From 9d574f4aeea45e7bf50398d620566f209724b30f Mon Sep 17 00:00:00 2001 From: Xi Yan Date: Thu, 16 Jan 2025 19:32:07 -0800 Subject: [PATCH 01/11] fix playground for v1 (#799) # What does this PR do? - update playground callsites for v1 api changes ## Test Plan ``` cd llama_stack/distribution/ui streamlit run app.py ``` https://github.com/user-attachments/assets/eace11c6-600a-42dc-b4e7-6948a706509f ## Sources Please link relevant resources if necessary. ## Before submitting - [ ] This PR fixes a typo or improves the docs (you can dismiss the other checks if that's the case). - [ ] Ran pre-commit to handle lint / formatting issues. - [ ] Read the [contributor guideline](https://github.com/meta-llama/llama-stack/blob/main/CONTRIBUTING.md), Pull Request section? - [ ] Updated relevant documentation. - [ ] Wrote necessary unit or integration tests. --- .../ui/page/distribution/datasets.py | 6 ++-- .../ui/page/distribution/eval_tasks.py | 9 +++--- .../ui/page/distribution/providers.py | 14 ++++++--- .../distribution/ui/page/playground/chat.py | 2 +- .../distribution/ui/page/playground/rag.py | 29 ++++++++++--------- 5 files changed, 35 insertions(+), 25 deletions(-) diff --git a/llama_stack/distribution/ui/page/distribution/datasets.py b/llama_stack/distribution/ui/page/distribution/datasets.py index 44e314cde..b52356522 100644 --- a/llama_stack/distribution/ui/page/distribution/datasets.py +++ b/llama_stack/distribution/ui/page/distribution/datasets.py @@ -14,6 +14,6 @@ def datasets(): datasets_info = { d.identifier: d.to_dict() for d in llama_stack_api.client.datasets.list() } - - selected_dataset = st.selectbox("Select a dataset", list(datasets_info.keys())) - st.json(datasets_info[selected_dataset], expanded=True) + if len(datasets_info) > 0: + selected_dataset = st.selectbox("Select a dataset", list(datasets_info.keys())) + st.json(datasets_info[selected_dataset], expanded=True) diff --git a/llama_stack/distribution/ui/page/distribution/eval_tasks.py b/llama_stack/distribution/ui/page/distribution/eval_tasks.py index 4957fb178..cc7912838 100644 --- a/llama_stack/distribution/ui/page/distribution/eval_tasks.py +++ b/llama_stack/distribution/ui/page/distribution/eval_tasks.py @@ -16,7 +16,8 @@ def eval_tasks(): d.identifier: d.to_dict() for d in llama_stack_api.client.eval_tasks.list() } - selected_eval_task = st.selectbox( - "Select an eval task", list(eval_tasks_info.keys()), key="eval_task_inspect" - ) - st.json(eval_tasks_info[selected_eval_task], expanded=True) + if len(eval_tasks_info) > 0: + selected_eval_task = st.selectbox( + "Select an eval task", list(eval_tasks_info.keys()), key="eval_task_inspect" + ) + st.json(eval_tasks_info[selected_eval_task], expanded=True) diff --git a/llama_stack/distribution/ui/page/distribution/providers.py b/llama_stack/distribution/ui/page/distribution/providers.py index 69f6bd771..9aeb7f2a5 100644 --- a/llama_stack/distribution/ui/page/distribution/providers.py +++ b/llama_stack/distribution/ui/page/distribution/providers.py @@ -10,11 +10,17 @@ from modules.api import llama_stack_api def providers(): st.header("🔍 API Providers") - apis_providers_info = llama_stack_api.client.providers.list() - # selected_api = st.selectbox("Select an API", list(apis_providers_info.keys())) - for api in apis_providers_info.keys(): + apis_providers_lst = llama_stack_api.client.providers.list() + api_to_providers = {} + for api_provider in apis_providers_lst: + if api_provider.api in api_to_providers: + api_to_providers[api_provider.api].append(api_provider) + else: + api_to_providers[api_provider.api] = [api_provider] + + for api in api_to_providers.keys(): st.markdown(f"###### {api}") - st.dataframe([p.to_dict() for p in apis_providers_info[api]], width=500) + st.dataframe([x.to_dict() for x in api_to_providers[api]], width=500) providers() diff --git a/llama_stack/distribution/ui/page/playground/chat.py b/llama_stack/distribution/ui/page/playground/chat.py index 5d91ec819..cb9990b7c 100644 --- a/llama_stack/distribution/ui/page/playground/chat.py +++ b/llama_stack/distribution/ui/page/playground/chat.py @@ -121,7 +121,7 @@ if prompt := st.chat_input("Example: What is Llama Stack?"): if stream: for chunk in response: if chunk.event.event_type == "progress": - full_response += chunk.event.delta + full_response += chunk.event.delta.text message_placeholder.markdown(full_response + "▌") message_placeholder.markdown(full_response) else: diff --git a/llama_stack/distribution/ui/page/playground/rag.py b/llama_stack/distribution/ui/page/playground/rag.py index 3a2ba1270..11b05718d 100644 --- a/llama_stack/distribution/ui/page/playground/rag.py +++ b/llama_stack/distribution/ui/page/playground/rag.py @@ -44,14 +44,21 @@ def rag_chat_page(): ] providers = llama_stack_api.client.providers.list() + memory_provider = None + + for x in providers: + if x.api == "memory": + memory_provider = x.provider_id + llama_stack_api.client.memory_banks.register( memory_bank_id=memory_bank_name, # Use the user-provided name params={ + "memory_bank_type": "vector", "embedding_model": "all-MiniLM-L6-v2", "chunk_size_in_tokens": 512, "overlap_size_in_tokens": 64, }, - provider_id=providers["memory"][0].provider_id, + provider_id=memory_provider, ) # insert documents using the custom bank name @@ -69,9 +76,6 @@ def rag_chat_page(): "Select Memory Banks", memory_banks, ) - memory_bank_configs = [ - {"bank_id": bank_id, "type": "vector"} for bank_id in selected_memory_banks - ] available_models = llama_stack_api.client.models.list() available_models = [ @@ -133,14 +137,13 @@ def rag_chat_page(): sampling_params={ "strategy": strategy, }, - tools=[ - { - "type": "memory", - "memory_bank_configs": memory_bank_configs, - "query_generator_config": {"type": "default", "sep": " "}, - "max_tokens_in_context": 4096, - "max_chunks": 10, - } + toolgroups=[ + dict( + name="builtin::memory", + args={ + "memory_bank_ids": [bank_id for bank_id in selected_memory_banks], + }, + ) ], tool_choice="auto", tool_prompt_format="json", @@ -179,7 +182,7 @@ def rag_chat_page(): retrieval_response = "" for log in EventLogger().log(response): log.print() - if log.role == "memory_retrieval": + if log.role == "tool_execution": retrieval_response += log.content.replace("====", "").strip() retrieval_message_placeholder.info(retrieval_response) else: From c2a072911d957c2afb1043ee84191a910fb1af8e Mon Sep 17 00:00:00 2001 From: Xi Yan Date: Thu, 16 Jan 2025 23:11:21 -0800 Subject: [PATCH 02/11] fix eval notebook & add test to workflow (#803) --- .github/workflows/publish-to-test-pypi.yml | 1 + .../Llama_Stack_Benchmark_Evals.ipynb | 552 +++++++++--------- 2 files changed, 277 insertions(+), 276 deletions(-) diff --git a/.github/workflows/publish-to-test-pypi.yml b/.github/workflows/publish-to-test-pypi.yml index 35cbc4dc3..9fe502254 100644 --- a/.github/workflows/publish-to-test-pypi.yml +++ b/.github/workflows/publish-to-test-pypi.yml @@ -239,5 +239,6 @@ jobs: pip install pytest nbval llama stack build --template together --image-type venv pytest -v -s --nbval-lax ./docs/notebooks/Llama_Stack_Building_AI_Applications.ipynb + pytest -v -s --nbval-lax ./docs/notebooks/Llama_Stack_Benchmark_Evals.ipynb # TODO: add trigger for integration test workflow & docker builds diff --git a/docs/notebooks/Llama_Stack_Benchmark_Evals.ipynb b/docs/notebooks/Llama_Stack_Benchmark_Evals.ipynb index 83891b7ac..730017232 100644 --- a/docs/notebooks/Llama_Stack_Benchmark_Evals.ipynb +++ b/docs/notebooks/Llama_Stack_Benchmark_Evals.ipynb @@ -105,6 +105,7 @@ } ], "source": [ + "# NBVAL_SKIP\n", "!pip install -U llama-stack" ] }, @@ -309,12 +310,13 @@ } ], "source": [ + "# NBVAL_SKIP\n", "!llama stack build --template together --image-type venv" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -328,7 +330,16 @@ "name": "stdout", "output_type": "stream", "text": [ - "Warning: `bwrap` is not available. Code interpreter tool will not work correctly.\n" + "Not in Google Colab environment\n", + "\u001b[33mWarning: `bwrap` is not available. Code interpreter tool will not work correctly.\u001b[0m\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/opt/anaconda3/envs/master/lib/python3.10/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", + " from .autonotebook import tqdm as notebook_tqdm\n" ] }, { @@ -356,63 +367,83 @@ "- safety\n", "- scoring\n", "- telemetry\n", - "conda_env: together\n", + "- tool_runtime\n", "datasets: []\n", "docker_image: null\n", "eval_tasks: []\n", "image_name: together\n", "memory_banks: []\n", "metadata_store:\n", - " db_path: /root/.llama/distributions/together/registry.db\n", + " db_path: /Users/xiyan/.llama/distributions/together/registry.db\n", " namespace: null\n", " type: sqlite\n", "models:\n", "- metadata: {}\n", " model_id: meta-llama/Llama-3.1-8B-Instruct\n", - " model_type: &id001 !!python/object/apply:llama_stack.apis.models.models.ModelType\n", + " model_type: !!python/object/apply:llama_stack.apis.models.models.ModelType\n", " - llm\n", - " provider_id: null\n", + " provider_id: together\n", " provider_model_id: meta-llama/Meta-Llama-3.1-8B-Instruct-Turbo\n", "- metadata: {}\n", " model_id: meta-llama/Llama-3.1-70B-Instruct\n", - " model_type: *id001\n", - " provider_id: null\n", + " model_type: !!python/object/apply:llama_stack.apis.models.models.ModelType\n", + " - llm\n", + " provider_id: together\n", " provider_model_id: meta-llama/Meta-Llama-3.1-70B-Instruct-Turbo\n", "- metadata: {}\n", " model_id: meta-llama/Llama-3.1-405B-Instruct-FP8\n", - " model_type: *id001\n", - " provider_id: null\n", + " model_type: !!python/object/apply:llama_stack.apis.models.models.ModelType\n", + " - llm\n", + " provider_id: together\n", " provider_model_id: meta-llama/Meta-Llama-3.1-405B-Instruct-Turbo\n", "- metadata: {}\n", " model_id: meta-llama/Llama-3.2-3B-Instruct\n", - " model_type: *id001\n", - " provider_id: null\n", + " model_type: !!python/object/apply:llama_stack.apis.models.models.ModelType\n", + " - llm\n", + " provider_id: together\n", " provider_model_id: meta-llama/Llama-3.2-3B-Instruct-Turbo\n", "- metadata: {}\n", " model_id: meta-llama/Llama-3.2-11B-Vision-Instruct\n", - " model_type: *id001\n", - " provider_id: null\n", + " model_type: !!python/object/apply:llama_stack.apis.models.models.ModelType\n", + " - llm\n", + " provider_id: together\n", " provider_model_id: meta-llama/Llama-3.2-11B-Vision-Instruct-Turbo\n", "- metadata: {}\n", " model_id: meta-llama/Llama-3.2-90B-Vision-Instruct\n", - " model_type: *id001\n", - " provider_id: null\n", + " model_type: !!python/object/apply:llama_stack.apis.models.models.ModelType\n", + " - llm\n", + " provider_id: together\n", " provider_model_id: meta-llama/Llama-3.2-90B-Vision-Instruct-Turbo\n", "- metadata: {}\n", + " model_id: meta-llama/Llama-3.3-70B-Instruct\n", + " model_type: !!python/object/apply:llama_stack.apis.models.models.ModelType\n", + " - llm\n", + " provider_id: together\n", + " provider_model_id: meta-llama/Llama-3.3-70B-Instruct-Turbo\n", + "- metadata: {}\n", " model_id: meta-llama/Llama-Guard-3-8B\n", - " model_type: *id001\n", - " provider_id: null\n", + " model_type: !!python/object/apply:llama_stack.apis.models.models.ModelType\n", + " - llm\n", + " provider_id: together\n", " provider_model_id: meta-llama/Meta-Llama-Guard-3-8B\n", "- metadata: {}\n", " model_id: meta-llama/Llama-Guard-3-11B-Vision\n", - " model_type: *id001\n", - " provider_id: null\n", + " model_type: !!python/object/apply:llama_stack.apis.models.models.ModelType\n", + " - llm\n", + " provider_id: together\n", " provider_model_id: meta-llama/Llama-Guard-3-11B-Vision-Turbo\n", + "- metadata:\n", + " embedding_dimension: 384\n", + " model_id: all-MiniLM-L6-v2\n", + " model_type: !!python/object/apply:llama_stack.apis.models.models.ModelType\n", + " - embedding\n", + " provider_id: sentence-transformers\n", + " provider_model_id: null\n", "providers:\n", " agents:\n", " - config:\n", " persistence_store:\n", - " db_path: /root/.llama/distributions/together/agents_store.db\n", + " db_path: /Users/xiyan/.llama/distributions/together/agents_store.db\n", " namespace: null\n", " type: sqlite\n", " provider_id: meta-reference\n", @@ -430,14 +461,17 @@ " provider_type: inline::meta-reference\n", " inference:\n", " - config:\n", - " api_key: 4985b03e627419b2964d34b8519ac6c4319f094d1ffb4f45514b4eb87e5427a2\n", + " api_key: '********'\n", " url: https://api.together.xyz/v1\n", " provider_id: together\n", " provider_type: remote::together\n", + " - config: {}\n", + " provider_id: sentence-transformers\n", + " provider_type: inline::sentence-transformers\n", " memory:\n", " - config:\n", " kvstore:\n", - " db_path: /root/.llama/distributions/together/faiss_store.db\n", + " db_path: /Users/xiyan/.llama/distributions/together/faiss_store.db\n", " namespace: null\n", " type: sqlite\n", " provider_id: faiss\n", @@ -454,22 +488,52 @@ " provider_id: llm-as-judge\n", " provider_type: inline::llm-as-judge\n", " - config:\n", - " openai_api_key: ''\n", + " openai_api_key: '********'\n", " provider_id: braintrust\n", " provider_type: inline::braintrust\n", " telemetry:\n", " - config:\n", " service_name: llama-stack\n", " sinks: sqlite\n", - " sqlite_db_path: /root/.llama/distributions/together/trace_store.db\n", + " sqlite_db_path: /Users/xiyan/.llama/distributions/together/trace_store.db\n", " provider_id: meta-reference\n", " provider_type: inline::meta-reference\n", + " tool_runtime:\n", + " - config:\n", + " api_key: '********'\n", + " max_results: 3\n", + " provider_id: brave-search\n", + " provider_type: remote::brave-search\n", + " - config:\n", + " api_key: '********'\n", + " max_results: 3\n", + " provider_id: tavily-search\n", + " provider_type: remote::tavily-search\n", + " - config: {}\n", + " provider_id: code-interpreter\n", + " provider_type: inline::code-interpreter\n", + " - config: {}\n", + " provider_id: memory-runtime\n", + " provider_type: inline::memory-runtime\n", "scoring_fns: []\n", "shields:\n", "- params: null\n", " provider_id: null\n", " provider_shield_id: null\n", " shield_id: meta-llama/Llama-Guard-3-8B\n", + "tool_groups:\n", + "- args: null\n", + " mcp_endpoint: null\n", + " provider_id: tavily-search\n", + " toolgroup_id: builtin::websearch\n", + "- args: null\n", + " mcp_endpoint: null\n", + " provider_id: memory-runtime\n", + " toolgroup_id: builtin::memory\n", + "- args: null\n", + " mcp_endpoint: null\n", + " provider_id: code-interpreter\n", + " toolgroup_id: builtin::code_interpreter\n", "version: '2'\n", "\n", "\n" @@ -484,63 +548,83 @@ "- safety\n", "- scoring\n", "- telemetry\n", - "conda_env: together\n", + "- tool_runtime\n", "datasets: \u001b[1m[\u001b[0m\u001b[1m]\u001b[0m\n", "docker_image: null\n", "eval_tasks: \u001b[1m[\u001b[0m\u001b[1m]\u001b[0m\n", "image_name: together\n", "memory_banks: \u001b[1m[\u001b[0m\u001b[1m]\u001b[0m\n", "metadata_store:\n", - " db_path: \u001b[35m/root/.llama/distributions/together/\u001b[0m\u001b[95mregistry.db\u001b[0m\n", + " db_path: \u001b[35m/Users/xiyan/.llama/distributions/together/\u001b[0m\u001b[95mregistry.db\u001b[0m\n", " namespace: null\n", " type: sqlite\n", "models:\n", "- metadata: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\n", " model_id: meta-llama/Llama-\u001b[1;36m3.1\u001b[0m-8B-Instruct\n", - " model_type: &id001 !!python/object/apply:llama_stack.apis.models.models.ModelType\n", + " model_type: !!python/object/apply:llama_stack.apis.models.models.ModelType\n", " - llm\n", - " provider_id: null\n", + " provider_id: together\n", " provider_model_id: meta-llama/Meta-Llama-\u001b[1;36m3.1\u001b[0m-8B-Instruct-Turbo\n", "- metadata: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\n", " model_id: meta-llama/Llama-\u001b[1;36m3.1\u001b[0m-70B-Instruct\n", - " model_type: *id001\n", - " provider_id: null\n", + " model_type: !!python/object/apply:llama_stack.apis.models.models.ModelType\n", + " - llm\n", + " provider_id: together\n", " provider_model_id: meta-llama/Meta-Llama-\u001b[1;36m3.1\u001b[0m-70B-Instruct-Turbo\n", "- metadata: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\n", " model_id: meta-llama/Llama-\u001b[1;36m3.1\u001b[0m-405B-Instruct-FP8\n", - " model_type: *id001\n", - " provider_id: null\n", + " model_type: !!python/object/apply:llama_stack.apis.models.models.ModelType\n", + " - llm\n", + " provider_id: together\n", " provider_model_id: meta-llama/Meta-Llama-\u001b[1;36m3.1\u001b[0m-405B-Instruct-Turbo\n", "- metadata: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\n", " model_id: meta-llama/Llama-\u001b[1;36m3.2\u001b[0m-3B-Instruct\n", - " model_type: *id001\n", - " provider_id: null\n", + " model_type: !!python/object/apply:llama_stack.apis.models.models.ModelType\n", + " - llm\n", + " provider_id: together\n", " provider_model_id: meta-llama/Llama-\u001b[1;36m3.2\u001b[0m-3B-Instruct-Turbo\n", "- metadata: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\n", " model_id: meta-llama/Llama-\u001b[1;36m3.2\u001b[0m-11B-Vision-Instruct\n", - " model_type: *id001\n", - " provider_id: null\n", + " model_type: !!python/object/apply:llama_stack.apis.models.models.ModelType\n", + " - llm\n", + " provider_id: together\n", " provider_model_id: meta-llama/Llama-\u001b[1;36m3.2\u001b[0m-11B-Vision-Instruct-Turbo\n", "- metadata: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\n", " model_id: meta-llama/Llama-\u001b[1;36m3.2\u001b[0m-90B-Vision-Instruct\n", - " model_type: *id001\n", - " provider_id: null\n", + " model_type: !!python/object/apply:llama_stack.apis.models.models.ModelType\n", + " - llm\n", + " provider_id: together\n", " provider_model_id: meta-llama/Llama-\u001b[1;36m3.2\u001b[0m-90B-Vision-Instruct-Turbo\n", "- metadata: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\n", + " model_id: meta-llama/Llama-\u001b[1;36m3.3\u001b[0m-70B-Instruct\n", + " model_type: !!python/object/apply:llama_stack.apis.models.models.ModelType\n", + " - llm\n", + " provider_id: together\n", + " provider_model_id: meta-llama/Llama-\u001b[1;36m3.3\u001b[0m-70B-Instruct-Turbo\n", + "- metadata: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\n", " model_id: meta-llama/Llama-Guard-\u001b[1;36m3\u001b[0m-8B\n", - " model_type: *id001\n", - " provider_id: null\n", + " model_type: !!python/object/apply:llama_stack.apis.models.models.ModelType\n", + " - llm\n", + " provider_id: together\n", " provider_model_id: meta-llama/Meta-Llama-Guard-\u001b[1;36m3\u001b[0m-8B\n", "- metadata: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\n", " model_id: meta-llama/Llama-Guard-\u001b[1;36m3\u001b[0m-11B-Vision\n", - " model_type: *id001\n", - " provider_id: null\n", + " model_type: !!python/object/apply:llama_stack.apis.models.models.ModelType\n", + " - llm\n", + " provider_id: together\n", " provider_model_id: meta-llama/Llama-Guard-\u001b[1;36m3\u001b[0m-11B-Vision-Turbo\n", + "- metadata:\n", + " embedding_dimension: \u001b[1;36m384\u001b[0m\n", + " model_id: all-MiniLM-L6-v2\n", + " model_type: !!python/object/apply:llama_stack.apis.models.models.ModelType\n", + " - embedding\n", + " provider_id: sentence-transformers\n", + " provider_model_id: null\n", "providers:\n", " agents:\n", " - config:\n", " persistence_store:\n", - " db_path: \u001b[35m/root/.llama/distributions/together/\u001b[0m\u001b[95magents_store.db\u001b[0m\n", + " db_path: \u001b[35m/Users/xiyan/.llama/distributions/together/\u001b[0m\u001b[95magents_store.db\u001b[0m\n", " namespace: null\n", " type: sqlite\n", " provider_id: meta-reference\n", @@ -558,14 +642,17 @@ " provider_type: inline::meta-reference\n", " inference:\n", " - config:\n", - " api_key: 4985b03e627419b2964d34b8519ac6c4319f094d1ffb4f45514b4eb87e5427a2\n", + " api_key: \u001b[32m'********'\u001b[0m\n", " url: \u001b[4;94mhttps://api.together.xyz/v1\u001b[0m\n", " provider_id: together\n", " provider_type: remote::together\n", + " - config: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\n", + " provider_id: sentence-transformers\n", + " provider_type: inline::sentence-transformers\n", " memory:\n", " - config:\n", " kvstore:\n", - " db_path: \u001b[35m/root/.llama/distributions/together/\u001b[0m\u001b[95mfaiss_store.db\u001b[0m\n", + " db_path: \u001b[35m/Users/xiyan/.llama/distributions/together/\u001b[0m\u001b[95mfaiss_store.db\u001b[0m\n", " namespace: null\n", " type: sqlite\n", " provider_id: faiss\n", @@ -582,58 +669,74 @@ " provider_id: llm-as-judge\n", " provider_type: inline::llm-as-judge\n", " - config:\n", - " openai_api_key: \u001b[32m''\u001b[0m\n", + " openai_api_key: \u001b[32m'********'\u001b[0m\n", " provider_id: braintrust\n", " provider_type: inlin\u001b[1;92me::b\u001b[0mraintrust\n", " telemetry:\n", " - config:\n", " service_name: llama-stack\n", " sinks: sqlite\n", - " sqlite_db_path: \u001b[35m/root/.llama/distributions/together/\u001b[0m\u001b[95mtrace_store.db\u001b[0m\n", + " sqlite_db_path: \u001b[35m/Users/xiyan/.llama/distributions/together/\u001b[0m\u001b[95mtrace_store.db\u001b[0m\n", " provider_id: meta-reference\n", " provider_type: inline::meta-reference\n", + " tool_runtime:\n", + " - config:\n", + " api_key: \u001b[32m'********'\u001b[0m\n", + " max_results: \u001b[1;36m3\u001b[0m\n", + " provider_id: brave-search\n", + " provider_type: remot\u001b[1;92me::b\u001b[0mrave-search\n", + " - config:\n", + " api_key: \u001b[32m'********'\u001b[0m\n", + " max_results: \u001b[1;36m3\u001b[0m\n", + " provider_id: tavily-search\n", + " provider_type: remote::tavily-search\n", + " - config: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\n", + " provider_id: code-interpreter\n", + " provider_type: inlin\u001b[1;92me::c\u001b[0mode-interpreter\n", + " - config: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\n", + " provider_id: memory-runtime\n", + " provider_type: inline::memory-runtime\n", "scoring_fns: \u001b[1m[\u001b[0m\u001b[1m]\u001b[0m\n", "shields:\n", "- params: null\n", " provider_id: null\n", " provider_shield_id: null\n", " shield_id: meta-llama/Llama-Guard-\u001b[1;36m3\u001b[0m-8B\n", + "tool_groups:\n", + "- args: null\n", + " mcp_endpoint: null\n", + " provider_id: tavily-search\n", + " toolgroup_id: builtin::websearch\n", + "- args: null\n", + " mcp_endpoint: null\n", + " provider_id: memory-runtime\n", + " toolgroup_id: builtin::memory\n", + "- args: null\n", + " mcp_endpoint: null\n", + " provider_id: code-interpreter\n", + " toolgroup_id: builtin::code_interpreter\n", "version: \u001b[32m'2'\u001b[0m\n", "\n" ] }, "metadata": {}, "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "Model(identifier='meta-llama/Llama-3.1-405B-Instruct', metadata={}, provider_id='together', provider_resource_id='meta-llama/Meta-Llama-3.1-405B-Instruct-Turbo', type='model', model_type='llm')" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" } ], "source": [ "import os\n", "\n", - "from google.colab import userdata\n", - "\n", - "os.environ[\"TOGETHER_API_KEY\"] = userdata.get(\"TOGETHER_API_KEY\")\n", + "try:\n", + " from google.colab import userdata\n", + " os.environ['TOGETHER_API_KEY'] = userdata.get('TOGETHER_API_KEY')\n", + " os.environ['TAVILY_SEARCH_API_KEY'] = userdata.get('TAVILY_SEARCH_API_KEY')\n", + "except ImportError:\n", + " print(\"Not in Google Colab environment\")\n", "\n", "from llama_stack.distribution.library_client import LlamaStackAsLibraryClient\n", "\n", "client = LlamaStackAsLibraryClient(\"together\")\n", - "_ = client.initialize()\n", - "\n", - "# register 405B as LLM Judge model\n", - "client.models.register(\n", - " model_id=\"meta-llama/Llama-3.1-405B-Instruct\",\n", - " provider_model_id=\"meta-llama/Meta-Llama-3.1-405B-Instruct-Turbo\",\n", - " provider_id=\"together\",\n", - ")\n" + "_ = client.initialize()" ] }, { @@ -662,7 +765,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": { "id": "TC_IwIAQo4q-" }, @@ -670,12 +773,12 @@ "source": [ "name = \"llamastack/mmmu\"\n", "subset = \"Agriculture\"\n", - "split = \"dev\"\n" + "split = \"dev\"" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -788,130 +891,13 @@ }, "outputs": [ { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "feb82e061ee44283b4a46be858ef4cd7", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "README.md: 0%| | 0.00/36.0k [00:00EvaluateResponse(\n", "│ generations=[\n", + "│ │ {'generated_answer': 'Answer: D'},\n", "│ │ {\n", - "│ │ │ 'generated_answer': 'The Colorado potato beetle (Leptinotarsa decemlineata) is a significant pest of potatoes, causing damage to the leaves and stems of potato plants. The insect with black-colored antennae in the image is a Colorado potato beetle, which is known for its distinctive black and yellow stripes. On the other hand, the insect with tan-colored antennae is not a Colorado potato beetle and does not appear to be a pest of potatoes.\\n\\n*Answer*: B) The one with black coloured antennae'\n", + "│ │ │ 'generated_answer': 'The image shows a sunflower leaf with small, dark spots and white powdery patches. The dark spots are likely caused by a fungal pathogen, such as rust or septoria leaf spot, while the white powdery patches are likely caused by a fungal pathogen, such as powdery mildew.\\n\\nSince there are two distinct types of lesions on the leaf, it is likely that there are two different pathogens infecting the leaf.\\n\\n**Answer:** B) Two pathogens'\n", "│ │ },\n", "│ │ {\n", - "│ │ │ 'generated_answer': 'To determine the count of pathogens infecting this sunflower leaf, we need to analyze the image carefully. The image shows a sunflower leaf with several brown spots and patches on its surface. These brown spots and patches are indicative of fungal infections, which are common pathogens that affect sunflowers.\\n\\nUpon closer inspection, we can see that there are two distinct types of brown spots and patches on the leaf. One type is smaller and more circular in shape, while the other type is larger and more irregular in shape. This suggests that there may be two different pathogens infecting the leaf.\\n\\nHowever, without further information or testing, it is difficult to say for certain whether these two types of brown spots and patches are caused by different pathogens or if they are just different stages of the same infection. Therefore, based on the available information, the most likely answer is:\\n\\nAnswer: B) Two pathogens'\n", + "│ │ │ 'generated_answer': \"The question requires the identification of the reason behind the massive gum production on the trunks of grapefruit trees in Cyprus, despite appearing healthy from a distance. The correct answer can be deduced by analyzing the symptoms and considering the possible causes.\\n\\nTo determine the correct answer, let's evaluate each option:\\n\\nA) Don't know or not sure: This option is incorrect because it does not provide a specific reason for the gum production.\\n\\nB) Physiological stress: This option is also incorrect because it is too broad and does not specifically explain the gum production.\\n\\nC) Bacterial disease: This option is incorrect because bacterial diseases typically cause different symptoms such as leaf spots, blights, or wilting.\\n\\nD) Harvesting damage when cutting with knives: This option is incorrect because harvesting damage would likely cause wounds or scars on the tree, but it would not lead to massive gum production.\\n\\nE) Fungal gummosis: This option is the most likely cause of the gum production. Fungal gummosis is a common disease in citrus trees, including grapefruit, that causes the production of gum or sap on the trunks and branches. The disease is typically caused by fungi such as Phytophthora or Diplodia, which infect the tree through wounds or natural openings. The gum production is a defense mechanism by the tree to try to seal off the infection and prevent further damage.\\n\\nTherefore, the correct answer is:\\n\\nAnswer: E\"\n", "│ │ },\n", + "│ │ {'generated_answer': 'Answer: D'},\n", "│ │ {\n", - "│ │ │ 'generated_answer': 'Based on the image, the most likely reason for the massive gum production on the trunks of these grapefruit trees in Cyprus is a fungal infection. The gummosis, or the production of gum, is a common symptom of fungal diseases in citrus trees, and it can be caused by various factors such as root damage, water stress, or nutrient deficiencies. However, in this case, the presence of the gum on the trunks of the trees suggests that the cause is more likely related to a fungal infection.\\n\\nAnswer: E) Fungal gummosis'\n", - "│ │ },\n", - "│ │ {\n", - "│ │ │ 'generated_answer': 'The correct answer is D) Most viruses have a specific relationship with their vectors.\\n\\nExplanation:\\n\\n* Laboratory work with micro manipulators can mimic the transmission of viruses, but this is not the primary method of virus transmission in nature.\\n* Not all plant-feeding insects can transmit viruses; only specific species that have evolved to transmit particular viruses are capable of doing so.\\n* Similarly, not all plant viruses can be transmitted by insects; some are transmitted through other means such as mechanical transmission or nematodes.\\n* The correct assertion is that most viruses have a specific relationship with their vectors, meaning that each virus is typically transmitted by a specific type of insect or vector.\\n\\nAnswer: D'\n", - "│ │ },\n", - "│ │ {\n", - "│ │ │ 'generated_answer': \"The petioles of this rhubarb are splitting, and we need to determine which of the listed issues would not be the cause. \\n\\nFirst, let's consider physiological problems (A). Rhubarb is a hardy plant, but it can still experience physiological issues due to factors like temperature fluctuations, water stress, or nutrient deficiencies. These issues could potentially cause the petioles to split.\\n\\nNext, let's look at phytoplasma infection (B). Phytoplasmas are bacteria-like organisms that can infect plants, causing a range of symptoms including yellowing or browning of leaves, stunted growth, and distorted or split petioles. So, phytoplasma infection could also be a possible cause.\\n\\nNow, let's consider animal damage (D). Animals like rabbits, deer, or rodents might feed on the rhubarb leaves, causing damage to the petioles and potentially leading to splitting.\\n\\nFinally, let's think about bacteria (E). Bacterial infections can cause a range of symptoms in plants, including soft rot, leaf spot, and petiole splitting. So, bacteria could also be a potential cause.\\n\\nBased on this analysis, it seems that all of the listed issues could potentially cause the petioles of this rhubarb to split. Therefore, the correct answer is:\\n\\nAnswer: C\"\n", + "│ │ │ 'generated_answer': '**Causes of Splitting Petioles in Rhubarb**\\n\\nThe following factors can cause the petioles of rhubarb to split:\\n\\n* **Physiological Problems**: Issues such as water stress, nutrient deficiencies, or extreme temperatures can lead to splitting.\\n* **Phytoplasma Infection**: A bacterial infection caused by phytoplasma can lead to splitting of the petioles.\\n* **Animal Damage**: Pests like slugs, snails, or rodents can damage the plant and cause splitting.\\n* **Bacterial Infection**: Bacterial infections can also cause splitting.\\n\\nAs a result, the correct answer is:\\n\\n*Answer*: A) Physiological problems'\n", "│ │ }\n", "│ ],\n", "│ scores={\n", "│ │ 'basic::regex_parser_multiple_choice_answer': ScoringResult(\n", - "│ │ │ aggregated_results={'accuracy': 0.2, 'num_correct': 1.0, 'num_total': 5.0},\n", + "│ │ │ aggregated_results={'accuracy': {'accuracy': 0.2, 'num_correct': 1.0, 'num_total': 5}},\n", "│ │ │ score_rows=[{'score': 0.0}, {'score': 0.0}, {'score': 0.0}, {'score': 1.0}, {'score': 0.0}]\n", "│ │ )\n", "│ }\n", @@ -987,25 +969,21 @@ "text/plain": [ "\u001b[1;35mEvaluateResponse\u001b[0m\u001b[1m(\u001b[0m\n", "\u001b[2;32m│ \u001b[0m\u001b[33mgenerations\u001b[0m=\u001b[1m[\u001b[0m\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m'Answer: D'\u001b[0m\u001b[1m}\u001b[0m,\n", "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", - "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m'The Colorado potato beetle \u001b[0m\u001b[32m(\u001b[0m\u001b[32mLeptinotarsa decemlineata\u001b[0m\u001b[32m)\u001b[0m\u001b[32m is a significant pest of potatoes, causing damage to the leaves and stems of potato plants. The insect with black-colored antennae in the image is a Colorado potato beetle, which is known for its distinctive black and yellow stripes. On the other hand, the insect with tan-colored antennae is not a Colorado potato beetle and does not appear to be a pest of potatoes.\\n\\n*Answer*: B\u001b[0m\u001b[32m)\u001b[0m\u001b[32m The one with black coloured antennae'\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m'The image shows a sunflower leaf with small, dark spots and white powdery patches. The dark spots are likely caused by a fungal pathogen, such as rust or septoria leaf spot, while the white powdery patches are likely caused by a fungal pathogen, such as powdery mildew.\\n\\nSince there are two distinct types of lesions on the leaf, it is likely that there are two different pathogens infecting the leaf.\\n\\n**Answer:** B\u001b[0m\u001b[32m)\u001b[0m\u001b[32m Two pathogens'\u001b[0m\n", "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", - "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m'To determine the count of pathogens infecting this sunflower leaf, we need to analyze the image carefully. The image shows a sunflower leaf with several brown spots and patches on its surface. These brown spots and patches are indicative of fungal infections, which are common pathogens that affect sunflowers.\\n\\nUpon closer inspection, we can see that there are two distinct types of brown spots and patches on the leaf. One type is smaller and more circular in shape, while the other type is larger and more irregular in shape. This suggests that there may be two different pathogens infecting the leaf.\\n\\nHowever, without further information or testing, it is difficult to say for certain whether these two types of brown spots and patches are caused by different pathogens or if they are just different stages of the same infection. Therefore, based on the available information, the most likely answer is:\\n\\nAnswer: B\u001b[0m\u001b[32m)\u001b[0m\u001b[32m Two pathogens'\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m\"The question requires the identification of the reason behind the massive gum production on the trunks of grapefruit trees in Cyprus, despite appearing healthy from a distance. The correct answer can be deduced by analyzing the symptoms and considering the possible causes.\\n\\nTo determine the correct answer, let's evaluate each option:\\n\\nA\u001b[0m\u001b[32m)\u001b[0m\u001b[32m Don't know or not sure: This option is incorrect because it does not provide a specific reason for the gum production.\\n\\nB\u001b[0m\u001b[32m)\u001b[0m\u001b[32m Physiological stress: This option is also incorrect because it is too broad and does not specifically explain the gum production.\\n\\nC\u001b[0m\u001b[32m)\u001b[0m\u001b[32m Bacterial disease: This option is incorrect because bacterial diseases typically cause different symptoms such as leaf spots, blights, or wilting.\\n\\nD\u001b[0m\u001b[32m)\u001b[0m\u001b[32m Harvesting damage when cutting with knives: This option is incorrect because harvesting damage would likely cause wounds or scars on the tree, but it would not lead to massive gum production.\\n\\nE\u001b[0m\u001b[32m)\u001b[0m\u001b[32m Fungal gummosis: This option is the most likely cause of the gum production. Fungal gummosis is a common disease in citrus trees, including grapefruit, that causes the production of gum or sap on the trunks and branches. The disease is typically caused by fungi such as Phytophthora or Diplodia, which infect the tree through wounds or natural openings. The gum production is a defense mechanism by the tree to try to seal off the infection and prevent further damage.\\n\\nTherefore, the correct answer is:\\n\\nAnswer: E\"\u001b[0m\n", "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m'Answer: D'\u001b[0m\u001b[1m}\u001b[0m,\n", "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", - "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m'Based on the image, the most likely reason for the massive gum production on the trunks of these grapefruit trees in Cyprus is a fungal infection. The gummosis, or the production of gum, is a common symptom of fungal diseases in citrus trees, and it can be caused by various factors such as root damage, water stress, or nutrient deficiencies. However, in this case, the presence of the gum on the trunks of the trees suggests that the cause is more likely related to a fungal infection.\\n\\nAnswer: E\u001b[0m\u001b[32m)\u001b[0m\u001b[32m Fungal gummosis'\u001b[0m\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", - "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m'The correct answer is D\u001b[0m\u001b[32m)\u001b[0m\u001b[32m Most viruses have a specific relationship with their vectors.\\n\\nExplanation:\\n\\n* Laboratory work with micro manipulators can mimic the transmission of viruses, but this is not the primary method of virus transmission in nature.\\n* Not all plant-feeding insects can transmit viruses; only specific species that have evolved to transmit particular viruses are capable of doing so.\\n* Similarly, not all plant viruses can be transmitted by insects; some are transmitted through other means such as mechanical transmission or nematodes.\\n* The correct assertion is that most viruses have a specific relationship with their vectors, meaning that each virus is typically transmitted by a specific type of insect or vector.\\n\\nAnswer: D'\u001b[0m\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", - "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m\"The petioles of this rhubarb are splitting, and we need to determine which of the listed issues would not be the cause. \\n\\nFirst, let's consider physiological problems \u001b[0m\u001b[32m(\u001b[0m\u001b[32mA\u001b[0m\u001b[32m)\u001b[0m\u001b[32m. Rhubarb is a hardy plant, but it can still experience physiological issues due to factors like temperature fluctuations, water stress, or nutrient deficiencies. These issues could potentially cause the petioles to split.\\n\\nNext, let's look at phytoplasma infection \u001b[0m\u001b[32m(\u001b[0m\u001b[32mB\u001b[0m\u001b[32m)\u001b[0m\u001b[32m. Phytoplasmas are bacteria-like organisms that can infect plants, causing a range of symptoms including yellowing or browning of leaves, stunted growth, and distorted or split petioles. So, phytoplasma infection could also be a possible cause.\\n\\nNow, let's consider animal damage \u001b[0m\u001b[32m(\u001b[0m\u001b[32mD\u001b[0m\u001b[32m)\u001b[0m\u001b[32m. Animals like rabbits, deer, or rodents might feed on the rhubarb leaves, causing damage to the petioles and potentially leading to splitting.\\n\\nFinally, let's think about bacteria \u001b[0m\u001b[32m(\u001b[0m\u001b[32mE\u001b[0m\u001b[32m)\u001b[0m\u001b[32m. Bacterial infections can cause a range of symptoms in plants, including soft rot, leaf spot, and petiole splitting. So, bacteria could also be a potential cause.\\n\\nBased on this analysis, it seems that all of the listed issues could potentially cause the petioles of this rhubarb to split. Therefore, the correct answer is:\\n\\nAnswer: C\"\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m'**Causes of Splitting Petioles in Rhubarb**\\n\\nThe following factors can cause the petioles of rhubarb to split:\\n\\n* **Physiological Problems**: Issues such as water stress, nutrient deficiencies, or extreme temperatures can lead to splitting.\\n* **Phytoplasma Infection**: A bacterial infection caused by phytoplasma can lead to splitting of the petioles.\\n* **Animal Damage**: Pests like slugs, snails, or rodents can damage the plant and cause splitting.\\n* **Bacterial Infection**: Bacterial infections can also cause splitting.\\n\\nAs a result, the correct answer is:\\n\\n*Answer*: A\u001b[0m\u001b[32m)\u001b[0m\u001b[32m Physiological problems'\u001b[0m\n", "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m\n", "\u001b[2;32m│ \u001b[0m\u001b[1m]\u001b[0m,\n", "\u001b[2;32m│ \u001b[0m\u001b[33mscores\u001b[0m=\u001b[1m{\u001b[0m\n", "\u001b[2;32m│ │ \u001b[0m\u001b[32m'basic::regex_parser_multiple_choice_answer'\u001b[0m: \u001b[1;35mScoringResult\u001b[0m\u001b[1m(\u001b[0m\n", - "\u001b[2;32m│ │ │ \u001b[0m\u001b[33maggregated_results\u001b[0m=\u001b[1m{\u001b[0m\u001b[32m'accuracy'\u001b[0m: \u001b[1;36m0.2\u001b[0m, \u001b[32m'num_correct'\u001b[0m: \u001b[1;36m1.0\u001b[0m, \u001b[32m'num_total'\u001b[0m: \u001b[1;36m5.0\u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[33maggregated_results\u001b[0m=\u001b[1m{\u001b[0m\u001b[32m'accuracy'\u001b[0m: \u001b[1m{\u001b[0m\u001b[32m'accuracy'\u001b[0m: \u001b[1;36m0.2\u001b[0m, \u001b[32m'num_correct'\u001b[0m: \u001b[1;36m1.0\u001b[0m, \u001b[32m'num_total'\u001b[0m: \u001b[1;36m5\u001b[0m\u001b[1m}\u001b[0m\u001b[1m}\u001b[0m,\n", "\u001b[2;32m│ │ │ \u001b[0m\u001b[33mscore_rows\u001b[0m=\u001b[1m[\u001b[0m\u001b[1m{\u001b[0m\u001b[32m'score'\u001b[0m: \u001b[1;36m0.0\u001b[0m\u001b[1m}\u001b[0m, \u001b[1m{\u001b[0m\u001b[32m'score'\u001b[0m: \u001b[1;36m0.0\u001b[0m\u001b[1m}\u001b[0m, \u001b[1m{\u001b[0m\u001b[32m'score'\u001b[0m: \u001b[1;36m0.0\u001b[0m\u001b[1m}\u001b[0m, \u001b[1m{\u001b[0m\u001b[32m'score'\u001b[0m: \u001b[1;36m1.0\u001b[0m\u001b[1m}\u001b[0m, \u001b[1m{\u001b[0m\u001b[32m'score'\u001b[0m: \u001b[1;36m0.0\u001b[0m\u001b[1m}\u001b[0m\u001b[1m]\u001b[0m\n", "\u001b[2;32m│ │ \u001b[0m\u001b[1m)\u001b[0m\n", "\u001b[2;32m│ \u001b[0m\u001b[1m}\u001b[0m\n", @@ -1056,7 +1034,9 @@ " \"model\": \"meta-llama/Llama-3.2-90B-Vision-Instruct\",\n", " \"sampling_params\": {\n", " \"strategy\": {\n", - " \"type\": \"greedy\",\n", + " \"type\": \"top_p\",\n", + " \"temperature\": 1.0,\n", + " \"top_p\": 0.95,\n", " },\n", " \"max_tokens\": 4096,\n", " \"repeat_penalty\": 1.0,\n", @@ -1081,7 +1061,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "metadata": { "id": "HXmZf3Ymw-aX" }, @@ -1108,7 +1088,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "metadata": { "id": "Gc8azb4Rxr5J" }, @@ -1122,7 +1102,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -1136,7 +1116,14 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 5/5 [00:48<00:00, 9.68s/it]\n" + " 0%| | 0/5 [00:00EvaluateResponse(\n", "│ generations=[\n", - "│ │ {'generated_answer': 'The recipient of the IEEE Frank Rosenblatt Award in 2010 was Vladimir Vapnik'},\n", + "│ │ {'generated_answer': \"I'm not sure who received the IEEE Frank Rosenblatt Award in 2010.\"},\n", + "│ │ {'generated_answer': \"I'm not aware of the information about the 2018 Jerlov Award recipient.\"},\n", "│ │ {\n", - "│ │ │ 'generated_answer': \"I am unable to verify who was awarded the Oceanography Society's Jerlov Award in 2018.\"\n", + "│ │ │ 'generated_answer': \"Radcliffe College was a women's liberal arts college in Cambridge, Massachusetts. However, it merged with Harvard University in 1977 and is now known as the Radcliffe Institute for Advanced Study at Harvard University.\"\n", "│ │ },\n", + "│ │ {'generated_answer': 'I do not have information on the Leipzig 1877 tournament.'},\n", "│ │ {\n", - "│ │ │ 'generated_answer': \"Radcliffe College was a women's liberal arts college, but it has since been integrated into Harvard University.\"\n", - "│ │ },\n", - "│ │ {\n", - "│ │ │ 'generated_answer': \"The Leipzig 1877 tournament was organized in the honor of 50th anniversary of the first chess club in Germany (the Leipzig Chess Club's) founding and of the 50th anniversary of Paul Morphy's birth\"\n", - "│ │ },\n", - "│ │ {\n", - "│ │ │ 'generated_answer': \"Karl Küchler's 1908 guidebook states that Empress Elizabeth of Austria's favorite sculpture, which was made for her villa Achilleion at Corfu, depicted 'Dying Achilles'.\"\n", + "│ │ │ 'generated_answer': \"I am unable to verify what Empress Elizabeth of Austria's favorite sculpture depicted at her villa Achilleion at Corfu, according to Karl Küchler.\"\n", "│ │ }\n", "│ ],\n", "│ scores={\n", "│ │ 'llm-as-judge::405b-simpleqa': ScoringResult(\n", "│ │ │ aggregated_results={},\n", "│ │ │ score_rows=[\n", - "│ │ │ │ {'score': 'B', 'judge_feedback': 'B'},\n", + "│ │ │ │ {'score': 'C', 'judge_feedback': 'C'},\n", "│ │ │ │ {'score': 'C', 'judge_feedback': 'C'},\n", "│ │ │ │ {'score': 'A', 'judge_feedback': 'A'},\n", - "│ │ │ │ {'score': 'B', 'judge_feedback': 'B'},\n", - "│ │ │ │ {'score': 'B', 'judge_feedback': 'B'}\n", + "│ │ │ │ {'score': 'C', 'judge_feedback': 'C'},\n", + "│ │ │ │ {'score': 'C', 'judge_feedback': 'C'}\n", "│ │ │ ]\n", "│ │ )\n", "│ }\n", @@ -1176,29 +1159,25 @@ "text/plain": [ "\u001b[1;35mEvaluateResponse\u001b[0m\u001b[1m(\u001b[0m\n", "\u001b[2;32m│ \u001b[0m\u001b[33mgenerations\u001b[0m=\u001b[1m[\u001b[0m\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m'The recipient of the IEEE Frank Rosenblatt Award in 2010 was Vladimir Vapnik'\u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m\"I'm not sure who received the IEEE Frank Rosenblatt Award in 2010.\"\u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m\"I'm not aware of the information about the 2018 Jerlov Award recipient.\"\u001b[0m\u001b[1m}\u001b[0m,\n", "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", - "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m\"I am unable to verify who was awarded the Oceanography Society's Jerlov Award in 2018.\"\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m\"Radcliffe College was a women's liberal arts college in Cambridge, Massachusetts. However, it merged with Harvard University in 1977 and is now known as the Radcliffe Institute for Advanced Study at Harvard University.\"\u001b[0m\n", "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m'I do not have information on the Leipzig 1877 tournament.'\u001b[0m\u001b[1m}\u001b[0m,\n", "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", - "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m\"Radcliffe College was a women's liberal arts college, but it has since been integrated into Harvard University.\"\u001b[0m\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", - "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m\"The Leipzig 1877 tournament was organized in the honor of 50th anniversary of the first chess club in Germany \u001b[0m\u001b[32m(\u001b[0m\u001b[32mthe Leipzig Chess Club's\u001b[0m\u001b[32m)\u001b[0m\u001b[32m founding and of the 50th anniversary of Paul Morphy's birth\"\u001b[0m\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", - "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m\"Karl Küchler's 1908 guidebook states that Empress Elizabeth of Austria's favorite sculpture, which was made for her villa Achilleion at Corfu, depicted 'Dying Achilles'.\"\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m\"I am unable to verify what Empress Elizabeth of Austria's favorite sculpture depicted at her villa Achilleion at Corfu, according to Karl Küchler.\"\u001b[0m\n", "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m\n", "\u001b[2;32m│ \u001b[0m\u001b[1m]\u001b[0m,\n", "\u001b[2;32m│ \u001b[0m\u001b[33mscores\u001b[0m=\u001b[1m{\u001b[0m\n", "\u001b[2;32m│ │ \u001b[0m\u001b[32m'llm-as-judge::405b-simpleqa'\u001b[0m: \u001b[1;35mScoringResult\u001b[0m\u001b[1m(\u001b[0m\n", "\u001b[2;32m│ │ │ \u001b[0m\u001b[33maggregated_results\u001b[0m=\u001b[1m{\u001b[0m\u001b[1m}\u001b[0m,\n", "\u001b[2;32m│ │ │ \u001b[0m\u001b[33mscore_rows\u001b[0m=\u001b[1m[\u001b[0m\n", - "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1m{\u001b[0m\u001b[32m'score'\u001b[0m: \u001b[32m'B'\u001b[0m, \u001b[32m'judge_feedback'\u001b[0m: \u001b[32m'B'\u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1m{\u001b[0m\u001b[32m'score'\u001b[0m: \u001b[32m'C'\u001b[0m, \u001b[32m'judge_feedback'\u001b[0m: \u001b[32m'C'\u001b[0m\u001b[1m}\u001b[0m,\n", "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1m{\u001b[0m\u001b[32m'score'\u001b[0m: \u001b[32m'C'\u001b[0m, \u001b[32m'judge_feedback'\u001b[0m: \u001b[32m'C'\u001b[0m\u001b[1m}\u001b[0m,\n", "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1m{\u001b[0m\u001b[32m'score'\u001b[0m: \u001b[32m'A'\u001b[0m, \u001b[32m'judge_feedback'\u001b[0m: \u001b[32m'A'\u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1m{\u001b[0m\u001b[32m'score'\u001b[0m: \u001b[32m'B'\u001b[0m, \u001b[32m'judge_feedback'\u001b[0m: \u001b[32m'B'\u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1m{\u001b[0m\u001b[32m'score'\u001b[0m: \u001b[32m'B'\u001b[0m, \u001b[32m'judge_feedback'\u001b[0m: \u001b[32m'B'\u001b[0m\u001b[1m}\u001b[0m\n", + "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1m{\u001b[0m\u001b[32m'score'\u001b[0m: \u001b[32m'C'\u001b[0m, \u001b[32m'judge_feedback'\u001b[0m: \u001b[32m'C'\u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1m{\u001b[0m\u001b[32m'score'\u001b[0m: \u001b[32m'C'\u001b[0m, \u001b[32m'judge_feedback'\u001b[0m: \u001b[32m'C'\u001b[0m\u001b[1m}\u001b[0m\n", "\u001b[2;32m│ │ │ \u001b[0m\u001b[1m]\u001b[0m\n", "\u001b[2;32m│ │ \u001b[0m\u001b[1m)\u001b[0m\n", "\u001b[2;32m│ \u001b[0m\u001b[1m}\u001b[0m\n", @@ -1210,6 +1189,13 @@ } ], "source": [ + "# register 405B as LLM Judge model\n", + "client.models.register(\n", + " model_id=\"meta-llama/Llama-3.1-405B-Instruct\",\n", + " provider_model_id=\"meta-llama/Meta-Llama-3.1-405B-Instruct-Turbo\",\n", + " provider_id=\"together\",\n", + ")\n", + "\n", "client.eval_tasks.register(\n", " eval_task_id=\"meta-reference::simpleqa\",\n", " dataset_id=simpleqa_dataset_id,\n", @@ -1257,7 +1243,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 27, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -1271,7 +1257,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "5it [00:26, 5.29s/it]\n" + "5it [00:06, 1.33s/it]\n" ] }, { @@ -1280,27 +1266,25 @@ "
EvaluateResponse(\n",
               "│   generations=[\n",
               "│   │   {\n",
-              "│   │   │   'generated_answer': \"I'm sorry but I cannot find the recipient of the IEEE Frank Rosenblatt Award in 2010.\"\n",
+              "│   │   │   'generated_answer': 'The IEEE Frank Rosenblatt Award was given to Professor John Shawe-Taylor in 2010 for his contributions to the foundations of kernel methods.'\n",
               "│   │   },\n",
               "│   │   {\n",
-              "│   │   │   'generated_answer': \"I'm not sure who was awarded the Oceanography Society's Jerlov Award in 2018. Let me search for the information.\"\n",
+              "│   │   │   'generated_answer': 'The Jerlov Award is given by The Oceanography Society to recognize outstanding contributions to the field of ocean optics. The 2018 Jerlov Award was awarded to Dr. Kendall L. Carder.'\n",
               "│   │   },\n",
               "│   │   {\n",
-              "│   │   │   'generated_answer': \"The women's liberal arts college in Cambridge, Massachusetts is called Radcliffe College. However, in 1999, it merged with Harvard University and is now known as the Radcliffe Institute for Advanced Study at Harvard University.\"\n",
+              "│   │   │   'generated_answer': \"The women's liberal arts college in Cambridge, Massachusetts is Radcliffe College. However, in 1999, Radcliffe College merged with Harvard University to form the Radcliffe Institute for Advanced Study at Harvard University. The institute is still located in Cambridge, Massachusetts, and is dedicated to supporting women's education and research.\"\n",
               "│   │   },\n",
+              "│   │   {'generated_answer': 'The Leipzig 1877 tournament was organized in honor of Adolf Anderssen.'},\n",
               "│   │   {\n",
-              "│   │   │   'generated_answer': 'The 1877 Leipzig tournament was organized in honor of Anderssen, a German chess master.'\n",
-              "│   │   },\n",
-              "│   │   {\n",
-              "│   │   │   'generated_answer': \"Empress Elizabeth of Austria's favorite sculpture, made for her villa Achilleion at Corfu, depicted Achilles.\"\n",
+              "│   │   │   'generated_answer': \"According to Karl Küchler, Empress Elizabeth of Austria's favorite sculpture, which was made for her villa Achilleion at Corfu, depicted the Dying Achilles.\"\n",
               "│   │   }\n",
               "│   ],\n",
               "│   scores={\n",
               "│   │   'llm-as-judge::405b-simpleqa': ScoringResult(\n",
               "│   │   │   aggregated_results={},\n",
               "│   │   │   score_rows=[\n",
-              "│   │   │   │   {'score': 'C', 'judge_feedback': 'C.'},\n",
-              "│   │   │   │   {'score': 'C', 'judge_feedback': 'C'},\n",
+              "│   │   │   │   {'score': 'B', 'judge_feedback': 'B'},\n",
+              "│   │   │   │   {'score': 'B', 'judge_feedback': 'B'},\n",
               "│   │   │   │   {'score': 'A', 'judge_feedback': 'A'},\n",
               "│   │   │   │   {'score': 'A', 'judge_feedback': 'A'},\n",
               "│   │   │   │   {'score': 'B', 'judge_feedback': 'B'}\n",
@@ -1314,27 +1298,25 @@
               "\u001b[1;35mEvaluateResponse\u001b[0m\u001b[1m(\u001b[0m\n",
               "\u001b[2;32m│   \u001b[0m\u001b[33mgenerations\u001b[0m=\u001b[1m[\u001b[0m\n",
               "\u001b[2;32m│   │   \u001b[0m\u001b[1m{\u001b[0m\n",
-              "\u001b[2;32m│   │   │   \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m\"I'm sorry but I cannot find the recipient of the IEEE Frank Rosenblatt Award in 2010.\"\u001b[0m\n",
+              "\u001b[2;32m│   │   │   \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m'The IEEE Frank Rosenblatt Award was given to Professor John Shawe-Taylor in 2010 for his contributions to the foundations of kernel methods.'\u001b[0m\n",
               "\u001b[2;32m│   │   \u001b[0m\u001b[1m}\u001b[0m,\n",
               "\u001b[2;32m│   │   \u001b[0m\u001b[1m{\u001b[0m\n",
-              "\u001b[2;32m│   │   │   \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m\"I'm not sure who was awarded the Oceanography Society's Jerlov Award in 2018. Let me search for the information.\"\u001b[0m\n",
+              "\u001b[2;32m│   │   │   \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m'The Jerlov Award is given by The Oceanography Society to recognize outstanding contributions to the field of ocean optics. The 2018 Jerlov Award was awarded to Dr. Kendall L. Carder.'\u001b[0m\n",
               "\u001b[2;32m│   │   \u001b[0m\u001b[1m}\u001b[0m,\n",
               "\u001b[2;32m│   │   \u001b[0m\u001b[1m{\u001b[0m\n",
-              "\u001b[2;32m│   │   │   \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m\"The women's liberal arts college in Cambridge, Massachusetts is called Radcliffe College. However, in 1999, it merged with Harvard University and is now known as the Radcliffe Institute for Advanced Study at Harvard University.\"\u001b[0m\n",
+              "\u001b[2;32m│   │   │   \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m\"The women's liberal arts college in Cambridge, Massachusetts is Radcliffe College. However, in 1999, Radcliffe College merged with Harvard University to form the Radcliffe Institute for Advanced Study at Harvard University. The institute is still located in Cambridge, Massachusetts, and is dedicated to supporting women's education and research.\"\u001b[0m\n",
               "\u001b[2;32m│   │   \u001b[0m\u001b[1m}\u001b[0m,\n",
+              "\u001b[2;32m│   │   \u001b[0m\u001b[1m{\u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m'The Leipzig 1877 tournament was organized in honor of Adolf Anderssen.'\u001b[0m\u001b[1m}\u001b[0m,\n",
               "\u001b[2;32m│   │   \u001b[0m\u001b[1m{\u001b[0m\n",
-              "\u001b[2;32m│   │   │   \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m'The 1877 Leipzig tournament was organized in honor of Anderssen, a German chess master.'\u001b[0m\n",
-              "\u001b[2;32m│   │   \u001b[0m\u001b[1m}\u001b[0m,\n",
-              "\u001b[2;32m│   │   \u001b[0m\u001b[1m{\u001b[0m\n",
-              "\u001b[2;32m│   │   │   \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m\"Empress Elizabeth of Austria's favorite sculpture, made for her villa Achilleion at Corfu, depicted Achilles.\"\u001b[0m\n",
+              "\u001b[2;32m│   │   │   \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m\"According to Karl Küchler, Empress Elizabeth of Austria's favorite sculpture, which was made for her villa Achilleion at Corfu, depicted the Dying Achilles.\"\u001b[0m\n",
               "\u001b[2;32m│   │   \u001b[0m\u001b[1m}\u001b[0m\n",
               "\u001b[2;32m│   \u001b[0m\u001b[1m]\u001b[0m,\n",
               "\u001b[2;32m│   \u001b[0m\u001b[33mscores\u001b[0m=\u001b[1m{\u001b[0m\n",
               "\u001b[2;32m│   │   \u001b[0m\u001b[32m'llm-as-judge::405b-simpleqa'\u001b[0m: \u001b[1;35mScoringResult\u001b[0m\u001b[1m(\u001b[0m\n",
               "\u001b[2;32m│   │   │   \u001b[0m\u001b[33maggregated_results\u001b[0m=\u001b[1m{\u001b[0m\u001b[1m}\u001b[0m,\n",
               "\u001b[2;32m│   │   │   \u001b[0m\u001b[33mscore_rows\u001b[0m=\u001b[1m[\u001b[0m\n",
-              "\u001b[2;32m│   │   │   │   \u001b[0m\u001b[1m{\u001b[0m\u001b[32m'score'\u001b[0m: \u001b[32m'C'\u001b[0m, \u001b[32m'judge_feedback'\u001b[0m: \u001b[32m'C.'\u001b[0m\u001b[1m}\u001b[0m,\n",
-              "\u001b[2;32m│   │   │   │   \u001b[0m\u001b[1m{\u001b[0m\u001b[32m'score'\u001b[0m: \u001b[32m'C'\u001b[0m, \u001b[32m'judge_feedback'\u001b[0m: \u001b[32m'C'\u001b[0m\u001b[1m}\u001b[0m,\n",
+              "\u001b[2;32m│   │   │   │   \u001b[0m\u001b[1m{\u001b[0m\u001b[32m'score'\u001b[0m: \u001b[32m'B'\u001b[0m, \u001b[32m'judge_feedback'\u001b[0m: \u001b[32m'B'\u001b[0m\u001b[1m}\u001b[0m,\n",
+              "\u001b[2;32m│   │   │   │   \u001b[0m\u001b[1m{\u001b[0m\u001b[32m'score'\u001b[0m: \u001b[32m'B'\u001b[0m, \u001b[32m'judge_feedback'\u001b[0m: \u001b[32m'B'\u001b[0m\u001b[1m}\u001b[0m,\n",
               "\u001b[2;32m│   │   │   │   \u001b[0m\u001b[1m{\u001b[0m\u001b[32m'score'\u001b[0m: \u001b[32m'A'\u001b[0m, \u001b[32m'judge_feedback'\u001b[0m: \u001b[32m'A'\u001b[0m\u001b[1m}\u001b[0m,\n",
               "\u001b[2;32m│   │   │   │   \u001b[0m\u001b[1m{\u001b[0m\u001b[32m'score'\u001b[0m: \u001b[32m'A'\u001b[0m, \u001b[32m'judge_feedback'\u001b[0m: \u001b[32m'A'\u001b[0m\u001b[1m}\u001b[0m,\n",
               "\u001b[2;32m│   │   │   │   \u001b[0m\u001b[1m{\u001b[0m\u001b[32m'score'\u001b[0m: \u001b[32m'B'\u001b[0m, \u001b[32m'judge_feedback'\u001b[0m: \u001b[32m'B'\u001b[0m\u001b[1m}\u001b[0m\n",
@@ -1350,15 +1332,17 @@
       ],
       "source": [
         "agent_config = {\n",
-        "    \"model\": \"meta-llama/Llama-3.1-405B-Instruct\",\n",
-        "    \"instructions\": \"You are a helpful assistant\",\n",
-        "    \"sampling_params\": {\"strategy\": {\"type\": \"greedy\"}},\n",
-        "    \"tools\": [\n",
-        "        {\n",
-        "            \"type\": \"brave_search\",\n",
-        "            \"engine\": \"tavily\",\n",
-        "            \"api_key\": userdata.get(\"TAVILY_SEARCH_API_KEY\"),\n",
+        "    \"model\": \"meta-llama/Llama-3.3-70B-Instruct\",\n",
+        "    \"instructions\": \"You are a helpful assistant that have access to tool to search the web. \",\n",
+        "    \"sampling_params\": {\n",
+        "        \"strategy\": {\n",
+        "            \"type\": \"top_p\",\n",
+        "            \"temperature\": 0.5,\n",
+        "            \"top_p\": 0.9,\n",
         "        }\n",
+        "    },\n",
+        "    \"toolgroups\": [\n",
+        "        \"builtin::websearch\",\n",
         "    ],\n",
         "    \"tool_choice\": \"auto\",\n",
         "    \"tool_prompt_format\": \"json\",\n",
@@ -1381,6 +1365,13 @@
         ")\n",
         "pprint(response)\n"
       ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {},
+      "outputs": [],
+      "source": []
     }
   ],
   "metadata": {
@@ -1396,7 +1387,16 @@
       "name": "python3"
     },
     "language_info": {
-      "name": "python"
+      "codemirror_mode": {
+        "name": "ipython",
+        "version": 3
+      },
+      "file_extension": ".py",
+      "mimetype": "text/x-python",
+      "name": "python",
+      "nbconvert_exporter": "python",
+      "pygments_lexer": "ipython3",
+      "version": "3.10.16"
     },
     "widgets": {
       "application/vnd.jupyter.widget-state+json": {

From 53b5f6b24abdc8906fe2cb44352c229e83574b07 Mon Sep 17 00:00:00 2001
From: Dinesh Yeduguru 
Date: Fri, 17 Jan 2025 11:02:25 -0800
Subject: [PATCH 03/11] add json_schema_type to ParamType deps (#808)

# What does this PR do?

Add missing json_schema_type annotation to ParamType deps
---
 docs/resources/llama-stack-spec.html   | 320 +++++++++++++++----------
 docs/resources/llama-stack-spec.yaml   | 233 +++++++++++-------
 llama_stack/apis/common/type_system.py |  13 +-
 3 files changed, 355 insertions(+), 211 deletions(-)

diff --git a/docs/resources/llama-stack-spec.html b/docs/resources/llama-stack-spec.html
index 38cabdd3e..459a53888 100644
--- a/docs/resources/llama-stack-spec.html
+++ b/docs/resources/llama-stack-spec.html
@@ -6067,6 +6067,76 @@
                     "step"
                 ]
             },
+            "AgentTurnInputType": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "agent_turn_input",
+                        "default": "agent_turn_input"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type"
+                ]
+            },
+            "ArrayType": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "array",
+                        "default": "array"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type"
+                ]
+            },
+            "BooleanType": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "boolean",
+                        "default": "boolean"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type"
+                ]
+            },
+            "ChatCompletionInputType": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "chat_completion_input",
+                        "default": "chat_completion_input"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type"
+                ]
+            },
+            "CompletionInputType": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "completion_input",
+                        "default": "completion_input"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type"
+                ]
+            },
             "Dataset": {
                 "type": "object",
                 "properties": {
@@ -6130,150 +6200,110 @@
                     "metadata"
                 ]
             },
+            "JsonType": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "json",
+                        "default": "json"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type"
+                ]
+            },
+            "NumberType": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "number",
+                        "default": "number"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type"
+                ]
+            },
+            "ObjectType": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "object",
+                        "default": "object"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type"
+                ]
+            },
             "ParamType": {
                 "oneOf": [
                     {
-                        "type": "object",
-                        "properties": {
-                            "type": {
-                                "type": "string",
-                                "const": "string",
-                                "default": "string"
-                            }
-                        },
-                        "additionalProperties": false,
-                        "required": [
-                            "type"
-                        ]
+                        "$ref": "#/components/schemas/StringType"
                     },
                     {
-                        "type": "object",
-                        "properties": {
-                            "type": {
-                                "type": "string",
-                                "const": "number",
-                                "default": "number"
-                            }
-                        },
-                        "additionalProperties": false,
-                        "required": [
-                            "type"
-                        ]
+                        "$ref": "#/components/schemas/NumberType"
                     },
                     {
-                        "type": "object",
-                        "properties": {
-                            "type": {
-                                "type": "string",
-                                "const": "boolean",
-                                "default": "boolean"
-                            }
-                        },
-                        "additionalProperties": false,
-                        "required": [
-                            "type"
-                        ]
+                        "$ref": "#/components/schemas/BooleanType"
                     },
                     {
-                        "type": "object",
-                        "properties": {
-                            "type": {
-                                "type": "string",
-                                "const": "array",
-                                "default": "array"
-                            }
-                        },
-                        "additionalProperties": false,
-                        "required": [
-                            "type"
-                        ]
+                        "$ref": "#/components/schemas/ArrayType"
                     },
                     {
-                        "type": "object",
-                        "properties": {
-                            "type": {
-                                "type": "string",
-                                "const": "object",
-                                "default": "object"
-                            }
-                        },
-                        "additionalProperties": false,
-                        "required": [
-                            "type"
-                        ]
+                        "$ref": "#/components/schemas/ObjectType"
                     },
                     {
-                        "type": "object",
-                        "properties": {
-                            "type": {
-                                "type": "string",
-                                "const": "json",
-                                "default": "json"
-                            }
-                        },
-                        "additionalProperties": false,
-                        "required": [
-                            "type"
-                        ]
+                        "$ref": "#/components/schemas/JsonType"
                     },
                     {
-                        "type": "object",
-                        "properties": {
-                            "type": {
-                                "type": "string",
-                                "const": "union",
-                                "default": "union"
-                            }
-                        },
-                        "additionalProperties": false,
-                        "required": [
-                            "type"
-                        ]
+                        "$ref": "#/components/schemas/UnionType"
                     },
                     {
-                        "type": "object",
-                        "properties": {
-                            "type": {
-                                "type": "string",
-                                "const": "chat_completion_input",
-                                "default": "chat_completion_input"
-                            }
-                        },
-                        "additionalProperties": false,
-                        "required": [
-                            "type"
-                        ]
+                        "$ref": "#/components/schemas/ChatCompletionInputType"
                     },
                     {
-                        "type": "object",
-                        "properties": {
-                            "type": {
-                                "type": "string",
-                                "const": "completion_input",
-                                "default": "completion_input"
-                            }
-                        },
-                        "additionalProperties": false,
-                        "required": [
-                            "type"
-                        ]
+                        "$ref": "#/components/schemas/CompletionInputType"
                     },
                     {
-                        "type": "object",
-                        "properties": {
-                            "type": {
-                                "type": "string",
-                                "const": "agent_turn_input",
-                                "default": "agent_turn_input"
-                            }
-                        },
-                        "additionalProperties": false,
-                        "required": [
-                            "type"
-                        ]
+                        "$ref": "#/components/schemas/AgentTurnInputType"
                     }
                 ]
             },
+            "StringType": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "string",
+                        "default": "string"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type"
+                ]
+            },
+            "UnionType": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "union",
+                        "default": "union"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type"
+                ]
+            },
             "EvalTask": {
                 "type": "object",
                 "properties": {
@@ -8922,6 +8952,10 @@
             "name": "AgentTool",
             "description": ""
         },
+        {
+            "name": "AgentTurnInputType",
+            "description": ""
+        },
         {
             "name": "AgentTurnResponseEvent",
             "description": "Streamed agent execution response.\n\n"
@@ -8965,6 +8999,10 @@
             "name": "AppendRowsRequest",
             "description": ""
         },
+        {
+            "name": "ArrayType",
+            "description": ""
+        },
         {
             "name": "BasicScoringFnParams",
             "description": ""
@@ -8992,6 +9030,10 @@
             "name": "BenchmarkEvalTaskConfig",
             "description": ""
         },
+        {
+            "name": "BooleanType",
+            "description": ""
+        },
         {
             "name": "BuiltinTool",
             "description": ""
@@ -9000,6 +9042,10 @@
             "name": "CancelTrainingJobRequest",
             "description": ""
         },
+        {
+            "name": "ChatCompletionInputType",
+            "description": ""
+        },
         {
             "name": "ChatCompletionRequest",
             "description": ""
@@ -9024,6 +9070,10 @@
             "name": "Checkpoint",
             "description": "Checkpoint created during training runs\n\n"
         },
+        {
+            "name": "CompletionInputType",
+            "description": ""
+        },
         {
             "name": "CompletionMessage",
             "description": ""
@@ -9166,6 +9216,10 @@
             "name": "JobStatus",
             "description": ""
         },
+        {
+            "name": "JsonType",
+            "description": ""
+        },
         {
             "name": "KeyValueMemoryBank",
             "description": ""
@@ -9283,6 +9337,14 @@
         {
             "name": "Models"
         },
+        {
+            "name": "NumberType",
+            "description": ""
+        },
+        {
+            "name": "ObjectType",
+            "description": ""
+        },
         {
             "name": "OptimizerConfig",
             "description": ""
@@ -9490,6 +9552,10 @@
             "name": "StopReason",
             "description": ""
         },
+        {
+            "name": "StringType",
+            "description": ""
+        },
         {
             "name": "StructuredLogEvent",
             "description": ""
@@ -9622,6 +9688,10 @@
             "name": "URL",
             "description": ""
         },
+        {
+            "name": "UnionType",
+            "description": ""
+        },
         {
             "name": "UnstructuredLogEvent",
             "description": ""
@@ -9682,6 +9752,7 @@
                 "AgentSessionCreateResponse",
                 "AgentStepResponse",
                 "AgentTool",
+                "AgentTurnInputType",
                 "AgentTurnResponseEvent",
                 "AgentTurnResponseStepCompletePayload",
                 "AgentTurnResponseStepProgressPayload",
@@ -9692,20 +9763,24 @@
                 "AggregationFunctionType",
                 "AppEvalTaskConfig",
                 "AppendRowsRequest",
+                "ArrayType",
                 "BasicScoringFnParams",
                 "BatchChatCompletionRequest",
                 "BatchChatCompletionResponse",
                 "BatchCompletionRequest",
                 "BatchCompletionResponse",
                 "BenchmarkEvalTaskConfig",
+                "BooleanType",
                 "BuiltinTool",
                 "CancelTrainingJobRequest",
+                "ChatCompletionInputType",
                 "ChatCompletionRequest",
                 "ChatCompletionResponse",
                 "ChatCompletionResponseEvent",
                 "ChatCompletionResponseEventType",
                 "ChatCompletionResponseStreamChunk",
                 "Checkpoint",
+                "CompletionInputType",
                 "CompletionMessage",
                 "CompletionRequest",
                 "CompletionResponse",
@@ -9737,6 +9812,7 @@
                 "InvokeToolRequest",
                 "Job",
                 "JobStatus",
+                "JsonType",
                 "KeyValueMemoryBank",
                 "KeyValueMemoryBankParams",
                 "KeywordMemoryBank",
@@ -9764,6 +9840,8 @@
                 "Model",
                 "ModelCandidate",
                 "ModelType",
+                "NumberType",
+                "ObjectType",
                 "OptimizerConfig",
                 "OptimizerType",
                 "PaginatedRowsResult",
@@ -9812,6 +9890,7 @@
                 "SpanStatus",
                 "SpanWithStatus",
                 "StopReason",
+                "StringType",
                 "StructuredLogEvent",
                 "SupervisedFineTuneRequest",
                 "SyntheticDataGenerateRequest",
@@ -9842,6 +9921,7 @@
                 "TrainingConfig",
                 "Turn",
                 "URL",
+                "UnionType",
                 "UnstructuredLogEvent",
                 "UserMessage",
                 "VectorMemoryBank",
diff --git a/docs/resources/llama-stack-spec.yaml b/docs/resources/llama-stack-spec.yaml
index 75bc25e94..9aeac6db3 100644
--- a/docs/resources/llama-stack-spec.yaml
+++ b/docs/resources/llama-stack-spec.yaml
@@ -105,6 +105,16 @@ components:
         - name
         - args
         type: object
+    AgentTurnInputType:
+      additionalProperties: false
+      properties:
+        type:
+          const: agent_turn_input
+          default: agent_turn_input
+          type: string
+      required:
+      - type
+      type: object
     AgentTurnResponseEvent:
       additionalProperties: false
       properties:
@@ -290,6 +300,16 @@ components:
       - dataset_id
       - rows
       type: object
+    ArrayType:
+      additionalProperties: false
+      properties:
+        type:
+          const: array
+          default: array
+          type: string
+      required:
+      - type
+      type: object
     BasicScoringFnParams:
       additionalProperties: false
       properties:
@@ -395,6 +415,16 @@ components:
       - type
       - eval_candidate
       type: object
+    BooleanType:
+      additionalProperties: false
+      properties:
+        type:
+          const: boolean
+          default: boolean
+          type: string
+      required:
+      - type
+      type: object
     BuiltinTool:
       enum:
       - brave_search
@@ -410,6 +440,16 @@ components:
       required:
       - job_uuid
       type: object
+    ChatCompletionInputType:
+      additionalProperties: false
+      properties:
+        type:
+          const: chat_completion_input
+          default: chat_completion_input
+          type: string
+      required:
+      - type
+      type: object
     ChatCompletionRequest:
       additionalProperties: false
       properties:
@@ -492,6 +532,16 @@ components:
       type: object
     Checkpoint:
       description: Checkpoint created during training runs
+    CompletionInputType:
+      additionalProperties: false
+      properties:
+        type:
+          const: completion_input
+          default: completion_input
+          type: string
+      required:
+      - type
+      type: object
     CompletionMessage:
       additionalProperties: false
       properties:
@@ -1007,6 +1057,16 @@ components:
       - failed
       - scheduled
       type: string
+    JsonType:
+      additionalProperties: false
+      properties:
+        type:
+          const: json
+          default: json
+          type: string
+      required:
+      - type
+      type: object
     KeyValueMemoryBank:
       additionalProperties: false
       properties:
@@ -1440,6 +1500,26 @@ components:
       - llm
       - embedding
       type: string
+    NumberType:
+      additionalProperties: false
+      properties:
+        type:
+          const: number
+          default: number
+          type: string
+      required:
+      - type
+      type: object
+    ObjectType:
+      additionalProperties: false
+      properties:
+        type:
+          const: object
+          default: object
+          type: string
+      required:
+      - type
+      type: object
     OptimizerConfig:
       additionalProperties: false
       properties:
@@ -1488,96 +1568,16 @@ components:
       type: object
     ParamType:
       oneOf:
-      - additionalProperties: false
-        properties:
-          type:
-            const: string
-            default: string
-            type: string
-        required:
-        - type
-        type: object
-      - additionalProperties: false
-        properties:
-          type:
-            const: number
-            default: number
-            type: string
-        required:
-        - type
-        type: object
-      - additionalProperties: false
-        properties:
-          type:
-            const: boolean
-            default: boolean
-            type: string
-        required:
-        - type
-        type: object
-      - additionalProperties: false
-        properties:
-          type:
-            const: array
-            default: array
-            type: string
-        required:
-        - type
-        type: object
-      - additionalProperties: false
-        properties:
-          type:
-            const: object
-            default: object
-            type: string
-        required:
-        - type
-        type: object
-      - additionalProperties: false
-        properties:
-          type:
-            const: json
-            default: json
-            type: string
-        required:
-        - type
-        type: object
-      - additionalProperties: false
-        properties:
-          type:
-            const: union
-            default: union
-            type: string
-        required:
-        - type
-        type: object
-      - additionalProperties: false
-        properties:
-          type:
-            const: chat_completion_input
-            default: chat_completion_input
-            type: string
-        required:
-        - type
-        type: object
-      - additionalProperties: false
-        properties:
-          type:
-            const: completion_input
-            default: completion_input
-            type: string
-        required:
-        - type
-        type: object
-      - additionalProperties: false
-        properties:
-          type:
-            const: agent_turn_input
-            default: agent_turn_input
-            type: string
-        required:
-        - type
-        type: object
+      - $ref: '#/components/schemas/StringType'
+      - $ref: '#/components/schemas/NumberType'
+      - $ref: '#/components/schemas/BooleanType'
+      - $ref: '#/components/schemas/ArrayType'
+      - $ref: '#/components/schemas/ObjectType'
+      - $ref: '#/components/schemas/JsonType'
+      - $ref: '#/components/schemas/UnionType'
+      - $ref: '#/components/schemas/ChatCompletionInputType'
+      - $ref: '#/components/schemas/CompletionInputType'
+      - $ref: '#/components/schemas/AgentTurnInputType'
     PostTrainingJob:
       additionalProperties: false
       properties:
@@ -2479,6 +2479,16 @@ components:
       - end_of_message
       - out_of_tokens
       type: string
+    StringType:
+      additionalProperties: false
+      properties:
+        type:
+          const: string
+          default: string
+          type: string
+      required:
+      - type
+      type: object
     StructuredLogEvent:
       additionalProperties: false
       properties:
@@ -3131,6 +3141,16 @@ components:
       required:
       - uri
       type: object
+    UnionType:
+      additionalProperties: false
+      properties:
+        type:
+          const: union
+          default: union
+          type: string
+      required:
+      - type
+      type: object
     UnstructuredLogEvent:
       additionalProperties: false
       properties:
@@ -5588,6 +5608,9 @@ tags:
   name: AgentStepResponse
 - description: 
   name: AgentTool
+- description: 
+  name: AgentTurnInputType
 - description: 'Streamed agent execution response.
 
 
@@ -5624,6 +5647,8 @@ tags:
 - description: 
   name: AppendRowsRequest
+- description: 
+  name: ArrayType
 - description: 
   name: BasicScoringFnParams
@@ -5643,11 +5668,16 @@ tags:
 - description: 
   name: BenchmarkEvalTaskConfig
+- description: 
+  name: BooleanType
 - description: 
   name: BuiltinTool
 - description: 
   name: CancelTrainingJobRequest
+- description: 
+  name: ChatCompletionInputType
 - description: 
   name: ChatCompletionRequest
@@ -5676,6 +5706,9 @@ tags:
 
     '
   name: Checkpoint
+- description: 
+  name: CompletionInputType
 - description: 
   name: CompletionMessage
@@ -5770,6 +5803,8 @@ tags:
   name: Job
 - description: 
   name: JobStatus
+- description: 
+  name: JsonType
 - description: 
   name: KeyValueMemoryBank
@@ -5847,6 +5882,10 @@ tags:
 - description: 
   name: ModelType
 - name: Models
+- description: 
+  name: NumberType
+- description: 
+  name: ObjectType
 - description: 
   name: OptimizerConfig
@@ -5988,6 +6027,8 @@ tags:
   name: SpanWithStatus
 - description: 
   name: StopReason
+- description: 
+  name: StringType
 - description: 
   name: StructuredLogEvent
@@ -6080,6 +6121,8 @@ tags:
   name: Turn
 - description: 
   name: URL
+- description: 
+  name: UnionType
 - description: 
   name: UnstructuredLogEvent
@@ -6126,6 +6169,7 @@ x-tagGroups:
   - AgentSessionCreateResponse
   - AgentStepResponse
   - AgentTool
+  - AgentTurnInputType
   - AgentTurnResponseEvent
   - AgentTurnResponseStepCompletePayload
   - AgentTurnResponseStepProgressPayload
@@ -6136,20 +6180,24 @@ x-tagGroups:
   - AggregationFunctionType
   - AppEvalTaskConfig
   - AppendRowsRequest
+  - ArrayType
   - BasicScoringFnParams
   - BatchChatCompletionRequest
   - BatchChatCompletionResponse
   - BatchCompletionRequest
   - BatchCompletionResponse
   - BenchmarkEvalTaskConfig
+  - BooleanType
   - BuiltinTool
   - CancelTrainingJobRequest
+  - ChatCompletionInputType
   - ChatCompletionRequest
   - ChatCompletionResponse
   - ChatCompletionResponseEvent
   - ChatCompletionResponseEventType
   - ChatCompletionResponseStreamChunk
   - Checkpoint
+  - CompletionInputType
   - CompletionMessage
   - CompletionRequest
   - CompletionResponse
@@ -6181,6 +6229,7 @@ x-tagGroups:
   - InvokeToolRequest
   - Job
   - JobStatus
+  - JsonType
   - KeyValueMemoryBank
   - KeyValueMemoryBankParams
   - KeywordMemoryBank
@@ -6208,6 +6257,8 @@ x-tagGroups:
   - Model
   - ModelCandidate
   - ModelType
+  - NumberType
+  - ObjectType
   - OptimizerConfig
   - OptimizerType
   - PaginatedRowsResult
@@ -6256,6 +6307,7 @@ x-tagGroups:
   - SpanStatus
   - SpanWithStatus
   - StopReason
+  - StringType
   - StructuredLogEvent
   - SupervisedFineTuneRequest
   - SyntheticDataGenerateRequest
@@ -6286,6 +6338,7 @@ x-tagGroups:
   - TrainingConfig
   - Turn
   - URL
+  - UnionType
   - UnstructuredLogEvent
   - UserMessage
   - VectorMemoryBank
diff --git a/llama_stack/apis/common/type_system.py b/llama_stack/apis/common/type_system.py
index e76cfde13..fa9c5e92e 100644
--- a/llama_stack/apis/common/type_system.py
+++ b/llama_stack/apis/common/type_system.py
@@ -6,54 +6,65 @@
 
 from typing import Literal, Union
 
-from llama_models.schema_utils import register_schema
+from llama_models.schema_utils import json_schema_type, register_schema
 from pydantic import BaseModel, Field
 from typing_extensions import Annotated
 
 
+@json_schema_type
 class StringType(BaseModel):
     type: Literal["string"] = "string"
 
 
+@json_schema_type
 class NumberType(BaseModel):
     type: Literal["number"] = "number"
 
 
+@json_schema_type
 class BooleanType(BaseModel):
     type: Literal["boolean"] = "boolean"
 
 
+@json_schema_type
 class ArrayType(BaseModel):
     type: Literal["array"] = "array"
 
 
+@json_schema_type
 class ObjectType(BaseModel):
     type: Literal["object"] = "object"
 
 
+@json_schema_type
 class JsonType(BaseModel):
     type: Literal["json"] = "json"
 
 
+@json_schema_type
 class UnionType(BaseModel):
     type: Literal["union"] = "union"
 
 
+@json_schema_type
 class ChatCompletionInputType(BaseModel):
     # expects List[Message] for messages
     type: Literal["chat_completion_input"] = "chat_completion_input"
 
 
+@json_schema_type
 class CompletionInputType(BaseModel):
     # expects InterleavedTextMedia for content
     type: Literal["completion_input"] = "completion_input"
 
 
+@json_schema_type
 class AgentTurnInputType(BaseModel):
     # expects List[Message] for messages (may also include attachments?)
     type: Literal["agent_turn_input"] = "agent_turn_input"
 
 
+@json_schema_type
 class DialogType(BaseModel):
     # expects List[Message] for messages
     # this type semantically contains the output label whereas ChatCompletionInputType does not

From e1decaec9d7d88e313eed6e4a75113b909573d5a Mon Sep 17 00:00:00 2001
From: Paul McCarthy 
Date: Fri, 17 Jan 2025 19:15:55 +0000
Subject: [PATCH 04/11] Fixing small typo in quick start guide (#807)

# What does this PR do?

Fixing small typo in the quick start guide

## Before submitting

- [x] This PR fixes a typo or improves the docs (you can dismiss the
other checks if that's the case).
---
 docs/source/getting_started/index.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/source/getting_started/index.md b/docs/source/getting_started/index.md
index d7c3fe9e5..602b5a635 100644
--- a/docs/source/getting_started/index.md
+++ b/docs/source/getting_started/index.md
@@ -1,6 +1,6 @@
 # Quick Start
 
-In this guide, we'll through how you can use the Llama Stack client SDK to build a simple RAG agent.
+In this guide, we'll walk through how you can use the Llama Stack client SDK to build a simple RAG agent.
 
 The most critical requirement for running the agent is running inference on the underlying Llama model. Depending on what hardware (GPUs) you have available, you have various options. We will use `Ollama` for this purpose as it is the easiest to get started with and yet robust.
 

From 1f60c0286d6af703bb7926102968cbaa5d66cf0c Mon Sep 17 00:00:00 2001
From: Aidan Do 
Date: Sat, 18 Jan 2025 09:34:29 +1100
Subject: [PATCH 05/11] cannot import name 'GreedySamplingStrategy' (#806)

# What does this PR do?

Fixes error when running an provider using openai_compat.py

```python
Traceback (most recent call last):
  File "/home/ubuntu/miniconda3/envs/llamastack-vllm/lib/python3.10/runpy.py", line 196, in _run_module_as_main
    return _run_code(code, main_globals, None,
  File "/home/ubuntu/miniconda3/envs/llamastack-vllm/lib/python3.10/runpy.py", line 86, in _run_code
    exec(code, run_globals)
  File "/home/ubuntu/us-south-2/llama-stack/llama_stack/distribution/server/server.py", line 426, in 
    main()
  File "/home/ubuntu/us-south-2/llama-stack/llama_stack/distribution/server/server.py", line 349, in main
    impls = asyncio.run(construct_stack(config))
  File "/home/ubuntu/miniconda3/envs/llamastack-vllm/lib/python3.10/asyncio/runners.py", line 44, in run
    return loop.run_until_complete(main)
  File "/home/ubuntu/miniconda3/envs/llamastack-vllm/lib/python3.10/asyncio/base_events.py", line 649, in run_until_complete
    return future.result()
  File "/home/ubuntu/us-south-2/llama-stack/llama_stack/distribution/stack.py", line 207, in construct_stack
    impls = await resolve_impls(
  File "/home/ubuntu/us-south-2/llama-stack/llama_stack/distribution/resolver.py", line 239, in resolve_impls
    impl = await instantiate_provider(
  File "/home/ubuntu/us-south-2/llama-stack/llama_stack/distribution/resolver.py", line 330, in instantiate_provider
    impl = await fn(*args)
  File "/home/ubuntu/us-south-2/llama-stack/llama_stack/providers/remote/inference/vllm/__init__.py", line 11, in get_adapter_impl
    from .vllm import VLLMInferenceAdapter
  File "/home/ubuntu/us-south-2/llama-stack/llama_stack/providers/remote/inference/vllm/vllm.py", line 39, in 
    from llama_stack.providers.utils.inference.openai_compat import (
  File "/home/ubuntu/us-south-2/llama-stack/llama_stack/providers/utils/inference/openai_compat.py", line 11, in 
    from llama_models.llama3.api.datatypes import (
ImportError: cannot import name 'GreedySamplingStrategy' from 'llama_models.llama3.api.datatypes' (/home/ubuntu/miniconda3/envs/llamastack-vllm/lib/python3.10/site-packages/llama_models/llama3/api/datatypes.py)
++ error_handler 61
++ echo 'Error occurred in script at line: 61'
Error occurred in script at line: 61
++ exit 1
```

## Test Plan

```bash
conda create --name llamastack-vllm python=3.10
conda activate llamastack-vllm

# To sync with the current llama-models repo
pip install -e git+https://github.com/meta-llama/llama-models.git#egg=llama-models

export INFERENCE_MODEL=unsloth/Llama-3.3-70B-Instruct-bnb-4bit && \
pip install -e . && \
llama stack build --template remote-vllm --image-type conda && \
llama stack run ./distributions/remote-vllm/run.yaml \
  --port 5000 \
  --env INFERENCE_MODEL=$INFERENCE_MODEL \
  --env VLLM_URL=http://localhost:8000
```

## Before submitting

- [ ] This PR fixes a typo or improves the docs (you can dismiss the
other checks if that's the case).
- [ ] Ran pre-commit to handle lint / formatting issues.
- [x] Read the [contributor
guideline](https://github.com/meta-llama/llama-stack/blob/main/CONTRIBUTING.md),
      Pull Request section?
- [ ] Updated relevant documentation.
- [ ] Wrote necessary unit or integration tests.
---
 llama_stack/providers/utils/inference/openai_compat.py | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/llama_stack/providers/utils/inference/openai_compat.py b/llama_stack/providers/utils/inference/openai_compat.py
index f6350ed51..127fd19f3 100644
--- a/llama_stack/providers/utils/inference/openai_compat.py
+++ b/llama_stack/providers/utils/inference/openai_compat.py
@@ -6,15 +6,15 @@
 
 from typing import AsyncGenerator, Dict, List, Optional
 
-from llama_models.llama3.api.chat_format import ChatFormat
-
-from llama_models.llama3.api.datatypes import (
+from llama_models.datatypes import (
     GreedySamplingStrategy,
     SamplingParams,
-    StopReason,
     TopKSamplingStrategy,
     TopPSamplingStrategy,
 )
+
+from llama_models.llama3.api.chat_format import ChatFormat
+from llama_models.llama3.api.datatypes import StopReason
 from pydantic import BaseModel
 
 from llama_stack.apis.common.content_types import (

From eb60f04f86a1b9da20e64f6d466f8445416a0c95 Mon Sep 17 00:00:00 2001
From: Ashwin Bharambe 
Date: Fri, 17 Jan 2025 15:26:53 -0800
Subject: [PATCH 06/11] optional api dependencies (#793)

Co-authored-by: Dinesh Yeduguru 
---
 llama_stack/distribution/resolver.py                     | 9 +++++++--
 llama_stack/providers/datatypes.py                       | 3 +++
 .../inline/telemetry/meta_reference/telemetry.py         | 2 +-
 llama_stack/providers/registry/telemetry.py              | 2 +-
 llama_stack/providers/utils/telemetry/dataset_mixin.py   | 3 +++
 5 files changed, 15 insertions(+), 4 deletions(-)

diff --git a/llama_stack/distribution/resolver.py b/llama_stack/distribution/resolver.py
index d7e947a46..204555b16 100644
--- a/llama_stack/distribution/resolver.py
+++ b/llama_stack/distribution/resolver.py
@@ -145,7 +145,9 @@ async def resolve_impls(
                 log.warning(
                     f"Provider `{provider.provider_type}` for API `{api}` is deprecated and will be removed in a future release: {p.deprecation_warning}",
                 )
-            p.deps__ = [a.value for a in p.api_dependencies]
+            p.deps__ = [a.value for a in p.api_dependencies] + [
+                a.value for a in p.optional_api_dependencies
+            ]
             spec = ProviderWithSpec(
                 spec=p,
                 **(provider.model_dump()),
@@ -229,6 +231,9 @@ async def resolve_impls(
     inner_impls_by_provider_id = {f"inner-{x.value}": {} for x in router_apis}
     for api_str, provider in sorted_providers:
         deps = {a: impls[a] for a in provider.spec.api_dependencies}
+        for a in provider.spec.optional_api_dependencies:
+            if a in impls:
+                deps[a] = impls[a]
 
         inner_impls = {}
         if isinstance(provider.spec, RoutingTableProviderSpec):
@@ -265,7 +270,7 @@ def topological_sort(
                 deps.append(dep)
 
         for dep in deps:
-            if dep not in visited:
+            if dep not in visited and dep in providers_with_specs:
                 dfs((dep, providers_with_specs[dep]), visited, stack)
 
         stack.append(api_str)
diff --git a/llama_stack/providers/datatypes.py b/llama_stack/providers/datatypes.py
index ce0c9f52e..3e64a62a1 100644
--- a/llama_stack/providers/datatypes.py
+++ b/llama_stack/providers/datatypes.py
@@ -96,6 +96,9 @@ class ProviderSpec(BaseModel):
         default_factory=list,
         description="Higher-level API surfaces may depend on other providers to provide their functionality",
     )
+    optional_api_dependencies: List[Api] = Field(
+        default_factory=list,
+    )
     deprecation_warning: Optional[str] = Field(
         default=None,
         description="If this provider is deprecated, specify the warning message here",
diff --git a/llama_stack/providers/inline/telemetry/meta_reference/telemetry.py b/llama_stack/providers/inline/telemetry/meta_reference/telemetry.py
index 4875f8cf0..aeeed1ac0 100644
--- a/llama_stack/providers/inline/telemetry/meta_reference/telemetry.py
+++ b/llama_stack/providers/inline/telemetry/meta_reference/telemetry.py
@@ -72,7 +72,7 @@ def is_tracing_enabled(tracer):
 class TelemetryAdapter(TelemetryDatasetMixin, Telemetry):
     def __init__(self, config: TelemetryConfig, deps: Dict[str, Any]) -> None:
         self.config = config
-        self.datasetio_api = deps[Api.datasetio]
+        self.datasetio_api = deps.get(Api.datasetio)
 
         resource = Resource.create(
             {
diff --git a/llama_stack/providers/registry/telemetry.py b/llama_stack/providers/registry/telemetry.py
index ba7e2f806..f3b41374c 100644
--- a/llama_stack/providers/registry/telemetry.py
+++ b/llama_stack/providers/registry/telemetry.py
@@ -24,7 +24,7 @@ def available_providers() -> List[ProviderSpec]:
                 "opentelemetry-sdk",
                 "opentelemetry-exporter-otlp-proto-http",
             ],
-            api_dependencies=[Api.datasetio],
+            optional_api_dependencies=[Api.datasetio],
             module="llama_stack.providers.inline.telemetry.meta_reference",
             config_class="llama_stack.providers.inline.telemetry.meta_reference.config.TelemetryConfig",
         ),
diff --git a/llama_stack/providers/utils/telemetry/dataset_mixin.py b/llama_stack/providers/utils/telemetry/dataset_mixin.py
index 6806f39aa..a2bfdcb87 100644
--- a/llama_stack/providers/utils/telemetry/dataset_mixin.py
+++ b/llama_stack/providers/utils/telemetry/dataset_mixin.py
@@ -22,6 +22,9 @@ class TelemetryDatasetMixin:
         dataset_id: str,
         max_depth: Optional[int] = None,
     ) -> None:
+        if self.datasetio_api is None:
+            raise RuntimeError("DatasetIO API not available")
+
         spans = await self.query_spans(
             attribute_filters=attribute_filters,
             attributes_to_return=attributes_to_save,

From 9d005154d7e9f4d39124f1f9b7ca089c5500b9b1 Mon Sep 17 00:00:00 2001
From: Xi Yan 
Date: Fri, 17 Jan 2025 15:34:29 -0800
Subject: [PATCH 07/11] fix vllm template (#813)

# What does this PR do?

- Fix vLLM template to resolve
https://github.com/meta-llama/llama-stack/issues/805
- Fix agents test with shields

## Test Plan

```
vllm serve meta-llama/Llama-3.1-8B-Instruct
VLLM_URL="http://localhost:8000/v1" INFERENCE_MODEL="meta-llama/Llama-3.1-8B-Instruct" llama stack run ./llama_stack/templates/remote-vllm/run.yaml
```

```
LLAMA_STACK_BASE_URL=http://localhost:8321 pytest -v ./tests/client-sdk/
```

image


- custom tool flaky due to model outputs
- /completions API not implemented

**Vision Model**
- 11B-Vision-Instruct
image


## Sources

Please link relevant resources if necessary.


## Before submitting

- [ ] This PR fixes a typo or improves the docs (you can dismiss the
other checks if that's the case).
- [ ] Ran pre-commit to handle lint / formatting issues.
- [ ] Read the [contributor
guideline](https://github.com/meta-llama/llama-stack/blob/main/CONTRIBUTING.md),
      Pull Request section?
- [ ] Updated relevant documentation.
- [ ] Wrote necessary unit or integration tests.
---
 distributions/dependencies.json               | 500 +++++++++---------
 .../self_hosted_distro/remote-vllm.md         |   3 +
 llama_stack/templates/remote-vllm/build.yaml  |   9 +
 .../remote-vllm/run-with-safety.yaml          |  25 +
 llama_stack/templates/remote-vllm/run.yaml    |  25 +
 llama_stack/templates/remote-vllm/vllm.py     |   3 +
 tests/client-sdk/agents/test_agents.py        |   3 +-
 7 files changed, 318 insertions(+), 250 deletions(-)

diff --git a/distributions/dependencies.json b/distributions/dependencies.json
index d6d60ef7c..c3d643695 100644
--- a/distributions/dependencies.json
+++ b/distributions/dependencies.json
@@ -1,4 +1,104 @@
 {
+  "bedrock": [
+    "aiosqlite",
+    "autoevals",
+    "blobfile",
+    "boto3",
+    "chardet",
+    "chromadb-client",
+    "datasets",
+    "faiss-cpu",
+    "fastapi",
+    "fire",
+    "httpx",
+    "matplotlib",
+    "nltk",
+    "numpy",
+    "openai",
+    "opentelemetry-exporter-otlp-proto-http",
+    "opentelemetry-sdk",
+    "pandas",
+    "pillow",
+    "psycopg2-binary",
+    "pypdf",
+    "redis",
+    "requests",
+    "scikit-learn",
+    "scipy",
+    "sentencepiece",
+    "tqdm",
+    "transformers",
+    "uvicorn",
+    "sentence-transformers --no-deps",
+    "torch --index-url https://download.pytorch.org/whl/cpu"
+  ],
+  "fireworks": [
+    "aiosqlite",
+    "autoevals",
+    "blobfile",
+    "chardet",
+    "chromadb-client",
+    "datasets",
+    "faiss-cpu",
+    "fastapi",
+    "fire",
+    "fireworks-ai",
+    "httpx",
+    "matplotlib",
+    "nltk",
+    "numpy",
+    "openai",
+    "opentelemetry-exporter-otlp-proto-http",
+    "opentelemetry-sdk",
+    "pandas",
+    "pillow",
+    "psycopg2-binary",
+    "pypdf",
+    "redis",
+    "requests",
+    "scikit-learn",
+    "scipy",
+    "sentencepiece",
+    "tqdm",
+    "transformers",
+    "uvicorn",
+    "sentence-transformers --no-deps",
+    "torch --index-url https://download.pytorch.org/whl/cpu"
+  ],
+  "hf-endpoint": [
+    "aiohttp",
+    "aiosqlite",
+    "autoevals",
+    "blobfile",
+    "chardet",
+    "chromadb-client",
+    "datasets",
+    "faiss-cpu",
+    "fastapi",
+    "fire",
+    "httpx",
+    "huggingface_hub",
+    "matplotlib",
+    "nltk",
+    "numpy",
+    "openai",
+    "opentelemetry-exporter-otlp-proto-http",
+    "opentelemetry-sdk",
+    "pandas",
+    "pillow",
+    "psycopg2-binary",
+    "pypdf",
+    "redis",
+    "requests",
+    "scikit-learn",
+    "scipy",
+    "sentencepiece",
+    "tqdm",
+    "transformers",
+    "uvicorn",
+    "sentence-transformers --no-deps",
+    "torch --index-url https://download.pytorch.org/whl/cpu"
+  ],
   "hf-serverless": [
     "aiohttp",
     "aiosqlite",
@@ -33,6 +133,154 @@
     "sentence-transformers --no-deps",
     "torch --index-url https://download.pytorch.org/whl/cpu"
   ],
+  "meta-reference-gpu": [
+    "accelerate",
+    "aiosqlite",
+    "autoevals",
+    "blobfile",
+    "chardet",
+    "chromadb-client",
+    "datasets",
+    "fairscale",
+    "faiss-cpu",
+    "fastapi",
+    "fire",
+    "httpx",
+    "lm-format-enforcer",
+    "matplotlib",
+    "nltk",
+    "numpy",
+    "openai",
+    "opentelemetry-exporter-otlp-proto-http",
+    "opentelemetry-sdk",
+    "pandas",
+    "pillow",
+    "psycopg2-binary",
+    "pypdf",
+    "redis",
+    "requests",
+    "scikit-learn",
+    "scipy",
+    "sentence-transformers",
+    "sentencepiece",
+    "torch",
+    "torchvision",
+    "tqdm",
+    "transformers",
+    "uvicorn",
+    "zmq",
+    "sentence-transformers --no-deps",
+    "torch --index-url https://download.pytorch.org/whl/cpu"
+  ],
+  "meta-reference-quantized-gpu": [
+    "accelerate",
+    "aiosqlite",
+    "autoevals",
+    "blobfile",
+    "chardet",
+    "chromadb-client",
+    "datasets",
+    "fairscale",
+    "faiss-cpu",
+    "fastapi",
+    "fbgemm-gpu",
+    "fire",
+    "httpx",
+    "lm-format-enforcer",
+    "matplotlib",
+    "nltk",
+    "numpy",
+    "openai",
+    "opentelemetry-exporter-otlp-proto-http",
+    "opentelemetry-sdk",
+    "pandas",
+    "pillow",
+    "psycopg2-binary",
+    "pypdf",
+    "redis",
+    "requests",
+    "scikit-learn",
+    "scipy",
+    "sentence-transformers",
+    "sentencepiece",
+    "torch",
+    "torchao==0.5.0",
+    "torchvision",
+    "tqdm",
+    "transformers",
+    "uvicorn",
+    "zmq",
+    "sentence-transformers --no-deps",
+    "torch --index-url https://download.pytorch.org/whl/cpu"
+  ],
+  "ollama": [
+    "aiohttp",
+    "aiosqlite",
+    "autoevals",
+    "blobfile",
+    "chardet",
+    "chromadb-client",
+    "datasets",
+    "faiss-cpu",
+    "fastapi",
+    "fire",
+    "httpx",
+    "matplotlib",
+    "nltk",
+    "numpy",
+    "ollama",
+    "openai",
+    "opentelemetry-exporter-otlp-proto-http",
+    "opentelemetry-sdk",
+    "pandas",
+    "pillow",
+    "psycopg2-binary",
+    "pypdf",
+    "redis",
+    "requests",
+    "scikit-learn",
+    "scipy",
+    "sentencepiece",
+    "tqdm",
+    "transformers",
+    "uvicorn",
+    "sentence-transformers --no-deps",
+    "torch --index-url https://download.pytorch.org/whl/cpu"
+  ],
+  "tgi": [
+    "aiohttp",
+    "aiosqlite",
+    "autoevals",
+    "blobfile",
+    "chardet",
+    "chromadb-client",
+    "datasets",
+    "faiss-cpu",
+    "fastapi",
+    "fire",
+    "httpx",
+    "huggingface_hub",
+    "matplotlib",
+    "nltk",
+    "numpy",
+    "openai",
+    "opentelemetry-exporter-otlp-proto-http",
+    "opentelemetry-sdk",
+    "pandas",
+    "pillow",
+    "psycopg2-binary",
+    "pypdf",
+    "redis",
+    "requests",
+    "scikit-learn",
+    "scipy",
+    "sentencepiece",
+    "tqdm",
+    "transformers",
+    "uvicorn",
+    "sentence-transformers --no-deps",
+    "torch --index-url https://download.pytorch.org/whl/cpu"
+  ],
   "together": [
     "aiosqlite",
     "autoevals",
@@ -66,104 +314,7 @@
     "sentence-transformers --no-deps",
     "torch --index-url https://download.pytorch.org/whl/cpu"
   ],
-  "vllm-gpu": [
-    "aiosqlite",
-    "autoevals",
-    "blobfile",
-    "chardet",
-    "chromadb-client",
-    "datasets",
-    "faiss-cpu",
-    "fastapi",
-    "fire",
-    "httpx",
-    "matplotlib",
-    "nltk",
-    "numpy",
-    "openai",
-    "opentelemetry-exporter-otlp-proto-http",
-    "opentelemetry-sdk",
-    "pandas",
-    "pillow",
-    "psycopg2-binary",
-    "pypdf",
-    "redis",
-    "requests",
-    "scikit-learn",
-    "scipy",
-    "sentencepiece",
-    "tqdm",
-    "transformers",
-    "uvicorn",
-    "vllm",
-    "sentence-transformers --no-deps",
-    "torch --index-url https://download.pytorch.org/whl/cpu"
-  ],
   "remote-vllm": [
-    "aiosqlite",
-    "blobfile",
-    "chardet",
-    "chromadb-client",
-    "faiss-cpu",
-    "fastapi",
-    "fire",
-    "httpx",
-    "matplotlib",
-    "nltk",
-    "numpy",
-    "openai",
-    "opentelemetry-exporter-otlp-proto-http",
-    "opentelemetry-sdk",
-    "pandas",
-    "pillow",
-    "psycopg2-binary",
-    "pypdf",
-    "redis",
-    "requests",
-    "scikit-learn",
-    "scipy",
-    "sentencepiece",
-    "tqdm",
-    "transformers",
-    "uvicorn",
-    "sentence-transformers --no-deps",
-    "torch --index-url https://download.pytorch.org/whl/cpu"
-  ],
-  "fireworks": [
-    "aiosqlite",
-    "autoevals",
-    "blobfile",
-    "chardet",
-    "chromadb-client",
-    "datasets",
-    "faiss-cpu",
-    "fastapi",
-    "fire",
-    "fireworks-ai",
-    "httpx",
-    "matplotlib",
-    "nltk",
-    "numpy",
-    "openai",
-    "opentelemetry-exporter-otlp-proto-http",
-    "opentelemetry-sdk",
-    "pandas",
-    "pillow",
-    "psycopg2-binary",
-    "pypdf",
-    "redis",
-    "requests",
-    "scikit-learn",
-    "scipy",
-    "sentencepiece",
-    "tqdm",
-    "transformers",
-    "uvicorn",
-    "sentence-transformers --no-deps",
-    "torch --index-url https://download.pytorch.org/whl/cpu"
-  ],
-  "tgi": [
-    "aiohttp",
     "aiosqlite",
     "autoevals",
     "blobfile",
@@ -174,7 +325,6 @@
     "fastapi",
     "fire",
     "httpx",
-    "huggingface_hub",
     "matplotlib",
     "nltk",
     "numpy",
@@ -196,150 +346,6 @@
     "sentence-transformers --no-deps",
     "torch --index-url https://download.pytorch.org/whl/cpu"
   ],
-  "bedrock": [
-    "aiosqlite",
-    "autoevals",
-    "blobfile",
-    "boto3",
-    "chardet",
-    "chromadb-client",
-    "datasets",
-    "faiss-cpu",
-    "fastapi",
-    "fire",
-    "httpx",
-    "matplotlib",
-    "nltk",
-    "numpy",
-    "openai",
-    "opentelemetry-exporter-otlp-proto-http",
-    "opentelemetry-sdk",
-    "pandas",
-    "pillow",
-    "psycopg2-binary",
-    "pypdf",
-    "redis",
-    "requests",
-    "scikit-learn",
-    "scipy",
-    "sentencepiece",
-    "tqdm",
-    "transformers",
-    "uvicorn",
-    "sentence-transformers --no-deps",
-    "torch --index-url https://download.pytorch.org/whl/cpu"
-  ],
-  "meta-reference-gpu": [
-    "accelerate",
-    "aiosqlite",
-    "autoevals",
-    "blobfile",
-    "chardet",
-    "chromadb-client",
-    "datasets",
-    "fairscale",
-    "faiss-cpu",
-    "fastapi",
-    "fire",
-    "httpx",
-    "lm-format-enforcer",
-    "matplotlib",
-    "nltk",
-    "numpy",
-    "openai",
-    "opentelemetry-exporter-otlp-proto-http",
-    "opentelemetry-sdk",
-    "pandas",
-    "pillow",
-    "psycopg2-binary",
-    "pypdf",
-    "redis",
-    "requests",
-    "scikit-learn",
-    "scipy",
-    "sentence-transformers",
-    "sentencepiece",
-    "torch",
-    "torchvision",
-    "tqdm",
-    "transformers",
-    "uvicorn",
-    "zmq",
-    "sentence-transformers --no-deps",
-    "torch --index-url https://download.pytorch.org/whl/cpu"
-  ],
-  "nvidia": [
-    "aiosqlite",
-    "autoevals",
-    "blobfile",
-    "chardet",
-    "datasets",
-    "faiss-cpu",
-    "fastapi",
-    "fire",
-    "httpx",
-    "matplotlib",
-    "nltk",
-    "numpy",
-    "openai",
-    "opentelemetry-exporter-otlp-proto-http",
-    "opentelemetry-sdk",
-    "pandas",
-    "pillow",
-    "psycopg2-binary",
-    "pypdf",
-    "redis",
-    "requests",
-    "scikit-learn",
-    "scipy",
-    "sentencepiece",
-    "tqdm",
-    "transformers",
-    "uvicorn",
-    "sentence-transformers --no-deps",
-    "torch --index-url https://download.pytorch.org/whl/cpu"
-  ],
-  "meta-reference-quantized-gpu": [
-    "accelerate",
-    "aiosqlite",
-    "autoevals",
-    "blobfile",
-    "chardet",
-    "chromadb-client",
-    "datasets",
-    "fairscale",
-    "faiss-cpu",
-    "fastapi",
-    "fbgemm-gpu",
-    "fire",
-    "httpx",
-    "lm-format-enforcer",
-    "matplotlib",
-    "nltk",
-    "numpy",
-    "openai",
-    "opentelemetry-exporter-otlp-proto-http",
-    "opentelemetry-sdk",
-    "pandas",
-    "pillow",
-    "psycopg2-binary",
-    "pypdf",
-    "redis",
-    "requests",
-    "scikit-learn",
-    "scipy",
-    "sentence-transformers",
-    "sentencepiece",
-    "torch",
-    "torchao==0.5.0",
-    "torchvision",
-    "tqdm",
-    "transformers",
-    "uvicorn",
-    "zmq",
-    "sentence-transformers --no-deps",
-    "torch --index-url https://download.pytorch.org/whl/cpu"
-  ],
   "cerebras": [
     "aiosqlite",
     "autoevals",
@@ -373,8 +379,7 @@
     "sentence-transformers --no-deps",
     "torch --index-url https://download.pytorch.org/whl/cpu"
   ],
-  "ollama": [
-    "aiohttp",
+  "vllm-gpu": [
     "aiosqlite",
     "autoevals",
     "blobfile",
@@ -388,7 +393,6 @@
     "matplotlib",
     "nltk",
     "numpy",
-    "ollama",
     "openai",
     "opentelemetry-exporter-otlp-proto-http",
     "opentelemetry-sdk",
@@ -404,22 +408,20 @@
     "tqdm",
     "transformers",
     "uvicorn",
+    "vllm",
     "sentence-transformers --no-deps",
     "torch --index-url https://download.pytorch.org/whl/cpu"
   ],
-  "hf-endpoint": [
-    "aiohttp",
+  "nvidia": [
     "aiosqlite",
     "autoevals",
     "blobfile",
     "chardet",
-    "chromadb-client",
     "datasets",
     "faiss-cpu",
     "fastapi",
     "fire",
     "httpx",
-    "huggingface_hub",
     "matplotlib",
     "nltk",
     "numpy",
diff --git a/docs/source/distributions/self_hosted_distro/remote-vllm.md b/docs/source/distributions/self_hosted_distro/remote-vllm.md
index 98d02725c..5b29c402f 100644
--- a/docs/source/distributions/self_hosted_distro/remote-vllm.md
+++ b/docs/source/distributions/self_hosted_distro/remote-vllm.md
@@ -14,9 +14,12 @@ The `llamastack/distribution-remote-vllm` distribution consists of the following
 | API | Provider(s) |
 |-----|-------------|
 | agents | `inline::meta-reference` |
+| datasetio | `remote::huggingface`, `inline::localfs` |
+| eval | `inline::meta-reference` |
 | inference | `remote::vllm` |
 | memory | `inline::faiss`, `remote::chromadb`, `remote::pgvector` |
 | safety | `inline::llama-guard` |
+| scoring | `inline::basic`, `inline::llm-as-judge`, `inline::braintrust` |
 | telemetry | `inline::meta-reference` |
 | tool_runtime | `remote::brave-search`, `remote::tavily-search`, `inline::code-interpreter`, `inline::memory-runtime` |
 
diff --git a/llama_stack/templates/remote-vllm/build.yaml b/llama_stack/templates/remote-vllm/build.yaml
index 2659c8190..7398ab96d 100644
--- a/llama_stack/templates/remote-vllm/build.yaml
+++ b/llama_stack/templates/remote-vllm/build.yaml
@@ -12,6 +12,15 @@ distribution_spec:
     - inline::llama-guard
     agents:
     - inline::meta-reference
+    eval:
+    - inline::meta-reference
+    datasetio:
+    - remote::huggingface
+    - inline::localfs
+    scoring:
+    - inline::basic
+    - inline::llm-as-judge
+    - inline::braintrust
     telemetry:
     - inline::meta-reference
     tool_runtime:
diff --git a/llama_stack/templates/remote-vllm/run-with-safety.yaml b/llama_stack/templates/remote-vllm/run-with-safety.yaml
index 4bf73bbda..9c030e8b2 100644
--- a/llama_stack/templates/remote-vllm/run-with-safety.yaml
+++ b/llama_stack/templates/remote-vllm/run-with-safety.yaml
@@ -2,9 +2,12 @@ version: '2'
 image_name: remote-vllm
 apis:
 - agents
+- datasetio
+- eval
 - inference
 - memory
 - safety
+- scoring
 - telemetry
 - tool_runtime
 providers:
@@ -44,6 +47,28 @@ providers:
         type: sqlite
         namespace: null
         db_path: ${env.SQLITE_STORE_DIR:~/.llama/distributions/remote-vllm}/agents_store.db
+  eval:
+  - provider_id: meta-reference
+    provider_type: inline::meta-reference
+    config: {}
+  datasetio:
+  - provider_id: huggingface
+    provider_type: remote::huggingface
+    config: {}
+  - provider_id: localfs
+    provider_type: inline::localfs
+    config: {}
+  scoring:
+  - provider_id: basic
+    provider_type: inline::basic
+    config: {}
+  - provider_id: llm-as-judge
+    provider_type: inline::llm-as-judge
+    config: {}
+  - provider_id: braintrust
+    provider_type: inline::braintrust
+    config:
+      openai_api_key: ${env.OPENAI_API_KEY:}
   telemetry:
   - provider_id: meta-reference
     provider_type: inline::meta-reference
diff --git a/llama_stack/templates/remote-vllm/run.yaml b/llama_stack/templates/remote-vllm/run.yaml
index c35694d73..053b254bd 100644
--- a/llama_stack/templates/remote-vllm/run.yaml
+++ b/llama_stack/templates/remote-vllm/run.yaml
@@ -2,9 +2,12 @@ version: '2'
 image_name: remote-vllm
 apis:
 - agents
+- datasetio
+- eval
 - inference
 - memory
 - safety
+- scoring
 - telemetry
 - tool_runtime
 providers:
@@ -38,6 +41,28 @@ providers:
         type: sqlite
         namespace: null
         db_path: ${env.SQLITE_STORE_DIR:~/.llama/distributions/remote-vllm}/agents_store.db
+  eval:
+  - provider_id: meta-reference
+    provider_type: inline::meta-reference
+    config: {}
+  datasetio:
+  - provider_id: huggingface
+    provider_type: remote::huggingface
+    config: {}
+  - provider_id: localfs
+    provider_type: inline::localfs
+    config: {}
+  scoring:
+  - provider_id: basic
+    provider_type: inline::basic
+    config: {}
+  - provider_id: llm-as-judge
+    provider_type: inline::llm-as-judge
+    config: {}
+  - provider_id: braintrust
+    provider_type: inline::braintrust
+    config:
+      openai_api_key: ${env.OPENAI_API_KEY:}
   telemetry:
   - provider_id: meta-reference
     provider_type: inline::meta-reference
diff --git a/llama_stack/templates/remote-vllm/vllm.py b/llama_stack/templates/remote-vllm/vllm.py
index 9dcaf2414..229d7f172 100644
--- a/llama_stack/templates/remote-vllm/vllm.py
+++ b/llama_stack/templates/remote-vllm/vllm.py
@@ -27,6 +27,9 @@ def get_distribution_template() -> DistributionTemplate:
         "memory": ["inline::faiss", "remote::chromadb", "remote::pgvector"],
         "safety": ["inline::llama-guard"],
         "agents": ["inline::meta-reference"],
+        "eval": ["inline::meta-reference"],
+        "datasetio": ["remote::huggingface", "inline::localfs"],
+        "scoring": ["inline::basic", "inline::llm-as-judge", "inline::braintrust"],
         "telemetry": ["inline::meta-reference"],
         "tool_runtime": [
             "remote::brave-search",
diff --git a/tests/client-sdk/agents/test_agents.py b/tests/client-sdk/agents/test_agents.py
index d6d88a34f..bfe279e24 100644
--- a/tests/client-sdk/agents/test_agents.py
+++ b/tests/client-sdk/agents/test_agents.py
@@ -182,7 +182,8 @@ def test_builtin_tool_web_search(llama_stack_client, agent_config):
     assert "tool_execution>" in logs_str
     assert "Tool:brave_search Response:" in logs_str
     assert "mark zuckerberg" in logs_str.lower()
-    assert "No Violation" in logs_str
+    if len(agent_config["output_shields"]) > 0:
+        assert "No Violation" in logs_str
 
 
 def test_builtin_tool_code_execution(llama_stack_client, agent_config):

From 6da3053c0e7d8d924d061143506f4b1b62373ff4 Mon Sep 17 00:00:00 2001
From: Yuan Tang 
Date: Fri, 17 Jan 2025 19:37:42 -0500
Subject: [PATCH 08/11] More generic image type for OCI-compliant container
 technologies (#802)

It's a more generic term and applicable to alternatives of Docker, such
as Podman or other OCI-compliant technologies.

---------

Signed-off-by: Yuan Tang 
---
 distributions/dell-tgi/run.yaml               |  2 +-
 .../meta-reference-quantized-gpu/run.yaml     |  2 +-
 distributions/vllm-gpu/run.yaml               |  2 +-
 docs/getting_started.ipynb                    |  4 +-
 .../Llama_Stack_Benchmark_Evals.ipynb         |  4 +-
 ...Llama_Stack_Building_AI_Applications.ipynb |  4 +-
 docs/source/distributions/building_distro.md  | 22 ++++-----
 llama_stack/cli/stack/_build.py               |  6 +--
 llama_stack/cli/stack/build.py                |  4 +-
 llama_stack/cli/stack/configure.py            |  2 +-
 llama_stack/cli/stack/run.py                  |  8 ++--
 llama_stack/distribution/build.py             | 16 ++++---
 llama_stack/distribution/build_container.sh   | 46 +++++++++----------
 .../distribution/configure_container.sh       | 12 ++---
 llama_stack/distribution/datatypes.py         | 12 ++---
 llama_stack/distribution/start_container.sh   | 14 +++---
 llama_stack/providers/datatypes.py            |  8 ++--
 llama_stack/templates/bedrock/bedrock.py      |  2 +-
 llama_stack/templates/cerebras/cerebras.py    |  2 +-
 .../experimental-post-training/build.yaml     |  2 +-
 .../experimental-post-training/run.yaml       |  2 +-
 llama_stack/templates/fireworks/fireworks.py  |  2 +-
 .../templates/hf-endpoint/hf_endpoint.py      |  2 +-
 .../templates/hf-serverless/hf_serverless.py  |  2 +-
 llama_stack/templates/nvidia/nvidia.py        |  2 +-
 llama_stack/templates/ollama/ollama.py        |  2 +-
 llama_stack/templates/template.py             | 10 ++--
 llama_stack/templates/tgi/tgi.py              |  2 +-
 llama_stack/templates/together/together.py    |  2 +-
 llama_stack/templates/vllm-gpu/vllm.py        |  2 +-
 30 files changed, 102 insertions(+), 100 deletions(-)

diff --git a/distributions/dell-tgi/run.yaml b/distributions/dell-tgi/run.yaml
index 3f8a98779..cd6ddcfdf 100644
--- a/distributions/dell-tgi/run.yaml
+++ b/distributions/dell-tgi/run.yaml
@@ -1,6 +1,6 @@
 version: '2'
 image_name: local
-docker_image: null
+container_image: null
 conda_env: local
 apis:
 - shields
diff --git a/distributions/meta-reference-quantized-gpu/run.yaml b/distributions/meta-reference-quantized-gpu/run.yaml
index 19c726b09..eb631adaa 100644
--- a/distributions/meta-reference-quantized-gpu/run.yaml
+++ b/distributions/meta-reference-quantized-gpu/run.yaml
@@ -1,6 +1,6 @@
 version: '2'
 image_name: local
-docker_image: null
+container_image: null
 conda_env: local
 apis:
 - shields
diff --git a/distributions/vllm-gpu/run.yaml b/distributions/vllm-gpu/run.yaml
index f42c942a3..a75a4c451 100644
--- a/distributions/vllm-gpu/run.yaml
+++ b/distributions/vllm-gpu/run.yaml
@@ -1,6 +1,6 @@
 version: '2'
 image_name: local
-docker_image: null
+container_image: null
 conda_env: local
 apis:
 - shields
diff --git a/docs/getting_started.ipynb b/docs/getting_started.ipynb
index 921869b33..1db7c0280 100644
--- a/docs/getting_started.ipynb
+++ b/docs/getting_started.ipynb
@@ -481,7 +481,7 @@
               "- telemetry\n",
               "conda_env: together\n",
               "datasets: []\n",
-              "docker_image: null\n",
+              "container_image: null\n",
               "eval_tasks: []\n",
               "image_name: together\n",
               "memory_banks: []\n",
@@ -600,7 +600,7 @@
               "- telemetry\n",
               "conda_env: together\n",
               "datasets: \u001b[1m[\u001b[0m\u001b[1m]\u001b[0m\n",
-              "docker_image: null\n",
+              "container_image: null\n",
               "eval_tasks: \u001b[1m[\u001b[0m\u001b[1m]\u001b[0m\n",
               "image_name: together\n",
               "memory_banks: \u001b[1m[\u001b[0m\u001b[1m]\u001b[0m\n",
diff --git a/docs/notebooks/Llama_Stack_Benchmark_Evals.ipynb b/docs/notebooks/Llama_Stack_Benchmark_Evals.ipynb
index 730017232..a552ce69d 100644
--- a/docs/notebooks/Llama_Stack_Benchmark_Evals.ipynb
+++ b/docs/notebooks/Llama_Stack_Benchmark_Evals.ipynb
@@ -369,7 +369,7 @@
               "- telemetry\n",
               "- tool_runtime\n",
               "datasets: []\n",
-              "docker_image: null\n",
+              "container_image: null\n",
               "eval_tasks: []\n",
               "image_name: together\n",
               "memory_banks: []\n",
@@ -550,7 +550,7 @@
               "- telemetry\n",
               "- tool_runtime\n",
               "datasets: \u001b[1m[\u001b[0m\u001b[1m]\u001b[0m\n",
-              "docker_image: null\n",
+              "container_image: null\n",
               "eval_tasks: \u001b[1m[\u001b[0m\u001b[1m]\u001b[0m\n",
               "image_name: together\n",
               "memory_banks: \u001b[1m[\u001b[0m\u001b[1m]\u001b[0m\n",
diff --git a/docs/notebooks/Llama_Stack_Building_AI_Applications.ipynb b/docs/notebooks/Llama_Stack_Building_AI_Applications.ipynb
index bed1aa2a8..df8995fd4 100644
--- a/docs/notebooks/Llama_Stack_Building_AI_Applications.ipynb
+++ b/docs/notebooks/Llama_Stack_Building_AI_Applications.ipynb
@@ -760,7 +760,7 @@
               "- tool_runtime\n",
               "conda_env: together\n",
               "datasets: []\n",
-              "docker_image: null\n",
+              "container_image: null\n",
               "eval_tasks: []\n",
               "image_name: together\n",
               "memory_banks: []\n",
@@ -942,7 +942,7 @@
               "- tool_runtime\n",
               "conda_env: together\n",
               "datasets: \u001b[1m[\u001b[0m\u001b[1m]\u001b[0m\n",
-              "docker_image: null\n",
+              "container_image: null\n",
               "eval_tasks: \u001b[1m[\u001b[0m\u001b[1m]\u001b[0m\n",
               "image_name: together\n",
               "memory_banks: \u001b[1m[\u001b[0m\u001b[1m]\u001b[0m\n",
diff --git a/docs/source/distributions/building_distro.md b/docs/source/distributions/building_distro.md
index aaf2462f7..83069aa05 100644
--- a/docs/source/distributions/building_distro.md
+++ b/docs/source/distributions/building_distro.md
@@ -17,13 +17,13 @@ pip install -e .
 llama stack build -h
 ```
 
-We will start build our distribution (in the form of a Conda environment, or Docker image). In this step, we will specify:
+We will start build our distribution (in the form of a Conda environment, or Container image). In this step, we will specify:
 - `name`: the name for our distribution (e.g. `my-stack`)
-- `image_type`: our build image type (`conda | docker`)
+- `image_type`: our build image type (`conda | container`)
 - `distribution_spec`: our distribution specs for specifying API providers
   - `description`: a short description of the configurations for the distribution
   - `providers`: specifies the underlying implementation for serving each API endpoint
-  - `image_type`: `conda` | `docker` to specify whether to build the distribution in the form of Docker image or Conda environment.
+  - `image_type`: `conda` | `container` to specify whether to build the distribution in the form of Container image or Conda environment.
 
 After this step is complete, a file named `-build.yaml` and template file `-run.yaml` will be generated and saved at the output file path specified at the end of the command.
 
@@ -35,7 +35,7 @@ After this step is complete, a file named `-build.yaml` and template file
 llama stack build
 
 > Enter a name for your Llama Stack (e.g. my-local-stack): my-stack
-> Enter the image type you want your Llama Stack to be built as (docker or conda): conda
+> Enter the image type you want your Llama Stack to be built as (container or conda): conda
 
 Llama Stack is composed of several APIs working together. Let's select
 the provider types (implementations) you want to use for these APIs.
@@ -348,26 +348,26 @@ llama stack build --config llama_stack/templates/ollama/build.yaml
 ```
 :::
 
-:::{tab-item} Building Docker
+:::{tab-item} Building Container
 > [!TIP]
-> Podman is supported as an alternative to Docker. Set `DOCKER_BINARY` to `podman` in your environment to use Podman.
+> Podman is supported as an alternative to Docker. Set `CONTAINER_BINARY` to `podman` in your environment to use Podman.
 
-To build a docker image, you may start off from a template and use the `--image-type docker` flag to specify `docker` as the build image type.
+To build a container image, you may start off from a template and use the `--image-type container` flag to specify `container` as the build image type.
 
 ```
-llama stack build --template ollama --image-type docker
+llama stack build --template ollama --image-type container
 ```
 
 ```
-$ llama stack build --template ollama --image-type docker
+$ llama stack build --template ollama --image-type container
 ...
-Dockerfile created successfully in /tmp/tmp.viA3a3Rdsg/DockerfileFROM python:3.10-slim
+Containerfile created successfully in /tmp/tmp.viA3a3Rdsg/ContainerfileFROM python:3.10-slim
 ...
 
 You can now edit ~/meta-llama/llama-stack/tmp/configs/ollama-run.yaml and run `llama stack run ~/meta-llama/llama-stack/tmp/configs/ollama-run.yaml`
 ```
 
-After this step is successful, you should be able to find the built docker image and test it with `llama stack run `.
+After this step is successful, you should be able to find the built container image and test it with `llama stack run `.
 :::
 
 ::::
diff --git a/llama_stack/cli/stack/_build.py b/llama_stack/cli/stack/_build.py
index 08c987a50..16ca670f7 100644
--- a/llama_stack/cli/stack/_build.py
+++ b/llama_stack/cli/stack/_build.py
@@ -182,8 +182,8 @@ def _generate_run_config(
     """
     apis = list(build_config.distribution_spec.providers.keys())
     run_config = StackRunConfig(
-        docker_image=(
-            image_name if build_config.image_type == ImageType.docker.value else None
+        container_image=(
+            image_name if build_config.image_type == ImageType.container.value else None
         ),
         image_name=image_name,
         apis=apis,
@@ -238,7 +238,7 @@ def _run_stack_build_command_from_build_config(
     image_name: Optional[str] = None,
     template_name: Optional[str] = None,
 ) -> None:
-    if build_config.image_type == ImageType.docker.value:
+    if build_config.image_type == ImageType.container.value:
         if template_name:
             image_name = f"distribution-{template_name}"
         else:
diff --git a/llama_stack/cli/stack/build.py b/llama_stack/cli/stack/build.py
index d00157710..48c811839 100644
--- a/llama_stack/cli/stack/build.py
+++ b/llama_stack/cli/stack/build.py
@@ -47,8 +47,8 @@ class StackBuild(Subcommand):
         self.parser.add_argument(
             "--image-type",
             type=str,
-            help="Image Type to use for the build. This can be either conda or docker. If not specified, will use the image type from the template config.",
-            choices=["conda", "docker", "venv"],
+            help="Image Type to use for the build. This can be either conda or container or venv. If not specified, will use the image type from the template config.",
+            choices=["conda", "container", "venv"],
             default="conda",
         )
 
diff --git a/llama_stack/cli/stack/configure.py b/llama_stack/cli/stack/configure.py
index 11d3f705a..56f4feceb 100644
--- a/llama_stack/cli/stack/configure.py
+++ b/llama_stack/cli/stack/configure.py
@@ -27,7 +27,7 @@ class StackConfigure(Subcommand):
         self.parser.add_argument(
             "config",
             type=str,
-            help="Path to the build config file (e.g. ~/.llama/builds//-build.yaml). For docker, this could also be the name of the docker image. ",
+            help="Path to the build config file (e.g. ~/.llama/builds//-build.yaml). For container, this could also be the name of the container image. ",
         )
 
         self.parser.add_argument(
diff --git a/llama_stack/cli/stack/run.py b/llama_stack/cli/stack/run.py
index 9fa82bd61..e1e02d10c 100644
--- a/llama_stack/cli/stack/run.py
+++ b/llama_stack/cli/stack/run.py
@@ -92,9 +92,9 @@ class StackRun(Subcommand):
             )
 
         if not config_file.exists() and not has_yaml_suffix:
-            # check if it's a build config saved to docker dir
+            # check if it's a build config saved to container dir
             config_file = Path(
-                BUILDS_BASE_DIR / ImageType.docker.value / f"{args.config}-run.yaml"
+                BUILDS_BASE_DIR / ImageType.container.value / f"{args.config}-run.yaml"
             )
 
         if not config_file.exists() and not has_yaml_suffix:
@@ -115,12 +115,12 @@ class StackRun(Subcommand):
         config_dict = yaml.safe_load(config_file.read_text())
         config = parse_and_maybe_upgrade_config(config_dict)
 
-        if config.docker_image:
+        if config.container_image:
             script = (
                 importlib.resources.files("llama_stack")
                 / "distribution/start_container.sh"
             )
-            run_args = [script, config.docker_image]
+            run_args = [script, config.container_image]
         else:
             current_conda_env = os.environ.get("CONDA_DEFAULT_ENV")
             image_name = args.image_name or current_conda_env
diff --git a/llama_stack/distribution/build.py b/llama_stack/distribution/build.py
index b8b4188ac..b8d35ccdc 100644
--- a/llama_stack/distribution/build.py
+++ b/llama_stack/distribution/build.py
@@ -38,7 +38,7 @@ SERVER_DEPENDENCIES = [
 
 
 class ImageType(Enum):
-    docker = "docker"
+    container = "container"
     conda = "conda"
     venv = "venv"
 
@@ -77,8 +77,8 @@ def get_provider_dependencies(
 
             provider_spec = providers_for_api[provider_type]
             deps.extend(provider_spec.pip_packages)
-            if provider_spec.docker_image:
-                raise ValueError("A stack's dependencies cannot have a docker image")
+            if provider_spec.container_image:
+                raise ValueError("A stack's dependencies cannot have a container image")
 
     normal_deps = []
     special_deps = []
@@ -109,23 +109,25 @@ def build_image(
     image_name: str,
     template_name: Optional[str] = None,
 ):
-    docker_image = build_config.distribution_spec.docker_image or "python:3.10-slim"
+    container_image = (
+        build_config.distribution_spec.container_image or "python:3.10-slim"
+    )
 
     normal_deps, special_deps = get_provider_dependencies(
         build_config.distribution_spec.providers
     )
     normal_deps += SERVER_DEPENDENCIES
 
-    if build_config.image_type == ImageType.docker.value:
+    if build_config.image_type == ImageType.container.value:
         script = str(
             importlib.resources.files("llama_stack") / "distribution/build_container.sh"
         )
         args = [
             script,
             image_name,
-            docker_image,
+            container_image,
             str(build_file_path),
-            str(BUILDS_BASE_DIR / ImageType.docker.value),
+            str(BUILDS_BASE_DIR / ImageType.container.value),
             " ".join(normal_deps),
         ]
     elif build_config.image_type == ImageType.conda.value:
diff --git a/llama_stack/distribution/build_container.sh b/llama_stack/distribution/build_container.sh
index 17902de0a..4c2425004 100755
--- a/llama_stack/distribution/build_container.sh
+++ b/llama_stack/distribution/build_container.sh
@@ -13,7 +13,7 @@ PYPI_VERSION=${PYPI_VERSION:-}
 BUILD_PLATFORM=${BUILD_PLATFORM:-}
 
 if [ "$#" -lt 4 ]; then
-  echo "Usage: $0    []" >&2
+  echo "Usage: $0    []" >&2
   echo "Example: $0 my-fastapi-app python:3.9-slim 'fastapi uvicorn' " >&2
   exit 1
 fi
@@ -24,7 +24,7 @@ set -euo pipefail
 
 build_name="$1"
 image_name="distribution-$build_name"
-docker_base=$2
+container_base=$2
 build_file_path=$3
 host_build_dir=$4
 pip_dependencies=$5
@@ -36,14 +36,14 @@ NC='\033[0m' # No Color
 
 SCRIPT_DIR=$(dirname "$(readlink -f "$0")")
 REPO_DIR=$(dirname $(dirname "$SCRIPT_DIR"))
-DOCKER_BINARY=${DOCKER_BINARY:-docker}
-DOCKER_OPTS=${DOCKER_OPTS:-}
+CONTAINER_BINARY=${CONTAINER_BINARY:-docker}
+CONTAINER_OPTS=${CONTAINER_OPTS:-}
 
 TEMP_DIR=$(mktemp -d)
 
-add_to_docker() {
+add_to_container() {
   local input
-  output_file="$TEMP_DIR/Dockerfile"
+  output_file="$TEMP_DIR/Containerfile"
   if [ -t 0 ]; then
     printf '%s\n' "$1" >>"$output_file"
   else
@@ -53,9 +53,9 @@ add_to_docker() {
 }
 
 # Update and install UBI9 components if UBI9 base image is used
-if [[ $docker_base == *"registry.access.redhat.com/ubi9"* ]]; then
-  add_to_docker << EOF
-FROM $docker_base
+if [[ $container_base == *"registry.access.redhat.com/ubi9"* ]]; then
+  add_to_container << EOF
+FROM $container_base
 WORKDIR /app
 
 RUN microdnf -y update && microdnf install -y iputils net-tools wget \
@@ -64,8 +64,8 @@ RUN microdnf -y update && microdnf install -y iputils net-tools wget \
 
 EOF
 else
-  add_to_docker << EOF
-FROM $docker_base
+  add_to_container << EOF
+FROM $container_base
 WORKDIR /app
 
 RUN apt-get update && apt-get install -y \
@@ -82,7 +82,7 @@ fi
 # Add pip dependencies first since llama-stack is what will change most often
 # so we can reuse layers.
 if [ -n "$pip_dependencies" ]; then
-  add_to_docker << EOF
+  add_to_container << EOF
 RUN pip install --no-cache $pip_dependencies
 EOF
 fi
@@ -90,7 +90,7 @@ fi
 if [ -n "$special_pip_deps" ]; then
   IFS='#' read -ra parts <<<"$special_pip_deps"
   for part in "${parts[@]}"; do
-    add_to_docker </dev/null && selinuxenabled; then
   # Disable SELinux labels -- we don't want to relabel the llama-stack source dir
-  DOCKER_OPTS="$DOCKER_OPTS --security-opt label=disable"
+  CONTAINER_OPTS="$CONTAINER_OPTS --security-opt label=disable"
 fi
 
 # Set version tag based on PyPI version
@@ -200,7 +200,7 @@ else
 fi
 
 set -x
-$DOCKER_BINARY build $DOCKER_OPTS $PLATFORM -t $image_tag -f "$TEMP_DIR/Dockerfile" "$REPO_DIR" $mounts
+$CONTAINER_BINARY build $CONTAINER_OPTS $PLATFORM -t $image_tag -f "$TEMP_DIR/Containerfile" "$REPO_DIR" $mounts
 
 # clean up tmp/configs
 set +x
diff --git a/llama_stack/distribution/configure_container.sh b/llama_stack/distribution/configure_container.sh
index 5f64531eb..b01251e46 100755
--- a/llama_stack/distribution/configure_container.sh
+++ b/llama_stack/distribution/configure_container.sh
@@ -6,8 +6,8 @@
 # This source code is licensed under the terms described in the LICENSE file in
 # the root directory of this source tree.
 
-DOCKER_BINARY=${DOCKER_BINARY:-docker}
-DOCKER_OPTS=${DOCKER_OPTS:-}
+CONTAINER_BINARY=${CONTAINER_BINARY:-docker}
+CONTAINER_OPTS=${CONTAINER_OPTS:-}
 LLAMA_STACK_DIR=${LLAMA_STACK_DIR:-}
 
 set -euo pipefail
@@ -24,13 +24,13 @@ if [ $# -lt 2 ]; then
   exit 1
 fi
 
-docker_image="$1"
+container_image="$1"
 host_build_dir="$2"
 container_build_dir="/app/builds"
 
 if command -v selinuxenabled &> /dev/null && selinuxenabled; then
   # Disable SELinux labels
-  DOCKER_OPTS="$DOCKER_OPTS --security-opt label=disable"
+  CONTAINER_OPTS="$CONTAINER_OPTS --security-opt label=disable"
 fi
 
 mounts=""
@@ -39,9 +39,9 @@ if [ -n "$LLAMA_STACK_DIR" ]; then
 fi
 
 set -x
-$DOCKER_BINARY run $DOCKER_OPTS -it \
+$CONTAINER_BINARY run $CONTAINER_OPTS -it \
   --entrypoint "/usr/local/bin/llama" \
   -v $host_build_dir:$container_build_dir \
   $mounts \
-  $docker_image \
+  $container_image \
   stack configure ./llamastack-build.yaml --output-dir $container_build_dir
diff --git a/llama_stack/distribution/datatypes.py b/llama_stack/distribution/datatypes.py
index 0a293cbc2..c1a91cf6c 100644
--- a/llama_stack/distribution/datatypes.py
+++ b/llama_stack/distribution/datatypes.py
@@ -73,7 +73,7 @@ class AutoRoutedProviderSpec(ProviderSpec):
     provider_type: str = "router"
     config_class: str = ""
 
-    docker_image: Optional[str] = None
+    container_image: Optional[str] = None
     routing_table_api: Api
     module: str
     provider_data_validator: Optional[str] = Field(
@@ -89,7 +89,7 @@ class AutoRoutedProviderSpec(ProviderSpec):
 class RoutingTableProviderSpec(ProviderSpec):
     provider_type: str = "routing_table"
     config_class: str = ""
-    docker_image: Optional[str] = None
+    container_image: Optional[str] = None
 
     router_api: Api
     module: str
@@ -101,7 +101,7 @@ class DistributionSpec(BaseModel):
         default="",
         description="Description of the distribution",
     )
-    docker_image: Optional[str] = None
+    container_image: Optional[str] = None
     providers: Dict[str, Union[str, List[str]]] = Field(
         default_factory=dict,
         description="""
@@ -127,9 +127,9 @@ Reference to the distribution this package refers to. For unregistered (adhoc) p
 this could be just a hash
 """,
     )
-    docker_image: Optional[str] = Field(
+    container_image: Optional[str] = Field(
         default=None,
-        description="Reference to the docker image if this package refers to a container",
+        description="Reference to the container image if this package refers to a container",
     )
     apis: List[str] = Field(
         default_factory=list,
@@ -168,5 +168,5 @@ class BuildConfig(BaseModel):
     )
     image_type: str = Field(
         default="conda",
-        description="Type of package to build (conda | docker | venv)",
+        description="Type of package to build (conda | container | venv)",
     )
diff --git a/llama_stack/distribution/start_container.sh b/llama_stack/distribution/start_container.sh
index 3b49a22f8..1a55bf96d 100755
--- a/llama_stack/distribution/start_container.sh
+++ b/llama_stack/distribution/start_container.sh
@@ -6,8 +6,8 @@
 # This source code is licensed under the terms described in the LICENSE file in
 # the root directory of this source tree.
 
-DOCKER_BINARY=${DOCKER_BINARY:-docker}
-DOCKER_OPTS=${DOCKER_OPTS:-}
+CONTAINER_BINARY=${CONTAINER_BINARY:-docker}
+CONTAINER_OPTS=${CONTAINER_OPTS:-}
 LLAMA_CHECKPOINT_DIR=${LLAMA_CHECKPOINT_DIR:-}
 LLAMA_STACK_DIR=${LLAMA_STACK_DIR:-}
 TEST_PYPI_VERSION=${TEST_PYPI_VERSION:-}
@@ -31,7 +31,7 @@ if [ $# -lt 3 ]; then
 fi
 
 build_name="$1"
-docker_image="localhost/distribution-$build_name"
+container_image="localhost/distribution-$build_name"
 shift
 
 yaml_config="$1"
@@ -64,7 +64,7 @@ set -x
 
 if command -v selinuxenabled &> /dev/null && selinuxenabled; then
   # Disable SELinux labels
-  DOCKER_OPTS="$DOCKER_OPTS --security-opt label=disable"
+  CONTAINER_OPTS="$CONTAINER_OPTS --security-opt label=disable"
 fi
 
 mounts=""
@@ -73,7 +73,7 @@ if [ -n "$LLAMA_STACK_DIR" ]; then
 fi
 if [ -n "$LLAMA_CHECKPOINT_DIR" ]; then
   mounts="$mounts -v $LLAMA_CHECKPOINT_DIR:/root/.llama"
-  DOCKER_OPTS="$DOCKER_OPTS --gpus=all"
+  CONTAINER_OPTS="$CONTAINER_OPTS --gpus=all"
 fi
 
 version_tag="latest"
@@ -85,11 +85,11 @@ elif [ -n "$TEST_PYPI_VERSION" ]; then
   version_tag="test-$TEST_PYPI_VERSION"
 fi
 
-$DOCKER_BINARY run $DOCKER_OPTS -it \
+$CONTAINER_BINARY run $CONTAINER_OPTS -it \
   -p $port:$port \
   $env_vars \
   -v "$yaml_config:/app/config.yaml" \
   $mounts \
   --env LLAMA_STACK_PORT=$port \
   --entrypoint='["python", "-m", "llama_stack.distribution.server.server", "--yaml-config", "/app/config.yaml"]' \
-  $docker_image:$version_tag
+  $container_image:$version_tag
diff --git a/llama_stack/providers/datatypes.py b/llama_stack/providers/datatypes.py
index 3e64a62a1..94563879c 100644
--- a/llama_stack/providers/datatypes.py
+++ b/llama_stack/providers/datatypes.py
@@ -150,11 +150,11 @@ class InlineProviderSpec(ProviderSpec):
         default_factory=list,
         description="The pip dependencies needed for this implementation",
     )
-    docker_image: Optional[str] = Field(
+    container_image: Optional[str] = Field(
         default=None,
         description="""
-The docker image to use for this implementation. If one is provided, pip_packages will be ignored.
-If a provider depends on other providers, the dependencies MUST NOT specify a docker image.
+The container image to use for this implementation. If one is provided, pip_packages will be ignored.
+If a provider depends on other providers, the dependencies MUST NOT specify a container image.
 """,
     )
     module: str = Field(
@@ -197,7 +197,7 @@ API responses, specify the adapter here.
     )
 
     @property
-    def docker_image(self) -> Optional[str]:
+    def container_image(self) -> Optional[str]:
         return None
 
     @property
diff --git a/llama_stack/templates/bedrock/bedrock.py b/llama_stack/templates/bedrock/bedrock.py
index c80625cf6..da792e461 100644
--- a/llama_stack/templates/bedrock/bedrock.py
+++ b/llama_stack/templates/bedrock/bedrock.py
@@ -70,7 +70,7 @@ def get_distribution_template() -> DistributionTemplate:
         name=name,
         distro_type="self_hosted",
         description="Use AWS Bedrock for running LLM inference and safety",
-        docker_image=None,
+        container_image=None,
         template_path=Path(__file__).parent / "doc_template.md",
         providers=providers,
         default_models=default_models,
diff --git a/llama_stack/templates/cerebras/cerebras.py b/llama_stack/templates/cerebras/cerebras.py
index df3b55ddd..8f6bd77af 100644
--- a/llama_stack/templates/cerebras/cerebras.py
+++ b/llama_stack/templates/cerebras/cerebras.py
@@ -92,7 +92,7 @@ def get_distribution_template() -> DistributionTemplate:
         name="cerebras",
         distro_type="self_hosted",
         description="Use Cerebras for running LLM inference",
-        docker_image=None,
+        container_image=None,
         template_path=Path(__file__).parent / "doc_template.md",
         providers=providers,
         default_models=default_models,
diff --git a/llama_stack/templates/experimental-post-training/build.yaml b/llama_stack/templates/experimental-post-training/build.yaml
index 4997ab8a3..618e8ff97 100644
--- a/llama_stack/templates/experimental-post-training/build.yaml
+++ b/llama_stack/templates/experimental-post-training/build.yaml
@@ -2,7 +2,7 @@ version: '2'
 name: experimental-post-training
 distribution_spec:
   description: Experimental template for post training
-  docker_image: null
+  container_image: null
   providers:
     inference:
     - inline::meta-reference
diff --git a/llama_stack/templates/experimental-post-training/run.yaml b/llama_stack/templates/experimental-post-training/run.yaml
index 2e0ee029b..87465137f 100644
--- a/llama_stack/templates/experimental-post-training/run.yaml
+++ b/llama_stack/templates/experimental-post-training/run.yaml
@@ -1,6 +1,6 @@
 version: '2'
 image_name: experimental-post-training
-docker_image: null
+container_image: null
 conda_env: experimental-post-training
 apis:
 - agents
diff --git a/llama_stack/templates/fireworks/fireworks.py b/llama_stack/templates/fireworks/fireworks.py
index 8add75f7d..c94074a70 100644
--- a/llama_stack/templates/fireworks/fireworks.py
+++ b/llama_stack/templates/fireworks/fireworks.py
@@ -98,7 +98,7 @@ def get_distribution_template() -> DistributionTemplate:
         name=name,
         distro_type="self_hosted",
         description="Use Fireworks.AI for running LLM inference",
-        docker_image=None,
+        container_image=None,
         template_path=Path(__file__).parent / "doc_template.md",
         providers=providers,
         default_models=default_models,
diff --git a/llama_stack/templates/hf-endpoint/hf_endpoint.py b/llama_stack/templates/hf-endpoint/hf_endpoint.py
index 54aaa56ac..04e2a53b5 100644
--- a/llama_stack/templates/hf-endpoint/hf_endpoint.py
+++ b/llama_stack/templates/hf-endpoint/hf_endpoint.py
@@ -88,7 +88,7 @@ def get_distribution_template() -> DistributionTemplate:
         name=name,
         distro_type="self_hosted",
         description="Use (an external) Hugging Face Inference Endpoint for running LLM inference",
-        docker_image=None,
+        container_image=None,
         template_path=None,
         providers=providers,
         default_models=[inference_model, safety_model],
diff --git a/llama_stack/templates/hf-serverless/hf_serverless.py b/llama_stack/templates/hf-serverless/hf_serverless.py
index 788faa986..af8d77629 100644
--- a/llama_stack/templates/hf-serverless/hf_serverless.py
+++ b/llama_stack/templates/hf-serverless/hf_serverless.py
@@ -89,7 +89,7 @@ def get_distribution_template() -> DistributionTemplate:
         name=name,
         distro_type="self_hosted",
         description="Use (an external) Hugging Face Inference Endpoint for running LLM inference",
-        docker_image=None,
+        container_image=None,
         template_path=None,
         providers=providers,
         default_models=[inference_model, safety_model],
diff --git a/llama_stack/templates/nvidia/nvidia.py b/llama_stack/templates/nvidia/nvidia.py
index cfa86dbe7..d5518ecc9 100644
--- a/llama_stack/templates/nvidia/nvidia.py
+++ b/llama_stack/templates/nvidia/nvidia.py
@@ -68,7 +68,7 @@ def get_distribution_template() -> DistributionTemplate:
         name="nvidia",
         distro_type="remote_hosted",
         description="Use NVIDIA NIM for running LLM inference",
-        docker_image=None,
+        container_image=None,
         template_path=Path(__file__).parent / "doc_template.md",
         providers=providers,
         default_models=default_models,
diff --git a/llama_stack/templates/ollama/ollama.py b/llama_stack/templates/ollama/ollama.py
index 0473f8692..2288ea3a6 100644
--- a/llama_stack/templates/ollama/ollama.py
+++ b/llama_stack/templates/ollama/ollama.py
@@ -90,7 +90,7 @@ def get_distribution_template() -> DistributionTemplate:
         name=name,
         distro_type="self_hosted",
         description="Use (an external) Ollama server for running LLM inference",
-        docker_image=None,
+        container_image=None,
         template_path=Path(__file__).parent / "doc_template.md",
         providers=providers,
         default_models=[inference_model, safety_model],
diff --git a/llama_stack/templates/template.py b/llama_stack/templates/template.py
index 5bb88c821..d9696b23d 100644
--- a/llama_stack/templates/template.py
+++ b/llama_stack/templates/template.py
@@ -37,7 +37,7 @@ class RunConfigSettings(BaseModel):
         self,
         name: str,
         providers: Dict[str, List[str]],
-        docker_image: Optional[str] = None,
+        container_image: Optional[str] = None,
     ) -> StackRunConfig:
         provider_registry = get_provider_registry()
 
@@ -83,7 +83,7 @@ class RunConfigSettings(BaseModel):
 
         return StackRunConfig(
             image_name=name,
-            docker_image=docker_image,
+            container_image=container_image,
             conda_env=name,
             apis=apis,
             providers=provider_configs,
@@ -113,7 +113,7 @@ class DistributionTemplate(BaseModel):
 
     # Optional configuration
     run_config_env_vars: Optional[Dict[str, Tuple[str, str]]] = None
-    docker_image: Optional[str] = None
+    container_image: Optional[str] = None
 
     default_models: Optional[List[ModelInput]] = None
 
@@ -122,7 +122,7 @@ class DistributionTemplate(BaseModel):
             name=self.name,
             distribution_spec=DistributionSpec(
                 description=self.description,
-                docker_image=self.docker_image,
+                container_image=self.container_image,
                 providers=self.providers,
             ),
             image_type="conda",  # default to conda, can be overridden
@@ -170,7 +170,7 @@ class DistributionTemplate(BaseModel):
 
         for yaml_pth, settings in self.run_configs.items():
             run_config = settings.run_config(
-                self.name, self.providers, self.docker_image
+                self.name, self.providers, self.container_image
             )
             with open(yaml_output_dir / yaml_pth, "w") as f:
                 yaml.safe_dump(
diff --git a/llama_stack/templates/tgi/tgi.py b/llama_stack/templates/tgi/tgi.py
index b62e7719e..02187f986 100644
--- a/llama_stack/templates/tgi/tgi.py
+++ b/llama_stack/templates/tgi/tgi.py
@@ -92,7 +92,7 @@ def get_distribution_template() -> DistributionTemplate:
         name=name,
         distro_type="self_hosted",
         description="Use (an external) TGI server for running LLM inference",
-        docker_image=None,
+        container_image=None,
         template_path=Path(__file__).parent / "doc_template.md",
         providers=providers,
         default_models=[inference_model, safety_model],
diff --git a/llama_stack/templates/together/together.py b/llama_stack/templates/together/together.py
index b51918a6c..28c01095a 100644
--- a/llama_stack/templates/together/together.py
+++ b/llama_stack/templates/together/together.py
@@ -96,7 +96,7 @@ def get_distribution_template() -> DistributionTemplate:
         name=name,
         distro_type="self_hosted",
         description="Use Together.AI for running LLM inference",
-        docker_image=None,
+        container_image=None,
         template_path=Path(__file__).parent / "doc_template.md",
         providers=providers,
         default_models=default_models,
diff --git a/llama_stack/templates/vllm-gpu/vllm.py b/llama_stack/templates/vllm-gpu/vllm.py
index dd80c15dc..1f3cf4b35 100644
--- a/llama_stack/templates/vllm-gpu/vllm.py
+++ b/llama_stack/templates/vllm-gpu/vllm.py
@@ -84,7 +84,7 @@ def get_distribution_template() -> DistributionTemplate:
         name=name,
         distro_type="self_hosted",
         description="Use a built-in vLLM engine for running LLM inference",
-        docker_image=None,
+        container_image=None,
         template_path=None,
         providers=providers,
         default_models=[inference_model],

From 3d4c53dfec7715fc8035d4d5b8929619ab12da25 Mon Sep 17 00:00:00 2001
From: Dinesh Yeduguru 
Date: Fri, 17 Jan 2025 16:40:58 -0800
Subject: [PATCH 09/11] add mcp runtime as default to all providers (#816)

# What does this PR do?

This is needed to have the notebook work with MCP
---
 distributions/dependencies.json               | 349 +++++++++---------
 .../remote_hosted_distro/nvidia.md            |   2 +-
 .../self_hosted_distro/bedrock.md             |   2 +-
 .../self_hosted_distro/fireworks.md           |   2 +-
 .../self_hosted_distro/meta-reference-gpu.md  |   2 +-
 .../meta-reference-quantized-gpu.md           |   2 +-
 .../self_hosted_distro/remote-vllm.md         |   2 +-
 .../distributions/self_hosted_distro/tgi.md   |   2 +-
 .../self_hosted_distro/together.md            |   2 +-
 llama_stack/templates/bedrock/bedrock.py      |   1 +
 llama_stack/templates/bedrock/build.yaml      |   1 +
 llama_stack/templates/bedrock/run.yaml        |   3 +
 llama_stack/templates/fireworks/build.yaml    |   1 +
 llama_stack/templates/fireworks/fireworks.py  |   1 +
 .../templates/fireworks/run-with-safety.yaml  |   3 +
 llama_stack/templates/fireworks/run.yaml      |   3 +
 llama_stack/templates/hf-endpoint/build.yaml  |   1 +
 .../templates/hf-endpoint/hf_endpoint.py      |   1 +
 .../hf-endpoint/run-with-safety.yaml          |   3 +
 llama_stack/templates/hf-endpoint/run.yaml    |   3 +
 .../templates/hf-serverless/build.yaml        |   1 +
 .../templates/hf-serverless/hf_serverless.py  |   1 +
 .../hf-serverless/run-with-safety.yaml        |   3 +
 llama_stack/templates/hf-serverless/run.yaml  |   3 +
 .../templates/meta-reference-gpu/build.yaml   |   1 +
 .../meta-reference-gpu/meta_reference.py      |   1 +
 .../meta-reference-gpu/run-with-safety.yaml   |   3 +
 .../templates/meta-reference-gpu/run.yaml     |   3 +
 .../meta-reference-quantized-gpu/build.yaml   |   1 +
 .../meta_reference.py                         |   1 +
 .../meta-reference-quantized-gpu/run.yaml     |   3 +
 llama_stack/templates/nvidia/build.yaml       |   1 +
 llama_stack/templates/nvidia/nvidia.py        |   1 +
 llama_stack/templates/nvidia/run.yaml         |   3 +
 llama_stack/templates/remote-vllm/build.yaml  |   1 +
 .../remote-vllm/run-with-safety.yaml          |   3 +
 llama_stack/templates/remote-vllm/run.yaml    |   3 +
 llama_stack/templates/remote-vllm/vllm.py     |   1 +
 llama_stack/templates/tgi/build.yaml          |   1 +
 .../templates/tgi/run-with-safety.yaml        |   3 +
 llama_stack/templates/tgi/run.yaml            |   3 +
 llama_stack/templates/tgi/tgi.py              |   1 +
 llama_stack/templates/together/build.yaml     |   1 +
 .../templates/together/run-with-safety.yaml   |   3 +
 llama_stack/templates/together/run.yaml       |   3 +
 llama_stack/templates/together/together.py    |   1 +
 llama_stack/templates/vllm-gpu/build.yaml     |   1 +
 llama_stack/templates/vllm-gpu/run.yaml       |   3 +
 llama_stack/templates/vllm-gpu/vllm.py        |   1 +
 49 files changed, 264 insertions(+), 177 deletions(-)

diff --git a/distributions/dependencies.json b/distributions/dependencies.json
index c3d643695..7b5d8b002 100644
--- a/distributions/dependencies.json
+++ b/distributions/dependencies.json
@@ -1,9 +1,43 @@
 {
-  "bedrock": [
+  "hf-serverless": [
+    "aiohttp",
+    "aiosqlite",
+    "autoevals",
+    "blobfile",
+    "chardet",
+    "chromadb-client",
+    "datasets",
+    "faiss-cpu",
+    "fastapi",
+    "fire",
+    "httpx",
+    "huggingface_hub",
+    "matplotlib",
+    "mcp",
+    "nltk",
+    "numpy",
+    "openai",
+    "opentelemetry-exporter-otlp-proto-http",
+    "opentelemetry-sdk",
+    "pandas",
+    "pillow",
+    "psycopg2-binary",
+    "pypdf",
+    "redis",
+    "requests",
+    "scikit-learn",
+    "scipy",
+    "sentencepiece",
+    "tqdm",
+    "transformers",
+    "uvicorn",
+    "sentence-transformers --no-deps",
+    "torch --index-url https://download.pytorch.org/whl/cpu"
+  ],
+  "together": [
     "aiosqlite",
     "autoevals",
     "blobfile",
-    "boto3",
     "chardet",
     "chromadb-client",
     "datasets",
@@ -12,6 +46,75 @@
     "fire",
     "httpx",
     "matplotlib",
+    "mcp",
+    "nltk",
+    "numpy",
+    "openai",
+    "opentelemetry-exporter-otlp-proto-http",
+    "opentelemetry-sdk",
+    "pandas",
+    "pillow",
+    "psycopg2-binary",
+    "pypdf",
+    "redis",
+    "requests",
+    "scikit-learn",
+    "scipy",
+    "sentencepiece",
+    "together",
+    "tqdm",
+    "transformers",
+    "uvicorn",
+    "sentence-transformers --no-deps",
+    "torch --index-url https://download.pytorch.org/whl/cpu"
+  ],
+  "vllm-gpu": [
+    "aiosqlite",
+    "autoevals",
+    "blobfile",
+    "chardet",
+    "chromadb-client",
+    "datasets",
+    "faiss-cpu",
+    "fastapi",
+    "fire",
+    "httpx",
+    "matplotlib",
+    "mcp",
+    "nltk",
+    "numpy",
+    "openai",
+    "opentelemetry-exporter-otlp-proto-http",
+    "opentelemetry-sdk",
+    "pandas",
+    "pillow",
+    "psycopg2-binary",
+    "pypdf",
+    "redis",
+    "requests",
+    "scikit-learn",
+    "scipy",
+    "sentencepiece",
+    "tqdm",
+    "transformers",
+    "uvicorn",
+    "vllm",
+    "sentence-transformers --no-deps",
+    "torch --index-url https://download.pytorch.org/whl/cpu"
+  ],
+  "remote-vllm": [
+    "aiosqlite",
+    "autoevals",
+    "blobfile",
+    "chardet",
+    "chromadb-client",
+    "datasets",
+    "faiss-cpu",
+    "fastapi",
+    "fire",
+    "httpx",
+    "matplotlib",
+    "mcp",
     "nltk",
     "numpy",
     "openai",
@@ -45,6 +148,7 @@
     "fireworks-ai",
     "httpx",
     "matplotlib",
+    "mcp",
     "nltk",
     "numpy",
     "openai",
@@ -65,7 +169,7 @@
     "sentence-transformers --no-deps",
     "torch --index-url https://download.pytorch.org/whl/cpu"
   ],
-  "hf-endpoint": [
+  "tgi": [
     "aiohttp",
     "aiosqlite",
     "autoevals",
@@ -79,6 +183,7 @@
     "httpx",
     "huggingface_hub",
     "matplotlib",
+    "mcp",
     "nltk",
     "numpy",
     "openai",
@@ -99,11 +204,11 @@
     "sentence-transformers --no-deps",
     "torch --index-url https://download.pytorch.org/whl/cpu"
   ],
-  "hf-serverless": [
-    "aiohttp",
+  "bedrock": [
     "aiosqlite",
     "autoevals",
     "blobfile",
+    "boto3",
     "chardet",
     "chromadb-client",
     "datasets",
@@ -111,8 +216,8 @@
     "fastapi",
     "fire",
     "httpx",
-    "huggingface_hub",
     "matplotlib",
+    "mcp",
     "nltk",
     "numpy",
     "openai",
@@ -148,6 +253,7 @@
     "httpx",
     "lm-format-enforcer",
     "matplotlib",
+    "mcp",
     "nltk",
     "numpy",
     "openai",
@@ -172,6 +278,38 @@
     "sentence-transformers --no-deps",
     "torch --index-url https://download.pytorch.org/whl/cpu"
   ],
+  "nvidia": [
+    "aiosqlite",
+    "autoevals",
+    "blobfile",
+    "chardet",
+    "datasets",
+    "faiss-cpu",
+    "fastapi",
+    "fire",
+    "httpx",
+    "matplotlib",
+    "mcp",
+    "nltk",
+    "numpy",
+    "openai",
+    "opentelemetry-exporter-otlp-proto-http",
+    "opentelemetry-sdk",
+    "pandas",
+    "pillow",
+    "psycopg2-binary",
+    "pypdf",
+    "redis",
+    "requests",
+    "scikit-learn",
+    "scipy",
+    "sentencepiece",
+    "tqdm",
+    "transformers",
+    "uvicorn",
+    "sentence-transformers --no-deps",
+    "torch --index-url https://download.pytorch.org/whl/cpu"
+  ],
   "meta-reference-quantized-gpu": [
     "accelerate",
     "aiosqlite",
@@ -188,6 +326,7 @@
     "httpx",
     "lm-format-enforcer",
     "matplotlib",
+    "mcp",
     "nltk",
     "numpy",
     "openai",
@@ -213,6 +352,39 @@
     "sentence-transformers --no-deps",
     "torch --index-url https://download.pytorch.org/whl/cpu"
   ],
+  "cerebras": [
+    "aiosqlite",
+    "autoevals",
+    "blobfile",
+    "cerebras_cloud_sdk",
+    "chardet",
+    "chromadb-client",
+    "datasets",
+    "faiss-cpu",
+    "fastapi",
+    "fire",
+    "httpx",
+    "matplotlib",
+    "nltk",
+    "numpy",
+    "openai",
+    "opentelemetry-exporter-otlp-proto-http",
+    "opentelemetry-sdk",
+    "pandas",
+    "pillow",
+    "psycopg2-binary",
+    "pypdf",
+    "redis",
+    "requests",
+    "scikit-learn",
+    "scipy",
+    "sentencepiece",
+    "tqdm",
+    "transformers",
+    "uvicorn",
+    "sentence-transformers --no-deps",
+    "torch --index-url https://download.pytorch.org/whl/cpu"
+  ],
   "ollama": [
     "aiohttp",
     "aiosqlite",
@@ -247,7 +419,7 @@
     "sentence-transformers --no-deps",
     "torch --index-url https://download.pytorch.org/whl/cpu"
   ],
-  "tgi": [
+  "hf-endpoint": [
     "aiohttp",
     "aiosqlite",
     "autoevals",
@@ -261,168 +433,7 @@
     "httpx",
     "huggingface_hub",
     "matplotlib",
-    "nltk",
-    "numpy",
-    "openai",
-    "opentelemetry-exporter-otlp-proto-http",
-    "opentelemetry-sdk",
-    "pandas",
-    "pillow",
-    "psycopg2-binary",
-    "pypdf",
-    "redis",
-    "requests",
-    "scikit-learn",
-    "scipy",
-    "sentencepiece",
-    "tqdm",
-    "transformers",
-    "uvicorn",
-    "sentence-transformers --no-deps",
-    "torch --index-url https://download.pytorch.org/whl/cpu"
-  ],
-  "together": [
-    "aiosqlite",
-    "autoevals",
-    "blobfile",
-    "chardet",
-    "chromadb-client",
-    "datasets",
-    "faiss-cpu",
-    "fastapi",
-    "fire",
-    "httpx",
-    "matplotlib",
-    "nltk",
-    "numpy",
-    "openai",
-    "opentelemetry-exporter-otlp-proto-http",
-    "opentelemetry-sdk",
-    "pandas",
-    "pillow",
-    "psycopg2-binary",
-    "pypdf",
-    "redis",
-    "requests",
-    "scikit-learn",
-    "scipy",
-    "sentencepiece",
-    "together",
-    "tqdm",
-    "transformers",
-    "uvicorn",
-    "sentence-transformers --no-deps",
-    "torch --index-url https://download.pytorch.org/whl/cpu"
-  ],
-  "remote-vllm": [
-    "aiosqlite",
-    "autoevals",
-    "blobfile",
-    "chardet",
-    "chromadb-client",
-    "datasets",
-    "faiss-cpu",
-    "fastapi",
-    "fire",
-    "httpx",
-    "matplotlib",
-    "nltk",
-    "numpy",
-    "openai",
-    "opentelemetry-exporter-otlp-proto-http",
-    "opentelemetry-sdk",
-    "pandas",
-    "pillow",
-    "psycopg2-binary",
-    "pypdf",
-    "redis",
-    "requests",
-    "scikit-learn",
-    "scipy",
-    "sentencepiece",
-    "tqdm",
-    "transformers",
-    "uvicorn",
-    "sentence-transformers --no-deps",
-    "torch --index-url https://download.pytorch.org/whl/cpu"
-  ],
-  "cerebras": [
-    "aiosqlite",
-    "autoevals",
-    "blobfile",
-    "cerebras_cloud_sdk",
-    "chardet",
-    "chromadb-client",
-    "datasets",
-    "faiss-cpu",
-    "fastapi",
-    "fire",
-    "httpx",
-    "matplotlib",
-    "nltk",
-    "numpy",
-    "openai",
-    "opentelemetry-exporter-otlp-proto-http",
-    "opentelemetry-sdk",
-    "pandas",
-    "pillow",
-    "psycopg2-binary",
-    "pypdf",
-    "redis",
-    "requests",
-    "scikit-learn",
-    "scipy",
-    "sentencepiece",
-    "tqdm",
-    "transformers",
-    "uvicorn",
-    "sentence-transformers --no-deps",
-    "torch --index-url https://download.pytorch.org/whl/cpu"
-  ],
-  "vllm-gpu": [
-    "aiosqlite",
-    "autoevals",
-    "blobfile",
-    "chardet",
-    "chromadb-client",
-    "datasets",
-    "faiss-cpu",
-    "fastapi",
-    "fire",
-    "httpx",
-    "matplotlib",
-    "nltk",
-    "numpy",
-    "openai",
-    "opentelemetry-exporter-otlp-proto-http",
-    "opentelemetry-sdk",
-    "pandas",
-    "pillow",
-    "psycopg2-binary",
-    "pypdf",
-    "redis",
-    "requests",
-    "scikit-learn",
-    "scipy",
-    "sentencepiece",
-    "tqdm",
-    "transformers",
-    "uvicorn",
-    "vllm",
-    "sentence-transformers --no-deps",
-    "torch --index-url https://download.pytorch.org/whl/cpu"
-  ],
-  "nvidia": [
-    "aiosqlite",
-    "autoevals",
-    "blobfile",
-    "chardet",
-    "datasets",
-    "faiss-cpu",
-    "fastapi",
-    "fire",
-    "httpx",
-    "matplotlib",
+    "mcp",
     "nltk",
     "numpy",
     "openai",
diff --git a/docs/source/distributions/remote_hosted_distro/nvidia.md b/docs/source/distributions/remote_hosted_distro/nvidia.md
index 7e3446863..4028ed384 100644
--- a/docs/source/distributions/remote_hosted_distro/nvidia.md
+++ b/docs/source/distributions/remote_hosted_distro/nvidia.md
@@ -12,7 +12,7 @@ The `llamastack/distribution-nvidia` distribution consists of the following prov
 | safety | `inline::llama-guard` |
 | scoring | `inline::basic`, `inline::llm-as-judge`, `inline::braintrust` |
 | telemetry | `inline::meta-reference` |
-| tool_runtime | `remote::brave-search`, `remote::tavily-search`, `inline::code-interpreter`, `inline::memory-runtime` |
+| tool_runtime | `remote::brave-search`, `remote::tavily-search`, `inline::code-interpreter`, `inline::memory-runtime`, `remote::model-context-protocol` |
 
 
 ### Environment Variables
diff --git a/docs/source/distributions/self_hosted_distro/bedrock.md b/docs/source/distributions/self_hosted_distro/bedrock.md
index 71adfad09..dd4e51264 100644
--- a/docs/source/distributions/self_hosted_distro/bedrock.md
+++ b/docs/source/distributions/self_hosted_distro/bedrock.md
@@ -19,7 +19,7 @@ The `llamastack/distribution-bedrock` distribution consists of the following pro
 | safety | `remote::bedrock` |
 | scoring | `inline::basic`, `inline::llm-as-judge`, `inline::braintrust` |
 | telemetry | `inline::meta-reference` |
-| tool_runtime | `remote::brave-search`, `remote::tavily-search`, `inline::code-interpreter`, `inline::memory-runtime` |
+| tool_runtime | `remote::brave-search`, `remote::tavily-search`, `inline::code-interpreter`, `inline::memory-runtime`, `remote::model-context-protocol` |
 
 
 
diff --git a/docs/source/distributions/self_hosted_distro/fireworks.md b/docs/source/distributions/self_hosted_distro/fireworks.md
index 335309729..7ed174984 100644
--- a/docs/source/distributions/self_hosted_distro/fireworks.md
+++ b/docs/source/distributions/self_hosted_distro/fireworks.md
@@ -22,7 +22,7 @@ The `llamastack/distribution-fireworks` distribution consists of the following p
 | safety | `inline::llama-guard` |
 | scoring | `inline::basic`, `inline::llm-as-judge`, `inline::braintrust` |
 | telemetry | `inline::meta-reference` |
-| tool_runtime | `remote::brave-search`, `remote::tavily-search`, `inline::code-interpreter`, `inline::memory-runtime` |
+| tool_runtime | `remote::brave-search`, `remote::tavily-search`, `inline::code-interpreter`, `inline::memory-runtime`, `remote::model-context-protocol` |
 
 
 ### Environment Variables
diff --git a/docs/source/distributions/self_hosted_distro/meta-reference-gpu.md b/docs/source/distributions/self_hosted_distro/meta-reference-gpu.md
index a89719dea..269354e98 100644
--- a/docs/source/distributions/self_hosted_distro/meta-reference-gpu.md
+++ b/docs/source/distributions/self_hosted_distro/meta-reference-gpu.md
@@ -22,7 +22,7 @@ The `llamastack/distribution-meta-reference-gpu` distribution consists of the fo
 | safety | `inline::llama-guard` |
 | scoring | `inline::basic`, `inline::llm-as-judge`, `inline::braintrust` |
 | telemetry | `inline::meta-reference` |
-| tool_runtime | `remote::brave-search`, `remote::tavily-search`, `inline::code-interpreter`, `inline::memory-runtime` |
+| tool_runtime | `remote::brave-search`, `remote::tavily-search`, `inline::code-interpreter`, `inline::memory-runtime`, `remote::model-context-protocol` |
 
 
 Note that you need access to nvidia GPUs to run this distribution. This distribution is not compatible with CPU-only machines or machines with AMD GPUs.
diff --git a/docs/source/distributions/self_hosted_distro/meta-reference-quantized-gpu.md b/docs/source/distributions/self_hosted_distro/meta-reference-quantized-gpu.md
index 26ed5d05b..937dbbdbd 100644
--- a/docs/source/distributions/self_hosted_distro/meta-reference-quantized-gpu.md
+++ b/docs/source/distributions/self_hosted_distro/meta-reference-quantized-gpu.md
@@ -22,7 +22,7 @@ The `llamastack/distribution-meta-reference-quantized-gpu` distribution consists
 | safety | `inline::llama-guard` |
 | scoring | `inline::basic`, `inline::llm-as-judge`, `inline::braintrust` |
 | telemetry | `inline::meta-reference` |
-| tool_runtime | `remote::brave-search`, `remote::tavily-search`, `inline::code-interpreter`, `inline::memory-runtime` |
+| tool_runtime | `remote::brave-search`, `remote::tavily-search`, `inline::code-interpreter`, `inline::memory-runtime`, `remote::model-context-protocol` |
 
 
 The only difference vs. the `meta-reference-gpu` distribution is that it has support for more efficient inference -- with fp8, int4 quantization, etc.
diff --git a/docs/source/distributions/self_hosted_distro/remote-vllm.md b/docs/source/distributions/self_hosted_distro/remote-vllm.md
index 5b29c402f..2bb5329b9 100644
--- a/docs/source/distributions/self_hosted_distro/remote-vllm.md
+++ b/docs/source/distributions/self_hosted_distro/remote-vllm.md
@@ -21,7 +21,7 @@ The `llamastack/distribution-remote-vllm` distribution consists of the following
 | safety | `inline::llama-guard` |
 | scoring | `inline::basic`, `inline::llm-as-judge`, `inline::braintrust` |
 | telemetry | `inline::meta-reference` |
-| tool_runtime | `remote::brave-search`, `remote::tavily-search`, `inline::code-interpreter`, `inline::memory-runtime` |
+| tool_runtime | `remote::brave-search`, `remote::tavily-search`, `inline::code-interpreter`, `inline::memory-runtime`, `remote::model-context-protocol` |
 
 
 You can use this distribution if you have GPUs and want to run an independent vLLM server container for running inference.
diff --git a/docs/source/distributions/self_hosted_distro/tgi.md b/docs/source/distributions/self_hosted_distro/tgi.md
index f4f705b12..0fd6a693c 100644
--- a/docs/source/distributions/self_hosted_distro/tgi.md
+++ b/docs/source/distributions/self_hosted_distro/tgi.md
@@ -23,7 +23,7 @@ The `llamastack/distribution-tgi` distribution consists of the following provide
 | safety | `inline::llama-guard` |
 | scoring | `inline::basic`, `inline::llm-as-judge`, `inline::braintrust` |
 | telemetry | `inline::meta-reference` |
-| tool_runtime | `remote::brave-search`, `remote::tavily-search`, `inline::code-interpreter`, `inline::memory-runtime` |
+| tool_runtime | `remote::brave-search`, `remote::tavily-search`, `inline::code-interpreter`, `inline::memory-runtime`, `remote::model-context-protocol` |
 
 
 You can use this distribution if you have GPUs and want to run an independent TGI server container for running inference.
diff --git a/docs/source/distributions/self_hosted_distro/together.md b/docs/source/distributions/self_hosted_distro/together.md
index 3b476c9bf..e990e273f 100644
--- a/docs/source/distributions/self_hosted_distro/together.md
+++ b/docs/source/distributions/self_hosted_distro/together.md
@@ -22,7 +22,7 @@ The `llamastack/distribution-together` distribution consists of the following pr
 | safety | `inline::llama-guard` |
 | scoring | `inline::basic`, `inline::llm-as-judge`, `inline::braintrust` |
 | telemetry | `inline::meta-reference` |
-| tool_runtime | `remote::brave-search`, `remote::tavily-search`, `inline::code-interpreter`, `inline::memory-runtime` |
+| tool_runtime | `remote::brave-search`, `remote::tavily-search`, `inline::code-interpreter`, `inline::memory-runtime`, `remote::model-context-protocol` |
 
 
 ### Environment Variables
diff --git a/llama_stack/templates/bedrock/bedrock.py b/llama_stack/templates/bedrock/bedrock.py
index da792e461..668134be8 100644
--- a/llama_stack/templates/bedrock/bedrock.py
+++ b/llama_stack/templates/bedrock/bedrock.py
@@ -30,6 +30,7 @@ def get_distribution_template() -> DistributionTemplate:
             "remote::tavily-search",
             "inline::code-interpreter",
             "inline::memory-runtime",
+            "remote::model-context-protocol",
         ],
     }
     name = "bedrock"
diff --git a/llama_stack/templates/bedrock/build.yaml b/llama_stack/templates/bedrock/build.yaml
index 794e54306..95b8684e3 100644
--- a/llama_stack/templates/bedrock/build.yaml
+++ b/llama_stack/templates/bedrock/build.yaml
@@ -28,4 +28,5 @@ distribution_spec:
     - remote::tavily-search
     - inline::code-interpreter
     - inline::memory-runtime
+    - remote::model-context-protocol
 image_type: conda
diff --git a/llama_stack/templates/bedrock/run.yaml b/llama_stack/templates/bedrock/run.yaml
index 3a6922ae7..118723bbc 100644
--- a/llama_stack/templates/bedrock/run.yaml
+++ b/llama_stack/templates/bedrock/run.yaml
@@ -81,6 +81,9 @@ providers:
   - provider_id: memory-runtime
     provider_type: inline::memory-runtime
     config: {}
+  - provider_id: model-context-protocol
+    provider_type: remote::model-context-protocol
+    config: {}
 metadata_store:
   type: sqlite
   db_path: ${env.SQLITE_STORE_DIR:~/.llama/distributions/bedrock}/registry.db
diff --git a/llama_stack/templates/fireworks/build.yaml b/llama_stack/templates/fireworks/build.yaml
index 504c913bd..d8e1e27ee 100644
--- a/llama_stack/templates/fireworks/build.yaml
+++ b/llama_stack/templates/fireworks/build.yaml
@@ -28,4 +28,5 @@ distribution_spec:
     - remote::tavily-search
     - inline::code-interpreter
     - inline::memory-runtime
+    - remote::model-context-protocol
 image_type: conda
diff --git a/llama_stack/templates/fireworks/fireworks.py b/llama_stack/templates/fireworks/fireworks.py
index c94074a70..14fd392c4 100644
--- a/llama_stack/templates/fireworks/fireworks.py
+++ b/llama_stack/templates/fireworks/fireworks.py
@@ -39,6 +39,7 @@ def get_distribution_template() -> DistributionTemplate:
             "remote::tavily-search",
             "inline::code-interpreter",
             "inline::memory-runtime",
+            "remote::model-context-protocol",
         ],
     }
 
diff --git a/llama_stack/templates/fireworks/run-with-safety.yaml b/llama_stack/templates/fireworks/run-with-safety.yaml
index 8fefbd98a..dd21120ed 100644
--- a/llama_stack/templates/fireworks/run-with-safety.yaml
+++ b/llama_stack/templates/fireworks/run-with-safety.yaml
@@ -92,6 +92,9 @@ providers:
   - provider_id: memory-runtime
     provider_type: inline::memory-runtime
     config: {}
+  - provider_id: model-context-protocol
+    provider_type: remote::model-context-protocol
+    config: {}
 metadata_store:
   type: sqlite
   db_path: ${env.SQLITE_STORE_DIR:~/.llama/distributions/fireworks}/registry.db
diff --git a/llama_stack/templates/fireworks/run.yaml b/llama_stack/templates/fireworks/run.yaml
index 53128f456..993417b50 100644
--- a/llama_stack/templates/fireworks/run.yaml
+++ b/llama_stack/templates/fireworks/run.yaml
@@ -86,6 +86,9 @@ providers:
   - provider_id: memory-runtime
     provider_type: inline::memory-runtime
     config: {}
+  - provider_id: model-context-protocol
+    provider_type: remote::model-context-protocol
+    config: {}
 metadata_store:
   type: sqlite
   db_path: ${env.SQLITE_STORE_DIR:~/.llama/distributions/fireworks}/registry.db
diff --git a/llama_stack/templates/hf-endpoint/build.yaml b/llama_stack/templates/hf-endpoint/build.yaml
index 43486030e..f4fdc4a3d 100644
--- a/llama_stack/templates/hf-endpoint/build.yaml
+++ b/llama_stack/templates/hf-endpoint/build.yaml
@@ -28,4 +28,5 @@ distribution_spec:
     - remote::tavily-search
     - inline::code-interpreter
     - inline::memory-runtime
+    - remote::model-context-protocol
 image_type: conda
diff --git a/llama_stack/templates/hf-endpoint/hf_endpoint.py b/llama_stack/templates/hf-endpoint/hf_endpoint.py
index 04e2a53b5..1a5c23a42 100644
--- a/llama_stack/templates/hf-endpoint/hf_endpoint.py
+++ b/llama_stack/templates/hf-endpoint/hf_endpoint.py
@@ -34,6 +34,7 @@ def get_distribution_template() -> DistributionTemplate:
             "remote::tavily-search",
             "inline::code-interpreter",
             "inline::memory-runtime",
+            "remote::model-context-protocol",
         ],
     }
     name = "hf-endpoint"
diff --git a/llama_stack/templates/hf-endpoint/run-with-safety.yaml b/llama_stack/templates/hf-endpoint/run-with-safety.yaml
index 6a52ca861..537e4024f 100644
--- a/llama_stack/templates/hf-endpoint/run-with-safety.yaml
+++ b/llama_stack/templates/hf-endpoint/run-with-safety.yaml
@@ -91,6 +91,9 @@ providers:
   - provider_id: memory-runtime
     provider_type: inline::memory-runtime
     config: {}
+  - provider_id: model-context-protocol
+    provider_type: remote::model-context-protocol
+    config: {}
 metadata_store:
   type: sqlite
   db_path: ${env.SQLITE_STORE_DIR:~/.llama/distributions/hf-endpoint}/registry.db
diff --git a/llama_stack/templates/hf-endpoint/run.yaml b/llama_stack/templates/hf-endpoint/run.yaml
index c019c587a..b31f28434 100644
--- a/llama_stack/templates/hf-endpoint/run.yaml
+++ b/llama_stack/templates/hf-endpoint/run.yaml
@@ -86,6 +86,9 @@ providers:
   - provider_id: memory-runtime
     provider_type: inline::memory-runtime
     config: {}
+  - provider_id: model-context-protocol
+    provider_type: remote::model-context-protocol
+    config: {}
 metadata_store:
   type: sqlite
   db_path: ${env.SQLITE_STORE_DIR:~/.llama/distributions/hf-endpoint}/registry.db
diff --git a/llama_stack/templates/hf-serverless/build.yaml b/llama_stack/templates/hf-serverless/build.yaml
index e1328bd58..d075a7449 100644
--- a/llama_stack/templates/hf-serverless/build.yaml
+++ b/llama_stack/templates/hf-serverless/build.yaml
@@ -28,4 +28,5 @@ distribution_spec:
     - remote::tavily-search
     - inline::code-interpreter
     - inline::memory-runtime
+    - remote::model-context-protocol
 image_type: conda
diff --git a/llama_stack/templates/hf-serverless/hf_serverless.py b/llama_stack/templates/hf-serverless/hf_serverless.py
index af8d77629..0292f13e2 100644
--- a/llama_stack/templates/hf-serverless/hf_serverless.py
+++ b/llama_stack/templates/hf-serverless/hf_serverless.py
@@ -34,6 +34,7 @@ def get_distribution_template() -> DistributionTemplate:
             "remote::tavily-search",
             "inline::code-interpreter",
             "inline::memory-runtime",
+            "remote::model-context-protocol",
         ],
     }
 
diff --git a/llama_stack/templates/hf-serverless/run-with-safety.yaml b/llama_stack/templates/hf-serverless/run-with-safety.yaml
index 0a64de358..484b2d0bd 100644
--- a/llama_stack/templates/hf-serverless/run-with-safety.yaml
+++ b/llama_stack/templates/hf-serverless/run-with-safety.yaml
@@ -91,6 +91,9 @@ providers:
   - provider_id: memory-runtime
     provider_type: inline::memory-runtime
     config: {}
+  - provider_id: model-context-protocol
+    provider_type: remote::model-context-protocol
+    config: {}
 metadata_store:
   type: sqlite
   db_path: ${env.SQLITE_STORE_DIR:~/.llama/distributions/hf-serverless}/registry.db
diff --git a/llama_stack/templates/hf-serverless/run.yaml b/llama_stack/templates/hf-serverless/run.yaml
index f04213533..a75baf1f9 100644
--- a/llama_stack/templates/hf-serverless/run.yaml
+++ b/llama_stack/templates/hf-serverless/run.yaml
@@ -86,6 +86,9 @@ providers:
   - provider_id: memory-runtime
     provider_type: inline::memory-runtime
     config: {}
+  - provider_id: model-context-protocol
+    provider_type: remote::model-context-protocol
+    config: {}
 metadata_store:
   type: sqlite
   db_path: ${env.SQLITE_STORE_DIR:~/.llama/distributions/hf-serverless}/registry.db
diff --git a/llama_stack/templates/meta-reference-gpu/build.yaml b/llama_stack/templates/meta-reference-gpu/build.yaml
index 9ad7b26bf..a75d3604b 100644
--- a/llama_stack/templates/meta-reference-gpu/build.yaml
+++ b/llama_stack/templates/meta-reference-gpu/build.yaml
@@ -28,4 +28,5 @@ distribution_spec:
     - remote::tavily-search
     - inline::code-interpreter
     - inline::memory-runtime
+    - remote::model-context-protocol
 image_type: conda
diff --git a/llama_stack/templates/meta-reference-gpu/meta_reference.py b/llama_stack/templates/meta-reference-gpu/meta_reference.py
index 7364ee422..584d38256 100644
--- a/llama_stack/templates/meta-reference-gpu/meta_reference.py
+++ b/llama_stack/templates/meta-reference-gpu/meta_reference.py
@@ -38,6 +38,7 @@ def get_distribution_template() -> DistributionTemplate:
             "remote::tavily-search",
             "inline::code-interpreter",
             "inline::memory-runtime",
+            "remote::model-context-protocol",
         ],
     }
     name = "meta-reference-gpu"
diff --git a/llama_stack/templates/meta-reference-gpu/run-with-safety.yaml b/llama_stack/templates/meta-reference-gpu/run-with-safety.yaml
index 591afa2be..9dbdb6fa5 100644
--- a/llama_stack/templates/meta-reference-gpu/run-with-safety.yaml
+++ b/llama_stack/templates/meta-reference-gpu/run-with-safety.yaml
@@ -93,6 +93,9 @@ providers:
   - provider_id: memory-runtime
     provider_type: inline::memory-runtime
     config: {}
+  - provider_id: model-context-protocol
+    provider_type: remote::model-context-protocol
+    config: {}
 metadata_store:
   type: sqlite
   db_path: ${env.SQLITE_STORE_DIR:~/.llama/distributions/meta-reference-gpu}/registry.db
diff --git a/llama_stack/templates/meta-reference-gpu/run.yaml b/llama_stack/templates/meta-reference-gpu/run.yaml
index ecde69fdf..6465215f0 100644
--- a/llama_stack/templates/meta-reference-gpu/run.yaml
+++ b/llama_stack/templates/meta-reference-gpu/run.yaml
@@ -87,6 +87,9 @@ providers:
   - provider_id: memory-runtime
     provider_type: inline::memory-runtime
     config: {}
+  - provider_id: model-context-protocol
+    provider_type: remote::model-context-protocol
+    config: {}
 metadata_store:
   type: sqlite
   db_path: ${env.SQLITE_STORE_DIR:~/.llama/distributions/meta-reference-gpu}/registry.db
diff --git a/llama_stack/templates/meta-reference-quantized-gpu/build.yaml b/llama_stack/templates/meta-reference-quantized-gpu/build.yaml
index e6b64ea1e..4c3e2f492 100644
--- a/llama_stack/templates/meta-reference-quantized-gpu/build.yaml
+++ b/llama_stack/templates/meta-reference-quantized-gpu/build.yaml
@@ -28,4 +28,5 @@ distribution_spec:
     - remote::tavily-search
     - inline::code-interpreter
     - inline::memory-runtime
+    - remote::model-context-protocol
 image_type: conda
diff --git a/llama_stack/templates/meta-reference-quantized-gpu/meta_reference.py b/llama_stack/templates/meta-reference-quantized-gpu/meta_reference.py
index 5c40134af..56293f42c 100644
--- a/llama_stack/templates/meta-reference-quantized-gpu/meta_reference.py
+++ b/llama_stack/templates/meta-reference-quantized-gpu/meta_reference.py
@@ -33,6 +33,7 @@ def get_distribution_template() -> DistributionTemplate:
             "remote::tavily-search",
             "inline::code-interpreter",
             "inline::memory-runtime",
+            "remote::model-context-protocol",
         ],
     }
     default_tool_groups = [
diff --git a/llama_stack/templates/meta-reference-quantized-gpu/run.yaml b/llama_stack/templates/meta-reference-quantized-gpu/run.yaml
index ff0affafb..059034741 100644
--- a/llama_stack/templates/meta-reference-quantized-gpu/run.yaml
+++ b/llama_stack/templates/meta-reference-quantized-gpu/run.yaml
@@ -89,6 +89,9 @@ providers:
   - provider_id: memory-runtime
     provider_type: inline::memory-runtime
     config: {}
+  - provider_id: model-context-protocol
+    provider_type: remote::model-context-protocol
+    config: {}
 metadata_store:
   type: sqlite
   db_path: ${env.SQLITE_STORE_DIR:~/.llama/distributions/meta-reference-quantized-gpu}/registry.db
diff --git a/llama_stack/templates/nvidia/build.yaml b/llama_stack/templates/nvidia/build.yaml
index 56124552b..7bd2a3865 100644
--- a/llama_stack/templates/nvidia/build.yaml
+++ b/llama_stack/templates/nvidia/build.yaml
@@ -26,4 +26,5 @@ distribution_spec:
     - remote::tavily-search
     - inline::code-interpreter
     - inline::memory-runtime
+    - remote::model-context-protocol
 image_type: conda
diff --git a/llama_stack/templates/nvidia/nvidia.py b/llama_stack/templates/nvidia/nvidia.py
index d5518ecc9..e72fe359f 100644
--- a/llama_stack/templates/nvidia/nvidia.py
+++ b/llama_stack/templates/nvidia/nvidia.py
@@ -29,6 +29,7 @@ def get_distribution_template() -> DistributionTemplate:
             "remote::tavily-search",
             "inline::code-interpreter",
             "inline::memory-runtime",
+            "remote::model-context-protocol",
         ],
     }
 
diff --git a/llama_stack/templates/nvidia/run.yaml b/llama_stack/templates/nvidia/run.yaml
index 578f70c9d..07c901371 100644
--- a/llama_stack/templates/nvidia/run.yaml
+++ b/llama_stack/templates/nvidia/run.yaml
@@ -83,6 +83,9 @@ providers:
   - provider_id: memory-runtime
     provider_type: inline::memory-runtime
     config: {}
+  - provider_id: model-context-protocol
+    provider_type: remote::model-context-protocol
+    config: {}
 metadata_store:
   type: sqlite
   db_path: ${env.SQLITE_STORE_DIR:~/.llama/distributions/nvidia}/registry.db
diff --git a/llama_stack/templates/remote-vllm/build.yaml b/llama_stack/templates/remote-vllm/build.yaml
index 7398ab96d..6f301914c 100644
--- a/llama_stack/templates/remote-vllm/build.yaml
+++ b/llama_stack/templates/remote-vllm/build.yaml
@@ -28,4 +28,5 @@ distribution_spec:
     - remote::tavily-search
     - inline::code-interpreter
     - inline::memory-runtime
+    - remote::model-context-protocol
 image_type: conda
diff --git a/llama_stack/templates/remote-vllm/run-with-safety.yaml b/llama_stack/templates/remote-vllm/run-with-safety.yaml
index 9c030e8b2..5e5bd6af6 100644
--- a/llama_stack/templates/remote-vllm/run-with-safety.yaml
+++ b/llama_stack/templates/remote-vllm/run-with-safety.yaml
@@ -93,6 +93,9 @@ providers:
   - provider_id: memory-runtime
     provider_type: inline::memory-runtime
     config: {}
+  - provider_id: model-context-protocol
+    provider_type: remote::model-context-protocol
+    config: {}
 metadata_store:
   type: sqlite
   db_path: ${env.SQLITE_STORE_DIR:~/.llama/distributions/remote-vllm}/registry.db
diff --git a/llama_stack/templates/remote-vllm/run.yaml b/llama_stack/templates/remote-vllm/run.yaml
index 053b254bd..4eac4dad7 100644
--- a/llama_stack/templates/remote-vllm/run.yaml
+++ b/llama_stack/templates/remote-vllm/run.yaml
@@ -87,6 +87,9 @@ providers:
   - provider_id: memory-runtime
     provider_type: inline::memory-runtime
     config: {}
+  - provider_id: model-context-protocol
+    provider_type: remote::model-context-protocol
+    config: {}
 metadata_store:
   type: sqlite
   db_path: ${env.SQLITE_STORE_DIR:~/.llama/distributions/remote-vllm}/registry.db
diff --git a/llama_stack/templates/remote-vllm/vllm.py b/llama_stack/templates/remote-vllm/vllm.py
index 229d7f172..296e2b4f5 100644
--- a/llama_stack/templates/remote-vllm/vllm.py
+++ b/llama_stack/templates/remote-vllm/vllm.py
@@ -36,6 +36,7 @@ def get_distribution_template() -> DistributionTemplate:
             "remote::tavily-search",
             "inline::code-interpreter",
             "inline::memory-runtime",
+            "remote::model-context-protocol",
         ],
     }
     name = "remote-vllm"
diff --git a/llama_stack/templates/tgi/build.yaml b/llama_stack/templates/tgi/build.yaml
index 3bcacffb0..4391ddd5d 100644
--- a/llama_stack/templates/tgi/build.yaml
+++ b/llama_stack/templates/tgi/build.yaml
@@ -28,4 +28,5 @@ distribution_spec:
     - remote::tavily-search
     - inline::code-interpreter
     - inline::memory-runtime
+    - remote::model-context-protocol
 image_type: conda
diff --git a/llama_stack/templates/tgi/run-with-safety.yaml b/llama_stack/templates/tgi/run-with-safety.yaml
index 070daedc1..9bd06d650 100644
--- a/llama_stack/templates/tgi/run-with-safety.yaml
+++ b/llama_stack/templates/tgi/run-with-safety.yaml
@@ -86,6 +86,9 @@ providers:
   - provider_id: memory-runtime
     provider_type: inline::memory-runtime
     config: {}
+  - provider_id: model-context-protocol
+    provider_type: remote::model-context-protocol
+    config: {}
 metadata_store:
   type: sqlite
   db_path: ${env.SQLITE_STORE_DIR:~/.llama/distributions/tgi}/registry.db
diff --git a/llama_stack/templates/tgi/run.yaml b/llama_stack/templates/tgi/run.yaml
index e9696c584..2fc1b52d9 100644
--- a/llama_stack/templates/tgi/run.yaml
+++ b/llama_stack/templates/tgi/run.yaml
@@ -85,6 +85,9 @@ providers:
   - provider_id: memory-runtime
     provider_type: inline::memory-runtime
     config: {}
+  - provider_id: model-context-protocol
+    provider_type: remote::model-context-protocol
+    config: {}
 metadata_store:
   type: sqlite
   db_path: ${env.SQLITE_STORE_DIR:~/.llama/distributions/tgi}/registry.db
diff --git a/llama_stack/templates/tgi/tgi.py b/llama_stack/templates/tgi/tgi.py
index 02187f986..8ad9725e3 100644
--- a/llama_stack/templates/tgi/tgi.py
+++ b/llama_stack/templates/tgi/tgi.py
@@ -36,6 +36,7 @@ def get_distribution_template() -> DistributionTemplate:
             "remote::tavily-search",
             "inline::code-interpreter",
             "inline::memory-runtime",
+            "remote::model-context-protocol",
         ],
     }
     name = "tgi"
diff --git a/llama_stack/templates/together/build.yaml b/llama_stack/templates/together/build.yaml
index ad970f405..ea7387a24 100644
--- a/llama_stack/templates/together/build.yaml
+++ b/llama_stack/templates/together/build.yaml
@@ -28,4 +28,5 @@ distribution_spec:
     - remote::tavily-search
     - inline::code-interpreter
     - inline::memory-runtime
+    - remote::model-context-protocol
 image_type: conda
diff --git a/llama_stack/templates/together/run-with-safety.yaml b/llama_stack/templates/together/run-with-safety.yaml
index 4e162aab3..c1461d75d 100644
--- a/llama_stack/templates/together/run-with-safety.yaml
+++ b/llama_stack/templates/together/run-with-safety.yaml
@@ -92,6 +92,9 @@ providers:
   - provider_id: memory-runtime
     provider_type: inline::memory-runtime
     config: {}
+  - provider_id: model-context-protocol
+    provider_type: remote::model-context-protocol
+    config: {}
 metadata_store:
   type: sqlite
   db_path: ${env.SQLITE_STORE_DIR:~/.llama/distributions/together}/registry.db
diff --git a/llama_stack/templates/together/run.yaml b/llama_stack/templates/together/run.yaml
index 3c4844447..da25fd144 100644
--- a/llama_stack/templates/together/run.yaml
+++ b/llama_stack/templates/together/run.yaml
@@ -86,6 +86,9 @@ providers:
   - provider_id: memory-runtime
     provider_type: inline::memory-runtime
     config: {}
+  - provider_id: model-context-protocol
+    provider_type: remote::model-context-protocol
+    config: {}
 metadata_store:
   type: sqlite
   db_path: ${env.SQLITE_STORE_DIR:~/.llama/distributions/together}/registry.db
diff --git a/llama_stack/templates/together/together.py b/llama_stack/templates/together/together.py
index 28c01095a..1e2def3bd 100644
--- a/llama_stack/templates/together/together.py
+++ b/llama_stack/templates/together/together.py
@@ -39,6 +39,7 @@ def get_distribution_template() -> DistributionTemplate:
             "remote::tavily-search",
             "inline::code-interpreter",
             "inline::memory-runtime",
+            "remote::model-context-protocol",
         ],
     }
     name = "together"
diff --git a/llama_stack/templates/vllm-gpu/build.yaml b/llama_stack/templates/vllm-gpu/build.yaml
index e068fa97e..e8a1693d0 100644
--- a/llama_stack/templates/vllm-gpu/build.yaml
+++ b/llama_stack/templates/vllm-gpu/build.yaml
@@ -28,4 +28,5 @@ distribution_spec:
     - remote::tavily-search
     - inline::code-interpreter
     - inline::memory-runtime
+    - remote::model-context-protocol
 image_type: conda
diff --git a/llama_stack/templates/vllm-gpu/run.yaml b/llama_stack/templates/vllm-gpu/run.yaml
index 1cb44b052..cc0ff047f 100644
--- a/llama_stack/templates/vllm-gpu/run.yaml
+++ b/llama_stack/templates/vllm-gpu/run.yaml
@@ -89,6 +89,9 @@ providers:
   - provider_id: memory-runtime
     provider_type: inline::memory-runtime
     config: {}
+  - provider_id: model-context-protocol
+    provider_type: remote::model-context-protocol
+    config: {}
 metadata_store:
   type: sqlite
   db_path: ${env.SQLITE_STORE_DIR:~/.llama/distributions/vllm-gpu}/registry.db
diff --git a/llama_stack/templates/vllm-gpu/vllm.py b/llama_stack/templates/vllm-gpu/vllm.py
index 1f3cf4b35..71b24482d 100644
--- a/llama_stack/templates/vllm-gpu/vllm.py
+++ b/llama_stack/templates/vllm-gpu/vllm.py
@@ -33,6 +33,7 @@ def get_distribution_template() -> DistributionTemplate:
             "remote::tavily-search",
             "inline::code-interpreter",
             "inline::memory-runtime",
+            "remote::model-context-protocol",
         ],
     }
 

From 3e7496e835af2d7a9f5afea750925ac2e1ebf11f Mon Sep 17 00:00:00 2001
From: Xi Yan 
Date: Fri, 17 Jan 2025 17:07:28 -0800
Subject: [PATCH 10/11] fix vllm base64 image inference (#815)

# What does this PR do?

- fix base64 based image url for vllm
- add a test case for base64 based image_url
- fixes issue: https://github.com/meta-llama/llama-stack/issues/571

## Test Plan

```
LLAMA_STACK_BASE_URL=http://localhost:8321 pytest -v ./tests/client-sdk/inference/test_inference.py::test_image_chat_completion_base64_url
```

image

## Sources

Please link relevant resources if necessary.


## Before submitting

- [ ] This PR fixes a typo or improves the docs (you can dismiss the
other checks if that's the case).
- [ ] Ran pre-commit to handle lint / formatting issues.
- [ ] Read the [contributor
guideline](https://github.com/meta-llama/llama-stack/blob/main/CONTRIBUTING.md),
      Pull Request section?
- [ ] Updated relevant documentation.
- [ ] Wrote necessary unit or integration tests.
---
 .../providers/remote/inference/vllm/vllm.py   |   4 +-
 tests/client-sdk/inference/dog.png            | Bin 0 -> 425075 bytes
 tests/client-sdk/inference/test_inference.py  |  41 ++++++++++++++++++
 3 files changed, 42 insertions(+), 3 deletions(-)
 create mode 100644 tests/client-sdk/inference/dog.png

diff --git a/llama_stack/providers/remote/inference/vllm/vllm.py b/llama_stack/providers/remote/inference/vllm/vllm.py
index 317d05207..81c746cce 100644
--- a/llama_stack/providers/remote/inference/vllm/vllm.py
+++ b/llama_stack/providers/remote/inference/vllm/vllm.py
@@ -176,10 +176,8 @@ class VLLMInferenceAdapter(Inference, ModelsProtocolPrivate):
         media_present = request_has_media(request)
         if isinstance(request, ChatCompletionRequest):
             if media_present:
-                # vllm does not seem to work well with image urls, so we download the images
                 input_dict["messages"] = [
-                    await convert_message_to_openai_dict(m, download=True)
-                    for m in request.messages
+                    await convert_message_to_openai_dict(m) for m in request.messages
                 ]
             else:
                 input_dict["prompt"] = await chat_completion_request_to_prompt(
diff --git a/tests/client-sdk/inference/dog.png b/tests/client-sdk/inference/dog.png
new file mode 100644
index 0000000000000000000000000000000000000000..2d502e6064708230e9413e654100fd9c8a47b051
GIT binary patch
literal 425075
zcmZVk2UwFqvpx<70)!$>no>dlm8zihUX>D~uMm#0Fw
zc><&9UI6~8(j~`{kn?ng<}5#nWGV*I)3Y;`1oM?rYPfxQQNq~K6a{1|V0Ls9#8VJe
zop27~mPxDrYPa$wVcm@Rjs4f4_k4?{F*&N&uEnZlzc5`S{-P@)=N
ziqa0~r=IiPQ?B1pT)%=8Ty^W8WoMox>vk@PjXn{>V58}adu@igiC)!-MJS%*g}U&+
zX4yLq*eA-r+xDuwN|J7`m+#HG{q^@29V$8hv6@OTH6Su7ECi?Z=g;%d-$hshwxA3u
zN3u_JdI{^lkHRl*aVbJ>yi$EXdRLl$NmU_ia~V=VTg++7Kd{oFTnut6(E#6)UG*@R
z5PbumciepR!1g_|H8rbNtMQ_7l$0At%Tj8dEFLqtK%SA
z=(3#mVcadH8(d`cZ{2{ip!2r&rD0kL+l&~$8|#N1*$1D7G~r6MS{vN68C(yNVj|ri
zZ3JH`tDb6J)hpC8jd^xlySaR$Np`#E3}AO(OY^FW4D{$G|!sY+(ql2>dNbK8U^^|O8fLi
z#LF7WK<^E7|FL#kWKsRStV!~5#dtt>pcKG|Qv5MFQ?${#Pub>#Z@Yg@4cNB^0)dJF
zODeHM!@nK%!>pjf2fmP-hGKREvK`5ZeJU0zwxW
ztU(7#Xz{!iaL;`GkqFx#khao8KGLFA8GX`Ufp2q|cZfhr40fcvErW}4wdAG2Gp?te
zA?rD`jbxm3BwSo#p+Orw_uk)q6)VN#^czH>))s&34u$69M|2dqN^3mY@z3&ad{_C!
z?bVG~6>%q)j_~A`jK9*LJ>oqAcj$XP2Z^hc3?1^Zp>wS4*k!2um2AI|+R@kFEKzeD
znzQ5aC6o$#f?aT3iiINrRc!4kzO$j*15kDaA8XvW2sTj3%>~uw8yL1?{=eNj2_x&8mC#?Y0j;e0rRrZmvA5HmfbCyK_h3&RL?yoqz=So^(dd
z<-{Y6j(qC;xqRzXM9-c9WQUNwp-=K%*!Jozt(K29@8mza@{6ZP{;eYzc~si;IfWR@;gHoPJfURUP19
zJHA)cWH|Yv#&G>d;WxoC=#Ty9ilqp{Yo?edmARPV1bd&VGJ2fEHzcInJWxRdhS>dVW
zb++NTakA;KUB7W}V_>*sLOyq<U(y{TP+vLSXMf63CRb=ginj^ExEew
zni~eHvhBCpeZpsM%urv&M8^cjF;~!dtFbn
zetMd)zo02f@QNI_b+BW7^+RONVcP1l_0P1>eDRP|+25BQKcr{m<{D=k`x^(_e!r^d
z@Q?D1GD~69{$=wO?b|1s;!<2(aXhUpq03N{e9Pk_|02;
z#v4;g6JF{=&|MraYciA_L?ov!MsPHoC+NB*7R%TYV)JZC*)l$uzSNv)G0(zaLjm&bOU7-ZA=-UKN8{+ZU|k
z)r-1h^&|)727y^fxHR0xZ}-SorpGtIZsbgpwyD1nGjG<^;BTz(U18zM6Z84?4@Q|U^meo%yBP-gr-8P%0`-#InUlJ#E
zn;EQbbA7OjB#CeAu8#N4E6#iK_?l5C`eS72M+Cbl*Biv2G~*{b(NiyfmaSk{UUbZT
ztoZ=_U2}Jc;n~ftoAY@%ca@`$tGMq$hLbwGx^6oB
zx^)u$zS9}@>tETP4yGYqlLe3=J6oTtIK0{_9gD?kAgED_F{!^Emgu!G6|=~(TvGIf
z$#c6Hq-|){d;6MPj^5ahuD&gw)||$a*7T~hRtx(`@Q$PQMEXwmPUc^r^ap7_kDj{k
zbrE-`6P$X!r*(?1|Jg~J){ZK8St(~*l0ME$mAD(nb7X(CCdYA+w@_Mc;Gb8Uy`Kon
z#J_vjwiDt}wWhIFHCUbA;J=p`oDl?6u|A7D$kWuwnxt!RF>aj(<~J4qZAH-U(&b
z`nMkq-fc^OX=Q2&YAKe|6D$mlI4#AY`O$$jMAYDQ0*5mvz3Ogzn&Hq=j<#^
z_c*fknV|2YktOLr_sqkzJ5o-^P9slWCNCxTvk6HQ&ma60sN8a>MxM^cgtMi(_*ZJy
zZjQV`^;4Tg|4MT9!8cu8v6+R`NK6=yKX>AB?prv6`?Z~kDwZR^%~+M^d3F_MCS<;>
zepp?&HM_m_?)ILkQS5}^mfyR=o#t9zOFfSe)%J;|KTQQ!EeajYwpWJdFj=~HIlGW6
z%l6n5MQ6F+QqM=;iw(TpaqM;4a?o|ylVkU-E$Jvi59xhW+;tLvTcVKb_j=r5YdAL#
z*hTsAlrt5)FCXu=Y&8@8YlgQlqtRX9@_E;0`KT?D<`T1ddmzo)wrTKJ*0G%T1oo)Xj|)uMP6JF&r24R
zT@~!0Te1Z$Hc``<)IQkTYlG`^i}hyQ!PnIi+|0E1j<@YRZ!_}9>P&s4t5@$=wy8oy
zK(lC^tOx|%cM*ajzNPQ{c7*7{gBMVB2XM=EK_m0WG$##f?(`@P_d#~K1Ff{3GeE2b
zdAVV6;qAc@7%)Rr9(;Mi2*|Yq{PqEOF8_{~XiR0B^%jUBKPOvIM{4!y0P&sA{YJ``
z!2x7iMl2$iSmCAi5LWg!w`PKW5ou$r`9?-14xKi0i=W)5#drGV*7vfCq#Sz
z;D6eQ0e}d50Lg#L=n~3*uQZ_Iy{z=UuBi16(u;ezK7|Bo~Yc@FS@>Og%$A3)hq
zRa28t8d|&C*f@LGxp;cav3L?1C|os6JOBXZyZK`OpBsA`>pYdQc6s~2
z>b1)&n+Nc>uK)A^RTI6D+v6ple32mT%P+s5;BDPzh+@>$bUpU9p$-=b@U;s
zF77rEi3cJNM7R|wArOe1`|CF{&(xm$_i(~Dd2TyTPgfaXVQ+8m2i~F&T-D=bp(#*)NhAG1c#iD$YI@HJC1IESdl7vjeDM8ONvH!2
z-Y@8Lg8={~fTo)Ab2!mXlYL^owEH@XZI+kUX{*AUDS4JUM(>n{N18B|1WnT|iPGJz
zM~P0*gp#!8qI{@nJfk>|ZnjY})I8F67OAuxs{~iG8Gkw`cJ$a+YS9(&ab_;a7K^$b
zM>XAU!m;U*9el-it{l$iCw@4Bv7D^*<4#s`{0(rdWq)otE1-H9+73|DewwBTd0o0>+>2d_6R&3q>@Wu%Twms3I0#o1Pt?IvC~W`6s1%rpKH@AxkZFskG)x
zBga9)rw~*_L9*&-P#N?^_FsPmlFW=-8M4jBrWlKtO{~k47W1Qt$3#d^3_P%~FkEk)
z7l^wUt|Y?k6e49>jy>|y2M5ToYwsSmj4~wR9bThni~9~`>E^C#{u=vCvgNsWA$v8S
z=}A13R=*IdcKl1bG!uM~3HPd!N
zncshleUKs?elVKojxF^!AI9~CC0nCckQ!CjEPY;hY~u9jjN~D8Cy}SpG>2UHi_&k{
z=yYbqOK-tu8sV#U)2)&d158qL8&JCU?5oy1Wez990xRe5$)O27jzaM{9Nm5O#~c$V
zCt4k3Beo9*E}%s-@2GO)OtV>q`-%=tWUeOf>eS3>PAJQ&OxLYvc;A^Jt2W&GimV(e
zM>gG_N!nW4O*Q5?;pr8QROCyn(Y&+beShwUG_qUzn^FF^fY|H>GwI}|l~RaE&;}8T
zar7N)JTRxz(N{uO3zQ|n4jy76K@%lW^Bq0=b`-VBQLs-L?EYj061O_RL=wVhN@WP8
z%gGCK%?VsxDLAi6&!I9eFqh3(-$ln*S8NR9-yJV^6BSwo7Hs
zpEEo3s*TC}2J<9UzF#-Vbz=R>Y$fD^)wF?gW}sKS@5>>Nw51*Po=BkDwJK(_Ra}d+
zw?vTKfu5G@rScHnpZUdaicb#x(oj(vw^2wqWw1u#J?3R=8*|PLEu955p}5}cn8@%D
zL1bGHYZX^F>49DTm=
zmPhJc&ukSO3czB@6zj=A)c%
z3@iPu57S?KML*)4j-sYyJ{}z%<#JFEMXXAC;f#e~&DeK24fV}n$mXJ-pX1Vrw@~(X
ze`lhOWlfndUfwtHldcD0W)ks^eIbFqaSv+Jdu)o2^93I$VmDT}dL$P<-F=5n`5V>O
z$Ayg=L_TWa#CJo$B$a7Bhp!P2e=p2`etf<*z35<*GT-y(D7%&@)%V7SUwGqke#Ijo
ztn^Ps5u4#i*({J)F8CnKS*4ZSPI-9B&^cW2x>)NYD9D9G13D}(lB1xJbR1gYk^&{4
zbad3C(B1uYNJ?Kf(oAuViN{Vje*v|5FK?4)kyKHwaLPd3c~M10MO=}GS6gUrAZ{Fr
zlx$h>$7~ZJu1ZclI=fc7V#8f8=iIHX-&MaG%-A5|Fuv?$^z6Qi*9NIW*@uMV%)VB^
zN?Z#J*_%TJv&U%ae;$(5UHmD#x?;iryxO&;^!wB=TJu$Z7W|ICQyvjS2(}LQ0g~Sac!jgS)@DOxGv;X*p
zB5x^t{Gk2NU9o8MY#sO6bcR>=i;o=1LaptBD*T2$8*q1N*W0`&7rS+FBvxn1XQScn>X#B~nh*8CIqb&qjf5hD
z?j%qbMf{F5NN4P&GK9eoN_RswG=y)ZfTAHdhmM*pwG_g)zM`UGmM=*Docpe>qJU~_
z%j=L5eztXH!X&*(Tji~GE=5HR;7(ZEO2fF(()>0R_Aq)@bt
zU8k7E;Zu85xj!8^S#Ko|2)7y5Wp?kQ$2gfE%O=BnNyo4hppTDniAn_p*j%7HUs>-}x;`WS2eh+#DvZmlwg*fkKR9FGGnN#Q|wMmHOcbklX@1w-uJ
z*dtwYea~30k+F2S7Z27vP%9q`0#@8JFfY&72Nl>UgTpwZSW;9D=s64pTIT#HzyT-2
z>Z(KN0+SY4vsi3k`gS^3M$B~)^j*YlZCvMm=fdpg4)-38t+alg(eE#P(k|y5B{UjM
zloY?njR8qJ|EA3?b+s>bX!qfNqm^a$oR2$OKKMO>bak`|8}Q5sf*I9)zA|34~{V3yeNmJvd@P=VMEJ
zzdj$y67&J)Jy6$@#tvP0X~706lcL6YmURPFPj})shWle;)>F&=
z^)R`H;~OnH&w^q>KKi`^D|gq6w$5_j
zh=Ey7lD~R-$taH%r-4BUw{QGFH7PH#g*`H93*LQ|oA+{`6#D|P6(nryu(Ek@l<1C<
z%aLI$9ceChI#(TC_o>f7X%5O!ShTw%&AZgOuF&+S3%{Elmgb$c9jV>bOiA02bj
zBV#6Ca5w*rWj!5n7jr9tCYDFv@+J+UczyF}%Wx2Eg-N)hS^lhtLVPQbmGiCLzw_fN
z;Ip3vs_7qNA}PBPxQ>dkh0+-#wL&M|v($K%%P
ztnm72VNcRl2&=?$o~q>ROJ$|hX{v@`%QE;owY@BmHyxOfpzy)h&RX4-X0HBH$khE$
zhbWva9=`G28ubH|_CO>QxD6kNBm)D1piQO;tX3o+E@DktUyGM>gIu@(*0ufawSf0G
zI5ikSSuKy41e37omRsm6ZG@co~ZDaWY*ex#f7K%W$UkZMzYK&QB;+$ktf52sxJn!8Wmd{QI6OeEAhfp%o}}jq70EZ!p|5mh(2gP%oS2VlK1!l`{`fEb~13g(UtQFFsW1`e*%(
zRr?Ac)oV)!*O(T_O9Fcg$F#|j9C$9aw6BDrF#S+f!~xHO?74X$Zn$8sKtWcLHuQ9w
z@kMIti-q%fQN3td1rceL*!4E2H!fU5y4}DIveNg}k6VuHO?<(7$~mGVkdN51VHeR>
z9IXEG8)=E|%Yncukf-tU1E-+RZi;WC)kj(*YLvN2iCmuLdu~Sb==7!LUaKdU8PgTL
zOO8qMrQ^fXv9M@wRGXLhF8)-NVXR)XKHq5N0VymX99JUCI2R2L+7`ejS5O8C!DGl`
z=_4@Nfu8=V3jDP}SH%b3K=9PkXe2Lty*1YgN^6~=^|dwFU{6ZC&BJolJJkdK6@>|>
zqva--3jxW~#PIJ|!=W}vGMd#Y8{VCPb!@KU+ltT*(ln_gf`DTFRaN(KkRZ^LNhy#&0wd15pf
z%l>W#6-5$gUph666;bkQikJ~~C~+ISE|+e&NG|tilStg?50XzY6Cq|%!^80NTajE>
z1+kqE6YaL}ZpmiRWe6m$Eu(Dv0aN{uhrX2~etG}aD%F#Qbt
z%y4g2IgTe1){nime1aX@U$iDl@9#gVGXHcJxqK*Uv3m~fgT0(N?=AcYBeY?Mc`E(0
zGua5N#~ik9E(RJ)x;M3=Tz)cn@v|Ipo;j!7Tw5*)8mQaeM@t_zoc(QcJVHZICr}K2
z5Wj-tTs_{}8V6)6i0g&MEcA4|>TYx2gaJQYLKzPDKGoSIN&<4!FEY|`IDF-P{jt{7
zTxJhL`{*qC50p^>mlq3S&PH7R1!T)TlpfG~il}07H?7UkT|=7ze~V@%MyPF}UX0iQ
z3&A9-dh(kQw}p}4&3mWrpM_HrUsSXd0`1{|a)h#P&P3EfvLs{nRUY!LuggXf>bZ!S
z<*cFVS^No)W{Q4qJn^b}ri*ktbXV}mfHv6r*fAhXqp!f9VQ)9v^*g7#1p&pybkT!J
z;mhV%>D-Mb2V1gNkv+>3a^x>?;?!~&YZrNmzL
z_~!n7ejH1;3jC$UCvcqd1SObZF|wTPJIGdQ-Q`&EgO^Dw@8@PKKlkN;ux7hv$KA|&q-BVu%cW$ZF^*e5`NcG9FEGBK{_bl8aOfEU
zj`jQ$B!9{^%0v>DM2M5M<^!d&ij1i@z(yrs)u=}Kk`HG*BIjv(rFa~fM8I%H&v6KP$27Zm8
z`F0Wt6i5BQJvw}TC_*f8f8a?u#j=kP+q*7by0}tOBd{rFhbU)yWYJmDW&TOb2gwdu
zYx$hQi`S7ocj4DjvRk32N`bN8!p4r$s>vd0l5lfysWi
zgyu%NCrRJHb^jD&8*c}q@z_~8R`T^CO4~x_=Ci}A{>e2Wx0R#Z1poU%HH-@Ih30{S
zjh{Xei}uR0#j^=ozSF5?VsyHG4@L!#!8|L$C;5gK0jH3hjH1W(n2wuT{-g!C6V6WY
z-7lMVpp7^-HadB!#H=Dpiggg|>QmY)KGJR4G<=aAnMEXDO;vOVpHb+j!eBXw4b%8;U=D1V#d
z?$hcfu1E96(h~@iY~Y(;4KI<$@A-sT??lMD9S|QF%N4?v*
zyOsNRPG@rZTqTD0Hk_d%hf0|>l~H4v=j01zaGYZMJ#MFtK7XS`d%p=rS}IL}z=)s2
zK61s-q`5r=xL^dHx&A@@M;&rMwY@b9@|v!tx{r6A^NyWb%?PKAxo7i;lPUI#pPm2n
zfzB$WGnX4(FO@ATMuE-XDWf*umhlt%rcOtMQAE;*f=Fn%yXC}2DWu!%+hoNs&^N(F
zGv#+TQBYthWP>tzG9V~K8%ihg=*APO)pU!85Q1A{DHx%qCC34IpAusarSl{W@}l0B
zB={^-A5voc#86(OL=1y$Drsd7577S5E=94|_|^-{y^2`m#yByfuK_-)mvF?c?j{WY
zsVg*av@y0>_OBN%W#CcR#e+lCr7+(A6Gf5w)^F}I*4Ip*mO-g46sLjg1(R6D$&=&`
z6Y^Xj;(7CTV}-ne
zrA;kX9tAKE@ZX^A-pT0qrrcOi>&|aE(t|s2PkUwr&4}^qx>3bL$s2Hwz)M4f(31b0
zWpzaik&E4**|xz+pq(V6%;Y2#s4Yis(I^rdS~i#4J-5cI_vbiBlC~5pyX~JDR6|qS
zr;YJpBN_}p_Behjm6py+1XFCO&}$l)%L~3FPQ=drRztADI01RodpK&Q>k$8;)eyma
zyq%QPDWJ@%j;KgttU~!Yf~tmb(!V4N?kj}7Pc767HzVi!q|Bcx(-c9N;}3uC!QF^n&=cd|x1o*i^yI~mtAH`M
zPNCFEiR-c%_JfPyr>BT$Ss`?pMH=s*_X0w?{Gt;T?&@J389ZxoFZGaokT~1r6Ku{y
z^_->Zv+rg85%?m+N77HkSmh`k<1d?b(YWnG|L6K`k~qV!!6G=B#mm2qT|_o@<&v!M
zyt{(YJN=+F=-T!Vd3bxPe7c?9V$k^8gmM3~L0Ip%&zv10dh+CA0eiH}dFZr_3kEVR
z;o+Gjmj21CU>dF)kMJqx8}WC9Hr;)fwQqH#j)|WQortSb^Ka+MWqOs)VUspgp$i0&x2tHzcyZuqG84wD6
zBb{$CtGV6}lmnAT?0=ZN`YU?X3!o&HBjy|InH3tUG8{*J4^*8FL$qpoOGtc!myk`<8Sw
zcHGzcjzNJ}o9gQTpBYNxEsFfC?{YZRb|&a0v#tVb_Jz;&aV_6E{%;l5LF)yhzi9dI
zkd1AEBX3zP5p}uwy};~}jZ9Kl)9(+Fw=yL4H-gIKRzwTdr!e7BXgQfNOZsK
zWV^q2vj-|LJbB!2w{k&pbBmYC`tR5!SeufEjyyRznKu#hM;HBi0ydbGi-PlW^jZqv6QIePF#7+NtF8Jk#hz31QwXg8v
zouJ8`VW5@~IKJjc_Sg0E=EqjQG!oYLOF%)rP$t%Jk2r->*+b(?Uh88aF6QI(Nl7HFCQCI}>w9Hl8Y?Y8^-%|(6z;yunOJgH=0Ls8ed;QQQx_l^k7ogayD$`bH
z76Bq!>i4ZLpv5TR^}kUD|Hx2KT)hOR=k?o;j}uRQd(0k%N+(Of{Q|81DKiCMYJRPR
zIiAOTvEb9NA3PS_#vg>xdY^hBf)zcDFEkX7YHsBCm4k?)S>v#VRo$Y#A&`P&&Th?i
z!)rNWc3)Q=mK8Kvx*-1tSPrBGAd+?|Ct2;*4b`@2u9Bp%K-j{>;TXzT?sO3I?69{U
z@w`-8_S7UV9|)#Rbn{~u9mX*rJ~lirRqwj*oC2;9Bawn1EtEhhAYOw_8%aI9ZBwob
z^}y7{sN>7){snA*;0nE)@0;VpDM=MLWAt3r<|}KNX@xDvyB&s>)nc)aI_Zxc{IV)e
zPPETx7rXnvZQ;{_@?SJe`UOYuMX`Z#LtL=xxW&*dYz8-0-8j32SQ`m#UaZdWj%C>p
z6_Z)}&TfH=?1ep>G`@@fyt*5z(a?4h(+BghXn7bcfKNck^RKAV2InB^h~CA
zaj8UQ^dHr;q0uu7yh&tuKKzpkMr_2sayjZcfk2E56X>OK0=Mg@I~@nfCInP8|M5`~
zrI3R`@yp~WLJ35a$Mf5!T^U2^W>dp)G-bE!h+C!M1(tIfpjgJQp13@poa8fGYa035
zqbRpIfabqLqZ~?b+Z%X|K#ZGs0^PMzl(do_Yqnz8gL;iW6S0ThLb+iGJQtmnrxJl2
zmVFBKG6h0*obvNrOY$$6{1~C7UflSU`r#-#vl30
zRCMqIa^!L=n)NHrywC4vr|_CIRxchTo*7mUrgJx871LxymlISSbNsFTmHs=|dG_w>
z&XJ|dPRDB&=R;Iuc^T~=-9O`>)jbM5Wcd^k4lXzTym@2a(Wa38cg}CGJL_W3Sg5M;
z<{(i+l5b~(xKic8{IBdU3+&c#50{o-rA#c^J$0Z65@;5diCE<&djnxCyl;?
z&>K0>_aGXy##gDkp5~Izhlz`w?)^A?9;~!fxVk?d(&9clM8vODwRB8|-X^)z9skL?DxS!&
zav*&&j1{jVkhs{0d{}_Ji+~XGy|OO7KY80twi1f?%Srsc(m8dp&em=BH~WfVT9
zT&cfg4Iix*syeBNMD}(g>@asP0W1jjk)-e+hTq}bF81+y
z)Nk)OmBfCD=*O+y;+UrKsuQ~7kj>W&MwMikE-90m^#mUf5E4;Oef7)ob3Ky!9D-?Z
zJ9>sW6(svL>=*-;aP?|@+fyOe#8HLsy)nf^a!*r&z*Om<7hiGtD)n4b3v7E2tB`w9
zt%bxIib(|W6ONYMhYE6agLq=;i`tIt%`bxFf9|3Pl-kQpO5z!K4UOfFZ!S>(bJ++$
z2&s0sM5H0-O@Lm;n3NNye^E;f0?WL0`(CO8HraFd0yi%}j$6mi&O>)-H~$B8JuGamq8?jTxe(Svi23HJUb
z^|j5@^OsEFe_+yP6jch-SxJ?oqWC#R<4+%`H#>N^b0?3SMfiQfO%;=&9Wa_z0=h)qAL8iuO!z`X*#kh#3s&HxoU;5r
zn=^9}PJ{?;*ITM}8w%5v{KWU*eVNtwhZBcICtLLSDHSPlNwLeHbys*YPE|G+qs(u|
z4q2zEIkVNwCg@@gpU}X*FMgErEW|NUuLa0azVT>Cj|n5~lfeKsg%5yhaFrWheKF^o
zw^`Up%9CCX230hD2`Lh&t(HsT^o3kUBclC_+zY8I3PL$OjXyHL5Mq|Qd~MNc!4=JH
zBq~)Z{Mk=J3{l^yqP@a>9DkNKoJ>xhoprlltMLRxG~NAK#jl-7pUQClOrlO^59(7pz3UReF%1Q0%FTb|!@+V{wi*+Z*
zpHvQ#y)VE|qHqmF_{;4wkcQ%F5xMAj#?tl;p6r@89*#@<7Ps(4&^6^i_HTIag}-Jr
zaw)YY=@A`vHm*%>u~ErAX(v3XEY}iYv<0)DX-CNX&t*QZ$OknV=y$2w>UYszH{|yk
zchIKRKYfOE;J@|ApwFXiy9g-6%Z?Z>y9)=Iek@W`Qr96u$5uDe8+A5!dSX);lN)cfJyz6byRL8&G5!Uop|18+g
z82!bdSDi`0cxtgl?lHnZijsIkEc0W8OjZ(E>?vdj%a2?$1p~aWZ)65x3wHETMMtq)
zK%|cP#h19#Tq9U-Yx1oP&L5ClnDhBfNkdfBzzmx){AaN+RuI&vqm0X6&nY>|Y5bGQ
zmu1+5^?`SCUPn^%drufC3~{YD2Hnfw;jCBAYaEM}UHNXF>-w^RBI2@@wvj!i=fM*z
zfp5%TE}7u>QEU1Y`Tm5c?Y(-SSCrY0GCzr+vTMitH8q5Y&{2WOz|ThOc-!WNdWk3*
z7o!8CoAY2PR29a3H>JB!uOGObsHbq7vhJv?t|e6#C+V+)mc9Bxe7G-PSwpITUykCs
zK1~jI8-xpA?<*KAGCqSfR+Wj())%TBeVTsT0xn6g{b+(KE5#N)z=?xa!-!lYL}S@H
zhaIe3m>aQclM}btj@gatKt$O6y<#lGPpnz)+x@P#%(eS7E<>>!5kuSX?<=C{ZJ4!5
z>c&FakJ*LiSYoQZbOG}2Yz)AhYqxaiws4mr%{i>QCbB$mKNh5%7r2);8W~^*zk}}$
zQEGmszdoq@$2u4{Do^e}!OZnk>9OULABUgw-r*uQ#G5UU-W6}j1QhQ^FDK*PE)n7_
z2}#%b=Mep%_fbr27BbvyHV5PtKkbISNR{ij_6V6PAz!c6uL#aV5)W0FKBW%ZTdHAF
z4RrcQ53LUGFxO|vUuZJs=A=A9axDxYG39SHVcQ9k=c_aF9c$9VX$j^f6ShZTdsQh&
z-g~XipIM^voc4lXtKNTmQOh*E#1q6v-1q#P00L`yqifDRuw}SPMYiWAzFn77LQ~!G
zy0mejz+{8~v&u%GmY&qX)Ws+809jYXmkFSzX4AMvR0nsj9@=O$l_9CK2o&Dwh^cB)
zrOG$^oJ?DrlI@z)D=3gHK)whZJNb<2Or-gS{!n^rgCy)O9by&(!k3_wU2_Qj!c1*f
z%NR=L02>l39xuolkR0+%37*lYNDvjRV&kzbsv+G;DZ#zme8~<}@wC
ze?veV`v-%Ed*4^C@5CgAgIc>6?m+@b9I2kvE!l>I`yW7*9)ynS#mP!hQfy_e?g#Ua
zr&WWL*Q~|ApLx6*)?;3I(!no0tZkk}PN#kHXI-|J=nkiAvqft%aO(c`+aMOn%1r4)R8knRy&ew49hDTUqGcu+ooeqrKt(VSv
zS1aqQYbZJiAPv^l5~74j5I*fCLu9W9C_Yg%HS%7p##a)z8d&-QmD@PR4`Bvjo9F9g
zr$)Fj!}ivqlL{F6{s*~7Hov!sSUPE-dErqXhN_3e^lHe14^nI?j-SQ(ZwFPtaJwh>
z3N>)i!WUyF$~XheNw4T_qP&wKamcnRk8l3f0`p5jxn<$5g2)(!gba#LwE2p*!AsC2
zRNR8!v6}Ub$-@_AsD{yMmE`P^$A?<@Uj$5Mr}6Ckim-Vt-1L9`{4(b1Dj!$r#%)1}
zEG98nZ2U`ZdCU@dnF_whqmCY7NqZa5r&s`$GX?zTOjHfdc5PEfg5z!!W_yta^_LNh
z$hI$(ZbuP7z;_7DYyHzYFYWgt2>qO)`&4M$KH*>p$832+>7H{-^I2kr@uNtQ
zZ@L5@7&FD^Gob81TJB-Y%Mx;Wo$*mkgMy3wvawgosv|e;zi;!i~n6l?JB@r7N~s
zyhA0ymKP2paz_i2EgIJ3WL-dIKkaYEva`o4LOsP{7jI`@WnL-!DB1dpmf6^?*zdsb
z5L69Xxux^H`*a5$eF5sT?
z?r|u;g#~S)LL+@3_PZn>z-afJ#`a+_H;I!T-QyjptK75+;ex1uMYwMj*CU&^fhW}RE_c*~;WK6~Zr!e4jqk=gaQgaqc92OmA;
z{54f|oct-=YjQy?3s{YzrocnZ7w!-J*_s`)%seumZcrUwv1|
z9dOp4>|*VI7)wXWm5}=4111DUVs6n4MRSJ9G=GeVuozV2XQw73Vj?Key5quFeib_H
zut4AsxGHJBcM~XH%*KV#-SI70n!vLhn_g=K!J~iwsUkj5*R3tc348Mam?X3Y!VFl>
z!-`qBT>!)pLZX%b%!8gl=*f@xz<5>gCbuz$qX;r|vel}rpcK$yMEkTi)>G-Ni+qkM
z=sAMv0W)9BBzBSNxvvqOo!n+%<3RR(w%@nLP8RK6ImQMaQG!lfV^%vH$D*nBejf##
zepsOAxSCt5HnTW@z%S=PsxNHU-z@oJH=2l0ja8Gs);;_jEtgXUOfD~j?tc=+I}o8s
zpV9U{mU0J7hN)aZ$MLTN<7u&C@=N!>VFWXeCgB~`2v(#}DVW6I(z=iB(6M8?tw3ti
z6y0;;%ykgsOe0B?&znIFlA8Gyvp{;!oD2O$v5h4*+dnXT1d=ivZx;Tcgu|r-d=N%M
zDvZ$$V1K00#n6yWbKSik&f9nxa`}Z|RQLcIWG_o$bzizS-{z@cG$X?92{H-=eB|W~
zaq<=eH!JP6B(nM{)Tm!%qCODM2am-{0x!0HhndZ5Mm!enXJ}=U<@KmcGMxWlHuN2Y
z`85HY2SboyQ8xBVlkk@d;#u#k=Gs*QB`uy|2s!D<0wLX`1Pggj^Vz`nLd?q2szWs|P2qhGjP$jid2BD{#~Kfq
zM2KAX!V(i_m3N(t47u@uY3xL+MUH1&>$L%1i$DdtOgEeEh0K`r(NjFVQTkbKWrS8v
zr7vw0V{}&bJ`0mFMjK{;Ft}Pn7)-2uK@;|RILYleHE&X7>4TBZUef#{6=x-h2aCf&
zP>c~FI1lM1A{?SDZWxu?l`U5>hX%nA(Df22*O&9tP;sC_ZGFwAjNu-&1_@cN65NYb
z2q;~-GT<{d&QO6b<&a>51nf4m2{|d{MMQ+etysQ)Ht0w{8e`fn*yy7#v|c2@@nB7@
z93nMXgZ=4;Qoe_?yhQg|j~Kw)|e8xuw^C)AOD4l3vzl5D^%t
z2TljIVt)(Sj((r(2`fX0TW|SSV`UzEfKoMphpH95XoFYoA*LyOP=ep6(wA3f1oXbv
zT>d;*bCpVpqvrLrM&4v#v@G8`|iqn@S94K=QWJX+J1R!m(y}&&ikd|#bqu#j->u*t7?&Ybg~cmpV?za
ziOTC6S+WOamy-+!=8N}vS9PzAX(yxo;?vI$o$N!UXi(q%C!DBiI16?ac%9XX32F-T%g&0B&%sqk^!^is@
zsT8p#3r`C>B3;IEZ)3miYS-Q7{GKhk_*q&jlu|7>4J3Ah%RQ-<@@)5M
zi8%4Ywm|HnY6!3G*;$MK8<@D1w0MRaAtPM+{dW}&`5PLbOkG!*>vdA=+D
z%eD4loI-8L?L$MHDazENg#T=1bW3*OY7_bYk#ybhQ277
zeKOGmTG127Y&*5R#xRGMcG+7$S+&NyMt9
z*~irb?w~UkyYI%<`H9NLG@VnU-O&0y&mPH$vGf;UZ+kRD7suKav?gDx9XD_E4lDgD
zMb+uOQkw*0q#F@N>_(HLI0+pQI;+nxAYnH1~&ZT|Op-tD(dsYOs}p1;Sd6XTo$1
zT<9F>2am%(l@kOThQtSbztTru2OOsjolalL1yj^3miu_sH3jd|j4QF*ZQ~b=&(_&|
zY*Ma!V*Y^GRm^&mJ*kpK>fF_A`Mzmdq)w_spQ<IuV3q|c5`K3laO)fVfuciHnw%IU)ApzXO}Uh;)&npjSQZr$lIao=yVue%TkucY
z{_0J_GG}P+BG{nSN{?a58l~(qxn0h8-9I?YaWbb_1!pv>U8k@NQzv8M!dw8X#PTf^
zy>#UwM;<+2Y;}=#@ei_2nU(4I((AroY#)0i?Yt^_w1-09-!|_EfBS5rLgPKU2REH?
zDP}Fv4xY%T85m-|j*jjt4y>rn+dNK$*|xJ@_x}M53PNn25kHx%*^>(l8gwc&#wu0V
z-|rTP6%T1&j|{8~_%3Ev2^lGIpTQjf32uWkiqQ+f(5G6Vfz(Ypq|hA9FdAo#x|`PB
z=SAASKr4r(%i-Pkw%;;&v--d1ENZ9?0DH`7=C81jEyrC!u2Y<$y)AOxR-Dn!jmdMi
z@2%eReVkilH|9N*qrGK6%-zsLvf$1-R6qaPOn>0V>(ucz&ZtBR3`VOjND>Je<6$+l
zOw@c%|6^vg>mp9&lu0!RYDREWgWT{RzVmRvIX?lNSl*c0CBLUkm<)b=&?Vo0qJLjt
zS|W=Y>WDrSc=i)g=c|im@yvhAN={R}bu6;RxX1z+WW4R<_(3`w?8XE=_N33IjRrf7
zv+*?{jnXwHR8_0o9r8*f%+fNj8G>LA7+%|VM)7MANXCPtl
zlhNA3-r(9G-r(@*R_3*CmAea2fom_d*HFN8a$WTLDQ+>9M5cUM%^oq%e1;XwhVh2>
zQ>!*jffGNf%0JAYONec`$$V%1vV^Xdo_vnY!#`j$OTZ6YEZ35~jR_vaK%-M=aR6FS<2B3e}>
zi_xI>UF1by-|fetptxfv3lfZWTPHgVpdGJXEi#=&7OupU+x`6-5k($ppvkYq;>*`6
z;S4tpw{Ais%@-lDP1jz~AwW^zad$Cqw+yr-r;1`nx9u`xR4t-
zdY-i{;W~l?7B^8bmI#*~c}-zac@mGrnU#kKcZJAmn=a_Y3-
zKN*Jf%ug4+60>Da=8F>*7xFe$;2*)ny^WqSi@XO!uU|vaJCVDV|MYq~BeLFxZgyP)
z)Wruf><4><-Dl(O8^9JPbnodq)p6~gIkIrEH7mS$tyPXBxS*ZeAG!M#Q={A8K9!P;
zYHdN;XlVcMUudlJ_RFuMwb=HjW
zV^z!kO~PfVr|P;^mpbLPa8o8(Nn=S;q<1#K?^MR+pVPE^On5yDAVb&%a;c)>QG@udU*%iXJRQ%&MQCtLx1;x7+B<
z2+EVoX(1bC>Ao+RHvENOp82me^+Wz
zzN!eCc8G8eY2515K=jd$VwtxeyNxM%yt&n1*R|tlp}B7BRX1Rs`xXQ(UAn?o(CjI;
zb~GxiDFQVT2D!2nX}Y&${1`Xa3sb#40t}nGiW9%>#(RXVz`*6Tw>pa|@DNtr&RD>^
ztD%My{Py?a7700d+VS}^dtRXb%2^pEa&xKStPM3Nzo58gto56xSmD13j*|)U|G;vj
zfV`#I%ZM))0&>m7z3vi0>#|Bu_!_LCkiqsOrKxrD~
z$+FKKfi7_}^G7{&7c}@sG|5)AOFifegVwy&E7cax`b+VyUF2jwQ6cgXxfCC#m%kmO
zwp3`i?}WLj{N-P5=KNOs!sjte8ch$?Rw>)#{3dJMFI#$l6SCLCdP@`Cz#yz@uwM^7
zSqigG^SDx50ejYLDgXRH*H
zjT1mpyPSVqPbl@`&9(hSfsN`~zC;zFd&y)8@5(Zc?b@B?in#=>&nmDif+kV#E!H(rWkTGI?)^0?X$y&TCQ$ccf%In|k(>%Ag@FV#tnmu}^
z(1m&E;3t@?$fmqyd`@~%1xH-%3JW#MemUyAv7g$!aJJm!2qC~t=!(WY;3^P-1g?r{
zsUMmmX(jt`&FL3e&kefY1@J1B-oR%B%pftb0b-ax*@;|qGljMC;q?gQGlk6swP5DR
z^~*s=#y%VW3QUn}IC!ezTQ9}GVfg%;=y+ow8>zr1FbV2oyZ$y42Txpi5Wq{WWR*F(
z{*zIf?!qpnn+?#t;I7$#A5n9Y<11U7ehpZ!hSqup&+E6&foJ3AJaDDjq_u;y8;|eJ
z+enRP2=ee4fL3K1HmaQ&s7*J)0tMiwMbaP+^z7P~h6EHmUZ
zR+H>f^DyzZ$rlBDT2b1o9#NKMO#}X#@wby)Eu3Jq#EnPTW>HPCWTIZhqIYRLkZuP|I=aItBv9
zbvyAR7HFZLX6$>PE=VtjW!V>Z+uZB&n6>+9kUitH8X4-OJB0D-vm9B_*%yzV{@~mg$wf_pVRC
z%~c=KEn#m33P0E>t3P)`FFjndELzsr@P;Iy1KY9!5f;4qjNj6YDtR8Qi|`idB*po%
zru8j&gCrvK1Z;J-{is%rW|_4$m!7Zxg#B-??$-sRGh`b<-xUt>5Z5u{s|wO3&%HZs
zp~T~B6=6RcG`WQ?SNf=WW0}9)d=--xRmm=`$cs4T>2THl6dbl3QpS?Kn;bt>=5?%e8k;zZtn$RHP{m^UCy`#Ruq4A1zyQPNguzT
zOuq$L+~=>^xw8vnPb)TrwDx`KJyrVzHw`rRw{#MB+v8D5x*i6}XALi0zdI%5R`VZ3
z45kfuBBd)+5koWoT+1p7;0C`)`Mkc)Bv7gnk{9lEtlmc{JrIBrONDK~UX!TLk-za@
z7EJzDM8|H*1o(FWAE*)4wFz?$C=%K?>T{`}8=NSRGHKvx**6-za!bkRiH*B&z4$-viiIZE~Rf^2L)WK!TbOU)SLBf1OJ4wM_EjW#E
z7o-SoKANsf+U>2ST->s3X~kFimX|SUZdI}yi`v<~yhG_tnbi{{Z02{vXbd_Gs-dRb
z!PCzKGvBH*<-+fa?R-2q-Tf{j#j`{a0N9&89aG>Pon%u5M{y%`Ok%Ow8KNr2S=a+zAiP-o~`+sM8$Y)u%9H
zA#($dVmzlhMIgg`*y(lp)eTllF7$LHX8)CEyG~s-V=(#iqU(L%;vp?2Gt8ejFP^c?
zY>#Lsqxt02MAN@
zb5lQ0(S|iWD!5d*ftpuhh+3CsmNE*aONPdh53H`y-FAKAd)Qm^H%rzHHS;#(+|Adl
zcCk-Y*ILVw+_7xSJMvmdjQ4jw+Sm7gc_J>IqHP~}N^XIGNF%L~%v%ofPiE-PE=o6V;{LnP5~eMgdMmtAU1|PYRv7;}-vBh9+E4vd?y_Ejcz*IEy&(QON7wgr
zhi4xLk>lpVf{cOuIi&6@Gnuc^IyCId7p|%=QQJr3hL}DuK;aK-4^j1~-*WpNX$M3_e~jR}*UoXG?sP7!G0rs`7dSxdHy&o!gq4cmVd(
zrJlH3mb^|cmUqGU&}nk|btxJrpHzzO!JAI>Y7G221S7jlYj`;c;4~+asjVTLp@-WT
zI$i10vi&`y!Ea?ZU^lD_%x&lEb0^VcrYzj3$-f)V+Gon3X0&_|Hy3=II2{33<&X>a
zhny5EYsbO|dYIDiXBF&ofwi*gO%WqCD=^pqMVpdkT4TDwdCHVhbSd0NTayA>3C+?&
zAXUiz0g5Imm4@KINH0)fA5K=zx*5>9U$Gμdo-An5ET6%M54+3pZ~#`kQ*2Qcs_
zu;K8xv!MJ0i@@r0&rZ`%HD?@!fNGsbvKTfvd=5@I7^bu=XnUq|es>Gf)_b7b%0
zCKb-n4UjDA*|+EKWNzGpZ7^qXN~FhmuxLg)UPVOf
z(~BQcQ#N`Rjy!?n)vW#K*;QO8vyQ#n;oNxAbmum)vyiBTQ%jWfK=oh-`a=#+nM_x*KrygxMvPa8{sO7xB
zc
z(rTzL5T3cKydm&C3#_*>8Tuz0lYcjW{kOsfYXCGI*emT}F*7G$C!~TkHCo?^09uv=
z>J076Hfi#326OPc>`{M2Y8<=!@179ZSoN~LFw{%qd9sYunn~SNtU8)ePXfMzTJuuh
z;dd~T#hq#N1x+1wxS40<+vtq`*Zn!`nc22izS+IWoUhMl~$_iQkM%G3Gf
zkk+MErPUsFSE;!pAzc*xY@$3-m$+t@x
zK^R)sNoyu7-~Z;-)2v$9JtiDsz!?V^ob3x31<|yFq30Cl*VPu{x
z>*W&hV;$8x?cE|QIQ1ff{(Da87IQKfVcz&z=%VuE(#pd#iATC;QSXk}ErYqTNa|)-!
znH`^9d!gO&Zkp^EdtDvF3xAUx0=v;#K-&oJM-rgp4t_Yhs7ZuzT~C+%7vY
zibMTVIu4V-7n6|eQAc-eJAw%9{ncQ}wIO}%0XHgcIN!n1Ggjiq82Z<++H0FZ71xHe
zeP$$k$?ik5y369c=xnBS$RJ%n5pzKf*Aq33SU6g+^CbC>
z({&BBHw)=%f{1R&PntwSZoB!8iZ1@#dq!Hw6HHt}pYoWiI+$g&kHGH|EaNaS83TgH
zw}`I$qhq&Z4|)$2U)tv#SU9)Ex8G^ONpk`IF=rfVo3S`;i
z|N4oms7raXVg$hdDDw`O@BQ>)QxyI8`)3GbauVMchL%|mr!bc0w46bt5rU)!8I;#)$Y!PBw
z^D(-e>H7TnLuvdeSn!;(K|9v#hyByyUjMu0PqW)kes$Dj9|$$AAlWkaALMN2hHCF-
z+%S}2pu`uN<;;Ys3h^#mp5R*hL*nZ4^pDIdr;uP$om
zm~xZwt?r}c-}UF(A(u6CurRelW98+L=`8QOXsg}75DM=2ob2ivY=O=m!MpX{=Sy!+
zW_92+TR0f60*mJBB@KgQU`kgrCXJeLaB#u<-8Xfy3)rHL9U7@-=+=2ao79ldj(DX@i=M^amY=?+0t@5jkyIn?z^Jq>ATVJRO!pQ
zmRH=$fLC2t`AmrziJFsMoAmOa_KtaW-HU`G#r?YEZ`XDnf9)LKA}$1*UAFY?Ns@JX
z%AY0p_YaoGA`(6k2G;b}QNtoE
zchFC#QfHQhayQ2YtK3c|Y!gc85kY#dJY?TyDpGwYdpEH_4bLv2S_XDfAL(9~xfVd7
zyXO?dXqL2!N|#Im-PU*U@84VVnc>{wL;G>hp}BIr*Aja#7tR<5w8xvWKZbUPsHCLv
zKY~}AWt7gq$hsEz3pRSrQ
zP&L^Swqo`U^mIsq*3BSL4%f3LC;Mak+U}@V@PG?0>C+d>=k{B|`l`nVwq+a*ByIgT
z3Pr8Z*GJdF;Hq1ZFF(+)g3AY!g%nXS9bM=AWP|KR{(i-b%|3LIZa;c3NS?(U1dIG~HmL
z;vifP0Uzm;r@TiS`b><6!yxP0v~iu_LPYw18tk|*i2ANb`r`}S#}S7w2%0B06a%EU
zSj@CM<=%xWubR{qyM0Ru^7B$l?3}$oL_1Sn2k4TcsGZ%Nk}+$W`~H=TBV9J9t?tO6
z*0meTKYK$?Alr2OmVF25?M$jZ(!s$4Fs$^PL{XrObLxtTI<04gQpKo`+7bt?&L!w?
z>;t?(-5P5H+_nP>&+KgP?mJ6JLE<;{sBu#q1axVgG_HJ8Ilf=|lHpFA=c;j=z(|GoNKoBzw3W
zG85;LOy{gk_Ogv(OWii}`D+V2A+VL%HjiOoSK)k+^O;=z<`?=@{dbOA{fm*>^mt2X%X%eGT^#Lx<#3MN#$&WN=dWPl&vE48Wx=w&yB7LLc@^H1M@=)!Yq|
zj>hkEU2g)s))OOkx;OdLV8H(G*00TWtvW;>@Hr|_;!xh`wt5{CbBWN%{ev*qpEUTH
zT}x;**nzgc1!UK)n}+~2T@v4v)cqFv4;lW+WC1UG3H-z$YOHjh7&~%DV(jX{Kg}}0
z{yDuqtAy(g>La$$4!LX%CI|r#LSfgh2WvV49R=ZLDvUOR>0(P>yoUgbo%k}!9a0|7
zj}iV||7b-Bze4TCrTw+PW&aiS{kP;Nc4KVk#F?zWf0?uK>&|*zC<5a*M6s(I);7|e
z)Y6ErA#emVKJ
zG6BE&ifj!H_Hi~LL^%g^&DXOXGD!Gp?T&j}XeE1*N+MCiq^pDL6_(cC@U!BU1qIDB
zGA!Ro5!sO=>&g7=Aef*UWU`TgNg^;E&%W{Mh*?Owvj$9BY7_X=zYFv&&RnjzZY66U
zlUz;rRnmryXZWH%JipnCYg7
z4U|MM!-LNz#M#EH$IGZFP3w`%6XQBU=AABnUbeH|NCxvc&{xU1W0E{h9?sMl8BgO=
zOdNm{$ZE9p&E*~RRe|4MaZ2(+c=$h+fWmt!V3Q8r!8FdT
z$KK32851Uq`}4~$c)RfH&T`fo1=h(mcEEai0^Iop;fb<|^i=4D<&OH0?KYVDBpBY`
zN&^_^Vz5{68QMLUf_Pvu6fPx
zn9dt?OjY=F$}YfWWlYluj>pns;>ip9t9&uAKJUZJ3vbY9NYU{JKo?1~2830C6vKoD
zTh&1e!O}8Lqr)}o?w~b`CKNr;F5l)tmL4>l!{tQVGjPiZxBVI}ZcFgKJ4|(stJPK?
zH&tlAxS=ATI(G!q97ZPTl0%%AJYXMW3JbHl{_|R!qHlz3IcEbIBj(_{B3tyO)s;az
zLW>@nbjjgl-jgPe8$!vaPK|1N>S~C{Jzie_Bt$oX&q=uo_sYukg}C|s5p#VobV5-D
zf*wjGB3KrTRE5T4R}a#TYMJw1PZv)99^CJ}Ap4o*;Q{ncdI{4!UNTcTk(XXQX)@#9
zZ`b6;v0~x^GBANvB5?%*Mh+d!oCIpY;mniItVa;cbEXc7@Qzb3i#led*VLBif;aX_
z@#~jVP5Ql5Uinkgna0uxTkUoMmvOxm=S=Vs##&|w=00)zID^|wZac97bEBUL$tWZwHO%{z^oBX-4$2jh
ze=9dX`-m~!Tw^1(QxfFzyuhg3seemQGA?uZ6hC2l_Vvrq`&x>t6vY%+s0VkDZp))!
zyq=$gA*Rjen@VPrxm{n$elZlcqEvUx4G!Y>X1dC4M;9m5$#pv|r8DTBN`)?ic?2kqBi-h^puG@xyJe&^MEG
zx3tk>N)tqdnK#hO^RFh4u-#|7%G8XQChk3pCQRv&s}#=GM!6j9;R`&5Be`5cVk}*(7q~Nee&h25#?{My-4*M=_i5JJ-6qA0ic2FaF`O|A-)Rh6+
zxiR)Jz1|{#O`3vW2G5wOxI9*U{sx;JbYfiC3{gxQhVO2xyZ-JllUfg867GNfRrXIT49`?)DEU-QT=xDb=p)K&E?8;-XH)t$9
z4Ou~1bR_}I$>H!odk0$)xMM$V>fgM$Ez^-dTdW?WhH+z{K7>-T_hFddYTiE34_r4+
z<}8pc%=Dphv9ncEjMt`i9H+<*Cbc
z*2thYCL2;>CesC~KI9u3^tq5MpC-3Mw{^+a)G);QQ%4=iIy2sAW}W`-xA*+=Gn+gZ
z)UoF3pg4!}vY3^bLCQ!&q(j8{-sD={4NHCF;GOmqJg&CcleB~`0j_gp{5b#M&kUbS^BRAak
z!n+~r;=-$n+FLp#NzE+u6c(=yCYF(C?0n6k8GM3&Gv2;mm0q?kN--*Cq>%Bht)W*=K*|GXPDj<&_=g?JIO
zST^-&%44xoUnD{{wwNh@_I_m8AGjK-KQY>Ma@yzU9(YxJR8IrRS~aX(^5F7{_?s+m
zyPUQ#hfcBFt%pW3`%ia6K52#V6U)RrsN(qlBEp&W^UrtXZ{1#IeNaY3W}n=;
z(rWaN==S>i8+9~yFJuSby1s|V`Qx!#j>KPPq}h4RoaX^H#8>GFk5#TIE)P-BE?Y$3
z5_HjYhw-)&$D~fr!q^gua+zeTx^F(4(4qlSaF-cr)Md&)xr5HfaqSPi;lP119bQ7!
ziwCvleNPgqnTQ+FuAn6u)9a&f&1w*Sux;GklR&-wS&BBHr;1=Kf_sR;e-86lX}1V7
zN`D|`4|5c%+gl8v+D00}(uf+q?q8mrW
zbQq)k;BGFRR63*c&ItR-BTN_%$ZWW9ws2JpY@hipb9TwKyh8kaf_i6w-^gI<2be
zSZ}+#Q#b3p{fEXFpnt6RGD#|%gc&zmzUD(`!Q_l_UF^=?|HcPOY3EJ^rozjq=*J?6PZM`3H&u_jonIac||$hWt5#9
zYNU3c6Fn{M39cbv>xkb_IhVUR6T7PdgRN(j~c^6Rz>qlM48nci>}Ymz;jt^
zn`t4y_W_%?5o)jKxa+&{fW9AGGzsyas1GUG9t&H$l_VK8OQ-lk4
z?S@~?ujBv2%N@LBsLfrTZ^UW1e5SaX4&hoQ4<3K?Mjd(U@i_1(Wd1RukFdz-;OzsR
zm^1V2=XLn{7K~YYZS-FvSzf|K&NaNC)C->Va#O_#AjEhr%fdfFcqzPf+IfOfqD5Ph
z;OB105Ikj0WV&O0`nvTUFt0CLe7Bz}-fR;t5-EEMGWpm{y&zZi|Dw$G>%oOyY{}blTJ;<~fMn%SpWkBz=q~
zTHgk8@>8mHToT^kn%HNlsmf9`t(b85?6oq#Na>B637RIdsA(eZlH$vBABmh10#8uHSp&tqL-rpJs@Rh(Na5pBuHc3U%}pjLTO?XiaurkH%NLZo*+^g
zJX7TDD)Mdm8IHzG2;gMCYO+nxQzYSNANn(S+yJ(h?0^p{lS(R8CvxWK*TO1*(k
z&NE&>s=~P<1f(uI7@9-$>>^@#zwX;7`uM_vYjl)H-XpHAA8|LWUl5XDS-Muq<#LiJ
z^fa5nnMBXZ6QRX5YogET#ky;1xvG*RzO_MYoNf>go&Fmp|GyLQ9Et!qTmd
zjVV$gW6KU&A*6&8iHKn%@f6*NvLoS24L9YjovH#pWNzz!FMbL6%L3SAdwb@Ly<$*9B1O
z{1RLPxe|BlL+wPACR&+?u6ADz#w`b1`2TKmIk46e2W9^xmR&=~25j!+Q}AWqE7zz1
zko)By<1os*U*`wHmj0?cnBSV)((V&vdBO_>73Q8j_QCTMio%L$tXdn8Ty-l0{xCxr
zoH~JtV<0@t_@c`ZGoJ_vz6ZC)!UNciHKGBN5Y}dG6WhcRR;?m1R$seu{Ek
zmzSuFMxGNO&XJsvEY_r$BKECdyPpQwIbHH=Qx4;zcB6H@4b)zX>?WF*2jvR^x!F=|
zu_Y2Enc~g|LHFcU80Tt|E8DR1yPI
z_xzrB|45;j1E>Bh-~|(>KP6y9C;*%+364_`(v%CbT9BD-mlu^Kl)UhK6T_ChW=hdX
zoSG9lzQCa$&v~=k#d*TKj{17VS|?G){;(koy-|KVgaAUSl11O8$0n>jWu1qIdw}%y
zmu@4J&-T+#;;M$rv)M=A3#F^t9+pc#qUeQqE~l@gY^H^dh?Yb86@RlQA&@Ma#T^|T
zA$%|+>ZN*}Z||F53|k)TUQGAUV5cB%EynRoq#+RykVB%i>w@0jA`&#UN26)9l!V)7
z$lor$@}+%c+PbS{>KB|JJR{4U3aj=SLUkbK;Ssh>A&7{#wcit{4H=bsF0j6Gt#Qtp
zHGlg(%QG$rT5|liz0S%35q7aeJjZo>kIcZ)t9d?~f16r0Qw?EFyk2Kj5XuWlyYgAq
z+Rkl(akCKWrO{21-ABbFbFHPT((dd8X{TXkU;sV%fbBHjL~P$`gZiU|b}MYkELZM7
z3UJP1!NEbWPQCYSq-t@R-yiqE71Of%aCQT4fKomxs(?fa&#Yeg_$Gjht{X1}pSS25
z$i_wVzLI)O57#@L5fQbStPxb8161@{;m}6h1&tHD$I^DdBMpbgBb{EEOlOah4F&cH
z?oWJ+Go#~E_1f)qV7=6|7+~5Yq8%8`cjcv3b5KXHzqE3MZwY`?fJpUNOwxUMg=a6MnFu-
zA|waK@^ej^bh=j5vmy{kcg|`0UOO+ENj(Xg1F!U#iomnM0Cf3T^kcXn7~}wM=v-9^
zKUv!RZi>iqeLx(^#ZufL=;w|NO;kM>l4<`ONYpc%``G&K+=sRHR|h?&%#vsu;v?Ay
zzZHSxq!G)es&=M3)TT197ghCa@kLzKvyRXT+dsE@W5#|*7;D0kS@S?Hk0no;;Scbr
zgOL`!V)MmKtsBg84)Q;I2XoYGt5Op^X574Ctzqbj$Zd?rs<*nHI`MY#sUDZWSN)3u
zRuVT)nIEQj*K6*$=_1+6wJWN6@Fg_$nh%7#^`?lh%X+8q!RfDl|~C4TnZK$i9w;QXllXF@BNa^@0*bR6X<)
z<8huEH^?sv6JZ_*%9&s(rsYed!kRUvF*~X;#{ST7F)r#tt4`AUIHiLeG+|KIllr|X
zL2Aq4(dAbH@u5QtAyMQXTOA?Z6`xf&A9^t2LPfajhhG}hFP9Le$twPiFA%LOw-a|l
z(z~BOZj;~q`q13I?gk5TOJy$jpPm{!#T+{&+zjwB=(LCoyGs$9{+Z`_8`__8T=neJ
zRous#a61W;njkpB;x$2-ba6=Z{m&m~R<{9&Ruy>D(|Y1wm|>tgIzAr)_E>_&_%t`LCeJ@WuUT({0ip>z92!*l`P(IsC-jXe
z@Uu_cUfkH3T2*B(t#pYg9W5&y);Ko)VwLit)~4A?;?EPOg(S%_m-
zM#SrnW9Z#bNagco%#3d4_{;7iclg#rj?{`Ls;w2L<{J}mqG(G{*#8BD>cP64%gBf*
z>*Ns`DT~9SSK4v?vasDJ;pz5|ej0q<+_?JwOh(@cOPlGv7TjI&sjjhy^azpD^3l?w
z(f1m$m{~|nM0VgYl&ETb46H#VXmxa!Z)R5c@DDrju-_QxqSQq(&`^jE#DFxx;vMoY7
z7PZ{?X~h~|bR~OtwP~t}!6e43CSJK^Soc&(X14NMgr8iA=;(0OEcvyL29MCe<@%A5
z-h^SOOP9LV**gBwPO4vmU%}%HU?|eh*Scve)KGOQi_T?xd+$HtS*Z=uTT9!GgyhOU
zf_3c)YkK3S&#t$NaJBDH7$Rc(l+CR2I#b>b10%-Y=0+;3SdKA?pmn?Ev+K_JZbCdPS
z+s=K0;;8`miC224kFyJYD)OhGoS?ihXy2q0Asn@$dYyD|9~d`#4pMt
zlWE8cMArpHZ*73Okrt*rRKf4b#@`BQZQ*OH2b{{1ET3&JIA!3I^8P%+iaU+l`-4y~
zPc3e`EGfuu^(oK++%oeExNUlE16}8)&<-BBI_C3AU;cH0c1H>(
zoeqk~nB7Z4uF3kB8)^-N1$#69HVKmrv;jHt#td(TZXQ>E
zNgLw6hc`gs#)o@!2c5=QqjDxRwoY6h|9gX1pX>dM{diqtWAfAH8o-yd+ypORjg27Hu^&yHY|q-wcjMT^?N`<&
znVM=Ka3CYroSxhY7@b3l9$0-)5qYITmO*T$#E4x_;-b&e%*LPUX8Eym9Za@vr*mXM
z-(+{oYg%@vYh_cvK#}vr|sX)h0+k8
zBfUg{sDqL)(E)yD^&f>3M$klbtr=FE<0dv4rYl@~zHD`6EU}`GFTq*ZyDJR8g5Y~J)x-VwUwAb7old=xp!}a
zuluk1>-V+5L?vyvVs!EltSTuH52t>+fL;5WQa}bE=lS(P@2LUp0|*{>-GR=p}3u~
zLr>}MR+J50Yk$cAs&%p1k-VV%GK+isRm_;5PeWKmldkb5!I-Gu-3#u;kW72BgOhKax4&Dr?e_Jsrex}TsqzN_^iP8Z
ze#!FdKRtL)w1Y~Q(^G!SDe%B~#53BbScUzVlv)%e16MT1rX0ZgS?IXD=?nXk@v$EU
zf-Ii(f-j5NJ|lcL%Wd-w$-3?J99mXI)i24GdTULlM(?Z#UpObWcCJQmoYtVFdaY(1
zv)W7w+lCt{wvnC{}(RVCJ<$B0&9y(_fXY8VxBqelvMu%#k)t2IE_pY$U%50p-
z*c1$$qZD(x>?#W_v5b6d7lhCt-PQk=@n5|o<1K>
z%mHU+SX=E^=wi6d_=js*+A1u9wbJN14@>UPHUHZtVk3qUc>>@m9H0w)ba}#fzis60
zFa(V4~NZe{e(HI1(z#7_mkU9U#D#*TXhdZPKiTpgM5(5w?vj2+`U{%?2Z
zsRvUZ$EgSBti6+=<;k^+2Aq3>VP+Gqd5!ayF2u+&4$LYgdfzkjqIChg)72JJ3~EK#&TEz5qtkdLqWsQx79>;
zM}qCOY2R62(Q5uHf$Vhu5UZ+`VVm?FpWvOa&?;%MMIEx(!u8RnFdKbZ*a&#-l&KfIc*Yjh)SYd6CszMUJN@E1=oo;V}L8hn4k)jkm
z|26&9Q>N|M{Y3ML%8&G9??*!@^}5q~8k{db$c}q;4v~xQ
z376(}3Nrl|zSpF&MTEZ-&C!eBRFn${d=MVQ?7{!Ra>Z}X{`{{GJS4xZA7tvZY=H9o
zOuGi>%!&?~(G>W6>V$`t(ilaDSB#uIT%$V>wwr{i(*5(oa~FeSIbYj1yKY)4GN23+
zw9h`&%%-1<`m3m+oVTk_Z(T2WY-Z$CW!B0N9xq@#c|_RDy-j~}=*sbOUPOd+P9c+T
zmYa5gu7mb05mAWgE^4=&DY#a3n9*s!JJS{&KX0pws(5~($tNMuw|bQ?72_BQ4cb9V
zH>WFIxW+OEj$W)imK^%XWp@=w2DgCZ!2H<1(;*JbQ<5X-$xDKKCiDJ+4=6rRc9g?s
zrcec)o8;90l?KJ+3no|l7FijSudUUY;*P%ZKbOne*FrGC-8uutx$K(&lV&w#eocB|
zpW8>z@I-GY(8?EM-bNu3>9}~DM=;Unag_Vv|+{5`5sO`S!xI60dQp^@Khx@_Vy65O%%L?HArE~1ZYXwz*@_2>o
zOw5b1IE{SVUP
zbGr$fd#<4k3+XhJ#H$LCi)5|St~D?C5GFR)KP>fY{vS=(9nRMKzKtMC30k98Xq3_#
z9aa%RYZWb3ZH=HxwMMO4k(foPS=H7ErL-zn3Qu~uL>#(KUM^<+4~5-c)%T+)1A?68OyWJXFQ&S@euM}oV&)IC|Y5}
zAZ8%`*w*Yj-t4N)lrU8;gF3<{qyUT!74XHWGrX0_+_eeaMk=i1
zydZWJx1ql6@fP>=cyENO-Fn^-<rfl7L0FR+b2T&ArD{KKn+8Ybmwd
zH|kUzsW70y{W9{zBLyd}ERW5DCGF#ok)RZdv%e)bBSs40tq~yl@Q+tn_O;!KwI#j~
z3<-)Ty^6#0W4g;lq>%U=9@PTe$<*qINqv#in$efCqQNd|~mAq^f%Q(-5ityZ}Ga?1dH}TpOyXov(7T5EJ-{0%^tFo#Ut3TK|KI@{uU{nDj&W78((
zSqIh4A8tE*nnSBA7sfZWkAIDCaohNi-^mOTj-1T2kFtGAGkkx}uq<|ctErAZJBEK(
z_!)5&IfP?bi6kw~Pe|ITVeD*9TuCBg0E>)7`Q-dJS9F;}3YiTw>O9zlr{%AI@dH{W$rkMi3xE*O
ziHL;uF;1`}dAaC_xU8{SKN)y)H8X*g{1Afm|JB;C^V9jh=Kpb%-An%bf)M#)4u|
zjN+uDySAt76EPulBwb8Hss&UCUYKR1QrmhmXoJZ|R4G@E1o_e*$Nhadyml3bvNxqlg(&+`(XM41od1}@>j-|pzx(k_l
zvD-zJ&b)j#j$Ra+EWWCUsy%@qM(a2~K=t~TD;~9cFj;+}iMlVE#Fzo!7=`SkQOBDK
zcW=c-N~s?{ht?5B4!P$73(h|yZ7yVcqZHz5UeUyDjF6P_pfy-3fkPNV2r0^=J;zK8
zNHaKy2z4K7b6#0MxGhK8^!DyvYlSM~!O^fJCdlyP$$?-sd^I~Le#<>2>#^MM1^>R`
zQELNmZr|aJ#5+V^%eAk<{6a*l)H2_c;}_VYt7;P5dRK({?St%zwm+av=ZVgrz||+|
zSQg}1&$h0E`H0<
z$%lEQ*KE}q-|rb@(ct+cfUNoU8fSUskn^tq{#_-T!?EPIwkn!sLDvsjO3;aThm+gN
z<0x22lSzjK`FqKOuIg?nxAnZsAx_AiW5d0Ebc1npXl?By^8?a>VF<+FqCQPi8r#cZ-$M2uY6vJa~-?em*E$JFfE0Q9t>lDvj4Ybfw6
z&bcB%Q`XE_X=VzmCWs@0z`SEt$REqj!14o_<4;TB8of?@bA9k@;Mt+VTLUblfy*c|
zo`v&{fX`ZE19q`7^=I}b@)g>Om4U^kykN2IcAgEL0z<2)0BBI|Vi=U4cjet~j9Bpf
zX7_3H@v3VY!gqx=tF?(H$2T$P<*KaL>~!S2t>I0t{ljL*?FP~R3YCT+G35bs>nU#!o+kgOTWf~%3u7{d0&uq?ds_F!##{)?kd
zD8B&6=kER~N27)+_y)$#gHkO3;?o@>k0z8ONHQp1!&8oo~tYevy}U)<{|bOh3~466dM+
zE?F@96vl-+S;h%kdtZ^+81bLgJIoEjq35bejX86_wW%Bm1Vc#KD*=wGn+=TIsv;t~
z_qPV<=OHu91wP7EF3(B9m61ono$HW{+k9ILE4M0#jA*v(1Jz2iYb9hi%BNKwT_&|Pyd<{EvPh-QgXnR6)mG(8DvcK!
zPTpc(U)ZQe6(?U$vT?qC=a}HrerD-<+A3OG3)U~=UH8>1F=_Tt
zm4-^CQBR{24BQpZPb!D$Io)ZG-hJ!lLVN%-Ji6iP|NB>laG2O@=1?h}lcE*X$DsS}Z}R?j`K@ub&94iS
z$7FVf4PES$jQ+aKhJD(o$24dCA(wSmuw(LN3SsnX%*p6>*s{04KdOHJ)uxQf5gc0-
zMtdFO$r`FkHDrn;`1WhbTt-{TrKv`G3Kz@`9Otdn(q2R+d$$TnyUW2@h`jgKNBi-&
zd*Gs$Hbwxf?l2>SdDQV?xOl~XD{_o}4v=sTLMJqe>l%Onmdtv_6eN#A=jjcrA6hI)JQZYOKY$_{;K%<0&zXqES2_IIu8>v=c^gYW)wMBU&F*fZg#H^=)E
zZV)Ri*w-@i;tEjjd}Tqb8Ewf}O68z}OdpbqX+2z<<0#@KZI*sWhD+dneeSKLv4b+d
z-U@AK_5!OC^|;WoI9PjsAi6L!@K{v*9`6IL-%qHzWH#}JerUoXS%4{!VtznBAIT3g
znAchoBg5#|YP9?GAv@Zo1Lbclm0B+%UiqJos^1;=KJcPy?o3@2mHu3E@)JR)f?Tb0
zUv@-+;jC%Dhz%e_q36RaF%VlSrh1Z{~Z;FydF%Y+?%el4d
z;kc)Dh431nchAW1VbJO2J(UqT7Y4ola=EGT)~NuAFpy2(_5F-o(3_(Jw*C8@o80}%
z5KgTU+NdG^{>%Udh8SS1{~WGsxlF&*3b{oXulIyV-#Bdd`gwUi>D++E{+)aZ@ph|_1b7zHRJh0-RDF_)uNjLt
zp=eXIS7WkI-f@Gr^Y=9<1i#WGwe)`UN#vsNiRv|QcT*{Mx7HIpk#h0(#jfg-K@SJWKfN&H={Pjy?Dw}EIWpr-
znY84YL`3Pu`A(?b;S-KO_3;@_Qj|{UH$Fn#Yj@h&L0m~HWrW;tzs(kV2~OZ+
z+tAD#rtQFKg@=bI$G^6LQgD{PE%T9D8vkxtd;ZvX^D_9P?>rF4Zx(K!RbqbaSjLCH
zrbnQ!3+LOmA&p=i_ixM@@(vilg5UL9YWWz~RlS~AX|C^6ROWn~x6GYXyN_&*}uVQJ5c;}ff<
z^MAq3F3E{ErE79}Hc|IHiP8UOVQ2G=L?-Whocjd~7ZWZoCYbxM&AbrMlMn>yem4#E
zy6c-LTkPq0##Hp4BVj1Oyh#RBjEpI{nwwjGQLNVJiS`(+dwCo^$64)S3XXJ;a(|qV
zo0EP|kwY&ttQ-}KpjzcB|==*kV%5EjvU@YN9Jl*rg
znt7jgAz^e3lcPBpkM#zcGp**eP5?zxsp8sE%$@iBy~P`XxrQp|tM?6Qu!W-9}>lQS>&})b3gp+jCM|+gD
zOvqBK7Zx9&wthawa%$O~dvw_AwR<@Jom!>Ry*tttk0FdIfVt<5bpjQw|A{AAecw;P
z21Q^JD_H+^tl3P}?p;9CG`qXCNaIfnfCP+O<56NmKrEQ3&S$_~AxqWzM~SO(L(CBr
zOVwC`<)gmx{<*J9??}EMxI@~t^Iz~@o~r5`zZ;i?)^*9qrBRQ+=-oRo+bE}?lerlS
z%?G+Rn1S%xp`tL0_=0DvqTYs^nq%MF05Idt#i3&c;YWU&oO9Jv|JBd?oS&
z5l1~Yx3wI&dWMVGGA$c~$t)kic0!*Y3myF$r*fO%fnVt*#a*-;>neP76ZKqMcDK;?
z+vx@T$siuRDtgArvM^>&lm+%De0#hSgD%|IhESFRJB5qzUI9IS8t*p)#j!EYG)6+9hUfaOo@J~GPo16yObG%HKFHz1Ke|%q$q4Zi&
z-6}SyA_lK#eK!h}%al>j^HEp_=~uqT>F+?y`hXJ|(gq)iy}5L)#)U^^?g}Go#!}z{
zN33#MnvNc{9I})1p8t7No=3viC$ZF`D>#>M|LptmIV0ci$Q@I@bAuqfo7Ly!>>iKT<_7I8i)ewDoYbD<&Zge<-i@`~
zKcpZFK=db`gS`QFnSw?4x)hs^A49v=^jIEY292;1dn{ZL(*T6*ygh{!>GwGWVcv1e
zY(E?YL$I*(8L#!^azFJ|91Nu3<`eevO&GIvv4w??bfMV^p5Sk!ta$u%e4kZ(%F70=
zKgD?14K%HGZu9LD=2RKhfF@7PZ8g9#RMhGdlck)@lNQuHK$o
z2kQn{??5G?Jvn$_ZjD{R?RZ)BF_$!HERzI7dOY7SxBclNQ0gkC!74zlv3Y_G_j-2`
z$0WRru5`xzX$3YVd8fPBD5K@1BBvLAm$Az2K7T38TM@gH_IWTg=?sE-(&K3V+EU9th($Fmyqo3ID
z@%?01jh;`7fyv~F00C~mpJwwwnv
zNFi)nN!I)87|JWGzn9c)C9FuC-CUsZKDF!{o>S*&ZvryBr}41A@=0lA@v+4}V*
zB~H#ZpoGG>e>J_(0N35P$LW#N|QiF*>@Add*#+59-zf9GGgcHPF
zIn(nw)~~2+udZe<1|)7RcG$H9$6eM5Igd=@IEk_3V_-9U$H|rGmLYWHJhu9r>&xjH
zT{It71`~DHy6Vv!Qo>Xo2yI*--%JWhTzC*a<9-?x;q@TkxxBuc;lvwUUmY|2MQVyf
zWfAuj^v{7Uswp`4AWFnf*&NSU?jqeVV}JXl#g<=fob}S6;z0-Ro9YiOUp<*qB(Q_-9h^ugf(hW_sq1
zQAIv=mb!)Do3P5MwJ+4Qwc41t0PQ?60x?%GW1kq401d860=zkbdUs;LL|j=RD)n_u{o{Dfc6~CMU6u#XH7Coe|YnOX3;Z@XmM62{!!F=-;90x0IET#0V3dxK!1EsxRC#
zYIyA(n5HQF6TkoT7edos6K!*Ar~Y5*XznX&Z4P~Mp|HeVG!@fZd_uEYj%N@3$I4^j=i&8l5%r}OG;*5qBU*j(X2&v(
zI<#$9q5ekC=)TDq-1r#ysP#JEdE6D6)^`07sU6AN88D9GprcmdpMB0|#*u_)YHbbqJ%8iFR{D*MeH|&WsI{h<>u*xi1EX{@It3NM
z+^m1{ibLM$E&h&Sp_k$YeR1ZUdEURB0L^0bPk;D1?P^5XipF7smjOh12T`z;lP<;_
za$pb9bcnrveAg=^Cm=ZUP>E*!z66sC=G$So&pkP`%A&dgB%3>4Q*9r&JknMvY|R59
z`5#P@G*ztj6}IHH@`%dM1I~uKZD+sxeD%z+h<&d2{5EZTEn)CQ;GqQg_s2CkvUxEM
zE!Sf)^;b1OMD2ilWR0**HZx@b>
z?KbiK~0i!6a|^31Tl9^TLEJg7yOoohH+{W+B@;`@Of4#0sC46n<}^?kykI
zau@F2Up5sR!NSy`^OZ`@Ve`ScDMxD^DKtfiTm#~E&TaKuN~Q+7_F0oq$Sf(@r%UxK
z^SrESs17ZQ2fu63{2S%W%~TzCSMOc|>~BA%{Atml`HeJ9Ew|^cQ(e1ubywVw(X(AvAK!^Vma2QM6vcC@0P)o9bkyLwKec!02AN|$R0(En>9ni~z3fH<(SkI}$W<>G)=-kjU_JVQhLp87f#z!!+29(8Stg^(j
znkKvMA@1ztB&M*l?_4Kds=vJL)Zc`J37N0FTN-g8*y4VCvtS+tL
zalX&Ov~6rlg&iysE309RA2W_}BK+1Gt3waO9*;6XZ}}z9t!rwbcrPD&xX--Q?anz6
zL9IcOuR!o(7rUUgX~8$QHp^Z#-QgU4SFC@>fu(s_EJ*jP!cdFCy@D-&wo#8~VM^3@
ztLtU)e+HU9a9W(!@6Zd2NKI;Xp;>uIB6*6*5Ugy;Z
zqH*BXhbFp@%giO%GDC_2SWjqr<~CJsh?h=~ZVcxdr?l>*QZg_c&{^Ldphd`t$CG6f
zR&aP~fWH90tGUbiC%
zbK~!5;hJR9qxN@uj>IUZ>2z%5W?bHjkED*q8*WEa=r0UyHVN5@ACIblf!RSl=lw79xpN;Nj9U?amUK5o$(H5r_?9yP#L*rMR6ckPs)lU
z0$9j$0&iYCkRU7T%=tGeD`|}C25oNvt-I^lSve|V6*rC=x-7W<$o?tPVz65n#lGe^
ztJ)ui7f{dxuYF$lb@;Z$$5=
za%GTTs8T0^g1QfWKf|)4etR1G86mHOeL>W(uWH%vVY(B#AdvCZ89@<>(WHOrdW)^?!(pUMM<
zy_S1`P@$|-eWam-Kg_2NYXh`Bw1rd+3zprVc>HKrLtohHVOeF`z$XnAHW<)D9met}
z&hqP0DP0C&>e&YVo?qY(F`~#07i)f+ruYGF54}@N$g(i&}Bnz)n+&2)~Z<<@^KYC@y2b2->qC@#Qc^Ud;v!lftt=~^}W`tS$iYW
zZH9^Z>ep*D^MsUpORdL$tM+KkAk;PkOxtu_+xz+1#MJ3C57wc}`ALsca!bIgPo3n&
zjvpKWx9x)Xz@mZ-XAy1{x9x2-VNNPs|E*=JYJnHV)+T~?gX-hIXwc84rY;YkXNlOqU{FPYkDIvmmt?3~hh(wT17`ko1
z{qc}LZf|33J}Y@UVPe@@ypTmlF5YygRoTV+x5pGc=*O2){}Q#>%$p!3R(lGhWX5JS
zI~0cf46pGl)LC6l^J5Ct;b#RC7m58X?IxBPUZO)7nEsMwkEB>>m%k3TV~V2oSQ|JKn-5e)-u79R9CMr26&dQiyvx;%7qs!GX9KttLL3v_*~O1_cF-5TkwaVn*Sj
zqq}Y*-n(-&cQ}Q-Nc)qGDcJ+2_rVg7V#X{32l{y}05SI2fVduXKBk^25D+U4S^>F{
zFYgi|gKzi0S2?f6dj2<IkBqh1h_1e`+r&MM;>)wIx(f~0O#4=1fif+
zvuz+OmSV?=_-x@8%_9rKeThXLK8>j8KzrKy3{K8LFV==qGG6H@1`0j!k;!Zro
zXC*ttKGEI(ba&BqMtQ7wjxi)yO{))j3}b;hKsW&t8xQGFgaS+KaC`|>ISOi6oVwJi
ziIoJNf$Wu*jZJV}k54zH|9*pG|XB=J)h@Xq*a1RZAtxkPR1S*l4KT(5?7eZw_fYiuds
zX3uqw7{6;iM7N%s10d<_RwH-HN;h9zohKcctpkgJL}tqr6=s
zQL$`f-td32i4NQ#=V>Yx#6xMh)9O(YxH19bYF4rc8L`O)o!>Z4L%BA+1iJugO9Eh<
zYIVP`C%BB+ZR4xGRC-{dW%mgu>lYM!m2bE1jy)w$@SO<611$^kPrmnUKf!5np1h5p
zk*Kaa10yQCRwp==BCC$HKMb1rx4-in3)+X?S2Rg1AimcNq^PdR*84na(EauC9_(V-
z%M9@0u%xq0{)8rLfZ<&I8?MDFF-kj$#YTR_guH~KZCY-W88yze#q6=Hx+h8v;X5u1
z}GAUF1Cg&u}4#0-3L6<3UXQM)NAdjupi
zdGAE11d(N(N?J1eqa}?}<1RJg+|dZqHFKrL#dgGFe{yEiRQA0s+#%9l5~vlWT${(S<+Irs7X~&_qE;CI4aZ)s{H(nLgkSpB
z_>sq7V2s^exBoG%ujHBb26x~-9H+qH!C64I{FJ!W$W)m5)PR5hotpiZzG`%UwaX6}
z@m>tHgxWbcuogr)y0-w!i|IPRo^(Hf9DqS+XT?OAN-RU{EKLxFm#MpRr?na63BI|1
z(^F*?^>s0iQs!Ofdzc?pt?9`QA2e2Y
z{L7&v+}$=(f?bqgd4zN_nvh}QNV2MVGAfPc$?~<65Fc^xD~VrRwPOb0XjgvMORdxy
zdNGMLk{6|CG5p;K)&by904%@s78K%HQ2RzLw@2E?g7#T_a^t1Uc%-+Oi4R#pmV})a
zV*l)5xboC0K?*vNZMFHpW_gEAZuF&%H;JCHLv5#?)FWvC>5Mnz)}sWuFE6w3JuSM`
zDJA@zRJ^$x^kI=-t4iNGKy{sXPVD1K6~6kcFp}t$S#f`V&Q*K}27W@zP4NKV+E^Mh
z-?YxpZSpXnb7m1dm+;4YQg-JFgH9@WZ7^9l0`NBM`(B=3YF=W9-nADB=xw|;vLlUIAGW
zcwSp
z`EhYS+cP&oQ+~VG&r1&Kis#EHJ-mkVFY`>E)peeF_BrW|3rn%7eH^|=j(WLrLgYCc
zp@rNhT};VI_V5NNm`vR!bX*E1wQX?1_?H&dO82|FJm@aN4p*vaPvji^(VlMCjCm(G
z_gs@={Eg>*ZHCa^cF7JtY21uy3G&mqwGA=HKkgnX&eWzk6g^W@v?$8&GqQR7oOQCn(!AJYlYFwszbwRL>!(5xkc
zu||kYJK&e4{6(-vatF;>p48s~65w~*kM)U?$B`#qa=>Q96EU=lK_96dv`tYF7Zr{o
z&jXbXt!Ci{+rvdnkvmRfIV|ki;*O|kGyLAG#eYf?eZ@N~EN(Fmc@
z?LDs9L7Cg@!-{k|FF(`}h>xKV{K>NW>&NKCZ3j5|ToMR#dJs8tnB%;*qE5b&dHZy)
z$FG-;;U5$y5;GzJ*I#0^2Yt%#sdX$@@=>zr8gvRGD;Hb+a^&14zG%8n04stnJ)4=R
zXzcXm$|lC5eJcT#GsFS|K7w(DR@`@Zqw9P%APwB{LDs2e0cjKQJPY0XZ}Qe&>{8k5
zWf`7~&5*2HmJE=0ZbDz5*LrEr_Ec2w6|x8qUKXZiM`J->1mkR`AAe9X6y$}x^$}Ms
ze18t1OR?3^e)y!8$A5WTW9&zYOvdg?;D%BXW7pb!5oVTv5%1H;>4(^#8sAMU-1!zY
zuT_5UW|+8cJc{ofhC!ksoAV+ise9M%q=2Oa@44cSOApnD5qXEr=TrBe&-Yg7=|CUn
zQYH=at&aIYkQbX75~i$)Bw_2d8aa1Hf6LWd3lQ{vUA6I)sD8=f$W2~j?)lwe&7Eb8
zFHaInYN|r~y0^CUxUUBy@GBbeM=~emV+Mfx0IP5WJ2h9@t<*-%G}^DjyUutM>#M7cd-6*vNpzU^NeTqt)cv|X3uV36rJKzwt^cHA&--d3
zHGUMI>f3g$1sqBY*1Wo^}-7fr(xTO(I3`jpy{j`9zv*&g3dv-cM~dReF@uUXo+
zC08-fFhJ}K|8Y+g$Wgyh*5@hj0l;6{2N0d}AFRXr087I}sG3w9d#Lh`>VJQ1Zve2b
zlAovqcv1xkycR|PJPn9JXTw9-#yV{1$iH0w7|`xf|Eqvynd}Ay{3k0#poIXzNKaMu
zxsdoqe&nGS^`#vIP&1Wd4y*Aed#i&9C>%vK@z-Lqd>*L~Npa+(PVgZQE}%R_w!ydl
z*t2JC-0<1EHS=2;Jltk|Nq4%rk?{Ijoureb-Pg~pbg*|R)OA=w;s^B9YNLCa2mK#}
z&B)L5zRtJ#wV1h96ggf#&W8#LZfE3k{5-_z>sjTy+5G}GT>~w=df&;>72M_l4f-|G
zbx6H71*jeCymG&+Sn`~QQ)0so25+q846F4sukY4qIcKgN#%qCwMl_C+m((scC5G=w
zYp1|I=8-&AhmDfNR9Jpp(ZvtZNB)+1h%ehs0R$){oDiufYx+e~V>1v@^+FkAVT0_b
ze#gm2E7RI4KMO8B(Tp20qgpLy%WU84*EzGB>pQ<9Sul4xVT0ZsY&rZ8mwVSp(%vWe
znVh;MJ>(JCGWnbyh&7B(>+;m4kc1lY)j6FV=-o=+kRtz^pr28hHkOYaH4?UE)nH7S
zLA*(3-S}FL8CylL9vJLoBMhSpoXmOVkW?)#Wu>`X=?pe
zuFTxPki-%4pO|x^V07&Q0qUyplvRTCNosiLt9_@b+bS^DSU9D8bp;hsmK+rZ>-U1+
zfP*2Ab@em<^p_zivA)YcmxDP7hDkbV%a8fud4FsrltN7Kg4<53KQMn%du2ABORDfw
z+_2V{JaM$t%M-r-0{t64WM6~n<+guU4hxM8s1uPRCby~xQ{Ic$zXV0eHjIaF?V%d;
zqNq2Fi&!E*NK$M?{AQXo7R(b|lVM=hU(T%u{pk)!1N%uF3FrB5UaV9W3pUI;8I0X_)_B%qW1
zDvVKYvpK`i%NCTf_t8ruBxfHl|6C-&%&<&;eESqDBAfr}u+w}6&zSL`9Q9?bx$q@p
z!QAr2x*Urue|7E)%L9ad@6~_qgib_uTp_^p=M?aSQ&+)%0N%9PLRbH8X>N-zX>NwD
zXRV0?b>mPp0P%;pz(97udY-_}%|5>*_1Foxjovu`&Qw;%wb1GK`fb7g)|DI(0=q)q
zFOnRlM!bNd;dt#>nICV4Vmc^Oc92t1+G1Q%ljK-kyzlxw5rfBaN0AH1TUouxV!GNt
zXK3FAK$Zg$3^8m?(%7`h3R;c;=8fMxlj6gL+--AD%S~g7dPt{e`WFbl(Mne#9x3GcFZvgut
z9Mq9FH)%P)55*
z*g$qdbizxt6{F&c54z$-xe2u%vePnrz1Ume+*jqXySglv@HDtjOUQGjT*G!2D-t1;
zOnIc#7$=)(zfFo(bH3%L{q}{1wf{15CXt6eJLc@M<1^&(DqqOGz>d1*&+G5BNul5*
zXjUydYYNqmYva6*0K=xRKf5SwZRF0NonUgK?9pE)k?2%;uOE}u`(txV%6VKnoc}?
zggcjv3?BNKgM^C%*Bpby?FNhCVk)H>;XR6B0k0I^ul+HE_jruyLt52_UX0ceL=O@vw`i(k0Hg}v&)K%$Yx!K_7
zW6guBW(3!wo}AXhDQr$>MGV}n#=K9p*T+e8P%+=EpfAFnk=?j`-0|tL1o*|f6KeLs
zV^Q*V)wz2ovW};Mgpvyy576rIqk9CEFK=kysp}Xa0nn|<@(2>0#Q&Uxe!kC@2LzNZ
zh6QtV_
z9A9j|BNu`AyAab7l-^0o>B#mXpH5iRiuhAci5cWJzWGCuoo277c&+AOV`*lmj&;JJ
zqyzT6jgWKH$bEw|1J#lIgP&RvC3-*K?d=&wjg@;ab-OLfP|J2s)Ds!^L#pV{ZE-tG
zt}`^r?^-}|bkxdv+I3b1X2jgO)AEYxYqDWC9w|iLxVyfVZ|)wYm+~#R^t00E9#w_#
zZ|m>f%vg?sLG-zn8djTlqm3Q!e`02Zzx!XZL%NcOHNWUV?wW=(GO*5v{2hGvz|BV{
z)U4$zjv^$E99koTUDTu4sn+sp9BA=_vLF6AgUb(iiS-;jVyWWy%Q1!h@4!9Yk`Ge)wmHPv{58tu&OnmP!N8%!w*BPVQqyh$o*-+TPanp+3Sb
zSz2#E%w-lG6TjH58SF*CVyNSDdlK@0#%QO1L#Kzn8spirC@odk)eVgUne_(B7H933
z2FjwSZ;3~Z-Uivloj?9SU{kf9x~gP+N#8^x0>Oi=qaA6DjLKmG(ZNqd`=i`R-Xgj9?^7bL7ytLkhk8
zIgJMmq@0x&I9Uv%~t`AR*42US}UQ!ca32>!{TK9
z=ngBxd+?$A8^jKldWiXxVdWu0?)`^4&$XeofE>MCI6n&a7Q^j&K!V^8kffsHan^e+
z%RR;O+B{1Mah9oA%>3A?Op8#*!-6l|^@soLjkd*Q)GeytY0r39lU4qfVwW~RCYh+}
zo&|jaZnZ#O)v9>W2#$aH4Oq&)z8)`dMm9rdtm&4qg)Q63vLe@O)ve)?b>CuD)ibT{
zK#1Bb$$WghJ4cgVoLJx04789t&>hIALHX#{Z7B2b$mXH!e(^Ziv~v47@1~x4o4)om
z&+&_z^yv5BSFIbQH4jgZ{(0-p{raW3u(lAWB*fkMV$b7=VIJ8y)b_OypNwkCNqtSi
zRQIRwb3XGP(3>JFDmFE{JS;r>MawsUDb3+sYms(Ozfl0L!J0c5I2beX>^2KA+w0x9
zlxS%FY(f^n0=`&q(#z>x-gi_YwEp}0*y5;(^0+c?qtmA0`xJp8xMbm~XI3KnuC>Z^
z4Z=BcN1N~JypI*TKE%aK<9R-cqndCPU5wpj>v~9Clr(w$*gmV%36LTAyv=0W&kKTF
z(yWjyrgs?D{kVwzD64$g;!}Z_%kUmjoakOL9_reTw_q)^sDBhDIf#f1%1DB(g!x2o
zohl-QRWzalasc)v`Xtp1MtWlgyHxc(!KQ%$yzFn&bQ~tU!I|Vlket@&#Gr)8GakR}5~BP|bn`FUJ;e;j
zwf9^}w
zk7b&^S_PwqJZTIKGOW!AKU)%o*Se>f`%ynMWrQW2A4Qs#iiv`Q~=Z
zm~-)&{cpPGZpEjdY6Hz#k94-Z9Uy9V5o|g4*sfxH0RFVv0q|;t`fdOq_T%M@t*2Hn
z;KV?i>M+L+P;1uZXYu0e1j2B>3c!Ks1gicEl%#>K_DsNiKw-~;i2el7iV0onr`mjd
z0d~dJrz7kCvGRiU{#J)b1F*~A0KBFSxO6-8e&}Dy#V^q)i3uzAdq48p_1)*`-|tb^
zxIxz*%7Mp^{h_b>GlS}5Jkh)rOnMO1uKyqC(Vi20Dgv8ZzR>Pr(q~|P9BDhS9s#t6
z(uaH-S1XRymY-~!V(e8Ox-GsS_4p-3JBc46*5$DxMluf#E`JVqRurEru=T-YXdC8_
z^7AgP(@jCXl&RLc3C*qj8IH-?2;B@Gc{YMpeFGDKe&FL9gcqGYb?|5A7`h}1X2VAe
zGU)N~Cau1X&(;Jl1P`9QP~vJuG+)@!^1Iu4MqZyD-X#
zEG(opY%-
zU5&141L*IAN>sQLT)P?d#^IqLsF|~xATxbEviLMz6!Lm8>SoZs2UjT2Az;~E_-RZl
z%8#fDDUr32S6+7stY;Lib9b{Mu*{E1Y#z_we#DfYYz(^alk>Y7*5BaDRnJ-N@HPt*
zZiaTYDPdUD=c{LIvgwrpWd8ZSweYkAnT?mRF<
zKV5S%lN9C3q&nR5zVXY{Z}%WY4Mpc$%YNK4efOViT8NTd*2O-5f)73>g`_8!?ab6w
z7;D?cd$uUp#A4gN;Il1p?rtT%=HkvbCt8_&x789@&Hy?MPs3ECS@7nppyXM0W#Yo%
z@E_e0S>$&2__oWLM3H{C$gO#mf?B(N7bbBqj
zw)U)QJ^J`XDvKqL|Jlq0?~D3>NinsxrS~;G8D|D#TA%*XPauBlO>_8Lz!^rkK`-@^l)`wF4=MT&lJv`sz5MO0ZrFxu+8p!33
zD=Iz5?{3Ys`&Aiq6>XHUde+A7?yr~^MW*?r$LB?V>-TJ!vDU3~jVrvQpKx~K1Esqf
zfiFK$9XM`uUA-!L;?|oldU6oD-fF7dOf$;|!qcD{&cRwyKnQ*ifcl1c4^`H@%vSdI
zb>m@n6=stg^f_mSV+`&LFkcWq`wc}^5ECv{SZy<;2I{NDQ#5F
zo2fFUV6M9hbfLfK1|>|(E~mTIcuj6=-O+ue!6wK813x;?8()&o)}`jObc3s49M>>s
z?w!I7>Md~hEVFP9vhptymca$4K=Urb7GOR~kIf&(6N#nfkdf-ugiCvyGhTD$wc;q7
z$2-Ep>sxziO5P8|V$ZHWorSZx?3WiTb&s!e-@&_iMohz+50;$cevL3;{dLv2Pa1KSdd|%@5nc?&D&bpqe{TzsWn7bg^fnz*0|SuQfB|9vg3>X1fTSWJr63{Q
z3`Vzf3DS-J=n$kvN=SorGhl>t$HsH}|3A-*=goKf>~r7n>YQ_(>s;shqV{JM2>weS
zCh<@8(e-&QRwSw+R`65$cFTOcMS;8f8lo~sr~gKB|0Km+=;bBx{YK@lbU>EbdVwUn1f^rN8_yU
z+e@)1HwyGv)8EKi1^)g31J0{vp&X;Bspsmo*7))yNzwvn`j5K+%)Dhd$HDs-c
z_{;BL&u#spk`X@$gwrb{C&D9f6hfXpI(%SPx2(_
zU#Z@TrfhkfzLx6i(a$pZ`)*8}K3qw*O=N8eik)ys$RpfFWYjq%IV{wH;}05DX%kN$
zzX>RJ$nz`W5p{H7Nq8sRfLko`PQv^+wL2k97lInro$c7BS_X|OT+SLT*gZT3qNfRo
z+-jQqiklib2ST2cOw6DaD=fe7`*-C+j{YQ;cR1kNTPPMl+<5P)efA!tg_!}tDrNNa
z4{Gvo`hgei(dyHMfAn@3#WnDeA3>omxfw%Afaau0Q_tF%0@!S=ju3>EoZXHlt32T5
z5E#%mU{O4&F}3i
z%|ZNcmfzG2#Xb+>P$S*%ON23JN#1_YJ#_HJor|AOwc-Hr{U-b3QW0U#tgp?wm_e{$
zaSJ)w0-iHvB?@eAme6Z^fmrv5+HL5{FbdQXaX7B}O_
z1cy9}gryjEdY5LQPaml(0$WM(U$SCjc=6!LG1Fl8q0@
zK8q*TUPM|K=~}D}@jIE|O&|v9c@W#9#cV)9%X+jvi92CQV9eiV?Rj4Dy8cb`_NV$Y
z8Tj*WrQDP4MLTH}-`x#J;h;xKxEm;_ynOYPV24PVXD9Gdsbg6gmFDP9OD7&@mVme2
z&(&*$>h%30HZ=*x{F6-j;3No9*2=bjT-|QMo$%?V
zG6Vu%*DFrB^zy%%=s6zHkc!m}|0{SVjSgGGi;%t~q?`7wq<#UFBBkrg))~{imA$I(
zH#KG6-E!^`Rgz@;brw-Kynf|yvssb;$F0?ig^n7k$nbKZ{JDB{b~VSlR;~r3Ww_8C
zZbobHqW$jOx6RF_#liUqfVvt_G{-CIO2ZC{+4+6D4tK<`p|jKouP2_`kxXlhMwft#
z8}^6BNE8zxy)O6tJYvG#>s+)Sy6Ful8!BG2UEM{CoU2waJ=G>y-V=gq>>cR@>7Zhc
zj^>tjL+7`-CM^}SxUB`deATpJh>frN-F9w(frLstsx{y2_B!k;bc`ls%6UL(>AJXK
zg`(AUKKH0>e^uAx5!M*lFGmG$b(1;JygXw$EU}TU0NQL|^_^OCgoJInV-TQ8Wk5_$
z`M?g+bbN=58&KGLEBS%BRZf^&w}?~xCsM3Ad?p6~;(wbr0eszI^)<5ZUk)g^1Q@dq
z|7O~N;?lhb5M@^FPnujSV~0%mN>MI;+b8)%_$p!I|FX>c(2fyeY<~asJ2TLm;3m3@
zo-=WV{(5Jaqe{pWxk2ZzL_TPn2b|uI>OAua823qG!owcCfBwV8##iL#nWD`68M@W4
zD;^Y=eKM%VBIp_vB@5Gtkt00^g1y%F?AYXQ^_A{zXX`?PrDgWM;agWWh%5Cm>$q#s
zE0M{*tw!#)ix{10k&&vSB~YNe{9-dXixAnW6Z_8Y0(#AAX(1%IovAVYtFd%;ru=nG
zOu}*IemJ<$%2Td)OiV!Wr$<||LsqjF%iEuR7eb}Si}2!<|K|lDgV
z!`J_cY*&fI5c<~RL-WQ!$D8Lh$aPcIDHJ7XcpPpC+Jj;f`i}NU4)1>)uTEd8CiIuf
z&EZ*ijl~?BvrrZU(tY=SPLup+L-Q?H2W^55?@?O`SUK-djbBn&;>c#s$Cckok`pE1
z9Tt<(_wxzNBe^^>1n~j$KOJQ>->4!C;n8$Hy3)Y%FR#Gr)aj7KFXe6+L^(&|@*U0E
zluvAcnQ^ZJ@YX|nR-WLJQ{6S#SWn1E}0U&h`inQJ@gdX__D7Wm`@yj|B4JvB&sI$8_t;*~PJiTD?f
zh!fpz%{?01_g1>XysMFi{?wc7QeG}ixCn|Q&xwzjehB);U%;|!ep3ECAh71NAndRq
zPHDhx()8;sWWU3KFTy5}*JR}Qz31!wm9&DHL_Qx?*>_J%^oErowy#$|B<|J>1MYBO
z$d;xgWIET$iI423SFuFVxNH$k&JR9c=={#&_1XJu
zXZ3n^TL=I1rQ1Ht7oi_f;JzH0jIXVdONd(Q6tGjBhh4a^3b$7dfMtIUT2eKytPpmbvz#30;|8bW8)rJ
z0~_3XoXl1H8_~FhYwufFUhI{GV~{y=H~;A7pm$IBr9vWLre6MVU+Mf^j=8Ngy58}4
z3SS$D(u(N*^G5tB$HSjTD?sD$kD=4!*8p%>?fcoY;n2e=a@C0giX)SLIuO3kR
zW4OAtJe+znc^E^7Xn4bUw|Vy%o4yxK9B!?$8M_(%>+l7pojG7V{~G&h;1C3;yQKSo
zm&U!ola|SI0I~>swm-u&OF8PqQ6)nhUw4vj0r25*-~ULyA^MBPMDLks
zS1Lkeaux^G`U3P50dxAte4c%b+%gCKCOEIDWfSZ|>uiIGFG~W^xHY7?bibw}L$Q9J
zamXpIEP-%`)8>z1#)8z!PQclfSX^UzZJ@XNgZ1o!t~Muj+jMzt-U`{VW$NmLxHXCR
zE9Gr!-i=(WTxV4|^1tHW@F%m3Va6)JfJ3rOs&>c5AqQey-H|&@G<>@972JX1Bno{nrKOGvf
zgw-V9^9jY3GXXlG6l{5}QEqRB^sLVWZs(b`)q-rYL1nK=I^GH4?vV#ttGsy8h!}(@
z5J7lAY1Gd@Q;tScyw{o!YuubOPVWuo?S2MM;J6F`B;kiX(gb~xnuZCWT|sgJMOg#b
z4V%_$DUZch#gc}!Vq%wc<@^7=iwA%*2;C#bM!)X3p3NVBA5Y;kZsWRhLf|k>902X_8!y@3%iZ
z8Gc_n5;{|Lohc{?4mw1rLx+wfu7Wn>}l0sA?%)$l+it
z?RR571-V}7mSKz4cRP967x1c5?a9@~6qM7h+~gPPwi6(X*M|*oT=83WvqWj@SN6s;
z*$Ew?krVS-Ndr2dX^cAD;l+BjhAN4a9Z)&=nGacB{QNQ%qmDY++GJl@MSmD$q5Qxsw%o5EYPkNdO$cIY`MKE@
z`+W8ii~}O_3eBASSTb6P{sH}`Lvg?dpt)(`g*e>4bK6iwa?<#RKA3w+vn;ut&kY%si5VxxL1vvO#_On<6So7Sm4o)73bf{Mb
zt+iNx3CE-FnUn#KX^|Chw>6ky53MM_Kqg~Vtr+B=*w)h?=|m#@ZvUfE9cjC_xg4)#g9`Aj
ztj^h|1jVqEs$@TIq$fWHnMxZmJLpYuJJmH)y}PsX@#h)senrK2XtYb%;hqk|PV$+z
zn{4aLC%5E?huKEhE8P!UjR$(eg{t@edM}*i2+rM^jGn7?^3U?%VU!Wr+7O$yZkAM;
zV~V}YcKf#m*6Vk{#%pmEy)9o4R%(Ik8LjQGLPsDIP`hbXcK)_hmv`mP?`+^MbTE-%
zue1uiIK8j)#CgrlF+S(l4t}kw4JZn7|8;?l!>%2%hM1??+HE)m_MXP~OD?%0s>->=
zq9$zXV>2{Dm!I3AocA|euWD9yKEgd29In1T3(rUX>a?K-d1IcU<5ZnvZEi#{I^?XF
z`&f&m^nzza`m?eIPi4pAh=E
zo&%uw3{#dzKdT%Wgh{`|w+~ZuQC|g-s}PZ90aaK@m(*t`HxkgqY|><4o#t9A&&-x;
zl#OZy@QjS&Sla%TczU3`GcW?jWFhbdMGwH_J+Zk6u)di-JjjEFR7wD
zZ)`Er;xsH0bVQ|?YWv~G`=t!IY%*=LPl>Fv=bcvQ_8_qwxJ@kxvXpy?Q`jSHBU%;cS$MMJLaTMSZUt>j|>4(k4>kJ;kP3UYwmkMIGk?o;!%tTw1CMF>l5R
zKWI_K&jQ?3|B`68whE339Dyp*#oylSWbYqw%e0;0kyE_Qobc-n;dkrBUB9+H?w%eD
z!+B4FAPIzVU(USn$<|@dyN3goTZT77WBdey+EDRu=X}+whMa}RA6Tpg@1RDo2q}Tm
zL*c&nOV_+8FLV6aspOQX2jDSB1g@9{{xGe7=_uFxviE|pk@`G5B(W`!Z+rU+$jw>HLR|KUC&ys
z&O@3xikusE?)?f}yTS>?V=RYd1y+IOD#IOou^rMaWn|`yh{rGgHeKc4{y1KM`sha7
zEUh;>APoznAG(^|L!`x>JC*Oe6Cx7;(;K2m1ngU@aZh@#o)2SFyC@1g;wuiG#+YH>
z+p!uoK3JEgWB)Gq3><#IMLTh71lfX;+D~Wb|2lWu{?>XS1tprkcuvh)9F3P?bfq9J
z?afL@Qd4l3#SL?3x6;AJ@;Xb%q&D^?633(5Dqo;X?P+A`&YB?MA$*zPJPS!(tHI~<
zy>L&N*cP&*T?kbRQAR0NsYJ*f#}iQ~(^rtkzpB11(`y~Rl0-1mC0p_!)^ynG++(W!
zPOl{f4;)_S<;QUB_E^d33TZ;tR%L$AFhjKRzy)S+?&bfvbd1O3qm#%oH!jVx5(sOM
zYAYgGC|jNA`&r-jhDDD!`g-ghDv3d5mf2UEyA`|KlQG526~_6~rE(q1dtA^vZ#}AF
z^713mV%IY_ihKz~45kfA<)wQ3R%QYfOs@C1dgY{Ks-_x@D{uoFD(JSiYW75P&>O0e_&t?gvW>0DcNqtUFfMnm9^hM}SX|twMSHOCUKKl_zSq$E~;Z;(v?T
zG-wo=aGR^5%*QJXuH&rKEf~TtE8$fJV%9uL3Midzr@`{-U#$;HuA~N6F9uu-GSPrAv_b2>IbOR{oIY0b)({*>o
zxbVl)4)XkhH`zN|BHHp{wgeS)&78H-9YlaOOPm}Owzfm2@6#+T5{EH`WtTq=CeG{h
z`;u{maizZ-0O5fJ;?Z4RSi@}%xdOLG#1I1l-&={buvXN^BLLchTRZ#jBGvV@tTcW
zYZ_?}mFOeofZ<9$N`u!+igjs{o**;HDlQ{pCPj}2ny-)g`8*WLofkU7b2>|;xh^6LAiN-@T2SwJG~=dFTtpk)gY(d2#f9+``-4jST8k4>4t8Me>?AU8i<_xK-kqF?^hWez`9X(2%wn6I6PY+X6?K-
zDK!DvCbr9|6ewj-`{c&EEREU50@?W_B0=6#($#lM_Vyfp$KB2B?M?|;G1bst%CjQu
zqA+b&VE7lEh%5`VBdB{)TcV8IbP&2XMiS%(YyC7-pbQDUqax0?Q9{x$VTmv@&#X`y
z9DCb-Bm^bYJIWu;=>$C2VpO1J{`EDPyQt{jI{({q)dgAu=miHr*rCspNJfK8Ps-%SsWL+O%^A(uL0M!dn
z;Dz7*kG9-X9K`&S<<)k3(X*$Q#R3FCz=MidYL5c}cplgeuz0J10P6p@E|v^zg9V!d
zrQ1{Q&4LtilihvO+kV&^uV{Z>LrvPV9nj&xu{q-KR)FM#EC7EeVcj8F2JbKw=IwEP
z^VFC)#~U8Fe3%cbX4@++4!CijbR*P0G{9eTNO)VSzwhuiKT&RP;bX@2$H#Mk&qXyR
zhXxU?UQAw-@WK)R2d_a71Y;OI(E=D*sg;
z9swEcG&FFfiHf8LC$Z(8)tKn2AEIG-m@)doMD(YHjyIDKwFS?X(-*A#s(-obf+K`7
zj*FhCae7B*gt3RE#mRz=>xwkbH8bJin_%To5l=aR%{Ov-Mt^uKR&%7pBb?k4=xEgv
zpqx)2Jy*GnfFoC&E?MKr#>*!&H=xHSN4Q$VD%SGSaYw<(_lI;BrrMWUU&y#XaHy+d
z&$xk;psPrk8eyN;g6k{nolqmdwMcT?1r>;yGAS)P*eT`^oLSD!1PJY)O6`m+k{Jo#3JrT%%7>CbvayI*@^(GyIkiHz25T40uRQXc)VgmfaAy(h&H2MG{}Xy6dk8W0a9*Q+y8
zl_Y%|_uWCAZa{ldd_^TGpkDDp6hqEgMiO`4!9eGIFV5PZkr&Aq2&*MPhM1lt7;O!;
zcqLyS2+d)eZgD2=&_=a6nPTp$Y}Udxvc}X_s9}Z%wK8bFAet0y^@WZKgL%$7bo4Sz
zfqj4cg@ycTSA$GLJrB>fr5Ww&m@P}}r^UEwe)W@V)xn){p>u~i`bHO(f+nSIcQsL!K7yTWm%L*#Wi`Of
z=>24W97AfkT!*XMT}<;wloY!pljz3XEB*Qrty^-;RZKa`g~sO=a|hhK49vld4*$Op
z`4xHrNnZ3tUfj&*(GcCvK*^X(na%%iskWNK2d?V`iZP=QBJLk+UMnin00Rc(pq4%A
zH75`d$n9jcv5i0fr&m63=ls`_%huWhownw4$M%2o`upfvs@uEM=tQdIxat`J@+7Y|0NdGQ{G)cfASDlb-6oH|3H(Sl88o->_2<+stC=w
z*PpYW#-MW^v(l4Zv)hrsN)XgY+0)=3
zrS36w`MrZwCDz`dRtCD26$uUMvwV4mTADzgL^0&zun|}Fpn;&7cYm#nqZcjnA;u)Q
zd_Ur>_~rT**QVQ>(kC@#Z6pCylt=!At#))oPW(mU*PB}5BXZhYuJ$heKOLXlWi#49
zIVQq~XB4IlJ%N$bIT{_ejQ7o6245M1we^*)gFju)884e)r6f2VrHNxZR%lY!Af%Ob
z=v}C>)Y9l~C_hdnZ>+A7f5bc1{p+cnNlyMDx$?yR#6lt@Co+w8H`Wza7)Df*ZO4G7
z><9>OPwFkQBpk)hY(l;k6_tkN1@AXle{A^gK`&UgK807hvXK|5kq3#Neml&}J;?XI
zQDZ5&#D99m}s4gmo=($=cyeAq-*0`+8s8v<2B}j%s4aFnJX?
zvmltr`J*YD%f-cDHN4&X`*Es0*=znzlxDhcq<(>i)fcQELZtX6?*FMFHqVqFrk8G>UN4p0E|ETuTu2#3FkwXEPmT>W
zE(?`fy;%wtxOeh=;(lD$8LvHIaxL2*+h{W~*foiVh{T*;KefX%EKKpP)J5QxT3H247*G^0ViX?
zVqqnS-jFoM;DF5!vEKVr^xgu_`4RFPHf-!tDrr&V!L8YXN~;%ct9zwq;|ASzTT(A$
z8VF`rS~#HjC4SOU1b)c>(zhjN>L7N|p(5*tKizu>;6n{W`$BkCJkUC)J_m9IwZLwh
z$>jaTco}~>pDCm>%+<+N(-q&5zn)LTv41c?|0iIME29aB;D8tFIo<=a^?bly(6f+D
zM;VZ)m#xWoY~r5ZGv@pGBQE#kB?>!w4it1>2tlUrV}PNf)SPU8Rhx@%f}W!AqPm^F
z`IF!9!~X%uk0j8~3s8m1&n~dlei!`G7y_!W9A2FWG`Zd0_n?A^!iuR|j9a`~C`_QM
zPHD`Ck2QW
z(7?!F0&_lT`^F~5#FDLkv~Md+OhReDAKTtenUH=szB#UNKh0tCb7Kq#d%dM!m8rj<
zr>1+V#r|-ULZ(4A^IhWvib*L>x{k6do%6#pV7uUJkbGqf@=(M$9#ZulDf@zr^@q_-
z7$@0>jUQ7a+DD4mEln?Xiu~7Dp*|IhPQ2pzP+L}5!XL}GP$cBxGgSEeJtP0P@Sd0I
z^3rRp29^fi6D9C_R`tjyqzlCQK3yDa%P^ThyoADq?LyYEshfe@hcq1=MsnK6a)Uj@
ztkpR)+ad4qwsbX)GkL{{-ds;;H2q59YjqlyR%O}OVQ;N(7=dvya!*jB!E_Z1o7KX6
zPgB|VMmfFkR*mx1PU_taH%gwnZYGyx7xttIRE!$kmO5va`ik95H7vUAgvZlyzUZs{
zGlPPY{}+k0WIg(hJpHfScf{fJeo+2=aREm_z7Xgt6e_bZzTN2ayV2`XZ1OOLkMJ@?
zA}{+US!un)2Bc)H)E5w0Mci)u0xASGwuta&@_;rZ*|0d!5%I7E+K<}~U+Sw&O42B|
z_wXE^%`IW;jdc9}*^15s))MoxG#fls3S;|DC~dQO&mT&XW%ZHhZ?_X}{CcH+Jv~}9
z6|=A4N9(YU92RoUrnGca;~ADUh8i>MdKDdK9YW_@JN=LLCuo-TW(8Hr{jF6#rJc`O
zO69d;|1{to+50ZccZp(z+*bCrtCzQGFil5UzO2^^`Y4?1i)fc=F+0}WPA(J7#a@&2
z-dOxe4eLXt?WRcATe+jIpU*3HB-VuYHa9)4?M{aEvuLJytEuyVoh8y3Z32rgLP;Ce
zE-Mmt`~$DGLx>2JK|4EQJ-JRck~0=^gVLBUz?yw!R|(|Ain3xcLMC>h?K6V2eBwjoUQ}{@uI^!18?)%TfxKi0Q1zxNnjA7l9k
zIDtJE8dc3#x2?B3e%r%D_pbGXX-i_&xTIplZnL+&a64w>=s&Elgxl~PLDEU6Q1q)v
zn(x*)S&d1ncb?U?&(`An=<#`tY{>f2wHvpQ*|!V4CE0$*C7C6@fGJWl>Q3iy6}qzRKiv&xet_Jj-^%4Iw>V$+)`*KuA`mU=oi`#ggDZMW{uxAW~G@2*3!K##nZM9F@4
zM950tc!h^fK!GXfn~9r#fc;XxcoitZK37<#M*8j+gePag@NF_vLN!&qa)p8I-5Ei9
zZc&*+T|V^JL(h}D_C_+dUrc79IZX>KG%P2abTs(E_sZy$rHs3NifO!Ka&1qZ8|6f$
z_QV;AZFN5(Qo&BMT9J9MQ^(1;g0fp18hmMu?rF5XekKDB|9T~-vW{swrFPyGH~$M|
z#6u;@%YxB~Zf=*}>#~xkPa2=-BI(FCEhM(V6%3W1cw4;mZ$~}S?>^8jV?JdYg-WIn
z5&JO>|N5`|9J3zgyGbx=h_S)zj+i2cEF0e+sQ?M1;jJxR_jjC=@l1m@E-kC<)A&k?
zY%=rud9?hgugZ*;tFuGiWsl@Gu8wBvYPhDZdwny}*TP7v@9bV3-n`hzKJG4|571ls
z;W2M!^d<%oh1)E`LaR$L+cvj*8)~Hv#~CKumOh9~*Vf-YpVBB2_o4FxXg(B~a+75?
z@sVV|n@ckMd?zXC;_Mpi4sGc}R*X#!Kxq$vsflR_PU5@;Gn~CU_R(W8{cZShml*B&
z#N(K3Ol*f|rJMe(op!ZpvJmOs;K6=iDbsNh*>n*gtuuKCiFeDyr1sMXz_LF||GqsE
zI6KU*oe3N|qe>ux8VpqE5U@^7vCW*b53?QrnP~0RRmqZ~xw22ua+tiua6cciv=;xA
z?0Sg?qca>m?k9w7dL`0H4@Go`xft(EB|$%~--?ytOt@GwTt>diFDZEcf^55eN#NRa
z%&2%1*L9MH&qPsT*cx**FX#MOzFopZDV6mXLQ6W0#zT#c=e$+IvQ*b;NMx2o(%$}q
zk(2S)IOdsdWV)RhlBIA|^s+|H6|Q3SueQdDBASV5b)kVkq@fac7Rf
zAWt2ma<8N^{=2^VPJhzk!%t*pfFE@F1k?Y8|CX|_o^`?%{1*(EXYP_>&f{st$!C2#
zfLwCI@OSxqI97%u`hn}32W+kWK=}5bHV7aJxsUJCm@BLqf5^w7Pzk4G^i?YX~2~K
zga^n;S0@*G!0H@B&a??rkblgSmcg~8S^;y140j#djCIJxl;3$e3ul(}tuuy|kKlW#
zYqKXK+4;g_kvfq+%VIW}gG~t$EWJMKnps+g_uDT{L~4c=4`6AIpNys*GoD2OQoIjW
z+f6XM#eyM>9sBe+((>};>GmmFjP=iPqyk~4LCfcugSuwzFawjTZt
za-VT>D8`A-WMDrLJ+fYyNVVloYrp&32`Wtnk)FD!*?ZH?4R}+qxl-{Ax+LpTo}`?~
z9VL@Gy+q*?*JSX;Ssczl{0&REpUkh;yw~dIKolCD2Hn&nvX0@R8+-+mVr9lxN{DVF
z?s(8Mxq6LcNGisL-8M-tJJuQfu84@XF`J97&!J^QwtV9Dx|Y~1!>GWVLRkO~SRSur
z6b}hTl&=fOGY`J2Q;*TV*2uKPDpmK1$WGOvu1Dq>tY#gIB-Q{64f`w`27ACkP2&(w+5BqFFSS
zCL*IkUc&d`_02ejO>5c5yW*j!Wu>)aB3+m?^av}^(_W&>=H!@y{tON9F&3XvbB0bX
zSv=*q9^4^zof%BG9+Q5(KtbK5kZDfLayDUyY(>(F;Svp}N>wKvTx(eLiU;f6g$Z}shS>CE
ze-Zv$i-@yr%L)%p
z#`uy3yG%9Zd$s1@DMI0v7ac_x(~B
zhI%aYSLx#~=)^XEF-qU7Qcrz&i@hn6Yj9rzE-%&WufXwQE_7*z3?2Is4s}XW4(NFrP(n$X3U6vSG1nD
z-^{UH=8t9nzbzD{zNPu-%|sE?yUW*0qy&JQ3-g-(EVXA+IO#%tkA`gh=?k|@{qN`H
zl3mtmlgTalJM73rG4HAG>7FT*IeZmzx`*iwzNmb3g)ep|v&oQTk`g~yq@39iyqIj)69~r%}mBPm81SF5&t_h7{q#{3R
zrUlP;bQ5xd
zaBSn6t$wgozOl4vf+XN%lYr5FM?OXztHVi#46`~;m$rSN#|I=1bDmbVE1uD@32DGK
z=e=7du*}N6VV%rBDh=`^WfmLW{JscMKV4PniB<2e*@s$`c0yZ+hO`5pPU)P~p_Vqp
zDqqbJfd)R!t>|oFxG1(N)67xu
z<~P`xgU28DEwAwp)dTT)pd(U`!
zE#t`&?pk{Hzau#nf$4p=lZ}Wg_Z=r>m7l}wKN_uS&MW+j_G3b$PUSXs;(b2WZcK`z
z6?~m7gQpW0hf$b>XF;WLhwehL*pkyJiH|AOIUi-m`HVx?x=!6xOgBV#oKUNsB<+8p
zQKv)NV|bZmq_+2cZkytuBe!!&wQOvrMk9PfYEWde@$v-Wt{t5S0uq-s7&l%kYRc;U
zYa5y^Xj@0DO^|FyfZ9-e}zS%>N&3^bK!s8oD
z7z*5I%KF))_0~ld^w-3T)IP3TtIYE%(~O#k#*a1bqH>7J@}&5e$REFPKr=wZ@^@Ll
z*LI*W|H=n58TniD2KbR4O8*VOA(OYq=F`-Vzkm3U0VEEQpV5>A9PGf@1EfSix(0k4
z{{s)PpMg{o_fNvSvjK>b5C7dG46w>r5A0U-g?<
zLl&S-VG+`!Wx}(u0~VVdhT=cF!JCWivo}BZ$!eLLUj_Pu!*EaI72zT0v4s^G8=(c9
zf!Jvq;$ean-02b)8xwkrl*CVfdpLg;+XVT-Cmy@42+s8>8~B|qp6Xvc*MuxR^I@Oh
z)2??)6CzjF4m(v=0j(XQ?@q?iA5Tv=H`(C1D((0Z6l$)j(twaP`5%;ZJx>nZXGts9fk~5IF#_ky(n78=*7K#gH-piCi_HRp
zm-E35(o$Rk<|B(qh~eCq8`FDyPd6JNrfaysp=9u1
z?YS>-E*6dhGsPVPrQI49W4Kbvz;6=pXJD^pKWh23O;%6QY)DEfY1Ia^+T(}s*3?I(
z=z4?h1x*7tY2fnz3`7o`>AWJ?ph`P_5T4&7dW_cve)qRK>f7AFaaK#flpTenSGjK$
zXm5r>Xn-wlyWEG}vDMbtJ4=iD62xH}r3x~d
zr_jf$Vt_kfSa-k*Eq1luQ5c!K-4#pPM`GQDA%*kw3Zh2<-Y{iF==D>=4c8|CM+Qns~+qS5{)Z8u+l9eHaA$5j&{t0i(vKa~9
zIgn}dN(h?myZIkn%@$-YN~el~d3H)<_KrcM)dc$#o+
zZmkV6S38{XeKj2}y*mifOZ?q)my1`r(3^WfNPI{(jwRero+dmSj6wJ7_lioDA?Gtv
z85~(CG_*lhLFxC13^W-{lx1?L)Ft+00f+PmQ
zK2H=t;CBKOe}wuNXoIHv%GIb60{t_?$1bk9hGJ8s-qI+7ON)PN=Z)XV(s6tsEtZ
zhnd9`iCW@!IK^?sW&J|T#I(BZu4@(^+t{$#>A4u5P^=nxTVB5xS$ZizKoDfSKET*R
zSjUz1v$mN}2uKj8pP1Tb=MuSC=6YskoGRMF&c+NK$RbvPNP`*8spr%mb>Fv{9PM55
zdqjj6ebhifFMHoI&5JcK)hn>J*0zK~fbv7|v(=jnp;r(h&ur4?okCSMYNWmV#wZu!
zmm-Thx$-P^rvbXt$tbAj#{v_nK6jYZAQmVV`
ztUEiPNH
zAKkY0fQ!
zI*=@08LLczn5f?+VLxLI?-uvEAZs+izemBfPj+|TyGR(mG~Tkj2h-^Zs$gPcPHPWf
zp8oOdrPJ#Bhbx?{!4DCE$ih}3)=!e(%!PWcV6Z*5*7sdGBTr|z-aV&sZjh_se)1&Y
zNi7E!Ul6ZB*j!>1Hk?Wq9qMj|b3goI&*XN`O8z^Km)}TT#lsE0Q^_uRyweDwgNwHJ
z&CA}wI7`2P`K?*fo^M&QZ)pand#?sxg_WJot@LrezI^bd7G>Gn9PfBVjG)fPvlx2y
z`p#tt@#R&(R@Dz4lJ+ujuOaSiBwbd|P4lu_t+fTmE@^
z&%tlwo-oLuTy&1W5SwkHZ)JsBlojs)cr3=pu8kmjgBYXThCGG6HnP|rqg<#Fc
zZlYI28;I`ZBN5A1oifDIs$0`0*0B4h^?t~iIa13c6*+MIQ?gI+uPMAesW&~sdCe&y
z+NGbWo6WhxqR6206)jRSd60-xMQ%pxwO*JYN$!0jxr%XlNmJ(J{}Q@5uRR%lF2(uj
zyAt%5WSw(_ErK_geM;i$iJk|UT7}Z1Osr_Sxe*(85n~sgNTUpl*w{EmKUXL4Q07u3
z^8{b1LGOLrRsZGqFlHc9IoqV&zsnElQ#2uM-)i!Lq#X)=RjUZTBSdQKC}xf1Bo1H_
z!{LS>Jj&L%6IcKdVZ1~3xLZjZ1SJkokcTtSN8Od;PY8sSb%i~(`*M$HvUUuj^_!HP
zX{`V<@=E0n!S&{0nBmf&odSqvlRun`I3U$EJh=dp!`qinNM2`Aq|`rK!Bt)mOZGri?5
z+Fa~=&>yCUN}?Pj7rwn|(qrL)y%xK)*i-;%B5C~10}Wq&0Qnav#`fKV4WwjzN6tt%
zx1foiL^j!RQDB8D>FsQ#Wl%83UNm8#Z%5H(uav~^mzRI^^k@b1&C}JlY4V0Wi&;$V
z*Ft42K9JzUq3AoIL%VYx9c9DW()451ElK--$pSi?UQ!0KM^QgE558v}*$Jfe#HOs+
zu1p7p?*uYvLPipD=a};@#rqq0WRT%PBUnacR?mr9JN8ac4n|^E>vygPJml!)=AJy1%@|K7-u86
zU82Z|eUF|D-qCPlplhDdBMm9_Lp#{@^B4xpu)2vJC5nN7rw%5prG8O14EWwn3HkY$
z>Z2{VP>clcPhL64h5abAJvkr!FxZ!`!n=fnQwfZ!_0fN6qL_z8w_h!UJ2r8=ez}If
zD}~0w?(d()e183W)d#m)sL9!U4!BNai`u+t)BfvLF3OToZX
zDg~-zyrozCcsBR@Tqd^+j3|G7UPpc}J&vj(@D7&|(_H9$Vz&pUfN`
za7ZoqZ8?Av){VPU#D#MBZ1Jdi@5?j3_lg_GX+0MZhH7Iyb@ptPm^_{D-&*g)yq!2i
zaSn$;Ca{#7I6S;)6d86aC?1YgeKebSov!_TXc80a5==(<&Kn9M+AFa5wZ?XHX}E55RndM=(b68RJNSB((&?Pfn6`S?wGNH`S`uFd(m1X!BeU)X}dOaIm$1Z*YPX7lKhrK?H;);dcP26IL
z4249*)j*`Ez#ys2O*>fnAX^oUW%U&9!gX%++WSAv7?V7h{NfxKAb8TH8wV+a{GxiCX<l0GY~1wsnZ^yLYmR2gZK5)pbpc2UZ~Y=7{sAhq*d)-RrQY(W$Oc
zl>;J=3DO*AW04keR&(cALN+-_$1|IYK0aO*r{{BT#5X8pSvRM%XgRuR;B38M%0Q$7
z8GoIt)n>oqLzu|u2&VGz81`wmBx{F9&c)IAJe*sFzSEivMx-^)!iuV$r5XD!xS6
zrL-*WrST&g_V$~O2dO*f%prIcdkBw5WQ@HZHgskNh(Ix&96tW8EK~$w;%Tpa?~E)-
z?rergRatYHZ{Kve=uI0_ziaac-W4Q+{jPNCtUKB00f*^&@BR>$``tV{L#tiW{1hiSQ~;
z&OPH^K~LO#11emwq$c0hcYL&t(oNo8ZZ;)8oeb6`!&EgGG8-KDP^oN3FfPJ=$S-!r
z=#gcQj-#wVUcVj+iWR%5VgwIsUN4*D|15_B3cSm)>7kbbp8B2{5}@Ip0h+B)5uT+`
z7+aqdR(g-Rc37%xrhJN}RBWmC5){T02
z2*FJ(-Es=KXCZ|29+=RH+>y}UHN-idlsjF986qAheSQ>CaqAE?0rg)91UCynx2+sld;W3%p
zNBmpDd7$g3K0iYP<`R>_&$SWS;0X)3<}UJE*`We8uF3Sl@=t03QECYL6DxS)Hp36x
zC55+Q70!QoH3Q`&+p_)g5rf11_2?s+Zc5#mz(gd#f5(cjqB5dGuA?oN
zg{{GkXkUlGI{qD=_VmYI-pj`rwez6cboa6M%MqWfGFWZ_L3;aaGtdirH*;0=vPF@G
zH_lg$G3W_rJ8w;iuOhE7zhsq*qu*vnXHn#lAFwXr#W%SfkM|}H4`GouSYU3nD*_H<
z%2{A)ECnt-=~G#UJ*-0rzM?xrYIKsO`d7B7ALPvQ!1B2RySZ)ea9t{t8Rs{eO*!(_
zH4S)PF*9n(M$5xQJc)XJ5J}0!Zs+Xa=;JSWK1IjEOUqTfPAzm7%=0M{&b;{YYQj1B
zXHlVh&sV~$dOVKzEMoE`i@*(Fc5hc2GqG73kQLPT?O4srC%^6rmPY5HrIOGKUx<-KrJg#CckUV0Wv?|GmLxlZaP&HN
zweWXlWYogar}LEi!OG7Ry}_0{2a^kQz~}pl+UaN{JA3;db;==Hzb&=Y!$>{$^3<3+
z{q)70{R|sD2hp?{w85rb(z}VOJ0nWsbjtZ=HZB?G-}!p>pblkb&)OBq?vLFZV(An(
zSdts#q5}7Xq+0TdU(^V6AJO5H(%U-753J|GCIwdepbk?%KgitW(5?Aclx&Iy0%92O
z*a_~fkeG+qw0hMHeq)#jedE5LMm&;4zJ9&3~aMxh%QvKA)@Cpk2}lKV%)3Xxj$p-I6S(X8FMP
z-OEit_)t!v<6)6fw6kLD?|(cfHghzzyfN+46g$~fHc5gQCl7tmYg#yTS86!<&}-l%
zwJX6I%U>olIw^qP~&!MO7E|j*k4eN#npMykHthbK^Ywi$~6-uFQjzv0iQO{`NMTND*ak
zQ37}ei&^XP>5cDPJ8@Zpes(3e`he61*}QlMxOntqbCx=27zbpft7@|yYBmlp571Ih
ziap36^>W`m<4g)A3kU&`$fzo;XaC0Ee2$@RKObfc3UZ_`z1tpEVPm=2Y+TNA7z#JN
zEnh+7?WO$)(bc&?f9
zH3uykc{^)YO&^QAG5*+^?PN)X#qADX-A+%TO3X8X?ba&@+U<+s^KVb&VidS>cm!~+
zkIzLl5AxJ@hjt>LO{{Knoxy0f2DjZ~b(v=-7Gr1e#G^+)h`-mP7j9#{9us=j=kvD7V@E8UFBN}vkWJtqo&R~hbT)a
zB(8lkAvR`o{qcnE`aOeH+^QTV5__BJ`)xz-_UV`3
z?g}MqsPAxacqoBxNNyg3!GkA_4ZksWd8t0F)6K@dayc3Owu_#~0$oKHOgg$pLCwxh
z*|g=go^^40U}?6WJ-!GSx5i;s=xQf$^rEvRzr+XSN`Fv`hH^Kbt;*>uD9l?~v*Xfz
z27FRp8TtJlEIN8GayegSQsSOy94>yuholmVQKdeiqYNN)OQ8#cq3#M=T(Ouxd;(06
zs()WQP^6c%&na$ijU+LstqspJBds23K04kD~A9&mVOVB&k{7j7C!ol9+B!bxH*o?
z$f=3*tkrxK2*a)FvTTyd!qKd=rjwzpzaZ4#aU1?fhM(@k!d#+QRMITNN#6rQ8MZ(K
zxtWf;`gnX_{o$`+x$$#Tvk^=S(<{;04_|X|ys{52D_(ayyxY>~+^NH7)iBtCo{_O|
zbAPfIu>M#ad==vRY=92xW^b(#T}DZ~bJgQU^W(#J&m|JRzGcI>Sv@0!+gum_fVvIh
zi8$4j#<2R#Nkf9q0=Z+m!_7nTom)T>dxd7|nqwnZH=Yh?XXssf5WnKG@B#*Zz7Ktd
zXKFon>m1RFJp6)vx9Oeym8T^|vK0KfJT5p=4@`d0-!-tUl*mT
z2m}}ugu4Hq=Hoa8ART=Yz@~gVXs!OkIb$KhijTJ8PllK24sbXTns%%1N+U1=)$@&8`SU)0!@Kf;M
z$yllNz)lEaM0fvkcVQQsI`fB79gW6BQk+M{qq?9IGM8UTO&0-*_v
zua4CN(K<+Goq2s2vL68ThdfpjIGa*mZu@F2KviKB)}KSEKU`hFmNuP=w4WhmngaJrqUXNi!{t7T
zc4qr#Sb?~LT!L8!9(J=^A77RI1|Fv7)}>=#CtBi1f8njul`Cnvsq~$>VB{ZKI1Za1
zjZVZmxFd*w9#tzfJBRcj1-oqQ{4x;i=#%cI?cO4kt#XdQwjQ1yU#)B#(DoqB1v%84
zAWwd~G!?D!8E3dVv7mN@W>tdcq(7@nM7T4JSxt~0yH_%Yj9bxV#~1AmWBkRLy2r%y
zdmrXB|B#$P>BqM7i0#lOQ1BRFX$XNLtbn@qkxN_1C*QNZ^RSzd4E3s$JYwq%ox&w9
znt#3(J;P$jNW&m))@`sc@P1!tC=jNcLBReMC<@n9&Oqig)ZDXTcF8#S<(Qk~`lh+>
zC>}&48C5QPcl=e_5pK4J7nV`IQu6d-Ri=rXAmcRm)lSezU;onI)v#4sMfN+fkW9XP
z?K`xu2P5Mj*3UKG#$FAj9kEJ!6>2zE{8U3Ne`+=LTtqf<(B&&NeLHi4&`jJ~i+3wc
zy>ke+&#c1bHUz~q3L(_T8ji^}W8^u)(vA+v8tg)tMB2?%_
z-^02MCHVc8^&tHTad-0C6!-nCByRfp*qL$9#&rbC2)F6Xi1t?UE>o%Vg2b_8fv>>x
zaxoSz3GrJsEIP_>7Rr!ENP4T0_#>g?YXK5r(C)*)3>2|mWlrDv!$yGS$XpN?(|cl(
z?ZoG-$1jOB`XxA2PHd<1%os#?Iro%N}sBodAY)mhq>w$%sxt{&0I8}1*v3s
zy@(Xj5aaUb0CVq4^3#Y*l#4K9HkmPYR@`tvoWGX|Brj
z6l4_Cm6vmOyXTR(`BOq0^T(XPt2ywq
zC)=M6;^M&|@zYe`3Ne<6G04F<&Fo>*SMWRJlDt_bsoXw{ijjhg4BWK0XKv@u(L0-D&KurPJcRor@>t^U+9@&iJ_b)
zZs|)*yjgI9pSjlDz#N^aO_!M<|JupUw;u%v8qVKi5z&
z^B6&X>VC}a7wL274PNaaBz1T%yeQ~&`mXh*cYkILq>5$+{G-NswrZdlD
zkyaNivdTyy>qESpS*EHum5mHnx_GGRi)KqfdYv}LaD5H^Zn%^;|L8Nyxaukdb`es5
z!Ry@mp!xjQhxm@h&29{6K`nJIW9;;ebg-aBk~d~v;W8z~0%cnx7nK6eIn3(u(q6ES
zYOkzNCKpvj``EYWdd+W{N5DU`mfbX`J6!hyu$N|KMCn2jfd|qbr)gj4f!Z2`IKy(g>
z$pxcSD1^I#*-J|YpdVusoA|>>_tG<;ku?BkoJKg)GROT-E|!%}mxn&UcHxw}K541hs6iFXwHN<)(4W^IWHK=L1qqHu#m^GoKP7t
zOIMpuVy=!unf1KDY1*w0)Wp`W3=tYRw6}qfu_t;C-7wO6olIX|a+#ST;^|!;iO|5Z);;gLQwT@i@Dm48*@*pB?jN(BC(Tte
zo10#3cX0~|O#37vVL;hGkn1kMT12z?d018?S!nu`SnEHhUUASW(KLB`S$A~107*^s
zc=Pt{rRq89<^A5D#o=c~2tmf^#dkw83DzrxDbmO6J{OcH56M`s@5n_=Hs<((?gr=6
zwpY`PwC0g_FJ^KElZCK3Z;MBleEZ(Wefb?tOI1!*qBy@ap%3~QVqRH$gU7d%mGoyb
zu9!Aj04g
z{kCIVnl>j7;BZCs!HHN1CVDM49y{Q8FqDN$8`3O&F8%R|M^Gqr52RBHlXTdbM~S()
zcGB(_U^8Y?=yihyp2C@Cpn^5ylH`qP?=vr2aqV)~5RIsv5%|u$DMROF6C!-pX3a<>
z11$&LR<8I&tac8shx_Vn&pBNRyek(8`^|Vi^W74W6(pq3<85+5=BR^9o_g(h3|
zD_W?xIsA6dB`CkG?%jnXdRB#QdGW0RLcaPHA}YvrxN?YP#uaJ2SG_^xL@Qmdd%4g^
z<7?%)7!`mCZk+cwHIdPW=
zVR0+>T$7$c#siRRg6{$o$}j;2{N!|B^M7VH>nFI2@PFD)_&)%-CQ4`d5pcQRik*}^
zrKd=}42Z-ZDxjTe%HD|s=Q(u!%ny~wpxJHu(xGzEFZcDwLIe_K5a@BNAuw#!VlhKd
z+@65{B&U~$E{Sll;tc=WbC(#j5pZ*l`p-_PGi3V&uS#P2J1ORITxBnhAEt=U6^UeyIG*%n4yuSFw}COg%)?3rI%hvY3*l*+XQ7#hxjT(I%|p`TX+TQtaVfltLF
zq(0lCj#9s)s8HCfAC%&B>SXz+v?1izOMY|QpOT`aOj9}iIf7ELw9tFx^(SH}t9Z6X
z%=%q;)xq_9d!L>ZhkQ4Ft7Ev?^1PoCC9@IkLN3U~Cy?oyI_YA+uMgrL(r;4vh9?V$
zHM^U`l25L>%n{nEK#ZrU#GwZ}2Vdm9+H#c7OGgw+wvjx!zv&pHkE6>K`~nx;E0{pG
zsF1Rl!0PCl`;D`)GD#g1ON(qYnaM1~v3xxJZ&ss3#
zx$)qB_6xg&AddkJ-MlDoMzdc;zIddkHtj|EoJ){h%nvSerBE#q2QwhSA
zVU}dD;1ZuaA2I
z0^hOhu0}jz-1eiKwV7bp(IeD-7Hr^O5Pz7$Iez<@8T-D2Uu;iH2BHTJ#|STd{BpO)
zAFJ2lMqjI3@fr54zx`vXx%*+vSj7-?gj8~oA=44HKJw^~mnw3BF|sb+bS4eoT(je=
z;tK6*W!rH(8&b@&@t=@c<=ZrwB|Vp5D_LGw>M9s?5q2Q5%o6Y_{t_&2!mUV1ajNj7
zC;dNP8O-nb@M|frl8>;P+5xA0)hA?lw<&r2xxA?%{PgofU}sdhc;{7PVU)Ev-dj=8
zGNtLRhE8|w7yO4YfqbKgXC1Oze(Cp_pTvGvZpf#N&e|wEOc1}31~Kp4#xe9POiNhU
z=Hn~sJn!w(D!%8JjePv=noocjU8ml_$m2-Gg$L}EG~boYL}>VR7-zPPV$vgE&B!Oh
zabCfASq#;@Uyp{Z^fS4gzz^^>msj@)wqZlpdpm4Bjo__5*qM+qwkvE2y-J&S+XKJ(
zJ%DT!Di9o2{u`9|^mm1&?EjNYrWRF$V*LMmT(d|Cj6mNtM-wI28QN|>z4VZ(up9{s%QS2b@z$i?Xom0PNtGf6#}VM5i8IR@pwg!&ml
zUdwt)b07i@8yOY!j`2X6ltd7}Z|v;l0nUm{s|a^mj_y
z$YCW5+OGREi>kkP--3tzbA^PFALSFp-Z1LKp3~S`p1GwT1(63Z$v={6X5A)FAPeE?
zq@v@m>V|i>0k&AM<$Z0R_bA(q0oQqkP;yMj`7M29aEY!M7ge`E7iG6L_GZ=0)aN6<
z4oU$=K8PhV-zQ2Ma@T1XLAl23@VZ8^NfWE_Qh&C?kgXC{kxt~_I(Qsnd!uh@EzMbz
zRap*RcSlSte2?ew54pwSr^$8~p~eRzioJ(EDny4gZgRJ$M45r(*09g6VJufcZ&0;?
zE7Y5}h}62++ug2RdyV$1Jg4Fl9YTIyUDBBctYU%P6}(-$oZmu1}2yEPk^%KD(+KGdw~wS>i`
zTGi@ikAi{05Y<8u&7g=zUIP*_qXRFl)+}>%3VaU=j
zP_;z~*qk$-_Ij~&>;{-A%j-H%Fc9)a+rhHGugCF6%KH-0{U@-T`pyq+EOwPKX
zU6`OxPdI=$>y%3WJg&uurvKmB3VxL7@xst+vGuNQPCK(T3-B!9Pn=ZiAwI0GFu<1_wZTz
z3E0KZ7__uPE!a|wCivD^y283K&GS}}Syy|)2UX*W$8uxc29z3YlJl&_vzTu*n$yq6e
zJD%|tRdg|2QME7p&}Jw>XeBYvl>PZrI`E(>C3T=MJ~gQAPAhN8UlV2^%_dg$4fv}X
z>W`FrEAgv7^(J}_THb&f*eBYSAm%vR$SP7^m
zrIhFoau#VmxnDz5-lWy%7
zf}0M{i_@2dc2t!mT4y9EeR)g~lpc&8U6|v%&KE|$ok~kMih=R}^(tCJ?h7B7!lkzS
zvaJ_xi7VJ>qv}+2`mZ|RQoXQvrXXk5PWMA}w+zL>XAgd=PeFr?fRjp30-Lo(q
z7sjO!jqPpCoq+3{4WRei1Bfmi9)86)EGwlazhpO<8ec{Xs=SDHSC9N5+$dV&)7W%R
z?doPrbWQ^rUx%e#iEpdu``D$VNX-Eib3zg{MF>Aq6{Gr8@;SHlFkAY93#xq#*%V-Z
zm=>(a)*Ab`^iD0E(DIwbg2$&Ba=@K=hJ^3?FZ9LrXw<<&KvKePdV=)zn~yX=TN`dJ@VdL(u<0{z-iPcguy+r
zOdw#RYsM^|0a=Y%(vG#`>=qnJd6X^*WbT2TW{tv=Pgyb?tkkkW02lc!g`=01%4zr?#v3U
z2>kP}jqi>4DtY2vtu_vfFP1lrU+~LG{zU@*(cikvKX|;@u;#%NdWxgw3g%dDD!Tc+
zZDlI?m9Bc>e^AoQqbnc&6F`%cThma0zYOyOJcSxifg@C+t_l7JHp;s#yWmek66-tca3=x-h)SLG_GekYziKA(B5S#M09c1lj2B2ho`CXmm!#u;puv8)_
zjtfg|-~@UFdH@>L1Qy@Ok!R1Ahas&s#yc}M!#nxJw!sHeo@`IQ+K6=v(F96P9^Yy{
zEMD;*^|7CWEt>LvrTZf@W;*$q!0m9j^|VpPsT*D4dY3bN%StJV3|4;1ZmjHNTmz
zpQs%^r(Tm>;C8S2}PSAD_&STpU6)E!Y3aV7pA|-ZSam
z)QE`LP0xD=0-Ln9#a^_4BH}F4`h28!x;e2lKIkWUnOgJ5uxPzg0bwWExEDX4|HPbF
z2Bv%&S`Pbpz5DJE5GG0m@`&<>sX=pO?hePI-YWoHw*
zLf@6L-Ln8>>%Puq=kSgH{3rxD`~a-nxY^d3gq4nt35A$X^`}a>Tm-I8_Z>cUIVtFr
zXJl=4yFXZR#hFLY>dRk!<=5K~tHJK$Ei|HVI8f(p1gIjK)wJ_Ze5#AMzA`di&!{i2
ztfA~k=tQBeN!l}-r+{@$ZqOIfjUHr>!0|?0s`4>m%pM?q^v7N7|8cQx63)G{@Iai-
z%BlmLlGhYXCF5}0|NJ97tpfdQ@n_KKz>Ftvrrce~EL~b-WM3-<%l@oXv_5Z(e!Ss`zYg2CNSO5zD*R?ily
z4)>}myM)<~?xtpi6vyxl>CK0`zL9ai<9E?r@zb_bW2Di2N?+-CS^TV^HuvI3-
ztEO&(&a_o4IQdXP)%rHD&D0u|j#QY{)n=DqSJ@J=P&h1rZu5DIB8}C6sYS;9h1BA$
zuE$QahgSd{{@@#3Zwnas(v_fVPj3$gVWLGIRBZl`l%RVi)ssUD5Q>orSyGy-=V^cD
zWIPb;wLkIK(_$BQ-bQWLe^QuGe!?0)rq67>a{e(?PK%zx_ZV+Gfs0cjt-0)rUZJ`;
za7L;Lomd-o*b1yGVY&qTepmG#iwbzuop}d$R)5F=L2EtW2c=NhXoljI*!BbR7L^1Z
zld#V8&BqfWY~jhrt3Q7d6wf+&G8wA5m_xo+9)>FClsZfDEI}J-#cM^__rDv>?tAgc
zJiz5sfBG!h@$Dn1&%%QKPZv&p{Zf2qI~k9@L)VAfjKN>GWOv2sHi|eSz*T>|4b~d)
zG_f(j6*K&=5mU^stL=5Ku6)cCqnloqjj#)|F%S&i25;*Xw@D5kx6R_?9kt{96f3%-
zrPh3A>o}q?Lv6Pu9?6q>OJL;-QiO5HwNNInwkqE{Z>F@I94}4N$aQm*c((f|Gizm#i0qq8g4#bMZ_9=^h?YJc?6wL;avIHIh_h2ybl;+M$cN*(NYF%
znht_AGVmW_WEie720s6R@t+Hau4%0N)&WDozmA^?-nvwE*e%p4M$e*q8cGbtV%h@n
zFK*dp5cs`?*PznP9gz+rr7>3M5q>DkL%v*rkS5brianVp3dW_H-;K(BdFaFF`-o%6
z@I!UxYcWhxK4|po=<$Y&bH6MGUn}Kw{o(N4cud(s4N@UpZ1(k2)=a)wdgTVQ(XH9n
zml!Elr%x3Iawd#r=8Bz85Kd1ODUy=*4dLr|rf9g^2|Gp-u7KT^Cb+_-%X9yxU3P(5OIn_Mqyovctk=inK}
z(p2nJTs~|NQUs~}J@O#`w`+xfa$}ohU&^H{sb{^mB-4f*6Rv7iy^Z@c0&G26--8u;
za{RoM=)KOcLVZ8vGsB>>-*5DVuNJ1TAAHANQKYw8yCJi-^^-c2wc_?3nYz{|n>$FB
zRo1=mBjs3U$EcRjUw*$EnIlx%y~72`%EO6w?&c#GZ}vwOt=!Ril=74kBIvi19378=
z5-1k#DkQJfieEZ9Vrk{MX1!_UBxu4d^B$LwGAT}1Ro(IEs}f!_0PecC@;C{@OKWSr
z@RZn=Z!>6j=Cu`NI;L}D73i)afH%(lkS(ClVK(JmIi0y++7>eRe746Zr?7j>Gt;F!
zsC6kjwghK>(dHWPTgksQ-|KXhXi&nsxQY6mtoPS
zrx4=5%-NM>uFL+w?^fzQxp%>02<4cfOWq&`33E_#mTR$PD+Rx!?EsI&zZqk=(
zHY$f@h=IA#$w3_#m7K=y=47%*qBvD05On}X$}d%nJ;ajj-BkF@J(8tWC+(iKiPPS3VwPxNbUUW}xCgGNxLs8VZUsLFvRRWW-wC=)Wyi=epVk8IHTq;VZRtdu^HuW06YA7C1ys-ukI99)
zNcCTvOPmgyf26*ZI)zj{HgsOdv&jTY1cT@9oUxVLTn;89qsnEtjzTU0{mh`mVdGq2
zD*aRjPhKQ_!8ae%OfM>a7G)+Xz2f
zg5tD^sJx75y$xEu05>%4TD&zDCL0%f-9K*TV@|*Ss#njR+aEx&O6it*Z<72122hlzDM(WQ5k6NE7
ztqS0R=PVmUSKA%B(=^8&H{1M38F0{C143wSd*@f2im$1FTwiM3Wg_wo3T@|Y^1R3n
zIgXBfr+96vKJfH1b#OlA^y${&(o55a*sucJYSM=7q=+2IKO6FCpg)jRnf4g5+-6`j==l=#D~VskIc?62ThKa8NS0T-A1S3K3c%RSDLWP
zTHlR`&4H<^iQF6HV+e*v6+o9AdO~!5EC0-1DaAZtr|qac
zcP}rl2~6FhbgtcWm^yzpeH(sy1(~6dQQerb^R!@ZZ(d;FAeX2upV47P!&h
zP@Hb{*L0?Yu5NLUXQ7P&QQyzG^Sj3c9sN~;>TJO>qE_Vvh5aflw`64NO+Z%Z&Mb$6
zwI2jMQ4lZPG;iBb8^|U8AT=0+66T?@1t*5>_j~tTBMoo!5$CW)|OY7w3ZZB2C
zI4488zsTPXaq6TSI!j0GFvJQeD&3wn0iEh=G%PB>q+h>EQblm`3N&I*>Q`*o!QYba
z8C_bTKRgJCfl8Mx!}Y6D&$yn1CE9Xyc%dOP#!%d0T<|=lWNA8f-t@r`z}d#UPYX_=7P;UH|Rr?*eH@R(gBPJU$>(
zIJvlDs*L#82=g}N^6&`zY3!-FDe;Z*lZ*<3t2kO?;aZbFj4%)aPA`68c6qz{$kn*q;ALoGxO9
z5)(?gs>PLJvUNM9SiIoW>M}=ze~`}eR^iYbZS1tkv~}+=p=oRVNulcT^^`PD%0L??
zK8O;{y!C25LCv&M&nckz`<;!X({McSEfvlFZOfuFF4nD0B(iTky7wq3!$rwleV>ol|
zaTx$PawG%By&%8@`=?7Q0uaP;_&@zxT%b@Ckev`Nz)S3x{v%HWKv8=3cIj9w(tMWz
zmn$wxH(tzk4xnO4*h!Sz@wAjUM(P3x7K>QyAtL3#*!tNKbz~Upsy
z+Y_|$a(0er=PMSTRz~{DFqer(6vjTVx~gBPG!pAmul5324R@66#p=L=U~(HW*y9n|
zoJ)XF{qUiCtd-*C)B1N^n_|)!_&N}Br_`CbtKw4Wsys7yt$oR4lghiEkI6Ve2K$%MkaN*ybi1Q~;}Hm^VoP3eYXx!Hm_
z`(o@pV8$if3J)&pK2Gl!d5DM^9u-{of$PX
zsg!Expc_I$Ym=|q4!n&_^f^9uk%$@o;AT!SW5$&a#>3Lfqy~W|o>>2rJ`?7@w~NvI
zqYAS%_f5)>5{aE8Gm+gTO7oB)vIUMOhgQ!JC7)PW{ICKM(5nup*O8XMIwtK;1rEA@
zU-xDO=0WG{KD-U8_D-P_r*o@{QFC%pc*M>~k!}0j1O>|&g3^po)>36z!1n+GM3Ajj
zYivO;LX9ha2q=PTSQ=m2Bm;pR8gjSA=BiGOhYBUX_Ki8bzOZmt?(q?C)x6hpTimW*
zU@ne!lvI>Z&c`XCpmMUP>RoOkZ;i`&LE2-s^_J6Z)WX67MS13+0_G+l)ir&oYX=4@K(hgVzsP^?b#)VMU@V#b6)5a^?V*v-K1J*P|C&MOF
zbP%P6d-JO%V5jZAuXl-<^8w3N)Z$>?q^jSa`fo@(AM~BOKQag3oHvWuq_|Fn*Dbv#
zTX+CC@(f2mUsUklZ!~iXh-Pt}2R#<>*GNqT;(Fov+zJqpb$^FN*qJTu42xX5&*}{~
zQ`1>uj;e&d^03)u)AGiKNgrOkFwTv~
zSUY|w+Ip2i(J-=6dw!(Q6vU_ySBBst3LYuxFg}hwZ}VGLjYODsM28DOV7`13BH<4q
zyDAbPEtq`T{ntR13xg5e!~hQVJqdv9;A>3AX5vVFm?8za&a-rn^L;#EoBg?|Elb#9
zf+EZR^*!|gyGt*TCI5e5!lwDpLr(@e4KY9@2=LH*q8EdsSX32<0aAnkMzV3{f8vxG
zK#KU(Sbxp^y#NAZroKSu9YesM*q+!5)M&zXu^j0W$R-!SZYO<3y1A2pe8VP?Zi=&;
zdKov=#m7rzTncs@P3t;}+LO2;s>rf}7$uE(49$db--MNm(!iQ>SQe(a5xc)0?3|Xd
z29uId$!J#E^!w)JnsWvqM^u22{psxCgBTiKgEtPec-NBcn*FIavFIR%)|Cd>j52iO
zg?k1D3-d_L2k+56Z@WxlH8XXuRxx~o)+k|T)jwvJ>MlosTb{TXkE1L-Eaa<
z&zgQH7%shgyJ}IKu4Fsc1a=h=M56eWaM?JzZ*H|dv)7sq>l|`lzaCe-UG-a`+EXyG{qTwbfg0koGvCNPc!9g&U%wg4*+Prd9o}VC!^NXL&=9GnTOCwV382`HTbMs&}Nh*-RF-$%*~+
zS5J6eI;j2SoWaX3`ijI&u74z^y1|bt6pT66Izq@qG0=l3J;mHIybbR6oDvRiSoZYR
zBe??$MX)uDaC8)cZh=a)+@dvSv}jpE$8|*Pgq%0n&N`>x4q^{(w`kK!cb^GA0uT8G
z?04WYdxU56gS~?cg{)!GW}xQismdWxC#7_AS`sa-RfL1%rP2lWLNC
z#dR)lNOW?Hqu>vg0m+%Nxz)N1NBq##ETZ&!M^93*(B~(8bek(bU#lia4uIud_7e}@
z_xx;$f2!|r8|kDUv28DAL_bN|C_a}LM64yZkJ}p7@e<^Sv9+Yq6qSoJle2}TV?U)c
z*GI+N)5yQyl2wsTu)RXN?^kdTaY}8OffZ$|@WVf5*B%#{hp_R$vD)=FX8k%ho25q|
z#t05{mLlwS(Xo@-8_KM*jVq}3M!Hgqudp3Uq(OI@4wC6wq%6PKHzJG$J+q{K)>D?&4(^lc!
zjRoE~(^AGHzcQe^zlpg{1DmeGflrTjP5H+b3YGe0cIvAsyyT#~6`e@bBUX}cnY9HT0I$CU$9wB-+OK1vAnseU45
zrSp7$#gs;y>s*6NU)ZM3eaf;Wkw=A)U#de4#bV$EpC#B3fsrmI@q;*2oU#}N9^z#!VD^$Pci6%&Jz50-ycp`4EY?=#~7V+-rFn0
zxfj55!4XQwIb$Nt<({(do3^5n?Q5{YGIO814%pJ^K7x)|=aB`B7jO&MZDyV*;p5lV
zEG=r#*RhwMO4CtZ^@g+T2GR!yc-PtVeqd-=tC<_GwzEVp9WQIdcFoCMHjhy(HXndc
zTs2tLf|<@fFcwJj0?A4Kw&|_a&Jr=0%xZvISp2CjzXF5=IF^}wKYlNDoHgE1^TRMT
z+UNQM5{tSja2c*+gu4u*hS(iON{m))+koCfxOR~y5(LtG9FqNB2M2fNm6u(3q_=j&
z$pMQJ-OA&}p<0GAYGh40PwY@;{5DY@xboc1;NrxSqXtD1lw`;pb5TF>>9gHz=z_9Q{9zqx-6dIK21_fzf#?0-A^l(ZT3|{#bZEW1W_U&fTqfq?mg;9zb)V)FiKZ&+d^u(x>=`W{ISrL83e6Bc<1I3ylgEMd26+U_s6iDG_9v$?mcitLgtd$skO6~ZhAhSiEg
zlC59z?fs@-3q5Izc;e}Md7{E*v?+e5^5E8j+ZpLL1?rZIb>RMIGvtN3+JqFqe4}~j
zY}DtxJwJ?|8}xibzrWiSpp6^X3Yoz~_x*Z9A8Xes|K{TQe0wof<#V9aQq{@}l{LMn
zE8RDBRmA(Fms;<|kd~l2W1nSl=#JR^Mwe2dJH)Z#n9`q&?^a^``n<%zvGy8cA-B=PEwUz71%HXHy?E7N(73^w%A3Xnx@INt~
z`P)1@?5}aSl9x^2VAtB|P#k1wJ~382y))PzU+ZQYtx8N5UPN-hq%`yxa-lIOw-R&J
z>F;4v0J%I16@TWMUK(Xv5h2DH`{u##D(VaFOa4Jl#-sTGRkV&fHSqJd7MpI2>FUAM
zt|XT(4@%Gt4FCWVn(;JliA_cRzc!EW!aQi9{G=oyiQxM{vTM=$(a~$p%NJKVq+-_-
zlMzLKfz97NGk|3c0P%Px<08KzZf?$;|3}dPbXph$wDXyN!9Xe`8pxEsjlC4xAO&*y
z#m&HCkXRW2v?g|f%D2u~>c>Mx#sx3#UqQ2`AIK|L;H=2~0~?;hi`>GVU$GWLFG~sY
zGUYug=aDs}Cel1iqKX*B)jB#EPcQn?Y4?*3a~#X}9a6*MNt0je)%?oipPMHId6(IV@m
zH-UYnr%{C70obgxr~2k_Ha!V1k*3jLJ`zIacxvfA!X`&l=&(B6dEb!&v
z3*ogWJMZKjTyr!>fE|OUGv~ZC3e-Ow?#x2JsBWimj8yj}(h#!$@{?Bdo{
zI|22~Do#Ie$Yn)E*)h9r;C5dUTkyry2?K
ze=Clk+Q}vac1Bv2;>G1ZT!aZR)T_Ou56#XAE*I7nX~Q+ibhqLA;n;u4`16jF26g|V
zZ$=u|I2HWgmXU(>`%`Xv0s@3wok^{%Fz-?k0<$gZ3mF
zj1Z6*g|R`;6TqO+_~$fOO_GIw3p)hoaXXS2t+aBa$+l39=r
z@-aAkWu2sFmf*`S6}#tQUdnOtl#$0DOW)5t!ovm?`&C^tkjXH3-Oes7jM;~E#Ew(5
zQO_;(Kw%a=vI`QV;n$t6;g(^6@3PrDl{3F<-j)!VXFWnX;^bW)os~a(jR^XOcsx21
zo5Nl_ps%FP{P_2X*GYnpKP4?ByLG-k^=;RCE>n5}
zEi#m@8bjS+s+(vP8?h2)-yiQ<1yibr$yj
zsr&)0$4kFtj(wSfSE#~IN+F0QJ~}E6^FI$u4f;lVXGE+SWZ$U$T?yIAJ@xLWy&viR
zUVl(9{I*Mi;7O>$j49fABgz>waS}E;X!SR#;tt1FVw>s4KknWtkc}hfgRi%a^UwHb
zNF@7vgT``+RhypAW|vV$5YZlYj%)Cl)t3}tz7$f-$1b+my1*T+8
zU*SJ}cfmKz%hft{f4Q|n`Kgg-n3iWRxaYR7iV*(e0RL2>NxIA=?4vdOG3^V8iIFf;
zZBbSFfPR|LkF26eFP(d&|A}^7Ka$0dDOgb5bz6fIj(d{f)yRl9uV3h}@j%6Y(K>s2
zOY=mZ`XHBR-cHtcu^LILRGDTN#8R`0M4~J(TQ1RO2|xwWo=*p%ExDVf@gjBqJUWQ+
zKp`JUlsO?e6F0a;f;S=cdC)!RYRzo$HGL#E|51ubRKbWqviD=E>W6(s#3+H>f_k?o
zUc+O>(t@OAwirxAC~rfoyy_XzenV@yTT5LVXJt=)<6F+Rf!T)i$(qRlPH$_-wv{Za
zS53lB#Tb(LpiySSYJqPjT;`76J2~J*=JXWLDds6G`${--7jxSDeMVkf?MC-2xnBS+
z0fm1uMc=j)b}^?zZnN#=GY35+y_W(=yllD*EZ-#L`_+`VI(7JyjzD)*nqlyG{S;@*
zsqn8DBR3hg4PuuA%^#}p6`!l0DUW=9eVeQ?V9>Vz!B%*Xn_c}tpsBY0zTfe}uoX=p
z!X)Ij;uReC&w_eyp-+exH`#)WI$MNin06}Q+4(l8J#s=&VrCDCN*WWM~SzR6VcEk{GadhsTd3_JlCLWZ6}@HV?O{iSF^=r6qVUAnKt?hrx(G|
zqglN7s8F0&U6*(0HwqC!6eG93I*g2#@jPL$m7tBTms0tSC2c~s1dH84nC^rnV#88M
zt%=BqQB9v8>P^VTgb`Wu7Kjf|yNJc^jyq#Y3PWTK2x}3rVDpXR!FDi=2r6S~&e#XG
zV3u3luVTRUKV|+dbG~(T3A>v^>DgH2b@R>*<@n>5nkt<-HbJ~^m@zxy$V@co&)1+i
z0lN6a5emu?q2XU~2%uBF>A=r03?>&wDptLQv!_PpHHgc*M
zx~ga0YBuS3XaVCcN?ColQo`8~Pot
zFKAAL6UeN^%Wa$P!#$XHD(
zdom
z__T}Csvkx1>S@INP{VN7=PqnSb2QyFvFxCS171~OlJnl2AaSJZqAmKyiM#gT50=K%
zm&uEqX!VznC7E!0euo-fe&>E2uUQ;=0~sWf4m@oiSi+>yNAw|Vi9SvWuRRqnf9*t?
z0)-mqu6XR#Fz+G#Z{G2FEv`t~V%dVUCt@2c{2Vrd8gZ)8hurL(@3TmM%RHq~4Hhvq
zRGNV-(VvG+65l$XjG65@LCk)_cXVJ{cnP0X{$d)qxYs81C!?nnU>w;k-cQg2wwRJ4XEVRU+KXzp=;RP`B}Z$l@WFopx&$?z^p=adByU(
z{Vc+0kc%K;Nx4p3(%ZxyqvDII%|~sCwla%c{h94O^Fw_0QO7Saj}|4pU#7gGKufvA
zu893^HO(_R`)G?H>I%Ruw^-SPw$3=F`bdb3H}+@JDAWGW^E%Qa5EC}T1xBSf?+hOq
z^~*d?O?jdO)MNzOE?WhCyIC@E*f#3=Jw)(E=2%#kREr5>?J^@MlVOyofN@yQH#4&;
z@9JR%pM>2_hfLQcm5ZmS{l#~LzK3QFbw$CpIG}p2fQ@4Qg7|0cmOy;A5(c`e>}bCw
zbY~pj!$}rM`CE}bOJ?r3%xJas@>i8utiiJ#X(d?(M-OoO_e`Cz4gcUr|4C1&9
zAXDFWh00Asbb@Jg4>>>L1dwLO
zQCkf}h@=q|Zfc3r(B7ssNaC~xbzt4w7WO_LCr>d!P@cluS0qd#(D6p%x
ztDa0w-~l`RNUBzejHY;sneN&*Heju9lkBV^O8RJXFe|lOY2ur3b(cEXAe1o*Z02`_H&AHc;_dgOp=`>2gI0R
z!LDY}ns$@WGsP^BL#u!|IPT%6an{I*2@#+hX9
z&|^|S#TdA^|Lr&qV#bX
z+i%F>^n+*QUuo7=Lw-9;w5-Y^q!!}=x9N%egIYNS1;`2o=RSm>8XvoOaX}xkipH-J
zsJE*9Y`Dw)JExscm;Jd`j}I0UP-faO&|r^6w?2tbAr0s>9=aM|6xXL)cdGz|x^N4<
zdt-3c>B&x2c|K+4n6xBMjz`XbV`d+JKRw+
zT&Ng4opuBA;bJ7J?y8b|_D*{zKf1JT9jR>JMnWV&g5$Upi}^sQB7OxI2SJT}CHRlo
z&OwHDQbPvAr0myq@UWhmDZ*A<7DO=yUAQvhxJehQypfB5i9lH!^Dnx0h)yY+hA_vb
z*F`}fk~{qjXrX3qdArVIYzF+Jdy9g}nt=45ay!C0;d*E7QUkMUEOiUG4o^WO7zsOnfsc1`qT
zQViaoyx+*9*=U}LwO?9GBZ_8jr%>PG!R>gl$mMZ9$~Oevs4D_izDeiV9}$ei|mzlrcR^}Z;~5YZk}alvo*2f|J>m%WlA{JtBUgMcjvgnQolD+N-T{a
zrM3YAlB`x=B^jiCEKfD&p|O>|%00!fU~cvy7ll7h;E$W$n4Q*HHO05Wf-Q^2PmTfZ
zw`-pq$fi2-D;4ddS+(YW&3cCl!R$_L0eUH+9m}I}lky_vwIqv#*)b!GWZg~10n1
5jv`BSG3z?U$;fVk2Nu*`EW0=%E!qrM_h&qp(at4qfemx)=tAMwo%4XiA#pT3qO
z!1zW^0Q}K|eoy^h%aIm{v+}=fB+!(JO
z=VE$(9A!TvW{~262r-o01y6i2DyyCEuIJ`INic%bG?>3uW__lRGPfPPzOUD_APLYbI
zDSVXnDZ=C8$h0AWXH5n%GXcMPp|hM6au#8@_U+-kD$o2KRKHiB6h)yrsYNX-2%93~YwiZV&-;1Xzmz{$HEB%4GlGH}usn)fv%<$3Xl
zL2LQ*MA}zCu;g6SsxhFjVp}lDox`zrmR5Y>1{t<>-BbSvMpnOF%
z1>?4?bdebOcgWrG+XX`gfxKBwK)BI4fZjS3k)=}eydp>f4C`Et`ivczRiSEVyh@o;
zXo#fQ=uL1Shx#UzY|h5mF&rG}5;wI8$$8GwL~r$@xY
z_mrtKMpQ4C^sF`m&xZ@BX9<6*@BzGS+g``j72k;hg2$V-O=ZVbHu+XidmWR06`7ZG
zq4Q7cld^$O%`g2It@u?;k^LQJW#uoOH=e}0%|5V7Y~8$i{f?ZNraO=IL9$;UYZsU7
z1C5{dEbjMFftf|S>e(`R1TN`eZ&J*Nr&s>x)#I!xr3!sR$SD
zeqI`qEXH}|2Me<`!K+1~SI-_WlaLcDXa8BDNI%Few1Oy$NyOMyvc&ZmehSprHw{pd
zu%h_$D-r5aDh~D){gY7xJeSL5AKKP
z#K4L?P<8T-RhlWu`P)VWcv^R-lv|tO`OypX;~zxfX^4$$z*6-lnm)N0TCLvwz6GFA
zFXjP|QUqqcAO}0nAZp;q$1z1m5BGo2#0!Y-WPqhq#}FtW7gYs}TK{<^zWi585cosU
z3=r)NX7xoYr~miK*FT=nte0)jPhVn1-vs|bU)6*YIo6I}*trFS>Dc?^J`20NeohrJ
zxEvgBS|}%geL3%zZDiEP=6m>UR^#QdNZ=exE$JE4c8S|5BrqS@xb@MV;V!=K0B+WZ12)~NXqMU`)k74c{ewogi^qG
z2%*iVr!16V)!GUuH@UtjQ7--<(N^;fyKp-pO*91OxOQD8N=dwL5B|i=^j_vM>;ZXL
z(9KZA2nMlAdM^50@AsTdWb-9(g+#(qooGZIinZsqgct7-G(<)jFUUoR0Hmwr+Ae}o
z2PS|w1e4$D0r?$y#?8hqC;1ime(Yw%FRe4RWOU7>Gi6w3sdnSli3)J`#Yw#>Klm12
zPFa3TVWBe$^$xi_O0mY$a#Rp!E-2qhxeZR0=3iF*xI-_3M^Ru{SzC#&Hq{E{OR-I5aPbL*3hB1UDTc-_s
zsD4fM@$IwAN5{_rU3iMKH~xXhiO$U_1_|>mu?R=RBF6ae^iu)f@h&CJ?
zAZ%y!G~s{2!HtJC35{%C6fIU-V)|lATx^BH^9pU1@*je~coPpPU)<^cQS;kLlLvG?
zrw}m~0C(FwFZw$pKP9eF6d+jaH9P5Q45@E;X%Hwmy`M_3XZc5WAaN|x;cou8^qlr8
z)#1%i>q!Y4*OLI$fIU_Gudmr}<-V?7o>#k#XWun;YjKimemsAg7{sX~dl)~8?L4e&
zt2pu96{M5G1cqL{6#GOcr$gx6gqhzOfE^#SsCeYV#cLC}RNE!FmW!6B0-+1twF9iE
zW~Zx>>$tRSlMC){SqtL{>^&1@alvHm-_&4%b{69hjJd&_OD#|5T&UUuHiwSE=4b%5
zf@b68`X$bZn(Vp1nExISmt>85r9>CoZCHyekIUwi`>K|GGUTsyle9Z>hdNaccrHcT
zF)%!gywIT`@z=S#VU67t)b2<~R9qCjz?k+0hXv;KkAM9CuvJY3N8fA}bBKR)SUdB!!zB4o0^*!my@6u?g#6S)crZE=nv4s!kwh
zBqA=K*9w6lm;Bg3GrpP5X&;^hP1bKgx#LlVFW0i2&r?!(_!M!3f;Jgk%6)}#tQFjS
zyu7Zg+21y8^z*yaTMr-Iyh|&^<0xr8K1UjF=?l}q!v>?B*=E={9Gys4h!!_gY-vdA
zx5Tks;axRf3N_;n-q$w#tZcjYtM-A!1M4K$ZNGeYLgEc}=IodMsK23Z>*ocGE1{Qu
z6`=iA(1(u1@8>N}nk3Zw{p+Q11l$RM`)9GU(8exJhO-wN_g@Uqa(47uCdBW_AQmOs
z#*iO!^?ZuG&2#IDVIaqKOg?;9bA6{Ni}jf;b0-&AesDN~d$0Cu8fEvqcxp#`JIhLh
zPk4|7wK8tMZ0&kX<7w#0nA=Vw!yo}wuovLt?A$gx8F_ha0NeE*pZM5H%*KeRod1<#WPbH|{ZRPL(9-M9b}X!2H~NYyo~<
z=V+wS?9A8OL7)#&=?%fPbg-*4D78{f(8UKN6Ou2p3f^dNUY`gD32uBm^(a8}UYT=E
z_Q0UrXv-x-k##Y57|R5~I`RW@kl{J&mtEF~>bjAv4}S|eM_bipr#(}xm!=HVj`u`2
zJFG!oZciUmXMq9*&b!f_d4uKC)|`EYvaja-AULY%-p*LXtDe5HX@lWheSp
z^vb_uFj#0Lq5J%9E|Pr*e{rdLvSvHmLoXJb0Q>JZe@%DI+6xyOp!Zz%n2tP
z9xu&y;5m6){q**#c{&=(PN=OD{6+lo6&*hA9WQye-tO6
zXX>}BS{huU5G?`fRw%7q?U~zE(Jf6&)I0xzJ5FzpI$B_{JKdkF0#UQ-mw)U#xYV7b
zO@okcVv$l_$1NQ{uE>|q6KF?`e5H&fzUp^$VW?hR54;zU`rA7wZd#mDQDIbOrylu?
zi-YxdrR;{&9IN^tY@8R~{V5GuzuB0yoAG#z`LP0zOdILHfW`RmwiqVt7ZdulFMC%^
zoD{5wx5*aS$_vWu$D^347WDeL5q}Eg0+dZdwj_R{M=AUb#x}lM+ReefpYA9bS~6^o
zve^U;=n08`f8t@D#E}s-^?p^*qK&ax<|ucT(QIWq=ROK%fY^`AHcW_iX7nYH
zZKPhs;;7?q?K9dHx0oclTbdLljTXJR&3`wiYY|c;?be@
z^`}2dyqkI5m>3$z)=4jlex5c4oS-J<9u(a}IRzFVBJW@JriFH<>)hj~1gk&sObdlh
zYcK)*y}2OJ!uLDGVbWt<(6mrhiV=S3v3w2)bil8k1p?*B0I!7?@xHqsm_1ZIG4{up`hQXLjHxDAp&
zKK7X#6dK==`0VLyOjjO}Xwzcf@q4%PW!am~%MnYvKHu6B-Ep*0n3He{((ATb|Ft4b
zcsuV@Sc($=l@|hJl^Yu9mx%l^*H5Iw%M|1(K0rg_yi_w~T61nzj?xzg-%o)U_Z2xJ
zR>9;G?4S?dfz?<0J)5;sm1~rttqhz|UG@~E6u`*F!Y}9K)5qY4`3!jKmH75qMJcc3
z0?gO!JC37V3D~G%-us`T9AI9`WvpoW$G0})oxI9TC{Ib;TV2!!;=G<3%|!M(zb<9x
z?h_jCU|0#j9N`#_WTHm$l=%4f$3w6;mKz$vQ@vPgrh;)elQn#GX)tMOlXZ#OUwL%y
z%p_2Yq(fsapgL$dxXK-I6@mO#V4V0V;zySk*1W0$u$SeTS-fmI;NG0qo0`YXG<0xR
zhMWlfL>IK-5~p6voS_N`R7=0Fh^uHnpaGj|gt`18qWDyCg|b?hNW*e7nshHp
zH~G^diT5=xh0AHt(lkAi599|5+mMGRFb6USE{Q#BH$y~5JT`AHKQa1U5n84~cs-cv
zS7w(B+GT>b-`*_1R@bOrp?z#C@=yE_8T~_qb8W)?&6c;KWYE@@C*L|Y+1|6NAdJ;_-H_OXOvpBQoYV%xmyOpy1bgRFu7BK}7{6NKWDO2oHOGU;lrf{BIwVe%AENDqZ$mxTjUC|!e2226%#%%=DT!WF
z?3K>NLW9O>3PQTHjn)ZuXhmYS&gnpqRH5#Q+#}^;g
zis3xTpOs1WpRs2H@uu}aJa>L1ZMU=C_#Q2$&xRDTqdHMMrzR<=t6HWIL)uUr)zAEB
zML(qt@LQEzNb+Oc9!q5R{#ZZOaS)t^zInR_K
z<9j}QG?01_p_U8+{j`<7OfuQgRsBLKO$pYldqhGae880jK-SIIdNi`K{KR1_cj*2&
zY5s>%B6Rn3Re?8Y2c+>sbx6XCf`NbD7^H=+ewT@V$-$h9{~V&Kgb&rx*Ht|>dZ7x8
zxoAYv`PQ%7!Ja?pW#Snx1cFQgJ42?h>pL6Q9G{=vVpM?)cyV!dcm-OFDgZ|=!umdT
zebZC_n%{EY#@mLn?WL55j;V(qcc7*E%?b~?2x!_|l7At?Zm$RT(1YgM$jv1Eg0RB_
zjbqXThy@$D8EdsYqSIJFdxwU<#(}#}&4?+m9F2CimA79G=HG#m8;4Yxl+u2NB|m4-
z;$LWGEoSJgf0Jed0lIqyhrH*(7XM!PsyURhgK`=d>zk?7r<9XbOBP=RWn#HAMZs=O
z-skVW_Y~mzlGNwmH`G)A#UQ@fa(6EW@ou@`4|aYAAT~cMl_p&E%kfTI5c*|$aG(DD
z;=Nx)>YxRtiGMmqomkIjLcX~>#ZF3Plv3z!OiWr?(|nU&Z_$f9YHKG{f@l&mJW0PFSg&O
z{YE$UEWI@6qY|1PPncq;F%Xh$G&_#qd7yw*GvYDBhBNvd^?;!&+pG*OS$reIzIU@5
z#MkhHq!17-x8?SSa;^;7uq9iapD7A|$Ra2m*V8$Bxj;A7ct|MsiE~L>GijMnAQZHo
z>VeRXVKo+d-s2PMaEoF7*As?TVZ(O+C$W1a7zkQaNvIezaS-I&Q`aDAeivCg&{H{p
z$w&#=zxrhG;qEJwq@p#VxyB^yUJjktCQj_gr4ngq7)B_
zH;#@t)iWUANU)|Lkaq@fXo&hh&6%A=jz3lA4&7f~DRU`(kgG5TRnx##LL184fMOp3xqN
z6FwBy^LR}|q9l_&vfOcGAci`4@Ta|8C+
z=B&e{1o)5C;V-JA9a{M0a;M`Q?@xlh~=a=|o0}_&#@0b|)iMyT}
z0Pw^QmEEV%RSn(U_%2PyC`1jKA9Q1|x6T8Y*PwdEs|xP-1#S)dv|9i79dI2I67I|Y
zU~ZltI;g4i_%q#qz;-J&boG+-{^#4up&mi6d>2Ts@1tveohDTcY$+UK06JGWDd(2_
zQ*KB<5K|Qw8cM5dP9tJs6|yyjDy&pJR(rEM2Ympw7X!zYJZ7z-6iWxOAQpF%Zvp-y
zh%rSvtt9QIPvhVhL-Oa`nB^m@3iu$ad?vK!qgMYHtFJ;UGPjr{z`NQQVcwTwH{&i0
z%q6-l#7L;08A-W6uOH(FGs^oLn^etPxQSR$78pxTnTV?!SA2MscU2|I`MUPsp`tX&
zg8HSJzKO87Jd8ondb_i8CeM3quMK~B8(4t27mew
z%j3Bh^?hL>GZYvreoxbJKWrLj%015gE>Yiq_yINdKU!RtH@~D_)gsVKa^kA0@$y>5
z9ar3Yt|1#HR6hz5+4+|39vV-X$W)y+KOx=nEMtVx}|b{
zZ%6UKnSJ21%A(PIz|@G~#qFnNv5a>dKZ~uJmwr?=OLszQf)VY4iJyT}6~*}WTPrX<
z=_G2)4Vmn{Zo7Zb)szzjf%G~uGs_6`7>)~d^^kBivFax`{>W*;>c&>NDYUp&RQ>C9
z|B9=(yO>=D@hvP~ybG;}4VM8^dx;m$$joTqCPaKcHl412T)WP+z`O&)ea&#&{j{S5
z(YE62()^G0lg~|-zq%70d2w0&q$64($eqsNhKH+_r;%pk(fwq|5f7)nk;}t
zsZxNipE5DDLYnP>p|1#_OY*926ZR`s)1xB
zR6>nx9S>$p>6WC#M`WcyX5OiN5!$qlyxHsFAWH6ZDgFj969veoMc$|8bB-M{^8}=;w+q!7hm?Vo}}%!Ah)?E*yXkM#UVN!-|m&6_mX##^`LF_4{AIL
z+kUENLA^HB?-w;8f1gKc_xsY{si%OU4^T72Vc)XX!ojA
z!PxGBWjL-A$z~P6%=cEIzD4cV^Ek{@w(~rqOR2mT&boEAU6H#Ma8aQ^6HaPP#!rJ}
zRg$>1D+?%LpevG+*U{Yj5v(JXNdE*t(8HZlE^fH7Zg4!1&FOv&^O0l4g@GVshZbn&Cp
zVr-sQGzyoqB&i1>}aVXkxsqWkELO!Qdx>!3)
zvd?bw-hoqat*{5OK!G6q=G&r}k9u0ud?Oz>xbyYzU#ih95Gy9N|owl*cO7O|DSkcdBckv}rPReLvsbkHU
z3cl^XdD)zPqTrE5U%5X`A${>TTM;)OKkdu_;nIR;2DzEHiD@G8vu%AJI%IvAbyJ8=
zlEsGUf{I9OAkhnnZHllSBD3Jur2GEdq6_sz8*yIW7EiEYGJ?o}?=Jmn4W)QuSIs7v
z`c%QOJlU`N-Ywia5wj#tQHBM6FDhHRinylrxTcUFS5$0PirEZaioeQerN5WuN7b|L
zx($%+zA_cM>nWBjU>`(srysCPniyIhM
z^2Vl1gV)jHn0&vjaB(To<-hGJf60kS*WPv<7hly7%f7u%QZQp;_)eA@s+x-Dhcb|4
zfIx@d3!*^%jO+BHgA^EX9&r%z`O2X~t89m8+@WzNoR}oB2
zeXrSN?oMZ%WPE6?*P2%Sc0t2GGfxD^%%>`2nFiyOO@&OOCTcC!6vf2*#99Mwu;oAP
zDWQe8_jip~+P$PCmjhgIl93b&Xmzkb5lpDPsda(cg+!(T6EYCoQ$tJ?u^R8CYY}+$
zoVTM2o9d|z$Yi`;EWhnv{4&?)lw6RA8KuPR_5TT^Kr$VPj&8sArH{|7W&9z*T0lFC
z(2{r5qVrdBjupQqv-+4o?euOlArFZh&XHW93&w6hq5>g`$uBo5y*}1xB_;~bY^(YH
z3br&0W~0_X=trCt3em5(!ptn$D26Yp+AKHG^Fo>Ge)$1MO$_bVed96JR{Rfg%lYmQ
ztthLn_Y{bS87h5I$K*a$mG2HuVOckR&LaU%2NDj+rVNec@HeRj3h}7nM`Pa@>~PlW
z`?BG5GDZx5lVzjM!PeOGU(Xd>)cR|72o<6a=0i2tW(IuAV>52*qMy1=Q4-RM4GtPlzDp*^$jCYN&V
zeW+UUxj>ahyh3X~6x?Y-F(STgw9?j&7%aYG2xH2tqov%Y
zoOwI*ur+||4K*$DaG`~m=KjK`;Ix0G?54teMRT68!2hVvakp9?=4_yzT^Kq|KcX6z
zJ%wtHe2JH^@3m=iRl}A2ONW)c
z*4jGOa|CntJd2??hBvn1Ltk`jMwAlZT3j2T7?7o_2WMT-!BNo9tRUD0^+WZmN;#IK?>
zKL2LC{)@xc7bh6&=z;XmTRGXPm9;d7O*pLIUS6fJ-h*+Ru{zbW2s+z}TSNDyDU-hd
z#|2X1b<8%NB$f=vJPXVqBEkh9-)MSK=*u^YEQ9>li9OKHagSN1y*9JGSdnQ>wTGt(
zo2|B=J(3?)rqS!T4K){$A+TXtmJwf^G!^U;FGxf>Xl@BrJ_JC#Jc$Kv7q)SO*+s*{XOX1(du1!
z&g*LH&vs7Qod<>Od!@aWoi@04{M+F1gj-rn8wvr+_~$Qz9+(eh$`0CN+1wVQWYL9uAA)D+ZI&}3RjHPV@z&mAyZAS@I5P@&
zAM{yj_Y%SeA#?ia(nhz4-D3dy+7v^w8`kPu|^l
zm3I1VHXKuAaKLjNWgKi$`d#!z_}>d`$M52Er!Ja^IOo@S65&C1ws!-4{!N?$H9t4k
z9T8SEp_<)UjaVS+(Xn%0Rp*!svNKGtaD=1fWsW*>O20!|la7`A#;pTo>ScE`&oc9W
zJQpKx*1F8Ls0mYRs}6x$Tnl016WN`_UL9Li+b*(D*wt2#&xu8>p57MkcxO9*vk`G2
z>w?s^z@KJnC@p)1G+CO+N=eAEWSlSkx!O^0zWy`Mkm1w@F#*lx7jl=dgSwAu_81??
zVJ%fu^G=v0z>O9c*ZDgjhtK}Wr?2!5v92Z?$-z_}3?e>Oo{0z#tkLF1$+cd{QL%QS7s>Fs3+eN`nmaYk!gr^oG>KCuu
z5-&{T7N@&~i0h$qneXZqA56(K!ApbgZp)6{cx2FK0N;u0W}mnJpf3uI9Y)ZaWNd6g
zwo``6V#JXqA(Lz%8jJRrt0Z5p{==K_q=F<=QbEjJZRG=@|BwnEvansX|m-}%#;A>u)DPb}z0-{qeod>_(&Z9BU$qL({0D)%hLuAm#v51r`l)cQasK?w%X
z%OSM-DWF)58ac7evoYBB$mUzzA-IKRxBCCCkq_qCl;?bsKTIc5pZW;|x-}pG&?nHD
z9^Et`)kgs9MnL46YYwqg4H575+J9z6ZO3d}>v5cEkW7
zpi9^<7rvs$g%
z)Qml=h|$_RYE%h=SmC+*`#;Z{=S@DJTkd#4?(2K5bDeXp)tK^er-6o9cIsSLiDd<^
z{zoXr|Ca^uTF+$okT?A{I?lzTjHfU5oePA)~4I9OruUI@rVYX0(Z!b=4~way8-H{3Qm6dDFh-o@Azc~n{vuHQGVF&JHdejfIdX`{0$V|0l^6itF+p&q&b{!SfE?u6rz)Ar90hkX)PvaYX!FX3<
za)S<+2q)DKsGi)(dl&p*8-4MkKLbu4g|oz;?iIR*ZO1Bhz3@Bl9su{~
z3?wD`KqUD$MjT=&U5j;e`mWHa^mYO)GRY>Z%UVhnQ@O#g9zyeBT2`s22Ts(vgvC4H*#~L!xRDA
z1Vp)in%`+cI%rg>3sFjvDayE)b}h3J0+Z0Z=8)2^3Zg04iUT0qe+JUkM7GvRrhV5!b*l3kA5YV1Wh)Y*Ut;9X
zX{Hmb=Xw*~q=X0bv~Dn*T<8lO5J+{9W>0%kd9X)R(`{7TBu50m$YG=r*EI*X6A!he
zfMuK-*ED*ukp~C|T#uKo2I#{d-bVKivUoS992V5`ouxR1u)KB9pD913=)Za~u=;K_csi=eY6J@ru+~_uu_{yR@+ZSN2DN)T$t2ADFps*iVNGX9Kcs>p8rUxpMX-~*xI%jc<0!v=^jMDUf2RIor_#OQr*d
zX6y5nHE_!j(Oauw;GPU4E2|y3?h%*!LwQVYO|Cm?-x2WYO2MT%{~o1Svg|ybR)Bcz
z@sY(W6>OY4ovq9m4N=xtV=nm0iOTXa3!d=lk-8heg?W!{%c(%Ya+iuU3O#pb;>)*K
zM@FjOkphGy%rY_-L-$BECASHG>5UfZ-#r$*=rs3%Ht
z(Z5z_bzorB(>-%jYu0Ec#9CSqdFU@j@NRMm*};5~x|#6am&mL=m=iLda*=P-Pf)xs*-iamvx9VCS9;-W^3`#5I8JTq8*5;<@X!tSx~R2Q
z19+HVE2)R~X(}76eN8f@$>r^gz=WoWT(Y(AZF<|`x71@_l6uU(2O|?!vD44L_s9Ht
zEW>7j+)?HnP`%}(Inz?&yM*PT&k6kfP;hqWNVdgro~cHp4Li^fjfN5gC+hN``5i1m
zxzEktB%rz#>ET7nX?L=I+(Q9K(^6VYFP^?tW_E5-B-s^DIP{
z;hM*TlNsG}n3C7$bN5OtC73KM9T_)%*f>4nel-6amvLA-{>M!TdW_4JqM&fSCBj>4
zr9m&HdYWfp&C2}Oi%JK|e9`GjJum;1i1k;kntU`-JTuQ5v%17j76f8bPl{J-b;
z*|pG)Ci#NOXw=84iIDx6d-Q$UXISrH1@Y}mkM{zrOy0eE{C#7k+4(-_)ji%#v+~7?
zx`IIMbI4>jJy}IDN%M?XJtYmkI1yk_$KnOd&^+G)&}a~7*n|xMP949B^AQxj4}o`4Ud;i4
z@?L!|1bFaPX$E>vL!kA$oeeNg8`5;U!m#q2vJCV~AH6PTgFrn@2VV*f(Pt?-n%kDA
zx-C0vQr;}NCpw|XpMptU@yAW^L(i>F$Bq?3Ugta-Ny$bl1hSw!*3aA5`*w-sfEB#Vc@2<%P{x_GHW7{;OHu+A75f
zwxJErK_4CscV9w%mlsmDJpWx5zM74?eb$oWZ`!bXmr1Le7$8_jW9B<}VZgKkAr-@A7E*2vRZNx^{TeGt}uY
zG;}*0e(?jv#>PFfMgnAKJvDE8Ausg-|AwKrlmCbDjEmJ6w8s$MU-cmFfm|g$hFJ$U
zSyd@tzO?W1yeme^;G*=L)r-e!fn2e<3jGwAwDJX?raUk75%H8}fEw21Z*K@xo1=XE
z(ds+g3juW$LV>Xcx^`0WU8}LUG+6B`GK;SPZBfx`&Ps{{o4MVN>GXRw
z8g?yQ51X&;orRK(ufeQx!kyVu@6x|dRkSu9mJ$avix4&GO#N#EEGN53Z=+K$;8(?-
zI8A+YnP!nMJHJJ!y)$RP*~In(%T=FaY$8>GxHS`O=agwzV-S`u6+Tz?rf~}8CAWfE
z9mPT(;{(E9r3QEz&!2H9(#_v(@ZGs)9+KdZC2dBk2WP>TNC|%n76IZK6N!*E72G+y
zT8cXOrq+ekQe(xh;!k#tq?*s`b^yLv&E?mCujHj%{m&lR>Ao2(bHyMxI%{oBKh{Bg
zyCdKRzF+rh1f#elS@rAWLfA8$nE^oLSpqQGA7vQmMHPMeRjb-f>1?>#eVUhHgI*&S
z{>d~;|B0eB^|OH6Z2AMy`;q{=B20xH3*x8n=^`}wxR
zCaV!k(!un6r2T&!0P%AnE%})UGJRoBD3)u&?$=T*htD
zxnM7lN6i+%-vwa;5<~=jsD%tq*g_4lN69%Mtiz7C!&#><2>ElGeA`l`-^(Gd=?ap~
zg@UGasuB9-&E_QxiDhOfdl~b`IzC(PaDf^jPb@Clm|SOSyYhS4wGLgXsz7hW4oTcF
z8|UtB9h#4Jf$DQi*{UhKQOGCRchcYFi#k#&-HYJ`Ki`$$HKmCBT8D+%4ty#$@{o3(
zwp68GYbGSajawCK6|~7#9YKMU8;;a(y3g8j0uCk>e5*;7
zWd!!)^m;Jr1eW5|nsRXb)~@?ohLZeALb``o@&LJE2H;!#%ZJj0^p=^9SEH>mmn
z$CAs!rFMhT&HX&QZ$Lk6h*Hs>*;6&00FIE({$USpr7toI=bxsgg?J!!+gQ6*1?JcE
z6`e*Yr!RB&Gk^Bux52g-^Rk8{TuyCcF#K3_ROFyDF-ASW#;1qN=EN^#uD*1-f?kk|
zdnuMMS?N`>j$3o0rWndugPR7ZYHwAY{hfTzLdZi^@Ixv!l(n74W@2sqzag
zz1`?2dH>(0mZK_uJNXc<$8y*rd*-)X#@c>MzH%hM
zn3d+^^R?Hswq-WyIx|YA)Oft1i&P1G>yn~CLRJC)z!*{kTjD^f-#wDHT!*+6c<=(DP2txBjHl7Q4
zxo@Pcb?<~}j;%u+#xH2`RUC@1pE5kT@%|f5d}4*7|6UBsin^rkfvn6fP!OKT5|au1
zR@973f-w>#-c(riiPa0*5N9VN%Mc*hpp0lBxY_yZUwN?s8*=u9Rm6rJq6Od==N-r~
zqZi_*BR4|+hg^2fqTLJv-5_x2eEd9g9yQ~m!9aiC*h~M0*xi8CtAL*SvB>|1TDjEz
zz(@dLG}v4zn0
z?jIEN{B*2KA;t_EkFFRhC%h#F3KM_QHDs@~=2sbSM+Glmq6PMY-~90Gouq0+z^@t#
zzp%HAu=$!1mJj*!zet=;*9xcEJr*chuw&0>X5Vw}c+Vr{JQ+M8fb@K;`Wxkon!T(i
z7D$-_?aH(BvxS`S!;Z}?Fp!L}j#f7GywwK#EdR5)N7bU-=wZ7Qi%FMoi4~TCbO)O%!_8kE4hYH
zN_6uJDM>#PXH)qMOXZPuHoKHT`YB+3;^AsSdhcFVTpZGplI^Pz5+LNWrB5!{DZiVZ3Woz)5ANqacQ>`SQd
z70V@Q8Y@vZ{(@_PQuH#LH@0e%HoL>8K?9Ph>`c%J&=8l1(kfPs1O
zouh+!OU-q|FZAu9FGr?~G;rqi;E^0<2?DU~Z7ijs3G(*RpC`}d7#N?=LeqD858D)a
z%CCd!HWCPh0@lo(%)voC6xG}{?{>3Oj(|Y!4|#t|04;88jNT~jMYvN|#WJnp$G6de
zDscv9wx>%?RAn3!3Hc~lSH1>wdLHJP`N?qU>@)`-CgNoUrq2drJO`G0Ey1f$Na0(|
zj>+{6GLHvc2z;7*Z6Jns#T=shW1~_%QR23I%~HVQyaMv=Uokm(s%x+}LN3#+6SUu-
z*U;Y>9vbwOyA)0>bFZ9+CRx}l=ZkoF|Mc+hE27YSz5gJKC&h}&;!jGADcvr@VtsPh
z!y{cbQOY*EP=K(t3qY<_IOU%V&3m3QnY@T^@t^qxh!l%BKSu&&N@zrA8b*>A7^!c!
zNj#mXOayq}ysH2<*|;#A^Y692u2qb3hryFa|&qb)kQ(
zGFo{_9AJTOTPCZOK_iEcydZ3Ue6m;q98)A*^TAr0ZbFhyLT27Ox
zLV$&fm*pk+FPd%jL|D|gc~UhO+DVXMvwA-(00|NVRN``bvxwZ6|G~7%Yce>I2LcMX
zJES^BS%6f!HkcqKvH04`J}=C4sOGVw=a)nzCO7zn-H|RTtme;*{AKi(F@2C%|@*T)NZn(7S=)dcTl1xgcGTl
zbpBgjP=5Ywt}JA=d2h;55DSFZ$KHJ&;9Y+?%jonOx8cDzZt6c$4^<9AIPTWqLnBV8
zg(ysdKEY*OIb*M(t+x5sEP{RPdcU5C#Jn$U;zZ{LwN|T6iO;n7iy;-^Z=-#FDKL+X
zhx%N<6eP^goSE+x-a~#uf9b3bao@^n!Lng=n3ikSRy=>tvhPCpHOGnF1r56JYXUN?
zb@%l&I`Puku1hDxr4RZPH-vukfkF>HHS3-Ulzy1LLq3Sv3;Nt)*e<2|aY1=S@R*B>VjDZGC^{NBeeYL`6BsCik1$~{VQtHBoRFZTWB?)Yjvegj_W
zl*zDD+3ftXnynvp
zgF64g1An<3Pb};3oH+r2;m8lznVu7t4ed#V)Wg9{XX+3@@spPwVGz#VTG`x?nucbu
zk7S?>SID}x=#V`+TF+;Jx;iJt_2YO@Z7#pRxbuKECO^tK`dZ1g@chTla!h50&*l8B
z?yNXrB3C_>W3`(ls!W%eFwMu#^Zi$yqFR-nBbS9JgzU4s^r@OLB>R0FP592f(jfAO
z?M}ck4+$@QA1c@1%{*}UJ-MrJH(mg<&SgHBPs~CMQ5Hyxqm@~Q
zXM=t??CR=l&O1V~#lLyg_oCMp)H&Bu*ggSN%ZDkTp48*4I{?pFvaXS6_kX?)w!!Qj
z)QZFLU3PHlKWc@;Je2zBKeo7v4-IfHx~8l^qtm*58~A)W@cH8oyWR#>UoSpDxOj6N
zuX41|;=8X%IHM!_rJobe2MFi;22C?&-urS)z;cgpA^5!8qV`-
zWZ;3U#qGR%1~t8@&j%2}?G?xBvQ?BImYduK5vNtVM{HXW6$nEG?OZ$lx~BsQbbX8t
zGW1tUwd7f|^NshIc{8+I~AGcXA!
zI+g`oS3BSOMbbVz-mn4hl{g-6=cUqDfVebyBu?f}|K;tXj?5}=y*^7@)#jVU^{0E<
zV<XIkfs+`prTs(DHZVypq9Xgafw(U^?X~;DI;V*(U*2PCxJ8+
z7*Y)-JkO?y44Jy80=CQ6T}=s`kk$Hu?e>td(IXNqJio6K_E4vtDYH3Nmp6Hb?JPRK
z(#|vF)7Vmi(%hcjxYnly@zpyTHnSA8vFc|g+Bn!Dog-{{4$it9YZ`6NHB
zIB#!xw$V6gyrxNon`R>*i_Rq^1S;7p`JBloe|6EJ+2F^+CCZ#>jJ8H)>9?#Owr_xs
zu1Q7#f6xBb;KqH1EIhI)B+_;-ozcdD_kBVp4
z+hCC2B36Y>)asCsn%vBOA9hU$U4<)f<2u(>p!0?IWQi_P$
z8Sc@UQDrC0r#i&ef;`X&eN1{7txV=^F|
zdB98+v~L0yE*1h9LnpRQW-8A;O#xD@$-~nA`2b*IKncrO)4UPG$Hb=m_WVGYfp&4j
zESxLyMlYR8t@=iK{9pbcPag@*2lvS^K`|7o{RE$QIs)C<2t?wHod901tG-?I_q$=Q
zZ|#*NPi@dEuTLFlI_gH45%bz-@2!8{BIva@QDa(TqCX{eo!oz733ey$O60J*0()q^
zwGOKkQKgEFbEG$ksb4?Zz({m6ZlXSF!)@4i|NyByWCB~%;_RV8??f5{JbAVA=rJFY4f&U
zvFE78Pe;C_?4yuCO}=gl74pm~#oa*Dmc7&Qidbf_e|E
zsMmq5EE7t%F>8_+#>i*+FK|MZnl%X=3jYd!zc8kgZ
zZqE(5Pnh2&YiQ!^TPUykPsNQF_L$ZUCg!j2Pw?7uGr%Gnjv}A&8aLX25-~41rNLCn
z*Xz4gg0n@_O$4vC!IF(dm6)h~&JwW{$!xaql$1_klV_aCR@R$Zb#o>clC7kRLJq;8
zG=`y{Ia>FLs#ir}2N1k1;HwHkl)LhRfXzFC!&Udti+aR6O`_A<0n7?85_hZhOKTvQ;_oHMm
zxvd(5C&e}^v3K~()^-?1KRMCbe;@y9zwkTuv?KSslXCrn4><^7xZ_bAt_`8LKQ=V@
z(ECQy27FT;khwuF^@PQA*t!Z>WP0bg9o6A*KTyWa27c-c^a541fP-`Et3D5KBs+tF
zGkd=^EQI9^JGeK(7$895ifPZ7R&d`d7mqU+kDK4vKnPW?Nsll9f2GUT(iFT^BJ@w@sDE-V69k9
zqPhC^tHalN%zIBmGrCIUp&2Z{hP8uP4IOJuXurJoN2a5phNjI@a7?(WR^3zkSLmVQ
z;*wD0T)-+|R0-Ue1wS|+_{2)P1G;%`V*1eke2j2v?6c*1I?%$|-kp??iM)Mru2dqG
zfCGVahPDluKM33H_U7nyEhN6|F-~1aB_h@Q{kSj-3F+)3=ov`}0wmMqi`S`Rdq}x4
z{ai>MRy|4Cp(m`zO!v%5)bn@>Jut=CqItq%`>Y0(*-*PE+g>^=b!&XE*iC5-l{cZTH{H+I!3H9-@Y1GqtN;nGLdgVu5&TE2N|Oo*GK?caJ}?VW}N9+~@>1zBtQGMM5bfX@9qFO6}TTaH091W{^m4OY&QF|Ftt_Jp7m$DP%{!@G*>
zqiuV)n!~nUeg#d6GE*%5vNpDFQ5-!L_2&o_{y0SOn53nx>EAY$1;1?duH4$m5@JIarD;t-+TI|#VdW{b2b6zn4?pKO
znJ*7ew9z7@DiK4_a`>IAv_EIv1c~$i^b%b}vrLycB3OHAHKON)p_HRLn71_NM&^@d
zUy{Qno6q?_=q{F1$PZ8mwqq~Y!Sok^iGzYDaE#x03q01r!Z99hLks91VSrde^cL$s
zO-Aas3+UkfZe`%q76)#2wgOlIFGw3j-XAeQ(7`t8$_@@G0$@8SLcjd|e!@d?+BcWP
z+w5RSUV&Er>;KN>=cJ$cax|b(_W17%q-v4WK|-}MvU)w|5yk7Nk?fzM2>q_C{Tb}B
z&I1j}!l{(i@+4NRr`PWEl)cKTc=w!vUcopN8Q`^f0>n
zl62Bu(v@ys;Qt?tKz`@W`q}JdZZ^j7Y!W>3sA}+%$}&s@Rs*{QdqJJD(Jq&w{g|`j
zef<8j@ZV9aVSEY0A3q4B{B_{VvN$bcbIS6WNZj8fhieTT)P~l5ORv25diB%Ny=i8p
z7q=^$=Gk|fsw6@rh)@?^kk<(>s)sq4cRX~DxgjYcW#Hm^btAs?^&y)?r-b9HRn%_+
zdG_^rV~dDr+iPK+n-%%7rlk=qR19~b(&9>wIgQ^AGb}%^=Iw>JiO&~cB7w0J-IgU^
z?pn_t^)VBj#1bsqIITa1YOcXc0=sm!LI#&Eg|-GR`La==t~+=t$gfR;ZeQA~HSY8oaYl)}&Q<&!e_B1r|6BOnchU1$w@hlS
zxBDoLI85Bjq3lgaB&{FCrQKHUzQjDbE;g?gSXMe(=5ub%63PoZf;Fgx$4R=41bKFD
z7zkF%$e5s`p{npO9Om=s&m#uLAr_>4$ItO+~f>W3+f*I
z4&tGLLF)PE)tXgkf_o}c|7gs^sPm<0sgRZpd&q)%&`DR)u_810w5CJYdPeg4%Q+ox
zKH-{BOFskV0)D-Nu{%rp<&{DSxBf
zz#SW~98dZ4#C=TfD+(adPBZ}LF~Mk^)m6j5e5IL5^lli|kLvHF1TEn?s`a=_O}AN^
zrtd(<=&PfpVaY2fg*JuRJwRS*_?$C4uJ~E2{4t8V|jGVrx}B8qX!}@xT%e`2Bb{M_3h$f`=m(u2YQq_5A>P_
z`+&*gPfPn>IP7u8{>p>@`&EPUfThJXhmfQf`{8)ZBT6Lm~z
zD8?F?M9=`Jp&H?U(LP^X_;<3)vEU=WIz?CdR1>W+1LS|-wSPRLoI>i(aWXKfh!`nL
zLbnD_-l2KMIHUHwPR&rj2#D5zdmq8dTu*&uRdO4c8~U;KIW&Z4ifpRev$><
z7x^MJ;kuKGu*!0~8(~d_e)ha!$)5QqSEwhZI=||Ykm>YvC1qvO{1AtCQ}zYT%yLjw*9n_XwUAuT$lIsDLW^;2
zlTy7DA1ek_fKl)L=G<7lxxR>7B)Uia2n8+CaJYU9%&gP4(_a8XVaKvUM}L8e5{%js
zf>C^N{rSiR%WY@?NG^JQ8A2k2dqwdWB^`Ripw&Xrdv=qRPzegh{1NAeJKsr9G#8vO=v5^j
z<9??gnO5xWiLRnXuQL1@0!3v#2L~skchx3FPM=hj$~JVF81)>q#+59~Wj`4YkrrB`
zM$jBRGan9sfM7ezx=q8`*Eigubx2qtHvUYjp5aF}L37Ev;OI1a+Sw(vfM0G(M|(fz
z={>5M#FDdQXbqJtFO^PlJ)2yl`{@0js`?a8$IChvx`nC2eHYq|<_SSY6^&wcEzVN3
z{W(8L**w&MDK1@bWOFS*MCvd1U>1YaQ~A+X-z`}D*8Vh}|2+v15o+W8`t%7d$BYeE
zmWn9%H0}?2x9`xtKNUQdV`NdoWCDkT^0faYQ;}7-=zdC&%ueiY-uMNt;0bYN!WzWf
zYlpN-V=f>DZu5YOG1Xt6uC95zW4no}tvS5XKparPYCXdUKEj`|9N>2J|)IFY0xts
ziSs`zYha=J^YRVEnchK6?H8a{NHsFo*OzmF@Bi4L{I4jaR;GS|{EJ9{-ln38{U^NY
z7Ryka*ol|2JHNjh9xMDZ8I4XigaF5DX3rO;^tHY{TJfpvc&OTeB~VhDf#$%AjkR*G
z<9`t_*+3ylf0B&0a_332K#3CIFP$vTfcTd+>QkUV&1=LDqRxmtg}vwA=acjFs%en(
z2t~CW%6FmbhfalM-7z8S7jynf6q4tTEIk@nmQGIvvTQ7l5ZkgV~C$S~Sgi_hJhVC?u9suRZ9(Q4#r4PCX0-NZduE4z$p*K}jV9W5=TS2e%>&yLyL$
zH(st0%~0Z^G-EO0r77>7+5WoBG3IPO|td09={&1ph_bqh*d$gk-Zmt8g*)Tj+rNWYx!!Nd@Ktqe_+nA_*s0mEf|RM
z;i2j3hkEP1dC_Hj5tYDVuC9zh56e1UzE#N4NoyArsOb+}Zymm)H3eN!BfNo2=SRe?
zrV8dVC<{D!%hpMQ4{=&Ue2U~)>O%WjBeDiyscPup)E#7u^u1Z{b`!Al0&*cf28jB`pi(b
z<106%?|y+Jdk%M(83zK|UxtNFh5IHU*IIT?NX{i$$N3r%F=^}V^j4of&%%M2{6Imq
zA<4B$qFRj#BnQZFgGSYn4fU_g#mAz5q)3LJ^b@a}gqMxBes^<4@}1SXJkrh#$Ag4ynbGXgGembK-I)4h5mRy1FVUq|=wQ
z6gB+a>-+J9CI7IR_H0EtG$BK>_9Qydb!Bu`U9f1jrmw}>Rplg``wOA5whO7M^ddYs
zrvGMJ*ahYinrUR+;oo-&rN6xxMep!Vv*~zl)SRJQ%r^$=nQT1e{|;E~_kT=a(+@^k
z=u7|Vw!ZFX&L=3nulYQ%`{V+drZa12%FFj@Bb(OyrnqCoe1A(bNi1M`A$L|_90*tr
z?pLLSE=lt~G5m?-@8l0-TQ{Mr@Isv1H7}|9&skQ?e^5UlllN8y$vAx0nX$s-PtV45
z3a!gTpZiA#Bg$XUwvFUZRoR(QNkiFUp`lWJ2Okp0uQn$ishYvRP8qak=Bv|65?XZ*
zO&osM2fiP8&9nE*RkcQbcr!{_wtPHM2Hn$8xPQ+54xxD-(J*eSyG~an>oWpSf4}`^
zSf7d6VL9N=hXubKGI!?c&L#Lr476fJ2+-z$@Y+2aXXniNC=m_>Y2p1@(!Mn
zkaiBRfscR#{$It=1-b@N+5v@~U}e`pfc^KOMD3kI$6c>2ENTGwf*!Hb+7}dm4Ad1F
z>3_|M0xL7nkoW=t2EdiX37#yA8}vKAO~Cb~07N91AoV#-jEQ(ohMvBeIO<}L^6B7~
zqrd-yK7#09X@lA`fRlIOewag}0Ks6&Ip8hL5G!!*bPM)cR^=65knMA9f{0#skjPJy
z(UR#t=Se-eIc6O|A}e1RS9;n?-`%Scedw(7ApX}zIvIc2RN&GD!hT3=wG$bdL9-U;
z3I}UxBD;(?o;Zp4TR(0n_Vstu^e#=6p??H@R|GEUy0t#_*!kn6jt3iCx(%4wN^jz-
z`=|n)z+B^nKh7KP!QZl+-#HGAgSM^Ak~T}|w5D{zsKU5zE0jq1p&s^AJBe6%`Se5>
z&MPoI)j?7StElsXtl3Y0picbr)LMw%=ik7RCD{ztr3D118^w4>SK34MK`aDvfnxHX
zJ>lF`DHRp5A)?zdH6-)2&Y-srbfH5}gw#Wyt3Uxe+`BtR-4Ucj&IpWmX4*=I2mW@{
zx%1jKqBbg#M+&Blg__YKq4Nkedx}ncwOyzEHD60hcNu^
z@T~4sO@?QQ&VTohl0pWMY7rVw8aaEr(P0m^QV%?(Nv68k*F|1eQcu5_Y>i!v14*hpCYh+w-AY#9igdjIw;`s
zQlMLbLgjnEnK^b3vIFw9%etEKSP<#`<@1r8YxiRYq3bv3U1)cWONi0s*6lve1#L=it`e1Ja@nq
zkq0y1E%29i8v>Ei#t3>;*ql31uslAwqJ%8qr(Q
zyX~|bOd)Cl-1P6Q60FTWjlVC+8QZ$w+Y$iFVD>S~haSXghTjAvn0&2{EMyAv^U{_o
z0%0&!X%J=)?u@Wi%PDuYR;wIrk680-D$GJ0N3LSaY>-5LPQvJ#!JeX%63f7z)j6#;
zgB0y!IpnLm>CuP7E)fJBpdC|kA{zR8}n^6eN{jGwL3AG
z4r_ly)t?YYN}J7w$aORy%P~_ObhNAiw*Ir5>Ts7{tir~TSQA{rvb1MIWSn80yVHPI
z4=h8R|+Y_RlCLMjvN-OZ*^_Nmyk8+w~Os#}M-^XBzVT=5bdK#VyUvcw0efN%r
zBAt1BS2Y4R$8n5#koN_68;cSlMrOe$|;uZkk-skB6bwC5tE#@wR=1UZ@l
zWGG$C$-Xag2F%8_e8!oBqe@P<6h*!VZkO|H;T5sA1XgD`VTA#{wWlf7PP4A5Ae!jQ
z(9|HbB(xXt{j3AE{!J>B^bEU;q_+&%{045`OT&ehKk9bGBxFSa%eR~iC$9R92~3R(
zXxxSGAC~91LilYZ+7{)*;VLFUu*#trW_k3_4yQI1m0qq0T3+!4L;?qd&THCmK{?^!
zvAUkf$Ec1ZvXv0Sr}H+SyljNcP(28-zuo&d#>tL6+AHkVhd5$D+*xurvV_TYno3_l
z_K&<2ZSm!0+!YDnv*G<VdPi0$URqEM(S=b0iBnEpQOqS$C6^<<^O8YA8P9;-xX)2usEd#;u%p=dWCM
zf=a`!c%1L1MY?-Wj6a-lhx>}bS6$rB|_r~@}?XBp%
z6kc)Ngl+5l`Vn#tT}oz(a%_YfKU}!6^j=S&LLKc>i&F(F8YIJdr+7-LqHBUY7e@+z
z#`8W6XJYwQb&qeE)&go>R4zG;ORHTE4^a?IbWD#Nxsh!3Ley$_V;%938Iw6)mFX;9
zUZz}LOE-1}3$6Zp-S*nHk@`-c))*YZ`pn^3t0(^0C+ipIZeb3$`gx^`kwrHrQEy&9
zE?DeFHxu65YMSeL*@-lV$@uolBgfw8pWVun2_}^+k%>*Dat*$Qcm|rV?+>M`#Lu#K
zy#H7#XvDmZT@{m4ATsh;a>~Ke;1k~6%)xDj_@=dhA3k&A%^|1a25PvfL3cRyLfwM&
zpjceT!cxWI*`v%5x!rgdTx|DI4;yj<@N;zS)Xm{f3@*h_%M41Lo%yuf*izg{j_T8Q8-8dFh&8!;{spro7INUuS%uxx#f{#to-Itb2<+PY884q
zy?FdC#k1wsiZx0QGs7i-e`^xsG_i0rQ9mWl{&xXP?3sU;p6o9JCS>bRnwdL{SBs
z7WXlY-?aJQ48hkKeu^JLk1gsT_U|_t&0h+yisWNaD<%DJ
zFw=siJ(rn9%;E_=lOK_9sm(3|quT3ZJ$#QuYI}z0rB!w&PG3SJ7=p&BR)iAP2K;L~
zB+^fwiXFrx7yt{d16VwYa=LEGYz<~{%efA3h%;Zt(htu80f>L*46c=Z78oDAlZ$rF
zjb*}x?iOeID}<=~hl{68j=8?1xiXQizRxi(M`f|~;bdAKL$ET?52_hoMczNEF=wNZ
z6Y1`TeQR>rjJ{xWLx`2uV0uHRNB{Pej3l>0X3<~mtM;Nc!Wb$Jo%!z#sk5|6o;?`T
zcAxGry5E{l;JomfO^Oen?LLf6sMs`xRv1=Y5B~Tq)-dGbV;P31IoEfuUOhRueTz1P
zNp0^K^7ZMC`p3@#CTu6vGM4T%o6(RK8adOi&wmM>;O^_z(5aYj7KRCo1KZnqQ)7R!
z{f=NO+VSJc!utZ*LeSL=U>(e3{u8lMk}ZdNTUQ-FzIf>%igXtr$N~RyDE9te+H8-a
z3DV1gx@Uc|?!M)DdFj8VVxUqQc*YeZ0T|)d78Z)RMhEKl0tm&Y_xYrJcCP6(b&p4i
zQBtb9zp|4Bl#KvE`R9VuO+1SOKxhsD;v}2Qg>3Klxt#B0?bH5I5>&_S_>djs#nqkv
zuM!xXAIiY*-2~43JcHFogq>;c1Xd+
zonv4Qvj=v|kNu)`do^hw
zH|BpuY;odikVuzK=ldrirx?9oF<5SA$GnJ?V3Bp~`&U|nymybcx`QEf&!;a-YbG15
z=%@=abksPp&G?>|3_bELZQ^J@Xa+NaL;Xpe(!HzIGU%Q1+Cq2u4fm??N6qR&Hz{tx
zKCTVzAe$tGSC{0H)>51~mYTfF!rW)DSM1g-&lLkzJI~KrP6(l|=VOBIJf>$ItJ_(j
zVAqA`LDjEdtX_0dQ4U?BrQF2n@J>^&1wIgH-!=+|)6-j}<~H`XhieAyxka?NH$zvb
z=r1!JcBJ2Ss@cvz1g
z4;p^^&Oh6benF=m(WiO(Wwj!fQt%iS>WizzpS+UZ#UC|`xkCVYua%a0ed!*}5n8Fn
zxrtwNG%4+l^lKCNkZ;&a&88iTgjHiRJwcqU8SPEKVWK=f`J`ItXjdbF#5boEGlS{;
zP=&NAXtFhTPgrC&lD92=#7-=J#O^^6Boere-|0~TFF>dMUlu^&vouByW-1)?A#*Ta
z|Fv%vxLRQE1Q&)PgE~O2Z|W>Nyau7^YKwH9YvhoWZ?f2w55?B77F1)cf%UHutKv)EPq
zkyK#d+`3#T>F`J_wr3Nv%8jyo*0Ogu+t%{_%qYe1!|;c*#GlH1=bC^r!BXns6FhD9
z9k6+X;@jcPj3N_@6B8J#)xUR}9fZA$zsH&mQ_Kn|N#s@sI!4R>U2HcwZkg
zki`Kk;kJ_b&xe6CF;Uh8a>E4a!h~TFjygO4m#(DvmPMu^0yEGTnLycL?E}hAfCq5(
ztpDVBR`xq!xFU*kK)nQk&X?KF50+B~{!pgv@1!vZ_+mo;Bt~kq0SPjD*!)3mFl=3{
z(3kEMV9z}a`d~1{_PQo8sN5)CjM)<>`K%67DL##oY`_88WACCqV_*;yb)6?=R{SmZ
z@2VUTAs`hOPCcyi2atI(5UEb3j(pe!(~gt@YckvFMW5
z3cfJG`QmZ}W6!Z0VQ)YDVEA4pt(6}?ubqwRuBo^|j$0x>2?^xs1+6BkoA~-vd(s}uwcc(geB*XZGgCe$pD1_)CjwNc$$J=GB!HSn`
zpFvS|2Tr-|THYrW%uVs8yOb>*^!?Awws`ma>ho9|xIGJaMgAfp4&|Tj+py@7?*6Q4
zR>bJko3gEg@i$Q?gvuebnhysi;h!cWRy73!r#Y*;ufEb?e7QE{1#~}KkkSra|IodV
z;Z;(3DygZV^jlZvykkj-nD~5Hq%c356=eJ?zMVgawZ+d021oyf5q)1gckSx_PR-;d
z$WI|Rz`3(2-t_r%d-Bq+vp^OZU%o=N!w_Y6%RH7o?y@Sbv67WOg`R+Mii-ygt(;SA
ziffi!tSJoRRRc0o6f!|8idoho_q}FHSm|m8V#!S3i7)7v|9d{Kaozc>wM9>6OZmxn
zu6Qs19^$HyBVZ+`C2O0t)xL2~DuhUlX@(+&mSn~^`48-%Ht!j;r#s4c$GY+UU9ym
z<+KD3!-{Y>7;_DLM4;}DTrEFj6u#f;?lScZQcJGK=~VMiq1L6q?c&Z##6^z(
zDDw_;n`xWIwIg#`r=}F{{%Niqrq|%S{Tu;g
zOykCJC6-s>h8g_C1c{$%4>lAt|HBN55hkC$%)!l6y`_Pb;c0li1H^aDPW`;~yHOY=LL@MQ;#bRl%JgJ-_QO|nmlQ><
zPjxWp2dnQ*<`P`0^hyM%Rh;=-?o@>i{xiV{2(rkGIQ8*kFe)wilX~!2gev%a&F%U{
zJ^Jd~bJero`3UH5>xXh#x5V!}y4CSte))xlg2!tpF{@nl6jc{h#eBT$Vhc5q+(&>)
zhz`u?dJgT99Z`}*=Ow)o%5;-$zfW?@cq7dXM3joRzIROSi3s0plCI_T)(0?
zaZg4Us?5!Vanz(=t`km&Jo>R91q$BJfmW3r5LU6Rw)j@>v(Wzje#jm>YZ#DJVOHlvOgvRLpmW4U18
z7X_@p&UM!1E&f!AG}Y}}CZwwI6rFc=c+EL{{Vh$Pf0YVOU9R3Vjv$CIP_~dDjO=Qo
zX&x8ADAO{I1$CtFaVbIbqfZ|n5>VKYj6=_MRy43-1AvXI51qyl4r`4612)(*(9XK}K1gxqW;ZG6I6(v6avWFA<6#%lXkFX`d%iiW
z{K{<-?dJ8cmg?EFFe4#hffAt}w*BrHD)JJ;OV5znH@8fHOodOw(NsS(^SYqqT12FK!owRZ_jC2GJdYI&oN_WrN@*EdaD
z;&yJSE&hHm_0)Hlec{Gd^HFg#{qJ58|GS|-(vCz@j79sX64!pEZ|XhC3)wIt=~e!?
zlNwkL#*hz7@A+)=Rm)4!A~mV^o>%kzoc$Pb8QH}xB~s4?Fhi1*Pf3B>6hB<+1|!Dv
zzWGH%&)RNK2^{X27HTs4NKAD0ekGz04Z8??Nc^PT>&+jB^Z0eYmHm~sOzO|RSM6LL
zQjBn&73Vh|==>%GF0dQ%R8@;df~VeNjgkyW?srNq{Bkhcyu}kci(O}*@m`cWcUYN|
zt4`S_F&7uJ)jtM{hk4(HN|}!GEVL11VkT6NRQWP5h+FR^jp=qL1?n_4_;3^jM&Z(J
z!XsE7!p>zgd6zFyO*UqB(;qgFPpPGTMkATjiKHlel~y1->u^7r$q@@yX-Y(qxyDJV
zz0R)F)r^q^*pP_P&d($UBM%&+-T`wdP+Cpku8LCb_|60i05iV(oM(OoU=v`6iKLX80b3Rks~B|sL4_~pO_OJ(%OSpK0rEKtlMESe<`yc^;Y9@PW0Ep
zlR*F&4{B|fv1-t7wjmC_=(P;$zqzmE?zt51z-8T_pSh~5#BJLQ<(aCcAPAV~)GsFZ
z*K>6J&|z7~w{TaYTlrV=+~cS5;n}&2S%by9eXJislyaF(-p+si>hH&?L;4&V1ZL2+uahdPt|q)OQ`_1G93LYbR7Z#
zAQStckU-7O6h4#&4@Bs2?I!^ng#YE})OYHz0zV9%O&aJ7w0jP_pohpvIno>g+)SbE
z0EjCo(R`v%@!tQ>&v^i>&|I8IS^g1`%TP_|ZhE6Ej{g1X6^A9AM63e$(gQo%PSrU%
zcbEuFZu4KcDdhH$5tDUIgUi?7G#LK}@7)s?8z@}ndy*;SO|k_eUUA>=k9e+nIsYnb
z2D}&HTUWZz|LN0$xxxEA3gD8@-zd=vg5IH-$%D>#-vE8e9Sngsm$BZAqJFdJ1fGsz_{}!dq?-mj5*is3eVA;q%CxhL|?cq`d?_H~X4)o|Mx`-b#+{C;Y~+as10n!6xP
z#T9XfyLz=&;tZ@j(00}&aET4w?Xa?Y-4c`sr07lrC4;MR#
zQ{MWM=^geXti{1{1`dY{8fDjM-+VJ>1Kd;*A|ze4`3%vaHVniu4GtzkUsvP>uvbmv
z(Ple?BT99(5?~xBHFafKQ`2p77DDvV2XtqQm{{MHoNA0BHe|6aA_p5kzV_T1nl&O
z3A1Xx&U@1oySHdDe;Y~^qpkGn>~Bu9(u%KaYxi5gm)OQXPaeFzp-xQG^;&yBdw7=8
z&`e6a!0K)*$5h-n#nf5Rt|RH--c~#jha+!RwpePUXa^3U&yLN;e#oaGwBzne0Tn67
zcTnS!IE8EBJP+Auzs!<&rl@%j1R_IWH&|h#e_{pmDz9$nnH
zmb?7c09(*%1I>Go_UkjfN8}h=nD4MyC756fqvX89N-1G}
zkezW#T%5bnoF=_cd1fI75gOMpCtUpyhx7@zM&I(7pM9WIfi>BS-}X>?Nluc`hZ}!>
z*>pcuquON#$hK?(f{ky}zBcht@Yw^~exn?gsr@$By)`O02eW|5p7q>*5?OS<6b#fx
zJbkoi6ROGl7WMhhr#{l<=HPs(@fxD3*(ZT*`ZRfD!j=x|{Ky;cPF}HdP%UxLhOX`}
z;9dFm+fJM5hYJJf3Nu4^xGmE&SjaT^dZ4Mq?v}KeT2?Y?bNc1x9|F83E_t2V0k8SS
z#gdJ@{B6gUTa7*+&+8qVc$#kMUas=}4j}ZD6Vx>=P#gIwk4(3o=wnR^Z_p>}JfHLx
zrzK&heA=_Me_Ms<^=}nsi}^xk87-tXkLH=JxJL)*^{lz_LA`%NrgwK>nFb`_9)OndDr^*mnMSJ@3-=(AAI3`LO206Wn_I
zZZS<|*gFM89qc9ihWn2eSW5uz@=KiHYy8QsJM}7x3$oYP*jRCWXv6L6k5uWHpBuXh
z;K}OGW08WBA?fr_$$vPYJ8vG~iBnW&f-aQp=yqFR&PYOLw$s{0_6C`LHf4y3i-*T|&On(oUum%i?<*
zs2${yKUQBje<3-@pe2a(L)J*5h)m?2-OctFWU!|S;21F$vY6=V%%Ai&?XY`g*XR8C
zhtY4d0-kf0k}lvfa$f~i3J7da;1q2e4z46hs-zX6Rod#5}()7@`846@yxa%Y?T)dJ={d
zkj=MKmHTND`-QP}UsRG)z!8eE7M`>uHTyY|OsVW~an;=Gb9*%=OMyP+jjY2S4++3v
zzMP8!A=?}URTHHKgul5NXy;2V+@qf21>c72?+y_7;D%ve5kbqg_~aTjlR-nuK=z27Bw&#bq$~ze
zU|liNyaQ^z9TEgKVq#z+eIJZm(Exe{;vqREQh8Bi-xj7xj^V>S7K3aWh_O;;REP8J
zTG2;Z1@_~E#-?x<17F;XFGW}>nRa-}1JN!tq}MCxtDWcp;b`pn@7GFuLTmnbnc#r{5+^Yn5f8Y&=8wJa@SSTqyoGlOnSISgNiBE)s}jfm?T<0)
z>*GykA!dCMfU<`6HW}7^9|XsyS+bS~Q-1o|v>;uHc!TPv}pz}Bh$0de6*CpzT5R48ZzuG
ztyJ{f{A0PpR3z3(LH8B*yo2I(;N)_9hxY|Q_|DbMC?S-J`}CxApX__G6%*qP{4=NM
za#S*?;&*T#KbnX?p|lPb^zue%G3yShedA|+C^iQ$p2T)dHQvGkHoe>~$qDeqnn)E`~zkaaG
zp7{@j*ORwa!Z!LmATaK}(|Nx8%ih8=;pM#NpTn(RoSa<&CG3AnrYU^;BaJ$`CyFk}
zWb-+OCkJ)>-p$y=6g=fTOTTEJXfho?3wxy0z08q4AyZMCchwd!h)3F63bs&Max9%k
zUj6p`q=>A78v2we9n16tLNv;-o9zu!HDJj;nE#paBA4tVvfYo~swke~>UiOB5)z$8
zOu=wQy-4*VSM-?`|2uwKp~dkRZ2R?eT6HnmR`w6+Uy=BzMMNl(>2#0=rNE`CNbPU#
zCI@yz(8iDrYy|!Q52NryObPchd|vivY-z6ew`xhUK);$zh-kg{#`E9wb=hUFcBTV|
zCTCW6gz{{+cC+29{*oveq;9Wcc&~_JFA2YanwUfE*hdB2-6V8R>xVsFYoXKG}<5Lq4VEkdQHJ_5((|_adpe4
zWGv5i6kN;7`*&8!q-4FlIs;8U+Y1Q1@-kza3uR#5$f8
zHI*ZAH?3o>{k)?piIqGipMyCG2#T8KJeQFix;O8?r?C5Gj0*7BwiRkEPW*d}Kdpbt
ze2y;eQM^7mkNM$CcdxmllzBk7RLM|9l$CPe`6n96;y8QQiyEc!;I(wD%1gs@=D7@?
zMqhMVe0dTL=^rGdE-D}Q2bl$qwS^_zqka_vZnT9NrEPu)MnXgVAwa8{qE=hCG2EzVG1AJuV4Cmm{~E!EaY;2U`UR+
z-fBLRFD`4)qh#s~i)HSHCz>sOgchnE+P&~HKw(eYq#&zv7MG@|E|Gm^rdw_i4=Y}I
zS^19^70AqBV!i=+RYQmmlI34|)o6>F%IejXqf77D=Gbm>h7v(N_D(m4()BvhLnycv19>wC_7W44
z3+cn!RJo<`6i0^&N1nSTo>?Kf#bXWSECT50rG=dTp%^mwkLJ@ZJtq3fqsT@$u5<
z!MXA+utnJ@adRog(8pDo{%IJYO3u}ksF7&?DxcMDz6TTNd6ry2o_A{T&<^D4a!Jb
zC%ygU+sSTxIWw_szSYb(a-|cQXnXRZ+jmuKq#@pr-ryRoqCH4;U9xfu!5!+U_IQ`0
zjg`QaM|2!(Pli<#(O5C>72I^;3)4p`WG&`^%R2O>sC*aGX3ynJ71F
zKw%wKx(%28Xi@mGsdeZj%?LH`XewPbG~q=usVKuAoSjqNan2zrh#0rh$A*B9CA$qi
z+N|v`Vn4dvYlf?GA$&RRdsz#ow<2+jf|swH6H2ThNQn?uhIo-uN!Cd!w<$4(^ipPy
zupsYo`0|2FPr|CJNef>fzNi{=Qnqm8)U0rha%)oGr}6}Q@%t(1#mqU7u)CkDI;M;F
zRWfyuNVuy$j_z|8__^e;bF=)hrHcKIRvkrWzf&J9DBC`7%(vj`%UrW0StU+3Fpo)7
z$y$l#wgjawSX(?Pl1pFOvtoOb?7z8_J+xPI*XP`>ipD1szGm={EEN_3@x+(ocPT$H
z2Qp1i6a(j1aA(w?QDGZ@SeVNwwq@g$Th2f>p?DD7HpAL4EgmntLlwuD9v?Byki@tl
z8!s^r*fpbl(GOQHVjr6wo3E^7C}p0eG*QA$&*UEO=zh}EBFEqi?|^!Wa#yHC5cmIU
z5olv_<-qf3pERG#qbq=0JP8pR1*-bH;vIm0X#PPa(2zzes{XKrK{OOtDQz`1$w^pq
zJ_NUrX95HSbZ2L?5Ax7|@tmZs>rYk+4QZ-{H7K-p0F6Vq=WeHG`VL&ft4rk4PJg~c
z&!6;Wpr?*-+al$cmjvLQEi`mFzh4Glj1J^q1$fXp4CS1U-WfP{n-5r3!rsndv5>gF
zJd1JI!1dTDIb{%oyaE!4nUJv1A2cNR*GUI|+FrYAllXI2`8Kut)TY8?NFZ|T!{Tk?
z-8yZEeD+@|uyKxWS@W}0x5g(S7~=)KCf8SCQzH`F=obHF(v6mZHCMxCdckxifqHVB}rmNd_y?D`%sib}j@Hqy6R;3owBH1l0`tsmS99
zC*hCBgMKI~ygA?FbEIpTMKThp({79)97P-81&6I8Z~%?)JKrX?r7%}1zT{Lq=bAo^F3
zl$}Y@*)qz;@5uSDbSo%Nt<7WD=~@&>>g+u>-qYG`!}|T1Ps;61*g!Z+!x|Kz9?L^F
zBU!28p^>%0<%%!pjDK7$vZN-0Rzgqp?@nWW@c~CFUL})BijzC~D4g=DhR3eHwN&j5
z_15xJW)C_1{CfH0>F2TLOb~GY=I(-T!dM~wZi?h%G4h~|{zTTBisF-d3!ffcXB*;w
zaXLflIp3660e*M?m+Y=FgZHoN?WXy#No!^nUOeNm;nTQO$>{CztU^>;x#1{g!bFaa
zT)BUmRQ^|L=BaA~eVK^~BM5jYPkGUa{m^J0H_6DfTWj0NjU$Q_L$>rC2h?Blo0g9-
z0aR<~a<5B?4Du8#8e+NW^(fr&SNfufZsSq5q(-|TSnW&J5LZrIBXLmu(7v?LlQtMBELPfU+A!+Q2_9;10!&(s*uEXQvoD3LD?`YF!uU0gVu
zm@FlFmzmQ#d1`B_eY<~aem!q=)On|8B2{HvdGdzQRsNBk@QgHJXb!A`+HHG4uH2Oh
z0xeu~@<;+f6`8q=#YOD5WkqvT{a#A^{pAGh+2x!QA!qk@bVKXXkV9^a7V|x`y8m>n
zX`(hP<|_AkRf+l(|6Mmg?rRt4uE?!0(vLA`gRaWY{=*Eb+He+9ez01s0u9MDr>0;k
z>Dgqa$5ut5W<3oQ`GX^V-(Nu=^AB?q(`{M5*mO7*`Y`BGU~5dg^+U~xUSQ{i!aB9&
zopn%;JofP;`4^uYDmBE#9QbcPxN3_2mD^_L^
zO?4!3wEOtzrozC`$f%KO>`_LYCp1RfG=8HaDbsuA-P0>8wk7K3A3W=W{a>V2_2D%9
z%urv5%e+#gc%=92UbiR5ZoGF#fO}?uIB@~Rg>oAW2?FAjALGM;C3IG?ddypq#Lg|%
z$4AxNIWXih`4HqS?fsFZ4A`9U4J-q{4|5Y`6ExIFfvqVd`0wS1UZAwgs9=E&7G-UI
zNCV6XfGuvjIx-&ks|_s@EF-Nrf&}!$KshmPDT&?hagMw0O1RT(X`CN9TN3`AiHy=`fhIM#OQjvEP|tq<{49Ie#+dyAI?P?Ipbpd)VSRa_yXf6;u1k&6`@lkP&#}ICY$pR^yWs+xh(Th(eQ3Kf!A!
z)_rT}J$djz`HL`Uo*^OxsY?<<6dU(MnNm_K8r*bkE|aiH^gx2h5|OGr=2OiyE?L6k
zC}Jb-+l_0=&uH$7yWJYdqF(JbPK6`<)LoCR%-wzypacg7&ka3-ieV*Ry2T%bwyd4%jwI*J^VdiigDC1Kcr%8heOSQrnPx`8_
zcSxoIH75QhUd^|AEb-Y1A`iKhOlE-R
z!baK$#is|{J*;VG7E$efRS1t^))Si9e+=Vv$v8x3KS_@9Q7&*J|Y#5676Q4epR|X>QA$M%lEnQrF$s{xbFqW?Y#gB%9g+Z0)M`K39
zRd%8|M6QPwYzTFsu=Gn44xLbf1B@Bp)d4r@mw2!%X>P8
z`kFhPJ#8A+<3YZ5SSRRMmpYu4*UB0
zbgGV8SR&lH_PyqsHhFjoyG~I1$@*gwzx(`_{gWwX?1KiCSo3vtMs+rhzXpN~s54!X
zIdH~C1PW^gHoC~1!zH8dkNl?eQ2@Abm|7ugnp2DJ+5V$>cR$*jsw!wDQjWe^n(6bI
zCG+5cs6o(ayCpw-2?A?)C^6o2DQEx6pJ?DKdUs$GJ4sy_ZsA0>GBN#=$06o?1
zX(0KKwdbfvM589)m@NCm^EyPoqAD9auANUSPVhGOd!AJ0+>nwyER`;BL#5{aU9MCx
z+%Y+6v&&E(t6Q>!eERt|lM4%pO>DeI+{=T-rfq5qABlUN=9yVr%8EM18}+{j-?Szm
zq#@Mw8%-=0R683JW-K(-8Ce-aMDQ$&vZxZOI15hQ>@%av4C70()yAg*}v~(BP|h^5h<2#=G(sK
zhlacM(O5TOZ6NNMrWD#3W;1vsR94{a;(6#1i+K{fW@xekT<#!F=
zzVC_WoJ_On)iP6@#jG5*0}m(;yCGo?+^m!;Hde}MG^BYdeoKioq&Yc2XJP95pLV26
z-UoCXG(bpfKh&%PiYcp#5%w;q^&Ih^mO#$GCy6{IsL{sq0DCe;IHC
zSaAsKy=ueZv&WGVktTD9paSD6WC5#{07QD4@<}IzrB_VnN+Qe07qWaKrcL?
zBkA8E5VvSZ6BGGv9E4CNd`*agL}h0}ZE4#}>^@ofmn*-Eus2%dxnX0oSwJ2Sru$9c
zNb8Ouc%rpaLCq&K&CIn6{;J)*zIotT>xTmOiC_#38q=sWl8OVaioXu11hJWWh*5~E#yds+*r
zFxTCM9KRg^{ZT|P-KKtz^~;on$i;w$&lG{Bxb%(nw+#{O6CE@y-FH+N*9B3MkiH*(UC#3(zMBV;4EFCTQa1YnMD|GUR2ac(ig05fK%xE{4N(V
z%AsxDzrw=?0v;=T@quU^*&0K9)EDv(#1j84a;QDPU>{H~{)yyxd>nkbtR@a{(TkMm
zn{NYJ)PPJ(fdFokflr|3mR6@CZK6ieLg!i
zc}lT8|ARV`uE7y?MsA=rk8AJpoJWn+Up5>qpC3&=aE>|nx6SY|%wa@DYcFI8Syt_3+h=QdPHuL$CcF+1
zJ(A$M;LG#1F#`gyhHjc}=BA1Uizg>teMyF&tqa`!AxWJ3sV8DpA|l<^95ul4TK-v=
zGkQDL&_+Fpqb*--d+EAw!b(X%@*g4+@cYLSv
zteuu>W7dgQdJAzVnXfLS%=X0k=W$1$xYv;trsI!fBDJJnli&b
z+?dGbOn8k}pm379KUTB^f$Rts5er^;anBj@bb0xF^#b#-&sblWqVSB_Y3sG?`%yI%
zlpK5_xsZE2cyK8%
zp&EH5?*5N*opU>?08CaVUroNQPxB8UD`K$b1Ih{9ax0qbd7?a07;1eS_ZIMH^>X%3se6Vp!XosSlm7Y!&oUDsda||
zr16Ruq^uAx#I_3X8r&nmnZ@Jzfj4bNXK*>U`Qra>%O5-Xot%51nERV00I+dkalJ0P
ze@W2~GioU9l^U%7jf0#-n~U6!2V0kYaX5^Q-)Lx%xSxa{_?6kP)3LTbr;!mIY?dJY
zjy>|#$jiF3WXx>#L%o`{pX(B;j>t(4><>#}lF_;EX}Jh2F38j{=70hH%f--k^ysma
z>CMun8J8&KL1akQ{Y1&p4rP|RJi<@&Rk=UpX84Qm2OOm9g~jjxNy4{p@A)+GS?DBe
zH6=1X?eZIkB?leIbTE6iA%+Y5LVUC3lqO&hGUiWCPm{OozD$Ht`d^4=QlFmhUta8o
zR!`p)bG7_h@lH8tTQY_uAx^85C9d=J?8K
zp*{fexC1^C6TJ;4(Uc&nmT)YG%OV}cGke}67WvW3C*j{@_t3DaYJ-GCOrj`+8If>k
zc*o+q$i01~Xlu()E>9PsiVP%Yn~4%42lV8Bno%pC^ltg=%~EeoG@aBWVAA4C?OMDB
zty?A-{=wU6cel@C>Wr^NtD;YouZw;*Vs7H*SvHVOgMuv)Z(phIQycnSOpLDF&|;Pl
z^`)EMnNIbeP>f-Ue2v6Mq_keP2XM->(Nc?c-Wm^66GeXF(&iZ8OC>&4eJ3ZoqO>bz
zFqOI8Xs3CfCOT3XiOw}mHu|@2DKpSC94XqP#jou%hr!>=wO_z4!=i^01b=uA`
zrofe8a$s*R?}0uIC6iu>W^A+L`isK9-pe;Q&(2xEMO+I`*E|{ztmiqCqaSpu_t+1>)I9iPBq~syIl8N{@RLWqi??Eji!IFGraOK`gS4%2qj5Pdm5N3Jh!d77H
z6HtXHwvSOAGjTTC4=EsH|7HF1rYV|C+~S5kBs?LYs}I6}n`4K94OF{?m&y)jBUTntgj^
z3dj(F0~QXN}1e!Wu$ybtQJk9PN`xsMRtI5`QBoi}LXlJEa7SsgKmW`pp5
z#t7i80Qg1B9%vv4iL(TUU;x&rhynOS+!>h600E;~tEs?v*B*0yUdbC#fVGT`PBs5Q
zx_dX8zHy#Eg|uLcUgKyG#RKyDCs28iazSdatY&nK~Eb*eD+rw3r`5!P5-h)FKEc^3!CA=yW4xjM&$kU4!c=>x*vg)
z!&}qMo?rQKqfbxf5^4#i0nXqw7LVOyiNm2d<>e?6{a2Hx!%am(CCKf!oMRJ%FK1sl
z)AZdf0_nL-)K%aLq4PYH+)YhqPeX)`IACw!
zoJfA$OE$**6s?PVDXtZL$HI=p2~V293~@~O663LqH*%(W
z$ekg(PyO|4OJAZWe|_!)Ud+znr6aTtCl|OK#*kyfLD5Pw=INh@g2E~^BCKm?(Y&vS
z=T+;3K@%X2k$Q($G5FK5K&SkFo)G?{v-yzOJ$Y9--N%gy`7e-feFOI*R*->pyDN|U
zmgH7<##d!z63RuiK-=*jUq7^BOUzez0;%oSjs?lfTTe@vY>N~`;5Zx^{a1ITRTFpA
z6?Egi9TMkSw(XLKx-NQz1b(P7D9(M({*wzEEP{xMu91v=Jj#4*QdLXZv={>x_gQ^m
zwzk}>tLV;o6jQZYHHv7JJk1Q$eIckuk!5NML%t|HeK$t1y4w<(QU{7vQd!^QhLn{-G$Wsol45^c)tUuYp3Cgv&mq~cCw-6Nbp|I70QtBuJ7W0y8fliVLsl6
zSqwxKS$yyF`RBt3kGN9|llBSMZCa*zC49vA&FsvjU*@ZAz4~+qyBQZ}zqN3KU&}pm
z-TLEfoaz5@&MhXUkal%hkG>HTCP~MhX$6SI9hdGBd4^cMN98!$Yu4PgI6c-D)f6M0
zL0p!G(^T4NfC~mBGR8`rjxOYf$A6q$m}Eb?uwgC88|O;CISRfJXN?>M&x5q?Pxrns
zSV8Q3@HT;-s7VH;i2W^`&s)){cbzyMsmlXRBMo@2)N;2>0B>p7%TIk|HHz`i2PNOe
zmF(*Hgr+~^(*Hc2Y2eT*t~=8jZ7b9(t*N=PiEd)%#<@=G=WaF*e6t$8sibz!5-l9b
z7hyS8L?e7@|3<+y<@r)!=%KUj>2F=^$w6?lycEEF5oC!Mh~M}|U@QsRJ)~eF#NZ0u
zj{Fb$|?LBN-FfA7+bXn_fn*^8(5_YUT7C9!V^SdDp~SV*NSolXJJlV$+n+$32S
zxE_&lzVL3lH?GlzV0v=-SN$2G3PW76ec&sPn;bq#>iBPZtD|UO2X;vE_V91-#yaC1
z?$fPIsI)KQ=Fua7_W)gGSpAG>QB?>)8_X>JXCqj+|MvUZi_)KWFfk5yJ3;xhDVrG8(Gj~#UH>M6d9=;XG0DW}Ljr{4^&wR8?N%b4gyq
z`q^(7d@T>cxQq$8c^b2L92awDd)QqXYneG-81ScSpxlC9?85K*K#At`{CnnwizeR2
z>Lw_{t(`do{MM9ey*u>c&TdHc!UP3pc(A=eq|gvEQp*YYm8=+=bWbH=GVZNnQzQJ&
zSrEAgkw+^Lg$lb#n*ObgdS8_`=``Q1*q=Ej2ON>fzuzo2{aDaTp;p=kyO2y}HAUtl
zusfO=U{EWKFkP24g$HSr3J=k4IG}hGJ45jl;MK>MbNl{Eri&rq_BX*!K}_9%*K|H)
zyNLSXR=d9+ouVfurqvj1ifiz1dGDY^$T;cndU+xnp1L6Q`XQcudIDwJAJ(s3}}G$85K}*kB+0snKs0W$91C2DXspk;Y#N(Xn?%wcE7Z1*vBh*
zDH}?)^qpP#pH!!y6-$?|r=79v*&HnF)!m0y_>#
zD+NkNw|K(Nv`+uxWg*
zB*L_S3|U7!mIex
zSQLob$%WFM8awqkG)WI%N)<;2f9Qf`5prZz@vOfTTU@poCG(0=$pz}HAz8)e?h3;V
z@l5T51oD1RCvh^>YD(9pbV_{FMo5%oiZ9mW%UeXUPc`GT22*;=^kewfA}$|kQ>>S`
z;Lxa(ak1qb-U1CpaPaQC!#ncO@IqF~C}m_nzn!Vk?8Wly
z!?%L>Wm$m@mLHY~pu+D7l`D%M2xlB${^&K|2h_{!^qsyWGpN>T@xC}P-Z`ob6gs3W
z!VBOlT?fE@%l~B2OF$NtpaF;pZ?`S%z&E(VWJ*O0B4cVJ1_@;X9*8FQMd+nC0CO9l
z2*z>FXcG(5xC;wIYcWVkQHrN48bwZ$!=mtoJK;3=p^Q8iMKt_;?ag@
zu(;a7uI3ihX_g0)cQX^HqBO%t({=4U=A*xi!S-8_R0?DO+su0Pw(^nlZ|@BXByIWw3JHdHUcqF?K9d(5$A{azTSSAIBnN)xB_J_
zyjo^%=Gfc(vT)|DsVo(xuIGs^m^uAeKw(zw0uHz4g|~)ShRiPWpci-S;-Lgp{MTmS
zhKhfM6Z))v#PvWjpAb|rGN02cY!~s2Gv6P`gJb`dZnyh~a;>{)OZ&9zi*$KJ<-%L)
zPUM}{owBayu7Z!+^9);l(8VOg1*H5?9&KL;e2y4(acCg5;_Csi-T8N~nj+7&xxoTr
zKh3!|?DprwZ<;LAS_gsM5dqD6eOa~icGG03)Q*g!bJvk=^J+F7sqlsgm3H2id{%9Y
z-QD1V<5xU0;%HWPG@M<~J}!HS_&pYPo1W+c?Oh;VQw*`hrHk}tjZfz5JlPdN`Ddjw
zj)j~Oc@hz#-6P5FcvZChi
zZ-w9b3%v~#`D80o@JuqZ>9CB2RN5RZowkr(VBQt?QcuX~3j1V&XGMq-u}h!F5R+t6
zR~7g?l_qM;|iFIgXn@cllk6?9rBjAK7om%wpNcjhu3nEuWWTByVU&yY74Z^1>;M
zEickmK0qOaP+S>q)}>T{2I`kl*tF^Mkvt^q%1a;A`jIT3+SU}d_7>Mb7aDwPLBr|+
z>i_Wc-tkoa|Npq{lyS(O=XfbZ*+S+)s1%ZvJxa$W*_*6vDtjH0y|TBABkM#)_BdA7
z!NI|Cj_=j`bNl`N<8nD}H|IPb*W+w^?KUi=iC5XQaS~64Qg@WMnIL(>uu`(
zL6w>gTnSa+0JVt=+5gQ3`ibKkFPN_T0rkf``5!)#Q!WQoo*hwTQ_{S;6J`e0iCM1X
zkmVT?!IK8zuQ^8hD5>D``(uDu6u9|a#=y`5@FJ+nC4aWC@2Jf%24M+(TD`wi`i`6-
zLyr!FL-`t_eJdM#*i}XP)tCzX-;2dEKAtD9P0AbB+#&aJ
z4#TSCA&zZEiBA*3Py5(DD-JkK+HXM}-thYs4G+VwgCvcSeY6K&~@vw6e7LrOFvOO9`E)ji}b^mbl-?OZ!OI0!-HytibK0{|1)CmNCj`zH}r
z4CaZ37rLyh69dvZ6&o!G4%21stkVMqzq)67}!KNqvLUQml`0?zwG+E5l2_tBAPnCs|A-&c_}uI7fyOv|MNAD%myOUFDDkC3dr
z^Yu;U#P14t@j-df#St0EQ(n`Ja~j
zpzsy|chKGiF1Ya#_oJ})g|BcvsDd>>*}+X7=4<-7;~x@wx^!u_bpHMJbul8jJ0r~G
zWZALPk^F1crmmQgiVrT=0$4}r(TpFeU^94W#GA^W+>O--uiXYG-AYtoRXp>RjVm;C
zS`nM`qNgJL;ug%_P#~ZriTL=n_I1k9gfhB5f}LV#PVMYtyt}D`{fhn%S;nRNOL9?t
z6CLR+_e_$0j2~VNB5ttHP#^Za<+ZRM<-g_oVD9j1bPTPvs^7NBddG?<
z1tmvrKxNnqQn##pYlLweSUQRuA`DIKwLw}^JsTn557dSkJ};*@MZJOR^b#~Z60tacq^%Hm1q5_YmKjZsdU~#*{k)-TJH!CKFd$&?
zOUkCarRf2&S?odzS(EL*Fd(lJ*1;$l&oA7SpH2fcuM?z=gVtpsJxr$JyR_H~b50}q
zLh*cGxoOk-YKtB-XfU)C*gS9{`RP)x@po~75xX{N)HmRRuV_>oldUSt@rf@A2-BZI
z>h)v0#Ea*=*w>N+$7^&YQLP;%a(ibRVX6g6WCjtq=QZ;R11f~zO|9ct#oK#Hr;pq9
zMdvb~@TCZ9eo}C%FAFg|l86f7Rsa@8pH%pABh0<`YdOrsD?jq){zWyJJ|E2BXu^ng
zoI1aq_c~R~arU8?wq7X@0coI`CJd#&Y4B
zr7Qm+xdd2g$>K4-fj?QdZ7ZJ$&gaILx8zu+(J56u5nOO3iLL7)9}$dgRg_i62-;Ti
z@I=|Y7hb(Fy4ieKqUF)CQifjKtGcXl>Nr%
zbaslql2Mz>&XY0SaI7aFC;$6!X~+_#vW}=!0d}jqO;+N*ArkF%V?~Y)`oojbgVh~w
z(6!iO0<>hw#@;IDNO7MiNARZph3qj&xL7jlEs2A!2PVikT$|V)SLOq&f6F)lOUVA{
z$t9M%zIcIcKV@;B4?U$iL*WL#}Ju_8^hR4fQTy37d612^HrB}NYn_jNi
zp#B->n|_}7&bo+pu3+ws`L~nw;>C
z`i1`-+`R8{4Mhwb^dquN=9(!6f@k8f#1veB$Ktye+-x$K-C|($cLE0#gBb8AIs@N}&?~-6)NABz-d`!a7ywAP{&o0fE4QYC{POL2y2x
zT``7Y|LH<5@*Yx=#brIF0f-t93-DXpg8v7C+}F5VVBD0+P&^Mf#i=h+AGKv|;sG<<
zyY0P5fD2x_np?V95eFS9%N1N0*KR$)TLhlY@CXqPqA_nhkP}Hhn+4B!QZv`FoO*@!
zS-|5l=xEVs^rV^ggh53N_&AZDQ!>uY-nd~@HCSuWAjb2hs+3I|AirO3#YB9OPdJ;c
zkGQkt5O1t!e?6(V!SNO9&TNZvhhy>mRDFKWwyiKfOr+NNscZ-5IQ8j>h7*rQtAoY!
zqn@P1FGZ6fURBzD%NH^wpoDT`)9P?uTS{%Yju`x@Oi-^!oa%AQ4X>TdhvE%jOedl7
zs@*lW^TMH%WBge=%lN)tlxFuyjJ@}t^9eBKq~ytp1v@2Fqs{9XFtM0z_%rC5`b900
zSW_c{OXVUsSBrm}_>q_FHcovgKH|1fhkY^-SG)F(x+fUynW&f;|4~M)H2%6}t2SwG
z*v^5Xo3B0<>A-sLaBx0{#Mxy5U6)^)$%G+OSboI0%2`k+gY$Zf1@W1-m2I09OvjUmuXlOsQAf0bC%CRO7&;3d%
zmnbcP7{ZseDy4kO?G|E}yM7%nLGmoOur$uVy#dcQcPO#Z9?wGvL8~Ih-m7{94C$1V
zFnZ3ipu)TJrkGcw8$c2BACW&xW$4n3*ext?bfpDzNO?vIT&EiFE|OWkurafWt_<(Hqc)8IMcY+*EI?ND8GQ$8OE5mIwCY?JMkf|0^ZMu1#=~
z&M9O-fNivGuke6kR_^&RNq>xy@==ZJ*5^!@i1*Ku8;0-1I2ZWj_>c;a?vWKS>@Y0~
zqUnCWUz!yr*OCI(`{gb6t4|8*kRdo@6r}sRsioLT!qYb=TH`@`1
z`fja=4omxFmx>bQdlh|k>sumUGo+trYSu+R)vMFg7(z?#FkL9@WgY>62`2--Bzt6a
zIdH*YYVm89+p$Q3-tnKE>gYMKE>5f<0oat{%~ZJUwYDnF+qp_e9Rb|0Pw6)NEe;n_
z3cffnU;a5y!M39An9rMfCm
zA}rr@12oLGEb#pY89J*q&(knDv|++j`*>1w*oaw7m%lOwn;PTN*KEftmp
z))u9jn6S9y92#{-?XA
zKKH(DeLvs-O6Br&T1|fGyk%k)%meX(Q&5hC#4~dAHV8yScyiY-U(oTzW-5F{h-cX6
zgU2=e0rV+hkL%(OCj}4Q(M!tEjxS5=g+c$fa}3a!MB)jyNJOh?9RsPFqNWZ;k_D3a=s=M=y
z?aHfZ?V;9lBB1EfIscnWOs^(%liR)Z$8s%!eCn=UXs&K0uuBhVmV2uxf>95ZpP~uS
zS?K8Qrf;GD0lF;V9_cI@@Xe>l0lwG}b-Z?%&ga;!cf5Nc{@vs>IMN#SsD<K%k&JsuCy0MeC{>D
zFzfZ3mJu1ECK`z>t#l&
zQV?~LkD$Bp)_NtSSEnP(h};6Do+kAm;fnx|k(-=!z4Kh&i+gzD7PUBcv^7ZqWd#*G
z<8e<1hthFMh>Tq^(#MZ2rEu(*d;VXNl+g2dPbOjX@i*Iz?v2X+vV}~S4`$*tTF$5k
z7fBouPZA!(nP`zy!BHKJKnaMYP9y(ZyF@;$S0%WWpe_Zqg6H>%^D5krmbvlkzbF|H
z$YFq5aW84}TW+FY3zbhl-8dj2ZK5K@aeRvv0fgYuuVLQ7fP5&yZ;G5L{X~14XK1K|CUMRa}`XO)cwGp2)4bT^O?7@d2Qg!w)hOMK<5BL
z8VBg$F1o#soO$3Te&;lLX^wGqO5B?Ezv^UIa8*`-#_fdnwzgfSVXCayck06-fV{8&
zH?11&x6xhfJ&9*cwuWd0%rzgvfyoqa6V^(O2n0xmaF8pNZG)YnF&y1LjsizYyQ?~!
zhuQ-!Z8fDiZJ#+h{#DkG3A|jkYFZ?!e+}SgO~70uLQ8pk9~?+GO{1Wa$rBsy0BK1iFGpmu}+5;4ZAeHT}b7I_tx^1
z%{@jext3`h{GC@J0V6}2LYCqa+iD0^=UO2uXD>sfl~_~m3iffw_Sx8sJLmbb&qEGs
z(LrdJ77Jr#ev%!6{h)ikK7-)K>S7)d;pYYJxeIJwIj>S{X&33e_?}B}958@b5R>b!
zIWKi^HF&kyi$V3Ex`zG-dnuhA0+53o!xaS{K3ioQTg0<^
z2m9Ov-sqX?_Pa*>437RfW2arIhDIXH3<{3&=CYV?RyTP!x>q_FG)H3|WZD;(;M=W>
zEwjjK+&!2NlJ-uXgZFH{`YBiox1W}-HZHkdl}$T>4i#f;yBw<8S)Ko;OVbDw#9zi+xXH|!2xh}L&`sDGvc8grx(KAN(!j`v3rqvDi%mZW!
z=lljyrYNZd7x7JdbMW!ScwM>_r1wst$~ck6T&%0kGW%B}6>P~^mE*{Xjx_P`=bu>$
z;QAS~1tunTiWvf9DJH?;}|Mo_%VA6Pps8xVmVVGBGj_5ScKT
zq0P?6%c2MV?1X-qzD4P9Pl9($^r2Kg%c>GD)V#9
zDDR#HE)(ulNwLbyb3>%4n}P=UMjF2J9${Y-MyM~V&1joYa&gm3L-^ddJS5UWTKB4R
z%ZD3vsYP7<`@Itb*D4!~L!!@`nzDQG?pU8CuVzX`e6Y9K$QVH4JXtG3Ijhn-mVNx`
z0R7jAga`!!j6dP4yd##O5C&hLpT~+z1Z@H#iv(=%8OS
zim9Pzfq;B_9Q!I9|4E(mX~n14=Zo*!7U{~k!Uhr%Ph-L}{6~b*95>>tz9p@_dqNep
zk-^YW8o(RF;v_cX#j@rYalJ8s=50XV?G7wawui8YUv5w2g$z)?yUJ%M3<>CoJbO2*
z<^6iC#Z=qS#`Cc0{UB#;4fW>Mr`|8TM$3ys_ZJFsh1YcEBi=Oy?5KZNIVnS{O|mYq#e+J
zkwka>2TqP3yg#7#Q-_`bm4kk$z}j=$9R_+c2GXBIg@ccZ4AU~>eG~bvO_c^qxN=rP
z6@{bN)|ugrl~Ia4(35ZnO6@z^T!#a&EZ-^m0R%}JqnqVkbUX(|cIB*%OCGpi1;35^
z@s(Hc#yAd}i}xRpHL+g`I=CWO4J>&nkZ~+^eVZ7#r`%}R_`5Qo&nE$o7Yg8-{j>@Z9mI14r)k4i&Z4swyndYSO!o;b`w9vot?=Xy
z&i=bL&jf>ZFH{}!W*F291O8K2^Xy1x#qEETfE@>CP7#~@aOOg}xF}NVg;|od!UuC#_wG^m
zWe*|VG?xjl;m%7)yI2Ku@%>syB*_L<;3iDQoD?di;d<#
z;!QMvg-FDdG`opk;i?bANHS|IZB-^aF8a%JH$wc#9lrZ82Lm*2>T_m(jy-Q<`esoM
z#?tr`PdIrT6Jl3d(c)L-!xAyX{nvBt{+3rq)a4uX*7|7c=~za@W9DI<5UYFHAOFJ6
zk2~+UXli`X`qW4JydkB3^ZV#)6+8d=cjm*CXEcX_gFhdm{1$x@VybX$oBH%vmh+gR
zVUaSFd)O;C)kVUl1j!3#zx@%PX_QFRxfG^}t-TW{Fs09wbIW_v?oMi^4<-Tp!|&uFXH
zCV95YlI!Xna4dWKVG+Y83!+Jo0yl1O2T-NH{7u%n;@fX@Z&z_z*Ky1+2N(YpQWyiL
zV5SQrS(5gj8xzgT{&bn6e+{|mZ`;da@tB%JQ>=|OFde74r(*cBIz|$xd6x2=yG_A+(G`VYO6F3h?+MWF_
zU!uD4`1ws`wtZ}w#pf@`3KMJ2uIGGT7mGK|w5Yu?062uTqHt{L^gjqViHT1KpWO?4
z-B{6n*ix_3LD<85c(<|lf}BZPa1ZQp0N7=mwKRn@r>eKSH1o6KlZFjEJ|uS5ehWNx
z4>|$HFLstUjSd>Z`hQXWu1fTAN`VI*obg`(*Q;pNZnRH`00?m2qv-bp=lhPpv7l{^
zBAVN{J~dHb&D^h{3mIYb)5FQpH1e51zB�ypD9XtxfUZCh#`R#tlxIBUmA_$d-|+6z)9a22UDepG`|y=1W8hpgFK7mfeQxOsNgsQY2St3v;mQ_NVH
zC+QfSW)4nuQOowlu>V5y$M%hDi)^%H(i)ys+O0O2j5Jvj1;6~7N*_gGKc!zar$}@_
zoNgrevu8YS1iDN!t?Cbw*dN!}b9&L@zaL}%R%c`_{eBBTVc+?fw8JAnjRDhz*3?t}
zg1+p7LLbp_Qiu~YbAnWhtysGh(_*FLb@o!g1u?iGU-%GhOq%?!13A;i2-+Qni-!vt
zWF~&4IQw4c0Ii-aeOIxFH}SQ9#KU^US~!iqG&_WydIKp|DQGJd_pJ{xyJwkq0`@_$
zxe|wm!HD0#Ftr3*^VjED;J;`7i{Qh^+$#Ysnze}2asAV^g5iQdli1D3IK!-tY2}n?5l0AP=11W>r
zg||6CbzQoEVUG7-Q^M-+db9#Sro=8FU9g(sACSrh^e`-Ti_{C_#B#{pN;n$*1&9o)
zerfY|6BvqieSKz3{{1y_>|_^zUM8aqE;>8F^x%)v9RT98-{=zr`jGnj3U1g;bPeX3L2pW`HzEncYMXE
z_cLL7)m6KBF1dP{H)SiXUtv4XhE@VqE)H|A+1aQ=j6L{i@09n9N(By{{zZ8{psK1V
zkap#!C1V(&wR0zhUK0l$C~3x!IFSgfsh9d
zhSJ+6E2EPA!Dy%7@rSqis~;%229+H-QrnRx#mRsUPWHUk)xjwwkS*MjpBS@;>z&+X
zV}s#TvCAE?$i3eW`3q$$76WjV{uki#CvMgj{`=G)TMp(7bf0o1z&zA&mTvS}YQcAQkWK5o_AuzDX159{q9G%%>9QQ~+(5^ei%
zC_et#!7u$AmYfGfRb%}M7n85;uZtMh$CXvBeHJV3)`MqnkFiBjiSv{Qw4S~J_HDL(
zd2E~4=Fck*vl@=p2!_5Arz`Z@|BJP6c`>&2HHHP#<#4qQc}8>o(zVR8>;;`ElFIT
zhra=m1#J>{ZKU4Do9T*Q(_6~bd6Sl=W2pOOOD@j&*)>DdeUh-JW%=M~4_p-;>T&C|
z`8A|P4J&B|lQ>+{SqrI^0ZusWbP
zp8j(s5B%*Eu0&19#i<6Qayx~>*?JZq3c0X^S!%X7E%cD&br!(HcO5Px-KgDzPbb~#
z3Ug$x*>G6wISb6h+qDfO`lFhT1ML%X16Zc0CX(SZFfdc5TXj7b#`
z6Uo;orJ4KFUxaUSP||B;2>3VFPO3Onb^u)BUfvNwaH(P7XdOQ
zwQTu+?Lj!}Ct8a9`>WA>qXuvNmk&Zd(^6P}{KxcC{o`K#6%%!!H~1eu0zj!$j*fZ&
zF7kqz?XgkCW1(9vD#(gQDIp|}cS<>ZPfr2;swbiCxE;{CHwzPC9H6GBzYo0|r(}P`
zg>_8~v%@F)NTA@9;IoaCSQzwmMLl1x-JLBdJh$yi{=8}wCQAYop;k!~Z+-C1;-bJ+
z1*dYBBl4V_oRgwGN$8C@b?p|VW}QUug-6g8OvnZPq1|TEi-9!2
zm6#d}vn-_BAVE%>fuWzxRKPxI{CCSz!^Brj;!i0+)DsSgJ+%P|`eIsi{&A;9ZQxxU??GjEDC&b)HHa*W100@h(}h4>41=ezYs+A5a^>U&;z(&o~aLzb3>vg$%S;Wi_jEX5ZpO=9XC
z+9we^RRK49=`Ef!;2IZwMNDyH{MlakhBP{jTW3FWFQ5NGp*lDuC-_14?N6v}uMZEa
z&MvanF3DiYG|4x^fE<@5t37aK(Avea&j#oOQATq(n_z~~Flho-Mw)94Sj=g=FGa0R
zDEAsw4KN%S~8xo7l3NH4A^hUeKLW6^ywpjXk#908|qi?-!I$H0}n&
zR9k!AX8Xn)FmTsViodQ2fZLMKSu74SQbwN=j1%t+N~3r*EjtXYUirKwS%>yDz>;dSXHe|sa;^-szl64EmLHPhq>X}M
zuEOr@8DzBWhJe0|iN}F4FT6)iNji*v=^Z--os^XKzI>P}t=srGA;OE6gZ=Gl$OGrCi11X#vJl@#3hwEI~1
z`85PEcD(d&O=xo6${dG}J>0Fz8QYlv6IIuvI0u(Vz=N0=1tD4
zfZkPKDP>U%kwX@ZHGi&*x$v2`QXEj&e}K^yrK;2y=w~zQ-V_y6Geu+5RMC4X!amAp
zO%MU!BR5VJ)cB!@DQy$re1We5BJ^nKe@S640kET{2S89`0Zrugzy1LX*m(hIyP!kO
zznGt-|IHzH8lu=T@ij6Gm$_GjB|pz0@0ydk+PYMy?pHomm@}(a@LK$!1jB(<77v6F
zmS9+S9{%Q#L&YWJG30VAdWb4?KqCc^$Tp^yU(@@Zfb})_;xzHCvHZp2JJY4)$tz?-
zR~UDJgkHm-_ZWycuO=GPBxXdyQD*3&lC92{bC(<`_~J3K=W6rny6&u37M!=$;X|nd
z9Uy(BrF&S80rB~s#L51+?ZN*YP2J*f%~opNIr=XdXo
zI@$icY_7ki5l`-VoBfpt!o}iu%^aOR$-z2d)`%#bbFOPMmDe1`x%f+E1vyeZ>DDK+%mXYh
zy6(BJ?8tRuUl)8PQHL^nUi7$2b4mUgdwOWLG?(%Pc~Yi!bL=LG70>CMuPA?(ODDm1
zp!1#j=9Abui&nng_o!h~#KSrTUyH~
zD)5(_yp7Qxir-NeF)A7`D&W5gkB^i*_>SsKnb$Na$DNjnPy?j(WA0HjX^$58@!R
zOwKPduRZ;-|Jk9#TX44SdN5$9I8s=m@eOGe|Gh`Xc4pVW#i`p
zfY>Xv`c^@gS)^_h1qO%Ajdjs}CMMBFQR8Hs8%Bl^kfo+`+v3`|1rxpsrvY5x^Is=-
zZzbC?9Ps*B6tXy&e;V$}%LTVs4>Ax!i&>eZTq86`XHbOS&L5p!)XPp2qKnopdQ%}(
zBfVoWQx&(KOE7^)K4zo~n)q2Ke;#Sm2rJkM)RPFS-gS!?60M8<15%E+oKT!=P;-A=S7aYiuX~^u4lRvtgTtK_gvaNVpP?Nk)(Dh$@
zx2QC;bLFkF{^T<7C-QG8b`||%9Xpy(>Q|EH-4+e@{!2?%g+=e=$aX%;48=w_r~$O!
z#m};Yv&%Mr)4;_;w#Cj>{P%x|#$YOu>}c`NN48!7Jk84hnu@z?Kpxnb>!;};j_Uuh
zFh8^bSR6c)iG>ZaV
zi+EKzkks6Vdn?J%B#BiP&-peg_I~sun+8Xa8y&?&@HnFLSWn%>I4%=T1;6nc$VJ!Y
zO7Amjb6mRbzc+Y#DE7uJfh{2RG0WYXQa67b4$H>+`){H;xSbD7EC?xyqq_>!t1}X>
zWyF(1PrD{M;^s7|s!ZAbdnSd5M%j$$vvA6o(tHp)X*K@Cv;X+X#hEJTXLM3>WjgKe
ze1G=CzdIbwI~lJIV>&Mze*|2`b)Jg=73GAKel=Lv`H#;9`7^Z~uVlg2B`$8I3T6uAX{c|Mt=*(UQvCXt1TDWUx;>$dnEL
zfFP9`1H#Fs7y6jm;c>v^B~|2oW$ls}l|
zvWAvd(1h^BZsE3FG+h2jqRBTNPAjkGAN+>o_`O-gBoJ&2TvSP{%!8Nd;tIoF_CQJG
zDPdGU(dsO(6MZxOcm+B=K`(cK>=!uys~a-ZA-hmGdFdH&qmPWLdjKsndn-<6QUP?!
z{;HfSsz2EGGAYR}jY3=mNIN4(Go$&3g-na!DmGHD;NRey2RWld(1GF77w4M+T~ML4
znot2!Oo{CWFGU7)!L$;674Z*txJxIkLxw#*p%)5=T$6x+E!V{3ADhzO%)l9z6z51$
zg&-p@S~gmzHawg5M=R@O8@#^uk&;)%W^|+n_9U@C2#`V)*^crk{c7@A%AkmADGqKm
z`Z`nNzBl5UU4Pf^hK>^EY1C6daiX}almsk{KGY**7PE*;SpIr#Os+W?8Nj1km(j4}
zZr{HI0{r;c=LBG4Wbklsc&>B1_*GefeFP=eX9jEKU|>vBu251d`IFswo_EtDI
z+^kWN0M%y5VIfm?Z}%0E{jZ^NTDQzL5?PjVf2uA&dV}cH;j!4BXAz6~=aiKJhKZl5
zs=40Dl81oV9$;AQ!2c)Xnk9u~)s+3aQj-0<6ChD00rEt0;NM7cCtpA75P&bd0H#ga(0W&1`yXf3t0~vtJ-;WZ*XZjpw$7n?SH~9E`}k%-7d0G`
zjuuLYE%ZO931X=9IsnAxJGR{1jp3HGdnvN26T$R$Lzg+|G?(4$d?l|QcyA{)?!qZ$
z9BwfSs43n*b(9H
zy@GDgDo#dg^zlk!?a;cn(EGKRG5oDcsi>7K7|9XyljR8r<^8^J62q%Ab<(wJTRO5?
zSfijoe_H^krZmIuhufQJ6_l>;E2{3x=5==^ZlL&A36yrV&)HinF!8w~BYiss1&@9b
z4@UR&n8>AUolVRLb4vv0KY_1-jn$1F+=TbGAJ_g2{QcFjSR9`);$QRlJ+N3h0x@lg
zGO>1MzHSIakZ$4j+*|8!odiyFHiP|9F!S?Y1s$*~*mK!?AJV*bQ&7Y)ZSD1+H5Yt1
z`BUm=eZ~UfhQ;7S@k%5yIhQY|h#ik~1-qr#6{blf(bNAx7t*OD2etJL?HfAH@2+q9w0oE@WS#$1+Up-x34%7-i}LKrLS*Bx_=
zDR}|qn~o;Hd!|Pl+QEp=M@~m0Ss2W60Ov__A$SUyLa=AE4HsTL`ug|oO^(Voe4VWE
zc%T#7pHZhVXiLFxH{TE8R%?6H_o{*Y)e_-iT8)J@Cc~nks#wLW{dWK8Mh-j0*Quv+
z&f7j|Zb`TSKj_``W_aj|9rnd}dnJOGZkQoB3DzEq@Qs8`$x1moJ_$)mmlBs9U?LPc
z_iOzgqs)lEp;yw}?iT=S6;oIe$ATEu>mEi(NeFLpKCyrJKo>N8RcDmuDLy=aLQ==M
zi-Rm_^{db&8!GJDSx7mU(r<{>yRKfVAb;NVn%v{a5$M20Mg5B=vGH^F>NgT2bDiGD
z@Ahjq#ZsG^*2k&H5~^apDrf(0!T!A~c68N-Pw0eTX$9EY8=Ed;av+e-_dz04zk!;O
z;Ws7*4diP+2Wke^TsjOOGU^xr%#s6W34pJ2Vr78NA)E>#ddE8@BshI*R~opX_aE3v
z1@sJ9AjW*48mJwdvS_dyEh~UYoVNXVu^oN+4v>2ddDQv>1WI{jrW6ja%BD{q&2zz4
zU$Auj$OQHw02?6gy}Er3)?$6r$=ytQ)>wUjeEr5qo@0#HSK-pYpMPf~5<#oC!3A>j
z#Zswp2P~0lWXk?mfV;kf*r#&cZpr>99bR=Ga&0F2PpZoYzJUQ2eHPEX%r<8YmbDH$
zkHce|JAq3Jo{H-K^L3q
zEp`ypmjG4$W-w4CR9gm+c4OK!tN{$xM;tdSWey7X`SiXW{mK^-7{48b5bM$i*_Mrx
zQl5qmLR-bJJ$?FIcb8heB!kh_wUA&ab>BJyHZyQ{>?YhuoO&Rvu=k`J`#Q?zJqd>L
zW+B@Hi7v17=Qg|m4bbLhvB&X!qV)s&LW=AyCy^U
zNVhHmmPl=D&CMI-R`aGve@>e>mg*TTIW&X)nNLvLTV5~)?`y~giQSC8Xaf&2`|vLs
z6L^O?#O2Vdz3
z{>_L8YWKWVH(rXA3({-WmucQ#rKQLbb{{f?sK|?7e{*}nN>p@ae9J4KF++ZLA4j0euhA#6Kv?{$}hU>PC-ac=(wVjBaw_rDl
z;EfdEuOBj=q&ZAySgt8p?Xpym(|aDqBn6VInm)ug_IGE&^0>-gs#~YSpc`Eql@~!3
zUoU4{Hg*779zSQhTz_vO$Kft12@^jqK#HKVE5bcL84$QrW^s*0iZjZJgvkz9nnvC_
zy;f_mlq~S5J619+;8<{*M_3xIh<-jpo7PMfvTdWG!V_bq8n_0hicMw7Rk1Zcz;EHC
zE4!C1+e+o{YfSFBEf`B1N?jj>E6Ev;PoUl1)n^4AY;R5ien}7Rj{GTRb^fVk*c%mx
zgd8xtE{967*oORuyD5d0iIYuA;8y}yjuki3EW)Ih|j4~CjQ8lsqe#{
zLlhhGB-XO3de3&T*)l5E3&ZZdjQxqUYf}+JokKqtyG&O!w2s~QQSD3xW9{oY{Ob^*
zs6Tx-Q(muRK+U|Gk_U1Oc;WTCA5=8IDcnBjV3@D+KcrciiiccFH*)~3K){7+{u5ue
zu>;BkCHyYWMnBGT8>nCoPe63qq+hOFe{ra+4{XW==8hEkkHAO~&C
zxw}FbDI>W05ZiCqOA(6_-d>q-Xi$p5RZjAc+>QhfcW~UHDw5nF0m*B-F|J*Yh-KV(7{RS<
zcxG^QV8rEG$b?oADv0-X05Ncs_b({7MGrmz=Z<5OgZ_PxAQl^B
z8u{sHN;Z6WFXQ3C?BtHsw2YQTlfzzApjK=_0%1+7ho~EPgcknKIQWOFd;p_WP!Hkk
z#H3LzaC+StQwsTQQJh+{Bsjper_Ppn75ds}4@)0r6ZnDHW0V`1UGI>f&Qw9flrBU14Ixc@WUc$#CBN6qiE%B0v6;)Rc
z<*ooP_VvG~5tW@*BOyjh-U^OOO+|r*rFPj84gFoNg@^gh8yqJF0|=S{%U2D9S6yR@
zn&PCUDs|X=87f~h3GxdwyKkSynp}fInRIV!bUKDyL7rY!^_4b>Zd?n(m7@
zEIhL?P;qEcjyBel=KnqT;M?!KetodYH;+$y*G^a(#ipbdUqz{S`vyKebtf5+&{0c!
zz^x^nm@K%~l#Rk(3`Zl~23K||-tqo_SpfI3m)})lHrBUe(A4wrYr0s
zO4@+15=&DwcKNRRyN}t7-Qk7M+)5Cz?#M4~+Q7f)=n#J&UrggTLJAkt8$YKHxAyEP
z;4@W1Z}oYMd^f>JeT?>G0dR=YB*?RS021j(OOt!%0aPA;u2)_EaM1SvCh^e`fJRsP
zBE@N{&%JBqk|aBT8`!BQr~%C=+#l#w?#iE&0LbY`4-j0a4a__fAI1krmb0>=xA4F`!wnTyMPd)QD%m3zI@T~$j4=^Zug2&E^zdp%*lRwWpYV`N_;2cl-tg-9{d8piHU7;
zRe8*MAphwHAD}@Oy6zljV^=8h@f)@vDFx-2=&De@nVX~
z8%@tc;Hz_-772nsP;mY(
z+O3ydRO(_nVM+CBzWY^hW<6zGkKY=>ptHE8N=$F%j9rfzdb
z#k)t6+)s+OBUv0~e$ms|RDSb`+u~>os^hVInK!A*943mEq$T6;y_GP>)EQ}Iaq{@j
zUcEq2h5SG)$n~|*
zr~Mq(=dx33Q(r#gZzR=dHAQ0fkAL|oW8a?~97hcgl#=Bg@=rJ!7#RE>*_X$eW+ns-
zFbP<^BYI*_d%E@s$W0-pBm+KLGuo}
zgSf&XI#t*~&n?hHgllZ!`bu%zm+KZCu+4RwsuKlv;14!fLgi|VJI=G0nnIv8XS3fC
zEeeF6O4`E;j1W`Lu$#4e--w5==Av%=fOc8u8eJ~Nu+c`BMZxrhImt+$^%Jf&lDh{p
z1IFAxMTrTXNacxIwGXHFp3v@(EhvZ%jcg{E84tn;jaVE@YR9dS5Pm*7yYmLt&EaVm
zx4twmG?bs5be8;!3#=nO@|n#NQ|*!lk0~uxqNX%8K)}NXH*3@{acu#v6{eEChrnjH
zPA`<(`K+Jl-tk_C8Q-G^B~h(mVuUau@eeO8X8kVR{i%XWhr7VZIdHlGS>_Sy#IHH0
zOpUy3Osi?%M+oppaV_hIiQewRC*lcMg5$L^70&_%CVOZ)e|arM4Kf%pI;)ZyF`ag@ixLbjLwX63Do!7!~a
zsBAGhK8Ncw2<{0fkihz_uk(eUQqYC+e0n^bl$SUB685fhts3mo77FyNQWoyBYT;SZqHZ?XmnokYUmu+lxFO7;}!-HNbq
z%HKy#K0_COKZ_WdF2Y|smUUK{)e_DTd?gc*0V(uWaMV+|YbP`zqnnql*80FN*eUH6hs5Ufqmge5*sKDd
zd37N}hDA*8M^mKL_WQa1OUp%gJuM@q3$!)kX}l9<+rw_hwR3OL(Mj1|{@#ZVNb%je
z*kIQO3L!JHaj;-rMSTHbL!0I28%{*iX88Z(>AmCG{J%F~8Y3knHG`69snJ@cRP9x(
zW|dN#B2-n?97%Nz0(|9Tc>Ha4n0gM{%
z@Kf_=%OT1QN;r*o-MktrD>>?b!BVU&+r40XYVx6STa|wJm7NGU(W8%iF>o&BvC3Po
zTYEA?WKtoAF@8~YUE;WeF0SQAr%Cr+V(Y(Mdn;dxMxZk<4$tEEZox?E=3!WK4C_11%N3Xp;@?50GRCDQAJ$8aKk%H?v`5~DR&;9*d=C
z?HBIQn(Gw7PiJ2~JiK&5!ofu>;GZt+VvLy-q^|i<&;Z<5PP=C+BJ#1asnvr0T6bRd
z`x!<`KMAePqk=)(KAm?}rs51|pu?N!)gPdC7q(%ChadrVu7^7kNx!v@+!=T#hCNwtpmsin9i<6#p6(eFH
zb$IK&>W@O3mGg3M@M(-!lG?v0y%c1lZhXb;`Xu!Eonx~)Y^mC0cpqx#^Ggs=A%8|BYV6
z-hm}3xsQOcC%@NEszv^3gnvMcI{_QfYsBrpn?73TDQGbV4V}KUb)4`n$!Av>quM16c0|H_dtCN
z=j6ZcI)^4oplwvf08!o7n^F8tUmbCD%sKeeW`}F=r0_G*1B1`1YH3#mtMj$&j
zJlwcDA#ZtA3uPGiBMNq)JZ|VWx0p&jl{cHaGn^0dd>;fS8}FFYQ_UdXv7YMWdRX=g
z$09=W);P0oGV+9ryx!G=H6+(y{QO>Mi+&xh{JDtj<;1j;U@;1EE$`idx&B0zgBo>S
zTg!UY)lrR(nF+nyT4MUc_tv=r6+a){&X%B1xF-<&WF$`zRtcgYWu;?@MYqaf6m$)0
z$>D6V%_kA{8;2KFm2Mp7C3z>Hf+AW@MaK6#rZmU+&}B;(o;S{VG+Q8nzV41$o)
zO|ianADnLQweYhz@wDXf*D0QK_u~!=<{_}O<&q^O9#nuS~EZoAu}kPXs|<`d#;K`dd`n;
zoKyaGK%cvFJUB3ufOYFHVNNUZp%+P`=?`<8o%*nQY&CMQ=
z-3)EyFZhIH^huEMv!7J#1?=kw8)(TWm0Rv2dLG`l=u*P*zn1o2-dmCuyYabI#5mvI
z_}q&2X5EwZrpiS|dq#^!$Dtto9vG#cb&K^a2I|v4ncDN%-r&F;#qg;2znPAdf3Nur
zcc+YTI1Jj?Rz4g=QZfr>=&bJraniYIo^l>m2M`VQUI|r2mZalVZy?
zE^dLxiiUjroA=lb#y4>Gh54sW_7g-s|6*BG8ZxP*Pc`^J_ppzLaqa3*342mWjY3~c
z0ao}_sZ24YN3Xv7y>fD-#9Urjmm+N67$vC3i>yEY9q6*M@lE`WbvD8e)>$Wesn#SZM(^nU7u^^_s3^M
zhbfTXNQWSGyW3NHj%3g+e9Fv36tVraH*7mA7OK1IW)04j{EWOqxBG3p9?Ibtn-=PI
ze`Kuc>(PS|4bf}e=elhx`A6|r{PaR*;5#S1#%2OPw;GU34q{>jDP1^Wad`DXcG0)*
z5Rx0*VG4nBz813U{y5Y|KhAdf~jT3DT?vv{%-f)`(EpCeK{6eLTo}03oZ@lae72*E=1siiYGz
zmybOuL7iUi@v@&Q{!oH~^k@N`z(fTpx%WFH2zZvqslsI61qaDPuCd$<244BsDIeJ5
z+>^qO&Gt)J7_O^7a^7K_+AH~rLeB4?W03czLGUzO%age6qn%iPAV=*?Q7ML*NX~!E5(u4Kj7a&P+Zd1MTQ6NCu4
z^ihF+gzWaQoL|}G+oK|OUGs@|cE7Lf3X$k;R&RwoC_aUX7I3bmUXBbPmq9!{0%0mW
z#gw0ZF@BG@R9Cp;Rb`$>9A-(q=pP0Ds@v2q_wTGg?%uUAMI1%PeJOCYG~Qle=
zG%7m{7}Te44;W6+gjh!wE;YLkG9GkoXK0pN^A@@z{Hn)29Gs-pd*kaxviaR+mijP0
zwa=b;j|Y6pmS7bZ{Por=(#Gp9%l4;I*Y~G!6smcW$TdWF-QASaD!*kLzuX5Lx#J>R
z@QJxsQ>IpK!dz1$rDr*LKMLMul|Y3fnS|gqjsfE^6kPd%2!fWyB5cdTjU{j%vcViVs*R79+Ojx~{
z)&7NbN9R^x={SS+!n1dnAQ&!Y5s$TxHyh89^|su%%&6-;&6i@=8`G>POn}
zPw_bs?{ujP|AoHo_=eV
zao66v=fc=~5iSQp!8(vzsGD%!3)(pb;j&1>alMv3UPlEwf3@9@Ctv_l!DR^rSFDy}
zjwUTGT+1_`IvO+a5R`U1CPQ0q^>p6E}EeyV6RVLhTq
z(RgO9Lop@Sxx!B
z(Tf-$IMIZA?{Y`T{s-$D68?kziNIBi)&IqKUxX!~hti+`uKh;}1l)j-rHjWo*&IiF
zq5{p=LY+y9##2_??^M^|ad;pX3|1FqElYD
z>^(g?R;XWFn){#ME-Ubshh^X8NmekU{Sg-Z;`~$Hj1iIvMmKlV+TNZ2PV~KRIoN>C
zWmw~9g(oiT{G#-}$F(efxaEWoAL~MH^{2h@o%a)kh9$FWq&(tztmMAvXL{%z8``*n
zrMVyBav*=(K@%s|{iLIZ1Y@-FG@mIO5_;6MKbZE7ODmk&`q91W4Cwl0G^f2B?$@Xp
zqgfL%M{|-z39=pSl1+C@o}dN!DN6B141B=-82jlCBg)SWH>NpNv_7b55Wy|-cw=4Z
z34Uz#G4P4_G6#YLWlar6S%1*OYh0K7dmZI8m?jpBy+@c-
zX7>L3xzupl?V6`A?RDPq(s+oaE2jE*p?a^0z$Rqgcs!7@BS=_F(lNcjFl&|B$CfgaJZQA9*4(98G&QXfVT;|k
z4RIssPR8RP*G`j;{(KidA)E036Rh`7p#mc3ix{z6Z`!ebHwhF
zy)$@Sj)>b_XEROg?Vo7H=~ioKS{lbh)Wd!&j&D=a1j()@r{VcNJA{jk9@hIG-zV(3${-=8S{
zr?ZWVuS}%&{`v>DZi=-D6N7a{iFsk9HsQ{5EUQ*@b&9e*QZ3?3fe*iP<;pR2GobDc
z(8PqrEK-h(O(45k;pUO`1Y$B1HkQy>3sjZzzZ64qoleGKT{5u>2{%M31sE^%n(o=<
z*4mFn^6_Ro(Z(8@%z+%})(RAK$E9^=E}QuU;s=6b?LY80{u19{$5NRv-hx94DPH+Y
z!9e>pQdcXE8$=^a%R4O-38U)8H}hELd&4Oe1Z8Wwb6_ziNS-o7Rhiq0Kw^_C6{Y}-
za)n(lb-CM27ZdkrwQi%b6@Kld3YIUeGHb~9%beC1M-v{D2sOpTO*PaadnDiw;~%^8
zWe&Rkfwktl&D%udQh&wzSw@2O=bR%NQC`d;)MX&$V*&eO=$FnZ;*?;3*@5OE`
z_KfOSiw)d5kMS1eG|$Ej@G*N~CW91&3v;?&mj?my?sDBv_>dG1A$!aXp$KN2)eZjd
z5pT{R^1Oo#6f~_N3`_s?A4w?l|0ar1OXO!_2O9DazMZc6Q2U}DPPPVQm8tF@r7psc
za1{*=z}_A72@1u_YV@#}5y
zYu!P2qDlJ+BlVmzl!}*8)}KGWQuA+f?0@#S?WntWQ*!d_@BH9}lx^|07S(9$vBYW*
zxduHUm^^22trwk|AiYlafhd_gS75MnjUsZU8ciXok3dRrRn-g9J+
z+=7$#1!WtCiv)f;D(3VvuL&#guKSwMb!kbz%#+TQ8Bd89X`4Zn3g-hJ93tRn;#M&D
z(_7hJpsy`_N!GsG!^U3oNzB*UEZ&`WfPRi071<0Lo8UO)9I>z2OKe`mzdzZ0jUWHs
zC%CZq#p7%`&2vFKgM7FMms(xTc01@&A!q!4t|QD9J3Py~qJ#DxtXYOEl-=MC%ypcg(!58BpLOB@jYF
zLAJ_CsO9YTZDmkG4u#)9dx{}J?8fF_8h4*@ekx~WHY{wG<=G|iTX>;JN55u)Gi`UB
zCS3cW>=eYy?m%MN>h&wzQ)})va%t*?$=Ln*rr;CMf}J8E2fDk~NbzK@JpPSde3o4C
zA#0JEQl#{5nTKV+n3{FP1skuq%n&J@Tv-H}#Vvby9y9uB;myMKPFGp1)A4N1VrKAt
zWt!LqxM7Koxr;jMjTp@#9tX+5-=eZ7p~|biG>O!p5La>v7xIfcWmQp9?cyU+qzOd}9q*XwPS*5Ry>o
zLT?G74O4B|BL~qKF{@XtcOBYB%i0SH1QHqZb9L`iXulk}c&3Nl+2(dSbJJ8jWqb+n
zyg|7xC(48~6`8?q@ug3HYno82OD+L83o{zVf)B2%b2JU#y#8cpzQ^_|t8Z3H`_sUO
zY|0inl{!u6APN+5ae30U1(G2iFjh7PIolrF=&{IzQ~4LOh?2!7Ssn`cXG0NRfgBqQ
zRNca?AEDzMk?#IkU(ZAm2B}v6l(3_+OV6YddSRoKA%Ov^kKQZDe>=2-1N^J<)R0%k
z)Xw?dqzgGk=iMEE2QW95>7%U6%k(yX_~+FF7=(;xni-)j3&lEdR7MGo!VLL
zzejX?rbMMHvq98*6-gm)u1!%@l+aN`73uOwP1CT=_d`0!nUlx8v@^fgbV=gmoF^X9
z^kQbGs2A;JJ4epf!zQR%*!tNLtVC!3{ESE2qnKNxBAtw#Q!zF};FY|%$po3aJ4+op
z;UTP1Z5xkNM;dA2wgfBEh0goXC$m+T`-{XNO*fUNqWiqdt`=(f%K!4?(n)?--z9sG
zw_STbD6aNW<4Jg1I%Mtp39|UyocVqD)~XYAkB~yvgd)+(yr5Dh@W5*9)%EL2DXq`z
z&vg0Oj>y)(@`O@yF%W5Xg@ZFbhp
z_0?9JR_V;sw%aKPvXHG?@Aj$7%LSL5_TfkMe3yb=o
ziv@BhhFqdGXIEylP5a#fDaK#tK3t4MrkFe5+6P+e(h{c@Cnt~&dE(WsNe&#f
z<+TP&K)GECofDm}9Tl4+VKs_+q+}4`j0%LY-zvw7ekuKt*5jvvlHOjfsXEN@$Q)|0
zzUc6hccQcd?J^0F*Sh%G4OtD(P0K?l;D`uHCT?#
zw`M7msT12`(dgmfJ`4w8?-sd!^*E7fXvci@=FS$~1s#Qb>Y{wC9V1M7bYqAD=3e{I
zt6KPMo3(nUiIL*i8MawR-Zu^Q4PTl83vW&ULdr{QCK_eYV6X0h+PZ
zf1I=A3;+h?K#SnH+#m%gh|TZ~JDB1cwG-3-&qm5)f!0H#>wP$QNEk>oi<{cOuSB4(
zsA4t0vH*AhbjP;*kj+32xj<~evKd-+N8E;hX5m?Hf74Hub2M?ms=wyQ3{Zi_kV#cNaJ
z@*X1Ra;lL{`IGx0ZlrY4o21!
zzaK!T(?mreJ2EHw&%YP<3d;+y+jTEiaR#IbvOORaqn(H72JrFdE9f52*``v~<~q)D
z#k9F~W8~_*PpBF^;|&*i+o9CkBuW;$Jj7Ur<@cvpB!hmg11b&YK;
z$)`vb=;J;rVTSp^K@P0B!}|33*2oRUlRyd`AnUMF1SO2=5$4I#TP0NLK4m4xyI!M7
zdo|Omx@e?nA`!DhBN9P-3jLk`Z|}LkMBEe2ya0#&{Q3K{jWK?c3al(HZYnKMNK){e
znZl}v!W^`;LS#VSQSQS4a}=(o)^Szq8Fn@pMtu9@X#d@Chqiydvj{}mrCL$;xVHQ@
zDi7EbKg)i#?I~`aLT$K2ZGB#0*0dhSJdkF}sySFx4W;O*ZgkMC_fsVHF<4g!or
zkR*o@zqUoe=}T6R#}E}?d9IQWst#!mY+6cVlB4Z$&iW&_wN3}+VWXC?&w|U%lSQ|~
z1I;=KppfO-2VSz9di$G6^VgfmK%|GG}O4orO)fXG29_p=UkUm
zNIZXI(=KOPW5-{r?!NeU+$#mKmEHhE2J_P#T1m0r7^KbU(UZWTftqR0G;7xRMO
z-uA%3-4cD9g#D{S#KPg|vpD=&>|c_%R1@8uNCnO1{EnvGuQ`yK39CFy+97C32fGlJlg~TR5~IW7PdH
z`4#ntb>igd=Gsn-A?1F^>7wILFV}artCrgRS5@gR>SSzMj~`SG8$qldpJe0rQLP-x
zsR+kIY1PNu=X$SJMd!J3ZOntc^1&#jwgM8+^?VITU6tQnX}hEm1J9k;%F;wWTT+zuAuKUT?>C_0FceFS_xy-sAhO
zMXM$1k^OEV&v1VIoKlzWJ9||n*&vqY8soci*cx!Sp6VR0bL>-rTJwUi@$qv-gTmyJ
zL`PaZ6KondS;$H+FcFYJvG*T~ZsnnhgDqu&`e|
z_%B-sHKhJ(2YAPH&^=ptJn#dgxl_KQIPZjejuOBb&j|o~(JdDeWcg~s`-LFIZ!S2v
zBx>Jop!HGRJAjUCOUO3SLl;n9LQSrKPH9K=heKy3)_*5E^dQnrTzi0{#Z{rs+bOE!LZ
zT*pRJ64b@Gm-0xfM{y|?YI9GSxRT@Ve>JE{E%f1Z0;Q3wFQ9a)
z-aCq1l+m8wT3@N1tq&TR&2-Cc%KEcrd7Q7xZH{Xzbd;iDGWzKt2gc7B=nKE(DC;r(
zS`uZj-nYjm>~+|_ctlIyvL^a$$M-dxqqkN}dPbgAa=Br<1MP40aYr^9<$Uv_hg8JX
z>xKJ>`PPJDf0Pw$0a#yV2_QqStA(@Qg_IHD2aD)8OU`mW$Nhz)IV`Jo_I(NN+nwxw
zA?T^wtKe1WZs5f*HD{rW{wQNC;vCGgS-v2o4ze*PG$Xr{&a`~*1b7?vzk4>v_p)^V
zDaXZa2-P0t>dJ-tPJ}Rp{5?LzXy%01+cyqFJbBiDshepsy+AOziqR*6$CMBsB_0Lz
z3oeb6+wJ8}Mo()Q6lq6AYvIjL6?(TRPo*=3UbXJlzmk6PUVRM3`tovX3{Fvgmua}D
zV2k3s_pD$qfNM9sNPiDB$%T<9Xqp!9g~y21-n$6aFJ+zqsl&~OZzJ1}J$r?6+=3O5
zMWkT2`vH#9I}YZbIDj>h<>wW^0L0U)WO~G#S{uu5m`sE#^&QGHb?=z|pc0V7r{mBV
ziO@Iuuh_mWj&Vhn77*nQmG!wgGKlf
zeu~akfIRqkA=3os-3E={v`*=>haGp9l&FK2$7d}X%bM^#_JU?6Vny=qBk9ye)juDm
z3$fftir)3mu
zj0Pl+qECPd#6KN4SV}B`o@P*G3$Q5YzvhOgowJr(r*eTXz)?;wd#*m*i7qX~Jq6q(
z_OEKXZeBni>d}jTc=C@(|En|j?cD0JsQB)~!mr(uK=X?EDQ%%PZ{6eWM=GpY74)LVj
z_1V>*GxXMk66c7_3su$b;@5RCdZccoTvXi{e8}@I%Z}n-s?CwJko&#vGAINrE!*p;
z7An{C29UBeo@%YrQ*%}rKn|PyPErT2A@+*I=pHYOab$TsAzYlj%zPUXS)(=Jt=p!+
zpm2b^Hx(8cOcEl$l23Er`)tohP!oQA?drsA^44;53iXW67Bl8@!Ve{3(fTH>F#%u62a$^=VPP6m+GKgUVs&#
zf+ss*YN7R-(Na1xdHm3oSk_1D$4|FoJ$hZYG58O1k=}_^f0Si7C={OZpJx|wmVZcC
zZiBh?s>*I14HO&Pe=Kj#Dq2~jSLac%u0QJqrqhu0j+fTaffQ>Lu5pxd+kV8dj7E8k
zjh}C)wopt6hqynK
z`I|B{?QAxwNK*;BI#M6Y<2w=Q@ZgCQXL+0%%q`+_?46oD_VsKQT!4Id^;!C(mrk3{
zPyyZ6D>tT*mAG1gI~=U!-nc33VqSkQk62jA((`e~TP0yfgm68Q`)%K>AW;^CBaEqc
zyyFbV68(3_*NeSB2yZN~!}-p5`q6DoLF6^*cxdS4aEvB0Pzg**0$OJfm?K1;bLoYlM1$P%V(eMd_aHpY?YQFt;bfAXV|77%i1
zw|`o|<0bci9nizjto``2fVQU%?c5Zk>zvO-t=#T2irO&cTOTRTE6Hd{ja=Bw9nOB+
zue}^;MjPU8@8dgNEbPB6{TfBr?5~ni5A#XbWlOIgyqISPDvfCY&`@m#?f=0D9;Wcc
z=ztY3fN%IOJvhk$DdYs8APk{Iw97+vTHt;bYXAh8e){j&JSU+6a>&2`D@Alzi4k|g
z!KU{wSD%P&Rw~H175t~8%*xXC70Rz6K;MC`srD_M3SANHTL2OxtFo=_um->~!)1P5
zB+HdsJaN7h!O8XtppU)xBlq`#!Z^?E+0z@No3BU%p?s+$L4JpH2xHD;-R4Mq_TbCk
zA!lJzwd*@`3^vPK9aFzD-IbKZF*5F(F4v8v9d9=6M#E^+K`7iskK$*FMCOtHx1(JG
zJfZc*5}_cnGChf2`F3a2YCr6~!V*&#@<MGke
zE{t(rHo-(T^1D1cSvP#Gy4-7Bn59u}j^v+e9s80oY@HyZl)U3!u9_eYGg{P9&|^OE
zC;xC$ra|(Pe)W2=h~|N-^I%tNqpjNEN}`PY<9;XAe)i$dm=bi0uMvz4;bV1!s50<#^N%YAKL|q5h3uc?FJ{Q`ENFgofd4y(RfQVT
zq`}@lulwNUAqAM9=kO@KF^6;y1(Vg?;5^D>-_t+89e(1pQ1D~C_+FR%ipsWQ-54T{=jQsy%^b0G7Ypmb6DCZQ7`)M
zw;%cCU;b-cLfGsE{uwJVmf_HFS}U=`uKsC5eW>lZ>@SFoQmN$-V>^f%r5+b7lUrl-
zFDlz2R}ry4vSzUD=IV}+tqk~W^e(?G!39pHEE3t%p(%nc%ZX_7-5aNz+fcdztl{|D
z;=H@x<7NX3@ZXf!8_R%`+#T#a=W{fhND7BSqI&pde)1ID%LPE2KCe&_aoCAGSr?~JXTV91?v}3F7P2^&*1m!P2to~>+>i{61-7BPwo
zgNvqPcI`X6jr|g5Ujzq@L0OJq@C7R_mv$AlcV}8PZp+XXj^fFNi@3Z|X06cI-#*
zgU`tir=`)5RvE@9
z=;|_rR3vyOOlUX!;U_1H;H6^0NhiutmnWOcYk~X!#BqKB_ypPm(%*i>-|HfC4KP-aERx}mU(HGUk
zxtCF&C_=LX!kFZ>SvhnVhHanrTWg=3FIIY*$)5N>U1@FzQX#mg
z5o2B88H9eVK2I6wfi9Rqv7~7?6P&lhPJbM26~S)^Qy<9itY12dFpS-_^jq@}R&G(u
zI*2DyxkWl3Z4zU2YC$8QAf0ln13z~ZMQwosiGC~-^^@RQzeDId+0|>1Ow$pu>%2b2
zHjz#*o?KgL3gHR~?Hbc?%AyDw?q^;^FUI+GvtY(`KXH^8iBUUXv`*s9XE#WXJ_TH`
zOa9uC^w+cPUcGOvogk!V`Wz#SIWk947EI}cVw)0H$(m*;pDD3E5C(e`D(Euj=gx{!
zfFYm%FozGa7D)3vyHflC5BzI8pKkF|1gv3A+wE}1o1tJHQ&f@1+7s;v*3MB%bl~7uxAbJJa)IAsB}Z=
z!v{JbthM=XJ2w_$;9-8kV{!4cucZIF?*@EHhwi3MyIJ7JZ&?yI15~C#yJ_x&kqVYo
z8dDZs$g#$`X~Kmg+FwMZAH&O~cVA=<+#SKan?7}R!ycVjmOak#BLbi#(Ywxj`ET(!
zt-&-xjlRXajSo@uEfp)7D1ZNzygfyh>#rvE(|z=7mX?@wxeyDqLvB7pPQ(;(bL{8j_^%eSGC!!o5p^rP&dv}B~pa(9;|bMB4H;MUr)MCVz$rEku%
zqbcO?={}@*Tsv%!G9RO_LB`RLk^(a>J;>1rwsq1dt(CX$6#~mdpMdTJ>pAutS6SZD
zG;dHBXD$$o-xoM+Q<&qo&NbNh=YK*Gp5?jDMP(fVztNUT>{e^C=Cr;i9Ie5I6E(Il#&D2d2{(9BA%n!UMr7sZJ7BHrUt6Kh<>5R7OB(L?$Xw2v2-92=C9vT%e9>l>eWKegGk4=$;{kF5X7Vg!_+17aGqSpbg(-*^G
zjBJ>Y(g5W(17E7M3bMP5e@2h!XqDJJ>A#8#Ws3-o7XkHt$OcO!*7#rkPxc*
zHYiVG`K4LO-@l*PL$&8$)Pxxr?nYePlfr#+
z?ecQvjZHLMfD6-bHnO8?jzdY9vEm%=CcQWF2}wGDJ{pzx3fBHjPa=&x!Pbvp1Cxq{
zehZ~5hQ2}FNS@w59Nr9Yc(m*`;)czFcUaL0UrjEtNU*53_?TCnO$u%wPUwF^#LNg7
zzFy2nXPqXmm7o91cV>%t5DPKOt5^_YJlR|XD1fI{UdkUtINwUP2yNOwFu%b_xf^8F
z=P|n(R$%lXhnYXT;_NotmD|K4KGaR2NI)2+WQ#1KTy-sd)pq8OGExSKQQix?K1;tU
ztik{i;juKY6|16M+i7=Qsx{pU@aRjyA7!9mLqb(eyYI%~j>scr^?}F_VH@C1dP_y7
zx&XEBkz>*ei8D9!QXfrtS;}-=a9{hSI;dC*7P_&jqOlW~xZRNJa04U)x13UMMm0)*
zIg1yE4v~sUTbgr4Hl=@0(H&pp)Q!~|=d!e2H~q3t>9Av`L((Ju!9jui(jqVY
z(8=$UN3>!lwyJLQEiY^aQr9YYKrDYp77|L~=2
zn_DsNB&njfXbJ(LeG~vB2o)d;=;@)D?~{dP@(beG^j7~of$<7)
zb%_4Vh^xS#Tlm$CT&2ciNqsJ?TQA60zsm}=d*ub#Ju7$l<8wkNUN~z#)nT}bVF?M;
zZh2(_+Ehx|k>^!-uFt2WW>oM9?L7>u$4PQ7d<{Jd-MZ6O$c`Om1B;YUbzb}U$Inmu
z@MOvVaENjJ4Zc)!-u>zL;==t<_otBH=W6`}FKxt+3r%jS%V4(1yBT{uTW*CSGewpL
z)oAL9)YPx=h#sDFKkT4n5FqoDWj3NY
zY&;!_*z>Obh7HpE2x~4g8c_Z1m?u)eu=MfaNR-9{$6tI(0rCk7tOwIBgAw!vGYgmN
z=!~YZ*Iu}>Ll@ad`IQWP{~V(%uY`2+o+cqRZYjFN?{24e@TWW<9rP~ATdlER?z*0<(!N!)I8(@XAcVQBDbENssffO1
zqF|PKqu=t!izT6NJ`hjx|`pgS04dN`!0VIozA-Q?yJ2bdp9@%BbD~Ygw^!}@d
zPuUP(jh&VT2RFX64SHs7k*>w>KbWIXmO7Vb1;HQf@jdERMHr(CWFwEh+@c^IhcYoZ
za~cU3FktKq#-eZ
zqkp}X*BH@6*+mb(FCKd%{0^jTPXK3`|K)x{v=l*EIdbb@EM3e&h2f|d8H@@wk={)|
z?Ux=;o}n7;IaiUnC-4jV{mFaLnPn@6G3`?5h0%R;Dg_-)+jyVAk0cYrczG3$STgwA
zDIRIqRa}j#VE(skt+Z2Lar3-&61VFJeC>wL
zMp9nyy6IxNdrux5Aq?(@@IH&VF4}JSB-`&-eT{L8pq*)|p@s(5-uwv#oFqF3;>dbM
zw`K;GUX?fr8x7FG{_CXnT|{485#ReR=D~v`Tw3kt8EwEld^>5=(IQli(NvSEb|kw_
z<`7I%SzZ2EYV5wJo6@K}a};;>PaHJy)kNh*_VBVCJ98*e-{Lsm(QkRJ
zFb`t<*_*Y%y0fK&pm4-9sRTLa|@ODb;pqz?cm!Xdtj(>z0!
zZLI)rF~bRnyUwzVT<|+D(3$1MyPE*tVL74hxJH8p+N~&lfb&c=0U9d>{N}5DJFMVF
zMi3XpwS@N-3AjP0*@aRk=6jU`#nRmFKCo<$zJ&LJvSAlh_taiy;g|8zx7E=ue<+j?&c790*fjE&L2C^Uf8@DZS<8(JBJ-!8wZt3FA
z3MMe>^TC3*C%v?uQ26C%D$cN~ZYa&8KJt6=C@4cDJJQ-F#k$GXgbR=EMJXJtVlE~2
zys<|r-4b%QZEqm9zbm1n`ez@MZ}t=?pJO96o1a8n=|>xOh>u>+(;RS>TL%V}J5)2U
zy40J}dGNI`NE#F5V^kqZ!I#|oJ4vJ+XpZDJP(Z<8ddG@TwOB^ZWU#??wy{8{}TusKrf(Kbgj6rbN*$CgkT
zJ_j{e%c~{ZTS9MDMJNQGlANUI*HWVAxC822yw0Iq!55ZtU>>}`G8skCXhQB1o`Mw3
zhVfi-8ZVXLHONB8S>+eVurGjj3(@jspqJ+q=C4s!pBH3>
zhTb8xcD~Cw_e@8OzSrdfbXIKc7vgF$1cH1Qi0#Y1y<-%cAyNpB-)JYP=M_n_xil>?M9BZBwRU9W$3u8KuOq|UAKc;f@}8H?IQS3c>8#6pu%H(;3tx#zm`jI
z58oCc(~*#z*t>-OjZZg3yWkQ-cY)ox97rD)59r|Fp
zD!(5Rd_CzgB)Aq%&LWcia4)`^JJtgAE#i4hj3BTanX`fiUX4P>K=(M~uDHi(d*?X`
z{F3pA{{}O&vM4Azf1Di6`4UnFob2CeGXoRYlNh1VzeS?|4MG=0n-hYcKfhD#D;NB}
zvwX+J5M;k%sW5O&6eui$0YXAR>^k$uipz@I0JsoH1^~nyFxUAr!u9`*8sY&d6@H2q
zIE1MH(--XE61GLo&3IHK2jCI02j})q$OGnt
zLkJ?h|9yn^`U?JdgW}rTtkkv(kl)<1;)VU$K2-H;Yj;-_dky4T{?6K3s;T|xj}u1D
zIis0HSNn>4nWN~!SCQA+_Ot7aiAg17pm{+J=L}L0B<@sJ)<>}nn57DoZp2f1Vusz7
zo+!Mgg+hWx`@3Wt91ynNJx+V8AU;H!!i>R&o4$~$bCbSU0dgFfkc2qn({PffxGGtA
z&`tc2uUcjL05>s{;!z+umbUK<)WZfzHkD-Z(h6}=`k#51E)j(DV!-W0K^~@r|Ng~PVA5lmjMUgYE%s0RN
zTQ>N$n2;5(Kt)4(gxz0C5t5yQYW3)BK4LPJ*11PUzLva2g|h8XvFiE!rRLl2>mRuP
zo)146zuUfGh5MKO6B1$zDda8cGqQ$DdmnYLQ-)X?%dUKY+&x45Mo4L24Xe|W+L0jA
z+1PgWF28}49HU;#%k|`{p1&)ym-%BzStnuTh#UHO^M3!*u{LRSJN>ClUybaJV
z(o-{N?2bjt?tFtlS-)8u9%=JJ0Bzy@O5?)5_Y6helb)V
z0%B`F^?<0Kv5-j)M+jd}HyZ1*%JdG~0v!7_tRYM?G{K2^EQJLZh~g(NZgFG$!spv$
z$$YILxxE`E)3l8^BXr)Us*;4@fLBN=FJrEdll)nSo
z1|RMJR1Q8vh9ZO=0d9N$&!-p<;3QO@SL>+&OfFneR?-=t%i{QeGfQ>aiv?eaJ&|-U
zqNb?e)^k0`_;@VgD|Q8snTOGnca1QcmX)qM1(f0HrM5CCuslB2W@SQHp-t*<2gbba
z`e31XZEV5uq+sB8O7-Lqj@Q032)zEtj*QR4Hjl~zUcT+VIHUrgoC+Ix=k%%we?T`5OHRYQj>c#<1r&HVd?toG5?a7y)iA#6;9z2qW
zF!(~lM$M7i-Cou3{P}GTEyJOH7&eaeN~IGD{HVUrQSbVl*TdMY0(r|a&yU1R65`TN
zqkDeisP`l~GTHpDi7%>t%3QF}5C*+n6KA_jtk4;Rr?#zdw
zy;lNbaGTIk@1|NJBU!P2k&gSj_hU>yy}cMrKd564)Vn)Q*&GLruQ#Iy!Y;!kuRn>x
zokwR+_RD=Bl8B2o6k&iHeTUzC%JDBf_LPC1bo7r}+e-$HE5bB}Q}9mAaSoY(@dJs!
zj{K?jFA}06aDoC{KEZR1a?l`_kYi?}vGKalDXf-NT&7k>dH&~re)>*|B~VL~54O?a
z5M6%~H2K5xIr=YEPvK1awUj87DQOKPQT^;W=W0nR%x$0!;fh3
z_=t;zyD4@ODS>okmHK*8#v{GJQ&#bb%vF|zQ?PlEzkRU#KpjyK>awbbr!`YNy+~@^
zdJtaSle9BqTU;6UhQY<3Y;4v+ZKDg_GN~y;rO5Tq4IQeOeMjD4HI*FR|spDT6$)+iUja3>o
zf9T4rt+N=YbdWxgbwJg9bAGCW*->$gaFf&A4QSB;wp$MTjZ#^gkc}pk&%8GSwMP(1
zy43|r1BtI3b|c$hS|OQFk1%O$k^t{LvzXv0_mzwbVa0I!tc5tGH;3h)gkK7(TE
z_-oY^0J_xl=K2aM`NBIY4}J%k2N&&EQZda_
z9A`plmrE^+>}or(Ip=OHIV~c!gV^R_rv#kOB>4yp^N%t>w&Iw0v>5WhZT4E5I;)hibn!VrwwO48vgo7#7!3~>#eWAzU1
zYF=EqnCtXOY7w?8(#j=2-*|Sp>FNtsC%O!!aKyrEDfl=$Ps5E1f_XBHI$r*Pi_N{4
zXO5K82%q~j3$*59h83^ew$@~C8<*&+{4o?XjiXOD@3o*V2J)ts^z?8S!Qq&e_^on?
z1wbE=apSrjv)KDQQ5FceT1Y6wNrRYbw(fg4Fq;?CB@mDsReZsYIX*jloZQ_Bd)9&_
zRTZ!e!smA{=IxU_o~*^^*Jk)!Ao2@?AHf?1Y>onJqK-tf90$qU_)SYJOtBOFF}u@e
zi=}strE}g(RMy)Kv3DEhx5=V$=pU`{Xvlupi>sknrrit=R9Z~lwA1|i>6A|PKjUX4
z_Sk$pEM7BY%$^@#x=tUp*n!<*6eqwS5EPqF7mBXuJxFxPo5aF-0nst8m^tY>_F-Mb
zNTEs=D$gsM?bXr@Iv{fnLvOGE$1ZdXzcc$FPVR%G&eLB#4}&ENjso441a_5z{JlbG
zS2=qYqi<}oQVyQ?+&CAT3fX+QT78cCQGk}I*D5G7lOD;vRi?emYvIqfVAdklkq`rx
zEh3@Agku%~-@9A|V&V2JvkL;Dx`uBt_jF|?P<(1Xtg<$e0r+NTP
zQ^^U9=_p`_9q|?t_0*pL8}z*faY7i(tLL-a2*w3(;!0fefkYbs3`7C7s&#W*we*ER
zy22h+Zd!e&rh2onI`-Ib5ivA{Pg_RuR<8B?{=<#VHY4heV!cd{=`)M%zw+a}+ibAj
z?@*I_L0bK7HH(BOad}w-Txjv)*w~MVE(hB1zVUG{98^q>{bw$-7fMjh*+Ffn%|qGf
zDvNEXq*dL(St?0}BE}{?$-VbQB&yS5FXI0Dj7k2rd3H(Pn4;p#{K*CD|x{>IE
z`jfAlUjdrDeWJv(8Q1o1`QKdkn|)&>_}1Pt+a)#!D<6l-4umm{t2mmKmz|h0fH%m>
zUmlX7Q+AKKSnr}CH!q3w=#U**Uo8%t=v|mi<6>gY^m!@H^JET#@4R_g
zToiiD$PGe?Ya^=#szC%^@Fqrx&#Rk+9%%3D0Yy3mY$Z-Qd@d`6L$PY>V{20{#WV;&^$y%N6~ZlwMSM
zd;`$fy%OaMUEfvnE1h%{TNY75qoaZ3z~rsc2S@W_ygfHJu(Kqt#P8r&dc)RCZ=!A0
z?O#E<9&cAJ&w
z`DjbZcET<_uUVuWLQK!XoJIDA$6n6y5v6(*_jKS|Yi;KO)I8Ezh{fiMbK}
zCjrc%hF#vT^o_Ob9P7HxIk%o+GJ4dYV&?j1t?k*OGUQ#Otn|riV5I48u=XM2hbI{~
zeX6285MyBl$*<1j{nM1zpSHr6EQBj+%lL*AWJq!@fyqECT0psW_JlsRjT!&AxJpmm-8
zoWnC0FO#XYN_Uy%MP%|=WK>@_)j#-l1i+tGAKTfZC*T&)y2Q}CSvs&K1XKusn)fIk
z1Gxu43P?0KLtyrypJm=n#@~Vf>1F-!*55>3w?|j6;Ryr;(mGTXS7d}VxFuot(osiA
z5zdGMJ3zX5W#$LGuay+}AltYm6Q0yli1LWqMS;ljte?O#MqH
zQpZR3rPuwJ(O|15ax83ku~%(u$zGjOoD5QHDVRH0S+DZGhVmcP%8_0YY
zmA5%@)Mx6DB=Fi}V=|4e(o)`g-^{W-{o}+yq`5GyB^dX!%f2;?rZ0DwD_li9YwK6a
z<>;DXc}A3KC@7_X(=4&#qRMu7{-_Y~l3vBU*Y?3Cmc#-0V8LUn_2bd60rzu@?*lc!>
z(|+m#1oE>HSld?C)jJLqIYpwmCP9#k*Bzhp6d-z@@kO#)n$qm!S_eNrO5rK1KXLXk
z^1GdPyj!Jdea~@8&b``~%;h9`rcnPcyRa6C#?@Vq;%#}4xjghXkH&$LCPjJqUad!n
zGLpo5Ecr}3R+#ZCKyGl6eyLCBtyUr8{(KSZ=G3wQx1b)x0b5bsz@=w
z8Fk@5=*2sp*Do^|zi|k+97`bREKgN7i-9-w
zSPgBii49<1&e|rEcVRiwrxMWGU&=)qCr#B1!=$2M-|RT$iU4NkSOTyUhtg(0&auP7
zW!e+xzt=#gNMQC((ahc%R89I@iC7^4ceINo>+U!LwP|;cXCd$10xw`HADd+b{8SBXWm}2Ix0-iHk|Tygh$D~7
zz;WR}hV%p<6(l~+oR7P@@_$6dx^$DSinsmU?Qhgd2VNFsXPV=Zloa$aqFp*y1j&v^
z!<#mIJQm309MNw0dGF=h4NnN8(J8+jI@o5fbjibr;^%Ugfb8Po>z>sNf|dA^5AvYE
zQq{K=B
z(&Z0!M-1luiT_wl^0Y*Fk?VloFra$JF*})?+V6@ABg4R`=A1$^LqS|bN6Kc|g3tNP)>L`$hqbw^MEL%J@13{z(pYNtlFp);
zJQvpAEl;U^>0)|ygj-qWYJVm#*IUI!NM|FslyU#TpOcF6obstBeAboyj>IqHh
zQ&B7TiLPZSS1f>JzUO)A+re(P`ywkHy?mel+E8aA5$H!G+xh%yKV5w67e=1g^Ul|n
zB0lm~!=YSxS2fN;M=^$e?--04MdoX(-R%Y{UD}7>6JWDXCW8%BW^0eMtC5{&{*
zx$)^-7At!yaoWSsT1G`R4)B`jtdz1i(brIEtnmmim*9tUw4>=P5C`H8@u~c?k_Q(Xo1GFLmL1aZXQRsEB4$A{m7rbnremqmrA#GgyYI0{Prg8R9mkHR
zMN*rZvb~vZMy;E?%GPU3t?=I|Q(^-MmBy83R&7auAU!i>&H#Ny)Z9AOl=>8Qo`xrr
zCh=>73IT5N$9Xa6^q>t^DJ+WMLxz%VUB-R~jtx#eu^^zGu2K((`1
zwFlz*0cx7JB2$9_?G9<~o4bi|yjoIRnuq~V3^HObx8$mkFYf<*<>-wsMzUKjD%XNO
zgOynYTX8F4z|;i8_rG$oulnyCA_U?9zA!5M&+}pp7`D6={pWKv^`613AM_xc52!Xi
z&yO#|bNb(Mjk?12`#4-0}rpX2dy=yzEh^C+@@LL!C
z;iI6Mw3N*zd3dvBrF4Ww4xbl`wLBg;M!wE|?#(fT_9S@T?2XS9D@cH=7fSr{SHUfk
z$_0kS*~j7gZ0Bwx_tGlpPku;m{xfWY;~KtjyyS!Z)VjIz(96<&C*vysPptI_k;+lX
zU?p=4k(Ei}mGH13*^j<6SUN29tbw0PsDK~Kbye%_F~?=DlT&JU+tB9%M<&b?
zChDNkgv>mBn@|pAAswUXskk$5#H0*+-Nd*^FL!?tcPqJ{^`Swg@Vb+AhoFR&UftO%
zU+*nl!*U;{cKNd^n%${eOB}OT0-t_0^~s86-%@wg6&K&}@XUk(JT2{J=Q5M=uf(Fb
z`2sGh)a7sDyq)E2Z-_uxsZU`m`uwz?3r4@!)~+3UpZ2Ccki3~0W=~VKtl=X)eq}iT
z@mcc*cv4ZuvOvYS(hQ{U)t5OR{
z24|y{Bq1w&Fcv!vY#E&5LN&gYo`F+sstGx1tH~~wUnAZC!llN~)TYY#^62nws0AcsSFM-(ZACOWeOW&v!{Di3BPOyR?r9OQKhh
z)|e&YTd*k3UteQX6oPlzPa+`))wyhsh-KBMli2dEy5kqI|58%~qq4HBM}!CIp?FPf
zi{R*>@?4|*>a5kvzQ^f|fA1DPZ%luhmAomLe&!fho~sfq=&~oG2*R-@wdtblU9qn4
zl2m!W;)K@E0`jQmj74PV*RW*3Nxt?n<5RD`sK420>`$}mtC{HFNfqL*izAXJ8`teKTKay-CCl&n9P6OQW
z@A4hEI0I|&Ko_)eGchP2)vN(E06Q`QZMdxaN#&2jK4o>8OQ;rSsNCE`4
zLNZ?lg-DNuk73CWCSW~%3ULj_Q22f-CV)k4!FAQ?hX|N<53s31!2$&zVUx0
zcn!iS<|c3_`lI8^$`KovkWF!jzNNe|j<=iayhN+t^a9*=I4cSP&ae01?2UPsvf$}x
zuP3%peIj|gNa%EDe!Wb{(_C?^JA9FlI97gsUbAp{GWNDNa;7r+O-QOBm~r-kUlM+R
zyPn~$DBfP_eY;oRk6r_$6dlO;!UJpQNO_;k4@={T0!#nyHbq9C_3|+7`%REh~MR2!Ac1sIoKo7>`4
z>tG(am1FKfxnIp3O1LJ84!IZN-u7vAkg=qhf&GPoCXtt_65kGnj{s^YI#!a3ta7$g
zPa}OCL&3)#`{9+)yEXaJwi6?!8#}VL5vBrU?SzK(rt~Y_9mV4FqE5=*zdpa7^uEo?
zc?hNX3MZ3dKF-VVA+Q+4HT$|P99!zc$D>uQ?OSu3?Q>di(|(jx?YO#w
z4V|m&q0bmt2m<(z{*7+6lcMCJr0A$|`3dc8`5qJa}
zyoVj5(95>HzEi5VM>e8-z=`OB2S9qV3;@SSKt|EC2G-Tf{$@By5_j6${=Z3Y3_zw|
zBvY&XuYI`zs>5CfFO(?S2pIOh1^*LW#N>eM)9fz7(r@`Itpadw#zpA+-*FSeDL46v
zJw5%Ro*7)+nQqr}F8tZ1;}WpMBB1@r=WL1khmJ&(Ou!G@r4HW=dZh(mkp$+L#x_bT
zhhwfYmuL-f%EUe4qIIy%X@%-98)WpVzzQbRv@TS%N4*@h&71NQ0qgA$II
zKPLFGK>bT;-WH;R*p#jW621<_>^Ss7uFKgaM0-n??x=3PwwWzMGg`9W&B6^OieSYP
zyr4kO%a)*v72IezPZ~DuYLtm9ksqKc;%FJN)vB3)AL%
zcqZ=g%AjTBpv86E@g&ZRElWIHXv3W5X$)Na09PFc0r_J0QA20SC@I~YGy!nLxFJm5
z57R6|);zZI7wX8WmbTLjFE=+$W(|*@;-S2y~*`Tl%GB@a0XCyX^gev}5+m`Vr2fVZIzkEuUIMDsZ#b3qXetx+UrTESM?tIRd9}az74e$^|UfKNYbCts2LFqSjWyP&ney5^Waz
z?QrAk2rmf=mDL^%bKy%n4NMzTfR>!sbE?@RG;>w$aN5wV<3EmS*xpD1!2nKMy=F^P
zxJA56w@IBkV^+uQPqrhKD{uA!8utz9hQZHxc~sZJovl4*pdO=btl`nXP8mO^wLNV+
zjGgl>IVv0tmL(~aODm?fix~B<&Z1ND#)`=TvI$ZnPYL%sYP@^b{EBQK?Xa;HfNj|c=|-{(!$mcpiA=roL%h{
zs5jkaz?;3Mlzq0f$H5GdY6M#02VHMnA12<-P`LhJcV(
zYdhc!w)nf+ki66nK3>FsT@e|cW}ME*4`o+oTQmu(aK?cTR<
zo8u9~rzb_-a(2(C&Xrm&U^2ynL3=d$)W~VqqF~6G^|=4xGa`e6XCn@2N{r};U_D5f
zxTOJ6J=S;T{j2>fep$O1Rh>Lu)#S7r*b3%_-@AT@E+Xq2@yY&#=hwN4V#LKo0(iKw
z(Hgyh8-ksDy4(h_LJW~*;yPC_&N@$Q9evsKLR48wovyR=xdus*>tmgHK@LkHfVX2s
z>+P)gFR7BXMw3vjeZb(h-We4sdaEXJWX5zR#@M@@HG#6Ud7{*HciC_`wk8|Lg-2u;
z=+MUo*zF%)u-l&ce&x-jeBZ>jWYHZ%@)N#K?20wo9|)-~khgxwJuri5ex&b1{nVs{
zaP?|fx#+;M*7`)cNo6{f?$
zERcB?MK?BAVsyu%A)bbXDr9QG{pr^!TmP^S>&%FK-BkQ_=OGU5y#UKt8Z@?QGD$;9;UOYZ>_WJ%WJb6gvVrj^#^>SDoVWwh#*JO~w-s
zwK^*Pi!m==zWX~EAqlv0;xf4PHpV+SeOTSvPI{xo2U9bL9Q<=JA@fZUl-P77yc-cH
z$dGU@hii#NCBV$xjd#Nl>1Z}JeUV8m@J=YGZO1u#o9GlgwtgNU{m;-UE`PD-JXYw<
zgS$dA(Dm`fl4@SU?lf&{D{DDTm4}O@cQ=Xj9?9RoZ~ZSFXJ^J2;TDkMZs09#JT9`}
zOMP`a!=WzsRU`m^fBvL{N|~goCSdvQ+Wb!O3!ZJ0g%Mt&
zsPD9I(`(|-J>g>LB0}kpsOXz5T<`%hlMzWmk>SGD}zMkWvi7sXY}dr6L{d+tRc=r1^WApDRi%
zcUb-Mf*j1y`39E!H+ogT^?`Hv=tEc`xg8yHWy0YxEq;+Yp!GB2Y*9xJI}u>p?{NXnm$^Wlt*n9Q6#B0z25F
z-mI)5ZUq9RyB|gNZ)xnVO
zrc04~dqjW9bBDu-dOs)w9;ioQoHRt9M!g>lh@O-jUOW%l>#%6Uw^ke#+L1A}WT>X{
z$!A}``W4AFyS7*6FyTeM6Vv|#xHVv%zHPB
zDl*$s{T6`9`Gn09Z1+GIzW8C&i;?w#t~n>z50RB
zJ95VNOc~YQkaLuy^+i0~=x8S*)*suSos%zJs#AMOvh)k!pnD^j0DnFp0C9xk*^P9{
z=pGV92+jV!|CDGC>=j{@8^DTAI2
zu-k{(Jjd6lXpB(V9+O~yOKQkUUXTrRJE0VD?OzM
z0t*s3G%+eIJS>#bIQ#OcMDj#hftubFqwOIyZD
z?grVwX4(=r$@Xlhrbq&AV7lVl);W~1fFpIL4^Q&t3z+)MlF9aOsvQA&f)HEuh~BS
zb6RJ8kjMH}pVxFHGuRHV@bPRP9Wa?Yt&R
zFp}hiXC<;}W{G(|9ll&ddrR&#u3Zxh%iiSQdajK|WhNIZ(0msgV2tHe-Hp61Nurt5
z7oA$dN(|TW6`fgRF9V|YdM=k3M`L4dfzBi5d?GVxO+07u``JDm*z@21aYksz2N}_P
zSL8;Ry=VcHI0PXuAnMixq!nT|#?*g`ujzkBCN2Rvpy%modJAbQ=m7253H;+@D*??H
z8wT987Er5q7gT2{0X%0zTJ<8KjUGVK=9XWu-xgzh3cIHoTY+a;7_@+eH>{HSPSE=o
z@4EMT)Tz^9agX6C_2Xkd5=<71uGbNY@>WyY+fzUJ{-DLH>*s#-YG&T6rTR%kBF6o+
z{zlvcWUqGL^N9*YcD@}!DekA&hNFas8*5%#yK!s-!c>n~Sj?3n$Qn{v981#dA0Qp|
z=Hlku26e+V7UExP-`scyW(X&e1n+Gg*(Y-fhx5VVc?U*s$jI?l^%Dww+@~ODR(=A~hc8xViI2ImpLBM>qJGr1QT#A`yq?4!$TYHcVlrL1$mJI;&@ZM!j!KPPOtAwDJx`~F_3ryURb$kuddD7``=jc%@M
z#DYN!Jgq94ca*(B5sJ03UBtsrVUZ7c7UZkg^#Ctz%fWXsRa4IA3wf2b)6`~1!s;}|
zPmA}p{An*{Nt`z>>8WHIA34%hI~>2rDkk^@cbl&^hAu5+)?`&?y$(4YR-?;fDmcQ$
zQNJIQUCjOrFtAkOZaKF5*(Mbvjit*$B`;nXt8qWA5GnmjJB}?9n+`A0Dy!>M?ET&K
z>7oFU!-KY;e3_qCWP3eSwC@|wIy_Y4FxD=gOnt8&>DB2iOO0awiiz5W1ZhLe;-Iux
zRaAmRdf9!jN|M+7K~`g-9Fa3W^DzeOsnWs*LfnA~Qu29Rbdyie`|wqNpG#pR@tKu`Cdx3-^XNq+TPT(*)Lb`UhX!*D@~gl6O3
zrF=vCDE#dvz)`vVQRt!WY;^aF-tF*8QFzgNnhq~Ub0xVL_px_@P+Hlvc7a8%wwe6ub5Z
znvdXUjZy?)vy{2}BMkAxvty$V%r%GC5yICH2%HE|1zfZL@s4
z^kbg4b=rpB^Pg(l=8lr7
zp6RrAD>trc9f%+Li`pnlU=kBIP0|yA(dhN&7rLm8g3TB&Pvw?2*x%E&K!_Sd3DMJ-
zZxHwA@!AuWuIx5L2ILIw*EHdKMl)3&BR|tISmRiccexOj@>XWN`>elmXL~&DC0iC`
zr$MxDB((*3O!;hRgDLT#q3xB3U%X!#wg``6_v5ZGpCJy2+c^_Q2KRoCv-Jpy{rD4_
zp?XTW2rsCuo$g4vGSeh%p4L9_0~#toU=vQ06E4EE9)nSxz>W7#h1r?e=!UX??s}eW
zZo5VDB|Z7zAQ&oOCv%EU)4Z#3{Cv*ody$dKys&UC9dO>6v@bcG`S^ZV)}84$rZ1-8
zQ7Wl{zqO=;CUOB-qxfHB8&|GH8i$LoB@ug;9y|0bnEAzJ9B+-Fi
zM681m=T*p`UQY8LIFxQ>!4KRn-|*YKv5mn#+{YZ$qb6L}d&yE1cROBxzRL+6xl&eBrcDC7HX6awXD7A?9H;;%ae-q+-Zr%62)KY(r7EhSa^S}%Wn3;A;r>n_D=
z9a>pejiX~lxjyS~qZXwdpZG>Qamqvx<}w&sZ2N%$h*%^&%8g=G;#hHd7mfNH6``o)
zMB7Sv621Fv`zq!5+?0yAW+*wbFN$Bv?{gPBfVWWBQb7o0rO^>b@jAp~#~VlnTK5>*
z20KuoDr3fn%W@5Rc)fdiMS`-)L87zj_}B;koYZk|Fc15@WNc9Tr#E8l84cDXfo-st
z_1a>R`-R+hm|}XO>#YFyC1)>WYwLcU*^1OO?!d{19)$zH$u55uKcjJsnA8nv%k;uO
zPIUzM_}4xMT7_4gK-2Js4)pYYT>=XrtU6?Y2yk}8fFP8*hyr>_Iv8*{wQ6<&-!5$(RCtg4GT-IAKA4VKyt9D)S*|=1{TLMHSof!*BmgEevLWz?
zl|VYInkY@+*fC|?RE0=@`tp)ix3%RNV)AU`>|N-i$K$M5({oD)H6HM)4=&yDy_b&#
zp8LZnrOE49(nh431b!6vyq=+H`!OI|iK~5Y=w~XNOX5V1*N!~TVkUh!lj$!%`JpqR
zwiLPlX3~9ydPNfYpQrMxCNz6No`?xZcvnjt=
zmx7S~>?kQ$9C1CaS)VK0QCQQ&j}ls2!=p
z-wE3=ob4xM=Tf#LjS00CG2kU{Q}EHuijs)nS=#r};>deTcMHstPE@mZf*3t>U%Z!C
z&5ctfxt$^k&u^|=!)-9p7ChVt`^3kJw1|HRQAG4gM@suzu2L4b`S19~Rg3dv2(16T
zcvn%6nW&va6cSs#AK}e_t7wC?%EF}igyDeJ)_$Y5D}q0RFO4+xWFKvM&rJn##{1HP
zW(fYCy9Im{OPp4zZn{eFTMsaGE55(Jl)!&>va6L+OOb6D7v-ZQJ
zrF%eju69n$T|fLX8cIGaae{9+{A|##NF&qzvi-(=kvnqi)2QpwIP!J^Wy=7p)=?j4
zYR|h?^GKC8Hk2`rYCUICxIc&9qkVsNYziWwJ^p=`9kYC&`z}3`tV2m+C_M3(*5AL+
z)}f);1NhLV|9)`ON^Y)mQhpzjQouoa^xl0sNjp$m>depat9#ve;kSe7-G`}ExWwv#
z1-UUDxv7T52e!e>E7yHf?G9F-wwEVv?*+))%nttP2NXU>7BiO-_%*+LCeO~
zO9xU98*>>D>Uerfh>I;g1v?Y1lRi>E
z__uQl0oLwLx`54jpq2O{2NVd2iU0KzSz*81uDWBVL3H$eBc4(lI74Y
z&K*ethq=btXW4=Hu{bI|Ww>y3$;tI>-9L*lNlJ+X&pV7;2SFhGE`2HS_prpsj#=iN
z#UvM6wXwNf3N3n(=aKo7nUN}EZdZ`J?%;V$;WtdrY!H0cCELM}%6VHC|YdSVeC^WCQoi5}E|QUH_r
zaVvv?cYZpfjD1wr%#;Py_j}ca2-a7n{n$CnKi_J-M>ya
ziVUX;%ce+GV(;E%R$fV54bIyZKvsZ~+IJ0WJc{9viF_j$5xP^~wMDy55`)!85yMpE
zOlZ}2BOEvSdJs?kb+$yeBpM&@;pij1D>kaFtlRk0-~9}GT$>-=g3^<%
zFp}UEOIe%#h8FSToL9!xnAsBNFyg*2Hi`G@h}{@r)2o>xiQTbJD@-Z5C@DXG_F>|P
zg?iT_E@6qcYr6yXvV}+OY@7g9kJvkUrr2SrpiOB({eD4LH?)aNJiy)m{g~ebA-RwK
zFlL*Z9{!*K9(K<79))rcR;S2S{NQe~h%&tuF4|qIXQUVpI@t^fcFE*>SaZM^ii0LA
z?5&ZAiv4vHw?j5=gV7L;y+xps4b5~%*#FeRk^Qwq%B>$RfAk9sLmmed-`5m7%Ab?W
z$Al|%jB84wYWxlZ7CgFj!>-l>2=_b}Sl>)?RWz;kb>L--^W7WKv-|uRUt8SR*s8Ur2dNdV(Zc?*^%x`k&
zyI=0^J(YdjvOJJZCM$KKSyT;|x~7#JMSQcnM+?;(FfXV24wX2wHzOQ2QQ1|XMY@%7
zy?7EzjYY&09Tg%k+i)^=YNs-HrK*P;%l7)VXaS!e(Pssd9{|xlQhBO%Xqn~s<0^tY
zame@~D$8aJv0Y`q3*aeaHc6~6{YFi-PIJ@}&-}`}Qn~rh2ybK>1+0dS#B93|QRTd^
zQB39sXGH4wsSdCC`Btgqd3)zBWWM3C5|0K(KCHsY7w^88oa>3jjMO^~%FRm5c_;Kx
zv+1=OuvzTxK-EDwiGCwb75KFaqpvfoC^pO|Y*f2um7m|)86IUh68bseoOkESn!|*N
z%h~!(1u`i%ZsHaiS2?GJBsw<_m^df=Gm<0^NCkD@8h=%T-Lo;ONL
zJ`4F!KzNNA#_YcFW_t+2+xbBN?#*;Rd;{;zOsVjZ0*VeRu<$ohR6)JG9imUnLrlSI
zJg^G{vi@$%Qp)m^fB<)Z{uL!9Cm_k~xfO7cPW6121_vHj&j%i7)BrBKZ%;FT;}Bq#
z7jxAkI(sK2H!;aY{rcb*xA`0c0B^bFHzC)D2a*RB>5giE!UBw>r8MWY8@#Y)gRz7B
z!ETU6cP3p&?#-w_oT}&7)t9B@OAq9J6b!}(zq&M7)BR``zPp!uxgB&^iHwp~^=HR{
z^-wWQ7hfqj7jMv~$vu8)AIeT(B_a6Ll=C%_vck^5g;L;$PMguKrfT9%f&s#hVz82^
z$Q095VdP$u;Jv~PfyO$UaDtNGRQ!Z08;?EiKUr1g=g_fw;lF1IU2gH;CLtxQTeB@-
z^^@kr!2AI>5^^g4i<4qC^r?ee&zgy^tQussPf?=8WvT*#G?Dm1Wv~4xB$evEP}bP7
z(O@9o?`cW}tWin}tZYaB3V1Ezd^GrFUpkWoKfG7T&FbgLim0aKo2qkcz9Q$oi_W4X
zc2KeYiRrx7DRwuT#9?{j=R30D7RBf&lxR((8Eg+oq$ha4G4{CjuA&u#G`$+wk~|no
z$i;nPm+?U*gyicR$)nCSCrkudv+lGhel=4x+6XImj#>YLpXqybl>?ah$fy+)=80w1{Ae)dx3a85qKpPDBZZaCyk1h6!PgY@`DueY>HeP$9Vkb%>QGho
zM|AW_B;;LIYuzyv@kSgK5+t)~33=ZP8=2e&op%ZmM=Ul>cHgWv)hnn)*0(v&h3qA2
zD$8HD;f5`oHJuI3@jO5ZZg#CM2DP1g?T=q;MTdxcpVzI8
z@_alQ1UyzT_g5QU?+O8d;sMn7n21d*=6e+Q3Ni}AYu_s9Tz~1;T!Tr%%6Y6m3hqk$
zdbA=UPmE1M8h=ycZvE7h;+Nmbd|3J0RDQ=Yb)Gn5No`W8AvyIVO-`W%yCH}TCYyKYTXe;hdi+5~DS;fSGCt@WvGs<5r
zA+=l&wkyaEz+$;i&>xukbf5_E8^Ner8N|n_CbvEe@^|h%k!dsvyMO$NR{;e0gEGhV
zUMB7!DM1{1Xo{L4+aIX?$Z;zI8z6uXV%5yBHHLzdv%t!V$!6ZrOL8zRh#f?0LR_9L>b;|r`YfW#EqzeHevr`=;yG281f?}KH#jgevS)pK+VVq>KUBUE
zipTw+`;QWr%9zf~rhs{r|H%*1_gOpcjY9xV>zi$UJ#irHCpo-Uf^rkmTe8;kKhm#2
z1RWq>ge}y}ET)vuPqi+#!HUl(ZZ0;K{1#<}y~_c1zK2c><}ur@=XWZyxIs=d(qj%W_+abL>p^IYR3xS#skL3yt42@Q>12hzg9m&J
zxaM*A4?mg3f)!5moQQIxLRo<&YbFcPkWN=5_SlFT)@4O_4mne-Oatwb?Qn+M|Izf_
z;cUL|+qS3`J1C;MRE-$b7O_`RwW`!syC`b!y-8I|?V@P4XvH3}slBO9Y+}|3lKh^2
zzVG|bb2yHSL;kq0`?}8S9L2BS^rG9Sz%eK=ocf3D^!Z$t+YwjW0q+CmiUJp)JiZ5!d@ux6g(f&co4>$qZA0eAjVio
z*M@&2z?#2d#ByCF1Ss_KZt(1TF9fx7J$?k+(~Yg}?u~o=ETu@*$RTJXr{)j8wbhas
zy`B{c`J5Y3-PTbkGXzMly-u{XGFd5Rc%4UIw@_YZa|n4{MsGmKhqx&7UMVri@r6qt
z-$;0{$9K3F>)!6soagt+^#!Gd)hibD;|Dyq4|qKc4RGC*G$8RY*bb=nD{q{L5$9aV7tk73_IB
z`;w^c1h-F}$`YdG!O7}q*yJlE=z_-{NtruF%vC<>-t7GOeD7aeZ!7%c=
zfJ0XQ)1-Qp=JWRbhPN(rUH-BF{=&Pdt6R_D0OPZ?N)@L+!hc|Re@B2eyzZ8DM9Y2q
z{R(WO!Hyj7t+atn<)5dDk3~R}s{Ovr-}uT-*@lcTle6w;)158Bgz{#dMX$lxAW@#V
z>fe_})X!WdJ6lR$8=UT$LZ2I81)6v-_C^du%iTswPp8E-AE^L0*1px+RV0UqPP{-lC!6kxLP0x-*53V_Snf&kR^
zrSN~#)m%pic@mq(7l_cG-C%oHX~Iq?^k9(?9vZ^%xAfh`Vle*f&o>-Ea`Tpi1HWKj
zHke441K=2G1e8=NOusC&x-J$T@LjRzO*EK8KfC)5txk4Mw!6VljQX>#(S2d)kxU`i
z1l7SHgiJ*
z2~+xehXbSO_AU}ijH~HE`3q_+#t9@~5wldO*hQfMVsUbj#*jHiJMNpv8t+V}q4RWX
zef#yEZ}Ts!rztsvL`K?T
z_VB-(7qxU3$!?zbD`i9c?k6#!KnsF=+Ud35&0d`sxYl;nxl^Zd=;cNoZuV{^8U
z_l+`cxHyQEm#pp!&)NRsKF0&NLyvefzVl0?#0$b@hfm8CCt2{>QiwpSkL~5>_9FE+
zhetrm+AnJ^mIXf~gYhr7z^kjR~H(U;x1y~@zR!V;KHC!+ZV
zCnuQgYi%-e?{tsrEoOUHTyc6R7@yMT5rm`}=1}{#c=+MzJx$`{%i&=O@2l0?z`K|^
z7j&)bENcyJg`5+`=E)=PWv#nt{?W*Lt(UsGMZZJjMGA*Z%voCsjP=56*KLi*e^)(C
zR5*Le*J4n_RYH<8Kk+tk^TtSEYnmDB`5%XusOj8yrxeE`3C!tw(y~P2_{St+iS*J|
zuWWcn85o5yA$~mz`T1NS%(qwDhj3rjY*2X{W1fRYs3KO6(4|N*{w^AfrbD*&&F{IQ
zpB{MMogr1?50MA6g+u4>hl?iU+Hz_uvERs`=qK8v)FkPGU4BY)kOaYx>1GRSS~(zX5OXm3`;Ck7|DOaeDv{OnjZ<+hrBLk**(o%T&u`w<7s_SHr!$7
zNl+^UhKZX53;%g2`OxYQi#&(Av$40{JwsMBQIX1X9fRIcX!_K{-%oamO?8;uW!6`C
z!#3Psl7vG!1o~usasc_&rEAv^X4Zu;zj^NeLmu3;F&qigMi2lL1*ecBfN
zE-Uv!hyouZ%L5?`O8%Z}2QNyMCH$B%-|!-*AeNbi0;H1@sUDt?)OFH304Z%QDafev
zF95<$NyO~_i;J^3x&jasnMeN*qXqJ6cYXggB{%;Q_`LAFaYc_w-1tEd8J`|A!0k`z
z&0C{5Fu*Ekh8t*GX7IIBbp{k6K0k=dQc`6L`x`_7o3M
z(4)mLpD7`V1tRoSz*2~kKIz-uDB(U&6*a|%bW*BL!7fQ~gorSY{{548x6IWTrat}U
zj!9op6H8)pH||QwNzHIonIY{UA9~_k*EEkP)$c;Q(f?L@Z_-PK-GQO7uvvQn73@~t
zgydZO^F{5}9|XzDLRxI){am&2BcLJ4g^-Yc8z<*gLMuSfqEu*sI_HDUw^tL{VS
zm-F+QYKQ{4m5hvyX6)zBoO>6>EW*wH@w^BOX5GmMOrkd$=-?#g9GhPq{wn;LHZ@g;
zcfC3Xja}p`)`;t#-e`*mPpe!I-`%>QSy0qwzSJL
zRUXL#vb;BaUl>yfS|LLIvVDpDndh@uGD9E#IpmahhU9N%X#kc-?Q{?$HFtX^G{fH<
zm5BaL#e}t%&Ux(F`=MCI|ICO06Vl%FONJj+2vE9H|I)ynzxAf#-GE~jWR{YEc?Gct
z1Rcm3G#P;wen$Vm(`&!JocUCXyt?h;uh-;{G@!9U5EEcTI
zmV@$a+8R^99wA4^$ER}(jSfSY{3AEsdj6(;>41KSSS5$ID+(Ls)IHvjuJK+$Q%byC
znEzh?-vn6P3t3T)Vvpnay;|o$DO10{me!8oFDp2}1Dh*N1vEt7PcuWGpFF9mLjBq(
zL1<4H?JJ=`*@emYd0leusDES5Fn~}>Lv)<2T0pW+4U)vfe>MMpx*g48$*yj>^o-6{
z;YmLwgw!n^I+MfN9(R{U%P2E#Ooy3t?1n{Pq>h~aXMMfiY*BJ+O=B{32bNak5;klk
zb=;p+lj|b!bV>u=Sm8rno7^9skam})l0+$+zCRyw-9Rgk+|Wa(Ulw9wlg_2I|E`)C
z$HSy3!Y;Yq3b?k>npb(QUa(kC-`D&jE&cfQkXuc92o9KC@=u!Xzakk(Wpx0zH)}As|Jhi1~(SkK+A&U)e4v1$(E4-=psXueyw$qTnzdt;f5(4Ur
zr)wP{tevcbgo}o(ipd1<6qxq`0Nx*EJitI><^zBu7oqe$|G5=>pbGN@nwtJMzzFnj
zZ)|e4Z4dr#GVmDiJ*arP5n&oc4^*Q?zB4Hv8nT_!H!`Hel*{o=aq>`e)w?eQ1*7g-
ze*(0yu%5kN9yz5ck-TNnJs=EJSsCayKx8YiRGn0};cs-+-n`FeE?kXIdzwkltpv<4PCjsdee
zzOD`ug;_hFbmzPfdWcUc2*%zoorqf4tA65q@bIGgBR!QUUQ=(+718k6kdF{!(wEf`
zJwAbs4_-xUeVLlZgrj_#HgZuqCL2wVX!Aj2K34O=#_ND8{z0(}#&e4TPdQ{vO28*3
ztGxT_m^vf)FX;4CIY$a<{@lDXntZ|=3>W99_osPBytV$=@@Y##?dRHEXnBJ-#!KdR
zpw(Qz8irsejO)h;f6GpY&-_No^G2T_KeyR!`GM3yNDY_mbB2j?6oEN_aH$A^({|}r
zLn+~i1bYw*uYQ4b6q4tW73jd<6@{MB3T6*nh;1^LT#Vu^)a<%S`H4s%7ufhWymgV~NHpG{jsBqoCwq
zIak?dzy20LJ0@QWVRSEfSgo{}O@YxL}j}Y7YL1ztKS?M%?(Qp`_kV*aSDg74q
z`Z%`d*hKoiN;?%y+d}^hk5DPM;h!T}B!dM9IMUj70jw#``NV4B`p1tX#-L-JarR?O
z)E~JkpY2EnPmhj#%lrLCIDph1dkyM|@0LA{ak4V&Pn2BrnP2Nx)!ZqlDQI8wuo6#9
z{Nt7H_)2{7K5Ku~9rKFQD&!xJt5|LLT9RtR>X+Q6)uRMzBw37cOCz=W;>}(~6HB@$
z3JKJ{b&LjgR1Ad)!`#rJfT4@KE6NGjxZ|)*_n@Ti;ff4-i(|e72JmYL>30p7&X@(=
zO=iq3fhdXu;v6X?`3uQX9hwd(xH7MS(p;-xkT7!W?x@uJ=r{`ILko?0i1ph&y7QiFwFYsPT
z#5cwrwUNzDAs!Toz{+LcPed5i&+zu&uGXA&aiT6~mF_FGLagio+@mq<5!ndHOkj@$38
z=)fvpm03@fdJ*vv>145mMuTWK#hgr!sJqJz01FG`YTQq}LW}M*neF{>-SC^tJI7zn
zl%Ygl^Q1LN5H&BpR!hft=lIMjykTRd2_=1`A_x~q3~dC5HzH{74k9xj&X#l!^+q@6
zJw)H)r9Xe2zo*GfW*@YGc#piOsT@O?2i#;s2Fv$wZ0zsP?gb61H+{0FfttrEJ)h4Wj_hxXc2L~J
zU}_ebIWLwHyp9Mm9HI5Z<8J?F1Ee<-(Ft7a66wJEkwhSFcF~B1z;{
z<=}Myra}9aOHZE|LZgJ5UT}r~`N0)+g+SWWa=m
zEg-t=~Cr9lB?Mzq?asTh}Wrk0LSdpTEANQF)MIh6WF1$R`=)K3o=baWa9wo#Kx#e
zlErHOpjHE4EM=~$l!afLvup3Pw9Jo(hv|6~O|4k|Tu7dvU_@5+Ff##$-^tkn=6<2Kjjgsb9
zGZ$O~IfY1yjA0PsBfXA@E`R364GQ_m3s`0qmJSp8(aT!@!>w;2UGhc0X$sV?9ZI*n
zR*Vllqv{&7Wha9dv`Kzfq9KM+yht|6HF5<`glw-B3D_nE+f=fVci%Q-2nxOK^5y%6
zGWuS@8QZ!YGCs~&(#}@1oz#|Nhe)%VRoOBhwQ0COJ#1{mcr3(Ib2v9)t(lyVBilub
zeitC#FODY(50NzTD|)a7`!VnLQm7U(H_2WaEShAvUnlwU$}P~H{y}q6#qQZLI!{7pbi${aPQL
zaHYqgG>A4{eDqw`v17DJNJ;W|c{HXl@stvnUX-_k+kQ2f)x*O9J&oh#!2Y}iv;>pu
zpL@w70Y2~P$o87Er6t4rt~i*`()^6oPdBJ|l8$uO1f9&7+c3T$ho&7y1orT`kIy*@
z-@|0vvL|;&zPL%t&zt*nmeO1!{!7Uknn^Hi6ms|p?Zzu8cZw&UvIIZ7Uq)@cOl+y(
zA0iE6c5|1HkWbMWOYXi_wjD{X$SQ{~$@P0A+as-}@Vw^*xnM-t{5x_7rI1%(8%uS!
zPWgQKBDrTTXKB=L+yi_F#KhKh!P@DQL>%<|FuFK}zZRm%Y7X~q-vd)s!Cd?&rncXK
z{M|qBwct{|Zf>u%AVpBn6OL=_yjHiez13r^p8{DtdQoq~cEg9YpC&b2$YtnctDal|
zmK<)EVhT(4chDSZ*TH7nYk0GUfKD!8nn7;acd!tH|TB
z0N3Obwkc)bfDKFIzp<@iGS)-wSvhEB*aH)rKEkFeggL=KAIbc&U)e%4gCA|(m9?2t
zL@9TkA`V(F!aT~<)sKASpz_*KJU)E8o6}IJ{&tqMTiX}Yc`wr}Szgbph{?|{MkhbV
zjpNzUUI%!dagZ(xpiW+v<S@y-SIVTm%-oOwCro&t;z#`lp0}lxKTcia#pFBT+R1CDDA;u+-<=q&SR*WcL(&@U$S*Aq(e_bCenR^yZs$zVtk)%
zpC!{%Tl3mF-~~lP0`YhqeaIHS7rpSR261?Hjl_cFO_)J
zpP;|i+DG}X^DSgTcvz~6^Dj+Dquu2(FBq9%Q?C;c-_yA!@RjDsXv``Q4#%ne7BSia
zJ$U@eU@{o)M14Nwk6CCKf+g)Y7ooB_u1322x$Nk5Xf|X0KLGZF^)i6J*rW{50HgvZ
z79f{@xDysB@z2DJg@%l^3g`huanrd
z))h4soJ-4mzCG2XFPvmM?>>?=!@2$P{N4hUJViz0u_eQpr(wi-SV&0fo5u)=qbzzd
z+6jAb(#I?qvHQSBTRCyjfwDMF0Bm(xp@ftAE;YAT{rQUK
z8u(i#I_mAI%j{mpWKDa(Zg)2=gDZn#-p!(p(R?oLhB2%3;eG2GnyptiDAaERESJr%
z7iec)0(I(1aq*pbY(wF%!G{a?ZbDvRci9!+3Y#`=_R8X?(L&@SG9JAM7jO^*)M_6^
zXcp+kMLE1#3gN|-%%I;tZS>1Gy)JVRBb9@TKXN0-x^|ttz`;Z+x<8!E08h)OT=eohU+Vwj$D8sNWi7()$a}XS>fjK*@jh4Kz$Ak4$9(n4<_teEL-R?e)gPqaeSUOWXwq
zaH>0I_*VS(t)14&P{I%goy4nJ)vx9RnQzZ0^c&p*T%8D=Q>;HIGhaWsnkB5CP4cLJ
z15#HW{He^m50E$3nOhXDYn1@xFcn5>z{e0^T=a(g>nub78|HSGAfW2#OabD33m)VM
z^=J4rfI`qFZv&>#ZvuhcNL8+Eqc>1ePIUfE3lm72tIZ{!cl&+0x|kAZzy<>Cj8`rI
zj$V*c@661SIYBpgG|EeDTFg$f#L2Ev$p1cGrZggg#pE;esJ`3!_T|f1_Ghib
zA7c*3pEZkVA8Fjw>byR&Hp!|Oc2K3%K%_-_1Vv7)XSNn()Uee!HlMOl>tQAxlW^x?
z)<|h3Y$Gqt`BFGh+Ks9=QnDa2RzDh1z~tlC{i*7-BYP?(w@i7+I5*-d!mLFOQkQaz
zS5O(d{&DsCOXe`rw(*-v4sNXhcV52bsb@Zu`A~gGM50b;&m;O8D*p^@<*~LcF_jw7
z2`)or<(#5rV
zQ0r_=*Q?LD)%)VM?Z4kgnV8qVf}bbD9YH>JnTdUD<^dyIqEb>jqYGwYdHo2;m-Zu;u`2pj>R(>-9_2J
zZKM=;1Xoe#0K?_*Ribdv2qsq#H7M}7>z_WxE2n!XXwO3^_$Zv-pcx7NiqIuUEa;2)fL&?cS
ztccZ^!ie{bZ7|2fV2D3M<@SfSSaye)REhoK_or>OfzdEBmj#H|TA4}hk}l$G3l>k0
z`ZAW2rX9HQ-i7d`FU_Ra=Qrs0)6D>N8G?xsOalLmwldD_op!x}
zF^*m@_O!6$96A{IWW+3GG%EBH;x`AMt>tgXbEQ(=C(lguX>@y;WMYC`4Vcpk0Uyc}
z-BGC8E$8O-AQ5eZsBk+JI>WGLlw1pkQ2Y%^epZ>C>dDw8cPq};;?}j%IpV|aJo@mw
z8d#1zk540{pL7jm}^1M8e-<;kLo5TjLIkZ*Q79EikflA4Y?5i
zJLD}n&L}#D5ncZ^?QpMVXpx?;sJ`j+;_9;f@iW08PVSeEdNVo=Rof)pUcKZ1x%Afv
z^06o;=48KH#p%b#Y+R*|OjGa9!@C0b6?4W;z1DIcyiXzv77bpz@zIxKK44_|u+~L$}
zI*jOaD2SH4zcICV5TeBbe5R@acx_x5C>*CmvDFVmz~h%K$w{sjzmo613#uz2QC!t&
zCb3z;(ayoULhT;kqLrAkT77IG5*z_(T(>-XP6*O_Gn0tZQ^n$D+vV&gd75zrVqDx
z+lJT?vl}SBT2>v1M!kSVxSw~$>|8`M4?xqz$iQSQ1}+ztZi6$4$^Jr_p55WEhJ@40
zMH8ZH7JbJsl%H+^uH55`eWQ=3`4&$8dXN3`~>a&ONDFsJN&#LwJoJmz&hB
z_J*5?J(ZhF<`%o%mg(BK+{^HRDB?)K9GfxwRN5o`+MKy~!FosPW?H$lnhb{QCp`cB
zFAg_r(j?q`z?8PW+CDdDg`4LyKVu8F?T`6QHD-T4C#KzSbk$zNL!lB(cv|E1q(4@N
zw;O619+!h)Uc2~?B!>ge$n|I;DqpzwAb9gmj!&C2rFt{$HOSLE7&VJ;(+=Jq?dGX*
z8y|Iyd8iq7$Mb5lBrtCQ+?IHoT!)d{e-~yr1OwPGoml~*W-0vEZ`1|V&h9q+wlL|B^7Bo{p{UmCv-a&nclHHb!vq)U!y
z);G<;Y~H!R?2Vlaos|~J
zKjTXCp7x*>2L*KXa^Z8?GM!}iZ@vid(ljgo6d!`qWyQ#WpSI(bRulNSS&
zd4Tjas?-)ib_1vu)zCxY-_$plfaKbLWr7q?xJb@R17^&&=>P!(0lQoR>=4B^$^LnP
z)W+%(uFmub;Xg(wy_#?UtO*2L`|rE1N*+UOrX-&|b3}hN55~M}OrCO?R}uoy&E4;S
z1f~Y~;tX^_{b3L%X!~5{IcJM-Wr+2&P#wAP&~$N1(W6iODRB&lKK9Yk!c=s|7cB%s
z+ejhcyH(~E9GU;fb9CV8i~E|M-{RXkLu2wE)3!ZJTDg}gyqU66owmA@t_v{pnDfX(
zHhJMq47w}4Og31*kh>voM)o39jUxWE;&oRUEfb>hR~}oxaA3?IzrV_DzNk3^ZdOJ>$tk}dcSG$jULRYvrJ239F!W782*=P8=9FE+Zv!O}Q
zQO-<%7JU7kZAWcBk%@jPsM;e?7JqnL#)Z0UK<$iH+F{_0ycAuM!IwKOm($a=8jE^J
zB5}T=h=ig3!IHUj4W6KL%e1f_LT4_g^-?Y_K6tO%10`(MxOzkyPAZh0E2iWp&%tM}
z6@cdKlD4?sjKA3NnrksjgYyfLKtRH{t6MeMc%gd+s|--r8Jy?HatWzMV^<#+Gsvk=R!qP@dNncdJJSJ~A7gZ1k-rXAjtI_CP=ohhOE
zqd-Sj)lAq8p{z%k>H>_;b6J~6wVG;<$}qQ7RXkf~uAm*~@Vz`#fQonq`3SxwWI!o%0(uv`)?y9rxL3{Xk|Dq3
z0PgtwR+-keE8&5UY$N{Lu}t>`ZFrt>>;QOTvU=?|46;2Fv4Au3Y
z0R+SL+5ftP{|KAwzkzb`Vaoh}8Me<=DE18=Jo$!gf##_`$guiVcy&Q>?TNGW$xgY<
zXmGRBnF|zfYIpL|y&A$N2UmQSinZ|>Fy3ob0WbR*99rtT66Re1as`EqPYp$w%7mnk
zTtWL6oe*Ig1(3GUET6e5j4~tR;HQL=SlZ4TgDRxa%>5!cW00x>JX2j+%wmPOHEw1Z
zmzP!J+in#6`H23N>`>?sG*7z6R6T(Nfo}v$2KdPrJ}D9C+mO&TvXwgg%%{{>L_O2)
z5uSW=92LiHe?gvmDSen@Alt*zqpNU;jIB&$m3xnb9z?EPjiZpS)EaYn*qhhuZCw@u
z{_yyomjEqwYqXF|;Chxu&1;EQ{!S>~^hb%w`rm$ITn%z|?)BYy#Cy|O=ib@hU}F$r
z7=d*O_Zb;nXH^uz<_T&z6G*=iR33HtM8!@7y&AU1RFEv_zbS&kV+un_g6G-}%;Rj*BKN
zRfmi4q&|?7$B@2LUL$CjBtK6$Yo(81G2%W|CH(d5_ko=EZ
z!s+3wy}>rh*`y^}R+Vq1wlmgl_}J!doB9}Mbz%1uXZ*pwsbEh02yu*BgJZgd4i
zg>FGXBNOr3goUO{)1bGjMH<3p5BEof9Jn^3ftxUj=w+d33)eXA?ac`T5wyNqj*;9dmlQ|d*iW7bY29SN1dK=7<&!r
z%Sbzn^do|~~
zJkh!J@SnopfoF&05^crt?o2Pq?sEHV)|iYtkqdGiPRdt)*;RinC5eI)uM&M%y}sOuAg>@+ADU!sX|pYYoA7
zGq^>MzWaUIx2gR*EOYjCC1%M#b@s1xu#Y$9H-mberGEr!qieT4{m_}Qv0-M$bwfgf
z3tN*t7kqiuYM$IB^Uce1Dk#|pCd=h2t$;ox@GsjO3Nt&~BlqjRVt{$(xP7QxK#3Wj
z5A16VYQ&2WS?YoXa0XL=;ayGiOXMIQvjLzF@bCZAx!q2(fcDg50S|S}2n78aupQB&
zk$gBOyHDEd0b3%?0#>0GGNJO}LCfL5##H3{uvis8PQT&A#T}R~zAgZyD~bPx4PePy
zv3_3Saup*2`WD4}?5uec6DcgTDw_#gE!rMi*em;7H2@X|(}00cS~~p{wAIaXw>4?Vu?tW&e-62+1`RvmWf3MO5CmIAYz+~s-E+!*a%p4fJDiyfN
zr#lZYfw+k@Qv+)zJufq5Q^Z5xU2E;28E2k3@8K`Fz^?nXew_go)T8=xYfX1~c1?8nV?w|NWb44wnrt_v93KQD6*8^g?afBq^Iv4O27?8c(*rgwMYHh3
z>Fi2QL`Ka4*!)sEdB;8I@>KcD;4rYuA1lpVF)J@*)huoUU;pGI;fp8glw0H#N3RGv
zH%N7MxdKVC@DN{LO7erMjW?`fXo#~-RaS2(IY*KF82(7XgszT)I1gwUvw=ejL3lO*j3;}k1
zC1*@LgoxRo=l$=~Jg=kIsm;Z^NTvugPLsm)PyE9yMBg(NvA7+CwwE>A!i>wz#B6EK
zMgY~EYOs1Q^ntMF8JCn--3@!SELOeSf*8j2Vug_lR6{oy_dT7KC*Yu2DhJQS#AjpM
z3y|+%DH#zD>36G-*S;LWB&~;h%hSmMmLzI8tci-`D#d9=t@74Jo{k)MKh(76?yMLL
zXg?uzr3H^wosq*_*Z*dnY+flVyQ%l2Wo?Q@Hew4481zOw*Cc`)o}>}5`vUg2MRG-w
zRWbxcuKk^Bfy$La>xFpt=k82?D1;D+Fs^)y_LRKUrT=8-P5tlnR{geh&vasui(w%(
zrg^ypl3ocb@UYOR{{ZwrB6`Itb=(>ZI1rA+$Uozs#YO6mwh_->0Xfr?^hE3*8wQF|x>kBx
zajjv8-GhK7hW4BT@LJ|}9q{dy4Pl{j^GEL_!QXu^U1ohyw4jHI3tqjm!3(Zz;qFN2
zEH&*6=@ycgMg5BrFPmVT@o-@YS)J|Jbv0Whm_fiB#Ep(DIkg++8n8PVYndFTl~aq2
zYRZ?A*miR$uHDFozs86{UKvDwSffKq`6)!6s2~Iffy&j^K1JL?V3Z;%#;dc?mUJPF
zd{L$bR5h1R#$zX+TL*z{!Y*}`MIDDo^L3Nu!O3iM#GQ>_zo2d_u`FVb*=YHNsfanJ
z33&p9Iy=A`&bp_yy{xoy>;o!j
z0J!4mOjz|S_Lt0Rc$6;I3=^nYJ-y#fA69x)md$-ujJhg{py8GcnseUY`?axLpH4TI
zYpt3Xmz!49o}SN`_f+<=W6V+E_yv#u70hrkD__Q>$*M;bGgJjBunP#7`;f_^uvm0{
zl3<7A8kQsalk-VJiPqpSHDEl`<8-d3nu>Vxd>#I3RE7O^98o__{_S1eaS-A>TS{xS
zLf!agrB!~O#Njf(waT-_L9XZc4!};MUQ|ILx}4sKaLSQSzY=sh=Uc;N3)0~#Vj(Xm
zo!y(=kR|vU?g9IapNbWS6SV4O2s#E>G*E%Wegq
zVq6=fH)KzH_=IFdL^em+%qsl+>$PUBN|Cp_x@bN}V?%DYeyS{r9l1xw-F}k>q`#$+
zZ>xPbu01?@;F*{}V)z)K$lY-5QbG<
z`}~0`&4};8&&Ks!q%_&bS88J1h}&{*T0s+USVyO-*P`B
zmePYvg-4TVru|rjBN^V}oYjW-+(>90@Y02k|GwlPpTJy+DpDPLBMpXlG^tPD>n5ch
zUtHo&Cl|79+S@54h@MXf2ogbbk=6!}l6~EZH_8oVXVr1Xm4WE5dkx+p=B^USt$lPB
zfhTmyzfeB3VI}-d_=DUj3F;p;BdFHW-pNc~LzcOvs2O~DFv8o6!iBF_8+T2z3ZPk!
zn*x_JzV?vK0)-@mq4!-=qraJz17xb{cwwdh5wH)RvM^1+-Q&-6|CkNC;eb>5)B1nD
zfxyQ^!RI3X>~<6ZwfsxNEBYjVj1_=aOb!8k0j|YAdu?wOuo#_FFIVmcK!1+))Pz1?43&I
z2`?pSmt_toGhL)WN8b_KFW*Nsn)663UIpWY@sfrvelyj=Lestn&c$5uy2X@r%k{C0
z6&mo7^Sz;`M!56cHgKy*mM{dpyb?*h#|*7YhM&UHc8K*KKE6hU>
zNOR7Dl`l!5w2T=N!kwlP*%ijajbOrMrl^(eNck2YAMA#3114GaFhXM_=3y|tu@80B
zDgz(mp}SEA`FtGf8zm05Vp;LalAx{
zwBjLgR^SeS2Se`xQ1RT4hGej>{>gZ}&FgtDUm8lDcN;#s>(l@^_v|tU9W3jT+A0_P
zi~IfAn93#YsPwoBV}k-tzqwQpX?O^CY1+)CQd3jrqS-9rBzelW37dG*fOk8y1&r`Y
zcyN#bDxbP_-h@IU$I>vw9F0FdbWs~7s_&suPm@cF-EA7=R;zZ{;L
zy1>^dvb=vr%i(fCoQSDqy4|u(%%z1o
z)Ir>5VqY%b4+lZGvdZrlk;Z7rJ8pGkcGdVlahsKT+|Pzj9UtC^NYMT*>9<;h?IG++
zShGswe-G7BUxX9z!Ed*C2qQdoe_Q!fO)q-7xjp&OdHILG<5!USeShdjgPz8S4ZT!x
zTsj|5rUBq_*M-I{-IbA=-&22|8)L
zoSn-qMp3ocfq|ya8|RVhKZ6P0_~C8pr!zy75dVkWS~oB8+1*c{9p!0~289$=8rJ%P
zR*<~&zf+r5uu*TkQ`UkbVkghk3ZsUCy1Z4~cB$R@KV=Rz+>nlDk^eGVjjY4iKS)UA
zydfhagRVYvT?B|?-dz(dEg`dmwH!@0G%+t0%9uV7ik@?77Z1&xXeGXE0vc|wJ#M7m
z?k{WP{&rQLi_{E}J)a3en_%fcb^UR`^auaFx($<=FF{<83crzWK4&rw+ImM@i$WM8
zBrJ*Bf0~QXbtq{Pry}o^Igptw^N$bw!)tLc=jY)FuOQ7zZ9{k(!FhjiD~K_W7?{v4
z6^0jLfHmVpyf7Snxw%YfDpS)D@o6lOKX%LAX*Fur9DKYrth1Ax+jt%}i~lu>cWx4r
ztsP5e@(??{o;?2xEp`+eyqPXjLof4cYrJs2e3DKKyzEGHG;mdivGfrjaBd(^|62T?@2BQ+1^qW
z{u+YY-Gvir)gn4C=e
zfb>&Z9qQq>7ze^Hj>uAA`HvJ*ogvAJ9ap)#!@tA3BdYme(mct^b#pgPIQPldQ)NDzl4rM;jn=@0zR&&`3dX^x|}MK$bu<6UHjaiNkMeCjx(u%LH6h>Tnz9f5Y6s1O
zgHdtdMP25J7Vs}n9oUME7t&jay2(Z!EME}#SGBX!;*#24LD-_i)Pu+3joir>csdP4
z_lcFXe#hIp_t_OHYb~}K0|MDTJXqU>=RC534^fMqhKfi!$ISnsPBS%397-?Wmn7i#
z>#x|cw!s8hPAkISG3^EnVPgNvG_CDEJDb%*87GhwW=|g(;uQBp1ZJxiRH@%+$(pc$
z#I#S9H~48N+_O~3%aQ$j+<0-ZQ+8eLtudPUgfRG2aktv*tk!+3;Jr}OE$5K@fD$)Y
zi0=UsLRQ}7H}^pn3jnQJb_rX=qh^R?$rxXw9X2c1A3p^5YN;F~Q;~RJI<9T&BM?0%
z0v&!b*O&GWNobrzH9|-^D1LsQaob!nGqh2k^2Mf{2(<9(ka0hDOi1|rnb#1{@bz*m
z*}6b-{xo7`ct5S2plF3?Jg-cf$0OHsty;nBH+5J$hKYFV{3ejs4jwI5YxUH0X+78c
z63y+`GZF76iwk+)TbA80ACzyECF4E0R+rna2Uv62&7Hbo&v}C9_niEr=X3YC6_jGi`je<3Cn
zBkCd=xfkOIW`}gNST}aPe~|QRzzVzxugLWkxJ64@7K44CYR|YE{Z(Z_y8w+ORUtkW
z#66QKJ0~Wr-m}89fKY{ElFY;An4*qW#Qs84wf8%=6ODl
zZ;Obl7H$0{zqNfPO9=0fk~5n09Atu!Ih`@>t2zOm7H6*)zSRU*&H{1wl`@kh0hp`d
zlD8eJ4ki^(sR#l1<7xXw;5=t1HB}DaDUY)!+&5Hzy
zLyU0Bm6!V)&P+qXs|NMp$68$A-WFs1ZJ-wU_kF1ud;B$<1E8hna$!Jh6VwrO1B^*a
zme3>#a4DrOOwR=}U)?>G?|IS$Ig^`P~B2S9pW
zJM!{0G?h_&5Vx}}>UmZOJyZG}kl>mGxdE4T0&PU-FMehX#>S(zwu4VTpoIcAob{r$
zovsSLnS$Fx?U_qjhVHM=yT$wrmlle310r*l=*;ll2a)O_*Zk#W6V86^vhzEKD;v>>
zW>B1AU=jX+%x$leTW29e=s&24nBLg3)-d4L~C{8w6!wwUIA8%}e5`r*7N)!}DTDp`F>DoqzASf*Z@F+iHrAM!7!vnQLL5lL
zvM2N36l+=C2{tUx^F?{%L~5JW@dO-k32REY*n}^QdoB7e^Eqnb@?c&x|I$o@_i
z;eeK+%2(>xCw>+Vzk4Vse{Uqc*5_TV7c^T62;)$7XoH_fO|CJoE>a(A%JckM?^tY0)O0rN3K-SCw}({hR4mtn}Q%Vm&1D
zJITInZPq=r%4XM#SzNno9z4JiWxsQu@@n<Ly>BY!TFCY5KM9LAb
zP8!Q;I+Z}1WZ{{O=>*6bC7&cBDJurS;0Z8cz4UvJJ
zKj~Ftrw?Y$Ue0{@{sMQ990=vy$P6UO>b?7dZe_zNb0~%3P6Rj_2(P$v@z^#bq66B-
zo>@rIDnv)dcKeOD;*G?$?RoSV^0tz3l6Ym|L82;Qas%x^Jm*Hwv(~r?CZ-bp6t5L3g>J_wPN%
zU!~G|w%mDnsvZhg8@twWRPEA$cWK3!j(eHVFkOo$FA4N#@tRX;8jBL#X@6$3M-F-x
zIy5ZDSiy%|Zb~5wWA9CJNgnbG?Y95^e&0!Z?ktD%%d?_%2=&5#n4p(Os>=gvTjCkq
z>ne33Y+fKgpRo+WG(F}(jnO9#xYT_}&NFqz6gk|es`0GbpQFOoxtomL^F;H!_W@rr
zswQsjR$^>eD3*@%2TJGvNvp{nPko3BwWck4V|TnWVQ0T$>-Qfw|J#5bhLcdB5Wod!c@h)q3BiSV0Jg^#Xa{<
zU{e5j5TPxQytD2jAWExT@mzUpaA5-W2Me53Bkn40wiVnR&db09bm
z>8gAZk~(uopEzd4(D0zd=U}LI@%=?{mCJEd(CDJ`=E$8L(&e|C`3_6hjW&6g!z>O)
z2{~1EOrO6aOOk(S#J54z#A|geDPQHW25+X@_R?F^U52{<9Ul4B
z@%UOWGBj|%Ndp)!3rz$JSGmK$wAm2vKbPjeerYMwU>fivtOXz&Eua4qfa&wZe@hK!
zUnqUTiXX#)MhiUl&jy}hXSVq-_6-83hKYfVa{c|Y1!VGh6MZ?eT3_JP7R=@{ee2JO
zI0QlZV4!l0szPj5x2!{M;Q#?ep{e>^>~eRp1E}351penP@$Wq_lKSz~OdFM;=oTxm
z_kB$BV)FIcy9}leq|8YF_#8<2f*ly?&zSWv`F=e
z5&Pr9Y@4$f3$S3nK+W6w+7HmyKUAj*qFv-5x~y61)QC7-lU&u4JH_%aYO+(DgONhb
z=dzN2eot$vuEx6`W%rScBv#OS?tSWR4#RN`-99RBZNCp;>q~~>xN#{Y*5D
zJ@{Jja@e}tzzkO(zS`LHs%F1&;f%P63Yg1BoFItbv;c3W<9g`1ZGH!S+A6kjziXd|
zL!!$=`|ZK`V>eS~OE3#C5j#lpLb$&dVKF>wn$Y0!WEh`&KB=|Ps@1nTT_-^qAa1;2Ou^T--F~1MDBvkSugARjv70~_5RwlRKf;d6<@a#83
z2I44*7ora7_5G9Qo8*FYE*my##+r&@%Qb&rP~`?LaXh}?*XP9{aai?9C*lRk2cI=1
z74I_B<`pAp1%(~mO!OHW&itw7+LEvtv1krqwbh^{mL);|QABqcJ!dh9R6U&<&Inrz
zehRdSC%LJ}U@|gG$Lyje?ha-sspO!gR`@)4^ETgrH0$Zgj9r$;I=HgQwevu1k6$|9FYpN{$L~Kf%*28c~
ziKxkUrw44o*}0tu`bG-)l9Hag=5UvH_w(RsIT8Wg6fmnH+-gE=axuXpBobzfaQWWaLJGgtA>tD??gH;c1<8nTZlt*Anz
z3%2M6azF?6rL^>cArNwfU?f%{hw_*9?T8OhO431+NxMmX2#BMkV7qvz*B*R$<*NC}
zB|ZF+!hQl~qAnu9Q>XlI(1Ct6+$FribwnM7U})>k)|KdN
zG}CIn#P9zZI2wabvU>`KzUbK4@<#jJDN?5})R(#Lbo&_YQxks-SB0M*+hViuFB+@(
zcw(66Mz{R`yo8m=XPK40zz^O8n8(0R*=Tv}?b8M;y?g>ywOJdY1^+K7RAH1klk!RK
zB`4a92-l09qSf*U#)Y=e&Y4Iz`ZoD6Xk-98-W0jrvU(922W8Gc2u?LG$Txyr`i&yc
z>OE5h@^JuJWZm!@C0UvTKvWbS0S}XjfFi3t>R(VOxR0ci#n|9<+-j55H&t+%AWvOLe
zFT*dM3*7g-V#p#!${m;yei9e*i92RSUs-adXD!!xWc|DLQDTYMkIABS{)VGxOH0nl
zoA4|-x5@RnwE@%qxl=F<4xfxGNXYKHeNm+I6asLml)q;eJ{TpS<8A(S{1e)7-))m4
zd9pob`JE^X=7KBuUd+ogjp%biKQ}o~egp4bSK>U1R9$Emq$jJl&D8*7vRpQHeKExh
z?=L10nv`fj_Xl%!s$2a^*t2u^p*OH9o0Nc-<)tQ5v~p6eQCdk(+9Nj(`DF0gh^7)#
zgU`CsA!h6**P>(&#+hB3*2fntukYQMUOoQkgIPz-+Tmjv6tE0oOf8!S+3N^QlykeA
z#6u@a@iVup#b&>S+i`yW_{}`k(I2?;Hgbmg4+Y&O5Xk)Uai_F%ojV#Zj62Fg{`RG=l5qYAFGWf^F;OaJze^N-65c%DW&=
zdWnv1sN0rz6kBKPTXk?OY8p_Q9
zSgZQsEL}>{_(@f4$z1d@z(o+p56g!i9F{-9_C
zWfrT{Mhm)g3eXY}ng1K%32a3I_(~cV<38XNpW+6(J`H^1XTRp7M%?~|d#Z|q?H?Ck
z!b=vGxD?KxTRpl!yE&q~jrKW56u7y_!sCGJM(-j*1{L_j@*dtSzx!HahuEa<0WngrA(CF!MaU>!94C
zhvu844na!D28I2j2{q<&v&9h%DFfLW8oP_doYH|3eonfK3Q-2xOq9#%y`WYD7-RN~
zp0?L1n_!wZv+p-$dNYge+=0A|^R@BCb!o6ZC2FB*C0dO7LR2IbP3S1TAY;$Jo!Kkh
zI^iErdwkK=`$+V=^4hziEw(alL~n)*meh)Do>Thq;kYD5lGunqqZ{$W69mD`BdeQZd2akZ^RQK(bFMP%rx5?N5WBTobKc`JN!ZrQU
zLg|P`8*m*!H3T#xc6jIo-k9u2P)Fr(w#jG==!@UvzxOTbrKPWRDDpe_<|v1fyOO<<
z_{*p;#ZESi6b~^RaU8qwJsFsL%NIcTj^yLcQqB~KqKzY~QANK33Y>uZdhP2Gy`H21
z<&%OOA@HXU+Fv>KvK;*~X`+O_#8bANaW~Fi^a?~fhzs1-jQ1bmePp?M)XeM&qoSmj
z;7t=BisBxhMf!ML9Qy#N6J}31|7$W3zdoi>_hA8Y$KEO-#N8`WiA0&Gk2p2ecj3wM
z;ma}u8tI?r2pI?>+SK>Blh%`v&d~zH{nn|!8sf8hbR$VhNsV?>ClmK=4q=`pAKqBQ
z6`yU2&lvL^yGyAg^^Owtoz05Pakr9S|F-6o{8^gG&xNv-9@broh=VUx&msUNWYs}?
zOl{+V&Nq>j`_wC(b^b1DgKQlcf~xUIkL#4AMz$z$(tlpCly{1NOwn?PLkpyNNB}Kf1#gWh1j3?>$OBkB
zP6ll!s&N@cS8!Xo?INtJryvlaHG9#qn<>{zuY!
zv~PguAdgi32+b_Yc<-Z>tB?YMdYtcUgia5Al!#*oVzcyDd;n{;6&s
zhc&AI$SziY)%B-NO9@Up?yEtq^ys9GuNGl3`2f^E4!39epf$hu+JO~$x3?>#&5H+A
z!Nq^sBcku}!#=@a<)>NQ`^ni{Ttl|^>Aus3@ccLULoY&*aBZF|Qb?8))HJ%BHvEVt
z2Mx%ewL)foIIA=pFpH}79j#LmeS=r4ZpvyeznXpF%)IkL;y+{(@7t{%S9>7)Nn+IV
zyo0@U>616QMB3E%*%-;$-r~XW!or3z;&ewZ8Frlg;{5(h)j)7t^_?e*mB8d)`bCpi
z&XMrgl%%%4LJ77v0jGLi
zixe@fWe7}~D6wbGrT!!w=G&e>pD7|cvK%lOTN1@tUfnxPJf>)Cg{yG^?Vp
zr|O-^N=-k#|1`J?!gYB}wN%@`sU-egv2`9}24WpdLYEZVoY3f09
z5;|MdL6TDINEw4Rs$S+kge0LPlVPG3s}SHThsHFy=s#5?XU@+v2AlVU0AIsGbHDou
zJoA&6i`<3!B|kr2IC|t5W0EkQ`bLOSdAPdCaf|1$r%y9_C@U-lw)?eUukn=i<>}i8
zj*Dy7?+P+1{fmivQwhU9q-nC^v=QO;Jr^C}R4_=mQn?-Y9D}qI+IlGOhD?7X26wCM
z7m&nVgJ+2WMz$}a2OD^8OH?cfxQhy`RKbcZYY|Rgds0c0?bCa}}G#rrBs264x!ES7M^@A9V%2C6GZY}xo=^sDuqm&*8N&T(
zU!w`m6P8kI954wQx+HPYEbweRT`W7fNPofpL(JrT2mN#bW;ExTjH04+HcN8I94#f~
z9wOHni
z&N{sPIzsR6@*lDwrZDDMB@O$>l=TMnsH@91eD#x$Ac!=L
zvZ@S&pQGZMtlJ(Td%Ygo6o;BBIQms%8*yXVW7}3hBl^Ye?wf)|aH_?ESBv0JqJEyR
z>Bei4ZTl%8(kr9!!Fq$cJBoBuw2V`?LJ(U4zCa_;ye3!Vesr!~o^7-v3Y#5T%23#O
z8-&(RjsBa7kz@vuRi2@SxT@05?VG@g5>w~xq1KTdZAiT2ioDP`}t(Nics{oxR>#mMwTPJ?%6Em3&;
zR2W2d#K15o``{b){aN((POUrf>b!1-r|`EgVLKjOFBIEsze<+j0gistMKw_h9I+JuWobmPD8Tja&OLTCH!bddvKI~~FpM;Bf9IK?L(5#L@t3j;Gr>iu?
zywNDjvGE@ypTF8JgOnM~>|ttew7Rnv3HWf;Y!&jCz1;DIDs
zk)U*@bkZn6T}}}oVLB>xEd@R%w2Bfl(emZqh~_9L*?;jj~HL3oZuK^$J(|VLCZZ(5Rrw7mu8hd(XBK0
zHs1WS!Exc2dwKh0X%je?Rvn(RCws`ww_5N#=cN-m6CP%LCb1mV1T|w2ZlHMnDRwee
zd_L=C(7APH$gPyD&FM#Hw}WH2`7{2zCf)9P&ZC);ce86={E>tD`IQ5rA%WhEiutBS
zyWjPo+8z2iU?(b8n0t2~UnEv6kfLDWPF4ByrqXba4pZh)OMJ+sN5KWKRw)0IWh2O)
zy09T1*Mqq1*tjpy*Ve%eLP@(!lKq+pD<3_m?u7=XX=L|C#dIoxU1mYcmp;
z)D7MG$)Ri#hXL#+zXRl#CCr)oInYkHqEr=w7koO2Iz2P&*`}`@BF?&bQv!E`>w{1r$
z8&+;>Th~SK`B%{jGh=be4n4jM-501)k;+gXhncvq-K@+HSn@FPb#rl(z6;s?wTQP7
z;&eer5>}MiZul#=kw$gOu|{`?@e76q(`gTIk%#mnF7lHzh
ziUi4qot??mc!dP{SEmUHIN?ITREF9;zsU6mR$8jT>=eSJAd*20=ULqB!0!F>6*GB+
zzPh!YZDnOs?v+g2`p9N~#?QRtLjS=?*|4GCb;OzkJN$CZVUtY~(VwrdX=ZxAXy~LW
z@xGMpAh{z05Vtj+zq`Ndage^T+yJ>73-jp;CGK%sflZp;k6pkpGb0ac@6hxi2$$07
ztvMbo|Ap!NvRFORH-is%x1Kji*e?3w(HX5kwxXYU49D}tq3{oXXJ79B+FVNFgn){P
z^NV9QZ4Fh?zviv*2SW81u@pLksca4F9wq7(p}GvtdZ{gM>26K_41~X9f4zUFRWOWs
zHS28CeL;z|%d}6VR;_%Pz5B*e4T)ozIM1{I^9J%7lQI_wx;d{+Vl{&Lkd5asmcO+_
z?+AY7_td-_p4kn=-=ttqq;V9xQW|I4929^F)ZfPlQ7Fc8gQfd!!X_>geX5yr69ky6y;+@ZX)d~5#GSw;oKtWN!63>_JYmA8kX
zHQnn+x<|IwiJG{8u&#BJ%NHN4HpW0ewHG!M~
zNXY2~Ud4bFglf>r0MElOROs;rjh1|Go!ibqnqzoQr*1g&WQ2rKKV@=5z-=_aUbDda
zOdB#Ricpejn2=tRmo0aat3$qekN%+fx(3rQRsTvNkBYm`=&w6(csSj52d7LQ6U(dO
zmwuY&=8qV=aN2%9=ECKd@5cFWy<|ArDh$OSy^sHfnn+|Sx%>MlFPVdo)_+1x+*&=g
zW&aXh2OsimD6R~V4N%S`(Sv5y@znmKrmFXh+hZ|*VVo4JGdFkxl-TaOg)$8(!4+3
zeCyp|qgNVz(5Z)tZYE+80(u!AFS=l}FsC3WyoU>&KijWxy|`p(L62w1xX#y0@-4<9
z*0M2XkMJ#Sv_H@Mv%J@*GKlA{S~^6+0s5+xw)M8~(Zqy)I`8g=uvXY(356%hg7tXh
z9P>`Y!naZa(_xzNm+Fh}apLYTOmA@!A&4pgAEIZrbJd;-IsXJo0ZN0ceF257PQ?lc
ztNF7Y{-oDOU5JHaA#stoH+f`@}O{hujn{x~vWaWY5v9F6aWG
z9$n4nJhJrx&9*pe)O6v1m(^K=+h$(;r@zMqSw8cjWs$#M?$&w~=Z9Kgd8`ygc55PS
z^5?Ki!J?=_M+^V=gkp@owLDLrr^oLeofrG_xV{jr1PtcO+lU9r@*?fhgj&u#52h4uNVH-1C)#Xm!HwzI|FWi}snd=v%rV-OPzfYOJ=
z*2^K(`vW9I3PDILlR-S|3veCUKs>`B9NoLR5z8oirW@ioX$G1C#1C9xV>ohiYDXY;
ztbDVqGlk1%WG?Y)HBZ#SVjKeL$()CleN2{rAf(_=DiX^pEM?ckqedml`ojADuo|ZnwUquIQ5lmA!}Sf
z+G*0!m-GF42ZrT3&ALl<+B?y0;)`XKJ32eK&7072fwN5pSw+$4TIf039OYzeQ^BzN
zHkPr+t!0;506GiY%?FWOcg2j$AA+S+xZ)Xxy-^AauMr{Z1sGMz_Ui%~4RUe;j^GRl
zF9Cj&luq5wU86&
zzodq|XUnoTcy9bpbpm;~F?$|KM)oohAP!utFBIbliYw_~GUd1|Dc!qR7~$E>XbM#e
z(qk{2xWL2prC$2Z&dUJV>#sn4&yMFXp6}Fa-d~292jaWdl9yLRiv~
z^{`{JRQy%g6OTgZ$=o@NEm_`|$<}gI{ZfLiW#ZD5lnY~xDGXYs`+iC3_+GMakW7v_
z=od0)(%uHCeTnjQ@wro*yV`hL_)7fd>ty=hD(p>yA&#Cs?rn49coU<0-`o2uB&eMS
zMH+4oU2{djT&FLRlb&_2He-inh(BJ!yqteo4kk%TP%CO62yR+lhEK^rGJZCv%}$+?
zUPt2;`omEN?U@-8VV&8I)`QxdsfX1QlfV1dns^t{G=oe^8uX`fH8ge2ZF=wl*m3Zl^hsM!
zrN;FzamFSQvJ951^RWgU`5XLuPW-Gj9?il=OC~Cc6^<#%
z1q@u{HDM%64qY)gJmYPdDH-A(Y@)p-+Nja6)=6BepW%^o+bKQ?RNtEYL3ybtJ1?~fTzk4
zkz)p6iF}73grf>>!W8`y$~!Y35-S>fYNSA
zQJa&z`ol03#%&LjEarRF-CM$MP1x4MzXdu4>;ApWAAypj_JP;|RATF$^&0+V?9rgWIrO
z;m5%NS^cS~^GZ`~n!IQ-GT)V!I)Cr^pZ&nKZzu0p_KGeCsmS%3G8jpJmxg+e`2iqZ
zki7xGqqZCXife6vuEFp2LJ=D1#{#Z9lS|P%V#d37Ut$Q9ybcJe}GzJkHFR%u0ljJe8Zh7>Q9DeYkaekox(GUCR^M
zZlD|M4pI8goH`+t%zNh1+`wIi6h};uXB{x8fJK)O<;p{w6_um
z>B1rmAQn&;3s;|Qc)UV1mb!R~v5IB6=@tyjzUlsx^mVoIxa3*GmkL!9$>uu?h(d4Z
znPz?1{(pu7>7M+hPnTA
z-LT(ZB*CfHThf&3qjKE>JZe_*eLG5QA;s&0OY1D1xQrrjZNi#R;6=>lh#V0Ko~2mO
zMbbw$EY20XFX(&71rJmm#a?Q(*4W}}MfIX3CDbSR&D%Ul8U~@nX(szEw!l1pZW&cR
zC-ZpaYv8_n2fLQViY(-=7N)j0B!=tvv+vlmFmp&6wxijPX)A^sI_fmn@UO{Nznq0r
zg&j$#%x;%?#4tz8f64OEP1+BRj8r%ItQy1Ms4%!F-o^Ef*yuIaP+eZPG_D`oR>Kdu
z@ww!qVa!}uzwi{DX2HB0dhUE)%(ne`7T>ZBUv;HWtCZzw^U1H+#!KzYhnw@{vGA^X
zm@h_P*mO*UtpHAF!DKbRZ?C_?&2K8~!g*LKSHxPbY&HvcdE)j%$!az2XL;n0L$t85
zE|8bYZGq|;#8klUagf}4$-0?Ddj=27yHjP?HF;EXV1_u-zl*mDcUo*F;1TaHE^$L=
ziaN3TH^r|#c}vxR6(6U(3^!G9)I8ZvqH&y|+hSvc*e_Gv!i5N1ukxADQ{nv@Z2AjO{;X)9E_TZoPJI+Rt7ocg5+-`AEnG1V9PK%7@7_F6+L=
zLu>*g#5Xcq&^Q71|ZLeA_n!mu&@IF94OM^xUq^pgmCJw1>Zjy1Mq0=AaDg&~#N
zF_&=Kv(@YTM!Q1$4wP`0q51nP50psxtKj6LzZm?uK(h$BGZ&$R0XQ>=IPpS)`W2t|
z^|K$&aNgmbr2Hp}VWYPYkQUWeUNPgRh}L-5>szl~>UhJqD~`jr4H>9MgtFXuGvDnJ
znv2XTTXN3@q0f`cmE2F_$UJ4+D~|uSc)0QQH)T3cIxZm@
z)ZX|Lx+OjJv^UywD$F%P!`Pm8r8L)GsQmsB}M-K`qi*p!6BZEC|zRZ
zaK*PuiN79-^u4b4-iQ>GnLSPYeqEd7K6%B0IDdwlBRD||(Dhid-L&L7gSoaN&}d2i
zmT$(&Uq5ht<%OnH)!q*AK%EDdQg3uhHhVdfdK<`Mx8lqit^&2pbP;+Uw8~|U&@~~-
ze3bn(u2)Kt7{|BdLKt;F^kOh*FjeU(o|U$3I8F9wRE_O`o!#NmPyRl5)(w|1haX;Y
zm2zuY4yUu-U*4hTNtZrgST9NZm`-ZY{-@Vtvc=&((UyUh}tmBcmT|=sJ
zdI^v2ML(qrh)%Kb^l`R7_>_q@+;7LEGz|&e{Ornnx7~5&j10nBc;Z7zy8e#0G$OUP
zgmPNEZ<~#8WOQQx8l0B_0{VSf5=KQ=5vQbx_{<67g=qw=)S6L~QL96jC@945d28Rw
z%lb_<5eF}T&xV#zjSG~P7<&yv!S}UyZ%Szy=uF4DRnV{Q{teo4!cHH(4HmcGZ&!=b
z8NrJuFmr%3ryQ>=d9^4S-g}CF+|Cqj77JUqzWjGsOuKwmY9gH@trwYC4zMA_mAV>d
z)X%d#byr<2YjB~MOxd`Ifu1rp%#xcC1U
z|7a9h(8+Z$4{%PGij8%F3mwD)ob4hJ;9)ZfPz1`dmM?O-p0{0uo}}v>GRL-M9ggmw
zS!m1lcM|&ZNl3tTnva!Uwa0RWg`Wy+OCegs5w)J~e(?Sg_y75<|L11ShmY54aLR4~wKp7^^}n=R@Bf50QEX_A+N(IQrEy2r8rgc0hB?J){JA6M-}YIc
z&eTu^bA*l5>q+0BTBGf3yhbe>P352v*ZNZ36~ma3S9>ls`oZ{YT~Bmh(Tg{bY1kRC>w%&xy+bq+2x#uS<@xqsrDy>SJ4?CmdWuI
zF??%BJsv7=3+zf8&g*YgUWffcfk)qV&t9vzyg;3cB$v7@fFmxOu1W1!Di4}Sn|eaT
z-c_(M1T|K?rHl0cTb$hqQncd^`EiGf>rL;Q8mgTg-pkK~b~e)0Yy80C;ntE5W15ue
z76Inm%64hTqp3ZuloKlG=5MYfZtcDz$$sX^CFD1OKp!C?QtE6Ho2h~`F?k&bj31y9
zaFf|k+Da1BbyB|d;EGSJImVJnY(q7m^&1L~vP3sGsm!`iGX5GfsoRPsRA0f4~fU8E;3%rmsM`OF!O!xZRzjBU!1qS&r%D3M$k?&ExVWuLey@TLv}$$
zMG8^>sXQ+rzo7S$A~#fCk4su|#<}oy%n^wjGT?`9wSVL@GOj>^irOIAWI=;tV;euo
zwbJdg;E(Jh^`4c(Y)ztx`(=XzP0pl9i?;APt6-SuApGtwl{Dq(4b5@
zuQFawp}B3(K#vtQ&Y`d_z;e8VRV>1|#8W#?G-a6JzJr#13>8ZrOur#@3213wsZ2Ub
zQYK$__8-y$T`hM)25E&tp1a#IO-HW=nE&Nm69h(AXyYR``zGLgLev$j}4RQUR
zbMCUV&r~Me#`$`~NQ079x1VCtFVgvv-Q2>W-y{zc5qLCW-M7wb)Y0sb&k4mQ41Qd7
z>OTR}GMLD!f2*-w1RiZFu9~to4RD@xR!y01oLVP#pouMR>;f_M<|SyGig`(A^iVP$fG8^6m#sH5v5B
zz_H3Nah54u(N^xC-i^CvB|eLc0#9Xrm3Vm@7y?6Mo3YxmUI7a|n}_8RIz>;+UI*G3
zPPI1J%HljEtZv)IXda&(-7ihgtca1juF!L{Z=EtMCh&CWo4QE@`={o;`PBk#883JL
z`Fa!qhFG0{Hx+$U-r&4@y~e;?=7xg*biUtuqJBEAx-4L*UP~*f%%q0FRq#S&#@Tx#
zve&eMG-d#^IV?xCQ@}fH5>AO%yu(8SMY#5W9=ct0^)Z`=T-!_aEcflp?r9mXgJKMN
zyaYTiT(+Dn{G-*t3k*gkSh;0SzLTQP9<@qC;tLI=)Pn5T`ZgZ(x$J@ln5Z8NR_EXP
zA@#dQtGYKc+*td2L4gVG*RAoVe|Si1c7f!|j&}bflB6+A77wN4ya}WLeW>S~56yX)Z?1ro=vYVuH)=^${iStq%&<
zI*+^tfIToHWyX1jt6>*D&MU5+?jbHSHcB%e!rVK!r?NzydjVsVc`t=?B?(L?AvWNP
zWyd)~D={UoN__u&E6uoT+GP-C0$6Ygp>nu>8(I@rTqdki{Xy)UC$=-&mNf|9iNvefWF{yupAI_(|-%GTdJ*C4v5Y
z#L(xd2}m#<*2^JuB|^1-`4WP)p%GNFgU#|`dnfb|OJnBTY=Z>RAMX4(%4oxKzp0dW
zG!40qhZZ^O%X}B$-S?7@6$7q{+kN!0dmObL=xe7uGdVa
z8Xs|ql4w~F!f*7DK}ael^aI3x4H9Oa|U
zqBzGmy^dIJT%i_2@X|-Ks~imbUs3mldOdT+=qUN%nm4es!i@nAD+T`@W?(!W<&Brz
zEEP+23TyUrlt;%u3%xZ%=X1Hmm|SWW{du)lM~29(eq9cG>0!0Tl4q=&6vF^URrF}a
z&g!vQ8zjGn=J>hmVXXDCGc34C))hvkEJI&b(0x3-#KidqH?;@-hLhb(~@({
zrTYtI0!;9b&o;;k!Wb<)o3-av({gNK{Kwm})hUXv4HwGSrZ7}O`EbGZ`Il#`j5f1ViS$YW{z9}+8($1S{EXd1ltak3&9FM>aoBC8_jHhkY%T1fvHIpyc9!`4g=Or>r`-`}3n7X*C!s?g->VAm0uPW>*+Er`
zUs9}x^-oq1N#Ei~$3m9@AU?9^bQkMxsO_?^5~cdB1|#29uH3>7=lC}c*|9YJ&-w>%%Guh6DRrG2Xb)Mvgf^TwfzNYO-
zv9EG8$ySLmPn&!8&!L%2nEquojE_Z}gb(lkFd)2GNJ3T+jYm|qCPXDb!%!Z}b
zHxtP`F4F+8_gO}fbGIf0^xe(u70gGN&>&e*xGDDbN>Wk>ye1Vozk)8A!B{XacZAZG
z;xQPhtO324!bdn{hPXkmIoMn)aE=_};?rD5RzukZLUQ!WhL?bj>(%D31m@`1P{8<5
zfqsBEZIe)}kaFM#!bF!_kqJkrKb|lQ;x~gzvdgVaU-#?OF+Z2G0yf?4d>T9e;
z{~9FxW9D9%Vl&W1t#_hzksNdqG<~`Ipw_Ki>^@xagoA;Q#LI1U{{GpS9hZ9X=3Xmb
zFmlrt*8Xg#(v5~rp>@&qBlXmvHT3IeB}E-C*Xj}X$RRrIMPu9X#xKZ#l~R_PQ01U?
z3)+W4`~*LKYNG0q8l_TC+VnE$x1jue-$rJjt1xcb-?O8F52@k?esS!yO{FDg(4VO&Ot>swW9{K
zB%T9B#<29hAaqpI%1r<`#AtTjhE6mu;s8UjIL8ZMNHPwq!UVoTkdTlNiNCOQcmH3W
z;a;<0oQ=9K$_tzC>||=%oI4g%J=R778Kkon9M7@WviQt$(|+7NL{)g}eTucgceAU#
z_aRxy*2`}Sj_E$=JRHjZ
zdjlT~GqR0j%Q7QtDN91unV~`yC5h}rWz9DBu`7hgl6{R3LfMUd$r@#3mwjKxHjJ6y
z^ZtB)zw7sh>*Bed%P{kt*E#1t_kEuc$wY@KMgwF)Hs#r?AC!{D*YJPh#mGci=>x?y
zi5{2XZ`mI;h?|%O*BZa$GuxP3dQt0=osZjzzQjK@>BK_p>0LXs+3I~h1)r(Ec=`Sr
zo@eCK;14TXqxJsSL8GU)g3`K;90=cTijHY&Rvj~g=sgGp62
z4No)4E$jCBhqp(((x0bb$YW#p>wZIRY-RYWXb;7wWc2JrY{0E24a`1I;p1no3(Z)<^GtsDtcssg?G;g~|G>3sM)j4hO^?=Ox$f008xN+J
zj4O{6jVnK1HEzD}`Z(wxk60GX_hXa3HhFsw&e%x9Y|8tOGYGD7qfs~kxlsIg#P7@g
z(_1)?L|o>nr51VJV@aJTfiE?gX?i^?e{Za8sPQPi@0hS+hFNZ_JWPw7res%@J5Su^
zxpuC>@Bh1wvW+8`%FOzl@!5?dLh1LnODCpL4&*cH
z>MPg#6GU|ttBh;>%mY>&?RK1=A(8%*(ss_pGjRV!OFJw{8@t^y$mdpO(zaG2TXnvby8aIUwV;7Q8E?B7@X%m)+gF<^o>c#{_VSVY%)4>
zBY6O;wPoL89S#b^fWa
z>4-SHqo3hH)8?p0CxH^_YR7*J4~AC-3=wn>`qgKIkSWFy&&*d@4zltyOB=&J9I>WS
zwCsvJ3h_0b{LBuj@EDt&=Qz8}%Q3&VZ))6p2WiNfy@Xt2UqXJWxvs80V0ZUxUVF}f
zVCiURx6afJ<)iphfg`HDib1+F&VTLw6BHSw1!|8jl?S%rSz}nC;XMjHneSR
z?1CGYGw^N1rySe?-gNv)Y{Ra?pT6eNtjqR4tY?TKT+D0@ds558$l1RIJ7=WiDx7H3
z@qi6~Zx4u2O)=>&miEg(Yx*(icVH`h0qSQu^&8FzlY4t-5VfSVUH4fozmB|UncKc8
zH`hIr8E?hPk!hA|U0MICms4u5Mqkut7{r&#|!k!vHos;LJ44k3#
zz?2tZf9^8fK_LWFfhC}HQa~r?@nS>b>?2Sqz1}-hn9Xz1h4%yx5y!+3DaIN=z4hnj
zo0%w}EW-Y+0bk{tZgzx%R7t>V7Q3P^5~5QlzXzh;!lAlaZ+l4p(41}sHgAmzte{%o
zZ6U#9jRG$so-(yM(!cp?z_ex|pk3MhJ6K!njW!l%zzsg|6`~*>Tl(wYH)oj-&f})b
zC)i3udvwj;N(E22cAhd2x#_J6d9Cj!^tp}&Gq?r1dMJk1ehdW%=l}WnLweJl=^gwk
zoSzl67N^AcHpdP&-Zle&rabUj+RzNUkgk0iOIc(X1njI}r+?HvrMMZHayFpfB%$au
zws>-vwq%1#7V$)VkW`LcLt>U=o9&>h1@f~lN0Bi86ghtwh5v1tfanHKI7;@pnzC$6
zy_#Rm6C|Q#+#j%+QqIk^y?9{2Jd0Gm^5Sqb#_iy9DR2^vN4A(Se51YfVt`D1+mw5
z^m_gxxOA_NOG%)Pekxi#ku4{>mQZRY$6`$vVkrhCo-Ot*fRT1QjMUtv<==a{6u!RE
zS!0G#l`Jn;(m%1btg^gN-X?z8SUM={1%D#U6GdJ?5{e
z(Z%xL#C}ys8KGBpr^{z%AB?DO$L~H=h4G=nZ4uGg&h?emQD1VhoO7
zhQ#gWPE_TF?4h`ee`eXa8aVI*6!)T^W?^X1s2V|vks5p{6P@jDv0U30Lus02q~1@E
zy6KRi<}ye4;%VD-^)WyF#h=%Z=OO}AZ}h4U9TE3<`hT4jHo)|^m$m8V#*`eTHGur^M{g`ZxKw`K4R2e~ys4P3ysdQ3
z&9+ENV0T!VKC&qqMyie%RIzmV+a|nU>!+H{1MRQ^aD?aw^sdBrNg4ptC=G6>u@?ye
z+7pwoFdEq?bW2B1Yifw$vsrgHxO44)ph(FT+_!xQFccjxO93J=AP^NCV*0=EJv#Z1
zzCD!;z@rUHmw+KFwGp^vFEVI@)0fP-jkk^N**UXitTEh4$5sN$mjLF|hQnB7+qeJz
zAQ|8l6T{9IX#^2H_PhR=xO8w^WZzy)OCwN86@Ph0^-|qesFzEVu1CiJ6Ii$KtYmV!
zzc_`);m*3O`XDp!t;M6cpVG;5Q;qH%(D{__=lc`#q)c|~>L69-uAj!mSQQd;t}2W=
z)vxBuj}AUHe~18xwG}A>;oXdekLYe+Tes*C_MrvQi@S(E)|7@g{3~qi5DzQ}1cmJM
z@@cByrmH8I%w4?AU69^t+IqRiFfh(aY?Umk^>{%LT*Qx$rI
z=DjMvkS8i~M;|J_#6&-Y&`nc|zG|m_IFTxIPyP18h*U#yLegv{>_}XVggXy`*X}D*
zPL&2r$Cy~RIDvJuH@HV;INGi3`+olY=#*Tx-PW!g#QkggIr8*7Wf^bMIMqbn!tPBD
z1|0Pp*$ryfpc?GX%ZsTUOdIB!@z<5YAaHVRRaV^wvz;or0O_`D)d$O3|cL^
z?bemTj2P8Lo<}oaR^z@~KhO#6yt~1PXsrbn-YNHBjn3(8)e4;YX*oQdNI7mG@ZX_^
zevMQlmwbvuf;_3+-*JG8;{cfgc5Z>Pw&y*o+#5-)3260WkjZ}hgU0t!zc84Koq6|~
zIeMW`#FYL(cg(WP$>16XT&E}(FKofc$7Lz}wPy9Ug^8Z?C2l^BgS25Gc#5?!0-WLW
z+9ZBfCsFpo)&i52byH|B3VStjPrY`y!~9uHrMv3M(tWlrJ;?GEzFxs&&kBCVNeMf$
z1TMuwFwDAHOiX#>IXaqpv(!4ri4!*qTPT?utvLtJe&KiD9mZK+&!!3T_#;E;aIiYJ
zpr|25&HB$b5EXuGaAJFAqSI>T$JjXAQ`dqF1}(3nszn<8d4CA>%J|pA&kRtD%1t>M
zg$2pCBF{uZ$}Klq8d7(E*h9uTO(9T~dJA6|C&n6nFXKYWY8eZNhm)&ED>
z{9*VRI5WI~Xm`lE2*}N{fD>cu`HTM%HS&EszPW;XZ50+9
z$I=+KEnwA);jr1fv#_<35E$rpiH07iQK-Hi_^Yd;F5NEDH-m9vyAvBesFiv<2D;D)
zd_=I&=e2^bs+tE!#svl=3_?$!2=T!Fi*UkS)~&u(kzEnZ7{`Lph0PQ`@zgkCdmkj@
z{GYeFNv{T{BSkYX43rd>Vk{JUuM>Hfc8PfMJJ)Rcpwm)WlzX9bHLzAFkp_VJ
z-Oc(zvqOJc=1_Onyu`kjntOIcd+&X98(dkyp8MM!IbOa|EgS9gy2!R~xi8Zlv0MDe
zaN_qFBKf}IAH5R|$`aC5qLF#GZpeS|?|%y#IW@gl?!|4JVDJ)3*cSu#*p))EwHQ2WC=sAauY0K1_D0|zTse+(SNvObAf`@SQDe~-g8UI
z=B`;j{?;}vp<)}dm$)#(O=@Ve8emdGWyXU_2Ay-$QAJa2t~QIUU$Zb`yIvnW{D(%L
z$|l1PhNUlHxF*)qKq))z;M+l*o#bVzg{z@yAlQ@{?5-dwCL2Tt-r6DL?S?Mgr;3&)
zwcg2@1%=B3fKs^0PLEdp4*8C9gL_YY1b2zkH8||{QvGm4(P;u4
zjLcvvE?V$Y$pdi?+sy+B=VJyZpVu#_>_S>wLxTqIMVv?}ytTFq7FJ=FBl}jMzU{rR
zmIfl*(BOY)#w1_Ro1WW|)YR54|D|^Q*FOBf_#-9M6E+|Co|_gdk{v@GyasuGguZMt
zDdV#5MvC%(@bgWi(%ENvY%4ipN2^iFN{e&UPlOCr$ouqx>}35(2kWC^+s#P}{_8;?
zV*x-jU2ZNgVZm`IOB6Cb_~->a6xxY#hP1T{+^Q?#sJ9!p+mYgC-5OB$V7|(x
z#=B{bj~!03OIz|rD40Yjkp5|Yb-;THoRNoy6p2Qd8l1U9jf{#P-wgt}YDjw*{#~ak
zh`N3-rKJ%UtfV=u`Bvs_tZuB`mr$6=aQN6az^sQBAw|bsw{Qx|Et4w}v*Qd2DcPZJB&I0xXeP0$7A0PyAoEv`A;?;dU3LQ8I
z3fsTOy7)i>$^pCOB@((FlUEhuXjUiiIxue0YLtt?ap_EaR?haPO!?)u=2m;I`#UGU
z7PdL>bK%SXdaY^~_9o4|5^ZM}_>J3*!UZPCz_FXsc1a!@O~vGA#p85UH81v(*v-ow
z7nV2!){;$X6EtFxV5c)Kw|ZA;#ei+Np1LjV+*E@-5t=G&BXH*)7AkS|io`Br89;
zIQ|IM7!gcIwRaKj`LDM!Vo$&PfTd0Jv-Cqh?{jhHAI^JwYlo~O
z1sUgFM}$C;+XAFU)nQJzd{JALg~R|FLJXe8B|3xv
zel{44hbQ)qo&`qa9dKILhKL1f3eL@K=f@gq-ZO_PK_rI|!}q?yq&VW;f!(R$wF&$T
z+UCal8fq1mu
z7N!fX>=sKnPRKgRmlUtIYY8Vue~tZiBGQ0b8Iol
z(P(<%=5gce@D}lppB;
zz6ED4D_JLxu8fau(BKb>+rv}%WnaxB1A3N&{)Cj2&2RwirY3}nSj3>^yuto+H5+_20){fzT!p|a6X6aZ%P^rvcIaVh9eZk`*Ci}tc<#}@q#
zYloq>?d}W}afUr_CvYQD9krszIh!Sg+b&Cf^CV$AGJ$ejHCS!-MC{gz!%V6CfIGaK
zB4O6J8W8ha@+WUcXy6ayF-h!lA-0P+sYeOe?-kAP_czs{nqJEq6=z7Z?+Sf&>Fcax
zF<-!vVL)e?QYjw7pUfOQ8Ef1S33@U&c#aBAk-3aa&Y#9fP74owes%1uB}%ivFM?+0
z1CxzRVHlphd3+r)F`!+oZhbpe~l}Ol|}nx+o#L6wiD+J1+zj+87wa`D#t_>8<&f
znL@mb<$zzgCo{RxDiHZIiVr)ZatU@q?(w=1=kp?BH%EaLNevleqXiKQ8yh`8gw}-i
z$e)M%L!vJ>v%$9>G>dS9jpJk=Mp|9mEk>I&20P))+;gfr%nx}45EXB_6qVv*G6c#w
z-U2LqeoApLSCmu=s6O65B*u$uAY4WBtitIYUC?(a0?U?4)!ItdC-r(z!deM-OHr}w
z?>2P>vS%MKYcP_nl0WW2^n8)Wng86Y!4DR&*Dm;V5C`ApG3o$dn^
z;?*GF`e(S#0y~YTEjKW{w0RP(P=%fTHTn?V)PWV%t=X=@=%RKfajO0u4}W($T+Dwr
z2X}=qKlSeHzsR*1Ht9&}V7q{D>DJkPlFD$=rdc;t36s!2lM{U@OcV7LYAwF@of^gh
zGoR{vF?z#gF7Q>inTi8+t8%8G{3(;AdXx-i_`{TLk{wP$vwu{We)6jFTeoack0SfK
ze5+Nb5qM+X>z6G31lk@d=JYD{*UGfUWA{5v0ll`L*|g&1
zf@2g`yPm1c?1$2riU9ggxWM#_PqYG#H1y%9inC%#Gpac!cf8>Ju~@(wD&Olor|1o%
zAk{P-Z>U^B9#u#6-LRs~Jvr`JdYG;bFg7t6wp=~?tvp}?y5M|lsUvdx6YunyaJ_J09PPJ-1)zHRl1A2>BBg!x9xrDo)nf!Z#_s
zhF`Hy{~(81r6Kxvqr*I=mm<)CNvCBW83X=VS~rqTVkxzK6XKG%fBkk@3Cv7uk=ZKO
zUdJ}OGhe?|N;k1FmW4gUW2eJ*>`CWy&p-Fg^-mY3`=a~Vx`zJcN_RfYY#i{%KI-S8
z>I(|KJ?Gwa)E4@~z^BEn^OF{z=gdze6<&dt723
z?5`3wd!$D-d=<3M?6!O~T4?&DJ9hH)__xf^ZC_o2OUVnxTN75zyFN5qfkt0G#Y8^-
z6?fjMiCOIw+tmRNh$2=5iQO^V!MW~?dJo4KM%ovZHe@_un9UTn`C(e>kU**;PzO!C
zu5ymig%oA=l;}v7(5wS#ORtXysZ3j%O2Xyb&nSadu$M%rGXRV1q(1v-=}w4_yf}RH
zUK&NYKXz5yS&WW}nry@O-DUMU7n3k3S>Yn6v%bggy^>C)jcTQzRRk5fUh0JyOLS`m
zUj-YBXaBoHm2t{k>^bYvuuZx*Mp~$XaE*Sci%&)z+d#>5GF-Pio*zBaX?v0OisDTi
zido6q3)}NANqRc@m%B3AiNa0&xsd}4aF8CeR~q&?K`h3oq$H=OyL6QSsGKJg<2+Z$
zscF8`s>#gB%b~Ml&R_>=};MEQQ58gG{>FRT0*#&+<{C57?g`8ie
z!*OW6QZBU#hszgzU6%6gV`w0Z+|Qp$*`f_5KBMJOex9SAz68QA4j6)JCFY3h)aB2!
zk_o=o*&l8Qv`X=i?pzmQ0!9PWap5-B)|wC~vYaRI`bk5gnDx&TE%hMow;D!0A2b{a
zLO?dQ`3+x(P;a1GO{v=ZN+0`$WYubS@WJ$B{4S3mC+IV(in;+|dJp?gs)B2ui=Nks|a*=%(9>k9GU{w?acM)Dt{@
z(@E)kD@MQ2w22q_x<5A()>RBsgEdydEaPh4GnHsm`$*pS^n;`z4NpPR`D9Stx%fG7
zz$#45h>aV9DGxzCVOwt!ay*rS?&>O!|Lqac;h9{`tD*uZoXa6I&vdlqkNc+6O=y%ZmyN6K^)_k(344Uqtu+IUc@1OVL2aR;^&DBSCX0Qd}
zC^U$zXjn$b&203}U0TZf*%P>lGG2nmZFvpuH~CkWSB4L4^2W}r_BgX)3Ip5cH1}!!
z%Wdu`z*x8`!oNJ@-=a#t@$H8$h9!yQ
z8_NA4=Ba)bDFzEGi(^ITli0;%cj+&-KbN*HXZ=pbu$1)>Nkct|?96vHIuY^hPTb(d
zG(-Lrb1sdlo6w%2XGVz>?*$fY1OR9;hKqo*k^89-ON-@s=3M0P21HOgwvr3HaBO7y
zL<&+QzpS!ZN*OoO)siF*s`ma9&dSkJu8mlr!E^z!3A~7i)OV@g%VUzwxvykfYMTu<
z1g)PpsC$lX;X=CkkU+g0^QY=8wt+9u;UflKMVtcCAP@grm+nT7GQb3()icd+m<#Lx
zaESr1{l}RzU}l1EJMp_(UygkK0eK~&upSU=C4CN9P(Vw7m}V>fzX
zn(i>=y$<~{s~JVRiGQ5H#ye9PN21{L(vp+EIi@rA`lRVPWzP^h5QZaG^TW_5`==lP76GR{e`=n_*FZC?=LZa7nD3qC
zgk^fJuO$YC{kY-Z@f6E6RI9=>s1!>j2M_BGkf5%4`)QEdBUi{lcI)^fwE^`vKKu
z_CBpVtE=VC+*P?(w$2$M9Ge?Uqsdi6=Q#|!T`x9b`}zRl&pYWihsA3)fjMYz3)n57
zw%@0+7EvY*t4lP8yPLbqYN!cYvD$|O2{oB>AqeHXK>ayJSGDbJ}k_VgCH~Sbq
zYiH-W-Yi$y4P4u{P&RF_Wz2ZmHx?D?P6MpUg{a+)rZVdeLZfhCEtW*pFap;(u!(fi
zR27oSHRHGOz>eh;NM%5@StW$Y_rbX!qXvaGXW5C=nBr!)EickKI;6ZZGJTOIf2P{U
zC1wH3-Xt<_E^6VYxq`ZhG;VKU6nlpb&N#j9ZAv?)AKrR8M;IU#?`Z^_Y;Re59TJAk
z`9naI6G8Iulw?Tu^$dp0wVXX)0vA~BTLsyRF3|l=#luQ6VV!;mlcH?F)T+&DKoM1<3f1!J^rT{`7g@qA$@G9$Lz;xK!-$syFUiCvAhe64LqY)4TmN+kj!T?){zNV&1W{
znXOm!ihH5wpm(?8cl6@lQ>Jf1vn3MDUit|2Co3HY_#)5{R$(M!(3>&%3N?$)-67w_
zsXY-h*APCTP_NT^K?Pp!D-TZnx{=$9GVg|bI1V42CrC_e)>-!w;t+K&48Ry=wAE|1
zDZ2V8rEAZyW_WSB@@CH&;l0H2fay?U8&CIub-
zhm*))T}2eFHhFCq9oL5g+SE3o@$rg=B_7AV6<$W_=|jFEEb0?&U7^1m{s!+}Q2L%R
zO*8~HlIor`<%U-&%S__flDMry#SAr(4Sy3S1=Z=MI(Gwxv0aSm*s(gC>wK^bXOSc&vx!gBl3H(DUEJ#RT4F>9#Bs(nk^71_@E;wv
zoaFMYr>+_sh@VUsI%9~$#X`8p@`faCvH$1r>FDFW?T+K{BjfgTF6!=>ROZw^!)S#T
z_V9b{T{M`*Uw2!?0i)AMVIG`R=Bbra1uFyXX7x&KrwMst#K3h(Mb1gm-UN5}`FlI5
zEtsI8;vzq#@Q|3?jX=q>1XnkAjjGs1Yd!iZYf?Idbk+$@au?iHyjd>yF^rVQkeBPy
zZ@adrt{>jHVYC38~>fsmJmGkff8kM`<)03E9L^iJVtrrdqzH8eV)8|-=g(5s_2uhLh-c456LB3M>n>L^OWhu$=
zp4vNDCytQ7!$9|5$eGBP$7#@UA^v?ugvfl8Zv_RA_?gSVd*NERX4$Br`s%Z(SJvOo
zK>Ggo=vsfj{xtpJox@Qa2Ve%~AP7L!qY$}E^+43U_>bFh2+V;25`9xJ(3}e7{vRa0
zKt(lwwDSsk_5x7u{AVUMUcP@sfy%{8J;efNfbJ~k#efl=v!N*LO_D~RFwn==95Yc<
zCq(NW%O#}=ULD-u6~GMfSa{D8ibZu%ah$3o{woN!S(=E9=SXyYutmd<{lO|0#Bz%s
z=D3($9d*ygymsuCkh9aw_RqngG`WoeTJ@M^PNv@1zqgo={rX^O;71n0HdpBKjule2
zAbL8mYYxX+zCHp>xQH$O0Nu?Fb?@tfy~o3uN1QgkBgN}iR8ye6ZMJ)17XxCiizx#c
zW-8w6B}@EgW!3Dn7So>}wy(8wp@=+0fvkMsSiU-^v`2p;{t-;{5ov9S)0)99XY7BN
z@-sA2;ePuCq_%u
z%q*GR4}DNsc!7@eK!uj$GA_7bK9A)?9Xi+}E=DPqwt%3EII}oOF1q|0;jg=fNcNUK?Jv}l5QLxc36
z_&q&DZ0v;fFOPue(2Uu}GnfqqHSRy$PZjM(iQ&MqQK`{vX~%
zZSzX7-JDq3*bnOro4Be?Nc|iC(C}hY3(T=|I
z#(yMJoD-oV*!^HGcDFHH4@5L1B}NVy(*A+;D|KnH(oyMfJ&4|v7t?+Dc!no3>D1^_
zNJ~UWYQnzk;QM`TN+)helsHn0xJ_uPfy`?BE>EGVW?SNS4m8!n1r$v!ihePi=q0s_
zY3{#L5L4rO9R94P2QH%MW${l6zSo2h;sxen@@-7va?b1;axrxN&xeNT|7~5iTb&5f
zYVk22sZX|1dWK7684=EkR?3>4i`bcUjgStLZ$9&H=@}{TzldFqnbxmblzN1dPea3m
zkRO`&w+Nh4%2)07RnEnCd?${7+-RCjWrW*$-3+hpQ#~G9>v2+eep}V~JLAJ2v%U#{
z1K9Wrl@(dNnd3&Awh*gKO5@J;aU;Ou9@5c!efAM5@Nq*$c$;Td_2ivsC6T?*{|m8%
z%<+UB4r?pjGr=YueZJt`-quX7ew%g_(Dwp|$fQ32XgS>Z-+|$9916f(G&gyGeiaq^
z)%%LVE2W5cG^O4=xPaR(IG_$+rwRh(fkh!Um)H1I&+0prfUg%T=D@rANA_0!xGY+_gLUsFrDaFoOvd
zYQsNXa^yQ{e*1yI@l*~kJL4YRJK7IId~r{$UeE+lf;4zh?xnM6^pca^qb+R`uwl>`
zC8Y^j*0!`cKk7`LanEWdEtM+~CQ=1t^D6xzK}*}tzN4__r|ogSmp)6s{8=x4TBAy?
zh+2tJ4^L4&Jdsat!r5XD#asfA}%9#W1Ym
zX_!#uY#}^ChyK($#53uscM9L?tz9DR8>^YC#wrFKyhYb$uT)-o+R3|mpNG5xr=*r7
z?E@FE01N?QEV8QpS=5
z2=*gO(vs7x0H$s=7OE+;)oy=LqH+(py{bQbK*_Nie1%xv^9?Xj|I?q+it>yy*s`
zp`7`P4Z@cmv&@Q9Q4uwD)b~UF#g<K0QEE)oA%5fT^b!WE<}>5StcYF3so<--GQiIUlquH%fl
zW=o#3GFY*3U-hP2VZ)>>xVr3kTEnNixvb#>WlNG$8D&>w$dGy7C7;psTRN!c=_G9a
z!J1}@4ea&~+1yA|teomeJ`YtF>UlYvi_3m_(928*Z4J=5Gs2ciCvd=Cc>p}
zUsii+2@8aAhVJSIrCIr9^Wm;_07n)SzVOMl)#aBpJ8hipwgkZ#{Ya_5692&x;_VSD
z9biqAp!bgWAX^m4>eh0KkK)`sj2a4B1kzm#6Lqsqxr4{4_OZ>+$5cdZATgfnQdhla5VXMUq2qk;@!K7W|4#0lXxa3eWB
znb?4ll$*|3$elLX0=7J}N}}yKV9V27>ofeRCaZq*lXD|6RmMJ7
zTD6car+&1qVWcM6b*i5)$w1%s_QzR1J5Yp{n&-O5op5Jas$R4WY+6RuL0PO3dv;se
z%35W&1m;^j?;bsJ(a0cn`r4^|psBxaQ7^1RZC!cj`(p+$1@zxI-t>KAv%qw38Z-^(
z|NB(IPxS`n08(DnvXgMa|52ZKSDxvN=4Yo@`}TriBM4;a`|siH6wdK>_u=U{znXxS
z+D^XF6`F{aehUAX`a~vt#?UX$HA!|0dz0*bYV=KLdyM?<{OOsjz4r()i#Ka+=S&qD
z`ipkK_n+IG)JP-mZQKUH!XAIYuFG8E-U3*3;3H}PLTbr{Qx*}(j0^gH^K+(f1|G;Q
zb6jhz5Gk7N^B7y3ZYm&su{Hq2aUNXE2SAPA6tc(rzbb!P5D5M*TF9%a2Sm6-;NJ@C
zi@`L0fcg0+z}XA7iK!(N#ISAW0oYlQB;B*m0R7~XK~*73)t~<+%3tD-`NeKRM?CEI
zN2@0Xs)M{(?RpR?_S|Yu;+~##r30R{ZsC6E&1Ytu?hlWQ2Vg~yd&@*VKGN5vp0Pn}
zy9E>C-@w0}wW2TMwHgXym6jv!qCmm1m1LqrYb~e5T{ou>4
zVLahuvu0EzG*AYpK@qUEI08(dTqY3Yu@W%$uMF&7)g41{@tS?
zZ@}y7YAdmMd$=C8fHkSJxD=>)6dG8z;e^E0prL)ifl7c_&o{gLG`rbXMI5BagnFy&
z2I7M>MrQB*PT;`8Zj-E?JQ(Neukb;Hr!$%fzxm2uit2KynSD4L-ncIn#K9Pxx;^gJ
zId?kY!PzV^O$%X}ASHAnYDI+7@C?O>x~T`uU?LKohVft+j%dKuS}ZgCq7tt{_G@QyX^oM`vE2Z*%Ww|@Zl5IYA2x+l+$yvO$Q
zWq#H^Xqb7~@OLTe2JXM$d)^4a0U6b_cb+I=|)6fwv#G_hQ`UE&4GW
z4x2fjLbDvH{~7QCG5dpxX_Np#m`Ve=90>VsK_GA;K1fyY2@voD+Q3gTS0Te%4>N=#0$`{qU%G3N&gPOKOgH=hQ88E{AiNkx70}>Pm
zqW>%yOgSL3DJXzwSQN%S
z#C_*=hEENtb=|-DD(il4^>uu{w#BWRj*HrmnA%Ey1*;x>PF`Vplf*O_;V=9OsS&kf
zCN8##we-CrEgH~lEwUXgC?kq1KGd|hehmS7S0y8o)@EJvKP-}FodR{N~@49=)d}_
zw$xBd1L*Z)5tN>}~V}kWG@()N1PHeNO6~pU&_84zK;C
zPiq)v3FzN$_MN6u)4U2V=N`tLJ`ayRWXEchUu+RGGO1P~1(;D$KM8$4!rB_-MB0o#
zYb&M-3HSdp`>+VhE<0~<5aVZ{!xE=?>iyk`V1D-}1O>7mK}%hvM%LI6zm}$qogyjQ
zu_gfl6v^hr{;0H<6!}oMx)R-WV-Krhd1a-G5PIS@^Q&
zxCQpOv!ToFpyjS8$%zvBzNoQTZNZXbVyeNNKB#$^uGVqOuXZ_pGrxK7Zfn1EBQC^l
z2h}gf-WcFKR@sds0DAm&cJ=M#&ivKb==*nSg6Z|1U_rf@54G6E_I}sSpY+yc`FJ_6
zPJlP^*x}=)3mP#QF5jeLx43k8jVqLJ_qI-(a5U9v#Cxxy#jE+;98#=rv)%+hOco*^oTg#y
zRQ;CYJYxLXyn;SO(Ca%QOlkb3!|th%a?5o5Cbjv6I9=N8&+ErXvAaZ64%KU(F2;Ir
z`M#{AWSiuynREX1+Ont4vAgnAtz&02u?)VMACcj~>iaT$?*aeZ$d=Lv9HLF?e9lc^
z$9EOZr(LTXuDim5{VPIv^dt7%|C228O#237Ms(jU!;w)R)~!$GFRlmQV9x=xyB8jQ
zRyA?D1=wkIO^mk#?XycF$HU*(@6<*xu*eQjhajhpoj!|JNSTfRn4e=EzzFyF4hUfH
z0ll{g_P=UA5NNqOPW0n&)hpUn(
z%SnLPcH~^4A;XhM8|srh(>>EhmB|cL3u~w2P49z*wHo5+QX8%;<{8Um&?HVYM)@pd
z3m{5Lx)8Tr#$ox!)9x(U?3Wi2&T2z_&QPf^wsnp7=r|}{>9X3LK-wYwBJWNFmzbrB
zNIxhI^{PfM0{r$GvE`xaI4rC`SV*N)a#hKDaN<;uk-9oP87wTaqdwV{)sQ;%jThQW
zcNM+ijV^Z~?K)?^VL##%s4s7}G+sz%xqLG!CXh(G0gRAC5@QCC?M&(c@cQHYsFfXZ
zN8X?xp))zX&ZD!s-r3}4Rl_Ty31?p5@vmRPpxkkNhz5_+!q5iYsOicLflY~Td$`x?
zapfr&t08~_iEb)PBB?aMdkLrqOlLNj-C+j>Ar^>fs;L4e=TAvqW-{Xww@kqU;nFeu
zKC70=opnjmXggKJ>|#iXi~)OX2_9a%a5kvqnS9>EY7dWF*|k{sa7$S4pXtlPv^aFj
z>&F~nd9$+MIw4c26!?j0Sfo4sttYcmI<+!W&OB@{Ov@E{n+TrC37CUx?UZv!7UoEH
zT6!mn_=XrMK;}ti`havjNg)^}j8Vi5%Z=aNLOq=IF09I<3BptRsAZ$`y&dOg8V0bw
zqx+b(V1X4kt7dok8|N?VKeq)XNed0m*!73}VYj|)(&Y2EpwAvku%hEd+HSRp^Q^{X
zV+}iasp<}YyRGG0EF?=oOR>f|-4t0+z3B#Gp#D&DyV_X`(x!P|$RhKWdjy{;H)htE
zF_)CUk->xL_g5Xp4y@Kb-)(*!{(&~I_FnCSMI>^pf@*tllM
zr=DX>8X8q+!F7p71pOE{HamP5g*=2dUK7&e)`zlW6B((~%!gIx@ODijGQ*97;4Gwn)i$yS=Bzk_Mt^LsGsL=rtJ;Nzzr6HvnP2bL-GT9ZbSCde&Z+;GT3d1
z$$WEV5tP1LnMd<+lTXDTfxKDqpTLXQ7SKk;jlosWISvHJ;^qkarEB!pb&^96tZq`e
zn;fbDn+yh&_8XUZ`+?}c_x~z9b%EIDVL3Y=x(D1a0zs8c0ab&~vqr19%dZp8x(>*a
zOWws{{-ocr@~v;iNK>Ig&ToUgm*@)TR!Wy}bxQzA{J@X%*5Kw-p``|vIyXoPufGRe$F$Zh&Js-C~OZpyxrG{-eAlVridH(sZZ
zP6SzQA8WvG5_oEzhW%&`^+W#1chr7zwNR{z@l!
z!>4mDu(}HSk1h5YvA~T=uW`Yk#vdKRgueiVlP0m0jZJYcoZjl|DWdS9N{!tHG!(_Q9d&xubRZtzY5gCtt8;g>&o|%vk@%F~9v_Hi@DK2*3KG
zU*XQBMwIDiGC`n{HJ6I{eK&{Ru5N(KlHszsYq`=a<&4=tL%EY{;5GXOhml=>N|Lbd
zqAr-`+?`du7Ub-wtTyja;pTJQ1&9a_W{=3M{?c*uX9RPwaS!75nKY-3esqYu+4nar
zz(FW1aK-DAW?}vzObEVAEyB~TOouio&%gBR0pboN+w8&GY9gx{?R+59h-sn|o4dg7
zsk$pBi=)7HL_~+qgj;l8vEz8S1G~yU!JVAafs_ep!C6^cg|UdNSrz(MB#_U#5U922
zn~@SJI#faKEEQ$n%x;z^-j_q(9Q5@Wu*f!ax&Z9Q{*Dyj>$>q7%dQD=pI{H95<%By
z*^q7E@u3O2(yS*B&%9)QKLA8viFQ|}9^lciq@I=j^PY6<;`{y2>cT%7ci!m+6cA*%
zGugQ*-phjvNJ)3{u@Ql-gR9zZR~B!4sY()W{W+o{!1X8Fvf)`+>8j|Y
zFC8EC2ZI!sFpQ1dXm-ex
z;FGpXf#^AI8nw12)17;SpRFx|oN`!`S_|kp8`7)mPb&s%F|nk<{;DvU`TgX>nfYdC
zC--!PRbyn4z2B|KA8(XCD^0|zy3`Ob6u!a?Vg`;>FC*D_m?R^v7K$HZS}SdfhP6!?
z(q_8_9uI10mMvu|;eo^ZU(R`IJ&nKrw7XdLG+$`EA#40m&C%M09O|ogS3o^-I>CL0
zn`NYVbx+ZA{n&t?i9A9d$#cBjloZb4O4I#%vC@o}l>djO_l~FffB(lF4vu|{>~TaW
zSy^##9AspcS6SH#MPw7su@xecl~F`RnNjxMd+)u+vB%+z-?PvA`}@anbB=@C&Goph
z$NjnwS^foYVgQ=wPjt#fAn~CR?@ear=7!)#jqd?Jzj1}u7N*nOn0qgAI33P@%X64c
z^(tiXXR$?tqI)y+%A^&2AxzvQdYC;aH*UUT_M3M?#kky&7=emN`3K{yUljj|8t^R&{yHqZ&30ZRt9B)-6;c!%P_vO_L<1^8KB?T_)
zHFO`vBlK|g19!UkgbrI^uqO{zXyDoiAFoF?!o0nMnZX0+gMvY4H#QHnr!7cnKP+hr
z>!#9opEi?;_!9pf@9*g1Z^a`A_ooAzFWVKn|1ITg0y)~BQq8F-$E{qiCU4~yjegKt
z-TeX~Nn={oCA@Y>8!DKiJ7DpM|Fbyh2WlpU({=p@`kos=EsnVmb9k6KP6#5e1}=Xe
zV?{(qF>{W6hEPuyDEOL(XAxkXu=8pIB&pCCsCq8&Z>5&E*U}9*)R7v{j<4GyIPU*t
zz@#!OuPWO?6I3W0-UN1r(2;Nf9=gEgeeV}w!9WY$`A2aHjRE#xbnYHDGDwzC;99R;
zoWyyLnIaUVN59QINClMf_yQCHjO>FAp=37z4gf>w!`;su)VG=sm41Zvtg+~<8SWB?$+KD
z1kAwp3vI2(SONpNkdfj7;An~s~ZgsDXGMt@@$X&Z0+`wi?n7?rnT&Q&B5;wDcW~p
z(;>@_!AHVR0^<^;nCcI-i1SlD!w>8JzVxlX+Ai+%?=i{7T0mH<5s~Jpks>tE4=p&I
zAd_&(Gu8C5Mnav}od5jb4w>@TfgMs2F)+uM%**M!-qVq=7It(O`s0N@{~zCZ{}f&9
zF8&-o((sI5aA5#2xp`|j9{l~b#>a_ka>)zn(2n~NVHthCuwmsb4U+Gojeu`Uln!`
zao9&2^G1K{s`hs4-knM(IBc_l+4Hsj{=m+o2c$}zY1!yn)NF0ESGra@p43kKniK__
zh+Dh+uv2I;@VK8P6@Dxhi29gWXH|MpC@alnN6)S7g0)H!C%Yu8CjT+~=Dnn3QQdP7
zN1nxG;7iA`j`=xbnKfe%LrHVNtsb`Xc+dTH^F?+W691$(h1
z!DcwT_;q-6;J4iHZ)u26&$uWv0+V{%otY-CptE4+9eMP{u(e~=4Xjc9y`h#&I$6rB(#Joy
z-hjE1x3bzdsCe=KRG*$qDZ3|GUw8UX%Z{`~A1z!ZSr(~V@+$0ob~
zgzt(Dp*-#~F*QQ7BkamYVeb9@L#}7eLn#VSr{+E2RCtCtj)~+J+q@P=CYm2!$nU_K
zcg-Q}0!drqnBun~0h>&#_Yj;7r`Z{k&~qZ5l9FUV)j^=caG}l@o9~o01XbtpzWfD~
zT`5(%sw8ThAIb7Q2CV>MLC-_~dW3-ywgi{o74CI_KM!Vwp1^dkKeE7#{-PpW`BFYyWKyfWL0B
z;IW=#4>97=cw|nnh5CUXDAG`emZ^iM?#U4-nM3v;S!oR_c4$83}Bja*K=JZ<#+kH1r`qQXAM*o?hf*DSNZLM!Yd?JQ%`<0
zWj;MxyNYLLo%C-DCCC?Co-L_%e=yKLrL)g5tvV}$=oE+DPAV3iuvGBh54O_A`&tKd
z{Uv4)57_#jjAWiphXTRY&!g;yFgR%|Q8kJhOZ(JDm{Vb}^Frv6aWe~3O>p0(Ywk-*
zELLHJ-`!y>RdV9AyYaNJU69=w$1})-3-heB`lR%Xu(2VA`?Rc3;vL-WxN)k?+$Je953y6Vy^`QxSI3QKtHT;*Y0e^_J!R;_eh?NE`tI4wtg
zW%JDl2EK>F{G7-PGFan=+!QMeVrS#VF@pUlkg5t13LP)#PH2F2(N|#5G<9?)0%f`2
z-v)-Sqy-*rQ^a!a{z_Ou0hV-r-xzSVN12D=a34L~ArE|o+m{_YY1`~q1AWmfjSyUr
zU7#SS5)_P>c%^9>!pI{@^+<8dd_I@LXwYHA&L+TL^f5ZqBb5p=Rq?+DS#MNT^bQEh
zaAOt
nrfr)zZxQwZ-5dDUa_af)v%rycppJAFcJQVU2NO-?AARuZN+t
z!qQk%jZlG^-x~hG?kB;BmJyXtuDtzkZSD|521EdD>FT;EFv?G?5GYh%Ql4$;5la^i
zM(q21GL`E}f``w5Vy&j%Nsi$4)f3u0fPEUX<1Q+z7v`cn1}2Ee5+i_$lM^Q(ybhp%
zWB|)b56e*cvXA3uYnoHIXf?qM8U%KFY4iC>*F6nP
z4I(KJn0CAHa=}*quiCX#7jLZ0N+q4`KAcJzO0W2nd*iQ^qxQt`vTe%NUxkr-B_$3%
z`wg}PRqBM%tFS|r8poH!VYiID6W^^EGA_Ql_jB)6gvD^E#~xl1F_+%4o983-PMh8Re$ab5iQBZnu9opg97yH3i%zwrM03%V#R-
zEOVdIX8x*ZW$=E~Dv&swMem(a(j-p9w(lx
zaV2eHj?@6Q|4;g4f7V^}7m{yYM}v%iay~T6EXS7I+Pk`TQ-}TS&7m5*-uLabb932n
z@9wqDD&j%>Cv1nce7iOteHtdPP1*9k&6?d5N0wakgh{|Yo;Fl8r3m#!)W*AQeak=j
zwLWc_)kFdcBPh{tQTIvF0gqn=f@1)QtCP9P&hWjG;5n-oIm*xNDA21DC*A5uJgw`A
zr21gu{CTWch9e{RyIF^(BtV!&j;+7`?$8_ZaO!Ag^ui(7H04(`GazMsFp@oxT|RNo
z1}d4QT8X?wrYn1@#zMyxj$%*=!R+99OGQc>dK)Gcz<&Wh+fj%Gfk1?AyF@{sj0tx>
zL=W+wicrBQpQFMv@?R53ePF-AmUhmn+zPvzo$ipm;)YCIdTzK@B=
zkvG-KO4OcjqVnWhla@w~vl%{O1?m5M)he3AyH*9+h
zffp#dlc<{60_7eJ6#gb(HCfRipjYuB2YT`@j1@rIPXP?xg`fc=kp=;8xcMU#?ECkM
z{g>QepU|1CkE#&wnJod9?U^IUJrwoqkKyrQB=6G!;Lmsp9(d$&mjf`?6xtD-`N!Rz
z&<7;A0Xlqsb;shUReciwpTqpY^L8Re4hwowq?t_ci!?4LEM3Qth
zHKgEn;D@%MjrI)s@!UHveL7(xx%Utd?Mv8i5x)D~j$AYe3H1r|2_hAeSAHxFS=kcq
zDSxl?(5cT&38DllGS6v;Uh39dPXE>w&;JD_e1={=Z-NSDB~L%!`4M)x-}WN1M1{D0
zjji5T5`5bH2yS!uTq`%t2RX?p_P)F)8AGlY$L_w*!R1lbz?3a_d1A
z!-aE&w-{&(s=Jr=ODMbLhLD4_>|pYWh}>4=)Ag0iD*uup$?yOXOSTp|dkq%3IM5x`
zX0+)3xrCM1I+0M5?fvXk+iZ-teRR&%m!g`ZNBr|p;@f*M#Q^@_U5hWgkRCl
z7|(ickBKXH7JjltyfDMHFg|9#c5l}+pbc%pX2XOY%vHCMks?k3!fc;FsGC=VWU#K?
zW}NVy6kf_#>|pi27r(22HuR5N@ZlFSKwtC;7nn5CwUmXnzn
z*kN$DT^=+0>fA^1hi?g=*^)X1Xou#M=PX9h{Dm-Iv6uaYyChR6o{_-F^6fIH!uGE%
ztd!970Xabu%f|PPOp?+ut>_$fP?TY@Ir<(0O_kXM+Xfw*(8?6QDiOOpaZ!E;1oD2s
zM7gC@lvh27pXa}L&!%#qQmF}Qa>#V30iu7i2Mv(`G36yq%i+2
z0bLyrl=DB(UjRS=0_HZ*T>pGzMk!4!ffwkBl2E4cIxSNF$ava8{A16`0Up)vragE4
z9&ZdJ_DKFVzr+1cp4Jvi4kl&>B)Wq0Uvn))(^TX*Vy{Z71xn{$VDF$!_~v$*(F}^G
z9Yu%wvs5&8V$G1nU)fa|S}5T=ehhxA-cWW@DmBFh8{Y?P>vV6-&E+VN<+i?$3Tt<6
zgNv8n8|)M;k#aluHY+~hdvYu5Ak7Eziy|K}Z<7&iO~XU!CD=+(4OXAzLK(E%TaV0?
zbE)T{${*;|2vtf3V`jrNaxAl;7nEu0SboffXas~kI#kJs;SD`0Snye7AMz@Z?`UI$
znLOuP+&x3>98`p=HUuIS4LNNI%=dKvTtwHSx}Ut#01N*+Sqh(>qf>t^PB!IzgL$Krh~2-t1J~PpCTCCNVMdduk(+
z$vPpC`YvW0sXk8}OX2fe!`3z2InKI5Z0$z9o5S?JP`kJ(JbjiXuc^M%@B}mo+?^sR
zPwDO$UR8ZH&K;AjZ~D98+Qq8W(UM?bw`|_74A&3P0Y6sab|ZyITj}#?Mz65
zmB{#4Y8+X=As%Ki>G1>dphGgUCU&FwY}7p9toc|Hfw7@ALd2d+^6oy~X-!P+rRl%#RYf{UcE#^)T0oOF2O161@
z5xytS#2j@NahR}M=*mMo;eVu~#KMsk>xpPfVjNd8|d{Di~xV*_dY|0DWHzP1#Z+}!Y1l)G+5Xnqq)Crcwu
z>CwCbgyH==8w^WcX-T4i<+@LaT?-&o1@7$1fXc2B%xUGGL*_s3lO4u=OuGXN4PaSd
zFqml(oihBcvMGUCp(AdZm@T*+D4se3b~1}9zkSa3Q&BnemqbF6UK?-_jqCv7I}hgs
zXO4!hK_^>DuCKl5l!okXnh(Ky@9~SlxSh1zWaxB$^gMYYL(vr2gGramd!2KWhn)A-
z`^x7~GWtfC#AHzYonXD&wB|;4Y7Osh=);%~_unHW-thIP{
z%ex(hSsv@v>>w)=g*)ry(N+!ike~wBCAj4ds&>6`&Yv9|YhvYpx6Dp2^1YX>XElon^)f_6SZt{
zd8P7?U`8#RnCLBOHmT9JXq}+&B{RNn@?i2CeGIKY{nN(tpeChkNd;-?_uQ1in!9!2
zjN&qHD1Ak`B{d+1Dnfd$B5J7CloMl5fYv8TmflrOeq<2%^>cEJ_j_+%O@N~F8o1OS
zZtRg|bZDiUuveKCb0mmkNkX30JK}C!J8O((0t`pO{
zupki<5n!XAk==~q-UaZ2OJ^2nxUxevur|CNW)m=wibMmT
zj1Rgf6lFA{ds%7D*mY=1~|lL=cLy^2{M6{|V@|o=`XOY@U)<+zCU61ID{r4Tp8+zT0&*cfb#a
zhb)O-ytpdl_b`W%R7`1eI+>ZkiV0+S1ic?u}
z&w460JgaKPC9k4uDq(S(1n5X(RSo9TFg*k^J^Xvnh2wXvd6j?T4HZIFsq^XZ1kYrp
z7ma&CHW@=KVDaf|(MecpiBv@#Q5CWcf9CV>{dCeeRua}(-aUlL!hQ)h2fuIr54?F@
zRh1$PEvg`ks+vzFkxk_sMh=c#E!CP!Zkp4x?X=Hs{^Sq{-#C1$n;)}w-f;3LB}{^_
z=UiYHao4mQUqyXC?W%{aQl$#i$ytYPPyb)|e9ve9oTXY}J^;ur6N&Jw7=>d+)&=bMB^4dF%=4zQJP=yC)yVUx2o;4G9JRkd&_w&uut
zvSt!ES+2KE1sq!xHsdzK`=$dr@dqdN<53Trj<&8rYcVWOalNEh{e%Am1ZRv|P-4sz_oRnGrThe6#YjB{I&N2MM
z&d2|K#?{`Bp~jCH3R_s~Wa?3s5KO
zj+NmuVRtfq7bHLceHCcb?$7Ctt6uc9ogIc)q?
zKSwf>gz6KYn3nmkENSi5VKqlm*=s#W9&S-95afrtn+hoa+mlmENC-{BevTJX{wUH|#Su+AR8xIl<%aKA|ppfcsv
z4#!VR?G)L6h^cS(+>eJ}NK#M?D>o*yC#XG#05YEFE7g5R-!>6b7B#C!#0dd%z$57a
zg}J9s$@6iSJZ=RC?2E0}met_5b{A+DxzlO#;(IdBS^0WFAC%sy&R$~xNc~XX_N{6w
z#?J_&EZI7t!3X}Mf%XD*A(|;5NOj`rye=r0V!i8=7vl$wt^H^YW7cK5FAQX$)vQ7a
zfm6|0d?C4A&SL)sOnvi$&D)&n&cH&8{UBwq9q;vYF%dC
z1V3c`oyCY)I$%qeoMNvE>rg
zlz;jP^jRwpJ7QO7#F)f`f!po+0OE9STI{vdvEi5?iGhu;7r)$$}z6C_(rV)DLN?TNM
zWOv5c(w9I=xZrZ363J}t#!2mP8gVS-SWAf;I@P$86%Ke8?^XZ5Vfh~o=GYFv#a4mT
zCZITfGK8o;o7rmzN?e=fg24OE2qpuY`y(`P{8kJQ!3aqU@Ygc{P~Xxea~~2RdOArM4w%!8w=mTGYdlWn@eBM
zKM~?Jlq50_Uf-1x=%UB3P3eM`uU#@Q94z_n+6Jp>@Z${b_Db^L4BN@dZ25->?^K)O
zg)s!m9YiPnUSFtYK#=qP1_sedaS8`E(340(5lW%MAs$uwEo({Yx6OHVm5z0f(PvlB
z+uGIdjX(hN)Mq+tyHx)3laft3rFPMW=fMZDJ;NIfHqnQM#9ax+*Dsn<iY4&q=Cc`oacbz@#}cy_1;i+XiN{Q+oP3nft2c*xI}5F
z4$TvhCp9niD6C{{KJg-KV>m`V`M`oysJa-Q?aQ*s0M2RM=FrsGPSH+hFnodM~B_@{&lvtUTb&qMX1CJJy5r
z5YgGQh8+IFTP0evu6Nn)!`jXH?%(QEjV=DT-EjRG{f?g@p8JQQBJ(E0<~oP)Vwp@L
zJz1*K=V2r}?FY86k+2CEZgoJK;;!GV1(jM6F-fXhc5)Ab*+VxmHryfTD*#4XH$zx`
zt7;TjbDXv7uyE?g3}`b@C}E~&J|EO$XBlrSlCCvC`gQ9BJtRoh#`8sf-R1%|WoCxa
zd^~J<0LP}C>P$lwO_RU3swM=oHak}W3_`XlRmxv_Oz`nYssGFltKS;kWYBAbf9MaX
zw}RX7Na)<$Fa`g}8-eSoj2JfKuGwrlXRFs<?d13Wd|>D)ht&Xg#jmnTi=L{$SPq~3
zXTHQ^3gow4&#*#VdG{fV_Fai}Gl75+)XAloCJ1B+90cFqe9vzPD-1|%4Ww_kb`-_6F=EBS;si9{pO3-HRRMHmLad?zUbl+l4O
z*d{}Gt8R_T8Z2mjC`*;SGgXf@dX@gihu0x8-5MEQIzFl7mUR-@lC--)7a^(iL34li
zy>B>^2gYMK>(pVS*MJ9j&Tev=62qsi)ujkDW~X*?zI*E5bU<{sJL(
z>-NQoA)aT0Aiq#rv$ud-X3MO*QxZ}CyJU6u31g@fi5ckN0k??9(3cwXA1~{pwtgR$h@q1NP-VcaL
z#1$ZXNuDk4d#U>_y`!7hFU8}*H^%+D@w9*UPsEzbtWd}(b?d`i2bXf!UbKN0Ueh-!
zYS?_ftpf57?B`
zT0{jF@bfUFB^{S7&Q%2-rV^KV-uT=6tj?70=?LZk|KLUJ4=*tJCi79o?GIWzK#h>)
zX|~G!tcnZr$5xdCUa0=Fsw#=#xdn@ZH%8dCG)P%4FzfD`D(|;-oHPTR6yHV&&}$hm
z*T|Av-To!{xXfhkF12=3JTH(OsozURLi72ir~IC-#l#t~zoR4fUxQOh$d9LVVYmepRCe0U{!8*qr8V
z!|>&=?Uz9iT~|ZzAnGH}nyPIzgtPV+U~)@O4u;Xde$P%7G}tDpkSanSLalf2Nzon*
z!24DyU9o{3t8c}(N|#pYD+dZl-G8&TvTHWwV_xRY{Vk|DacWyIl^0U=ZAs80={?@i
zv%nYHLA|OYX-(28pS)%JW%}prBR@RGv--+Xwl#0G9KLRm6074ruw^VhyMTX<8c5R(
zD8`GTa2>1*J8p_eCbZPUR`X7r*L&{_7R+t(+3}v#w8xq%I7Q3(whh@fUai$ysUmF1
z5^BY5J7reBjL3ngSxgd4E5;Z68@B#SwJ3p~SG)+-n8xiDb3gzZH#be1|40P0=%Chaa;d>T-
zPo~7Cl|HC|6FrCTy;>gS!My(Z4Eyq2CjP_o{-Dk)y6TahtF`?nWj<~(NXbnL1o!r%
zHvvKeb1kpz?qQr|cwb?-U4<-Srj_txvQaIQ_u}KbfV@R`NIlxw}gCrVJ
z%^lYm$-pw_O<+gJ(X3`4N8?t)t05Y&}=C3;^kRj-UJY5n=^
z7=8;;;+DcFv+-T3{h!0xy&fs=S%QiD%X4pD=
zIEr)WE)1p%gMPdPP^{vB)soMn5|W2vw{5y2fsO39471)YD#cWo
zC;g^B^M8Iu*?I#W8GkG;T`HK)=aO%keGBt&;y>mB(Wh5aqiYsOwtx-rlO#_GiDV1YVTTEDTz{N+=0wXV50YhY})c_Jv_ZPGjS5?<0^I0grr#_G<^M
z9N7`fi^Gn*BG-P_Lq&iTIFvKaA+V8U&ECEb>OoSE%^%|{W|!>u+sL}OWt4VJYJ?om
zLWG#sodtCn?-)sYX;s}?y*To&IVLvX)`{DR0jF=Jkln|^pMw6Y^4S7B(UM!VGGG4&
z_Ag~taa%;LV6W$Bwed;LXIsZm-Ra&s45!pS@#I?I`*Z(|RyZKn*`+d7){Pm3+
zZe7Md9)Mlfu88G`8H<0#<<--w<0d6
zoEME07@pUqkaSMt2X|(URbC9dz@JaA7E{{`N*-kCG>fhBPDsa4eE=MCNv{8
zI2hXaPB(HXi#}EHAlQco=!zElwMP&m(s2sf90_E5mA`4yvG1(lIXs+YND@1eLVR64
zzeb632;H0NJMHqSmZ?mF>N6tI7CRHBa#Wh>5~{0u5!{_FT;Do$
z8Acn~E%u)wW7!|B?$8aRjoKAauDu|E02NQHvxMI%lx3Os@j46E}K8)pa)?s=af$Jj?4R40e!5yk8tx$(tpp`6V!ek}U>+e|2Fz72|4+22xJ)G$@*BbrWG(qX^
z+hnMqAotv^&pgtCA#t~5zRJq54llZEB~8$bo9yBJE?RcTQ^Y4NFZP4aUw`ftHPIXS
z>kX#Dm{^xj(EhTNj@!4L!}4wOJTGeJQ+A-dD&Q>*oG14CMx6L&mcWk8p>!=2t=hj_))_Cm<(t{-BHgTx#T8;CRUl!}EW`~hL=
zO?7f**q4(sdFqzFXK=O0MpjytH#INmWu7|CN?1!fG*3-fQDc3~pEv2N)9Q_jJ$Xx*
zraCQbGrM{hJhMHtV@llZYFD@5+^To6tgsjtAF4)8$c)4E(VfTL;PmtQ1Twn1$dTa}
zcYCkI)>_U(j6gTT_dqT-i@dJsd+$D9Shs!z`;3YRt3&VV!{w+48^dgpQ2NoZ1gP<8
zd}+en$M>Jz{_#0*dzpU(7b_LF|cN-oCw`Z+%_h=AO?+!!zRF
zneE3}FB?chk3QYbd%K{54`u|J`I2A-Fk_S!N*FWM)&`ogP?Co8QVk^L8uvKB)O
z9$7eBN&|ys+IY9-%^RykX@n>zH-Dvq%uE$>gh3%l)+98H3Q|dVn+x-Q<(?^YAP5_@
zWS5ExyG^+u2$O6V1dwa$L^KQ$Q)1XM;WmL&iT4})0lW%r3^yLw&$Lgz5&|{#*Xodl
zW?~;6=#!F;&_0cQKjRGhGtvp4u;eH6^R1ha1|t#IA+*(s?5RTKXxL!Qv{TmPX1URE
zI`VOGChCzvBV0J9-c2SH9jb7Vq9chF7vbb8`nJM%oFvFcxJRYLcwgl70Q-t$qkoA-
zv+c=ff=n!QnGa0pBA
z1M8onjj}QynCm1E(~^B_mz)q%X46=CefN`YT{g9@h1Vxrs&Loxu~*om-;2S7hz&AJ
z^E>i5{9qJ<8^^{<$9Qn0>$Ax9E3N&?o)2dO+5c`=_uUnTxHJ|L@mrhPP`gmKzI>Q-
zQkX9@d=e$@`(p^oS8|l^F)|Q246)UN_HnQfK2!Bgk6a*Mdqnx06)WY~)&P^zYa2{S
zAG2w)ur>W1C%G0aSA1^ZtdR?}WNEvLI>?gqu8i%Ap7EE;hc}*kbwTuVFZB)6@ukok
z-g8Tso!K!nGwPcI-|PAdGl`qWM3oCfgG*;<|7U@wxeuC`N8YZTS7*M)*+p@(^lKmI4Kdn41XYBgCcf;t#O;Ni)2tf&CcS48W>!*L5
zjkR~7@Tz&1kuxTxALu(sw^sS}m76WT;VA(hGR3Q!6#EDzbCg-X7Dd9M55qe?ZA*Z{
zjO66MPQ}V0!}Si+$Bhc7=^&)e%Qv9$op-0|7cq!Rvh+({8RBXBSFJFf4IV492mU99
z^;I{+si9tg6Zsei-^pu33pFcAl`mreOS>BiUX@P1FFLNZ_1~P>uc?3mzZGx#VP*#T
zg%F`M_g{ZPKH1dYyi&PntcY9u@@IaVI>c%})k!&@TLypljQR?^+;KX6wB)Ijh{o9whiYRG
zkceJa1t~W{Fp{8c`E}?lFm~_ZrN9F5e(qd88aJ_vFs{OjIy9<$hq@>6KEj<%34ud4
zI_u{MBsKfAKKeih&1wJ|=ZmPNzol~m*Aj%ebF|x$e_cZDmLomfbxBEQY}|9uhzDp;
z*yooK+5l9QFa{LnNdi!SI!FmBh)a7yt0d5LnT08j1YtI|QqFW+NV&@R-JIbrr-4fsh=ImH5Joy^(rn(on-dB}=J;xYDGW`>Kl!
zJ}U8ehLS+~2M^QFgIAs$_KN|6L$vDKEir)=pOQs!o=V6d^fVy<<`E>ct!-t=V%l{i
zT2^X8oQ{=~MkO`kTAbGRZX>Ff$;2uiB&_SNo5@1_V521RVqaAt3~~5=P{0Q5)@l!G
zLlw*Dy4|!38Uu+m+(KMZa@|-4!a)GCmVqFrdVP#LEZ)h${_YRqYa|VSYl<-U4lM=(
z%^TL=Qg9ZgPm9(c|6-xz5HL-lKq<=UulbE^MizbZln+oW#bpN{MI^Ks$18Jf0>TSY
z<)F*2s@Xy7X{y4*u|=ZUR|~3k)t`9UHD~)=|0!
z&Y^Z4+!05o#pD4?MN^86k*e|M8-G3L-fR9RBkr<1Via2Pa=;}zha)0Vt&(87>J|Qz
zqQH!E>(`l+Q@XXxsPBTWTc_Q#{sb*=XOAv6q(PNEryI^*c`f8;EMxl93_aD)AQeKMn;qx`+65F1O9DW`kXV`{38@~CfKCzKD
zkDD|!G6BjgvlkGA4sIfZ?3X^Q`c)5!8D;zuicRns3eU9_=J|kqW5UYmnlaQ#3D(f1
zGo|EUvA$Mr6f{h*cW-9n{(7j@cuw$vxwoPX;md|KD?+>r9f6?;(x7P`VyX%%Yi9c{
zmdrF62$H-b81l8C4hfd5Zx3*N8Y;%$ClJnz`tgd~FvgmT
zpa@Q=x0bnHgM9^;(lP!xlH{txNuTfk_X60ubbI8gDtYbbz1E}4GOr8IA5C@E=546#
z?1k(L_x)$UzhlqrBRL3ehqt#_r6GU`>i2PX_ZjJog4fQUM^cUFh{mHEr3Y(43#ukh
z5;*QxmfF}p%`zY*opx|z&ihwwrU_}VK*W7gQVUL?LsLQ6{bxoc8g*1{OpFrIHXHs5
zR1o0t_57ku78oq_O&=KNtxCrv1ksWvhYbr=Sh7Ok1JKGvj!rbQfxhp*qnW>Z1gC;f
z_fGMV(R7IdM<7WP2}>l$!qxAZ_le{5ABc+
zG}xrCHx)TYQx3DZ(TgE4S;SRCf&-vA;W;E8@!&f{%{$-
zF1~M%07je|`I3DVzey`Z+L$P9?Q>EOH12hP7YWZC(?B}Oh=_Jp%#%!KxHX>gOwxnqCE-W$Z_wu$;9YYSdOm~e*`c10XyAPqd-}Y|Zw|A|XCUAyHLZj4O-288sYDfN`{926Lq*5maXQB0!=b)G!ePLs1W7QZJ8RLNs9%sOPmzd2DT-HkWragXJ`JpHa
z0_m*ccYtgK{e688YQ)zry3nDx@?Nx5i4zuZ5V8LL^ab0{i|4i#xRv_HoV>FY(%PZX
z5a^xn^h|n~QmAqfYNWJ}jgd-~Ae&(=LfK6K$?tU*Qojlsk7A+^1AMkywe`5)G=9Qo7tQz9V#@xX0)0V@YIX1rt1Zv+KvqKTj6tK@sfG*$5?
zvLNimd>^v?s=*dR8j4O#LX#M*ZuK)ej5GMqpW~w=6oJ0p(sUPS_hBx;EFM=4bbC5?
zCg`N*N3s__^c7e+xb~Xk3;KS>JK11x2(rk8o53`GxoL_@1DYoYLe`_6;u3Q-OjLl2
zIG935wGq;D&h;eChAdm@XXqd4cjf=pq@=W!TeqF4MEdU6HpG|eQ;EalP092
zN$AMA%Abv3FqK{#r6bb%kBohtX2eEV=%4AU`?)t^v>Dd*k|HRW1wmYJR&$Yk0h1}%
z0p&iv>^txNujH?@{%W_~v|=FPwtp)kUj7X8b^=7H&y+t2P5Z;bagU
z)t(i2Ad%}5J*mwUACSn$nWs16lK#4$4Nz`w@r{yMfal-dSqilFsxeF0*AO2c%yhv7
zAJqpmy)7Tfqm2+WwUUeWt#UO1@xDGuGdk6(w+Fzrn)8sw`oK0!B;s;Yph=m@&PLL0
z#nBmSe$cQIKE-sgsfFO2%^2Pc+!R2G{aGM3F@P`o8ZPW|7OrMfNb%pVdgYpG7EXUH
z63$Ua-&L&x2wpkDhO>;DLcWULM$dchBLb1?3S*kSMO6IH8}pno+DUzL7x_4KehcCs
z>0gCEEb^f)DoFL9-PJeH-*9_5`el%*Z~Gg*pOvEa2@C?xU!2`qJ5ShVxoJz0B?hml
z{th`==&k$99RJLZv&YO2P}@r7!jBOb<1L>xH>`lE$FbpPO*OmPVNWU35`uBosx)~P
z`zuaQAb4$h4O;)lDY~#yW^Z!Pl*xm<{*HvFV=X_pw+NFjVOht1^n&W9`%&uJ>kX=m
zDB*yO+JXuDlG3IVN^7aJu8Yrg->j{R5nit&9X7WVqM~naPWc`MP|DrPmmT?LSow0p
zjTizpt9}+8CCg9#*u+)o=bO+cs>d;!y!xnTSR=j+EDH{GK0Sf^(gE%e=1ayIQS|-$HipVut3}
z)^ypw#pg%w{=|H7lLIB=tmu$Fthq7QIsj>?!J>cXWA`}cP{69+7_}MUYr6hn>=v7y
z`saq2l}FamrQu?E8Zsspx?Y@5#7Q#CJ%r9tg`V~@7&v*Iy6p4=+1r`)Nq`Yuod;FJFog2ssd!~XOh0$n_q4%~9Q&oh><%B(!y
zqS{83`nvKcg1NSE3Iud3k{bZ}XTOLMf=-@bQ+P_ag^H9foGz~$yCBQKQB`!&r`lZj
z&sNs5w{pOl=Q>UPh{2X5at$d(14Ghke&BDQKOo%;69I!bgOujn@dupY^J*<}(EM)+
zsfL0$PrL7`z?&%e?h&6;Ecti6PR|PqFn{|#X(lFlvK%RH!wW+a$OR#3ob>3>Gy$x*
z=`*v?brY-;Y~GEPmH5i+ojB-he)2U3jEa%LkAk55+YXwTCXcZr7$r^?EECq|s1m%>
zlE=+1b;)~SwhBjiHLDj+p+86_)b27LJ073P>y{Lbk{
zN*^kZCV&%J6`VLa>cZ`5;;A3v&(nJHnEL)OJ^zz~V@Y;BWzpcY7l9h*TzotYLv3V0
ztQy?Gu`KU*8%xo5v77eS4`@Q|Ft6&B@E
z^=l1;+JbIi)4*1JE`nUe{NjSFyKtqJ_uH5Do`CQ-yrD^kk_9nhDSfO6+U_m39zUJ0
zCDD8@Oq=!~tn0$#Ug65Sg?uMotQ^{4ksBE`=vnerEKL~i?7=QZJ3CBo_sCUP4hYcW
zLZ_`X5eDEfv%Z&~&dL5~VZ$qBboF&^i=KpV=3!?aS^y*R={(^AFpriD^xU>Q)SzAp
zI)Vkr-Mi83Kt%qlwZW%AXd$TgVf0C0XTgq!QZ-XcE34$CI42NY%|c4hJ=T{W6*&IE
z0RSqH^wsCT#~t0tl{=Fg}{nasGJlhSf#J>@m_=A?OhL2CGpKwtrp6$
zJFv>;W~K58R&PmBZ@#v=41RQZttaNTy>y-FJI
zr?v;%J(-F~kEqeoj%^X}7TB3GKsvO4*hPa@
zt2lUqb@sctB;V2di0TKbn)kE*C}F1&6bn5@wB@gc!+N>F)_89n>~=sN&$i7#z1S)x
z&MN{)%Rol`J&^e+O5AJAVq-MAZu^^d43mN*I&p^XF4?f@(mxroHBg?)^660o4dC?$
z!#yp`4JTR;N_*HjaM`@-b_QRRb?f$1qrM!(b6d3E&kkezv5gRzp6ho~YTbrs=&q5R
zj&)ORPSry+yjM|d{>?jWy7?$4pEROhdpMKd?HNcCeEr#noanC|2gF;}!u%}L9B8Am
zi*1KXNAB6Z2N>(e(oz|F7Mkfke!Y?qz!>8X8{(JzDqEK{?7xoQGo{Gjj-L;`^c^qSq!
z=gs%Zi-gbm)^JZs{Q<=?SSu4KgAt3Z4!#u5-P(<9b?aX3`fWTQ^w^LaMsKBdJWV
zmb&loL@7!<8a5#FuSfepwvU9%T4-;AIDu~;!nPO98h)^$UyZEDTr_Byut`g;L8Gug
z>}F6&gH4bX>H})f59Ez_xN{B&beX)bwEQ7+ntmpRAc$5TzRxy&6*(Y@Md-7pj0C3lX5*M=eif-ZT=b{rRXD~z-l%Ad4|1NDXEvOGIRCxbRkP~O(j6Tt
z#8^lH#HT%H7D~_8uM!Sw+9AlBunQYuiqZ6$T;ci_!Do@P$HjsEmntnpbqOW|p%V|3
z?IHU6JbaS(aj3Fy?8C){Uu~6v`aC580L+{(110zkpyF2L&jf>g-;|TiaX~iMfvfMs
zwB*L62G?|?%zz}zzYoOljGqVf(uN9o@Wgy`eA5Jkl@cNjwArft^(qV#l>Z2}ntjI9
zvH?sks^jq9nHH
z%3aD7!K21LO*EUIT=VG;RmR>0dCYY*B~2rkqZPr(hV#rHQBH#4b#5f(C|1t!JxnC@Ljj8&(PPR^x>6ERL&eqE8~Q@5DOIGSWjlY;qHfIjrsxYC%cc!K|(7#1n~KaZKy&I
zUEgaMQdv%f><(eHm>2EO5V=2odWqTS#CQQrc{@?QqL7ENW$cu&CZO8ET95a($ZkVxkXpJ9n(Y1P;EQVE*eSOxJIE9N;cded*mU;*)RC3m8K
z-JI9R6bgP@=zskFdN%jFuHukhPRU75~~VZ7i@i%xs#7Ql}I<7n`pd7
zPQUi6b0DKpj|3rqjahLo;*)9wWWZ`Dn
z!p5n}2q4k^mAcA`A1NpV%HU)m`penEgrKV|?_=eGGFo>ozb~{Gt?C#x2m)I9Bqv(D
zU+qLw8|fP>8hEKt!p0NeS&ITv6OH|$wtD+Uuz#0(rTqBAN7%s;tl@*Z)U+-;ADUl})@T%lXG4aeV8y0;lKZ>v{M+*80m0%}REC?{e9n
ztXqO^(Jr?-bs5R9OR}#!HBL3WmEcno3ZHD0`rLKhqN5~L04A|bO&}2aCL?IBvf6Zg
z;kKMduy{U^tUE`R2XxyjD`7|cjiP*)*D%H?L&n=g@|EN`FK(`Q_sxeyLtbU(rLA*(
zyrlUj5J^l~!DWNrV&aV~gWJ4iHQZI3j|oW?Ys9;C!gnJ~vz
zm?vrnn%pHeUa^lX)@TQvmgbYJ2K}jgGSmED9U_&ll)Uj&Tk^qh;VvLZf7?#lu+Dp?
zf6e*1zq$4L#nrZlbwy{FbPpnCmU;fDVB5x!j&>{s23mb4entU)8ASDP>8nl}6u$NSMxn@eZ?Jc!v8+SljZqLmDYhV4Dqtgs!eIXr@sS
zB*_`B{b|ex-IzhGfOaT&rT@RM^N&i4T1hXUxWLgg@J9CimWJv(Bn~wG!ed7B@?1;l
zsAm60rJ-UZdW#XZ4IxYEx^C%7XSLVV?d*8xXB
zhmoTPi}6aoYv+bBj
z<$|Wx;_pzM=RB2HHS4-GZu}7uSQku({C+rC%hrO@@kW^yUf?$TxMZx;9hF+DR&m>F
zJskU^Kx(xsm2mPkIh%2e%&IRpW_9-VH#@z9o|S=1?HFMh@{*>$V(T#7=$F}F(cz{_
zdYm-v;!dac!X=M2jWM6wkq}e>a6p*#_x_Ai7Y;N~0CtpgSm{p~xU@h&T>m_;L^QRF7+nkR2JZ0`K|Y2#
zsW`KqnoTYOa`;MZUOoV!9T^}2@;dv*gzaG1Dxh<5Hf5o`0${e)6Tr`Mr+^y38HoEa
zm?g_UN*w+yGEyA>Vsz331&_ifHOqrQ#LkG+*ZU<6?<`pHfTKU~WP-)+$JE1@0HB@*
zf2n*%7IIZgj_}^=X&o;hUQImAsL+@eK9N7ATCzwNA93d6c%#qnJlb&9o_$IY!us=A
zj^}RtX?WKRnl$-A^wy7WXWj{6F{D=0&;^jSgxBP^-Wn-5q`oPY*?Js$nNfGx5Z;hh
zYiNG^aa^7aN4fNDQ#`h?sCjBCDJv?o>B6ra@t+Eay5TeA@|IYiEXl}#lfIcp4}nnrj5i9d(wY%NZGI*JO^^Bzn;DArGI)2A4E^u+C6P(o
zRy0z06-OCI9$#fr2ACoF=7E{Gy&1ZpKa$z27Ufv?NPUoVJ3K7E^EmGi5imv^nT;?R
zI~>xfd58A6eM2dY)hdn6Q%o8kS=W|REh~sJ^fs286cn2K%{Ag24Y74p>HGDkNLFeY
zs6kZH%vmX1m{u>RGfTtMw)8T6Xwo}$F0YSV5{E$Y{!Q`oG8)Nyn@Qp0-{NJsY19sz
zremvzN57e^3y(0~dG86b!Tc|Vn
zg<>`R-5ci|7DY)D*hL*hB4$5_*WBOg+JMM4ywPVC$Y+Ckwat@zGIPgI40h~pze(jG39@byxCqX*OYK;16b
z`J&u?9xya;_@_1ZT)nk^Xz^^avHp6eUd#~yT7`7$2!6o#3`be!&rJG)L0=cB1?he@
zN$_%^Oc)9}%OU$X4kpR+%QQ0Yk1akb3(A_U&!O%%5;GoGR3DTdJW`QtvsZk3Y%L4H
zgmdUT&G%IMId*3Z$FH+r7o4w%hPFKH_Coc$3VN;|w-GTccx`*RRy
zVe;h$;p3h#zWFfnhV{0XWxEp+M>hL7LOr%=)zI`!TuD3Ly%A{2ckhlnd5U$PxTOvk
zwzCT*5Kh0ZIfsu-0W@pADApk&rx9k@1MSk%u||4Wor8=3vX*#T_q&o{1r2pKZ}`MEPv3tE{~GtIzrL%=N5GnWch
z8fOS$nrjEZX9k-5zfRg60I~049E;cCf}9iEw>E+v%MQcvVMf6V#FB^F?C6&6M=z%l
zC}Ua$8aR{#0y_1dipxUWS2jOyY&Ih@zkc`fAH1odjXxs4vSXiN0F!LQ!%t7(J6pNm
zh{E?K(9<<8%l*s~x{@{s6xsGw$yHRObF_AQ?a!#aBbhSv4!Nr3EWq7IJdbuy(_U}P
zZci4reqC`9#r}2oO#~czx4Z|MEQ{}mm!Y^PP`)8+>X=_EPN4!YYfrq=1{y;(+U{@k
zZ?pL|DbtYs~BTYm>xU;~w@J)EA6
zI8tg7TRm*@sOJ7NjKH`Gzg6>q#K%F|e{;;H_#0G%P{)5=Tr+Xu!aEyi2t0DD4_aMK
zx7_Y6-5Yn9E?4(UCIYFOBVgdHfJ>%fY$W`i~QtigaiBs!KS(R^QZj#}U
zL0gM=bGm2j1&E17YfVSPYnIFm8P#mI0UfHXzeUQ#Ved@1hreb_{-w~p+*!sJlj;Nx
z^_hUO5JGoOdHN_
zDGAV$2%kYszMv)_Iw55tUSIb=^K1dm@azn6r04RSrf(X|(-wVukTBF+_L*D!guTFq
z9F_4EXb;R>m!$a4tqGP6$z>r>jiMihOKY5dt}uOeu7}
z>%fNZMb~~N^~JZ^ct;F=9;uK`LP5=9ozIIxIA)cMgX$#tt!IZfZ25T_
z@#|DXY%+nf`=EcX!YSQ?J5s65>ah706r3)sNp0P-P^c^j?|JhNS2oK9rU9PhwOK$|
zwXUNlerH@E3MZv@US0;$viri#<4qrFm5$Uq}l5?0BAhFW2-{VzRj8eF~BX
z!4o0`Jqd`~%K(AdKXEE&X@FFkmhHndfCv}%Q4u%|0vTy8@KE9W%cTY;sC>4-V~?`4
zqX8Zbj{ln*TfHnBU!R|0=c#%F0`tvX7AOZk(9B0RAAoI7St4&3lpLAR05O}e2yhJS
z2|XH6-2VRNf%k^P;WeYIFR{Y1KTDxtH8uli?^^iw&tEtHleXLSje_s6|IC4cJ0KdD
z%g+W7^w3b)6Am8D=gG%?HU67MDr96D3i8e-8nXOl6JvKl8@3u^yYJ|`xR_}j>r>9U
zx*m->(P3aE%l(ukS(WtuXSeqD_cX8@*^)6fCVP2KQF(XhOUhf>h`qzTk-Z;N2f3ht=(6HadG
zR&m2brgGl?{yDZXvC>Z_E@j&Lhcf|~u8$Y^sIANvu+F$+_{F29hXh4$bFaSey^ja2>{u049;~pcGnfLW*s;E!2_?p;ozCuh(=^s#|J153oVDN4Kz+au2
zmwl`hZ3!#|B(eHJq-2~tJ}`m#EOsMCyQ@)Wz3*s_YN&cGviT_)|3FxEhQcWniQUcX
zuI?>`s$TG_e%y(zyogBlGNKnMxUysD+4^JU*GY7NWE~Pdl@GBx3~g0v6piQzF(wt}
zVhO*zX6H0#9?OeqO5hMgh;ydX&kQyVvInbV&*R`ySS?v^(voIx+qoEm9?c8>h5Q~n
z`^kKe1&h`Yi_Fanl+j;0azxBfU-AY*Z9&yI*cv&wHm9Ei1
zURJ%fz3BwxWhC|Xzr3t{7;sm`(LZAdkc=!O5rI1QB;4QO#L9UTZ5l2Kj+pP7th0cA
z>-M|&dsc)_6qb`z(ok+2=x*;k!=u#*l+jyH!C(%D|9#!>T*;S!#?34pxV&L51Qmk;
zHTYN$5aQv;3?Ku8WT<_r=K?R=`M1E(Ub4=qGH%p`^W<$(*|oeS*QOwXQrK}QZHPcW
zjIxPnB_x&v5g1YJ`(%M&V&28c2F5MEMnVRb$3E=w;ksnGy87f+M8i;9yZ>-
zH{1CB-tP6I-WJPPz;o2LUrCB*+fEkpU3cWY`uag*$d{L;+7)gjqXnbjT`G~D7@U5$
z|2ClQBheDbJ8WD!+h-nY3h;MFoG6|F(t#+K)&%PGwB2#A(M+kt@QlxSDa9A
zt>=)5PM)8g?vZb!K%Z2WuByD#8ODwC3rW_cyQt`asX6_I*Ds7b7Cgrlr}|Dk``
z#x;z=*gG64BSPf}Hs(Mdpzr2^4=Wwf!8K5h!6KYx8eo
z7g3_~*);rU-0gn;Df9Kqd?RUw{@eMZ&&YG@fd*Q=1FvwV8p2tg>+Qf=<^Z0e$G)C=
z1-MdezU{}tamH`*Zr8al#a#8J8^{@JF)DI8gE}Kj1CQY|Ey~?m_ECE3qbt7zt782R
z9vkU@R~wMro2Ol=5_w>q#avcN9M|*Quk{wd9)?-OJi<``ReUHxH*PbSX@P^+X2jeK
zW~dvSDCOnbt$3qNQRoSZ&(m)4T(8ouJJ78^4tf);tb7t;937oFmJ1}UWA0&}EE!Xn
zKRQ!{EL5fqFW|$QH+LFCLqqd-mr(`{tEXMOP!(5Ha(_=Ps@tKR(j#ZPUziriz~#;e
zWOMdfB?VB7s?K&97(389YvpHlyAU7xUWQ{#w-V!;PRF3^=jw$bBZUj=eMn)BgvVJf
z6D;}iy}0D8Ej1L!<-P`BhXK@Q0^TgoMb>!t&3E+$>rr$Z@&t=(Rm|ST@UPbRECa=6
zn?KL6CaHY;?-aItKFS5#hngss}K1n?fVj6zS-5WX*YR3
zQofG~2>brb{(ffM$5ZB(YO;`rIkUid?fK^6tLfSI8#&(d73s3vPz9xgH!~SrC}Rs9
zZvlTBL7Y?WOaj?M@~7qvFQIz*7qkV#wkfyvyyz2{^Mwzt$O?SyfC+2i)sqLM;_1q-aCaT8NJZ+mWa6GYt!PBwqZE(JJIN{rF9aj%&Fqh>6Aag
z)Gkglxv7zyB_-T;fb4XMk`8ROjNySBSyf_O%{R3%V`DbNH%U+StT^!;yT9I=l{_Fm
zq0a&;|9%IvyzxCuuUPxgGfk6}i!IX>-dmWtyruk-0~h2g3w}@|DarW-R&`NgcEZj;
z=8i5*61hh?*xo&
zcPTl1t)tz3yb-u{jnOq}$XVhrIdB7MBq089VcW|6*@+X7Hzc}cg9MQ+D=1AR
z-0pB?mhBB(zg@klGibbZJ=G(tUS16e%%{0<{A7zG!G9R1
zgO7Z$ydv8e5HtoA+wV-D_E`y|>U$yvOHHE(be5^Y67#%|?`+6R1a`LvwKxibcjAx6
z?)^RDv~T)=+z5>M1DQZ!*OMjraMpes?{|QemA><69!5IyU`h|SZlSAsk1Y)=Db>56
zcZKxB35FtLn=qosWOiG(I62R(&*9ZHC@kO33S6ZZ{(YCYwF+KVX>3fTL`FWGn4ERx
zP**yNG{=|Xo(Mm{d90OxQZcL&xXbc3(os%)PN{9&b0m!;a02Qq{ch40oqSpe?)*CJ
zGMn##w3PBtTR?u_FmdWY*TusM(xO6&Le|>NJfQj$0_ynG)+tX#^?O(KXt^Y2`H5eCoa%C
z(sClg7=ou|A+s^|@WPsio9a8C;;4J|*^fs7c#cz(=J&FLUs!Y+$o4NX{B{*Myf=Fq
zWr3Le33ThgMH#t?xCuj`ArOOQ8qI^OEh&ID4x|svxUgXz)0$f{OOBBMy{vcYd7KWQ
zpQ~eiF1f*6?^1$cb@1a?0;z)J
zxnf&n0d!zBI~D%BA%gtp_@`3J4xJm)ebO^F%jmsIf6-I)jnl-R5}Toa1MzLkReelje5-Cyj6XhTRQ5!YYavTavong>^H(2^
zwJP(qY%ET4fr1St#9G{0IaP;MW~dByRo2DC@5C{+91X=cfe~I^_UldXW2kE?gs+ck
z>bPDszbkma0+XvmX$Y$F)v5Dh+BU8_asGreH047;NMnA)AmFBWsHXU!lN3ccTNl?@
z2EC>OXxer#5d7l~=^1+~Ey#;X8ruKYxr6u!-Nm|mH)?^{wzz(z=aurrhH&+kt8Z~%
zXH9=@K(I*hmebH6~M9S_s511_GM3hSjj-FbA-h9Ye~>@NNAEF9j1kDJ(1Qq{A2T*~>J(Atn4yo6|C
zHjUb_0_HJq(Pa{#14n8O4oXB(J#HKTn
zZ)-u$tpy&hZtt(gFyFQUXqytd3;-1bz5rre&tLgpKEDfSZMk-|nun1(OOX;`MD50`+0k<@uCo;(#ogvpnMJyV?`1aq8D1k$_M@8Af
z>6713D;)8x4vrOd+k9RxMco3N-KXJWauTfQ)a~w2zNO3gz~ru6roZ+
zwsTOw%(|;{Y8sfFTr|)PiH#mN?y4EB*yZ>Ea5|*T)zOqJ@XP(MjsT;s)UFvJF#2*o
zM7I3h6aHImMJ!urWZpem2pFv^AyU0Bd@F%)hvqutr~8Q0ej2_zKpvyC_{)QGOjejPe~!KKx@>Fe$q@j*}WK>wU1Psf@3BzL;?;^@o
zCq@k78kl|Gzn-7+-U}~ITqs4j0d?=#qITQ%=ET)3FgOJlQjD}*GD!T~zz>yQ{x=_@
zyz&f?pi7@`+lhNDScv<_hykh??+%Z`mtZh3+NSIAk6KTxQ~-47vtSVu6!hgEfM+KH
zs+n@)$2VkQ)F?SB{I=ca*TRs2l@z~=<~F=RNKhE#Wx&%k8d+jS^~s60_;Dn;j*0m4
zF2nNpi8q3KpqkAf7@p$^w&9E<)A(!tcbT6ZYKA38*X_)1QSb>DnGP@5dPiqOZC*^r
z2ON&9SS{xUmwbNGHFdl6E_GiA*Vf^tqf%%vm15Vveb^hSStiljmo5L$ce?bGl49m^
z`Dl9F6C2+DB!n7~?^y%Kn`5~?pUf#k`VJsz1#WB!JLkZxq#pi3GJ7)ZqH*B_9A{C5
z#dh`kmIY5?&Ury^%^|b0h6esl6n0I4mnMzWXOZ
z-FFc?F(N6FyzdGlekDG#?dzQK&F-iw{ae6gpjOrBo^?cA8Hg`ML(g+@`BUE6;F-Xn
zHP8NUm8!Fm`Mz#Hp=_f4Iec^V?&bBaSrebv1NPr1mtmR?8)T=?PLY^0Go98rCqaat6gusV
zEI7Cw-WV}hQ@5g^5M>tZaVxSopMlc*QjCN|_dTV8?=3hIrrW_r=0gq|~$>n2QTK
z$#-Ib^jkK&I4iqo0lO|a!~G4(eBYqILn2`1YR5zWi$Ct&C~0C)S40a9rO!3rF}NA{
z$30+)^5pAyi9X&tSgd
zZ_)Gp;z$pV=MiJxY_D~EXC_2d--@Ketf!;c4bC~ghGq+Rew@>uODYVUNUD8nqv|Mn
z+w?9r^l)(qN1hD
zK2$wM>J|4~Gp6(CHzEPygzNBo*&lm9r&v0{Cf^q}*P6H{Zlbr`zYWNM
zRG3)3SVotAMymDp$D_u*7)?=qg~{9Nch5E1H*Aq@Hscf3yQw$7I_Vwoe|~cC;hyhU
z)AaV&n2mSwVUAzKO>a>DVNUBdmzYOg=Q)8sid)EQ2ZM8eir0Y+
zz31VP7cMzJ5BF;4nwGqH{#k-$R3Vc#p5EtYOj4Nn)
zIm4?ztFp);J4-&W$V1}QtEkmduUd|Njg}vHS?)oxohN9Zw|Cx2L0lcg@P0bjmpGQk
z$|of3Qh+mAu>4QJOJ=Z57M}n5W$E9A1M&jwL-y`tfm1Tum7&)K*00dA44`Rw#cf8!
z1W7Pxx1@t;Z2hauN%Lg$gbg28q#>>Mq5;1SZ7bg3Wk5jDt0EnZ7-274r5w!!%16Ze
zFMsFXB-c^5abaC6KBp}>zK4#@GbdmSv_EsDX@?laXvOUuvWAmih_W{Lk3sn}`W^YU
z`wFBtLws2HW~B(fOkE^S_%WX?=8#1gF0l=oE)tt;@%vArhLs)|IndvhjkC;ZbDFGn
zKk@3SdPpQHC9wQCbprCM>`x^hXxRCD+sxzExMnfO?=qEo^dqaNh&i=9zWsDS_4>%|
zUe+e1)N55zcVw_;KRgkrBxazME^e)9Vm4)xPMR@NVku^YpzK!^||^D2}a?6=P}~={7(^L>h
zwnU}j<#R)_FzXcz*vOT>j4>}bIaD6viZYm~Aki+r7b0?!UM
z7kd-F6C+A?ySPz4`6wKmG0+6wKcD`Nq-S
z2c@kJj9UVW6_fd?VO0aYz9R`Of!HwJj82k+ns`gb46jRa90WLYLIto6lQ3?JxoO*dVz(5}&C
zp7HDxsq=`RK@u*?3M%|5{`d{I2nI7E=LuqD%=(;Fl;Kam2~c&~U8B^@zLbK|+;;x7
z4EXU@qQh^DztfvzhSS>L!x^_A_P-b=LRG1N4s=TwVXjY6N@6yj>M-AHEN03fx?
zALn&{ZH{k2WnJe(O_NeEQlrF>We$5t1j?U9>6c%sOfF7OoHLk^D*0I5*Wv?=CtDN>
z%?tHs>1^_J)0}C#Td&L5Sr|BNfSRR$usM*{i<=YzECE|Mp+mnLpY&s%Wn;!&MW*Aa
z!PCi+!205I<+-nYl#}wl2=D5$hoCMYQYKXnb{`ayJCfZW=%}^~zcURQXHo)3ZaUQk
zUARmitJwk;35+Ol9L7zja~c?Z<11b6;b^gxSc}>|Qd;$;vH9WPivgQy$vwr5#GF|@
zYA?Xzw>A-L*un{6(}Jt-h@x!m$6Jcl>*RqN`YvZckd2J}N!g(TWb*xG8w#kJ0}ADh
zNt+d6ON9q_vRUVq*leM~*M{F&g2yPY;wv9c9YN<~Z?W>}5Ebb{eTowO+Nsh4cAs<9
z^{~52jbf9`gH)v8s@qhH^v|HH%t%>TiEsl$vv*uGQsO_Nuy*C&5*rmaW_~+*<`?9u
zG>#$s6w6-8`vtUaGuH1h#?+RJfbq-%l-%!oVla0~(F0v4_0?j
zfpg&~_nQ~k=$_y5g$|J|^~vYUmXfd3W$jQwgUooB4T7g3`l-LNJMAIL*Q9D{EGMFa
zPvRzG-Q26KLd9}q3QJ)cFX2y$aSIAk6QPhK4`jcaYsAL6nBDX`M!oysQ<3mS9x&RJ
zWLU^EA8EsRltFaXq_&*3Zy0!=8rNXy8w=S~Y>!Jmj$
z^0`0aV$$8D`k>%ti*GyHDbWeG(1%w9=MTFaD;(`9T?|q4h-ubh04OlU=Pxd(-sO(
zW>`_n1Hz*##aQ|i(m=+5!ikWX-leOlFU=F?T6dY(3zAB*KlzE^6o{YJSwzGUJQtq&
zF;!zJ+3wNJuz%y@hsPC5I~BhZB7q}9?B?7)jW`70X<9#`{>`4@mryO}sYA(0sWkt9
zL7-*VHU<G2w5VJv`Z65=;y~rFe&ELqs4BcZi^KeNZ;T9FJ
zm+9hx^K6#xyr1{GvUlN1>HV2*Fc|_U>h2eZRBui#of-?X@KQ;X&cDa9ELs1N+Azuv
zrZ-Oc_^5lgBDMXpzO=I!!XXrgk%Ykgh(l*X>n8TEfY4w=RI1Gd`ABHKn=RC=mMEZ<
zPpkm2T*~IR$@fv^uTAon>ZnI&l8QCO(WvkveuVHpdw=Ipz4;C;Ip6IYa<3fiG?I6|
zRe2a3D>Y=!Qjw5tg7FA$_l;MjjT^nONP8t<7*V#a$hbLHaMr_mj42?6;M{GWuQ_$9KhKWlU|xEj{Z6d-D-n!#)?|
zuk7&V?(ap~xqfWuW`_sBwxct%)UfXgxY_&()fU6n7d>&cvx=9pEJf;Wm6OWO{0`tb
z4-6m{?k=Ln)-sEZepft`?IwHV^6b|z^O%~0O1czt(?2rcKgaOvM^lHKhn5mcJQ+&h
z!{sMCc+TZ5PNI4T|!4gBgK@L{lql^4P0I{JfGR@@uO2;DCw=qQgi#G_TU2u
zYp>&wqGu4A&;LH}19!V?`&%6E+!
z({a!Rk-oq$ci?RTBtuKJTR3+eQGT&&>{oQgUX{v>J%mGcieQkggxHVA$UqxgHJp6B_GqdR8SGPCk7YGIsR0!jtd>?be-z`0#eXF=CHs
zlS>^{r1%8(J{9wO896HqWA>FVkc4hKnV*DC!)h#27c+NG^jV~NVxR2p>{gx|cRnTL
zc*ACBn5|ss_-E8*oRiYkhcoe-ztEBEB5z)Qg_yT5h{>q9xhv(qm`
z0ZPeRRcb}AesBPzLtf`rmbX6NFH(h`eidfEP+Rz3TLQYb+|?A
zJL&h%u9oG#V4f1^)e|0^1YnAD?Oy20cyZ$PxdbjjQ%_Rx1ryulEyT$yEkCA1y%(c9
zG_!P_ypvYgUS}t>W0Z#?kFzV251gakzW#yV?B2b$9TSS1)RCr-o6XxIW)^;
zy}7wsa<-~V7c@!JI-J+KiC@Om%pWcL(G$I#-`L0v9$h<$E~aaTI^=(MNDbVcEarV#&v!RA63J+}>
zsSbSm>EN`?R=oQc#kU|0mY1Y^KRO1z)zcbf*rf`g~f>J4;`=EyNsRh9F)@=Ik!<
z4{GUS-7V&gBBIVbHM%VE%Pe2No>k-rxbNZ?iUBt-5-1p+A}=h7
z>8+{1YsqPsAI?j*(%aGxdDS$b;T$e6vtjzHO<_hWqR>3Hem3eL@&^B>SI9ZL
z@Wq7#WLwV}xi;*_y|PQN%G8t0vpg^v_N*D)trt$^yM;7bkXEE21Zi
zdN6^BEx8ogQ~t!MSB>nrsygv-49K0CK(aJTZ@*T#1;B0E#CMaLz)<)iA5YkFhEu*O
zlU7#i4*>Aa05P^m<^25r4H_qJ0W9_w13I4S(>Vs)u+*{LxOxSs#?cZH4?x#(7BR!K>k&&@q75c;>_$Vl#aE+7F^6x5j8yJ|7UX6h(GgKcO
z9gwzT;N{6m5^Gq(d0%kP54693hEU0}jO;vlU_*RyLtS4_Z#UoA`$5>BtxS20Ii{h^
z@hjWR@ZODtZUv51pm=Rb{)8{F*;HiQFRMRJ>&z~C@M^q-mCbHsrC&v&C};rjC0;=C
z&B~yP0j-`OP2eT>YMNWo8{!*9CXGaUgSssAj)Ys1J069PZs(_H@U|!qDR54nTKSrg
zUg|v1oAv4Gbdp!;Q1FR-pQ`~AAT%5!g8MsM8sF{14A|gWTSHpe9TKiu@y*Y#$}V&o
z&yXetu!^qaFx-(Jt8SUiv3v1ma?{9sZJNHm`9{aMx-9R@ms_`<>=q4q_5JZUpNztq
z8)l96%12A@+zT{dO}ab;u1Of6&dw`ofRBqNHPu`D+g5Y%%X|qP7$}hr9qVuVoA&AP
z2Sk*ow`TlUqf59b)S05b)w?0N;?x8^3cOYJpm*a1_e*goC!BQ_=?i76T36ct8?1?(
zZm$k0DBCq?ELl&L`C~x^eg(RLaB?;Q^Z+_FoM|O6Z{!+
z^ggHYc{Ote)PQ|b|2zkFw|w6iPtnLjA_h9>^7DN0-Z3ozK7ZGsPvB~9L^b-DgtE&c
zYMt-L5IPodDg^(**7?G@Rt$>xM@%g9WY)sID@_)Hxr&;*Yx?<*Vog}=JiVc$>{}0W
z6x40H#zW`Hdo0^}hHLfE#Pq^O4^dLeLk<A5
z4n6DIz8piW+iI?cjML3|&eKCnb;6Hj1O&4*c#ipfB|XI_=dt&&bE|p-=s+c8C{4Yj
ztCEY-LUFUH<;~IeEerRzACUaz+{)bhHqe`%9Wz0py8H`$HtT9|?lrN*7|0bL`rdRL
z=QF&c8%m~=LC<4xM;Ob_ZsQuDxM16WD@!m-ZZCh%eB&jXwmq#nJJ?%;i$)N8{84dc
zKI=umMUVl54VlfQ)g$Z{MWA?1B}dtLTgNqgZ~*`JHHk7WA5ypYc7=71MP5?!1jif9
zonptdb{cif3<|y{TZMy@-E4?(%Dt4_rTdmq_c_ujIPKCl^s`b~FGWp%ZGIRCqkX9;
zc84WH|MG0qfoAH4;iq=A*I(Sz)$i@)D#fASvJO?1pkQWE7R+L|ba}J*cih<5se13R
zI5A#sQ_ruUT>s5`3f(Vtai(72p+SJn@!m_UAs9I)?=DQ;b-nor(Za
zS!qv0ti^N5%E%$10l^lgRr=t-tgO;8#_gqcT_RLKD2Haf)DeDnV$WwI>Iou_eD}8Vv)(^xY)S*${>6nXQqE)Ed%jw
zklil&;owWNWpj)k8PS(Ezej4>SQO42^x{XZ#+3$e2rnLQ9Z?170@QvN_}}1K-G@_P
z8wz}&tW7RVf9?6l^>RzIxC?{AO@D&Tl7%He3SkxAP5vG3_y=H{>H2J!#sf<%C=0+e
zJ;_p9gD0O^&s5+0O#<}EeDJE$SOBM@i2_>dAQ?YiV2C~FK>_wGN95kP|I{LjZG8X(
zb~3{e*gAiJ2Lw_-v+_S`v<9p!Hkc`;rc6m#=tTL12O~)0*y$1Z#Kcle*ibuLB(#?r
zAUGFJ!R3U67wX;wJT9&D`J3Hz|L_Bi%2KA8Ed%6?IAzo9C^ujEF+PcJp&8JPIao!&
z5K#r}D?2CY?@>7c=9CnIjIS*MpWEbp_r+19#eLY5saY}Bl*yNH>kzh>O(9p7^~48PXDTeSfSj`tw)s}9kzup&$nn97
zlHHV2*l(A@4NL2WG0Es%`g)mz%%^7|zW)kNucTL&2>V_h2MF&bsd}|3J;S8-4DVrD
z*?MVRzcY!d8)P6dgpqRG}oPB{?2N8=USdd9<6koN-TKA;lkMQU7t@y
zDc>#!u1_Sn@l@!;3#6Etta|g}Bef@PUx(I{K1AnyHG5I&sblv_qb$E(z=%v~d;G@2
z#UolCdU-e>(S_43zdI0AqvP?;XZwe}eba&0+2?ePHQv9!%vHWO{VaXexAo|H=ksB0
zt^p&?Tg2SU`nK=cZ{gF3_UY*dPC?)y{Y$nqU#Z@T{q5ozVY1{9DCEPRD=hXUs@775
zP1LO62If<;2wLg~oT5b8X*1wAbEU)}$4KlD%LohwHKu347|@dO7xN#OKpa@naL6Lv
z+J%28`waVBksk~~EY&O$762+UOBBdB)J0?ywqOVJlo(J0Z&NIrzddCIHQPc04b?C&
z6zM`1oN}6n?{wt0{{f>UeDiPf1EmT7QO-3M#Qu#AP1yf%g$EtNWh)^m0~fURR86we
z-=h+gi#r!jM}^}$7dl!2g~+*v5RK@9_I2zM4ponWF2?MVBp{2C=ic;BPMw^JLAo_A-!A)u?-`P0xy1OPqS{6D?2?gXl#&iR{(QBLkfKa5^}OVg=_A
z?uMAA2KImQX&#BNIVKO4@#iAKQcWR*u$AJ0*!}iKq3ej{75%Z4tc5`+T)`b%Ae42u
zRaX73KjI%CkWveOCXwk?#m95Gk+8T);C1^Opiu5^quB!hN9Kc>g6tbC)r<6MEp(09
z^xU
z0C99%oRoZng~~kZNw@&u-sZGXFLA$KpHRS7@@0O^dk$tjH{%NWkidbCUA^qwWx`pEk)`pEt)Xv|8nmbxZfY<<6@^BaMU
zW-xlkVmnYH1pyS*dDHL8WBkkytvd0GM7eb~;wh5s;CJ;@(PTe%rN9kW96R}M>s+ZD
zctdeyu|$g3$b@=V+uveq9YKZN-+`GX;Qa1uzV)MnB^AGi9<}~eB-gv$pL`cd90bRQ
zyvSLjIT-ZdEy0PjH0o}^cX{36(%SJe3?j&VSUMaX8sy9CP6c8UUB4$2_4aKUPAuA~
z+>WioVWOSRHl4sQioKve`wqfhtpf-76VN|I^oqo3q~mzlW3JhLbg9vRHbk
zubK?apsy~U?F&Px?NdYaK5egzCM=!A-Sv+Y%^&MuHM#y5rCAq9!Hpn<1tc_dFSFq&
zftv+~Yse{Fj18G>dh_0~e?5Aa|Hz5Q38$Fvg1v(8zmY5nf4^<^K!+c7tX~&C`gpZMNw!tF>?u(J?zlM5F!Te{
znZYwltNQQzL3D7?V4ftxC1iQ8c8{|9>~fr|py1mfB5y*FRy3{M&!WG@N0mX(KX!s!
z>iR$d_2+GPJmamH5WKdGdl~j!g-NZ)Pg72#q@J(VTnoZeZ*Ym9F2@ZR6rYZ*rCZBEI=!!WlH?+7$J
zVo_1^MjTh(h9XPWDAj}dGN*qQcdMRg``S|-D9{j}9(K0RskOZ|Vcle+*GP4Z0;Lq?$vOvK|!
zE&tWoip6!0C;)h_3;WxUaqOKI{
z(}TFL<~a!k-YoRmTkO2>#Ud_-vrs9XzE4t7IzH&j#lWXI-y&5RdizsFFaSxsAnJao
zVywtnzmtFUbb_QJ&AZ#|4~Qv!&lqwN+&piAn}1PsFIuvSFaj$i8U_aRG^37{8oTmM
zhFEyhIA}`=0~fwk%!)lEm?*WdHefw}w;kmy(8}uMs><6+Rr~ZR&QuLS;<;8qfYamo
z@-cV8_e^i0!ANFNGVi0jxuiyyslqnI8DXFNdSc)+m79(X4N}1APlZ4doUO%ried9?
zH^!&dZpEj}VsPlNW{wkRk=HAvWpMpI`!s9#X)%IowxgomannER@`%P9#f|N5#W54b$FS^hP4YtZIuFqX!Rx6Q);e~{G?}-r_b_o2A@BEg
zJ}24rUk&feBH%X
zQJ6~9DEj^|euUPb*p%w9BxBJG2Fe*?ctxxd6AbEjogg&y^Y|T$B|<|vfGjl_E2#IrYco)
zj4lDxr|e6#G#DO^C?JOr9~B&%unm|l#ruVgb@D<6gOB}GR5U3X!Vbql5i3;B)Z2Nn
zd1gzYH=)o6x}HgxC~p+|wD^JYs+u25an)nJ5kyy*+lk~X{L?`g`XJh+tK+HE?nl7&
z$v;Xp954Qah2Gq|o@^DV6E0!T@X#tfTZX9xSCRS0!x|qu
z;FjnL>ioFKDaU@uUEQ>Q&Lr{Uz})z`x-iY@akJ@+G&iK}iOi`r2QXvT<^t8&TG`42
zeKVyB&JRY#Sm-mtsf_{V1#D(D!_q4u2TRUOqI>Wzs+e_W?7*B-ucm~
z@EO=Dq0a}dX#RW$_EYjMK68NG(pyTvLp6@<(54n(wC(g(4}YLfC-Uy7n@Oi*tq6u2
z8rShw(RGnE?)+xJh@Xf}sVCOBiWK-!EtKlUFQrGr7c*QMMvrq3{M2u(
z1?<+H?R^BJ_bE=96Qi|W2>pu{$lQOu1VTYaa-E$#zAiC-^aX6+1L5ospya`7S`!Ig
z9(y(}%$c>PfI2vPX`P8q3Nd+P-Wu_axI0i(gf$O;WUWSB_$!UfQzvbL*-VM^OC|!X
zGB`0{200lU5hGRLiXrCgB5Uf-2i$dyX}+eKB!@zTFD8m!RJZCF{Rm~Rd7EGRwN-iq
zKA|Dwvaj%l4S&7t$d<6UfjEfQb1=DRXt0-|f381YTDwoVWVC(=WckE|7LJuG?r1i|
z!sOYO-DlPp(qv}@CcjKpnU9~Cc^>|S?)R9Ng*9cXuJZ)f>4OGge{4Z-jyEgqvMFX__U_9kUNg8D?#YzsHC6zq;~d#vXiQ1ne5
zGIq3jaLT(04rZDLW+QUB7iOilR|>qpnrlHYU-=o4_kgcvH>cpjyUH%j-yUQhw3KE_
zlZ}221T);Bvl>~BFkMH(
z`O`S|`~9~C*D%(rK~p#=9}2EuhER927nuHe6O{eafFcDZNPhK@2lGIalbbSNr%AXK(7!IGgCHE6>W{`l!n6t=!JlC%zwvD}`
zA|FoK)qFqAQ!fj>?zmOY9xZe6m~ERQ95OC_qjNQp+iW!R$zz*NqSnG8#0w2%=7q~`
z#FKH2Y$}#(Jun!o(x3qyE#U$@CiFT34+qD;*4WcWg{Tvw0?4x7FUjAVWo>C$H?cp5
z_WNoO$_TZ8#Q?6*e6p?z0&oLqygHcky)_#96rZEN)MjbY=2v@rdv~`#8L!lMupmr$
ztOnh=s8u;UT%h&~`0(=%H>0PQ9DF9j@|lhyKctjh!g6t8G3oMWkWIhievCb4N}h(j
zFhi}!kI;1D@Z>ofakt0z>hesXq{pSTv9RGcFeTsf`En3Xa%(`m%)&euY17sLRMGKV
zfY1R1hIIUAl12oe(+|x7!UqT6J^ALhM8F!@2=U;o8t@r?&N~P!pGqz11~}%IW7sJk
zH%x9$?=z907qORG5=Hs$`f?Y1L`0t_Q|EXc|zrr2@lsb)*%e
zwkaquAbVb%#*T))aV~OtGH*f4cclGeS6MZ@CKGJmNZg9QxqWo@?$zcZ!
zt@Ld7_S`SCiERpZyPAtkcW$~O<4VP4X0hqZ6GC9UkhrAf$uhs%orC)Lh(jH__V3#^
zk>oy=cKh^Xsd+
zV^KAhsFVEGXX7o3^eFSr_!_Cu$(x|N;zQe%J>Hy_?o;5$Mw(NgZ&H
z&2i(6`rJmJtd5rtmejbzCxCQ~#WE;q^r!kS;wj}=l4zxiUz=D8dyda~XriUEp9a*P
zCKggM%|v*1O8Fq0@y1t!dT2p4sJS9YU89GUh=Y1(jCwlAS%GZ|PlN$kK`T8r7p8>C
zD*I*TGW>5y&65$YSmhgl2jQ|W1&|nYuUJ)A?8V>4S0If24bt(8KB7w_@x&pEFsva99vrW5|-4eg#L*0uf*2*P0sjJl1}05R83RlG%PKMZj+C-R)0m(5PE7*ShU8*Ork@ybz^V
zKwW3J&+y_kV0ePl==?dBNKiaPL9HCLDHc$0&$fWrtfb`Ydy4CRJtq1W>jvqsR4$pI
z=Nxs!`OrP((=E}M4L=(_`iv`M`rU6qE8c#I@_gVxGY|)FYRP90w@;6rMLhn68qhVo
zyK>Ik*rdL%d}WTg9hnIQ$26(})(EHJ@OihxHfZlgk*HBJa@Nyi`T{PPQeh6cu{hYukedG&REhr)C
z-Zm2cet(^{^Pho|0y=r^7|5glk#O*gily7o{7N5?O+HNy^KQl<&f{J3YtdDaZfN2J
zzhgB97c)`py}{X!-^kzgNY6#@xIG+^OOe(YT2k`}DZIJt3m5Se;7Tu
zhd#ES?~xNcf1G8P$_EJ0_bn6IS$X|hT)sCl>oNV!!r=qv&f?zbH>vE=MiClrasjET
z*QS2bqdSMUG9f4bA=@`}r13ugC`KxdA1PN-n|fWWL9;xTG=}Y?t8;}Od$C6+Ln%(^
zaNO*n0*qnL<-J`#tIifqMNKDknq8Etq!M8}wnsAt}uX|6IJ;3)#NW1gY7#1>Z_*
zd;uS^x5M^bd7$4#*ct&(^PAQ+Ihi>OviRe05N7ATpG<84^}XDPTCumMhrdbt(rxiL
zlNAz3O0LGcdEbL(a<#|B8D1iKdw8zIKGLEagL~!PW9HcgWqx9A
zGe~veNQo-DqfY5@_|{paj7E~}^HS$|pC?jMx4tBvs3pKZXbc}JwW7w&;hD4y_%!-8
zZ4>*#R!VaXK**cDl!4CpxL?BXsDDU>JPY-M8d^mAI7ymncz`X4o46%lKc}9>VJ;cT^|X$+Lt^(jZWH1!s8_mFOj6Um8TzGw
zG4VAqi<$&?Ha7>Dgb;lpPW30jHcU?UXr~lMbl8=(4?d))Cteoo3=TcD2p$o`EA*Z{
zX|(68bVdm0Ev3^H_g3@zH|GCvIaN4v*FE#CT7hE2E@Orz_BeB+CT1sB4s|7UM~05yh&0p0BeY1)Ta(vQ(v4A5sZzkKD`P0qChfdH;fv48_o
z6@DTj_FG2Y!252yMf1Ut;%}j6z~3UBk0USofV@n#B0{Ux$fPUHD59q1A
z?`Pr&4^-UffVJ>sk`}O`67~@yar^|p-0*RLfSDT5WMz3L`_O@JpH7>1ba#4gXzE3|
zwA1;4NnrW$@p@*4Bn_*_8Uv(PCv`J|L#;LPWN_wq`=)cs+|TMI11
z^SwJbUuPek)@L5Kt4T8FLMo!A$;JLH{S>3?BgJYkc80pT|CL%IG;kiY*A!5@m^%-d
z5^Z+ZDDM9~v(5$4+)6Xvd+GY;@^7*!wLag~PF?hXnC}u*^YxPBOa>u7jzYUk75#Yp
zTGm<{^!A8XhmP?>6Z^6vt{Y8;B0MRm~dg!rZ37yus&u|b~9YiIG7xNOHx%Gq+Hmt|?gp{t
zVL-hAps(HQUYk(!G~#f8a5G4^Ew84W^;@$C`gc^doHk9TakC6Q^iT{nG#n9zOeXv&
zn4iq70(|YE^|-sd?Cd)ApGNjys*vC86=+%hJY?Eqzcg6<&--i8;h&$lnBeTD2&J^~
zt0*XE*%Z`FBpaR2>j@@eyN-b>({M9>Au~*y`visBVzzNy=RLM|5is|9N@Uf4{J>W|
zATUuSy_4hua;s^SM3&rKp(0jSkzs)Z+!^bp50J*a?prAm9EPw!AASvalXNN}^0?ChV~?fDx0!dFZ${&L^4Sx+Um
z-aEe@@8`VSne|Fp6`3FI4l{n;_qHRA_lmw}BzZr_-?SPIJG@QY{0rSrMwH;T?hKFe
z2QaRS0dK#j;AY=f#cTitzXmZKL8FY^d2D8@fs~?uB}qmGhhRQt-lVI)P;pto?PL9i
zleiVM3|4O@X?u$W3Mf@^G^sV=VEzCj%VhG_#D>3z8bSU@=g(*sOjcy!4CeOz^F6r_
z(6UsY?NevuOyTqcD`>cRJZez}Iz-BQzfdPY=$GjH2Cf+FSwpj^ptEa`s)?(-E
z$s6*E`NU*I9Nv7)lMFvLnSvY~WxGo2-znsH?E9shdj!Kb-S|rrtgKwYsMB;m^o=3u
z^zDdP_5e(rl8IL7(g2p6m@=pS&S)?>t=yLf_g3Y`AMq?TCc6m!={3>k>lV@WZ1vRW
zZ!w0Ge-h>d^J%T~w0IzIZQc*Os--B-Wh@4b(+xl60+PCptg#&1hk2G){rvHKSsp~A
z@M==$CenYto}a9UZaZo0kIM4D@b$7~J|Xznl&{Qls?Bn68hMu6B|LR2|Cx2lb92KmHVg_`2s}uyjmAx^*uP%Ln}9)h(WaGQ5U8Y6Xb)sk{yrb6ELzG+#aP
zQr?t(ax0BENrK&;ukN@w0yNIEou@vC$RMeNhoB=
zH_m^L$+Nb9V@l&ld|&G%OxTP(gSRsZzsBs9@U8!9sPA^lJLSwsqog>l5>b%SpU-}`
zHkYImJJ(=}KpL19`yp>lx8fv|e?j9^C*hz{kOU|l{80^koR3ngB>Tq}fLbn?xLZ;`
z_-5+tFanip2PB{!nTvWq<4e;BiQVtuSFWT{y$oI@LFpxB`5I4J6!OHIzG*o>ej!f#
z(n&PicvICY_$lmgp5KHmQ@Js3>9l8Hq{Ja{@D|)yl))Y2N8my&p5=b!b6P#t#F&qu
znBYU-R8ARBv0vllf^*;MUWik&=#FY24wZAR$8-zR+Y+;UD>?u@qD5wIfkcT}D;$gh
z@c{W`_W)VL_e%6L>3$S67$;>G2?fKcRWIW^UHqNGA;Up89voYvNpZ&+lcQY%!hY+6
z`~zNo$||U-cVWko10GM&^q4Pqu8k}OKl+utP07j<^>!7*x`L+ag84L9Es1a;SGlHU
z3q}qa4p)~rDm;P>lWnCOOO3(M3e)yGlvtniB|UY5hEroWzETp;>a=`)#Y;^UvMg_F
zP<{9I=OA@K0SO4hlN;|U;!)~z4RjUeFBVbi@?-{e?on*rdq
z09p4&Q)6c479;va^r|=KHR}+v4E|4LB_JGM;pe+GzZqD;UxYbcX{;||sT{%~7v)q=
zQ>2xJN@iE@2Ow!-AD(#_
z+Q`M1Q+Zro1l^xYqCD8;=Y$aV({pZp`@?tf4h!US2!J$+;)pi0gYGnuHT&$ds^$rQ
zkY_jp0-Wm~3_7G*Wlh`?ryU=XLp^y&ki?R^rD=zue;82G#!#aU<~(8(b?qas&fcFf
zTt~tR(X|PiXVa&CyPuQ`!s7Lw(WKB-k&}mN5_Mtn8gBCuGfdX-tv}Ub2xHUL4_T3D
zFztG-p`ppXewR=p>^+y*7xRu=yyRDt0+jAVH8a
zB22&`1K%HC-Okr;_W#@i-}kKhs1=*Q?Nk|b;6t7^=6p;Z-I_4()`&}4
zqYEaLeZA*X!dcQ-k4oZz9d}gnm-8|w-LSF~6_r9=m1TE=HEgFFdpvT_aSw}S<^($!
zmSyc_n!@)fBYj%2m)?^azMiQ-imZB0C;ULeh4ts|aY(fXo1_paHUjW52veX2Y`O+#Ibcp9@o-k_!tqt7lF<&`m4@x`cwtIDE{
z#o5X_qmAU?Pm#21IU`a1tTlwTRxMqE?B&`o>g2VW3*VB|inu-T`;_dO$TXW@wIkA6
zqkEZJou{V{!zveKXTW{gK_Bv3yYDSO#*(!AAs_qXh;?K+5oxGy@(mVEQZn%4R@|AF
z%MLrp0<{$v4FQW54Hu1uviCe6;PoD<=ur}MZlSRmtv`;a%UvkPaKZJ25&ISUdSpb!
z_}>z7r^jN)z3;;tt#rzz^Z}w03Ug1jqy%9eDy5Ok3t`~ovz38IJIZI}uCDQQ{eR)p
z(=tXJmRsk!xz`6lx(rXgL@1356W0fBJ+~yyz+q^AP$E^;6*X#DGP6>5N%-bt8@)b{
z9`F9Kab3K;rOR-w2?+zFy5(rX1UdsRryx#o(x2J4!8;`?C#UdeIcylUp}5gJj(m;{
z-Or$Sy!cS#*>r-jB$vP!52)MAa?$l){+&5yrRxK=Cz?1L)zIFPHzb7Kqs2}M_9f4rn-aR
z)i0l+*zU$b(GnF^7Ci?xH2=t0R)vuT3hFG~m$We7nT*gKzWU-l=R*JBTfLpv`vmxB
zuUZ!f<>mtvH$eN56xB?|{kpeolmm&>|gHIrhYHy-oF8)CK|CB@(>IWe&>Rw66Bw*K=$%(1MP
z=4~(ijds=-2M(We_$*EhUnZPCsF+^rc$%p)b?Emsc=bCXIpmzZGSZ!A)fMq(-t*(~
z0vo1@u}SQqHO>27G3+Ok!3R{HBNRMA@Elt!=w#EYz;^4ZQq+ah{)Vcyii`_>9%#mm
z+}gKg;QG3f_DilP>7-5`u0Cf9*C2}
zrwBVfX2g%1a_$KMPENcUNNPcNTVxL7QQ}glD3+Q3I~NOa9xsP1%^Anv!iDc=$8;33
zYhKKuoKa+am4hSS#g5d(rW1!JrrEp277c?v-JQ}F-sBmZA;{g9r|6zMDqzx7S_pwr
zfCqi~y7P=4e5bDo^-Zukx|0un&lE?xp-LMSYV$kweL2@@rM=1>zPol0ChDG-dr2qf
zcU8Kz4oSDa8`b&!n!ihk{KxyA7C=r6R8NP(3d_jF?czqQG#Mg{D1{7jQzD~}@>22D
zzv2Y9%S)NY_$V}CbDQt8cc@w-^`VKOH937?(&g<+u5StI6i-Sjj?KS{6yUU$n6Cu@
zW1~FAM+j)_jB_yr`Uof9FGYJ8B)Iv0mx*|t=)!{Uv5E}1GGqtjrRr6u3Q`4iEj(kW
za2RkK@Hp#z-j<;lTGwK8uOvb2gK`4O^sXQfcg0Wiec@4vm6!Xs2@qd1ELLY2eLl>h
z_B#UGia5uLCF-ik`({>^mvWoGd_!J&18HTRyP}Sb(hvwFzfi43DIg8nx4*oh4ol^W
zpDckMDXX=Mo~lI&mwkL=_!jR4mR!;FA5K2Tx#p^>C1zvrSeT8F4Y{87s3Yv_wTegyqM-
zu@5iD?75KFZYHChw9IZZ)z2A{f&>pPC9&dSh6W|di}A68fhY4=8A{|)T#Q#FdWlgG
z^WK7&s<9YR>+|H_*S91;ySJH(W~IJj+5K^_Mi09%I^D*em*AEtLikBVmh%mJnV%Uu
z3!_2W{?i)rRl%1h6_M`LU@qnn4orXn3zESWv7(5q5($Q;_1y1%WpjK-!~jB^)FDjP
z+jBA*w~K<3eP+(z;kD=cyfIsKxFNR5^eu>3ZUVY*vbok8iBJD_wuTgg`9B3d5f8-S
zf&5qDnt<677F~3IklpFd`J>id0|&w>#e?aMjoJY&dT=I>;|%&Km}nQm`)wy*E3}ZE
z6?{Loq(p-Z^*%rjMovu&=2(I3@IJ0J@FU1P08Iwm&Nq~LQVXnHLhv@oyuT+
zgVLs|T!Qd*{Rvvo4AI#^76}`}OwFoKXtpekwpeKJ#H{8tE3OUdGJHH7bR%f+s?la&
z8tbePb6X4NeQ&7#2Ln$(wj55Hn}|GIJwd5gQZr!H;x12K-6$&
zd$VRSG5`*8F8OU)bEP?dLCfcJ!porc&k}#&m-m_jFt4viUtcWnBXq6UG1yQNib@Vs
z&KbEMzaDCw!>)7DDXTv2=9Lt*W@$6qEGu@};S|$!M*?uQlQ+bKze=QsO~>h)`SFu3
z+-v$lTP-)gq(UWJKb%fF+OSdSt(n2(t{pJXO}tt|t7V<%&3lWM8TK|uIkVZ7`;sJLTi
zSdT+WWjf2I!HM6eqF%Bmgg21%f+PchSv;ul1$Bwu|;
zumEI)kh-_WPQS|t&U<`#Car(Ty=wL#TYr(?#YHzmp(&8+ic#-YoQVl5#!lw-)eApy
zo+^Qo{4lQqoEH;jfZ`XPM6;EqL}oY8@db79N3n^Kg-pHiYCk})ejCpo`HASX&Md2-2foRt7ipOCu?5&3{-5za}6@00p_%x
zzrqrbB1HT>vOtsI|6LF*tlMd@c$A(S(T$;5!q8z)QI0+8qu2m{BsH-HRPK|goF{?w
zuWOtOgSugmP_yd~U#}3(qL?~=Man+kU05~M^A}o(yJV<(n}oc4x9s>$DI)=|TAzJF
zFb|w!`dwnm@2|B}dntK0v{)1z;toxKhyc^iSR!i(2Htf{O{{e)YYjpEc{RZTZkVee
zAtSm-MXM+uW}@^yiV|Y(1o6mT>vL~uZyTt&Y-3tpltfPdCF=>KZUZG4H!x~ZB@C7p
zmNCx1W57hNrqJL{=cTw4VgyRqx?Igq-;Ham8!hVn*M~^O?NQu2XtVGOdjD?+;Ec
z_Y=>{pN_mkD5yNZpNNHn8em#OKN~!5Q`{v4^Wl=9WFjwebt&u5WyjvqO~R23yO&~`
zi`E4og=|T*o9#laa2H}}khDt~>+PYDU{^RZk~KP`f356eli&fp*@zn}PW-|(D{IBX
zfWm!mY0?k*xjHBMxq)*v_p|pL?W0L9Puxi@Ur(U@gD7=`+X4IVW3zr8W>14+Uf>%OqwN(GGv!$Yua<4;s(j)#8kzl7h>zsZeRo7N^GC8j1q4M?
zGDxRjTk3H4s*b+-KR5j#IsLLM&#d{Mn~BTijG)qIky)6&xZ()VyZiY
z0#Z0!ZopRAP-wx{N=8RWTkTG%SRuf2`Ur;zeJsFQ7U5DG;lY#1IlRXy`$DSFbGJOY
zBE>%;P6WZeeMvbq?oDtcWIloYt>$Y4-uH0#_)Iccd1KA@Q=}k7PUwPoavzxAA2bo?y+A5I1w
zxM&v9^*cABc-xuS?=H<_FMNIH9jRglG!!S1T^(eLBaFak{vHHCWWezKnGq<+`BK13
z)Nv;q7|2TuO!12t9hOTW2LOh@3qWOEPylMP>Gt+mp>m->Son#&Rpkv@Y}C?RWR}tu
zlABWDXdKv==hIAy7`{C6^U_3i?wg3pso>oScUJFRR8KPfy`(a%N@21Q{NS{IfE(2W
z`Fh4@T`lR8HpmVtZ@!#qH!Da>!p7Lso{-gQ4b?YnEz?%^3IQpzSI=kSNI9$BU%Rt{
zi5MFn1W~f>ETB%i@+%ken%SVf%n6owJJrjie=hOK1{JKG6lt|-~_cKve-wDHwU3a
zL4kb>K|w)$SBrzjaUe6_!%IH=j3bTnLGvZdYS^OhI)rb^_(vnIHCe01e*t>0u0}k8
z2~Y4VuMcqdjiWu=n-Zqf>@IZ&JpnPZgCHE0e?m$$-_(nj@pp~;X`PgQI3UmoTrAA|
z_D7!i3iAC8gH4|eJ%WVvEs<6^liDhf%dTrZ8k#fzA5oPe6{B
zb0D~cmz^kfj83ioi!&cPI4n#ovCPIbaaLq(fDSA4m*7*zluI#g!((owwrgn$w=fgr
z;#{mYwL_|gB{`dt2J|nrR?Lg>m)_?wWhS-~$m{xP+F>}hoAe6_<5Z
zcIiF#%Ak^eFFz|Sp^2xdy`5ygdPJ-O)|jQcq*x(J>n)R+u9F_C!)<|th>PZXn*duj
z2+g{3XP`~%snIx**isQyDKRFShXOBD7h`@YvqIS=4_tMmJB^X5;otmzBFt9DEyt)#
z&Q0<2r14DlEVd*(uza>vDmOjQR(PW)7tckPO8O_q+i|n;nfvYcBfg7mIUQr!{p>m(
ztbi04ANf!JRZ{K9bn1uo-fHIu$lLc$Zk^<04i+!X+JLc@5KTHiLyeNVs7pK9%YUlJ
z?{ct~r4mfJObK}N$R>wp@UG`&CgK?^uN)L4lP^Mb0>=^zoa|x5Lo4r?P>tdUgZBqP
z{uRl7Y`8MfCEZ3xf>@TQhl&vD#`%*TR**{AndAGX*p)f7ZkO|n!6Vt#mPle5k;We!
zEvd!lu0^+E_r;T&M>_72J33@g-6ci%Dt@HKF%SLCTJYTxrugh9cU6Y(^%?g0^W3Si
z@T%ZiUIL<2DoSwMtf}JT>NR^zJdtCp7m<)0%IpTez>_`ljPF4LvwN;yO>@e^8Tzy)
z9R}3xMU9uAUIEv{2>|2)_XY=ru@V5xJ#qma3Gv6Hn*NT9;&+5DsA_77)X7k)LZVm3
zz|0Q{4XM5|?l?ax(%rakv_)u2W@ZHjkMs+mCGg2S9R+H?$I|>qq>5kaf*4fA&$Q*=
zld98(ZEE5P994Tm97)+1~+pA-|&(O+@Or
zC6x^0HBj(9g}eQIKT1F_v?lMrJbg6f+3kAz^nvNsm(Nn8{|;9~b&}s{IFR(-ZL(L=
zYe+udU=}oJFnE)sfB5AH(jl_EirYV2(Dom;Fo9**EpH*_3pAc+<4-HKMsFqjz;Lj{
z(!A+Y99Y6)BK!~um-*`YaK<>p=E)V#<4>m20eCeny;O~$cj=CXD_Pnezs2U>0@=dA
zTAIj+OkD6>lC9nh8GEEFo8ov=lkZV
zYHo=*JV(!aA|Q3^^6WIx7tRSt62WqE;=v@E0l!4HlN4!pWqh*{baG|?d+9Y81Tb)
zZQY2i_!2cSd(&*jt7p4@7sEKqAO7H}mI5$r_74`Z$#oeCl!djZmNY~5Pt({R
zTTDdL6T>0SwT{J`vkTJT2h1kuIRq+gv?Ac^eu+{2$BqyxAfl(tnY)d+ld+wtoiZN(
zi5F66ArB60Am_7*HlPj;2cZIfB~V5AeETp8izBf>|B12Te5Jw@NRw|3*M6377R&nm
zS+{4fX%%um;X*Z4vaMeErHT2S+)&kcCb7#q1uwb|+wbXbx<x*AQ<6``~
ztNFtNXCy$~|2#(ICzN1KIL#`tMysksk*bShlkk_9mLo?KH(mJS4*mEAFGp%*X?jG_
zc2)jfxK)N(@uuRSds7kpU-QIr9o3;9S$=*HBAcROBcV#B;X)Y-2pw&)+=`1BO`+R51|*V{vi-)v&^iaLA0gvEr1wIv;_co>o2UJ
zRs+saV(k=Hp8@bdKEar|iLhKFmELxb40WosYnO~bzkYg-m16hdrV~Z}Fu0DrUd!T_
z{8ku{ExfM%36YHO;O?|J**fN!zC$Gld~oK9JJMpS68)6Lv1k4QPV_-=Kiw%7@UL%L
zucmbpC$VJTY9nYcyPS#m-`ISV_Ve#XI^{xhalv8lvq>V%h$j}Yi07n|0aQ*pup6S4
zqRQ-`K~pmo4&N57*hUBnSu-O6`HakX^Hf%mQ&kSj2vRnOo}Z6qnK*G&i$W4?W
z6C($9Yemrx%AGa`fU?Gc{`)vu7f1M%=!we!^zFQ;RBa7*;T@+PuLX{RL*5r&S)HdK
zhNM^Ez&_Y~Nag?^ebSzrHbY;UDFrG)I;m*G>dh9pQE2bfyrkCVlbRFGdRhzr(q!d(5^-3#68C4|6|-;}85`66oh
z`lvvR;S8U|&G1r0aT9%2yTHE$=Z?#(XNH1rY2kD1;T8Nj%AR(`^t~tj@6Bo!Y7+)|
z?`CZ?eaMT8L|^XLC*##O*k{N+_EL909!sjpad5r3$nwQ&CHR+E*Q~)A{R!JaCEh5-e%~4r
zY?%J?0T;uF2+s%^KgmKetX%Dg07ZqL=TVykycww;rKp&@cYtNxZtZ3gakp
zdm{Vo<-ntf(_(Uu-CA}U(TC$Kz`P;!qKsT`PhK
z@Z(a~W71M0zB&E^FQq5SVAsG4r?lb?CoodTK#0eQ42%zMPKhIjb^NS4FGy5daHLwE
zX(~N%IO3S7rlbhyCcjYC;8z>BgvqY(JympTKM125a-vIBnoVk#L00ppeQ?%^VC@ag
z6MD4|`@_K}LZmy66+xcUx=NMrHpQm38XnA@l5a+eU=BEQ2$g1D;AT&&?a_zD-#x*=
zPHcU}YkQBaj=^scc9QzQ7nkc}m|yP_9|nrsR_eTJyeOO2J!+S5{&!YAP4oZI^zHFXKmPa3Fu5%ycJa?YYbI$WT?V79nWsBUP
z2KuHJktiC9Wm?MJCj|~s??Wu*kS#c2{&nMVct#n_{R#0kZhzDPlMpX}O)OLYsB74K
z^ivFsHskPtKSnn&5(|ap=p_JSKH6LmyLaUa<2xF1I&kpsWP`XFbZl_8(x~G=bv@g6
z(SjW{1J_nBZ0(=8*pmwp6Ou!)=7kLqVapmds+Re?4YK$LaD^i;Vmn#PiU`a>|B
zILuH%ydt8kqLw(rm{iaDg~WI5(|dy(B|#ygRs<7EI3-RZuf{u*?}sIf-y|
zd>YuB9(Kiq>b_OKUzY%7i);}~c<00y7pWlKH=`b8KeuwYsbl!4z=`9y_VBk1$Jzed
zyq*HKa3ndkozA!+ve@E$jlpwGkcI0=2uPb@&RQ5w-x_)mQ&&}Z)TlOhe}(Al$|Nzs
zTB?*gabYb~cQN8lax`rZsz4gv?Q2K*+3y5@-uF{RyMa;jg>_8Gk(q;*rlv%+5E|5c
z0Sy{^1;ntVUj(|#Mg{tv%uimO2C*EUSU@M1&H))_>v%MwM>Nov6KV$&9rAB*R(Uy?qN#=okY?LF6M3_oDBXUmVfhEEzk2Dk+1DOk
zV-;#VvNdWON{TQ8f~!JVKmS3AN~C%XCVGnCVY(CxROE5-S*cIM=gT78`A{Zax~
zc@L+s475`AI?b*weah(%Is*U+?J7gMuqd^dK8p!RYj$+8qzZ4qWfH}xBsgbhaCr`?qXdlafcfM)BzC3&rSw1j?ISSAS3Zm|G7-OP
zyakkCe`JielCLV5c7=Ht&VQ0%LOZX?2cZ8=AV
z*xczlZGCIf2t)JGjqcX4rgv+kZ#1wH*_MRm*$4!!4W5d)WnFmK?(hSSNAMqw_YuaE
z>iCRdd8XMr6%#Ylk#^V7n$Ax7%lvDZ@OpHtUv==FtJ-zUDuwYNQA`bcjGblMyIn`M
z(Aw_JSM9HMWw*-%Vk$6B_ldtF#1`%t&%_(tF`QZ(T@kH{aJ$yFXXnhQ?6qGcw`o9a
zL);zn^z|Z?O_6_us#n*zy>KBuCx8RFIINsGtmmeY1tNTD4{K)1F~{X2q?Jk^AC^Aw
zY={YuispkGK!d-vT=y_4Bm!<*l^SfvqH+T+vEisbH{k|P&UJk#xX8&wV9k4*M{;l=
zZ;q=Bb3P6=xj^9dxu|g&V<>HQp#a{uxEFR|RA7V?G&kR9>7#`B;cwio7-&yDTNb4J
z%0@6?vwl5LkVUsF2lzkx3hPN%*Xz#`{_fK<6yPk?Yk)p&Wh{=MhQ@hz$@G7>lw(iu
z+7JIsi|M^M@lBsMvSoRL?p0_J;Rd-*B(s27ZlJd*FMp5PoiFra|L5~6YtKv(UgelC
z(pQSd?$%yw+H|07x@hLc1nr8W-+bCvZ`R9tdUAEHMr`7&!qVY$+a)cFf{Si_xioc}#X`ilX*iXuw?=y*=HUAY~kcQpO$h&0c?-~Pa
zFK13$tHd<2O;k~K))#1xeVH`=&U(~jRYh2K!8EGIvNt}NpIKx_qM!tN+Dz+RSWv2l
zo@%)A1y-qf!p{-B
zf3jonSrJ}FW&CSJ`l>WUV#eO?7Kx=3+@QqzG+e?Gb}Hd&g71%S?f9U{$m>wiqY(saYhL`PXiEg;3KxK)JQ
zO+Z0;z)2z^fKLf`cm}Wq62!eEi;VAIrmEt1tZmu=3okAt6fpJDhz?a!@yE785J!ub
z@WMQ`syRufTR)y~^tQL>Ivk8W(Ww^U;suAMV;-08b$i_}xCA>28Hk6ou_>&fCw$(a
z3NJdSJ})>CWr)~tFg(Am2vYiOWWdQu9f=j
z1}lMNHh^Rh;wD_|*?rbX?u61#_Z_P^|;41B79q2W&)ZuWd|Z9zzWsKbCOS2r~`BBZ;%+$MhD<
zd1y`hFv@Ui?ba|_+XiMSiLKb`ji+X5e6ycK&A$FDj^iX
zv=p_G>&MSs-!Z2pSU(P+@wW{R{A40e7W{J6>Y9AN&|8=5xc%r-XC{_o1El)JmV=Go#06D9qv)SK$evRp|jUcj@66SBfV=jd*9Mg+NjN3vPUznagxG+o01O#8bgwJ)#1K!(Y
z7JNq#$}pc>i2FXq<5E#;mO{B_;oWuCF6MUeiT4MqoU{{;TuU9@@eo{SqiV_27!wB_
z1MA=WQy-8Z-HKFl1nEWJ*)H=|NvIc$JIVnEH8|@N=$|>@@ZIN{9rd}AG%S84M=XpU
z_h(!f@_CB)Y5vygYn4x}4E2v~qC%Sf3?0$$SkAy04{??~G!k`3QHS9KdKe^wx!~T`
zG2P6Pzl(hMMy3^h1-L}aJFADg_|}XV?-(Qv=Swm%2Cg<4;QffLGs2S>|5@|+Z1k!VP;MAu=?v#!^QbbiNAL{(Jb>&)fIR$$aBWAh9tPh6R
z;}2f0lBcx~8S2lDWT<`~H)VKf?D-}$L~;bKO1j?X4E_0g>-CA1bZFg`LL%o>g_k$4
z{&x?Hyi~gaK`2;kbcyv2NS@p=p&&Ucwe)hxz3=IK^%KbYpN4R=rI(kWq@I&647X@;
zxi?OB-PW~KC}k3%b&FYn=J3I6Tam9qAN~U`VHPcBXIM=7e)z<4^e2#xHyMA1(cV`e
zX(`XN_%qa>yNk`&lET(h&z^Q%Ro*HQKQxkognYok)hk|RYk5RzUt|Igr91fx;=UZD
zFM6u_#@b_pG;Sg|=E~vo=v&IIpEerxwk5(qj2FE|0@U9HwX}RP!@-@X=sLhXzkCzy
z)#s;MBN^@S)AetzT^Ge%fd#nO3Gr5mxK{_r0spc^qos)NLz84KoFicxV!MTp*4IZ*
zH&)(+iBGBD?bot`x9MZ5mKeEd=WWyPW{V(*+NZ07Kt4ebLts*~D&-dTS3=+LIBa^4
zp8F-j2PCPiq=1yg%gI2`|>Uv%n>aiq>W$pskt@9_A2Bi#zw-E1a)68NGe|y5_
zo8|ii{rLqhe*i~QLa|wh6{HbI4ZENk`cc_89IBtOx;uNIM~N6?ez{-N;g8maaSOM}uJ}&M9&ICgEW)b{m3qStpk$kmVF~N=R+)Xcdg!}3Gbp#`MmT46DB8WAxaOAZzaL8s~d(+BH94!Duj=C!<|Y<8`6g9H*<_K&zpjFXdiUFyQjc
z`>AWS$%xD(MW34=U&l*5(UgA%>BG9k!}qT$alNa;|{yJq38re3I_6YVQyclGVB
zXLIKyz9W*wM|%fNWYq`2>q)hni*cc%OBTCk2XC>6mBsOAt??0num)P`FQ%mq=s-sf
zzN2n2)E|cf*y~b3U!?tHsTBo?<+5WJ|3PRtGoZcyQ`3E?KLEXWbB3M~i!%kl;g0`^
zRCgPOSwOstz2IrZ^$&4Jcl1H0q^K(5*S=nv5*zIvi(oc>PCX7$DD8@$W7*MBGd=hxa)
zj)&@I&47epn7a;S6lhW2d(%Y
zc9W{QIs6F5VS=k&#pGep+qlMk^VYD%9+J5JMn?n<$6Dqr@Srz#d3-2fTmMH89JB8G
zjFEH~kOs*rS&7|Bt9xseJ>4wzG={-1goJpPEsiURHx3v}E!A+RN>3Fl$l0XZhT3O8
z#!J_O1A_(1n3rU0eV=$G_r%usCv<_xwA=V2h1Xs9d?<&$P%7b%$c(!BO{Nlu5H#a%(R_VP
zJ6<&)V)dDxA|*8PK#FwweCeUg?z5IJP@Xav6Sr>3NgP3_>n&y$Wxbh7KSwY*43yh1ttoFDQx7=^$hq3*A`63T}X!=V;7f6&{V;UpY8ml7tUNY0Rx
z12m7i`#ASSK0L+Jrqp8YyMXg$yB^jOMt|$@+Ey^ziq{Wh3;)U)d7hCWqDC=K{G{Wj
zND1QIwY_qa^wu6V5yVXAVlaIAcVtOpXTckC^J$N^r7yDg6A+9ZI9+LTj}Y%3g6IvW
zDK9~gXJuGdxpNKbK^
z6JBLn;Zj-fo7Lrlquvd=^67zq;B|6g$qg7%Z~y7U-ea|{T&4>WV^~ceJxmV
zr91HJhq$(!Yv;;wAg;f{Y5-y~-sWSRk};Rfcs
z*W*fJ0G!l$%`C*IEFGADf^puELuVKOk467))>dXux_=vZZy4e61pC78in5Nv;*-Rl
z|C7CjPl9d$xVcwL{n>VoIdb>-$)y&TXQ42}^vnE*#^Nm7vzPuzFC4FQ(leH8>sC7B
zFG}C}>GUFXJh5jYGKL$>W%c%TQSJ!+$G+>)`Z>15H+RSXpnAN_D~pv0!jL;j7o5mw
zwdvJQtk+KdBI-W+Fe?>>wc}Pwp#0_A7f=8FW}c@Mf44fgAv4;(#tM
zRK}Q(#j{;ysZ}muLi=3izXdPVuePmyG>WoSyAcgBp6dI-Al%b*iC-Un{HtimT!24C
zn`&;n@N}4h4R}M-rnE6}fAWFx_>tv?Fh2#qOQq1h?kf=qy_NIS-QomTQp7O#17(_mwLLLXn)=jQ9^rTLQ|quk7AR{Si!
zR%)EVoTc|;4*$az*X^1r_{$Lv>nbTb7eW7s7t4`?k&WLcfn__M@?P3BR|1F=6Rb*S
z=2IKEYh*aTC8?FHMxh3LMFam^=p(KnnG0uzkeGwrM@A3>KBDc$#Z$!PxP+hT5|xjG;ov}o#X32SE={k)?S;Gzu4YiyX3o|_g}dUztnBFj!oi>xBIJ(
zb@>NA+$RB|brr`Q^g||;S;IEzwF#rJ*Wcu2FV`Rh?GG_LTFr)KnUBa#F
zuXF7FYu%&7zwsfdy0r@9VM6*Dkw8_>po7)<6S$AuPLGam-$|&%-RjdA1H9z)6{qO;
zNksIZC@nJwFDCF|8S2SBfi=-U34R@~K^Yhd^J}Z%?Gr3d+Z`kux>z>J2oo
zMNnqnvY6>R|GY4V0VK_xaIfS$`Z*`$Lmi?3Mr{`~8{6$=veCL@k=^oDl~VE5zJ*?8
z#%E*9KXjfayXj#mn5^4QzXkjaPR;aFwAh9F-%ab961Pyt6;OI3jArQFQn(cW6<`r%
zj+XT2(f&o34Jhc;LZkCuJvS|z{aNRxM~*2=%-?^=au(A!HZ4VCMk4PYR@eD?SW+#
z!~9U`Qn0-I51;Em&ZW@CjyHA!1Y3dfNpln3$?bn;*6~&VxVPtC-O&{%0R&_z!4QSIg?S&V%oPd?>MxL(cJP
zKy?&w7Rf;6r5A;!0t4q9pip-v1F{kTt$D2fWM?6OrDoxdyr>00=$)Gc?CTvy>U6`B
zAkIZ){)
zGp5)1U0z7~dFaP?xUTszD0v9QfGCfv{O;5bDUkCz1t
z3Ri|hP(QnGN2H?*C5aj5(}zg>OG4^QE@b~`Lk+W1f!U|*F1>qif6P4~;^l-SBX?t0
z-U&kjtI>|1BRv2XQGl22;cr(oNRbcYU`Sm4lH081YKgM;YiL&{ZiPdkjJlB+Bk`7&
z=y5{#Dc00r>TO=|Moj<_xV568J{8Y~b1XQi_i=H3m+kG;kvnFa#>Zr3HZ=3CSQ+2=
zSt2bkS4WVPycPnq(V{n(PO&Jl6~TBIck9@xbNbEeN?gAj#4L_VMvd8;eb#S#sQz|h
z)-6WK^6(Nv0tdbbNu>5mr0ZvQeDxdr{f#xm-LAxko
zfutFWz6HyOcmkh^sl%Y_h%a}@#gyc*INaD+@zy}!3VZLjDaCmvuSWG@rKV4}5?Jv7
z(;^R#Wggw75em`1n5}D4;C$n^pqVB#HYLb&T&B0W0K(*2P3N_=23);l0jM*
z*f7#6vqwflx28EnEi72t7$0W}9m8hW&~&49WfJ&c9D8NrvOPAF=RM<=C(ds2C`QsN
z`!u-m9+K>El;V(`qfx_-QE_1tnugNn(!E}s;4HoL2Y0uEZ(D0cVv6_JV27}mx`QMn
zcU+=9N*287poJg4!#%9e4Ig2%=4=0$_L`aE$hEb~2ot$yWUVg3eD4r$anoKG~Sd_n_-7
z{5Zv985-S{4J*Z4&_mEeYez2T8@P?*-J_+#nvmDO>KV_TPXtnilOQ$)21a}V;{Zk$
z*0hY20VV#aO3(q9HST3=tF6lr!f*c1B?6=`M6sp9{xMDfWd#I#@BE{Q@ou>J$AG)^
z$v_nIKdDLtKxZZQiEjJ!Bg3-f#W?_Q2bRB*_Ew&a{GLMCFw_Sn{ke8}>&4!jOi%zQ
zoVgbM^N2P{N+{dJjamV8*QPI(N#gNODsm*bp167|zP{9s+P3C+6W}8#hAC7ptUQ2i
z9WZ`M9CcnvTYGETcZ&nmk`nV&g{@fa>a3Qk2SW3ghg=dZ^@E;p&4Gn2bhEmwgo{aq
zNL#~vS8XX!qyOa4Z6>G#0-CBRAw5m#a-4EG{mcS;IxSrPjUEWOdgJf%5;k2IJ}-dy
z+n4@TBWkaAt0(0h#ZRxKcu6nLuM_>DLy`=mb%}rUR)dK@T@gMKg
z$DBau+}L!0RpB%i#XO>TSM(cIza
zNR)GC4cr;DlyF?~#+SqC#fwd8i|1W>oEr!2_2x`!PyPBgWxH?P%E6f|-9cJ1QDBWU
z1?P}5&ewXWsM@4|m!m+IQpg7O$21tJU8UZ#G(E%C6^_B5ue)fP*$cw0Lurot3#vZQ
ze6V#IhB}LkW@iLF($`YBaigZk&U04VOG8C&;t4_GN5yFS7oQtc(IwUb6!}L43A_8B
zW~6j0)Sb+uo6FeyGjo`u?63ib#IsU1O^jUcLkQ)-sqZp06$O@McOJB){yYzb{~5cL
zaH?t2tT^|3<@7!qKHa~NA2#9lQ~i4-<2XOj`o63F?&i+>7oL+WYkfY`i&fD<7&QnJ
zW>A8i_hBz<(rE#}BBekqJRzVg#NPDru~YFDy+`m->ELmzO49*MXfaSr>F@B$5Ug42
z{@i74aS9DSY=7FrrO{V*u?gA}fo}593V07B{q6|^YpNxtNEYtvu0^sw67!=TqT0y>
zt8XvYtVW=Cm)^)D?(^XMEDuOZvF{6xq`Q+K&V#*ZSLnH{Sq98hG(1;V=M|voGNP^7Zv)Q8fn{GmmIQVAa-m+zi7rdTmg5ISBF)bKZ>d34|p@(oe!nMYOy$Pj8v{p
z#0fE0^vf;qyDw*2dcF3X!rGwE-_YQ6_e-zcx@@AVszA*ch;Dxe1OxA8oMj+5
zT#i3V_;25)r$pz0oE?!ZCIxqzrcYO|eR&MeW<0Wn%CbGvH{19^+M{PuD|ld?XdTeA
zpV^BW3aDqL;Ugc`L1bH{_|IrDPA9c=blr5;HYgR(W6H&
zmj_ek#zO`MYkSdOhUjZ@GLOR6&XIX)toGz<-qNdty^hQS^=paG0_yzL=D%H{!(7hL&uKS(>K~QSiS9&tIQ44L_R3hri%uU^yG`~UhSs;@1oxeU60ZzbjtGBV
zsYHF2EkJ$k71+4W#!bSVZl;wmhw<(xz#zM0j3?qJBCR1!olv?R2?*$24h(Wha@@)!
z)e6S(nccsa&7jt(@OSnOiM;%rdsDq$N-635#>qIT5;~F~V0RHmBJHL4l1ay|M;))G
z%%9qCm9q>p9?liLlOA@UUWl?!^E1zG-?0x;)AHGB$97w;9sY!_aRY()k3*A1)q^45ijrp2+VE6c*
z|ILEy7iMj*fA?PRtSH)UGMR#VsSmHP_#8Y>)A@KD=*Zz~$veU&{8vWf#FSVd!Al=I
zPy?kOVW^9TzjABWJ7>C6AR4W>!^U)Vm!@7bsL#?eF(bXN_m~OLa^u5T!B7s%V^*e%
z3P>bd@SvkN>r>kPgclJpnfp!t6Wmg(F)&Y@(sf>#)~k*P=bLxzc{4wnuw*#t7Vrh`
z))9C~8izMB9~IcQCN2%Cc->H#2S?#WjfcMnmz|r7!l;&aaAOj6TY&-6qJJK2e8DSQ9k?7<3r!;jL1Xn8@RnNE>NBdQ1z$NU>$WYjfAt(p
z>k?lf2D4~L={wLR$%i{8NXN*r4j;dHnj^{~$!Yw~j_Gak%z1G3uaD;a^4<6;Q;I{{
z$Fmf{*NZ2N{zV$U!>*k>0msrsW=!+l4f-!m(4Zu7W4g*Dv9SgMcmSpC0)oBy!1W$B
zI}jkS4QV{`YI*k}5sgXDzm`10>b!|H#LOK5tQ*uGGJ0g!iY@
zFfJ^^`;J-Pk}@g!tN82#KJK2vO}f~?dMV6w7WOEUk5WeUU%qd(sTU*darMf{-loZb
z#|T6-Dp59Ub2AHu0wQpzTE*cv9hH6=VaO^LT5MjbVm2##ckn;H+i!R(zPmK((w6$e
z>rLO&EI+sTtrMC3Ine_OKraUdH59S!ozRNkE#COq%f`wL@7%STMn~fJezD7P#Y+ot
zU4g&L)cBaA;k8UaSI&A^TCp*m9-NO`+4)Opmc3#NJq&yuAM;X&O$atoV_vp!;qP@z
zg7rOV;)h!yVN!v$a339t?$Kb2ZRQ0#WC~
zUh4>d$JYFS;(P-&Vn7WqFL+lKV0##WI)7%=as3=4@v}&#ZH@2|qfJOyil1zfKJPL+
zML=53n7#Bex9h6-Yu(C*K(6gjYL-PWFDH0kwba4cxll0fW~GC!WiOmr#m$JXk3FzYK%GOPOA
zu|qODe0+5U9p(2o*l*!H_%)Zg29nlDu7b?|=bk`;XjCsZt6i0d`=_9%f|RO3YNxWS
zzQYbpJ>8lJ|K0$pagL*hmbVtc=4P2GKsE}4!PNJHlOZ^Y^#qV6K}h%N))_P7dIL@xM}RS^2>;G1$tN^
zY6nqXki=ZBk&#`tB3~QwaG{I$%JSaJO|GG0L%#a{t!F$tO?iS=zXAIbUfF-4b%TkI
z189-a3F>YUuXKu>2_Y{3C}m-wwn1{1N`*zQb12
zL-3M}>kLTKD#;OSTufJhx^m#lQ~KXIt;Zef4x@vvlfX#aFC;1a{Na^z9Caz8W1ep6
zArzXc{K2A3fh96P?D;Y6BL$iP`Vfx!8g~X1Mz7)46K00@o=QirA~2d`&j-9+mayc@
z3XJ~#Z!(-*zS(o+u7#N1cO8@hXhx-WOWo@~Ll`DxvSI{fj_9|K1vZzkLDZu2;BU8I
zgt}!-gP_(^T9th|O$NuL%fP;jmLeaRp6I&3IwPbmj5r^$)j-ePOfyr}!OHJ0ffxZ1
zemKm!qt5k8A16{jKRXqcKt5g@*He@3(Gfuf`dJg_Qn{@cb3SF6CvdE!@oTMGiw41+
zRtoGW*z*4GZkG*E#O&=1W{ymxAO@Cj3XUca=)6sB*ok_Ua?m;Yw%xW&%(}QH)H>Aq
z+P8rb&ES05tAtJiaj}`j2|xH=HlwmEPkbWmv^SKhtad|X|0Kdrb2}o;A0Dj{m<5C)
z4%pndfiZfCE=-M&k53c~2ndLdX?(YzAfOG5P-zw`1#>21A-A?4COyA28GtyiX{}aF
zJ=y-|n&@Al3E_)p5emM0x?VRl^@;77NMC?n#b)i%?;hf5Wjo@xBpAI~loNw
z&qAbY8|laNz9{Y7XNjUCcOE|Ke2)Efi-x#0(@IwV{f!@RRS=KDZ+f@?0x~*#=WS)E
zLgfs~G=`5qn_MpZuW!hS3&u3USY#30==XKcI@iw|{_aALmEUc5A4xm&6@)#Q=49aIn&I~Ff8U*qHyO(BYSn{FtwkIw_U`UF@mQA}06I^nm
zNZz8JVl=wHbk6;=P?1dT;H_Aak*;e#oxGO6n6@q>zP)^P!Fd`=0;=^WexpzJTj9Ei
zy(bW*=sgOD>?TPulY449)L0=t{OrHm%rccE
z3)0Dc5#Wu4f|cXKD$9<2HxB5)cf~E<#K`c^u0%h8=!&xhEn6bA`%vP5
zJ??_QpAWN*G@D0#d-%k3kHFlFH``l$hJZ!o4rmzqI73mE=~1miYe>jx)f1XU?l`&k
ze@kjM=~D!2&ib~x;T6mOMY;!vCH92xJnQe6LI-1&mS(1NxE8L(M0g3+eiLMfPbwj3
z^jgu@sBJK!khs}j2hT#c=VTfai!wC0_^Xx<%%FS3x)Y|w>c=FKFNq!DqC-@Hr=anE
zlZC(*Di0!7u@-i+1PYBhj@C6v@`%=*jSmvC@b7O6s|z1)ex(bA{kIU%%cJArE6q!n
z17j#j&->J@R2I;(FrjTc`Q_kFE3MZbKbbUN_&%8^+~@SU9^H&)rvT==dF0J&Q40Ol
zMw_0P!X){`DCrilEz{1f_T76pD=WQCHMK0x^G
zV`m*K@>XuXOu4k&)DEu*qMV&s5c9v9u&q}eSk9iE#>jB^`1HVgo|~E?5DIn;=>(1-
zYKN8B(mF)h?W>9G!u8Z>u;4rmS1x>@sn&~99ICLDbD0#IW!&OyY^_%C#b=c#{{1
zS*rmG|Lrz!H0^fid)SY!EdfpT;U%yaEhQutLpEXHa_Vfj7ohFZjVRO)(dJ)&a*vI8nq3%6TOHx(d23ZTGP
zlM(}p<}v+TAdJ4(MqKd3BqOGoZbfb_GQVn;27rK%K|DSq4?^-`1Ia$Qi;_Nwx(JT7
zkAe?%lV*%y;|OCtPfrC%Nlkv(jbOI-y2hH+YsL}U83I60p4G6TgOn(V53T!kMPc{O
zV&&dNh1X<7z^du8{(he8#w9lU&ZHKWUD1Mr0rnN!oy;0#4V_W%jvR;gfOxv@saT34
zSfpLqYt=eX`2Se|6Yi#@N#mGPmGzdG99L6SW2)xz_4yML?>z+@A$)N775(%zO~7G|
z3ofSl&r(`r>M=3ZOjAg3t)u7C+vA6B5P)}6B?Bt(3m|Y9^;Y1Tb=f~NC6Iv#Fx)J`
z|CgoEQT<~z5U^>LZUC9YY4SWWz%x#yxn_|`z+4cw3b?MjL|5KU1Qq9$J5PE8xn`}C
zLBoAy1smW)!fW=FW}oYnuSk#M(9sH)uSQ=b&jM=6+~@0dL$NMRACA;XX+cYlpV(#$
zD`LinhVE+862NPvLg${{94HUlVaef%MxEy$E$ctzVEdwS?M*U}`JR+7$cwtyq~gu3
zNWb=aU5W1nxn4&laD#LO4-1Uceo^20LFph+ka$`clGOWZi%#S`Vt0oR2Y(-uSg;?q
zuWSbHc+bkjOUf>|4GJ*|^m>qx-N{9?-n<%`TVfz;8uW3PnUK-hEG9QPUgS4K082jn
zMq)`cP)z`*Y~tdKHDSNpm8Jp9j|aMl5}h#jmnCS12PI
zj!Wu5d}3C1_{jka3fPorr5n?#RL6eu*9qQ!VIMFZxfsEh+{wb!PnfTMBtPFU5~1^V
zG(j#Zoj>c!(Uj=1w9Ph1w{Rp(BTx#9kxgv*|
zGJlJEWH*YGQEH343yfD^=4!zp4=2o6b4jf`clr5^6k
zFM;YO*lU4f)ZupPnnam``9QvN#e%y9%+k9+6%3IqnPa}m;$9k-^>iitTHM)l8sBM~
zhMzh@KtE}Z=z$=yA(_v2UjNK{{IA}!
zwOs!Ig~;sn558X|(sFJ8uO8EWTOFQKfn;w@sGIB-&^-9Qgj0bhe&gh7ZG}z0cLW~F
zO;ae88rIEc0;KGp9Syz?Jm9l~Gb%z%9JrZv)Akqs_CrHuwumfozT52wO-IZcOL#M4
z9e~|h%Ihta9WWXpYvzd+c?b(n@96bt;~XcBuIECK(w|+oeJl#N>M)VtW2J@cb|`mz
zC+#!4Ti`;=vhePW3RX}LY}2YKJY`du7u=Y`x4yapkx=h{om3lmG&=HF@VyI35HTnC
ztr6`Jb6fiZt!?mj5pZ@~Vk(Ji*)vMmN^l9X_y%%1sHe^azWt$4AF1-swf+g+8=6O-
zctw!E>dx0`P8zRqzX@yDxZw9pp>w@OYQvSQndZ+&S>dkzPf5#ZM-^XUt;|cDZT@OD
zHNRr3%|S#l4CzjG-4X_4pAa2G_>%QJY6<%Itp{sKF5)Z75PTfG686d(YOO^Zy*ZkK
zAt0g9?wzm}V&jg5h!Aftwxt3KtSh*|sj+kq)FuNqP}@%<8H{#j~w)MlS&iZ8&dTV81xGCGbphs8^Z$g2n^C>U?!ZQ`Z!5
z@?l#mR5;d3dN)>Z$lf`Die^Nn2~Rq_ujAU5jL#GoOlZCvS#KRxmD2caUh9T6r-$wTVEU1IBsLy5V!Ku
zMQ6T+{|5E|HbAXW1cq4GggHEH_25#2546XRA<1oFT=V?k;*PwPyPtjtZpJ8#(1V%Q
zD!aN+g|113s@)td{@lU9NL2J1aVoxT8=3qz2$z9Is^Z*7&dD2~_pJ#4WSbNv|#-Gf7oM@7hjL5c4FA9S8
z9B2i#X9lgLG7_=?GR(hS5~VkKETIjxj=fh963j=_cK=BzOczGi?fDOKo;<`nGB+@iv-)4zjmE52h5{le@NH7!w#9w9
zO=fyt492$I%SxIrSU1{jCmO_&2
zkL%G;jyU6SOBqLnwdyr$9A@yi>T&PS%{2gC>m=AzGKjqyF}JG2d9N_x&5CKh{v!Aa
zXST~^8(W_boyL1+Twbe-wM$`E>S}xQ?bwsc0275hz79s!2%O-?<~p*lWMJuLCIBL*
zNJ8*h&F}0jwxfild6~<7Iad?t(AGTcfG_0bn4WJwKfRX_wr^Ws8Exllb@_N0uYC&w
z?yIkT9IX9zm|d(`eRDfp2=b`-Zg=IHS@CTIFK@rK!gc$-l*t%`syxO%$B8Q?V{RP^
zM(%zCl8EMoX&=ws5)Tq;q@{$;|5&%oG(FmTNL(y;W)FrT`@>oBNY}qTB9Lq0x==TF
zdn_%gPLe@SYNUWopQFdehF@^PZ<*1r&PN0z@JgSfrZz|hb9`F9$4)%_==IB?Urtw(
zI-QB3ZcN@x+wMUCO>%9>{GFlYgiieh1Tru~qOX
zC;Frp_ZUp*}sHR}3!cJ%k?(O5F;adgl%Gnk~1V`)HX
ztwxn=skDZ_^~p-y{_jr&aPM;o+?7hsxp5IjbWg?QZaL-XnsbB7!AC5VR`%-uC``CK
zlirvY;fLnfQO>u_%xlb1v_dwI{Qrt%Ur;Brk72MST$nV3&&9sz(_U7D^pug5CX_rI
ze^=uO|IPPQXYZmA#JaVxM;`Ie1V~(v=Di|0T3VhwgL(55t8kA;G1sS;RfVxa1$?VD
z$3ej~a=_0a>dFG|U*ObWtHg4L5JU;#h9h4|KvokQiX0VztK4)9y;|6Ms4QOJmcL3|;
zzg;1Cp$0&Lb;Y>JE`TiEXv1A*__X{b7x4LjP1+D1H&qa=x5Qd~kxm_OM+-q9F9G1)
z`tL?Mw+X~@bCKKaUrS){zU^M!9>RLioOJaS>&mUmuaBClTEUicK)3Ba8UP_qJ
zl$AA%Hl368vbe3?_xYV&)`TX99Xceh8gN-vhsc3T8TJKya%@$;Je0UAdL8}vPxI~2
zG(FY+=~Ynj24cnS(xah)Ko!ZND{6x#Fq`hZN-shiV`OC&b@hNCIQ%o-<49wc?(wXC
z?c;m0LEMTpX}#h5^q*lBryi)m3_Y}Rjd_Fnk!AbA%%OXXGb1!Uj3y{WkAm(^$SCgX
zL&TbW*|+Mn9q?v&8Vpx3_Z8hrzTHrkY
z){Q&DU2TnUk%w<|9je6bKpgI4>`0pEL-Qya@{Rj`xq{?$;pka@pIkiy@lSM!H*2&t
zii5iK9;Uj!_Q8(MP?&@kNd0oObTKaeImj{~c=A^!Psn`0Q$z)s4&(c-n0UALd{C~>
zy2&F!WynAQ?1DgzD{&e~8P=IW7qFLzo?l<%X_)?-AViBhXi91muTlA7!tuhcvTT|3=Njq~4nj=C;)WDg!cr9D2EB
zgaL`i_`_cxqVUr#_SEf8rN4DByQ-~opfxA-Fo{|BQ5^THt8UVgo<@7@3S!CZFeXO>
zw+V*H3uy^AayT@{YmxX|&~|qN=3x0vwZ_)&7a@(fxXu?kMv%BK1V;I#JGS3w$LUB|
z;5<$Vh5x&H$Qr1I7xR3Kx>}=>#%n=tNtG^KRq@V~nK$48Uow2Njv(3qyx@WK4r~IL
z3v~;_+3K|R|URManHbFE^#km#~dwQalWVO
zG49juJ{q*6csasrHsG5|?KEQoS2t(X)W>4qiYtDk7jYc;**^8}fWX)JV
zU%N-WeZqTkb1_s6PXm51W_a>OUA7OAy^X82?3c-w@!a|Q=I_Y0ba!OF>^hU1%l?WC
zce#sY`TR#qgod7c8MxDy%bYy1dvcE1P`hvK=QXP+8K-;bLlFv^orCvgM(P+)Z3)l$
za5Tq{fPyzrHu!%ueRn+7|NFjia1ahEG7nj$P>wy$IjE?lk|g6O4P=jwaU8QGL?mSk
zNp`klW|KXRePoX~wsSb+`+9$VkKcdioW~i@KhFKUulu^L`@S;^03S${&86}v!nZf&
za@u!+sXa}yt#l4gp?-oNUo|viG
zLLNmt=i350A5Dw0WhuD2UvamKyneqtrxwh7DS}C4e&RM;SrAkyj6oHAcnH7!e#`Z1
zSk_eA^qZ=f(GBNg&NqXdkQnzOsh%4B=wM#ed`N%1DK$ZMR
zm^{K{cw-&y7qP37|BmX?a9`7f0KomV{sxJl`*dAhD``V${$6vHV)(0df6$cA0GQB9
zKX#*3KL;~C5Y+QChsV8M*T1iiTStK8nt+vHJHgpZtjH1#XoSLM>$;aM#4tj{NR=;c
za6n4(rL0V*!BB0PU1wVDZnVtztcYi?bt^)psH2~XG&Sc%Eq2%>g1MNb>M$}cK<1l4
zPpZT}dnsuN;;)D_XI+nj1)a97vz2F*(}=TO?^tG_0!|dlo~Qmr+gA)mpi}3DDxOhO
z4tNZZsCOJrANR9`brYk5^(SEVBgRbE{Vj-okJ*rXDQOn)d$gY~$Vmb56gc*&DjW7>
ziXfBT?sL-C55GluIkeQ#-pt0+yWFHdp*mOZ`8m)lUCVC@uU7vS&WG
zPq7h&^@x3G5WjJcSOuS3mHg`OJZ(a3#vzaFt?g2V`Y2fW2>3}_cQ|izK2t+Vxpw?1
zeV*9Ut;48+j>LujmevIY#9MIby?BsNGTVTbVeK{4D&MM9m-;&{V8{jI-@GS`)&kI5
zuJ538C-oaE!b{4~a~EGSyoN!vDF
zDjKk4DNw_r*&9~c!AvS5Qyl-2%km0OZb^WDo-yr8>K{7~&R|nT$ni+oO4p&gYPc5}
zuqMd9@RW^T8|>8N_2oT{gR#qxbfrY60Eb{^_Jm~6Uyp2T{s
zJ|Wx6P4yDcz+_Nz|2W}PP_zKUop)aUjqm*=_s#B}`r<+egradCem4GdOZ$^s($w_!
zTxn~X-uxYVcTIV~{FR~qTK;0TrIHNjO&L)Aj$iw423Szf8-Vn7!U78PSte1SZ@76+
zfbF5#gHyl_AQ$qUasR*CSy1xr4qzOc@QfB$oJDzU?X210O&Vhx7i*cOq89J9LGRA1
z1b*VBs6+Ru6qrCxuq`QtKaqIH2Szs+zU0AqL~%u4)DAnuuluvkOd
zRaQp6moXw4X#m1EtBo7Kh)@$@Z+ldHwxGNsj`sWK^ZP7(QV&$xhos?JDyav5^NemM
zUDmRnsj(ye&=;5LH>``j%^R~BTzFZ6N9wD=Rru#Zh6X&&7ZjXhZ#!ezE;|??ZhZSF
zP*r7SAVRJ{4&%~pH+&QlN`&ibba>{#=}1HMZ}-Bndw!De}nPsFh#i~DW(n8sVv
z1UhZ6l}fVHf8p$$T*&B!Prhsk$EDthb5Z?h@ao9|OLj}&hv?9W-|OOO!ZS!WsjrH(
z3QJ(@Cj(sfy5B*NH{hSx&rTVscs&;`MylUHDQ{PDefHA{-I*N7=P|tKzy=P}xa&A*
zr(1e(^`AahmiPi!>uvi)Ere}+I7yF{k=;$&Vs@eet3HYep!6$4&hY)3Mt8P8ud`Cjc}~MPp@$sntt4zh|NeE~nqv+(MA`^k>cQz!zn5a`
zuFxX8yRgOvkZ1ml?;P=AiM*7g0=4%~LkMy^*CYvP#(Vi`z!nS$ww?508-(5wR%8Hl
z=ex0QKJQo>bbQ+$;M)2f$r0M0cF8
zK(wnjeE~W+UfZrfTi>Vx!H)s3ytUIK_z-7tbaKX11QWoh8OnVex)sJQV6Ub5Us8V)
z(2YwG7kpS?I@_-S=-b&h=l;7Qf_TfmZgg07c}q)zMSOuA&ucLI-znjIp+V>hBt&Vj
z^m0&f9-g|w4h{IB*plzds4gdT*)C^AS8H~
zqyY5fG3R2vmY+a^{vdvNdw8V8zS}Kf;`vlfP(BtHc~lFujWt6dv4WLnXcM`Ox4Tc~
zdldPPy5c(`{EyNmynrDiS1YZ~&40sJ?e_KmgIZaz??_vMsaSXyVbelW${%omcTGZ9
z!4a{~YIkGEEcaQ=LZ6SeYw_u=#=dx-`pehyf$o~GH8aq`uWDgZ@&xH$_fcq>8>{yTMGbm9&2!NiNVfo%*C
zntac#8h9d<2>lz}1?h%|nX;X7lzix%?F&A;qVPp!MGH0~F3BKIHlV6$t!DH+4Pkw1
z3%$^BopF=N7on5?UgFY@KM3^mY=L5S%X6I|n*vu%OmPgR8pB4u&l(JQ{0rFGqx-v|
z1(PXa)tzN?C~P*bVx})`&fQ`O~L`;RRXogYa!2N)4Nv8Ebuxfe;n_QuqEp=QoQkkk$17
zVop^I7|MI5>)^&lClst@ycys{Aqa}f|0%^Gf8|t(LgWXi$n>2l
zDU;L>Mi2Z%hf@oH{;E&e*`vR_jJ=>ZzflC=745uza@NG3{y2-P;Vj|<
z)xJmS=`7yh`yd`6jvd;g0>j7~@A{u%=x&xyKMFsL%V;_v|9t26Da}13?71|%*FEy1
zif}PQM?rHHUWTsdDx^~Umed$gIL=lz_E`i?-=b7Jb;|z`Doje75gj&mStSPzE0^6<
z5=zbnS^G-G{~4w=Eh{fvF?_!=^dy1X=iLg`A@`IB1gv-Wj}&=D%cqT@6;vsTpbS`J
z8+HPq=Uyns?`J#?1%ZtY#+qVpcXY@!-#AJ}FJFi`E=3~Mm;U`5uN{jsNTjT+hwo)h
zU>Smg@9eJC7#(&T(_-MqWsAd)AB$(YqTb~b
zhUnL@E1Km(l{WZ|*UbjcvlZn@tN->MH`&{>*~fIQ-VEtI7KuIkYqW_(?f*Bk_W7BH
zhwN)KPmE6D&-G}ho64?;=spphrqvvu<&SUooJmTbyrklWV)b9EO;jwNO%9hI>cv+3
zZUQc-uNG$Y61pIfp0=k9r-CNLS&Qu+-5BV_eB9DqG4|Ji;>EEP$MlQl`zl4QQyVN-
zuG(LWMr}m+I*3e{y9+O%(ZWnWttW$QdkGl3sQZn@J@UGQ0D)o?gUe!0swwR=^vH4}
z3GL*mBG}*a^M&aYdXnKM`W}%+)F0@Yv`-OGx*K%6}VF5_7vX$d|n|Soe3d*82+z2K}1R_VQ>H#D_HV)4POq@u6tm&a$;foJY6w>pNU|V1
zjcN6|s;;K0O{eZ2xyDLU&Fy=7WRYNvlIt
zY>r6w2@K7sbQGIMez+ITRrGh1P9x%iGKSX9Q`5C~a6xkjhy4wv5FVa71*o91k}xw{
zngaA4^JgwOq~RH`#=v+9ni1)A8y6Jhel>Psd&=iEBT@ip9?6ViV>71x_tp^VZR_4a
z_P{MB!1=5I{b9FcN@-7Y-3YcI6-=>!%Cdch2U$RyE`uVex|br{)c)YTgA};tWPCm$
z-B$#QpY;%8cmx|x9-#AdZ;@x!KHk0geP-=d(ns)1PFoyT@9>0!{U0csLZ3cA8hg$#
zWC7zkj>jNpn@9Hq;gtn|5
zA2x5N9i=yvs4L|I^6--ek|Lj&Q^wE@Tp@V#Z~_VFc{2q
zz|X^;VU5D_qK|TN*Ip(EeShqGbx+>J8HP1Y
zSlFkS>?x3pACJOKEEx+(fmGvZV^?rwc_sCq1yuWD$lOI<(2W~*Q%V8?A8D|{Ih?)=
z)^C(?X5jBW43@VA)_2UvIvlRk=j#**6og!jz;wDV&#Bo%>_lt(S?VR(_T#;?9Hqz!
zobGO^#Sam;rwOc$59m|>h+|u2_ElK;9nD9LHg(|E5BpOK5VzH%$eu^Cy~>#QIeqGg
z0Mpa-JqrCeyb*q?p1wk)|DC&NPJ=y^)%c*0-mXb413E`zX+4)3x4tcw0bE4w@Twl4
z$WlH8A`yODoaURbpi8`KS!KVtgyPxWENa9{YL{7Yb1=Brn14ihTL(W-q`Ecogn?<2
z4Ylj0ErX-jHq!o0j%c!~vo_-KKx{GJy^=dq;!dWdqR(o?{s5tnXL_5hJmi&K2Z{!9
zKDiN>!sATMWOo(Xt`RvutvNE801gSZahGl-3H>%z`eGOwTvQYr_6nPS?HZ(<%B}~C
ze$lsKEeYC92*K^XZ`O6@nwI%(>q^V*W%O#sZ?YxLo~=*Pnhh*PmV}AeZ^~1rc|me}
z*sAm3Nka@gSXTq44$U6HsCw7oKY1_Z?GWh==fM|K#nw=d!JmJvF@*?{R>xUD;$l~v
z85O#myb60%YvVK^s*TLgSx@c9FkshetPv2lB?V|FOHZE;o1p;2i?Mksb1rBzs3%6z
zo00K@P*Lb>0Z1#->vrnjM`J9YgsXOe0uabE&y8SNZZ~U$l9*brIVkip}uOc`y9hyr~A|1Uf+^)
zhNPsmiR!C@?Qbql*_hld#cV}X5Ce{{!B;Q7O^-QNc`*a+J`CZRX|;qlIgZR7Y*N
z{912%l8X?MD%~&?`Te?PC&Pi|aLS5$BktD5(5ywDRwAtI4ALzXJt6wZ;>p9=d$Y!k
z>M{81_83$>cdu-;0I0dky^r7(bH8OJLz-|>S61J*6P|VkiSR6*PA<=z!}ZinHQWey
zs`BMo3u*w}r$88BvuIy6>pHijiIsll9gstY&X92|$U@O;SLnC9BclErV(3F3gi#R{
z*2^eVelp@#kLACMkK7yB?m_>lf0!@eFdX!@FBPrI&_KCJD#fby+o0IO&c^-iiXXV-
ze=XDD4rgPI115EhD#1U{-z+@TqzzSiw(vB5BZ8(n8@}I+kJGrGlb!-
zLGGo&O84eo{E@()1-T$0(=)91w-k6mRS-~w;Ge8hyFJr;p5dA1Yr3lh7LYFji13yHTallf;HTfc
z7?Ilv3Q*wFRm$Hu!QH_?FoxU%a_T@PrK(>jq~oMq0<(n==UD}U_WKm+i`EDK^x{9u
zMsW&IxwuL8H)jhPX{G1E-}y1OGdnoJ>jvWI!G`Nbheq7#+Fa37YYvZw8>+$4qlx`3
zH+S2v*?$)bfl99zc<4hOjo15YyR=!pvmaUEVL>9c@8&(`s^!dgglZ)1IA)9*mP8#JBfitY3t!t$L-Qas9g${KYDU
zYWCIh3Z=w#Eu#vNr010DWY{;GGYlGdESO=*Cg;VM1Xm%2{mdudn={z6p0v|D2a9G~
zt;dNrZ>|g8f95ZeRGE%Bh}Y+L9s14~y?-dRwJwxPUl6A+#rC}dO)m7Q_a+jF@wO=J
zIWo!$#1}P+MYr}6aJaeiRe28P@FeGrP;
z5XAcu=N8ovckW=fJHzR$GZGF_
z3#wR;nf#^VVb!Jp$GZR#+Ng`^J{xSVbf^FK^#NYv*OKHv`RPm5ezZ$t4nYO&=D%7<
zqb4V+d5p^)vX75Pw)MfVW9fN)Y|9RxR||
zh^0>Wjw^Nld9@RCWT)aguj2lWBWUVY{=b;47aJ1GWrr27s{-8q$&HvglWKmOUqcK`
zCa{xs+`&wg&x3k-1pIJ?ht>?*!)GTC4~2{>02RYK5O_HB$S{4MfC6d4%PMRVErIY#RWlC
zudXuhI_N)L7-a!zcy#;C&mkdmb1y?L)Nz7qgXT8D9+0bdz#@O(m^@A}lO_$5%IH!QmX73E`8n!^w`Jv_q~u0gKJ!W;^FQnPR^l7R#}HQUph>xIG#^Up&ydbo
zPG0gY6J=##6#0e`sq|DPhBhZU+&`lb#T-y~<6j?scIH=I7KuVm7yX5$U5aJyPiud>
zN4Zo06VEmKH$3tzmf|wz9$q@8ucK!0i|Opll~9W$#H2-8A@yovzug+D=j&07iTXwk
zOXf_MSQUacT6i#eXLCv*nY(9EeAtrK9dIcG;dd~Qw6l6zQ~T9YhE>muX)kwr6!wCN
z?E!xKbKuQsdv$YPwwWXD>~-ms#-(JhS?Lf4kGW$R2$PMteevnj?FOC~;TR7kjx$$a
zA7K?4<1k6sMcKTFw@^1c?JB_}w{)gfK3NDCnSw9236pvIR{Zz8Bq1QT3)h1qZv6;M
zCf1bM1b#;MDGuL+bMe(SbZZ?c{?bmuqO-&O-pXt#sLZUkiXJO33-_8%jmrk=n-B*7
zHQs#IuFCeq&m%lkPsxq#_QLfO*ZZM`0kE~|rm~m810Hx`>dd)^#l?-Z(@M|w&ps_1d?poRu{@YxTe~|Mv%h41mg7Q)ta
L*1NwsGVuw$xy#fON>0fY8yZ+wccn9k&1n=|BSWr*lnGbKQ
z^~S1dj)bi#PNf`T)^6{Hldc5jt;rmqG)5kuy0Gc2Gh_ra{ystu}!0P^On54{C|>-I_@fzyNOK(dy*
z4crQ#I%|ZjEMJlDRc=wt;RU_#Yryw9&#vfMp&6S`ekgMZr;Fw8q>B#$&_4Sw@eU&6
zap^~i2^-U|h0ITVJ{1dU`-_dmrdz!|**B`Qal?wCg&nX6UwnksxYK;9YZ54D=udTv
zG-l%RDJ9}ue}LNajE`|IX3(B-wcW9nz$y}#%V@b`4)7ugi)XB9?{2JBNj>ISVxwZh
z@9pA=`363nic^D5(5RDZn&hs=A>R*-)Nv-JBx`ipC|+w427`Tpp*LQrSlnvKxiYgk
zzoi3e?lpGQyq~3EZ?DuneK+eBYgWhDtMhpdnO#1fXObSHZzrU;ABvw=97MtXz%W}6
zw6;~%OnhKo=8EU(8ylsUgR=?6>v
z<#R0KZR%H{MX9m*3f)VBgPEv>V(Wp)o0|Q&*{yHVSf==88go==Age
z-b(8}#rX=sgIWi}_)XqM|{L=!c|Whe4acuTM_w|CZkdVIn$tj
zV|t`o$)rFn7J`FS^_!StSpLQyT!mX12j9M1+>`sHB{=#+uxo4G+Xr`Jo=msbvDT0E
z?+R>bdD*x=6>aD}SoW4YgFVO()Qa6QZzSVGaYl>%WBH)tO*!tTCTRxsfxBi=RVyY;
z76{Kfb2meOqJHMvfRL*Nv!kOXyQPFHiixm%;W(Ldr}2!#nlh8fxm9%=_Im_IGSC!V
z{hDmkD1-ut3axjHhO+Mk_U=>e9rpY2Q$3Q3dk})aFc8rTP9yR1HUWP)i`)+Qxh34t
z{FrCl$PC(8Vp2NhO+HUm;rR%IR|g8kLI@5d1TkCg%h=^8lASMd68{!DE~^Jcov#jv
z2Zx-@Ws%N;7==NxZ21OGdZ+KsP0LEUAt0@tB{8Ch4u|I6aM)p%rMJBGt2%FE5{z1%
z;!vm9BD$*1y>eoA4Pq}2a@wP(QJZANEiY35oA?b#l+m!DHLE$(!}F>O#fbrd)#j(l
z3pv5F_n*2*K71SHn6RU8a%F4hvzD+G1;4+(2&W+rnz0Tvp;
z)z<+y4FNE}_2$niiG5@ZBO-
z5gwt~4ugV~D&76F19Mrj(r@wGe?W4xEqA&oq>DdBWL)t)kjni0VQQ!!D%a{65T0ht
ze8kSQwitt|iJ`Vh`sGU<*&<$VXSO;cs
zSWK3YQFJ$5?4j$bEO1zMd(c)=(Ng_dE0JtoQz3j2$_@NWmV*NFX_f*I>o0f=d+M@jV3P*
z@&GBjedSthazVJ?AgqFRi)#-7Y=vnz`e1??9A#e;4&045smNov(v%|+dO8T2@fW?+
zq#f_-2@J!B3~UdpJJR#bXLq={4m4FPRs++7fD5Y8w=3h7%bjO3H366Z(W1D`^RyGHcg*jQXcCF;JszAeyA~LkG3vq8^`L>0~PqvP@$D0%~^cjY$YS
zBP>Mz8AF}O=qyF$ok(C6-bY(gRl=4LeGD5(B!^>n+OUtZq6fm9Y=%Cjs=x7Ug=i`S
zf@4tr%yQ>HcdOlT)TPAlUQuFyZ`qL_@X%}ALL^t`rlqJ%ZV4I0M6le#Q3FG7`HusTdm
zvSXd;PS?mt?i_Nr^tDC=NfEt;Q*Rcyv6%{ID?o#w;3`hA9%3H)r($Oli0%O%;Wv+B
z-paE|Yy-ibaZ5{X30chv0Q3%p*Fb_s3a~w2=wO^wCTuqK9ozE_Xv&I(H2~khF!vrH
zsK2<|;YsI!=>sf-db(|5Q5%0^b8B08J%#~c%D9oy5f@^l)=uL
z9rI>Iow(|on-~_DI+mS|{aAd)s#SEXEWV^R;I-y;hzQQo9L69u56j}NGhGZ4djQ9>
zy`q)kV8P3R)44zDa>6B_~x*EF$vhFDK<
zNWi4MZ;}uVprBwln=7Q_4Oi}Ke$g2RfkFXF1cjm3jQNyfwdlCwG`bY&@Y<|KIHbDv
zy;i5W!$#2Cy-zAT3lPZQ^pM+ZuD2_i6n%dGV_N&>x~4PabT3?!{6WQ+T>4zu{#PhZ
zIe8M4HO9I11=WSpJ&r)p1CD0U;n@(-awwV6!SgGcEFrQOuJ}VdJ7hP8?}8MHnuifG
z{F{t<-em3laG$@VBt)wErc@_^P9=!GA0i$_h^QNL)nU??^QD2>zmulxyLH|PG4>!ic9eIiZy1AZ%G#bBs^eYld7^F+zeWM9vGOC-cLnPO)S+IA8~oL=jH
zOX~Dht^1rQ<+2UO6iFDAtDTecE0qSc+h=V%4wJy5rtxqMQW^Uj8`u_w+kW-8*)8nB
zc<%Dap(-eS`O1{argy5@Om1tPB={3BO8|Qb@b(Re>P0aa)VUu5&0k|0eLK#@(DH*E
zC^-9->bpr2hvwh@<0sWO_pmgnRNB1w;d#KIzz;Wu_XP^UxA1BLuKmgxgY{8yH^W+LWO$34Xk7L4HVh7I$TENA=QgpgPV#eNmfEvD6XL!K0WBwM3
zadVE6e0CN&zyf0K62qFY>Z8RK3cDF%{{r1tbN
z|5H|%SQg$x4}X450Cqolx5}aDo*U0gBYXVd9AuMJQ;y7
z4dtg}+KBf<15?raGsfr@VUG|q`a_r53(lB4Narht5QiTQu@-)86c!$WQ)Z3dq|I8H|IirsblB+qR#UT2y$ls%(Z@~eLR8ENVWg&6+1Z!^OOPTYdR$CkOgux$<-=@2i_3GQ*b{%B(PKbDJ%Sw
z>#)=Cs;u68^Ce5Et{sn0n+Yfx)YoueZ3}I6*)|)KgvK5SP70q0tp}foR3*mhkk`X}
zK@%lc;S#6#;&K{Rzt?GGd8}6UnBQIZdty^!1cet1&Lu-a=a+hl0Z^6xs=+*rVaoh4
zos@G>B?(@93Ab>D6zrY}O*U8LHVgf+P$|z6@$RWsC$_9@MRWF0h3lSR2%x0~bC(j8
zT?ca7IZ+-&0oXhJ1`i=(Ztl)?+w3atW7#rF1$gTl#gxlKauh4UbIS~TjS+g8h28!f3G>VMRf{@ATE
zKTee_B?J19EhZ!FHtCnU&^#ayD}@2%7~(Aek`Q@5K*cq|x;AdV
zt!Pj=XZ+rc?JPEliMH-CR*HyEsbWuMTQHv0(4K9#R!<7;y*JG@oAQRWRh~6b;7R=4
zytWf>N_v}rH{jJ~Q*s&cLh$|YT{F3;IM|kY`wJg@#hJSMk%?)^eTlHkAG_s6VF~@z
zuxzS}Dwn*Oh5OX+go%I02EsR2jfFNkZf}spx&JI+iwIrCU>J*4Th|>_Pe?P_X&Mf&5xn1aq8(>K4cmmz)t}&QmAJ*zKY(m9{L99&mUm_7Muh
zTcp)lymt_y1_8yMi-4*dfr2s9)W#liUBA`u}hM&suyrRE!V4
z{g+VU{Bbi}X?$p3P5$6Y|2A9FMkeLa4T<|B%oZ~h^;0+K3j*Dxu6#vUKrhUuImwAQ
zm{hOZS^pJUS#KGQnRafVEqe1Nc_|2=UY%O+svbKdF8}{$0otw?A${zL%~=dy=kU&b3g~
zMsH#YdD!M6jy!Jx>^2NcQ!M>SmT0GD+g;IiUE
zr5*^w^IZO)ntbKS`ALBChJ!)>6NoSNWALu&M=s;IMp?FfNd{jvXUY~hDFNPE;SwY)2ORSB%8ze;^f`9@|UN1RA8f#&wj6sTXLpB%F=9AE-)Mw;UonXSNeh0~N
z?5>&pPZQIHjV%>}H|BCt9Sg$)B|~$=C8aivcb<*!DTcbHXIFSta?CE~pB`gOs&}5P
z7hlzW*d^FF*~Wu(OWb>NnWIu3%C{e=4_VaS7GgH8@=~)fSuzvQkywPPX8Z5S*btTa
zMibvoSAXo&j@=^fA-cQz>;4ue1s>cBq`2NGlNYD7pno558k3E6O@m@Ke<3JqOOXR#
zuqTqSAY7eiOi`@JF5D=(0eATFxKSc7`&5-frKzVgWnf=Snu(Fxx>pQk;k#ejMGgR!
zepzVt8G?hl5=?k7aFzn+>UK@9gv>NwmdpcvRqZ3?1sng4#IfTY-{Or&a8g^D
z#8a!s#3i{Dlupet?+o-Q)Tf-ygCXwCWmXJxVE((@O0lA+sZ*QG&F!qsy1ciYI3A^6
zFmQ1Vg+Blx^#!wgS>M;H2#c(_6vRh7c*@y)9Hr1w%fE1+v?2)>D{$^vpWEtTtUoka
ziiw6tdz{lACWcp6HU1$=cuhA*Oc%QcBzDsS8lRSU=?<=&cqgv9re6reylJeBHT#`-
z2p{ULNf7^&lgydEL015f^TgdhybwD+)VZ5LQai`3dATM!7~q71AE;jakBZjdex^DH
z;;=@<3je~)mH;)YG9G}zcmFYkJW8Bowf{Q@Kd@x`kTB@);HluGruZf#B@XHc
zXje4^b}Uf;F38s}%=CwSviDqJKC90NCx6d
z1{*feUpVRWa2X<&BIV3twVZzi_OE#OuxY~_NnleB3KvStIq+t?g-Lts?0>eiMAk%~
zxxwfelQ772_e`)^jopmR6?-p-^U88%=T2rE&>6xI&=nV=%lsKO48&JLVSs-q?7MK|
z{$w!mC+=lJ!?h@KzWWQC)sFZPuf1frP5MA1Ed7@nic~X+42?G@7z=dGF0`{+!{^cM
zM*0w``%A`?XES)w;WMIJIGmulqDLL&n1J<{^NfE;F)1J#RT=N{3mudV3#z4Q!D!Ja
z>L2eTLId;eUHy%OyceMi=~J!N*!?V|%YrmJGK-s>iTcj=NzQ_9k?Z1Wr#&mx_yFDs
zT6#sCe09~rWRH{n(ME$})tSbq5i7k+*-2ujxq0z7)n!QPC4!!E^(
z1JeWoTjNA7?k3|QHNZyNFqz3Ie0qBEl};}!662aWy>$FaL`P6X16E(5#e11Zq!lZT9JTMvFBjaZn{6a
z@bt~bcI9xh-&XuXkkRdBMOmk)A8mN?3ljy+losTj&XpQ({bS#n`juBYsrS5pX9w;5
zT}SDS4sj6u&Iq^6=$^%(AN2RltAq~6`=rjTl_4Njx_QNC!~(NOLk}<$R+PteA_SpBTgY8cRxDHaz*0$cHL#^ZTZ#0Tvu!{-@>(WkN;9&TgzhR
z8|z&t4Dmyw`MEIhbSW>5;VN{0Kswd3w%E7+cSc|mgDQ(z|x7my3Ga
z`z1g(@%2iPlh9F?`-sBB;UzryBmDjEpY;O81n>_R{>(X*Qwuf$HLJDG=)ncsC)SVV
zW!Gil)Gge`RE9WR0Yz{-qWseyE5((kBD3V-WZ{mjn|sMCyD#N|UIUAh{;2kj(9!kv
z_w85tGQuemMo{6`?7UT_LxlCUgj1dGU5Cyx8X$iKkKQ|kTgtT)EhJ5_v^~Hjpbd|q
zGWgjS@9xV-t6}%tG{~{7=plmg#ji=^?!bw-lEF3sC|hL>!B#nQQVP0F$oc-zUF+eA
zDf6FV>}pZkjR{C^_NfOrCrs>9#
zL7(z%tTq?I?e7+8k=2&jTT{%rhAPrOiqrlm(krp$c)6z{bBdljvFDjXpojT4k`WIP
zB~o+Q^;=%$T-YZ8Z{}KL@#s=r;_C=|N7~}B+RkwwRkuiFnt&9FTFE(_ikUl4IfD!m
zOVD-Vh@d-hy?)+#d4Y7VN3kR4ddDu%`TR#|f_
zA+lHWR;`gMfRnV%vvAasr>pZYuy09803e_|PoIo$1D1|Q@1uwC>=v@N&mp&Hj87j{
zg=9UIMdLnMs@?uidlJ@MV-se^<{iA!QJ>1_%pJ1y`A-hs_`wP0*6-FEQ{aT;d^s9zF36e(z9v10h4d3<9v)MKW67r
zEDF}66%zfR@Ug&j1U3jH^8R}%3{@Zx+h0!g+TwTx$IAf}*G$%qRT
z+8}8=XoqNz#;a|L?;5qgjRyb(517}ORrd}
z987JiIFl9Bs(AZf1QVgWtZz&{Cu3UF9}`2
z!iwVrN2Ry{kMZ$V<|5AunC+qe?6H(E((^!ZaR!ud=$C*9u;|=;*=@ryFpJfIhGIAxmX-FPU^?Z7F{oY
z9slDc_02G}tD|nv=C4`Sm9P~>Arqm<$9IrQBr(yE8$S6rYH+zTu;AkrT>^3}@Um{9
z#9j|jh7y7G7%<~o;1D(Q%+f~VSKCFmovKPdem4pe$q1Hs%2icPkJQ4FNKBdWMPCfHhn*$o8N?v%+9n?a`LEGomuBP
zARt8)>wM^DxUVoM)7LKa|7iO1c&Hxleapm17*uwKM5(CW_GJ)R652E=49UKSEHPsX
zWsRilLMkz2-)1Z!%D%6IvCA;lnK8@n_W8bk|9COnxi0tIbIx;~=Q;C#jVDqjm(9LQ
zfooi}W`lRaPQa4qtT(?&mb$+w<*d2x{AD)V{P3{PKoJzY=4B(;)h3j7+Dr2RJQ&SX
zcYjL*pO|~ieDA$S?DUJH;L9!hZ`gi@hk)Os(fG0--uN9DdCU}}o;T;O*8~_zPsqkj
z=0x>Ew?5x}k7ZRA0ohy%4m}f4f@prDF}~K;8AIGGt9`*(6bN?@+Lg9B6TV;9+qiDp
z@|dt#lH}8;?UM@7cPCW~eVO8YA`#BmM(WVZQeD`__*nC^cuHKGNA5u_ED#2GIz#DrkC^BoW-fBvy@}vf^Q8O1U0&2t+PRz)d
z1{z=J!4k_0ju^|aGOWf9Y6zS?xXI{@;cR2d-4{Nq{lt>Q3d6rWvzZ?HYTW&h?Al6^
zPi6sfYqDZMqqi47AR-b0HCq4SrT7H->wg1(!Rsko)#kw9{Vbr#Y_-`Y{4joLTvw07ZSNvsBQAz
zmuRhX2Ym2#4k%yU^0a|Hyb8s1#UpoFZ#DFpZ5&_2-11)ga$O%vdH&94}zkgTZ2S&jWNdT=g
zoEvzAj4qd4_v}td)N4UJ7Q$d$kYROEed!uow!=;8?fto*iz!M
zYHBO6hyrqSIDRiC;XY#rBL{UpuME;P`e0c!Ct9%~Mo4w?>Dp1nb;Gnd6NV3^-TA)5
z-1*r>hugJbI*Vx0|2NIjQWc^#Vv~%n*vv%k;yK0(OuX$*wtPPU7IG8R|*vWrtz=#mw
z({<;V&|Gjk?eSaiB;xE3;Cjjr&GE&UVke)gMa;9}Nh*u(vgLgQe`eviX?=rJ%3!{?
z$-)(%B~2{2Oou&OrM$}YSXtG|9U7q)>JWAXM0Dqn8xI=M6~LXmcI(`jqT$zWm|EZX
zy`D>K1ds?8!pgm7nwm))R)k9=K*8$p-elyCXVVKoxS}UvXJ|m}>Mg_j#(Kx2aF@Mh
zO?QPRV=kpk-Xk^fN$4GUN@)!_F?1?gt@#uT7V{4{7FQ>b>%DR4b)i~{7@~|xA`czr54Bbe04K=
z{xy;7+K--~?@hUkeW#djq2y(Ap0a~y>08lOyOgjO-qup5;wsGIOUttdL1mA1Bq}Z7GXnUf8NI6B9YaaKjGE@Veb%Ilw$759<
zfK#rtZb2nYf2z#|&a=IDCIT?c8xund%{T%N8FvonqraFcu6Jvb62iK+)CaK3qBL?n
z>5o;DA0>g&^zGD3M47Tps2;Q<-7mlWHh4cG>HbJ$
zzv^Mvk^es#UWoI^hgimyIxK
zCF1u*KoS9Yh^O8MI@3M95{iRL)C&3(qZ&rF$}nI*vHZ(W{ooszg@~D6ZJZq%er9CI
zYv}tXyg{$$mQq5-QSPh*dQZ20My~#08AAi?|UuGqy*
zu{D2J*dS{}I6|AKl5U`?aYKD?TC?s}rjSi!zTGIoYi{5&TmFHBG!wjTw?ZUiG*ka}
z)2(SyQbq6}Np3u_7WpzeFHv^Ams392>*RAI+6A*3^2t~@Tl{aF46v;rv#y|2!ZSdU
z$$=Fwg=M%%amdR*4QZe#L(@N@T#_em5A;1mf0P)zGN^d4as;8%X;Ah4_5LMv_HGFw
zI1LgRU+!5$^$+PR$)&fXFJGE*qK*;$F%7n`*`j$%b$N`FrcTuLdq$OIAvmR4$)-<^
zy`K%FQYKcedP(NS+Y?vxo{XPtJwO!%NVSfzF8oUnH4hPU_w<6hW54_{ZClc{_WhXV2kB@%OO^
zIc(yQvD)i_4^b#{W|LKP2PM=~>+DqR18j{v(o<{q^+
zQXKi@tGvD<4~hTPqx{N!+h$@cpm%7#xZYQQ_&5I)+m%2Urpx{xLXdFJGZ1GS6dK$3
z9q8g&-0%BV8JiBTTRxVBC6X#D2Oy$O)Q+I0g3uSj>t<#E&-HqhDfZRf`ULS*4pqlM
zlT+W9|J$>7i3lNp%4mqq-`aKdmnIHg_I@x?$Z0fBNNhwYJ|wU;Y+lhySnqJyKS#;a
z8;uP_Paln5VId0B@{Ha@-uEy!y^tew+FIF?3HySQvyzEWC-Xv_i~UB^avbk!GAFR|
zFh}f9p>4Jj?d6*=={9ubFc752w=2bQ>B9EOO@Uv`kb~(alZ&)#u`Yv6a_OIg)3^nZP)J6%>h-6aql@1u1mi_;E0jJx!LIG!_Uo~
z5O%p(4!`_st{H~HK+5iwQy;i3?!^+psW#t7@pzo1t;U6kR**AC1^Mf$))pzS4g?HU
zu$*Fs+Jw%GI&dx$K(Q`osx`CvU@v?X)n^Js2w!n>?_bM8NCq7Rj&JV}-TE_^O48QK;B
zM+f)Fa%-!JhjPb;p;Oe`tvTb`hsFT`=n`l$Y9QG_ZK{AwF%DWhPyvP0qeZXgI0uU?
z%6qg3jzd@=nq!uGk(b1Gb(+~!xc`oYZtlvLW?)0ae&ygoXkIbqP!4&%dKRDZez-F7
zJ+P4Nu(I6P8_8R9WnyFiCj3@G*>l#FKtg$gY-;fw54%94Dw9cgx{Ey0oEl;(O%^Gyz<>fd&-;xLe*E^HIz
zA?BS*Al;j%AIS=Rt(JGorK=#T+eugZtJ!I;s+g%U@{IWn@rPWE2QP9rSJXYY{yrB2
zr1l4E$_SMS(TZyzT?l~=a%10w75s$7qC4TPKc94chDQ~VkTXTB0ALlr
zK0`SlnGQOMM;BwXS(sa^?&6axKu;T5-i=)SBy>CVnwb(w)F?W+pH{7S{uaFmbNpkHN{NU>EwM0u~&{87d$x2?}ff2x}VHKu-%*A2lRCVP;m)%zSdcl)e2v1r8^Tq?B*TAg7Q`}El*s}j!<
z)s$hY`9L6azd!G89NoG&&q!^fw=*WF7&h)wZF4+%58^ckGoHS>D$tsA&~NNo1NGWD
zq0Bn*UhU~Q8SQ6E*<2Z|fYEW=qkQdKKXn0H{~&RETho7iT_xMD{-GlMqBeT*Gi=$3
zd<*5XD*|6#Mitf^XLzhmu*c^}hNX#X^UZ+*UF`9raXL+3wi6Ey^#uo-l=UCl91MA_
zmDqH$BS9DQ7)?Vyo7Jxii^-f9%Wpk9RhV-an{J~W8(^5(IT~^o-OAPAL1>ST@jqU>
z3^||7$JjlAqrCBuj7JkkY0mZAhaCU9#*XIC;OM<7echXx|Z~rUrhTv;=jlDwB=35&J
z7i@mv>cp;#GNz~ibNHmT&^WynZlm_$rvgaOoU_}pApO|uQTJSCcgqFtK~`K!Fts@d
z_f&v_Xiyuc2g@Tb&QLVc35Gh5KWDCl{0X}zRWVvhEJC^NO3Yif`^1=^{LT!t$``Ni
zn#+z{py-C}zTFo`!KN89uKs{jh}nL@KtjZr-H&$t@;)&;@`KgYtMQMJ+;Z`o9KbE@
zA^J`M_^lekS{?=F{!=rwL_GL!`%f`(1NZ{yip6=kk=vP1k~jeN@mf
zX#VKWFahv3`&YA~*(+^ZCaa5E=1%zE%znW+Lb-@PFUc0zovwz%@g!5kF!0oHy5%gV
zD+VoIP?8pyA_hO{6vm~s;Zv^wK|Grum(IPOL9y|)rAPhhR5l%i7sc4?d?_R
zCfA(QK{;Q2G;ERNa`Rl_t-oj4>sFT>uUkD0i{lTJ!PU<{Mj+X3X_uN-?w1CR2PPj$
z#o7$sX%6Dgu%x4?4EnJoC;KKIKQZu9BFoKc;6uY^sf3FecwiqdgZt>YP=A+~r}cW3
z{bfN&B8+06*Z)D6XMyNY&w_d05^!fy03i5o)FmtQ8k?jCtacO>kWA+$#TIc%P;c85
zGqqi}J!vJWwIE;qj8n@TwH2RRmsWeWJFOWbAp?cDVi|@ag1PRu2D!6;)WZ2;GwZfL
z2+Wd#Q$X$dT4>bm9?*UZJa0k@y{+VBkdW|;falF_I7R14!d|6OF})f$X<*y9ATz!F@$SJxOwh4|
zl06me;y
zqI4h`R6#FQ`RFAzOW-H(Jp$>93BracG32LjXwk&QqES
zV_7@NoaMp;D|Q?ol@=r*4dM>-J@GKSJyZyix*ca5l$}Dary94cF3wKgDd3pcCHw@*-9(AkXCLv#o3s1<{|UvpK*s%pTx~k0sI|
zc|z82c<9paBC^N2lf})q!ya>6h7uWq%O6zMZnxW6MS2eZbWIN)m|06t)d%I_w*2S5
zK6?q>#HXTI~Ys(5cD>BYK)vak*IWFfzP99_K|
zF1&xPq2CXu(eHPYQ3}T&tZt}x!Ckr0UJ+$z1REkME5G|eqL0suvwoe3YM!=*X)pVb
z;lIap(?k3yfXDl$D|1cccq?@@jiL;@5eW)=iJw2n)D0HREIfn>w6TOv2WOpR2`L`b
z;62r|XB6eLpNWctbJ3T_vFfLNf`#{m*3KAxTHm-19L5XxCn@F)ufm{1Q)=a=C*y@-tm$vLZVF<S~aYoD3`KGrQD@E}0EKV9BrVYw^?6wI*+asOD$sx8`{
zF15_1oN2GBIl)#J!Qnc%out?t&i8Z&e6hA1sv(EW;&d~W?t(Y9NN
z^@S_RdUXByR??-2yxDxQ7veGIv#*L4{8eZckKe+Rv~SujGNcZk1-yp)
zP&c|^^nzUi8p*;!vr_uIW<4#Ndt7y`rN0z682>Bg^CL0_|BVN`?W`Wvs9~PUt_uz2
zhkSPYRAUaC#t&q1!>`+m2BiU*h+banZ2kR@85YW{@#hW@Hy~D7G1bo>5+*0Eq7jI}
z(=jrgVtvOU)l3n#xoEk%_FI*)gw8Wu7kUK}a(y~(3ivId2`OQDF7c`5ro$N-PXg|a
z4%f|No4L7ucnd2SF=Zgpw+A$_!DlkO;QH^}nyjoqKk&O!h}`bR4OumAibEy0V3vm(wfC;l6OYnmLj2go1_ThqhxA~C$0TGriJcg
z&RQp;&@zR+ap`C*>_KQ(Cu{KXrs(v@JRY&@P~GfekjfB7PZi;8n&at_Bf~fdA1K)U
zrC{w#VM3Ge1O()+Y^;m
zWL$hnRo(?9CqkBzx=Ey8+vzDH>AvglI}rkqKX(Zg3!LX%zp~1)uCcIuSJJSJZnbCt
z8rJeMAau;F*!?(Nv~=tT{587)4epJ0pd7`Qh7lKSe;Zk87y(76-AMqz{sZU(Vh_5T
zfNVN13$*xq1)Si&s-2!%5`Li84=@u92kk8Ek!s%=;zHixqhBwSr|7=Qtxg62z|F#(
zu9Uc}(~yjl4z|;`gvjC?bi`Vui9_aW1A(~|+p01U>8g@A;aBziZhQ6>@_^`oyZg{#
zi)|#-gIiGq^crfE$-0`}&wajJ*PFPs-fDjCCLV8A^xVQNJgZkGCZT?;p9B1UO+jKA
z9h(8M%xs$Ro8JHD(3y*`-XQtLT%z!9CGtXNHGn5r8Zsoyi%Q+oI0$yp@v
zK)!gV;L}|p?t9B+fsW|rTP4U0ZsMrFzysBAjn=SWF5ygK=V-tT5b?pI)PdHf^Lfd*
zPnooDv)oxd^}dGJm7aP~RT9qY-gUlhcJKaQnlp7rzO-HM-AqyEyUrMc%$9Yz(vsl|
z-};A(A^Q1~X%ZqJr{Y$g=psK&q*tXD;rm=MSA_LkDdK#}JdBsSb1Shl>OuIz6UDqW
z!(lbUfB@&!#pO%d>s7dH>kN6nvxLM_qVj-}k{2Pz>1D{O1#59z={cKljy
znt~RPDZ=y~mY->V(E?Md;?hkP{#`JVC9*nQrB;4xDGYwH$x-K=DJy5g8?!V|>I*B%
z-m+WGnHzet)-PWzNOuYqMv|{s`@6{1s__s!BMAvem;3n9k}9?2fP|!)Yn5iZO6)Z4
zeJ^Lv?LBK>U{+Op)1I>74|OOTS^@QLIh3WdK7~#>iA6!bY&G;F3&I7^0L~z`Xpd`u
z&xAR(Ae&9^iUDk(=xu@Z%{-=m_v
zO$1H0)4^bbSab1V4?A6R<#?*z1STipH;+F4Pno4qPj)le`=HaD!~rJN_q1b|o*=fa
zZo8^s44sHpR3k0A
z6i)N3uDAag>YB0#Z@F>RUQamftO_rPbS(D`>8j?Nq_YUrgzVVP
zK7RPW!QO{mRv};e6en+xhj}o#8o@i6?suVFGvIl?zdKzGd!kWEeXvZsohg~;b+&}j|
zH49J|-AD;wu_6Y`uI=odi$5*zzn)tY7S`Eot(G!jig^+elJ&4BiBBzA8LWw_GZg{J
zcG>yPQ>75sj5a%*f&|_>-k_f?o2pPYP|8ARa@BK?ild?B%)l0Ijx%NjH_u(lG7zLS
z6%z<*T;)ggE^`B@zS-hxA2?6m5o_h5uB4DNDqA
z4D|~O3*Tf0kEsKhy6}zmfiZGuIwbHyx_K7{`~#7E0Rz1n0SxpWZFhQP`FvQ$-o0RsC92O9O7Mm4G9G&?xm&XXX8)wyRor8Ki|`g?QSFo8HOyUy%Kfeen+``
zyz`%*NKYt3VQ+<2QNmuZpgez2=H+}VtvDnjSQu;Vn$pa6SIH3+(wVf~Y~ur0>HEhELNtvsQ_+E#3<8v^LZXXL9Kj{o^mde*&
z{+*Pg*fnL0H-&UZvzV%50yC6P%PV|B9o}sB2p#q`xJhQ`x^B>#aC&2MC|zRh=6@l+
zVh}IkC7Jmi`YZRVIpgFWwoP*KDR;ydiDy%2ByCfV3j=Idifl9m_1ONF1fA3YN^_|~2YBs@6hx}yoY2g0ZXS*e|`aJA?E`6E1hOaZEhgt$=@p}MM@0Mu36xsm?
z>4simy`dMppXPN5OT4J@iS#KkW}z`Q<_^Thnq0dptKI2$!_ZT2QQ!7OfG)bDj_rp`%={_7HUU<8r
z)86SRs!jspR)uNV6_^7rorzph00I+!PSh6QSp>!&06eH0Eq~uI>wXPA1xWEux%E#Y
zI?Xu&SlZxC7xjadcy&_OaThQhZliXC!BeWFR%AT;MAzB-LME$ETLhFzQ;}N_2wMp@|Mm{r0HUIiaRkGH2zh{
zb0J7JL&mH=H8Q{;EXOP3m*%;9cthWfms>(J>aaAyGQS%xt|Wn3sn(m=R_o+}&yL{+
zeAXdJo}<4~f(QS)vcst|{fGofCvCt8#~mzKdsgS*%brMtU8=J23zt{*%?u1D*CLlR
zvj~%mhz?`u5$-b=r?7U0WyWZ#{$)|Ij_`#GxOFxM(XtlMtV$O}n|fra{VUzn=3_k|
zyVXkg?+GZ4C-0KI*;=oX8QE)>8+BYpRh|2hMnnPxsEaUm=CGvT^EViRvINalMN73i
z^}B8A8YP5pMY%Ss*)ISmwX|O544k6|)B><*Zn9|+rjQ*blD~k%LMw8R{hxc~C~;dX
zXu-c+KfkZ-^yoikH>dwKyNaB*Wzua`A`Ds_55gHj<3o*jGhdF2t-n_O^@uv{42tQ@
zHG_cVf$tgHiobf^dRAV8J(bAI6^kk>YZGobgaz>#HOZPs5OA1S$}e=o+VE6kg3m8(
z|B2zi%!aq(VjNA*&t!!+?lGT?Iy*xOt{QhcyO?l^Ixn;B$-ryV@si!Y(+B5@%~^u{
z(l>ikMPsnkxwBXEAaP9P~Fuj)q
zc(~t_piwA|6(|ARny_ECD9)g8$D)^rDT_}6&8d`k3hx)=nm&clz}q~Y1ugN}CBI43
zns>o(pc%ha+P1b=?$HJSTX%Zohm2C()5tFTOP~Yu-V0F1{JrF=uKYk|0kwyq@7+U;
zc_E>Uz_3tv$uvnIJnnuM&an{un~aOByPO^PXOPe3wS?v
z0>ia`zK`?L_^qhO^hi4ah%^?6M^?%2?ZB>MAW0_;bcHtny1d^HZa$pMUApXMHp{4v
zr2^*3X;P!wE1OC+Ha^z3ngea*PXHaQq!AIQw6mS%2^
zjnPnW0^sWEx%)A{3TA3wEvrcwha;Y=V-g!a3}&6iB*x>Ap3&UhXQdd4q2zdF%dO8Ac_j
zn4w%+TQF`)vCRJb72CH15D1->OphlmcV2BNLks|UQsF0W3&fyzy5GyJjKQY=Hbx`-
zA6F}zv2*zhcnr}Ex=74EPaln*SSP3xQr`Dx1U#90Es&3Jrno%2glg;_mx%w5W=k)t
zQt&wQMfO?eWYF$xll^y;^JlM0x?<`Y##n@9bHuyy;`}HxS}-doCgI~7XkGuCc~*cY
zr9b4wXBRH7n5funajveHRVG0l87XgtPhp#&@+Q(ZVleJPg4i*Mnrk*#I^m8*hAw`t
z>E7I3T{hKu9T{f@kyHLQ@SnWTqWmaF6lIda&sQP!Q{7&Xu2z>2wC1xv`(tx`yqaUA
z2Xc2;$DU{Uqd1_(Ll$%5(lW!Pdx;w=2$V0FOv&_~tm`gWEm6S6hDMI7K%?l3>5RPv
z4YJ58#s8C?*Fl^FNGoEwUE9ZmChKQJA8DHwo2`&Br7b1Vt3&qkFfz*;HS#3ced`mr
z2NHWxn~g5@s;iG|)lJjM3Zl=_3dCn5Omy<*08V}GV}j0jgzup=e}yXt_h5P(fJ_;#j&E-}bX>?H1={7sibWWxaH
z8?Wkf%Qtw7ec_lue!0Z9;sqcu4fcZtxhs6~9jF!ZPB<~~gq!aHX@BPx>w`%N`68LT
zQ1?(k%ijJD@SorrcH(=&KEDV$|1E1t+V(O85NxNc$aI^fT5vhP
z_n&`<-=jv+352^`Y1bo7aWh}KsL5E-O^7pYZ
z>nfVwEI+vfPPel*l{O=A3iC;=);~`$r+vM1%!7ZT
zO3^mDcm2YYhZV_;@^ITU{v~a1!(k$Xv@#ty8Wt`3bRNMtK=4@VoTe@#=xBBf=Fb7lysTcxzAQsDLMKEFHHsEpztna^H9#Jd
zz|Jx3v3FgTAWu#uJBu5~c&@$H9wQcu0h5|VVz*0!D7rrJ30ypYcyg$
z6JQ7qVAKK-W0m!Oz6)u6O0)N@Pf-8~5p{S%3Jj~BH>ciZpSSAzg}ENG5UDZOvgS<`{PwD+4agn3`R6GG
z_|=ALQJUOLYbwD1nKLH>)m_5`SS@TS4**;OIe}>eFwc0=3FM9)u4A6f+flF&-k@v1
z@PgG?)Oo8|)Ne4(O>A|Wg#|8p-!|hU+x}k`mUGKK0DbWCpi9#nP!RTenS3R7xxlu0
zfZ#kDzImZl9OZwBk@a)@21`LO=P2=gO>jSL1K^A+3n01I2lHGuCv
z3RAq3S*7d!UbwAtIIv47V!pewPA`xs?am8ar4F%+`i*uQI{$=)8M!V7BD24?z2zw2
z4w)cv@zJWz=4NPSJX?PLgyt@K^K>n+fpCy#?t^wG5eT@)TG#Ej43pkK?_fxjX76>K
z`I(Dn&G2gAkhXE0lSoX3=|3d;Q0T&0Lm*GRe87$Qmf36KDox?(Sl%n4#G|cmOFKdjqxI
zY^BbwmYh;_Q6ayHrE6*Ma4|Y=>M*u<6V;!E`$Td3(<38rt8MkaPb@DfCL^58rEvJF
zGpz>9ybHfwK1xl>D;MV~u?au+kE=lh00(QVZEoZz;+X^3Y=**&)qpPGG}E_GrESQqsGl(1RhHt#?R7XT9H|BzQyhE0}LR$z1PTqCADzxZQU4
zXUVvolKAs^1}z2!-2M^_JmZBoqa6hXh5Pr^sW9H#TpNJx88kc2K8>_ZDf@|&m8>$?
zB5xiUcH^RVhz;SWN9=%+vX;>g?%cUzwya(rae1hvbTCxH7C=79{&P@Fe?%Qqf)=bgkRF#nOXu}J
zv%35@H$-I>;FOCxL@9`oyEZ59Z3M&a_hbR#4t=oYm
zI(d|HF2J@6y&nNc`9Vf@VeUcYdwW*t`|PKX>sJD)%2Udi62SWC$J;oYw7#|{i_bfB
z0ICg0znK%f$n@--XXLgmkh6Srl)N_1ME*--0L$H{8u0v1$(6p>&Mb}s;z)HsDOlRx
zXP_JyJg|r!wG*CU@24nq;Bm{9hA)rLM9S@6Df~@y;s~t@P~~Z2q!tCfiKzF{xqCpL
zN!RP0u79_(=S~%kn8(t9$q)GDd$zS9vFiE=EOw_N$~DESe(#pOnsGYwu*R$s>Uz1b
z%?Z}+qsGTf&x29|;DC&5&+n~p+wVP{lkU4pk@(?QZEOhg%ev2FhNHuz_3exs%HWkL
zHGwjJw(s;@k+q@TmDQBZ+Yv?EPB6DtU)GR|2zL0obNSKtnc}7T!>6h9=o^tWhw8e(
zxLJ^o>vB|BW0PVhH*$0=GWsjLG%1k4$C{jI@M*5%bbl%NZec83flk4Y0b8nXVK-5x
zd$0HXv$!&HK6q^uYbgpSX|qT~L_bzoFNt_UYr@}#6ygG2Gfh+`qQq+0JkfihtBN9K
zk*2IKUy9VQ&7?Wb(x$!ih69ki>_P#32|V~UO{Ka1oQ~ra0fGDqw&v#M1mc=y>vWZW
zUbbSXB8+>Y%do<34A|U};_`k|Q#Zg*7q#!NQyu<*hv?Cs5;Ez=lngSQCdS)KKcLmV
z{>5~D&Y^LXp^SLD1JFw|*981*XX&cjpDVRmdekV>(BnSlVbz^mty`fZN0-UhpLHEd
zEB0>|#Nw9q8%&l4tasBJH8#NlMQyJjU-3wtywl9O6&AMCFDhKw$ilCvz(D$)Jc`TF
zC?F-8!}P;7%Kh=6Q1L%oV!L)4EDU9a$fzgk#w~6y!D+#=1EFPS_v}eOt;h@z4gH}5iQIQ6QcGM>KXgy
zj1Z&UTGTO0)arn0&R9ojlXA6ro=L&354NP!QiBG2tdq8P%om@uQSU-nlp1Qh0%y=u1kIFbVg>wyJTs_BZXwL-o8?t22-pdik`s`P0>02rV#^8?rR#w
z4spUI2q|0<@8yquDy!||&szRlutJ_go(XZyJ(+e)J6MQ3ZnV-42*2!1HKyoCl^%7k
zUY=0fE;aYix-sFGkj_VSR#1mgB9m^{y<@D7p&n=PM`9;^7fm*$ar)V*N
zmg~-U&zY+~g<*3OW3R$-(XG)y?>4~Stlg(%y9qbphuFUb2)PjvX?8&FynILbfwhh;
zhRyo_Shvr)*(tz~@mw_bonH!4)+-p`nR0>upRf#DZT_{46?;h+G(2Qk3!tBx
zW#XH9U0t6U6MiP-ezB|CHCd9O06g
z2p`J2&I8*#N*fYPp;sK&8SP`4O8o}mdfxjPC60%Gzhc`WAHEfQ4+?qx69P|+pNzE*^r&=mdomE)u1syMcXFU@Php%XGGwyDaO
zW|R!g@u)Om?~F!MSJ5V!{M-rUF9Cy_5lyp&)r`vsS`{Ztdz}lwwf#AV>#(+1{?wkS
z^7Z2_5!Q_aPubVd`622kt0)D5i|XXmQtq)gfC<6$NnE7q8`W4nhJ4i^DbnR&8A=iA-Eo6q+F
z)sZ6dHqSE2jPZ>j0T|ctS{$lnzJX2@^`>b(6IjxzbN@Iq%Z{+U|M?s^{zE@NG_%!j
z1HBX#~9TW91-Dg#S0
z0+K#++hM(!nYlPNd)y%dA*M=YdZxG|P8iE9{gFFlBocf0c4E)|m+5~w>{1Jgc7WPV
z(YZZ)-nNBcFzii9d?vP)5V!JPBhme=(Z9ivg?WbOmM89tv$vp2%C>rGaF3ztI4L8c
zpV>jY%4afXFXevShT4F=o!&=qoEmcyHToW4MzkO6vRob9!MwI2r#P4_swjFq5;fp{
zs$VRcjZp!Z7TwIaOY3^bobbhuU{g@wouPBbYwVBZ`Iy+e{Njt+<{}pqosvOo75y6X
zAXnCGfA;~Guv<=nu89M!b%@o7CNui4=#vQw^djuUeBQ_VSdTvb3@7}ZW86~XQRn%F
zhal$ZD?P)WNWV|7vHj$7Gq-go^BmC>&!G%d(Y9EE-{_C`vYDsAY{i2(7E@Dxa1d|hRa@SJZ}8%&BA=l
z621H$aSF=Z0OiArY^`;hI1S0dK5mx1#@o`vxV^uT>4j0#U+*tA$NLxV?UmbI|7-XO
z_eWtt39?TfE>D*Qz?=
zS++mw74im62JG>HK~^DryGG$6m}AdO9eyfGkA;kpL{0g|RKSeU^qKw|-2swi{2I^$
z9F_pS5L3Dk$e$-p<7(QHoI6J~80fQxPCX7!8$Wku?cJoJ-SkDy#$f%exUf8V4P|Q5
zuXT?UZGRDv_C87KYW8Mg5#c)837fmq?$blj0#Nh#b;V79R7un=;d6c6dZlBW`VALW
zx}b!!lYISd@k$|8=AQ{y_W$L9L=d|kyV_ny8n7h7=v?YWRp=uC?F&q-{GU!kHD-H@
z@jq(Vy+Zd#07icZCzVG2JIM#Ng|WRd+RRm4Cw9O`l!7O}??Jo)x-c5!b?D(oaD+r~
z2++UD9&YYfI&kRynMTC%yJv+Q97jM^v9a(|V?l;T*FAW$vR-w*aa;oY$^64ak`p{n
zM=TQ%l27((wyzgbp0u51EO6K;F&!M6pMg|Gnmsl?9~3a}g61p);o5E&Y-{-_gCB7g
z*T;x@$4nh5)=%Zrdrf;UU@u)+TgzK{d2kkOL!Eg)mn2l{`h5bD98x#^ajz`)s$0;f
z>X>K)q!qD8MV?%Qe}h}zpYuRIJ3H+8NPwe3&D+nQ9`yal=QT}am`a{Jg-
zzq65UA$1Z89tdqTHuafPDz4{8=Sp(cm7T2(N(<@H-3P2Oht-$(u~n6l|DAkl7>oxs
z6Fg0h6Y<>C<-LJlKh(V6Wq9G=uRPQWcr7|{9zo9M1)&kIxWe;8gnvQ>O*Mb^Z0i4+
zv3g~&Ek~n>J=bNRzwV@Z7Z)>s#WtPdI*|9!DOcN(L)`p=7Wlx>WBjbsgmJ*N*Hp?5
zZehD)7^R7B`zq78x8J0|pM`NLx#1sPl}lci+iNYbSs_ChNd5bv9-W$kn7vDw)e?F2
z*_BPX)zwxno92@scKdG9XYwm^kuHdk63U3xh-GVh?saqpn8_7+KT3C~I5~9Jn&Ya?
z_{Fe=qd!X6AcF6~7!oXt=ebw;c{M!|yP|-r4?J*v69<^{3d$Zbn*f{T20WA8M}ps|
zh~GY^Z1@BJCX5>xpgMwhuzC(k+OS@A>(5VzP`Ba9r%$iAebt|MTF&z6;pa^fho@e
z46SOPKcFo4dOkoSZ9H|=%Ly+)@}cEm&w*DiJZ?i>09>0Pp!{^fSmq}U4pM^O;sIP-
zt|Mjc)xW|@v>XT|*B>VzRKN^@HYtYVU*~k%dLA`-A8DdKqOZrs0(hBqoIYID$}an#;8Doy<(k$tpQHl>tT
zJB9J~%~pWx-WNx$!ldxp65-f@=fX7iZ>RWZe)ro4z?s`@UiW-oWNka-7ApN64k?{q
zygnxjgK=?<0#h&czJC0f$l)f9zkTPsY05WS6r(o)!!E@0l4rm5@$#Vx$cv#`b;pDX
zg8d1wqRj^0Qg30#@d=duY_}3+^wqfa{_)7bA4zcZVN-6tkOYPI^k}vQ_{0G`aqtgX
z?2Kg|Roy!6w?l$Wu&^L~;$vmevTOX+PDczGXh?^ar7C1g3qH
zkN1=IHsMC($!jXaIT&Rq7Wvz_X)m!&gMk#2
zXM`+H&wm}d>i}(b&Pm`A35pF5UEujvi+I)9eB*1i(`)TH>#n-H3T5!igy&WjH+`mU
z?2X(OlTW>lufIstKvyie@phgsjAK>k#S+icH*v_&FDb}jd7~r`44Y37FIvayvne~R
zyyxIvV+f8Kl#}&@ed21%cC{gGLOvOn;zl)c%1SiEd*=Z_>I`xG@K?a~%;!`ip8D{)
z-4d$Er=l@)wL^{-_9r})0~thh-o=r*6?6ID
zhaXdKDk4`Bi_kr#j5_lm$%#AIrE5F05m*MdWz~FX*GGO9VzaLFlM17MJ088*46DQn
z93~yIOPGip{LCe3E9Z9X<5$d6rUT5SuD3L0Cn!)K0euRPk_JCqYpE~z#S{2`NWmja
zJNZEJo2Q^_FzZyfX{fv4E8i>6xIbCz=*(MO6rrDIdlo5^z1M(DF5z&;10p+4uM}yVTm4B5epYOhKZgTpXTHjVH5aRqPO(M3T{LyFz2XKH14XC26bfFi;
zrMD}*>+I`iqYXBe6csN5tSz3<=RV}oRxPY;DCrn*17J-Lza#tjpudQ}&zg_v&+_I=
z))Z`m2@A_Q2h-GOgg*F7Zs6F)s9W|JhAbxSp5>DAk4yRLH*0M00a+xxH_U%J1&u9*5~f7R&olS|X18T$%bf0F+bP3bMWvGC`1{t%5H
zoujQOJz&u*qZTd!5n7Gg*{PesE(|KR*57bV;xM5&l!mbk%?1>iX-S?K3kVkt1FNcW
z_a1I}%)D+gF4?I)FGe5OrhczN16&W-`5*s}rgINx!hiq2!!QYxikvnQl_DiX%%MVs
z&MT)W9nASW#O4&rF^9+@gd{n1kh3|3$eEmtoOv^|jcsOruRh=F_t*Z|;lkzKeR|%H
zCv$D9<9Y9w-o9)#(;GE4464D>^K!h)*QvjKH<4KxEw$gYv_@}6D^&8sz9KOaI^(Z?
zt1Yseo^Cv+JPt)*=j2tYczMJsbOTR+QG~!d3XjMTCo+i_0sU
z)9Z}Fl9sNie_eOY)~_DA&ugxdu0U$K|MGUmJsGE|fCrFZzlI`#Z47tA-H4jjiX4+B
zl~BQ`X?#FbiH)J}wk}MW^{kMAt&k?BmX0*_;;7G_&lUhgte{5+E5gj_{E}h`&RPbt
zOLg^L?wlKtS$&66bkN1k=FhvXw$_uycc7G<&0a}(VFdk?yIlL>o}Yw>QJmLZU8dB*
zn83`v`9zt&CUk{E$BLyN=+9EzBxl3%>BQSp37;+~)nB(fI@XwMQxk?qLxNe5L8hzD
z1AHqVT^7y$RC?y|83<=O#AzL6DUxr)pmuH-yl&ny65LE9h5M3oloYJknP#FB92
zFkvFpt)lyP^0SGaR&XY8tSj~5zng+{ZS9^jAGNMe7__d}vz{NR6n`m^qDwyo7*uC^
z=Vn!?V5K~m`h)w99=JG0sP}^A4Ry>TbOJ={E_f={d{yh|q$A&IhL7~L^91-r=)j+x
z00q@wG&fnq0-Sx-TyjGe7rg-@SW{1=5}1pcF(_`UwKp9>I<|Xtefi(RzL>y2Z-GAh
z97#xa77Za70Mz9r!+L@x4`ipKhv#$gox|VVWTCt!9+6i1T|%*&%9|(E{ERS`
z({pMtZgk*or}gax7-Ze8zv1&Oh?Vx6u&Vximm4j^!S{DPm%}`rljud-s1h%65Xp&x
zhTq=EP)kENaq}NRztBLq&R_dX7^9XBc^9TjvapQAB*eW+cAaO|Z{;+9M~3XR2-Bn~
z$1ZUTzNeP6T0cDCBrmn2SGTPQBoEoj-maRh`p{Ulj3vXPc7~^Qy52Acx4ydt#7mT2
zV57|cBs{Qw78MlE^=MklS*W+=lh}o!n{4};^*fJ$mLS6x=FYx`_7@oe0BbkLSN)n#
ztKF5_Q$+zoK?*Lt0gJxb`kfe|uP+x;cy~2LggYMQ>S^tsEtm?H1C9c@~wOP
z941V)o1P!b^%?=whzIFJ12Pbz6qV
z$*9#m4NPv1bJ8ZqC%oePiR0F^hedgR25N7SqB~Kqo}W<{3&_cc*fzwP
z6Ng#u_c5N=SXIJNtf|8~%*(a@ZkE*wz5L8m0wL3|FclGw^a(}his1bq4jDWl)4I+!
zpNCb2CnpyVReitE@FvD*f9dRqu+EhE7K$LoO-c)dB9?cSD}l{#kwt
zWWQEpx1WFOFS?iAio%=jRYi(YOioweDwz3M;lqcoF)A$=XVW_TZ!|Mvp0QWbB3@hr
z#i@zN6=#_J$^wL_`7;a-#(x*PHU>D)emD~@6(OX{$0vLE(hP(vo||>Pj;D<`25jkC
zCEkv~hf0w^bb00j8YIU6+gY#Hls0X4{%arcuPo1;>y>?z40FeRd0JG`M9sG%
zsSsZ5XX(fV`8S*Th>hENlwqIuam*3=@q&J57lTAI2Fr?Qlp@jHll<;)syqeZ%sUdl
zgbb0q=U1fg;Y|_C0=``7v~L5IQa)D`@WQs29{zM;+!asg?9YB%D6+lV9I*7ZH6PP7
zphei8pB(kk$S8MP&Zn$j+#{0*u%GiSi{+#ROHk03A~^0L*Wb;vYHCYece_V1h;+KS
zdGnQhF$-Gf=aWlV06+UT0%89uBtGw
z!eU`OIVO*^ZH4p!@19X$eW*5^ygpg8p~$t6f~RO`@2w6y%|QrimRu(ANKWbiJYHyl
zJ8k5$!-pQOBy!Izf5{9#7*9mDdR2O;MjjpKb*5WB)JH3F5HZn}1_MV)UI0Ci6--DdYcw(R;
zQ2lpbNcPYH}+@VGwpQS=qeI(MLQyFNCS5W*%g`
z1byh=ARu7=rE0BLcJvYmMEx#K5P6T@IrHsZyl*Dt;&;|@Ib-m8J5X89D)B$2dFZ_p
z<9{x&L0{N#bcmGWLeo@R8Y1RU(-!p%axacrk?=_}>
z#+Eb1ytbwfvhQw)v0iWgV&=mGbZeI6P9^sQ&kI^;dMzzd7-vhSo8ob6=bt>0y
z2=uKlEVQ<7m!t88Mn!l7>H9@S=8`vvGaVJ?@peaFkmgINV(Wee62YcZg)I>!(Y4Rv
z5~gV;STD>i%)O!843-nWRR)j8voa<;t&LP4r9IrHn3F@O`M`OEIIoQq=wiC-3$e&?
z_=&*HGtC+=?_|&9n_!2>TZecPO@ljyQ))cy6I$RhJQ2Or@$Bm6K+i+iidkAo4oTF6V|n_nIEy5twn|dOQ1Yi}Hgn-{=>R~DD~j})`d}LDv$&_MX0voIy5j!5
z)BiuhDj+}TiY0DcYxSYjIev~4IkmzV$=Q<(o<|&e>=|KI
zAq33K+^&|jMr5y*yyQM0%baCu#h++vdu`^A9gnf2&ir_y#yx@%|Jx=p;}9C8FnCd5
z`Qb(TQns2+5_+=Am%>-AG>i>1l-Ex!96q@idiTo;;g|M<4h@op@Sreyzr^#SS6{is
zZF(pCFh63XGHB>F*`4{Wm5#je`Z|;$2N&CHV132xyfe?KwTnvHo&I+B)Z=%eiV0Q-Qc8T`t{+s&VH6XcAHjba;d>Xa&*(Dhw{*80T^Z`I
zxFWZ5l*!
zjbJ3>sL#>nfc~YVD|~CW!NK3O9w>r+pUu7D-afwG2yUBzJ~NKs;LH5CY!Rp27lTa;
zV+*f5W)5V@=Vxx9LG8WK_X&~o0IaM$7f1Wj9~rzQjVPF>vBHFsG~0LbmiHYc={
z7y8VV=yR?DH%--~vZckFk3r*c$^`n#r-F?@uF%DOQ2V5zw(u@2FZO!2^XreD<~KNG
z_2iHdi0ljcS@&YEbwA)-JF+Axq9&!5D_>N3br++TMlex0dZ{KEHK5|5kD+z4>MJxq
zQ^D~T3Xh5Kk5^kkm(XXPtI7(qzg#iYtVT%+Zws2h=D#m)d&oVTe|u$=t5A2P?sw$C
zH{Z))(@V^=Fn)N60k=O{L8zTXE63~1|3t`Z#1LOJWYaoMFk$R7dA@$gfmCG
zZ@9<~bIZ6`5j)KP+-1Eg=}45BEK;)WQnd1Cr^V{&)iBBla#_HTYUj|ctBmxsNJ*7)
znf}tvWFdAA?g>1BKb#KL)DcJ**&J7{z@0=L%)2eb6q-Fg%>M%+#N~JFpX;e;EHYYS
zzHj3iia-$7&$gl#%^EQ}Ug#y*==|&%GOYBINtoWSjsBPryLyP5*lfgF2nMRb8aneD
zZs*Xv-Um~)m6!Lw;2+BABg_4I52f%YAh5?D#QFukrEL03uigUd%t!B@hGxq`5AaVP
zf~!M6cf$73F8)>sW*4sK)tv{buGNCKUQ61dYp)Xy>%1kxYV*bSMo{&;6Pm-*18~Fk
zdh{&q5qd?eEk(#_r~7TlmNj|GDC;U|`PpyZfmCZ_usea;{aY0#%wGdVfEp-obvMUG
zVk$R8<9OJK*+zJvU5@|B+js>)ltYxAA2~{9XikIl9Sv?0B15COt;WSGp4EoLIT?d^
z13N|dh1{+h$YuWI{~hPj+u@Ke&00x2*>XXRMhgI}Zrtd-57EK!_@^apWEL40
zE#D`oFb-K~8yqO>xIXZA(nq?wryMrqCEqV!+20p`O(g@Lwfpbx<}r}wF|u9dxSG!4BZHQEG7H+&
z(*6#D$B0~fcd&#<5O0}-W)aO#9Xj#T!?^};}?E6Vsf)bW(E?USj>am&}bcyQ@gp=tpc?=8d
zC8~w1b
z?vBLYdeD0oeYr60ykvPWIu|*5=2kt^m^36mGc<&6lI056%a*o%rrsY9bMpC)+JB%i
zezuZ->MR>^ew9A1dBzL?30a9-$B@ALhgZ-SaibTU+_shFJh85F#!h>p->$V8mCH1d
z>wGE3xA*HOsQX8Y$duz)TRf|m_UX5e!h7S>fiQhJnOlGQYQ9^VA2j6EbiYgqLmK~}
zBH1(k2Olp)AHn-(yfSUj2{xz1yIOO5u
zGCFtmdPs)4#pm6GAPZgGVPr7kdnEnK`NpJ;gGkc~&tsE=JI(J3R@eg<2UcE(AlP+K
zF3~spe-=}ffpqe%-)YhHRU*bu1lNMZN;bRXb$l#7
z&?7_N1pw(FV()E_29SDR?i{eqgJBq
z*kl7oR3SCnvAM#{W0afqW@TDta}AgOxoV4)N|f#Es;20Vsr3ehL>{{6zS?q6xWh0Y
zV*|Rc|L5
zpCnPy*;%$(DkUL3pmK@Bba6%81K}i)z4s7D&%*DdTbmBGS+D*BE32aw>0Pc(e;OiK
zx-kerr0FTsBZ7zXnw{%k_5KybY|1+GiEFqLTj>PjF3q!_3Viyka+-&Bz%ko@7Z={5
z7$<|ba%ZWBLc@3q!Z%oQ@uKVRcHW_mI<+%~c39qsoWbEt2X;*jti3o*;j9L$5c50>
zxX}x_i2)K;2WQL?NvLAMO=9jPf2o45;8#+b_bV-683yO3)ZQ7n2Nk>~RPmdpa_{=d
zDcO(6LI)RdJ<_dLBHp6*BXl+dyS};O&?|=AZM!SZz3|Oo!I<$&CF17vgXm4mf+WSP
z;r+@9SvJR-c+lB=f&BgwV)TR7eL2-em|P>x`oHM^L=bvr)1H)@omoh!21ojusfDGA
z@#%RJ^Tbmb&r_j%^OnNB!vTFACXyn5bmo81J)ZfkpXXeY*Si6qzs`akuwzXAy(kj9
zc~>J?BTJmDHhbl257wdQYYfHMs5utN+w$ahk5lNh7_p5{t%S8S!751t8^@}|k|zgr
zTtrQHZt}ccu1RDY&xJ8x!Y9aw1SEVZ`I~`6O;`4ogkH2frJ8IXcotrJP``I!z-jtn
zcg<}rUORiSuw+&|cRZx?&S$;-r+^TOx6wy*mAxAnt-=UrT!cM3m|Ywo{dzsc0G5qC
zQBU?3#Fu~ubYDK$b;9!ei&LB0D1|rHzlsMR>RtmCbR=x0&oq2W#IGr+K_yN4ILJ!U$49}$9r*dKIYWF
zM3;vA8!g%V%Yp+psqF#hVyFH|8VufpRVm~j!ujJt#;HAB2&dq$?Oo%c_&*-T4SZeq
zuLf+cr`43L4@%2~KhC%m_yvjtm$(J)!*sg*MB+eM0?uEi1Y3hKj@yiNOZ+c^L+qtr
zvBsWM;HhjN-k}T6+zg3{+^oFIbvi&uH9KIra!1~_-(4v|k3QWRqKPrOx-w}Z_Zr!*
zeYL-4pcRQV+Halb$Q6FX62g2~=Qr_*z#5a)5lkWh!nZO{61!33Z#e;T_Ev6KiQ2*X
zqi`h3pKL{Y6C1<%Co11DZE1q=o%tBKoaNkq&2Q5)j*>}E^bymMm@BE+!nJP`_ckJk
zYhQ7d{sd3pQhlb$CoOHMs7UW5i@p8OaeC9R)?)hkkdF3C?rtqoNzINacgxj)VmzgQ
z7nnD)z3xy6Eaery%2$jJx+Iez?<6cKj?%q7>SzCl|4a#`oR>-y;Zrrvr~KXq7=Qa}
z<4cWq$DYR9RKX;jU{LtNFM0yw_H&K&vJ(?84ZgF@2_(G^-!6{7
zX3Uy^d4t`)tgIOR)rUiKf6=U8Lr5!Vl!If)hdWx7jWU}U(tm&Llp#rs!(W@QNd-3j
zGkb?!{@xRD5s8PoxU3t}+u9l|Mj-3N*^zTMSDcOT`RrV6kZOFORAEasR61Q1{-L+?f
zDD5Fhv<8+}-}a)=tma7v)~wR}aiafXM=&I?6sq*i>GF$4jDSuA*{!q^QJfIg+)
zl3qhI2;X-+m~q-}sYc(P@;oAxW+^ZTZrt0+t};bg#WWe#U5*=`f9R%SdvmA`QtWXX`)-#d%32u+|{kSnUQIVUdP304B`Qw;52sQt11ha3Akq^I3bMmN`Q
z)<@xzen3YMZUwHfX+jQv$Ajg$?d2axA3`d^ZkT!V?+deZqit-7A%qGMX2y`t8n
zHb76j7Qf}~@SijkV}nURDdv2+jG8BBWy(LAel7>SFM>25=L1b^!Y{{te11moz#;er
zv(2Hf*^Giut-mwvmdVn(kGmv7Y`+PG1=o<%YtPl1;WW+CRTe?2wEw}^PJ=;WkCuYvgZ<ICze%e$%gMv
z)mdcgtegm#Tp);J7J>tzTx*JMnY6{q0p&=EG&?9)+TIgwk+zF<){9C!PB16C-3j@S
z?7Bz2Cv97y)rQ8AC9EQu)AcO99$C$f(wSC9yfSWPT%x;_2t)?$uSL8AhFDGx-#r{S
zPs`y3eUg?UBv+Om*wshx%~Rnd$*$+c>U$j!NaB_`a}~qcsPFf)pidPK618pSO|yA(
zHW&==3sepPM;9_F#&!*LE}1vCAD0DPeaiK7q~tmj-v8FPxm;DF@v5ug$R<$Q#U2#8
zqki1`VL92E?|r}zAYFaL{Q_AflnTO9vJ0pfv<5?gv0ux#M!?GXGkP%+C}o|>x`4-z
zZI-BZ>c1CwaRy7Tbpp_ocu&p8#o9BpxHhod$?lETKGu7^X>?k(agmqlw521GrG(%J
z{(eJ4Uf*En9wvWu71CBf_6Hli&d^JUytNR3RF3{~xlBuFbxy5R?V)^~{A&5zWV7U)
zd@RcJqR9{X%2maQrU{lBl4)u`xiBXYPda&d1CDs&n;x3q2aE#w>4gN!p-;Kv1(5+uiQ|J68fY@
zyK6f*wrsQ|+!9234@P@}U6tHD<_GjQ*5K?iC9*oP>e*>FV)fdFM`o$q27FPQy1qad
zb@!4W6gm>-eQl>k?G$n<8Q{YKoq9R3$n
zePrq8{#Db#_G-_RAN#@9x)jYPcbRqXMf?e#7Upo}8Jo|gr~Rs!-%XOsw!jSj@449w
z!UtDcJMDQQRAIR{8IESeqSWbCKpZtQDie8NhF&ChCjeDF8*u0){xjh@)H=5G_#MG&
zh9P^!0bU)yNYM~{gX^MY3BqwJ{HPM}`H-v+Swi
zdK31&-W0}{(g2Fvu0`?oG`zyqf~_f&@aav@UOo)ciggBNakG1gvd|BZTgi*nb|Kw@
z)WtXV0Gd?4S1i<=H$XPkD@64U1>D-l9!z`z$QC|c;A|?aX|WNw*cvo|6et@6YFbUG
zmOThxdi$MWqA~(u5G5VC3kFdmuVc1>jy*`3{^U1uc4W66RK9Y*KxnFVQCZqDabV$N
zWT5_jA@`lC{@xufE>d$MMEGte|4-?f+>s5-)Yx0O757`NEXq3{>gTpO(9E4LHH#t
z(#Jo(f|Z?02h|+Zl1~RdCuxo+FHd5C%I{D3yKt5!Xtf=isSf7JP9Ld9aeq`+
z2OGZWWCt=+ctLgzoXjy&EWKzIXuEd7VjsVr;cAIO*K1}mDMW@Srtju=WKGxHazB{b
za*(D7yIN{AI%X+??(KCz{ocL!{g^25k92$Eau=UT5UGT6mtUQKY}?~q{_C(CzB}qR
zmTpGrYn)VPiTc{+sBRdy8Z{=?uVQaWQ*9XrQNyke*4UL=tA&jjg@zGbT)1-(^+QT+
zBI#n=zl^Xi?R!b%cNi;J>RB_{(+huxSLyZSSI9|sb^(z!P~uSVEckJavE{*n0;j*1
zG)-00xyE|Jxgjrom_qXV{Iks`#RX}?xT(*cy6qJASw6UNg-h=>FUnVwGXaW_+pGhB
zNOuG!aH{4P>O1-P8%nL#3NY$fseAdJv`Bm+c8^iyh?cE&8iu!9!5{||zWyh_h-oaJ
zT4{d4k;V)U~ziM%HxdR$bVcX+@%FPi3j!(ma&we2;gcNKr`M4J0&#
zTVUesLfjL>en^7tYj(}}eWVzO+HXh35t^w8iCh_n^9X*q7T*J|aKK%mN;KuNBy>^T
zVOilJ?`TEc$Y$1-uMadNu${BYQ9I1@e?z*^QLgkNM{9UfZY}tggxFG>g#Q2~
zAbPRQKl!nT9+(L?+1{}}rdfwf3jznI1olq4(KOtz|~P98~5w8W6usINg6d(t>o4(HJgY2MDsYH
zUb?w$Xg=c6U6kBy<_-0!58UxV<&g>_{Bw39gc&$*hpz}FdmIrbo#sE&(HyaGl&E83
z$y*dq9`gDr1Hoq>OBJ2tE1F#50*d<5>J00aBCgNF@DIFR$;L{=0>*u!(awna$cHY0
z$i$8~X6BWIm|IYB_5I(C2usKk+>8-v=ld5o&qM8krD6b=^WRFrHtK?T{&}z2cmc-4
zsWXIjVG&Q_Qp54bBf6FKW`YkL0!A06WfZ^aX{V*{a8m^2#k)$q{#Gp%3BOFOs(wit
z0Lw+XEE%{F?&cv^=!LW8eTu`9tA?j5n6xZ6>UlV$-nWFNkH2ZWfBt8E2>OB*BPl}J
z=2}8*3``wnPbWznIQmC;{@3D=2(D!K2;%Nw>85sAXuy(+4i47i!!y^o&?vN1fZx2f
zhnZ+2mJ=$5IbR)
zJ%GvB;iVP2SQqf&rSe8o-O2`#QTe+!<#^w`tbFi%NU@3J(j5NFN0c)9RGQKO9)Aa2
zO4WAB3u@47JTnTTeq8&j!KPQ8M^jREPo|&SygRJn<20V$--do+-TGP^UD$K<#JhbS^=a3*
z->Qqb!ga*Z1*M~2=S0f)ln8J6xEj}t7{}?Z@vOCdS{C!q7Z@FlqYvym%+5*2Nb#Q+
zdo+_TZTIMC<3j1YW_wR-Pwnl}j3-w|7*%(_s-xi~V;i9KI)=>%Fj|So@~*B3Z49HDvIc_T&Gv0Di`SW0$HVq(YN^VC~Z;6&+KxutvrM
zsZ?1``|tb*=%u9wN5kSaI9oU*Az}=RFt@Z0Z;QSHhK|Wx;xHuEqyBae&r1~V#FW1@
zVzu$9p7Q>-qEr=gvjfa`^YCK^oc*r^xg_-OeRtiA{fr9}w@u6*a$JbO_K#PZ?spn`
z+!1SjUv}Fen5BW4gk9^;xP6XTrlTwx8#c*vrHi+%H6~;cE5Z6
zIkR!!uizHwLF
z7)3dcziICc(cj{3I#h8K>d~a^HM8q!1pBBseDNnbB8!2k64Q@A1{y>jg~_mc>RgMQ
z{{rZLG4@|JxGio~=lJ*}r{c>Y8@@7+7VQx-szQ)1_u!5hpuAmqCauiONe?~dKg0$V
z@QAG@6oh88b>A)
zkM+JhpngHN%Onl`3XwXfq^Rfh*x5!aE!e>`=!2COmjZ5mpmX@qOm{7HXvka*$-G@{
zp(2Uhoq4Oed*}RS)8uPv$+;Mo7Wz=OENxN&VZvm{R7aKygn6mKB1{mGfUuvYk1c#b
zz;C;tUaSTT<4i(t+2C*Vqz}3|7HFqA&-CtHrWCQ0r#kX4d~Jk}9Xc^L{-Jok*X!6$
z|BJ^z4=dNE^{O>uYVDnE+IU%|6aE*$j=*k#g6LOSwI29--Cd~s{1Uhfxr
zwQ!Bf+K^@1eT*X+y^NmET&!*1;&|K$SQ(C-(~!NX3CP(QoHW)B^S#$Ju
zB{mchPzUFZit8-5q8s-ncmc&YYma?>jKl06S
z>xSj2miAe75*M1~C#<{8nYXK06M%XaK`N|ZZ)japYLhmt@c|)>g8*b$Ucf&M_D_OEORev-n2|i{ErH_(EN*bBD(rTor=E`O?0lA1$AzyG7
zy!TVm+VkP@ebS6d&owbLp#a^|>53bue@N7vid#a?TkvfFaBKtuhGtyHe`g+KS}Oh&
zYv|z4RuT>>d}&+rv(}>w+Q{$``C;%Qo@)XiXN@iS!42@jkspE%Iu?PgbAHC^Q{?PW
z>QLtR@K8V(TIk~r46*}LDA!e?p?Gd|?G598Hq=^;cM+MUdhP->Nh5JK=X#Ic?14J$
z)V}==+CT!|Q)98l!*f-a)T6(V{|Ny>iTc~!SP)*S`ET~aA^E*J=cA+$-ziZ~kj#R+
zTLBdS5T$0LL*f4}`}h8=g@l6H>s%wi2l(sQ1gQPRy`G6xZSty
z#l|q*|EVOFRmp+the8Rupd#kbf@;c5w7Qq|OTwCFzaIm|m6+7RooNg
zjQd$ZPSta78B+XS6+g7L&GhW`153927xd(8j&wE|8_p>Eo1%7?ESrn)ODP4ix1vto
z><-zw>T}!e@@?ZLVf|h;<^G%ePZ^s-{x!fH>rbx!iF2G?U#I{~Toq1137!ZJ_WjdF
z{su;|`?^Z~d#!*Du65>k@kRo5Ht`QTPoR+pmvi&3aKImynoQxtZ5>+h=gK+(!ASo?
z#jdr7eVQ|9VpaW1?Kfkc4#=+g1zoi=A-$EJyWLX6sYxBSg<)q(N*U%uxj5{&qGZr0BVa`n>obTBa=bzkf
ztnVCF4nXOEv&paqzi&FQA6DIzatQRr_;~MqYc$^@fFe)CK2c;P9y+5dMI{$73;B>J
ze1~EtF2N;G66@(|QPy8&_FuW;#+bsMWRxm(UaS9zBB8eCj_CBJu(bZc)y+DSz{{6ZKGr?_TDyKoe#nP=QQyht=P%!
z&2t!hslB{(dhtE61-<=TwB?1=a($WZv27by3|k(6C;e+TSdockd#wlJ~}Hw+g=M+djOPvm(S-B_Ybz>V=!rb`8-W#uBns1sHwHu!BpK9#>I&*3+@yp0=0Fl)3?k%VH1M(Wn3zj`0p_N`H^HmI
z2sWx8`R=cNVf?8F<>wf$tC7S`O(R&d#Dy&bAl2d%7oF^(3D8wiIsYl>r6{FldS#^P
zO7n&@3PegEgl|V4ApaM8n!b3yR4S(W|D1L^^aK12g!3j{9@Wg8xd%t|VqI4f)ncqe^H)sCk#ly)hM
zM*$m7jBhrcqMDGO)()TSr^?a0edfChR@4mR{m+)(XMFl{P}lfRZeX!4Pu~sFjlu{I
zvqaKizXv0YnXTb^vxW{Km<@aN@#h^UP`M9p!e`TY-zp4d+Am{T?R!UgH*l<7Q~Ow@
zM?uLrqNUu;Y`@de8rbN6Jaz7977sY=-dics(>yO|VKIcBXU)~X_6wc#9w8F>avkAJ
z?kT-9wbhY~4XXS?bNXO!sq2yS=ulav%dKyhb6?2R8+z6o>zDZ0D)*XE9L3O5EejA_FjFtN9?*kVx$gieh5$-Pa
zZ-@b|HXAG9%o)*T#oc&`Kc?&0jZ%+sCQ7Y*33KrTq1rh$3Cf7!UhS*4-`|JY(m&I0
zz#6GaW_z*_nMDVd5eRZG3=mWm?tFA}d%B^=b1Plgiy&u)1@O!o^n^e`bpq#JsZPw|Ecl
zK4KSMM1D>g-rqw7bs(%Gp^
zLqRX?`)@=!8##uVognT;;69w3vCx0lDAZ|Sp^@Y};k?5F3!D7#TY)w!>c7q>+nlh?3bIX4JGp!PuPK+1
zzMjFAN5&gQqG;Wn-Zi@|uR}S`d7E{!X{A>OKOGu-G8H4Uc~|f`JzYNb)#-B|#a`+*
zauBwM^C_7ob(aoe6I`!{e{hd?7Sf+yPiAJ<;BrQ9n|c50!n`>prB>GQnsl=G{eZo{
z*)mma{di50k`8XBpEbJF=S9{qb&=z6DgC>y1;lSnYt}L?>xPK|=yf^@T<-p+_55;|
z1;HHV
zF~(om6L(W)c)RYYUNb%kTaP*0)5EQLd7$>U_Aq@}`SppM=1Gia%jgWksDXUB3n>Z#hz4gQR*5tGD7krD{8ylEbW}-)KTxoKXCc
zrYi2NSb~ZTW2NViOJFOSK2rOH*r)>E2I@|}YtW$kMxzq<^`LXBXQBcoZ3mo0FV*Yc
zJgaN_i8%d6(5%m1W{!0{(0ctt0IDno>>#f99)T*8P}yAM8=}kt@*74BYGLZ81pmfka{;`A}h)0|>fw`qYN&Meyh
zGoRCmG2FP#Iy7_ZtI9e8x;Y&zoNrl^cRIVWKJ=a1!ur$zMz|8z8Aq7mJ#+
z`yr>cXDc#4WmQMyaUL)~mpNIc$M-{I<8;hQqkFGiqNsr6kx)r4{WQzTMxU0U9oN|%
zM&r(B*92$xcx;RCt>z-O`eC)Xh5TZa_N{Lv=<;UG5b9_Ig1#ZUF63AN{8{Cr)QPde
z9xLWYooxUDe}3Aq#NBT~ZKBbT2Hs!kXJ1@PNiS+Buyda4mDTBFwK+VPaAsrcie
z$iqUjP-I`_?CtsND8^;{%Pd2Vmm2Gp=aG^nj@M|EC{mef7Vi;|FE!hBH^S*Pu+iSh?9oF_Q+
z<4X^f(F|lC5+1^5C@S8<{p!&Hi_OM4)%`6$<38((_?_v
z14MVvSRWTHL)dBMeN`Y+3K$);J!VBqKki7+>LAL0UJIS&C-9`eA&~#c1w#;(zO*jo
z#Uj*0LDpZncwpO>b75zpfH3kCKA$<_zxaD{Vutd|{YY6HZhfUI|LEJpabGa6QmSs}
z9SK2XVckuXUqFbFpdI@yWu+^E>LrHHPu+!f$g3QX}>*E$IBG);I|P3H`O(S;6bGBino0*At;&3(w3;N%D-azjI?ZMx^rS45U92AOt&G(H}^WksA
zWrsI!3O&LQm24O*3K_lF+5@ou&qp=ye|SnkyxtG&X(-Zyw9yA6#y6&(;7FS_$n_PY
zP(l~8MD{~}z!qlVnW-dK@B;Oe$bQ&G!1PveLINxcM=`=F$xhmDPj`XOm_r>(9R}Z#
zrfs!x1pAU=;a11Xu4pltf4gq*JkupTJh19=Uw0GuW|RN5PwWmshjUyH0w&&BM_J(5-dScDh05&Km`uNI$
zPu&6w$Gkq5_|<|zfj;t5weP$N{*)v{-0;O#RkGerKYkhTcOpY;ab-81B(p(2{W4L{
z)5jt8#DC*A7)3VHGckNkpt=+SOMrvz|AaQOP$B3hXbS(7suK=JdVtKx+1HxTFpns`
zVo?AlDy%VZi5b=e>eT4?#ecpuULHaqU1qmsWr8&y1IZr0$cQ=LeOn#wIPrlz3zJqE
zY)rtf#LAvJk3+NldGc}iTQ-3yzUc6zGU54)aWcS`u9h3?C3UX}fKQKl`oEE=80aml
z^G`GmiPAd|-<$O={}BDZ56$17Ow%A(LFb@T|H)sz`(Ee!QCx6C_BoUmyD>)4?+{F_
z>(12c{4Zl4=ANfx$1X-)4V_DVb-^^$-yThQF7#`RtG%-FINA(gTX5y>(N*^Q-;?E5|#yBOOrGiG^izvp@Sqa)`Yr_<@Wug~YY-tX5N
zn)D_tnz^YbdoUnu)u&^(Ea5JCXBB!u|CG5^=P*2#lJz3j#Ptd(efgLR?JfmK4GwZH
zUD)kpv7wqj@WrN`Mu`p-6;;1J7S{*(C=7T^Z%S=sKMc3Kw-8v6oI8g^-XklPY!BWk
zs$%El;Ap%ux;DZn-iGaxxp4hkHXPt?fH}v1_dMRkuvou(z}O
z_hY5twapwH2jXa2JGZ2r=Co)0tamCWGNFn{1*0Ax_fJVv1T+NEzr{qj|47lO+dvZ5
z2Tv^&Nj?J*>E8GSDtnEOuh{PD!^RH}XK>e}
z5{kf$&!)cre#mH38R0}Sy@XtReZ>genYN+A2HEgm8XAK7^Dc@Fs4#>yq_3a+66W)a
zN>vA+q`BWL`){_+q!7@in=e>Qc=n+uROqwOOJY*jda-)6`C)E}ZM+;}RTVKDxcCw7
zToJQ<`ixl+^}EYn>URvpQ_qDFGR&siH92oN(8eO$Y>+R~+xF7OzDhgk&`{(Q_c!$a
z-gx^AP?;_aA1&~{A1(LVTA~3h4%=Iz;}gOtSZ47Ru%h@C4vcf&g5z@9RMc63f)z!u
zv2fP|pEz$Kz&$vIKU(~MHG#}#zd=V$T3K?iK(!OP2=w_R?0;i);1;^AH`#nd3!+_G
zN{iX`5rN!!Ti*v?s!I#uRwe@<)paA`nJpO>IpSVfO@EtQp#2pD
zT3?oozxU=UdNKm?^|UMfq;G1=MZ%uGjmX>Y_yZ8=C*bs&Q!IIoi89_;fK6c=8R_;P
zQU*1&4+2k^vhxX=|CzfPvaIPL7>KTt=Gy5wXUlmioy)9Y$&UW({TsA52C!Ow50Jly
z5^|4aM|S)^R36ozuX1!o*k`AEgfFmfaA)3mL##3L4F4&;Wq+3@Egq#5v-JF{O}vQc
zYsKc=xeo}f#c!!(z^%6ji<*2#GxRKO5Wrx$s~^RB+TGo`{{)%(X$ja88m&*G{2t`J
zGHKW@sVjpW7}kK*RX26zZFY0gy%z_)`@ia*OV+++5U79b7=tXyKi7N_42HewUPH}<
zBSq5M_UgP^c^e|5cZh?pbh>L8-;}jRy-}v1H2;k~U3EREjUr}XK@nR^{T_Yz2HCNV
zG)Jb}#P(g+p=QZP%*qI!$-1s{Igzq4JgIM-xn#dGGLxsF=aY&-G~EB)hK8^?Sl*Xw
z`5WSkxr@8s`fTx|u>;d3hBCm~BoRVi0$;M_foQD-1)X5SrWe&0*>Y$BL*1sS#i&OP
zT9^5M{oYYn;*TvGaZo=2j_~TnaIg_)8Yb1QHrTja0*sKa*Vn6C6E`R5b$F)d!KFH+
z4@#1>we~A$e>qg{f@D9j^@;Ow7w2wl5(|ez8
zR?NP7!_V%*H<8t5dVfg0>ne@f|IiV5=u@amUd)}Z>qQ$v!G;iLycH@WIr@j>;|GBT
zECaDhi7Yk4IDOuKjJ?R2G$J1qbfM2`VI?(`rm!V!X+=p1f`52>Od?2Tk5Q#*e=k_^?+uc9ZAXO
z1D#5aFL67%vzoQCYPV3j>wqhDnWxXAt3T|Io&h3Kqx7?NBRf7m1T=Xqp&x7o0xQda
zmE;5co2zQ1!~=rbOmj^%8Ubf@1uoN^=c_>v>QcB&L;RO(duc~$4X&ZzaAuG7bDh-_
z-^?rTKdfyp2#08P*VSP0QT!24<8>~BF0#uxY!jq)7$nR3XcH9+2$A&>8yx?k!ohI2sHIdk5qd
zKnCpwX=qb1j`tQT$ah4JH4)M?QhNSi5jTLau61fXGrgT7$4RJEq^O4v-5w+GON9%JI(Y70<#
z9h&d1G>qJ4oi=r^kJcD0{L^{FT>sQ=3h@x!SdHW7mt0_Z%vO6H`AJ<6n$>?mUp%z$
z$1|jpRH>XyHU8(W4;q}pm@4@8A_zWIWbvNY1l3QJ&>2{=o31@e%?!J)UDGzFF3k!N
zN#YuqOEJb9d1te0QL`v+DwbJyr%)(b4#qef6Id_9lDxn>
zTqcQnOP-V05+I!>Diq*fQ$g?>lPAeE)Poep$a+V;;i9#DCz8
zi(Yd|*lc}rVWNMs`P-k$x`SNJ0C08v@FQ+>RF!y6=yKV#zL2aFl#~7Vl_XntMmC0B
zh{?|7c;G8(0PuZ+_6W^f&4F;WcZXewN<*`sokZXOwk#ct2;Kjkh$|Bak4S8<$s%6r
zS$ZDgBE~_TJV^7n2!wCnZL%kQt)qwORY
zp5~+nd{M0k*gK_9A+wQI72&?#z}$B`+|x5ty%9K|D}4E|CNg`OXeY(eb;$-$V{Es#UPy*8+NG%tz
zz|Nb^pqWM8Yi<)F!)QS^E+j}=fNZ%VK`d~CPc8nqaIF_!eZl}DgUMh0tL;LA?sT?>
zZ8DUQ77&F{|Mxc2%Vu{%ZBVEPUKI8MC^btKq5aZ#aoGmFy1eGn@^hR{%@pKE9v_+6lo?tgLdH4&TF*G!Owul(HChdRR(3X%WDMXh>b7To;4Dw`_?!}y=d
zIJ#F${B!vT6?TUH9&GBb4oc9cTMm4y*WO)w^r-D8i`Z#c(}00@po9_bd8kS7+!1J6
z)Zr({Ighzjhu{36U~}l9U|{D~Lra3LJWh>TaSTNWxbvkBnNDO6
z?;9yk(Vx%2a9-)r+_f*Q+aY%;U0kaBpe%UeHscuTrKU`^zSQmsM#P0M{rmWsHXzSs
zbfeCES4z6`1a@Y#p6}Tu_RIys&ya3){eJ?d%xfJc?s2gc=3KWix}I!;&n^{lQO(Ve<-e>rt~t;GNJ%k8m=_aV;qRWnz>`p55x
zS)^B-b
zlQ+lgYuDIH+Oktf&Xh>qCH(2m(}}6lA)BLv+&y$qq)!c?FGz48xcBbg?_It)hUjUB
zo9h#vcfc*+3BB+Bv>&dGCMmXZJCN5`85dCw_g37WhhXg`43hZxUL}kZ2pkkY?(W}O
zR*W&5V-MfW`T2D&
zG^x;z^Y82uEc`*VW`WtP-9;ZDspSLq)Sa$38LM}BP;ps-*G!H6xy|auJxEqj_*tU@
z5ToNMkzBa|l+cT+???oz?1tiZ%ln!D@P`m6bF)0$W;Cc>30`lO&{d=XAAcD*J?qDr
z3_`P#>^f5bW)R7wbg|2w@>Em4Te<$a6cNS)GNhrlo!U<0@Kq
zM|D6}{K4Ffud9-e$-_^aMGa196hjNte2^8BnUm>5VN27K>-D?Ey5JSqm`UNo{OvE_
zb8q@4je7YxUo%O*W)4rtp
zy3{|oJZ=f$fn~xf02^3s;0eNgO@3MP^Hhqmme7ScDMG(}&|bUzNnTN7zXmg<9hl(e
z(rc{f2yb<5BN!DPqN(on#rV*R(T)CDMD0a0{$>_sCh-?9t|LgpS>_LJws|?I+$$*I
z2c5!7d_?ZGDwfm|v=<4FL~n$=K#GaNwwEME7NzTz@$C{c8>|xw*X^@Arv>w*ZbREI
zQH$Rg8g}isgh?mm_}Z<;901oHf0^eM#C0sYK|u0PDFy>hFObN@Kcl1e%gb1E
zLUHsB+`sw$X3ejQr{!aczG4|SH)D+MLaZ{gjI~Gyx{G)9G#p9?+9IhSq_z8db+dr?
zs0AsM`>wAmEa4FzS09i1jtS1(yV$r_MfqI-7Iyh86%Swh%x4R2)6PqNz9m5Tw)Edm
zO~tpZO2?Df$u>cD9qgo>eh~zHPL^9FyQ5?}V{ERdm$65nPs8Yg+vLK<
z>#`To9=);+QN4Z%xS9or_Oyh9uHG9FIT$HR7FOASmEN&?Hk><+RINk>FI-&#{M@NS
zzKJj14uMa1xWzw$$t;Csqv2I
z$Jr3A6to|Qfz`G_nWR{a+)c!<>57yTO_p=7WFeWGDS8Kmst!vxD$Kfp2=tWDci58|
zCG(^RYZ-vmZ(%WCdbWFL&S2`lJn7GI-d2Y2P4Ue2Hv3?Dt$Eyce$i`XJ2#4b@zygL
zN(g^j%BP#5@6Jf(p~2TK01!UPZ9)^ivlms~57BGy-C0MZ{qT2Pa{)UGpReU2x-6-wPj3Vzv4TU~T`GK1erm+;aw~LhzG(CfJihxQ
z&{Txh6a6wkv=>$Ya~vIY|F!U94#rpLW9i(YU3EcxmTDe7!Idy%?EkLeyOW-7?fjV
zvl3SlJ8T)Yy0hx#2SKIwYOScu+1*_N?iGel9HhS*3$U4m82e&z{go&ThRZnE?~;R;
zSArkrRwaj3Kw9=is{ycOWcOLpZ^U1;8s(sv%bZAKPU(M?8uk
ziYS?m1C?QgEF!hZgDb1gWI$bL4Hv^N{qlk)^WEHS5-Atg454`13kb)gIke@Zi(8W$
z=fTke6ObZu3C;aR&sxMJSleHCyG8X)Sq1Hb{l9`0H-B!GKR5faG`x9ot3`^N^JY2x
z@G-}SbC&Idf)9lmVy-XbR&Cps>0=stXdMoNAzUU=VP-!=UOU2Zia4T@v&4>~!HzD*
zrhDT@HkUEMALcNw=U3e7!dNhzxqx`$T++$?qp^1+drTyNDB-{W-vjlDKb8QAI|8-1
zWX%mMZp%p5tHi$ot@;KAn1!7IM1zi9M@R>@K2>Wj#N>g1K`w%$I=9JEXV>PK44{Gv
zxl&Br29hIopsxaK(OhB
z9!p|x%Vp%VzO{s(dbV;kY*zaq=$V7Aa}-5dt73Bc;ZM+JB>&0zeghP#|KE+C!)!-^
zgt>8-F)a!OA5{{LJFH?-l)Gb!#vB7HjkMD4aBFw4Zk%|-Y!K=rU#86XWZx
zmH&gl$ii?@@I#i*S#m3yEI~M-LOW`}jd$yJw?|gheV3jmgMj3mGtc}Y9WxE7R0@ZDv)cI9#L8&^MKGzcWf*qnYN=0g<9Xc^eq0qk$)s{j
zSm49!ri|d14}a*H-Ls=aN0E-{KRHeY{dP#JY6&
zE_{{!fdLMyZZ)}w>)98$kbu*$%(0tl6LdZaF%!FCjdDGhQFn~LH9&e6R2&pAE!
z{zPU)J`jQ2`_tm@4Kz^L5&)?`!v(ZLpqf>Ua84IQMIxVtEKI(bwS2U^Lo`S9zz+pF
z%urLnG5fjvs?WvBKAb3PGmeR16#ZJ-kZxM&d64@%7p@pS^)eK;Z8)3JcApx0Y)1CR
zr@3}xNT5yCFkI~l*S=gb``;&5USDGD!H9DC)&XgP#MdeU)A!%?NGy3H8anH8<>%m?
zbqO5D!4~R)q-;HtXWadwmaQhwOB!GX;9}W5*otAjxMiL783j^>p6}b%k4bL9+#YOM
zqD1ZY7A?AxP52!VAaH=2Hdz-~;*^d|R0{oKVw0wrc5QVu{kZso#NypVyN~@Fa)@?E
z{s3pMzL&-&B%5z{3{pymHCkQzoP+NvMIZYr`e08Os|!ozFoAG%4qMzEq})HYiC??$2GFVrqh=+R$k$p??{83gvI
zcMQj(n*;`?zYHT8yF*iM8c{3>{Yd<8rIRqTmW1oOmHSF2x_$P#ZIkK0=g%P?k=Kd>
z%@-HWC2>sF*EP;WaS;KPp&J$POiTUdRwVI``JDZZl=+sN2UzEx+Eg+M05Y_&wgI?F
z>PvpMUg(cF*5+14ia2xHt|07p5nBywYr&>wx`4Fg9+B=LF58VWp}cBtf`>P4J%DHl
zEWU)YXZ{R=mLOLf6lXUZ7>ATz^!GEIfGm`>eox+cAoO4z`$*#QUsRO$C5KQExP9m;
zT%+#?)66QbT~gK%*$%N-pDK#pBPW?k5?(Fc2^|@Cpx>WPH+owZGVJ~e3-i6IeV6$7btloY(P~kVoKC%9JRb%FtZvuWv
zg)%`YwX^?#TId!IY4%d|>efYm<9+_5=WofsZEr1u&FJWT_LFM@mH
zOigHE_zbXjw793O(R6vMfR8+QJfN?na4qT*F)?^3kXw^(LkRT>h&a`2DA4=<2x9Wj
z^x2sh6wn#l7J%l-!2>WAvVe_mqVQ2`l>)X$fek=Nrg8M{x4RDCo!J2QXqokkp-N^T
zZ0B@1yn>%?IlAWC(PN0|{c&ForL;QwYUXW8m8~zd-O)2pGG_NgWc%vC6~x5s2UYYC
z_?sw0PWs#FLBxLxYU9@hGDwHt&yC)Kli-;xZEgD4yJ3^lUdXu#`&NC(xdGn8{+rH{
z-~lYx-ytJ$Sy*7@tGXfi_8eBN%W?b%z^!6g@I(Fj
zyycbim!ne14;uXtUFQ6jgJI8_OR@?t`k0I(busx!7h0CKv~#LKzz-0
z^V??Z**dg0Ue2`>(-T7OO8h7LK2)LVg%LW!~uauQWH<;6h*1
zz@4|IJHp2R#q746f|VZCP;QLu{r+!a)~07}uXT{rjD(x0Ih`+=;JMZRFupZFgscGl
z3^O$e(#X)~5sET?D+k!C;~1NIyEaveF@2`|)jKnYM*Nd-qwKlQ$vT(82@S-%HdJYy
zlXeX2p9tM90oa$B(>6pI5nH=FIjXuErIWt&ET;ywYYpX|sgI-ZwB)${dWWzltSEb&
z2Mj72?v8=e?6HN;2h}WR@zeOxxWHN*-(w@;k8@0&tukH5nIQ|(J4?EBL?3_XRwa$xQ~T1>o$X$G
z2@-i(auI#7IbF)zSrU?9IW*{IwBi_YjXN9~>c8RDmAZzV9^qS!$36ic6ZNIHnC4I(
zy;n~RsTz?FXXjHFop_#p+Tx8bCWqzl<=LOC>q9zIWf(bmsO|bHqWB
zKm6|Ga^0G55{PxreGX!DE$N}&8`2fst;CR)^w-(IMs=7SKlf;zaRFO4o&r#yM4!8c
z%({^7Fge~;jB*V;W#tIB;rsboAAD|LdP+VbY$J95+~-h3sHkmCp@M3ntFp}tjT-z{
zQ{B})cC!TU?gn{Ie^
z)}T?7O~-
zSS|=wE<}t^!qp77N2%60icR(QPujuJ$Z2tKnyLC{@a!=NdzG>&IN0MM(1lxCFsmNg
zAGVt`e8M0j;ec(;0C2GZ3*f|z*(L%DK_6(+r5Ao_IW_~{?xWpNJSPIoxLXNi%|yCO
z!X~)h$vu>@(ysyZkkC>EKuhvbg$z*fh4`;JEIsIb>I;15oQs~Z<~{hQm6Q(LDb{8t
z9ZpZRuK3|*?BVTUmB7r~NMsZryQfA*dw?PoRqef;B5Q7Nuz;kmk$z0OT<=#_%#VKR
ze`7)H?b@)9{(EUqPtT*s=RT4h;jf@jgZ%qn#XeqR-jIu$IwjIw?P@VS22rST1?R8A
zFXi!qI_{C-9^3d+%(0^Fj8-==9;;pd73uP{l7lQ
z=TR$WHn(h8pr}KH8YMJUNeV~pS12Jq5;e4;{~}4C(k>w*Rg~w|Al!s+tJ*reS_D2)
zA9!`S#d24qyUqtYHLe|^$btx-fej4j!OguE@IHM#FCe?PhUva2h;v7
zqwDydTYcss(HqvUy|E#*DskEV>M-6?W%~yNt*Dg*`KZ4gLQuLB~g8o-SsrFfbagkxR_F<h55IQvKscT{KiJu>p`pq&NK%N|V4)YIp{x}GKf;$J
zp6hGT3efSsi_`yM=>H>&Q~d|t^HH8`Q>lM73eHy46TEgC{q-+T{V8`%
zLH^5SP-C)tYr~|rd9>n81nBnIck^c!Q=h_;g`c&Ds#_j6&
zdw&Dc;4I;q6|CqB6CfH$fq&$0ce=A
z%7dgcerT(R0K571}t5rM9Yz4d`KLv_ai`bM9M9~dLx${HAq2TIg(u;5r-oCwBTh6BJ0
zn(3@*-Ghr#OdU@oRr&ro;{xZ}*uZ=WiEyKT1AIAFiqo$g1F2-D>fqqn8!LK)r9zJZ
z9cr8&NApD@18gJYl&$jmS31{fll`g@q!{2P7LA6B14owPfuF4A1;IV4Gq8{;)G_l%
zc{<7o7vX=@nCyQA;FxW<9@CuS6ly+;el=qbSs8|QGR(G!HD?h-40&?1AvaBTT&NTF
zhdQyj>BP4gUOQ^+X{>1%(^S%48>Bom0R3tq`J3+Z==HsPkU+l2N_7jZV83F(no5f*x~$a@f~e!L>axbI*a6VgIr
z0(cm43GQhNmHD1J%3Aj%7HJ-ONa{tF){!Q1@cq7TloPPNb~B50vy%%rbdVk!tUCS&hh1RxsR@kLX+
zHR|LFm*F%5{2y)kS-&N03&xeC1%#*)<`VI!s=vsf(^%IP>~2WI{8-Vk!knqR?31#h
z68*>@IlU4oe(adGCUwSmgjJ8C$IBIg*f1(@_%>F`Rg3-^|E>V1;){B6doDe%h_Z1(
zFs$vr1RXuEp9s-By$9J1`yxx08-z6}+AH*8s%7mf=soc^8vpmN%<48JDp?t|)V{nT
zJ44Hr7%(g@8Q72ZE~OFy?!fNAkG-~+BuCrLEklSY{GAtGb*6Xr1%1(4cs-6{%ltff
zf!Wx_75)HF9TW}Q7}b`3o!21nO5Kx(_ICMp4wl}<8_DFmWX7zj3gTPPnQRZ#x{=_`H))5lKuwTs`g&1xnC@yrQi-;KUmgKQag?AV3TNUNo!3
zEh%;tn?2rlIuRTT2C4r~hb%zXJ9u?eqpZ!w0?hG`nt?~r(4T;0Cr6W{nuL0OTc9&8
zmmJNX0PEg6N?xEuh?)29(MG9QtmFy_Xq
zxM#H<|2-BeeD-SfGi&Fmdv2bf2jgvlMdB;t67
z2HFL~SreK%%&gB9;L$&W_%F)31=m3XpFHT=ea0D8Mb+1=2&iq{tDarVcGjj5q`gB#ZWk^7o-#@-o
zaVa9qh1T1DI6Pb+uKN)O_Vr)bOOsDrSXPf>SLA$u}){h#425~fx!nZrkOZhJAg)+s3WRp$Y
zA+uuGQ-BEbwMHFg?FDA{&+u@JePCs>YQ2*qBX(b%0sQCa@!gCn!Vn*bki@7;Cc&$U
z&-H`pR>|y3Vk1moqf5Te{4rz6Qm6xpFfNDy-9eLnBEAyLYKcnF3-EJ097cm!hqg1n
z!inU~pXY|!UXs6o1of)Fduevjxw{|I-|YXj!9B`|Gtp44-M;j#(<}7UNdFZ2KeV9i
zI_?!nu;&9C^TOtB{f`6?dMKcRdYHVa$M10!QbvE&pw@d&L+$JT
zsrR?s(jZCBL9I+BP&vY}dj9n8tY7L|-Y>*BsKP=<;4<~$TW>iQscs{p+AWQ%eQ&O}
zs1W)rLjcJEk7_<#I(kjdwzC!^;t6ktFEdCoptfZ#!Y|sCAjcoUM;CS5!2(K-8}d{>}=ty4jS=&0*f$y4;08%-}hwe+IB}
zaSV_UcPG0~C5!@9*$hytf3-xbh$pRA{{T;v@v{{{>N{01ej80hdM{9N{-3XjI-#SF
zZmWbJdcM^_cWpLlYnE?&
z9>!Bau^Zf(tUGz^t@e^pc~k{K4wH7D)V(4s`g_srqy}Y%JX!rBI6yQ_A}!LaAO}U*
zANCe;++py(vVbM;{k0ojx}xPtVfYo4HtC%IeC}m
zS#G`Y7WESH=Pq@Pd?+*C71{9ogA02Y-u@=z$@lOaDHmR-jI-zvhDp_e1@RZoPR|Vu
zP0!@{&l}zCvs1aXTWcZPM6z~2RjOwc1h{(cv*bL@=mwxhB?AHy8ga+wkWHWCV9L{i
zQtBPwb833)IJ26spjY=S`AtS6Bm1T^vKFQ(L;nU8axd)^NhOp%ci(F8CDQ#jBAk&T|D7wD!j8#-5-J1kXnhtiSE1JCR5-+Ntph5qse*i(95L2SC8{}eVob9O)kxby
z+2qyLSr5LJgm5+Dy18cZ)k5iC8p(Ii_f$enE;pLwzQ_cnQeDHf_m-a-SmOH|*O*C*
z`kR3-S)_jG>hF^MWpsObauJ@wKH-)_BD!~79_gcjC9ycujp#8E9R_nUG@#h6dX-A^
zL?m}11}c5+?;d00yg17~37QGAd@RX`I=1B+#a^)=dSJixa&P7D-9DF{%AhWLzYQ&2
zb3MyH8Vmy+iJ
z#$wU3oV=c&G+79zU}N|okdegHLBx%p>iBO?(Due<{PCuT*XU(wSNbYHLcdZ671mT}
zXJ$~*QVq5~H2u<}p1Yl`#+6h@{r=2TP&DhK0}K*0VIo)A@J1q<})nbVYBlh
z+u*>Zqc*$!QWE@B?)%Z};YjUV3%pM*Uj()}CP2DrED2CuIN1#mfIY0Ny(#Z=sx$Bm
z>{bXy3J%b|&5YbN)$+|GqnL$L4=|~y14|(PPDM2TiK~{nIom0*;kl+8DXEZ=*0HbO
zb-ka967A6RlxjCBRmMYbVH!V}5?i3^g2#w`{nTV!^F`&@g*fIFP{e~$B5t^RbNiT9
z|2c1I9_QI8{B+C`Iz_pAT3zi21OoeB6?Z&4=cPEr!ngWbI^X8g!LeQZe-|U7x$Ir^
z^rt5;ITo_!h3BsBbcO}k9Ly>duXx=WTo03%s4c{Jb1$Z(^bHNz+3+*BDchwW(No+U
zi;~L{w%iKz>x9-&lA?RG^Jt8bQ=h4uM%DY2yR{xhp$J+;ceGIy}v8YH~LO2r5I&$=)6=R@SKGi_&ZygXW&Dd
zmLPljp^<3dmov$V?#G=IcSvVY`UUFd`C(Gidj+%+0op^;Z>9FnTn{+-swBd4ZFU-zE7)s9N-*Bm%Ioj2Kd0XkHr?QqZ*86WnB>E}
z8W4Op;BNQcR0C3wlrtaI1riWgWC#eXE{V)T*s4|%l$7NmHEa7Ig*lu}3HEGagFy5iyd}fZ$VX4As$T}De
z(18^XeA>8c*Ag#tuy$7jgYi<#&)-LhBQ}KNh^}#HUn03&8uUX*OKpmcKVGX*{
zZp>7rKPUqlzjrp^BI1ApRI+#xZVPTz6t_L$Xk#Sf12r!Ae-dU01Tgw>0{RQRTM_!-
zB5Fs9?mr4H9;TN!IBnr!(iSB<1&m;%duKK#
zAN5i5HHVk@;bQ1@(tYZ@2mp@>fyhoN@kWM0PaYpvhj5w;N&V#Buj{*)k@eDeb593m
zfJYrn8jh47gI|u@%B?>Hf=vO2!%fcZ9s>#a
zxAoF4BF`e*zq39QZqgoF`CBcI9-Li>jyD!-7`qad_mTJC=jDDc1&uaoF%DSP=Ex*y
zKw%CO9CKGw%iATI0<4X?vBXDbxPwIt*N0$(H?C;KR@oPf|CVoTJprz1M!#5m^ZcDr
zJRV+1mj2*_T0F0>&odUpBZmav!SC%pf?JqKTt`OF&(1
z81|qo99ionB<-8|lQ-aSs=C0OjgXQ5lNSWN6^}%YZC
zw{2{M+SR>-cVTaO(QgdG_qHA;6})bY?eF=})A2;x={DQ;(XlpgG`)Rn!-<
z%jZ9(&KreTuJ@QCNbTh`H#Ej=mn)@tg19%vJtOgZ0=8$??kBsqjMskMULtr*1OkUA
zI;kFHkgua|L*BOEO;_L?Q~841wE6GS%rGB()_1j7ghu`*4N5C{ouQ)9EJd~pre%vO
zqhRO?hT`G5)eSK;ECQ-=kNRTJ{rWGFtk=+LFYIaA9l7M>69$gx_PZ|wszys-WmBiU
zn&CSphXCU#HoVi4bcvi7-AidFzmL&A{BLgHz%}&x{#BzWl1qn;+l5~``+qe9&uu;$
zyG65W6x~!iHJOUw>k&H8zjjK>Avee?)A1PO~g6zG1t&_
zq$_R6@+$OMN%&U#bgjy_!VmLq)XRWlU&rDTFfGeaMx3hve_TFE+Xdb;Y_L8cIP}kM
z=uePh#H{Cg(fHi54oF>}grjFV`)Ldnp!?9f~vkrgY@^e}c}O
zO_fvNGtIl?Lk5o?6s>P&d8@Oy>ZQpD1#@2!3Zm5bKlHZJ$2^=<5q|FAvqg8ka}$N1
zd!V_Jx^OTZ(A4mn7$*;M-Z)FF$LBXKD3|czP{N|WiUe{B>#9NBB>x90=tF9Z;rq=U
z>#)NvGzMAib?Y_~1B&3i>9ujK+rmDnp}>6i>h4OmPr497RD_t7n;3bz`(lD{LibJA
z;%WOH*HUs(TP&A^uFFhCWd7i^3vxZwvVJd;OOt%R-iDt{D$@S9X7I>FSiz2N8dZtO
z_w55+HP1Vc@XYmf4FDw6Z3X>xE>?rQwE=^$tgQA-CqKN@Z=Le-|9;FWAZ&Azb-)MS1H@B#ygBY#>D@3Kuv0ITDT4JVbKS8CtrOe?NQzS|+OTeqtP(My3LBsEi
z^Yemx=v;ZDCM`h@Sm(eW6$y^Pry{myyAkYi3CN9S*l2z44&*1o4lsEp%%yC;HH7rV
zqnM$60y~T6)V93_seoY~6$Y)o!6EoKDj;XH4tb4Pv8LSU8oPa3PouPNeMiQ@Fxdj`
zyj+B3S1oW@S$i??V&hkEOqPd4$KPfD`WI?#fp75#y$)@)FW#zihqP-tU?cIijBCua
zx!kq`DA#xxAy=QP^a0&TvZg2Q7`=bGh@aM~B=^1a%CCD;rSSU8A%BXv$mXGygC}^^
z@88=P^)kQo!T4jp6k{Xph*A4MP>zXLNmZ>WbwYNxOw7KEanh
zHh;Ud$BUMm8p=}Zfr*1!m4?RCc^Eb-i+s4oIG@jr?pCqSCS#26YUX|330R+P-%vk5
ztn0HC3;6`1MF>S^@c4C~Qu0<4|LL$%I|Kq6NKxo)
z|8g_n!htSrHOz`)fSQ9%n+sb*IIP*fIBbsD@GM7uJ51uxg|eh^$x)i7htel?`WB{L
z-_rm7t#+G$ut~M_emi^uf(qF3ld%=yKt_j@RHkxb+GpSVDazCNu+V2lik3=
zbqzp@REVwnGcos~Tivh`%o^0x7D2SuDj5&127e9FZgP0})U=HNgZFHJKq$VW>$x?bTW0Nmr(tB7KrY
zyN)%9sO%04AUpeQ>lP0}{qlUUbk~qvKCLut;+wXgTIal2D2K7L^q!Bda?dYB2!XPo~e==$POH-JSF(d0MiHDOJUVwSgQS2cZCG*^Q
zUrzMTcl{+)3h%3*rAGBTdxIHnxU;%84ONtHU|ith95;xK5e@3#pAQS+5mRlYiJ*2d
zsF-tiB+XHV*^9Nc=33IDa)KNOanO5e90oEkgsy?^dn2Xr0QjrcEN@=D{pw*Umx`z6
zMr`Y}oXqurjXCUIvFM~CBq`CY(UXyc+fuH*PAcRaL-1lrYMZ}D_j#6;f!_(2C-tujDpm-2|z|6R?yg!Pnwsxbo0;OLck$c^0`-*uNiF>?0f_6
z6Ypg(2WXUrI>rX>{Uw9IJ*Nh|SF)#s?W01RcAm)>Nx&|cnw8$Zf}MQ@)x7*l8-T8G
zV6Qwnkim<$?pufe53N8e!RIg
zS@AT~FgI8j%V*apkj^Hx^FHG5fzR@u7SW;3aHTZ2?iFoq(Q`x}n|+4oT;u8aGxFx-
z4_xQe3|3Z34VQb@3u9^b9^8C??qVeWWt%3+$r<_t!=J2sMLO+F74&ZDjt`_pDzrLLM$Fmnb#$xU|vD1El-@|7kzxgu;p>c
z3;#0!(4Q+odC{}dn=qhR-KefCiFcm
z5fcr9&x#SgKWII;aZ;8w>a{j=iSO>v@UptchrZb&r2l)RdQYo(%WVkvavZeU%qW3k
zrkw|rwg)#!Tm&F_8^EZ+=UYyI@EV@=KR)B$J<<_acPn1D*3TBFj5yrys9SenmEQ8~
z_`VQh-k((1{-p8M_Cqd%Fhl^wf^OcEo5Z~&Mtf{GFS3!_Y>4n1u-J<^cEQU)X!^@}
z;obTmPW!RPv&)`B24%I0L5~_<1wB=eU)}JJ9-Ap1+3*Yn!bz)3L2P>?@L_Ar$*jdW
zDL>bcB=yT&dR?!cuu^*&F9F6`nTzmld=T%vAzDpCEzcc$WB)dUou_j0OG3Q4g?Rcx
zA}Lfsd~@>=g7vgFjyI||w2{|$G>Pjb&R!|~AF)Ir(A=UzhmQ1^V~PY5&*G=4FE=+ZIan={Md`XtSPYDA7}zRQux)B75G3@HUJB7Y6JeJ
z+aV7n=F@D*Mc4aOru05xSc10DjMUH;JHEp5kyYJ9tF!&!hbX0M@boGrDkHK3n!k
zel}2qHp**%B%;Lddveg=CX?
zacyy3`(Af^UwwYR@At1x2c1r*=Y77Ok7=z%@a{AfoaMEpY%eUsbNBm%?
zd++mV`e2lG<<8WAyGPg!N0nQKamUj9^zR=}Y>Anp{zsAQvpbQF%6lq8d=Dq_-O!F_`=1a=F!*!IIQsEcAJS3j15fmX
zBIRv0_Z5Ak2UxEISnr-vdC1$dzz5kq{_YDf%;=5mh|5i8dZ!MK$B5r4Mugiv53Kc%
zhvbcSg~9EP>J!FtbC-27JC*H27n;zA?}sUt^|tYaUy?;=9~s=5SET$6465I8$lZbo
z6;XPO*ZcZ6Ok-l?AXmj31aSeX@5Ih2E0Mp1XYo|^i!Ww+6CpF;bE2dT@Nw|1iiNqx2({|QxY?tX7cNpvWP
zA5w3O;yJ^XXdSiL$J*d1z-?`gL=5o^e)0rEwP9cFY&(a+@uGrZe@2j9mLq@HQa|}G
zca2ua*?p@^+HpwkbcdRbgyBJv*DIBU+rYA0HYJb1V`qP0f1$S#`PBwch4;wwz1iB%
z%yL;@nQs|}q!h)4-o^(**p@7j+IJgO_?zw<$E}Xqp0{{~zmbkF;^K;I0V(
z24cmcb`$@}ZVqX@<{6d|sY61L&@s~NK=b|xh05x#A)(d#7r&-89cth~ok0mFsg~8y
zkJjvie3;W)r=q0~*NK6Y4tUM#i>KaSb{GRPb6Fr!m9E3k{2&YCaHh+RlV>eMkYg<#g#(GsKUR2KP&|@5FsJmt{V(TK(eg7O
z=JCKZU)}|O0D^TlhI5imb;2y+7EFy~a6oSc<-Yy_+(`?*!lPgf3!VZiSU4E0VD2VP
zfUJee0@)^UqtdySaB&-DakDUdz{i&m%ntVoepVzc7A5xH)ye4zd-`01Vl>{f_LWx4Ao=2q}&jQ5Mj5iLC-R(nam{`re2JNMuEb3TMP!`BB_{JEAGUxky7k>%&lLDsjW^LuzAC9L
zX)NBiS9YQvu)-7Pb57XgJr?+y**rgPv+_}TU7R?)i>^qaQ6#h8k@vC5D?M!J_=J3GPY~s{F5ZsbYjFVnd~3*i1;F`fbQHy3xKCP
zAbZ};y=@thv04%9lB}SB
z9^$9YgJNY4H(~1BYxK_aM}Md4pN%Q%Mr#jSugPrwhwm3;I`6uUygj4q5FW(;#sI&}
z5v}nw-1o@(rCO{}mRu`8ojb#3e#1|=%#zHH>h7IqC^MB?XGa1XznP7E2N_+q=ltV}
z?k%`)z(%=UZO;(C#AS?oYPw%HQ+hM4!7tlM^y*Yy$Rutp2PF`{$1tPOLU8eJ41F+$
zw;?2BEsS;`DEV~il}zi!{QUGEns>}`*JvoBX%QofsGpa|1_h6MypULfbz^&3b=8TI
zgRw=gj+1t_>0egR_hpCYPV(eG4ufwiE&IZGS9@EK`eI1v+abX}VwGLg_q9Lxi5N07
zqWcxR_xX^;a>h@|7-*gZ7z
z?=f6ICoJt7W>`0{+jePa!@nxV6X|X7wE=M5{(j|P(S`%vCH2Zm@Z+Ps+iCz7hu;LS
z_;h2#Xb7OHrMAr}#49*I@^J$(RPLG4QL)La!kxyoXj#6!j@r2TfO3@>D45sq{*!2tPWzo%Mt!n2el3U`5q@KDOFKH}87}Tt
zt!reyEAQ51-IK$Tx=aJ|#8_!}H<1X@t-88AH{zLq?HKl}w_ngJ{WuX_gcaX(X9oi+mtSM`lHwxb
zm|N60R}b29J$}*~MW$>YRR&zfZ?(XxT^$^DjMQS%()iwUlWb>dGMTHF^|dC$zVCP7
zuls^+Xoh7peQyC-SS~8jzIsoFYq~+n*hkU}gOA7~-I09{$yT#_ta?}pr=byZ|22
6lI<*|64a0TEOtd+jj$!eZaL65ti;M&~e)8tb87
z;&j*#i@Iv-9d!PJd&|w`9XM-k#Z6qNv=f()OSAKDh7T?eTyQZAXr9!?=ma0XebjE1
zU*k{{Zh%9~Bq-tKj3piP>_x-cgBU~Rx`b0Mgk?0yV>p_yWJRmX#a>;L*@NJ5zYuwg
zveT`^HJX;s+PTgRs5<=|0KQ}Fda_U<
zw-wbXOuOq=5$~LC`8w%(P`u_;BiP3KfHdq;`84Lpny)=jYaXSaKMs~R@De_J3E(ed
zFy2k!6AuBaeO%2iLg-55r4dxEAVl~n_*j6}17r-0zx}H<0LneMDe)sgI2Js&4_!Oe
z`+|o6rygcL(n&o4MA_nRq`7j%%3Aw6!&yfKAjY>q+VzQhdBfJ@^D?9|RPktz@0tPh
z@AedFRgb$g0|out+kW1JuAA||iDZ((U%Kh|X7b$uLnIP}ZpEfY!95a7@wGy4y;>t5
zGC>snUErYE*>QY!mp)png-&#p5AY
zCiivL(uKrYeyZw3>jITM?J@q|vEKxq`j|Z}
zufCu@xj>uJ@4lCY=8_};%RPQ2tEU+@f;yUOJ=M4ydFcCnI3ikvJl#%gqrzp(3ba2L
ze9Xrz@6>2tEJK{rY$MsvtNoTKFu&nFC;Y|h&y~>NV$Vy6EvLoOx{(Kr%UG{zVUN$3
z;z+ft#b##5m;de=Kx^n1Y*qbf|G9ijojJ*`isAdQm|rw~@DOC*CR&wb{}jrk&Sr87
zJryA6UjV_3Uuyb)WrcY#C!f$sHg|84woG5-o#;B;1J$%0b*U(<+<(N$6HPP*y
z+M3+Dgj_TxuDV`87j=BYb{35EVaIp=MgSqoZ@+zz$=TBz?QG|Oj`
zf^f~5bl$R5EfV}Szzs`LQrzkYzIAmJ-5iLz;f`yIiRl*qVL}+ct67RTap+~W2CGr2f>#i>Ka_G
z+$k;~FrBvlrrQS>##&sMjm`1VaNQ!vaD5vE2@Y${_*GD0nOP=;6Srs*7{LL+`@um|
zu%SU_UWml`aTT~06tpR{?0IiEOeNeY3hHqQeHOWhXKhFnf4OP8<%>))HLq6$4{Hl~
zYpyQOg~|NA?<0WzhLZDpfu3c}BEB9n&-%s1B`Nua;_9?;du2TDbjXS#l-r25y8Bql
zVw@aT*->q7*3#y;M{ROh9gWUW|k`ZzQh9sZU=TxWA&AtPo
z(jR{0*XHj_~VAt?=`o
zeIK2HJav<&!41ZLWTVLsw(T{*X
zcu=+>wpCIE_=-;r_rvOUiCxtL>IJ)zz8)*{OY@giH;zcb=)5{rB8iD2cLb8hN^)K|
zyVspnf_D=%PVG*OFBhLca67=yk`S<`K8?gqs!#D^7C^>M&!~uwi*MkWJePQvcE%lU0Rade_;oR
zzvp?%x^T5!+O$}H+n~xy2v5k6mM$*R*8tC~GM73uH~P&s_tH3L-irHQ{a(Yw5na~a
zf$oW+~o}0=Q7w1X)NTH2Gf%+V~>3$A*YfJ8oS`$vkZ-)t@{Zg18RqcJ4
zLBz(h^-gV9W;?C(;=;k~ClC%v`dEcqFR8^`{u1`Qs>?dijNqE>d=Ez!R9jX`&CcPf
ze}nh6JO?xwJa^|a^1CjrG@L7ZT8974v3H6(@MY1N@rGc6%tXX*+~DPDcT^#ZN>~tw
z=3XaEZR{;4oFYs%O8zDuz%0fg4-Ui9C8WEGPQPbH1{rN6z)YFdH|f1QD?=UjDOi2(
zemz}wBW{Ow6QTQU{j3!7i-FX}{*R2_-Y8X#^(HK^Km4;m{HhexFGhZLEpWcqh-5N&
z0Jh~hxp4)kvYRe}nVYr)=(XHG*RfU-II?ed5C8iuz`LMhVBh{F0ae(lamHK`|73E$
zZ2iA@fUJ8YgfI-qUC(sirwxIa+j@?qxR+Os-6mfeZ|Lkz+tg?XN;5GIvkREvN
z%w?r?kR<+rtU{&47(z4oPp)G>^*jm-4xap7-Lm?;FZ09F_HoLj(@v+^=3!JPAI$sQ
zDVyZs&uxxU&mUs2&ZgV^oo*ur4%iwp#}MeK5g>N%%*k=+ekf;tMrEmG(H^BtP6v%e
z;|QY3r;>lgg@25C{@?bcjZ6mWthk_9^h^4rAX88OS&2ygGR|ijSf78V%D~#D#st}dbZnR?s6$}UZu4m_)Mhd_bv|~m*oJbzmyGylFjEK
zfxoIiow9qM!F>E@k;L-|dxT>iji!z{fB$UumU~^O=MyQeyG2sF>0Vd8*ujX+WsTS3
zuJPtV+8_2QM0z>xZ34fdLeMV*s4Rzo2ta5V7@-Ru%brgIV*E@F&EBPPDxNF%ASj~A=MU9v+rCJ8Bn^T_ufAjxxEF%z!X-Cli
zgxM$KPo)%45tba+h$M!Y{HR{~W@A2&{EU27($JW#8EeT)qOs_%exZ>&y?_j4$tg=l|CA@cJM-`HZf4&>p1b5Ga+Hw?ek7j
z5L(CWMk5+1CzOP*(_=E`q(XzkukSWLsu>MRmXzOeXQn0FO9n~)H>(~vi~Nw4D;H)_
zX_DW2I>>2yGv9|%@Rv;ZcBsyapKbZlD*0q&md*BylRPg)9TQoZCtMe;_8u_6C0C?d
z6CgAAch=pONukXBBJPd>GB`xvuE
zzQok(@Sx!e`jy{{q1B~2^M}bk+m^BKT8*gmjtdy8%zI&1?mW`MUlU>4S&!JiuMV6f
zES6^w9L)dbzdeeOQgX%HUD14fM<^@dXIc0k(@~C{DCqsY51okftR2UuW=8RNQ%$ug
zHco>V&UZIpB|g-Gqu}oM)QVAE6%8-Hm@9CHjK!yH>K)8qr}F$ud6zj2bm+CI6?FobEIo*
zNx$jeJr=6GGwdc|Y~BgPCna`TaI=NMLkXTQ!#-Q^16V9F8VBCc2RbhSZKqy0_q6j-
zK=zho`9i&rUd7-O<}8qX;64C>Xj9+{{NI;IWnJn;Bld&bz&rKt<-L{t!d+KL3MANs
zik?rn=vy(u^j9
zL{V=p!*
z>xE-GcVf5C??USxFeed|yK#(FzfV=hLc(SOLP^`16@g@gGP)LjpBm#u856w!NP)AKID
zu9JP``5bnEc2R6MHe5h&3S0y#>j$5W-ZUd@jH?QtT2CR;?fG}|(Zq|D6KbtkTQ!fJ
zLog9Y=w#VwnPo`PT36FHO%?xch~1CcRUCMD1y7O)idH@EdI#ajh_5c6<*B
zx5y8M^sQ9ostD&JH=Zf
z^7k{WHx`tKj=EU!@89nvq
zjisK!x-zKZ;CiN@IP{Nd8S6CS_&Sf3J58xD>aiHrKR95O`X>fm?gi6|vpd1Q@=b2H
zOByvfkdpO-jG2?k;toBd*W^9=y$>+PU;mw|KSKX#JlAsiSKFr+;FRyD3jDVG)bR;cz=7Q;V7h=H5pwNHh?5A`Lr&D`wK#VfyfA-TB)E+3B+kbmNInP@zpS!KFBr7p2obEEahAC}f?
zuySbstL>~$PqqHI$wB@b*U*>-VbZWAY7Hy!b8zs(_VL@;!^;C){Z6Y_*y?6>Vl4*O
zX$>vc19qzil#aqhoaoA^v`!+33?Ej6S3X$L9e)mb9&*QJe553{GDG^)16$J%y3rin
z9K5Xj14ITYH)Lk@6`>vBqT$s$}_KGPbVmQM6!cKap8
z)!-@qBG{kfeMfrESSp0LWw+%nZl!^!XrLFDSyWlK1L1hJFLcuI
zE)%P{r$Baec}6A$!UNeVP~n1?eQQ&3fq5nCrGXlpw=U20wC&8hKymEG6#ao$;+)iR
zRYK4jVW$HlGnNQa&?{F45)8f;r`xvvGxxQ}bisMLCEnXj5+}8pD@>o2i#O+{VEC+t
zIE?O!{b=SK`nN$?f}{p@=>;YMJW3BLL{fzuz1~s!*cf&zJ7BlTMjno%WZhetZ-rH7
zQ~9Rr#utMmLy`BOX9f>$A~D$PXeqKGp7AnfEq)04A-^yn^0CxMCFAL5ASpc>=?bK9Dy!9n!1W%j(p*;eergbdEW&VX>GJxw3l|8(En;66*RXmi#-qZ;90keOBS~N4d!2Q*{6S*9U`%XPO~Q9MAowaVU?b-q-A5zaxBI~I2FcT(9$_A)>($}k
zejhR9%PZM)PA7$$oYJJ;8XQPXYtbf;+Q2z9Xig2H1`Qfeo=(6S!})IC(A5^=3Dpij
z3?1Zt2|;BNPeT;Ce^jXtE}VTjZ_se!&6&`nVs~*reW4Ds$HY*9Q|9r|LAnr)j9wn9
z*%(&;_DLc`9BTa`_eJ>2tw5ILljeK4`dhluWzhni!qJx5H$*$L`z-KRPODd`ryq)G)7Batd_>ooQpHxhQz;
z6@40povx5oH0OEk+h6$u!}FL3K+SFe+xOt2ztFi_I;%^wZM<^c>B%r
z)m5(HpM0EwqcO&LHVX~J@fg~Z+Gj~o(bR#6Bcv)F|DU!{2@ta|-t#W{5NYb`@coJI
zEd|B@n+4F6F`|S(>*ANcP)bHbdhRj5u4d)2j&jtRk8)NFmB{uiNVO~*KvIiQGld!;
zi~w5T*87d)X-GcrPSln5S=zl3$b}IR)K$ksW(w_Ab-vZPALl0U9uOGJqs+VpKgsSb
z+}0@{Yu+TNfM~ofXVP^hFdr4IkL!Pg-1b>UA^z+C-?T?`z1%tX`%zFBm}DyQ8~nDNk6?u?
zGQ#6c2&7?wFY=kc+tjyfPP4w8oY$qTeZY5h#||$5W(mRtmU#q#sHGu*RC@3f5J*q!
z2WuQ<{sGx*Bf9|kb{M64{E`slfvD$zVO9%*aP-*s_)Y+N*~kO{+^B>t_Bx5Z+$ivZ
z=RkSxn?5!D%dM{bQTso7Wl5@%Zj2K_Ca3H0Z7%huLneNgx@X=UFOSbQ93SN^Ix
z&PXYW!?>xQdTqDDF>G>1K|R69v3m0FDRr#^r6&WyO%vFNKwVZxi1jIfouH~P=lb$Z
z#gD%nP!3dytJjHH_o-PvIq15Dc6T1$({;u(PrIrt!;JehmENVsK|d>*eZ;$A3pQ4B
zvEx;%PT%P9QE7@s7o(3NmV4B##&SzO%lH1e&8xAH$x^@VoSgF(-sj;!T88~-53Fwd
zcz>WXECGM4J}c^j+Wb)0?yG~Ycu5JVn^Wrc?K?WjHpx=SsjhW#W^v?NpKk)TM1km4
zOL+yiUcRvPEf`1wAcg0ypK=vTo!|AX|LTdO{nxVC<_LfK)=2!h@XOe#j%_Eyb(+aU
zPIzWLTD<~#;EQ(qE{-ZcCzAYNLu8o(D6~;E2{nuiXr7#jQL8lnj
zO>;^(w4EINekoz+sw(MBI?Y>%iTl&DPj9Z8u&QthCf^yWr#@FrT>w6
z7LI0rhG8=(!yA1D&5k1hr-Vn{_QEc}kH
zi*NT$;M$1sG$MCVgc)b*^q}x`OIEnUy&H-)Wc2yb{?zNYV~GZ-kM~cwl|p2!R$N(ygt-SKd`b`KwLL?0j$clsDO|@C;!e5j{{i
z{_$+h4^cV#knUro0#gg7Sxa=#7ZPJzY3KavO#W6r9(Sr{)x246LY0|1`7SmBSN{`h#|v>`MEfJ
zGI6{3E#h}t0-NRq51YUK&Zx$#QxL+c_?`J7?L~r@V2Qta8k5)!=+X#!AXCDIcrTT1El>
z#y1P^_P;3hUiC@3SXbZW`!SkQTz~8#D5<}s(E9U`+iTz8e%>TSefqJXhT9jotAtNc
zef8X@R+Nz{YXQNYb{@_3oRQ991*w)`rj4^Q{%53^1BNEx6$FU1q>^jh6`{1~dtlCy
z&RT2y57S5u6E(z9Kp7jgfcd_t1xEf}I<16VK*p&2b3;WW3~~k}&_OP}#Zt%j!NWOA
z{L31IXxNVjY|Y)Hk4~fUZvXGE4l_e$zL?{Ih!RbNa;tqu%R+1JwqAOi7#U(#cijUg
z4V@g1W^{mRtzuCQe&EMQpr<4
zlVA%#1EhJgZ*p<1pktN}*LCgWEr$=K-J!MIe7zSURZwBpn9TL6ET_9L_!k^9Q5zI=
z+(k$8_gCCjcZT{c7w+y!!8~fsubp3V+-q_>%C3;^{(VJ@DST(ny|YDSzRPI~fd@P6
zvi2&&x{QY``y3)3zpamXT~Sm=qa#HiAw`&Hux7_3hrd!b*U#Qw4$9ygs;Q6J_U@hQeKq*pBY9Yoe|N`K~g~AHf+WgS)K0e=B%IDrA5N48m@WW
z`}K-JNg@2fT3GdYjw8e3k_Yfz1C-Es*3Y~kzgN-
za4l+xM0qaazWF@SON0$+g%Iuh-VS%&bFT)BYUKn9y;+uZ9zMNzp8*O3%0ow0QclYO
zgSH0E2LxrBQRWW)b%A_9x)K8x{kWoxLRxKbM+X^t;ziaQd{SCNXfpb!8|4Q9E2Uy}
zagO3zr{_@<#aZWyZF<0*a1lqvE^0(UZ%f3w2+#1lCTIKpENk33S9YaQ;`IChF&>H4wS3L!_b2(LZPYBxw}`5bZJs$B`KItGs+zd33m16-
zY;SfIuxcKmT$CRbfpckwlHrHap_Jv^sUt&I0`#`T6T^3v&nZou&TAW<8&`&KVwW5r
zQnRa5e>m1PRWE-Tb9%vXKW~Cb$e`dcHPO|bMVN@wp&ez)UkC#)6sZG4S=V-y8-`RH
zRnv3d=C-9RjC3st3LrQ9aAHM?YtBX6Pl(po>==Az$aG%FgJCt=aceR4iwD
z7qQs)lwQe7)@PE=h*534Dn1Pz?qJa4oQc5!#u6F#nKb0c;0UePqJdm4m@ZY5z$C!N
zUf^`XT0{tcOJTYK2f;X1#fG{r`=HIIRYMt`)8vJn@r*x|?x2ja+t@
zvUFg%BUW#hrB3@}K!y9O!V?o|7YY
z)oe`Z|B*xy7}>;aM^gc>OnHHCyj5R+pM)1qe-RHc>A9c&qiBFHG0@xbXZe#P?0p<*
zE|j!zg8WiDt7|`31B1c(ukebEO@vv*a@h(8%ELXVGwOa?;gEnIFb|~^9dyy?iCH!{
zG^QkWFC~&w12Ur9b_u@IHW<*^C%ZC#m^h=W$-EvQWKxp4W^YoW0I!6-9FVRfs&Lik
zFyd{y%2B}?R^)k&g3}FW3Ac+Mmo`_vd(mPv-QkB`vmc`hlqI0g-ZHpiM%-j3*Ck-~
z@>|dZGYr#L=hHH`lz#h{)&~$h>OfNpMMnZJ)E)8DLm^-XPs7pk*QA)>Fcwk`
z1Or)+_>Y0Q3~t^Xqn4-u(B$2+XS#fGD5RYZgd(vJl-#lye%gq5Y^Q25u^kM2*9{1w
z;-J^@bYa?*2-)p7)3ju68EITlEL%=Nr|#C{^qJ$byQchbhKOK=I3tZ-{$K9)xvZ5EcU!S}SosMOL`wDQ4N
zZ|Q$QGRf~m4rdM18euFC`1ovuf8vM?z2jx8yS*w`Tc7$n+UK93$9I2EmxgsUZa#(2
zvIhU=DzUF@z-L+_ev*)JYc3vbGn>)P$UV)uvKI>pO$^8zJ;|r;O=3(J2^+5VNwPdA
zPzduK5FdMWq8!A1nUM1C^|N<9j-YvX$7WicSsqph&Frk{8%L9V9==sQp0*>C?8a3v
z>VgQ=z;}fg&zZ;S!@+SVO3h&q+2bVGWd?ygPSmc{$Bm&LpVU83&p0?|
zBQN)=H@E54Tzq)E=$HZYBfr_4^qWklddJ6(p>n6-37~ZCPQ*)dMh9PnX9OFh<^Q#+9m**6Dx9L}mhV7as-lEc_
zMfBO@l!~*k3*B1p4#z)WNFAnE&2|Jyeu!lmqR9;>k2BgE5lTvG2;`BhBK&YXTJDx(
zTsGDDTZXHUhG2581`THO`GxzleAos5)q^@YXE9W7swi>e?Rs*GjQ109LCWkS_<&m>
zeBb(3r~#xbK*ur^Xr0gc?Ud-cigSLoZLO&se=3OLxK@1CN~L}Dqus5_-|j6Xfg8@G
zH+y57rnAgu2;_~b^PUvuw|ZHQ`RIjCL|h%;XhhlC1-bG_7%h9PqwMV~cv9~}$S39<
zW*jX{5&puzFxW1h=^k{>-Ipgs_l{O&(yju=3(>`jnFWVs%*{_ekEI<1xE?lKx+Ca&
zx(f*=8_=W$UR}h1;`wJad!q@Zy1?B$_
zI)k{Mqxaj)%v!F0%{YNy3?>zVG=PR|9gCe6Qz+X}j?5~W9oRITf008`ji-!VBWlkV
zE#|Y$72&%Wb_Cn+O4~chK80Tfs-QkYEFX20>K_%yc`MyFze<_YnURq~h?>gXGUL>{
zdVInxHw$=cUQ8Y*FD
zJ@bGGIqczA^+?z7UC3+7oQA@@`lg0Mo&NO}49z==6vS>*G4nsS&aW0L=?dWz3tYL@
zwUjqJoM*;~^%XFl(bj#gy{N9LZq>d~TeWSRN2rR0aul>@-8o3SuM=;7Hu7?jbWKO~w2MG$T5F|GUIt%WJ^`0ON^_CC&BVXKg0Mz82foUVd{X6VIL5X(
zR7T?NHUstk3U_rUTCLkTUQ$bPxDR*C@H>V{&w%aAJ)x^3!ozFDJ8~8ab@J(Y#*L|>
zdt;@Tk+%A{HKDp-gPx3D5wc3JxYk!*JL&SkBVFocj+=rQW22)_d|xNm{f*&#E&hHc
z(b1BF>3HP}(Lx
z>h?hQS*KSb@p(iCi_r)(hy>CO&ekBhr(0g_YjV%FUBIV7j?I?Y^J`M&a8WECt(K}G
z{SVrqPfa@O0z&P&ck6dX9*x%*G3JhKi51nJV=EIoTEhJ9rxvpn^bsC<0w
zC_0E%o{}-z(z@1QLIj;2#;jmtk%aT$Ym-D%jre682
zbtuyEsaAzCLRs%F34sQ@k@S@QKV3bZCy4%=`UEmrQPiSv#D)Nba+)DGt#X9oeSgP{
zrdAB)Cz<>0s1e=8z=TTiY-m;lu{I^LjT|X5lrlV*KQ4;cce;J5y
zS77vgkDp2)0(}O|5xDx*%7pyIL&Dw*g-54>s1K;r2QahxfB%^qK)uROdv^(?DKd?3R$M7jE58ZsPVMAXr$Z^6mKGiv$##;|24ADI$EVy@
zEQlXPqZ6DD#`%+Dt{|AMsgVQfIBO~IRACuR!
zk+hVO?EaI_I7%QC+2Ru|h~7W;hAG021m%)?+*8(d^*d4=-h)4&
z_6TAZg;;-bOZ3g-#`d6FyPqIjvlB?!S)Lr5glxIQe_$j^805n`5iYCR?yc>G1yJ<+gYxsisjf=mbFLtJ+{xNjhyM>kH~mSVFRcsE
zw(7D49r{mB>e>Gaj>ok0Gb;BP;h8Qlk|+=NGxi7K5|;*>3c@ao0W|{=F3CEBIs4=6quh%FOT?3ykO3vkI$k01=uxCb7+m*0Ziwf?A2^XFfr&jaA6+G1+-3g!*{S-
zPxJ_^`d5Zt)I|ceR!lJs3~FCC9Xv>{i0-lFHqB4L;U*3Tk0*YYzSv~m`@*;)SGDKG
z#FX$b*~BCh7QhRnTs
zp*XL=c}vx&+N`q;N&MsAt!_eD)!=D}z!}!t+%o2FIg+1=JWuBi4Td)y)S@0VnXIMf
zzV5<)mJ?vDMRaqNP6q|apk;B1d~fGO>pBj}7%F3)Ok5|NyeOfpW@wr+{8@-!^)
zeTMBb)dGqJVsT&cVFRWG+|VcWejxgIH@Y}Dy`9mX{?DO
zxMU-B3x(bWz`TM7o@_ZV+rIHWJfLtnT)h74h`X$s`8$dOt7?flebM${uX#$4bW&Mf
zkIuRNQ3EaH^^cVPXbGRv%Vt=4RZ5>>j7eRp|9}*68bkiUP)S>J3?S1mHK1YXx1rKv
z(9lH@(FbFn_^sq^wJq?Yg^GH1iA9CQgS8qQZ`@L5+-X%%-fhdqljgSyjTfH`nr!vS
z;%9H6pOhCRkO$r`8yqP?aiBO(6n__K7zl<((gLb4OY!iciXT_o$wXG~{UVl3=FIt7
ziPq+D#&^LXf5fV#_;76!6Ujuy(3;O+H6m;$6X>m48SIJM9HFoeMJp*SF&jgh+eY5A
z@6h49-zFiFRi^Xh*QWW+znDj7&|5dtn!5hHfAbsH2l9m!E2|z=kNsdKZBot>iS>0N
zEd#AwYNXk_5xe=-{jfgP7aoZn>`Kv629Efr8;W=VPr6y@;lrF%s8#)7)t9(n=ngJL
ziTkV1L!K3YQ;~a+1H5pPjISgCukC{af|8uUVQ7FT^#hHgCx;V%`+?(?%3!a`MY;*n
z{Hu~(&O`{Ie;I+z%JubLnmqCdOjl?WgZdPy;%_H(j`6u^7nzZHU!F}
zK(Rb}HP}$BqCuS0~!D)tqJCC3iCLrz1#OnG#vFq_{PaHv_Hbt}HzW9g3l&*x!#9$`(BA
z^DoKr2$I2`mIE^}<`|#O2YrKlGGmny&y?fHQ>-&}+026QC()D2
z6c(X!U*|vt5t71fA0_RdSag)JG(_+{P9GvNfz&C*U0!CHCWMN`POV;l{{_ztGZaeU
zI&<>xE4G=uTaPBBKeO2hqZm+zZpMYNR@bKp`3}{-Jbc0QfLo}lf?COscR{q@S5-3q1eSPa>+IpS^q-9E{(jb;hK&r78}}!pi5=!4?-93nQD+JW(IC937Roc&
zpn*Upk(ML%sQn!9_X(9f&2
zq(gG4ifMRyev##=GryE`5%&|}+es0<@oib0b5R|iO31W-yOS6JM`o#|JyWUDCo~1#
zS+v|3MGShdvTF9vJ)#Bk;mGa-X%#jU
z(`WkHP0Vj~PX=YNaBjZbuCp1TiHn*FUw^~d4k_VuSp$bEt!c&_O;2(9V$&*Hu>
zy9qWZR72wrm{qdW+0VRvmw@K@mB>?1H~@IRt;^y89^^99dNbfV_>udpfA-q|(C*pd
z^G=qdmA^SKQ+gf`{dvk-;@t;~*5u%37;x#2#*HDxOdPQ-;y-<*3Zm
zT#1eVq@k~F^|92VYz6iN)q!dEsp0Fq+my$@BOSub0ZnH7hk|?B5BO#ILimk`lXguM0-Vq_Pud5W
zV@xBQ5hY6{J|CoCz`6=+ujoikCn>t+&A7n8GO98|dzq-OAti;|&uFOmI>wK;~otA0Rp<-u|7)zydkSANz_R53`&)3Q$}Oksks4&n@Odeua6qJ0ZT
zWFY284~ml1*4$Bu;_Dy={U#{xkT=GsJ_ey{h2PcuzA{*W_iijG?2cOUS6Qo`7$UdWm-++d6m>8+fA$hX1)Fx^pgyY&pG_+^66*0i-`Wxja6tDT?Ow451qp
zP{eVrvFR6zZQ2FVk#Ze-lOmj3H-Rp*p;^O^rsyE@l(PLB283n@zQ?fVDcwGDt9`E}
za12)4I}&y4AjJOJX56MesL@p^xXrEMN!XvbyiJT%5^kZ3D7+_w7(ME`>i5QsXEPH;
zN;iw$9k37o<=`oI;6FY88EVoojaywixX*vl4_H^}eMtA78N=&eOQv6cU`05+TqK3)
zB~tEOB**NG2oxh%QQz+TU5C0@@7onSY+_dr?_Oi&GDr7LZ=PkTbVRiyCdUw3s5{i6
z5*&(_RVag$kbk&Sy!*Xg`u1J_7}e%
zydO@Y+`jWt$c0A{?&BjV?R*K+_oqsTXswgh7yQPY
zlX>u1v8Iy_GW^iiU}N!#sir0Z1WgQxyG!coI}
z%?HFCE%6`1ekkVtvx{kgPKTwZ%Xvt3`MqP>hp)jHeb(?E&zsuz$7#BPJ+=f>gI~52
zryCU50shcVS5LZObLst_zOvI5^y{?JrD~y>=t}Yj?1CMFspr6~jo2)Dj$2KNJQd}1
zktA_PSjd=aMwq#?se`@*G3LAI_GP_P7`3-E>5fbzX8C(xhG_m=;u+V^`c)y1Ku$%4
zPCw08RDc~}s|)P}Et49n66Nc2XR=rDEZIK~7dRA*+Jn+PQE&Eb
zMn5w~6~ON+9%FYycfG<6dV
zJ+p7KsPoz2AX@0fww0tF_fIY>{f(e`V0SXl+s__$wYR_x0IJJA?fOqw{2v-l9muBI
zwm@`-0-6he>YPpm(qa2LP#^=-+m5s6s##7L$_RPS8IT}6?eLUpQ9(;ztBBlravQxxN~y`U5q
zbob*YgHnDGN_mxP#BXORQVhlVq8my2=;sSk+E8q3AMZy7uP=
z&$$~rLKY^b67R}gtWUP)wAESvX*`&Or+nMzM2kTp8fIJ+eViEK;o#cwO$Pme0UG$MXdO2&3V9*Mc?Whk8
zJ(^Pd^(nzd@K2y$)TpN0!#HD`3-wNgc*>=QZ`cwSePq`okTh&bVlkN9;+My>m<8fT
z?<{o}u9SCGoo4SZoN}$!nC_Mbs|_SIO#?FE;8VoO@haKbwRG>JWKrh3)k>+042^FW
zgjE0j4x1uFh3NAt903STLyNoYcUym3C=5ONyw%sJEX?6PL-_FcLABZQpt|n5xz&$|
zJINyMjh*#jkI#VjidKh%gkXW$)Js68++;T9F9R+mFX=$n)04Y4HzJF5bT8DS_DtQNj409jL1+e}3Hcd$^Fy_$)lQQ=o
zcj)AOn^eUAO@7Bz<4q#etX<5?3+IWFV?v
z0Z1v0l8$#oBL{Z&-~CZ}QmI++>u~1w-|exz#i(bB~HVKc1kxxgB&ag
zFj&Tx_NRA)Yyb_o#u#vH6PWH5xf<^jZP&NdBV~mn{_JvU@kg!ZA%P-}KO78^Fo0Y!qLW(W%OB-8JdK>M3qnVNm5$+iq0>kSZ5}*r4>zB=
zUUj9{kD2P=F1n~6?xva7G1@baOkA{-2Ro9X6a_6#Jy)`H+S?JO{f@IZzv>ZwR{|==
zXJnDqM`6uL5OgWMJs7o-QS?$BVC)L!$0^abh^(y);$&Xc#o*W4f-r4mOo88@pe`YC
z+4vQ}9q{jOrQ_fm@dV3pzBK5U82ZXwqx}(3wa(eb;%QkfXw_(yA5I+fX7t+iX?v$)
zi5@LsfK*9PPlIW&jMa<{BkbXIL&ltD8=$j6Bsh;T!h0B?S-*j%=B7}Kl3-r@R
zah+H;(D`@$MvTAlYq`r~2c`TNo3x3SsH6H3efO-7m&m!+`hc@1c;NZpVqWZ>MvbzS^|tkbMm0`
zi}vN0H*_`zAD=pA%%hAxrX~rDU(6o{2mS%#ENUQtcQ;IdDeP0g&bL|^C^}n$5Bpib2aphFj=Li}%?mRQ`~{TU)k0L;
zOz++kz%nxwdzei4xhYen2%`WGWc2yBqhAz7^Ds&R4w4n-M~RlmH!v)^0F@6}t6tE?
z{5j#ALFv91?Wb$C>`c8E_4M+#y>Zpp`=t{n=B6a37ge}vMK$F}6t%mMZ(04)U>H+D
zGa_0We8X7scC!i93xS9Qg7;gyPZL`6ZeCQ(N+|4d=WT
zTdu(B+YNDU^2N=(m!dLH%kPb_+WD<&nDCJ(rE3j<8=mmYo{1Q@G}mnDX!6m5$47e_
z8u+Z9?ib_%0`Gf19u!_FiaZ}F@-oD^^b@DldUa5XvLPIBFaG)VEr622N!H9);8&~$
zM^{cMxNH{0*;U4;*U`5T&Iu*HXc?)QApB$C2D;J!9EV^nRVS+l?!1Z8zWyWf;9z*<
z`LsVbCr8prJ?Hs=%pYuh?AZAnzj(F*lds*-Ewv&E*pEkFxZLRj=7bmtb9RP@YkaU<
zeB;6W0c|dP;UO(pa|#z>}o;;HGdDU
zeF3K2nXp)3wKH15PnE`2otA%F@}@niT3DKgK8~F9r~#M>mue`F8d4=Oh^Xo6kjeMl
zy#}#D&gL?x)o%_lWFpA@g=9=lcY2K9$AiZyu}2FEbg+^4nhwScUh=bkTfjm|#VC8I
zcHj`9wzf(7@0)@g`@aXf{3s2Sliqow4VrSRL+$ss86k6NT}}o+%}ZSeZl_bqFD#_K
z>Lj!mEBEo3FEerdv_}63cM=(m`4-G*<<_J{Oi_Z^Qip!YHiD75;M4
zxlO;ttMk$PjELGeXPtlqmhFRB9%vo;-R;f#++-jCc?x=a>0nH4)_HRdx20*sXWIF|
z`NJsmsjM|doI{x>YvCb{5oMcn)A^(EZyh*zi2Ef`z2SzfpHYPLxnGB;4jwN?TQWRd
zW%=Y-=Uh7qjoNg!unGNj?#hL*(3~<
z2(Cc6yFOgC^Vt4C+X8{o2Bj5k;o8}gTUV+(63+qAOi~HnQ$8A6gT(t5hoeTyJ
zTrbQ@J^+?E0`5-17i+$!C^2A1URxRHxc~8raBa;Ihft!Vy-veOC|&=-@fb&bBSRsp
z$3VoV9
z59T1R{Kg?GFFeznXs!)B{x&=zaWH~Z_pXr`ZTHiRFNOE!a%WKeF9errnycP@>4x$3
zBZa<&ya}*^xKFuWI7r_{5swv_5lFHux7iLEq^QEcFy0zY4|&QWRloC~AvLv1S+IXb
zs4m1J-eQOMH4r#I_=o&+ZY}vn?J4O?BfP!ci(2C>BQqdlY4^7>24AU+#O;^kJY4nI
zFQbnvLa|&gR@)-$?~}I6s}h^Rll>M>gX*^m$@~fI%qTTXtRTmZP?Wkn`04lo@lqy>
zsj%|&+4Azz=m#U}A0aZ9ezE99gNwhUiF)DD636`
zWB@1sDIXZFk$QHo4#v&_NArJpzz?Ej!7vo=?YBMo)iJt-W2p99Qe?yWeFJ55o^b!X
z&5m9|llVD>arDFUuIYV|eX428(CON)XLw8LqiekK3KLX!*KG7D#IJw$>3S-YD|Rl$
zj;vOG-2Gv<;fVQyq#aQ0O&%xc745kbG*^tM`_Hc?MOM}&;
zcxrlj>Q0=T4UU=lF9~MO?sxJ7<2obrfw)k?*J8csz=}7fetnxpn
zwV?Iq57y`^XfsHGtz;F3kab65$!TliN|5=1Zu~cQpy}i+6Cz;FJ>;)W#NBhs@0TvV
z^U?+lBv%(wJfc)Oz95$qTDkPDjI023m#tU&*gNA|;oWh7+b+hs@`~=id7v)-6>k-1
z07SA()moH0GlcYL1`sJ7yAJ$={%1VY{^ShLC$isTCt<#g2{0i2HO@>Y{D*?ccwq=s
zxn5b4*bpsKG|K2dQY!G=X~VGnj;mYnbKSYb|G`Kcqzkxe!)D8OE11PXA6J!_*i*)C
z!_hbHbL+bGw2i2654i8ZTL5OtV?e2jg68T2dN`bjMX>m+QrRf&1{iaTFjT)S?Gt~&
z@Yi6(1@LbNV(Y5SmfaDM(AxsfPHg>vEzC1>_lzgqP2hP_b}Qlnaofd{`Q(?IC;anC
zf$$OwiqDW!o$tU65MsW6u-)NMaa|j~cEa^gyETJ9ND*&Onab3CL}xU(DW!
z{-9t=EJf}P$Rzq7#|JRxLk_iXK_$J!fzUsJaOs%5CUXBUtL0vNBYbl5`r`P^P3Ex-
zP>6Bi=Tf~Ja^rmMTxmjry5&?Tuxj|hEA{Tzo7JILM>MJcyPmbODe4`>`a1N_2
z62|5DkhP^l&^sD}6#o_Hpzb*ZFe6UMH$Igw;n;L{x;9(L$g3ms6`L@j$qcF^@*iz9ZZ!pZN0Q050=FkZE3
zvqLD%9AKqME?CF3HHOz(O^t4exBoPbCv-co`+Q5k(eeaO74zUcCn$2SkD{WZ>82^_
z3{;eA5MDgtG#GQT;Md4QWR4g$2Cm_&6nDXOy_8KphEXHZCOuk-z;voPk1era9Ez&v&I8wdmWqy=Gu82+SzZ7sysY4
z_kJmFM@9ICS!8!NFQTp@Xl^~~ME)H@o#pZFxsLLFPLzV!DXMo1H+*}Tc`CywL%egg
zN1k_RUadotfLv+p4V*vE*>{^do}d1wbg8Hud1l%0$mIZ`iY>d?dTYfd?Ne2E+VpFF
zj|jlP+P+1xf*8QtckzJyIjW3hH?EiCs$2b1y}p*87K9uc$bs(jo~VgbAq?%`W|h*P
z(=y)8mNUi;7tDNn0X0ORi`q`K3f}mf_-b7++jpov^Wo&`LB~<(3N7NdB~Ujb(sQ;g
zdbm418WnXx)@AI132%;eFjK;39^d<9GsK1g0gl6>)G5
zrl%++ROM-!67w`f=|A59)0!5%4dvAwXG~iH+tt)-9P&=f|T9F8D-Kr`ZgF|)0Z!K(x1sC{ST3puU!)C~E7P}{<-
z#g)2VQ?wSw3x-H-eMK(L7zAGK%gEDlj0_63=~l@TTUUiPvk}%iPJrSrEI>H(Om$Cr
zd%FxaE_u;Jz6K(X=>YIC1N6i_qe85p9Z=!QBuINhj5^O7ttm|>M?CNG=Lux?ay8No
z`%Vi{T`$_Yh5^^8?SMY1fBUBBN{d-fR!;jNqoaF9qMrDY<
z>;A>n5|j%3y|E3L_prSqJ-skPZ8oZ{kv=QNYkqApI0rzV7>93ep%!kkcwN33@q7zi
zE0SS&%Ko$f4a95{m5eWMMLrChY>i3ui?`yWFX^vK
zB+fnhj+UW54uZpz(+z*0rTQ|YxKMMo{(I?-g)y_$>W7K|Es~MasBfL1Q~j;$w|TeUsey!1cD2&0npy;X?=J{dl%SlvlO2?%qR7(SH+SoQwaF)ZX7YIdhuf
zDIYNF0`P|OA2(eY<^C7<-nKTfE;iN;03RBjyA0%8dyZZiAY(4$0HH42wf~p*6F|B2
zQhfb+qSrff^A%w0`V=Pu{CUrK!+p_!j2>$gE7F=)Mh!*Cc7T{y9Yp}pY11-o8Mt~K
z63Pwrc|Kz^*CpFXQ+Pgpw0!7ban$hX_QTpiD)XQEnb4v4|7-)l#rvc}bG~ZEtzzNl
ze*dw`0?>W`pv6gBZ8#x>p}vsS-_^((Z>8C-{pVY!rah;K9U|c(5yLns(wHG|<;nAc
zl=}=_hF*ez*1nd}vjFJ0rA|#cfU~-zzlWRMs#??0=B})~w6k2N`8q(+N6A5d0#;vJ
z%f8)nP@wlj=8VfToxPZC};AMfL4rAf~IHpUg0hdlO8J3T6Mrv-{;9VCA+V#-fc2mOPA-#5G9litM){{VHXnl>%oBc&6+
zmzR~@{&$Zi+uG}z4}Gy_CN=aD(InYeB4}6=7kfQ5!d!Wkc?=OwzCsx3(xhy=G@vojEE*z?>y+b@j&$e^ked*x-ucEO7
zVmVMmQ+qDbx#L1FMx_}pMS?#Agp&=zH@n*Q3;N&o3P#%{aS~@-w&Ny~wuf+)soS$g
zNWRn88J*?Zk?R=|y?3^Y_*qr(XECY7YDz8iHDo|!@}pIJAw2{>hR&f0)02XvFLp*q
z?T5^7f1?>b2mcjb&q8^|v%PR@cor5g9&jX~AS&+%&p+i@MaN}kiXaEs_4wE~>Xlyq
z(lNgg<<-&#;g8oWuH3hrzSMCn-2(k1l+1af3Zx#T@})qld?9~5y|lXYsBZlG4`q~1
z;vr9zm$|zS&3IJ>eJkox)c4)Rju<^`_Db^RLImmqSrmP}Pm+}xDp_?uCA-7U0AWnh
zg&Mk2cduGlIUG^YnlcO%dCQ*3RORh1JwaKW!oaF3d&Jxr;)E2~D-EA}fJv^oli|aH
zg#^7fu#Uxl<||ceYgl)M^K9?(|5FhTX2+hMybfH#7~W`Z4Z?hZA9?1~8z%cgwpj^f0WZ`{|2fEvsGpYWrbBeQjjRDOW8&K|6P6qIBh$|o
z$medXK@&(8=SqrH*V{5SH|Hr$l(W|x(1vRnxF&%+ZB>Wv=ILCGJ{^qgQ
z?s6u$K~ukcndH65yaLO{pBlJCe
zYPzd2Jub<#Z+h{FS?CyiNz8IgwUCs*eCo5ND!YHK=o^!Hp+5{4YzmhyN#g+3VnbEf)jmh^9
z?^C`Tl3#!B3?pr6|IHiU{oGRBxCTT1s*-VB)<2ERu;w!Y0x_z6+r(%+dqnTzJ`dmY
z`D~(aU$$H+lH7$VZzuBa2+Cs_aT>a0%d=wp({>%7mVU7EI*jD(4h~F=`{sQeA-j}U
ziJeppRj}7FYOtw`tzkax^G&mwj)DD-Zb>`Dv_S*z>$wbh*b4bP2z2pcVL1P5t|&0r
zqY%o0(ReKfYdE2l^v_JLwazgaKH&d#?s
z3%pA738vJ&Oa`*adQTK>e5%6Tzy_W&=2M)NROPG4H58>}2|Q%K^Sesjv7My@1BTz+mK7q4EAV=5n+bU;`URK$;J9^2krX9b;r1utjjxaQ`~
z&-YD`;lVFna+dm9G-4W~7rJ@iV}7?DQ#XvaOb(2t@K4fX=IyY072SWRnc^JU5u^*>
zr9}dynoig~+UzscNsX(|+*G5x;BU>`|N1C05TJwWT{uRRHXO3vOaBM
zck;Q3zF;Xe3s?0L(6EU1VvG$?3V#me;}Rc?mGx1S)7`5b_y#26@~*3b$0q;YJYC4S
zIq*sg%kIlwbq=rnDBr!fmtFk0X4^=lcfBvW8`xx(o(|ENZ3j{m0jwd
zR7uNFA08#k!y3Vv9B0g3_IY*)v3*8l$3c-V@EksxzE^GwoJy9<8JL|{jKLyv4LP5^
zZIg`=2bHcy&wOx%$b26Wr+QC0YS#a%W3De$k3CG5K_5CoLCA}*SSvGt@qr9wwY2eg
zs?bY&Y{@;4L4iudC4$+wZUpwdO|lNIWw}KM!6Hufp=o>A@V<2}iB-!P?HH$moz(Ec
zvp0hhRh|0=-(yq54kM}gg{wh0+l6wW{Ca!AY7Hnz)plkaxvS4%h_Uv$D=Zuh1(k=k
zS9k6$Y9PiBzl(#Y4l!4&AU>;`Lg*PDS7q1R?Nwk6==R7C>@5@Fm?sYsE-$^RjXW-UdJMcD~8u9((oIUjmjEe|6O
zB`c&Cm9UN3V7Mhta8o;LG5<5GWEBui)X_;c0v>Y8`O
z#=k#r2)-5W4zF@e40_uQ2bTKrPj!qO<*u!U*nVV;9i8TQd6`i;Z%^DBp=SA4IU)aY
zJGFP9CpLZ)pY6>TLp_v$|Dlfz7k$IrobploIXpgD-)PrCEcPqsz1M&@nZ^Zxzk9D}
zhrAly;(<$#QO}}b4?Oni8w9kcNsZ&jUc}d?hiMYP->@1qeK4}EwbA*&AIAr}S|i{f
znxTxC4XF1|x;VQRNIE;36w7wfP-N>k5Tz-C6A*|aUsRG72t?YZB$V%TMZu=HZ~VLR
z7w+=u*uz8S7yTdJZvI4~3q>F5@t#OU9NyYBEln~cuj8D7O&i7Daemu)=o
z?=ano5}lnQl2#)RJ3l7#>n=P)>Q~V&-1ztx>!5|?j_c{DY(~yXLq_}CBw5#!QBn0z
zfS**&Si99mqk2D{`oJloX!_QEvCgpHz~9bdMXc8%Eaphx(Lu^;#}E!P=NxxxkJQIyN&klbw*54b5XH87S_Xv%ID6xeq
zJzq?&Yub7?II*JM&B2XYyiW=9@u{rb(W_gEhs_14nLLcQ{&r#ZYbj4|@M?Sfm5;t(
zcD~2$d^=j;{xiJmhe~HEaB}+i0JSe{l!Rkn4ce}x+3#m2$u;nPJ=Lc^e|l1d+f|*^
z0Q3!(GpXu?F|mdV0#;O|)%Y1*V&hjupYRF0q6+5xH&c>R?8vb{;ZiO=~5K-5>p83WbfIu1h^1A2Aqn=-Gu0JR!BX`ZB{;ArU7_)f-zeI&0E$7L}
z0N;#s_-6zHNw6TqV>#_Frs&#Q0EzIe@CD;sZxdsPS*kn?%-#!u)Dx7g)(0TKhM$xM
zB+o-X8?Bwb8jn5|nZ6^}hN~hnU=9)79b)l9C$iI7lYC(2B03?~ZSlsukY)fkrT<#8Vl5!sC&IwhsvCl)W>Q@2Llbn)06x?p(*PY=!+
zqIInd!LL0!Ojx|*u`#g7)8@dtyY_fDjXGn}@afGEC>4trzFeAU_0g*@nL6}Pee@Uh
zIU;8J^Ifv_7ZrZRN>%-j+$rgp3!6ILT%Q&v)9rt-wiK?>Z_D-F9GodqA**tfgwneY
z4mKxT4|@zzq|r@m$mQgk
z_~5|_CB&ub+!HnNXr6#oJ7ntziG?EL2rO5V%ht$3HN3rA8ryYYd+rXJZ@OwSLAYd$
zlKkjBqQpjMx5kS40}3}9E2oG|yE(Oj$Bh7vp!sL~cAGqUPyT$1P1i9aWV+9^x^qXb
ze$v|t&u)e1m)ZG$)>YlTgNwp)=3PTXHo(r14E$?4xrWNQsdf%!RBMKvnA09@of$U$
zX4MIW_!l0lMWFDaB2Xj4wST>le)OAY#@_7y((ZVAN~Ff{SSgV746?fr_Y60>2(8K9
zdtR;iu2ft!b~owz=ZB|!W2?`t_9>`<_eybe#OHsbeaqX>%UnIFPN(Oo&zab)@O
z{=&|FZ#htfnvf$Rz~H3VnYeQrn4j`eK+GoUQEvML?3N~;ko?IRCD%Gz-Q6q?`&a1k
zf3Jfi#THD1=SBaklkb7S)IIPUO-CV9;9Y1{l;6+g3zy@xj7VC445^+!DkZoaE>syf
zMU919RPGH|A!qQR4!n!FD!CQE7!zaLvwxG9cLxT?-;Rzs?E8EG%oSB#?i#(@A#V&O
z#}=e$`tr?$Izs6BB9$P@XK@e-F{>|G;a+DcmJQGj)bfUY0n#T4a!XP0m5BV{yl`Yw
zOT9`|mN?h=QVXo}lh30krXTllN#$4EU-n!Gvie0bN&)x}X7$u82W;JfV#7AgkpCy$wa{npJCt0kGZJD(
zUsKj>(6LZgZY6nyZ))Mq-p-CrU42fF
z$zXSf@o)mc0?G|+#7A7u`Ut*+mPVS@n^qSP!z5^tRP9Kn%rtLm+}GvVoduF2PV>DE
zt^2yq7#Zri+50xJgt@D_c015>{RuAQOVZXK?0Q!tZM;=NP@Q_#H76$y=U|kap45GE
zDQ!f-5f*V~KGNwD#Ts1GU9P+)MzBIfW?-s_1V&WOE+D?0YTCgfwq~sG81h!2<40$N
zDZx?SidbK+=kCO;IloCOk9}6064|JjLl12Bo(q?jil8_x#y#PFTg;Zmxcw|WLL4Nt
zh2*Qc`LCoH+?5cB_aNnbfoTwLJCaT}dU#~6E1?=OZ1^o3^9u;u*+-mjkA
zlj1*l7~;R!_dN1Mg$u*@KywvuR!?8!x(zX}t^`N78NW)ZPvi~VQB&g=WVD7an&mVL
zC2XG_S^Le1Wj=8b)=%KswGlPqefRyJ3C`g0379Q*&pNt1K3`bXJ9Q~A2`Z+vEBkJ9
zJYnySp*U!zCCdH`xZX85Sc2}68T#{fTlUL6c;o8#cyO0a|M$0`=?NuRhIBrZtr)cH
zVpkz+TGFzfRYk^}Wg?KedHe@jj@WpR#qj>rE_C67-VU6imzn`g5Z+ND}99KR?|D%6S6)crxNT0{u
zgI5g!F?;IO>(?npJsJU~|3xB)0DIH?Zu8LxVDP1QgqI7y{x4l!VRm?d7toB(>w!Q`
zhyX<(K|cd&kNv%eVdIFPh!7hML7>%}8n~kZ?C^^Zz8Cu*aLVp|CIa*_)-OAM+}@Fy
zA6*Ri0A*$fG@r{le4>r-6Wb)||5bemP`CBc7znFr*Bh}0c5J*i6I4;{*2kj08
z(G+ipHBk>gSD|`4US<-5tc;Df%h5DdaLI^(M-d`MxMJ`|tj=nn(=nMvmpLn{+P|eY
zGkWm@nd$M0^AASI-$OE{6qhBh@35TsIi&pdw0Ti{az0J~dYD{ZFZyq#!dxbX$2|VT
zMCZK(4WGCI$#;5hI?;|C6>{O9eKU|mbuow!w)KchhV9s|-#kvXz8m$N&a0Q0QD!&l
z(-iqJC(Eqq4*DMC{?5UT$<|3LvZ%nVE!j{*aHY>vyYm&U;mLWz9EX&MQ!ku0b=~-N
zUa43#3?i?q@;bvK7|NP`s{D?SMim6ezUZ3W)Yus#R|6VAkPgQ#u7j`!!U#@Pc5CYv
zj#WkCmW?>5@O7O-)0NaniF}9cN6SW92b%M$?j?s1aqx-^GiKzsg_CjdVkW1QK|S)2
zQ5l0j+6P>Ig-1z67>}%s7`%&2!WVsm)zk`fW#U+LLb!zy@?cNMwKOPxJg>&&4^PuQ
z>Xp9q)YOjE!O0Lhybd|08_~o=Cmm_sPT`6R4PP3s?;*lSx_TDVn!xu^92<&JAh$bQ
zNM0RG!o_7G_vX~^!DC&=4vJ6kQR9?CRRy+xvl9x)O@vl|o}0a`N*)Hp7p$4CznSah
zp?_*ZPU$+dasZxyDBP7
zU2^SUgrS16e-aZ4iBT0ZHcMTNMml#>5z1fCny$2M>E0Vw{5`AHrNT5-F6D;dZLJEK
zUzaKpQxi$8>IxnBo!ls?{Qi+aq1}5?-~CFVHs$GaW{3K&TJ)Rj@V1c(LqR2HDd==V
zR%LEy=~~nfW%BL*kT-fz708=xesak`eOrPD-bm|6YfAt8ui5;V$Zyi@vsMA5Q@P{+
z*IFJu3j)cn$m<3-hTXgG>v=<`rz8X)0!S>_p6?fwT5*{ra2GZ4p!!
z4|5k@)ww%Av@7dH4_O)yFyZX@5?k`gVnU^PKfzc0Zu$J36L`ht?VTvq`do`DD1vm7
z`|Zi7(`(1s{|bvBr386&#X)O@zhQAfp+7n>ZdlN3udV~~6}7iO-{QkjN^fYrZD3Ip
zUq^f&x64?wuLO3^R>z}eE(3!2GM1W_bh9d(--Tw)nr0Y0ZCf)+5ug3+TQW02So{q5
z-HDTx_Eoc$`ua1OjqB{1zTv9i(0b$CHIYdSH8L~z@>KtA5uXtiF1P4K*cr)If;9r<
zP&O)V^Kjzr*=uP`->5f1vdTuJ_~qVahgb)J`vaED90bGN;T`_P+{`U4Kc&c0#!l~i
z7#9vEv%q=a>hNl%mT=yNvkTKG8@cOv28_2#!xKx~YpjW@N0o)%E(u4SH-zm5jP&EW
zzELP6tUcD&3l#EjQt19jQ)#7IOLc2q_^Ks_3qI9`I#5#;0B^@6?^oh5*uqp5Tt!y7
z1BE9OEfqt5-#xDxqCmP3^Ab0+u&&+vwk?Vcp=$q96-+VkF$52Yq`?4E>zX&b$|9BP
zr4Zqkajaolo`b;5{D8_)-y>f5#4+mNGn-^&aUq;(L;Z}uh>ORz@r^)6XB34C_`up1E5G2Q)eZC}{5JtN_>5S5n)i<#
zF-~!=eZ7L16qWL3D*N{8afA3k)*c1V@9MQUfSJVw!Ht(`t;}VfCMBvfeJUxoWBhr5
zA=rW1sQ$jlXx0gzw8)tZw64NW|Fq*amdTuy@LeVNlNMr_PsB*LA3Jp!8F
zZ}Q0T;@{uEJV`k7HIS748?x{Lp(M%?&mNes@dfA_MdyHs%Jv4*8yhg9IYe$jAREV4
zA&^%1n7&8RMGz>mO#v4id<&Syd}e)Mp&4SFW%}jA3y7zjMzj2bT@gF~j$G2&cGrS7x4quz*(PVD=jcyDY%
z$?Fm)w6BkEbI=3BRHLwti&`I5!SxSS>R8}+;Nm4`BBMU9PSrKc;!
zk-d}`6h+rJv1p3hKzjODQ(N?R%BJ-k-=PFC!cIkjeO
z9Mp{q5AM8Jv?%vZN=DJ|;1i*HG>I<_5)C*MN8zb2n#7wvQ&zJV7w=t5AwI5bxD$o{
z#|*~`XB2ObmG9bqAT&6^gX4M`7n~qRIixu_JgeiO(FLn~4HAuR$+2uVJox@T4k|o5
z8#tpRy7!8rEhG+1Q&(>DCB;7n3Qw6oCGk!HLrJkfPLtCGW7qU65+d#B4;2F%BKni%x{jXy8VFOIO-vz8tl8t*T?>D3)-;TnyLQFI$fA*{KYv-DHTQn
zHoksvQuB@`SEN~f`=4x%+%ut3RaxeHpZ)B!awA4=d`UfIa
z!RXw9xE&yAGzdme^lhn^)T
zHcE7flAFcWuuPefD|aH^F$<9R<0P?pf!vO~Z;rVXyWLdo+YI}n&^J2=s;hA}k0sRS
zzNhA81w)I8c~(xZY6c1S$bZMu_mbO;i;BLrk{VQb7xJhhtmbLjztiub!%qV%0IkBoA-nx_pI)~}(WsaY!WP}Mf{KGQ
zIQMsz9$^-Z5vnq4H8HB_TWAE0lX1XUHRAH62y9ov>=w7}lnhoqGGypVS(0`gENJFJ@zrn(I@WkA6;vj*o|?E$&g}Z-3+RBAM=%Wc^>OcCtLU|
z)tkjc9K~}B4N5f4YHMBu=DYfQytQ>N^M(YP#|@E#2ES~YuY7fz4SLFWEDqY*xCzwd
zjRnqaMeq{%YhT0dXBWB!OW~T&tQ3gx1F2Q}&#UQ*2VZOsJ!T)U1!-u#BP|Kt_soA?
z2@C_)#Dw=Z$g_H4$5Lcy?de{LB~QIBGj!UN;wdM5>ct1gWjlVIT}M{HMqu98eLHHL-u(hbv)B6Bxt<(S@cYto{RX0>ntp5Rv5^|i6FwvyzJVK5Y6^>L
zLNf--UAol~Z7v5Rt91p3$`P_JK|#GHUt^w6?FMZ>)2{bV<{qB(ms-Z*Q$~0utfu9X
z+JT|v^{B*UF4jgQMP??`EgNYOGyd(Et{#7?(&nmg7ms`R=R<{8$STmAmUIVBHMJcf
zeSJ%eEp`@ig=a2jMp=s|XLWvtM#PWai(x3Y&+coF6-(CFfGq{X$NIa+tDg(A;?Py?
zD#_@+r)$gKV)&5xOY2&stD`+|q>>y;48_pF
zsnF4Bn{$#JO6cP>a*j+n=CC;{az2$ab6#xDGduj={l5M*o6B{%->>`id_JD{ZO#z!
z&Ei9V6I4~DDF?49Zv?uz4^%Qg?srKQj^hJ%3Sjdp8Tsy!TU*^qSr5Y$!(JprVKoJU
zRIq9E>a65lPRNM5`6)|`6tz83o2_fyqF)^)%ZO0{w_mC}zs%#5)!VmYPsu)4e55j71vzlcgTx|m5
z=dkO#?HZ#<5#=c@{U0c8w7swxS5W)O++`}xU>1++@ikmbE8O4R%|ZIY{g4p_kf=Bz
zqcmFg$!MYQgtjSRVL-v*EdKo(5N*J(f%-Y_Z&ajReXH!f9!2jAa8BMm3)I=~m47cE
z0bZtFHv<3uX!m-ilKR%#xdAl~lp_UbbOE+AGZZ)*y%XoS|5=hleT|Xe&mtQ?kxvoq
zW@eaEzsHaVGk8w_9u@>)OzC4)#ZLo|(|5JvA|gZuIAd5gXkm|;wyYNT#;JNO)XuUwP+35nksAk7)=VxnR>`;m+MF>Ay?pGL
zgHUXGdOm
zgnCwwbo0>`Wd%$R%V_c^@XF$XS_}Rc1yeoYO(OH1m2%X*2}%KL!@{0Fqj0gQUUyS<
zrte_989vII+RtHUomD$Zm7@|Nta8#%7-I;wKC82uN)9bS@rN(1|23r~TfqdBUUl?&
z3wa7ZnMMEAU{QtYgOI2+ytR(2d@?p<_6>G_W6numV_7uwN_2ypF=dSMHtZpH2j7fH
zheoB1JpSpsloJ{RR#58VdV2YAZKFVQlPxX4<=qp1DNFT{{h@@p3mkYU#v-+vnHu-;
zpjg	BL}$>DZWJY*PlK3es%_RO%2RQP_|ZJDZCVbLnouV&OUKu1&xliuG&h~7={66oo0}I)(v`12R=?;Mb7m(U#
zoQH=5eX5jv17(q4rNsi1d?35J!lRCzh-nZN%J@E8hrwNdW9NvE0^&t@MD
z0MLNn=k0$0MfbZj?#KU%*A%GIM{K~iMgdO~+}!|NSa;{|u~>_^<9bCSxlTKNK!@9D
zE=5qNJ#Fl{8jLYyuubk4%C4kxxz+({XS9Uy?^?KZl=-SoldW56L%=~>gjVLMqIoPY
zDRgwpe7zf?=r!MLc1yh=+I)TJ_>Xntv;6AGsZeqVjQtvA5j6Gq3Y6YsyW{3lCShBC(k>oIsWNQiec98_Q@4w&ISg^$i#;iD_qc|n{N|c&pYpEH8?L+G(ft=RJKT|&od+n@zg^A1K6IUp4jl^w
zie2DXTxQ@>aFtD_cn+WcvpD2>v|rScd7Q3q*`Pw$E71lETReitUK5oxy&J;3s5PQN
z2>D(@TOK>gWTyN2&xIU53z&mh#d1ong;1mW`Ga4~CRuISez34tcFKFzs|CHGv8!=@
z=003Fg}d`7G9GJ6rKoECO5%nG9NlMZbPSy#>QeWdXu=mKl_gGEne>t_G9So(CL1E<
zvo~9>##NLktXv`V_bHS4SyYqR&1D2^<6A@bnCNM~;*Z#l%%`Yz4H&ob`>Uohef(V&Jll3=eRKbH=
zfB$|*JRkffhpf=^!fCVxwYbH#8%H>|+6T1H1|=jU^b|bhIQiQ|GC(qr=%@FrOL|e+
z=(o`8PFSUatW(U)m_et+;^sxm7k7-Pf5U%r(VDM*sJQzd#0FJ~O11Q*C~jLpg{Le~
zLXbFVS{!qnZuFym7ns!Dl7!H#jEL_M+N4Be;kI`r)>jd`@=b09jv~?v%%9BI#lQOK
z^Ir@@K5_DVxkH0(re{A(dDsz=5M}GgR*q_@7r-i(M3kS>(|fHM8*Xua(stT4YX#iC
zaD7r$vVC7Bi!eA`sM}Dzf{6+V3M%o~zh}l~O*&THyHoYcWXrtRb(5lQ7`@rp6|ooH
z(se>;j&~r6YQU9#lw{i<^ITlDGZegEd1aOSADC&i(u!*y4nP>ykoFkRUOus4Ud*x2bDepnnyFX
z?9BY;;B!5tL?&?~+UVJ6-~sYRGq4{aGoHl&2I3WWAcr
zZ5$ZjuX)>JN&BHpzM<=R`&0)0h?(an#lwr0Zkx5zHlL{raD(YmnfLX
z-?NjfG}O_^(^NV4$u&7GRFB*2sfI`hHg8ECEtruNmDEDa4OkELJcAoLwUo4Q9_&cq
zc|&uykOyf>NlEg9z9GHg*^uMOoC?d?g4Dr%9`MdxjL4jw?{!)#7gv`CJnj2`c>y_W
zaBhqEN4B?0p;V89y=#eqxwsV0wJ;Fq!LVxMUM>{ZGgA#v`5EWo%~H)q6@_f@Au7&o+U=sa;=0R^Kx2@5eC2@mDw#fK3{
zpdM&lYwGMzC-jcHZ1=K@d1%ZA<**>o0=hMCS}KafoCwdA&}bQJyGfJP(~p1AK@uwj
zOb>;}hf;Thse;rZzj_AcNGUo5gDpR33(t-xyiA!-)tXGkd)1D_YCMR1X-q6@FxXJN
zv0#HmjUqRrjNW9)LD=|C%t07EV`EK(mr@}X9j;7EfjxqcJMK&yFBf6_asI7&H|a0w
zJuS`OFLtJDaQJ2R9e$IebaB$Z8fyYh4&e*Jfe>hVPEM7;`1&H2n;pqnqxmuBwd#1TFXRwyzHmUk
z>EvzR{c2Nm{_XWyod%m2CIAYx#j|Bene+t$sx4&nrT{x!({E=;r@ZGPAoCddWdLuI
zV9Lt@jc;^dn6Dun!|G$V%Rs$o#LcCIfWa?|fLG+@0_3>1-QkuG#-{rw=yx-%XPQ|d?L3TP@^}yHY6-=#`wVBe-gimQMCxYIJX;F
zoR+^exGWXvXa#HP3Oh3C&AHL>?#7qxGRmH&8h9&nEqCXl-=6BUHVn$&BTQbZ2V?qexU#sSw8^=1XXHW7344)6PV#K4xgACcXy32v7!9
zKMKb5pRx={NSVm&7`DHL{T!TuSt#M)@Lx|J>#Lr#;7k6@^Nzq8PbinmW_LY!Ka+!B
zO^zsXAT&ovOE9=fVthxme!8Ouicw3tJqU*L;$yiFg-;&u`jxCl@ZN`)`^r|i6|atB
zygS3fT~4ZjeQ=kWHfe@BY0J35{U#yTixkHG4EggzSIX9d$()cwoeg}}LjA5BmJM%1
z*aZ1sPuSYfGY?OybkU!if&z~1V9RWh#1llOVl26_msy|N+sSS*^BB)NyU}3KxUoZI
zQNw5h7nPFsb>{0&OFBiV6
zgRpJ4vyUb{FrHZx9lD#=-Pol7G}FPJKOjFm|GzPC@1WbPrWy~%n~wv}GoGx^`HijS
z&dFmZP^o_@imEaMVvBJD>e%RWI%lQ>%L|Y9AA(c(!P#kABk^ee4R_
zr9$|}*zE>KHkg0O@2|5FsyxF;00!u44tGfwSNnoD+_aqFgPxeL3ZEdAUv^w3ahF7(
zw3XDx9D~=<0pY*y#z<&qz4Nsf9+ruH$FKK={2iKCEFDC8HWU2Cz0Ohe{G&-lAwG_e
zRQulv63h$98$*Rusy3ts6QU}^YN~NGirqF7+_uuA*&H+sqjA@6v)g@fGU`SVSkS{N
zS9s#b3V7rX-lLb|B(7+-xG4TQA^)Hwe`~FnpI9u;bp!~ftP1Dh4|TrcOm9FK
z!zx^>-3taj>aA8Y0uZLG_Tl|}Y-<-EVK816>zH4iUuGcY{+M!&M^$tN7|iUO;?;(Q
zR$EOmibU*+yZ*4f0ks2nc`n3n8I`%hOPtlW%c_yv3}C@AO2cA{{ii>ExxUAMfa0r_
z3VJFjS^p582n7R{#B(uFcrI$Ui9PfR`}9B<=C((;b{xBayO&|e7r=$AB3kD1SQ^h-
z>IZ#-4
z4vy)J#cjsMUaYUU@=!$g`r3)kZb}O?`~U>L!+(+~&5g^YI;Q`B-y@Q*TX4EaipYixd4*
zG%^Ov7mmfyJQ2)8GEu#eLP9ZIf{$C?ME5P4dVD)`!-MKO71xu@a&T1LbnANLPgNqMl7x#4LEU4keN~vT8Cf$&WM=Ki`GHA9-;|TIyPmvj!Kt;i!4AYSL
zxb*tn6$xk_DS@Jcl%oC}qS$V?r_LqKA5>7xTv>iWlK972g^E8mJ?--{7pN7Ny;D4|
zI%mEXkfgcF_qznP8yoU*aH!DnW&6(OLL~ykUO`+}@z|($R3z^RVq$26f5{M!WP53G
zeGIR82IG(|2V%rvFJkhR_G!kURIgt7+3sI#l2G!$xi(_hFd*&F8qBWGR=ttQK3#Y{ol7
zOFi?&5gU*o@q@F(%2_-MX#c`k0D{+XgK6?zy<#KvJ^`@27xg_iijo2lqq?*SWH;q07J2z?xmfucDC~U@5DakaS7QImIHK)irjR75BLe%}zZM=AcfjR>p6(=3L#8$!{y
zUuzl9$*6oek&w}+MLv5jB_xUZ81>21<5T#=@WPJ-yvOM0$U5zG*be!8<3{U@tJkP|
z+FwU@fqQ$vMiniKE~mo9&_L^0La>DY;><&Qss?i7o7P7hq`@){Flo{o4nzLKu?0LZ
zCTvPUIh`B8aToYPE%0_gub|cE45JwShe5x`Nl~)Mw#n-^8{(TlQ4fy86#Bn6ycW>0
z@nwj-N+==H3PK1p7qFIVt
zf0@pZAl-gv*IIsq1`vJv{@we4LP|Q_d2-^1IE6?
zN_V(Vz^1%YUfx9MP5aU5x77y*Id%x0UU|%7jYt
z$2Ue_nYVIY7SJ$%a2GSL5FYN<98?Zl=JzXMki{>9xK$66R#mk}%CP>AGhaVbsk45Z
zDtp32SFkj>@1=|Pu4xJ%sN74RS82Y+V-G5~%8VYT*5p+y{B=|H6K?}V
zqsvu1w=G@)o@aEnyqqRZbg2WtZRfjy2T4Hhc{K~*g-+dnxE};Kuzv}KM@#@jZckFa
z$`RoCaCm`5f{x?AT2umywt3hO+xRG-dtBJgmP%E|Cw!pHB|0Y%4OdiASk{T
zOdS+@!wp||H_EQ~;c_!^%JcN=o)~K{msy#N{ap81d@5pp6jQ<$b=
zGPxiZEd(mZ_&q2*T5}A|gWgRCk5bP%&-d8Os3V68+H|e9^ahnahZ6Gk8#dbG^(Dgy
zTzdD%{iH?XNDW+zJDUa6Vimpx0_BvH^zVFmiuZ<~?;@`np)4CLXSh+S{iW5k3J!6B
zHIr1WvJNM}s9Byn={gu{D#)?G2Nivf-!wxlR`j(hWP9$}wE7w~*D$G_uyti75z7G#
zqk{5T4kDW2250t+42`;9D5)K>{}^gWuKP4PCQFhf(Ep*BCBvvn)LQ9)?x|h+Dw9v&yd@b=FKYU-m^WbSBMO}?&RJYkmaOkN^lHaXs%kT$_Yj=$qT>G94
z%L_A*(49NzrF6gi^fXqr$Nd3+734~dF9WR~C-MS?^#TTdJTBb^U{TEeAvf@zIUD?u
zLU!+)WEK?&!%=LPV|5D1BBFk8$omH9vIl%Vi|c%m-UoHqtisge#~wb<$Gt!N*^J&n
ztOifBy){43Z2VCLCSep7VUEQCnX2I7-+XWT;oEQ^(;37Cm#R%@lFnYZ+J8KTdfncp
zAxCV;gmbi0J$eZ=I2{h0zHax(p^;eC1S>DYTlXHdy0z*6a*g%rxhJMFe-uqoI)MItcNqqP9DX?&g`g9O-
zq7~F8${)HXHTo4e)(@0{3@ALefePS(!rvlR@?udMn(6MIuKLM`lrUc~nBzZ+_BtW8
z7Y^xI4mJ^m*?#0X?DehK3Ra*X{-B~M!osIctKJv?^eQ_g3p6xu8=OK$(Bz7CM>K!F
zh-3YxKsgR4B!sDh`m$$>rz02HupApqpK8~$6uPOsa7IR6!I{RJ-7JZHxU~}M`ddWc
z^5obbkMGY^ou5da2cbB^54%bArRKyNC)XJdB~9Ok0ZLTSc`&d*OpGwBUZ>qRJ~jE_
zOf1ftVeS_rFr-!77fi8jy+w-JuWq&wcpbE`->7wd-W%@_tfeL=z!!Eo$ki4p75z5b
z^T{&)V(~A7a?+{9Q9|*jDO`SlY+PNZ<)oVn?95AI&1GShMX7KESF`r)FX$sk*o
z;0$_UKyKl|;umZ|;?MO9c%Juydd;~p!Kspm7LKaY1*hY=TU{N+`uRVJ5`z-yi@lkP
zmDh?SEmMwJJi{IgS6GOO&mD>`3Tku+7&)ss2siLyL0jA0{TNiH@Ixv>P?H+>_wuE;sHsX-il=omBqLNebb8#7DZPaM0!k~
zq|`cmjO>#Je65d*(d2#@K)DX>Nc#Ivl2FZKv-eW6Nd0ZBMSc%wl|m@$mJdTD1zCG(
z_eW>90WD37c=Hxxt3;@gH$oe^I5v1E*dmuf?F#o9Nl-7zsfq&wkjtBb;-dfdBjffw7>Qc|!{(ARoT(>NH7)FC_^xg$FHYo$M%kbOq
z=g|E9=WHySpoIQ3=hiO-2RO-}Z-3oly$$Dx-Mxt~ydzv*Yfp=ZIvWU#3YeG&&^!NW
z-oS}JY0w%}DZgVcx|u5J3u%qTv{%s0cSq^klU?MaOFGElzg=7F44xEno6GTxJL_QnKMIl`N9>$hgB^5BSXAB?rocszHr%*
z01HQRw`z{|1$TUylMn;Qw&%W1MD_}p=J!deqly$K%8UOMp7zQYdF7DbatJ2ue_*1*
z%Dw;Hnq{S}qeGj*bVoHn41gxlxhYmpsQ|eYHvNDj`1$eikE(Mu
z56-~$vP7pc&41?AKc9F!y=p;TnE;sZ*@#&!fOjzJ-7m3HV4P}YO>=OBOG%u0)b!an
zEQ(ElOJh%Wb#bDtGBLD&TvhPado!XEBuq61BZX@)SXK{-?R%44`19zitBV2qqY!J%
zoFgHid=V)p417#jG4#0I5HaxxS@6>NJKl(MI$0;O#^2>sc0Of8eFBiqG@Va5W;w-A
zqsvos*ShJzWk!Uc%&KweM;&0+bMLG^6Sy(cqERJh%?F)o=qo&peaM`*@W@z*Mk7Rh
zhW=#joJWB+x&Yd+uU^&p91vU;7Nb*M*o$NkcyM$|4iwK>U3^Y_hVmf|?msye{q@~a
zuj%|85UXMJ;gDqOC;zSAfmL!^jd{Y^aO+i3DBrAvBL^y4K3esv
zmwUHu-}Jb8T;EhoyCvC|v?I{;G~x($=>W!BX5AZGSVp40M_?5f>X$|W8x)?T;g&Ko
z7VF;Q`R&pJ+_T!*sDB+6>QNFqu`CZrR$K+y#JwdI(Lew_oE->KxVw3};XbfKSxWd(FvFL`)VHP7BJ8bHncHFdY+?ra7F|VyoC`*p^C-!&cx5s0C
z&QR|=^3L9&J$Z+_?@`#BU>C9#;RP&n;z=Z3H!}Wqw`G5WDt9f8sgKsRNKyWY-QwIC
z+7D=Ng4S=raA&gl#JRR)mQb3I^hIMw+GL(-vp!nn(Y9@bHZ%*Mqt4=_z@+8Q7JX;c
zybsYKuHx)1+Guf00n&#Mp~iOUD<5WZrt)mL?BqeIqSCv_sFgLu)2Q_
zo`?j>)!;JF1zQaOumjP=W2VLKfWY0_VHXIxPQOe;MdU967=$n%KrC^|uCaUkf61cb
zT}?bV&kD>mCs1S#?%;wR;2978E}K{|OL)LccV6&Ak*L8|<(moz&$DYw{O@nYSMJ=J
zV&}2^QnMslFn0{2JUr9>w8G$5>_v!0(c5bUlD_aPb8FZQxwS)kd!9G5e##J$tHdkw
zwSOXO?n1#pdL(#f^^be~CwKR`7c{C~qg7$YvL4dlqt?`>(MDI;IF3;g;B_!Qm756G
zcd2?#o_6Po1GL2HHP1v(=A;__XMNC0w-cNL!grL;L(=GITICN~)^>um^W_Go0Re?o
zt>-$@^Q7jcD;9M@Kdp9cf}*xaSW2g(@G#AjGHf$6Kwz%+IWv=#?b4bpf=A?50%BO_
zccXQ8?o9%4s|FuqoNwZa{z~SR&f0zt9&f8dEz#Z2{Dx{(Giwej{+Y-j!`GNk&m^}=
zm3af$aU{dIumV;5CpbMVxKC!wjG~MdLG4fZ*MDvUvezGpo~SBN(E9AWLc`NsjcsBH
zuI1{R0}YnLv;)jCu9BR8^I>2%9)Y`bFXW^D$}ahgnv}W*QI59ZpwV+iO2^YetnxloHhxgJX~b9Nf=Aze+`HxgJ1i;FV8bM+4Dcl95M
z^2tAWt6irhj8n|_E|ydVI2Lk;A^105%-835q;NXx{-Ao96|y>fb)?=%yb$NAniSjc
zHioTTg|%!mwzSR*1r`M5Ms7!Kb-;f!%Tq+FeLW7kg&4LP0ySGUdwA@8Ts;M
zM6V-2&){TdmB!&SEr%{JN1Khk#>Hfwi?i-LGg~8!J2D~Sx?43bO~vdx38!X2hZ=Q2
zkW8hfyzjlU+WUUOjy~4wa7*nH=)*6U|Grtyxb*)gJGsUfr;)2HiAeG?iW&z+03K-(
za7xQ4yb6^&4UoZ+X6LSaZM&wN>m!x^p=fxgx_qgU^Ykmlf@o(`zfgd7`W;ZoU3(Q_
zOP%U&4KJGrAIu19zw!iV;(7k1&@BN>#E_(G|DbNF7`#=E0d2VO;+n0!p5
zyZ2oZRb%u7+H++rI|WF(2SA~M0w-sV&=~q?uF1*Bf)5Y-8jk7o&GIn@ejlof^T^TQ
z8e@Sq_L$wxFM}OwQE%FpOQ`LIV-!IoPi8ABDvb;V`zC41e5c>_}gLfi-Let=1{YV6#t!2@0}x!Q7U
z^niJX2V5DUu1x6HSWoxu(*AhbOf6&(!8cS|SYQ#n;ti1{Z*}F;O1oRA_eoXLgwX7JY
z!&kZX>}sHO<68P1;RWbD{JTlpu(Dx*(Gt!u24Z8cm
zIf3TrFjtXztERgObC@eh5Yr)~4wf7V!EwXwZXf=y^lnP@u3GjMfF(VuRB^mBv`S|h;lqkA)j3jnh48SwOZ
ztIRlB`O}?s>h5ab8*<1WU6v0Q*C}&xP3*I7DP}mCUDOT(QEw31sF3T&Re*TP2n;^z%&^)L)E9tRq*E<=b1QZ(Hg$$>E-hFG?y$D|
zP~bMb@5Bv*9%9XEaHwL~W)#f-qplWeu`13?lV}^caP?<)-%zy4P-H^+C@~$5+R#827?L6PiraU|)n7hNgX8VY~mey!g)f*=VOk+J0z}
zbMXTCj^4osP5T7*dH9YSeqQ2m+y;+N>M0DR?btMqty*BYu|dkyZS^J-Yuzf=G(<{Z
zyW~z$#DV>CLeQLyQLgVHZ2il#Mpt>_^>iQ(eAl#+@Tb7^*PbTo;%fHO7ISMBMTNv8
zpbg=kc>L=EK0ZF)4L>*3!S2L#f#CKJVA2ClL;L=I|NO(Q#I;Aoe6yEpZju2z3qKdC#P@`6|1kDt
zdlTSQ!5__THp6?8h=2eab4V&>vcS$_^5t&eYR5J=9}i#Kg;zBO8-{l
z)Hb?N{v`@nX05&V>&E)u)%}Ima&qQi*tRcx4T+Nb5)z&(_!rH%`2Nud~jPE&n
zMjwg9u}i&R6v*eFFfg1)fA?4R_&{du9nY3>OGZ#iyQUKrV`3XeSlNwQfvXOC(vW5(TlR-WG`HP1{gkueQBY>
z8nT+popqvVdN6(+EC}jbFl=e3n+olx%cZG1Lpz!C+7U!yeyUH3;F3WPKVQT%#FlsRt?*Br%a803c;069=i$aVsC$b(fu<@o$a6X=}XWT6VHE}&3cQ3`NE;psRPjVrko}pjc?L#&5ZOJ*DCc2@B42oft#z+5T2$|h
zEre?%JiBaW{4p|#KEA(};5SmVkw5V;=MV8_@S4PtJHaOgT7d1vr-p#ZC>(F=pv&Gu
zRZ|X(cDK-|6lNHTa@#cKpfwyc^=npC4ct%IQ@Kq508$0sjJOaBE0h|V@Yj63DFI~_
zm5jkYf?Jo}9p2j?Ab+-R8s0LWm`kBkHbD{$FF3wQg(U
zzl7y24Et+7O6>^cZT@?*96!p)`G52Yqzn%^j=9GVIKJtZmxw@ZSv5yL%6r@o=t*VQ
z^*n$g1pgcDuoM?zA1Qmop2+5KfO~Eo6g9Y6C_eoRn2MZCXaV#o_$KgHPvEC@O~+9{
zhDT6?Y9n#r3~1az+{3{|e;9NIFlgz3uzp$e6lk|KQY|1mAh9h+#`x5!Q}3LV30Cks
zpVPTv)vSu}6PqM%E_6@LsSl^-%==yfZh6A(praV`rJF)5h;gjGC|w|O-N
z!H@rKJK(HwjW0acglt!M%0Ty;miei_4crL!E6Ha_O7_~>qOvDJJ-j><7I;S&lgsBZ
zV>aSW>c?W~7F{w$M(F3iOwTer(E_D2RCha%8rd
zXA*Q*BU+{c7`s{OaisyoA~fSziaI{I`#@$`ljr^&h5z1O;
z`6=pVbZUJ;JMI~3EU=KUXHH!>MeX}(M#1($`Qo;hv7kq33x5lr(w@ECyE`lx6c=U{
zI(8saxH=K~@SR)~H&+jKxihloj<^^q_Be=o{~X)A_d0qz14$9wf@j01a_oJo(<ommX+pM{Us$;?*3w6M}ac3WRAOAZLumOUFzC%
z^o3x%_fhat(vpUGMt8UM@$%>8EKR{O-r<*3eM;;QHr4sRz5w@=D9*E&JF2#OV;2}w
z&S2|NafLb_SN|%Ph)LV-!E*+kuH%O&k}AdQmsO6af=|bWO-g9Tau|_a^OOGg|6z&8
z6`=e{%)@~=y9LobhFS)!07Y{e9k}lM7;_n)PyX#c8|6;g8BX~7k?gx}N{0#rF`#qn
z%6p6Hl~k>b!GSrk>XS!@Of0cLlJGX6uo^LRfJ*aP38_MVUHR)=q7?lF*dt~?q46_;
zDpqt6DqW4F`IQOf?>$F66A@NLBYP6c98nXqInOAq>&nPgX+o;Aym`?G3%H`n_^h$#
zDm+5gQgR{y!&gxAT$!QEQu74I6vgpWwHh?UMf3FWGc%R&K>C|7&OZRGr3aL(rrq=V
z5w|21Tvu1VBzMR7Ui8__8u=ygLM=gdME8HPG#?kI93C*I{$=MO)NWzn;W(h+4f~@b
zNI+D+d|=5uQg%tG`EtLNkzUn-ZJE}Y8J7)&%)*EC!F7#FiL=0E`#6xey`r4JFh;07
z27@J)F#|#(6ZtJVH1k!~02kLjxnsBJT92yXrm5faMspS9W
z;Edc4555<6P3E;vPX%bj428)_d{7AVcYnLc7MDjeW;99^S7XU6mvhFzB3I@Q1Ek&|
z?UD6jv@QUWkzGhLfXbXLPq6f*2KBtZH~9ROoF~SQ94rWPLo3CVYSN1nxFeowz1%{u
z!%6P(QWg@iB2f4T&`1I%%B;;BN|l$dcCEwn3Z!pkZ>1t!2QJ-PH-Lxh;z4D&d8fzE
z1uSuFkq?^FQAV@NSm*UL)UNVuARc4P8DLX(e-#pdk_KIag7CDh5+@Np4(hPb?pF1N
zpds*|9Mn&&r^}{*N2L&gJ|ZE29yj-pJ&A66h~mlC*f}*7a9rbHQv=l*K!In=9`sMC
zGJ%Am#6>I$wlcMkz+tB6q>!{$2nQ>KHiUh-S=i^6NnJ2?{A9!zE3m0l=y@&?Cy`NL
z3c}P_@Uf#x9EAfc=4z_tJhtn+*o2*1%xt8NYW-52XnbG|{7Vs(OBW+I9~?~7AymP6
zDj>U{qM2yO4+G3pM?Qxv888C_kJ5Xd
zB_P^GJ~`-(3W5ul#HaqiR)H|}_J7^4#CwBwLaJduHd|p-Nw+W;!lej92jR=@&gc4_
zNMErMd{4|0ZZ%*-D6kMQhv?e3L24CdQTT+PiUDQqFvMq={9qx(fsx`17XZ6#tS=DOtH-2YW_}P#{@(pIeqRdPvx9a;a3Wt
zIkxlNDh#g_%zdH#Q@#e{Tn;@ns#F#1_4F9mFG`+qI-8MEYw9CWbS#hkwk>`4J9#}j
z0|bnOQ0SL={iZm9e~i&OQ^y^~U51to{}JT{9E$9`M}VGosXO|FZEi^d9dKsD&PdJI
zHOl}}(zLPz;MaohOV 0
     assert any(expected in streamed_content for expected in {"dog", "puppy", "pup"})
+
+
+def test_image_chat_completion_base64_url(
+    llama_stack_client, vision_model_id, base64_image_url
+):
+
+    message = {
+        "role": "user",
+        "content": [
+            {
+                "type": "image",
+                "url": {
+                    "uri": base64_image_url,
+                },
+            },
+            {
+                "type": "text",
+                "text": "Describe what is in this image.",
+            },
+        ],
+    }
+    response = llama_stack_client.inference.chat_completion(
+        model_id=vision_model_id,
+        messages=[message],
+        stream=False,
+    )
+    message_content = response.completion_message.content.lower().strip()
+    assert len(message_content) > 0

From 3a9468ce9b06dc066d20622c3e5e916163ba2218 Mon Sep 17 00:00:00 2001
From: Xi Yan 
Date: Fri, 17 Jan 2025 18:33:40 -0800
Subject: [PATCH 11/11] fix again vllm for non base64 (#818)

# What does this PR do?

- previous fix introduced regression for non base64 image
- add back download, and base64 check


## Test Plan

image


## Sources

Please link relevant resources if necessary.


## Before submitting

- [ ] This PR fixes a typo or improves the docs (you can dismiss the
other checks if that's the case).
- [ ] Ran pre-commit to handle lint / formatting issues.
- [ ] Read the [contributor
guideline](https://github.com/meta-llama/llama-stack/blob/main/CONTRIBUTING.md),
      Pull Request section?
- [ ] Updated relevant documentation.
- [ ] Wrote necessary unit or integration tests.
---
 llama_stack/providers/remote/inference/vllm/vllm.py     | 3 ++-
 llama_stack/providers/utils/inference/prompt_adapter.py | 2 +-
 2 files changed, 3 insertions(+), 2 deletions(-)

diff --git a/llama_stack/providers/remote/inference/vllm/vllm.py b/llama_stack/providers/remote/inference/vllm/vllm.py
index 81c746cce..1dbb4ecfa 100644
--- a/llama_stack/providers/remote/inference/vllm/vllm.py
+++ b/llama_stack/providers/remote/inference/vllm/vllm.py
@@ -177,7 +177,8 @@ class VLLMInferenceAdapter(Inference, ModelsProtocolPrivate):
         if isinstance(request, ChatCompletionRequest):
             if media_present:
                 input_dict["messages"] = [
-                    await convert_message_to_openai_dict(m) for m in request.messages
+                    await convert_message_to_openai_dict(m, download=True)
+                    for m in request.messages
                 ]
             else:
                 input_dict["prompt"] = await chat_completion_request_to_prompt(
diff --git a/llama_stack/providers/utils/inference/prompt_adapter.py b/llama_stack/providers/utils/inference/prompt_adapter.py
index 7ee19fd7b..701b2ca3b 100644
--- a/llama_stack/providers/utils/inference/prompt_adapter.py
+++ b/llama_stack/providers/utils/inference/prompt_adapter.py
@@ -188,7 +188,7 @@ async def localize_image_content(media: ImageContentItem) -> Tuple[bytes, str]:
 async def convert_image_content_to_url(
     media: ImageContentItem, download: bool = False, include_format: bool = True
 ) -> str:
-    if media.url and not download:
+    if media.url and (not download or media.url.uri.startswith("data")):
         return media.url.uri
 
     content, format = await localize_image_content(media)