7P0j!X+ZI;{o})wfg8zY3SHFl^&5lX1w_~5n*qNn6Uh{|3ZznK zM2erGoCLqzqt5eWYOgbgtH#khjTj_ z&aV7`Yc2UHMvZWjeCO=&uWGuj)tbUMw*6OU?nn(3Fp7C(^>^RKj|5 znYC|kUztywF>%VwrL2EekZQ7+w8TVMqHevRUoKRQo0xmx7b+sgqJKg9L98~z77jg6t_Jc5y@qO%-X{D8fnHQe zC?}AY;Z|iLe5qxgk&&`L`&%{HGyU<4D*>nJOO-!yEhkG~`_NvBg?wU&|I%nm7x(=7 zl7*-hNR|9Nfho0nMiZu~2?a;p1X#JtZ>XO}3@^2^2uXON_eqAMr zb9csWiFe@~0#vGmSGqp7DCfzZUyEWk0x;TXLN2f_jmZojXLF*0QbUK6YL@J73D9J_}eh?Xze*M0i;RsmjGfGMj z&P&H~Xm_F&yh~2fJnkpKEd|FwQBh6jtowQLr3!Rd#uGu8E03c{C+2m27Xv|lSOMYK z-oMfntG!PeygZhFvjLdWkAqIbfkmq8=1wq0-K};ogjl^(xhgz z=I9%pPKMDjGDl>TnOP1*Qhj5TJG%POAE%a4LD@?H;Tai5f{cuwGx#6a)Zc8z1&3qC zJ1@oC7ynK~%9(+KY-~b8)6=D4Z#g;W+P{LrWG00l2$*7eaFM?7PEAj6-!+0C9#HkA9T^Bp1;=5 z+-8cEY;`1g5L$IJm{gH`1(TmlWg1s$b63(@^fAI+`=ZBnSm@^lbIJ9+3(ON`5!Smc zZ43HhESXz=E+6OrC6p;es}l#fY%c~!I3rf9&nd8ce{Nyo8<3V9c6p!dw`y#Or|^Y` zp}EcXyr){Xj<~IrsS9&`8!U8kpe^p|NbM^7Ou1VPZ~mi4txuG=Et}Yh>|$v_1uf$z zVt<6yFrg>Uqlqe=L;!!eHC^`7q(E*(3=|smjIsD}(;R8Fk*Qm2J$fkO$v6+J=Jj@$ z8e*yF`Ii@$$FKaRN4ODovsYf%l5XI8lgSps4QjG5x1cuv zmx1vOqd&ZRbfxTrql699^izlw&qI`&U1-`m8-MT`9xJE1Om(}X4iWH~@XXrf1I0R; zD&-LbMdd74PvJ5UZ-5f(B_W}0pv3$2<&A;7=I^yCSrcW(gP}RCw zOKIG*bF9HXuWKovna{^8$&o%Ni0T3C=9cCvU%eq z;nYBHxva({M5Yn~^d3w7+wwwiCBWrVEF+{oUtuo?2-UK}H{VCnPMenN9#-t(auIcN zy2=Qau}K@eq7)J>EX13yY#iM{9uREJp-CV zE1U!G!L}H(WaL!jRNpb+9o5Bnk!3?!+gMAaKz`koKE$4pI6F`P)v(b3io%hpo zgnEzjsr3x@(#Z^V_Q;*yY>!JS#fdR8DFmQEv4W!Fs|L#skXY72jOT5_x{FYCw1rC= zKcSZt6O)cSQro3XfIK>jFA{DTFz@;$R)m1cyC0ZvB2(z~I&0Mp-jt~vmUh#lQXML( z1X7Z?Z`;7T#*zkGyYb*!ptuD6_~+lxXy5-4*1_BPczN}jf@u2nwdH4T;DT%S+xO`Z z5jj$V5y3fE$%X1&DF><b(O#G zMD?a`k60jVX=q@#*e1>>!u)Kdpw9a)-r;@QjXk_Uu!w#);A!S+gzJ`6*N`uyqsn3C zck^YEZmP4>k(p2zZ`{Ef?$#(jEo|W+YG`3YLNd(h#jn8bL6_^!Gur!S16Q^6d!un0R0IcUATE=)I2(9o9S(q6}^fM9UN+;i@DZ)HM6K>qrQr z6T2zP;HrJeGTym>%fTMG-afoaox>`Z(js}t%Yt-L?}@QQdbp#b$-Qn^{>+C|!7Q&U z(9RhzvIjH$@fyC&n%VbrctPsm&sT{fe<`H@GkJgC%@9)^=Szl9d#erasJS1lW7}}! zbhi@A)hseHkQ7@vaE!Pz7i@yuBzJbzKpP~PN@T<|NwfQU$VS93E}lRa%5tfw-{oKZ zcB`QcRl}A3=i^ri_`+8}3ryJd%h~gsgLAd}n1g9EL(v__7z1~g#1|qeVRkL;{;hku zgZ5j{j+jAH>0+tAi9Oj!RnKzu?q=mQ2`W>Zd@DCvm0>(!ZMIbS2-dCLSS?q)#9r^V zG}NagPhcS|Hh?=;?gRNtuh}7T zO5T3KCbp5yNBW~q7@e>2&knOoUShCPoZT}AWEJ#YJp)rA+PyYckTVY`N@A);#xZF{;Io8DXbGGAtPA%<5y^Xnpl|V4< z@yu`4o5Dh_LwFT#VOv6Xfr5K(70F+_C3XTlW;OBezQvRdA!y#$tpUcRwb?~U9qk64 zY7z{#9A!k_tFWt*)e0cIn>@7VarO7N2Sx9srg%RJQaG8COCRTUAn5eq>B08JJp}D$ z#BKWF$i+y_r$7AS5PdXIcB$#rKt$GX;$Ig9>BNFBLW>GzUlIi>gzr;G%LM<= zhyQ(HuKoG39s@D1IGAr132KwZEVyT#jR#=y7cPh9)*e_Hy*|YEs6E&+ko@BIuS#wl zqvXKK92YJOw4{GN!IS;`=M5J<{paTk7!j}~h3m*G#!d)se{0d~e^$8?4~4%nQUL1z zc8q^t&K*Qi$$q|by{Pz@fh3eHfVq2%?+*+Ae0q3C^`Bp(8bH6#dYQ3D`cV5H-GRtK z*zy0h@_(j2!EgDBk^RQ`{@)$wzeDhIgqQ#RKk@&*J4X&e_&-Pce;Zx^$yxqI_@DT{ z8oRka1IYfX;y>Hjf86r^_utP{|26$Ts}EqbkHP&{{6A%zgr6|~KbZ&ce~Y(v0LU}rax7NZFcd&!Fe(L{0GaAZB|Lr$DI0S z?`fK1zN0$eU2-*OXjrNC%fB(?QbiO5xg%p2m@$EQti*i|5PXmPCvX$wG+hPJ@Yao;s{O$)D7Ln%4~YPWC?JO zJlxMgqYx;1-VAMzi51^6*M-)?S&zDum~R=i$qhrX+5+xy)Fz6Lyq zU986GY@&W5&3RH>g57$2pBjI)i@#esA3Q&VaOe2Gt+~AVUuPfn2ZsL!zf%TS2OhX3 zy%U6>^_|NoSyDT{=HVd$#~uw;n1rZnLZZMO$X9`z`3|JPK0vRV2H2!L=NX;N+OC&; z2!E3TTdYvTeZy6AGX6m276LrBG_f;Co`Gl94Yv= z3t5Rf;tv1hhSy0bIyOAZ9Wf~cJ2Uo`xk!u1nDqJBS4?>AUhLYxC&GUE;c=D!(bF;M z%cuUHQ|}waj;HSB1=H&rE@ESbH{d<$je!E!Z3-%I^L4m7;7`Z zDws>gnDuBk8W=14cxD3D)s#z-LP^G*Ze`S@6ImG3IAhp-b+jpas4;&poI#42t-Kx2 zd-Fe__IW-<4aS14Wm+-d#;Mdb)y!*nR%Tjzr2ED>dV5@|0+QP1-B^uRl+ANV)O^JX zURJ1_td^D5f$uqpi%02kCL;)3>wHHZ3GhY&@o4jFHJp$cF1MwW+|iu{eo+}y%Tgcw zEYx9zLRyh->ZrSlF)Mw6GA zwtU#_GIxbbZ^C^E3_By*Kigxp$VG9kIJ{+9!qYJ`~bAG{ju|x05(y zSsisg#r->Jq)$qJxgXICU;s(~hJ?i`65dvCH1RjlHDty!(kew~T#B*fAmnxXwSZZ-w*X)+ z>HGwks{kgZ>fk>b=5hHp1+@9yR(L*uHfpOP~2~wCP2#Clh1Y-8@%m zD-Zvatl<{Vj#XT`9B&u5D#vDA_&CW{@7~TVtc(Ro!a3Cb-A0dO{ySwk9Vp#rfBaA& z8?Y_%WY(=to-`N2qyy?Kw?8Zyg$~rK@}VP_<>hh+4tJSIO_6}EiXsz zPs{udc(+3H&qp*_iOet8-n;ig1~-8vMA$v&z7MjzUsbp`DpgxeKTg)Xd0my8Ghe{EvfSY1a^}cZYNyLI{i$yPAIQ|rqIH|p7lG&M#rw5m8YkL@o}KP3v%D_S9tYP};h6dS~>C*@`A@188o=<`^e7keGJ zcdQghydqX<(5;zAt)J~b{5LPn$Ey5^D$hHCXiKXnr}3>Wlg5+3c@JLUe0(ct4J6^L zPI!wFG~;fU=Q&p?>;vZi%Y)Z7_O2`&*bn6_%4vx&MeJN;Z`Gxh>ax^(1#MPFy<8o_ z{i%06j}#`>f8F`;#axoivi&)>F;80J{gV9rln(;7E|s1~jcCD7ojxKkfdS@Umb+Bs z8y%}c4`z1-Tc){xznNR_g)VD2okk5VJc4$%d6)mTD0LggNZWJvyj*Lpx0HPeGn^I_ zB1t(vrtI`LFS0z@$Q5x*sLkHX<0%fn`88F-b;q^h+{W=*bm+Tsw^TZ?(Uz@=BE3d) zkQyK+Ea+Y|fqJrbvzo>IXXAt+OSbxc80(j>%m+eQmS60s zdp2gG8$?NBHqBWIhhc9YxH`HIYD-@Z4m5U=y}sp~)Yi|~B{lYUf7I>NdGlModk8Y0 z*VEI0DK)2_4$T7zY=!>B!M@!Y#a~{pvFCf$4U;^q77BHblkwHOyP7*9jWN+BpY0cA zZ5l6ZRxC(8#=e>E6Z|!pA7;86ldiR0U1kP8orlq-WdW#oZ%=*-wXE-xA{#v?PcVQF ziWkw%eRGM)Vg2t8k*v61bFJAn(nz0YR_Kz2kDR&h)?f-OCNkOU&R%!d+q+WuqL4LJ zV3`Fx5H*Y8*ZaP+ydyOciIG!wyIjrc3>$)12lJK}=66`x&7e+iZpTnEGUiJSuY~HrCO2Xz9wVF{O$Ty0lzZPL=&VfC7 zPmpabw+$x@;I9dBg|*Cy5=yTz%3yrhpn6i~hn~XownyP*4ZX$moA)3RCaw&5|Do~s z`eIr{9=2r0@+BHT5BL=0JUT*x{=7}!LSG-jMC<&piHTA(qqSA5%YV?ty!T>x ze#^(s3uQ$Mnrn2o{<_BT^?ts-Zu@BOJytL1PzI7bqzNnVBCmu>e48AzC9)%T`0*d6|3!1NK4i(Z z#&Yek_XBr)AH8DkGZUX98~Vnm{6ZG_uIUfojZ!;-{X9;D{&lmGinM2n-Qe-+Q9DUx zTEUoOrkt_p1v`_+mIff5PViw!F7^@0!;}6Rz>BU%yHdG z5x-bQG=xa_6$mq0Qnf6sF!sKv!+#UrZB4c*<$CpMu6m`p*`3i;PY<5DI391m&v1R* zULY&p#^&Rv`xdFM6xbT=%rA#M{l1!)z!N zF&_g^k4yI1yiV@Y3wUc(Q_R4r#ne?4hMnQ8Fo>~yaZd)n7-VQ1%1T*GO7~ch>7O#2 z<_4VvDGke5>fas1`{u_OS|;WEnfWm#Os?yXGUu-{>41{_^lhzZapNN{JQuo&8uqxk zX$j2xg8i`YkEBW|!KbtKgWulxSc}PR>jLmbiWJxddYH@yTa4ruNr#5A3Y|=HgFZ&=Ov25DyWP zOlr@ohM!vP71}du$wPKfl(r_i)Fwr^@#~hBuGBe^5N=gWQH_1N6Jq%J!zY!tAF^2v z?2I8T0G$|gq)DZ%oBZ++nSHgE)s4Z-$;A_gure|ja&mwk3C!UtU3NBUzFRo3Idl;Y zRCfP4AuVg-p`o5A~vz~n`Xp%Cd~PX3&iQOGw92Fo2wm< zMeEnfWoaKpK6JLplOJ?)1e832)8fh!gp4J4in+P+1y!Z}lGZuFqe)^b{$;rhza0v$ z8+gdsr5XKw`1n`7>Ox(jbiMl?dFdubP?V?b7!~{)z+)qH^fDUv z$E@ksl?Q#Ks4Nv?{@OU*Uloo|RiuQK%S}U|^|PNB7q6Di6kST9jU4P~3~R~@o2oH& zRbVj%V!E0OzWBPawJOH^D@Dj}E0)0l9tj!)jD1~`!RJn1rJF0SySN%Z_TEe#tR>Cv zO-Ex+8B|v*IY|1qna{-Z`VKadUod2F&=nNI(|4O~8CRTfuc?E_PZ@!yOLL5(!vZLE z8r-pJsb(r-p@?uT1z?zmlw1*{p0&gaT7DiL6rBY3`{|ilcok%9D-w<+JK6s#Bhr&!?w|kx%SB$V5e@6_s|9jT6$5U@nU{Nz$ia!RvFAGhI|J#FKvNyXKiY zQ9SM0HJ5g_=7P54)mrct6X{5RfvlSwCsf~MTvwKFxu#crJWZXc{Vik`QzOQr(P1&R zV=HU+kgO>d7Z<@3dOI>8A^MvfIA)qasvUp&0Lq#$lfV+41r7QRmW zn3d<(C{%40Gc)H?Cser>PqZYfl6>Od$T5SiZILkb<$412lC$NFEuk^k#2g;pXvW6! zq$!dj*(JofD4JL5FQt&<%pZrwBwI9etvv~4WMfS4>hSv9 zbQUz18p{_%Eq{DYk}785n<`RaXqJ%{=KT>HCnVD3-q2i@lW4)u6`XOhjLC4D#iPwJ4x5>CtP0kZK<9ac$cm{B~sN^k<%>PZRCQkuKU zCUSj*vOICBv~2jFhO)@w=M5syvmc1j4qR0{^44mfEESWcV#5mj)vGFzcTZN)i9j3Q zjY|_Clx#dq{2^Dt>fe|T0Zf9Kbp2s$405*Z2s9GU$16)SqkBt6Lp!0$El(_g_vsm& zlxbBZYzAOUXdh`kos^o(hVLW-sc1AAoV)8<5eKibk=*z&R#P*&N|=_u<7>-rMN zM9)cqj7I&rTUw;zQn-@(pcjU% zf3d51{in42b_aqod{)Zt@i-l73^g--f^MmtX>~6cJaPp@fnrQ7=uXN{bGekYVe85Q zEK$GCKQ(nn&&6x~mIOGhEnwwv7Uw(FyIvc2AHq|BK8uK0Oti6gIv z6-rA_?mvyru^pN_H@cr1)0<-AwI<`}AZ2w-5)SX41PEui2F&LGEmtFOS*l_qK>PWqXE(xQ=$$H|&r0>ZgF zu_bp|KvNt;()d@A7q*$Y*{4p*)A*Fi4jvw zED*(G=gt}xqio)aElNUC8*S=pfc04LFulx_9+lo&$xjH8);G1b6jO%VwMWS=A-nor z%*M}-1mkdLS7~M$mQQg z+BbIvO@DUVaXxF0jL~U16UpCIngvsvZU2r|N}>te^^wG^|`zZW&Y zDc+ryoBIaC{1O|HjWZp(!0Yp!13&YW=*Sk!a$nEs&G#)epd6i|;S*0iBpf2e%{6#b zd}YvHM_bxXh=z@1;<7Ym&x=6&F#x^f zz$*DHEy-bCxLr=#V}uc&?U$(`T^^1$Ucd|8%Uux_S>oa~;;NDJ%)jEq-=JyC=cUw) zajNrrb{iT|z9(8>UpK`0waiDe$A7sv5ek0wuITkQlDZ{vx^vLTh3YC#|H2-$t34|K zed2z3ae3p?x7`nlfon50pc#&4X>0_IhoCDjoYwRSd9dXP3#6W8!U`EE4=iOmRICB@ z9{=ukamfwwBF}((mp8GltaCDcnPHksOr9KZINdc{I=cuZJFX4;*PfeKPKsB}DyV9) z-5UlXp(-K_AEV)keLn61O`b1tux<~zdilL<$;8sfsh8T@>k>X!^tZo``c0{j+XcEc zK*x#K>-C(#GNW3NHY@Acy_4X1Zwm_+#>t!o?LUo8iJIg5k7iPY&V^FfhmHWY_1U4X zwKb4?xM=w)78TWvAbz2gurt8~+r}@Uov2sy!m05AE+~aWr+(U2mM3(QOY4c%M5eah z_;KAWN#58feZQicv~seY<{!TaaAN4H^9p~Ibwv?&4Se>t#!Aq0g0ObENPdECM?CX9 z2yJ=#7dDOr{j%k9HIYrUB*xsq^aEQ2q=wR>rVzVCA8^}wyW$uNX{evYss>N$pL4i8 z8%nY)uS`6Xp6~wfLQ_=5v!*uhY5``=;5W9r)4Me{sTy;WkBxb^uZ%V1Fs1{%R_>$F zL)JhmPJjE$t{d8oRT^v-n`X;_W-S~SD~*KSjVp@cWeFZ(5p*;Pmf*zta)$X7s*Y)}xSBFAxc&vx$Uhd!C&M*vl{y=XF%D}b7->l!@ zvo_@Jn&`f@vBzO;6x!5S4RF~ZG3#Yl10YOsKhSN;|8BmoaSOQql@!Sz9Aw&ohoZ%{@-$(*tpp{Q~0FjO}=6bUEEK7gc)TfJ`?RY`j}Qdahn zHsYEVII*1>)!RG zgFwlg+b@q#M9Vu8Q%ky2iAa;*`zea`H{4nJBuo-#{sFi-&)2X5K*x|Eb17L7RY^yT z*%uMZ6mWe+(j|sbpXPy~A1|)s%9zL3_yOXtwKt&d`n;XBf{rEWksdb2_tj*87Tj%5 z!A92VH_PQVvN99VkEkucw*h}wVO+qo$H`h{&nv9lpXuWs*H+AXU02-TcBl4!bkRl zu){-Ef&z72AnCbOyutR?Ab_nl@gSl<R2Fy(_4n9l$Q9@SX4RVE**QA}Pz0YZw!}F*#)emoy!{-DXGm@v``0Dia{f z*I^y|&1m=o`&PDjW9lp?%-bdD!QA!>rh7=oVv$v@9L<~H?u&Iy5@ZpxrDaF>?rSxjcMv z^x~xn(TY)#P@X?)~xhR0_#NIah6Nxyt{A2rt`uw$rkV>N>)7(DGHKVb1HJ zhF34e^iOd`qOd?uYF|Qob|(Ew0}#PiN03yQKWerbx$7DtB-3ixsZ6|!pi%Pf zOyO)_U2%e_?NJ+Jo7?eo*+N!IjoyIJcA03acu0C^z=y7;Sw#!nyQ9mrUw}TNr#cBI zhoTyhqi?R<^>9?ao?FO#>cM?I#$fBk|1IkJT9lTts&FPTyxHsyi?Q4*>HuB1P#@3{xH7!*vuLLnOlp>f_X`MO=?fz zkEtidTMm@w`rG^MQBE&y&T~SNhmKr8A%5eqgq4jDv!FoAcERiY>#cw3-E2QiE#vMK zuvcD|Q+aJcqA`4XHf+yje1@#WuO*ki_4oCDy;ug+YWKXhcBi&}*!gwcOdxE`8xqAO z??B^hoPV;WIKukc-V>>GS-RPY+=)el|Fyi*USDSMjBz17jrrn{%hT$c+V zSfc!1uTzqOp=irDASFIJ)co>A;pK)*J||s9&lEX|zVC68Id)%DwSc#6mxcMf#W+DE zNQ+RH>m0Jtq7}d{kYg?L16Z2es^LDTvMQ|({Q>ql`OKt{^vtp&TM$f5>HvxOc$vWa zE4)S5ihwPWIZ!BA+j-;Vc2!+K)1HdESKPKTRL7NGY2EkRGU|Pug97<^%9<5TdfSMD z2IGdLvlogtWg|ZRw)u033YgDm*U6Y)gi^A8D+6Et-YVg`gxL4-&=>Bp;@^T$LSH|E zo^E#n?zo6}q+!+fl?i$&q%?U%%jqH6ir>*@U>J5D>d`+cSvT$?f|rI{KPqvE{cbKT z46LF|Gs}}+hiLaoIv!k9x%W3+37GTn`fF-iuaX`mhydxdtxBFcaIYT+;NQ)^Gh%yPP63YOttG{|2m!y_vu~* zcho_2G-VLe-D2;FD&S(G+1rd)$IJB1B9|F)dycnW?WD@gP>WCL^+x;*&tX7$^=}_G zoVKQYVadk0`Mu#3;V^+Zi?EiK_w#9tKy!Cgbh6R67@SN|cCD9}`sk{UU_I?PB=jxg zEK{*>E^*|j!ZMUIVL#9pQM1(Jaw&`OVIG#De3aa+RjZ8KlI6X2m`ws{2W})HdoQCy zZoF-ORl$y(CZ5#BQmHxV1%c8VVrhyW62S|znJGWmIjT3bpR#cX7R4gKZ~bxhR5z+p=chLy-{+5(RnpE4C~#nD}$x)THl5Q z^uG~AeI4XQ4WK7kUt#R_wyno|f8Hn%e;c3g zxO|p%#?qmKemzx3srQ(*QFa_t^cd4^Bs zh`QOYejD1ji)b@5F7@dO?AKu3eL)?J8P5vUbc>`3yev<5+T?~30%I6YHwttED{a@f zSTC0zp|TPzty--{8R0!1%GpUvU4jM zNm|*ra-2<$(J-9Lb<^vC5t=(24s21s%ej4%hn(X9NnoHuj{^h7$mRTSx%aY0f^YA> zNq}wV!_{f6#FCN+qI&hoS?_7V7E}TnajJiGJKQNmIJW+L?USS7tO?U&7kiA_=oeJ!Z>QYW zGNL{9tWbE2p_;=D@-Fu;CQQ{A6jx~J`JDPWkB_woW!GKZDoOM$=0(D3HX)W? zM8;t%X{8F2gh?Pld+=x)r1jvkU9g9li$p*kL%#xODebXv}ol z_c4Z1UN;GG;!nht1D~|r#d022{T(B-OHtqrJw2y%=_SFBJYDe|li|D}w|im)PVX#&$quQNEMb`lwhNvRo;CvnV%67}}t$4~^^5 z|5$E~Iunl9h_(v(JiC3U1K3|H)B`)X9dJ}@y>*GMP3p^)}H9FM5kM;~xK?`^Wz7#8v* zA(P+suoM_h-m^;S(cBSI=NU{2rJC45w~97jd(JtCb-L5aBD{fH>*@g!eQi|y$N*z>!d-}y6iJ(OUR z_XKoLTnsmepEiXlypewix{mYz_FJ$?IY|P7Jr!Vgb}6f4HDJxFN6XZ4#>fhp_8m;s zsI}5-G>C3H6mx!~SS4@OdI5=|`@EwlGX?6ksLFQ-Nub4lZJP; zct)yUYlhR^JI+4+A+W=(#I417T&~6#XY@hEYV?w5ZKxDgb6lgF>e!}qz8ViL(5Te~ zZi4BA{LJga-*+99=NT0H=6$rXeRrjx(LHJ5k`SD6AuT#dgO?01Rm2bAFrMA9`+=K% z)JOmX%h3NKCf(!o8G6E;oHDzcUt51M8g{oze#d0MRN!DpxyRrSJ)EV^70i+t!u~q2 zOS(9M8_{a`qBj7(h#~Mj2UnZ)A?JnrY8*DKYB4eO>=HYJmzN5=TJK$@Ov5f-=Ug7* zdG<582PDReKVXp#K^{Y*`xl}7qF%_! z?D*IBn~0H4*9fnCad;{F_O{EV<-rN=BSr88M5seP3(=c$}~j}(UF@yHiR+yR5}cae9!!x z_cQlMG$o1F$pIUW8EulQUu)}bX*qM6`D6#YTLSxZK zP5q3vhs@T2D%_}K`EX$8Al>~0uIsx2`H4ZR*7KbSy7w~urE>ieM&~sC!rGR5XQ<0A zpUr?isvlL2!3Oo6e~T>9^#$Lhxmc9f!PFyk33)?QYiuxd8OSj8E?=5ug)Izx^>-dS z-X(}TUt>`0gfOx~%U=sdpg6fTiuH|k1}DlBGqeGZ1Emy)HSQ(~otka;=V+!i+O!UD zYDpMMo$4HGe#s3{nt{SfSOQ&&RVk#$V*?7PlbEKtLbUWbqRIa4qD7l;p&MtJFV5O9VK9BRIb={+=0lRAfA$wn<{2EK3JuTG<)p@dnT{gD52F=+eY z9QKCco@PlO0lIusrpGO7WhMWyc-!$=ORq@_V~iU7y!Ht_pkMaVpjDG!^r1CV0N8a(15{h@CQO*br86NKmu!iv`ZC|HY9*qfDYu z7lH)QGb~a>SWd~R%$8;E80q!Nq&pqgJJC?PbA3DeJXGx&M4|yi6kzZg^*R162k@rJZ*li@{|w8C zM{`Y{iPfB1-YsVaU1@pS)7U3S>QsPek6mUV7}2VS99u^XE*DO?l+#njI>|_CA2__; z$oTYyeI$G~x~qg4BdY8>eQ7C@m2jqZMB9rjZdbeeaE}cOvQgvWR44*_EQkwl@Ni*r zI!aBc9=Q4aN%7hwG3F@~n}idSanbt)0vScH+G6YrM_QKJ*oMiXULJy| zFEz@$B`r%JRxdq{amcly?e!_b<-|qtBfAf+Rh<73V+TYm9fmoEV@`E zN5XDUO!!+@U4;!Fs;IO;z`!|B#19+cFU=O5^W?Q@SdsW{rnVbq^9kkdP=PHeec zoeK=-iaLL5F0J76yJGb4kt;g;|L~!wsSJzhY9E!fLi2kVqEAi#;-Sl(V<6J$v7VwM z$sPh*$sxEIAuU)=Hj5q|?NRT(=y7KMksfXTlAVINPGi_?xFr_1@3X3HLrE);z%V8I zV>;2~SHuk;i-gZ=TTvt+38CH_F72GV0vY0hJ!j`xsZf!>Yk$(vKTzM_22dI&Qj|Z~ zxTe@tR-Kh~^5Xj<`w+qv05`5ZhcvH9F#d&}mp9g0Ow_ws!oebS`^;F%8n=&VGISqx zF}16ZGMQ=h<1ma}a>q)EhxT|DYFroCF*f(){* zV=mWKK>OoDKg0n>%wDm1tg-`w>z~Gv)_$l{(H=Ufi|FlXnWa+`2Y>m40DlU9RHdeq z*6ySLKpv+Xmd?tfzpxrjWeLEDjv4gTu_EG&9<~s#c)487u!uhG-6@vkO&R9DM}E3T zs@4mOMWmzy{f$J`bY9MPW8w|q88#n7zi2R)B7SBR`AiI&E>=3}H@#8W_;yj^rADml zsoq#l9kD4SlzLg=YB7YgJlq17l(B~sE4AT=;aQh8k55R#Y+7WP1u2-@^G9Hshp0X? zQBmlPMz8-Qp-2()i0(i!x-6vw?%hhe%(S=H+&U zkdqSXj1C0q;?@j>q+iP}CwiRQpx%%>qttCvG$JNPayIodxszRHB?yI9 zTXLAhqVJxP+%$(x+?$Q>^8P0UrxICd?#Iw4IgLdl1XgFGT>#UX-QQCuWfR;Y4{un1 z$LVsCT$FAd)se(t`vvJv{GI$hykT!T6%c4;<)6KL<&oRdmOGTlqu`8`ic=9~8r?6t zEBXi#+lBZg>73GWi=K7OI%t@AL+)baZD5H?>hSd{t7gQ@y$(fqu6k(U;tA3f)QPXm zHCWxD>b|Ld7z(fw1-J(P*?|1Xbz+j9kBQ$ooZ`CUgM4KBlOyNM#Y+&!{QO|J?iPIz zvIrt4WO^yNQ?$I#vjBP#V%|qjc7t&PL#|a!Lp&huMhFY(`RN~hyl|GzGNtIfUw9iw zV|HmzD4_Lte(^@!{K(pnfRkDd^HV#|zZnQXQ-jvROk(6;u8!G#;u*nMxkC%$+>YZ4 zkBK$NIUFqrQ@L3R;s5f1szW4b5-Ltg1!~qDPZok?GMA;JQpAugYO>K4@1;DVN42wa zPj<|0c`PjvP#h|te;Cpqayr}H@{$di&2wNWh+Xapzin#t3+W*EJG`yc@$@Gv!Tx zXy;dR0L+|B3L@02xe%wO040^5Y@I$ox*+A`7tw?^n2bs~R4eXgulDn@8(v?=wbk^t zIx5pRNGTvQ2PlumO7eTSqPew2L@HV&+qo2`hz;svWoPt9TTL>b-r?bCqy0NYkZM=Y z@;rgBm&t%FfmkRSvdv+MEA^FMS3mrO%DyqR z`*F}{p;gm^vvC|cB*3BV$x_^7WA0cTH2P?f@(e;J>W3GD3oQE`jR1=NE-h%|XkI!P zF`}q0E3VM&R*+V`+Lz*py`94mTvO;cXzi&8x8L6?yz}JzV8q0 z+9&H|RjreI)vS5XImR`ZQ4IratFMK485PsZ005m8>FJ#o`VI<-b(N(^Bx~MKEmCfv z{+V9eLPR+8;4U4hqQ+tjjq}%*tISLen;OsXtOQ|ppq`f>P8W6T<`wwr@i0Ll$*(!G zk6}|bK?}MlW*8hDP*bC|G&n(ti?27hV=bLu)({AZ!=^NQ;Ely?#nT3uMC_e_N@Sz4 z*xiJ7n$ZzS(=?yX*s}c;@ZM&jVYmeJVifI)7UbM^fn}1;o_z+Z%1Wg@tJ=_=`_=Z&Y9T@hzNbk`qHwiwij{EYePW?2*od9f@o9Q*08z6 z6yl@H=E!op;hz(xPqtN6Y-LR%*S#&-#MoP#3T{S?$#0kAlig+p6c?KS50SR%ch5Ec zsqN$%sPOg8nsXt=uE6F2BrM@ULFqs6S7!RNendwBPSIl&A)}F+f+&A$>Os9h9+c#V zG{`?0P7{7Y!e+TS!Vdx)G4I*}B}ZkpYiopNn>@oKI9c6o;EK$Sa_R30M}F8nsR@tt z9@XPL0<7SO_z8O2WRR~H&y?&m)h03pGe?;y#VnuE5PdzBAN!At@s^K?SsBwnM|FWq zN1UZ-$~eaLHH8o{2T8=D2|23P)jw41aMxkv(?eoq;i9&NyfFrBdEyq9c5Y4Tr+62c zGE9~&XVswzH`Gdr_lHVtiPpy%aDmA=-{ARaNW?feVG~k8OImJtf!tJs{qw2}qL@*nqw~G;Z|$JR)0!2hO$(shP3=XX>xont zv9{Lck{aa1jy2TskXSYJ2!M{!BR|L8ps;ir5+qu93(}LS0@5#>MC2rsYc}7If^8ThjzW?j*D=U`;xS}Hi!}?lnVHeb4!P%&vvaFEm z-9UV_Vl%MM$BQ`lz5J<;#A(#lhm@|erH!zNJ#V;F@KDrzy7;m{Chv(Ib>lLkk&-2T zo3BLgv>{FE30I3TfjVuS33PTmU@A)9V$0*doTMOcsv?wA*X{1#o}#phhpE!pvu^(m zqU1KPcRLQ^u-H=&*_&LH*0B3`Hnk@23GK*O`GR~nTK+&V=~QpcV!G6lC8{I{oJhwb zHP=f#ifa?^&QO5&a#pj4d`tNr>IK0t=AYSIpM&^32TVw*Iiqqk6>WH%v-RyQy3^7o z&wV^w_oG`$%85ETw7u?Z~|BouPCV_SJL zcnWXkkwm$0RtUUP0pPd;%L#Qr_3_Udh)W@+Wzm7EnfbdE;Au8g3v>6()J^lCDOI(x zw>T4VZyt}j_Vg6TG+E0_B0N}HhWuU1_@iab@*;T7vy~B3f55MW1RDDGw*Ne{{_yZi z5fMSx2H&iD`cqp2%kt{;zghcmds+odjZJvb-Ie2W!0YJzlk)Mw>~p?Z=hU=t7;tor zf!e$I?C8~J*{@>GV=ZF~@FnFt5HZN6{HSg!1_vFuh!2M}Hah(sl)gISd#J4 z`CK$1MVdbl9)`FT1hqs=Eyvq`i(^vli~)0HX%3(T>lKa>j&9HN{j0nDuS)=B;z5V3 zo}*^Lm>3{GgXP*_oA7PO(R}i&=pGGc^(qR)^N>YLQi5<7!=~55+Av!eg@;~Iu6-1u zz4&3Jjb?pK(7Ibj6wNPi9JpcD;%OHZ#Rb>}g#*X}b8=HztCBz8>Ip$NDW%bJQ&CpE z`Q%nRF_-!RM#iVbhc+*NmJ`JuTQ9_HC@_xB2I$(g9O}3z9sd4H{z^VdyMooQjicv$V{|e@#)LDGGbzODg*-oj<;HA_4o@uf#1}bc&3~cK7!{-{2 zJR#!h$}pR@or-C+TV@0c$}`Gojq2FLCJYaHfQoT5xp8g9gc%t9$xuAmoi}%f>M=*PO$?j1mqcW@ zuSf|CBRYBM%v$6O{v7vg(P~>bJ*K22{o{l27i&q}Ndlpbmmn^)v>+Rjpcy`uE}upB0f9U+Y_H?eshD|P{` z?el5xNbu&wynfuJx}LrSE%mFcL8rkZg{w_@cf@MRj{D~ebqs(=JRtti;mG*Q-W*VC z+bD%xB477fCUzY9U~swy{E8|YzdbiQ_~%Iyh*NrM-Vc>3kXWxf8dbf`B&s5)o*KMs zBxe0-1o9)Y%fYA0!Apk7d3!$o&NQ6)SmPbU^_<6EdS(ha?RSJv-2stYMIwsQ^qFkU zCFhwZQi3rbqm;8wjj8lJ zx6j7xAM>lqx5s{?90*3=BS6oJbBV=dCw|i^X9{OO4q{O#Xy=ip^Yj%1%!AM# z=4zm=uXqMObF1RSdopGz}f^*&`M=`-+NgC9I*FAB78PKyx+EX$$-= z66Mr>BVtltc~lf_!80|wABm)#obe&yP##8fba-(1vX0&sSM)Y2Hv?;BLrxI_vIwfw z9anMlO5tvI{|Pm;+%<6inl~fNQKXA&_L_0|dMmUe8!0+5-ip_DaK_5!SieJraPB+Z zy)$!#Ly}I1KkLqeTEnWYEFKZSteF{9P~?1D((1ljt#B5h1o@K8j=qT~2fvWJVR!1n ztpC~6L5uy-rP^vnsL|EbX#u`-#caJmOb>Ew)Bi(?lnKJ*f`%zvKLphErL!e3&3M|v zMFt#hehvPHX5+jOEwyn3Zb0L@a8oq>K_;`_@Am;}6wpJf=i&{QliezniElpY|IXO# zjp41;AlcX+S#-XL`9z_4HF?Jwq5C;`TpA}%O?On=It_=#n9ozRTDQ6S=g6?NCXW`_t) zq8*~(%?w{RQfUeo7ljDWa1=MX>+YZw$KvUhLozr372cyP!eOvqA&y!@dCz3a)6qo* zv$m{futr_KyDFCJPeX{m3-&Nm7&Nzc`q3FLg-15hDN#)WPF|iuxrBhsQ2a~Q9Vh4V zX0w8jvo#i{2)U-CP|()E9@6Hlvc$0v3bHK$k}Nc0-c>Xugx;p3L3GB0l3^8qE$ zaw;>}#D!I?f!`U;sXWXbr%mCObtab{eFr%_T90?IbaEgg{#WXNcNx00YhK=P1^h%s#DNgS0i zHpjX>z_@`w>L{OU(fyq|+YJILoj%Sf91yCe$yh={?uT2`(2b?y{!>R~Sqs7? z>buza*|}yC+Hcs-B|#R^>SHs7hV;Wjc-IPuRlop@k!QWWjF*PA1~hwD;!h$)q^)3! zVu>**#A%G#ytXOx`QB-CJ(6W217hCv;~f5B zczlIF-ug7R2WPUTvp}CfEO9lTq905()H)-cIUw~!EoaVaqleGPh1v2jquWQNjaw`S zF)GF6KLQxd`*+2kzrj%`HmcpthBDi@VO#kz?0mwDfIF#Ti_5^TsEBEDnOQP3(fN~L z%$CzD)-Xe^iRC3phusIefYcY37)Y0?F|EwL z#ycw>x!5mi8r$}-x#^oW5HpX|i;9?`;FP^Th?QJ(CS0%1FJ9Xewn6-h$gL_L&Tf@d zv~hb>;V1@25rVu0yLz_HUu$#TIa?UkzP~NaA{7(S%6E%$Vik!gCoW36B~(0jiLNLF z7<~%97Xi=1$$U055i~Rz0WNY2Er~}zD1|+0ni^|Gy2%5RTSM%kYC!oK+8Ua3!H(0i zYn>|6iP0kZJd)CpG4ob*+f70*MYbIY*8cDUK<)n=+*($+GsR>0ec8djTeEB79MUnWSmJd!bq&FC z3=SU!ZPu`$fj5f8Qekdhtc*WmCe+GUSH+GDz!C^$sdje#!pktye!GD<@dIY4&d3W8kWg5qBFcrS!%a)*Cla5)x~ge-!GMW+B35>*rTO`NOVUmr&Rk+q zrYX28CYHzdby-%iAz5m_-{6ooca>oLMwDy$xSf2DoMwG+-m(uHJUoC!;dEI-k#R9| zieCwO(jzMOBPEuP0ne6~l^UDcvLg%lAl{F>VKz-0C1^6G>2PtlDg8w4%cP~7SAhObt}>@IuSDoQ}l5Y)^0}2_lv4-|aVDv`{6oEz`C%P3aa!_afqLVCu+_0Vex8n z|HJLWE+99M6k_Cxt=e0}>M|Q?XVy8zWSs&NTDlbdEu$@XD5Sb_Wudz@0)n@MZ2e+J0`1xAknu5rdyNUTI&_>_o-tFV#3|c=5C~9q zkJj%^g+LdS+U|3%@jchM*;RHs8(mL;=8r)lBXMl!ZFvHi9cq9vt2u7s2jcO12fE5tAsa|N-WzKBn&T_Zh%vh09?Ky}8$*$M*$A$}p znzb?!`JGwskA^tiPRmWLePQc>GXkSF7`wkP=4wiZ$Hm<7H132rIA^Gh_#4IqH%tdz zN&538K=@Wh<6A%44PuL|hJ^I!{zUFuq5Z3Jo3AT_4BygvEsU!lTd|n!#}ya-(e<*S zwB94y+giqoCpyYyrH&ao1Ei*Jh|-B#Z$8I}Yu5ACS3Ne3NBdPdh1u5XVDA4w1u7+I6)G%Hp-IZ z;H#}ihXEMiA&{yg?+?Z}BQQK_Dnr~dBX9?V>z6dp^aNGulh0lo{w`1I>@=p5SpPEv zJQ(~$xo1p;yxGpc+q@GK90i=_q<0%AxPC#a8zBzT1lIy=hZy~?t|uR?qd=7D8!zb- z+o|kuNJ$dp?pIr7)|Rra7jK4ij(NQ_Q?ZJxbwz2y%B-HO*|}WBVR@A?>#x2D%Wwq^ zrGZCh#92?LKi_b1`xu&t`ZTRbEfhWx+ZzMa-)p01ar1@eRJ_A2@@o!u|c1Qut zC#qVD&=bUtXtb!V1^VkOe^aN+1fk3CP9|$eDwHeCc!Dn^d*r)T+P``9 z@tYjCHJ@8$JEnRxT%ys6g{XN-U@f5`DPR9Y`~7_FzA=+$5&qCRFwE$@_had~Di&2; z*VH5W4Q58y#!A7diZOkA41Xxl2V^Z)SW)2Do)ulH>C-jn%GYKlsnoG*o4Au4ttt8VP zvpQcM;`ltg8BR2}1bo0H>($s%UB>7!*W=~WG?AMT(ec@bm^sFWBcCIipV@@me6dhr)j%=t24DF6GB4>`+k@y2@o0UcW1v`vev&;ltfR~<^01- z+3#Rr{Ui9+Z4YTKW3@qh^e_TD6w*r)oo+_qv|f9Rc;z3Pc%e>bM@cCGl=-XTG zI2coJn*=qtMHk>5!DsViQHz;bf@Hsj!a`T4dOx&a-0{hoXwE2F7G%dLdw|Nh{OiV;u({g&7d;!}aX$-WF z+Btw@!k0G*5S`0zYq4)sqB3TFB8#Qf+G{TkXzWz;l2tqD%JPYsLqz z)F#i^S()i5p;RTGSrusM<5OKZl7-z+BD($m6pX%;kq}SVVo>v&k zm{WJDu|UN4?CUo1(Q;o(k{+m?kV^e)$6BG z(!1qj<|t8F3!(2RwUmIpSAk?&}&LBbxiemeJ`I+M|~2MPL$T zQL%5?iH*u&-V7a0KAu$Ycem@KbZg5+R0(TK28xO+6@Eci8vPXl-0>0TP!=dkY0NRJ z2S2-aKq`ljw(C?<>9;(y=shS6Ne1{_`wdsru$XMD{$L;sfcBs)O0S=+iMk0I%ZTeM zM;zx?adlBt!h*;XWlj`F&~`H3Gh149a@O5g>;u6p2}704)w%WHBRfy>BCS|rcFHtR zi(ajfQYwqs+Wq$53DmKR6ci&7aLaMLsFPezRJv++$_F`^N4fd+Y<`tE zwDht15%Hi=vB2@}<^%({$ekT9B{Ksl`UztqPkfw(K|&!x7=HZFIZ>FwbRi7H)(L|& zVT7!XTN6h3Mn;zv!Rg_!foANMK+&WBs&*ajpguZGYUfHuBs`L{Y;?ecv1` zE3wDNN@}ACjjrmNZz04n>iJUJv9V)jG6jiOK(4(Dg~4dZW&+pMwV(4w%HD_T++oa{R895j*t(!r|kT1=3M%iEW!)GC*`!{{iZH;L5H0I;0uY_X0#+O{YiD6TD zT)2$hA6!J`G++L8*Tb5I==GfYf+Xa)DjRZf#HiKAA2mF=16^zxn>}Bevdg(QA6&yr zKp5q9^a|uYu3gMfX-wwA3*a^e3Jeum)TVRWezy;$y7E+ny+!&08bW8bR>I6n#7{}# zH2<3Fc&N2jCOvTM&0EJnpOwxSV{-P8k_A`BH<&iXp4D!RyUoS!@b7y`s-+Ge9ZqT* z6BHx4m%u!j%`<>fyAv*jfjmhDh&Kc%AuK1mYGLEaWY5TOdi%OJ3{X~K?CR_p5Ad~} zT^<_~FlL2XW+J8+7xalD6ZP6+eRa%bEhZGl=M4`HF$EPZ2%bDhwI`rV#^(aHR>Z%5 zXXVyD6vFmeA=i_XG#Keo!_|c`ip3joM60V0E8{yXU5D4GtrBl2#UK4Zxeughi8(ff zHbeU!R#g>eDa`3w6Z7*OUk9Wz(sK%eOk{C}L~1N$6@ftf1%1}wje4yk;Vo`+6HXDX zMmC?)Br`JQ?=c(SUB?R12}g>+*qRh%o*yjaT7cyfimP-Cen2xS*~7McUP?;`s;9b{ z#}0F0?6^scPZicr@z{+?cL`Q+bv9KbGMv=#3=R?Rg#(&C&lfc`>!m(`qY*k8EAFB6 z=q#leBbx|f4E}LCOLY3$?Ff@RXYrLLflhryRe;UHYy|8 z^1SMqz#(ioGZlLZC@WK@#hIXc80NwZQ!N;DL-u!>(cOU=Y#z1UpDHrq+*sqIkB${H zvYjS{t50he%esB&fWm8t&lLrCmiZ5n*yTva=XEXlA}WXP-kHtb)=ru36ws2YQ@CzD ztvl08>CGLR0RYvJrFmLMM%S=?Z~kSwH z>`nj=eMG4yIbq^$Z?!y}&_v;tHFyr=P}Pv;#Hmh5Qi}caybm154(Yd&h&|eN-cg+M zN(#}z2%FeRc9$>sI~7w<7x}Lo&ecYs(qW>-0ucwT!NK3cigrOSvHaWmj(2SK2rSDk zJg zx`bnD+Hh#sMgV6??C0(23)_J>$#nj3_14jU3y1l+bU~Y)D(xpWX99Q=iH)nq^#vl;okkxEd!>t*o$ufsGgx((yr|%fuUqKoq_tf!#VLsdgB`)(hBuojKDVmq89pPLKHA9)NEb z6>A)#@{RBd+XVj5NdP;>a6}4A2-ewmQ^#;LYf0QDeZZf~akGiI@2i$ZFA1LsqsF0U z6PKb+1CMzl*^C4nR6>f-DC{E=I?B|;R{bTDP*4ep0pjNLH5FKGQ7&>^#7_@q2smMC zN8g+t2)ONq&&a|NRgr;l{|NhQpXs47k0JL@K(D4|kb&cThRupi5=L$Ux-?~B=1nFCv_i9L4CQmE6?-!1q+A6g;gxtu4 z9(@cSRS4U!HGVEM{S;tLFJX(2X>`hYvThaH z@tq^sid3fGW>@TP#YVTkFX8V!tyeE7pDkckwftUs z+>rQ{l{ij3`NEiWq^;Y9m+j*>AjsBDdsVDkc~2C$BACMn20xarSLhL$Ta`pE6{u=i z{Uw^!{cnAu%Zly6z(ob{5;*%;UzUT|njpH`k8klFPTF&{(hWMdrQW%v?%nILXYb72 zso&w`oE8;_xKjSMpLvvUWxY+@HPuG`Sm;0SxvEvNO zt@SM{>!wR+ZOPup$B5ZMzsop%b_!X|ZR5U_%8A2@*>Bn@qO(9Skbhy)>4j=XNiUz~ z9+R*^PNMyNc-_@q!=l)Br$oJ}+INS3evLFXHwjB!db_kppCHEo7PKfJ=m?#i9Z!mG zYqrgeqr&pX6hQkv1e>d;9x%2BNBlh2uH<=Kt^n%Vj`dhk+>tzsyYG8~oVi)4?KM+3z4A@3rVSOBa$nCe* zaqa+)&d8Nv8MxcF^fv%O5nxx4vIM=8LFWCt3(;oS=_h`eqjjjzkw?L&$7Zf?qwaK- zE5rNHptbgaY1FBg;hJ+VaKM7i=FIGRFe4tti^zX_E0(TA!ZueM^ zgoont>`Bku-~z^$%u3dl1ATX0lfZZvV^{s?f7+-FJM7a7o*X>uZx~`_mb;9ue5vGd zE|GN9Dw~I+Yp)`n-s%;aejlA)4J&K%wd$14Nu-8W0s@Zq9GW^mjnXSGxEQmeRJ=SL zTn^toA~)aZiCK$%ITd&E+%DwHTOyI~XU2tRIo_sHW*n=HzH0T(QBwBVCO>u?y-Wlq zFcC-><=yF>7ODW~8H@N9#RO}l#IJWoeiBwaMOSrEE;6}}B;Cp0%^k}lY=c74Z}eDq zPi?c`fE-Ux9#*b1GiHlG(Ri9D?eQ3pz-6z_v|$MGG0%-jcf zR?9re0OCy>fMu7LRoWw2jATG5kr4@}nF4)0Up^LW1`GnsA>_VKdFysJCp zoOi?;SDs)|k7ih@lA`Mt>KGC7h3_1PY?1PmKq*O;H7vUlGj<3;)q=5=x@aR?I8;BvC%{l>6wq!N|I?LC)*z?1c$de+8# znYqbSw`{SdLYpBPTNYy;9c{dGRm%AIw5FQ3m&v-tQ@ z#6JOkU%5lXi`LyucnKKN0z$4sQ`5FxjWTfS%4g*;oH~o`K==8}q=8>SQYb$$MuQi| zHzS>t3((9#)Os;N>LRZ1phOW>03_f^ec2C^}#g#{ZnuuJaaD0+cv?&l7!S zM)$Q03f1)=fJk#T;Takh&)*6VJy){yo}*?Hm%>GaS`i;@gt9r0-D)J{N6>zC_<2bu zGrhRv_*8Wvlla28CI!B4lL6j(L=ZZWrv+UZDp@oEGi&@nfgcj5>%(0)-P;XL*Oe7WV}>)n`O} zT~c&(lsZ!iw`XDOGDB*kbmqW()9&TbM+*PtT^OjlbKuMhnMzz+nqEI&2gS>P^T85z z&aFOeEGW6l0-Ej@#HPM}cfXQ19*#}3k(6F93&!v2Ee*OzU;jUD z^BdD9Z02vojI`qn_tSmQC9^L;wy>w$U`}X-?vHbh~+N4%4FC0_6 zv`_zjY+0w*5!2ZyUupKXUhl)|ReI-6z#w-okr{&jL1})W+Vnr`zejpEWo=>2OM2Q_ zEAgi(MgQNMp(!d?(P!zx8c8Z9;`C219vjI5^i&9b%jgYq17Gs7{Ps&|HZSH1HKzv&-O`e$LT zy)#)}8sBdF(KBEBf74^eJYzu^{+U2$A5BZG>4&0ZEQN1V6sjaTdOM1 z7=2sMn|o(Dcv(rFbQRg;%6hL^c=V9wlKjm4@URcNhc!@FI+>P7yu24EE^j|Fi}U_SsN@~yc+$Q1Z~eokoAKYT&s~4t+rKOozl&!3xDNaK)*4}Vo4-_^ z-i-XVH=0#0dXa}Cf#Fc=Js%43pYc3UZ&H8Y=)E9F_${yL+2L{Hh9l>93N^m)9ko6w zoH?~%|D3lc`aWa&zJ0)J@H*7Z{@0jY!82N)JkxjA=ex!{L+C0o(am3pTl@ywc=5ob zS7fxZqHI6ov%o>F4wokunxF4(GEa1+x7OD0HK%08?+ha4|5hTIai3%AaXa59g0$~u zHr@qDP+OSS+XZWFbwZYN|P-ptE6MEEMt|M4ITqnvmrOAnRRKzbt zMRc*l1*s!0b@}giyzv|jk%Qm0{Ogf$UQLw1);aJu$aZvZ>N$(3Qu@Y%yrj$q4@@Xm zaQr*(z^YGym;PmfABSW&iOQ+#aVgz(qF;U?`S^bR0LO2C>Y0rdD{+tP+NE@@$-a7% zJ?}4w-yZm2v~Kjb)41am&TVJkzj2<-L_{Q8jW&-aIuVzfj1sJf!}6HzWDu-Bd!e5Z z?6vbUbD&<8A&M{5T%Q&I zJfdnX))I)dceY3TY|=|2vbxHFmt1FIrY2)*v&1epg!F)-7G=zBPkid*C);sn8o5}` zkH7dRoy`9z-a|)5lB+4MC1CJ*xb+j@Ihii{@_vX;FPHOxZ|2W)a}{lO^DNfj=P>Ms zkTU}Q$R1=l2>*%=a{#8@cUF48hA7UTf?}wrR;RmTe#eH_kdF3_ieR@2b%{Buw@;|m7bCra zKCN9}V%6rl^7>-Gm(b<2TrE`8>c4@JKd$_l`1XhBk7D_6t`^(J?|RvlkNO!t4^P|H zU5h5Y<;w)o>gnaPa=u<|#N?VP80tcPlaS7K3$>}f`83e<_~nb*Kek11@v8c;zM6`%*-X@!e)&sun{WWl!CJm1p9NZS8-ha=w46qLt z!KLm#{M$MgGe;8^7D-A6$*1u|=H9)Tv*-@$CVRGJwHVvE-MabZ5EputtA;B_5;Yu2 z*~{Q<*t>(u{q1Y|@#F5f+NENz1t(#)R3*v>pkT$X>@y{rRnkeBcF2P6XW_Bvm#6zO z58n3Qu2dgWvcZ|i(TXOqCbsy=Xv!}=wdD~L2qtXgh~j}}^JQ-p|aZ%`t&M!t#NTQ%8z78Z3Fgn2N##>uEO-< za`cd31XJ#DN+~}kk{t0y-D|rjG8>GCIq4R`B7L){5$iWQmii1&%y0ZXAj43LSZ9eLlu`bu~;U$gqf8+;>wdsp6?i4S&|I`S%YL2Bm_uRx$gQrN2fQr zgVg;eru)4dI**oLqBC_p#AOY31Hq}-RB>nFWi>%~ggSBy6jaVj31187^2q_@$T&Uu zU3DM5g4dZNShByhhS%HpxZN=PWDj;Nw`o@`ThREy6X+n7eW%&==e zHA@r=Tht>O)|O5{p@s-ml$Ay9*+usVBni^8^Y@@Q=f0xxvxN~MU;P0S;Ct&~vQU3t z+IU!x>(DS~kD(KjyHFvr-W|`-`9%E)yn{zXLSJ;>X zQA#QtM}#jzl;hBPWAa|D9{Km$42(@M;J7|2>rUqRADLil)Pov_sW(N{5v}~8COE&3 zn6t;9LKQ0Y))_kFy(_;+T-8lsX*zuZmPn>q+0QO8)&{Y_U|QwnmJ4n;9G8Q|so5T%La!K8*5o>+#HO3qWeSOC2}yL9&#hGtq?2_I&pYr% z@AsnVX6icA=A0f&WwKS zA#1+@Ujgik;++g~IbF8;v-Xlx_UU()^aR^8D3NsKM~=Wxe51Wc_s-3|T_B-{Avaa2 zft3C8(?K&KuXDc5(@B+%Pu$?IABQovvOZ3NA(}-Bp89H&gvWV@tAEtqd|Rt`yA3P- zz0i)uxI>V5_g_xpJJC=QYsm;`wSTztcLp!S<(HOvmXK*SI72Tp307sgU4BvpEpTBOU>N^o+XR&R^mmhgE7yd~X^^ zg7|rspQE2$jnl?5-Lv}vpc+}FDlSyMZXlMb>|8~06*>{Q<8mgIlamFava05yS@Z{* z)%z>CaS2XSCEROgva|$3p(QvxO9(Zvh;q0G49v^e_!Buk>VDM?D`sQsU=$X)4{K(udI*M3Xs8~B2IRK&7y$xhh-~kR@5&X5iSo&_)N6#SeLH!A6lo!Agg%J69+$vHZ z3B`a~JN-p?=b=k84^B^I4#=>n&73^g@t4-4l5RcANw9=RA`2g@SFx{};Q84`a2Nd^ z7i^#;!u9kKdmI;EB&=QLfNP7HEi3mgYg5aTuk211N|p)6r(9|z5|}46=a;w%1~AXD z6-v2UL9^H=WzWO+Pfsl`(PBCZd=Xa*g`fj2wI6MFj+1Sn8fu%w{qz8{m}SlTCcxZGaGVTbJt&Y9$aP*iQn{2%JWQHu!sp6I4oG)Z`r8f528ffFC*aPGvg8cXuBtF&4U ze5aRe3k}QvB!HSBDZl{2FtkMYjKw zq8&%C+`i1caDIvoRmm5(4z%Zc^;DD-eYz}Clhv*u&=|60PYO}JGA8Oc&I9Y{CIElE zn=f^jh1UzkZ2oti6s%Iy`$gyKfOGKWic>)L(6+0`gi`noHFc!VonUgHhbF(2YFcyQ z;Geo5yKm0Y>^kt~MfB=nql^VV8WVCk_k670Dgj&8y#VsX5YRfyw;Te46>~rRkgkb2Qm>i15uA zPJP`Iw+_$B^My%l2PkWnk_NS;%c>ohxJoE=zxC0dBl3UVdtT1Zz+*NqxZdzJcjybV znXOlur#UwG+j^@~8U+)w?>?jn!g#YUp^zmid9`>z#sC^1<(k=}m9)2798 zHg=9-`*_U^M9R}|+8dJndmD36)vDvbwBi#oiJ9D%p5q5sz8Cm>#K3{hZ%5SDRc+Vn z);5aGe{&vxVIFR_zA~IeJR`mv)#tK8+j)B;(>VUmc_MXW8Qd;QRQam*WZ<*~sEz^u zdHb`gl|Cz-{Q)&QDRn}{${eOJH+g!sxNuajKYDMle}_W>B@XCk%NpF)etEG?3`8gl zLHg^z`>q)+%V&tczemYJGvBvIk=|_J$)Ya{*=l4Vq4huGm5EZ16m2yPt+`leYPueJ z?csa5z!}RA3C*J0O5Byoa1jw;k-L5I^(CvxbHZ7Jc0;s~^9IeFAyXgB@V$=PXm*aq zjWH==!Sd)X#+B$Wxt*(RHc6Y3{f34g^|*aFY4~F)is4%OvQuhm0|BhaErtPB-pq9p zDH=}ewm*J+pitujaQJDZa8QfbDJy}U8k#+Ym`u zkOF6DiUo%2L2urwyfjOp2A$rw7~7=hX=%X zN9FpW0H#P@>Pl8-CsDrO$ooqPt|%TiMDxPte{~Hh@<<3Frol$|@gwNjTnDvvMk0Xm z98d~RTNr~RMR{q~>Z)OerxGUs1`D<+nYC)FuUb}k3>0U zK|V`gVqkDp4#G#P!t7pb&xvP{V+=6L<#tu$Y*G3Sqd?!uFB#FmzdG9#>M$P+etaxh z>_1%{l0%4ioY~^3Y@~e(X`AE6c8_vDt~pt!V{TkF|*?-xx)BB z1lG2~n4d|W5nArP?%IkLg(|IEne0`gKq7E0B**p!!=Y*C`;8a3t++_8-${R>alfaS zsHk65pB?j`L`s?|#fSF>%DEJnJ1?s|>h;X4K5IY^3fk$?EEn|z9(MlIbEj6L`$t0x+B7U8&5E)6Gza-8|C717~Y~Jr3scXdl^?p{_oR& z|4E4osgR?RB>yfDI$pG&qPy>u3OjaSlOqutlVVls*hV>@3w63XA&H6zC_N2LQ9m== zgE!{p1cof(+vwC~2j8g>^3i1WZ}e~m9)qfraI+o=C9BvjIww*d1J_JSVCL2`K6arqDiGq%vh= z4N`ox#Lp%wQM+Kcl`CIamTnn<-`tF18aA-AE4FIeQPu29Xt6JCJ>Z04qvuLw6Bmc- zsrE@MYf)F!#iykMXE$G8YP3+;T;Q5yqw?EwK(X^GP;9iJsS6Zf2Jx=0I2y+gPH1AH zcIo1RAu*#snsSU3nOJy5a+=6MyB>NkAWyis+#+X|V8oMZpE=+BThJf%-@%c#Wp{O) z?3v1F9VdVlQEwYut}$tqKS*B)rQPxO#zUy>@Uf&74f)fx5u?(W6A(gzOZQE^X*D!= z`!Q_Hwsw39WhnMA_<0H{t0Ssp80tM`O$w--Ao*W&6WBIP7LsV^7ZzDWMICxsM6gjS z8MtT@6|{$jc(saMg=9^*(S~-J`Nb+_>Es6Hf9#f*xswD03`e?(Viw)-cOyJ>`&PXb>)};iiiUU)!!t!#n zs>=FWo&)H&5G9Tf^wa(_e+8wX%17h{1nQDx#E}Q`FMZX4{I+tIK+CqXE*RXSAmNXW zq#Cf=F5NH~eNvitmvG!GrnZWp(>NaAQ6Cx-vBr>Rw4@SXN%$Lt4wQ|Y%3ZOdP)3;d zI>viA`NgZMOGs*L1hACGUEF+M>Ri$z$_>01EFX+Z?k#u0l3C!I{)sthN@d0>3WJbI z;8RzS#m`_T{PSmvgW2~>+BV^sY%l|!jOH@V2nCw4g-zX5Qrvj81sS`_)kos{Rbll0 zmJUk1Q3t#UJs5sXn-G3Jk$CVV%|+i7eP$ z@e)Q7A&ur2LiN|(NkaQCFqmSr6fkRPs4hxsoY&!V@krPnLOsDxmW-N&gyhx|MuaMK zd8X7!>&)U~gH*H=Yz3zIGMk`MccOq-5yWPx1LIsLJZBZtc;Bq=GcL%#vQbc4oK}U@ z2tDFN%S0c7-&UdtOSIhDu(dWFxr0H{>@e9Ybh>-^+WSMR`rp*-Fy66sI3aI_)cl86 zr;%*BuG!d(50>+6yJG^KP>?K9p~M&>^Eek`X9gtd(ez|Ys-iX&sRQNUZ1y9Lm^5pF z;^-8XcD@*zPsZ?Y&bt}2g)+N&;5uKE-i!oh5@?q#DjbuOQ>JYfnkk`>m<|OBMdaqC zVX4ib@VHXmTVq(e#1qsu*10(UXj}SfxJiOYlm?+8%Z1VW1Z{F1#<(notIZP*b8%6& zi!#(zx|f2rifJscmJ$u1dC5S}E;-n;*{MFH^K86zx33FXma9Jt~MDl`cjW z#L&LKnvMfb#{Xg*LmHb|x2uY+l~&5y1Xn$j%}di|Po*X6V(Z>YzHT%#Jki9V0}X7q zm^lCXEG`-Yg&THr-#-p;$P`KvPRhS1=gw=6;jv>P@wmVg;^mvKcJtdcP0YUaJbpi6 zFpVPT($c$-B)0O^#uB#2-%jWShP6~@^`Ep$c?JccT=1=47C&mz^C(O(5 z)@-h#COM8&TLU!GaVvj?5TMjNqqy7^#h7yo!*Btvzh;XetH zf62&#M0aZ|+nU0;Xj&e#Qe+q)ipa$#yfM;%xcTCvwOqSaaNMvET58&Ew0R^0TKl^GUs%#0VqJ7Qwvz)A;=6Y(l)PeDMA@UNfe0?uZB)N^05OT~E^UCv#z( zi#@x_Sy*Sp*=Zs%rIQW28fh?QYrNXj#D>mbjw?uGZnoyYj2a@{Dh*|8HgdxUm6VH6 zVvP>k7nM?Y?+N^Dj5bp&+I)at&$F;-Lp(#HjntIZ(Pc^I=80w&f4GC~<4jyWHJ&I- z6R*Cvn!ng5a>bRhWEb0Z)$&!Fhy9yd7=O(Pd~*E|;(fZcwv4-8-pd!oU4+Jm(pK5d zlW*-8DPDjvS)815Vw4$ZAB z-(E#ws~t~xFqXzTUfmqP~|Sh=^I{Ri9d<_zbf=MyCGR&IIU`YvUKQ7M(d`hFZZGEVwtC*%;pBvR1M_dlCA_tk zKfJb;=l3~DjSHf+#leET6Zq?G1>~9xDveR46Zjxk%M|%NlvOnH^_p5LjAnvNp;R3x zX1z0thypz?v!R|>7w%$dS1GIWBEZ_o&W;dbCgw7sdOG>yt35or)y(b_lW5yt#THjAH4&%q+etyV8fy8~%bWSEEtJs-1}ds8xbqEc zejp!XM?HUfeIx&<31M2gk@C`3UQ0~p(R=4|X@(K(?Y#Zo7XGlR6k6WYH+m?nXd^Ewp9_Y0 zS+`&fw|&u!+i0N6=^=hq6VE&}lM|)Khm$o6H}SJYbu?lk+~B0nk;>xtPT)AKyz%^M zez(I$M6?;F#l;)zJ9y)f@r(-sTWKLz{pA3);o)RQ87bV`z{u+p`QX%OWoJHleKn75 zcaoVJL726L<(6z#j!$Arh@h#mfu&oUaV%?MN62sra*t)EbP1$JZ>;7||JX{~=yc|$ z!H!*Z)NgY${>cey^={YaYq|cD8mg^kmhFzFy}Fs5kz={{f~r7t5!9|T=&<#d{gIAD#q*#80Vv{qKR~|iqTSf%qmaE}X47Tm!w)aZd(&Qm721+W-{PM|D z`Nf!s?{@x6-yZe;*<8&Z=k25^A)3)S5rlQN@Kr|&Q)gx|#9Yh$PjBPnLI(-)CM<1x zd9QdnA6=VElEKB7@2=;Oud65{j#XQt33oUcpA$`@0jk&R=C|*+bM5E}T#S>iKi$Ni z+s1O~i9;A7_3oiV-22W!mXtb)PB2kb?&k8lj_2jmQZP2R@XekYO6ywL)EdHVcbvxL z6C+icyP0-AT(pbVtAdz&Y!aTrO1|t)#vL`6+eU}5f7xb!_VHoXSwa|>RZfhpfp1L1 zIpeq-hR6VrTr}vb0W~vYx3Xz(CCf`}bcdLT_u5#uvJTgfe9n{4Yb><(ckuAXrPPOn663M+)Ys`edB;qyF9=4sy?D(>u7J3`S|-Y& zRonT=N99-&<4AH^*xq8K`ufv(;+SBX4jkr@H+JxOOAwinZfZJ9_~ybHJbO;E;)}Zd z#r)-igEXyZV0w}fOKmfiNe0e8HlD(bd->B|JGY&dN}kcn{I@poWJxS9&yjvy8$0&b zviN|7@+J#0b5G!$yR%gasX;C)SzCDV?X5h!z7NFA)#K8|%S6}>OT@E#9eM$;SpL>BG5OA~#7EjsdfF-6^8XxS-rv3w z(|@u?tn6uyT`c_jA~E{UrJ}R6NSyoNXX4TAcCqp8#bW%EdqtTlD}U@13tstJOuJ{L zSgP9V)vEON(xPP9Mltiwh2p$_l#6cpMN6f)_0D(2+_!6c8u7v}KNJ%m-y^EzM^#Ug zxc}$#1Sfqc{#YZ9LMxAOt9A(CX{Z*r-}1T`^>Vpr(VuR7W04qg`(p7zwGhJAARd1B zU6K3SU1F1@gS%2(dfNgqp=A%?anYiI6?}(E>Z0@OFd!TwHx(*x^m)-N8xMW#Z zPYdid2gGsLekI;6YZG6-w^S7T_OR%#Iw(%R?^E&1UA@${6%~rB?t539zr@nF?w)@; z#hb4#6=QDuQv7D899bc@&ig{7-LYCMsMCM4Ws8__!^h&6hjhyIqlu)E)>0wLSFaIS z*DMk@y}47o_}O-G%_9p%_SK8TpUU;J)^2S))Q^kAxp%)Sj+v+NYu(q&M8wT2#K(=Y z;pO7uJKqsgU)35>z2FNm?037x_Ucyg=)E6^o3?a{Enj{kru}4-C>26{@$APU_rZ-~ ztzP-zFV~2IE58(<$S&E+#CcbJC{BI3SjZvR^yxQZ)CHf4zt;3{q-Z?2TTHxUk$7xt zyWUX!nY~H;{GoXwud3wl?@uj?KaV&%h=z3@u8UU0`F~dN$45UD>9;QxFBfX^)>+XYcD2a2y2Ptbd@4pfxKXUv>o~AyyVVbwS_p^QcEI@y1i1is82|5)W z@y4I#iG&BXiG#YxOPT1UXix3Jqg5_;e(;qjxP6hh=7S1h)oG!6Ra-1BzH6R1@tp>} zj7>cEi+9DCm&%0pji%=o|Me3w_K~&XtF|6O_@P}q@$&`Zgg@^UC8{f02RANQEvDYG zQ2cC*LkLf&c=Exw#HgqDh}}x~Jet^dmx;^n`b=E(51mPETG?%%tr632S|IM;WLGqQ z=Ha)*@W*$GJ@Vn9?PAuoZ;QF_)Csq6i%s*FilnQ*5Wifd%dpGc!$Q4u(Auqi-zpya z^gn<~zZ5CAt`W<1Rp8w8 zjYz)nOYuUX_Aeo^ibqWzn-BJZ|E;`XJQ&e^qm zgBWr4r{X1_KJhw4U8~MCUbnE?G`%Cy@y&WsaO)@H&h@g<9r+DktuSLOK8^z(Cx46XW555p#mwhh& zyj|An6#sZ;k;uLN3-PY}=&_2Io}4Gr9^N9>$Vw0G7PIdBNSyLP)8P6~7kF1orMU6N z_rx*J?HAi+7b_2nQ}3E5#=NMkj1V2I;^|+1Akyw%FXkQ6=;Q2?{3V2^WS5w9;rrsu zcguxj@%q)9#FT5K?pD$wT6S&~1sA<9&UvR)RLdr~>|+1kHpRompD!0#w=5N}9@hJR zV2?QNhWEwoJGGA+-u_qw-?2`t^C@4eRn+Q4^mdeqbIyNXT>6>M{UVn{4{Nt(j#h5?s)Ag5>V%g79 zalx%0h~dB7EWT0A^oY_!&7$0@>t#P*%HN+F#G_KGtEWFZH;a+CEEH$HuvhF+O>v1v zi=?AlEO_AyG5oI8Vu>yab(_|U^h>`IA4-E&zh6wh?maQjeL&8QG{;=YGJ7U_4a5+BuQGF@NRCW?IH>($0_ z%|AX9qkpkhXe{8-Y;;GNxa`4C#F)qTDcNdRzh0zXyh!|Ek8EVUxc2UMMfPKRg%s=R z9h=33%RUm9eORICY_Hp=g8gWr)5)tns9Cl~Oul=e`1LN?2Cs1GBtHE0Mls{s55x^C zC8ycME5CkM4108w*d!m8?iHt9|Gv273*E;R9pZu8-xnvpQLgc&`$)a(^}2;!eb**_ z_q$I-!UMZ>9u~rGv5F?8YFfn~9{*6}|L&kpHz78?woqh0xK1orV(JyE7OoYuZkR95 z{h&&;OHz8AqE(Hb5E~Y(5Lq{G6bBUF7mDfEd?YTNuPZ#gWA*DdixckoSp00eznO7} z74w&ggbNplht{4Dalf=@N^=R}cDY2i zPlb9tJ#;MFvQ>;ZbAkAybdVGrqP9gVr{)9$GOSm)UAi(WD-l=R{-&7wvF5;=`)}mY z4>(o-zklgEE}hrFv`dcXxj8bbq3?Onmxc{~xrRqO^+bD17xj%@G)5;eOG}zn(XmZk zA&gIoQhAE|tF2TUQuy1+aq4k$tQoiP5@GPo`0X63wqfyV8yzLo;*i`psPYc&9Imlp zF(ojhr#W^C%dMmzn@*IYkk;-vEl4r2;K)Mg1^PPRsi z(iI!I{QU~TXH4g{>vGhJ!Ooqv?C1!_a7gA|?^02dwmJyTb<+W4nq<2ZdHVO4@TA;4 zbhKMnR2Q{Iw^};bR~N?gVUcR-QqpdHnVS%E3pnz-E0nQ{Q2Ok+-9kmZff>HCDp)7<2zWQ|yta-<*SNUyt`qpxgdp&=@aeV=!h#IE z`utb?&0s*-ZFCz2cH3aI@CAju6qZ@=h6wg;D`l0+V-U7<1H>O#;YgG;Ap0pa>#k z|6Wf1<$fib)>bd3Jne7*6CG?Sw3C#P&n3qvYaA02ij+?IG(Fl&yBoy^t2Y)?HF7LB z=4-ou9KxVB6k5w$*c%c;W~4?Vd03pOw3v6QOdNamByJt9r4mJDCo^9DQGbvRYdnMn zHS_2%ma4p0ue}>@P#iY7i~opSKT?}$^+GHA>O4eccWjzWYF|{}duQ}i4cu%i?Zy}q!^P)iYq|L$p-N_U zZK$NgWx}v$C#U^Fs7=I{dO=8<8><(R6|Z)&ztl}gd=z;yFGQ{XY8#2QG#x8@YP|&I zhH82KZkbT);BbvRoFkqqrpiWkQrBW6Wn>iTQt*7M1$FIgw|SVEq)Bi$M#6DYTx+A* z5zm#=rR@Aa_Pzr?%3|yLzdgP8-a{av_uhMzUMzsp6ctn~h@hfg>>V2_*ijKgkS4u% zLJc86dhf|*`+UDM^Xz8R0KMh)emCcRy=3>;bBGg{;o%itC2fg}KXjus-* z7>Ez11aL23mncWnKno8~5h`Nhp#t`?0HV^1i1$?hH5IsAt^*7A2KU$7N_kZwy|@Ym zK~b0!N>wOyyr4r+xG!KS#MVm{P|F!!|Hn4GOsBTGYFN}RsHvffS&anaTVtP17O2SE zR$PVLl4=BXm0Z|_Llc8cDZ`DzN@V6T44RpQRxX169i7EV`i=9~@Yk;USkn$Wny=pJowFtsPS#^3b9pq`1C*Ph14c+xZ_3&UKAOE=62?dDjA%2HE`QR(7{uAPXU%8*^IgE_zp zS3^nC~;PfBdHd|cXvY&i6dTZl1`=5@zo6( z+6{=qj3D}B#CRocr2e4`#A_DCE@$xEMyk>w`XAL}P zLX@W@2eJ=d!wKe$ITJdd7bhq=BI6}qv4;568T{=^SX=Eh;9_bCs^v=b>X(Qll0Q(w zmk?8)j&H8(p@s#oKffJsP}sal3$4-(Dy0!8_vNEp?uy4Jh!fJpST{J;6eA*(8f$SZ z*8r_15Un|F7vpTU3SmQ4;Mr`)Z(@Iu2?Hi}!h|3(fBy&%_}3}3Zo-wc8Yon11k+TR z2^yIi$f!hig&tvjqB(EfEU!eKqYK(bs9-*kj&p@-Or4)7g2Y4pDx2Isp&SlUxsHhPbAtEPYZ(1f1^Ts*z&(RQ5herj z&t>Cywh3ydblkJ_1`JFFLx~O!UKW&*OmL~f&D<(v>b>#o#1OdixvAhOSQyUEYB*F^ zgMwZzZcRghvj-j>K$x-c!ZnUcASbsPMP+it@nvLC(@AV;3AUfgfoJbtc%g@f(9Uiy zXiG*yRWY_D7enUYjCCJw!)GQL6h^r|Zfagva zaqpue@kARTRVe96!LeSq8*53kMw!MM$Zs^Ev_=oDrwd{vd*%GWETnrnV{$B!ZW%6@ zXi?=KDu|w*rRq06dq6Dj-M-;L6U!nDK1}TzhuM z_Ss>Qu+*cXq5>I?-gvxM2*NcMRGH*Z$pA+eFQG&wJW+h9b@S2WW=%>0=5N;3pxEGm z{@xCPcuI1xx6llykYEg=eA2=)q*XejU#Nta+(KNT>PCLvJU*Hh{Az9)GW6cKJJ#B< zHTh4PQ*JeK44&u_So}+MK@zn1<3<%+qkMtlEL^ZSAhBf_ zrnFEYuiOGRXBn!hoG{Xv;zbKk>E?iFzR@Yc`P@oW1qY&?ZIfxn=_@7B1VmX5(FlW~6H$=7yo z<^fpJ=H_%RgOiUhy6_-bGjtXO98`K-C^W*%+%R!OG@=Yf7?ldh^`USL^%aH|fvymT zO6Bm1a})ByV1`+xsI5|Vvk>RxN^}kL1rPS)F{>50T&jaMFkEcT3W{*N&;hOd90l+3 z09v5nS_$+@CE_9}d;?H$R;@%zNewCkgZYL7#RWK;uR(Y)$srw5^0lb&k3w&WhR$6n zh0N0(F+N-saD!Ay&JtPO<81;y;nsS56Gjp*X+|2mM2pnIYWPO`a_0mt=O9_F zLH`gppfnvfOAJWr5sAAalrR{~P%31&Td6^t2%e^1n+I>}wr(lnG|Dg0sxhdAq&dNO zsY?y?xRFN*DwiFGhvJNF6=Uu#nhu%7k{DgQsGA#zZ9J4V0?KGG?-T7K%6_w+9 znH#2s3;H^8Nec&+4-(1g03fJ+B7S+%8*BI8#I{qZm~%7>kFOktd9Fox<(<9wpfUgp zN4CX`)^dFL@kwkpyP`F1P)dx*E7BpnjTa9+w5N4S$R^QTkzauug>rOEki1+{!o6H6 z7YVJo)krU@L3CHi0YIcu%GNBO0=P~?QfU?CHaU8#i8 z=zunnjd-P`3R%{dS7nwU&D9xE-jb1hy#kdwBf>(&49bg3aHh-+Q{$Y39wa(ei)8wn zIa>Johao_!gHV)Hh01C(T7}VCnQ=3_8iB#?2(&Jp4a$+6qd-)WAEtNrhJtd!oRxsq zf;gevkT9?}PKBl6lLI;U%vVxiEyFx^SZsz8+qPB{D83!?pZsM0XUL?ZmZ8c(?^3MpE!M z^2>Ob@6<3!k4cEDYtY*vv$znaOP$av*i#s_GO6f5ZZ%3AR7eVtHU z7;o~z5LXk{XXwCWUg#iAw;;P5H{4y2;7<}F3m2-*P{jrEdFXSCaYg2WS^k1{ujT4E zKBFk4(tbL8GiR-US%jlm3ix*L6mrr+#bSW;oC;`l3iOK?w#&)O#c=bBN4zU=A*&Ll z23K^K=u3aC2$$TQFwEDv2?vbTd2ZD|RXCPugu=-mJQb642rraSg_}iHDD?{$a#ve` zBY7$W^`NS22Beo(qtx9Wj|>ceD^*OToFN0?7vcxu(~veBR+%SNSXA;_@)}HiU?AGJ zzl!gV=HSO4k6_E$3jFbOE0kAOBBR6!{YONgr;CiQ4cX5MjSD&x-pzX4DAuAnss;K< zq(M1%X0r@xwG5u_D!9nBC@;>&x>I@tC$+>BzL}H3fh%)8&SmLPrSw5}LChR8rb;6U zOZ157<hL@8X^msca7?N4Y|L_Gl50A766E zy4^SN`+qD0vXH)J)*?Og!JR(9j%*>YHVC{ z1k29@3l{Xp+&Cqwv_>d2DmYTvOdbmc+&FLs?_AI!p+|enZLJaaQ#8UXwnbCPp;9T~ zSXzpc#byjJW#HMJ<%o(-zDB%z0Bv@IFY?B+Ngj$ewKo3P|41)B7xcpNy1M}EnHPv7qNY!hOaTBA@Z;il2zLV5+t+c@ChkEu9a zEyu*6BxM+GWLBfX!HgT%%3+A|!_HrC;)Yp?N4s(#1ovQMl@2m5AB^fQ@XAVyaaHBb zJ?uxW*C5Et53ytrRq2serbloLm0gs;q{pSqN`(76!j;Qy6I5~~P;dh;?U!NN@DPMK zDWS+L#g%*`y!@RxUTCjfs+S`&F#;3#94xqzQ3ZeQnW9}{8E!Z^Vt9a?E zT&Y29s1uysl`v?{PGR4_;Npw`Zll&O!^_Lwi51M!LQhpj%Bpx-+wzOo zvFs* z+!IQ)Y@q5bB~%yP2%nbTyp1Wd1lK)WF*?w-*7L8DAtl#<01qc5at%f&2`ZpWi~K4B zyyLw1h6Y(>NON~VuK=Q&8kC#lQ0r=N-3TNW-oWdJs}K_sEE$i)5#*(?-|UGK5Hlf` z41Ckb{Uj(09jIl(sB#h$BWHn`prtd-odm0#7oQsy|XW-^c6;)zDkSC zN+8DF>cwqXd4^(osalExCS1y{Mm2Lmf@I8)Ax|YyX;YO~u0>U7sBL3z5tSW~kzIrn zW!`vWUT54*WqXgOAy275ES<{GA#XtyGQB;~!G{Q}8p(xnczAjsk*21rL3V{10Re${ zU`inF4?m39kMmGeO$$(hBbSUAG_M_=8|(p?GEh(nIJvqD877y(#Z`$LR|{~p+6QsY z2HZ%kfJ3wo0;TBk8-*3f)w-aMWVG8ZkCbpP5xQ8$pYI4hwPGRTo0?M>+YsP@ug~9&js3r72^G!S;&wF;pKMp z)C^BA4RSI{a53A0&|rqF)Dj@l7a>YVxGVHXQ@dk$*C=7Eo2rnUr$TEI0p=Q9DO8|E zTr`%%MWg#qe_;F%WyodV4#d)&Qds;vF=ALdjOdG4 z#h{6zD{&!LfuKk?zFwB1YLt~L&?ZhuR75n3v!YozcSeINX#_Y7NNGp%**h!r?TmJ8i(|`$=CYP-8ShuQH&3 z4s9=||=IxVm|u1@RYE{o_#=bbzCVrN#v2 z;*C*#1d*AFDv$vuID$b}Z30u8P(%;PitzoOLbykTp#|+}ua_d%$Pnm5+ieqe9xgyd zush;C#AID5GR0)U2zC!|*cSu0^i$CDSvP$I8x@#0L8x3#@kHF+4;l!^f zD@TFB89ZC5ScjqtEkauQNR_&z>SSD>D&Xhhf^ff5Z2#pdP8*#tf2`zvv8jOyWEsqG ziu3`0B3((LbdbTxNr~$zdB_>;iXfQ|*RNN?E#4PCY9%ys3o4Z!7~3a|pCU574p;Ln zi1(>2NF(B)>J@x38jxS2hlhUv?wb^V`(jU^&3iYHURujVO~UU=`-U$CN7i&8gly!iM?Jkg3lZ9Ew@$ieVgh)IxK9QehROVJ9w-o3eXU6l(e#P~y z3do|Ov2s)lKiZ?H7qz1rzA$0O?}yO&qy`bK+hYBF{`lpqeR%Pd0p8H!a)ANv+YX@X zE;WWv?u5IwIoMO}f{&}q@ZsrvsJeHD?$|Nx(<$&wAaLTB-I%>chd_l67xQc2vg;6f z?3JVA=w5gyJ`W2%IEfty!r;tQ-2MCo6lxXdHmVo?(bEa7+eBm5{v(*bVBHh3bwk_x;B1P5bskLy_Z-5x}KVSv)h6a5Fa z$MYRHS0N>>7%mB(s5o&Jy}r)l-icv@JKE{h- z({ay|v&eH(AV04hC6*dI^lUCHnjn1fe0#`t9L0>aS@3P?htu1RV!~!E@@hQs;)^}e z&mj;q$M|F3rXy%`=rp{Xfr6YWbh>vmehlJPPMr!$_62!sE~exAbQ31II&tr<#mK-^ z*3!Lh=os&a?@nFDLu*XvP?Lj?4`v}Xq!XkQSir#r9ipA_j}$ZJPK=d~zyb5=bnMYu zFvCfPZM!m|4{w9K>;mk#V#aKeUM^8s(&H+g*svSXzdIpNV?t`C84tWL7Auo#@Z*6J zR7M1&g#ys0w9`@6&8921SXt#a|+cUus>%>%(oEl%fZ@XXWw@k~2c zDI&nWRH3;1j$r?pEL_Vqpp{=H#w@#rysR=9JGaFXUC9_0^xma~C#nzUBdTpEW_IPf zA}+9$jg>#--e_^4TXiNIN3+Y(d#KnHaWTW=x)d1HI||*doW+wdQ158C_s0xk6 zn#a4LpQ8})DaSH#p|BeL{AnzVSG`ji3-IFmr?EAQL8UE6aitu;tlNek;E08f48VQG z1=yclgs4Hn`+Vrgb>tho;N$N^<@T`f?PQ!bs9+?Aib;c4S8c{B2X8$0M0X6mk&oTy z3K7^_v^{zx4cP`a__>oAqCkgOPk5fXjQ$T6p+|@cg*pcWdbxlX*OJPQ(#b=;G<4fv zj;<=G3`TtY;bt82)S&x-Zdf(Q4JR*WVdn)i<~=41y{-GRQEmw5$*^$n!leG;c;=^_ zh}!LlAf*{s%VZchwLiWMbmEQ}mHnka_9BZ9L;*J^HJC03OP~7xHJS))e$NMi+@mRjqe=xwWjWq`XD7C37&=cL zhSxfo@#|-QV8vAiPooxBiY)N>X&3r#U}!sLDBkYjiwVPmv3>Jt3_5!TCLQ1x6@^vz z)1VlRAH9iOlLve~X$`WlIi(O++@zDR`XD7ui-J#DoV!+o#7I9}J9-K+9~Ys@$r;1O zcf=$v0`%B_=sKzuaR_iFI-(F5ajy?;#(VW|fgWcrWAO{?@wk~m<>ZPv4|GL;ZUCq; zWLP3PzIO#Pm*&9V#e(coZ+!XD0ED=DVdl6X?EUdHy4-((7oI50E=SDxVc0Rr4;5!l zVcc*CFEuc0(*AF%YB8M?cdfJYqnm-=m(0>DMW=*1CSWv2`?D1_N_ngS+)i0nkr;e z$??5weN4nuRo|zm?OuWNBd%>kAu}mhvb8ou=cnM z5`+Z|6WwXn7;V_=$GmK8PA^AIXBXkA=Vf_Cuna<}YFidw-ntEu2R#v@(c^rM95d(l z#asQn&^yTkt1n!~+{GsJ31ZlPx)kb8v7&6Zg9@I^h=ac$!nAx3q#w?KF2EBW9sTdEEV_os&``X(xGiF@9j&jsg=i}Wi z3UnIK3$vsU)9a_tVe#h~Ft`FKSyd=^NX6(U(%>ExiFX#YLb#td#`TNFzV#>2>A~}G zvlzg<;_%yRzVPvM$Jim!*#7k)B%VBhK#d&PB?d$f?~6UtoWy;3bjoDML$=7A+-xj* zVLuMI1)`g`1vj&*;1(T=S*@i=pWBwkRl-@LfhOx3?t3;L-V|+MeI)ubA*@X_p7RKS zqk~-VhRF=0lM@E=U{?!NyoQ$yU50kR8+tVc@emri1+=N!+f-Io7!uJvTH`HuFYHg( zLgws*_N_wD&R1-OGApWaJ`2a*%!c-BC<Pt*L1(gXuSV-|AtW3_!twkQ zPUv#F5Scm#wUZOt#sr`nx0J>7W81~y<%Qws*4eq?aj-oQfy<;an=U?hWKLg1oGd`0 zSq3kEAB<@0CBi54dR)6v0iVvD@bVxpoIZISMV|hc(#>C7;zVHt3P%hb+zzWfa&fiV zf*PX};>jsf?TmKqLt*jKz?sU4G7GA7Mp)c@;IB|(;KWV{PI84;c_5a~az}#P0Ru)R zVGxy?H0#i&V<=jAing?-+8QIY4!&IY)r5rNnFj;lr)DVEk&$SI&g_OTK4=;GPw0c6 z!ZUCXyF(gi>X~n0SY6->=}e*lf%$GP>!4~ZSYEh2RvL1m_M~W zhHy(og$WP#hu@JLTr4rbs8k}%-xouZ_!$`bjO~ODVZq!Ws_^l{tZ6+F(_RXZ;IX03 zn0{|>s85%nLaRf8n?I;RA);Gg!!v$J&Z|UzwHb~sE@;~(80|bImq2hF);-~hUoMoP zKu2ZnC_X)qZ$1bd;^Oeq-5QLD5iVIeB;W!^)5xA5VfXn8CjSIL8= zQejcJFNU-df|ExB)IWNaj$FN3#NsJWH3s$e!PP@Ik60>(`4w!UE_e7N1rMY8yASdfpU1eh)p4kdSn@$(cY7elKnAvYBwZNZW93S z#00F2^uho-ttxUvo7N%lV-E0g5MDDwWeqBwJrL&%n0%;hcOIId_Nk>FN>$6rr@hp!v>K^WmgMPBjx2$72mB#Cr-w81KcFD?|+pwOg1 zVwAv(S5z1l&GyG=9;RYMY@ZHz*~t$*_%K{CX-YRl#b)Dpjvf{zh2eRjXB)98LduLZFn&PX;Bm#QRG$*nG7H z&RzjnG}8$^^BKDGLtYiy_Gpdg)xiki2Ou7pH>E8+5`+d;g$HBlobEVNq(!-2j$wV= z(6@7_xMRlEA4?wTi?9=gC{a0~|JaW3Z(9MUNFfm{P@&V1PWUs7$ z04cPNs41Xr8+`M$C$?U#K{c}=AR-jQC3~pDh+g<9Fdh4Ib*N!Vc=@=ZZwKK`cZ+F> zk00^Jjba_Dpum_we@yJ+Ep!wdaM!)P5tvztTrGo>qXXKsk3cV40y7Yi6aq($63%J` zrqgBUMgt0TF1#!^s@!q^>~@G~E7r?9CLB-A563vEM0xOlJ~-%q6Z?(MNKjQ_&DtX{ zM|kk)Fm8uf5!m3+R2WrGZCl~f1ui&IW`eGw2CgkUz^gvP74sMNM8weoT(2_0)yo^h zyZcKa%|M^~hTylPbmTa=z)xRM?||^T+Gu$r&QwMP#+9R6wZ%?ksa}tiw`bn)ksY6!i-iv zxav)nrYOEK8Y^ciaWKz}uqa>nwROW`vp?GK6HW`@`SKPsYf>#gvdI#`6f%H1(zb|=Ji5j5q|y#sy;4#55# zARW&Sozbaf5YG=0cfmCbD-tIna&+zA2Cw;- zA*0d&vn&|*$5T0PQHmcPzIgJ1zUa_C7Z)omkgGL_jq*WXUe*?H4)(*G={?Z8owU`I zE<~h@gt?0>AQ1PD?}+}D3~hVz0A~JPjjKDlb_j*S+W{jeEs9M9Ilpwb|*Rk+v`L4!Ucy5gtcOdQCpfl;o2udgS1v=jU$u7|0YVj7^u`gxM|H%C;})F_^VI5ms#-;y+cb z?%xX1ZN;`4;dP&h|E)J(x|qg#18oCLSdaCrx6#)Rs+V@9m6@0_=MdC)55T(NzIDe# z9uS$RdCqJ5|6QPQw}rryboo#NoJcjc8+v=K-;kGGy2GGRFe2+_1ukE`h9|zt!l1cB z@EX-KmTqpo-Cq5Uaaf-n_I~E&|`Klyf@I}Hasg`aAp&cO~hmq zPjen?Tqj#E>$HaL;*P267IH-D_pkF8K@B$ldIOf0A?WXK!S>B3@bD%bmaZIv2V>Rz zI&{({)*IAqAQ7<8kAG&|RCGrMg}E4Oel108#~`$Js>b)<9>P=SyzuQyy)ax{^3pU= z?j^tTu@TxJqfI8qx%FGnW2*{Zy)_u)JV`}acploVBxu9Ah&8d@fpQC6-&(ib%FeP1 zgga6ye-di2Yi|}x+`Q2@-T_zl9>er+D=_YX0eHKw3om#OI}8;0T#6aDvJBHyU>a*C^MPGaXgKS6934+ zGE$sMeYr(DRJz#9REwYbI1{*N`rqwGyh-^BA-260Vum=sB_zo}$eM(GT4s&+~K5 z{JlyQRd-=9)4CB|@M>jL-&@X;s)*jKUGk_pDZZL;L57Tqjv<F?VV0`PPG9)+XM^ zQ6Z-zTiW>4VQNSbih*ElxqXNUNR=uhAxSs@lyZvS)oxvRa%K(Hy^_{ zHvxBz91h-ocFw#762TeFeEldtORO!?Bx_=A z8&xWHxopIP_OiyxKm5HUKW#KtyLNTtfn+e!GpBny1%$-wrC2Z5JldRabZCfk0x?|h+ifudT*qx4T+qTic6Whtxhx`2p zdyG1)QD--6)-_{SBGGCN>AMGFMoT}xsZ|w1K#PuvDMt@n-a^sVAtu>Q9Q?;r^pgin_Vw6{M4_>oo zuJSSkD;bCjrvKr)f|LLR4((NUG8&FsPj|EANBQm8-2;1i`5uUPfk!k%)+cx}TB zmZ~T00Dpokdq0b10ZQ?upTW&()HeC^dX#Sm;}Isp+<6&pil$G+%h(hI!KZm<3BMSq zIa*m_>8bQo!Z2WFjbCr+dHLx3IBPNmD*)+_SZRwgXA}RO1Z;`z$|Ri@$>o<|yiV`A z$@7luXCq@Jk!s*smuhBT*&blKRdy>}PI-V5WnZw;Ob9lNTTXuJrgU$UcCY@@l+SM$ z7S(^RpV7K>Vr-ni$dg)Vi#;^9Yu!KZa9a(XYPprEzOch*j5{|Yu5b_lf1L%e+zw+z z<29w}q>6-~YM$MB-C5iYMSfS#f5!C*-)@vhTeL$78^k*uAqy1te=ETde`oZag;OSI zC*-&waN1yX>6iGmT#j6Art#T@2LPF}Reo9oBFll=D?~G%R`N_fuB#H_490KRaYfS{ zW$&yBF}qG-c&c8QHsk&dat?kcs91{ER*IG>#e;bw@$7x!Jen{iBx>=9$wT9ss#GjH zp{Y}}{TNnOaP+)+v+VN-9x7PPE+|JhJ2erFgI61x|9beZmgq{R)p!+{+bIcE^__1| zV8LFvL5rv+N9hvdUQrKD ze0aTCrB``mjLt;cv!$?DJOBR-%Zv8D!8oH#`K{`=-Y8q}zAE>>-2f){4>HX;)oi{2 zxfS0)s7?x?EhtPV@4s}B&s}I;Em%0NGXdr`e7HxO@NYmJ!f4Z-V9=D*?zir_DvjL$ zG702#!%YCjf1w53c49PzDEhEzkjwN#b1g~{Br*ICi&RS z59Ac*_@5a3M&xv)&o0FK_5a2`5PF&*(ZVYHf8r%U^d7q8e=`g5zD(!3z^(r`(<=NM zm(x+?e`@}#|Nl?f05UD3dadv3&x8Pq&rQVXn_k2mnmOErr8_we8KdDeqC7@-Cs1Ws zv&+fsL}5UgJ;#TTy9yK0XSTO}tj6WYJfg;L{gCgYw-5dPpE0q}4aWiCSaKgYV1}6O zgf207)FWV7gf4H4XdIuPz2MFF&014Nu|a6er{6~b0KG_a8&+hU-T)iD9K2!gY-4a! z_AztzTcvZ3*WEM=YhOg{BHiF`?Tt^(d71$63ss6Tff&rj>FbZ_#~6DXAw3~Tb(+B zw>YC2vTtT$pPCXEx zuJ!YK8MY@&Pae&-42!a)Mo9ZQ{;laO7E`lf?mwrBz7QoBOo^g&n&P(^Y2DjC)6|)n zcpkYfkaT}1Him6tQC~;IHBK7C5a)YQm)|q}H&~bY534iRqgncFx4b;xJ8M~8lAd`}fYg?rG zUc9x?3Mg!9$H@3^h>cI(pdrM#d7;KJE9GZHD8<|0OP?4#=oq*}y26s_0idy+j#q?P zf)E~iOc+7Kx940_Y~!eM@xf8cNVNM(iS}0&Ve-a`Dv#&NQ>~czCv8S0rL?5@^5|a} zKBF%ridP0?Y>r~K$=8h}hIRr^&Z2NVc13m@H7SMMZXoxIQB`y5@n>WpNfYX;*7Nq2o?GDyb%I;qi6T zcfyYHthLHxl9E)omP8%A-UNRzMwq!C`Q+b&^ zt^YJmJ!G5+6jORpm3W;_Eow9#ZJ`JbOYl_GDGUW_ze^ugMXOc5Tx~%xq?Q($ZCb{> z9!FS=A5TPjFXg*7L9q;c^{=$_?SX@!2}cszn%4v=%4YXo0Bvw~6D1Uo~bcxPTQ#dfMOW=~&R@_QJ7a6GB17>wF(R_=DdS7fqZ@hjw@4VhzZF`@9+- zZLkdSxhICJy9!*8zp^Q#TzW=R&T;mNZM`clF9RPEf6(4^<=;-dwS!nBW4}Qh&Z^d5UoR%veK1bv0zHg$=T&|W2JIc{) zOqm=j2^YY3ezn1%T&#tYV{l=|kACAP!j&Ti`6`7HI7g6wF^G;>Z^}Kd^X7TOui8=?bce+aFg96JHMfu``#$3u0Da;Dl%e19 zrNXvxZRk~<4n~Y~rhy3@+H|x@7p31E`r67ny5@v%vHV8dx+TDgwYVH{JKek0i_N24 z#_I4MPPUZC*L?8Cu&imRTg!2@r^)u~^;w(%^In6ksTRGDylTGAIQ<$9OeRPIaMe4m2FSK>Sn`~9hFcjE**CF$(HZp{a}4Q_sOj>hS%Gv@lslU~c+yq%Gn z>=I9Q1P**#t+bkOyca?Rh4NaHWp5&md5-S%ALk8SLKmBZ`Hdmw)D~=K+HnS>hT6_o zWZ^wVT8+8ti!X7@3Xa(Kbz%lj;7{+bhHE2}KI;`*gkJ(Z(H6zqdbXMU5<&~V@elq; z)tak&Gc9H@PMIv!+vsyGW|as}Nof?)8RO3h#Ibd0^p5+v|J+zN`q- z+FdD5vaW1*Fu_u%+Du<@Qc&$X2%I`Iey9C(#OnG7BcVY4B| zxVX?k#*f|vS0DoMOZ+8d?YZC;EBz39VX6PJt-}44O{TX<2{eTg{kdcR|S-dvA1|`m++hj00aQF33N16q)cn*e~D~ zu~^!>J1C2hGo4<;o|8Rhy@Qw%*yJ0BZwS-hsOP2`&<{}_WPGJ3l}X8u&Z#QJCg6QK+sF!GWj_@cZ5%U2cGS8zdc=0F zfqtg-r*2Hv@)E4h`Cya!jj^0GX{- zPP3qiK8b9)(=U!2_lAY;0z-_-`Fpg+a~^-QTH@_-c6aX?Rj!4)8M}K^D**RfAJkWS zL)ova5;ooU<_VwNxEdB#@N4Ff1Khr<}J?|#ilX79=u-^-_vME8SLez_fB&w0Hk)?Cm4{E#~;gpbcfN z$X$q;b#<&2?cs&F$K}0_PzeX#t1qs=w3HI~U~2jWj&Pid2Gcs61Tgr-*4&iHZ~AP= zU%0s;W#hj%37*)}ul-?E@Z+yflHl4$?;c@y^OiZ$k9PMwXdMclZJM}AJBOy~c3Iu& zcoh7ph*R0*lN^IT_-m!yLIbNUztsO5=5_o+o0vncy8Z|6IbP=7J%3dH5UMy2%W-+v zF2XMkIvN)GqXXSIV3F>y!!`w@K5ipuA%Ygy0%GIro}W(W9d-=U68 z6Tj;V+i!RLCDh3lQHGWaTI0a3Ky4@^`6rsI@S|x}=Dky$G{1Us#>9D=tThEul}rM@U7CR^HwMFIlI6e-(J;Mq|GWB#UbQ) zGj3erT=SY|y}aC|-FeqM>PFFnfOdX@dMo>4bK$|a3OTbZZx{P(=*>LmE3jHtctq}n zhCvd;w{H#w@%m%OOm{JtGzF0|Wk{f6mhG9(XoldPWoHxZytF|4oR9f@JD*A*<^`&lx|ddt(P^8|z4b8YHmI{*Y8$S-q$j^cjZE zS)}Ll`c;r8FdX(Jx#vOj*T|MDhmk{qi5udt~6>IA)_yB}X*ZtWi zx42sOSDslNxp;K4-aLB_)45i7`? zEqa8!UsOHv0uh9{aD_p|Y?Y%z|NOF5 zITH)vN0t17AL(ck?cJo_(;HbU#XVofumZ_o2%dVvNg6oz&NyJ7pK~MPYkq3UnAUHl z(ps&A&~XL6q6oUuW98|GsOV@Tj!=M`sf-6PoTMKnU9M*Wzd2&vx%M_|BMx+@DXX%1 zQO+W8Oozi#WTt;YRBzo}W)$DVjN=u<1SEJFbG4;=VLHi6n2qpP@qfV7WOg3hvfa%vb>` z1&{(?AY7Joq+x0M?VI-s<@)L=oW<~fQ0@49(-%t^*0ZZ;XTwCAYFLA}J8eSsxS@?R z*M0Riz^t84^r4c_+{io@#anA4s!6D1O)!K=f86!$ctviTTD7=SpV8Lhxd9~~-Am&_ z6HEQw8uJ!sXR&VOFsRFq)69r_)~m3(0JK5hmFsQj zU#J$4r?-oR%FZJT;NNZ6=AayZh)S1%c^yBv*BSuZ923ee2{7ub7}#$Hq$=nQ&PVo- zv*)XzWvf8NFFnM2d2tSQ?vcB?Ll1rr_X{2ehb9#KVEl5v!xS78Al<4*8A(PyV5cVlUV{i| z%#EGq^}!LkaX#gGMqtAJHHS^0pxcg&2cODsJZ$)q2a5LaIAIz=xG4pTIZMy=W}7%; zE{NeVdPtg3A(B{8c*O>zw5x(2E$7-@-le!v`)D^eog~juP0;bH9|YG2^M))&rv+@k z$JauI!fG=4ACO`n)9x0dpAXVPQU)$1*EN*f1_8HUKX&}9VOb3X9;9TWL_QQ>KG@xOo`2bOvg z3i2ZmS@r*&f0lb@r;RU8H!`3dt+G73Dc^{n2HbNd%B|#XOX6R@;CkQ} zB+f1>ulG~GAP+F!CM8U4{j4_o#dtMhEj=G8&6Y%v-w9cV{}$$V#|vRu?#$?3Nrlto z3+!$Njmh|_<=m=%s0W+YWAKnKHoTvzh{hWS_J==u_271rp4~_twqKIx8x|poZV*bR zXK3_F>l>!+zV;BY z3T?~KRv$}+Ghvv)U_VlhY~!S8$ECjj43s3xztXpV>mS#0T>%@06cB}!Yt{zr z>f40)1`1JPNA7FQwro2xvLS{l0unxmVgx9av7O;8{_n77O8X*`@Oq|}h2qCHzFJr@ zREHS_#aFC(pJ#k(L(HSR_uy5s-O(=^F?Cg{1WF{}c|Czr;kKAQ%QXZ!)h)cOS*d|^ zB)wNYNV^tWf!UV8t;G|vhlf<~G@6@@nrkCB6j4cQ>W!A%(EnUX4nxaG^6;El2CR_N zXl~E)lp*jmp{~x3eYX?|rq(*Nd3HpRA#}RVs`CKlSU=S2BmNxTdi2_y z^@Jrtip10CI77uMl3?`!pT?jtC2)j~WRd|kivpEE;8{^AQ^_!?7a4M6#cYuAcxBx8 z!;n7W(Q+oF7kZ~&o}NgCP#lx zdW&(??8NI?+@`=RhyP3EXWkz^hZfVggFzRh#E-zLZ&K?^NcxBb4Nu}- z0C-QzOLH`N?g4{_&j3jbzK_N{*ZcWmST`W>Bp!?8GhvHiMJy2s;g&(xKcff@u;SPq zv7KKdtaV<86h=_IXG$Y{^qW}q#9*`YU#~y-u^e+|2+A9Q1S5xqE{6p(Jd7PN=N(no z5U!)ysJa(3!i2$upK3a-^DE8IS7F!?RqIYlh(JWFWp$dnX;H6&7gMZQhzTB+wqXS6 z_5X#~jik8Q!IXJVB@6=(`&j{Ytdc-81ydQY^QQ0Em&;pl@}|>IrVrDvWzV%!%RW{Z z-w1)H2H23gpHuU|aE`fp=0`sH2j^$5TSl*ImD^7MvV!D&7C5)nH&VS|&eKf&D)4&L zf>@~-Rt<6LFsz2r zrm&#mHMH z4z7OGAy=Y9Ax-@^>yLp(^RG>8zVhqXDMP{&(EqV|jdh;!3NKGd{0qK}T2K)zC7>l- zTeGc(Mh`Sr4Pq9a%QeQ&+`W^){w#?mLGbbY;=@3`d}K_1>qMv;w$;yCL>!Q&^f@Vm z?GWfJWhsaHRlNAm%JqisU~u0q|1=Zt?4|qbO^%E$!vo2io5f z1u*}uSJ!uvlKHM@xpL2A(&JY(YRAe5Qu#RJ? z3}8%}*#;1f6yeA`fUdPX=J~-c4Y(gf?`k6018jh*!yDZN2fkazG;m|`cCXUae8^s7 zR}(11ZB#8lKQ}VldX@13!?V#1A*$-jC7CC#{0rHq1QvdFyk;V}@RQwSCpwEBKUG3; z7*@g6Gc;so_rMy+G}R4>kY_NpFgF^Qu6$R7x^kd85Nz0z5)4@ftU*n-TiOW zi-Wdy>-0#2#bO!)jByrdvu&))F|+Jf?>rYK6p_T(;dObnEog$inzZjSMfKgl);)Ic zdp%sMi^Zi2(aN4NZ?)t~|ElxJeTaO7GWcH$-&0rKQ&D_BdpY{I^5RUBlmnrB>kamP z281&C_a{}zJh_A2>wU+-3Z-A9|4A*^rmVgMMO{G$4m)6xnRM8?dKuO*Y&5ROtBWz$ zdPh08%z*NSneWWvn}iX}7>&Fj5cFtGKRxoWY<(P<@3oJpj`?=Ns@o{*SY)m+v*lf~ z&8E7O{ca~zFJdWepZuv`AmlgdT4tkvqvn%v%aJWUiYd@FZBkMO{v88TGMt$lg!~rT z{CP7u<$nR@Zum%bF3HIYr*O+U4rJ|mNAXzv4~*p{2T6Aq^ZG@ha9P{?-PH3{c#ysKMulyR%-@V(WTF9 zBSX#+{ko>@Mg!>q5qzni8Rh0^Ih{qeml?Dxg}2tiFL(X@fz^V0Xf*HF9eD|HmzCfR zB`5@6GO4i>6yc+`KZ3%!?I{;}$wU0W>zPfDwZ7dM1#dt7^K`M+Y3j0*Hr7Uz-TQr8 zj3*OYZ057p{azAGkg!KaLH|2MsJQkC_NYB1G4Eq-eD{`h)Km&o+xa^KN@M1y%K9ceR0i(%x24G z zYk%949$f@Q#H_$dP5C7>myd6u96yx+0Bnfq`ZeCTTlkEUCUlfJplq$S$Q7Su5waaO3IuSEBwU+3XU# zdnk(T21mC09C*wgA6fcRbxTN!(y}46G68;x%zb= z!`NH7Wzu16BUUq$1ukYaqtR^qUzgHL0`|EfL3;?qn&7?#xd-7u43{-ZjMkRaXXNQ3 zbK6z4h{>G>>$gm=8y{2JP@=K6v>CXz$jI?A-{dG6z~}@3sMTmtW7%Hj9C*dv@Jopl;n01)><0bu6mf@4S)Bp6XF}c7{}>1 z%O^?p*D@IdFlbBJfi4YMfPlYKu$g2tYL(%mLf>R zy6vlqIrUP+4vF`Mvm<(%%fI4sH-Ok%@-inK7NDOOOpe7kA9m=|`)}CLDnWM-;Chd{q0ox zc;=X03{Gpnq9nm_+wanKb>q|wM0nBiXp~?_+y&*HM9)d>s_dSawe+<9v%f7R8Qlz? zG%4Fv*%{iFv;KUl8!zEJc~0YQ&sdi@ST5zrl&GFc{D8gBM8fWtBf#<{8<%>d(eZK)bU&mOjwbhH72O?L+|Fo;JlLlP#ONQ??SVgWyF}Rpg7sZB>~pOpr#B7Y=^d@Ek^~^`!qNE zL`tH8Dhtfe1dK*jMJqM4^HP=Z{$XDi5G_6|M)%#twEJGT-e1py`9Io=yckc{_CIfO zr*{YhfY+0fYi=19>UKTltF;jm?0gOl)>SB@on4($@=IF-lbyvr?31HL#e5$&M%|%? z2ivS&$U2|JF#;!GE7<_g1v+Oymp}&Gwtt3TM^nB2Zt%B7mf6=?$xRg#FpN#%!Sq_2 z$U^h__=7uZg~6WP6U^av+mwNK8n>q|Zl^cPU>EGunc|2)HQw_c$V25ICDstoR%{QY ztRXm5mc0EmMd%U!#?KYKSwIF{4?8Fi=u18hvMy=gNFy$5Ff2;Vl;m#(W_W-(r537Y z0&9=^Y!gG`uS;w&7XlQ+$YmphSyiJX`Ke~)M!5JLJQG4ACJ>16`?eXde}F%9;_J=u zp{T(e^cy@3D^jZVV<#wC$=~v5SG4_vEx1>;k_NKyBK!_)K@)nNpPd0blU<K+B-)PT#)##^C?=sKZkHU#DgU7ZvP@-(`DyOZjS&h;-@fB0VUqPnxR#9z_n26&Ot zQ=-$p6OrUHKyzwmzUCk{w6l-xyoMEJ8m*{e<#qI-bXK5aF3!y*dfmDEI>WVH*YpR* zK+_|rs3ej3>-l4pFMx-(0DzeauOZS&5-{_TP-ZxJVmicg%sTMq$u@17^ep>pihZ?< zpM*H2e3mc84s5p{UPcFUX8s`fd_)p3`wj1@fE}DgmiZKNU-u*0J&3N?!kEliRr%M7 znkgA@EfIrZ*$ZWGa%f;o=f~?lSHVHOZlEAyP`pS-(7@lGA%cp)#lQsCOcc3M@wPzD zoH1HRUtQNNU9#7sY+AL~y|i0~#1iaXuW(PO>WAUO{5|Six4cZU5l$d3iTMIQZvT14 zToMOT2n^!SN1Q+POme%Tf8%Fl-D=(`_44EU$B=f(c8667n}5Qcd1Hlw(AdvK?dG{J zSRnXYyKx3jw_Rv>=X&Y?v^^mS_b51Pbh17e*FV7#FoVHM>(b?lXUGNZiE1rb5*DT! zRvs1|(NsY+NjtsZ&#`mD8+d%w9Vc*zxSd?W~7^Jx_4B>RV?l&==EG3NoxEiQ9W+A3Gi+)ny~>JpvO= ziuxepsku0IJzurveGIk@qb4n(c$?d6-0fR!7dcIA)*_^TQ+sO`@5)9T^TKh&QYnom zI#s^TV-O#W(*(Da#*K|rgKY={&9&Ph`ELpnFyY9V>Lf?5)|TK|vU3=;SFu4^|tfakKxM{ayt*Syu!3D6Rfw*Wh%1 zfav#D@Ja%7!3ht^L8=mxbWwM7?d_F25$WW>2hDI>&dx3vFP%{m+CV^GCmmRaU%2Cj zPmE@#WU(aa4_o;7zv^JWlui|h&Yn#T`S-2~qDZYVBODAM-TDSGEM?um=^jSLCZ`v8 zpY^yQ?$RUwHq63itxKTQfHCibMZv1$xFtiFK?%K*kF&te<&VJmk>$Oa2+Wy4r$0vR z-znG5iI6o`wwM&&5Hym4{OD(ntb;;JUs#i9=K)NozYWPwKK||zpp+swQL0A70C(dM z;JL69K(Uil-Lm8B{XHOf^#j#KpUH&%jC&}NXU$s;1h&OIa-{Ye}6rAhl#0h0r@b zsuzk$Q-%{byBh*R>M5Aaj9^5x2`QTzyvSauZfTw(44bL8w6Fg0-S`N@r^W$oEYIQ zxU{4Tm8kM5qCl>Bh#@jEzt!gC_dVS^niwL+*RO9vta=ro*X{7k6596aV=PE*Ncmm( znlPL^#DaO|*N_NV{(uQ?7N%@VxHw#a>6y;$=*#e)ci1>y1S>(s+V}y#bAF~Gx4B6= z(!lq7<)69-T&_f1~?lqH% ziAg{v4M4~-J`|txI_26Gb=CzQ|MUm17#8WQ1GR0S>clv~SD41`AP}}?p}ZtWSq}4E z{P|fJV8&B-AujS@)kOP^REu$)HDlUP(ks@>3&zVAoS^YcwbKP&FuMw>3{xj-73pFj zqeg&fv;i9>10^cJf12w}!1w}mDbi2N%oy@MIVI+%1o8BC{E=>)#gcK*N{AyCE99(6 z1QqP#GMv~*ZeVRfSmQC^G*>-u=#6`NmZ0bEepJlS@#7m=vN;vf@cXsH`%DssPSFB` z#M?#6OLl%w3B&L{{Cg)+#OuS54~F@rq7oy}))*a$Us<(UPW z#}u0wtV+54;;AO1`IPu(%8qk`Asy*u`o3Jhh!JTfIespC?2Ni!ZyEuJ>h&HjS@iuw zjE^Ab@6Zb-ZI;#-7FCPZ{8lw-ZHeU!8K*SMVg5v=pA5n_&b9BIq+N?KF@-3Dq<5w( zhn&dtLDlm>he8g*#YHSZ+r|65eFy{(=I3{oxF0 zm^%(eh){P!HD2cT$S{+j#AQyaxC`_0GzuFBRel$Ud>H{)9}m=JXd8b%Y~*Mv0~VJ{ zs2T%LZeLwys(WI^D*`n;@vP*3#I%>c%5-d8XciQ_AkJ8VUlyakSn482{szvTgNe}% zF+G+42iEG3i=&v2sq!<5JBzC z^PlfYTN!3X$lxn9=xS#UkAK5F+qxk`hF(v6TeRT(qX_#SK6g-kT=)PC%(;Brkp64C zpusw-7xSfJE5mMhG=`m^Rzse|S0~DI&eG-rOUxe)a0KJHp0;5%C6)9INwQvaWI|rR zC!?Av5ewnHIddrC^Cjdt9Pu)>ej`>gZdpjmO1mX0*cg)wGt38T{*dSADj28&|8~7_ z7Fn`MFmrXPZ+GW2>zr}$LtI8kgwu`)|b$cSC=5pRw` zs9+AKk53AAcq^FV_X-5cP|7$AE5@=;tB4eIdtFkvQCngv`Z;cG-Ub&(9zei|5N1HgxF zp)w}fBDtP;J2oz=W8@_{;m5!gIBw7ChE}eXtkm zJjO3fBEI{MluJImaiv5Do)bJD^U{9D7{35{*aP zNsq~4uSE3g2nh0wuNmy@1xCheBJa<|>=yVqv%A=WX}{ytRY)_!yIFvKD~v5wu(2u) zp9RWjVQf?)qZpwd?i0fMhNuXq*Z|BJPB^=rTC|UWtIL|S zYASaXgdkzd3*ZUUtOjXRrTpf|-^dj3D8<9Ue1FJ0#35+@%w8VYP8X^#ZVbLKz-g zvKteq?I$o3WW`9uWYJS@Ndd?mAz)FY5XxQpBz_&#F_jX|NstD`-lV3q8NfCr*wJxq zMPEV%($`Rh%`ZkDaQ=NHgE$PmmSBb3zAQLqh&`0ZQ16@5XkMTc@&oR1fn7eV-nv1f zvKP>3-66167SG4TFyU9il{YfqBK7f-O@tyBOLO_KS(^htGKm8Jevb{qf8|6by6#t)T|&=Cs#5*fTpqa5Pu9qhU!M5< zRD7#DgAE|%5=~YRZ>EaYVM2ZK_n7~oxSh3opPE4r&TZuicrML;aoDx7-0P^-=dJ4) zEMA|rmryIeKrxSEVD5md3)l#9)pAM|YD9&EvxH+)#u2}L-S`||mJ967lV~UEe||j3 zM;P5G5bZC*o!a0pR7T@3&vWV?NTu+GZKn=mB<$(EraXN9f&=qOcKchVyz<#8c|vy1 z7p(f&4XyUdl)V3p!x>0ZDyZIS`jXVhD}}AZ5vW9&t1CF>=v8q4?Si~q==#DN5R^M1 zBzYjD>U&MoEguFasxAS+Dgx9?lC=zg1oCM#s4}N`nSz*%c00uHRpdPqdCQo5E+?9^ zfy1w3pd+j&y&cEtP69?5rmu@g;MD6>B>p}|8>Wy#mr7xSEbH=`uSk&*aCpc!$y1uA z{|=x_5Igx5$*e?eC&vv22MBCH8e0I==o=2c#RrWojPF-3?03u%d7^pg3nSclhK0!} zX)^fD)lJhl#hU5e7|oO~uXna#7#Uf?j5z~b4G2P%IrLa>gX~|VE1fRB*uYWLq>Ej_ z(E7PAs4-~FSo!CE{=Mk?i*6*MQnIEp4rN%bzdlH$)qNOh=d=*1xSS}vsAB$f(1DMQMm=A*JWyA2|3Y&l){1%d zU>Pik`S-VT|IWIz3>l)0++5V+%X3B(q6de>ezSr@bhCzx;l2Iu_Hw}onI<4m{Cz!a zMI^-`GnfRiA)=H*Se;$Z0poNwk7ct&%2$gBOB^j~q9fDe3+wa`{2!3is^ED#Zs++& z>)NY`khlXwY2le?)|F;!FTI&=-TF*AD3H&pLMWpAE=cKfv*=)oB~ViuaS05j#u5yi zVm@w@xNjZdy{&p(SOUG|4S`qB3|uGvgn+7sfDg%X-t|^4+53NMI1H;o#h!{->qotyz zqMwuni_Xxw1Q(f+Gmg)ri-I947y9@B6I>3{CS4_|b$#OGl5AkRk1YXg5n`qlPf!#b$5Z)xdZAMrl;V@#J zt|*xts6?Xnifvjs@Q`jJM#3kiyz1~{em=q3=J+TtiKv}#T-?~2fN(p)-X`#qxWIvR zgm`!n%e%obrDC@369vR5Wiil=$O9?Gl1VzVK{EE*fKh72Yj_dmrEQltVI9!=f9DIXGCYzqc{(tThZzq%gZb26H65=l(Fg0sAxNdCVmXEQI8hUX zfAb_sLXu4B#VdP$B#cSHDKb$Q!RCAjZT4SfA(yrD#}ab#C@dm{>v$X?R-i^)&1Hm< z%Pb6QyF0qCAB+iOIUXR|WfrWEXl`2_6;}VDB$2_c9Eph{umPdgXt-Y7iSP^WDk+ta zkxLI(6VpI62wVmpN3JQ{#}Nzm#si|^*=W#wfmupV@e@2C(S&UM;xA%qdcS}jX1IG^ z7>qZfRE`g4cr(U86oJN8TdIxh{UX0HNaKX4ztDsUeG?eId>=3(6x!QmcW|QfyOpH{ zz7XSV+!sk%e-jSjuHNOHJ~acN`~(lk3E|zLC)72TIj76qJaIroyc0S1IDDxVg!94~QTsiVBU1HzvuYKMDvhZy^RRx*G9iZk*y3 z&6cQ5w;IOlx04s0nvsFtdM_wert&a{*ghyGWdK5?xGE!hRt%K6QUwN}__}?IHQhN$ zDD}&VoW<0TnZe=gvuZCp0Or$tY8?-x*ieZV!}C}AIYJ#5Q1o766B=24U_8poZt!nz z5cZ@Blu{!5iLOVs@>1r9X^;Ur?qMWc78X%o_6v{}Um8L!C3?`DJ0PEZ_=h_bar0Yn zTt=5Blzpv#%tM5Nv#31IpD+MR8)8vQ4zG#l$U&N@Gp*1^S-22Qm z*^Ll*+ipJ*)QcmaRo5xu0E> zdA1Jc!;(*wuLl(+DTOnIV_J*fF<&a=0MO(WO42koE{Om-0udNM_!3m653Ivm>!6H6YxhM>*&10DlGx^L84L)p zdH(eJcEYjCIqAGT?Ny3Wa_)Gjt0^|%V9@*j90-#|VGeQ!FaGH%&jPOg`7WsjQ1|DhpRTa8{ zhRbXs;=Q7T?FLw?9?T`*oY>w#!dT1Cn84rQxT~hj7VcMwj=TPusN!nQ_|h^gFAo^d zcDG1J>44mWFpRLpQV(E!itB=ah=OGKNuHgH>}}c~IY}3~0$6)+O@Ee{wqF#hj$_lGHQ(=;Gmkj&d5XcVM{-eaGqRkzWDbW1t@c{GYnqya5Mgv<{fHhEv|MXD| zfq0Aw(4|9~lxSMB=lMG`CdHYZhUh9uweI7pT1y@VB5io!iM9)p*JB8ERg91c?Ee5q zK)Am`BfG;r`wx_ALNFlQ1<+l@!OS!`hfl<^8NcCMBH^k6l=JQyxs=q3$IA0Km}TPf zbpM!p(b3x(2X1Bp9wA5~*A2VGgwDN$WU>nbC1-}AT-Zd8K5$n8 zW`j2dcN&SQJ!fG=LMudujzWM_Id)zL!drDhMa5y{u_%o2sle%65=+C-PUXzUUFO&Z zliJ>edwSo8!BL?Ii=D#dc^XCHczdC@FX{FoVVAo0Lk}nGyz+4=>k2=)4C7uozKIt= zb*y=a*tvO3MoChXXhTUZluS7gEc%g=|l;r(RL~I}XM2z7sUcdc1TSEB;-Tm3mJRa~{=0Zto zPd?6Lr_&CM6N!XRb!O8(AI-cek!}>&1fHa~jrF6%qz9%m9>I5GGD9yge8f}CIh;9g zFY}x(C7jaS?~P#}@fgP+x^Z#Cy;N$ma*wwtZB{%DjvuPCfc;66q z(1w;@Spb#8UGylA{L4GHfT?-nk{9dnqNhmao->oj_=@A+7 zm&I04?B@6u>}UF1^Rg(l`^@XSmp|5f^Y!95rsN{ZCHTiewpR+hJbiGYm?Qm1Ye;i@ zN5oJvZ8Dol@$B~xV@G+|v{}?ar#lGv53<=it3_F0iZOoAnp$EhV_$tF7m4MwCEB5X z?+0tMS;YTovp;787E1k5jQKFI$!Dbi{GxAJ{|BXKgkwtfzPm5`%|3q9K91QIL#by! zQcU7VFvrInM4$I**z^VB?bPZAy%1+$K?1c{`%iD0omTBA=3*$0#-KzN)i z;c5ujgwrC%ym)UELszh*&4K~wt_EI;&X(Yw%N7y6&+5Q7@X~rFQNNzn{>T&?Es25$ zQS8N3DLd2fE|U>$FI&QRp;>-kgLw2j#aAv`%yKJNavGj_@fzFmDbdg@o?~)qeXyW~ z6?d@*-ft@sEhn~SztF4AuZX0-XWkTau)QTi92FN3xlR;gyZkkU-~pobAz)sgeIdrc zQrU_(oNM`j5-Eqv+02ttvOd2{#6HHhHp%tO)}A8C@yUT~=Enn=7p?sWXZAeBv9h07 z1kHcuTpk%*df_gH7GNR2NabfQKfzon9{Mh@_?KD=T-}qvKDU-PwAH1zf~X-+uyd`i z!0$uu%!z1vD%jwyJEi=XQufVPZN&45(%KFOYrjFn@zV3J*CmLxr#^``md$3zI9aS_ z?dW|Yz(QYc#}xFAdjr@TQY^aR$T-2X)|?zh_p;Ex~4C;F(SgX&!;<%~iys(>%pj@08GWMVp>MQ8Eks9|Flhm)7egCB^=ULZf zfy{4-T&&}353@t`PAR^8-DhEZuAbkCIBv>1=l|E3Sf^U?yjdCBys@j0$<{M@cam{ppW0FO|)bg?Bx%fMVWAt9SggP{DO?nSTCOJE8%~n zgtI4yv5on8Y%<~S>pxh^$x%F({v&-Bn?;GMZ+^lG^Iv41w5AW*@fSUNW)asj8^5H4 zdm*3PANOWz>gSP3jIR19y1bZqO_kbO*Pe98BZkX7!tuIouY)6TsDoyG%SX3 zYSkZRvnbz>WbYgw7DRa&cY}?U()XIYGm7rP;SXxq_AMQ2<^4>5wv5wxE}KmJ_CQ|| zbAI_=fv@*O(Fta`!k(vmB`e>OTp0!SP@0t3(TMD{s_M#1a|MnbjAhfl9?e1sPhG)A zNa=tdu99T=v#nS(C7gBy8*oah6Uv8thAko)I#yc07oTC-{N2B@5YqFHKfrZv@$Npn zD2dm0k>_Jcf0;$hk?4imk$iY!KD$D4E`JU~CtAxN_-}vx%9R&BxnIhc5Ci{_^}V-t zzCLT#^80cMwzn2VWGK;fn1qYjV2-Ol=g%n_e9;RMu81B7gGK(hm8)9=6~LkOUf7P^ z{lyR#K(yBpZ1%<4oFYTUv&@lxLy6|o!Fv8iJf6oMSt`xr9*M7MZqt3)oYNwA=FH|U zg70a*M4ONFV;^UTyri9^Py2z5!*_Ej#>f5P$3X)36D54Tyo47Y z$lMshZL?TOguO;0>AG1m=f@Z` z{lMbx26KC*E%PV7B$+WUoIRQ>vi5in`Cqf{WPgm7-uq||_Bj^`m23+YcCpe0(d;NN zpAAJmG{I4qrnCp7jkMP<@=3` zX5SIB>0T4I$WzO$Vvg&JufK~FGKFN#gGsezc&StvzqHwZ0^XhDh9adeTxi?EYEWeH zLa)SrVh_h#IAH2MFCyL;hzWehMX_{ESa6(QZk7S6N7Qam0Wgelw!?t&2mo0tk@KTd6O2Pv&RDAxptn6C!UB$>()cX#*m-neu?Cu zG1zn?1!Xc%Bu0$F7#`#4jfrD+<5Jwu*qW6Aox%e#ew{F=m59}obMJ)xyu}`yS=`XK z|NZFH>IrnB$F$p1w7{x|o<@epFy5zs;!5mW5ss}zo*0_c2HCxK;il729^(rc?GAk~ zbKGz6irj{?)g`DlL}MsFZu3B&A&=tW!6VU&K3Dg`>+>FmIeaSbyU)mzIFWP;7Yc78 z*W`#$pEekr)I*#qQAM^M>yZ`sBR1SjLm6{Ks7E6DCkoFLltH*_+-wB8-;b93Xq#^7 zBv+~&3VuVgAI1z^hl=1cV4?S6jy0T0=8WjXM=>YB5y4JQP$?9!n5s~wtwyUh;=tZ9 zXeM?&ACIq-k0R4VryhMUxs4RQ<2@CByc~&d&K<(d8UvhNV$dOWBzp0<4#|DcXpWH@ z1IO&bw{0%sYDFF_s$g`CnSxOflJ8F{7g{gyL4qULcNK8yvjiI#OvdgVt5M=V5ewT$ z;aKp&f`_t@)NK<^m*qky_d`rjAB>0>XZp&}$ML{YEhcmk$G^O6E1`MW}=-;DAI4-|koJ&AtJ> z!VlrWy)it_8hh`7>31JOLYrT)uOJ6{WhD9}jsoX;pLzIUp$0!^79%WT6yk<_h0WES zaF-P7VGO<(FFzQ9&~{QN8J=Nobz9oefX$wTIjkz;n^T=cit zo?8S*kG2@vayWQuoiP{JGIc=EBlz{D_l@?#gxtixEwZ_0i_}ok5Bmn(TV$T zzN!dDv_@|lj%yqy44#J$njrY9l~BnoD61*~oV%fek2_>j7h`DqP6(FYjc1ok!vwVp zf+j6T=jglOqdtsz;}*c;69hLJC!OeP%K^8syx*jb@8Yo+s^PEFqF8T$#iD~r)gPp0 z6z<*e;AjI3-hObCt9jd!nlhN2MscrkaqM#3|B@r-$C1BJhr6achfvlVJWx;F4QpP` z#`qI^;ShK}xsLIB^-s$Mx(!)j{GKaQ! zVZjbWUp|Avnsiipjz%EwDiY5ucmle}8Qg1J9ytduJl-80I*U_1S=iIK{6Z)EkeZAP zodw=5k?7H4G~&rDP>#UU&-x=KahQ-i9bUpiD;=>wBwYwkw#x*3_uRMm;d&MdD^uYS z*BdmdqTs1`X!KxsIJm)4t%jT#P*ITux0t?yztA3UK79oPPyT_6+Da%L+G1?SA>!n* z<9eKWay5R*%7A-N58T^%I(84O!K8@V7%o-lGMsoe0^3WnkXfWd$0VW}6MFP`0&=4Q zE>3Q6<>jeMkY4GBNs(f{ZATtLaul8TXF#Tj$KZD3kRYkPz;18gsZbg2BGJTrF=5;+ zgu6X}L_S@SqhLMl7swMPn*g59iAAc-#1hA()Vm#6$AT zpj)@=S^=c5)MhiF2*JW>N8lgxJ&shW(KhZ$OicIPe3dnL`JopO(w;EsfJg4nLXQqVVqZxij0$f= z2ld1#e#GpG-h&q5;r>I>pO~?_8@EeM;j^t;gO1uUedK1ihit>C>LQpd36uj@dq6~g z(otAbKoO6%QFL`4NJeuLn-DIoZgGD|gY&UJ@%VP{zAZ?#*c*Mdh)0&)Vo>#G-EcUR zs76QajWoUm{L|B_*Pn?oC}}^*kNq3_Nqt6Z1s6Tg4+(13LA)f85%yK zoQWo$F$N2hHNN+dLQa~R3)NQ;DIj+7>pUMs%6BSz5%T+=L&#m*kuhy>-LZ;XX2_e^ zRM%fUE8kdAXrZDEb=pev;K{t=xAjrRER=+-l#JE-9o?Q@{wW|l^UbEbiDxt)TP9}x z$D$xW9V1xEyJ>``?ii@tJuiyU#AAsz8Im{=2%vq9s=R@z*ZhO=4c@axW*c;S!?ufA7?CwxU5vq-{kaMOdW|6BHJ ztirYIV>ou-tR(T4E5!sv?8V3(eKHj*xO}2^s^`0 zazunIlJQ)ae}+8%Zjg2LH7q@OuZ){yaMLo5kxXu~ zTSh5Wf3060F5HkmMS+MWY>Rp_uEBWjKpT)gkqK{c@Sg?? zj7%=_GWq>bc26Wepxjc~U*rQSzCj6HqbP#?#w=EOvc$L)FznBMi_ZT7Ar$isa_eB3YG9|b3?-nBPAzW zWKb%_?y~*@+rL*N4Vz)K7-6#14uX5xPhZ;?Sw?}r&C zi;>5UYm{mzV1nLc0;41%rIItV*<$3vSjH28sV_jSbl`1`7Cpa6OD$JI&WzAeqPRi@ z4WExNNK6(JH_{1Y-0Q65xexSiqs0WXl;lG3*7QA9wW+IAtkp$C1t6nI4G|(u>7-gbgnhzhB94d}uq76#aHQPNSV_gX)t)o_tcT9bpj2oCz48r_H4#`Scv`0hxRmIFDyN7wp!KJ@ip>Z0Y2@oE_@eeAMGLQ* zVS*AGIfLG0fs)gTQTmQp*#v{dBr!S(BDw%n0gZw#;4<-i0zoI_r87WpW>6_LypRGp zh!~UFi|l^R^K@|=T~SC1&HC=Tcouw6m-(%EI`nTX4hesPH?4eKmyf~6WD&{QbZHdP zgjHr(+tPgM;nRMFtwZ7XCAzS!oft2dRiM)clf>87=QJ1b8(u`9&T|>Rys36fV(rA3 zO#G5nvBsnWjL=JROhXCsb=HsOQkO}%43uOmuVcaSW8!peFstF_Aj2Q~?!l1P4};vv zqvu}Xn-8(M5DCSNDjNHKxoibgBxk5fpP9i~64GxnYa{6_i;C8Mu^R_*{bt*xznt&F4k8ZxGUN=Ya2 z!~;e<9b`om;aLtd$x(U_;fm9+lFL#iQ$Y<2^!!4`x;Uow*C-XRm<=$P$#Ae&Le#Gs za!!Bdx}#K&_wxFsvSLl5;~*mpAQbL|$hTV%0%H zPf(^G={W_LgK|mMo9jH2D>YEdWl~NH$zS@7phS`_T;J8>Yr-4p47ozX^$gbq{5z|T zA|0fJf}aW+p*LCev&=@j0_Rea9oIL+OQK(yLe2SyWHQ%H4U~|Y>w4}?qxX@aCef>s zE+@3JPlTKjP6HvQYWo%VBHm;+zExAb8RBcPC$sfQ4lt#XWWV*@RvW@9?}edgGU>T| zQ%bfq62<8xl;!d|~O>Dm1^gS`<&?E80GgMSI|3Of?6O;sq?o8ai^0ViovLVk29JOzJI_|$thMPhTO2?+%*7#cGe>$R7>3Eaa^ULNj|tlec= zke@B=Qo%%W?=x=4w-RJ-``1={mbB1A*A?sZ`2#3kAES~ z#W6?25Mn9h`tR(ZYsz6_3rqV;FKi0m|0Z16$z)+Gh)`I$&F-NMsO*kI$^P~r;n-rS zH?MyYjvIy@-l2oKNoaawbSGg}7Q5&m1J9`wHf@u(Up0#u;YWQc zJ3PzixLUfT>hA-R7mtsd?i~;z0OBj*2{6;qE3FS-TRNVW)|Y$f{$0w7juef;0MMSt zn$5GY{1jbsK+up%Yx6ZopotBWD3xcsp77Sa@ivkYGUeh-=4IqleLL=r5*JhbUxCV73H7BrQ&SVki{scaP`0RLOxbn_v+FV zoXJ(K+r3vtYskei*;BPPEqCql zf@PO1tj)!R{42=P>!EarM2C=gc=F4xq~pH7aC&Kr7SQM5Qhpk84Kf6Jw?j)$Dw{&y zIg05u02Hgn^D@YwRY|e%l)E8^gQ^ne&hJ8+A{u>Kwu7rd4~1F-1;yku4IGreA!6Vt zr2BNjp6`#NFQXVf5iY~SPv}B0iooHX5bl1mLgV};`ewy20vmFv3)$w)RwPcjjb1_ zKJ;E5lPcwSP=0~9T*)NXOd(=u&1M}8G6y*7)3HBoH;P>cV|0kW*nM*kvA|D8)-j}N zDnaXgGaG?vTDCdIWbgf6bN?Wc684WzvnI|}k zSbrW%*+}k*_4JAid>Z4W&2DJ*QY9w8aTVY9h((1?2WO1~6pUh^^)Pc95%G~?&CF0J zMQ%XD5V86>M0IgN=VTh5Z$;~8;&GW)JgO9G$oYkQL#CgI@@1vW#xdIS5A0*ajBWcZf(aJS&)}6=9 z$6Djd^e}w?WjZGNg2w~P807%fZOdcWMc^l=HzVg~iV-J|4|vXvHJ7Rmo^1{b!h@O9 zNm14YY%TLb&xqcLcBVLPa$+b@wlxHvZ)79x(Nv_2ibR>t2se#`RG+^tZ*p0}bF!K^ zZMB^snV`2YXp}NszxoqSu?TdF?usDLnmF)SYm=#l=cMtxIG%4paopBebfc8lAd+T9 zT(3lLoOVTykIat0I3E*jQQi*mrd2G{`f@ypb+41FCdHWx914%GnbyH9IbAr9k<1{v zFhZ$zKtcKz>@Qa$DRv0rRXUjD4p7NV&>KzAs2#9;u?#Pq2Ij3}SRF=Vr8r>9BcXV4 zQJsP3?b&kMDAt$q-H292u?woGSSJR$uA9q-do#&htE{0@ZK4{!K_baTLYm_Lt@?ms znuVW_WP;Kbi*AkG7I}O0J(s&p;zBsmOw0fiJ(JqCj>L1N)Na=6yTx9L-4^4;JHH#&$|j)VzC&YCppa5vR1y)=UV+I@s1oY(&@ND z0|%a~SnmXdkAvm}Ts}1&Eua1tyky-?V8Unl_%Xpx;FRAHQ&-;e+yyT0g;&*zr&?V> z`5KPU$jzwMTj1{Bb*4nsul)%iy5Y z@O)4`r!NPnsUM!hXOAm8-j!LPGnn9@(ct)=Hs~@n8Gc_LLjKV1oK8*5Y?E)q6J$4# z1CH`L`G&!4;(SkQOZ;lKNc}2lehuYOZGM6tCbUpcaN>HS=k#<_IMl^IS)5i ztwy*>2b019N@mBq_2$%&udTM2eHi36#10*XYeB8C;q!AC$8<0-8kaRkSxV-qhpUFV zf^-DsdgS5xRe@M>K-!dhcf!wK9mieVcC+#mM%MFtHCXj}*6m@b zJ~Y+69t!6E!HX=JKQuF=$y~4g{;hxtFk6_(BrY>BWqiR#QyuBP(ti(kXRoJ9HOrd> z``&)$b&0Y3^Co}&$G*4N`zOzc57He9cMAItyv^P@c2bnyzTG@6=6ZFWt=}6(yGCli z(_Ik;z4-Rzww~hd6ROEf_n3?V3;y^;CaQ-w4h`$_-}y?2AvcZ?8du|m>Kp0i>La{% zx%2P!)~)6=d+}WtF(0Y{J&0;h4`TcIz$Kj21GB}<@p$JGxW#-8XW81VFS6guYX?pB zzNM=U8hMwg@n>`gf;6N$_lTJ5*7N`6BdQxefNih&vqQEtTt{nvw_8qg{kt!$ebimo z)0;dQrnO`r@{46^n5a5$2ic#q1-pM`1=9U6w_N&q9o{&%l)ZTBsC0LQ={9XGj7r(x z@ylx;)cN%KBBG^!>_oj^{l123pa-(m_13`LWWOd!Bs6iyMV;}avA$GC{h3EZZS{W& zEVsmyBrux%4d>4$K+p`;n7_R&c%1IInA(v^*EcnQk_#WPHxF)P;&vDlvslcH>v zWG`&`x>h%tg-&mhdmCl0TLW)lz73zy8Z_D|$$G*`y@$nXSxdSXV)dp5zi+htoeb1; zn7#VThwMnDbWzo9a&- z#^#myqQ}E{vyB_ymEG|fh=u!QVW!pu}gBx+3oqcl!<@u=OK&I4KG! z+=i!juErHaA;~`kJrg?c+36K>XbflZ(eE!|eV!5Cjt+2EJ3wc4M!S}e;K_Dz+(TWI z{tG@j@hh&HebF^xHWsvwmu|R~ZilXeDl;tnbisfEZ2{ozgC#3AVP1d|AAHgUZybIe zANG3|Z^mkoeBo>Sc;yt*wAJwQ>VYwx=cAt=P?EC_Pkg@-?Ix_oLt)~^)RQ}=U`0_h zmXCfB>hsI-ZDj~TkcvvbDHy8Vf{$}87}xK44D}L~6OJ8y6>Dx>f!e7J#`Sm%1AIgh zQ(4ZJShDdr`t-XC$p0OGmd$IIKlLvq$5Rsoes{iZ(&Wh zaO~PT9Lx4q;qFIw;JKC|$j;w~J=ZL}J~;RIvTSVH{XVwl6+q+J6LSX5L?XHR2#h&c zw`Cso`#g$8{#tA}^##tN1s)su653`h!@whEyfk_x`q7Qe72EOn<`0qW`xL$#+zsi; z&tt)%3y2Sogu-JqUgYdMyt^%xo;5Zv7% zxVyW%ThSr~T4)QUEzm++C{-v$N`d0VwYa-WAcR0dgm|u;yWY3++#-^=ar?C{wapMXHkzc|@&t zXB76|%DIUpyFlpt(6_$~H_hQN@e5hgV2 zi=wI#@#Bj#FzLcgJigCin6qNnZ-a0?dn?Ro)g9it1Z>{Y72m`cL@6I%)GyZrIfZ{i zspWlQe{X!7Pzjw&Rm0^AU*kcxe)zC?Tlk3s+DrIg#Y|kvTmbpZWze)n3F%v3(en*5 z&K&HIrO~C(rEDEsyZ9yUX6c2w%{wA5d${3xU0a6v*KeX?`9Y|L19sV}viNbl-b;ucxxvTpi!BhnwwR#g(GF$Q6J$6rC5gx(6;+<0~kyv;P z-mlXDUg`#c4ehd8zb5I?oK@!efSb{Y-&f>Y# z2Y&v|F(jZn%4OC8$`c$py9S#d-9(rTD3q@w2G#6<;-1XwtX>7!o*u%tmwv_hs3`bm zt&Og=hM-2aQ2ey(J?waX6^FPp@+9Hib)BF?6}-{*9W?N{j?XuJhy&4Pl*n5g#R_!; zM|dHHpct4Qz=K;q;Ja%_5vnVIW)+5^XK@+h0P$zAVCRQ;n0G9?8BSsK-5``IKM9j7 zmQZgs(##Y(J|!b@k{a`P4QB4$hkyp-;qho4c04DvuJayxLg*$j9o#dLZ)2CM-Fz1vldfnX{Egql!b(vru**={|nkHw~+!@*p5rHWV+@72K;* z`HgV<@@!1GkqKifmcY#izv7C$A||vOgK|dcwGT0;@x}hHa3jkAyjLm&@Bg*~IZJw=RU;`fwy2Yl|bv- zlhHaC`?!{4(;oT@-aEJ%rc$%e$Mh=}oIi38i3srKn`s`H z7x2}tCAjI+UexvAvFQjZwGxY}6jIfIbZKrt6mgsEyuTRzj-7xt;sj93gwU&l(Elb- zy5`52Ual}sJ~#n*WJ4j_d92*B2zyLzFt=GR6fw)#Zb-U<)klBAfv{)DoU1dYHfo2w zMxD5A<1v`leY#LT73`%0h3v$_Gn;TWCJ~vvOQChuq3BpBkEoXcR-8Gv4D0S)K(x6M zde&KqJf;kW)~b(dCl_M#b5Hba{}uY{wqp3s?@*%tc1$VC8YH3k zd3$%Pq@nn_LqFsX{s#T_?*e%jMsfd2=#W>&nsNxO16JP$;)8bKtE+o(H98)CIU1v1 z?XD>2V-kE38MFo8o!g14iJqulVI; zd}S$qxOx(y4lm@)(+K^m_eIrg?1{}Oy@a|$@F}aVdZJ*i{Ol_ox7e#@0U7^^jS6@Q z(jfw8&ac9T`&aNJNkQJ+Ezze&FI36`BnJJAStmB(M#w3k2#`N?JbJG%z`w+Jd|aod zkO{VkV_1ItC!B~;P`p@QjH_7}S(r(au42iqS-6~I1p0Vf$NIZBk*CB2yi=_lyJdr( zy-LzE96q%in;+drywM+Z$_~Y#(gkt(%vg-Q;*U>zO-D6v&g>o*teAxBxq4tun?A_T zH^6XdwEPZ;n-4kvC~?=Y?&Mk=c^-^-ogXR}X^&Ag>Om9}eFAg0zYC@843tkeivv$W zQs01NbZBvKIY(@)N9$!+NlN1A*uQ&w#LA(Nf?A2_j1qg-`io};I8tp-koW9Tq~qJ2w}+94(|vO`)qL9|qoXzhH5AoTWCZu{ zP1OIxtb_@LsLDq&S}^BTXv;&9_t`_;$;4%H1XiwFA2YQ-D5HNn?P*Q~6h7^+$$aTP zeY}{XqE1ZyX76Vlfio8^;1m47cc}p9Ik6a(;kt3TGY1hLbSSq*i|C`K4TogHxMh@s zqtQ;8N=Xz-VG&?Z)2=V0z?5^Lo?Npzm%Z|%JC1#jqRM##Rnl5e}?odDPn>3h@cs-^gBR2OpNkX5 zsnNYB`%y0Dg%4)Y1JR`GG<~jx^n9C86@+h=$rD;Jn4i%Q?w59;tg~xVZjM&l6g2u8 z_brq02Ws`E7nwM6bZt!)3Mw`OL0EdHI_rpurbq%hca_Jc`QsWNJTlq^oQf=xL}1t)R^-cl7#|3 z4IodBHryjW%~zv9AKTJMMr(DA%^ulk{KY_(IXHTI8Xk4s0KfQ&TF=fyX6C68AmfZ; zKDa<*KPg5grU8%NX$7gkI8e6v18E00IDQ>< zo>xFdbLObJ-^kO!cy){%+uNRW%x5egIYRHK!ZiM(+IiQ;k%@V+cQ&fIz+cj2VjbEf z4r*;;u1I@RXH(_F@g3Dg-WUDbMZ2bEm)3-MIJxOHkI!~yMH_P$97Ana7+YVIeu)Jrq zracZ7w;O!WsyMl01@;-q_XsPI5lc8>6; zJUrG~fyVQsssz!(rP&FiRBeS%zm$=sUH5^u%QSnwO5=WN9ur2A>l`<|6ZQ-tZkJsr z>vr0>Oua!L>rExzE+`|3e<#CFU)WJi_W4kQ9NWDu^u~2HLi@8Xs5tWp^UbINRARP= z=%eA{ApI;=Vg4M~lbGtZ(_KV=WZH2{twbn&|Fxf-E12JTUKr4j4yr-ecdRZ(y76kg zCU>Xfi7B+$|F!!3t@2cc=gkJ7e4F;lx!tyxda%sq+tdLbl=DsbZQ-34)V8xMNjG6M!Do7ZTn?_s^6Adk%E5~|)4;xW2zUgTU>UKiJ;U)@SK`o}M zeLh<4r!PODU_oSs?CIWssD1nJBdW-49hsL(&h;0(Sm=l4!~xBT0%_q_{xZLj2HE#- zG@|8CUH8QIs2}qY%el#Usnk0bF}7PAe@YZILCTm7a&E9boI$9?_4-`g(nlZbM){{0 zqzvl{dQ)7v*(gEH`uf3clzo`WYdo&of_fa2GX2_tzLb^up&v-cp>a8Ty#Xz zUK+fpHch{llzfw8SMxo-wSkZamKkNJ1kaiM3^d@hoJZpA>D-Sbk3YGZySu%d;L$$n zf+oo-pFcU)gG>WJx~V0oDDy=pkk6tyLS{#tok&%AZfChX)Ik2T{0L)mQuD1sXM`fJ zd_-lLmwSVBJO(?1%B);1IqvSel!M1W4=)N>P(adpbQ$_V9R?J&k47v|d5*_7zkhSG zm}htWWFnLWO$d~?Y2k+|h`HWxm0Ybj9roXSGb(Ob6$d2=5uc`AYd9>>DaK2xR`@7xfDpP34JW#wa1+$dQys3>MfmXwd3W)Nw&(sq!{=1_^m*cT$`!CGnai%t$`;Df4yW5o*hm@0aVv zyF<$jgkB!>zDT%_s`LXjIe&xB?X5u=+K|pV4p75kpnyHMiLSN~%sBprdX@Wpu3(bf zJ9t51qm64a6S`-mS$Azj&J9$O1=oyO>cqojxlgm1vELjizo4P>E;=^P`Ni+4C;XG$JI1@ zsX7bJrJIvGEVT-j+a}@ZOfvA`o;Q?Ead)2TB_^)yTjZ7TMqX@;txdc6$BiLkVNvox zQ2P0*dAkO^^U);ny~n4cX`edz#V5#@>v>`xnvWKR%IC4?yNZS8i2ErzNY2P51GK5@qEH@#}BsnMi9Vd)n*%w5ky2yNF4p z-4WS?$>J&WT{3W;Kb$Lmp50Z9(8^3xcy5kfNZAH}e3rXt5JF>kY<{v(U9cy;w%kh_ zvWt!Ov^!}jxQ7}~;KgeJn*BhX%xp=Nq$ZAyaod51eneiaK_xbB6F-lyD!oa z-Rk1#Z*rOl(ys1#3NbKfU1bi?P6 zxh<<2ES9x6+Eeg-k?nG^{n>}i_XX)&u|G*lvjO3W!%m5UPA_Qf&qc*TvEN0h*t3m! zdq|dKdLP`?OvuE{%U4o_DwAVHRYPdrLf&)~q9s90k#HKteLJiqZ4q_+mMSvOP3=#I z1TCEOEaU)P7P50YHRi?1k|pXv5Yb}ZFpg>^c$Xf1MFqQoGOfRqT`TLv0#lk?pT5e2Nf6EI* z51M+DiL;3sFn|O6I7N#xt zsD}}@JGB2^;7bQKDTgcR$i0-W#Rfzomgez+&Co(L{-k=eVvCaVap)Y<^#B!E?b>Kv zrcT`V3*?;q&BwfW%u4TaRU>|+=DYy!R*8OQawIGyLswAlALJZyYG*YxsT++npNmh6(iK@q`dg;2ea6O&2{Mz zI$|k0R@V3afreu4ZhKZ81o5k=Xcth4ZHLu-ewOp-=o0kNBUykWF-Fof?prD{0_43; z)^R)Y{m?qJL7nqueS&EMFU)5RAaN|UNM#ZUj=suF7-ikwHl_Z#ryly3k=CQBLl!#T&%Wi^p1t z!;L0Kx$h%r!rL4xKCO#fw+r)wo64ifx@)LD;5>FVEFul%bZihPEwYonG{5qy)yc7` z00iP@SRjz48d~I0Up?K03-Lga+?9o|_>)1`0DTS2Z7hSsW%tR(cTF(s;sBw*@D!(m zVgR&3ZK406md}P-Y@m$WI2G&w3>8s1**W_IoOl5EH0%VA*m;OfERLQPy>V>=fV?$? zssS8&zRu2=E%J_f)8sOQ@lMxX*%qsfA>4OK z$G@GwljDf54p8I+`cNe2s5`Ji+7Hq&{=f!@(u{ET2J-BL#War5RIXw)w#$Nq@eZ?| zmS{C&EVOkqsN!mXtm1iCTj76=?&7%fp&3C#+14?3yqAYlw50UJU;%b?cgWP^R;_@) zh7NcY%rYN1CIKGJ-8`BfEmsbj3a5FZ;r}uNInK(8Q@3a~9xH8OB!7VR_KO_Q-|ia) za7P~&1k0ch&5=8Y!|_B)7zxIesLT>|cpvXgO+y0}#tBTS?{XQq3+RT*x%+$CPoYx_ zMou9FtpyjQPjJ2=Q7&b?B@<&C9`rQ{CUC#zKTsZ`D|9N>tGeE;q>2~>l7?ij=|Hw` zS+ler;7QeV45?o0FYeBQIJ&5+9#^Ao6LLeB9UzYT@@wY#epB+0w{2;BTJ%{0)gjMe5ev=3!mI%V0EXl6UCA>q$ zLxMX{5Hzqam&y<~pVtd^d^z=p76ov`>;-Q?-2mqwAP-FZD444LUaKd;t^PIt3s?tM z0;tnZQcW)Sw+a#tVDg=QVZG3dICLRpDv@7a4~hCYcH95Z89fUFdoG38%}p$TA9u5E z=T+*TW$$=tFA3tCaI`Uj2yDMGlqPjf{s_4%{bG!3;f)A)1Nl0OpxH|a7A3sL;(I1S znN1OU3#7)DLhh?aa>9}D;7$Dmy1~GRRGZD9RUV@LV&&K2K)cazCD+{C1*gminC~_l zbhik)23lsuGKk@M=C-SADc1(3q-w9>JU;@B)&B#$rE|fQ_qFkw=ZcwPKj65#N(Q&y z2GbV-t`_J{Fva+K&Uvjh z3m!bc`NbYsYE4nwQbUUW>*^h6(-SV*!<`$f<#kyQoW(&NpA<1S8=`5d-8;T9weLVuRDay4S0wH-rEx52PFkw62n2CVi+m>!Y5g}Ook9$@Kn#yh7 zpYTD49z5w4uA*aSQx{hBQ?r<`W`vW@@_`O|Mw# z2+vb4!ra?^!_9dyIH54LcA@*XO4Iy{NXlyF1$#Xq!vLDB=Mn1qc+gMOhTu3UM%|pT zM`6IMUtmenjv>~0S>T)~8aPYAP%dM6i?S0!Bb@h4q?Cu0S@NhjhfgU!H5D58-0ytx zwX7Jd_+&*v65BAhqn(&i5efc2h{w60k?;V_AgyEb%IE@{m8>QbYMJ`J9HBefN3wn6 z$Fi&epZTu9TDKuk*OL8-W7i`V6-QR8KkHl79nNJMZEI=IhvzHffXg<7ymdj@GO7`H zSuHUydAtwRD(ygd7ys*`Kj|li0_u8O5ef`Iq3busf3R4ADbvtbFEpU#xGs1)G)>UJ zo&IvC23F40fa;qe=Z&w{y6b~SvJboacm<^ZU&aE5@Sr5Sn}fX80Zo8`83NH0A50 zYrMWoV%7aHAPIoisMW-&TDip$MezreQo+qA@`?Q^lv;xGYE<)h{hQKX!ZQKzUE7QK zm@{p*$wG3?fstzfDpfX;M+SJO7^P3GfJEzg_eOxam0~N_P4; zo+IztLm*7p+LKy{6Xl3iVl<;CNU1`NkR%$T$GbHc)PANSb8Xf{?TuD|%;oIeHqq%Y zLShUQq#`x6k}ee@j}5m1m5yjS&~x{Bu+XD{km}1zf9L_MQART^pS8kJ82 zfJdUD3=db>k(|{4S~;cMi=lw$!FDDB3k5mxTw8-Z`lPH59z4dBnm|+J%ht#wv`#Py6+dYF~D{VBuuL(JQ6|BLNS3%dC(7sa2DN z;a@X}xWT;9x(zsC$`VD#hG`rKJv(|0u9p41+ItQ?VQZ{r=WbtOHLG=5F~R$l7f~3& z(>VKa3Wz+@z+pK!#$EKl$_?G0``-SC>l=mzV8OPeOSy!_;$QK&(O^Hrum@oKIRZL*0kyI~)^z`PHk%J6+0g!voUD}Juw6id=7#l)0_Vh*Ul<*NXf^=VW zB~}3BQ6PSrmf$~)k;dkmyecP5rs1sHW`1CpaiLFYgCvTZEYOA{i6d_(mAltBI#DrD zIv5O;o(FVWP|g*@x!NsipO#soN60i5C)f-B*n%7zP4<1U5|**mwuCxEoP(G!d&K zC77yRR*qo(T-I+DC&2rQeMWAm3NJ9I1sJXD7rT&GZr$T_fKr!$gsTpjjkrA#FlSdza1aIh?6(F4&vYh5Du?Ml_Evc51&yj4$6M(H?yS zKe$!7G6NF2(($one<(aJEQoa60zG+mizmFhG(WKYQxn|XC4{R*csQi6@K&VWLMWVL zwGg*c{wx*$DlRRzbw~C?`uGm6KM`V^7?-{vSQo0HnhiXv8=)xB!Oh+!=-yAG|{oo_(WGjV(f3I zOw_$TNNc`a(&o7B!DA>Ej?s%^ZiL4n`bF3)_yiwQyqHXBSj=qR>8eldw{Ze4B@7Y^L)#pq_&m>z_*d@!QK(iz{X@fI{xiz1r z3ciKa^>TorT*RRJFwNAP2DcY5d(*%OS>#9b^oEym6ukNv@`ps-s{>NIFT<@0TX9Ik zd`LMA6uP$EcYN8yCNfZAoj4O$7*W#&ARJmMDiQ3rt;oc%9jYr~|2;v!00S%*^2c!p zk{SuV^}7;l_Wc11TLTrxcQ{i*i|=9_cF~Uh(;7x8LT}mt9suJG8CbfPia@z%pmMJ{ zDY9waO}Pox+1=%IK)Guso)k%|akF<{C|bW)MyWoG>6pM#B36;7j8os6!=mTNox8IJ z|9ULk)k(!(63!V6D&Nauk4h}V0G54tgm8|zx3nvbcjBs0{vI##z$E`*UTn#RhI~{J z#pkAyGCr2E(dqdcG6ySQ7~EPqVu-%aW4*&q9j_#rN=w1p?daK;NJEMBDCVZ{07}K5 zcIjmQUnCcDR#8~(S}c(Sfy+#$jNYI66UG*Pr0tYL&KbQMqGXaxrkj?V+krXoQx79t zj4o$b)O)_c7%YnT4*c%(W%Tg4u(^TgR!#8Yadq?t%FAs4aT>1rHSN7ILxfFOemu6h z57Vux1NS@sHGx*RV6JZZN?k2c;le4Y4qhWH6H-{cd|~NrmIuu_Ro7D>Zx5lW|IT?3`KiutwVP7yjJGSiT4F;u-Xm^boO1E;BJEK}fe_5P5x+ zRaP9>ODFh88o1-C|0_0(Eyb291b( zaLMTbYHY=I%*=Y5Ac7U38c&PQ_vFDRG61N1yq#}FJo`)FbC-X34?2&6yT>S}UbHxD z(zkPJl=9%@z#-HHv{4CVQ=Hb$wt}3`VT`LsoAxGqX>3eK(r%r6dl1LTB)n13Az`J2 z4S$rQ)99~mLXb6b3LTT+U+aw7u}Kb#=@ak3O(!~y_U1`mjHmum!ZrBB$n&%=w431B zf97N-)x#7hm`uPza{uy<1cn4&Jd0AV!A;t&Y@O^_<8Ant5t+L>Yg&`@z;{1hH!t#Oa`riV3>=7u`wMD+B@|G*#$D+n_D@{-9oTH^AXqr zp;3ImV4C#z-z6vw4njw_-jQVNZ36z@D2q{jCq~c6Y+pPAKK_s&DN-pejaE_>Imltz z%=$o&>Z2WXnPS#u@`pJf!t#2w!y+U1;(oRm8YAvvE)raAm@8CpXVX9eTNCHV&~De2PM zyah|N*P$|^i7)l{W-R0y?i6aOUa>$nq#d5s%ppbX*6|3JY1}17S#SIQ-3aRJyo2Hm z4tlwy)SyM?sLc&-a)4F6XC~&5X_2HD*RToWFNnzJbmIYGla{2O;3E2z>vzqmq6BHl zS@RE!tGk_L@OO8P)aHs=u zG{~FZTXX;qo9lZhk}68Hsf%(|0gn;o@arCGnj2JcIx%rABhQk^UN0GW`QUPRSq_ei zU=Pp!@gXgUFlii_VfgqbpoxDN0$T`J3{t5#r8;Z~OB-~-ph_z~B-)IMbXKTJ0kAi) z6W8mXRpdpC0V2Tz+8-7O+t?7e8IROx^`$F;Ntg$d0X7P|rfA_ab z49>6}kHYkpEZr=weIf2+KAIZ-7!X-C#kjLWkKoGARTxTAyNd>FJbyZ5fXqujkz*l7 zfJ|I2X^TCT5J%VoQHX8DbPByk$i#R$>b*<72UERAz!pU5wu)@>O3pSa?Rt1zlp3f> z9~Lr2eHtdOnZQtAvyWDp(N>a2Z!Nd<0|MzD^YsI>$xI*i|%AFZ+GyZ zY%wwtBRViJsZm=JxWSNExcv-RE_jyM-NGrrazwSw1!UA%NXu``L5r6K7=p)_-xU`X zH(7La;h{A*9sem34FWpD8N2k=ZKf7(uvxXfZ|pkr%{*E!lstRD*3NxS+gNA}6HgqG zF#YY6>5SgD>jjTbCZm2g4BWp38ua`we-5B)qED?Z5j!%g0`&+cjaEhqK(%^LMJ&fx z1{xOE8xi53gWU=fQ3_HNumRfc0LH?N6T<8h--9|#>O+wu8WLd8HDlL`>ArmelHcMB z2lX+zhoy&_7iV z4T-^5AiR;Vtbw=<#wVV!BVm^Tcd=~1!nf8C$(j4Sy`*xdHjMF${0&>)u})H)Dm_={#j$HWyM`|}cxG6}iq(__SFBqSWG_b)Nd?LMUt z{qv33_6Q4WZlmF!kH=^eIwB$KkL$NrI=2uNq21mqe(ztt1N zf&lah=B9s8&-)*?zx!*}UWJ~lZ$LsP3A^!EO&l@~I4eW-wk4xYe(PXEo`)G4+L5!# zT0a*ej2ZAVVZ>$asiz`tuHw@`Zx$TY2zyB8;zVTEk~=E3D-(~2n4qik+tA;EK# z7w~6NSnP-aSb^oO_=jed#12i!z-e=&QcY|td(NFD_Vb0!do)8P{K z0|zA8N=@eDi!PpH6%ZeE<$P1qpBm<0Y=*J-yyh{9_!AKK^qSQqd z)8bucfz>AaLsKAg)$BAGk|mMX1{BF;5?%*Zejr!3*ActLKEl`A#tBP(a`h9{+*R0M zN15`&6{%m#jaZ<;$t~Y8Pe%T2vlTyo=@Bf~SBguZhM|Vq-@9CQ%6rI%jVgTTyt=bRBoes|P6Ql>@H!o%W zD$^h%{FpND6(7}YC4@jT#zu|fAx6x5pk`qEg$4>|tZ^NwmEyEZfbEI87y41AX~x@K z!;G*-czUOF3F^2h7Y*YXPV3m(z&Yum(>K}EstlP9$t7BnqwEopqwtPXhP4y8;#Buq94m86;&^yqX;CgLZ(KHpp zY7P|#ec!Ykop6;vs(GlR#q{^i!Y2$4-yq2!I8wY~O+2Mp*0U(g`vdgXIw#wO@CBx*+HY^D_YP|@IiH^qxrq$>v<>!*$TA)kaL%>XHG z$4w-KJmIWq+6c?N9|owVqOON3q$w(~j~jI)RBLZ$;K_Ft|B_jBQP|p+?l=|ayP~5RDuqD(jgHib&CBNQG z-@}S`QJ%Viqw4Z^oR^8Gj0`ugTOj5-0utKPSsJrFkZf6pH5Gn!&Fro$w$Wgztz?x= zHR`Etq~gszK|&kJ zKzEq2B0;B3H5_KT||YIb3Ok` zMHRYq4Dhk)z+$;5r=2M4_KEN#-?~tsgumCL&=z#DpieRSI=bW0J&K8tv--<8|2HuO z->Rr`v4T5Ra$S;5bwGe%BP4ZF`Dx#N9*UqN#wVgUZr5(81V_N2*oqfHJ3!iRDfivy zngZ^bsSUpV)rH_UwP^{UBbhK$Acff?OYtkF1OVG<%2#?!WKZ9bi|EQt+0^a#uPLYK z(~Hh>HB$XBKX&hKeg|A>Rs6i~V_ErXgFY`2*DS^)1m#`}XY_rfe++W;UfyqS{&jyF z!}Jogq3#nc?)P=25%>M~Bk5Tl(XEU%qf$zYP2n=G>OV}i@2_jTd&9zhhGO~8q$lpa zxTZKsYqAEV;EoSxYEzYw?JXn)vy1s(f_&b6NAX-TsWE&{1!N-)3;-~;`Qio3{qvu1Yv%|GD;&r=# z+X?C35pC3@JUOQ_onifTR@ex$A<@aPtx!A>$!wX0HQ5&Z4|AAzJ^pOM)tL)^KrSsYc;-(nq6Uts=Z@?ct`IJ^o2eea{ zO^I1~wVddB?M0hG6~Arkx+21<3MANqAA0N{K% z1oo-@wIUx@r%b8P@_)v8w-v*d z@wrgBCexi4#S6BQ+VmhwA)NBdHC>JAa)Zw-n~O`+f4q03sj0qJNEajJ^gPY1zt_iSyOiXXYCN$3@Qw=pXRv-EBX#hvRHKm)DWQc{cF$KsrL7P|FO)Wb z0azXay`cdQo)4Ibq!^T9&pdZ>To}`72vkVnzhMXUY_RJ`GjSiwM4m9)SXxlF-u^V;9fcA!xG?5Z5K+@WrKBjt5#oz9XOO10fo~!M$a^W^v4fUm zjz~-%h4~dSC)s{T%{?jvzv-{~yTEv8w}+HUO?6lwUBu+%efoPf{1SJylxn5?$TUOq z5+BWAx)enc>}Y(Vy5dv_Uya_HDj8p!24#5w;oXTn(g<+h~SZom%!2B)6v%hwvJf3TwLM-^6TOYfYEZW^1~V1+?a@9}jYu)`7|DSo{fFpZ ztxFg_fW$1d#I`aP#6<|<{*Kgqub@=(!O5DaE#yy3sJ%oO9GT%v6xD~C;|UJE?7-`; zD#52#%c1f1=E2*7;oIs8pCC^Pb9@s(%ymR3wXFPbXK9CD)$W7c=Z5cOMja4()LxKx zN~RHC>GHa+g@y{z6*4*GRhV(Zhhss%C!UutVg0RG-zNNQxw7lhdk{?) zJn1{4glawVeQ4C-Rm4CGl{hOsRMamT=8QM8o!HY;$Xm)yq@21uvrK44u1rD7T!2P@ zResPe{;YJ?ttQONpu+>K2f$RqoFx~6d|%5Hj#}*yrOI;Ilf)(V-Ezu`PsZdpUWifS zhE~B}#s|{O$fC;ES}fwSt^RytT{E$qH!>WQuu@S%rf}%QI{dvA3qy7_(s-q2Uun`- zF;<>(h9c!z7;C|c_SzI1=F4hg9>!jFCJf?96?}T1#nD$AzpBR(t_2lk???saX~IR2 zultMyG#ZbMGyAtIa$h`PW*!`OxOQk*Lc@`Q8Rrd_O|5o{rBE*FY<8&VT@YPQ#m4ObC_r4z`_X>&b z2U$3bHQPlJ$AHo|`>ML(x}WX@TD4168F^k|{Iz>UiQSGN!1pYCpOGP+;0EeyWtxbOT(A7cI0HBL3G==%+}8BdynWcz1gb zH3#b|+T7*wdzScBjnkiE95#65SP0VX@5H9|y9#eQu0OiF9Z}zIm~}Bkff_%+E2gT; z;W)GZ^;#FH0_|?#da9c7K@6Vt7&t`}8T1dl2zzeTEhC^$(2b0oS4cNj{T?kvE=@ak zpxWEOWMZLIa`COe=?5xF1eS1l7oV9+Ji8DmMK>(-L>lsR&B8C|+Egd_#Dt|(LgE=U z)(e~zjYO#$8V$bPfAvDWH-dZOuygKTtD&?=vjMLr*4A{p@c8t4x+rE!zm4+5CsN<^ z?88b=tZHMn*!p+uDD?bP=6+g8-!neFv$PEVAIpHjUO_nmp8 zlQO&}CKQ%!T9yEhHQi9bJJ>L;xy%x%pQbyEqroGO5K-+H1$Wa$Xdu_ND3xP}0Tk>G ztjNIwkIfFhZniVGE;D`gF=0T5(!j=XTc-;d?Xg6V6ww=_GJd^Lw#(FQ-%6)GJRPH*ZG z6Ham=@W4A{t{05pZONg^Q>sT0*_k*-LFx~8=5wW^sl`mMfM9t2(+7Irana+HmuA%+xl1*$Z6esN&$(UJnedYHD^y z7KleQTkh3Dpv%(SaMcy0pLETZZ$YF-;t$5OTGU~~6v#)&pDK51GG{Y8N&KF@8^>V8 z$PL&!h%~%O!u3EQM7*()3!xp?y5Paf#PyGPAtcu6o_@7bM!$@>71WqB$42A&{iIOm zZcKOS<%z3M&8qtTk!!4u#^HU3LtL?&M+~~cRe^$+!{L-2P zMy?;%elWjUQ}!W7PTl3Ik?R5 z5OUJ{(}*v$x&!^Ih5?wwebrr>Y6d z#hjgqlKjMC7&p{e6YH z+fECep0;hxkS@p5{O^bVWP`8uS=F9yEss<>HCo%{IqX;L(@MDz;?tFkyP3xQQ@`6B zO-gMyC}uBByw2y*xNzMe~{?pKa`?kEES8D+g*Xf6%$j@_a8y^b_V@_Aq{3nnNf#M(*s(0NV#ieE~T@mRDudP?MKwOLe#ZGGqlP2=lD zVW7FBc;etnv$}*z2w&R49bDVye`)t@Ce2m@ePSJypc9E*$Vlo_d?uW?`&1r$J0lif zJFFVIhZHJo(>ZB+B5YhUiz*qmtQlHdi4}%zJUqHbjs*;J&Za@ZGqeogUBZharYFf4 z%tWti;%)(R^lSzyW8m&r!N`iUOhSOVjOn*4&qv9nZNniJ5+H=JWpn=p{u?n9Zm9NH zm+s=QYU|%eVrN=a6eMO3!nL4K$&qfjoWK}bl6KEFKxQ%_LM(=*b;rS-Fiiwsx^RcL zD-W5uFmAz9fPjZIReVnm|HR3dptl$$vUb54UpNh`j~2ktJsRNH(_o~hHJJ%OSb%jD zrH9P&_8fcTt|FQfufgoIWDU%6L)IK7`8w{@V@)mv5zmGecbqc~QzK4aE!)`*-s*Fm z9WZ8{;D&LRfk7+9M<~f?-M#l866|Lm?b}YxnjejFm6F?k6y*C>U7(UrGeW)CeGss# z1$7I9FX9-mkLAJgF|Ij@zcc4Kz+*C?RTP@YrtmJT8Cm03P8m_+Oe+)j}Kqa^BOv6%-UD3Ddyt> zq2QQw=|I+h%-UNut{!sLi$;+}iy2}Yt@Kz;8}u*hU(Q5ApQzSx`ysP?tn5t7l+(x9 zU5c?i+1aTzB5tlsyV)qFcp)yn$~xIa5vtp7b+P-1F+(7(L_@QGns=G=(S%f_oQ#wO zae3Eep`7|I%-5YQKtoS+;q}_Vh2Y(17^yOma>-}oJWrfI*zDl!qnvnXUWlUnvbsu4 z6XgJrJzO)pC17!~t{rB~QbPU{^~98z@b2GZ)m%{>m|LiuEFu zH{lcV?^ZkRQx|b23P#8)owJDJ-${q7tiW72-9d$g+Y(gW$*NU#B?|<5#k5*qC8=lJ zLD1xBTZJrer8j({`31nYCO1mP`g^SOpu3MpgdFVX)$@}vANs_{F^{I~4_G}W!w2k6 ze)o8m0TEXDt41mwyyJ#pFdMwBuQJ(%y3U1`aq(>4ptcf;BE{7_qm-t!UV5eCPDbQLy2) z>pO@&vBCyhzSh<-ZQMq24oHlRcJ?cUdK>f3H;DnQ(eS)jP&J_-ZTokRvs=usyh5St zUg8{S!}hCIN7Ed3183R6=va(K2SZyS7ULr0JHfuqs5vFdUC^nswHoIWOUzp%m{Fm+x@ zE}Eo#smxa~i$(j~T=_VWksg^T)4~YlA$LT*1?It2Vy8Kh+uS_ssQ|DNE38RbVw=ZdT0<}SyNLZ@`APXRgDdOT@6g30fXgK4 zDsLoF=`55XfWhqZJG%9RsbJcNcTDH1bL>Pe0h`|(F)de0?Pg{%*3Hs~z@U@={ zC`oUJxZ6?Yhkv4iRAW;F?rS4)jKPy?<2xbB^|xx-KdTptebqtN{l}gqff_McZu>l69!Xu?#-$C;^Zw8hioga~_$3k6iuM1`p?amR}HJnRs_?BJ! zj~qeX+1D+v#>hEN8<*`vp9a7!0(zO4>fFc_SKlBpY?iMohcz<8MbS@(4tTVngW_aj zsAN~RYu{1ul9AGhk39?uI$!JfD}JQ$<3m217(RzJ$s(wR(Jy0-FNYD-H5# zZTKR5mXgOu-__t_-|Wg5I!;XI^f%v-n8st7_A7_q^OSEgrV{6EWLwJL9RCg&vJmHQ zHZ&m37k{Ld)G=0>^!=*&J+tF)Ih!XG1Obo3`tz{o2eJOF^Z!!+`?Vi#BYgOO<^G>y zU+k8+NdLF=|E>06JIhY=e`^0%Gp`$Ywu1k=wf{=b-nIyB{C~T#4{8RU`|tcbp@AI; zThN04SNvlmTpN zc?u}*(P^IJ|~_7 zrB%ZswjnEy(QM_8S!3@vDeU!5MrxM-^d}o~7WWom_q!uEv}f1#65xBgbCil5-;OIF zt9>UMvqj6MMBn#egq`U>B>XWo+f%hKy2}@_Doj@S+)0nQ?d^cW2Pe)#iy?FFXTI%y zyKbQODuFk&S-w#3uwjyr)goBC172<*n%yg5-xU(a&L=CM>5C6tbXyIXCknaOZ$E;Z z-kV8`|G3#LP zLF5ulrV3;dvLafyK4ZTnYwu_W=1?SA5I8{?q|nMKWZtyXY`u^o9?YXSXddUT17{wm zlnt{>r;!7W(H-ONdK$i>?<6~`Hfmr{*F$ekJP@;2zYUoqDQGE3=@u|#`MDYdsjN6D zC#(~-!)mqSE;OPH5d?0OaYzle+uBRPuc|sKjP$mA>9fX%5IN>W0 zNwGIThK(L%8l$F8GBY}4KcC7De9uUE*A`M*ZBA9qc5erzKL`BBOqcGHII&C)2_;;f zYCbQsJ%bW#J?SnyrhRiXh6oJPVq@p)$%h;U1KW-_rS>+M0a{RP(Vx|#PEq)kj=!uQ-MuSMI2!Au?u{IA!n_sv)V0ZmTC0ET_V!DtHOXR0^BIEj zJcg{mu|$`z$FMfs1Yltn^2tBff1iKN!u%||brgLNsL@Iz_16!!oK6g=>v4X#)sZ0b z*}$HI2OsaXb=EgxqF!ji1Jfdmd5%W)R3IddmTw?cJjHo)i^Pn7;2j3F_aw=6aU$EJ zC($V$A-XdFfqFZ&z0ZGz7)=?1xvT%>Sp)_8Z$%D@_70H3L9TrJZ$T;$Njy-cueY_1 zk`upj`o1~B#_~Z470~lgFJ46(f#MLuu28*`cYhj^H;bhTPkDR3{=v<+n$uO(1V@PW^+3GK zgeRUCi=>IiuQg(i4br6SYjDJV0pHW;1W}_upq;_8e}-R2wjek9nmaQCCs*pSRcH>% zGGY{d?LbDfgb7>=^LI`$zAJVcAC*axqaIaoX32-Qus87N+m-CsC3@I&$in_hj(>W3 zA|(VJP4olX+H-ezSH4ju@`-g)ZS!O@M#VNQ7ml*Ko3MO0leT5<6;<1CDKby-hHjr+ zbeN{n5*&s8!;y!8KAk3Uc*XY4akonU^^N>FJ4BMBVYil|opSh$Q+Agqc(=T#C@EEI z{~z1pD{j0uhCDav|@joSx(ow!Dt$I9#I}i%?&%oBK0S6|2jJP=XAcd^#DOzUsCvu7`ge1iTnDsW4 z-0HR<<(m%(iC30E?tMr54Xnfc8(ItxN`Dpw3ma}{%=(E9kopzJ4^!Y?9#MOg8a?7VfI=6_%Tg&<&g4 zSOA}fJk4r5&CUz#$%@Y)`C9+9r=^QDjGl*jU`Sjm(7LVeXbbh-v2nNCr#pZ5WAE2j z1jB~V-NSOMU`Wv8R9nRWf#-{mWpJQO5mnBCXP%*0>AnLmjyo(dMsriXlv({zjdEVm z2RQQ810d%mYRW--4;FCeQ!Y;FCHj;v3wChcnR3&rNyu5=` zK*6OH_;BWgcdH{CO^$oN8kJgG!Bu%+6H~Dmb&B|!q)L`D_=Yrc_5}zmU-o=?2^$b6 zmTiW%@h=$bUGa4_UEu|urx3!nh%qh^XihGHaW(Yy;xebm=Te=zwuh?J-*zP>!A4>9 zrmf3TSP=es7}?jA;X)yDs%FNm@JuerY@m_#(!W4j3HGz3jv>s+7cNbQa^8;TfQN4c zSdsFNERl5GzQz4zYW-sARLaM1=7KWzGFHAYVGiFQWtYYjFjJ6r@8*WIQLkx`^F$-n zu*Vi9j9-Wh2J77zAu)-x41oJ##rUty?E_v?-|l>r81rL>z0l`wl5)ug7T(zJ_hcu45PsI(LpLrgR9Bz9%cpTf2FXHJVBa$&Aej0YOX> zYT((w-{)Jy$u|JCt>d9t#ErV+J?OyhC~x{S6;LIfzZha!uLB79eKND}`)rQI;RWqx zlLcfDe6YN9!Aub(aB$~0jAp}Q8wSmwcc{$KWr8`fOaDo zTcDND0+e^T8STsf#H$<7l}|9be~{7O>}7>H9Qr0=}@Sy;*W zxL_9?Ipea+mt2|=vkQ3H1y1kW8#=~~n1hl7x&Ju@)>q5)Z_uE{?LRSkc}gl6O7o^W z#gg?>@WiW)fRPP`$HbQ2l0zuKu0rIr{L0bSzr96+aXat6;A*DFiV$}VH8h#6v~&JX z<(jm|4B^OqIUoKuCiHIHN3!nGxAnLw<(8R^7s+a%p3E9LDbMo@TIAmHy$BpP;v|m& zRqrOtR3Y(rjw2O5&sd)*cM`&g4BkV99CWm2i6oM^;1~Rx7S}p;_qJThYo@fl3MDe% zr!^A#QKOcewYI`|737g!oBxkKIA$FufjeJh&N+>!ISwwXwluXy2!n zgO7j0c4i({vr_KR_@CQXXb&6}SjYkNBFHwn={btsuRuRvV$3{Eq18 zgQX^2n_{`V$s!e%4-}^DCwb}!hhV^Z#t(hm1BQ{K2Xf=sR1dF`*Xs$Veh;iKj~5}s zC4}j;3d~Z42J$22q8~8=#_#CQG-JhfHLt_&X6z9Y*usX9z2OYQ+7^?2|gLBjNJ#r;sT~nC0Qin{6?}uVJJ}%NX;$1qOmVQIS}sM08a39FaCV z9>?o?)MD+)zVz-=2fl7b>ARLC&x33(v%HB+SbgjG;dD$##@8i`t8$J5n#oHoq?8bN zNfTPFXYhi1HdJbDd8Hi^tlPPnTY(F~1Lh1}yjzPatN+m$mai)$`Oaugpc29-P=wxM?&xmKF$F zNHTm@iU5B#HA>g!Ldj=G-~Gp}dtj#l7`X+v6WB4aQNvuse&z4VQKC)nB=X#qBBy8j z8dMNeN4C@NeV0`uO#0f*)E?c=ZK$L*poTR=_jAMjMxxbAH>93}jWms7HXKnwVKGO* z-99eVD2>5|Db7w$x* z>>G>d0xfLI+;2hw;Og%s9(CTMI3AhVot&oST)vo^Z^uAo*aWE`1u4!tDbYMRPQ;gq zwzECdrQdwz-mzO=NyCkl1Md=_iJbob&iTC(KX%Dq|Gq2(tyam5N#oV`v5(_G1IVv1 z+WjIS*&yzA{wfP6Uj)77ca0cn@b9;MBnH)*p;KerIu%$LH-pD9BF{qOt>OHluL^Ow z*XTWFhCWxdjj#BsZ^6)LhU(_COg3}qWc%5Rp{n&5seb}8u1eAycBEnR?Xyu2C6iur zU^i1l;-`I?*8~#tXTzs`aTs^UwD2$z=cgzu!^`13E&s}g`^Vmx=%1tRY3%=w>ivc_ zp!T{Lv`E};I~8RLtvy$WP=p8)#e@~35f98F44t%=KcDX2@VSEg8s##z+Qmn?;(d}<1+X#M>~2b7OxqKplhtXqsu;vHj)NxUNmgGmKwLY z!NU;{6olGpBU=16!&?~t3RU>uk&Ps8O2JZyC(qObqsoba3SG|TiykXMOX?)nuZOM~ z#WJP%#jE|A_e#kCu{IS0({H7)YcS!ayY?kE15trEkXQ4HWc|i$QF}JB+?qKZz&SPv zq)EVL_vpcL!EPoN8-a|<&iU#R`E4hpG0fU$Ehis=P)bUcHa;mSH%++i-WToh;A`;p z4kUSr*Q~crps*k{-wW67Z-$Yxmc+0zXb+RZXWCy--Cz37X4FKXC1STYUqEG37ykW7 z3G9pTi-w?HlPmq8epzjNiJdtbB;%pQ;HugXZdmqe5ik6rBY75OY#^KwZgII_IS*jM ztkr&gdX;R78TMB?LKjTC`nz@+YlV%1!9*7DdC5XjJ^@5?m?3!B2CEXRhix0h?-B&9 zsvXn6c^9w|2*og#DBhI&*g(ODs-+DbtYp&^n^w-+j##2_y1|M;tzU(34m|1)s7+7^opRo!`>-Q z=qTY2^T)K>*)ZnQ2A2*CtASM~SN{!W-EJhQqJoB&5O37jeoj1VXhg~Mh=E@bjuhGw zIoVAh87iVwp`mqQ?bu8FEw)sU88WhsS^`B)DvDfx)T|xwYPSAeHrehPE}t$Ek@fPR z)kwCe@3U;|%aedMQ^x^rq{lB7Eo#%R8kE^N@Dg%1?SKUQJMWpAivc*Iooh^q`grUX zG?_1ZquSgcd(xv-&^D3m4lDx#7Z$Q9=*}z3`Z{-Ndh?cgaUDQ2T(gAC1Hc@#0F9%m zgeOb{QWD|Ajuk{JXq8mf5Y;az#DQWqF>SdHZF6y7+83iuObVCaMG@uQExH66sLlo- zV1K#Ave40gR$?M?7|+C1pBffNFsZx(ZSnP->$DS$8doX#y-itb$l;i^a zaThHQK9-*hws@(B0o3cC+Jy1Mzq95F$YUrWJ+cBq->9$8vf)GbkMF~7YT$HEgyVZ) zHeWz>xX!}l{p-F6X2sJ+)@R4jd$0h%xBiRH8W1yKnd4DrpWnZs$sk_FNU z&2|zUjS*|uE7cmygjE8u2SwLjP%m&@_8>_3mqZ(p8=B*USyOZND8Qk9B2`|P`P*5B4lCm$rEd|=esH~@*JipPfW1oZuZ-l~Hv#`6Rbp3J0SHI!!B4w{iV{zbv1)v72sL`!%|Q zhW{RYCHV1@3sxuBRQ-tm*{+lTjx^LdojCB`7o3rdgu&s}3f*02x$o7DrMPFqB6^v! zPJQR1I7kg;27JY+oTwR3o`g^><_0LGL$bum^A}a?cjZs++8>?9T#9}O6j*kuRjq9; zZH>r^OJ;eTWXR?;G)N(HbC0&^ZI_jO_VhKsPD*rDX^T>^g zJqt!5TD-;msWQcn%&9kwmxN>@E`bXXj&>h9pC=5`_n$f z;`PjK3+Oy7)ByZikrJ?>uW)1PBn8!zHx?ql&WACQgtGS$3C)ldTgch&?c0>vG zy7{Lh9TaXsbuPWgH|WU?Dx7_|d_U3$EjG3Pk2I z)Nn3anST0>NhZMGc++e9Ogce0gUgU!DbYlb!rbJDKVQCtwAU?Aewj#SZ}G+|hqI1I zxa!n5(ki$Uou#e`gOvA00Ng7#&G&svHeYiFG4*x?iDMQS_;TSkYAjr5-hO?;;dmw_ zfK%=CCM7ENO%Dbo{P{<4;@yFXEXZGu=ahC=Erz4YUlKa`msWcSjuVO$A0Om}4wq;G zCx7j2(K|b-v@jY-%e@I_5N)Bh?!z}$q6k|3z`Pr zcp~GiC0l@0HPZ2NE3&EA9e%u;<{%3fm(gV;lb!mG?cfF~nj-yB$y1a6RrGQy(alng z*Q-#2)e>mnrfwLJ%+S3fyUDds{(E*XvYSn%>oyweQ7~Wf=Ek!2r9UQ7i!)ds8vADo zI9ZK)Hh1G~IN>F151jX^MAf=8b!0F5;>;cj+8Zazn$D9(bV_&C`*Z1Now0(}nC>c; z)2eHqLcS>bhnNQTsK#k`EtS`nV92`;)(p9-Ke0=n`3NM(@eG6#uHCdzVzTIB#`Dp1 zJv{M!XLqg`dP}mv(s?G|8NT6k8s6K(c{o!a^@pH9-_*aYp=kmA={!}z2|at2^`_dz z2($*G{&Wt}@t?&2@2>B>jkEYhc-HmB0?Z2Rq7eOsA$pXq>%j5>@J6bWC823m&jF`t zf;d9qV)fVby{$cO+#0#9WZxr0Z{)wGz2{d8^Q8)Y39mL{7ClBTNkGNJ#wtW{RS|!p}405q|FnICOZj?ghwDY}4CTzmNZ4}beZ=Gw$p{Ofh zp7Z$O^Km?GTzOl8;u>DbiZ3bS_!-2^S28x~vOuw*jw^oDRrDRai{j)12ME*DZauB{ zbdj?sf^H3@V$encJ-JiA8@t6U%tgrL@Svhc-fS$MK(VigMD2v)`$U|bcCUS4JhH2|vk5_Eq)(hmHxp9?%kCYnNxhgI&98Nyw z*#$puwN1(@kKR1PKlEFwqTCUox1m&(Q)ohhHSz5ti-mCfQPdm?-+oIAWpV;nT5!hZaS-i={kH?JW3ug@0 z9fdIJ8fIo zfGv_PH|Tq7WiV<%oFD<&Dp^kmX#CQmQczEmoi9_y=)(_cfa$*<%y@A52cfX3oE8vm z^Ry)05pAK9Zwlm#-B4}!HsSOs*!foNPxe6lIk1-ZK^O!>Cq(g81hJ=8NEFv6zDtT0 zOmM;u$8^8%uJ4Woxu8VrfHCcZc6`Hbe^TNc$U>2d>QicLYFZl*>Mv9Ei8^NNir zlL4`)X-9AqrFU$jm?}aBGaY^*}Lw zpN5m6`kS6CBZL3YseMdPwAV3bLz5C~lCSiU7hbk058d?E>2Z7Jcf#+G zOQdtF(;=R~;l)Xd_V$Zu;#XMlYeDJ2zuUwQ?RA{WwZ00&S#BYT#i3k4o{L7`l>6xx z0Wxsz1wJXk2-NK7q{((elf|+TYOvMdkS16}u!x+o5>c)cwVi(w0Md4P{(8_)lYb6D zJ?4G`c~3_Ys(u~JpC9M-We0bZs7wQDfA#JkOb+XWa=*9LO+_CC|ZkF=3+8a)t z?u5tUqYoE0hRXNxmy?P#^52VC@dE=h6->XXfe;hh33`0SxQPCkR6dc=tt z4`3qb%W}7rLN-9^9pkF;++u++D+_((U&}Wdak#f;0ZmE8gv>*?w_oErUdrcPl)w<` z-Vs%<20>xuG{9ylu;TUd_{pa8bRIhU&sXeUvZ}p!O%|eb09EsieG15Y&TEE=q&-sp ziP3)swtinon#l!@ucbT#->odeKzhtWC5$gAnZFP>_ZSaMnPEB%h{~!4d7GFHN?-Et zt|U?AN?{V#=(G^lKq?iXG=C?BcNq#Rk5||-nP8#&BQ@rKFl{%h;~5|G1!~eBPw6zl zU6u(MWs!n$oW`X?C{5|Z}xmVaX2)d0_*PGj5Up9pHd*5}cy z{*{O{7G?RIWSq(BsAlg59_PREdMO*Hm*e01bW%9oudmlS^8mf$%x{=p=zo=maIT0?(uQAhT&QSbt~uf0PUzE2Em zR-zkb&2FdvH$vrJLz>C*;iEor;(WNoJFuwXRU3~38T+TTXNh+KR>N$TeP4H>$IC0) z)8kDZX2~ZnSJ*LLn6<0B$FuuYsEctwI-?i0^=Pz70MjxTJqSPTsHMp29@!}yg!Tvy(gtzoi zPIA?oK$9O&KgjFgPmy&VrL$GdL+c#TFLl`P!<#o6Gq`zL*>R^;eVRN;9O4!ubTBD4 zINLbhmZP9UhG-n?z8@7`Ii1YI8H2$t1sbZqYFvw>4Ms#V&8EWrEIGhdT(Bi*DANV} z5Zu%^f|#oTD?AomqOP-3S$`|hHL$#idM6Q{CJV=E9+O<4CX)F)9IF7iE#=l9i>X1J zFEY|jcbgwv29|nXg0V*c(N<_ivy-Rs1O3?Vx88Q2~+sW6^sB-Dguto|q6b^TA|_9p4l?7hW)xKv z;~9jrzkc8bgAG$gfeyF+TT-I~-XC2cJDl%QYkfVDN$9h}YcvOs9%+q@jJ_I$1M{Z% zN2$r)wS&b97AdS>CCid83-)KGCv(+5?(fxj@bWxI=!%un61NvHS&AqTf}e_JRp=nV;97XEg9{>+Vt3g+{L zu(8epE*`vZ?DYX?;zzDRxlxzIBS+S{mK^Iu}rYPNYDRl7fF>2-7Nk$Ph06|k8k{YALF(N3q zX0n_{ziY|}Rt`!XGuiMRQq#)dF#zZm3u!Q2;E`Mm4<_Cqn)9zkO1FU@t(*=m_Ofx}`P*tmJr1>nKo;in?O9-v4yy;lS&qLD!)G5x|6o@}yS= zTgTGU(0JsOO=DP`nLZZOkv16`nvnFZ+tG0@ zC1U5+fzXwfJc)KuIESTsBH9U4kqqVi>x#n!WL-IX$G+ zQ?|^LW<@eAH0&QR ze4%3j2$jgBkFnESRX#=a{FS{e{)>++Ky@E71~o66ddy{4T8*H>l7D32%NLsqtUgZ; z9h<>Vg#n+$cUj$jt!GbQh+J@NKY0%ZiFkj?Mlw^$8DrqvyMU!sHwDMm_$Rcd@^d?h z7T#gMB8oT%^lvyBQG`8{b;<1CpJL^S6ck}WVJ(hVEZ_SFLUn>acJ_9{thM3y0`X17 zpd)yHhL#n8a#Erl5A^KU{f`sU?+g7288(?6E2l(o`eUuP>*%L>vKO`)a?g@KsT&?{ zOwch*M-6H|<9n#a%1bAtX`bn>hQG;Dor*f}!9!jmLJj1XEvp95jp$?C{Qm16@AXf( z$S*kx5ppIYH%2<^(~je;(*-&pU5T%>BGm%&!K$2ArxH;cmFe_YKWSCM z-!u)hez@SP$@KO{2(+Ucyzia=LP)D2C=_gqXlcO_3ku#1gxjpq&7y5!J_ayn>`>zE z915RteC$yKhNkT}(Jhe{yAh=Gf+Rd)4yK#Mg+_QpQ>U1cmcX$$)H(Li~w? z{MZ?ozp{&3%6R+x=_FXzO4R}PhavZYB%J59^70zmmx|`A#GyFiqFAQOXNcFx2IRFEr+a3=IMa`n`H|})xqV*Ebn5ugL4$PwtZf+ZLJ$c%1&AB zeaE59AW=su7GsQ|(B3~{GH!ajrXXxLykrQKsb4za0^4>`ls4qU>T&Si?fAA4@6Iav zN+q5*A=K*AgX~EPpML@d<*`m4sBkiG8{^RO%I|2iLxM=CSU}_QQ0-zdp|KwQkbU(o z7&1L>QLN0I#V@G^^A-1Wp088WYp0E!-E(AiR9$Oasq5#3(d_>`lb`U(#^IZb-QK?a{|<98XUuw;_>K016)1aKPWSH~ASP(xvkMh?aotQx&K3!gA^jr)js?p@ zRq0U9!w#ZPQ}d%!M@{4I>`-E}$JlIybcrZNmgV~RTtZvBn+ut;to(pM_5{Vb%{3hc zq&C}7^SB!f+M4Ovi2bp9RuhXFdr>~yP&a?tCwKZh_P2&72n~yba`GwJ1i)+>dZX~y z>-EQ}I*@NW>HafSGb`u~n>K&YQoI61*8YtnkEKO_X!3dzMU~2cWkdFhczqy3FN(S7 zkLe4mDZ}ErTtG3j;>Ia#zBsg`6MaP=NIy(OnkH^_L{vUddB8p{ByIEo#i?O$=0WMX z5jPy~6mEBFH4w(J1dCYD{E_EaiG{a{kuWgrNY+>_XUvjO``haG;WKDPnVl6T`@xJd zd&%3Gfy>Ee`kXIPd(PeLoS=2@Kv!kG?7v(GO2f2zg1A@z#_bl#F^;QQdm=^uW1gO_ zJ?86QMIfU966|Rn-CS6P5wmA+AF>Qaps$TD21EI!6r|OE!ogv;6Ig5$R7IhvSP|kJ z4xA$m;t~CVF@oVq2@$-=@Wc23kM)7fr=@~LuI3v6`3x*`8T_zpGjU({21Oz^E=bA~ z(a;ACf5-e5nJalOQ4$STCQ+IZiwrb`M8x|@u^j6DXaX|jZ78xyKAgHT`!BAh8XLjp zhe1Z`R#Tx-nbW9(UeS5vOK&Tgom!`#0f@oQ9;pkHx}))svBT9Q16e_o_3MAn-OsD#~1@off(6x&al=CzM zQCmn`nmN37d-K`@FJo^EstH5a{GAAnjK%a0gmM3_>1Bv02Y|r-p=PQ{55VK;9FF=e zDpHR6pLQ7zi48gG>+f&^lV2FVQG|qC0Fp$)->BYmP+2%Ya9(%x-aF1jUFRX%NXi`Y zU@DW7zz7+hnFv)iaJhD;BmD;fFVcqCrVMC+<9^pNNCG)l?W~;ifa)&l@jT09D>wqp zX%715AROGP397dWRFW*!_B$2enbOYdgAoE7Mu_q=kJ+1nxfBQ*z%)VR;Ft|MLfh@_ za6}a!-Y^&hby{??gZ%tbg)UI_LAGU*I?3FM#JEhPG=f47W{KI~c@a_j9o>he5P%me zsX5z=!bAT-w1oT~ppTvZd&}~_xWlz!pr#zTklcvA*j717vz^|QUoqx%CM89#_?s7_sj%y=qRc1kb>HMB9xJG|p?+1Sqz>m37 zSXOFt@EKU=kKFV5sBPdVc804qz!e^rECK=JX#hTL|2*b7~585@~vB0HSI7)^Z&Xw`Je;1BU zJ00G_HL#ER3)#`=cGGqy+*RFzgm3QJzO>ixFkw?H@R3dVd)u?letV2_MpWwc26HQS zGw4b^7_gbCw_zj`hW~~QDcJ+v(^HBAOMsZ;O;a4misZ#w0o|95B^mAT!BVITt0jsA zIH{|*>*5a5_l({d#J}3@=!R4umX{Q@q9Ec!LL=(vBNpr-M`u#=6S{<^(m1E3PxpnG zS~gy;Jpu_Bo*b$SFvYm!0MCjzv%3gHN^K-X1E*sgJ~|@aow?J(IKB}WTKX5gxZ(M0 zN4JxOQPMY2oSxBE04@kanBFx-7!-x`W&)9CeID*^9 z8bbhi4AwjN5@)$7vm+|hE3){>xeN}FK61u{taXgYS0{(_a>HIh!~wC#?~xm+NRs@4 z7x1is+P5QdNrrxXkTJ|st4Y3IVhHMk5f0ClW&U!=H*u^)VAh=(329bAqesPLcSVn+ zMAxxZ*q|c?g5}E($1v0^4rG&8TEBxN;=VPW{_Ae8DYMALcMW^_(t01eoRKKHo z@oe2MJwTz?zX$}P@>!57nA+!irIa4)Ou-H&BHK#}4&bxNlJCq45Xe}DP$q!yR~9c@ zs0#y|ezLe&OXk{Z?=!661ctEt+s^7+>ve%@8l%};4|`{NvLX@ZjKN;1FkDMigCJ!5 zL^^v@kSOSSQ<}Pk=_VQtKiP^2Y-v!49O(Cax}i@#=){hF1`~b)i@OkiwRDf4=on|q zRT{r6sdGT`=-LTZSg0d6zhZJj!4KGm(G;ZIJ^A2u!}&2>$h^xXRc-Ovd1Q3hdzrdf zhUrtOk43cOYR5I}mmR@rY)8vm0q5DnPVpT$hu+5P^2GqozqRi4&p$_@fruTR zv=LODP$Z1wEbAUv!Fr9uM!&m1VYb0-skgrIZjAxz^Nx-?^LNlDFMTvC*DPVN2JO|l zYiY-)Czfs-`%rM3?5+&C{^FdY*!z3iu;1hSHTS?yH#;W0Bnig;8<&fl7K$9RQ==XA z=0YN@>K81!#rN=XfZ|P`ekV=V>&VnZxWwKeS$S#5=`dUg^S-QCwvza}e!~%2#ne5e z#-|JV)7^akTKQw{)TUb^hBv(}eH|Bm6mmB!S%s6Lw&sFQk5PpmEu*nGR0J zSfdb-g<(c4mLrQKh=5SHr2jaVX%QR$@u0u%p#8c>2icJeN%SAcLOvM_-pywcv-Lbh z1N;Y;;7dm!|991s6T?q{ks@yh7*6}X8vg0HY$)i2@@E^8T~(x)-|;;>x|_2DIpRoX2-lNmg*U-qE#~m|$Djwb#PUBQ#>{^DeCo ze+_v|%Oh*PP=xDswg60YDt^lqvvBPYeu|*UTWY;zj4w|^3 zF?gpa=uWty6;$^zpP+zV=|pM;6A$@C2AZyPLRKBx8S3F#{7VXp!I>^@U-*VrJ$*# z7kFPoPI^mAG=!(*dQR5x*KWP#6Cyagcv(Jo6~?Pc4S9zy=Fg}>BQyY$Fi`ru(21i6 zFh1+`Y`w=Za9HIZ^K=owF-q((ZY3Py+6<8FSJ!I4BKswu#FFcb-e94u*HJlR2Jvdf z8*~@b4=58r*?PkDTh#+~SwjS`YtD`lg~SIOEcUnHCxA1YIr}klp+cTbo4+1ik5)Dr z3N?<_P?G#OhwZyRV0N@8)XG^OoUA#gVYCT64-K1)iOZ3fIN3($wjhdb6qU@^Kw{J= z-lRF1aX+CldcZs9#SB^QxGB?5$GowQz&I8wNQ;=^If1qLUT_}QhZOqZun@M~Qi-PV z(E#uNIP~l_r_@lHJNCpk$!r!!EQ785yI51Z<7P!gYphL;Zq7z{xv)Ks!x1pCg-Dld z))&73M13BC2UXSFGl}U8E!jTJoj7K7#Vy0u~V=( zV(o}fIS2D+5QS63;81-Sx?FI0lHkIi_u;=kP&qJ!y7|RVWEXslK92VQ)Z(58=1E&r zNS)!bj*~+gtbE)BF)^#f_QT_pxp?-XcYbI2DU~>%FV){8A@$aZvC91Mb9FL7YIHJ& z2hs~{*u{P)^zSO_rw2{tR!s;b=w@OOk(yc-XSWVaMY>CB+IA=?Pe@JynXe|;DY&J+ zoda-WrF?0aNFMrKZyR~5{v^9F9!*64mRnnW`wkZ5ZnDnlPIq51I~-0JNx#QB37!rc zmDb*Gjf<5Sz8CupkBr)@&raUQqQ2x$8J-+kXEy~q1>81L%{-}b+bJ+pg{rhjs+h7831SYn3hX@|R1Og4#G?57ImO!| z3-@H_y`0_u_iTfl%zTzaRPC3ymF}6fBgu*a5$KD1Of_?{L37=b0pw25nI7m9eSXP^ z@R+Fdij280Vv*{^2&^$F_jT$Nidt3o)^2492X-F2VH>0fLBTR%!qkzRFJg1%u|zT4 zKCp`We~pdh(B1UO$7EH_9_{vPe&*Ih`AI*i=mZKUpXh)TBWnY&{kdzBGq9D zthv8iH0pwcEBZm(BeF|Z`yW%Fgk@P%dy0q@iZ3a3a3ZNvBVX^iz-&UA!_D!_X{2~j z1_8nSw11>hP4f-%wOW;aDe_As;6mk%k%rQC*`K!XJ)ZA3m7rX4Pp9fJ-;ni|96c7+ z3(vIANHu8wiGUFrIZ*>&eKrpY78o>k$yJ*QIp(JB;Afb|pP!7N$%u+wv0Eg4k+DU) z*m+&Pu%X@stFW~VF(~c!LE@lSHK}ql@i-FcV;dcvG!7o7y&mnDwA6V z>R~#4W{wznP7(X4gdaJeT@v6$4qbu$jOK$MX6!80b^3Ao*T$ALe?nm;6vid`If3k} zOStnl1yFZRBg^nq^~w)6CJEj8d{kPT@_j&mB53036?}0~E`ZKp3y5R;pke>H4 zw!ilbF}jUid{A26GWT&hUA^AxRK-c`hcdj@kNc19)>!w9>E-WP2+8VLw$I1LD39zI z*}dOOd|m*GGQYrc_Z>Fw?4oRo3esLO36YlP@(NxzV@<8=-q~shrdg1Ajp}(5eiz%( z7`eiDawfMk-RYjP&^>eL<5It@h{KbX>nVU|&VoYPiV!FOxe?I3NQc0dxg{)OD zQ;7hH8>4Yctn+KYWzBk&FIMGH5W%Lw?#H?&=dyK^U>wz#u2dW-ZAW3(b9I3+D-+#1 z66MQ^;Vc5Sw^|!5t$;Yu=iNc}?bEGp z*)1XM!Pnp|C;7{L^WB6YGqBj_(+neS6YsEFh^P}TKmfOK{H6VO=A8WEyVZhSb)cT( z^6W^rFP@W_SSd{YlITA~yB{RM+d)WB1-KG{CTN|XF<07R{R>`yT%c*3F^!n<0PM$u zt|y0z3PLHjnIo`SYgfJ$5RNB#OT0TZD|xZs3JEII2i#^G%;B@K&nF?f`0sxihl_0|R>aSs%&^?KlXc>r(zy?E*Xb&o z?YIMj->?C5rEjX{w}Oz={`Wk8Yp{Atzsw%L&Uy+|o@SYrwBm02O1XNi-`R%f{I?~V zeMegCQ|w(JnQ>b$UK3kI<`-aRPZG{PCHH-F+;1djdBSqPu;)JMq!_NUehDPrW*@X{ z{yCMUGyJ-9%vfILd02DIS%yA z({e`O$#Tdm;i8I}#4wO&I3Jas{ut&x-AYjiIJ!O>gQxC|0*2vIImdk!O3`ttG~YeN zWn?NGeMrg6n@f>VY} zRFU_$)G9$jfgi96M4h3`&@qlLookCH#L%=T+Rt@%$rmO8Y~&r$(eK&R{GGip_1amH zVxDQe4?@3S6mq^-fZ(&W7%&TTFO_ESB{y|gIL&ZV#&p}=2`kWqXA%TX5%jLS)$RsF zQI~#)GbZ8X#p5Evo`<=+JOwX@!t|3e-9FtjJZ4O5%}jr8!wd#{XVl(i9B|tSDof$t zd=gKzf3b(wGIA12yV+f0R0-6>jaD6@e|(Yg+@>DZj#;C+zL7lYhoQXp^rfk}gQ^=` zg8^@BqcjELD2sH#YzTS%d6~30kAvtx74LG|BkQks)syUhRiQX*=3a{|-rxYAGDT8x zZXITx+61UmI^2A4J)<}LHux{BP6z8G=*jx30avwWQm^0^Ukp0j(n(KM?g4L7HUgRU z$aaUvlw!5#)6zt*G2hqzWsv^-cm3X%0p_FN(fVS?*BxCzec3yefxId8iL0)$gvzHO z*81zNw@!G&F7!p{lkn{rEIP*n1V5!(@h9ZxQh3rC;?%PFp+lPHf^*baktmEO?`76c zKlomkT9|$O;V-hAzf~;zyAL~IA1wr9zODO%IWuVPqxvXB=E4JRpnE%gsjw`Dv?FqN%=xc=S*AJW2!L=N~7s6`#MM z9}NMcFINX|N2AkB>UuZhjEvf|AdE}E3oj}$fg31F zPv9Pe6Gc_a67OEDM}7AvKziNe?_c@iK{DdaAUiDA$9F$|WVpPql8_OyO|lnG7zy-= z_qgXjz$tV8xN|$4NoGEtX!T;W=>~c9XI%oR2Hu^615g5AV)yn>zm;|(BR5LA{JqTU z+j~Fhqo91Q9+2(9$*kp?GcdAP#1~mL@dQ(jxHYn1N<|pGrgDC-@PQ1uS__pkO4spq z7n{GRRQ0GP&BCBeI0$tYJdm8_gv{DToHSB0%zgc5u%>E1V!RQ3hiV5WjX(_<%8E1o z3ZXU&$II{(z*2PzcQz<*H>~ZDH0!byfbyUaxX?vXArD;PL+2bC=I$+0FRyPBD`9XW zdK_a=7V^vKcGd2ot3OzBsS~$mC5H(d2{7Y;4CdVi!+Hc-q3#Fmsu{V`1XR0Sr#|bm z{@G_p=r!`&t%*n=BY(>2g)Q#~K~|+%jJgW3(9MtKl{B5tx?#g|8inS^5Z3&jV)V%6 zsG4;dyZlWIm~q5A3B1Yx?7hF{dugm25$C^~0H1gDIO(D=v?xD~_HGAG z@<1iJI8V&(8?FsfWIzab@p>AR&bE#^f-l={0)iHI626@iDw za`i9qD#=~DK#Sdrnc7r-(E{o@Com(~Pq#b#rvG94hWdAr|8VOR1Tra;p}@O6KRMB! zT(g;G?dJ%%n)xhLp%-DOB75)JxSyG4NPz}0;+grJ-ow zYyAM@pP&bhlgNI*k<>tEV7r}$AtXOOmOqC8tOOH$Bu~I(5pc!2zj_Yec>fXPyyKB} zj2srJ7*e8h{k(ocZV_p_BkD(`)?;m^Lq?!hQv?sHQO)q)`KIA@gAjB>^>N@c1T`NY z1M_vq(4EbIJHj6wb;mUCV-e;<}U;Zbw_<+t|Io9zZfYf zDTK^eizBVne}^7XN)IHu2aRLg#vM6d8WR~X`s~|2&?6&+wzq>|%6f&t0{n3@5{^I; zaD4Z7;nhtYzpkM)hyT<&^6pcG9TX;S| z?wTdA&^ABtUS`wgo?UBi=;@OkQ613_7r39H>o=qsp?omeg6iL955qiFYLOr7S(%GxdH%F*{oHoi zuLIyn0U?*?9!I`NG;y8n1}o+d zvwk0*j2R`)J%8X)y4u_*kzF%YtNvhqJ+#}WL!%z$;eSoGR6iHdMW5~R70=3?((F?B zoX9hIR*-&5O2CM#j{o!=lvV&nRqPJ?SZWrK;KoJ>Adluw;i}&*wkMXJgLuS0zBJmF z`fMaOQ1d((Yd%5zNfl9#NXZY$@>ISe$|@1g(qRYGzb{`(b<-$AR=K`b&w0JSDiVxt zjR+=cPA{LxePt!Q#r%hwPx5&j7aGfG$Gm_^y21n|uuA=Sqv>}YE6*TdRi_EmiA!Mn z)DMCy0?1p=JlU6yCwC+$OigLl-<`z*W+UO`9&|=)tS@u!>+NQ^1MRPWbQI;?IWbe_j3<>wx5(eIZ&pE}p5BVc$v+b2onG_Zu`HV&)d$P0O7`6u3OJ;~D@JpTmL^_+CNgE;rENj9b>zkl!*c<6 zttJ1Ma2II3JF57ZNJrDtHNT=puaa&LIcV8DzS>`p3VDcgHz|M2ru>>Q9e10|N zy};W)lWWR=pwj}c%mW|!J_~@x<-ggT{xLx`kMY1O*Y}zsLM%%&3z?%A(fryd{ITjh z-Eihs(Tc<5+RH<7`OMn!^UKj%`wuOh4RRDG`OaEBfi?fIyZ@wfd zInWevM_6uMPbAgy318%F8+6);Z+tzRfkIW)=gvmsnqbk?Y**H9&-S(6fu)RiWIWdZ zw_JY{@+`6=LuoM3C#`z@O;|J{{;TzJ(xh*LB6-Ita;68~W-a!T?=thuS44$l(iMEA zxSF7bapJJyqPAE;A3jyb;9XD~-H8fWHzY-9HMkMhA-_QaeY7Ju&Nz2^9*J)x^ljr3 zk+D%-2=0Il5|gXWGdGikEesrNM(CD|{#rjjyern5iFK2sg(hbYX56Mz++ZL*1#qH9 z1vk*LPE0zX_M^P9&dG5Q3z zWFBx->voJozt#E;k?U>GnIYMH_vLLTgMqMcEfv_7zm}YBfEhP!Vz>K*V8Cs!eN?9M zdo$PwbojCOFqY`7LBm%K+|*v+9EMvi=xp!Tb7`%P;5*AC4fS*iPuKh4z6VVGlBq7b zzO@PO9j^-TP0o_2_ow6=UbRT5J$l4H$6X>=C|eRMhvWi<0BrQkr1E%!v_+KcH+m$J*m$7Snq955M8eppDnH&$s<=r&6Ax-v`4xO z3?gnib#v{#UD+>K2#dGAqX|)$l|wzHYxWjjispwW{)gm?JL2(P86Q`4O$vX2I-C5p zfH_o%a)(|Ka&xwEsu#;Uq}gmhe`56YO-a=2q$l7e?x>G4=xr3tLeUlAbwp)XeH0-~ z$4C+~#{oOu6byD+?8)3}g+Bje9>h4uxrZxh!LOir7N$L%<_q>6i0unhM`w2UAU{b* zd_j>wFo-x3E@o~`z%Em_4H)IUBu$%qs$RLauLjfXzI+azK?8|OUkUeH8;9;~j)p(< znTYWFy=ksgk6_uH0n&8a(v7h({2q;rH|HU?sS`{}zDO2ZP%&hV%4YiulAT#=S@_Em z{V>KV0;;RCc1NYePkBtA{{H|@K(W6VItJTb37~VhC*8x`{)4dh1N+GUO~#HH-&4r$ zT|n^V4H(eE19cj8z`}zs1dXug!mnZe?BB3v%>s<*+6Z3l$K%jj5u2fXeG+5aR7dq; z*WnO$3?3ftsODM^WA_G2jQI`Ljckf?E?#Kgdl>|z#E_F-ox<`N!!UB_K=hfiA9v2I zKU!j?eFmawV(6y`DQf8u+4RyY5)~ zSo%QlP0Z<14Hey+pzSZmz#K`r6_n#s0Cp~#i{H0w#fr(TQLAn{%sC~Em$@FnfENdT zMsp80benw|mo^Q@h(Df4Y$x;LFd4z!HexLOMJ>KE-)J&nDq8IW)AO) zX5Jp~X+0S0@5C8-U)aTE7(QVyWKN!Zc>%gk+s|FvG_Tj9b@iHPz3Mq)U#^6wZ+%oM z*&JH}n9~}-45ZeG!L`SG(A%RHT8-I)Pr}?P#ViKn@T|V@ZQy}MJ*VK@SJOD(ANUoc z=I_PH^#f4PwE=o9y1>_gjW_!6NVwK?!>~(Vk#u@6n)tY&xcdZL{l*9bP)8m?&x%!1 zyMA;0yyqsEB!GdP@Cb)|*2jm#bJ44512kyV3ZpmO;JlZ$xF@?YWpEexH1t5j_QSCA zQ9Oq+d*|l7=BVXX8*5%E@Mb{+_|-0r%01TLL!21bt5qFP#ib@Zx=hFZhYW`7v_^`5 zVdDPrc8uxJ7#`kjFmC%p=p`M3$c1mLI&=* zTbnVeLt}V(`k>d`J$TRcBEbW#lV0J^Sv^qSyDerNdTF9-{YM;I`4hUdYydA$UkqGy z5@E)8hg6)LJ{Zdn|Am#K+oO)BAExYn0v&sk8O`w#i`#pnMl}!gn6d_s`ET;c0_z|E zd*<|jpNAXjH|>Hs+ir5#BxoOE`OI0EJhmTt4VsE0w=ZH^n?~rj^qdhlSlw~5q zZt!T*2{X3b0Qc5rC*fInAF-1U&ch;bYxi&H)2=bR>NP;u$$#K^k|}=U?wSc$xb-MD z&K}P7(!PsNb9YF#K77nyu3~mCUo>nt6srz>fWk%rE!U5-Y3yW}^OMJz*Q+7Q*KCL` z!`FgqLk6bz0I~P?V&RNY7(TEc`p-Isd&lRXRnv}GdOn7C@qEu5{5pRX7S9=n)?Rhd zXW>b(JDj(wnWO=}y!wooB<7hRHMRtLvF_^kC-6&;CaB}t2z}=6!&iy7zP-EyGlz}B zkRjbLVe4gFS~UuO?fPL4S3Sl0f4#L4gIasQvte6I-h7YaGWR|UxPZ9}e!-6ITQR*; z9n@(x28RNq4~IO)uU)F4dh4A~#5_Q6cQ1I>am#Q5l4%=siW=J#qgikN<0l~8DiFMZ zsyjBI9obmn5A`fgu&6`JuYaJ|S2t6uO3u`K_cw7fa2GWyn~TbHm`R6E9-!GB%2Pqt z3G|%b{7OfbOrtRqmeP@P=jp(bK~$rv2d#Y}UX3_Bobm$HY|&K;@PA12+mxYFop*~< z8P-A$QQIm`ZBgGJxpCZ&arCY>JYfi#tUvN|mD#rzCSe1=6r0pqAX~5JRuu zzNg!322&Zg_O$KdV|xDJCO!Hn*^}P?NllA_D)(AShfW=*IZaDZUborwnGg68jdCkQ z%{NF^;*2f$EcN%OMC~SQr8Ae#(ULxOsbZ^Drg705n(bA9;Lw2P?mA1?E}o@7R&1gV zM09IfT`F2{9?1te6tsv6!i6?UOBDO<3w`-;n);W{P4#C=_By>K^6E*<%o` zK6-`@Z8I_d>FTNV)Wx+lby>%WL7>g$iIf{4Z-#eQZqd2z3u*0z2!8L| z$Cvc**gEoctxTgf-={B6uG6Dn3FBf9Q=5{7$ZPB_x^;Rbb*`L`>izteG*4y;y+u8( zLG}&C(6Yl<=>CNr^y_+NzW$3E!J0ZRKT30&=OIhaDRglCI4V=IGaV1+9n+RkU1`$N zopk)KbF^`^FO_UOnjXYSOTWN{fD$y}&sP-kd@psWT#7pV{?xSc8(ULhCl4CG=_s8) zw2b-#2Ch&XV`}K>)UH-F>c9Dw1k;n(vfL>Xx!ZObnyHI z+B35oRjAvM4l;ydZEt%5?5N9{JM{JaIhx>Io;*h#rBr@XLwkBuqC#~C)9%y9Y2BoT zq(T{*aO!LJCm;qrBTL?PbgoDhJItdKe_fzGOJ>lVb;ksauy*e^s#~=d4PSA9uAJUP zL;YOHZ_;r}mY3l2M5BhYm#4##vE4kX2qZ#+)BVaY{=~JwRQ}s*n&DlH z6eXL{?|+`4{R?|gsp7S0)?Iclp61jmL^Z}=G+J8Yj`yMbd79BRF*?#@>R3-YjTm#n zg{f4-xgrf&`6r#+HH+$$aH7sz1I1%O2dS|G$foH6dhptxuC47sl`6KS(`rVy!SwQ7 z09{$onVjnOq9eDS(!;yA=~bv~KTe=P|Bn=KU@+OC4((^}NG<8gY%1eel4kARLcOcx zrLr9t(5_`2s8YGX^o&0cOm73f(&cGxgmOdaiwq7vK^;W}+@}j?&eNUeL3D3zYXS<= zZ!*!RM9_ziU+L;hPePgg^q!NfURV*euW3pR5NeF3(=Wf!lih=md1iw#y z{X5l$g1pDCrDJDy(@-~i%GZ6bkzc&oF_5ZMYe~QEKTDSnFQaBv%F@t-GDpwI1I4v? zH<4cKolNaUE}#SF&e7>DBdJC)H(DqiEcmZ!MtMt&qmR;?G3&hv)g};U!D*rN{^c#& zG|7)@G@3xC{6EwEi?`^rAY4i~KbUOcM7`#3rHdz4QkzotRA=Tbsi$xBd&f#ttHT^R z`qvHG{Y!f)Uvn^Bl=#%+u|)`qnzZP`M+$zhmVBK{)6hR9KY)mL^!mYhTG7Rws`OYz z&%$2NzNeHU;n>Q;psM_m(uGf+ZW%v>hku{DB43bMO+n z9W0RR{)#@-bLuKOeEKq-Sv8C*m-D5yPX+&r4}3~bZk(a9jmuD@=_e`V{cZZ|VGyNB z{icMzr{{m|qBa$BQ}ZJ}64pi&xZF1+w*; zN>@IG(UrwrsC2cqbWB28tv2Hch=FuzV)c%6&O;7OexW1ldXR%bUTR5pTke4Wg1otJ8qx`{~@VwKQ_XG}?KCt*(xi zyXU3+l{?Vl11D+wFKwwnvAVS4vGn4HJv3z4IGVTRPr7trD~)SfjXVc#6?}@KXi`fOXYpX(ylX?>FBz7 zG;`55dLy7ny37KK3_7i#>zGS4YvL%Hv|<;XzjTlm^>e4Hji=E|>B&QVN)u3vmR$9x z*H<=E+e%KQaOhi`d{tj!k|enRRL$`Ji1Os` zNSn9Mq3VU~spT*GY2|>LRJ^0O|K-3Ws$H!C{j~8IT{^Lz`qU{+O_xbJ#LJyj3!rjC z_t5j8AUZIzCOOoaNnDLn$Iyol{&aW!NUB(?1+6>#nBG3W&x2>u0fwJc${HFS&$IzC zy323{L;ts2FpL|JFWad>aTOtVK`NXtFWD+U79~At`EBWIgDX;{Zu^bz-JMd4N_3S3 z?8hzSR$pPt5|JXDJkoee3kmv^QIZsB(6&#G{da`^*>|Q*Ngd7)_WvL;@s5U?mzd`JqAI{XY zPpOlaE3J{>CAXj@jmXwzy2P-F=<0YX>fDyj%ASa6_o;`o6?Ob0BXZxMb_E*JUu<;S zI#Ttv2RV})ThWW=nys;^U8By`JZat?(Q(A@ew4Sy45Lfm%LR?8a>tD%Sm_<=k>8#= z9Wu8L$gulL6Dk*>-X~0V5_WZ^a=zo}B}a5UX|r&#%i4`8kft?ur+zymgge@w@;Ub> z8I@y>45jLIhZC16sT;_}rYx$BW|=t#?H_alues-g~pZ<|WN`E6itKc#-9-Dw;Dl=SfJ(Nv<* z6r;g};bVF%4W(ZiSEnA^xSE>Y4e`-WRJ!3f`Y5?43e$l<&GD>AE!WBnBZa0`u%Ql| zX9v+Q4V|g+d|?t}vSGQ8BNZQVH3v5+$<0*$X7~Z}tlyq4WB^9W(|P2Q&yBXryXS{L zk)u;j;$mO@n1*|mqk$()&nN!jOSWE1jGO6<8xWImAanb(LlLSoU(iMH?mkqd-drQU zNZQkd@->;u6(G5N*wT|cJ8v<%9my@`Xb&n_w1ZK`#&2#()(w6Y@W1mjRV>wyWEGql zmwv5LkUDP`EA?u69V+Cz#^^e7c|;YeHsYL7k>Xv9_anET?`P`<_j&ga@@}?-IF;%p z{7XGUZ5$kFkRUs$W$&uFwxuhzUt$_1Ya2UPppN_0+3-0nt?E*dy6q5VHFc`Mnj0gX zC{Kqy#^=L#ccOeQ1Ly%?ppP`Bls$FaE-(618dA3gjXn{a4UaPzH~(h`m83S?*;pP> z*U~lU7=z^cHq>B%V0tU+r5B9IQUHCOIeZE@8Uah)AAvw(vrHl zsOC?y(_aKFZ&r<3tjOT3b=BiK1v$Wh-jD+9(;N8MAhYI#z2&dzp@NvmfPZDB$^fHxKHyjmbV8&8}ie z-b=DJyk@39K?hm74kezXPL-?BLdn*6YIqf@*m<`RQy$K6qoN&l@xSA?b)vl0hKNlP zYj?*`G5cz?HSGH?SO)p;E~nV9XQ-`nb7I?! zZ_B-?pxX@219`jm6O}5^Ui6_!$YKMcBQ*y>Jnin=kbEbb$*Y7N%%h}SEfE&&0u_e2o);akGP8SelK}cDo?)~S>R4`x35Dx z_$E`D?c3j}N`rpFP?X69%h=5Gf*H^8#U188BH!YHg(9%U^lJ{yLW2}_bxc2f3$OfN zj`MDOb+;cpjVFNJ~+R&+Ag4cdQE6VoGTs1yC@L8i|rCRnWP` zXj{t(c^&hjNZ~>lby^EctvHI(r^Z8BxEzX0uWD`Wk&9B1!mmE!-WxS)H*bo3{9!E* zreX2F&;;OX)H_^Q-UFqa9AR&t7x^kp!kc_{NaPtJGK0^c5W(r({p$WTJW~^#`JuHv zs#NsH$v;D-$?AFFAP@4E0If9!VQZja|3oH2ot%JhaiR-Nn&f(-PKL5rIaDepy_zc@ z3aIo*6TSv0+i4kI#YN)G!XBuQb`vA<8O(>>yo@Z(p9_@v&K`R=ObUZF3`EfeyH$ zR3M3;RkN0gn1rHmuUAQ2rm;Xly*NFs=mW1pQ8<2)9TpOH?+b=sx3<#o^$^2TBPu=_ zS~)C|Ex6;UGXN}zX3uEx5RHP+yC`bq> z+^LKiM_9lVyH&70hIK24LtQGNW%q%Yvh)OkHD+0dBzJu9Lr}M@GaU2gN0~D1arjj<$X2Wc3sO}TECm^Dtn=iCr7l*$ zG3q{^YigofJJt^iCKLGqIqY-~@%&Q^PK_vm!VdPZ&sP+cM;=6gCNC`588>s^$^=~b zNFDfmd!xw-< zDY#WGj?^T{Ju<6BHKr*ojln;)!o3m2;n}(yM$OxfN0IVNPw+B01$XB+K(Ru3VDC@> z#r$UAZdy?&Im>vA+o46#zEd?ZL|(6hWoQz($dV;6*G*}nJb;nG*4T7v=%^Oc57R>mrGu+&Z7=Ni&qY^a1@A=U?+V?~4=-c@7DZ99i1J`n)*Px1m z=A=OT^lJ+cN4GBs_>u>uJxUsH6>H>$(sA$cnoledDGnv!!h*-e;=-k35rn_-H&JzT zGBha(_$Hw^%N)d-f(6~PKO!QLlwwL;!NIFZgG!<2E^QivC33T#WM%8Kz23v3lGM2zXCsHGrK8M`SJNtSs~tf1tR z44{Cc1$2C%vG9+zKs7fP>5etLYuH0i*}Dt!gdhq94B9j?#_%|#rX(SfxlOVWss*lS z)oI9Eq!dcZe99pYY*RJDbto|u0e1uN=co#B&T9+1Jo!=j=etm)CL=1#uZn~dQnDk& zJ>HIP37;vekOGTQLb3m=N zM!rJjAW0F}=5>UvB8~IAK3}xcY z(H<6Qv1VA9fT+Y|q{d4#Oikl~vRo!ec=Rng4r;UDYTo?s;k{)&bZx>eG(4$;xvrCR zZyh?il|%k~xlp7`NlZQa6p2>0rteZT;!;wP93y17TCEY;cXdyp3Tr>&EB9?1WF*DVB`ER+mp`O$A`Pkf$N9d6A!Vc0M0a3h#G_z2odLoO&de^$U?W5eCH z4F)Udbxa9VqVJS`2wUzB*Crh?bjE62`66Me6nve&SqNQ?cb#gXQfc5WWCmElo-MCh52c0RZD~oVC|0_>kw#FZ8cM4_;2G03*zyZ# zn{bn-ZDTkZjNpjZxV*YQ$`ofhtpoCv7>Vb3Z8<;H>6K7%|9Y0V!2!7#3hN1W3IoCr zkLaMc*gdrgN*Brn+uV+DZ1X2zrxtE8%`5tK|U9S#u7d`x@cGqLnbf2D*d-XuR}3 z0)m)woQRmHXvD{S#Ud}sMH4J*56h?|b;fHgC_tQ2%A;kYVhDQt8i+cCs|FABXeDAx zSc)~l{6#?>mbr>u>NSE1SX!&V7LP-jr;;?~hS#L(;9Pqu-hK!|OiCIOqr(xMkcPnD z8wjv+zkbuyc!UN|$;f`Rf!}Yp5&7;IMz?c8$d1ma(S3*T{p7yJIi$~I!k@)27$vG6 zDWrnRTBKA|6fKK+PXh2YHU+7PQ3#7nfzE#o+$5^!si|3p2Y#jG@dN476U#^X5tG2d9DaAp}za=Bn# z$QOjiCnGr~48e&6x-kb;@`)7qEQ3w@#%ee)4QDIb^*IRFmG=-6AA>JJ;n>!p6e41c zDLkN;H{6o4FJ{G%MgW)Wu z>)Y6TI~r#W-b0!G6S&~h>R1L7Ru?5(pa2RD^kkGwu+ZzEu(F0NziNQdtqizu#$~H2hBW_61 zk`A%ykj8a!Nha}h&<1E_Etl~YBPv>mEK9~g zu#Hl7>mj{i#ux{ zl9BLe4)}g0Q}!*R7X}vVbKM zrsi`{Sir{GM(8{&PE-0_!LmRaR4|DsDH|Lcvd$Vsd{^URKsXZ9QV{zs1o3*p*O1U#O(GF?F>mQ9PL^cQ%qGCw-M8GRrO{U$cyrMr8|H#+QY46t8D?#I(m%vD-f$Nm0QF`En2~ zl`%+>hRo-~vm{AxvoXqYk1#Tv`prL&Y}wLpB9_bmI>lj3jq+G!;o z$8;u%??^D`k_!aYYI;$uZxt+>}%o3zAcwWYXZ%X76yiE|PjRkbkF-YM%N)_zvc*lTB z#m6r*3kFwfD{H9u?Rb26@mSQ#klL$v!8{!#o4$KvXT1GmDlQoLgC3usy+kowLmUZC|(RDD%9YcI3-u+fhzSI zA$PzItiHvr>|w10!h-lQ5}a!{LjEtCFy@HKTA23rG2Y0#WGM$f-*iZ+{)Bq>6qby>tc>)f zl*Z4mbG1S<=ciaQ_Zjb#DM9L}NF*|=mPKYKR0O#ZATyu_&`g#bhtnk2uJH9^6kt~d_1g`{#sf3q9QG9cAK620Xyu-QRTJ0n`VwNi-w@#c z2{ByZ^hSr;3D~-DHy1iAEilw^2oGn9nG%i;3VaHYjwKO`yZ1jMfBsyiF);pOV`YXH z3~$ATj@9^J&81v16fG@ISZwXA%~A=o^qi>(i51pHTZUf@@3}Tw5)%eHVc+!bSar_{ z!$va3%<__2@WA@4wh5wJ8|2R)g^PdQmVS-F!LyIxShE2NNTRgSqyf;L{|$W?o=2kz zBYE0Jo_dlg_L+=_3T6vp=P0OKU5_URPIK!SYge})#n)2aaOZ202f5yin#dTW@o%scldR|z!&N(Qh!(4eqJ>MKs=b+@urR?_Wo-*9EB+U( zY*>DI)~O>G%!;a|QN*b%O7quP3R0zzA1^lGr;E-w@L?~!CHBh-A@cRH$tA3cRZF9& za~Yn#ml=mRTee^+$ZcR{5<;-Dv19rTfD))%T!AZxPf7RQVdtd~=tyGdIW%FyW6Puj z5@L|ZQACMc!t%t^ird<EFaJ z_?lD%ZThm)F4kUR-Q{;kwh;Wns(=I1B0m~85f7eyK(f|Gz(Q))R(d3dCviI(zr?xv$RPyn!!UCh>rlOVp4+g_qu#;^I!GALi72ufBI_V8TxV)mY1#qsjc zZlN=<^VO3F5t-K&75HO%SlZf|86s7%&7MDSJ~}V*bHq@<(#FPE$B3yNyxH3coG4rw&V`*(nH?r7 z?P0@p%T$DYjsR4}P^aZUtT??AHIkm;1!o`DJoPQN`!Km>#rk9EV_Eua(f8L6AuuS4 z!mUMrEIGaob=5EM>@CM26JCdL^0AqZA3ozX*D`jkt{u=kTS93@0oF<6-4pM@n$ zgDw89>0S--uWx~WhP8+1@i;9P9LzQX8NVrNVlW!9<9rqsE1+nRQmD?SDLPgttzpaR zWys&>i_7?p;CnWC^We?7LwF$3O!&clc$3c^zAT@UWOy%FAU9HigCWYf$aGs3zMe{) z|7|*0x)9M4@$R7zvQ{juIM=z^w`>Hzw6cLhmj(w^L4(4PSTb#=l-Psm+TnQqjHN*l zHBi$>1Ox?}}a;1;wWv={{@cp`E|MV>=BlMyr{&x?yf$hS)v11Y z&}`6R{Mx+)!UEnQfMPhqvxN?EU;Xj<<2Np-tP;K<;9VfX`O%jONQuUm4}q}#%(UXJ z7*_clCbS%gmW^DIE94elL?*%Fi(ta35ufnxgEitA)NFv%_z?Ji4nn-N6?K`i4wE1E z!Qh5X;Z~^_q7&0lzR6^)9O;I(vlrlE@1N1R;S*FXZI6_%;m{Unj75LWL|$I0*9?Tb z(3o()(%smM)#pPnYK}OB=Gm_cH$ugRv{FpR{w^J3BdgWm+|^;FDM_D zfmMZ$_;%FgzgyhR*i2@dB zczSFGhF?m?+gn%R(0@6GaH(a1VGB3lN{>0H-RcBtC0@JqrhDU?Cqv88{sBE8r=V})$T|5O| zrR^|z(`sDnJsR$2o-?pNY1TuGMMHR-ElH5q`c`P{Y{) zi9t`Gt}z13myF=9n0@~E0~b2YhI`Xfa4Two_X!2iZ|u()SlAA22lc{?;a$;P*BecW zgya0Ha75J*n`z$SLJ=7LiLaArEay7QEgyrkt5)K|ha`Nya1+l`hGR-hX(&s##OQHt z;KZ%IR%q6<6=u)wjGq2gQJ{nuhE5rTYIe*5XM>U>N2C0#PI%p7KYH_Bg0Q3-p&J%gPv8jz;7fKBOf7*%u$hTf=yYaN-W;>A(K z$$duuI#xG>??5ckZPpAN>@*tRP~MR(LI<&0XLW?)1UM?^k7iVfQ?AuaJKuD*Yc(Zj4! z$;uwh<}F1VbqM?ezHqvW{`?W2!x{F(;N!a>RAL9Mx7T3ej!;;9*@3qgZP05(APU(P zL7O?#;FJ3;<_sQ*v(G(IVcJZbiTsKfvPZ*7>oA}S5O{qH*6j;`{>xsxya03?8Vo1< zf@r<)7x<`R@%e*4BKh}NOG0R16h3lant~WOWh{>O9tpR0C*W1o4uPzmgU$CX*`!eN zjjmO>hUik^cg*h41~+Rt!O8O{{Mx%LQlh`&!@EGlF#gU2cfwZ$g?>f^XMtt#^ZfaE zG;}mP+Sfwm+!}<31VG`t5vOP5&zc8HP7R8}4bZh!e$46A6A2xvK^Yl|XP@*4jS-kz zxPE8&<>`v{?WbT^tI~LR`32Hqn)4HU2Z{ey@oopF6|>;iEeI}lMbKfvEHp2wLUQ45vbraVPAF}R{nGuqdM2evpQvvOBaWaFBRx>_y9&!vg2}}ozTlIHuwYl zBOp|yGG>;3$%ozq32L;~l{u%3DsS$Q*Cr-Y;h`vRhz$#Zw z{Q7ebI9a>m*FUD9)0mdoQ7iQHuZg_QZ82+NTNJTn<`Xc! zRe89KTZO?V2Ewyx5E|wCf{Ty!7`c3!j&$GrB<6%P7moNAf zo(QO8@cBak&sLTY_6b43Az-$RY<3vci{wUZz#}Lc&cfJK~^kl%@zJMCN2BLD06=*r^4H{O+ zhtTVH5U2i(FA__S2zrMPni!6Mxu8QrZ~%foM+&@XGXp;#9EfpkhoV`73W&Y*7s8^| z2xTIdXY0(^L~R>(vKW4MH&*Yx2Yt*PJbV{~0b>j(p>ROgmGe`VBB+xJ7!d+~1W%51Q(=K7{(o6+dDWFQ**d_e6o zRnTeXGIS^j_)J@Zu06)0r`Ky#FP9ssq2CZ^*${u8nT^Ddj|lk4CZ33|?*m}Z29Wp- zfv-crYfNwU7U7dv|mRwt5rHU0RuTubDt{%ke zJich*#uz7%@a!DUMVCi6-*T*UFiu_!hD&o_lwt-N-8bAgeH#u9JD~>K^(Fe_qAaIQCkJ=FRIN7h}E&FL3%y6zcTwK@no<`g0k zrJ_;0CMaad(!H^xE#TADJ$Pj8gU+6;B1$yw9XWv8!Aey1Ymd_3?jWX0M|c!vr*f>2 znF6|yM>u->ugNP@?fj3}}!ah<%SUw}VjKr#VV+rS&r|?0JsT-P)ppC9^2L!=0Ot z@IE9GYO6wU^=bp}swTf>hFlL%9>&cNv9QZm64l%rpnjD?lKPy8XJ@V>p=v{Tm&z@U zJ9+v-R*{?)kptr1T*9f_1fL;(U^ZATiZs!&;bx-BfN%?7W9G&>!zWzWcM2~elqlob4xQ==_XEMDBXIN7bvQKa0vAVC9FP?| zWU~mz#obTf(x(OTe7KG)UrVBuPYFCYd={3zE#T^?1VZj&@39;Bj5283vIbHnl`R#I?4@xfPH7~;9If^&hE|8u6{X5=(F?L zXE<^4IzA>@Az$$d@NCo&<@2eejd$ikPs|m7rx}fZg`)?~<6UY&G;ZRK+{w|1%UcOv z74rk1Z(z^!-00lal?!=I=p+2~G!6Ay)<*%6^AXR^?ZDaBdeo^~6AsEW7>d?Jy)q0p z^)N8^uyo!}GEM3c^5iORJb8oA*fiv+;Db)>-1z1~z?0?148oOT=kWZS9=VE^L2WN@ zxH1P;Zk}T0lml@3_<6khrbWT(4bZAdZHT2e;KQ}OIQk$CmFv_;rGlvlOeuvHb)_{- zdWnN4qtUQuBNUeTA1R?!CgA4o9k}u#4vwYDp`bDzf&L-LRmBgzdNo8rc1*5dC%~zA zcJ2r+-G2>TQ8#q%*BRw()X;*R+P=f^vVPEP{EBUU!o5Kl@3Y{&Mt&ZP`)6JvZ_NS- zxp^Irq8-tqOLtUf0+Pjd=~w|y1#XQgj{ylQ@nL5xv8EiZS!`@LIWl($RzMQagg?WH z1bJWr^E4!xV9l%-TWi@9Mk+eOfA9656X z{;@!%rlZlrJvU-DEUqQ6K7Cf8s@v zF7PQAhns)iLaAVauZv3U4>nn87RHG5{6+bUM}{|vJjy;KpAgkECbPRaO%VbJo_3A z$9lstx|uU{QO|JkW(;a}@Ig^dxXE7r&^&vnX0JYpdrdK zMrL+;obG!(R*EffC@$?ghG)S#l=STi4?M+N%R2CLVG(M8?(;S5JaPlcCEB55m3Tai zE`T--s(_h={Qgw9o7C|r3Pfp{Ox;ol;mgGfTh2yFY zf!B}V?1Q%mHdM#ZF`ZD>4)}a#88+P4z}dMd^4RDR_azWt^EJk_Ax)7_(m^#JZ({%X zM~F(ZMcD?e(57~AVU^c?!MT0M@%)<=Tw3{{Y*HwqZ7ZXmOJQEDPApIY9-lmd>(AdI z!MO#-^lXIu)GX%Y7l$B$k`V4@u=HR*&_ zRYmCm7CZRh&@mVq_C`Ifu*Tr=>Dx$g@kIkB+_}3^2HD4lVu9cr2jK7A4L)UJaqH-9 zl<3$7Mc-b;rRZ{K>{VK9n&RK#+=)wg7Y*boRsr=IH9*zEw!*K7r+|KiqsK4fV+>Hl zwGmo3u7SK32D~`25790?(6}_4vl@X{FTy{+2U@tWGgBb+!BHH(@e$U=T~W`i6m%g$ z$m`YwWpfc;pW27;%3a}8j?G+)PdCovg?$~gbt?k>%i~ya;wiK?Md9p}8)+f_c&~9n zo34G)u$&FPy|{*(k6zFBIjZ6^ctI-lJ^G#wZ!Do-Z#Xet!;6$=ic*x)|B3>a$^MtH_uO-6>`K7R z*BcIB??F?g9cmT?zT7;5*R~DNqPEykBtAcf(@_=B!&i!Pp-^1heGsn_98tZ22OL5J zkf%{gRJ6^ic(-W-67%8=m({U(E1+B<6=FU!qk;pPjvNQCw0k)H!V=B=+z@ejFM=xf zf>*JxxVY~Pyn8mo>)BqI7B&dKjI54;i&v4mK~Hp+bO?*#h^Ptgy z(eNxNS>1KtaQ)Z`Jo=Ihhr;DiyD{n<2M3^IsG$4&VQ7mTA#h z^+x0QcKRleC9A%r9N(FKXTHc5>GT2a`zqxjH@z-lNDe(`39=0DWt>m8D?xe~6s*Fq zL8{4-`KxT8yh5khw`9vIp96Qb$)IR*^pUKkIW*!`%S}h}=8Y+6%wnF^5;A{M5zCRq zd$NL?#a!5_0k78~R~^k_1ET-D3QgUQVBEJGXq&EI;bzEAZL{7~v$zXWY=^1pcg8-l z!cpNOlo?+og^u}Ho6SkafgEw%^wBKL)mgXnxFup&7;0sO8|)tYe&#q2(Gd%%%dDhI zRbq2eyfPqoMv`FbD{8^u?|=6@{79x3Lk@JnsE;S2F#0%}e^z`qOK!nPNRi>J&Pbry z@r#T+FX!jt5BEUn(FR=j_9yqdmAz}S*KJwcLe~8;|8ZUeiM7-dXzDx~)lUUsxu=S6 z-Z^x$?AKIDS*N!!xdzEin+lz!EmYt3!>7qs^g4eDgXBa4+=bg@tje0leP5jXt1ZW_ z|H*f=pta~S_uNtoSn>1qL zRawcxbkF6Gz(cGXOF@$b4W@&m94BEWgY|kSl4ooSM0@%>09r@@tU;%(*eZY^6mo=%HZ&l}bzQ@0T-!6{F$r=%j#4Q^&lVJM&@Jvu}dADzLyewo_zQ zWhGQrN?5QU9i0J66|*w4@3EjL=KpL3m68Py>Y-!5@j^Rt^uH2TDkWDY*rTjWy-+?x z0I!nGhp}{(QhJ{S14#k)%oR<^EdGp;_0Z|1j3_K%; z1*$QhQ9dr#FM|hTimX5yTV3X>%({|_ym1Si2(n{w797^bzD=-TL4NXlSWzEd1d03M zGx#c@VwPgo3G3VVU9r zkeWI<5%ICn2xBLXh2xQ=wu7yu(x{YiSh6um*;LpDKw-fW1&Fb*fK@F+LB0;=f?c8o zj_*=Z1En+%9>>D0SOOM8z_MUZS&2}X;kJwm@?7P0R*8fS#As3h0}HZLT0*5%K+gjq z1sy9DY!k~iVyqv92&6MGzgeXy9Hi4gYp{^$LLo9Su{D%3-7vajfwk=03?yvb*|=qk zDr3CqaKs$YW^my6%IC@wSFrgp&CE%Imca6VE{6h*9 zWt^DPv$PHj-Nm;gx@P#Ml<<*p4khy&X77vprZuvF(#Ri8bjwa+IN#zM0+H|{Gybw9 z8<_(lS>JsAyojm58!>0Gxi?tbz&7U`CY(v%Slp5YOgO@#ciE{CO8~)WMxnBTf@Qjr z0%py}tg^IZ-r$*K8}FCVk2s~|u*&vbnJz^vnoh%b9`nIhLLYtu)4B}6{t!Fl&7B)w z1NP!@3*-4=woQhm;0xmWGX0t4mn=&}Au|mhhLBTArWnX{Z$_J(MlvbD7MZ`taXc$r zW&mSAoWBZ(_%`FKe8XW-NVF>B7PD;1>&Fr`FrFdHC>GZ#eCN~2V5O30gX1{P-AgUF zg<5IGXH0qkyJkrMBpJpD%q0H>jVPhAl;35tErZ*c1=9oAH^e4F@C9=o$NCjUhwNct z;07&5KSD2&`c<+MOQ8#85`C<1_O1n`!)N)M0)wP3oVE}ibl-er79#dU%#P9J4?uFnP*mR7JJ6aA2J zo%KjfR=_To5-IUMK`i)JdVOM=?KVn!uBM0|#47BkU<=$DPjg0anPbXwwbHR%-! zS=W%pB6K1_yW&-$zjOUY>N88d)Tke2&}lQBfc&3qvQ=3CmTf$k!o{t4-_6b?BZNW# zg((A~%z2Kx^&jnjN8_n18Pi}V8!TxW6J$KQm89%vejy!0Czkz&`>?PLn^XxpyT;Q_ zvu8w=Z^5I4#UYa-{67i{aiSq7hTzslzT;pFgKgFsqh>K}CZ!_Bu^Ug3#K{tOf{zy^H=@X-~~x1N_>gUPj3E(?()C1nQcJKcV;3*8n-T(S;+a0@n2H3 z%q`X?%Z0gB@w+~<#@!R!p)t#lut1p@N=Da(e|C-O@6+KV>nQ3~o@2VF-Wp?>7Utkfn29 z%F(svzpI%}s?v`yogZKZ_rQNJ?~LvMX6||aCC#|$k*&0nHC6gOqZh`1rjjS)s%&}X zR_N?DwErC~lN*&u3H&>BWfHy`=!m6@6{k&^aoPNx|DgRP!;6PC(XD?V7{LgroOG%kq$d~kWL`7KZ{{w6Gye|I7d$L z#*a#+%?Dcqwk8oTuH#`a%TFL#!M{H`j`Zx^sF&Aq|1-;VAY6+6-uwTo8S7VYI9Ll9 z^Z(eq7@S#PEkm#zs~!CJH)-7bNZN|Iy$MSN5Av2at$b}&Rq+X9|`Kx+x*JfB6LV?>>juacNvq8uUT{Yoh(};C=v7+1M?_DMHSDi$nx$1(QBL z#hup?Tr08Q)};SRd}B1g+#yt)S8z&~e&-B0-XFIfeG)YhIG+9I3`WLP!E2;csQ*)& z4`vNyiafJ&OD9{LM@yE%zax1#U*{epY(8T1A%eget}xyyT#gJOk8t&wD6+;~Z2m?5 z$2J@CnC0T3Y<;q)$^Xku)Zr1Q?*ji)KR?3l*P(K`EG}OdkNMAR{F{u>^=iDlunPxI zp2g)SUy#O?tSnOR{_`*JjX&cThN$a-zq=wFEulL%uMETe#m4PXYvtva_a@pEXLOS|GG1apd)dD z@cH3Yyo?qni~n&LOFW2m9sLg1?>mqsj1I;~NkV(ZF(&*mK-iz(@bMp?kV_cwHx{~ISDl2up}fhRX^;pvC3NV9c< zN3)J_Eh_x*c-EPJWXv)7A&cm*Bs@ER1UKF!AYV;Cbn>YLTdAJ9L95}B@;sP^WFJaV zWJ{N(fy!Ei_kSILe}QIbQ!6jjYCTle)=;tgYAsYYS}b(Ug-yP95wxtH#59N>iOYW1 z%fZ9*ZFf7A>oA%VWod|2aQ8l;U~> zlVdS4EXBDc&o$19*rn-}uto@OoOlciH*a{A%FWlnlEs2ZaT8$=PT=&tPte#nqEwZ- zXyjFir+j7bWX0EvK93CkR;-|uWYJ+UKFp7mJLfZaGV6jRtgRH#YP2AhQ<}#bG1Oy4 zx%5!7!cuxQv??1|-CKZCo%dkmpU*I*z7_wDaLp0(dz2VqgLtPhmzH1fs99K(C8Jgv=n~a znJwz+EncipA;W*}Gs|G1vV=ABH)h#~n9saa*o(nSz>x)=>7Ze?3e*8u-M1B%JXFBZ zvLc2Z_yeO^29h)eGX?IgX@~X;9B?#j4?J0gQa!6JBH+)8IdtSml8pItrkC00Vq zG9tashb|pmp=8x~RTg~Hj=e3Q7+DZ6<9DH&T8$JaU}edC`30UR6ne==Up8K-MBGs} zRwmQQM;fmk6n^h8u4>%S)4K#xQ*^Mjwlw+vr)i*P$M`%hfMr`_MMYVrJL34n)=bj+ zIX_7M9vcJme-|}dHd(1| zgUT8yFVEsws55#ts}8+7jmJ}1sua*`Qea_ahZjE=N6m}Fp?y3L?nKn(XvMsqWvG@;5X?-{>G|=c2k{`BI$WG=*W^?8E z#%bE@T^<)E{JOv%y~@%Am{J{&;(37K%x5P!Nj?(g_(T`M7gq4Wk*U){#!H<+ub1uUIilvGLCA zI%LeW7ykvDe;JCM7jEHpSZy4Cat-auv)X%lSaKIj19!P(d|h@uVKA1H0C4NNR?CYX zinvCWEJVOV&t64*9J$rIAXMBCElFq2S=!(Rx`P2DdY~v zF9`W1*Oy|lk;SP>aRe&HuX+3&^JP~e`t}kuYPSZxE`7z%HT6i-S-@IpfF_N}D8aA! zda@ME65aATX<8PSB(JTAPZcqgS-6Fzi(_L|86$A}aO_0>$ZRQN$86dBDcYye9lHtVAWeoe_l_Bl06nXW(w9OgWe7Uexsv zv@5(uSTpB;X1tRt?jr6mX|+3Yk9&X#PY5eqSu7Qc;}P*cV%-IgF5A6DR$@dC!Tq!=r%Z)mivS~S-m z|EZgz$*V^iuT(%$#5PKCqQ-bRQyd5nMj^Qw^rTHQ5RsnF&FV_Es#Yb>X3fa2UL`72 zsWokQl)@j=X>_Egf6(*>B7=@J{34DHjcrIJ%hscI?b=Yy(j}?oFBgb?Rs1i@4$@tn zX{n-G%aU^VpqkR;R}A{>yUns`Oz*PSzxQ%B{TtYv*~s;oA!X2}30NdtppJz=DAka9 z59~}WJgQLP(v4{0z0{mOnBjZ>bbh9>W%}Ka)2f=k^OXjcs6itiW_(6Zch>cwN~J4P z(T-G@tC|%jTrlWpht&kg!fq>6TD$x=uJX zhN`$ur^vrE#*9Da0PF9~QJ>8N=~3+>wW-yL(k)Sj*E9*5Y;Y>m2Q%G|mr>Lp!zr7_ z$C^|B`oG6ZPIMxaS)Td#3&W{!-PshE)n~J#4H-~uEwdW3+23ELI+OLlyBYfarxYhz zcBm!|M*8kQ@7svqhQ9&J?Op`mjX6G&WF#RIoU&^Cv)K+;zLDLSa^PDse7^(dEc-RW zA_p0j&AQ9)X3H*kzd1lS!+Sa|OXb&c?36RdoSw*L3DVM8Q`X-Q|lic5`Fyrj$S z+iWiSe;_|nWyH`+V93B5(+}*Q=?LH9HyQiR`aL$D%YonGQXjvQ3V}n*yGH-XNenzoajUTW)8IZJzn@P%D0@}V|*&RyQU3@UQaqnN&NEs zF})9wmHb57*t!rEXts(H*rirY+J7`g1L-u9#&T~u70F$lR=<;O-I+mU^Hik892@j> z>Gz*#>83rjcv3%V>DP>=?0QIP(xZ>J|3vM)Yg3gH1<0vd18U;oLiO4XrxU^A{@eXi zsYRXYOO4;$@Ki;$Si7Irz-h$ z>_dw#NAcfuTJhy?*Va;x`en(bUPEfsurW1h+k-|gyJ92`q9nSyemu2o>_NWW#?$WS zDd~h&Mno{^G-6zayEM3JEt+swen3lG+d7h^=URT1{Pr9z8{3Oo`1w%N4nt|(l~5x* zAMct)6BqnN$>IwFK5P2ZnBAX<;vdrbUxv|y38Sh1PrK;urL8omV_TZBKfpAI=zFws zWP57Vs0nrZc{2sbL(qMpBP$os@~wMm)2uF3uYO0GbNrKZGm5S*?n1TQYEi{vMX6kE zZ}Rc3MYX$c5K8#B3)HD{F&cc>1et`uSM)^;k~ek0DVo~bj~X{=O(T|`CmF*yIz>OG zRSOr}NVSt3NgOZA2}H%%$7W@}ROH zVzUiM?8%Ab<}#EH-q}Ds>w8f5X$R<={OZSpG`jCxdde@Pjr;B8)PL$03YEaaHmB*k zXMM}No0qh4&UE_o{yRGGQyX$~^PmokFOyO4e|v-`^=eAqja$&r)t8KLB>gj*+uVa{ z*RDhb^Ey+lCVo`CL=#&6Fhtx>`HP0taw8A#)--kFMT+2^X~a0f&(MsK%jnegZ8X5o zi<M(vYz2Hnr=KV2r>h}@U*0(;j=slB8y_X=U)5?50 zUDIiWni6tkDyL`HvV|#M`Fhm4QBA7SbOarHWg6(UWus`(g+O|+X&m|0b0d#|3+OgS zfKa-y=~wF4sVVt*H={xG57Q^(=37r!7mufvhyJ3C)A~`vhRtZg*4qN74HBn|xJE0- zbR^#fji_a}iM0Kyq*0QVK3(5QKlg7(zKwjT?Z98@On`u~L7oq#(e1r+s9SSi@@d(V z7VNpn`KS8Udg|NKo!lyypu8nq$ggo-s^-<6mRyJxqk6QB`Zldeb^N-~@D2CP)upqNS&U0ywc+B9xVeyzIG&+Bg*=`a4}AsXJW0(mxVPvdt# zm7bSi81{gEUpk$(?LA0~`!%3?El1Mcx8}G?^!~)J)S;0F^_+W_uJ4>cV>drCjyIz* zOTN~n37j_ET0&J^o6zYm;=YE_mHbNdLs~k#9W`w1M?>Zv%wROp(B1W;$j`GWjo){P z_AeMiOU?+|)JHy~SuHD3-G&vDD?QFLZr z`L`R>L8LLg+Ov%2Z9GR$Z!M>G9&Y5>Y&;$NDt8z`rxy*S*1nC%uirGfVEkRQcL!!t z8_xzbde;eBH`twg$Db5>M8GZ@HF!12>Ic2vMmeImBCrCh9n|YIH)Wzax_poN<0)VgW82Tv#jid!=`@~p-4nVT=`|8OLuj-!sL^^Mso93p zAoIA`d$eJ47i!X=5w++thBlrL63;L?$_ynV{b^GLe%zl@jvTulknb`P!&}(HLo|DE zC-Q6TORalNr3268&FeQhv2YOi)ODq@MG8`dx{b)o&5iuJFQ)fqOY`>hQtH>riyF5c zKub^g8^8bN@IqR)ZV&BTJD1uwtVdmb*-JuF7)T>cDdpW+nl+#``8H}s{U)!Wd-3eo z543ISI9h%!%xpG6w0>k?S|@FS(u|7J-)nlkPSCABhVJg4NBz6BCT|}<>NjH>y)!OO z65ZaqoR+QMP21K@q~@NDY3%yDW*ZP`@L6qDUi{)lj!l*d#`RA(AO-_z)nY;~e``Rw z>dp`w8EN7pT`b9Gr2xi`HU$Z&NpsFTp{G}NP*>MV)OoW&gy=Vq>Cw}_Xj)?@sy%Ec zJ-B^^{<`*nLM78iLeNus`1lMBDGe$&>m~n9sD96Be2oHBuJ0;ZH@ptzE#8EF+w?oN zb16l`j)|9J0-n+1r{`%z1yISU57P->T|^*VJAIf=T)07x@9&`&xj;qwpOeNPN&Ck5 zQne;SX!V~*Xy>BAsc3Oxk<=46PmGLuK73(j$%8CLx;>5bd?GWRE=LGkPJNIQ|Fqsa=>V3_T*&R(+LP z$Xdj&G!Czn>S+zh6yWWnHP~ zq8)VR=mzRrzXCOzeOVIRvGo4_O**l8G* z>mtevkjvPe^eW&EE$dmG%C-580>w(u-aZwmaIFEf@!$bkH?|f5jx^+`pli}-GjBlj z64OuoKzHxlq?14UQU0pK=#2kEI&<mn^~~PG_MJMN_Xzuq1D|hkyHCc^z7+1I(hLv z8ErB|wAmY^DC9u{mK~%k7yhKhOaGv&jP8?8)5yVtY4WnobnMtBn%K&PYIj{l!cLM* z>wR()9GcL&n{VmPfjLyad_|gkUfx;;(60@vkyqb&bm-J!T0MIP{kHLn#4kV5o*Cn5 z#P~(D@9;rdH>Cqrt<{PSNqbAC7#tbvNlsPU(XW5}N&A2Qg~m<#m2NW4E9Mp5dH9qL zjPay`4aU&rJGbbY+ z%a7^t`IY2Xz7kEiD0VGeVZ1htisc5CY5p_qIengvZeL3)HwxN)x2Y$UDCJF4)*qrj z7j~txPA;@S*4HVXj*RjqCztm0+ty>WYyE5*)nl%7BA7(y=d`0Lo;_&E-oy0gnsHR8 zq8lxe_cdS6P@j4gspU^w>Ga9{v~21?T6)=}q25{2jcU~FM9UAKrz2Z_qw(W5359{N zn&{8;=G{G7+A2TgZoY!Vwno}memzINmY_mi*U_D~{&ZwwUCL8+BE68_4LdrHDi*9x zLslN5gd5VhF4{1=%USZ^1?;h zI`>yP#6@KaZSGZ-syCZVJCB{E%~RV@dDp>oUi$2}gF~oTAy*o^`7j+=KABu?LFK31 z7B_DVC401>%kuXwj3(<+esoFJ#S$-5|7u0arORB}f8;Q&9NV3y?0zcIUmAUVbC*u6 z9z-PySE5yX(Y2%&mJ;d?Q0~Sv=;HeTI{r&bD&g9L{*opb$d z11X!WBB6$BNSpC^)F@~4^yTRtx^i|cwXfhzebzsuSJ#ixrKewoF)Dc%)wXk_nmwn} z!J}JgykAKw*7z5CEp?Z2>1T4ST$@HL+e4@KEu_x%s#Djcl7QBynGAHM50hRiR^Zbg z9mv_GGc7-Gn*Llfi+=uXCEXF01t$DxaGh$@X!KG#e0(p>>|LK++s!25>>$p3R=a`V z)R2a+JVaM7?4w^7Y@^p|qOjkp6Y4D?VfrAVz%Ari)R|`75SJ0J@6zq7JE?U6P?Mbk zOVwJfv|&o3?R{&Kvuk%+y8STiS^N`?o3Vm~?LkY&#`sW`hJ9$&-ovze!Ct{ zJRyyXz$AKc`L?w2W2&i^i66cRTHdNAxp$pG`%WIG^}o%a*()xHbx+ggczP|<-}4z2 zC||cfynRr zmYFsvntMyAe(B=Wa^gxl@aGQtbwV$ia)b#m9c}JXo=SDxWLksg)2S$`(rzx_wEt`a z!f;jIZGE{-E5>!D5es+FvBUdlZueSL%6FlpLnP6$5v2%lr$y(U(3=~p$+vvj^d}%P z((80uN)u)(qNwB4%()niIwqvAmI)Q^sU;~<-#w1ikz}Ny3*)O%0iP9S8;}T^>1j`H z)1LFI6TQojbBCSAyCGXUQ)!n;eCI5;vpt;2ca6El%8>3T`h4#a7}yE&yk)t&uHOkH~S>cG|)mMg1#Pp@C;5OG(5P>Rd`erTU)D5{!4pm7wAy zWQF}PjjQiUgJf;$`fw`fG?4fi$Ll|+rAG&@Tz>kgG-Q zY7e?DUGHhd>gf@ z+1?~*rLoH^mU?qKHK;p9SOWF(CSoO3ad4qEvXFVPjLNw-rE{`NhxGI3FaOHRxRk12Zt7NVpd4!r4b)vD7#-Pt)1Hzm6vF+)B z_b>qcEDq60OQBh_LaC2ujYBF2GB28MBg2kNX zKhCK|CB~)SQR^f??CX@D3N&9y-))~aQ&X1)w1w;B2HM%tnW_(w4H!hn23M!*qokc` z>H%`kQ-*4( z!;vO})^#XBHO9zPP4s$ZO>%5v<|6iN8CB0)hGss<=)d`rCb*WS7DAHqcB*d?D$stv zxVXEBs+6ih8wGn8Ek#nf{dZCGdJSmZd$Z3>t48^{9ud>NJd-MwZ$u|jG7OvlKaAG4 zD^Injn8s}Wggn*Ab*;&@&mWSpL0W2d4d8yML*+J+NOdpXCQa@Uw9o#2V4l~GTIMbdfd;_gLTznE`8-qXmExu}cK z;Mk6XdewBH$>#-AKHNDs6&PsZ#%D%Uq!KMRN#9}C`79ZrnKAeiO{iI#e#^)g5_XZB zeG!@@?XM_k2f0?OOZn(_(`kK5zkZ80wrjo(SY$cTsCvufMl-^Z|_o=JQfSnoM?$OrD}PaoYAE{ z`5bkwQ;+7|FrC}RY;Q}2tIy?se^}~ErQN3+y?A2(@TJ`K7D*5cre)1aP|dN-A}u#P zr6x;#Jz7Y$YP6zLlK0S!QKhKVU`e->jYb*hHrqLIPtNQhbdnn7sYM&OaM04(ac)$u z^A_WY@vTXf$P{T}Vg82_R+jAFmzdCc7!v#L!`k-tJjc0$2SSS{xeJ#uyja#GKM zK@o_$cM5~uN+G|U4RYsoMEf0)$dwev@AL0u2NbOp91DEHw$>FITX4yX)LIP4nBGD;Mf`7|Ml%B;n-~y%Cc_N8dxgz zU^7!|E#YWy$%8yC?Q}>B1Hwa|;Q8@iP@z z-YJYO9jc3EVu=gbAHm-cn`~AHk>j%-AMXbvmseZ3as*TJKxk_Q5|$9-%{{z+y$7wz z7J{9nEgTD1#`+Hth)xvvkW-=sjYfrhg{z^4gY-iMcT}~E#EVY?r)qTVjzZ5i;Vip2 za|Ex8HA1)QRwBWG6kwPwZlt7w9Ezi69k!xCvRYpEP&~RFj8|)$qIf<#SlQ=CQJ>%N z`3nn7Of$Zo{4E+uDT#>UuvJ6NCN1Kdc?%AWK?+NSEtW91BxfFsD}ft`;^$>!6l22MdQH$gPYONe-UAMfB$bXjQBja@*P? zU*VD%arixK6-hjsPgYEb2ggfQ&{_Kymkf10t5V5gCq)pi{GL{$Kxwa5{BK^A$(V*D z7KeW63YQWNu*+K*MO{YVN{S^^N#djGL=B2n5;zW|!qLVasVUOh*|flvK83K}vpgDi z8-_XSP9oS0Nxqz!j}|qH!XZyy6f0N~Gp<>{Qj@^%B|f>2uyT#ir=kQJMhFTPbjSi0 z1+2qkl8~AZ4V|%qwn%YFI`RE)5%EZ2l{Gn*itJw@?}DIrs)f3RB4Ruf~< zq)BiJ4M2d-0p6|^jPEw^u7!l>&-r)5UOs`oNMm?c4Z2G8!KEr=Yvp|46%%FHY{1}BgZ94N`Q`K6YyoA@NVc8OSVgm8}KhMrYNKCLr zneuhSxKmU3&{>Opc?U1QoA(VeW$v#A?{rg77vt7rea7OHVtZTGh&M zP^iUPNC_TfZpyFag1i78KYxefEqjBpK$e(>{VbB;iKH;B8A84xK9wcQF&{4r#Uu~Y(SAdGath+OTA@X1 znpTn>Odl%?4=&u;U>%X)UWXJu)Tem*DFIi1s*1w->|m3p5Q??`9nX^;*wRU5b~D3W zp%lPqK4KJ#pXr3^4Lf7llohz}I@L(d_a8?h=JX^u70nM@yF4gd&z(iu*5bDh5#(Pp;x(A*mi<(VKx4`@Cf;ucSbSx^)z1Np5-G&RDzlp+Z5ms zSxRFb+(Vp8OZ4S3iny$21^SqtmHadS@u6oh$fY>)<+4NGg89*W#S_@762Vm)7F^AP z(OK3C)hWLu_XGnp}=5NB2EHoCLkxI_knt*F7hoEK&N918P#q(lr#wz)H=;T4O`vOd7@4AUF5#MK&WaC3e`k@18T^kKK8{DLg=gvcI| zQ(+LcO$36RKdzdh&yA& zOjeLbE0{ko5T_S{N>-la3`0Eoh(gM|Vuo2F>koMJzCkO$E2=%R+5<>Af|gx&qxPy} z7*&d8J`~ugOpSqElV9-h^Cv{7sF4^K3$;2H&$o9K9kVPK*~wr_EfQj!(P`%$ghj<8 zO_PSeGYe3MO-=h0bB0a8vzluV9hZdI$WXlar6yETx=hv@c5e!c&kyl9_&T=TbH?yt zwM>FX%0j>ph-HP~InfP(r4>W^LhxF22Z5iWq1L1zE;<&;$&vV-<0@Nw1GFRqPR_7k zK5&t0*UCm@0pr=a%yX@epr=bX-~{*qOk9CNauA$%W95z^(YAXrJ*A}r21%*n1Y|asv@~0k?6?Jife}d2rXn`{8lOS(ZV$i*Ur4ciCdAV)~F>)^C_`RUp)0!4tfQvKEZSD@KK23MjR?Yu0j}c z>I=Tcq(GA#jj%`!DCP*-I$87jD}05d>g9rD6p|__=!N$#Rj1_?!!nHV$5={Yl~K^M zOk{E*C;koxvZ$(R&$u@!yG72u6iG{8!(2&lAxULzp)XBi{NJmFu7$(JXzNlo_=$|xB4H}qSJ`Is668i;uGQ!8X1f2 z9c>ZMl^npDEwUy}tSRRMCY+J0aj;aKmew}HFv8{|7@?8>@#@gh=8h>1940C=MM(6_ zDaFczAt5ENbj|)?8Fv`n zo9E!y>v%RJmP3$b)Y0p;#2{eAntt*L_|^=lH+5Lker0ir$-23Zd(mg zj|Cy{{9?4KLO49O7V6G?Ei>VHpDTZJMb)4{Cm8DxK;>z z3ARwMY(^|Ajd8$2fnwJzgA>c1XQu4%I&6O@b+3^YSP@p1k&A!SWQb9*@;^d>6M!{9 z%V?7sVJs}6;8}D`-Eo|d^I}R`Hp}qHGBOI$$m(#3X2mym;)*2G%V>nxB@)cj2xpdQOxmxR(!TN@ zLbFeVAuj;(vL~#p7=uvHO?KDEf6fx;Jf#4Nt^VdUXn1=e|Hl zSTs^o5)dAl4AQ>DqE2Nc++m6&@k-_Vil^*noQMHUiNS*!;N7t!Fz6oO&P!{w>&3R2 z255NJE-^<2KVdjw+2JIasv@>Clz5FWeY5P4tl1zLT9@ev4*QCjq!h$OMng?0xU*$2 zxa~w`E%AFZ1)FDS;`!*%bnzvGyg7*(?aRY|#|U^dn$D|?D-;Z-*)5cbR(Se*E1{R_ z(^5GeBH{=J4ORh zQ;-}Vi-fdP1V3B?rk$iHt)S4cs`nBmNXB^HELo9EmQhcxwk**(~9dhB((Y-?8GK<8Kvxq8P z7xmahs+>kwgU}cu&MmEk62SzxwVhbNiX{reshl`P$-`-hDG@f{S#yBE>Dpp-U1rM&7PcffAUJ0(dV zhCopt;U6kgA_kLek(cN6wnE+lj?!vqq1C1de2)5xXGxA|JwTj>0FhXC{4Mls2f;wW zD6mQ|bS@f)U%U6mrRt+FL^1~Ql#P5w?P#UKeyj^nP z==`~mZ6rW4KD_;GR33R6K9&zV9gbT_%7;C?Tl*mI>)9AO<2f31Z4cSTrLwjKx8GH& z2xli}RIJXvX8}8jxU2frfcD}#9A+qEYX_!chkO(GQ{LADs;l#{S{$hH7W4isLS(~Z z4z*zH@+c7(dLNhkr5~;z#a)y}{gSdxqAa@fY>mewnq$hR%IMj#zJwD@F&C)}vu!L@ zrnL>@BT}wUna>r4pO*rAr>_#q4R5h{7ZAqNXeuO)n%8@<$qY*?uB8GME0sdAqNTwx z-8v6fNSTngVec5%gVpM>kt~3K9S5>Cs+Vy_krKkpuFPXEbQ%lst|V^&r6p`^ZD7F$ zS*{5xrC!0ohtfU&>-g(lC~`Rnt80$g(&d}>I_MH21PpT7@)|R|Sz5!!#@eW`GTdk1 zN8S;3N}pJW2iM$ocTg<>dJLQs}hht9^ zaP<_=DXr}|PnA*4g7HeEG^xzVf-%g;V?~{I*S& zGVCPaBi``(Pk=T#77_6Thf3b)J82b;PN;;}w{M8KQX1kSBcZV<29GuaFmL}(w9q}p z&3Ejs0yg%7_N$k5Lb2i%xS{}+jgh9UY^{w|>>01Mv9p1KO-NA$bxK;|=Ft<`4Z;p~5|3tbQt)d5e=8=JxN-|L_OQq0y@#cHX}Epy z7CtNULYOxGPP2nnn;>8aTja81V-q~v+Q!<%=ecp#PU6G$(7bvumP|Zi ztQHtc^J?B0{W4CJtIu#W{IChrRv$pHQ&;pYB@75GEiqTQPy}V23ZZz#TznmK|5UK1M8w4kTC=uea|TeeKI&*6V8#N5jZ#Yq#p}0`;v2j~ zft4BGwT7*obZu1&KD9JBzhN&w{ZVjzH5Q@KI;d>KNoLid{ZJ@iCwh(Ah{|Kea_<>F z9+r}qyZ!{@!u~Bd`zG~o*ER_ad=HDN?J$_FCu?W6;c61wh>A<4wGFIUnsw>6%F5QH zZ?IjGF3p11!#LWl4#pjfL8Bo%F}TkXd<%<3f%?5L^Vj|;t4M<$Hc$p^LaSbjQD8!C zM6RgFclen$)T|kpZfVJPt(G2>u)NE4%xK*hH)|C^;QiZh9=sI~M>e~C`@any|7p=yV zgYR(babL{5R~VKxhGJG<1H#_pcwQ2=CH?TrXdirCKMXY9m_E!M)@6oZ)wnz8H^mPD zM_o`H~&|75d!oZG!G-s494(!?NHCPAoP*n5E4-gQ*UfSGebOr0|F2fArUQ7@a;o5 z0>c@^3PQmbu?CvAEQ(P-wa1XFHIc7aQ_T9QIqakTv143w9JOcyS0^iIqu$`byE>SC zpegUE-HfF;-(@md`o4i{d3&UVd_A4`VMOBOuNSd$#VzO)Z{Wn~dk7ma1-`{>P;KBZ=v2W9g**I)d1pFc zx`!_=cvpu${1wvbEyCW3wPEe~6BZ4)jj7FiaL=poJ`^7U0ud=` zhga54$MtV&yg7OVw_-yuEuSlp*AJ6MG(`b*2;PPVB9d*~7}yfN;X~jjL@^{R*$m5m zu7s{#+z{HLF-mBjAj-ZJY$Z33zte2$cYud_5?b}u!Zm+UG#xMqty~HM-+~bCp9-N; z1F6x$2n_m)Xa=_e6R>H@Elld|gO_zGqJSX+&p+Cr`<%rX-^8Bh*H_4XL)kQ!R-I9- z^Axlnc^M`0S3|F%!{9EtnT3B0ML=18hA#5r^Rs*<8usgl0)wZb*VGPhcecU%W4Dp0 zw!&8?H%e&`9{3dj6=jt>6)~R!;GZHk4T!#p`4j%Y7wa-8oi_!q?ma=3QOn@X?$zsu z!Nta4K#vJ%>sbXBZ;#^Xw-{9UCe6M`FRWX534JHEMZ3ebP%JG93He+wYUxaP+7jo# zd7Acs$NYI{*zXH!7AlU0J*J{#EiLXISdSBrlM#3OEP~#KV`~1(u*_EtJty@+m8wIq zu;Y15=;?#!p5+ns^e?2eSdN)ZBsvKFfPk1tu+?OII_cX-M0^P2*Ooc@FQh?lT@qFS z2QXpsdm!imF1@IXIcGWww<%UDAT|W=1HORUo0#&;>Y{McDuYq8`{Kfgq3{iCi1LOf zI2+moOSd!=T~{28^%L)+&s0COKUxdr3!& zFah(q^)Lx9k8Hr!7iz?wI)xh{!5C?A2YGEOVBFl^D4ZCHK!1OP%B&U9_!t%dXO0(+ z==0N9{Ml_R>UOydpQ0+f(pW%c_x)`g%eBvJG**>bqF>EF@LT7mxaCqB9>Z5-cpYmL zYB3388nwXKdTsGngS@zV>^d6E+K-OB>k61Sxj%d+G({_a=H?oYPkNxBWXy}cu@Unw zL_qg=8~(Zu44t4uSydr)n>PY3Hh}NUCFs?044O6mh{n|mA@+kmDoxpsnT;L!$p905 zFLw{cu-_a|q~T+=bVrK`CSyPiSJ=g`j^{Dr$3Mb+8Gk;gMfUv4e6Dc>Rb0o zYS-Orjul|*641&!IW~Q&NGy!RMD9$Fn!G2+Z+$1^jx0@bDarS@n+LP8w`+g;C4-F$#Qb%AOhBQCn?zO@6daW+!F+@ ztZelQ{^UH;8y3=ays%i3)hc4DrtuJk{d{+yvG8=?hMeyyUw$CbCl@(nkho%e!dnj5=)l|1{iuA zYrbj&L_JSDXItOsFqZgi#3hA?at!ANE#~bPytZ#+i*Wn-t19gMl$Nux5A|CmK9S&^ z=Ur2Mov0*vLS*8-V#TcP^KEfaUzgt)Wd;x>F7heRi+7M2;y0|cpZcTNq2LGj zOn#lc4xV4Yu~1$TR_A0+G3}?XQp^)VU#3|VW)mA8oxP?x2`)i`#p2ciAB2eCY6r4T z4bXs;UvyMv)`;Y#V!*3qJS^=fx6UZY$Vyc}do~*u3O366XVMXXiGX1PZSfBnX{$Z? z9*Di&$?B%9{=zUeN#dh?VXMF_#idp=`ii1!1t%&aI6EiZ>2lYy(1!65wusL;V9Hr% zD$0oBaJ%t?sQ^>U)o1yXap8L(dTWTdAC)jPYB?w?IM*@NUkVQwi_|pBi>20k#KwsTtHoF zSX>-sRjm)9=xmu<@!MtY+_y~x4~%K8LZV4%m0_+E8$|YchHy`m!f#3=jj}*8sLd!M zl55iT$aL$2D6EVpJh#678NMrOA-#G}#Bs$RjSQka zQzN>j6B}IL!5n|8I7{k-cSFr)oFl9lP`7KY%7k6`DRVX3CGmsp$8QJM_;+c zzSg1?IaZ0wgg+>FI#Wwa6W!yytF@%A-KJeqJ?Q(PN0y@;K3Sf8Aecdtm1ZVWXB*)0 zXYyso3d3QvU$??S;8yKwLzw{MOEs9xuhLVI`c3YriZ2Q4EK1U{-zi2oNA>Dwhft6^7>lW_43Zhd)7<3`bXQ>ldM;Ox%$D(x*#x2R7E zhH;}$c^>(|OOyeYw^x6QxmBv<#jPXz1PAevPC|IW-l#WSY1g>gI?w2alUh+WUNS$^ zp6dPpKj<6L9f9T}v-?M1?0e>3#cbOR5@a-Lg^4pq!m+82*58*C@pKGk zTvIqdbTd|Wg4+Al%T1F*KGKit*h^mHlnP40@`X*G_m;8+{(U7oEx+La`0XPqOz?fx z{X?)0{f{$@-1_pl&wHl(03(gk^q*8^BbA!5mS#Rhn?3b$b3qTUYG*)`0o^_q=zFaC z%!2X>i&G(O9`47V`*K!#>gICEkCNHvDK`7axTTmS~v!$fQ>%lS&Kyv)DaDR>kY+Zl%xI8BJc>NJ)oRvm_{Gbtw3Ob z-pjZt&^xot?0P>*3;d!^aok30RH1dkaRQcNLG650VXQUrr%-))y}5C&ICpm_{dzuXfisZkQm-IUcKcir!7pYM(gRSA#HjE?fyb7zb1rDstjudRoGORoIAm#n^8kv3`LEVnVUHGs%Phd)L3`vva$Do7Y%lD0g*8=OX^6g zTyJgAH-Wx?D3Wi)^xgkL>_wEhtKZPTr2MdTe9^H1Uz7P9|BX}6<>9w?H+lbQdZNZj z-*eV_tl|4t9|;X6N-G%WZ(x#<=Fj}{zLSX|r14}N_nkT5s-Th~sA^}*KXcxnVq98N zz0H-b_S!lVZl35J8^a40@u9_4Q{@!X5a)|#^9v<1R)BQEw}v*nr;{kn$cOmAs*Bb; z{>IKXFX5}F3SWF&Y7Z7MBwqoZEPPb$8f^WB+CI_hr~uEHT*zmJmlfMe{wT)|>=_ zu4tYg=DnZog4y2!nFfosk+#4kJZUu~}gcu$DP`R_2Hzb6qN`>P zF}RmVwu_+jdY2(u=LU`Hy;OGy(@v^7uBD9T&N2_H2l#M~jy{#i;6U_wZFcngF+fK+ zO*;CASHMA|K1~sER#!eLL+Rsuh$U5&cw_R`s$^3<;q3D*PsKcJxh4{oj3vuYzE?qZ z;{f3WqY58}NCof>s-$~EN*CTZFKgkvR+ExZ`9l8jACy+YXeFA+m)`Tu^jF=yn9{<@ z7UQ5@+ZySJmY^csM0&ihd%4FgHX}#LI-MY{;hn+7Hf~UHEMIu!eKnF>i!(9#_8K0K`c7CCTZ#XE|HGuJc-=ijeZSUT=uA@9Zd8N~&6Nk-}*eoO*qYA7SID z$rqB@S2%vcrS+Cw6g#pL;*_?RbxaaTNjFmIr=fc7$(eMKWvOV3{a!>kl~c$0{hj{| zvBWnAnund1dYaA`;~Lzs0nZb=yTfwzeX|lU(t;FS91ochJsTxR8pfU|^Ve>b7Fgi< zcC0uJZ8tYhy%tb`QL?;~BIFSEPyG)4+Qxrn_eXg1ct@_CP_)o_gtzM=J<$bI2=Ce} z&qb2$N3kyP>S$j4u{0~)&AES}8aO%kyYr6KNZ4fxP^d&{xjuNL$z8t?OPL>V^4$*4 z?z!9a??f?yr`cIS$xam~-4>sJa;`qLxvAe3*jG_5 zXVe6`(bVYmDL@ODtqh0AwO3JMT>hUKw$pt_x84hlE0q}Uo%1>BRI(F^a?L_MIn{1W zz~s!|&+fbmfW3NJO`lXEsRU&BJ@A9Zgl>Pu`p->3_}EPr;d?5Taaf7Kv^~lV;CP#X z?0;7_80ESRtEkNk!F*t4A2I}P9Vv2y{8H8yu%FNQII%Ry zauwhD&pBu&7FLCQQw9Z|%Bd|WBmmx5uUUDVS>S;P;5MLR0YZaZ?MG@C3%>z}jyeaS zd29hh2gr;~P-yk-Fm_cqI4#2_MVayEfR%tBMZ)LSkhE64vr};TI6Z-W8a-hC6MYS& zdhNd4+>+Did$fGnCUgu!JtCq2wCY~@weQ!?${1q+re1oqc38zmL@!RXFEi8E9LAET zHF-KcCkV6B#o72QL8x9@j)CoErg=8a0hGl}p}gLs8n4O$p^j~iOSF|G*%$|$aw90O zSFJ;R45=Yg-%+=7>A$+Bl*`EooNX~n`((98mKDWLEt;)?>^6ajWoe{eHl=BE>5b^?{3HvhBc4+76))a{SHI5czCEl^~tPenB;vwJObr9G)u5( zDCEIff7y(h=avAOIFN!4b=NnRm`za^C&FEy{=GEsJANn9vCe&2Hv5ew2n$@V3voA{ zsFQaJnM!KS=iQgl520qH#x}BHweapR$1_Pi=KrY2k)qgmOBYC&C6ftMr||BLxy_i! z0!Swja}p2$pC#W?%kI$Jw{>s0zDl@wij6pe zti|m*&*e?6SZ==JMucZ~c4uMVD{X%-BRm^k*31Bo!bb5MgA%I4JRw(QsapzV^%v8 z?xh#;8dY196YB2y3Dx+W`lPHeBh0#_7|Wfjc+VodFRZ%gcUmIncI{;&Q8(dJyf0qL z3~xBWyx)SvwBdkxLHJ<8>Cq{950gY zgn3)2OWS-COio}eUQWa|0gue2eyvZ;o{s5I3kx0g>inL9UvCSm1U(XZ@OPXW!rc#Az&jY3*+Q036GxUrx{S+tO*;-wmrh7$8xpvS}7Q`S8NARA} za`;JtTSKR7FB%~65t*sa+Ndv#Q!|{5q%V>7X@J*u!<#P{VkcWx2zf+^thXhtqLfPrJ=YP?zL=c)vi z-}%LOe`_f_xEO4Zgf^>O;bnykOUEAb*FJ8XfZ$mu|3mMFSY2a{15Ok1BEAWN$ZtWW z@fV*vzp!Wu#lXDZx{kOvJ6B6`M0GYd9}EwJjUfT#%6qEw#8+PJ2_sc;^#JpJ!4?R= zo}d$LZAH+<){kwbnTx7Q!MfBxL3DWsUc0TzDho!vIADLxA;iepf4|WPv*Sp_ifqg~ z&Hr~ToMeoHbMfj_L$QtXRA|Dy)pT=4u8duqNU=a zAH^m9Up5J?{qOMLvVf?#MqE9%B(?D00qt_w|77cb>Y=sh`YS8!v;V1=S_n3}Lt)#)TPbZG_8$fal1Tsn literal 0 HcmV?d00001 diff --git a/data/multimodal_test_samples/images/1*GFJ9 TnLk2oDnVGtXAwARw.png b/data/multimodal_test_samples/images/1*GFJ9 TnLk2oDnVGtXAwARw.png new file mode 100644 index 0000000000000000000000000000000000000000..5deba3bcde4faefcce2f5665d2dccf919b1839c3 GIT binary patch literal 36532 zcmbq)Wl$YW6eap_cbA6-4G`Sj-Q5Z9?(XjH1PJnQ2rda09D@79-5r*1w`!|)_vikZ zp6Qyo)6+eD@9A@HM=L8zp&$|>LO?*E$ViK;LO?)ve4cN^13r%$@8h3Eg0GCYh`Lwa z*&CXlnnuA#VlQKR2g#qDMr@*DS)23?&9Z3bb@6b*FgE%?OWlZN>kQ{Icg=vKxbMe( z)9`F_9&Q!R`u2Y`bbD=Rxjnw)tXb+xi5h$*_@G8ju}l^X!dBDEi1@N_QHu;x1T(zSW8cJnJ{mm3uuFbX*`^2>oPhyTAfd#iBK4mWF0(}O}=mDSV1Jq7sMP8*e% zgM23s|5fkeI9MC-B$kmF52xK)(3k z&bXOe|5}VwQ~Pnx#1BR1o;P*vR@xzn44t=f$xvGdx;O|%xmY5q_C)87g>T5Xj0YvL z2+Kh6_P$0&HoPOy zw#7l)baA{SS6;@%G}9=|I8A7`KcuE$D^_MLgHtBg^d~@nTWx)1CoIlC6XfpAK#_jr!N#w8y`dcD4#9~)8 zlaBL%h*kd5+k=B~%449^r!jJ7%H(|QHXD+hs9lC=F;U{_}ohOU=^9Cr6}PS3pFW zrl94(uks<=k-nW0!uH?&Rwqs4FlgtnCU)oVZ#(bFc1GAgi6%3FlKnTCCTC3(hjH*M z;Zu6A+Bko0@qnoclGnA_OVikdPWhJy#EB}%cT^u`#QSi#z)*|i1~+IA(&)-20h$^L zZ)5fb7c(5rgZLTSGo<)hi6<;x#`bjBpN7%b2FcsMw#QejXHZ0E{k_%9QU&kz$i&*nz&v&n+3AN=`bcJsP~FE>4& zT*S0NWxh?xg7h#}O=dwq4r(~B0E#J^@Ud@LT_5kXm#=3$uXO%N!AK;+XJTS4+lt%; z29fEpY{|~HY=ynB4F3kYXiI9y>~Y61-fOBz4%ej?B1*}{DG_Wz@)P$`n2ZC)mVJBo zX<}T3u)ZfyHQt<*vzIMc-+Jdwmi?~zX+kGPh8p34T-T@b=rdO_|Yc0x8DB1E&Qtt z#vTLlAnNWbJ>-}jP6~kRv|98jH@}_U7e~`}4g(Lfj%1~mh;OY=;o}#~&vU)_nnzS_ zMxx70q)-4_9ig3lb~H73jT5dK`9y_}4*8(fF8robCMzM>9tdt8eEJror`dlwNJXJ4 zeBHqqJ7pE(0js_VDSGjaGqEE)@#KL;HYPt)hrgBF+S7xR(9T%%n0a*g+Kih^_SH;S zQHjIkvj_fh>N3? z-7va_47tfmJ{~qQWUvR{7?^^==?7xs)H+yghRyKF8v&{UFM|W~3zbOE#LS z*)-B!x&5^UjjzB_lI|-)O1=O0fC}OklhE}u$z8qLzEj4USsc^w6p@pl?amY=wz_w&f87aS4s;jH z4EzvVv#s4Rxv0Y%6M6_Z|F(&K=iL~}=N+*dLd(})+Ecm~9C5ei=i>Lypbz)7u0!)G z@E}r`>?lv$A^E1S$gH$?ZFGh|&ABh|D;G&}ZP01;(2KtCgHK~~kIH4q3ULkN~WQww41h{?s)tGF)$EZh2|2! zy{iQOkmA?2i*2NPp6<8JTmLBCp~~YuMpE}rB@e1o% zPc|Jf+AXw<0d8j(IWPO5^Sr$jbg+GAwfB1PabV_ocwYqE!Gq~ zDns*(dU%4+$`-p$A6r*CXYfp0eHOcZ&_6G38@zK)IUyHx{h>o z*FFA$J=G#D!p2|E9VaG)=zMB+F=49{k$0m#sQ%bKd7Sw+hy#b1Zj)Y#|Tb`o<9O@%!CCKUh&Mw{+u0A zFmoT-%}MATaY38GwI|~$yO$_6nKGt2l2;pl${kDe)&Go+K&~?>EUA0|Y&Pv8I@w`H z<#9CMl*5nA3Q||07U0otVU=R#RFi7QMQ6bxX#Ji55}J-a1_^s?7W0_|@ave50wNVX zW?0wDH1>t$nt@JMk0%*%frFc(Z2tuP3|KlO+q@XT@AAx1;(H3B-iA<^h7x06BVGh| zUUCq@t3f3JO(?-cJ|>mLiAwvUrT*%ZR+@mwem=mNW_}SNd=hot8`&AQpnV7?plD(J z7g|r#GBg~^w(Es%Fm-fGrS}7hUH-oaP1Dm%t3o1=vrad7{A%`sH6zayr0;=Z{}$(M zlZ7Yw=He4TDyOH|qOQ(!$>bCiT6}p_iBi>|>;38;HN6Lp(i^Lv$*lB{GOykw-|f!; z4$(xeME5$J#y1|cqF1st0d6=BO6HeWHz&$B^c`IIz}>EC3l2b96%pU~zv3~B5Gs2f zgSE2{bH%GA?ZV5B+bRaJ+#TVPW@{r-D{j z1F&p1I=eyOqoBcH$*>~ESB#3b3^OS+^sEw5*)q7VP)A7W(q7Avini1??*`EWJtyKa znP@#&1H`GH^S(wFLR6E86UF`1s&mFqJTWa>kmG`)$r$sme2fD;wMupI>!cz_peE9s zk>>VMpj-&pjy6w|3vx@kzVZ4tiTkO-FhM;iw|_h7v3o%+T!Z>8 zL?qJvF-A2JE>XVc@2)&H50U5(Ea9xkGw;8Iszofs7+Bv(`9Ykvj0yWVtFf{A+6K;{J?y&ek6vJP)a6)i;&x}k6YB7?FaL$G7`+g<3=`+am$4F_4J(1vO zeyB&U(B`ooutcbp3$JA>Hh1JZjU#*gVBT9(c`=^+rShWJ=mc@-lwwRc-O!1d%U1_W z)n;~AIxa$~4NL|(!8Qh*2)o``*61%pg?U7R=uG*uIec`~R2@U8=8+FXs5#$b5$6s( ziXv*r^Ih2;VrDgE&i|Dj)=AoJ>}nhuvoDo#S`>{aRy!>|Ih7LQU71sYBcKI0G8ustMd zWnBEEw`X3C7Il#ybrPcd)5{z2HP=cdY%cUi=3ixKc^{JUJsE~O&v|H1Jh_htB}liT3^8|w5iGnf3xY4B~G@^zxo z#|@g59-%FTb>C{;sY@kvzn!YN$20_py?sTpj4&rhR+`%tF;L%r8dU1T&PfZAvdm!o z$YlyHExR#0_38lBDpQm@(E;%W`aNwP4_GOh&82~!E*Gfk-KSuIOB|u`9W6LD=Ii6J z_C2NDw~vOc=oY;1Tkuw$+b=aZwcAQ^47@#rW&zCrJN=A=up}Zrrf-$r9T?|o1CI1U zz8D#sH6dRp;15>$W}1iN6RN({jA`twe8&`WMels#u${iGn#S=AXioj;+*jhft>q<+ z9@6l-7D6iir2@72L(y$hGfKmZb!Uc6S7+Dq2Yh}fBgt6y4nLkyc^YYL^bTM2!bb~< zQq8F7n0nFN=ET(3IyS*zIEUDMKWbzpdvT8(m`S0!-#Nn`5T18L`H+9h%(V-@6b|Cck9~ zMvb)4VB}%E#p(J9wcj4+IjFh~&>N=ILG_e@ z+oeB~$4}5;$KaA~=p{i}UU+#tMi%pvkcEcU)AeL@Ol(hVM|Lt`;3os#n**8WDEiv4 z#(Po?V*ao|`%TFrYPgFIn*)*(-OP@d{WjZt*lcnJcBJx8G40XJRu~=sQpYha*-Yqf zQ(QZ{XhaQ7Skk&TSYcdf9c9U7VvYfXDMFD+wdGCh*kj7dz=wEOCRGQy$f09NS2-@x z6qqs=M)Bl^OUxC(31aDLJjud0CrVTqB(5E_L^_tjbQc62I^x$~fN;^H-7h5a*(Dtk{MbUq})E=d9Jn<(}rA)&(KjII~AuvQaI2|V!gNudRBxW10@_Dnk$y!{V zVCy@G!l7-oB>S}Qgsp#s4 zBuC0R(|`0BrU2e+#d@~C{_pOPzoXKPy#0gm`a0W`4u-$-c95$<@pAyy2 z-+vfx|NC$fTxer;h|5+_ZOiZcb_RbSLs1W6fnT*u;c?tD8M=c~UytM}0(f>MR^R*smBF zHU@|2@3QQ>T(8xZcr2pltxO1%<&6upvr|TrIqdBJIB=~`e#VL?uJ5>)>IcC-Xu5d2 z9^7rxnu4Q>r&x9gA4s=QyYxo)7+&Jd)h*80T|P&q#;(UIO)XcV&9_^xB}hL zD=x<*HNRAq|pC!If^YzU6L18%7Rf}Vp;@Gf0T9*Bbr!}Jns8` zDD1d@uCO-z%0t^hf;PFgPjCh;&JxXSQW#|smMmvLa)zrcuKra6{Vnd#NPdIs$pH!* zvp(Fz%CWk`jM~d{YoP4J7p$B0iz7)#aDq$ys}ohQl4w%XhYcxL8%yHOCPpaK#>j*} zo#^A&5v0(`x9}`xM=+%XGwg28bL^kW@fAm~B!+JJe+06hT-XKGR>L7qyA3PHL9HcPP5D3j5Tu+Yvx@YX{{1%XMnh@&U`%vN#}Xf%NA zo{pYVs2%EZfXT0OL)_>X9SS3;UaK8PGV=uki{^*0(FZOvkRDFn5|HK!`t>v-KkP=S zGly#u7ZFmaIaSk-`V&nKb5j_Yv2_%FPa+XnsnTJ7*SX|{lARPFJ4}RuKx)rJh|3fpt1J!K8J#09X)qfds+33SS zazcMui5R&nGeLGVYph3HMHS2O|8Qw@+HxD7_JS?;>K9BSs-ASsS+w#`s3UV!o>udn z+Mc#H3=^saoVBk*DH4cc=*9@YS&^{rG53YML>p86Hyp12&4rMA8M{LD=xZT|kn?Os za%P01&v+R9fv(}Y+jIr~sZ@F$En8!xk)YVP`oc)9F2oq4%c$xyEU8`4iEA;HA@&fG zxY;dq#EGL>6FtVVjk4#mo4WKc?!uUBHPGTb=bY++qq(^sVdmtWL14Vp1i2^24x)ge zT5lt{u+zLpGLjuL@v%h7XbC6J&IwBk936n(Zr_RjdDT1`>0U0Ee1#u+RJA;!Dgy$J z=_7_KM7~oa?F2ZA#+y)c2BJ`{RSv{NW}@*s>|@p_rw?xHCE$ofrO8^>55&;d8&9OT z9~Pt}oT9Lp?&5QpOENKhezyLOGET^Nj%HRSvzXa^uGh^0G+w}?p?36dzKj0ckJ?1t zj-3BOJfXVMIUDu-LbT>jgnDAll0&%pxc?&jC$RA3acM<3xiE~)PjO=md_~h1xLKV< z|Ic>Lv=jAb`3VrzZ6ZI*|3koXpyI7gHj4|tR)7m>N9IwFYmTfJJ)N`kisakZCP<6W zW^6|B6~~4#sZHLlj;zNN>}3l5@c@-ls_!?sq->6Tu{fwjai*{+(XHRvggzR>`@$Xcqzw^XBV)KFk60obzuwk~hXnm_Qf%!98oE)j9Vwnv z2gUD42$3l8;#hF{Ie!NoUsUxWKl40VQ|!n*Ra1`Rp_tK~z|IEz9VFsfzGDOrl2FYF z15pOf*8o%AMx#iXLJ-m%bTbRZ=Tfl7!z+!73u0|w*DR~y7Oc@ptq9zd%0=$KGn#UZ zBy5A-LsFBl3)I`^E2236DS`l8zAIXc*iqQN2;<-HvWeK8$3Gr5 zfL~6sKlq~G(xB{Dv9b-qF*V7Kt4Gq&L5&f*MkTBqE!NYCjB%S~D^sRwX#eh(Rs6FS zkcLC2kXdlkWai6eRG(=%{5By_ukw|7>LmR)cTF8~pEslaI;7hjM6f1%bt2Lxh+R7@ z*ZneyU|(#f)PolyQ2MWkBOjC&Ls1SSjFR^jB21sWNpVsN`)+b7qsPp<4Ol=c>X~IU zchUvqEO1HMHnOC4IwXly{GNkO8gs%tBE+Ggiaz4vT*Kq%LgDSh+-IA zjgR3eopS&=Cj@TpD<%)zGt`877mE-KYUEA>u#WIavN%b@Y{rf%QP5fB`i^_TFIq$+ zNiw_=sLKRG`t|`^HYU@%r|2tn!v~@ejAh`?T@lu3Sx{+@xIsu!P&@6(z@&1;{+9k{sOuu}> zy%)>hdIFQ!(Qu0nk0`5h5=GVFBoXJq$CfweT_QijQd9ndMTU5!e_y#fW9NhbsEMOI zPe8=F+e3=FYXbVrM{UYTcU9)i1t96+0ppY$4}Zx{bGpm>W(>=u!ldD_i}tWnb%j`H z-P}O>d%<>~nNjtQt~f$=T`OSnJrEqYbCLMHUH08E;lxKM)9hcc*_WT(Dwa&V@AWZr zb#TL3U)qB^4!4i1%ZdMOuTAX&CIdKkri)U4uILP;pVn*<4!w#SXx2qGap5_wY&Pld z_(YhICc9j39=Mh>C6`~i-uL1-<;;pFc!zCg8IAJ%W(U;OF}%J|)D4IqhwjNnJsy87 zI6u3n2C6FFJ=a0rnS8|N4gL~W+#JX!gG0&lBjJ9s?Tp|lid|jMA4u;q9MB*=95)u~ z2h;^M7aQ5~*wa68l`v27c3@tw1HaTYGp%KCC%pU$w?)`IKy&3e;&qB%aMuq!7Rc+Z zrQW%S;?)^;i3o*mns)8$Ye)YvRBT@p z6=2Idb_~7v;f10lSg5q`jZ|1)Fi4#jqonp*!_CEPmjNkL4;i)h%NC)cl;5UKzxBw& z?=N+?bfX=GKdZ3|h$ia#r_%D-UkQn2Z`bNZTKN!B>PL85Ri`xC^Yj<#4%|DgJBHl1 zmKO8H9*D&F-V!GDjHJm6^0HO z*|vumcwF_gIh8B1<;|x}?FnU%$dFC#$$n_|Rmqm=?_9{W8yF=n-thVec1-ftmFW)B zlj0RFx86ONbsDC+%13962Nvv=o#@mRRi%xyq`S-xbLhhck_}&ZcMr5*I$88V zPtlWK(V$>!!EHTcnFv;dSz0op58fxD`!7^3kp-nOg&6*U=nh%rO7dtX2A=m~kCg=j z%Zi4>#>_;7b%Vw{yG9Pwu*jwj{XMxMRo1m9tZovT0?6yM}}+dXt_!9h#RvXbr+@U?zRFFqw< zKQ+off%N)t2-%ZU-2{9$B`Bf|s_WtDW`>C#-dsgJpim0LPxX>h``tQ&1-@{-3?sS6 z+Gb;wj*Fta4C`(fWlU>?qz?M6iK4^;o&F~z2D#&KU8bL=>GcEJp84H#!j1{E)4&N3 zcG1;sqQrBWEM1)U_4aUM7x-k=M}x2-l$r+pt#@1(!oUnc2XiIQDIYTH2$2p*iNYKi z?g*UKi#3s^5A{e@80A z$9VCtR6sHus>O6m>4#bI2x}j!6!lsuJt20|!J#5_oNT%BM?mp`sz?g8*he)^b*@8|ZLF8DNph%Q4`W$Is9>M8o=w>7w6N>8 zejmHMf<=`ZgyxHS$-A#X-4bwv>#)j3XW?g|l-S);vv!dOu0kOKhA=eaePR5S4h|5Q zVE6!QseCJC>07A6|2!Y679g=>>(ru1epc9HI^@?!6~N&uW$h}w{ETS7r#R&N>X+@~ zbg@8BX7fUgq>SMEdH}UY1uU~^rD>WnvQPhVPg^h=kp7%5h{hu-j=1RtO<>dbb$~cO z2s?)859{XiNw9l8Qq&CP!@vHDuNXPL3`IO95hrgxUOUaK@0C#16ueO$y{u$_Dky8U zi1tZ%3+jl`_H*>I6bL9ISPcGDK;Td4RnY*L5z84Wss$UVpuayEDQ}2NwzbSF$Ni8uA4}+Q6Oo4LfDgd{K0Fx3*jjc;6oU-hI~2|NMFtbwf1+HQ@Vo0@sA9Zj z{!W(~Cz9-&(SXx*ihk9?|Bgi&p$@H*UdeaL2V|Y3DT}ujt8r?h!32%!VpnQ=$sFAD zOgFGL#aHUpgv=d?pu5oR?}hLfhn;AnpQ@mRe08C7NP@Deak|?6>yc&Dj_5xYo#Hod z-$1T~85D_jB3GP8?~&4N0Dt+CC5IuTPDB8C@s$k(Va^VOb23~)gam#FoH~AD?pv2vI-ZF-D1M6@=BRvN zPf{RAJouL52Q`a~)a5A~tab(;=Cjqkg0Q-Z>UIb72w4>y*6qky^!y@nxW+m3MWM35 zEO>BN?yOzS0V+X#Wln}>vwf`?&cmO9f zv1#9Bsn#sL_*x|vGk3Hnmj>is8U-#VImR(q1UMiP%ZUBZ+Lt|eou4q76>9$@@=#l< zWO#BaIWIR7{#Ep#Pk$J-vybv>5^%f5GvFS<#E?DLT;%lw!Cmm84;Ft;d*n%l23n#K zDsC9^CYEi<(z%JMEvqYC`X($ZMv_pux+l?zYqy-BHR~P0Qs4U7Ys+lM0)h2 zC)4)dP;T^^7Db-pby1GYD-XkNUuzo+h}#qd+i(&jc|Rp{ehnGRO*gIp7z^0Jp3vU7 zcPOWzz9P*eDJjC_lAqWv{N+Hw9_l=IA9&(9qM9qpqIh395<%jjPzf2b4JM_%Cw$iFDCDlCW=)?m0C0ilhBbIJys2IZBAvNz3(QV>X8$&5IQ3Xu6B z?3zYEOsb4LuYdDF1Fw?wUj$H#;~(A%0GyEU#N-cpF(FhuUA5-IC1KBizMEvcB=FU+ z{^bp!g5Z>w$(!C+Ss~EC0@jiL*Cg7JU@Xq&TL`-p%vqM|nb~n+fmn&6b!Z{*2#M3C zq?aK*-rxxA7GXtSfC+)jLS1?X~i9=v= z@5$BAX|iMZMGcjMwA*BnpLF&DIY0HX1WS{qV(}>Cp}GCg{8&3?eljtMpo;j~1Uc(L z8_CfR96cBpRBF7`NXjLqr2%td&BNiTNiL+5@Hl9BxY2S&D*dQ^Z^)20SFQ4f#!ypW z&q`7qS-XmAmB0#rNlcv&cVv7!BKED?A6NaHT{QhG-7qAP-8(s}0`%FI&$Tb02N8Wx z)cMURR&oAyC-&>iiKs3zsdP$O^iB@(XPxM4_gx}b>v)Rb7T;D zzAB6mt+iZne*Zw=-)M+vuMvFiTs`!>8d7{+vLo+ueHh^4N$?yQOsepJkSZvaLFA7U zq!el3oXaTuRTwNyBYQH2y@CRZktW@5 ziLab&B7F32TK1MH<5ej#i{wcfJ?&qQSzgS{(ba`=cd<|`05s)LUHjeH?Id z_ncx5C|nk8?1%8PlOa0a5}zJnW(<6!BFiJAQ@N5@anMQQ9nAQI9zF*SeCHA56l^SW zBH4|kQT~e$o{`;4`VDb*rm3BHQe21|Hhh51Cmr!H%Wp1G5$6?zyyK`0RXBe`>OlEH zvPE7jx1%#bIPWpoGHrR#O(=Ov1ue)PlQa5~89i;WpI{FX-^W!-N-D&R8JT$nYxgKd zVce#CA96R$%B_C#rqHYk<-O)PbibN9pJqrbr<;B#GR_+J-Cz(`Nri1?34L{~rLG68 z=>)AwhZ2dLIx&3p6}Y^l=;Ht_qVPtfg}=Ti*&JqM-cETwcx@px7%OE>3s1%~3IEPf z4FJuZgDwG)f%|4FDpLIR*37d#CnD>3=1C>Ox`|j7SY=F-&5KB0hEfx>#FZOL1roTh zLXAaK*~sP!tf?BCT2013pf|cn`#}b1?eE(nmo`k;b6uB7g7LStDRhNeV-l<`<~zTL zl4#J7Ke+wPpV$zvpb{*xYOF@W0!TdkmGCv-gvP|W%1PhrrR{jGHNs42Jd)wlc682FVrkx--LiLaIXbrlg}L4v7wYnQg}ZTv3#k7M=_c!f6#kJ z-hJ#|j2L37EwhLCp)u(_aJB1*q4 zqH()gz(%ZMmvIq^!wiCsxEVv}5e)R1`)}6Uw=I#D_`f)ftgr2mIP{`t%ZzM{uTfzP zp?#Si>Ri|Z&ssoicI}a^gH>D|&iam@5IOjLSJnhE8w?@IVaXMLN)N(F60jfxf>Q*6 z7>5ldOLk#rZs-Ax=x_n^z13k%nxU%xu+3%A*~v%-s<8S}HFQ3zfF=&y_gyNK{u9Jg zTA)4PI6DL`i(3xTyB>vrzRx%2MIAigRTc9+IFn=Ow>J$oO8APc7m96X}nYMP&j)-zpXi@bj-J5xMY*z{{t? z3T15__eJ~G$1ou=`hcihG%qX|hgk1c9YL*8_f#SJ8y5MEAiD{Q%1c@*svDvyc#N?%?}Nlmd~6e!8+T^{KJnU#yK zKY;pH?V86rDZpX-VlQaXhIz}Ib_`Y-Pq#c<|j!4 z3)e2}uYT@2;QOFDYMbIH)3Cx9TwdNd98iYeJ3u$jVPbH%qEtM{gPQM<4~4@np^w~V zpX1IUBhDYXtwUxkBhK6i5nYar zXGY+V1s|vJb-KB9LZQk-xVRV0lOw&DE_}-?1q-5H_sXYHTe7UwL!4TZC1_nnu*hpd zi2qjMdOZp{Y~?9WD`;*5`l(Ke@lc2gJW?h1fw4;&?k&;1cuj00>M(~lAuLGgo-akBR$ zbb=1rZ3)^Tth<319E1<+;*TDb`-KiOqOhx*DKRGAZT1MLd|2ulsAwzb%ZIU|9JQEV zP6lBoJ+wi6#qScdX5BrO<#3Ut4MpnTx`KhM?CM<@_a3ML7zR|5(A_kd53>Re?D7}c zCPLJ$$@s9cWawj>`)ncEgR;8GBy19j^VeN;Uc`q4$-5qo ziHeX@0g^gfO+chaOW0!#Vd^OAaH5^RUW-OO+!&reP($>I6WXkSgnCecR{uP2DWdBK z;#Q6U+`)0N;cPqrZ7kqNSh5=gxLAX;uUD5(J}c8jX4)j=dDPS-fmjt>e?M5#rR`Zm zvS7)Bn0R6mXm_YFlID2r-OX0)<096#p%IM8jlRkE{q6v!$O)cQY_L(y!IGEnMMvq(cg`sVV#D)ifvfw_-_b)u)S z$%x|^F})ES_=zwoAEx|uKHQ|dKfKaeV>vIs3kQta5b_-JQ%X5;jo+rW=z6I zRblQc0NDCi5`-$5qp*Cv3RzIc4S8HNf5b4JFts!){*$XWQcoy+`Prn?Xefp6%lx=; zkK6eBoQdp)A$fA)G!n6x8;eiX)9Ek?!rqeTaM;AWg0+`;Ws)?U-)EOUyvv{nWy)~1 zAsK}>VPEQxi!x(!XHuF=Wz0AR3brIkj-%bAz7x4{qC2wU@?60FQKn^9U)&eAj+3gP zz`e?y1%V`&=!C^Nijad^|b z#q+zq&mJyEbV&&7D> zB=b|W>L^W;H7fISv$ydo+COhIkDX&O?s1kq`>={%AwUF~sV^IPnC<~j-~@}7#9 zU6GC)R*(7X8k^WxJFs+_m&X6pDZA>dOf2|wI8v-ZP-NFs^eoL+CeCY~fgBYb>EqG- zg4}GDD-kQoRit`sLiNI&@`eRH^eRb533uA1Z5~8NX$3Dk!=||g%~6B=K1Fz_>f+r^ zKmJ3UfS1qlLT=v#;bJ_lfKNxF;K_mMSDq~T0plkrmnJ&SuZBk4Eox?60!3MM6Y~Q zyHykMNqhH^!c);~9q8Q#axmAvDBdROOOFk<1k*6L)N~NC+mIL{rAAWG5%i zraytYW#fpU-764qJQJN?RyJ^#P}`tW^s$q>!nytkVAWE7&ipNvG7)ie?^G7q{;-zq zsA&ck0S;Y3DIg8T7!T~oN268LrfD&0DT;KSmB@G(MF6*@WW!+iR+_#xX_eUfJh@$q zwe}%8_L`id`Ypmfn~Wp}c6v~}b1+Y}__8xv-Z10>q=0N9Y~SQ6>`UUeSL41rOTsix zhGX5(k={@Yix>z^3z0!toGwQmleeF{YudwZ0>`qqW(=R%QXPKr`avUY!&FdkOdy2? z5i-Y!mSMo^HaX_9ekCoO$zDq87S0-_|)F+bE*&{o{vNNyG{o z*^ImthAUvd`L|z$F^O)oFuHws&dQY<93#1m8r{DwH50kCW{%CRZjC6_k0Ps9i;t@d0c!P3vjma2^N zIvUfd$~&+-LKOH!Pwv}(aNAF!kBawG*N_%CWt!5yS4H8Bs=ss-nyU<#6q8`(7+o&@ zl2CCFAl)%y%Ahw7d+`7bWy^&o1ieW*Aj$h4RS4$Qk%$u{v@B z|H3ARQ#douK1$FEBasoB7D;37CrhenNJh3Fie~^gGlKOsg7PYS)XAC$?kyn6Y;NK* zB%9rQrbYP&su-8H`TK%!DlCa!jgvDCAT)-~k3}d|2^b>x&sEM(^pC?I%mqS6)Q*!w#Phj3Qej23ybk0 zC&n7N4al4QR&nFwH+lr7)k$e-pc3QY<%b<)(%2St>%<%@*;THR3BQx{tIS2^e9+Q` z0F}{pZACySUX=%#Hh&Z`C>RUS{ii^VMl@a3^ za4m@vmz6kmN!ZoCaw@D$l=A}N!EY!ixIJji#2ysrrNS~E%$R0D`kJUWaGcmewGn6g z9IQXOE}MBU3ipPXvzwJTQahLxzL#!Kb6GdJiJ2qr$p(azM|rT(Mv8+i_OA^I27inQ zr!pUsdM6^pDuNq1MBu8phzSu{cnK6V2%KUHj8^`Fpm?Asm5SsR-M=qSi%unxb3@+KB_A6M98c#j)u7ew!%yZc^~Ry7o?)-laP}jly`cOXh3sS(%ITIh7lB#z?2@PM2(fcE)($k|=rb2RKfPN6Iv*y&B0 zW)v6H>{avMi#j30Lmc&q$Y^SxPy(Y`RJfzYxjPxK$7fjSqHEln*@LcBtPBtx{uJ@D z-hXo)d^mij*kq4<0;&$bXnj91yr@qMLQ%9W`#*O&Ygf|#UqI_WMxZZYN*P0mJ$p4T`rCv`q7e#*or8zX@3O2h^;h9R0`q} zQ^oLv6;(CBw;HniRg!`)L46z&eQU)#WJST&p?-`D;h1!c@8UGLoD&_A$|LGbmLAU9 zJ|v(Ty>?=Y(SzF;_@^&WflBRHtG$BZF9x&yGy=b_W}PG;TjrKhT*r1Li!>;6r2Z0u z5ra_jR~hbkFD4G$8O~Y=5ppg%BHg)MB<4?dO&U9^;%{$Nsr2d9#P`2J=yju(2T;d7 zJ-cqUyr}vaO0SaHh@Fnwd`~HdKW!^IAHS((Vfi~1Gc^y$CvU^f7Te^+?k$qM{-Zr4 zNQkDBP52AIurlld>q!tOv@`m~`X%|H0_V)^+acaS*7@ioqm$}i{2v_jnaT60#S_$V znm_1@I+#ffjFz@}%_V1kx>UxZ7{A;r!j!4Pf-zQ&zp~Fui}4ZvKN%RAx&NhLNP!gA za$O>F@N`hdFD^F?>i79DFI2XFyB?{dq%FGj`~HQ^ZGwkYOZz^m0XYowM9_z}sKSy& zc`@GU7oqB>44r!Q>rf?wUz+zzCa*SrTyfh?!2}yJt?GDMC;)y4!+R| zVs3FAW()(i?lej-sp)3}G$0qWO8!n`Q)6%E+a|>7c_%9jlm|V$;hKP4a!ykb!8GBk zSj$9duu$d~$~fv&T(rcOw@Drqn1=JTlJusr<3+!NgWBnQlbOO=^AF&VLyrN8`|l`@bV?mv zTYrMZIys1&Q1f0{Jho$7RTZz`xnHY;R^2oFW(Lv)N1e1kb^k%&4~u#;o*FZ5jk#jT zO+F)`hZloY@T+Hz0l1TS@|wRRB5mCB?y~pgLuv%?rYjt{`IsBt`)TS(4&~KTbfaAV zeRzNeI5)VUA;*)%0SF}Ja`Nb@As+TW16RM7>|s-@CU}dFjVi$E@AcQcoAaKur`Y@t z-rh1Ou5aD?#ogWA-QC?KxCVz1+}+(92@u>h&`5&2OVHrj0fM{x?fmztbM~pbZ{4c* z!~3nPtGjxwHRqb^={d&p8>kgNA^=M=bAf+^cO6$&$p+*4F~M?~i9PXYx4Byuy&3KC zy-X#+LrbE%-*!BYy8>q((0UilA9PV|fp{*}BLqnX({7LchEHghE$MEs(+mQF1?o}C zFW;k>m#z0Ba*^&;?8o=73RHGWllR@qf|<9qX+N-C-qWtv)t9gw3(V{>ZSR&QEq!iH zeZP(0yLRum6O4R*3Sy(Dy>I(Pv3quz)9{KW#kAf4|AH+-?%ZwG?$=4p{H`0Vs>SnjM%YBleT(>qkvkJV zHLb79OK&&+5&lGu#ALVmxsIS}(}_LpGB-6tm8nekxP2636Wc+~Qq&$irvViDz=S=X zdTrN0J;auReMO_g-zTbup!1RIwrW1g7SRGDfq`ozweEb-UwcJO>v~V#bXQ3N{|-hS zO8*YFPPZ+h@DRL^5e5bI!XZmf9u6X{pzu)MYc$cy-E0zG5V{g$x*~x6KI*kd1@O$6I|r^3Px6WFT`9396ABdV?r+z`U_yZry}vf3kWHL%2a8 z%WwG!nN09iHUX!WMQDlMr;unZW<5h2zC_7~Y;S&WpX(Pj!;k1l2mhE9*1~QB$WO`f z_>CK0aqNT+-|g)-c?J+^!LD3NamQ$1f3mpsP=+-ZocrB)Kkf5dsvsM-o9o*d+PmKG zTM=RW{qrcrKEMG)n;&FyiIDBYr5AEB@czk&reeY-46%Z%r^;kB(FGB zvfCNQP9&jAZMrtB&4OdtKyE1?^l<`OoX%av!TVxJt#yo9;DGQ@nt-na3S%$wM2%qO zxmW+D1V;(d7`K?9d4LXJNJT zamBjgP#+OWk(jgBGIpiey(*yv ztg(ZVXC;)i5fN-(F1*vuu`tDHA@FCy!x=s z9_|K#;dk{Y%ofHK5mZzsWW#Uh%$+Gz1*0mcPpbKvVR3859Aq2=L<3aL2Czy|ZF!;f z?LL-$gGoA}A|ZZ8w8mX-2j^3fC)|yZKgdsa^RGB&rk11^4Bu7hF~PaXSCtGjX+ODqh5}3`O2e-6si6T4IfYnKtvT@K9WKfZ@=!JW%3b@9m@b7 z4#ft~=2+P<6e_@_chR+?34p{Q!JF-Hj?E%SK_Ek`@IRsPNW~ZjB0G_{&O;2Zy-1k? z#c1zr>M79l4t9r_T}l5VW9Qjji~*F5s~9MhmO3j^*?jW)uuUZyMRNDCb+fh@WXncE z??$5mCuFG-G{G@f;W)60Zazk_QjnJ^kkj&}5~=Wflti3!t`x>gu}74NNZl6*&2MI#p>q>&&45fI?5u|=!Q)x;8I070(14hO}x||Z$GCZ|QES!b22+L-$ zt7@cCdH}vljGIy3?%$??b z7sHnv8K%ds2zAHp#SXK_ixp|Ch>~^kIvo*BhhM5^>_%XH}-F zE1M%8X{t)d4YqP-#?cO~cSRiuntyu+D*5jJeim*hQ!GFA}8QVPErSDhQi) zD2D|6+mcv75_BJ#=2J}UNQ&6cDhLIMTpGZ&bhGnj8t8 zT}maPjLw>6;%gZ2lnc2gIhhb}2h@DYm)vHSeC$lt$7{RSrMf>e#u0760PC`q!iGq= zzPfUQ$q?jGX;Q=NDA-b|p5J5$3?NY_lGv<-Ss~6{`_go+4~p8nwsEbR=H;9RG}qHY znjltB*Jj9Sr26iW3bV=3&$p1x*2!g7Cz}rj!==dt#tI{vuZ8tn#VVsuyX<|=SR@75 zLiAay$r_|@^I>(pNo&aoG~YiVv(V!0${&(yv6)lviyr-!*W=2@icP}?2#b@S&|ABl zHuZO8MRwNrO%!GEHZo$;I1p6Ypy7z2=Gx;+@fQ_7)I(>SuRUU%)e;nbO zv8^@_nuj|!g=b3DvAYKZaLuG%Xrn;iqQKF$WCX{!Icp?1qH&3gcL!ZCj|dMuqHb*ViCv)jw$uzhrccn_Ji8af57`-f`IZ*takfY4=6XCvs^ z(16{vv>uPbZdSlj?10tpDu~du{ufmXby1~z0Sp-`k8DE)^=x12m?lV%JUTLMh(*!< z+@u#9R2)vpUujd^a*UG`S5ec@*Flm~mDA5Vm;DQL1jw-UtzudFW>|vkUdx&8P(hT{ zlAQqaK%S4HANS{0U`OMb64>1Op|EGk(t$IR7LR^t|7D&?-%e~Lq4TjleC|r%hJ=|$ za(BDb{IoxWd`~*4fta5-p&R-{hE+E&nTbOwBwU>G%_Y#+k5lO!p(Tc5^)-mY$_co{ z=|-INJAZj&Hv<8#ngzKUZz7bNjevNtn}L&4=yLm_a92)rQhcs()i!eWW8%>(oHmBK zU~ZIlWEja6XYrGPAQF1Vj8pBgba=pe?&(0)5>)Sbs>s4{2a-pQ(PkXk~bLEC7aebnI~-$A}h zp@$OsODIJ8MAs;-s?!&^uZ%Vh$XS4EV&+m&(>IfEGCy!=-Ag6VC)gRi0}T>8x0WfB zF9)uzAyVwjM(1K2=^<1wkK-b&>ut?8+1Z2uayhPo%H^I-d9nOoFM>c3^nEbr)4L@tAciwV5%Ge<$a@XZ+Ghiw zH&c{(SIwNuC-6cwpvBsFY(O&%WEj;hxj`)+u#0r{Vk-r!Oz(9VQ-p?<)?6GLUJk+} zFu!?b5?V)-u2fykYnc7V7~&!rpAzB88x`oNIfakJ9pP6a70rWomoO>qo@CK2sQ>Ig zM54V>;^kp{P%@|N&(1Tdl#SGTvW{b*@>p&r5@yt3PtNfQ zfqh7SgedQ(lTZ9b?JnW_QrbqirLtuF@}L@b)O^&icd!V{FRyAi5X1KqFWN573br$1 zZ{3-wth^J^%9O8*QhYRC@k!&}F>wZz`g4(>`bij+|L7$F1UcbOP-y~=LdE6KhEzUj zTa-eb0?DcJovCQhXNCo%t!0=ZZq~BZz}j2*P^YfIfeZkGA*$sq+K}BK-lL^1>dIw@3_+6_Q9piBh6z zkDGn*Y9dyl(3h3bU&$j#j)<*Z+(EQ?hZ^!$2bwM=Bq}Ya3+LHpZpi1!cOdSP8*KJv zVJ6L7k*L+DMlxJ-0OSX@xcz(Bx!wrT4J|7*B{`1l@_BP8n1CRUeMmS7e4f=ueZ*CB;x zcJ5{4^W~3mbnM^7OQISoAb!X*6}GDgD>7LrXZr}}YcNP-MI=USmhTQU+W#gNfbw0c z=AtJfJM`_O@mz{NtDZ zhC(uZm;T?v^}i|E>G3E!ej&$`G3oioQzCN9Fz=I(wUp1O~k;=jS?&ud~8?cPLK8Pb&O36-AfJg0}N|OKVMtPdXXHHR2 z^yj|GgUsD*%}8i)>ZaHpjoRrqibBOG=GJlaNDJyP5&R35Yl(IvIrT~qBDf=Jg7S2Y zECEva2jTDgZW39-0G=nW3frQ##1kN9#J+~8!<5B=wc+x)4#hbio;4qSEg3rsmmr2) zZ|epMIu66E4uYReiG)tZNH#W^Ie!9yx#ezM2=XF&oS8V9K(N|wzMN)xa_k3I;a!Op zcSC|$DBlDex2lAmFV`|XcVKft+hD89#sXO#NL{9gIQOMYD9H}_o`l1NMN@=r7I}PI z29&91zv!m30YF+a*KyWVeZ>62OgRp+ea$WVT8SU798f0Ns^X1Xfx9qFtcISEJe$!c zzjqDpQbG{;ldaTE0^_d_cyTU{y8>Y)(T-^Ax(0!}pnB@I39dSLrDlC-z(del!xXL4 z9QoPBcp8NDCUzCKoHxrjpIrB4V_@Z7Y86VL+<1E7wLpJi6bH)DnoXZ*nx1RBrx z(+*a$lEh)qXK`SdP{F>BLH4{v0$B|#eo@G4gZ= zi=lARQ2ZbW@0TPDLg3I?H;>}XLl9ntRTZKNVREwlwJ?BO8WNjvMVgsuR|7aEWeht3 z6?Y#qpE-tdM<+@V26!0D!@_QFyVjV+#IUB~7XBWQv+GYK2 z^X^1YTEW-P`}YO_UwzM!(!h4hgHx#xe(eu~>alX!K_1^vdf$Y)^SJr(3KiBn|N0LQ z{oI1g>!>f`Ji!8n^e;MWoB)$fHIkLf4Ok=Q$7CF)MBE?N)sT7Z>6yO}l^+nkI@%Yb z%L^&bLZIeqnHMVJO>cWokV_H%E$#hl}O^T-dn^vxJCF-hXuM@!Luv0kTsI*{su&#f0o%$9hqmhJc7y-;snqreyo+ zVde+7lJyhdS7YQT)POu5xIuYu0CsweQxDmsq-TDDI6I^Qs$6-5IMaB;k!00#t5byxORdV0XZgnS9Ad(4ry9ODsLW08zDCf#^{ zr?X2rX+E$~;4#;NB0do;tKPWX{3M2RSiT$Mb67jyT}VLwvSRjXy4#--@-S6^qf`tO zkpth{KGjUo1C4{!H(+}pMcRMa1N)V>z}LP+dm>*GYC>Hpg_#;@$JA$fP#R!5)3Y20 zzSC1Rs`8Xks;gDN59=NHjgG6-uxchP@SOFLN?b3K85B!C*~V{T{EM-$v1?8JR|Eau zhd&OIb-&dAuy_9T2A7zhn+%SpKi9AG$0CEpFq5zDdT>~?N{_@pApI$@N(ntLwkjlU z=RYwBVZo$nhklVqNg?Mq2RX-^Q?pxMPaIlT)~8akcTNP6qck(W+O;+z+i)hjBUWGz z#SMkv4wKp}qpg9EU@+2&%z|s7n1o2c6rgnGh0*T=W6tQb;TBnC=bQDAy5$nv5y+bw zJ|)(0C#*;u;LTY;9{)q8U#y5aM$&r~9&XOS#Nik+hy`aJ`hxtvuuE@T`Ikcd7in(g z@p=^$<8LAMa2O(cAXJ={6urK4Ou}RmSL*#)gaBRCc~fC4tn5X_ zvqcu?P{VseS$%#QcI^*teOHohP)`b5n0iZ0OLp98X;exd_kC@xb7HQ}Gf7c5-#(@E zH%$%KKR`a6DOio_9PzBo+%0ko#BC0w)hLp2mPfo~I-V~K;zt;Ifm_B;J`LoK;vIOm zqH6!TpzzrxB#+WA{hyz|vJ41FXCHjUt3dL9N1fpCr-e%beCr`#(9%wcd~p$&1PXE8R4=JtPL=@`G!a?p@@sv z5&)rZro%2CWI|_&pK!+D+$?}ceZDSA>34*kMVx=h4Ry_eZC(Pe)a*it*m(6M6f=r{ zuDcPCgq)U`0RGWraRz=2N%(!pj2@j_tqS$2#bIwFOq-TXi_H`YH`7!)z4Ex~T^Qe5Vsf8y zFR){?Xxa}V{vL({H9p>B1ZmkcgC-_kS%P`dM@vb`THGNUYKMyOi)ip(kxoBejbv3f z)K^Q^mtyRn5Xp&PzaI1l(sWk{!wDd;8_lFb5h0C)BBtWYc${XBkhq1@8C3J8A1MR( zvE~vq47Am(BE}}Vhepu2MAvfMIEww*-zgTy?I!6ui->6CC$#z;9HS#8hw@94xOT)C zqm&g9(kHni9oX)K94-MGgJu2CA@&~z^|Z8H6kQiluV0xp zeVK@f3)ayVZZKBw_=+1|i@#F+JsIOW(72+jf|9bl-yl7$=1seyivHx026h8w+)jfE z@UwT=7Ul_Yv3~_(2J0b*$UBd&Z5cJKYHV%rS`7VS={@;QbzgfY?5J5+`cChsqbYi3559DHYpYMq^s2Tgo z$#la|h-t)qFv(KS+$ShwjUw?CD>GkSxBO7<@`PLJWy}4<_+~$;fDam$D@g9_I8UGW zj^P28Cf?k>k5&d==w%~iG?gPTi@H5$Q{p7)X6`5-1Nlpj8uk z6s`Go;^*Ka3Ms382nY(D2mHNuWv-a}yEIur*lf%J(dbZ3y40t_uUloMn=mhr5NP?Z z9|jwTXlX*T1oF=nC?pa37zRQ&Se+iE&>VE>Ew4j9(u|6!VPUdlTO~mTKcK^ZdF@6V z-|CF)zpkBt$%Bpd*!O1pJKfGy$nFK(Vj}4?@#Z;A@S-(x&`BXuhkfoU)qd&g3Jllx z$CHbM)?yxy!&fwA^tjYC!EUr83@H8m1FdYQ<~062rI5Ht%(;R%ZzNiOmI1S~_-!Xj zNG41pW>Py57ct$Nnex*onR$$J5N4{)1`Nq&^q2bQp3koze{XCgWLxrXrbY1uxPCfR zcv_83zE2MDJDwocIGgI9|8A7B*@<}k@%-cZ+=$hO>g`d_OHcX$M-LEq$!z0#v`H|w z5SrUDnzeJ>6W%>j|9lZ=8DpwPN2a%yuz08D;g#pF^0e-;J;1N=T!o&Ow{bug4xjNK zu}IeZ@BZuk=hVom92sX39Y3QNP3Y2{&n5hv?gWvA5$C1Z zPJ-4(h~J75?Dvn4fo5VRK7Utkm2N_6dd)tdFYd)0mz51$?^haxP?NIn5!~EvlS~A2Gn{c#s2E| zX0!NeXx`&5=6#|QKrdxh!<`QtX_K%)rxAw$C6D(DM2AVNs|?`D(!;IEHx5yvOG8M| zmjbh$uh}lOA5p$o13E2Y^br0&5|EcsPV3w}E3S9{S;Y0_P8sg))1agE)_Ki9srTy=76%YPy&@XazZDm&`YsD!uR}%Zb%nCOV5_qU_5tlq4>Y|)XJfKVi=}co=UJiqo+GPXOTG>XqX9f z!(?}>O$hc$`|KDVbkYC9b2wN>^cx%bc1_v~79aDkL+x>;F#I<64qN6mzM*wICH$zj z#aq4ejOzegd%cu2#PI&hn%4F3=O5R8bi3_tTGVgzA4A04U1UDp2vD4#G$vaKPMre~ z$hai$o3X}-EipgGM4s>?Yd-vd2B^xES4x=Fk;ToM3W!xlola0a@M z#bx8ucBIGukmQD#*2ITWkjej$ydFe42iYpZ*G!EGyMjA2Ex3e`q?Cg^Wf}rtEF@W4 z*BZ{-^n$6=mEZ+S{#U)Y2qD@1Qj{5~Ce>iG+q+y7_CH=Q0)7F~kOGGmuh{QJy%mxA z43%aV-oN?NW7#;CstT#zML{7I@F{9Kp^3D&Wl=VrjkBi_ z@ebz16(Ltxn}O@!m!Q@ZCB#fnee20tM;t1hMq%r&i^VNbHn({88M42KJC5_4rZcCy-t0oTkX>JuaLrYrstV^i27$6@{)ou+=z*&7Cn=zI z`WB@I(|S*u^Mz%klXa1^&^FJ@DKGtz8tM$m)>-?jtSI;+pD<^==M!o z8hH3E#n6KAn806d4yswWh%xe9wNJzRJQ;cx$pikrG|0$$CS!;?XkIESppRjKh?Ww+ zdW)z3p&W4$o8Y5`HpA?iIs1Uew_m-|!NZPS}^S&fMf|_3nboW-$T;1&vqa6Air7N_)8%?wG=(TmbrXHy-azPOYCehd4(r& zFN!1wGW89^Z2K_7b75Vr6-(bXn0b7XiM`jtPH-kL_egjp)MWMU?^!{7ZZ}!JjUini z96*_BH`*42<(S7&Aa=U&=!c~z09E2ulL=k61o&Z~tJyck% zKH#}kHH$|u&bfbsdlJ5#!J-fG_)_~1a%SBG=BMXw2gHB$1O0~HJeJxZBW~}mi8}j; zI#bbfAov4SPMMMX>E=NM;pPc+YM!EyFzSyB49tu?X~thvcYyB49#{&8SNnjD(A&L* zxH8G3Fx@ei9Zbc*Z=rq~b7uquZ7A zbcar%kiSqCJ`&kH7+=*Zi%n6trX*HlKFETlGa?-S>Ui-n@p{LeF&OnR{lOf~P9B*M zLK4Y(t`M!?S#ERQm*Lt6kX0*v#=_X?MD1qEa~oO9-q}4Gpuo#?2Tx%gUzo`$;S6CS z8h$+%^2mnlRgKbsuf=7b<&Pzzk?1(0$a`p}jd)8_K)0w@DSwdrs^+7R^?fAHku~JW z2DVg`4cyBz$Y;?k&6b|c%MdUf)yu=`(ZbmGP@}1>6XIwwj}UMc)`E`^WDf4kMjqmo zpfHmiB75#di8OZcf(Zq4a;y@t`bO^~az9I7x(j8YL00?95i}tcw$VWZ%jEedf4`W< z5jH_u^FsYMS5;P@Oop7tX|l+KTzZ#Ql;cR){tash7POCpug1G>EKdoF?{nFxiG$?f zwnF;H7%s(nOMt-dbTsHYIIok(!d(0v{8~!tbghtdodRL0LsTl4apdPMCJl0^WnW+E zWQ)|odzQg7R3Q$*b6K- z(VbAJ2P(!u|9=9-Ou@~Z-9t3AF_@U3EY07#s4_|IG2xXx*Ioqc;hB_(EI^_Ay3rbH z*M5`k^Ztg=?pP_dAzqqdqrcsyg_LVAPw@--d_iq_)2pzC9wPU$*HZ-Hj}3Hn4|&9t zqjc?D#E~GLfC$;3IzU!W7cl6H*E~rq)=@ec(BeS}N;~xXm2nXL{;Cqs0U=~dR-AWF z^-VN(bg9j(jaoBzL|GazjkJacy+o$|Rh>_)-v{b;?`UQe)S zXvn(NUrOq6*OX?nI8rKr>lL!^-L{)}x~1pNvj5d0HNlR736gjR%3V9QafeJG8M+$U zFP#iIB(DYej{LL4a6}#dd||VJ<`R+28!3v&h)8Fjl@1q+s=_4HY)ixrgRLh8y{8GHogF%*Ot0AKd%pAZ zY#FBY^D(gxm&T+Srx%n$Zeg`H;MT(0G4SP@&dNFO_i3rxDkpkm)33U3*; z?5gix_|-R}Hh>(1X%5^cRJ0UMoE*)_b`q>GL3AlHpBR1`O({-=!QM+((Vhd?H!cSL zbkqmdbpq&bcsS=gMN|8v2N|lClm)w?d+`)mhxQC0$y-E;YHdliKQsz$HZp=&PwPYb z;n{$AlDUE0i+*L4bsRjFOVfV`fe;FqQ~Z~I3UZl-w)CTRNm*v7A6~pf2Yk>dfH_T0 zXVFfvvk6kv`}c3EC_4@vNb6F{*G9-&_z2;KpHu^U%7f0JDRYve_}Zs$%WG&ha*Q`k zgxeSc(GVSKheS3-#RoG-PoAD9fPM*yl5daQg*mcWXbImij8j%T-BUv_BnfFO}DgZ0mwL z{Q(7=sC?C|n!mrjp6o6k3Rt4#h#pE%ZEjWj5E6~p>u-z@UBz`XV=R2ZvvR_--AdSA zO{K3sQPkE1^*H7>NX{pHUzbQ;)hHSUPnYv8qPYYupBrV)rkv7e5=Ffp2bR0ohz2Ao zC!`04c&Ks+1i5a4z%&p}$>ksHGWi3@hc^M~LG17+>1@Bc3?dviXlQ6;FWkBGQ>28$ zBj2;ILkX@#p>5rf!_pQs#-T2{MU@QLIs0pz#zbI<1siFhAuMXk3<>@)!F|oCnJ)w+ z$p^xk`-ii@Q4|?a&yn%P;hSMRC>@-zqrMd1{yq9A zNw`Oz%d8Z5){*eu1-DYw+kUSwpUHn(sq~j(BK`0N{1^J;?5+^)#T z!<&iw}b(2{&^K^frqn9fA74m&$`$@e1BKQ84AmqC#dCD9#q!KUkC^UV;Imc4)#3N=TiZ;CEbhoj9eXcxGr6!Z9Q^d77q|mG#i3T z#}y5W=eq){aU1Ctc0uwPb1s)rq_sm1^} z4|#5yJfr#Xf6*zD7$gxRBSLM{8|75%;n#?&K_aB+->YHT!vB~IBU8!@fY~Q0lsP2K zFR%Y1XG8=2MJ^)rfi8tlQpd;XutRF>6y`>3&b4gH#3j!_a5~9*@4@)Lj##=?)uxX{)ak=wJ2W zyi(;9;8b-PZ?uL={r}YqDcqahYh^E? zC?kk*Maf##MhmlM-xJz$QC$F#YvL1}h3$S0z?T7J72e(#YEkVpd3_JAcs8N7mjn_6 zkE=%p>U7ik3yz^ivl1t3=tCsLB7j595wwjDVrLyN<&}41D zW|OGY0<&l@B2hib1b?GvM@%KNL}fAJivS4(uWY&Oe7C|W&M{$TuJpt)GKI}z-7ivL z%g!C7&Em*b%K(Bm{kO1$zD;J2n2s1^L7S31ew?O*BUg}At#^w9i}R6BQ6H9LD)?0q zb+NYh88K?0{lCH2O+%ZNGygaJL4s_6A_zR-KmUyg!d@nR+WetaNU7+X zixjmb28z$N5T4B2Dqgx$8NU9fL8Bwkd-dl@>xM2P zl${`nG@}qqo6xCn89N*1UJ}>dC%E`sx?bgk3oBTq?t1*r955!%>h?Dd+#NrU{)5e0)Vd%)0wLpmvQ{h$G0`^_y;|{O1rN{x~JYdYi@Oy|IfByB>4mdP=!dh;06*_2ed|w`wLbV6OQCZh;prS- zg8DRU!%^~;5e4W zkCn0hFhuj%YqM#qn8usPBz=Yo`AK1na7Eqt(8!={%+;!p*9|BfKK(vp`h8-N^SnF1 zncwJF$|)JP5iUtLLa;%#Q! zd7mQcs3cnOw(nI6yND(Lg7xJqaR&z60aMA~cn*2K4xEK*pCGfSD#P^JhT?iZ&$+FQAR9bpEF1}vCN!t4!BXZ^Av|iSVp!j zH4tSMM#xS%z*=<$wFY>#strj2oI>{YQ8`fJ^uIqFU!={PO^(jgDL7;FINv zvt?jBX7sf(gs0t4Sg|`}5^x zY2+NuHIig<-?%lts5$Q4sj=7G8^nIfz>X+owbzP_%l=8jD?#><8mvEag@7?rR^NZ$ zMRF2pi~T@;x=ygs9G-f}$~G7Ris?gu3zbxr3kx{+Jh-n_Hri>gYkV0}9dq$f!aYT# zBn;`uWlNFcqI?u>P&!|oEg!uhro1>$i1(-%#)pQ(8{f72NB!eIF#O3VHjCj!oOGae zKtFnXoB|F-L}`77RZ%Yk9k%Jl_KHeawhlI|Qg)`}yr z7V*8MPFBnA0v*dLTdXf$JS9N*vG}i=g6p&^MHxYZm5@vrC*99F@9MayTAcilxSqz?rI+ z57%@*Sa5#s%jW>Hb0?#>AEv*qh87J^5gjZ-6rL42s7!H&=c^rs znXoZ))kIx4cYgd#Zy!`O(D+DbrYOeE)o>E(#`9fv_j<+p)iWbE!Fn21X`>yFA9(_#z%WG$oq^4JFBR!;qw^v&FyGzTAN_X;7iM=mF#-0wttGm%c zRD)lhaKh`wXD+Xd)QDexfvi%k)Y9+EH_jtg(?8Ht8(Ja^y8`Q1Yg#TPm5Dqx4NvO5 z7)?6OPo16xGqxngBd(QX*kFm?rZOXH);|@FRr**Q%MfA4ZblNz!zGDi312 zk$uD1y2#so0r>2v;GK*S+~mdA`*hxz3XFL4rpET%oSg1njaNS2xzd*izN%2)n^pgf zwtSLaKjRKh+UUy9Q4Z>O{~r3uyR(0_#~$+C;Qgm$#q8;f z)4f*cX%^h0iVNPl@LW*c_LtOv3YI;ldwGKmTQP7t%&6zSEBYBtRgB;*>E1lea^m&F z@ua^8zkFlQxp(|S&;I)#OU}eJWB4(P3z{X6@HnYsV4{D@ddCfX+i>?4(#i8_z}tFR zun5ORbQFA>_J`yNX2G{ibbi0fI_~9o-%Yx(h9Ja|F)ue&%TBG=s5mPe0byxnQN-$FX;|&jYC@iMm z@%Hfe+u^5;)s&>39NYkhS#Q%c(Ue@gh`EkK-LHdMM{;SD(kR!g5|8q`E#QEc=$Sv* zrbY_W?eK`De{8m(GaM4EPn=|#5t)apE?$Rda3RMgX~cdiq=I7>k6oTTK$#Q;nh-(o zKk7_+qdB?v*?YreiDzUQ$&QA{IN6Lcj0+-Yt_scvL92?TwWV@@_w=E@)txwf>Q8zC ziz+tU>v@z4Hr2qRXeJf%>)dsB{UFI2eYWl02M3WZOJSZh@9lbj5*L9SjayCbufjie zzD3VRi$!}J?PI|2q3cQt_Wo9IIabBm-nj4u1t>)+S_UXFLvjzcY%Cl6K+{RWp!qam z{@{)Jp`4_bIXN37;7JB|1a$@OooC2w1|YXp1Ml=Q?C98$)Z?U|x@sEs~e zMU6-u^>%7*-$0Or9Yf?_Kee2+HAebi1NBp$#K%&PzOgxs7nSs~=y}+^tIb{DcmR@} z(;Ca_{YCMhiB`gv)wE6jOwXTtQm11!6sPuK$ew|{BT5pi@EB9KY@zKh9qQj6Bm@2S z+)9&I2lCN3T)K^8Nu#A-EU>!Soi;+RSe+E;RHL6N{8ECR!sZXE2gjx0Z8pnf#wP_L z#2mxUSuiqX@SJ3%Ng9LNi5OLNT+-PFew#3r4n@wa97SC#2;~R7%d$+HhTYh%yS)2C zFH#Y^`hNx?B+e3lEgd{6sMhEh3e7`jm5P^*&9)1FCg%q&z5Af8q!n`v)2u%k@RK*4W|__=#}LcdjiQnStVV3k$M5Oh>5&BliCG! zAyxkm_|J@DLo%q%HyBl%3C zsKMF+U;SVx(0}b}i)PVMX48xOlt+Gwb963D?>eoY@HeO{K-pMUw;;d>zv7?xE(^EE zQwR5iBIy)HCsV$eK-*5!yMvb#)d9 z|D+$5IL%qWtc4<*+O^-RGE+i8gN^#vR-5On&+Z8iGdIghR+~)5&X?yKtyBr?XB!=w zA3nG_Nz+)Ak4Xn}1+64F6WwFS`xeb+up`7lWU{Ir_u4o}T+_}Om}uJ>(6hL?aUGv;sHd~`>^Fq@QN8r&bt=%AUhipH>vcL(~0)_jqY zvc$T+jsl(f$Y~AAgW{D64F~uRv6p&W{hso2?}f7&F~MQXs3@UiC^Yw|j#RHAap#8f zrY5gcEO7L&nz%aRp&ua3tbbqNFgz8GNlZ_+5_|QXxq%{WuM0Ry`&q;3l>D;!&75-? z_cPE&6OQZ5Aig@2-*V-Yh3m_g62Uol@#Ta+YOvjUF6eU`iFRTI8Y9`dzpm37NVBl%R|drV#79mHR1-E4H0FD$C*M={Pjf)Vw-kg z7o8c_BKnUj{|tNb`Dh9*NalrDs6D-op$^`*2{5pbNIywELdQP_011(SSDCyn!K99C zLYgI(4L&~&yYsn&E#!WldyZNeu<)InXyNZq7~-%oYbMo)xl7Q{Ml7BZ7k0?k)=v)2 zIIbgZ=}!nDZPXFfP8j{Ij2!6N=#$<=iiy9Y14oUGl75OCBuuVxr+^E!$v|RXIn9qW z#_3}gKgsQZ=D37qsXtoKzQdPHTWVXA?g?Uy8%BEiW{Vjr5(5P+ zIr+|yM9z7rl=?n1qLI#_7gaGpBP-XJTv%&;$?F%8HMx0`F736Ps$m}bs~15vv~*+i_`gEM3s zqM5Pr@TBUEl2|gZ4&zvAgTSFmeW=fy@i-Qw>adGF@2}^%V^&0OA>19l-_Kq$pB8Fi zg<6-8_Fb>9m|NxcHO~$}f$L~HADqs*tk*}(Gmid0Gt^oxu0t#ET&oO@+lF<8_2hna zxHGjT8+p6uoT(;i9R6vA4mKYD$-3T`w~O1c?{?oKB*0FMx$AYHCFuJ^byk#lvL3n^ zxSk}B?^<=e=-x5#h_c%DE!la`Yx&+)K2W|5`rK*nOs~xCkv;NzWBB@+{Jv{d8}9nq zB3j*mcgS8p7fyHgiPqs)a9o|gx65&pR$JQ>X&};{b9?N4Q;uKh_dlGQO!Gb|V#&9G2guExoW{{HAwhdlGaveF zQml@JIm5`xVfXG)s5NOZxoudytN)bF7b){@;kiwFfo>`&YDb7@$vr+jzE#y(UIbpV zloN|IczplEfc@n@!z#EETqhKf_Z7Q+TZ*cxfHt;PW6HdL!7#i&LvqqoV&Z4-N%*|( zA0m9=M4MT!vUgQIQm8C`bWOxcz03V|->jLZ_$PhUPKQ?8^Sc|_>;F^Nc|J9PZgE&e zg&0kQ&;+C}K?p@!sEI^H5?Z7;DV7zMr3DaJ0w_%)AVnlsL5hH)^bQi~CBRBR=>!dg zNDsXkFq^$IcW3U0egA?p@0s)Aedjs92O#8)&|%KGGC5T%(-DZA`O9f;+#EUK5tTGt z=*;+;;1)ps`X?3M>u2;-V{{nLd`^D6U@fyZNDZaRvHS>xb12gUI1bFDk?GZ}p++jn zb%K@n`7<(3qCTHG>ik)?Gay^)v~R;>uah!FHim8HTRNAKCOWKp=pcbal&koX3|(LK z&HK{w2a;M+Gg*>jA-}oNDUmkvt3$-ihT)Yn%qw$^e{1?E;VDzR2KkxJka~`y3|k1Gh3Ncb_G#V)Xh(aT*%10JlxyusxL;QU|F#TY)S^r_ zIQWED)`U`dfkr-8ZuAqQhwW|z?r?B8GHB_p!6J`V(nlF#D+g`_w{t~mnEWeh!i-bU zIC<4$Jh1Fhf?5*qgj1W6^bX2=501N+Y>jK`W$U@jY_d*Yq2HU6X2na6?I$!kFR6$$ z0^Mok=A0Mx=pD{nnHaFyXwq2K=ItlexF3MKIXFEVry^Sdn$)KW z0jiRLv)KzAAtnJgyn=gOTaBzC{?r`Oh0O2$M7LYGn8@;}K09C=s-dH>SpDXY7n=6o zUI{1q;h$h)y^4eL8^Z)Lk`3uFW_Nmo`{xGjPN|snUyOw*8>kDW!X*h@aKn`I0Vc_qX`$b`>w5YEl?wPqym z09zW=QxBV6Eu0kmE;lPoF9Rm(dJFY!Cc3p`#5h6T3bSO^nggcM93-!2S;c4aN^R?T z%B97tdMg4>$tAkDsx=21r|c+#yHh{t2#B!Wx1|cN>ZBB{A4$l$uc`>SPb@3Q&r?A` z1844jQ!9EDJbL@1R7}dX*pW-o3VM?oarBI-R4q^F?!}W;yDf2(a&TQiA=EGa`9bgb zPB)iz6ME6ci<#C$NoDgBVqgNrQ6q7e^ptBzpBo~VbCa+Bq|;9)0+Xqw&AuJw*)K=c zW$C~qY}8h9oTRS^0T+Egp2wi;5&9uM7aGH*G?10283X+MBP1}GJ*79Ued9zHLE3xc zKLfXt{32H4Jke@tXxKrI&3cgD`k29;<+!-tvA6S=Bf=r0KP%5E&>xW4EhwG3a^AD{ z4JH`-U5&4kA1^vZ;Pqy8Mcw~!yBtVKx)*l|WAx&D1`O|5(jQNGv}zyDD>AwM0*i8G zAw#OGcuXvh1%LVj=2QtXyY+35A;T8dZ}H!?EH3xRj@G{G9RXxp?a7KaC<5}56)JtY zFzMjztyftwBNXo*!9vkDNj4rAv7_=|gh6OsAB(kzVZMrD5)W?ohAW62HbF``kBASe zwgt&SdF^DOrd&qAkbXJw1knVM4+Wv&g**W`Mr13O|EHqEFI}PMX3|t~|4?t>;21FT zO+2GM{zPeB^!S)o#?%yHx+yE3)%GQ%ctdI9@BfsOVohT7Q7kp=70*$>#d>Qy zzyHWhxMOl)*0W~W%NHFKft4G`Z=C^qW{<;y1HRo(D0*Qk?(Z%OxAnn51-n2!_Hv6o z7)!o1zw@QM2`VUd6S(v|sQ@9@C3U@4tT?jyl**{Dp{)Rqh(xdEOI_RZZ7p)f)I>DjAWOvC7+ z5CLYR6Jey~D-VPHvSKE7wDRp`7yvtfj$(Bh6CLbK7n-ygA)eF6U9E; z=B<~3tPQG;Yd*EzpLCr0y)3pDtNe7~t&C^J$x;wE{%&Vz9pov}`n4x4b`6)i!39VM zR;S{up6sK0(qb2RRyl%6ZG)@o_Y04)R{i1?hw!5~>s5j&31UWhiLLHG$8l}wI=!r* zuU(8cK^sQqDq_;oR1N0Znf2kQeDMxUaRCD?DXLd7fsOqxD1qnZh_HRScvyqY)Kc#I9 zWc}PWua|N4{(Y!pX0Y2HFTiIhdGXxc?+W^!f1;Mv!5!P43x}VDqxcK?Jj&Xb1!1|S z*qLmv;N0)gUU?+%5|tI_gaTQB?cFddn%GyZ6E|%&06yme8`wu{a@fN@Bu}xw zim%LL*^(a?z`7z`Y_-n?L2C6`ulnKFn#!lt4?@$mVQ>V&MoK;7Q-5bv*qGaLfq;Fu z)ApTqra@#Z{dZmF0rAniY!TD2k1*|V=!ehFE{L3pg0B76_2!ogmJ45qdfXmik4Mo@J z5kx+J+HGX{keVeTKjiP8{=j!jg>{ry&K29`HbEgTmTJd&gBFmJoVJchb5gY`T514Z zksr?XN07vyhe0ZqE&=QA-pV45mrEC0C}a9KB5JNs3uVan7lI^CET#u%1IKyPSvvc_ w(rbA-_catM2YW0#^yH(f|Me literal 0 HcmV?d00001 diff --git a/data/multimodal_test_samples/images/1*H7FLmJdZvGarmGGs81SIRA.png b/data/multimodal_test_samples/images/1*H7FLmJdZvGarmGGs81SIRA.png new file mode 100644 index 0000000000000000000000000000000000000000..ddd3fc6addffa9e80a98243caa1976bd08ef262c GIT binary patch literal 94015 zcmY&BQc;l#F`i6_ovVoz+_6Wg|(*WbPO>2IGtb+)Q@)mp2f zloh3s;PK(Xz`&4XWh7L=z#vG#zyMLO(4b$O-?gm30AOIU5~Av!+2;mOo|sx|g6y^{ zb^@W0a7bnP0pfhYnQV z(1WqE#GBjkI?10lwWceM+p7DAyv6@Gnj1UGL2v$#33m$6 z`}CM7UNJ!AVJd!UvLw_kb*W1D_^QbN{TI+zazTa|_uXZR=%DffK6#6k^5SoAogu*= zU?YCdG)Snb6a?evVYiqZpvGuuV6NmkO_K5yt&r`6H zD50kN6W_7>gRATHl%7Gq#VKSuIXO8liClUol03d=CxSS>$$pJ$nz{e4onz#GP5D0q zkGsHX0-r;yNS*kX-@JD-Ogv1T=UYEIz4BWcMc?;kkmqULW#{f?fK3Ql53cTiFIH_` zr)h+ih^ip5>NYbyeZKAFMx&5;pN*&N;zguJ}>Cc=42T=+rI!O693wfYEfACguUJerjsN#<|JT&*3Hckq=TZ`dy>88cPCWoxxE**!L3hmR z)_di9!bJ#JDKrFWwD^J05;DOJ@o0ukh2uI%Oc+iyEE(%a=XNJVhja`Z8zz$em{(3t z&)pT~>-}*fvy{FG&BG$>&S@ft?bBz{J1^|ml3;m+HOzK)tEmB#2*U7GdM&D@9G}z8 zma}5Br1YGiUu}u`tDL9qG$Yr4OcZR8s=Ln^J6;bHCUb2?@)TQ+7BOnSaz9jvV@Zf& zVh%b^@C;GbiKwZ%c(JSuA1QXD!rcX*w?m$%13r`OY6#;k{>S%f>*Bmbb{j<=(nY+9 zdzNZUI@`>~UHB`($uf(N4X)olaQWRC{6Alg_PLI7n{bGpyOVd^`O#n{e!?BDGqaN; z-QiUAwx$b*ly%o+{p9XH>QzI@iNi?1kNUL=#t|p4HS{*TXJuiv9p@1+fVY<`#)J9o z@(FbQ%qB8eZ8Z#=Q&ImD0{;6@hyZk)k!tV#NqkUezVv!hA*|s<5^*kCmQ5&i=oc#ObEaO%nZVD)a^ zJYE(OZmkwV?S0V_h&cJ1MnccNF~O{oPe)f+$5UQ$=Ja0IZr0~##rb`Y_bB_H%uX#9 z%Kse^n5t#P7e;k0a;-KCS5pKq=w^Uy|JZiN1Chl;+RD^(e{2NxM17dbo!87iap zxc(0_$$5P{cOtTyf=k=V8Wg+ur{$+VhN8@zPFi6oo^)!B0hgUmhBy3;eC=@;1h*=8 zYoB(X37Z2Yv+T=-jv@aYMJp4NgC0Ciw+P@DAZU<96d=@(h8mNsIf9~~(j=bjVfeGb zO+DH0%d@v!rUhXk!ABpOjXV(H`SyR8a~V?wut&(ScM>zDRF)6$6Dxdk*eWn!67u=b zjotJKH14D`QVDmmNA4rZsY_220gDxgRk0ZtYwmlYu z(x)i6O8wM&H^r}_qq9;fQvez@8;5#4C%=B|em7!2X6>VNbNGpa-d@{(joq446|X|R zn9kqvr+(agriD0iLDh!PEECc6duQCF8h;A7n2C`;%}9D$n(6L9)aZjWp#Wk;93gyw z1tGAU3=>62C9F}9gODg4;Q-4`+t8E-a=_v!ZcvdNhQyGd?_08ekH7R*NQHwpmIXb1 zL2;|o?8+P55Ca)*?CxF7XCU_mc|3K&Klc$R_#QIOgm-FG3co1)za8{H zhT3&+C#RYb<~5Zvn#D6dTHW~q8GYv!IKTe;>{el_1};rT^`@-OV~(vOrF9lzwgf?& zPdXb8&IzqZ*+{MpQI*GCL)o_{wqkL!fm`m)Hz>0w!pP~a+&EiDKLds=K`Xq+&ELfFbVN}G&~B0r)hHSZLtdJd zW#IZ#<~eBO4bfvzSmcDWGKg;pD|mw!ceRB@a&~u%dX76CcT*wb2lc557r?&dsi$6` z6&e1u1tbmD)kvDd#v|0`vRQ|WoXF#zdT}=E~7wR z6;8(=0W})}GaC^T_%~^6m@2rOi=rCl3!o_oI{+baq!)N^7?=yjanicNRVz+Q!j>TB zjlSt~)w$nh5b@a43xg3zj3MsCFiF35q!T#8*;L%CB`1SdARY>QPC*+48maww? zNn*rHM+^ss5!_>iMjkMUJh<90!;5$aW7wu3)(~0VE!Al&;$^YZGgq z{6h*!+oUtaY`?BVBG3c3{6d@n(~N^LeGu7Z?%_t2xw5G&x&Ct0`^^#aBw24+)qzFiNS`L4Tvs#)P-H7?#4f4PXZxc`fX3$HKm>A<}Vn#HH`>nS%`L#L=<`jw%n_{dnp z!NQ^RW6F-K$PFNn1161!YJij?0DtevAo*hL;Jh+F!?20tf?fU!UiyxCjR~%cdi}`O zY@bNojCJnhSk@q>@}k|@M$y_~R1-hbS0`1VqKONEp-cb^N4cAWQ`2*t#Lu}pw4;3e zyiu|ci3O9d(NSR^fT zoLW}W++j;T4Xob8jIb8IR`XBr9^bGX?F1K0wUPrhk_sbmZKxP+`_HVB5Own!qgc)h zBRNuK-{+w}^zC!m^t!j<8C#c{T?xff(vrEEU$0Lw{(VHXZ~g~mAU3o*v+^h3_SeR` zV!iU8eTzyA)nz>;wX~sxR;9VOAKZa7iLhY2Z(vZ=+Dv9^-jDn#9JX#DN||hwnXrl$ z`C8NNk+yBh@V~OC_es=`Pztvc39nDiwDxMeDr(y*p}SmByxkckN_Kr|kYUok)Pnb> zy%4`9jB?h$Dlvvg1lJ;>7c_Q(3P_mxL{S5?bp}My{D*}N9a0QmphWX}>+4hNeG_0S zeK|8j;K^i{vAwMH68PG}aEcd$SD<>X$<%x^*-bk>xHsg!zInpZSL5nJTsTTJDAZ<; zmttoJmF8+2M{C+E{I%Vj$~_4CgG$G@0U%m-?-;zrSz1-4ir2&3)=6yOaBNo2iXQTeS(( zn!R<~tj|2nxHRgg_LROA+B;zLJ~;73D*+ zI0E5DmJD{7yPTKVA86&A(KEPW|5hCgkg z%XsWTxA6H!!m6ffUfe0M3$}s00RUc|p4wii01PiqIOA9O{6ctK0WfPl>o##vEdtAd zReU!aL2TNGz`T8T)g57Iuwm_!VA5|_`P`;|ENBddykbS1?SDIZENm>I%F_g2HL!?{ z-cZ$BPP4eMu(KP(JOo4R8(3M%;3+^fzqlCv=JQX1+ho1v$LM-?@nx$o7o%W88s@Ou z#n!yDt={Kd-q&_K|D{MelfhzZ=Y2V7Y3UeDG*TdPY((CEh!{5&q|Ez5q$sgYhBGwV7XoJ>f2Pg{!VneNFgPC6?v9X$F^>Hn(D@2sjg_uMe z6UHOvm1sm2*Wb~>Gor&mf}1>_iC@2k1j{v-Qw1V?-U0o8E#~{)U#t)%Y`IWHM?0e- z4kDUFGXG$2HtJZjVJiBQ`5*?yO0vr2Nx+5Z^jTQ}@%fHGlLNt^J69XOVLk|-e~+@A z*Luzm{f8;F#ao!=$}xWz#rTA+y(=OvE`$>(1@A_$S=nP_l@r#FEDX%+{1STA)Y|(F zM$C4fUXTiw2CgkBjvH75s9iq?)ZuC>=EcKYwWB~tCk(CN=m&-&U`Lwiy2w;6x)Kl| zpWyKvq^MoLp4A}8eRh9+5(Ip{P=CIjF=u=3Mz!3}eY<&BGU7%*r{xD_vf_3)$PvlW zh=SxUM^jj9mHMsd|B4m*Zx6%Vb2lPx@K|#UUOI9|@n!IMXt@Gou65{7v+K4dZ2tVRXNcc?m zE`UVWK^I~&Zqbe4;5Ak>ymN~i%;|Y?daU?YftGwM3NzcMWxSm9$%l;HU$PHmTg7H? z^iogjC^uW;#i^_@hrT_P63_b+W{Kc7iEbgnn~DA-W8-ecQnb-ir0R9-D%3(SQ}Haj zm@p&)Bo_D(aC`W`XxPNOwc2=RN#w67=z0XOnrRk_AFcdIBcm|i$wacaxEkx?6bM$w zQFGO%`4GC5a-x&Ks-c`{nn$NB(Mh%+@NWVsDMjMY4A%&IHYu13Vhd=Vm6vYh4G41s zPHE+RpA6Q04^nx)&i^JY6)ULDq!#ctar*R=~ zz@SJ)AQS!^FDqifTs^vjJ0N9e$4C%-#2t#o3*mJ+jJ$Ac*?}%#VbH0U=s*G4;GYtF z(y#lfsOgHAlAa*tE{N}GQdcZPOpP8IIa3NeBYWsV4~-&*`x*ffLvtyi@0QY+t= zYFY!E!y08Oc`V3bN)l6)A*R&b`_p)(C!|$s-lKt?UwqZf>X3j=|ogV zO*h8M@TFKK^E-V!D)GWniZHOj9^X4uMbb1MfLKxuU-t;7AV`B@g?-jtJ<5Cwo zuG-3kO(a^Uq>Ql|pg#WzPZxFk$a(Cz>RZ^{ ziv&lXP28Bdn~B3bd7m8+t-OVy7r9>{?j4eFwjXlvS9ZxAX%)P#hD=>0BYPyV!6ObkWl>+^#Zgy-zoZ@YLO<#>d`kTEkW(E!yE zi@=?C!f>L^&_U&L!*wF6I-O>XA!9D#Q^`}PAwsz94S8H4b+%LRwI*t(_XGNluD~bv zmM{70z}*Ns_=HXYb=W5IZmO0c+8I4P{ml@8W8{OtrEN_oRho)U9o5X5HTWon%Lx=7 zjCuzkG#wmGSoxJ9k#+Mv_?Xs2nO0*=jnsNG>srL7xSlND?6!ZL$>0G_`GYr~1t0{5 zX@tbX9;=V#&=N

&Oa4;g*;Z(7Z@#jnz|iX*CK=YEz)ABvtUaXvFE*wPa_ zhMhfMOG{KiTRTC%y{s}Sv*gSZ6--T`hK|1f&)$&9<9e&7>AR=r+#LQwSUq0-A~EJV zIksft^Zh@i9}5~_|mfIZ%0|^ocSRMU07j zYsf;_tq1hQnkkAbT-0JWU|RH&q0#sYQ{!7_W-6mB8x25J>og$--O4rapOX|3 zb70HaBQ;3I6!`PvJv+d2pjFRaH_0Z9m@t?kY{P?13%*dKRci;OXX4Bhh?9p?@iP~> zB|b&A5-16OG+c|+&M^Nt%(U8FHcP;Y9;j;Gr0dIsg})`_cOSqp@|`97Tf8u1^T2WK zd+)8>YXh(D+|sF`V!U?DOS-_63fw*aJFVyq0-W*QvrG)+6&;b!qB&L^jInl?Dm?So zH64!wB})LgkKr(6R^8!IVpNeBy&65IjzJnm;05p``p6QR5VN}Ccsq}MtEteQYycFO zzEwaqV*Vsc{<9Ow--zBG$uOzgE2~TR^LuPm9prr?W5cY*>c}>{ zSiKTUL3EC1WJT{uN#3SiUH+nLZGm_M6;`4n2%vR2sur1ckOaXv5;7VU z@n(yJu+qD*5%>ccLY->}-_l1P?Wyu=_LSRpz>#74Jnue?lE+WPQZIGZ+}ixan-K#W za*NC8^k)jJ`7rfhH}_{IM3r&#f1T>O{#_Fc?JAgD>MA~4h#$~?4t`NeUZ9wZ_)zUrP^F)V zNpDWU8}I~qomRL_W-uI+=NpVM%>%(K_`%WUdeMfh&`}lIfJkf0@)Sb)4M*Pz(Dn7{ zlZ>>IdT*LoR^GJ* z*NMpI!>?MWkA^y4Dp+qe@(99W+)n4qk`^X4C7QHwufV0lI#DHw1(BJDdExsW$+z}V z&3FR?%gySj;UiXRS}HgH{BDm)Zkg5;wBr~Jl<9ce^l3Rs%bKY&gAw=|@#K+;3pUgN zJR}Vl2t4ut@4f&`#1UlyQ=%%()qNTFN5lcfFLPKUH!VS-(8}5Zm$-@&%2%x@90ocX zhP0NRZiLJ%6EHo`HC=spph^S>bYFwgJ*?!UM%3J@P!1&97JQ7>%!ImOBA-Yf8bM;r z_ki~s>7;-gkaI@c562V6@r*)aTn!1*v#AER;mJvrd0?aIdlRN|H1Y zZ6VJ{liRf5Q{?+k`sx<&_VfA}Wsw$P@iN>O(q1$6?9+g+w>)e5)YQU4vLw5yb&PP^ zB)pi5mW!sfP>=nu&#NzqB3O*gvhCV5xI5L-K)bE_5Xlj2xsaF3n0t6{Y(m;T&)Wb- z;GC{&q6>>zz~o!=x&3wxoXFr+AQ5=|Kcu1LP?Y0c$Y=Z%DzM&KI=Nq2Fn?yQz||8d zGjrA?1LueXIk&*R1fX2`(3fB2dXnv9q44)eV@VX!e62M$5{iP!ToBMLW9ul_zioyy z=7;ipDNILzvN=tGulKvG^%9>qyN1!*zM~)g2kJ>P9P<&TrR7K_pWj28l!LJmzQ22H z`EggbU$#;3%ecrzzB49oq6l1zn8@Z!hIn37k{&)L~|kF;vb=692udJDiRa{Tx=HxIw*PQZ^?sc9ZQr0<6`>K?Ro)s6BI zfoOsTn`B-6zQrg;qVuv!L7|!6ci_6yP8<-rwkPUuNVLsXm4pdS(@=k@rpUGJEXHZ} zdXQOk!Qr5|ib4yo-xmMY^^R_3kacllj7<}-0z(6D#nSlOow#yV+)UCXE$*$-Xw2fB+-ziORtmHxH3!QqQ z^#tWNoK80LPE&$R8l^?1(fLNdaTGQ$J#Sd!eT5=74rgXatirOz82CNRmZhB)#Z7t# z+vxEHmmnK0aLO&*oI3m5UWh9etoU-s+H6GXdI)X|sz0MIgGI9z*4X_u%TuqEJ;Wa1 z-wYw3H^J|DCV7No@J@#s@#JJ(CauKUCGoyZYD8&(edpVjafE$X1-}X_bSze((|Ac_ z7UV~144`NGx3S#lf%b@}9lPP~;E0&pVN-k;Sl?bw|LkQ5*Ok)=-aV-oGWH6hV$MU) zt#8*SDg8>QP=wyE`}^QYfBZ|8-fcQd5S0uQ&J@`EW$V^%Fk+VsRn#tdtkF=2{SYMc zcMn>fA z1>mfVL8~&j(epAH0k}#ejDmzKyemzdD^kg3*U3skw3XxB*#ShCEuVb9I^sMAFQg3e zi7$>vcuQH*CC@`~;kLr@-TJJX&fZ2OHz(ZLt2pdto$J>!7~5Cxv7( z7JlQoztwLW7WKp53BuS{2W1gNRL^-BH#|TG?qE(g&*xOF>yw&)%5YdgF9>z@4TvQ` zUsOdd86`V?x*-dur<_9CeW$6rXBQg=-Dt90LQU*1R+@>3nG1oL1J$A(#3hL)3;#tMfKU?zK5!aTh6DJv31AZxIU?)%4e?2% zERI4I=Cg4fT=dwu7|K=lJsREId9>YGViMJUrCr(fGgRo_q?GUp^Gqf!#kaUD>Y$9& ztYfM?A@JvL;3_d-0SOWZtT7o-qY`2HZNSs25|5-CsUc zy*+%SBlt9Ucs7y4yDbNs9xMkq(;D*ZX z$&8>47$k`+A_KtUD{28IJeATLR^AsMQh_mQwI?vshG-u8l=Wns`FgrA?D`N_c8U+( zl7=r+zE8x$?eCFo@CZ^S*d-f%negWbd0&Q<-BQ}+WPYd&K=8o~YyDtLb*A|<&3eqt z#30Q(H|?>xzKU~!$qT9M!uk}*4^;SD0g>oYdb73zVVc?#-5%H~4LFe6tU=RFu534^ zBUGRv?nU3O5DyBg0feoH{0K*TYoJ1|Tnx(Rbzv!DJMpSD7Qbx%t|EcUbubF`9+U6q zhG^?&aGolG@)ujcz^r5CDj?F zI-3|Bf%UG(Wackbe*5DkN!)4wQZO{17?vP9;#{olJEnQzpgKH#sIsn`0gK{-^e&I5 zCpT!LQO&&#;si(`@hCn0&qUVMhshzdIL3Hx1%%L7-bvwpdgYK0E$)$Q3%~ALqNhalo7%_*Sx>3M=FW9xiv(f%^V&WQ`aH>`+Yx(Y5M~l>#7Rr zRh&j*vw!8;frnb&yxZbli9@pY`{ARK2AS?(Bek^>hvp5jaHc3AD$L9WTK@1}U>255 z=GGB-Z~*unGx%W+?EJ@SZJu#M{RAD^xg0=@vL}T-aA6COvkCzv&qQsj(Rb}z3&SR{ z`is7vwjWFV8*Tgi>8P3l=QKb9Q?Ra6Lu*z>+Ji^|OOGDal15U4WM@ah(c3XB;}Fh*TT z>%I&>X1kSG-#_y`6A|I`5PTJB7b&Rw$@`WBJw)5#BvUDfWpUXL_^-(c)I8*l^iGZ0Z2m;I@Duup zpLsRiZ+6a=UkPfciiEM-{6otylrW6sZAmrW)8wWFS#LazZ4H4&J9+eqofY%A^vjB*kfU7SBkNoyzUL8=66RuGGnhG>}<$9N7xNe%YS zRSmd+{r2XI2s?0m;z=2+H;vNSNK+U9`NdVOb<}|maDD>t8A6y}SZ-45Oq-9Zt8bA& zQE2Fpd=RYQQDj8ifJlFn`BIhV{bVKl3!j&ykg!`7O6}rBX2nL)ad!04zkUwybwxm< zY5h%Weod;zaMn6|{)>ixx)UVoX~puHKi_?x41CB-42Z;1-L4NkC4xl5z#H_~U?@;g zhEd_AC32<6u$97XUe3gq-DEsEKKd+n+fGl#BjNEkp%3~GoIy9I)UW9fPl|Altv9Hp zO)fZu^h(*LAbX0=Yfu%iYOXlBh8#_q|wt+dQNzQbr4BByBUQ(WpIk=}N2*}d!KJNJ^c#-!Dt z%7tFfSJ0K)e$dd;W2jd=5Xi>0{&V+{O^xxLJx{KEq9@j$C&vaiOZyUb#6qM-FRIC0?}L|>1#n; z!{8N{Fm#*jEBWXmqZok!__hBide#Qbi`fQu%Wxp*g}|cuaUF*0A(c&t@(dG-c4t`< zxa3FAZL55s%UkXLCde1j;U8^xlz9K$QLK?T-g7Ci^h30|AwjDn-vmVe`c?x05>I67 z1d>C@s6(8D1nz$QhY63jl@-`ZI}Ox!q1W!shK~#^-OP|_E2$cT5x=PBb;mhpFV*%G z!l#_6l#WPREAh#Gw$k8q@V&88*P{zB3C@L7o$mwzzrhjwjj)9h{?#aNmn(T#P%4@` z(taedr@y=>vW$X>{a;`Zuxol%B9Mo7V30*4+`X*Vn6$JV8+l^JW`b>f3wIq!$OVz2 zzdN0l&Zlf3AMfDGjelqL8_UD}+CO^sj^1fZ${!9HBY<-9s#^O=U=ZGphS+H;xkC9Z zEz)A2>Zti%it_+D?FzFD;m?tTcVOk39m3P@RxdOSu_^bszwG#AF*8?ri~fumtNP~+ zcR5a#NXrmP`Y=TEG|jICzLo+>44NE!AbGP7>#dI)T7ix?g(ZR(R}(HDHjdf+NYXQi zBxE%^v_o96$QXf`rA+->{ky&p{9?6Pi7Nb#@S#QjIzr6zH0LQ4eJ)^GnS>}r=m3Uf z^<97QCwiYw`tSWXFx-*1n$F=vR4k< z#QSN(ypQF#&YSC4ztMP{sjue2-W)l!*)(AAI--#5yu2~ToUx*OgmGr)q2+o^D}Yl~ z$eCT>nnz=RlW^ey?FUitpx;Q=Bz)o9MYB=;1>(X_nvwAV>SU|kUwYK0kLw4)opkt| zX0rkr4?b zw8Zc|xz)baaoJ^JWW<`jtnEj}ct7Vq-~Jx9VA}g8OPQ{jnHGs5fu^Z2BcYdyx_4AO z$|^@k?7&^Pz)6$yfpUtcSqPRZPrg;QlViB_GV!!^5O^vtE&!B#$wNS8sFIkS>2f-< z1gP|5mm%8go3?%{5 ^F?LQTd z!wD{OEM7yZ>M!KSx+!rX;U3~&OfQjC97*kULilYOs8+*n>Ss36uCs1C_YPwmRwnflZ&1O>UGc0K6 z{~;s{Tc{Vy1H@%LJ0BiQ(Bc;`wHqRz5(i^d4Ib8_^X)Cp5<}=?cz*O*d@6POe}v*h z%jE+DncI%Zc1ZX5=x{YOGzzH@QW3-Reh_H-Sy1Y*1*t^6Kdw1S`cE`D8*#xdijo4M z%n1`4xjC>5>4@cxksvA{#7G?5j?r@9=w@bN%!}a0lrw7=Wmd2n{0L_K{|W~Ebgs<& zq$c|W1A_9DxyERv`f1uUQ7zjB{mb40opVw5PHV)=3D*XKMU*agdw@6L(%-M>7n#GH z((+P>-I9kDHZR*K$aO%$fGRb>H?|QzDm%izS zL*(-bV%~T3H6$tR@Qryk)qdP~3KWhoiPu~L1@WoBxR746g$cAp^~!uJHI)9n7gO&m zhMRBr^M76q5fJF?dUyid*ypzs;YI22lw7ub#4Q>qN4%NNg5CI~h-!Ow+y$kpaf;S@ zZW*fFSnpZ#i#RtA+SLNF903L~U?r9m+0ql{E-^bbvc$ zr4FcFRy^p|d(j0s?7?E(;$1vA|M+E9ssH?V*2Dn7kG}kx)Fl*a7(&{DGU{FF%44lz zEsuT>0_LVT(SHL-{jOV{TRxUMUQ`@2Kj$ccF!MNx-sy}%jUP<9xa-+-#+TP3*n3gN zM03|5jLdJK3It{A`mQ4)^9#~5T+1Bn9gR}Q?l!pTkyM?3qozj9$P-qzF63YXP#iEmxJ6uo_ z!UM{{B(PQp#a^_DBLQ;k0>qr8+a*{cUZp{I{8&SBET>bs(`B*ZHV-11cvw4zmy_gl>@9AW<`H9=FT|tL6&7d8a%t$#~NuK4)ua=5( z#-&MTk zLY}YSfAPC8`P?5T6`3}f zRK+_?BC&P?`j#!}h<6=fly9+W?+No+P_9o!%8)}94#Y2+Ay5alESE7;kvZdA4*P_A zUEh`S;=08RLpiZXbD)_tLS^fpS}_T2%Apeq3r6tziF6u|ud1Z0slg@H2x!^g?c;uO zZ7P{@Cs>F`ReGT<_2%}J%hph#n~+hSV$wGD zxV%E#`b=0hmmC!6_@|~xQu10=py2GS8wD&LHhcUDFL1r+sI7q~qLPc^k;e(IWKhTa z-kSkCUJfVmQ#1F~2~)?AJDz9*L-?x^{|~2VU3M#py2wyGAw4vFnXmE+4bvq>M*8dh z2|1*d?hzjLe3ze39TE(fE=VY-VB+N`t_hET5ayPr`3cg9fZMMoY69X)-K%c0*Tx`8 zJJnPHUXLqQVPOe|$h)9y9=!mbl9F=QP_=d2SdlXEDJz7lIVm41LXLQeS+@c9KP^A? z_4TTu`-FbroLho)B;%)nss1GW8>o40*z#vcofHV=fjbujgX7UYWoNMJOJw?5Tgqs@ zg1Y2108lF;&+i{_E2jH6ksw(Vda&$h0&CK31a`vhX=ecEF}r2B&QrDj#og zm2M+EeHvrG(!XL8|7ZY1>c~IP^&5NH$dJ6IyY((cM;sjt0S?IapOwtG8)ue~+YtGT++6#ta~ z+T6sR6Or%ztaR9%Xb9b?L1|@TZCDZ}NK3Jl*5#*1{nLxU*@5G?;lN)m8=olQOBmpf z{5Tlc0WjgEQE!AfZ7VvM_1v+Dkg=F>-UprM{9>@b5JEiaQW!L36myam;+~Ijxs1n0 z1^J3D1#G*0=k>0bZM!@??cipAEAsiwW-t`li3je(DcWfRvP}LVuG?DReHzm*2ll4NLdyUi84fn*CB1oXA#hwn1ZpUClcc>TW zAzoIN?6^mgDGGme!h3WIAp!nM_53OatIoJ4Boc5`a zCtf{x`w1Uu-dTv=2Ny(`D~HMNE-D)I?0^hnUJ{;b!I`Sw-Q3*zZY7(oT$1b>5@!z- z&jb^udk5i9!d5g(-PK6*XsNkQR1d+{x&s1OU!3t^RDvO%LBeRJO9-7g9%DAd_>f~X zX&~wMmTMhl-kqK)6uimO7PQ6S@U=O?)yjNH^4!2f_g}7lNb*2hN|v~wkuniDe3J-Q z7(I7mn?~#Lhd0Yt3k7)D(2+^IF#IXqVN(|P=6OMhX&iM7mJd(-g zSl+`pdayA7IlKh;g>vH|ta>^TvY;-?!hszH7@xi(MWM<(qhZ(t6Com<)ya1UFCcjfLwuV3>p%X`0^TY}c#Sh+J zbxU^^l7w8<99%Sp8;n|He`uH2ZWadC9(fIRk}<b7Ru5CW(Nt-RZ z$uxVpqaAEW!CgLS!229VaIj_Q?wY>55iJC`)Hluw( zl4Dh4PFz_O_vu{08&DY@Geba?_b+DZMT}-UN&*4{du4lWZl<*bw;N2mk_Ok9)s*v( zuhXGvW?$feTWVYTeQ1jU<$$y*_F*s$Jk=TBWycxQIh$Pu>UXuH9YTMgLQwV?XA;{rE%nnl(!@G+S#;Y`HP)0!Yomw5TSUU;pE{K+4U5jz!%PHatv?w4hH6 zf))$ao5P{&#qvfWGpse`zI^6+R9^-EVZCk5q52)UG% zT!1$b%=&K{Ef4Kj1Y&D>yyvxqm-Ga3F}e7{w#xwIG(y}>$J6G$Ymrx{Q?g~2i9R1{ z%y4Ku9wI9@4^@0>F`bOd_Y923o!o^SC(En_+*}Qa1;kOgaI-)9!6dnV(0`_f9XBj( zZ|sqk+PAT%68;+UMW6Mwt6DDQBY}jH#3o9qi`kmckKgG;s9OqDEJa9+8bftP#FMdo zJ{-c<6=9vBLq&;x;BMJ+{7NyMOYzERZ(yy^wDjhC7w!LDS56lAw)srB1QbT}<2(G# zWKBbAnwTi-fh{?6T4rq3=&n3!*Ndw_Z&C1`#-Qj-R#!-iBJ&+ROF&3GwleIg$zsGq zbnb92Mic=BMzz{Z`uDeAv1Y))lkdfik%s8VmklJW#qLwtyura4+kOQLkq(CkG-?f)1O12geN{A4^) zC7yv-W#W?VYrdk{A`bDIL3_2sVNMEybhh8ab_**HULt$75+felFW{S9nC{WT*YO3; zhkAZF%bN%*Lr!wae(M+vquCUMsR;NY47$Y!1>R|+do?Ur4b9&dQ-a%5*P=1Qi?imM z<{pv0=v2Sfu71WnggxXW6_hwTY&*i|XihV3snIvKoD&O9ymx!G#RITYg*B+DmdwJ+ zd?R_B(=nWza>Mz&*D1&^5 zA&F2w)gSH)l}C5@yhV8&FPqjJGKBovc(9}VaSbKwvByx<*~}ZD16=S(lV>lER&+B2 znN;D_C!psx0<{3;$0pVzABldm#`$c{!eit%o<$Ah*ixM%KPVtilw+klBt_Snphm_f z*f1sOLU*x}iowbEg-~HhaS`(i>s4vekR>J4@WuW5f~d#W$cyQ5Qw@+bxMg&IjwM*5 zq~i6{_dC__!~qXdBWr#^d1PIN15`R9^qzcbd)-7}d6x~HdZA>YLeWT-0{CE7x;PL| zW;HR-5r$(UGE-);*ysArJD6bZB&|6uggh_d0zhD^Dh?7<}g_^ z5y$i0J7xd-WN^KhgNk=$zUS+{+5G2RLg%DQ&(95WQcoe^0QqfP(v$~dK(gK3Q;q@I z(E)oERh#jn^O0rYMxwtqr#)BSg8z@)A{+@f zSY}v37JKN2AoB0{#J}WV>SCePg+To-n2A?~Zq>D9sga^n?EFtBcODRpC4#xSc?eK_AYogy0J3-8J{uk4gi-^U1|TV#>WDSm*Z|aizT5v2 zFU3iRRkT6Piy&UnBJ4uy^;Krw0qP(m;|qy~O4Y8m8sQcsx>#+*7%rYOMZ#%5Yqz5q zD+VvX3Zy11{a*kSLF>MX8`QhW$7 zpofHUvh;E=k*>PB8h77)H^z@2FSg_UbX`j@8J!9Uy(Bgo&?rPBEgcJ1F2tbm7vrc0 zFGTy9-{H#ArFgVz4W6rBgC{Fj~}CO)R}YRA9Z*i?{n zMsq@ZOZgVem4nZR8T^A@5_7p#q$S6q-&90=?K-35kVBDO&<7rO4xE|?Zhl^uU<%s?5(ROTnJ`0gvO;E4$n#BphWYpI^ajtDt^F>H>tTj-IX zH-cUeNt7bJ5>zx&88od*9rHm>I_V^lT+VPUDm1*;JhqgZXow@L6_-)bVYn4N{xVdH z`6qkqv4R&H9dt!SU;L&t&)LB;E!6;`^S6FMSs4WVcZ)&8(xwrUP%9=RWGz2p>h>Rya! zogcwS6ghdhs4lO`Y^Z@}pjDm+)oFF1GzDrYq!aW)Ei8kkxS{AFC~hxG zewvQzr7PevCvtf|w0Hu=BZnZfOM7TxqrW!?Vb3xLbGr_Rjeip|j8x8>-TL)I&D^MPZ*f6o2An6Ljm1Uwk!3Y5=GGx1= z_l05ax7>1zF!r&n^n~1S!wn*&nev#eRJIb9V!W7g60rO|x)%-VT9FrGC?A%bZ#W!r zEDAACqZnb`0k5JV5{sivn>=(XE*A2n%pq>6Po?HUJ4g-z4J%i#L}gi(n4kC@s}l~K zoL7n?+mst^X_S<%iLmK-y@q(efoOR>60rVNe5%}$RVPFb6rhc(lQiFXvoXS!pf3ToO-9E#FUd+s?{%by)|*&x(z?lV=Y zDu5OZL3QLp3p@$6@yb!%@_2cZ2ng zbqkO}nbnjs;&hYO9Q8Fz5dP<9e6e~t&H&J5&>;Nu`R8a`Sh!aGsU7`2PrV0aWo05v zMkakzp`bFs`H9K_e@i)no(|4mQXwH2TEq3sg-iuK8rJ2U>lo_A+<{b(_Lts{)Z?%X zR7#{VmDnMkp;ducUx@vvXgGjyIq=PqK=mJhE31KD&cb|UEt32AnvVD(kb`VT0?}9; z>FH_c*1bEtE)Qafbt@l6)9FuXVC5of6$z8-!nIhnYBfT2VK|)%LYf2FY795EUx7jo zQwtnPrHE_>ELP z2&sHndCFUZ{YMVLJ^wiq-@SYvCXW9vMh_c+V09g8t80zC5i^u2%jXp@P{*EK@afZc z;I?t63MHcv%v=-E9<$&W2M97!NIKqBdRH6k2W!Y0wRjGK)-bc?*2~}4kK9iFEz#U@ zw=}GwJl4>j%^l`rWv@~=DLN8ZyllP*v%sK%h_r1BM@}}>z4kzG&_HOty2EkXt#F=s zIvn|J#NZV*InYl~RV?5=|KNQLJMaK}`OB{;YFjA!l1jI3^5YPSkky+derp;+)irAs zF4UN}!CD(_a+5T-%qv%wd~@_v*6}f)FB9#Auw@Rpi8#{ovXGXY30;Oim{dS4%*6Z< zEf5hoFE(~eY>7U(A?=gMH*0BCD@G!*6@0ZR(va3VEvrcMGogH#ueU1yaXb|NHH?c4 z4PkP+9;!!%uOspY9fE`V?S@-CZY-QN3+G&Ni9xxYLMOa6+@mdpRC;BCp;%Nto16@U!Vv^$i8LQdQ9&+T4hJf#YY|Jt z(XLG%Iu^A>?=BrMd_Zpu?$Zr@dv-=fUJek7B2XVhjIrK~jWzkp=~+p0yHH+Thno5T zoT>xqUN_D;_5h3+xD#g1TZB)(`wdfmpCj%)&z+N%E<#4?0^y|9;ke_D#nh?42-m8$ z2%rrct%WtARQ{Il60x~FYjS{NUx3qrhd+4*^J`aPqQ8snCxfsv4rT2qg#b5-9aBM9r1BIXTylj!6o(zZLSmx?yj5@Lcd2@OKg)E*p^D?L^CwV`s zjfj5Cu&>Pag$PyEH97{Bq-cE*iD(R}NQU2W1*shwR=V!gxk~;mx7(7CV*}?zqEe9P zM){Uo_;Sbve}}!OiaU|v)S$%@$jHn>PIk61hKc9X3NNA@ zpW^W-(%c!MzlNf9aH<|Cx(bimjkF980@YzN@!g5J;S3z9m5W>u!Nk?5f#x@Bcg17S z>gg{vFGUn2!3NwPixRT679x~4nX!=)E~ko%kJ$_VJ?mgR@XD9C|CP_h@_j}O#3xVR zj(--fz|rIG!2D&au(GrgC1q8Z@z+8`VlkY5!olLM)s|NY+E6Cv_+06TMPo_oJGa|~ z8S@t7)NAg;--}i>YSZES?uPfDx*aDRxCaItaS>|$MqbI|SDl1ChW5g^`(MZV-!b|f zC@n1$iO)|z{q$M`gAE(4fpxH_o1Fr_jO(_>;%>^x+{(s=>-Ia4<;%pi*Iv^or*lVT8f=PqW^?V|9AUw_w%M5N{|z+dN!#SgkvukKw|EFx^CS>i z$;yE1-ZytFkh52V;-bZjV>l(d+1hi55d0HP%noM2p^(Vk=%a1&bA^FCZhEQIbqMY9 z-q7pea(Hm$h;gW?FT*F(pB2KmpxAc0;qn-DL#Wue6%8vQZY&7<&@;Urx==tY#sW(* zAQ3QNhOj3Gi|`7d>=htUWhrdZ98{p~$$+n)aep?m60*^S2+0od>#x5i|GxBueeuAx zCj(iTjbs3ZWVv#)@YT;Vgz{m8lpFD`v3LTnee^BPJ$5X{3>zRGC}SFbo&C4)WE^+k z7`gd`e`lYgZSX9srco$Kd^I;E{G-{0*$avbR5DNUIdN+wZ^seo;JXmtA&ADk8GdeQM6jhQ4P>g~l8_uf6qV z?9!tLE9Un}eiL^K0!mfS$V3$!NP+Zs+h(w{NLFko6T^(zYGb36Q zc$o3#D^_5@f%~EC*Xbze+8J6k>w7dM&@0d>@XL5~6T)i8dOB&0nYLWB7#%}^_c$Q! zNI+|zctTWIQZqT48o3|V35^qgc~2Yf!@3>~mO>jlCgk%cZ8sBq&p-csQPo<8&B#6} zx82f3+eq0-ltD#}>PC)cgk-={>0C$_ipf!(SYJc2R3s=w#i1$=6yBI z-vtK!47dx7<$|uZL0(LS48N+6xv?^u2B%__l%U6*a%v-_)CaO&V*_zh9C0m%z5AVj z_Bq|Ks$yX>r%RNjP~C929B{cD2*(o)azJguft67=dZx>;E7M44=E@rjl`23r2&Hc~es7r1`Rdo&0Jmmh@F?{D< zO}5FGo`xQs+M%{S(C876r2yr|{@0v-KyrCqU7aWpB-&%MHQCqz$N^@|m@!zkY#D|R zA1-pCNSR2;qLxj$);A>9TJA#uoR~3tHjX)Ptf2B_uX_H)mvP^d&*1NxTFm(455yx8 z9K`kM=|)jdcDyxf3<_MU_tqlUyr!xcTTzMq&OIBbtB30ItwT9)-7umFX($FHNE67g zt@P$UiVH~i0WD~FGg^7CL`!V_V~2(u$Jr-2#*+?p)TmL(v0nB`LWa1=KDs6HAKK)% z5#P1YP@x!gJ(QHbNmE@SA$Y7Ud$y*n4a6OWF;f-7jvfo6IK2=*jyVZ^GqP~Y%{Sq} zhaNP}XDau$(qUsmU=_T{2xTqoEc@HW%z{sT$oS^m;K~D3 zOTHDyf>wA=G+jYRSB?It=}7mct(ExC-wD?JNMV+1AZ^kRjs-BN^Bx%7ZEq}GGYgad zcoi;(Y>zP(aXU9_dvI)G@7EPXsC3ZFVI0w@0g^CvC+bki>q(gaoq6Vf!s`#M`~Il8 zYv;pkCT#RsSi?cW>v5rD+Z>U%;bG#cW&GlxRv!-I;C)BoyO;0Bi|>7j7vGzVHn~|i z%*M+OHf%u_H$syUyJa~&$DpMVS6J`Q;);;ABA7v7>|cu zdJk`Z{v&+p9-MRRfjIr}ebAW>!yc5az7c5s$?Y3xyh4T!edC1gVSC&1QOSvll22W)xjY zE@McSkqffcd!TDj9Ik&Q0X=on*<9ntmVDQ@mVUM&?Uq)2h6nGx_ulyV=buFtYgVGZ z;)*K-y=rRS)@HNNt^*x97)H4&EsiQz1_~1nWLn%DBAY21K|EX!G}N9mt97>S99Dr( z2tpK;A|VvGvhe9{$Ka5u@8YT}uR>0Cj;H``Etb2ZhGW^-c#w9uPoF-bu2*WFixunL z=d20R?JohGML=|gsaQxAUcwr_s{pxs8`gb>O>tgUU4S#qvR!Ieu-QgkK{TNt&8b6= zY4D_Zlb%B38jNb_9%mZrqkcFQ2b>OfgV9h|5Qx;HOTo@KV9*(;36$Z>SueuraGKk3 z%rcY@QH0&auw^6hoC-+PR6r~@0XjYY30=&2ibexxgK;v6PB#JRI|K15Q?Y33{+N~3 z=|O69wBao=+&tK-6%bbNl&JOx@yndW*kjmEhLB*9A4SMjJOMo##U7&u(ISZJ9O*U3w0~jKxJW=a1U;dYMZuCXcl-YpIJ z?lAOT8fuH&$W z9>V@3cgNvJ90pX!8b22%!h7AK{zoj_xb5t7p_)2zj->S~>7j1D;AGw)lat+i?g|j8 z^{?el7ULzYZ5)7`DE_p$2?(|&r1qhv{@&X9+4?}XonDZA_SpwtfBm)i`>U_M5+5#O zJ%_Pl$F7yP^=~KicInhfe3$7F1e9DqUEqZ{SP*h+|v^?@|XQ9eB5j5CCBj{WVh z!wy@EWo(1qu_Q|q2Ym%-d(8SZQ0N%u_{PvJXBH5xHWiqr$2~5UW&x4an37Azr1Cb| z9dY#VOEG`V416)`B{5l1!C$y*{ zx~v9hla2H=+HM+yrRD>5e#~34GP!K=iZz10hl3-pIT(syr|!iV(5p*woAqSaWF|p%TKXx3s#-kVWe?wM5z1+Xcb`KfPr}N z{rBjKL_uz@I97dK9crp8#mJPC--f!?Wl%FR8VTG~GE`3*9Nx6G1b)7kk!nBm5GipRUzg#gUiZg3LCJ;+I^cK$ z^(AF%g|q7M1l$=uBll!8E9r8wl-&O-R;&<7&*kOi;=@`2WZNS-0YCH^B|BC2>8;FSn|toj;glsJ+sKI?xj z$&@AYw8Wg3h+wKuF z4g?}~sE^iRaM!&trti_hn~~5Gh$qNyr{bU?=OH^iA79UT9m~uALYgaG95)Fah{m{W z!{jDgs#-lWW+;}(eOKrSVFXnSiYFaPW}&sw8*qQ9(Qu#5Z|L424~W$|)U8`L9D3-X zBB7i3a@t%Re&u7h;>7*%*HWY6c!NSkwg3%2uNSZ0do`|q_$72|SAdI8JOqhQ#Ly@u z@3qT;J%$g!N8e2o`!8Enitm1%g<}pJ1Jw}*LJ{0H?lgE@9^~g{;JWjUYh=;2YKlM3 zT7cR|-o%X)-p9(ahLABPC#J>$Z>>n31lFp@u!BPuD@^5Dm*3Xk&3!lZ+xoZs$a7gg z9E`{nPa%e$j_<$!KKWkBc768QXW~P_ht?p5hOF--pA^c;8LtEP-F6#BAGkk`IpYkx z{ludA2>B z`|#w04~RahTds?)-}E*)2$okiK91Xoa9te&<(0_jSR_VD>$u?%F}JejN0V1722Cm= zJZEx3aySqwt3cErT+7ugc=+?OpjfDXH>bDI`dk^-L&$jNR3ky^-%Tx-zgx3y>WA;$ z`fT6Qc?l^TG^M08b!_YT*JnHHa(Uj3IYz2sh6E#2x~DMNJD#s#Cj?pH06c;6-dNFP@Ng;mx-PN;XzRwhhr&m z4WqL<2cC;chH?P7=){BZ#GO~bUsWq!N}n$s@o3a6K&YUuK8Wnx zEd2G)Vhlg_G6X_q{edRHiDv55sp5sV)&bdC2PkW2eCC;FFn8`;LEk6`Z>vx&f6H$v zM7Ok!{B0G=TiQ>qZ_V~CZPQX4t%=*#kR@w)h*b$_Zk_yXeQ%rEcXJA>R_l%g`^=u(Se8znKQrWmu49 z+hU;zayqp~hf#x!BstN~93sJ7)556LV^C8H7#im^zOq#&*7Kc-8ExgH;dElf55J3W zO_yNVYPcT^Q|UBnC^9+~LW{JNU(y&GQVCtYj~xFVc;EqCef8C?KA(-P15!z`PJzr3 zdHLm+(XL&)MpW9H8mYq7Y3H1SSDt$g|8p0i51dF(gfTo(k=&lX{#v&aU3NPb=@}iM z#f-UjW7=kIgJD!q0k;P)uKojO{{9693>%8iKl~_pFRbzI8+&fTCVts*z);68zW5@^ zvL-Qdq|t_1#i2uLqBh*B))WXURrGY)^ujq6r)LA~aJ zOQBa<$IgBGAT7-!E;xkxk!x5JAgM_hu=1${AX;pbRYxfn<8dJ$GvFUF*w?n8ox z28XAS^1*vkQ(uLeU@e?3Cu&Rmh=yaLz-}O+;QWHs*fXaB@wi(sV^ zL`y25w&{$_E2hAaS!7m1ry*zS?PD9910n?tzAW9lcNZ>gvW=9MmNvP4b#1+1#mev+ zRGIZbQftz((l`cCen(?5ie}5$+~}+tm5%;Urgb%pz>6s?Z!m z5uu!;9|#CmaMEviof~;hGFA)&|NaJ%7OvJ(DP<#4!+@J^Xbuh9dQorR1JZAJbW^HN$cW|{G34NB>TKt6Nk z6L4~+LBOhX6IKO0)$3+mo~qb4wOl^?mJ9=_$7tzya~?fw`9<^GHI|OBUbA3vp#=%^QnMHYR%0l97}_j6zq2$GDIjKixVLXaAcxJ zO+!h7UJygkU|+0_#u2DngY?Xf$>T6=d42LgQrlpSyBFTZXcT9(8;B+SYH-`{zvAq( z&%;L_y$6TGm@AXY`9|~`tK!2@#JAsmTZA3DT(0CCmket$pFvX||Ml5ME^97wU_;K= z-1f~KtEFw4YF}&G-dsDa_c7J5+ETlkYQy?GlhkkS%j)g>@4vqoBc)O=`yRs|IS*1M zyYa>w#diOS@?l(%5t>A!SpGmG7lf{al*DV%8cjupl0YX<1haxJcvK*+Gyk{_>FEt2 zPYg@;x-$@p1@PXlkKu^nmtc60u|N;9;D_-3w8s&PM??Wa&CL6d*BMR3P#*~jC5HJN z@i@IIKtuzw9SL-DbN)7>gc#Zt59-iOc{pCL3Gx|dVK1S4G+g4=t9)#92v$-EQWT-d z(#3u6z4zkHH{V1JW1eekliKczk}?FtVHD)&Kry8p)&WUHa^hy5heyFhryPnY)8~k7 z4;VF!0diu!ysh#W;)NC!%A5#>qm2reu@DvWR62I-D3XECIp>^4RD=JPt9@f3J0?ST z7*kGRx23R$)G!L`-_~%2)X;_I)-|`?rrN%#b@IBcmdMnw5bHAeyQ%P#mbR1c!n(F^ z?wAAxP{#BhfBf+x=G8g~%R!uZM`Xq#(~K;T*67`9#l)WMe@H-s8+ys(a7C`eRo4So zoojZE$TDcljl(%}fg^SWt^=?DI(l02J$P0QYpkk6b-*Qb3Q~0%ZC*o~P+bS3=s#Jq z7)M=tDc*nRF~ouaQ9M-S3wT`cw#h@dy3XJymlGlTSR#(nKjuUAdf;o{9?Jq{II!kh zBYTciyUiekD4wWi(NG44Xl zzQKLoy5HczgE#0HHa0J$aKCu*Vv&PI1;jeu%kO~$2jZG*t`TGr)|m9oIUmS*Q)0If zBSenX^!hp+=-{{xEOut1Fdi16kkZ!|EMEb194Z8hhB?k!(PzVz5WxGu*V0f~GoDZ#v2dVQ6|iW(G11wO`dySy6>H zx%pzQGd%oMnh&P!%XcmM2$iLo{5Uj=DgNC{XBh zIuP9S)&Ed5;NPiczC}GC68xQ= zoh@D-YO)mg8D4VYi6@HnHT41f{^tU8F7D8nnlr_sV%50A(I^fYGaQS*dQo^vauH9RQ{3*m}yrW)1GCBw)kpM8eDefuV366N`}CFR2kS`7HHvGw8i-+vc_ zX=-Rk*REZK;&Iw(rwNvsrmCeAt$hoP5Lh#AKE4221khHga5{_-M*feCdZMdEf$jx> zmI2JDhfqMQ=VG7-?W~1e`y;1#09+ZFNW@}@)|R8bdKIe5mmpD7h4BE6eECI;@7Wg@ zAALN6^>s!+qPM~6gd;5tS~O}5#xjZ5T=-?NjakBr;!1} z>qBu7yg6ALRBXvQZdgMKT8n=x=DoF$0zqrq)f&&hy0%HRv~I{b)&(gjzxLW|SiRcF zN3_maw7Sw5#rzMMwBBT&+zfMrb)F*z^zV;hLx$k@DN|5_IJ&?Izv{+v#fPqXKqw&m zL~7O`7O#g3EGiZe{e;E>b{bXC@|xGzR#KPE4|AN!>;hyI19i+3%V{8b z5dDLRFkBVA9a10Ej)Ut|to;mR63_S%QZbv=9c7Rm>~jv!t0o726%IbgNS zZSJ;jjC*}!1glLcl>M8}m+h7U%q_Rv(r6vs&lg^JAuhP!f+XKRA@hzl?tYv7K&RW7 z9tXbL4Qt5SC$^w*#0Lx-1}yxpp_~RmXC%|d+jJX%c02C_Xiiam-0AYc(>52GMSakw zYc*=t%*Tl3bMT*+bqsxp+96Ydilx{ z=owxVbn1wxOlnoE1jF)SiTdqg&@f)Njek$pB~06BjHU#c=C;|; zz8-bzJmkA}1^h8+Zi^96*kvtYiQ*(i6=y0ZEz$NSl@RfV4uo_Rm2}4V3;w`S%lx?f z@*B~uTNe?lZ}k{&$k=6_ze$775Ugzt@*QbP5wZSmjdIeG($rcdYJC->=K5f&BDbN6 zoAsJ#aC`B^7X|T(Y-6gjxYu5L;nGVl6*8l>Et@|Ci<1v01qJAF8nEX3wQ@i-%}@fU z$anOFG1%+Jm$iBDI1Og3HKnES`n>RY8**}u{dBmTZX~oAssp8>*r0f(tk=O%XqCax zx==o90=33;MHbk)5Mr@7oDN0gezbQ-F+9U>)G(nQ6xEOjDPnHaVmjgx1qj!|J?LPl z9R``L-aNT$Ta^NmDnQ9x3fXa}&F;6~zL+@ib+LZxtiQ2%*=ls_+#Ypx^_JWV3*Div zBQuj!Vm^Rz-n35gc}Aj$)fr(Q64p*46p)N`d^-6@lvT3QvH|HSAj5(+{Ky*nx-GzJ zjoX^@RW_wCCMUYBUAU78Xg~e*Q?lA}Zf>qnJSgZeiBm#aSgm2(Z8^`v#96l6u83C=R7p`0K8~#`@ z6aTsIHcWo?O%!!0Mopa`E|)_vQ0cLlpvWZ^u2l(fxm~ELufxdM3ZBm^z~h~Qn41wt z#G@gxmIk828&T0Y=*9KR(h;hj2Y(_8hpBv6CtKG2sHv#H%0-J&zGe-)hmS?uUR@9i zMnz(+aVaT9mvq48aUzYe{>g3D57uY4t&AaC3pQtePAaA5Ii7s-$)x3#>~!?bGa=Tx zy%eT5b&_>!Am=Wg`^bY2#`q^5$7f5IVP8E1If@EDoLHu0ps!vl6cECn`5SWj=fLrK zHz1}0t~lUIK%)V|>_=2KtR!>dZ&OK0USCov5r3H;MRQJd#-J?D!;pOn@#x)t9DZyy zF1qMSeEe}S`t|Fdym#_@L+;hKH2I(c!;{AR)UC`qMM=3uJO6&=xd47GtOgrZ^5O&xF`SQkb(5QT%qR9Q<; z2lmRSM!qYO3>An46j6YXO^&npdxD-39j=`ZhpIY-0iOz0L;u?F5Y5ev4PwD+4ps}2 zxbY4Lrc9ZFJ@(imxy@Ne?~msmybkqMwL(C!3e9@@5TyUAi#ZP-Y)7RkwI zz<>dmGiQ$Qf{=QU@1H~}(^|9P9Z45P%Pd&Q?N~sm>O!FYNx+d(sL1pVa#KeEaPe)x z(kHz5MB!j&RQ#xbj+%lF=sxr)mP`_iQwBw0N?i~BbGZSR8#N_!u;;Xo(c_d8@%Aed zfmi~1Flf-<2EthS{WOFss^Cmd6V+dn;{v^q8jzV_zLtXJo*3RMh~ST`SOYVc2J9Sg z;kYsnIz}9#nSK|Gt~F+$;ytH@JK*W{slRAxh|_lmv-52-sffT0=*qyLDS z0v_gESrl?d!caa^ln|+akeyBsdw@~1p47Roq%PrLp8Flj5V~+{%h82_v=@B{PkV6{v$)?_+P1+x=^Q-u6R=yJP%4GPt z1DJ6WkkPSGXl`;hhVVKP_`I?Wo~dk)97il!I>MdiLP1d*WMyQ+rI4x0X%yBbM1=?) zv4m0EDG&{as_2a9p@PD2t6*&yftsM$mi0!;<1P$K_v6}jE8$QXTCE}x)Df*>*t6mN zh*SW2eI=YlJ&}3kR45*XHZ!`2Thn903Wb)ih^ z4&4WP?YkRlR+ozBFZZL?$I8uT-tZuPp7Hlu$G`m4!!iDri-lk&j5~5aT3EBP@c1)t zB$W?>6*#GU5Y~_lTad7^sUQ{YnKNe!asU<@B-sIBWx3fr*40)X!z}#abu-+`iLk06 zEzv+xtvb>SB}xvsEHG$VP7Eq=Lr6g^0xcdzPKSYbYq%48Ond_uwk^Vh`yYbh_8<`q z!Qu6wc*I~V|KT@;YwO`mb0>2(c!-FqA*=#UO+``6f$NrKz^N&SJ17iM@KF(W=%{gM zsHKI+MOB4Wn~iI*Dj#GUTeV~<;(|Zk0oCO~pt2gjy!IY;J^nBh^zRKl5HdU=8+#9J zY!k4C*REQ%3a`BKN-__T;N)*5yRat1Zi%)^$Z_K0^UlKupL~R;{+fp&nh!%&57sCO zmN_%AQ#=YUG=!HZ2+s>4^Vn$!51I|FDj$yWY&d83f;zt=l&A|@+ZrSW`~$shH5`9; zgSwy?N+=Cb6M&a>v^-E_PH3*Ukvo#~l9>Ho;TVuWd|5kSsSg*P7QkQg+<5%?DY)pu zOEK~FR~jXyuTMmQ?LFLnkz`ael@H?KhaXO^rx)_S|NU>H99G#UIi_2~&NjK?(J0cu zWWP#=F`JdIx}O2edm4z=0WOOd#LNX@I2QZM*xV{CiFz@)E(iHehD$jSi^Q>JRT=!* zexzr5;ZzL;ga!cG^Jvf_o1!B?Anw`dk^Eg%`4PA}k zD>3}WwXm?n&;!yKRMt)ERI~UJsdV*V9eNh_!sjE7!@duV7fe@AKKv*gOe!axX0{K- zyAQ#tU*{lHS!2`(;e9Z3VJYt{lG@Ic}_6vIN0; zBXLjId37D`bT5K6wfOz5kFg7LTj&W1uC0U!t1y%L%n(o;+Ye+vqd`FSPwDZH{ZR@! zTXIfF_5Ksxd-T9vH{F60PCW%T#>?=myFCh^qFQldm6C}Zy_URpSo3-YLVJ49xlJWd zP=dtHC5Y_$H&E|^5>ugjV?btHWUePh&jkW*C;=~+aHV-8a7`Wt*B84PhF~fsR5&c& z5YZ~921i9U!i(F&*=-4Ky-dNJ`6^zY^eTo78HB5@zA~wNSQFXpd3MJ|s#oitd+re| zbd>-8^Pm4T%DYPKlbfFO!JM~@gPOv(K^>oz$;q^s*4>CCpaG7ak3JUzGj9Z(K1)G9 zUY9W+%22Fx+pb2vrs9|SEaW)py_bT?F|0v8o4)4?KgKd52Ebi|@@ z#KUof{9z%>viKmQ59$(5HknTOT(nN1C|(_S;cZWbh%|%7=~30r`&e-IdlJ8ER!E4cL5wj=}nt8g`WmvDN{! z&1ONf1WHu4)o2e@j#!`?iA2<5>1lip<9awgYr^X&t|=PAfc(z*cGL-Y@sY=H%N@6g z@GQmU5;VB(+-ww&8iMSubY(*<6P7I=%ks}DK3MBx_+5;D$@@slQ9?sic?Fg&T$ofo zq<2$Vzg->={8iQX?X8bdId2h^bgyW)ac$=DS}wo1T|wR(>+jURw|2DD=2Xw3Rj6lw zl!h>CxYgF;372iKw)^-KPQZ=V-vCm#+!ifC1rqQm3RXMQQLCg2Hmus8Jh*<*b-1|A z?UjX-M~g6@lxO9Hx?yQ=3zp>?Q**3J*)MG-&rXC!u?CFneb2ZW)L zG9*ii1q?TdI^irSM13ugpBKSHH@HyH7WnUtcjM=ue@b45t$5f-%?GA}v1ZL0JpcUj z`0l&!lFEln)NaZcu<4Z#lL<=Z`cX;XcW6Ga=yKqXeSn1*0kN87jXCr_AIKkK5)L@k1THIFh21l15zCod* zQP?+aUlze7b-vlgH4~uny8b>EsQSWKD6X4Vkuce5%u4WEcSv z=^PLa_%XoM9{A#8VC)$RURR5-zfy<1M1TyvSOTEq=o8_~YPrI4>NSecm9z|ezhVx? z&iEL2kAE1KUw#?j4?>S6ppYgcoOB%Dr%FY!i=ko=zApohba^Uh3D@21WHX>E-A<{Xz=dN-{G zqD^mg+&r+hQzo%W=DDVxe{)L7rnt_Q&at7%*zy=sN#ZqLc=5$}=BcMJ1`dpK7oZR> zXj&9);^kl^g1axd3Qyj97odl6UiD)bUvmS}bs!)pL=Ep|lb|s)9Z&-bTyO3L$J7Ca zk<@8;LKla^|NZ_`vG}-u%>!-^`bCTf87fC>HyOFkvy5N>lN1Z5w=6lY`2H3qDnYOEKv11&5O0J+WN7$!4XB zGy<+y5MZ4V=os#+$8mY(DD;q@(ojAU^%`P+9XiQ1pd(tD5G+`FxEh|J$0Fmj*W^_~ zP1FH%4+m<#GYWvwU6OYg(Eef|!>m^&66EFmw#W-xpwDjBGg>L#SY4LY$C;=r@%N(T z*z5FbaP?hJp{%?bIUU*xHl0u?f}UN9F>urn^xCN_maHnpD<6K1r~fw*v**l*H`9l| z|5<_)F1sD4UH4!k<>R>Hj!P;ZsdS(=Y-~zcEjCU4-n{ReL0D`2Ot)}uHjd1aMjr%# z!M%VE?R6~F5~y@AnjD}ngzP$jI-^cP($dp};4H4k%)=1BDRhMW*rUrJyf^qj+<5(U zc;)4n0kYT$xH1)cZY1?>jy3}0aZ5|Id^fgobxh!FCvR(bJ>ClHTB5D5ek z4@KZ>n~%Z)JE7~oBe3%!dn2oD8^o!cHKD{b>2XVQnWB&!&_Qxt(?UZQ(kt?XnWMOnCfpoPO3> zn1TfEibIPQQbPP?=S(|-E_58i!; zIBsfDRvSAetYaL%seH(BU5jpxTa_&_RgqAOjl4Ab0L&) z7~VvOK@~3yX7u_n1Pdyn46Tg0P!V^cXIcmsv|WvHg{utZLvui9PPE@pK13cQBe!aF zBti}#QVU03G13qEKjTUhal@WQgJk}(W=L7g=*MM~fWMCcmfi$JD~yDDArx%+e2~rN z0cnmcsHUby!~_2E#~+QhDJsap0V9Xuj>}I&$L_^IG>(ra|A_0yzl1sSmnOGM^SH3< zz@6~>ocRcZ8WL#<7BrHa;v34)VZ+82#d>)_I51`biG@JL{y=o;+MAi*V!SB;4mkzz zP4?l^w0v}pl%u^K0#%P_$KL2X=ujXYHN6AUirR!H#B^_qiAE;@RS`n!oYu zmtSMZ?jw+3{s*sveV>Ca!_>l21WGFr4@cl%U5fhE70{w&?rAtasdY2jwLxZwLO4Ax z_}aDs(mg;p2Kc;)tS-YhPrQWMvPyV--nG0S#_f@LWe!CB0r>K>vD?Wi@U~?AyRJ6v+V#WOV^F=u99e3P;L4yWu)NxbC)^&MWQlC$A z=UCVEKJ&~oV*Vhzj`h4P9mCp&)_ADab^R?Ru5XMdq^b5@dF?fL_<;wJ58yIqKK6EI zAU{%zY`q50pL`r{eE2>fGhY<-IWF`P9;*2-IwbsHh`5NhF!Qd&F&omk3{Qv~P-1}N z+W~NWJ`!qGHsA{iN?+0c!yY8MtVZOrH=(B|So;v^X~1=fOL6asi;y|<6TJDw7Z|($ z{>f{w-a{KZ7Fvn~*zB^HR6bG@&ge)hNnPA<;q0v zxF7iDXkhiXKw6<$#J1s7jS|yMb}SxaX~>5K5idTi%|%JnNFgBT%^+AigyB-@Y65#_ z)?!FTJ^G{t;c&(TbDgHE;`Gs4O@vx8XM_%mL|p>08U=c^UdRL)XHJ59=Yxzwq-LV0 z$U`COeg&5QA5i@z;LJ2GED->_v_f796rEwYZ=#~%7O9%P*%c7$pehG#y5%?tlA}Ep zyAJG)w;#R%OIEJI!57>DKdCg=0k7AK|NFoH!_`+`os2Q0h0InyY;3m*NOF4)e3?L^ z5{S-Z0O(q|4MJ5(#Np^T2p3)UBz}7INlb7T!>L6uJYI%s0OeVE=rQVKsJasx$TBC& z^(7NiMU%{;Ok&VA4=h4r$mpTDfE*2HuXzfemUO^hlYc;Nmv)F(*1&19V2NWmOhtsF zawICks{|dcBI!SAF;d|0xQ*>NJVm1hx4Aq;Iju0%l?R)RNhX)^gPze6CfMsQ6309^nue=hOnVC)Q zYdrq7m8n!qc}tYeG8c*WW#Yt%=+dQ&;M`|BZn)tF+4 zH0DNi!ii8qg|;P!FKs~kIwzL^MUh*q1*2MhC3`S7dI z86q9?!*|Shc*b1XSjHCfb&3)}@5jpVKqW3}fUeN21g2 z!=csIB@^m5hX;gUJs5f#sBn;Wl7(6S`s*(|^2j4XA^7skFGZE$%?&CZXP$W`&OP_s zO?uqa{5q>Zzi{C~eEs#;IRE_fH%Mt|2`ui(dq-tzL)yEk5RFDLWXKTQb=O@Y!Pe^0 z+L-e+6*foAm_8l%KJ*aYoH$YZJsd6!M-0KjLcI6v1XLe#FyOBRG#9$Z=HT|ayKrLY zbFpo}(j3vHt;S+1A#_x7TCQ=!@mpUwXY_)yCLel!Euu$#2d#ez!1OTPP(Xf8>yLdq zeu2=9{{tSl1NYo{2d=&ThPB#n&%ZYQH6)_~Oz*{CR2+T)oY{;A22>Z2Jr?LV4#?c4 zfg)0L21~sR38~1G{Q^um1qiMLJo%=Vq(NYBN)ZuygfQHhHK&?_ZZh~^*`k5Max$=Qa(;NXixn9)}wgu z@td&Qz@5Z0Dj$;Teb%g5jgD)rq$%SKZP?hZkUCIkVUASIepJ*0^+D{u+i(mSyB{W@ z9;%+eGG`WoP?4?y^#wm6vF99UEc_R7L#Ge8 zYcX~`@d)I1ZjY!LR@Id2UmS*lVLXOFb)7NkY=&5MDS#8xrcD#d2R*Z|zWS@y8$W=bwKjJ+@zb@r9@aTvAe!Jk~=GJtW99Bv!6miHk0}2z&0iC-&KAAK}4Z zIIF}{Pdz1$!F3EpojiH6Sbp)v7h~$wsbc%P@4g$WSFaY^$T5>bG^sMVY_Glc619`8 z;jwJ@6Hh!Lu7N`K0S6p_*I$1}&Nl#k-!nWvB9SEo zgjWO6rb}M@TiB$dL~62;l?G81U(qxX9wjFz(z8hv735*p{=FI+W)9{(I=9CoH(Y?B zqXy%M!}h_e_g{@e_8gwvjx=wae6GL#`bI1%{P0{d^vjz3WGf^#whLHY5QNgg2a2G= zg~NgWUUDh^%*e#Yk=00drenS{TO^{#%KX6LAH#9&1UL@+60s3;kr=oD@lkUS8~Za7 zBjzB{cPSEs=0nd4LXEgZthjI;^9=4dw8h!z6zYWcUIt!y^9elu@Uwt7ZLRPZksDzA zFuqM|lXY36Bt?@o#Ol#tE=N|^4j6ILk;v`X4iOd|Y$1MM6uYALbu;D3%61VHg7fq9 zlj9NveL42gTYJtq=iuFU-xYsXS62%mm!YW=93Q{>>MQY^%c)e%n>SB{uAX$#NtiTg zl29(BuudU<^ytyzn<1$TQ=%|WQVxQ`Jca41swyE^*VfjGhfTu|hECIjAT} zMc~(8e-#yrsq9>P?X{xb4bM-(J2iAl7Wg9y3k!vp$9iv4L&%7wOP31e>4zVF5Z72x zP=NQ}e_ym^@ZiBhN$b|F8xBAGa7>vpCAq(RzB6Xbz{w|{EDFwEam5uvVL9upvxLIL zu&AGZ{uwWm7{P1PfsR_5EGRbGg zw((e0_z2#+qmDXi6TL-^L&vQ5mtG}4|9kJc3o8~k6xO81Y*?*=y8T=uCxKqi0lE7F z9WMcLjNGj)MM=NWAy}ytf^wO3#W!aa;-ql;>8Fd|`8k>R@PD^rJ%B$RcWoY1!C@ zb3hvMFbvmkOJj&w#bSdL5VL%^?|}z#?bTP|dE}zMHwWpVQg{%=FVBuf`1BkcxcXzX zkL&PD5)n}_1W>{Tg{N~`CwQJZ97;G1nlC8a$wG&y%0z6xU*Y<{Z}8*;z$G_k;`i^q z$Domeq0#$bL8Gf`$kc1x@RX#&)KDIgSLRDcXmu&Rduk$TOUvNN@U3+#gi#_E!{{@P zN4sGIpw;~h3fprzW@Gv3?DvRC?mPKxk8Ah zfKRW$uwlc5V$r*IZ^2UY=%bG&m6>ojEW*MVRzzW!tcCpBD*W@FGZCChl(n)rkA2~V z7YgqLl`4ivk#K}w7gj+2-~aw6!qBYu>DF6s6@optk#(E6ZI2#3@X|{!CC|w`3o0j{ ze)_3U0C@fM3Q_RqzE&>>l`VSLxt?AM-V5o~p+doXyL|a_aWA>wZo4t7!T^;QdZ^fT zdRF${dvAR7(MLGskVC|J-V+{!ik!R`RC0I>Sy*jTc|xr7DBlx$r>L9}RPI=NC=f7e z;bdlK!&zGkW#C|}x&BI&_T343I!Pa5K+K1X_)?r1nuwFa?_yZ&FF4IOk*2EQh+quX z?qQdwQo>|(Dc6`?fZmj-4jk8EB0f_O0S-F^?kQ97!!N&J_^!K(dto&;*s$@hK_*qF zqPcJ@wG|=GbQ$uHD?bN*K1(PBqEMlwQu_M06OC9UwS2p zS6p$=Q_1775;Z5dfddDkO`A68-n~28w{PFb`j%={+7vOnHf(GWSd$i=m1e}G-n-pAz9Bax{H2490=gHfs+ zhXX)j$Z|x^{Q&Og4i%wUT1F7MqC;`VfU0an76BKW2mJiAAE%vuI)4B0Te$P{kf^JJ zgMDtT2I}i(HfbU;TJ-1o0K6UAVXq5L7D`BU$r_|(kP5gV?<`#7M~~6N(XMY#x)cnB zXESHNwKS$kk_;J2Bx_qp$YNc@oH=uZa={QKDmB*etg^CF2&N2o;#kL!qti}1O$h$d zich6NhHJ@la*XD2semw#j^Oz?e$t!p&p-c&Wjr61sZ`LTlM0Tx6#gj~&z?P7w2cZv zU0q#LU`_?w!u_Q3!EJeNdVr{avE5AEr@|oHVZHuEixvsxqHo{6C@n1&+fwn6-WMtq zRD6E>?Kh#sP?=*+j8x>P)R7I0=b@s;^U`xd(9lIs4(AaG-Yw{Fnu>)}8D5~$s~BXRmkP!2yxaM{)Cz3^D%2D~0T z1_y+{#etE@7!~;ig^4P}RRyzL{ovH%=$DuWkFF!6s_-$DT~nyl92!o ztoab1bv=r4ZHP{pf@dd85DJL3@S_bI{|Zu-hU9P410Zr7Oy$FH8#I3`c?|3P!xz8f zSYYRCf$7&8IhU*%vZ2jYElPqyWkV6gLq(-?zb>N35UPZ`*BGQ9{a^##uA?;sOJ>Lb zQm(Ihi$wKjtmQchmmB;fL;p+SL`< zxo0Qz>vf7)7Y;>|>>^@dXHmmI5UywxmtS-uIuz#NtQ*Foo|a-jSktWFq_z9*yJM%F zb`lmq4&D+xZYukWt%%sz79icc1}l|VBHbJ~E>R41L`%gXi2*QyFE_&)ITo9_m z$;if8lRv~)Z%xGHV^6}-(U&p7e-*mN%Mf(vMxr^bOJo2cQZcF8Z0y?e!+$R_e3eSeiX>7W5g}Lf zKy~ffRpf(My(!kb9{Kl{@SJz<+*#zH@Ezdu=ljEZLT?tskQs{Bv13Q{-FatJ{`@l% z^!R)+8Txr=0|)I7H7gTZr%tHI?}gW#T`|#n6xt`&pg2(?`r$vW9-^~!O)Nuxq7vnf zeC!gLiSczeAXC%f7vUXde-pI6ba(35Bm6Up!i%wH%xIujPki?7y9hq{B+}E;)`~i? zVPmsGyk|`b+?HzS$?aNuJgX7Rr04B(F;FoLSoRj+XuIKF5KXn@e&~n?&Csj3F6!+d z7KED94rzzp1;w2OO)ztm5Njgdwl!0tnlmga`PK4?tHNj8B7VMCrX7EeH_s==|x9f%LU{spgn{OwwkIKhcW z3IglM@*oDQq3Re@JRodA*sX8w8#L$_v zf59M4sd(w}2^iSBHy*zKK}=s=0df|df6aB6HgpgscRLj)l;>f5^>x@i`X}OwVGR}e z9vqYXfYxt~s1e}$a10!OcLD00&-|Z~H=M_l(1R=iP>558fNY4m%WjMJ2S= z9|HBuMBI6kJwS(8EA5Jcm~B|Ni&C;={3*!ssinydsjOc^s>dFYh0ZO99@R{4Tv7Qn6Vd3$_%_ zd96IAbqu+NjV-&j>?}n#v)e0>^MKe)A(080lH!IZrv|6nyZ( z2gz_U=7|vWD3A*Iy6dh>9+zGet1&J0`kT5RR0OQ;+LUvLJRhI$D9ef&$bmUyknixu|&h8Pq=g9JGu~DEsdN+A4FzCLrei;mN0puy;h3$fn`{ew1c6J`}3rucj^B5Ae$lZD8onqp@=9+7;Y}v9#R!N(^!^XA(8FocY zU{=C`(f)MY7xLikunVt8jL#(Vn;$NJDCovs{xr;qI|MsboJvR}ivL`31tx#~Io1r? z3FOE)Z|Mp|PCNsc^&5WA*&j#dy^0sShYM>(hUsXb1vIWHNQ8iRr#ghr`xxQ#-$(SM zFAzKY2cwXZ4)m#-fg|?!07o2-Yj3?12!`NT_&Ah*o`sqYyYIea{s_GR46mZ0 zrX@7zJ(6vv0wj~Pt;d!EWU^vj2Cseb;>E(- z%^Vg9vS=}Zo5DL2?5W@o^o&s1;DW74Da3sQ=%@y$QmlhZ!d6ei04BJ>YV5vc;Eq%0NK=_>qyH)BJ5B8ee&5C;>0t~ zK`b0X>6#K;d+GV8C}ZI?11`qXC5sI-Cb3$dW^LHypk;QHDJ@%~lM;F~=@!w2L4 zi^E4Pho+`Mak^TtfUtsEC9rTJkT=+Hed|_wUIn4*I)tigptIa_BQR{HabCOe+j=$) z&NMeN3k%?IZaO8zIG^EFr8k%iQnXf+b%_Ehg+;PpF+`Q&K?HL<=p|utHEV>B^@&z` zDij=(_%}T%OrECIUV2M7_DUg~W7vohBZM`c<1!T#vO^Iv%!rB$nXo9ROBO5&?#v-! zn;7E6yasxTWnKt{S}Qx3%t^2=ldz7Jye59+{jjdHDkHofsmEesI*nKinWYDWd4s$k zl4*+DOAiMgv32 z3?1YBOuc^omiaHdU!?uzwhW0P8NjASYK;~C=Cv^FjN#4n;IJLCjWRjDrn(xp-(l1W zAeK9D-+@1_LrOs-N$+W3LuMq3Whj_tC;l<1nYzwZ)Tp2H+{$9n9y6ex9&D{ zi`GR=yo!oh(?*Rgq;uEyl~zVk8b^@glgg z+M;maSfu3^Vd<9>5I2>OLykHY_dfB0m^^Q}@+8O^4!6c>mjJIPQQkShC0{Qk7oV4IM|FjJoB2qIBlR&=W?u zgY~j$abs0>CMK?{!mte+TLTN0WTa7b4VMSqcqEht)zQeVvKEBCkx+4HS_~g%gpr8F z;b@bK=N^3==Uiq8Y{PfiMI;3aB|jL%(zb<|d(ghnPdgoOra{qbaqjBJaHjt?^w5?d z4kyYS1?Ui84V4~9jRl`r_{{J=rfWJYj^L2KU*U&4{z0F6F2rAN9SsOBbR(>4?W;2j z4#Zgy(Fcrv8c?X=M9m_!MjTl6(h>w~{cyTiy}k7?l4*6}0cq2%819U8#1ipMT8J=p zd$JeNa!o6{wZ4ZnCxRYXdP!t>C>0PH3Pn)priGuz7i(g)1j#<=$zUiFg;Xn;tj)ZL zcJ11U?PyK6h8i)+nTiR$0y5Wvpd!G(tpyX=1|EmXPICnYQ){s_S0Iu(9=v9r*ScJW zL&@+e>9ruZJryN-StPg}x2Gq-x?J90DqP&gN)2qicHRprdIXc$3Eq1d&L*ExYI_Oh zI8qUi&uUXzDVt)MWLww{Dx;)(rZUTSf{GWz%w(MuGNdK=OgncLecI)ALkoojq07A8 zM&O%W1|jNo8{wFug0qWm93!!oO1V?DC?lly&A{%V4{%4#9T*Y*6P^e#H{r#>zL&AA z-AJhKybbN*%W&M0N8pWj-)q!t;jE?Ic*QWGvD4)`wbDK$=rNnCQsx0_o~cMNao!(QfFW zP(A5b^7&&3mM;;@d-v^+55M~j-+cKAEgS7Jk-_t8%>O|9o9)L zGdmNDmaN2(qb^2WeS>vs{4=j&)Smlbc+YmpWw||fL&uRPB2rg@rC&dVXkBTOZRVs; zAwf>;*4z+z4{X@j>J$)YxHRC#W1%!C4lT)c)x?2K3Un1mdSZAtBP^<;E7>{t7#n2zxsF2sK#_e1TGk6AYlMgLtoBT*MIhiL^GuFR=h*ZG=TmP+E$S_P!J{ad=8B<*r5h(oN$ zNIj4Idwp1%tipeD?Qf|)8;hpqVk%W+^x`{3C5=iEy*-?lsgQ6Pb82`W=(XWJp%N0R ztHZJd3-LpC4$96s73kX=2>O9YLvcsL6GBB_F^Y+j!BlYqN;>jlOK^1k`#37_0j8!6 z$DJ8hA>qk{5(`7W=xX5Gukq$vZ{gTuj#3HOx2Bs=sx(AQndY*?*#JFp&!mrb& z34vuUW4RRt-8y!JZ^kUl`RF4fOk>iEzybS1(_DzEbUoK1y-CRo?Eun%BEzce7CmK zI%cODkK{F`w%dA*siD59_sV*1dGD>X?$&GAT!OZBE@E4lKSTwD-W`4zW=7C!MK&~s zmoZ75bzkVk+I`e0lvP*b%kRH~pPrB3e+MqR7&verAUj=*2QaTOX$(n7&IV@5hEb&y z;+c$d@wWFcMBqU}O$VraWMu-EUnCTeSD$$Xhm(@oq?@+hZ(9kmvCSey7F0U#59ADh zUbP5trvv)>zT2v(`Ju&u7^!!o2`JulxP~5YtS0TQ!ZBt0%ujAH2PAbcWkIG?@vd~?UN!m6;eRM$uz+iLkItip9u*8HZMQZpO!I0tc9-T~{rAPUUw(&uTI_-J{JQ=x3 zZhb50$?#+qB>(o;)ndl4Cdaxc1g2xriZ$5h^#9_*6Ar=!Cmo7*?F$eMgb^Yui$&Pr z=AMjny!_T@c<4nVzLY5L+y&#VxgOcMdBXMlyF5PM6;~P@?xtS~EfzsWQ8)BE;tDMM z?iExoHIyR85g%~C0fK>r)+MVFV#CJv2$e!HWY8Y{2JPHEfz84UAlHfQDLDF z@;et78!`W6zY7HL%j3^r&6wSw9dj6zXbgH~6?BDJ=T1TV5OHMVQvFVRukD26!*Ago zj0Otaz!}Hme^1EqVYY2)I!mRlW z8#=aF?-zf|%Hr!{o3aXlRxilbR5Y$N*R!J{)gVSigC7abTU0>k?I4vgDe-w9M~@yY z6csAJ{rmS9xiHKNy7#fi@XPn#;?fI{|LU9Ab=To*wcUn|Z5Diw<(TSl!qaU} zBwUZc8LEfEJgW7|NHm}*^n@sgIuda88U@9fW+tC+pP^UHDj-e8Fmph=@WKllv4Ip1 zKNOvY9VV(D$D?GJT6>b$;xV{0^5D(yj8NsW#w#sCL3wp8ZkzBro_lvP?!Mv-oN(|S z$j;A2sLqdAEG~|motur{Xa0r%+-;Pjm$>fMd(or!&WMIXSiNcmRxDebT<0t5EtC*V zi>=)@T}LeFhs&3X-us?|`Cq?)swFeUI#M>0A?35rK5GB)3eRejUXT((jlRs0s<V%g7)ghFh*m~(7OX&l7X^EBN?6i>&FMr^#Z>ihk8GRMO(V(C zpu!`A*%G2!WOB2L9Kt_$*@?9XnByJdxjX4~bozAjNdAA7empj@h!#QzJDy{iSg!zL zPKmFxV9}*`^5n_tH=LOsX$_$Op}Q8v3Ei^DS?8Riva9ua_g%dB_~V#4;awOL-i4#v z^+@i16|BxGu&*gZ*a)ETxG*d}3la(~$n57wsCo#<)!$9TEfT&0IGUXTSKIrrYR&_= z;>wHg=_eCaYGk#PxMB%q9o~EVtAC0bosR#dUWt`U7Q&O1tbWf9*&=TgZ6m>gUAr?8 z3I%b;uq#owDE01vV))9X05Sh)>W3O1Q0$azs+`anbvmA>tRCT@A2wG~@og|kncb=U z#lxWhoN1N!6CfG&+aMV5B75V~=(H_6cH`pP$KjQazsDmtU5u_BTft2kXoQiUor}?9 zU&Ws6eI1S~t{a6@d-lfeUAvH)o{kOcRv{}h@&G1|)QYg!Y_M6~2zZMJ%=0MOF$sEe z;Yduy@!c=RvTyT{yFHT9mnjbU;AXuL8MP5gBPIWQANX30ovX4{Cs+_FEQCKZ7w6{9M@T9uH%0 zHo~kY;0OZtY#1IZ;0-f{5KzAcaQ;QO+)+aCwZUhlq6l{zl-ue;0yZWhe?xBrApOe-*))xIPTP;%DNE> z_*HFzSm+wz&(FfHMU$}p`xlV4Zf>#pNtNrN=~*|R**Q0(QIBEpnBqjpwE0VM%Fx>| z@cJ=WvF0xzH3j!P_a3IqT@qcU%V|9@;`&>Wo0EfZI0%>1h21;$)f6GS7XE|{lU~N& z)iV+H7sP$oDG^eb54$@B4Z077-Lo&<@+J)Xib^oW@oS6Ojx2RFAI-Yv=8O)zE2iIMH6TVq6 z7vI12HqM;<8*tVT1c$zbYEQaQ_vPBCF)j%e-*Lf`8;o>R=*E$`6P_NI!dqh`E_h@X z7S7)Qq`D(kilSCV{zmG4M2<@JZ1%OYC?Q3H!yYLl$Y5mCEAlx3HituHDmkKNj{gw- zjQ;V*AJwype*Uq~@p#X47UpB!5N0!E9gf&_;uYUB2de93;;o~no3~NY@>*ChbudTg zb!B(D4Y6RXE{<5zahTh8p!wzPnQe~4(c(iN;|(|5pbA&AZpwS_y{Brr=;aucPAEQ@ zu9r1WoKC0uZuRUl1s6A-lfRS{{`VxE5hjx1XDvuT3|z! z*F8x5-HwDk34oL8K60yttX>3dKBPCe3ds#e;LpX&F!Z7eQRwp(^C*ztQ=zO9+m}qT zc#)P+h%{><(rkrDKjfERt;6>f?0%%#1F$Pae{4`J4X-&f2}c#_2Ts$iwtiS_4m3aa zRwP$H9>M%<7&H&jjNvz2nHQV$-Va_g9c7vD3UHo-Mg2_f6Dla&f^aZ|LT>>) zZV$4uvoU=1%}DlmFz)_`kk+6MMqPU?o_g^`oZF`_-gt35(red>>@yg`doRC;F^`VJ z%54>pe$w5jRO<|cec8xun2*d}e)t=PfwVB}YZ6iISvNNRd^hSPyoc#yPe;|7DG22h zz{)nTnMMc*6#|W~0FE0RdC!hkQHv=sn8GmN^C286K0>YzHEh7@w87?ZM(QON`R$rb zAle0s&x^yAhWBXkZ(Kq%GBQ-~GDXOd=0LF}`kXQ@fkg(t_~Hv?l{p&wE^nBxPp0SP zXIenazgvv?;BOg42hTSH(urBHnJp9x{#<|wZ@r2Cy*~jv_jr-o^e$AWKNJ?L2Vs9c zEI|XX87OENLT1mR``cy!c|eu%ZX~Zxg5REvUGwjOck7q9{<>@N>~qgY_Y-R+6NIvQ z&)s+51DHE+9#Z*R!TMH*_}DRuet-DeyM6l(1pGd{@#gEwT6wTE>g7^^X!AJ_oJEc< zzx?v(!gV^HkJ|0dLcp6_lv&CWM}QO!gY4TyvEf#3qgK1V2zvAOWnr;9kYKT*VDA=e zSvVOxmQO9Qs0#yOAAb53oN-n^WbWCmw&6)k!mjOGaoK=A*s(2=(duBB1&Ae~C`(6z z6$v&6R($^g_OAO=EyoA zgLhL^i-95b00uilD!UB@NJ2uy=}C2Hb+!#Y@Kn|ZClKVr)DkI72B2W~9xPwI3eB4| zg*_!jWy=YML$J9$fXjhh>sRBs@lRvyiyt6V{aVy*b`|U)5B$hR&dFZv?H_<`y9G60 zssv=`V8icMVqo*-`0$zQ0bdYCAfV!06RaK}y$Mj`48WEc5g>62*+t8p$A#{jCA)f< zJMm>rfS7A|%$zwBGiJ=dO*h?y_3PKGjyx-#vXRjbq>5{t%iKcG-PmB~83`synccQ9zsAm#q^ z=9_P-eYR}bvRKj*PNQXmqwg$|$ZUg5^1-AZci(-tD$vNb(DK1)Jf0hGyiu*o0*S0D zzkK;})xJ|sIR)LjcUSWkEn0-xvuCR~CC2RW_*r3IAD4L`sx*CnhZD0kA+}CRNi}3j zT31gq5427BZ3=D~JrZ-~Erq+r5L9Y9687Zd5e^mr>Yhn}zgieM9sS5{AB45Qf@-h0 zVc(VjOQHwCg3Z|Y>rlYA8lQafDb7DXQUgrlDuwbUKp0=8`-y*R8x{+8?%1IQ)Q%+q z620@y0c|{J=B~f%uDhZO(oL%J2`8(V4%X99CryuHu&S^rn5H=U#7A14W~hErca?$4 z>;oL~`w;Yd;mN3h`rU@2S-;UptrZDc)95du@A*T}^PF>$mlvt7PMGCm$Bu2q#7B)* zy->H~`LNnuG21EXT$n^sQ3iY%;h@U+Q=?_CXvc;Z!T9mx)%)1I`hxIZ5z!0bNcuht zFu>)PDq43u8Fr6H%~t`imIM_)g6v#Ws&hOZ8aE!_z4sET=DmRRKVEkz;?2Nu7XUV9v17fEeeKiA zE85l)Uk7pZDC7MeJ$6JFxtnjkS-q#Vdeo>==E5DMhOmRJwf+dZPT_2lCZ zt80Lm1&<&c%UJ$JJ+HD%LP-zkY15`f9~7i=(=Ko&S18JOwXeui(aLZnrKq=z+_!sD zm6(VSIjxSwbR5@tkP-x;z&>A4yLF z7?fV2ZgW&_)G<2m*I$2Cft$J=<^9J@CF42z=bu&O1#F2Ku-KB2z~UbMY#`*13^h zgE!uILs<`Aef3p*`st@?8Ft|L{c1Oze*O9>p}~}|6b)qf@ZoBZirJRf`KR!B^2sMv zYymCC6dZ)HDdWbC!-541l!b&DnpiZC`(veU3W!>@YALs{#E2#-GcD9$isYikWj3;M;G%JBnvV5QH*g0nrbzC!TmBx)5U{GLCDh0?%PYT#$+t zMhXQ`t94%-cgj#S>UlLz=zBdJ9v#Ua5e{`aoCi-vO$2=r0b|}*v@tAg9||E*z)V*b zRBh4)tp-1UN{u^3msz)F1*ZT03+xVO)DmOBz{2@+qRTL=l`}C7{=7Y~dy-MLSvQ%x z5s7n%2$7OrT6jcqm~*{-op^IlYe_FXUss?uPt(s2Rdg&ALTFDGJXLGp=~q9%vT48K z%6={s%)0<9f9ip)+rNj+odKK8jbPA=D$TFJA9I#r*@EeS%ZhNoi?9knw?r);=Eg?$ z9XSgJYVU!vPeq@1I>g=3A@F4n9*eHfO*bnRI6U{2_l%``6k*0Bmn&jH?%TI-bUrN?q*=3O>Mw;2(QZ+M0zwCoQ;cv~3J139!V51{ z?a^&udnjHQyP%Ij9}k5G1rseM`ngMs2*oh1J^XGdVz>_ti^!H|w}nFyA@Q#NlJ1Ro z>zY4Dgh=H37&dGK7A#zYn{U1mDaHb9pFRj{CJjO6#_v?!5KDR*km8ACz>Hc}f(V6t zsMs)4#Q5v4K1Du@79L~Yksz1}m*YW^L#5a+vwpzu+O?}#_NUaEC%~1Q5fLCUVnua6 z0)9A>(ow7RnW)k7bY!kufUHgXDwS7id@?FGZjZ3vyWhx*-j3dGx z9o2S2!CWfgjuaBQGzdazVP8i)^4@xYms*Cmyh(T*zIK>K znv3G3LRr}`GIP+NbvwNF?$`Kh;T+s?WkYxuT#B``$H7~e4XYysi4_~s#)_QmJvu)& zRCL)sb#z$UTHGR%z(6#Ry(=all)n{7aH=ZN+PTCCdf`fG0C?JC z{`@&uw{ET4u6$2IdBA)X$GSn5^b$;UK+Hb?%qh=Ne@*2RI;%`k;c#JzX6>-Q5Fx7- zTNeI|O>@7APNxf1y^j517?$V{PCS>0{kB;Y2+MY5Z(9RjUS@Pzk0&`2+HM$1fUIA= z3OlxMiOx^1)&Lf(ttc)f0SVTK%UG~57r}kODskO2)Ws3>!{JUw#p7CH)85T$`s&qd z)DK>2YHFzqNEON#k+AR>51}&hz>0PR*~#VTDLXBDvsEXu>hVqR$a8O_SC4+U`L4S$ z@3$|IP~~hSX0&4WQpIeTIg$_Q=(btdIUH6&=%$%vuJUZGf4`Y{BhC8wt5&V50>k48 z54uC?XLd<7KMu4X{h97x3`l?W*=M8k=)M(OtAqjO#Qbb!RxB+%w55fyAZ$N_*_qiX zHt<@H+6(`V*x$uy%w|zmtrjhq%J(H)eDM|d?9=~Y;+LOc`QlrUwW1*^wH%G)nrAXk zpXxV+!+s>#)8MIkGIng7h2_has*3Dl1rf>vvCp4>f^iH!vl8O{&@$on1;Z)WW{-_<=2%}m;Rd;o$8XX&^f1(1!HO*SJ zMo0y}hvBd}ux`ytRS!f{rSZueo-5L&<}a0^#;U}}fnjV(0^AjTEA%0LH+ok4AxCy!` zIXNl@M8o zU7x9BX|-Y82*r{XCM6xOaCp#}vZAiaMfYgiwrw!>u_y86*FWLOCm%zVv@O^*`+8)q znE)f037b6)3HC%-EOt0k>mm>Ywrq(E7|KANP+ri3;(zx={63!=XgSvIho}WaWwR+V zb(`INh z-Hi=%K1S~Lh`E-W)~hdCv}p$~e;D~=>#$)vA7({gB-cyKs2TNHjla)>t5pWmJCiaZ zHA2E6)sbR07ye*tYmtoJ2#1@5VkJA6o=>|W@xO9#z41AcnTOOGwbAe5tI+TKi?L(V zI=EelNU2_v!|$+KZAbiA`Fx<&qc9XeD4GQf2&)(w(=(wA3^ve$p^Ny@O3U~PvvA-% zcKG=N$LAL3>C97Y+qP91rkGi(PoF+&I-hg8fE|O&iFtcWyGytq28>fU@EJ>YE)7%Z zZrZd-y&pMpByPX`cC`)0h42~Lty?$Tci(*~9Wc`bv)y#lq7Y(Ch)#gQf_h9L%-9jS zZf)PbT@8>u_0&_*{cxI&OChx0>wOb>R{wiS3g$Ow&T81OA#T3;R)LhNUC}Y+*LclnOLJ(G8jQ95A4~!8{4*TSJ@-g;JD^sR{Vsb7%Rp;`~3(O z)#K7IzBy9tq8tkl<*!{NF!)rxT!gjugB0yK1u;xe;l%~J6d&pr2?5(Pw8%&uL#c651WoT6Km zE_6q01G7$1RA_Fw<(8;x*KN1mrqb}zg3JJM?u!+>nWmTf<20uDW#&a%HZHm366Kzw zVKyxmO{6fQ;OWt$hsu+$1q$bzkN28uu2F5&i1;{?u_60X{OUo>&Yinp=A1wA^wZ<; z)DsV5&!W4qht31ZU4ep#NUdG7POLRmx$@HTB)Ve0RHVBPu+ND)0*_XLDlkLMk^h_7FqS+)(@`l&)bV7 z6Q4q1=00&T_PN(_*7<|5XLlq%h5Jv>$iV2~m*9u5zfjW>E7!wG{cl&k=iwr^t-m8c z_B{|Sa3-Z;)z7bE`{LiCqlH?WNgRl9BrxA6g*3@OQTVU$pO7M?bIhIgU+&uxHO+eEs!T`0V5N zFmLWu?B3%?{{aK={0rk%_BAO+D3oQ)&q!YDp-@nbS-D&u%$+kElYaam63!gWx5(rw zbh!$k$q7x+x8FIDvKB^2MLATckgf)F4pu<4TvNT4`jyh?)AhEPnv{Gk$Y#W2)pXr#(}a&#We{qln*94+h|J+a%BdA8g> zi2lRlI+V`0EhfI8v|#SI(R$4nf4Fp}B6A#wc|M`b6bGAhI%OTxXRf@f=jnChZBI{& zSd4?wZ4!RwbdCVVZlCMvb@VpO+tm9oZ$GwuI_4x^`}Dre>+5qR99fHqcE{3z>KPdo zaOtI&sn^EMTd`&HW;8jWkxJ$gyA44oOPCWg@S5kfZiZIh*)yg`;?!KOXdhdNi%=d; zII)Qm;jzRP1TD|^$9_3wd9us_pjJ;()RM5jJtz|YkyNz-@^)@eQ_}0TK(!OQDM4~5 zu2<15MbmfMv2Dq3*tL9GbY6o-jdAsjw-#A7B9@m>$WT9SJGO7b?p?d0%eqr56=m%D z=ce6A=qz=J0h?oACG|af_o^Q^txyHwa1&co!|8UTASb6NHoE*ii2e&=gQzun^oj04 z)*`p1(oAdysn{$~=J_Pv^UEwAVt)ijs9m$VdJ*#oZ+Y)z3FQ~F=T7W1C@no5jhi;bwBLV+zoW%sIV3h)Z~$ORSeLiSiqWmDXTtNH$$(IDXg3 z!sk4d^bVsoKs~jU@YTmCE3Z(0SW-V6+Y^r?b7sCyIO_O5Q65&X5oF=MkRXGDxFDNB z4%=y$q-j7yL!}C(Xup8}{Zq@bL8yFI`{`pCs_^@s2=^h9fJ>(XNZG-30 zvo{%4Y-8ejbAIjeX#2WPe`mHcKRrI^5~q`=Pmeu%JT@*|d`KqZ)w1AXIOs2`{xYR& zTRL2W#Zm5bN48jrl5uRwW0VB#w8Qs7yRL5cvP-`5b7C2Gn{Mm6vsS5=Qhe%=jo*S< zI-jBj2|>9?L2R+*c0`4@kPuS9OMCyd-NKT^w{o?r{4g{N0zHMRO= z{z^^BJRwz~epls3R+nrT&=z+uco^NB<|g zBAfXGl_UmRL$T%l8`KFf8qcFXE7Obd52bQ#*BWMXqk4()>yE=N!Asp=W^Ob=|a7z7RNN)w-1Uy-S~!0Ao=MYNAw1t#lSrRJr``7s)zg{4Bsc~ zh_{NK1xk>3h&a(PEUMu-CT~n;P+Dmg0~U7r``cewOa$L{!aFEjWL_w^X0*Nd?XYed z-4pTY(#smt*hiLBzxhym{@r%=A~BaVC$AV3yDb7 z@dpO*K{0+t*XObg7QV|`uCbR>er|3u6^$GhFLU0;_J!`HQ;7flNp)I5f#MHH6hf@b zVYa+`VOcih=XCW#ncFPgXWyo1JE<0$r3HWbLm!HDY)6y_SA~88v)(_>LB0Dkia)4K zcApA-0QzZFmUtL)_ZxU2gN{w{&!53p@JPP>?=$xYXqeP8{$$3VJ8N6HO>l2FPo=+U z!TIOXQ7HRXzZ01Pk~j0$m!qVUjjiXk3&#SgD65ckwR0a4L=E>*Po79jrlVlp-O9s- zknrdL*DVv7ze}%#CK?b5pV(`o*SFzHAX`Z^oOF>bWqjP@i@)V-x31PkiL2+(jA^_`^s=dNM}CMN%elj_ax&(yoIK@}&|^EHfspnGuH#aydc!dOavtKnmI zSJ4xDfor$JmES*mdzoori`z2Q_SYB3-!+TL=G>Pejk})O&mwG#>WW{Qj7PgEEET$y zcw{J{0JOYoAVXr*9LUA)3B;a!b}3jn{MsSY?0fA1ps04yD4b}ee+T!5a_ZK=O|~nN zI9NLJ=|bQW1tm84U(g9fpGUFYm{cxD*N@fmBBP*q+HFvZV8QS9a$f9If`DZaUSDd| zhO{+PTdoy+sWk0WauQ$Bn_*M@)#G9}Q!2a!0GeyUWW(?JmP8Ya`aj`Y_r$SC2>)+h zWFCri-+-o_OL4F5#JZwLIjqN+M~TcTm%t2Vkjl{{sdqe14Q{}cX#Ws zqG%*nA3s8)*Qv%OB?J;eWwjx|Q1teyJP8i|l6#Fw!jI*=+NVAYbk9NIY)ym&x(@f} zJXT3*_~|9Nbqqm^QLj9fM$h9`s7O+!FhCtqK~~mNGS4;2%54x#sr~Nx^{b_@dM+$Y z#0yGVJv*7U2OS;YDIP0{fRlc&^BzC^uwT@m(V)p&KtbeKZEKg&x_vcTg%<$E?F|0;1kF$kf^=Zq>fz{xKtAieXP~UO1cFAMN z8~lAk_n_ghhR38cLb>ZFuS5F!`Z|q1;lDeSm#7~s!F<&z^v zphaw-tehNYmEEkBFt}H%RE1Q*To0%p=3t$x^->3c0XOI@T(q)1TR-l8xm`VaiN;#< zWAF016O`@As^YL5dbadYo|Pks+cNWn%YDzVat3gHwz}|1(+!bosR!@gUetryo>?IE z*NQk=qL)b7^0xY2B+*g({iOgf4rckcFVDY_Fd+=if^TK~_!K8@j>hC>At zu!A;43~c6wb{n$hZf`Dkr9U&OM~G{3KaJP-%+(PkeEbyfV@f^3pblH-Yx_pi z6!*o@&N|o4i1pzdVtDah|$<+b@PJ?VFQ?PiMoC48X5a(KiEAj!1;Efm6J(Pgp@F1J7% z5Inxw0lqDk=G|dDt6mt5d>jQE8>Z;ZnTg9tDn546aE1gjC2MWt1mu)p14av*Ccp;XfkXqunByEblK2ysDZYY~s)`p-T zVRhfzZo2AKYW~%gx9KC}*B?K98r_c|7bOG3=v~T>ncg1^%Hb$$f24ht^fi0mo5y}m zSKDw+qtp4PbNjAX^)9FvrnIB}g!ZM9owJQR1(wqG7xnkk-$vH~8Y%`>VwsgAxo+Gl z7a7(62GSoxq3Crr>y>Zw#-FlJFZX|7FdNAjbYUpPRM<}A+c#fVIiVQ`r=|MTVJ230 zMeztV;qq)*3~vXg8rE5tN+{4Xq68t#M&_yI`df|W$C)nxuddDsqIv`|VE#-D5XK^YhPz-OTulRldn> zG)65r2&O_EiDJW_jt{Q}Z&q0hJ^<|^KIyCg;`Mnwe4E|x#(To1YVGD+uhiCsChPm~ zYUrMBY{H98dp)WD_Irp0TFddcLGcY|pCMT4jIeich%5>dlQf^1G&>n`QZkJx=-DSG zmkn6(>5WmO9u*>7%@k;Jjbi8Uyd|}s-5>Mw0|8ehsSahuK!$6pa5`9x(%Q5Zk%ls! zAXm;x5MgB!dvz5PcJ^gre;wlllm!?uK#i}c;66^9Y~rrF#wFAV0SzGNq%&)q)Cd)@*MENa;V&NT0Jl1N{zyjciXoBkx?U9tS;2L-rbD-TL+XZxbW`PuF zoR^sd2Ul4FsiYeIz23g`Z!Jt04{-Ue`f6a)Q%yczl`kWo@~CrgqFZ*$*1`-}YshJ|pac9l%m`8QAZ zfnyswA3edhvBK9()#N&I6Gn=_EJj@nKWHHkI?|0UQeRDVOPeBNVboO!Cu3nJ4Cz~U z$;zbhFA|%h)a!8Gko|iB1+I#V1Tlwk;KqzK6YA|y_duDcylZcz^|&-R=Lah+ zRZSghfFT>b{Pl^Bsil2e`O1PRvew5XXz`>*IN%pp<8ap^xJJ0;?!WlR|b@CkqEQV?cV8E(_YW!nlM&RZtY&nSq0l=QN+?MsyjtB z-eS0jCJbjKt;Scdh@H_T6iYd8yw)LdFD#X?*GoQGHegy)!~}()p0>tqMtw-dpbCs6Eg{xM1?J`fDJL?N4Ou=%Vmvlbm;Ul%!7Hwqk?gtB&nagy5;0a->^8y z6)7^Ym>eBJ)mJ9R!qCo_`%iEPS!IA6R z*AWt1t2e1ju#_&Pp+o=cYxnsKv*rgM&f?d?<-#!;$@6$^lQ_e1oXzP@d}xMxwaSOCy&f_oG!99W>zmeC{C-D=Gbo&oVnwg z>-Ui!@pBf4ZhF1n_2_r_8k<#WhTT6X*A${%gVrkAB24&g{?IL;-;7kZNJOXCM?^%? zpx?W=Tw%Sx&fZ*K-(d49Km8VrmUP3Zr?$wKzRNb@-wi3X+bdqr;ICKUj$Zpy@2p*8LmGjX&C2reiE+F<`!%bh0Be@eKJq1c#H>NXvYg=Qh5C>H>-tqf^kl@` z`*Yz<+b-*J+K)1u249*g-3xG9^Xf#VL9ioSYxQ9VuY(9{+IsKxV*S`IJ8Ute zibCOVF#r4WL-(l-C=u4JB7V!W!eBNc%4C?trU1rvt*`YxIe|Hr}2a^2&nChyVb>H`_>C7wiMeggGybFB({&wpPgoMHv+uMKx& zU{rUx1cAakQl;4Hb2+Lx3hLB_kKIkaq$z0sw0Wu&`1uc6=a+UPCywWG;w+rtduA6^r}f;Q4< z&gFFC1zrz#jm!p&kSOP(+h;hi1F6@eOyOw4xNheYr!+=QeI~P!OWRCir0E*ZF|w1# zM|T+(&xNusqgPB9Nr~gfNgWS42sw&g9+52W=6clEHSSkkyCESj*6MZ&Rnw4$dl1v0 z&n1sX&Pq4T&-xw97r6Z}d>V$SBg~&Ce!n$Jv}clQltAeI)>+Ayh(5pGL2cMp4Z053 zns`TZ@8uOJAeCoY)O2BWwburW0Ox9XxpJwo)bW>Pdh`xdA&K6+=kjPW{#rKgQ%T|c zge}D^G*Hz;9LkqQohJ_MaYXn>jv_#4YzPYO38Hg*E$j<3evvVy~#9mRo(|)Yh8rIR#ArN%Kchz>>=Khl5)wUn zvAo8tnq8VDzKJYEdphfu&dK3S%*@~R((|O{Igw&(e&8`X72e-1A**?3$PDTlMMfi+S7)cpSgY3$p&t zs}31b!iDchz7G3n>A6Igh{~bWPyXi9Cw9F&tCw(-c9v#yzATjTF`kRRA{{xkYS>O1 z7n-^Hv|YAF)sJkQ7+Z1ku4%K)=^3{acAZiplc<&B^Km-3_ymexN>KXb`uHg0B+()~ z&F4g$<{3TNgyWx|v^}+ll)tcFX9m1B#!JGeFkKCIcoVnx(2-Om^>U2*o4=BN$Ts`H zQ`u@79a4rJh98!ef4pEbE>psD@(rgIwc4T~mQwBjoCyCmF?=d$MCOVvbY^zc_Q~#( zH~*l&2Y4q7qzqXpz3Vw7TmA768E0Z4<9UV`P0$l5te~*>r)=ruQ?0GB5t5>cYh6Xd z3^;m0ans{n^eD^Na|8|cuE$2@Jd$p9Ykl8^BrZ-9Pf?{{h@xoej_mJF>GjCYleJZl zWwCA;1b@7y6Z=vxV(nLA_i)yyvNCz6u>$Ul6?#}{{pH*(Dh}l)&2cZHsChNTS>dS8 zEE0Qc@6Q#`8_B-Pp-Hhj$Hl9Qp|I9aa@c&wfH5)nKz38euinL|1*%bZeZtJnu3nPDZWgZz+{Anojn}MLFs>KaXiQ?x^Cj;e2l**C==D#{|}P8#Jae z=Vni=m}{##4rdBq&^^rRd1}d9ifEZz*a2U18q(v}f6m_|AWX|DB6(ss5Fb$)i@t8V z4@;xQP}z`V6~>eZ#!xREze+nx#quQB>)1mT!4fd*B|O&KBWk^1Egeg{E(-Q@=2-vq z^T|&`hl`-YKquUwBF(xzG+^0UqOcTEWRw~3YeEjmKXP1 zm8rwX@x6=}sCLptv91>WT=%;2pZ!4o67_^~CYu-CIwNcM7(_BEm7$^-%qw4oUJ0U+ z$B%F01s;UJ-M)0)TVj~3HB>jAbMyTB;grlzXi{uwM+29x;^olg+W=>m7iPil`%&kT z4=(9R>?%wZ+!D@v$za|!W&9dTu|C?a}(8#1cyUTZ4yz%9HWjXRqEU{l``6cJMwM z3c#<}3DtH%J6daQ+o@PDj;GufhF^1XhynG^6UVHLlR6JVYib&rjv7!$CjtcWM4(P| zcG77#Q}Oq85J~Y44Gl#A_^zLxnVB1O38cyb5rs6k-Y74**A_?R6+oa0Pn@UX~y&AT_&w`y@@%pqP^SupCa= z4Sfx*+xZ0G9DCyV!)k|{+3zGGfL3Vio+l3%zOFW&ZaQB{4)-DBd?R~w4XPqrZp}5mZcGQkPF>EKZ+9$1 zCy0Wx=ZX!Q^;!IuKWpY)26VOFF!*JWdGCoGCwDAQ+<@oPJ9gs{PP>nQ^!?Pg+2A@A z{JTzC^M}8Q=4s059^S&d&Zj9pdb3D3KA^Mm$dQQG2_Xdc?Y^$Ev4jxljcYKGqfS?i zDcC}u5q5C-e(TS^>Qw^*PzTBSD)yu_pxt_KjMa4!u;p=&9w-~7;3xu zYPrTKJ||$@q60Sf_(5$>OA}B^yW@gp|6<~Hsxxntxsc?jIU6-=Bg_Bmx_rH*15BN; zkjPu{Fp=z?DH4fU*WhQC%ISwJWNNi)`f5Q_*Zz#3yAy`jvNI6gqkN{u` ze>0P)>>>Z>TrkqT zU;T)9l0g$|mq@a_;92p*;csx3rst)7<8hoPti*?8eG$H{&|2jv8knW;jlTx})yNu4 za8%iAo!o5S(06=YoX_K|7MGRcO=iI-*_RdmaMxtJOl+^EQOaYis!zAe6s?7yB<%5pHFLRW4!s+# z>q8v0i@Zu5%ysf0Ia)N@qSA{_;14YgnaMeyFlK5@Ea?nzBUS@E=#ToDahBkoyMFOx;9-4?-~W!t&Mu`g|)hjS<}DXMNGKLfYs0Fry-K zw=K(6&slW;M13fv>)n{Z2=DFi@v=TaH?hn`Qk<7Ge@cSilO#U-BIyB3%dC#n*+Edx zaYn1$EYh=BM4!y#FZQv=&DD7aGeyOe;{^c4vxN=M(&F636_a2-7m}wPgFZS^00jHa ze5!jAM4+#92s`_OVA}DATZa$jw4)!u#aRb)gZQ{rpXYd{s0OlRFqgLv!L%}<-4j9l z3EEo}jwON$=Lc&GUbZ}6+%P9AEI%dr0@8>OD8f|niGBNedQ{`kn*4yQAOfKD3{0Xd zB+sa+B|HdNURS*&wNDjv9dXeSwc$+`?Bp=%lw_f>;hG27_NkQst3>}jr%BUzDHfJ^ zU8m48f2VrgID8e6RD5zzdMusPi<50)TeQaTHJ`mn^Yq-M{$Ib8S0krMh2RA`QDd3z z{U6(KOwEeOUhqhzb28FLrSSsJs4k)wHNP`uRjZ#%QK@h&K=6mRxoEf#)CF0)Pi{8`X^SP*FQl4F| z6aDeivU3kZSQWxDH9_EkQ@V9;b98C@7)3~-jA2vravC-UU0u2?CIONr*WBB2g5eR) zw0Dkjb)85HWfin*gFc6Fi%~;IJ)Kp{7V|B{g@Y-%=WCH|z6>UW?zY1l#lwq3Q!dU0h&_kte4bdmW(B$ z)iLZivD*3sV_>*<_0_JbVsy1)q_*s57dsOZE8|8q?$SBzl^f9vS1Ca9Ui*^cqXBlg zbpg&am>?R?1b!EvY`-F5`^8i8)!c8(>7_-xp*<~yU`&37M{_XeuF|v;4zdpHq?*|q zrRO?%{k9@CxU4s0=kU2*3Lq^q9%sl1@>8`GI5Bho>{VnI)FKmHM?T;qFmM5nMTzft z&6X^it13n>vE~wpOHrWGN5PN3n01d~6Vs^NnkYJY{jF<~n4XBHBy?A$p&l`>a3W%T z{!Zfra)uQt04aGHBTyHUP0hz@%aQq>Ef^2~MV1EW_k^T5-$?T#@AdwJX{D1G`~*{kg5 zqo5L~jpL(z9Z&E0dsBjQJc5S{q7vbcQU~7vuj0U%7I zz8-qCd5TNNq*yE^yPY$^U7T0%^DyKE~D3CAl0G4jwZ0h>1!{7e_#O^6G zg*^O<2F5{rQWEG3VjU|GGYT?hzn{5*93pqX2FMB1UY`T1S0xTd54)*=tRB)Jko5d> zS>rzAZ?`azP|)3)kyB|u53BP&-I>j@)2fKEUQ3dwI*Kfi zt|t_p9(rE}n1!Dq{d*4w`7A)k(P2}_j)qdc7E;}SPo@*o{)FR>(2DhKe?axm+w{Mj zjPR*T7pdT+rM{4gLVQx(xAtG7B*t$A-B-qlBL%c&!Mmo!kQyXb@E^T___-7$6#4cv z_mC2LcNy)UccH68FA45m%H20Ey1aW|{9Nqr^HZo)`2Re&!9Ulh{P$(^-Agqp^*-nh zGQ98Bo{HuDK~^o}`*%CwAn0xf(BL5a^A%6-zQPJEOy8+VwZs4D16r_j! zH}rJ>TrC7G?ruFQLPMpr5kmo4BQg5_o{&`w43NJP3>&C!#B(M52mbGOkp{B<`+gIo z$`Q|%WWLkj{O{vKdyqZ(Z}@S3`P1Bu_dkOn_zXqwZXvQ&-PYX)pS$HoNnH%=vHSoQ zEKy^Vz5+nw;Ij0%Dt?6;)-Lt?V*)A(r`mU?fEfMVcFRyZa4R=-to<1Gjh!R>^Mpc! zhhUJ54RI8&S<62&eWwbFos?VK`tE#_0r*~R@!s?tAOIN|QLC^R6o186y=;M_`0NpM zpB~TerX6Q?eVkQ!pB*h&Xr~4NG@npSuf-U5tDjv1ly_0hBImE2O?-3Na**cY7ovK3zV)j%*2R%_i+Cx;l&vgTWx0%tQJK40X%S?2V%$Co`^ z?U(r`_gM)9lg9Yi*woOsYfJlffRQH%LIKfX_-@lB2GDX0S`zcx{7~1_3({}&l&a1b zx`x-2g2?lF*}RclM^r^cC3BjcZPS52v!~1_#q6e+0P&H*1=l!7aej38?lE^`gont% zfCQ!yuw5G>If?z@ceAYyEq(FawwXa#4C1pmBHC?Y5tZKG^>>&(9&PMA)-(+9DYzGqW_dtKI z$&xR1U#btlVqfM|&vab|r4o3o@nMj%Vrzn9V~Pj#%~{@YJztK`KZW{f%{Tb~DYs(& zxeMLlxwqUipwhoKNR_|aHm~mXWG_-imv|3SM#4m+7aus=)%I5>ub8Uw}D+XF1&iy0uNk{>9@My{X~ zZf#);*BA2gs>Z>Y?JsX{uCsQNxh++g&r(}|ZXW0L<8o8M?#$HNf9#}RHICqH@kF8@ zVEsQI2aJU*v;{By=9`z?oogKBJU>70E(|5T1`;&}O7YVI5LwV`vP2dkmN~B~n6g-c zJP1xs&XFTXoHd%Ssd-2=462&o;hA$9x1-?giZLN&B;(Ik1I0z_zZDM0-o_h-hT4c%%E^s@Q>um_;0S;k@S_8#-z z3a$RoCHxR_cDJ4d59Fcsj3%D5iQ@sP{tm(y#%J)1-?^Drk6(MbEK@U7%+x>0JdrV`D2tE(||a% zzTtI8qME)f&A`KCUfZxL+i7D!=`pt9Nxg#dDlWegW%)t2wLi`I_hKHKf z4UP6aLinj&nnLP61c1EHi5pqbFcsqf{KsL4Nco?Dc1h@IiGHn<>C03>JfKTVL*+J) z#Ly9?m*Xzj-JdXt&Q+_20B{#UDYQ-ZDq4+pfr`h7`-E#I zt;)Tm?=^rY7x;{;;YOMBYQ8ZLyU@t}QF z=706^ktvzT)bC~zF(o`-tTiscmD}tYF za~$s{NrOlQn|euk54}W0;f)fr!IN~bF(CVr3BxpX(Q>L4RN3e6QbK~Z62+*R zTNaa2MAy!t}YP(0Am7Kq;GLj{WbLHi-2%ad(n zT^W<2=f3=fIHjlYP15|fVA_I5c<+p}qO9T?VcSgN4X|M9ul(Ix>i&Y|)pm7$IO=7l zKg3o(9WqCovwptv)^Lmms0vxfKJc*-Z~ABEbUeW?cb2~g0KXPq*;Q!Lis|AtZyR`%uSnK|+GE?{|r-6iL>O_Cigf$l& zCY8$?_jAc;WBzwCpUkvRiC5NFpB^4+XkXK`BW@D52@eSxwLVl&^k{pJ4q7r{q|sepGXF6v z;wFurIQH-cJ@Xg=c0OWWJf0u;Y0mtGEvx06p4;rV0*WLcwapjA1BF7O)8u`a_p2y1 zKKiUaH!ufuqGo0d;OjTahu78oO!`xAdY?XJ<~#$(xy)*Ze%F4PW{0)Jmf*h1{mo^} zSlR^j5$%E)9&vYJATxYj;pEwHxn{V{Wp4o4Vt*x#82vu5a>^hCk8zP_yE?#Sb@63dPW0G9-YA?VklGAO5KdjMW zkcx+@;Plm4kzW3dQ@bYsqc1zYt}UeIBgk`*1$1v*8kw+QI5TtZS>aeIJD zTM48|G&aF#H9E$qFNYE%u!vpkfTZ$YF+i!D(XL}E3DIVIbU>bb?xmcHEem{ zN($l88@_UKa;>26s?wHwt31;T1QACD4rM)gc4*D?!Zst z1FhREpiRAG8E)`!Hu)JtxdD2m`Pp;Z%}hY2cm(jv2!Y0qlU5;xQ14{BdY*S=LYojnmweMfzsDZ4OXJ~jh z(z>Wt`gc8$qD4HX__Bf+Aa*>ydPoF1%GXZKzo1KfGg6>E%zu3}90|m#cUs;<2~3f% zaodySIgk`?scPDe3sO!~3kXcs07fSg1n=Ucr$8KQ@3K8L`V&BtJ>{=v_-Y{+s48TB zmk&ryvZJ=!pD1!OY8KfXZH)FzR9eR;-2$mZzB7bH5`iP01C)u#n&Yz`d-;16=1!(l zZD$KLxP^EMeQ>%PuhxSH7~G}AMa|WGF;6-z0jVu2XF=H)R?n#3d0Xvv?-}7P;U?fN z>-gL(hO>>VrV6>`S<`TEDC=pq1!M9-=Q%YG&nO|ET}qu9*m)Uom4J--@eU!fxA!H) z1#BcOoc8U$pI-(3cTrU%5ZE3!>Vn>O(uF#e5fFKkAnMoj;p4~5zC$Sjy|3AzwbYzD zpsXT*)2rrV(BL}{wCa`UJMrVpIs1YO2g2_Q3Yd9zQ=I#hZ5NNgyw0BiDf7rGAXM^> zn=f~SvR-_m-GEt7lw{P!!7kRQdF%meAq^T~*7+h~lG(Vd4|ROktFPLJ=)?1?IZT&X z=)4rS6o2@W14)Q}t6(ka8n`zW6Wef;Ums}(P3ie@aB$Ref_qeOOC++5=wJX8ZZv52 zZS?d57Kjmh4?G1SS#*~>K#oV6bSf;2W?Y6}4Z1SG1YI}YfWkmhKE8mxQKPfzj3C-@ z276N-*>RyYC~x@t;Py4x{*QBpb61{JeIUJLP|YUPFV+mDKz%I!0mNAmiCpG+{g5Vg zY8(Mm_zR2;K+!&9sls8*vl^%|ATs%WIzu2-1L@Q+bd{70)$-I{JR&}TY7%WL$$~iH z)vGMo#nLD6H@~|kfXbW(&J7%WjjpfN{U&(#jR_$_Q4kh}deDX``n?~wS{NB4SmIF+ z@Y!?EA(eWPBBh*8l}&D77L2cf*L}y?$!Wx+4m6DWy!MBu*SXL2Tx8SQdb#_vRT6$b zE(5N>Odp`%Mk;`vBmxhrx*N}CQ1lRW`US83T*1mL;L-*+BNsu%0hls~!_LhseRh&h zF{T?501z-tc@gDyc(~L-*MhW$cT8g zFEt#*iJ2uO>`9~HdxxQPX(1=u)A{`o$P}7-uAeXDPvgOp>H}9|6=GS1z z#mb0EUU2QW=S(Uw*zD(b9KT}|I365z4q~@Br@=ZXd}1P~K7<@Z>o=e>=ioAH!=CuD zkF^^MCuj_OTn!|sj20>5x>?eZBix;i1L)zGRx>pmO`z)8u^y*Jke%OE-}**QF~S_v zh2Vf4e1>oKaBb=okg$y7qWWFH4h9Qq(1s73Vok?`jX9U@)XiY!RhpZ2hmcfIi>-AL zuIS(elCGEc3Cf#3_5`{S^@euf;0J>|3WeVw%_8zb2xLSopZ1+^QGj)T2JEUTspYHy z)eIa2h@)PqFJ#9Z2N={`Bi^69&Pl%kp-9%SOAJR4Qnl?)OnD(_3|o)GN-Yzmc3HPm zx9I?A)jWk{fgr~5;Z#58U=_DNM<>4>Da>5Dq8#r*ROGffJ}q2aAhP8=FjcFw$D-wp z{&<5yBY7AsO#-P`wPt^&{IIu5wlLlpdp(eJr?? z>M4ua(a9OOYvS8#IU7qZz@G;-i2`w zx=ye*IU@S>r4kBr<>Of)9D8r8yr0qff$G#pkWVCKjc<`a8A9sU>XP|VGoK3uJ9}sJ zaMI|&U3f!;g>;6l{C=X4o{JQqb|&wue%lz-4||raZW?@0F|44GA2Ze7on?F;b_i`jbD7jA6l1w0n_-RlVo~CYw zt}lR4@Mnv)L>KD~*LNiq0r7SCdoywM@N(EL;Axs)nzb`6BUdSKXdTmjrnqw|tUuD0OtoY8};I%(+iZF(&8X<3hR+Q>H zui9rGWu^-Vbper2$3&@#I^8<307?(uW}P7*J^leo#bxP+Xf;Ip?y@!PJ%9nMp%S(v z1P)mqfV3!U)9*B0+VQ9q=oQwmB4Wve2}IspdbUqQ>;$Sbl>8(&z-7TjX3lm$9@X5{ zT#Ib|xuyS&1>dDHlYUY7@W$eLuu|wuvkQlvb{Rlfnu`%#zX`EA??E88oV%l+iz3%< z_~xb{mCoD!2}|3JfeZwY_>sAYOrHW$%8re@=p{q&9IkG9Szlhw9l7PPSgtf*DI8Tk z=cDg*Vn+&O$YMa!cKPTi=8`ki9AD=ux55^MD-IYANfD+u~=4?fmoSSlWcS}xIHyLmxm zCLgpDF=QI*@FsB#3)LT#JJ0{43x7y-Rb(Oygil>EggIh^nKA{ndYxqhoDvqwmQxkE zp8XgZ_z!V)aOobiukgCROp)G1v`%5?Po(O2yd+T(6nF^b4Z1df)H2lvlHo!~)#Xbs zTx_DWM8mQWQTj#tiJC>5+#8cjXx+D=cEW=c_WJfO#lILCwK^_!<~~CM^^xwK>*46r zZLO&iTDiY+A~x&66W!bl+S4%=nvf1N)DfBUK72*PZdbQX>)LoAxFFJQ9X@^wpx5kn zCKdymVi>Gy7hr#_zzr{i9qRx2@wTdL|KhK}z<}JZzi2C$|F8}Z@UvSliis(&_$)Nj z-Kldtr~Cx+o)X9C%}KjYCYmB~!nJ;7)adV%SZJ0*PHQM%7$q&bA>GuLjwU`wI)ctP z{Q$kMrN{+eY_&BV*^1R2w4s#r!646s&{>+3{|GMn=WkJ4NPdDIBl1jjH>F!f#po}sC2w$5l5mi>GeXDJ7T z-)c%%-}vO_Z#Dy>RK7@0}A_9&eL`5ZsR=!p**cNPc(pWZP(eoM1saFuGT75;tx zc0SSX%jWGavorh6dgFoOG#%t!eglQ7S~+AI`ffh#TqPIsdB(mLj6v>Xo`DVvF?vzi zXc_*M5IWwd?8{HJ@W7C$>rj?0dOJ(-ul`C+F>}!lYV4Oy$p|Buyp3O<&o$RKoqrRm zd5l8NZ4r|IVb!o@aGML)!s2BHHMF5(4BdioaNL~w`Im@LSND3 zbK$M4HLPrmc8PQ>{T(qkOLwMPV-nH;z|Ep?rQYB^zBu(#R5Ix?NszXwH&sYe{md80mzDE1SZFu_ zlUuYB{gek4#6%r{mW&3b0~EVDuK`}$sBnBw5I~ThK-L|qc{c+R3FIamZom<=2fW!l zpYpsD(1<>BQwc<%7?t_}TvRjN2YtWu&WFygcLyGD@S@+HEP%fQlvq^Wy~#>z0+7$> z03n`GlH%g?(jWYf!y;963PiW)q^(Rm4?)DWP~W3Yatmknag(G!cwFK>-> zWmHsfQWWSw2oMM&EB)W;g074p{WtTW)F;|kBivz;BO@ag^%g-Hqd^0VhahFw1bFG) zR8$ZCHcR|RUI7x=q1}kipne!+G#~%~R08?@b$X8l`E}AEne3&b*>&}fb(*& zUr<2`IWHV-%r6*%#KD432i%;)$cBCiwKf2=p@R(aEe1fo-ZF+1WhqGGbr&Y9yn>h# z)1EjZNSXIJF)_D*9G4zCZlT0t&>4|KA`~wSB~x{4s5QeVPtO_4v*1g}bwT(;tKP|q zz^s6ge+kP-6s(1iETNb!r6I)d%r78xa|e`%`hdWauvWN)dDc|9dGy6=0K}T!2lekF zFB$-ybL`fez@bc#2U1{}dXS}ptKKGLBopY>g4XM!=ByI;kAR{`iiOMUL&m0a$llp5 z1Zslax(oVdmx4~>`M`lvj7nE zrsc$>>FZ-|$J_H=7K#JXyEyh-+!!qXZkl*qe~?LQ2quS?F1(&Kd0NOwQhWC$7IfJi#ISU z`hSZWvXpgCZtaB*{micewz=kxCM>C7H$q=A{=NKHHyVgbzC!>hVxeynXOOIq>}a~B z+uZCoMSt{v7;gHY1ifY#=CGn~PV6-)0`PAIouzBMPj6SG63`s9u zGCbUUK;_4|r}ist^lSo%hJZF%Y#~`F1&PGk2R{v4^JBNvLius2K~iTHS$g4$v$Ofz zo8a@qRf1%LF|7ao1B_*$iUPpK8~_57>2rB<1{}^T|JH4Iescj~u@QC`h%Ixw_X^hZ z@i!AKS}6Y`(HVpqam4sL4Utn)?eV3*-b)nm;`Kb;iBwe-!Rv`<)BODRg}y%73J9V> zS8a4q1^{3(XbylHTB=!!V$z5yE%;A>kgoOk+?60uB{*tw0B;&7Js?CGh@JD!S>w?# zf)PMHIKXhK9U{DYo1|F}x1~|CAmTuaE;B^r=qiOsCik_B;JebyD%sKBm`Q>me;$Q~ zy7{lak{pMoQ_cjTfYTcneNZj{hx{3^v7wl@9E2jCE*$$Uwy_-w_5Z01UQBL&Mrq}E ztIcgey$l5$GkHf>6U()_0Jvf|ZVy@WG#$MT8#s_?mu0%!`jGTODU2gLBsLZoBG0Tm z3%(DeLy4>aZdmSA(-_{h`cIefsce!9JJ19L-d>6K2LNl*AXd*D{_VFpUK|Z@fr1H7 zQzA%L@t;89TY?sow6ru5RD)nnH8!E+7o=!ZIdt-^zVYZQ{} z2#5abL%f*W$^he_OArWIki0o$0f3=Gr|EIpVUOolFfA`y!rd4zBR~VtX)H$1Nw^8+ z9!qw}dU|@6MrfOkUKnKylLXv-?9wEh>lI*XL*Ru&_!wsG7odOvhr^%e$J%Jo2Sbki z0PFMvx}r-1zB_U}uq~tm>lR6j{z(E;vNfpB5C*u;c>d;s7Lz~Jppq_FkU^nO=pb#- z8lZ)1`C-uF$AY$2Vk=3^EBO!srF!9714stpujC626n%h2X$yf=$c^q8$7=z?%}l1c zX&c_sw|DkaKny57l%xk21JB9^<@P7)n(2$AA$2#jt1e~GoL^-Z!Bdm$ibGq9+`CB?>W*=D7B!h z+MYqL9)2f%93?ScWjnAGtMFaBQcf*IE2;z~biA_!TVp#}*j8|bRXx4>xG(&fH=Xc@z12fOP z=bm%++IvNcYsEy-Ly4S<(!Bjs5Mb&!(fu^Bo;SoqFA^20||w;N<+cd9t2BY2^xX0l4(iZxp3<@G7c%v>%tJ{=!B(%EBXRQ zA+D=4H5;dcZYwmqS1?+7|NVv`fIUTY(C^v!_GBjct*0QtYOm$Tp9G?bIC}CQl?FkO zevt@!zjQcS1`7^0dB5^-LoIP=62KdnoZJO=>|{x!qG#2qa9vn6>_v>&En?epx4zY$V)L3p4NtL|oH-(T;u^qQfz=}@j#7wMEnTZcaQC$(mie({?(E>HK0 zB%j{JllX~MY8`YF;W%rH!;Osnf>LQeU+=WYqwIUFpEiGRic!&?Ef2e7Uu{nNaL zVP`;4HrYIwe7n=RomEngnuXv|$OR#Ekq@Pn$2Oo{@9GNG$n@R__+@WQO z!DvD}ivn}S3-Oqg-=xDd);7;0v+|vUcK}p>tRKF;_ah?@>t|?M`tIb^U{!{2|G$WE zLD*e6VC~I*gfx8DqK~#k9HJC|#-y*zl^nix)H&R^Xwys_vAvHTv3=bQaBC-2Ky^HX zv^{n`ChRrwwG*rS({B_;;=Mnk!;&(63YJs(#HE^L81}}{&$_Jy2Q%ft#=*u73u@IC zyyR^U7>iCz+_L$w6@6-dIE?CaYg{+pr!V?p0jBX0`J1$xgm~Es)BC`WATw!~gr*A8U5jJM1+KQe|nyWX>uFCKD}gmW9r(hz~CtPaGzqx={bU{(_jL>>f9-5 ztPx*TPO*p2oa-7xQv9g^r4&>Wc$pO5s;#Ar(Fpueg`n$dRfS%)+m3SQnpo~Y-a?cF z1<8MQ!Ll+d;m|&w(l;vk$C0mR%p=#^S4KH=w6ouO+%sI&7MoNGQd?z}+R2Ist7iSSTqwpSnH9tU zl}ZK6vIx3unEL%;H+}cvX zZ%0QC&FdONZDZWjf~?1LUMSt$4W_@Ij5jk^c5Err7Uffmva^#s+JYf#XS60mRf(sI zrkKpU`Q3}&XnbIH5#O`UH6fY9m1LUg-!DDt_n3LZ-|en|c@2D=(U|fJAM+FqUk`Fhsa$b*fKaUXlbf))*`pLTD?L5BZmbn* zu;lAd0i*8WUmzglEVfjKrjIvN{^ImXPwBBiYLevFs{t75@bi~}oTBK7uyy|1xo0{`FLte#G| z^|1#M@MMgOjEqc;wDTKXJ$bSl!`cSYS(Ab^+!G;(Hd&q%xjB7d{6R!T9#7A^j)U@c z>GSP0B3^rD(XCGy?)q%EZ3eXO={D*jR@QUV?8SWpz&d&(J7TXJHW>D8EsZ{HKs0^?Qk)OuOUq}M z<;Wjv4}pQyRO{c?3(G>+!;nu_n*?0qvl4@P>;Ln9SyE{_Y;4Uv(k}7ryMJRYhDASG zp-2#$&Mqq^fB2EH9hqFlV4NenGRg+>OcKRI$unq2sGdKRtA1bHc@U!qE-{NueKAur zXB08{{{1^P8p2JPV&%#OJ{r7gje;3Sb3)yjG(@CBH&pyc0LlqjG#YUw4dPZDYRC-xkzJq5MVs%J9fa{35bopI z8NKB~{a2~rFPfe7S>CZV?Cq5cCfvwOZ&xfv?Az_0|DLYQlZ53sB_sJ$xvBDqoldaN z6HtLr|IsB{tB!1ybEPlw=p#$VpkO)c>a;~k=$5dr*PwvNuzu$g734xi2uYqsVV+!H zu(2Wz8!g;sUNfmFZlTU2Cr3?#l>9rMDF)%5h(4k1Pgewv*kn1L{nNr}XFsMH+>o*= z#bspVp{0{HV3fz;j=6BQ#Y3OOt1C7(FC?5U16=GZGR50B_Dc?R8aHVdFE+VS!R{rF z#FIO^sKjrNpz!`2l^sAKvT@_Q{J%wv+&Zn~J7<*As_&}Mi$O(f=jV<9r+cARj8vKT z{mU(SAeAUu6#g`mmej@jm{_@Y4Me3~LkFcg)S3_Hj&(qwj6`*IcIvwy1c>E`wN`!V zw@=VbLga^|BN8vxc2cvhwhq20T;sL!xO|7M4RNiR?j-XNx31(&7{FbW-mV?iR@o|e zanZk4CN*fP8MCMdx(Ii!otJ`(U}WH=&fIioS=dT1nfXh$6NG1XJeRIiQ#qh2zTq9L z8fwgQS{iPrJUwYxO`d%h$ZZkYk0ZQ0U4QXvv+j2L>a2R+rq8PE^=J%K{Qz)+bD}2- zKEIngbOl*DoMbNDuC=m%>kB_vy>?$^Wl;S_L7H5I?|-aft;ITUl1SfW=hS(^Diy;7 zQY|R%cC(4U5e<2|lv4uu!_E7F(6{Rlig=?24X%xx z-0d*W>AZ+_MK924O9Ul!I2fj5-65$@J1}jR%P-?OTM>L6H$Rz9A0HU~I)DBug_)}& z7QlkNzm&=WyEn41iU=tSqM@E{)8n3qFYG0 zcP0GS7O0BA@MC`(>fV4KX2th{>^rlT6bD}S{0?TfKb0h?@O@z|;1bRk4A4ea_Xfzj z4XtN7j~%J7kk&6!GJE)im6-_^pQ<2)UpIgAz!Xmw2=dr1!hna7i-u#O!afI0dR?pS z1>o*V5Fm8RU@@n#_n2ZX$1DlDb{;!W>R-y8?`-v~J9Hn{m!X`LYg)PpCMO4IMg9Vn znf?>R9d8m>!v9a1GjB{IfyA+u6bY_}=xLY6eQ(Ka`p%&VcP*@;xC@(J6H(%na2u9@ zIrOtTRc7-A8(+E>o;&Oid{oqaw06m$a`{pdnNL*{Df3K~_8?S?vrSyqiVpxHeL7m` z-foe@w_-hr`pb2}0d5?#l_?z@=~2i>CBrk%l^YRfx?!-W=51WMsT!5^cv zI=ACqAMi@RgFR_LTN^Op2=~tZ*4!(_Z0CN;DReW! z^9Q-4JKUAVzx#75hvTN45HN2?3PDc>qQyUd|GwV&^tUY-u|GCMm>V>jcCl3i)aR1_ zN0|;tZ-~%;9zQ%_?vm_&Gc1c^cOeb?`eD_?<=6Iu|%*rA;bA)8m_}ds%(jCQk2g4iL5_9G{`$#Is!KZg6>BdY~)J7 zM#KkoB78w~*eKUF0OZV`P0X$^gUjYo32BIsihq%P9UQzpt^ki$dYFFMNiC zE*UTQgMYJW)#oIH%l!a*13zR|Wt-6MHlf=KRH!uA>)tOqOA-6RrqX zMTl;F-~tPx8fq*dyq|rMmwoQP{bw@{wS1@#*Y-PH4`hN<&c@qq3=8j7x9Z660Ab}_ zJ^B{MbSC~0M(})^3Dh5xVi-t4-xfPF`m6ikf=W}>ANL)PR9aySP_Hss={PI)8rPNi zU#5uOVgdWy#4Rru)%_sad2!}FGQPgn7lP1)E!3RA;lPQC@2AJad&Qdw63DJwzpw5G zC`|t@dvA#lEH#$CgK$6%trsrwpk02yIzZvHO+J%K@_HpO{FTFM0f3`P1)4?X z0({0oedmRJM;x&qTknjmV71wRE3Kzcu|6kklyLG2&}ZKBG+IMvo#4wT-^pVU4JSRf-U>bg6Uq7TCUH9?2SlFM- z9D&jjft!eE?m-0UY6B5!tcebgBpdhd-%p1r{EUus`*uC75VJXIKjZV*D@;QQY`q>Y zA@QQj^syYkwwt$AOT9+iMdb7^M*n*{GxoHLbiNd=GOPwkYm<)HRbE7Qr1cMNA;d+GKB6g5Y=#Y4;tQh}wF z7@C8{`TL|ePNTT2G9T*dKy=ss#^N!w%<7*B@IoW=q04e)ukoHbI4rZZ)M55%KVfH+ z)X)|;5jTtyl|^e2U0Kb9PH(9nfAXrUt#R3LUCQq9RemFq2)#j4qC=##3e@df-@`v# ztn8>;2?0J{d7xnehChETzS_5)9zP^NT?YRVI1_k~EsN20w)`kt?!c+BdPR+eA_H@3 zOvyiA$IhBOXoAyc6;TL}5lqdd?HMJY^~I2FIeZ8y6q-cT+2_`sfST2T!FSQF2*+dS zYFImbaq+Ro@%R-Q=d`_*+6>!POZNqnQwveG5_I%*Caa&?0|H^1aB(@^)=U&1x4^re z=4Ux8)@s@CK_1I%R(UZ;^}10?yzGP@SdiD(sMXo7wREzKi z$M91%+2Dy^R-*LeQurW<^~mKe1#-_*l@FqHOAkz`s=^Stgr;_V+)Eb2 z3Xx{?D!>55h=BGEh_wq;9UK1vwPgGII+x0FydJsj?(X!#+x@xXCO7ZyzF>BuQhh;~ zd7ZpZQ6rpLAvXAmmYheg`?n5Sk65)FQmWbyf@zLyP~H1tx5qPvO9D!~+STa-_&=zj z35RlGsr}f`T-nP`x*Txc)um8f+0ZmZVve5hQzf669WzHB819F^+61ob#HCxd;$wKx z{*WdweZ4vzj5fjQSVP1MWQ;kMm&=K}{o~J1nv^X)NBtwBgzIHl@5{^@n3G%w)CrQF z44iWm7<3yMj%*VkNnKum*Cqo%3V*t24%60Ttb~a_L zl5H|)B+~>Jtai@dsLwyWk_+H52)_$w(s*M0f2Ch#dqbQpJtF%a9CtXsaC@fk5- z(FX}7FvNywwBp!^D{ZpS7NS|Y*wJXy^MgzffUy?3Go=EX+u3K9`n}kAR3Ij;;DJ4@ zX-J8X>*0b13x9GmjsSC|2JNC_AEM^M|trpretca ze1f;>0V$Sz4>OR7iJ(W1=kn{P=S?IKa+^b+8OY3vE~qNjRGr18raMSS=dzA)W z2mh?&a62;r3h_|vh^tUmD(D7ltsdeGWv!5#QtirUt`l2ysFK!$E zsZFUbJKN*sK^`9o^7M+d`hHAEh`YS7b^^{3J-f`6-7YsvuqnwuqOg8{)(f|v#h1}< z!O{xYL4sBegU7IjK?$N-be}id{kKMoZ#g#AUekw96L8vj>EQ%Y!s#ypj*@KkQ-UMi z|3loj)nIJdD37}P>@z{xcGEXI*W{B{8;#a}$780ZQ}=}!3vK)_va1SpdA%c^ZP0MV zay51t0XzI7G$kwgkzQu7)7Wlom&J|v(l74hGy+y;0Ub#C(|%U{C)3IkwRQ#kbO&!( zo5ePz>E+vR3!2ft_i^w?lxM4pZ>x3U(`^PSh40+2f^N<_?0*MLZfRN#*?#ng5FiU! zpdr)9@Wmk4UDgPE#%Mbmr2lh6V6rJqn5*9R1q2dqtVF)Eov|q#lHgmF)YWC$pDAuO zY<)e|#OEm9c5FE7c9G!7G?TW>!M0M3?}nkA(#M`(9XzFX$I&RIxD*U5Qk3k3Oeu+s zt9l8kNN&>Lh3j&U3r_1XZz0h&AAMJGKYhVV3C%KnPF;3W(Wox*U^$@)Yz(gce0Qcr zp3yXue^Wq=91c)6IzBerpzHo;>wlPT#CgW)bc_@2d&sGn#)DrCSv#ktYULP-43ZY) zJP}^61bsOU7`7T1nl3x*#Esh+VC*nn%y7%mfZ*m)2RG^Sls{M_nzQNn!=Yfo@->@9 zS!Vx!J%*4FWnO!sG$v7ZUuPLwB32e?@mkMV;7fy5F5|K(*2; zL9tdV59<=~V({;lpdhHwkDw@g3{4M&p`AM_-Dnr&!i^KUViCE&*Aw!6VCActC6-HM0pOqa4aDAZqC7x1bA~W7Zl#dD zvj7~^Z}^V4EAdCHgif;F^x*X2t{SA^-;v{_8Y(7TI5bczJYH&3722bA?#qXAL8tQD zlOrrU2#a_;dpO%Hq4D$kHej^>6?xo#cewN${W|{(ADJ@9*Z^$!f4!%J5lblAJhDVH zRc6_Eq{{)v`EuCl@TQ@$in0t}uZh3-RJj2e;pI^jd4@oact%UHVHs1k-;uDiuP;*B zY}LR&?y|Er@CvXQxe`(`&{foNP|nZS&fOg*w+J^f52^wnTLRhmv@;T>cHrZ-y3sF=O$FMO|FJMkPc_$xE8YJ zEdBn@r<0w_eErVt{c7u=XwR`@nQyx&J7x+Rakw^x2NXtYo)mL90eR^d5-ZAk-ZG%? zv*x$r9i`H7rv~3!Hy66Jr=AS)@$jf_(XSRHwerlFjZ*6g1HRt8WdB{KE$-Xnhm-gu zHEfUH9QV8qYd5^2rEx^rLzpHY&BN#nD&UB%gW*SBB|Dl7O($Ix|1MH9Wa>i=5 z*hQ1bgne>E?#CG~#+P|<)T>uAhr^kdpY07<7N#|HNw$RCeNvlt}*sW1$;aDj@Q;TM#KU zkngGOLQ^P;*GRmoh0S}R6=u;D)s=9Z37gZGv=a))gIFwdAhNt03*jX-ME>2Q0|ecj z>t=lz8CSJI-7HVjX3yOQ3P+y z*Q2A@dU8WP#wTS)wjDt@9mcWR{@bR?FKUiYA&hQ8{V5&xiJ^M7Qs9U)S4xi^N4Q=F zYI29Izw@AKV4F2Jv_x10>!~t5!kvtH*u1JXJP@<=zRieU8ywj^rbHkev~LH6Z5prkfQWUM_uS%O z@ow#E*>7S??djN~JE}Pb5lw&hFC8`OMusd3Uw&2_i*NP9vCNZo{=~g8@(O_O3S_Al zD1mvN1~evzh3m)M~MBJyu6IKG8@~w z|A^Q{FXK_N#~4qUKgyJQB{eE?m{pA`@G??jMI$BaaOT27n$Z#b{^~X15XQC;GtZU> z0LdiczR=5_jx20s4h9Lf##!N?8qHaM-|tzpy=?IU&Hvt2Ty12fCFKHC!dLigr2%fHET#IOK*MpxE~cK}oJ z2hGBYPpAaz6@P#C=8F~@Lw?xGIV^w>7^}ekA^fUV31=pl+8UXa zL3&-T0aWlC-Sp2@-s!{+?wY)k+NV~D9FB9?&c8cmtM$6dha;FJD7*WMcoBF$hkbu3 z=tC2*l>OCc#Zq;_wF8mFkf+_VEpj+X1X5S>s+_=+hig7E+!c3ue5R?&uRy;LxX#zc z<6m24p%F+>__5GsbkKTkhuxBYJIePBZ-d1Dv;GH%x#Y~1&W2iBivmLAr!s%qqzzl> zubSL8JsZN;X|uwgd2WD?$fQl5E2biut_stDxQJ!wCacC%L^j#=A*DXHQMS19A%o+H z0^U)0A^{S32(Nt?Yn)K5NKsa#w&*QU$5=W#4W1@UcSbsry*PARh=}vQULmdv#VUcs9qr^gZUfc^y>mCh16lG^dJ<eAUY*`Xs7*pv@uXUA4 z_fA$)6}!?{N})I-`%Za24N!{b2(CXs~5Yn@P=j^|F!W{8K~}$87p-H?Wz9j=Eop= zE$w6?T%V)XsT+?LA_&_5_KgYu6zdFww#W!_%kovYT19>G-BK@@om@BF8|rXa=GHcy zUhi|rFX;LT?n=oD%U&r`Ul9?`}WAWcXu$c|YuIB4Z*r_8p>EG2WbPc#muuOt^D8db5x6DB|*Dur>nx^~aFcfXPj z44{-*bP@&BQ)G0RiJCc7g5j-oaovF1tn-e42|LozSG_2Fw*GWPQaQYa%^=Vpxq(g*9}dskExt-ErH0hz zf6d{TuOQ~u;?+uLh#}#!HsK5wXx%0s%=Vbnb^T$M>Jhk#PqLI$wi6qjB|u?2aiufb z&Kd?79HNv|-1uD*>{gAIaTqCa5{}6vNSj-f76SwTnNcp$0Cx2>-)P~$bdA%$z14Li z?8tu{EuIeZEZqZo(;A;%G`0o{}yrtj?oU4k$R9`+7Hz{ zKh;5vH^`J~mqZWPy$gBe1GKaM4jr|Uq{Ir2%MIKS>noX~rea$};Ff2IR?RW&i{-E@ zm_DOln~FVhkbiNSX#3W)d+mZH1g2S+eBIH{{J=4v6K&G?*>0{4-sA3$LxPG=U1Q=R ziA{PKuOOVeV!-I??qiD4?2l17#gCGFc)bx8hT%y=)2gWrvY+shya>^@Lh;Wb4&Gp{ zn!CSWb+|pKS&nHRd8`SpznJHGZaHtlUH92xx!xvzKiYNcCw9N+!32pt>|ebDl1vPz z91q8XY(Iue1-wXJ<6|#sThKDoBLYZXtwHfz=V$xMCn9fG3dLUnWW!ojYBh|@FjWd! z2laxgRIKm=vlT%4_v-yfjU2|7Zj*_AB_rO%aE3S~m*<#4P2T5;>GG&IKkl zH^FdxHaxUCrke4_#jZ?iUAK5Go)Ob;i-duCZq0z`UCApZP}1!< zM;+l(zYrVYqFsstS$Q8KE15I4sko%BMUvjn61(vK?-@R!w>`trqLH4Ffs0(;sFS3Z zpbjlfwlk-LoH86amH!35JkzKl&*+34F4Z*!)NX2JE2Xvm-@CS-URW$67JZU)49+;h zeN$nsJqy~&OM!6jqDXZ$Ns*!u$nEMuvf6Tn&30tw&&^O;MV~>Y6pP@$zQcV%7tTCv zWQ**9Z|^D=?HmbfFFW9}6g_8VMlvH3&b0^Y z{nXUEIs=lk)hs$TArAmOz*t4zm{z@jezByB| zHarx#wACM(B{J~OUQ~FoE+la5bVh{dgK#G8nE{;o=6+X^1*Ou!zOi z#YT=AAuew(=vnX8uWAVT=ofEK8aXD+Z;8##Eh_qfDwy)GXb~}943~HDzt($$c$b1j zKBh2P2TbGim)~UeY)f;gfqi&sL6xCKIhd_l?EMQRqEz;?JWYuj32BKz;yam9&=%KP z5;AW4S0dD3{b&NeKw>k*{`j-6N^aa=sdl*Lr&4fz{Q0@@nNdNL<606i>qSHfnZu7E zm2>%J=<4c zPekq}L`J)R>-MT{N=G8VTdg-}cQ8@I7B9ORzai8!dlE}c!5$v!koA*o3*G%qh?&74 zMkk0R&IoV-%o7Zi#2FAZ<>V!EAq4^(GQJ{(f3u1T%l;OkfylwI>#H>Q7-c-N1={WX24WXaFx z%O(4^gzUy&{%7#Uc&Pl70|$+EIQ|fGiARg62VZYkNAp!w!T7y~}t9cHKTIx(1A zvYU(Mc=R=_x5|NbJ-+F4EIw|n{h(u1GoKW)wMJ;r$v#=M@zd)>vXvkvA?+YeM~sDF zj<8I8y}w5bPGHGiH-N^UePHno$=VC$L;p4A&1SWM>QUi z!`zX>oWED5Cv;rfe+CsTC#jv(@2H2)&qpOiK3ysA2!!NDFzvJ%_zVPS*Q#Epz}y zKGKX?`vW`c^3$bL`pSi3eqobw12lWb4P$@XEzBVXA}IlCpt$I-3~nMNPXqrXs|2WT zpcfhvZWA?bu{q@O;d`oTqm9QBozr=}xn?Wm?;094p3_YFj>DGT7Yhf)TFum4tLq0@ zMeA{&>edt$0@>Lqd|KRsCf8IUaYvfZ8k&t2)BsERPNDo$148B$9^T=6P-cqyOQ-?R)z7>!sp5ud~f#~ zgm22qrB+u2==iZ@3hOmHt9fs3Bb?4Lv(o@`Ng|XS^{djR$4B4N_J!$fht5Oo=o?B3 z->Zsyz16E6kAok(i-pO1q-2Zt#*N;1_da|Fk!9ajgfWeFGTR;KT0m?4a4G1>82yyA zoj+5Hu&u>2~@nT-2y?)^*iOrwnYeOPY=!fvOneY)SyUk(ktC zU1MeNU)t(Uv~LTQ9-di?0OU>A*GEjMOB~&n9?M&nGhSGZZg!HCqL{`RE(~2LQPT(? z1JSk8gw^%(i#0}J!aQ0VdosSqDr+xCmd5B&tHxvM$sjCe-O`zldOiJBT zK%%+1$@7m90Ir!A`g=fT>C+2?GZ})MXDNnjipnsxb>m+NycNrHYWfeq8fcXV_W%TNvFgOJLlzhdnO=*FC>@*|P?zqn7wT2Izy2Kq}}8tA0L zRWx_;`&{$^1#}bOS8)b-=dA+)jcVOe9Zk{0Tk33D(Wq;Nk(ektc0DIIWtzi41YYb= z%M2h*1Oj#qBCxOn-#(@&s)7Lc97WuB1E>g}%bONluT&iXqlPLZsEC#-nQ2 z$@g?9fp>R&Ir6xQFNd)C1^IYUiMPBNl0M}_pb?WUNS1G`vD-2svP5VA#j+<^k=rrR zQ7}0J$9%ec)NtF~;7*gtW{g~^K5_^=Jm2xH%&zDchK2eQBrv2$QdUdr{kGx@Y?j|G zd86Gt9ICV~Uv%7nXqc~sa~u*4awr?8oh<4W;EtFB*j?}))lW`Y=<+fAhe4OBKY;Z! zXm${=*5d?{Bd1C0ry0)6Lr|-2XW5#L zT;~?a)91V>4=bfW8$oeU2(^T^`I|=<9l5boDHsIXdG`?&YE>J1r(0Xy8_K;DPCF($ znZig2fv5Qe>lyR|04ZiL+msW7u!ZL11QswMtFFefP0K3omHqOZ0}`=_YElF`J>FU~cG)-x@xdR)NEA^DqMbkHS_UJBe+!n(dd zsi&EU)*~Tt2tsG;7wsBIpCx2vRTZjvTP8SGpNx>sN}hF{L@B0nKnr`xd?(x0rFwJm zQ=mV0CJ1)iHdN`4{tYdxA_yPS-0aY*@34@86cQ*`sgDaH0jq92uTi$HgrZc=WVE^6qQO0h(3)$?RLo?=XU`xC*@5@{xd^sG9!{jwwt>8OTn*XN6<4HD@xzZ= zmHjOpJYD@zHyq=68W!BbIIE90*A3=9GUbqJXl3xn=DaI`1O5N3mtWPX;v7T_0=!hW zJ|TZb$9f~^8)T~L?#srirnkEPC0kd!Pg^yxaxx9b6B!W=#aICf!c<;+@>g#!?l?x5 ztGj!_6~dJ1S(ZN34kx=8;G!A0JxgG*U-n9Sm&3)^_#8zQoRj04CY$h>^1ZM z+yHcB)%#a}*DZe&7pzEuuIVz({vvkaC=F#n{ARtzP71W{tgNWLD&YY6xY&L}CqHfI zy}@Mb&gAcvy>db|og_4_U_^Oh(Ar>eblZ|(^=X;g=@KkWjdA~%xeR4M7C}i*Psr0s zX8pVn{#!fR|1Y5`bocgDy}23|GgiHdpFEiiTZO6M?F}%jhfe$aiApCW&rwDuzg>DJ zPLf!Sy>ufSbTCsEd9>z$wTI7?D>JH#RJ2$iHe_}c#jyLX7U0x{$~cR zZ4s9E?0vS22_RbrRGVth8+f!~%x0AY{P!&$fVl*x%^b&7=4`()vo}x=Q>s$B+IY@VG2tQz@VNExrSH#$Nd8%@hxVGOk~oeX)j2zm+B}{^Y3&Jt)22RmJ?=*yRS6zG>JAho>`qLN z7WI7~+lgr+z+EB2v{s96ZH^%^o9BqOG|!jhle@B5JKsueH^N>d=WUzk-(4vS`!zPz zQ6B4C9cx>DYh11%)l64B_w(_w&BvCzud14P*bR^zb*XZY^gyNI+gYepBuYN_4~cG{ ztN{Ud-LJ8{%hqZRd?x>yaQ$qsna6oW8?T1ZZ5|hvqu3FMfLx0~_-&jM+{{(D6b}IW z%=R1Q5xsh%x@UcuxPbyGXxL&fTSknMpRxu){FGG#NIz^T5s8_V5CMw`7~qQ{@(VUn zdqHG^AARRO+ikgmReddO?$`Goj)NgvK<|-9jV!MG8w#>6IT9Gq1MUS?woVIcKlO57?#t5_kz~HOgLA zHdb2?xx92%%o6#GjHPQtME@#nP9lE=fgTOPsf+5*`oCd@XDTHFr(v>Is^H|HO-VH= z9cpn105sZDIsH)+(I8HBQkr?>P+3b5ht!n_*%fbdr+eLbJqd%%VR{w1se0wpgipuW zEe)UF=9Ny14c#K+p!-$^rYa{Zx~a@cac>yLckSmp>2=foHu&4G`~N)xd1pV$4T8L@ z2z~u%PtzFf_UM!2JF#t;^)bR6Ss@L)8lQAgYMs6*r12E1HIy#=P$<*G17kzFxb=+d z`SNZlUCL&ICyg~80L4>RQkI|81wqB?xx1#qG6MlB4lZu;Y3eO;l#om<2bm$5?HBJ? zfNz2oP^snI;{}MtIXy2exsO!UkDhUxl#Zho0b(tYh&SJ>)!=9~-K(lH_+QZLysRhH zlzHU$@qN3iZOcVXQ9`o|V)&A{R?_$t_kD5%R{iXlvU=84lu8({SGro!a?C{?6^z>F+HBZ4z zU)WiWQ@hOG?`Pnw=sle1vk3ZfIg8F>rkrBvPzxwH);7lo2|i&5-Q=lI$)ScXV>(hI zg^U>(Bk%bU!{%Cxrb>tZEZ(BQi=2r|ZFj&X_p}4raUAIw^yLu|x3=dha*Fa@TQrrD zx}NZ$-~{>}^E%VN$4l-P$vZX96GBak5lHvv<5fFf6)b=LZO4k3&tXXYU=~^Gt~?R} zhe5yizQd1z@k{w2;EILu@aBly^Y(^ErFde~%4cxlnvW=wQ^pCr;E3BJa*`eW@2L;b+P( z$ni{8=vy!z?=Wy&c#ofbe-xjQafEFT({#=Z?m6heNgE04X(?q@nP=`p+U5hRX-F)CR%;Z)SZ)#?z+7p+HA( za3+z+7cBA)ALlcF??k#_KbHUjR*_?$dw!w2dk90eG#x8`v&UWaylrXt2H4O$F!>|l zt8~h8G6&aNMATgQ2|e-m3rQMJxvZo52gmC}>2`#Hwfm2urAK@2uvCE}ge4^<3>%?0G``v6s2o0;! z^dite$#!h80{RGa%3oKYKQGjak6KN~e@}%=87?(ZYcml2;N)2Cx*-E>KLOt?E<`6n zRta$}0vmbx1Vz1he#?~t+{}&>lSyeuX|58RcU9-X~XwP4AJBN1AgJ_kC&j{L#YV7>YPHjo@HR7$D|FICajBE0VV zqVF;dBI0wPR2F@5#!t+FUri9R?*RNHfLMoZ->%cwlGG3AQULK2xf&BzDeqmsYrixg z11hMl!coYoqu|7G{;TkFo{3>GBOT4&m8Y_GQ-V$;e91g2|M&DaROuhlbJ*TAHk2cd ztDY+aQA7C!`;K@%Go1M5*#C+i7~QXz1sx_+Yf8zH;QyxX4D_ry0i)%|6KO+VVeaZf+xKo7O-2uY}4dN<5?!9>#2BDYxn$_D#KM%x&dyUG9R4B4M2%^vIke(+ zL>-{G|JUC#@__X*i4sX-?=>YLNe#@*D)L?_BQ(s=TiPsc-MQ*-7@T!rEhStK6@ZW3 zFV4qnm6-KCy6&vVSPkkMB-A$h@vHKRW#f`xeh=nmx4O3|)!3;3fU$QOP}w|eaw(wY z7Zg$Pc8IyGvIF5~iz41|zqm`w@KnWpk?!ETEGuG6INXJy80g7+R0H~oG8b_^LmGQS zcG80$vOEv~Kp4!-i2TaA#s{wi9kzMve-nQxzP&x)86>(m{Fn-Mpdz&cd#ZUm+f0&R zt~lbhxL6kbIPi5uRD8IE6}sxzyY<+2K3q(U$Y^ydiT(^?21$iX{Rc>3LLFPzJ!V#v z+ENoufv_(#3yZSS9a)mkWS{j6V>R0%fMMS0$!q0jHhSLW+$bHmdR?PpvUp%mwRzJu zq?w0?z#fS_I5-OW0bA4qZO;&G@L7PFmjP$g5%i^NJYcydV|Nbf26oz>p#*m9h$MW< z_|MRoxTh}3F^LCyC7CDZ+~(t>YCV%Hr#K#B@>V39k*}z?h$MVW)^aneF1HsfSoE35 z!0W{)xjB;BVzV7H*I@J)UxB3F;^iuh`&Lif+Rgo{yn>9l0lAR8e3RK6cazyIzMPWs zGW`e+PJH@qm(OgRW|fj2*mTs;ujHD-unGepb&}e~@#jr;Ew05%*UKHxRJ;QclfnUa z8R@z@GCSk!3I`TXxvojTj2fHb72M)QKm#@aV&!H5`fe{oZKvyH4rcjf=kAJ#Y2Uvi zsF>hLbV1eD)vn#(Q!~;L8`x7>O&7y>$e1x-8M=h8$lUL7$Mb=t9OIhyD zP>GGwT*U~{G%p|8`>NAsiL75zQtEER!A_CUk{(@j{2Lu;k+X9a8-8+E*zMdOtF&tk zj||S~q-0?jLF94ilUk z!t?_kDN_Yk1-4D>&3{C`WMdh%$*VhlSoXRn22@qTj!v*cA95$R_ic-HF|?QumET47 z4ZKqg>?1@v)Smx!u(f@cRIoEs#-69%Wot?iFuB&fd}wnx*C1=w#PnxOMnML_uJuk} z(c|iL7dW`M++rK#G^%pVSUJC;n}fO5I%nZw#|haDqH%%bl4`_UYtCXW!=t5ELdh_h z4~b;QxnZv-VTWwyA0U}oz>xqIAnBjYG26o=GgA?vWSbN)HLcCGI$WXWsg>D%-rW9D zrtCgD>A89wMm|8?{*VjMP%|TmQ#*hP!0QOTfz@f}r8*w#YtgX|M#qE5;bJWaWP*9? z?S6WHkbL`R@T^R^onJ87fSr39Ic@;KJ^)ixB_k+h`3}zB=N$c6zeTG#la3xBF&t`2 zj4Zm6qoT6hdv~&Ge~uhRL<8D}n07_DC4&*C@PWIKR>DHRdvQ(gYFrxv<85W8m;Dq4 zh~B08H!cC;>aYA%BIXC<+_U;Yvg968?XxrBo^MZm{VO9t&LbV2Zf?nfAX@8>)Bg9ury)5*v+b~{@Rw5CH> zKGM$myN{;}VJ|(G9v7P5y1eZJN*6M}C*`YOWcn<8ZL(UWoGLaD?~5JxG+rhUrKjhw z`F6mTE@;B{tY1r{oPvnY^^fzQE>1O17r#N&b}&4~4I6{~-Ye&U%#;gA3X1|F0J4F! z2Q}tDYfT8FHGF`JYhS*6V!W0nkvhx-Kr&XKIFABGYj8{QX(IN}G_BYu@Tvv6F3yJw z=mz!yI1~bQRO{+rLS_%7O-w#`UWzc|e6e#gvezQes(AQld*Bc!x*NN^QPqaPu}n?W z`|WDqcnSy?B#M#fuou;)FIuWxtjKiVAWL_l~~BO^vM zg|!P-MK~lg#UOHUa+`X>cBu+>_-O|pP8F<0wc$@O%ZQfF~E7NWEA3>o_&|U)baRt4R21 zdlax#Ue+#C!`<7%&;67i&fl3n2?I^B;C7fR5TN*OxV{zu{xK|GM390Tev1hc#f%4f z8%5Z|i?zVz_KCK^Z$l0^PWdCEKb$~LW<_5jACDkL zb?>t!WI{_P#TmYv!0spF9NliG?ESB#vkr@@iQ+IRjWj5Yq;yD2r!>+cunPzR(nttM zEVZ;Kf=DeOost65B?wD{NK1Dk`OW(6vw!TfyU)FM=FUB5&dfQ#m&U7S$JNI?XdJT` zn`VrS^yzM4FfadD*SCDf#cRih+13wmfV8ig<`AmD*R><`F7$HHDVKHTOe5^s`cc~| z+U~a(tlamDn6B>;P+2YIW}Zcf6i&MtAm^iNLkMX_HOH~C(+r?c1Q|XB=`S;P0cJ#t z zyuw2!lU&RVWeQ`Ww=ibA(tHpa87^>sUbDUEt{t_GN6-{zaV2QSknkP`%I!S2rtnU- z#)2msU6jnc@$YrKOW*03I#|xekRy}c7bk2ID#5?;cG0S~-@QXeRsZxA%@hayXwO*t zN`5|ztXS5=6n@J}x^n+x+56IP>@ihr6B_&ZD(s@Mg6z1N-u|B7Z2jXUYV?#FSq!|@ zj#)DE%iXaZKyo%3>^Bq-QIJwltZrMg&RO!2<6^xhptj`yevW{1`Cc9L0G+Cz_K8}} zmS77v`%18j^b8ysZ(UqA!bqN= zVdCPlbe#tm7;qs>bQg;_T^TEbmLw)}_Qh}xx=sE={O{;Xa<9;y(u$pP zpdcOWf3d@Jn&YfM;per1;jKq1Qj1G>vtm+6sTLZfps>SlDRYFQ$AQoEVkjfF0j&2T zv*cM`hkkE4RKC=`!+kN=>kYR<48_(aJzCkG{<>u1Fw^MG4|pFiVladf{TdJ8xge<@Ji^+RZGQ3N$RY&44d`N$Ho z;!|K>f1AbPZLls(5Tsb-ZzvTSn;H5%B=_3+dxf|O85#0mb0YhdL#DsmYoZG4Aq$@; zPZo>`)#ApjO(r>8$%E$eajE&V3TqU~G5z^utwx~slWGV3dE=XluHvqI!sIH~E}6AY zf0Arwd0Z09wen{q@BMy@HvQK(`?8SpirmCdZR_K=z$XBMv=0wc8PI9YUinqavjg>K<_QG3Wen)NAUZ+yx>)v*`W}*<>ml z!yu}3{NU-7Q8FI4bS(lAmF_g}yBDnZ&i>&2P7Lxf;oSq&){DUp32;6g^tKr(Pi85+Vv+t=5(5_p%( zKD`s51fC*+Cb!W1vWDUFbO=p&!+8Z7B;~$b>VTdZugc?NwA!8NXhUwJj!!8;F&-_@ zzL}%_zE9(kvC-7y!yaHQ%Uu#8`fP!dFTBmB(~-O8KL!y3eO2m`$v)`CMPll3E_h_3KkZ8 z+kbs=gP?LE?I{breWV9>9oL51cxM~KFUZDwJE|am0|NDmJ6_a;U+t{iEK=t8r)^VG zNah*@Y15U5O?u1Qz>;Xlan`w{^wCs>oA%#eAn(=4H)6dcWwXD|V!*`DdgOR8tBnJH zqJ%3^lFTXcGKFlL$6UugWLY?E0Q&BUmu|swJ0gn&@>j3fylVYYEhJ>35pby%-E6R# zKl12hTdcTuoydTv(1Dmoj^@i9t%;Bt;Sh4sQ2F?kua+t;&SKEjXL}2OQY{yI>pC>N z_&HO=gvbsA1=k-h7-`a9Vto>EV!FVugZfwc5?EN)W917Ew(XoohJ>>xk-81*`CQ$! zECx%tP%9_|IB}*(^T@#dJbC#YLBOEB!jv}p%YvwR{Eof9cp`Sm^kVDdX6vkzgp-vJ zF4)BgZFR1LfOj*!#Yc?NL7cCBurIOt3wOicyx&^Q<2;7VGLq4;&>mkl6*<003bvGQ6@`;FmB)l++C08VkM5}j~7Rd;*>f7f+RrjyUX3tNqd<6wv zW}EIgZ%;80ZB3H*MCkk)8A|V1=NeU-C2r~A7IF;B4OR&y55!hHqi+SwlY`B#%fk(d zjk*K4T8CW7&+pOcne&5*w%9@ydipkglw&Pqw_4qIl$cbkWKIVhnkVi;+Mi|cVg>Jv zPEsy>Qh6cb0tqi;U3X^_u!psq9I7)+?0UA_jJH1j(-k{u5q&;IQ{UV+U~J2t`$U&c z;<&bU>}y0CLM~AM2PCY|p8@rYf`7z3c2E5NVHJ{yrR?sf^r$|}Wn_LVwkWruD9&KU8T25TrRmgH2IG&J(UKfgUnqk{l2CIw)v9JXA<>s1 zR5iXM`y}%LpQzcfrkB(y<70RTLSb9NhlVk*fuTn`kAPaR_$PeSZg3&LBVxEj9f_e> z(4(o)y@%N?bA@(FCkX@ib7cb?3gX;GxB1_itjZh6`Z)AKGFk1li^MgiM))17P>jrO znCZ|B=H&BH4DARV6Q{8=WfR3G>1Em(>NuZ?u@KM%{T7+c&YtAC`$V$pcHlWn=|=;@ z@-IIrGgRpL3x((RBeEsKee6~)&kxgFAnK8!9Tq{3fQEBCI)n)9P}$dOttXQ^leyMQ z$czX(dSSh6oY_W28hm6I*p*VqpKZ6MeZF%1(rNktvvzw5@BRBoCZF{a0bL@pX8F#1 ziW%XGvsPxp?McOY@38#iSUBt3w+mamGZ1eoc{?OQB?YZ|*m_V5hV0-fPI_GdvD$l6 z?j^C`44Js^INZM8sySA_9HwCqTX^V35X{E?@~Jesq1Elhd(9 z1c7CT(0tiMa(JctsxOH}G-sHyFy-b#T1iPIrvS-NjfmWS z8pO*&c0V@cqoqH?{HtGRX}lQP`AKjwG&bi}Xc*f&jNV7C64C1DXzZBP2GWD}N^W|j zesg0)j;lYzx||d$XC63_9m8XUmIkKHrNy==d7d?!MP~HYi`NGP^-!WUQRWs3VTcwJ z%d}AMUio*jPWHf58QO&J$||M4UG%)8jQiZhvl?%sWfh@Z&d?_KV$JIC=(d$0hk+V> z*YlNUIcNx0z{9wTPF=}sh!>)QkVq!nxcekprGWI{fku=f{{`{r8dj@ z8~Ht;LY9qb1ncX$6>1a~MPUDHSB5w?M}sC8e#r!GuGe=xlSeiSwIY!}rf}nDV#mJx zOfcZTmmhZvw#v{lhqxVFeoqtwtgZ_|T37h%QZtrHk=iAHXFeH=7Sgqhnkion3 zr8*Az)G5+5;@Hwd06N0zbbEkfvP8b%&aD=M)lD3uT31|RKR<=5$TEHhZ(;|RI1)~a zVQTky%KKL+<+JFD<3<*HBBMkhpT%3=;GfX8ZR&2tz2P?du?MpAVc5k+xM$pT9Z|c@ zeu&GHw#{i)8CYe6;{SK+2L!!cpa%Di9%)mCRV;S1e8f2n>%2GbNtmQ|XvoZ?`=zce zBMx4id_1jLQg;@bCCcUUd7pJA!0)`%SA)l^X41N}B5eCXw%l?ot?OBG;QIVm0)LAI zM*fzVote50GIDOHh+nm!_07JdeTD-@fl35-kX%N&<|7ZT`FWc?QL)OOmLA=<{L5=xv|>48il_kEferjCvPV^9vw_=^Q886!ot z_5sx~SxuitSU)WBfmIAVgiP0ppR-lNr5P_1=X~|@l}W>Eq7uE~_CvQ(!xtrVhSWdH ztI-D0u3j@@7>tHuOlZ8#`V$Qcou?1tm*q^^-J=Z^i<^2BYO_MhRFK^bn|5FRY{9CWw}W<&>bNPi9j5h%=+ zZ|m@N+DW{^`|hBf4Q_Gp991y!t1^A;TF0<1rFs!PP3&e&`%mve@Z#fx@{z=jN?1V6 zGRlqrCy5bWm3zIv*;xEIbQg)mDk{=uOj7OB3*Q>U>B=dvYzv7nOC*hk;li)hXC9G_ z?!|^q?u3rtk4nndUW~nc7K6t>1T@~LV&13sGq!f>#kXfoMr>vwQzULeQ3i|e?q}?1 zhy%KTM<_nd$nB}N_iQwM<7umv5DPmy)l-W=`of>j+D#2OF$VBH?W-!QJOG(vqa1NP zZJ2ND8RDl>Xz1pzh@d$SLb34-Hv&4itKUdln0xm$Pc^#8@+6Y(>j^3;2g|zzjoxb= z_3mC=A@zbKFlj`U7%CXB5|7PX-=KL?(Sy)KQuZyCRD3Fo&!S^-r&D)X%$|GZLe@Z*P5FcFYlQ9iPj7(_CZ$PukDw|0#c$?r5U7B z*QyTh&DnP60N2n`>&)(IVwViw}Jbluz8XR^ObX2MxoHc5~)4I5kKMOOQ2 z&}gxLmboDyrvH6cRgXDFg&cmgv+f_j;osS%ZD4-=U&YgE(;+|@s05kx@lTBK4YpD`P!H`EeI z$!)C2NKZtcO0K5KMAMJ1SD=Gw$;7l7ko$ZFopB&N_Weblt&)mw(%-}1pXYA3HKZlo zgbt66Na^WA6+Ygb6cJkL3l#LpdLv>rg6539|FGSUh0Gx=CtK4bNTr;JFXa*E-~nVc zAKPb(R_gFGx{0Qoo&~yDwL@^t(HzK6EzJJ0E<$l%G8)Wa!A);Mg-d2~rv0!IRpO@e zZvUoQdpvyiBlLKjtZgF^*?bd{P*RmNqK-Rr!G$`p^8QYmoRQB?P3LSZUfJq$YUg@p zp3J}MTHxqr<`*WIs5haAZik^CJH6_fFN<%z7E@}o8b`ZBMw6GgE@OC~N3vWD?VR$D z&E@_nyVS%sXZLOnA5Dp${bJaRvuaPZ2v6!GBI8GnU&t7puK&4_O$^i=o2>vl)K5ZK z3a4215`X^YavtHs)L`7Dtb*vTp%*N8Ynk}kIADM=wYT_8FLUdB!;|o~N9oFOnY~rz zfSuH}LCpy(;d7Sa+UkqnV?W@vM6qg-BON9AA;IY4zww2RuBUv9u+r{+u)3@y6Q_q) zz)UpJ>*4rezSf;coP$k|Wo5l~*Mqk9e4`=g2s|5Sl;6FyE5&sfR!Am? zJk|^H?Kg(5rtK{ZY>cw-mbW>DAq3mko(7S@Pjs`Q$5`5xma*u{sBjy6TX_i6W#&09L82w>i*M#-ne;`UBMAB*r&=eTqVZXu}Djhyo zwzSBkMyLMk%%!HLt>TbFAuX}Z{Cm1FUt9&wX1WzRTlR0vUbJDrAP!uM6L<_L^=p&^GVH zm0Ey|BUM78x36C@y92L$k|SjGr^*8af+dlHG2(n`N~j0xQeOe_rOBZ6-*n!95qJf{ zr+F|QmLexJeIE0QrmH~4rTl2~(kHy!PAC6{&?j^-gdjzqT^*y9x^sFn^Rlk)F*H}+x=w))YE}_7ZHMM{r~$8gL|k+TcLnT=v-l0xLf1K~EV&zMs^;zkOtg0~YH3JC@0{ocGngkQ&-qTpxDc>gQdZWo6#+GAi0X znV+$Ie4~*rc|Js?YOtrX{Dm5)LKvJxbG#Mwev!nA)>6M?5@l;gmt4WpUl%xG@~jS@ zhT8*WEp2V$&9Opq$?|WR`xngB76t~azYsY&Z@;!&&{4*!&wl)!-?UY`G`CzW?p@88r3RV5V$5U<^QpG9Dvh zu|likdTqTJNAy`Z7OJ$Gd7`m?Sfe0%tZZzHfISyVph*Mi(k=gpXE}r%0dA9B=%Lt3Yd4W7+7L{Mcom<2xix z9|mGq$Lz`2SuEpZ;qdnAm!q8*58|am099@; zTfKhVfpQNJ4tqeR567VT1Zm%__k1iMFu;#8rM!s~6B7{ufPDcSup!MBMDYx#zIhc- zosMYmM}04AJ~fm6`zOg3mPkQi-5mq+u!;5osT|Ky8Nim6E&+|C^KllaQ|)096Qi!1 z^DC~;h@+Q+PFLANTfl-C{8A|J$_JIXyyOqEH_2!0V^UL7eE=y$ug>|o8=pitJY?tI zKM#PbONa|>4SCBvqnT)`<`ck9`2fINTt>x)Tzq`Qua11AkEbl7;^U29@6DAG(g?_v ztgWs-^jIAr?I)n((FGmCmdyBOTW}@K zi1fin*4>1a{`(8^D?oeR&`C7yU3z*ck42M7wGPM>GyU%0U;@_9>()5{9a3FO%Mb`c z794L+KXuAE06oPm!rssXV2H>X6359h%AFk5cq2f4<48_=_pY-RFtH=btO055$EQb* z?*VA@GQ5dVd4PgfA1Gz=(98q58Rv$TWFbC%0NE_Bz=#337sj_& zf~R})@k6q==2$R5Rqe<&c?Srw_)ouRl5T-RlN$xMh2lillfi}idV5=u*@~5b*-?2H z+sOs69eHGr287jgbRtGKI^$(;I4|O(qDYPKpa6Xdm9`tope%!;a_cILkT-yLPcnJ1 z0qXh#z?Hm$_%Z`3Vhmt!$l7=%CcguKxM=SxS2~ba=E)Dbw_*v|u&zu+ROO?qsR@wk z;&s)X$eJW6Qxv8hfPSMzt5_3jU}Z@q+}y@x6jY=k9v&zYIFJ|myn^OSxE%Q^fJM;* zY|YmcfwR4NS&AUO=gFGvNj`NmJJ|~kpFa1C6Wrrga3jaV!vjSo!mC4>{GIIpV?#nq z8x6oG(S3e^y~NXeCua;eCIw`k;JM~E1d!~EiqVF#wz-wAg5FmY9ftrF zu?)bOBul}%cE$RNJ^el;?(r;(ORnObk_{gM4!WonkN{MwflKkjne8%RQs+#!I{;ae z5Xp>BK%h9;_y4trp(0NbH8iA6rb)BkBfz&|g$ina7AO6ss-3%%I}fe2Y7Ih%E?sxi zx>x~Umj*wOW3n`v_gQ$Y#<1LVLIFSzeXO`Z%IF8> ze)$4l@ap3(Z(`{j1r;J3A#07VcOJsV0sE-ywR;~p58$*7e3p1xow$H_^Kg$N{iFGK z}z2z`XyRy2ntk;LGcP`xB-QC?G!5J9b-Q7KCaCc{L_rV?J4Qdv}DQyadu${I4HAd_aF*0ogS~CQaR(f`H|%djShWT<$7esc7WEeGp^Jb_J)YYt40GySs@FNdKH7fu5=><#Ef z^ZgI9fZzQ+>Up=$*flQ;vw<1at~>#O`?EL=EUEUz$n?Rq8V7!x1ns^dB0J?+nnytz zrpp%>h_+bPVWk@4e{3mUDQz$f{VUq+@igG0EQtDPG)=@zPR8_LATy<~#_t!5&6BT7 zM?xrs$)Yb(xM>@V#Wd|l~D z4`gqImxyJ|?)N-8w=6oJKov{FU`YrY-staw$#}d?kez9U!OS|f{`a)F_PVjXh5EC* zKy(K}Cm0?lIg-5wl{wD6qYvG~0^Zk!uH5=W%#sBa`_kKkvG{{vDUlk(Ky_UP42yjD z-3zu0=iQpjrYl5I)yG3`rip5g_XCyhYIL1SMoe)K2G3mNmlN1=_L5lVbKS+};LvsI zYnOO9O2WYS>+>IH9!%f+Y^ipuo6fj!7c7_-Yo+IV_)_*yPnK(KGxaljVzU-h?dky# zZPtUzebw^_WO5!i9Ur1*m9?obKdY~_h&Go4s9!Oyn^fp9L7sF)U;|?VFk;880aINQ zedJ^K2k4IW0q~usG(XQ63$Zu(7B*vT_0WO6-hILNU;^t-wujH-V>2B7l~~kS_K$-I z2ow09b(pafIX&<{0bVx^qP^GZFQhr&7`h`aSkNPe88{Q}~d&oSkF=M}mRWQ@$I ze38U@dHRG%gg8y3_o1@^c)z>lBkOa4=x1Pe^QDKvM*r#Vu@B_cC zk&Mvp#q+qx&l9=}=t>h1o`LU_+vP6+ZR_iHYxiCA9>zP_0kylmWHd|y0OeIRw$rO< zPg)CHYhbK7+~{Aimz7n3&r1!9x$bdDr>4ce=6%w!h zG5?DuL}hDZMfxa!VIY1wrsg*=Ju7|Lal{Q#%SuPeKHa3Uf==uuxV0qXBhrSmw<3ymbcx+dKR^T-Rw~q&nu`V*I!lPN%(M82gc8d zmnQ3cM2?1c=kX73K>=EL+sQ7z-{a`P&oBdOg7Z&%-vI1rGSx|YaX3CFrK>ArNxxw$ z$7QGm3fFmW5A>T``jVhFq_CS>QtrYij6>QNZ|CrolXHJ|i5j$Mx_pMk^p4-yqTx}j zJ@}$uc1+D#d~Ji*>{&sd<<& z{$4`T;1Fh7RCI%E-)CfJtFYs*>N>qdaW}8zo1w)?ipnf)F+5gpW>_G!fwJzb z^{J<=blb1CV)RW%SLbCW6K!AIY(@CWZZzs=n?K9!r2VfQkwr;+r~sk`v1gv75qZF_0wNz%F0+cEDUKR<&y zke+Bsjx(B@G!L&>78Mob?A0XJI=P)pS7AMf~11NPjhbxc%b^qLPi4BSec+~vx%~p<()*R++sIauN-$$u>qt}`pxk#2zO`n{l zJnn0MJy7OYs-^(!344@)LZjCkJJe*YH7&zjrSY4U6KjJOv}`OR?$V+N0}AdmG+;W1 z`fWiL=6n7T5v#8!(4YEw2)gr;r-ER$5DL1v-tkkn`KDIO(+?Gw=){mB3CS6i1gTE* zs5EXL%5HmYiIbc~=a=%q9zZ4^dr~`re!lCM+lTv0q0*eRFdUVA=b1(1-|Ab}y3(9` z!l&BJ5WF-M^gdkTv#B{pN8T9Dhh8yt4ttNi3K`= z4O9^k-JI4$321A)sGeYFCkg7eqU&Ei3=G0TNL3UXC4JXfAkCw~Y7@ANIWB$qCJw28 z(+KX2Oe8F#5l)6Y&DX>i%hxODP-s=vJiik;?5+}r_@3>NEb9yi6&WLeJ>!Y;O1rE_ zF-jnD!`)X{k?W%P~1N+dwK*&Kxy-+JBHPPFyHKz6b61!uq|0)By; zvESwB?py=fG(J~(GTt2T#@?!L@!CH{p>-bW$(TkwnZu1OqC@+A9sVLH?8vEG+Q)$@ zuem7uHkabZ45s@!A-)v@14&~S@~Ww( z*^Fn7Dzd19=OX$D^;FT7r6L=T`Jx0y*AWMZuX3{n$BNiUyc~trn?8!bws0$t|C&kbTwOAf&U!F9ePu_@PlANoj^_+^ zwhqQ@q+QcMjM*V$&5Y+2rQe}E8t{6n=+aPuu=!($n|T;_T?rG7(Mctl|1fG_8Uj)U zq6%nPvig;Cd)ZZCfEgu0_wV?km619hHmdltZH9ot@2RQM)?}^TZiNRa%IVl>NY7WD z8yL;i@&Y4NM%5Sdy}|FKY5f=K_t}Z2zR6K5i=L8c2#h%G2u8HeRIGk#wwpx3$Lh)j z3@0U|e%VR=)V#-b)kWJ7227+4YVl{DW4`?T@0ifS#6VGac3v;XMw`u5nbRI)Webnl z=X`jD82~Rghnl*@NU!q@vi7ER;lbut&s&|5qv(endwXg?X3MY1(OJq7w%6vQw#|@$ zDc+U7x#LwCpJ8F|?#Ryb^!(V@0o)$|v|UKPti5ayc8m_vjrLPkS|en&O8dcW$)+UW zx54~|MVzM|$FcRpZ39${GwXsw_l-^qJqNgu{;lS3Lr%4I7u~Ek#4Q65t4Pdp5?cWH zVXx^p-V$rNXzwXQc1fj`owsTpJ@`|2tn6 z=YUJpf!{nwc6((b&XTSz#x-CWlrs9ap(IUluY>dMiu|hy)GGtVeAmRQC8#t^Q@bzo z4f2J47C-S&w;0^1{A2?JT-!IGIK91YI;6OWUtcgyQI_GE8hanegQ?ZYP8T zzR>})RLNVBn;PB>bR@gF!YqibxCeN7R?BEL|6By4ICf(x@804}#yHhdG8Q$~eq5?q zwbJ5@iIQj}jC;ouvz@@;hF>*Hrj(JaYN?=hI<8NtcWm52Su|=N6T6;qUk&jfwIltl zQSp1!;!Sq&qRBMbpEE^U0kIl{IQ$5b6vmPEXZg$Sq+hSx?|~S3#l<)0VVo+Jp+E2D zTCEvvbo3hEDEs4|c<4il_TK%G7>L}K>+z*ze{Nj(*H_#R6xtRRM;1c#y$vuOzM$km zWf)>me5|s$+$xgKA;I&74r=ZXb|uy(ylrKyBhU5#;c7t}MuXAy-!Tovzmt$;4(r~= zH1bcaO5S$R-}~yEZH0WTS(bp8DBko}+(zyuEMSy- zJ1#gFijW;uYe^rs48|qQy!-&?*!~Gin$Mp}1fjkdSSlVG8C!0bjt;`r*p*yJwVcFh zKclRiSXuv@$om#66aWpbX_($-dWsh;$}HidALgEtQ4ID<`Xr_{2eooKlouJ~sR8qo z$PzF}3Kzw1rT1DVg0_QKbDt_Bgx01Yx%&g|-sYOL!!3?d^dThRDgCDLFWUM`qB|QJ z?xo$FuN4VBb1VuH${$hQT+kNB++4dZilNVBUkCGK2SzpRK;2Yo818>MQbwCYYpK8ZBZa>S z28!R1w6g=bjYduJeU&S=xwrvZzMn=G2a|U1$aa`68*r18^ZF#X^N2r=k{y{CYgb{Z zfcOf$!HIGDs(I7DGr|y%xbsvNtX-km)CTNK*#LM7r$}35s6(g;`bM@%S2LQ}b1#0+ zQFQ$W!|?`Tf%!CjP>MAA=NFOwp)lC?*hr)u)q-kQX%EOZodU|B@CRG^ih`SBP{%xO zP}8&Rk%QTJR)r;BbMVkTFrg+?03EWTc^T=htO42k{Sum^=r#%8WMW`daDYYh8~O_2 zYu5a-@E=L-DT*pw#<(b9Fn@q8cvea#ntIR0ikhT|fx>4RpW#XL*k$H2W4+@!W&P|Z zWKV6A>YC-^249b7;9g?pjZxG-Tb1qKD^FZzx1`xF#xA;Yje^9|n!JsKAgLbN@l7NR zEffB|0NMz(WB@Ptl)w=~;ri8$?^d2qZ=q~a% zVx5kohUtSR?5~YyEa7ht)vQ!{%8Q zURXy=^|AYU5amS=Rf0Ju5gT=^GpbHgi(#v6HYCPdN*`&pK?1#mZI-tzOr8|E01T1> zxorRy0jK!een*A&X=wx9mU&JEATK;~ z$lgkqFzHv=;08#X_#YE8^Yg7_HaE@6P^Q=tGC);vHZ2skd>^D z2LfN?>+-^la)!7)6;@=P}5>sg`Vxy`T-89#F2h(*QS#{?7YL9MEZPW+hF>yHk z{$>l^S228H4_G_gk3l+Z?Zdq*2JSLiCr_GPjPm&I9wGeK9!C!KR*p^z!_p`M0Q9es_Dh_$+Dvd-F!MS|Ku|EY#Xajn_8ZY5d!cu!Vm7Q`F+ z;8lYG4_)6`g)s+$C&Mdo;(9HqtSs4+DzVC!c2iwm51071xUTrH_a5nMF&O>?HmXWjK zo0^})Gt-pu-t6Oqqz0!4f}>qSDWVmWBBdLVb<;+)0nt?z@k3q8f~$JMjrQ7NNj{_~ z?0n)E3s*;?(L=MawkULB002YMPVpg4=Y{LiQCO1-XDR$ZudF%#E&>ry`K$Qu-)(Bz z`k(s)d2A~FF?;Omqt^tO72$jb@&`cymP{FsXKE4|oxc4eM&eWa|25krR+NG^GJ?}H ze_bD4^7xprRu+D&Rj?zHi~up5O2Th<Jko{+Rs;^K_BvQ;#Za#qq%mdx8i7om_5Av3+K@c zh*%VrGH2ZzY>b6&wqFsQ^gl==B4sQZ1}L>tu-AMT%M(B8E#bJksGCET4+>A}A1F%H zU6+@;(#F>YU%9nfty^34CG>&IH!Aw%Q3%hcYW;-4ilGkoU6g|Y4cdene><^ZbOp(04Q%|l2 zj>y;ipqCjX*#VKL)jb~IGe+c$BzeJBc61Rf4d2r<7TpdssjesWtfEo`Se$M}sFp!% z@xrQs=?2xtS9z#ycq4`W+!^iUSMn(}do$_si>hm4gD~FalOvSiauc7Zrg{7f`6~?M zod6{fkz;2L-_H>#I$GY4`0b?${b6Mrtm;Wh`cD5u<7!&NVxw#R&_B6MZ zy6#8Q@n-4&p(y~zzkW?=dK~FVYTspu_V~qG*4b;%{&c}2c&l4g;Qu;B_g=+*5adurw>U!WDpvAjEJk8TjP}o5^hp1= z`1~;QkN>$5bKD?6*gE*4w=@%%ka zizL_}>a2Ete(J#JhphKvYhYBPOu6a(?auOnC|2_Y;`KEcq6_1 z775*ywJb=@>v9_JID?mx4J()iYLdcU)QH5{igol=+*8plW z0;cbI_K40EalXY#NK^7Mnzh=4$sg-leQ0XtIqq8nBCiX*1w_#{n7w$Oc0 z88@BekQILNb{^L{5?mASd>CJl@hA!VPIcYg2D00%GGE~;$H(hCc|;``@8kIK@Klhv zUMtKtsvA)O&euO&H^buyKp&k;h1Bk%xu`hyN{s{+OtH&-xK_ETr9#zu-$Du)QIK<6 z+v*@{&+cuz0H#+sQSezB`HLV`OY$2V{SkRv6w@4Sddj|bM7zt1Ymd@XK*DI=2baoo ze*D6cFd>W2?`{jaGb}46^ZPV(^ane69Y;Mmdm*vt&)ArxVvZ2L8C;mbg`Y;05WiK! zI7X|xpEUQ$pv&j*hFEUAG4UwR_k!SSccw2cu+d52(k{}7DYA8@aq5c=F54GzfAmiG z0kjszkjl;Ey8X+v$|ilg?37|9VsOT-@{bFSZzoMhbnw!Ro7K2OtwhzF$r-nj&D@CK z>MEwA)k{cSo|j|H^xz0AZqDK!yN1f@rJs!ncC#QC9H=teqG@XP>@Fx^t}8)!<=0h< z&UG0t=*Q0&N7Dk7Y0eKHbF!Wvnz~ah(jqD$JuvQPaJ?euyC3xOF0&L|FrPte1)`ZlT0_yMSHA&1{lhX%vJ|< zgPPwjsa%ddS26o1cP2ZolJ4XM{!V`QP5N^8%?3wy%w)yxX>SMw0k7hI z>2t+Epl-W#x6kY75lg8K(r(ainr%ag)EoI}RgBO#Kg@ZTS~DW5@F9kWzvHmJCH&zU1SpH?)I*E=D=+Zr()K(S7yS&nT8iv@zffKxCN;!IYNN3 zf~tburzDjLv%aGEl2D^p=0?ZgO^-%Le-wD^ z`;Kap!i=3qJz^N#{p93j2dYW_l+g8r6V*~5cQO*AL0Dt58r54(q2GR^3fEZ|xz+5V&`(_h zz0@){o&Y9BdxJ?HjBs?a8_+nx3hQpdlk?x|dKgiNhQ3>AKl099*Wymq7f|NlTG+D+ zZV%opefRANju7}H@y4ay(t{JcF!otzM{!rfCg_!JC{T~6u61{yKwt}4TwN7|RQ#f&I*+1*r2rU{1 zIQH`VEx7l2Z7i|Xo8Tc{j$z+N421+|3Oetz1-C-Djk zR(7NtDV3@&r}C7NJuE15WQb$W;L2E;1N!1N*8)#w(-^BMyT3P@)pmCYKfWFN;$^pf z#Q8QR`b8wUeN|jy4paUt0aw-jivRajQH*ARzi@KvizJp`Im@*}+&JUPwu2REGLu8T zi7m8|j}Mnz`bCT{vIgSPAC1Kf{Su4hVVG?iYY#hvK@;#7HfJqod*8 ztt>y#^Wj-WX5}V<5xLUCQds-XNOiU53Elug%pz0oB{TW`(6KKMh|LFq{e|!I;Bea4 zGrE$Ue?Hty>{BDi$JK%oC-xKHWYT%WK{3&qtn#cJZ74ohk)Y*RQN!AH80ot+UzY3%YrCw7pS7JzEuC`5P}%jWpFjZ6m%X?7HjS z75jrpt~l62>@A5-9^!}?6EjaID=}csj7@h;c&=BQdSisZDjjP z=H(7I#XTxUngPon04H%CpZti?8+4;DyB_(Z2E$qJLx2NL<`Fzyc)r29r}sc6WV(yB zPuQH^XEf}N{s*W}S)<>VwBfBhGrjn!a4qHM02=$|;8D$ub(ep2BIqX$L`kxZC2SlK z#?|Y58AWF}ji^KmnM}QZ(z|@~n;~nJrah19`NB_1uhtO3qpCdhRvn~} zd2CE$WE94}O1?_tp08fVs4y|eXKq@iY8G(~A}%Xw=32NheXG0mbA+=ACQV28643^GGHZ0eaq*IHw~AxS{< zkmXwW6h-zw@@wG@ELXD_v7~OLhK&w6(|G?*t8S%tHmBSY)Kr++rDT)H9_w*V=2w!R zQ(_HS*-zYPgufZ`|0_|0W5c91Lf3g7oa4o0XuUM+O8%>QxUxIO!wZMTuD3A)}_U1Xp}8Tp7;8 z)|Gi>IO7`oajYsaONT{}Uffe|XR6ok554|;_8T{)1o1sw!porEO?|lm#H9Jgm}Oit zlgD0J`utxi@x$%n4WG+C6}KM5!nG)3nwuNrP3&Sj?xJn*iBMtR0bsAXmWn1}cFq3A z74ddjYt85n8Ho{ImzuC0rt`%=^S8pRZoX2pA!^g#eMA1d;PWM>afXA7>W(67C%fPl z9lRR6udgt9Zng(+#4{OKHW((7X%ypa|7jfMCeI3rGwwpNI%C{&vkU{Zms$G*R@{vyf_n~$pE9u*t$EiqdnEGjNVIuO-q@^!rhL!`Y0P zs`nd3(eiM2@6YbeOtB1`(9dh(*SOaCZ3{BW<)Gdu`lxcipP#fsQ9<_4y7 ze;m~Slq1_L=q@x}MX`ixS91v*V74xHwq)c8C1a zAGpz2XIE0iCgpkU>Gv%5OrBejUKY)$_p!2^?eI~Yq*BdO0nwNr$ZeL))a}mGvn8@o z*~By|HrndIKRz$=+0cfh*zo=|TKp>QKwEU%?EF=&fZVlPtLDelL4{r7hPvcph<_$i ziXuANUK?*?-JKI_Q{NhMEl?vYjXVaQb(xu!wZR&ZVpO80Hv zdoi0;bLw)Hl&@-V<~>_VeGdX-zuNzZ?Gt_}d*^+G8y^2F`su3tX8Pw73wZ~mhk=iZ z_GwS-or|uxTfXc9nF{x7~4IGRKAa3r6R^(xD#18lx(51$ZjME0?$gd4A z=CRx+$vJ26l8Qpuz8jM{U|XiJTh+XQ1(72prQ{$&#^3Z7Q}6EG^*!`<$|K(fkW z>RU~RssVp1Sh+5NYn%lYf3C1%M*cyXNHvd?T2X6Z1MT_E&M>~uVv{{;RBdZ_^Y65h z>h9b<(B;4$+nGefx?KOJ^p0%&RekG4s;ycM50y<-@i`^_w3f5p-+U4nTf+XYFvSU< zGYf4_tX{&f`aa)Y;Ea|YeKTzBNNBLR z3t*0h;?;~r-=t=bXDVO!+ASLBOWy4Zr4yX2%yLU-p8v9zJI%>f(5nj)&Kn0RJ#;zN z1$MKCdW)lOP+dWw%u&Rr#CGe%X1@?SDrgh5f-ZLAKC8*ZKkG6Qka`9W)u!iQY?QwA zW`qe$<}QK*G+n&lP?8NhT1+o1(hQFObPf|{$K(^qkCNyVeqFKSUuT|>zG5gZ@R@$z zchYYCe#VSuQvLV>SK2AQml^(?Hr&BY@&?}bM1})&pHkx12@fbLumEX&>yTcy@v+r- zYV{3-R|1u<`=-ogqj{{b2}TnMuV?$nA2f0F-gX?MC}iPUe4@O?AD)d+h^X26f{X~K z*jX)bh*~^$R}cSO0fX$S#B80Cjk=0scVPE1OM+z(Z3~XGzCVv)$8p|Z8WB*$b$8%N ze3>V)%0H4554Oy*w)MP%SD1B0S$68u+3-YjDB_}6%89&y(I+RxWK=9q20Tq zd@1mHe8jgb?kFR!spYG7RW7jx=3n@?F(DhctUlrA9&e6WVV_QRn6Gx3i;SQG#GEvdDJX2fJB(8v zXAQm@46^B9Cw9I+Vpt*oY8z$0nCPP=;-5UolJ8m&t2Wguk0i~#6&zW zGI6M6XKVJ39;y5A>nFjB%iW`tGFGt>>y{;4d4Xn%#NCMz)Paqw0o7Bkdem^#cBjU_?eHdOfOUD9W!@>u%4NP+JlZG~b zYEW0K^M#!(A(|(dPhf8eJpqS8=0d;0z3Y5)Y|Qw_@&h!)K69%5h+z6N`^5K;y4v9; zatz!&)Rcm0F>j@)KvL*+-B>O-;)doZ0kP~++eve|iptZL(8naT;}fS>$>}t7spR}O ziMQ41$)KwidMFyY&i6IJ=T@cNN_n|{t`L%;xk$^e5S&o0qWO(7Jh{PDmoLXN9iz`< z;+}Wp0i4>6(?5POV@B|sCO3zDMhV0E^UHjc*adLeMWFGI!hxLo=-l1s_0=xxuJYK* zU*?1mZ+Ka>%^8yj0Mo=KWt1%y@aA;HXGCfa4e`{D{WC$jBQYQzHL}-Pe`0AWtv+wy zC1PS-HgFo-N48vSbrV%okj_@@tgPg@$^N$C2Thka3fyh^SPi6iM)@ z<3ut=y|TDAQbFIhe5yZn=C=Eh%hyhc9+cQ$RxN!38hQTNsxgjZQB1Y%ghve^suplV<|vk!-3f`L2oFauwToj8F|eC-4i@=!AYU;vSbnXAMPP=pLc`5Jat^-$ZI5;v|@a$R&h0+lBj^^oTe4Xex%QUjnm zRcZD1G6sJnm5sFdmSznvS2&*OsINltuC95KDS+Y~2ToL$-Om3C4DogE1?dFyM@MyM z#fweigdJvTR@dj|pyfVgnUCw~IU03Yhn)C(ReA%tp7^XG56VZ?L+{4?(SG~%H#}us z7AQq^{Yzi-9yC3P#fcw$7+3qBb7ja`ozA?)3+^I+Wh#9`F%ej@lG1eep%zds<~g7; zFyEmiG7-fGRA~$mTrQ*a3N@vpUMD?6!@BWLTgeS|eR}EFoTNBsd0RFS(c};#9>q%2 z+-*0^&Ddhc+RH305szw;v=mO2ysl6b&PRAoU%tyrjVw|X#YFnm!?wIQH@Os>VCR4^ zz#g;nv@OEQ$YG6rrWpJ2s>9WrMTKR?M{k*vz)3$&LSG!gtVOfQM|6?VFtTqr`N*}g zl)ZXaF>LiqMbj;Xn26zP4%O`=f-mmRzPouuG03&CT>u^}VX2qT!S=R`NmU+T@#gmP za{WrU93cl_K=eJ|PPHPBROwaC^DuZiX^QM>22IePv{jbV1pBlu^`<6K<-&D~4;>d< zJTB3aiq_U@VQRdWY>{Vsy-pJlvFx?bXEAtVoklh6re>_A!+mxy1*n#@P%u45AM74S zQ+H!MV8S1?KizWh=Yv@JWO(iI_>3#u1SBe5IkRT}IzqoqMQ>V=-b)46CArvebDu1; z7-MdL3cPoU2h_i?HVmgDZv;^mzAX!7d!aR-g###?I|1fhwNX32-B)$x5>+{sTx1B~ zk`eo6P=gR4DIf*0C|o1aoHpO|B`Vq?YzrqR%>!JYsR&e04V9fQ{8a_7{Pi5qyzAuv zQuK=x^wFTltlXcST?2&YJ2Pwa%361Lv-X zS=_g=b|uaja6A;5dI`EMi5X3@fdAdRIdzal2-}J0}2q31>eqH5{_E(iiW`+T}jvI z+<78gG~_Ked4ypWI(+vLGQ;@#(!34-^QoETy4&&Vuk+rxky@cwiQWjaK_xy-z#?nl zp`6om$SrqC{+36mHTmzft*6O8z zQ#>PS^fb<@l8a*FYmN-9dv5};{(~~lstf*z(nMb&&TqqQ9&fOR)v1UyvX-Y)l+qMw zFE&^yq0hvtTIkh*XZiXXoA6w|gEX$cHL&+|HdGoRd>V%T0Ll%dD)JWX!xmJk`N*Wt z9{fl4z|6!$i~>b0I1~@$gt=+jZ>lGn+Z46cn29zLx854k8-nICd#Nt!>`u1rTHv($ zJYx_jSwUMyy!uAC7~6Gljnk$!;sEZHZ#8*W>3IOY zGSMgll}b(X5TBbYJ2pfyM{i{A24hQ`U=#h0f{;^qtpY27F@=Zgxxf7gCYVy@ZoT1<<20~2 zyZ9~W+YA^Br}u>dylCBSZfYrF*jl}vzKRLqMkx=aTwVwk;+3#;?+j+mNvsq^mZFvD zcdE#`acSJ&`b?stQQFfW_&#nj7y$YDzGr*%0xf`)KYRrub^3 zHRj6?Nd(oJ3Ck$58R{#_$UpMKB*O61=vK7hxq0oDiST-KXu@L$AW4A)mv3)X)R-9-mAFr>Pw1EKPo z)S{k>a6PnErpOt?LVUgJRG(ABKVccAtG5{Dits-PxyXGv7C@)4689VxrB5uN6;iqF zk650MJb)>rG&9&-`YK;cMy=3MAzZ-NQ-*<`l^-bI_ZN`J^WaFJs;1uf@h? zo_%GQQLyv*0P!*GV$+W0eM+nna{X(kT9*#Q*6+)rhT6nfD+Pq?YZ&|cc%+0!Oy7pm zf$yX6h}078$JxoEvmtf!tg^!qyX@WG-k|eB6B#5-Y!pS@J}HwDIpl!uv{9U_TcbgD z4I@=qKhtj#=m%|98~V{AZVTXAN(oBM6Z!(gvY_PNI1{UI$<(CxNUefH#&2WXGYQ`@ zfqrsqIX@}x9Q2$2&h^}I4}oM6qc$3$c{<5W=$tJdLS5Ta2?B)rv%qxlO5rc6ANrV( zcBx(tPLw{Md%%eoaPKlfzKHkDUBI7#Z5`sr)dIxi>A5NNHF-%~K{ti1K z8nV3d_o2VwP-sLn1^cmLT^MhuK&XZM9Fw=fOr;U@b~fa+=#(iFNgG z%j2XPsO6Bmyy_$Sv?YSGKecFM)P_yKJ@+qA*r*MpbH)t?`JqfW0IzI{FEfzO4bvWM zY7s-kY0z2wz6joZZvPl~l3rNilM|#T(POADIvGOzWAF!gW7dlPADPLAij`F0f7MfJbTkkBFuZzYeYc5q-P(@Sdfr)n|H+cC* z?ffIGftGk+K}2=87&WU{GzTv?x2|P}7alh*GTW}V0Ad1IbnPbzv{Cr}l}qr4(LyDI zY0#BdFTSTW-NrEo03zXc@&MQEBMa`oGpILw&semdbF;#IKY>TdrjdDkA-k&lf}@UJ zc?t)u9H2ZIi6CC4?x#5a5`-kv;m+sy`*S#A8mZgMBI;{E&i=uCV8A^ z?X>1PclFr240G87!tv10fnh{!hO_C#^_o3-64M$);D+VQbDwSR~6b2R&iPHI&mT^b%~Ge z-MpRcHN|JUymhAz4Y^~By!H4XX=VO@gx(YXdUT4xc0*Tr*_mQRdjp=vv&_BJpe#mi zzRTt;AWk|0zO+^|#YxaGuE2K5djwlE;oUCI247YZ&}<<6MN2LmI|9^BFF`}E zyk}8R@{+*>!>~62r4R zW4MDW{6P`Ni;lOnE41#gf;6VXlz%cvhsK}lC;4P#g9^3Cvwh z1t5nqJ9DAf+00#L1QQ5|>5!qjyj6|WIHwvarKahy3k#~$To(!<{ox==(VAmTj2}O* zvdedloE}Ve-z2#lhH9EM|0>aN^81Jsx4O_Uk*G9QVVn;I!yXhIt26OB}@fwJc9!3mTbHO-rRdzBor3jf1t@kDI%T zqKBFjL#ZEg{LB}xzuB8?QGevm5J|DU;y(rAtos5LOdZtEpbB)12f%=7p0!y0K6ZPz zWpG(l-^<&`+7azRt$bL2QH|yx7%x)By1jT`GqJ~_mJo9W9yU>B!uYZM{jEGE2`7xQ z6ey*jsg#CoxYUiKe9ysUup#`wMu%lEF~mF|=#EF7nfTTL|3HrxZz8(6Ifz}SF?1M9 zp7_h@jN61PksMHCu@}o)9*>^;yNMXZd@+DBz_&iyyRZs-5>HEK{>?uHL*a#yPo~l| zy6I4sgq&NKXe{l>z+?M0C?qi@>KozJEQ9I)A@41t;@TE=&7F{h5D4xN2=4Bl;O?%0 z!Zo-VAVqL@*TM-DF2$|vbM`skz1=-V_wWA67z~Q4HD}Ga)_mUgp|+vp zp2QKN=!LvrdZ-4C>bAD12$ZjWmEhfy@W5~>J&R`daTLcMDMR<9An)$Aq+Xyhv2;+lwB)d^I)JV<32TfVz*%6-Cm&{47>qOWtdtLgx+ID3w%s@zIjz7bW zq32Xmi0`iBYpI!s)fy!CP8si>;T;@zOw#Xl?)Mx?;;!#7@897MpmLdK9W-70k7?y!#XD zj;~xx>0LzMdbawtjIpMu6_(6^n3+cjp~j}dFkd)-J}Vsq<8LG-NmcnP&LX@D8gc@W z>nXQSK_Ak8)u}f?5M6iry;A)2g|E*v8%$Do$=f40F6A#Eb_I4CdAM#onnJy=`VX`b zLlSxiZ19G3PIrHxeNfj{sD=*et?A4bD>pqU-Wb#J&5mK?p)O+{fulr+-e7ruyj2v!@t?XEyXq;E1$5qf zKXs5_2!wEPhIoNxDeq=&i8t%;-h|u~h>9tBoWnG*%*pd4=W1qDz1qSzmUkEYw7v^4 zuh48YwjCJDRs7x`Kc4CdG=Hnq>^325swC4ss5m|UZjkMAk~*mY!7yOjnYM$9UTfFI zX8IMn3_I?ci+`@t)w`W_O{rxxI6#L5XyPibH6N1bOOHJfK zSc0ibPga{>rdq9O^qOT%GS%}CRhQ*%$r%z?Q@3};DfPQ&YUfnOmZ69`rkSU|1s(l3 zWh~k222mQQMQoFn4-$-LV^zF30yv(jy`9Z+qrbjmTUVD`wB(Ct!;kF$i4|xwY{s`! z*7kOk(>=Nqf`Ta=;=@_f#aCjO%*DPP;1V8ZA%@D(#qUDfYq<%P*(09aUp%qP=d%5a zXv8YZ{AW2mV$UxD6UD5Tvyop#J-$ZW&h9vEKB0xqA5MkrE@KV?!huPy*<I@Q>O;}GtKYh_JPBJ#cOuX&0sc{_UzMV$v)vYb;KFA6hH#5EqL{45qdJi-9-rI_1BKRk_Vk*4$_Q>OIr9H zvaRbXa4};B%^u4u#>V-yzx6yfYK%HO!%_7Ki3s`O6B#HpZ{=9#h*$Ey-%~EcnOu4U zJ3Hs?{Xq$@mxrJaSx&}mItnpjG4&T!rqo0U%;t{616&y$a(MvIAtu$wjjd?sOZHyR zwrmHLWcgwnMyi@w@eGfS$hgxE#dXD@h9&LB;1CRO2M zqzBd|9Xc7Kh~U#84d!4;#0w16c?IPlr$X?(iQFJ0`BSRgd#jm&$ihn`R**C$1nKX} zog5SdKmE|Bi~(a#br$hGD`(1o6Tj_oLm~f$R>jHFu}xjt{>M*+^<@8nQiTJDzMvS5A-txfe*@^!lsS#{lSj4h>0eHY5Qs#m(6zRw zWjT;;{P0go@QV=haJK0r=KcC@05`{M&eC7tJ=%gc>%4pfUtk-umdY&Snzu+@E6-T3 zk2}Ry7GI*|FyRP+jg^o_e$_w!+C{p@cnEW*YjlxziR6=&Bs~OYV7boUfv-u*S?6X# zvywxM*vpQmqk~3+>OXx$!t+31{Mi|ggy|`n*n1g;civ?GP8$iiv>knKOVc`2UiZI} znd~kIS&DIy^@q|jG)&7VG{iksx!UR`3%f*@eCHb8i#Jw;7nQ&hJG=Srzo*d!WJg9i z2NYL@BH?W`1kjaTTT6oW{3|JfaxIIy#H^s}N-B!u-Sn18A@%s!B`fT;WFoG!A&`T^ zmjRfx(&co!Jqf{U*IROu$hgdmU~^nsr-~<>`zQL5eEmuPr|8Ovpxjln0iOEFJU_1v z?}KMb0p0&ZqkO2s{+m8g)1PVyeCRfk7~m@6b?g2ymZN=8Wz?TR6B?>>b-Ji9-a-ue zeJI@Qhet?Sna9OAV)5*gLwMTse*|E}yWl-06{UP%@)}S13>QvvFP(VM{JP(?=t>GM z?q<^NSM07CwP0ah!TNOxU8n?|YF_7c9dvaO)X?74QSEObFEENu^qoB$jz}A+p3TjU zjJ9VXnq~Ye9}6dw)hcX#8UtrBkUKK=JHKV1j!}5+9~??q$eZucRqs1^rpy7_l2Ta6 zo-RyPo#*T9@8nmWn*nJ9pDYYy!nq6|V=qC$g*PqJezag~7eR^D$g-rFq=d|L`HS5H z#=8>CdheD7p{>W(U$O_i40$laaz9rQ8~+^X!QTGD;Z)$idIsX9g@ffq$3kM#wJyr? zp;=E~`(>w?3Gej|fef4O4h_$|g(1thIcZVKTd4 zztcKiuq9#eX}c=P-8wVwbN=gLrJRC&ln3_7y^U`tBV7#tOdTNUkR+uA1^wqoI2^_i zeIA7BI)y+P3ta~A-$)#ll3?I*}4k-P1_GWpMo?X`yZOW|2_a?#7g)PFrp1Mh8MM+IFEH!># z`kt$>WQCdrwEla-?KG6zQWhm@xZ-UjeE>q0<>$@}*d$%Q+n<{^T|zFle>KP1)cz5KgFJX?leIsTipAGFX| zoY0|LRsKtf(foA9v$A~JaRAhpSd(d8RA^0gK3--1c}{DePcD`?yNav>eT1|~L zw#^xGu>svKlj84J;?;KdrFma8tW!GzesZnJmwSguOU1mI*RDFX#GvChAc$LILk1Iw zJzsDKKX;+$EhOn)tGQ~uF?W6kr6*rpAH;ra2#lU1A)I40U;7ZL(^-dMarMTbLxcUSt^N%Qyg)0l-X*EP;h)B}1m}@I zDN{&0=091-@STPM$cE5=LzX-G|DVd$5|lptZ`lKQk(dlb3{9b$$=2!yQ*hoDKC%-P zH@FZgZqWsqRVv-aMUzBB8HUhl+m0oh+SPmQWj4DLdCefg~pS`A>;Tn`sBj>|f zb637^e6J_Rv6^$)iP&6w+=bkl%lQJZ%WjP-f59kxSXe(MI<&;g+{zPk$Ktcalp;OG z_n(jfjXzY$V+>K?WPwESr-uq?wqXD4-#LR&NO(Pl;0_$_A4$<|_O&3|HGdkMZ%kFYEir$5Lp0lL$J>?B zyP*NU_Y(AY;V4qmH*5h^Dy{kt2(NgxII$D`NGa&)NB^z5iY_DfKoF6rYD1f63=)xM zWJQ_B8Pn=Yr+rK{Ln_SEiE}))m$_z1=FIMs7|KwWWcW$80J<|?Y^wU`j!Hj*PrdV6?9=+t!W5DYUz4q# zl|{dq3h6N4^WZSW3yT?j^mh=Sq3dXeIYc8C^365mu!`lL){{#PCpaLL^q6k4b0qVS zV5YkFCy3$wO@YEwzqI))5TfXlCjUeqG$sBhxZS~Cs;%GdSkfmTLj9w5mkA= z`~7(jkcpaXK5I+H))BQ?skBMoGe%l;`l}d^-=ROg{OZFl8Sru4+mYXD$S1nVV?NLD zWbZcRN4!CsxOBlCUh%t}<``@rdg%|{5}t^1&%Gv|LA;#j+xPBsR6LCylaJ|_Us6HD zIWb5x7e{)=ib>sTd1PgZt=}!GOcM@oNdRU8>;(-(+Z4$;sG@`7;Fvaz9&96oz>kA~9iC!w{C!H}1|1tmlK2P2-;kLBH z8eAu4O&=L-gDXbw$}no<#kq9W0kjSO?)T3>ZYf`%3E02fuk)izJg>&4mU}&mYkXWg zJp&+z$|bVG#ya>MiW_aeO*uQ-kO4+&6GSMm3>ivbVHj#Xi>Z7sR`GxME}*GR)s7JY zjPd3vV;$o7iPXXvjDk*DtSBoL3ijJ%ZIh8G1$lEa#_*Yj2Quh%X(}C|bPr+}I%r^w z7Vh`UIiW6h_6}4M-Su(gJ)j=V4)PL)%3$xZM^9oTwB_2T73m(ZnYyr%xTfbz@SzhB zW7Pdmq~vR4Ib^%U<&GpPF?jGqokRz#L0>#XTm)mo>bAEfMf zD>sXtzVKNU^(?7~?@mK!(Nlt=BTM=4PaPb>4^1MkgIu0HGytnJ?o@QzL@y}42Ypm~2G3|T4tSvk5T0z>^YmBWW4FgGl3m>o$APhfu}><-KeRBQ%09^wx!?S5D0l{W?uR7;~uY8ByT+=J?)v9py!3#0cEMw zun#<6xE1qx(JwYm-{&he#_=&rP=N0U3m$~cocYY26NqGBceMZ%7P$#FGGthSZl zH?c&?Yqhgyyt7va5dY1+}^Fz2w|aAJ^8Zzj_#9?Pfv%i>0H1K^L5R zA_lQqAG$v`&-7v%cus9ffCC;-g#>8F+>_ulmXelAjrFiz?KJU zvg+rcR9Pt`1=2${i=b()~Pde3DN8B`@ z)fI&Sj36-TwCDR zZBLfBA@WmON{$Mp(aopR23Vn!U%;lUQMHxsfATp$Ux<9SlDs5ixvJ{;I4S}{C$Au0`hRFmCTgk9@xQ=HCbCtYY5kR1CSbv> zHrF!-a!4KKv9QQ}q2Pt;$g7U!o*ojHZW9U{XFk2P`9#;MXwWTl#)5_Stqs470%$Rrsm*61JXx9_V!@P=c#7nt2>fHF)Ar#koOTVgdqdKxpzlyB{u zhoeo1S5I#<{NT_47<}TNtO~R@-}sF?^Z|!AR^nC3N7#?QLR#TKv~{gJmGRW;-=MDd zEv?1FWA#$0DhF4INhTD}?+{?uPPlf}1ooEr(DYYdpW1*!c=U_pjJ-gl62r`Z(A7hb z{Jm-lHw;eFUPt&%puNjkb(pIVt%iSn6t&zN23V(bQzcb*YP2&ZJm*pW3x^4jk=+? z&}>Bax0k6pZ;sf0r8#}#QBY#(xrUfOs*PwfyQp+E7$zg5q*{3or#TB#-!Xp*ZEt>k z-U@#P${78a`EIadCTKD@)@lrqg)`A#j*cOL>tM}P9?%LT{jr!NrU`hj(D|i{J{Fkn z1rlcQ#Z&wZMDx@DkaCQq&DM`&?%EzyX;zAevk7)75a8b}p1&xn=@wgT8ZF%X?^{%xUjBHRNG+=p{nqWzII|EwmWUa#h6$Bqgbbj-GTDG zp+VmMJbn^Rws6t*ItPxQrAGO4IV~cLVg=0Pog`hgA~5pK=28}B1fD*8VYZC*CYXy> zM(Kpm$UhpfNrCo0lpcGs&vFSiTDZ2(c(1FH6oXr3C!=?5iRZJUd{NLP@Oxd?pV0a! zsoL1AMr-Bg*9!iKPlwJ|z^MfxqF}8uxlXbsjf76U ze4Uq7Jr#ecTzLBaH^)=7*inHov2r;n#?7eO;l0GOy_)7D*1IDu+GWYPJ0ZI+l{!Cd z5jxTn)pw+ys=PNVRNVIka$S5YX=Rl&OM-wsgYb-F1dVS z(qHdlE~=Q%6KbjVG1F64K|RI*j29-Ik}6-@%1mWD7^SK{$aVI_$|W~%8_2FYG;&wp z%I&0oP_~|}iz}Fctvfc}d1R{I1MH&qTA~}eO+IDP(1zsf(0VrU$?hTKvnXHU6v-|R zY^uOogk23$9u+F{5R;ny=jWnF{M~JGx;0BjJzZh;N_hS>(?Em>7;jQC z8B?0Tk4f&x*E%`q)^7NLZNIPns>kSn|L{e5`hi{^9(*_os?^@v*yKy7x+VvL|`WMJ%AP9J*<0YCiqgJ2@Jf>boqy!V{;m zaJ!!OEq3v)KDa!_Pb8n3obcBwO16WtD;Y*!wRgH0lN+Vc1AcffROrgFPjkH&@aT*E z`bfmgVMBNmZ+<+kseI%*`N8f5h9*$_Er^Nn>CL-Dgy_vZxyzVv&`~2~_R9ZB*J%rH zx>3$WCaoCxeP?7f;04IvZDT;(u~}iZ$DoGWYAvW*meGbGG&vjlh$CFzU3v%MppH-~ zs^$-%=~{9A*bnX9J~SyPE(#4m34@dd#)y5eUagu_y^uuep9EK>#&o+)oK$Nu@yQ(Q zCY4B@nw#{~^Y95HHu+bUbaiIex5KN@vO?{6X!>U~XP4*`I$4b$h9WRh-hIbV11(Lv z+}IdnC?Le8t4YGb_z|B86;Znx?X*Q+`zjpYqhFR4sh4gt8KY2N`F(c4T8@bj;ibD< ze4X@_J547(D|UOmS@}%5m#yNZ`=Zx~{Hqtuw%jII_7FPi3p~4m`}T8*JL~MW>Ct)o zcSzn+6T7t|w#rNyFkzJv`6=dUu;dR&uC3JjW&WpL16XQ?Mr7$tZRSR!V11N<$2#(l zD0#*|;G<}7mnGQ81rNu;W_@LgwZ7jGR~SO4SEN&M(IX=|K{ufU)R#)bnO`Px(D zMS025P`gnCdyCJgDKDkJ1Y;jYanOhn3VA-9+#9I$!3{Td?u&f}Z2p7?VPcI9Fnq{j zmmWH?+mGtHwPOKBe8V8c^0P&;viR_HD4;TL(sIrXet#XR_b`wFWt)Ziq(R{~WQ(m~ zUKnrKg+i~^9hG^j=}3F^GcS-v?#c{_vDiWY{jDVKqh8dAA|$Sl)bYs)eD_p6{ZpR@A)^KlPsJxuJ+VTCY9~b1XlJY;~RD0oaAQRiHLlyP|F_2 zGb}%E+;V7NkAKywC-7Ern4j*^!sTW87lt>%X3f{1K%tHO0?y3@Pe^FVuEVrvFB?3C zb_sB!NCnC)>$k%>0NHs+V9_swoNvy%Hi8d=)3%>@*O7B`(!)I?a;P`GGRgJ77^iN2 zbTl<^gcTWdth?F}E&NLS5aYVx%OW^oA;rQk$=+KnME0uO{%5uD%TCneH8?6?PN#@R z_4;==%PTB|xhNASW&%H>Z7wT-NaD{5gw~Fx`YH41w}pI55-sTDTcd>%uP#3Ea@w>b zsp+?#nr#0R*F4-`&i`roQ?Ll>Y|~2?jdN0HRQ4(#hazF&lClU_HC|VG5E;rQbX0i9 z((!f$#2C_SO{PtP(Swothjy(9CfP=z0KT1=J zgK`*hPn{6L9)pdT@Kw`B^(hwM}co>=z65rS^yOcd3OLTz83Wc@_z9i0XJKJC+lh$ zonJwEUX{tH+h_XRn(p8ZFQ)|LFGuKzjsjR-K(e5be$D4+@h6 z&IaMERN*6;b87H{Y0u12M(@sOyBcpgEW#BCeYRIas9L3RcG*YT)cB1lp&H;k@j7lgwR|X=hT$vysz%9lv)z(!xVtz+PLh_s8<6^;Q=wfztOBpX=t7gE1vbo30o zu2y%a_Gw&jXm2;_p)Zv!vA4gr+a<}v>L=14Q1R|>P;ss#%(e23cQoqu#A_(t z)$d|-S_vafWn+bi3u#MVJl>uD*m%K$7iTsk0VXgaveTzJaBb~Zn{4@}8jXGq#(i;Q zV2O@a0QuRDHfrzzb=4!*=X+SrUYSf7Rvi?J3!>B#B6)KXcTNM1i~@`eXpcjU$B@a+ zG6dO6_{)42dp~(ZN2hD=Eq(OMa9gxOKByb1`XZ6E;xy+BtGPzP@2w-hxTjyZ&eoom zrR}s2P_oQ0>GP-~@p|N4|BVjP#}^B@HFBVi%TU@29b?-m&hwHKblzi$Q9fRet&0K} z+L4knsd&oseGI$V{=Md_Uis?Hqkpr_T9Mpn+O|nL)PQZ!J)XEqjiCj+u;-(se%TXt zrRkrSp%G&A>jlB41IbCTw=SkkdpHpK2g*#h-()lT17$+_c8nt%bgssBR@+SEbzGNp zXhNS|;gQdHABG@}ys{V@L=?*a4d8nym7$DJbcE1@9`W z=qqH~C$VOIHA&%TLqzN{RH((J>EP`n7)`A%k*8D(6&Y?9jxC&TsohP7!|KE2GL$2o z5OAh;;4`T_e5Lz*|F%?S$DVjRWx{L%AkR`T11!`HgeF|^qS@!&ZvGX+%QB`Y;$!?8 zC$cB<*4xl74Y`SkxUgbgOz$J&KEP_bbx|}N0g|&XA^{Fn4!l|b}*R; zpf!DxK9g48m%TA26GWk^K-_K&8v5a_*zBo5NnDyI?<@IcRBxUFm45=jmVx9J?oFg^ z&bcYFLydnu;iN<2nX0*QQ1-EANg+l>iFKpjnfF)3><9HeknJlg?;@bA`(I*`xVupB zq)}ZG2`=z`$vdfZlaFMI$OxC9xgh7<*kS`5-hL=iaV~!CTR=~ys4=(kgY|iC0DQ+; zoTkmDr!*k9_LcPY{;e2Z9|RB{YladklpeT=s1l&4eTQ#ja1Jt*8O)KR#RI1hAfXUj z^}15#QV-%Eyy*XM-{um$;%KekHD&oIG=ky(&Z%=;nBMv z-aQOOG&Z0TgR9noY@0wHEAVOM&+zmsqiTH3k;SpQaDrYoa?IJRpG9( zxRgx3&(Iu#aorxstlag_GXl^aBSt^QmoBou7TSk|rbWC1s zvm2rUBIs2KMA=PlVT*r`1HO3*-2(b>UG^;7m+XzZEyYMOv#Q*m*j4ga4WHr!Lqu#u zN+;kMqJ&2N2rU0?6nw5FPV zWzcE9C}{jca5&5e6e>+S)eztj^r--OfI?}oaLYcFKVNHv{#_fa+SF{c7XoW*cpK zyQz%FJVK0-@6_y^4WF!am~0Ei{B+g+`K+sZUzYQ6wBLKZd?DgHJ+h+*ZTi|*w^RHX zWoK1WcCAR}6{>^EK;!nrx8|5WT}geC{zcEU?U$|Bi-^OleYA+$-MUf|Ltn%59Ud4nzbO^8sIGiv!*qDDv~ue@7V@S@k}i-Ri-6Y+5Jy$HvsI|QBb<5GS) zXp~cwFosOMg%CVc9XsY~HfHfA>3i&bQcN?> z5)$Fn@*AaHe8rsl6C_7M`Qm!N=ky$HEWQ_`k0Z=QM+Gm;zUY^j$&4wX(z-Uiv9kqn zSV4|ugp-}Sl**8EL>sqQ5UF870)vp0?_XxL?-!~nYo-)|`p;u+m9w5h0|>I~>!`FH z+2Q;}&ND|nG+tR-N#m2e9jxUHLzXZxF)w<$UO?AS>2xOFy4+zZ1Ov}HC?ZKPKU)sw8>W9a> z#W*M-PGdyB+NqHP#|Lqx-szzfH3}(5U-`(SrTFmkZRS5h?l}F)B1c|rI@%ZO1Z^6r z$!_jK+MOVz)fUsg-gWy-vDygX@We7#AYN;zk+Q1ks|y{{p9v@86AK%`h9cmhk z?all`o~6v;@5^-dw<*!1e3?01yDVEbB(wp7=#O~DH|+R|d}37;0Ew3uCNz-m6xLTq zd0|L0Bs`R44z@R^Mf3-o4sq>MzBFLIdd1@l;$7IDVaXQ85+?W`UO=DII7Qk2lwq>} z|I`_n<7`&2JQ}mkHMOwhX+L~RJo)T}9NleGxLXBtHo*A@VJeAJimg9ij}~mTXR^t0 zntTpV-TaT8FED)5Lx2leB0aLMo9naL%WA~EgoK2ElfktH<_c#m9Gm&7A~&V+pc#dK zLxdN1CQE#s59hd=MjaU`6Ti@0Oy`dQ(0Nx#vEhGtB4T=?Jan?Gm~a)uEg6s(bt($1 znu5=-k7_Y6tf0#?3)1K0M|L%-7_iB^gJzO7O3mxRF z@|KRh-Q( zWzDY}`WSR}LsYw({{5~TdxXGQN4YixtkRR|WmMVY)Zh66DA>H72cCkpITw}I_e7DaRFr`rs8g*<^~ zu=s~&pK2t@dN%)DrOn6uYy+oNQOzaIgiP+KPR^HF6y8|%I%&lP-39T8CskO_kN@y# zIo+)Es|x+RFl})N1JkjkSIEhz+uY-t;^XWhHg>XVyr z&SLS<*HwBiirkh65C>K{XTo=`#hplD?j(A^QrGo7#d`@O35@PrGB=nY(K-umX?FP2 zGZVe__r4;*`+;Q2!~27ir*B_qlhIaetQ=c5QQ@L1#PG#_+mVoKg{npuAa%0vi9Pod zC~Zbd^q9#q_h!`1>ld}Bpk2a0)!pWN!_%cMl;{iy;`{IemnNU&W6HOk+Wi4U9NNmY8T3*DPZSz; zaGjG8g*|&B+~>qo7za1-fip#E&q|6oDTw_jlQ7P8(6Y{gcxTE!v}9)cB8o~(7&s$p zZu2fLob}T5WNlUX*nKayeCyJXILlrjqu8x_(wolFq!fTLS~lFjT>&ZE)Nppl82|~) zPm!0C96|yeNuWg!CiTVI`q<-CqKkaYUjIPbtI^vVsghv6sAbdZdu52ntufi( z^S|O={ih@Snh#(`u~P=P5}BQ%H@xNM%D$|rG~MRWs^=8oyZ&7U4OSL;;$URdVe%7S zF4xvq{!`rzUAwI74Jf8|wktyvkY{?{;^uR55>%TnFs0~y z!+S)KBYS9TDYU<}DAZ{R3GOXLb(`|P8(fP{{98Dbr@H^^>8BWWWLnvpWOfFlySO{U zb$jP!+|ZQ2e)z5$59>e8)DX!bpAWa| zaUykU2V`}9!VHZBP6H1FFQ?2?c9*w}_oX2^*Lj*_tor)haqi4ZBz&ufa%s5Y&PJo}L`5yp^E<7g}5 z{o#GDVdKKX5Ng#k^ZhpgaDnYVxVG@TelBfAr z-)fM3-XuqFGjoq{HF!ZxJ2g%p3*n00kqW|aAooLAK|#oCbE5a#zI2YSp(UcxO8dR(0Y8Dr(cv-y-ituR!<2NL$Fx{zykTf`QWEwFB!+%v z;Eou}L@GSJ?Whmq1apwi(m+lUOsFd|?<{d)6~{p%zPQlg&T=$gBck)MlOE(4b&+^p zpebC_XOuHMrKd)7_kqen#)yI&Dp+oqGm?2*yKZKF=O91>rA~0%TH{57u0pKiF#+Tt zMSZy27p|xE%6;L!e#ajoqM$EoeXWXX=sU<)*;@wj$shgs9RYDcE7{ktCORj*?ah;( zR&>3HMXfm+gbLE$or^c`@VD(`#Kd<<_uC1HK=qoldKQbWb~|sRjAzNks|i&T5<;y* zuPz{0Y#XoEDp%QdO?Os^D>v?nC3U~8`Dxa$PG?!LGu3Kej)l`6LHCSYeEci%irtGDe=Fag*Sqwt5d9`uyo+EU<+m_E2_TYw!A+WOBA z?iIUgv+&PzJ#bUVhc)#e}OSVU{aN7v>Q?}O*94rz=EpbBF^5G%a_d70HgVTDLp zUu5to{+&?POd+jrMMZMC!#Lcg1GoKh!F9NX>JAlIvvLrVF8bHbb0(V4b6kqUl5f}N znifvq>QU@5|7f-!V2$Q*sSPggz+=5xg73fJvgU#}OCp5*OjjrTx*u$GvdzGZjqppd zNg+NgL}0oyolmEQ0pH!hRZl(9KCz7WQx{6RYxkvD;OGi%R;{F*pP-_OI<&4efyX-p zj1#^<&-Jw*F;97pO;?S?<$$)|(yOhwTBV8YMHm%9(O~1bU34L4feJkH(kuPicINW# zdq)SuK)X$S_K{5(V--=oBB?{ko}$X>OKX17R-RGho5*x7raDdaj@TouirFso8|^DO zJRyo|-Y4gil5=|wXDzL|&1JZ*2LLxn>vMs+2k0q?bsG=k-^}5TP;4(vf`2bu5fh#3 z^PmXL3&4{}D}3aQc6=I2n#LW@%mni>KGc9|xQgeBkI}zAaU#3PG-%)u6ipHJGEvy5 z-y~lCaP~kO8nJNcKW8j7^Xa5J_{4Z%*-F19qCar1|6gL}fdRG<_{+-gkG`2(;nK=F zg4z;UhNCL*w+5Ea4yV)X9cq~GF%zH5&y0OFHtN*=AV4=CaR++$z>pVyQUlKuwOX(_ zkD8CPESD~EIJsO+eIcsXk0p`BL9M%&K#nG|8yRLzgxj8RMYc$^g!;K`Qmg>I#D?BJ z@FM~=u3CMMa>H;KAZ%_5gM&u=1S*bMk^ z3fBVL<|APGV<9P<+?(3hRcw&-g+#UB7P)~Db-Qjw5H0wMi5S!RVfDAy9f@Al9dpO^ z@j#^oujw&~fa?uB?+{JX!c`38Uy~Uw)({)-Yfb^Th_Z>y|05one4<%$4^7|A><69p zHJD~P+&mX{t1-$S!( z%Dhc+kn7o5BiTs_bl1Ve{$zOmmcc9DJoW4XLLm1l)79}v=^Xyg019v$H-^)mP7Omr zp8Q|WcR9~xGcz;5`v8DetI|0y?Zj|p4{?$*?J*#^nU0jn?z;qzysoFwg_BK_RjXx@N6lO z@@(;~xsZRd-#z&Sk-Db8S$7L`(z@dqs_1f0c3*a9m|buE+;$h*fp|pbv2D@9P)ua6 zd3rxklBDGwAp1MeJz2}Wh3+iE>$FR%?Wa?0{losmRSoRY&1`I_Bq^Q?XLsaojiYyH z&O^&{&zpzV+38Fr+uB>tv*pNOclN`q>~6P&^-_VLnoENdG{V}f<-uTg)qPF5Id#2g z<#)2|?(CN+yXa(!aaxAGm1^}a?jehl*`cg5=cG(6b@~n?_+NTZY8rYsOl+p})Dd{K z@-!^FTeez5?*O8>cdk+G+=KU}C?(aHR}ntir&iRzQ?B?lWF z51vQ?hzTq@ZoiwooS!3e47%T5PUe#+h#FTi?TTPCR<&n#h`iT}y_n&VKlGh3Cb3l` zc|PABx^Cu4az{L4lhQfw>!^#}tQ+EO)@oZfQI$`@kv&;!Np|kljV$)jJH1xeE*>yXYUqW=qKkhs;H&gU$s-K@PxOC~N0<|AG?xuI6 zTpcgoXelo~DDf~j*Tb)p=L!5$%x9~dj%O95sixA!c5_@TxhD@mA++vKUX8P#e9Tqt zYgfvA&UoyGI-~++YmeTW-N5;QYKz(`)i&p`(V>V?cLoR0bOGpL&v3WwLbr%%%7|_3 z4lNs&%}&#y>gl?0^GaxlV?DDVCi<6CiBGLw+kjJ`)A*@2L^aB0dhH>ZNYz2v9tI8^ zy1qtB`tloL_eA7G(@+R=o8PC|SpkWDITAu!d?^4Q&X#Ix*PVH`-DiqsW1}|=-htc8 zEhbwmX!JZKYeh3%d|PL1l@3e7H}W&WH}J7w8sjw2vK~{H9p8*v)$8!+wfMU^X3;3( z0^I9P=WGwlR(&XGX>x78g^y&r8wNWmfKRp5O*!D;K_FlDc{p(BpW`Xh-Ce{!8bN$fhX!tLgj2mFs52xAO;XA_?>~|lW z_h=dXpdlCF>21eJBnh0ZB-@TZ#KLC`}VyP2Z>RUA47Z0v-`$7s>drSBtp$O2bGLsRPO>B<(=!jHq z)B}c2{Xw78p|KrGI>7dCYd+7duVdAw3j`aSVw`%>ZcwA6#|Dzk%8Eae`5i;b>4 zgYgsR@*v#i1ekJd9B1TfI`n)|(lQ}GaZ zXKWs>yv%L3+7+p0ZY`L<+aoihOkoq$BrrDH9?R)wbNQKR0+V3CDwy?+ski-_HJ$x5 z`pgLu2}%0~dlzvhqVM>Wd+;y>gC{2Wh|I)Pgcr_zT|b1s&7<%a z!ICt{RL{F~+x^-7YTWiiHmww3E(ab%##X%vc-tq8CK?U2rh&t{DXeHFt zjCzDPYssw+PJ5!dUS5`rI?1+3IvZ{K+-9N0+6*awmE7##uG3~*`}q585}d@7qtcbb zgk6xC+@ZNvAb5LpGE^Z1QB2`2s%OKf?+aoe`nEoFQAlg(0c3v0Q^r@~5Ia0g)- z(G;$E?JB=aV#}H#X#a^`q@82)SZT^NqV!W5uJBpfnO z4q3R|@TTb-VJZ1veO+Z#98H@I?hq`v1cC$^f;$8V5+Fc;V8Pve2KSJ`ArLIMhv4oO z+%@PR!4qU~7=~eX-hIDwcK6SA_m4i+U46RiR6X5w``+g&v7whH=hA8-<(Lo#jrW>r zFU0?fAH9*5q4#Ic`v#-cNw#GZ)@+#z{+_2buovv)PVW+5Ldc+B8Uv|+m2Nhkx==nH zE|in@w6#3uv$ShqmjVEGl_;Y%oN(8+L)W$((inr~W@|OssYldd@GYk@RhAU-Ykjm} zMx95Wm{;|DsW@5cL|yw8@P(P3xcCYxPxyBKEqigWsFyw99s2oY&s)$SZLW)nG6-x+>-IR8&liqjP{jz%J15r!T&rYhj?8#=MKl)-+Ng8Q$l=E zl_1&MIF$h%ps@gh{9hx+wV1R{U-Icmz99q$Rdr8e-EDfs_n^Yi$#}ZDAHJF#P3GmtI8wrBJ_>dQ(ov)8wTA2cJQieg&s;=^P$*{zF=sBB} zCV!CBz0Sh?Hy@n#IoX-}_kidQqr%kiv{T>pKS9BS_}MroX**4tdA zZRGiTkcov?(?}~g+U^a5H|srH>4E>lRZm`X+zz?UbhO;6J2AXK+5`zn{t0&fcYE>o95B-=js!O2emEvH( zp#~MLY&^aB(*8=+s8jaRUt_3MV%@7N_@$byXl++pO61$=`m9JPiI7hV9GJF8WY>0k zB&zmzHzx}ZrKyFhkm)oY{`c0;cJ5ZR$s(V)sWXn@!~hv&*2I~dK5`T?0aS;Qxr6aJ z0j?I4`ioi}4VV?Y9+pE&gs5PX5eM9R2rl1Tu&&O*=yK|pZgg}j56iiUmC1R zFfN3F*kP7P1lLKsSuSCDFP00CC=`z!$r2Pfq9y(?u;aSWfD;v{el;mCO(om(ff zWNHT2LJzW+?e;MTExULvTCsliPnc9su9=y=Oym1I@|x+SI~X;l>ajH_bf(=?@#tHR?e1=AM1_t35Zb+dvmDvau+r`Sf>%Yh5d`W&!!*TSYb+#=r=~ixmIJ zza2%0rr1U_n>ACc1=|f5LAz^Z6vJ=qh;ep~U!NyFo~*i{X|MWp2D~UHPtz zeIMv6aIlJb`VmFZDl|@BN8#xg#LYdaV{@GgqvZ$X_fGfD+T;qyA>5ALjOV|PKCh%F zDttjnJ^!zJp>)*%rKV@HMpGzQCbs?)^MaXC&y;GeE98{d_zvr&VdIP*W-hU9! zsyT1Sq#;2lN1%*Eghez&m)I?x<0^6yT~{DwzharDG3@i*XVuoWPHYuS4h0BvjvNMn zk%*i5$^Ol9?75KE^)fL89`NVnWZ)XU-WWSMTO5?#x$Ek=GWB^*!bno$4`egp=oYl- z>P){$Gb+JNaByUgu%TQF7(@;`#I(Ay4YpkWw{E{Z@CxKJ*Ih;opK|A&!{==O0PpPE zE4oY~@o{1mF8R=SHMqE#5v|ECUVyW73GkQ29~8>Keyj0;!zW95?WY2quH4_U(JF!O zxws)1I;gh_mzVFR#)*d1iDhYB?g;(hz`Wk6cIu`4pfWN2;c6wtwMq74@cVvHJ=#cm>5-ofD)M{CH$R@V zemgSws2k~YqpI3nfJf9&qY^2)hCSU3b*?Tv9h_+$a<8GTlssn^hwc6 zK*6usP)%Lg-J;*4i+I5#ay-{@c7J}H3HLY_Ahh^$;Ojz=>3`g5{SX0&&o7#}wuUJ192_h78HbrKM-F}nova%=#l!r@&H@o9h*43{J z^~EY|jNGMN7jkwUNN@fM8RuxtwYpBPy$hD6*(A4Qgda*BmKOZfaQdm;?RRu{+)(a^ zWgv09&}b@uO6K$xDEej`W8Cmkg_XA&6bN5)06OQFiodz9())FInVHPS(kL@>g8Hx3 z1>D|DAiXpS7V&ya$*9@BCf+oCms*6ibR-kV0H6(N4jWP!wf@)? z!aQQcbAQ9O$aNt4Yo5FfhPP-{|M_yu+rT>fwV!@G26dmmEt05c(8N4vNckgiZ&qmo z>^qs5H0u4PWMFiOtM~={HECQyQ+AB3*(;<^YM-~MuKDppD@*Em*CW^QBLrHs*`5?R zYoUgaG_WCNl7_8m$ZzAyT>IAh>H4uyvFT_XneU`amVa!>X!GH*{l#Y%sm9u*Qo5DL z;M{mKQ)|nAd1^4>$iKC%lNt2>pUG~yUd&_p6O&7>ljT8i*2HdUA_q39dJ!W1^Al_9 zNvm_&w$XdnQ_g31zMe=AhBhXtsf(;8){P;rE0^shrtLbYyonsPS3{c4yc?V3y~-YS zo|C01S~(wNd|UFF7m^_Q>w?UiJK!sF0g)lpto6{Yn24GwOI!P;&^evFEgttorq zWjr{bw~4X<{U^CZy4a#vq#xy}Ca4>qKj^^d8IRG_-$GiO|3e14(aqHng_e6? zcMEJUH?!U@-g1gS>1-U*9qNQCLWY%)5F9ss9=kr13VTA{-S+_=zD2QiZ(#})pN@ID z{Q#HU^)bU`00eSP5}D6lBb*ol-I@w0^WjLyAu942ZM1icaEKqGWKWQ9RZVunTd)+Q zeAc4nY*81P)Rf!Sww67&C!{wQ~Y|`GH@#z3Yit0G^u!!9sPvFql0yRwq z|8APx0H;}PLB__@p`+M{{WejpYZ4GerJBOG0&E0#W0G?Fhj%l=XuhViCh(C7d(G(Q zdD-lNiQL`~^;5bS@RG=s4aw+&X}-;{p|Z5F5L0ktqY$;32Xgs7n;YjDr^PaT8QgH9 z{g2T=KKLNNX7ZEk#qFX(y341!n^%FX=&L@o784sWCg<1yO|75#DRR_j^5sib;kvfY zfnA`Wmw6JQT}r*|jCmd9)QeCd`$m!1bkIe&WVE(zkdijBr@oTuR;_#ywoFr@>w(@O z;m7x|(ombdDtnrE8h$FT=q>(Vq{>+_UaDzmIQujQqRf6dx)Ug#l0vceYZ8F!WMuRufWrMlaB zMvI@aFR37khUd5te0MHo8+!lnZrp_J@V@fJ{@Q4K3^Q){KU^R@mADp)!{_ zq%5FtG#{3TqX$fCkN)i3@a^ig){GOlP$W;?sQ9f%x@zL8B+ad3hq?}3y(>p0$X9sZ5!>r zv_O?M4y=!x?HVV3qo2_|JZ=Yx;tU5Riq|=m-kU|nK`a-1CYP*3p6{+2Q>P8nsRh`= z#?2nXA07fR(JvRkxZ$l;ZFPTO`9wCQ{@I%A(Nt^K2A}1!rC}VtJs7owEu=E^)qqgg zH1>j#V*!k9iyY$K-gy>FQ0#{bVqG(i9cl|Xt{S8fWL$FqU!7CU-j4~mKg#*~;(UTW z^#1k3B^oGyZ`mEqnrik}&g8B1RHe)7aj4K%x1%!Ra`1a+0~G_707NLs7$s_#a&JYS zK{h;l@Sy5Uq_Wibn6?>t|I_j8FIVSs^`O91;$@!Xd7saAvcF7t>)ZUGdeT)tUjbBK z$nLAo;+}wI>85o$P#yJ14D#y34G$U=c>*G0Uhd+T&RI9i1!;&-bR)+C6xF|EPb71M zFxp!lD9zukPJvSQ>#lSaU&ZSNk*-}ow#Wvj%?#92`Z*()W-t9u*CodRQ<1r~QA05+8L;Q6Zs?N3T5aBd<>?^=?$PHl4La|GBAQgr?*SZU% zpNnjEJ!Ovq3!-eIfu&k?SJ~Q&3!?POGHyxT5@}r1w(sNz+)hn+OmYWre1|;yrn){# z15y@v(vX!oL6U9s(|Zj(P2p^@dz_V4Ad6(e>|g37JT^H~?0WaF9XWYju#O%Q>K^qQ zGFUhYc@=Fka%8mnE|gFvvQa1E67R8{m#1PV$}3N$an^Lc4(i6B9>}h)y{O;$(417q z`MXsaE4oGDOS(Sh~I$^aLmsvTEk_{*Qy9<46e_iHvEA7?wpCqF9D;g{kJ(XNA%m3m%^tOfesHc0t>J(tgw-LQ>t*sYU>3fE}|spQ$Eo-!@DF@0#z zRUAO*yy{YS)lDaI=8xgEvV?W$hA?5OHT8bl}FnSrmrAlzy{Xa zx7_|Y>-K)QwXqIyuKgkN31j$l=vlXg@P5Do*ZmAg$WqcT43mH@I9qy;_{93nj`p%; zb1NqA&CVer(a65LIsXop`xg2Eb1P^VeK>T(<7==%{j+9QDs?kYCxuF3{x|ea7Sq{C)FG%t}eFgdy93uRUjYmiMNlWn2q3H6bpJmq&mLDf#5dqr#0- zVnmz`9bRFwwC^umApTHvJSk@%ycB5)cN(Fu{e5P>8}hc=i+AbImAe?nR-$iG8&ph2 zay@pH4Uln5&p3}aKQ1it$%@$bS5G+m+X&#ew0rwDr=2!l`vCv8H>*%KA=}NFuSYdT zsp6Nt>)u7-I2^M-^0$u+Nx_zK2+7~|8!rccRzw``lm)vU3$&4%02D328OWXQCen&K zZ3_{9T~ZI_0H8I0k8OnBu`z+KGI@@iNw;|)`U`gUAs8R(RY`5Jq&BmfH*tX!8#NLm zDl?0!)s5f&ZjS#!*h`~HK_JYl@(&u;ct8N>P))O=@7|xvQ(cN!$eF{UE~gR42OdNLi{ANM@c!AGh2>u| zdO1HVOTes79#Oz&Tn393h!mc!QJw%Zp`)FrM?BiKSMDFl*0OeJD0QUwGM0yi=b~-V zm~3;{@JqRxG%aQsZEv(G)q<+s#**Hb?NHYVb#3#{?&xs zSQS~l%!#i65@^z!m6f}jNmQfi3LfnFE$pGbZUlR;dm2dR$00IjZYSY;`2@Lgvgk!f z!w@$6zJ1Fe{*KwW8!K1bZV$E63-IrJAc~~N9LVr`+sJQV-IH^V?5>A&3rrgkPL%`= z4fF=H%O$|ykUL@uSh4zxru8F8Ngj2Xvf(kaSIu};&Di!Ydi@eZdqe5k1HN&{$jHV2 zhN40E?=f&z5PuKF%^X5aSBc^LOzMd$&#xqyc|>0`4a50@6GNXz(>m$B>0u0zvCD*e z)dfW|?BjU5S1!G-GQx=9#~E`UyqoslB0BqS)l&u%t}WQ@?kbvtG-`9D^6Zywxn0E9DR} zl91{00^+l~UM%~`)n&5{CQ{}=tPv&?qPGi2rdP-srfxU0woSzvTg~><7po2Nu8}2R0C41=T~P1Rl2e(u2eS>g zUl*jYF4@S}NmN6(#%%ZCH zXS;`JyXkb85Fm4+8X${IeZtwI;5GcNdK@pDx%Brv6`e5|85Npcmx7MQJp%k!>*g~_ zWE!B+aWCn`lhaMReDl|k(1ge*#_@x%I*69nH_#EDcw*<@dyN^6_4#ih&m)ZZg4H?s zpmKYqszN~Mr&4C!VAmbfz-C#y)luBr%a^ArTCDnf3LUM8$69QF$J+X)VMp^ zhlb`UyBI?5pxLy0&Ezv7+vvzY4q|H+v(5;<#?Bt9`}gTlitLTSbGRqoq=SB8`ns^fx7oC8kJ;n}+M|?*{N62`)PQ;Lr=*p0KTC@B^t&{sQ6TZ21i8PM zQkzBuGy~(5NotEo&4LEu@g|%^+`b#Q^U_?_4MR2k-R^B^2z!jI%es zoicj-_oDaV$P*R&XtwS*S5&lEyt*h%(=l>ig2birI!FyV7$ikLV~fqo8r|6*4s&^j zecw>fYmWB)4TF%Blw*qbMJk;^ncYDSbKJ7YgG9jvXcpnfO64;J&vYJp z4|TFhl(+V$SHGW`Xx2XWC{pLe?fDz0bbhx!Q%oEqj~2@D9#db|8+M( zHLFy9(9>1l${0M)5h&It9lJuf5yyyo-Zt$L$J0<`A&E@LgR;Sx{#akoPMF>Cb2MKF zdhM}HWmJh2p1?>78Z<+vZTWNOnJFz&)iWocZKx9L_PTn0C*m@LE}1uA_UMo(q?lwn1(ZI@9KJO-8)pSfqRc+xx+>_q~jNr{5a+jks3~znL!)oqd-2-xOqi7aW z-Yel|5=Ms!x-(vXo`NxEwrV}~Wi&l+A!WK-`Zh!U&JOTizD*^xe?Od=cr0BhuV1c% zjVd}&5Cm-f%|OxHW23YdN?)3tPegGs$^Jb^B;z(3dHpk}7yYBPdoL+t+KJ68pQ})$ ze5iXG_@u;t8QW&YQGSunaEkcQLOCdvvbw?4cRHY#$x-QD1aG$iJvZSDpGQ$wAGU=e z;L2z4C|5V?f=HoOMhAnAuh(amV49!%TSu42!8~GBuh@k%RCuHHrH@0tAy02}4Go~K zyZbP#WDpHm51ip4-t;PE*iY+s&%5nAxD1!w4OPz0W=mX*z+*d7*t0)~%!fb#bUYty zuLi_M&%1P@!#73xK@&vNerTtR+&^y5w}g7|860~Zv@SBpa)UIB9+T*P=2QJFleTxO zq<8ACdmaXA!0uO`sHIn!L9olH6=AjwMyhz9$geQ@Z_!-!1#A$lai45O1j(TztbQNW zT=!naQ*AUz`5PU*pZ}YgvA`xdCQ|&oYcbOI%ik6SK92$z40L9P)k>0SA-)Z^{iqT5 z%H4mM-&$G{moV} zIf_5MT}v#>g1JO$Ig#GH75P@hI*FGSJ>)AG3Vt0pl!V4T7IS2A0_u}y#$1amv5*0dgjSBU0wR=FA@TrxeI=R;a-n4hz^CFC!gip83U_0|OFh>h zUg8C(S9iAj-kC~YyXZoH?_n&r`FGL>n2Cl->f%|Ik_zXlJ5wd5NBe@U;%%Qx;Y@O_ zl|}$+2-9@5DY}ErA@8idFm{lfDiR-m7qMYxZFwS$qk-ZPlIpjXVzLoR(0oGU`|6Jv z5Il_d5~DCX7w_gr>i)|-m0CQ=!TQRQM*SUwy}?mr(_B=eI%~{r4)&vkMK+AEH^h&6 zt2jw1_lk@l+jnlplo}nR`)vU99-J$QUw6C7qCo@4!akq;;#r746A$bDo{){a}W865*^Jx<~|x$rmBdUJkn>g#EKR<)naKP(H| zsXFvEBDOH&kIR&B=56Vf$)Nsy$*|KP@<{t_932xt{`ne`SlETb3aR<=iJMu8kXX4h zG3v>*gX8RMJ%e^S4VIz9Os1oGPow)pPBgsi>^jAkf?6PdyynxOFyYGFTaJ+^S4|7G z5D3rQj-nHWUdYm?ZDR&}+I1EGLdt-hsJiFt^>n<6=z8;9#Z_zgv1S-2+avePZBtFg zR*U_jFP5BkWMOD`q-+998V`xODR{734KWR@@YsPL{^V!Pqz(==oXwsi6H(e5m_(|% z!eNry^!V%*oT0pnCeO-gj~-_U;1$0(M}EoO+B5i@zus9Rvg**|AKz8-hGDKVgdR|u zd_RHci!(w*Dl4whB!4i?Jzv)fy|)VUNFU0i_4)^t%FK&)i=MtwaFq_Mb5>UOEbMbnI)!3IAtMik$Rzz0=Blx+8R98w!rWi zi!%(FJB(o8fN$o&@q#7f8!B3s2q{Rq5NAmEGujqnv{pY7GN$VAX!hb3(tqnNMuJ4b z?`Gz;uu;O+&fwRcEwrU&wC|m=yT~p7gQjhRz|ZLZ#nLe4Ch&Lvh3)=-WNpSW;(u_t l|6RLr`9I~j=nZ{HjD@F&L1H;9r6;K6t)j-8YI*bU{{p$%i>v?u literal 0 HcmV?d00001 diff --git a/data/multimodal_test_samples/images/1*LM6CuPZiogendK21 UHwPA.png b/data/multimodal_test_samples/images/1*LM6CuPZiogendK21 UHwPA.png new file mode 100644 index 0000000000000000000000000000000000000000..53387627b24086010f9ccd1a6894662e518c6484 GIT binary patch literal 53980 zcmc$_by$?q*EXu6AP9mWT_PnR-Kn5-cXxLqLySm+gmfby&CuPAbmss=#}Gr;5NE*m zci#6p=lpZN>-w(m&!_f&_TKki>t1W!J48WF90QFA?a7lT7?KiSl%70!HuU7lQ}36^ zh&%VTs+LcljAu)J`Kgi-&m=!WrA)jpUn?@-=7uDH`@}wa zT*fdScs|tW{<)QSOzKqHQN6oWBE={qHfT^Z#N!>N%?D6mz-*yPFm){7AB>`bwCwv{ zSN0F@Xh-r!PRi{D7xH#nw$zp`I5Xf4#A&?Fo9H4hDg3cSg0(nHyrZ%HUHlqlMBI8w z@kNk|=$@%t{2 z!NtKMqfTN!40!J;BAU_o+m!lWi^1AG+>o1;7q9Si930}0(I0zp9QbzFjzYj`_4fXH zrd6Y6uM?S>HdFKQ2N#scnu3=Z|8o`H&MVL)z+*pKmbrBG&}J9L_D)`g*>an&MY7vc z6?5xNv|JjWZjEj8Q4jGA?EVgBstp;knl9Gt>h0B^vK^Mz?S~JjJ1++rRY80j3&D7+ zo1^*d&Qcb5BEiIyk-~R>Z>~;CUD@p<%gf6FFcs5-gM$Tkh_^ZjBPz`lGllBb8o%l+I*{kfaB_O=gq;D$`PTp8GT@mEx6`p1rzvNK0`=# z6Mns0n#5|1e06nIWij@n-4A8rPv2E5eMLougp|~3n=evbL&NdS$;d9y>SU(%F0S#Q zLE3%|I#qPFk)VHgc(@F_+X8Mc)H}yr9kjshyu7?F!H~P$i`>@RbMWx?L?IK z_Dm_cqod>AVq?O^l4oQ^1)GwRQt;28>$By?KMC2zGDc=*65N+O#340S#v&pjezloB zKUF8Dxa2Z~Ko@G5#9T7>Hr6L&$!8o{Z@}*B4(8I8cX}yYpeq||yfl8n!V4kc<58pq zSMvd_8Hz5@UP>5=lblE;mdL_y#5#BD-yP!zVv-MwlY4hLk4)V}wh~1EZ!V8CKx%s4 zXR2D&RyhfH`PbT0)-)vBQ9+?Awu%x8Okh$F+3N173c8 zIk^b3Z{m?;;oU|ncW{{fp%8})KgMEEz$<)cyXWzGA3?a7;P)c&qr&9lBzE)TS>wo+ z^>vlCyXjhtsRMOAkFT)Ih=_=3{jH6Su?o{g!x_6;XZ=P`2m9R~ca+yqn1{Q~$S+E@ zb0F|Lo2;?)bnDAk1%S^~{>#y1cJCjyhMhv8d4)Ip9G#R;1?KAwEy$}o8Rj2JfrT-* z7|fLD0xVQA<#%SwDerG#z$AY661~k#fLQ{gW)=z`?iU6CsJW?Wm_bybxlmr9=D>hlDG;J zV^L1@!tnm?_L|Z?h07LjE{Knhf7?1dJbYbar3~Rxv9BL8n*g>Ta58c*(ao|jy>27f zqmN^DQkq(d*vg7S2a6s}7fT|yu#Gm~Ev71BDZA%y5t~w_8%g*6G*8%&Eh$mR8xVd{ zP*xyCM&Dr;P@>z2fSbtY&%SqBaW607aCN#9g?8mQF_nWwHEI(2-|D#?X9(=`dK{a8 z_ElYHa6i}l$jHc8Lefq`i->+UO3W_pQ$)s=%1aCLtimPl#aDZ%Mts z*%H=yjpFUZ{rFz!lUm*??e*6l|a3W4G^qGF51`OAjoQApMIrEGudm^u0 zQ0-}r+C94U`1NqS4de<}8RtH;Rmf|yuyo|UT-*v&i6^2X@Zc33V-%W)3iFi0PZgRu zK2Oc~+}~c9TbtufF@VJW=6~=|;H-rTs-7#p!Bb6YZ@s^@C;PVi^tKxM^z8h6T72du z21fJm^MbQ{qV-TGlVU99V zz{%|kI%l#U(J!Ok2+}6_K_fuk;%n)jhD?P;i@fwFJSKm!1X+rnsE?&+ujC}?jf;CL zaCf-wPRnBEb$54@2zk{F8*Ztv+?-_G%Y6Cbzl2jXt*fH)M_95{2(k48?Y4|AJ}dfa zPRSO%k*0sq!D#4^277A&$%G})rWQLq3sq~)} zgp1y3d(_o8aF~!2HKc_t2BBFk7Lpd4>w~08E1^(uAlgLXmX544HMJFqxvSxCJM?1d zT3SBm#;{jROse(@B!`0&=$OrQ#Hs#RXVxyctLN4ThrWuY$k|}k^^#NWXsC=7VYI~q zQ*jX3P}Knm5$(Lf7STa{7}Nu=$Pe;2d!zsqPzug}OhaT+^kHNDKcD^=0SE?2ARP4r zGsq(Q|7zra(`y_B_Q;4nxpVLDoPI>xM;gJ82xyD%S0+OsJP035U0SP{EyiK#Mm#iF zYuwQIqU56X&kihEH=YZ@P|ga+k_L{L^AW6Im!6UQIty#JrBmHDW%D)2;-s$8-<+aL zR{9a4Un16Voeh-lOm`Gp63MpR76t1kz)n-OAN{e^lOJZPPV((O&)-NeT8S%rU1J!E zozI2NuGve9E>mjmXK09a#yhC z@(gywZQB)*#)Ey<8m^s_Lb5f#B#7gt%M>;iXH{zN#Qv4ttzNMwu%y}hVW`|s3oIYT zmIxS!bSwB?lmsoF8bW<$)qW>9RXP1E^^#xqCipqLr(La$Iq;F(VhDC%t7&=#hOvzu z6u__OwtBUYPI9W`Us9BCk54@CE|xQky)eg9h_G@r&|mppFhDt`r)qaIB<#w~I~nTH zA}dG(m!s^(yz5Bl%TU*>k(>Y@qMxq{2T5P8oWM#Y;E3%2pnSB?p9@v8-+$n?Qn^c~ zpHp~!cfv35gKzn6^7eWcM_j5;9wIt-bPp|6O%yT~7G0wWxAf9B-b=on-w(zT(VbYO=F07&P3 zzE9-sRl&AEk&QPKCFHC%Eq?K&T8eeN`lZ?jJeP(CySGnzTWXa~OHasEvV?0I6)ESD z7d+>{2<*+Ih?$qv_DY~4{_}TG%6jg>GGK$fLmokK{Ojl>biE8O* zl~}80|2&@qRB_5Gv2HiSD$*(e@fPDl_|k-PgLXQ=NYs2~DouxW8VPTNwV+T}^OV{y+^R>5Puq$Mx2r!XR zXc!-jj)1e&Bb>Wd>es>9vpxbnsJlR(95NLr!n;0o!G5SD5ZaEgn`Sd`Z7B^rk%iO$ z4yx+kDEy1Q{?Aym|8)~89&>H>XqvHB#aNhK>4uUysh5u+Yi{b&=z(A+@W0q{&{R9+ z-&-?nS*ArA)m%uJ7mZg_YW<`%l-{0hYX#qXnFp@_6A}{7m#?)}tQ86P@VfmRed>K_ zvPdHrALqC?>v&)Z4qRHyXj-?GkVULNV$$jiy{pUwQ|^+60%em(c)m#hOJ!50NiJ8! z$@UzCGt6P@Ta@C=9{i7%&#VggG`qny6SzQQ!zo*9{sw0@M9!DhWUkcb1hMo^<>39g zT36%0zgwyr^TO}a-FwdkZVbf#n`blqr=fMD9#9$zncYXnmTBAisaeq8k~Mw6VXZ21+&{Ofmjix-k4`+k`j z&YbiOE|GZiM_j=NXsscPl-KeTv(`Hj15z2jSgZXC)I?%y`w2~Ck1)@!#4X!dB+%QQ z$Z$MyJ1jyo(x)CRQl@Q?(b@knQuZr_XvkTxVKhe@_#VgocYUgMKzm<*?p*fvjQv}C zuc)tzadwK1pJjynTR5I%sBI)L1iH!NEGvFd^eCVX#3Muhwx+wMk+=d&C`J)=kjCOVp^4{*J8}~AbV{`DC_%_au4fA zx@1@4-oq7??87=DxC?s)ez~0$nmD`{XVncvOxZOA3fHzy-<^T)A<4#r^rXc{JdZre zC|j+^ZlY(H9~b$H94Ts~Cr0Nuhg#{+&49G00u#U|NZ0OpqG2cIwWP{liI4^6`Jz*t zi5CV788#OL=2vvMyql7z$btP48L}?hoS`es=uvH6biN+_Ja|d(lWvuQ=B)<;uoC`U zkIu39p*Vm0!4{UhUg*@713PKilqP9ypBm(6sKludU--=0#_-0$P zHi*zlwG}mPE?%Kor<7tjQBgZa|7*oR4e6xC*4Z9D{WLZoy|#r|;x96GWl?YoySvNr z%lX_$2DE;fyQw^J`Vdg()bPS((+wYAM<-d$1K7qc&o02RUSTW#Xb+ds?R?O`bw@sB z*6fqj?_VOaiXwmQ_3Y$$YJE8D{dE-iM@$=|7^s)qptZ${sD=&?62PU6k&;h`2=v{w zRIIW@m%~2tOjNf7;e<*2GEwC(-T7d*y=3Pt#o)&T756JY!VF*I!-5qWcF}|*8FJ59 zZl%iEs%f!Lvjjany{y*eS1!s4hCdtdY+Fz*3Ht`;b-s&HEiMUOv}6ugd$D9~jEG&$RytIC?%@y|qU!}*aKr-ucpyjm zwtMrp7_B7talYO^E>9~#v2m6+P77jSF3`@K*?{>+o2v5_Q}7fkTP%E4|Na_(Al~~M zD237=tM+H)jJ?tBIjL8CeOd>3=;_6LmEBM~dDzbOPWw5jzT;*7S#<5=4r7WzA@^FI zN8S>Y^nZbjO^_zHqq^uomt-F}nk`Qy{i-DBOs99xQ-TO@_~yoXF-p6OlW%FxK9I#n zwGUSt=-9*YUR3nuE7IXX#_-)_!4yl1HBFCoG`kMFJWxu&XK&AyrD<7Usc{he5YQF_ zL-Y9r-{%$@xjX)^{_S#?y<`bkYV3j^dR62&xW~&VIot_9GiB7R2}XSy$S~7JoR}$zlkQW&-kH8D&yH{2GPvm6 zw;TJAu~UD?6BLwyvV}p+<#58jOe_=@yDoWZvDo%i&a9HfQK�joDUkhM1OFj9Evz z=Ng@Dx(8PQM2Yx*8yk36+s&gyOW|`02BW z=>U-|-9+RB40gtI2+&o9qaG5b!nZr}dkgh311sU&OUsDN-3=m3)XKQqsEP3JVdLXU zMn*;@^ITgwOx-yJ?7A6Vsf|o0Q6EJXh=_ErWGw>z$VVD4ZHh>xcw$cu{Ae$LGE!@v zB$XRr%s~=9IlFto!%dILZya66|LSwb5R%(a-v=WP4Sls0YJ z!`X*_p3ZoB6LL5)Qa)p}g7t6RXQE`ot!;GEW$zr3@G{=@+(Di{D_vW*T}=9NIw^w| z8K*eik&>xc?(gbyGb|WAbVDdvJXgA6gdkYdR z8|$PrreThCcF4kpY?NRmNf8E^6+`->T!w5Xto&VCUF~?^eP3JMAtwR<>y4ohyy+Wn zOX^H_7-a|}Nnc^#T|^Qmo6&XIN?)~%gVg&2KLNB53a^x>(ybb+aL(m#{BO+% z1%Ovr?owU*ok_k^3e}oA@ z<=vzs**17Cu77gf#mT2?XTmQlI>|uq?_q6fh_1rUB~uvHv1jiQs7O#8$|Ej)QRdQv zuI8nS#v~@-$0u41Oemphygl`Rc`P_{hZE^$Iwk{ej>I=dGDZ?vjhVb(t^Vlh=^3xJ z*S~#zgNDfN-(0lbH(S|iRN3I}a+!`Fq}Q0(LHbDD33kAh#PTl$e5U5#b%pPx*xwB` z!di;%1rO#bw{XF7cUc6vAZGvRmgjKo55uz(na#)O1z(!erF@)$Vn26(8qQ!V;rAR` zRlbdG++d+(O%t@5ABZ&MX^L!8!ZAD3W(Eo=vKFlK*RMfnUk>z%py__pNS(yLhSn+x zy~;I}M&IBcDtl5hB`gxig|D&}2xu z9yY%0MV=<$DCPAO0$-rNXZ2t_K>l!NA+Qp{fGYF4Q-oDIPlkE~$Y*KqVZ_)+WoJWj zvYFpnEA^K#G&S=TIMl=cPKjN6i zdSY0pw}pY9ae0(Ud{y@$m&^@p61vahOjum|kr`R(x`eI%xTs_QQZ_TtB#{11xw4U0 z+CD9a$1IQIt^Lzj_TVLrfYv>& zm_3;C1-o5Sv!h~2dePn|Ru`k-4n-{nnJ$BIK9DjwFhVePgi^&rbpw4rH7XB^zAdi6P);ir-f6SZA|?;9Kx=$4t}G?CLhrqO!#hAo%S ze8O)$UYpWOo@$b58?Le1NHkE%bHO#abK1EC4O-paBfBS}#LR*$yTXtYf~69!P*qTM z82^4UeubkcO~AFaI^z(-$8T(rSEV$D7?SU5#4)zqInCVNZRV^cMm~-SlN(#lAnTq^ zxs%136z%v0EBIB3yc3Foa-_>IV(GOwHklisxp6zE68+r{Dcm#(k#q*0AbkBLcTa zM@K96KzPbh%H28Gez%mk;<0FSo~hsJ(}jpL++li4o-o1w{(cEbNeVVLC1&-4?UjqO zvyC+OrLkJjd}378=(24-tMQaeb@)V{{BHA9XCTIeFnHbzkrY5wFO1-=ZjR;ykR90K zVlF3ftqo-xOi}2TF-Dvm5Y>2Kqq)oHUl*tPe3L;?t#a6|8z6JLEZ5jb3e#M00BvKa zHTzR<7@El+I{>KEwa#Z1rILeKSEi6;r1d1-<~b_xM>^dt7>^M66wHceH?UOpbS!EF zF3({p@#B~^?-E(8sNKDqc8kU4SMBfyNfm3TmRXv%uWE!_TT6SCs)s;7T5lze{p?rztDR2lPh3+h``V{AJ@dj`Ty?2JKmi|wC% ztv%L~E`B*WSy>sE_8byp1;dCn0~xMm3RD>iN)*m|bJUQbQeDb1-5-^x(_QT*lwDQ| z+%~CxCFmCC_#qcJ^F1=1RQ`HApzAA@;kR#CZijVK&M_PYtD&wc0whG)Xa0YHF=gA!8yntm=K>!C{SO6T>+S(2u9o^?}A;)9V$wz_p#n2ja5S=}_L#QL5 zoEz-s!|Ua}WJPC1{?|2`^SAvBrQ3p&V`F32yG>03S~bP|d+9Y9J)O-TFVJ1Ge;=aU zHV5(5Z2cWkJNH)ql$2Xey{qpZpwj#fQ6y;&N>M?5_EDvbF;^qU1Q+c!KCe%C0()a2 zM5p^3hV=5rlZkp%GVk}ENk@Gf!f zx&Mw^C6{iOp0eiwoNHB0`gxmfI2It6m<<-XUpugN69FWcuL|k}4(rv>P_4Yx%gv5M ztqgnih`MI0P%oz|<#W|&s_dt_{h%WZ>VVl$&{zK3x*ZjV!c#gt@^T{!Jx&RILZT~} zEcGH={JP%OYJHzg&oX{{79D5YaBSJxgrJMJ^~abShFq(48S>$#vw-KA&ZR5POxM>C1=MPD*;zc7?t#faLk|73e={%O}Ko zy5*>ETb}=50PI@nskx_6OHbIhk+3ATJyYuo>|&9=d3pG zE9q9gAWG$!<7a)xU(OY=;|v1yOEJ1P4vvmvur7c%sHA)e#c}M$V$2 zOd)x$OAPt#dLMP;@6A_B!|GK#p)Px~zur)aZ5!GhEYx2EVyUI$w|(Vaj3L6{C~-26 zFPI*+s*UwBXN5vXT{r;wqP)C3Jup9_pxBIG!vvLNQdCq-95R!k!C`K>%v!?39V`lx zb)8uG{uJp{-^Qvw@ZdpPG3q_r3KYJ->=oXg2Bq9_mO$Ip$m>@3_KNMLZ)<7JY(>xF z!8TlipCF#FW&pA3NDJC3zLYod=*bQ(;n|G=A{}&yD6BJoBNbWLbAt`9HDBOiV_`YC zKC2u~8;)%BYmTB;&PqxWh)MK6rKd*KYyNSTa(!N`+YzV>pKIlg+$SV2UxBls2dQD> zvxi@WaYwtS9uvPLZ4O@Y)jf-fYyFU%NGM4q8%ZGmu=J*m;vD@e6Jeya%8`XLPS^h3 z{5#O&J9`3((MNMu<(Qbn`r^Q7-%Z^e@DOf99{b6C?k^772z6zrw!XCALQ4y=0uAGp zQ)){1u*^xvr+?z!#wQ@DtPzdkLtuE74hfXoB#_Q%Q;%;Khr%;qP39O3ZhX1qeI_ft zYBw1!vGa*CiJ_Pd%j+8u3|o16W%hY?HywjGGTWK&@4Qa%*qGr9Wp+71p##k4uS>@4 zpP&~W>$W_F2>HgAXm^tFCu(btwm^V2Zu$%woq~q}6CWZok!7H(UDh1sezt>Q@>A03P$dA1eru+J zy*RP`eA0jlid{35A5-VHar_Qq)v%UmO&yzmQlQGu*n84fbooK*qKu;Qa1YX{1zuC^ z<%O=xngheb2iQpQ4~ecaiYeq9k2?okk39VmUhH>&#sFcWHO3IG{InXSX}$xG_w^|e zzM7$OoIt+bcz=W2zLcaS>Wdc}*%L+BPl3RDdQ&obmZI_C{$_BY|5`y_dSL|_|-Cfa3R@jzsffid?frzOpLih&GUN?vMFiuYeb$AU*Bd zkvB3KeDP%N_?1V^NrS2Ek+}R)r}~@F*MJz#AY3~3r1(020YB#UH5&FZP6EDgY9V?8 zeRYPp3`WzPO)nX;1C_g;>d&bQsC$Nn_nYA+2?R$_Zr@o2@xGv~ckiz~Rsc?zgycCf z*$vSn##9bQ@5@K7jW6verG@+d)Wr!?=2Edt?>01b!`K{X8JX}PH-!GeVDWo5b{7%s zq#*0WscMuMeOTC8nnQ<3=gW}9cHcG)BX}Czt!)_+7jK$~q)Q+vAzTfl z_%bZ9^&Q!BoLh-VL-e*tUB7|P-el-ChUll~ID)k}?DWw`Ydtu(PhDQKWb9YF!PujR zyPaQpyYZ~y>tBAKm`dPA{%P{ZltD4m&_Dbq)sBHV@)d7QE~$aBNZnm{72n-2a$a^5 z9glstIM>(V)LGqVt4n&?q3(%ChzHyQ46HKw?6OscJ;XAd>j67 zoo`IW7ZKo*vrP2mOC5tXjXw^roxs}K^e9^!xpMQqW9b?R=Q26rz&l%t>~stY8w;wF zh^z54Jv+4UVHGM96jid{Ru-ys0ntfGeO)0qX8;pbvEKl7hQL&1&Ki2GBBGZ5*W^OQ zhBw{oy>klf;6 zZvIg^!=|!fX+uA(VEp+M4hR}n1kuQ=veSisPbnnH)V=<7v zNP(JgLM&XL>=zV$3GF8YHA3+K(7%!{rSNMxZMMEvyH-E-@x_Bish^){VPP4XOyjb@ruwi4X9V#8yqloNR$aBC_F* z#es^-u8nb`7khJ+k}@(T>wkY;4+RwJX-tV1879-`^XYMF1wpS=&+0MmG?;C2Jr50Hh{`rD2 z^oI$3GThg7XRP{FEw^=GnDi9!Tlj^KR%^(Yhcd#dn(I>dcWxrp>>{zB3Zk=%=wQTf zi0{QdA;5fP_q>Vj0NS8ce~;YS@~;+)zmxm&za%y~lK;`p)XiBx=!?|ea}KSFn6wgh zL`S?zJhRyl|GGr=kh14R+L}=&*za@AkKJ1*Ff${0;>Y|(vRpM|mac@jR^?w&wgd+y zfz4-D#%V9Xv%A~Gez?_&1XPdb6h)3$kw4tEb688Y4= z+gMVD?m6xslFTSZj{egXtKowrwSjv^#HJeCH$i zIA3}9%F+xL3CQBvr}tG=3G|~AbzcR<8gyZ^#A_=5C|4oz`{A;>Bt?5qi?r4;W3a~) z%S{_EUwt6+9$-Zi(A)pPdSz%dU!#MM2rB5Ns^UcxsWo?JOJ~|!yet$PqKGsg%wAnv zFP)TJ_d|e~Cq;np&v|>Vh8_)@6|3DnIB7BD&<=6Psh6a?6Tr{09648hB-435bpMMMY=&W+eMWsD6spK{RR#DD)K1E}wv zbKX;XRCD;(6{Beq@y9jUO=zCR(;|DKCb9RtiLszDt!O2S`V0A+aI2JfmWAd+#5)nh z?rdp(L)lyiDoV^z&W+v@POGXFV2wAy=H`m%ua^kO9RwB}$`_a8OxLcefgW(lG`IXIskipgJ#$(SpNtMk+c{R#enXNK~I zSmVAyn%x|$`mJ7ieJGhNx&<}01^p>`Va+S8*GX4?5_jCX<2yD2aeFA zH{XtP(gpZ}GC8b?R>Hul7=xkWEafZu(YIrwR5Y(AXRw@`7+qBKX64u8cnP89-w(G>nvjfs+zDB~XQR+Heh7_V;3B)svIziL3?C;vT?JWO>bSci~pjfbRE1e}-VVHI_pACYW|H%p~D zK1KEJFO3hK88()kHHlXDSSftAlPT~Q(tj}ef-2w5l6R1VH+?&UrtE`ZJek(3iT5F1 z%rU=bKM7tE!8}8MIllQ;&Gj4i51ZYd0M~i)*RmE=;<+SoNx9?zpP}OksUC5va#n>j zOd`*v5W``4zr=K|SMu3nmLa(rrB`%ggS>41UES?<{J1e>IFbuS^3g%{&J2(BPJ||d zezrfbGmQ{?b$iUkiTV)Jugs)`0{+LC3}65Hyf8QbdET>L*(?9@2C(QyJa=ep9_SB< z53-&4bbW1YVvd`h(%VS;nSK&lble5k3t!C`#$~O$Ao#MJh8x4b25w4R?TiQ!b8k{H zmO2;Js zT^7K-6md>SZV{Q|Kpucm66BWSEa5Ry*Fr6i;c5zug@C*-)TcwvrAK6}lpY^#z2=ZDzqF69inwr#DYm=+qOAA!6Pl`#Ro)0f_w znJN#09%amk^9nnOxJ6?>>zxiAIoCpQt-pSAWHq+=s}5FUm>vfWk|a4F2!hZ>fA23? zXYVwXX_+xQ-zwfOjloU zK_CZ6|DDGCnvcy3UKCCNLG;*lFG)vuuY>*e%$=Os;1ENrn^5gRAW37tPHK@4%|{sm z>9A84D*>CYZ~)ngsPc#$6F+JTEolO;9Nq$BHHulcS+${s-dRV-X#Y>iG-fwf%coUN zMf05{wF53o^+pb?)6wfvefq8b-5DE-S->9Cx8!3l`CQ#3WyF++w)}L{GR(+|?tT?s zNQd@?U{F?Ok)E@mZ=S~%ZrEjFV?3U5>Dn;iG8WP+Mxhu9{iJA=^IW`*9}Jp(@^LUx z*N-5D>nUV_R4&4t#r2qo(J^Fj+*5&*ZB0aD>~}zTqBcQUe7=N--k>#)@jD#-g|>Xu z6`R(PpPBW{I5e0|v7CB0_UcwT&LkH6=c$ZI3kiRZ><#HB^2M81ko=2>KqKT{OObY4JmgVXQH?|pk`hQ zx+=KQ44@~7d#iTUaGPZb%@x40i$8vuM=E13DkqBK!oCcT749a_i@u6k1FccV>KuM^ zptf05kWg57Z+7dAhgwc~SV}TW&z{7BOTPT+YskQckek+Pa_{xa!733orX{qex@WJ* z|2rhdmEXxU61TVOtV2HSzG&=bT-f*kr7U}=wJt#QpiW$+p z1o5<2RXQ?0e#K?ixCvzO)-m|V+3M`O*sJs=>oM`I~U!*xU>qFmc!tPK}%{4eR&mt0B`$1&b=9Jen=qRXR z$ztHZX3$W}PT3>-Znjb@qh#crm;jdO!YGRjX5>4Hn#B!4HxSZ}PEC}f=t+6uuPQ8TT z8dl1fQ$c?-W|miD zpB{y(BEi;e63b!6SI00#bo~G!07~IryZOtbm8sq$yw&+fP}ccMcmyK!D|-LFcn~o^ zo@IH^-7qLlcx_%9?m@i!c0}PkC(^9ua`VfBmUfomL=%6zzhpx+Ef#W-Y}qbMIH-_1UH)#(IY8*zq4t6>mNlW z7!Z<4LS2a%i^{gjsCY49GYRD`bMI-Mt9X_eNFtOi>OB5r^0W=|FDEK?QTI4METl@V zywLe;fx<2kN+u^!N_M(E6;yU;q2wO#R3G=KkBJ#*-AwtwQIvA`C-91m&$;0y@nOvB zsc~6GIQ#rsr|QT^8ko49h3#a9#y z-Gl{<3x~nDY^j_LHj5ZI`E4+p& z3H(EB&83w2{kE6K5zA!v7C4Pc?C$FRQW;APGM(9og^tEJCHk?tC&l8 zNG6apo2f^jQo5h-F$zgrwGD`kpDVM%yN*baNlZAhk?bDySE zyQ5`KI%;l!KToWN#0jOJ8q3Ly4Ikux#M$M5kY989hBzoi9HeGROvTa(BY zf02#>=q6+jfxn9sF?tCxYa3^dzx3IdDCUm|PEVFxDQD}~`o_*dA72&`vFuHia>X94 zQK{cKw;Vcif|Il`5<_HMFPL$9X6lkg;_E6!PYi@QmfRK&Zhka3!vEQ$ER3hn#2Eb- zCSGBc6_Vq~K6e=to{Hb8X>myX-mzFnUh_!IEJ9n8c%k`GVR()o~QD)8;n%FmEBmGV8TuK%@@`rt{8bKc^xyp=2LN$p9`wm7q zXfjg8Pw@pc`E$gteC}h1Zn~(Z*EPpjmdTE3`k-T5_)f)kxueBBh9xsQ6C5oAeqyrr zTZ6!Rq`+K`mR+IS+sfUmYj!yx_`9p>bpFxQ&WhdSODjTw^+9075jfDDM_0*Zj=LxV zwD9%=LcPzt<}J_4#`LUo8oBC+N>6xNZ;xK(OS_T^ng0qR{EvSpzv(RF-FZ$EWLUlx zb3Nms0jI6l({xAIqF^w7Pba{c-?MKq#~yO^q-R*~>v9^=mE~G+vYp{)5f&s``L=lS za915P9IyT@%*oeSSH{oj6k9gzP1LmJez~mX+H|w=CRN{+I8^wL6J6t-AkzQNCND$6 z{2blsX#{Da>$=maFd1N>HD-3bSNmVgJP1AwnERN#EttELL1R%!=Jm_ZIXoUzJ+(0Y z#6b7inbYVrr591kL3b(6rgBE|So$nejF&h7u6v9(c8&f2hbZLKpu>bXpwo?gJ5A#m zX?xX=oZjbpOEE*}#sYLJ5q8dSGQn*-2zzkXdU+l3@5}5Xf7%kpdjS=PRJJ&Q`<*|{ z8zJRXF?HpRgU<4X#UodW3gGHM&}Iu2;M!<6{)-NP0*RqU72glvFh;yg(1qV`DMT22 zZo_eILTa$R_f@72r>glRBsHA&But8zj#Ps!7pA3w`z{xL4)eoF`Xf{Oe1bO|wP!zhF6JAFheujJPaJ+h_twiD z+y8iaVZVEZJ=~cGZ7!4TG>_vhQRPRcP`qxkN}`E8RgqLjoKLmFxTP6&ad|%syyUMH ze1jZ5;GX9QMsf5x;7k^~0TLjKO>9RTORMJvHB6l5)Shv1kaEV*V50Eq3A@&K2j1a0 z-mRe%CF#_Iw!(N8w=RQnLVUsLB%vpNpQqmE*Kj{4;-9K-mgcQNxKBHsKrTIi!8EXC zi?vDD_APm7q7@-cNvoL&w?aK?ZoO)(Tk>)<_*0``z6+}!HYz&;tTiXhQ&y5&U68r28Mk$OO zkF;?{wcHWSX>#H!#zx;ta;1;N)`A7=m~)31{?;FkZ_+P#qC0uDKpotAYCTxH0fTJI za3{72cw0PS_De!S+3|TVaY+fJVGK`x-7mk_8& ztpS5}7(csHes&PJFWB0-^95N^3P@lrfzSRG&o070jbD=4H}8GARd2R4xzP` zYqt+EF=8I+ua>#Ls##WF7H<7*`wfNmBFJJ@Sc1G^ zsKuVY*40A}b74ODK2prRYQ2Uw$f3bPI1k9wHp&n^@fCh)d*aFAVdXC*S5ZUrW-qVb z{o41558Mbh5Az^5#GX8L9$+{E7NOiSHJgLFfCrtL3-|%0o#{4ZOw11ICMokUbmtAe8k+<&HrDlQ5S^sVp57F;~XLZCo-b zZDnEDqch-EtQLNgdgSlzb+E{W?`}h@O4M4W27VLEuPdYb6;vzS}%>^xi*ooOfy#8N80{;K#c2VH0jsfR&Ccq^jGrZoHtO- zOs2P3W1s#`?>Q~|=4PBee+FEjSgklmJBgQVYrzE(wHjc!j)`+syl+fw+QS0KfD&ig zlJ{PEAu-nw&3>={TD_JN0iR2G5&rF*P}(b_Ja#iL=B;oZ}C=Iw$65W!;VNLfWyt3h;#K66SBMx)`o4U z3YMHNj97U`1x?)gTmyjvdZ_b#$7Op)g&du>H|HbNspX{I1;*dWjDQ1P856>LW1i+| zd~RbinIe^XTA5_pixnU9fH#5nxj&ipyZwAe*SX~Om%4Vcg||DK3O<3z9Cbg-DjTYo z<8Q96AHC$^%q)k}*)P=fjK8g3oDc_2BDMN>MckvC(pv5vDDR$I@dsk?J#KahEjMgM zSbNu8Wxwaue_}|kWR^Isf@AFtwb1ZntK^3$_V6HnusA9#G)y&d5Fr6jl@ufOK)`x# zD(&-x62ZRX-FgFm-2mA7V>z^WU$q`*vbW>%Y;L{LK9lO*GyMdj`B~@EmG*4H7nzyKZ#5FudS}^xqvr_BRjSU z2WPixu`4Koq7BM^G zL{7=_%Q<_iY}>4R@yn4mYzwxYBh^&bLfBTG-B=m?No3om%Mt=xiybkFVz$HT!5=+n}C z^cOxES7+OE8S=nZY362&y=grds<5)#j|t(sM!$GPU*;o-2HUG8JmLG}Cu{mI_%Fy*_q zz*MPC`H0$x1cj_L2F$}7zza#joablsuoZ#Q@TcBKw{q2E<;`oJ8WoI~FtR%gs3}(s zi;4r;T1w|+}0P>Pj8aVe#RwzzvJ?$F|H!68sw zf)@9-xLdK}1c%^K+=9Ei2ba8QpXayFo_+RvX3k$QkeNGSa+B}6)>@w{OkG*C5SFJr z)5rgG_dv@T>;axC{~QQYKPaadrY~FVU|i@3lJD6nu1jR)e+fa{qSq)em<^{J%QC2c z5zL6xxd7I;2$d4M+mhVfj#XPQoT;0x&C-UD6;&KzW?L5>FlxD!68>D5wiN1-rA6de z4&41b-rTpG1j{O^3NsA3ZcY!U@_CE5R47dF?g^Dw4;D>s!NiY5)K{ub7Vt(2y7Zh$S~pkl^T`gMY+<4ROTz$vi{OZ2PmN!-Vm-LC4Yw6Ik!xV|P~js`G4HqSvrEb5*7 z%KbG=!s-{WCNq#q*auttfSdH?h%KI{C#@*SwtNybG_ryXh;(2nCgGKVr=uJnhD}=c zx}J15bHpTmm(iS{(__3s(4ReRqPMi)~D3SJ1`-?+KFiw?}4EQ8e5s}=Jl7PGFuwv&u{icXYry;)h(cM z&xwfTv{tc^^O5d6zZFHhpzb%%)eEac`X53fnLK{zLN6D(5}HvslCJFmM&Cum1AKa6 z$Uzos$`_ZK5k90fED^$e#o=&8W}GcLJ>A3sjG>zl+6_=2h+nt-xs?!YXvCU)a(Kah zVnrApF2sY~498BCT&E|Zi!9nmYTtc?${YX&_8z9V-D#rP zQY8&&SW${&oyPMV1S#Q6q1KXBmfnmweZVFUYR3<_cR89PvCRD3LJHVMJOY7^DPMRqM3t4<@jLHwL5s_#-W!p1#7kCd(_g5!XN^ID>3Ylm?frM+2tduTT@rO`(y!tCpm{o1cH z$<|~^7;m*>&q~_Wk{GHctPBq(1sR>ug<0mbdipSVB^p* zI`MKq)(M)-Hb^H5Ulqu5fAabBG(QhD2Vdu8Yo4mOTZ}4Nk?2z3;c#EE8@2srC?7SB zm&7%XRALW*EyQBcJ0_I0o`ia0x6q2FxETYW4}}c~7AK?l7YQJHB`?T#-QB4pJ-@tP zLnwEK1QHxOH^}>)b@3(A(Q~Y}Gl(rx-vTAXV8`fith%hp><+op2|4ewVG{x|-d4K;4vPl2MWFB9wdchy zx`RHvUE?6x3y++g=GfT)Ta|g9>5X%rYBSs?rpk>aB34;h+ne$9e;t4n<;c}@#<(A8 z?lc;{Z`=Kt_NNB25<)3MZ`-HN7!#wlcl2vmLwl53*URADTjtqr$d2W& z1pS;U@$o5jt{3E%msg*R#h~SNA5Z8<16m+oGZkqIoTCqS+5&pHp9LS7jR;gc+0Brl zkpt%cm;&*KFP?T9vd}no^BTVx{3(CIvJ`&z@(qZ*cOA`oSpNx^F56Bo!xyTg_OVB_ z({k?tqSx-OSzB#5;(u`|Aw_+ETM>rp|Fj}LEsA-3`7h~fxJD*z;1juDoD3F~<1Wh@ zX<>PgWW9pt?p1IVzpv}ubl&eDkz#20;k9$;D|wQ2YGIBY@s=--V^Rr7lILNe!v5X~ zt{-nwLX&_0N|HaG>)-0but2TV(g-HJ;Hhl7$dl^nzHSPs`^!=;6CSK=yB@29_tSlo zt3weKyJ}QpX%ThYJliy21@tF4judkASRz8u_XB-^vZ<e?XDGC^~-DV@Pu;8RHb03#;(%(Ue%**7(v| zhK;Yn$V6Qpl3>JIo39!;FuR+TCP*qIkPgqq3JsTTKR$l-S|7XPa_ARi=8vGBRJQh9 zY=*V#Bk!6&F?)0GlEi_o!s1>gW?|~SV!~Okdc)mB(jrO@4UW_@ZmQ}$z`+rCgrNsXlo|C?xX&p4mN8f&x*i+LA?oeVN z6~3TlH-Nt`&(l@5>M|>%ujhhq3TUvPH}i(z;Lr7re?8$&VY`wjw~$@F=0TqvQ?c41 z62Hac{^s?hX5T_;=@uSsGoR@E|y4=2Y$o-aa zkE<(0C%S`LX@&RNh~BElnG|G)-jMLR?yOCNO9)fc3ri#!B-AstdCM3PPzy5(3ei)Y zm=VW~Hr00ef0;umZI-zQ`dTyNvN}7%|ox@DMq(U&K|!y@Fv?J z&5w`iB74Z6JTTV$Pt0lxE4mbJQymBE0{4OC)Gj`}|9RDvk}KPL_lDdtI@8fl%W@&^ zm9yCL<_oCQ@Yt_JFGOiUG82vC{RM=_+7C0PS90ajnTSJm#%v|sGmJsqoW)3~n<#97 zdaR#T7xnA$pw926eMg;lLaOpIdLq5m3_{Q|t(c}DAv}1lwSwPi`m2VT*`Xh%*HJeH zkw0j2m)8}BZOO=&QlSCu{!#9!x|T5qyM?*n3Z^ia9D^Kw zNqLoBFq*0&qTby<2-mnnXC;8K_Bmmi z=t7Qk(P#R+AF)~?=Wj@K2Q)qX6Yo4U-DSG|FJ@}BixnB>{!Uj!qRm}?=cMwpm7$Qj z&}p+yw&IMJ3V~JMcw{gy+y9&HQZsh^*DZyO@)RQzw(XpgcbY+vHc~MLgP;g<&GS_; zOQCPmB;*{M5!u5=YPHsM?>;19K5&&y?prwl?@VUbow`e}|sON*W66MdD{r|y%aj##dD!5448^q?@O2Ktrt7|W%~UO{qi z(EPgWo{sl$c`{o32@1D_(3-(q2AEQ_;#ks92Vye-x$9*SH1Ee{liEnlo#zeGKjKw8 ztaYVg@T>rol_DJQnsQ{-Jq4@hBZ5Hd>YBwJM`& z5LZFwDi>^K&iHdSQw?gXveph=wXcwVOPxf&dWG${@X42!l#)4@FTuUiOX&-4AC^z7 z7dY+5-@gT)2)YQ9hxqJSLxeOC-{nuM44VR~iOhdij&S>Zq@FtEnSJu&q=oEIasEm% zmh~2*eCRRjkFYjxH5Bf`lQ1Q*MZQpif6!b79Y~7J*iET=0M5SHwlBc5(w2a}zi%1= zLP0Q%Z!g^US}%y(Q-0``H@4E|4&;txAN0Lk?(M`qZ#Vqs_8*uQL4>)Zr8UeX6n6OcKL%__LYfIWC_ba!tzi#kFNC9 zF!~Uk5_%-kos7o+liuXQyJ=KuD)~0XPOd&EYQVLCRk_6H1NMKmg?}%hG^x1bCsG3b zABN*o*2#wG$%v#*uWwQ`Yyoy0hC9S^O$OYKtKlJ<+$aVwQ=?5de7Xg>4{Mc!IEWDV z@}7JoO2oUCjyRtm4AIA55XY#f%Fgt%4|wBuN}{dV`i@nP1{|HzB?>y=&b<>*4};h} ziP6XHbf`di2g9*M?NRIr$*=kY8MXMTl+WFCYB+v+ePC)c z_`z()k6l*D|HRexIni`-X$u5$5@R>xvUK0{kg1)K2HHDy-_y|8464a4(Y^?NEos8F zIY?8|Z=g}0@k%Hs5#EtMx}V=>Vyvpf(~!vQKrIpZhsY$(1ki@0OL7|DMo}EvSWYfk zkLPib>Oi)~c0NNduSbKamP-Y6^!M_@_99N2^GQgF{WPpmwM9Oxbq@i7Wm->o${gR{ z8KizZ9-rX-&lEjAu;R(D=f5_-B?*VDwbZmE?Fzd%%x(a0D-jHbEc*xdKEJbk0qV= zL=klgFwJJ*@N2qqg0#oL-wiTW2}n)}UE@L&ScfMFdsnUzJiGmumD+*lVuHBDcsI^j zV{*Tz&7-0lj16jnvlb#ehktz2*rc<0M(F&h2l5XID7{f zY^R^461}QeM3@|=(={r}(GdE69#^n@;p6A=9T@LyTaUJX>_@H(v4%W-nfQ`eBZ4`h zE*ec|=1U!in5ZD7P<82(2czfl16(EFPAgBYo$S{7B`m|6sRiFo z4#mk`70ryR8XqLED52qP+L6UE?|gYcf`MtLl;` z=B?X6*n~y5ZoOdpLos{!Cw6kgJ_5q))SGsDSXcE^_YogjYBn#-)Yjs%*tTo&GAhpGvedsRh(#F0b9pN6)Ei(j-X>FtdKPTPPWNbd;)};-Q!E_@*-Q~f7jEv_i z0U~hIst()!TnwTvK6%P{vA~o5IT{a1>_TxKE_-;*TZ&#n>Zs+kj~RpqFT5cZ*X6w} zi(QyVnNlV=w#X_K)gU;_C;35rm$)re>bw?EcP==+;(f7yd!fxErfXic|0a9UKNMn) zU+_573y&jsu)xbtnSmSZeywz1#qyRlX^`aZwI=7=|j2M zOdi^6P!+BYT_yGT%6cjz;>f*CQf`Ir&I`>7zD6L{DGfW@80zL~3mW=4Y|v~xc!G#; z;O6s9ly|=r56fO`PZSd9(UrQynos{$h}^8F(%T*@5&j-3FhXIl@D81xA;l~@+o0uh z(}@U?#Hn6em-R}IZ}}l|OoI)|$c*Xv9MvcCay1N6lw$p>zHC9r&AASdTqUL3Ql(6; z&A~w=^vH^^sM4SICA67{u_SEf@+j=o_XYcu-PZiF4V^q4dEgQ;j~loYMdWIe$wdF6 zzB-obgA4r8RQ};X{f%qxeG4(NVF+A6o|Aj_W~5%0>yT7X4V1Z0H-Nux?=`2r?WY(& zcx%#9`xO;M=%g%`noL}U2Q&E#Bv#7fz>uHZf$Txx^TIkWND=*JF=M`CtdOJk6W6-M zx({b$k~IUdo4~ZQpKZvzjwqoD*OR6OJ zd8AUPtDBa-3B1*;eG?d)o5E{yx|Z}gwDS_HRZQ=tmzuNsLAaLq;9@{^5(WzNj`iRn z);SoZM*}adgpk3N70Hx<3x{`HoUi{A%K%b;ZY-_F}OsUIYV3#_Tzpu^JqE&To?=EP&( zUl<{e8OmVoty92?w~BA?W|UR40{$MJ(e$raU0u=f@f+eSSpv(&%G!FOxpZmrXTFNgq1UPL64hBPWqOd@v9!dpeSL{g^qUfqr;Z%gj5L&HH3XK7ZaWz0L63tfhDH zl-wgmUj)Z<8rIaWUBB*HQbDnGmaU63*nFWXVEp=d*Nf_4tPLFdUFH{TYc1P66jP zf`?q#a^sp%_GDrg^kaDh3ikF=8g5jjZ=X#M%sCe&y2f_Hj<>c=A~3@e=v99g7e4{lZN zU672!Akih^OCC#^{oBK~!5PFktTYo)5{S2e(S7>h2;KR#bdQ@YB7e}pQ7lEqvOkZ7 zY%105|8I!9zauxJBX)G&;iqJ%-<&+}{#l&*G-tz4 z!A3c4ILaM|$@6JAmifnMTy~G{w`1PFOe(^>8>Pu<#)b~#X3QsX%Fd8>R0x6*~^At+0?n;5x6*qCVO%;QYMn~QQSHU(mVU+R% z!gH)<508TuTnllKu*zrqE&`X;jTo0Tww|ubnSW8B6nw^}|8Y&m%o$$Rs4*ByQcc}g04frgzfp@c(011fu;faJgUTczD7LxA98A*;|2;Te`H_WuDi`GWV3AQlL*2>Ruw^;`QVKWA;FAE2TaviLg61N(tHV zwW<*<&pA#W(~QV>v&@YgBk>mgXDvk4>CPK_i$V#)4?ALldA4+b@;hkpv~5KHI{`4o z7w@mr@FyNTMMu1<4vgVEk`cfj6|5__><3SaFm_^A9_N<=xUqgKxQ7S$z1C|DYn!Tw z%Jb?S2jq%@0R5;R5iN8Bn+ALaa(}qjMMf(>;y6LGgoqyMwz0~$NNVj8<;)cIR)6h> zb1c~6ND|H!G0qL_kh|Ro<;rtJC zo0j5UHm_Yq%^nZzI#NjusPZhj7UypUy0BVz+a4C2;?MAU42W;<4~n}sw61-Lk8>X1 zQij!t<@%5o6H@rnXD`t=LosdY2fR!v?27lLPYr85;!E-sG<-jdPD7678GRx9nRl_{u$#^nE=2orP6(4ho^3yw`jU&O4&Dert)hf#>^g zCSthvUUHQng(moMYT}?G|)k2J!KHmhQ2*-t3>cX?~ARkDLSYfngAZL@vhZ2BZul* zHADA&oriYIp@0vp2}er7Z7Wv?x3LPlv2zLii?@wzACW0awMXAk6^ga>ycums-xoJ9 zq+V?mVVF%cT6RnpZ(Kvu`6DR{-&=_31LYM&PCCn`BPe&4ugF@LH$_s+T9kiHAg=4q z$+`+`sS;r>X#-E3&e}eysxAWcrnXd|UZh%8?zY${9^~>@5l?g1hLmQUE{?RF)wvZi zy0Vr};17BmLi}OpiJ|dKEUUb{ge4I`{Ekr1rqiyfBwzfT?Gj`_RGd29yXkH4vnX!E znTA=Xo&AgPEoiGQAguK{so;J5nPQXPvCVd9xy%NLS^E^-UaqAZMvuJvsFZwfZW@xPfo4%{W!*8^`mS*4_qj63Ak-~0JNLeTiZ+d#KXv7)vRJqR|eFVvQgfRw}jRVjwMKZL6Jkp z@~UWc_PFg+`<$ojKrClvbKh$w?xe4_Ywo2BfnI>VW<9XI_c6`vr{OJ?E*jiB!`2+V z+|@KQswxiRPoM4|Pi1YdS^l)>2vvhN<$v%(N|=_}FwL7Sk=0Xf~HMm7G&z zY&3E%UX|kj=`Qn3(?HCtdu86aInh%0{gV@Uaxmnc6HOn!?msfehpzbo5t9Dn;|iVx zFQ49x@YBD2rRpoUd%F7;0S5=R#s@`2y~5t4P4CTP;icf;(+!l!Q}f6#)5y3&4Nd$M zz@p#gy5x4XL$ zAk6)!b}(aarM_cZ{Do9qTd3l5ib4J!7I{#9G9I>GHwSq4(SW8UPYpGu0j#zRy`cq8 z2J}d3?HS#q#?3tZ&N5v~JXrYF8`?O&BEo=jIsDpMgB0CS!fxOBBSXigN$aP2$l!8> z%y@aB^0KURYI5G^&3)Ys1~>n)Djg5h=FD*F`95QI6-PdyCYl3puOrlhX&}{Ffdja9_c3 zT08c2^(V(|NlwH z7`iy*++q!vAF}i(o-2?_rKKC*6$GDqS^VB|ywKcF@2`sBj!4>bHQLJ7TWc{L;?;O4 zPQ~VQX711)PsG89Kk0r!0NlLj))hh~E?B*HJi1BxtQ$eM8XTZ8hNjVd)E6ETjuch8 zo85M+SqN~-qnHMYUy+h+W0pVp0%N8-?4Rsv*OYRf*H`(-&DB+J)_X&T0V5_eyVXwr zrN9R3RsRqavZDkl=c=J8HMT@v+plwxOk`eV<#tyz;mrFB@(gpI-ppp9GLf|?<)1%F zp&?bmE;J=$Z^kQRTX@qJ3Vy@sh|jSGCHvK*jwEmt`hAi#jzp|1^E`1mY;CPb8ESy0 z)BBUB2E9pkBSrn>Tbr(xMi4)RrBbAhi@G|PN9U;qN!dY?OK)1|XWe-{SO=@@t)=gs zeNk2db1{D+C5v zHQIe)Th>+Q@-57iggA-}GBJLS?tndEsAtH>=kOppp^oV3`NB8*sq+^eAb;)KhMVeP zqKaSRYV}O8QBH=@`8wmpEb6iSFRvMo%ltsU;D{UfpdtxpElZ8#A*J=(pe0qD5G>ZsiYls@|7{*F>Y86zx2}x4o`q@}rOmR-i@U%^uLyKC6zs*Da5lCiWQ?ZqNW&-_#CG;Pnel3Fr^h8YBvd$)OwB6|tDNhL<`WMLJ@gzudv?@f;%d)-f2R3ELlO>y>T8 z+c;^3i3XOQmMc%13WnkXwkG#XvIq5!y~0m@^;CY~D{Ly?rLXn-jE^&15*E=x=46(_ z!eX8h(MF*CPiCy@e6?1(7orzZX+ns3@zSp76D~A`TL7S+Kg>W}>OR%pdTz`l*J7Ke&%@8t?)dy09i%9yCRVkn#s^gLW|f{ zLp)5o44KZuyxgPvP4-Msh~f+lS?$NoM*DkV6ipEwSKp&GH0jviadO_uIn5Etu8y5t z@mlWRz6wiJpmYOWBtmG@M>0*Vt;f4|h(?m;^mM-mymMPLb3LekaX8zX7guzx-PnmAk5@)# z>+l#e#(?G;3rG9O$o*&3pdO54d7YP0@!xCs5}>yZGfDMPrYYg@vIFFH0MR3np)_I% zI9%(E_~3^!q;L?NO{1631f_S^O=}H=g&Q9Zp~E<*MCPDTN-g88!h|0$^--T5Af7NO zQ8~bV>(i%ty5%MKIb%)j5Yz5%c9|aeD5lshd`jS{NyBmjb~l`opU%4EUkYW!)Xdw9 znUC@ll>{C_)jm~K9u;|M4pXs{qfwV_I&MV?uDe)*-kEQV!-g$5-c)IqRmXV=Fn}(n z0b`q>cG#LOlXJi6CkuH)#|?+G@_fGU~C}qzOzCXy55tc*Y9!J(*Pn`%Ohr6wi{;=WSuJ}q+~|abhBJp;+9C; z!-(g8d-;$W2v4Wb_hEHu37zAN!Jt^t5nF4Zx#@VV6LX;$DxOjBE;n~ktEUaMKyyVp z)LcZMJh`4B`qYV~r6Jm1&UKYXL;r|-G5WZTb|1veqLDQvdDyrX(tAPM>|m&#x~ny* zE|tRkqirOB{!ZXzx?@r8L3gNC*ILPOrTt4#3kE8!fXdy;GY4EtlG!VE3s1%zfkG;U z$o6WPH(s#{i_u-Nt6`0H&+*r~UrcM?hx5gJOBlCAteVVj4FM$-*|Z&5zUq4>W&Y?I zxO3Gt8@ukIkcdV30QBv?0-g%kU zMVL_VNfQ~6EF73iR0>s>OvgnNVh>6Vo{(aw@JMxO^rO;RxqZi+g1sY5F$l8Ic)mCn}6mr8c)|!y|kF1z&DRKEKvX zb6G5V%F7Z7jn{P1-Ai@B|D(0a_W0m$=+uor+05o3aB3#4*jxwGR2&XrKT3-v)Rtu5 zS$sL*9A>)HzcpD-@6KyK`-BK*$XwAAAHSbMXi(UcLzpd;%YB!n4CNA;QNg`@3}z#B z%&TBMdz2i5Dc34Z2c1U^4>-`#R&X@||3#kL57yx*zWT29hGnMnj71tT$z6HX+>hJ4S-bh7v;-)NxG&AdVxiLyNKrsqRDl-6u@e291F@O`GgX1k)BRpZ z>&jc$S~RHQ_`XqrlJMXg-~Y3tz^z-}$3Nj_0MT-)XA?@q+U{FCd8NER_DqYGJE^HPZ<46m|VGt3&CdUONuD zc0rAXs4 zwQ=jHqdJ6T(4a@;VpNn)G;tn*bvP}Z4Svh)3T_7LDt%G1q2aN${Ea)AJqu$;9$wP) ziwwW$v(oGmq)clOEQ9+0=!%XT52cQr(nP!#ygEKo3vB zaf~kf%O3sCxHd{k^ylO`hp6vZ24`yz9HRid=v2S*(Wkvb205}r9)|L$G0Y)kdpDqN zUaO%!L0sqe+JnWluAdB-+OYf}L(rvS9?X=rokOP+P(wNwKN9eqw5#+4Cgvy$sB;?w zx*1Sa+8QoOf!~2BB~Mo?-1tO#XL+-0c*n0tT}UoUX`CHto^)33mQazLk2L*w5pfkH zIWl1?fJJPU*zs6xaY%(wY89)S}Jr575AJ zJ|uyu;Q?=bf^m5I2Cn_WgLK)1jgNZpjctyA9rG7YX7J^w&BMShv@qdNx;p~9A4{Zu zmLSfY8Yfd^p}Evb4MPPp8y}D#yPWVRaJ=x@L%DPjB*7?oM%}v}irO#c`hZO3AUD{~ zKJlEe1TJ+97^$!|HHTE><%%~e<0oUuL{jv)Ab64h16Z`Vv9V-dK(?D+X37dxA>bFMh-2k* z3ch$hC^|d$>!%uEnxv#_jf) zCR*~GaQ4HGT&<@yAEaHL@z~~aX0kND6jELkaVjAp*h;^sBVX8=g=XhX$6Z{eyl0-o zhwr<0AQ0x=MNnOJ33p!DTM5)r|~>aW_szIJ4B*d$A1_ibYWb%Bxk&`DHtZFYF{g9+4W5{PGi~3-ZS^0 zPGG86*PH%)rm>FF6*MQ;XGc^)4B@QAkYgxmce`_ln0IwNp{)JYlwZ&PZ|v9k35=Z~ z&}He=Qqt!Jo$h;8>9=xW3!4Gh(>vj%(;n~L@w7ruhOEEnaD$WG4EsX;=IE+SG z3LhNpd(=N`92l35>C8Vb1)wHnKE&=DnHp1kFPoE=+tx+YL=Z8mNq)Egf5n*j%Az&( zI4h0%x6Gx63d%RmSS%)Cf%Ny( zjb?Vmx1o%wxe zS2&c(*0&h>oV1~dfl138U$3V8?Q8AcFgpOizgUi7tz7)1Y(=bkt3$0C^yA~omZ3za zac*K8EyRNn{$kSJ)-Q;}BrqkrO7_q_Z=bZqa_yh^mkfz?X82G`qLQ%HvMw($C27%k zWJ#$-rSFGt?sl~jV^q)>3%F~4LalLr;4}Rnab{V1)j%S;fu4Twick@D(SOC6o9UMJ z!uERq@TNbzn(&nHKZs{gDY2OtW>`-$e{TC2+*bBo@T%H+;WjR<(#9l55#wvT3|C~Gx|DY>Rk`^|D z@aiJZMP4oc%BEfd6U<)oY5(E*VNm#dJhJxeu?3-X#{pAq%V|KXa*~m;h*>KEx%ds0 zX3PIIlC0MBymt23LGO-g1(}~KIF)*gG$Q9cm_KlmgCpL&Zl&zF+!>J5YV(T%lFl8B zwU@kolfFaXZ|P&qQ0QpJ&S8p~BuvJtH>S5-OSDw}wCSP~|I`M_*-h=ci1NZLR&Fq) zsf!M5f)d?a6l7gi`$eD-NV_ezhRI}kfSfbFeOXoCjJ7TU$h~@ZGUiyy<8aKh~5me_M=gFS_*#Q2Qsaa~! zNcpM#%O5URg@fv%DkluIRKhXp>;@rZ!_`jEl2@ zpyjRKV*W*i$0nz8CGO`S4iG;M&{OptAdZS%BbF~g>&VvZsDk~=snNiln@8=ZqW6Y+ z#*g141jUoc8k+<0IiU-z_{P9H}8m+g);bol5`LgCF~)Izqgi3B7-Laq-2=&8Dyo2$A)jx(3^q za(RT$eCJO<+YuO%Vmv45p5qX;SD7m~xDwc6XV`xm|59xs!i6G31uz&OY0{B4aaW8(Gz!XJxlHW%g()9l-YTZrf?mmXf{Zt?Tv2OtV`x@&ex#|P`V_nht8N7MAvFV%VSBwrn2DXW95EZ zL@{conxYPLYocZHDQu>5X4I!y(R_D;aEruM6Riy@nOr;SxZ0Q_F>t@29t-iz^*zLk zYhlzR7aI`8X~7Vh*68;(oNFs4ZLH7Hekk_RVnD-K4&A;CwX=Jy!|Z54+C$DD@I!Dq z^3XnIhDgKGn6Y25g?Xjj%Mhc1-RkPss#^2YCZ{q%GoS1^(n7p1sqSm?Z{agL9jxnO-r%=c~*p zpSr;!C4`F(KjIZ@?fpK-eEabIG|>VVd#fI{r3G~q^!A%rE%2h28^1X1>~tHTFh1uw z?qom`*F)*}v2lBjItaP7z#N%ffOzJ2nR5n9`QXO0l&hi=?5!HADtnuDPXx3I78QRP zf7EY!biWYd3g;jH;QQOJ-_6LGIVYRHl9me%^m{I1M;R<^G>TjT$(AY;&9WAm!!?*y zK}#FXJS%ZwBmo){%apTZLK;*tF)qMUh2!+f$$Pi$Q^;o%5%nIXA`&x zShL5vzV!y@Q`_}6Ja*0;63(j`{A)8F0h|Ia^R?veB;T;#j6yq0%7~H`kZVJo4(A?= zHRfX;OVeo#s^cev1QG?D>6OHB)3hLp@vz`(7d! zo4TiUb3pHq3q7CVj#j2g<)*7~P*Ht4UdTF27}V`-Fw4T;`}sqPe72ei*t1Egc~0ME zMF`UGiRwTjEVzT8P3<$EFGuOwJ?C5HOUDBH*+Y0fue(_lOCgM|4rE`MJ~bbcez_ON`xG2Dc zSebHba3S~vO!MR{Zjss_!#lds=!@0Il;{J)t+uGE)C0ZR?_7>Vw_go_F#n<08J5Gd z`o+JW9h|LAuv|{-$ynbWpXfO~CN>h=#z}=2JdgMCf11>>?L+&PCgwCRcd-WUR^Lq$ z(A`OPvd^;-S|CIG*eyk5=xKVXql&80gc8My3x2~`F%(|k(Ho??R5*o_63|;vm_f%o z>pid(Sh6ddz%r5>U3&tokWiiYPPXIq8_rAYxvM{7ov6?PB2`box{{xhho z*7XCCOPykfOKudpm)BNCQ&)CL97A!|JpcGH9)AAd8E-%UC?QhJuKUb3mb7C?P>Cyi4SW}NZt1In6vp4x`10^Iuy=u!0CWT7WNldSd*|B5JS(;H@G9LR6-?CA9$c`mFB znD%q7!f45hqBV21dyzoDykbM^YKhI}!{29p6xCCfgc1!HeRB~Cs5O9Obik0PRJ>qH z(&ucC@SyMM_yce<*KW1;M;d^NsojUIZa=7h(PQ)dH~T^d--$`JEU&PiRZ`fNxvb1~ zB5lOBSH7RwSBf9zem6`t2;7s_F@FuG22{f=G;$7rB6n8&;w^Hm5>wk&|Bsc?CB_0N zEDlkl_WVDTy>(DrUH9+#pa~kB;K3ody9Nnv3Bd`$-Q7ZPx8Tr?OK^7y8rn$P_?UpUFV$M`|R~u@?FXUl*6S;t?*!H%KzzUo3KsSMUjl1Vn(Ic z>Cu!rzW+$O3$vZnLX8Lf3vTtxUy>|@b}FSQb^=x(+RuAVpbg@$rX**M7U&2HNM3qU zX3u4RVR!%B757hO=aO6ineZ8C;~?OhJmkA3s^7$g#eCtEx^$U5gfy1Y$c3LxE6W(N zPv^wqcVE(VHW$N7AM>U3hNs!=g_2>%*HI!_*dD9%L3~AzD>@!a-)o7R0h+J+@^5&c zD8@@WETgY~(m1Km`Vq>$;9lir3uo8~hS!I0J@7Y3O;Pwcm2$xALD2lML!VrWNTJar1ZwJ z5uzaiJdQ?$3D7$dK_T+^vz25!uV(A(GOu>NBO|TK3?FuKPM%@68bjL)C9yryP`2MA!Wk%84q1gLIl|nSQY7fVa^g3wt?h)QC3zfb*tMNo+ zM+>D@IhNXQY1iMpu~S=Wua=-YrPs^gMXM{78i+S8<$TohtV&gV=_{jN#w0aX-sIrq zQa{?ymMb?5jJr1>Fl5mQ4IZjb`;IhX4B#C)B^>$AAcFrO&E5LSZQ}k53cZXhyOlVi zHqY(Myc-0c4W*A;2$());@(l`G!`*S=5YKngExLI1-0#A0+TpWfnSg+!g0wKP)f(g z^~xEv@xN?TH5`GhCWMV6S!Xf>cPzZnd71oUfX^sddmuM0AQhIXAJAr|# zFae0OW-PT>mmT+bW~){kQ=HKwx2)UKuN~3>9CtlKlN+xR=1W<4GLuY6(coYA=rPzH z9+p^4j8CODq@}-lgcj2G687ynInGxJy%y~K<;_yG0`|jldIh}?&1zJs+xUQIz|%Q) zlBQAV`myh}ut#x{HJEXcP${KQt7KS(ez$2ht2T1|%^7;E>8iZFz&pHB&a$$x2ugJ{ zER4KV5U{kRUCN@!OBd-e)u)^FdHnVeCm|W%^C|>`QmXtHy`#^50CFzZoRMM1Xl4oT zxNF|juk_Og5a&?VtE|x#BFra9mq3@)%nZ~*J9B2lh}jO9<*782X6~` zPEF~kOh4#+LDD5Q)1J~U|0W8P3+edE!wzb??hLWnsqZNjk6mjB963$N(uAPpQ{PN} zWF}^VtG&0HQs+j-e44AT2*Khj1QA=3;VJ|nj%*=2TE4dCOT3m6Owv)FeEuL4i>z;g zd23Cjs`GYG*HC=X2rVW99Z`%ww(h&fIH~{HN~vVcwfodX1zAxi-1LG}4QF2K7zAXc zIle9-U5fyvG#b&3@9UoQa`>1iN{N4+8q7RJQE1{%t%;7PB2Qy2UFYpeu>yWvwARp6s27;CMNc3e`Ke8wBRHg$-5EVcQuH{&(Dn-3Tgrr-+nZ)OdPZ> zJs$xmY+B-8F1yA1u=qhie8KPfeV-L5{Sp)(Pf|{P2^`I>#hWiY4SX*4L(-f=SO$90KM&iv*%NOJ6 zRHh!oEYv^cC-5>M3KIYFrOL{Er`%0Ym>?*Gxcsb_z&Y%&f6|#Xa8-0wY)2$@5anSe z`no&&r_8sO_QmBU=NEIE8mR)JFU=#<+D5*S+m8!cp)NXV>hdtghv|}Wr3S#ZM^es@=BjSN&Bg9#zzVW1BmcOn!d8 ziiWV_-Yo^;DIaGBwN1JjciwLtnN6uLL3Rbau@TeRB%NV(4;m9(n7hBwonC2b%o9W( zCdsGczcfhb=|^gZH9ex{T1dr?QAX(z;0dp(C1A#ES;M8?y3ZHmu5uH1Go`axlR*SLT3sRI6yor>xmitFO* z`ig`jOtOGL*VlB?xYdh_roKq7WSfYyGoKv~Uq;8Yn5Yf00q&?mFpU+7!|Tzs^o0Yu zA4IH8E6ejQ*D6f4>YIfK$H}C3&JY&NM|Lcf5F}#p3_a2$#pnPB8zS5-jd(|Qnz;O> z3*f}Gm<=MemFDtvWLa*t6yICkiFT`xgTtn&N{&IVCXK(BVO-K;o3uqQ9I6o#a8EjA zy*ukjoWQ2^+26A_JU&9947!KE5gJ}FYVfc<$whuckS=Q;LLG%z>QDTZPdN^L(Gns>Q{dyw`7g-rqz>{UEF? zwD1w#Totu!tj}xJ&T#37v~zg#_{wHMZ^YE_@M zj;~}{%!#laooth-q1wtFPFh8Y9xSvSW|*wF@~f2hXEc^!ll`lyTF|RXgH(aMX$r$~ z`p;ee_;G3y@WC48RH6bUYQ4WXv1nc)8;w;D+UVg71*2<;iAV%)_Kq$Ux#_4_U!UEQ z>pdFG>~qpSePg%c0JP(mx_Plwi5mA6BF!{faVh#OT_JZTvlVhu#&!!BGtQiy11vZJ zCz*88vJ2E|scwW{{Ho)+rn7-qzPBlWHuZjsspJodRSk&KsTB<*+#Xm%%K$ckEXvaD zGK>ND5bT2@^NG>tg{3+bA^Tqe+ufW6UhwvJ<}(SlXN+G(@x>5~I7)*0XpGATX%9WHXuIosZy|uKrZX!MVn7*Q$lJ(i(=ObWNh@%73 z_<}u(0iuN@7j~SY?2fxl{(3Z429iAhL>!TPc{w``et#`et1WoUzPKCxp~K=QH`7QK zAg)CqG#~?&VL2;uaZ|g3!^ZBrx6gtI*A#c2UtFjc+%%naU z+7uQx&Dx@cs7}h%V$(rkM>SD<=#Y@ZQS|Go2|Zn<`5jxN59Z%%97A}!txSffjdnUL zWjK^+yhd(Y4nmU)tHX{2N?SX!EfTjYE$O`>dS(mt%oZYfW~T8x!`EnEjjV`?iZ}<; zaOJ>C&xkRpgT0pl+@7!IV^xfeby)>e6wO^T2=0zJr0Hr|Y2kZJ=~LY&>X=|w1&Ol1 z|I-UZjm}wev(F9+$H}a1P_3sL z(I0DZX5=^~eyO86Qeg@-os44>bC%f&X59Z%`O{I>kv<&lV!@><-dYgfZ;W|Eriqy{ zZ!|r{-XHY2oH2iALTv<0ta`KAJ0Rb+A|zDqhLrW}MHWmb8O8?ibx-i_DzK(fiT;L@ zF8|SQMOwpA&|;+{{e+OD>a8IBIZ)|nC^+c0<%0`_DcR`v-TmfidRtbq$Des&-cI+{kU~;Ql6Vj|3gVT#7llG|I=|O>bwwfDzebu1FSwi=pUZQ&v$(~uO0W)V)naR= zIj)ksnIky_L~p;j7G2s+$SqwMF_ zSCqipBb4)w0wSk7z1{po_JO=%>t>qcV9g@o(~aJ7&bX+fh(>2bCjCrA=C0Mq4n?Wh z<7Dg%g$TcPwD$L0yXS3`*^(beljg=V6tFg;M?0QOvt+VMm9Dmx3JodArHS;S`N{@$ z+P?bfurS8s#)spY!csJVefv)0-BHrf4m7D`ZgE8yHUVMr^z_@AwddNUPulyf-ZP_p zm8Ip-oA0*edL_z0KzYYmTQQxzttKI}yegrhcE#DHLH@b1N-l8eDO0LH9Yb$wF*HaAqI12AZI?7}roRvNufYhCR zz@?)vMzZ%LIkU-17qJh}nOFguFIJpAKnqJ3G1?9LALf*KXzgNJuJ{;_Zlr}~*3Nqi zHJ_Yf(&PALqaQ{m*T$xxZj(#T=83c4Q-mF3k8D0NX^yJlx_J(F=w^?l0dh4nZvhW8 z%B~MPh_2?P=g%`b+SvpjfG|mN^T%+da&I~r-(p?hS*?oRzL!7t#jvtD)mu~Q)*nX# zKKJaQ)};%#dYIvf!t2?RDW|y|9e^LF+U)wcm$UrC2b zhJ!jjO-bh%b*5!6NOiCFcza3i4`4ereLFHRXgDh^JFBq3*$*IC0|zW38>xHdX0PX3{vBxiI9#*O{(-TyX(x4>7%VviKJig zuIQrFcn`M4oNRCN+gUK|0{o2pm5v+nbAVVPCLR7Qf^k|=dFzH%?$yUIo!8O4-pp`x zTYItFQl>nbh67g1yd(jEY-#SpAP6_#6t@rjBy}6~V3l}mO55x1JI~#=_EJ^jAxhhb zsViSbm_d7VS=jLWaEnkP*@&@a<6@21J@@IB#nwTZnv~LY4C!%{6ia4UZQInf-v?Qt zm;g#dcVz?{Zfv}XG0#4Ce@+=zlTAdGqf*{d&HEr#7tP~f(DLIE?tE*d*&jU{A4)u8 z!5ZEvO?>TMLR|-rg1v@_zK>WT>`1fT6OU}HYLBl;r?V-lZ@9Sh(ZgIK({vNX zAC4l5A4zTho;kHw!OIrsTsupCO&=t1v?p~^s%`x0O45sg=_{(Z^a%tQ(t(GN@#_*?!nU}6DlT4l0bH>all2=#}CaeXNOMp zU5yq>sB*_Q-z(71<14)fA?T6xOoK9KY{m@gPbl2MxMV)`ZTsiohx_1!w%Q1(tTA7V zfn`&ZA{KMkF0>uR+sV)J)SlY2Q7}{vImh&A*l*O(EW(=UbNM7ptqR*uMi)kT$JX0$v3fsMGBV*oye)DS6 z{Mh7E_g0T%cB+_<4~~QlNsqH9+^<*I-n_NnOSp&%lpasQF`6+F`!4&4i?ZOa|En7g za;y?#9Goxe8x=MZEp`6x-F-!rqgR5xxr8Bw6 zXreR)QeuKCsz4sP)8;=)A6~Fs^93?6R3OsL3{*RsJAKMtA9p*0=dg+jE?YNGwi zLPGgk5X_>D6sgcCG9~QFgHilCz=_)qz0DEr1_!vt5=jc0`etmEss9bJu3jZB5TLjySKGv(ls|?E2AiF$7KgOGQXn=YsrhrRga_x&FT!s_+nufAVnC& zSfLuIhsDI+e_+}VQHtzROIJwalU*>-m6Fzdy-6*ouu!t#_cdE~`{gOQJIrlBt1i2H zodkH&?UR&qB$L3Un@CdfO*5{Z_Gu#WHpg_<<&xGdom5F*sBdxbKP&2y++9)}g5Tq? z|F#CYwzMwXY;rf%FCStt-8pUG;Fzjq?KORnj{7)$x;Q(h(ME$eed1#!F9LTR{Jc}D z&)S+>8MwE4Xp-?xi+f%J*d_F>ii~%9CGBx~F6|19$cQG4~%%Z`(3<@6ygMlGY;J*d?+Zc(+RghS`qKpSiF$$VWs`BSsA z4RZ!>pZ?1RuwQcdOqmMhtw^X4{mOdw=w+tL7Jen~O0C%KA}e9}!Ev#?`PrV#J>m@| zHq9O_4y+_QrX$cxjD^Q<8J=i z0LCd(GZjqz_@$$g%ZEfkYr;*T1}q5e;5FWS+)WYN_xwL1h=$+);{xR0vWk1Y2~LRr zqagf}(kJe}qdzY}*i;lWutMwKIs)A^RxuBD)TXSO!)U7m-if%K0zpEnI{L86AVHQd}1;7t&-m6K5IR-b8JSy<;=C<%Ht@XI&$8K11I z%L*;H(_`0G1OVLgvV#iMlPLB*k+ZyGcdIw{TiMIYDXoP?mpd!nEDxkz_7~=cl8$Z;7mtq5x|MGa?7z$$ zT6)iD+Jb@fGi2e3vq6NqBEckl#T;VmB}-nV)AW_4i_^w4HqNc)U>Gv)4N$0Sysft_ zf=xa>d#FO8Y76u@nz`9>avfu1`rv+emv=PA;ysgRF2ducCG91Fa< zypP8k-F`4SI?p6^%BdBxE#y1CRwAnvECQ{oua!fR8nmR z0}&<7vht2&7Yp|E|)zefVu>!8!PPdp@Ji6;U7XJmD?T31a|L_g>V;jZT zX-<_NUdiDkqIaclUff?xt*wbv>&F#Ctqc~A3>w>w)Cf@0+7G80Ol+}`qTtmG*rCN< zO?cbFAWLl7;!8uR+1N+NSddDJYoaXcr=01Hnq&2gyufyRVnK?xZfJ;PS zKDUhbrVuPky^gdXCQ_0zx3Na2egdrNfT!yMCATA6tCZ4Zr5f!S=dNr}zk8bWzTQl< z|$w|MtYcR*aQ%+F)ANV1TpR z34&y}H)o{d+IzLi=+qFpY9njRS=&>@(XlTpaRy_PW_0ep2-^v$D04C>`1F`!WP(sT zQgKUUzbVLM0vix|49 z1RXUIZ&_46Et}56T0FkjDJpU?^@wG|9*fO9Xo+2ce@1vxYoo4D;Rg(KidVj1k|a*E7cGqTKq#qanyc0 z#{-VBwSH5c$&?9)futs4YPFStZJd56z2{p|sdtFB8&~tN^KbT;seY{ZJX2s%?Mw*6 zg=2J`cDPzFl=!7?Q&<=;*WNVXA0O8*?6IIs;i3capjJ7n?8GxCCQjCv!}XPT{nu75WzHa+P7l=Q z&=GEZZuwQ+uP2!K2&}j!(eGiMZX(hjy(0XLvN;99yFnM_VyFLbTT7UDkZRbSw(Xmt z)(*W?R-$fe{ElFFdR|J#>MbVvn26T>g#eqQH=~V1ForRZgq;F3tI|5(o{%dq;usrZ za8H#-lHId@h!Q7c8NdyChWfF-?0cC{O=N^AN6;SBTM-KycRSDS2yddKI=Ac(A1S4x6DU8GFAuVe zX0op>a$%jyWWaTkwUL%&dpVF^_j`n(y1t`&51^3Ten$3En6K~DRN6i@3UWmbW@R!Z z(&@?^DNMrF=aRmuRsJ`J!cV=DXkNcATb?hD{IUU5C#;1IrXTAW(+ z72`70>C|Bma!r%0JvHd^Nfb~3Kkns{{x zkemiX5Qzd+muy7LDIEnj3y;0OYg0@75lF{pEF!TKUS&}gFfTOe433+?dddC;)uP+x z3_S_2tUgqLV@Fw0XXJCanX3~V^DlbqBWV;QzZ}Kz8MOx=T1^%$HRkVl^Vr-*@H&Mh zw^|6vy!P6*=}q16#ENQwmH9W+GLdO5(`&z0Op7WyP$29Yu_aU7cYKk*eC8zY6SP2{ ztMl6NQfVAXPk84yZjiD>P}Bz-G4Y8!$Dq5g$P;b~yZ*HY)130O-16B2dZnAfJpL*` zL#wm??WV>{YgVIBK8kq*!>$UAO{u6k<>HApXC8r85$dG7?bRg-1$F+0$ePA)uNNP1 z48-)OFb)1qKylM*%mUGB7#OPf+U^_TTN>X;m6sRMalz{YPuJarZaiU2Q)8j-C22wP z_j(UyyGoYaT$ZQ{Y|+QV;K+{}7YULsK2qbKJ>Da#xzDJ5I2x61(5x}0kdm?-xbqcj zsh*Uo!;5cS=gKY5tjIs$@$Vk+($N+$?^`bxkAA=u%nq|KrLSREWko(;vH{_7LGEIEy%;3r>1z)4BYX?)F zX}+AUa*iwZA}bL``_|;Ucg6Z1VZwVhtKLEjv1n^&^nv&%6XBdQ7dRvZPga3GSAeIZ zJ}eRuLwj1n|E>Oe%rq?x3sX0l8?j`VPMqSFhss37iNY?WZQae5PPBgCa7Hf2jT(L9 zc5|<&DYd6L!KMfmo9&HY@HekgJ~qKPH7*=EU92-Z`U2jpU-f~%JOz^2%U3Z8YrIyK zW2{ciUiY=lj6IZ+eSj%hFN+1HaCKX!ghiF$>O5KFXM9VpIwJ8hywTX7!rP_|y*CMZzR_}joQ`3~F}uypG`?{% zp7ICv6%qHj|Anem5!yXL%0pOM8?0ntjNd}|YXJz~xN41n*C|s?K%>VGx ze@Fk{$m#zLuJu52MX9AJXtjlQ76e^7|q za+u9p0e@VDdbEASQDvxFnBd8Wu&_Q$LDU=6`ANo1hj(Y6`!_@$i%pd#mYtmnN3RuPmZ`*J68nJcZj{67kXau>;t#ESb~HopG{-Y_n8o zh-GxG(XJqBtss{%sGA{MaF+?^d!d-{iJ4~P!t)m8MRb8KgU8`N(ffE8)5gS|VINhb zj8PA)ribfuwnrs3E7!NraF^8A3gr~!bO|;Mu2%et!`er?s-w~qChs%YfE zGCDlI66KE{vx?r%d_Q!a869m;a{W;WHH#sxwTfN3`6*4|JC#rHWK)xVHH8B5{9s5R6u^2@obvIm8}mb`@kA{a;7U;<$Raemo9JEg z4t#8Nw~b=ez5S|$2|9C%c~|jazqgK;+7 zKLY}{7S@)wR^eU8Zt&{2%0SP`mZz!NXD(vj+-}8}Ox$%nbei>jA!)B&o#u{#hCo$Y ztJO%M*?ARDk{cM{#q@^G23zYG>y%?z$LNI zF75F*=)W`lt*lBmyA~apqb{Sm4@0D?8Ps#GlKK^f0n6`gBjbJ3U_^aA z80q9g<#2(k4yW4sp}-muzX_^k=P2cpi)9ko?@$SXcf0Fq7{eA-Acu!62F9x(V<+uu zFXS)YPCT`>#o><5g&wkFw}`>8X6(~clC9C|cSXt~jNEuB6QV4Di?7e*-f0a776TmY zL7&fmRgYOvF=S_5M>Mj)kkDh_q8cC+`Xbkb|H9Ab7L178Z9ag_+q*0d_cLhSzSph6 zIki2O*M+gp9g&l{=~@eyQif~{Q^i&(aVxB2++ou|av)05zShWjvsDZU5r@~G`av$Q zeY{3@IGxE7J=%E97jR76&qg)p@U^BVV*K}G{bNxzr8Co45eK3i5qPJCWH{7mHSxQ- zkP3{TXuO$=mK(_;Q#i>i*!iw2ERnJnbhtnfrY6)FKKZ^O3v>+XL&X=%#VVpm#_)MZ51^2Gyz4p(c<8sY*u6nrB9 zOO%DVTJjlCmHnZ167UBuf(H&Q2>EAVGIL!=QpbrFx=33_WS9LPa!^m4X7}$2UWN>j zbG?bJjNz$16C{d?KKzJzV~Kb+sqr!)JSig&T&gZ!QJ?`1t0u9zNT{j1c8Q+uS6dkZ zE}_8rWE{=TVtNiX)E-(R-SzHInra2ROxAGO?XW;LBTf0VMhoW(E;ISK@n!@kGp`VO zB;A7;)yl&nETeLHP5fY`&Oo%4Gn$RSD6J|YZ0#z-d-{{^JyCe7Q1Fmpa-8={_^3VU zAeyYcM~Ig#A`f>shOTq5oi)9M8^LxR>Be}uiUrF_w$rX2FKLa@`2;SnSfD2e1Rz>X zjM*smpt>_xuj;@I6^UbHqHfuh40JWeK?#mtSjt3Heoq6-a%o<#FnH9U$fOXM)W1;( zf&SxwwkpZu|2QYN-cDgmY@XjBzFQ5XgZDyKA}&I^G2Ye|?g!W2mt*%TUF;u7 zu)rbQz`p#X&d4hmJNdDO-cu^uAP3S<+;HJ^Fo$lz;AcsDq#xhtzy{01`t$fd`-e1c z2PrkIKfzPUQ;J5KL_bR`gAA{({l)G*5lEvczu)(1T!@(zmN*AFN>K&xew>+^*LXrh zNE(#G>zKdB8_I!~7tBrL%SjQAVw%*HQ!4;8$-V;!Fe*LlwwyMp(_> zo!6+sa{tItudvn~{I1Y&$r8bGeu=;z{-Y0loOYG^V|i>@aRz^`;hkPOrSOgH`{wr^1S}T$7A3)8%j>1cu<6pR z)E-QYiUB^p=oCZOuop`MRus0-22JL`bpJGmIP3nQPg8<@Z%#`8dt6zyCKdkd+<4T^+Wtuk@+wGlXhkyc)nY zx~VJq6K1J%%%0m)Rx7qar*yL`-fuoqlA`a!xzXXl7$TgecM18NOMx)}9qrNbK}wT- zTTD(m(8d7(WRu`XTs>hCgZMso-t-3b!(Qwb8xH0$IbcQqD+z^n)wl28RT~SGee1`S zS_t~%JxLzDm8}R*TKmrS-RGhQ2d=xZ?5ckm$J5F1bbzF)&b9QmTK{`He($fbl<}46 zmZYlV8~&}LTfUPcdRZPMHb$udSv{OEgXGwTrqh@=Hld^3?jFO9JYPh&dbydg;Gt2N3Jxl*+{SU3> z>AM{rWlX%{GMWG!XRHF4FqwBvXC6Y?rw;PO9L*5jzM_FrWxnVnGQ|7JJ#d` z%Dr*Q!mWF-C)}^{2-;VS`Qfr>XBVU*PJtuw#ehmJ%QL^i43)5`N;Y!Q1qMgIsQf$V zStS0XUbBen4h7lj^GyE*6|s*K(}{_NSBj{bT8 z-QyR}fwI_1HJ9CxCi9X7%>Yq4U{z^mm6dPv%j*jd`SWJ4eeV7;s#6=@G-m~eCPODQ z8kaf2DLP9d&({j`z47g^D$k6%Ddnf=Z4W9g@>8Z*C-#hH>lg9YPH&C;K9#5}l+WxI zB|5DfDO-2hW4VV6)YzGRKW9S)G1DXzGQ?}q#T7r z(8cc=5tBl8t1@wQTyD`F2{MS)_XC}&wDwEbOou9w49B_HC+r;1DzJjjaC$GR^)EjL z-E&sM(*E;bO);oUepA0Ree)Maus$UP_HRFr_(;L;vElypF8z+({CD*KH;VKBWRZIu zq4kB4@2gO8U4e&|i%PdEAebq5e}#n9YZn9X70-13zj^SIV<8p>0&C*l!;0p3AO}ReiwkPT}o2H1G*x&hM~ijMvf6 zvi?kf>(7}POebddnnjvfzatQr43m_4s(1-6`dMdQF3j$4aH^s(Mw9t8hj~UQ)@@kt{oN?4kCUd`jER*UN8TWBZ9$y(Jq`U4 zkVevtE^QcNWlQ9DbK2)yI3@Mu|9xRjh2o@Oc^PT&*-&j3vT!%RgBZAN*u*`#fxXrJ zrOxgCj0<8d;ox)fUUB!S0*c0!J6pR$O)1bIRP}C1_eAKLV_)n+uyK{FcjzTTWAkvU z2Pitx#wRbUvsHYbqO12sXw3zyzcS>3<+*Y7{iRChHs;y7|2CAP@$Q(}5NG7OJsbrz z5PHu>0vd;kPKtyC>yvVH%05HE6l1N=!CQP^8F9}|at=v8?E`|FkpFJPd*ON>hx-pN zbAIYDTjp$rktZ6`9!Bot2ni(zGof-US8hBR&R=h=syc4aym)?gtd#yf_o_O!E!0-w z%y@qL9nq3gg5+@L3NXumpQh6bcgt*jpaQr)&`=ye3himdTi%Ey03wu1$R^7d zw2VP};qiwv=?-r+$9L^{Z3s6}MCj&Ab^m}3Nd?yWS*Qa&CP?m&>{_Fn3u70dbDsBS zqbtXPC}{^VV_bSqUaG<^!+$je4oB9YwG0n!=h}5kN@v@pUV` zGT~MT&7V!xyN}N1ESVw9UB8H$*AR4u;1}Kp>He>xLEQgTk!^s9(3H2 z^}imwUJ{~k%J+R^+~ID?a9Qy{#tRYo8nkeJecbffk8CkbjHNePp{43K4)ZV)$ZOK5 znJLnW(YEP!mGx!+R1BZeh&Pm~^*oXW2trxbI@>Iv$qCX3GIy@?#z1O z@R5e1YPXjVANS3Jcc^0;{dyl%+LkG@_QkJdS2+2z2Zq14g9SmMYa`%+v5TcpzzWLl zxqs2Z6$YK}Iv1y~Ln>f-3}8Io91ulRIQr`ngS>4R*oX<-&eDD12&Fy0gP?(Bp^`-u zUA9Z-i_phZ>SziFd3CN{4CN`9L<3At{QaNv1r1dpt*YF*)9&Q0!5Ut)<(VKSXa%VO-dZD4Wq=7rv zhAPg{&7wNZ=ULo+GjyM4P(gmJvP+=@^F-J7GG{D}SgpIqE1X?G4k*E|Ko+Po?daQH z9uUvRkF(bLutEUXmk@0Z*mKZckX5Nd9&n{NI`W z9fh$4?;Ea+@^wBak-v7PXncX33+|^qZu2+e{N0yxMVvN(|J4Ny6WM5p)(NH=fy*vH+&b5{Ee4aR5UqGGu=KrGbJ!z&u zQ`U&#h?&_A4V|>I>0M{h^~!T118|FUfBnbq#(HbR`g+RP$%xLFe==(G+L!Cx0vrGR zT2kiTXleIpB}Jc$f!=|!H=n6zQ_O`A6EGrP(Q+!ZpoBWZD_DC5^V_xM^N1(}=xzd<63iXZa zd_ILK9|Y%!`J~dy4Zrp$nP>_~>s%NXfp&cJCT_f%A~9F(@MU`i1+#hFL)L3Ig99_4 zEZ(@s`bXh2nK?Epw;p+}Jwm(ytG;pW&pG<%FNB}&ahWr?@jwIcdgmA5b+Vlo3Xxj8 zn*`^|WR0O?RMe|Oxk=+1BxyfAR&{L*n(zxTc6V|T8OYpDS}3j-pa%W4Iek8%c2yuEN*=CYW5mxkVfmLG;&_Z=++GQ>QhXpMC|N=_;> z&mBISGsHdv(F<2MOXit6wPT@`s9HYzBsR}|W@{Ii-b{CinGesnC!S`+2>Rv=P#fOy z`G)NK!)B2ujwwHm@MTDaX&&mN80&l|>!NwfwztozwI0Wxg($P<6}pPVZn=h&ya?@@ zgNpvT%iMpsJWp|~1Y(L{o`g_b{mM5wNH;L@9#!TQFSMaLuWjP2X<_q z7u#`oTOr#R&yTSb7t*VGzxEso@wK~Z4W9%-{}JnCg3kRRtd$MBaJ~MBdx~6VjDiBX zv{fj-+^}a8XxU+S1|7A~3$3GaJ9-JDZE|XaXrAWmO!y~RY?aL+^V!~u1#8S2$PA0{ zQzW-pXt&4i_>3r+!2G#z_a%SHDhN4Z{d7d9B}&^p@M@LdIkP2YX~|v7t&#uz5^T{*VN@aMw|$94IR%^8!j;+4#H`A8-wO4e9y_Migz`PXWpQPk7(>dMop#3vuWKT8SOyb0oV z&X6l6$f63K0B5uwqrdQPOxw499!dk@g#$%X4sXr_U6V5`K`V4Gj+KU>*I*&z}ZAz=VEI)gm@w^ ziogaqu(rNOnr*%zjbPCNhX96DK0Pem+VEfE)&Sb)r$g%=+xowb7WK-83-O10Ud;VhirfE#JxE`>>A9M`0T?HG)8~? zY5MiiBXybraC^)Bm#ZH{IB#7XU56d=tZG)S_jAXtC#EH1w+M{Z0es7J&9m-xKgv(^==zol13BMG#-l&!PdFln3{*pre7d%>PuzPLZG zJrp(v?o<7H`1!H2&PYC; zt|S2d{Fc(rLrDIv%6#2V@m;5E>$Y&<4Z_3W4vH|I=-!V^!+(Qxj_<6&Raqf?(4iN$ zw!P9SySqbHqE3RA*5Ejy5JYVJ%ME%dra#xq@E+qo z4CFMtklzu?dqo+e!))F3$^02yu~i3U+JN2r7GCvCH*{#^jIl0((;WD4K=_u9khQ%= z=MwMogcY(jg>y$cq{v@+qco~2EYr8IuadBZYmZXP35Gxi&ycZk9Mn=>I@<@U-CQtU zH_~76&?#3%stq13xkgmb819`cKUz^-U_nSyXpU?&p$QVl@o#*(7G&vV;ynn^aGWqa z06?0wQ1%WxyL^K8OOW(xZ<^zP6ioFjU39ZiDi|0_ec!RpRzK&TKUpHgb(y=iyPSI? z2GlxRRphZ>4o`mMtFQK~a)hK=St-38F&mDM!3iWqm6r0mxKsHFq9stCJR^dfu}Li} zX`(|+FNYarDSigmG-3 z0vkyHFFY&g3N!Dv(##^`f@}?56kcKktI5n)p58=>l4XPhKi500_t|Bpgq20zfW{|i zFA|4)VB&e$5(x=7bd0Hr#R!$ICIfG8d@o%PlJ<0~V6s_c>}}{YXm042X}=ZvbW79F z_=m};VS5A4gRh)V!+$BnqV{JfsgRtK%rF78>0=P^t4fOx5#6Ei zl@^&L+`4FH-G8PnJl%Vl=Y&nD+hu7s83{eBd#}@6Bz8}1=4uHjXDtS5rLtyBF*_3zL7nZ4cS;P zYAcr0#VEe%4$~!g?`mBh;yHevSWA+d4efTwYN3*>t;dbb{sljCx0DXqq4Pn^Z%*E~`v(^~%mvT3(wd;6k?{u z8tvNcPFNs?mCAob)G%L_F>r2;nsN=3Q#BW57bRsIW?x@XUrz?#1@At#WT7`)2mXYb zg=vynrc9mvhAQ0kFy!Y_y>D9E;GQeYhDF~sE(Y#V*SOex38HrW@Nr4qlsP9yt!9z3 z7;tA&f0Mv5?~a>cpP90TDEUt_{?{75^;hyh=Dr4z3KBvwy=C;*Dkw%KNB$DvZEzb% zyxAG8-=ByiE2fape0^Ff!ogtB*TTx`m6OoqM5;;$yhWqXGgvMesde>zEVwJf#8%tm zr-j#O^rMyp(mPkfr&T-n{3gXBz2!?iknG;JZ~$06{I$+7B(??Lk+OwA+piRlcRNG} z3UVLJLKnpfyi_}}%LoY&V-SW@Yf`@W#4tU3tCYQKQs+V4%7@x)r-=N(j?y{1ieq?w zuzZl%F`~HNKuxCZtV^O%ETIu5+#~=hY80T>Gx3V-CCTk8Lr*x{cdZ_G$VgS`JahZW ze8hRmbaGsR*4-SKwP&5k%U+6ffbX1>#Ar2{ZKbWm%0L|RniD+as`#eu`Vmk=f-2-f zX53=hd4v0wk89(xDN^$F%nPLKwiWCC%{u`{jd!!5@^|O*L<5)9*+8yLj^P<4#nE7=Agjbad*|_-}B)vwv{~ZYD)V(+H+!os@Uv2&`RR7>V2USX9X$7T))t= zcUrj)1~kVJ?{dFw7W{Y7{=n%zP{RMcqrd%mkB`z1ZpM(uRu2Kk+QI=rG4sa%4N3LA AumAu6 literal 0 HcmV?d00001 diff --git a/data/multimodal_test_samples/images/1*OB43zXlHa4fcnL3n44JxcQ.png b/data/multimodal_test_samples/images/1*OB43zXlHa4fcnL3n44JxcQ.png new file mode 100644 index 0000000000000000000000000000000000000000..b59b64af6310642f303143ef9792295f7691fd08 GIT binary patch literal 91549 zcmce7WkVdz5-#o<+}(m(aCf%^cbDJ}3yTw+5Zql791`5!HMqMkzQ7`vbKdu!`w#AZ zo1LlZp6;rrs-CWiQdgBjM}|YXelOK+Zd@Bd}d9x8>skeAz{P5n_`EPBP09t z#U&HW=g;Ray;mvA>sOxs4`*@MG>Seb6l`dZ5Xg_VHX$ZllyJ!cbw*s2flX*IBX+O) zL+ynn;VW_)lCRB=tU;mN)M+J~z?YuWqU;O`G zzpF&%>*I*+x?N2W1NX?*W-|33#l3#}AjpwpWLi{-6FZ;?GbT|I=N7fcO9O z{{I%E`g#;_vIz|Y0^Pj554$4F60@?hJY&01!l@rPVNKVNJl6g@(W}jnEGp7q>VB*q znsSTq9e2bqcx((nK)}e)!tY1Waxlk(OPim zH1w+=YRrB8s~BXwg-kM zy2gmHlE4uWbdsG{5Kz}#2s~=JO4g^(rOFvVmc9p_zKz4lJM{BUE*H*^f$~RNd9xhw?`}-+W>hp=hKVzwuY_On<+7^V)^f{oG&f=e6eraa&yXs1jQ%S;|<`fbkUa~zGXBTP^AfOHf0T8W_C`5&Moj0-% z#xtZu{O^mu)5z(Aet=iUY~K(jM?^k|QCnfELL3*L{Qdn6Jck+z|E7VLAyVmjOrf@` z8i#1B7&(nnx!xp!?2od}F^5?Tw&(q<#xgWpJug_PToVD7#&KYH636%{b zogY5s*3H#6q{xjjo|}Wzbna>wC2aL80gP<`R4e_iKoL5n)L6xok5&PF8&1`uTgqzp zkb%q(*(F2ENwk}ZuEFluG_u7>bV{?6IYP%C;QFAuv3^KITBtVODFE)*%^wVV5Er?uwqAGIsxaTrvK~d!Qz)t z6XN`CgPj48a`ghq;K`Pc?k=%yNRC0j>R++_#EIsL6{PS!em30}pgqUcEER6kFKl5i8w47VdwkpjR6v z0L6_l$n^d`m8^IUu#K68b?_nP)L{~eX>4R&sHyNAGSm1{=_5Hpd?tu}z`K(#KMh;B z99RFuZAOBuMw6pJQbZVJg8jrU?WoF}iR>n#KaD$Dzr?S%dCy(#4rN45X7RCinN+X0 zddA?h8OjgD5ZG+PXPR&*d!Eb}pb>Fhy1!4XAel)^vr@N?Wl-hB^Zrb)6GP=w`qo$) zJ2wqlgbtw~huZ_f=)(Yk$>qy5!eX_NkbLk2TlqweP}=VUbYh--qc*QP*;cEuR6}Pd zPv3`2swV7Cy3D&~*WG#{bhuXM&c}$&yQe#ccne?1J!{)QKI>=-GXaa%$3qRBM&!|0 zugE(lx4mI)pd>$kz!T4xpP!?0g?)R^H!AhG6~9x%r(N}gA~t%SYCADB+C+VzTQY|a z!ic~i8$D0`D@A4;H5^9F5{fI1=Z5aL_++arz9?=*-8Q^lCtRr)gTZ)))r z0T1Q*hkKIGdBajL_%Aw|U!C~?qeKYY?en91Ca(kjKs;Gi=kv7^{+j82pL=buaNu)# zD!Yj)gIca7G~7N3uRZR17cdWANH^Jq{mFYQl~p0Q^SxLgtc!2oJ)tb#89%z&szn3oRU8|zY7=^>|X{SG`57Z~(xYAg+!D-eDC(6+E4V#7-6`!THn%$^1 zd1{x;haA-73fky+e5&bswSU(#;1{^n9UMIRFvi|>`8Z#pMe^>sTfj1vtOb7mdlnP$ z?JZBel6pg>!g*yDf@oza?R*He8mLo~B*Lx$6o8@g=BR?2quXYAt z|2B9W&kh#JCB)WQ3|(J6-W1LGn3$&EYZhW7G-i>td z9ortB-tG6%@aN}>*!Pg&29)`R)g%AzuwtmVEV|S3d7=S{w{Wf9LW15G<3mRbq&51# zM_UnZzp~Rjd9MC(T)5LJQzf#SEk^dh%!Pi(oWY@TA(z8RG8(|crSdMjaXSZ_QLClp zc=~rcj=<*!*|la@*39(||0WsKBLfHom4I#BLUp>%LQXV~Mh=5UyHZzKhu`=eoK4b1 z-6N(m^78Vo*1b33pAc*TQ@J95j=+~EKsDg;+EDwM#6sif>T#}~6lVeANY#gy{v&(iYvrhHpRVu4N zI#F+n>+T?@6ku-{+nOg_&+i>#(y+&`D)ky*{vyWKWo40YPc(Z^=Sw`RR1Cdu$wRY0 z_+oH>EG>>+CG*m?Of^T6CFt`n?YO)QVc+_z*B5^p?~646ORV)T?WzYtM`*+MIGWJ) zbi&+8@wQQCftZHr_)q+yu^mwj}Wv}qXHSpnb8=ovX z2o4&3{B_X;II&2@qLRrIWhbXzXD&mdSuDRs;e!ds5IpZN7)t~|E2X%DD#Fa~pt3CN zl8YlAI2ZOj`Hb&YvQCwq%&ZfiFf&O=5srda4~I0(Vv7(Wmm}yIYtZCG^bS{zqx^1r z@@!J?!M(YP@^YtHE`eNIKrWWBXBUPiq0VJ@5FMXfn$kl?jWA|oW8>NR7IP!Y71r$C zrEvyp&H7?@hZ1h?tS2(z3-z#(tPG7h{8Aut8;C324|S*mgxrKm`CpKtyx`$iusw%# z2OoScw}P+UV+03!6vuHi`9FCaAoqc`3&B6g?&7AStx=JQLI7CNQNd``XOk7E>$6F0)|phaQM5CK_+XFTs?TQE@w-euc%E$ zW_=NLS%|Obd}PfyJ%16cq#w6s=Sq|aI>lUf`WJ*Q(E?q9gB?=grch|bNiQUuF+tyN zpbR~?3TJE0q`c%L)?n7uXekA06PDQTu?|+2jD>Vsx z41WvQ?uGXvk`(HeVYHdd28jAz?>+OCH$x*I$ZFH(znkgVQ}~(ehlF4UAHHfTsr2S8 z%1d3C*zYoEn?{Yc8u|R;B}!@aSxIY=e8TW`yo9h~jxl{=0&soPM{q zzn+^hbm*orIo`MSqe-W56DrK|`=;5i$FSJAaEJKgtQD%uHvbIP-cp5YqBQKgF#*2t ziot@}p;ySjN}Gje{DZ#9n2m9Pqv@P9V5SqsbN0JPe{v`=e>2<5WgjMw-7Kw_RDh(&`{_pRIQscy4;f$Fn4)ZgiDVN^r3D_D6&?Q7BJn7mNVZG`Z#| zGvQzi=e1_D0MrWyP3>3#|9Tjx3ws}g5wxA5gefOCmjTH)fi^0|4{-ipzpa;ylWWm0 zo1CWHj!QzNfAW`Q zhI+mB!2pYM1Vh2lBaFv!aDP(@ni3pEq=FKC>D>ykgXfOyb~B5;5*=Zrg9h)V0Zp$Z4!>^Gt6&ax%xp}`=TOQ^GPr1n;ZA|vj`LizO* zQPRU%!R#`C;qY`>Um*;t*;`%Tz9e?2WBF5p3#!8FWZzc9`Jq?f{v$e#fyGEy-JNTP zlBkPmMt%;15cHaOA08BWoiCzZ_P!A*;Y!o6N8;&bjRNU*YY9t;(;;M7(pMPs4tFPi z4e=W>&1t#;s1x5fLUr+PnLFd^74pV5^9haS(HAMjLj;EWCHQQ0uno^$aTuHWt(G^XneB7AR4Sv)869VywR2G-%(>mh-u|+JI*b2$BLd8~fGb%_7M?}<02Eow z*x`2Hn}-^XJSwB3o~;&1b>y})G_-V7j&@TNIt$EnRfvi0FEbIW{B|z{%*5LYs11g< zREQ~bPg9tkJ4O;7{lp{y#`N1%p4il87$sB$P9jeg5Kfccw~2Ju$oy{|tiCrK` z6if^2rSCdhAVk=dpuX6Q6&4d3bs3J zHt`SLu8ZHWN&{(c9=9cwH?UPF59M=lc;j}fD;F)CHG|Q0;97DU> zE2|@nwNbkN%o$?Z)?}v%N|T=6hV{3^2zC#v5LSfe9w{h`JwGE5`qaIuPZC zmQIJ|ARYc0cE&#)5wZ>Y!(ovp!cq;(Hn4{$gep~pC?7lg6fs?b1HI4@v72-yAzT9* zHvCL+m8kYBWz$sH! zikP++kRfP=)o-m|w{zrOV-)MZr;v1Qv=SC&`EANw9QCOp(j#xa-m+C^pk&>}{VOA&t z(4QoLq1ywzmY97Ttfs9!<-Iw`%bApx@2OMbdU}5cnn&cPU?ob!adrH8OtERSFcL#K zAT=tH;p7%qIH)jZh63w)deVgD1)jb^LZ%bgON95v&(5YWMkGLo@bak}4({uCp-q z`XYanQH4q3AgMi4ZlV4MgPI#qp^g8IcA8uPj+S!Mn4Oj$ z3yn-L8TRM-6wPkd);nL4Z8jcArdI*iU^8{#j?`VFUJ&v{7Oq@L2qLMv{J;^&$MK;OD7ZJea^<)Ou!~K{YlEfVbgA{C1+oF$6*>{ zi4V40NL@`J6@rZwd;QHHv+-&t60?b>*^p`h-VtenkLRZLqIm^vdIO>Mbt_VYB)iO;!!AxQd}|6COKtqFn<6gdgZNtLtRY*+0##12qHy0_2S&Fg`VTNW ze3mzi-Xr%HG8f(^;YVBvPZ1yd(20pk!Gh-&%cUqXGnG%1jEYaE8&J%ChL5G|eQDH4 zv_hmUf6I9U<4G{a^aSk)|EstW))tM;???)6qzE(Hs8*eA9=4Ii$=+*4X0;C`+|Ba6 zm{vFVhkHdL10+H1WE;tb2tN)`EJMH4L?B60Ek6n{!Zn$#mL-p1aHzu~pqVz&a6nu% z^xJ(n<46UPj6%E1S1eRtkN6DFMPDkcFfhEJXEB;Zf(uxTT6s{3T&6-mqUov}z@Fc~ z+=)d0&^($1=fnICwMVtH(eX?>6?buDnnL`NkRPT20l&#-NKuEueUUx1c^wD8vV_== zB_iT2*hG>K|i*~_NEHDD{?=aTo4Kw6{oXGbe4Cix#7%h zvcW>BjxQAP`WsL6(rGxPHapU5Leb`D!RHQ@iu!QA8hZXFPh>=f_&0Cz78_SY08wFe zwZ|Ak=Qf1v+a)DQ;j3Ut7Q7>M;M`82cXtey8X08vi*fc-M}^TMkwD zKki=={bSI-dKqz})!zsGhv9ygqn^))`S$-&>@p8m{Q2djs_VLe;!SJ}&v03kp!sLt z=9h#w9g_%ave2iE&AX~8yn=NGAVFiz8_8+V3(3mjo3Y=H`z`qXu*>Q~>$z#mnlM7* z4aPLFrL8RscIuLWkB_ex=!OBz0sU~lzj=epS5gm@P`7#oiqmr^_f2gkjGbH@yh=P~ zpPD|9guT6v`oaBWdq~Y{Gx(O9A_ynLPUR~nKZ={gwX}-uQo5Xfv||ApGHDcf9lCkL z)kk3k#Cv*{ZokQqoyDTsCJfcY)V&JqXdT3NwUTzfHK0XzVN@R}EOc~{6x1Dj#C_w3 z?$7xCv_<3OggYn_J2r9;A`OyIIk@jRIy{tnKW3<#e9PH~5T0!UA+M~DPmh|7@-r|g z%Ym5OsThM$58TSPc?hC*4%$cormAOFclTHH6k-(7#GEIHo)5o9@sm0mQHk>VwvP6v zkSN$UJBo+5skN3k%wRj_*w9d4Rw3x;3@>nV4TLddD&5=c9t!hsIkZ3t zOKk7+tqim`L2ROb(;5QhY2Yt|wo|6H7pF^w*ccYX`P|nOiOxJ98bH7MjMeN=p+G>; zP432HN6`^>5#rOu;q+AW8@Xr(^*LO84+j1C{i|NYg|_d2lWq3|S2F0QcqL|Kvdn@i5A=x=7hN#T7{ zU%ffj?!8{y7)Zt%Ph~y8`$j9C0R+Af-<$rJYX!YvgDEGC5);(HebJ1R0EO=ju)S1h7DF8+MZob_cZuVK#vFqMD4^z)MII`Qoxq}zvkhFHqQT7D~f01){PM5d80YAChFwocdr~S0UF$cu( z2Th<%fF`ey+jA|8!{0fBQT`0EyWR;T44@pIKSt};Ye3)4_Nl4G%loTO06@UQ;km=> z>iYp(%`Tysz@Q04;BlnkVLRuYcm-hapZYH3&swVUaRHtIXktLI-72s_-{K+*&4vHr zP5c{KkuzFo{r9^4Ykbi_5G41s7j$>$sV7?zX}BvWkfJdf@9(m1e4ik35?tSZPOyly zNR#dQ7GCsHj1hPs(tUo|6sP5_=Gp-gZo?^$)$|g!ab`ahs|ubHEdsv_i;R<|DXqKT>qxO$s+um9$U@acFj5J%x>ah zh1ZH0phd#<0gy+jPEq*PfX#7RG>K~)(%k|%j5X5nzUullQE9Di&oy{XHZ+v42Jy~d z3kZmNw_c*p5okY^B>oU}MnS^wgUXz9iRZJ??3D+P{mUlmAKHIEomjk3-CbSZbKM(l z+GKZlFBHQX7ziXN9dhoTywlMeo7W9CvYNlBS(NieqYqj1V}R z5Pr@=`>C+7oPhwQ}^q_j2UD0aQ3 zagwG9IJ?^z)7Q#ggz-hRHCZ`4`SELTbdEVLZG(M6)T5n`QQxJMA^$j}6akO6=rQB~ z5bJ-1u5%ijlWPb)H6o&BEXEnXCTdRF8L-6f1tFXgV&6>PM~f~!zuhr(_Rp~tsRf6} z*5ohz$Y0Pp4D>ia4U#iXh&5XDB3h&{IrN>+aLViOwKnu|>EZW-l)D~p)9oIgmTCLD zWWi}gh~K%@-H+8V6DPY%Vs1J=Y~)K?;*y!%!akup<)U3=#tK25K1T^LH0L^Rbh&!? zb!VMh6oE$0C zHrGV9t|a#nK{7;Skl5?%O}9z`k#+^FJ(xcb3_c1n-mlt z%TKbL&oSb=beKk{-hej)(S(49MqlgPS_{#Uet}h}zchGx+rfMHuI4fB4Gjh&~VP)wsn^+6nu;Fm8zs3H^N2Uq5R5 z1Cl$IE_eV^pP87+L}9VPyj3N&ptOKp%cRI7kLLes&9_=QM1P<{`OUl(U$YtDnuf6{ zs!TVRTpU?LK09H<$K-i7pZv*Kzq9jdNA?qe_Nd{A8`ic)tBiX$9@KclYgneM!!>XrKfi zUSEA>>7dDM68)4sbt1dQBPzMZxo4_hD1D&=2~2<YgIaAyNcmZmfyDLOFtK@BDNEghoLx+~Eg~*3L6fN#Xjk z1F8~j$TXLYSNPIdE@>3wP3Ik{Lv;~ppw-N=eY8^)Bdr%@RODr}E;BmBbdEEm;Cm;Sm$$M)^Iko8=2SK!A%al>ZrzD0k>R@;%BqRMA>e-Y8Q z(_oVdm7Y&$C^9wQtUa>_4l&n+#W@@Li?h_6W*wVW4I|9$qV+7c=GV16c9+pFid=sW zY19*rRD$aDHn9EOuXyH*S7XJP>(Kt<`v*rfq>lj{RlHQB}sEY!72qEN@P7S zFl(b7DCJr-SQ2~1rFkn~T5}!M#?VZP-7CFyZKIt2eIeICDdU56p@-`nyq>D~sPE;1 zL?G}F?efu~zL-`kzx4}imn$Ei-|K-u&XsUqWB3xST^S{0c?9@8a?0RwwJmc|^lh8^ zS{R4jUU&>1ulZ^Z!6?ut<9Yp=NxNS+S-{MCj)A1cjlu8ffGMZbJJYxes4_z>T{Q2i zsWqFfupF>Ec_Sp;)E`frb-?cU7b7j~rVt)$Aj?T4%IC2Z(!l39q! zxX~wB(8+$qKY)E8jx-IDwf=bxX4L0p#8WiVyFV6}TiwLS*CQNKze4br#cv{oCvD7? z`J8sY?S7AVsx6(M0_!R}$j!&sUn5)@uhOem7{eQHysaf^Z>NQepHCOU_sMukUJu7+ zzlFg+>Fjpr9F@)ab??#F7|KbcW8enAlSIhvt1;}Qj``vr!!^mky&;d*(h1^d@{M8{ z@+RrE!Tc(;EAGp-%?_a4qvkoiAFepvH9|}Q@&#(=9*DaSVHehPz!m0 zV}c#d((3eS4uJ+wA;yHDdUbz`?MjcGhtHuIal0LdiZe$Js0F-3zV71}x{Bq2;@3|M zP1^382tnHKYl2QFBR8C4{}3R-NjXAgifvSt-M!PLcM$aD4&j(6bO!i^r&t!^f!cB#5oFD>ujUZtY zAI-m1UziMcT;`j6O)lQ5(*Ddg@J&6uq-#wdCYXqo-sB!GTM@dW9B}%(VOGMcZHkt_ zjG(yW8Tolc9dgDdgz{m`8f-Rw<}y;4TVLX^UHomdR zE4+FHqA_MOXd1u5ysUnZ&M=rWp(yrvx8%?}{|$Pa$Tsx)aa5~}I>)xR6S>iM(t1VT zjhT0NxjUK}?yceH-A^b#m*%(sREN)Bl46aR)h!LNLp!O*=p?88G#o;sKR8TU+(lX0 ze-uo*nm(m6DSNV1zY3y0Z}}6+TRktjwFW-z;^T$-qMQ~KB1XV-A=>3&^mg6Ej&3hA zn0x9Ui_@e=INv`X0cg4q>J+seB3wXdDBVNlvLCPPIo#~ztKvsL^qm)U~-b` z`-8FTS3;KgY1-Y3b?U6I0sW&xs>u0PBLXjF=*OfIks8jTh~-Zzq$|k>mT1d7VKow3 zS^#s`ix>~7IU)^zIV)EEjXK}u9OU#s7s0mMJ<&;cE;0xs$&kvF^EtmEN_-tDAYh zU0s-wD`McW>TIOh8o2#xjwjf({GHA?G1i4G?`fX6N$TilH}IJdOL$iE(TV0qSSSqB zPsV@tf%6^L+uBIxGh+3*?K40X5`(c)+=i)4&DXupao~cy0bDWAk?;aP`4zu;qyGG8 zKB;9k&}SpP*`FGCc;B#kW*iA(I7;hg{M4B)fbjEs-Nm!u>H4yqCEqDBy0sJ6C&Q&n z3BA^;Gi!D3q2}%yUcFuO=iIC3jdqJ`;*3Ze>nBw%N`;{PsRJ$xXECC#@F9XvDAN5l22Q^mnncW6&tH$aqKm4mW1*=dr7ebVvu_49=L&GLbz z^ea7A!sZG0Pm<5Uv0D|GO39hZ|`$~Aj@GE3+?Xs8-yymhC# zG5S56-t1lYB?7sPA>EykW&ZDo{G}Ak?(+-O*m?~F$O~y@Arg>1;P|LqVX7`=?k(xx z#^3ZK|Dv+>plwF=oa|OJKDJh5oD1fK@BWbMdQESrSjFo*T4CO~wo-*fbTE_8c;O~D z#@O&}h%fq5pl_SN1&P4Z&rhyxz8yCxwJ3i)r_CiAYNioq7cq@Rx2_9;rUHB3Dbz({ zqilee?g?07r;LSF!9nZ15a^VXa|h6 z4rn4ehGd>MqmMYu%V7zpE0E{@U$Z(h%Q?j2R)vQK8mkIQa9#xl;Q(_^dBnyz2c%Phb#jth7m zGaoM@J{KQlWs_bNmf}*5n?#6oD2#Ylku0j|Gk8$_LWJz@pa>Xr7dcD23>>PjLKZ7=nbeJ!JZNpGM9jK}Tk%IYEXLe*P9Hl4o+%y|$XO1RAgm{`~ zO*_j@2)-Q8FKNx!%1Q59Om4CR#lUTkfhHhvy`qp%TjonP+Z@_9P5veq zK;Y!Ifb>+4!XdZ=E8>pcr(&7k?KA6GAopQ$$?>qG`7MSV3PPqB; zzTlmcv?PEaX1kcyLY)B;HSH$YCA16D&R?6pD=x4p$a#?#$S~kviP(rt)oZVxb`Zq< z;*D3-VN~(>akLid4loKSEzpa`75(7QUu;Y@GuW;9gR-gueJ#L|Z#~d2>#bvJ31(EE zmDyn|pG;8rgyZhDp3mW66_1P6v9q&tZR2#cy37ROS@L3LjY%bhr?CP|zw*hKM5UZJ z7_{mgK=IfGX1J#LnbYy7w*-#}z#8I`| zhrbs3Kr@knu@4EqH-u`=Y5k-~zio8*c-!liP-)N>@*XbgN~G@E#~0!3s;bXdYDCpz ze;L-LQWtnH3S$FvU%3O`+hKTGrYwnPEZ|Zm^)h*HBq^q&2fpEkB77m0zEbKhYXe_o z65GplzanzLuw>yls1$F?y-n`M_hMHawTEED3&}%T&n(Va8(;1MtK|fK92W2Xh@aa( zPJ3J)#rcTXJ~@#ufsQzn6Xkt0IWP1%UmbcS&{W9acuDXwq+GK{kte?ws?^a|_>{MN zXhp^LG<3YgInnCTVA-CI_0^7ZV2n7yTqkyd$Fj!c@9~%8+wXIY-do0goDlezg+o4j zljeZL7l$d~!I$#`RZsW7B}z2xGpjAmcBYWvy_TULp#w4&8(+1#7b-U(`{W{dPuVAY z)fB^S)3#1Dt*);KWQ2eqz`@h>!^LieS#<>N)>{4u?a2N3!6B=}CikdYC$%MIxi*UZ)2_3Za0FFCc_yvW;{Coft-cfV0$5X0!ThuZ{J!~JS{Dcl!J-^O>CpYqy zrfEvpJM9>|wPt3k)bEZ!B{_Pz1JCDcz}lxbP?6p6%htIMlm=Qsuw`gfi?7^c@_bc8 ze`61e35wO=_yaeT5(tD#D~akge;rr(v_sV*s0$a)Uun+mSjRBwL>bbXT&|IVh1xEP z!#7!Jqa|_qybM>seWEM8egyA+om>O_eu-MxBrVm1zW*A|2L*+R45d9&NE6M)nwRMp zJ*g(7rtpEjfF3oob^yEi@s@r{;K)K(9iPWY+&wT;s%!owoYlr^Hiar$^=mj{DS7(n z(2zg*A-FKl3%sc^*O@aIpjWHkgZWfCI8MxCb&orm!Oifp0@fj3^W^w4uKk_WVk=lN z?&E;_earFT(ORRsq0Tr#Z7WPO``4w~ah-kgoGdTW6$!0Ym4dUV`mEb6YlNR;nW%oR zG!E60*eef~1T4((Key$!8A;duJrj<|HC_uJRowY9#^GFcuh6NT%@;$YXK*rNoCxd3 z|0QRK6pbWh~ zvdVDgw0kod8K{4cGoVcRLlx+rxfv4<539M>vC$sThhzObTp9yg9krYb_?F6JBFRbJ z&!Mum9hEesIJpSixaUS?Y!l3g8J3xf;W+?vQZzGkSDKV+5#jqZ7p(UNYDT=bGh#{C zKGb)oCM|gwcmOn3`~mE3Udr~oQG&P^-Qd2zNHN_Bo`J<1C4M(8D7f9tJEFILpDk{d z>1e-J)@lPq0>H`fd19&~nhZrUD)?7$sNhzzuJc+$Sf3=I+O1NKNxANcInVwUZf=;F zCPL+WH&se&_T|bUFZa0kmGMA@>^?C|wMRXLBLd9+t4>BY!z~z413F85@~scrQxrrOpe)&si@jljRTK0i_GlN zgbdvis$to_zYa8RD`$?svd_VzJ(TY8;p6l*CI;DR%*mWd@|mw9`90iH0cjXz5jHWT z%=jJf*Zy{Y4%HY=WQ6@YuFXB&5qH364lbM}QoJ!o=8N&s*qO<3IM~7H7GZP`86Ow! z*$>GGWt8Tm8QdG7c$xmC%>GJmC|f$8AsMiESAv91tzP<&5yDz_D=FAnp4$H~M#KLo382#iGIH{r}C4$b?o?tXMBuxg|_uw zyf8{;^A^n11JdWM0$jNr#aeRQ7$zo$4k@x3{Oq_U?%Ws3-kZR${kIU{l{fe@GL}M^ zP-i>Rz(>Eq4$EJhK zZ-eg-3>3ff!hd=1$G{peyqWuxr)zd;@ME)?l+YQKkA(+br4RRDxdREE?&YidsU=lk zOu5_$dE@>lest!?k8SLak53wtv;vR0?ISn!5VW;;dt zlS<77K|x516E-z@->-)A%|oNHMd-*4!aw2_whEkFixB=W^;6prRe(5MaKkUzLZ2s# z$pku`zE`uCuD_4}>MHOTy`qVV`tP&wGB3ww?%TX zOwhH;f9_E5^m2!vD0sGU%HtfOF}x=?vLJr>y-|})WsHy;IdivTAN`n+!sz@h`jAC6 zToVuFvlWuoI*E6gz|evE>b4`3{Xsd;pFv%Fqwdej_0x~(j3yg^c5<^$i4M?4yAq-k zX@0A~Y5myWyI+e;R+-6-Wn<)CsEx2ZQLe$hr#)kc9%s*-qehfX`_|!J?3tyEZ7ycd zR!X+<7SL;R3zbGv$TzgbyCU(37u?jD_0A}1oWO$THK5D66p=T@>V#)adPQNz42~)_ zPW0TB`;gsVzF*~j3n%of{A*V{yD2+jG(k&z^00HzDzwi<#|6iTOtF^9E*j(Mn6^Y* zvcKtF9)=`uzEl3JIF3+>|B_DWpli;5;pg0(c!C+US%p!1T;vkxHRQlbf=Ka22z&$rzz= z+(Y)%%@bx8(&_QOMN;u+Bo-FrqAdDf?%+vRA-cF+9!l$hp5_;#e6<4JA?oOG#8^~( zd8APDV<^f>YI5lJE(l6f?X8-)0dvUTb7j5^9GgGp794t^86l=Y@Wx^NDK^^mL5BP) z+hRseELgqb-8K((ix$=)qc$I>P!Ahl=F*RUrPrB5{g5avK@RHTCWP0s)WCd*eG5GB zc8ZkDfMM_aHCeqASdmlpXPMkN_r{!v=_{=p=I*4xwzEm6O4J;^^)_rBZKN}4X_)H= z{Sa++NW6=pL0=k?!~#GRpe9g%uvHf?DA^3%;Bq#|iGLthMIuvl5XZ%e5cRFMl&dVw z!aH7L-!A32X9lrS1A{_DxTEVPH{eeL?XWo)Q{6WUya-2fS5_)D1Bf0oSv)@mN;lve=XX{| z(}>Z(velZ}*3a?A7lwTIavd}$w29Zh0W*@!L;#&o6{dLdq!_N8wW5w5-& zd<>tSg(c+oIg9N#%1C}vUE%MqBo6PN$Q=lV_@X!rEHE2X+!Zc(oKCYE?-mXwC>kfU z>n?rwQ#$*Q)+0hWD0>7L`c0;6@(mGoAg*aRo7l)zF_;*jPh7J5Nr8PlyO?{vzbGs2ofGNc5( zNN#K~=2~cb;A#3;vCmR0UT(GmzOydLt>m<@k1cRk43N4>m@G4n@zcnva4df!_{*f7 ztXn!HE?mfKvoM{B?x0-FfTHpKJqD`;YF(a3Xt`_0APXQLconEi;-Yr)P~rO;{`(JT zp>upU7R0x4B3D^s`vb2`$Ax0d2e*>nVpcDw(vt<6Kp0^MyP)~ue93u@Z7iO($jTu# z!zxxWnMsOXdlt#B@k3=*||6HGa`5}Vgf*;z6dV9Us zAhShB&BQg4m`6^B+@xU9xQ5B7)ng$nCdiGYb_hgXRsku~OfJ^oe?SjHCP-93(FK@u zVrs(OL%YEDP{TF-+{}EHb&l^Si1Meu=2iaK3%6wirr5AK|AE8}1#`L~0vzgb|K2OJ z(;*EofoPUCW>n@YKtX%Jz}=efuznvjthJI1v)+F=-?hftGHH$?bO`Rt^ml>c$XguK zOE99hbhT`!rk=|;gLm15AZe0wSV3`D@g1yDT4YQ7(yumGOzi&ZG~{gwk0j+H#RY}L zEP!*kx7C@I%f}=&i*z7`dh^Kax&OgQseRf^lS1P;shOiFJ;TBN+ZI z4xj>v6GDqbB;e<6DEmlt#srMmL}7}MT*VrJgMQBaoDDt2w3X~awp8XF_Alm3a8Kry zd_ZDZla3|%K0BnKmR0k$lr+lCWjS}#S5@Fg2C*Z{W%cNANVNfBbpxE5yMTK-OvXBE zya(XzK z)y9PEG{54C%XV{TlR#)zWUXG{BJbZf1Mqgx{^o4<(WG$ZknwsK1 zmS9=$LVZ1lD_=9N4yc1T zxQt)wbqaKFOlI2XK*PGW(;3h4x~!4uH3_<9lPkZuLOq{k1>y!r{Z_x zr4jhOh~3q#=?0{y;k+0W@Ej1V{_H9vmoA(!=rAwZw;&hHbHKiGiogug34%oX_F9C; zc0c^dW{DUPH<};cH5vDk@B-Opq6+MHQ|NPe)S7iiIXHm~EnmY{#POFUAKb<%#YT3R zh5U4EW$U{0oj)vq=UET|mo?GtNtq5Vn-{+mj!o;{9~8OD;#!N%-vPn|l#htr+Ck0G zH;r&oh^%IQZ#moEdSK0*idvvg&G>)3nng+ZQ@M`*QCeNv$J5rbz1BDk5V`+e z*G~ze+qm@@*IM~&Mli>Ca8Z_!r zz?vKngT#X+8EwhbyZhmyN*6rvAz&ZEd>c68e{Hmvn;vJHEx6$Y?{Yq!1Q}D?%vTJntq(e(K3a?6ybQ4(-|}kH9NI-eJfm zfpvBvdLek6d#MBK2~dryKsgwOf5IydjDHFa)BO)t(TGNw%P2+5!2j5F9s+Xn+S*M7 zN3&3!xrz4^(dA1d_Vi~uQWTmW!!+KHd&n@HbXABs1l#caANKw#tm-d%_(fT;=9Z);P|T{f*UDQ*ZrHw#iCQ431)mJ z(wi&!Rcx&r%RTOg6OC!TzS6YdVG@p)%)eZ=vF^(Mq7R-vdDqRZI)&6yQbi`%$Uy?B zWY4wJD_VZkirq0b`^Val-bfPb8{bZhU;E9{0Zy1z%QuLd0E|V|`gOKM!mR5v+T(ck7?J0OW?tLY@8c@G1FP9@|>k9TO zyJPp8xPj@Phk8ONA46uz6KmkO6HH03>`e58-ui8_RR+O-)o zUHC~Yg(Zm?yLvtAEOII`peabmW-B@O+r|vztNi=A#55jp0$I5mN@7bmg|}|0I`Uf- zt3w|(dm;Gr2N?sB_OMMwstH1iU5G-!(G#z38&z%Z#S>{kPkXG?Bb~;{(+x$c89gMj zJhcb`E%4mt)=_46MqupS;vy00bFHm>9jZA_>bOb?)mPf>F{$jQBIRqBL=ytiM_z5w z_;b_@qAC*TvvC%wC%RmD&nY>N>hzVZMoIlnJVsI=+mSPzdGs@5M3yI}m= zkSFNa6e7hb%86B}`O3-S``f2V*NlI!{MLe$DakYSNSrcKM3w6;#8=cP*^ONVwaF^; znWLiJw8>p_vsL|;poXhhE%;ZB=~+0z=Q3md#+C`Ws`Yxt{i`hxvJc- z?EQ3|2vZ7cP8$c)K=-fmt5|7!`q`p86amo!gx-oz9>4f$Q{zhNnkY4`c35m_OqmoJ zZDi|(O0&tFf6_Nd?{g5>()9Ob(t;KuQ+c1_ZNr&w|Du90$(oq*1cAllJ7IG@7Vd$MYSn5UVF|yiLpfR6$YsTc(nQ zPvhu72+E%?+Cv3@-^Er;W|aKijeNo0w<~~s&3>ge zb@HN8&MK{3j$NQjg)*>0qC0)DX#a!1xS(zfj~UO4Cm8{kNLH+=?4e0VVl?nH4=7u zo2k@RwCR@T3aSE;8tj8RLfc@6&b^L3625D3Yr?0@h9bIl>Txx%ngfU%==8WYmTX)~Z+s-{I70^w(<`|Lv!BYeq5I${ z>p0l17$L$}W1TNAEaT^>sw{Shl06zAx|5l6T=x0*QAkC&XCAk{+aRS(z3Ar(QcCPN z9(b0r4*#%3rR#mJZxTtQKYQCf>6@!)Oo7qi2?hP&F7Maz)V7V01w3YTqVG9pVor{u zY{_6R2`W`-9I?h8 z>WtI;cH4U?W#$IVp%E23%BdJ7dqHH-nP)lLBQKJK9o{_tl3PMrl*z3n%(+FjPl%5u zl~cVr`EvJJ#k9v+|99h;S2*h^J}$j6>Klu(m&vo8qp#|mT(6i~>J^!w>H_DRqFx8= zwleWmv~sD)Pzu&7aZI7!v9;if93N}1%-l{k@-gr13)sb`Vs;fP{v9grMdufC4&`4o z@U?yxIM=3t^yCu{ZBAt=m)K^S+k`jkB0|wlq(=uk8njsNFIBnFhsD)@2uAFu)M;c! zxoyro)kQnWYfn@XX zruIPNN;};R4Ri8!eN-0?>s9MI`dIKI{GvA-?|k-CW}1hqB8Q6P(W-C` zs}5!wi-pjZ=tgT@jX9Iic_MsmFV;QUU~v_p7Ffe{k(hL{8>wMpRL5E9HuO;D_Du9A zC{#QtO*G?!Z)RN-uJazq=dzK^@MRU`M%WfmdMo^Cx}JpO zWqqsKCK8Mzqq@;dKY+BSFc!alkMRb3g9XveFoE6rW$ygFUvB#qUX>2TDxtkS{x|%` z7=~sVhgsuyI#r!WIxSgWy+^lU#XsxN0;_wTcY9+tc=nx!95K6Mmp5Fwh-PQ8ruGuy7f zRiu&(npr*ODsR)w@EX79Zji3_UnE{-A=h-BBnt06E{?(T$oJ% z1Z4lsqfr54RjeCzy&AoiMrMD3Zl8Un24nm_v|@~FxLH^v4Pu~02MwdgxUNf)>=Qd)j$ zjvKf`%N6qM2?WkHoRDSV-8P|+M4f!RS(bf56?ulK-!OA-XWJRY@S^fYcivM2%fY%G zelMmlgIOV>kdA8_6@zGYcEK6Q#=CfBu_M2WH5X>~G`5xJ4K=Uhn)9IHIw+zad_I<8 zJK5`fHBH_joWXWQp6GeeD6ZB0i1td-X7Bo9^6h-xdn=c;a>D6ON*zoj?~qP9npvz! z$E;?tGC=_u6?yy*3MGRz>65k}o|r7M?O$NseSbIc!!9sDk;WIg068PWM(bJ{KPYu! z6_vym5gY#0F~?BR63?o@?m4hFk-;*-f~gcv`p)G`uU)5-3%W(VJpGb1bEWJp`JAO? z8Ht{^i6_ydq>24bHC*z*Wo&fc!HcFxuMOtBUe8Hm8{)+P!E55!cSo{0pFL=*7Dzp6 zxMNFfU?+KiBIK~HlE|Um4SE-%_B>}0?QkOK5mueZR7~3(GV5bG%`Z=UpEp|3q_>{2 zXIDtpr<2edXV4k@sgbi9E%mlqQqsP^c}4#_9{gKk-ga0?iLe`&yd1#f1puL7if z!^!6c$jyC=Ce5zi22uF$$}KOW{&GA$aEAUAA5(nRf5~xo=F$96_O2}cd|dg!)vo-4 zWAU={wQAS$!C}z%;-8z6x!7 zLZUt1^*SGlNgTh)prL)(>d%-a!Y8sUT^s*d@LAIm(<oh8Q1cH-m{ z^eECfv@Z$LBJ7CAh4M#rtGvBIp`q#mh$(bhIJ(}U6Mm_JZAYtlPtK|v*THIzPPk*f zBz8|*h&8jaB$=LyqpcxRaP_Z@v%XK6$Wel5ygn0_<+J?}9{Dt-eIKpYuA_qmw_3iT z(3Es>r^MUneKFNpN>3t8L@nVwo-2F<-91Qd9!?GHMJms!3Y)6n%Ne})yXT@<3jZ~m z-HC6H^6iuM&jkAHU}4+4&ae23* z!`}>Yw;F&@v*TjeL@1=ck*A@MrZ;;KkQ`&2ii--ss+NWaN;{Gx0 zqkWb9ILqMHXP{z<%bWV!IKc^YA@o>){{}R z%OUcKrbNhxV{eKG7l>4)%~UgSjgTi@U3Cr4J-ifO~F z!v*~ne-vzj0yD@QHfWaThPH^atZ(l`i>dmk=U}XNjLw0jHZNypJn3p}I4Bf}2m4dy zJbiHJzgfo09sARpjG*j^HrW@7ScEFLOZga(=$^YLSK#-+0@M_993_MKcO^x7Qc0Ec zXQqw(2@wVAM<|)tt~7}D-^^5($-aZ_H-|X2`T5cG#OcB5L$Kdkb1!1+XivlR27RPX zoF&oB=q-jgMB0Dnq0o&zyI!VS;4+|a^=)akHH{8J}h{0WBwVe zsbJc(sTQ=Ip*e~AA~6PU%tCZa%k)Z}U-iCz5FhdvP4-lsc`)~VYyWyllC>>_-!qXQ ziSQv=`tzm**Sp*B6&YK|6|d|QhMqN4ZQg-1jG8dvm&fNQ*|w}$^>cq!P4;_zO$c+rB~+wh2vRy%b&q@Yl3m&ZDssOoA0DgSxmYtH20wmojupB> zUqyWF4{;adBlAgJgE*^P&!xF}Pfzcme;KL^9l2e>>U^LKgt6g{oe>2X5JK@QUTllL zz9n^X7ekgc-*q|to7Djx5;m3N{(n3x{8;dRJ-Yn=!#vRcS3pbu|8J6=H=qe+VZjEjIp0kgFO1>y_Vs{S*&4A0%h2GBvf6K_E8GTj0?_={Zo$lhT z;5roG<=PKo2pHS4{TAs%i)$W8mRA9!^;QJ1;Q)0=Oyxi5L1*D|qRwm6?Og|K_rOO_ zQOo&5mfORv!Lt|$rwRN`r#;ZkyaRZsq2B6dsxKmr-vA_ZxYV$Is~P$9Cts6^RjW;2 z=GScbb|S_B*3>-!6g|?Qu$92YT8(XHPZ2t;^h_^83!Y9a_QU#w#N`BexJpzfb<{?(%3A?y~;e>;ATG+`%6WpI*8Epf-mA z3y2-gAV2w;Q`ZK3IyXQXl;-ulwLSzWD{Vm6`+IkD@oxG*P~}Rt6{N!UbF0rX#Xt-L zvsxCP>m|2wQ^ruQgcGh#7@#g{|0&W+V>oYT#qw2jc)tOrL!~r@GynEHkcB!~%$z4}h)u z%j1CVK>`3olK@rcUc{!e4nWh2;`Hbar3oc>eF0)l<=+iNz%GpY2X@8rNn+PR9_JVJ zN|gS*Bj=0W9ga``4ZuYYZ?H)pcdS>f0yL%D-SvAvkKgG+KRx=VkQvwkUO0Lu>5(E< zUxt|AqV6xZw=;FFY(EX_le?+9@Zb-l=c9P%O_gI`;Aa3HS_BB2BvM{(UH~bTbA+2- zJ=WH}HBUM(k%Dp{@1I)&mOvpOWTyFDt&?AG7ni}#e-1abyrwj{`$!`u@DJB%;q|E^ z(ot+kX64wDxA1?Mk#Q}TPcLt7{G9-5*(0p1tnB^op&{O>OGAG+W%$~xdyXSE344po@E6+iYmHRC){kV|Z*p7!7xPZzB96A! zVSeSJ+HQJu{cP!aIqp;oyny_xjZR)ZN=ts+4|u!p3I|M26T{+QWGsH*U=VaWqP#9HZ$QU;93+7jG6eiC&z&GZ)| z!{0Qrvy7U2R1#U$E1xV4XKV~+eklVy%}j@d1{DC>fK$WUwrD%~Fb~^xI z%xVPqK$btnO5}zM^6$as*mP{Mrl&Hti8dXPGa%)D^CTX%)d=lxF}?roCveZAo$4SA zm-_e$P%~ZUHOU(sNAeU&B;4&BRQ0}UZU6$fi#Jj^RZipZrj7Ec;5AV|D9Ra^QG=*I zx$hS?4Z2eFfa6?aSyuoy{2E2hd+fW#_7)wX{Cs(M`Af68z`=}e;Tg15bl(QAvv)N{pLvZJ(#dztdp!Lr#vXMwhKHj+ zP*1SwH4P`T2REz&n&++#nt0b`!Ub4ZY28vYSjhsC1_&q99dQ_9_~L^Sm#0A1a5kq- z$k%5>cJ4u-0^3|>oT8?@y_hKtoKp=V?X9Zd43=e6_KOC7!hx-kt2^PLT*qyHW zd9mtebIkdw$i$Fd%%$LU*uSMLRY%~uyep54nY~zD_Mv~qsCJTV<0bp?pfe6yQ zw{nX+%rjF77U6`Do`R;|aPL9$gF|L`jnOs2^JK#g@*NPv$C#TYa~0706Gm$tjf;7| z^5jUptp#<#o7JaXv9uIlL=X1&9b!y<0OnN8=ME%fCC&1^;cwPIT%UeF`!6?*P;X!ir!gqU(!i8GAKJt5QAT10!~pno!>_Bk`TlxG z*8a!;(Dhd@nIRobO91Vikmjae(CQXE4dQ-D|BWFg0|3~YD!m8sybI*B7!U_WQlGp{ zc<%@p+-Z=Ier$>$0AoJB13`FgCyri5IF?T8UDD&%egCk_fruOO$ZJ8953!&;8=Erj=FS zn{$2NU~@Qq>Wf=yd$cb6b>w`^3u=k{ok)%(SKtb;W<{u_3Habx(aF=y89xp9aI_N2 zV$&MB^^dX(;#&;B{T-kE;~|5vQJuPkicJP3I@Oe>u^!6GJW#B2!eQ0A{^hjXHqeuo z-2zic9RNW0`tZPt?)Q8HU^`UwSvW2NS~T<>8{fQ%?8WYMdpCjm;fvuXAu%A(8X#jL z|j8B-`sgL z6%aulaD*0v3A_xg`>%`WL#%G0CM`!kAQJyP3a_acBefyC$dQuWu@S)_dD#W_7ByH- zHP^;aqWYZBqhNEsI|AekLSZ{S9`c!M-~qVxY4W+cq_S!G9E7}1s)%NTI%EP16h7ad z?}rERrddW&8nKc0ek$466S`wlCQgS{A#C>+F{g5`XdV;?#2tqh|4^EAxc zdtL1RK9DtlIB}!EEFTDUDU(QtB8%rino@P$7+CgiCoKduz}!92fTa7b-VW_CEy64J zj#VQ|4Xgz4=dY+d`p39P`)UaCBCUKhTFDRbf3Zuo*->Dg1=&jr(8)(|p#@YCPDHRu z3*WVR(8;n6a6j088w2a3!j>GlVp$30SAsyx9fsVz)8r?5*axKVGBEe0uCvp>+S^kV z`RnPZx{s3x?@o5gngxEU=xgGi%FL+Pn4fNqkTtfAW5;{+)@Ixw%N~k$kzY4~Q^gav zEzNu3!8)w_?t11lHl?0`DxN)lEHrI5%G`$O)w z1=DH3hBNTEo&Q2jdHXzQZ@Cn`MD!LHNy1b&E!Xtebyr;TcWiMK_W!WGLb z-P|w~An7-nipikL<~Kv=V?MW!oU-~YFnK*>*Uyrk zF2%eVj5q|__*UB6VQMBOmxRWQmhmNW$LfE1Gn73UEMBDY1r8}pB}N;yMXP$NNXVti zDLon{yC%C>y)zjeZYGLjKt_utY)5JK|BKy#;>Mug#K4?)Ko|_^qSgOK^~A>Hv+fL% zd^A!8#Kh!C{Vl#{GY0ER_c;^>I!FaGfhGgr@)!1S$td?gC+0h>>vjodYT^L*Rw-mt zwNLJ3zR`NAV8giDA@_01M`Q|z{O!CbXheduUB9~4?n;T4Vn^B-${yN_m?Dnm|ErO! zoJ4N<2}d^o!^?%svPQMhObT2mhQdsHI;8VP@~4^*lpt4krO`V3UCTsszH5`9mfaZM*1DMko6p!&`)C7{aA#*mbn{1|D* zSW#X!>~S=wfB~g*Mlg;__auwFcLse<8MqxkeqlaJoVxj;Jpj<^1(L#rVE`x)*zOwqv<+HIMJLx}!Ss7l>i($-X2~Y%RqWN5{r_e0L z9LRqNJk$kj`C|O9Ki9Nji_MJp|219AHmXfnSrc@7FzIZwXN=850sq5!df1U z%5-9VAr6ya*vafuSaH0KU8~wZuMVXq-wTtPr-Il@xSM;?7^&2J-<=8}?Wp8*uy9pu z3jSMahi6W;&k~q11+mM+eD2OB2b^-F*~49@A$;fra0Z`%h=2*oec7HC=r`R3Uh2ol zFLgZ8Lmpd9r%QP72zEQwR~X}CKK16_<4AWA3+pGK@IvU0mlRjm8H$N0`hgD!tsmBVk8TpVj20}sKV8Kp^CdN5sY-s(}V871`(icVJ#JbL<3 z#~+vrlATP^ZLlaahGT8K`PvAQOac?EEj6%CDYq1wFj@UUp$b#t%Ph~yY0BZ%L+sA@ zVsH>-ed6d_K(o;vCWM{0P^_@&PiM^MXN0~KkZ-s867o+5jpsJ9;nS7I4TjPVZ_ zs1TDOF;FnNQuZO6qIeG>nG_uP{vl509%c-A?5qm?`6!=!E({HaqGh_Xg<|!fB@ktr z3dO5Bj_Eu8cHBvVkQ&rWPj~ks_r(^zg_we`78_zTaKVKClRJEjqsg-N5Q1bY*h|(vuDuZN z%uRZv>GA7}gQ3#+9wk;Xm0mM+Q~G_oR3>mrJr0ybyO8`tjC}e{{fqRB(*LyM-1(#- zM1LX~HfSZ>o#HEKG0qhUzR!`rBDn58hsX^J2J8xoD&>d-*vW`0IdL#RihHmu{OP9S zp@18^y5xNG9y-`Zhmqj>9Ta6c!`yxB2Y5fCiAbW6UelO6qMCqSl@F}e!BE-{m<_aw zG#Piqe9&9VF=T6M4V>h*dTv9kS*pk?!f$p`F%L=GOF#RyArPvX+MRN*W0HIDelkVna6dit?tF{SCVfIYAg z#Q`NxZ{Su!AXaM+60-jhSI`$JDXF?a4E8Qxj1S~X5`%Z#DwxdW)N*${TS68+@v`qT z!I=`Bmg#R`g9MNu=!~MMybJgTZ|-r9z9(gvO|hs;Fa~xiu5=~JwQEqDmk8I?`X4Mb zqDb+=L(Y?2-JfYnZ1Y_F(**$9CJJ%OTJ{D6OwoVZUM*qC(x zwFk2x3-8)Az zK^EzmQXmv9fdR$M(ouq$5aS14j;pLdl8OwY9&Put7Yt`e@#+K8Sp_ndG&%E5|Ew~B zU15Jnds#AWUJKg&bHJ@EhG@)SO0l<$KMgWcJV8fP226R#hZ_V{JqSKY943*!`FMx9 zBn*vVD?^=d{ zhx&sib9I>#vSFqEdXsSovkeWEt={Jx?%H~IZkZ`zi$`v5EgLBkmC(DVKn`Q^E5K51 z8?zX_1bu1|IzfVv$@LkHvoY6W*5v7!TAD4#3s_*DqKm&Xk!2e$Z9le(k3s!)5?x6fbxkEtda4pdolP@YZ=|b>9zY#ft{NSmk zNEga>1T!koxm3b_59^k@E%}xQEYqE$+F^rX)D(-@#3O8R1!I#zxfSSUMIe9Fy^>f#;}g99 zvd9DLe`x5s&Zet$E<|pl%}m;785dlPcPK6KXd~fJ(4MtUd1Oa}!T1iiPj<;dV(yj% zP{Wifi9?}->%=03&H3|tceJp@U+)BO>f(n{LkJO`t?FCh^nRB)H1yum>~e#69j|j_ zK+~&B?JZmyHjFoT>xb+-M+1GLA!`PF@{k1TLcDUXJeSRHu5sBW8gg; z;GV-U8Rh1QY3{e3Z><*}tT!mYU3w7UjvU+BT*=y)O(E5V86?dIajkSrCiopBq6Y;$ zYApMoT3%G7_XyPu(Vf0)?)FoEQucBo?rRTJVdF>i$|TQF|3!xOJ9%5Y4Z^?HsDQV= zF-6H?>%`%-XBodMIoSQd2r9qn^_+T%lA}t}(UD2lm(AYP8f%?;aBpj_YjDrz0Nwi^ zV!jCa?2VDley(9{bN_VS%B|Gqz55HDfK>7h1zCcmCvEO6;wYR{@ExQOg^FDj%H6#! zpIz7s?|Sjc_67gJws5#$U)++bo)j}R376Bc6ybGdcc|~~RCkEsKl6+YQ|?=DnSQ}z zKV9=S&t0_17xevMq<;`KaU(fhnXXcM6J*~L8>36N84jEj9S84NheU@|{aJC#1Zlq$ z{KGm&`eWadk#lv1m)nXhmm=%(@{yYSAjGhF|{;f8YPNM4W;j+e8Cd{8m+i@~abvi?6^S|T-F2+zo zItJ~cz6A5B4Aw&)5-C}}huc}9lP76ZJcD+2M5-pkJgU?3?GWr2qV@N;X~(x?+?<0v z(u1YG{)*F?l%C%7&~?^x-4wb1PPm~f&Cwbg-*$NzSE{0Sxra+v%MiaYPHr{Ak~FqW zE+!xH3A)Hib*B0uklz9GRFB%y8Wsnks|}5`o#eMeXsNSl);AmRkJfI9P0CV+6Egko ze>hH=Kh3ylc~R)EOZjib{W}QtU#?{iD;n^=@!55Xc~baHCIVjGGlTN+H57+8)d_m~ z{O|`7r22eE)E)0-w>R?{_kE<0+@GcJLMyPK8vCXt+Hlc)twe{{<`i^n5O?vE9Kkeh1{s zWnZfD2L-1VSCg$H?p;ri zkI0ZDf^Mud?IE{`EB{ANn*AO1X$gG`7*xFlosx_}IOz2?gtvo6;`Ch)-fke|r!~{)He5 zp9t9zg-0v5fbOSfqA1@&kKZZKR~k$N0%(ceVyA}_epWaO`iw6JTL_okOAMtZAW3WJ z&48l^sGl;hn5ovwl|y7A5qgGlr*+L_NeFo2CrXQfWF_+(#G#Ep0!KI>-`3k&bWbd=XX3y3viQG zWHOTSA$ia(;ohLBCklQ`2W*W73{Fk9lcf_U<;W)8n?{XZM?78sd~}U8hjdqX?#x}W zT}(>RONRLssv^QyQ6wBh#^Ic=KwalqcnU@oBfwu}1NuZhxSOBuNvTo5AvD`VU5VB- zl%N>JodC=eP!9%Uo>VxE2gx#(Do!;cOK@HQL8LHn?@`aonY6}^w#q@pc584{m4Sus zN)MLLu)9QuFwc!8xJ1I>CKxSursrZsn!&Y4G6}cFz#zzr*CCTNEN?~)DFZ!0Eueg? zQ(sPIxe1aLeX3txFM3Vp8)n%0brFJL16rh;$9YmCGIcKNW)Q_0lsy!PGW36`DX=>I zX}Z{2CMPGaJ=Xg^$2@-hduR zzNZj(D+0qXL!K%V(6(0!L`IFSbzJn*oCJ-_|GM+1vA}sp1qzEbfACKhLCZDs{T^_+ zDS@Id8i*7P>{qc|{JY_UMVoi62KzkvXS&W4v7N_GW)gu zlp(K4Fe{1X1HwQrf8g*aai3}Q7P*KiEM%i^_PI(}6ajiL>4kFB;7>xf6S6}GGu8d< zx}_Q8y0XBn77c$p=JFt}FoU-j>Il?!>2Y_rx3CH0{|S@wM~f}S$rI=^o;H6WHY1Zi z4V1ytv8L)0Pu7Ry!55hVG=FAar8<3kh%E8XlXumSg#AxWPvNm1do!I5O2?9ZPSb7m zs7{~dk$k`j;HPE&DO@{PK9)1wKY(8HX0wS&>*)#wk0#M89uAXM8kEc0VqYpKfm1S%;k(QfdRPXu z4W{Z;y}J`A5bzx>Kb8XjN*Y$a+ZImi&M3PL4ManZbERAoW_7SWU$TQK)X5}o>ny|> zHaj0AvT2lTDq?`!;5qWQ*sumV$qy~1uRnTJq|9D<6I8Cz+|LMlEH9qBch`>SIz?1X z5^gfWRJ@lnANgSHdRvPsT#WoT1OQ3KM?i$V=?)kc*K@2o2r*7LqS@gO7&PJMbER?~ zp-VxZ1uc4HfeXjo^Y@^Wgy3QujLC#nhZL%d{qOLc?&Dpe_sk@gXms(6Zp_U zVA+tEy}^E#CcuJC{c+C;wf=Ag2U9%dJcxiPne;~Ke=dE18smXgS_O$vgf$0@Q<5Y+ z9R5?Vf|+b^_HsJZigbVr_KDz$5!gXiOU`(Z`JQuTZ;Ppm{PF`uM%e&yR494VZ+& z955g~*VWcTbe!?D)OU>Uc><2}O6dEMLof3030}qPzXPq;T{<*5u;4@l!cR=JxM+rY{mu4)gEaIHQUo*BT8{)3Pk7NUI5+?dcz=(_i6~GV%7zSw~%&=`7d-N4^kBOXmxey?0E9t z3*d0gjrd{-Z9{}#DXfq2pDnhc^K?4+YZyyl@8uNx6HC=m2~v2R+k%uSjA4itW;4ex zdVBl(PiZQ~u7j)#os);Fhvx$2`Avyj&x3^Uw(Ef1OSHP|)yFu3X!2yw{fr4vCZtm{ zf1+m#4DaoQ93#=g6Z7fhI<=prtxfw&NZUBRn%{e9kFSHvPWPSEJ&Ir2&QZ9Ta;BR_ zmiXz%6O}`nvi3^j=6#FNWKP%GqP|kg^`NoZiClGScR~d8#$K87;n`KtZS3-pCDxDK zfX3VNI^&J;oCy+7N6ja=J#Wq`s-X{cUPc5k$_(?PUHK_=%kq)j;xn!yp|SDz4s5mf zsLyqMH{Lb6@EB{F_dd@5)6Si<_kg$K<8%VQqjqm%Waf`3-TF%Ng*LetzpHETH@g96e&J=g7i&(L-vYbbpV12gF&28_Qv;e z$Wy?~KHEI+dded;Ug4Q6eG(%SC*L<`ML*7(Zf$i(;qA&-Ot-r@21Mul_|1nDcYk9n za#osugzs;(=}N@5FA82czjUsf>y?UkKV8J~o*fW>62&8lkfn`u%So!xenZ(TUxfoi z0lC0Huys|xNy6qr^PEcXFM9g+5ZMcJ1)DSTvl|*{oa{PIUe-XvlFY?JGiSb!?aD%g z+ro(??hnzAD@qYJlW(IkQ+>peoBYo9N#}js6Z692p8o@E+YsiZU5M3%WH$OI6LmjR zt6=H|Hrb4{fE(WZ#FRMl#t$b!qaErB6_2`I>fCQfnlN5yop88b(#vV?%x7DMWZdj& zSMh{}K=5m#dAf)MFL=6!Pilw$0)2=Yr|EqA%gWT=66Xtk2*zc;rIg>MsHJK~OfzW` zGDpE4`Ae@GriNbn&_+LUDc)m56di}xM;nf!I$q7Ihi~t>L_^!qFVI@CQQzGVJifc{ ztH`^=;bLHj{=(}p+PHbaZXOg(BJtAB>u4W!-p4BulMxWWCh~%Mx0)t>y{^t#)-@dV zO(AoB?q7^PG%ww>Awn7b1%#d++%0I2ZmDp*ND`fB99opLRw9V@T66m3Dccw14$Loo z1iUDUQ4}!^ca47!f3^=atkN=$Twemk4)Ejrou0KOskgLytW^NDzj^oNJ+~&xj4+bh zSJPE<7ZLJD-6BIWqC-)338^ZGOrs`$mCgO^d_XC47Sp=8Xgc8VnK~o^N)oTSzbt#O z%EZV*jzN3EL8**t1Zv^$a)UR!*p)UY$ZsFnrFY2Woz>WOXDqgsnyhu7VJ3}W55y)` z4}9KGxQ6(qBMi;5K9s&_c>Z>!prW+yv9*&n8dl}Q{D>>)umqO)LdOr@Rph_Fl?>{difV*!RL!t~!zL z;vbS*6`xnDiR7x}3hIj8BxpJb-4-as9?{M_{M$A*maD<>{F0rFi7h(WKtUujQLW>xQqqM1FFg+LS7j&?d8tR^3q*-l5x2T?DHrHUjqyf-a57!t7V; zneIXvyKlxR35O4Jll%4k+ek_dR+hNW8KF-~2yLkA%a5jZ_(`AX2fU?jN%cD3z#MzE zVBv}KdHJ+)jD*Kd)GxMw>7e~a(o!R1{tagUAl&n-BZWKCf4kIL)$Y^d`1=oF4}knp zl%3v2Ud;tiEn-c8%F6QKAyMw5D1yQdQQhA zW?X-FD=g)8_fep0sAs2qDSDIA5513q=_L*o{4K#*_HZ_a0vqi}o!@3ETfFD3IT=M3 z3QeSlu6#se!+WdA-1Xw*u`|j^PpM83CtQ2ilOy$SU)+vHwE#d&&8u?Hl8mHr-pem) zR@^0|hn3iFp+gd93w7_h;woZi{mGDT&bo&lWvagWhYvZw`3n!?foOSP!Ue zHc53K$Wrd@R2J7Hod?OERS(%_CCcJ|YFDb+a9--1C0Cow@!%<@9+|yx(UzR5bIt1oqcY!*nf&d1*L27Yl%$q={<4&V*HQQjuc&w zVfu(~&n%WS!^o}IbCFX$gi@@0bab>Aw($EmYL;13&q->N!Bhz(9&XiDZ7 zwi3;~d35pXP1SBg^mvN!0gbh7bTe_|?IxEHIC3ryEgqhqZTQnSI1lIWSZFE3nyqrGMh?n{vC?4@Y% zEPubat56j~;cJ$9v3#Fwk%4dxDr2Ed{gd;QcOUpJQUeE) z++?pi_jG`T(wfmHlyMQ}!;_PnC7LE|nmXSOE)OvQKs{*N{4r2uHcW2ubeD7lak*rc zv-zuR+u_xHb>-30IEwW7*~z-g<<(7S5gt!J`JbwL$oj*SgwLIC@ZEWLmdBZz6Z@^J zY5rZpd92yBD|HTc!9eK(}lQrUr^W%A!R$RW%ZPyL%gYV^bu3TnsPF}~Pr(F%3 z`EG25e}m(lf|2m1OW4*OBO+WpL5`*8@SJ~>r&S``Lur=99{1hzxye-JB3epLjWT#? zebBJJleqw5Gf4gjvoq#cyAS;b%EfD^C-hLM{u85vhD*m))EL}8g|2PE;-9~IrQ(dF zR?Y{-93fk?iw#^daD~i)11+IhuTbNr0DfozMQWR*@yC+0 zmo1BBTOa67bq0L0h4#yJ{;-&@WJUNm9Go?xt+VDYT?YBUoZl%1AB$)4?tJJbw@Au- znOv4~{WVDrm3Ff@f$(m2tLr$iA7$o`V)pcqX;$Ir3roA_N-66bKu7sjqSW!`>&6_8 z9UwWtQtIQK0Zn!1HnvzInop{Y0_^jvErc*8<00b)>^5T)-`mrgKI^x+2QXX(P8b$9 z&c@4ef4q4xUnSUFylz5dwoB&G3rjwe7yXG~#1dKeq`vyhQeNy*U=YIF*J(hm+;R(DvvR7h_yBI#}|xG|Su z*LACjqlcAUgOf>k^dF=cF3R`Uviq|ISOz*~h$a@8*?t)230ppk4?GCocn5rCBtizS zjw9C<7n&9(ZoHCrRrbHm>-WQt29){|ALD=S)eCD_@YI?#GrY?Bi~ddf3!(i-BEs=v zG^xjen-q zb+6x7CcCPGTqGe0kIcLUVlu67*S(D?x8D<28uI8(Q3kbF!A;NCsleBdOz1Yu1pk12 zCx!VRSDfFeb;zXgXsNBy^KasvbbK5Vn!TTUET)Iw;cdr3`d+zCsMEWB+z}z& zM%pj!pi919Q4sr*&o_SSum)a+$i_BHMIMdj*380%*mXwNiBF+(F z3CkkiU>KwE8H9hd(Suu5ZGR4@LTVEb_IQm&z#551n_40WmWn5EK;%>NWbT%gkcj_) zoJ|fxB#K2(mJ_PJZ8bXUXYBMZxWwpG+2f0$)?4&=ueMgGsc*r)`XfQ>8+5-8%vZ4( zHYfokGDZFSw4SLwc*~~`^(N@c^mp2;uYZ_OlP2Qix6TULtl{ezz%z@UTOW7I!lMaG zg}1}b=bxQ<7%hG5P^=IEK5^)-4r#H;3w%P?Q%v8LP#(x8Ch5lDO<9Z4`soW}(x~Nw zQmPBXlGrD0qmE~5^H)@73!Dlo?C=kUGO4|c*7vhtvmFKUJL>~;k?0-R0KUt27V%oSfAApO{0L9t#XZOL4XA%Fn9* zwk{_^Uf2PlH06+cK7 z81MXWE#BLl+zmNZ9a}?E-#>8+pN4Er=L$v7Xn`ggbIg)K@`@vHJ3nU^mK3Ok0Z{kE zYmku`<4uuYZ5NV-$zsU?WeyVqsSn0W^}65b?b*B@b}<(Uz^+bIyD_X&Deco`r4lI% zDB3d}ei+#lpe_d_3^f^qQ>6X;*37V+c~WcMp8LJX3rWk*jXQ_WFA*=L6Q+j8~7Kc`j>Fnd$t?HGWUTE~0v=(tGBYT;sx1X@kR>4d@%^h1tVl z3$G942EVY>ltywUaF5*?$Xxf)a+XeGCHOt9vvT`WC`%}K`U5AFO1s0RD#3s6Ewq7b zOys6$v=vBaPh_v>&ctxdUq$+?m)GEXEMAZ8vb@K1!POWX>93R>S;{a04C3KF)iCXQ zg|7T|443MqfpYFTh#&iccn1xfZ@QUxBIw%mX0A4g%!^q14uDR-yQu+ng`IfooB2gF z{6hI;^$^}6CJ1dPWY@f=fLShLq-QbvFUISyj%*H>LU@XX0lx(%WEYzhRSvah-8|fb z@sXdsW+M5iby6Ift_}rOeVsT{W>j)-$z}#qO_H5IBVNQ-!mZ3JZGH3TN1(&4%*v%C z?Fme+&4JRI<&HHYO&7Nus}1&uAf_iZ*2nkHk`>|Trr4+*Q4wfrylbU`RBGMb5ZPCY zctCg`>Cb|Vkj4;?{+3W3dMu-X72Ftb-L)sNK9kRTEn|T(tNi)>1+u-|uzPehjw2|F z4ycgP`d^ghefFQEx~II5zrL44#1h@LauA58N#BY>V}>!6N*>l(_;?@Z2lSG94oKcm z&m$Id&1oTTaxE`PyOJ5tmI~AT9zDShV@JtRcWKEj=d2{u7VD@vwo-Iv0rgbA`n|(! z2nU|%czUR2UqJ4m+)2B0z#)pq=Og!5_rrOrFna{K-8M)uDaEQ~$Nj-*_b#+x4ofEA zsU|2g1NV;ci(fN%K2Y{Tou4K13%I_R+Jds4+?uz=VdRg!Rwhv7m464xfwb*DbcwNc z+}2c7e+a+>j^%Hx(p!!`A+2(SH|x!!C}XkUP1&39GtPen{(y~^6*OaMc7Og&@t*_) z^mUE}FgIgwjEynT1q&m~R!ihH`#!(ElitNJZ49R4MdO)}J(C31e~tK^d4iTp%+`cu zo=eIv#`yReZ-&m`^`Af%B_6=ipa*-aR#F1gagKiS17A(QADnN5rkhFUlStN6dM3ml z44U)QGzS*nZ{g(o2CC&uB-OvnAA<3GLpG%beZTFuU#zG$J#8!DE0m?>DHWzbB{ssD zO+I7WAO1^9BRq|#8kuC~v|%||+0D*2IcElsH)~I&YDf=bJU?muS=YjCK&BBHt|>(p zki+1tq}r@|Hugcz)+{xz0cR;s=jaU7q{|weq8FPx7Q9NBfzke>;XPl4|%tGc6)oz-$E?kk8}mK zXH1C_a+(ch=WiQTXsOOScvh~ z@J;9h+LyUp?!H;?Imb=gYU=-o+S)GInsN$Uws-vHz7(Dr4nMQ`D+T78*XD1eq7tre zyL&^1(_)I#N}^vWE-@iY9YY&ebKRU~uYao#7{}4hSD1^BG@D*pDt-&+C%xq}{fqgw z<$46HhlVn3iNn?jQ^UGS&eLg(EAMDLYk+wKy<-O+YIHWY?H4CXv{N6neL-b0*zMM* zclkRNEk7G|VHFc5XD)^8LndiI{mWCy8^xOWJ2j@^=rs(Br>elHkn8MFOE4+Vz`B%K zJ2uA2L6kSx0h77qF|H#6<$Abi*x`MD*6Xc}L7)}YbGYGZ;j0rEmyqrQ{8HsSZ7 z?f}b#6JzYTqSvzEsimHwE}=--Wq&{5P4a_&Z0>rx>Rt(Iz8M%1()uE8jZIg>2UObP z?-3bSF@thi>Bf0yyJu5P_RV{Qg(t);odPu%PAHDqdOESWlkGIL)dTG>Zpq z+D4=p0%sEyme-n#$)%AC!cl9=gCifk^O%p z#+Rpql{#Peq)r-31AYXllO(>eJrW;+q4JYFH_mUhu-8byj@ej{>?<1ubC_eXCBeGh z*?xC3OE2oFr{(O2OcYhZd@?dRQ{>fMmY^!#0)|mp6@%5xOF-l4n3G@nsZ1 zp}#P}JhNwy)=)KGQ)S_lyY}+H+DJs3q~z!1=`2?%JyPtOROS6vbuxIcZ@v8wFJaC{ z*tw_W?o|E}>lZH_{Q~ZY!%XP7g zEq?npm#`*DB|3nl$|0i(46hdG%w&(6#Stb&5^`?d??b1_u4Iy#^dMA&=(oOFdUro8 z$e;rk)kY3aFq__YrSAFDNdm=}PlAEtdV4lFdmLI4Kqa3V*tig-W z1d8`z+3JY-W<8dK-4V^V%Jr0NseeuP??TuM+7~X0fqYE1;@xknTn?noXY;Y_Ic215 zb-N1Qx6@LElw#zSDa8#ZlMVM|U4$G?`HYM<}4UmHW1L$(Nh{n%qHXa?w#- zp2`f6-_o!5CArdtL1j`-Yzm95$W%LZ?uowVh{er*F(BC^fRejDg@wM%NR>gM))Yg_q5q1WGla6MTMcfNNyRI$=(q|W*HptJ31 zSedUdpGnT?VR&P2g|32skp8#V(&ui#Ue4SB^K?N|fI#~=+`A#cC2fPQz z3GQwAN@1_09L?Q#6f{UJ{~atIH0#oGXvbAcqJ&m>wx!Fd;DMGht{=)CbH5&qS+3Ly z!|(M8l4}HQzal6YGi3>^T!?30a_?2b@+@W^`PqEV9Q^QsK#h81M}5_oLIl_9)s*Vm zM%0W5~fXjD=Ys!IJy814=w?V>%+vv6X<>Xl@Zp#1hlVizV_N6tSe)bu~QYh|7&` zNnLHXl5t-OmEa0wIvE&?&a31e)gndY4)!N3`s2m`JH0Nc4Yl-D(PukI)A_W530K<2 zP%Vqq$TxV5&>Frjkt@CKB2bhRIvO!-cna4|(5&7?$UA%)=H*7CAq1`;-QjvfSUQ`k zUWy3E9wn+2Fo+mOUrcc4R!8yu>Kpz8m-Ky5nPG0IY*Ky+2lVQ28Ct*z#~U$NbRx+i?5iE@65tt6}g=}o_y>W34QbO@DcMP^42e# zgF($#s{%k8=PlkU4lrPFx8$R8x5$GAB0@(nYAe_m40zI zHw;>w;}MQ_$^5W_BsQTgv6qEbG*Dkh;f$fWNFViMqKVdc;I4oYQ&uyc-Wtpr^cJLM z+^9mWao*k&b`*%^tR1iI%^CTR0gGHZKAfYOlOIxOlpxBbxHWE5IcwO~Vm4A(wMK$l z09LE-oq`bdnlS&_j4$fn7D}Zbu@^kXbOXmD!$Ou-TDcr=&3Qh8FRkLbpQGha3tFo9 zSWoI#(7+#6BH~YU7o>>|*d2PNy64m(P zjIrI@T<}6hYX&P&AnvfwnxF0-tZ7L^64DGQU*h1$+)Me92DF$wGbYn#HG}>4Nds=w0NKDsQO9?i{cOy+xD@J8k1TKR^x1RgtTjn_U4;cZw*@u zJC&usZI4oN#C9U+PuGtafb86`3en*II^PvI(+ zB5kO-F3aRTImE{CeQ?p5wbmom>^0>ES5b<>5DAq>y$CFKZbQ0SAi~w(8PDTyq!={t zaSp~<9Pb~MuxPe#XT8Pjt=5~Ev#wh%*CxQFgz{W{!*kJWty&`>$L6+}4B>~^Tt7Zt zDY!i4DM*oU=&(R27raX^*d=nC9+@|q8!y-0HPXdKd)hq3uSsEZAw^u=q3_65+^wO< z>`I_~_=^U_fq^_^(Vr?dDPyt{@J&byxh(cYe^LJ))C_(o_#(>UplSr=sVeqrXM^JZ z?7Jwz^x|<+iiM~`#`GNlr(3wJ=K%Z&IbkRUJ%jya_KALgQU8b4in^G41We11UxLYR zfwk;2YkZ2n{|U$Up%xBP{r9>nSI;`^6(jz%3e|w5tv{<6Whx2sK6ZdoX1 z*yoD)fy3%4JCQ&I+gXvXpg7{Y^rVTAOB;TI5%mFDakT_N3CV2U%6R(LKEx96c6RPF zn5)V z%;3s3{+K%SqK|0)lZ3vQ`#Wn5egIs@Xcol*t=;JXfz|ORSl^<4lcf?({QA!HE}YdT z&bf$2B}DZzr7iIV;8JNPe09cB;lkh2oDCd_KF1E@24!FQ0^5qL|;(Qwgo)hr{$Ug-Lm|pAp;MX?EQOgn7ZeC5W~4eZxjF1@G^xl zecGQ#=(RijXceqb^mK^&&Yfwb9Bm&?p0{l}#%BYZZ4||eD697*Cquu+PRT&a$xI&F zoDRRpReC$goJiNgs)z;{bdhb8Fjt~WeTd18i(3je=3Qc+!MxyFw6^H>??{w7ZuVPU zat8>>d&W?DqSy7Eb$$uQh!cwZke!DjOlh7t()a+mZ>Oafc@p+~n~J4k86N!9*&{B! zR;^70U;Mzk^x^E~CA@ynvUIo+R9j$w2u2@%!cRAZij;1wPH;n%zGt}vHt0N9MZ31` zb$_osr&54aL}8|^rH8x9*jYy*Evt4^79&UR-l3uym*G`&chxdYN>B2GUg@Yz){0z( zdW0UE>DhNRn?58W1$J z@0)0*(bhH9HBi#LEjp_Mwi`_PqF60VltwXOo%Q+hEj;%zSDb9dcSzFlY~WM&e0ej$ z)7xI>SR+W+uyNlwJ#}i5q&#AUF5MX|uco^1N3M`*Uwt;;6l1E`(^~^*=NqslpC6l# zfb$iNm1R$fn~UD2_ITRnbgs09vEWqyj?t7}8V=}5P=b&wP$v@bR;*?_qR!Iy0@o~R z$iTs;seW9BWEmZZq*;R7vi8ww*~PrlBSbNwues+~p# zutjt70E!W2=X@t7ESXl4p%l^)x8vp=2DcSyB8@k19F=%{;A25H_y8|u&)BU#QcTrZ zS?=y*C%l9GT*7zap84eB7AyCQ7xO|)5WoZ~mUGH0X8)l;{jNF>G0qanj(GQd%Q=V2 z|K?qlCWpHwegA!`ecH4`fAj`ql^kybyDxSqTU)8rA>R?RwoDti8wfA$>b5hIWE*aV z2zebmV7g&!czMz)eJ||Cgl&YV^61$8&*^&gI$Q#r375ASeIQ8ZvGUJ2Iyfp2vU0b= zqFesT_(XhOfPj+$qD=IB>~d_}wMm}b78i+>BQk?G1GW+~RN>IM6El$589$XGQgiht zWT69|!NJ1=V7Xw_r6t#ck!1lp;kV?Iqg$gx#F=8>7C}=<#4ehxMQ0%Hrf=(`Qi8bn zvI2Slk$(IQQOkYc(N!L0q#RZ-I6WMgpfVG7dH}3FAs`BoLJCd-ZC4DAEu(p2Dbhc{ zWZnQd7*^@i>19fa3tnmGdx)oFaxxE?Gu(ieTiY7Udi?uG&m1%N$e zkY%U}FrZ2@ksEM<*I%SrsGR**r0yva#DUm^41;DGkVg%rJJb*0<{8C{iHc<`q=GMk zVgf^pkfHwSNbrr_v1WFk5gY) z50DTD3xS5?Xjt5<`%cda2D&sFZIoRsjcbrVo6$n1d)FpmJzZ0f8l~M}YVU`Uq+}>T z9cuaU;&>MKom2^lVHC8JU9JVRxX<{vyRu2vm6GJTu#=Bt)ORQ#At}V2b5W* zR`_(?FDmO9L>05J+p{pJ<#IsBS4A{7K!jlb9ztwycRcSK&!x27cyVPjIs2CRxW*Ps zqCIC6GA`7^ma(iQ2;BAC`-~P(b;Vp+Wil&3p2=HOrRX#IQ_pyV_zmomuV--SkT7HN z#^C3@@FYrTAU&f(#QH9`Q3^gHU)|9&A;J$zIz*yxLK)-Eh@whA#ddJAY0Ybxd>?ez z(_ZC|C-3NwDHU4y%w)qv+a$Y7E)$`{j|3BNky)CvF2xqyIfG}?u zDN~9Z-{kt2dPEiw0IH(GLXHtwv3kG8oiice(s3*d=JZ8G>u{vbgQ>Ff$?9kkOuE4_ za>*>wA7?^Snq6anrKUTWN+C#?&$*Vof0+qH&<2~(ay=NpnOgsp)B(5*qQfFUt_U>* z)9SZK88a%WhsJ+@(X=J&Mz9CSft-({PoARy6t*6N*QjI~qZmo1hFSDG{O`dQ!{wMZ zClcDyd=VzGkhVhKM2Un0$0>;ycRmjdq%P( zxeyT1-m>nw=3rE4b#_kPKg?3um{tRK6+vyyQSv{UamM%iCm0iH9C<03cy|=vX*TsX z`BJT8D=g=`coV#x+-1tS?3TDrTe^PC{f5#>EYEMZR7{1?e11Es&HcL?Lg0wODJPD& zbV9GWl20~?qn(J3K^~DxMqFv~jhWcy-=D(tf%(g`&i0rrbt`#EzS!Az-Xo1R(_wr% zWE8w=<$Qz`d%axN#GfsY7btL7Ln8MCg-DpPJqVUfMPU(kS|z#Y+FsCA#n(S+a%$LU zales5A~NrmVdZEHIj=2emd>Mjylzt;Oee2JBgV)!fe>fE9veUBSa=%tE)%MKjV>lb zO|-~ntVjVcM}Ea4nkjpaN64 zze0USJ~_bu1nc-tq5KDgV-U`hU`c8Inff%S>a0GOfKMXdCq4%M0W({a6_<`?&D;QO z{d>004IIi~;D#J!)n%N{kj3*US_NEW;ZGk=v12gM@T>XbJEIq0Tq$@Lq0iv$8gw$yk_7M~VHs*3jSUZAk@JM*~qklQ287PMfS%j+1ivNUav>bl) zz2$$TZd*dd2xrBF;71K)l31s|oP#ilFHCh7u+lEdxLn2d>;o>iCA%BXtFPQOrKTBl zw&=$uGIOSNGaJrU+;mSw`|zIq$q<0u^As!IJloRm5+az=1^>y4gTM!+C&S_4Qqj;71wuih+F)-n zWa9j(ZRL1xh?M`pV$?A5s#z(dhI3a$&o2XpXN%U#&Kl)TwTtEV$#MkA!(y2y2BlRl zOUt=>@ltj&ub+PE&n6Tf!VYNF+}bRK?Q_8-sOjTS$fEJV*FW#!v%9<#aoOPN^NZqP z>Q=7MMrO3y2<&3q`LC2;@DD7<(_{oZK5r^V?=J@IJ$251bjN|dS`ki_KD{vCRlnY4 z*y45Mgw12pz{~fDy;B*UUkDNjoX{3x2Wt-!aJ9B(Pi;P&eQ2~Vb?r!;) z-{L#$-H3GE6N8#1Gu9LBjKV~S#EI)9Or|s@Y*7aP#S_3G(MJn5IYscq%LZCO=J7w^ zd#K&o(pny#f^&wQ&?1c*{}p-N?;)A`Q@DqAoB1KSO!-8*spf%4?a)A0$Il_d64E#e zTi@x3*-U*T9A<8GG;H7xswle|Fuz;-alUvniEc@g@=OaEuc2-~_%JcIkYE+fdoZ$1aOX6-> zTFKkY){eC;&7gWmoF74{8uTR9OyLypAiRnS@#l-(e?pBcYxocNGX+kSYKXGZpKCNO z-PegET20Z6%5-kj{*K@y?)c9H%NXz>niXGh_glaHsjV9RwiaAjJC!zrk0E^6Gv>qk zb%8DSF!%5eCU&mL~slRzobH$QP}t z+o{Znh*u90^Y_Sj$E!e%m5N;5nb*7Z8+sLt^T8T z7=R)~MS(=sX5{0emKmYT=7Io|TT%Hddi^Jg6iT}kR#F72I1yEHM^^X|S1F-M9Ky0} zIIGBPI+Lw-oX<`n+7zxzdDKp&qyFLJI(hJ%8Unj_VC(y#Yu-(Gnak_E3-FGvm0RbL zi(5`-*MyA4t*?)fw?4YzaNMdo0`LpAzbZ%*J9mF1_=nF-RcNEeICjf#4I1ViDBQg% z4k00~?=IF_wJ+D=E%lR^^JoxI+Lnlyd)MGcb1i(Re~Hx~h}xb1yc4~tEPxU+OJ2QB zeIHB4J*9qUZ*#NKq9^wo3w&YNa>mmum{RY0+E&_u#j>f6VC2v} zh{M=mg#Ed%M3IPX-31rhp;iimD0pBSV_hSA=g3MCY~;^vb4?O_980l!lh)9{Sd)#U zdSyfp&ogrNihpA+Lh18NMj3?9r-$5F2AZT#h*a?cBHgg25< z+qqyt-xruDNPZ2Q+vOH$tpGyI`){BDRdOFrG#6i%f^s&z3A$8-J#3UF;BRfABs3X^ zqTt2KrP6$gYYdi?^RM~z!LqhA6ySMBVy$wvY}WMeK6I9A0*XQF!$|;NTAX9|EwGp$ z6vWJvVKQbYhf(ef%EJK6skd%OHbxID4CUN<&$5R^pcxiAEWu6wFQIG#$N)3&=!hj< z#)&+Z-sWQw$d02CLcMDyu099Dx?fn>ZsT57ENu>Pfq4|WYQ=Uodczsu&f?#tde8+!i8$=RtrE4^LIg8A6jqZK5upp{@oayxv*>TFoUtE zios!e(OV>!9RM_5y)RT}v~av8$bi&0hhc3vk(^qE4YrtiVRtzg$E1xVFAGsmuNMk` z-0{o}H%=I~7!-#wZ7%>jspwHh3O!b}Uq0Y9Pjzv$BR{Y?8peK4%2(*|2Gl_&C&0~+?ZWnp} zGmbNmoL`Wdt#&RGM-31ugP*HF`6 z%)#$+aIuGL4C*7?bT&b~7p$nMG*0KN0B)#!$I#!u*!1`wN#jdaB(@A^V9aETGLR5i zOvlp|1o`+s8m_RX4WKJkrZU*uQ4Ux#YalhauIXNpKpO<)w9}yI;h--3wa>-)C%~Zy z{fS*q44?M{qK>#D#JLEKSMqvbwcbLqlAsTCb#K+d5^{lIM8E>Oi6lIShQpKpx)3BA z)wh2xee})`@nb;ZoIwq(dTWUGy&EtD9IA{kT;XnucvF3|<+2t{iYNDRC?#0S?%h6y zP!owRXC3hhi$-nB_}IL4$J2JDo2ueX3RTCO#uDz-|IDrQ26!NZJt(H*6!5l{vuiI# zv*r!%ib}%T3?{ zw?548{Z=xUmH99Dx6pief(}=z1-J9E`u04smcWc$4e-dcb!w-DGwoVxwIB^u;@{wU z>IQ)^M63ez0?p~rPo{rU=WZ7!Gj0M6g4+k^BYsp1v}PU>-F&`6a{|5 z2%GlZa*c`LTfklgS;O!0&2qR+eg}HNIVEPG4us6|u0j}$;5p{Re#m*$X4RD*fY(g3 zp3daM|D&9}?^r0e4Qv5sMsRnJpt4(x&yg=S{Zd(FHi6AKaSa9S9S)~rfj1!BdVfHS zl8$$bZo)o=?;SCf_B9G=G-)Fj63INeR@T{+(h1?X)+a@XgxFL%iw;eX16q2t zX?dE{4EAGeRQnt>O!7(N>2}E1bx#?$?y`H}#CPh!iC$e!+1Bgz@u>$? z<`M_sW(2cs#{8<9&QHSk@rssZDe^F1W)Zbz_dxH`yId?d^F2ddK&<; zi8cDRKa{#;#W6_^O23H_*mQf^)2icpZ^!1dD;&C;@E{=Cf6h! zli?QBW-yedN`Q*Hd`S$C(PIx0;7wBwf9C;LM119m^ zB8ZdcqQzkG{qWjWpVq5CTdfJ`xcVB-2blFZg0oPPzY3tG!MEp@d`Mj3OkJ=&9qUXF zV7_FHnUzMH#p>)myJN5*M1#7JJ@@P!4bK6Yq&YW7?X(Oz zwH!TDv)hWDF{s6KuHf+esYDL5H#b)kWJ?i=63djTXhMZ8KK9d@8he4bDiJDc^4(~C z#?8!^f91Tm$vM$yakc(+VFAhHdc7WI3^&r?xK?D4*lCr%LLY4ecnM0^=B!`*0Ux;W z;$e-yh^@uNS$g!J`1S96b}Sdul?Lhb=_PS#(bKdW&Y{wvC;bSoBq$Jt8XAd>5zJM} zB|}FsP%l+XQ2U?idISHp=Kn)6@oC?dA=S#W$S&%Am1SkcJBGxSiro+x@%>n6$&1bi zGr#o%A7e7Pu%G=m2ZKz|i)W&9kF?Bq_|(|TioE0F@PI&lZd`DCKanlt`&w`U{x-XO zn@)+p-kRv4z7DBj63r zHUeNAGsRED6^s>2;LYF=n%!Ztn5~&~2bAeme`$_<$Efi${lhtTQ*SPf`Bsww$>XBQSR%Q3Y1JcTtx-2w;v8I!a9;1HLu{t zL|Z#_tR6L)#sF0c(o1(oSC`=4Yle%`XHPYpSr_EQ zSrPL9zBy_x2(sQGkPUV0y0eRX5C&;A77oeu5jXd?t0n zaV=<(!}4>uMn{E$;|~7eFeAtqzS9~XKU}q*L7+UYZ-9-%UAYo&sJZF&-MZuQ{g^Js zo(%)cIit)lkDTKVz6TN5cW=Q=n1Mc0Gnu{BayHUPQwSB%f{sU6&dCYSJRBGHiPYsTihxy&C>_ym@A;i3PUk;y~xQqL$P&2g*J;%8k2?M zD#xZq+jN}E<1RmArw;8#Yr;pGvcUr*m-KW6n8p+M)`@!BCk=U`x8t44K73h(Qhil_ zIm*?C2EH&Gq&{x)O8IlPZK{u>R27-t|6XjdQl1eA97K-XLW?dHYUm3$HTnwuIG2DL z*9PqJXFla4WYE^RthTF|bAXc)SE-E32fDe0Q55aP$Kt~=1{|UaTXYrC-WKq(`9dpy z&&T4|uET$%%qcen>!E%@hCLC+2=@zxF1L&Aun7vG{&D!G z8Dpk&f!{n8pyjWU1m8+;@(L!QMj*9>pbI)IVXNt4(-{u2XC3!<0b0R1YdQEq7z3Gx zbGt{>KTu7GHExryu&^A0jwZid!kg1 z_s*IziFKdvt?m^T3N{KC@6!LH;=vf3X%X#XvDHTZmj1xHJ%v~ixm3SR=0GYl4DY~F zOvZ_>{`GWCYfCx9#dLWi-}bI$kxT&t2xvW>pI{LU9@%Db=-UI+9{A=T2qv|n4jTY0 z9)03(n_lnXkh{wZLfe)O=PH2v_^CJ?jVTzO5~PM=?Cx6muc@Yw=W!5LE+94EFu6*= zjqF!^0KF|bHne(Wt(KoSJz~>7hdrC_h5K)#YQ<_)F)eYS4kACfcT zH&PL#(}gnBte1kok@aicy{l!spA6nCx+DTf;I$SqZT69six~yx%R$gf*cR6X%_5In zb_zqoe`5M-;Cm0=V?I_4;e#qAUXV(?5f$m3*}a&LLsD3Y?*25T07xzno6V!(*_ z%%*k?FcwuMfd{sc&D|zhXqQf zm{Z;hR}RVDley|ivq>irCLHckIAyq-lqGeELPixl*F7oJ`)fO1XedWw?^HiJPZ9H0 zP{|p{xpWS>f^ZSqdy}-9;6=u$7As!jS3zGanx7ed@^h9~XyZA634w9W8qn9Y(k&T_yqM#nKd@kN%C$_~DnBC#wzd zdDvvKP2cY%5st+6@Mfnowj!QuAN7#00NZY-9VhdR*3UC_(t_s;*u zq*AY+j>~=yKVO%}R-A5LHRo={AdSTbpCJWBhOc0}pB%5&NBo?Q#&~o1OUKgY(qi34 zNSI$T$Div)!;F6Kt^?e$w{GyC&Yr49%YH~kSZ{>zGbF!6*4(-0d9`*i!u9<1Z-2xF z?JPTcZpE8*tdxt3AD;NXeG=)7p#wiR&lz#Xmg1JM17V_iiD}$l-WvG3d(BmwmEr_s zf~TL21b0_R9hTxd$$p5+?L6V?3C^E#%&erDL+#qPUwR9+P3fdG%DBz0c(b zcTzl5*W}#ewGy9Sb=jFT3(hz!NO4w}eOXh~;0?kcVUR2Du~vwTI7d>K{KPtDp+hV;F_tpPQtSy-`X3WNgF~>=u2w24B_jNj#|2f5i&W zK?uXEVITcl+)rkyzi<9_aMW0O6T#&jrwRooofzPj@gAV^{&IRith|VsZtCV2P6YqE zv3D^fcNkcJdcLq;g+ObZZTG`Ji_Xjee7{^JH&KHCvlwz}>rW>^<$*4yv%Q>>idIGT zo7HlUzvR~j;(<^*rGtJAH5HrE*m~tu_lNA(#<>arAVD62DA7vbtQ~VGdC*A}e$e7H zvhBYmXR>kOe4)N%G;vD3?C~W*xu%t$Z>rB(-91ukEvx<@pLF*-`N~6p$l%TqgLlMK z7x=~!&Eux}FjI~4hPHifpX+=#qHiOS&rFul`OK);iz1{SgI)=hUisjWf1|3hvKMfe zWOb_BgW53fuLbU?0M?*w)=o|fJ;5dq=F{(B8nH^RPTxLI3Ph2o+hxTusiipc)zLJ` zSXAAZ2)itt#Qf1SR@?~dIV7p~#2;UUxB2h8|A9I!l85{CK^Se_;yJrE+)O=6;@n6U z^Djt1aW2VDtiy;r*@|FLP&TG>m_i*Hu?_|Q)h4NzpuQ@dx_iFc_P_9Unr>_&zSJ%_ zvW?OuL1otUcmZ9ddrZ7>BEMvm+h6W86d&k9!`Kn(DJW>)&pAs{{D$A42;cd z6Kg=enh(WMytORX{fX@!s4O{twl-AQ@Jxj^~J%Tv!4-<8h1;0 z5wLiUpK#IL4mRXHje7f#qgB`a>@^yUoQ&hJ?*0q)wYL3_2RMfMaBPn$YPiOmzx{RL zfn2blTMD#DmM}t3@1k`!kJ>Fc_E;=WcdmJeK+UUvJWzOVm!3oJ=W3^Sc6i+%Au|rj za<3y1ED}Z!$A70&l$)8_-yo}H00w2=Z2wf}ob zkzdw)bGr;?*(MFVlV*%!Zk{zhx-R-T7KMyXyiHA6V21F{ywst+!V<9b@scH03OsAQ@b&1~NiNw`!086V~g8;r; zo;?1?%MVMbe4{U;TRNj0j-b7m_lm<%=_^%xT{4d0x0+ezsVg6t7unTi^A~)9xO${$ z|AjWPCnH5ymKg6%68@%d&#}xcCwf;pS3mPgQ-EGDnc5|Un@{z=!TgeE>wES(ZE+{w z@}@8;kXEmHm5YR?ZeL5DdZR6as8`-GdveucUPN2N4V*D&x`kI*2U(r;4=Yx~3s0$9 z`qWqTxm{|e*iz4iDO^(MO}%YzIZ8sG#tyK`YFd_WaTY}|DTb@QU)zL&S2N!FLA@Dh zQjI*gJ)ez=zrEXL2%gX*GZCea`Q0u1i)UnALr87NpWXAvB$!{wv~9ml^E!$D+|J>8ecE!Ti@Ff9#GK z?o-Xn?i*SoLJPq6KHgT>sC_K;RYBRfkhRdR^q%gwvEC9O$MR0A^J{yeY<>8BW;PPp z-wO>}70^Z*u)AyI>DUenL&-yfU}subs%Us%@Z8s-U%37)jHsF?1$W*(A977y^XI_e zAZkbAemX)_WbymQPPOpAYuCI4Vx49GDa3rMHc!$^I=!Bk4mR9()@|A$ORcHkZe`o+ znZBN;6aR67p}xLtrltV=U)QmOGn12pAge*Vu133+q389Kc4%ZoEt9Ucsf7%^l${y^XrahM~vlc3Ji9AZXEw3j-J;EId^VWmUj7OSMJlvhn;nFuCu-Zo=5aj z*@M|=ECJWceiFgv;n5MVDOI<0+*|Aa`Ca@mUIh;H{n!dZdgGJ?kdTl*=divtQ<<2V z6@vVg@VL0qi`K1Jxh#%xZY@@ZwrvP*J>x4UA0XG`(VC^_dH`__1h1@v^rfHK z3&WK>$FBaLFMp}Tn+mi2UQd?0JXu*-Sg!jZQOD|qmetk&e0^N`D?d@@dK5|=Jl{=K zPrp}RS_W2;sG6}olsGQ1F#W&rOt}r_M%!30z(9|KhK9!V^?oP5a~-Clz>mqf=~1LX z5N_Y|0<%ymHyFj(L-nL==xDB^^jzvy)KJ8X#SR|g@LTz^>rS4{avrMpQ>#8g&B=+y z>R-jdJBay8yXl7|8slHmbthoxzE=)op!x3T=(yZyjye+aBh2k$bti^%Q|ROM;ecCR z&$DDP;)ZE|3R~ZY#MSe({O^!y^uhJ|@mvwJ>!~W6&9dV6@<7N7xmpl%6lk97DUrL- z-k2kQz2Uxv>GhI*fA5m*`?&H;N=jH&HJL9Dh&JEkup_clbSsUC%1ML_`lJ8f@hRvy zOQwvl;v!Q4%H8)_Q^;lh0o66Rdo6wQ`z}ymYOVBPNVuph@)|wLq833~Or6V#^18zy za!Ra<=WN@z4zoGeNGzn0>~){JsX_~?<4En$GKS z%DiyI)p!z7G28+cR*P9;&^h$fwBac1s4T2%33VMu=#e-g#-sA^c%r7CXf8(`pf>hw zktAyUPj-u0F#GNYEIscFcF)HJ1;H2)NfGHJaxj>-1qx=Sfud(~eg8YQ>zV?n%6!=D zH+B9zf<&ZWvI8KE%k&`6@duP{q6M`Q(^xh_6v7ufaw%}5&l;gS^#no`HanXmY0A|W zTiU!Cfj8MInrf})#JF9M#Pt1a{Qc$bfHNfll!=T;9JqqQL>QTgcL#wqL)SZlj-v$b zW85^jl7ybcKEJN0|7I&wmu*gA)5w5;vwjePB^Jp1zb{Cp=OrrQ??Jd+@|?5?lRr4^ z#N6CCK;hCO9a8T74R2cqcV%@jH@W)W8nM$B%wxZiu-S>(zY0W0IMqL9_@A=j-c*I2 z(-6XgCLj}1QVxdN>-6?RXkb)Fju}eS@<1+5xU$G_01z7{S;exz8W$6v#t@X6#3cWZ zMDf@O!QR(HmNjp8`B6lRO)srlw&*LzsZ3_qaY9kh3*t@Qh8ZFMcLe)aL5Mt&!Z@pJ z|D)4DXtsIQ;)Ebrat>S%^@;o4+MYouBQ2fSTdXp<(~UYJaqS7 zd-qab&u6-R=MA@Evo=Kl8^+l1 zf5t_PvXBd>;|3QhZrq{yO)t72*Mf6{FuYd9=PGC?W8;E8Bg@P#L+%Z~=PIAlD@DCk z#1RTqoGZeBw@Fd-?~~u^?ACZ39ScSX)(SMg1&{ugN+fGb&T(J&jEIa}s))0DnEr#) zgHo#z`h6nLd7OI@Xq(j{Nnd73$KThqpwD>8wqW4TukQ)Q-NF{MJBHtpk%~6IF6i0G zN=qkf`8xtxJGCM5f2R#5xK{#7DKI_ji0vRd>xF)nSqc{gu!QsAX>%}{k7X$rsLe^L zO8E+Dn2w#F4T6|J=R!k@>NG&OSf_ScUj8$Wl#*(H07fA?Qjlwwms28K~f6PO}M(iLia#HSmb@0`; zq%;d3%MPDu;{otC|A68TZkc#)-$6GFrkhA#YZ$5xQ_{wrxmKIv@i3j-^=8O%Hq0y>TAs84Ey31 zlpmGbSq0{9Db!KCTmpFn9@5lia0dVJ(Eo3Qhr;!_HwgKQ_^Sy|cD3g`^X@ zB6~~th5zy|eWg_Y@qFZJ#S)c=*U3gPxHuJ7`F;@pY^Q7CY2BS-zoK1Y;lpLzd;D$>Dxd4wNCp#!YV>^ zlS5><#o~*JoiMj?<>5#ZvVR^%2B{gCq^t8U2(U z2;0|Fbg+6ObCwQgas->qh#O9M#OLDFmYX6^|K z+3Mp|NZAN24n;((SHai%_(r6}C&Xw&>go%gMhF&9b zbAC`s4gGJ^ZIVM`WOx3JMhk3pd+pf3D){Zj@lr}Qo+%}!*(WyFQ&mIsi{Z=~Lyz<= z%cR8+&nN8aE`xSHl?Kos(ByLYc>&^=x{u11@I#+r5iEcDTbTa)9J zi8}zeYaU9Her0eGwZKkRj{-?53dpIYnxB1p{-qLIUSP}AgUCBz;15JgZ}PUUy2W*} zN+f#vj~8yb`mFHLzSFV^=}>agbdvP#DD&{z$g~Jp`0RG^Gy;R7Oba9Kz&FIl-=c^2 z;ND5FUAG2~T7XLbVV15-srYJXqerx7szjccWaUhg0>?6Ow&&2I66R5j6-ag@u^{ec z$Foh;N6FT+exZ~q{x6ya_bNi=f7XE4Y1PaE;w>WG*sQAfsc;of$_3U{u6CJU0{eyV z9871Z!JP5OM;)swiXqw1D>Ngq@3GJ1R1*<>xc2%`VjpT`ec*Dj`O2KVNhK{^(+huH z<>Q4BgE}#ryyki??aAW>SZ{<+e%En5feRD066p6WD)R#8+_eMeX8R@|S!SVMP>wfZMWs*3_w7 z=^W2jI?~jI-CY@uo;*<7lmapEpv!q8O7eM!q-bC_(;Gw_6X$JJwF6dtf8KUqDUDq2 z;0pE(H%)%7ru1un6F#MVk>pm!xi#iCjyO- zr4${Dz?HF9)BBGhjRSX8K}|xudO(Ai;+c)+3m$uQa6a+(g$x=#5ck#@W>ry)F7Zj?6iBjoz=HVi zh{MpxqO`CrwvLMpR))2q6=_S*;?BMJq?KjFx~=E(ah27J|Gsi?j-?1VizQR{yzp3{7$}zwJI#6X_@h&*Wt=G`N2}F-K_t6d?yiz$Mvg#_66oVZOtIKm(^W2 zSWJ_NRnnoB*+m}Y*XCToyJu+moPX8&7@UQv#tXR5aWJ4E5(yT~IqpyTutFmZ-4Ptv zvn^7&+zN<*762VMHi=LYf!c%25hJWy+ z;#Cg_@?L3?Og$j_e13#^aXMx7a6Ze*cwMk@#BVcR#VwfU_m~bQ;5Yr^6y+?o^|RIP z6GWaWBJDeK@#?yqH}!EOQ@C3jcB{tS%=JuSMoPrItxln*u`@T`sPycI^3m+|TbIX{ z`1VIW`)FJ4gPF#7IngrP{>)k@=snq-;OKD>VomOCImt?DC-ObNJGnYdjmY_@PDiVA z8E~>*LhMVD56RlLrEE1nA!RNG(|Vm|rD0y|8w#U}y7998%mtXn00IXSgJGn^MICty zFHC2ew2i#^K@RoQXc1`9c;ZZm!e#g>==AYLs(ZY$CPf}C| z-f(MY^PGEp+$@mE2d&#H0w=}h`!k#XmYA*ntm%t zUgtqtL~A^oB0AT5&@bL}eLO>Loac(3{59D*Uc6TVO)sSEtmBzKN6GU=JNKMbQDF*rNW(!Ya|WY}=kNq8RVy0@-y)(>gximX@?|KUe-^(h^J zYE0Q=N=gdin%#1*h>iGJihL=>Yn_XR_$D3NKc|FWa+KLVMQVRI_qLi{L6LuIf?74p zm^QO$HX`75W-{}(XIKTBJe82K7)4|d9mg~lHmmG6pq)DRH78IErLrh98m!_jV$_l0 zdsK!fKQZM50OeMO?^}uYhd0h*+eQqOutWmGB2mGd!MAElhW>_YYTYS9cUMtvWYa$o z*JVAhYy9pQ-j*-%{W^{$`^5XYRqS-Q@$B>v`(Wg-f2yml6A1kq*r6%Fg+Lbo9CUQn>Z75aYX$TtN~bV^4spyTkZIWXcu z+M40zKla_xs>9NIGtu$}T=Qy1)Na0*3^zBi&U*cZvW;S^48I9xh3m zaA0dmX6+4;l3lr_G16Xqpr#2<4F1y3F13`f1y(;&$tEso<&P?qzjT(g^d@>t1O>yI z*FBM6!|w;JExN+0QQM3st%EbQN06kS z_lTdPufSYkS6^Kxxo5Qh-0@G2>z~nWgan$;3l-1j99HZ6C2i(`?T8p z{RcH(U`SbrG>?6i7+uy&2zrz-PuMc-leSO-yo zsj*&e2ZXXY+2xNMu+)nyp`!wld2?cxvdp9Fr#cxXO*B;M}ds2|F2HBn# zr*NfzqUVv^w>gbO7H2kl<~AO3l=4##hnt?%Gd#h-Og0zUbqC$n4DDy$OSacst11+Z#rs9H4VNbta644 z=WAu9o#{pm`gx(iH2|_vi9FAQLd~0#n!WCS82%=;r+i^#cEK59^fI7SFNw}={kz_G z4v!wT`Wg0ota)vZXYTwXUedJy4|=@3Cl0j$abQ8ec!3R@oB3lD7;BR?YCzjis-5z| zZpj@B-$^#hOG(bjav$3M-!2X81`WYQL%WJeiHRH5A$XX~6SrJv@QT+i5TKwstS11W zEMaHkAW(_$RY_#_^r4R*Nnro-h6cN0=Ixq~m9o_@EF&@t4*@fPS}^=7{> zHs+M~rX#r=**(`k$NPVFaG)HD7weIKo7ne2@npE@tnrCX_(18$M!%0neN zwz7T-8~K$Ow?SZX{gK$5@CKA`vBF2OPZ4I|ATs<28i}>bm)5Ky#|o;5+>DMN>_>A| z`*e+NEML*TmDu7`j5u@TCi7c-VI)o+RE$5xv;6NAf3Q{O!>P6?Ia%NR!QyPiap!@U z&2dSr=v;b`)MAy=j*aiUj?dUSe?@kiKk~0`Y9z75Y5*ogdSe^CJjQ;rhmXIt5`a(R zf8o7eezM%CaDT>_l8m4jV}8za(CDe8M-thW535!rwjSLTEEUaqV2($Z8PHxcHO%h! z=<(8cL>sx(>a?5c@!Zke{~EXOIqYBr)Ya!no=eLnG-myE@ZmicUtE&IkPx5g-}tOo z70MAg8YR2rSf)6qqcd<0=Y3#2wK$kLI&FxH7c%iPIoj!a& zQ#!++{*P0!LH(C*EH5e%>RmEz`lylUQ&fbJQ#J4D9$D3>qoc!;;6^J_G?yJdcfv}} zdZFd9a;fpJ$-vwN5og}VgEfZ&oyGe-^m8$HvxT&~9 zxAnp_Cmv|)$MS_IHPz+6MwdS$LlOu9AtA8Y)0a4W-%i-R$XJ>);;+K=NeW|CL|K3lt|%6> zlz;k}|C_*ItqqukJ%ShCN)-9HX6z!qj2H(0Tz>N7-DuO#mBr^@sDytPhWqbu|Ihm} z5fT&pH%QnC{_kHm6T0ar{`)07d^m~()c+>hK69CV21NW1X8hybD1(*$3q2qq2pVAw z^ndA3LqmtZhB*JFWno}~Md1qr{(CS1!T-;XMk9tR>ged0zOS!m-_Ll~l^dRXzAue= zhepZ!H#$OjWAR`bsdvZ-=&2dpNt}2Kn!D}X*kJRYKm!0otgL>&?791`?%%!w7^;TE9Ps!9i*h-jAnCVLj;k8+ucrg z1#la!uSksFULK|7xTqXg*4i?S0m|*l48^ zJFGY|IGHahPN@y@>lA%{n{91r(R@?>W8wJ^WA)7D2aiE6$Hs3TYxNQ zt!HLt9QSkFw;>$gAcP)a%;ETtap2koAj0VYZtdWNL)Uzjq*V!O3_t=RqN14i_~98D z1Y+Xika>B|ucw;fTL?8#CCLTG3x9Rq_?+(I8gQ50eol%2rC zd~5lByRdjSe&A~Mo%qmo6QI=!1=c{IUeE1(ojI)_DJkhko|ek;|1MVhqR!JAL{&V_ z-X>s0dyAOwY{GZ&)VRN%$MxvrFjS}|1EQ+bYRgIe$Zp{;c11m#py$>OKZvSR>bQz# zO*u-ZARnLZ+tYLrv>(O&M@ZfbT2!1dfeI@kOlU$eG}!F2(Cm3yQSVV&W@jK4(p=9R zG*JfWIZ|TwFEC>uB7CGN|2(30^$+<+o9zG%(G698gwj8jk_%BDFjhRwfCw1By<96W z>9yfNv}L;?%+~Hp(f4GrfYJb2Va>I)*&ucZSI6ytw`38$f&nt{1gFNO2Ak!1?qxb< zM~UU|xLypB`>QgTthKok2>5VOQBjEn*w2;YLR5e>=r^;~i3BPjEU5B8mVMXZZ0f`1 zAo*06ueT@sJA_28aLS&bnKHfi}gIp<>e(r3@xk|Qd;~UB3y(A*URcb^qDY~OXae{AnzPK`8p*@ zuI4u>j3KRc_78`P%-W%tlCZeAC>@pXrr+*X)ncCm;b%SW*WAH{3wjRSa4q08osR)I zUzE7qcamgSx*@uJ@y}=N=nzJ&67hj)f>cmsD;N4XQId@Q%&>XgtHL=qY6hZ1xBJuk zyb~Xl_#2M+A>^T{*N|oGg)nvW>bWs7D3RhyZ>n&pfPDi7nEgC|ff9whIFmSTiIf-! zw}-d1v?R~(xn>g29|oa2BiQ@z3^xUYX&kS1hm;pe^ZbY;NnLSrJ+_e|Nhv*E)im@% zv+UZCAT&KjX!LM?5QzBej}VAB@?Q=@8PQeO1-*jRmX-fS*kKGX!->zwwHP?k9e#oQ&o&6yCcH{RDLRC{qNogL! zGc$woAS@^&#LjZT=nw-)yn<98j7s}#Zv?_1XhYEOw`yKbkH~T3jC`{9H@j83!8pM; z53AHp6dqdo<@)a|^fT z-7>7;&Z3Q(;TUD77qa42Abb#LIkkv@nyr4%;7%CB<~XAQDO9+>J)DtbH*xIGJJa~l zI=P5iTnEXTUA04|Kv~|;uWP3#H7koTjl$KaKnB}Nv(7lwG~2Aq7@b^Mj2?L%w)BfLX}@zygWmg%~mK8=9LquhVg-)@)?=!L98*gty!_6=eO zBavGUqMWZYSASs!L???Q1CLbI%T_1lVuz#7C4z}&J6Ty|ys8FbEeX}&-mP^JyFa|e z5_3jn;qE8_?bf1%gW+KMTqTizLHI3;i%$3eCxkF& zlmG?Zm!mAx5eK64hA*6bNzeiOM3}N_*!mXK;0hK{^y~sZ0G=6iAzdcB!VWzNS1wiN^U4kNbI~)=~DK7}hGpJi9#rX;VO3ok%r8Zl|J)5D?+bTD_T!&0=kL9e`P@ zzDPo=b`{zeQaS=Yx31~jBXPF4-EQjoowx>S4M(yvVgfLKCECdU(qfgry_IDqJ8?|L z{N_ol$H<dfEWh4MW7%BxX=!o6uu)GESGoueKiaAhP zMg}|mQ`+mChJn#iy&0C&8>B#kYpL2Yl;Wm2O@=aOo)9oON+pg@4d29(@KYV#JgMMH z_@{!vqp1>(dbMsOWSg#Hw#~_X$HiKgK@M-@oHAy2+!iD8KB+rc?`(&yn<0%QY#EP2X<&iaoO8XQk`<(2|A|#LL9sCP0c8oJs*S22=xmf9e{KGDgk@;aNDb2%$#)e>#qU|@ z54Y26u$V}@sUM~4-~YTGGKl0#IlTzG)({+2!yt`Q{To9OGWYO1lzy+b8g=s+IJH() zn`{icjrxkem6s3IC6MET(qPShPJ2xo_sD9F0>#M`g#^z#uKNl^6ze=+Zx?c6p(SI9 zXw2wh16OBfw|k#GUTO1us9028uBj$8F2>b6n-_h%Oy15k_5R~OO_G-nzAmgIIw~3P(!ejO>e%LgLIHQq3!7NDNV;rn*y*=fO`;N2>|hIa z`5?}^J&|;d>mmFX0=|=>N&Vlb`|~1xhMA?{WLMcap)ykx)E`C9JF-CsX+Hg@0$=Td~ghQCzoIaI8cuNwIHku&hD zKD1jsG&i666N2B-Uk?))D9*Sre&OIT)&4jWdBidt*eF-NB;z9*Hp-XHwIudpFie_c&asu~D=_dXsDl z6pe;U;dmSBeZ$h)=~7mjV7KQFz6XJ{Ukt*WQl#_vC*O|jZLrA>dDCXdQXekRCB%KB zIc{pu?JrYOiXS$UN0e$6UJr$GD_n~{6xg2rlcEOMiYmEh7Mm5* zHP}?xVw@Cx+WjtI~WM?Y_#_O!gw1FV#DL?GN;)({N#WOz?lCv99C2 zm%&N1!(=c2fxh8q=HIflBj}EQOS+_B(wl3oq}n#*UF5}4nll&UAKdAyZlL{DW>@i$ z2))*ELQb>!nIT2zab4}hgfQt!_jpVFO7Q-D!45fMRrr{7PAM1dqx@p`dRu7QkyT9$ zSrm^nyf82mVKM3Q!+eo`K+;u;=#{P<85SPaCy{DU{Bv9I7`l6=uJ4>hSXjugeOCwl z=IOCBNcW0{1h=iqjbWmeRc(JKcmMd*pvo|*@3Wk!Gi>s@!jY4k3qRaM+V+lRikx;Rz0 zHP;$U)OBEq;`8KexWkBhv!Uc3T6kFS*RF?4&Ri|YI9A~4Ik8`Jo{qZT#eVu`t+a`b z=dC-_j~CL-mr6j&y!gt-@9@DhWIk3`6r_gzTHh1wXXK5m^9&CJme&_$rONm3ToHH) z#-_M$VbfP%U_D!UTWk^PG)$R4isy!G{?fF#ouU-F6S;ZNvuc`HVeE19q*+gukstk1 zgCO$=3kRTTzEIdrWs0tx%3-`Hmj}$3_x(>d zk6h(TGL|_0$s6B(SJJU_Xdu=jTNIYLAa7G6P%*V2F;!^7it5#U$_aeXRMSZrVZf+a zX%{>^^0>7X_Y0#0nSL#)It;k@Y$!FNhlu?9+?Cs8sb62ftAme5jw$bVdGzLG$Vki3 z-@LHegyjfi@`E+%Srt(t%{+{hl(PZOkt3>a&|JkZ4O46|S`p2xsSl0Cr||o?!4<#> z^S$?&qTTSYN zfGQAg$?Q)lX{tg;1!A`_=3k}y0|pkVB+I!%fGlG3HnYenTWfJYD}*(zdU z{wcUC%B$^}&y!&LqPC!VdA+C?2wd!7y{$t$=0bK{4gx)PT#oS5G4H>au+nMj=Z}>H z->V@aXe+!si{7e#y}u+^e+@Y4u@MWAQ2puewtq69CaFgQTEhbz#;&W`GRtT{s*E}r zdz@Cq8?C^j{I_wR zM{m1}57B``=L!RnrwT4-8X!yeJn-d_`u^Gk#oCz$-EmnaT*Y>9njS8ys#o-IGzKPC zAiZ@7MBZH#(^L54Ro<|q(f52r0VV^V4y8}vqjE+KQ!V(FNOFLnmwfKIUL-D2hSC(n ztqwx5lKSlyrtpu|yd8&bT>M|J+^2O%)oOH1EMj7sVoj%?-LG|-HkwFi-T4S(w}~Tv z$w9^5e$?xFjhsN9wRo*6dp=cIPqi`-c)ruBMw7uCO!z$O`-{cRzlnIm?~!@@zzIG| zI=VsH{!p>aN~rJvs0EZA=(6@&siY7=zD| zfRSowv9~*_IN<(U4(6DyT6s=WI~!=|HgbhUxIoVOqWxO$|2@@Jrd98FXpBMjJeIYAefD+4296ZBivWQBlm-} zSMhu_=pLXu1u|p+nn)R~>Jc3tf@k>RYmn{!+5K`UOsq~5M(cCZ9sabYu09jrPRnX$ z6Lv2zx}>aT%uZX0k8$2cPP@*N+Rnp(rABkkD(&q}ii|fTw2&?T0p}L4mo^AGnSni| z_0^_rUDr`q@7 zX+pgHuxq3&_GNjNG@571qGzWLn!U={HAOC&VsLrh7vXltJmM<9);G%YeVz4Bx%ziT z92k9UlFc{va|S_;W|5a~@neko_}k4WE6aZZO|KbP3dolQTiHQs@a((0kO`K{5YJPG=^erwJ=p}CrjJL3@ezs9~!76{d9=sd=4MLB;X_Zi5X?R{IT+OqU0B41*S0%#zSt+b!l z=c;^qPS6cj+Jp-b>8FA0Pe3Ay3i>~o{tK4G)i>9E^ZLzDoU zDGQvV-^N*qfK-GM_r2k$?z!PYu>nq9w~GA|8cu6pSXP=)xS(6C0y-mh zuPMz=S~zf}p229cZrr08heC>)NCXE%O#rd($pwat=qcePEyf9mW44n+qd#~6+SP>*LMog29ArJgwET3oM)3@S$SC^ADxcwGHCnp{dtUx#*mCG0pITFb?mE`y@vyr9f2#%(coN7hE9;JHU9AtFYUqCBH<@l zTpu1qNFzQvif@jI`Lcv z>gL8=Y(7avk+Jjy0&G0{M-nv}acIC+h^Xa^J^rd0%!+2Xqhd-+EMl;n5=KkvvylS$ z?e!ZH9+sjX#dE^yuXG*Ht*{J;V|UJl-KKPHmalQYopiw?Z4FX<`KSbI;-725kb<9j z@+bG@l6|_MXE|TKszFb~6NZSHqHq%*C#5>Az9%?~N?_YE1eR946_5|L1#CKScbwbW zCB|HZMoJVFqhPrQoE4j8O0i~yB-O7WqCr~PThjK0-CqKfDXDHuao&Q0lD^glk&#Uk zL}Ct7(EYt5lpA?Q3oRzbB%H=-Dv%fU5%V9Ukvx={$YWyctlQG{t*tHHq@9iAA;!!f zOVGI~)ojF~4liirBjpxHP9*rM3VZ5QA!cbtJ2sjZ6I5@Dh$=01dcd)n?<%ftE~2Pf zPpTyjLh6K=sie{2x5S#D4s2UBR$RA;)1`?On01&w@oz%X8yt%-!8`+9mkl|JnqpOy7p zbY)K_9g`kyT6#o6np6bey!r)GTWVGBSw}o3?lf7G$+(26rDVIEI$Kb1kD_WDOnbe7 zWKM=N=5AznZpS$WIX7b6R;L*E5Yq!8Tya)H;ywR1m5q_J#a$NSl~{rND5RJaAa3Oe zY`^Z3Fz$2Q z)V6Y)lI;t>mz3>Ggt|Xf5>K}s^dlpIZIn8Rkhp9voE`2T;BSV|$=8-iTtxZZu4cOX zIAh|%LlRq#Vh$X$Q36W22Fht+DXZuhgsWuV*-ClNP;@xR#KokXXJbhNZ(j03fQDj2 ztt}A(i<#GGkhB67%Qjt&2%0ILtfyNJks#yjRulI#{Atb|swe6iOHAqE z86{S82ps7*@IP~hz|jQSRNxBZkHjmfrZG7q3_g|5I@eNre_EdFBCNyoRn%-lY86Mu zBuX)za9Q_jr#+{|NwpQ#RJ4V-gz$t-j}$E$h%FVAxezNm3koaG5>AH^!X+zd=WeOB z@k@)JysW>V3owrC9l5rJWVmjFk zJP|r|X;qm^jmTgNM^_ZM8Xx^V;uR_zC=#)kb_0~yXR!DWiOzdE9CxQK8(tj^QDrC@T546$JOK}) zTO6b<{xp7_5u>w7oduxhTwp-TBZ_7+s108_?ks-y{??Nh_tNL-(z{}2IrK&PN%O6D zmD%}nraaGKY-+)9B$wG(i>K<^$})3y8Yl}J8uj^RrEQ~@-WU65V77k}EqlK(8)&N6 zrS%khv3qi6u`_Y%Kin#hYNP$qN=yH~*dKU)W(L*JMWbtb8P!_A-ShevzqhurUX#usIL z%w7k(3^pCy-+~~=Wz=bP8*8AbY6ky?&BSV4O_~o4w4kTMV4XV!J^PUQRgg#sXoLA3 z&BBcvdx(2Tv(1^l?aM)sAM?}DE2#P%*IIdgb5KnX`ZVAm!m@+y85JiTZ)Z=KbL8vG zI9r3!YfK+YRO+RqB`bSGD=bekgKcxlE{KR5&G1M z>e^x7D`>Yu+-QGU2UmZs53pHnz{E~h=o`3+HP$;^ZQ)qYd+&;wYLD;KS$5fL%dC$R zjo#su>B3w9VK3)W^i%+02H#TVR1zSi$gfw6z(F3yvo~0CSNlST4kk}R4CEVuPR{B> zchu?nna@YVlPJqqG=+X#e6*YmgnuG!{iCS?8Ln+mO?v2ayc5e;4*;l7pH4~X-# zi0t$Y5ZsM_W_mTDKkGWNbFp2-{il2qT%8&xQaTTg9HBL~7?+=o{!JT&6yK01<$bQt zXzL(6fxNr;Pt_HEIWhcdz|D(GjLsJ{7#(!6nopgkcF)%P2JCV1mQJwnO_19bz;~K! zoz4fZmWRL5Qw@$2((0t88>iZzZXCyL2sS2jVG4h64>OGD<^jnPjS@vnlwGE~={v@_ zK726K{4OS}8ckh?20c77!uYD+(V70$m%nnl{zZDwIVw#H8Q9q9r-^htsCH*@IBrtK ze*Sv+s8W@;@aJbe{Cs0m!ttJsbS)sddFZiKhe%VfI^?UpjLBoW={|<_^bgIM`9BQI zV+~Q#K&=gCi%ijM3zpU8?k88$O8!>Cq4Vi_5s)k0HQ7eyEl_vj3Z!kEuC`Z|tM06J z)IUFAZS-1?Hb48d_EU90>QCNv9r?_>`jPA%Gqd9P^4aK0a`it?o}`sS6^5^kfcdbs zX6>}*m(>EZ`3~l>Py~>NRb~_SI0N1KNlG0%n9ur1yZ!8?cHL8)F~?$jZB@wf*^aQX zCjHMatN!__oq$Ld5L{5DSGk?^rM(LIy>ZXpmLB|G3z%P?JuX&wscY&q z=z4f#p)@U5pZtQHho%zv@>Zgrl?K<4AZsl3sOFL4^ z{h;y;u9T~r-~C!^Zikq3r`dMRMW5%&z_hjn?tPp$wI|pgul)SBPB2?sBA zgm>ttyX9mv(vPKqbU1Pw2Uvo>daG1Iy2;B=%Y$qKQq{OL##vW9>-8p@YW?)lkDG66 zKUD=a8CuI!{2e(KUuhp{NQDQkl+Vg!^VA6@N~DPr0WCTVXZBB9vhG%yZHL_STbimG z!6$N;>VB8-ta;Keago#Y(2woZ*W!fHLrdqp`)`Z$YPlM!Keu1kmhv5w(g)^#r+YpR ze>xrk8NSwc8Ml2Oe^ZRBvorlTA*UzTRsde7;YE<~&u(HHE~)ES)ULnwD6P5V@Rz}6 z1pTcR{jODVlW3pT^W;3J#QtsZ9un=1t>gh$8mq!?kG0!TAF@nXY4&AW!)$piR9^Ib z=vY~A1*jLaI|^%VEP$NPE95Kf+M)d`Io8cZf)pKZzSO2DPA`6Uw3TbE2HM=AGDW_4 zw#RmJ& z5#x;qxNfh|^6WPN>X~$5kkh>c_l5lYfd>syP7|T29ts87$Im_n$oSnoG_}gk%2mbf zY1#x($Bpg^&ci2fHtxu!^&2(yD+ROud1?Z3+Fyry;Pjv1dw*POW_6ymJDh~#RR@Ju zP~Prx7-U`k%w}YwM|r4bq^lq7FFTji;v&amX*f3{G$iB+WfA z6pxLncOa>Bj2;|%)StMopF~pMx8TuXD>Ny}4nzOeSdV=ANYBlq z)h+MQbc@z$Y?@TYmgmvu?sv2ys=s@SntJv5=y0+J;d^UblXqp#>^Ho|ee0;}`W zob8T%!=n#8Q}&1B?(gWst)oG*kKV7%3p$nv6>p-qRp#;E8XWj46IMh?h@fMU_}^}7 z6jo0EJT+_>oEP7(MhOu5Yjlv1KkX^D8|0xJhj7~JW5~EM)fr3lFS^usj)%JLaB}kO zzuv-$JkN9rt}&io%t-5yQ5Ole?q$NGf2ln*_BYx9;mn_IEM0HDFkdsfgyXtNW;nk# z%;Ysq!pu)LhiQ9?d%BTA%EUNVIs_osdzeu|=XSR~jlay^_ji4JwOGn?Q)p~Zu0M5O zs;<;?Bc$yiy14q#UKQ5u<#JT$QoKUv}Qdi21oJUlLu(W&=u^sBsu*c)@x zV{%fmv8zu(;TrAt-lbajjxT?flR<;6clD0xS_d$UC*z+h#yee4{N{qs%ed!v)smS> zbXskR1XmY(lxo*=pMfu3Ptg^&%iO^Dz}v;y!Mh_`h1Zu9xp(@z#eIv}5G5y;X1WEQ z^TO+s)~S(-hxVPSV%~Hf@I$iu{XcCO=%5%XP4Px?gp*m9w(Dgvy+(#lhkUkxcT^uw zhO!tyoW+6^K?d6Eu#Y)vpBJRZ-~KW%$fc)mJ*{y@1$22%h&uT_!2?=zs%|>+b|0qo zM5~wy<0F6N=(LOuGi00jcE+%pcq`(kmT1YiqhK0+$P6KI zP*rviXm@dV*IBG(G1(eqGkyI@i??CDK1#-R%TMx7M`Y!xF>BY|@zBm%?nq7DQ>*TJ zG`pu?-EInC6-`LYpNi8z8l*+FI<_)Bx}5x6*u)OD!Suqnvju~d>TVa}ps0S?O0~;* z2nD)6@n~i~a_s&r=9S0j`n2!E1adbAF^en#M=f^m$yeGU9U3W5(X18D?&n8Q^QmyE zWI9XO4Rncu#!3PCtnG&RO`a3M^C@#SGb2?6Nve#^hIP*TxRd7^J=*Qh42~077>KW%fwj^jr;Z@*S3k(V8psE1{GtKtbB6$TJYdp8T%p^ga+z$AioYzab_F+I zUC9aVx^1@ys-Kh51GF5!mo(9zvK$t!a2TX{yY2f?gPH`*@J5@=ZKKkT-S_=$ZRPw$ za$60pt+&LrJR?&LI>wi4EgI?IP842p^lJa+JFf42qIzIm@{CFSd0pJtOkANNA>HY| z??VZ4H}n6vP@~Yk)Eag=2Gpu8j%=d7R$~NN#x^lu!&S6=(X-5`V;hBd!{(X6q3|W* z!kp*ds`$9)jd*sp%r0%I#O=8p;+I>#yK}j#-yvZHLM3UY{olvaOx8#zAmyq2;}~0C zXbcVSi8x_q{3{|7kKpf3IpJW|k^%H@z$lqh&*EQ2zeECC(uTKf9$yzH;v=apAGasK z?n>ViU60+HwY{BA(+_9As)&C$cn#9CpQs``KERI$3h3SZ?wGB9fATs`q>qo-Y@)Uf zzuhS(2Zugxn(BO@7BeIOSl^z_eN`5MkP^W8lFBBQmj{vj+g>;x+C^7`M&HEHWW$`d z^+Pvu1ug2~!R^y%n6&ee!U=p|J72DM(NbAVk>}o@t&SxxWG~Bxo{tl2HjMt)-zFN! za$jmy)*sAvir>=x%o*dYRTi`%#qp|^3;VWXi$7kwF5NL*mIar(ut+yp-}Pa;_u{`b zm(=9hq59jmG>XRWdua|W-EH?Pv69kAPnSg&7LkfcaU;){G|D;Y!&b@|`MxeJTsRsCJ_zG*16=D0jdOr^dI2soEwuLWO&rdpt_$(*k)OSv@0+7P zw0P+B^Nss;d+FYS)#kTJqpPYF+;O3NmVa7#r|zG-ADrg*z#LlOcN0Af3mq44=wne{ zmEzt#XZcOOpfj3wx~JVkAOSdX!a*&E2^(gnG*HQ&RG z41TUY(ZjO~x*6-(=F2QxGzV3^kNsdP2~~SuU!EpkMg9)CUqBhe00+S~b1B{i|JSxV zjZ)?pVb3PW`H|3|;6xAYcqf!xry@y1D;lUa8c3ySfN;2gtuC9uM(C^&lWo#|={;E` zJm0o^|bj5V{;!*&A!HVaYFW>UekzxdQWt2VA96dBNLb#?t=J zCA-f)jhoc1`<5g~1tO`5}+3%N+ z$`VTZch>z+v$qA=^WL?&bbaN2 z8BE`}VAL;8yXO&*1ro%Guk`WZ&mJ$ytccY*{PeFIVrrZP_)4`y8%nqg@tF*;WgQRE zcJZKMcb+M}(5(|AW5n%d-zTax5@Av{C1^Af(3tTmX?E!A@YyT@I%DzB-)L8cd>}Eqmw~Bn(o?FatV;s)-|EPPbuDGIg(KZ6X-QC@S1a}GU?ry=|Awhx$ zx8M-m-6goYI~49-Xu+9Tx2?TTyY2pg`&17+P;J(jpN%nkuL$#xB)jWR63bGvCmCgY zfzIvz)psYob;nyha@|)z*<^*rc3nh4mM65b;58~pRyN*_qGO^y3x5-qc=`^fE*F(UKQ zkF)-QHf5!ZpnW$I3BBESm`U&KPTGTR+rvS!Bn0;945qzLc{yfSocjUhFklL(ZICrO z-8dSyo~EEzzidA=3tM>yM9=z0bQhB;HnrFy93}i2--{3*QM@`^`cz666J|cy2?J~8 zQ+S*h_*kgn&!nirv~PZ)Uqoz<4rm1R$aysi(S|O-CGrLp51+D96oekEl$eA=Ubcl3 z9O8W1P6dfEhk~|4Ya0G*nx{9w6lYlbRqsHfAWF36i_Aj;E>;lOO;DnmGUHu*-Xt2n zs8B?-whP{JZy~o~s$|Wo^e(qp=$lL`U;eQ1Mni0eyWns~;me zIk3yvj=$HEOkyWNi|x(=h;3g zrY=ut(ZKJ4wMeu~vXWAcOyL5hQapNbGTM4q?S94**YKn;xNDZxJDbeiQ)NX)H$TV2 ziiyaWp(C4^29oQUK;g0;xi>M~hHEeiXTGJ)9;YMARPT#i+pM%#&x;nQ5mGXJem4(( z4!+#jxxnHg7yp2?gAeL>ypUdlTc?8k)J0=S^YQM-k`mvSZ=}UtK4+;b*SR*x@OXo! zgMY0dxZLB-$!^vspZ(TdZ|yd47Ll4K=mxVH!u$Lab)(A$wm5_O1-7FvE>Q33TSIf0 zQHks)|F}|-F}aQ!w~J+4`0f4~Vj4+WgkMk4Le{T3=iBa#=tRd1riPQZZTclI>>K(Z zbAfw}GyON+vLn2^;*;#>qu^}nuoJYP`{6qE;j-`Ee^q<4YM-U7>0)6yD&{eD*&9vv zOMmxxwC1(*Jj*-H<|0h6*!Xv623_=h+!T7p@y;JWZKgX=g>XNI*EyM?JQIz!3}r_q zetMco3d$M98YDB-29bjZJ=((=s7<;fpbwY2C^mQpvj!)R-IJTEfD6jFgAD@qRkeQl zLNe~jTX|$S+YgO{2twIBXLxN)?`|Ee2c4$&qU_b06r1(eB5+ACNN^kmwWb7wrWMo@ zveKDzO_1^kh8*OB+F0%W+@@$wcuG9co{YEr=T@~M7i}JG7i?Su#dK#SgxE2tl8He@ zW2;Ugo2-k2WZQTfHWEI;Nn)dV97MiTZ9Pa`Z#$>5mNT~=bFL8C$Q?Rr2MrXzKK%X%oAx5&#h{@0 z;R5&g1Dox}H+e}&7$4phBRM&l=uZ8L_cM46yl7FUT~+_7JJAMB7Ld2!$yL*oDR{vgY#GD@WJ{Xx2Pmz?NM z^sj!qh#QLRa1*2P^DoXq&qcQ_Y(}RNrqfN4oVqUe z7plGLY)niXSdxc{sbI?U+ZBbb=Vw!4`oJM|Ejq>!jOOuXM2p0cv21!#11(3mg|ik} zsOU>2_y@AENL<<)5(d?urj`?5DSv)c-ad=dH|i?h>4hOLGU|kFp59)sVR%;ef(wQD z@>OPHH4HXf!cmD5j43B74r`bQ{!UltP9Y$KhqU8EF`!Hd-q5QCHD}KL7TkgEXAmDk zfUBkP<3m8Aq|Q^X7_DYF_&B!W`yoCrZ<_pyl_RQ)hjix*j$MoThn=>fvD>jeEi=rq zIG320*Lya2=PAaT?1x?qdGxP;=45(T>T#;6&!8zK8iWs86Hu`>6h?{(eBgAF7<(Jb zQK|)OVA08YrYg@Z$vu@*8S7FTCorHGt)au3&*E#iS$_$$TwnzN8L=w+@Z3l{3R(5_a|E77aSXA&!d^f_tP2u_E*e z)*ObDXyMxO5?iTQN`1|PZLQf32kjWDjBqxD=nT{;<&Lmu|5QP1UiJE|4Fwe{v*r4A z+kP&>mY(Av#a7sTIy(%}E~5A|pFw{>slk&0j4Yyx@$jd15qo7kdx%CRBv=cg%E0BpT?TFnW!-;SD9{gYt~RQ#gcN4{Ve57xz}F+- zV>=gdwX*Z_|F)qu7fJknR5ds%(3kS-PgC86y4ufwU%&PK{w?|Ried& z;PY1-)2AR>FxZQFX^IgOJZ)MMTR+#egeC#sOGuu ziA0tf)OgdW71X->gRnG~ZJ)O4su(3atx{=8GIY6UUR=8Zb!@v{Vl)7`TOJXE>dQ{+1p8Vyl`T#%Gc5Qo``2D#%-Lyco~KxH zfjiCKGcI+$OHbhXAn=uk)TRm{fa+#x9XV82bFMGAU zhQhkLKnDAbAebgpAe=9BjV|z)nelZUTE%rJ%kIslprOH&v3xJ3y^+tgdv5ycTA!?C zd+>Ab#b7GRppo1oZvEkkD3sR#J*uTUABJVNKWAsw+n4B;J6uYlxZolMfA}}P;{b3L zNpi;lj45|9m-3rDokkEKLiv2*w+ zFAv{g4{FeAJiP`+o4roQRZ_m{6NC$A)RIF>f`!n}PU@Q=+XCG)T$T=LOm;)u6oD_6 zZw1%rtIP{W33;xI2ckdyh*+KW#L>2%-5WzBEK+95?d3|IXLeJ*bL99JJ)s*a)#t(@ z`EVxQM6Da2qU~f>f3n&rXt_+3VSE%`(XclRudHZ`xULbfX{&e0v~VNTDf6k4`9Kr{ z!(+|k9td~w${qDFuLp9|nq2_FV-WeAjmG7zhGH=zz*QhbMhYxmtk zdi(=?X8a`?H?A&Qqtrn0(n1Zc+bON`3I+wnp4T04E{GkJfc9WELzCw^XFn3sVuCjI zTwfJy{HXyi*y&~fIBzUCpl`St!mEG0HJw1x@Z1|Mk>?tFaWU?La+X$~(41!-S+xCw zojCR(v-X#H*f*SzL27|dW}XRlbI{S>>_^enRF*VT#f7n0=uJNAB9$kug|Le3zBkQ{ zkcrs+QW}YodEzz@{3ic5a0h#9+ZttOl%+G#{nfYc!2Ri1g)e#k)!_ohxg}8Y*ZV`2 z&Eyu&(~a+Yd?|l4igc{f&0>7uA?RHLqz|!<+J{o(jTpS2-D&H+ip?Hf?ga)2YF?=2 z)42!n?)$il?M54=<*<`t$^#i`%5>E{6KU~yPMlFU=n1RFy^*T??$gHR5vR?@V$Nwq zL&VNq&<9R+BesL`zAu#(G)_s1NF{zZ(tUQ`g2VoCRqQQ9COCr)A9mUU9Ts``tDr5q z|9tJ&;j|HA8s!GVfrWj9u(5R<>?d9J0n*^^p>4@wdPA#f7&0;^;Lz$vX|$ldr>K|y zuwPbt<*>l8k(A{+wOVjPm_xVOMeMgZOs#j_mn2|t#E&5zM}$gftH`a8rl9zFW!{UV zBHlpMf0}J+okCD$#~~@Z%23WQI*7qwUaUSh##J2nc;kr!*g&hP z;36fjr@D?vHU{rkh9Mv6g(ufuBU&g*$TdSiaNwD~cL%2+6^?K#CgqtBsuN|U_@6q; z9caWWf8nzBkNrgGVliC`6FL}i(c)2!Wd|aS@}f56H7Iz?iBxVn`)c(MfN$rY3}4vN zFAHoQtK9wuL%JKQwbfenG2e!?o}rZuvO-Qp>7kfV(J}YrM^FhrzspQ+eTiQ$Cg77R z=T0(;12Zk9-TgEhJYG+fM$sXqIxuBa#Ir6sx+52K{yZ{c*qb~iDb8c3x!Q<-ExjC4 zhl+;(D=c<_jW`waM{-^}IccGWA`}eOkiajDuesVFiV50LmW}VE4mx9Nc?HgL<@h}@ zA#9tJ;!E&VnZKg2SImZOv9MJp@g|{|w5E;S-z-S%F~G!}`M>HuwosLPw@Wg6I@}L8 z&A+G~3XEsE^c=}>ir0*fT2Y2jk$uOUl!v0CYVZ@9#ep#JWWEB6f?#jR>HN=3&y|*1<431$ z2rBy6?O{El#wi~e%Qm5rk?eDUu1S(qBbl_mHgXgJ4>FBgeUbo@nVHhLW`JMF9(&48 z@lH%nM*68AIrHm-i7)Sss%z!uGPXFzZ@8-W2HN-V#|_0aWf@%#FZv()-LUEaKU*~E zEig*`(eQVOU6OYJnlGv5P2EX{fN=MHxV&8?VG=xaNF@sM!@H_%Nb8jA2u9J?RW=C@ zw780_&&d5q9|b|QSA~daVKkbt^XXv?`scB&eQ-xFy&6vWg3nfav8<{tiuw>tc;p)9I^B?lz;x$6rUCWnRJ`m};yJDvF(YDEp z57&?mf51d&V#E}AEw%u^D9>-`*BVO1t}C`ozE3iSzeaqy*cfZ{UVk|skC(SQ_jBo= zY4AKSxoyuY(n{etLGR{hP$Pf#IE+EQ^by4(fgmQ*X6vZ3#cQQLg za0&6$5!<4Np{5Z0kHf~;gzmHZWog0bGZK+>^4 zuFPqbJzH35O6(e4ZZexT0s$+wXJ#Cvf_8v~+n6u(J-(J)JY;~UEWb7l2a^i#2dKx6 zsxSvis?;ydw@Cd*!f<7VM_kAdfK}oV9~|x|&a2D@BHwbf`Dk;RCSt zzyACpserc52v0eR71A)@#v-zw8X1eqqoh~J-TyOGqa0Pe-?dd2D~WAZ&Qe*B7ST?I zw07n51s(-9*$WM)3H<$*me?YTrNi__9Sq8Js$q@&UXnySp)oRhaa zouaQ+L)m~q#Z!vC#{D#37vR%-@}s$9Q!r=-HyJ6`m$w$~`$rwdA}=L+k;sfhC^OX7 zs^F_lBx?Qe!D52bn~#n(TYVv8=vHGsti;A%Q^HJ}YoA0VVZ|+JF|DC;p-!VB4AN2V z?Krb5f}Z0vUQO|WkyN<)Anvo5xE3!V6;+Rw5nt;}>4~)x@63n9kc85DUcNCtj3^bx zt1)4TGlstH>9N7B4QKh4njQ}r-GxPR_3NM!*(-jPFi$tX6J&00f(TRm3T5_w?3V?`r_gx! zKq2DfnW+C+5%XBU%WzarGDWb}KS`S>y5~3QGNLxLZnfZ<4&~RZh_RkcR1lnGoleY% z9zFr`DP8LK+jbIE;u%cskh%gSf$DOk1^p}9SOvCa+@0+7qxtI)|p7`{W@M?JW16j@E>{Ai~0 zy;{U6-YgfyAN+z%7G*E#`-nw_V|;lOWUe0Dqu&wi?YZA%S#3MW=KBOG61Lo`6-?m? z%&V&2oA^Lk`2oAyY!O}AotN{NRuo-7I@K+#Ea|}471^G^H=PzvFT8;C+{~k91X8G{ zz89q()Lc4=)h$wSc8|4QE#r{_Iuw+Q{Co45H@Vj@#~^wCb=^GR12TaH4n;G_^G;K9 zXT^VUgcvsdZbWsPx_3;{6)qRJ89H8vs>US+wG2=QBcUaNC%Cs_m;(M`#bh8G886gR zpR6z~8GzGNO%dM*%DMX@=CEq*^ zLY;lLS@lAU5MUVANduN>`ngWuP$l%za-(?UaHV`D>Ql7uZcz!^HOX*|(lj3Zu;OmT zz`-6l^=osDw%x{XGK(N}J~E;|u|YMTWG=jdB9P#j{CP0BoQeE9@%#w(Sb<^EyN|1g z<@vDey||l}u0DURzb<07LL387DupPiD5cw`nJxniUlbF`vAzYYUZ$I=gQ&x{@FND@ z(MCol(QSzI@mffy8frSEYMK2q^WD|cf+f{Ecw|Olkm`&4|gcvX6Hyw2Tq97m%C-}6nW#-^4rV{3(`oOGc!0dat(cD&t zU$p=QKQ`7gU_2=2gxUIg`ZO+^1ns>JmZm7S#PxUmRgYZNP=#ivtzXU=8e)w|`rYEJ zazV5*plBSZ`jXiJjlAP`RTKVL>-eq-<*H*pC1hji+3+6mOnwy;DX-#PsP)Y`ONW`~ z4q@N^7Wt;QL5yg{BmC;#+J$k>f2J_Z+ra0*mG!how|!!rY0J}Kx*pBO-1TxIyG?hH zq=@4m(OTo?G#Jabn^v)`E1`V6zSbrbVasRapj75pY1$E;TI2M|AocM>5B|^a=d!?a zC)WdvGQA8tuY6sm15|p6j7{_vYNMUjU$}R@v`3+;8uD=vFRM&Yhuo~3EQ@M@i`ghnkQR_jG&*#^at5kN2XstL`maMd`99mMah3?vCd+J8>*YFkAD_E48FD7>s z4!9l|*AZ_$1Gg+SbT>3;N<0E?rIuXYb-|%=nL;0KnvjK6 z^8cQe7>b5_aIxev!}{!(S24DW%`U%6*%utTU2L&T%cR)75H(p%wZoq7j|N4Mr<&=| zVGf-Z)zKp-2+n*PG0X1 zVkApgBFw*ha}W~Fg09fa{BEllAZNM^&Kv(~X$}X|c#Y;|YH@>&KnAWXr|*^G%6M()ResZ`D|2resyzSbk}1 z2U?f4k=VxP3xD!SoEVjr>1q9uPG$|nGE<`umpw!D7HiHIO_&TaN7Tk0Mhqm+PL|5T z(a4ylN?u{K;+*j;9C+0CVP=*{J1Ou7H&3+0XKrYWdx;C@_h0mCKFFMWGF(%m<%G0I z>nW>wPT`EqOX~k3(Rlq%LIVlQE`r$BabY&Uo}TQz3}sPVZF!)8GFdjednypl)S?l7 zB)+GM2i>oeY)IU2j`!!qzu2(p#Ms-lQ8I>149N?55keR1;AH7(MjN@aT( z+13PQI&5_3@C2QD(xNynNH@;NFJ}3Fd^QHpEg#-W(I6gjywgHTY-GeT{%ud#+LAA1 zCHG-=+}&#Rec66_&sAg$jz>zi14J7$79qO%T^G_b(uLnW@lPgVYINzzR{_?mh;VT6 zU88kQVzwS@k)tG~qT+yZ3JH}HcD^d~fN}57a1#G1JCVcHe3pIYY=$1b$G?J`Cm{x) zWQypIzyEq9boF{*bc$t8xW)2P&%1a3hOTcOX1=K4ad?mLT>)oxBpQBNj)>oBLcE;= zOx1q7EPLqZ>M+*j*4cbP%z6m>!gHcXxsgEoqIJK>>%^27Dc>aKmc^dM%J z)-d#O*6x54>I#e|HhPd+Y(VBqSu;(^2hqs)>(K-LT-c^vL?^fts|MR{F#A871kXK9 z-e1|nKW_xyn~5nkAUjq%F*rsM*euslX^b0$@ZQgN$H~WtKjpdN5%{IuI}ytD^+<|Y zaa`V(DDvH_N;9Xb0?=(8U|h9419OP~2)bYy;TImI4FT&icS5uH-;qB-HYU&cp#MHv zX0l*^D(u^+v4TP8r3zD#=@&Hh`pG!Z+>N=&`pY!7jTa}={*bbr_MurA8+j=-+v@^v zJyJKZ8K%k;^`6+$2Rwz(>f9$41u&mI12@L``w*@8hvY)I{3J(`wk*gR7}e%qY>mdFIYH`KNU^* zJav;5T!d^>USeATjFWkqjw{8%-g&lAeeF^w;J0g$V##U9L7g_vH2*&Htxwn`oPbsq zLpJKP4^h_ng+_e2j1sCsPLGa-cA36jc`0{P#wv{Ib{7*u#xavbvn1w{4r8uCTz-vC zDV`Y?hU(+S*k#5PC=jP|!IQp9E|~Yl`-^s{a~bUK$5~~Iy*&51l1r!%in=Y$<@{gI z;oQthpaF5NlrsZf0#XgV^}u|Ao5)4-rU#Z_=tbbdCCu_YC4FKtiO)>sutKjmSpq&L zv*_=n_linT-z1$kQ^Non`^%=1iFt&1loOnL+cb;+Mf>4-hn9*~gK>Prffoo+zJ8_FgB++FX2xwdF*li8{#RxrM5ho`h&Y zUt`9)WR$@mTt}IPf-(PxheOg)F_9lxPX}K?WW3pXZ3)D_jp+Cp%)YOLOy*(Fa@Mt4 zwGpEp6oR&-5u;6is?89N2lc5d1AVRs5Gn`}@?*}V?>ROU5u_}-S=?78vdK*YWqd@2 z|21ic>lOML-e70-IuA`0F#TiQ6zM*`lVtf)Uu|Aygp5Z-$Vj2nyNHpdyk=J)s(XI$ zjo|_enP46h@Njq58GgREk&v2zz&1!JI_lRLEX0_vyOS1Kp~dG-Btz7O{;Yw70FH_T zHos`lQLET}xfEu~SsX6=1Pxr=N6JeAu`Qx=~(N_w7y6d3g6aJe)aLLS!gy7K)_#0|GD7drTOx(;xv za1f+QlA>E#ari3Bs0w^21w#ZA))4y76(we}Tp1!`s!jD_Tm7(-%SC?o3kavFHMe@D zf3ETj(Msew?+rX2qRs~xr2>bXgB_{lVynYn3%~<;;Gd4SM+J95@AnYZ7Uq?FK8mld z{|r3nu|qKb62W&_oNeessI$AUQ$a;vEK*gu}=v%8PF<`EJcIaSxLih|OJV(M}X0ft|8cedP^qpDX zZ9hL4h9|mT*z%`9d{>|}sBS@zO)m_cmhD>g5#E=bYb-J6j3S+oZgLNv+hd||s@F4W zzNC!G|GVf%ebLl9!|vynkxnL40_R8<37$U%;(pslL6Ff_Lo+I^9oS}X>8C@{0vV_v zCF^hy{psJLPbNwSA`fRjH!~m-;N6REyv#||MTE*r)f|vL*uMXVoiwkO13bTLmCD|a z$^7}i_N`aa`qR0Hk`QB}pW#$8A<^G&n(zJol6q8j&X)dl=Pp^74hygT0#lhWyV46x zt;x|HuPaP?rY-u_I2N4Ox0z3pn?_hGdc2 z4zH0r37pc@yEN;trbmo^OOjUUZjkQ`Qn|hJOER$%FT*sB&r`&hwt(95H zZ!f74*L2k=0^EaO9+H|UfH8k{vSQe;)8q8F(Kruk!YQx41yg~U{8G%jn6#LH!b=v1 zerCLLBToZikV%CT<_`V<;DW@pB)@Dk9|_>!JH{JMrAcxDsvxkvAw&V;WMnRB20P`h zb4+>Ps^-!E@qT8K2gW&y?dX$!*V6r3_~%2gM2hG{klIp9Q5b>iPCj&kY1j?^W8eCT z+i8M-tAFiTb0~&>6SyDx1ZWgzfaCC{Tx&#Qn~xDExXtKGi9W)vPS4&BU*rA~+z~F_ zl=)aMqttk?SB#huSkAjd`P8XriD_8jpjjA5aEK2$E_+f-Xl_c&L{^Ly7+4JgW zhhzSB#{-0B^C>2urVzz8-ZnhV>16fkl0EfBZ1v0(yLU^LkSQg7pT%YrDEQGe#RtJA zYQI;b7yzyGfo|{l?cE!HSt;?C_#b*xto1Ax==9G~gDvJSOiRt)6bl{A6OATGPGl^_ z$E?~xS3qC}2c_TkkS(ejum4njejxz0R?fLa8w{H(XoGoP&EZ-3h)TyJRkAPO{dYRD@Xydo zC-0kjD=W0=%Q*ZBI?X*Nx`sFI@yOdp`>NcO3G`c1P`U;AOZ8&lw`1;oznYRXevi&bAA~q6i zff4zboja}M5)~FTWuDQ|9q{<4tx)@Rdk3pKs#RrMUg4XNjs~F;^+{sgWDNZpW!B7>p)15RdLO|B!h^>?wL9 zx-nH_=c0>|VmTofh^V31P)q#bX*Ss_qCS&zZpMFskSuHSi3u-ZK)xq`IKh@Hvi0v_ znIvDEJ%b%U;Y~UZu2a>j5f|)$BD@rT!C&q%03bdcI)2TaB7MqhyTQ+Ro+rF9kB$k6VVE zDr(YTg-^D!RD-)T#s>5Xi3f=d*S)dOTQU% zRn;pVxdkuemcH&r$!Zd<*;P!sPAaqE_#AxJCv=QqBAR{9gC*fW23FQ1Bi3WIID7c5DYdJ~LH?Cv5te@#&5Mo3nteZK4qUj8v0un6A>2n+D+bK{uN z%2YI^g#`lGi5T?-*6d9JiX=w^D8*P3DIvAE0Im`N+I0%3_lbA1)@f$RA8BJ zPD_1n=eTuwki4s*AScBBc}YmEK1jJM2+)dbWg{Bi=!djL zkz29c<9`f-grsI=zV35EYhL(U8X0YoBg%lkrCkEvNrm^y-HqktV;5dc)rRwsFMboR$+;1M&s;*! z42jPSlaOblq?RfUV%q-&xg&lcJ2YxNZjL!aP|HC=Mg~7`do^X%Ta4rL1IFJ6$o=O1 z^KV1{N2-4aXEQUip^M|&&w@dLetJfiTI-}f&L*2L76&l{J$?M9YN4D6fMNb@(ibMfp)pt{?27KO<`g>h z01$+EIa){WJgS5QmBU*g;8mwyBrYkw=F!sQ*N@71|AqG=zOKXa#HOz&!!_w5hbRL^ z#WnY46%u0NXh1gnEFk25swF9`Nwrn{CtCFF6|%=wL3wPUmUMzzMFC*Q9RXzdAAk{D ztlM;MU=CHvFkPw7SFYcN4bYff&RyDgm6fj#zV40Ebi_n_m<9m82P?w%S|fwUdZlTc zb`bzKQ=QAK>M)v#_85Q1JjN9kpue!{q+?0OH7q z2y_vH6LIf)1%THdZ^>yr(?=&eY9w%db0dM46Q3LLaZ+{LMBpFpS+5E^t~94o?Wr74 zDk~#P=>n2pR00BqL2bdKh^VNN zSmIm@(B&T|oQD~7!iGHDDA;BGmr`t~1@nDoM&+^1=ia_dF)wLcla64$Hb2)6B ztkl-le&55y!5Q5Iq`)(BsF$sP_jtq$k^$%doZErL`>K%oStQ!yXr>>Z*R|O9V!kXz z4CP1w;Jec&vAXQb@uXyDvjlWKpYxSTL}DjZK7v;ri14-S#l?fac;5mWQXFa%h5!~m z>2R0l9zr1*U0+*Qx2Nar-TIGP&a=_(<#IAW;E;I1wdNQkX6ohDV)%O1oaOU;)>P5l z%zc2@@NM4tfg8{fSR>5LR~w7*2mxN_qH-qPMlEAw<0LEoyE)Ygz$ZQY2msTyBuV`0 zU82pI^jqgzgxJ|xuuN?`zjW1-x9rSWILbWsrO}dPl905e8uO2?1vP;Y@)n z74KYT_(5gcIWPaiR*+V+BbngyDSJ^=QIMEM_I&xuv-&R-S_Fz1n zW+8snzD<6uckK$vm-xv0ZeFt>3eYKtmDBeD>yTp7h;ZO162aw+EK4{7UI0dv?jykP zcG~bd*p6VRbo_91_xMBj)tYgv-g?$?=NDIm+ul)8b~34xPL>rwm%DDw_J5KNygRDo z^a0z-0l(qI?6K2n&7cg?k-}F7m`7gViG~LJ!>(Ue0L$VZOj?Tck*vb!Bhg1yKT_<=tO+aCxOH199q-H7tY zg+qeip?Acx0P?(y`Rsc5o^pv5U@Gu`eYA86$*Y}iu+iiPWa%I<;OZtVK}e#Wk(UU= zt1os`O0{(43h|g>^L@DdhJ}jsvhSv5a#$o zsP3F8f6lP-o%nI;@?Z42(Ittd@XHxrca(zOvgIihyM*#(!8=*#d|sty%T`VJjx_Dz z3NtIx$1DM#4AWo-cq1(Pl6+L1p9A?*D#D|PM+=M^n1|Br)|Oyedc{7#zQBTwOiysm zt6EI+kg|7DXDyKHs9-LaJ&KzMEQW~hiUw21qPdwF?bB zCpre92P@>j6g1ne|b1@k9l^nA}Wyg zV~;h`;Zn_?(+iP;h(YVPTd{)0Md!S`X;iYOZ? z1%+g-cRE6cg?(BG@L6B9A%%eesaRH%#x0xN>M@4^<87ui=b+JH(_V8xw-bKmNf+AP zpz1jiRZY;7B?;=6`Xi7GDH9d|?}j5l$(LEtKgY_G38H7!;S5kU(lnT=t@ej_hqvTh zD)9bRj$oyz$NiiY=!E0CPJRf#uYvrbJ9Fbc)igS;YYclp>o*XyhO($-C{AS4>Nj>n zpPO{JqxsIcAIBe1xR7=+n7%M-UZ|fSUF^BNC|SGQbaNrGB_Xx`$n*q-=Y{>R+J-QZ zQ40?bZ-Jqz-Nf&Dm?mk0ok7*uI5(k%PRWAOK+I}^DunL@W4g(~u*{&tTLDaC;VdI1 zRsGLva!@4qn|zR^^TFg1GS0O*bn(xh;U56t(=~vsSn&x7pL_D#TyflsACRB-(iSRo zM;%^&{rZ(8r^(XwQY$8QFp;_UlJ>=Bm#a?p>K+I_yB<0^X;US8p~1mJo4`6Bc@%nk znH|pRN7UEZ(6-FnyPPA*_LO@Zzeq9gJ~EgD3ZA5!H0_fR9D~@+N&cItmrlUOv3Gwn zDa3OBd36y>Q;)3v$`{CQyDvaiy)ZkPvE;B{YgQ>_7{>$zDYY`b%hkp~Vic?D7lt(^ z5(TaQ^JHGQoP?RRj{U`CKhzo0H3v@2yZg_b71ASwCHFGQAx62=NnUGezT$nKQ1`4H zy6K(w)DhzlQw2%_r*3GRtu>d)q|G(UoxDiq9-e~?imszieVeV`RW(R@>z40YbSP6h zA{oH#KYbDoAy9RS)1r9$q=u>C`hHdQMdlXDr|G zW7GxWM~3O=w@Vhd0`nv#bgn~CvyIJP#cMB=Wmh8K}a6@OPYs``-1+()}#Snux@g5wl~)r-_)zm>LF_o=}El*EUgz) z6X7+!R4~HHycLt4bUj%{RonXbcjc|U)pEq*bceA%wFK~&E-(h zrsA*|)mNM_#?LMo)S4{y^ryAv`cL}h#^ui8ih!r~#i7p*@k&@{@5+Y z5#dEncD$z2?$4xFt1I0<*UaOYf}Z2&tg{WhIf2F`L!JAe$F(kmb9p|u9fiGu3B_HO zll`pTHU77@?gOj0j@@|K%af`u-g*)Rmz;kKwp)k*=JxB(F^A#H+OPCBeG;$TxY{<( z`|T~{!yp)xWP#5>aNuh((7bPsABnM0aZZsmp4jwqqXDsInewzJ530fbD>(OluhG4X zu}>!IkHg&`8|S1HuiiyyRU5s>W-&Njgciw`=lymJ2Ax#?al7^C>atn0SEHwVNX|XS zpvSyfN~BYb{r$TIhl&4Sziu@oY;tB(N72xO!w{bXA^Dj<<_P&_O&!v4zfr~-llb*K z&iS9Q=Bm8BT&AbP;>LMaDU%?!YBYXfQeV?UK&!B;k-FX?z7l8~h6HI}SCjz>!;Gyd z5U`ssdk_jHYhw2I_s=DQx*9buSK8b8Uw|SCux!m5+}%lv$v@_EIKO4yOz@!qF*)Uy zMNqM7n|;&!glQ1I^u;x$0@Cea+otdTGM#hqugE0yyPckR=mZQ$;x!umVii)IrUM>h zfRlZv%qpk?q=q<@J>xNb8>4Avn9sX}Jnmh_C*DwCgiah-WyD z&|Ul8pRXr@RZG9ES*KeQt?i^N()pdgmidX{z<46DTF+40ZnQ5ubWPPJB5yh!`8Qs? z{68)$M_LAuzVF8|?1Q7pAeH&s6N2CbgvChb+Ae#7FK#DW@RvZ| z3Irm%VIp~_@H6-|U~rQy7-PTOU+Wxb^A(tQ@Y6F<8fh#THowtvwD z!p_8h9>(94eh~>}<+%A47t51Xhps!H*Rrb4+Nb*qhr9FjRc}x@4Sgoi+-#P|QAp|t zc;8k7vEQ--ux%wxkO05tLfxdG4IrHwO9O0JZoq4-W0~Rf6VN$P9{|O=dy66~Ap9x= zTth$)*Fn_<3>7}kR2&fdoU)byJ@5ixu{v6lOiW7B-rL)|_5*xV3(_>1W4i4X97w~L)VEijvkLekBc(kKa z5)+3EukV8~6slX@PN-ji2FJMIfCK1gzb)4mxUEwM- zN(@E4HI$>4!@jWrh~`EfGsVC%4++zGtQIU1V!vueUEjw1wfQ%S&*O4z1Ri3 ziOyMeeose5x-R=;P7^gu4y{MjWxzaQ0TA6)0ByhukAj({rEU!Wb=d7P;E|d6wo+em z`Gt#1bHZVxU3-Mu5VW&X0m!wqfV!y;m$fis8+uRgSNrrQ0d?33&??pnKJH?i0If-K?eZYj>Fi1stBa5qVTedfUByonlJgAH4q&cS4w#$% zK8_3W1MLwW2F2H?;<;$w4W_0wl@j0UMxe)YCVECYK)JpILTZBh{*oz)yD89qPb>kE z&8Gs0Ld%wWURdQ(mUNva+CVN(C{PYZy+?^SbqnQofNt1@u#@B zDH}k`w<5+H(7T7!m6?itGiq2%A&Y=2uNrMLu3winPr~>k752uC4kJcu1EzrEMYlU$ zrJ1Sj&YbsrZ-dvozSpp8MVq&7n zyZPmvKdwFkJny`0As5G91~#Xi zBoG3G?nMA-x z!cp}I6+bq}x>Cz!xKFpr&QEXTg&cLV-JlN#WWVrEp~Y}t7`b~!pLEO zf4CmsNMLry4ZjZm9y2OnzNIH%e=rDi9+DgE?gZz0|d|Ik4UpdA9a2nGBEV^?e% zXBTc}Vf<`})1oz>i#Qc`^jD)4Mulhgu##T6F_=y_VGLHXUhIfmtKU7!s6zXTi{_IQ6w8S~S=j7%Vt+{^t+0Yftnz72(NAFG` zIGoY|cym^Tj_K^jc(B49fUbn3-eo=p8*!bZpe9%=|-a%)%R*9oT5`2&$qJ z!@ta%jYnhJozL~%_SPEC@OcgR6>>gXzbPoF8GQuw6az0#(xooq1wghGqEi{)pwY2oS=x~$q5>97}_ zVju-<_6%{(osx4BF?WfRvOEMVI8(<`6Gs6yL{^ZHS(2k4j&{Az3lx?CAhxIPmaxb< zbbVaGQF_`Z7$rW91#U$3L6qS0ycIx-V}Se`I8M0vbQf%uj=1}wI_6Akm-Z#tG%k1L z^2YMbXFI@8luIrKBr_`w8>nQW6b_8M3 z(YOEm^JL4@M3{Z;;r=2K`kD0@(;xCEj*D9oL}w2vudu$Jcn_f6`kHK0YO7L)#5w-f zjP?|Y8VB)0`~Vmnos)At6>!dc@aqLnGBh!hs7|L%^2k6jon;EW`#i<2r-Z615rc`! zNy1<@b;-{8SW8Bb7pj!v#SmLFH&$O?Tytz+3YI7CYoz-Ab$ULR74bwqK`f_Os@vs{ zjoys20^~85KqC>g{%~>P&|nuDba|;5lXoxTEZ>vxbg_JTI^C-Ezd+kWP6j+P?@Nm} z+PRc-LB3VBcP!nv*~)vWF6Z|9uMA-1r+<-kAe(S|b>=FhSUxswvrs-N;Uv~A!+)W$ z3va_YTZ_A~x888+nYGb!hoP1Y-;JNTGjwaf$^4e{m8-S^ONn+n)ADdm%+?m{&y1X7 z*`)rL(1S@&Xch-|0VW7W7rHk=i+nmMszl{#Wtn<(5OoH%N(eo8tP%i#O$d9|`~!B}tq(f*AMbTg>o0eApO?K784>`@4@Jk4exa3}`|_ezD}WMG0JJHQGK~0Y zKd#d@jYsPpQn|+KcT0kC{xBb+g;)B;>(E<{&4Ln3ed1$$yq#6y34)AQ!d9B1=VwdaKWsx6YhHol{5EFW@PYh`Klk2^^Xl-6mJ+$YkKsU$X?u`X z;Z}JGjwN?o?5Y*6iye>&h}26?oD&h7YX{S9acTbRO3JM-ul!|FTw%v;mSq(9B6ySu&9~O(xwUgj8o}p!iWogPVi&t#=rnMqd(*UI4WrL@UAMQ0=TF zeI`=&t}@|!VUMA7W{LnI+w*;x{)u?|3RyjfrYO5|i_)u&r~ux|Z*fjMi+(;W*uW!(j4b=2qrQ z^gmrl9ryO8^E&BsjxD_p6xJ$4uDA&xL&d^yysI;v@r?kzhY->+xg1NEB%sr$F`M(F zV-_+nSMtKRsV?74jUuh2samed#Lh%Rli?hE;)73CkFm5|%)V81$9i~zMlKptxtZqM zw-B8>(UC0W9(`yTjxRL+PVgDSMti8kaeHkAHQz2uRFX$OQeO#`g@P zg@}(~iD3u*kyq}3g4lV8D>I7aMLj1qxuG+F^g6l~n3uie$5&RC2ra>X)KT&$&S0NE z{Nz)?*^%EsPHE{c`Qg!QRmz-mrFvp?QF8@?&M3Q$TmRz98L++dN35iG?5KXMmn~Lxrv!A=XE!x8O zF)7A@j1q~s9FwdZGsuMkeB{OR<>#oiYW+y5^S!wN992#mX$}REUsQ4Y=Q+mxSi?i` zUw3=w-7diY{ydYOzZF+@4Hx`H(xzwC$hBlZ1AnC|-VJJ4P-!AF;OpJjwbs4;`NJHW ze~GE`zcOE~IOl$%Zf^I(z@@84>&?0yj1cjv$JhYQo~Q^+fQ?XJB7soB&a%0gFFp4* zIiWO^r>%N+VA=A{^ryOvN98XYF8H8SXy`LxkaW&YI5?z zfxU@r2^S$$FDvcTdB{6XL-!($Hv0H;s29qd3Lstm?39}vFNsY#KKUl!)qM$<&f%WK z-l(w4tiB~?nFk`;SlJ7nWc-9V!^+80p2+Cf*BlAvVt~P&2^twZ9FK2(N!E|pX2QOD zc(oenkJDWC(k^~-BM~f$+^T3&68I1$ix{i zeW0H~`l@nA{}tbLtNASH3INFi8xs(%Z#gxbkk;r*g3-(;6K>k?24COm0}BQthhK|U zaBQjzi58{75aJRtS-EmN{fg_~iVRApH4lE~I_+!$6rIh=|CZ^*DKlXdJ-X|~H3PHA=81HNG@JlzNNdc}a}w zJFJ0WdloG%C`R(JdGbfH`Mso<>JRz7ucDb5hjekg1K-DL3b(QuqP7H&hzrHYSTG*s z+4cKydY0MGAUx(Bf6>Rj$t<7gNfxrra(Ak=V=aP)TRz>zhI=7H{6ek#htcW`tFVv_r3IHRm-)fY zL@9V`;5N{o2_DWZoSkwPvP600ebvJZf?wG5t3zZ*c2{#s%r(2djy37doMi5p zi1N8#c3Qb%t{S%AYAf5ZZg$A6Olfl0Eur(*lSmiSljaID2(`=?+6K%a76aXDb~b#o-?%c8+Nl;|{|;viG!81@K>-Gl<%ZpfU6P zE`ZwU&wM*ekZuUh!fjOTr-3A4m5K^$e>g_D*qS|;+^nOnAq1|$=NR=1PIMQ0ET0k3zjSRU7bc_i<> zuctg0KAs4M9WkDDyr!uzg4JDU;cyHShpkP!!z<`uLXbpypE8pf9SM%WDh&R6P*i|L zzk=$Oo*PgKBCrimm)be;-9Du`1eD`8c?urKx{cgH1VyjR!rHIx6ctgqQR3*8g>RJL z&f7ilh{J6dmj&DhbOO1Nd8AB|>(3vCVO4>yOgEywyx+g5`K>GFDVR)M4zNW<-k{Yf zI{*@;w8PYAxuG14iKbRpt2yzVo=LkqfUbFnl9q@V+X}9*j!dx)aV@I0*#Ndc1;sG_ zqK4AqaAHP;4P3$me++1wDZwHx>J)7Y7K{{UoJ^{>c)mR7)?svoJ8;T;L`EJ>necA& z1`Sbsy*84bnylr2on5h_Y_CCL7G|Y(Dos@vpt=MsD}GJ=XlZ4RO{vj{+H|DmNu|Q#;-TDZz;k zW-Xdo%~2sn3~39#f@6tkINEYu(3iR5g`~QvZX+$D1(P^nupd{=1|9@c`^aoBrEmvj zr5KATyUpf-MW$a>9t~aKY{PhGCC>pq%KC4Ta-_d>ns zj;=9L{9WsT!-4Fg?Sg2y{DhW|W{^?X*PV*!L+l`#n*EJ%SgW?Gz)!lh8=X6 zm~I+ZzOJj4S+;EO&?3-m@EW00#_jb03!@!1;DN=^V3~DXl?OaiKNYI76CYhP+n(HI z>@Q(Tsw{3BV!0Rgzm<@9>hWr~j*;!E&S~jgg$X;$8~?-*3(Hx_U)DQnFBiayJH$J7 zcB{s^nTJc=&WQgeU#n8XuY1Oi1c)M+?d6BY>wC#Y0{=~4c8|h58~;J6|L#I4K9TNt u@&5)+GXFg~{sta{{_g?~`s7*8L$>XQ{tLGHb$lm)kDm5}dst1o(EkB3hf%-) literal 0 HcmV?d00001 diff --git a/data/multimodal_test_samples/images/1*OCjG5oY6DyOnLuo1 N4OlA.png b/data/multimodal_test_samples/images/1*OCjG5oY6DyOnLuo1 N4OlA.png new file mode 100644 index 0000000000000000000000000000000000000000..4e2e5d31ef8bd5a240831588a26da227d114c59f GIT binary patch literal 142830 zcmbrFWmH>F80K4`SaEj=AxP2STATpErFfALoZ?U@Eydj>L5sV)wzw0dxU{%K(H5vI z?SFUAe%rHW-%oRLuFRd>JMa5@o|#B34P|^>8r(;Z9^tD%6m%XvdOZ2)5n3WP=EE;* z^D2ao9zS}dq9Cj1n|1sPYZZQLwh;SKv(4|!hgaZxO7=*jSziYmy*_sO;c;b}}_q0!A@a&TQGFLK6X^1)F^J z#pT7Xt4jii;@5NPeTmqF&o9`EX7G}ZQAcMgrnU5$#zo_oD5>b`qg9u`o$yFcLQ(o& z)eVWcx=xT5nnc=UY`ecs0BSJ2v;X3(r@vD-#ITpA%)m+!|3y6Sd)rQH_1N($U48zy z&wJ1Je*N<9&7HaZv04PXd~NUweVVNFeW0x(gQ)Ab42p|j!sl|5iQg128I+TNNh4&0 zQa`aG` zEa`tC@_)2)^^YC~7f=wknF6<_n&ZTuc%lNz$hGFMnO=0U0=kpw5X+T^SVQ*(O&XO! z&2-Gks04M4I)C-UY-S}sb!J+{>AS{d`N5kbA(v2CodQ3(5>D(oRQF9w zW}R2%?8@fko(OXddLyg?CQ(T35e8jJNG;3bvnCcG2&}H#1v{)GN=Ej;3MY@b-A*cr zMxbFohX48EPP>QOZX)}VDoFBwaNY#^NB`o z9^5i|r8Fd>BnhUg4R}mF(lo8iBEBZwg%gr&54R-=;rY_$XdUN&Y~Ypjv;oHZW?vj} zhj8hTceLB=GDqoio3@LcdR0@n z^kRTggE7}1PX&iaW7mk&2KiFG;E4_3M7ZM@lUg{TTW-7j#~r?RzOlCngBAc%H4Jt| zvz(WV#9ZUGf-kL@8R3m(0yJ@aseEn7*SIbiOH)gS$n^fN@ce#+nc2?1Q<97iz3wb> zpGK}^&M<1JNYNmQA8paFIt0+R{|htIL@H(*FFdZFI*VF|vAochQmiwBO_EFCxD-R+ zspJnC0vpqTLp)KD+QeB8x(?oPr4kiXthTYyt_(-m=Avjdl#j{!ing*Qow~n)i(!~q zpAICCE@lEd+2<517`1nlc}G-GTRT1-Bi{f9aa8|Wdff2>*A||G#mHsRMC&Q|ebcsh zrJyp+Py#H!N;8v*Skwvp0Gp{fad)XuG)ab#!41tgbs|Pvn}aJ#*{fw=I5kKqjEuYf z=qAat%)MF6I9;uqB9HY`v-~|}NuaFsIfKQ?h?OddUqW9acPUReE9!DCfrVo?{e@U( z!l&};%Y1(LqA)WNt8T{LlzUo4LBSHZN9)n+895T3vdjc>Rp;HGPV%I&5UX#>tG0N+l^Ww9H3HNh7e3=&FtEy=C_G2`E5~6*;CI zqYP0P^1QjpD`nOxLc>bG><0;HXgV#ov)>{e`b?z&^KrvAKbw=X1bcMzYgyx z+6YM^Q?uVp^90yDsKIVgn ze?w1I?Rs|Y-*^RZa|}F*vu_l#dM2jh65nvm-@H<=G>41?aqN=k*Q>M$DT##RwTM&I zy|x-*r;JuJ%{G76?w-CM03^O=Ovh-pZT+wHX2kk1Umbp zFG`~G4(vcMIaz=#PE4kgJ12is8&&ywzV-<}&X6I5HBwokG4@eUAlf{}nxN!D6;*PX z`o06{SqH$04Xan7;dO6y^c=a1oxi5&&17%g!RfKZ4xxtyt9%t(BwU&4NkoVqO!v~N ze11KBH8QSx1rqtFyh?!PXz?8TJO+aqr|Y>)16k5ESzCxaM3@>s47%$0v;@eZ;NihF zcB5BlnrT^~@}2x3D?d9g&SeCM&Y1`a474gZ!ffC85M~Wbb|YaXP7q2o8ydqVKfN<7 z{xqZWrk!%dYV~Ml31#gNL$%N2&Zl6Q)_HbD*_+m@0xrX@pU*d*iy+%WXbwUK^q1F& zPaI;ihw%n_(Y}*A;kmss#&7mH{H)wvF+Vi4=RK%KVej@EMr(u+z^7Ir@E9g#c-r?^ zOahhH#+Q7_dm)DpkEge`$%7Q}TRH9Xl4eFP3dfxQIKZQ+NN$nGiEonCFcQ^~5XnG* z8pak!eXrSyPp#rNbpvhk0sppWe$Mwyd0LM~v`bhEt4Cl{dCR#s=TeQUHonCJ-+GIB z251&UyM#~@1{6lMuvag0Lg7oT?tvdTnWM8K73hQl^G93bf~_^F;)L*$3TI{MW?`QX zrdd_q2y0-X&rRsiUBe&8gHVw2RAsTG0EIJ*Dd4m5^Fybf~W8CrFSVP`Qe@w<;YKZ*J`A#lb? zkjo6orkT+Vy$_7R7Au>kA|5Cfp%GwMiV>vcpaoTyW9U6KNt8NIfIZRgEDW^)j^ucO z?xMOKZg%illDS|iWjxg>a5u4o$Y?U`hYu~HsU1(5H0Dhf6r^7LO289_D$f`R_|I(6=EGA79?&bo_-gbVRutTFq8H5z9ULbVyVStVMQ?)Myb<7#rXq*TFtJ zol3&qnSteljeWL_-m>`gE>7~L<5_!U3Sybvy(fY*X-WeH4i*jwornG4tWh*fbOak> z&%2JAOJb_!efH?sj44<13GSu_HPoL|QdqN-foQOGxPTGQXsR|sTo{uE&^$)SZdV^U z^W}Fp#5zvY>&2KJ-yTxYtQ}GeJxlKD6QjzAbZ1^L(7_Is3tQH*Zcw zox-fqlZdT2ukPuWlQGJW)D%JB+t!e2M!rULAg+ql60j~ol|3h4k0cEeZ^8L0haZY*&X2C2t`bpgK@s^y= z)JY`iuH51$JUW03#+K*bz+EGt*y!92zG_#v<9lR*kzQGRh+2tGUY41SrCVfQ-D7z* z=0pvW7JsJ~;#Y$d#Zs1q?{)Aj#Avq86I9qkEh`jy!N1NU-b27$`#juk7D7@|#n$|% z!W{nAMDw0WtAd?k^!jAY&eR)R__nHCs`gnHNphf|S#DkX_H4vnUF2pEstliYV>x(3_^ng}~+>oT50^d9! z&3TWTlXw-woqL9rPSNV>&X1)>ShfvZ6KaNApuPFA#u(8GEI2|vG|>}ZUR?*F%f}{M zPQpx4ixgywaq+e^XOjEGFkNX-*64Qy0^F1|=&BHnM%R-*Y0LWsWW#mHPoJz(GkDNIEH}oFdy5^r5#epJR3YnS@9a{KOdWnQ6a&Tb zH{AJwgXOI9IT186Lai<^u2ZkA*}qk@HlWIVRv9a7P>$q&r~y9TjJ zFTZpBTE3x(D{BzVWadsw_P`qq#$6 z{FW@PH?sDyt^G*uPs`HQvf{`6fIbTo@xK>8ZnQ|>oCiGj|1mw}`+cEn@6H=IGMq^A z>g`Z4StjbTY|jC2qGF)IJdzID;CIDTp%R6q_|o6;Y@Atl}jCj5P+x#~R@bxTnaA0JPt>%oSvk?oj} zgVM!bpf))bieBSoV;?0567DiiHuirvebqLLlQ6sk2`A?zcq^v#QL#Y8(rVot?YrN` z(}ydd2J-JGk-X>rwk|(Aj2*-Gj3sJ@YTvlfdWxrB3@DL&2ft1BVf-7pw4eU6MhDr# z(lh=xbs{&;mF{-Z7oxY-*KMe-@PJHd!vEOu>fY?I>F^}caHAbB9KC#Jt-@t$pMQ(>@y|P#vB;Fa^Slp-T*PFySl?}f zZ5uri?~Aw>A=HK9y&X;$5UjOv7sLSyyxPOv*&B*ljt+4{%C#}hV@lj+k?DtCN19FcQe1MzTR&G!NEYI6Z0OYoahL#;2Z9pA-R>?@LKx#->5k-eKpdN);;f> zZ%P0n?F4WBa{jd+H$V=0+&}g|j2Wx+n zFPO81#K`fZOz)zok{t`|NyP(@rb_uO9RuE96m|4S1k~upms2#I`FZHRTJQwE34Q9N zwFXm;7chY)N3l~%RmR!y9XFRXVd6C|Sf5*m`c{8}3Ttpx0wOP|yvr6ku0Wt>$WkiH zHvD3I8?e{~nllcsJ_Ur5l0}JK9EKPdX*g~IuviMCS$7LC=O%EuB^1gHVIX?ud{xor zP-&-zu31aE+?{=^pxTRzXv^=kl`q=YZ%<}AxPX&zJBR`E* zf^ETt({@^?`>i^GhMZ%)av2}^3%hlTZ9+%5xdd_-YjR3^!qVXU);bamYVs|0W~r+) zBn_6ahZ@O~i(g|+FP8s_0R+@SRMv2NWU5U3+VUe^9UN9%E|iTH2<7gMfNgvND>f*1 zm006sk8dNnK{y?@VkRPylU%jUDXh#ARK@r`f}wIzda&@=v`{*1B0QzY{w-J%=llod zhUYzQW>!mFj?cg=*(YVLqnve{lFDiLjh8E0h`n!*Q{NUTesM>3_tB$8h0u-F)^^II zF?Z#~owA4I8>!xkGTSF#yT_lan_IAEW$u03cpb%@8ELr*k&Ox!TpAWG5zcHJqR;`3 zjQ0YRDM%LasU0N?OK6Al*pWyvf{>1VZsshehvXXFP`NWm)r48_2~U}jH=z;JQ%P7A zFf{Wf?87-4+h;T^f;6o=bz_#Nj+(68`ZvAJ_cZ}5q#8Sh#zi5#N1Dcz7lA(-0xGT+m&$bxkPvO{-(Y$B>V8<~z}+N8uwTs2RY0C= zh?{eGx-izF1LB9%{L05d_R{j0%HiP`ptDv|hdq%+s+UAhDOaZWz?&$7E$`Gz6X*7J zIVW#q!5BvrQZ!a6zV0n)O)^@-Q5204psOjwS#v_OZC6E>U!HB2YmPj1W(IksgbLyslxCsw5 zs1L_>2yrSKmXi)yV)t-q8SBSS%+9v4aS5{t7`IR}1!CzQ)dlR**}VE-MJ-NyqHmDj zfQdhu>j|WuEx*N}{zT6($c!9t5E$9^{}-Wg@H7 zCYZNIGjVc>=O~+B6if!j4Ze77UM^~3(of(og0|#uPG;(J*ST7r#q)P=JJo;C@{(XK zmIU%T*lZ#Ci-q$Iyww{AhT;Vqh`bGws0>2_3}B?IxVkuqf8Dv(#D0e4)pB(lO>DAJ zWO7Vs!dL)i7!=y#N=K``$3_2$=Y`~kF`WR75u*CL z>i6-AGNJ8Fg!tApqML`s9R8=0SWiW3JTy@$)9FOmE(S`6i8sXJ5alXm z(y9~T$*Ba*nX-$~dSLPq(GiRE`HGX5hOh4siP?Y*j#|4o1k{seMctU5-qyvB+sV4u zR}%h4`)hT#8V4C0GKLiFf2_xuk}1~+6V%&mBfBgE9#~kPeWMsuSlxQMbzXfX=KhQYRKt}}K6x7%#x z&oPYh((9poo&zRYxY~y1ax?TO{UcFQ;|}h-^>A>aXJXMD`)d={L=|E%mR<*o66K&r zLqc!}8VUSW(1xgg{$_qWCZ&ye9B8BvFl-#{X9N8piqZjSa1wuLsu|(nnOuKTuij{o zs!Pimjl_#qqt=98Ysar$;|q69z^p=_5R_vUw^CJ4d@w4RUYPoRuB}=w-ZTy+o#p#J zcx+(|B3+ZksR%){c-j)c-gEq(y!R$2LetO5#pk7PXdA_(g1iVlN~nf&J)1RUnEzuX z(ZWC?eWPr=LB&uYUmYwdq;j@$zAO)%uC6s6wn%4R16agOR0x79tfC_!T1szOel?{3 zE!t3BQIKOQLDBO~0v0l~X*9y;ZV@aM&cZJrCNtM8Qy%O*jHOnES6gHqRs6=2z22}O zS#m}8!r{0?eYD5q`t{S!{)gsW<-WKrM z2Ly~q?Gq^s%h95?V|HM+^GJr^2@WQVPFIpN%7;#fjwLk_=XJ0b)d*u0B+2 z6STo}XkH#V&Ec`>Ny{QWgs!YsTEA)2u5pKcm&`R_nzku3M8QAl8fGP|^oeSg5nAk4 z?`V`=9m`KMbAao}3e^Hqbsc-e4(zQ+jy+B>Jq-_2$m(609 zLNJF;nj#+(K&xBp6yrbwdZ(^EWZ;W+zje|j=3ETrU}V92E*%nUV4wgAf;81Um`mk5xt z=nKaL$%6Q@? zSt#IZSMRie$pr192^UsbC+3MwRmAwB05DFU!3i|?UcES?~VMr!NZKfRHZ75`i?eL6LoHq1*8Ob|}!7qqMyVE2?mEZaIik9KXh`B+m8=cCdQi zwu$y#vBAzI5W*D$wyWo;Pt9hxLd98wsqqe8>Nc9k(TvqK(iLxGsuWob_kmWLq|tqr z=lO^t6DRkuk56Ws1{?1|Isg?@8l5H4p~$GPXL3&j#v~iF@>2-wjJlUjgBGy^ji6X2506$|88( zQM)=ULEbVyy$ONu@Hk~X!n+`JhLoZ{y27XII1ML>8Ms;e_+S^er1paYEuFG$T?&XE zpV(ER`j3`MHTogl?g7b zpYRC-V@|x{1csc1RVAqh>!63Udy9+vR{gqq6(q#05K%uPvq~`YzRlHXcwecR?OM|m z{9>C_R?aXc!^U9_Gc|3u%`N);c^kUizt z6j2y7+{1qUv`@&)bJoUA!!FfCkJH%?edD8W?J90&Viq<9lNf2GO1$bo@w@3`ukSfn z(eJ;B`hIMn_FB;!*j6#j>8yjChF*z1fU-m!zc8E;MrDIvo;itfnx%KTr)YZ7rtV4? zuF;`h)agIx98#L|+@EI5Z*H<)+UL*e0G5_ZT z)%2UwB2pT4f)5J@Uj3jtgKw^1r~l~F{QWq2B*dTo%U>rwJxRkB@zSt!OHr2y8`DUt zRmrfjGk`qAf+C9brQl1fpdKd2@HirD)8>R5shIycI0mh}XB2XI3AWd!_-@rceZUQG zRx*P7D(vt7mq9^Cd$2HpB&tkMZ+P0RQ;MtBU=vvyx6+AK_#o&MxF~+PIJc`==oUa^a4aF36P(NJbZ^w6MR|Ta%&=V7l-lrLAZwb9}_2qV`sP@;X zL_p+NFTDDQZ(XYIl6=Bs^JtfuG^T$9MaEI|U_0WhAf}v!7R#;>q9pE2s%~$?mY^vS zob&si4_X|Y((hxO>kQ{?*g4V&C$ykpZIV%yK8{YQnSw&8dOTxJ%3uV$I6g>7D~FPf}~Fcyu1f;J((|`7t7nzM?qFbMaLtVtr7U zyq?Z*JSnae(z=-T;Ei0~d|{wsKLA8~Ji)CSBP}w$vP_3}gr}NXhy@&6pDj})%Z6WQ zgx)Rkio6#3E628BC8EpDTw?itwMeVwFO;g&0#K)2awLtabhpwLH1es*I@YaZSSh|?}n*|+^V9oC$qsI^#VW%M~l*zDU;@&-<#bX%5(fSj-*XSwU9 zDebcqn0Fqea>b&e>MVAAp!R#s>`!+s7Plz13OZyw3oQ#~yP7C+PX?r6Dm|n|9)0{? zh{05qDHiieFkB}8)B86`A%0<$&G&ZmHbH>!5el_&W&Gt6W)^;3qV%D9H|!*iiP~lz zV3jcx1oGz7;Liq<66U*j@^4b_?rvUTcIa-Tz&=C5LI==(t&7{n(y6H_qA4L%3Wn6w z@kKJ=Z>7U@s-_Z>Qs8R9Du$}=Fxm)hQ%Is3hM0f%s0@@u^)>EHgn|Ds>@10<_=zgQ zGw+k>a-q=ySWXFl0BJ(8=P>nrTH&(kGUMO3gJLGdEfJncuw}N5xF(rH`BD0MVOK zC$$o_2?h4MX_Q9DOq)6Z*jk3M_?CC*tnHm?g4&AUtLi3>GKFNLU0dCdD@-+&!x2*2SLXw>`t2ENOc^^D_uUu-i~ zN=63_(%+NjwKn!<5MA~}IQP-g7q~=EG>|X*qx;bFzgHn0>Y@6+DAuAemxePiTe+!;K3RyQBuulyqX8ga@1eDma-CJtfD+r7G|Jh?;okLan4*(=aE{ppvyX z-Hg8i& zcfk(;<<1}44tFc!KNhD5%M+N6Iq)&XF0lrZJg$_DRV`9fYn5iD4+zgGd8Fhstl(`gT7IjlSs0a;md%2M&+Ot#rlVyhW;+Wh@paRJ zKEVOF(xt%W%=#^dW>J|bOXlnV9~aalBd20f3pZgnRn+%oirCo=GN#>3oTaWyjy=tC zr@L?46lo!gYwuE1TGBnK2htLq7qIx_E$dskWh+j z5J#D8zGZP*oMS=so3yeX&*aI49tyNGP7L|YALyvww7ExhuqbTI3>S+8AYC*Q|FT4* zDi@86ySgWff{R;@Cou3ZhCQA2Y=>hcY5~!c7Ba9ar)6oek`p)({5Xi2nro=xVooL^ z!O9xvF}Xnwkonogm0l=Og&dXHt4d1OD}o~vGkDy19jv{y9`a=r>PDtBDA}ri-W0E zjyvc*XpihYn?2<9eIAlt-ke$Ur4y$vj1yTI%*|!inFMR6*epmG925`tp%&*XLvk%8 zOw`U7EQdI8p{zhdy{lArvs8Od92zo=b!#+RNjFwm1%m{eK z#&pKXjW~@2z0wmPQ%Dr?q06OJle&kF1>8Gv#|1gruNVtAnh3A+6QZ%kCIbLBtw=11 zwYW4_t7J1LF3BAN`es3iNGD9DG$HoFhVjW*KAMblIzio0A|KFa6EjR2JC`(H(9lC3 zW|gZZVzG#QFpgUnji&NnuEYI*KQ_1k%j$ou^ywPLARvt$sAVBm6|hf=Qu5$~!!X%f zd-G3qmbxtz#SO#aiuwoil^A^%#hYZGC0HE{Kc)y~?giYxcAv)D@F4$}>-LCvmZdu~ z$-$1V(+I1Q$YpC~LSX&*X0vsx2`xn=6MPc1gY60WM;fKs&t@z27UOvMat}F|aEzud~g(B`^y+>8&zp`Zj)$M~aBxFIcU< zYB13t%G7LdXIGeZ)eg~u&@@eB1PEFLbZIz=p*H#~F*AZmB1uI|oU&@BX4q=mWJQ?# z?=z|FRRM6jr`ikxRHp-?Pn2@~iZlSG0Ff4`pySu!UYc<8szL9jJ}vL1DqB$ma%X>o zti6&XcB#?ZXYr&X9jBz!&Ay>+4*t8x$m(L}=7WNuM4tmwa8XEPs0}CoEJ2w}Bq^>#y`v{O6)guDxRzC8lc1?K$?6|>Oc(`iU2#>E>_r7R_lwlt zOU^AE3s_Wf3f5bayodRd0;+}s(R&6f_}&ikc-li^&BZEuXsj{?Iz68E>EJkC^M~b7 z1-(XU)(M)4*kzC#M006_lc!xgw`tqh-D)B2K0t8;HV;QvzHN0rtA42`ISUO__O<^zIf@uj*q8OtLi^T zd4B=sRBgVX)~`=%F4M>_U;p~?E&T0!^O~`)xaTe3&i_W+<9`PE|8BLZ)j>(kK2oK2 zY$2f_QFE-YU;KFJvv20oB&BPJ6ERr*aPI$=9SbuDjZ5pR-!OJGls!L+`QN3m<-8~` z=FqK3>B0#{O(@QSvczAb^?j?U`h@yxyQ!7UIlMW4s`=W$Rycj-h|_hCxnA`s6&EFW z`9!I2L%-$0;f)8X(TVxRz`(DEa?Vb|h8e3;d~P>qH;pdtRM#&5Lj@}niWL)+byQcN z>uiqn>zVuW^Vd>sm!Z0iB@Qil=9JwWL;^Y+lWkwCwe=$uWX5F#sM%AC|D*@-Ha(cZ z55gcI3jn_?;_cDZ?72kAR|t`-o%=H*Qy6 z|AR0B(n%M}w_74#34dE~<}4p&P3Twk*8JxD`TMMoRP)o9TZ!8CyE}$|$hH@^bwjE# zmNCflZj-IJdP!uN)wH7L&)v&!k(!^L{~r3L{zWi0_U^y6+XlTH3P-DAKhFLHaGEZ# zdv;qYxNAvDtK*UI7%H{_XL^&!k*$C*Ke7C+QLN{p>T-Tx?!R{5{{#a5J^hM;XecBy zB=_O!8{h z$!~ErcMcTkFA{$GdzlCa5oNbZUmj?#fqHNA2zzRNE$hjAq=VaTpni$@qWp`mGkRyp z0I#KlG6C8U?6MzXZfI|JUVM%JZO8cmFvwY{xiR>w`PJpX>|UIO%iH%YlDDbjlM^iW zUSlmWZ;G?9M!uPsi9MnfaJP|o44&(W^a+Tn_Lm$q*)r7w{S z&4lM*qN@Hly7#YsD*0ZFlRUg}PG4lDdd+9G159?>n+lG9tLv{O~Dqc)Hzh#?+ z&eJMJr0ic@w*02(x9ZG`5Dxfrm8+2)^Y+(5iHf|HWbXxD_?N}H|6V-whZpbiGBXN_ejI@@;2?&`<8C6j4O|4MAU76_8HZ;$^q*ftIdG7SA@TN8dnE~_TpsaaFjT> zxaxIcNbxyZiKj*ibrMh}ohCd4=%TxIABx0rac2`4U*6Y%biDDg(; zEn7R7bX1<_(^PSfV9Oz!opluvV%Mh9l`5mG>Z5EwArjq@>iWh@HhPEOt-S zB{G>Mjp1$JPNDk!IF81=peNh-Wa zVLz+arss2ez>|-|rp8$-MZb=!z_udK^zP=>KfX*{rNg4Q+$Lp4TeR!r=~%HD&Bkfx zCY_)#L_E`hMmlbOi1+`@sXuzn>dC?@JxyD(zoJHh^As|cZmDXc1xGSpf|1lFF*_=4Fgli@? z6!3jQI|fVJJT1g&c4cjQ)rIj{nyn>|CNr^Ij}>@dizC`rfh~c@_3Jlq(Nhhzg#mt{ z_6eH31xL@Cx~qNK5}ACZOWSu8qdT?b@5qAg zPQIL) ziZ1CS>6l3tw|_E01QUV8^#`A68*e_#KnXBeRx$+(XWfFbX)?L#RS1a2cEwzQAyR&6 z>FqcK&s`bA!F+aJ2YA5VCAtdbe1&b@EIW+I5}iVM(!*AEg2CE>8+BQ2(EEq5peTSdQlOET^&Co(5!=u>~=; z`Ybh2jTnGv!*^}j$$LxF#>U~n8?JIKYlGC`kaRdQa>?_^dASegSGNkE$k^cwU1(s> zhvycMh!CHN-jHp22bTyKr|hargBiWWNV!P!?HoI^M}KZLp_@yYYn1T_<2}Eq|IMJH zF7Q#nS9D#GtdeWo2DSN0 zG{Wn;E%RQ7LwXJ6iLJ7lTma_mSCX+ZSM548@&E~)1kroSIw@f+q-*6 zb=j>Sn6`)Vpg1|;3o9NMD{;$<21R(%)XMtKs!MoX0nsyVSHsotnFy7wvD&~LQICOE zksgPzS>RK9xjCGzr=%DQuqmf{-P3$U)sQ5WO~894{AAT_2d>ei#+T$Ru}dbC!)aJjQ^MqCQmEuHkKW zuL3TS`bs~8Nnt{4!K%&%*~F6&e*+-K8g{QADJ$sDH^%iG7cEPhD8s4i6+m$F4NWh$MjixwS zl(>ou3auW8t*`VA5L;OyspLcl;B`caz8G_KQ!dT>cuU4z3}AS^jHB; z;$d@^1))Bajt*<3nUBjYZuZjW zRl7^raA5&PtZM;A@P7;ApH zu~SH76FNOFoH@;>tSjcef!Q~*9z?5y=pE(EONy)tQBmOXOXXRsg9`}|3Kp6c>pEhE=`Jub^F7XLFIs-hlu%g7JaUyr*?WR-psxTD`t65pMGCE z3xMS^Pu!7jG}1BSJu-$UHZ&3BwOmE8mbW7ntkI$D0va>rQUY(&Q!h00d!frGMzG^P zR*^)%xq7=!vO(rH@#W`){niz2)4l@QRLk3=lQkz9*eWjN$%{7wg6p?SsJq?+k9!ss zNPQ4zhhf-87p$a}YO5@QQ*4fuV~npWjzgCYZ?@NsRZnr$q26wDV8st zfb-O?p595Vv$puYnVz=KGqDf+{^-pmp^=8|cqWR=2d;N>w z8%(4RyTPO=0K6ezyr#mXMpy6^wxO*Ld$JrmS#1C~B4%9Uh20Z=eV_z`gsEwvy_u(< z`S~i#zHx5SM9qYJ#tV;UH4^NPp0}CdYS4Ev^Thu`M~1fPw_@cE0HIS(zOdy=Vdvxa zaif1a=Eh^JlD`pT`^(QpWkx9U>mj5Nj$4?*pLxwQrxl-SnqeibVB>08#EB)J$w#-3 zs6Q|&%~J@{GnFIW8tkt>QQLCQD&u>-MdIBNLK7w6|KqXT7}K-In{LU=^8_8%l!e#= z4IF3>PHIJHDvf|ZIxAz@3~lEAJyZ{32zImhx) z2uhn`4S}b)kqTU@kVC+_CIo!m%O&QgCxpM2io=%AUT=tmbY|;WB@&fGB>Cx_YL2G{ zF5tJ~?Tg_y7Iq}%eB_(5a*0Gb%6*CvHVKA?=Uks6T}a(ofr{5jj-C&Di2?(;c309r z*3&7)nl(oaiHfFMli_|a-SNr~kq?o340H^%H_mxBM?S*YKG{#36>X1@L-CqopNZSG z%L9{HD1{cqb&JKlvE#kydVxugx9eiLyQ>EyLTzAb$_@0Jn?B7=Eq@Nij06UnMRWyA zs;BB)w)*?}Iw{WaO?C4i4rAD1g zu^o+T!LzK0N~1*VD`SaAYn(q9i&5D@&rEd#9OyIOc*pgr6;n1O1MJfXc#=+Y^Iq4h z6iEyjyCtFrEJbgqY~Vc`pn5Q#9ZT~{`X`}xu{5-R!2?z-F++_&DAS;5dY<5O)RetI zeQ=?gKuWK0uzT{|q5`sYoYlQ@9KXyCH`3~Tqt(o5Oef{V0A>2Lt$#<)@h?Rk;yKc| zr^5~jc9I%OstKIrNR>~8{DmToDtn)1*sjF69r~m)`-J&`Hk{>YJ+(#~S9c+e5~b#;Nx3Zt1wc6XFmMu*9|7qk zR?)=)uRo!vK72}Xebu1H$xm+h!mv`DrD)hx6+TlwJN5MilVHZY z0iRl5M@pmupa!Yd`1qWO8DuRWP-#cPZ3f7A2F^8@x-+AZqb3DpddZb^_KdhBj01-= z4GOk(EK{l#YYhREf_7&&RMZq29f}f$fJ9BwXN1%zY+1{JF0Y1S1W138uv+`qe4Am}`h|*TRzx&g;x|K5+ z7#~1&)zatB*dB0md#t?S@#(&s*yXMhPA~ma!u2?Fqw4$JuXkN;d`;4+vD`XXwg|CW z)j=Yju1C!FGDTv&pV^#pmH>XW!{eK{ZAL>4*!mq~^9HHQpJc8tu1%f#WHRkycxj?2 z)|6ta>;iY*B+7?_5!JqRQLQFOeC1UOb zV3RdE!ohyEyBRhI$*~KEkR(=OykWyN@ys0xGZqzNU;cu>`=0uF49fsGMRR%LZDdyC$UOWRc#xc|;bgI47f`(rzXQyq> zq$8E+JNZ!E z&-TB!HP;Piy{9d{V!d-+F8yVo^PBx=#h1{p^50m#y!Uxgv;CR34<(I%_J{CWyRV(s zkACG3)ZLN2Vu4@ov9FSA0&-CSWN-N~-d%eUY53E>Jz)8!{_1<^CB97OxA1E-4P#Q= zGHho3o7KuK%XH&_uWffR%ff6`#BHz;SDD@>=wL8I>|{jb2GQYX(Ransb8F8O+ae-Z zy_d{d5LZb+mdB_rM?35GY=)EWhzeED(acU5!SLX~o&_zqWnfKmR3 z!O7#D%cJ2nzVdlXQSVYGm;9!n*>r^O`5{eL96LSoLj^cCTU~=7h__-(0X7rI784HI z(}=BIq1m*n7At)7n{GoJW6aYn8)q)|aBHp6aO`2Le4)HAN3*AK{M$@@cLZ#nk?+6ZMquPxCVP}j z<`sP+8hPtqYt2KVN&4 zSi4z=pC>#uErCC3Rf;`QW}5ATV=mNt&eo0#iLtL6A#f`r5hE87ZypZH+k$arcx`<} z>W7nNwJE#qfHifLIH4kS9Fb+k$KD8Oy;BW7ucs$Giqp=*w3uBCiVEFYA+`JFU$Gs@ zQktDRC?jQ3>aQU1wH7DV@g*c<=QaL~MLla8n`btsX;pA}>t#K{{!M*^DO2%h7$=yh zrN2%4@Xm}Rin7$-E&4sQ|6!)vc*DDMAmhPowCr-e*Ll09u1o;*0G`=tkrHZI_DQpI zFp1^2&Gx(hbD2ewj>$GfFje5UzP_`0+0&$Wc>bOIOYeQs)m`W$+y9cnS$0lQw(N5n zN>zql6#ouiwoy;sd<$CR9o~!{r$~YT@1Gx20)S@z`aGi|2mlcnBG{YCEA`8ul%e#;U#13iw?B^>9Q>+Ix*D4iZAXpt@>KObns9Zn7eNO25nKDb_yYB>cDNq+ zwnDcdl(y$~0o5*8_P`kkOjjKudA-T~)D@SKUT-J(<`$WH_gHtANJ=8L=f8Y65p%Zj zlxzZ)Yj?eZk&*ulxbKF&m1vG<5bRIk3$E>#+Je0lc|P4{`?qW8|3SD1C6aJ|KzTb9 z@J9L?6M($!6S@ut)ed?!(ag9^W!w+%XY_%7vRb5QBwqV?_&|yioL?j z_2nC37bNP@>OARcQ{-!b)nX>^D9r1r)Xq`vZvcdk_l7N*HKw=hJ`N_x5_dwwgLT9~bC>-FlO{k`sZue24rx*C8Od z%17Tx~+|d!F*U z{ZMwK-dP@pA-G#F4!bw{Ycu^K4g($#df&m*JCDtyT|fYf?_>DRH3UZK6ARVrYagm8 z*zT%Q1jVLb&iMHqwNC`X`g-c2H|V?(iu%T0G=~2=`vQw}Y?EBs7*q?{cxH<{i$4bzQE6 zwqf#IY6b;*j}k4v2JtU6)yoIoR!>t9O%pJBwAbXBXGce`!MxJ1L?lOva zp}1I>YUGvh$cqbj9kJ#f4q9C3(Qjobb_fAOm|quJ`W(7$6Nf#iXaGS!(6&01aG1&A zJU=8qH_4tV4j z>JG@|N_)-+?6p%yd+&YF-sM69w!1hdJw&7dz`o?DsrWotDWm*`3b(OM6lY+RcA5Mf zo6~FBgq5ZT9sJS!dr$)&&g%}-D)d;UBy(7VZa0rrH6|KK@d!mwe5G>iK=LTG?X3=H?o)_~zQh{GWy^+jMTc>XhV}XdPaJX)EKm zEp&@Na1?+J8n)ds4ZLUok7SQS>LcwX3QTJR%|pVFi7P|luQOFXa8xd+{e_iRt8XKz zuqr&SU!CJo2ISHX9;3x6jJSF(H#Pa{j+OnY13&MQK;Y{Fu>223cW^^@Y6g-nL%?r# zyui-pnovu9&8^LQe_wk@+D+c}QDeYshOQ76;Ou*Mx&7Li1Y`fby5arJwtD52;XC5% z2|%=v4O_APCgK?8Wf{UxDBylprAFo`^4PlLM-mtS?z~ESSU10fXjU53hn$A8*m;l% z)A@G;`ppav6yHJvkOOY%BW34aW1+vV`+YSa?9!%xL8%}29q)ZvYKKE4qVwvX%Q;!u}hWIw0wgW8|#S-qOI)N_xeF9M5 z*Jr+40wj^;D)W3XT82UXBpw&u_(3kDg2_ScPgatZj+?}t#=3igUuqTKzb==s*1`F# zmh*gu6@C|p_e6bN54gEOT1rz7Hw=@0)aLnhE!)2y%4FhgfIH+OqZfYY3cNn}njL}N zdoQ#A=yk=~din9#ophD6oNx~M57&g*&NudhM#&&RHQsUNJ+#;H zar<%Lrt0U81H|sp0%Gf3r5hx@|5VDl9JKB8oI+CD?MENgdq1bCW4fs{aCtc}czGk3 zNvtHyc0Tj0`vN)x`#+_~@Qn{%nSOk~D^#oZ!-sv;-W}*pmAeR<)o0^1x|YP$G%ah{ zQJc{>6M=n<*pT;tRk5mb?TwdK~o&CW z0iZKH13`He=|wpK_Zjw1e$;!ZyuuaXx1%)jBk&!>jOW~0B>slkw}Q)Gx4? z^c&SDqYK(&W4+!Fz4se;zHx^}Kf@pokl^~d?|wGWTJVuOh9a42?+t@8ZQmPsPyyf(z>VYYm^@>cM@Gx3{aEgNrG`*Q=Qy`=dKN0U!OvUYWn3`U}0j1bh^M90{=; zO=vw;UgeX%?z8muKG#gRyJ7k79PJR)q&U%!YxE!sLsy~{1h;F?u&);)>3NAdC`ST4 z)?cn}ebytNmkfOgUUymtmHZH^AX1NkG*IaV{LZ!?yzisbZl_2CZZz@$#r78wT8)M;xpcwN5|cIxTteY={N z;bEEvm+p=cSRL*Ew+~$6H{>Qdd$XPK--mmDTjaJUBfR8-<(J19aSU@8DOz3za1Gup z!JF_RZwm_`?Ope7VmY-h&Ahp2+A0IirOLVh^V!3r(lKtR*e0_jX+m$b1^4(u)b7LF zK(TY;*$+-rG`kydhQ7O$7fhy)wRnRozmL^NI4u=8ENU$_TG(PBQBNZqrxRK9dR_*` z1Eh?=9R=R)&g}nB4S#C(E2;phU+%ugxOD3pPE;AXMu4nKpSIk1GqW1xB0msbw^b+9fb)WCs@?gq&M@W2>*&uUM9LB)vhDU$;o6qVy zXvUz|GK%eWFo0KIXgJ_EG_Htv3YFNp+1FHMoZ7gBj_Djk?0IEG>;qEJ+>}&TSK`z} zt$8YVg2VV4&gZ<%)^k%$o`3alw5AkhDSWm3zBaL!Iq>|Nv)#Twfc@|A-h9#jCh2Nk zZn?F(V!*?1nG^rG#eU*w&&4NEzT~eVvBovow`i5joZb;VeWQcEejZnO;WRQ?&|k_hkyAJmSRlAW4|LM<$*tlU9Cnl7ce{~x_{b8Arc(L1d zw@AtPU!`45FQ8UOC6gQ&OM-!YQj19*tw}fteL1*EiXxBDR#(+=CsBUW=$k#}Y~gjP zklg;L8Oi4HD`P2xv%Kz)iIwYFXSS}xJh84g?!UHxVrkV%N8kpt08y}|Rl*=59pyq_ zJZ4pLfu?5#Qdl)Ti%{zXt?*!QTy?xtxUCSFaCAKuH&?~{VlM}^t*yq2omH(K_9eAmtF(P= z@C21PyNYOHj4-I7v3=0pz7dru=vk5A8c;%y7H{M(b`Q`4>)R-19TF_sxlM z6g7W6%0#)&`20_HuKV8{b4&SxgU0Gc*(_=Q&2I4I+|DBh!6K2em`W;%Z*udm9G09W zzURk*p1rcJJ3$(sA5n<6j5rHJ!5A&V1=_0zul89NS|xQI735sj%YC5{K+gqN!0FN&BXq(G={NA@M^d z$1n&oDCkN<()5Ugw9Us3;0#)_g8DD2-^mOZ9e)*nmp`j>@ed)IVAIUr`)!vW=TW9; zZ_n19op}^!!Y~=)wl)QatVWeFyN-bfnZuJ4GbQedQ4GNr}1E6= zB^Z+hs%&OfkPOO-n(}P}8pw&Eqloo%(h_#}`nJX=i-NzHgVptn- z*dyMaIT|!1OvIoq8&#_~Cs;Q2b|g852A&^2<$~sb>3xrrQ(DnQ@ln9#>$H{2LzV<5 zKa)>JPPf+!R2{QQB148J)5r>-WTn3y#^pXvM@iHv70RaJU?bDn-%-u{4iTKmt(eEx z&1=FFar`q_j8SY2D5;Zljfwn5mNk>;5XW4ju=5SmdkQB;@eeurjW(VefvxR*y*@5q zGG$s^zNKA7A?>PYZq-I{J7Bu~Td>UU0U*+9s^obAHl-I34S{au945v(Cw4u*qmn!e z6YhEH;yXn`7L$r}8>f0~O?Z3*qB%zAJLI9p zfyTXoCu>?Qk#tax0eyoXaA2U5Id-eGi%T?tq6{%y3+Yd}t)^uLcPjf}1?)qcoLB4N zCMMnIgh%od@#L%haYZSVRPH?e+6JMo2^6B-n4;>Glr>IvdbrDY%3I$kFeP&gP1rc| zJ9P8QwWXmtlo_e|Qw!eqtpXwUcnVk)5?!v7KleNnvYS3Mjt5TWDCx-?L4J%r>m%2(2wU`b|0W zx_YKh#?csZsfnENTfVu5V^RZeo#L!5Lde2pMm~NTZdxZ=utlB=ri%)t979B*SRSrt zLYf0kyLWS2$J+S>@YrR1=apci;;>)jQzH=*9JPJ6*1p53&Y{-f9W|ztr1UfrNK>g* za`+heq)zOAhZk3qLMu+mxG>bV>R?VM&W=uI8Dr@oc{j?RSu*GFZ)KxGl|(kA!06+2 zx_zq>c;ILgCMPhGk#Q;=jR)6-J%1Cg(A+|6+OW&At!A(JGp9Vk=mIzVL<6e=qR%rT zwDynH+o=CBpOnnayXS#HBP}t~^oaNQuZizc66(!yAX2|fnr!!ICG*&B%;4R{@?Bfn z2zJzHWEuaaB)}jbsO0RA50j1%G6NbF4hqJVeM0mZ?@DS+;onc9Fh9k0h0b&u{L*Sh z%W1Eg4F&X9_n`p~OTedseeo~#T1{)vGvr#v1s9?1E&mX(B zw0jh67N=_u1c}s#iebW$Dehp;R9|i>e{!FiUYpRmqVMsJ++wnG<(dSpBlK^<(Ua4Z zUgeDeom|~&MhxEZDH-HXBX`4$-f0=#-%6G6?!MwXm*ZXgM(VLC)pU(z+|y5GomOBk z%S$@jGD<~kY}MLfZf^NxjVIFZx7ZkB!H+uC+rn$=xtLiKt_+YnG|#F|OtRn{NB8_& zmMN~A zhW=uDI-!W3XrLG|)&FerqHESU#6j)os>f**!YTCur_e<@a zWJU!V<~q&^-~3H${ZA`;HtOccNHmoUC4+>3k$7cPrKg!1xzk8lGxFLo5==KRqv>FP z^-w!l;YrJ~xcp8#E`h$JY_=Y?1Tb^KDe^n3I5&VCCzjpiiq?TogS@2gSw6nDIueX}?oqd~ZOaUfW6@Xr2qxcW0p3zhh*uI_MZ4 znhSSbBU->>nlsTm5v`-d;JJG|#DM<6h-#F9YLwV$vq`kQaSV z3<`m*`O7=daq2s0COB8WL0T`4roJg4LnX^eNVg zBbGd6O=0Q46h_8VAXu`RA`bcX6zAooXH+}P)+sbOqg2$+Ipt|fB)|hno zyKpJP7`Y1VF_S%ZY*-h_O2(PZ4b#pvZ_+&7kj}`JkbG5JRwZl9K5kB3eM16QMx_v` z@iw|@?Z+u>*7u6P#>^p0HnRlQXq{+#RgFDD)WQu3X=;?J2pIh^)qWagT|6PTqSPR0 zZd&9iX~F!GCn$Z`e}PAVfcU@EY2cSMQ2gnW8^(=bak2Wm0im2Iw~lS<3trgtVY%CY zP2>KN=HF?rLxh@t`x}xe&);c0wKIbYQOlM)_Z#WvolY|C*QBY%WQo3{Tj(byPsZ>h%uoe_%Rl#Fv9L+Nl%d=lbW=s{So7+^%%=~ezhtIMp zjC%%wnzVfD#IK%RF*S#xkb|$=rbiSr?{vb7+ldFKQ)*oz9qDJr(G${Pqbds8$R}EU zvfDZgr7$#FDDC z@MYVo6cGK`O;sx~<;1loX6hD+*jG*sZ}B`@9lvfpO=GpA3nmsX?Sd;XRC?qr8($62&VQkcc8;gXh= z86=En!q4qpIlj7Ql4%rfn7-r`8IfI|7GO3u906gw+{VNj z)BBBVFe_J`p{rS}Vm-_9jkmroioBgSY$Q)4PlTJ5XwZegCKx4B`agO!Qp~QSctDxa z81v>PvVpC(E3(Q~*#cAT?VlyeW6LH%F7#`)obhs8wqzJsbUCcvmX7Rz6Ut6WKms!` z8U-pD8;#*M@)@#ZH@%&VsNgDMsHrvLD6c5!v*346xGIb}xraw`B`DWFxEn*b_l(bD z6l@AR(y?hwcRTFclItd2d-^4W7l>R2LDRPd%WF}m!m0dJD&Cs>-xxY`I1l0;dU zgiu|qw;fUCS}|d}czWr*8DJ~!!lK>hlq&W&&KPWaglI+Gb7^YyfCize{4Q?2TJ7&i zyGySX7tJC(a75#2M>lvBYt88AY3GB+?3Rr#tL}U5Ia6s4Atp%Ww#Y2D{m-Ey^M}CN z&;QcR%|O*|{xFRT#*XUSS5u?&VVuJ=J%Emd5W?%m?a|ojvdx`&>pbqmw$bSkY!vI| z0^QX^Gd{8Dh_&g7WpuYD;pQ7EOuyM)Tam%aKf6FO*XL^fH$*P+7h^B-)y<>M?$pOs zh%VIGICo&^EHBxOQwYt%co6cGzKh+ZyuDwBFP&+XJqE2rZMACF-2cBg_AHm%uQaG6 zxzvb}ZAbT%INf_hJm<6jbF4dH@wD#!)@r@oe%F1x4Iq{+hAPMXBmA2RbmRYvKjUVI zFNjpjZVpCyYfY^X{Ex#+&fKDk@-b;jqV-#KSTp+igRj!w=M_Y%pue496PHSxi?Ebm zgnRrVzhKJSC20BVEZ!JyUn<7GxAX`4LRo2<%JT?b!uN=AG&r_;DdFiCLsgjgITT!B z1swm*e&T^}bL|Cd$^9)`$R)FRFg#My@0wE~Shjt#oujn2BgRfw5DelFyjjVTrdE^o z{|6xmveVtV^?ohJZSx4dy}9RdX+QaI+yt_fo4{2Tp~1Xu8oHaW7iP$gKbE=NTUu9F zw0cXHZeLwypmvcbQFNK6*;_9^r~W4Sii58f)7e19oqKGk-yfhGW?5lStKJPgv89$d zbDw~?_V=v5_9m|f(*MKa+y9T*3H|c__elgwrafYoSR{oD`cW`PThXdhZ>Zz6*Oorg zWEE7#1%=0JGw(^q1jR|KW+mu5OKaDewgCFl1I?F;i)JSa>@UzR+9GHYi0)Mx{Hl8F%m zEoZhSC_Q`Q44RmkS?_iv`ai>#ZbC^t4}b-r*%|w;-s75c5o+^){KWre3VG*0n%Do$ znSLy}>ZZiMt+jly$tjk^DRTs=0mCrZK{NJ@S^MUd&DC8{hT0aOHg(Ru@Jp>6HT5l5 zoTR5Q)8DmhS?2t_t!V9i9`uAjVKzN_qO3h#>HufaBSZ^V$>*sl5k$D)Nfzb??;X;{ zMwcR0t6C7SId0udkZ|6Tdu457XR21T%+*U#zc4!X)2Pe(*b;{xJb+u9OZSkml+1l`*e<4|)MZoiYmE{`RhajB#UqUxSg0h&?Axe#tsj!4#6*M4RgI4)@4f1U|+GMkb z2jR7{CK6-+@*ajLx@DhR|X1uRFh1(%PP zXiW4!hkE}9!lh%QEqBhrP$m6kQ4-fxVV|%gcWNwR&&1Xmab?2?)P;Qi(`Z2vMn}*r zA;%bLLm3ID8(cO2*;yy3Wuz?B>_VVxK-T>7{*Yg5E#BKJoFj{<>JB50c+A)yuzy=B zuoB3+8VtToVW8KY@lCKe)2v6UKSxI8R+aX+I3KEZpazH7``#mOtH^(NX4SbhW?i}r;J-}jG#x*giSZ|Hv+iBi&#a@ z@*x*mvs0YNH4X|9A5fvpK1{3U#tRcuWOyRi_fA3SKMdxkc#FRAqL5Vg9D z?**&1`pSkayRyl?92L&dQ9U(2Jo}u~m!KGzM1+c~Vpol2nA58YQM3|0e&Dl0w-il$H=ZDeihI(3$K5*I|^D zDe#wK^yX6-(=-6zI6N^o|He`<;&u^%9=Hv4NjqMAIun8qXMIYMz=@ z@si?wbJQWUr^h%&oX|r@*U*Dlghh|?&RA>Dl*>~09T0JuDffpuus`L)Hdr&U3QJu{ z+;0mH3;!!!Xsr*UJU{bwe;kUvmSCu5&l{29)M-E0!0r`6A|3sZ3)ECr`?Mx9Q7Zg| z;NIHWJx%NJIZ>81+sKGJY;hBaIAb^4s7DE9Xx4q#Savj_`ge#qD>$5{xOl8+8=v*3 z7`~mwu%Kz(tdirGGJT?ah>%h&W?W)~>~S|)caM0@&M&B4nV!oUmnA2fAR-YH(&{D& zm8@~$${^1n9%%`tQxc`&`>cPvJ9Tpp$0<4Df(nmuWyAv=StW^1m#CSlC4Cx3-r(nx zZxE=(uG?eSi05l~Ea~86IVbc~N8D_i=6QBCYUt%0bK#1F^_6 z#+7A%^fnAP(lGoXjQn2og9$**$zAd<+oTY6&DO!q$@H@uhKZGVpgemJ=)TR7)mvfw zfGr7edEU*D(8&l(HG^_2PqNeoQ`xu(sPZv}o5@d<#~f4I>~A@ycQusAm!`}D>P1=PkTK0SzJ?R=-(fqLz}AM25m-wx%YUHVvn z!g?VqS;SzyGKXYKgYTXy4ef-6*VqnJ8M01b(!x)LlmjS*_E|ON#yU7*!udVz(;5F| zlE~2=@mkjZa1Op~aE5X6Q^?bala~zCNkQq}^5Wes{^g$8ZKm^=amV-z6wsCcoEnVp zm%jvJaS?lepUIo-C1Q{hpaR#v?M0qxt9&Fw!tG({Ig5DHe=th`lj=3+T>Q>w#*7O4 z5sB)zRp5u8JSmi=i%dc&v#!OrI}Ormg28($3pNzO zsu-pVDnWc*{y;h`ayomZ;Q9bjc-GRiGRks&fi&C>@$2{PtKyfh`TTG;FnR*BPAWiZmFql zI9zVGOwTh)0miI&j-z|+#b%~s_XbsILj%Ly3NuU<5qh6Z33b10hBB1^soqaRiDQ`0 zw?f*DvrQX*Cq%7mfH5o;dD=P7l?Q_Vu{vrq`ibtsF>zE%qYrJ?;*SKy@`dOxE z0c$}*11J1Wktai5vT0mBvk`u5VSmFr>H3WP6Yh;rh$SCxZ8Mt8g!9m!!1$w2UlI+x z;%jr7yU%JqnT0{mF@3Ij7a#%s6GhyOdZiC}gv1^QK{5439!SR?`C%kasbH zP}e{uHZ^j(MsDV;73Wkj&@m|1sGcudu00jS6m8f0`4sJtLH+S*LuY8BC0XNf!Vv!e z)o>QiYB_fsG3_-NRY;URr@c7z71-Vj34~we4cMA!!Di_b__hn=;G!-O9)5V`8*e+)sAsZAz^((g{<^c&=l zkqqH&76jmpjJ~ZD304YHB4@PaeRX2kkH`}1XlbM3)@dDi%9LrV8=4E5FmIRC?fqrc z`6o-AdmXL>{J8q3gM5q6ZGoB`z2RD&c!HO9_lprFl;S!!Vmfo~$H$#o%)w2D8CEIKR3ybXCo>5J@(3I#J znC_nGcBjNA(cg2^+*vVXdkh1{`N|Q-RwHuq){EeoCItyIVqL^UIRm+Uec_jDxL)Uf zWG`B&mtN%GnSFVps-n5;`FyshT{wqcr&U{Z#&;!^}uBKb59-}7Tvmz-YLc7NI zY{-P)fXyb01^bjaQ+iz2@==Fc`Z*?S40D@XW`3O#ki(yh-9eU|hg6E3S;&%NED`QU z7 zK;IS!LHpmM@fJGeK{l1A$!yoY_ZQY>$N2JeCuj6;# zZ`6ly($ssDK^Pa0s$DI#M9sll-5$C9~3v5-#=xa{NO% z1l4l9a%mfqUDr7p%x^I;(ePgh+m*!1W4reAR*OHXbPrzVz}Rna+~T(~*rwPe8>R0L zN|;-y+IkH0GJ`cXbT{H1qxK0^I6SDFDJ7iDV+Rps$mc$IlYVbdvCvd%Y>20tzbF_! zg0iv_q&>o2V$c|D!F0a@abBtUlUuA?5A;1lL$t_&rH?&K3fgy3RKHh{yX^EZ9%PM zgB)Qu;54q{_54!U;&jeIQ`gYIz*kge&@fWCnWBU1tU~YHKwM|Y_%46SdP*xbIC9%{7JI`*q0UX+brTmSBITyP(^byzBk zv;CqN|FN=a2-5(lVFx%4s*bZfw|6G5`)lo#`y$Tt$7b)CXu7MZzau?RamrtBeSlRS z^h|AGZAF}^ZQ3lfFYfhssDr2YHtg;P<>8QVt^9=}6YL;+{o)s=rG6DV$r5=^07a$Z z3cbf%GG~1}NJw1ZfVWr-dL<6}3&qubtX4Dg@nP>qkBvF_mb~tQWx-);!n6jP#31Bz z?U_Bq_3i7ZC`M(m4FI^mkzU&I)q$_%W-@Gqqng(SL7E(~qyPdo5Mq>(+m;dIW7G6JP7aKCY*MJDz4mh=FemGkt=b;OYlGv!C$rS-%vpXmd{-tAp*6&kA1jp`s-6WRe2Li8R1oEcA_ zW-rx9k{rFW?w-qx(qj@+w2bmWzKKfDbA&A9HC;r|p8VkBih7Qn%t8K3p|6De5mY9% zvw&Upni=wDLF8ncn9@&A+%^ z-dlbN0|w82^6YrArV$Zo;-9=&spBWvc{C|WoM(r0^)4GWo#~iU|Bi}x1JgB%C!f|n z@uZra_Yr-KiUZ)>;34i_!&Y(UeT5z?7SKe|Yp*}4P6 z9xW{0&a#F03cevICY{<6=o4_@o#5dbq}Tkgun0ctz{WBW-*)lpu-t^RFeFq%?%7zU z_#~F~2fu?qU@c5WNz0%4p=k6_j)gU1z|)e=KxEqDOqA3xR_KIdQL2m63QYt2aIW~- zf-{?yn{i(;MvVn&1woI$#W6HdxbN9Dq z4b@f#G_mx{RP1}0T*b~aLi4x(w&#kE2GnS zPZ02uWOr9{puJziRpNX2Nk_Y%(E8<_pj}hhp$UnqZ6Bt$X6L7hiK;;zrbS_Zp%@J|Noa`8h6pi;_T=%^wXJdgQ z?>dSQ@3g)FbqrHzN6x(a$8Cc`9|@E`;b$M;8baa*Zg`|<9TXlXYZO2X6hrr9fcI>f zbI0WHVCE%E3V#;#U)&e-@ADBND);p&>K1PWP)+T$pzIE4M5POE>S~tzE{Yr%(EeBI@J42yr|^`Ri~~KM7#AJTzDk zjq7P35*-l1V0y^(k7wi+&@wP6MX{loe1gEy-?YlhaX91^qd_*(Iln*|GJ!5}KD=1@ z5@m8d#I?~RGe1Tf^{-@2J))$bDA5ThdKZMA_(YC4htMn=oJw3!_wyH@ohp+@UD9U_ zl=0(2x93ppLyoUG=Wx>-^x-Jlt~y8MmzaZ*BgUGzHv;N{FZ$GPm7T7mZ^V0*e!`ny zpqL4-;fA~x;SvV_nrESyakJET>C}un9gxA5ob{Akz!p3@L-)5>?g9$`8ZKLw5$kye zuC~LIO)T;GlNSuTbThxn!V>iv7^Gs+r@-lQ(;Yi3PWqu zSP0vyR7u{F^UwDjp?vIQ;n$wwBjS_RrlLll)zgb{ zOQLW`8kftDEA~=KVo+O=5wbx2Ur=ky7LUSTTRHd-Mq#lE7wko23mhG}2C^({ z6)!DU*iyoYQOG^yg*WT1kZM~35SHEXQ5nZ$W!$)>>+$wyv;PRpKNTLi{u{&y@Sc}s z(9O0}RWR~EBY;O#68&=*Iv}gPqM~oHLgOOt%h(;4{b}Co^o}7YyI5&i+M5$ReX#RN!ZDF z(#0&iHd0aFwL5jJ!=_%pu`UxOC+P2Fup|H9K~!-sx%oUNf6>mW+mk>EcIGU6BL1xK|{uLsuki3o@SA2p^6gF>IRsbhccVoN8MFf zWs#wWdh%U`#E)^(?|MElvgpPDjF)i17($xO#7@w-;^!XBv59666|?Ho#&1+OU)5?T)0+xaoxnhzZ}R zWLOX8^W|PaEG~Ni47$s&!l1^7H9mMyO!nLd{v%9>+;)${#6f&jPOfCy6ebmov4aLV z#olqq?+KBWio^+Z=Bx%fZ_4R(p!gQyj8MIc=ycySUp2^k8Lne)^Fzl=_Qir#K&A5W zh^&Lwnco(TAK>h>h+4wt!4}N|rX%Z)>y8UwyckM>Q%0TUz-ALDyKMT+eW4PhS3V6W z5F!>(9?4!_*+Mf{h_uu-2X+0>4qQnO_n^*Z-96Cd<;72KW6J#II8Wd>OOom&UO$!iDGBX9V6ZX&0rSU|gzu+j(uBISuDX-;!%pt| ziYVeF$1xn8MoDg6$@;IhQ64Sl6nt0%HcKmv$xhyCNMVF6bW<(p!t>$@0pK;MMfW)g zTtobsWVLx)ZcB#oT^bNI4I=U|mX~Z;B&7g)2C4g2`mB}*1<=-C>pCDHqQ~@)R-aud ziD$_6z=M;Hmg1_xekgP`XK&dzTQ(EN;jaf5Xq$>xfnm@PcdE~rTDpn10L~c5e+fk{ z%vKg3jU`H3j+C*#g;9nm&{U4SGrhB*tmA8U z$xGwF5akTHcE&si3VTX&9_$9+3Y+Kf1N3d`9sBN%!-m~=#~1~dWIw-sFb){Qr6zvZ z#pa~LsV85y;nMYVzkb-234u7&wqBkSMqAADP8_h`d!P4x$PXvO(ah128$`cBcRb#Y z=4+`K9Fi>M&2h#^IRn|6mRlRZ4I(`6ktJrr)+!a&B^55tCtwN-q6BN`?u!Zu6E*8B z8R(&kb(_`KRddXN%fc9&xKjXITwfF<9s%z?0AXC|jxdp&qgq_-mYE4K1x%dy?AYJm z(Z{I+aRE&ACrc_hqIJJ3(u;U>eAkj?yqHe^5&~Q~c06w1z^@w}21mV5t@O_7VwsND zMEO-BQygOU%#)s49ThjxhH32=9}PDKTVIHa?gYPvtC8a+MV@^Xc`?h0BnfFF^nWDO zUU(d?W!Trio)jjzL>-gw*hFG!Zue?dWH=$kbBy1#cWIR>xl6yH+C}B(^Ah|%WOh|+ z-~2e&6<+Vc+!beQd0{K)<;t;&G+1cD{kHjT@mOF)?jNaPA6~q~`1!M5f^Z2nymW}z zkj_h?+vjuL9Qh7$U)t%#s;rXzfu(Vk=_NYNHKee_N%{6UU2JRb^sNNmte|LhpZGdv zQdJcLnt6{o4Kh%$)TdduYggJdSt$(*>qVOfPek|1R{VP% z@Q{m}La|0gA@zVe>0d?Wsg3L(^q?P~I@NF1vF53C>@uGC%EbLV&1O@mhi!ACPK#J@ z`b;>bm$BF2yBdd$14Ruee-Qm~9^5}o97ml-tZ4Cr58iC45uFu!pBn{OrVI7JJ_*O&#>A);f?$o`BTJ z$7MBl)s7$W_fhG2mIsNRzv#L9)p2|@MAP^&_zT3VXv%s?^uojCxh<8TfXq1$i+C{hNnX}BrZX+=Ga}JZM}17!IshW?B{Btu zALAxxUE?9N~QO$bB2_uCF)HQ=|25 zt7@E|@3aM+d__LB-~ZD=?EXn$%b-0LU z6bCD3qsD+k%jKqnI3bO|f+A4BEmogO`U`Y`Ec~Z>3VHqXrsKPBtqb^q-Q~4yif(f_ zEm-Te#;{wo)6X+xdi*9)VUeut`?kiecI`3<%#=29QzFJ6a6MT1uS&vk=qWl4)Swtt z`fw~Da6RgsA;hKFP(NPE!%Zg?oH9W~bhwdW^fATFo~2}ri`e`D&D96+enDZs)#iV! zsGLqG;T8)y1xSLn^$9;VjzM+<04C?Uey`gB$7IhRIhe)0|JFJ%ylO%kY;AItj6qND zB=7Mi3ym%K5HnFmIFa|x-g-J>!!-V!0c?!uQG9&-W{TuaCxsalwxt8rgo9!U0l)pa zc3dZtx3{-DFe>mGVJo*4F*QQBY+1|Du<$2i&vpHWnIfmJFjVduLP9}yKwjqldN(}A z9QW$J(+0$)QjuFJ2AOXMcibnwfwE^t`E)^&;(pW3%}W$hGy}-389a}-ahb0y5dXii z10diBX~mxVbJk)RZQ61cqz)Jc{2a(TPYlghg%@A_qmgDC?l}nuLx>BDKDY_3=Pqlx zb`^2pjGXiH5Ri(IT}s=m!&4ZorhF;}`K2_Phh#=Roi|irG8}wXv;z z%?QRzlD3%h7M{`=;YWLSvlT~M1e7UN)-3PuCAa%n7foVtvwQCRPZ(uvO5`yKw{k90 z;m?;vjL+4*S{qC`*H~zWa{{dnySGn~l7(?nD?PuCGe>{}U2hbevCJLE1<@?SjIGVh zk>C-xbu3EG!0=!m142&q=IF26ZT=~D)6;5(niT}EtF;8~Q+;3yA@`J6<{se)+O_JS z{a#%F{G? zk4A}|Q_y;0yIVTKS&`t(W~1G00cS%rLKsmzb;5CeOvHD4hDXU0R6(Z?n28QA`|a$Z zwpY5m*0RGGX_>fAYg1wxGGJkFE_9nvb+zpfqI5*#7r8){Fy~7Fm}(q6KLUaWWjAClhAjJF>0p)t!9!Oed!4>F*WM zhL3)yR)t?>hHPJJGwEQ}1RzH{)+Q~mOB%!SgN5b3_Wl(o_8>Q%YX3D@@9P1u0~RF zK+p-}M;k)t7*%q-c$E+UG|DM&4==}97Z054^0d3{@u!UMHai>exDLv79s`jjAbojE zoDzhhnwIWR`em#*uiG;cW>Qj@%<%%bcDKmyO>^l)d$1AQ|33i1Kt8{Y0R4&(LO}Mo@C_vJ z4<_&?!nlH7BLj^QHnL1+eI21IgGa2*=&482w@@^d_)k+#N?FyTky%c zJ)ReCBD8aT6~!jR*xufAAw^0=3xd>3F$W0FUxNvHc(=#KC4yTAmgSebe&p0LI zqpE7;OEp$EGTgYk#*MqHR2wZ@fWA~n60+D3N{@U`rny@*UKD6|JibrZI|os8UE19! z?H;nP6-8xtHyM_RA#Ns#b48x?zT1d%%}(Kau`v||(Z#*(jfMSq2TobC8JjFgwhNCx z))f1B(qsA8;@z+}RCZHDKM$C&hx)OvZT3deLOE{wX!-=1e~vqasJ=$Sad>G24yjdgNHn9Oae$yb~w;*)RBLLr33xRU|*t z?_A}k&S zyC3>a^md(%J6G9Eyu&v~T-27n;O}k}&@Bgj=RV}ao+7`yrE%=+5WPV+vMr!H!Wc9% zbGNy%lp)`G{M-BdvrqWNPk#b$yT&O8!-U`cHqmeY0j^l$bJsdoE7lAL_y3db3hpWv`pWxk&;8ak9U=hgxYq^F0K$;>AmsIdST= z9l7~xK(d*ue(;BXkK4CyaOLyQsDBA!_Ws^D|NNi+KGPEexSq3RL3|>KScpIU<8N|e zdW3)Z7r!K(e~GzmrjAnF;o7|%hA+b4~TjD49(6kn=mPDFSA%R@x^-?8JgsrOX8!e z8C&}j8jU+P%<;i(KH5B>$hp;E{pKoLb(Ibgm5EZXQuhVyf7f=_S>GwqaK;!KN-=xN zgKuG#rL_e+rA1bc@$HhYe5Ij``e zn@z?~&N30KFn|3X8O2Ti)D+`W<5Wv?><-b<(CTEfX;yX`I6_edhEq%)Gco7WSQxbH zIhJp4QgV0*rG}Xvo8f%D!beYHdTiynx4c8XuG-@VI<0C0sVCkkMHKK83i$~;E42Jx zLP0;Shc;?D%}SBwyIU0O`LZw#9i?UB7t6WBL1=WGV@n0*_J2l=9d2JOvLL%jP99@C z*kWsChfK9)*W;|JZ-c)1B?YGtnnGYkzxe}Xv2eZ$LUSL4nK*RueY(3-Sh0y%q!*AM&^)H%e{mUQ_4086|1w0-v zzx(a4pIUfIyF&AS`#=9<`ct9;%Zrh=IoGxK5G-x*J6!T@ai$zu)7KZL1KC)Zn zUh)u*1V}|pN*gPDetR3i@h@*@*v|A2REvmOIUY<*qe-piWMF!P#LfbbkBCmAR3uYq z(Z0VnTcRSK{abHWDdsZlG_n*L3MXd9tPYF)OLG+!_Zan>>S(LgTFdlUi`w$+^ABN6UiM+8wa}UDz;*R)9zBl_!*PS_g&Nk7$ib8V_9P5j$+5X})No zxd)-mjt!^y5B}tvyliy*UIs?JNTx2~2?q%|_Tr#~zpeAWI2^XY5v&%uY?+D?Wb)j3 zzW1HWe0XM*!MM+^LUe!abhvT5J-98!F4WL4IzBh8-6FTS$!bovEWRDlGw__sT^Fi+QR|GLSg8|&8LbX&u6TUgI zkuVyhi%ld~fM}r3=0=H@C&k5YeZcp>b)L&J{UrR)R$0l8DRVgS`Gds59wZ^y9!P(C z+vaq+3HQbbJ4~9*CQlQgA$*yRz3~uMXnSr%2NfDE6`Wpzu{eQ%2N{KG{eZjf-b0wN z_l*#yQDteRjC**J@rdx7?jLLGfr)q5%xsVETOu^Sl*Z|wK1Jxl`?$n*>lGE6dysv8 z0>{r1dG9+^KK{iM&yUOw;p>m%aJ@dkKVJnxSonHl#LkRSzP0wmfT8J`Sz93a1HwG^ zYD2V9v^Ag0u`oaP#6X}w`u$6`dG_lNntSlLU7VO6=7-i21#7V{@#1ccCPR2+qZc^I6EbK)hi-leC5$hf1 z+=W4+l7-qVvvOyS4O{s&P)eK3=X$v~HA>Hl^zg1;iZK1&yG-syiJMiHuFkW3po9@Z zpwoz>S18d>$7B9*JMae)IAu{?z0NPnNd{9f;?W3+p$Yo?BHX*WNbPA}6?d4S>C^O1 zn)X;&N{yZ6Z8qx?eK_$)2D$Y8Ue1fQNTB7{xV_PaCuy^RKF)v8!8oq|>fvx&7%{$MkC%G*;GF8$QeA zR4;d|0|Ld~Vmy=JbhtePPM)(PXCDfYdsQLQ3E~OD?|+xtwNEhHhZj+HxSd32hjDt} zE;4MPS;tR}QCrwX7rWF$AV|Vzjvpt{lYA|b>O~uSk}11>rzl1(s_h(ho`{|mfk4mO zr};Dp`n~+&x6kvdk8jgx9pKyhx*!5Qd~tgGpyg`REtjo-XvHn=Y}8P+&I+wIOEff@ zKq!DuYLeS5v%T)XlNjQ}v3}b$tL+W7rK70|IspO!KVB(Mqmt(C9fd@qpUI>f*ZpNg zn0XtlFYa*c{UJ`Inppdn7^_8kd4qIq&&R1!t+Y@d+rvrt{T{nipk7mHJ*3&~yPaX6 zH(MxjoKQ53W2bCKq)L*PWK0Y~k!s6BI2yvG=UG|Iu_DR%2Bvv`HcBGmrX_U*tkWs9 zHX*NExLqKdCt27%8>J1HiQDOH)Y1LVs+oY)KXiA%Etw~e0 zo@@$K%B-$sDK^wj6tv!?SW|G=v1}H4y@~4flj@5h*NWt-4cfj0@dq|n+Vv`{3)__R zz432SHXyRA-)m}~yUQipd_G)rATsj0_!5HCJvf4UU@@EV576&(Vzvt`u3qPt%WD(@(|qsbG`*F3{N2^ttbASdjy*jbO9qkKC06nkzRHs8 z@VE#JC#f#(99qG^PBn?e53aK+dx$1`85`~;8FJ$k{-{cU&5a$_D-zM6F;4edY}~!W zq6nG%N{|Q)jB|1{h`PDK(q@U;A-5E56_j)R0|TtBt{!-f$kP-lCx=JRs%+o5!H+*( znoE=22W7BsA24--k()AdF~Z-)b%KQ+N` zKD*1;3dw=&_R*8-A>h5h*55=O;D-*dW|LJ(+VYe}XCMmcM^*{SNtULT>52g$0V@Bdyb1Fg8my-Yus z`$EXle*d)a2O8+2ExYsW@;G-b1QN10Ks3>VqbE%NU?08C7Td)##r$~QHrO`8oH#X0uUTMmIYX%p!LSdP!$Q*xs;xTBz6d?TgN#ZZ zs)QNrkK)w|)Eg}nUu@UMSz%{8M{75iTBOjp@As)mX(z*`+A(+9={pWt=)1O1b_HYf zrp%5IHZ9r>t&=JuQeq4pL)SZIUCU_;ZFWCTOKniqT*PG;PD`-`vco4Fp!-JDGBC6U z5xbTp994dIF(VM8!VXxZD;?yS+0RHQp| z#LvCY(=8!i5~hMt%cB-8@huz(@u7;enWF@!uRnIMU(?;khi5FZfY4JTCh`#=Q0{(+c zv`(VE1I$bfl91b!3VB+RmuRey>0@r3s~Kt@FTsF?*WR)|hx}2O2fqkee#^i3%X#vFK~A0>AtH9+_pb35O%r~9nyK^W=uy4&BxG{S z%l!6kgXr-~Pc1m@HpmW6&yKzX!71a8^mFz?(oT)hv^s0ImbsNvF?LfO+=)R>h5C2% z0mWF?Sh>1Pb|;J9(?{>v6od907_=)HRgz_zQR!0T-@SVYJ$Z6J(}cW;MgR|eR+aPc7>Zor)_WzCWn}b_G5_L z!&a5eHyhOJ4G_iI>n4%Z!}sSfh*Ei5T!vqHd zsGGNGRxS|KZ&CdJ{T$=sKd1MkPVLYCujDodNc?C2IT6?AWdFrak-qa^5DU&x{^&O} zwkueHal+sJLn4zw)Q|t1(zc01ZwW^vfzcSGzo0yqLkb75YGo`Q-c9X?Do4Q+ z5A8A@Jq%xJigN=AtlSlTdix%CD>@EeFDD0*cw0?cgb+3*Uv!KQ-W}mj5>6_aIevNP zHmg<-r=~CQ&EW)L+H9w9@#7owq+Q4Pr{BAPZ+jlCZ-V;u|DM0oPxFT-rh>L+YD zNL{?lKR6+?wQ!Gr_p1#4%irRko(n$KhOwbT+VDbPqBIKJ`ScT(ZQ;~$916`+ZM8ac zW@fqen;P!NqI7iHwI*#-M8OtVb~*1S%L}t?OVOdKP|eGjYMZvM)6VZOS1+>W?wo52 z5>2J8sEE@Yn{)iC04<@>2;oy&KX<&7z1( zvb$np=o(5}p{?#k0vpteJKXxBh(m9)mu4vPD(i(E?lw!TiYQ^xHZcZ@2(A&=8dSDc zxLVxCF=gW`y6)n_81EYA2b-`x!FtY-BTg*#^{Lb#!8&z8MJPuu< zrCOBlG)PN2t(Jj&;|ntGN7g&bL|0n0q-*@lsZkc6l4Vd|zss+RE@V@s+SYf|Uo>{+ zZcufZG#l*)k-cvTo=I@Z{s0aUrgk87^irDkW*K?xB9RkK%0F4Au~;KG7C>q)Q(agm zIjK^+v4v*tP+x5k_TQtn(j@ZtsbR)AjhCQ}TH6``k!MfpWP*ttCDo6;)NJ79}j%M?4|nbh-%m9PE@^1V?(AFdJmc zO#(u|I$WJc%RZv9C~De)Z25@Bleir_ET+paI7t6+FO_ne;_kEMK!V}0kC3-bI$NiD zfO_F_x$L$d2C*0mMxXfCL^U4Th8F^%f1azxbJ>%;zt)Ye%(4$j$qd^=#CsdZG-`Gaq zNuzl47%jD9?{}y0O`j(;>7}udL$i7b&Av-?Faz7SXy={~_;8SKZvQC<@lPS)k_FY2 zfvOuF|AT;~(QJ!tq63$my{%HM?r?kI9*tfngRwzUK_6Dxz?4Ju_e~KpLL~iOv`7d! zBf|1cnw2Gfes7MFDsx=Zarg(gFc~Kv4l(G85%H@`_oWD_ceu57i#x4(uKJyJ;&*st zh%<`c&MQmnE-oboIFSlb_xKsH{3QJ*JGCT{EwKx3lP@gt>!lScha@N;-2aEQqJx5h zB*|f4D|X_-0EB>TPi zU2-S!+~FlL;6pN+q}K~<=Nl*o*uq4cMcbbgReLaWRNb-z$Asp!cNeGEi!J8%MXz|m zVPeq`v7kYJZy)DIz0|h1`Q`RDS63XgcN)lpr#ao{Jk(^|MHgMXfr8Ug6)aslFgVB( ze#Xrunwc#ezx)59Uu~ggs+i_2n$2l^LxVUzUZOUqV+_7a?6^hc*Vm{c3%uR<5lxKSMCi6}-?C`diey@C%z*G?^x>^vN@6%^n_y6Q|QbtG2_<#p~Rtn8J=ly=fo?XFJ+Oy+p399O@1f{XYtts@i^< zM}vbbO+{A?93d|ruNw*R3>jZAL@eq-SB(1_PP5UZtw^*)gr-;8jbpHr-1Z6Q{Wmvg zx7(GBRI~&7Wf*qb4}%!RW=lCZILH|!5q8inmMN<` zIwJ51+sCzBl}YrAHa$QmoI?m$kt3U6cqB<|dy6k_TEr?cBkzpRcYvcvybCWRqV_Gy ztLx$whsE0~IQ3c;quIb2c~o%f=!K4%)-iC3@R@OBtBoh&r@pXAW1~%=e-yX=7gTS# zaa}rrXQGAs&woy}Y~cRED6)2g_I3{Q^eEnx!)Eb7)$F9?J<@0UNA`Ejime=Kc9XW8 zMakqatWFf*K@h@TD;&)pq}5uug1$}_lm}N*&91Rj8Rzow89r28gbGdEu?gN8O+of1 zUsO9u;k$Xj_umk~z!3^3NIL7>tmMcAkKvKP*cX7*AygKdf*wXi*n2L`YR$)lLn!wy z+(wmBQ^OfdF&K)|3=eW)Fi3Ut9(f^kWG8-)8=s-jY_({`OxmqFxu%b?R06l2C9|6o z{Uq{bt=c@Ys!Xj`L(^1b`C;B(t6is3snLo>=^q+Kag=CEJ`$-Ey?&MSW`@#(Jn7w0 z?fk<+L^AVl2f#Y~3rI3(1Er(plDeScS|r1R9|0P#qizMd+Tjmkb&nGQr6O09ml zAy14;I$L6Dy#MiojyPvd_VU|bE%Nh^0;s3@i0TDyetL%m#|Yp1R`TI?NucW*4MkX0 z67=;a84WM;mv`0}=^f(tjzxB(DGzSL^G2)Hq*^HxjvVc#=%R}kiAKF{6JWeac&21b zEuTiOlnyb|uFU8PiEsY_vG?A^A1Kkfw}crQ#n)3u$p;8bCXwPZ_yapA zwO;(AVWh|y{;?jc)gO`n?Om++AWmzY>fLqJ^1j`;9LGC(9DlS<^V7c~|JiNYZP_Mx zK8)1eQrfgPR*vjjJ6Aa{6+^GB^V>T&xY6)2KKU;H@bWkLd(%U9bmdYuPv#KQr=d0} z7PI6X3C_%3;N4h@rJ_l+{|q1WJTmN!E$-zTc>6B%CnpBc%Xuo!J}wVA+1OfUQHgT# z^tbu<&z$6#51MM5Y^_RB^)Na*%cZ1DX?uzJMt~E?zr&wiJkQyLABQeTu$~UBZ23q6 zgnT|n%Z}c71ZJCJI?d{K6(f*jYI=%O$A%aXfkCArx!M70pbepgw#lYTw7p5roStOF zqodimbWibGS_W#f!uD34lIA7Zn;;q9^_A{JyVazS&mVdlQH^7MW&7ZRl83R2m-zb^ z;e7sc0pNKOu7$c||$b-Y2 zcqmMCUmHx5h2=xq@D-5Bq`7tTrY$_X=;CDw&H1@|heox(6&k0qxrUZa;~gG<*re(3 z;TpL}{0~nd4PY~$yA^FA$ z|Neh~OPF^(efW}>@Eyxy_=j*?e}r2P;2DUBI7(b&?-2Wb5?{WB6bRxt{Vo|1jqPjq%jaG^bXz-+Ryd6OSCGYm$;gq#wF-l9~=vQetga_f9_y-J{6 zAZ@Cc`33&n7ddETS#NFf=gK-!NuydXQDT)_L5V^+$Ih=?c#69VT6>e9fA(WG!k$h* zO7$Ldn_=9|Gz*n9`O-QAK|gL(N~JW*r7{iYJioYFW!`U4DCO9yXDPLdj70o6O@&f5 z%UZFD?!Cj`e7uQPI3j#PmM)VWNtF zjarRLTf%Ftaia>gddJ_ITUp?$t3^pyP*)eZS_|Njbm~>HA;@EuR8%d^om&<3N*hJD z&@=1YZb-B$EgFtA^LhcJTBY2QP!?4}PL-Pa_{K-HVS8)y(0+*;nP1#ow%L0Q^5J@V zhWX&zUizoRCO}1ZxCzB#j1DD826Y^lFOg9E45R|Y<1_rg6=O&9(;tv%H(S&i2L5P_ z>EnaM4{>9PoIufr=Z#vm%I%vs$mg>7eE!#~j%*ii1eA80TrNwg_*it&+f!Cd1lUAA z{C#4-_xEunzRvLZFAuZTr1r%}WdHTQuuZmyLF91ue&Ynek<@EdZ}Tfd_*!?0?ELHo zrgpfWQ}{OD|L_}}K6~EIjeH%@Xwpw(9RH~;Qaily3Ds!_ThvfD$ve}oI~oZ|=YO)zqR z&=jNtJJ}L{{nO98LbHo5UL!m+;jEU=P`mOmt);mq3Zs_^kshJu(o{eGCGCx;GlK~~ zXJvlN7A9{4)xV)=ROU8mrAtrMU*YGxd;1pIY-V5T$*Tv^wroalqTV{vzj^nj;MZ!bLAZ}V>+#3uCG!?Ntn zL3KGzW&YU~?e(=)yKI+O_*1=oHo?HFrfFu1SDnh6@K&S9e(?D)9iK8MHgSMkMq%bm)_AyyTq9P_}LDJ?JH0nO^z=SD_Ce%`$>&HLwPm>LrsgXcT7+I27`r|WAGq=F1V_*;!y z#m?1K)>o+Cx4Jwr~J6l^UEiKqJIKL{+ z93SJtsR@Sr6C~nc!a*NikL!snM31-8v^iNTwI=yujrFY@S8gqFXW{Tj-!8i7;tdy^ z_Dw`J^=Jam$T;p)Kh97Thad!h(SlQ?ZVGC*de!#5DqHKQnJuj67`!5)Z9TCd?pO#{ z$Y*P#2UbyeMPUX_vie;>E)1m}Q&I z2BlKT_Gwni)UzMZXi$> zUA)$KE`qa*F1mR2ApG;eK)^0O?iFzeuaTkTb%&_1QY;pzRw{P%^g$4L!(OkKWU3dx zC`9lIxVl~|SeDI>mCI&ra+c>65&txJbDVcwbkW5_2nK_kIC+ZGXU^HyfG)m12#Pt8 zzIF5ZHCuol7Ar6{J;TLI?~v%}Igo&(i^E|@rWXoa{o-@x=I+vJKDlVb^TO+6bL^sv zE}jW}ef?db`H~O{g*krWBxB>_hn^D-N4R+DGCj#;S7?3-h%plzj`J5U5&N3o@vh+P zqKh{aet)1VG+!cup%9^PxTbU4O2T zTn@>B-{ZmScH?%saLV#)qcjNS9Z_jS(KT9%LR(Xx>)42QOqjOZE;ml66NfB{UcZ{7 zBl<09|1@2CBE;;rYL6KIqvnj?w5kIQ?>Cp*BQ+>pPAzV)9YcV!$RV7<3v$V6twUq^Kt*wx+ zR%ofu&ffDV+#V0%P?+J-QHDoGZQ_McD1`GBqx;)~5R{^%m*Di>SX;GOj6``evDtbx zAma`8aQeM-Oa=`U)vy;grBz{PWtqDhHQLTTE`8@XeNGcy+bt$9(A?qrDh!OK@K=|( zF~38)W+3@`ICgS^VNZ>U;=q^eqsJvS4|~_D)Uw+wEmiPLpJ2vU;M#BQu%Fz0f8wev)^O#R)o03{jljGEr-JmKN7pS0hZ#j5D3`VCe>X za?Gd~SYJ((mQq|eKS0RP?M2+s73#%2%S&r)RxR8^C;7pJ9%LbGjE`_i&Tp|@dHVXdPl6=LB#ytscPBg;s%G~^S6h@b z8_X?d$v2z~pE}3Mfgm1?&RB>GttLB5ITUY{-nhy3;u5#ls~8R+JwxN1Iu=IBW!cnI zT%HaiX`N#7_NAIab!&l7o5OtnY?#bvzvMTYkEGH#T!i{YI6mG>PsoE?5}em{G8^kG zZWgHc1~_?goXLdC&KDP(C{t~a+uC4Zy@9iLjPqyu2pIZ0~MLHx`fKS8-v;>s7Fap%@eTX=q% zv3Mb{43yFqSMFrdyf$4yXDtSBjl)SRO)WzM3iHpFhOq- zxz@rH4iNH#Qmj)`efXkHvO8NWZdT~jdKUs%MZ?R$A$`)4=p4 z7@HX6>{$oer^_^LY1U$Aaf8iL3p3Qq#8`^)ktWTIc#uW2kY;^-his$sJz9oJt1aR0 z6>D^Z+~yj0vpRuzim~A#&Ie?S&zBKNBbK3&y?2%Cd2o26%$}KMWO9(T?FBZM(+tFi z7#<9hYf1!$k|bPBws(q@YR^w-K0HTtRvnclBmrpnZ*TG%DXMMOmy+B_8i_E zS8S9Er$&fqMb;MAC~0nb1_v2FHicvv%+*AzOzOEUHnwsUjR2{Eeuf7JQPnhJii~!R z%*Gn`((T>58uoKrR!CH6Kr3%^?M{}KB;gJZbN19YXQxVJu4iezB5J4e%Py26V(j#p zvz$45-v0O7h=IW&n>FY5ts7jsdc{t5eiq^BbjTbV7~+5RNB@|~{sG%m`zAoVA0x?L z{`v3!eNGOK^RIsO6I+l9bMCX;Lqr^Y<6Gah`EXw~GWlnLh-?-87#tkpcOU)6uGsQQ zm~Jf-Q*BYm=BZI+r)UuT-U&uWQ`{_f1gD`kC>Dy;lwA$LhM*5@Fd7XK^?UHi2BA=Z zfYhc?ZBTLeNSQkAMxA`FKxiZL-7#aUkD)2qvrggKNndCSXpj;9z- zZn5eV?b2yg%j7Z@8hMjIEXcUWgU6-YrbE%@YN$RGN$_yr;eilI_3SIFh+51GAXSDkVzL0`~M*zch2@e&R>F&cRa zB@IW&vWsD~Dn&B6eT|ph_zxAF4w55%M4b)RuFW%-Ytk}dqogCBpP)AxVaF7$vg{2? zsgP%@Rz;QlM1v9B9ye~KLzCL7SIOmSJb1DLZ&1h)K@r*_o5@iV=JSF?-?1cPejmcH zEU~Luzm9@aaFSlQc$u^3&f6Nn+YDi*K6n12Jq{m#^jq6R_q5v7RR19V$N%6zAs!09 zHonYfLBQ+dnHZ{IIVgg#TY8yZd~8e)8kL zvlF*pDOeU(t3<92eW3s$soi-eB?q$GiQC#;5RHymuu`Z{9|{qQc=1=9L_$6sO4;V* zRqPCm-M9yr%U&GCawm9u4}H&twaOVFlFx5$0T_RHbPJ2?hPgRiX8I8M^Qt2F~v` zORuqbJwrt^5Ju*b9zUT_kft0Y>N2V2Dik!ZlVBtXhtst?PP;zTqnx-A?83(Z~DSvV$lFTNu$zMQTCo|&tGRVEX?f>F=a{)yFVU> z17AvL^%nJ7-QK*s3PSTs3(o18S(}mMZ5Nt*5J4-)re|!SDTL?K!0U4JU;gnwA@Q1+ zAHOWzPA8{EC-~EE{vQA5|MAbBO4AbB=C{7{J(8)^8zD6JAOuPO-~jJ`_znK%FaPbU zp>;k430tAtr-1lJ&hUrB`*h8X+x+&<4*6=CLcO2yV2Dt!MA$adR;kuiWFa^`5k^j& zWBB;)wQ7y@$|6_RpCTT>@r3_NVWuv>!{qL*wOX2cn?>^N2(bZ~@Zc2h3{3Klebk_q z+2GEdEgDBWZ?9FtRGYqYm74_vS@w~doaXqM<1`!BStzM!^=%e+dWrjGs+&9HDve!J z^w$I18z%gUdw&S@aqj(I&hGucp61rAW$ta&sa9*W5;4NDUUVyn%WRS@RnQRCj2w8w zagM+LU1mEyM{8GDx^k7dqZ)8vUmcI+-N-~nW_WLSx^s!vAicK2X1a>AFOD-1XX4y@ zjPEwuXw}%Bzs2Y2jt|wFI>rzF!IXVZNiwKsR`_hLh$$~ zY<_HJ*48BE=k6VOuFvh^Kl;x1ndl$<+S>OrAtHq@OdjL!UwWUv`s|}8o`3n>_ZS=+ zws+ER8eA?nBO_zB&-TjapYh5-M9=yYq=KNOD^yL7y+$hO1+J}BY455RTDwZMWe7Ec zT)EEhP>`XN7mw5;Q)^LEAu3K(YwV=AS=_94Oo$?4x7|c_9OBjy+Js)E+?42zCy6aav+b8x2v*_O@kW|w4?{8>XZW*N{yPKQ!7-c4h}OM3!r7PRO$_sy|-GVs5ykWZa4A3avLhfu&t@WoGM7s%dD)F7(X@4JC_XRH|ywuB$E>{ob?UXati8zEgfi8D&%uj8g^vu z-d*?lC7SJE&n+%HMBHgdCvwP6{NWe_LqYt}B;z9?tjZ?KJ1X?sJ;WV|l1K=R(?fDN zirb;mXm%n*JAL76go{v54+9Ygp}tY3dSn`_X|hd)p8MnMu*cc%zwE>BHPDR~?OL5$ zMPn$LBC3?w$WfcSFKK0NMT&IzG-~ zCQl>RxZ5TBEfGlcGZX85U~yKeY_Dh7 zY=XlRAUQfie7F-BRmrV!b$*SECgI(U?Cm{qk?-A4(P)sFU*KLrLnyUhJERcf=T0*! ze8lY*#pO9}EfuJ?T_nVDZ=CVjD5HA=VHuRx7r4E!$&RQ~Tdz}7dhn=CD&;C-hB`}# zgxeox+iKzhwre+v*7-;nh zYj;*z+9^}_Kd>lt=I8P6MD_;h9h;$Nbg#`i%}SPqYY$=|I)2Y4t9OC&$?N zc$L!r)Tq}*aK;logd+$0k;Gd6kX_33N>1OKNV-=&p2%lE(4 zN3^xZN4I{(|5K50e)kwaHEBD=_K z)H^{R>NcPJIEVaLUq#fZNT3(Dsj+tJ8e8`yEKTI)*^-9*`U1b%UViLaJNU#fu(p27 z`XdJ|OXPf7n6$_&-l4SGA-E7)s-0jjim_W3<)xeaYz<8Dyhk=lW@Vc@pJiEi{K0m> zj37D4q!%81KO(u_CKV8b0urtD8~pXo!{iC}wR$J-b8ii3Zr=LU3y;s&1iXH@IHh=9bMuArduByY8%Rnpo;4H$O?^u=L$F?1ND! zvwDZ0Zp}TihKc8j_8B;S{cCQC_j5Oe$*6Ad(N8+}Q})flYb7{E61wo^JqF1`FchON z?x2xb=j!ckL^QX{nZDf}xUt?KGZ ztmRnQF^Q+*M14A$396Jd1rIHS@I*KSuyo;%5yo@LF7G2Y`wFK=?~>KZvC%EXytMDq)*IYyZpj1hH* zdCwcB;Pm5aW|?2uX1nfVY-WrRf1Qox4OR-uLz5}$9!4V3!v|cJ8Bf_Zp~qon`1RF! z(w@`&FMjX4Tuz1YSQj`ubelyjPM_aJGk=d?e*O_ZUEHB$1{t5e#1Ai=W}XMFZM{Kp@jWU}!E|Cb-%#q5b-RI;oVbo!5fi+}HI50$&W z<;U9rE?xc>e>AFc?dos&tGfyl@BBUf!^ZDyk*3lS>fySu~plu3(hm;bF%6BlzWxhO@T1$yUqD;M5e8A%%S1LnquH9y_>SgMki_FMn(x#7|pc@()?%rM_^Ux~dB04z8|FW@)X8BQ?r&uS8*GkvluB{V_KVn;oVg!PIjQOu;a7*u^$OjdA1#{qS}PAFE31DPos|cK*bnc@8iI zi_f8*vCviZ=qOlwNOV-=k+Z~RKvQWQF;GX2gV`Y{IJjAc%?@=~o1ge@JnFi5s`v2g z$1^D}f&jqnb{}vT7jBOiuS26=EmKv*jz_a|b#~T;aM6%L1DrfQNKDOe%Tn=FtbKv&*2nd=dL1N$!5KcyM=T^9}r4r~HW2(<>`(xZb zFJ6~}(&o19_->W9xU;;@YF@(?ijfG2c7}YpIXzfP^2|>+>B+co4Jml@5R= zgpz`{caq6Sgoww3&l_ZP@*Lls8Dr3$<~N`GlAmnI%%1-P{@M8f^tDgE_aPK32wqB;Bs8lN(T-}DznajM_C$TnvgR5zcP&fd!E$;1z z0EHauTifLDF_08lbB}KtqJg7>$^yZVU4Z%Vf%Dq|2v)mBrO~7%v>r{NlFzWdmFvuZ z{|FQPK9t-BcUST>{k=?13^5Rtae4!U176&%G^-Vvgh(b&C@d}&F(WBvM`N~zwGAN_e173;VXJJ~#|n`Ja_j8wvn!y%Rxg>t&Y&Q688;XrGYDdw}}>pBjbpR{8-khB)Ha*^$P zmAVknN|QpmNTI4=x)g9(D z6^z6Lr;eTG!WWS9&d31MCr)xqDsf|D2gw~I;;b@%^~e0#wFTCSX|`%whki_wN%c=KJ9dV5hI)t^ zO-e13#Ne>qhC*hWPgirS*G;1RW6VY$p9e86A~@9m6Q1Ae?x4G{@0yM4q`DI!vXvMl^i z!j3J-nuQNV!^DAe&mUnEB?~i)@Hdz?Ik9+_Aa=HF!MuB((eX(L;$q!2Fmyq}tRw3t z=B@y@VGEwl|LyhZL39IXDsAC2(K;NE4oNKX`xdbWlHdNPR>@PS_AnaiVbJ44Qc9Go zjRS*GY#-4PoTOsWueV!-4>EbnG5W&}J}G3#YcmYswkN2xaf4fRAH!0OmSNZ%36I-@ z&mjb=15@enK8pSdjo0t@<7s*EyPQ~VKLMwSS1>0xt&R^+jHS4TQ$qH55n@F#RF-c1 zj^AbceEavm%O&F~|MidV?Zsi(fh2yv51-KH-5xv+$?l6YI?8naJ?2-J_;}8R-v~1~ zG(yh-djms6<|%tLTL+`vYTM@S$2K3PLR&F$1pWA3E}ST6Ncf@&dV)?gNsvQ3Y%`Ls zYqrnD=1FxpI%MIt4^OvEOoCh35bv0xU>IK8U-ys@6aE%Mm<-L%`{58mQ`#rM9XKq7 z;^rnRA|OH}>)RFx1>Nn%5bw3iWs_A4ljuQWQ}`2=_R(YUmGP=Lgx+QxF$W@UMkp6= zGF9oA;SW7ZlpEH|-K z4-ub_WN#Fo*`id@9-(6Ek!8A!w_7PI6P;d_f?wwh?ViY6*CM4e-FT>Tra-!^HS##UoAw$s?QZENDR zv2Al=YvMGvZQFKorvG!+I$vkar#-W0p5K11`?{ALpR#hXwNE!c^F|FRprIrrzu8rr zSwKQ@@gws)h!89L~IQuPl zK8!-1!k=Bg+JIN;8^TD-R}Aqb0EfBri&?}V&%zDk4*ef2KxDJdJf+{nY}$-iU=dj#u> z>w&t@*qxjcmkn_XnbRmdEqr$GAvURDsV#0LDzH-!s)*uxp7k!e@;dH@M|{0d7P!)b zePn9ZE-SsBN9D8t{u%lyOOpiED10P@I}Q~j^f9Gf-a4@!#U_UkL*Ovi`?M^u^}FaT zIEViCKu)D^@P4cVG*mM$&+yVO|IS-BD=^tKn)8YDHu6>d4ttZIt5>E*=7GA65~{}q zuj2O|)|-uW#=;czTS#&InArqli*HKT`?NkY-^^g?9Ms~acMn^2M45+%UV}`bTkN$) z>Qs|lyM5sCR`)BD;6rCkhlj~*QxiK5F4vE`g_%;j>e?-4oYM#<_N-s1UwpI@dgQWg zs{9vNuRUIm33ABkO{(>by^J%mT1~oQ%w4Y;AtRR7c|aPvdi;0z#3}-xXK3`gzA4}-v)scMR<=HM65NQHqxh1} z5jsi6S)YagR673k6;fHf|X)<31uqHV6d=Ru7- z^8m*oMWO+c>s4q5s$KE8S^t;5>R#AHus750k(H@gOm`OrNXE-y&D&^@9luq#+p<%) z3|n#h3Gbclx;v-MDhs{w2dNr99bD3>b*qq0CwP~=vBB+vAeuEIe|ULw+3{HkA%O1Y z9*9K$J0~xU1lSb4?SKX|fPE2$cH3Grz;GSYQ&3n=r!p){wbrXZA~uAw)dM7A&hUL5#`>o=Vp3Efaj; zF_S3hgvD~Y#K-fLFzJJOxYhaP3)Do)1f!Cy7l&}>p@--F3GE6(DN4p0DCV6al8r-F z7p14ll&nwY7L(5b?pY)l!WueSRIG}PP#Nh48q*G}7`R-Np0|#tfi*HP`H}yq%Zc?> z&>6FP$iV>MTIffEq@f~m_(0wv6`V9Yyvhi9MsIV3xp?_}T?7Tb1+0%>?1cW?RViX$ z56JmsOq0Irc0;=%z!e!U&Aa1GUx_4?7QWns#fWu`|6gsJyQ4~@U3n2b*`@E9( zaC?E&XFxbfV*A*c{IGvJ{VTAo|5iWR*E#bp!#tXEUBJM9kYJUFR=jaYlr1puhic{# zrfeKap!EgkGbZP)F>BNfJFw{aUEqzFrJl0$Bb+KeW_J^8Z7wwReQCo8AL;%Wu7(q} zbUu8b^Sz$US)y3|hrrzTuvlgaVOP-7#YvEHVsO4DpBd4u%ro;?%Q9AIzG@O<{*7v6KMyHbWzAuSE6@A0KzM(`g%+c$kIu3Z)v)*?9U| zy*iG>&?!!X>SGMqM~E(K>}a0Q^}J);>F#fTt4K>fwhL&nWp?SVamGg6JpCH?HDT1O z+2bAe=cqJ88`nSfW|59lRAlSmAedn52mY#mDi0=zI%JbZ1+0z5#7fO+v(DHQi9VSX zvf&+BxPPu2#4~L>hpO1Qak6TYE z$IQ+Cv7#np$(~VBNxQ0ba4_&PS{XX?kJ!goKKBLJb7`OAW8;z#OKkO`c=K=WlEK>l z7r5{vzu9U&T-VLn%X*f5Jb6@~k4PS793E{}<_?h&Ssody{jY!K78})`4T}g4R3l)N z-l08hk_pr}F~9#!jhRRP`NQY^Ju)(Sb>2fnL5mT)XZO0jPOF4*9lo34#zQpK+tWM) zOuq5Zbo`^3-v8&Eg4sfD&mh5~Mh)A#g?4BOJh-DsBc#)IfIAlynZ&%|@-pP50c)hT z9b2%a@0n61R@itTnzj=4-whjRRn~JCtd>@8J?Vv8RYbfJbzXk{dYUn=ZI)#Ob4a$2 zf6ISzx@LSS)hb`%myJulV*cva=Y|s|hJ%fLcD2)aa;b<_EkJ8%Xt~5SLUQ@(Q592- znjP^EO`_N13ym5$t~Uq6Oo_HQC;1W85cgV9EnaTTj_>JN#?KTx^B{=-89U)hH#VxK z&UUQD8PV%*YhGWW-Ib>?z$UBfV4>K3w;(et25I*fBpQ?J;N1VKl@eVnUhW?a?8A%r z9|i@!@$w_gfBk>I6w6kN$!bKye{qCAZaCI2x>VhI$PA&R=F352tCQCuR ztLMq<=5fq({Ruy|9a>?6g`Wu1h2ZBXJo-gx_e84IOPXZQoGM~;E@2^IUvxMdFz3ba zL^pXPg#azrFT7cB?D?snyaF2AbUKXj#Mmr5Z$Kk4bbfRPbu=hrE*&bFLqdKiOzo$# zr5jBVH-uq6KP*s7-1P23fZGOA|(s^}0nVXS`HOWkRPCDuO#Rrm4j!Y4DxbEyQ z^limVyVr&D8cHaT@6|PA!b3`zS3B_*9(k?uj!dZvK{ij(e$^J?C6kj#cNby)pcXLn zU17Ds6&CcQS15<8t;^(a_ONc;R62*=HkT<303VUAMln6>rD{z{yoB!{k%odmtS7SY z)#?K(xN};#P;$Kd48Ae&=H|a_#p>0x1*g0B?@?gf9dWaygy;}6>5=?$OVn3$XINuR ziuv?>L1@$7ZAV^hq8-E+3}~Uju+1WZk3Lh{iPlCJn`4OySQMP1*{R6M{;0C(7?}7? z*CI%MzqT+mRCthy{E-t$9+@*F>uYNV77mICnBP?c!;f;PzL7bppLZf5ph}Zny}mP4 zUK$1b2n-p*8!P92WIR5`mZn0p#w%u|GjHTE+H+Eg+?jV zYM7XtM~vUQI<-{1gXsNU6dks%2h%!SqG7v`S+$DcBB{RWYaEy_^LIK@iygn%Ke@{a zCf57F#HVx`4|1`g4r=Rdk7The+}OSn=Kt}ou>W(t4X!;})e8*zRf@@6K?_ETQecXp z()bqS$LOr~q=f2b#;Tmo?UKbVSvNcJNnei{p3aM+4Y^@r#%`jFLUhgcdKprtZk69dm}UIc@F96KYKW1Z z*_Fv53Ue`unx>6=By4>B&BY@pJ-mzRG@L?A6lRpi>Ksq&Nr+a-kvz!e2QwZ;5V-sM zE?BMH>k_`rcZ{`b5xeccIji%c(lac8%W=`XJm*p_75L z6?+=`t7a_Ks3!ymbEQlql?0d3-`@sZ z%A5P&)-ZVx8FtMX97)Xb8dMRi-4axmcj{NQO{_=YsY9>C;N)sk;rzJxoHNswcOQga zXoM^}{Y@#-q?QHzJ7uS`!@hQ%mX|jb-I%ggXPbmC?^1HIvl!QtcfcVF$-vlMvoLa6 z6q8g`&^o^!AU1(OXSzrAJ?Ga;8D9lk!Ln&X>&$AnJ}6O<%dnidX+^nA-u|68UboA& zCJ)1$;-+`89%hA6%c}L2yhhNCCE}dKWn2o^8xtxqhn!4iH)HLe7@JzzUYD)QV`C?y zSUvHm$|S@aTj*|)ct7{}ybp?b*`&QIWC(Dc7nHnY;}sec$%rEx54WeW>=ml(u2%=& zLS)-vm7u+8#HTEL|H#O^GWypbo_k!*v;eGkm`7wzj}fsaD(E$SG7UKW>Hl>`#9B?W zy-DWfqjM%#7vyjk>Ey)fU*{b$xp*Rx=UYT+bl2Bm!ZNBeInvzglbL$atG;evSuasr zMKTxyEAqa!$*qm~UH^|ev*hol0pm5rIy8AkK^luZOH98)Dt!%-1kLT)bhJG}xh@{T zhW76JAXHh|ynO;w6Z=$N#etY878E9GaK2eX$ssTy5+VE{T5Y8ti&U1WQr*6VkNM6SA|@_TP~@4OynzPmm*p4jJ_7s9*j$a@~HL ziTgnh45oRunJty2BGsWf$K|s50m_70b4gc$Iz97=c(>q+*uMtjJ{8imm?2SSimsfgXDIkDu>clc3s zGpp;>+_cp_EypB)vM2`+g$cCcs?4zxF8jGz)%Uzy_Y-~?!NtTHZ$+@sMkO2xv~dhT zlM}rvRb6Oe4G!K#5Fwvw!R4wgc6(6_O4GzhPGV-8|2u8I;xBJQxfVt?Toa*Ymi-Jw zXeokqBG7emGGde>(Gs2QMz^C`?<0_8jHj*dY*UQQv}=!p3?R+|-v{bg<*7Z1Ih96Y z{9EgOf>0M@yU0l3vO^%V$0~38AWgTxH|&$PK4W1=fr=8 z@`tp&a|-FWo^}yH@5tfp1aIeDSz(w%o#e(S-u@yp_`Bi&2eihL6L3~e?`7_WUm!1X zl%SB~LX^S2rqd1?KfMqn5T5yyA6YJ>$8Ym=U|*$F6$9P$k&h#tHQiQA4FNP5r2V#R zp;S6w+EzdY?OA$xCMBmiaQwK-%xX3NQbj@I-C+y2PoY*FQ$yr3Z4r|2Yf65#boEfP zRjRyl6)y~gI7tgWM%^FRAL?6!9a)B7Ul!cD#Mv_%C7W}|6iBAA59xKhD+3QcJiI=8 z?PDkRhYE9K+UdtuE`6S&7Ue811fL8UbXsLfRqCFN+BpCFj+NbqP2}rUSiq@4aUO;D zR_O3V9?u}hyYmJ3OS&|#K?RD0*ho;|INZ`+EzolZnL;fjXKo6+SpE?uj(pB3xaAa- zx~a8O;1sRGEGADYRA(N@^3De-@R^zMpp0-M&5`y~qe+sHk+b(WuNTu?0D^_`h>s$h zj&|Hbt;xxxj6Ya8ra>3gwyq$F@w{IzRnm*=eVkD4;$c(4N#}i8cA=5kP2f3GhDMH= zkUUO;k$F}6_Z4PWOG4h9w)jPY>UpTOSsvv%!x<`XeZ1>H~y@L-5^}P)vI`4CV8& zU1s|j$FP`d9zqNzZ4bXa*SQ~dJf0cgDn9R(n9EL%O@S@l2tFK)kToUw}!kv zo8J;b7{Ss@`_C5%IvIhBmAc2gWeU32!_ZE+oTR07Da=+gmoY(- zuTw{vpE-!+#Ftx4YJ|I|3+{vin); zjqQC!y+I62-5eWuKTwbic=iG>Yqd-$XJNmG530zV)&R@EZm5Jtm$cUW85^1gkz57$ zNi6W$a2o0Q!%I>`C)Fy*s#mDzm#tb_SEmqQGT)wB1rgS*Ipl*%1pr80UG9k|#s7T? z4mL4|9am&U@>F#%;L$Y+)e2C%tC3uM-5N0{{EgiD#g z%X|7u7Hs4L`(Z>OAa7Jp*dTO>!C4pna@kUHR{7tDE|r3fHgU3Y%=0OQd8thpzseUa zr8-1Bcid;bu}X`GK_5v!)h5ycTZ3!`?ai89%`@_0l=z3S%X>H`90e~vXjb1$cX?0Ck&ZVpAOBv zQ=HQ2u}^Y=u`$4-svz7hVwcp|_~AK5U`5u(Ak}#H{Z8DcnJht#ZSdrV`=_=kF7)@D zz)>Q@r#;Duz!9D2ech&g^I%4Dc8x~-4*(kIpG8zCSX^$Jv|l$RebT$^0Jo5bWu z$TRHL{s`MZ5BL(b<`kSou_RL#Z&Ix0@tE&Hiz6;lFfTCNuPJcfNRG)O>jG9h{(&f1 z$!~01_DU{fDNrm(rB*u0F(RWKxg2)q{o=VxpZJEmXm_cAWlVUqJGM;x5=unC01>ot@BmGAUB<=NHwa-g80 zby}Nhfu35c!`Kar61_ZgC>~^Bp`MxZ0NClVPs!mwxOJiyQa=2My8PRCI`ps zp%v&9dh(Fe_?b%NTrQ4c9wRem#}DT+cN^_RW3o@u^TNx-1#ke0-L)G#Vdq)?npVa* z-RKZ(ED|Ct^6uND?xxXfohu*B$j>XU;^wIUp)BQP8aK8Kq>UeHi_1#4GVDye7Q;s7`E}gBy)XdR0wrdPMKx>15w$t}d zlMaK%N`;yS{(M_M&(Lw5WM*-R9Nn!upDf1$Gf(F4AmQLp1 zm2nKM++!0UzE=RU&K6Le%W>-1Bw$)RKHn(jje_rW;+2hHXwiV0#>X$VsaYmg?&)r8 zm{J8J3+vW889xh9YrIw(SG=ar8imb@K>6Vio2zK%!7n?y*t=BgyF-sco<*T;D@Z09iK#j&`zvrh#2?!l^n9;_ zrth8jxIxfY>lu`@juM<4Lj0Eb`@{TmWWs|NW)qCTaymb(?H*&t$83bb%E^ma*wZ?j z(i?|7w28oYl7ts){?M%tMUZ!V&|pxEYhD9Siw-G2%Mr1;CIxsejgL9HcGbG`FV{kJ zq!ODSjxno_(PUoJ(PbH?E&j_%H~)}>VqyBbR?ExIz%_Ef*Jji}m?3`916K_npA=SMLH(+tXFid;-h8(A{ma{aeRd4Ugt_H*1~hAj||KVd+xr8O133QZ&KxvqXn5$mw6U2IBba{*~4 z*K&+NS04j^C2}^{BA{Gsk<1S?fkx$Z-|i!G^$yA+-^76PXguWl z1@GK^-OR^X*+l2^_)^7=XQG8j783Gn5{9zaE4Ci~&8bq<`vlTlE-P0P43g$od$m{r z@*A&o!)qDOH=W1=+nf6;T~foY^`JcA*On#gajuMFO&xus^4&tyO3}9^LM22=k#BdE z%Jy!@2fQDH+-SA>8!Nx2M^RzGXnAgd>ZX}zR#QiknsOvy6i;}&bHbBkEXov9p7@zFF#j> zu?W_OD4#!b4xWr-yq_WmV+h!bE3Z-?mamD1&l4QJ1yB`t_<$Lg^fEkPtL`3DO z6)su?X^|P6qhOdY%#%c+jzn{xVwp}2%A9Irs2v1~j=Mf@?0H(e`G8`5+8XhF&9+Q` z{mUG*ieYgy5@|6i>zH12Y&{soEiF4*Op){FRAt0TK z^fKXv9Aoqm7|78n&|q;0Awej56M07+mrAQpcqOtf4_tMB+?GDJ|iKbc^^A+anjTLQp64jnwkPOU$Rx7ia^YDD%19Kcs?L!*o& zn<%Vk8QN)*c}H}m0y2=o1<;%+*ww&$5>YG$QHQ2em3+H#2Z@4zC|*+~QAW#80zL=;=+b6VmE~oMa*>r^%plrcihLZg!*WuQta4Ry)E9am2y-L| zMdDxb9CtyubhO^-r8C5qB-JRUDLs?nVr&AULPt7?LH94zs&qoPnlF>hdrEcfu1FYH z#SV@5Tg+sl?-#yJys;=fGHYbbCayXgr^7E4$H`Z>iCOX(_KT=fGbDrsyp=6u2iMD> z=W!?q9mi~^5U@U6A^{HPZP+boC}6vYsu$&1@k#d=sV@qbshW`1klAoUI%VwHZGazt z5W!(`Z-N?k<7*lJdL{Z*1l$-{x$Y4~x|-UWKwhT4sVh$Ekib0lQj-M@jSl~@U)2tD=X|g9mWWR0-_}vVqWQM{Eeao8zPs|jQmx*mt^^Tkb)OF z!%3xxz}!^x)Bk4o2_dQfd;_XHl;&9xznux5v(InXO{khFiyCGjW+=bI+|zo z&(mU*53H4iEO%RO$cMdI2aS70&?eEz9Ab_>b0+K-doZZwlDYrL>bY!T_`ah^C2Mt$ z8F|OdRg`amXS0B-QYNd#gf;Gz=KZ?W31`ca!Il0Waf0OPnL z;mh7zGbLKq!RtqbT#T_;{95@H?^N(@w*#Lisc#N%55#WS@cm#69m8lt?Q3AG#4Hu& zSr0sT5#*Y$LZeg}{x^gJZ4zDeC+bMob>$@^807!E>yIl9IpwZXr%Ny4zzauL352l| zhAnPG(;*piBjMG-AooRw0Oz`iu6E+cSLduaGdX3G#H7W+zPVwFa9t8{71yh+WCV0Y zTnT_%8Cq(q?F4$@F#CFn#E9#VyO82bFeNA7nZfIeYLyLXkKxV;3WsxI&?9y{r>*KKBOC&hWE+Z;OPG^<*X|oIZNUd5~JlJpkAF zhMLK`S;sGpKLNEtV(*M)eISWlbcnjf7Q>Vj?ogOtb8Xfft{F?ujv7Z&5oJ!lnmS9T zD=Yzg0fSREOPTR)lrwf`ZCx8eJV(9~?g5GeW@c$Hcq*U;jS&KR*8Y4?mG8yBh;u-% z^fW!8-;QhPv2o9X0TP?zy{~p*RtSwDRc-bf=!&hc7t>|dYh3{w=;WU^T^7x5p~Iyp zFYB^(c$Q5g(D1T`O=}x#yv!lWKRW8i9~Lmt68PIt$4C(`=6KNspmi&(kwCY3#;zBO z=F=-Gqpx1;MOw>`pRcrXP>pipM3I42GbQCn1INe>TC#0{I`p4_1BdXB$@LE7$rcCm zf9vQkvdZUmQQ}Os9jgAy7RKd2M*%|5wNnVy^t26TQI$bni6#WVUnPTIysXz~-`M+B0p7MkWw*f9QsH`o^VX}74>Vx+z7_Cmns?9*3c8{? z|7T)SQgL~1+@xuX&n@@zn6c`;9trIoAi=3tqDiB8gFjVRc`sG3?d6-cJeR$ZZ?%4l z6BTh^d9*kGU?tw-uxUL*8}+}X`>Gy6Kk^vMsr4g-c;Le`w-C&TwR-1P#H2tyghY0* zoRme@=%_Ti=5tU)iUfhs(?^-$6I-><^*50Hx_8-)<=36|RgnEkA9{~C;D`9-Pq^Cd zmYe=VTDpmXQ~Tm3FsPv0ZWL6J1XyKXhD+GEJ9Et7eB1gJudZwmUNZgc_4seGFAgUF z9~i5vl?odCb*GEm6|pw2jzZ!p@kApkpq`wZy{yPEf#u>lZZ=DALB}qc9k7(3hZ35Y zhbUMf;5PZO&ZhWp@65ng_MiwuuPiu8Aq9nqfEXtOw*sQltA0cd&Z{O8N@#F?K5^v% zk|it~8vCrXgPKm0LS<@jlZF4IaaDQN)m{4{@*R>C^T3C1_F`X0UNSNx0IC zQaGK(9w7GSEyu7%S^+b;E|5s*01$n;>e)}W*oP>lBt5sWUG5U4KfL|(!|U=K&4-{)x+3fcT&*Hd)f_*^eJD3{E_4 zoF%N8Ard5F7Qe6YMthXXZ1&Sr<-qWFY%W#e#gWRV<@~7%9!>f_88$o`;CPM(@x+!u z+6e^)8rF+eYX^T>nCz^_hMg(}uYrz|@b@1J1+mISixER56p-x=>T`2`UHl9>o2hn5 zav;ZwF!PajNp!jHYm-u8VT4zNl6SN&X<_q5O?5TEZV48ko$TR(OR2`yR1`8 zleibdgzc;_np84M9M41q9&<-S`7;2nC0dn|(rno}U~ud(n4#kYwo=MMb2mX5fDJ;% zuO_jfqeiaz4cR+6JX@@pno)n+5BreIkif{mlO;le(nfzAmQZ}o4P?M0z$^}ZC%t(H z{M+pI`2F!>tw@2^`xuUxL`L5RCOU_+|LhvAn%2D1z$sj$;9+vGa)$Or~56YkE zq~@&yg!X-{lS_lS%HETggo(2*_s6)r4m z>YKOhT-=<+9;50A6j6;pWGnWQ`-;Ci~;c@Vsv_yedF4_`{C$ zIgd3@<&&CMh|Ui>0)o{}_UO zv>h8M%yM%QC-OX7O{xyU#J3-f~weu z>DP@rcgT>Xnb^4cmX&emH>+GO?AexEc?LbLt0h{3C`JlJxj(DSIW$&ilohiAp@P$J zWtcN7l&Cp|x?sMR0>b*eGSJg$iY#LC6lO{8U?RlnCReP|T~r4#k_iQr`Xuqw4YIQ z7}YQ~vL`tOz4)k#_WZ8M(aRZm$Pzth(kd~!pD2IoDNZ{%Caz1`w@fWjRdkg|fw?C; zW;o;3b6=ZNJn=VQD%2>Oc^G(_FcA=rQ{@IOAf`9c0Mmn)Zq6_motEy&WDtOc+L$+V zVaXf=zh+_vsdpP}ix_@AGOOaMP805T{;JQ++QBR;Qm9s=Mn@-`7pBFb+yQL6jKriW z(9sG5b*mNDFfswO!Lz~&Vz5oT5}2bIp39j8nT}+kTVi;@-vWn|`VEIq9yjP+53%^1Yy7Bu zj^1s!S*5IwFC9Y-R4Hs1mz4Lo^F@9*4_mGy@)$^F4JUJ>i1><%F!|$Vw^z=xqlHSg zxzc=)U%fa|U_}b<+!3@D(u$<&R~meN3;pHkAkJqZpx&d{Kzp^d{_uhs z%(u`RU*M#xlvF*Az2(v&^pAt#i}z!|B)v$nP{(D};*MD<#Fyjvkcc#)^sL<#uyd;* zPR>)-kvGo5F*l=?sq#R7&H2S!>;&Wzsb#r7np9g8C zV#va4Ry-?F=C(RVyXdEG5a~$+mFV*%h$(icp-j&eh<}{7Dv}{wq$ni$M`m(Mc3n}g zoR`;JE#q51$eIZG6l9*^d|i$j%!}98H{{bUddauY^no>#3!WB5PO7m2XX9GeJW?4a z2{WQtq9X^%^AelVR!8EjgWSQBq#qBmnZ*G*wejSej^X(QZx5l7CX^Q4_}asdO?(1V z2h&Y_d{leluO%|QC#f-QPg++p<@w0i1qH@r${jKIac8i1?rWTniD;ueU?sGwFiYRT zLfGV`(98;JqWUQE@3%ebD(~ww0$P{UVYMg6e(=z;60+s618BRtfKr4Bg%LoBEUBlJQ_iX{sJ$&#S zC~ya^q6M@LC?bFPRX-@dV#$sq2-v=Dc34LuLU*=VI_A%p9oivqAcjZNX*1UIstAjR zC>{(@XSd`)B0^d|?>~g91m@$0+&$tTBLs7@^I2ovVwx_t))XiyjA-k0q!rcj{55M6 zG&77HcRbUNvN$5&fmaJ@xUC1ui=gG^X(kw}8RLlc;b zA=xi>d^&HL_A31>*(BPxAMfb-6|DIjvP$xv?~@99VAJTT9|A~2_JrPw?lpwlL04v| zxGiX`l^G0(rQ%-YH>k4Smv{XP$xqtdSf{&@9k+`CHkDW^idf{Tjn}lsQ`q-o6Un03 zShx8}#~^ZB6-aqnhBcOPE=_axXM>-`wXw(sjom<{b>kGhrb|S>^L&Aote}>ov>O&> zCM4TZp<+`>!~$A^t$C1#dL#XUAQTkm;t4|IzdtdRAZC$2{*d7Pw5ByfH~IYUPylE#(1S5jZkg-kwXW!kjBp}AU`8>A#7 zcaLUo+Tv^-@b<+E*$`J|JabQ{eIQDI-E{ZwwF5G4*8aMp#-~yAzSC)oMsA>`o(TSC zr^jyj=9%mtMzk_GpitV%$F(ZECjCGfVb*r!Pw6~r6bazbqov8=jY@`Up;DA*9oXAz znAr`L&LF10Cd#7?)Un^)cvYc|(rW3GBOd-+i|x0Py_Fbi!qJ`WJK#hA2G$Y5MvM$_ zpSp&w9CBW{`#=(Sm164g9_@+vMxO6hC{trmClfrqDa+gekE+>9Y!?;u`!?35N|MXa zAD%hEV#|p+?vF{CQop?i2cwFRJim09b{_(UA#lOt=-*RI=ifZmX&U#k7q$qu zm8Hn^rFHVBE?Z%DjGWj5cY`=5@VgbZwaVzF3=FxGy56qc)D3iTZ@yG_?E6`^7gcHw zfyM~Yci`T{kcy2hJL=Ia1}jdj@mJh3>qT_3{1F#faSl-`5L(LF-|Zzf_~o7<)Cro* zx=8QOOQ=>uILhqvKcLUfj7f4pdy#waSs%4fFL`-_wyCu4CcMQShS$45yASPy1~#D54R|-_q{bH|mKO-bukJgw z*xsHdKo&Ee5?*vQl>iqt*XgGn#BlJ>OsxijR%`n@DoLy#ac$uB6MHQ)Dr9sw8##xX zgVgLw(UT9KZG=IxR$14vj!OXkX)FR&mQwpl2cX4tSy+4b#4E{*wfyIXmtlC< z->b>W*L7cWLcbpe$R86`Tj-ksenlk>NF$%K5o_-|m;+~2q@~2Dbzut?b-w0VLFY7x zdGofFPV($&_>waMxWY3SQfX|Mq9&H>qq$XiCAd3iZ0WAyJUljJ-ej_deszqli0g33 z1lc4sCqqrvCdn6$=JXN%5W>oqKl$U8(VE0SArBAuIftSj`QgB{CXX4L{pBS%l*}{o zxKLCE4vEE_;yrYfzi_st#)zIzu{HFiR7LJYL6Elb>%*vso?x0?vhmbnr+JDW@p{7w z+bK1B+8DrEg(wWvTsyE*6SmACuw7strmd`-_liu^7A-8&3J%V<5b+A;S|AN{&9L&# zYLi|q{CN&R;?U+!4r$Ja&dYt@$E=|3>Xe2szV?~Z@#$ShHa^2so71LW*$7jqWUiWg za*}p|Gj@ki15aD?UpEG;f8q4PQ<&Jtmp2KPk8g$367{+enAS}?7eaJcON!Xjb*<&n z5p!{Qq*V(ujk9_&p<_d1p+jS3a~?$XCE<}?)vvFuuRfDr6CM-JtqoA$i8{4SJShf? zwhyz27!)-N+6@j_t;8YQ7&wyl9XSQXbXOqmG63h`poF0I9Vo6K)Sr zI{R9N8?8ZWrDWYBs)5>;!br>~CYVz03N&ylZ|FJfFQ**xW$3CM4B6$76C8_2qU`N! zT{jnA2q8z+0;A;oml$D;=3vnVnZ*#aTpw0kao34o`fn>toW@KL?ph++F>G)98PqL- zSniiM2+O(t#+EK1`|E4DM5N6e3c}d1_boVYO=3^S=&9TQ3tBznJC}hzChy4GS%WBbn0RFB??)O-7bJ^z z3#AAr4Fi}H&(t%ekl#j0*ad{e(0J_AdW=FpR@nHL8N&{+p0={^%+o{!-@#4i(_k+os0@J0ZaW*w*y>RmsjWj9Ld&$%S_SJH{wbD^^ zhKib0NMV+1v0cbJcJ1<0olW1RUCfpZlbw6C8(*iTk^pY~k2>ESo(jbPJbl(?#~r)@ z6%M-=0VHAb#|O~ah8Ii63s@53@;c{!IQ(E(d4@NjJiySU<^7bQS&fjn;RpWhjF$fHfn3Ul zVTBSLBO6DrlU!bhZ-9Jt3Qi!iOpu|@hH?3Fackp*`R2vCIqNq_o(D$>-5o7n!URB< z=7oVxL1??_mO)kiLiHxFz(cplkZg-IH5!FAWUlPJjW9Zt9zFRWE!q0*!QOXx(_7c@ zC*9;>hvsRsU(eJsT?t-hm*l=8^>bHseIh95m`Z+cZ=M}(PAaX=DH{GErynBGB* z*>^o%9RaLz$P+ky=t$uPf8<o-S+Z0vx1i-cSzk?*qNzgf z+n=2)=z0quuYBMrbgJaGrR~-AO6XA!$*4b{0V1{SM$x7}xPZro&FeTjxskp_=uv0VBC$fAZMRqVV6 z^g+dGqx}+xSkK+wenSlWX7||U>U$1^W=n)Se+>u@+zAeS3C0s#yu^#qX9<460O9xZ z#J#dm;~f5Iz(h6;NVr~j-YsaDPT}T~qoKon2mCDpP3P`9JW3+l^bCy4KR;$!9ymKH zwQy}@jHA4dAD(4-TE$(pJTj=Cs@Py&M4vnsP0xi5YGu6F;(7R>3)rbv)O zv!x03oAutq$on6aJ(LKaq^lF(@_A=(KeXX5Ha@T)8;~2KdjBOq`QqKWr0)$H$|+kvktL-DHVGx-f^~ zBCxRJ^sH_e7oQIpUqAZw`s@->^V(&yRnZeL~~=o|8(+l z7xmK?vvWq!HWG$Fm4SD9zVg34i9Hr;+j6?0NP#hlB!Q`1zmq*m$2d41G%B;V9|gux z5Y|ZHw@Vt@XvAnHR44|1#Sa5}+@sjvud$zh`JPkBtq6qHr2({c3OOL@hx@qLzFkvn z&%LZKK51n&+-Lv$4Akn6agmA1eBY+Ol7-*4=QP&JW(k6NDjQ|(+-%!J0#y`W7cXaA zi#T7mV_I@yq~2oBGss(YlQKXM?TyU6&;pr*D%v)i7t@w8B_jS6=qWAewh9Cf7J~^g zrU;4Ig1_ADM$O|0vIGl8Rvrjl+4@fGVk4Zfo_o0he9OnqJwHVbmOGP=hlA_&s@p1C zV8NulW z4>#m@_SR2wI|rOJ`|Et|ADYQ26D;JKccw%U_+D_!{xuF91qqNTZ7W<2w+`J-|pTFr*!h8t_)ZgcaT(1av zKE4wPJOD)IzI;^XyrJ0Zdpvgco?$V=+YaL)(a8(VDxdF8u%kc1eHk!u z-9%Y~d89PREwvHqC*oQQu>tiX*%CLXj*?{o&&CO1Z@U_^JWrB z(ZT0~9|-Bh>}%;wJ?;kL`nTWm<(HqID1ITLE28nkAN;{jn3KfdKaLI_O>UMv6Q=a*kGE^%r{>J*6TMHP8#@vVORfovu31jl8 z)?#Arw{P7fmB|nahhN%uVkhPH_I7vp>Wj}G>kA~_^W_(xyA7-77nWXmy;^Z^cec0q z_M5NYs0BpKRfOlo&jgQWXeM%u6Fd&&@3II910woZiUs*qh6rE$;%7gl*Xupjf+{@H z>sP;JbAA0gH->)R5KPiqwZdngeBu(j9v6ar`{{2#re3R_N}75V=3g%D@x|w#p+3R< zCzxP@2~NUy>KE1NbolDa&$;@|*KP>#Rf8~+jYgfn{>#5$YiskddvP8Tq(sQ?=8fww z{X#4}jqS}1w<8 zu3hEEwQF=bZI?XrT_D1=iDZ(CmoB?qWKPv8eu*IFETRLqZrq^T?R@9?PcXp*6FfD; zd6a3J$z)x_DLROxGg+e1s9Wp#GBDFbm{Ei%#X?%GR@mFwalH@G)cE^CZAFv?y$tu+7TrE{!`&o_`H#m>fBq9pFu?>*&2UaI!2~ZKL`p%3ABb8` zx0mco5CMAa;5cq7;Lhr88uj|An{u(C&ZIM}oIOV(k$7SELsQ4>Y;U_25~roAL>=&3 zZ@o=6mv=YFuO1u*{ee4AA^ak0>z@{0jyT%{6HM^bAzJ0V``-I*F8LPEVJ3X8!fwa^Tvsrt}E}n%RBGB@1|*9hP2yv zfrvDUO^S#-?(RI$i|%{iRoq5QFu??m0g-cGni$Pz4sm^#&zx~LDyKmxajl$ru|`us z2t4GAMR!AWT3Y7HJMX#js;{ciJoK9978YF&%G1Qea85A6YYLy=|5}KYyb2J;@KK~d z@wyOCc^M##r{F4_1Ys=WBAomhAP@);2p-d*_j_PsI4783f(f1qUR}@Zb%*qnk2f)# z6HG9{1QSf~yvac#9xh5TL~Wm_;S@Tq9`7s4J95A<4ObONNb!k!Pf_CWv@}jd2t;qefy0KJ6banjKM zKGCAivCzf?T8$0^W4}ID2}a2zBZU2;WuT~uR_V8UbVfQ-BtjnQC8r#ED5DfmM%3WX^C!>^ra z@n`A`yB%s>9e<|Cbkw3YXV}1P&-A?C;JsIJd36-7sg#|9X^)@rJ zbI*mT=C(-+huxn-vB;S-=UnYp(VtH!3!T^aw9z6=o0qmTm> zKQptlEH9to&gw00-nii^MNK+{+z-*iHk>YUZly>zfZGdKmOXf6joQW?u5EVFyiukX z7g)}PP(<%lvDkTF+^leCqe3s7Vtyr$ud&WGRYe_3ZbSE_GeyGv8r6Y9c4>|jBf3Kk z+qEeEH=LdL+;JOHta+fKRuF*wH*^FDw%8t}|%&8S48Ri>GrhyacoJ zynVq>`SXfvI3;8v)62ZSY;v{PpsU;1j+fNj5?2-zgv=UWe0qzG#t7Y!38(WcFXTx1 zB}~h~>fNLYG;@f>I0I>(GMqQ0Ti>^9Lv58ptR^H)|#sy!NF2Pd8lUjVOK zzxl{*d95FKf@oaEe7r$gaKp&O0nEt+>iLuQLjT zBC%MEL@MbD+lyMQ$2Fe9XbMXArOR)-n!dure32|mVeo`Z;Fn)~<_gt|Q0|i$&AEjI zm!>X^|BH|od|Zgyv&(N^alQJlzWT!LX!9xx)ju1^cmq+UmgZTAt8CrgVy9~$1>?*v z6iKFI__uo~xp^)wrm(9!+$nV!SY8svSst@;@wCfI$ z;xxs*E~D1Nn@zLdWMi#DwRf;Fa!gb+L@@!@xJPq)o3*A*IGtl|I?d9e#dx?w*L|x_ zud>Bg8w2D(jM2;gSi$(sKY#XKh z^-a`#I21sW}jvJGBm=iT>Q zZ&NhNeN*V>moB}9gv1x0eL}O@e5}ujM$kea{k;!<;K~xdXov@0LXJ@}M^MxV~ORLexTrl-157oWI#?(hDS+n@Lg|?iO6y8lROd=s6d4u?6 z8@1b|YY3u4i}kfCGw&2wUhv?X3NS8hvD?vjR%^5HdL!8>7Jcr`ARP4~ac{HdO=L)i zY_0b|2K%9>cV*A4ymx_t)Ek<#$QhEs(7&Yi!&!qUAyT^0sHropZ@2!_nxG zZN-F#COosZuDtV77|lb7FtH$UefYy4QLR*5Vf4rG;DpCqEKa==M)MG2ths!FD_7oi z=h^EDU*ipjBqMu#_&ql2aER(iNJ@}QE`rasOd%qEjcCAwq>t%qHrB!7Ymdf^bqm?& zLs3jxoj!wnmRK}M(((}vDd>Yf-M)q+0#UMuU^I@XKNp^cW1FbMF|H5dhUKCZr}C&G zr@h)&1wYCTGA6>C4{|3cw;(gjzv5nEn4>oRBGL7jD$>|!Kvg~@zvvc#WBo7awyDwBxWNs3{gCkZ{DdPR{P%749Bjd)5@DND9yr<9<3_C-{=01b&X+S)H zir0$=1N8xRoh&PyyKsTue*A0K8#`$eAo8+;Bz0VVR`CT1hXMpVM}ueGz_ue%Ay3tbcqm;gK#*^(()Oue*29} z@Oq=+SeW{d&IlHgA~!amsdd@7affPZfe+4wv2C4Jdx)NlQ^-c?S_4M5j6ahk5tJC$ z2WXmsqxNZaRr0wcxtIri*mRkz;`{CzPE+JKOWfM(>=RVPxiuY2iMh;AwNvJ+YcQTb>|%zb*N1m}e~xo=t46)QFW_yPDnrdrUi?ECOOMx$_IP43 zQmL@}Z1s97wsOd})!lHWEn8Tv0h*K~9PuL|!i!+38ishE_Ut_!$1%}|UFr=RN%G)K z-Lnv$WQJT=!Zst!t}NjoBP#(C=?I~QfiD;*;S*u+Hao2*Ws&neJ44FvBjA;ICh=O^ zpx^D$XpJxxnXGPM9TDiUh8@Z~Wp-No8CJ&<*V-f?#+r-}6kVjUvs}!IJgI{eN>E66 zXlvqHSd6Rde6l*gms{q83keL}#C&G{{xdY3!Vm~1?Qw^RWv01&Wrc#*K-CVD=O${u z&aKZ@**P&gEfLPov*fFDYo~jU9rqL=djq8Ambn-oaQ(Ndl%B$lMKDWK>5N<6aZ;Ji z^s($&3B?=Z><2&Od_-q3GVU2kr^}t+-e9e#A21NVKNNq6bRkd5sBm*{_|Rh~4C~o* z7x?XOK048G&d$xbtl)B0iDVFyh&_d{&o-btp5%7QahBg&AzHb~ zCz}B-{NOy9)-8T>Qzw6Bj*MRB=6aoBAkR$Hq|9~;&^<7l75Uqm!4|T*x93$UZl9R1kv6;IVhbVY_!=dcNvVu7s;a2 z?K8|L$%GwhwLZPRxF-jZ30cAC50OmR2b(C7yV6`jh`X^iHF~WMqpr@aWQq@GmpNDI z@Kxm~(Zr&;yGyBfft84|AFe%se8T{qmAh z+eFIjZ(xJ*G;^~d9K}aCohG0SDR;)ti2U0&#GzN-;M>(E zW647#Uf}$NJefiqkI-Uwz|_ZXd70H;<4*29E-f!G+Z?ghR-dWo|I`iVzQDmLVMnpM zZ0&Jvt;v35KzuO_MwW~(7$oGe(M%biPeu~C4zbhoCz)NCWx=s%w#QU@CW_C8-wmtm z?+8`R!1nkFiqDC!lVf8F%Oc5c7)h-6vMjk|08KE?@DK?2@L*wyotbUYDeZ8xVbHN9 zH{28o`tZ7iK;nxm*jU2YEBFKcBj?r_Yv%sB9zY_QblI{e8BQSxA&l#ZaBS>hm9M|t zbHfz}7m(3d!Y}$=S{g%D7$SvW$d4D(9gE1z_OwApx8#el&N3B$4G#Jnu>xc}QZH+0dZLl3%B0ZHMSZ$#W`*g*3 zUwpyGbvAcI9c3KfP{*`P#={}QK$t`}&)uRZXH0#o%~%sw8EOSu{Qyo&>tgyLL zrz>)?rWl(}ERthI>Q$C60-KMxo>=sPqw4{h{)e)^``-m|BPawkdrT6(^Zp22(A)SvCQ3l-k{A-$pOPtMk2{6yQD;ghdSWGQU zGZhcul^yg>gwYtTgnc)0e%jE4Y zbpzy1g}uNc@1?tZ{?i-O(+hlXxjj9F3d`rY zJSz&&9c;bN=JjjbXr?&-!6o9mU-8qMN5&(^Sh#eCqPD}-N>y=~Cx%~xyaX5!hfBVo}M|-#V&ECC# zcREehkM9!pbm6FMeftIX-C4WC`Zpc!UeQL4&C|xR`Jf?gbMwSEE*;n3A$c|fS?qM+8uxY4j+BK zO~;#Lc|J+)=52O{7US}5etE5izc9~ITB3gEI-lNZV8n9FWg~>WxCwl(*QXuz(7+6c5?iX^L`-Z$JKwk8jo) zdV++#9`eg8ET?QrH?H!@?G|>b$b2^Rfbz*c#C150RV>(?qHgk32>N*>OfdSlt`l6^qWI`i98F1AfwV6UtHg#t;Crsrbq?EwejIarL(ujx0^kr zSc+88p|r70WiX<#b(`OaIUO^MN41?2t$9vo(h3jKNBCeKu}Huz!wH3>#CuebjX6JJRA1nlW2oA07U3MBhx{W=q-V(>H(-%AP zXoN&8L?q_L9`tFp?>Cz6ZKY@J;1U!w?D+nm3LVb6A%OxzXw?mUykK-KO%M`LQE%JD^U^qcn1n?0fEa~i4YqWbd?O!(dR&sEZ=|{`4IO3sjStdBPO~2KnQ%F&W#+a5Mq&2VKlN9Z@#Foazg?D6R*Ym|l5lgOLeHuf>e4WYOrR4`7}PF2;D z`yq-PXTQX!Uzgon(f&qbM9;7=>P=c|hIl4VAQi;ylxeFf0r94BgIhP(xLxXF9$cG1 zc9si;edD%2)CVl2C^tC8nHvrUoCd)h7Ue1@>d-nGtx}EktvWq%YTLwALZoIEneq-; z{qhcFd4><(&+U)F5uCvNdnd?A-art)BCZ!t0C6Mr-m?j%7}Z zIS4)5HwBI@zHhc$PBg)@g}Ba-vjKfs?#JO+PJ{Tqyh=6OC&4~p4gWrPqC40h^cjy% zS$Kp@ln93jf<{36_z8p}MEsAwi5`E5uwSRwS227ErZQ17vrD}HgG*eRjuAfg{wZ#8 zbt+#ZpGuO6$Y|>L6s=(V+2ynWFw^KR`|h( zm$*;}6FlbJq6^1p_;9`0A#{D88h$Dyg@7PJx!1}^AQU4Ol#%r&)wV$(S0o>{=r#L{ z#{+tUF{%_Mla5oEndRa;mw0C-OX5+bm6D7v5F~Vet*dwH7rIN*xK|XF&=AZzx2vm>??SZf?w8kB;plH#J2jndhw^|A@c)!88$9YK+H% z;`QwlycC00r$^WJ5sUkgMm;*6(pNri1D{uOaj!XPFu^)%kr&=E}zp%`Y-m>`Vx0|f`7g;&`F265pboVy+rlT@CmeXOPS)yaY z0#h+RMr)5-+f`a*xI2XVAa+?A&5p{Mi@?@kI2gt{tMvih{)j=uq0{NnI-z(}Q#H!vlNXEE z4ZAzr{Ps7$c1137g~D@bEbyj5d~d|}VQTIc% z+`Ibi*L?o@r>A6cvkb-F}OhgHWS5&OtEF z&8v#f9Eu*h;YbHLR^-Bkd1mA$w{EPn({taspO54I_qyYgkDUMDSchsTch4aRO!6`3 zesD^T!>@n!OFsML;}eC$MTkRa`Tm1{^pB6N<#gwN%=g9(4If+scZ}{eIndxdsJlE2 zyFN7EgYoW%W)J5t<}P|I9E4{cuuLMP{9paQ|DSHp&XXWYQU2jS{!f^je^|`nt{C+} z9@IJRnK&G)+w)`p8I0h z55L!a&!diYf}wm6JKJ0CZvM1x8)C;+uh+PJ>xSEQ?ZNXrGUk557+s_D@Wr|Ry${?A zF(>PUF@E{^r>=K=8ib*_b>q6*cw5x3KF&CgeTSHwX1KG(G+k=VUvd5FAZL``|&D`^?BlnMc#$s6n!eAvA8Q^ z_M%|-tK9mc!K&L~;rYek`~9BV&vI{X_mS@vxxp_#`;2_PKq7gZ;?j$Q*oBD@)2~1J z)no0(#GEs^92Y~E@%vwvk`9aZ&K-VRT1Rr9gNMmrhxz91%?-Yp2p>!^!30kM@^{&R z+`e^_TQ{#if-v%oA=HBmp^jtS@2x&Vh{n&~e*HCD8|yA(_i>Dq@H$1F=_F0t7Xe`? zg;D?6-~9DsH+U8y-LJm*ob9bG_xG0twq?4{p^*DKPT|QiP4;$n`TVm_UaE0VFu??` zE-zHZ&oB*>OK-h(f{y9yg?_KcS6_b4jqBG=%?CaRv8dm{@nFAp9F%D`kRk_>6YRwpAj8$UKY>uW2_|@R z@kHdHqYw#hv2e~WEb`8K?=v+$^GYX?Pr@PVRBRMPcve%@Cr&hr>mrnf(wQtD{NO{* zp1<%yu9fh5uYU6tUw!$7%dGn@`3rI1MNihVXV3BWyYIPjeJ>+K+qZAN`qItKir%S@ z6Cs#jf(a&griSxAP1d;34=pe|KTj@~cS$5dZthhyq{1i)<0wi^L^;XM))uvDm2S6- zX+BYttYeLiXb3Hgjo5G$ibdB075cx=;#!F?rSOhL8Bu9(&m}dr+pR|m9y|`jrb+0& z7N@7(X5HCrmPj;qvN*;wh6p)}I^#yY?v@3JmT&D&`;pDYCzxP@37)&*JnB)2jv#LD zJFmy>_4ukncqfKwxOIO*X-4G6o+h1HP`pJ=q|i29f(a&g zHE;@l?$zV(Pw*;ZVmK$5V1fxInBaMngG2}=9ErH~iK69LC=|x)^*n`rplBOqG8zrt zx=K-_Cu$I%YDtC1hc_{YCzeMECXl?Mrt-V(Cmh?v)`wWb7G|%E*{|YQ->>%bL6)Qt zSx=`kZaru)7(`KCK7N-FRuH8xLT#zlY`V3hPm|f_RV1dPJ{A&w@)0j_zk*lU@BR6r zAvm9gWz*9vszZa#j>cY3M}J?Atn^ zUar%XV-#~qq5%aN8&e(8tko#@p5FIm9}1y(l0q(uH0;qFdnrsukw+a$J9Rpyf-jt6 zVJ?bZ+F-K-k~cuMkRucEuQ_6T_*hGRl7%e!h(ovD zq}oxjB_FYLnnKdUxZR`cgqWU+6L6ae*;t0oNc2o?bm*H3{$!DJ(_tPgnxr#AvHN3(rC134>XLYw=^0Y#jQek~pbHk<(}2*U z6^b{#zF34C?CtKdy}9Z31^r$SHHd|a1PT}NBxdkLvdDorvNz!N%KWZ|)6qv*%h2a!+l!HN^POIe#NeE_NrTk

QRVJ>7t%*K3V!(O63VK`p~v$+q$a_H+8jgi4lSLa4!%x8N8ZZ}_+&MYz> zUzp+HSL2QVAF5xv-QWf{vI&SFRHQx}F4FOg)Hg?T?6 z(HY1}v9OfE)9cb4*?4@ypr=TNwz;*_$4L}8yOKm}RB4RwZL|!J=l~yOdU2kDGoaB` zG4PTRo0>#`_4N{!u7>e4?af|ud}qTc*lU9Be)imXmRHU`vpO+hfTQ9k7ITfWP^l4~ ztq_{8*Q%$s_Bs}lgc67on0bfb!tdbEp83v(@}Wb^9;84FIS|8}oWq~LfHyVIc=Hpq z>J4oD^!8oHK_vIZoX=ml=rSaqq?z=K!lA%}_z?zQY^+2{!Oa`j+1}dxPOZHnK81G* zA^vzN&WF{bS;;Ep={W+Ts^8Qqqv*`eTz24=^@`!;jLN5hGV^_(&Umj#+ zWxrpl3ty7Om1*)yliRB$s(k|~kYN7o0>$|P-R_unG)X2Afa*4zTMY)@7}-<^Wz?tH z9#E?Jh-ar*SJ9gMy`luk&t%zY zSGn8fK=cI;rdeK@CZ+H4)txe}v4by?VtzJG(61nW&s%5fW7?G+u9Y!aj1o!^Uik^3r5~e&9_TIk zlp*^g1ZLjD6Uie72JS7=#B+c?!1zj`- zSE3v?3Y4N53NeMz#x7fx4g*~*eg$S%f6MSS#34b^~HG(kS^;2UWS8dZ9O5hG2! z-^3HqF)at#&>0Sf3>=w&$6z!zk-|}Og)E+thSsUE-swJNZ}WIqn$Dm*M2Z(!$o9CS zA6Xw_X>wtQ-sTpYmEnGyy3T;nD1xGmF=F4-I5{?kHm2Y0(;FF>o&-~uqU6#6_QW_G z3rig_7~1#uCO#kx+or~7IHWu7(lbKjG7F>=VM2ip9c?0X@VxMyR${S;3!}NXwERLA zb782(xrOALuIa8e>El51_z5lki14{TM)sau6ZSMAyijj)mdLrkjbo^cHh%rspA~Zy zMcqOi{zXaIJuL{YCYu!n`5(CbF|U35?PGuThci+B(~D`Al71BVi8l7#FDkW9s0Ur&+(?)oeiYB>)2^1dv(cb` z!k*&kC@4y<@fo)3jN}E1vpJgEcV9yG`S6N9ucI;dY`96U)p385pQ0#{V_BGE6Gt5=rh3+TRjmn6<(0= zG+(3#B+flMH|I)AiF~IZqMQav@#4>&A$;a1&&_DwJGqP!$r3*M6O8sYM(5E@uthjp zc$%qH`jt1Dhmd61Z3ytryYIWg`Sn`uk)K&i`1yzDlFTPwU88vjG5*=OpMP{d#ac^c zy{*020ofKtzs}8TB}O7t>&fz7E{bRp=;%5+GTwj>SrS6|Vg*+4`@G1KgCQ)fq0+AG zF>E&pg@VN5DT;+03m!od8Zc-dcT&kcui7rNI%>N5*3oE;bRo}~b6&=^CO3P}c(oTK zrcsZQ-Xph?XEEL1Czd(j7zQS?o1c|9Y!Kifl8oRn#*9vS28CxRe#B-({J2w<-QOkl zUpwym;0Xvr?J(3$96`{MJp>bJ3W3A-8%UiBjbofi+3&;Wk+D@1>zH1&6FfUS(TXe< zaNz|lt*kuP@a#ztV^~^VW@%~p5ynMw8MBe|{{c$q#b|cAo@Zi)@cF;({{ATM?8>|E zk}nidUeWOENstwVOg78=AAI;oVv|>vTqAQn6LdYc*8yT4BH#IsFQnZ0y;wM|_tow6 zXtjH^dfMH5pWScK7+Qp~Me^wwu}Fw`GRt&2j7J~P8Q6FdITmKKBz-1>W}ThA1`Ux5 z^?LDnPq?>|fv+2^JpLZJYmV1R(fc8QFJ6d)Fjl8l9kC1NCE z0TjzXRrP&uP!hx}KOu44WP(CIiccTXY6}n7aoMun(iXSwY##jVQXAj%9EAfA2>J;} zV-%*-Bz-o+&Inbr9`ZIPcy@TARaxYxL~irpX3R3aV2F4;!hM_#v7=Q-v~(YtsLZg{ zIx&GQNHzJSAG6=4Gcqxckg;TvwkqcZ{ zTz**fMfMX*L(T0qlIEAJV&1Q%*q~033Fj}K=eMEwsg!d|4*98yTa>6CE>kJ(t<8%4^@BRO@PYW2H?vHS@n zkAaHJ@~ zj>5PkyO+}&%`m?Z#K2D?5r%$^ovJ7gn$)Abw1zX6&mUtn1r#F5JQvEHZk=O%Xd$yw6(8PDnH3o@Ld z-JC|J(LmNl2V7Q1B+Y1+YiJz}+c9Zu+~KM*#dJDKB;dy}`jj^6Y?s>fRTI0s%N<8& zDjO#ni4d?2`t=g!Qk{mIs8lf3A+1IeuQ06c^)?vwYOLOtFs713!w~{l7~KlDN+tH5 zdizudT^-VFw2;Jxa%|A3>kL!}$Iuy6_gLNbQSj=t#}1CIQ@L{+$DC#+8736;VvXBu zZkO384N;?_=c|u+z=J>J+4oe%YBx}*SE_87HhNK%nE3EoD$Ttnd*ueTp-dv&qu%fm zmV89Rj$89x-e|D1SEp-w2#z{bsx}@uOzdbbRqo++RNB=#k~ptu-)Nf*>wA> zdcQH06atYD;eZ#9V-xm!P^6Q0RHBX0@do|iaGn6()WYeL8;tq4zv;0xvThc)&L(?8F!ElI>PeF1_m&H05YFLu^!iR|l#WfWyJ)O~D zuutT;Z=60Nksv{zC{%E;bd|wKkP#%j!61>K53gilSo@y3sp%Ma2>2z8@sPd>-hkL~ zD_Ele-SPdQBoTt1nwmLvhUc?Ef})1)RCtggMI^D&a4b+n=)k}kHgN`{eJ?YfLGnlt zNQj7X6ae8&|%^@%S06AI(y^AAj z;PnWT?2o<+>id2$={L(< zZQiRPKDt-a$8A=>Y_odb_=c|WynoaOXz%d#=ckN&yhpdTckD~;$|j#xPO9lP7?)T1 z=#*0D?&pu@1WfQUhHAy`Fc^F!)wcyRg}8!d-qF+g6@`TXl9|J@Cp z2P4yxtl){}PaR4;k$kkUf$Srm&vRxeN78G!J7|AUf!=}9OB7gHE|T_%{fmv>uW|e4 z9&IJb;`t>O;|hXLAj<}gwOf3%r5_2bDFo9~Ts)g6;gekwgQT|ETH9u;tB_k-V5Jbj zYYZ9M0U~~z_Fjd$5n*mF#Bh6+FSjhx(@VU)=%ab_Dqrl3?=zetC;h0}->InY(YZ}2 zh`jhA%E|(at2lBRIRf_Xudu$o4w>IYdFKa6QU_`+fdu{(%6tC>p5)i)|N39y z$V+(s`2UDp{%7bPRgtg!FHy2SaK!GYgMIDav$h=;_E+z>e(W!c2goe8O1#r;8YfFzq9mwEj4`e43QpXXo}EZtrzb<$YtT1S4doi%bP| z>g$`_sc85!(=5-%h)vIPzNpYzy~-~?xy6cdm%36N*8t3;)5AbTYob4<6}rL8K2V{y{a0O3RcdEBGgI7;n5xD1l? z$j%*6pZpk1T0w<$z!!kw2KLpTV%0&)t{~6NAbS{C8NlOW=EqM?Q20d2R;k zzsCCP&#+5P@$h4Be1hGmVOKxF{Pt7qdPl^_k+dzWwVz{t`z21-L`oEqGkK(V5v(ds zW&5G9up&urxORdGCV0&~PM2=&IPRi%{Luo$^K-nPoOTyVQS9F;?{M>gswa#=G#0`u zdr2>y<2|vMjE7jV_sB72H~i?4HEPWPz19dPJI!=ddgQoHAH03KLQpi!fA$9fM4h)d z(qOyAe<>33Cm)b@S7*DTGWG;%3>+#gmFsOUb0f%m6plBKBA0Y}BHyteah=^dJJB*o zghBiCx-D9YpKd?po>R0}5@A}=$8dTjKu*|}@fgV)A{Gjw=p8DhE+b1}uRi8VCQ33S zp&y>k8zm7|FxxE}{Sh6tNqas|S`fhOFn+H^zul)@Z=wWJ^iwf+UgQ3Nc2^^viZh*; zAt*6yx2T_>b?_+7VG%MHxAm0Ea1VL|r?rh;(UCG;bVOC{ukVFi146DRD)?)}bP zEztX)m?I}qOE`@d^3)%q#F{vrb?iBy@}m;I9ejk{Zh%-PB6g)&&F^HsWj19{KOt_rb@T9%hk0eVy$#+8$%T69z;pS znq!$Zw$bIzZ$IPKSiviH-KK__&Kw*>Bmrqg8H9NWSg_fW#8 zga-RV{^hTFtdAX+#9*pAwWz4DI_aSM_Rq2peiw5SZ$A7v2_o-1KE3#TI2^cP%+tcP zV&S%hag}9P=-s0zC_+)kI(W_08MYf-{cM$8L&58nkQE=#XrBP%YHL1x+VN;~ssMr@BbdF?>60@pwyP?)_Qu>Qjah41sD}d1PZ8o8 zJW2qe*=#(rn}{tLwWCak<3l3+ds#uG{Euhzh+xV{uEL);gZB2 zm=#WI52vdm#R|wy1-rU;>^@4foM+Cc?RGkpOM9>U;wioho9pZ7+R4|eTB*35c%EkG zq*oc@ItVTAX5%Q?Yl5eRC)$cO8x2>f=V1n`5GS_KbpzWJ-s1hQiK1RjS1?QywSI?h zVi!3-dzs&x)#%l>xn0*Wv!-MFCX`+TRhyg?EAg01FvqR+Q^3JY~Z;1n*+mf%lAaL2%+C;I1Z+1GgKwU zmbec4#}ls|XZl2&F}-%{w9D*vfH`ya{KKBTV`G{Ink@7zJJiZvBH>wP=4S~HG|b)* z$Fwm;*N5#LHUf(*ES)1~45;mHu~!>0Qa1Q1bcV|_=lSuRgW4_g<+TlJhCXvZoZQL7ejIq}~!Y=%6j2n7xI3|AU1P*JKKEpt6wl2o_xJ--@4&OKQ6z0#Z{+zDSFJkC^*n+ zHTn9>FWma}37$TrcK{MW?Y`gtvGXM4px^()pSY4~FN+ME*jb4OiEC(MoZvBuy|Ys~-YPd6ro>k~}y3gU^ZpD;`tYin-!=Vd{q zTw-JW&gmUegs0Z8GraTjMmLK%6G22 zKM$d_&c~(oN9L*v1wIC+dBe}Anu z;=lfKq5w0&1aC}^^X`X4@pdHYCgQKW^DdFoWcZ!|27^A|eDx*Ye)Bbhe*e)moX1Gs zB|i8kc%Osk>6jW?`5N7C{zuI2-V-&*6W2MFPV+lI`aPDHSMZ%w2J{L*gwnS**ZJrd zzo5~mKhZrC`OUewpa1NL=+`H zi_u~Yn+$IK6{EFZVha}NDRpQkj#ZM}Q0>LbZ}HyyKX{}}-OC8Udj9hB&-nK1uiTp3 z?@}@#`WlK*?SHr&=RdogcKces3Vb2)bnf*u{^hk6f416jn^+5W_yiM7@CF*rLx_Uo za5(ICCs|lrqEMW2bD)A5`h5+lFp7dG)9JKb5|F6n5~04~XoU5MI>*O>>NLi9Zo_V7+2%==Se&ZdLp!yW=&<)tvB;>)BO zHr1iQYEyOdnO{|g)JLY9-<)8A30{4CZ^P*xM3P(sDm)|Mg^J&WvdYtdsHGG+KH*)8 zg;)IkUA)W_A+%$?0k_?kBvfSFGMn!@_I;5DEK$#@xnbJx*7WfdFW+qvEHs0?u6oZ) zSFUof;ju+stYu>8x@$};i0kYcqSxTT`#umxNO*4( z5AJjn3dQ|2%IuuGkWcV*5R1lK8N-i$`E#1hOh`XzoKqA>C^- zHO1?IiQ$}Jg4YxxRQodKz+VRlhWlxP@*;d1QSd!!E=Gc>w$^k zoM3_pCYWG?C&0vTPB6g)6HG9{6X2<2uEUDLLeS4rFhJ4gB_?9oFHw2G^MK_z3@w|w zVX&!ctc}Jrji<*l7B!sNT%L3$Lo^z5b1dJt1VgZ(MXRQEtLgSLY`0rat!yOV^;3vv znMoGOM3O}OAw1uyKKA>;c5F0Lr!(qN?$+3CS7;48yxEZP1*6O?O_R_Y+}a$HIlD|T zpwn1iWvy-DNC9TfEtAzt+}!Chc6?;>dGe_UVV{g+X$;ye_G%pla-7-eG*Pp~Ub#tY zeDDlOUZUwNvxN{=tIC~HA4~EOjHZ}hNaAf*xK(qQKC?g}xc?DR&ZUj|)XNq2x(1Gt z;>@KYNuR=f8AYwb#?F{PCP6w8#COoJULOx>)tgk?1I8!y)0Mo0;#rm!qL{T3o4qhA z=QD)#9-B9}sp+ELDZ{19d90nA+-aB(wH*9D@C2jeW~Rt{`s{7Bp}4?e42HFBuI~+T zWDkk?Gn@-|xO%<9&{2rxicDuBgaaOA+ho*lu~%x+)k91z7D!25cK4dJhKEYY62VlK znL-?;*I;+A&A<^YdXp5V^MtjA+kZGTHOFFd|9iQA{RXt^HFoP`EIGi;`Lj%iL@C^n z2{Tg;bQVUqP}B#@!}+l{RhB29nno-)kicDKck5L4FvEa6TL&@ADG( zCYARMV9-sp zf8QETQ4=dPe}(ZBZN9d*Hd(u~>h@gyt_^|x9v?HQBA2JnvY4JF6^;`LLZ!}BNv!f^`4 z1g70#Ll{nEy#6SKsRDjFthF4{#UgXwF5BfEw&Eu_og$YC^Dmn>%cjdyJ2Jj3otMFivqMgQ2z9)1pkx&ydsy zczR75nE#~kkW9lVgI3+xR z5Sc=OFrDaeJpl*LZyuvc9w7%y_;0ULwjLB;&59DGcVD3{jLHkYoZr znViqdaxlQTP>^%sAb;L$vpIfpL44s|UViHe^NWk5lBuW8(i5z}U?}ANWU^VZxg68e zvwZ#4=Wa9YC#}nk1*5z@bB+(@-)1INAmR`6qTxywdc5vWA{1jfSzs{7zx}lJrpC(sXrNVQBBO0^YIMD*j#R|=xBW?8LFvW#wrb1&@uWzy2 z8Dl9yvQv4Ij^sw2zTfuQ##H;1);1_Pexk`d7cS1Sve;&~c@UY=yKJp((h*}k_>7^M zM2bmL5ii4y23vbwRDX;lhIMy>pEEacvg25oa{rK1H?rcA{@r(zfyf=TD z-#_yMrV@ExR(NEEVmwDWoFwE6@)uWs?uKvQcsLGLug0E#ip8ZIJH5f(@SGe@kPItm zr7Gn{o3`u5jTn!6cpU>h^b|Homce*5rthfq$0e#uMHaFNLR+S57;N#nsxnfAQjdch z5b-+q!n^92K~H07_=zXtEJZ`a!d|4l_E;Twg#u8&UPsCoI5SGKj z;z9B3>lZ)P=xiIUTcPa9@Ycc%g|_w_OD7yGV?=FdNc^n=%To=u4_}hK_&s21D#qPV zse?Wm;Od8Y552&rGY-c#7^_sS&Mh-OIKMM)vANS`&@8jMVKbG9y1DE` zR>IQyly`R7u67a8+t(FO9AsGu2Kifw*u-c)0iue+?DkOyI-@+iNY=~I)dGYx?NJ1ysJP7MP=KO7QL}{}^FHqoYG32IS zo);X;WZbH--g3yyO_M&<39t<`13ZBMep$ME4gIks*;ItkDa{S`iGGr+8@|5>l96Qv zkGy|h9=`e#lHwyA@_?b=%MVK){NW%W_u2=E1iUEXIF3%gUS@T5gX?#8Sg(w5A{l0j zDU#wCuQ8rzb`eG4gIL5R1U(GdO%BU53n;k+l1~D)k6quz+9=~Z>)nSGMxL5SnG4`- z-NGylpX~F&3`z#}_wyma|t zgC&ckev)Lwx6dwgh13m3{T{8(&}~=sc%%?N>0+L^*pN|({#<>1_T6%W66<_CPebCd44$D0iy z0^DS6vqkYjp0q3@_rM;uX!di=C-Y2YZRDPYEKv8V@n|!OHfRYX*)qOnHWI~ngbPw;N3pC;Ye6mKBD;b&a1jY_qr5 zVWjUrHYfW6 z3}ZlftIFaBv&?uUkxB%sOSP#|Oy`&@jF3BHOeIKuZicMWWOdspcJLLHWeaH#zi)4CidX&-rlhcp^|Zg>vbK_MZVtic^J0%$Y_IRI zSsS1`kHhE-F}-qzCG|F?M;Oj{BH;>zH|uqmd3zjk(Ufa6qk#wVTq4Aj&rGh0<$9glb62>KmN3Qor+3-j zDidDJFf~6g(;q)NCH2M_&c&dgg6|k+r{qH}p273O_fZ177{B}kt7Rcgox}U% zAK?2#4SVO$uoCA{k}6I=faGsrUTYyOt)Qd=ptW%H7?Q7twYufjZ^<(S*^Lxat>uKd*Bgw zvDR*5htA^t-5=mt8Q|2q@M#;TS;roZ5CvRPERQ^0K#qqHuCvoBW0&eU{w(rT8c8z2 z2_l81{nvI%*y_Uzuqe}cClWr@aEgZDr|FBDgBIHxWy(E=#MCUyQz;7R9__x36^RlH zdXPk&*Pu^Fupa{v(y1V_reOZdFnG6}9M!ni*U_5L#ic>S(yng*e!zpSt zv(b~AYm0E(Xk(APRShK(BmM3yiL)6x*E*Ph}PdrR86~HHI3k@B;J!0H7kz)};DbN0VgMJjp#Ax*y zH1&r(oIb-Rn_oX>LhMzCgQbfSg%XC|LpL=Vr4o#V2PkSJn{2FY_z-yL)@a(X;G?m87L0TN(E2c=eEys!-9hCDSPdFf5%r24O4}A@N5xQkl(x$lA_^kdwXG62?*u4@L=*O>-4ae* zdzDVD%C=`fPdvnpDqG$jnjmPIL-y7-ST&<~)h=QgQR~~>kTj+;F`@wxhVD|TwJDWF z$w!D_wTe6rxYuC+`s}l99ku6fE^J+R;Q_p|&A3;mS#MHlY1n=b-CC6`Lzn>xES+9` zm#uo8?S|%-3baZ)tcQ-=Q}@zK?wZ#wZF5^2kxxblig3L)pxWqAuD0nOTL<)p8ctEC znera<5jl#KnM28#*q?oZ{@bhj-eskOlRQK4ch2EC`xz|%V}e%(nAh4czKYeD#`ll@ zE*@_St6YW5yLciu(Ee!;EB`*;4;S{s5Rnkh#&6JnwF;Mi5C8i`XqK>@1ai)YbL%7Y zzgdU*EBJnr!un|kyFQEZ_Ic!J8f7+$v-JzqwJyB>6MR>q&@zyw64*cgZ&2%tcos59 zVIRt30rPqU&)@nZJXHg$W*{y74!(EhkYo$V6NK?D#&3R&C7r|flMhj(I#w0r=`0Lx zVf^`@qu=Qr>vb+ZB4;Q%2%IJ!ZJRoy!GKQJ!ilMeC-A;)udmoxyO-Yg+Qvn(#1uR!z~6)VK^T?Upk#W)sTx4kGN?5ed2&E ztl^k(V}xvZ2#YUNOh)nhiJX~XddY|0Gmv8e$ZWIq`Iz`SD-EHm-N?{$+UM+C4&w=%2W=%4a)AKcmqu?{a+gPLr+GCR-<- zuf=A+#SyOPU6@**&1>Ht``Z2++T8iJeezTq)e~Nj@%ViB{a&|U>rptCg)yjb?VH2N z^tti%z2i9ch@Bf(xo`SU5$3p0`A(m^mvUp3`rTJ8^u`unG>(44qF*a=GPA-uDC~k+=>Zr&Gvw7wgt4 z*1(6nvVxq6A&GyMx`XV|{ZIn+S3) zhSc4`{OUH2ZwBxC7m)7!0%LQG)4GZNryparNB36H#5uh0y@hOTVE)CwLH)%|?ATd6 zmzI#@5{~SLaSiLUpS$5`(z7V@ho0{J5TX$2<2D{g5RODn6$+38VN$sqv$NC8=VOHI zG2M}Y<@Mv2b-L{~&4EKWks=ot3=10s8Ne8@d3%%Xp18^~axlj1nMGzjO>W%Sp*}u7 zNEr%;@tjhl8}tTTm7tR#i5kjmlH}PO>6Hwzn2lB&peZpjZ)XTdV|wc?2Aa<`g3-V} z16~R$=y&$0-0I^*BZQ+8dZkHct<6v<%826nnKa4SAWp4H>7z~RyE@*fG>Mroig-?B z2dm$w@l}adM@ z!uWU{$GeOq3|F*(ayccGw?v{4NwW46@#4p@?sq#R9W05N_h=X*j_+iYxahMI~W0Pg4Z)gyKxi1V|e;wyDwFE3?~D@uZ@z8cZ3~Eu@MtDs`IITBx2Z{;-T>g@~UO27W-dqV8|y#Nh^gdZhts&p;`+>1Q*9XLEQ} z9lhCQWJ!44(4S7fHDc5l;7^S)oG>1d=MvF#O}w|qu&W?<4TyV?MTq{G+1_J|PVjob zLL2s|58rgc*90%zaH^J#X4?cFTx6^PcBh6jT0veohcea19y*Yn!LyV>>TP4~jY0G< zwM}r-Yz~el1Ofa=i4Y8Z$U$X4mL6Zh^VS*U#$TfTUX%#Uxp{E$ zAMv3hW0Ji{xg|V5_z=Y-!m3|l8e!zwxA44`hoAnxP=Dsb_kVux{smJIa)iM?Y6rv^ zO$R9yMhb@ZHwMDF6>&{B%r`fBsv0kRs)-ZGp zRTl9y=9<#kpBlGBv)bYGRrXk4NN2 zPm$l#EFIl4+*;1#;Ecx%Zf~)7Ym9A}7()%yQt+fKEZxQ|m)QDQ6DJ(P=P?Blo2*Nt zv|Kv9pl3Lp4(%HTqlh1WE=l6TG+t+yp&}^tUKGCvkD$nlJQxo!5QI{?qFVD#`n$@{C_`&RWl(si;^8+ ze(@=0*?b@_Y+`S&ur0vVJuQ&?XgAwbnOv9=eH zr_bSeOF@pTAp85+*UQ+w>=VVhg$Tl~b~?em-D;6ar%yDT!h3XcoT4P);BSg;V+w=p z^Ak_UF`|BiB(^^oBy`;A96_*Yvc5V-$-Kql*%@{^8#IpbJiDC^hH*0YwyzEuXrq%2 zr)^^mRmP3seTLf^_vux1!nrKzB~ds!Mcl5k{n5R=+rjMc&*e$w9meH8!;%NTh^h)f z>E-}WDoCi9BJGCZ!^qAH?@(#-m)Lu@EdD$x=! zO(Dc!;GHzHzVCT71R3fzz!Sx%c2(W&{&5_f<~HW9{tWHccd-3aC}-!9(WfP}U!>%;31tW0K#4c5FGzTG~>2$g{$@BRB_8;T_(G?W!D*EReIQb9o zF80y??3bABB%ZfY*tfsJ+EZLYkrJ_SDtlOsKJ;#5{OV^I8#eN#5An`;alZK_`d6!1 zjUG;=g54gt1;q?I*y7(k_1J5q+78zQQ}+~KOcd5 zze#g&9C^dW8mp*{5!&d%LUad99n$=Cn`YZf;+<&{{xRLv7OG)kbOwytVqp^RHBsvW zG&@M*@+?!AqsZ+Rt<65&)jEx9b%u6`*h-qPGNN<6LTh`7Db6iK!A0&?81Mdwachim zj9V?d(%aPyUN>~wEmt=2w2jXMPY$se*<4>^I6PTxN+@ns%B3gPdwyMES*CkU%B4MC z2T1R}|KrErXlH$1{)=LczmrZpg|=Z5WZ%N~w=N>pzQL>~@%@9pi_-onp3SWHw>46;O z@o5avkYRCgiA$H?B9TnK;lwkCey_*P8`rsg`_^mWbv{w3wyqm|-XFLk2%?z(`@sRh zz$J?J_y2ReejBIyE!xk&#O~egOZ3`cXj%Na(|cr>lt!cBw)PV2+7~IgCm`C4mG?>~ z8cl)DxW}!^I?LHPW>X@G{c1sk+rHkp@!AKTj@Scp*J3 z4|6!*eDxKBLI08Oy;IwC`&;H?Syw#$Re{KD3d8@`*MIe*hcdwg6TCur;#IkAn*2$l z%`ZB=*S_c4(}2jIZK@jotW>4+2x8D7I_);U`o+&_Hbg%7`73Z3hR#R7{P|p{L9b&luGZuYV!#um|%ia@tw+m*T*XVU8UjD{YA?x&t292 z2@c^_R5%VBV~ziEui}ckKM91my1?K1!#{ExT0g43^JzfjYeeYsmp}U{SFe7H?v@KZ z9?IPse|ha!u0i_Y(z|ZH^F`-qPl9DzbVfb?#b<{tw%z6Is-0v`(DjsN;N-qVeL)@3KKIY5qYy8#qUrjvC z2_~4}`5R96076{H>*2jvgdfJDoC^iW3603-+05=GfT+Gp~MTxe~QM-Lv7@G#Dc{1?e0x>+m%TdlnEx7;KdnE_aKLIeEY)rZ#3;) z7$sPNb9)G{~YLQ5UieGK@>0Ff1eXE#8Yo|nY=pjBe#Z>Ixy|)dGeyh&TZk49) zA(+UrIGZKq&dWj{^(pUcv)QtUFJ0nFL1X>%RrXXHTkrD0c*D#c#E^lL{xS* z8aT-U)A<P!LU_lyRMXU-Nm(_6k z{C?)=7r1!&Ew|@iC>(yeBYVRjNE|`&6AY0`rCqNulg+vvO6s-h6MHYBA7G(Sl1iN)e1Qz=rZ6gO|)VD;8b#^aZ%Ri1?6@e>zJ%Wwi z(Nvn;sD`JkkjSLT(4*2AGPV@rsSJzD3bwJyR$F%aea=j0iKq_aevf*mgNB4R5GIw1 z5z{-A8bd6_ODK|Lekn*$+F)zYr6qarMKdfGgN(}C?DT9H>3HJ_3i&W{%%IsAu+cH` zMdIYr8lAm9QY=9(>0{Jt(;8^5@CX?6RRhNtC6SI3SBBJUJw}p;U^q%)E`U!m(Mt|f zOY0Y$3!*9#h`x(DTPA6p}=mEeOTQ z=fbeJ&StlZZw!IVEK6yJ+E$sCYB3&K1oBDp0g3Xayq~s|yhOxzDB#ejOtNn;t>F}l z!^+unTzTg`a=Dzl2u|>H5sSw;ckTj_aFkC!`31)Wa&v5lvA7SEl(z}xS<>uxkWFG*W7zdyjV@O&c?g25o)eD&o^ zW;`E&2saNkJlQ#xGj+acJnRLU!xlSRHCig97W`bEjgk!eX<9)NQ7_hL#0Vd;SeTf< zL;bKvfNe1BG+1A&p-FyXS%=FPGo+$kzP+(Szu_fR2r*aiGpud1x@QX)9GNH*zrdgxAWU&+f>scmo5k|62HvygIV@9nbIHP9_D z3v>GtZDO-6zUz{rpvV*M&r5GOr)Ot*>+LHP3WZ6H*fWIi>P25p!_*lKM>HDs#}1#r z^X_}D@qAT6<|4$ua^@_mrt*uQ{q(Urvj}CJ%Wq$Kp}k8_g1Gj{RND1~h0zqo^QDCd zq4sNR`({{JF0kF{KBP3{SR%x(p&Gt@$w$e-vSlKP7%{(1x7NV&M~FwG#3SB&hEqr# zS|+-xp?YK@Za1a@~y86p9q80|pP?V#mUA zL*%;K*VmO-bYOq`B+hHO&ywc&2s-;?wrvAdSLyV1rqdZ#&dYQLBL>4E&03GKqwE__ zDa_pE3nVR}+NBUp`tY9A`@pf?=GB^JqBx?Hk@%C&aAbfXkq$*jh75vUn_+jr$m=JT z4Ab-k@!2ExIvUPFP{?s?49#@s6EelQZ7gx!RRaTMUn3c7_O`G_Y%_>S9H zOz?6TPO+;OJN$g1I5C>f0b*Adugp6c0i=iQw1t70?{AtD#&&R?Wl z+T-@kn{LkVG~{x5&Rw|R{{Lk&nuieMN+eU9zi^ReqyCcSJOvyaqsLmQ#muEy7PDjQ z2P~&IF~x<82{hY7G!ew^R;a5ofnpfHJ)+vEF$yb0r^3WzVf?M({s%n);`te_cvD!4 z2Y)b#(`&F*=^unwPlG{wyF~Ef4AaE~JBo6@XXT4Av%E~KXt>96v_9oho! zU5PL+d0awVKIA_9^<) zz9`d6OGFALN+?298PRBVskLRYNt0|SLMpD}Q&hUm4&&rB>12$!<3m!LG>0}kNj60o zQ?c#wt`>1RtPUsl23YTj8o%^h?`p z&R=1EAxqnHe`r#|-tXC}k7(>PXg8a*$Z$3qA{_EjoR!hN5yD{wD;6Q<9qt=Op|dPL zCngNFOuG;vfZVs_z8w1q^9P$FgHzSx5j>KXH0EllTFpa#>ZSJP5h+v`9Y%u z%Q8?~RqDMi^=6Nr79=v%u#ypyNg2Z)Q*IA2gATKa1UcP<(eER;R8O?c)d!Teb}08$ zEIGkSFv!eA>*BfLi7vG$IT1NCk&C(?3c*-{LNP=9Fr6mC4dWrLW|N8tL+}zol2Kv> zF3tw&Zf~$hjX5+pq;?Y@TjfI7M$n-r&}s8%Zs2gf(X7WuT|^t9W<^Wh-|NED`-jUTz? zrp~a}VyE22jgCDg{P8SP*&ueOMXfnt{6sfbLKei7q#wQ6MQpSmgb2F|eN{2fle|t* za#AQxxdfy8j_!|;&SscO`tKGgJGO~78qjRCsP|9zVxJ5Ov22cfOlH_@QthZG-g}Yr z6q_0mu@Q{hmlFq+v-U79wt#b~G3<(hMwP z#K0RN5RDLzwP=eE+B$=Fjn&l-o>U%I@&v*m!rmt1$B4)~jz(j*Of$DgF6zf;9T}9V z(QCJ;w8xmP;WSZo8`))~nvA+lwpPoGqB$0prbq{agabata*D;J48CEV&2pc9AAGv) z5^X$p4{xK7M+`<5!gOjPoP5%=ZjPvzN^DemsMfwGXo+WAlHF1>T^7%YL#xrD)z|Ti z43z0OY1yD#?x8vGM3gqiLLHA8491vB5Y2S3Cx-L6!Skea|Kk>Ak&g&Q63i~ll3_qY z7)p!;9OS0SAq%@M;P7^UxdwjiSVCoMaMHq_coz)W!r(oiWu;pLO^NMjj7w8fEKPOkZS;7YDqgE!XR}fuvl2pf zjtt5hB$dnIiye%~u^BY0wA_JD9lpO0fOR!43rjn^+>jz;uUlgLm-lhXvHKHbh3d(v;?mBJI< zEnzet_BM~eHW+lO+`8Ss2t>%wFL6GXqp-b0ixAmdl0?vhBv^LsCVNd4e{P1ksL4R} z684NJH4Q@XDDkk*t*z1qBIMC$V912yangwhA+LmOsPx)hT73;U94C_u5+B>JQuwfn1?*DnnM}4NoqC za?nRz%A0F!_9T3fBs0qk%;z#>w`vTnD1}^tsQ+MI%?6c@Nzi>3bvi?ZNW_oFQE64{ zG)D%OCrl=jAQ2XS7tc|fdiT(%D+J!kM1z6?QnBErZ3KE z8#H&fxn*?-OG8@Y5mL3p9X*KuzVx<(su`%`E~PD-mbM?&u+0(e@-DYY64G_FL5Gc1 zhjAuK*ry<4(`}CEG@8^kn^1L|>$*YH5aC{NT$6Tbo7?^|U2V*;yvJ%sr#%|u)XJ=l z96HBtnr+lUhuw{JjDSg}*+Vl8q*jI7w>13vfNIYITf*p+xwYz}-@kW-$BkWXIu7-* zeGv9GXqC3Peh-C2fQ^kBqiBYOGgCy=7PXN~G!el+4uZZ-)1PH=AxFqiQ9Tjn^C9f7 z)~FpBwj9Z@w3wzjXi|-Y33(MfULQVRn8Zwh&`?HG%XGszH@xF%Y|(G`7#w;~{s1Ar z7uoXQ^96_olAO7i#nWz3?`iaHn^aL0DC-OjKZ%(nLH#<{yAh^W=7~5}YJ&)opp0yI z35YN9G2Wag>OZZt#2v?}HH=~rFj0p?dZveDeTfGiGQ6NzNB3gd{ZG#v_bNP{ygK1dH>WDFi_<9z9-) z=@y%1gJ2|pUpDdjeMiD#_ah#QyCUT$K^RSu`#o`<*1o6F>r42h0Gil@cqL@7k660M z@_ZC~IEHAE*@VRK%L@MDB5%(d>~6Ktd3bcG&NhW$5)CY;}i}+pC?24`U9fY!9g1_eYyyr_TD3w|BbDBQKk%y*hV#M;PL^h2AN1?Y>hu3@e-b z|JnN!D7muypcDSR*!Mj$a^IBNRi)axy4uyT_fPg7yjx+ZyXTiHBFzs|-fNBf1Xz>x+m7*gh+1K}xpyVFORu=h zmAez-2+sQY3U|(AYi-95D&E|``}{tbgD&N@E;}Jd4sy4~;(HpTX!cZe%R@3h!g$7yQrqI% z^<`G;I>Bt7LN-c3vYjwx*1ptxy-fF}cpV2+q*^Y~5O8`+(F&zf&g9 z^C|B|34b_Feq!f5XGST6#csbrOZ5;8hw$4vgKi($4w4zmk@gO)4tRaotu1cc+@PWd z$Yv7+f=R|E@}zw|ww9Nm3jA)Zvx zrHHdgg{2^VpBLL7CK?dFM6XyI59DqXr-;&1s8yQu@;PTbq=Hz3ij(to*9<4@t-JYS zB6@K6f@Ns*+AZp`PCOALD3X+gX5!4lFwNwiS-cYrG&J4rhsa5D7WV@X(S_pr941h_ z-Vmumj-UvwH@d7ZZgab$V-<$NzT2qL>}bSBgZL$#ZmaLq&6T?fnjIz-^5WmMP>PB# zfdB!&2d@z%5>(N6kr$x5M?eY^jRujr+gx3*(ze5l2YvXwHvUK$znChokAS!+($2kDlTii|J=JowUdb0C z9P(nxeY*01Mz=$=Dk0f^3OS(!$c`DhS_gklqY(1!t1S=94L-UD+{MM^1rVHyBBQFR zlQOU`rtt3+`Q%oWfk=23iO0G`AR0u~3{11h^7SR^-WZuE^xFo(vE2k|aR3jt)}^v- z(DsU2k|WGaOyW~j>X?{PfKV_%IAjnE`tjNZvTh8c>BM5}eiBF2iiO>|4mP@`V-O)64HD=W_(P(er-&A`Fz?8C3&S!oG=)KBiyNzLj6jee z7M^gLxCxO!kVrU$Cln_elNfY*&NULVRO$mJGNbs77VXY}{(XU-rU*Z`B$A1QlkB|roJ9Vbp=xM$hAP)AV=JdreGxeone2j#w8m}aYaXxX-Yzwcb5g9WG1h;@{1kM^OVj5hsx zjY?;V%vgb$pg}Mj!tS@Ib`*sBcz4YGPMc;wPCh-toF@sv0G^&Ga6ODNO(wI<&j-*V zX+{DamT&Z^YZ`_WAv=~MrB!Jt5B{Pn52?@FYPX!6)`JA6_h*UnhlQh2%Mwe=}%g9*5NeM~^l4PSgrR6Q;#|SJI8_9b8 z9`Do>#VIXzjcqE5O}N{nR59q8VyAD=Z8T{{bL2(}_(ZMA>NacTF7-hV#k80l z%a9Z%Q$+-tlquE+_%b42)QjEMuxt}m?oz9Y2;V;C<`zjQO*j>%Sy|(TQD8irBwp!I zD%rGDVJz-asYrB1>n7oqEWu~B**%H<}3w2x?9 zM5gwr)kOO&16w!fmbX}mjggMVi8RVwUox1>N6Cgd)Js(cT@Bk*DQ}iY7NVr$VFKRX zFmG(nH&sd{M-w}UPNz++T47>x@`2Yx$+JPLLCNSd*e7>VR9q=nB-)}Agbk*M@LTjS zHO9wG!*KElGn?EFw%H?Gc znx*X`TbmotdMGap((7-&`^XBs2*~*S7vANKx88ChIA3@~4aj`fG4)MFRkm)gu(aJl zevD!PM}^QPf9c=7si>3f~x?$3iz5CsF47H{(l|L$iWT1xP!5ch+~{T26w zNM&;SSH4X$>j570y@== zEjAjxXCgGkyx+WjjY_$6pwQe6-V$|Q7jNBk%DV~Sa@6>uagsq$>UApZ0sB~4KNI4I z{n2+npxf;{G@pG-V z!R6Y<6Fb-S)fGOze91A7Ka9B`u5+mX6>21XRSRy4!)bQlXECxW2YbG zE4NnFF)-hak7*MG9hu@KOjjjeLHY`sb8Lf*+@Jxu?{ZyfUfK0kZ^xL1G_a{#c-jOjK5s(@-ikFOQW5qWD2-9-1;}uE_~-QMopFD=i*!bdu5>qJ2z`+w`cePu;yly9pCpR zG$}8y{N8P7V35Z?K#Pi$0#P;R>o{Z8yYubs$8|Q{fw4D5gZ^ZgOOixfM|gB^j?MRc z6Ng6u|9KrAl%=9BCqN3W;D2ANkC$;nJDkk>6~%EU%fq$P zLhLvHRMeqB<{{O=Bvgg;t6zI4!CtChdLJOdq*PFT{D1zYy|UA zU>0MTm8ts_W)@Ri_u=p5tv|aX%Xtqfd42{1C%d;$%qcI4gUv)gCRxQ68;Ni+b2$x! zkm~-pyZDGgvS3uPe>(g0xm4d_|> zsL6N0)Ox@-QoT-NXt@IYR^iG6KqzlrTv_QzUdBO;$e(ZZ;c0W=MefRug&o_W@h6P z;+_*4SUqBmnkQa;Gv)L}+bN+MIrfsx6%O_!-c9HPtJW!(q8z4l@&J%!eLiLumDi7Dh})A>Y6WCt!w!G9dt)cv$0*O+VW++&LlPtHOQnE zT)ELTb5SN?>mE~?h|ySpEssA(gRRTR1$>ljH%K?9=8@z~15jgiKo~*9aIp27r4dh0 zxCm;zGmiqqqZ%e<>VB`jjDSo%l=D81P-c`*p&GgOAl%ueDTW#yA-qqWga}Xy`=wCY z`B$FXriPpKVN71<5e`a0QPJh*fg6`N-?<8!&{{&ip}-qDba>B&EYUPz6J_h)x8HIj ziYr2{ki)ew*gGeM`R5m}Hs+BN?O9hg%Y`~Fno9H?`?Smj)xkV`gY{FBvT`0b+mIgR z!c|+ghR_nV;vBu}9n0Kls%UvPgs42F+&pGFOEhKKTu= z+$XFz3kV*K^Dsx3N?S>!77hh)QwKJQ3gVFE!IM4Ur`Yx8#zw|2IW45`LbjPMO&HFi z90N+vOi#?L(x1kq6(%gz&_J_r*+VtH>~`)-J1*Pu=vw?R3gXpOAF6kUrR7t1iPS35 zghl}S)S-CBCf7q%Fn6Ar#UnKMdpbV7W!0NUjh7GPTZA8nG;+8>R^XQfd)yD798@Tc zlusCXT08_h>)Wq~<_OB99L6umN16T}8!vA*+J*>}Vll=zZh!p_tc44^H2f@fXj|kG z@Bc2XUnLNa6Gw*}#mjSGxwY&AIS$?B(GJcGc3$q`G0HNC5yj(~qgjuOa6Y3~QY6NbO}i#K zvMWr)v8N_OGNN>7^<;>cGjni)<;jpZ_A7jb)}u%^C^ zv0TsaO%mgZ0n;>fv?yxAIB|$F5mFWq6b1YAJnxZDDGwI}X2;iQAD?k;i2(L$qjNHF z%NsgHDbPsIFB*;Nn^sk5m$HZ7sY2UgtThOJ6>Qr#v>Fv!Ze1jpOR`xMnGPn&bsCx0 znxR%Kt|ErcU(Ru^b9^yH1Vc5uq#iC&(TAEUT4xcmCbO^&=}46Iv?_Min_64(CPtIC zF6kOns$68t6n;f2x6U9KPqcHl`R0qGd=TgJ@~nZboMFk_^GdgBaJiEC;fc0~&MQx? zoGXd@B0X+ROpVOH}Xgxpairv6IZ9fi1Tne zir9IA!^zKa@9KV^&<+A=Rln3k+$a4ZO;bXD__jjFW%I=0Uf5A#S(Pg*#pYsWnhO+& zEcp#=fnXL<#kjUzO6y2zrY1fiaR=0BEIzzH?X>YF>KG-(;M7&xRPR9i$ldE{B9vxYGB8%nL&acokS@%Y(8h>RpDhp5H9~) zrHe7lg*zvX(0RhhAA}*>FWanE1YY>Dr-E<4WQldSYf;2^V1>eqYkfFnqn1mwX%w$l z`lBX0%!@-|k}dZT#w`ErtNwdF8T;`gPRxFWfKS%3OukaNcrUnw9zV_*Q04>)NWvRmi}Chj^HG!?Z@CHH51R#VfX446iiVR^p``NFD&^=2EXWAS(?Jbu7sQuA$-6n; zXPi>u*DihCL#JcaDNjDtraBpEzZCCxk_EiO{;)Dm@$YegH35Xg1EKw><7XZUOI>Z+ z?3}8c0DNJgdQnI-Z2G=H@hZ=aOw^5gTBCnXsy=>8ZYhgIpl_avCzK+=uolohU1uAp zx~+Ev2>9dAg(lCMH_pbDWMysxIy)F+45Hq_yd;!$S3@WC@yu&O{#v+0b_$5@bmqkh zQD?9i{CeEta7)O1cP<)*?JG3p!3$84K9Iet}6w1(gshZx1Jm_0cpY zV8<7dogorUTTtMU?LX~^OG=aBC@04Gvib@x%7kgKDG3l+`3n8Yc=pGsu}?ad$`>c3 zZW}LHFD<=-SMvLA2ETb9NC8RaCGEesH^0yoHLHXlD9A6swt%?K;m0jv;Q0H&UPo#mCOqG#S+YL6(xSl+MT=XHl(a(7?L;@LrbD3Zo>Eq!WmHtj09b%w^LnLR*Xfe$R<*Y47QF)D zty8`ivVa?i?dHndj9JQ1Z(sZez{6qJ0`R7Iii%~ADA0KBl}5~J29992cLX#w>d{P| zTuNNlV{Q!&dJ$I+_diOrSX5l?(g7meFgxfaDH(oSj=(qtxp>IcjO)5uo3S1 z8J?O=A-hMMQANBb5xTM^ozQgLErxecK-8KfcFfJoUPi1T0Wrlmz(@3?wV)LC?ET zQLztS5S?8xtw%*T^Nj!tf5zAXPFJCayExE;t-=|1E>Oi7P+ezM!6FW(SW7DWoNe7O zhg3(r3+pBG?eG**I=^64&dxMiSc<93f5{O>jqoYzjyV%F>@N3pk8`QQ3F)g6dIM8|EF6>dJ;E+-et}156N8ipcT_TXYfJ&t^ zCf-gUML&_7%R-4|5KDRl;tZG_=6&F!Y`7r6Av1fsswm8yVm`3t0g?;=X3~{9r*L zyhciW58Kl%vsODkbHM5@OExPy9yPygkW4<6#d6yAggH_r3o%3YnK6h&u8#on|K8l~ zt+sUBh;p`~8<`RdkzMfIfR*a~bt)AaS7d_8t@}-hEq9ugc-CZfkfUOu+Upo6&)=dw^N6D(Om3pg=C8BSTv5bZC3MI?g1!7u$3SZAiqs&IR3itWYRWs)lX2nS3fN z*(<~~#whf{7F(C|`k-klSBZ`3aA9x6c6nvvlIJSGpt*{(qPdA+lslJFm{VR!rzk95 z$EKlAwQzp(X5oJ}gF;!3%-EMkj@M}jA*`t)Ad23JFq1#cnilO=TLPHD$iM>uZr3v8 zB5EHTvZ~^BOj8gNw<%nU7ll$U*jn>o6EVX5v)nl%XCZ=vVZ{|uq%xf85%_50aJMgT z@YYf|%D%_4h*i24)oxew=T9#k{@5)^0?;%xfM>M58XsOLFP2 z<;qO-LZTeR20~}I4_q4NQoo&XJI!~Rlj51tvz5`R>l+{F3Cpsf4<9uWoT;{N7J@Yi zjHy4U^s8Y*tzv*OB?US-6W_I}<(Kb^eMRUeInKUVG$v{)R*iVn(UI2Fo#+_DwkisB zo?6eXAs{p<@MTB)uLL;j&Ue$T6%5y&5e^2DibPy#9}rDjrRSNMtis05WBu5m#6=>t zO^I|tYIaiZ;Dy4X=XO$Ew>xiCZ0QRzwQXrz?yU2a84H=Q4xeq?c2KvQI8IZv48W|$ zr^dRydiLgo-Td~@7E_v{+X6cb_4LWzckh{j_s|Bs;LMXG!7CHS5wXPB~(hwnpb<{n~BR-KO!$u!_=yDct z)X1&KxvARiT#7Y-Bh1|JSkEkRiZ#eKD`eBGn=&yoi`)jq+ll?>`?xNmRjBPORn`n! z)#EXaDcb@&gGE5a;1Rk^!t^M-&l1f#?P%HPxDV{&86#g8jm)1B`pk^7;Lh0z`VdPA znB1XAD>5aE?Z5>LtnG_xwSV5JlDy({*yN2WBt-L-DNC%JUz8`}XRV7;=#+ON5IwTvljn7veP$zc^G0@kW?J$^?w1e9| zr~@Xy#!WYmicE0uHv8gI6j*urMO*4gCK=oC7`xP9Cy&OMK_lRw*Alb}alBTgap(ms zsT5XrH4{QTeWoHIrdc|F;WPd7VyeKGkV17AD>b4q6g!FJ{qXpXLS%9*N__PVq%G7{ zuqxG?A=a{o+MQbtVIolD)my5J2LShS%jc2!!}(t;Xym$Aq;K6iI<^p*rnXj%@0juR zyPl26#ZPmcie9eLtw8V=-ou5^gJ0jg$O+fV@m7GGji!$6g-^7@e7(JEvFn`Iqs|q9 zr;&**+jN!p`CSp%)b1hS3r-Y3b6w!in_{QDuE3+8s#C+N4FMZlYShL-fjR&mWMmnw z|JFB9plML<@z45exR#>8w->$iJv0IeBDj815eEK=%x2ZE`T5Qa!R^Zy#Z-Ip(=7bx z;#KW8z5>r7F0KIGBFkI}0f`2rE;3I~zA9UjaJLw2HRxBn4I|nG1V!had!85jkU(Wu zd;He|MH{#1B0SSY0QJ#Ah4w^>-_l=6bfTtf-;cg8WHuiqGt(}556!KMWiIBqRR^RA zlk5+VUn?8GX8IFfNCa29A;hdJy03=N$fQX*b<4L}H9LEToCmFp=H>5Ab$+T2@&a9` zg&gxHe=nQsT(xk!!w6USv>lN3UHiNV1wjWL2IH}xYcPMcw4+PPnM|B7)trr-ch6S4 zy`xpfytm5L1)8opTO$Qpwttz`1=JK&lqJVSXjwU5_FMZG9%Ix26(jrD;^oHcyON{R za5?)NhHumgD$4Oa=Av(WW!U!kCjGbhugHr;J%tqN$+S?@_!}L%p&Q?CDty0ZdLNeu zE~(D^htS0{@<^h0c@r=QNW#Q@N|bFvlj{plal_1dL0h`7VdmbK8YwO?m2}5`i|1iV!6gA7bH?nS^ONLB$Tlt z8{Jd+v1D}9bCdAeTIR@e08-{0I17OQmYuQ2(&s+-WcUY4CCqn6D--wLvmXO`F4;63($PwHiXKAHO4v|ueL@%#g^9}*Z}fB$5mq|ndc zQ@q#8ztoHUfkpQ35TWd-IIePj%gq2%%d8tnCMyhWrVzLd!_>ns8dxV%_s6_H0AvoO ziSkWROVc!PliFG47Cpu)BQM*E4ZETI@c|8;6>eG{)Y;)a{kMvXMb1 zBQr=00w6;}B)L2RW-0C_|K8bEUrtQ%iPQbif^|ZJv)@i#vC-z1z3vM0>qa58?eUYJ z#J8$|uD!i;ueD>mnh}5jPVOIx;;{#TqGuPwN&qFzI9;(AWWB(!%4V+O_@8Hc%fP0d4>FK9ywIb z$M|ZPP{L3r@sZTu=ZOURpNYtaUgD`#toK^{@00l_%JJEfUlwooU$7n?5ZCv3-$AIN zz0wbIXhSSF)S_E8YQmWmIrjy1PEG!A7<*1LEVs=NkoW->xmVI~+|`p#Uf{K0|2&0X z2|G3P7_ynx7^xW#0x8DDNzyC?uqm_7i+9MAzB{&_X0%Qx#MoQ?Qo;hdb4WL14``{I zG8aKdVaO$bzOf(^@}rg~D1&W5dJOzyC}FZ?O)(M-u!4k>b2z`~zDSP21CP~0Ec$-J zcZbXlYpmO2c9%34=NQ40T1t(tQsSMxWt*Qp;6>@*e>7J7u435in;sljAL}z}oLoT5 z8mU#((oV~NP%&Z}pk4E9)&FmjMhuIh>1vHJ?fgF*B>$?#-@d}4%|A;Xd(=58Jl30e3n#o?*=($xw$?Mj zl2F;eogLSFS0OG8W7yvu(R_N8LgX=(7pui#EltwIDh_Fnm1~kJih5-KDM!QzeByty)H!zVGe_M2c(P9rzfIAs7?)w_{>MLk!-I-E9+O?#G-b_Qs?@=eH&#H*TN6RI_V zf(QdsO9A#bBbP*@EpCkzNWYp&))=+2cX~HUl<$0qoLfg<^`tb6)}Yjow$X|Lq(|gm zrckUV3Vw5!pv38xT*;@vLNc`@q;7B4IWzrHUE?SwcZ=5Gx7gmE`^!f2s~gIYGeT}^GR;2Bup zNv6L4<&qq~C*0}IEk7uNd)xP|b8P_e-^%M6;=jl8ztiIMZ~-s<-syuUiPUSz2QDYS z-+G>ug$vw!{ecGs%||nLBUc}NAJHTNW0BKqv;Q{wJ;KWMd4EAvESgw3^2c;)Q&HZgxB3JrAvtzO7q{oJoIcB3Wzwty7n@-b4yJ{T#wfbbCC` zWU{@9;qKOsPbh2^d@c3X2Me6qWviJboVdWyJQZ|H&4)7{ZQ zfG?z3`qUVFmP ze5pm;n+_~B*qx8q_CV~7{>C*c&-(Wb>=8Tv$aU5KL^vjWw7a|OYVfR4T~$RBhea~D z$=u_cC}z4S`(2m`p53)s_2{uSTZzAF%*Kon^}$5=Z)bJf67Rz+1xW0@@>O8uNy|~2 zu#lE40K!{7)Y-WC_>7|oU>gS|-`s$XCWskPm+j00V*g)q!NKfeclY)k7Vbhiu;gcT zeeWSh`?nv1&`^QWUjnjv`NCy28S0dhwKZLe6s zHGSjMkUXNWBMDSSL@p|80vcv6>X~_ig0PatDeC(kVX2k!DE1AqzZVA+wF^~|jcJu2 zArvy}MHu$KvZgZy?AuQnK!y>|Kqo$!Rxb`zHWUtKRU5|$R#9n*I2boCK7;M8lR2;F z3BYfU)|bX3ArC7B@@oD6^c;1S2(c&v4_X+-Ej$1JVdoBhg(Qb1U~u|cA0FmnNfdG0 zKx~q7%ZEEFZ3pfGHe7fZ(b+W&jJ&3Ivupk5ke7Zd0aG3wJ$W-!IeUJ`>zE>Lr_jyg z6F1m<)1a80v7kb;-$LtdM@`He_FJ_BEnmuK=7`;O7_z+zp`k>_6#jL#3tvG;bs~KX zz$5*hm?txSOEvbKU;ajxCv!amkr^zWu*V&Y9(a>LTehkleq8xyAC!&^$qx~I9-CY} zfGoO&f`ZcR7qdj5_uDm5lsrUo4{FzbIYVh}xgQq<8+W7O~dhE=O|7G5#%c7B5z zb;R>DiYs-X+4uODulKF!sTWL8K0C#htBiUR%+yX>SL7vpKllxjsJ-{5a5^K8VeHJ0>2mcl4-OdHvJrzDeP);~ZnU^`oZiOsGt4K}Ei7F? z)%stcDh2MSt!aV!JwcXd!ES#Qp4oEzE%P#E(hv0QYBVr!?z%(wQ4)!8_x9g;!X@DA zOTi9WI)=K|oebu(ME;2!)U!DzT-cPmaEe&9xalw6mBD7KGdBX6ynWZN7~}(=qqlnp z%nZ%m-))qXC?GYh^=mXu;Q5;p>I~)W?nU}syzDdld$*%b9z2|xCQ3b2uG}+!hu#R> z{G+#ifiLabdv?)+_rEx<`q<^Ss&2u4^7an`G5xN=&A8!m%rbnW;LS_Yk-Zp<-HkH@ zt`n^ZjV#2SMyS3uI${HQQUFC_?tUvblFV8AiwXaXK13eg{fMxw6MHkGt(3%lX7DnK znU=dX0O+~96zFS>?`T;nF2C_dRB8nF-7FntWafI2Eew+}CtVtAY|HTwc#6$SCj1;( zHnO&JOGXj)-lj!+()Ib6Zuh>3eGm zJz4a9#oqD{56_UZw9DnxCDX&PyuH^QoY$kz?8qYNQ+{m z)uD-J58MqbaFmbX;aa43WTjW-8 z5Rt%FUUMqoU8DEU#I7F64_z_16D+)3<0FwM{~nO>h;F*JZ6vN9d~+UXvgFiprqwEu zk7dw}@=^K^e4vb2;_vVw1+U&${r?0>*}`pR@(HO;TWIU-$^D8gq{n!?ge2y=Mr(~y z0QGrC2BT$ttuwC1WNE~fkLNJ&qh3Bvz44B6CAYfsJ1jdU-^G}Qt-8f6-7s6xDAEWm zJsEy%RyAqbF5upS#cinWAT;U3sBdmu^HmEgC(KBKOuX;U<0j8$nMvwVjtLNw?CzGl zzgzRr&u=Uc?{vazf*PrX7h-kJ1S5c;zpyo*%m&6wH53zLUTx&6KWoto_8811=D4vje-WdB|4d3$6t=nXj$rN5|2RHo@bMg_4s+y!mj7=z zy+8frM7O-|T-Av$j0J$wr~(^G+IM}KPB8Fqx;|+7#N(wS66#-lk82`CM!{nqq!zw^ zm3d~8;D&8PD$KSEKl}T@vRop65)2^7x8m9>^|<3p*Y^7b>)i$?6Ut+hL6d-{`+et%U26k{gu59>XQz*(q%ENk70FMv+C>?J51kP78~OqfMOxo zX*PU)tfXb>K!q5QVoj#T%9V4hxh6(H(JnJmt#-MFJs3>S@q3|%E!&i1VL#Z+wChKi z4?KmdLJY^Tu+jJ_`4E0=GLwaD2IG>`=B}0G&~2DZE3#2H%i!=mPH8Q?Ip|YYv=p4&%n1Pc=s_Hkdhn_NBIbVC9z)WV^P#i3*0yCLo&m{nlV*H*6g#yhrMu6t zf_yhDiD4-9Xq0&O1zfK*RyqV|3aLus@W-FBgk^V&~<8dSKy<16{?-SkthhOQkqY z$F%g_UjtyXg2P!cB8d>zIT{5_$EFjm?G`5$PxBb4cV(My6tf%v>kTY~cf}X*l0z-1 zU8k43Ho9WKZ!qPS`ZHC0JqyEcwWbcX(*;}S^Z7F9(XjB}F1MYlTKM?_hLo+`!`_#g zfr`{<@UW3mJrL`ml%bRdmAgp)LP=!|d!9nVIW$NPFI6wLuZ?^&=9^vg7Zwj|A%RSS z&JGkGyJ(O8^yE&APMJ(AZOL;@g-N`b?V0zCvi%MLXtO-8BlUOr_vP**&YM8-_5?V_ z35VEKFb^bssdY8fKg69TCiQE9M;p+GDsqG@td<9II;k%%c=a-%+2!}_Gmi0j+WvtP ze}Nk}i%rV!lf-;*)R1`X9RSU`;)U5nxxb5-yQ-d(G27I-?-K}fwDI0U&J!+tCdoN2 z^i9k=GN+T>dX_hUT=@MGF8;lfIcWQdpHLwT;pBvrR}5%omc$%z^>ouL{GlHIKJIoj z!%t=0NFx+&*RPNL(z?7|w0zds)^xi#c3rfGdFV-scm+Y|g=Exg2IuE|Nv9IUzJo?? z;u-+a2TJ7l$_#P>xFhvXD-4=INwMS33iCQc$ER;|Or8lzIRQ_EhhEs8&C?f8PK}+j z`VmlC8F?dnf3+Q2JhNX(B!Fy_5(AU$Xt_yY#|WgS%GrmPnd>VvIfxgNq0;DXLKtjb zjdNEzniOp0y69V<^;?N7^@|kL z9&2C;`?-#*+`d#4U#S7hS7nauEulc@qhjvR9nJIt zFR7-WNVG99u2#KafPaLgyvx|+&#D`D5w240FzNs?vm?w_zP zo_Q>3X%o?XlF-iV>;x$50=FbH9K$PLcF&x6HZ6#-yxIAMuX2nbjhki5MhqL|;b=3t z-G5q00GrMRafsQD%A*uwbc8<_u&ZK_`=CLQ*zrsY%diDmG4RQ`*V2VWq^ zxmm1Pv;f zU#7wPmm_SJc+;Qz6mlSOGzly!0-8wuv1KQ}s$zvP$grM7hfu*{5cG3b6sdQ!e1RKW zg3~DRbymyTyG||R24D`&Z@GjYi1*K$mSvkw=lgQW8*c zYF+eb`8rx>10Dw4U$)%d{XrU&DW@d+OOedZi*A)(s+FJjWW?IwCRMTdtyM1q{7%vN zUF;0ul}`{t#ao2*VB%#-BO~jk+i-VPP&ZBGWsD$tsr0Je0*Xs;R5lnEY@}B%F*5QE z{$N^0-~J>^$^A2>kTU>b?6l%kcbKuzhCE6IYl>F~Y zdlh%nsvvou&1Xhr_j!e0*dd~CkJfm_v!WRre5bK#o;kHj)tlu}Qx9k9jD}y$=5{o> zSX;XkUksi)xO@J1LhyBp0avnGQ6+8kzCz-{2bR|8&Mv6EdWUu*)ggJY4%4#wEYTVoR!K|Jd!!00xQR)Wq(YCGB+Np^+&NVT~L_A0OH znp#LxLhpFdwv}hg&l7f-^4vW5iB&y@CLN-JOg#DJ^c$uaR;Kw^0(GY2R>rgmy2fz^ zm-wkiy~Nh6^OCpcH_@b{TMIQbve>PGsFr>5tQl5fIg@jR%F25nSJwSCD!g?@5am>f z_dwHe9iy9hXZT@{cG-LiZ$8MByQ{?mN$~>AE?^-z*v~7nFhy-#J;nuuJgH!!h0%Ve z%xvNx3?xYK@6}kFdx~hj)jAb{vg)sh20cx#(=Qt0V{!X5G0>_@!>dB&Aq&K$sfvIH zNM>|yN9Y$cQFb!LBbEW$SM$s0+68riVe8S%i?)-x^=E16OrqFAdkq4(zsVV*i4i_; zkF{T5j#i#K066!5ycHpWl=Yhe5V0wPC>Ma-%!`&tRT(^linclKK7pANA0EyHba}g_ zY`fC^EK%f&@>>lzg{y-Lh>GxfBP%A37Fa2i8yrV!5i(!e(kE9>L`87DJ21GY0cllf zIuK{oSWA*?Coe{L5V=xa*V|F!{?4hA`>DvtCiCe{C?$8g#S%gBh|ZW<7&y%aCupI0 zFd>Z@vX#q1n)p^p=RV?9MV059c&2?SGx0r`37oj@?SU%^U+Eb7fUkYxD1+ll{8Hhh z*gSN&%eXf3$xqtpgsr#kbYID-7ShORDi(;6g!4Az|G;^Zy>y}xZJ^CREFLHU@w>Y< z*0uTaLF}!>EeyU7LcN5|tw!sAlIcBq^y2dz&6lDLy4B!Hm6u;|*DEd%qw~Mgz+ASX zua;f5{86LJpEKSjY-}yge6&IFT>c!rG{G6zdI;AlFU{F_4%;sDH>~!1?EEQsnXv@o z@_hQp_#paXJ!>-0g1#g;cR6N{D??BNyrt&n0+Y)W?Qt`4UUjO4`{*muvV%0bDPAF@fRhdopIuxWznZxQAFj*+w(!D;^qKu~Cu@ zieB&VMd`OPW)XJ|h;0l_N%{6vA}X>(Wn0I(v5E(@T#Y%ER!cHZEyv$9tkE61-`SVD${y>?-P6No$3N~smnU^( z`@$@2Pa*&-bd73xneVs|Kn4tj4Kq>%WPlXvTjX!xxW}7|9pvRySzki3rS|E1)~|$KzhJuNav55Z4+@ zJotXQ(YIpLEl1h;qC=PK3)6WqKrG891R!T@uW-<=_)6hlh|}4qO2uXhm2^@Yr2D6S>w5?n36`vgNQ0sIWXIO+-aYeak#H z_%=Gqfsu894#zcz9#UUOv>V+5J`hs8@xC5%$3x8Z+j1-#H>A7WEN?N2-Zg5jbSR8O zehL=dVoMzml`blcw zk^h`#Zcb?y- zMxqU}a8=rM>|GQA46>$^tU9VJze}*&6cObHLs|Letlq$Twu{HJ;Gz}U(m?dr>>KPp z*DztcE-ApxKZjN*mS#V~lLNaRlq)PpGw~1>m^m9<&8KG9@7K?0ZocjTRHq!HeS4!D z0jG>UI70Gu^~>Euz+5?T#8JpNM>=qCwRrIwLLs%|r7=Qj#l-62>!wSAkBbQtQ@yY9m{x5VUc6oan;h7O4Z;u1GxWqT;-&( zsN0p=uXi@6GbXKuW*(NIX0zf9$rMBiY^-@?M6pQqB1jXz5w z?xtl-b{I35Y9}&s1_^z-M24@78h_oKbeX=!X$gqzE>WgSAvn0`jo3eL=GQH%&q~aa z%eV6y0j&%wBsAjqS!7Jxv=stm3tO#gG`u2x1MIWQx`JrNy;Hmy#Q1VaQX^3@womT( z^-L)UTw5Aa=87B=pR5Y*@oVaw)K9LQit*y4U)`6DZqX+9Gx3zsRq$#ME>s$?VTMZX zXwmb8MoKxcmfL8@1DnDHI_GA17{b?zD@aczm^o?gE1-g(^({WJnJKtF4e?~ zSC?fXJv6m(Xy^pjMYxewIQIKMRoOa4YhmhL<49d{{R?GG?Um{7`$n_l+FjPrY2jrR zG-V)TFzYos;*aq%v$zxQ;^l~h;9Lw|Td^>nF9qAUbHqTL&xz|4J5O&76!`hcey#mu zTKmnoa1x8(tiP0>P8SAz+%x@7n;J(W{;-PZt1%x5c=m_z$yXk0?k!xH@`csDkyb@v zf>a-l#N-4NXo(4)&`~(?OK0 zB3LsTEOK1LBn7GKVp609YbM#1({8h4gKGI%=K zsec7&WhY(9IYECkbe709&d?B!M_FXoP!FB(^%qo-T>=A6f8!lketv zUF*MuBCg>CvJhC##ODi;e?+`uum7=?V2qIK_@&zL^M+8s2ugi5U42^5DIL`;p~ z1cX*N1*-X}X&=_w&rPHuE^6-frggo7h+=faUGr#t8WGI>KIVEeF?%) zKdrCpE7{KOnM^uV{pP9^%c^{VCpWue0XArAC&JNbam^fOC~lkc|2+iKiO&SKbX;8Q zE)~L{o<3wXqejE!3sS-EkTGA!B53VtG%D1i+=vJymTjJ{Th-$=)3!C^A zizy!T?Vs^mj~A#FWn@$FvrcEGNU&I_>7UK59BHgwq|p<6E6}QRJ{$E=%H@@3zzSL# z;$4EDlE^>P=O)7@*O-O%ACnKIwgx7Z?6@2@gBG_I%t z$N7FNnYbwiKYo&Ihj?}d>gUcMY}(s(TR3h(Bt~efOO9$6Kop?%u3xHAdL7mtVIyV2(THnw{Va|cVoZi&a;$88F!O;PH_CzEj-GrRjtu1l7=|`_y^`q*S z`>UkmDjqqAB+y2re67&HagH5IV@a!F`rFL!`SqGjBhji#;Du0hyM5Q-`+4gz$65*= z+o>b^8j-~B0;`3Kv?gLRqdJ4GeI0-VXxKXM{gD8ErnGcKe7n7=C&p552Jcx!sdH!z>3{vcu%vVP?;A&;k-TJ#PqZQo?9=Pp>16~Z+rj2^KoA39ERjc|6Q$dK!veL&TQuWk*a?ps&!O;-fb75b-^1YEri(z*`KB0- zn0j{aJp`I$){nlLx-vRo6AG{2?p`RT;*p|%K=z=b5$jVp0*A4%G#V^>Qj+i>6%1GG!x?GTS)s3BczyU{4Y~thzL^_Yh^tUE z7F~;cAsR$dTd_$?#^7Yoefn%FOkZ^Uw(5qBlbu0=2jW{c3Ogp&q$DQY5C1_+-?ZSR z{=8go{1K*f#G_ID--7ABOog~{uW6OgDnL{vjIFyM=wK1&{J8U3;Xz{B!8}M6_{g*( zb^i^GpJ-H@1t3{nDNlzgnUnzJU$#|lW-s=WI}4dwQVRaH_`VWxfN5=7Q9&tb@*uYb z&gEM^=8mhTX1G$fVyT*$dB7%^XH%p=TH3xNjFTjh;4hJ3+&34ewsi+-T&?OjUQNGeEUyGA&@{py}iWh3d*bJ*M)TYbxJ2CG_XvYqG-$B@(9|FG=FP5 z*0J{*W7 z__!x4JE2~5KINA#RAYCxYM7$ZIX@15eR(tE{;DZ{d7oHhB&XdsEBm11$lwlUe;p#(`Sr}fzi7YWa-%1G$=Mu|0)yw z!vMTWIhodh6iSQMgMvQTj9BT>_Dje~ z$;}4dmcgK3GuDg%kGZmzzR};Q-~LwK_4x6L9NfP7+Zm4SA+z5-^7kZPTn_}jCmi&J z`zVx@|BnLWFg;rDTYKdch{JZ@}Y?fM%yY#sJ8Xv zJH?3s>_01*p*>R8BuXogsS&Te`OvrCSnahZJ{r zcZZ@aPH>kZ#ic;e7I*hjio3gOf(HoX%lrFg?%aFN-(lv=KJ2~Mde$TSnKd5OWdx*! z2j@ea$|x(gXlD~ zEMCVshPpE!OPxg*>dX{xnm`U|u7o0f;hzd(NQ5oT5=%IYaob*v`6mSG)38uI?G z-8vU>iz}arneN2g z3jc8z{IXaM4m3lP&Ttf@m}i#?2h$pgsri$8V9Z~~+jIp(VLR`eJVH4_!=!x~Tc z4c)%yu#7u=NZ2s5YOjMAl|)kZR0 zI(XE3+B1KZ?!T(!CcsJ7&jra$&&q!mQ}pLpa=3~N8Ktu|ddstnE%EOm*K2tNuN*ZV*zVRoaKV zBHYAnPym%z2akj1uf@tSA9V#!EejXSQhDvb7VA9_g)f7qT{ztU9hx^ykw&T%=F=Ve zg+=PP0y#)8(n;~pUVN$$ol{qy*;Hto%-2S~^duEtyl?U;mp4Rjm;j z4I_&`zCAij-EUNEdYyj%V>IZrnb~NFIg4sIfz+WRw5-X{tcLgX^sW8TYWhvd5Q=f2 zYh|L}NC8mH9nR_+8;i5GViOmsCoEy0YboVqs~#;AQ<75nQ12@zUU5h4sw&?a6OXbEul~c~d(!%h%I| z0R&7`;j@#EI6#=cuS&u9xSm1fE;{id3#YMU*Z%aCcb_ow<}T=z?+m@&VS1HYpY-#!N0 zA~M;mcbn^oZE8_6|si9AO-ukYqH=BRl_Cm}GB+s^i3RqC%{MLxUonQc{$3@tTdZsM-)8DZlI+UaU*FriXXJeJypUX{CD*t(rYPt#(dgJz{hu`A#o1lvKGFPj=n<;7 z!BlVOOQ64x`1^BU**|~sGOCZd?u+yHxT=z0>>HOM1-~tY+1piXwQS(-a3JsHMvV^F zj!nvvW!7quwKZMjB1(ctq1ym{3M6kR;~<)6HtNi$Z%e&GVFwtv_vHH+WYFQ$9XrR; z(SJ^ni+!Z%(%tgiwL5F|Ia`wGxUmtj5LbR(`TDS=@6snY69>G(9dR=3qS7L{j7_Vy z7P+Jw5)eP5=Q=zjlO zt!>$ITbY|DpT(}Z-Bcf3#$uQiWBGB+B}23#6!of(W|Ws^_M-xXRrj=+dNC5u4vL?j z$XksfvCAX~jGH41|F=rK_MV81nhqaqm4lpd0Zd3EBF~R4Iur7g%OWU!vlFt@#i^20 zuacp;rtaw-m8KYfKP#X+AtC}R>(d}>a!yAfv$Ipb&N2PT3&tHwZ2Z>XSnH}aPkYj3 zSfagowjCZb+iS0~e9*);0tg5YVp;%tvpXbxqt8fN``lhW>`72(5IfvS-+O zvdinZ*3CQ2-6RUJvGjcU<|`)GN5T9ZFSntn*I!>wgiUbQEd_h%YUqEpJRf~@qj~va zKAr76+dud6j%wE#v(91LDNYRQcWMO`KAW{;SQ(!`*J*-^u>&JYB+G8#yr_;jnC?kK zv!-RIE#>P%RMNVGhTwI=lhJRNhX+H}$g*}>c793AOU6BT7@O2thQX%8+$MqCtwx~a z?jxF+V!~x$a^eS{Wh0~FaFklWDAbuG3mKi7?TtqX%Thi^u(VngwO@(csMf^AAdp;3u*7RoWvNIl) zQGeAYaA}Bg$uXMOENp|~n{%Xmbxgv!v#$&{|EY;E`_=cSI?HA(o()cndxhBmF68Xs zn_d2oIV2wNPaQTsb@9A9ytK8A0z8g>@RJ?byCaB=yrMu_MatEnmmA7(^yY_NF?!T0 zb(Z{ypHH`lQDFVlcVts;O-|nMyEs-sdGw5*8wceDlDF@Z!pEAE{Hr481eG;;N}Uy- zIYO0xV;Ze)8P2O#n7v_UT%*{}%cZdXJIA=VMmQ^QWy=V8j9Qp7<#D5Arx zmw~G^%y=01%f`);7N?l}7^7!{ZqArC?{t5TJ|V#ohOpEm_5#$1D6h@$(Uro*U`bjP z-qXQjpA!fC6q&G!pVLlb(sKf4@OTZ&Ue9;p1IP6529Xu|Ex(^{f-3Ys*+`&PgN`8s+b03?(HUbBpR@v1F^!MNvQz!7ISgtmx zwdnE3hE?57>#FO;Pbo|uo$Mrb8h6%|-5L3f7qEmu)Z~wnE#cRfy<>sqXGCQexX5%h zzmFzg(yez2L$YYvb?Z#N+57wF01z3f_75p}(Y`HqjWrz~FR4QGK`$Eb=9ejFd+aKd zw}6!n1(@)5&UtvL^X;(p1DfsB)+AiE-mGpt)r7S=@%+b*_qYj%wDyyi03AxvFW!sr z%aTr{e&U%w0VtlB9?lE@Aue#t1^GXU_VpbnS% z!cE&g%(#fy`rq3+JE!Fe)^rZspv|}lv<03F+Is>!HJktI?~6a5!+)n;yAUJe^W@l0 zi6%vg-oFf@F}bN-ad1Dlme={mG?0>SX7oW`u654R*$e6Mo5Chb;J0p|33`y|FGGqkp!z2;SQ;?*S;}wCI4xh zi>7A5Pmhwix-3{f*Di!KtDor<@r&HE0zZJtV#Sc@@8tH8&vFi%k^{0m{wpCdlsL)v z&L3~O;DlAJ6MilvdNMP@Al%1aD5X0ws&J-$x!+CoRLbZfrR1rnkd%fVhwbL`eXD^{ zS7Hr7eSf1mF6NahaG#19%-Z1E4XHZ7aMJyN)JQXA-Vccat zNc%|$yiL6+@X^Fy7o4Y(|;@3Y9H)%1>N`#~5k~GxX@&b%ubb!<%dgtfz zxfo|W^e3>AKu1+cZpPf?%H9nDIR5AXdt>$Sa_1vntu@&(GXycXD~mKI$_}0HcN+`T zm-Av9^wr~kU4U|QrUvH}2dHZ@HtPfxK!*d@#@ikcgSMQ$2|WwiQxv-a$*(0xy)vRIl;WRKSZ5<7u25 z`y?dNfmbMMxJHj5g}w8A>-Gsf=bVK=>!_KS@mUo8c1@Q#J|-&yjILn+)cT4DN36)o z>e2aliglBkA56@`z^|BYw%^Z~Vjl%3dF8?n#xmQRTybOeeeW^`k+=st4YoX2$Q5>fu+Qs2`g zseO}{n`d!7t|*o|oHz*%(qbJ|kdSWPw0%LaESqy%FzBh5opA4=T$@d?rT7zp|5LN$ z5l!&ahpD{OTcbMcrd7}Q=+r1a6gee@O-)_Z%YWMTN7ei=Pg3CL4$h!9g_UopHs!)T zR!KLFsv^Ir?YQzR=^Qn-jBG1ix2KYLMLojwyZRc=9dhhy`%e!Aa$R$6YWi-MNijMm zobDR2$CcSLnGbL1{fhT_Ev4>0boWnEE~7WYC4+14pEkMMXEe)3{$%T7Ee1T$j7ifH z+Isuv+1MgIHez2e4g6OU$tP-Ty}oWm_rA35Z20Vq1Y-t{fXkW3eNRI?E2Z?WHB%Zm z6B2Oa1KKFOPc3cy6B69|p1$Xra6P2FH*h`$uZopCGOlI3ZBYW!?j)A7B{Wq6XlY$A zT|YG%l{5+ZY|_ww@Mc*1bTQAWd&!4~9EB+9(6*rTy~RZepddiOM1a2YfaZ9hu*)D< zuK%l{)L{7w4nrE696esKwc(#MGZE*dwg#Q@(&f69;cfnMUPIny=3Puq>7q54y6*RL z(_(K^HRYrw2h1)SvBq*OI4Sz)s_Uvt6@Sjk47!pd*&bmrEA^^Yn-p34lWsE z;`U5weLfM1t7IsZ6aJ`o7`N7Pm*No~ZjvOJgynH`CH8|Ayajsz69DK$;0ANO*nsCo zO8YJ|xKtpaUMeo+oX^n_igGW$3)G3Bu{{h+zmujt`G0C;edYnf{ zf`)CjhET{B!<8I_3mJ6&{q>?gGIqzwkTcMOd99R`t@vqV@VK@#X_0=S-*i1w9DYr5JT~TNlKGSb_;-HPJ20MKQu#aZ zC^yi6CRpC)lqh&(|MC-NN2%^-mnKJyM35q_t?x^8aL7_#FVpQIJI(JentyO05+|D{ zs6ScSAdenq8^TLw)qfKcc~!Sq1Iq8Oz~9J5zkzQJYsYjFh^-$TwX(T)n)?CRy+DHgU|vr|MtpE|*G1X_A9|%fbzM zraPxb6nw%HE0w4la+yiLX&f!4yS?VDuLjp#ej!Iy&7S;Yjf&-x_{4X^$VZ2mD1kJL zXr3p-uQ083{EPhS+l0^g-zQuJPSK;vrq6J`VR6Oc;bouE9pB)ke@bH%d+p=i{)a1Y zE**CjkeYBP4Uwi(>%DoWM$d1>^T1|hd{NZDs#k$dW3R|8Ch|wd2-@}3giO4%FEPST zxG$G-_ci0D(VD+7V&VDSf3280@*wU7VHEj37mOEr1{9yCEhMah>sN7T0`S6ad|p04 z{^`>el6*N%GV?_%dYpm@L+910pasAyu5H1WvLbG{cek2qnNiJ5qigxMhiREkpJ2|a zT%w#vGP}wAfh67h?H}V1p*_6BYq|K(f^wf-j=m|yJ5{SmWZDRvNOrqaJd(Nc&1Scd@AIcvb9o=p|jvx^ROe}x`vTyegnS&0E}+y=IujHT&B_>h3dIQ?g}H2KU=qb!4O zenh)6zHV-X!|s3w26V*U&a9N!0}jV=nHNkPN zvy~X3GxUYa#$1c?{2vFhml}P3w`MSFuNmyeF?-@75fXp+wn0HLZ?*#nb`X)Xr1Rxm z8_+W5tkoIKr?Cwdkq-Ewb$a@2oCaWMv9*pJ*<@*EZUwZ*c5@HUFLTzaVNI3Pw~y}{ zWuMaio2GRF-S|;7&)K}(^A>4qCvfFit+!~R(7(6O{zXJ}G?*Flic`#>XlSaTer@6X1J#&KUI40$&v$C0#CX!&0gDMq5AK3MzG3`PRHVNn+er7g_q zg=X%Uzx-g@xRfkyU1N}#t>(Dj~L)4&(3U~qJ>@75Aya2>Y z$>V^2ZoJ+^0gagmox8Z9AV6^Wn=pecRd3g2F3|4$vPa4_KH@#`cZWK>y z2oY~WpBaMl_5-Pguko-h8)NJFW$GMg&qo;I=qjQZwqafql0 zwHLS5^VD@r%Dyt(ixOUyt0}>V%@){Kz@6jDC4H*s)Kj9ZKfnLUAWFP;(f{oqu8` z8N6xr3mh_2&awo&`c^oi0S<1Wz@o1ky`q6|TTN&-0I9K2+Wchix*sL^b+h-zXFH$= z1recusRitajs4XjyGliW<2fRfonr7!I?Cqnl79hSDx54~I$ODZmXzR?op^5?M-b}+ zC}@V5=qs{%70u5?4_G?@OiZ9kl>B1GKckx#E-(07%6r-*ZhcV_^h13Nhg#o-`hId) zeB}dt8s{;kb8%AQc;5cnQnC9J6Pv7c%naV4Ui+piftO$+CLR3z;XSCx@f`ZwfJgNx z_@M>GhUE9&T)oYm?w}#UBfXmgh~IX?+g!2CHov?N$;5ciiEe#`uXA9EU?k`O7v{U; zcv^lRyrYH&MBrU5cDQc@;964<*-Mm-I63U^1(XA5OUe(|USFH+!f&C$k8GL(m(f7d zR|rkCIdqsr*??N6S%lL93_m`h&AkH9R$O0{t4YyhKrQUN@M_2p?ZZO3HL2wJH3YLH z+!X%qo^_AcI511d)N7-q_xV_ifeGvi5ViHXwgZ4o?c86yY&{(2CIipm=LEG%zOWT? zxWvWcn7(}V+R5}8b>7p@Dt0VQi@}5XNcJSu0lnN3|DF9TBnhy(lqFB7s7hC&dc>8*@0#u#8a()5HA7-|zVQ8s zJMrIv!FG<5xg9$Zga#%Lu?C*6psCicZ3T(Bp(e`x%tW2IK>>p2vYTaXOJPSaKl~Ce zI1VD!Mt(GQJ_hB2DIbeZZ`>c_4rpZYNYkN4OQu^quOCHeR+OvbP>6wuvgj{lQEwJ> z+x)z;IM~sNPys){XmM(6yL4~oJ@|;4*9J$*CFk3TLJh2v;G+2?@tWR~jzlph2~$MXv-BtI7hbCA zpL(Hmaot!8KKHxjf-S-BxP5LNy*=UJ&7(?N*p00eY8LFim&z$uo{3d<$D3|HqV9R3 zmrPF1*NQQ1aO8uO7ty=5cl5S$gm$cxTW7gDOv z)qs!U=)u6-Wa`l!F>0JxnXrLn2=~Rnu%tJyBmb$IQ>355r_3pky^~X%4R7Lplca}V zfrd@CXS>X=6*2CQCv&^#lO$vwjWM$xux*;aCu@@~p>aM!<{9-l;e8?6rhU_`N^a1r zAZ&vB-O&*+co|tW>uWMb@f#=&1ZnV7)s%u*$~KgPL>Rb3gdd=~&Lx~v)lgqQ>9Yk) zzH44U+7c8LoLU0~hQfU|9N!&Y2g1W)+Wq#(^*@+<#+gzw!9S`d9$ppjRK0(x_Z3n| z6hCx)%x!R>_{3SrG{D6{-8sA=tJwYdVMSjFAK(ld< zBfi#a54{v=%#Zv625Ej+Rby5u|MXq!Nv{;9*kK4tV_(q9PD*93Y2Y zQZpTh5Mj?xEPB1y5q2Xh?VtfX;ld)>l9%Pg9*B4}f6)j3LfZ#$DG>WllO0AztzlPI#siqa9u z&YV?>e}AOa9$=fxoKy9~fjAYQAVleY=r$$F{qa8nb7mI=QIcMg#wLLW~lhBrlSv`%F*af_cou6NDvi4Y)D%V!q((+l(jw~)kYKet(1(EgvV715ta4B z*ni^tZw@v`W_82zs@|sZnnU78{S=sK2@q=TV&l`07EV0X2yp!4s<{0c`DA6WWsKj> z$u@kqMfSoTXbSY`_$zu}m!j{i%)dswS${S#qt0pTeVi!jBgAWw@|AFwshfp8!?2Y} zsmZ9rW;l-kFmje+w}Li&t{%; zb9tod@He@#C>e8Y5fm_BGyG|HBqWMmI!v$Y78*|?9~&FFR+ks4ch+iXZerI=aCp8( zl0B30Sn9Tv9q^2ir+SPT@q-{!F0g#V?y6h2tK8hulK&I%k)S7_Q%M?|H~3nNrNq=J zu24fvRpM|E4qc|Hcu%RN*+@Lrzj%UCKAiNPmxfV`o({ z2DnEApW>fiAUqxNe5I6J8nFk&L**CAz-Yz>Sv@DmjEOgba zzT42o_Lr>s7FX>|I9JyG_?nyNfXN}r>mEIohlyK(ey?{y-~mDKiPpQ}Oe;IfoNSW> zg--)5s_9?9Hy_YbG$XtYV3MfYr^IoXbhoPpJ=pKZek;s7y3@yyx!viuAR~XV%U}5Z zMW7S6Kx9PUY=XWL{j{L4u;mU7=D{;C?4!nyi=fPHog^v%6>WtZvhUUqM1|>Lu$nI+%0gH~mKKTO<`V-Ly^HnQ%`EYL1Th6k) zFSE){fe9&E$psCaN~^b3xxatA)KO0Hii*l@&e>VJ##Ldn2)f&!j zyW$>6tt10Yi+XKFWERMC<9S)z102-14{nVo6(+>_aG7T*w)lp+XJB0WjK|><(ju}H z!MwwFcFx+5n#GRH%;@9qBj8R`ZB3g2$9XX^R!7eF0$kS-*Yi?#yesE zO0T@bk}z|nbH<%i_xfs=8W}5KYFP9EK$SlSzuyso2ep`y{lPLN;I-g2?h}~8M9>sk zvC(ub^k1E#PxqwPC`%#c*(G)RHlf{zY@<>&eFq9xu06PyY_znmkDikD*_;diN!6h# zUzXsg_Xo*&CyxM+#8NF1s#wo%Ns(R2OxfY$=bnH3-{5(=2h=^Gu>fOQA}svP+M1Bc z>E9n6Kp(pm@#F`mMNMxN;zsKk?}Cpe!#@8-GE#jvikULUIct{v`IltrBO{3xLFrnN zp6hI*kwFThq2(bVv-MSj?T_1lc_*y&P8KP~d<#aBL8r_%58GJPl*j$bdR=E8Jk6Ov zvPo5zs}_>S%LCnxjG4%h zEUO*3!N_ewX>^4ZMG`XfYZ;;IXBsP)TA#g7awH{y^ds{MXfwi#E&ol6l`eXaF5YGt zJ0<%!tI5}Yn`bSF6dJX7Q>ec@TsVomOq4ezD&_UGQn&&8SYH+McRcf>k)DnUz9ZFC zM@7H=L2R>T+P8>WKFWb>-`IrxQ3&Sh1$C78co0D?${?Let--g5!ii4|GD7>qI!~CC zG-Z8qC;ThK9EF04x39I=3cfE012d#4I#DTE5faC9AGbp}MMuvPM(d)&=J>JrgIMX9 zn*TX*jp?*}Dsr-tm;=k9xzTPX5CKzNc;mLTPA~w)2K!9O+AUo40`#J7MjCu_)gE-( z@kGy7Hq|@2zfu%ya58UTvRZ8ShivUx&Ld=q-~9EXwomiKA#d+>@E4YMeLorunY}&# zOYYpLBRM&#&V0bLhNl{31K02OEpZ*?V8t%Y1T$W=#nl{ zB8m{^f@7G9wf9TZ|NWhOC=-5IJa-S@bFu3h9Ds}QqEI^Q^OD;~yiVUJ@BYKSdMZ)r ze*Hk;lT_01v{`$-lcWpa4bA|OJp9B3r>X@wXO~uEZ*)4n5RCly9}BzRlBh_8c9^38 zceuLp%2te9qjb}fv|m=H;#k!@=Ix9^OH1ZkA(x5d{()hFT>Csmy5v=f-6eGu-x6P>#rwO^$l>(PbOHT#JxU8l_Lu%QE4Y$M z5BZsGnE|q!y_?vleML~(*b0P@T0Xnhnei!3sq&GL zO<%I#E>Qg{UM$t&Y-n4MBw?{4bBIegRG(R(B}q)dR`#}~V|o%i$hytS$ zFK3Z1A#$`4zpIOMnN}5Mcz9s2-TSqA`mAnhQ|ky95m|2TzLJyWw~9=~5nar8p`rdP zabM*PKu0&;QA|5n$T4=iGVjB!>_binJha#sa%n(UaNk1)B<3GK@u?X> zzmaTH*duAqctU3=BWJ@9y%u0Vj9w<#68T*js)GujMLs(j_ckNsRp9o1guQ-#Kn0O5F9eQ{igX zwHi1!H!zxyaletj_-_q{t=b2 z)EQZvYzqE?IrGcu1eL45GTYm`Can}7G3~1~yYA6wPHyt@^0o&maEvn@(=#7!JaRpa z8R!#GwPMcaIkQKz^QT627SHBI=@(fikD-R>jl^ZE6s z`lu}#kl_az)K%(nfiYz!bP^VWtclqS-4;b3^!aH3KY1kb|%04f#FM#ku+WR1#eHAlISiuc=@V zW5gyI>Za&k-4!J8d=#$C%Fl4L3i!Ioa?MQDT0l|@MnW&lbF{`P96C!-6l+b}@_n;5 zOb^?KNwgho!j9x$`FoH8$2#E=K;w}Ra(jtkMbRV9@sfgPrA9RKE3k=50HnjGc561f zv(x%(&!At>v2xeZ7mw-)^v}7IdD!YfzLx{?!d+t0g(s7OIPt7PUY>t{u6v1py-}C_ zmWHB8Xs|qLcqg>v1FHumSwD1wOa}8k;-)Ui77C`Yk7V+e!dpZBW^S~zfD-mD#e^RE z3fkAkYJ>Nj;n7JFvY8dq?jI+Q@@ZaXiU8__EI>oNN@lK{X+jBAO#lSV`zvnDI}@3| zn|r68?0xIaI~Okj=9H2S7rAe?QPV|X_yY%hq3e9unj43o9&*2cd}SB1Q4rav=sI9o zNvSVA#;7vRAQGA!3KtOIH9BylfP||5D@dF8PeH6ig}Cw`Qtp0pSPtuo(IHAKh>T)+B|Z_Q z|Eq*bZs~*{X2}1JWM-_GtK3&ikuKhzDR`&NeG7XGPg|DqU;e)J4nXH+f>+eMwLV|+7(-{N1A4n9%orWG_NA^&Kin`G) zJKE9C&IVy|9qqe*JexGHmO?(4f1}xPkk{M3Chi_Gzkb>-9oJd~wZJV}!h;Ldj@(s$ zYJIp_fPv#926rsKP-GsRicoZ@wXRvx3be>4{BJcPGMN9JisPV8=-u8DCJS!*R`qZi zQVZc^j>yX-EuJ;oi(_V5$2fQS{J*$s|D!RPpiVx(n4lMhBt&@ynAIHMR z_q7**4S?u-D6Im%bb#{*a^{ z=zYR^rN4tR)wk7yrrhWJ(A@*Uf*h(kuxVsPbHUyu0HVad?gc>(iCBGTB@haq5qxED zeb;tY^)2g>>9qpg$%5_lJ&(4ZdxZ%1t0}+}M80RyMebWyD8}G1(Gf87_U+MjfO*ig z%{gTWDk$*Xt}z(HJn}oaj3>C=9H;hzZ0^Gy1$eGTe84Bo_wW*vqffCF zQfv109zn%4f@YlzX0{3Q`!>~=d2|n~@qHKk7~~N5D1iZh5M6$K*#HF$w|C)ia1^^U z1wNNw=IodEzO8+?o!N`9qra2?qSWgMo-jw8?CbO@bQKFYQZ_mB34Swq!B;ye{)Nnm zobl^s>qCLN-y6*<=KM)+VR2Q?dzG)PT&MyUdhu|JX%-gnk0`BT1u0AK^!j=fXJlDS zR=^7>&L2t<9IfT3~quHKV^1woO$zLdMxbqv_Qq+dX9}<&|_TU$4JB-v`?azof9#>oC9$8 znfmlb%v_mnC=xIV7P`YTig)h(go9!iGHTR>B0s&(3IFXu{#xzEzkLIWln({G^zOWV zOyMWq#@WQAdB$B2irvo`WdQrw`X1@;v|`u9dJ;%L0fYLlRe~CEy|C6mqD`$RAP~U6 ziLm7hzFzJ2{K=9NDLAmSi6y!yb3KpeJ0%S+nCcVU0v7dYMybbVU7GjhF0R_B^owo< zTIL#rOaZCnwh+wy&iu~qM!5z7*i!D=#$`R&TfyRiXZ1H1kQtWk{H=)IAlzUd3XqUs1mE+xCO}9~xV_pvDItkZphwv#SCGx>Lig(0YkS)? zlWeD69ZTDxwRi8yTkxN;-wA4M7xjQ>x zD1neHvHFaPu@3;!oa^7cz1+kCrn3MMC*GV>hkd_}q;adU|2|<>RiV|UzVw@-6Rn&& zx;C)F-UGG9(K3!#O#EGVZAf)SZI^zVFBar6_9*zllV{q)j3_KIP z(Z*kl|1LHR?SQ_wkUR=O0ZchHURTL4?15i*tlW2XGOXLumugJPiDL(1A>;V>|R- zi~mks+|a}_Js7wys$Ld+2FnF8Q|IKjeW=5568bZ##oXR|A9?d{&%wwgx+mOBClTG% z1F2r0P@yhWg2Dsal5GK)!9&e-Rx!GCzS71lr>GtzpNEddRmno;54xIBwt>&d7QnYX zSGY0F-?go~hl+vEYg5&Js^*OK2c9JV#;`sIz3*>!t~A{f%dLfPi&r|xq^9pw|7Hv5 z^^I0-i2k429`OaO*1YfX65bLm9ocBrOE^+}fEP9hWDtC{6`fowP5^sx-kxw<$HmA{ zU`!>6;z;&L>Y?7eXN8WM4<-i_n6)1|onvQtK>A3wFDDSXKYCI$NVV?DNlg1B|iD;jdEI@)IFZC{g)I z9L@aYG%}+`u<5S7=53JZnX-9jhU?|vftD{3bS!#@CaDjEwiAf|YKd?O8&vh!=5U#M z(thYj9>{I+XpI}U1x3vk_jchpX@iH-z(Y7Y#)Tm?Tz!I@cTkld9?E?jKVu#R zKlr;^pRzX_QA{L$;}}8<5bOpTQ?V~#7q}-F3`Lg+R5tT_E7MUXaSi4K=Uu5}5z8K-=u1mFgu&?zXR@Mv3tw#Ic>46&6&r6i}|%NLu<& z_}M;ENyW0x{J^P|Z`$Y=z?yGSGWG&TmN4R5hUEr2CE5NE$eqXHn(8Hv9jsF5!l&y80G z+8{W>t+4^mDN6N59aoFj+V~V(daV8%kWS(5%`O}6{vl4?O{>Z|D+xYXRN};EWUblo z=$LYAEG;7Y(C?ck!x`u&%eZSen7xJ2@(8C0srwh7ItgG;7az zVYLd_l<$uj99sBo#?>I&i*kjstxaK7e&$i*%)G=A`}ml{)ah5}T5$Hgwae3*^MW1C zX6FFsR-(5aXA{f~-QGW7f|{UlXm^kAPN02~vKVT{G@A%oj&UFDL8pG9gU)r*`o2}N z2A@UOR*P5m7o3@$i+aRnRwkliye{nC$O%EsAnD zNk%OMZ18dN^_tP%Ncg_jo8}$A5!J6wL?aT{@75z@5hGt4eeCglY*R~Ejtna}Y>?$w z){YuH?>SjSTyd?q#U@RkpTSG|LO0_)N!2;qI4Pu?6TQoYeO0yKc$$|~ubeP0i9S=V zHPuafp64{!pR`LI3Tv^wky%VkIO{iyU+LHQ_>%js zpPbyYLNqjDKoVLLTXpKaiWP@}!TLD^?JDR~!s!QWY=76tM*G8Tw=8|}AD{w8~KBQ==@NW#I zai1S<2_BZ)SXm`-zJ4hv2eyaser17eWYKi5$TfE6U<##AHJ=#l`b3{RED3+P#VjYG zaJUj9c*ckz$69U4l#!6+C#9#n4P~3GovR|sUNkaLN=*^Pc4q}?85iuvmS@&^g|EX6 zK1$xkFiAr&zvtizbq>^*{izA~n#M}KS6?D~tC3NEMTeY52aStAyRvZpl3`DhWj3RL zndE+S87!43tX7b<>oQ7LKxF~*#Sgk9R4;Ju>Kn-RC+fN-=oSRt^%VS7g_0BYU~UN` zy7`Vo4*aB!1UyoA9c*yd&q!_TXAu6eVC-Q-YQ}`I{!Wkn3$>a(L zLg~b=v3)O?X|`IELsBjlOw5REA+vbC8^&C}DTwMdwuXP#JNH4*0?!z`T(xtD#p@z{ z&3BDDh<{-3R(p#!sxoq7QHS;d5c@|gL2dv+fq>GBE9%o>DH>5kFB}&oUi<@&!jKnO zPo@ns^BUw2VpouMm~LSV&)L+L$w(_wQlzH&PPToG1aomiN1x1riB%Ni^D(=MovGP)7ivXADVLwgcHw9VL4uK>t6_GSr4bIvP-qwdg ze1^U-Qytd=oWCHpfb|q3LSJI6c%ijQpEX2Mrz^ho`tq_ zc)LzNl1v<177>D-`h{JkAg81v04$520HP?{))V&m8k<^%JAuW`BQhzOtoB$QU$LYw zy!512u9Rb4sK5&t-%JVq+Wdd&`pTfTqORQvMGM8D1&S68Zo!MYQ(S{<@lv!U zI3>8dyQC1bK#?HDik0B*8eCfXg}&e1JMY}N`I9x7oO7~fW$(S7XYKtgilk8K5vYb< z$@Ol_*3IL^Uv`K+x0Ha0lxgBJJcOF1Fic0acav5#1;FPgn60JAor#_UMJaC7P6@?f#@|CsCds zrji&m?l+~VF;Rhme+5W-*ZomM$F`61N>0A;&Q#SUtx#b{Q@nV=E1uQMKH}lfDmBly zV;9)n!Y~^`Jvo7dPZD>ZWtnEIl^Z@XD~knlQqY=atZtX?>DNdO4SP>gwffLMSN#HI z!%2pJ98J>6(#W7H{PP78?R7*(pxoaE3D*#n73ZAOYjJ5hW!(p^yDkr{K>Jr&3b$); zDMOZ9Ufiz?opcJUcFmjvz9lD~Ooy+Yi~HP#bs4BE+ve_&tSyUS`h~CL1c+JO%~h`8 zhUa}G>_EQM$4~k3MAVCT?amjLRDkOzd!Wq#pxSE*&lSb$ykEI=tDWhlJ56*C)x#%%z;D1_Uikf zTD^obR#b!MTUb^|>fhDkTGWhyj(a^nCi(a2Paqa7;G`AT`Qr6~!ACRS=IyVfv;8v* zIlym!sM-^fmT&%;1}&z8N9ibU*skyB{I3_c9lblxnMH4+&&HC{%vaCkeWAbFYNaKX z8k>P7axmlK&|r03?WQpDxw;*grFYp31>XgXR{P6Nj_U{WrVwQTe7Z#S#9AC>+a7g4 zf0;tf34&BznA9XTk$SPh-H;==63o6(l9B4kA?pfL<)8rT;;>WAn_~g>v(Zti(~vh) zz9W0c+Q_ovNe2ODUC$pC(GtK>h-cEyDYo((l1YkU^I1frT%~U5TJOL%&xSO5v9_&{ zz+!h7xVEC8h-blsnG4@|qw3P%vneLut1PL~Gl?dQ(6%2!{;m4jAKSKcK!Bw=W_JKAvT4Hvu34Ed0U_;lrK~TJ9lQDVgueH!U}Vs z(o~rg>wOl)@YBm}t|oYybD;tq)}ojrTsm>^*6ga6G+Pd=G_;3Z+UD)iy6xrlik~xI zC#6FrJM6NGvt^&PCZqdLh2^Y(xBQ`LrVk4ejmRoN5#*A&CPifyl;AJkTRzGDgNpNB zpQGqaJO- zC|8^&i&-gJO=a$*)y*r(6*nIgr1}A)JD&-B{w)_gc2DLrCOCF1;zsR%8Efv@gS?VJ zp!nCszct%A0q2D$VG_ZX$Dw2QBG*+2mPfV3Uh%b`UUX22-`J$xKJhmnd3RlM)sqM! z{JbndZJBkg>T@Fyyh;U@_{-{lOLPK%QJpPKDTvm2!E)X1m{#!qBgn?r$ z4eW*Z33ZKW9H;N7UJu6EN&kzU<*JtYb_1V_J5CPQvBty4K36YR6V1Y#{M(xjm#)m1 zvx5I3FHT_LU02x65`F=5ysWoukAiMnaPHXHZudDy{m_p7l6#6jH4}AT<>mLK{=G|W z;vdE^2uCtA-{Yq{Wz@;jCXFOY73$c7+9HoQlxU<_v*{2pAQhlmx_*)(KvXWK*f&mx zPSs4UbUX%HjqBWD%A%q(&dgDzh4;L!lT(dj)3VsM&wO52umq7hn1JKAtNgJH0E;NH zq@akDNMK0BnwWN(kt1^(W(Pl?`zq4?IDgn~1xl-u^8)g6SB+w_jhUAeo=u&9+YPT7w8aiMsMiF8A zVll698zt>ChFEUk7#uWiez2mI6*zYr8Qrx!N9e_`FBYuQqO<{}Z-Shktlw)_nLWO@B2;gXr+R6hlzQw=Mst zD`Po`Tfxxs-=VoCUHAD*LY+5#rv6Z(PaXNyL?0U01;wA$a`b?ZznxSw2M_n*495W@ zZ$kF4=j+WdPxm>;%^v$?yvHv~tDM?L}_2m?{LcH+Jeh5&4uu$5=PRY3JSeQ(7!=DBPkgO=uRH6m$V4dSOv z%;-mG_i|$f`}(AY)sez+wsvo64;^{l3A~(dhsKLf6yEs^*0~;FtLUnU^&pekIpj4p zzU9BK}zW(zR3(x?D3;(^L3%Pq>=>7NB&? z2nYqdu8qB3LHkShp<}bUJogN-k&zJMaUhb^>lX4elP}dKjiVf~_){a|_YSb!f((A# zZ`)*mQtj$iA}Wp}DS4BguW35bR6oOMllh~YPdyt@NNRgyP$|Wj$dITMH$;jMjH3tL zr|lj^T7IFtB?-%d&Cr$hl~d<}ysKj%x)%2E{+iY2&t~4NwaaYg^{X=^&`?}iO!Mi) zMyoerG4ed`wLx`W(l>cNL(2W0Aoe24sOi4P2hRI*goyA;->KeS*RcWih-mitpZsX` z;;Y|AS*f5C_XP1LT&?gxkokgpU*>oIEXT8QS;EOPowuDPce(1=dgB=TGGDpe2$WAF zkENY4O|PQ1OT|*>&DK!+aYX3l#qtc*(N8((cnkMs{Tbdo|!I~MHyXC?e zvlPSZ?XpICt($!&tzeswg&N9T1$=p{kG}rBAi6dl6+TKUsbQ7_%@bBqC1F*YKo}XD zhf|ezOjJi=w#Zw14rsy6Xg}09rbyT$LtB=r@B_Y_k!-!x;`=t;3|INvKWMye3FD7y z3=1Z?8;R9s__*iTg_TmQIFuW7`dnqd>IC0=Vj8h)8`O?;Ea`W%i;wa0I!m=YzC6IR zw0D-_i2J~<-PrC4VJaOH{C-f@JUZ80N-7lS{~4u+f->9Fc-^=25FiYTEA(JrYfh2|D=edTU@~kiDXE$q6_?XPhgrsbOkL9 z43!F*j8V?KQ>&C*9GJ`<#gDBhOZmKy6|V}%{HXGyBJ!7?%-i=GE*}Sr!(Wcda=*LC zpu!%@byac!eOUr1un?&G6W<^Bxvo&T>i-H@@a0y^_AQrcn_HD(>}jX>L$v8^r(W=X zsNz)Md(}6C%M+Ojcotg@HNBx(+S#v^O>tM$+C?L6M&?9cqlKanEjUhf4tn2j@Aq#g$` zzHQ``7cYVW%?cL~eap7{WiYzvX@FmtH&W|OUsMJD5Ggsfm%fl#|LH}o{4VW}0KVk8 zJywVVkJf~r~%vQExd>BZ`78Ljoc?M_MqRWJMc z8;zd+`SVLJlU3ZY4B5lu#i1iJXhiAlQ#6$Uh&mU6=HLiGb4pa^t7342{(qazL9bTztV9JuH8o~l3bzxRuK7d!CVq#ou z{6VtWAsO?=CqrKpJ1o)yL0+PW>MoTMTW9QK(I)hK@jLO6&WzLyJLr$)0yH11f%JM7 z>OJGzpl$E{rFfRMYTG6zUE4#2{hfWaeQdKDbRyIudY>3*H-fzl$?i@kw`izK6#0hd z+ctU-`4Xbe&*^s`&$j2*e{|X8?Bz$H>dYkpQ@Gc=eYrF%Z$H<^NA)e;0?#E2IZ}N( zyvG2s&$C!}S`8*msjx^(YrJ;ms;C42`XXXW2DaxSgb90)@uPUI^4{i$%ox?0HhaB_ zqd92|b+%04bw6?~86H$sXfW}&`zQ^e;LjNRP%$Dhpr0@flYQ#K5&y;Lz7|R^JSm3Y z;#uqbul4>#p9+gL1SmS!l}4)DR*S8M3w0oSJy?$)S#mdEv%Vq4#ReJo@^ma*Ha^e) z>>}J;Gq{(oP025h;Lo!3T$rikHqEwicSxTOQx->^&U@}=IOC+nLSlfQzDQen=Wl}Z z`a>JPJAoGvsI@)P$GR&)J}dl`s6N%--h1~Fx|`jq=eF&LPpo}2ASh-S zBU|!$U-6xySd1`I#{H?=uHw=gltmXW8cnSB@UBqvh$V|~uv+QEns<7)Yx~Z{rtGb@ z_XT^`=I;@O)g%QM&5RNB%?TLelJYMD0+9sR9 zbl<7Wc@L;}c(|4Z7;uW_!OQCt&@rSxWBQe35$jNu+Xxcn>?|Q7)wZ~`jUsNDAXL)G zOGdl61yNwlWHqg>NNQG~BzCEcJDZVGH_V6os$k>xvZ=(Ym3pu`#&cSU;lb}`500R$ z4eYpXmUxskNJ0~;jdGqLf$c5o;s;Cb({M#H%G=&2W2hELCPZzDjAlE@({G-OrkZkHr-xvVI#%%p4}ko+`RR}UC?@KQK?6jw75fVyjo?4VWsg4dOD z8lpYimEja5xZPM?JYwaC!>X>HJ@4IV&Na~0cC_`qt1W_wkkcIJJ>IJrVe!t~T(OG{ zTuswACNRQ5b|sEf+nJ+9Ej}}u5E{H=#2_S_J{7^)TT2OKkoBM-jAX#TTMS)3-j;iC zz&)A}6FpL78!wpJ z&?SL7qkgy_W`lI=C6cIkAP=J=l?)TSqk<&vf#vi9jN8Cr52H%Zn=%L#jd z@&=mmRN9XFVoOUq)(b;$D>|~9CUl2%^j&)wDmPlBpv(S3MC80@+G?i_HZiOE>p~ zdR^+aOFVp*+^ux?hXG(9CEGju|M z)4$#dG+mGb{@LieI!(wXNE&^jyUuXNjuHJRfPVde6Rl2!O1K0pk0d(D&>`E_|0UJS zYv7KgiMLCu1LZf)FRIVtcr$blDC9W(1aF@2>6_Gdt)be;M6;Xz4o-~z7bg=pr{OKu z{#=6s`d&Wq0h6l(t1HNx(J4RDR8518UMmtW6I@ELcYn`!yBsOwd_MjW9Vl2LyEIPg zts}Hm2V_kvw+ylH#=W*1R`&qqhg#fWmWH+JS_asM71kftU^0aFwK!TuK$B&aDEeI9 z7ksB`!%%1-72-81V6B>U`W$Z@ob)~nzWWL%hbF+1=wOshXKO3X&?Rrq;f##p!!cij6H%m-hbwH%3+97q9ckVDxP|&>j-J$GledZEd-y8#$GxA)&i&G{g9Mn zfW5_ANhbcjqjAyCeLRym)(&B*KFj!R=osYn!evz11-=2v+KLyv0{A@{VqKBt!Zut( zqxopBbIIVdPA}*6)ygvA6w%jZesnU0v`-)-#d_%rUof87hq=?Lyz8M*oXo|pt1>i! z?t}Q!#01COO?q%`$mhjWf@q}=59qW@m52Mkeu3cfk~?t)d56trfH_k@c205k=9w+! z&r;^`x@1za3!fg$T58v3fh7HqOhV1%59`T1X%ibL#t>YBuf_{;kd^}YwhO!#Ns+6c zEh>+WpExws$M0Je1&SPMue{8 z%I)*2<}gLf&Xb$;Z6mVLt9aZDfH-f@dBL2=>N~>*CCLM|=n@Bz5ToWuxA!-@3fCrq zaeq^H$O)d2UADkQ7^~q@8)!z}SSPI6Wd?3oJ8eH%vV@EuInL*b3)}rzA=TVND!|dW zRJ8Q-CxE(#$bQWMwrM~mWh`tX{-ej8B)fzgmeZN$vr;DDLXgv&Tj3a7^ zHy*Nv?6|zyvkmpK^7R@|EI?3lEJ2m2T5~VY#@r@53elA@(j6S5By|py6n7j;FBU1k zXMi(xzm#)hneMx+PpM9&Z_S41z1kZy*=d3u=76S8VT*Zl*zwAJ1HE~$x`FcYcfEVX zO6_0*r9|oxo;2jwIv;p-fMh&sL0qW8M77YCv&f4rlBZ1@O>~_Dq`uNudmknK9w=${ zn9zi%2kszP&d2{_hz$^eK|b&TDmW91lC4N4Jd2i9@(L)t7rSaOrOubh_}qnW8kFW4 zgf{1;yB|hwJ99-xh+U93>0k)lCxsMiv6|)_7F|pCY8#+uBj%KYCEI3Kg)Z~Y~Roy=B(s)5Zl?nWRQ z5*R5-zcM_e3=0uH->xl%E*Ii^k@rqD$p>YEJvpTR?qFKL`!rIS&8!yAu7eq{MSyYWW?VA*yLCRGC=U`_uxqe2 zmfu*kMBX{Td>kFFF7v!9<+BT7tkIFJS6OoT1QRKxzKVjl@ZFbN0vJCUDWhX4#V5->$j|19HSwrO&;1wJa%Ci8)yyG3zr{n2KJ;uyVZ8qyPDl79=i=#d^S{(lj}oV_ zv3GK;%3KDAQkY9+V2V3b!rQr*h1soZMq^O9Mcx4w z!|Uhx#N{Pq1Zp!=Wy9*H=fScd^CXcE=-jyVZ2H?6hN-&MVGb|i*cc)|e76kd%&-J8 zK%l~7!%B&lvMNSxlX-ld-*uq2GtG20O3k-=yKLNZGY>YdW6` z#^PJ}ZxTWD|4f9M*aeeiQ+6|aY9+i2BEnruo3GSU{RkOB){#Zh3TSN4)E*sI$ONlRC<5Z?zhGVnwP)5e9VT`8sqW$*lZ3f8jW>{^P1rvQqV7JoDkY%)W z9P`?A*{R)|;8AYj4*T$>PB5Xwg1MKMB_W42dg$F=^}fW;9g&b+Kd;XO0Vx}midj|% zm*<|d4sUDdzJYuQSz*e6jDUUP9C_rSZa;Db85(hg%fn$~>nSUkJ{2uXK1>LupcL_q zx`BkQWAS)y*VdKp*GwZn3iJY%t*hRKTpv+N|51I#o}GM2db*oY7Q-4nWH8b5?DF_U z-CP|Ku1!oRunCvl+86W&#r;c>=U3Mdq}jTeVJ@CT=9KcbZthX(=Nw7 zoPitJ2n%01>nt9&5Wz_rQh?swk`%k864@4S-MHr8l`xW}u?x&9vDGAR4ZjTBrLeA& z82PDy=Y#`m?Va_goJtm-J7o6m@8*+bx5AJYwCBfV-K4|za)`mpd0Tp?MgPM*ANMVd@0FJlJbD>JvtL+5?RNM0qwB13RkITVG? zH%LoF{-g&GRXqpnMg{A)s<^Myn@RsKTKg|I|9{Zd28Dl{m`!U_rT#v;J3^?lW*>3r z`_r!@1eBGdfB&|XknNP*yI@GDet^Xb1si7p3ug(bJOUlj=FGh#8j$gs<=6sdQRJA! zo+^|ve&LgX9ttByCk)!Wq@wO*kml&;kj&8+^A=ZU$ALTk#zKenEiT!R``_iha9FJsn3=bE(H#KGNAxt44g%+DvcbHdyX*0 z!@J^+)6bun;1=WlTFxv!FLU)wk%7Kf`rX{#%^A=)bIm_y!Xd=-FV|hL=6SMEPPz+d zjxnP_;Ef>5zXbso+WhrbeobZwSDndf)U+L+QADyxyCO6ZT>Zh0kI!=^yw-9JNK0J2 z-EqM*QB;8K+oHfm$wU}S5c^F3onTqMvxOZih%nE5qSuW|rCl1eImMx5!{#A?bhA%F z6}&%b!h7l7)^LVQS7rAWiNrc~4mGgRe|b^+!b4`PU4nD|G@7_DgJ ziu8<=WTHey@s2cHO-`Cul#2#s0(^|aeFW6ep5^vO3%+I|cu(W3Hdy_?55h}XD$tx^ zajdtR^g}>BK50!#jg&;(sp^*6q#4@hwTkof6snx}E5Hl%IlU*}By7KYV7LyW6tKUF z=qQs2v#%SFRaOeJkcu_PutYH*>gWMQvT3-88DHV8U!?Ozdu{2lB{>-CF?%huY6gXU zT3<7Ct|0mOuFy~PHHNgKHcQ)1Mbf*$k=TbZ+6eEn<3yeXnYNl&YG-Z8!()t$Q7r5Y za^bd9PpEx2_575s|3~!Ly`O{k`syp#w0(|Y`w)#pipa4b2N1A<6al3eq(xCgLMK3^1W;p56G6 zU~=i&^MZ@!2@}y~)e!I2{d_qzIzP>>3T;W39>W>$&)JpX4)PZ*N+OeQn4A$mlOlB{ z`t_Ma9=&UWLWv2~TS{wNtt8iq-7jx$C8YOfAP4%%bkjktrTzz=mM*!+bDQqdG2?82 zu(IM%`|}(esweNT5&l)p!Ey3o#|e(VI5>GZ9&-HO=Ks$LS=Mfm;@IO3S__$4HLMM7 z=q1fah)&;}33=$DenWs4<=eZ0ddsQE^%fMR+jCC*wvtC}|D=%OB^SN7^e=5OuTOE@ zmX?81lefB3KxmEI^bKKY>38cw)kUX@U_u}3DirvKY8q{ z+d_Se0_Ks+G^393$t3plq*lLAgkI2Qh8Ymt=g&0IqhKTM5~P&ETKe5424QjiZ>HLW z`afn4gLQZ?x1eZkViG|bUtzf{BETnlQ_1Oj|JQ{_1Om_Y4?Kw4F4?4xuXQ^>#iWLr z4+rZ&@Dj!4%dz>VmKi z-RE=nwn-ium_HyLa^w9`U!InxaV{CHJpq(4vYjRY=miL?=oLQ2sLeJxQoVLx*j#|Z zS{KW-wiT>R+fPs0^^%?!EtiN(F<0V^{%(9h<4^PlpW)`CG7a$eqpwL@($lx{T2X&0 z{#G@hbOK~BdoJmpFEy_*U!&(0?uZ{I9*4sEhlXRi3@XwcG%bb-t6Fa~x1;u=!=qA~ zN$s+j<*xGBxAHd}LWP>)6^Xgb0-UROWjI!OPXUV!WE%K9aWYOW*nhpnnn))3YQ1oH z$2)b{+D=|ObK=ouUK!S(T~I`DZiI(0kCZUrW?kXDyozXZ6MDrmZyiu+M(R=kg?9*S zoZ+0&pJZY|VoV??g7Rx)qJREE%u|Cs2q`_)n;?%0MI=9!OzTWT+ERE}&paHAu3_Ru zzC##uuFMY2Zk1EIORhO%&*sa&VHISN+ZGXCPmN7UkL?p5tch9)@@7BmI5^RBiD0%f zM0i%|JIa4w81=j27T7WBBV)Y>Z-WHaI=+pw2-`0bkZY0O%+C|_+qH@%9DPi_!u&gO z@{>RUw_9!j3kxdO3zahpJGw1k54RcD`Dw#On9yv7fNaHyoVof5h;CUlVEPxtjfifR z6~ry^&lMgbbNeyRi+}mS@i$Pc@wq;}@PM12L=l3UBp1`>(~}{%aPv-IW(}?$xNBT6 zoFt&KAIYDrY*D);F@?mkN-|Runvdej^`nK;G$`H@KzU~N6URa+VMHA5#6)XigV#Z~ zZNm6{c2tvGax$zX@!qzb$OtjRtR+Yu(Qr1UsaYFg3-%{1*}Il0WSP;({3VCkGa(bv zF1Np7GgI0cI>nn~O;>xzCD|rYRqurF0{ckQ*E%0`CaoPzb3XFnNER6~wYo2l=mTbj zSV-?#k#5xeNfBZ0WDoz5)M@=bxL?s&nF1pRMP$(xs8VXw#q!uUfcb;3T}>r&oy|Vd z(VlIll{{au@Mpa<2u@M(pSM0dhY(hMq%Fmm>)ddU#yvja17wdS(#8h-n;)dHdGA%PMnqO+_;

;Ud}8 zdp-g=Za=r;qEE6u@yECI%GH{L&FhanGTc%e`QiPS_^0gEc;+g1XoEBKR`P{v6)EJw zZBQzcsmHv7G*u3W%pV3b{C5g~X?TVgI}O|nv#%9APBgx)z?*Le-`M}a!o?+`&7gUb zZ2YP*4TrxJU~hP5nx#F|x_xWb%s04^@9>SK-?#JaYs!85;oC7Fe4|QwJmI<6)O82X zkGZPks!<+`Ox*?AtjiHgvVCwn{#bEy@hgu+JQ5Ggc;QHgc@Ef63QGF|my){MKEwSV zc8sUOR^rQ;mBViW>*S5Rd#GSrJMO`4v1FexwatrpJdNu20MNdYvib(4m%VT&bol|) z@b?u?8`&6dQP0x2oJGXRA3cFic<4uPiR_+_dob1;;ks%K|Fb%qEQ*$_16x&H{SV!f zopr*I;RrrEV@8Ol$g)HPfRu((jI9KDIGZ@Vi8LI(Oh`p~b8++&2s#DHfzUQ1`Y@_U zVNM$^+iJEnkey{sw!iCF)or2XH-t^k@@6&lu05kM+Iva9 zJ#1%JI5X>S(#y)K8qe&ha+#WMyMnBm3LybtLq^CiK4uyCyWi@p)^JJ+Aq;xs(n+tb zL;)(uec1Rb;8&M3Gz)X#Q^tDKI4L}OII-1)#&BfSC>HZ&uVsv9??vPKPwr`)xbH|D zp&scfz0@ApDN!&rGHn`|6|P^`i4!xUnYsI&*S`^zEu@A~yEY`}5S63b;qn{#eiC1W z0skO-ei$e@zx=nH0J_@9gi7WK|5BLJ@d!M+EI;O+Lecrzh{+ z(rKURq#$ptzYQ;h4C^OZ>D_ssMJiav9ZS%_oUXbIn zD}9?eCqW+)v~ZJeG!pDg!{@ysKt@?!yFCg+z8{1ubH6RN5>iB)pAXjvfb7UW74B^a ztJosaKZ+E?8RUb-iP1KnAfje?qros8ctaCe6w@paN54C;f_nLgIKUUMl0$eYIFG*nxRWT|Ta*i{TbH>d2a-M9I>Q=*ktsvHHw9!B>(5%-S2@dx1bymyTg=#WqUeaz+Yk5-hvWc)i6(qd8nAKm6R5lbc!JeP@W>BZu1md``ESbNoMkv&{wx% zxn4t|Yp7u2Z;*g^gt_|)T++UR@!cOcX_F!wW~k@?As|+;*E`u2_OM5RY*`chEnouq z#KpI)e;zBNwKL!Ig61;IGfcJDLds&Jz*MEFn{;QY&*t7>{@d@O(wa}9hi+=$jfe|~l)+Dt%6<*`4Ab<& zDaEo(=M>1OvQ^Mp>+N@&A}Vs08Xi-6oSTys)Dmwi_lMa+txuZzd`#^SrPX1#& zF~;RKdw;WY5bg*kz`(*<1Zkojs@Xav_pV-mAhzJV6tux^n7%68s{m08$Mk#3CVPBa zgw@CJ%R{E`KcooQn`mtNqip)B>h?_qsCUfv7AMSS9~d=lUg_0>7oC+m<-Ta>(ekPU z$AjNcSaOP+Ejd_m6|&`e2a@A2Wfpll@9w6w`Q*YVWi?Gh}mqp27Bw>8FO zeQR?~9~tC@wOET;8NWOdy>Q*V4tGVGpsW`Huj_w9#2pBLx{au7PZKfY*<7Gp!cC& zjRi#o-CNGcKTDz)5PR`{b$kDcX1A-yf#B}4@K~|O9WD!h=IYj6Wu)*mde(RKUEW`o z$h6S-Zb!`Xy!=V*nuihM5FIDn6=uwp#2m71I9Hu)@F-&Y|%q)-3I z5QQX+aMj8cH5FX_ZgQ0A0@pC6%2*v(2*`??cdLgy3|bfHwXc5y;{L6?oT3aOHq_UW znO}ry6_yxyeWD-$p=FEw+y@UXwnZ0%p|lAFSt)#*6~-ae;JcwqmbxGbqBeg;r(hQ} z4V4{~l%R9}{-{~H{6Rf=Oa6C%JCtt?Yi4F;_~*Bb0N{@4=qp0zThID` z(_ZLNcdsE+UjRU|`1PRf7D6jNr>gi**4fayQXAMQc4-OSGa-I0+vEpSLDbyx7JCw> z>I~ecWkzO8U;Wh9DL9aVj>&v#*E_O0B_MWKifh>EC>m*Vcogu6sbIfr6{dZuDkk8V zXe++eL-1IgE4TfnSPyIgjrW_e&^}Vf^87UZR5x6hjuJ5cZD3j%^Ye<2?2ysD70h>C z{vZ;Msf`RXI-AK=JlSM-ki9FgZ?CXqjmViQfcZV5y!ou?J>qPgDr;!%Y>hh1w-IOt z9ZFz(*oMddeNA*ma+5psTuzmnS47DX-|;NT363t0u0W~J zyFX6$QkD7yEoJ;$AyY}Jd~_i=omDCRD*pKO-6TBE*W@Q=%4;DyJYp7<6=x9Q%4H}J z`q_$PO;YPl-mJxcI@HFO_D^k@yB_;bk4xdHoH}6Fo=L2Xm|U(1@2WKDX>S|Gu6GbZ z!Zp<%hZLP9oj+(XE_o3)5$n}8nDC%+POvH9X;C{ZWBR@!M8i8LKh_7r*Z_>NWU0ql zrRfb)%@nbEAXF_){i->x)_nLovDT0$nX$LbnpZNb?Ar)?{$GXS)jRt23;iRg^AW1~ zyv(u4DS@C=<4HXG7Rsee!E((6v(zC{P4mAz8pA8Me!xNF@=y!v%t1OjCVpEG9)V-)D;+=QrS7q`IZ0pzYcRweck{`t7Dx z1!R2E%Vs;pO=w|d`T9PP0=eJ9J#BxYJoaHAl>EpD-lss`e0;z#CcFc>CTd>0`&HOQ zA;C^ImzOo$sO{eZA%ZK+lpjiJecekCc@8idPL?e3i)mH|{7sho8*vZgkcBHEf3^r7 z$`>knH5@jj5-(%bY}Hfa@1cR%aSzYU_u7>wGJ<0kv7n^uY^Frp8c~(VtN`6F2Zs&w zDe|P2427gJr^~lzm)Nfk^Plr~Fi*BN)Zyj0m8Dx{7KaD7)pF1k5XwKt!P=WXi&bAy z%b_a@8lgqgrI}uLzzc0Sl9s5oMc6!Vk$guE&lroJKc^vVdxiRpT*Y80)*sIwPS{(t z>U$H$MQyNCmHcs!uy><$Q&H!o}R?GS-fT1Z`p=oC` z&(r4RnSbo2ZYHHP(|FB(M9*+a$U=HN7E1b>kHQ5qwF(*gxw0ypWV=djRFUI^#}wlP zab*n3YOL-&@WAK0rZ>Dq{UfG{Vzy(`;zTVq0KA^e7E*JUKN>#&9mgu8AZ+aW$@dyH@@biRdr1Bn^%`+f4Fq) ziAaTRRof@2wzMpwB2Z!AvhwCHK@dF8L|NlTxP)AVS$n5PV^CrY5QFZ!?I%~A@-t2F zzHYX#$`o+2S2bEomfUQ#1GY}l2%fOY&TObKPb;)VuRl2Hb!GOvnory6na4rDK)KD} zZBJ-3*lsl|Gr65{CH-A{>EfpBXn56zJxb^!_R>a%kUAbX?TAF0zKO)y&*n9dCjY5v z>3D+r->2ut`)3fLO4Hglf;<6PpCY&VsHKy8uD$KvsWHcMqc!&_qhNzLamGEB0e6c4 z*z0^&fzwu?j0UaPOypHS7=$Zm{Y!`Mn}mEyof=D%x4V@0{rsIEl85Z4IK>o!c&+0sU$|5W${b!hoe3G8il zHT=r1Tte%kn@&%SDe5<;#-kJ;pPBTrnhE~%EaSb>!w#1Y|_-L?6!_c*)!FRb=305g(d&A(+dF)?_=?z~mSL+^(-0)Ae6}8;BtQr3r z`&tNL)WtO5V&t!dFfUlaZO3u~0vPV-T3(F@ZA!Rr1w!Q|=ICPk;r?h4MDto`qbyx& z@zsH!dxX=k^Wby`oCCLkGwq*EN440aaA;CmIx;EXQbXw>&VS+WrXGs8i4#E9ivIQN zpl_lO64OJ8#w{P7@d;=NB}sM@zD>p}$QZ@}0)0(juTpU1Vzwc*glp;dMt-(mk5sI? z0#SGOpKeHpDF z^hE^80@H{aF^Kcc%IR4?94HQdZ=l)EGsl;gzF??0vfAfkB^T-t-~Z(wE5Q^`#$F{Yku{n(@e^B?M`=R$9t{VR zdoik~uZ2(OG8{4Vv5kN)uVR}g*i_vM^GbCmc5jJebA4CrW`@tbHS$LW8hu~Kl*dLs z%#W>1OTXJqtt+Z(O@#Y<W}qdvhskLlP+J`wv&^_NXaldJ2_ybFlgiO9$3L7OaM_;|K@eY1s_rTI*uQ{r_?m|!4Frs z!EVtHdx5D!PYIs(myQnvnU#8^8?sXep8IfO+m21pz*x~#>iM=)1&Wcg z^k&EI?l?Ejp!3EQXk*{pl*d&%kT;v7S|QDL(O6%KEpr%kz{*Mp~u@F7+jtRMkOTWFfHT~mgk;^H9YTPQ!1@vWXoATz3yeQzlp;Lb)YAIN%j~TMBrBNF1~g&(Fm{IC$+~``;rut?aa#O%yn@V3SMJl+2|{3n=2I{`8i9O16hXs{fow|DoO!2sCjhPkPzufoXlJe|Cat+Zm0=e-ZFJc(i5X=E zwg233i9;u8ZZ-2~2-n2mmM-sY9rq!>m2k4JKz694Epd@4(h-n$DDqlutIa^#WM2V{jcn_vT@pdpL{yR5}uw5-8L^cdKDowY#s^xG!G ziGEkuhL?Y;9I=i~Xt+UUAiCw{s4}=PFL&dE=h*}Gg2sAteCN-fp3L_{bK`rTwot}| zHJ(RPy_N{mExHT#y<~dVKj|u`Y$gUbuJk-R%kp%YY{V6EuXMVY5ZI zOP8dD0l)0CC$!4G2k)M-+3f^`*-@IcvfN9C=n}?r1+XK8TI6`PTGZ3u=R^wJe!EFe z{ME>zgYp3`G39FC9Rwx6m{ir#*D5{KJno4HJ|weA;Ro~`83FOb+O2UFRud8UYRsQttCqq9 zhk<|+4o_zr{@-F#nANiT)Z8Z0VE?8v5MX#5_(-{`lD zGu9L5T&O-}l@(hV^-Hp>vRq|;r%twnNetwdMK0W%nlQ3E)jL?Q4H)8=F>lK?Xsa2G zUZD9hvkRr=oHq(_w@z72yqgX;XlS)i3tCPV`ITv!bU8bsDgOx4Ymh$ixLvxIty|p) z?=0$WBWC`PndONRn)~KO&QUsrmO+W)4lh9+$EwBx{~J5DN? zrbQq)p|cxbyv~G?Y3ZX8?+uQBp!5#2w|zmErX1fPmA=?3P3|kzi)&JlF7jrKI8Om+ z|5;@Y+LaRx@qV0{ZPfuBI(M;Z6m`%}sv7fPE|BpWJ zx5ixNc%%Kl;~FBBT>m$;@qYs={|_d3USkNyJed~-iwT}??{gkOid?+f!L zycq^0nTj!ucxndDO^Tx0;@b?I!X`zS#uBmr{EZcD`k${H|M#{3<13s>615b7zgp=rPAaVkF~?SU00Y`)=8%C>zib1UoL37y(n_7kJ;PI@=^ct(d$# zD%AwR7OE><`6yGCYvm&e1$u@YHJC>g@P6cE>5}u_-Rx)Bhkb^0&Yr=-H@GnDJ%;$V$VrLXZIy`%^#x@BQ9~~=Fh(wwbvGWwbQTS z<8xVHz2R(}b>;tzAesY1BO6I{uCc85594$Bx|p3FIa9ItEn!-`t(~vGSUhrO$=&D7 z%hkPu9p5zMQ(C4Jw_dI6bboIhofpDwd@ZI{q?;kr(C1?gLn128I%oc(8B5(3d%Kj6 ze5ad2vQyo^zq+Z^T9Qwkp7Kf~*a_Wp*BednRbnwHzH&x2=Dy%7xt*V{e705&nixcf zm)-G50j(xeLOM)bzT28!43wm#W{?4?8Q~}%d!Y>wVi!$ue%%S4p%@Ja~+B zo#9yy)yri~O-%+DXE(g7_b`{-9_0(CcNJRH?nX#-<`foYqb{cE`Y7-l8sheKV+2%L zlL)OP_On*7c^cMgh|?MKw z3d=yryUw-0iIfk|$_Wh(&C9!Z``K5U(#E*x9gj*gpS@^!%WfhzPHfm-Izhdm;cegI zk01Aj=W5nElcgRRJ%0S*9J7nwo){kawPeXjHkA3Kyx;CRd`ogioVK8!QhMbJRQObf z$+S4!s>(j!KQZPoN((W&Z;u~84hacabi1Sf8b1Bu!R|)%+r<_2vTnZ(vFO}Kwzf|4 zsnW?zn(eIIeUePy&>iv?ZS$WnjTCkbW`Sz&q=P%d!^6>xLHXJW{9QJsaX7hQE9*r! zd3Ji8GzB>>MjLVN>^{2A! zM|>^6tDO~e&gd%Z6~R~BlD6IdX4`@qkrl!OyW*IA(kvOCv6&kC=~9`LlyvECnMz-- zi7-tc!)x`YSqpCR)q9?omJTf11br0wnAN>4*)`JUw>G!#6k(!EhL0aTBCRr165$dyFQ} zuVISCrW(oW^$ZQ2o@_P#XROF5HS`_IFUMY|quKWlI66FFU|=}@jA~n^5feRAVHGJi z7i(;xCBQcBSHrnk_d?&0!z~Pn4$oRxF|5$gr;3%>mWXdVjflDaPCyHPF5*6!YIORO z(7?Hzyu2(_jKI5F7lvJx(v8`__zp?>Pni-cg7>FIcW_0n5|Y9Qimo+0^1e9t+O}z2 z$SShMxd=9|6InHRTZt26>-}C~is24yLKSZHH|9vV&D}44-b<%%>PszC)7y#;Ec0YnYs`CH91n>D$$K`-YnJdM2mPX&2(qtV`v1$^#93j7rlr3{}%` zXwb8k8D*cIE#WDjH$6FC!A@_M*_}#P6b#$3CC>5h*%$fPVg$@(sT8tP1uD=jYWd7ILBU>myN zq0GOTZ-B$_ttLCx$@%Yl!j*H0C$B%_13n`!ufwKo)`ctduR>ReaKsJFoj-H@K|NN3zL_Zc6CC&^ z>Ew=OclB-AMC~N{KKE*K{nu{tOp1r@RyMbCUlXT`M(hEd*%HEW=8swS&Li+xF647! zKiwGy^qXT;cgx>`USB6;b?3{B z<0?q9SNcQmS}myg6wFGloM~M19g1td43nkLZkIGDc`5d~s^j$-0lOsTFk-`{P+7T9 z?4nzewJBPeO0`?EV@<(8szGYQQ=#Z?c$RxTnTvcX47M-*bGrDpjqi^N4Gj&CQRy2R zzO(!OT(r&;ro76m0LGwCG87BI+2R~I6Vv+Bp_!Pbrj#C5`Nc+CwELSxa>vDRwy2hI z2M-1QsH<-r%Byp8>F%Tpu+fDP$($ZzyIYxqjg=mgS3#jAUllP+jWzy>UI} zr<=T2TG#xVY~*=1Ixd55Wp<68yu7?mkA~DlISPjulA@h-HDk2j-O?+B+tMsRGxiM* zhGwCJsns%B(HE#xQKF)jr8XUovK)#%&9+H#UGtPUGR@8gx)3SB6wC6_$E72I@52s+}f#qRST76_;qMOKVUs1u= zBF6Y8?;<1D(~EzSY0QdrDHxWw_A;4f3#3Ddp&KQAi@{g*SRGNq!UBjhvDYtzQy9`m zkS7ruZ5y`@*r_%2qgq~FeTuyl6*d$2Y6XTw`AGN|;DR?N7=){bxe^zPxE1~utaU01$&H+k#_D3=$)@$b1A zX}Cid7ZzlH<-FndU2P=c?CaaQm4BOg8+|I4%SM|cPu}QTKXtTyEvm)!+l6eE!(5L) z6U<>Vi4W3nUp&0LcA#3?C56uQIh9#@FTQIGqNSz4-4LyHTmJq@w0>W_t)zZ${EtzA z8GMu&qpN&sk1hLPx5R_anuVkUN!=3xI@Pw%K$$u zt=5H}H`p(f+Z>-Uk3}g3Ex8m~i8y0q0_9?LK_HC@)1j&sM4#|YrKgZ>pA5H#NKgdaq*Wodg>anoq2xH{$6V9{i>C|eb>S>JTIDF2GMRN zZ&B7$yT8lJlOuDduBbB?om>eJO(}l_WyTPG>JN-EFG2&dK zp^+g+Gux88BeCWJayYqdmhIUUNuKe6O}(fXZNcfAPoForuF9THJO1nnhIg%Q#oJ-p zo|qu{Ahf{a+f8zr*Iu>wM&##4NgbcXck%S}^qAE1Z7{~hX3o@jWS8O=-_of;`8}Ie zqKpe4E&s1ag|+U$Ym?U0FUHD4r8wokjYXZP-J0-`(z#pb>xE)}=-_ZT9d=4rZk8P( zp|swuPNL(|$<|ynSB+sQ4H#Q8QPK#m&bGx9*XHKtc6WDw{P-dDXwWuE+IxKgD6c~w zK?i}Cl#)suCCX8;6**c^3?YMBwOS#8SE ze{)6O-oas|FS~0t-qPW)D*fcoK>qm_J$8=gUr^x`UCc(lO6fQIK03+T@BUNh+B-NL z|D1$mk88b;q`;Jppu)e+uT70LR6n~y;lN>HVO?sf6$7gui#?4;vgQwSG#rGT{p`$_ zrP8f(0Vb@ZGa~2vvb%}V^Q;7ILF`T_cGzM6Ei9Zz=>VKI(CmtdEvhj6%GfwGb3 z{DD*Gl97~b5L$HO(QR^|$Ryl2kD%b=ZRZe)fB)gb@{i}DN}I!04D|HK8*lBtyLKrW zTUs9VTs!sRl(IiaA}Uo3S6SCro4h>y@8%MFef^g$Gq_F}r*gHQr?N)Qr@GyePChAq zA3>E1ly|N@QNnSe#!cQ23QgLRK~se;b=&b-m)tz>X6^^Tq7m7SV-?O{qfZOBi8ET2 zj(`-Bau}e;BLH`ORMtXUzYmGBfznn31|>=B_$;iowCGrOw~kCb$y{v$_sMif;Vp{ z3D2Nrk*6D6G}PC}>Jp~D{IQXxcr-D;hUKE6WcH?2sXwdAYA?qDcvrnys z$qRh8qs@Rj{Zo&`*W^$613M^R5le(yoHaBw^bj;Uq8V#!?K~>wqXUPjx(@_j{RM!C zq7`@1o344keAS&ac^Y zZf2vaBh*b83xx9(zO}VU={)~(Pg3VW>4@KPRFJyVS*GaP;SQciELY@=T4r>IO%VEQ zzkp^8JADXpCZ@w?ZAT#=J!ONdiwnr=(%5n2EfMF~hw{)D)m+ zU}&s!;WIWfV=U#Sil)N{ZqRGRjMz)FA{sbw3{=N%#93>_wBHvWv3LLc^jPbCHt`mq z`~t0Uad9e0^u5ndr-@-hgM$So#rFVdtePYA*{OL@`~403!rmz_v;<#qg>rCkH2U$= zhj^xykJu}vv$)Wq>-E^F4?7ArDKoX82ngfDn02);#^R%8y4D&othb(azXV!XF~Sw< zEX!9tZ9*wU{Yy)SlTVfPg!_ua@Hwyh(Wb zmI@g7iWh=F%;R%mYq)B~Mbl1tbG`~Mhpme)m3$SJ=%7H$ZQgw@RaQ*yX)U&&4ep{n zOox}b{Mj|0hlk5Xj_RzOl+`Vwi5JMt$RHC80SXcA42~Gv+hUV;JB;zDy1;SY+p;wv zHyiF`R#qlrxwtR{&7FzR$v?DW%o*>{^h*ws(6 z6madUJWaz%xm1r6_!-BJIhi)9{h2$j{_doPey&0IyqBg=U}r$OlHaXdc25=%dkBWK`ctLPk!}#OnA-XX!!#(6iedCA2dI{A31Fi`Q;vZ7-rw4a?E4WkG4}sOY0dD z0RSYfZAaO1(qoL*v8LF0rrELnV6(JK>24856?T+T`qtiokZ}Q3$7?;*N9UQV6{6wK zpPzlHDH6{sX{)EMt`74>6T~ayVDIQC^P+fkSvR{6bReuO4i2x{38*yv{r$43x|nmr z%bQxS1V7v@cbI8@A!L*fW{5}i_%(j7pR}iZ1F)0lG$E{ZRz<#c~h@&>a`pN@_WC|5EbIs{XLim0$Kl@W`Z{io68 zN8r{#d7P~C^GXxFbV=&jm+Dq8|E+Nk7%Cf=E&*DoYnm~VzT2yto9+pf4PjEP{3^N| z-nDCU9ls~*j|w)sO6;M0ZcPR#`))fSj_uo@eYiT{t8_|3ztYTs7|Qfg^K-wzJJiGR zswZ!*zQB8)Es1YLNAxYSYy1VsJSFQi1tf~<+Qy@;+xq&zTW%Q{*~A3lIzR5cBC|je z(bGk$O?u6r)MtOwV{2;4t$l!Ao#J_SD_3UHcP(6~fQ+yJ&IQJ_$cG;p zL5|?Sa5X!dJ$fWGcEaf{xm{LH4npvUoBXm%rAgdL37d8pob(PG66nOmao!iDT$eX| z;{k}vt?a*_p&C?ByZPNj7z+Lh@D-3FH$*D07!EWyU#%WzZnMof>ATh;bINaBzkKvV z-mePhnZW|{%Mbf=2n0dIYeOR=?^=uQ%Utqq3(YThb8hmMzJI@H3*I&{8Sd?+$b6DS03!QOX2O%w zC|LP$duC(El0~7GBz_)M0HK=B=A4}$Qt`R`mzta$;emldx3jUGdl7Njr?0+`diu_nzjKs)$&sZnEk1r_T~c+RQ{e_W!nYr74bTn>QIF z5xo-=%yQG30u=f^Zt~+36KUFlI@c+-4^;+lu~WyyMT;CUC(dDw)C_SlmPP2SyPuf$No}@f_y)eE1Kzfxc>w zKLsb)JLyu$w>4Im(MBD=8R{t_Ck6T&s#iIe8Wp-4wj|O~;c9*Bz3*;J-_?#|+W%Ex zT=QF2VSkl4-=0WmJh+eJYmt(a{Cuw%$`A2VpihVPA@MIPlQn*?DS$>;ciY9Qyp4;v zk4$3`bHfsU^jwcIjV`@br+VhGc2kwr!hgp)y-OzGa336O523fS)g_*XM}bW=9b^%S zU{1qWw<7TD92_V8)_b0x5Dj(yiq^KWI?E@Z)3>p)fk#I0D^}&_=Yt{wjudPuvP{3IjHFe4kw*71MX`-ZgyDe0M9|Z*v4RfQ5kp3DFk&vWbS5 zkM`G~QiU>dy8!B?yMMP^t;Vc2c%lOqb$e2!n`<@!vV$4+M;@e`drpTu8Y%#*4>x-G zrRM9{*p77N0Dw4vf4CqYFE1~!^Xhkh3F-9l@bEZP&c?;W!~n58Vd<;i_YoAuw{PDr zuT&6!Zzyf_-$vjK3=RGEmdnw0^mwv}2V5qC5;}$hUTbqFpY-b|5mJGHvM8)J0OQcV zecQEH>->fAn6_CGNC1VwQPOVy9&&7rIagS>dodIXR>{%fR{ibVe!s18V{>yw+wP1o zes6?-A#vKI+I<-|d?f7Yy_IUm)v3lzy#VSP&=*nIzJ2h#+!{wqKrv*Nnm@MtI#FZ1Q4qCSvo9`$=C z+fM>7d(|pzQ8T>g1{kpox}R33ul4?|xLE+}`a&Gkc;~-AzP!{7CfFs6d!_*{wiVX= zyKWkn?)@v*|6q4uaB#w{PY2_;yS_-dL`al)!0+<)G+g@GYmxT$_Syn$B)s4LI|D!U z4JM13Tl{mo&tuRJ5Ca_SZPkP4K)NIl52B_eR0ZQNWF{8=dNxOJgNWHOgO#2v<0##6 zUsaV{mGyjzQ`4`3_p~hhzA!R_0|Oicndt;BTymyQS%Alfy}44wwvy?OLXNI6coIF zUp<%fNKywvkHOE+j(1)DQv;a5!YjQ5&>r@rD}q}hl;sq2|24EiM@I+97cFb+*{?6p zI#w+TM$TY%dF5Pwu5~H1^koTX-BkGd`Dg2^n{uC>mXW%eW&3I^;- z1>-f?`t#`l%tVJ@{kcxPQF3z$fM`k2ZMWqyeMFipR9ShsPEZ7h8I?U8xahiE zD%{RY5xo?W>b!S%QE@*mrzvU^{`pNmu>n5B4L{8Om+ z-gubZw*yc(yS8(}!ZQ;*%Gm4Xej5X@Q~CBE0$@YTSym<;)k68;-`|!~0RX9Tk-$nR zpK~yWVckS5>-b6{u`>odWWA%4ezg@L-Sl*lYB0d8$(royyDW*?j=W zV7tFJ`hbu96LP|0xW9kBFyP>QRTa<5!}3wT0Yl@)E}Ze<-sI7Q`{-l%K7h7Yqs#ta ziOEL#%q2d!8pY2jmObwy~=yKk3g>{yQ;J~Uk0nR z8QDIAhHF#pl%>a>1`v|(UB@S07W>`p5pc1pFN&O(`3-mI;Z$SLbip3XqW_S&MgxBxbIM@{tn)C3?W|r8Le&sdl5L-sC^mGh)Z`qeqHyyapT76 zv7Z~>^?NIqD<*Dd>(&AX!1WZvP91n}%yLSJ&;QHr#&1P_7FMU}6yKfM_y#18)Wd#Q zBUN^Ng0AymJc|5;0*!B++TU5jrr;_+6cmJ3B4e+QL*x%MRHDfF5Nc2mQ;^2($B&n5 zyw=)}#a(}A)0O7;`PelD5E9vG-WT^90E!@KAnuHOw7dOhq86wM%=6CIvr!FRhf_f; zk+MIYY6`fl_gotq8nSflkb>o~0&I=>c*oL6DbRlz&(*0|A>*cBH1wez3yEGkoR{wO zzc&_55XM|It#q;W^Hcm;)!{q_zq-50F5^a71YZL6at6X+^9~W7)q39r%Ii!^)B{uZ zo-7R&lq|_8_E{1eo&)z+5r!{toja;!5(pG*f~4n4;aMQH_MqVG1G5TyI!O|_w%tg5 zc1oOztLqvB0wm*ct`eXWscq>s8w*IUWY(SRP__86PZw4>`s005peZ!{D!zw1^A?3C zB3gilO_e?XZU@%Ed%N!hon%f?3lgF=g>(3Clafo|zuJPO;2=og6&)uOqFT-(nxIgx zb*r;9ei<*ZzTxa#Ot1qM0d<=5?UqR8&lsrG68ur>_vp5NApeq?MZtbbIA=OyUj`sJ zmH4T=TzR#D5?;9fW6VlDK5Cbqed<+83(>?#iEb+J|&y> zg!|%^fE!g+^0K_OK3lqiKp1xfxXLzu4;dR8LQ6>tzYpWDOSiJ*BBU~9l#CA#|qeYM8GB~rBL`9E)PhuC;e)!$&@G)0!EcyFn zRlQw{JB4dopCELcIjpfi@sop%FNbHIQ>!-1a7_l`5^fSP?YG7eEhQfHAS|8x#Z|28 z$fpPvdWrUvcsblZ)$NCA^Ex*w_tpj<%N;>$52-K1(#|e73kCF*M2o(~3Mum6w6j}O zKHBL5G%Ks9FwuVvO&qIVYb+cA@Q}U+=H}zw-Dt3Y0XzK~0?A`zV<99^klZDpenCeG zxpRmLGP-THX}X9wZTs+H$%s9)cL3$Uyyp}#8}8{Tb{MZR5e6#&_8fc?sV055%Ra~U zY;$u{omuWm-$xJtBc%_NA$=fGI^eKvCH9g$AM)~&fTf`X&3%@EZo5LIhM!fWx~s?j zAwU1)=rWWw74uitmBxh@dQ8m15AaCujbDIpn?TGM@M!R$fBpIeL_sZ996kAcbQD^3 zfS2I}1lwFdJ&VLA%R1jvRc+KdpSs=^a9CPYgih}YfSnHJ66(T*L|Nyo4jb@ayA95A zG5%9vp<4#g0&DpYXmMD}%(E+JN`#FK4Ay@Q2)$~R$a!I&T@s?+1Wv}3F})t$x#iH$d$4vgzkj0vNBM& zku&&4i~t)q)DQ;I8nU;)zJ0rn{G(>}vAFn{=LF`9pVA}f94Fe*?LaD>{(d>3ZnXC7d|HNG)y;Gz5=j?eD;}{2Q3muF8h_+KpGYJ^(@E%F zjpJk;@GbH?m+l*hCq|f-li!jA`wb9Ib2Tpy*om1wfIDT%Yp|iBT8L;yg#3N+L{MAW zg2(AYAgAeDgrJhX2-`qXIZ)C-v8JH06rcO{))&=d?hA94jxJjiLI(s)I@ofW)LSd# zqs#7ZP!L%{F7)hdr0f|kMj-I2vxDD1Jpz_%TcLdo%$;x!p*pB|;oP=S+(<6_$SQuX9FL}5r7G9_sKICt(G>zzRQ7&DP_0E_ZbsHF&J1E;;+ z&1Iiox!H4TJNLy+4Gey|SHoZ_fYDb~RdpO_Cak(w)*~~2^UW$tKy>HjH7!qVc#Bpq zm4F~V|Ed*G?uaE|J80-PbykLO8_=#lRJZ+5rY+S}Lc%q5eS51<*htW-u>W%is5MDOL#pz$Y-Ke!u*p}7CbR`MH~ zQO_Vn_W?M{Kho@_AC-P(4N<`UZ9m7fVY- z!))d36Rt2ZwqejFw{G2Y*%VJ?TouHqwmb6~TuvN1Hv9`oLmu2PzGhY3(X3LzX;PoD zAO#BnHVDO&KfoOn0O}#^>4PdE&HWUGN3Q=KVo|#bnkeT@r1$R+<X^TT4N!MM3`{d(`>I>2uw5S$CQ31;BhsR+|tzY78z7SZio1E>fBS~l3Z z6ggLD;K(;Em6w+c77Uo49$C02vWfHg7qBR3Sojq@R>mOn zgpzxl>R43E^k&d&(NOG&{pP}(D2tN&S{Gw4UbAy1z zc?sCd%wc;Qzde?UThz!UoD{WUNYewpCWdv_x6V_+A?{D&z>L#TgW4_DV8BMO0x7JS zwe=zH{LZ6?efH&^LpiUk6}n9IabaEEA#jiy$bujwGPAUt92=_v6HZ$&XhxR(bk+FE z;Gog)`RxU$27f*IG)6O+W z>R5tZ1b)LhV01v+rE;=k+`~J7NU&|Eowzv3e-D0ucnY`2uugXR=PeVHg|(gDMK`$h zi?MkH1$D40VBrA65zy)daLBlFRsXeJAHfgq^Eu}wC>P&P9j?-XL!5LINd>VP1x`hQ z{{ffH`a;i*co9EP2qIMrXQ))62>|<~ea#mfxAuP^Ee`_@*V5sQ%pt2($qT*HHfbbl zA9E4nDg=Ey87rXx4{R8h#Fg_fxX`Q7ym}Usom&C`{s^ z`a!2-3jfy&5RRHq;2$-i!S}$qQs0rn5LI$mg;@m!=zTB;{!eLwQm%K-# zhS`RrM#2ABCN(`wp2yKe;OwW%rmNlFoL&JMP=ffUb40Z+^g z5u7P$P?^Jm=68TDARh67loPF8zonE889$Jo9Y93cNC-oe`%PerkS%j@K7x@!E-X69 z!s|e?uU%^aWwr;~>^PMeL=U!-cg)P%ON9IX&bi2C_f^`DlxPb4gFU(d2wYLI4KU&} z9dbftcZu|4F#7;jt}vru8mL&?T3esPBOz(Z&&|b!GflNYX4rhM7{DD8qWk}Tw!-QP z{*G}73D<~kgXIKfIl?6cu#BJeQ~~TNV@tmcfVq;dx~cgO{N50JrG-*~Jw+--e`?lrb2{(VdT(@Rs$<89dECFaxI(#Q9L9hJgN(H@ zjUy!n(0&UxCy8Q#(`!-gV2cCq&zKrA;3kwE1UEk$);gQB3exwLH zKfv7xnLQyat8!h4=Y<+4lZz&)wGkTJD!kTgpz#foX=Qk&;q#2F1KhaYw-e8^0SoGYM3F;ND+ zTCub#4>Q(OvFal6LPA0}1lTarnlbC13Vbb)z@l=fgec^!virE7f6*3Ydfk%I&hX<7 zU>jFxu`q+-e9Mu|;8esMpuuWth=im(_l!l)#NNdCnQLHk`zy(Qu zDG{3j(J#pmK!tmZIbVbP6Yh}|BVafcfL=loYA9BMNq{0_eCw7A_|?hsYC!eD`YWQJ z^8y2S1Df(3!_xO*>8eE@0IA}Ywom9=O0^ zVa+@$s3d?jyU?9EWZ`q^ii=~#bSMxAk_Y-{vc9ekqAb{%3CO2V>Jz5Nqm&OTfcF=f z)vk43Ci$r(SOP5=(pLxa9F0@i1Boc^^J7wfqH3wyj?w0HUI+FL*+*!_Y2AXL`m& z#5QTOk@gfLhy(E70B`VD4oIpBP%IMi94;J45B>-5hGLTHLoAlqiL_}k% zA{94H>L&sD=PgO=VYe?``?{E(HxzQNP#oEXEAQX*pmOr=myW=`Dh7=Ur8!`mcnW#) z-u0Acq+a#5wl?Drcc?4h!PW$FobwP!24ITt#fv;3HNf14<#Jji0BADMg=1&0YA1@n zD=v11Oac&2+)>`p@Vs_{6a2T@w?4)n55&3C=1D^j@OD}~RAGB6s6p`J#f$i{1Octp zmk=ki-STj{K%%@oZ?4e>HA3+$|Mbb3PsZ!tPm*WG9|bOYKByBgA1q<@YQ=yettT-D zW%tAV9dLp5($h7ey=A}6@{r>9E(w|6zS8ZL1i#BJh=wUi(vHp72iPDGA&1Dj7>(p! zlX~fSmY6Pc>dzRTRmQ10Xgm!=x27d+wU3&O-U%ZAG;H2VZLTrVfD85EUJ)EtH!e^x z3jx7_*u?zePOAT2vk~};Dfcy0oNH%}t*TY&w!x_l$&*vRkq2~C3ZD1o%&S&LQZ#kk z&5R#z>lS}FziB~XVr&|hdC2{($K!T(t>bH5VLp5GMli;Y_E;bkLNCyyQHq;f3wDyNJvi6J-c&*dYjQc} z8hnEa$M%e5)V-aq ziqXt`XikR=|2V5JXGLbwSl!|7Z%AlrE&c%eWf7w)4RpxXtEL0{a~vvUrXC~S%4z>0 z3uVeV#1QngLX!9T^=tcyno6N*&+PbrLxU~*?B-Go(ESMvA7V0esljbls=mX-EB7_u zQgRIQX|U4Y5PW6RkLZ;C{HEfAXjA&CgCvhs7?WG@XooX+7(2QM<|tkn=3in^3H$#2 z`)497sMQO39K_zQpw$98w?LkH!Feq8P(}cv*Va2=@t79h3u(0qEv1d&_9>flGcK}^ z2nnJ<$0lH{pSE3lqrbKp`qD10Gm-Fh>5RQUYr;C_Nk;JUgSPHXMRA%2i9kfPSGyv8 zLjvuO?VEdQ%iUgxxiCd*tH7W4?#NC zMv)qXb%*vbc?rA@{th{&k^C{$_Mj#UWe!p({GN19C>`}87TxzzB%a~SjqXR36Cql8 z?`MZ^Pcm4mH2kADr&B(903Qlf?YOQi7C0)YYAzM#=8_i_RkGst<+!95^vLc6BoUx_ z&Rc=sG!EAitDDWs!&3**7r4-WpaxvHZ~=1iyA%F<%lE~#ScBnM!rhIfU$Un)5xFNY z#-z5B?zd;-+r~X-UV!76-!_}1;PnqkXd|{3j%h;ZC1=+wP$Z8THHmvtJr37ufXAe+ zOZXNkQVGpFPG^v5#;boH)UH*#$M^KZTwI1JotBFUm)iA_k2jGVFM}Xy{A6)Kt-FXLhHy2~~_;3wv9hxcR_T8Vpyu z@v~71;?PG1eVYIzb`ZCApW{)o=8uvKQnfhgjv(9vOavNGSXgKY4ISXKLoQzLe*oEt zlJ~l8j%jFQiqpPLnVsI8&rZTcyAMZl;5u@@jgrEJE!x=Oe)EesV- z=4Pk;+VFM+PMtR21RAgyL$BS;Z=a2J9p^c1IxxFs0LW~<*3N@I}kp5Dlo@t``25t z2G0Q9fi#1XV4%_g!YWY%5X+NL&Kz^CP9T<HG&BO)*)CxASSCl9AgB$(y~$XoRV^HMwzy& z@yNg!rU;a*{j039+YN>iCuiN{4l9;lClcIpePu$$h zoWF2@s<$?E2fPAn7})1;An(A4%N3xL1j00KO-&V|X7?|V&K);R;H^oADF44-t=rl*6G?A;VYBMRX#~Y*FTtB>j7%tCIU5Sv zf$q5@x4N5f4w43IncOTK`VnCS9wynT%zCW-Tkg>(*NrdaT@<>jT=zIWPD-AOjHxB# z0$F$#1RhAmvrm>OE>V>&IfpE9Zc4(j1~zYY4LJ7n)L>I3 z6|VYg)G?~luUg?i?`cpea5m#DPgW0V;T!JB;&&S>$5T-u4lPFMlzpt)1E;297P_h( zF!_P&@%f$w)W?O}?s3I+*w`gml-lTkRLJ~SUmexfBvL%|$1=HtCeIgWUApw+BqSo& zAP?GHgOxK!Q41<6qbaq13Y=9Z@xiVk0YXOZ(PZ92k}@*s5HXVw!r56&Q_5q@*>pjWm$;^& z6@#V_)J^dm#)c_EBs4YZz8nZglJfOk8r0QUThTOkFNKRSu4iA&%0gsiUG1y+a9U#K zD0T4!aV5i?ou!)jF0tK2dJaS8W?}2-SPzN>cDN%nVRW09nI#6v7+vlAh(weK%ScQ6 zZ;m_wW4i|=G#yoG=UKEsb>_}ZmZkHy*e;4&!a0LGR6_=g{CW8I^n?YL&%QY^s*)1? zRU8!j-;K6f=o3!*BDKWRyXrT;KLSM#hh+q7dOvmHLxMV+Rd`k5d@|D{#9rXxI{kQd zK9o4EEl8>U*`ZwhcnJS6!(bCXt*2nZ%BO`v>H!0T0X>bu+_t=Y<@I^-EX~w7LSOrS zyThf24UK^iD_TAoFoZK(z{n2`&CQvX!!n1Shon8LRr+uvCO8Y_2?v{09qa1%XGNiB zrT-6;O2BPoLSwVfhNtin@6s>%?N@*HgLm))!;T+&=-G$ojkyPA zY*N4e9KmP(DDz}Ls}(kR>e*F>=QqII8`F*Ae%z<`buedlUf@xp3lh$ZXZN*|&cM3x zY?F2YuqYCXgX1KmVNm3c8j)o-DjxUy%IO~IH!Yu&m(*bcc3jsQC~_{wZzT~~3+s!0 z4?0u8$r3@pnYb2bzOoUZZP-&7eSC5|k8s6zK4~f9%*kAtHsYg_St3Q8%uhBG0SQLUE64T+a%@?wW1dST6uYQB$^u?tU#v7mI6VrDanh&6d6F&fb!ei7Bf!yeC&HRDEo_LCWy9 z6qDiUdxX1H1uU7A#(nK zd zJY@Ou^3=pnU8Q-8Mc~PN)Zt3gTJN`KTEWrsmr{*Mqj%n4Z>wpHe%%%Rtb(}6CZKP` zZnkxGUDzR;jbK3+#7?DNf;=NDvQ`s%x+W__;KlT?w8s}un+nn0fH=1S9J`P@t3Yzc z+?rP?7F-c7Hq_f!*4*sO7s5*h3ACSH;GUebQ!yNXV^VQ6+6;_5h66!MaPXtMy$MIp zq$;bwWOzsLt9W|bt|GtL0Ba0_8qbw?8C@m9O~_2r)xhPP2+ioRWyEsf&##f=|zB5c2$c!uzzRbrQ-$pG#*R{qK`chy-icP4^MI^p- zkf6xvGv1tmdKmthOoA%SW0vP0m(95qW||B{6YFcjnO%Wt=Zi_febNG5xh46>qc*(T zJ1>b{A?i^LpjGFCs2JaIGd5nhVpJFWOu6?>*zncE=(VgJ{9M)vWl)^Sg zc{~D%AU%P@Bt@BFkG(29;xOQ>hGYL-9?{>@S7gw4kH!QI2rWbCvwwQ!j8wyDiazc3 zdiqTsalrwCeLi7ct4!V^pJK6S@lv1=o_Re|-w{H`9;^25ZvM5+a*iA+y zi2DpC_0!Sakb}!Qk#Nv|)7WIIC?xH&;D;W&#->B&wy5HwLafb_M{10ieC%RASuN5v z{bT~^J7x1@vqJpBmy=OP_xbKLiZO693&T@ALi`wX3LiHzEuW}W8uGM1FHTszm{)aS zSB|!sRZ`+-e7V|*SkeyF^NNS3$fppq{kziB0X$n^V0goHr-OJ zypUc(?s<&xwa@qvN(Q6t(I%zOxctY=lw%|h! z_y!g2|NCJsocX>HAr53H%){!lVt;1NmcVdW;NXMZ7|Wx@~3noE5W|Hsl@6*H6 zT*P6Lu&3?`*?A?8FZ7}bZEKxjp?L{d#&zBJ1?CW`)T5)253!lEm)Fg$O*u96wPGNJ zJ@Zn9Re*FV7rYwNxN}-AEZ@ms$GFLlj*ecImzUI8^HeAiPB!0zCnro{N4P*!YQ{iE z6u7UX2ZZ2|n(!NjcQFfh7a>vy-aK87pfdN$1Q0!&d zo3K!Z|0A!d8!_Du<9P!5{TsZ@&d_zCzTIh<*-gInKV+n(q=VNEp=$Una?#NfV@^&B(;6R;f zw3F=8hBpq;JveAnK1xai!Hpp0vN!!i+e)H0pjUx(6cx>7R^?^~YANk|Jv?KFFYZOL zlU`s}j^CIvBRyB1-@mtFI6 zk-rxfJZEE#(Tva`n^#ykd3&!MlNm<*&(e=55T)7T+O2Om+S0gi?*6tIvR&hV=p~g49x`a-;N@o$yi% z+QA9%g5!!|tdwcr6`h#-y01(wC3;TvK3{8#gWp_H8v7+0KYBI3#lY`#y-nv>EZswz zZ45M`r9$G*=?tuQ3GH@HEsDZJK!zkQ0WeeGLPKd(S-C>N)AxyKeVc{i3Z=s%+aNJ> zaCD3pu!H`2NG0XkO29vBM#GU`u&<$U)T)_LpS|3E1RfIuCo~KVPbzw^gV_b_n)Iw9 z$bLv25AD#(CZ%&344k9Yu>T_IyyL0t-#BisY{!-k9V5x=kX^cIL@0 zn{dcVc9fA7va+&ABq6kfBK)rN{Qi0V>UlZmKKK2-zu)Wnyx-SlD3U`Op3u*S)Rbil zq0TQlKq$)rV+#G@arE8J2x{1L8Y=QaD>US2)5-yx(7V!J3TlO1-S4ZTLHrVNe9>1&492#_2=+Ac0O96j4Uy|$7#e5fNFy0lVUAxbszJbhpl*KI44 zy$$E(Jn1`W3vMPxsVFU-aS$(bNx-u}AObgtNhzqp;Zk_=Kww35KpAcns186}4j_(y zU1yG$yyU6FtLL_Hct$dPW8)r3UnW2aKMWprRP5ScC@~OW^Gi#Gc@xvq(xCsDH$1ga zG7=v7kpx~=9(qJw5>Ymt%N}U1yKZj43AP&=8%Z-#Wh{#~FX*P&!;`}t3w$XgfE?>| za^-iSd{YHk$)!|b9I%!zUc}>td3ueEbWqGmH<>XtkVA$*BB8?#P1%>w1tt(2!0>Bh z)znCJ#>1}Uzj&dOQUuK*=$Fw)Yo(BpYUmq6!eea*k_hzTT=BO$FS703`LE(boY4$X z<_;X$!wyL0&~~Zo170$Y&Km}`jZF5c|C{>y4{nWZAT9yjPKgxoF918GIZ%f$`784# zW-F36FF>}%B`blD_5vgUm8re=bz)%UXMID%A}|R&y`$(M32jJo{U;+5#xaw54oOcb z!mSM5ZUlx91BXU^o9F<2bRp!5mVQE{g|-XMIif;6oyVsL1sP!o8iAGr#SDHM1ZLwi zDJfd#dJ41$VTpiiqm=@0kH>w3S<;)3*p`Kq4$vWx>fcwTb^^HO&YkDIE8y^ernchn zfA=hX1WDV+?{G+V+lK^aD}>b{xOu#BBjf;@yRb$L5K3e4xI!~p8EP#4PZ=UreVSYG z_)kz-;+6Ht2Xt)VdoZ+V?0?`O>v`%~zFXs*V_oW#C!xrCs2ZFd2~y*JX-%BppH=xe zkxzub5T{*A)p;+Zb#*ek>WxOa>Ei5lig8BsGZ`5b_#4V6oiA=E;zo+XS!(gK5~?4` z#*K1b=D94koQAmB_{LiaZG!NIGEDsGTCQ%1=)m8=#ciKc;Y0z0c;WCXQh(TzHH-4| zk?8|)e3_=$Tk&aLrdQQR)C!6YgqI6)zybpW5!~0_m=!jNhu(M#n`UXGZQ%VjA!ckEXhlkS~&Z51I zPwOTE!_(WbBuPse1@5o-h?_I|?5~u-ViG>$f)^dQ zwM{Den+G0Z)k{PZh4szBCi@OPep(A$8k<{MQOnLEnS*OPWGWJ33<(6*7x(F>A82Ag zjKY*|E*5Q*@t+B(dQeC!==#W8*E@G0-3Kvio)^M2!#i*^b!~8!+1x(_NJS3;uU?5M zxPaI+03~sF-4Yg+B!DXvaaq3V2 zft_Uk6Vb70gh*JEByrf1XXm_kL2m%u00}E_)31hVSuv6kj)oC$Y{*o=OQ@9sZ@bTq zu;l$AgK*|gKSf5WE05}+b1}n3WkwxNv?^r{I4{Y86yY8VeL(yLFmJeRh|%kvT8!%O zTpS+Zg;f)ECBguGETXpr-vInTwY zy}eW)K}Q#w!TLvxu>?4DJ;XUJW_v73%NEOq{)Js9PmJd;DvE(e*=}j?;onxG@6Q+0t>#q0HTT-XPZ3I+T(z&Q`X8GgUzlC zI}6)M+9Uun8x!WM9uicAbJKm5=h+;V&epZA3O)=*z)nPT&vt}Nf$$rL=ym8N09TVG|pKV z8rDPj94H)h{xBq!&N#A&LQ7D>gwd?-VBBPHquPl<>*ChY7fi0V zKikEbks_{o0}Z&{$@ECYXHV${RtPobvycJg#f&f$Lj4NS^`f(2tW zLCm5Gz58Um`381X&U)s&}i@pJHg2{^uLoUY2AeM%$NRu2gJ99InVe^6Yx%8 zK|@hE*zA`9Umo2R+!g|i7<|O{KoT6nj+xLQgB|+`FZ4_agr>B#G-MCJ&jMX++Aaw~ z-vly_$cMimc9jQknp@)`u#gK7xB3QwGl-}|7d8-zw$QF3#AKv(%wFD}pccxJfP@q5 z+e|F|yEk_Uc8X7LV1t|(h$LvGAD+M((ItuPDIKs5}c>)3gF=I)HK3KK}1VM&_ zOogCJBaj#}*)K{<{Q!2Tgp_uajb+G@w*)KUGeb?z%CA!U`@ZC-M1UYu=SnXkMu>+LgZO+z$KrEkt2&%_C?N$Wf@Qc2%Uf6Gu3 zq-Qb*7z1o_pNlpB%Pc7&&|h>@-~q^m;E%VrH;}@J?C9bQ}^(5b9#Yc*5^=mB$lEQs9uGX#_7ALYEzOEV@<2abo2s;UwBje0Zua_~K$iqq1D0gJ!7f}LqHat3Bm)G4ELHem_N7FJ|57ji zkroRfCr6j&J=8?mHX&yO&Glz4w}OI#FqrNv={vvyNYdVMcXxMo_JjLg=*H8E@~?z2 z9h}A1cK%*LRzqmb8I41}gIo_NG0s=D+yjMDdHDhSq-+QT6bL=%AvE(3cCo(uhGEbryZ$5yz2hL-zI6I*n1u1?Dh5a(2XXzP~nK{#h>g4CsP7S1MRI7 z$VkzXksvTHtlD_*9inyix95DJW(*e;$P&vIKglO0gvJb%y47TP9I*|seMD(ldW~Wr zW)J&9%c@J6+VE;67|Lw1K5!Cc5!5CMN+;Z~@MWNcyGA&0Q=8N2BOX)afB5iy|Npqc zBbyBP1^hsx0ZSI-t1O_s58@3JGeElPj77DzkhrY`<0u5~{y{2icqb6H@L~{Df#W%u zpJ$T57#dh7H-MnU(l;S7Fb8pNXl7~=3~*rf3IsfEZg$o=ix3Yate>qxM_|#6tfop} zYoc>hrr>Z0&>6g8Zxa_G_u0Bh)uJJ=52%Ra-S2C%2|Kbm4y>&545n%Cl@GU|we1S^ zf_!s1I4r#@glH2yJea~!_%G;(;5xSc=sZRE2Cwg}g3xe$YzzV?aDam!83c0!weTK6 z#=wthV~WLM&CIy%cUAVgw|!P*7lE(?Sp;ClCF3q&CLH%db450SIkjXwJPg)Xpf)-? zRl(zIw7}*-a0uf&s|YK|nVXgjWLZW8Tb$DA)(bfq(O zg)~Nol8((!07dx$oLk%e8_GD}4~o4Tt!-q-5FvXFt$l(PgAi7RV-SSmP<@bE;1}af zyqdNOL9$#_AFNo~g7@K-0gPOMFu(+eorg|D^DiLE#?zaA!HnWPnI=Ujwae|>@}FYP z!a3y1ZC9|C{8w!{6%LgZIEl#e00^Ew;2@O=hb&DLq#>`2`cIS_{SACmR8#~M=jy#! zJOth}lFSHa$r9aM8bue_0tkVk6iEfU6A)Kn^r3waDW%s?CfpBe1yqedd7zclRr5=d zEr6czCO)IKpcC0vfOS-4L~IAzBHlaCN!L%I3HGXEIH(xExD|2zq5pwEAHcFU4?n3e4xZ4uuq)QE@<4S&&;8@r z7&9#eL`8mEP%zgGuR&R5=0f8}Wwt;#je?#h2KkO4 zS+MDh0E+P`e5jCrD`$d~o-N=autJfA&tZ+nhCg4!PIcK0s%cPCH_z|uu{#9-f4 zd?W8ox_BP>sWwDfLtA7}m@aXkQX~IaP!GqHmu2CXvZAWzA71(xydyoeWZ_DOL;ff! z(mVqT~30qKyz_UrS%S zh+Kf8D@d6-FY4uXNeluxLkNh$m%W_@qU59C%i+k8_niF>XdOE&>|WVeS*0&sq9h>> zM*Z;7*1$Fa-q(;jCgf9OWmXVodl6UR}_3I)Gg{N|mn~O-@b@U2>;wz5z9zi#-YG($bRN%EHu?BVGe)wC%>3bWB%5iO5{@%PxM{d02WMI>4{Z z!S5TVvv1*biml-x>-oALCtW^aVhbo|3QBF0OQVRCqCe&djyyMIt~0+9rHU9zNJ4c| zQ;8#exRUKrxw{f^yrknZ4q2nudZyEh4M-*EmdE7ON0UTL3j9B;=r%S6g!5GmMWM!G z=DMzSd8rf(I^={AiQ{~3u^WVWk>}&_oq_Z+M8(zy(o!6>oh)_FBwNTW!?70`q`(yx z8qS$SwS*}>i9QO&3#_}Qpn%Ej2+|@H*M+&_;o3RtlXg18Qb``}r4;BbjF4(0`JA~- z&GXt{^GCqc83!&D98{m4rB%oRn!gR-^yV>WBNAl71E4N z&Mtd38JHhO06M?=GX|&4O;Kz{v=OAI(&Nd467TROzM$(YLE0nE9Q!Bm4XBiW0Rj7g zrKOv9Q@uxiCoUEHC&cDFllDd4Im<07-}d|1CGPBOX!17tYzJV|;wR5JE3#o_PYz8* z@h;cQ%*-GwR%Tm#wOjts+Lk6NrhLr(M<~2ezO64^e64A4zMndF&qIpm!UYjGm)r1G zmlmh0<#)O-x9T)A^56{eHj#1f%Fh@)+z_xLykbWl!qM+PjVP?Opq?u_)%4hVf7z_M zI@$(;JpbCNz5lp!V;IkO{q{v;@-AtqW0bRxJBoLAo$`F5vWEM@O$}$x&sGbp?-U9% zyD+dvgxBUj8vCyIuZoYutq_4>aX1I+u_&+8@DRX*29Pb&bf>_1bMlU#ZI|WxRu_od zkOMy9>uGvSh{-Dzw1}Q1IjUc0sm9=(`h^TJp_xLq;ZT|g{LE)j9b?D^QBsIr?&&-^ zrN=yj?H?l#FPeiIkU^|$xbsTS8MB$^0T2+B$-cmvc)zA}ZbOeXbEr6ow~?PFKrZfh zBrIQ6(U3MCwURS9j>g!Q3R0oNH8*k|RkKp4?R*I~F~22syf1W?quj)aUo&dRYtDbV zzov(lD0^mWAQS3HEBNyA#klrr4R~Iyt*?;Drw?E$dOE`>q3Sq&ULv4AUnXmhB0SSD z#Y;{oH<-(%kPwS+w7QJ>aKt>{w|;kfJK+9>orl)Xk>Esb(D`$mYs)LWe5jsB;ZtjyF9KVc?|B(%&d*IcYrmzo%xwf$XzQn+O%tuMb)aXI*Ccj|Jb zh~7RyH6(*_gfQW|sTDjo@Ex>>|s;j|w$GIG3##iaZ-=N*+!Url|)E`yd%$n_Kb zR9}K;${IaPbisYi&va8@h&oStG1*wt_ z-1Cczi}Ahg&_y7eJOBB3-9~<=#TEYvIvyL7vRsl(5f(YWf+602^*#7=4S{Fwn)MdO z3C_-vtgh;&pHj6yP~}yVc5Pnc7x!D>oo8HPR%hb#uzc(k{ImPdV?nv{^DN6g?)rSH zORi!j#^xz8y-fq`MEl*Y!L*oUYdt@v+ z$d3NMW`DLvyb7+JrMCG;eLQGvQapYTTKsFWB_59{tZ8WA90#Q9YZjKr+IP=Z&z~xs!36TZSEsHA?Z`_=`3?AZn-SexR-!2y(AB|lShf9WU1hmp ze^ZT-yKBVl5@t?nCQhvS`;NYBhZ9x`(SOf>zVF}Ki%S{_oEDPKq1TwDV$aEzvmg5g zk55KJcRPTV@TBnW*~x$W%3MDyLQ{D43FA{W*M>l|O_RJ3x2_s$yPnTCwQxvkb?E(l zcS&^S(8bjjmB;7`b@c@bMkXWN8bcKCur1$9xcpOH9`OXBCE!8JN6W_LC|uyubmk#9 zCI=AKbxy*j>VX5%Hgf5s%RN2qBv$pb%qt#ak?d}+w{JDvPK{#mf2u}pev=hD&T6c# z?=|f$W-OCC;3O3{kUCVy%_Y+)`04R`*@yJxSg}M#G7b&|y^WdTdwANFs0ig&C!+WL zGU?9-&VLc4!p-KqZ}33WTr`*R{<&%*YTo49oi(wjCy_q28tu}&fYl4N$*6p1`%VES z1?+^EmRh|(+6x~LOJ*WhVVZU8Wh7Da;Mv&fdB&d=&Uej8{lC9LPWUU7)eom?TU}-- z=rAZUU&@D6QCeKK=Y;{Fe{1wSWd4=SB$oJ6M=#B*w>IfPC=a;9W8L-f&m%rW#u`z-cNmG+tw7v-`;sC ze*NudsKZLmYlJpz6yXxt?C+)uKSx#kl>u@SzmbF% zue}Xi&&E^n^U>qpN~(*$@0GCfKNtS#@o;mJ&jZKcUvi&L)rwx1&7IL^?ympNF5dI+ zxa&qngmpy8E7}gtr!1~A&0?-`D*^p^oq9A~9!fqM{0CjP(7W0h(j|_RWTlu$?vH`& zvtQeDU>w91-+So=N*BBuQynesOI3&3EnJ#;mo!!&3(%qe$JZxck{2 zpXpU|E)UUS*ZCy8p>DrD+e!4zQ)ise@?w>b_t{LoC9CHeCl=-G#qe47y=wgO{t0z6yE1)9i+|%acQAtig82(ViqX;n7=4h^-{K3U zWgyHY>8~B!X&K+xf`K2^d2<|fA1R=(13TCYj=p}Q%N`Q6Ff)ge0*y(mxSMJ;xr+AG z={6EzNoZ1fy89^IZPD~Q!(Rwql;62S!Ei>5`AN~&>(=R``WZv3u0FHo_y2uJtPzoT zAc#aj7FS(x35IbrSDt3YfSy@4AzP>T0uRypdsD1bCW;n%HYD}XB-`-%rI-jQAWz4a zREpO5m-J)~9J%7Ryt$+jN;8W2MaqlDO7ZVAeik5Og~Rgv`y!==S>j6SmN{|PG-SIS zr#6T(^f~NiGLFb+Tqoh8J|v}jq>sQ5O74PGszyej?q4h|pUqsX^SF|)VCOL6O&TzM zJBy&Afww1ww0q&0KsdqvMs#@c{Bwpag9OtDTdbeeQu ztjMR*wXLn-=PJIPYblzrES!+}HYt|_asJHs*|3#YoHU?XfD$Jlfn30i7HK_(6TJ0l z>eIf4P~+yAWMrc!f`BX&S%+gC9~B(z3Gs##utvdWSchU66d7hpZsY;T2R~_kX6DnE zk)*^~ZX8H)QV9;Hn75}839A>eJuA?CzOZTJ7I$5H3BxR8ZS;t9#u{T}kB#cETeaI` zkHJ&D)o->aA%}qaPXJ1=Eq*@I6I@G$R}-P|b(t<7JN*%Cf)riV00Ccy!z7de zUqeNQz!Ae`GoU!;Pk?40NNe*8y#_pQP1m*SDgAhsQ6ptoqP#*?E<%&AA*lWs^Q1_Y z?~E2|0C#=YHn^1`i`Tlt(|nS%3J1LAzxf+>4q3LV+X4K@$<`McE_d#qMqr?1aRBAF zy^Zm;^5>O6zk%+cI<(ru+PZ3vLmv^=K*bq6qer6x({v&TSyT8&O>kyDHNtV+v-0;WRJsd`=c+Sl*aZA}Jip5G0+4c9^esOr4oeF9nw z7uO#ObA(t+n!{=Ot5eQbr82!B4e9N*|MS+me=w~F3lQhw96urnk{?i_oPe(J^yT2d z|GJvx<{az8v9({9x%f~;&-K9ov5W>oAy(!KQbOXtMyYi-j+MYlw1<&e zJ=m7kM@Z{H1)|1Ol!G?Bw@?^oq*V9O#tJnV$_jQ>n6@I4ig!5xJbWIia8PT3V!$8h zL5R^u*`%Gnuh${LSDZGZyZF+hy=&X2PSi|K4~}=yw4A>nfLkZ}0J`0bWHxm(P`e9g ztraaSeZ%!dwz4^KN_DtS5@Jx=R6pKI&^~}7Hpq&6p_D+&g)Rlb^0v=KTCm#Kto)Y- z=QPuy@e^vU6`P)njwIzSFPG;@@Ka2{3lHx=jTuV$TZG~;)Lhl{WnfK5pB<<*%6NU* zwyL+^>nB4L1figJ!VEredHZ)s5b^#3q*h|LEezOj12x=Jq8^F3HAp$`ef?>=Zn@qy z#N%o4z#;2z#{0I$;%`Gm@vP?+7>PNda|q)Ruc*1Q7&)_b_OZK~t!C+gO8> z5R}6*+3^k_#sK8@)BYj!f2THw9P193{6xLZ#_^xLNX%n<<$6)#wh;MHCo!E0Bm7G< zv+Su&@7Ly|&QFRr0FQ#k#NFxYWhn4Kjdjic-CNh^tuL!jh~}K^fNLkzae!2m3rB`s zA+rAtUs9Bf1tZBpt7^|SV`ZZg^ML2jL7t*QFk|>5GynQQpGC-VsQ$&!x4|HRMrqZG zMynP$qrdJS8X2|jPMQ&1pIOClOq1n-0<*EQW60Y#F{#8Wj3Rs3GzX4ih3oz=#rn~= z(y_Fvk_u$EedZl6MX7J+u!MB%-AbPs$8G%^{JZ73eotrlmaosB`8}D**U85W4GRLt zudRyA(k3R zi*=Q@3wWls+nDy8U*jR(u0dnoxb@raqW|Qr54Ch%g!J}n>z?zHC0rb+<%ojjiVL(Z zpm)1Qh>)L8djt2`$3A$AnJ>XZNs!jzh2j4E#`ZPZw5|M*vy|p_*o&N7uDw^MqJCF* z+&EdVdC*?z9x6?gZLII@zd0*I3!(*qeJgUyU9?58ItR{c6Owo+un!KxKRf zM9t9a>4Q6p?-;%Berp{L+b+roROn2g4)Q3BneJQMFgLLs>3^F+OdH)pHPTi0f&?rZ zUd z-5Co(=4=5)XGqVIMxCl}+j0y0_Tux{UH&!&MacquX~jnnFgsd@uXDM6l)1{`zKk?< z_miXia^$|eRvmx0)Vp@Xhv!Fg6LEd+w&sM{R)+Y$C&oVQ^cM$-G>_JH{0Dlr5~nw1 zDC%FaVjwgzjy7N;*$~uBQDqD`Lqn$TpmkH4vx_n33Mx!UlNPfpTwVT7IBNMorCiuC zDa1=?VO_*Mq6=NP@`_LK*S>{JV{H4Xe%wZadT*5dyzL+z8;2A>z9i;F#yvRw2(=W$Z*Sg({P`rJ=CKC~k z)NN!}c@n5xa!q8#%SM)>Kn^kf+ikCBUUhDl`dw#mL~g(m7kKOl07?UT(n0*FMCx--)}vy>tb11%~^%9>!-y;Q7P*1BlF-S$-yX6r~P0 z=^LIC6ZMei>~S-IvjVDh_`J&3Om6P7=q|br<@{zw1bOm3{lq+&4g+IrQt)UaR{O}6 z?z9FEv>CQ^iB|8|YN%T9CUbNG`S<0JV=QFu9M!;#K3fa{zZsI73B z4Pz39KOPoF`mrbD@<>doR?S{~!5B%ZQ@XfWXKm(j&>a#Lclp$Ii3maJF-J8`<_@|8 z9Lhye{G3!mp{$D<)ek$=&<{J=g!}%jF%}Hi(oFP+7#m$7{%cfWYd2l(?wdVj4La7- zw;^Bgu&Xz)+83#P&yMt<9ska0*Mt}4t~;6KSZFUTuW&Ncq*IZRsTaFdE1LPv$k3RM zSFz|-M#5XxtjUeDid8D-O}QOPgdD zbz)(3W5t5oT&>Ga%Ckq{jJa$xFKnd3Q}muc8AUD1HaNf$b(+Yrrxwnu^d8*f6YU&) z^u(B*yL5N5vbZehAGlx(=AK>c+O;MPX3mepOxSf7 z+pH8{{=)0 zD;28b2tz5|We%3#=Q2fgQ>dbR$29flOJmd=FdCk;S8H_7T}P-Ou<4_QhKNi35|V{8 zX>QT*IyThlamf}bQxs2$$gNkn*yn0+y}8`_nFDJW{wCR3bWq;sN!K>IuPzNId=@s? z{HHF~dYExTvQ(p^iOe%0I3`1#yC-@!o?^Yp5kt%E7dbPL5*#}k`9{9Z_MFT9Va0c| zEb(QeG%9*Z&CxOV{9Zfid8*2}ICrdG>e_w& zJa4&kPxKUSaT`~fdad(4JnfUc@P6Isdnf9!HVaJOb-#!wL5ian7)gGkTTv6WI` z)nl55)8S1o*R84&H)1r>FIWZrVQSl9O?6^%N$*WuLibY3ZuC$wPi+^7Y#!5H3%xZ& zf9(z19-EKl;B+_fq<4gNrh?A6M|cuKI(^MTtRx(HS=3y~cab6bv~qb-1wV(^b^cCI z=BSNWUo7LfIq~=Hn=8E|{k(HGt}A}AraqE75Jaly{+X_ra#gNAtGHo}${auZxR*>Nywp zpMTQxxN_3enSY&`HLFtqi>K1A${zKi0V_+b=)=|-aqF23Qc}vn&l3(ciRC>A@r$(G zjw{bi#NO9sDoejy)RW8}^1X)4^cDSZ^J{X_3mQHP-0PFeO}8_?F=u`Z|Jm|R=+i39 z`FQ#A^zvl!1#TwwPR3-U-a|SRCrc);$i`UvcIa#Q!%Gcxq_k@&PNAQQRmVS$@b)4> z(=lClHv2o5X>nhl8OX0LXpEx6ps4tRA*9Q98__(wxcciuRpKaG+V+p|Q}(v(eKm9k zzicH(A1|UqOEoBJ>{dTBViQgO z%!7Y&dh2H-qkffVq2{c{%&xs?se0ym3$>(Lgojg*gzw4p?d1k?&4ycC(I2aXuPHz7 zTf09o(JIW{&0B>*5}Fn1#E@1<036&lKJ zggTeKN*&IF_MnPd208TAC4q+psx-BD{-#_Ni4Ub)@*bv6YkwwT+VfYKXEv4tl-F8MTycW(= z9--wS?>b?$TF(E${f}gNJYS6ZQh9kS7k=HU^oCe-e}}1KF?Y3*!pu@i!FrDWDXE$H znB+o5f`;DKlr>BqoRZL9&@WUqhu;tkQvZ$fA zi?X&cTFclg!E3*4)Kp_8E z)PYgG!;4Zgk6us7q(z#zI`>u8>d+SX)>4!Y@%r0#HSxv|ziVE)1*!3;ZW=9=;H8qZ z>Tq!gghVZL2(y`2kil^_bN=tz{&@V*73mj$lq$!QFga<8!mY=Vh8LYq!1XVhadDYc zEEXZDFif?0ZcVI_045F5S{DVN12biKJTZrn$N~E9Z??y4frk#>M*c3IF>5f3CBOVy z<%^-^-B0;nii9$ zwK5Q37xo@-7f$){b7c?Zm!@c|(~%Yq9tBJmMAHg-F1&!uQaQ@G{Hr}r4C?N#NxN@H z+?D31dmq1|I1Fe!9t3-82U7k+a~3{afwYsKB28Ye#tFmr3s^F+?!J(s%*U@ zfnxDUk>B_zo-1o^4Vml%gIhMP-_N-{#0wK*U_Z14qmia}%qXLlzTe0mEpczNR?$a( zeyLzCdOlzHo2MK~#n@rtqKpP>xxuC1iZS12wnU=a4(FBi%0r39sC6a}LlQ?WUfSq=`Q@G3W7+b46$& z4_ePXZ|baxT6$F}HyK}7&wFQsc58EYMA~g8!kTNP{=TcmcrM3z+mscFmN zPJh1}hu^;^=*^$hIZi9!8T+M}PN17yhC7z@c`xIuZV#RgBlXnACU!HE>I0qD3mujB zJG~AVi!aBmwI!Go-;mCY7x(=g7DuD3J@>7k%8#|I8ri;jal=$0yc7|skQ0Zzce!tS zYkF&;^C^ispKr#35giO=;@+7)uO-K zniqqPd%)lGyb3eq<^g>F%Kk_efBA9{wXLJ4JVT=El>Gvf9M{)HLQjdgjvuyjC_`sMZMbeD;sYk zqq2o4_lc8sz4@q=`bxIK{*-o~sLtSn>4$&*QgMHHV4HzEm$L3DXHGBA?BX;ond^uv zt^H@Pf98q8g)ObEFXaQZ+Didx0=>A5MGD6~zUTy6ibsZ8spR@bMp+G#v|%f40yS+y z1?fEQ(h{YXOr(y2Jns#SO!hbC_BY+%*l?(hJu}x=tMfhyo!Xo*BjHLJTY@ZqiY6+& zBfrx7!T_W#{sWJ2QH72LPPQS9k}-=tY$^yP!Sme;Ty-;kCvPTdiyFN<3~7@k)g>LB za+#6mvPR_`xr0@ij$g=SZ0}Vo8EPBVZ1;=A^YhY5cXFY0JYCH=k-Bu*&xc&Q;Nn#qnPfV=G51tpy%L^r8uoNt{IM`JFS4dX@nv9 zJ{9P?W7sI8eAJz2<(;z>RF?5HgZO&gE?sNZ)hZT{nyTnmDCIEu3H1K*31~a_3kDf; zwq}SjOp;r^^_>5{?^K5cq>oWulx;=!{mM^M@5@S@hkqlU@zJhaLA-n=5rMpSeWw^t zBCY{ryw?$27Rwx|e%LPp>TLS7H8bz>0wmg`>EDd6bokhJe&bkOzb)eR^SV0YUDUVp zAUqb}O@uDD&zCr#oZY=ard!jz%~?})0>SF(HyZ4$LZlnr+f-&0qnVy8fKO$}`DWQ2 ztFM_v7y&)kHE;b~@7%U89zIgmK6HjRHdLP8aQftHocMJU1-RF{ra-@wu!ooPqzBx3 z9sZg;qW3xrr#_qN4lagTio86^7`ahfbUl%eo;~?}S*%xaX{qTFYt-n(buEiC zSR-|nRD0$wEsNHVnwxh+x(yATf{3wO?3YKZRyw?bj)Z!s$Ad(xrq=c;A!A)vF({F6 z)Zg!Q^AOl40%O>(OK9;>;>Cm;{thUJ*+AvgCVM>AQKaS1i&dg1VO>5^_>)Z`K zl1DZT>BK`1n#i)^3NWJxq0K^@4!nSO(4j3E>+d-%TZdP8ZSmK-m)DYIG07ZJ{ZjT@ z3YfI`BC04AvzF5Vq({u_UGCf`3x9mq3fm>_&OPOpRx0K5f4C&fcD>}e$iqyuiOHPr z-!azcL=MM`0d}gFalG`UcHZ*2Xq`J*4KQp4;NBzX2LU89^UCwA&Nu{bf1RKKynFvm z+45BL+u$0pMV)`Q3S6^k$`8Rv{sY#~8PXq3s`n<%3Pu0dr=*H#$=8efHHbYz7 z)Um4S{9R~bAY2-i@?^Ys?R5&oStqVbXsb)>Gh}U$e?dNZw*K9UDNEQWm9maAdBF1_1wB?G!HzTqO?ji==pXoPQZX zi*TJuk+ci1zOvaTHAtoc;`3ap5*LCuL4pJ1=RN*vr|EkMW8|}kfVeOJDm{SKd5nUD zrECHO76N8omP1t7OCILcLwuYo7N!BqBx}m%zW0(}SZMo>>4Ot2-o;8}k z*leYuYKa*t_W{W)iV~aC?)ux;m zfBor4S0dL%$IdzNqbbMxNUFWx<1qSZ@-=VEztOA5Sl@Rsle^i1yuP0nd>2g2#!tXW zoGE>$`@hjByblc1R&j5Re*Jt^^KRB(hMdhDk4)0g&IiD!we{tr7Ra8*y)X8_MU5Z` z^PRwVhr`F+yRJmP`qPhuSObAUU`#6h)U>pi53Yi1$GqP|*4*4Y5I_wWR!VU7U33hb z1Insdgb;wBTBYr)k{ECY=Y?>{s*}Pv%1Pv7`vVzbBTZ& zKpx>EfD`~WcE{EhJx`?$*VEUpaU9~x4$2mqe@sU^KZO^Dxfy`Pz|4ZLK(xS^<)rLo ze@n&)7|U%3$P&z-?*_9ne{zg4PFHOZjQe%=HHsd{NcF|O{wW*Vh$38 zWjF<{M>SOA)kraV^DW!riO9#hx;@!2yN0^+)fJ7p0vJ_2&$Hvlv%2~w_=uwDX66-r zEoiq3O~4PZ$$HFvjyI{{abv%w3!^ z$mUEeyeD8l1q|H2_fcsdEfY1q;bmqp4r3s`4E`l3Xdi&H1Y+;^?;k<}0<7Gl8Kl&Ty^d_G6HavOb01OvxYWi@F+zv?kV>AkpZ}BWkt}^;h3^EC0 z6s})?r1fm;uVatii{e0KEBN65w*&*x*$tkD5j5n%2zUbFjs$bXHhdQ_j(mVj(0v#m z3jTqZZrddy;%vFRVF0Fe#$moUd|>6gMos5K-sv!jtIjDWhyfV(0st z4t6=h9s~s^PO;w*^w>Lb^qZo)W9m4^ZQ-_7p9+^&jSFTwDA zcegVV{MPrhv^uJ7jt0)d+yV2M>FM=fe_;xPb0Z5U%zOmSgOvD8IFg_%PQJ>^`AFcr z2uv&){4$hnr=tUtrrxi5jjk4g8v2OAG1u!??C6(CJU%7zRQmo4Iu{)HehU6pjB5e! zxch*m%usMVvwm76q2cAI-!N&y3RtP1)`<>C48qf|0OJ6lh%WcUgrR9{!o{mkT`bxgRRVZ{YZ~5xd=Y*0*~fjQMIIhK~SJ z50F_w^gC@8@-$xZur&Vzd&mhy=rY0Y3rO<=z=V|n>>?y94E6N#pNCnSA{j${zSDMj z?I$Y4RD+dOr>_Q^_wnq&!TKnw>`qtBT??tkS+3blo%%*6X3q!6jGl2;SYTqaD`GJE+o zdT4nsK6~<2i%RNJKGLHwS&nEK3=HrBaIY_6HM;y%fq-E4bEUhDk`>mv-TCekexcUPg2UvNtNLZ%1I-3dbMO&#rF@r zzoe8}2V_1Ht2qfRT=2RZj|Joo(s9%?H;6QpU|}U8)*KaLrUr*?g#R6-{C8Ev1_SGNfM3lpO;S?zy0rbISbub+}StdqE{WQMII+_y2BUzmQ4;m?`ms3 z80I@kIerj#xi}Uvosz<8)UfhtLS^#;TbY`nsDM1%vzfe)f_L@vNu@uCq!av?j5HTu zUztBQ_i~bLTf1!nBWP1E?b9q?@Yj5zlGXl_aXDEoap9pUG8c-SDwNQ?AY`DcEEui2 zWE6ft7@j95SNU$@1OFob7+dz;{V$l>-rgRXJq(uy9E6lV zo*9CP5tgli(Lf^P?E;_iLsnhtsGlGb(NcpBolX_}J@C*#kpsqMTQP#MNjc~V??Jb} z>BEO#;7r~7^$U=!5@(6BD8xWjxzYdcpCaRRe4tPa8IQ3|G!66MrUwlNYNC}Cp;c5N zj6KT8{8$BI2$UnoK7eZWc>&%C4eKCHtvo@4EZ?T7VOiPBf%n}(49PHXk~{DoDX0?$ zn$`96d|)Lu<`M4!WTlyWt}wKW;FH6T$qier2oq`QwDHL`#j1-g&x(sGGTI;cqVbX( zx47wDn9ZA$rI*0VU7Ov0kC^stgI}b+{$C}q;2W1-Jrb{OX)%AC>&ZtxsRaxjQg>s) zKFm+ud25niqzA~py!>2P3bVGug73|IO@C8Oo=yST3f+tiMf~q8(O*xH4X}6EAnCqsBHRquT632jyw7&mr|Nl6CIb*i0S^LKxJr@ zz0OJ;vPKo}-+0N6B#uUSAd}COfhuf`VMHk9J*cQxgrE&^!{`92v(~7{o4&QpbBV&n z-45${Z4_}>!5<={<70o9?Dga#<@NH^bMcOZ{-scQIpC~c;RhFVyrSBvG{MK?Z*bo} zZ~G?y_ip0>&UzhvcfXH#0=G;x2EKPFJ-0X>O5WKON1|tAU*t@Nqr}!y6Ujqm)kyD! zt&?{oQ)9%|B)vwu@7Hw~oMkNeljWQL1zGYbP7o?hFpGcvvTDlyA+WA{SQ@ToafN?Z zwIUws0#fSqBgdZ>gYYz2h~L@Wd#Kt!FOV2z^eW;5>vc}sl}E51f|qcwSOaDWK<5&QU4jqRsJPXp}0AXSp{ zGHUrS;&2Y$c8FyWw=q+m_m_Ro?%X>_hj2U~WKNLL{5-w@yXaHUt?ACh#l-vo^YA}a z9i4MIyJdR0x&2}FQWrRofTpO^BHV6EyN~6)R{E2QGGK4eV@)@n<(LF6KJGJ}^a$3`7WBWr}(OJc%Wn}kI$G39|Ehq>(-abhk{l!da>fFdl zsiLiOjgBS_fFQG&dSNHWqpuI5hI-|b#-^cmdW{e}BVd%U?_X!b!=QfQ#Pf(#h#XnT zTo?AOK#yMRHANTdd;Ky}vhdwIsU-IaxVImmXm=@-6q1y+`q`Yv4Vm2TkP^m`$9oho zd;Ja7!F{ZOY~5*HM-<(IoW;v-O5VHnznupcmm`Ep1&EKPg-_250K3Gc1Z=Yn?q85GVF4Y&?&+6tWMXZqM9W@r_Q$zwsq(-=y01x- z#iNv5Z08_uhUpNucDv_$7J1EL%|Qxmj>h>Ko-Aqr5h|D1kxj(fW(`|%K(>Xjvw>0# zpwSmpiL#-^AeD<5gq6_|zO@*rkl;#Rf}Uv?QJnzF3^Fn@?9ewGLj6G;Pd5!XgR1GK zS;Z6E->rc-y$e_P7T-af-~ptzDB`fMZu0l%LxizM;zM&YKUpjY4B#s`xdfsMEX)A* z2Uxnn<~13LjCxohAt7NBW?&`&?vRTMI|+6kyfG&Kc61Pkj`+AZ@F*!VT98Ns@Bl&| zQ5y4_ui$NXg7JmIYe7v%=QhOQ6&|+tM5cPD&GPJGw%k^)xrs4(n;iX7mO$oXMozu# zWY_D@yUSGc%s(bX4O7;|`X4D2FNj>bSbi$v&i~aSPO@4J+uGQ;#dL`o|3i1c6ekwS zUpl(u0SfLZkq6F=25B2g*%9tWD)cXt=si5@`)mJ#7~Bb5@0`|LZMUn`P4CO10Gh%V z7slbOi>`QB9%wb`cl_S?`^J2hfhJ}os@k;2M|VQ12J4K%^5%dgx&#%}8zpeq0UQQl zApEz2F6s@7EgnW&d~C@BlJC?$Pq_=Air=w5=@Q8kqXxXBhf!5U1uO%E{Z{{C z%VHFV*fpO|S5MpPKI(1SY^Azyr6WD?h0I1#oQgRhgR%E8*COd>H^M9Z-3D8hEMT^UN;v&mT~EW14pjj3*?GD379HKOaX#>PxzSgs z3-LZZr`wK;!)=^bQj^s>RWcy(Y+ZZ^P;`I|>+1)1cRwzf08uO#PJR89*`y${8`6Ww zg@xwiIv*j_nfoZ?`j~&F|%WHa&e)o-7<+@4uH}Tp#ug(o{W|jpnNnm zkn_a#X!cF1RHpRNAQ+NTgCMsS_WA&aP^rmMpfU$ZCYAaFMtFJDaCIMPsa3$Zu(Hr$mYm zrUogLM8O?}@595&N)vFgcLN#^Fb!zm_&XVCLL(k{|IJj~eDmoUA34*5shQX7{GXW( z$O*_VBxWYwQ&dWnX2{tHFHsN8I0gHCctM{lJ4?={#mm_&G%}mhl~C{jTgpa8h9DAU z_fLOeFkygqAMSHr#~_yHYA2USg?izQf(s(TCe@g@|E0%EJ!o%{eospN#J0seOF(_S z418BnZ_LVH|2B4gQrm?afqeTOU@q9PD6@60dXc(M|^8QdAkt$F2Lp!!-0 z&-)+TnA6WD!E$Dwb+!_6pAssnK>SIEmJJkZ7w6}pqz2?5i2_vxg+VCcfkKK)KtSKb zq^gXCr&k+qWZS)=ag9|9=uT2QR;1yuW|~eLAd%A62Gs^{Aw3NPgMRB5t*1KaM!x*R z^(%4(qYIYkewjnxg!*i1ebSzXsn@8gduJPsjh-Et4UM*X;m(lrbU8nfvpty_;u=ig znw$#X?olIm2ABMLKSslo8r^U!ImkP?J-=3T`}##-g_&!mmK1bNPp7v)mW37`&epWD zce>lyP_HFJ3;2rEp>JWqIfJRx4atgY?ntze2YI<7R1WxrLt|rOhPZ=nHH4n#h>2g+ z-P}a_L9+u|fiI>c84PO5a{-5b%h%@+A;Ra{kW=$|=`MoHAE!b?MW>6;Up0+|+cL53 z=;#PILjd=I`g00|#|QA$YJJoe1`-sa4*-l~w*iK9cMlIE@V6lF$LH7 z&lqw#yt{(%hXL^dRqyfTWyHplCnJuzVX1WZ&LL;x$_JO8uOo%C}-rnKX+ zR{S|cdC1b z6xBXLO|j}mi^Kc#_5MqGMzIXfe)}wJlkN*H4EcrdWGmH;2V@meN7?2s_<*rYPF_*1 zE{gVXl%o?m#st^e@x{stH6E|hgdrGpEG+2W{|1>X1%(tw8=&)`-dtO32Vr{`!g&oR zwo*2ahnLq=!zMiEVR#S@fHI9p@!@F*MxdHB*-1VhwCwUYFU%}21Bq=!6lzW6ec<9H zjF!@Uvhk81uAcMj>2kg2c#36zKQfjbA%9z{?`r`KM#lv<$ns-`}P*A|;sVZ~- zTfAaB`J^B4_$@9v@oO=}FW(Mr3{v_2qRElq98wfWm!<7k-aHp1$5o!FKIh~p11R(K zWHm>ny+oI3|JDP2gGcoEHcD&9Uvv01+Kg=ka^re9Iz4`P{FozicKAq1(PKv4p}@N_7&6^&b$^yZ(I&=PKfMshBZ7`rz7InKa|O<{a9HsRZ@yAwu9h; zchNnW8sqlg@-0r4L)NAXUuWti;gwyjwm#stHCa4*No|CnN((jT7hF+Vl=^VVb*+H3 z9I*lm3$qKJ^G?l%2e1%)3Ae*5*lgW6@yTZ$s0B7~M0oh$SGUl=a{<{gD2!qAcn4kd zq6^wp9Iz}3U-AhAHO8%;PC7adJ>4QA1O)}7dkU#B#%zD=dmb({Pi&n4w>}T}*$ApW zg7h~o$JDcS3~Qk9UV={W5{z2%^aL=&r=#;AjS72qfo`g3 zkvHN=@9}&1a-HeFg-Kx2s1L2v%ehX6;`dxVuP-uuHYWO}l`&b<;+p{q0*4CGG^-PM0)MKH?=aL9>Q z_$sTao+b~3cCXSG^P9@RYUA|eWUkL<=KrJdE6@`RSdJf_&+mJ>bkm52;vrVI522N2 za(gum&}#^X@K_sYrM#m)>Aij^{n!JLK3wqF! zw9ni&6`u^fMvh5vhTt?vjG7?wH3f(~x0Js(dGL`#e$lD!x0z`J842-I|{c6S%tr?_rxFW6R^@vOiZ{<8+E|AGO#F_qnw>8pedTICC?z7*hv$Ki&GiJ}?hc7_C+oWtA|5}~YsCTUwqVvXh`!$s<>^n2(MU&SCqcXB#o!5#EoH?Rh}-N)cHJj3LgcdaB6ZgHYNseG#VNJ zL_{pXgVqo8i_EsWzE(~D_CP($&03`+xQvMMC{%C(qv|Y6kt)xC z!3n`7zuRU;u^ub2I30SFA0V6g$Pc!+XIngWAtl+rxw!$e!7n(=Tv``PHSJAJU(*l3 zP0o@iyMA&B#XbnEAg?_=I~&gCeM*k&*S2(X^9l~Gj=wMC`(T+IfMveEzJQ~G=YiYm z8{taVlPEx!nbsiC(&7jGHP6-*NHLZd^v6gBMLUs3PM$55P>Mh(4}gsk)7>@Yl~H8c;ptX?Km24O z*75l$>m>&p}~MI1Px2L?0tbC+ENKNvC^eX?EV8vv2r>RjGI2M zb_MD`uu$*6Kgav(dfx9fbu^y-CtKJw5cI^pJDXDcIKFS+#U&tsA>1r0t40e;%Oa_O zezm8TIZZ#yRXVgNQ$pksHVVOU)AVlp?`zTK%`6A9M_}pr7%f#=K$9Z7BG^z?X79p& z3|{Pp`ci)4K^1$ax^E%?7ebSQy~hY?d5}$rK*feHZqh@M?IDWU@AbKxo4XOnbup&g zsz&>dV!yTLk8Hb|i{^a^GtcnojgRH>uaqwgcxboNzwL>R71&?%00mdUx6Qa@0#O`( zO>4+b5-LU-8Z8?3oZvso1n9o@ts!PP5C}$KFD?PIR`hyywaO?n8E`4yIRtSX1x~x20T;Mi9b$n);1ywju za*JC^q;2T3!cfW7>@2)^-$7~((ec^&`Sgz;DQ-OZ)pu6ELK2u?Ls2RG?d-f;Hq_Rr zBuBX;h(w8-)P|aSe79~Bqhzqih6B6rNwZL2ZC1fM$2)|Akk6d;;?&?BC~qX+*(MEuKf)U8*Mex^sYGu zRlq#>A{$12bLswmF;jgPgbQs3|M~wJf}7&{SG1Qt$!!!h#)eLB6;+4z>N~&J8A~Gg z_rf~I#NQI8$z9z98XucX8!DZU`%B5O3g|^xQ%7`jv*Tf*J?B!&MoA)!w9rL*LPYwC zYIfoQR#+MHJsg=e?)n1%_RbSW5e-7}U_;GCXL4q@8OQL_S;x=xsaIFwO!bot$qafw z{u(z{W|n#vG7>iJPnj4W)t~4_y*l6bLJ|?}c7wta1;uHi?C_Rbk@`4-b?LKNs$SaU zu{#CG>C0fOb`kc3duabkHOKVdQpYbpS7%OCY-pU8ruAtx)$ypHA29B4<4VFpd-mk+ z&NEjD=W_8Sl1Y!xAHLI|W{kZ?#a&gE6{PB{?34+L?{+h_f%Mh(9aPcsH)4p2gqm#V zEbMUac6$R!#N>KzT2rfjejlp5KjFo0@jcyvhZav;Q;aFZ_r9*_7rRwHHY+o5a?dxu zKp&14jX$|3FIj28dy~7pz{h3Y>`SeT% zSL9M2e)b}S9k_va+}0@$pyvLL>fbMTo8oYBE<=)UTg-cibc~2x!fucHWblTH3y-O8 z*O`V^dljBuk5sV=P8_%!-@Mf+8vjtxvLtEAl6(7Gr(GbhYfM9bzQK8yk~Hpf%kN1A zwsx-cq1%7;lMnN*PovrXZhj`^Y`^Gvy7o%`RR_)BfMqTHH$tU(a!=~$F(m7I)S)j} zG*}2wR;y?GPLMG6@+qPobeY|$r#JTM#^DpmQ`9zSxYsHvr8Qkcq-hmK<4T{l<|3Q* ze!v|6Iw@bqZph?ARR^!3!TG!0O5uM$CTg4i%z^jg`0HB7QP|VJ*E%DlWMuG-6!QRg zx%e@K2LNim0=fn6N8a_n(1t>Xa9hMl&b!!T{c4K>fPZUp`{gD)= zv?*S`%t`haA4g0(h9(;svf?6em;3rWMoKb4+#lgH!(>dzPw(Jb{+#h zas-v0K@P#Pz1i)!fvK2gL+JQ{H4vH?P`;NJd3%28k5H>jM`!LrXE>`Ec*UA5aP*z- z)r}CKz@Gfgn&=HO4Hr;_psy^HDEp@HB0}_UP%&(GqFPO>Ub;y3eDg#`lPSn}juNM@ zjvEoQ75wkYMx*!>ZSW7G=ki;IxL%9|$@0I~<&xne6(Mx~(=sNuyb>$gVmF`WF>T~# z!;@%ydvL`&{kcA1cN3k;o1IuL23Mx?UzZ0`gs<1ZAD_P_*E`K8TWmA6KJ#mVzCSN4 zIt=F*v<)5sl;poI7jJj>Kk!n)gw8yo0SZNg-Kq`|;>ZM^h>n)5t;?i(=P%n98r?WQ zT@6?%kU+^B^umwCF!woCS=Q^O6)wUA5>*0Kg3|CvCLOk}76+*j42!S~)*EFOa`<6@9+ zdt4Af*#Z&Vbd}%X?v_zCpxv*oMj?F>Y-xeQ`?N-};uv>G@$4YfyFf9#f7n+q4j*#n zGYe@8i?tMfHz<-HkJ7~hm;De%pZEbULj}=l8sjqLjc*|_8LaAPZ=E~>t zb$Of6B|M=JTWOVq{t2yIfhGqf_RkArRI&P}#L)?7BqStve4Y6feUB0v)ni&J{e{o(yrZu6x5IM{!pZURpY8$>bohf16`^wP zF$c^T!j+}EcnYOZ#HU`Qj%aL&UX8^cd_Eb5!70T|j*S!zWrU`y9p1T^xHyUB26wVX z4>08*TDwZTi;&H_BK}4I7NdwOg4GCcQvV-@jTq>$tkaWS06sH-l#W}FFNZe8(NwdK z$VPwr-%hrsyIXOQ2AmH~Q>n`z5+!|93JB5Dbs%2mIyv0gZX6nyhGk4v$EjK>`^)>< zZQfMzc=4k#XJj2XqL;&{x7JySZ*P8Or~6;KS2PXT$UGJDXiS;4&cbI3L2KwZzWOGr z={J_8b32mar^H#i|1VvG?l5BEL&icD$y}!et%2s#Ga>?mw6}qC|GZ3YZ{|vhd7c%2 zI(f+ZYWL3rLB+O_6wif#-JWGWo1mOoYMW`hFr4C+S!O5pp&|9n|AafbSe=*|On8eL zQ~y2+TX#6D{1@=-B(GFP=|2nmq|)v1a0@@xk>e_nAQ>L)&r;|SSQ$PAgP^_`DJ{;_ ziT!Ntyc4^8(-BDdE$b1wg0P&Mg5+!>JJ0>J23&<*ulGq&nMp&_OZz@YBTwnZr#ba~ zcSCNn13hl_ObpsB_yjWuBPKX#DduHfing72mAu-1WPmoY+lbrNR#TOqefT1N4!OeM zno}_19){2FsOGEvgR(19m46#UjUvBf466mz$z<(vI(&xE1I|VM#?%$lX>+`2UxPCt z`d;zn_#>+Eyzsn?Pn<03OW{N>Ud##@8lJ40O7l+p^UY9bU1@BdsXb=QdhsIiE5k`h z&_Z0(RY!c)Otpn3H)F3D(&9tBU=1yga)CV)bSX86x`p`obYC$LM`ykzhN&-h8i3ct z*>_ewQ!1A;&$8yp4!eam*92Dq7H&>jEgK=Z&@Z054w}=a5(NqJMJrc~1d+e#J|p=` z!34uA)~_^;FP4p8W!q&53kx5i#L=V=cCFnt3C2u}zmyqOGK@|^*qE)!c^<#r^663~ zOq#ha5pUYd81WD}`4dgv_w~WpP77J+r^Gx;=8AYpbMol49Cr?JRfFa0{JJ_=g;mVu z*k6qZygof)Bcad&iTVjtI6A85bEAUw91lO&v8^y=+wYh^t0?FiTQ+He877WQ$W_X8 zU$*8X3o=^KjrogE9bHoJ2=1P(zk^AFn()U141!WFtg*5j>2l3NY+Cq_S#7%rqYEc< zdevh^{)E2A<^3gK%=9}Z2HBjv8*@N$YWpP}L6}64th=TbPQ>&6Ed}L9B|@!;=hSkF zFZXv9Cbh2_Rh)Sg+g!h;7}osYZ(Hp`k3gI$B~*T_x;hcable^gheS9!dDL(9JX~)5 z8TCZ=0lK0*LupA#6-3UJ6#?@NiQ(blGrtfVawVk?0Xsk7IJp-rHsKx+(8fBbP33CX zK0P*e{O#i|@mqE%y6{8Me+yC>>!F-ASKlx7Jgtk;c(Qmd6!C)_wfESMzX+vIkT*GE z3{q>M#$B)5OGYq}gx@{JQdI<0et!1L>XT=+sNiaI7ZA6^{*#%Xrl&@z7+9|<@@&n* z79%Q-CV~ud8c)MAqF8gaLO}XAtA9KsG^xI-c}Z^5IDg_z_Eqko?4+2!m5U4B%xyvk zt3uDG#>VGzcliDc4Gras?VMcZSIXj{*mjpOf4lqMlF^qd{40?=cHc`R>!v!P;TW}y z-DU+MDz5?7j%@a^;`=a8VK!P}#t!nJfP| zrcZ;F7#$65p}v0gYzi`v<>mM&Dc0&=r|Mh<%u%|`y14~7MmiNPq~YZ|T*|B(5%z3n zF3(Ff3%!+7>A(ML+qVU!F7Nld}ZlpSh9H-jcOwO~p!aBhazRW8X=ZtqXt%Wsb}6|DgU7J!@y zzj=jW^Y5BI%4}gjPbVi2HA&zlzLB=-Sl;q%4a!bYvCMC~$FRU_=L+)u_hsY2~@9d)}afU8>(;I4}N#H;?UuVsPio#Z=;C`QvE zUHKk*$pxwy^8eP3y_=J{){|G5#Gci@nIDiTK*E+k$LW?Ws?Hzi@5j*99)PGCNQtT_ z=D{NobTt?Skn2H*=+-OE;Tj9+7l8eiYi=n5ElnzpBfsLxoaFw%kl! zzcfRZTEgw~(H_Gz;tRQo8y%CI>@2yGpEXZ&KFzFo^!!v)_<_r-QB{ihc-!)JsshAv zZEX~KyI_8LQ{2W4nE0Jq$Nr>wJ6@|<7FV#DNwTXx$NOISN-tGvt1ArF$jbRbhCpM; zovNJ4I9?I-&d%0;Ydt8aU0tqb)<^9t%0?DhW99DHhcY{~K`eSDv%?5$BE9UfNp>gc z>A|O;XC@xR$MiP5*u7cx5G`a*c|xd^JnAuFq`~WVwr*o$c=D%iM2{d%Pc8-PvatL^ zRN3TI*fOjcNEUiuZ7V#8{1HX;w6W1Efxf~{+QS2itS3*Z%E>4xPg^1r6Z>J@dVXT! z{A$->7%+}<>f?5f)g8R7L2NaLuc+QQjP|Gkiy;D1#j}N0KFhasUYF5He;GC*ukU55KnfC)nmO+5CC?xJg-b?MLER7o;A!O&2qk zEU&IeOT7K_dV8;+^V#11yDIQ+2YTRn=Zg}hw|`@?MhvdPCYZ^5gfdv{*H7~COYQX6 zew3DK-rHJuPfM(2HEYiEk?3BU_Oqaq8fDN;zOm9;jOk5k7aRRL$JfL+|4Gpt6&(v@ zoI7@duWMVCmGkiY>US8clKFh4?6>u}21!shZ{pK^_L`_c zOSKGhOFY{ukYj?==f$g&`G-b-DvE4!Nn>sF4Gi9m{elDvij7UGA5PN@oV)D)4i5t< zPbGUwAn@jICZ|n12wv%)Ki6PXvGT6`_|XAmMlhQQEoUt)uy$0CzIO+z<(h6(RnbR> zmw~q{U@?VJR$|-;QiZz>CA@S|h0BMOWQiZk{uVN$g~WLaZ66EB5wxA2%}HTx4gNmp znZm~%HF^aL9?-4)02MJP;Ci<$A%C>EmBe#-N+mO={>7tpv6BVr-M})D&!%xirFk4N z`2a=7&EPZx<{a?8h47UzM^T$A;GxJmc0yMh2L%b9qHH8fel>!IDM;XGk2 zJd)CcE#2@@uhSv!$LvK@+cowZeXLJ%s%q-23thV%a$Yis2U~LFFx2|D^yW4mZ~db( z4taUuyoWhu#N&}_4zP}|FN4b-d^8E%T@SoYVj;yolxB=pw9Y|_Jrz%|{B$1p3OZD-#;oU-wj+o&97l$q^%SUqh~P-I}}&xA_G8O1NxhQ1*0{) zU#-@Ee|vMr{3E#=-bHqkpZ&yO^JrY*X)ZX3U;^PjUH273YhOjNEM+`JrtQ{nUUB#w zu#8p}*lu`~Xq|&YO$$VN?L$M5SMZAXt96HN?xa3LxJLpnx~bR<8ul9IokP$R2&IA& zj4pFGgm4bnEisR~cG)|+-Ml$&I{b!+icjD8o$5o4xlqiR{D%cj_iG-MQAT8PGNlRm zA_B?r{3XdlRoRK=Ni3 zuRu3D9D@k|Y9{9{aq}7sJbBHK^Iu73vXy5xOUoJV4BhG?Xd4+je>gnnYEH=pK%ZQp>+q zi>K>!UJrPf-rCADd3m8OKLDFCf#jzBYA!cgRA+ z;kcuFIzWadR*XdXu=dVJJnu*A$}qbR^0@yMb@=Xgolgp-K3cZ~FCaM7evSO?EePhoo`-0Ws6@Ma4-q9t}M z<)txra}7=g&|NN2UEyQPRE#Qwe(8w8Yfl^WUZcEUJmH#}$@F}d1gkC%%w_i=Af+Eaw$8FpNs!k6MuFmN zj5+VTa&BN(;QB}|i~ftaTL`_a6pwk0rk`Jl?zn7}6eHVV<5_S?t~} z{=&|mD>g!u9)6(*xsRWuDG{J7$tJOxto=4t{QPxhL+o&g=Gm)x5ANef*hnv^d~QYX zFud#Zy1(tp!_vyW$<6O{ldJJ`7+*L$e_qRHvDbU*E>*AF&l|d{7v4z`&r*E{?M~Kx ze3au(1D8!rfMCLJBA!*m)eFhCZqe*UyKv%6Jw6n(8o~pB% zP7b}OVeJvIUDx!blgf^`c}2J7`I~$@t{z&+zCyW@?hxjn0@Q8}c5nH)4X40$z9)Pi z*txVS%f665N*^4XnriVl!Tsp#%(~SqGvB1Lar14%<@Bb%|IJV@jJ;PNcI2QZ5-UmD zy5+ThBM@atk2%N>o;2TsJv~;1H9{&ay|S2~EgxA0Zy`$CCq7VkSp@G}cXzi8g~tyl z`Rttfik>%*{JWa&SOS;U(GmL_2?;N7*#e4SN^j-zB^_;mN@pWpHA#V8xS4Jmtjf~E zifjNhbK9U=RH|9l*7gtP-m_u#NK#x}rM##JHHixN$_ofPAq@T&DWt>PEp_M(VxR*t zNCUSWqP_uMyEEu~T+Q0N6^5z}Y(+vv;~i9$i*MKBN)a8!a{Y%3u_No-X9)6K`++ zgxnXgwY9wfjdLT6ico(13^KC=n8j%WH)K1Q(B49BgDCgH(9^#k8Y&ffb-f!eLAHJo zgieVNVp6`kSY7_R$qQ=J7WiM7OQ6Qcw{e4tSFw62h=G0;46uKH*m2PV3DXALwjHbC zkHFaH_-2?wH{iQu<1@ZEh9_u!wc$aIm9GolX|jYkeZSd5Zy&d+GXLx+9;^56H{D)= z(A_;A_O)}gL-LO60KfmPYo5`cHF43seL70GbrhB~hHdlCHNCEFQ`leAx@W;(pPeL4 zq95ZTfL{$4l>%me4l9<~ee6rPb@p7JRWw^H>rB6tz9oHNd4KQxUze%N;1uk}RnLBK zZ&`OS)#_VX`qYi7FxVz7NE*3bqU_|eGq5GVq+(}_@sX^ULj%3_i_1^omatI9b7Dj4 zMUD0I)VDw#1!a&(YI|oVi}wYkB`aJsWApQ^5b8p++G)N4=l*@zJPh#mZh~P{$&pT~ z+I4^Oe15bsp5EW4x@q-~5FV|YZaNHHp`9;Bn$@gO*nJL839h$1J$OIJfx>?qd6Op%v zpjSQI*?HOQ5c=fpFgxZSrR(xfdXI>5mb`X?=|VRbck+g;#SmsHu>v$$%F zcACEB%&(O(yOn($E+_%hf1R^XZj#L=WrN-7`d*c{Hu=-to(N`H&BC_Z(E1~?tb|Ax z9qZ(L+2Xygdy(?PXDi(;Ke(i}qEWLKLj)@@yPz4d(X}i(KKjGatqI#QZYz9Wem~9+ z^~S`QU~jPJ?nzxA(T$D5o4L6%bvaV9ZxR=ITgR;7*a1||ctPBMF-)DdpH{qpIhiWM=J9<`7{jy85mzHzUx#C@ z4H{QK_Mh&!@c{4M=ssVfEW~fHb1MYL>5ANuP*vH^pX~|$xZT6Uh`gYzVx>%uqQ*wv zXRQ{83)VnNj$`78X83XYG-5Q$c(CD>z+Y+LHitbc!|A#ck3ej(-zs z%}t1@3YE7Yugs98AK&Kk$H!<)-?ouSi=|Qg$`KPhdmzC^f%$_A2j{G>(5|E89tXp^ z$O|KHSCg;fi}4nNa^qJ|Gm?erOs9q%Ni&R;%L*$h)+YXP;V;havYz{1 zP5*nPCnp^;-j*XzETkszf?`x!m}jV(->DMdJhxzOsNrXhW=XfH#uXlHbGQ{*0b!*tgz{va$ClDuMj1Vo8)bK0k`we|E*;y7$z) zVVKrVciT62)K#ysRF8CmV?&{lCjou*7_B+ri+;eDh6vd!XX6BM62=13P_qQI>d~VI zi@o6Z$zQ(DaJ1$l%qy(@QN@@g{UZHtJDE(bt?4r4-2US)MV{0_D^y~TedN*D zA$9n~Bm@Z?g>Z2bl%nv*@ko$(Ywoe3_g1CM(s|dBP@+i)h<~xpUwqV!nPXZ)%9hJb zPkPMbR})GScdq@c)IV*tw-(8mN$uN)yB^sN=^GpzidNeOtsw{1ern9zPP&FKq@*E> z&gk(8y#hhHNgo&FQ|s=G{g+R{iOnf8C97-XWtVkhoBG8#);3Z&l4e8QC*fhV^t)hc zlJLaAjTO_K-CY<*gfBXYK>_s1r{L)DY^`cNK-4Qs%XWGK$jvD~miWP#dWwyNkpeSe zaMHsSF%3d)j~z{;>AKlHn2x+ZG=$yFOzg^l7{Uxah26fZ)7=M=u&{=3qwMSups>#2 zhz@PL!~8@<_o{gf#tt{SOCHnT(4JBH^6$)1#mu<)y-d3X-lMpc5O$Loo7~6ta%`I@C9hE$ zbib$411Mm<|RR1tJs%IVxO816n}9fB|5Yw{h8BKx9JDRvMRlcU@s?6{;{0mZE;m zF6jTk9s>~%6FF{lp>5+ld}BeAoyva%0{vMO-#>W6frCTZQq)lH@RE&Vt~Fr3Hw?>W zexdT~(d&urb?>DgE{SKAGpR(I0JRHk_FP0eX4*HIHmuAjH103SD%$wB=2^UVAr=3xJQNfB)YmVV^2`D&~&CTaDG&^*@<3!{_Vy~#~ z(YXj3hc=w|bA-WJ_XPCVKRXm^B-qsf5FVPIY zWj3`dDvqP($Mdzj)zXYt+>aE>Nt?Qbq^QS#U|VKz**7x-e->!0R7e%x!$ zA&E}4cW5)Gxn1&mG&i3WCtUeamunAqc)vj*2?Y~P)uC#oPHLP$nT_zCDJ;0l<|Ir4m1`0Be#XjM0x&&q{|@u7?*%6yiiD~nPh z*fg(TG--`5zK@fGgBBy0ISSM_wR~2As3{AI4;uYpd(d)7%$HQZg~IMtOaW<&-40<8 zUCG5RVWgx$4}m$&W4?>i!*U)RtKl5IH^p3PtedsYtwT}1u@7%aRA}a-0eGE^yyZkC z&S~-a_vFksLQ;CA_eq#wyrR3D$HrSzM;uFIZI>^!zrxLPL^BFGehX^BD4S zp6Pud2<_awixGKC*eZ=bd@i0d^p(c2fAz50c(ye!oL-GKv8?hekzT%sQ@Bk~tLV>* z5=y$%1k>l(L6&+&vXY!&7(`jpITnZxj~;wA60664GiGX9z0M{915nVQIlF(i=65BY1T;J$+@Ez!qsH(SO~54y ze|-Hss_?bBfyi6*SY@N>``$ZwN7LAkeC)q>>gtj9-cwTLve1#Ncjy(0b8}w!q?D?u z#7pjc-_uetK#>wH)UtQy#KS?Pn(`R!V3qBX z3QYo=!{ut!*^3s!N9iOk@s%#F&95>1N~0CueG7tBu;}GDu#p8K^X26p^slWy4kc#G z*z)9Sa9n)w2{vf_>@38N`o%^0o!#0Lm2l{+z{fo+D zU-CZkHs*945@I!!Z`LO*K?+ZmLhw+sEhD$Jk4R}V6=_3Z)sc@h{}WYo&o`qlgi@Fh z-Qi|pMOZWXwr-e{LP8@Cqovr9tFc*#qk+DYt!Cm)O+sV%WKkg)f8zGxK@F*ZdL z+iBT8ju?+rG`Yp=YcvE-G~g6I~HY zljpUVEbL=ak=#Sg!P*>A{z`ZFxz*F#l1tO6uCmDv^QnR3W_-HwGDB2jpYC0JtKBMU zTeKJ5Tr!IHNUE$XX^qt4jc1yz-2Rj@y~UjlEB5jn#a{KOArH}1veEsDIjD?sM$*W1$Bs2wSNT6rFH2HOGrF?&wh3 z=!Pa|t4;pyyTNkm773Po3>Ks5(6_d4hMoa6k=^h7?xG9y7Dv|@=|x3cBsZIPt(|sU zAE1TT59QQj$Sit9{oLc@l29+Cr+uLF$}Dvx0E1^woc%gIuk+p+*00xC9+;!8s=PR9 zYf7PnlhmZ@TB9vERM)1OB0;jZas zniVA|O|0|bI^IdK4{qYck(;+*3~YfWtXy_o)L%iQTJJCQy0GWBY8w7mDNJy zARoE*%bl_LvfFFdUZ^17z(oK@FO7bo%&a_?SxRpMQ@6KAfGN$9McnKW@)-6JO+Px>V6=_@VF zZD=2AlMyfP)tYnn6Eyuk>S_q@9Dc@j&aFhIa?jhvj0gX$=t%Wzn>Pgy&KXO;ixwrpnj0T;loNZbZPzR`bW~g1 ze%mFT*QhleimX*n@6@N|%INSbrEptlB<{rTEFvnFUo(Fv$~lq5BU-e#HpRM7xA3Tu z=&7KgbL)h#+mvIPRH8SquQpzy=2<)PkXxu~X|n#@U~z7JoX|{ru;94y^4Pg%KIlo` zf4%~^aWObNig^uDL%GT+ib!>Drab5ebDHEOsnt9q@|WhrcKp6X7HpMjpw!(+E>TRsp%+JsDKQ;|ky`jJWK1@c`ukiK1gfti z|CqDwy0qd*jai~TrGK1eP9ixmqes*Cm+0fl630_U5j*;kU2Tq`pA@UI3~b@-pSrqk zde1y96N>x?#N5w^mkb+b_}d1#-iRrYfM!MiTQN0+Ir1>=|Ec-y+SA+5!m0xU{=J>6 zdQs+zlC~`c_Go=$2^2mX^^LqvbDv$twsv+OC2wm|<56SEr*dm0St;3&$m8wNM@G>) z2R?E>DrHHcf6rVNRDBPlTa_y|;GMhlx2>1jy_2{Fo?5Bz5@ls%G-x3YdTCsB4!d}} z+uM44Udq$&c{u z*BG%@c9I{|ACJ7W6iMIS-F-|{t0n$|&ya~POi^g~SxV<|#-<%XQ-V~Arjqr3j@gQC z1ozh(Uz8#CH|A~w?*});gFQGumN_q?p$yVy{r6tu(y&xhQ++#UakaGS1>qiUR^43% z*-1sD8m=C?zXgK7bcoD&muUmpVx&y3yHWZ!J_PEy2YFO--UmiWZA{~gvuCU z>#q!p>T05)%q+V`K~!{wiJ8Kw}EgGA^@~GJENXWCD+bH>c(xUUSmYpHudFjnK z;;|M*V&}V#%6^fJA@eE0IV+3k)oaOrB+;xKc8`b7t106S21$?xr75Tk*FV{;LFe;>YMn#&d&ay$^DPxxtTFL5_2LeH?hMw9n;(- zk(-s9%}pVRY6x@pjUA6Hjajh%5j$x9g#2R``$U{FZk}K zJ@&Znc3s!!b3Ly2`}KOhumu5DZ8)36L9Lq>zJ{AWB~=4qC05fy`_pMo0F%X8hTKiJ z+F|s)T?+>fj%&mxB&wQZ+D?YF?jBC8(Y~5uTiqGipDr7=<`mdVjcem_V>ab0s_jZj zQqXkj&tK&3S9KOjI`fh|hv4DxLd^MI_u6??{pyP^xbrcl?k8kXqBNxwC;= zMT{LxI^nYTitsEXN?F>EMho!sKmW?X@d*DG+0EcO%kyVhSp#!qH%Cmx=nLJ5Sx@VB!eU2K zGG}r>cgojGS?q`J?M=rXcp2O+pKGKZ!^Ew3vF;qTs``R8M;#+s?j_{hxP>l~A&}A# zDc>4j)8l3)Zg`^;s8wX??#YOTjE~7FM>LZd=k#_ZbG_J{*4>WM6n(s;M-e)9@Hqmd)<-xzMm_ z_mk~0D@O;8cb6y4uQJoCQr`)mZS_zlJT`#lALt)kRDmyi>%){{t?rrf!8JGRDZ|% z>UOkjZ7~=_-bPy1Hjs{bvzo?4$4S03ObPNY^VN7xtw9R6lsF91d?iEj+0L)XJFKAWvtT@s4t0>p|vAkk3yVbCc$p$i!s*^b4qAT5L%huD&5eJ_fmgVoB5-gJgXyj_)ZTAJHd=z>9vmhKQ0n$jJtt2pa9#ar^4 zyve3XEAfbn(zS#QTA#UV(d_#~S*-`wh%0$7muH?iNL98;h(7r(wBQ{ICvEbOWPn?f zY0uJqWoa`JYl8byRd;jfegPdN74mG%DNW5!M_XLDn1Ai}PUqJAU0MYiB`qy2MMX$4 z)SW(i=@@>V>8ck34(68_HVq8Sfk8pnrTOtpB7SW+2yO1yN=FEwak0WWvF-}D)oVZW ztVYys89q3mPrd4hfb$Wf=?RtH{XV@h@(0^=koQDSwTeC_G?v>#+#O&@WOa-^%CG!) zR zGPSY}Ee233nrE?T8leEk5wskkzzSO+7AGnc&?OS%g1!8hK=I)?f!2N?=U`n;%?fn0 z;A5{QBc8vy8h-NbMUP8HIUSykn2xw;V>u^>)_f81P;vTgyQ1BKrebt-w3_u6bp4rd zt-!0rt%gAP9-kTv$$6O|yCXN@bT&%^+X?^qUJ6!S{B6iJj@Sph3W^hj&06*$=b0LHGt!{I=6dve{ z{}PZ<1dY~qS$j2W86SxUGZbE#UpLtj8>ZN{5~a$J$6~{ba)Rrwczb^k0HC1LGhnn( z2Hr{#0=4Oc?Uu|?D)|+&EE_C1DV?N!nUI%Dq@>=u1)gK*EP4Pa0f;$o*ZVI4CrbYw zLKt6}h902D`_hf*|BUe9Ytm5jQS|{&<;B3MZp{Ki3{Q$zD&k5BE$W2rfsA!K&~(XFzy?5og7 zsHoY8mCI(*z#S+D%36_I3codPhDHSCQ5N$2uf0SO0RZfK}pOI-BV01i_K0-6MiK;6s9=8WfR`7Oh4+unz7vdVGEY>G?1*u8hScZj@?Pn> z>vp9Mr;o$kOZLlRYg)sDYWkp?^GK-Lgbtbl&Q_Q=v80MgooBw;shSv+nl(O2SoHFZ z5%URs(7zCW*jH1&01(q_pDuKya$uHG>hNUDT)wS-=Nw-Lo$}r)t#@X{u1Hpwpk@s+ zlX!ELh*O9}q{$0cg*Kha_*fN0hD&2PfX+TctO}2qK=ot3In)0%t?2J<-FDVP$0>`~ z`^NV4>Yy#V@+HKZ*KZHsDLE_rodDxOFzDVC8w&mVRof|$43iT4jFgm96#OX|GOgwv s+`pG}I$!Ak58i*)`o9*PRi63_IWXkNwAg6T+6EtMlAUF_`C0n^0RMO5p8x;= literal 0 HcmV?d00001 diff --git a/data/multimodal_test_samples/images/1*VVWecqvibBb2vVXuyKU5rw.png b/data/multimodal_test_samples/images/1*VVWecqvibBb2vVXuyKU5rw.png new file mode 100644 index 0000000000000000000000000000000000000000..45494d8bef080e835e5e675feedb4278e90e03f6 GIT binary patch literal 22729 zcmdSAWl&sA6t0WQ;O_43?t_L97+iz9yZa38PJrOS2@u@fo#5^eoDkd&->qBc$~jf{ z_x-c0dv^Dp-n&+>?tY)OqCm>>XaHgW6ciNNCj}WbC@AP}ALXA&2p`w|YG)@XD4oPl zGEy4eIp>`iI_lbOm+#f9MnDI%D||&}8ZfGmS`c~lwyD>1?`n=|49 z!nn;qRMH>SR3b2d=)X1-gc>8Dk2@Aa`M~i18uB3Eaep)fe&Z@j{HWrN#Y%;t{vQuR z{r}A)hA@^&&#nC{vCi|_yZ%&w7?;>zCmITOkF!&3vtMLh^1Aluw-T}j6 zDeho38P^QLv%s)h?wVaUgt^i38XCBNH=X_6(wygMoK$fOcbj{ik(UIj2aO90ds3Tv z+!`%j8?p2SG79XQp^dtQEyEl=a0~H&NUjAmTA)e3yAqA@+s%5q`r67r3Wq6m-$Ta{ zzY-)kgqP!4Y$lC-&wh*cD6#!~eH4nvCK8>Li-{O+g4s=tVc|sB9fEAZZNSNIFTFYD z&8dW&`HWq6SdMQH^wfxW*gRHy*el2xLpV@9(%(+-E$n*0Pt_8)m z3{lsb!LOpg4Ptu{8JTFP!bs=*>EIy=ck1_2W=6|B;$GOB8=n!s(TOiZp|zYy2A+fx zf`H*4s0uaTe3j$P-Vt!^9V5V}PSB#mXk|f#m@O6(O$<>FV0NO}M*;%QwdWu(%A*AK zBi>vnnh?p1GO9!fk_mOsY_A@#*dK*M>p*q+l2{qhvk&r^CHsUSW&qKG$ zT)W!1#%n)4b!ry1g(Pr9&^sdTS382T?s8B?U$#}{Uo9%t$n7b%v7E{DZQ;LEnFWAlsFT1&JmA=DK4o9K-J zOK*Z!f&SDUGvriRMCFuos#`D~3!GPEtCDK*7xg8xjSR*rFR*#T%ySP2#(000KHJEI zN^;s2*9iBXqY%<8t6`Lk)^<}~G1(7#@4&Kv|DzDga2pGQlNZ`iN^Ek=v{1rKn|xE> zTyR&;7s=r8H9dmaF`QJB!jET+dv7=vO)#sVng)g*wOo^8I|V~xfI(hjV3Pp{lRx_s zV@gb8o!dSn;H>i^nmLmLdQtn~IrlFMSq1s0{pzL(ZeDVVuQ6_%U0T5dE#(_2RP<*Y zB3VX9@UgyYehyMF%&KO0g~L1GRL3Pe_-SLSS`h2rnY-Z}Fo(rT22$XX!=A82CnaMh@Da1=iF+D!a(I!( zKHpxwxY27AuxsWRib=X(UzV~7s04^OBzZf35qF*6aW=Yw>zHaGB%US8f~0Z5w6u}bX_g+< z>{$1f+zKD7_)zLGh8^YO-^%~2Xw5;XUDP^*T+i)0;K`0+As|+j$_X{H z-|j9mxvE?uE4B+za0e?Po7ntd)Z0BzSTO#V( z&)Os4zuhSAi)JMh&p;Crk6k_36+xQI$wk^}>XLKT>?Er#afszxLnhEfOgeOi&vekHbAhOhaLxhqd>V*_3WVrM>Bx!yV${l{AD!S))RWrGixaO&D`d|{ zITd7clgu9GpxV%ncaSux{>aNRDr)y^Y@nY%DKmQC`-5&W zi|IP4nda=tw40;2htJiP35NR^f0&KN0-Dd7BU-124GqM0>l2EmS@*h(UjNo5Ewy-O zZd9b#ar^MM|Gs#=P~vGE z&ahiqe=*?qI`_SEsJyS0aM)d=XipDVBhQzZMyowy|5f$84z*@>X_7#;Jityfd~{)n zIC43p_~v#d+!RNmbhO-*tfNIAW9haF?jxgR?C-+E&~G#O$X>i_WIjU51>G==sxg+V9Sj+DVf$hUaoMcP8jz%axIFA)3J>~&Mx;gaS zGa~?7v$*CbLJg^R5^|D0>hl`EXrvdm`^AACU_w&Ouv3(6@Ou8s+=v6J2 zS>}B6`Mt%=g+L!yAtynr!*8B&@J@}qkAJ@+N)oAB9`D*doM6K>3?EF981g*n7~ z#KQXtb-A@1aEtIf68P=hVVrhxykX)?Diu8@cW`Ap+2ohYLYHoG%Lv3!1wL1DEgDkw zxKaBE-%!MpivDC6A+?)i%I`e3n47#OoV}WcOx6YNd@=NJ+KY?&`@5L0x{{7;3Ku|2!S3vK^ZKQoWi|dUKjT~ zb=-wmw?V!HB2MRFX-I3a^L38h1)u$bB~x~CcDis31|LwCjc$&pVspG^!=Up(u7ci6 ziHxKsFuQ+GLzCvOHP{weE69Wwd=)T;r*E+MMNri)I-qr`*|!~MQ-^Ci3sBeYhhJI7F^mDpBMy6Ck_aQWPMxvaa zlf>C0!DiQyAiJ_v=Sk3zn^zZ^2;%Cwc4O*$x;-Yv5$#f>cc?^)1R$a!H1xu1&L&_v zRs-F#Nir+L*NworP_l)@CQi#c*40w4Dw>SMZOVx`js1b)30$c!a^M`!p5Ln>)gke( z9XL#IqP>eM2;63KrbC)Y_%oCXOA1REa@AS z?5o|!ls$OO;a@DQClNNeE6aB#nz1>Ahy1&vWac8YlMI=>9i ziNvq8+=eT>W>~2vGeeQaEsLomD0Gvzttz8R#!na>O5<(kW^Yvh_pHbx-^!7)p!TM3 zUBqnBbwaKXuXSAJG*GKgbw>Q85(H0hjH;yfLFtjnJa zpjak?82iJa;SZ7bNBpTNDzfKC-oF9jL}F(SN_xt)fbO#)hV@vMQ3w=gDG3XD@@}KC zLskmg_=KF;R_L5Fx?l&`8>rrZksxl^0Wdd~$v98azgTGBSN^I|8)=>H5DY~XhI$64 zN>N`bIC8PrVa??i66PDJ#9UI-lGIaC=IS3739W*c zekP17vhgur(Idur;-*M&bDk5$5g7?jgAkK7iWuVF5&1SfpB6iYYi*bXP+bS3|FdO- zld{bEjR|IsR}Wt|lHc#-aD1UMZf?q&-!3etaG$>E5S2ZsH;(8#1pn(GvNZiNP$hG+ zVSxHnaXGr*NiTait)^;b8)4!H*fpe!L5Xx_kew>}hWVAdD5dHutGb6~`W%RSbmCS} zM@eqs3)?3Cm(r{issf0nwzU#`ccHgW$4kwM>-?`hQRDU#2q^cHvezGxG-4$Cg&awu zqIU|5LnK+#ozGhQ&ray$dX9sG+=3?$Tz!AiRXuj%<4Z*=4^G05i-B-0u_g=p!pA&( zAg6KoK6L_5VD%fcj0!6f%_;x@P+WK zlYI&=yJjQA|DA9Mf|T#w0gcu@8S!+%xg85j9)epj;3p?u%=K-=KR&>Wh3_owg+yD)<@**sY z!NIaegOD`EcN$Snin4>e7|+X?!cGL<q8^5>g$o9(>b$dRg~|P4(1$|r7v~wlz zVC@1m7b?H)=kt~&moFK00gtr#my+*%?eKf4KS2S|QZEznu@iu#H#y_gzKsQus_Q`d zaUi=i!_T_KWnjs>w9t=)RXi@R_sF2JG_6=rON$$4$gW&qP`WNT@y)3X`#(YI(G%GG zRQmr`q<$ve-JkEP4WGwVJ+n()=|tC2#O@F;jcG;ZGRNrfXuguVNIA7 zHPOGfxqMT7*C1Eh?fmpZ3qQZ&_UUt->_;!{&bEn#E@+7jV@dN~{Ie$qR5*h8{)a$< ziPzv=UmbvNwaX~##wuT#P+s)p^hKEPI(U=D!J5X&OZ`J8YfcMxnl=y}(~=l)su!Pa zdb>z*u(y~6c$Nc)hsno$;B?aU%h$T?^-v`N+L4q>Y}arJ=3;4uMH7|?Up@= zKCf7}#>Q#YST1$0@||Rvi(FWH-d?UQH|I@RWDLsHa}TO{-nwnFHLLK~r=9*yw50^*c$$+?T8eA#izU#GRiKdq9C4^?Q_pBhOBcPwG8GM?I9O#MeEm( z*VW@6XNx8LO}^&rv{aeuMX(}4(av(OdtN09gb}Z zx2?p`{wGAo)8ldN%)}03&CJoPk|N$BLwt4!1=%S+<~V}C&LKdC`nJ}IVDMMnX;uUz za!qISXXMx35AQbtS~&gd=_J!`-VK#jW9ZjsTY@#W&B?as_+Jj+H(wa# zJ?r(2{IkzRU1QJxhzyYjx{0;3`oilwkn3*rt8kbV#mF6WU%8$w*z@0oG}=!-%de2P zH^=HYDPtMMqsX#mKN~RkO$5fC`*UT)rHz+Rny=fhahU1qE-E`+#6#s=nlDwFu6VEo z^1WEIv@0czcYS%9W-)KcVd1z59SkTApN#)1?4K8zNEOQ8oa`Xt8Y^~JO3bg#$66d} zdzzRSWoee;x^i-#PY4RA1l!t8n=!`h6i@as8<6!z5@|pG#p}mWS<><> z7l0=E6fJw~^WA!3fhHw5=@Zvtw)H5B`7fh$qVh?J+BC6=?{4u9h6Lm6Y?s7I?$NY} z#ER4h4CaM5;EhlSEnoCuiX%LYIlE_Fc6xl)`U>>j`HQvZpqqR|6GfDA#lJ!uf9wqA{z3SRuTmh$lsQ41EVt54NQM78~KhOKw^WEnG9QG-+!?k zH=(0^`-J^n^*`M?)ObBJcKH3(T9b(wy-MaL1>XAFu{mhnKJ3ViMh*XuT&|#gn45W} z7xE*eWTv_IsVCOxk?UqZ;ugn>%fA|SLFI!G8$yrkFj&GCxb8S~_(XP9_|1?sxZhqH z1#kISTHW@aqfuz)%;HpPh!%O+373YcY+pz6WRma3j#U70{<9fR&!cfSaXs*vP63yb|mnNBc=a*2eZx_ zjQGkoEbsRCd~7o0eC8kwKNR{c8XZbhcRY-LA^?zuL6p_0k<`fsHIlKsgC!sfJUJkr zNhAO1x8ICXgWF%yok-94sS6>l9V7<*!}}*>uw-IYT+*$zW22eHK)ZFnVn?n288Zrd zRO;oES#kg}{U$48W|QwY*1G5l*N5|TrTd(DsTe9e2j4H%-?C=NLF;2X`IXbaW)nC0 zo{G3O(7Y|$V$d@)p(THW35dX8Jc8;^D(?q7?|Ua0$^nFK9YODx-{YW*r!5KjUMzUW z1=SwFOcIKc?<)x} z25*b~52*$Z=9Z`PT9M-u!4DdtNyVcdGMqaR?01QP+dYrIcchhx!B_O#>2JEFXt)Ni zS#}BjlcUJl@FZtPk@U))T=%FqwTuGWgnUaE_TY4LzyBDzUo-T1dsBgZhJgG~F+|!o z14;`F?MW@kE@bT8g>e4U<(GDr$gJo3;1SF{GHD30Y#1QZ$e(m=ldEslF5-62bN+G} zYJ=(x(?<_oqcg5dY=mLbnRLD&PzG2!iu`#g|DPjI1D!?LQntxCKd@Un!oexlp2e%$ zk*wj#M`03_(14jJ9u#0$z|EQ>uZ_nw=p5?%u8c=&-n`bX0g^Bv zcK=1+d(U6Aljc+AUk>o8S!vyf`Eg&7q>E_)Fr+Ty9?Kh?HPWOCD968%+0n^N2fz4D za>hEUv>{|kTa@XMMQ~$K2Do#GFP9K2i_(>a-VMSO-}_Q#a)iC)C0}Ju*LYZo8_ulO z6`1nv=3-Ne3gdmUh0X$3(QWC#D;hclAK&ZE+btTe!Bd_o^Kny56Z#nJE1FkS8rND; z@<=9g_U@9JPi@47rjcxCRZ7~fu-oVMk>8~>rG30{3051*4POLa+rl5~&l?G^@7&y1 zjzJD+YI@`YZ$TW$!frGlY{@@m#-Do$Gq)aHN5647KrL*JLY3>I_s^iR#8$1A`S>pw zxJ9!0l0(0zX(aw;|HS<0V<0yFRqkW`_#j!1xBo39|2L$yB}T;qiqJfu0-X!=#GNMM zkYL?BpdtB4A+BlSA2gjN-W%Z3s)TPN!~xPuOUvU^?Qq<%XcM-ANpe#u4}ZA2`x9+v z#*i(yydpprFG6le%BU^EuQNf928=+XnO;|)=p)0OWkT(d%)3fwSfa!%`!gaq=M~7` zF_M-`;M>AGHUF_8U?+iXT>5mzll`M|6)17Y0f&6~{3U4${dm&=eqj*=u?A9=8^p)u zUHu_@es2I!eGH&%2>oq&9N}kyfHihLonM0zd;;=8O-7;FPXrGMkhI{5)qSZf65V1pqlopj60J}ZC)}m312XN+u0M=s zL#^u}bJYTr`(A0a+j>KBC0}Jsbi&%8V3*mLAnY{=VWteM4DMwjD0JvdRHmbiGg>w&o<_uJ&=5=6&B)InU!-T-If2O%l7E#YFu zyP(>f_lqxqxtzR%vEB&M%?y;631nAvaeSTQ@8pG*Bv0`Y3;+@prSidAe}njrBU3>O zHgh*zY}-c8$HQJJoRhnsp%poKYlXQi!0#Jkq8YEA^9FK5dP0wmLhe>j%_>}s;f&eA?i!tBah%Y;@Q-*AS0cMXq5 z)q{h7S4eLVya-IdAeb5vJ@Q9U$Zf?f!|9#cF0izv(Q@UR8< z{tKjP2*BRQOOqzbKS)oJ6QqJXp&x*rL#daWlwmhIizOh&_})g*ooZcYlEXFvkU4CP z_xvjWoR&mvXTZ90*_g=BhJfFy2y{A-n}w0A8o2n>qKjC#Uo*k-E@q#t&w#^R0sze- z&AO<%+e9lQ%xRVIll1!9@B9V*I?;Wt%;UjDsJ+U`0QYBYYa)M%t1w@?_`*p zCE-~UqE@K2sL8+Pje#9025`nNGks#PTwY}z(S;;(j=7jX4@4jKClk>xsrXdpDA<%> zw4vV!XFePlR7w2v>{K@-HS;acO2=JDG85OiJPc^ej&57V&V^=9+`r!KcMs!`>QIxV zNKgZ;cIa^)EI!Vs^k#cZ44e!wzc3l>?}TwX+2tl`Dhu8su;}OT++GiVaVT+Ohp?&v z=@9HGJZ}J(+Vq5o!K~#q34@WkJ(pRWs~u4%X>cHgGfH_KVQlI(`Eo+Z{i*S{A97haO4$24Mx(a& zOn-n&L+r=tiS6_d*A?gsx1}N2W$eK%$XK`)xMm=KSK(xQ z#z6~Og=WWHB6UZ6Z{jt!6*6}`*bq^skdw)h@(nk15>}&@5M5N$7kbJd+8Y{52u?bc zERRkOr^``fQhFd1q5$D+TG9kE%o+iI*X6Vy!(yWSyr>Q2TDz;8omaF6DjA#CdHM@1 zz=_U^n{i?8&QmoU+;- zV=eyF`rx;OaaETwR%TpHe95`7?cU`U6B+5XS!VK^6$$>s|Mkn{e=|b>D17I|XYJFQn*0<8SM*7xDIr5uYssg0PV)KOP zlSG?PwG?Wa`@Z{OleMbbDq19pYKl72&>Gb)ybWlYA*Bs|V}GcKq-__4RSrJgMV=Ewe)te2V8_j5~8Rd_lHL>tpIoOJ!wgrF{$m*ggd4U}`=vdR#IBwU5W80E9vuMxDhD8*D)MKl|hAPyEbei@kqs#A6@`$N~N)gQM2 zPn6how{4jvD>(&fGs>=IjNik;XE)lOl#nY+gb9CS;LsY~x>?Aq6umlvQV$m@k`)dg zp)-2!cRhh5U)Pjo0J2wNu516@z4)6Cn$<(sjm`MZp3QidFZSdH+JuRm9=`MzOVajp z;7la@9EJdM0X1=3Kg5w6V^SL^OMe@~uQQdX7umZ`PxK3aKvh>E+d_)q8<-T~f|N_O zEmY0Wq3qN;7!62UI$vm7cmF3FC&V27+knIJ(!!XS+2}Yw^*47LBrqYCgi4!OzZQiL zLO?Fg?@yb|YV07O{|X$9DznolFdZ(Zk$-;Jluo0N@@YKgITPKZbR!akOMRN2)QvXv zS#I=|PGOIk3X*(16@-yW{n+$jw9rmGNwq`cz_Q}eL{g`ouJx2*IlRN)n3m=Fq_?3aOG&Wn;IbD(svsOWx3=-qwX=vH z(?(V}(moN>S%A=S{04F^==!-tkLlxbL6}htO`6A8^b(A0W2_$qFT)EUL_+J=0Dn=) z`ZgiAH(;S7AM=z76yi6p3FMUXqWz5WPJZv$iK=6a-tdfHIdj80(5^cp*1D8Yr3gvGLTR zToRxR5Z4PK4%4-5k(iR+C`E`QNXxhUvN$s8^2vK5Kbc(FkdU^r)hW+hvQWH6p zCqnb&TX0{<*O_9!VV$d*jpJ-Aa~~oyWW9BgRv(3d=$i^pBW#hrd+6M*Q8$pUMWCy& zyE--W^nEo7@5@1-ABx&}Yr!Z$`%?S8sRtSP?qkh3HHLG&QL=t8ga`}~fYtn1gr}@~ z)|b&xzQw`Wl(BC{^kwVs@O$N7RMy#=>cwN(;4~h*=Z0nL92x1&EG%KHIACEWWWndW z3yvcrm?%gFtv(3Gak^yxUY)r*Wae#+JtjVm@D4%XV@X}7YWn>$a3Zb=7~T6JUCK;x z67G_=^-9Fq_Ybdii<$BD2x03U8}AaE`d^kY6<`!*6X23}aR^=oS1&(ALxYV7O`HJ* zFS+Ok0IGF4Q#PbtR%V$#V-{jxCFd#XBcuYoZM^UlmlC{c89`)M)k5^`6S1w{cX1XX zo35i9Q;H{p{dOeC)BzhdHUNY+X(29ibTaBNBTsyyh9;e=4}h_HKh$S z5ZBhp#sqk-jmW|`b0@kG|G*q$q=VqYy0_CFx3Hkuxcpf5?)Du4y4-v8%aP}fzaBHB z{CR;hf95SSZds0=JFf)Ep9l&N>61H1?i_Fbt|BbE#4MVcgLI5B&X3e5Rh<&>EufkN9Fkt9Hi0tA>=2sUY43Y)(I3 ze@^!!NM2_Rf#~Ft3m|a#vT<@>N7sYAYntni60P8!r=cN65hiLh_tQ z-zN7x3d~LLn08~)_^FK#xs5}&NYakd?NbL%XDqCNHXb+)_g*^##JjT;LvzE!qM2(Y z_zX9#K_m4JwST!1BFl)~Qy)Sn95a2r?-O*YAokYWxYRxx>vJn+yF+c>y$W7G-|xH1 zS1bkon(cYM>A+$U??>FwyF2ScVhWTUW#xr~5|q|22i6i%Z{IoO25o4BCA(52TPa8Q zpATaqA;BraZ;m@~6e9-PenW4Lk_0|?a9p4_3={&K!74aLf(Km1qNTXf&?j^#F@&iT z8ka=4DD1w3IL_}#QUX|s19QlQ-QKL6xBpz0cG)JNyjg28?LhgVuAv4A+T8pwN~MN* z6kP52Bl%r5aCD=1jIAquHnRg?=)y_J5Iqb!`U2W=^wmgi$h&Em9}|+4Me`C=m3T4U zE3uZcB66?**IzR>u${o9^lv-V>^M_d0BkD>0i-a~m6np)b6yJL6j{{lpXwIt zO@Rf{h7L?8%CHsBm8#j@7|-O}e1L0*{$Xy6#=Zw@KHmF^;NO1v4vKQC6kqxUmY=U8 zf6y_e0$K&tCufcPj1?$Daif!FQniz*9eiKdMI(~1<|qw*p_$SGYlflv0rZWJbuA*bp(^CMTQ4F z_RhT~@>!e~r= zVxu664R#>6pkLsA@vurPkTZz}{3VkvWZ#mVHZs1bE4YfJNhRBOcUQP8zZ;c{c5`oG z-zOs~+3TB9W12vCtQnv^g6`k>p2G1s{@F@57D+bqEH5)5zpnoGVZBypc7q1^=S6E! znIhOZ5e_(dLQsQ$>2d?Zrwl%k$LMR(f+Z?n0&PzVFv(M1BJ!0fPXXa{y|0e~dJ%)H zWF=b#(Zb$SCoG1^|HUHb_lhYPKylMbfI?QWX@tqC9sYoSOxMh2bh78`av3|4;6Wpo zRHvl&4(3J%`J~4NF^Yb*ZoIn**;pIwT}sKm@nCdXjr@xtT=L$DvDHF+2A&iN@o=Aa z8OyMD!N;~lW8rYrrg#z*&}3^?lJ#Nz{QSNTjr07X+_P&zS*Tcv6XEs^4NSy!`w$=22eCI`FBod&K@jq6yP zNg)!1wun|78i=XgC~%EXcjCYL7czeE8v2}*ywfjMJkW;tSa*8yTgr;Avbh6i3n`;9 zQD02AMFAD{!|xqA2CCu^Y#%YWI{v+DD2!rd>C!~jq^zWc>eHuP=h?py3)b4|d72BR zk8vn&^qs177t98^L^AGTjl`>fAN(a4AkH89f{bbiPIUxvi|m(QvZJ8n=S{m1zx3$) z)x@^R#{63zZcmN=#c9av0S!cDRWN2?ez?_d6BPW=glrhs(pSgjS>bto*ePgRykgOC zgAvY*&3W8t-N^_M_Mt$33#NFuNT?T*aNCl2fdzK`2!)2(iImhc;2vPmGx3&y<}N~| z0`o5);_hz$*6o*iC;3Ko6K5T4kUvp63m>x-T4%7`_<#BG{&5`TI((vtE~h}4Wp zO`P;7T2l&*Hl-c!^tj4Pr3-#I1e(X(OUm;O{tjCPYGuJi-CWA>;8XWnQ9a#CtAkMw z-WB9lzj7sF!uKd32*ch|zne|>eIm~pm*efwj~1`P#2%Eh&Wy}o71kvxCSS*OU5RW< z|M1jKK-g9nw^Wd<(vMt6_W*-<#Uh;D7PwRfQ(vr7sxQnk!{uU(K2uTQm?*+${M+dU z8dcPb*(CHef3dlABF>JKA_cdg!6~#%Z1R7;7suHsv^T<(gaC>)Ns?Hx`pz4A+*jk) zcO5k%9XMaVGwP!fMtK(l_wj_Kq}RCyWO*crMxis_MP@5%z{sdgqB5zOOg(I0==aox z_Q%q>Mvc+kd(6e5)WeAtu|=pt?OlHY?+XalKe`dT8Kh7If0{P<_+TYf;LsaXU>MI}ns|9p0As7%Uf- zmj#tw7y2rXUt)8AaC9s9*iE=#td=TfJ-t0SNmM&ROqopUwFz%misXp{7E1}fDKX6v zj7p%+9iSU=w&f|sUx|^<@jaN5D681~f{fU)T)+n}RO#59Yw#R+EPjLVI@pW&8s*B= zDvR{8$C@LP53eIO?3WfR#h@;k10WJrqCgCy)-^;no5E9AFL|B4XmuX)`Ll>9u5Cln`5 zsi7#~+s>|5N>=)E8_90qRbUfu z=usW^k(I%^@@f-s+*K+!Adv;qGXi{9A3|hnjRJR%86&|i#PO4I+Ny3ANDpgsF&Z>t zppE{*>dWJ)iSm?SAPQrqYfi4bkPsAZmQ2v`GD? z9W0pODuyG^Ju}EaM1Td$I6V+ylIFQKY-j88m=G#8nr-=hTzEgaGrD)n`yTWs3sBb0 z-N(xq^5oZOJvn_ll%87VT@}JYv#-RGC2k{2fUH)@J3=1~tJ*XY-A6(ccrXw8Ht=0+ z5dU=pZcn>tBRz20qwHY-;n0t7`8dFW(%OG7rQ>Gjx2x0VLv7Y1N}sLTH4K7LAUTdw zSN9E2K@R?&jW%-9M_tY^{L@eAjaM5`c+0HU5JF^1(lZ$LSSMvd*CWJW5eu~rH8}7y z&Ofou{Gj5cirk{mERqa$Qkqb64O~7+8g1%bH41xnN$N>ys#4k{AqJGTJWU#}5Y)b2 z@s=azq_h@{ukf2*b0e3J3nOXCTWqzjTOdXPJCMF>a8Sg7zd&=AtG7=*;h4yyuv-kd zCH#_+C^zjo6*T*r@eSKMMSzR}GT<^*>i9%*Bd>8LE9zGCiy8PeerBV>JWQo*CAzzA z%Vp|UBOef-gnD^BLAln712ynB-qW3HLCEAP5`H(kIfnl&+TvcN)ZLkcaxLPfrH(!3 zuhFNjx?zJ8%gQ{0`aWi~wSzZ$=1<=~A-q?ZSdc*MSA!5*?o(XS%=Sc5RKgzv`6^5# zj}KHUx4PUSlWGN_P3;ixcx6lybihALVK`Pw4CuOynRStG(Zp@Sz04A?ti-h_4Qt`? zKEn!%bk#z|jMrV}@q!Q^xv3AHq*_|w_$q-WSP60c%43@GXjv+UB7o~>{VwM|vOYwV z?r~GE63XX`(JVbGRf>VAoPDP%@+ooHd)G$LKrk}K6_6>68~i`>c7#9uZxeY8B7lc( zWOD?vRLsl()tJS6Pno}@xp!*e?_$gV7vk4g&Hs{k7?&~=U3mA=kfGkYTa4hDP%qef z-^>`CcO`g1vGx8ujYFY049eSS|0)f5{%{w)m5UY+@I;#KVs`(6(yaDW5*RvdLB`0as7C$#&R@uB^P_u&OWa_pgXA|izQUd(TZ3xYX8l$Pastv<^p>uv z_>vFobZNM~1q`+D^e?Xql$4zp+Sj&vyxcZeY-uneU3g zSS8MH{T*3-+VHZtfk{>FkLWtJxP6^5d6nq<-i3M_swVp061`TVd{y+dHqq5+G*~hf z{B>YKLHykhS#B*pzH=~AMJK$PH})gW<)c3XXL(^tB5}-{?P<3srA=SguYT(WSAr(u_MNdC9QzMg z{+Dfk%#7RZND7KTRC=`wC7uJO>KOYTX2%Hua=!y1@$E*9bd0>j{;|Eeie@iWMP|{osB|Vo}D;uoE_P4mxf&{VmcT zgA$%8t#^>y!oe!qeZrXZ&!Pw;zWB;@jFgk!?Yd zJ3`qin1|!9yn(h6{X3y{0DKvpHiREu*#&G&(w&>AcFkB%ox=8h{S&Y3dT-LS1!Swy z_?dp^wdC`KwwF-2y5(jtCn;2EvM`6r4P^HKZ6h%=SJ1y#=y`F~a9=Rqogqu?lbki5 zru98N;MV;VboXpnRrQ3Xma)IRQmV13PdiGSlLcq3-_u{8?Awqjm zXH0dfPsA!KSV@QN$c=w^kine?Tp61NrzX`eFjkL69Cw-)(+<#xcY97Guh;Ue)jj4V zNN1-+K0J8a2Lv(Sg7Wuo5$wB`;(aHHi_MQr)XzIMxi!YPKEhM!Am1DM&|jCFEh+k zzcGE71GkyM(dFoWIg$r@;r|~=laB~t6T$e%ALy}vZ=VC#N6sr4{4~4T0I2v2f`|sf z0`0OfkIS6UU_Ep+$zc`(`%~9e-b*!+X3Ie0uYVj%Fg`H!exL-C)Wqk5;|J~@t~=MV z@S!lcAL&l{xgP^~BH;dj5Ud%{a+=_PgbQgQ8dAU5R?@H_+psS=5hoo1)(=wL;qh(% zlk*aKk-K_I-XAiTHHA~l-~c`yxZ1y%3q}M_8bp0?SIj4KB;c6l$mUk`+jtRV+ex6$ z*=HW^K}kp{!(m38Ae4k0BjhBZi+DM|8od|I!pFK3DRVRKS~=b99r)&fk@Mzpn+baJ zWfDHL1>M8mI*W7?-pRQv>1~>zEYC*{j)M9iVid$M_p+R?9-7PfepKf6A|C`@+pM`5 zv#o;|H~M>R&P>6Dcd)7BsGO`J+Xwb3Qh>MEkJU*32n(pZXNNWZ!_^ywWL~M5$d^-S z0Z0EC@d+!WZ{9YQm52pGUtEK}QiEF%WjziR0BT$g^AUy z5PU<=>#^U<*0kLNizN*Nbx=Yp){MB{Wj$OvszBYOAuqsobehzqG;w13DRBnwgmVJn zE#pa=#<9x?BB2w|N;sZ&a%sSSn~;=)M+oT#q|-e5|1Z2NRC51ha&}I$Mk?tO!RqYi zqzS}>Iga<}an}{oII2NQK>qsbh$KzOxx3>>r<((16c_gYk!cF;_pEx^5AVYh zud8~J1)wf5;1Kej4GAX;^a=bP+1_`ZQLZ^AK;}5U27hYdpU+g8AIIzGPgI1^+oBtQ z&yj>J)<6#wEKV$i@sqv~MDyB?45$T)j}ym-RFCM|2?QZ|6uXX8aOO7jpiyBLqe5Uk zYW)Y->@UQr6I}~F@-6=1QMP_XCW0hdkjW5WQRU%FHC3Wdh3U`K{hU#0@fP|&DJNeO zBZQ_pp)^BUU|;K(RAoD~9`}0%dOnAQ!}9Jox)2#!I8wRgE|^s9UkgD-ILs2frl5S_ zCdRKGr2~VX=RjI>_iba-0XW1}vb`7KM+K)WdC3qYawEs}< z#-v@vo&&+zpIzR)>jdNwnF&dH`~(-aRyMu)9Qq^tLiz{-PPpq(-m)Xu3p0=98~8_R zj00Q4>GX}0g=R6ZGY+&ogmM7%DZsY{t>kzABAn9#Qc{N?8WuZFtn%g@RXSFEPlo%1 zpJh#wTU^rRUXDDtW<2T2EqFn+h~!ldoHNIGvpx+xN^jvtA?Bs>oNd0Yr+j z?min@=`Fuq0*Os7ls)8Q>)p(g*}jSupF6t0ChZucaB(;ckk|YWfJuOtiy+CI4sPXg z*6qM!f^$RUas0}JJLZ)g#YR+Eo{KmzQOjZ*IqoPpy*6`8v0(idYGUrJXZ4JguSs+^ zjtx5SMA#LI_HW?_KS`E`Y2S%NifR#Y7~xwu+Bf6t%a*3KFijs8rxEV7nrM#<1OMW|Yis83djplds8>I@G2!Dyk11BNWqOt4G_zu8LC`vDi z6>0eWue?KRJL>)yj@5LEFbWoRre4r>OXn>dwIfaXvW9d2vRTN!7N7Yp=D+V3p$8EB zFpmObeg`6-_qR*kmQS&#pHbSLo~YW{V0KlD!kVc+C_X2he)Pwjj>w!z{-&Vb=s_#} ziw~jl%{-L#C;qcm99pPKELw@UselY6l_Jr$7em`~WF!{#4tpNocKDy-B)2dwYy@CU z`w+p=_VH!tC@fOH1}J>l_)(vNGa|$`2{87kOsLY-H@}3qUIrPH_CVPg)vGSD7p-pvqjdpj5jRXZltyvRN7Yj@v*P* zpvUF*&ljyNAto*z40!<*PkQvbHXwh6{wjeZ$?Jg(!rUyEa_E&h^RrH+-ma%+aQ&h7v5yt4r^k3gT+|qBu1Kn4mPwZx zX`NapDD|~KrWHs*o(hjIqQ88mcU%^C2#vyFFYrHuQC{w%Wak!8B3rN~hJ&E|O=N)2 zIeLD)5p}%mMws_s9&GJMCc=XR3H0tl4`7S;)U-*%=hy>JXT17bRI+CRh%h&QLYVW{ zrk^k4sPr2xpcoA5C$5 zr`bIH^R5wrpk}4o$Jo32p%5nfR@8Ad6Ni0HF8KEm6hVE=Q6TlPsdA;`BEtUnzDApM zVsQzebrfPPQGlDaUD6tV%HIwfFd#;qlSZbVfZd26 z{zCfKFia%-`&p@Q9k?a5YLTFRQJBSc$0Y*wnap)BB9%k^g&0Po8Wufm=`C`i(zwLn zE^2-7&)d{w?D{T|(MR%L`4p0LJpBniykDtJBTq6ZXjvP3h344gZTTI}i&lMrBP@W- ztAcK*v^M@<3m1OB?+~t=Q&WJnX3~!xjOCq4(TQ10tdOf@IlWKvf*we6t$vTV zB$@h@Cz7{-l)5)$u=kmQZDx96>V_ci79L###k|t)l+Wvp-iVUWn&{O*JEK3M(qSp2 z6bU($*J+A*AK|W41udz5)-IwbIP_ZV-q_lM**_g*Q_e{KW$@4&3>Q|!zU2Q`Q^&Coz1V-)H~wY|t;w%|0&a`uK5ZOcvVqE)x=9M@1{+eF*a4r1uId#xROXG={_`4C@d^Y zxrkmbAFXFCQ$cNt%`!7*erVU{rO{;DgqC2(Mc0Djr}u$>-{3r%*R9=Ej{w3Y?usAP zF!uGMZcZv_V1F2~wO@?w@{|K^aiM+;*IqXdkFUiNtfVOMfGWP8(xVWaT}^;xPITHw zEe>cnUq8le-gAmMLmR(P&L8}+d2#q6`@mhPS>z(VCb@-Okw4xW*E5vhEvKbrQs9PA zyoyoqqjKL3_9GCXb}yq5%c(d0Qxigk+Rg^@0D-k`!FW7s`sDYY$Q=Pc2fdifRhGpF z$G~yC{=+hb%tP!fQg+-NNpX1IRvdGVPS&TpOuOX%~@t6B1k*o!#W=Cj8{rI z&e(ww`vHAZ2hOEM%#gHnFOo8rX_AHqM6T5yj&oLl`GDq z(=kNR|s z?|bkNVb6e+ucbuja;(xoVDrgZnXSBZUEM}YlY6pY5L7x_Afv8+y9vGEppib0JR`*# z1%i}_3tohw67%wvt_MV1gF` zEEn?f!HK~@^MFWL^4Hdn2YH1pC|s{-ENb)gw~*ENTri!s!@FC#F%#~0yTY&^O(_N) zl1&#Lum|lU8D2l0UEA?!m4}}C3A9d*z79f~56b$68BK>IvD9AFg6CRLJ{!w?b9Jt& zd%t9_$Hev*zl*RkUG;_gxJc{_B{F`v`BhYfHaOVIWy`*+)G2bCS#pP+1_61$ICTeE z9#{`C$|~gT>ff}3@C}oO5$qSYd^W{~$!D>>S27dK_czBMTKWHMW7udbXJzBVJH&qA zBO#s|!+hAR6<9qzU4}B?rAteQJ6qx*lZlJ3=Jh!7v+Wg*t>J{>KJ=l)>$)h+P%zWQ^ zgmWh;a9|_3v5Is@wyBm8P^(n^v*|1@Q)mF}g?rdW6cKb%cQw5#&Ybsg^##Dcctc*i z(q3FaPt{`(;Ekc#oQ#u$WAo?{TTIGit-V?j*= zg0Q0daEFmU+douI7vgXc@2*CJ%c|kw%GkewEc?kbtVM(d5pX<&uu8)nC>CE#{~2-g zmQf<_)T1ZZO}J62$O#UNK&@(AJ|jUW1bl~ms_Oa3fzQ!Z6QN*mZ?bf+)(TI};DHP! z;r-OtA1DKYgaEWV8nR`OL^(#GCEw1h0V-3Vixg|SJjI()d;dpJ}xR_aY)>ouOSp(A}G0iPSV)|B*!>__^n(b zZ;O1*L`d0Ec~ef)SUIBmWA}x7PbQH^mj~Gep`|Rp^Aw^#k+@up$=Vq|*StCx|B|wUM)!XZGKaiIRXvV( zPbEI2zYzEfFv;=?`Df<2xY-F~SHL#$f9WucS-8y=y!w6{dZhb~-lyyHCs#F4T5P#4 zkDMcD0}E#dTzD|{I6Jv$i+}$7Su{&q{58wSr3H$!^YDJhVn^!A;ICBNdCW6{AzeRf zb;2%8B2+QJebN8%V?*9=aX)Xer}aue^Go5Z*()%tts;X(;n;QMS_6r7;#&g>rLPqU`N#7g5bweUH}mxHvF|A4vR_8fCq-OVN$=Tbhw z!Z;9&&>faIOTL#h!95)?3ZpL|94h{Q7G#I8r5oYao$ zWhw)fMH0|zuH;@Wt=dh<6qaNeEA9pL^85>}XsxyhD9@@$=oMMTcc&qxpEf)h8iE&R z;rc6nSl7!4a+_$bUh;qymYlVK97%MP3bZ`YGkDZemuh(*9$|@z5kAlS8iU0qbI{Ly z1mWjTG4+ASoM&QE|AY4&D$yJ4XTE9CY`z}XIX`p&qq~QTTu#1Kpd8P*n@5$Vf3(^A zy1tTN%6>m;(iNHr-tuk0-_&XTrcJ>JT@ijhB0OGYzmN!aq2wzHmSnoodl=+zR9_qC z;b&YgP?%BQHrZ6Cu1ir1&hx2U(rFRv7^nu)V*V0mRcI>3VRHN0xq1j-UJ?o$`SC_NCI`jFiyoS=% zX5m`na}cs6!3Jg4bt6~kR-=>hdkhQBCQaD;S6dB6B&%(IvBvQq9EyyzeX~D^M1_ z@WqT|uegmxbtfbm`59fJV->2aD1`_~AGSp;nqEbQZMAyVMpP+^rMIUBT}Wj!jq}W8 zmpzqlC>-LhAhY>%bTOJ8d$6&9ZYQ!qp|>b*mM)-qZ%76Q2Z~%^1`_bXj<;YZRwz+r z460cPZ7)A;2FJ^Nef{!$d%DQfR}A(%(+HtG!lhz=meBX+YBAdxwN2DqAJe8B^dIc% z8c2tgYt-)5{(eCW@(y49+r`BH2q9L2zzHzJ>VfQiXE(t0VAaeD6zy~y+6_ar8q5S& z^yPy$2_O@4ZC8ZjDMX*$7z;SEi|c^@MkP9d7wCSffNLDQf5>d+eLclSKJ`c+my@g2 zo8L;xpPY}oYQAyWnccWanbz6(_ck8bH|vUY6X;Hwut=ZnfScAqipH$+{qad$^0Wmg>r zyQz(EEFoC!D?IiAIKu0tIM%7FY9t)tDFXX)^S~O zY`lEj2iFwQ|A+Q>cl{9K^rGdxr`l8m$h}%y_TvN4ttM3n`c=G4F$T}2mD0H)40cF=;G&p$zGNrAWlVk zSAnk1ZtAXr#Iu7Vk6nX+X{|6TPqJ1G(zBd(*tZPTfg*{=AS3#dZ;sV zgyDc@io;?*U>Kfc$Q_+Cy>(QqRcRVN1WoeOk zr9SQFg4`97IN^y3B%Dy5kx?(Oh2?spZj@5N0h^S_RhPBBKj>$|a1_&Ra#~o$t!*t> zE5c&FE`*(1F6cFn{y9rmo&m*Bbo(PlC`~eeO_S1IDDgMk+(eI8SpV6hhLuU1Ssyg@ zmbpio7)G7vM}-k*5iB=%%u;yQ;GeHUByKxF(OR!5u_h>2ZZUFyXoxe9+@$saC-=BN z;EUs+)Kj6;C0}H6wza={O#NP8+7pklH%9znXDOh~hIQfx^&F38S7_9-&{zy$1TrHK~#Bd|0?$Zv>>=L zq9D`>_<(gWY;$K{eWb;~94NfLA&|_5)}uW(;pTYghu?VZodSsp4S^BQPC06^JB_FY z2Xj2|E{E!ls?WR^^yc%r^}}zjAkyn%XNjXMDe@2EtmKg8a3}4g37=n}3&F0_&-t(v zFz&ELK9p_)>O0SiDfr3@I-;x&KX)fFlVt{Ef>aET(Agqv_~Xd;X|erd3h%$O5bmei zI@KJ+rCg7WYk*s*oj)9p77qzp=T<>p8Y`+D&~iRx2OVAYjg|%6({q4vd}`I3F-dwm z{Is7L_nt7=Nt)jF=_VtM!V>YMlDoR<(_0z~H-n9?L(=0ua^%PK*nZ42k`o(pUt?He zSpw9PLTqav(leq~dG!_e2nMf}eIik1%gJkBp?|u|O#GaTDio{loOdT_=mdB!dabG% zWhsba6r-#ZgC_~MMF?bXAq}~6>rVLM~|mDX`;U@)f?hhvnHWh9F(z?}?RhN%`Q`}bg8oN%1y h|0eDwwU5UTfh;&R?AUE0v5I1xCy#a1s#Ty7{|4-O6`=qC literal 0 HcmV?d00001 diff --git a/data/multimodal_test_samples/images/1*b8pT6KIERk3ZPd-729TmXA.png b/data/multimodal_test_samples/images/1*b8pT6KIERk3ZPd-729TmXA.png new file mode 100644 index 0000000000000000000000000000000000000000..e13e4ae15aae0930c0fc95f1ccd2aa67e12a78dc GIT binary patch literal 36091 zcmaI8WmHvR*M=(%(jc9ZB1nozcehANNJ&X=T0mO5OW1USG}0XcA|28#o7!~Od3e9~ zJ2l2R>xaV{JJxz;+}FG(p=v6!*iXryK6&y4TV77;-IFJXQ1JUgbX4%GM(NhVlP3{f z@>1gO-P8A>mR3i;sO^0%M%$c^tT>Ps2<$lZu@t8tuy*Jx;IB3??p2I)LiJQ2DdEMkt;{Uzmf1%hy?(YtK-Kf3x zxV9u@5?^Yj-{0M2+HkXBjh5;1FiQqw9m^+hq`kIU6FQsJQ1L80xw}|)D{np5+meV2 z&^GkwZG5=DfrcZ5PP_cAG=9F+c)e2!#iRoNl0P}yMI&+zqu(kiEqCJnGz5EJs62BI&KahXV!Sh=qT zk)&Ur?FtS^d9JO7qZF!U5{np{)c8L5Y@LjVx{aUYnfx0{-TEGZ`82iF?!~*jZ#AB0 z)>qB%@)f#Xl>L0hro;IPR&ywJ0bd;9#ULgo38EA_9hDsJ^$#yDC$}j2&od{x_B&T*H~7NZ&fHJiG!6-$ zyEE-V$Mrt$-Jy8q=!QOAY9UfrT%MevR31UaBsNF8wyRIfAAWvT2_;}m7xp^uKT{RG zn{52|-6nl+wnk7n?Tt$mjcCT2@Il*6xkj~_JhN;RrHK@Wego&;wUO@~BWq(kvue^5 zA-wta_&0P!_tKGD}S$Yjg(2E&$HFia6cdSi&=|I7jPgx4Rtf!DSTLRUyoE7PUnZ-UY!U=i(D6- z{G#!FJD|hje!X1?)o*md;E*kU=03$+2U#P}g-4R}#&t^82TkMKt#}5an!(OyjNJTX zg!m67Erd?@W_eCOvn8MOgc3q`E83SDH{ulY+WO;+J}u6PBOk2$`JlwK9r)aS*oS{%BW4Bir-1f`~GTc2Rv^LuM48l;z$a>f=})i7iJv)={~xy z12@BZXR_G(f3TOIzgwqyP?HXOrVjGVn{pd9 zh)UWUJt>#SZlHI{ zbSLU_>(1-6A-CQnf$M}5+5gljJR@>%2A^K0XstKAbTZ5P<~)ZrzF2boC|KSAeD;^^ zxg*xoWh}PmGe*8wSOF*1y6Ui+mMKME-PzN0daW|eiK301laUKcpt51YwGd8(We0o(%0eUuyq)KUi9 z?KTyyT2OxHJ~t|MSLCGDsBkT$`b-)(DmcQ53UZNJwm--zWELRuSl||oLIe%ZekZar z|33Tru(-KDU$1H+FBj#&EVZh~?JbLU_+dt>Gp_xfhQ$9~kbC1v{nwiVaD${=s$`LD zsZ(40=989r(VaV{x{=Y6CnCsrHuxfGd@jWo4&fr5ylaK8T6P8n-`LJEq{dxSfrDJH z|4W$!88_hSWGlQBJ(=l%mL13K)94FOwP5xO>tYku?`CRqYAnZc*1Fs#zDGC&I7fyN zu?m3raT!eJI1oDSr(YwMS-$L?tF!4{+_J0Ck$cZ~gtLK|?3qKWgmm%wXss6t5(N6g zii9%iL%I!>wVt;Abi_jsz2tM}TZ&;m|p+xlNlQ;wXkiqo61()dK%5 zA6Ay{IUPrY_kqkgZL|-`s&edjIXQa{Ht4b#D|^@y3JOb6UcVofeeJx z9HP_GFLDKvWIFAxLb~RL;3Xa!5i;(sv!HC>a);SAwjWbC!?ggJU@Z2I6PUbVV?G4t(#K{mr5WZ;i5P0mz-|IbYbz7pg|MF@!y{`=Bgo5!Bb{b zBks#B{av+*CanrX0~7X#E#G@th<=W#O7-?B`HcT)_W+zQp6i!Xa^cVNe1*ig0bIdU z&R8#a<5mw|-CNc3ZH5;*BVw=R{(f~-y70`6=>KSZu@~~y>(gUOa2iJ(a?d4m6rbdk zYuNrMqa4FGV9J!m4&QR|K+pRyU~Hz6$}O!WgyHU1fy!y4?3#HP1)gOP;{@_z1;eZC z215{t7~^PgT2DUomFT36Bw`orIF-3BVJms$QHg3LZf&uEtO+yjA?s(QhNNVZ+sy}U zCyVwBbqr6n$`?yNxWA%X7WXaJsiIqTV>4))w3@BXXK*t4tYKK2H%99&^a^4rw8Z&? z6~l-Duk~^*T%}a&heQkIWQt^aV|*(?{=_a-adtcg6YCFf3~IXm_ZX1)lRN9&nh15* zaDfats~0-u8vdRf+Mq{P1YzPFOlWuMbI0o#HQvmZ48h59SD!Nru9C0Y4qF$!Kf=|e zwx~nk+zmHV;Xb=Q-KNLtVhdt(=cY?#M8ysa(B+Vjoi5IBK~Xha!rCb1W`Nuhh}E3Q9~B53A9X9Y&OJ`7O@EUYK& zedd;Rq~}?&TWA;~<@wbuX!aQ= zsP%AYMD`fQ?GLGK{mQJ?IpwIxqxqC}OUCN$jb;(i-E3k^aa`7YAe+J16lR!`uC#Iq z!rc!pNtkCBV>5nCc0h*YT@7MWaYb*{BvN%2{71MxrGC+K?_h;#pxw#% z709T|4bP}0# z`2H)_)qFK(19TTh8LvM4%tN0xYH_bpz?M6tWlcfG8KnQXsA{k-&ir25r`r5Cu>$4u z4ucDn0SQsEW(vBMtA7BUEMDz>2NG`4LZh={vv!$| zdK};Fu|tawmB^O{2Gy7!gU#}9!}=;}xxUD!$tD@cy&wH)J3s1Ht;S+{wlmfD7%|nd ztC?72+<|k{hi%~V7RcGTZ$aIg#w)&0Y$K~ISY zJm`@q$+&;)!WWwvyEA^Wspkal1>z~nj?S1Vp0o(2jy^LBA{_>fS80@N8H#v@FT3h^_Goo{3$56 zi9`eoetV*p#^7>Xr8DS(=;`R_r*~)uk6B?q3fgc?nv7o`!C&eyVCKq3i_9?mM-J!V zmw7FA{r95Vu7tb%e~8}@UV&F^|GnaHY#v|!f39?|-1x<7{@sKL#+JiD){6ed5ueUb z!WKzipZhBdAd~$NQPSn(nLL($u~62cG27|rzm+TX`SC74EIlFqg?|=L>j`J!U(42$ zzoyarBouGCg5x#E3Ew8`Uxdz7B?0N%n7)yqB>Z_5w|JWnd=0;Hh|{SqXo0_oy6xA^ z43Z5|+PH|UgL{X|lR+;^<9!-ias2jOIQ{P1?wPeNalJDeper{le_F2m6&?Pi@&>vM z4dD_P6@H~x`*tQz=a%EGNUR7D!hu_@pzTVekBJXWvuk1*HTB?t!@mh{JF}+d~&9 zu$Zg0DyVqFzFspT62CiJW8p^av4PL!U-$bnc=_s`Y9IwGEjY0#c&#^(5f*rd!mbiP zlk3C!*jLoIc$@^o7i%n{%bsra$4V|_Q6j;Dy@FnUw>bvY#2MalqOu+R_PxKYHaP>5GVsSsuMTP0S z^&V8@ITAga>9XzH!*1N{UD5l?+!l+=!_{$`M(3?0jIN{gUy<8p`AFv1wr158_UhUSsCf~36*8O!*7g>-b+m~9%nw~VvXsS1K>a+16g#H59Cg_ z?{92hR?8c`FL^(p3sU1cTCGO2>wexcKX+1->^P?zT%UzvF@UnsBY@r_o5G`Mr=&D5 z;=eLKj|7#66)&>U@`@{g&Vw+rt*HA(&S@ld>6O#C^f5B0}yxG(b?yztx*GIxV}e zV_Ok!;PHPWR=`um?H);J|MZ8v5VTI&7psiu-T#BaBK%P>!_ZJfBrTl3r&wj?B@U(aiwk-1ZWD^lcQlVG=%$zdvxv}A z;0I!ws4cIRZn?^3S1UFRD0xim2vIhZD>CQGcu=ZITt!V;@7w_?*-G!&bvOr#lV`2? zDbdR!`}R96Zvab5z)2~wnJH(1g9KYs0$wm|8RYwH0J(}#vB~q^*ew)!p6%pwTMUgxnn$=P!%oC5cV28dsNr&QEP?oPA9StWTUAy z9~CQjbl;zn|4w=p-vp%Vo8CHrLP||~!v?&xf9NsV&evK^JiDM0_0b>9DwER(0H(xc zcY0il;>~BZgVu|TxmK@w4st8Sorg{|8oBwAG(L_pqh_~*@&Xm;%Nf{BiDqf=*nl99 z`CuOCZ*o;KMSiqhu3;uVmqZ1+T)>pPXgSTktym_ClEpWgluH8k67-}+*yU~4)>GvM zg4;8RtlA}miL9lC8J;iS_l3~-ycijqK9m6pd@@nnuo#pp#+fTR!E1`%9tH@>3cdmit=Ai* zQS=ESyN(m^7WV-on&GkaIJ3}iQprrUzL@8d@1rRByI`l}xy;Jn^Vk6r*hZT} zoTcXZqy!Tu?Z~>ki-)3kD-WYgiK0!y?>s3pO&$xw_B80 zR$pOMOgiO-nI4MyT0fz>ySd+Fn2%0@J?gZ zW$?wH*sSF@^~P5}I+*%Po)!0bRasLXC;egaHY%G?g{Wk*b zfTdT8|M{JDjM##J+q5~mxU8hL;F%A2VTs4dzwCorddL-*Kygjdge51hz~VYG(#sL> z_2@ZsYd|FI#L7}*co**VH+|n(HKTwUdZsv*0XdR=(0+RyPD(>6RN(nn5l1OP1wM8P zt3sQjXI?Utv8Xm*Qp9Q5n95UqO2W<-&&Ov;f5BsD3VFD{>*aKrXEV%F9i=KT#gSoe z>B_+ui>`9N0Q{)f8O8LXN$|O!xm!{wE{(|NQ#SZme<13@&s)2v72I+X{^b#54;2bu z+ye5g7u0J${dw9*p2la-?r33!y?{yHz_MUxL%32+2gw3oZ%u2q(m0@E3v>mn?8)T3 z);%p2_qSIBxnY=CBxtKo0dvG?M&knnj<&-yq1#^z z-`d=oaU3JLGU?QG{#-9UfeLlWIBYX_D4 z^!DOXyf=&p3eJ-Pe<0_o|3bZeW(9Z77{=|OsSqc1gGb0{rR8y)o^ZOJ`?j(EZbQ;y zOLWHi`ZT7Y=i54`C$;c(-&ec0`^-u#ugpZ21eG?XN>x|fx@6Ij9FmWww2guWT4qQW z^W+J)K%QLdVpc*B-f{IHwEp@#9q;AmXG`Kb(s@I_D4fyjX-};e8XS+ky8XYJVt%ED7bslI&=RoYVtoc8BwfH|M@|Uq6kl>T>N%1fz35m|k3W0J+tmkyMBE#^UBqul`3IpP zQu6fu9pPH-kas^Rs!U7>cv0{AghxA6vZJb5(3%S zAp~$!kfl6+X_H}99=>CEz>h8vANsiA^3y-OSJY>{IHq+NDkzAAiWP$pdrTH{d-&Ft zjKA|-aP^;$2|^*Le}ptx##m!O_6IHDhsu%Xj*-dRSR21oES~DNLaAtSuPaQZOgaDX z`qH+>?Dv-zx64><4!lBYUDSE+)TpsX!h%A0j8dr#(iK0K6mJt`du=FY#)xBhMe8D|{B=YfmI0DZ+o=pHupUAi^>y)I99ju>3 z*Lbd$v&v(Mw@C(coXXM9;l`*#i!MOtDkzS0CqeM!Y(}h&5TT`4;vkgQvI?a&7oi53sZ{kauWI}=-3iD_pd08#3jg(S zqd#^S@b>)ux}kX3Pzgi4u-S9&=Yz-z(Xv7Er~>Qy_P7?GA#vEfE2`_psm(mZtsSjq zuGrKV4O864H0;35H+7pOPMb=nP z-^`OGxk_=GLbGJt(WN$3{<(|1pZFXJ0t4Nav@bXR!F+wif#ypsYaPZe&W=$!!X!=d z{en*&pE6|@+@ItoTr)Kt@KCc@7N{z9H$LG$8DP%rAH+HHKI$cj#J;txmUu9MRoN(R zC=m9strG|9(|s!paWUXjSTVf}pHhHOmnMo2Ak5B0G`3J=d=<@Ybc_$pGF!rAI^LOL z*8dgUp|&A#YNB7wZ6zQRO~xa0D!6LO_NHTtv`1;@33rgT9|kTaGSC@L5(30mJ*<)i zLZ#(@b+?`sgi0af#~aHXBh1zzPc##v~Ntm5-nmOJ@^`T?q{qzO_1WI{h#xBqClT8gyO{d{Y%gQ#kJ^w z_M7OOU=GT8{Jxwpo%x?Y6?evCf%gB1M27dVmlEToU*s}>DVl_$x>kLa9mA+)zFz5% zrDuUl7RWK=*n5O{$zpQbW_q9NTCvXId#pCA$RV4>YZt$hUXrX{YrR-1{WlDyNRmTt zS3^CZomjqWA?a86goak_Jph+(kB!~?hs4o}czwRln%V@5U^i&`HgqY^K?jz;JXab= zwcS$L<(3$0=JQm?75*t-^JcVsKgAerF8dfwE8D-3^y)*zFPN&x zl~kP67}}^dK=-p$-B9Endl=S6=%QIpB*#%-x||n7-M}w#TBL`!BrhBgxF{m@uS`%S z)G9I(b#&bQbUFQ&hQeMAW9vYl_oZkC(yq0QKW+G@E8m;=V{wGo3RCOYai&IK=sr^1 z1hi_^z39baGu)ndh>BGU%1wCnsy51Ruy3YRckw(AO07o<>Bh9vHoAClWoFjSZ(EhFFAp-F{?+y_jtuZbaE&Dm)x!0 zatnY_GZ8=Yjeag*t<}9DkG8ZzRRS4Wx7 zQF&|~YZsvs^{NyMHHLO65r{lq>vOAB7z)q6>|VRI=ZN}Z8h{c7twrbS;~$SQUEma( zof$@^+?Dfkdi{~jp@;4wZ;GsSJN03lobvfVY+F@_qkBJcFypU#lf3Jx?k&u>T9u$9 z-`cygVnN$#D);%gIYq~d4w>K{exZU3TWY;&WLjeX1TY;O^0FYKG9yNOAd%3AaoT=L^}4Z%>l+h-lm>&+}^aE&&-MlysY?Y>#s zQN6L;n)}XclMWaKrGal2 z2E|rgWX7zT%l#eo^L8Zou#9fy&Fb4GAj%7LSUv_^2_Cd)s8nTrNw@(ZdpbwV9dZyn9H>GTy`yDt8P?-R5AUOdz0teV{&I3fTMnbnU7}`3_)!TE}D$KV% zVzT{BP$rvP_g|iM^I}ke4$j42$`hvjr~8zI*;YA)^ZBH&-NiK+H*PG}O2^Vko7HS) z)vrsRQ-FEBcPg_gb?l!2G~7Yn`+tE+I;iR(YaqtY0GEu?Ddz330mg)b86pA4HK{EC z0&(kR;#Eb+T%iJ8Mhi$(lwwuDb+GKjX*o(;2)qsF>!)$;vHa{Za`e(CEn{vk+4CI*KSKEcGKdG*6l2rN&L8t6P^=b2&rIh!li3 zNM=+3PsL%4p#FeVJIeD4!!c7MrhX7FUjraj z#nK@|mnqw@*5F0glRtcl-fubm;=_h9T5v1?0BoX^^S!-18nu5cRVAP?4D%9ngO^#) zlvCA|J<>BjBs7`UKI3x$_B6p!)>`(t`B9=*S7HsQFiaq??do5eHE83GFTUZ^PiBb+ zya$dIjReg`C-W)LpFL{_dO!z!Fl8{!R|Wh+<_tC_NyPF_3M%3)02!&9F)Y=qxBKza ze!2Y3=f7D1oeBfvcNfkcguTLWxwhM+|@7WDo+$XP(+kUe*EA1%HViL2d znf67fi_;08mQp;Lovg=lq{Ehh!|J8&Vu>c}>M}SdrRn_6CBRk@v>1}!Nq^|UrY3R_ zifUQ$zBsNQcy$yX@zZgVAPX?JWAdeE25JetIpmyGt1RXE!1tk4CH-wSwa=yT_6Jd?ujLZaJ^+M| zpHCJ)l24d8dyzBSsL?5fd5?sU@IsL~{aEVbXd?lEBS%Bo@BZIiKce?B_z*>k?2S^8 zNYs`QVW67cX%r|uhTJyvvziZKG-!%_kDIx6d8aDx}}KlPIVVk8MPj+hR}qShYUaZf81R*6SaeP1OWUZ z8)>k=yFT0TL!-vKa@kdb*ntsSzDk1l!=tw_n;S;IGhL`klf4i0yBZm{8G31Hatoai zaN0pqmNxILCJM-AT(V@_0T2z}0cQ!@>t8{d9YK@wZi$Nm7(;44j!oL=Wuv|+-GaHo zj(*1kOlsgCcuJEg;N}vc2z|Lc6pI{|qa_8X=1x?CN|w|S7=Df~0PfxJ0!Zx(Mo^ka zV0g9b-e3G{Y!m_GE@UDGpfi}2$`EoJx4UUyfcXo|3mAqpL7LaVdhHXTvV;JrAM@aQ z%rvjc*IWYYV`P86Nsle~KHRYkhO83Wa&Y7Vi{pLHtvbXiv=**Sm>YjDbCr$Eo8j?~ zj7%T+OJYef3~DXaQ(AKRf$}P9yMYVFDn{U9@js&no~fIIV@htyz!q){z(6f^+H-5~ zNTH<4dYL_lGR#QTsHh3e`$`*6mcFXC0?0+^Jy0{rub$QJ3|w+Q(fu5^?3`^OuDjE( ztjSK*fdxWx+4pLbWR(ilNJDa{6sw}i^Qf|TjBL_9_Ir~jLhkn_lLSkl`^$B%Gb1{rDc~ML zDl9+Y}Q_w7e~CHEvHNRrrY*QIoPWQJ1MJf7lV)3H&ei6kl*=V z#F1D3^<;k{Yx3=Z>-u_Br?BiN&ff=swI6Cm15z1Ek*d=S94m4LI^5A^iVReCp zt|fp8@hKJGw}Po>P0-8CpX0tXqCN}S{70~!eev5=K??GVV~`v)5(1j}c=w5L8(icH zI*I&0B<~qs(#ho|`L(NOdqJNEyrQuROgR!zZTr|hzF*#81t zdc$Cj0R=!_AqNXyNxMOm{Cr=YxIVbqTUo8jM7q#=s^pjw?xFu^)l+n&f!Fo7yQFyz zAY8}gWdgqTc8dT+H4)XbBtw?3mWGwNhIxG3Mjis6RoU@jAg$EolT<=DBS zE==)S5+{idSv0(Kgnqz#!n9sW0wa;2E~0UYoF}yuD8js!Mk0BgjZfZBXY>BBNKikB zXL0dPp&y0ag73$76+(|*CIPSWG9H_0wyWV3Nm4pnlK1Ue<@&li0NlO4ioy=|(!a>H zGHC5vfuy!B)mmv-JkI`0C3{1y=zem)z@s0_5=R0YM}PoHR&sn4Qi5^YQ`(4DWI2LM z`BrTW0&hMLd1P}jI&xUH8j$Vr-c&yOjGj`u{)9;G@c(%}A2a0s@tS|)xQyHnmu03c z_~)xVBuVpgGc@o67sI&W(bw3ZYPuz??Ef**U=wV&8Z92I3l9XAYm{B!9YA(})Q80m zm>uUQ8^--y7d$HW!BaI1C}Q1jcRw<*0LhGCOS*+57zPT?J1he7F{alAP7dYx$o38M zh&|s|dgHFLV23a1ms~ig-$+~k!qmtMRw0Da1X8~tGivQHA$DP8rxG#cLa-E2GRu%A zhDRsJnkWb4#5D&b7FaeJPC^-6RA?kJ%`q_ghdOkfOM`s<$G?LSsXn zK25EG7Dis(QKRx2Us*hMK|-<>aAg8YtXotCv{2wzlc(hq-vWiz<*_*3?mfbstQ0Z~ z+rB{)Gwx6lxd;c*ZY(8CBTvMdTEKqtORy%+>C{A*UcN%?-HQh{h|iyf(^E}QD5>cY zdPaukIiOojMjmK9=BPN>T9jNv^z(#0HWNCw!-8K0J2Ks}`dyq5`xs^ZfldXQY~(Y0 z1sW~r<7iEbC;*Yihv4%9k|~`hQqWKd>VVzjXy_0pC{6$PQ z#t}N5g)}h8@H>1;J82kS=u<_3*mk9pKcaC#-`CwYPn5*Y*-|qb2rP5kyl+r5yeW}W z7)CRP;$}JG29Qc4ea=mIZ8^@V&1B@8D{Y4WO^}=cF+e{X{z4Or9WGAG#k3&CzgkW^ zKf*Db>?5s`dbf6NnjbmKWlNZ<97PfG^KvBsmmwVA?Hz;852;n-uVeq1RnlXYJ#Z?J zbzz{{A&`vxtn+Ec(*<*#z#gTXQ(wDb;03E(ZoHB%EciiZo2e#VydPI5(Ihd>56d)u zkyEEPt9|h!T|hk=Qg|D4X%d#22LH!;R2YS@XYJ_V*I-PMSK{aZx0LmZaX@0SBW^Dd z;`#p=1ro98RCa)p8hLbbm@_5=6bPA-c1;dhPkdY?NvoS`lY?l(S9&KR>S8fMzpC*67QTGzP+C$0hyi zXehc4L#}8Faux}FE6LGEx{8MOfl&)t0xZ{dOPkRO(rOqPmj0#MF0kr-|Hp}a&)^k4 zkFnt*i54k)!}j4P+nyn!(SQQ;MEovXiGv^>{WFusJ}?Qze0A}+Y;ra;3>uE5DVW-mTaO7a)Q56kv+4Ok}%!6r)X zvz9;{>At^Jfo7SkA=DU*(vy;za2vpdy&0f4dl$ zrvq^3fo4Np=wyh8pj~-^_6XV|l^J~rCeXcqCmj=e^qT8M6)^Gm8uc>N@U+KMud#6Y1xBGZ+>92+|XP~p7N7mM~E>%h~rh~pxuvedR>uu{-nFKZ9>L9X%{iO-u z?5La~(~k$)^v7fzE|6qNOv#qSuIz0UVkfS~SWTpvc)|y)&gk<&~*e8?ZdR!+}&j10cY$u??`2#tc4t!z&-qDFti&P2mavVy}Pj z0~nh?!K?FY8@MD+?gBTF%IHT)6D>ohjsDd%KL0F@3QipI*Zo((VkKeQIao*|5b(ss zELgAYi-+#iBO;f8>tLxyIY5xevs{23LuRvk0!-$eo)WXYDCMXnl6l38GYt15xxrx5Jeyh}=pb`g|u-n34pX+qRBKa18h;Dcdmd0EBFQhP{6 z7a*&+yL9}>2r?Q*WZ68&;KFXHoWKppu{{e!4zZB5?GW^^I6`_Gh=-TByMmK zWbVi^`U_cppIl=sDiB4~^XO7g0w2P@uW2AKq!aiZSiPfLBygFdQl}Ghg*=!Kzyg`& zH`I+W+$>E|ia)KxeXC_A*_n^~6xk$hB`ivFzp4806{m|#fnjTd9I|qBv>O#UQ}H$T z1+VScLhpKCWV}z{GA}h4Wo&^$g{S+bH4yfIkujvfS{oh&2QQITGINP1!=sf^;$i)Gyp6{~z}f+rDEjk#_%`of--J17K251s?GT*yt-IX4A=fq)z{J`NZU4 zS>|HF<&kT(t4w+)fk!KE1W31)a6YANWY9lr0-zKnuLyLQCWusm93J#qumrW}_>1cJ z0$3ua0Jxk4ilPJ+mzu2|crumD2NUG?!OF?0QiWk_AhE_|k-8)=@a6t6Y}GR#h?5ou z3fdZs-Mi*N21xP(sp3Bdug9gY<&sB_*OcZ3|8X0zEyt*?$tI^(0o?%PI@k zlJA;}Tqc4vI}A9G&d6;q0b>f;HgHGsISrS(*|=EtO%}NXZNB6P*!OwB7kJ$AEBjpm z)<{=fu92zNTEAZ?LE) z_Xl@Z5t^F~p1~v0A-a>D-x`Sjb@6u`z$?urh}9XeiiIoDH3O=HWgr{Os#(HN4d(jq zGz*l-rhwP_+3QdLU74E$oRa?C5)ds+PG8QZw11~W+vWV(UIs?E!4#Q{Y+QKzgHJ5g zDHWszSbN&$6zg?`T1o9A3hW}DNAUh->&JFl{fGUdzA^}`@#Wx92{3$-xY*3ll^8ADD9rm6x>kpeKillR}SRScs>5NHkA_ zJE855!@*VIdJ|s&gC&;%cr0D=xv^b$gbwF}ev8=?}jm0vBJlJj)wmz?DAAONvDf;AryTciz&7(gMzH zZ4UY!u*Ojh145W&^#H(Fxhp^F8{{r;y(mat+sW%YHYi-|&u{&%ixTXl z+KWtsMh{PKQfepl>c;gEb&ypwF!mFyFEY9C`WY&0`Rc#Fw%@1bv#ppM_rnZxK(Sn* z3dCP&LMMk;qAalbc+d-vl09?S#QPmu`jmu*9eXF&ZVkRoJo@NFECay@y`dC>3F7x7T&e+efk-o!RrzB8=;ojrj) zajt;v;D=Al`N(x}>|fh2>90uzNVSL{fURYs3kpnvhH3tp@5{IStmSfD3_Dd+NIgq@$8x`AONN< z!Mm~#Mr!^uSMg{!bjO`( zrCAAceP{*1j+4ZzT3k*HJ>{B>lMX=r09@5PE<5i-r;IB*@r1$Z>pI%ej=%AM z*a)qpEWWd!quA}!;Cd?q!k}i#cyNcPK+HM=PtG0|DQCxQyKlRYA~YUKk1 zb1G#K!v%dI9T5h~-GIk>BwyFs<+s^Q$u4!MfD6OVSLkXqYsH`}(QXoO4BFQ^)}EW~ zQeizci9Lre?%sIE-WFRO=4!7!M_>9HEZ04Jx2Wm`%3~g>o6=jKhdZ~>G&4kk*K21O zw0-!wQJ3#5v%KlnBU&L7z#t}VzXTj}!z4yuo;$|j2~auMdyOz**@;F<8*g7Zk|^Y5>7wB$Z$sh!-Ro!z=OeWrEJlkjd+my2CM-=ltIiRU(Fg z2U+Knd8W^`)!&yEdbCC75|yT0g8r&%m&^C(^`kF;s+2fM+B4^94~#dJ7eK7_*2m<% z^0W@+&rN!T@Xg7v(W?agBC=c%Pl2oU)rU{Ww(gaKVQU^B$D4B#RR{w&nmCtGYBu2^ z4MPgAsZMjE5u1SjN~HVsA1G(v4qnZ*)ZA}O!`oRfv%y$mmdgwcRWVdj1Uh&`{v=i$eICiGr>8<6c7!`ScVIU_60v_C%_?`U(B>D3K- zfUOWP`}rs5^enzdYDdD!nau+g?nv#0(!C6c)?Y$^io@LbsLIBP!36T>Z_Ic0JrucP zv2125#-`kVghLtnP118Q4>_YL`Nva%^S5Gy!wB$v+!}_Y>C`_t5r2spxZ^pg)&35B zuWAAd+8kk&rK!;@De7F^!G4@?WFyHLkzC6nPAtEEf_7q2nPILwjq-Rb>?VK)#yYi^ zEB9um{XX%Zj0N643XCs;^b>y>dVGF?c=K~)0VxEeki1FmT>3#d>U0%GLD~R*NVV2eBf3LQh2!ZV&pwuQv5sX+qH$5` zrqi8#CtB2D^@z>-%v4oN*0&D^JV9EngNNZ@28=-k27?Zdjo^okE0lF|K^{)mY`zuk z2`+M~(2$gYr|XNqIokK;QwnUWuF&~EA`sjK84v%B!BavM9eC3GNPP|)0QDho*ui

v=0Kk9^yolrWhr0vg&JJY!n_?RwJc#PYN)^vh@tfP}IvefW^YP9}uq%(fsH%%A zbSM^fp`0mVzy~jS~&A{M&lej0Eq0CU4B1M<6Dd`*YS8Ne6HH{7StNWSS%!vdTcT(EJFi1pd>d8gl=i5negY-1Y;f4s_JJW=y?MGD;z z#g0?&FL7b^PN6LlK`^TrpJ7mxRx}G^u3(T520t2PT#G?=v;f}omT=LmtNW`NdWP)M zHqUkDBJu4cQOu&^TBOlkLA*MhC_E3({W}%$YcTdXS=N%)FC6;TougSmY9|V~&SZc51{*+hwnH~$$uFX*@Cc+)@8yT|>nbbd zP|>eGqGV_ao>w;ObnKuRqG?UAYgK-i@(*4n5`1(eAxV(wWHY=EL6!=Ke8DOR>g|2H zK*O-N($w?HDVriauz!X6S8s@5GT#4D+FOQYxo+>?gc8yv9g-?YcS(0C3P`7vG)N;U zA}C$bErNiEN_V3)5>g7tLnDHOpnKeNIp=?^_t@**`#83r72)B&uWO8Roab-QSeEiA z4P({rMy(w9qYz$A*D;1a{0l{K^l!?n-Er0eFcV#s!{$??nxZo9%p&V4|m0Ue`R){YD33?y|uc2)Va@98H8v~SH1Z@The%N zV`c70O5U5Q8cwtJ)39@}08NWTbWkHF-LK*Xc#6b6t{aE8&F=8!tQzIGF4O*tZX?D> ztdLU}8ANa)Q~m+m`TaLM?wufqezcxxm<-gNE26jXqN9@|e}i_#cQmCTo&KmOQtUz| zpMB>e5-r2F?J@h$o;&kr#);+@@!M@;Lz{WNkX6dj73U`R?Q+!`Xd7&2wliSRYFAr@ z&UrcaCm4Ig|BB|-uU{?EuQVNm21))9L^+wD2GA|Cz?vBS)ArL_CySN+wK3%+FSxn0 zfEh6-0uh4W&G(qL{tjS?yf+aEIC2&Ha9-Timf?Dkq~~u$h=A0S1pEX^Maxk7bG`Uk z00mq1m)nIZB&&Z|FBk6<9c=uG!Eu;12e|J5_TXZ@^dJ9Cs*QKQYYy+;h%zH?7NYPx zWsssVoVm;Xg<mcKV}_UD~VHoun#7tkLxjx&=@|%vqb8GP-Y8Gk8Z)VeOxL?FAl5c z7<WcTurlUfUyTVsd+I%L@aXF^!4Vgf^}M1)3g{f`pL?9(e=+qEiWef2 z%B0D)0tJKiU`C!uYS|Mte2G^K4UGE<9h`Qt(Eg}5)R}yM5L7B(_6c;?W5?jN2skLi zwbSjkIZFN20vAkXW%EhD0g*V_^A?X?KxZH)9WSmt_y)# zl+%v~l%3J}_`P)@r4qeVgptsfbS3dMlKNbLi073h8@XNa%&d;D@XT>y_ru+7@*!P7 znF5|j0(x;lPi@G6ObAUH7r@YkJ+f!=AJqtEtykd-IKW6~9U`5#Kz!8&Gt5oIyCco| z3*4%@FyJKk`4al9f2Es1uHuaRC}KA(1Lp`lH-*Qf=89Kt69}%91|}>UV}F^P{0}w& zzi|sb?Fp!5pMR`0tAw~0dTB#W&;$bgpb>R7f4tyjvIA+?H}|Ib?N{L~jhsksschU+ z6Y}_~@dhMLA?se^WKc1lgKX;)C}(C3vIPN+po-IM?TwSjdS{q`dJ+XdVu|elG$OT( zR7lApUrg~1*gkZiSf;X9BUax#vD&+~!{G8WB-2E2OQ9;7IXGce0_ z4j&>I4R|%E4psfu^^X$V!L!MBAo_;`w2vNaR;FLc&9B%p@>XQlH4Ks=NjvrAJf_A^ zsQ8#KA&)vyexD=woo+#RbvX-(>5jXB?}fPqWg>H326G>Ad?XIPyfpMMPnuY*n3eHRen6u z5rvjs3!bwA)1{_i@+7)p!u>65#sDTK0KrI3Kp=Y9s~dee?AH=Kw2&mn6FVRckRjZi znQu@iQi`K0;fSNzu<*RPWDoYYamc7nK-rha4<9~_*%|7yf#f~IZqOqOHLHZ65kDNexm*Sba_ZQT;`+=W`4&ZacmgLtY@%)ue^ zJ-~VPjlf4P=XD-YQV7VQ^BUKINZp~Le516iFZ5|r7A?s={?x)u60SIiSnoM*4m$fZI%Cq zoEA8fntVE<2XkWvp#Y9V`R?^`thfaE!%T6-)81cta_ zMXE?=6Ke<0?lG4-_m!K!PbORBCLxi%@d>r>zyoHZzGr4qnK+2WDVa_E;+pOeT^MHI zcc^9u{O>~`CXFsv

#_ool#txxdg%Gk4&T;=3q@?v&hxS**j``X+3W%lbq;0^*we zqQpHY1xCwS<-ILP<-15KVOx0e>n(#EWlgKYagjkgTe6fi`h>7^8m!sv;i9ZS}bR*ZB;DG5!nNM`J8mPp*~mO%mIPFa@3*mym22N33TuCo$vfvPw~UPO3G#0zUhtY&tRSu5 zEOj5+Hq{eQ*CSE6PNh5*!gIC(uJ7(aB(3VOqa(hLc06kVy+VJnxkN7F0%`V_NWxhq z>$j6YikQ8QIGHqUA;s9awOlMemOf8>t3@eMc{x2w=n|u|{uKDC#*#!DQTP{TKJ@%X zIh?)w6sT%cI~P*Bc{;py8|ZSc)$E2LaKHR>Z)G40z()Pkd$MZ`o_yS{@3vK0U-g$Y zHLkC-Im)hoHprDUo~zY%b9n&HCDPDp_Z2l<%G{Q)ILs4Q$Qf$ERc|>TM%ek%1m;rI z@?M*-8I9WT5Qox?TWL>zn*!0&Gj9$IrO|jpDLMseB)!`iU4Ot>vEM7LuIc{_&6hpX z9nR1^S3xCV) zuA@d^i`mGLByHoWeY9*lW8g`T^_EhRqQmR_L_+i^UhKiIfK|ks^eSwp^SG#pj`vmW zU}s&s?dC4p>C^>wAhalt600gZ9JuP(?C&gGSIj}Yp&@TeD0%nd*Fbj`LojNc>B#6D zH+9wC6H*+vLM?v(c-Inf*R#C-7`?50dr^oJ3$rz2m_tBa6yJ{+EROrfOoK zzUlit;>qeoU}=nGt*vf?`GytuX(!*sF#{F#XCtced1*D#Y32I-?@ohbw5x^PdiXci zAa>>An2FCFqahw^i%rCkX*n&;kaipw5!;ZldejJJ2a7}VCM$!)18iLvxY^77vjxrz zP~YX?6<4!{o0(tNwSnY~Yo@3hbIr4;GWjt7JJ%vqc|&zrgYYd9>#@+Q*{N@J$1?H+ z{`?Zn^Vt6y$uPtFT-U5ua$jr@p1e1_uS_N8URbN&o1!?J{_SVcCB2;1j@p-t66=o} ztl`eMG|yC%3l6-5YyF)OeM(SK*|1%5pLmpv+i%GniucqTBRu=PC5pq5*c%H|&-!B1 zqyuIdP3`?OlGmf1&KTSH`tw6OyOcYT%3<4y`@@x&m95h^Z{st~kQQmv9)FYcX^R#a zB}*%JoNx7d2l==X(2zquQiLT6Z-0E5QETHibRKt~Rxr^GU)%iNs~6;gf1NHt`@D%> zo;cKBgF@V*lu7j^l(@-+QIHYWaSxUp{R$P#MPF;K?m4_(y`I3K#|*7LK_KpB<;p(C zxHA?rfucZ}9}?WB-Ytu?x`ZQj&rk_+;cQ{qe38vE$_~Rp<0L~I0f%r23=on>ZTfE( zMIr>!J6)YxRvNB5i)dH%E4UgS<;LD2R;OqTmG0YS&dA^rz-Y(4#h&pg>xo@L+AvU) z`Wl&g->9c@BOr-pGA*24_Tc1PGYp3UHqtGK`Exzbh;euV1)PeUF7#Xza7k7oI81Wc zIqQyZ_~|w0LJ+(VMl1{FR$o9g7XRXQ)1j$78EKqz-AaniS6kNJhpcx(nOraeg?e4f zbW5HZvvgF0I%BbepIz!$4&QPxVzi5}ipz8$>O*5#@Vx{P zoV(tW$qS5rs7rlEg^WIv0FYQ~Ahf8QlrfP&vY#uZ1r2Hnaf+ z?4(`miTmS~;d5&T9mhguPLAkMM+`Ip1t} zgdI1NhJDNCrasRd0cwx`iI5$i7sm=z)T`UJMP0gcSw)PA@A0=3+bcO)RK3}g=9J;U z&rw}YnmdP_g}m7!$-X>Q-!X-8w=}B>ql{QjpRHR|7Fv@@ZFY48c^*TzT%`KRuLL5gIu9R8SR$t>9r8THyqwcT7 z<|F-~z#JVOVwCnIh!I)_K4Dx=CTDiNyLq6jC=xS0Buf>h{YrKr>{IHT+@NxpF6{@z zX;h=)(z+GfNTNr=Nj^ZdIlXbQv>jR~F7%7jGY% zuVRjtw{$4_SwQi^m-a4zaa}G^Cs7{YYb}lV50}vWqJQ#S|0iS6-vSOL6t%}onUBrg z+(NEtPPHri1zlROsk)6hUE{m)QJq-TukAkZ0#Ew~TTu;tB_4hG3 zy9U)eyNoTZiOTT`oq6PiEoq8nv0WoBGaC~S<%=W>8;qc1O^i&GwPoJ&YHp2{0^l#j z^o3z&(Wzvu=-Nde?jMU9=Wv8GSX{%6{T?!ki*<9wTlI45S;G|m?aZQ`v`Dt!`W1VR zrf1y04&vGGeQq7jD=vqa46}VEY1eqOymnu?> zH>=JZ;u+fPeSj01(vkzFd=5Yv48q`L#UJMC0jZNvHnrL}PQ{Omv$ehtr{EzhdGKS} zc7+`0a5EozO!s|@?b$jT)n`kM%pvMeR@3P{Lc?ic4*k{xG$U~kTRitxhj?D2071mk zl^{xs(Q_3OAG|ckG>g{&3_w}nMlN<$baj<_ZvYLT7;Zb!-$3Hgi@tlyB$F%fBIypV zVO7NTK6zkYz#!!(3P4G3DC#&?njnCsBgsGjvldTiYaV=)f>3S$e;XX6Ku z;2tCcobF^^B0-V;Yq-p5T5|62AD974b_~LiI{sCpo891G$OI!6F8!-zri&UVYmfN{ zr%Q~ZShc!!h=xzZxeA>Wg&+LuZ9y=VC>o`I0UQkp0}sqwA5YBn>R_DE`^~ym^0R(< zDCNHVXsprKV+6N$@%qnAfdw0%5!I$eqo+RdC9cf){F{`J%ZV2*S@@e@7*>p0Y zURhW~hlpt>FdJ>W(es#T*&O%}%&RpbOQcJQ{u_=w40pR)ASz_hk|$78p{nkC;J{-y z=@&7U!{CR?Be#(Fw$B@=)*C@i+|u$7pz5pH7$t+ z{pIQ)#E=toT3Zjs@7svnG<*d5MZd-2UkXOv_eo=qCkUH*)~rnL+60JQ z!v_eqb_FO~QgGfmfONJFjE`jb6=)SG>r4KPiM#&Er6svzjb)%0l$`akl34M;lbRE# zCvE{oy1kzYu*gV*K7n-BD+nOLYimZxGZ3V#bwI1#LYzAAVB7}B2T46L^A0cwgrO4R z+6nJ2Qcr!sZ`1!Ag1HYz?!fy|WefS3l6lbYs}}4!;PFFvIi;Z6mx44?3d#%Zh)#hL z0Wf{Z!2jWZbbSXfEhq!ufV%%C$W6~Hpod77wgWP!c)(Fr<8Rke|ZfT)w>NSM7J@9)xW!65MO?ywxDj+>rw%%FykuG_+{svYr`5AmaN>`$P zK>kjbifBxPW=QgTj316DgXNiqv||Srfbu$OBy>~ z>TC2&!tJkq+@}PhNrX1Dg=K7Q&l*U}MMr^vWLp2*M8goN-xEWfSW|DTvMVSa2^qJC z6NtjyGBV7Y`-|Y=eQ$g@{c7vJDlMh>f<-}~-IRAfrKkPggmeDFxCs{43LH3cEhfMW zvapd+hPKoyrB8z7g$gG3ynr)gx8>735Icw`b0!q$`%a$uM`Y-N-x+jX+`1xU(H^dI zc3{4CTVG1F7Mmc(7T-X(K!D~sXPC>d(ke9Q@+~k0XX5vZ=iT% zE0sji`Mjar&(r7K6{7N=b+>#GITkiz?-1L`FJ4M^_SKmPPXKH$55V1G`;Xf3;V&|e zx~q`mBF2dM9f?skUC5=m@!2ibyDbPn>skUweD(5>gh73e&}Xa)p2NEN?L&xaO(Kp7 zUATXqA4~x(r}iBr)kwZFz|mHDvo_Zf-J9PP`=UNLYi4DOZE8b|*l$!7R{rjp%llny zb~-*$w(uo{7_S}E^*rfPmjsBfsrd_`XchH#jaEPyE{4HCQw_yrBtCUQvFEe)@WEbb z%oC~bcH)PvuY-S+;f5=l;{J4Pcq#b1un{8XQBQqpQsGa zlJaEj2)Wx7J{QY>m#qnkF7nsdufn}qpdXrm33;lSkB8^jup0}2zV$`zek^wVf~Id8 z@k2Nr`W8T3PTCu>l^wCisQkg)m#{H~zU_TZtht!2ag&6Hc;0QX6&-hlrTmF&4FqY~ zqGqCbi@!r~FO}+HFVU-jyinu!ILxu0-n7y2hscrl4~5wFv$thFv(+~90?C$?DHGO} zYKG4HX)-P9M5qzsEyMDuwsCy!SBuU>iS>R5Mw0(Tri3hm_qfz1waW{yFduUy4ElIQ zr2a9l$gr~;cNj=hdUl6h$@;d8_R9)mQEB;5;q%um6=|aSYhK6BGi0TaxLM-gWIA>h zWj~eJW)U9;@ej>mRy-_a5SDe=?>}b7EOkm|1_sgquuuKLVS4?tILmLWcqeeB znL^tfpsC*ZT3Msj8nYmK>JEGPkknx&RsKbEs;u{!VE&{?5hWLF{{72;Z5Iq!LV`wC zUGIqu&fC0ge}9z*=OTNnAH1lzW2Ntm%@6d$%w3Xl<{jfGFb-ofZ|l$(=IG(%SJ0f> zQzq=Efu4*aLRAjq!sFW??V<$y28tBO3~w6gqZ+>tN@TU1ZMo##jl8kFQB0m8DaQkm=I`ijGv%ICbsLqqql!~%&ENoXXj9wRlfWkF&mySYcBkA=h>ZEF%zf| zCcG_pQu*hN3P({2Xv6`tT-NKz2*4QKI{*Cn**gHUCATS{5Z)$lVfvZDB^aK12M6o& zo!IRSYg8MPF-KV9dojHY4IO}!q(|IG4a?%Y-Sx7rikB_bzuY_3(Yri%c^7I$j;<#g z5#t{xUdDh&kHqjpVa{yDG7OQUG1_<$T4I5gmX1=*++W&y$GW27M+$N3m>bq;U4tKK zqJ~xd-)Bka%c)N>NvIUrso6@#jYLa0!a!#)D=1pZ@H)P&2eclo*EFH>*A4y=LRAd134#UC5G7yfl~rnstD(%kEQaw7H(e$dFwqW5i+n zMTB>(f+v;9upBHMQi3A#se{2(bCad1`z{2m9{)5miyW#|-eLX{8QF*N03sQMXJpeI z{BQQwCrnWk`smD>1FJExYp~}6t;sT^x+(%iaUWVRh-;awr z=hTBiZ+Z?vRO3*%Ntavm(OSis8=X7+C{}v@_2rbsC~S*i7hpY8-48-9$lv{Wu)*<7 z1`c|{PmO8rB7VBk{-lWso z|N1rUUh|81neu4G`ev}H+n9s+*QyUpMx-SA_>3^#7*W+W-?&DfSRZig&R28%iT?1z z1z|G&He?f-_(Os{-{(hm%-luQ$bz78rHieenfx&?_Mcjl29^Un;f02z13^Fl^ z7t}||^9aPhiZq3aYQ$K@Xw4qy1njBGt)?3p&;BRhxPJ0~k2HqB&VMsPG{kR3K5S%{VG-WI9g_o$4n>70U`D#VwW&}eW7}z&~|tJ#7LsB;ttXtr@et33QkKZ27`b5aD*_CGv|lEqBwp zBfdXu+vSSuI(os90VhXkPa3xmm$0pNAl^207U@0L`kc!FMX)m=1P zQGC8+EKtFOc~Md?aCY|isWrXTDrMn29T}KqC_tA#n}HCTk6fgAM>CUX~#_ zpy2}SmAvX%&MZ32?)0k6oh$&2h~*@|wwyDM5Cqi1Ah<1--+K%OuHfJ65ARlbLKAgk z;4#(yVz&!SyQdJ=XsSTFm`LjDH&7@=4totAMsQ;tAjSy=4$d4JSOkQB#xT${=-YGe z8D3zftOT^SW?K{rIiM+k_PSyxG%KE20`zSivz=U?%V8dyZuCfxI#^-S5c9LM%q%Zn zAUl$XkwNb(fJYeK=EKYeBt}uF^-`s~*t8ZDLz6}ID)YhwBE$+#re0YA$M|eNF%wJ9 z$W4j=kOM<&Gnf7{cKth-1%`Soo_!>SafNYr6RPBx1@tqZYj`5c2rlMgfY;!Ir=EfC z7kR5&UtH$AIWog`N9OCn^b$?&Rku6!-#|XZBO2z(tRvWRcD-&ZqKiE!YFg`RF?HbM zrKmUUlaXjDN=E<7wkzs;JD?=#p5b_Gdx0$@!uxYWFL4ypvJk`b>$Y!{F&n?Z;)RFJ zVBem+NjVtg47!5{B#+F*$MFzJq&$~J9i^=&@EdWA`PXnMc~oYgK98@ndlK&`#bRFM z6O<|s0_E;{-mMyr)fDB57~eh`&fm}8+HHH$3x^PfYk#in4N}y8V>cq#uk>#H+qm`- zasAMoO8~RTeFXa6OSPIe#?jcLZ6am@AA{DYmf`QZgM=%>F7sUcsu=>?G7bK--_|E# zZi=jJqNr26_y*bm; zwM3Ygmm;_nVD#!BevNAeRWeVg1-kX8LG`)?|4_?R9|KK|~ zzXQJGX5h&_U&RJ!M3o4{_yBbE0SQ<{^~AaiB%1-RnY0b~%DTv7ZwNbxl3?YTc0?0W zUF#!A?`Oca9&hsb_N94-6DGb_LBVl=;7q#}ScFpR0rMs|nRf;bBs~AGfFHORB+!OT z|4o5-f_tXaf(VGf8x-BAJy>Z5)v>SX4+bS(8V3W~qQpJ0_*0%Z!8CV|_7n?TuTr-W z&13bC=0Sftw%03RKLqU_o1$sK=e$S;Qn5#!2vg1L zCwwpwIY&PSC3X;=3|ZX(7z&3slq3D}{zyNgT1j9;nt1Ltu|;^zISuuh$urT2A#PP+ zzlw74w$JB3%0=q8Xnrt(tr~qqRl*dk$R~1p5&+rHp+-~pH%1IMXD3K+&!D7ar|$X4 zs3m<7YB)L09LR_2E^i|V%mNlL4egm)JHa>?q3WbI!^#5CR}}T)^p{Iu0^#nmd_+SO z!#Ms1W>KS&Nn!Ja^TlV6P5(**!>$P?r*kh2dFo_oWjvU7^S^^0`2sQQKr!P0;V}oW zV(}Np&;VUS3Hsa!j>Qttq#iZPVP{JR8dh}RjU(*xJ!CX89*mCJj>>JKt`vOExfF+W zb^!Ug7hnSEUzoaHLvK~MHuZdqeqBCiw756hpKdR#HAd@jNAMnKfKQ$bLQGdBjLWd* z@;)tv+#<5`jlFhO1OlJrHo2QrD6|-9&#(KAM@K62m$4}U0JPE~~##_ctsMxz*taR$#X zsjxVDSO;Wq6D(a(FmO}Dsu`i)TAD;<@>waN#3yy`(ID0k>PTm?$agSDB~^aqSQqd= zz74C7MB+Ez_r*=x`M~XLGm3@q0>4~3p*Hy{tTl^F=LPuIPfF~B!_ z!8XCi-%7u|7Z~a-)WMWmetRixe6+c@nt}GX85F5B&orv6-6=Su)Zc)!B7y1ieQk#-YkGp2z_#DDIQt7Tx7++( zufICY0Wh}?vE=r2ZtG1i>uS917b@OP4l@JixaJbeyV9F$-y$0m&A5#TX1U@YD0@gL zBfr+JhJg#WoZj13g<9S~X2}(IDMv z8ZUs+B(b^cCF(vdG8PS4KR2raMsW6d5l=|deOFFGV{z57_M_WjgS}Pe%9683yA)2(D5LRU z{AbnL4%{7;8Z!XjvvB*MK!YnlToj_R9pQs;qN?JA8Zo@{nL?L2l)7}Q_qya^FH5Y- z6r`EG{Ul%2y)&o>T{-sr_AFa!u{|{M{^j87N4CU9oH+|qZ}VP zT~sw66?jJ+i68uI;rwaAXnA}Y^E^tahMzQ|;a9BGkF?IU;R;0KNUIxP1ac8+N9Q6{ z6cf3EWG;Rm+KT+WWZIFF*;|9NL!<&!)3$Ixse73Sx%^`_@vsQqlL(V%ec6|!&rXkz z2Bsb2x$$~0M_Xk35WE?>R9W!>FV=Po!$+I0t-Fj!c&qo!%p zDPQBR%jx*)i1Sg<#8jvo z)66S`KV?kZL))O(ZDHMz`I=Z}xO7V4M63n)V?_)p!N@f5#{5F!!5R!dE0y?a_)>y@*}9)iU`kbY&5zLz=Rk7@JQJwTpFNH}e zc#KuAkTtdimIu_m7N|oAZl7iKx~DFMWU=!0hGGPEIADYkxf8~6ya?`-j9B$L3THGo z{-S4l8|zT`^MzsSbu|LHNK(`Ga2$DKqOVY;x{a1Ox8GLjy-+q@{;Sqo8b^(&fT;JY z4Oj48{x|V;H5eyP4qp{upT^F@9AwyAteo9y_flo}@N47AtN^rwiR^o~(Ez;i<#ho920kmO^X#_=0vvfYsw%5ba_xsBxG_b zjojya;JQNmUoH;Lv+E$6~0?`th2G@hL95|0y~>7mEbDyE9UI=4Yu_!F^sB)iNY zg*QUP4NbxQRdla6EpDJjALafG?Avr>Q0PWuejH$IcYyQnH=xf&K$qwY@0=T z%5ZGEK$uD2JU5g0M4c3kx@Gt#l1ORC%ymLG;@-}cL02{KgFU^ZYOMK9IHM&^y{54j zH;F1`a2?teH3XekXXMr2uzRg(4#kW-!ldiIO_1Gne3x9ysO`>JviLP zE#B+jrW)RZD8jL`E`PVL-sBSnB~L@^_CE0L%eUO%@R_MB@503O-IZ#jjoWRx@xkivI;7{ELB+6l7=4cDw1i$~FsCoAplXeDbw z?t;p8u1g$s<+(&VRq1#^6syn^Xk4CyIpmRZUn)<|=2bb%411HlxSip=uwKcN*yUPC zS(qN5$IY_-UQl+7?DHbE(D;eu0TMb@q=wyCDHPR@E*WLaQQPUS7x@ZZ7N3^=^7fN+ z;@e|8gLZ)H{?ei0U( z^5LUf)RF^7#`Io#*YP7yk}-P=H@;v4-7jt`qpiC&wN*0Rp8#U-Txla!us6*AEdSwlF zt*$BI6+P*}vLH2{i)(wz*C!rDV;bH1*CkJn6@{IT`NcOT%4`F;j06EPr9t?zBwlPt zxQQlpBvB zZ+7pESOC-lx(ED&+T6h8$fWdZ4tuS3ZIm*NxTs6U#^NcUW(pgU1(B_4`=P*=aT~BJ zN=zi)zv(7;=m${6OqjEaAq(UZCA^*8IzX|y=9x92nceklRpFvZiht2}n45Va3vpi$ zLI~iIIvizT7CRRIC|{W{Fr4lKOt3D{My`<2z=khYrE8qk!(p^7unosz2)r$GeHkK^ z$ZoC@(3=OLb0e-FymUA$1hCyzaD(BE^sR>~A%x?W9`{Nh!FMAovBR7H?3#X7`D3pg zhUDQNL1^ojm=a9egO!`K_ZhbiVJDv`41QBJ`&K_>P~JyGhCSz$AJODjm}!X{-Z@2R z-A$oE=*3x}FL3Qc7fA>f7B|Q!kULQ75uKWU>5LkLmY6Yr3E1`;ZbX4Mfe2CR^2bf{ zumYKKq3vKsP|}*XFkL+d`#+ezYn^@U7JP;J;Hu{t+<#hN!mz#_ zd;d!y0z%3?n*qruo@G{}G0gw7qlom`zU~_BNfQv$+({G6()Rlx2PStapP?{c@RK#g zf38ehV|~4gwseb(V12qknWzLT5Y=_p|Jov!w*j0mFE~|Lod^j~lGkzMMAFBT<#B5V z{Y9s{c{Hr&)hjchwavbE>v`O4*fvB8vUtQVS3+4w${<4>f3|)8>0yL(H~x&~WEh3< z^?FGLaHFu*2e4EU#(nloO!tr5Dtrw&o&Lh#=9VKtY zvNDNf^f_|h-LT1{^#~q2jJBkvDbgq&L$$OumB?L z`wJwcTP#X3I`A>w2CB#{@L}J81H%Tj=>G)V2zXN8hU+|R5pxZB3*sQLqXXwlV*xzY z2xk|ebTohBy!c;`F}V+s{dB9qs?|YKOUP2>3Fv7HO?^I}hk*z;vZk*00Diz1i01{O z9Hqcac>eE1;1RKZ58)K%BL02{Sj=*jWD}&a8QcHRFt+oq@igtPcYK|+GFjf0V}*w(O6_A&Y`fs{1JZZ zQhaVp-F>hEJ&tMBh14`*qVKPVly*Evj(^sm=d)PIPzEc|Ob2cC{9^a&wSO%Bbs^0W8)@@Z; zHe(;x6G>ZS+rU07&6Ccu3e!ds>zv%5X`4#&5J9pA%onCub)W`Tu7X#hstG(JWq<%; zsDH}WDiJCOdeMcGx_{PMq5NVf#(SDy{Xz770JjyrOuuFx+`5xveV$zol2tZ8gNhRQK z9HqK5zf*)brH6CsU{bch4w28CAIWMHlMpuVw$h-$({mLWcEjr9r$Y(vei=2O`4Djj z%!(ktv4lv^ z%}nJTh1#IGb2f(ivwW0D>-@a!(V!tJB1S`0Qf$VucJ7(p36Ti>5XP^=jMLQ#j(Vv< z#hls=xKxS*Z%0x8sYb{QLl_*s*nG;DuP0r66ceFA;FGE<1vG|E3a{a5xJ`ac1lLEyx5Dp4v8fohHsNc8R9?}lo|A6H=Oyju>Km>x1akslLU=7ere zs)*0k$gw!BgQ4Yno%U(}W7Qla^+wuLbo~`6eUwn_dCNJLg>PUrr5>XOT2_+roQgrXX% z0(6^(&)HQ98y;ha*dKVPM<4y>uK(~EcN}Xw*aBn1VmJ4PJ&Qr+9{5U7NM^GCDMh2! zuuuN$yX&OXNAJCptaXq@FdlF=i9h)HX+e(j!pM5NhHBW!z1dp6@sFoN?+3GLWiuMq zSgG5jI^f7qUfe3;AT8I6e;zW*jP@JgIEjwubOgR@YwijPjDj{EF(DMsZxA6*-QAG= z%;|>4Pay`>Wbe7>3VL_H97I*@)NPaT%=2!MC4}-;9P~7)*<#GYx_9QGpFY|(g%vOj zP&Hxk4ZD3+>Ny;{;*I+kx+%OoH&pcA9xJT(8f+D{eZlObFYo-DNaE9T`jKT64c9RB zJ7L_Tr`AQWx381^dVF3_RCTfKb#B}8RT2g*_N<`g)@YH&DyVRH=WWZ!&t4?jG<7%o zEIAT;&M)$PRrnYgzWyD3tsTV$40|~L=}TZe1V1rfZ@ftlzSR7BC}VD}!Oh>`>yW!} z2+Pr)`0>Papbc;lSv)C9$`8Re<^O@uHk=9gMGy?ibct+;O#qc?gJd5s2N^f%!h_#U z-(g*3R5g;U@0w5&ew}@znqTfN-9aX-Y`W*PH2A}|D{_J4vM~o(Qyx#7T1)f04x0wu zEdrKKDzz{s*+YUI^Og23XJ+*@jZd)FV_+Ri39Eupw@RD!;ki%7ms&4Jf(`6=ooqJ2 zy8h-xuL#2G<38u}RGdje6?oR>;4=UnYi8OrVz|a^Dde8Z?49zP7}bx@?mmE3HhZdX z+4*ZMI|znh)IxO&bhdiq`aXR_D3h8P$LMID-ren+K&Y_+VYl z>-!2TQ0((hOy!i|aM^I2m{Rx(=jwwEu7H_nDT2}mAOSv^!DI4HigxbkU17koXIBr} zfRY0@o($i{(|Wi*^9NIOj`uKSO{y7#?Ib$Bqfh3X(bSt(L8E8)mpdGI1NlL~iVNBu z=;$jPi>2cg9ueuqXq06L$F)qiq>Pb~Yrs()w=jztp&e@g+4=xzuh{j@Jq~Ok+hq@&Z&8_uk zuibf8@;T2j%>;D+Ij_l5gy*$h4MV)DY8V)>r|*u3Y@FL^2+J*i^-v$JQ{%(sE=u*0 z!qM(#a9q4afoHvwaG?If9JGtVm%S%!5+n4e)7S^6@(F~fGJwK8oRJMP!EkQa5>^$y z3?=nB?*`28eKM>e%rG8YhgoXs;%__8giak`WvXK2UGw~u5xhA8b9w!l@KxNwk9XQ= zSW^%^HK7apB`b3rbt(Fjk(16WDuu6%PI4dFCG`;1 zBn!LQRwmj}zSN$Lk~Iyqgdohkic^lA&X9EANoV7r7Uu02w@8|ML6E3ffM~hyEcQ!l z?}h_4D5+{H5JXD3^*)&d-EOl2Y1Eg###GZwYx(e!CHS;SvDyW~%9a}oWMxg#$eQo# z2`P5b&_#u_^&g?%d0#^vWx%RZ_qk|5lMl=|YedxxrFeac#j2da_;| ztw9spx0qzL=;-mkp|0$7Uxd=-9Sx+eXK>ZQHh;bZpz`*v1J@aBjcP^S<{d+)wvQjapS> ztUbowd#*j_TvZVYa^eWEIIv&7d_jAm`b33Bu*J8Eg_}78EVmPuJv}<`C>}+zp$ga;il; zZTl*}Unw%pqJxw2c9~gr*8f%uBw;A|&`)4NV zKMQt(Pl*m;Z&Ow3ZOZAw?K$hBM#h`^rW_F$H~Qkd^Jh{-pLm4&AVOX@=7=NDPAh7D zc(jOmEAUxn5#+^;R83R%jt!UB{c_potj%+$PM6<$A+va1^3isbTvu)S))O(F^Pgez ze$T`z%%QC*3?qSy8#kDGimk0qD4)&vuQ{kSQ{WHKptM&olX6m{<;sX3)rgPewP*Vw z?P)*_Y&9e83>Z0d_*;)a4Nov8pC8DIzV&26(^HzMgW82;$I|3cZM1&6Gp)5V@x%C3 zia3UsxVW)5W@Djbs#8zAi!Nhn6Sn+@#~9_mdvct_a6@v(z1v-tN(C(ev?Q@#o6ecO z()`oRHv^bhe6PNyJ#%>69yLNhZ~9mz1fhU}&5hPU%K{#iy9cYvFR09*b**2RFICEvc0fcAxm%}1QKDT>6hAN4Qf{pH>cs?aZBFf{u%-2?7W8nQQzgxg#@yvU z2hEZ2?Um@t-78~VRW7FssY>0%OFm`~jZduD;vTu*7Zct0u~zn>2Y-xg+7`+|LnJ^> zu=S4A#;Utt+0`{Th~gyl$2?UX6-R=`s!AIg{eOI&eh6$)1K-@RD(l5hcc~=Ix;t0E zF>LQd6PGt%SDWRw^SiM=KGTz`CcD%oSelA+)9}|$C(}#vR@lw8Wo$qaA`iuDe!zC> zdBy17bd8L7Erw^D*C7q-mby>ohaAN8IoZ{WxZ>i*y>0sR&&sIm@Xgv`Xe!A8bNBwd zKwqH!n3BfV&w{s~068|iQuYcMXnde{a_Jc#$S0!jRsXSgGuYnQh&VzX@?lOYuF$K# zN+nE%uoA8zLM}&*GCyA%wyL`t_#7R5)mvZ)=|aVmh9ou8{g?7 z9ZuInpu7N7eH=mi!e)kP#SNSf8t!7GR(@+-bPh_bBSl=L6KB?(a|km|@Mt_m5O zGQuq=X=8Ek#gAvM6)Xdt#po;dZy7t|B6W`QPZEqHVe;D|9Jy7;k|#8_nwj#shGe<&UBrC9 zRcNL!qvd`Z7Dj&7n&C6FyyeZeg}hxe&G+m`A7VJTyDcretXQat=>xJlQOC0L@*$j8 z)cGPFU)D@xqUC>u^5MRPalYd6_g#M!%GM!Dd)ay|2d)hao1`c?%jWZyj^xj>AhW;k z&v;h0JvoS);lFB1igcc_i; zfi;guY{M-SgjVCoQDFxm7Yd806 z&OFZdU$irRlSWL>k;`oeC-r2F#e1aDUoU^K2`4f1<$E0&J~fuJvrYVWtVftAwIfy7 zQWTuYi?(l@8%s|Dt!-Hw-hZGasFx(EtB9Q~kc_PHAuZywA%6O(!f3apAgm`3)9MZ$ zV0hwUX=>hv$ME`LX*2OMo{?5dVln=>YIb=LRg!b{C=U2KkN z?+!Q2PG5HQM~sGFSK9ORnzSK0hL)5BA`fq^9NurHoMd}^BTP!deQ=gkWVor1!UbvaL zpJ{#q^9uN_@U-FZa5=ugG}S>5;!RBk@cG5N{Jn%w8MR^AR-Sws)EmCC8n1LY)J1W8 zeQ;i}){@_@E_kfSe3sUmj1+V!j@$M{((6vET`;o-n-<)V3%SD}XN=Q>dtFS#o|2x% zbt1KCt!;0JZ{C8qTgEP-)R|DQ2)wrtAC1q+QfNdAN>4Mrs=}UWA#tpq!OK_f z1l>k$+^n&|>&DSjny>Gzrlc@_biZu{fdT}vS($w~F?EV;-$8GluVb6DQ$g!0+BD8< zzZSpfq)M)z%b3&u2FC6&A{jpH1%P;dys-mKtO#_>4W^ID?&*PkTW!5J#hjxG4GE7s zui>CB50&1%UA%eLp+`n(jps6NBbASbN1x!)tUmD-$Bp1$XVc`$B|?6qI1laRHyeSE z=%LZ`$7KJZmSo~G0fCY208C{fJ`BW6zdNu-cS8=Std`u4N2tF({acDFS*2lCdpbui zBB)TpuM*!boh^b7fY^{v(5A%8o_jvG(?zEvB#g`bqMA+Uqwq`N9@Ccan+Mo3TVLDP zkOT_`E9JllfZ!9$JJAdB@TFyKf-lznk=lmMpTHcUTuGQ1RSLDw9UG#kb}zBu?*jhn zSz~8(aWVL&P95t(Cpu`|eon#*9)m|Q0Xe*@b7Pt=qKhxchw6HX;)L!(vKRBcZF`2k zUE3A=v@h=$`SPJ&@!EqQUt*XONc6J4)Tkj|q6v-XDy$h(W@nNMBB(|3O6QeZ`-PV{ex0G()I#B?#saL&W)cLLuUns4j+Sj& zAAw_EJ_^^#N|C|_cXsZy#cg#468!~!h5xZmm-4g3m5lsSY;+99l&O1Y_2Navl_5rb7tC)MBkV&Aybd{0Ilf|s78GYWkiH!(Tzj9 zsM~P|SKI!r_m^m880Y$FJG{r@4nq&kO~7JvNFqUHUsD7fXmnovHtxe)4fsOrsZ)!LamP-`PG}W zMEX(Thw5HxfsvYyJ5iZbUg+llZFBFc%+(E0R2qT}V-oybnM!s1Y zth0MlokUAUHz{YW$1C}P>ALX_0JYbJCPYM>`eBvY`w%s|Xkk2;zH^%yZMN#pr&iTI z<~^DCEQ9&{)2$XHl`6~fc$zUtB^=+hTk2Y;@D#fV)t zaT$P^*EDhjafHJE0YeiFdKYydN77j5v)3WLuFOJ4wNe#o(f1@iSfj$^MG^H;Ds-tagt249Mb~W;(`TVsOVRF7^ zDx2=~gUXJ3h1XNfcdKve!qWnsoJQA)R6Y1loBEcH(3$L}=0|17Iq5i0Ma0l1t@FEK z2f;8&LjKpuuYfFYQB1p)m&a#9tKznUK@pqX*UcjS0Z^{`9kD(K|I`d-Q*h&e7){)| zxi)9qq4+x^{0DR7S~{us;YZpT7Cl)(e{ptKv6TM6Ktke7!1n=CD!|UI!dEI?fqOS<%oCe0V>K)o);>DI_FN`v-jgS#*d>|2|{+fvp;l(9_;T7+i< zOSPE`e7PBY!R6aQIQFSm(zHDLexHEQyo69d8gCs7)d9mur@ctQZc!VXGPqf_;g;rA zvBS|b^}k|#_)It$?t~-D2GcHG99vxIS7*`)PLDRH)N{(p6%2-;N zI7Z%X)O84~JrK9D_)x_I&xl`5Z&z@o3g~8rKRi19Lyd66a=NU(TrM?j-kY z&r)PnKYQ&=Yy`PrnDgs8^&=9-sx&5ZRzsb7a~s3d6En&OK$}Le*E{g+2(}Ah_Od8e zsUy2wb9L>dN2|4@{7X>a(Tp41{(@0-xXGVImy&qj+8V$#nd6^1+%a=<+#^tE&Q%Q z0Udqjqv7GD?zEwSiDwbtdgQBmz*V=w+8W_QmZv+eA9Ecwy;_SOiOLU4s=N|Cxv z*l(kB0$W^Vk_?Osii|w}w(iWpeM?t8@5#Oh8Q5Axzn(l>L*S>SXQa(i(V_pF$lFz-U^n_tc(7HHLd%Bv&G~3mB%y^bN(qLj@b>7h zSNOBGhCc-;)Coh=`s2jUr~Lfn<3q*DEblMs|MdhDo1&cw{v#s(XJ3oQfq!Ij&(^g3s&#kVH-7X+H=2(zpcue3POmS#ts0c(@!Y29bMj58E>=8^C$5Cw zYUoLl0RgT`*#(_vLBeC3C$VlN!F$s&^BLYpMZYs*pS0q%Hd;I_RrU@o)o{Zb>+ug) zqu-(!5Qi9;=rW|ABlSeA2A=&_U39yWJu0}I)z9S?dfLD=880vHseD%hokiJ)FYZS- z9#-F;sUM7Wd$UWNl2TX_u`m@njZdky-Zm;3w-ck~(xw6zJhxx-?o=JYsaoe9i4<>J zT=$Df5)w;EpC2jJw70!1Ren~CJX=cv=-bqN59spZD##8j-epj+K676In8j zT5OYftq5MOZ?z|bf~EH&WYLde@k?^JFV64JI52&F72(0 z>lwWNsQX`+SYM{VK%e{Sjpz^QWM8>hz~EK&OfQnOHAy^r?HTKKare=)8tC@<&#aagtqm{22;zoIx#?N+*41>P*#B#ls z@`#_y)zHs_w}dhv`_V6$oiUE}QQPBeR@>tpDxo-9|K*W0MYAK!5h@eMZj{3LZ*wyW8R`oa%+Jhkzg%*_wFHGO#pO=cRs(G`AMlcUQV zmL8tm>3S^bP7J$!AtrjjYvkDL4snjF9{iTOn{8>0yu6;;UjwO|7Q@Bby^>YeyNw%6 z$K8Z)YHeYMN9i%gF$8y4JJu!_Np7e>Pui+Hrx5*>ub}n!Q)YvATE7j`6ZshGKcZ-k z3t$Jh7HK8P>AF$I*v$Cmf6TA>cfa%uH}?exr5RsAmVGZ+79xvb*X2^kTVKN%_WosO0rWOubx+4zSUrO>?$unOmybzFZ z5J;vXiT6s0)IOzgQ)@OkC21rkPWlP3!#fp1sMsQ=9w5L-tA|a;-CnUnPg8Q7x(q54E7O+SZe$aci;~h7T2=7M)SeNaH`j zYKi={>=@4rn_F>GXroi}bbsdho|#lNTCI_wW%X!iH(yVWZyFSq^y9~5Z0RMG^oB}0 zO2hwIs*N8ZPsmn+ByiH|i5{|nN_lNN#RE@mwe^!+;c4yJtjW{zzm!Ud$QW}ThGwTP zdjAixXei3N2tMGdp5#&+xOH#4uiCM%y&J|(yFRlMfz-0XcG;CDMZ*4K?*&9+%&AVGI%PiOR`=@}vIOIO} z3GS?yYbE>!gAU~c7rNs^JFE|7W162=uV2I9Q12z7kAGW!Qzw&ofYc1x>y&P%@MGS5 zyB~{cuJ;H_dssdbu4b)V zzPSsGLvk}#iXl3VDXI=|R?)}5!1;gc_o~n7y)%3hsNu369?l5wFtQk;-o*eLb%+bG zbj0Bi*Z#c)2ptMY-dw+DJzUQRx>Dc=*(zpXS1?_B9i46J|Hjx=a!-xu6|)nr{~UvX4C zl&Kw?AO>pzQumI=>549w9V_jmOaH<-xLMC=W)Fc3~cH4n{65*7S<`nm4Kn*N6M(sjxU!hY+0@{u?Xf zuaKbK_b4i&IlGo!PIZr$`iREgF+Vr8&i(})ai`|=Lu)$WXMO7uTf&nd^PUF*%Hz8( zJKLYO(sU?pei8H$^6TC*j`EMMqpATtG;^hHRunCHTceK}QQ`E`#Y?V{Gfo2ok*ooH zuBSk@6~5oueAdO5 zY0M%N2+(xI(JA2|gb9}?8xY|Ec?VI#t1KDU@EUqHgEFXZ%-H6W+K7g;!bjs_9{Rx# z`r0>VX+;D+db0rt<82LtU4m{1O&rZvP{X$(1jt z9o!gx>Jo6r24B|l?ZDV`UmY^{PJs@?4rvqQLz*UK%o~CgrKuo4u?~NI!)j=4`^5(# zMY8Oa=R=KacoM7ZVlHHHG}iXlvz}iTY0p}P_mMAent2Hxnq~vI3D+u*ekRUiE#mB% zdTlqbIhu>@C`-c?MqgkEmpnLElqI`a7$FBt^bXh}SF7LKwU}BZV6T^`?!+ibkBi}t zd$Q%mUph5A<0ykT28M@K{*+WNkgPCNmV=?p<7()d_kTS=q03Aa6Z1yDcFS60S-3Ga zu#m*2T9( zu!Wt$t?zm1CP3m&1nC-1i9rW8m)MnS%XVqerC20_yGRqg?r~>vOW^uIv^iX^YN0TS zClWY_m@WRH{Z#v0;~qYMoOj&&If%$LRES+bE=qH3cu)X560+=M{TW3ikuk=c7Q23S z`M4Tza%%XOoJZqx$zPLEQoNv-MPcR3xm6~|yTl@d*)A|Twh=>|k~>O1JToQGR*D+a z3yS1-wivA3CHOSdLi2DtTUc)B<@)K_Fg&xC6ePm#x(Z2!L+f1CQNCEQ7mRly$Ve$x zkW)cwX?ZKh+ObYq?yy)9EzYVXi?acC`FYYWH)WTc=oJuK+XcTA#?^q2VoZ;z8%-v% zyBzP}LF2An4+$#YT8;qVDQ?SE6L>0&p3lp|5$EYKQ=elhZe9>R?ZY$mR36*wL*cnn zhYfD20*9i?us+;81u{MGoby8gOiToO{ci4J|GCZz%K^8e|fdv7ClS`levU~YFJ`o}rB?>1lHxg6pY}P&m}9e2I<-;yxmB-?RJwyr6qZ$_CPyuu z#~+<*)}>d^Z9CMhjfSn~B`-CS5evy_w|9>IzHyzx!-IzI%-s-K74J^u!l?~al}>l- zl^+!#=8*u5e8q&GvUIBSSP5zy&XEyJkPu20CM9{Oafy$bQZ`0jNvO1zpocA$KqL7ommZzaF+>>Zb8|$^ zH7Jo}EH>IF`It}Zq9l+#@;X?RA&&>%ol=bI;yVCAkw2j?VVH`hZh1;cRvUoIZ5VT> zNmNSDKdD3sYMKxzNIxw&QJa}W>rd(Xz5X`y)ZAGiPX#n`s38+nq97&QLpdy3XbN5n z2Ruw3NNN)lrr)<%S&$+2~#)cfK!EKoM$B}i{|t5x&E`Er?eXkuxw3=gG?Y0e|M(zF?U zxTZ3}xIJ^GAmpD22wZrG(&Bx8j+$jt(i#qcnWH=aewF0 zeB%2vzit$%iZJDfm6LrJEVVKb5C8~`PQ%Yi&qDohQVz)#rKRN%X6+GYdtvRTj#24W znt0c@cn21b2QLEVWNI}7NY}`=REr}np#DOUo8w>G6cqBsya;GMKB}h6kBSr5M=VdF z8rz$DS-T4zGG~g?svdr76=~c&%(lX}ZiUgRROiL{#`GehU+gs@tbMmlJU(_OqQW%v zCQ3NH7m3uX9MHg!efSQnz|%nct1(qFRR_CtPRl5XhrjcI%i4AbQ(ehbKYpvpmQPOx-El;|uQ2T?{yI)!SWsZg_rY%$fQwaH2xfII z$t_%k+Uy?H6HTZWfP5SNm)fKi-eHy#_{b^)>Z~XD`Z!EU5=->O!fc32iuBDtkzFQM z^Xy%qniIPk)XTlrP#6_zH57d~vVKxG$GD0s3nM$>TNg19HEdZ@G~}#?W5T@ zcwS1wYUx~EvBF8zaT^^GZx0p=fK>(4Fq$sD{I$NA^At`1(7G#^keoimwsT?KsBY}n z(Kq%jSG3X~PbM?bmy%P>0NIwRfK0b7kuxdEdFYt3ol1se{0?+UI#{2-a~8A4btQ7? z&_%Enlhh(u=6&VTO$_0Z{Z?htEOff*=Zg|mlElW+RZ3rt=Fy3y+MTsznmw0IentzE z>)%E5A=$bi$;9bc`G2&%e zJDmBh`zgD-tyTF{DJf0Y?_PpwlZ+YbqV(tvDO%UIfR`XPQZmo+%&zcYLRr)Ax~?yH zt&Gu(JFl3oC%BFfHRp3)%-#Ou&Q-~DBL9@$>@U`D!!EVBj?RDukPsWhNsaMWn`;qj@mZn8$B*+mLSk79MrYb*wO^7O zq?V005TFKKlze`Aju_KMGtwKiILeAy?zo^bG6yxEg*9Ai39d8&zC{@!0WupY8Z{JW z=?aL7;15;{?K_|*7lEM(&5sz?FAB07%VLd0ofaQW38G-^{T)1X^lsXv=FJFM2Bq}u zP_e^%_)M>47eFre=f)-bDcr0WIqrY(=gcz?=iRqbfRiOGjek zhulOG$(R4Cng%hNAL1>L3@t6RqjRjsM3o$>EoPDt*=k6D=z#* zKbpOk@=2e}^!b%}C6n2ooxu%y()3h=+q?w0Hs>;XfYbZ{EjY^mEUc3K)l}@#Z6E!$ zLqNQ+{>AsF!uiliJnOJr*qZ#4W^xxC(pQ_Gk@zLJGgQ##)HpDNNu3as%nhZ*|6c2XDp-%O}XDm`7E@9`bg%YnD9NwRDYZg9LXr(3z zPLK6_#3YKQ^W}ri4y3fPgNHPh`TGWtv|E-egmgc6w}hzO8mj_61jzCC%DhTaZLPk$ z_&vp^>IIy{0m2tx(x4ntQmgHj#|DjCAa8ban--l<5 z3#H&`=f@NZKbTt@x1avx_idCl*Xb+5iB=< z!G~@pXx|!^F#Bu3llb#PzeuLOAafgq4CVRlGsbvh^*!q_>5k%>SE^HoNyZ-f!Eo4) z^Vb7DqRiZRI0fm>OpqG5)XR@Dvr`(%R`%5lYelr9&mH}ULHX{5NHl98*D&l>DoAN!peg=Im@Tw;9PW>omh zM)#$P?l!Qc-?^d_vKZ8Ch*r%@<>t*o*z~AN1lT*{6MtYN4?*4UZHr9uA)QNOCa?~rKyiUpBo{~X zWo-)&VsVW`cYz&Lo~6b4NHvQAKg4Ax;=MP{&{uNKJelZP7ES7kj+JRcGEi97mPlq` zA6A)htzgS=fwo$oO@V5RZqrsJ2b+*f*N~VWmEkK}Sqxrj4VQs*Q*WLEDZ*!M)KIi! zg4F(PDUn$0yIsG6I*zz0P+Um86GKP`dSYgVAxo}25nT(*afo7AYRbv2!Y9+vrbR7J zktoVaVWMi#O6iS<*#k}a7CqX<8!+4OV@xv|l1c$a-x*CKk~_2*38;k2s^iK=4qO(u z77yFr%NxhA@dX@<;Y9ybPZXBAqlM_(4jVHsBG(tf6eecb`x3*(KI}f>4|@b)04FgK z30&TEwL&JhQcPLAH-qNQ$b|Hz2U%q`E?o=DtPK1RO6t}Hn_z*uDHH9_Ytr+4hDMv( zY7!Gay?g;snjUJ6VlR9gU<-N#*ectxemyg%rp9lx ze-Ng|Y|Bgr$f!`{Vj9$`4FbPntA>()_iLb{80z=@zY0!{dJeaxw~+_u032h zN@b7VYyeh~j!hRX4LaHKS2~#xT8M33AUOt765Uunq=gopI#7F25jmDm=?k88U~-kE zDy5Yb-RG!v^x~dly1>p<-FadLfAbp*7u67V4i3xJt0~-bVe?eb$GLU6vdKTL!Cy*K zQzCkIf3Cz}Ufv`A9JXrr@KrG8yF~{FiqTly4YHUE%Nzt{5y!R|Rcj1|$_rOx?AbR5 z#UhDMd~XL6k_A%09yD{{837B(udEEPN{v+MxC{qik>6r$a6d*Q{|tH715~h!b!+>D zkaCn^DZ84pB8@+PaIlo+`a#IprjbAfhkPNhD>7{Z5Tz<6;AwcKyehYee* z`N(%q4NaC7UmlHj8a4EGi{1`{s)5HhWx@c>vzP{*6ewGJ4zns!6802WGJSJk?~hP2 zubGOKTOxWQ>j@qZO-T+9xe3OovVR8PCoz!5MAsq4M9k?|i1QB0Ui7FrZ*AEN#_qdq z13?WNfD?6kt`p>fWWUTbk*6iG&5F6!e<Yt;Qm2Rh`k(zLDW5@h%YnxMW>|BC}uvGm-xI`y>yYbP0nO0^Hei>TC>u#o==ujA- zHLw3YHGmmlWf<*ImmzxtL&zGH_!{sXx2IZ=_?WgXtf+8WHR5Lvrf5+24`Wpx7Z}b% z94QLP1*%oAZ7aj1{ZNzAhgE$e1r~g%)d0E@c^r7tL5RRz@3J+Dv$HV#FvvIc#)v|px9U}){t=$k!#=98`Pv$X$l1&-p;VAJBlI(_9|EWprf$M>8A}7UasQN zPRatlI5U_Ikn8Zg=I}^Ow$z}B5m3Y_ zL24ti7$y`SqCsLBaIxhP$QNe?YBKa{O26CY(9RdwNF5CF7*H;(+RI%^s>7L;8+rqq zSy^d1i?T`&3(nvnN6l;|gQ^TigHJpb03K>kAjb;#|Zx~mz1^?baHGh1aB>jF7 z#jmG=W$m^%aM~C~;S=N~QjpKENcCjD=$!nXZ!GYNrg9Gbqjj&hsGP@qIQm7ddetzQ zGv8iuRz{fq2_x*6l$`*z(J%B1=XA_Npk&%T=UmiMfS2A`W`EBb{b zCt(=Mw6yqpLrS?q2E;`HE+p8bthpBiOO$sHXDTwg$LOK2?3GCzmd|f`VkYr-Erz`? zz_d+*_#)N!=XYN>UGP<&PD=ntX;giofhPfSl8voQ)jM&`4VhG2-QspULG8^k-%goth}k;mL3x8=w+6o4WVKyT+`=}b~G z!E;M8t0=6}vR6H1Q~RA6zLS0FukcKysmTB}ML%H}%?p>qo~{1UwyWfrf4YZrziq8t zv|8y`oa-hV_#HV<5XUuhWUQ>w;566;f+x+yAUh{;Eai@eL`?`e;Z(-#EXB4g|72_VbD?o@|3qAj}39P0OO56Mcy z*#hH}vEso!`0T}Ezf01P>`P)@jO4ogd}zbaVvQjSOa!o)BShJ^)%7vc8kbjmI*)4k zE62VPZ#{&2a4NBz3%dMsd3zccTfPdirw(veo9o*d3~JX{H?1}ftONqZKYu-4BMq79 zLnvS>Q3Rq3M`)t|Jdoq!zoiykKoy&)!kLDTX>4_Vc3YU6FEHPew&l}2bKU^fn-e!& zi<&CBZq<9yOOO!b@^?@Q#czf7YYCoRn6a&0sz8FA%|APYTTY0=9e;h<3i3GccBGXn zG@~oJ*N&Q#<)138DX~7q`kt4UgZnrS3JfWGl;Q>e-rKphk<&6}<*r@OKz_-r|Sdxs{6j@3ZTEQg7phKc$Us5cP zCq5$ik%QMXSobg{@l$@+dG3fiHIaa`;?nQK2AY98q|LHy=gp?bj)^5Sev#5 z*ELvWHSvhI5P`++%h#io2kB&f{Do73@dL2m`M|o3A1>Rat2gb z7a)x@`R(xC(ojq4L{1M1PU6GX^8K6@wAmBunM7rSZ^69t!fnWiES8?ttk%d2kHeZK zl&_Dwca;&5+F}_mG#35sTxkddFQgs?P0CTu-8f7O)F1tNQtMl5{9m?)3jk+H@~Suj z7**}M9-r%yS9x0Y@{@&3KEcEWUc${TgO~=7KcsAS(H~QA*S_GM75vtsX}}6jn*E~3 zENjQPM;-E0o(q;Kav-q?o#|;@sSKX!vp%I#eHvFR?5=enKB*?qhhrDySRJ-9jlmMJ zTi@>Q=fyB)+wRIS=D%X?u8%`EG@)2lgTLVfs6$cVAj4COJvBH9~KG)F;9 zcR;cwU`t8jdIXcF>4M=TEqdFw|JT8!I5bmks_>!~K~avZF<2U<#6~uq|A_)ojtWIQS-R9mcX4Bk4#hTl2QrdJH1%j9DS{{N}$;;>iL>;ye|^&BxpS zD7~(M^Tol597L*@jm;wE?=k2O<4jaNIgF>ScLh1ubr8)iqhfcmh=KsxsSiAk8Zy#Y z5i5#8ccrB4ejePH9B@jg!(C;+uhUZORu!Oi9`J)uV|Iqfv@)Y|m7DV%4?mo|x!gBO zVs2Ubofp~Pw=ikNP1Ng@;$1HZJQs^(#TXIOyw*1ZaiZ-C9@(#&du8X&g=>`fvv$Ux zs5WIv#rhUG7 zbb$Kn6%zLmuZB?6gMO6jc)qU4GtpIA`db}sGgctk76qFis{)128zp23T_uqf!IMUI zqNCyxyHsWgghM7i&GIn~!#u&@QwK39VY6?k_{5^v1UHTshw2hO*@p9|E=AGR2-)NV zpuO=J>k#98`e(Rs7>?CZ;2T-+&&#&$J02aI*Z0&Qd=@FQVw;4&cYL!I&lGV+v1|?% z!fa`ot1rU~9k>#4qquWx#Aat@hOZR#&r z^y;J*y;h=ClLA;6F((FSHAYUU@hCsnEDleb)AiV!jC661snHY(9E|u4NV&Eq5DOGh z$dxJ4M(V$!Mb@i9GyA%sA&~Q!+ffwR8z?z0G)^D7VRJ53%6#S)5owtHu-t>|C`S&G zk{xmRGjwg)ckc)Z>b8hXEdhSVV|`{%U?z?BhCFS^GzV$OjubNWh8lN4$fa_r#y5Di zMNFt`-HD_mbaEVq84&R874KDuu;DuFqpvWg1Wf!z?d6U@)u0aCY;D*#eZJV5e||gJCBk!r=lR?`iX{e%NW|LPztx3AKNd z(TtDQPF)d{rbIOa!9$!`6vkDL>qs32kxUZCi9LiB75WDFpL}Tu?FZ3R035R~1>*1QZ5)1bJlhUprwmrwVJMZ) z{&cAFJ5`eH{!4gJsc1(MRk z{LEt=JSYfqQ$(&Nk+yxX7*&&mHksJKi$BG96GC89q%EHu=XPdukZ8Bx<&Og#I{Xin zgmP@73)9l&jW3H#<>SyO3}i<5D<%mp4x~BVDJIJr<8$SA&^2d*NRyGB<+x!&D<1)K zbd{3aDVy{UB0uMKP0D}- z1Lrm3;!`u~5|bpc)q&!KAuFol;#&=w95pES?f zau^KGu+?vc$h~CjG(WoO^&06Vl(R@(|wfMqM`f2LrRs1gA%*~k(sF*8!z?R zVD4NGr2eILO5fWyJzA-@xq*ATV4BBJHhZNy(_o*LRkQTymSnV7dWN-uoylo2aeMAi zc%6#TR+gUNvGyQnME8S2i;h}sXUaXPLRQXCBCF?TXcq5d5E0WMreny0ILkH;bQ>&Z z#;)F!L)G&^&d&`un}DScyJYaf)73jGj#M%(@L#vDUXZgb7HJ7|_Y@NC1{2WYFdUoD zdt*LK{fqqf1?W*A7SrSB`YvA5rI;)l;E(Dw>H-KZlp%HW7tV5_B)O0kFCRAMLoko@ z(0SA17dRo<=6BWoMAW~e!L4Wz*&xGFJhIBSJnES#5;rrL`diJjxQRhv+YNa{lfc9< zNpZ?rmi4_1K?iPb26T02)^Z*%vw~zg!EW04MQ+P$+lf@Ju3Fj&HPuQNJu!GWEtM6C zvI4QEz8Ck5?@yB3gU}R%N-|fDg$kaED7I2p`wVNpmoyab8u`*Y|B#krb#A2_ffw)s zL8trH+fB*k`vUsuY4nHQ@J;P;iR41w*Kt5}s(b~(j0*pDl=#w^teZJMBIPTKihjkW zs1~=Txp#PmLo|I{p+O>5au9{*#iT@oks6^gs;mTX601SGAUMG zk)y!f>mM;aJP0&y^NQSVD3`j;2g6U;;k^ui4g)<3|6%vkqc`q}9HAV(wICrY?}?(v`Eze76wkp<8W6elqs)3lb@}A|Vn6|l z@Hd^s!g3^5<4+$4C%Z|G>;5A(*7|NFLO?0JIx?->Q)rG;7aW_Q8>KPfge&%WSXZ|# zch>+;|B|0~Y0gDe`FCw#OhZ_42|g-?L8l1U;{+&)K!y0vt+1^pO{#I@oP|vR zoT)IrrA~p=>JgtRwUvcR+Olj1Dx>{45qxK+u4wz^_4*~P2>>JcW4ao47%A;%()7qt zLlt-4`FgYBwjPboNn>7BtbOFiPEG}T%gc6?{|cfiRc&b+`f|^Pa4F7Rjor8qceBB) zycV=p`vH|)k9$2@PP@lgpYCiPFgA`VUZV2Z(Jkv^Fh_V;o zr#0mj)Jd}2=yA^^qHNTM2e~5rt-B#NcE)qN9kXTBcF%EV4BC&5Kpl&=v3S(sN)=t< zkw~!d*5w&YCJ<_1{S^}jxBILFYgG#b;?yK$9TGf;nJT>YfP${_0RV06qg^`&Se?`z znfx0^VkP1zQgvodPZNb%>=J8Snk0?w+ij6q`3VgoO|p4)pQ$%4*1IT)@uli6P1q1& z?hh(M5=a{orQ+~ypXkd{V%s`wmZqgLoD;SOq?Bi`>vMV*Il&j#tQSFI&{$eegFWa& z?7i!5n~^hj1>epe;V2rK2wxb(X@7)S-UHr@G+Cv>osnjb|YMR&c2SursBm}M{nr8*U<0p7VnI{ru2&pPpYK)t%4=XuKtLtn0DOx7^%rKj^jh9gz(A-I{gR*6VC|IxcT23c=Dm??Iz}*XgleMwggSPWJ?7()*gg<*jT*HRg7d zSQRaso}~;nCxE>UxNRuWlsz@1Jq3+^+q@NUuTa$6;PIA*PbJ|qjm(xAdV8fLlh$R8 ze>Eo?AEx8U3T@u??P)gKyr^7hpwq>DYO2kVbu|)>`-$?~uEet-4#loo0pMdyFGe?u zf4j7$BtCt6%7YuX6MALh zWhgUur?U)Gd2RLgm>w!Mgaep2M?=6K;#p z_q^Dse0&!*5)<9(!DMHa4pmIe71+0byK-0Xhh5Mfc&xOum8_xr$SE3`fbP5?=?ymI!~OAhq^lH4NC+;uVZ zhiZ!&>AWt}Uw!Y&FLs3r(>E^zG_&}=#koocu0=PIj}=#$vCF3qBqp>cr7BvPJw2sS z5PPRm@kUPS-I5i zoJF|Sm2b_V>Iez+60GzDYU4xdf1q&x0le}IAC!D11NhzVg9mCOzI(&o9H#B|jdOlX zw4es*!F~#<7oqR8%CC0O=7h_7#=^$zOg;34D#ITODIt=H5rIdw9i=g{h}zKet)_zK z1x38vZ-#>(vX||Iy8Zq$;lOApe=>d~i0wh5Gsowpc7?YK2_s03Hq04MhTLALxqmz} zHdcf&oQ;MqoT`01uk)O7LdTK%M;wzhWvKM$CR%MK-b*YSsj?5J%DFGPw%b6hB{_MI zZ&Z8LM9#)|!+WOg;ZWuf0{!%6m$m1`UAN>CUGNq^g0%`&hr_O`cXB=vC3Lu-dRL_W z`mnPMxB+(OUubb(3$o&-8PK&v%M`{Uf7)hFG z4!By@oZa2$3fkhtPZ$Sc=RXvlnkvrkP zOzAVG`h}t#PfHMauEZ>u2B@UEYuObnm8BPT&+nbmBd@neO-yguM!IO@Q3DHx^xJa= zcY2i!NIAQ6&;3_Q-Y8I^Q2^MOtu_sateO9Px%rnQf=0zwPKCS~v*+i1@a8MqERDuT zmXx{G^mA4B6$hB*6lu775XDqH=4myi2hS^#4x2(>G&Fp+55W6Wkx6A)x<1v>NLd5( zFt@AmQ+B!8%Q$}aXrDS@jMP_rMW;;JyHOrWkax}y=)*IdAmm?PO1C6$9Y&7b!Q++a zGB`ttP$%Uo_M6!@p=_U43yrQ)B3X+UjZ(~gblSF{ilXOEJH5=yDIKLdwub{{Oj{5J zf2pSP!bKHxM(6<$<=9QINF!h-&p+!z`b20@4OQ+#CavbeH&DN>n5>9Zj!h8ej%Y5r(c#@JCTZW% z0Nq>frOcarW!lQa7t^GVnF=G@;EGa9t)FMLlBO8wn5%RlG(b%r@;M4%Mo!(_v{`>! zeOR2^)t9!v^$6?)^&ELkR$ra-7RpAzuuz$}rN%hY+N4DA^lJHzqL*xfol8C;pslDI z+uV(!^rim}f0<=7egO`A|8M$VJLrL#iRrvHoufxVvS~SAC&f$zOoWD#_fq?uPOPlf ze2y%;e7ZsvIH)bYlmFF4hNyzwvGC+85xRj#uhPj&W6IqE#&iEa4>6;wkWqii%edcd zcKycn8PO?|@6`!{N^NnNHl6cUC}*8YG`gyMJ1`CLa6?c#o8RvBMOt6RekwGO^jBtO zs&q}IC=byq2Ye~O*(f?q{?Jy^I}SMRQG`&W4#8W%9}FwJ{3o5og}uD z5o51K+n0|pXQSaqc-k$Fe}z2`2Gy|NM`a3HbFxr%$8$eruJfI9F!(j2zEVa!?U$s+ zNaY91Vr4Y138HM9GT00vfX>luWFb8vnd_Q6*OODY|4W9R+zGfy)XPjWUJYWK|tET*((La~?0|(~E!Rf3o5{GIkwVURIdmVhO9Y#0GSc z!2f6qh*a(8T%}61ED+>nTSXIw7^g|A7;upVa+&fMh?BV7<?u-S zmZ{Q2JCDM=Jc-p*-}^GMvrX-D*|W!V?+bUpanL*WW2-zYfUfLHR8dN9Y_VapMW(h1 zSf(I)?33g{L1$-h8ek&>IT`~EVL`rOK{-SWSK25T;at{5{C3`V_I>9l8_&o`0g^B@ z)n~l1Fp@KIIwkr3&!;aIf^WrIpR?M)%DVqIDAgmhf=O^uVMd{+!he7~O3qKry8b;o z!cr}L+Pt>#m|Ym$`^ebj(vzi{xbnkzx$*x-YeQzlC}jn0mOp&nNt4EXcE%~~F578c z{14~6+e}8DRerBXmuK^uG2N>Xn(le}e%`qd7t$F_EUXy)86ca`G9$GB}ka<%_Qu3xW+C?Drb1|o64ZA zUA8vt4XrKLo3U*`9g3(~ot10x;blL8^e^Ct4+`YbMvW1xPr zu)hXANy`HyciBumfTu@4c%YK@Y)!l4a%He3iA*jmU{Vj9(SyH@S|Kw-}-kjvb4)0VIuaD~W7?v-rg_impQ_Z@q`F5Bsf( zE^-xksm?$x6XzP+8XT9WVTc<rT8^VesM;l2@_5^1iUQb}G~W*I!SAeP14`Hd~x1(ko6-!Xh%m9BAg- zUL*nXQCmAvOJ%n`Th$&`O}W&k-JD-mqYiNAYG!iK!=j0x19~577m6+&e>MRVFfN@( z1tR9OB@dXi=2s_8Mx!F61tr5}xNpu>6mbvDu|00zj;5ec6F9`kJY1CX@-eiZAiuPd~1NvO*w)btJvqP~NcV4(;$q~M)D4~H3yW+8qY0Lj=W9KbPtX~Mh z7v>+~w-&wl-Nc^$WzEEr56hh)`iGShig?FTbMNN8Gi`@u}m>vTG zcg`2jp#N9mbK7F;!pos=O+vXdcli}n=!lJVVUu-)1PKd|t}rR4Qt74FskOi>b)7Ud z;+%eS4*CZf3L;~iz;gK?9?S&avWKKz5ZGZfuiAf_uV09#H0^j~k4A~TlfGbdauz@dd zYTovJ_}xtX>Vn<3fxULkt7{^XIV*$(Qcpu_0pD*s! zw{{S$TP@13^L_b6HcI1?Yx(i>9U=HNy=4Jin@dky9>5sCE1STr9YGlMeZFV=YWnTz zPF)iJYWp~0Gig4IHx*d3Cz9`^nyK1JO1_XPQhC321R+C|4QCEJwbsIWI{iI7Y{|#W z0W^llk8LsLUw&+!nqE8*d_3gH_w`9}(mOIWUJ5L|ZyVaKdLqs`A7tIu!it3zbMb z(bF0!)F!vMALfX(u@=enM5^Vy_<`ld-yRfJ1^qXI?yes?0JlB3&>>jb6Sp_i$asUw zmKrB5b#m1q;~JhbZaIEmhrEB?^NVst;270;4S>} z4wgmiju7cGxR?|9a$MAETGNwCSJ%V^NKaBD4Ee;;{{Q;%h0YY;Tt9-B} zQW}igJ!OR__h*K&XD^46+A|H8_=VPAU)GBtsTU;rr>hB2zu78;z^_a#v$AOl zepXwlHST3=tZ;VK?tIe#ySqOU(>}OAeP+Lp=>zzs`YRheLmvE}Zh_3;s{Et-Q%rX_ zX7pXASRA5p&FaanAW-F5ITo~!zoYqTF+HCR;sEbIt*jzAlR%zxvNF(;=}KCdo9|m` zuE6jz8xdx@Y|bJ2`&PZjBy(5cYyu*grSh1N1kLy#tSYMWs2J|KYRR7Mm|pR@j!pY- zv?M+(W4)b7%}OaIb=L?9xs)1Ck?^BJ5YT>}i%y+iVYzv8A~2jH<<7pnxe*DG!V7iL z&%qSTWAL2?zVUCB`E};_e~DVN2e_@g(dXi3AX+=_SXJt)q$M_T`g2p5xfp2Q3uDuh0(8Zu zZ3JX`NG6A2C{whCEjM>yx-&dYnb1?&!A7(SAGY-8`CJ0e!-6rm&LKa6RUt_$eXAF8 zgq}DVLj=XOX#7QQ_kvV3VJwJrDlOBHg?F$vMjIi2=1OF z^H8N&+>+Y9HyMBa4&~4pHF51*{WN^t5oa!SXxVFGdyJ~`Et#Pn_l6T0c3a;%&*;^e zB#+ph?vCfLq{KgI!IhCaw>#Suf2s518If2Q+1S#sOmPLq>SEoq1nE`K9H(q#XT3=! zE-hEbIvG+C=zOYSehHD+y*Mr2sm2sK{v6PVT`i|ke^}735aA>3V=F;J1|_k1h>m=% zh|3blGYfMhJoIB?S9(`#xbfFnfj~jX>^;uvS0S&r%g-l+ZsRd0w<_Xd2v zdMus&q~(KGu?lawgQp@obajc(xs-IDUjma9<$pzDD!wb>W|nIz0>T3VZQbs_E-0b{^8-(|MFKSoeqX*9A5^C{^1Uu9 zO14|!=~Hr0M5zWfO(RR38_sTP3|Ehm?qT!|tP3-M>8P(65?r=b7lz)YB?Zv0Gef_t z-5qDVVc*dv1Af<_XQb!}%+m=}{F*8$BysQ1(xg6{@wY8)7?861eZz7|h^rMf82p4U zsKh2kc+&qEL~=WhXZgM9%^U>JwD211r#Pit=c5qXf(1A?QvY%Uhhwji0Vx+kQkJfbXpq6 zRPvX-2-3jk7=9zipgWANRPl=(x`T0RvLpB@rauwx zsr!IV$Xm@K!)WmFi(`3_M83?ZT=KpR<$q=&!+*`fV&dAD<&nzt#T*3*vpR=G_`P7` z)*WDdLb>$RG55hJWCEaki1SO$QPZ_~>9DcdDcp|#v?+K`gRA=t*2EsmIA zy^03Bo6z*4<|`elaQsZo(7F2^dbW;lXUasmZ>h+qh*uFvWzvLztK(#W`-Q(!H_7r% z08Q9f?sA{C4jhg+BK~F-bN++wRNTO;nB=HNnX6sg3-Z?WhudL>Gdv#!Jif|jS-SaLGPWncA8p(8u! zEb??CWWDqE~EienZZHUqnY^@xonDX};?qWSCi@hiKO4MN<55kxJsff)U;l2{VjA z{%if9{~fXD-6oF_wtt@l(8P>1ZfTU4Q{RObY1?829V+C`QY;jPb^Q$kF`y~j(yb$5 zAj9KNq|sPkD|{EmO(}x5kbJt->oVo&D?2n5K9_(u2D|<9i$BpVayR8xn+kw^!Qv4V zq|j}g=tDfLkM*XRhl7v5jORX7%8MU^1$K6bF7G zx@gJ}oGE3cqWQ^kLn?fZ<@;z%97rUkm(nx$nbk;I!TIOMW^?FkE=_Ucej5thCFjCN zTstT#Mh2B|FAK2WakQ3 z+}<(+sPn@#1h~_bxm-7;tm#id(*gEjANzZ6`QMvN->kN;?A>I_m%Qlxj8FZ2rnRC9 zT4XpEAe~Exie{xe$-#(4H;*m z{P>ID=zwPb6*p*T-Me2{qcB1{uLQHmFc|zr{aBKxSW<1EFcUK`(DMttj9`7Ppw$Ecxh0gWXV8 zCJA!_&Yf|$27Zh`M%}}Hizhzsgo9nrrt)v-1*SvUksu=AF#l;UFb2nhxtMuIJXG5x zM?XzvMhr*Bop9ykF?^c%cqY;$8B18|0%}rOT zOw}9xhu=}cr36Ruk1soqOv(a#;lBcB$$N*$xa^qfzV+f@+oV;cEYpH!f}=dyMpbZn~ULYP`ODq6=>CgcpBMsa+jULT`IX0;<9EZN=65s#VamHKlt4=!ZS84dKX#V|i1pQfCTxB)20Kj;(^(3=7VSj|xW7{+U-u<)uy$ z_Dob{Sau@UC53@Hp()ZH5%)&$@F~EdbDEjSF*>l~r_zl-`Yn$t8`yBu2(t@|59;x(a&`+EAGIyI*w~dAp zn_VO7E@^=YO8_8-VTqEtx&tnD>BrN)!c;vo>iv+V?z$ zNk0xHU2>MxwrCF`$^!4HraaP1(Nn9!vbUuILM%u!e;66u{~ujp+|TV5@;If%-z{qA zj@6jH2?jn&dHuY8Wc#g_oY)v!>SV!?YVg1nf#kvXf18logi>U}`X&CU=vF zESX;ZyAfYMwBepVZPHenq%2xNcgED`A6{lHj}ERTF^P&x0%<4UmkhSohE7HpxTc;p z9kbq^ahf@Op1Hn|;3&kLqaXnN)BhGH-~0)xQ{fzs|MFQmp1nJvif9@z9rIwqi<3n< zdOdEhkG*`aBwui?5~xRs**x1&nTpw(g$E#NPshBKj(Ja#IdjS(aV9GI81kV!v`S4N zlza;Kn(^5{@xs`4Cq<<1Q{M*~(?`NQo z>B||B@;ago=b($6gucoDjU>Q{@1K41|psSQh_{|=b+mJ9*H++uWjuRJ`0*@r`? zA{FcULV0-@%$S%%>9)|hsR_n9|L9~omi#|N^g#JcTp~}A^phXrDSUR!Dp_UJ)2$yBA zd*4RKT{0GFxrF!&qrEmaJN>I7b-wDk=F?ZMnI46r z(GuE&Fon0Wv$}c5#g|%~{W@Rr*=r!L!;o7-Dc9G?lje_pwJG}9)gDXI|5^6-Pkw^` zd{RAaVpAZmnL*E+rw;s#_{cdwg<)dZI=IE3Yct9jd@ysva%4wSjKTr+uO08tt-RCx z0HV^aL>2FM$uT-N*Yd?T zo&@QM@)dpV+iXVwi&8@rE)rSCXTAg_HH92pZwxuUcdqRQHu@knHRBpx=gz&@sM5AKyjSMvCue&zd-qjwB=|F%JtqfRFM|MNkP8ynt@?#i_R z=fp*gTlOGz;qwJgR=!>7MK{7N7yq9Ys?YCs!ncUc@s~_v41t3Z&sKS1FXtS<{l@Lz zS6OMp_IPXwqqrK`yLrWJUZnje(ub(*U{zcBVbt~1^F~E(^Pd6EcPhcFrdD6wuesPK|4j!@gYi<@X8 z6?~kep_kB_bBMF<3p1)7cVh`nVBg>*TlwmRH~jocy725W(O|C@$z6U(6O$P zSC{hF;oNyHnsqg%vG{3HTOK54zG@--#g5qWeGYpP#`UVTA6$Kz*htBL)oGgrjqMRI zP#*Z8!(+B`L~|+gQl6M?kr44a&-6uD^@)6yahy5r6Q6!%#Rf69G0ed}aOAJXxe-o+ zda2sM`l7r8CK9wLbwb0&1b=gp%*eh8?!G#%Moxj;&`3sDXO_?Jc@gl%KPGwnfg9nP zyeZQ+Wt0X^P4y)QK0K{ix`-c3-ZE?Z2cM=ML`cl22 z3Z)_8^YR}Uc^VLcWoSv{}e~$R!8vQg@c2jdw($-mBwjagj!~XZ8K0<GYC%FlT{(J`kK-_XtwDXKBQ@`1qkD{tKUVSSbC=9iVc`AYcx#p!jlWcGGzHfI9T za-O@nReJE^i*kKW2d>8l(yBJovp`I_)-~7MXUj zdP3%n;|NcD@^`n@?mr4?)syHwhB#vL3=2&(@KS_q83(Y*rdPy9Gb)=SV)@<@(F z>=aJV^Cf+Y4j;ETeAdQzi#bHr1*usUg3f8DkvezcNCe+k6E2Ccp&B5})sknO#O)8X z8lC?9B(frclktUQs}=`2v0c4;^pPL)cH{9nJw>U$ehE@$gWS+SM}3% zpYhJ-9G*lECsFcPh%ViN&fepT-=T>H)FDZGg);xFEyxIed~T zd{+4gqY!k**D)^mA&Lrmcc{UwK#Z%QkAI2-ys%PSa6M%)(u|B|fG?rHF9jWD!j*O7 zat6Z?=-2L=6(>ZS$r zit%rMFkeO{8o@|;s^H1qSIxJ~lLm6LMLhOXsTxYOiB8<+;5dyn5iL~&7CKjLeceIL z*Av@W&ghrR2v3xr$F)5R6%0vloJ&>Et+`Kq;@vPG>C`;t#L(Z-1dhl|E#GQ#2IJey zDsvBz^v{mGM?b=3Y{vljrUhg!mhW?d8g=NuZ}CZNIcnJL-ek1^QP&@v8lQ=c?AK0h z@PH5En7Y;htCU@b>MV>DZi}yq3)=JCyHh>KzA*!yytUY=kr^M_c|@KMn!HuTC(oS` zzhtv*p6y8D%o!=U<%5CsmPgc?C??wBB!zkK$_d365j9;-Ck1R@r;nzm87nm%a0r&W~vF zlYP2AI+Z>8k_}Y*2UxSw@%!*!3{44DAdcQnZ+waM@Ya9&NH! zl{`XEFgbPDj#JN7qgO9rsE^3Cji~6@-6?+}obU5Ssrd<1b-87F$Lt=10g@{#3BfeQ|nv>aCN?o=sNbTtq=Gt9Bs_GYr+VO?jdiiLs^591eR9QT zT+65GVL>k-OhHw>8Nn@rhYokH!pxvgug z^v8*!cGqRGxPSZNvUl~4wkF_nzrQ$=UHM|14{fh#%<7$;=zly;uX>)qFNa~7G};f% zY+x}Q{e?cjs?xQgLjVQ+FiB;m*X>WA3Gna_ak~-gOUe9Y zYa@-{KQt2qI3Q_w=EU9`&f8FUEOQ$&dGY?~Zoz(Kk4#5TbtK3)?d`j%+XLM$*3|_z1-=ks+ToUPFlR(HrUG#T zn?FpUWNcok*aP&mlZkV5YCisvBA3~^x?GX)$?M6fP#m?{Yb=WSZ90olua;qNX1>|*T5`93# z*H$auhfrjK9A-sTKtb&450t+g&R%GP-UyxGlEivhCjXi%$hIr?9U9@>&#ayS=z1<^ zJmjWU>DhidiF$Rz%Tju*gUn$2;ZjvwX1jEC_m_FxQvIO#74()u|1lJ0{xU-@SvKR= zV-z6v!4iPnGj^1uJeOviw^vXbi^i8QwQgU)B{OpCF*pO813{d0B`1#ftxVpMJ!^YP#=cSXh*m_>EX}aZg|FKQ|EZYr&1@K_& z*;{j1yR6g~8sa?~$_9|5u!40f{acN^DnT{R$5$7g-JrFnBRYU6m%$Nyr?GEV03V)r zb1<2C)_JzV3jjgyV4JNMH^N(W8?A!(@Pb?*+z~kG^>qLOO6l*P3cRxO?Rc>?7j41wFjO+=5f)uYs-&k)Uwv)A07K6T-H}Nd>_P z+~LPR8GqP;NY36tfS?C*qoeF(pL9@W+y)TZxdrWRFB#Oig`24O0j3ByjyqlSVx2l~ z0b6kRCfK2-ZNh7Vx6xLQJGpRR6&58$286br%U+KdIF7%msBM{qekQT+?Z_j$?y*{ech4I*r8x zmS{E({Y=&bflz4oiQnOn8$kbpbPFr+Sv}(dmI!(%{3=$gu7Ykpm0|2X>wKZ8fhgf!D}k zjyZ0XwTIQyJTovyW}nU0uQ#Ea7r;(OOo!wv9|)lvz%5GVI6r^H8y_HX)>&Ujwcly9 z#ksY>IHlgvUe*WQXUn^Bxbz-^B7Soo-lqxQ2HXR@tGJL@`$pLktO;fb?8xl|fCL5n zJw&@^c&%J=ouKt%#7@F{e%mug0Ku*I<{qt}2`kX`1iphAiFbt4Q8zE_aDV>ZQ@|I{ zU9$n?Z52N8L(~Ry3sOM7CgegNYC11jwYI@J7$rts$Yc zPW?xEw<(X-htthlWo*;=r40D@&!aHyRHvGZ?10BE5I}t>T)3zKtHtA_b|61mu-y$D1Nj0*4$E^1@eC;lS)eT=MePK5L?eeD?lA0F z4fWZ=NcOQbB-`I z=e45FaFs(|QS6Ly>7g!_OlOH~GiXuk!yz+?X+rFvG5OU7AKemkoIV)=S3Q6oS}dZo z-Uay`8bQss4ypQRN!hn$iK&AI4r?xgaz6Ua>7qM8nu9J^9iv?l*3m~XxZzUVpa+`#MeXIJs zwqpARBd3ne%G+kjp1#F`a?J~#zF8Z+zKY)N@uN&I10Iwr^bTGW{jW_gG6)}Orlq;jlhhL>(fU~4^x9Ciu2 zO$J`H#1C%KmJy>C=09H||BBKcFBR4|DfYOLW&o#lHxKr^i#gySypULA)W;CUBR)~Z z4=SS`hP}3EF9cG65kS>ZYT9ZzqX=?|$Rr-5s?qDch(tc%HGRL}C7L$&5`Nc6n2cBV zcwWzc1+=pKlUiB;RbGJ1P<-l-*Yg-ypnhvyzGGm$y#~=@c5)cX&Wt>*zG%87qR%7; z_UQFYh&vVMoymgx&Or@3*ZR7-1XHIJJ>|oXYRhYy=4l?i83eMuVvQA#7k33Z>`uR4 zi1RPRJN~)Oi$?rpxau9iB}DgH5A8!i<27XepjIwVX&Pqxo11RkGq#IM#l;Eo%oE+F zH_iH%kMuEdMx_i_pm#eqG+0XK+8)o2RV z;#@6Ca&oMek)v;2Vfg>jk-liWSjN2B!^kRjx{fKT+9@vBje3Ox$J=hGZ2#d~!Xl>` z`Iq9}sx7gXuFDMu@m;dWgWQSWuG^RwC;L;?cN9>mxm>$G`yV#>cu3iE=E711Jj^RU z+DPj?TI1^g8XM0SzrGLn`ja2_HNFErwNTfdaTX5*-djCI7a!f!KImsa=sRv z4t@%9ZH4iRQY8qr80R_gR0-r>Wd(wB9eU%v}gP?d+| z52L$Z=Eg!zfAK=@TadZ7sH~a)6)W?xld6(RJw8cQa*?Hc6d?wu%j~zeD}oNbcg#GV z@cy^uB@wzX$WB)(+J{=Y8C9oR!iDk72%GNbP*i$^1NlQUiC%u5*uG|+_GI6E-jy>3 z=K!ZlpCWwq#jomjK6PLhj@l?G8voODW)n#LpGvcaCGhN$gRW8YH27#@ep62tBK&nl zH^-Ua?2HRGI3Jk});gWZyVXneK(8_E-PMb=cl4y{EVFiEOar>&z(x{)kHE+#>UpHIj`F?~w`A zmNK$5slQ)WmzgnNVgAf*_JANp-?L5DhzTC!(96&rJ4`1{VQy}Cy3MpeSQNgDqWkty zgqMvin|Nr!?KgO7l5^=Zs(=?lb+Ha;iE$FXw(`LHtg1sz^S%1z7~hXB83{|>VV1eo zhrT$^7SOR4Z8&%wB~c!2{Ja$@;3|5|%aB^9D|-H@qBj)GajbgOU)|FasqFEtmGCuz zQi0x@n@I?dCPOw32t4OKJkR&OY1=jQ)%8uMbLcC0=voZ`bM2?h?@rVqkqmsbz#NyY zH&prNoXKrtS~ozt-h&@}b^I`7)}~Z2hq{vRguEB!kR83S;L1vg#B<=66cHQ0u_)+S ztJ{(P^Eab67;#VCRGtenFlTQY@0GnbXj7}tn0^sdJFWu+VHec_N!L-jRc~G)fRM?c zWb)D|WlDez4%4#(Q~VY??%JehV4&dFTW%FfHdT{DI%Ep)9`Wx3A!mKbK+Rr;vnuK& zR(I2f%Cqq!T9=@u+Ik^=HhJa|`QIHSnS+FD?eunNuNPJ_wq&dd7jxW1jLK-8JI=cF)Ptfeva7c!jwb)pfOzeCNJ6*^G6>qu4s9owAyYl^uZ<6blmKwXT zKDd$g(@m>@38j{`UlSt#D66-^!MAufWcRb*5M9QChag% zK8eG=#0-9>*IIR~gLAZH)N$j|@_a3=rYrSiib}NaYRQH!G;rlI08#A1HSD00p0aqL zy1*2_Z;=aiX6VDXeQn`=B9A@Xu&sl+soGfi!T0O^h&#`hr+b1bKiKh^o2iefAdk9_ z{_~VeG>AHRqKdV$ta~ifE*@j-9qs56S9qXpyqKlQjz9iIymn)|>SJKeX^`DDLwkEV z%x~1Dh41*x#dJ+Q-p1||VWbb<#{P5n%%Ix$&CesU{F7!^7uA*BZOC zQA=fW7EGsm@3e2HbjQ1fc&-xDz>hg&k!P>N7ESRzDhhY_zz@Y@zb>pXDvu_NOdGhh zUsc*58IJ(~aO2Tj|Ip(bsU)Yy{1I2**h*sbJ%RDJlJ-BR#`Kt65DVwY%+E-UgE9B9 z@Rfc1rt=%6mc7j?a!6#41_>TVov& zccn7V6`V$>v8q@O5YAdQHU}u1hZ*_l;6)(1P% z|H`Cd=&23(6SepK-4KZbSB+uZ$%3g(v*_>jCe8n+uk#Lu`~CL#7txj=M0C+*m0+W+ z=tS=&di35!^qLJ8(fjH(L>E0)Nwnxhbdg~7x;ksQn|$XtckaD2_w(Q9oSF0a<8z+p z%sl5j?^ldS{Dn;s|Bmz5Eo+o@Q)9>G*E0pyY0dd4l*Y1F228hV(q4m@s4IoUwMp;& z)oNJWhPeodD1X;s+d6fqU6DVOa*+{#ra9ms@CRflQRe#(&*nkuUS30`?}4LLZgu?6 zyeuzkrW72unym|K|AY=A2S|JOsAMsA0+9N&9NYwm{r&?7-|eV@pPTH@vj*PXV`Jcer(V?CoykEgUn{0gk45qi~Z?K(nb>R?u4`sz{?5513QI)~0{CF_BV- zG1N`ta^N<}aENt1+E8U9IY&5QFW&?Mo82IwP-cTky;9y#)cka+aEJ6<6HOM}5F