From a80e78ec019d2df0736159f348c1bc3ee0f52815 Mon Sep 17 00:00:00 2001 From: RamiyapriyaS-NIH Date: Tue, 29 Apr 2025 12:48:21 -0400 Subject: [PATCH 01/53] Update run_elastic_blast.ipynb --- notebooks/elasticBLAST/run_elastic_blast.ipynb | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/notebooks/elasticBLAST/run_elastic_blast.ipynb b/notebooks/elasticBLAST/run_elastic_blast.ipynb index ed083aa..c5c5d1b 100644 --- a/notebooks/elasticBLAST/run_elastic_blast.ipynb +++ b/notebooks/elasticBLAST/run_elastic_blast.ipynb @@ -31,7 +31,8 @@ "metadata": {}, "source": [ "## Prerequisites\n", - "If at any point, you get an API has not been enabled error, go to [this page](https://cloud.google.com/endpoints/docs/openapi/enable-api#console), click `Go to APIs and Services`, then search for you API and click `Enable`." + "* If at any point, you get an API has not been enabled error, go to [this page](https://cloud.google.com/endpoints/docs/openapi/enable-api#console), click `Go to APIs and Services`, then search for you API and click `Enable`.\n", + "* If you see an error indicating that the dependency 'gke-gcloud-auth-plugin' is missing, you may install the plugin using the following command `! sudo apt-get install google-cloud-cli-gke-gcloud-auth-plugin`." ] }, { From 9d03e642a21224dee2d626e988c6e299df6d686d Mon Sep 17 00:00:00 2001 From: github-action Date: Tue, 29 Apr 2025 16:48:44 +0000 Subject: [PATCH 02/53] Github Action: Lint Notebooks --- notebooks/elasticBLAST/run_elastic_blast.ipynb | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/notebooks/elasticBLAST/run_elastic_blast.ipynb b/notebooks/elasticBLAST/run_elastic_blast.ipynb index c5c5d1b..7a00a08 100644 --- a/notebooks/elasticBLAST/run_elastic_blast.ipynb +++ b/notebooks/elasticBLAST/run_elastic_blast.ipynb @@ -31,7 +31,7 @@ "metadata": {}, "source": [ "## Prerequisites\n", - "* If at any point, you get an API has not been enabled error, go to [this page](https://cloud.google.com/endpoints/docs/openapi/enable-api#console), click `Go to APIs and Services`, then search for you API and click `Enable`.\n", + "* If at any point, you get an API has not been enabled error, go to [this page](https://cloud.google.com/endpoints/docs/openapi/enable-api#console), click `Go to APIs and Services`, then search for you API and click `Enable`.\n", "* If you see an error indicating that the dependency 'gke-gcloud-auth-plugin' is missing, you may install the plugin using the following command `! sudo apt-get install google-cloud-cli-gke-gcloud-auth-plugin`." ] }, From 7ea5a8af49867f91afdc0226563c4cd667b2c3a5 Mon Sep 17 00:00:00 2001 From: RamiyapriyaS-NIH Date: Tue, 29 Apr 2025 12:50:21 -0400 Subject: [PATCH 03/53] Update run_elastic_blast.ipynb --- notebooks/elasticBLAST/run_elastic_blast.ipynb | 1 + 1 file changed, 1 insertion(+) diff --git a/notebooks/elasticBLAST/run_elastic_blast.ipynb b/notebooks/elasticBLAST/run_elastic_blast.ipynb index 7a00a08..9ff36cf 100644 --- a/notebooks/elasticBLAST/run_elastic_blast.ipynb +++ b/notebooks/elasticBLAST/run_elastic_blast.ipynb @@ -157,6 +157,7 @@ "gcp-project = YOUR_GCP_PROJECT_ID\n", "gcp-region = us-east4\n", "gcp-zone = us-east4-c\n", + "gke-version = 1.30\n", "\n", "[cluster]\n", "num-nodes = 6\n", From 754bfa6109542411e0b690a16e252fb14bc561c9 Mon Sep 17 00:00:00 2001 From: RamiyapriyaS-NIH Date: Tue, 29 Apr 2025 12:53:40 -0400 Subject: [PATCH 04/53] Update Part1_GBatch_Nextflow.ipynb --- notebooks/GoogleBatch/nextflow/Part1_GBatch_Nextflow.ipynb | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/notebooks/GoogleBatch/nextflow/Part1_GBatch_Nextflow.ipynb b/notebooks/GoogleBatch/nextflow/Part1_GBatch_Nextflow.ipynb index 9b61d1c..717365d 100644 --- a/notebooks/GoogleBatch/nextflow/Part1_GBatch_Nextflow.ipynb +++ b/notebooks/GoogleBatch/nextflow/Part1_GBatch_Nextflow.ipynb @@ -187,7 +187,7 @@ " ]\n", " }\n", " }\n", - " ]\n", + " ],\n", " \"volumes\": [\n", " {\n", " \"gcs\": {\n", From ef6b430549774daadde363b053e11f5fa2f028e8 Mon Sep 17 00:00:00 2001 From: RamiyapriyaS-NIH Date: Tue, 29 Apr 2025 14:37:30 -0400 Subject: [PATCH 05/53] Add files via upload --- .../GenAI/GCP_RAG_for_Structure_Data.ipynb | 494 ++++++++++++++++-- 1 file changed, 456 insertions(+), 38 deletions(-) diff --git a/notebooks/GenAI/GCP_RAG_for_Structure_Data.ipynb b/notebooks/GenAI/GCP_RAG_for_Structure_Data.ipynb index 9146c01..dbfae7e 100644 --- a/notebooks/GenAI/GCP_RAG_for_Structure_Data.ipynb +++ b/notebooks/GenAI/GCP_RAG_for_Structure_Data.ipynb @@ -107,10 +107,260 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "id": "55c14a38-ba51-466d-90b5-1512f5a7fae0", - "metadata": {}, - "outputs": [], + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Requirement already satisfied: google-cloud-bigquery in /opt/conda/lib/python3.10/site-packages (3.31.0)\n", + "Requirement 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requests-toolbelt 0.10.1\n", + " Uninstalling requests-toolbelt-0.10.1:\n", + " Successfully uninstalled requests-toolbelt-0.10.1\n", + "\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n", + "kfp 2.5.0 requires requests-toolbelt<1,>=0.8.0, but you have requests-toolbelt 1.0.0 which is incompatible.\u001b[0m\u001b[31m\n", + "\u001b[0mSuccessfully installed async-timeout-4.0.3 h11-0.16.0 httpcore-1.0.9 httpx-0.28.1 langchain-0.3.24 langchain-core-0.3.56 langchain-text-splitters-0.3.8 langsmith-0.3.38 orjson-3.10.17 requests-toolbelt-1.0.0\n", + "Collecting langchain-community\n", + " Downloading langchain_community-0.3.23-py3-none-any.whl.metadata (2.5 kB)\n", + "Requirement already satisfied: langchain-core<1.0.0,>=0.3.56 in /opt/conda/lib/python3.10/site-packages (from langchain-community) (0.3.56)\n", + "Requirement already satisfied: langchain<1.0.0,>=0.3.24 in /opt/conda/lib/python3.10/site-packages (from langchain-community) (0.3.24)\n", + "Requirement already satisfied: SQLAlchemy<3,>=1.4 in /opt/conda/lib/python3.10/site-packages (from langchain-community) (2.0.40)\n", + "Requirement already 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httpx-sse<1.0.0,>=0.4.0 (from langchain-community)\n", + " Downloading httpx_sse-0.4.0-py3-none-any.whl.metadata (9.0 kB)\n", + "Requirement already satisfied: numpy>=1.26.2 in /opt/conda/lib/python3.10/site-packages (from langchain-community) (2.1.3)\n", + "Requirement already satisfied: aiohappyeyeballs>=2.3.0 in /opt/conda/lib/python3.10/site-packages (from aiohttp<4.0.0,>=3.8.3->langchain-community) (2.6.1)\n", + "Requirement already satisfied: aiosignal>=1.1.2 in /opt/conda/lib/python3.10/site-packages (from aiohttp<4.0.0,>=3.8.3->langchain-community) (1.3.2)\n", + "Requirement already satisfied: async-timeout<6.0,>=4.0 in /opt/conda/lib/python3.10/site-packages (from aiohttp<4.0.0,>=3.8.3->langchain-community) (4.0.3)\n", + "Requirement already satisfied: attrs>=17.3.0 in /opt/conda/lib/python3.10/site-packages (from aiohttp<4.0.0,>=3.8.3->langchain-community) (25.3.0)\n", + "Requirement already satisfied: frozenlist>=1.1.1 in /opt/conda/lib/python3.10/site-packages (from 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httpcore==1.*->httpx<1,>=0.23.0->langsmith<0.4,>=0.1.125->langchain-community) (0.16.0)\n", + "Requirement already satisfied: jsonpointer>=1.9 in /opt/conda/lib/python3.10/site-packages (from jsonpatch<2.0,>=1.33->langchain-core<1.0.0,>=0.3.56->langchain-community) (3.0.0)\n", + "Requirement already satisfied: annotated-types>=0.6.0 in /opt/conda/lib/python3.10/site-packages (from pydantic<3.0.0,>=2.7.4->langchain<1.0.0,>=0.3.24->langchain-community) (0.7.0)\n", + "Requirement already satisfied: pydantic-core==2.33.0 in /opt/conda/lib/python3.10/site-packages (from pydantic<3.0.0,>=2.7.4->langchain<1.0.0,>=0.3.24->langchain-community) (2.33.0)\n", + "Collecting mypy-extensions>=0.3.0 (from typing-inspect<1,>=0.4.0->dataclasses-json<0.7,>=0.5.7->langchain-community)\n", + " Downloading mypy_extensions-1.1.0-py3-none-any.whl.metadata (1.1 kB)\n", + "Requirement already satisfied: exceptiongroup>=1.0.2 in /opt/conda/lib/python3.10/site-packages (from 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pydantic-settings, dataclasses-json, langchain-community\n", + "Successfully installed dataclasses-json-0.6.7 httpx-sse-0.4.0 langchain-community-0.3.23 marshmallow-3.26.1 mypy-extensions-1.1.0 pydantic-settings-2.9.1 typing-inspect-0.9.0\n", + "Requirement already satisfied: pandas-gbq in /opt/conda/lib/python3.10/site-packages (0.28.0)\n", + "Requirement already satisfied: setuptools in /opt/conda/lib/python3.10/site-packages (from pandas-gbq) (75.8.2)\n", + "Requirement already satisfied: db-dtypes<2.0.0,>=1.0.4 in /opt/conda/lib/python3.10/site-packages (from pandas-gbq) (1.4.2)\n", + "Requirement already satisfied: numpy>=1.18.1 in /opt/conda/lib/python3.10/site-packages (from pandas-gbq) (2.1.3)\n", + "Requirement already satisfied: pandas>=1.1.4 in /opt/conda/lib/python3.10/site-packages (from pandas-gbq) (2.2.3)\n", + "Requirement already satisfied: pyarrow>=4.0.0 in /opt/conda/lib/python3.10/site-packages (from pandas-gbq) (19.0.1)\n", + "Requirement already satisfied: 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sqlalchemy_bigquery-1.14.0-py3-none-any.whl.metadata (15 kB)\n", + "Requirement already satisfied: google-api-core!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.0,<3.0.0,>=1.31.5 in /opt/conda/lib/python3.10/site-packages (from sqlalchemy-bigquery) (2.24.2)\n", + "Requirement already satisfied: google-auth<3.0.0,>=1.25.0 in /opt/conda/lib/python3.10/site-packages (from sqlalchemy-bigquery) (2.38.0)\n", + "Requirement already satisfied: google-cloud-bigquery<4.0.0,>=3.3.6 in /opt/conda/lib/python3.10/site-packages (from sqlalchemy-bigquery) (3.31.0)\n", + "Requirement already satisfied: packaging in /opt/conda/lib/python3.10/site-packages (from sqlalchemy-bigquery) (24.2)\n", + "Requirement already satisfied: sqlalchemy<3.0.0,>=1.4.16 in /opt/conda/lib/python3.10/site-packages (from sqlalchemy-bigquery) (2.0.40)\n", + "Requirement already satisfied: googleapis-common-protos<2.0.0,>=1.56.2 in /opt/conda/lib/python3.10/site-packages (from 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pyasn1-modules>=0.2.1 in /opt/conda/lib/python3.10/site-packages (from google-auth<3.0.0,>=1.25.0->sqlalchemy-bigquery) (0.4.2)\n", + "Requirement already satisfied: rsa<5,>=3.1.4 in /opt/conda/lib/python3.10/site-packages (from google-auth<3.0.0,>=1.25.0->sqlalchemy-bigquery) (4.9)\n", + "Requirement already satisfied: google-cloud-core<3.0.0,>=2.4.1 in /opt/conda/lib/python3.10/site-packages (from google-cloud-bigquery<4.0.0,>=3.3.6->sqlalchemy-bigquery) (2.4.3)\n", + "Requirement already satisfied: google-resumable-media<3.0.0,>=2.0.0 in /opt/conda/lib/python3.10/site-packages (from google-cloud-bigquery<4.0.0,>=3.3.6->sqlalchemy-bigquery) (2.7.2)\n", + "Requirement already satisfied: python-dateutil<3.0.0,>=2.8.2 in /opt/conda/lib/python3.10/site-packages (from google-cloud-bigquery<4.0.0,>=3.3.6->sqlalchemy-bigquery) (2.9.0.post0)\n", + "Requirement already satisfied: greenlet>=1 in /opt/conda/lib/python3.10/site-packages (from sqlalchemy<3.0.0,>=1.4.16->sqlalchemy-bigquery) (3.1.1)\n", + "Requirement already satisfied: typing-extensions>=4.6.0 in /opt/conda/lib/python3.10/site-packages (from sqlalchemy<3.0.0,>=1.4.16->sqlalchemy-bigquery) (4.13.0)\n", + "Requirement already satisfied: grpcio<2.0dev,>=1.33.2 in /opt/conda/lib/python3.10/site-packages (from google-api-core[grpc]<3.0.0,>=2.11.1->google-cloud-bigquery<4.0.0,>=3.3.6->sqlalchemy-bigquery) (1.71.0)\n", + "Requirement already satisfied: grpcio-status<2.0.dev0,>=1.33.2 in /opt/conda/lib/python3.10/site-packages (from google-api-core[grpc]<3.0.0,>=2.11.1->google-cloud-bigquery<4.0.0,>=3.3.6->sqlalchemy-bigquery) (1.49.0rc1)\n", + "Requirement already satisfied: google-crc32c<2.0dev,>=1.0 in /opt/conda/lib/python3.10/site-packages (from google-resumable-media<3.0.0,>=2.0.0->google-cloud-bigquery<4.0.0,>=3.3.6->sqlalchemy-bigquery) (1.7.1)\n", + "Requirement already satisfied: pyasn1<0.7.0,>=0.6.1 in /opt/conda/lib/python3.10/site-packages (from pyasn1-modules>=0.2.1->google-auth<3.0.0,>=1.25.0->sqlalchemy-bigquery) (0.6.1)\n", + "Requirement already satisfied: six>=1.5 in /opt/conda/lib/python3.10/site-packages (from python-dateutil<3.0.0,>=2.8.2->google-cloud-bigquery<4.0.0,>=3.3.6->sqlalchemy-bigquery) (1.17.0)\n", + "Requirement already satisfied: charset_normalizer<4,>=2 in /opt/conda/lib/python3.10/site-packages (from requests<3.0.0,>=2.18.0->google-api-core!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.0,<3.0.0,>=1.31.5->sqlalchemy-bigquery) (3.4.1)\n", + "Requirement already satisfied: idna<4,>=2.5 in /opt/conda/lib/python3.10/site-packages (from requests<3.0.0,>=2.18.0->google-api-core!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.0,<3.0.0,>=1.31.5->sqlalchemy-bigquery) (3.10)\n", + "Requirement already satisfied: urllib3<3,>=1.21.1 in /opt/conda/lib/python3.10/site-packages (from requests<3.0.0,>=2.18.0->google-api-core!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.0,<3.0.0,>=1.31.5->sqlalchemy-bigquery) (1.26.20)\n", + "Requirement already satisfied: certifi>=2017.4.17 in /opt/conda/lib/python3.10/site-packages (from requests<3.0.0,>=2.18.0->google-api-core!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.0,<3.0.0,>=1.31.5->sqlalchemy-bigquery) (2025.1.31)\n", + "Downloading sqlalchemy_bigquery-1.14.0-py3-none-any.whl (40 kB)\n", + "Installing collected packages: sqlalchemy-bigquery\n", + "Successfully installed sqlalchemy-bigquery-1.14.0\n" + ] + } + ], "source": [ "!pip install google-cloud-bigquery\n", "!pip install gcloud\n", @@ -131,16 +381,18 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "id": "7193a9ac-3169-45c1-9c5d-ba5e2f31458f", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ - "project_id=''\n", - "location=' (e.g.us-east4)'\n", - "bucket = ''\n", - "dataset_name = ''\n", - "table_name = \"\"" + "project_id='cit-cl-odss-ramsivakumar-df75'\n", + "location='us-east4'\n", + "bucket = 'big-query-test-rs'\n", + "dataset_name = 'big_query_dataset_rs'\n", + "table_name = \"test-table\"" ] }, { @@ -153,10 +405,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "id": "7b583234-2d92-4e5b-841d-c7d79dd87d45", - "metadata": {}, - "outputs": [], + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Creating gs://big-query-test-rs/...\n" + ] + } + ], "source": [ "# make bucket\n", "!gsutil mb -l {location} gs://{bucket}" @@ -169,17 +431,29 @@ "source": [ "Once the bucket is created, we need to access the CSV source file. In this tutorial, we transferred the data file to our Jupyter notebook by simply dragging and dropping it from my local folder. Next, we need to specify the bucket name and the path of the data source in order to upload the CSV file to the bucket. \n", "\n", - "We are using the [health screening](https://www.kaggle.com/datasets/drateendrajha/health-screening-data) dataset from kaggle for this tutorial." + "We are using the [Data Science Salaries](https://www.kaggle.com/datasets/ajjarvis/ds-salaries) dataset from kaggle for this tutorial." ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "id": "4829094e-61a6-4dd7-854f-6b21dc19b1b7", - "metadata": {}, - "outputs": [], + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Copying file://health_screening_data.csv [Content-Type=text/csv]...\n", + "- [1 files][ 4.8 MiB/ 4.8 MiB] \n", + "Operation completed over 1 objects/4.8 MiB. \n" + ] + } + ], "source": [ - "!gsutil cp '' gs://{bucket}" + "!gsutil cp 'ds_salaries.csv' gs://{bucket}" ] }, { @@ -200,10 +474,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "id": "1750e13d-ec05-4335-82a2-ffe54c5b5f32", - "metadata": {}, - "outputs": [], + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Created dataset cit-cl-odss-ramsivakumar-df75.big_query_dataset_rs\n" + ] + } + ], "source": [ "from google.cloud import bigquery\n", "\n", @@ -251,10 +535,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "id": "671aa2a3-d259-42e3-8cc3-8ab6b1e4a7d1", - "metadata": {}, - "outputs": [], + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Loaded 69960 rows.\n" + ] + } + ], "source": [ "table_id = f'{dataset_id}.{table_name}'\n", "\n", @@ -423,14 +717,34 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "id": "29e91fc1-735f-4d6c-9fcf-3a2d745363c1", - "metadata": {}, - "outputs": [], + "metadata": { + "tags": [] + }, + "outputs": [ + { + "ename": "BadRequest", + "evalue": "400 Syntax error: Unexpected string literal 'project_id.dataset_id.table_id' at [3:10]; reason: invalidQuery, location: query, message: Syntax error: Unexpected string literal 'project_id.dataset_id.table_id' at [3:10]\n\nLocation: US\nJob ID: d46a901a-4a22-4bb6-b499-0e32e78fc550\n", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mBadRequest\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[13], line 10\u001b[0m\n\u001b[1;32m 7\u001b[0m query_job \u001b[38;5;241m=\u001b[39m client\u001b[38;5;241m.\u001b[39mquery(query)\n\u001b[1;32m 9\u001b[0m \u001b[38;5;66;03m# Fetch the results\u001b[39;00m\n\u001b[0;32m---> 10\u001b[0m results \u001b[38;5;241m=\u001b[39m \u001b[43mquery_job\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mresult\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 12\u001b[0m \u001b[38;5;66;03m# Iterate through the rows\u001b[39;00m\n\u001b[1;32m 13\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m row \u001b[38;5;129;01min\u001b[39;00m results:\n\u001b[1;32m 14\u001b[0m \u001b[38;5;66;03m#print(f\"gender: {row.name}, age: {row.age}\")\u001b[39;00m\n", + "File \u001b[0;32m/opt/conda/lib/python3.10/site-packages/google/cloud/bigquery/job/query.py:1681\u001b[0m, in \u001b[0;36mQueryJob.result\u001b[0;34m(self, page_size, max_results, retry, timeout, start_index, job_retry)\u001b[0m\n\u001b[1;32m 1676\u001b[0m remaining_timeout \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[1;32m 1678\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m remaining_timeout \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m 1679\u001b[0m \u001b[38;5;66;03m# Since is_job_done() calls jobs.getQueryResults, which is a\u001b[39;00m\n\u001b[1;32m 1680\u001b[0m \u001b[38;5;66;03m# long-running API, don't delay the next request at all.\u001b[39;00m\n\u001b[0;32m-> 1681\u001b[0m \u001b[38;5;28;01mwhile\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[43mis_job_done\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m:\n\u001b[1;32m 1682\u001b[0m \u001b[38;5;28;01mpass\u001b[39;00m\n\u001b[1;32m 1683\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 1684\u001b[0m \u001b[38;5;66;03m# Use a monotonic clock since we don't actually care about\u001b[39;00m\n\u001b[1;32m 1685\u001b[0m \u001b[38;5;66;03m# daylight savings or similar, just the elapsed time.\u001b[39;00m\n", + "File \u001b[0;32m/opt/conda/lib/python3.10/site-packages/google/api_core/retry/retry_unary.py:293\u001b[0m, in \u001b[0;36mRetry.__call__..retry_wrapped_func\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m 289\u001b[0m target \u001b[38;5;241m=\u001b[39m functools\u001b[38;5;241m.\u001b[39mpartial(func, \u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[1;32m 290\u001b[0m sleep_generator \u001b[38;5;241m=\u001b[39m exponential_sleep_generator(\n\u001b[1;32m 291\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_initial, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_maximum, multiplier\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_multiplier\n\u001b[1;32m 292\u001b[0m )\n\u001b[0;32m--> 293\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mretry_target\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 294\u001b[0m \u001b[43m \u001b[49m\u001b[43mtarget\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 295\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_predicate\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 296\u001b[0m \u001b[43m \u001b[49m\u001b[43msleep_generator\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 297\u001b[0m \u001b[43m \u001b[49m\u001b[43mtimeout\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_timeout\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 298\u001b[0m \u001b[43m \u001b[49m\u001b[43mon_error\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mon_error\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 299\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m/opt/conda/lib/python3.10/site-packages/google/api_core/retry/retry_unary.py:153\u001b[0m, in \u001b[0;36mretry_target\u001b[0;34m(target, predicate, sleep_generator, timeout, on_error, exception_factory, **kwargs)\u001b[0m\n\u001b[1;32m 149\u001b[0m \u001b[38;5;66;03m# pylint: disable=broad-except\u001b[39;00m\n\u001b[1;32m 150\u001b[0m \u001b[38;5;66;03m# This function explicitly must deal with broad exceptions.\u001b[39;00m\n\u001b[1;32m 151\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mException\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m exc:\n\u001b[1;32m 152\u001b[0m \u001b[38;5;66;03m# defer to shared logic for handling errors\u001b[39;00m\n\u001b[0;32m--> 153\u001b[0m \u001b[43m_retry_error_helper\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 154\u001b[0m \u001b[43m \u001b[49m\u001b[43mexc\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 155\u001b[0m \u001b[43m \u001b[49m\u001b[43mdeadline\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 156\u001b[0m \u001b[43m \u001b[49m\u001b[43msleep\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 157\u001b[0m \u001b[43m \u001b[49m\u001b[43merror_list\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 158\u001b[0m \u001b[43m \u001b[49m\u001b[43mpredicate\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 159\u001b[0m \u001b[43m \u001b[49m\u001b[43mon_error\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 160\u001b[0m \u001b[43m \u001b[49m\u001b[43mexception_factory\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 161\u001b[0m \u001b[43m \u001b[49m\u001b[43mtimeout\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 162\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 163\u001b[0m \u001b[38;5;66;03m# if exception not raised, sleep before next attempt\u001b[39;00m\n\u001b[1;32m 164\u001b[0m time\u001b[38;5;241m.\u001b[39msleep(sleep)\n", + "File \u001b[0;32m/opt/conda/lib/python3.10/site-packages/google/api_core/retry/retry_base.py:212\u001b[0m, in \u001b[0;36m_retry_error_helper\u001b[0;34m(exc, deadline, next_sleep, error_list, predicate_fn, on_error_fn, exc_factory_fn, original_timeout)\u001b[0m\n\u001b[1;32m 206\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m predicate_fn(exc):\n\u001b[1;32m 207\u001b[0m final_exc, source_exc \u001b[38;5;241m=\u001b[39m exc_factory_fn(\n\u001b[1;32m 208\u001b[0m error_list,\n\u001b[1;32m 209\u001b[0m RetryFailureReason\u001b[38;5;241m.\u001b[39mNON_RETRYABLE_ERROR,\n\u001b[1;32m 210\u001b[0m original_timeout,\n\u001b[1;32m 211\u001b[0m )\n\u001b[0;32m--> 212\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m final_exc \u001b[38;5;28;01mfrom\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21;01msource_exc\u001b[39;00m\n\u001b[1;32m 213\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m on_error_fn \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m 214\u001b[0m on_error_fn(exc)\n", + "File \u001b[0;32m/opt/conda/lib/python3.10/site-packages/google/api_core/retry/retry_unary.py:144\u001b[0m, in \u001b[0;36mretry_target\u001b[0;34m(target, predicate, sleep_generator, timeout, on_error, exception_factory, **kwargs)\u001b[0m\n\u001b[1;32m 142\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m sleep \u001b[38;5;129;01min\u001b[39;00m sleep_generator:\n\u001b[1;32m 143\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m--> 144\u001b[0m result \u001b[38;5;241m=\u001b[39m \u001b[43mtarget\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 145\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m inspect\u001b[38;5;241m.\u001b[39misawaitable(result):\n\u001b[1;32m 146\u001b[0m warnings\u001b[38;5;241m.\u001b[39mwarn(_ASYNC_RETRY_WARNING)\n", + "File \u001b[0;32m/opt/conda/lib/python3.10/site-packages/google/cloud/bigquery/job/query.py:1630\u001b[0m, in \u001b[0;36mQueryJob.result..is_job_done\u001b[0;34m()\u001b[0m\n\u001b[1;32m 1607\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m job_failed_exception \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m 1608\u001b[0m \u001b[38;5;66;03m# Only try to restart the query job if the job failed for\u001b[39;00m\n\u001b[1;32m 1609\u001b[0m \u001b[38;5;66;03m# a retriable reason. For example, don't restart the query\u001b[39;00m\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 1627\u001b[0m \u001b[38;5;66;03m# into an exception that can be processed by the\u001b[39;00m\n\u001b[1;32m 1628\u001b[0m \u001b[38;5;66;03m# `job_retry` predicate.\u001b[39;00m\n\u001b[1;32m 1629\u001b[0m restart_query_job \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mTrue\u001b[39;00m\n\u001b[0;32m-> 1630\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m job_failed_exception\n\u001b[1;32m 1631\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 1632\u001b[0m \u001b[38;5;66;03m# Make sure that the _query_results are cached so we\u001b[39;00m\n\u001b[1;32m 1633\u001b[0m \u001b[38;5;66;03m# can return a complete RowIterator.\u001b[39;00m\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 1639\u001b[0m \u001b[38;5;66;03m# making any extra API calls if the previous loop\u001b[39;00m\n\u001b[1;32m 1640\u001b[0m \u001b[38;5;66;03m# iteration fetched the finished job.\u001b[39;00m\n\u001b[1;32m 1641\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_reload_query_results(\n\u001b[1;32m 1642\u001b[0m retry\u001b[38;5;241m=\u001b[39mretry, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mreload_query_results_kwargs\n\u001b[1;32m 1643\u001b[0m )\n", + "\u001b[0;31mBadRequest\u001b[0m: 400 Syntax error: Unexpected string literal 'project_id.dataset_id.table_id' at [3:10]; reason: invalidQuery, location: query, message: Syntax error: Unexpected string literal 'project_id.dataset_id.table_id' at [3:10]\n\nLocation: US\nJob ID: d46a901a-4a22-4bb6-b499-0e32e78fc550\n" + ] + } + ], "source": [ "query = f\"\"\"\n", " SELECT count(gender) as cgender\n", - " FROM `{project_id.dataset_id.table_id}`\n", + " FROM '{project_id.dataset_id.table_id}'\n", "\"\"\"\n", "\n", "# Execute the query\n", @@ -479,10 +793,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 14, "id": "d1d29b90-7bcd-46b8-82b9-dc5e58f9edee", - "metadata": {}, - "outputs": [], + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "bigquery://cit-cl-odss-ramsivakumar-df75/big_query_dataset_rs\n" + ] + } + ], "source": [ "from google.cloud import bigquery\n", "from sqlalchemy import *\n", @@ -508,9 +832,11 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 16, "id": "ee1899a2-dd79-4cf4-a02d-c7c35b99040b", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "from langchain_google_vertexai import VertexAI, ChatVertexAI\n", @@ -519,7 +845,6 @@ " model=\"gemini-1.5-pro\",\n", " temperature=0,\n", " max_tokens=8190,\n", - " timeout=None,\n", " max_retries=2,\n", ")\n", "db = SQLDatabase.from_uri(sqlalchemy_url)\n", @@ -542,10 +867,79 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 17, "id": "e9753533-e82b-47af-936a-a401d512308a", - "metadata": {}, - "outputs": [], + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/tmp/ipykernel_10383/3618013291.py:1: LangChainDeprecationWarning: The method `Chain.run` was deprecated in langchain 0.1.0 and will be removed in 1.0. Use :meth:`~invoke` instead.\n", + " agent_executor.run(\"How many rows are in the table screening? \")\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "\n", + "\u001b[1m> Entering new SQL Agent Executor chain...\u001b[0m\n", + "\u001b[32;1m\u001b[1;3mThought: I should look at the tables in the database to see what I can query. Then I should query the schema of the most relevant tables.\n", + "Action: sql_db_list_tables\n", + "Action Input: \u001b[0m\u001b[38;5;200m\u001b[1;3mtest-table\u001b[0m\u001b[32;1m\u001b[1;3mAction: sql_db_schema\n", + "Action Input: test-table\u001b[0m\u001b[33;1m\u001b[1;3m\n", + "CREATE TABLE `test-table` (\n", + "\t`int64_field_0` INT64, \n", + "\t`id` INT64, \n", + "\t`age` INT64, \n", + "\t`gender` INT64, \n", + "\t`height` INT64, \n", + "\t`weight` FLOAT64, \n", + "\t`ap_hi` INT64, \n", + "\t`ap_lo` INT64, \n", + "\t`cholesterol` INT64, \n", + "\t`gluc` INT64, \n", + "\t`smoke` INT64, \n", + "\t`alco` INT64, \n", + "\t`active` INT64, \n", + "\t`cardio` INT64, \n", + "\t`AgeinYr` INT64, \n", + "\t`BMI` FLOAT64, \n", + "\t`BMICat` STRING, \n", + "\t`AgeGroup` STRING\n", + ")\n", + "\n", + "/*\n", + "3 rows from test-table table:\n", + "int64_field_0\tid\tage\tgender\theight\tweight\tap_hi\tap_lo\tcholesterol\tgluc\tsmoke\talco\tactive\tcardio\tAgeinYr\tBMI\tBMICat\tAgeGroup\n", + "33817\t48318\t21582\t2\t178\t11.0\t130\t90\t1\t1\t0\t0\t1\t1\t59\t3.5\tUnder Weight\t40-60\n", + "57858\t82567\t18804\t2\t165\t10.0\t180\t1100\t2\t2\t0\t0\t1\t1\t51\t3.7\tUnder Weight\t40-60\n", + "29488\t42156\t20408\t2\t177\t22.0\t120\t80\t1\t1\t1\t1\t1\t0\t55\t7.0\tUnder Weight\t40-60\n", + "*/\u001b[0m\u001b[32;1m\u001b[1;3mI can query the table `test-table` to find out how many rows it has.\n", + "Action: sql_db_query_checker\n", + "Action Input: SELECT COUNT(*) FROM `test-table`\u001b[0m\u001b[36;1m\u001b[1;3mSELECT COUNT(*) FROM `test-table`\n", + "\u001b[0m\u001b[32;1m\u001b[1;3mAction: sql_db_query\n", + "Action Input: SELECT COUNT(*) FROM `test-table`\u001b[0m\u001b[36;1m\u001b[1;3m[(69960,)]\u001b[0m\u001b[32;1m\u001b[1;3mI now know the final answer\n", + "Final Answer: The table test-table has 69960 rows.\u001b[0m\n", + "\n", + "\u001b[1m> Finished chain.\u001b[0m\n" + ] + }, + { + "data": { + "text/plain": [ + "'The table test-table has 69960 rows.'" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "agent_executor.run(\"How many rows are in the table screening? \")" ] @@ -619,7 +1013,31 @@ ] } ], - "metadata": {}, + "metadata": { + "environment": { + "kernel": "conda-base-py", + "name": "workbench-notebooks.m129", + "type": "gcloud", + "uri": "us-docker.pkg.dev/deeplearning-platform-release/gcr.io/workbench-notebooks:m129" + }, + "kernelspec": { + "display_name": "Python 3 (ipykernel) (Local)", + "language": "python", + "name": "conda-base-py" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.16" + } + }, "nbformat": 4, "nbformat_minor": 5 } From ca59be211fdc0c402063d79e5e74be0a732371a0 Mon Sep 17 00:00:00 2001 From: github-action Date: Tue, 29 Apr 2025 18:37:54 +0000 Subject: [PATCH 06/53] Github Action: Lint Notebooks --- .../GenAI/GCP_RAG_for_Structure_Data.ipynb | 477 ++---------------- 1 file changed, 29 insertions(+), 448 deletions(-) diff --git a/notebooks/GenAI/GCP_RAG_for_Structure_Data.ipynb b/notebooks/GenAI/GCP_RAG_for_Structure_Data.ipynb index dbfae7e..cae8756 100644 --- a/notebooks/GenAI/GCP_RAG_for_Structure_Data.ipynb +++ b/notebooks/GenAI/GCP_RAG_for_Structure_Data.ipynb @@ -107,260 +107,10 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "id": "55c14a38-ba51-466d-90b5-1512f5a7fae0", - "metadata": { - "tags": [] - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Requirement already satisfied: google-cloud-bigquery in /opt/conda/lib/python3.10/site-packages (3.31.0)\n", - "Requirement already satisfied: google-api-core<3.0.0,>=2.11.1 in /opt/conda/lib/python3.10/site-packages (from google-api-core[grpc]<3.0.0,>=2.11.1->google-cloud-bigquery) (2.24.2)\n", - "Requirement already satisfied: google-auth<3.0.0,>=2.14.1 in /opt/conda/lib/python3.10/site-packages (from google-cloud-bigquery) (2.38.0)\n", - "Requirement already satisfied: google-cloud-core<3.0.0,>=2.4.1 in /opt/conda/lib/python3.10/site-packages (from google-cloud-bigquery) (2.4.3)\n", - "Requirement already satisfied: google-resumable-media<3.0.0,>=2.0.0 in /opt/conda/lib/python3.10/site-packages (from google-cloud-bigquery) (2.7.2)\n", - "Requirement already satisfied: packaging>=24.2.0 in /opt/conda/lib/python3.10/site-packages (from google-cloud-bigquery) (24.2)\n", - 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"Downloading langchain-0.3.24-py3-none-any.whl (1.0 MB)\n", - "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m1.0/1.0 MB\u001b[0m \u001b[31m25.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", - "\u001b[?25hDownloading async_timeout-4.0.3-py3-none-any.whl (5.7 kB)\n", - "Downloading langchain_core-0.3.56-py3-none-any.whl (437 kB)\n", - "Downloading langchain_text_splitters-0.3.8-py3-none-any.whl (32 kB)\n", - "Downloading langsmith-0.3.38-py3-none-any.whl (359 kB)\n", - "Downloading httpx-0.28.1-py3-none-any.whl (73 kB)\n", - "Downloading httpcore-1.0.9-py3-none-any.whl (78 kB)\n", - "Downloading orjson-3.10.17-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (132 kB)\n", - "Downloading requests_toolbelt-1.0.0-py2.py3-none-any.whl (54 kB)\n", - "Downloading h11-0.16.0-py3-none-any.whl (37 kB)\n", - "Installing collected packages: orjson, h11, async-timeout, requests-toolbelt, httpcore, httpx, langsmith, langchain-core, langchain-text-splitters, langchain\n", - " Attempting uninstall: h11\n", - " Found existing installation: h11 0.14.0\n", - " Uninstalling h11-0.14.0:\n", - " Successfully uninstalled h11-0.14.0\n", - " Attempting uninstall: async-timeout\n", - " Found existing installation: async-timeout 5.0.1\n", - " Uninstalling async-timeout-5.0.1:\n", - " Successfully uninstalled async-timeout-5.0.1\n", - " Attempting uninstall: requests-toolbelt\n", - " Found existing installation: requests-toolbelt 0.10.1\n", - " Uninstalling requests-toolbelt-0.10.1:\n", - " Successfully uninstalled requests-toolbelt-0.10.1\n", - "\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n", - "kfp 2.5.0 requires requests-toolbelt<1,>=0.8.0, but you have requests-toolbelt 1.0.0 which is incompatible.\u001b[0m\u001b[31m\n", - "\u001b[0mSuccessfully installed async-timeout-4.0.3 h11-0.16.0 httpcore-1.0.9 httpx-0.28.1 langchain-0.3.24 langchain-core-0.3.56 langchain-text-splitters-0.3.8 langsmith-0.3.38 orjson-3.10.17 requests-toolbelt-1.0.0\n", - "Collecting langchain-community\n", - " Downloading langchain_community-0.3.23-py3-none-any.whl.metadata (2.5 kB)\n", - "Requirement already satisfied: langchain-core<1.0.0,>=0.3.56 in /opt/conda/lib/python3.10/site-packages (from langchain-community) (0.3.56)\n", - "Requirement already satisfied: langchain<1.0.0,>=0.3.24 in /opt/conda/lib/python3.10/site-packages (from langchain-community) (0.3.24)\n", - "Requirement already satisfied: SQLAlchemy<3,>=1.4 in /opt/conda/lib/python3.10/site-packages (from langchain-community) (2.0.40)\n", - "Requirement already satisfied: requests<3,>=2 in /opt/conda/lib/python3.10/site-packages (from langchain-community) (2.32.3)\n", - 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"execution_count": 3, + "execution_count": null, "id": "7b583234-2d92-4e5b-841d-c7d79dd87d45", - "metadata": { - "tags": [] - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Creating gs://big-query-test-rs/...\n" - ] - } - ], + "metadata": {}, + "outputs": [], "source": [ "# make bucket\n", "!gsutil mb -l {location} gs://{bucket}" @@ -436,22 +174,10 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "id": "4829094e-61a6-4dd7-854f-6b21dc19b1b7", - "metadata": { - "tags": [] - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Copying file://health_screening_data.csv [Content-Type=text/csv]...\n", - "- [1 files][ 4.8 MiB/ 4.8 MiB] \n", - "Operation completed over 1 objects/4.8 MiB. \n" - ] - } - ], + "metadata": {}, + "outputs": [], "source": [ "!gsutil cp 'ds_salaries.csv' gs://{bucket}" ] @@ -474,20 +200,10 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "id": "1750e13d-ec05-4335-82a2-ffe54c5b5f32", - "metadata": { - "tags": [] - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Created dataset cit-cl-odss-ramsivakumar-df75.big_query_dataset_rs\n" - ] - } - ], + "metadata": {}, + "outputs": [], "source": [ "from google.cloud import bigquery\n", "\n", @@ -535,20 +251,10 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "id": "671aa2a3-d259-42e3-8cc3-8ab6b1e4a7d1", - "metadata": { - "tags": [] - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Loaded 69960 rows.\n" - ] - } - ], + "metadata": {}, + "outputs": [], "source": [ "table_id = f'{dataset_id}.{table_name}'\n", "\n", @@ -717,30 +423,10 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "id": "29e91fc1-735f-4d6c-9fcf-3a2d745363c1", - "metadata": { - "tags": [] - }, - "outputs": [ - { - "ename": "BadRequest", - "evalue": "400 Syntax error: Unexpected string literal 'project_id.dataset_id.table_id' at [3:10]; reason: invalidQuery, location: query, message: Syntax error: Unexpected string literal 'project_id.dataset_id.table_id' at [3:10]\n\nLocation: US\nJob ID: d46a901a-4a22-4bb6-b499-0e32e78fc550\n", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mBadRequest\u001b[0m Traceback (most recent call last)", - "Cell \u001b[0;32mIn[13], line 10\u001b[0m\n\u001b[1;32m 7\u001b[0m query_job \u001b[38;5;241m=\u001b[39m client\u001b[38;5;241m.\u001b[39mquery(query)\n\u001b[1;32m 9\u001b[0m \u001b[38;5;66;03m# Fetch the results\u001b[39;00m\n\u001b[0;32m---> 10\u001b[0m results \u001b[38;5;241m=\u001b[39m \u001b[43mquery_job\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mresult\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 12\u001b[0m \u001b[38;5;66;03m# Iterate through the rows\u001b[39;00m\n\u001b[1;32m 13\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m row \u001b[38;5;129;01min\u001b[39;00m results:\n\u001b[1;32m 14\u001b[0m \u001b[38;5;66;03m#print(f\"gender: {row.name}, age: {row.age}\")\u001b[39;00m\n", - "File \u001b[0;32m/opt/conda/lib/python3.10/site-packages/google/cloud/bigquery/job/query.py:1681\u001b[0m, in \u001b[0;36mQueryJob.result\u001b[0;34m(self, page_size, max_results, retry, timeout, start_index, job_retry)\u001b[0m\n\u001b[1;32m 1676\u001b[0m remaining_timeout \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[1;32m 1678\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m remaining_timeout \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m 1679\u001b[0m \u001b[38;5;66;03m# Since is_job_done() calls jobs.getQueryResults, which is a\u001b[39;00m\n\u001b[1;32m 1680\u001b[0m \u001b[38;5;66;03m# long-running API, don't delay the next request at all.\u001b[39;00m\n\u001b[0;32m-> 1681\u001b[0m \u001b[38;5;28;01mwhile\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[43mis_job_done\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m:\n\u001b[1;32m 1682\u001b[0m \u001b[38;5;28;01mpass\u001b[39;00m\n\u001b[1;32m 1683\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 1684\u001b[0m \u001b[38;5;66;03m# Use a monotonic clock since we don't actually care about\u001b[39;00m\n\u001b[1;32m 1685\u001b[0m \u001b[38;5;66;03m# daylight savings or similar, just the elapsed time.\u001b[39;00m\n", - "File \u001b[0;32m/opt/conda/lib/python3.10/site-packages/google/api_core/retry/retry_unary.py:293\u001b[0m, in \u001b[0;36mRetry.__call__..retry_wrapped_func\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m 289\u001b[0m target \u001b[38;5;241m=\u001b[39m functools\u001b[38;5;241m.\u001b[39mpartial(func, \u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[1;32m 290\u001b[0m sleep_generator \u001b[38;5;241m=\u001b[39m exponential_sleep_generator(\n\u001b[1;32m 291\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_initial, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_maximum, multiplier\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_multiplier\n\u001b[1;32m 292\u001b[0m )\n\u001b[0;32m--> 293\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mretry_target\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 294\u001b[0m \u001b[43m \u001b[49m\u001b[43mtarget\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 295\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_predicate\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 296\u001b[0m \u001b[43m \u001b[49m\u001b[43msleep_generator\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 297\u001b[0m \u001b[43m \u001b[49m\u001b[43mtimeout\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_timeout\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 298\u001b[0m \u001b[43m \u001b[49m\u001b[43mon_error\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mon_error\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 299\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n", - "File \u001b[0;32m/opt/conda/lib/python3.10/site-packages/google/api_core/retry/retry_unary.py:153\u001b[0m, in \u001b[0;36mretry_target\u001b[0;34m(target, predicate, sleep_generator, timeout, on_error, exception_factory, **kwargs)\u001b[0m\n\u001b[1;32m 149\u001b[0m \u001b[38;5;66;03m# pylint: disable=broad-except\u001b[39;00m\n\u001b[1;32m 150\u001b[0m \u001b[38;5;66;03m# This function explicitly must deal with broad exceptions.\u001b[39;00m\n\u001b[1;32m 151\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mException\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m exc:\n\u001b[1;32m 152\u001b[0m \u001b[38;5;66;03m# defer to shared logic for handling errors\u001b[39;00m\n\u001b[0;32m--> 153\u001b[0m \u001b[43m_retry_error_helper\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 154\u001b[0m \u001b[43m \u001b[49m\u001b[43mexc\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 155\u001b[0m \u001b[43m \u001b[49m\u001b[43mdeadline\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 156\u001b[0m \u001b[43m \u001b[49m\u001b[43msleep\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 157\u001b[0m \u001b[43m \u001b[49m\u001b[43merror_list\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 158\u001b[0m \u001b[43m \u001b[49m\u001b[43mpredicate\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 159\u001b[0m \u001b[43m \u001b[49m\u001b[43mon_error\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 160\u001b[0m \u001b[43m \u001b[49m\u001b[43mexception_factory\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 161\u001b[0m \u001b[43m \u001b[49m\u001b[43mtimeout\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 162\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 163\u001b[0m \u001b[38;5;66;03m# if exception not raised, sleep before next attempt\u001b[39;00m\n\u001b[1;32m 164\u001b[0m time\u001b[38;5;241m.\u001b[39msleep(sleep)\n", - "File \u001b[0;32m/opt/conda/lib/python3.10/site-packages/google/api_core/retry/retry_base.py:212\u001b[0m, in \u001b[0;36m_retry_error_helper\u001b[0;34m(exc, deadline, next_sleep, error_list, predicate_fn, on_error_fn, exc_factory_fn, original_timeout)\u001b[0m\n\u001b[1;32m 206\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m predicate_fn(exc):\n\u001b[1;32m 207\u001b[0m final_exc, source_exc \u001b[38;5;241m=\u001b[39m exc_factory_fn(\n\u001b[1;32m 208\u001b[0m error_list,\n\u001b[1;32m 209\u001b[0m RetryFailureReason\u001b[38;5;241m.\u001b[39mNON_RETRYABLE_ERROR,\n\u001b[1;32m 210\u001b[0m original_timeout,\n\u001b[1;32m 211\u001b[0m )\n\u001b[0;32m--> 212\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m final_exc \u001b[38;5;28;01mfrom\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21;01msource_exc\u001b[39;00m\n\u001b[1;32m 213\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m on_error_fn \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m 214\u001b[0m on_error_fn(exc)\n", - "File \u001b[0;32m/opt/conda/lib/python3.10/site-packages/google/api_core/retry/retry_unary.py:144\u001b[0m, in \u001b[0;36mretry_target\u001b[0;34m(target, predicate, sleep_generator, timeout, on_error, exception_factory, **kwargs)\u001b[0m\n\u001b[1;32m 142\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m sleep \u001b[38;5;129;01min\u001b[39;00m sleep_generator:\n\u001b[1;32m 143\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m--> 144\u001b[0m result \u001b[38;5;241m=\u001b[39m \u001b[43mtarget\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 145\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m inspect\u001b[38;5;241m.\u001b[39misawaitable(result):\n\u001b[1;32m 146\u001b[0m warnings\u001b[38;5;241m.\u001b[39mwarn(_ASYNC_RETRY_WARNING)\n", - "File \u001b[0;32m/opt/conda/lib/python3.10/site-packages/google/cloud/bigquery/job/query.py:1630\u001b[0m, in \u001b[0;36mQueryJob.result..is_job_done\u001b[0;34m()\u001b[0m\n\u001b[1;32m 1607\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m job_failed_exception \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m 1608\u001b[0m \u001b[38;5;66;03m# Only try to restart the query job if the job failed for\u001b[39;00m\n\u001b[1;32m 1609\u001b[0m \u001b[38;5;66;03m# a retriable reason. For example, don't restart the query\u001b[39;00m\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 1627\u001b[0m \u001b[38;5;66;03m# into an exception that can be processed by the\u001b[39;00m\n\u001b[1;32m 1628\u001b[0m \u001b[38;5;66;03m# `job_retry` predicate.\u001b[39;00m\n\u001b[1;32m 1629\u001b[0m restart_query_job \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mTrue\u001b[39;00m\n\u001b[0;32m-> 1630\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m job_failed_exception\n\u001b[1;32m 1631\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 1632\u001b[0m \u001b[38;5;66;03m# Make sure that the _query_results are cached so we\u001b[39;00m\n\u001b[1;32m 1633\u001b[0m \u001b[38;5;66;03m# can return a complete RowIterator.\u001b[39;00m\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 1639\u001b[0m \u001b[38;5;66;03m# making any extra API calls if the previous loop\u001b[39;00m\n\u001b[1;32m 1640\u001b[0m \u001b[38;5;66;03m# iteration fetched the finished job.\u001b[39;00m\n\u001b[1;32m 1641\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_reload_query_results(\n\u001b[1;32m 1642\u001b[0m retry\u001b[38;5;241m=\u001b[39mretry, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mreload_query_results_kwargs\n\u001b[1;32m 1643\u001b[0m )\n", - "\u001b[0;31mBadRequest\u001b[0m: 400 Syntax error: Unexpected string literal 'project_id.dataset_id.table_id' at [3:10]; reason: invalidQuery, location: query, message: Syntax error: Unexpected string literal 'project_id.dataset_id.table_id' at [3:10]\n\nLocation: US\nJob ID: d46a901a-4a22-4bb6-b499-0e32e78fc550\n" - ] - } - ], + "metadata": {}, + "outputs": [], "source": [ "query = f\"\"\"\n", " SELECT count(gender) as cgender\n", @@ -793,20 +479,10 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "id": "d1d29b90-7bcd-46b8-82b9-dc5e58f9edee", - "metadata": { - "tags": [] - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "bigquery://cit-cl-odss-ramsivakumar-df75/big_query_dataset_rs\n" - ] - } - ], + "metadata": {}, + "outputs": [], "source": [ "from google.cloud import bigquery\n", "from sqlalchemy import *\n", @@ -832,11 +508,9 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": null, "id": "ee1899a2-dd79-4cf4-a02d-c7c35b99040b", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "from langchain_google_vertexai import VertexAI, ChatVertexAI\n", @@ -867,79 +541,10 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": null, "id": "e9753533-e82b-47af-936a-a401d512308a", - "metadata": { - "tags": [] - }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/var/tmp/ipykernel_10383/3618013291.py:1: LangChainDeprecationWarning: The method `Chain.run` was deprecated in langchain 0.1.0 and will be removed in 1.0. Use :meth:`~invoke` instead.\n", - " agent_executor.run(\"How many rows are in the table screening? \")\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "\n", - "\u001b[1m> Entering new SQL Agent Executor chain...\u001b[0m\n", - "\u001b[32;1m\u001b[1;3mThought: I should look at the tables in the database to see what I can query. Then I should query the schema of the most relevant tables.\n", - "Action: sql_db_list_tables\n", - "Action Input: \u001b[0m\u001b[38;5;200m\u001b[1;3mtest-table\u001b[0m\u001b[32;1m\u001b[1;3mAction: sql_db_schema\n", - "Action Input: test-table\u001b[0m\u001b[33;1m\u001b[1;3m\n", - "CREATE TABLE `test-table` (\n", - "\t`int64_field_0` INT64, \n", - "\t`id` INT64, \n", - "\t`age` INT64, \n", - "\t`gender` INT64, \n", - "\t`height` INT64, \n", - "\t`weight` FLOAT64, \n", - "\t`ap_hi` INT64, \n", - "\t`ap_lo` INT64, \n", - "\t`cholesterol` INT64, \n", - "\t`gluc` INT64, \n", - "\t`smoke` INT64, \n", - "\t`alco` INT64, \n", - "\t`active` INT64, \n", - "\t`cardio` INT64, \n", - "\t`AgeinYr` INT64, \n", - "\t`BMI` FLOAT64, \n", - "\t`BMICat` STRING, \n", - "\t`AgeGroup` STRING\n", - ")\n", - "\n", - "/*\n", - "3 rows from test-table table:\n", - "int64_field_0\tid\tage\tgender\theight\tweight\tap_hi\tap_lo\tcholesterol\tgluc\tsmoke\talco\tactive\tcardio\tAgeinYr\tBMI\tBMICat\tAgeGroup\n", - "33817\t48318\t21582\t2\t178\t11.0\t130\t90\t1\t1\t0\t0\t1\t1\t59\t3.5\tUnder Weight\t40-60\n", - "57858\t82567\t18804\t2\t165\t10.0\t180\t1100\t2\t2\t0\t0\t1\t1\t51\t3.7\tUnder Weight\t40-60\n", - "29488\t42156\t20408\t2\t177\t22.0\t120\t80\t1\t1\t1\t1\t1\t0\t55\t7.0\tUnder Weight\t40-60\n", - "*/\u001b[0m\u001b[32;1m\u001b[1;3mI can query the table `test-table` to find out how many rows it has.\n", - "Action: sql_db_query_checker\n", - "Action Input: SELECT COUNT(*) FROM `test-table`\u001b[0m\u001b[36;1m\u001b[1;3mSELECT COUNT(*) FROM `test-table`\n", - "\u001b[0m\u001b[32;1m\u001b[1;3mAction: sql_db_query\n", - "Action Input: SELECT COUNT(*) FROM `test-table`\u001b[0m\u001b[36;1m\u001b[1;3m[(69960,)]\u001b[0m\u001b[32;1m\u001b[1;3mI now know the final answer\n", - "Final Answer: The table test-table has 69960 rows.\u001b[0m\n", - "\n", - "\u001b[1m> Finished chain.\u001b[0m\n" - ] - }, - { - "data": { - "text/plain": [ - "'The table test-table has 69960 rows.'" - ] - }, - "execution_count": 17, - "metadata": {}, - "output_type": "execute_result" - } - ], + "metadata": {}, + "outputs": [], "source": [ "agent_executor.run(\"How many rows are in the table screening? \")" ] @@ -1013,31 +618,7 @@ ] } ], - "metadata": { - "environment": { - "kernel": "conda-base-py", - "name": "workbench-notebooks.m129", - "type": "gcloud", - "uri": "us-docker.pkg.dev/deeplearning-platform-release/gcr.io/workbench-notebooks:m129" - }, - "kernelspec": { - "display_name": "Python 3 (ipykernel) (Local)", - "language": "python", - "name": "conda-base-py" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.10.16" - } - }, + "metadata": {}, "nbformat": 4, "nbformat_minor": 5 } From e5c6f4fc2e4c3fce3d24db37d730179a155c3581 Mon Sep 17 00:00:00 2001 From: RamiyapriyaS-NIH Date: Tue, 29 Apr 2025 14:41:38 -0400 Subject: [PATCH 07/53] Update GCP_RAG_for_Structure_Data.ipynb --- notebooks/GenAI/GCP_RAG_for_Structure_Data.ipynb | 12 ++++++------ 1 file changed, 6 insertions(+), 6 deletions(-) diff --git a/notebooks/GenAI/GCP_RAG_for_Structure_Data.ipynb b/notebooks/GenAI/GCP_RAG_for_Structure_Data.ipynb index cae8756..4db9a69 100644 --- a/notebooks/GenAI/GCP_RAG_for_Structure_Data.ipynb +++ b/notebooks/GenAI/GCP_RAG_for_Structure_Data.ipynb @@ -126,7 +126,7 @@ "id": "64e22773-9a03-47de-9b6d-7946abcba722", "metadata": {}, "source": [ - "Set your project id, location, and bucket variables." + "Set your project id, location, and bucket variables. Ensure that the datast name contains only alphanumeric characters and underscores." ] }, { @@ -136,11 +136,11 @@ "metadata": {}, "outputs": [], "source": [ - "project_id='cit-cl-odss-ramsivakumar-df75'\n", - "location='us-east4'\n", - "bucket = 'big-query-test-rs'\n", - "dataset_name = 'big_query_dataset_rs'\n", - "table_name = \"test-table\"" + "project_id=''\n", + "location=''\n", + "bucket = ''\n", + "dataset_name = ''\n", + "table_name = \"
\"" ] }, { From 5f61fcdf9246383222ef3455863e3c26a159358e Mon Sep 17 00:00:00 2001 From: RamiyapriyaS-NIH Date: Tue, 29 Apr 2025 14:46:39 -0400 Subject: [PATCH 08/53] Add files via upload --- .../GenAI/GCP_RAG_for_Structure_Data.ipynb | 81 +++++++++++++------ 1 file changed, 58 insertions(+), 23 deletions(-) diff --git a/notebooks/GenAI/GCP_RAG_for_Structure_Data.ipynb b/notebooks/GenAI/GCP_RAG_for_Structure_Data.ipynb index 4db9a69..5130516 100644 --- a/notebooks/GenAI/GCP_RAG_for_Structure_Data.ipynb +++ b/notebooks/GenAI/GCP_RAG_for_Structure_Data.ipynb @@ -109,7 +109,9 @@ "cell_type": "code", "execution_count": null, "id": "55c14a38-ba51-466d-90b5-1512f5a7fae0", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "!pip install google-cloud-bigquery\n", @@ -126,17 +128,19 @@ "id": "64e22773-9a03-47de-9b6d-7946abcba722", "metadata": {}, "source": [ - "Set your project id, location, and bucket variables. Ensure that the datast name contains only alphanumeric characters and underscores." + "Set your project id, location, and bucket variables. Ensure that the dataset name only contains alphanumeric characters and underscores. " ] }, { "cell_type": "code", "execution_count": null, "id": "7193a9ac-3169-45c1-9c5d-ba5e2f31458f", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ - "project_id=''\n", + "project_id=''\n", "location=''\n", "bucket = ''\n", "dataset_name = ''\n", @@ -155,7 +159,9 @@ "cell_type": "code", "execution_count": null, "id": "7b583234-2d92-4e5b-841d-c7d79dd87d45", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "# make bucket\n", @@ -176,7 +182,9 @@ "cell_type": "code", "execution_count": null, "id": "4829094e-61a6-4dd7-854f-6b21dc19b1b7", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "!gsutil cp 'ds_salaries.csv' gs://{bucket}" @@ -202,7 +210,9 @@ "cell_type": "code", "execution_count": null, "id": "1750e13d-ec05-4335-82a2-ffe54c5b5f32", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "from google.cloud import bigquery\n", @@ -253,7 +263,9 @@ "cell_type": "code", "execution_count": null, "id": "671aa2a3-d259-42e3-8cc3-8ab6b1e4a7d1", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "table_id = f'{dataset_id}.{table_name}'\n", @@ -425,7 +437,9 @@ "cell_type": "code", "execution_count": null, "id": "29e91fc1-735f-4d6c-9fcf-3a2d745363c1", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "query = f\"\"\"\n", @@ -452,15 +466,6 @@ " print(f\"Error executing query: {str(e)}\")" ] }, - { - "cell_type": "markdown", - "id": "ce65ead3-694d-4d46-9376-38d35b8d0852", - "metadata": {}, - "source": [ - "cgender: 139920\n", - "" - ] - }, { "cell_type": "markdown", "id": "b0cd8a0d-9845-4d84-abf6-2610ed946b7e", @@ -481,7 +486,9 @@ "cell_type": "code", "execution_count": null, "id": "d1d29b90-7bcd-46b8-82b9-dc5e58f9edee", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "from google.cloud import bigquery\n", @@ -508,9 +515,11 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 16, "id": "ee1899a2-dd79-4cf4-a02d-c7c35b99040b", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "from langchain_google_vertexai import VertexAI, ChatVertexAI\n", @@ -543,7 +552,9 @@ "cell_type": "code", "execution_count": null, "id": "e9753533-e82b-47af-936a-a401d512308a", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "agent_executor.run(\"How many rows are in the table screening? \")" @@ -618,7 +629,31 @@ ] } ], - "metadata": {}, + "metadata": { + "environment": { + "kernel": "conda-base-py", + "name": "workbench-notebooks.m129", + "type": "gcloud", + "uri": "us-docker.pkg.dev/deeplearning-platform-release/gcr.io/workbench-notebooks:m129" + }, + "kernelspec": { + "display_name": "Python 3 (ipykernel) (Local)", + "language": "python", + "name": "conda-base-py" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.16" + } + }, "nbformat": 4, "nbformat_minor": 5 } From fcf50ed5a8910671cc6db55fcad61248616e8f82 Mon Sep 17 00:00:00 2001 From: github-action Date: Tue, 29 Apr 2025 18:47:04 +0000 Subject: [PATCH 09/53] Github Action: Lint Notebooks --- .../GenAI/GCP_RAG_for_Structure_Data.ipynb | 68 ++++--------------- 1 file changed, 12 insertions(+), 56 deletions(-) diff --git a/notebooks/GenAI/GCP_RAG_for_Structure_Data.ipynb b/notebooks/GenAI/GCP_RAG_for_Structure_Data.ipynb index 5130516..26b68ac 100644 --- a/notebooks/GenAI/GCP_RAG_for_Structure_Data.ipynb +++ b/notebooks/GenAI/GCP_RAG_for_Structure_Data.ipynb @@ -109,9 +109,7 @@ "cell_type": "code", "execution_count": null, "id": "55c14a38-ba51-466d-90b5-1512f5a7fae0", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "!pip install google-cloud-bigquery\n", @@ -135,9 +133,7 @@ "cell_type": "code", "execution_count": null, "id": "7193a9ac-3169-45c1-9c5d-ba5e2f31458f", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "project_id=''\n", @@ -159,9 +155,7 @@ "cell_type": "code", "execution_count": null, "id": "7b583234-2d92-4e5b-841d-c7d79dd87d45", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "# make bucket\n", @@ -182,9 +176,7 @@ "cell_type": "code", "execution_count": null, "id": "4829094e-61a6-4dd7-854f-6b21dc19b1b7", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "!gsutil cp 'ds_salaries.csv' gs://{bucket}" @@ -210,9 +202,7 @@ "cell_type": "code", "execution_count": null, "id": "1750e13d-ec05-4335-82a2-ffe54c5b5f32", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "from google.cloud import bigquery\n", @@ -263,9 +253,7 @@ "cell_type": "code", "execution_count": null, "id": "671aa2a3-d259-42e3-8cc3-8ab6b1e4a7d1", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "table_id = f'{dataset_id}.{table_name}'\n", @@ -437,9 +425,7 @@ "cell_type": "code", "execution_count": null, "id": "29e91fc1-735f-4d6c-9fcf-3a2d745363c1", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "query = f\"\"\"\n", @@ -486,9 +472,7 @@ "cell_type": "code", "execution_count": null, "id": "d1d29b90-7bcd-46b8-82b9-dc5e58f9edee", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "from google.cloud import bigquery\n", @@ -515,11 +499,9 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": null, "id": "ee1899a2-dd79-4cf4-a02d-c7c35b99040b", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "from langchain_google_vertexai import VertexAI, ChatVertexAI\n", @@ -552,9 +534,7 @@ "cell_type": "code", "execution_count": null, "id": "e9753533-e82b-47af-936a-a401d512308a", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "agent_executor.run(\"How many rows are in the table screening? \")" @@ -629,31 +609,7 @@ ] } ], - "metadata": { - "environment": { - "kernel": "conda-base-py", - "name": "workbench-notebooks.m129", - "type": "gcloud", - "uri": "us-docker.pkg.dev/deeplearning-platform-release/gcr.io/workbench-notebooks:m129" - }, - "kernelspec": { - "display_name": "Python 3 (ipykernel) (Local)", - "language": "python", - "name": "conda-base-py" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.10.16" - } - }, + "metadata": {}, "nbformat": 4, "nbformat_minor": 5 } From 98b5b2aa3ab1317a20b5602d01cdf37a703b6119 Mon Sep 17 00:00:00 2001 From: RamiyapriyaS-NIH Date: Tue, 29 Apr 2025 16:33:05 -0400 Subject: [PATCH 10/53] Add files via upload --- notebooks/GenAI/Gemini_Intro.ipynb | 113 +++++++++++++++++++++-------- 1 file changed, 84 insertions(+), 29 deletions(-) diff --git a/notebooks/GenAI/Gemini_Intro.ipynb b/notebooks/GenAI/Gemini_Intro.ipynb index c6a24d8..e28c12e 100644 --- a/notebooks/GenAI/Gemini_Intro.ipynb +++ b/notebooks/GenAI/Gemini_Intro.ipynb @@ -62,7 +62,9 @@ "cell_type": "code", "execution_count": null, "id": "ed9781dd-9764-4e9c-88ba-fcd7bb95842a", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "! pip install --upgrade google-cloud-aiplatform langchain langchain-community" @@ -85,7 +87,9 @@ "cell_type": "code", "execution_count": null, "id": "47dc9232-383f-405b-b1a8-fab64a80492d", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "from google.cloud import aiplatform\n", @@ -93,8 +97,8 @@ "from vertexai.generative_models import GenerativeModel, Image, GenerativeModel, ChatSession, Part, GenerationConfig\n", "\n", "# TODO(developer): Update and un-comment below lines\n", - "project_id = \"\"\n", - "location = \"\" #(e.g., us-central1)\n", + "project_id = \"\"\n", + "location = \"\" #(e.g., us-central1)\n", "vertexai.init(project=project_id, location=location)" ] }, @@ -126,10 +130,12 @@ "cell_type": "code", "execution_count": null, "id": "70bc5b25-c796-4015-82dc-6bc861bb525f", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ - "model = GenerativeModel(\"gemini-pro\")\n", + "model = GenerativeModel(\"gemini-2.0-flash-001\")\n", "chat = model.start_chat()\n", "\n", "def get_chat_response(chat: ChatSession, prompt: str):\n", @@ -149,7 +155,9 @@ "cell_type": "code", "execution_count": null, "id": "9d3277de-ab85-417f-b1d8-b21985a7a21b", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "prompt = \"Hello.\"\n", @@ -160,7 +168,9 @@ "cell_type": "code", "execution_count": null, "id": "342a0e3d-fbcb-4562-bb5f-b439a92e80e2", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "prompt = \"List gen ai use cases that are Life Science or Health Care related. \"\n", @@ -179,7 +189,9 @@ "cell_type": "code", "execution_count": null, "id": "f0b917b2-22b5-4011-a9c4-d8a667cf6b1d", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "prompt = \"create a python code that will replace all null values to zero within a csv file\"\n", @@ -211,21 +223,22 @@ ] }, { - "cell_type": "code", - "execution_count": null, - "id": "ee4cf184-c815-425c-9742-7625123e02bf", - "metadata": {}, - "outputs": [], + "cell_type": "markdown", + "id": "66a897a5-79e7-4705-8ef9-22f0807cbca8", + "metadata": { + "tags": [] + }, "source": [ - "#download the article\n", - "!wget --user-agent \"Chrome\" https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10954554/pdf/41586_2024_Article_7159.pdf" + "Download the PDF document we will be using for summarization from the following [link](https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10954554/pdf/41586_2024_Article_7159.pdf). Then upload the document to your working folder." ] }, { "cell_type": "code", "execution_count": null, "id": "3becd6c2-daf0-4287-80e5-06cf419287bd", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "from langchain_community.document_loaders import PyPDFLoader\n", @@ -250,7 +263,9 @@ "cell_type": "code", "execution_count": null, "id": "c4228e44-9639-40da-8f69-343be93b65b0", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "generation_config = GenerationConfig(\n", @@ -288,7 +303,9 @@ "cell_type": "code", "execution_count": null, "id": "97e7ea82-c58e-42ee-b01e-6aa51e324b05", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "print(summarizer(ex_file[0].page_content))" @@ -326,11 +343,13 @@ "cell_type": "code", "execution_count": null, "id": "501efefe-d52f-43b3-b4eb-3d3fe81f4a3e", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "def img2text(image_path: str, img_prompt: str) -> str:\n", - " multimodal_model = GenerativeModel(\"gemini-pro-vision\")\n", + " multimodal_model = GenerativeModel(\"gemini-2.0-flash\")\n", " if \"gs://\" in image_path:\n", " image1=Part.from_uri(image_path, mime_type=\"image/jpeg\")\n", " else: \n", @@ -362,7 +381,9 @@ "cell_type": "code", "execution_count": null, "id": "b939f105-89c2-4c38-80f8-2cddf8dcb0ca", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "! wget -O example_image_covid.jpg \"https://phil.cdc.gov//PHIL_Images/23312/23312_lores.jpg\" " @@ -380,7 +401,9 @@ "cell_type": "code", "execution_count": null, "id": "34e81656-4943-439d-9fbe-df439e0e30df", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "print(img2text(\"example_image_covid.jpg\", \"describe this image.\"))" @@ -398,7 +421,9 @@ "cell_type": "code", "execution_count": null, "id": "81197d53-dd3d-4358-9835-ef513ec11d33", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "print(img2text(\"gs://generativeai-downloads/images/scones.jpg\", \"describe this image.\"))" @@ -416,7 +441,9 @@ "cell_type": "code", "execution_count": null, "id": "d8395784-ea68-4a95-a0bb-b3d618f68054", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "img_prompt=\"How do you make whats in this image?\"\n", @@ -460,12 +487,14 @@ "cell_type": "code", "execution_count": null, "id": "c18561c6-8f8f-46e4-b3ee-0d5fc96f2d31", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "def video2text(video_path: str, video_prompt: str) -> str:\n", " # Query the model\n", - " multimodal_model = GenerativeModel(\"gemini-pro-vision\")\n", + " multimodal_model = GenerativeModel(\"gemini-2.0-flash\")\n", " response = multimodal_model.generate_content(\n", " [\n", " # Add an example image\n", @@ -493,7 +522,9 @@ "cell_type": "code", "execution_count": null, "id": "55990074-0365-45f5-9fa6-bedbe93c9932", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "video_prompt = \"What is this video about in detail?\"\n", @@ -614,7 +645,31 @@ "source": [] } ], - "metadata": {}, + "metadata": { + "environment": { + "kernel": "conda-base-py", + "name": "workbench-notebooks.m129", + "type": "gcloud", + "uri": "us-docker.pkg.dev/deeplearning-platform-release/gcr.io/workbench-notebooks:m129" + }, + "kernelspec": { + "display_name": "Python 3 (ipykernel) (Local)", + "language": "python", + "name": "conda-base-py" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.16" + } + }, "nbformat": 4, "nbformat_minor": 5 } From ff23adb6550f81469ef4627a6d5bfe9ae0daef9c Mon Sep 17 00:00:00 2001 From: github-action Date: Tue, 29 Apr 2025 20:33:30 +0000 Subject: [PATCH 11/53] Github Action: Lint Notebooks --- notebooks/GenAI/Gemini_Intro.ipynb | 94 ++++++------------------------ 1 file changed, 18 insertions(+), 76 deletions(-) diff --git a/notebooks/GenAI/Gemini_Intro.ipynb b/notebooks/GenAI/Gemini_Intro.ipynb index e28c12e..5b2f106 100644 --- a/notebooks/GenAI/Gemini_Intro.ipynb +++ b/notebooks/GenAI/Gemini_Intro.ipynb @@ -62,9 +62,7 @@ "cell_type": "code", "execution_count": null, "id": "ed9781dd-9764-4e9c-88ba-fcd7bb95842a", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "! pip install --upgrade google-cloud-aiplatform langchain langchain-community" @@ -87,9 +85,7 @@ "cell_type": "code", "execution_count": null, "id": "47dc9232-383f-405b-b1a8-fab64a80492d", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "from google.cloud import aiplatform\n", @@ -130,9 +126,7 @@ "cell_type": "code", "execution_count": null, "id": "70bc5b25-c796-4015-82dc-6bc861bb525f", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "model = GenerativeModel(\"gemini-2.0-flash-001\")\n", @@ -155,9 +149,7 @@ "cell_type": "code", "execution_count": null, "id": "9d3277de-ab85-417f-b1d8-b21985a7a21b", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "prompt = \"Hello.\"\n", @@ -168,9 +160,7 @@ "cell_type": "code", "execution_count": null, "id": "342a0e3d-fbcb-4562-bb5f-b439a92e80e2", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "prompt = \"List gen ai use cases that are Life Science or Health Care related. \"\n", @@ -189,9 +179,7 @@ "cell_type": "code", "execution_count": null, "id": "f0b917b2-22b5-4011-a9c4-d8a667cf6b1d", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "prompt = \"create a python code that will replace all null values to zero within a csv file\"\n", @@ -225,9 +213,7 @@ { "cell_type": "markdown", "id": "66a897a5-79e7-4705-8ef9-22f0807cbca8", - "metadata": { - "tags": [] - }, + "metadata": {}, "source": [ "Download the PDF document we will be using for summarization from the following [link](https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10954554/pdf/41586_2024_Article_7159.pdf). Then upload the document to your working folder." ] @@ -236,9 +222,7 @@ "cell_type": "code", "execution_count": null, "id": "3becd6c2-daf0-4287-80e5-06cf419287bd", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "from langchain_community.document_loaders import PyPDFLoader\n", @@ -263,9 +247,7 @@ "cell_type": "code", "execution_count": null, "id": "c4228e44-9639-40da-8f69-343be93b65b0", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "generation_config = GenerationConfig(\n", @@ -303,9 +285,7 @@ "cell_type": "code", "execution_count": null, "id": "97e7ea82-c58e-42ee-b01e-6aa51e324b05", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "print(summarizer(ex_file[0].page_content))" @@ -343,9 +323,7 @@ "cell_type": "code", "execution_count": null, "id": "501efefe-d52f-43b3-b4eb-3d3fe81f4a3e", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "def img2text(image_path: str, img_prompt: str) -> str:\n", @@ -381,9 +359,7 @@ "cell_type": "code", "execution_count": null, "id": "b939f105-89c2-4c38-80f8-2cddf8dcb0ca", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "! wget -O example_image_covid.jpg \"https://phil.cdc.gov//PHIL_Images/23312/23312_lores.jpg\" " @@ -401,9 +377,7 @@ "cell_type": "code", "execution_count": null, "id": "34e81656-4943-439d-9fbe-df439e0e30df", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "print(img2text(\"example_image_covid.jpg\", \"describe this image.\"))" @@ -421,9 +395,7 @@ "cell_type": "code", "execution_count": null, "id": "81197d53-dd3d-4358-9835-ef513ec11d33", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "print(img2text(\"gs://generativeai-downloads/images/scones.jpg\", \"describe this image.\"))" @@ -441,9 +413,7 @@ "cell_type": "code", "execution_count": null, "id": "d8395784-ea68-4a95-a0bb-b3d618f68054", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "img_prompt=\"How do you make whats in this image?\"\n", @@ -487,9 +457,7 @@ "cell_type": "code", "execution_count": null, "id": "c18561c6-8f8f-46e4-b3ee-0d5fc96f2d31", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "def video2text(video_path: str, video_prompt: str) -> str:\n", @@ -522,9 +490,7 @@ "cell_type": "code", "execution_count": null, "id": "55990074-0365-45f5-9fa6-bedbe93c9932", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "video_prompt = \"What is this video about in detail?\"\n", @@ -645,31 +611,7 @@ "source": [] } ], - "metadata": { - "environment": { - "kernel": "conda-base-py", - "name": "workbench-notebooks.m129", - "type": "gcloud", - "uri": "us-docker.pkg.dev/deeplearning-platform-release/gcr.io/workbench-notebooks:m129" - }, - "kernelspec": { - "display_name": "Python 3 (ipykernel) (Local)", - "language": "python", - "name": "conda-base-py" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.10.16" - } - }, + "metadata": {}, "nbformat": 4, "nbformat_minor": 5 } From 8fa4d32f99a4afb52cf2f76b955178673bb04f7c Mon Sep 17 00:00:00 2001 From: RamiyapriyaS-NIH Date: Wed, 30 Apr 2025 09:53:33 -0400 Subject: [PATCH 12/53] Add files via upload --- notebooks/GenAI/langchain_on_vertex.ipynb | 146 +++++++++++++++++----- 1 file changed, 112 insertions(+), 34 deletions(-) diff --git a/notebooks/GenAI/langchain_on_vertex.ipynb b/notebooks/GenAI/langchain_on_vertex.ipynb index 105e3ec..b8eee5c 100644 --- a/notebooks/GenAI/langchain_on_vertex.ipynb +++ b/notebooks/GenAI/langchain_on_vertex.ipynb @@ -58,7 +58,9 @@ "cell_type": "code", "execution_count": null, "id": "8662e8f8-66ce-4ca6-a121-d087c499390f", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "!pip install -U google-cloud-aiplatform langchain langchain-community langchain-google-vertexai pypdf faiss-cpu --user" @@ -76,7 +78,9 @@ "cell_type": "code", "execution_count": null, "id": "27e6851a-f15d-4881-8173-9b788a009201", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "import bs4\n", @@ -89,7 +93,9 @@ "from langchain_community.document_loaders import WebBaseLoader\n", "from langchain.chains.summarize import load_summarize_chain\n", "from langchain.schema.prompt_template import format_document\n", - "from langchain_text_splitters import RecursiveCharacterTextSplitter" + "from langchain_text_splitters import RecursiveCharacterTextSplitter\n", + "\n", + "! export USER_AGENT=\"my-langchain-script/1.0\"" ] }, { @@ -104,21 +110,25 @@ "cell_type": "code", "execution_count": null, "id": "46d1b6cc-862e-4a67-a755-fbc4f7595c6f", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "loader = WebBaseLoader(\"https://pubmed.ncbi.nlm.nih.gov/37883540/\")\n", - "docs = loader.load()" + "docs = loader.load()\n" ] }, { "cell_type": "code", "execution_count": null, "id": "e34bd138-d852-40ba-87bd-ee559483aa20", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ - "llm = ChatVertexAI()\n", + "llm = ChatVertexAI(model_name=\"gemini-1.5-flash-002\")\n", "print('the LLM and default params are : ', llm)\n", "\n", "chain = load_summarize_chain(llm, chain_type=\"stuff\")\n", @@ -130,7 +140,9 @@ "cell_type": "code", "execution_count": null, "id": "dee2c20d-7678-4f6d-81c7-0b2a2b62d055", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "print('the summary of the document in a single paragraph is: ')\n", @@ -158,7 +170,9 @@ "cell_type": "code", "execution_count": null, "id": "0ad234c3-47c4-4aaf-a5b1-a3323555a8a5", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "template = \"\"\"Question: {question}\n", @@ -172,7 +186,9 @@ "cell_type": "code", "execution_count": null, "id": "126cdbda-6446-4bbb-8018-f24fce5a7216", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "chain = prompt | llm" @@ -182,7 +198,9 @@ "cell_type": "code", "execution_count": null, "id": "7323a512-5826-4498-baa6-65dca1dc6a6f", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "question = \"What evidence do we have for chimpanzees going through menopause?\"\n", @@ -218,7 +236,9 @@ "cell_type": "code", "execution_count": null, "id": "332b3383-a8ea-45f7-95bb-a5da4055c806", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "!wget --user-agent \"Chrome\" https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10954554/pdf/41586_2024_Article_7159.pdf" @@ -228,7 +248,9 @@ "cell_type": "code", "execution_count": null, "id": "2c5bcbbb-8e24-424d-931d-c9b6c09fb888", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "loader = PyPDFLoader(\"41586_2024_Article_7159.pdf\")\n", @@ -239,7 +261,9 @@ "cell_type": "code", "execution_count": null, "id": "4a4a30a3-8a71-47ff-b264-83517e2b163a", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "# you could also load from the web url\n", @@ -251,7 +275,9 @@ "cell_type": "code", "execution_count": null, "id": "745f2d86-7e59-40f0-bfea-facd6fec226f", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "pages[0]" @@ -270,11 +296,13 @@ "cell_type": "code", "execution_count": null, "id": "8144b302-d8a5-4c12-9e8a-8bff530c7006", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "# index the document using FAISS\n", - "embeddings = VertexAIEmbeddings(model_name=\"textembedding-gecko@003\")\n", + "embeddings = VertexAIEmbeddings(model_name=\"text-embedding-004\")\n", "faiss_index = FAISS.from_documents(pages, embeddings)" ] }, @@ -319,7 +347,9 @@ "cell_type": "code", "execution_count": null, "id": "a6bc812d-bb3d-4d2a-97fc-344b7c120c4e", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "doc_prompt = PromptTemplate.from_template(\"{page_content}\")\n", @@ -331,7 +361,7 @@ " )\n", " }\n", " | PromptTemplate.from_template(\"Summarize the following content in around 200 words:\\n\\n{content}\")\n", - " | ChatVertexAI()\n", + " | ChatVertexAI(model=\"gemini-1.5-flash-002\")\n", " | StrOutputParser()\n", ")" ] @@ -340,7 +370,9 @@ "cell_type": "code", "execution_count": null, "id": "79b92df8-33db-45e6-aa67-85e2d8f18f54", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "print(chain.invoke(pages))" @@ -358,7 +390,9 @@ "cell_type": "code", "execution_count": null, "id": "e187e188-07f1-4d67-a958-8b7080d725e6", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "prompt_str = \"Instructions: You need to summarize text from several documents. \\\n", @@ -376,7 +410,9 @@ "cell_type": "code", "execution_count": null, "id": "8f2d6717-d9e2-4365-9607-5b17afd65731", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "doc_prompt = PromptTemplate.from_template(\"{page_content}\")\n", @@ -388,7 +424,7 @@ " )\n", " }\n", " | PromptTemplate.from_template(prompt_str) \n", - " | ChatVertexAI()\n", + " | ChatVertexAI(model=\"gemini-1.5-flash-002\")\n", " | StrOutputParser()\n", ")" ] @@ -397,7 +433,9 @@ "cell_type": "code", "execution_count": null, "id": "fde1f59f-4ca6-4ac1-a9d2-6cf9265f7e40", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "print(chain.invoke(pages))" @@ -416,7 +454,9 @@ "cell_type": "code", "execution_count": null, "id": "8f114a47-90db-403f-8b32-0f40dc220877", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "#model garden\n", @@ -480,17 +520,21 @@ "cell_type": "code", "execution_count": null, "id": "0db1c313-b0e0-4ff2-8496-aaa9ba8e8891", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ - "llm = ChatVertexAI(model_name=\"codechat-bison@002\", max_output_tokens=1000, temperature=0.3)" + "llm = ChatVertexAI(model_name=\"gemini-2.0-flash-001\", max_output_tokens=1000, temperature=0.3)" ] }, { "cell_type": "code", "execution_count": null, "id": "7c527588-a71c-4719-8856-068b2bc3e7ef", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "question = \"Write a python function that checks if a string is a valid email address\"" @@ -500,7 +544,9 @@ "cell_type": "code", "execution_count": null, "id": "e591a4d2-dabf-4d2c-a2a6-cd97b882a758", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "print(llm.invoke(question))" @@ -510,7 +556,9 @@ "cell_type": "code", "execution_count": null, "id": "3541e5ad-faa4-423c-ba09-ce49a7e10f7e", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "question = \"Write a Nextflow module from nf-core to run bwa\"" @@ -520,7 +568,9 @@ "cell_type": "code", "execution_count": null, "id": "e33ba6a9-ff54-4f58-895e-cc7b8ae9b983", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "print(llm.invoke(question))" @@ -530,7 +580,9 @@ "cell_type": "code", "execution_count": null, "id": "682802fa-1de6-479a-a219-e6b784e74a5c", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "question = \"Write a Snakemake module from nf-core to run bwa\"" @@ -540,7 +592,9 @@ "cell_type": "code", "execution_count": null, "id": "07198a26-2595-44c7-897a-7b7b9dfcd8d3", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "print(llm.invoke(question))" @@ -573,7 +627,31 @@ ] } ], - "metadata": {}, + "metadata": { + "environment": { + "kernel": "conda-base-py", + "name": "workbench-notebooks.m129", + "type": "gcloud", + "uri": "us-docker.pkg.dev/deeplearning-platform-release/gcr.io/workbench-notebooks:m129" + }, + "kernelspec": { + "display_name": "Python 3 (ipykernel) (Local)", + "language": "python", + "name": "conda-base-py" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.16" + } + }, "nbformat": 4, "nbformat_minor": 5 } From 0c51b6c44791625bcd409f4ef60812ac01e8a39c Mon Sep 17 00:00:00 2001 From: github-action Date: Wed, 30 Apr 2025 13:54:01 +0000 Subject: [PATCH 13/53] Github Action: Lint Notebooks --- notebooks/GenAI/langchain_on_vertex.ipynb | 130 +++++----------------- 1 file changed, 27 insertions(+), 103 deletions(-) diff --git a/notebooks/GenAI/langchain_on_vertex.ipynb b/notebooks/GenAI/langchain_on_vertex.ipynb index b8eee5c..5dcee40 100644 --- a/notebooks/GenAI/langchain_on_vertex.ipynb +++ b/notebooks/GenAI/langchain_on_vertex.ipynb @@ -58,9 +58,7 @@ "cell_type": "code", "execution_count": null, "id": "8662e8f8-66ce-4ca6-a121-d087c499390f", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "!pip install -U google-cloud-aiplatform langchain langchain-community langchain-google-vertexai pypdf faiss-cpu --user" @@ -78,9 +76,7 @@ "cell_type": "code", "execution_count": null, "id": "27e6851a-f15d-4881-8173-9b788a009201", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "import bs4\n", @@ -110,9 +106,7 @@ "cell_type": "code", "execution_count": null, "id": "46d1b6cc-862e-4a67-a755-fbc4f7595c6f", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "loader = WebBaseLoader(\"https://pubmed.ncbi.nlm.nih.gov/37883540/\")\n", @@ -123,9 +117,7 @@ "cell_type": "code", "execution_count": null, "id": "e34bd138-d852-40ba-87bd-ee559483aa20", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "llm = ChatVertexAI(model_name=\"gemini-1.5-flash-002\")\n", @@ -140,9 +132,7 @@ "cell_type": "code", "execution_count": null, "id": "dee2c20d-7678-4f6d-81c7-0b2a2b62d055", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "print('the summary of the document in a single paragraph is: ')\n", @@ -170,9 +160,7 @@ "cell_type": "code", "execution_count": null, "id": "0ad234c3-47c4-4aaf-a5b1-a3323555a8a5", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "template = \"\"\"Question: {question}\n", @@ -186,9 +174,7 @@ "cell_type": "code", "execution_count": null, "id": "126cdbda-6446-4bbb-8018-f24fce5a7216", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "chain = prompt | llm" @@ -198,9 +184,7 @@ "cell_type": "code", "execution_count": null, "id": "7323a512-5826-4498-baa6-65dca1dc6a6f", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "question = \"What evidence do we have for chimpanzees going through menopause?\"\n", @@ -236,9 +220,7 @@ "cell_type": "code", "execution_count": null, "id": "332b3383-a8ea-45f7-95bb-a5da4055c806", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "!wget --user-agent \"Chrome\" https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10954554/pdf/41586_2024_Article_7159.pdf" @@ -248,9 +230,7 @@ "cell_type": "code", "execution_count": null, "id": "2c5bcbbb-8e24-424d-931d-c9b6c09fb888", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "loader = PyPDFLoader(\"41586_2024_Article_7159.pdf\")\n", @@ -261,9 +241,7 @@ "cell_type": "code", "execution_count": null, "id": "4a4a30a3-8a71-47ff-b264-83517e2b163a", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "# you could also load from the web url\n", @@ -275,9 +253,7 @@ "cell_type": "code", "execution_count": null, "id": "745f2d86-7e59-40f0-bfea-facd6fec226f", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "pages[0]" @@ -296,9 +272,7 @@ "cell_type": "code", "execution_count": null, "id": "8144b302-d8a5-4c12-9e8a-8bff530c7006", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "# index the document using FAISS\n", @@ -347,9 +321,7 @@ "cell_type": "code", "execution_count": null, "id": "a6bc812d-bb3d-4d2a-97fc-344b7c120c4e", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "doc_prompt = PromptTemplate.from_template(\"{page_content}\")\n", @@ -370,9 +342,7 @@ "cell_type": "code", "execution_count": null, "id": "79b92df8-33db-45e6-aa67-85e2d8f18f54", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "print(chain.invoke(pages))" @@ -390,9 +360,7 @@ "cell_type": "code", "execution_count": null, "id": "e187e188-07f1-4d67-a958-8b7080d725e6", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "prompt_str = \"Instructions: You need to summarize text from several documents. \\\n", @@ -410,9 +378,7 @@ "cell_type": "code", "execution_count": null, "id": "8f2d6717-d9e2-4365-9607-5b17afd65731", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "doc_prompt = PromptTemplate.from_template(\"{page_content}\")\n", @@ -433,9 +399,7 @@ "cell_type": "code", "execution_count": null, "id": "fde1f59f-4ca6-4ac1-a9d2-6cf9265f7e40", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "print(chain.invoke(pages))" @@ -454,9 +418,7 @@ "cell_type": "code", "execution_count": null, "id": "8f114a47-90db-403f-8b32-0f40dc220877", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "#model garden\n", @@ -520,9 +482,7 @@ "cell_type": "code", "execution_count": null, "id": "0db1c313-b0e0-4ff2-8496-aaa9ba8e8891", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "llm = ChatVertexAI(model_name=\"gemini-2.0-flash-001\", max_output_tokens=1000, temperature=0.3)" @@ -532,9 +492,7 @@ "cell_type": "code", "execution_count": null, "id": "7c527588-a71c-4719-8856-068b2bc3e7ef", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "question = \"Write a python function that checks if a string is a valid email address\"" @@ -544,9 +502,7 @@ "cell_type": "code", "execution_count": null, "id": "e591a4d2-dabf-4d2c-a2a6-cd97b882a758", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "print(llm.invoke(question))" @@ -556,9 +512,7 @@ "cell_type": "code", "execution_count": null, "id": "3541e5ad-faa4-423c-ba09-ce49a7e10f7e", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "question = \"Write a Nextflow module from nf-core to run bwa\"" @@ -568,9 +522,7 @@ "cell_type": "code", "execution_count": null, "id": "e33ba6a9-ff54-4f58-895e-cc7b8ae9b983", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "print(llm.invoke(question))" @@ -580,9 +532,7 @@ "cell_type": "code", "execution_count": null, "id": "682802fa-1de6-479a-a219-e6b784e74a5c", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "question = \"Write a Snakemake module from nf-core to run bwa\"" @@ -592,9 +542,7 @@ "cell_type": "code", "execution_count": null, "id": "07198a26-2595-44c7-897a-7b7b9dfcd8d3", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "print(llm.invoke(question))" @@ -627,31 +575,7 @@ ] } ], - "metadata": { - "environment": { - "kernel": "conda-base-py", - "name": "workbench-notebooks.m129", - "type": "gcloud", - "uri": "us-docker.pkg.dev/deeplearning-platform-release/gcr.io/workbench-notebooks:m129" - }, - "kernelspec": { - "display_name": "Python 3 (ipykernel) (Local)", - "language": "python", - "name": "conda-base-py" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.10.16" - } - }, + "metadata": {}, "nbformat": 4, "nbformat_minor": 5 } From c6fc2e1412a3ca8a2bfdd8548e68d6edc951ff67 Mon Sep 17 00:00:00 2001 From: RamiyapriyaS-NIH Date: Wed, 30 Apr 2025 14:25:29 -0400 Subject: [PATCH 14/53] updated install instructions --- notebooks/SRADownload/SRA-Download.ipynb | 117 +++++++++++++++++++---- 1 file changed, 99 insertions(+), 18 deletions(-) diff --git a/notebooks/SRADownload/SRA-Download.ipynb b/notebooks/SRADownload/SRA-Download.ipynb index 665d19b..5540af2 100644 --- a/notebooks/SRADownload/SRA-Download.ipynb +++ b/notebooks/SRADownload/SRA-Download.ipynb @@ -62,6 +62,14 @@ "Install dependencies, using mamba (you could also use conda). At the time of writing, the version of SRA tools available with the Anaconda distribution was v.2.11.0. If you want to install the latest version, download and install from [here](https://github.com/ncbi/sra-tools/wiki/01.-Downloading-SRA-Toolkit). If you do the direct install, you will also need to configure interactively following [this guide](https://github.com/ncbi/sra-tools/wiki/05.-Toolkit-Configuration), you can do that by opening a terminal and running the commands there." ] }, + { + "cell_type": "code", + "execution_count": null, + "id": "3e0bb6f1-05ee-4215-94e3-8365f7550688", + "metadata": {}, + "outputs": [], + "source": [] + }, { "cell_type": "code", "execution_count": null, @@ -90,6 +98,21 @@ "! fasterq-dump -h" ] }, + { + "cell_type": "code", + "execution_count": null, + "id": "5df3de21-bb3d-4d38-bcb1-30f5b10c9d01", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "!wget https://ftp-trace.ncbi.nlm.nih.gov/sra/sdk/current/sratoolkit.current-ubuntu64.tar.gz && \\\n", + "tar -xvzf sratoolkit.current-ubuntu64.tar.gz && \\\n", + "export PATH=$PATH:$(pwd)/sratoolkit.*-ubuntu64/bin && \\\n", + "fasterq-dump --version" + ] + }, { "cell_type": "markdown", "id": "7d8d3512-5307-42f7-9405-495fe1ca5be2", @@ -102,7 +125,9 @@ "cell_type": "code", "execution_count": null, "id": "e3265f75-ebf7-4d90-8f4d-a486df5cb693", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "pwd" @@ -120,7 +145,9 @@ "cell_type": "code", "execution_count": null, "id": "9aa93698-a082-4c11-9d48-0abe775fbcc5", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "! mkdir -p data data/fasterqdump/raw_fastq data/prefetch_fasterqdump/raw_fastq" @@ -146,7 +173,9 @@ "cell_type": "code", "execution_count": null, "id": "d2c3ec94-16cd-43b6-a4c9-d56aa593382e", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "# Import the biquery api\n", @@ -158,7 +187,9 @@ "cell_type": "code", "execution_count": null, "id": "243fb23b-ec7e-423f-a531-9f39a1954087", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "# Designate the client for the API\n", @@ -178,7 +209,9 @@ "cell_type": "code", "execution_count": null, "id": "2eb8d3f3-6a18-40a0-b9fe-7ab4c285b7db", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "query = \"\"\"\n", @@ -201,7 +234,9 @@ "cell_type": "code", "execution_count": null, "id": "e049fdce-7ed7-43f4-a4d5-6811dd590dd5", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "df" @@ -219,7 +254,9 @@ "cell_type": "code", "execution_count": null, "id": "b7ca8b00-a467-4e70-a63e-faf6c53f6b6f", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "df['jattr'][0]" @@ -245,7 +282,9 @@ "cell_type": "code", "execution_count": null, "id": "2693f4f3-4ebf-41d7-95d6-8a23456897d4", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "with open('list_of_accessionIDS.txt', 'w') as f:\n", @@ -257,7 +296,9 @@ "cell_type": "code", "execution_count": null, "id": "d5bda88c-1263-497f-bb9c-b949a8ff5272", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "cat list_of_accessionIDS.txt" @@ -291,7 +332,9 @@ "cell_type": "code", "execution_count": null, "id": "96307376", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "%%time\n", @@ -318,7 +361,9 @@ "cell_type": "code", "execution_count": null, "id": "81e5fd57-2cb0-42f7-88c5-4f2f7ea4a1ea", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "%%time\n", @@ -329,7 +374,9 @@ "cell_type": "code", "execution_count": null, "id": "2dafb175-67ea-4b70-a4f5-5e98737cece2", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "ls data/prefetch_fasterqdump/raw_fastq/" @@ -339,7 +386,9 @@ "cell_type": "code", "execution_count": null, "id": "fe02bb95-c9b0-494a-a187-c1b955f2788e", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "%%time\n", @@ -374,7 +423,9 @@ "cell_type": "code", "execution_count": null, "id": "a6703fae-2752-4717-93be-fd8d3e0b41d6", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "! gsutil mb gs://cloud-lab-tutorials_sra/" @@ -384,7 +435,9 @@ "cell_type": "code", "execution_count": null, "id": "6c8d5b92-80dc-4d99-8f6f-88200eb98815", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "ls data/prefetch_fasterqdump/raw_fastq/" @@ -402,7 +455,9 @@ "cell_type": "code", "execution_count": null, "id": "a17ff514-bbac-4974-afeb-9eb847ba857f", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "! gsutil -m cp data/prefetch_fasterqdump/raw_fastq/*.fastq gs://cloud-lab-tutorials_sra/raw_fastq/" @@ -412,7 +467,9 @@ "cell_type": "code", "execution_count": null, "id": "3d97b47b-830d-49ee-8add-c2c9fd4e41d4", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "! gsutil ls gs://cloud-lab-tutorials_sra/raw_fastq/" @@ -437,7 +494,31 @@ ] } ], - "metadata": {}, + "metadata": { + "environment": { + "kernel": "conda-base-py", + "name": "workbench-notebooks.m129", + "type": "gcloud", + "uri": "us-docker.pkg.dev/deeplearning-platform-release/gcr.io/workbench-notebooks:m129" + }, + "kernelspec": { + "display_name": "Python 3 (ipykernel) (Local)", + "language": "python", + "name": "conda-base-py" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.16" + } + }, "nbformat": 4, "nbformat_minor": 5 } From d218b5a07abc8b46de5b275a48961f36b694ae42 Mon Sep 17 00:00:00 2001 From: github-action Date: Wed, 30 Apr 2025 18:25:53 +0000 Subject: [PATCH 15/53] Github Action: Lint Notebooks --- notebooks/SRADownload/SRA-Download.ipynb | 98 +++++------------------- 1 file changed, 19 insertions(+), 79 deletions(-) diff --git a/notebooks/SRADownload/SRA-Download.ipynb b/notebooks/SRADownload/SRA-Download.ipynb index 5540af2..b0a0300 100644 --- a/notebooks/SRADownload/SRA-Download.ipynb +++ b/notebooks/SRADownload/SRA-Download.ipynb @@ -102,9 +102,7 @@ "cell_type": "code", "execution_count": null, "id": "5df3de21-bb3d-4d38-bcb1-30f5b10c9d01", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "!wget https://ftp-trace.ncbi.nlm.nih.gov/sra/sdk/current/sratoolkit.current-ubuntu64.tar.gz && \\\n", @@ -125,9 +123,7 @@ "cell_type": "code", "execution_count": null, "id": "e3265f75-ebf7-4d90-8f4d-a486df5cb693", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "pwd" @@ -145,9 +141,7 @@ "cell_type": "code", "execution_count": null, "id": "9aa93698-a082-4c11-9d48-0abe775fbcc5", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "! mkdir -p data data/fasterqdump/raw_fastq data/prefetch_fasterqdump/raw_fastq" @@ -173,9 +167,7 @@ "cell_type": "code", "execution_count": null, "id": "d2c3ec94-16cd-43b6-a4c9-d56aa593382e", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "# Import the biquery api\n", @@ -187,9 +179,7 @@ "cell_type": "code", "execution_count": null, "id": "243fb23b-ec7e-423f-a531-9f39a1954087", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "# Designate the client for the API\n", @@ -209,9 +199,7 @@ "cell_type": "code", "execution_count": null, "id": "2eb8d3f3-6a18-40a0-b9fe-7ab4c285b7db", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "query = \"\"\"\n", @@ -234,9 +222,7 @@ "cell_type": "code", "execution_count": null, "id": "e049fdce-7ed7-43f4-a4d5-6811dd590dd5", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "df" @@ -254,9 +240,7 @@ "cell_type": "code", "execution_count": null, "id": "b7ca8b00-a467-4e70-a63e-faf6c53f6b6f", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "df['jattr'][0]" @@ -282,9 +266,7 @@ "cell_type": "code", "execution_count": null, "id": "2693f4f3-4ebf-41d7-95d6-8a23456897d4", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "with open('list_of_accessionIDS.txt', 'w') as f:\n", @@ -296,9 +278,7 @@ "cell_type": "code", "execution_count": null, "id": "d5bda88c-1263-497f-bb9c-b949a8ff5272", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "cat list_of_accessionIDS.txt" @@ -332,9 +312,7 @@ "cell_type": "code", "execution_count": null, "id": "96307376", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "%%time\n", @@ -361,9 +339,7 @@ "cell_type": "code", "execution_count": null, "id": "81e5fd57-2cb0-42f7-88c5-4f2f7ea4a1ea", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "%%time\n", @@ -374,9 +350,7 @@ "cell_type": "code", "execution_count": null, "id": "2dafb175-67ea-4b70-a4f5-5e98737cece2", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "ls data/prefetch_fasterqdump/raw_fastq/" @@ -386,9 +360,7 @@ "cell_type": "code", "execution_count": null, "id": "fe02bb95-c9b0-494a-a187-c1b955f2788e", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "%%time\n", @@ -423,9 +395,7 @@ "cell_type": "code", "execution_count": null, "id": "a6703fae-2752-4717-93be-fd8d3e0b41d6", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "! gsutil mb gs://cloud-lab-tutorials_sra/" @@ -435,9 +405,7 @@ "cell_type": "code", "execution_count": null, "id": "6c8d5b92-80dc-4d99-8f6f-88200eb98815", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "ls data/prefetch_fasterqdump/raw_fastq/" @@ -455,9 +423,7 @@ "cell_type": "code", "execution_count": null, "id": "a17ff514-bbac-4974-afeb-9eb847ba857f", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "! gsutil -m cp data/prefetch_fasterqdump/raw_fastq/*.fastq gs://cloud-lab-tutorials_sra/raw_fastq/" @@ -467,9 +433,7 @@ "cell_type": "code", "execution_count": null, "id": "3d97b47b-830d-49ee-8add-c2c9fd4e41d4", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "! gsutil ls gs://cloud-lab-tutorials_sra/raw_fastq/" @@ -494,31 +458,7 @@ ] } ], - "metadata": { - "environment": { - "kernel": "conda-base-py", - "name": "workbench-notebooks.m129", - "type": "gcloud", - "uri": "us-docker.pkg.dev/deeplearning-platform-release/gcr.io/workbench-notebooks:m129" - }, - "kernelspec": { - "display_name": "Python 3 (ipykernel) (Local)", - "language": "python", - "name": "conda-base-py" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.10.16" - } - }, + "metadata": {}, "nbformat": 4, "nbformat_minor": 5 } From def870eaa9c8c86b9524f2a46cb343cc25ab9203 Mon Sep 17 00:00:00 2001 From: RamiyapriyaS-NIH Date: Wed, 30 Apr 2025 14:28:01 -0400 Subject: [PATCH 16/53] Update SRA-Download.ipynb --- notebooks/SRADownload/SRA-Download.ipynb | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/notebooks/SRADownload/SRA-Download.ipynb b/notebooks/SRADownload/SRA-Download.ipynb index b0a0300..30171a8 100644 --- a/notebooks/SRADownload/SRA-Download.ipynb +++ b/notebooks/SRADownload/SRA-Download.ipynb @@ -59,7 +59,7 @@ "id": "01213dae", "metadata": {}, "source": [ - "Install dependencies, using mamba (you could also use conda). At the time of writing, the version of SRA tools available with the Anaconda distribution was v.2.11.0. If you want to install the latest version, download and install from [here](https://github.com/ncbi/sra-tools/wiki/01.-Downloading-SRA-Toolkit). If you do the direct install, you will also need to configure interactively following [this guide](https://github.com/ncbi/sra-tools/wiki/05.-Toolkit-Configuration), you can do that by opening a terminal and running the commands there." + "Install dependencies, using mamba (you could also use conda) or manually by downloading and installing the package. At the time of writing, the version of SRA tools available with the Anaconda distribution was v.2.11.0. If you want to install the latest version, download and install from [here](https://github.com/ncbi/sra-tools/wiki/01.-Downloading-SRA-Toolkit). If you do the direct install, you will also need to configure interactively following [this guide](https://github.com/ncbi/sra-tools/wiki/05.-Toolkit-Configuration), you can do that by opening a terminal and running the commands there." ] }, { From 6f49bc1e4f02214e62fc70e45875cde522384d75 Mon Sep 17 00:00:00 2001 From: RamiyapriyaS-NIH Date: Wed, 30 Apr 2025 14:44:32 -0400 Subject: [PATCH 17/53] updated installation instructions --- .../nextflow/Part2_GBatch_Nextflow.ipynb | 73 ++++++++++++++++--- 1 file changed, 64 insertions(+), 9 deletions(-) diff --git a/notebooks/GoogleBatch/nextflow/Part2_GBatch_Nextflow.ipynb b/notebooks/GoogleBatch/nextflow/Part2_GBatch_Nextflow.ipynb index 1e0e8fe..1d81113 100644 --- a/notebooks/GoogleBatch/nextflow/Part2_GBatch_Nextflow.ipynb +++ b/notebooks/GoogleBatch/nextflow/Part2_GBatch_Nextflow.ipynb @@ -74,7 +74,9 @@ "cell_type": "code", "execution_count": null, "id": "cf9e21b4-07d3-4e79-9c94-067b70e78ff6", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "#make sure you change this name, it needs to be globally unique\n", @@ -85,7 +87,9 @@ "cell_type": "code", "execution_count": null, "id": "e47789f2-e38d-46ec-8750-0a235b0c4337", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "#will only create the bucket if it doesn't yet exist\n", @@ -96,7 +100,9 @@ "cell_type": "code", "execution_count": null, "id": "5a4ccc7d-b258-410a-85fb-f261fa0dcade", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "#set versioning on the bucket so it can overwrite old files\n", @@ -147,7 +153,9 @@ "cell_type": "code", "execution_count": null, "id": "2619673e-9645-4460-aa07-323d01bcd9ba", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "#First install java\n", @@ -160,7 +168,9 @@ "cell_type": "code", "execution_count": null, "id": "c24cb2d9-6260-45fc-a4c0-f55688c43e11", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "#Specify nexflow version and platfrom\n", @@ -180,9 +190,26 @@ "outputs": [], "source": [ "#Install SRAtools to download data\n", + "\n", + "#Option 1: Using mamba\n", "! mamba install -c bioconda -c conda-forge sra-tools==2.11.0 -y" ] }, + { + "cell_type": "code", + "execution_count": null, + "id": "1242056b-39f3-435d-b0d4-2757c3faa0ff", + "metadata": {}, + "outputs": [], + "source": [ + "#Option 2: Manual Install with wget \n", + "\n", + "!wget https://ftp-trace.ncbi.nlm.nih.gov/sra/sdk/current/sratoolkit.current-ubuntu64.tar.gz && \\\n", + "tar -xvzf sratoolkit.current-ubuntu64.tar.gz && \\\n", + "export PATH=$PATH:$(pwd)/sratoolkit.*-ubuntu64/bin && \\\n", + "fasterq-dump --version" + ] + }, { "cell_type": "markdown", "id": "1bc477a9-7b3f-431e-93b7-50e96809bfc5", @@ -196,7 +223,9 @@ "cell_type": "code", "execution_count": null, "id": "facdbaea-d6ca-4270-9ddc-7c5d042b7373", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "#set up directory structure\n", @@ -215,7 +244,9 @@ "cell_type": "code", "execution_count": null, "id": "b8ca1c0f-3844-42f8-a9e2-546178a6d961", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "%%time\n", @@ -238,7 +269,7 @@ "outputs": [], "source": [ "%%time\n", - "! fasterq-dump -f -e 8 -m 24G SRR067701.sra" + "! fasterq-dump -f -e 8 -m 24G SRR067701" ] }, { @@ -398,7 +429,31 @@ ] } ], - "metadata": {}, + "metadata": { + "environment": { + "kernel": "conda-base-py", + "name": "workbench-notebooks.m129", + "type": "gcloud", + "uri": "us-docker.pkg.dev/deeplearning-platform-release/gcr.io/workbench-notebooks:m129" + }, + "kernelspec": { + "display_name": "Python 3 (ipykernel) (Local)", + "language": "python", + "name": "conda-base-py" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.16" + } + }, "nbformat": 4, "nbformat_minor": 5 } From 24e54bee25c28ff233caa7999dd8e8109ec25465 Mon Sep 17 00:00:00 2001 From: github-action Date: Wed, 30 Apr 2025 18:44:56 +0000 Subject: [PATCH 18/53] Github Action: Lint Notebooks --- .../nextflow/Part2_GBatch_Nextflow.ipynb | 54 +++---------------- 1 file changed, 8 insertions(+), 46 deletions(-) diff --git a/notebooks/GoogleBatch/nextflow/Part2_GBatch_Nextflow.ipynb b/notebooks/GoogleBatch/nextflow/Part2_GBatch_Nextflow.ipynb index 1d81113..debf12d 100644 --- a/notebooks/GoogleBatch/nextflow/Part2_GBatch_Nextflow.ipynb +++ b/notebooks/GoogleBatch/nextflow/Part2_GBatch_Nextflow.ipynb @@ -74,9 +74,7 @@ "cell_type": "code", "execution_count": null, "id": "cf9e21b4-07d3-4e79-9c94-067b70e78ff6", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "#make sure you change this name, it needs to be globally unique\n", @@ -87,9 +85,7 @@ "cell_type": "code", "execution_count": null, "id": "e47789f2-e38d-46ec-8750-0a235b0c4337", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "#will only create the bucket if it doesn't yet exist\n", @@ -100,9 +96,7 @@ "cell_type": "code", "execution_count": null, "id": "5a4ccc7d-b258-410a-85fb-f261fa0dcade", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "#set versioning on the bucket so it can overwrite old files\n", @@ -153,9 +147,7 @@ "cell_type": "code", "execution_count": null, "id": "2619673e-9645-4460-aa07-323d01bcd9ba", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "#First install java\n", @@ -168,9 +160,7 @@ "cell_type": "code", "execution_count": null, "id": "c24cb2d9-6260-45fc-a4c0-f55688c43e11", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "#Specify nexflow version and platfrom\n", @@ -223,9 +213,7 @@ "cell_type": "code", "execution_count": null, "id": "facdbaea-d6ca-4270-9ddc-7c5d042b7373", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "#set up directory structure\n", @@ -244,9 +232,7 @@ "cell_type": "code", "execution_count": null, "id": "b8ca1c0f-3844-42f8-a9e2-546178a6d961", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "%%time\n", @@ -429,31 +415,7 @@ ] } ], - "metadata": { - "environment": { - "kernel": "conda-base-py", - "name": "workbench-notebooks.m129", - "type": "gcloud", - "uri": "us-docker.pkg.dev/deeplearning-platform-release/gcr.io/workbench-notebooks:m129" - }, - "kernelspec": { - "display_name": "Python 3 (ipykernel) (Local)", - "language": "python", - "name": "conda-base-py" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.10.16" - } - }, + "metadata": {}, "nbformat": 4, "nbformat_minor": 5 } From ef413dea1417e12b280f1a0f054b83dce1198075 Mon Sep 17 00:00:00 2001 From: RamiyapriyaS-NIH Date: Wed, 30 Apr 2025 15:44:55 -0400 Subject: [PATCH 19/53] Update compute-engine-idle-shutdown.md --- docs/compute-engine-idle-shutdown.md | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/docs/compute-engine-idle-shutdown.md b/docs/compute-engine-idle-shutdown.md index 625192f..99bb6ea 100644 --- a/docs/compute-engine-idle-shutdown.md +++ b/docs/compute-engine-idle-shutdown.md @@ -2,7 +2,9 @@ This guide walks you through how to automatically configure auto-shutdown capabilities on any GCP virtual machine. Put simply, you only need to add a startup script that shuts down the VM after a specified period of inactivity. This safeguard helps ensure you don't forget to shut off your VM over the weekend, and accidentally burn through a big chunk of your budget. ## 1. Configure auto-shutdown on Vertex AI Notebook Instance -When starting a new VertexAI notebook, you can enable idle shutdown by simply clicking a box and specifying the amount of time you want your machine idle before it shuts down. See our [VertexAI startup guide](/docs/vertexai.md) to see how to enable this important feature. +When starting a new VertexAI notebook, you can enable idle shutdown by navigating to **Advanced options** and checking the box for enabling auto-shutdown. You must specify the amount of time you want your machine idle before it shuts down. See our [VertexAI startup guide](/docs/vertexai.md) to see how to enable this important feature. + +![image showing idle shutdown selection](/images/images_for_creating_GCP_instances/6_instance_idle_shutdown.png) For additional details on the other settings for user managed notebooks, see [this VertexAI Quickstart](https://cloud.google.com/vertex-ai/docs/workbench/user-managed/create-user-managed-notebooks-instance-console-quickstart). From d0d8a18039ae874262f36298cf16a5b7e3306980 Mon Sep 17 00:00:00 2001 From: RamiyapriyaS-NIH Date: Wed, 30 Apr 2025 15:56:28 -0400 Subject: [PATCH 20/53] Update 1-d10-run-first.ipynb --- notebooks/DL-gwas-gcp-example/1-d10-run-first.ipynb | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/notebooks/DL-gwas-gcp-example/1-d10-run-first.ipynb b/notebooks/DL-gwas-gcp-example/1-d10-run-first.ipynb index 0f214ed..ce50864 100644 --- a/notebooks/DL-gwas-gcp-example/1-d10-run-first.ipynb +++ b/notebooks/DL-gwas-gcp-example/1-d10-run-first.ipynb @@ -34,7 +34,7 @@ "metadata": {}, "source": [ "## Prerequisites\n", - "See the [README](/notebooks/DL-gwas-gcp-example/README.md) in this directory. " + "See the [README](./README.md) in this directory. 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zDL9>OtruQ@$KmR}yMOflYH6;2crz-6DXK$HTKV+Mn1tt%`5~R@RiXb-l-^G`Vnlz) z>+w&lyi~(K!NNb{kNclk=YOZ7|DFpq*gs8l?|MqfQ4K3;=6l|>CEJ1g(j|Gh+~ILj zE$C&w7P7LB8r8bG)_WJGJaZXLKe^}rob11Ua;N=QGVkvg3ZE>k z6JB)G#iUL=5>kHTSMC+Hf7tr8ylT$ydZ5MMeDOQZR`_00pW~Bn7isR;;EZEJ-tK9K u{)O?W|7u^;cbu-%qZwv>nLf<(+49MYl)){pW}F)zT;Kk=opR&*?EeC%Qp2eL literal 0 HcmV?d00001 From 94f8e621ba8d7b996a6c9b2464fa2b71757891d6 Mon Sep 17 00:00:00 2001 From: RamiyapriyaS-NIH Date: Thu, 1 May 2025 16:58:03 -0400 Subject: [PATCH 37/53] Update GCP_Grounding.ipynb --- notebooks/GenAI/GCP_Grounding.ipynb | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/notebooks/GenAI/GCP_Grounding.ipynb b/notebooks/GenAI/GCP_Grounding.ipynb index 59d0afb..cd4c11d 100644 --- a/notebooks/GenAI/GCP_Grounding.ipynb +++ b/notebooks/GenAI/GCP_Grounding.ipynb @@ -94,7 +94,7 @@ "id": "ccd0d718-eb6f-43b3-afe1-ec56d8108ef3", "metadata": {}, "source": [ - "As you can see from the image below Google Cloud's Agent builder supports the following data sources but for this tutorial we will use **'Cloud Storage'** as our data source." + "As you can see from the image below Google Cloud's AI Applications supports the following data sources but for this tutorial we will use **'Cloud Storage'** as our data source." ] }, { @@ -182,7 +182,7 @@ "id": "5566af32-8ae4-42e2-8a03-cb2af69a6e60", "metadata": {}, "source": [ - "On the right side menu select **'Enable Grounding'** then click **'CUSTOMIZE'**." + "On the right side menu select **'Enable Grounding'** then click **'CUSTOMIZE'**. Select **Vertex AI Search** as the grounding source. " ] }, { From 0468b7e87770603b490e885037580f62632032ca Mon Sep 17 00:00:00 2001 From: RamiyapriyaS-NIH Date: Thu, 1 May 2025 17:12:29 -0400 Subject: [PATCH 38/53] Add files via upload --- notebooks/GenAI/VertexAIStudioGCP.ipynb | 43 +++++++++++++++++++++---- 1 file changed, 37 insertions(+), 6 deletions(-) diff --git a/notebooks/GenAI/VertexAIStudioGCP.ipynb b/notebooks/GenAI/VertexAIStudioGCP.ipynb index d217321..0a94190 100644 --- a/notebooks/GenAI/VertexAIStudioGCP.ipynb +++ b/notebooks/GenAI/VertexAIStudioGCP.ipynb @@ -63,19 +63,26 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Go to the Vertex AI Studio console by navigating to Vertex AI via the search bar on the console. On the left side menu scroll down to Vertex AI Studio, click **Chat**.\n", + "Click on the horizontal three lines on the top left of the console, scroll down to **Vertex AI**, click **Prompt Gallery**. \n", "\n", - " \n", + " \n", "\n", "\n", - "Click on **\"Browse prompt gallery\"** then scroll down to **Summarizing texts** and click on it. You will see the system instructions and the prompt on the chat that are populated with the summarizing example. Since we want to summarize our own article, we clear the prompt by clicking **Clear prompt** on the top right and then **Insert Media**, select **ByURL** if you want to upload a document from the web or **Upload** if you want to upload it from your local machine. Paste the url link and press **Insert**. The document will be loaded into the Prompt and you will have to enter some instruction of what to do with the uploaded document i.e. \"Please summarize the uploaded document.\" For this tutorial this article is about how gut microbiota affects Alzeheimer's disease because of the gut-brain-microbiota axis network [here](https://www.aging-us.com/article/102930/pdf).\n", - "\n", + "Search for **Summarizing texts** and click on it. You will see the system instructions and the prompt on the chat that are populated with the summarizing example. Since we want to summarize our own article, we clear the prompt by clicking **Clear prompt** on the top right and then **Insert Media**, select **ByURL** if you want to upload a document from the web or **Upload** if you want to upload it from your local machine. Paste the url link and press **Insert**. The document will be loaded into the Prompt and you will have to enter some instruction of what to do with the uploaded document i.e. \"Please summarize the uploaded document.\" For this tutorial this article is about how gut microbiota affects Alzeheimer's disease because of the gut-brain-microbiota axis network [here](https://www.aging-us.com/article/102930/pdf).\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "tags": [] + }, + "source": [ " \n", "\n", "To the right you can control the parameters that we have been using before this is a great way to test what each parameter does and how they effect each other. Once you are done click the submit arrow, you should have a similar output as below. For explainations on the parameters **temperature, Output token limit, top p, and top k** see the following article [here](https://cloud.google.com/vertex-ai/docs/generative-ai/text/test-text-prompts#generative-ai-test-text-prompt-drest).\n", "\n", " \n", - " \n" + " " ] }, { @@ -126,7 +133,31 @@ ] } ], - "metadata": {}, + "metadata": { + "environment": { + "kernel": "conda-base-py", + "name": "workbench-notebooks.m129", + "type": "gcloud", + "uri": "us-docker.pkg.dev/deeplearning-platform-release/gcr.io/workbench-notebooks:m129" + }, + "kernelspec": { + "display_name": "Python 3 (ipykernel) (Local)", + "language": "python", + "name": "conda-base-py" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.16" + } + }, "nbformat": 4, "nbformat_minor": 4 } From 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zLchM-^b%>>(nC91#5d3I=<#-^oV2AEEnRg)MUFbDR8Nus(2yZAsw*z{~PiD6PjsgF%YY_ZCheZ)G7`Z27f%27tOz8s!E<92&*vU$M-jKOLim1S@x9 zCa9oeX(&(A$_j0P_W{sX9~tZM|3?gKwpj%doygIihCVqJS$Kj69>7Q9$cV@v7C@xg z1!_lKRL#^3{^^}Rk5n%@So&J^oN*W5*6)XJhubSW{uRH@jILp8beppV=v_zpA;~{B z^~0mvlcN<}K(P_M`C!##@(>|85o(-hF6WL@J~hiXl|Vv`jUC4~NUy+g;DT zj(=sBb(GPTN`)_RSx@ZRU*aVLVcqqAO=bUH^}mC=AeFIou<}uag0<>d!TM-$7x8de znVGQfRX+DC*7*YJynk4kD>v|hNBy1Yluek@!y~8^ymQ<{;5vT-sW&Yvt Date: Thu, 1 May 2025 21:13:04 +0000 Subject: [PATCH 40/53] Github Action: Lint Notebooks --- notebooks/GenAI/VertexAIStudioGCP.ipynb | 30 ++----------------------- 1 file changed, 2 insertions(+), 28 deletions(-) diff --git a/notebooks/GenAI/VertexAIStudioGCP.ipynb b/notebooks/GenAI/VertexAIStudioGCP.ipynb index 0a94190..5bd4b92 100644 --- a/notebooks/GenAI/VertexAIStudioGCP.ipynb +++ b/notebooks/GenAI/VertexAIStudioGCP.ipynb @@ -73,9 +73,7 @@ }, { "cell_type": "markdown", - "metadata": { - "tags": [] - }, + "metadata": {}, "source": [ " \n", "\n", @@ -133,31 +131,7 @@ ] } ], - "metadata": { - "environment": { - "kernel": "conda-base-py", - "name": "workbench-notebooks.m129", - "type": "gcloud", - "uri": "us-docker.pkg.dev/deeplearning-platform-release/gcr.io/workbench-notebooks:m129" - }, - "kernelspec": { - "display_name": "Python 3 (ipykernel) (Local)", - "language": "python", - "name": "conda-base-py" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.10.16" - } - }, + "metadata": {}, "nbformat": 4, "nbformat_minor": 4 } From 0c042e8422e914efa940a439f5d089d59a019202 Mon Sep 17 00:00:00 2001 From: RamiyapriyaS-NIH Date: Thu, 1 May 2025 21:24:04 -0400 Subject: [PATCH 41/53] Add files via upload --- .../GenAI/GCP_Code_Chatbot_wGrounding.ipynb | 149 ++++++------------ 1 file changed, 44 insertions(+), 105 deletions(-) diff --git a/notebooks/GenAI/GCP_Code_Chatbot_wGrounding.ipynb b/notebooks/GenAI/GCP_Code_Chatbot_wGrounding.ipynb index 9c63de6..7a9d29d 100644 --- a/notebooks/GenAI/GCP_Code_Chatbot_wGrounding.ipynb +++ b/notebooks/GenAI/GCP_Code_Chatbot_wGrounding.ipynb @@ -11,9 +11,8 @@ "In this tutorial, we'll build a chatbot that utilizes data from a datastore that contains URLs relating to Snakemake information as its source. Grounding in this context means ensuring that the model's responses are strictly based on the information available on the website. The data store, which contains information from publicly indexed websites using a web crawler, allows you to specify domains and configure search or recommendation features based on the data collected from these sites. Grounding is a component of RAG but in this example, it operates at a higher level by the model assuming the information it already knows is not completely accurate. This ensures that the model fully depends on the data source for its responses. In turn, this helps RAG enhance the quality and accuracy of text generation by incorporating relevant information from external knowledge sources. For additional details on Agent Builder grounding, please refer to the __[GCP_Grounding](https://github.com/STRIDES/NIHCloudLabGCP/blob/main/notebooks/GenAI/GCP_Grounding.ipynb)__ tutorial. \n", "\n", "## Learning objectives\n", - "- Learn to create a search app in Agent Builder.\n", "- Learn to create a Website data store.\n", - "- Learn to use an Agent Builder grounding.\n", + "- Learn to use an Vertex AI grounding.\n", " \n", "## Prerequisites\n", "You must have enabled the Vertex AI, Compute Engine, and Agent Builder APIs.\n", @@ -25,67 +24,7 @@ "Search LLM Add-On. Number of requests per month = 100
\n", "Data Index. Amount of GiB indexed per month = 5
\n", "\n", - "## Get started\n", - "\n", - "### Create a search app\n", - "\n", - "As the __[GCP_Grounding](https://github.com/STRIDES/NIHCloudLabGCP/blob/main/notebooks/GenAI/GCP_Grounding.ipynb)__ tutorial explains, we need to create an Application under the 'Agent Builder' on the console. Start by searching up 'Agent Builder' on the console." - ] - }, - { - "cell_type": "markdown", - "id": "f188bf06-2350-4baf-9e2a-915814288269", - "metadata": {}, - "source": [ - "![Agent_builder](../../images/1_chatbot_grounding.png)" - ] - }, - { - "cell_type": "markdown", - "id": "2a1588ce-2e85-4761-8137-98985fbc5fd1", - "metadata": {}, - "source": [ - "Once you open Agent Builder click on 'CREATE APP' to get started." - ] - }, - { - "cell_type": "markdown", - "id": "ce2cdbf4-c8dc-4020-b6b0-81238e1c10e0", - "metadata": {}, - "source": [ - "![create_app](../../images/2_chatbot_grounding.png)" - ] - }, - { - "cell_type": "markdown", - "id": "dce20025-baf0-40f7-8d75-c5433f323237", - "metadata": {}, - "source": [ - "Click on __\"SELECT\"__ to select an app Search type." - ] - }, - { - "cell_type": "markdown", - "id": "30f25f07-3846-45d3-901b-981d18686a1d", - "metadata": {}, - "source": [ - "![select](../../images/3_chatbot_grounding.png)" - ] - }, - { - "cell_type": "markdown", - "id": "c0757b89-94d7-4218-9a4f-99d6f5c8c031", - "metadata": {}, - "source": [ - "The process of creating an application involves three steps: Type, Configuration, and Data. To set up the Search app configuration, choose the __\"Generic\"__ content option, enable both the __'Enterprise edition features'__ and __'Advanced LLM features'__, and then provide the application name along with the company or organization name." - ] - }, - { - "cell_type": "markdown", - "id": "0123a946-7424-47b2-b9db-00b09e2f931c", - "metadata": {}, - "source": [ - "![configuration](../../images/4_chatbot_grounding.png)" + "## Get started\n" ] }, { @@ -93,15 +32,7 @@ "id": "682ec6c3-7445-41ab-b75a-f76428568fdd", "metadata": {}, "source": [ - "The next step is to create the data store. Click on __'CREATE DATA STORE'__ to proceed." - ] - }, - { - "cell_type": "markdown", - "id": "763feba4-3e3a-4208-9896-5d82bf999b27", - "metadata": {}, - "source": [ - "![data](../../images/6_chatbot_grounding.png)" + "The first next step is to create the data store. Click on __'CREATE DATA STORE'__ to proceed." ] }, { @@ -117,7 +48,7 @@ "id": "1dd57106-ccf0-488c-97fc-e773765884c9", "metadata": {}, "source": [ - "![website](../../images/7_chatbot_grounding.png)" + "![website](../../images/7_chatbot_grounding.jpeg)" ] }, { @@ -125,15 +56,15 @@ "id": "051472e5-7a14-4d59-a26f-3d0d8068dd37", "metadata": {}, "source": [ - "Selecting __'Website Content'__ will prompt you to enter a list of URLs and specify any sites to exclude. It is important to note that all the subdirectories of a domain can be extracted adding at the end of the URL a '__/*__'. i.e. in our case, we are extracting all the following webpages:\n", + "Selecting __'Website Content'__ will prompt you to enter a list of URLs and specify any sites to exclude. Enterinh https is not needed. It is important to note that all the subdirectories of a domain can be extracted adding at the end of the URL a '__/*__'. i.e. in our case, we are extracting all the following webpages:\n", "```\n", - "https://evodify.com/rna-seq-star-snakemake/*\n", - "https://github.com/twbattaglia/RNAseq-workflow/*\n", - "https://snakemake.readthedocs.io/en/stable/*\n", - "https://snakemake.readthedocs.io/en/v4.5.0/*\n", - "https://www.bioinformatics.babraham.ac.uk/training/Advanced_Python_Manual.docx\n", - "https://www.cd-genomics.com/genomics.html/*\n", - "https://www.cd-genomics.com/rna-seq-transcriptome.html/*\n", + "evodify.com/rna-seq-star-snakemake/*\n", + "github.com/twbattaglia/RNAseq-workflow/*\n", + "snakemake.readthedocs.io/en/stable/*\n", + "snakemake.readthedocs.io/en/v4.5.0/*\n", + "www.bioinformatics.babraham.ac.uk/training/Advanced_Python_Manual.docx\n", + "www.cd-genomics.com/genomics.html/*\n", + "www.cd-genomics.com/rna-seq-transcriptome.html/*\n", "```\n", "__Note:__ Make sure that 'Advanced website indexing' is __unchecked__. If the 'Advanced website indexing' option is enabled, you may encounter issues with grounding later on, as this option is intended for webpages owned by the user. For public webpages, ensure this option is disabled." ] @@ -159,7 +90,7 @@ "id": "933fae68-888d-40f4-b21f-281c7cee0bcc", "metadata": {}, "source": [ - "![datastore_name](../../images/9_chatbot_grounding.png)" + "![datastore_name](../../images/9_chatbot_grounding.jpeg)" ] }, { @@ -175,7 +106,7 @@ "id": "adfe0682-195e-43e7-8418-165ea4de370d", "metadata": {}, "source": [ - "![datastore_id](../../images/10_chatbot_grounding.png)" + "![datastore_id](../../images/10_chatbot_grounding.jpeg)" ] }, { @@ -183,7 +114,7 @@ "id": "9f692f25-8257-4e80-b3ea-06807ec83163", "metadata": {}, "source": [ - "Once the application is created, the next step is to set up the chatbot. To do this, click on the three-line \"hamburger\" icon in the upper left corner of the window to view all available GCP products. Then, select __'Vertex AI'__ then under Vertex AI Studio select __'Chat'__. " + "Once the application is created, the next step is to set up the chatbot. To do this, click on the three-line \"hamburger\" icon in the upper left corner of the window to view all available GCP products. Then, select __'Vertex AI'__ then under Vertex AI Studio select __'Create Prompt'__. " ] }, { @@ -191,7 +122,7 @@ "id": "d7442aa8-c867-4716-b29e-7f9597b4b592", "metadata": {}, "source": [ - "![chat](../../images/12_chatbot_grounding.png)" + "![chat](../../images/12_chatbot_grounding.jpeg)" ] }, { @@ -207,7 +138,7 @@ "id": "5007662b-149b-48e3-8b17-2bcc93f17638", "metadata": {}, "source": [ - "![conversation](../../images/13_chatbot_grounding.png)" + "![conversation](../../images/13_chatbot_grounding.jpeg)" ] }, { @@ -223,7 +154,7 @@ "id": "49ca41d4-4e77-4175-8002-07732a10b92e", "metadata": {}, "source": [ - "![parameters](../../images/14_chatbot_grounding.png)" + "![parameters](../../images/14_chatbot_grounding.jpeg)" ] }, { @@ -234,14 +165,6 @@ "Select __'Vertex AI search'__ as the grounding source, and in the __'Vertex AI datastore path'__ field, input the project ID, location, collections, and datastore ID in this format: __'projects/{PROJECT_ID}/locations/global/collections/default_collection/dataStores/{DATA_STORE_ID}'__. Once you've entered the required information, simply click save." ] }, - { - "cell_type": "markdown", - "id": "456dee67-cd6a-4270-9191-017980d88d35", - "metadata": {}, - "source": [ - "![vertex_ai](../../images/15_chatbot_grounding.png)" - ] - }, { "cell_type": "markdown", "id": "124b324f-f513-447c-8f0f-fba69fbb20e4", @@ -318,7 +241,7 @@ "source": [ "## Conclusion\n", "\n", - "You have learned how to create a Website data store using the Agent Builder and Grounding in Vertex AI Studio. Additionally, you now understand the key parameters needed to properly configure grounding for accurate information extraction from the Website data store." + "You have learned how to create a Website data store using the AI Applications and Grounding in Vertex AI Studio. Additionally, you now understand the key parameters needed to properly configure grounding for accurate information extraction from the Website data store." ] }, { @@ -330,17 +253,33 @@ "\n", "Please remember to delete or stop your Jupyter notebook and delete your data store and search app on Agent Builder to prevent incurring charges. And if you have created any other services like buckets, please remember to delete them as well." ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "757a159b-5550-4965-a249-0e16753a9b76", - "metadata": {}, - "outputs": [], - "source": [] } ], - "metadata": {}, + "metadata": { + "environment": { + "kernel": "conda-base-py", + "name": "workbench-notebooks.m129", + "type": "gcloud", + "uri": "us-docker.pkg.dev/deeplearning-platform-release/gcr.io/workbench-notebooks:m129" + }, + "kernelspec": { + "display_name": "Python 3 (ipykernel) (Local)", + "language": "python", + "name": "conda-base-py" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.16" + } + }, "nbformat": 4, "nbformat_minor": 5 } From 5bb3b23b7f2c8db5afbc7ed1e9fa5086c73b7f93 Mon Sep 17 00:00:00 2001 From: github-action Date: Fri, 2 May 2025 01:24:28 +0000 Subject: [PATCH 42/53] Github Action: Lint Notebooks --- .../GenAI/GCP_Code_Chatbot_wGrounding.ipynb | 26 +------------------ 1 file changed, 1 insertion(+), 25 deletions(-) diff --git a/notebooks/GenAI/GCP_Code_Chatbot_wGrounding.ipynb b/notebooks/GenAI/GCP_Code_Chatbot_wGrounding.ipynb index 7a9d29d..8db3435 100644 --- a/notebooks/GenAI/GCP_Code_Chatbot_wGrounding.ipynb +++ b/notebooks/GenAI/GCP_Code_Chatbot_wGrounding.ipynb @@ -255,31 +255,7 @@ ] } ], - "metadata": { - "environment": { - "kernel": "conda-base-py", - "name": "workbench-notebooks.m129", - "type": "gcloud", - "uri": "us-docker.pkg.dev/deeplearning-platform-release/gcr.io/workbench-notebooks:m129" - }, - "kernelspec": { - "display_name": "Python 3 (ipykernel) (Local)", - "language": "python", - "name": "conda-base-py" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - 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z-3IJ{_+6d9{JLqvn;g0%%7)_wA3b>i4L_{-0C2YM$eC7_dpa_$87j$qaWf&VO<}Xl zD~@$vXacu+YhCE|#a89zwK5EWUtgJ?6%#%k(*fu{#x~ZM!=k{ph+4EaQ2**&eUMlE znVfXN``YR+-e*InckF5HN(OHX`6k1AlF+Fk&jk!Da=F=@Xak)U$4(;=9SQ1LL@?r5b~}IP zBR=b*sd1R~f5%-!HROTUB%Q(L3Ie=g#LoPqZ{UA~ z)&KmUJ$9J+pZDhnH{g>dW(p*P`))Tvll65sOTtzs(=Zq~q8uH6E5%fE_{_}~P4vWLDr;mp`}%K8FcEwubgO`0T%6!^ck4{4bdBSxor}?mC}^-#)w% zAG_1-hqvJKnDHa$_kSKv`|wtLY_9j=E%+>EJn*N!wEuFqp!peZD>D7W)Tddy9KIX} zu%Cs=d)A1LOhERmA3pKM_8G({2H+pd?=y%!0mG*d;r52%du|u|3}SCUvd Date: Thu, 1 May 2025 21:25:30 -0400 Subject: [PATCH 44/53] Update GCP_Code_Chatbot_wGrounding.ipynb --- notebooks/GenAI/GCP_Code_Chatbot_wGrounding.ipynb | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/notebooks/GenAI/GCP_Code_Chatbot_wGrounding.ipynb b/notebooks/GenAI/GCP_Code_Chatbot_wGrounding.ipynb index 8db3435..91ba77a 100644 --- a/notebooks/GenAI/GCP_Code_Chatbot_wGrounding.ipynb +++ b/notebooks/GenAI/GCP_Code_Chatbot_wGrounding.ipynb @@ -74,7 +74,7 @@ "id": "bb22e50f-fd47-46e4-b20a-5da96e096e03", "metadata": {}, "source": [ - "![website_settings](../../images/8_chatbot_grounding.png)" + "![website_settings](../../images/8_chatbot_grounding.jpeg)" ] }, { From 82d7eeb176bea4cde86a95e901a5d1bbe43c7ff9 Mon Sep 17 00:00:00 2001 From: RamiyapriyaS-NIH Date: Fri, 2 May 2025 09:45:52 -0400 Subject: [PATCH 45/53] Add files via upload --- notebooks/GenAI/GCP_AI_Applications.ipynb | 46 +++++++++++++++++------ 1 file changed, 35 insertions(+), 11 deletions(-) diff --git a/notebooks/GenAI/GCP_AI_Applications.ipynb b/notebooks/GenAI/GCP_AI_Applications.ipynb index 3f0fd63..0693d2b 100644 --- a/notebooks/GenAI/GCP_AI_Applications.ipynb +++ b/notebooks/GenAI/GCP_AI_Applications.ipynb @@ -79,7 +79,7 @@ "metadata": {}, "source": [ "This tutorial will cost up to ~$6, pricing is based on the cost of AI Applications and Jupyter notebooks.\n", - "For this tutorial we used a n2-standard-2 instance to run the python commands and created a App [Google Cloud Pricing Calculator](https://cloud.google.com/products/calculator?hl=en)." + "For this tutorial we used a n2-standard-2 instance to run the python commands and create an App. For more detailed information on how to calculate the price of various services on GCP, please access the [Google Cloud Pricing Calculator](https://cloud.google.com/products/calculator?hl=en)." ] }, { @@ -113,9 +113,9 @@ "metadata": {}, "outputs": [], "source": [ - "project_id=''\n", - "location=' (e.g.us-east4)'\n", - "bucket = ''" + "project_id='cit-cl-odss-ramsivakumar-df75'\n", + "location='us-east1'\n", + "bucket = 'ai-applications-rs'" ] }, { @@ -200,7 +200,7 @@ " doc_name=i.split(r'/')[-1]\n", " x = requests.get(i)\n", " doc = x.text\n", - " upload_blob_from_memory(bucket, doc, {doc_name})" + " upload_blob_from_memory(bucket, doc, doc_name)" ] }, { @@ -220,7 +220,7 @@ "- Chatbots\n", "- Search engine\n", "- Recommendations bot\n", - "- Agent development\n", + "- Conversational Agents\n", "\n", "For this tutorial we are creating a GenAI agent to help guide our chatbot in certain situations. Start by searching up **'AI Applications'** on the console. Then once you are on the page shown below click **'CREATE APP'**." ] @@ -238,7 +238,7 @@ "id": "e6906e34-31a0-4e88-85e9-62abee5ed6cd", "metadata": {}, "source": [ - "Click **'SELECT'** for the app named **Agent**." + "Click **'SELECT'** for the app named **Conversational Agent**." ] }, { @@ -246,7 +246,7 @@ "id": "39beb2ac-c377-4201-9973-5fdb738159d8", "metadata": {}, "source": [ - "![agent_builder1](../../images/agent_builder1.png)" + "![agent_builder1](../../images/agent_builder1.jepg)" ] }, { @@ -254,7 +254,7 @@ "id": "8d32f806-cef5-401b-be7b-b60ff2686a76", "metadata": {}, "source": [ - "Give your agent a name, select your region, then click **'CREATE'**." + "Select **Build your own**. Give your agent a name, select your region, select **Playbook** and the conversation start method, then click **'CREATE'**." ] }, { @@ -262,7 +262,7 @@ "id": "0b59fa7c-b082-4372-9d9d-c299565f67dd", "metadata": {}, "source": [ - "![agent_builder2](../../images/agent_builder2.png)" + "![agent_builder2](../../images/agent_builder2.jpeg)" ] }, { @@ -684,7 +684,31 @@ ] } ], - "metadata": {}, + "metadata": { + "environment": { + "kernel": "conda-base-py", + "name": "workbench-notebooks.m129", + "type": "gcloud", + "uri": "us-docker.pkg.dev/deeplearning-platform-release/gcr.io/workbench-notebooks:m129" + }, + "kernelspec": { + "display_name": "Python 3 (ipykernel) (Local)", + "language": "python", + "name": "conda-base-py" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.16" + } + }, 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zATv%Ln`4SZ?uh?!i9bg1M=btWEm4LCb?=9y*uRG&f1=2GPfhKmjpB-{#9$laq7n6&`1&{fz%edOP2C|nJpUs&nf1ZjfsB&p5VRe literal 0 HcmV?d00001 From 3d5254191137861d0b176110961791be39267978 Mon Sep 17 00:00:00 2001 From: RamiyapriyaS-NIH Date: Wed, 30 Apr 2025 16:14:03 -0400 Subject: [PATCH 22/53] Update vertexai.md --- docs/vertexai.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/docs/vertexai.md b/docs/vertexai.md index 3f38357..a4624b8 100644 --- a/docs/vertexai.md +++ b/docs/vertexai.md @@ -1,9 +1,9 @@ # Using VertexAI Notebooks ### 1. Spin up an Instance -1. Start by clicking the `hamburger menu` (the three horizontal lines in the top left of your console). Go to `Artificial Intelligence > Vertex AI > Workbench`. +1. Start by clicking the `hamburger menu` (the three horizontal lines in the top left of your console). Go to `Vertex AI > Workbench`. -![screenshot showing how to select Vertex AI workbench](/images/images_for_creating_GCP_instances/1_select_vertexAI.png) +![screenshot showing how to select Vertex AI workbench](../images/1_select_vertexAI.jpeg) 2. If not already selected, click **Instances**, then **Instances** 3. Click **+ Create New** From 81217dc0b21ed4ac534ca9fb99ccf77af2155f72 Mon Sep 17 00:00:00 2001 From: RamiyapriyaS-NIH Date: Wed, 30 Apr 2025 16:19:08 -0400 Subject: [PATCH 23/53] Update idle-shutdown.sh --- docs/idle-shutdown.sh | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/idle-shutdown.sh b/docs/idle-shutdown.sh index 27f9f68..2f3513a 100644 --- a/docs/idle-shutdown.sh +++ b/docs/idle-shutdown.sh @@ -4,7 +4,7 @@ # NOTE: requires `bc`, eg, sudo apt-get install bc # Modified from https://stackoverflow.com/questions/30556920/how-can-i-automatically-kill-idle-gce-instances-based-on-cpu-usage -sudo apt-get install bc +sudo apt-get install bc -y # This is the CPU usage threshold. If activity falls below 10% for the specified time below, the VM shutsdown. # If you want the shutdown to be more sensitive, you can set this higher, so that a smaller drop in CPU activity will cause shutdown. From 747ad909e3c1f9e9e198a7862c7d8dd6d4f8a993 Mon Sep 17 00:00:00 2001 From: RamiyapriyaS-NIH Date: Wed, 30 Apr 2025 16:59:41 -0400 Subject: [PATCH 24/53] Update example_langchain_chat_llama_2_zeroshot.py --- .../example_scripts/example_langchain_chat_llama_2_zeroshot.py | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/notebooks/GenAI/example_scripts/example_langchain_chat_llama_2_zeroshot.py b/notebooks/GenAI/example_scripts/example_langchain_chat_llama_2_zeroshot.py index e554caf..27c86cf 100644 --- a/notebooks/GenAI/example_scripts/example_langchain_chat_llama_2_zeroshot.py +++ b/notebooks/GenAI/example_scripts/example_langchain_chat_llama_2_zeroshot.py @@ -3,6 +3,7 @@ from langchain.prompts import PromptTemplate #from langchain.llms import VertexAIModelGarden from langchain_google_vertexai import ChatVertexAI +from langchain_google_vertexai import VertexAI import sys import json import os @@ -30,7 +31,7 @@ def build_chain(): #llm = VertexAIModelGarden(project=PROJECT_ID, endpoint_id=ENDPOINT_ID, location=LOCATION_ID) llm = VertexAI( - model_name="chat-bison@002", + model_name="gemini-2.0-flash", max_output_tokens=1024, temperature=0.2, top_p=0.8, From f216c90a13ac135fc38537aab98155cd049839e8 Mon Sep 17 00:00:00 2001 From: RamiyapriyaS-NIH Date: Wed, 30 Apr 2025 17:05:54 -0400 Subject: [PATCH 25/53] Update example_vectorsearch_chat_llama_2_zeroshot.py --- .../example_vectorsearch_chat_llama_2_zeroshot.py | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/notebooks/GenAI/example_scripts/example_vectorsearch_chat_llama_2_zeroshot.py b/notebooks/GenAI/example_scripts/example_vectorsearch_chat_llama_2_zeroshot.py index 85a9033..fef58ca 100644 --- a/notebooks/GenAI/example_scripts/example_vectorsearch_chat_llama_2_zeroshot.py +++ b/notebooks/GenAI/example_scripts/example_vectorsearch_chat_llama_2_zeroshot.py @@ -4,6 +4,7 @@ from langchain_google_vertexai import VertexAIEmbeddings from langchain_google_vertexai import VectorSearchVectorStore from langchain_google_vertexai import ChatVertexAI +from langchain_google_vertexai import VertexAI import sys import json import os @@ -35,7 +36,7 @@ def build_chain(): #llm = VertexAIModelGarden(project=PROJECT_ID, endpoint_id=ENDPOINT_ID, location=LOCATION_ID) llm = VertexAI( - model_name="chat-bison@002", + model_name="gemini-2.0-flash", max_output_tokens=1024, temperature=0.2, top_p=0.8, From 2fbe29e9584d401f6c03a40e8187d96e33718029 Mon Sep 17 00:00:00 2001 From: RamiyapriyaS-NIH Date: Thu, 1 May 2025 10:52:30 -0400 Subject: [PATCH 26/53] Update protein_setup.md --- docs/protein_setup.md | 20 +++++++++++++++++--- 1 file changed, 17 insertions(+), 3 deletions(-) diff --git a/docs/protein_setup.md b/docs/protein_setup.md index a73913f..a5d5785 100644 --- a/docs/protein_setup.md +++ b/docs/protein_setup.md @@ -1,7 +1,21 @@ -!curl -L -O https://github.com/conda-forge/miniforge/releases/latest/download/Mambaforge-$(uname)-$(uname -m).sh +# Setting Up the Environment to Run AlphaFold on Vertex AI -!bash Mambaforge-$(uname)-$(uname -m).sh -b -p $HOME/mambaforge +## 1. Install Mamba (via Mambaforge) +Use the following commands to install Mambaforge: -!../../mambaforge/bin/mamba install -y -c conda-forge pandas-gbq pandas +```bash +# Download the Mambaforge installer +curl -L -O https://github.com/conda-forge/miniforge/releases/latest/download/Mambaforge-$(uname)-$(uname -m).sh +# Install Mambaforge to your home directory +bash Mambaforge-$(uname)-$(uname -m).sh -b -p $HOME/mambaforge + +# Use mamba to install required Python packages +$HOME/mambaforge/bin/mamba install -y -c conda-forge pandas-gbq pandas +``` +## 2. Install Google Colab Package +Use the following command to install google-colab: + +```bash pip install google-colab +``` From 69976c503643737136c9dae7765c198654202f44 Mon Sep 17 00:00:00 2001 From: RamiyapriyaS-NIH Date: Thu, 1 May 2025 12:19:21 -0400 Subject: [PATCH 27/53] updating installation instructions --- notebooks/GWASCoatColor/GWAS_coat_color.ipynb | 101 ++++++++++++++++-- 1 file changed, 94 insertions(+), 7 deletions(-) diff --git a/notebooks/GWASCoatColor/GWAS_coat_color.ipynb b/notebooks/GWASCoatColor/GWAS_coat_color.ipynb index c14ba4c..4e76735 100644 --- a/notebooks/GWASCoatColor/GWAS_coat_color.ipynb +++ b/notebooks/GWASCoatColor/GWAS_coat_color.ipynb @@ -53,7 +53,9 @@ "cell_type": "code", "execution_count": null, "id": "8ec900bd", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "%%bash\n", @@ -66,7 +68,9 @@ "cell_type": "code", "execution_count": null, "id": "4d43ae73", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "%%bash\n", @@ -81,7 +85,16 @@ "metadata": {}, "source": [ "#### Install dependencies\n", - "Here we install mamba, which is faster than conda, but it can be tricky to add to path in a Sagemaker notebook so we just call the whole path. You could also skip this install and just use conda since that is preinstalled in the kernel." + "\n", + "The dependencies required to run this tutorial are `plink` and `vcftools`. A few different installation methods are given below. \n" + ] + }, + { + "cell_type": "markdown", + "id": "aa39cb82-ad03-4427-8173-2d5738e3eff5", + "metadata": {}, + "source": [ + "##### Method 1: Install with Mamba " ] }, { @@ -91,6 +104,7 @@ "metadata": {}, "outputs": [], "source": [ + "#If you don't have mamba installed, you can install it with the following command: \n", "! curl -L -O https://github.com/conda-forge/miniforge/releases/latest/download/Mambaforge-$(uname)-$(uname -m).sh\n", "! bash Mambaforge-$(uname)-$(uname -m).sh -b -p $HOME/mambaforge" ] @@ -102,7 +116,7 @@ "metadata": {}, "outputs": [], "source": [ - "#add to your path\n", + "#add mamba to your path\n", "import os\n", "os.environ[\"PATH\"] += os.pathsep + os.environ[\"HOME\"]+\"/mambaforge/bin\"" ] @@ -114,9 +128,54 @@ "metadata": {}, "outputs": [], "source": [ + "#Install dependencies with mamba\n", "! mamba install -y -c bioconda plink vcftools" ] }, + { + "cell_type": "markdown", + "id": "720c6daa-4ee0-4db1-a94f-1f2b01e2f9f3", + "metadata": {}, + "source": [ + "##### Method 2: Install manually" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "1718f0a0-00b8-4d8b-8049-1bf705d1a8da", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "#Plink installation \n", + "\n", + "# Please run these steps in the terminal\n", + "# 1. Download the PLINK 1.9 binary (Linux 64-bit)\n", + "! wget http://s3.amazonaws.com/plink1-assets/plink_linux_x86_64_20210606.zip\n", + "\n", + "# 2. Unzip the archive\n", + "! unzip plink_linux_x86_64_20210606.zip\n", + "\n", + "# 5. Move it to /usr/local/bin for global access (requires sudo)\n", + "! sudo mv plink /usr/local/bin/\n", + "\n", + "# 6. Check that it's installed correctly\n", + "! plink --version" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "891ccfbd-472d-4ebc-b326-6a81e19c2e6c", + "metadata": {}, + "outputs": [], + "source": [ + "# VCFTools Installation\n", + "! sudo apt-get -y install vcftools" + ] + }, { "cell_type": "markdown", "id": "3de2fc4c", @@ -137,7 +196,9 @@ "cell_type": "code", "execution_count": null, "id": "e91c7a01", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "cd GWAS" @@ -147,7 +208,9 @@ "cell_type": "code", "execution_count": null, "id": "6570875d", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "! vcftools --gzvcf pruned_coatColor_maf_geno.vcf.gz --plink --out coatColor" @@ -416,7 +479,31 @@ "source": [] } ], - "metadata": {}, + "metadata": { + "environment": { + "kernel": "conda-base-py", + "name": "workbench-notebooks.m129", + "type": "gcloud", + "uri": "us-docker.pkg.dev/deeplearning-platform-release/gcr.io/workbench-notebooks:m129" + }, + "kernelspec": { + "display_name": "Python 3 (ipykernel) (Local)", + "language": "python", + "name": "conda-base-py" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.16" + } + }, "nbformat": 4, "nbformat_minor": 5 } From 6557701be48fd34e579d0fbcdf68035c9b108c50 Mon Sep 17 00:00:00 2001 From: github-action Date: Thu, 1 May 2025 16:19:39 +0000 Subject: [PATCH 28/53] Github Action: Lint Notebooks --- notebooks/GWASCoatColor/GWAS_coat_color.ipynb | 46 +++---------------- 1 file changed, 6 insertions(+), 40 deletions(-) diff --git a/notebooks/GWASCoatColor/GWAS_coat_color.ipynb b/notebooks/GWASCoatColor/GWAS_coat_color.ipynb index 4e76735..3cb22bd 100644 --- a/notebooks/GWASCoatColor/GWAS_coat_color.ipynb +++ b/notebooks/GWASCoatColor/GWAS_coat_color.ipynb @@ -53,9 +53,7 @@ "cell_type": "code", "execution_count": null, "id": "8ec900bd", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "%%bash\n", @@ -68,9 +66,7 @@ "cell_type": "code", "execution_count": null, "id": "4d43ae73", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "%%bash\n", @@ -144,9 +140,7 @@ "cell_type": "code", "execution_count": null, "id": "1718f0a0-00b8-4d8b-8049-1bf705d1a8da", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "#Plink installation \n", @@ -196,9 +190,7 @@ "cell_type": "code", "execution_count": null, "id": "e91c7a01", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "cd GWAS" @@ -208,9 +200,7 @@ "cell_type": "code", "execution_count": null, "id": "6570875d", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "! vcftools --gzvcf pruned_coatColor_maf_geno.vcf.gz --plink --out coatColor" @@ -479,31 +469,7 @@ "source": [] } ], - "metadata": { - "environment": { - "kernel": "conda-base-py", - "name": "workbench-notebooks.m129", - "type": "gcloud", - "uri": "us-docker.pkg.dev/deeplearning-platform-release/gcr.io/workbench-notebooks:m129" - }, - "kernelspec": { - "display_name": "Python 3 (ipykernel) (Local)", - "language": "python", - "name": "conda-base-py" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.10.16" - } - }, + "metadata": {}, "nbformat": 4, "nbformat_minor": 5 } From 5415d07d4fe1b063d65622ba0a5e361b28a78711 Mon Sep 17 00:00:00 2001 From: RamiyapriyaS-NIH Date: Thu, 1 May 2025 13:09:59 -0400 Subject: [PATCH 29/53] Update README.md --- notebooks/SpleenLiverSegmentation/README.md | 3 +-- 1 file changed, 1 insertion(+), 2 deletions(-) diff --git a/notebooks/SpleenLiverSegmentation/README.md b/notebooks/SpleenLiverSegmentation/README.md index 976552f..e480f8b 100644 --- a/notebooks/SpleenLiverSegmentation/README.md +++ b/notebooks/SpleenLiverSegmentation/README.md @@ -9,8 +9,7 @@ The Spleen model is additionally retrained on the medical decathlon spleen datas Data is not necessary to be downloaded to run the notebook. The notebook downloads the data during it's run. The notebook uses the Python package [MONAI](https://monai.io/), the Medical Open Network for Artificial Intelligence. -- Spleen Model - [clara_pt_spleen_ct_segmentation_V2](https://catalog.ngc.nvidia.com/orgs/nvidia/teams/monaitoolkit/models/monai_spleen_ct_segmentation) -- Liver Model - [clara_pt_liver_and_tumor_ct_segmentation_V1]() +![model workflow](https://developer.download.nvidia.com/assets/Clara/Images/clara_pt_spleen_ct_segmentation_workflow.png) ## Outcomes After following along with this notebook the user will be familiar with: From cb5984aeb94eea78a9bf9c1396d8b16304a28777 Mon Sep 17 00:00:00 2001 From: RamiyapriyaS-NIH Date: Thu, 1 May 2025 15:04:00 -0400 Subject: [PATCH 30/53] Add files via upload --- notebooks/GenAI/Pubmed_RAG_chatbot.ipynb | 78 ++++++++++++++++++------ 1 file changed, 59 insertions(+), 19 deletions(-) diff --git a/notebooks/GenAI/Pubmed_RAG_chatbot.ipynb b/notebooks/GenAI/Pubmed_RAG_chatbot.ipynb index 9d4bcf5..93be830 100644 --- a/notebooks/GenAI/Pubmed_RAG_chatbot.ipynb +++ b/notebooks/GenAI/Pubmed_RAG_chatbot.ipynb @@ -3,7 +3,9 @@ { "cell_type": "markdown", "id": "2edc6187-82ae-44e2-852f-2ad2712c93aa", - "metadata": {}, + "metadata": { + "tags": [] + }, "source": [ "# Creating a PubMed Chatbot on GCP" ] @@ -21,7 +23,7 @@ "id": "3ecea2ad-7c65-4367-87e1-b021167c3a1d", "metadata": {}, "source": [ - "For this tutorial we create a PubMed chatbot that will answer questions by gathering information from documents we have provided via an index. The model we will be using today is the pretrained 'test-bison@001' model from GCP." + "For this tutorial we create a PubMed chatbot that will answer questions by gathering information from documents we have provided via an index. The model we will be using today is the pretrained 'gemini-2.0-flash' model from GCP." ] }, { @@ -65,7 +67,7 @@ "id": "9dbd13e7-afc9-416b-94dc-418a93e14587", "metadata": {}, "source": [ - "In this tutorial we will be using Google PaLM2 LLM **test-bison@001** which doesn't need to be deployed but if you would like to use another model you choose one from the **Model Garden** using the console which will allow you to add a model to your model registry, create an endpoint (or use an existing one), and deploy the model all in one step." + "In this tutorial we will be using a Google's gemini model **gemini-2.0-flash** which doesn't need to be deployed but if you would like to use another model you choose one from the **Model Garden** using the console which will allow you to add a model to your model registry, create an endpoint (or use an existing one), and deploy the model all in one step." ] }, { @@ -102,7 +104,9 @@ "cell_type": "code", "execution_count": null, "id": "c39e2160-660a-40cd-886d-e4179fbe6c13", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "! pip install langchain langchain-google-vertexai langchain-community unstructured" @@ -130,12 +134,14 @@ "cell_type": "code", "execution_count": null, "id": "fb694dc4-9e76-4091-9ddf-cd4eca816851", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ - "project_id=''\n", - "location=' (e.g.us-east4)'\n", - "bucket = ''" + "project_id='PROJECT_ID'\n", + "location='REGION'\n", + "bucket = 'UNIQUE_BUCKET_NAME'" ] }, { @@ -160,7 +166,9 @@ "cell_type": "code", "execution_count": null, "id": "99d49432-cf03-4f19-aa82-ef7f8bad5bde", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "#make bucket\n", @@ -179,7 +187,9 @@ "cell_type": "code", "execution_count": null, "id": "7b395e34-062d-4f77-afee-3601d471954a", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "#download the metadata file\n", @@ -198,7 +208,9 @@ "cell_type": "code", "execution_count": null, "id": "c26b0f29-2b07-43a6-800d-4aa5e957fe52", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "#import the file as a dataframe\n", @@ -221,7 +233,9 @@ "cell_type": "code", "execution_count": null, "id": "ff77b2aa-ed1b-4d27-8163-fdaa7a304582", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "first_50.head()" @@ -239,7 +253,9 @@ "cell_type": "code", "execution_count": null, "id": "b3cca24a-59d0-4dc7-b887-c8cc8547774f", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "from google.cloud import storage\n", @@ -589,7 +605,7 @@ "source": [ "from langchain_google_vertexai import VectorSearchVectorStore\n", "from langchain_google_vertexai import VertexAIEmbeddings\n", - "embeddings = VertexAIEmbeddings(model_name=\"textembedding-gecko@003\")\n", + "embeddings = VertexAIEmbeddings(model_name=\"text-embedding-005\")\n", "\n", "# initialize vector store\n", "vector_store = VectorSearchVectorStore.from_components(\n", @@ -710,7 +726,7 @@ "- **ConversationalRetrievalChain:** Allows the user to construct a conversation with the model and retrieves the outputs while sending inputs to the model.\n", "- **PromptTemplate:** Allows the user to prompt the model to provide instructions, best method for zero and few shot prompting\n", "- **VertexAIEmbeddings:** Text embedding model used before to convert text to numerical vectors.\n", - "- **VertexAI**: Package used to import Google PaLM2 LLMs models (e.g. text-bison@001, code-bison). \n" + "- **VertexAI**: Package used to import Google PaLM2 LLMs models. \n" ] }, { @@ -793,7 +809,7 @@ "id": "dab1012f-ed20-47b9-9162-924e03e836d5", "metadata": {}, "source": [ - "Now we can define our Google PaLM2 model being `text-bison@001` and other parameters:\n", + "Now we can define our Google PaLM2 model being `gemini-2.0-flash` and other parameters:\n", "\n", "- Max Output Tokens: Limit of tokens outputted by the model.\n", "- Temperature: Controls randomness, higher values increase diversity meaning a more unique response make the model to think harder. Must be a number from 0 to 1, 0 being less unique.\n", @@ -808,7 +824,7 @@ "source": [ "```python\n", "llm = VertexAI(\n", - " model_name=\"chat-bison@002\",\n", + " model_name=\"gemini-2.0-flash\",\n", " max_output_tokens=1024,\n", " temperature=0.2,\n", " top_p=0.8,\n", @@ -841,7 +857,7 @@ "\n", "#only if using Vector Search as a retriever\n", "\n", - "embeddings = VertexAIEmbeddings(model_name=\"textembedding-gecko@003\") #Make sure embedding model is compatible with model\n", + "embeddings = VertexAIEmbeddings(model_name=\"text-embedding-005\") #Make sure embedding model is compatible with model\n", "\n", "vector_store = VectorSearchVectorStore.from_components(\n", " project_id=PROJECT_ID,\n", @@ -1158,7 +1174,31 @@ ] } ], - "metadata": {}, + "metadata": { + "environment": { + "kernel": "conda-base-py", + "name": "workbench-notebooks.m129", + "type": "gcloud", + "uri": "us-docker.pkg.dev/deeplearning-platform-release/gcr.io/workbench-notebooks:m129" + }, + "kernelspec": { + "display_name": "Python 3 (ipykernel) (Local)", + "language": "python", + "name": "conda-base-py" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.16" + } + }, "nbformat": 4, "nbformat_minor": 5 } From 2c96bcf31a158131b8e9c11bea4ce736fdc6c54c Mon Sep 17 00:00:00 2001 From: github-action Date: Thu, 1 May 2025 19:04:22 +0000 Subject: [PATCH 31/53] Github Action: Lint Notebooks --- notebooks/GenAI/Pubmed_RAG_chatbot.ipynb | 58 ++++-------------------- 1 file changed, 9 insertions(+), 49 deletions(-) diff --git a/notebooks/GenAI/Pubmed_RAG_chatbot.ipynb b/notebooks/GenAI/Pubmed_RAG_chatbot.ipynb index 93be830..5f2719c 100644 --- a/notebooks/GenAI/Pubmed_RAG_chatbot.ipynb +++ b/notebooks/GenAI/Pubmed_RAG_chatbot.ipynb @@ -3,9 +3,7 @@ { "cell_type": "markdown", "id": "2edc6187-82ae-44e2-852f-2ad2712c93aa", - "metadata": { - "tags": [] - }, + "metadata": {}, "source": [ "# Creating a PubMed Chatbot on GCP" ] @@ -104,9 +102,7 @@ "cell_type": "code", "execution_count": null, "id": "c39e2160-660a-40cd-886d-e4179fbe6c13", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "! pip install langchain langchain-google-vertexai langchain-community unstructured" @@ -134,9 +130,7 @@ "cell_type": "code", "execution_count": null, "id": "fb694dc4-9e76-4091-9ddf-cd4eca816851", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "project_id='PROJECT_ID'\n", @@ -166,9 +160,7 @@ "cell_type": "code", "execution_count": null, "id": "99d49432-cf03-4f19-aa82-ef7f8bad5bde", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "#make bucket\n", @@ -187,9 +179,7 @@ "cell_type": "code", "execution_count": null, "id": "7b395e34-062d-4f77-afee-3601d471954a", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "#download the metadata file\n", @@ -208,9 +198,7 @@ "cell_type": "code", "execution_count": null, "id": "c26b0f29-2b07-43a6-800d-4aa5e957fe52", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "#import the file as a dataframe\n", @@ -233,9 +221,7 @@ "cell_type": "code", "execution_count": null, "id": "ff77b2aa-ed1b-4d27-8163-fdaa7a304582", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "first_50.head()" @@ -253,9 +239,7 @@ "cell_type": "code", "execution_count": null, "id": "b3cca24a-59d0-4dc7-b887-c8cc8547774f", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "from google.cloud import storage\n", @@ -1174,31 +1158,7 @@ ] } ], - "metadata": { - "environment": { - "kernel": "conda-base-py", - "name": "workbench-notebooks.m129", - "type": "gcloud", - "uri": "us-docker.pkg.dev/deeplearning-platform-release/gcr.io/workbench-notebooks:m129" - }, - "kernelspec": { - "display_name": "Python 3 (ipykernel) (Local)", - "language": "python", - "name": "conda-base-py" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.10.16" - } - }, + "metadata": {}, "nbformat": 4, "nbformat_minor": 5 } From d21dc1326bf16faa28877d0010be273f1bb38e9c Mon Sep 17 00:00:00 2001 From: RamiyapriyaS-NIH Date: Thu, 1 May 2025 16:41:36 -0400 Subject: [PATCH 32/53] Add files via upload --- notebooks/GenAI/Google_Drive_chatbot.ipynb | 86 +++++++++++++++++----- 1 file changed, 68 insertions(+), 18 deletions(-) diff --git a/notebooks/GenAI/Google_Drive_chatbot.ipynb b/notebooks/GenAI/Google_Drive_chatbot.ipynb index 6ae70ec..cb7212d 100644 --- a/notebooks/GenAI/Google_Drive_chatbot.ipynb +++ b/notebooks/GenAI/Google_Drive_chatbot.ipynb @@ -53,7 +53,7 @@ "source": [ "We assume you have access to **Vertex AI** and Google Drive and have enabled the APIs. If not go to the console then `APIs & Services > Enabled APIs & Services` search for **'Google Drive API'** then click 'Enable'. do the same for Vertex AI.\n", "\n", - "In this tutorial we will be using Google **Gemini Pro 1.5** which doesn't need to be deployed but if you would like to use another model you choose one from the **Model Garden** using the console which will allow you to add a model to your model registry, create an endpoint (or use an existing one), and deploy the model all in one step. \n", + "In this tutorial we will be using Google **gemini-2.0-flash** which doesn't need to be deployed but if you would like to use another model you choose one from the **Model Garden** using the console which will allow you to add a model to your model registry, create an endpoint (or use an existing one), and deploy the model all in one step. \n", "\n", "The last thing before we begin will to create a **Vertex AI RAG Data Service Agent** service account by going to `IAM` on the console then check mark **Include Google-provided role grant** if it not listed there then click grant access and add Vertex AI RAG Data Service Agent as a role." ] @@ -109,7 +109,9 @@ "cell_type": "code", "execution_count": null, "id": "5aeaa4f6-5cd5-4cc7-a710-97a6122fc9e3", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "from vertexai.preview import rag\n", @@ -131,12 +133,14 @@ "cell_type": "code", "execution_count": null, "id": "a87f5359-e574-4a62-bc9f-6ae4545a2080", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ - "project_id = \"\"\n", - "display_name = \"\"\n", - "location = \" (e.g., us-central1)" + "project_id = \"\"\n", + "display_name = \"\"\n", + "location = \"\"#Please ensure that you are using a region that supports the creation of a RAG Corpus (e.g. us-central1)" ] }, { @@ -159,7 +163,9 @@ "cell_type": "code", "execution_count": null, "id": "25b4c948-749d-44c3-abfa-60c8bc1f07a0", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "#urls list of articles\n", @@ -187,7 +193,9 @@ "cell_type": "code", "execution_count": null, "id": "99d49432-cf03-4f19-aa82-ef7f8bad5bde", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "import subprocess\n", @@ -237,7 +245,9 @@ "cell_type": "code", "execution_count": null, "id": "639352c6-a62a-4ed8-a04e-cd5fd35549d9", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "vertexai.init(project=project_id, location=location)" @@ -255,7 +265,9 @@ "cell_type": "code", "execution_count": null, "id": "4ca5ef4e-1523-4308-96ab-7372733885e9", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "# Create RagCorpus\n", @@ -274,7 +286,9 @@ "cell_type": "code", "execution_count": null, "id": "8ceab1af-caa5-41a6-b6c8-ea58578a8b02", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "print(rag_corpus.name)" @@ -304,11 +318,13 @@ "cell_type": "code", "execution_count": null, "id": "af311785-281f-4ba0-a5f9-c991d39b72ad", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "# Import Files to the RagCorpus\n", - "paths = [\"\"]\n", + "paths = [\"https://drive.google.com/drive/folders/11RWaO4LulNsyeJi-zohBObH3LtUGoqhn?usp=sharing\"]\n", "\n", "response = rag.import_files(\n", " rag_corpus.name,\n", @@ -330,7 +346,9 @@ "cell_type": "code", "execution_count": null, "id": "4a32b138-7ce8-49a7-80eb-fca6a0d6b4f7", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "#list files in corpus\n", @@ -378,7 +396,7 @@ "id": "a3a122f7-0734-45e2-b93c-c93eebfbe45b", "metadata": {}, "source": [ - "Now we can create a RAG retrieval tool that will allow us to connect our model to 1 corpus to retrieval relevant data from. Notice we are using **gemini-1.0-pro-002**." + "Now we can create a RAG retrieval tool that will allow us to connect our model to 1 corpus to retrieval relevant data from. Notice we are using **gemini-2.0-flash**." ] }, { @@ -400,7 +418,7 @@ ")\n", "# Create a gemini-pro model instance\n", "rag_model = GenerativeModel(\n", - " model_name=\"gemini-1.0-pro-002\", tools=[rag_retrieval_tool]\n", + " model_name=\"gemini-2.0-flash\", tools=[rag_retrieval_tool]\n", ")\n" ] }, @@ -473,7 +491,7 @@ " )\n", " # Create a gemini-pro model instance\n", " rag_model = GenerativeModel(\n", - " model_name=\"gemini-1.0-pro-002\", tools=[rag_retrieval_tool]\n", + " model_name=\"gemini-2.0-flash\", tools=[rag_retrieval_tool]\n", " )\n", " response = rag_model.generate_content(question)\n", " \n", @@ -542,9 +560,41 @@ "source": [ "If you have imported a model and deployed it don't forget to delete the model from the Model Registry and delete the endpoint." ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c61a78f9-6e8b-4897-90ce-54e6268773f4", + "metadata": {}, + "outputs": [], + "source": [] } ], - "metadata": {}, + "metadata": { + "environment": { + "kernel": "conda-base-py", + "name": "workbench-notebooks.m129", + "type": "gcloud", + "uri": "us-docker.pkg.dev/deeplearning-platform-release/gcr.io/workbench-notebooks:m129" + }, + "kernelspec": { + "display_name": "Python 3 (ipykernel) (Local)", + "language": "python", + "name": "conda-base-py" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.16" + } + }, "nbformat": 4, "nbformat_minor": 5 } From 97fb8ba79988832fb39c8516011fcd9fafb76245 Mon Sep 17 00:00:00 2001 From: github-action Date: Thu, 1 May 2025 20:41:57 +0000 Subject: [PATCH 33/53] Github Action: Lint Notebooks --- notebooks/GenAI/Google_Drive_chatbot.ipynb | 62 ++++------------------ 1 file changed, 10 insertions(+), 52 deletions(-) diff --git a/notebooks/GenAI/Google_Drive_chatbot.ipynb b/notebooks/GenAI/Google_Drive_chatbot.ipynb index cb7212d..832374a 100644 --- a/notebooks/GenAI/Google_Drive_chatbot.ipynb +++ b/notebooks/GenAI/Google_Drive_chatbot.ipynb @@ -109,9 +109,7 @@ "cell_type": "code", "execution_count": null, "id": "5aeaa4f6-5cd5-4cc7-a710-97a6122fc9e3", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "from vertexai.preview import rag\n", @@ -133,9 +131,7 @@ "cell_type": "code", "execution_count": null, "id": "a87f5359-e574-4a62-bc9f-6ae4545a2080", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "project_id = \"\"\n", @@ -163,9 +159,7 @@ "cell_type": "code", "execution_count": null, "id": "25b4c948-749d-44c3-abfa-60c8bc1f07a0", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "#urls list of articles\n", @@ -193,9 +187,7 @@ "cell_type": "code", "execution_count": null, "id": "99d49432-cf03-4f19-aa82-ef7f8bad5bde", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "import subprocess\n", @@ -245,9 +237,7 @@ "cell_type": "code", "execution_count": null, "id": "639352c6-a62a-4ed8-a04e-cd5fd35549d9", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "vertexai.init(project=project_id, location=location)" @@ -265,9 +255,7 @@ "cell_type": "code", "execution_count": null, "id": "4ca5ef4e-1523-4308-96ab-7372733885e9", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "# Create RagCorpus\n", @@ -286,9 +274,7 @@ "cell_type": "code", "execution_count": null, "id": "8ceab1af-caa5-41a6-b6c8-ea58578a8b02", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "print(rag_corpus.name)" @@ -318,9 +304,7 @@ "cell_type": "code", "execution_count": null, "id": "af311785-281f-4ba0-a5f9-c991d39b72ad", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "# Import Files to the RagCorpus\n", @@ -346,9 +330,7 @@ "cell_type": "code", "execution_count": null, "id": "4a32b138-7ce8-49a7-80eb-fca6a0d6b4f7", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "#list files in corpus\n", @@ -570,31 +552,7 @@ "source": [] } ], - "metadata": { - "environment": { - "kernel": "conda-base-py", - "name": "workbench-notebooks.m129", - "type": "gcloud", - "uri": "us-docker.pkg.dev/deeplearning-platform-release/gcr.io/workbench-notebooks:m129" - }, - "kernelspec": { - "display_name": "Python 3 (ipykernel) (Local)", - "language": "python", - "name": "conda-base-py" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.10.16" - } - }, + "metadata": {}, "nbformat": 4, "nbformat_minor": 5 } From 8faeaa419a7f96331e169c002d11268b50fe5d6e Mon Sep 17 00:00:00 2001 From: RamiyapriyaS-NIH Date: Thu, 1 May 2025 16:53:25 -0400 Subject: [PATCH 34/53] Add files via upload --- notebooks/GenAI/GCP_Grounding.ipynb | 121 +++++++--------------------- 1 file changed, 31 insertions(+), 90 deletions(-) diff --git a/notebooks/GenAI/GCP_Grounding.ipynb b/notebooks/GenAI/GCP_Grounding.ipynb index 2f8b6a5..ffd6b8a 100644 --- a/notebooks/GenAI/GCP_Grounding.ipynb +++ b/notebooks/GenAI/GCP_Grounding.ipynb @@ -21,8 +21,7 @@ "id": "fbb045c4-b33f-4499-8d3d-c8545206e3ac", "metadata": {}, "source": [ - "Google Cloud's [Grounding](https://cloud.google.com/vertex-ai/generative-ai/docs/grounding/overview) feature is designed to improve the accuracy and relevance of search results by understanding the context of your search query and the information presented on web pages or your own data via the console. This requires a search app and a data store which both will be created in another Google Cloud product called [Agent Builder\n", - "](https://cloud.google.com/products/agent-builder?hl=en)." + "Google Cloud's [Grounding](https://cloud.google.com/vertex-ai/generative-ai/docs/grounding/overview) feature is designed to improve the accuracy and relevance of search results by understanding the context of your search query and the information presented on web pages or your own data via the console. a data store which will be created in another Google Cloud product called [AI Applications](https://cloud.google.com/products/agent-builder?hl=en)." ] }, { @@ -66,64 +65,6 @@ "## Get started" ] }, - { - "cell_type": "markdown", - "id": "ed6e13da-8475-4fb5-9090-e68638d761f5", - "metadata": {}, - "source": [ - "### Create a search app" - ] - }, - { - "cell_type": "markdown", - "id": "bfe28a30-ec48-4257-b342-1fc8c3954510", - "metadata": {}, - "source": [ - "In order to utilize grounding with your own data you first need to create a search app. Start by searching up **'Agent Builder'** on the console. Then once you are on the page shown below click **'CREATE APP'**." - ] - }, - { - "cell_type": "markdown", - "id": "9407c375-7b45-40b6-8504-3d6eced555da", - "metadata": {}, - "source": [ - "![grounding1](../../images/grounding_1.png)" - ] - }, - { - "cell_type": "markdown", - "id": "e6906e34-31a0-4e88-85e9-62abee5ed6cd", - "metadata": {}, - "source": [ - "Click **'SELECT'** for the app named **Search**." - ] - }, - { - "cell_type": "markdown", - "id": "39beb2ac-c377-4201-9973-5fdb738159d8", - "metadata": {}, - "source": [ - "![grounding1](../../images/grounding_2.png)" - ] - }, - { - "cell_type": "markdown", - "id": "20abe50b-ebf4-4214-a494-b199ac7e56bb", - "metadata": {}, - "source": [ - "You have the option to tailor what kind of search you would like to use. For this tutorial we will be using **'Generic'**. The other two options include searching through media files and Healthcare files in FHIR format.\n", - "\n", - "Also make sure that you have enabled the **'Enterprise edition feature'** and **'Advance LLM feature'** to allow your app to be searchable via the grounding feature and if prompted set your location to **'global'**." - ] - }, - { - "cell_type": "markdown", - "id": "d2d4afa0-bdf7-4afc-8b74-d3e791bbaebd", - "metadata": {}, - "source": [ - "![grounding3](../../images/Grounding_new01.png)" - ] - }, { "cell_type": "markdown", "id": "6b89e7d4-bbf8-4ce9-890e-4ff9f17b4610", @@ -137,7 +78,7 @@ "id": "2322c0da-1554-47c9-9e27-2732beda35dd", "metadata": {}, "source": [ - "Next we'll create a data store that will allow us to connect a data source to our search app." + "First we'll create a data store that will allow us to connect a specific data source. Navigate to `AI Applications` > `Data Stores` > `Create Data Store`. " ] }, { @@ -185,7 +126,7 @@ "id": "332994e1-1bb8-476e-bbb0-28a1169e86b7", "metadata": {}, "source": [ - "Configure your data store by giving it a name and make sure you have set your location to **global**." + "Configure your data store by giving it a name and make sure you have set your location to **global**. And Select `Create`. " ] }, { @@ -196,36 +137,12 @@ "![grounding7](../../images/grounding_7.png)" ] }, - { - "cell_type": "markdown", - "id": "ebeba3cc-72dd-4758-8584-96214f9ade6a", - "metadata": {}, - "source": [ - "### Sync your data" - ] - }, - { - "cell_type": "markdown", - "id": "51310b87-7a49-4211-bd91-fe67c45274f4", - "metadata": {}, - "source": [ - "Select your data store or multiple data stores and click create to sync them to your search app. " - ] - }, - { - "cell_type": "markdown", - "id": "c0f2e40e-320a-4fd9-8795-d273f00557d3", - "metadata": {}, - "source": [ - "![grounding8](../../images/grounding_8.png)" - ] - }, { "cell_type": "markdown", "id": "d4002baa-ae55-492f-b9d8-e9729a872db8", "metadata": {}, "source": [ - "Depending on the size of your data it can take roughly ~30min to sync the date to your app but once its ready you should see a green check mark by the date of the last document import date similar to the image below. Make sure you **copy the data store ID** so we can use it later." + "Make sure you **copy the data store ID** so we can use it later." ] }, { @@ -249,7 +166,7 @@ "id": "369c112d-2376-43fa-9552-9498479be9fd", "metadata": {}, "source": [ - "On the console go to Vertex AI and head down to Vertex AI Studio where the playground is. Select the **Chat** playground. " + "On the console go to Vertex AI and head down to Vertex AI and Click on Create Prompt. " ] }, { @@ -257,7 +174,7 @@ "id": "8c971978-4925-427c-900c-0e8a996c0c91", "metadata": {}, "source": [ - "![grounding11](../../images/Grounding_new03.png)" + "![grounding11](../../images/create-prompt.jpeg)" ] }, { @@ -410,7 +327,31 @@ ] } ], - "metadata": {}, + "metadata": { + "environment": { + "kernel": "conda-base-py", + "name": "workbench-notebooks.m129", + "type": "gcloud", + "uri": "us-docker.pkg.dev/deeplearning-platform-release/gcr.io/workbench-notebooks:m129" + }, + "kernelspec": { + "display_name": "Python 3 (ipykernel) (Local)", + "language": "python", + "name": "conda-base-py" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.16" + } + }, "nbformat": 4, "nbformat_minor": 5 } From c93d9dbd60f5f0e290a070c8f06f658f4a6210d7 Mon Sep 17 00:00:00 2001 From: github-action Date: Thu, 1 May 2025 20:53:47 +0000 Subject: [PATCH 35/53] Github Action: Lint Notebooks --- notebooks/GenAI/GCP_Grounding.ipynb | 26 +------------------------- 1 file changed, 1 insertion(+), 25 deletions(-) diff --git a/notebooks/GenAI/GCP_Grounding.ipynb b/notebooks/GenAI/GCP_Grounding.ipynb index ffd6b8a..59d0afb 100644 --- a/notebooks/GenAI/GCP_Grounding.ipynb +++ b/notebooks/GenAI/GCP_Grounding.ipynb @@ -327,31 +327,7 @@ ] } ], - "metadata": { - "environment": { - "kernel": "conda-base-py", - "name": "workbench-notebooks.m129", - "type": "gcloud", - "uri": "us-docker.pkg.dev/deeplearning-platform-release/gcr.io/workbench-notebooks:m129" - }, - "kernelspec": { - "display_name": "Python 3 (ipykernel) (Local)", - "language": "python", - "name": "conda-base-py" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": 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itk-numerics, itk-io, graphene, gdown, databricks-sdk, transformers, torch, nni, itk-filtering, cucim-cu12, clearml, torchvision, pytorch-ignite, monai, mlflow-skinny, itk-segmentation, itk-registration, mlflow, lpips, itk\n", + " Attempting uninstall: typeguard\n", + " Found existing installation: typeguard 4.4.2\n", + " Uninstalling typeguard-4.4.2:\n", + " Successfully uninstalled typeguard-4.4.2\n", + " Attempting uninstall: numpy\n", + " Found existing installation: numpy 2.1.3\n", + " Uninstalling numpy-2.1.3:\n", + " Successfully uninstalled numpy-2.1.3\n", + " Attempting uninstall: filelock\n", + " Found existing installation: filelock 3.18.0\n", + " Uninstalling filelock-3.18.0:\n", + " Successfully uninstalled filelock-3.18.0\n", + " Attempting uninstall: tokenizers\n", + " Found existing installation: tokenizers 0.21.1\n", + " Uninstalling tokenizers-0.21.1:\n", + " Successfully uninstalled tokenizers-0.21.1\n", + " Attempting uninstall: transformers\n", + " Found existing installation: transformers 4.51.3\n", + " Uninstalling transformers-4.51.3:\n", + " Successfully uninstalled transformers-4.51.3\n", + "\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n", + "virtualenv 20.29.3 requires filelock<4,>=3.12.2, but you have filelock 3.11.0 which is incompatible.\u001b[0m\u001b[31m\n", + "\u001b[0mSuccessfully installed Flask-3.1.0 Mako-1.3.10 PythonWebHDFS-0.2.3 alembic-1.15.2 asciitree-0.3.3 astor-0.8.1 blinker-1.9.0 clearml-2.0.0rc0 coloredlogs-15.0.1 colorlog-6.9.0 cucim-cu12-25.4.0 databricks-sdk-0.51.0 einops-0.8.1 fasteners-0.19 filelock-3.11.0 fire-0.7.0 furl-2.1.4 gdown-5.2.0 graphene-3.4.3 graphql-core-3.2.6 graphql-relay-3.2.0 gunicorn-23.0.0 humanfriendly-10.0 imagecodecs-2025.3.30 imageio-2.37.0 importlib-resources-6.5.2 itk-5.4.3 itk-core-5.4.3 itk-filtering-5.4.3 itk-io-5.4.3 itk-numerics-5.4.3 itk-registration-5.4.3 itk-segmentation-5.4.3 itsdangerous-2.2.0 json-tricks-3.17.3 lazy-loader-0.4 lmdb-1.6.2 lpips-0.1.4 mlflow-2.22.0 mlflow-skinny-2.22.0 monai-1.4.0 mpmath-1.3.0 nibabel-5.3.2 ninja-1.11.1.4 nni-3.0 numcodecs-0.13.1 numpy-1.26.4 nvidia-cublas-cu12-12.6.4.1 nvidia-cuda-cupti-cu12-12.6.80 nvidia-cuda-nvrtc-cu12-12.6.77 nvidia-cuda-runtime-cu12-12.6.77 nvidia-cudnn-cu12-9.5.1.17 nvidia-cufft-cu12-11.3.0.4 nvidia-cufile-cu12-1.11.1.6 nvidia-curand-cu12-10.3.7.77 nvidia-cusolver-cu12-11.7.1.2 nvidia-cusparse-cu12-12.5.4.2 nvidia-cusparselt-cu12-0.6.3 nvidia-nccl-cu12-2.26.2 nvidia-nvjitlink-cu12-12.6.85 nvidia-nvtx-cu12-12.6.77 onnx-1.17.0 onnxruntime-1.21.1 openslide-python-1.4.2 optuna-4.3.0 orderedmultidict-1.0.1 pathlib2-2.3.7.post1 pyamg-5.2.1 pydicom-3.0.1 pyjwt-2.10.1 pynrrd-1.1.3 pytorch-ignite-0.4.11 responses-0.25.7 schema-0.7.7 scikit-image-0.25.2 simplejson-3.20.1 sympy-1.14.0 tifffile-2025.3.30 tokenizers-0.19.1 torch-2.7.0 torchvision-0.22.0 transformers-4.40.2 triton-3.3.0 typeguard-4.1.2 zarr-2.18.3\n", + "Requirement already satisfied: matplotlib in /opt/conda/lib/python3.10/site-packages (3.10.0)\n", + "Requirement already satisfied: contourpy>=1.0.1 in /opt/conda/lib/python3.10/site-packages (from matplotlib) (1.3.1)\n", + "Requirement already satisfied: cycler>=0.10 in /opt/conda/lib/python3.10/site-packages (from matplotlib) (0.12.1)\n", + "Requirement already satisfied: fonttools>=4.22.0 in /opt/conda/lib/python3.10/site-packages (from matplotlib) (4.56.0)\n", + "Requirement already satisfied: kiwisolver>=1.3.1 in /opt/conda/lib/python3.10/site-packages (from matplotlib) (1.4.8)\n", + "Requirement already satisfied: numpy>=1.23 in /opt/conda/lib/python3.10/site-packages (from matplotlib) (1.26.4)\n", + "Requirement already satisfied: packaging>=20.0 in /opt/conda/lib/python3.10/site-packages (from matplotlib) (24.2)\n", + "Requirement already satisfied: pillow>=8 in /opt/conda/lib/python3.10/site-packages (from matplotlib) (11.1.0)\n", + "Requirement already satisfied: pyparsing>=2.3.1 in /opt/conda/lib/python3.10/site-packages (from matplotlib) (3.2.3)\n", + "Requirement already satisfied: python-dateutil>=2.7 in /opt/conda/lib/python3.10/site-packages (from matplotlib) (2.9.0.post0)\n", + "Requirement already satisfied: six>=1.5 in /opt/conda/lib/python3.10/site-packages (from python-dateutil>=2.7->matplotlib) (1.17.0)\n" + ] + } + ], "source": [ "! pip install 'monai[all]'\n", "! pip install matplotlib " @@ -59,9 +506,46 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 24, + "id": "439cd9a3-1bb0-4ae4-b658-dbd4bf692f4b", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Requirement already satisfied: numpy in /opt/conda/lib/python3.10/site-packages (1.26.4)\n", + "Collecting numpy\n", + " Downloading numpy-2.2.5-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (62 kB)\n", + "Downloading numpy-2.2.5-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (16.4 MB)\n", + "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m16.4/16.4 MB\u001b[0m \u001b[31m128.0 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", + "\u001b[?25hInstalling collected packages: numpy\n", + " Attempting uninstall: numpy\n", + " Found existing installation: numpy 1.26.4\n", + " Uninstalling numpy-1.26.4:\n", + " Successfully uninstalled numpy-1.26.4\n", + "\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n", + "monai 1.4.0 requires numpy<2.0,>=1.24, but you have numpy 2.2.5 which is incompatible.\n", + "numba 0.61.0 requires numpy<2.2,>=1.24, but you have numpy 2.2.5 which is incompatible.\n", + "tensorflow 2.19.0 requires numpy<2.2.0,>=1.26.0, but you have numpy 2.2.5 which is incompatible.\n", + "ydata-profiling 4.16.1 requires numpy<2.2,>=1.16.0, but you have numpy 2.2.5 which is incompatible.\u001b[0m\u001b[31m\n", + "\u001b[0mSuccessfully installed numpy-2.2.5\n" + ] + } + ], + "source": [ + "! pip install --upgrade numpy" + ] + }, + { + "cell_type": "code", + "execution_count": 1, "id": "bb1228b3", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "%matplotlib inline" @@ -69,7 +553,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "id": "540e5d47", "metadata": {}, "outputs": [], @@ -93,10 +577,65 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "id": "07510582", - "metadata": {}, - "outputs": [], + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2025-05-02 17:25:24.184999: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:467] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered\n", + "WARNING: All log messages before absl::InitializeLog() is called are written to STDERR\n", + "E0000 00:00:1746206724.427880 4125 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered\n", + "E0000 00:00:1746206724.495422 4125 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered\n", + "W0000 00:00:1746206725.092118 4125 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.\n", + "W0000 00:00:1746206725.092147 4125 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.\n", + "W0000 00:00:1746206725.092149 4125 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.\n", + "W0000 00:00:1746206725.092151 4125 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.\n", + "2025-05-02 17:25:25.157274: I tensorflow/core/platform/cpu_feature_guard.cc:210] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.\n", + "To enable the following instructions: AVX2 FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "MONAI version: 1.4.0\n", + "Numpy version: 2.2.5\n", + "Pytorch version: 2.7.0+cu126\n", + "MONAI flags: HAS_EXT = False, USE_COMPILED = False, USE_META_DICT = False\n", + "MONAI rev id: 46a5272196a6c2590ca2589029eed8e4d56ff008\n", + "MONAI __file__: /opt/conda/lib/python3.10/site-packages/monai/__init__.py\n", + "\n", + "Optional dependencies:\n", + "Pytorch Ignite version: 0.4.11\n", + "ITK version: 5.4.3\n", + "Nibabel version: 5.3.2\n", + "scikit-image version: 0.25.2\n", + "scipy version: 1.15.2\n", + "Pillow version: 11.1.0\n", + "Tensorboard version: 2.19.0\n", + "gdown version: 5.2.0\n", + "TorchVision version: 0.22.0+cu126\n", + "tqdm version: 4.67.1\n", + "lmdb version: 1.6.2\n", + "psutil version: 5.9.3\n", + "pandas version: 2.2.3\n", + "einops version: 0.8.1\n", + "transformers version: 4.40.2\n", + "mlflow version: 2.22.0\n", + "pynrrd version: 1.1.3\n", + "clearml version: 2.0.0rc0\n", + "\n", + "For details about installing the optional dependencies, please visit:\n", + " https://docs.monai.io/en/latest/installation.html#installing-the-recommended-dependencies\n", + "\n" + ] + } + ], "source": [ "import os\n", "import tempfile\n", @@ -153,9 +692,11 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "id": "0be7401d", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "PRETRAINED = True" @@ -171,10 +712,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "id": "311c3282", - "metadata": {}, - "outputs": [], + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "monai_data/\n" + ] + } + ], "source": [ "directory = \"monai_data/\"\n", "root_dir = tempfile.mkdtemp() if directory is None else directory\n", @@ -191,10 +742,29 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "id": "da7cfede", - "metadata": {}, - "outputs": [], + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Task09_Spleen.tar: 1.50GB [01:44, 15.4MB/s] \n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2025-05-02 17:27:20,837 - INFO - Downloaded: monai_data/Task09_Spleen.tar\n", + "2025-05-02 17:27:23,815 - INFO - Verified 'Task09_Spleen.tar', md5: 410d4a301da4e5b2f6f86ec3ddba524e.\n", + "2025-05-02 17:27:23,816 - INFO - Writing into directory: monai_data/.\n" + ] + } + ], "source": [ "resource = \"https://msd-for-monai.s3-us-west-2.amazonaws.com/Task09_Spleen.tar\"\n", "md5 = \"410d4a301da4e5b2f6f86ec3ddba524e\"\n", @@ -214,9 +784,11 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "id": "2515b177", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "train_images = sorted(\n", @@ -240,10 +812,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "id": "2357d35d", - "metadata": {}, - "outputs": [], + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "monai.transforms.croppad.dictionary CropForegroundd.__init__:allow_smaller: Current default value of argument `allow_smaller=True` has been deprecated since version 1.2. It will be changed to `allow_smaller=False` in version 1.5.\n" + ] + } + ], "source": [ "train_transforms = Compose( #Transformations for training dataset\n", " [\n", @@ -306,10 +888,40 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "id": "ada5757a", - "metadata": {}, - "outputs": [], + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "[{'image': 'monai_data/Task09_Spleen/imagesTr/spleen_56.nii.gz',\n", + " 'label': 'monai_data/Task09_Spleen/labelsTr/spleen_56.nii.gz'},\n", + " {'image': 'monai_data/Task09_Spleen/imagesTr/spleen_59.nii.gz',\n", + " 'label': 'monai_data/Task09_Spleen/labelsTr/spleen_59.nii.gz'},\n", + " {'image': 'monai_data/Task09_Spleen/imagesTr/spleen_6.nii.gz',\n", + " 'label': 'monai_data/Task09_Spleen/labelsTr/spleen_6.nii.gz'},\n", + " {'image': 'monai_data/Task09_Spleen/imagesTr/spleen_60.nii.gz',\n", + " 'label': 'monai_data/Task09_Spleen/labelsTr/spleen_60.nii.gz'},\n", + " {'image': 'monai_data/Task09_Spleen/imagesTr/spleen_61.nii.gz',\n", + " 'label': 'monai_data/Task09_Spleen/labelsTr/spleen_61.nii.gz'},\n", + " {'image': 'monai_data/Task09_Spleen/imagesTr/spleen_62.nii.gz',\n", + " 'label': 'monai_data/Task09_Spleen/labelsTr/spleen_62.nii.gz'},\n", + " {'image': 'monai_data/Task09_Spleen/imagesTr/spleen_63.nii.gz',\n", + " 'label': 'monai_data/Task09_Spleen/labelsTr/spleen_63.nii.gz'},\n", + " {'image': 'monai_data/Task09_Spleen/imagesTr/spleen_8.nii.gz',\n", + " 'label': 'monai_data/Task09_Spleen/labelsTr/spleen_8.nii.gz'},\n", + " {'image': 'monai_data/Task09_Spleen/imagesTr/spleen_9.nii.gz',\n", + " 'label': 'monai_data/Task09_Spleen/labelsTr/spleen_9.nii.gz'}]" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "val_files" ] @@ -324,10 +936,30 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "id": "689eea4e", - "metadata": {}, - "outputs": [], + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "image shape: torch.Size([239, 192, 113]), label shape: torch.Size([239, 192, 113])\n" + ] + }, + { + "data": { + "image/png": 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DgGEY6HQ6qNVq8Pv9SKVSCAaDME0TLtdNrdcFAG63G4lEAi6XC9VqFZ1OB61WS9x0QRAEQRAEQdgCbkphCgAulwu9Xg/tdhumaSIUCsGyLHg8HhiGsd3LE7YZl8uFSCQCj8eDbrcLwzDQarW2e1mCIAiCIAiCcENyUwrTwWCAXq8Hx3EwOTmJXq+HTCaDdDqNTCYjAkRAv99HqVSCy+VCrVZDp9MRt1QQBEEQBEEQtoibUpgC58SpbduIxWJKhJTLZVSr1e1emrCNGIaBwWCAwWCAZrMJAGi1Wuj1etu8MkEQBEEQBEG4cbmpmykPHDiAt7zlLSgUCnjooYewtLS03UsStgnDMJBMJjExMQGfzwcAqNVqqNVqEoglCIIgCIIgCFvMTSlMXS4XvF4v4vE4ZmZmUKvVcPz4cVQqle1emrANGIYBt9sNx3FUXykAdDodKeEVBEEQBEEQhGvATVnKe/DgQdx6660IBoN48cUXcezYMZw4cQKNRmO7lyZcYwzDwPj4OEKhEA4dOgTLspBOp1Gr1bZ7aYIgCIIgCIJw03BTCtNEIoH9+/fD4/FgZWUF+Xxe3NKbmFAohEQigWg0Cq/XC7fbvd1LEgRBEARBEISbipuylPfQoUP44R/+YbRaLXzhC1/AmTNntntJwjbhcrlw55134oEHHkC73cbCwgLa7fZ2L0sQBEEQBEEQbipuKmHqdrthWRYcx0E8Hken08HKygrq9fp2L024hrCn1OPxwDRNRCIRxGIxtFotFItFdLvd7V6iIAiCIAiCINxU3FSlvBMTE9i7dy9s28bLL7+MbDaLZrMpo0BuMkKhEGzbhm3b8Pv9CAQC6Pf7OHr0KE6ePCm9xoIgCIIgCIJwjbmphKlpmggGg3C73Wi32+h2u5K4ehMSCoUQj8fhcrng8XjQarVQKpVQrVYl9EgQBEEQBEEQtoGbSphShLrdbpimCZ/PB9M04XLdVBXNNz2vec1rcN999+Hpp5/GwsICnnzySbRaLWQyme1emiAIgiAIgiDclNxUwtQwDLhcLhiGAcMw0Ol00Gg0pJT3JsHv98Pv9yORSCCZTMIwDDQaDRQKBdTrdXQ6ne1eoiAIgiAIgiDclNxUwtTj8cCyLHg8HgwGA6yuruLIkSMiTG8SDh48iIMHD2Lfvn0Ih8NYXl7Gs88+i06ng36/L9eBIAiCIAiCIGwTN5UwDQaDmJqagmEYWF5eRrlcFpfsJsEwDEQiEUxNTaHX62F5eRmVSgWtVgv9fl96jQVBEARBEARhG7mpmitvueUWvPOd74TL5cJDDz2EU6dObfeShC2G5dsulwu7d+/Ga17zGiwuLuIv//IvcebMGfR6PRGlgiAIgiAIgrDN3BSOqd/vRygUQiQSgWmaqFarOHv2LCqVynYvTdhCAoEAQqEQPB4PvF4vPB4PcrkcVldXsbS0JPNrBUEQBEEQBOE64aYQpmNjY7jzzjsxNzeHfr+P+fl5PPHEE+j3+9u9NGELmZqawh133IFgMIhgMIh2u43HH38c3/3ud3Hs2DFxSgVBEARBEAThOuGmEKbRaBSHDh2C1+vFsWPHkM1mJejmBoblu+Pj43jVq16FTCaDTCaDcrmMWq2GcrksDyWuEiZbDwYDDAaDC74WBEEQBEEQhMvhpugxnZ2dxQ/+4A/Csiw89NBDOH78+HYvSdhCXC4XTNPEHXfcgfe85z0YHx/Hiy++iGeeeQbf/va3ZV7pFaL367rdbng8HrjdbvW6x+O5YCYwBasgCIIgCIIgXIwb2jG1bRuxWAzxeBxerxeNRgOLi4vSW3qDE4lEMDMzA9u2sby8jHQ6jWw2i0qlgna7LW75P7CeYOSsX6/XC8Mw0O12L5gB7HK54PV6MRgMhtxnfma320Wn04FpmvB4POq4dzod9Ho9uN1uuFwuFT4lLqsgCIIgCMLNzQ0tTCORCO644w7MzMzA4/GgWCzi6NGjaDQa2700YQuZnJzEAw88AMdx8Oyzz+LYsWOYn5/f7mVdV1BcrvU6nVDHcQAArVYLwLk5wLo76vf71c9RdPp8Pvh8PtRqNVSrVQSDQdi2jWq1ikajgUqlgn6/D5/PB7fbrQSrpCMLgiAIgiDc3NzQwtSyLKRSKXi9XqTTaTSbTViWhXa7vd1LEzYRlu46joNkMok9e/YglUqhUqngySefxNLS0nYv8ZpBx1J3Q/nfFH4sx9W/NgxDOZ98P/+d0NFsNpvqWA8GA/R6PfVZFKZ0SvmzrVYLvV5Pua50YVkCbFkWACgntdPpoN/vX7Af0hMsCIIgCIJwY3NDC1PbtjE9PQ3TNLGwsIBarYZAIIBms7ndSxM2EY/Hg2AwiKmpKbzqVa/C5OQkpqen8cQTT+CRRx5BLpfb7iVuGbroZJntaF8nRWC/38dgMIDX6x0qo+XX7XZbfQ6FKH++3++j0WgoN5XikyW9FJ/sP6VgbTQa6PV6qqTXsiz0+321lkAgALfbjWaziW63O1RmTwE7Wi4sCIIgCIIg3HjckMKUzozb7Ua324Xb7UY4HAYA5PN5KeW9wYhGo3jVq14Fx3FgWRby+Ty+9a1v4dixYzfM+aa4pOjj1wCGknFdLpdyLfl6r9dTYhOAci8p9vg6xeJo72mv11Pf6/V6aDQaQ5/L79Pp1PtR+TrdVX1b3DZf53/rr9NR9Xq96Pf7SjxL2a8gCIIgCMKNxQ0pTN1uN0zTVMLU4/EgEokAwA3tnt2sxGIx3H///eh2u6hWq1hcXMSRI0eQTqdviPPNvk+Xy6V6M30+HwBcINIMw0Cj0UC321WikK+T0fCnyxF5FKaXC0t7R0Vvs9lUJb2628qAJL/frwQuy30pdAVBEARBEIQbhxtSmPZ6PbRaLZimienpaQDAiy++iNXV1W1embCZeDweOI6Dubk5vOY1r8FLL72Eb3zjG8jn81hZWUG9Xt/uJV4xFGiWZamgIZbCkl6vh3a7jW63OxQixF5PXbTqTuh2uo3rbbvdbg+5ulx7tVpVTjEA+Hw+VTZMgaq7tHwYJcJVEARBEARhZ3FDCtPBYIBOpwOv14uJiQmsrKzg2LFjMr/yBsPr9SISiWB6ehp33303VlZWcPjwYdTr9R0tSgGo5NtgMAjTNBEMBpVAHQwGaLfbSox2u10lTlut1rqlrtdr+etgMEC32x16jS4p+1Z9Pp/qZ2UZMwWoPr6GI2xEmAqCIAiCIOwsbkhhats2UqkUdu3ahbm5OczPz+PRRx9FNpvd7qUJmwCdxLGxMbzmNa9BIpHA1772NTzzzDOo1WrodDrbvcQrhuFCFKKmaapgona7jUqloioCdKdUL3O9EdBFNHtLDcNQ55aBSLpbSjFvWZbqSeVDKl2oXg/OsSAIgiAIgjDMDSlMLcvC+Pg4xsfHkUgk0G63cfjwYbkRvUFg72E0GsXBgwfhdrvx3HPP4eTJk2g2mzv6PHs8nqHSXZaw0h2sVqvodrtoNptD6bY7eZ8vxaijut4MVopTr9cLj8ejjo3ekzqaWHwjHzdBEARBEISdxA0pTFOpFN7ylrcgEAjgb/7mb0SU3iB4vV6kUilEo1G88pWvRCwWQygUwtLSEh599FGk0+kdd54pptxuN9xuN2zbHhrHovdSMgCIpao3uiBdD318jP7fzWYT7XZbHUsK1MFgoMbOAEAoFILX61W9uJVKRfXkCoIgCIIgCNvDDSdMDcNAKBTCoUOHkM/ncfjwYSwtLW33soRNwOPxIBaLYXx8HAcPHoRt2/B6vajVajhy5MiOGwvDUB+3262cUvZS1ut19Ho9NJtN1Ucqwuk8+rGgUKcr6vV6AUDNTqU4pYC1bRt+v1/NTm00GkPusyAIgiAIgnDtuaGEqW3bmJqawr59+7Bv3z489thj+PKXv4xisbjdSxM2gXA4jHe84x0IBAKo1WpIp9M4deoUVlZWUKvVLgjQuR5hKWkwGITP50M0GoXP51MjXlqtFtrttvp6NF1XuDR0mbvdLmq1mhKcnK1aLpfRbDZhWRZ8Ph92794NACgWi2i1WiiVSsqRFgRBEARBEK4NN5QwNU0TyWQS8XgcgUAA3W4Xp06dkoTOGwCXywXbtrF//3643W489dRTyGazOHHiBEqlkipxvd5h6a5lWQgEAgiHw2oETLPZVIL0RgszupaMOqjsKeUIHgZGmaYJwzDgOA5cLhc6nQ5cLheq1apyWHfCNSUIgiAIgnAjcEMJ00Qigbe//e3w+Xz44he/iKeeekpuLG8ATNPE7t27sXfvXuzatQurq6v4yle+glwut2P6A03ThNfrRTQaRTAYhOM4ME0TnU4H9Xod+XwejUYD9XpdBR1d7/u0U+BxpFjliJlWqwWXy4VSqQSv1wvLsuD3+zExMaF6TzudDhqNhpwLQRAEQRCELeaGEaYcsbFr1y5Uq1U8//zzyGQyckO5w3G5XMoJTyQS8Hg86Ha7WFxcRKlU2u7lXRK6dV6vF36/H47jIBQKwefzwePxoNlsDv1pt9vikm4RukAFzpX86ufH6/WqmalutxvNZhMA1DmRkmpBEARBEISt44YQppZlYWpqCnv37sX+/ftx8uRJnD59GplMBi6XS0rydihutxvJZBLJZBJve9vbEAwG8bWvfQ3z8/Not9vbvbw14SgT9pJS8ExPTyOVSsHr9cLtdmNlZQWVSgWlUgmtVguNRkNKd7eBwWCAZrOJVquFZrOpxs3wgYjf70cgEECn00GxWJRzJAiCIAiCsEXcEMLU7XYjHA4rJ8rlcqHVaqHT6Wz30oQrxDRNmKaJWCyGRCKBZDIJt9uNF198EQsLC9eVOKAYpSDV/6Yw9fl8qpeUYqharaJer6uxMPLwZHvgtUQntdfrqaRkl8ulZqLynI6eJzlvgiAIgiAIV88NIUxt28ahQ4cwOTmJdDqNUqkEv98P0zTFLd2BeDweHDp0CIlEAq961asQiUTg8XiQyWTw8MMPI5/Pb7tjSpHCES+2bSMajaLX66kQHbr1/X4flUoF9XpdlesyGVZKRK8/Op2OmiPLcwxAiVW3261SfznKRxAEQRAEQbg6drww5SxIv98Py7LgcrkAnLu5lBvGnYnb7cb4+DgmJiZUam2xWEQ2m0U+n0e5XN7uJcIwDBVoZFmWGj1C55PClcK02WxiMBig0Wig3W6rGZrC9cdoWFK/34fL5YLb7VYl2nzwwDE0/Dl5wCAIgiAIgnBl7HhhSnEwGAzg9/tx4MAB5PN5HDlyBMViUW4UdyA+nw/f//3fj7m5OXz729/GmTNn8OKLL6JQKKDRaGz38uByueD3+5FKpVQf4mAwGHLaOPKFoUYULSwbvZ5KkS+F2+0eWvvNBgUqw5LcbrdyTz0eD/x+v3LK6aIKgiAIgiAIl8eOF6YAhpI0a7UaKpUKarUaWq3Wdi9NuEyCwSAikQgikQgCgQDy+TyWl5exurqKarW6rTf9dM3ozrOfmWKk3W5fIEz52k54QMKEWv43HUKPx6OEN2eEXs7nGIah9p9/8z07Sexy7VwzXVPg/PHif/NBhLiogiAIgiAIG2PHC9NutwuPx4O5uTl4vV48/PDDeO6551AoFCT8aIfh8Xhwxx13YGZmBrZto1ar4dFHH8WpU6fQ7XZVWex24HK5EAgE1EgiwzDQbDZRqVSwuLioekX7/f6QcLuehQmFJ4+p1+tVgtHlciEcDqse2l6vh0qlgna7jWq1uu5+sSdzNJWY4p3zWfke9tny/dd7eTOFOR1UPqxwu91qJJDH41HuebPZlP8PCYIgCIIgbIAdL0w9Hg9s28bU1BQ6nQ5eeOEFLC0tqRtgYWfA8RzT09OYm5tDuVxWIojzJLcL0zThdrthWRZM01TiRJ89qrtp1+t1p8/spJjSHT/TNJWw9Hg8cBxHCa92u416va7ez5/R//BnTdNUIUH8LD5U4B+6i+zL5XHT04l1d5bbpYhey5XU3dlrcQ708mbDMNDr9YbSmT0ej7pm+P+jTqezo1xiQRAEQRCEa8WOFqZutxuRSAQzMzN405vehCNHjuC3fuu3kMlkpM9rh+H3+xEOh/GGN7wB+/btwxe+8AWcPn1624OO3G43YrEYTNNEIBAAAKTTabTbbZRKpR0RskXBRiEai8Vg27YSopZlwe12q37teDyuxCud0kqlgnw+v+bneTwe5RYyodhxHASDQSVE+Xl6r+1gMFBlz8ViEe12W4l8l8uFXq+HUqkEwzBg2zb6/b5KY+b3O52Oci8ptrvdruoH3WqhqjuorVZrqO/UsiwEg0H4fD40Gg20Wi1ks9ltf9AiCIIgCIJwPbKjhalpmpidnUUikUAmk1GjYur1+nYvTdggjuPA7/cjkUggFoshGAzC5XIhnU5jcXFxW8sgWYZqWRY8Ho8SIPV6XZVqXq8PQPTkWAo2n88Hj8eDcDishClf17/P8TwUfuVyGYPBQLnFTKk1TVMJVJb8WpYF27bVuCaugYKNbiIFK+cN6+WvFKb9fl89DGDA2ai7SgeSDwdYDqxfN0zW5c9tZTUFS7k7nY4qZdaTw2Ox2FAqc6vVum4ddkEQBEEQhGvJjhamjuPgLW95C8LhMB555BEcP35cHIkdhGEY2Lt3L6ampvCKV7wCyWQS0WgUtVoNzz//PF566aVtK3t0u90IhUKwLAuRSASDwUBdW8Vi8bou2aUQNU0TpmmqoCYKUu4XhSjFo23b8Hq9CIfDMAxDhYg1Gg10Oh04joNAIIBoNArTNBEKhS5wI/1+P2zbVl+HQiEEAgHlrgYCAVXa2u/3UavVhsQmzzdLfXU3koK10+mgVqspAUjRqQdPMYyq2+2qACo+SOCDBbKZ51Ffi2EYaDQaME0T4+PjCIfDmJubg8fjwfz8PCqVClZXV7d9Jq8gCIIgCML1wI4WpqFQCPv374dhGGqsyPXqYAkXYhgG5ubm8IpXvEL1M548eRL1eh3VanXbRCkFm2VZ8Hq9aDab6PV6agbp9SZKR91Rr9erBKk+Y9W2bfh8PlWyqwcf6Z/V6/VUCazL5YLjOPD5fPB6veo9dEhH53v6fD4VAER3luWsdKBZbssyYQpNfdQKhSmFnmmaatvdbhder1e5kxS0dEr5OfzvVquFbrerBLbX61WileXB+jzSzXJU6eoCQKVSGdoXBkD5fD4A2DHJzYIgCIIgCFvFjhamk5OTePOb34ylpSX85m/+JlZWVq77fj/hPIZh4LWvfS3e+ta34plnnsHS0hK+/vWvY2lpCdlsdtvWRCEWDocBAPl8Hq1WC6VS6boMrmFZLUWh3+9XCcKBQGBIVALnhTdFNj+DfZwcs9TpdOByuTA1NaUEHEOS+LVpmggGg0PJtKZpqh7TSCQCx3EQiURg27YSie12G71eD/l8Ho1GA/Pz80NOJtdLkayHLumluzqjAlV3W9nH2mg0UCwW0Wq1VMpwpVJBt9tVIrHRaGxaAjSd2kajAcMwlEgPh8PqOPl8PhQKBXmoJgiCIAjCTc2OFqZTU1M4ffo0FhYWVG+puA47g4mJCSQSCZimiXK5jJMnT+LkyZNYWFhALpfblt5Slpk6jqNGnOhO2/V0bekBRHRDGTpEgRoIBGDbtkrIpUPIsCAKwbXcVt05pUikM8rtszyXDqpt26rH1HEchEIhRKNRhEIhBINB+P3+ITez1+vB7/ej1WrBsizU63Vks9khN5MClMKU6btrHQt+v9frKfHMJFyGIzWbTViWhXa7rbbNcTgMZ+LXFO56ufDVwLAn9ugyXIr9u9ymIAiCIAjCzciOFqa33XYbHn/8cczPzyObzUro0Q7i1ltvxR133AGfz4fFxUU8/vjjeP7555U7ea1xuVyIx+MIBoNwHAcAsLS0hEajgWq1el25WfpoFsuyEAgEEIvF4DgOEonEUGiTZVmqD5Sjber1OtrtNvL5PJrNpiqvbTabKmGXPaputxu2bauvgfOzWSloKaxCoRBCoRAikQjC4TDC4TDi8TjC4bBybfV5pRR9dDUbjQaef/55lEol9XCC1wJFI3tTud3BYKDCl3T08TEUlZFIRH1mp9NBNptV51efs8oHEbVaTY0sYknw1dJqtdBqtdTonWAwqFJ8KcSvR1deEARBEARhq9nRwnR2dhbf+MY3MD8/LyW8Owj2lt51111YXFzEqVOnsLKyogTAdq2JwqparaLdbqNWq6HVal1XQoFOG8eRMFwoGo0iEAggFAopwcheUpbNtlotNJvNoSRcpudSgOphSJZlKQFI93F0tigdWD4UqtfrKJVKiMfjaDabSkT3ej3V36o7rcC5WcR838TEBMLhMAKBAFqtForFonKtL/ZwQJ+nOupsc1sUxi6XS5XtttttBAKBoXAkHh8KeK6FJb/NZvOqR9CMjs3heQsEAuh2u6rnVoLcBEEQBEG4WdjRwvTAgQP47d/+bZw9e3Zbx4oIl8+BAwfw+te/Hv/1v/5XPProoyql9Fqil38ahoFYLIZoNIqVlRWUSiUlRK6XEl69dJflsWNjYwgEAohEIso9pVj0er2ql5R9jnQBKRTphHo8HpWe2+v1lEgCzvVcUkSxB9XlcsHr9aqy3Ha7PTRzdnx8HNVqVa252+3C7/erHku9fBiAcn93796NdruNRCKBer2OxcVF1Go1rKysXPCAQBeHFJz6OeXffE0fj8MHEYPBAOVyGZ1OR41wGU3vrVarqNfryGQySqxuRgCWnkIcjUbVPNl2u43l5WU1+/R6uf4EQRAEQRC2kh0tTI8fP45KpbItpZ/C5cFwnOnpaYyPj8M0TSwsLGBxcRFLS0vb4gwxdZdOXrvdRrFYVEJkK+ddXg7s4fR6vXAcB5ZlKYc0FoupHlOWs44GBVGc6eW9AFR6LgUeQ3/YU7m6ujr0NXtO6XDqY2m4PrqWvV4PtVoN9Xod6XQaExMTiEajmJycRCgUUqKYUFT6/X7V02rbNgaDgRoN02g0UCqVlIjUxbJe4gtgqNRYd3v1bdFd5Vrcbrcqp6Vw151ll8uFRqMBy7LQarVQrVaVKL+S60TvOV1ZWVFBUgCGSqqvl+tQEARBEARhK9nRwvTo0aMol8vqJlW4fqFTtW/fPrzyla+E1+vF/Pw8zp49i6WlpW1ZE2duRiIRJUw5qqbRaGzLmtaCZbmWZSEWi8Hv9yMej8O2bcRiMSWugfNOocfjUSKLr1HwMZU3EAjA4/Go3tNSqaRcuk6ng3w+r36+0+mgUqnA4/HAcZyhMlzTNNV8VIq+arWKbDaLXC6HcDiMarWKyclJlRLMkmE9TMkwDCWaTdNEt9uFaZrK5S2Xy8q91ctg9eRe3VUdDUXSham+bfa/cowLxS7dU5ZD+3w+tFotBAIBVKtVuFyuoSThK/l/kJ7a63a7kUqlhh6W6MJaEARBEAThRmZHC9NqtaqCT6SU9/qEzs+uXbswNzeHe++9F7fddhuOHj2KF154AZlM5pqviSLGcRyEw2HlxlFkXA/XEtfIHlCWesbjcTVuhIKKziNFFd0/ijGGIVHs0V3MZDJqjEqz2UShUEC73Uar1UKv10Oz2VSiSA8qohtJ95SJspzNqTunDPtZWVlRxzgcDmN6ehqhUAiJREI5lnp/KIVrKBRSn18ul1XpLZN76Th2u121Td0pZaBRv99X32OP66iTqqcRU/ByXzhOptPpIBgMolKpwDRNlEolAFDOKbd1JfT7fZTLZVXWDJyb1cxeU5ZNC4IgCIIg3IjsaGFaq9WUMF0r9ETYftxuNyzLwuzsLO6++27ceeedOHToEL7zne/gySefRC6Xu+ZrYqIt52zmcjk0m02USiUlyrYblsratq0cUr/fr9zdQCCgBOda41P0klaPx6MEY7/fVyWohUIB1WoV6XQa9XpdBe5crDSV4ojr83g8Q2KXo2oojtvtNtrtNnK5HMrlMorFohobk0wmhwKXuF7gvKvp8XiUexgMBpWzmM/nAUCtlWvSS40pLrk29txSBI8KU6/Xq4KaKMb1clqOkel0OrBtWx2DRqOhStH12bCXC8uWXS6XcotDoZBaD3uFBUEQBEEQbkR2tDBl6aWU8l6/zM7O4vbbb8fevXsxPT2NdDqNTCaDF154AWfOnEGtVrvmawoEAvD7/UoIVCoVdR2xn/JaQ7HEABy6obFYDJZlIZlMDvWSUvx5vd6h8S3sM+U+UIAxZZbuZblcViOW6vW6Klu9nLJRveyV+2BZFhzHgWmaQ6WouvPa6/WwurqqelADgQDGxsZUKa3b7UYoFFIiEjhXbhuJRLBv3z5MTEwgmUyiWCxiYWEBxWIR6XRaiVmKR72XlCJSdzQp+PSSXx2umWug08q/2fMbDAZRLBaRz+dRLBZRKpWuKrWXIpRrME0TU1NTqFQqWFhYkP/XCYIgCIJwQ7Ljham4CNc3yWQSd9xxB5LJJGKxGE6fPo3FxUXMz89vSxkvcE7kBINBNduTf1iquh3oY2C8Xi9s24ZpmgiHw/D7/QiHw6ocl4FD/JnRYCK6hBRdFFhM5c1kMsjn88jn86pn82rgdrgu7gOdUD0hly4m+1mbzaYaS8OwI/ZYUpRRBPK4tNttRCIRrK6uDp03XQyOlhvzOOmVFbp4H01o1hNz9fJg4Hx5Okf20NHt9Xpq7unVBBbRAeax83g8iMVi647DEQRBEARBuBHY0cL05ZdfFlF6nUKBctttt+Ef/aN/hO985zt45JFHMD8/j9XVVaysrFzT9ejOmW3bKpCHTunVlGBeyTr0WaEsK6YDR2Hm9XrVeJVgMKjKWoELx6HQ1WMyLUVZt9tFtVpFrVZDOp1GsVhENptFrVZDp9O5IpHDMl2fz6fWFg6HkUwmEQ6HEY1GlVjTZ5eyNJluqt6PWqlU0G63h8qO+TN0Ytl7aRgGHMfBYDBAt9tFIpHA2NgY8vk80uk0SqWSGl3DY0CRy55YHsvRmaq6SGViMY+pPm+Vf1P0cm2RSATxeBz5fF6FNV3p/6MYQFWpVJTYdRxnKJVYRKogCIIgCDcKO1qYZrPZ66IfULgQiqrx8XEcPHgQTz75JI4ePYqlpSXV03itGBWDFEzlchmtVkv1SF6Lm3x9ficdUvYS+nw+JUwp5vh9XVQx7EffP7prFKp6Qi1dPJab1mo1FaZzuegBQnz4wBCpeDyOUCikRthQXOthSNwfPZXX5XKpBwN0Suv1uvo+3U5d4DIJmL23LHGuVqtK5PJ48MED04D1kTR0dilGdVGvi1V+jw6sPoOV1w0FKs8Rg7SuVJjqx6HVainH2OVyDY3wEQRBEITrhwHcHsDlvsQ91QDodAwYADzeAQYDoNsxAFzYWiPcPOxoYbq8vCw3Ztcps7OzeP3rXw/btvHlL38Zjz32GF544QU0Gg2VXnqt8Pv9akwJk1eLxSLK5bIaRbJVbqk+BoViikE+FMgUM3QG9VJdunp6Mi6FKZ1Vy7JUaTLFTKVSQblcRqlUwvLyMjKZDHK5HCqVinIQ9VJVYGPjTijs/X4/YrEYHMdRZdoTExPKMdXFNMUkHWJdDHINoVBI9YAC50ONut2uEma6k2lZ1pBzaJomUqnUUD8m95vpw5zTys8Oh8OwLEslAweDQbVW3WHXBSr7evXj4fF4YNu2Oh/BYBCGYcDn86ljfjXXGY8D05j7/T5CoRBqtRoKhYKMkxEEQRCuG1wu4Id/OoPb77t4hkg+7cH/+M1xmL4BfvxDKyjnPPiTj42hUXVf9OeEG5sdLUy3IzhHuDSGYSAWi+HQoUPo9Xo4evQo5ufnkc1mt2U9FITsB2w0GmpeJ0XyZt7Yj4oaCkzbthEMBuH3+xEKhZRI0106fs1SVj0ASC/dpEiyLEvNEGXoDx3Cer2uknCLxSKq1apKjx1dLz//UvtFIcZjGggEEAqF1B/HcVT4kZ6Cq5f/6sKUzi/DnDiihn+Ytsv1sdzXtm30ej10u92h9XA+ayQSUcegVCqpbbXbbVQqFdWXqj8woLur7yuPs+646wFTFKp0UPn+cDisRsiwZ3S0D3aj6P2uXB9H//DakAd0giAIwvYygOkbwPT3cfBVddz3ltJF370yb+L/+cMELLuPex6oILvsRegPE5fcSrdtoNM24DUH8JgX/j5tN13odQGfNYDLPUCr6UK/Jy7sTmFHC1Ph+oOjTA4dOoQf+qEfwpe+9CX8z//5P3H27Nlrvhb2K4ZCISSTSdTrdVXqSWHa7XavWJSOBubQJWOpqGmaSgxTkDqOo/ol9YTX0WRYhhnpwtbn8yEWi6ljbNs2EomEEj5LS0s4efIkFhcXcfr0aZRKJZRKpaHE4bVYb/8Z9qOXH7NEOxwOY2xsDJFIBBMTE6qcNxgMIhAIKGFKITraUzt6DFnuy5RhXXDpIU58P1NruT4KeT4AoGAdGxvD2bNnkc1mkc1mUa1Wkcvl1LVQLpdx6tQpGIaBmZkZOI6Dubk55bKzJFrvj+XflmUpcVwul9UIGwBIpVIIh8MIh8Mol8uYn59Xib362jdKv99HrVbDmTNnVMm32+1GPB5X17QgCIIgbBsG8I73ZnHf95Uxs+/Ch+CjRFNd/Nx/XoDLPYAT7cKy+/h3Hz+DXufiIvIbX4jgi/8jjv/th4t48z/OD32v3zPwmY+n8MK3Avixf72K3bc28Ee/MYGXD/uvateEa4cIU2HToICKRCKIxWJIJpPo9Xo4c+bMNb1x1udZsqSUMzxbrZb6c7WilCW2+tc+n08JM8uyVP8j55E6jgO/3z/0OaOpsKOzNdlb6Pf7EY1GYVkWQqGQSuulQ9poNJDNZpHJZLC6uqpKSLvd7kX39WLHYNQp5HpYzksBp4ca0RHl+1g+zTJghgoBuECU85hSvPJrpvnqX/Pn9Z5dAMpt7fV68Hq9aDabqgeX6bkej0eV9haLRfR6Pfj9frTbbcRisaGeVv0hAsuIeQ70fl+eA31f2+22CmvqdDpoNBpqZM3lXnsMsur3+/D7/UrocxtSzisIgiBsFwaA6b0t3PGa6obe77P6OHT3+cpHr9nDba++dCXk/HEL4VgPc/ubeOVrh7fV6xp49K8jWHjZh32vrOPWu+sYm2kju3yu2qjfB2oVtzio1zEiTIVNgYJ07969eP3rX49EIoEvfOELePLJJ5HNZofCerYav9+PSCQyFESzvLysekrZY3klN/J0RVlOOlrKGQqFkEgkVP8oxQz7W0OhkCpDZYkmA3r0cSbtdhterxd79+5FNBrFoUOHYNs2HMdRQi6bzeKll17CwsICnnvuOayuruL06dOoVqsolUpDAuhK9lVP/GXZMIUpxacukvVQIR4XlvLS0Rx1TOnKsuSV3xsVrHo6ri6WdaGsz0vlGri9VCqFmZkZtFotpNNp1Go1nD17FpVKBWfPnkW9XketVkM+n8fjjz8Ov9+P3bt3IxgMYmxsTKUhezweOI6DeDyO2dlZdd45B3ZpaQlLS0tYXFxEOp1WYVZutxsTExNYXFxEuVxGLpdTDxQu99z0ej20Wi1VRg2cE63NZhOtVuuyz7MgCIIg7BRe+wMl7L+zjsT4hVVgLvcA7/4/0viB/08OE7ta8Pn7+KlfXEa9eu5eo5Tz4Hd/aQrLZ3zXetnCBhFhKlw1FADRaBTj4+PYu3cvGo0GXn75Zayurl5R6eKVwnJQChKPx4N6vT40FuZqnCWKIZbTslxVF6aRSEQJU4orijSWthqGoYSjHkJEJ4zuazKZRDwex9jYmBKGvV5P7dPS0hLOnj2LU6dOoVAoIJfLKUd4q6BIpAikSNTF5FpfU6RSjPJ4ct/12aP664QuuC6WeVw9Hs8FKbWmaQI456By7mi73YbL5VIPKAKBADqdDqrVKlZWVtBsNlEqlZQ7CQDBYFC5rH6/Xz1U0Mu1uZ/sY61Wq2rEC9dgmqaqHOD3ruQhCcOQKNS5bxSsgiAIgrAdVEtuZJa8cCI9WPbWhErGUh3EUmu3JhkGMDHXAubOvzZzy/my4uyyFz7/1o8GFK4cEabCVeHz+ZR79NrXvhb79+/H937v9+KRRx7B//pf/wvpdPqarYWCNBgMwnEcJZ4ajQby+fxVp5dSYMZiMQSDQUxNTamSVooklvKyJxSAKkPVE2er1SparZYSkvF4HI7j4M4770Q8Hkc4HIbf78f4+Dg8Hg86nQ5arRaWlpawurqKb33rW1hcXMRTTz2FUqmETCYzFLazGVCAUsx1Oh14PB6VLsvZqpVKBYZhIBgMKqFEscg/LOml4Bx1ckfFrGmaSoDx+3SfdbHLwCG6u7obGwgEEAgElLDk/oyNjaHVamFubg7NZhMrKyuoVqs4deoUKpUKlpaW0Ol00O121UxUy7IwNjaGQqGASqWCVCqFZrOJ8fFx7NmzR53/mZkZpFIpJJNJTE9P4+WXX8bKygpM01QPRgKBAPr9PiqVijr/l3PeOp0OKpWKcpjp6i4sLKDVaqkHHoIgCIJwrRgMgL/8v5J45C+i+KlfXMar31Te7iUJOxARpsJVYZomxsbGkEqlkEqlEAgE0G63US6Xsbq6qlynrYaOHF1FAEOzJK+mlFifX8lwI4oehu3o/Zcs2/X5fGpGKnsRuY5arTbU68p+0WQyiUQigVgsplzoXq+H5eVlVCoVLC4uYnl5GSdPnsTKygpWVlZUGeqVluxeDL2/k5/dbrfRbDZRq9VQq9VQrVbh9XrVrE3u81ppx3oPrZ42qwvU0SAoos9rHYVl0KP9qvocVB2m+9JhrNfraLVaSvA1Gg3lnDYaDZV2zIcTXq8X+XxeiV5ui454OBxGu91GJpNRc1W73S4sy8JgMIDjOHC5XKondb3jtd450ROY/X7/UPqxiFJBEATh2mMgv+pFMevB2RM+TO0+93DecAHxsc514VS6PQOkpjrotM49JO+0DWRXvNJzeh0hwlS4KsbGxvCud70LjuMgGAxiZWUF3/rWt3D48GFkMplrMsaC/Z7BYBCJRALtdhvFYhHNZhONRmPNESkbxe12qzCjaDQKv9+PVCoF27YRiUTg8/kQCoWUaKXYYhBPrVZDsVhErVZDo9FQAogCJJVKIZFI4LWvfS1mZmZw8OBB5TxSZJXLZXzzm9/E0tISvvOd7yCfz+PkyZOo1+tqjuVWihF+NktlKbI7nQ7K5TLa7TZSqRQajYYKvgoGg2q2qsvlUi6rPiMUwJAY04Ulw5p0wUnYg8tyZ742GlSkzyQFzj9gYNkrR7gkk0m0Wi1MTk6i2Wwil8sN9aDOz8+rHk6OoKnX62ptk5OTCIVCqnTb7XarBwutVgs+nw9Hjx5FrVZT/04ikQg6nQ4cx0GpVMKZM2eUAN6oONXL0/v9PprNproGZXyMIAiCsB30e8BnPz6Gv/q/kwAAy+7h3/zWwlDQ0XYRivXwr3/zLLr/kPx79oSF3/y5GRSz3kv8pHCtEGEqXBFMHQ2FQpiZmcFgMEA2m8XKygpOnTqFTCaz5YFHFAHs82OKKsOEWCJ5uaJNT/VlqaRlWSpRNxAIqDEwdEd1t0oPNWq322i1WkNjajqdjgoMojAdGxtDMplU6bZ0UiuVCjKZDObn57G4uIizZ8+iXC6jXC6rsk1dyKznNOqprVcjYrlvdBJN00SxWITX60UoFFICkduiUGRCLoOAuCZ9HAwFKQUkt6dvm+unKORYnbX2V+9X1ftWWQ7MdXFtvV5PlS0Hg0FVbst9LZfLStA2Gg0UCgWk02ksLCwgmUwOBTHRvec801wup8SjLnK5Hdu2h3p3N3KOdOe01WrB4/EgHA4DwFUFfAmCIAjClWOglPOglDv3lWX3cPqIBdN37veaxzvAxFwbpnXtHVS3e4C4FprU7RjYc2sTxdy5+9VGzYWVeRODvjio24UIU+GK8Pl82L17Nw4dOoRXv/rVOHz4MP7gD/4AuVwOy8vLV+VSbhSPx4NIJALLshCJRACcuyGv1WrIZDKXXdqqj0Xh/FO/34+5uTk1IoRlmqZpwnEc5ZQC5wN86CZ2Oh3Vo7iwsICVlRXl6r3yla/E/v37cc8992B8fBzT09OqJLjb7WJ+fh75fB5PPvkklpaW8NWvfhX5fB4LCwuqVBYYFm56z6UeHsTAIQoVit4rhWKOjmOn00GhUEA+n1dBTdFoVP0JhUKq7DkYDA6FQo2ulyLVsqwLwpP00B+9R1UfFcN91QOW9M/n13pPK8Whz+dDv99HMpnEYDDAoUOH0Gq1sLKygnw+jxdffBG5XE4FTfGBwXPPPYfbbrsN99xzD6ampjA5OakE6v79+7F3717s3r0b5XIZx44dQy6Xw5kzZ1CtVjExMYFIJKIeQiwvL6PVaqmU5o3Q6XRQq9UwNzeH2dlZnDhxAvPz86pcXBAEQRC2i2bDhf/rP07AY567X4mluvjF3z2zoVmnW834bBu/8Ikz6P+DEH3h2wH81s/NoFl3b/PKbl5EmApXhM/nw/T0NGKxGAqFgpqfWSqVUK/Xt7yUkI6mbduqp5Qi6UpcUgBqDIwuQDmihc4oA5YoPEbnZ+qhPEyDpSCLRCJqHumuXbuwZ88ejI2NIR6PD41R6Xa7WFxcxMrKiko2zuVyqmxWT/HVhR1FNb9HRt1cPSn2avpSKRQ5J1QXh/qoGp4XltDyODIoaTTEiF/rf+slxFyzXuKrO8Jrlf6u5byOlvhSmOqzUk3TRLfbhdfrRaVSgd/vR7PZRLVaRS6XQ6PRwMrKCuLxOJaXl5VrzM/lOWG5dzQaRbfbVUFQfKgRi8VUaq/L5bosQck03mazqUqMeVwFQRAEYatITrWRmuxg5ayJ3Mo65bADA9XSebkx6Bk4+qwf5cLa4i8Q6mF2Xwsu99ZX/Lg9A4Tj5x/Uj8+0ces9dbQa535/FnNuLJ7yAQNxUK8VIkyFKyIWi+EHf/AH4Xa78eUvfxlHjx7FyZMnlaO1VeijRwKBAMbGxtDtdlEul9FsNlGpVK7IJTIMA7FYDIFAAIlEQs3nZG+pXoZKEUlXj6Kv0+koIUVX0DRN2LaNZDKJXq+H6elpJBIJvO51r1NprqMCol6v4+GHH8bx48fx3HPPoVKpoFAoDB1bik1dLPO46L2guqNIp5GuLEXu5Qp53d2k08eSY8dxlFCLRqNIJpPKOWWvLsujeWz0Y6sLUfaQGoah+nIpqilk+T4A6gEFzyeF52hJqz7mRndTGUxEt5IuKhOe9+3bh0KhgBMnTuD06dP49re/jdXVVbz88suqnNbv9+OWW2654JyGQiEEg0E0Gg0EAgEsLi6i0Wio6zgej6sgpHw+j0qlsuGHOyxZP3XqFLLZrLpGa7Xt7+cRBEEQblze9CMF/O//Mo1P/8YEvvDpxIZ+plxw4+O/OI31np3efl8Vv/CJM/AHrn0ryp5bG/ilT50Gbxm++dcR/NdfmEZfYhuuGSJMhcvC5XKp4J+JiQlUq1WcOHFClZhupSh1uVwqgZRjWigIGSrUbrc3fENPR4viLhqNwnEcFWRDIcVt6sE6LC0d7e/ka/osUgAqNXVqagqpVArhcHgouKder6PT6SCfzyOdTmN+fh5LS0solUpoNBrKKQTOz431+XwIh8NDwpQlu3Qp9Z5NilW3260+r9vtKjE7mpC70RAeQueuWq3CMAwV5MOS31arpdzmwWCggnpG3WceX4/Hc8EadFea71lvhupoArDeu8q1jzqvo/tGZ54Cv9PpIB6Po9VqYc+ePbAsC51OB16vF+l0GkePHlW9w7FYTI394boCgYAKXAKAUqmkjpNpmohEIhgMBohEIiosS08vvth5oHutp0VvRum2IAiCIKxFZsmLI08FkF/1ABhg7kATifEOTr3kRz69toM6GBhoVNcvlU0vmnjqUQe+f+hBjY11sftQA2v8mt503J4BAqHz95CTu1q45w0VJUxXzppYeNkHQBzUrWLThemv/dqv4cEHHxx67cCBAzhy5AgAoNls4ud//ufxmc98Bq1WC29961vxu7/7uxgbG9vspQhbgGmamJ2dxS233II77rgDL7zwAr7yla+gXC5v+ZgKr9eLiYkJVRrb7/dRq9VQqVSwsrJy2WWpDC9KJpMIBoPYs2cPgsGgEkd08/gahQ23oYs+ihjgnHjS+xfD4TDC4TCCwSD279+PiYkJOI6j1tHv95FOp5HP5/Hoo4/izJkzeOyxx5DJZNBoNJQYA6Bc2Fgshmg0it27d6vwJ8IeUI5z4XHhyJJms4lOpwPDMFS6rV4my0Ai/c9arPU6U5BzuRwMw0AikUAkEsHY2BgikQii0Shs20atVlMzZ7l+uqCc2zqaqgtgSIDy4QEdV/3BgcfjUcdBH9XC4COev9GkYO4/jwc/i8fVcRzMzs4ilUph9+7dWFhYwEsvvYRjx47h+eefx/Hjx/HZz34Wb3jDG3DPPffgVa96FXbv3q3Wn0wmEYvF0O12kc/n8cwzz6BYLCr3dGZmBrFYDIPBAKVSCadPn1YBWpeC5zYSiag+aPbIViqVS/68IFwO8rteEISv/1UUf/dQBN2OAcMA3v7/zeFN/7iA3/nQDB79QuSKPvP0SxZ+4/1z6usHfqiAf/2bC3B7rr2Detu9NRy467T6+vN/kMQffnT8mq/jZmJLHNNXvOIV+Nu//dvzG9GG3v+bf/Nv8MUvfhF//ud/jnA4jPe///34kR/5Efz93//9VixF2GR8Ph9uueUWjI+Pq6TYrXZkKCTYo8f5k+12G7Va7bKCYoDz4iYSicBxHMTjcQQCAQSDQdi2rUQly0v1nyOjPYt6Ei/XrKcG+/1+OI6jHEM6eiwBPXbsGBYXF3H48GE1s5QlthSjTL4NBoOqv3fPnj1KlHG7FGRM72VYUqPRUI4mE305S1Uv6R0NGForaOliDwB0x7VeryuxSTebrqHP51OzTwOBgAqS4kxYfq0HOI2WEbO/la62vm4yGrDE93A/+T29TFp/2MD9p2Clyx4Oh9FsNjE1NYVarYZsNqvCrpaWlvDiiy/C7/ej1WohEonA7/fD6/WqWah+vx+2bav+UMMw1PUXi8XgcrmQTqfVA4RLPXThPnHGrNfrheM4yOfzQ/snCJuF/K4XhJubXtdAr/sPD4+NAU69ZOE7jzjIrXjgcg1w6O4aYmPn7g87bQOHvx1ApXhx6dHvG2g1zj+QXjrlw999MQzjH27Bpve2sOfWxpbszyhuz2BIEO860MDr3l7CmaMW5o9bF/lJ4UrZEmHq8XgwPn7hE4VSqYQ/+IM/wJ/+6Z/ijW98IwDgD//wD3Ho0CE88cQTuO+++7ZiOcIm4jgO3vSmN8Hn8+Eb3/gGTp48uaGb5itFd8iYkNvtdnH48GE1I3Sjonh0DMzs7CwmJiZU6S5TdnUHzTAMdUNPt00Xn2s5jHppKMtsw+Ew4vG4cmH5s9VqFaVSCQ8//DBeeOEFHD58WAVIcbu683ro0CEkEgkcPHgQiUQCe/fuVWvUHVs6coVCQc27LJVKSkBVq1WYpqlmvXIkCntPe73eUGn2aGjSRqlWq2pUjmmaSKVSCAaDKvCJLiZLmyORCEzTRKfTUeOIPB4P/H6/EoR0QfX0WgpYPkzQj53ukurOMftWKXx5Tk3TBAD1fQp2fbQNrxfTNBEIBNQIoSNHjqg/R48exdLSEnbv3o277roLU1NTqvSaYpylu6w4CAaDCAQCAM79W6PYrVarl/w3xgcSLA+enZ1FIpFAJpNRY29EnAqbifyuFwRBMQC+/GdxPPzZGHpdAx5zgH/8sxm8+k1lAEA578Gvvnf3JYXpKIe/E8CRp2319Q//8yz2HGpsSzXtq99UwT3/WwV/8tvjmP8/RZhuBVsiTI8fP47JyUlYloX7778fH/3oRzE7O4vvfve76HQ6ePOb36zee/DgQczOzuLxxx+XX1bXIRzdYZom4vE45ubmMDMzg0ajgZdeegkLCwtblsDrcrkQiUSUg8YSUIYccSbkRrfPZF2KiHA4jEAgANu21fd0EUPnbbQH8WJzQfVUXvZSttttFfjD19LpNOr1OhYWFpDNZnHq1CmsrKygVquh3W6r/afbOjc3h3g8jltvvRXxeBwHDhyA4zhIpVIXrI+OYCgUQiKRQLlcRq1WU4LX7/ejUqkgGAyqY9lut1Eul1W/LsUf54TqjvDlzNok7KNksnCr1RoKP2o2m/D5fKjX68oZ5td0J71eLzqdjpoHygcBdH3D4bByYn0+n3JYfT4fvF7vkJOqu6etVku9jwKVjix7U/XrQZ+dSvE8MTGhjlmz2cTy8jKy2Szm5+fRbDbhOA7a7TbGxsbg9/vR7XbVAxU+DNEfBvDY0DmtVCrodDpqvy91rBuNBmq1mkoaZmmzIGwm8rteEITzGOj3gH7vH+6hesCzfx9E5R/Sdxs191ASrz/Ywz1vqKDXNfDdbzgqCXeUwcBAt3P+Hufkixa+8pmY+vrAXXXsOnhtRs+43AO43MD+V9bx1n+aw5GnbZw56r8m275Z2HRheu+99+LTn/40Dhw4gOXlZTz44IN43etehxdeeAErKysq4ENnbGwMKysr634mbzxJuVze7GUL6+ByuVSPJPvlbrvtNrz88sv45je/iXw+v2U3vG63G+Pj4wgEAvD7z/3Dp9uXy+WGAoE2QiAQQDgcRiKRQCgUwtjYmJqxaZqmGuFB8aVfc2sJUzqV+v6zL5KBPnQiGa5kmib6/T5OnDiBs2fP4tlnn8XS0hKeffZZJVbZ9+h2uxEKhRCNRnHXXXdhcnIS9957L+LxuCrhpUPIgB59lAxLTzOZDIrFIsrlMur1OlZWVlAqlVAoFNBoNJDP59FoNJDNZpWzShHEPkt+Lo8LRdhG4VzXdrutjrFhGEqAJhIJJSi9Xq8an8JZsuPj4yrQp9froV6vq8/mg4tUKqWcVn28TyQSGRo5ozuk/X4fjUZDHTMeU/38s3+XYrzX66l9sCwLtm0jFAphZmYGtm3Dsiw8+uijOHHiBA4fPoxjx45hMBggk8lg79696mGL7qrTCaZLS0d2ampKPZCp1WpKmF/soUC73Ua73UahUFBi1+v1Xtb5EoRLIb/rBUG4GL0u8Ff/d2LI2Rxov7oi8S5+6sPLaNZdOPK0va4wHeW733Dw1KPnczp+5leWrpkwJfe/tYT7vq+MT31kUoTpJrPpwvT7v//71X/fcccduPfeezE3N4fPfe5zSlxcLh/96EcvCFkQrg1erxcHDhxAKpXCrbfeikgkghdffFGV8G5VaSB78JLJJGzbVqm7FFGjfYRrofd5ejwexONxjI+Pq9EloVBICQm9TJefy34pOmZ6KaueGju6HbqcejAP92FpaQmVSgVPPPEETp48iZMnTyKfz6NYLKqSaPYa+v1+7N27F8lkErfccguSySTi8bgaY6Mn2OpiWd/3wWCg3MZgMIh2uw2/349araZ6g9PpNGq1GlZXV9FoNFAoFNBsNlEoFNBqtYZG1XQ6HQAY6kO9nGtg9Lw1Gg3lpnLmq8fjGXJOOfqEPad0MwmPwerqKs6ePQvHceA4jjq37O1ljycTjOkIU7AxzIrnmSXXeo8qrw8KPr33laOFpqenMT4+jmQyiVKphFKphOPHj6NUKqHZbCIejysh3mg0lJBkKS7PHWfpMkTK6/Wq9OaNhiF1Oh2EQiGEw2Fks1nVZywlvcLVIr/rBUG4OMa5sSvr3KrVKm78zedi6HQMNOuXMXd7YOD8bcQAzz0eVIm9hgHc/YYyZm65/LGBl4NhAIZrAMO49oFMNzpbPi4mEolg//79OHHiBL7v+74P7XYbxWJx6Enq6urqmn0q5MMf/jA++MEPqq/L5TJmZma2ctnCP2CaJu666y7Mzc3h0KFDaLfbeOKJJ3Dq1Cnl7mw2LB8OBoOYmpqC3+/H8ePH0Wg0kE6nNzwShqKCvYwTExPYu3cvgsEg/H6/Kt2lU8qxJkR3tYDzYoyzMylY9bAkn8+nZqAyhTYcDqPT6aBSqeDFF1/E6dOn8bd/+7c4duwY8vk8ms3hJ31utxuO4yAajeL222/H+Pg4brvtNkQiEYyPj6vSam5XH4Oii1O6ghRMdAxTqRSazSZM04RhGCpsaXFxUfWg1ut1nD17FtVqVbltLMEdDUqisNwIoym/dD7L5bI67xyzQ2E6mozMUum1SqzdbjeSySSSyaRKQua5Zj+xPqoHgDr+ujDVZ9Hqc1X1oKt2u60cawrTZDKJwWCAl19+GcvLy8qZfu655+Dz+VAulzE+Po6DBw8iFAqpa5kuNLfNXlfO1KVQLxQKALBhYdput5FKpRAKhdDv91VPtghTYbOR3/WCIFwO5bwbf/p/pq7yUww8/pUQHv9KCADg9gD/Nt7dcmEqbB1bLkyr1SpefvllvOc978Hdd98Nr9eLr371q3jXu94FADh69Cjm5+dx//33r/sZLPETrh0ulwuTk5MYGxvDK17xCoyPj6NarSKTyeDJJ5/EysrKliTxsiwzkUggGAyiWq2iVquhUCigWq2q2ZwbgQIxFArBcRwkEgnYtq16SiluKAj0cBvgvIiiwNPnao4KI31sDEs8WTIcDodx7NgxnDlzBk8//TROnjypnFPuiz4CxefzqXmnd9xxB1Kp1FBJ81qidHQ+J1lr1Ipt28pxNQwDY2NjiEajiEQiaLVaWF1dRb1eRzKZRK1Ww9jYGOr1unrd4/Go3lSm/Oo9qFfzsIIPB+jOUvDrs2H1HmA9nEl3RQGgVqup48U+1kgkgsnJSTiOoxxROqbc3uh1MHpc9T7U0Z5Tiunp6WkcOHAAmUxGlbs3Gg1kMhn0+30kEgn0ej0VtEQBPBqw5fF4YFkWIpEI+v0+ksmk6tPlNbseFK+lUkltKxKJqJJgQdhM5He9IAiXx2alF+kZGwP8/UNhLJ469/8Rr9nHG/5REWMz0sqyU9h0YfqhD30I73jHOzA3N4elpSX86q/+KtxuN370R38U4XAY/+yf/TN88IMfRCwWQygUwgc+8AHcf//9EoZwneF2uzE7O4tdu3Ypt+5b3/oWFhYW8OSTT6JYLG6J68JSSwpTBvOwhPdyyof9fj9isRiSySQSiYT6TAoziqlRB0kXPsB551R3zEadSn2UTL/fh2VZquw2GAwin8/j+eefx9NPP43jx48jn8+jVqsNbZNjT+gUz8zM4JWvfKX6HI/HMzTOZrR8V2dUnOrvY+or0b/udrtYXl5GvV7H9PS0EqbFYhGmaaqeL46BYYm13n95pT3Heoku55gC564JOpY8Byyl1d1ax3EQDofVz1OQ8ucoTNnnGwgE4Ha70Wq1YBiG2uZoie7oMR11TvWAKI5omZ6eRqfTwbFjxzA/P6/EZCaTQbPZxMTEBAaDAWKxmBLI3J6e7kyRHY1GYRgGKpUKXC4XSqXSJSsHWq0WOp0OisUiOp2OCvtKp9Oqr1YQrhT5XS8IwvXGoG/gm1+M4JtfPPe1P9jDwbvqGJvWhOmmp/nyfmsbYoJvQDZdmC4sLOBHf/RHkcvlkEwm8b3f+7144oknkEwmAQAf+9jH4HK58K53vWto6LZwfeH1enHXXXdh9+7dOHnyJDqdDh577DEsLS1tKBn0cuF8T7qaFGJnz55FvV5XqaQX2y5v7ilux8bGMDc3h3A4rEKO9NCb9UTmqOvH/2bYEoUIRQPFWKvVgtvthm3bcLvdaLfbyll++eWXcfr0aaTTaSUqRtfu8XgwMzODeDyuZsWy55IiS3dL1xOl/Dz9743CsKtAIADHcdBqtVT4TjQaRblcxvz8PPL5PE6dOqVED//0ej11ni63/1RHf2igj+wBMJQY3Ol01HmnUOV5oANKGEY1NjamZsl6vV4l0gqFAnw+H3q9nupnpYup99fyM0fFpI7ugNu2rXppa7Uaut0uTp8+jVKpBMMwVC+yvp+8zvgghu7/9PQ0TNNEpVJBtVq96KgmHkMGatGNkjJeYTOQ3/WCIFzvdFoGvvjHcXz7kXOlvgGnh7f9WB6x1OZUDd33fWVEU1383RfDOPp04NI/IFySTRemn/nMZy76fcuy8IlPfAKf+MQnNnvTwibi9Xpx6623Ys+ePXjmmWeQTqfxzDPPIJfLbcncUp/PB7/fr1zNYDCIbreLbDarxphcKvBI7yll+i57VG3bVvNLgeERLxR5esiRLhD4tx72MxgMhpJwe70ems2mCtxhz2oul0M+n8eZM2ewuLiIXC63ZtIkhen4+DgmJibUDEqWHOvC9FJi83LFqI7L5UIoFFJfdzodWJaFVqulykgdx8HKygoajQZcLpcKbmKKr2EYyvm8mtJe/SGAfr5GZ61SPPJ1fRYt39/v91UgS6VSgd/vh2VZatwM03op/Fliy0RiimS9hJrHa3S8kD6ShkFYdN0bjQaazSYWFxdRrVaRTCaVQNbTj/kZFN4svWZicDqdVv2oF/t3MRgM0Gw20ev1EAqF1IMZQbha5He9IAjXDwPAGPYsBwOg23HhG/9PVL0WH+/g/reWEU10zgUmXY3JaQB3vKaK2++rYemkT4TpJrHlPabCzsLlcmFubg5jY2OIxWIwDAPf+ta3MD8/j4WFBXWTu5kYhoFkMoloNKpCbtLpNJrNpkoh3UgKr8/nQyQSQSwWw/j4OFKplBrNQbGiz6TU53IOBgP4/X514z46UkRfKz9LL18FzvcDBgIBdDodrK6uYn5+HvPz88otXauEkn2fHA/CVNdYLKYcZIrda43b7VbzQR3HQa1Wg9frRTKZhGVZWF1dRSgUQjabxcLCAur1uhJw+rG9EgaDgXJh2eur92SO9tVSmHa7XVSr1aF0Wwo6OoiVSmVo9AzdVz5sYJ8bnVNuY1Ro6/s36rLT8WSwkf79YrGIVqulHPVIJKIcWgBKcNJZ576w3Js9qnSsLxaGxG3zGM7NzaHb7arqh8sduyQIgiAI1xUG8MYfKeC2V59rkep1DXzxT+I4/dJwQni17ML//2NjmN7bwg//dAbh+FVkpQyAb/51BE9/08EL3xZRulmIMBWGcLlcGB8fVzMZAeDYsWN4+eWXt8QpBc7ddNPh5A19qVRCtVpVN/UbgeM14vE4JicnVUkqt8Ebe12QskSTYmRUmOp9j/pn6MKL6+O4GJ/Pp0KBlpeXcebMGayurioxshYUtBSjDCPinE/dAbyWuFwudR0A5/pRDcNAMBiEYRhwHAedTkclxlLo6X2SV4Mu/nlu1krl1c/l6NgVx3GGznur1VJjUwzDUNcYhSnLgBmkpJdNryVMR9err4flxaPCtFarqVmjdPH18UMU0noQE689znet1WrK9b3Yv03dyeVDIDrd3W53S0LMBEEQBOFaYQC47XtqeNuP5gEA7ZaB737Dwdnj1tD7Oi0XvvnXYUzMtfHm/z2PYLgHl3uAS92qDPoG1uqCefE7ATz0J/FN2gsBEGEqjOB2u/HqV78at9xyC1566SUUCgUUCoXLGglyOTBpNhKJwHEcLC8vq/TfRqNxSVHKMsdgMIhEIoHdu3cjGo2q+aeWZQ0JFTJabkm4Pd0x1d/Lr3u9Hmq1mnLFKEprtRqWl5dRq9VQLpdx6tQpnDp1CisrK8rdWmsfuGaONwmHwwiHwxeUpW43Xq8X8XgcjuMgFothYmJCjbZpNpvIZrPwer2qB1IXRWtdP+sl3xK9zFp3u/WHBQBUKbWeVqs/QGi323AcB4ZhqPEVdLb164xC1ev1otVqwTRNOI4D0zSVKNd7TPW+5H6/j0ajgUajgeXlZSwvL6NcLqsqA/YzszS52+1iZWUFzWZTzddNJpMwTRO2baswpW63i0ajoX6ejikTpXO5HFZXV9Fut9dN2x0MBurBiGmaaqyR3q8rCIIgCDuRwQD4ymfieO6JIADA5QLufG0Vb/hHxaH3VUpufPbjKRSyHvz+g5OY3d/Cu/+PVTiRi/8OfObvg/jKZ2IYvY058fyVzWwW1keEqaCgUzM3N4c9e/bg4YcfxpkzZ1R4ylZAp5CzOVutFmq1Gmq1mroZv9h62Z/HRFaOaAkGg2pOKYUkGXXzRoOPdHeK36co0MtTu92uCj2igGy1WiiXyyiXyygUCshms8hms6hUKhfMKyV0JR3HgWVZqt+WpcXbUcK7Hgx3ong2TRPtdhv1eh2pVAqDwQCNRkOJKb0PErhQeI6W5OrnSRekukOqJ+EymEgvzR4Vpjxv9XodPp8PtVoNpmmi2WyqkCrd+WafKnCuPJyjaBhQNLpufeRQtVpFtVpFsVhEsVhUx4L7P+ryVioVDAYDFAoFNYNVLx92uVxqhiyvQc515TFm8i5d3/Xg+WA4lB6mJcJUEARB2LkYOPqMjaPPnKvw8vr6eO0PFPHqN1bUOzzmAIW0Bw9/JoZyzoOnHnWQT3vxwz99boxbt72+AXD2uA9f/3wEg8H1YRLcyIgwFQCcu2Heu3ev6s30+Xx49tlnceTIkaGxJpu5PZfLpca4VCoVVCoVZDKZDSXwAufcu0gkgnA4jLm5OUSjUcTjcdWr1+/3h0aZUFQSj8dzQZkmcE6McHwIA3aA4XJRCplGo4F8Pg/btpFIJNR2lpeXVV9uOp1GvV5fcx8sy1JhTeFwGMlkEqlUSrmS13NYDftyp6en1SibEydO4PDhwzh58qRKb95IqShDnSi+WL7MUCDLstR56na7qi+UpbL6OR4NrKJYq1TO/YKKRqNwu93KxeQYIj1QyTAM9bAkEomo8T90xgEoQUex12q11HV84sQJzM/PK8HINY0KdO7H2bNn0Wg0MDMzMzR7NRqNotvtIhQKqYce7XYbtVptKLm4Xq8jm82u+/ADgNq/SqWikn7dbjdyudwVXgGCIAiCcP3R7Rj47MfH8PBnYgAA2+njxz+4gtRUBz/zq0toVM898LeDfQQjPSydMvHH/2VcvT7K6qJ5gVsqbA0iTAUA54RiIpHA5OSkGimRTqexsrKyJdvibEnbthEMBpW7VKvVNhSwRLcsEAggFAqpWZ96gJHeRzo6vmQ9t1QfH0NRO/pZTO3tdDpot9toNBpq/iXFU7VaRaFQQLlcVgFOa8GyStu2EQgEVCKx3+9XAvl6hm41j0mr1UI2m0Uul1NpvqMlr6PogVLAuXPC0T4UqLZtq89gUi2PPR3J0QcPOhTI+mgbuuMUowwColPv8Xjg9XpVv6kewKSL5E6no4K69Acs+Xz+gtFKo/vPa6ZSqahRNQDUiKBgMIh+v6/G2tAJbrfbQ9dNIBBApVIZesAyCo8NHeFAIHDBrFZBEARB2OkM+gaOPXM+H8OJdvH9P5ZDLNXFLbcNh1B22wbyaS9e/E4ApbwHrcbVxvUKV4MIUwHAuRLN++67D7fffjuOHDmCXC6HQqGw6dth36fjOLBtG7FYDJZlIZPJKMdHH9cyCsuNo9EoQqGQ6imdnZ1VpYkUjXS3KFg4VkTvGdX7HzkyRP8bgBIMHPNimqbqaXS5XCpRFYAam8IeS/5Za38Mw0A8HkcikcBdd92Fubk57Nu3D/F4fEhgX8/QzYxEIvB6vUrQcRzLyZMnsbi4qPo/9WMOnDu2esovXTyWYQeDQVXaygcanU5HlcsuLi6q62VUkPH8x2IxBINBTExMIBQKIRaLqd5mOqF0O2u1GjKZDOr1OpaXl+F2u5FIJNQDDIpFCjr2qPK81+t1NBoNVKtVNBoNVCoVNBqNiwpmPuygOO73+4jH4wgGg4hEIqqcu16vY3V1dejfic/nU04uk6Kr1aoKoBql3++jVCqh0+lg165d8Hq9OHv27NBDGEEQBEG4kahX3PjURyZhB9f+PZeY6OBf/cYCzp7w4dP/vwm0miJMtwsRpjc5vNk3TRNjY2OYmprC888/j1OnTl10BMWV4vV64ff7lTNIocib+UvdHNNdCwaDCIVCiEajKn13reTU0V5ACiOdtYJ51vqaTh1FKMUuxRVfY1koR5es5f7yuFN8jI+PY3JyEpFIRI3Mud6dLB5XfYxLNBrF+Pi4etCQy+WQzWZV+uvo6B2v1wufz4dAIADbttW8Wa/XC4/HA8dxlDDlg4VOpwPTNDEYDJDL5dBqtdac58lSYNu2VVpzNBqF4zhqti3H8PAhAMuzGcDFkm4AaruhUEgJU7q2HNnSbDbRarWG+o8v5v5zvSwJ5s9ZlgW/349AIKDcU/Zgt1ot+P1+FbbEBz3BYBC2bSuXWv98HTr9PK50q69m5qwgCIIgXK/0ugZOPG+v+/19d9QxMddCu2nAcMnvwe1EhOlNDPvYdu3ahVQqhcnJSdi2jWeffRbPPPOM6snbTCKRiCoX9nq9yGazqNVqqu/tYjBB13Ec7NmzB5FIBNPT0zBNc6h8V+9RpMDT/+hln3oaK0eD8HMAKKe03W6jVCrB5XKpnkm6g5Z1Po6cAqzVaqFer6s5lKNQROzfvx979uzB/fffj927dyththPcUgBDfaF0Jyl2YrGYCh1aXl4eGmnCMKHx8XHlZlKMUVCy3JRhP3yowZ7KXC6HYDCI1dVVeL1eVKtVlMtl9TCC/ccHDhzA1NQUbr/9dkxOTmJ2dlYl9DKttlwuD83p1Utm5+fn1TXDhxujY2r0UCxdIG/Ehez3+yqQqVgsIhQKwbIs9fCFI258Ph/m5uYQj8cRj8exsLCAI0eOqOs/mUyqEuVWq7Vu2i7F8okTJ9R2+G9xq9K3BUEQBOF65ewJH379X+xCq2Gg1by+TYEbHRGmNzEcS0Gn1O12o16vo1gsbnoZL0UhU3gpABuNBsrl8iUDcuhqMbHWcRzlfDHESO8RHZ03yv8eTYHV0ZN49dRelqFyLAydU/4M3SY9Fbbb7aq017Xw+XwIBoOIx+NIJpOIxWKIRCIXXd/VcCmxcbnbXC/FmM5pJBJBvV5XDjDTX3k86JQ6joNQKKQChvhAgWLLtm0lTBmw1Ov11JzParWKdruNXC6HbreLarWq1kMnNhqNIpVKYWJiAlNTU5ienkYoFEKz2VRuqGEYykFlGTfPJUtx9VClzYT9rywHZjkvgCEn0+12w+/3q97WarWqjkez2VT7yxJlXTSPbo8JwpxBy+tYH8UjCIIgCDcDzbobJw/L6JfrARGmNzFzc3OYnZ3F2972Nuzbtw9PP/00HnvsMWQymU3fluM4iEQiqneuVCqhWq0im80in89ftNyRYTi2bWNubk45pQx+oZCgeGVvIW/MdbHJ/lEK1tEyX4bhAFDip1QqqWAcvf+R5aS6K8ogHLrAa5VDG4ahBNJdd92F/fv3IxwOX7OgI32m5maVC1MM8viEQiF0u13MzMwgk8mgWq2qtOV+v69G+uzatQuJRAJ79uxRDyz4OXyQoZ8brpcPJihqDcPAmTNnlPPe6/UQDocxNTWFW2+9FQcPHsT+/fvVrFg6sgAQCoVQr9eRTqcRDodx9OhRJdz0UtytchJ5DdXrdaysrMDr9WJ1dRWGYWB8fBzAuXPG0lte461WC8ViEUtLSyiVSkO9r8FgEMvLyygUCqq0eHSb5XIZlmVhZmZGBXaxP1pcU0EQBEEQrjUiTG9C2K+WTCYxNTWlxpMUi0WcOXPmoiMnrhS6Y3TU6A6xD/NiUKCwV5CljnTVdNcOwNDfuptHQbbW+wBcUIZJwTvqPI3OQeVMTTpZrVYLnU7ngp5K7ovb7VZOHssy9RmZV8qlxITuAvb7fSXM9GOlf70RRo81BT9FFPuJ9XPV7/dVGnMoFEIoFEI4HIZt20PzSunA6kFUo0K61+spcVooFBAMBpW7zTAs27YRCoWUI0qHnetmn3MkEkG1WlVl1hTHF0u63Sw4g5QCnunUuuDXZ7pyv6LRKCqVypBDGggE1GzTWq22ZiK0nlIMQLnRFKgiTAVBEARBuNaIML0JmZ2dxdzcHB544AG84hWvQCKRQK/XwzPPPIPHHnsMjUbj0h9ymcRiMezduxeNRgOFQgGZTAaFQuGS22L57sTEBCKRCObm5hAIBFQoDgUiHVL2B7L0kf2aFBf6XFKKE4oPJpPy9Xa7rdJ9mcyrO3dMAG40GnC5XKrPcXl5GeVyec2bezq/s7OzuOWWW3Do0CHs27dPhSddLfpYG4oZfZ6nPvdT76nl3M4r7W0ddaG9Xq+az5pMJodCjdxuN+bm5pBKpbBr1y5Eo1EkEgk1IkcvuaYoZaCPHjLF8mC6vwzUymQyyGQySqxRxLHEdS2X2Ov1Yu/evYhEIjh79qyaQVooFJBOp4dmkW70eIwGca3HYDBQjvypU6fQbrexuLioepe9Xi/C4bBaN5OQx8fHlag3TRPLy8tYWVmBx+NRc0/1MuFRut0uXC4Xms0m3G439u7dq0r5tyL4TBAEQRAE4WKIML0Jicfj2L17N8bGxhCJRNBoNJDP55XDspmw7JBBS7VaDY1GQ6WXXiwchmKJPaXBYFD1IY6GFI32eVKsrPe5/FsvD9W/TxHLkRxut1uNO/F4PENJpgCG5prW63VVAjq6f3QS6fLZtq1Sfq8Ufbaq/rcuTAeDgSrV5Jr1/lyOQhlNLr4cF1cXk7p4p+DUexn1+ZvsI6Vw1VNyAaiHCbq7yf+2LAudTgfhcBj1el2V31arVRVUNSoq1+rjNQwDfr8foVAIk5OT6Ha7iEQi6Ha7yOfzQ2OFtgJebwzNKhaLqqSW19zodcvEYZbJl8tl+Hw+5dT7/X74/X51TEevRW6TY4+i0ai6rtd6vyAIgiAIwlYiwvQm5K677sK73vUuJUwefvhhvPTSS1haWtr0bQUCAcRiMdi2jXa7jWKxqNzSS5UMut1uNUJl165dCAQCKgRHL6+lqKE4BDAkTHXBOtqvSKHEMlw6bIPBAKVSCb1eD4lEAv1+H8ViEYZhqHEuFFpMb202m8jn88hkMiiXy0MikPj9fkQiEczOzmLfvn0IBAJXfYzb7TbK5TJarRZqtZoS1MB5J9PlcuHkyZNYXV1VgphOJhNyuU/6fl0OuuDjNnn+o9EoIpGIKnsOh8OIxWJIJBIIh8NDJbZ0BAEol1rvDQbOj4KhuA2FQnAcB+FwGB6PR4ktfZYsw454zkfXzgcfDzzwABYWFnD69GnMz88jk8mosnOKuY24oJcrYumcFotFvPTSS6r8fK318hi43W41x5ezWHm9R6NRAECpVFIJ0brY5EOMhYUFFUo2GAxg2zZcLhdqtZqU9AqCIAiCcM0QYXoTEQwGEQgEEI/HVT9duVzG0tIS5ufnt6SE1+fzIRKJqLAW/ul2uxe96WVpbDQaRTQaHZo5CZzv6+TXulDVXUw9VGl0e3r/4FrJpboI4rb0ZFR+BmdrckQHx3SMfiYFhtfrRSgUQiKRUD23l4Pe68oy12q1inq9jkqlokSy3pNoGAZyuRwKhYIqP+Z+8Pt6D6pelqsL1IslGvPv0T+j++7xeFRZrd7HOdrjOhpqNXruRj/XNE34fD5YlgXLstSDBh4PvUx7rfXrbq7jOIjH46hUKqr3ksFYFHdbkc7LhyvFYhHFYhGlUgmGYQw9wBi9Xumc8gGDfoy73S4cx0Gj0VDXhi5OWerLEm+mGff7fdTrdRGmgiAIgiBcM0SY3kTs3bsXd9xxB/bv349gMIgXX3wRx48fx+OPP47Dhw9fNBn3SolEIti7dy+KxSKy2awqUVwrkAU4LxA4TuXgwYOIx+NDYpBijDffdDv5h5/DYCWKH6KX/3o8HtTr9aH10BmzLEsJVP5tmibi8Tj6/T7K5TI8Ho8K3GFozVopqBSJpmnCsizs3r0bt99++xUJUwDKFW21WigUClhYWECpVFJubT6fV0KNx5TOWS6XU+WdiURiSJjyD4+Tnoy7kbLe0aAehkHx2orH4wiFQkgmk6p0dK0y29HQH120UaiOupd8SMBQoFKppNKRs9msGjNzsf1giazjODhw4ABM08SxY8eU8G80GkrwbsW/l06ng1qthtOnT8M0TbzwwguYmprCoUOHhsrVeY74byWRSGB5eVlVJvDBjeM4aLVaCAaDOHXqFEqlkuoxJvpYHD408Xq9ao6xlPQKgiAIgnAtEGF6E5FIJHDgwAG4XC4sLi6qkJeNzBG9XNhLSVes2+0Oibb1bnYpFhnqoqfvArjghlp3j3T3T+9zHBVVFE2jjqnu0umOqS6SDMNQN/a6c9nr9ZRbyu/raa7chm3biEQiVyxIgXOilMeyVCqpMKlKpYJisYhyuaxEM3sGeQ7Yq0iBo5f8joqtK0mj5X7qQVT8TH2cj8/nU727fJ3nA4ByN3VnWj9HbrdbiVLO3qTrp88DZWlsOp1GoVBAIpFQPa3rwd7VyclJDAYDHDhwAIVCAYuLi/B4PKhWq0PX8Ga7iv1+H7VaDaVSCel0Gn6/f0hMjp4n9uDyIYLep+v1euH3+xEIBNSYo7X+rQ8GAxUwxfRsjjuqVqubun+CIAiCIAhrIcL0JuLAgQN4xzvegaeffhpf/epX8dRTT+HkyZPIZrObvq1AIIBUKgXHcVTwTiaTUYJqPRh2tGfPHkQiETVzkm7RqAgYLfXUv6b41MNz6IhRIOkibTQkhuNUKI58Ph8GgwHy+bz6bIqiZrOJcrmMarWKWq2m3LvR0s9UKoV9+/bB5/OpNNTLTcJttVpYWVlBoVDAmTNnUCwWsbKyooJzGo3GUK8pxX0ikUAoFLpg1A0fBuhii+FC/O+NhiCxNLTVaqHRaCjXevShQSAQGOot5TnRP4Pl3HqPJddLYckHHdz3SqUy1Odbr9dx/PhxVCoVTE9Pw+v1YteuXQiHw2uunyFQ0WgUr371q1EsFhGLxXD27Fl8/etfx8rKihJso+J+9HO4L5dLp9NBJpNRjmm73cbBgwdV6BdHy/DfA79mv2mtVhs6f0z0XVpaUsFco/R6PRSLRYTDYRw6dAiDwQCmaaJYLOLll18W11QQBEEQhC1HhOlNQCgUQiwWg+M46HQ6WF1dxbFjx7CysoJyubxuWe3V4PP5EI1G4Xa7USgUUKvVVInhWlDo2bat5pXyhnqthFg6krozqosq3W3THVE9EEnvU9VTT/l93b0bDY0BMCSk9O3o/z3q5lIE6mm4l0L/zG63i0ajgVwuh0wmo3qDq9WqEsG6swicdwCZjKsLZY6V0Utc9TXrrvFGGHVM6WJyfI/uoututu4w66JKR3/gMNpTPBgM0Ol00Gg0VDovRXqpVILX68Xi4qIKSGLA0uh29J5YjplJJBJotVqYmJhAv99XAo/7thUlvSxXX1lZQSgUQiaTQSAQgN/vV8eW54l923qZMfeBpb69Xg/BYBCNRgONRuOCHujBYIB2u60SuvW+6o2ee0EQBEEQhKtBhOlNwMzMDL7ne74HqVQKuVwOzz//PB555JF13ZPNwHEc7Nq1C+l0GqdPn1YzS9e7iadYi0ajCIfDmJqaQigUGhrJAgzP6dTTdb1e75qCCjhf6shxKKNCk4KRN+ujLhdv9nWHCoAKieG69G3TSSUUv/pYFM7h3AgUpfV6Hfl8HidPnsTCwgK++93vqsAej8ejPpNCczAYIBgMIhqNwnEcFYjDfeFx4cxPff9ZBny56C5es9lUI4hM00QwGFSlzHpisF72y17c0QcJdPG4bp4HXhOckZvP55HNZtFoNNBqteByuVCpVPDMM8+gWCwiEAig3+9jYmJiTQHM88j1zs7OwrIsFAoFNSe1UCio2aBrzQi9Wvr9PqrVKl566SW0220cOnQI0WgUY2NjQyXWhmGoEDOOYuKDAD4MCQaD8Pl8GBsbg9vtVqXIegDZYDBQD4+OHTsGv9+PeDx+xXNtBUEQBEEQLhcRpjcByWQSd9xxBwaDAZ5//nksLy+j2Wxual+pno7Kctx+v49ms4lSqaRSUdeD4ohprRQfeonuaMKr3ieql8xSFOruHV/XxRddIR29t1QPSdIF7WgfJt+vi6W1jg/Fqc/nu2zHlO4c3TH2HLIElqLUsiw1I5a9liyn5RzWUTGtlzpzrXoi7uWg93uy51b/w5m2o/2rulPKbfN4ruWMs5eUZcsMOtJdeZ77er2OXq+H5eVluFwunDp1Sl0voVBIhf3o50P/e3T2LMOvisWiEsRrPdDQZ8heSUkvZ6j6/X4899xzSCaTaDabF4RaMeCJbuhoBQSvtUgkgsFggJWVFXS7XeWyj56/ZrOprifHcTA7O6tK8QVBEARBELYKEaY3AXNzc3jLW96CL3/5y/jKV76CEydObPpoGJfLpZJ0U6kUQqGQuvndyA2tbdsIBoNqHiUTZykMKFj0P7qjR6FG4ULhoZf80snTw430xFfdKQSgxC3dWH6W7jTp/Y8UgOsdHx4jv98P0zQvmRBLGEzTbrdViSp7HAOBwFDabzAYVG4by1gdx4HjOGrtXA8dYoo8XSyvFYa0ESgoW60Wms2mKq1lWS3d3fVKtHlM+DkU0wzA4kMLBhsx6CmTyaBYLA49cOE5q1QqKJVKME0TuVwOwWAQq6uraDabSCQS2LdvH4LBoBLMo+eNJb3JZBLtdhvT09Nwu90oFovKaaS4Hz3fXMdGZp+O0mq1sLi4iEqlgm63i4mJCZRKJZVqzPPEY8xrhGNfKIgZMjU2Nqb2ncdwLWHKdF6/349wOIyJiQksLy8jl8tJr6kgCIIgCFuGCNMbmGg0isnJScRiMVQqFaTTaZw5cwblcnnTt+Xz+ZBMJtVNc6/XQyaTuWSipz5GxTRNJUibzSYAqNmlo/2OLL/lzzO8h6E5uiDV53nqQnS0RFcXsHrJLvsyKWopkkbnl+pieK2Qpl6vB5/Ph3A4rIKR1nJtie62cX2j8zpt21bbpHPG0k6Or6lWq6hUKsqtpADVy4M9Ho+alcnvX0kwE88f+14rlYoaO8LRPvpYGv38jCYkAxg6PnTz6KTSReYDCT4YicViquSZI3LorpZKJZw8eRLlchlutxupVAqBQACxWAzxePyCtN5Op6NClVZXV5HNZlGtVtFut+H1etWDhlExONrffCXwGmw2m8hkMjAMA6dPn0YkEkGn01Hb50MWni99Hi3Pcb/fV84vR8isFXqmh1fl83k195hlzXThBUEQBEEQNhsRpjcwqVQK9957L8bGxtSsy2PHjm3Jtvx+P6anpxEKhZBKpbC8vLwhEUyBZ1kWLMtS/XHseWQA0ugfiid9LAZwvt9PFzS8Yacw1W/YCUWfPg6GZaT6mBjDMIaSZBm4w1md6zlj/CzbthGLxZTYvVSprF6KzCAbHivbthEKhdBsNpUYzeVyStjX63VVSs33B4NB5UD3+33lwrKnUhfzenLxRqEwZXltsVhEPp8HcC6pmb28ujDV58xyXylUR4Upj7M+Hoaiy7IshMNhdDoddX64Js4HbbVaOHz4MGzbRqvVwvj4OGKxGFqtlhLmOjw+/PdDZ7bVasE0Tfj9fjiOg2azOVRSrpeRX43LyAcHy8vLaDQacLlciMViaDQaCAQCCIVCQ+d19EEGr3MeS7/fj0gkgl6vt25/LcX4ysoKotEokskkfD4fIpEIqtWqCFNBEARBELYEEaY3MGNjY7jvvvtQrVbxxBNPYGFhYdO34fV64TgOIpEIbNuG2+1WDhNLKy8G3T+W5fp8PpimqRJImSZLIQoMj+LQRY7eO6mX51IsUuzo/Yu6A0qhOOp60XHSRTFLi+lCAkC1Wl0zTIpi1rIsAECz2Vy3x3U9KK5Yyss1jfb2BgKBCxKGA4EAgsEgHMdBKBRCIBBQc0Qp4BiYxNf5NfdfL1nWzwGhkKejpvc9cn4qy0P9fv/Q+Rx1qwEMOdv8mr2lbrcb4XAYgUAAjuOgVquhWCyiVqupcCSXy6WEOYU3j1mlUkG73caZM2dQKpXg8XiQSCSwtLSk5ufyAUaz2cTy8jKy2SyOHz+OUqmETCaj5ntSKAPDvcj6edPnra513PS+5rVELPe7Xq8jnU6rEtxwOKzK5vXP1c+VXqrL6yIQCKDT6aiS+UajccF2e70eKpUKXC6XEuK2bau+77WqAgRBEARBEK4GEaY3MGNjY7j//vvxjW98A48//viWCdN4PI5wOAzbtgEAjUYDlUoFhULhoj9Ll87v96u0WgojXZjye8Dw6BQAyvXU3U/dqdJFKm/MKVY5A3O011RfHz97VJjq4zR0YaontOoBOiwzBaDE+kbKZPkZuutXq9UuEKYsg3YcZ0iYDgaDof7dUCiEaDSqzhWdYu6HLkyZiEyxfbGwJq6P4Ux0TClM2VfLc7qeMOUf/XP5Hm7D6/UiEomo9ZTLZfh8PpTLZfW5Ho9HJdWyx1l3Wuv1unLmV1dX4TgOcrkc4vE4du3aBY/Ho8p/FxYWkM/ncfz4cdTrdZRKJbWv+gMRfU4r901PHV7rwYouxIG1hSn7gGu1mhLW9XodiURCCWGv1zv074TnTk+apjNt2zZ6vR5CoZB6mLCWMGW1Q7FYVG4/e371cyMIgiAIgrAZiDC9AYnH49i9ezcmJydRKpWwtLSEY8eOoVgsbvq2fD4fJiYmYNs2LMtCpVLBysoKSqXSRX+OwkcvSWU/m9/vRzQaVaNPRssReeO/Xv+eLgB0Z4c36gxO4gxPBhHxPfwZblNPQNW3zZmi2WwWpVJpKBmYn8W/2bfHckoAyn26lGtK8UgxSjHBMlZ+tsvlUuJzMBioJNxUKoVYLIbp6WnlsFmWpZxiChaG5OjBPTxW/O/14D5yLR6PRyW6BoNBJUwTiYR66MByZj4c0Et6CQUWRXggEFDXGs9HIBBQgVRMrfV6veq6CgaDqFQqqj+V1wF7TzudDsrlMl544QU4joPFxUV1bHq93lDPLlOAGRilu/VrnXum2+pzWweDgRqdNDqi51LHV0+3phMPQD1Q4EMF3bmlONXHHA0GAySTSXg8HlSr1QtK20mn00E+n0cwGMTY2Jh6qFAsFpFOpy+6ZkEQBEEQhMtBhOkNSDgcxu23345kMolyuaxCjzYbOp6JRAI+n0+Jp3Q6vaHQI4pClqA6joNYLKYcPr0fkT/DPlDddeJa9K/11Fe974435/rsUzpNo3Md6XLp/azcli4UisWiGr2xXj8h+yFdLpcSE7qLpjMqUvRkYgrTTqdzgVDlcaRAYRlpOBxWwmJ8fFy9JxgMwuv1KoGli1LdzdR7EUfF6ejxojh1u92qpzQWiynnm39zGxSmdI/XEqb6e/TybsKkXvZ9MuCJKcV+vx8+n08dM6650WioVFs+mPD7/VheXlZhP9xfClL27ur9rRTOepgVX+d5Y/myfu2whHej4lTvseX5ouB3HGco5IjHTT83ekiUy+VCNBqFYRhYXFxEu90eKqXWr9tSqaRCu2zbVsdehKkgCIIgCJuJCNMbkImJCbzpTW9CPp/HV7/6VRw/fnzTt8ES3lgsphJm6/U6isUiCoXCUEnrWtB5DAQCCIfDiEQicBxHiQiKQd29ZBmiXnY7OitSv8Gnwzo6NmbU+RwteeQ2LctS/Zv6TTuFh8vlQrfbRbFYVCJHnxOqw89pNpsoFApqfy7lQrJclGWlxWIRuVwOy8vLqpe3Vqshn8+rRGSW6VKYlstltFotNUpmbGwMjuOoxGPdybvcoB79mLHcM5VKwXEcJJNJJXZ5TCkO9d5M4Jwzpz804HHmHzq80WhUzW7ldulcV6tVlEol5PN5ZLNZFAoFlcrL46jDz9G32ev11DxU3Xnkz/OhwOh4GF4ba/U560Fa/Fm6txsVpTrsOeUoJh6DSCSCcDisXGIeQ4pl/WELHWWWWfOBwug6eDw4YoZin6L7asOdBEEQBEEQiAjTGwzDMBCNRnHbbbfh29/+Np577jksLS1t+nY8Hg8ikQhCoZASaOx/rNVql7zRpuCgcxcIBJSTp/dw6j2WAIaSdfXvj/aU8sZZF6GjATH8Mxrkwp/XS135M/rPc10UPhcTmXRe2SvI9V8MCnJ9NApDhQqFAur1uhrJkk6nlcigk01BRCFUKBTgdrsRDAbh8/lUKBGPjS7OR/fzYvD48Xxy9Eyv11MOZ7PZVCWznKHLETu6o0fBqZ83CimKIl0w6v3CdDUrlQrK5fLQzFeKLn1/6JTrwVgsgebfPC5Mi9bFpj7uZvTa0b/WhSlLhynQrwTdrec54trpyOtr0N1vHmMGjdF9ZqrwWueWx6/ZbCIajapSdFYZiDAVBEEQBGEzEGF6AxGPx3Hrrbdi9+7dKBQKOHv2LJ5//nnUarVN35bP58PMzAz8fj9cLheazSaWlpZQLBYvKkopNILBIGzbxtTUFKampmDb9lAZpn6zy2CetWY0jn42f04XDgCGRCzFGMXQaCIsU3NZ6qqLDf53u91W41CY/srSzrUYdc840oXHb633j+5fq9XCwsICstmsckpzuZwKGup0Omg2m6pMmvtFIZLJZJBMJpHP5xGPxzE1NYVQKIREIqEEylp9nhuB22JfMPdVn5uql5qy7FUvI9bPkd7fy1JYJu7yvOkhS+l0GvPz8zh27BgymYzq+61UKuj1ekqMUzSbpolQKKQCn1gWy/FFerItnetCoaBmobZaraH5qHoYkn7uWq3W0Hnh2q8mOIifTWEPYMht5jHX36+74Syl5nicUCiEfr+vek3XSwbWA7fi8TgikQhWV1exsLBw2a6vIAiCIAjCKCJMbyCCwSBuueUWJBIJVCoV5PN5rKysbPp26GCFw2GVSEuhVq/XL/qzvOFn8m44HEY0Gh2aSaqXfvJnKG7WK9nVHSM9yZUlt2uN09BFKdFF73ohS3Ss6vW6EiV0Ni/GqDhdq3TyYnCER6VSUUKIriDDdEb7PPWeUcMw0Gw21UgfzmHlDEzbttedbblRWLLM/dTLbnUnV3d0eX71cmKWnPL80EXnueh2u2i328ohZQlvJpNBLpdDPp9HtVpVJdaWZSEUCqk5npZlqb/12a4MmgLOJz1TmLrdbjSbTfh8PpU8zXRfOrh8OKGXztJx3Ux0scl9DAQC6lpoNptDx0z/GcIkZ7/fr66Li/VJ61UJfr8fgUBAzVaV8TGCIAiCIFwtIkxvIMbHx/H2t78d6XQaDz30EA4fPrzp2/B6vZiYmEAkEoHb7Uan00GxWEQ2m0U+n79keaJt2wgEApicnEQikUA4HFbiRQ8aGhWedPF4g3+x8kky6rpybaNBSaO9frZtr1nmq4sBCtN6vY5araZKeS91c05ByWO5Xqks95n9f71eDz6fD9PT07AsSz0AWFlZUSWynFNK15IlrSwfbTabWFlZQS6XQzQaRaPRUGFIANQM1Mth9JjwvFAwsneYAU08Zo1GQ6UG6+42/5tlqizJ5t+tVksJvkqlgtXVVWQyGZw9exaLi4vI5/MqgTcQCCAajSISiSAQCGB8fByO48C2bfVgxefzqfm7o4KMr3EETiqVUv2xlUoFmUxGpfNSHOs91uwnXasPc/QavBrYY8trkcdXn0+r/3vRE659Ph9SqRS8Xi+WlpbW7Q3nOa7ValhcXBwa1xMKhVTVgCAIgiAIwpUiwvQGgI6S4ziYm5tDuVzGiRMntiQ10+12q3AV9t9Vq1WVWHqpG22v1wu/349QKIRIJKLKKHV3b61eTr2ncy2Xc73t6u6V3gup/zwdOr6XZcP87NFAG12IsV9wo6WZ/LmLHSd9n/V5mBRTdDlrtZpyxPiZdP48Ho8aa9JsNtFsNpVDyhmdk5OTsCxrqAdzo6zVkztaqlyr1eD3+9XcTL3nVX+v7lDzc/QHECz7pUClMGUZLwOhKpWKClUyDAN+vx+O4yCVSiEcDmNqakq5/B6PB6FQCD6fT5VTcx16ySvFWLvdViXmnU4HgUBgqKyYybXAuYcP9Xpd9ZTq+7bWub5accp10EXmNan3k+r/rvT9c7vdsG1bOcKXCuPqdDqoVCoqzZm92HzYIgiCIAiCcKWIMN3hGIaBWCyGV73qVTh48CCKxSLm5+fx9NNPq5CZzcTn82HXrl3w+XxotVool8tYXl5W/Wnr4fF44PV6kUgkMD4+jpmZGZXe6vP5hnpHgeGxL3qpLt2e0dAjihFdyI2G1FBE6OFKAIbChQCo0R6j7pGeBKu7ueRi+09B1Ww2Ua1WlbOWSCQu6VIysMjj8WD//v0q7TYcDqNQKKjAI8dxEI/H1bgYr9cLr9erxtnQNabIZX8l535uJOhoFIZecf9Yzs2S43a7jWq1quaWOo6DQCAAr9eLer2OTCaDSqVywYMChg1xpBD32e12o9VqoVgsolQqYXl5Gaurqzh9+jQMw0AwGEQymYRlWYhGowiFQohGowgGg4hEIkOpzxRmdIpZwktXFjh3bXAMEgV2p9NRD2corLnPFMrZbBbFYhGZTAblcln1o45eK6P9zVcCzyedZqY+83qnU8wZpDy2vI7580zbLZfL65bzMg2Y+8CHBlfSlywIgiAIgqAjwnQHQyEWCASwa9cuxGKxoXLCzU7L9Hg8ME1TCYtisahCYC7lmHg8HtVX6jiOSuJlmeHojflawk9/Xf+aN9l60q4uXkeTVEfTVHmDrh8vPaVWT4gdFaaX6zIy3ZThR3qI08XKehnCFA6HMRgMEI1GUS6XYVkW/H7/ULIxBWcgEECr1UK73R4S9OzlpQup91deDnwgwPRaAKrMldcEnVoKYQpgij+9N1Pv79XLrikG9RJqCtNSqaT6bG3bhm3bamwKhSnnbzL1mY44jwXX5fP51Gu8Trrd7lAprP5gAzg/kofBXboDy9Jj9vzyeG22czqaOs2SabrHdIYZHsV90x/i8N82xfl66NdwtVpV1w7FqYQgCYIgCIJwpYgw3aFQrITDYezduxfvfOc7kclk8IUvfAEnTpzY9JtDr9eLyclJRCIRGIahSvrK5bJKhF0LlufG43Ekk0nMzMyoOZp64A3hDb8eIqP/obAZDVyh0NAFlz53stPpXFDOSLGgp8XqQomlybzxpjiku6oHHm2kt7TRaCCfz8O2beTzeZTLZcTjcTUv9VIwObbX6yEej2NlZUXNsWRK6tjY2FD6MHsq+aBiMBgo98zv98Pv9yMajap5tBuFI2iYDExns1wuo1AoKAfOcRzlktKxc7lcalyN1+tFuVzGkSNHUCqVkMvlVLkxBRPPF49joVDA6dOn1exSt9uN2dlZhMNhxGIxJUyZ/GzbtnKQ9WtAH9mjCyqmBrNEm2KS15VlWeh2u/D5fCqV1+fzIRQKKRGaTCZRLBaRSCSQz+exvLysApoYmHU5Ik6f7Tr6EIXHPhKJIJVKodlsol6vo1wuq+RnilFdfPNPOBxWpc0sS+b61oNOeSQSQTQahWmasCxLpUULgiAIgiBcLiJMdyAUaJZlIRaLIZFIIJFIoFAoYH5+HtlsdtOFqcvlUgIDwJDzd7ExKRQXfr9fiQU6pWuJgovtMz9vrfJZ/WZ7Pdd0rd5Uffv8eb0fkoJEX5/uvI6KhPXg5zWbTTVvs16vq2M3ul9robvDuvPF1FmW8PK9lmUBgEpd1cWJ7hrqx/dS7q1e4koBVKvVhvov2dtoWdbQCCC935FCPxQKqfUz4ZbHXZ+vqs9jZSIuXVU6fRRJFKYs26Uopdhdz/Feq7x29H16gjC/1ue/8rNZMs3e1Ha7DZfLpZxivT91o6xX9qsnF5umiU6nox6w6H3QdLbpnPLneC54rvR/B+uh92UDUIL9UqncgiAIgiAI6yHCdAdimqZyHl//+tdjbGwM5XIZZ8+exVNPPbUlvaUejwdTU1MIBAKqb3B1dVX1F47CG17LsmDbNsbGxrBr1y6VxAucd6wokBiuAmDI0eF7+Dpv/PWxInTD3G63cnNGy3eB8ymvfC9w3o3jOkql0tCoE13Q6J/DG38GzlwMvrdarSKXy+HUqVPweDzKbQoGg5fs02u321hYWEA+n8exY8eQTqcRi8WGylHp3ul9u36/X5VaG4aBRCKBaDSq5oguLS2h1WphYmJiw+5ttVrF8ePHUa1Wkc/nlWNGBzYSiSASiah1jfb1UpzxocXY2Bj8fj8GgwFqtRrS6bRyTjudDrLZLLrdrnIdV1ZW4DgOJicnVSlzJBJBIpFQpeJ0tEdLxSkK2fNJkaYLsdGyb+CcW8uyZJ/Pp4SnbdtKAPK6cLvdcBwHkUgEzWYT4+PjKJVKePnll5HP57G6uop6vY5qtaqu5Uuhh2+t933gXLpyMBgEcF4wMgyr0WggGo2q64P7CpybZzoYnEul5kOH9ej3+2i326qcn9vkQ4DLFd2CIAiCIAgiTHcgFDTJZBJzc3OwbRvZbBa5XE7d6G4mFB10wDgepdFoDAXF6NAp5ZxI9j/yxlVPgdVvuCkO1up5XG/ExmiPnf6Z+hiYtVjLWaXrxzJSfn+t0KNRp/ZiooE383T8SqXShhJx+T3+fLvdVsfdcRx1vCii+TdLj9n7yPXato1gMKjEPEfYbGQWJY9PvV5HoVBAtVpFoVCAZVlKzHPberqx7thxHQyD4pgRXjN8uMDgIQDKIa1Wq2o0j9frRSAQgG3bqmQ4GAzC7/cP9VOOXjejIpUPOHQoqvSHIuyn5HGj4F2rJFjvY9ZLf4vFIgCoBzp8YLBRcboefKjR6/XUMdTDrfRrWd93/d8GHVM9xfdS1yUrJ/x+/1Cy9kZTqgVBEARBEIgI0x0GU0TvuOMO7N27F6973euwuLiIP/qjP8KpU6e2JPBodnYWoVAIlmVhMBio4Bmmf66Fz+dDOBxGKpXCxMQEJiYm1NxIYLgsUS8L5AgKptWyz3NUVPDGmc4VR4noI194czx6k6yPhtE/i+KAwpTlxqOimW4rA53C4bByH9cSOcB5B479ewsLC/B4PGrO6KXOG0Ujyy79fj9isRgOHDigXFvd3WUCr55uy2M+PT2NsbGxoQcFG6XVamF1dRVnz57F888/r4RpPB7HzMyMOh88bjyfq6urKJVK6hhzdigdN841ZY9ioVBAp9NR/Yp0pCkUZ2ZmEIlEMD4+Dtu2EQ6HEQgEEAqFhs6x/iBBF5G6S99sNtHpdGCa5pBzqp9jvcc5EAioeab6gxQ+COA14vF4VOl7NBpFp9OBZVnIZrNwuVzI5/Nwu91oNptKeOsPKXQRrwtLpkgTXhNMB6ZLrfcQ27Y9lMrLHlq9MiEQCAwJ242ghznp5dJXkvAsCIIgCMLNjQjTHQT7PKPRKFKpFGKx2FA5Zi6X25LeUiab8qaYLtda5Xq8gTdNUyWhhkIh2LY95Mbobo2+Zt391MXrqCM1KlD52qjg1T9z1CnTP1d/fT1G16k7kxtNtdWTbCnaNnojT/eNybMUUkxhpWDWewfdbrcq7aVgCYVCKhRJd9RGe3DXotvtqtRnBvkwEZcCs16vK2HDz8vn88hms2g2m0NJt/V6fainl+Wm7F3WHy4w/InikG6pPgKG54nnVu9rXesBBz+b50YXpnoZuf4wgg9BRnuZ9W1wu/r3OC6n0+kgHA6rknP2nnIN+jrX2sbo+vXEYPa26m4nxTX7R/kghMKU/cHcN9M0lbu9kf+f6A+XeI70agVBEARBEISNIMJ0B2FZFu666y7MzMzge77nexAMBrG4uIhjx47hqaeeWrff82rweDzYs2cPwuEwqtWq6v9jD+covDGNRCKYmJjA+Pg4pqamVJkl3Rk6YHTQ6PpYlqXEDF0h3tQPBgM0Go0ht8fn86mSSN6Aj/YGcpuEQkh3IXXhqwuStfoiKUo4joWi7GLHfrSEkjfylmUhEAhc0qGiKJ2enkan08HExARKpRLOnj2r+jz1nlt95ioThKenpxGLxTA9Pa0CgnRh6vP5LrmOarWKw4cPY35+HseOHVPXiM/nU45ouVxWn8s03sOHD+Ps2bMoFAqo1+vI5XJoNpuIxWKwLAuRSES5eUzeZfkv3TzHcZBIJODz+RAMBhGLxTA+Pq4EI4Ch/moKVp4zimI9rIjXGUWVYRgqPIifyQcqayXa6uXTegkyxSv/sDeVTjX3nanEXHu5XFbXt37t6oFRhOeb62SJdbfbhWmaqkx8ZmYG0WhUBUiN9kVzvA3PF5O3WXZ8MXgMG40GisUiHMdBKpVSvdBXW6IsCIIgCMLNgwjTHQJdyKmpKczOziKRSAAATp8+jeXlZXUTupkwVEbvC2232yqNdy14A+/3+4dcOd1RHC1V5H+POk86o0m0o46r/j191IfubHHba/3R16GvUS8PXqu3dbTHdD24Drpa/CwKhY2IWgp0wziXYttut+H3+1X/oi5MdfeOJZpMraXrqPcg6n2Fa0GBS/HEMUEAlOhyHOeC2aUsIeV4HM44rVQqaDabatYnP4fHRE+LZa8yk4f9fr8SvHSNuUa931Mv2V5r3/TX9PPOma/898TPXOtc03GkcNTL0vWKAopePnxxHAf9fh+RSARutxuVSkWV9fJBwmi/Kq+ftf6tUExz/e12e2gmLPdpdGQSy615bQHne00peC/VL6r3mtq2PfRQR3pNBUEQBEHYKCJMdwicM/iGN7wBe/bswYEDB3D27Fl8+ctfxunTpy+ZCnu5sI+PQsYwDCUoGNqzlpgyTVOVGk9PT6sRM7xJHRWedDJHb/j1G3A6orwB10Ujb+B5A8z5o5VKRZUm6qWc/Dn9hnl0LfqYDQCqPHJ0f0fHmlyqFJb7QecKgJo3SbG4kfPC40yBYxjG0BgSXWSxn3MwGCCVSiEUCg2V+LI0+FJ9hUzGTafTWFlZweLiIs6cOaNG3TB4i2KX26CwLJVKarQMRZNhGKqnlOeLa2E/pGVZaiaqZVkIhUIIBAJIJpMIBALw+/3qnOsOqy5OGYY0Kth1Qa6fd6bR0o3s9XpKEI866VzzqEhkf6yejExR6vV6MTU1pdJxq9WqOkYs7+Ux0suMeU2OOqcMr6pWq+o6drlc6qFQqVRSvaYUnLrorlQqMAwDwWAQvV4PgUAA/X5fpTlvJOWb44/4b44PT/R9EARBEARBuBgiTHcAbrcbExMTmJ6eRjKZRCgUUqVzS0tLWzq3lGEyvNFmT+Ba26N7xHEa7CsdFZu6uwlgXUE36miOCks6SHpvHXs3KWBH+025DpYPj7qp+vsoenVxq3+P4oE34xwpczG4PYqJer1+wTFdT9zq7h5LSPVxLBRHdGHX6tdlqJP+Z3Tf1qLf76NWq6FaraJaraJerw+F/3i9XpRKJXXeR4UpHX1+zfmlLPXk6BY6jxRwuqCjU0oXluKMx0N3GHXnkwm9PEd66rLej6n3ggLnU3hHU4YpVvVxQ/p2eR75ff265TZM00S/31cPClg+ywcNjUZDCW39M/R/M0S/bvUHJSx35+fo2x8tbee1wZ/Xr5uNwmNO99bn823J6CpBEARBEG5MRJjuACzLwv33349bbrkF+/fvh9/vx5kzZ3DkyBE888wzKJVKWyJMJyYmkEwm0ev10Gg0kE6n1YzPtd7PkB2OiOGszLXCiFjmqN8Ejwa7jJbZ8mcBqPJEBrnoc035PtM0AQwn2rLckn1/DH7RxTLX0mg01A277oyxbJEJu7Zto9FoqM+61HF1u92o1+vI5/PIZDKIRqMYHx9XCa4bOTcUa3S5WG5tWZZyILm/ellltVqFbdsqmIou4KXodDpIp9NYXV1FOp1GPp9X/YwUwp1OB8FgEKFQ6ALhy/LUWCyGYDCI3bt3w3Ec5PN51Go1nD59WvXr0nVnzyPd3UAggFQqpZxiPghg/y3PP8O5Wq0WWq2WKk2lG8teU/2BCQAl0CmaKUJZRsweaQo2JvNS9PE4dbtd1WvN65LXNj+XjrDX61UCv1gsqlLpbreLRqOBQqFwgeClC7nWvw9uQ19jvV5Ho9EYetCiJ07rAVNrCdONhiABUM4t/19Qq9XUOCBBEARBEISLIcL0OocCi6I0GAyi2+3ixIkTqoR3s0Upy28pElgm2Wg01PiWUXizTYeUN8QUBbpLMyo89c/TXRv9hnh09Ifu/OifsV76rt57yJ/VBe2o00ZHk59B0cnPp/jgZ9O91EferAeDeKrVqkq45THeaLov3Wm/349er4dYLDbkmNK1YrmpLlDpPurbWm+bes9is9lUqbt09NYT4vo5ojNpmiZisRjC4TAmJycRiUTgOI4qZ65WqwgEAjBNE8FgcEhMUkyzLJdhWLoLyPWOCnLdTaaLO1pOrn8GH07o66Zbyv3i5/T7fXXe2d/LXlKv14t2uz0kgrkNlrnyGnYcB4PBQKVfl8tleDweJf5HS/XXE6X8Hvej3++rctzRMTi8pvnvkyXffOjD8VDNZnPDCbt6Tywf/NBh3uz/TwmCIAiCcGMhwvQ6x+PxIBgM4oEHHsChQ4eQSCSwuLiIr33tazh58qQq9dss6JRSQFiWhWq1qhzCarW6phjhGBKm6jabTaTTaTiOg0gkohy90TmfoyWQFHX67Ej9PbrgAc7NS6VLxfVTcBJ9mxQUdBD1kCQKTTpu9Xod/X4flmUpl5JChdtmQAzTdS91I8+10eVeWFiAZVk4ePCgGoFyqbJa4PwDi0gkgmAwiEgkgmaziVqtpoQonUx+zaCjcDiMUCik1n4x+v0+6vU6qtWqCjwqFouoVCpoNBrqeFD06SLP7XYrUUehNjc3h1Qqhdtuuw3xeFwd53K5jFwuh2AwqIKUKLx1BzUYDKqHABTMo6E+FK36GBl9bAwFFx3EQCCgnFEKVgorvZxVF+90p/mZLJdl+Sz3uVarDfVjc52WZQE412PMazgQCKBarSqRWiqV0Gg01EMAnUuJPP1hTKVSgdfrxczMjFobS235tdvtRiwWU2tkebHb7Ua1Wr2oEB69XvjQhtUTdH83O5xNEARBEIQbCxGm1zEejwd79+7F3NycGquRzWaxtLSE+fl5rKysbPooBpfLhVgshlQqpW5c2bcJrO2s0RXTR48wnIc3vfyaTh6dSl186sE9RO8bBDAkfvg93QHTXVDg/I1yu91WgoWvj5ZI8jWKjGq1qkSkYRjw+/2wLAuJREIJXJay6jfhdLnWuhHnulgmTMeUJY9+v/+S50g/RroA1MsyKcYpTCm81nL/LgYdYAZK8SEFQ3j0PlI9/IfnqN/vo9FoqDJlXkssNe71emrUD1N3KWJN01RlwfoMTn0feTz0PlHdFeUxopDnAw/+PB+C6M7uqAurH6PRPl/+N8Uvy3spfHlN6eXj/Fn9IUssFoPf70c6nQYAldobDAZhGIZ6SHI5/955Deh/6N56PB71IIXJ2xMTEwCAYrGIbDaLlZUV9Ho91XO7kW3zYY9ernw5faqCIAiCINy8iDC9jvF6vbj33ntx8OBBTE5Owu/34+jRozhy5AgOHz6MXC636ds0DAMTExOYmZlR5YYs3+QNtT7ehDe57AekqGCCKsUQ01/Z9zeaIjsqMkYDiej+UETwvSxdpVvFz6Z4oShttVoq+IcllPpnUCyzf7Rer6sSWwpTzv5MJpOqzJRCieNxBoOBKnleq3yR4rFcLqPRaGBlZQW2baNQKCAajaqwqY3CUlAKI72EkkKEDjFTWjm3ciNwf6rVKnK5HAqFAqrVKlqt1tDsWYpdlo7yvPG8JJNJJbBqtRoymYxyXCnsHccZSuPlQwDOBKXo5zVIYayfx7XCqnjdMjxpLVG+1kORi8HrnkKT1x5L3ilQ6cjrPdW6G8tzmEql0O12kclk4PV6Ua/XVaCUx+NBuVy+aOn0WujBYPq/Ef4b5UOAPXv2IBQKYXZ2Fi6XC8ViEQsLCzh58iQGgwFWV1eHHOaLwdYCut58oCDiVBAEQRCESyHC9DqFYUKHDh3C7bffrkY3PP/88zh69Oiml/ACQDQaRTAYVA6K3l/Im+zRm1MKnkgkgqmpKQQCASWwksnkkLtJsQacd55G52fqgSwMSdJFsP5+igOO59BdM1146X1z/y977xYjWZZWB6+4R5y4XzLyWpfururq+wzNeAZGIDAzghnwCA+8jDQPNiCQLPFg8YCEZFsCISFbPFjwgp9sI8ObbWykX0gjBjwYupuZppvpe3XdsvISmXG/nbhf/ofy+vKLXSeysqoyq2q695JCmRlx4py999mnaq+91vd9/X5fVF1t6QUWF/Lj8Ri9Xm8h9pOKm87Cq+u2JhIJUQjZ32VgH5vNJsrlMvb39xGJRCTxDhf0x0GTd44F7aUkbyRwtCLrTLHHkQW2j+PQ6XRQqVRQrVbRbrclkzD7rsupmAmqxuOxlBgCgGq1inq9LtblQCCA4XAohI2WXV3/VqvgXvOENmxel0qfHhdN3s2+3yvW1mvsTeLLLMKcZ4PBQKzpOhM074OOdeazwZjhfD4vxDQQCKDZbEpc8knjPYnRaCQxpvP5XGzGVPlXV1eRSqXEyjuZTMQe3u/3xfrMRGP3ip9mkq16vS7zz8LCwsLCwsLiXrDE9AkFrXA//MM/jFdffRXxeBzlchl///d/j48//vjUianP50OxWEShUEA6nZZSD6wRyUW2aU8NBoNIJpMoFAp4+umnkcvlcO7cOSFvtIEOh0O4rruQBEkrfSa4iNZkRMcx8kWboUkCdfkQElNmUGW5EZ5DL7ZJxmjlJWGg4saYR91uZoRNp9MAIOPU6XSWLuS5gK9WqwCAmzdvilrN5DQnVTV1n2nrjUQiQgx1wh6Oi1bvvMD2cRwajQb29/dRKpVQr9cXapHG43EpEwMs2og5llRRq9UqgsEg8vk8YrEYisWi1CUlwY1EIkin0zLOWvUzk1zpDQxNiEl0uaGga5meFvTYkWhqRZaEU6v+2vrMfmirLuNdWUeUymm9Xke325XyK/dTG5TPHp9dbiIwydnW1hbS6TSy2azc83Q6LTHAjuNIrPG9rk0C3mw2RS1+kLlsYWFhYWFh8emDJaZPIAKBAF544QWcP38e2WwWfr8ft2/fxs7ODj7++GNsb2+feiIRn8+HXC6H9fV1yYRKpYWklMRQJ4dJJpPY2trC888/j5/+6Z9GLBaD4zhwXVfKX3Q6HVmkanKkyYVZn5ELWZ20iPGL2sKp1ULGrJIQsL08LxfovCbjL6lckaxyIR6LxUQpCoVCovCRPLCdJOFsJ5VlEvJlStN8Pke324XP58PVq1fR6/Wwvr6O0Wgk9meSnHvdO/Nv9kuTfp2Y6CTxpYz/rFarqFaraDabcF1XxpklXNLpNJLJJPL5vKirVLFZv1RbWqlg6gyuJOOcP4wtDQaDokBqcq2z8tJOTOjyMlSyWVv1tCylWq3WP9k2bg7oGrPz+VwyC7O9jUZDxmY2m4lVnRlys9msbFg0m00Mh0NJcnUS1VQry/yunh+cg8BRzC03HXRWY27EnFSp5YaWtfFaWFhYWFhYnBSWmD6BCAQCePHFF/Hcc88JMSUp/fjjj3F4eHjq1zSJaSAQWEpMuWil9XRrawsvvPACfvqnfxrAHfVyf39f7J7tdvuu2qHAkepFRYyZcXUdRV2DFMBdlk5Nkhk7SmJqlgWh+gdAYiGpulJZY2kS4KikB2NT4/E4EokE4vE4fD6fjInOPOv3+8X+y7hcrfiZ6HQ6GA6HuHr1KprNJp599ln4fD6sra2J5VNbmU8CknqtGpv3ehn0sVTPSEx1Vmb223EcUde2trZQrVbFVk2Y8ZYkprwPbCuJaTwel6zB8/lc1E/2S28EABASz2vShk5CSiX2NKHHSSvznE/hcFgs4NpCrMvesN8co/l8LpZjOgBYC5illxjvTPXyOKKorcKs78q4XhLT2WwmSb6Y4Ziqp950oep5UuWTFmb2x8LCwsLCwsLiXrArhicMjC397Gc/i1dffRWO46DX6+HNN9/ERx99dCbF6pPJpCyWdWkNHXeny0xwwXnu3DlsbW3hn/yTf4LLly+LCkcSl8vl0Gg0RDHUqiGvoYkJCSivwYU+AIkX5CJbL/pHoxFarZaooAAW7LZUQlmzUVt1R6MREokEotEoVlZWkEqlkM1mMRwOpTxKpVJBJBJZKDnC+0SCThLJBD1UC9kXJp4xx4HJYg4PD4WgjsdjXLp0SWIsH9YGeb+KFYk0Lbw7OzvY2dnB4eEh2u22JFSiGpnNZkXh01ZoqpzxeFzszuxTKpUSdZRklPHNsVhMsiNTcdX2baqhWknVmXwJrVieFfSmg2mbjsViSKVSCIfDokLq9rBUDQC4rovpdCpJpDhn0+k0gsGgJJvSyZD0fF8Gzj0AUvKHGZHZ1na7LVZrnVmZqm8sFpPn7aTJl7jhxGzd1sprYWFhYWFhcS9YYvqEgTGCzz33HD772c8iEAig0WjgvffeO7OkR0xeRKKllRFd0oILaia9WVtbw4ULF/DSSy9hY2NjgURGo1FkMhkhglQeeS59fk1A+dOsW8prUzGl3TUWi0n5EX5fJw8ioeb3w+EwarUaBoMBGo0GOp2OJH1ivGwqlcJkMkGpVEIgEECn01nI9KotpVx4k3CMx2MkEgmJraUSRZCIAkdxnNPpVNp069Yt+P1+uK6LVCq1UM/1QWB+76S1KKfTKVzXRavVwsHBAQ4ODlCr1aQUjs60nE6nF2rU6oRZfr9fsgDT/stSJUy+w/hUbXPl/WciKRIpjrfjOJI9WSc4opqtiexZgn3m/eYGBecKkw25rivkTjsF2FcSegALxJT1XDmHarWaZNa9173Umx+z2Qyu66Lb7cJ1XSGdnGt6o4ff0WWfWNLnpLGt3FjiOSwxtbCwsLCwsLgXLDF9guD3+/HZz34WFy5cQLFYRCAQwPb2Nvb29vDBBx/g5s2bZ0JMubhnAhkqfTqWkAvVUCiEc+fOYXNzE1/72tewsbGBF154QeotErFYDPl8HisrKygWi6I+chGuiSeVU69MsZooU0XTJJdJXNbX10VBY3yrtvDSXqrPrwkMS36MRiNRiYrFInw+H27duiWJaWhz1gttJuWhSpbJZIR0ktD3ej30+320Wi2xYWqw7devX0e328Vf//VfY2NjAy+//DJSqRTy+fwjy27KEkE3b97Ezs4Otre3cXBwIMmwOHYkg8wkzH50u10Eg0Gk02khm9xQ4D0hIU0mk0in08hkMkgmk0gkEpLQirZfAEL4aJmm7VcTUq1GPgyZv1/omGXtMtDKv04Cxs9msxmq1Sr6/T7q9TqAI5syyW0sFpPng8ppNBrFYDCQjM7H1TfV5JVKaaVSwWQyEfJrbhrRBZBIJNDv95FKpSRjMICFhE7LwGeCajIJqt6YsbCwsLCwsLDQsMT0CYLP58NTTz2FF198Eel0Gj6fD+VyGTs7O9jb2zuT2FIAUnuRi1MuHnX8Ji2G4XAYm5ubeOaZZ/D5z38eKysr2NrauisZUTgcFvUxk8lIqRAuaPX5l5XuAI4y8fI9qj98n6RkZWUFw+EQrVZrISMoF+0kVDy/qar5/X5J0kMCnkqlZBE+n88lY6yZ0IUEVNuYSXJ1jCwJKgmLBhWzw8NDDAYDvPPOO2g0GlhbW8N8Pkcmk7lLdXoQ4nVcFl59f0ajEQ4PD1EqlVAul1Gv12VMeR7OByaLYn+Hw6HUtc1kMkgkEmLJZY1ZxuXSxssXYxI5B7XSyvut1epYLCYKvVl66CzhpUSbNm0N9l3X2J3NZnK/qS5TfXccZ0H557PC57Rer2M2m0kt45NYbAeDATqdDtrttsSQMx5XP4t6bPlimSWWf7mXcqrdAHxeGQd+PxmFLSwsLCwsLD49sMT0CQEtp5/73OfwYz/2Y0ilUnBdF3//93+PDz/8UJL2nCbS6TTi8bjUMVxZWUE0GhWVgy8SkGKxiFwuh5/+6Z+W+NJ4PO5p0+N3crkcLl68iPF4jFqtJiVMtFKpbcIkuJpQ8jvD4RB7e3uIx+N49dVXkc1mcfHiRYnl6/V6aDQaEr/Y7/fR6/VQqVTQbrdFTWVsI5UnkhvgjnpcKpUAADs7O2i328hmswvJjTTx0FlueR9DoZAoyIyHrFaraDQaQrDMpERUl+r1OlzXxZtvvonbt28jHo9jY2NDzplMJheyEp8mqPrV63XUajXcunUL29vb2N3dldI3JC+sNRoOhxfsu8FgUOrYplIpydjb6XQwGAyEuNGOm81mxUrN+0LLqC4Bw40RzivOO75OM+Pu/YDt4cYH5zLn73A4FKVZl9BhgiyWJGJ23o8//hihUAjr6+tIJBJYX1+XhFy856FQCKPRSGz+tOgeByaR8vv9qNfrmE6nKBaLACAlbugqYLxuOp3GcDgU2zTr9NK9cBJwYweAJFyysLCwsLCwsPCCJaZPCGhJPH/+PC5fvoz5fI5Op4Nbt27h+vXrZxZbms1msba2thBnqRfRVDfYvkKhgOeeew4bGxvIZDJC6Ai98OSCOpfLIZFIIBKJLE0CpEmqGYNJ0sbSM6FQCCsrKygUClhbWxPrLUuQ0PrIuFPG41GVZFv8fr+UguGifzwei+WYtlvHce5SSrXt2LQHk6xoq3Kv10Ov1xObpqkakaj2+32MRiPs7OzAdV3cuHFDkiFNp1PJZvsg2XrvBd5z13XRbreFoJr2YxJBxu7qOp2MKXUcZ0EJ1eWCSN5JThlvShWVxI73y8zWTKupWfbmcZAeWpr1/NW1cdkHzmMSbpYR4os1Ssvl8kIirbW1tYWsvtysyefzaLVaEmN9HDi32JZerydzUmee5ov9iEajiEajEo/Ke3NSm7TP5xN7s61lamFhYWFhYXEvWGL6BMDn8+HVV1/FM888g62tLQSDQVy7dg37+/t45513cPXq1TPJxnvx4kVcvnwZqVRK4s0GgwFarRb6/T4qlYqojIFAABcvXsSFCxdw5coV5HI5URCPQzabRTQaRbFYxKuvvord3V0cHh6iWq2i0+kIqeGilwmDuJhnmZF2uw2fz4enn34a6+vruHLlClKpFHK5nJAVWjqbzSYASPsY48bFNRfq6XR6wf5J+y0zqA4GA0ynU8naCxyRN9odgSN1lwqfztTL2Lper4fRaIR4PC61QJfZPkmKB4MBvv3tbyOXy6FUKmFzcxM/+ZM/iWw2i83NTSEspwGS4m63i48++gilUgm3bt3CwcHBglKqFW5NLllWiOPCpDm8r3wxSRJLwhQKBaysrGB1dVWON63Vpn1YbxA8KQocSyeROFLpH41GUgpGE9dkMinzezKZoN1uo91uo1wuS2wprcy6VMt0OkUqlcLGxgZ6vR6KxaJsYi2LNTVjqVutltSnnc/nWFlZWXguuCHFDQEm8yJRZekdbY/3grnBpN+zsLCwsLCwsDBhiekTAJ/Ph42NDSFbtNuVSiVUKhU0Go1Tv14gEEA6ncbq6qrYJKlm0gJLFYcJV1hKJZvNIplMHhvPp2tKMskNbYlUZVkHlItvbcfUZI8kMRwOo1AoiKWYMYn8DlW80WgkJS6GwyESiYSUcaFSNZlMhKgSWilmsh5aG7UySDsjcPfiWyt7OnZPL+pJmL1iTXkuEvKdnR00Gg3EYjF0Oh0899xzmM/nyOfzomRp0nhSmNfVttNqtYpyuYxmsyl1S/V95UaAJpy6/IjXZ/pF4sqsvKwzSlKqr8Fx1AqzSUofJznVFu5wOCxEky+d6IvH61JJVEdp7+33+wgEAnBdVzISA0cKOTdYaOtOpVISM7qM9Jnzg4Sy3++j3+8vJKbSc1z3i/Ze/fyeBLrGqyWlFhYWFhYWFsfBEtPHDNoaP//5z+MrX/kK8vk8XNfF66+/jnfffRetVuvUr7m2toZCoYDV1VU4jiMqYbPZFDuh67rY3t6WpCfZbBaFQgH5fB7D4RCDwQCO45z4miQZFy9exNraGp5//nkMBgOUSiW0Wi20Wi2MRiM4joPpdCpJYbggzmQyyGQy+Imf+Alks1mp7+iFaDSKfD4vtkMmcgmHw0ilUuh0Ouj3+0J6m82mxN/xfoRCIeRyOSG0VEkdx0EikVgod6NL3JB0maSJyYtIPA4ODtBut0WVNUEyxmt/9NFHqFar8Pv9WFtbw+c+9znk83k8/fTTcBwHqVTqvuYArzGfzyX5zt7eHiqVCt5++23s7e3h1q1b6HQ6C0mcqAym02mk02mpOaoTFfF+R6NRJBIJpFIp2RDgZgJjTxlnybEjaedGANVrkn4SfU36nwSQ+Glb7mAwkE0Q9oPkmxsqrBeaSqWkBBJwlJCsWq0imUwil8stJIEKBoPY3NyUOq7ValXs4iZ0xmuOcSgUQr/fX6hrOhgM5BoAFp4HbjBxY2U8Hi9sviwD1eLjNmIsLCwsLCwsLABLTB87mNW0WCxia2tLYvxKpRJ2dnbOJLY0Ho+jUChIfUkqi67rilLKFwnbfD6XDJ06sy5xL+WUv7PkSjqdlkUrbYS9Xk+snq7rijLj8/mQTqeRy+WwubkpJUWWZallPCxraXJRrgmWz+cT0sdSHrQzcxEdjUYxHo/huq7E5+n4WF5Tk1D9fQALtU7j8biU4Gg2m0JcjstSyhqZrVYL8/kcN27cQL/fR7FYxGg0Qj6fl3tjXvte4H2kUtpsNlGv11GpVFCtVoVgaTUNgMSC0nqrE0Bp1dRLOaUtleRoPp8vxD2SuOmaubSX0vJ90sQ7jwNsK+eKqZhyXEKhkJBAqsZMyEUiB0AswcCR2srrxONxiQ2PRCKS+dqrTdqGzTbwudcuAlM91XOam0vaTn0vosk59qRsIFhYWFhYWFg8ubDE9DHj1VdfxfPPP49Lly4hGo3io48+wt7eHv7xH/8R7777rqcC8qAgQdja2sJLL72EYDCIdruN7e1t1Ot1iWvsdDpS1oIZQtfW1rC2toaVlRUkk0lJmqIXy/cDLm7Pnz+PjY0NsUBq4jibzSReNJvNilpn1hE1EQqFkEwm4TgOCoUCWq0W2u222EdJjJhoSNdEDYVCQmaZ9IjkkSomLcgAJKbQLLeiM5FGIhFJBDWbzSQWkaROt8NroT+dToUktlot5HI5NJtNbG5uolaroVgs4tKlS6KssZ9eyZH0+UlIbt26hXq9jtdeew2lUglXr15Fo9FAr9e7q/6rtpLSUp3P5yXrseM4mEwmcBxHNhk4nsFgUDYjSM54L3u93kKSIyqH2l7Kfj3JxJRKMckl5w7Lv7A/JK1MFvXss8+i2+0ik8nI8clkUjaQuHnDckaBQADJZFLqBBeLxYWEXxqm9ZrPa7fbxWQyQa1Ww2w2QzqdXtgIYxv1/efmwTISbEJvVHATzMLCwsLCwsLCC5aYPkb4fD4hFalUCj6fD41GAwcHBxLfd1rX4WI/Go1KJtTBYIBer4dWqyVlSobDoRAS4CizLpVOxjSybiVjMKmq8HrHKSRaYaQCy59Uh0hM+H42mz0xAdZxq5FIRJSgZDKJyWQiZUtisZiUw2DipGAwiNFoJMSCZElnnh2PxxIjaCYFMkkg28H+xONxzOdzqZHKREgkvvyeCdpZSRxKpRLm8zlyuRyGwyFisRgKhYIQN7OEDe+ZvgbtplRJS6USSqUS2u02er2e9E+XtyGhZA1SneTJVNbMJEXmS48Tx5d/M5urJqF6XJ5USyjHh5ssbD/HhO/xc+DISeD3+5HP58XyG4/HJXmUCT2/WQuWKqw5Nl7jrpXdwWAgdm7Gmvt8Ps/4WDMe/F6qqY0ttbCwsLCwsDgpLDF9TOAC/nOf+xy+/vWvI5fLYTQa4Y033sD3vvc9VKvVU7sWM6cWi0UUCgUkk0l0u10cHByg0Wjg6tWrqFQqQvxIfjKZDOLxuKgyLPtSr9cxm81Qr9fh9/vFSphOpyUe7X7Ba/MnF9DpdBoAHqrURCwWQzAYRDKZxNbWFg4PD9FsNrG2toZeryd1Jmld3t/fF8WYC/PZbCbJk0ioZ7OZqIfahkrSqmNOuTEQCASQSqUkgVE8Hkez2ZTyMLpsx7IFfa/Xw/Xr17G7u4sPP/xQYk2ff/55fPGLX0Qmk0E+n5dkSyRFTMbDxEp7e3toNpv43ve+h1KphDfeeAO1Wg3NZnNB0WU22OFwKGp0Op1GNpuVGpgkKYzJTaVSEtubSCQkjpREl0oza5/qxEea8FCxIxmm+vykER4Stng8jlgsJvOKmz26T5qYco5xbpw/fx7AkbuBY9/v9xeuxXhRlnza2NhYmiSNaqne+NEbFawvnMvlZNOFxLTX60kcNO3xLFGjCfgymImUnqR7ZmFhYWFhYfFkwRLTxwSqkCyXQeJTLpeFGJ0GfD4fwuEwksmkZPGczWZot9totVpoNptwXReDwWCh1qBWWPk+YwEZr3l4eIhgMLhAUHTiFE1YTqKgmr8DWJrg6H5AsksLbyKREEIQjUalRE0oFBIVWcd/UmllnxgLSOJHCzBLygBHZWWoLnFBzrqviUQC8/lcSCAX/VQKj1NPZ7OZtI+kOhQKIR6PY2trC67rikLMRE0kjSQ5o9EIBwcHqNfrODg4ELLe6XSEvLDttOQy+RFfzNZqKnE6RtH8mzAzwDLuUW9A8Bi/379QR1Nnb37cMLPOmqrxMsXYKyZXJ9LS7+n5oJ9PboZw44mknXNbQ5NiKur8m7HYuq4qCbGp/Or7/CDjZGFhYWFhYWGxDJaYPia8/PLLeOWVV/D8888jlUrh6tWr2Nvbw1tvvYW33377VGKxSMRWV1dx+fJlsePevn0bBwcHaLVa6PV6cF0XAGRBm06npfZoPB6X2LV3331Xkqy4rovr16/DcRxcunQJ2WwWFy9elAyxTMxC4vY4oW2lPp9PFE6WlGEsHfv/7LPPYjAYYHt7W5QkAGi1WggGg1LDlcmSGFeYTCYxHA7R7XbR6/Uk22kgEJCFP4nc6uoq8vk8AKDRaKDb7SIcDqPb7coGABU1E4zbBLCQCbZUKuGDDz7A1tYWnnrqKZw/fx5bW1tSBoikhlmJ33vvPVQqFWxvb6PVaqFWq2E4HErmVs6DXC4n8b6xWAy5XA6ZTAbpdFoSIZF8c85RbQMgWZw1NOkBICSXVnESdJ47Go3KT6qJTwI5pfpJksf7rZNlMfOul92dijbPxRddCyS4ur9US/kzl8uhUCggm80ilUrJRpM+HjgihxxbjjXt+61WayFz8GQywXA4XLAf89nXcdHHQdvJSXYtLCwsLCwsLLxgieljAolcMpmEz+dDvV7H7u4u2u32qamltFI6jgPHcWSxyUUobYY6to82VZb5YOIVljqZTCZS53QwGMDv90sGXZZdIcmjFZRK4qMiEveKeaMaRXsjcJQtlf3XhDWbzQK4Yytm/VeqVSQY4XAYiURC7K5URjUZ0OSYKrTjOBiPx6JkA5AYV8bG0tKqVScd98d7otU6Xl/X1OS1mahob28P1Wp1IdERAFHfkskkYrGYWI85Niz1otV0Tbp0PK750uqihqkiauXUzCarlcTHBfaBBFS/z1hgzh++B2BhrHTMtB4Tzk/T1s7va7LHeZhIJBCNRiWhFKETLjHZks6oy/f1POEmht480Bs3Xgq4hYWFhYWFhcXDwhLTRwwusq9cuYKf+qmfwvr6OqbTKb73ve/hO9/5Dg4PD0/tWslkEufOnUOhUEA0GpWahaVSCQcHB0sJwvr6OgqFAjY2NhZUQVpNmal1dXVVrIOdTgc3btwQW2Eul4PrulhdXV1QuR4X9ALcXGCTCOTzebGp+nw+vPjii/JdAHepXVqJMv9ut9toNptSo5WfkaxQCctms4hGo1Iip1wuS0IibdWlxVZnTdX1PrnBMBwO0el0sL+/j0QiIUlxmBGX12EsLeNa2YdIJCLJuLLZrJAe9j0ajWJtbQ3ZbFZK1TD+kLU5df1Ojjftoibp9LL4coyp1Ot4S51V9nGCMbJUyNlGWmGpKnKzgZtNrL/LOcY6sTyWCjGTIWkLrrmZwp+pVArnz5/HrVu3JKmZJrNUO3lftOWXmYP5fA8GA7TbbZmffI+qt87SfBJb7w9CwioLCwsLCwuLJwOWmD5iJBIJJJNJsd1Np1M0m00cHBxgf39/IcnJw8Dv9yMajYqdlqoaFVkvCx7j1dhGJjXSWW5J4qgA6dqUwFHdTaqyrN9J5VYrQacNrczp2Dgu7LnAJjHVJFVngDX7pJO3nBSxWEzUTq32cYHPz3QMpbZRz+dzIRF6Q8DMkgrcrd6R5PA+0CarY0yZjZXqGJVtquV80bLM9jOrM+eFSfBpAzbvsZn8Ryuoug8ca56XyY90nx+3Umr+rS3XJJl0FbCt7CvdA3qzw4zF9opB9cr4TOhYUyb60seZbSTM+Fd9HOeltiPzmTJV1wcZNwsLCwsLCwsLE5aYPmJcuHABL730Ep599llks1kcHh6iVqvhrbfewptvvnkqMVhcqObzeTzzzDNwXRftdhvlchl7e3vo9XqS/ESrffl8HqlUChsbG1hZWZHyI7SFksQkk0nMZjO0Wi0AWFCz5vM7tRZZ7qbRaKBSqWBjYwNra2ui4p0FRqOR2FQZR8lYzdlshkajgU6nI9mFTVuk4zgL5IF4kIzAjuMgFothZWUF8/lcLLOMH2232xgMBnIPqGLRNttut4VY9vt9RCIRuK6LarV6V7ZgbRdm9txOpyMEgomDzFja+XwucyUYDKJYLErtTNZEpUJJUsqNCxJpEuHJZCLHUAXWJJLxo5oUBwIBabO2k3IOaTWV7TUJ2uOE3hjQ6mmn00Gn04HrujIGzGw7Ho8XSruQ9PNznTSJm0C6rqveUNKW9HA4jFQqhZWVFbRarQUiSHLP73ODiISX1nOdMZhZeRl/ylj0yWQi9/F+suxy88cSVAsLCwsLC4tlsMT0ESORSGB1dVUS8FQqFdy4cQPNZlOyoT4sQqEQUqmUKKWDwQCdTmeh9ANwt2oTj8eRSqUkppTHcFEJLNpYqcyYdTJ1zGqv15NsvVTYuJj2iqE7DpqkMA5Tk5p+vy+xs81mE/1+H91uV47pdrtSu5M1OIPBIKLRKMLhsCiUevH8MCRIE5dYLIbpdIrV1VUEAgEcHBxIZmQmRppOp6JKc0MgHA7DcRxMJhN0u12x8/I+6gyqvKaZDZdEw1SReTzty1TJ9dhw00HHd/J+a0u0nhvss36ZtVpJiszNEbaf/WEbaEd+EhRTKtckmlSztYWXJXn4nXq9Lsmgkskk8vk8wuGwjCGfBT3eZmytl/WeZJ3j5JUUyus7esz1+bVKrZ8tvmcmVDopHvd9s7CwsLCwsHjyYYnpI4TP50OxWMTzzz+PYrGIUCiEd999F9/+9rext7d3atdJJBJ46qmnEI/H0Wq1UKlUUCqVUK/X0e12pS0EFRfWK6XapckSF78AhDSEw2FZ9E6nU4ltIwH1+/0SY9lqtVAqlXDp0iXM53Ok02k4jnPffSMxYAwma4u22230ej00Gg20221Uq1WpI0krormwz2QyiMViOHfuHNLptGTb5aL9NJFKpUSNnEwmeOedd7C3t4e3334bjUYD/X4f0+lUrJipVGqhJuyFCxfQbrcRjUbR6XRweHiI4XAo4wEcbTBoYgdgwTZMaItoOp1e2DCh4qkzyXIzgXOBVmNtySW5Ipmh5VvHmHKTQ6t0JM7crKAS6/P5hCjH4/GFDZPHhclkAtd1pV+DwUAU+lartVB6RSvUV69eRblcxrlz55DNZvFDP/RDyGQyYuvWyqe2ynIjQJccIvS4czOBMaom9IaA3mziplE4HBa1dDQayfzXFnLeT21Bv1dWXkL/u2BVUwsLCwsLCwsvWGL6iMDYPZKA8XiMRqOBUqmEnZ0dUVMeBlz8xWIx5PN5iV9tt9tC0AguLBmLyvhCJi+Kx+NCQnScHOutmuoJyRxJkV4As25qv99fSKTD7LH3ijnVSinLVezt7YnNUMdWdjoddLtduK4r5ICqFs/FxXG328VoNEI8Hsd0OsXa2hpisdhCzORpQJ+HfSXZopLJNlIBpQWXVk+SuJWVFUmWRDtlr9dbSIpEwmGSEYIlShKJhFi+HcdBMplEPB5fsG9r1ZPn4bWYwIdqM6GVcxIzKopsj84Ca2YcBiAEjeVo9Dx5HMob5zVL83Bek7TxRYJN8s35t76+jkQigUKhIGNMpVLPN47DsmfCtDfrVygUguM4cu+OA9upn3F9z7RjgsezDNBJyah5PauYWlhYWFhYWBwHS0wfETKZDC5cuIDNzU3kcjn0ej3cvHkT7733Ht5+++2HVhFIRkKhEDKZDJ566ins7u7i2rVr6HQ6nlZhWiRTqdRCwpt8Pi+lT7QtlwpQq9USYkNFh0SXJIQkmeSj0WiIulSpVITQJJPJEyVDorJGNfTtt9+WJDPMHDsYDNBsNiWGk4tsnVCHBIMxpwCEwK+trYn9mYrvaYPnZM1TJphhYqZmsynkL5lMIpPJLCSQoj06m82i1Wphd3dXYmf1RoG2yXL8+Bnr2V64cEGUa9YtDYfDiMfjkqhJEy7aO7vdrmxksCQRNz100iIqp0wI5LquEMzhcCg/w+GwEFSSJM6teDwusa2PUy3lpki320W1Wr0rGRPnmE7+FAgERNFfX18XIu/3+yXrLmNHteVZ2+SXJYjiHNYJvyKRCPL5/F0x0oRWOqmUcuODfdAxyGZCsGg0uvD5/cT7WmJqYWFhYWFhcS9YYvqIwIUdk8rcvn1b7LUPS0q1lY+1JxuNhqiljEc0r8MFKtU7XbMUWMzWqRfiZhZeWjHN+pKapDA5TK1Ww2AwQCqVwng8xtNPP418Pr9QB3MZqLzStssMu1px5PVM+6rZJqpSOsaOn5M8nBVIDqfTKc6fPw+fz4dyuYxeryeKbTqdFuKnLZN8jwRyMBgAAFqt1gJp0HHEJiFg/5hhl/UvaZfV8Y1aWed7TJhD+yl/51zhBogmN7wfvEej0UgyBZO86g0Kfp7NZp+I2FJgcfNHz6Fl8Z+M36X6HQqFZBwHg8HCuPB4/WzxPW2D1XHCWp0FIPeA84PHmtC2bN4/ts281/wcgNjhASxs8JwEXqq4hYWFhYWFhYWGJaaPCKFQCLFYDLlcDhsbG3j99dfxl3/5l9jd3X3ocweDQWQyGcmoO5/Psbe3h1KpJOqO14KQC0+S5UQiAcdxFggJcBSjqLOAantvv99HKBRCIpEAgLsUnclkImVS2u02JpMJer0ednZ2EIvFkEwmJZZyGajWVSoVVCoVOQ8X8tqyS9soF9f8qbPRzudzSajDGDutWJ0VMSXRIPH8zGc+g83NTVy7dg2tVkuSNen4P9acBO7EDweDQcTjcdTrdcmSyqQ7rFGqbbP6p76PjuNILGswGEQ6nZZsu9pOyuOBozJEHLNwOCzxqCRovA+07EYiEbG8ci4xKy/rfvb7/YXYWNd1hTBTVXzc4PNCK/V0OpX2sVSLWbKIhFKrqABQqVRELdaJn0gQzSRRnI+shwocZTo2N4bC4TBisRj6/f6CxZrnI3Flu0madeIlnYCJCiwzXANYIMknAcfEwsLCwsLCwmIZLDE9Y3Bh6TgOcrkcfD4fms0m9vb2cP36dbTb7Yc6N+2wGxsbEifYbrdxeHgoZSO8lFK/3y/1SjOZjFg6dRkQbX31ypxqxgfq33VGUdoSx+OxZAfO5XJwHEdKa5ykvimVtul0elciHC6QuViPxWILn2mibFoaASz8fVbqnCaHVN5SqRQAoN/vI5PJSJmYVquF2Wy2kFCKRJXjHwqFUCgU4PP5JAFUvV5Hs9kUJdUr4RGtw7RksywMX7q+K8dFE3mt4nLTQcfwanJGdY81U6m6MT6W5EbHsvI8/B6fn8cB3S7O62g0KrVlzfHV5FsnLzJrsnrVFNXuBJ7XrKVLtda0pfP+MIabz6+GVkSpepOg8p7qZFfRaFTU7Pl8LlmEY7GYZLDm5xYWFhYWFhYWDwtLTM8YXJwmEgkUi0UAQLVaxa1bt/D+++8/1LmpemWzWVy8eFEWmIw95ILS63uMKczlcsjn88jlckgmk6IG6VIXXESz9iLf1+fXxJT91kl45vM5hsMhWq0W6vU6crkcYrEYms0mWq2WJIRZBhIVkiAmj2E7SYyYXZRt4Xd0iQ+CCpi2QnqV2zgLkLBwHMLhMAaDARqNBnq9Hm7cuCG1I+fzuVgqOUbz+Z3ap+vr6zJ2tVpNyIO2iGuS5PP5hEhUq1Wpq0mLsCY+uhQMx1YTU46xJiecB4yZ1ZleqWRPp1PJ/LyMmAJYSPD0OC2gmggyuRiAhRq5AISAMoGVnk9MUGVu9hB6M4Sf63qmOhM21VgAC8mXWMvU7/dLjVwNrYbSXqwz+erNJ8YO04EAQJRTKuKO40hdWmvRtbCwsLCwsHhYWGJ6xiA5yufzeOWVV9DpdPDaa69hf3//oc8dCoVQLBaRTqclKY7ruqjVahJ/6QUuPuPxOPL5PFKplCRj0QttKp26L/xp/q6THmnoupv9fh+9Xg+9Xk/qiZKw6DISXsSQi+V0Og0AaDabQlLN47kAN0tTUCXSpFkrR2b22rME20wiyLFnIiMmcWo2mwAgmZMdxxE1kslz4vE4crmcEE8qmxxrM7EQ7deu6y7Eq2orJwBRz6nKdbtdOV4nLmJcrI4l5v2eTqdS1oZjq0vC0MpLosb7QCt2v98HAGkrFeOzjjnlc6vt6P1+f2E+c+5yHmoCHovFFmJvOQ6893y2OAfNDREdE63VVG3t1dZz3jOWnonFYgtKNs/J+UELdjQaXUhiRKVUx51yHjAmmG3Vmwr3gibdFhYWFhYWFhZesMT0jMHFY6FQwCuvvIK/+qu/wmuvvYZSqfTQ5w6FQlhdXZVsrf1+H6VSCY1G4572OmY+zeVyQkyBxSygXDR7WQxNlYtEQy9yGW/I2o7MoquJqU5a5JWoh21le0hMae1kbKKp1AaDwYXapVS7WCuTatbjIKa6j4yfJDFtNptoNBqinNZqNczncynlkslkhBRGIhFRyEgomGk1Go2iWq2iXq+j3+8vxCZ2u12Mx+MFoqmJKe2jzMLK5Fndbleuw+O0/ZtzgPe61+thPB4v2IQ59rqEjElM/X4/+v0+ZrOZqJLdblfibb3qet4vSb3XfdY2WRJO13Xld740cdWKKMk7nyGWmuHzobPhMm6XNmv9HGillv0kEeWY6c2E8Xi8YMM1M3HzGTCJKT+jXZzPBN0JrGfMF8n2SWJMH3fSKgsLCwsLC4sfDFhiesYoFAo4f/48VldXMRwOUSqV8P7776NWqz3wObmQTSaTyGazmM/n2N/fR7fbRblcFpXJ63t+vx/JZBLJZFJqqjKjL62XVFpNpUYrNlReAHguTklSuAinesT3e72e1BslCbnXApZJc1hmhQtsXp8EQf80Ex7pFy3NsVhMEgGdtHzNaYH9YFwsF/zMqFwulwEAg8EAvV5PCANtlqxvOpvNEI1GUSwWEYvFkEqlkMlkUK1WZYy5CcAYQdYxHQwGUgImHA4v2J61ckjrdqvVErWW2XOpjrLOp+u6ksCIxGY8HiMSicg5uZkSDofR6/WkJisJLOtyanv2aDSSz3XcJ/BgBIiWdD2HOXe0QkoiT4JKYtvv99Fut4WwcWNA1wGdzWYIBAILiY7YB0Jb0nW/qFoGg0GxTZPsAkeKKu3eTF7mlYVbx19zrmlFlnOLmxTBYHBhHpgZe0msTzLGFhYWFhYWFhb3wn2nHv3Od76Dr33ta9jY2IDP58Of/dmfLXw+n8/x7/7dv8P6+jpisRi+/OUv4+OPP144pl6v45vf/KYsnn/lV34F3W73oTrypCKTyeC5555DPp/HcDhEpVLBjRs30Gq1HvicPp9PSrykUikEg0HJVluv15eOJRe4VN6YhZdxZlyoagVIx7CR6HGhqeMedSkMnQQGuKMKkphycT0YDIQwsXTGMmhVlm3SMXxU0XT72QczhlGfz1SPHMcRS/OjAvvBJDQkprTz1ut11Go1+Z0qKMeO8bOMOc3lclhbW8P58+dx7tw5bG1tYWNjA+vr6ygUCsjlcshms8hkMmI3HY1GUn6HSiBJLIkSY3VpFa/X62i1Wgule7jpQBLd7XbF8spz64RZvJ+DwWDhNRwOF+4LyTfJrSZv2kp6EgJkxrEy9pljyXnZ6XREua5WqzLutVoNh4eHcg8ajYZkv+52u3cRR16DRJuElD85b3XJIz57fH600q+TE+nvA1hIjmUmZgKwMKaMVTbLJ3GjJhqNLiS5ot1cP+NmPy0+WbD/11tYWFhYPGrct2Lqui4+85nP4Jd/+ZfxC7/wC3d9/h/+w3/AH/zBH+C//tf/iqeeegr/9t/+W/zMz/wM3n//fUme8c1vfhOlUgnf+ta3MB6P8Uu/9Ev4tV/7Nfzpn/7pw/foCcPW1ha+/OUvo9ls4lvf+hZu3Ljx0OcMh8PY3NxEPB5HrVZDp9NBu90WhWfZAp0L3FQqhWKxiGQyKWoUiYWOV1sW9zadToVMkWhqcBGra2KGw2EkEgkhGkz0U6lUUC6X4bouksnkQoIlDdNG3O12MRwO0ev1hLCQDJuxtabVV8dD6jhTLp7M2NqzBBf66XQa4XAYGxsbAO5YlUnsaKPkPYpEIuh0OojFYuh2u6JyMXEVSXcqlUIgEEAmk8FwOBQSy/O2222Mx2Ps7e2hVqvBdV1JgkQbts/nk3Iv5XIZw+FQLL2xWAyFQkEUWFq1NTnl3OLmB8kw7xfr2mazWVH6eH2dSIiq43g8ljnLucfzarvrceB8oJW8VqtJMh/GtY7HY8mQTOuz67p3xWBrhZ1xn8PhUDZhdMZblv3RyY/0M2aq+Tr7NfurN3C85jkz/waDwQU7vyaVHC+2DTiqhcz7w8y+eo7qNgN3VHzz2bf45MD+X29hYWFh8ahx3yvwr371q/jqV7/q+dl8Psd//I//Ef/m3/wb/PzP/zwA4I//+I+xurqKP/uzP8M3vvENfPDBB/iLv/gLfPe738XnPvc5AMAf/uEf4md/9mfx+7//+7Iw/yTA5/Mhl8vhpZdewuuvv47vf//7ODw8fOjzBoNB5PN5BINBtNttdDodqVl4nPJIpYVWT61GmSUueLzXIp/X0Aoo+6sJoF50U4khWeVCn6Sai9xlpFAv2plIhuqaLmlhxsKaf+vYOJJY9pkL80elAmmrtOM4CAaDyGaz6Pf7olhRSdNWXNptGQPKeFuSN75ozaX6xu93Oh0hvFRmgaMsz8w6S8t0KpXCcDhEtVoV2y/PHwgEJPaSqiOvxaRHmryQNFPVZt3Wfr8vdUD1PWNyK/N7JKtUixmrq7PLLgPPTSW30+ksqPBUd9kfft7r9YTYcc5o+zOJHGNnTWWTbdMqJWNqdYy1fgb1nDeVXjPGVluAtc1W/+QmjFZvuZHEzQPzGdQbUrwP3LiwtUk/ubD/11tYWFhYPGqcqjR08+ZNHBwc4Mtf/rK8l06n8YUvfAGvvfYavvGNb+C1115DJpOR/6gA4Mtf/jL8fj/eeOMNfP3rXz/NJj02rKys4PLly7h48SKGwyH29vbwD//wDw9dt5S1SrPZLAaDAd577z3JvrqMlOqamVQFGV+os2uaRFTHsemFsFZzzLqNPF6fg/Fr8XgciURC6qfyJ8uVRCKRpaSQi/dWqyUWS9pAzTIwhJm8RtuJTQI0n8/RbDaF9JPoPEr4/X6srq4iGAzi0qVLiEajKJVKUvtVx/jWajVEIhGk02mkUikMBgMkEgkhrI7jLNhH2Weq3bRQRyIRNJtNjEYjHBwciMLppdrpNtD2zJIurGdKJZREhwSGWXZJBgFIsh+/349GoyH1aR3HQaFQENKmkwJRsaPaORgMRAFMpVLIZrNi7z4OTKzE5FkkW9pmrO29ACR+U8dqcu7per16zEhW9WaOJqLD4dDzmdPQlmW2kfHFtO6yjI3jOEKW9QYT40/53NOGz80POiDoWGDSq36/j263K/PFdV1Uq1U0m80TZ+S1+OTB/l9vYWFhYXEWOFVienBwAABYXV1deH91dVU+Ozg4kHqe0ohgELlcTo4xQRsi8TDk7lEhkUjg6aefFgLZbDYfukQMbZWMERuNRqjX67JwXgYdO8ZkR9pmS8JCompeU8fz6VIdeqFsvqcVSpIcLnxDoRCi0ajEslG5vReZmM/nYhelQkwSZbaZll0dc2raJnks/2as4UkyjZ4F/H4/EokEZrMZVlZWMBwOkUwmMR6P0Wq1ZAOB7WZNy+l0KlmVSVRY51XHIWqiDgDxeFzGVNtqSTqonOrMx1QJOZZUHnX8MRU7lhfRiai04glA7g/rlbbbbUynU8k2zDmnrdrcXKCKSaLK8dOK43G2cBJmjr2pSOokWiSk7Bfnsped1jwH5yLbw7/5OQBPhdPrfHpOm3GnphLK8/D+61I/Ws3V8aMcB02s+e8vY8MZNmCqthafHtj/6y0sLCwszgI/EFl5f+/3fg+//du//bibcV/Y3NzEP/tn/wzlchl//ud/jvfee++hzxkMBiWmb3t7W5Kt3AtUK7PZLNbW1pBOpyX5CZUo4Ehh1NCLaJ0BlNBxn3rRbNr/SEhc10W9XsfW1hYuXLiAZ599Fs899xwSicSxfSAJJXlst9uiZulMwTrOULeFpUY4HiRYJMiO4yCbzSKXyz3SGFOCbY/H4wgEAnjppZdQKBSwvb2Nvb09VKtVGQNabqPRKBKJhGS95f2jWskxoJpHckpl2u/3I5vNwnEcSWCky7hwgajVOhIZ1l8dDoeo1+uiIK6srIjFvN1uo16vo91uizJP5Y7klvGXLC3DDL/JZBKTyUTaqTNFk1Tyxb47jiME9zjFm4RLW6NJ7ICjOc0SLpz3PI5jqbNYc+7zPpplk8yNHV7LJKFmHKm2pOt+6cy4zFZMdZOJsfhvAzc0dJIjHe/Ka7bbbdlM0GOsE2PRyk2nwv0SU3NjyMJC4wfx/3oLCwsLi9PDqQbTra2tAcBdcZSHh4fy2drampTAICaTCer1uhxj4rd+67fQarXktbOzc5rNPlVw0ZlOp3Hx4kWEQiFcu3YN1Wr1oc/NupHhcFjKiZxkgUe1kpl8dRyZjm1bFp9pwjyO72liq48xM+VOp1NEo1Gk02khg8cRCa0U6bIhJKq0kOqspvydhEarpSQXVJiYEZck9XFkGiVhYcmRXC4nWXQzmYwoXdpOrTOokmzo/pCAa9umPoa2cNqBaQHV5I/xqVr11L/TTksSGYvFkMvlkE6nkUwmJZmOTjIViUQQj8eRTCaFpPKemtl5dZ1TPbfMv02y6RVjrDdg2Acdl8v7wLbqsWIfzFIt+qVjRPnSbdAgqTQz3Xq1lz/5HY6hntOMt6WyqWNSTQeDVkb1pgOfKWZS5jjpDQD9bFl8emH/r7ewsLCwOAucqjT01FNPYW1tDX/5l3+Jz372swDuWHHeeOMN/Kt/9a8AAD/6oz+KZrOJN998Ez/8wz8MAPj2t7+N2WyGL3zhC57njUQiovA96cjn83j55Zdx+fJliS194403ltYWPQl0TN/Kygqm0ymuX78uGWmXgSQnlUohn88jk8kglUpJ5lWtfuoYUWbl5HtMkETbLK9JcsJFLLPc6rqTPH+v10Or1ZJkUJcuXcKFCxdQLBYlLvC4/us4Qtd1pc06ztVUq/g5+6MVVL/fL+Tv3LlzKBQKSCQSS7MCPyqQaDOh0FNPPYVUKiXZYz/44ANROldXV/GZz3xG1PBMJoNisYhwOCwlfHS9T9qfqXjxb+BO/OSLL76IbreLeDyOdruN/f19IYdUYUmGg8EgGo2GqIYAkEql5Fml3ZO1VePxOCKRCLa2tpDJZHDhwgUkk0khQTs7OxJvOZ1OUavVpG5oMBhcIN+0qnJO6PJGh4eHkrlYEz/gaL6y/ySwVN31azqdyryhYqvnmFbnqWZqFVPHnPIYzkUdu8vxM2Of2Q6TuLIfjNmlYsq5w0zCWrHV9nneH70BQYLOWORWqyVknyr6aDSSWGedJfikMGNrrWL6gw37f72FhYWFxVngvolpt9vFtWvX5O+bN2/i7bffRi6Xw/nz5/Gv//W/xu/+7u/i8uXLkkJ+Y2MD//yf/3MAwPPPP4+vfOUr+NVf/VX80R/9EcbjMX79138d3/jGNz4RWfocx8GFCxeQyWTQ7XbRarVQq9Ue6pwkZiQGTMxyr9hSM1GLToqiF7pe39P2yWVlODQp5MLd/Ez/PpvNJNFROp1GPB4XImhaHc3+c6FPgh6JRCTmTX9X98FL1SWJoPpMtfC4UjWPEjpZ02QyQTwex2QyQaFQwHw+F6tvOp1GPp/H5uYmEomEqJQrKysL6iStmYwhJhElCWFZEJ/Ph2w2i2g0inq9jkAggHq9LsqprqWpy4XoTQOSSJ1siXGNrJkbj8fhOI7UU6U62mg0pM1+v3+hNA7JnI7TZNs5D4CjOGEqfLStkuiZCqCO8+T5gKNEW5ocmuol26FffK40GdbH6rm3TB1dBv1ccINFX4f90P3S6jrvC++hHk+90aTVX30+ZsLW578fmPGrFk8+7P/1FhYWFhaPGvdNTL/3ve/hn/7Tfyp//8Zv/AYA4F/8i3+B//Jf/gt+8zd/E67r4td+7dfQbDbxYz/2Y/iLv/gLqWsGAH/yJ3+CX//1X8eXvvQl+P1+/OIv/iL+4A/+4BS68/ixvr6On//5n8fh4SH+1//6X3j//fcf+pyBQECKmJfL5YX4seNAIkfCEo/HF5QUrfrwb+BIWaK6qAmbz+eT2DvTyjkej0WN0QmHwuGw2FK5OF5dXUUsFsPh4SHG47GoalTGvBCLxfDKK69ga2sL0+kUh4eHeOeddxZiL6kE60WwJtYkP+FwGJcuXcKVK1ewsrIiCaEeJ0gGRqMRKpUKOp2OEElmCmaioytXrmBrawuf+9znkEgkRHU275VWxXV9zsFggEqlgm63C5/PJ+VaaMltt9uYTCZotVqSrZdjyuy8zAxbr9fRbDbhuq6MLZMYMQsz7zstp8lkEsViUUrdrKysoNfrSX3aarW6EANKRY8bLdpuqxVFxn5Wq9UFIu33+0XZp92Vc5Ylazh3dI1UHk/oxEH6muw3N0lofdV1THVCIt4f9o1zXse56ozXpt3etAqb9Uvb7bYQT9q2M5kM8vm8PGMcAzovWA5HE2xaqXu9HqrVqmQqPmmZGLaR42bLy/zgwP5fb2FhYWHxqHHfxPQnf/Inj93x9vl8+J3f+R38zu/8ztJjcrncJ67Att/vRzQaRSqVwsrKCiqVCra3t09FLWWNzWg0ikajAdd175k5VquMXMxTjfJSJPUi97hkR9rKqC19Oo5UJ1XRSpu2g0ajUfj9fvT7fbRaLSHNJAdeyqnff6em5mw2Q7FYxGQykcyxtFnqNppxemw3kx0xxpVxu48jttQEVb1+v7+QkIibAUxedfHiRayvr2N1dVX6ovtvguohy5dEIhFRPJvN5sJGBBNRZbNZ+Hw+tNttIVr6XuvEQ6FQCO12e8Feq+Nadd9IfqmksnZov99HOBxGv98XUs77OhgMhNj6fHey9JIIahs6CeVgMBBlkIqrV/ZgEtFlCbv0ZyYZJbSySuK1LA5bx3oCR0qibj+Au549U2H1aoeZhZrgvwO0SfJ6Ol57Op0u2G3ZLk3gR6PRwjw4KcyNEosfDNj/6y0sLCwsHjV+ILLy/iAgm83ic5/7HJ5//nmMx2OUSiW89tprC2rL/ULHlubzefh8PnzwwQdwXfdY5UFbeLV9Mh6PS1kRba+lvZcLTtoouTgdDodyTi7AqeZQyeK5qK5QKWWCHW0l1vbSdruNXq+HwWCAWCyGZ555BslkUlQxczxYj/X5559HNpuVmqa7u7ui3upyGZpspFIpxONxXL58GRsbG3jqqaeQyWSEsD9uMA600+mgVquh0WigVqshGAxiY2MDsVgMn//855HJZHDlyhXEYjEkk0nPzQYvkCiyvmg8HpdSMY1GAzs7O3IfIpEIXn31VXQ6HSQSCbRaLWxvbwtBITElSSRSqRQCgQBSqRQSiYQQbNYd1TGc8/lc2rO+vi6bLSyT0+l0sLu7i+FwiP39fQQCAZnL3BjR940kiv3kuLAcERfZnB9UyU17r5nQiM8HSR3PpTeHqJLyPpqKLjcYdHItJotiX5iASBNYbSMGsECgSZZ1DPHh4SFGo5EosfP5XP4d4IvznTGkrVYLs9kMyWRy4XxUi5vNJjqdjijY91NOySQ2fC51NnALCwsLCwsLC8AS01NDNBrF+fPnkclkhFR0u92HronJkiZcCNNadxy4YKV6RTuhGVtmLgx1MiGz1iRwVA/RVINM1YfqC9sQj8eRSCQkppR1J5ksSScmOi5+TdsCE4kE0uk0isWiWE9ZwoKkXKuAjClNpVIoFApYXV1FPB5fIDCPC/raJH6MvSSZoyq6vr6OTCaDbDYrY3mStmuSTvJBkpRKpcR2yuv5/XdK1/h8PmQyGcznc7HoMfGOVve0gkoyRBWXmx2mgk0VW2fFJQHMZrPw+/2oVqsL5+axVESZMIlklxs2ZswxN1pod/UaG1PRNONHzXlu3rtl3zc/A46eGW0f1oo0v2NeQ8N0N+hnSEM7JnTiJRJ5sz4uN6n0XORmxIOSSauWWlhYWFhYWNwLlpieEorFIn7+538elUoFf/7nf45r1649tCIQCASEQNVqNVkg3uu8JITpdBpbW1uSLZULcq9kLl4WTW391bF35gKcGT518hRaNfP5PJ5++mnkcjlRfX0+34JNlUSG6tm9FrDBYFBqscZiMVQqFeTzeTSbTRwcHMh5WEczmUwikUhga2sLq6ureOGFF7C1tfXEKKXEfD5Hp9NBs9lEo9FAu90WQn3+/HkUCgVcuXJFNhoedqFPZfTSpUtwXVdqktZqNYzHY4lRvnDhArLZrMSn7u3tSZymbjvvZSAQQC6Xw8WLF6WmZqlUQqPRQDKZFMJLEkkySssp5w/tvNzk0fGQjCUl0dRzlWVTSFS5OcNx42YEsxIz06xOgsT5a44x7ci0COvNFE3ctIXZrG9K1ZWuAv3sjEajhZhTrWACi0m9dOkW3gsqsNw84MbDysqK2Oepzrqui8FgsBCfGolEJFsya9BWKhXJzvygMaLcgKA926qlFhYWFhYWFiYsMX1IBAIBJJNJZLNZpFIp1Ot1HB4eotVqPdR5uZBjMqF6vY5er3ciBZaLahI3nYlXH2PG5hFc0Oq/+dNLMeVnXEzrhbiuW5lIJBbi8Wg3pMqpE9UcR7q0Iky1b319XTLW6jI5zAbrOA5WV1dRLBaRTCYXEnScBOZC+jTVH22dNMkGlW7WWNUbDA/TBq3ocSySySTG4zGazeaCiuY4DmazGTKZDHw+H+r1OgDcZVPXGxPA0Tycz+dwHEfiQqnaa5LjlXGXdtvBYCA2Wq3k60RGJNLaVs720PJL1ZMkju6DZTVI9XzWP/UY8rxmLKkXeA1NTJdtjOhnk5tC/N08TidK4qYSgAXXgk4Yxe8xaZjuC69Fa7KuWfsg2Xi9VGNLSi0sLCwsLCy8YInpQyKVSuFHf/RHceXKFUQiEfT7fVy7dg3NZvOhFmCRSATRaBTxeBzhcBjlclmyhx4Hn8+HSCQids9sNitxnSSj2joJHGXhBY7UK23TBI5IBgCJD9NtYfInxulxwc4alKy1STiOs1Dygove+7HWBoNBIZ/r6+sYDofodDqiZnERzPhBHrss6+/jBC2TrGPK0hwk7MlkUmIrTxuMwdza2kIikUCtVpMETAAkNjcSiaBery9kfdVWUtqPGVfa6/VkXqysrIi1lxlhab2mUkwyNp/PxcacTCbh8/lQLBaFSAWDQUl6xey/zAhNVVATPv7OzRnXdeHz+dDtdhfiY6lecmOFBJoknUoms9rqDL3cVDCtyjyG/eHzwJq5JNb8HlVY/WzxWdMkTyun/Lzb7aJSqch9i8ViiMfjUg6J5JR9bLfbUreWirLf70er1UKv1xNFlXjQMjFaEX4YO7CFhYWFhYXFJxuWmD4kotEonnrqKayurqLf70symYeJLWWSH5YHMbOJ3gvBYBCJRAKxWGxBJVkGHe8HQBbk5kLUVE61JVjHn+o4tn6/j2q1KjGSZqybtgrr85x0nHgOrT6RNPA8JKbMvvuguFfM38OA92A4HIq9kmOpMxWfNrQKHovFMB6PRRmlmshxZTbjZDKJ2WwGx3EWYhSZCEsrjbSrApCao1TrXNdFrVYTS622ilP9a7VacF0XrVZLYkx1/VodX0mCqGM3uaHCjQracDnP2DdTLfWKOTUJryaGptVWx+CS5GqbsD4XiaV+vnW7tJqrlVTdbgCSzIik1iu2FDiKYzaVVR0PzBettzrT9v1At/1xx3JbWFhYWFhYPNmwxPQhkc1m8bM/+7MIh8PY29tDtVoVm97DgNlHqUzpbJzHgbbJCxcuSP3I4+yCemGvF7C0SWpbriamZnZSLj61bXIymeD27du4desWXnzxRYxGI2xubmJlZeWuREwkMw+zcF2WDIgK8MMuis+SmJIU1Ot1VKtViSWOxWKIxWIPvdlxkuuzdA7rl06nUyHJTIYEQJTV2WyG4XAI13VlLjGGNBQKScZnqtRMUjUcDtFoNNDpdFAqle6yl5LATSYT1Ot1dLtd7O3tIRqN4uLFi3Ic5xyTfHF8qEgyppTZoJvNJvr9vijErNvKtuv7ShKryaQmdzqmVG/g6DhZTcpYr5WqpCbHWiHmc0711iSlJJMmOfX7/RiPx5I9NxAISLIv9pfj3Gq10O/3xaHAcAHgjnuCmwHNZhPD4VCSuD3I/OP3OCc4pmc5ly0sLCwsLCx+MGGJ6QMiEAggk8lgZWVF6j0eHBxIMpV7Zc49Dnrxq2uF3osQMZ6MMZXRaHRBOTK/byqgy7KBLluUesXVUR0iuaXy5bou2u02CoXCwvG0+GkC/aDE7zhV8TTI5FmqPbTyUnWnJZr2VMdxJDHUWRHjYDCI+fxOGZnpdCpElOokACF0/X5/Yf6QkDHrcbFYxPr6uliQCU3mWBeTKh2JMOfaZDJBs9nEYDCQWqrNZlOs31RjaT8nweKYacs6CZ3XBovO5Mv3tWKqySGwWGvUVBFJOnlN85x88f4yjtMrZlu3aVl8pt5EYuws+82kULqOsM93J2kUk0hp0D6uM0JrNfxBsEwhtrCwsLCwsLAwYYnpA8JxHLzyyit48cUXsbGxIbFYw+EQBwcHC7FrDwLGzXlZapchEomgWCwKWeYi3YReZGs7IxfIJmE1F+5aafUip1RGSDzG4zHq9Tp2d3dRLBblXCQik8lE6is+ifGfxFkR09lshlarhUajgXq9jkajgV6vJ2VxstksisUi4vH4mWYRpsKYy+UQDodRKBQQiURQqVREFWcSJCqpWqVMpVI4f/48rly5gitXruDZZ5+V2MV+v7+QaKfT6YhteTQaoVwuYzAYoNPpiCVVW3aBIyswVVhuvkSjUWSz2QWrcTKZFHusrrmqlUi2hXOZ81xvAJix1PqembZbWojD4bBYk/kMm5mUqTLTKmtuCumNGzNu1ZyHzKA7Go0kBIDkXL+48dBut9FsNhds2tPpFI1GQ9RsbpLQxvswcyoUCsmzbZMfWVhYWFhYWCyDJaYPiEAggHw+j2w2K7bVWq2GVqt1KgsvElKtZN4LwWBQFKplSYSWxdBpcLHKhSwX7pPJ5C4lSS/wdRweF/Q8BxfKs9lMFEGt9Mznc4mJM8mpGUfHGNxPUrxat9sVC6W2z9LKq2M3zwJ6M4JKG5NZsSYs7ylVQSbq0X/HYjEkk0mk02lkMhkhJFTjmMCI/ex2uxgOh2IvbbVasplBEqbjRDlH6AogOeXntNCT7GmllEqrztirN37M+WSSRW1r1+8zFlg7Bcz6olp1ZPyuWfvVvLZ+vkwXg34OaaufTqdwXVeeu3A4LDZe/hulY1lNFZgOB53d92FIKc9Ldfx+/i2zsLCwsLCw+PTBEtMHRDgcxoULF7CxsQG/349er4erV69ib2/voRdfepEInDwbJhXTTCbjSWTMpEBa9TQTuHDxzUWlVp20ykSQ0OhYPMawkTDncjnM53NRZvQCuNfrIRgMIpPJLCQo4vUYt+e6LgKBgGR4/SRgNpuhUqlgb28P9XpdyBlr0WYymYUyMWcJkv5IJIJEIgEAUueT6h9JKC26VOpYA5NW3o2NDTlntVpFp9NBu91Gq9VCrVZDr9dDtVrFYDBAq9XCYDBAuVwWtwHVWxLRWCyGVCoFx3GQy+XgOA4ymYzEY+skR4yPns/nCyVq5vP5QhkUTV71vDUdATyOhE8TTZJDvs85rUkwY0d5PiYW8qpLzDYuuz+mah4MBhGPx0V5BiD3L5PJIBaLIRQKod1uiwqqyTT7yg0BZofm/X4YcIOAjpKHJboWFhYWFhYWn1xYYvoAYPyWVgNarZYQ04dVTH2+O7UlI5GIWF21bdIEF8X8DhOdmJbcZXFejBE0y2rwMyqgOskRP+P1+dIJW0hKQ6EQ0uk0kskk/H6/KGSu68oinkppo9FYIL669AVwhwRFo1FsbGwgGo3KOU8r46eXCnxWIAGhpZWxlM1mE7VaTbLfmuN9luCmiFbxtAWTGx58kYwmEgkkEgn4/X64rotqtYrbt2/Lfdnf38f+/j4ODw9Rq9VwcHCAbreLTqcjGXonk4moolRBC4XCglU3l8uJbZixt7q+K8m7LnPktQGjbbGhUOiuMeB4U+VbNhfM54jOAn0OvclDNVwruV7xo7o8jJdKqzEYDIToa1WXSaFIzGmv578ntPeSQPf7ffn35kFKw3hBb2BZC6+FhYWFhYXFcbDE9D7BOLVgMCgqYr/fx+HhIV577TW4rvtQ56fiyHIv3W5XVI5lxJTH67g7LtCp5ugEKHrRqRMjmURWf9+0FmqiS1utXmQDR9biTCaDYrGIfD4vJOTg4AD1el2S3kQiEVGeaSecTCYolUoS10hFNplM4sUXX0Q2m8XTTz8tcXWnBTNT8Fmi3+/DdV0hadVqFYeHh9jd3UUmkzlxNubThC4BQ2UNgGTKNRPrxONxUef8fj+azSa2t7elpmwgEMCNGzdwcHCA3d1diTdmPKm2ibPeZj6fRywWw+rqKmKxGFZWVhCJRCS7K4lrPB4Xgsr5TUWUc95MIqYz2/p8Ppl7tA/TGaAVasZjakXVtLUDkPJOOpOvJqbdbnfBis726TaZKq6pbPJcvGan08Hu7q6EEbBf3LjhWI3HY/R6vYVnjvGwo9EI3W53IenRacSDWjJqYWFhYWFhcVJYYvoAYFxdsVhENBrF97//fVy9evVUbGpUPJkYSGcuXbbI04ops7dqu5/OyOkFbZflwtjrWiRJugapPq9WeQiSh0QigXQ6Ddd14fP5xHoYCAQWEsVUq1X0ej10u11RooE71sdoNIpcLidlSgaDAXq93l39fRAFVfdXq21nqVbO53Op0Vkul3F4eCgbESRIt2/fRiAQwMWLF5FIJEQhPo1r80U7KRNlafupVxZdWjy5UcB7zFIz1WoV/X4fjUZDrkcrb6/Xk3ImnOvaQp7L5RCLxbCxsQHHceQZS6fTEsPKjRaSY0382DcAd7kMzLhKrYjqWFOzhih/N+eV/ozk17T+8lhNUHWsrte84jPGMTHboY8jqaf7wOfziYocjUYlnpXK/Hg8Xhg/bjpNJhNJUKVrnD4sdHyrjS+1sLCwsLCwOA6WmN4nuAD1+/3Y3NyE3+/HG2+8gZs3b57KYo4LSp0o5l6lZ/x+P6LRKGKxGOLxOGKx2IId14uo6UW6Vj79fv/CwlQTGC60SWD197kQ56KXi+lQKCSklGV15vM79S6pxtHCOhgMcHBwgGazicPDQ4lDDQQCcF1XkurQdhgOh0V10+oW4wAfBNr2+ShiOrvdLmq1Gvb29rC7u4tmsymWzPF4jGvXrmE8HuPKlSvI5/MS93ka4D1l6RASFRJSWj41MdXEhbZbKvXxeBydTgeVSkXmlLahUzEcDod3Ja8iyVxdXUUikRAivrKyIpZUKrVsOwkc40e1BZx9o9LJ+e/1LOg+Akdk0CSB2grPNvAzrcr6fD5Rnfk9062g1Wgvcqrbq+3x5vUDgcBC/VK/3y+ZnEniac/t9/uyGcTnPRAIiPODaio3ik5D7aQqyw0JTbItLCwsLCwsLDQsMb1PBINBrK6uYnNzE6urq2i1WnjrrbdQKpUempgyC6vjOHBdVxaIx4GJaKiWJpNJiSkzY+u03VarRrqGKNUTTUzNODcdx0YCRSKgrb+sQ0mCqm2JzNAL3FFVGN9GJScYDMpC31R45vO5kDcSJNqXmf03Ho8jEolIRtuTkkxt4TwrCy3bPxgMUCqV5HVwcCDZapksxnVddDodNBoNhEIhSYpzGjG1LNnSbDYxmUzQ7XYlBpiKNMmELiviuq68eDzt5iRHtLSaCYA4PxgzTLKXSCQkpjQej4uVN5FILNjQNTHT6j3H1XzftKpr1XLZ+JlJkPQzoOc539PX4rl1MiQ+hySquq33Imle6jjbpGuOciOFG1skhMFgUGrj8nliLDDb1O12pfYy1fCHJY8mudeKtIWFhYWFhYWFFywxvU8Eg0Gsra1hc3MTxWIRvV4Pb7/9NprN5kOdl4tmqp5UEI8jpiRRJGZcyNMGeJwSpF9adfIipryWXmRyYauvwxeJyXg8RqPRQKvVEnJRLBaRzWalViRwh5g2Gg1RlnSCHa3CmsRU20U5dqlUCvF4HOl0GqlUSmLtvErQLPv7LJVSjqfrumi32yiVStjd3UWpVEK5XIbrukIKafVlKZlYLCZq/YPYeTUpmM/nEtfaaDQWlDQAC6V8NLkjMe12u1KLk9ZsbhIEg0GxjvJaTLpDlY8bFTyeSY1o5eXfyWRSrqvbASxaXs0kRMBidmk935eRQq3CAliw5mro8jJe9l72kWqmJuWa9Orjl1n1vWzKfA2HQ3Q6nQViqmu76nvBTYb5fC5xulSvNTE9LcutVom1km1hYWFhYWFhsQyWmN4nYrEYfuRHfgTFYhFvvvkmtre3l5Z2uB9Q4aBl8jhFR4ML0mw2K/GHWu0hsQOOSjWQeOqFIxf/+n2TyHiprVRueD2WdKEVmQowzzWZTDAcDmWRTsutXoCT4PCabNtgMBCra7/fX1BreY5AIIBMJoPV1VVkMhnk83mJcaXN+axrgi4Dx2c2m0mWWiYFImFgPF46nYbf7xfCfuvWLUynU1y5ckUI3YNcm5bT6XSKcrmMer0umXF5b2mzJUkhUebxtBzv7OzIpkEikUC/3xflXpdi0ZscJKS8D47jIBQKIZ/PS7ZdKt1U/k3VkzB/18TTK5MuSaQZe8rjdA1UElTeL/7tdW6dOVmfk9fT85jjQLAdJMH6GJ/Pt/Bvi1f/fT4fer0e9vf3pZQSx09n2qUCr58zKqlMeuRVT/VBwbbp0jwWFhYWFhYWFsfBEtP7RCQSwUsvvYR4PI63334b29vbUm/0YcA6kJrondSqyey3juPcFYOmF9Ja4dQKFLCYDdRMuGISVDNWVSuzWp2hYsZ+kWBqeyjL7ugFM2tlhsPhBfskM4cGg0FZSJOgsu3j8Rj5fF7iVvv9vqinhULhLkvoWdl1TeixnEwmqFQq2N7exu7uLqrVKubzOWKxGGKx2ILC2Ol0MJ/PUSqVEI1GMRqNJEmRVrNP2gaO0Wg0QqPRQLlcXqhTCkBIIzdKer0eXNdFpVJBrVZDuVxGo9FAqVQSItTv9zGdThGPxxdUXRITKog8L4lnIpFAJBKRWq3xeBzhcFgSI5mli8z+6DHQmxj6Pb1xYc5dr/dJTBkrrVVjr/I9mqia98RrnvFZ0CqiVlT1cby2+eI5fT4fBoOBzCHGjvKZM+ulaivzaDQSckp3xmkTU25uWLXUwsLCwsLC4l6wxPSECAQC2NjYwPnz53H+/HmMRiO8/vrrKJVKp0JMzThQsx6iF/x+v8RUMgFNJBIRlUu3XdtTSc646OfCldej9ZXxZqYl2FQbSWB0SQ0eQ5UpkUhgY2MDwGIMIMmsLlnBWp7j8VgSMunkOeFwWK5DIqfVSJ/Ph0qlgm63i3q9jmKxiGKxKKQsnU6LUvcoEhxpglCtVtFqtXD9+nXcvn0bvV4PPp8PFy5cQDQaxerqKvx+P27evIlWq4UPP/wQg8EA169fx2AwwNNPP41isYjLly8LgTspms0mOp0OarUaut0u9vf3RS3VGWm1sj4ajSQh1bvvvot2u42DgwP0er2FDYPhcIheryexldriGggExGLK+qMkoLwPWikledVlUvRGiv5b11jViY5Mq7MXCdQkDbjbwq1VTL2Jos+pXQa0nvPZZXuovAJHNmBTCdbQJNe0KGtFtd/vo1KpoFwuo1KpSBsAwHGchdhSTbRJQjudzkIt4dOM/zTjcDVpt7CwsLCwsLDwgiWmJ0QgEMDKygrW1taQy+VQr9dx7do1lMvlU7uGXsidJFmIz+cTcsIXkwbpY/SCXi/I+ZMLU21pZMkaMwbOyx4ZDAYXSCFB5RO4o8Jls1kMBgMMh8O7CDgVu8FggH6/L1lG4/G4xJb6fD6xATNLK63AepyYpbTf76Pdbos9lSRXx7Der+p4Lyy7X6PRCL1eD5VKBZVKBYeHh6hUKrKBkM/nkc1mcenSJYkLpGI4GAxweHgIn8+HW7duYTKZYHNzE8CRGn2Sdrmui3q9jv39fbRaLTSbzQULp1krk5lcG40GKpUKbt++LeVtNJHhvRsOh1IvU8cLB4PBheRcjuPAcRwpcRQKhRb+1kmyOG+1yk5CqNVUTfzMmGnCJIemvdYkfpqYamuvV01R81yamHklIgOOFF0Ad5Fe3U/z/vJcw+EQ7XYb7XYbnU5H6vn6fHdqszKRlq6JSmKq1dKzsNqyjcuyDltYWFhYWFhYmLDE9ISIRqP48R//cayvr+Pv//7vcXBwsKBKPiyo5g2HQ0k8Q/vdMoRCIaysrCCXy0lcIMkhF6hcNGvo+DW9+GUWT+DIUqsTtwBHKi2tgACEmGpCTItnPp/H2toaNjY2JIaS8ZHz+RyDwQCNRgPb29sSd9lut+H33ymBQ+VM11zk+FAB4rm0bZnXmE6naDabmE6naLfbSCaT2NzcRC6Xw8bGBlKp1MJ5TgtsC5Vg9u/27duoVCrY2dmRpEMAUK/XhYzSqgzcUb5IyCuVCv7u7/5OlOf19XW8/PLL0k+SQRJFlnzhZgCv3W63paYlSQwVLb0x0m63RVmt1Wqo1WoLdXX1uHPDgHOPWZGTySTi8TgymYz8ZOZYEqlgMChzQ9vMtcpGgqPVfmAxtpRzg/NFl28xCai54QIcWXiXEUieg6qoVml1W3WpF7bXVBDZT3Mzh9/VpNe0AbOf3W4XpVJJsinH43GkUikAdzIuswQQM2Cbdvt2uy2lgk4bVMhp5T4NV4mFhYWFhYXFJxuWmJ4AXGw//fTTKBQKePPNN7G7u3sqSY8InREXOFr8HodAICAWXjNbKcmiV1ydjm/TqiyVJq+Fu6kcmdZjXtf8PZPJYG1tDel0Wiy/7B8TGtFyS5trr9dDOp0WkmZmi9WkmgSF/eBiPBwOyzUYQ0mrMFXWdDqNaDQqfT8u0+29iKtJ1DSBplK6u7srMaWNRgPdbleIh+u6AIBqtSplYbhZwD70ej3cvn0bo9EI586dg9/vx+XLlyWWj0r3aDQSVWw8HkvW1Wq1KuRSx02S9HPuaUWu1+uh1Wqh1WpJ7DCh4zf1ZgqPoVU3lUohnU4LcdKJjfiT5NiLJGl101TsNfHUCqm26ZqWXfOemSRQPxPm9fRzYz6f/FsTWdOWq+fxMgeCnkf83WsDRmflBSDKs7bragsyFWA+CywLdBbxn7z3rut6JoeysLCwsLCwsDBhiek9EAgEcO7cOWxubuLZZ59FKBTCd7/7XWxvb5+qYkpSSsUUOMp6a4IqF+s9plIpUYmYzZZqGM+tF4fmAprkgDZKXpMJaEyboY495TmpzJG4UqlZX1/HSy+9JBmDedze3h7q9To+/vhjHB4eYnd3V0jTfD5fKIFDxXAymaBer0tsKa9FgsM2xWIxyWrr9/vRbrdFmfT5fGg0GigUCiiXy0in0ygUCnAcB+vr63AcRxRUbYG8F2h7pUrJ+qOHh4col8u4desW9vb2cHBwgEajgVqtBtd1ZXxd15VkQExe4/P5kM/npdbkaDRCp9NBqVTCG2+8gVu3bqFarSIejyObzUpSIaq0tGry/ruuK5ssVNi97Keci81mE/V6HXt7e+j1ekgmkwgEAqJuBoNBKTdCMkwVNJVKifW9UCgIIY3FYgsZhfWGgKneMn5VK6VeMZ78nOfghocmnMARGdRla5igiWRUk0qTHNIWy+/rz3gN047rZcnXGzheaqtuq95s4vk516h667HPZrOy0UErOMeAycBqtZqUhzltUkrrdiKRQDqdlk0Rm/zIwsLCwsLC4l6wxPQe8Pv9yOfzWF1dRSqVwnw+l2Qjp7nYInHUpTWOI6a0xLLMjLYPmotkrdZ4xdSR0FKdpFq7bIGuF/I8j5nRl+eNxWLIZDIIBoNiV+73+6jX6yiVSjg4OBB7qeu6nnUUeU0SMwASpwpArsM2UD2kctrv9+XcVFS5KG+32xiPx0ilUlIzMxqNigoJYIHEmeoZf5IIUo1qtVpoNBo4ODjA3t4e9vf3US6XRRVm2Rsm+5nNZggGg+j1egiFQkgmk0LwSLr9fr8ol5x/tMeOx2NJHsQ2UGXV2Wp1P8xMyPxd28oZ8zsej5FIJBAOh5HNZmUzgOenKs1YXtbUpVqaSCQWlFKdgEiPq45JNImnnod6XptqHL+n75E+3nQAaIVbl3gxv8u5aVqA+bn5TJjOA/38ss1aITWVYPNYrfCOx+OFUiycH9opwA0Wbbc2s/CeNvjvkt7QsqViLCwsLCwsLE4CS0zvgXA4jJ/4iZ/ApUuX0Gw20W63kU6nkcvlcHBwcGqLLi4SqTreq9A91R4uhrngH41GdxELr5g3M34PWIxf0wtxQitWeiGuSQbVKrap0Wjg5s2bomzu7e3h8PAQ169fFzWx0+lIbCmtf4PBQCym8/lciE+/3wcAUYZ1bKXOBOv3+4UYcXFPhaler8NxHKysrCCRSKBYLCKRSOD69etIJpNYXV1FOBwWtS4ajSISiSCXyy1YnRlDSkWWKhTtya1WS8j34eEharUaqtXqQvwfiUm73cZ8fpQRuV6vIxKJ4Ny5c4hGoxKrGY1GEQwGkUqlEI/HxfZbqVQkeRCJCJVTr7qtbL/PdxSPS/twp9MRm6fP58Pm5ibC4TCeeuopJJNJbGxsyGZEo9HAzs4ODg4OcOPGDRSLRWxtbWFzcxObm5vI5/MSV6o3UNgGHbdpkjdtfSXxMgncsuy2eq6aNlhaubnhQGVRx7ECRzGn4XB4QWnV8ZpmEi2vjSQ93vq51X01Y7t1LVXdFq0mM8Z0OByK9X08HiMWiyESici1ut2uPDtU8nVSpNME5+p4PEatVjtVV4mFhYWFhYXFJxuWmB4D1gRcX1/HxsaGLO7M8iunBa2SLFvg8nOteulFNcmkTq4CYMHqyO+ZRABYVJWOK/lgqk+apJIMMb6xXq8LaTw4OMD+/j4ODg6kHqbrumL5o5JjKnq0yeqES1qN0RZiLuxJFKngMEaS7dJ1N+PxuPxN9ZFkgGV4dDwmr8kkMsPhEK7rSlwmCUCn05F+MbZTk1L+JCn0incEIBZXksxEIiEklSTUnDNa4dP32TxOk3kqq1SLg8EgstksHMfB5uYmUqkUtra2ANwhstFoVEgss+6ybqxWSc1YYRNeJIlt9VLtzePMn/o7Xmq37q9Jbr2OM+NKTSV02TPrdZz+zOyDV9+8rqPr+lKp5jNNNVursbp+LZ+B4/6NeVBQMeV1rFpqYWFhYWFhcVJYYroEPp8PhUJB4uSKxSIGgwE6nQ6azSaazeapWuG4SDzpQo5KDtU+KoidTkcIjk4EQ1ufXlh7WSCBRTvnbDZbiPvTLx1rSvsoM8L2+300m020Wi1UKhWxHVIxrVQqklSH1kJNpKhWsl2mHdLM8klFS1s4u90u+v3+XZZNEpFKpYJoNIpsNotYLCa1NTOZDCKRiMSbhsNhGetIJIJEIoF4PI719XW5LtUr1gllWyeTidhaZ7OZKLFUO01yQOJttiWfzy+QOxIAx3EW1E+T7GiFXJNgnRGWmwb63JFIBOvr6wgEAhIfurq6Kv2nnZTZV2OxGAaDAba2tvDMM88gm81K25khWm8i6J96Luo28RrAkUJuzlk9P6hu63PzHmj1lRsuenNAb8RwbmmSqtuiVd57kVgv8snvavswFU4q3qFQaOEceqxoaa/Vatjf31+wz+pNAIL/bnW7XbG0nzYp1ZtdLNd0Vhl/LSwsLCwsLD6ZsMR0CUj8WLKEMZJMUEQC8bjaxrhQnchGK4h6sU7iAWCBrPJcPF7HueqSGDruToPHcVxIDLnAH41G8j2qavv7+6hWq2g2m6IqMrGRPv+DLmjNc3idh4mhfD6fEGDaHIPBILrdrsR56jjeyWQiRHY0GiGTych40Trd7/fR7XYlxpVWUcZ/sowJ4zV5n3g/WHYllUpJAihd75MkD4CnjdRU3U21jeVkzHtvHsP5Hw6HUSgUxKLJNvA6sVhM4khJRmkzpqJ7XLZjXtOLrN7r/prtPo606ufBPJeXE8CrLfy5rD/3cjocZ/c1VV0+NyYxBSBZmpkAiTWMTZs0f5pK6VnElrLtdCtwI8rCwsLCwsLC4qSwxPQYcBFOheLjjz/G7u4u2u22xFE+DgSDQRSLReTzeSGjJGBacTIJDBeLJJpMUEJlhotW2mmZlZfZWJnch5mDGfeplSSSLJJV1uyketpsNiXGclnZjUeB+XwuSm2v1xOyrwkC+5/L5RCNRpHP55FIJHDu3DnkcjkZFwCiDvHFDLkkFtFoFJPJRFRJxgTrZD8A5N5QpdaxhoFAQLIRkxCTyOqx1PVMp9MpIpEIAIjdk0odVTqWDOG1crkcgsGgJGBiRmXTBk4FeGVlRd6nlZf2Z/0dU13UP3lObmpwTpHYMi4UOFIvaWdlhmpujpgZfM1r66zA7LcmgWbMNZ8L3Rc+P+Z7TKrFDSPOc7oB+Pxpa7jeROj1enLt6XQqij/HMhAIoNfr4dq1ayiXy9IuXYuXzyjbT5cHVcyzfN5oWX+cG3cWFhYWFhYWP5iwxA4ZxosAAMrdSURBVPQeoK0uGAyiWq3i8PDwVOOzvGI37wUubLlY19/RSqhXbB2hVSEdH0pCOZvNJBEPk8PQBqtjx7hw56KZi28mAWK8JYkp7bWnDbOPJtnTY2wm2iExoTWTn43HY1E7Z7OZWKaZVIrKqCYkAMRKSdJPsj6bzWQumTGm5ndJnkgwTNWM5FITEE3EeB90pmSSPapnvGc6eRVJIDMda5WWpJfgd2j9NTPvemW3Ncmpaec1FT9tReb7XtZu8zP9nkmCvVRTUyXV7+n5QhJqwqs9+vnzUm45dtrmrFVvr/tOMu667kICI13iiPecc4REUbsZzgJe/85YWFhYWFhYWJwUlpguARW14XCIixcvYnV1FX/7t3+LDz74AK7rntp1SES8EtUsOz4cDotVkioZSYbOVqsX+lysavsoP6PKoWPE5vM5YrEYHMcRclIoFKTESrvdRrPZlJqdPPdwOJTPK5WKkLjRaCQk6rRBuyx/18QOgFgduTDvdDro9/tCvKkAa1VQEwreG8ZTjsdjtNtt3Lp1C8FgEJFIRAgFkwWR0PJ9TfqoXJpxnySu7APvEQkoY1lJOofDoajP0+lUrL9aOaN6q6/JeF6OVyaTEUWY9l1d15ZqnVlSRifHCgQCcBwH8Xhc6pySDE8mE1GfeU3+1OqvViv1veQ1dcZokjr217T0sr0ce61sepEz006sVWiOFa8Zi8WE8Onnj9fk9/UGFjd8OA90Bmm9qWO2if3jWLqui0ajIRnCXddFKpWS7NOu68o1B4OBJOWi2+EsSanf7xelvN1ui/prYWFhYWFhYXESWGK6BFyw53I59Pt9NBoNNBoNtFqtU7XCcbFrJlJZ1iadqEaXSNELXVOhMhfoXHTrDL5abeNxrO1JSyeT3nBRTgLMkhCs5dlqtdDpdOC6rsRe3qv8zUlhEkc9HnqRz6ykOjGMWeaDSjAJJNUnHa8XCATEmhqPxxeyzJqlPdgenaTIjPPVn2kLJq+t7xHbyhhWrbjpWFIqeFql1fdUx9lyw2U8HktbNJnXxJTKrra2amVQzxUSdBJtL/Kpx0jfT/OnqXbfS43Uc9607ep+H/e3bsMymG07LlZUf246GszreKnAXuNHmz1ry2rbsrZC895rB8RZxZYSvP90BFj11MLCwsLCwuJ+YYnpEoRCIfz4j/84nnnmGfzjP/4jOp2OxJeehuqgSRQT4nhlVjW/Q/WPBII1NnUpDlMRnc1mUjaFZVxo52RCH5I3LpxDoRBefvllrKysIJVKSbKlwWCAmzdvYj6fi6WwXq+LtbXX66HZbC7EvZ7GeOl2aZIXj8fvIj0cU2ba1SVaONaa7OXzeUQiEZTLZYxGI2xsbCzE9GWzWUQiEaRSqQVCa9ZSZYIkYLG+pm6//qkz4ZLosx9UNXu9HsbjMXq9HubzuRBFJhbScZxsU6/XQ7vdlrFiUibOsUajgcFggJWVFcTjcan3yoRM7F80GpVYSpbs4f30+XyIxWILc9mrhBLnld5I0eNAFU8n8NLQyiXHURNzzm9+ZtZr1Z9rgqftz2b7TdsuLfNacSb557hrMmqSUyrBnL86tti08Jq1U3UbWYO3VquhVqthMpkgl8shFouJsj+ZTCQ5FdvY6/WkrMxZIZFIoFAoyLNliamFhYWFhYXF/cISUw+EQiHEYjFsbW3h/PnzePfdd1EqlU494ZGpsN0rEZAmnCSoJiHlQtZUX/TiWStqXJAzyRHjCSORiGRYdRxnwWpIZbRer6Ner99Vx9OrpuZJoe2NbCvbqJPFaJsn+8gx4Hn4ffaXf5sKnC7bQXKiiR5VUk1+TbunTrajF+VMfqMJqCakjPsk2SExYTIlJibid1hGhgmJtPrIv/v9PuLxuPSTcb3D4VBiSwGIsmzOJdNmqs/P+6HH3VQuTVuteX/05+ZcPYmyaY7xMkJr/s1NBC/l9yRqKKEt9+b3dNt0u0hGdSZlrzbqea/bzc0lZo9ut9syl3gdrcbS6s0NjrMq28L+O46DTCaDZrOJfr//WBKaWVhYWFhYWPxgwxJTD6RSKRQKBfz4j/84rly5gj/5kz/BW2+9hU6nc2rX4IKOqicX/JpEeYGqRzablZIi2u6o1SDgyN4ZDocXMoQOh0NRSpm0hvUnWddzY2NDYtwmkwkajQba7TYODg6wvb2Nt99+W+LdvAjxg4wJ4xpJuFjOJZFILCzCSTD6/b6oeuw3LaWMbdX9pnKqSVi5XF5QsxiDmkgkRBlkVmISRCpUesxZDxM42iSg9dJUa2mXpd2Z4L1k9lSSx2KxiGQyiQsXLiCRSKBYLCIcDsNxHJkz2p49m82kbmW1WkWr1UKj0VioL5lKpaTECzMMk5DrzQ4d16lJmI6dZb94bdo6TbJHSyk3GkxCahJZ/Zm50WJ+tkyl4zGmYshnUDsFANy1iUEFkMTcVGCXJXnSn2l7tM93pzyRjmtmO7kBxKy2OslVq9VCtVpFqVTCzZs3EY1GkU6n5d8NZoKeTqfiZKCl/qyIKTdvisUiLl26hHfeeQc7Ozs2K6+FhYWFhYXFfcMSUwN+vx/r6+vY2tqC67rY29tDo9FAt9s91cUdF61MkkOycBypI0litlQu7nWMmakeadsoF886HoyKYDweRy6XQz6fRzKZlM9JUMbjMT7++GNUKhV8+OGHuH37NtrttiywH5SQsg8kQ7SPAlgg6Zo0aLJkLu6ZJVhn/tU2yclkImPH8/JFe+x4PJa438FggP39/YX3XdeVcTYtxLweX6wdadpIeZwuIwIAyWRSCG4wGBTFmsS0UCjAcRyk0+mFBEtm+R2SoVgsJuPK/jJZFWNmda1RL2LIv804XfZBQ3+mFVGT9Jrqqv6+vi8kanpMtVKsr2XCS83U39HuA25KAJA5rQmpSUC9FFuv+a/Hlfd/mVJsqv3mPGKsO5Ov6dhqzgGdkGk4HMq/K2cFqveBQEA2gk4rntzCwsLCwsLi0wVLTA34/X58/vOfxwsvvICrV6/irbfektjS075OKBSC4zhIJpMS93ccgsEgCoUC8vm8qJ20BjLpDaEX8Ga9zHg8DsdxZLFN1ezixYtYW1vztDZ2Oh38j//xP3Dr1i18+OGH6HQ6qFQqD7XoJRkkgdKlSVgKwyQltLZqYqqtkfP5ndhXZq/V1lOWudGxtvybRE2PIwnbzZs3F0izjqUkyacKTQWJCWpIxLho5z1rtVoYDodyTWYwffbZZ5FKpbCysoJYLIZLly4hm83i4sWLcBwHKysrorIfpxDqcWNW1uvXr+Pg4ADhcBi9Xg+5XA6O48iYE15JtKjcmjVz9bW0vZnnYRwz56gug+NFXnR2Xk1AzQRdWp0mzPvN+c0x0Sq8LquSSqUkm/BsNkO1WsVgMFioz6uVctNmrsfcJN16E8RU2fke5zEAUZl1qSEq6PV6HdevX0elUpFnhe4AAFKeic97u91GrVY7U2KaSqVw/vx5+P1+lEolsRhbWFhYWFhYWNwvLDFVIEG6ePEiLl++jL/7u7/Dzs7OmZQ94LUASLmSe4GKqSYlZmylVnZM66WpQJF8JpNJ5HI5sdFqUjqZTFCtVrG7u4vr169jZ2cHjUbjvuPItLJIUk5FkGoej+NCnQqnVpOYsMgrVlCPg7Y2ayKhSYC2v5I8knwARwRNk0vTRkoiymRKJDBMMMVzaILm9/vR6/UwmUyEmGYyGYRCIeRyOaRSKayvryOdTmNtbQ3pdFpKujAW1LS6asKk/6bSOZ/PkU6nZTy73e5dyY60OqhfXtDJf3ScK8eXY8tx1O3ifdFkk1mUtRLKTQZTRTXntM5Eq+e9V9s0QaW92hwDUyXV81yfc9n4mM+k7rfebNHH8Bpm6RmOFTdbDg8PxTrPzRJT/WcdYdqmH8TJcC9wHKLRKFKplJSPutfmmoWFhYWFhYXFMlhiqpBIJJDNZvH5z38eX/jCF/DHf/zH+Nu//Vu0Wq1Tv1YsFkM2m8VoNEK73V6IM1wGqjvJZPKuBbEuN8KfpvKpSZYmpysrK7h48aJkuNUYj8d47733cPXqVbzxxhs4PDx8oIUuCRtJAC2q+XwesVhMFrVUMUejkbw0yTFVOd3Ok0KrfvrvZefQtTTZBv33g4LKWCKRwMbGBhKJBLa2tpBMJnH58mVks1k899xziMfjyGazdyU70qRG33/eWx5Pq+rGxgYymQwSiQS63a58n4qxttl6kVOTWI5GIyF3hLZMk/BTBdRWY50ZGYAof8xGS+Le7/fFbutlS+f943HaJaBL3QAQUs7PqRbHYjEh/BxDbZM175nXmJif63tEe7m2WZtk3STx5ncZK/zRRx/JuAaDQaTT6YVNAsavMtnVWVlqeV9TqRTW1tbQaDRw+/Ztq5ZaWFhYWFhYPDAsMf1/8Pl82NzcxLlz5zAajVAqlSTxzmlCk4VoNCqLyHspprRB8vu6BqXug04os0z54gKZChxrler6g4wprdVq+O53v4vt7e2HykocjUYRj8eFJPEnyWin05GssZPJZCGbqJfC9CjhFU/5oO3QinEoFMLq6ipWVlawurqKeDyO1dVVUbBTqZTUTPVqk052pNVHU9XTZCgUCkmyLU3UeCztpsCRrVT3V5NzHd+oVe7RaIRIJCJkSSvXOv7QVJ91rC3bTLJMC7BWNPXmipfauWyszFhgEjiOFeehVp79/qOyMZrsabVW32OzlqhJSAmTxHq1udfroVQqoVarSfuZSZlqPdvC9ne73fvarLlfRCIRpNNp+P1+iXs961qpFhYWFhYWFp9sWGL6/+Dz+XDlyhV85jOfQa/Xw9WrV8XaeZrklNZPx3GQSCRQrVbR6XSOJaZUjGi15Tl0ciIeR2LqFWvH90lk4vE4MpkM8vk8stnswjVHoxH+7//9v7h27Rr+9m//FtVqVZKuPAiYSZYxpVTUut2ulJrRCilJxOMgoibMNjxom6iQBoNBJJNJOI6Dp59+Gpubm1KPcnNzE4lEAmtra3AcR6yaZqIckhZaqjX5ofLIa/Kek+DF43EEAgEMh8O7EtWQqGnFVZNKTX5JmHl9KqCDwQCRSGRByWPbNDk0rbvatk1iR4ttJBKR43h9bVk3iStfvKZpa9UqOJNB8Rgdg6r76jjOgr1YE0/TPs1r85x6Q8nv90tfuRmkv68tv3RUXLt2Dfv7+wAgmbTj8Tii0eiCvZ1EttVqnWndUsdxsLa2BgAolUpoNptnSoQtLCwsLCwsPvmwxBRHyVSi0ehdWUpPmxhxkT2bzaR2pVZ/loELVcdx4DjOgmLKxSzby4W0qUiZMW+04cViMSGx0+kUN27cwOHhIb773e/i5s2b2N/fl2RC9wOOq84CrLOF8udoNJI4W7MEy8NCk3OTPJgxh8v652Wf5fvaAsv4VL0pwO+Ew2Ep7xKJRCT78crKCpLJpJAMJuFJJpNSP1WfV/dLkzOTqJm2V7ZDb06YGXYJEk5NpkhY+b457/T1SQT7/b48T7oEDWu1ellel90/HYNJ0Oaq+89syqY1Vo8D+0Xi2e125XymPZoxuiYx15Zlvamk1WuvGFezj+Yc5L0m4R0MBmi329jZ2UG1WsVsNkMoFEI2m11IYKazSOt2njZ4PYYisISNzoJtYWFhYWFhYfEgsMQUEIWJZVNIBoDTJ6YszzKbzaRWpWk9NMHFPlXORCJx12JfH6uVGa2Y6RjB+XyOXC6Hc+fOwXEc+f50OsU777yDq1ev4jvf+Q5u374tCtr9QFuWHccRgsKkLK1WS7LFMi7ttMfaTICj7ZQmMTWJq26PzqqqiadJurnhQKVKK4WpVAqJRALpdBrxeBybm5vIZDKSGTeZTCIajSKRSCCZTCKdTovVmgl+eG1NhnW8pSZeXkRNv0h8NIljm0nE+H3aclkmx0yQZaqQrLvJOE+Oj840y2sRXnZp/TnJnybZjEXWGyBM7mWeT4+TJqZsq046xDhXnawKOKqpy/uq45/1+3rucayWbQJoAs3j2UaqufV6HTdu3IDrupjP54hEIigUCguqeDAYxHQ6Ra/XO9OkR1p1LxQKaLfbqFQqNrbUwsLCwsLC4qFhiakCS36wNEyr1bqnzfZ+QZWHWUhPog76/X4kEgmkUilJEqMT3nglZOG1SGq03ZCEh2ViAoEARqMRWq0W2u02/uEf/gHvv/++2PMeZIFL6yOTHY3HY7TbbQyHQ4xGI1FMl9Vu1X3x+XySiZg2UMdxhDjR2sw+68Q1OubQVGT1hoAZ38f4Rm1Z1eVDSCIYo8sSLuYmANtHck5iqseGRCQQCMjGA8kc26aVXr5H66yeQ5r0aYKm+6qTA/l8Pql9qeNBOQ7aikvoa2iyzvhS1s5kciSW2dEE1pzzmtyZFnSSIW3x1fGlZhyr2TZN4PUxXgq0VoF1KSZNLvW81G3U1zhuPi8jsmyTji29desW9vf3ZbODm2Z6Q4HnpCWeRPssNnpCoRCSySRmsxkODw/RarVk/lhYWFhYWFhYPAwsMf1/oFWPMV3T6VSI6WlCK2pcyC4jZ7ptVNK0JVZnYtWqnv6pFTL+nk6nkc1mhZgytrNaraJcLuPtt9/G97//fTSbzQcm5TqWkfF7g8EAg8FgIcnRsn7rhTytg1S5wuEwCoWCENJwOIx4PC4LdB1jyfFhCRduPkwmE4lfZDtIRKn+cPOAKhatrLq0iuM4ol7psjdUuKPRqGwEhMNhpNNpxGIxjEYjsbxqlZvElLGleoxM2zE3OQhNYHnPqWJ6ET5NTDWp1YTHtOt6kSmOO8lov9+X+51IJGRDQN8PU703STWJNJV/ElMAC5ssZht0u7VCru3Herw0SdR94n0mMeVzyu/p8dCWbjMZknldvWGhz2U+r5PJBK7rYnt7G6VSSezPTIZlOiCo4Ha73TOz8vL6yWQS8/lciOlZxrJaWFhYWFhYfHpgiSkgytPFixfxQz/0Q/jOd76DmzdvnkmZmGg0ikwmI8TpJIopFUNagJlARi+49cJWL1j1YrrT6aDb7WJ1dVViS2ezGd5//33s7e3h+9//Pvb29vDxxx+j0Wg80IJTx7WSyGmiRCuvJhcAxOpLRTgWi0mSqHA4jFwuJ+qkrj3JEjckBiTt5vj4/X4hgySNWuny+XxigeTC3iSmHA8SH2ZqTSQSd8WYsm9MUmVml6XtNBwOw+fzSfkcWjhpEzWh76uZbIaEWZd9YX90Mh+SUqrX/FwTPVN11sRPx4jq+ag3QThWVMV1rU3OU32PzHhdjj2/x40VneSJxNUcc63g6jnMsdH2XK2semE+ny8kFyJMxdYknvr7HE9urJAs6+/p9pOUNptNbG9vo1KpSIkYbnDoGPPRaIROpyPZvc9CKeW9YMhDv9+XesYWFhYWFhYWFqcBS0xxZFlcX1/H5cuX8d//+3/Hu++++1BZaJchEokglUotKJj3Wkj6fD4pD6EVVr3A1Qtyc3HOBbDruqjVavD7/cjn8wiHw5hOp7h58ybeffdd/M3f/A12dnawu7uLXq/3QP3TcXJU4nR8nRdZ0P2jXTmdTkuSoFgshpWVFTiOg42NDVFgw+EwMpmMqJlUTpl4h2oXr2OSMI47a1iaJS90eR4Ad40pSQ5jEjUxM5U0bY+dz4+ysZIkxeNxUYVJhmhbNgkMlVJNlHiMjg8FjsqZ6CzHuk1eCXx0nKOXwkiVUcdzarWS7efLa47zXLwGiSivrzNQz2Yz9Pv9u+Y++6ntvXqM2TetcHvZbk1yaiqx3AAwj9Gk03zP67kwlVl9n/Q4Mttyp9ORjLeTyUQSaDFeVyeTooX3LIgp+8iSVZFIBK7rotVqnWqYg4WFhYWFhcWnG5aYAnjhhRdw/vx5zOdzfPTRR7hx4wZu376NwWBwatfgQj6fz+OZZ57B7du3cXBwcM8SC5pEzGYzsa5qFUOTQC8Lr1awmDhpOp2iUqmgVqvhO9/5Dv7u7/5Osu8+TCITraRpYkqwjiZrmmYyGcRiMSmXwvfX19cRjUbF9riysiJqDYkECcx8PhellVZnEh2dHCoWiwGAkCUdK0r1jeNFsqy/r2N6Ocb6+zxmPB7fRepMkkRbNtUvtl+fS6t1mhCRvFCB1SSHajXb52XvNcmlbievQWJnkimtxmoiyTEjmex0Omi1Wmg2m8hkMtJHfleryFqR5XjEYjE5F+vask1abdWldEyyyLmg26mvpxMXeUFvEmgirZVxMwGVVpg1QeQzxWuNx+OFMdTP7WAwwO3bt7G3tyfxm1QrGZ/Mec8awNVqFb1e70zUUj5n+XwegUAA/X7/TEmwhYWFhYWFxacTlpgC2NrawiuvvILZbIa9vT2Uy2XU6/VTvQYXtMlkEsViEfv7++j1eve0y5oLXS7WNanSNk1Cq0jj8RjD4VAswVSZWq0WhsMhPvzwQ7z11lunutDU6hoX/yQStDMnEgmsr68jnU6jUCggFotJOZXz588jGo2i3W7D5/NJTKmO79OknQSE2VlJ3vXYacuutvLqsdZkRSftIZHR9lFuKuiMqoxT5vk4Flqd8/l8cBxHVFIdB2oq4Gb5HP5Oeyyz9urx0MqimbDHtMKaBNq8f2ZcpvkdTVL1nKSK1+v10Ov1kEwm7xor007L93n/ONd1m5apo3qctSqqj9FEUB+v75UG39P1VXl+82/dDvNv4MiKTKWTz6u5McANnWq1ikajsVAHlfebqinjpVlS5qzUS1qrU6mUbBJoZ4GFhYWFhYWFxWngU09MfT4fXn75ZfzMz/wM/uqv/gofffQRyuXyqV+HqkO328Xt27fhuq7YOY8DF7jJZBLJZHKBtEynU/T7/YUkOCaRooI3mUxEbXFdFzdu3MD29jbK5TJ2dnZOjZSyLSQgtMmy/YVCAdlsFsViUZIwsVwKVU5aOwFIrUZNyIEjJSccDksGU02mtFWTL62Y6eQzPKcuacJr8Bh+rqEJms4MrFVwL4stSQYJDHCkqNHCynOTFGmVj+fT39dqHuF1P0m+Sc61CqyJjWl7JWHitXmfdeywThrF/pXLZQwGAyFmvM8m2HZmJHYcB/P5XLI3kwxp8qfbpkmu7ivHgc8K75UeW7Mkj55fPN60HvM4qrt8TqnW66zTvGckseb90LbobreLbreL7e1tHBwcSDIjjjvHh/1pNptwXfdMLbyhUAiZTAZXrlzB4eEh3nvvPRtbamFhYWFhYXHq+FQTUxKE1dVVPPPMM/jf//t/4+rVq+h2u2dyLWaGZYkFU43yAheb4XAYkUhk4T2THOiFuI5X46KV5Hg4HKJWq+HmzZvY3t5Gs9k8daWUyiKtu+l0GrlcDhsbG1hZWcHa2pqoppFIRJIfmSqMjvM01TqSQVMxM5VSL8VSjyOwGBtLUqsJiJftUpMM3l+SCH1erWbq+qO012q7qC4Dovtgttm0kNLaqxVDPSbmObTNm9fSx+traHu2Pi/bSpuyTsrFvvZ6PYxGI6yurkptVsb9anCMGGscCoXEgs6NFZM4600K/TLnst6oobpuEnFzvphK+rJrmnbiWCyGWCwmf5vqub6WBkkwFclGo7FQikUny+JzMhqNFsrDnAX4HNNu3+l0ZJPAwsLCwsLCwuI08akmpi+99BIuX76MWCyGa9euYXt7G3t7e6caW0owy2o+n5fsqyexwzHhCRUovcCdz+d3tVUrhDopDa/nui5c18V8Psd7772Hjz766FSzD7O2ZzweRzabRS6XQ6FQQC6XQzabRT6fRzqdFkLK2EoSAVNFNokpwcU9x1WrWuyvVk75nlYZTZKos/KyLSS/mtBSadOZYnWmYbbZTA6kbbSu64qSSGLJ9jKOlgour8tzaGXUtLZqVVYnJNJ91sRGK19UDjW5Z391AitdEoV9Gw6H6HQ6aDabYoPP5/PSnslkgmazCQCSqEonJeLv2n7O2reMVeY9ZD/1S99nto/3l/Zu9sFURrVNnpsEpnWa0N/n7+wPYz+j0SgGg4GojbwX2t5rWpBZSunmzZs4ODgQJVSrpYyx5vd7vR4qlYpkvz4LRKNRXLx4EfF4HHt7e6hUKhgMBtbGa2FhYWFhYXHq+FQT00KhgMuXLyMUCqHRaKDT6aDX651JrJZeiJqk4jjoRbtWWvTCmOc01UG9uNaLaJZsqVarqFQqp7bIpLpCYprJZFAoFLCxsYFMJiOvRCIhZJsLd008tCpFUugVC8h+ajXQ7ItXfKRXLKJ5Xn28jof0ijE0lTYeb1qPNUhSqYhR8eZGA8kGSbvuI8+nr2u2fdl39N9UJDkGbLdJxO5FqnQm2X6/D9d1RSnX85Z2Xz2epjKp5ypjKKkmm+1fZttlG/U1dDt03POy8+lzmaTYq+8k2qbKrOec2Ub9k3boZrOJRqOBwWAgc8NU23k8s0+fZWbcUCiEdDqNQCCAdrsttmELCwsLCwsLi9PGp5qYXrhwAT/yIz8iNQOBO5lbzVIcpwHGzfn9fnS7XfT7/aW1KjVGo9FCMhUuhHU2URIcr9IlzPLZ7/dlkVyv19FqtVCr1U6NlDI5SjqdFpvu2toa8vk81tbWpJ4nE/4QpsKp1VNTKfT57iQkAuCZNMqM5eSY8Xw6mY6puAFHZJ+xroyPJaGhUqqJtFYYNdHV9lnajTUJY51WZkFmIqxut4vxeCxqMseE9lcd48ikNJpg6uRPmtgAEEtst9uV6+l2awVYx1hq8q/JI++D67ool8u4fv06er0eOp0OCoWCZHHVdleTDJqki3N7MBhgOByKmu84zkJb9LzV/ef90pmr9caDVpZ1xl4vG6+2pOs5EwwGxXKrY2wZV9rr9YQw0oLslaSJv89md8rhtFotXL9+HaVSCbVaTeLHWSs3EolgPB5jNBpJLKq2fp8mOIbpdBqXLl1CtVrFm2++eSYltCwsLCwsLCwsgE8xMfX7/XAcB+l0GsPhUIjOvWI+H+Z6Oo7spAtKL0WMi1lTBTIJlo4zHQwGcjxJ6WlaloPBIBKJBFKplNh2c7kcMpkMUqmUXJv2VC+1+Diy6EVqTMWQRMQ8hiRLK1k8Xh9DeClUpl32uJe2bmo1UreVBFK3CzgqN8N7Q7XQJNSmMmq2edk48vy0xy4ba/6t31+mvlLZ7Ha7onDqJFTahm7eI/3T5zuKuSXZOy5rtekG4HiY1zHnjb7PpuXZS9nU7V2msGs7t4631XG85rjq7w+HQyGnOo6T/aAiS5szN7bMfx9OC9yYiUajUuan0+mcqW3YwsLCwsLC4tONTyUxjUajiMViGA6HKJVK8Pnu1JUcDodoNBpnYlXjQtNxHGQyGYnF5OJ1GVjQnhl1tVoGHJEqZoQl6SX5GAwGEvtHMlQul6VG4sOCcXT5fB4vvPAC0uk0VldXkUwmkcvlJNmNJmgaOv5PQ5MFqlQ+31EmVZ0hVSuVXLxriywX12acJxO48NyawAJHpNCMceRYa1XaS3kziY0mSzohFRf+un21Wg3BYBCj0QiRSETK5XjZwLXSTKKq1dLhcLiQ2ZaWW02idTv5U29+6HnH/uuMs3w/FApJ5t1+vw/HcWQOMwZTx5ea953PQq/Xk+zO7A/B+6THWN83E7rcC79vuhD0uXkeKsraSq/HyIxJ1SWIOC9IrrUl26t9t27dQrlcllJVvH+s+ZtOpxEMBqVu6f7+vhxzFohGo3jmmWfgOA5u376NSqVyZmEOFhYWFhYWFhbAp5SYmpZEZv6k1fEsQFVFL46XKTkaXjGmXotbrbiZqhP7xcUzrb0PCy7auXjOZrNIJpNIJBJi2SXpM/thKlBeSp15LRI6YtnxXomfuKg3r6NJrglNXEiQlynYx6lWWpk0VW62j3ZfZljlXBkMBvKT8btm/7W910x4ROJkzgOSTE1MeZ/M/pnWZf6tY2mZ/Mdro0C/+L7XGOl+U3XU94LX50/TRu31LJnHmX3T99Bsl6kS6+/otujkVnrctWtBH2+2YTabod1uo9lsih2Y3zGTn/HfqnupyQ8DbnQkk0kEg0G0222xDZ+FOmthYWFhYWFhAXxKiSkTi8TjcZw/fx5/8zd/g/fffx8HBwdndk2qRsxCexzJJHy+O3VAqT4xWZDO+qqVOloqdRxcu93GbDaD4zhot9uSwORh4fffyR4bj8dx7tw5rK2t4amnnhKSSlWaREQnOtIKr1cSHPad77M/VKAALNSe1Jl0NRlgrGU0GpX6rbrMhal2UvnS6iOwqKjqtmglTpNErarRemkSW1PpYn/YJ5I/ZlHudDoIh8PI5/N3WYA18de1VqmU9vt9sauTXGiyw7YzPldvbOh7petx6nYXCgXE43GsrKyIMqvJPK2obCPHj4rsfD5Hv9+H3++X+8saoBwntpvZdhlDqhV40z7NF49l/3VWYc4ZTbzN5E86FtfcANDzgdZbvq/ni0nIGV/OeqQ3btzA3t4eDg8PF2JLs9msZGkej8cSn76M4D8seL/j8Tg2NzfR6XTwve99T+oEW1hYWFhYWFicFT6VxJQ1QVkvsdVqYW9v70yLxpvq6EkVUw2v2DTzd/7kolfHqY3HY0l687Dggj8WiyGdTiOVSiEWiwmRJnkyFTRz4c42e72/bAzM+D790mqVac01YbZh2fh6xSqaCqg+j2mB5fFe59bnYjv193R/ACwk5jJJMOvk8vssQaIz2+px0TG0ABayCGvl1Wvc+Jkmw36/X5RdrRQCWCDCXuNtqtLLEgaZJHKZCsnP9dzzSuJk3gOvuWdek+8tm8vmOfV5dP+Z5KnX68kGhHZt6Lql3LDgptq9NrUeFNxwYpKx6XSKXq93JiW0LCwsLCwsLCw0PpXE9OLFi3j22WexsbGB0WiEa9eu4bXXXjvTovE6mctsNhML7HFxnrR2UmUi6dM1O02yy2ysnU5H1BXGcbbbbRwcHJxKnFgwGJQapc888wwymQzi8bgow1xM89pabdI2Uv6tVWCOl1bt9HVNEmCSFhISKqZUy0yVkuSM5+O1+R0SACqJXnGNJsEhceTmB9tBokWy4kWStJqnkxrxWlQUR6MRarWaJKjRsacco2AwKIopx54bB9rKq9uv+637TxVeE2A95/RYx2IxJBKJBVJpEnQqzRqck3wGl8UcazJNdW8ymUhb+WzxvrFP5v0liZ/P5wt2c3ODwVTj2Vdtv9aJnvQc1NekNZlziX3a3d1FpVJBrVaTmq16/sTjcckKzPuuk1edNsLhMC5evIhYLIZSqYRWq3Vqm1kWFhYWFhYWFsfhU0lMM5kMnnrqKfh8Pilm/ygUAU2aSDbvZccziSdBwqYX/CQ3ZtZOnRDJixTcD0h+SUDMeFIdR6htvMv6YqpOxylk+jjzuyQjpoJIpUmrcF6KmR5DU33WKjSh1VndLh2zafbV63pajfVS89gHrUADR0TNJLv6pa3Gun36Wrpd5kbHMnjdI90P/Zn+jrl5sOwzr7EzocfBVJW1eq43NrQ12FQzzd/N50q/OJ/Mtt1r7HQb+Ty2Wi2JLaUF2mwDn2G+zrJETDAYlLql3Nw6qwRLFhYWFhYWFhYan0pi+sILL+DrX/86Xn/9dfzP//k/cevWrTO/JhekwWAQsVgMjuNIzNgykHBRmWEpCh3PFo1GF2yc3W4XnU4H5XIZwB1iwxjFbrf70CpLMBjEysoKUqkULly4gFwuh5WVFbH/kaDQhkjVSscUAndngOX7ZtymV2ZYjg2vo//WSXc4XkxsRaJCe6RJhviT6hAX5PybNWVjsRhmsxmGw6EQFCras9lsISaTbdNlQ3hfTPI+n8/lvrIup+M4cm5NstPp9F3jSDWV/WbGX7bBjJnV8bl6TpmWYh7P8aDKr+2+bCMVT7aL951KMsfYtNeaVlneV6qQZskV2oWZHMrs43w+l+zDHGtzI0HbmPVP9pfPnUkQWTLFK66X5+bcNeOAOWbMls3Y0v39fXQ6nbvcDJy7g8FArL5nRUpZL/XixYvo9/t4//334bquJaYWFhYWFhYWjwSfKmIai8WQTCaRTqcRi8XQ6XSws7NzLDk8TehFOEmDlx3U/I4uQ8EFLxOy0HbJ37vdLlzXxWAwkGswtvQ0rMqBQACpVArpdBrJZFLKgZhq6bKamqaippO4mETRy16pVWdtq6RiyoW9l5Kmz6lJiak4mscTuq1mf3T7TDWbny2DVxvZL84R3V7G9/J3fW90oh09LrzOsuy2Xv3Qny/7zKtfekPBvGdmUiSTkJrjZW5KLFOzTfKn+6ltuXpzxDyHzjLMuaWJu4aXOrpMITaPn81mcF1XkpF1Oh2x+WsiTHLMOsQsD3MWFl6/349EIgHHcaTMFGOTLSwsLCwsLCweBT5VxHRrawsvv/wyzp07h/l8ju3tbbz++uuPpDYfF8Vc9IVCIWQyGTQajbvUHGI+P4oxZewmiQ9tuszgOZlM0O/30Wg0MBwO0ev1EIvFEAqF0Ov1UKlUTkX5iEQiuHDhArLZLNbW1uA4jsS+hkKhBaVUlzYxSSbVOsaWmkSSx5oZjBlDSDJMC3E4HBYViiqpJlWajDKzMW2RvAbJAQkCYxH5fZZDYXvC4fACCeN1h8OhtIl9JzSx5TjoMTLV5nQ6DZ/PJ5ZKkt54PL5AxFjzk8orcBRDq5VRnWGW/SMB0zZTPVfM8WdmXF0bVn+mExdpBZ2xtpPJROrbcp7rOrU6rpPHsJ9sv26faR2nOmtueuh26WeN9yAWi0nsNzdatEKqa8/qDQ5N0L3svppo0sLLDLx7e3sol8ueG0d+vx+pVAqu66Jer5+ZWgrcych84cIFRKNRUW/NLNYWFhYWFhYWFmeJTxUxTSaTOH/+PKLRKNrtNsbjMQKBwJmpEF4wiZdp8TNBcmGqPiRRVFGoqnQ6HSFKtDpyQfswfSQxY51Sx3EQjUYl0REX8lolBbyVJW251GPC63ipYmbsnb4WsJiF2Ev11OSBBErHaXq1bZmKx9+9kt2YCqQXMdbnYVt1sih9btpmdb9MFZpEaTY7KnWjyaSeO2wrj+XvJFxsk3l/zPtnnp/HaSWU46rng4459tqI0efX42cqvbot/K45X7yUUf0y75n5jHFORyKRu9RMs736PR5nfq43lZrNJmq1mrgb9FjQLh6JRBbs2We1gcZ7kk6nEQqFUKlU5N8RCwsLCwsLC4tHhU8VMd3Y2MAXv/hF9Pt93Lx5E+PxGNlsFq1W60xLxQB3lwDRCZBIjs2Fp893p45pNBpdUIvG4zHa7TYGgwGazaYQi8FggEajgVgshlwuh8lkgkajcSo1CIPBIDY3N5HL5ZDP55FMJpFKpaR9OgutmTnVtHCSgAGLdSL1+8PhcCFGj8dwvBgnSrWP8YSu6y5kqdWEiG1gEiiSL2Zn5fV05l+C7eS5TDswwe+TLOp+BQKBhdItvPZsNhOVjv2ncsj7qxVEXpf91Go6AInrZRkSqnemksh5x3NHo9EFcqrVRU24NBHmi2PJe88NEc4L9ocqM6/B33l/ec+0UmqSNk2aNaHk9bX9nffO3FTQ32eMKO8x5x7LSWUyGYxGI7RaLRkvboLwGvpauq16Hvl8Ptk8un37Nra3t1GpVNDtdhee/WAwiEKhIKWszjK2FLgzXxzHwfnz5zGZTPD973/fJj2ysLCwsLCweOT4VBBTnaF1NBohEAggkUjIQvFRWHn1YnwymZwoIy8XyqPRSMhUNBpdUNiGw+FdaiHJw3g8huu6x5akOQn8/julMbLZLLLZrNh3NTEykxDpl0kk/H7/QiIcr3HisTpWkZ9zXLTCRbJgEkq9uDavp5Vlrch5kQx+pvvoRZrMvwkqtGYyJ6/kT14JgTTJ59+858ARYdUxy1qdpxKrr0Xo8i9e98SL/JmKINtjKqOanOm+a2gl0lTLeX4STl6f/eE84LX1/DfHgYRXW4+1Aq03C7jRQ6JtlvDRarveaOJnpkpKG3W5XEaz2ZSNJa85ppNWtdtt9Pv9M3N0+P1+qUPMfyvMzRMLCwsLCwsLi0eBTwUxZSzifD5Hq9VCoVBAoVCA3+9Hs9l8ZO2gajUcDhdqfZqKjgZjSPv9PqLRqMRWRiIRDIdDSVLCmFMuwCORCLrdLmq12kMvMBl3d+7cOeRyOaTTaVGTqIiZCqFXEiStrDEe01TATMumJrCaIDHuTxNPxj6a9s5lBFOTBiqQug+mYuRlSdW2UU1YTPswrdc6SRQAUet4vX6/v9APnRlWW31NFZRkhkqjzuCsk/ro/upzehF0tp2EjKom22wey/up7zlJr56bJgnV90SrqKaCyrEOBoOIRqOSsZZ9Iqlj0iiT4GvyTpu7jnPmmJKYmQq63rDQ7R2PxxK3bCabYhtp2b169SrK5TLK5bLYZfX8DwaDCIVCiMfjGA6HqFarZ1azlNfb3NxEPB5HpVKB67qnspllYWFhYWFhYXG/+FQQUypqfr8f8Xhcyqe0Wq1H3hYmKXIcB8CR+rOsNiEX8prIkXiGQqEFxTAQCEgCl16vdyoL2kAggGw2i3Q6vRBXGg6HxU6r4zx9Pt9CUp17xZvqfpqZZzXp0y9eS/8E7iY6y0q0aGKkCYZOaqPHnt8xYztNEu0VU8n3qTqTtGmFlARGX0/bZTWpM+Nh2Q+zxI0+t+6Pjlk2x0Or0ObYM1kSz+Ol6Jr3U7fPVFB5X0w1Xauv+p6aijlJpCaaXu0wr6HbbfZfH6OTOpljrZVbfrZMZefn/X4f7XYbu7u72NvbQ71el4RHeiz4XPd6PQyHQ8+MwKcFzslMJiNJj6yF18LCwsLCwuJx4VNDTEejEUKhEHK5HK5du4Zr165Jrc9HieFwiE6ng2QyKQvrUCi0VKGgosgkKFzgx2KxhYy8w+EQjuMglUphNpuJBfBhwLatra0hl8shmUwiHo8jFoshHA5LRlwdq0jiQ+UHWB7jpwkB+2km4vHKhAoskijCJK9a5dMqriZAmpzqcwCLtTS1cmZaV3VyKuCoTiiAhf6Y5XPYD02gzbHT9T9NMqh/cn6Y46D7rpVO3W9en6quHgu2V8ftamJ4LwWUbfaq96nVQnNDQrfTJKdUKbXae5wdWM8tTXipLvNvTWz13DGtuVqB1ffBS6Hn+LC28IcffogbN27cdU/5b0EikUAwGESz2ZT7cZaxpZFIBMViEcFgEP/4j/+IVqv1SEIbLCwsLCwsLCxMfCqIKZMBra6uYmVlBW+++Sbeeuutx0JMdXIcWiuZbMULWsHSC14SmHA4LN+Nx+NIp9NwXVcWtg/aRr/fL0R0bW0N2WwW8Xhc7MR8cXHO/pgqKgkr+6EVQ1Np5LX1T22N5HhoeJEwPWZagTTLfGi1itfyUlS9ktiQnOn4RDPBkyY7/Ny8zzqmFDiym/K8ZswkiZuO59TzQ9dQ5XtUuE3Cpu+BPg/HRBNacxPBvAe6DbrEiKk0EyTDmpTpY3T/9Xk4Rky0pRMtsQ/6OnrsTdXV7IPZL5O46nOZyjrbQksw73Wj0UC328X29jZKpRJarZbY0PVc4j2mrbjb7Z5pnKff75ckZr1eT6zNNrbUwsLCwsLC4nHhU0FME4kEzp07h42NDayurqLRaOC11157LG3R5I11Eo9TNk1LoVaBGFdI+2wikUAmk8F4PEa3233gBSbJcy6XQyaTwblz55BOp5FIJCQDr87Cy0U1lT69oNdJmXhuTVZMFdAkgTq2kP3XKpWphPKa2h6p4zpNm6wmcloVNMdDQ19Hk0/dR0J/rgkLPzPjOr2svDomVauVJsHUyZD8fr+oscBigiOTJJqkS8832ks1YeQ46U0DXmc8Hi9siJBo6XEDjlRPXovH6fmk+6jnDdV63YZeryd98bqWfs+LmHKMdFvNeF7T4szv6HumE2qNx2PUajWUy2Vcu3YNu7u7aDQaC8q2jl/VtWG73a5s6JwF/H4/VldXkUql0O120e/3xf5vYWFhYWFhYfE48Kkgpmtra/jiF7+IcDiM1157DTs7O4+tLSYp04lcjrPQccHPRDe6TIheqDPZyrLF90nAGoqpVArJZFJUPE1IqZiaFkZTCdPkDTgiYzwf67CaJE0v2E0VD1gkf9pGrO2qvIapaJnkXlt1+blpEyZo8dRWUPZRl2IxVVKtYurvmLG4mvRqNY1WVM4Bxkyb9lzCJM0krdPpVEggr0vCrMdD3yc9X0011uvec46a46vHheST0JsGuv16k4NEjhsg2k7u8/kkGRiP9bqHJinXc8m0aJvxrySeJhnXv3Mse70eer0eSqUSdnZ2sLOzg1KpJHZ83R9t89ZZts/KwsvNsVwuh0QigVu3bqHdblsLr4WFhYWFhcVjxaeCmBaLRfzIj/wIdnd38frrr2Nvb++xtUUveKkURaPRuxL1mGDyI53ZlVbeYDCIYrEotRYfRmnx+XyIRqOIx+NIJpMS80bSR3JKYkqiBhzZKM0kOtqqyeOoNFHVMy2Xpt2X46WJmn6PMcRM0MNrmMRGExatwnkRNVOl5u/sJ2uoUhE2s9TyPdNCqj/T9Vi1ddUsfcPfSUyZnVbH5XJsvNpCyzjbSjVQf98r/lVbpM0x1Jsfug18zySnGqbKrdViXpvn4Pl5jzj3otEoksmkJJVqt9uiGB83/815Zdq39bXN9unxNDdL+N3pdIp+v49Wq4VSqYTt7W3s7e2hXC5Lv/k93vtoNCrk2rR3nzZITGnPr9fraDQaC/HFFhYWFhYWFhaPGp9oYhqPx1EoFHDx4kVcvHgR165dw2uvvYb9/f3H1iaWjigWi4jH45jP5yeqpWoSBJK3ZDKJSCSCQqGATqeDer0ui/j7VU2pCkWjUcRiMcRiMbHu6phSwstmCSxmp9WkxyzHoi2bPB+/q9Ui3Q8z2Q3JiiZZAKStWiH1Oh/JgVZmNTE1X8BR3CuVaZLIUCgkBJDnZvsIntskyaaKaJJZEkqtaOo2D4fDBeXNrCkKYCHWlOdcNi78W885MzGVnou8v14bEcsU72AweFfpGh7H+0hrKc/JczBDteu6Cy4BvbGgrbI8t970MJNAmTHC+n1eV/fNK1aadUDL5TL29/dRKpVQrVZlTujxYf+m06nULe31eo/Mwtvv9zEYDCQD8Fld08LCwsLCwsLiJPhEE9NYLIb19XWsr69jbW0No9EI77333l0L8keJyWQidsNoNAoAYme9F0wLos/ng+M4iMViSKfTC4RK20ZPCpILWoT5oqpD5dTLCmnaUDWBYlvNOEd+VxNaL5KqF/O8vleCHpMkmvGqXmOi4/t0LKEmpjopkCbCOmZUJ7MajUbSX6q2+lz6uqay7FUmxlSSNXh9qps6yZFW+wAgHA6LXVQr1dqqq8ebv2viZd5T8/6aqrZpqdXKqKnu8hq6DXpOaELI/jKWVpfGMe3Euh36fZMAmgmzCHMsvD7ni893o9FAqVRCrVZDq9VasNfrcTPVUd6bsyKJPp9PYsdZ/5hKuoWFhYWFhYXF48QnmpiGw2FkMhn4fD6Uy2WEQiE8++yzODg4wOHh4WNpExentVoNAOC6rihHy8ip3+8X9ZJWXsbWzefzBWtvNBoVi+n9Lm6pqLFWqflTq3EAFtQoTVCOU2tJRNg+LsJ1jKxpRQWObJUmaeJLK846VlHHSXopgjoGlERTE1Qep9uiM8CybSQqJMmarOsYWh7D42lDJWnUJNAk6jz3dDpFr9cTkkNrrlYFdeZY/s3PWFrGJImmksw28FiS8mg0Koorr2kSQJ5DbxaYfZ/P5xJTqZMkaTKs1UutyrquC5/Ph1arJdczNxQ0udXn0/GbptKvx8nLyutF2IGjJF+NRgPVahUfffQR3nvvPVSrVbTb7YVMvLpNvO+sOXzWFl66K7LZLK5evYpWq2UTHllYWFhYWFg8EfhEE9NAIADHceDz+dDtdhEIBFAsFtHpdB5ru+bzuRSyHw6Hdyl7GlwQ007LxTOttWacpKlU3g8Ys6rLwdASqxP0cFF9v9fQBMkkgSRdOsYSWFRjvYiBJiDmuPF6pq1Ut0eTBLNNJlHTirC+jpkcSCdu0v02lT8qu7pMiG6fJodaGWYbNDnSSYP0+Ojra2I9Ho8X7qk5NnqMdKIlfZ+07ZZzT9uUzXOaaqMeY/0d8z5yzPQGg04Cpec/x0z3W4+r3qAwLejmHDPHUd8Tfb/5Hm36jUYDBwcH2N7exmAw8CR+vAZVdW5MnVXCIwASn5tMJpFMJtFut1Gr1WxsqYWFhYWFhcUTgU80MR2NRmg0GgiFQrh8+TL+4R/+Abdu3UKz2XysbSIBGo1G6Pf7x6qlJIUkNsyKS2WUyXMcx8FsNsPh4SHa7fZ9t0sv/E1CSqsobZDhcPiump+mvdEkJ1qNooKmkxNRgdO2WeBIKfWq4+lFRjV51NczCZgmi2b5Fd1mTWhI/kiGNEkksTU3CTQJogqnY2+5EWC2jS+z7qsmtKa6RqJGAsLzaZsr75GZLdfnO0papTP98rz6+1RKWUNXE7fJZLKgxlLNJ3R/5vM7NVZ18ixzM8BUx02SyO+ZGZH1XDTJsp7zXpsbzOTM+8f2mWRbn6/X66FareL69ev4+OOPcXBwIM+6F6g+5/N5BINBlMtlUU3PAj6fD8ViEalUCq7rYjAYoNvtYjAYnCkZtrCwsLCwsLA4KT7RxJQqht/vRyqVwnw+R71eP7Zu6KNok1ZxdC1HL5iET2fjDYfDkpXUcRyEw2GpSXg/MMklSZVWXzVRW0aWzNqTGpqc6iQ+pn3VSwHV19DjqMmKqX6ZlmGOOduir2EuzL3IkP7pZQ/WBNbsl+6HqZCZMahe5wOwQODNfup2e8X36phLL9VWK4WmjVYno9L3UM8B00KrCboXmdTtZ5v0de4X+vv6GuYxvK62VLP9er5pizq/a56L1+Hvo9EInU4HtVoN+/v76HQ6xz7XvO+O48jmz1mWa/H5fEgmkxJbOplM5KeFhYWFhYWFxZOATzQxXVlZwRe/+EWEQiH8+Z//Od5+++0npl4fS7/cK6ZsPB4vkFFmzT1//jzi8ThyuRz6/T5u376NZrOJdrt93zFjy4gkF/PM0KuTIGllynGcBeXRJAkkA9rCywRLZsImHa85n8/vqmeqLY9e7dbEQ5Nl4O7EOssIsZdyR0VUW0CXkWN9Ld12bckl0eTmiSZ1VC01IWZSIx3vaZJ3M86T/efYczODSp4eF6qwy4i2uTmgVW3GvY7HY4TDYaTTaYljZf1dKvBaldXEXqu0mqRppVyPuVYxzTE37e38Dt/nnDLnWq/Xu4vocyPGa9NgPr8TI+u6Lvb393Hjxg1cu3YNV69exWAwWJrEyOfzIZ/PIxaLAYDE2Z6mcmluNgWDQayurqJYLOK9995DvV5fiHu1sLCwsLCwsHjc+MQSUyoEFy5cwHA4xEcffYSDg4MnJvvkSRehpkJHq20qlUIymUQ+n0e73ZbjTnOBq22jOh5Rx9UBWFi4mwt7nke3TcckmpsEpqLmpZR6kVKTpGmSYh5vHsv3TEJqtkmTTa0wmsfptmrbqr6eJmU6LtRMkESLqibYXtfT48br6fvFc+pEW5pgmf3U73mpv+a81Go6200yP5sd1U01rb/Lxs5sk0lA9b0w26U3C/S90tfimOqNEy/yra/hRTLH4zG63S7a7TYajQYajQZardZdx2lwMycej59JFl5zXnBTKxqNIhqNot/vo91uW7XUwsLCwsLC4onCJ5KYRiIRpNNpPPfcc/i5n/s5fOtb38J/+2//7bFl4n0YMF6QMZ6O44glL51OY3V1FdlsVtTHYrGIdrv9QHGmXKRzEUulVGcnZWysVps0oWO5jGAwiEgksqCUTiYThEIhRKNRUcxMUqCvpUmbGe+n6316EUIzrhTAwt+mHZfn4nEcD/2T1yLJ4iaHPifHUKvHpuJmjhnPqdVJxjlqQkdV0iSWWh1kO7V1mfd0NpstlIrhd7Xll8frmFrd/8lkgm63KySXWXrNGGKqoDrWVW9C0GKvybI+JhqNLijLZnkgM6GRWaqG19Qvzh2ek+3n5+wH22KSVU3++Xm73cbHH3+MGzdu4IMPPkClUjEfK2k372skEsHm5iYSiQTeeecdtFqtMyGJ7N/6+rrElm5vb6PZbKLf79vYUgsLCwsLC4snCp9IYhoKhZBOp5HJZJBKpTCdTrG7uwvXdR930+4bpjrHxSatsLTYplIpxOPxu5LN3O+1uMjXdUt1O4BFAgbcTQAYz6ihSYMZn+plFWWftYJo2mt5XvM6y8ZvmTrmpXzea5z0tUziavbZyx5qKnu6raYl11Rzj1PXvK6v+6ktvF5qo26H2U/z/urx1MdoEsmXjqnV/eFx5jjpGORl/aW6aybh8hpj4G4rtzkGXtcylVe98TCdTtHv90UprdfrUqPYq63cIGBZplAohPF4jOFweKqKKdvNZzkejyOdTmM4HErt0ichnMHCwsLCwsLCQuMTSUxXVlbwpS99CdlsFv/f//f/4Xvf+x4ajcYP5GJsMpksxJnqeDkmT2m329jb28Pe3h7K5fJ9x44xs28ymUQ8HofjOKJYAUcLeV7TTIqkFT2SZzN+j0SV7+lakbpfWq3S6pUZU0hCRJLppUryeCpkmsBoRVVnCubfmnh7xS6acaz6enp8ptMpRqPRgjrHe6qTQDGmVI8bz6dhWmuXET0SNKqjmsDxPpqEmKDKyTYOh0P4fL6FuFeTdJukXMcNc7zZBhIy9p/Ha5VX32+Oo77Pmvya9mCzXaaaTNUZOCqRBACDwWCh5qrXBg/b6bouKpUKbt68iY8++gi7u7s4ODhY+m8M43uLxSIcx5F6p67rSozxaUGT6UAggEKhgPX1dbz99tsol8tLybOFhYWFhYWFxeOE/96HLOI73/kOvva1r2FjYwM+nw9/9md/tvD5v/yX//IuheErX/nKwjH1eh3f/OY3kUqlkMlk8Cu/8ivodrsP1RENKqaBQAC1Wu2eGTKfZCxTyGiTXJYZ9X6gbZmmUmoeZ8YtAnfHJpoWWnM+mGqhJmKa8JiZXrVSa6p45t+8riZjZruXKZf8zOsemAqrPrduw7Jj9TlNFdTrml7HeN1fL7XTa1y8xnyZXVW3UxM9gpsRuhzNcWqz/kwnwvKKGTbv/73m9zIV2Ly+VoHZdt2OZQTfvO5oNEKz2USr1UKr1YLrukuVSJL6SCQCx3HgOA5GoxFc1z31+FIN1sflvxHD4fCuBE8WFsvwg/B/vYWFhYXFJwv3rZi6rovPfOYz+OVf/mX8wi/8gucxX/nKV/Cf//N/lr8jkcjC59/85jdRKpXwrW99C+PxGL/0S7+EX/u1X8Of/umf3m9z7gJtg61WC4FAALlcDtFoFMlkEoPB4AcuEyUVtOFwKJk+g8Egzp07J+Q7Fovh3LlzOHfuHFZXV9FqtdBoNE58DVqD+ZOlQIDFBT9Jq0k6w+GwKGA+nw+RSGSBqJk2XK2+kiDo7LzackqFbDQaiRUSwF330Us1pBpmkiAdY6mP1SSf56TqqNU6Kk7adqsVX62+avWK36FKrMmfrmVLEqHHjPbRfr+/MI6mYkm1U0Mrhjy/3kjQ1moe70VWTbVax7pGo1GJKWYMspdNlmox5wtropqkURNoU6Hl/TLnlN4k8EoWxXPpewFgIVbYLKkDeCcqazabeOedd7C9vY39/f2li20+V9lsFslkEuvr64jFYnjvvffQbDbP1MWRyWSQz+elXmmz2USv1/uB3KCzePR40v+vt7CwsLD45OG+ielXv/pVfPWrXz32mEgkgrW1Nc/PPvjgA/zFX/wFvvvd7+Jzn/scAOAP//AP8bM/+7P4/d//fWxsbNxvkzzhpXo8KVimzB0HL+WI8Pv9iEajYsm9nxhTTTZMgrCs3SaJMY8x3/NS80xypFU581wm2dR9X9ZXr74sUx7NupW6zeYYHaeAmsTbHFuvc/N3Ei5T4dRjskwxNP82SZ55P+/VV/M906psnmOZ6ukFs0/H9YPvaaJqEn3dRy81XbeZv3ups/o4r8zS+udkMoHruqjX62i32+j3+0uzfTPZl+M4iMVidxH0s/h3iWMRjUYRj8cxGo3Q7/cxGo2eqH8HLZ5s/KD8X29hYWFh8cnBmcSY/vVf/zWKxSKy2Sx+6qd+Cr/7u7+LfD4PAHjttdeQyWTkPyoA+PKXvwy/34833ngDX//61+86H5N2EPfKOMtyDNFoFMFgENPpFN1u94lYlJmZQLVS5gUde+fz+TAej+G6Lvb29jAcDnHhwoUFxc+L4C0D1VitFuprmlZGrbDx5fP5MBgMMJ/PEQ6HJeGKtkZScaSix4y8Pt9RfKe26rJtWp3j74lEQlQ5qrUcR+DumEK9+DfJPUGljLZKrZixzVRrNZFkm7Uaq8/J+6JJKttq3nfOCdNGa469qSDyWl5Emu/z+vq+sn9Up/k3gIU6uLSDmoSY48L3x+MxOp3OQhs1WTXHh/GqbCMVcpO0e5Epjivnlk6UZM5jsx08rxnfynbzb84d/R0A6PV6KJfLuHXrFq5evYp6vY5Wq7X035Z8Po9CoYBMJoNoNCqEttPpSEzraYPPZi6Xw8bGBt59910cHByg3++f+rUsPt143P/XW1hYWFh8snDfMab3wle+8hX88R//Mf7yL/8S//7f/3v8n//zf/DVr35VFmAHBwcoFosL3wkGg8jlcjg4OPA85+/93u8hnU7L69y5c8e2IRqNimWuUqmg3W6fWNE5a7C8ho79Ogm0xVWTPoLkisrpSaGJp9kWr/HSCqBJmszjtIpF0qDVQy/10vy+vqbOEEwybRI/M5aU7dPEx1RtvcbZVOo0+fP6ru6njsU97txemXaXKeNmMiGTPHspoMddj9/VbV3WbvN+mKTYSzn1up6XYu51773Gy3zfbNe97oeXEux1vmV95nHD4VDIaK/Xw3A49Jz/OjlZMpmUTZvBYIButytW5rNAKBSC4ziyQcTMvz+Iyd8snlw8Cf/XW1hYWFh8snDqiuk3vvEN+f3ll1/GK6+8gmeeeQZ//dd/jS996UsPdM7f+q3fwm/8xm/I3+12+9j/sNbX1/G1r30Nb775Jv7Tf/pP2N/ff6DrngWSySSKxSJarRa63a6ohcvAxfFkMsFoNJIEK7FYDNFodIEURKNRnDt3Dj6fD4eHhye2VjIJDIC71C5NzHRiJKpZVM50O0gEtIprWlqpGPKnSUTZNvYhEokgEAhIrGk8Hl8YHzNrq2m91HUzzUzAbLeXYqfbY9bSpMrGDQa9IaAJMbMqa4uzzgTM6/NY9kdfW2epNVVkfpfn1cqfVkS1Kq2VYD3X+D0SGv19rW5q4qdrrZoqpd5UMJVdKq1a1dWqsp57pprJn8vIJxVRfZ8Zo23Oc0JbenU8M1Xb2WyGZrOJ73//+9jZ2UG73V6a4ZbP5+rqKra2ttDr9TAYDFCtVlGv19Hr9c4s8VEul8Pq6ioAoFwuo9PpWLXU4tTxJPxfb2FhYWHxycKZl4t5+umnUSgUcO3aNXzpS1/C2toayuXywjGTyQT1en1prEokErkrqYIXotEoVlZWkMvlMBqN0Ol0UKlU0Ol0TqUvDwO92OWLqulJYJJEM9EPbZVchJ6UlB6nbpFQeNU15TGmWqXJh5eyBSzaYM1jzN9NUkRipa2gTAykr+mlAJvX0GOqSZTZdn28l4pGMu6VMArAXedcNi6a9HnBSzlcpu4uUwj1uU3rq1eWXK974qXueimjpsK7TK3l+HmNnUlMSWLNMfAaD/Papi3eS7VdpmZPJhP0ej20223UajW0223PLLx8XrRS6vPdseAz+dpoNDozB4fP54PjOEin03BdV7IFW1icNR7l//UWFhYWFp9MnDkx3d3dRa1Ww/r6OgDgR3/0R9FsNvHmm2/ih3/4hwEA3/72tzGbzfCFL3zhoa5VKBTwcz/3c1hbW8P777+PDz74ANevXxeV5HFCJ0GJx+OyoD1JTUG9UCaZHQwGEtsZDAaRSqUwmUzw3nvvodfrnahNWlHz+/0LGWX9fj8ikchC4hbaA7mgpgrolRyHiqAmPySQVAYnk8nSjLFanaOSFQgExBIZDocRCAQQiUQkzpBJXjQx0efmtWjr5blpB2YSJH7fjL00+8gxnE6nEjuroZU8KsOa8Gh7s1ZYfT6fJMoxyxzpucBx1rGWVEF1kh2T3PE8OhszcEed8MpYrF/6vvJvU83VJFJ/T1uqHceR65oEcD6f3zWnzARVerx4HS8yqY83a8ea5+LLrGM7nU7hui5u376Nmzdv4uOPP0ar1ZKYWg0+L5ubm1hZWZHSMCwt47rumdlqSYoLhQIuXryIt956C7dv34bruqd+LQsLE4/y/3oLCwsLi08m7puYdrtdXLt2Tf6+efMm3n77beRyOeRyOfz2b/82fvEXfxFra2u4fv06fvM3fxOXLl3Cz/zMzwAAnn/+eXzlK1/Br/7qr+KP/uiPMB6P8eu//uv4xje+8dBZ+sLhMFZWVhAMBnHjxo3/v703D5bsrM/7n15P7923735nNKMFLWxSBDay4gp2jIqlcIwDSRxCBZEQOyaC2IakKFxxiJ3EIlBlqpxycP6wwRXb2CHFUsFFUWKRCEYGs6hUQmiQNKPZ7ta39+2c3s7vj/k973z7vafvMpqZvvfO91N16053n+U97zl3+jzn+S5YW1u7pn0C94MUI3YI5W7r8TeL/niet629SCwWQy6Xwy233IJSqYSLFy/uefvSpaMIoGCRhY5kbinDZm0HURL0mS0CgnJOgfFKuZwrOySU4aYM1ZV5pNIx41jlPuTc2YJHutI7EeTIBbmYUmTJ887tB7m7k9rn2A6f3H+QOxqUg8rzGYvFEI/Hx/KVg1zZSdeqPae2M2mfB7lN+W9730HO9SQX1D7eoDkJcnO5jB1eLOeMywwGA3S7XaytraFUKpncUrke5zSdTiOfz2NmZgbFYtFsgw9NruX/R+yTGgqFTOgwc2AVZb8c5O96RVEU5Wiyb2H63e9+F3//7/9985r5IA8++CA+8YlP4Mknn8Sf/MmfoFarYWVlBa9//evxn//zfx4Lz/mzP/szvPe978XrXvc6hMNhvO1tb8Pv//7vv+iDSSaTuO2227C2toYvf/nLWFtbOxCiFLh8g8u+oyzItJf1pLPZaDSQTqfheZ7Jz6NzePLkSfziL/4innjiCayuru752CnqgEuCMJlMIp1Om3BjWbVXhl7ynEoHTwqNoPy/oCq8stIsj0kWNwIui0s6pdyG67ro9/vb+ntyXHIcdPe4bxmmLB035hYGiSspXO3qw3Tk5HqyvQ0fINDxlgVw7BxLVqbk3DAck451UG4kxycdbSlkKfZ4XjOZDBzHQa1WM/Mux2Dn/hJ5LghdcFucy4cDMuSaY7VzjPnD887KuPZ6ciwyZFq6s/KHfyf2wxS7gJjtzg6HQ3ieh3K5jB/84AfY3NxErVbbFh4bj8eRyWSwtLSEpaUlHD9+HAsLCybst9PpoFqtXrMWMcClvqXLy8sYjUa4cOECarWa5pYqV8xB/q5XFEVRjib7FqY/+7M/u+ON1Ze//OVdt1EsFq96g20KplqtBs/zkMvlUK/Xtzki04JOKXsLAhgrxrITFCrxeNy4g81mE9lsduzmv9vtmnCq/UDRQKfUFiLyhp6v7ZBXKTClG8nfMjRW7lMuw98UPrZDa4f3SndOboNzxt8cf1D+ZFD7FTvP0x4jrzW5/yC3jv+mkJeFlzgeeWxyf7bbFzQGSZALGSQM5W8pJie5vQC2CVS7KrN9HuR5tMdNbJfePgYbnic7vDpoXdtllcJctoixj8OGD0rq9ToqlQpKpZIRl3YobiKRQLFYRC6XQzqdRigUgud56HQ6aLfb6Ha71yyEl/OcSqUwOzuLer2OarU61nZDUfbLQf2uVxRFUY4u1zzH9HoQCoWMaHvhhRcQiURw8uTJPeVvXi/YwiGfz2N2dhanT59GvV7fU2GS0WiEdruNUOhyEZXNzU04jjMmBiqVCh5//HGUy+V9iXHesMfjcVP9Frh8gy8FqwyLlXmDMq9RigdZTVWGo0qhS9EgnTLmfUpXWDpuMvfSDje1i/HQUZYOpRRotliVOZNBAov7kqJOHn+QSKQgpVspncIgglxfKQyDigHZYtEeux2W3ev1xnqq2g4jx2cLUzqKdq6uHS4r50o+YKBTKpef5PpKF3M4HJqqzHa+rLzm7Pm3r2MWHwoSpvI4h8Mhut0uLl68iHPnzuH06dPodruB/6/kcjmcOHEC+XweuVwOvu8bQcv2Mtcq15N/v8ViESdPnsQTTzyBCxcuqFuqKIqiKMqh4kgIU+BStb94PI6TJ0+i0+ng2Wef3XMRoOsBHVMWUhmNRkag7NVFGY1GJm9MVjSlcEgmk6a0/l7bxQAwgskuQhSUWyrdODuEl8diF52x3UDb7QsSNUGCjPuQ68m8UhsZkkohJIWLdNKkIJFjCfotHcIgd5RuYJDolPuUApXYc8OHADLUNkhE2ecuaH5l4So5l3QAJ1WKlQ8TbLc5yK22BbF8b1L/3p1yrm0H2L6GpIiWr7lf+aBFnjO7Qm+QM9/pdHD27Fmsrq4aIS+PiVEQhUIBMzMzSKVScBwHnufB8zy0Wi3U63UTknwtSCaTyOfzCIfDqNVqphKv5pYqiqIoinKYOBLClDfZiUQCd999N86fP49vfetbaDQa0x6aQbp29Xodw+EQjuOg1+vt6aaVN9KtVgvZbNa0b6EQYmXel7/85QCAp59+es9ji0ajcBxnrMgQhZMUEtKZsl0mij+Gh3JbMl9PCgpbzPEmOpFImBxSOo3A5d6aXI6hsOwxKccjq91KZ0+6i3L/tliaJNCIrN5qi1zOA0U958cWPAznpWNJZCg1IwF83zfFdmz3lg6z3b9VijQ7p5bLUbzY4bzEFupBwlQ6zlIcBlUylpWPGdYqtx0UPk24rMxblp8FnR/uUy7LBwFSvNrXBAX3cDhEs9nEU089hY2NDbiuO9a+SIbPLiwsYGlpyeyPVbNrtRpKpZLp+bufSIa9ks1mcfz4cUQiEWxubu7YX1VRFEVRFOWgciSEaSQSQSaTQSKRQL1ex+bmJs6cOYNKpXJNbgSvhH6/j3a7jcXFRSMs91OhU4oyz/Nw7tw5IxR4E9/r9VAul6+4b6sdehmPx5FIJIwIJrZDKUWErDpMgSgLJ8kwU26L68ltUYglk8kxcSkFnhSF0qW03U+uy/mjMJEhuWz5IkXfpHMTlL/p+8HtSKSYH41GRpDy806nY9xM25WW88D9sJgSxa8U0/a5CAorlgLPFqhB4pD7tMcm3eig68AW0UFuJXDZEZbzxdcUh/L6kNuyX9tiluHTdh6w/B00X4xKWF9fx4ULF7C+vo5arTa2z0gkYpzSY8eOoVgswnGcsaJcrVbLFLm6Vrml4XAY6XQaCwsLqFQq2NjYOFCRIoqiKIqiKHvlSAjTaDSKmZkZJJNJVCoVrK6u4sc//vGB6F9Ker0ems0mQqEQ8vk8otHoWM7jbkiHzvM8PPfcc0aY8qbd8zxsbm7uq+iTHXIrQxvZx5SOou1MBm1LumLA5bxGmX8qXVeuJx3VUCgE13UxGo2MkysFlR16yfmRFYClkLJdPTt0WIofKcCJHY5si2spomRLG46LvweDgenfSfHOsfG1FNEy3FbOLV3OSeHLRD7MsOdfLseWImw1Is8JHzTI47aF4W5IgS770gY5mvb+efyyRyznRV679g8FdTweNxEJexGmo9HIFCw6e/YsXnjhBVy4cGGbAxmNRo1bytxSx3HQ7XbR7/fR6XRQr9fR7XaN8L/aD8kYppzL5bC8vIxyuYzV1VV1SxVFURRFOZQcCWE6GAxQrVbx/PPP4/Of/zw2NzcPXH4VQ3lZuMh1XUSj0T0VPwIuh6cClwXdYDBAvV43+Wxra2vY2tpCq9Xa801wUOgn9yWdJingZHitdPGkuJX7lyKC+2LIL4sc2e4a+2tSzFCg2M6iPf4ggirOclvhcNg41xTRMsSU4+H1JEWjPE4KTPYHlXmto9EI8XjcCFL2D41EIkilUmPb5b5lgSnb3ZX7puiy810ldoiyPH45D/IcUvTIHF85n7xGbLdSutj2+1IwclxBFX7lfuzrRlYWltuU16ssREW30q4CLMWydH97vZ4pWHTq1Cmsra2NuZ0sYpbL5bC4uIiVlRUsLCzAcZyxolDdbteE1F4LUQrACONoNIpSqYRGo3HNKv8qiqIoiqJca46EMB0Oh6jX66jX6zhz5sy0hxMIq966rotSqQTP8wKLwEwiqBLpYDAwPRLr9TrW1tZQLpf3JUyB7aJO5iLKEFlb0HBd+7UtRvr9vhE5hGJTih85DilMeaz28dsOme1+kSCXlOOWQlSGfnKbdgiqFFzynEiHOBaLbROMoVDIiFJbmDKkVx4vHVT5YIBzKYWZXQzKdlhlnivHL4W3/cCD4cYyhNc+t1yXcxWErNgrzwVDme1rJaiYlB2ezHNmC0s6ycwflQ9WKORtQS5ddPuarFQqWF9fx49//GNUKpUxoReNRlEoFFAsFnHTTTdhYWEB8/PzZizcTrfbRbPZRK/X2zYHV4tUKoXFxUVEo1FsbW0ZYaooiqIoinIYORLC9DDAUN75+Xnk83mUy+V9OSlcjqG1zWYTtVoN1WoV8Xgc3W4Xg8HAhN3uB/ZGjcfjSKfTcBzHbEdW/rVFgXRIgctFaOz8Q960S+FB4SPbyfi+v60ViQyX5XK2WJKFhuz5skWyDJvl+9LxleGmUlgDlws52XmRHJctVOXrZDKJZDJpHNpkMolYLGbyd+2HAEEhuRwPBbQUfnJ/tlsp52OSoyrnmsWrmHPLY5CFg4KEur1N24WfFDorzxVDdimw5PmXY5HLy/fluHgeOc+2IyvbHQ2HQ1SrVbRaLTz//PPY3NzExsbGtoc8qVQKJ06cQKFQwPz8vOklTFFLQcoQXjlnVwseL4selUolrK6uXnFuuaIoiqIoykFAhel1QhZAyWQypi/jfoUpQwY7nQ5arRaazSYcxzEVcW1nci/w5jwWi40JJilMKYiCBIgdusvxSiFg/5suly1MpVsmhaocqx2SKccgxXCQwJOumRR6tnMnxSDPmxRBtoCUrVNkeCmXYY9YOnU8fs4zx2I7sNyedEZtZ1fOKZ1CO5zTdgiDziOxW8fIuZ0UFi3dTTuXU27Hdl2lo0wx7Pv+WIi7PMdym3KOpbCWgnk4HCKRSBgH3j4Gusy9Xg/VahW1Wg0XL17E5uYmKpXKNgcykUhgaWkJuVwOMzMzpmoyt+N5HjqdDjzPM3/zV9st5UOddDqN+fl5lMtlE4WhKIqiKIpyWFFhep1giKfneSiVSmi1WvuqykuxSPHJf1+4cAGpVAqpVAqtVsv0MdwrodClIkcUpLKSLosfUUAxN5AihEJNFhaSooNIJ1IWKJrUI1W6knaBJ+m4AhirUmuH9doCluJROo7yc9tp4/sU0EHVaTkfUhzzOCmGKLRkm5hIJGJyg1l4iO2EZEgvf8fj8bG5p4srcyvZesZ2J6VzK11K/jtoeVuAc0zyHDNMVobzynmWInBSCx95jQSFIsuHLHYOKc8Jry37IQP/bfeKlfPFsNtOp4Pnn38epVIJZ86cQb1eN7nRsVgMjuNgdnYWy8vLmJ+fRzKZRCKRMAWr+v0+er0eGo0Gtra2xsJ4rzapVArz8/OIxWJYXV1FuVxGt9vV3FJFURRFUQ41KkyvE7wx7/f7aDabRpDsRZjKcFXeVNMxq1Qq6PV6pnciQwj3ghRespendK9kSK9d9MgWdEBwixIZLsm5CBKPXF4uQ7EnnVs5fgqDIIfQPk65jiyeYy9vC1z7+GVV4aCCOzLPkcv3+31T7CkajaLb7RpxxOJIHAvDQrltAOahAIWbbBcj3V65D3nsUjTL47Tn0hbzEvuhwKSq10GOqjzfcrz2OjKc2XZI5W95fUiHWApZWfVYCnbOK68bupzr6+vY3NxEqVRCu9021zkLHi0sLGB2dhbZbBbxeNy4u9xOv9+H67poNpumTczVdkuBS/nXxWIR0WgUlUoFrVZrT72QFUVRFEVRDjIqTK8TvHFleCpFX5Coktiiig6m53lotVrY3Nw0/RKbzSZyuRwA7KllhLyxZ34ceyDKENogN0uOS7Y4kWJVCrigNi7AeJ4mMB7Ca4fH8ndQGKotPGVIK9eVjjCAbcKOY7NzaqX7J5flwwEpFicJcymG6MTZPUo57/KcyErIco5tB5nrcjl7LmS4MNeTYbDyGrTFoXQ+pciV1ZZth5XL0B2V54JzKscvzwOvF/mb+7B74tIllq16pDvPdezQZ+BSHqvrujh37hzK5bL53Wg0zMMex3GwsrKCQqGAl7zkJSYMX14Xg8HAFCBrt9vo9Xro9XpXXZjyWGZmZnDXXXdhfX0dzz77LBqNxlXbh6IoiqIoyrRQYXodkXl4vIm2RVYQthiKRCImn63VapnwXs/zTOGivSLFGG/ypfABtrtZQUWQ7HBO6fbZYkVu03bm5LZsl0wuEyROg/YlBZcdjmsfp3288rX9b7kuj3eSCJGuMV+ztyW3QRElc3tlvnCQSA8aD4sr2YWUghxk+xxyW7ZotM+lPRbbAbfFKpe1i2PZ45fnJcittV1UjjUod5Zjt8OR5dwxt7RSqWBrawvVanWsxQv7oObzeczMzKBYLJrwXfl3w4dO3W4XnueZ+Zd/E1cDXh+pVArFYhHlchm1Wk1zSxVFURRFORKoML1ORKNRU1EXuHRT7Lrurnlh8gZb3uQzF3F1dRXZbBaJRAKu65oQQnnzPwneqA8GA5OrNxqNkEgkkEqljACl42aHYHJs0jmzc0jlctI5ZF9PGb7KeQoSp8DlG3OZe8kxSyfRFjYyz5G9Y7merOYri/7I9e0CTEQ6m/I9vs+8vyDRKgWN719uD8N98SeRSGxzRe1tcG7kOeA6vE6kYKX4tcWqDD1mCGsoFDKh4dKlBTDmXhJb1AcJRztk2HZy5TFIOKbhcDgWERAUHizzUAndal43rGr91FNPmTBehljHYjGsrKwgn8/j5MmTyGQySKVSJkzavr46nQ7K5TKq1arpLXy14HWfTqdNz9Tnn38eq6urps2QoiiKoijKYUeF6XXCduvsG/adkM6PdDeHwyFarRbC4bBpTbFfp0aKRimCJ1XgBS7f/NshrnZ/Sik2ZBis3IcdIsv1gyrD2k6oLWik2Ak6TvsYbBE1ae5sly7I5bXnSeaP2vuWc0KhJAWU7cZSYMrl5DUU5DDarrUU8ZOwXU/bTQ7Kyw1yXeW5CDo/ci7sccviSnJZew5tJzzI+bbHIAs4Mfy22Wxia2sLW1tb6Ha7Y62BcrkcCoUC8vk8kslkoKDneaBj6rouPM+7qoWI+LflOA4KhQLC4bBpbTMpz1dRFEVRFOWwocL0OsGbYRZa8X1/rIXFTsg8uWg0isFggHK5DN/3kcvl0Ov1EIlE0Gg0xvpi7hXpfPb7fbTbbSSTSaTT6THH1K4My3WZz8f90mELCsuU4alSKFAIyby8ndxPup3S6eWydMZk+xGKOrbFoRsoty8Futy/HC/Phy2ypMDnfuywaLkfCgoKbOaW0h3L5XLGrRwMBmi322MOK8fC7cg5lKKfywSdC4YTx+NxUzWaglZuU7q0tlstw6VtEcocTXnctpDlvvhQg8IwkUhsOy9yzPacElkkS17XrL7reR7q9To6nQ6efvppbG5u4sKFC6hWq8YpzmQyyOVyuPnmmzEzM4OVlZUxl1TmVDO3tFKpoFarodlsmr/vqwHnP5PJYG5uDrfffjs2Nzfxwx/+cF/VtxVFURRFUQ46KkyvE0FOk+3ETcJ2l3zfN1V9HcdBOBxGu92G53l73mbQ+CimWEHWdkR3yqGU/5Yune282ULQ3qbtuNlOmL1OkPPGY7EdPRJUlVeOzZ4/O8x00tjtz2wX1xbY8jfniWJb5jKGw2F4nrfNBbUfEPC9oOOQrjtfBzn29vmx55avJ507eznpZtrzZy9rvx90DLKA0qT17H1Id5oiv9FooFwuo1wum76jrEDNUPZ0Oo1UKoV4PD5WcZnbpOhl2x+G0V/N0FrOYSwWM71wAaDVau25+raiKIqiKMphQIXpdYI32dlsFktLS+h0OqjVantaV95Ys9pnv9/HcDg0/RYLhYJxEe181N2g69ZqtRCNRtHpdMbyX9lDVebtSddPuqDy5h247IrKZbiczI+0XS5bYNliiCGVcozcrh26yffoDMoiQQzDlC6cjZ3vKh8scB/SMd4pRDvI4aNLl0wmUSwWEY/HTfsYusgsqgNcrvAsCyMx91K2kZE9YKWTKB1l+YCEbmWv1xtzmSfl2NqCfS8PXGQlW9/3zfmgKysdbhnObYd7yzxmub2dXO3hcIher4fV1VVsbGzgxz/+MUqlErrdLsLhMAqFAlKpFI4dO4Z0Og3HcTAaXWrJFI1GkUwmA0OPe72ecU73Ug17P3BukskkPM/D008/jXK5bNrZKIqiKIqiHBVUmF5npIsU5M7ttF7QTbEUqRRXdtXc3bAdJdmmxBaHQe/t5FrJ921xabthQU7obuOXYbd2nqP9EzSPthC2xwtgmwCgYzfJNeXnsviTLZLkXIbDYSNGZXEdhnHaeaR7OR9SJErXUj4A4BgnhdcGCfKg82Z/FjTH/C1deOniSodczutO51+uJ8/fpDFQ4DebTTQaDTSbTbTbbSOQ6ZLmcjkkk8ltD2DkeeADCT4s6vV61yS3VIZms2ATw7oVRVEURVGOEipMrxO8KW82m9jY2IDruojFYnuq3hkKheA4DpLJpMnZY35qt9tFKBQyRZAymYxxzQDs6QaWAoT9HylOGT4oRY0teCme7PES6WxJl9IuIiOr5MpKubb4k26a7QpLEcHX0s2UfUllWKjtKMp+s7ag5DxIcScFLX9isRgcxzFhnnIbPH+xWMxUas5kMmMVZylKEokEgEu5lxRAnFf5EILiisfJc2I7jXIM3DfXt4UVXVkZTsplpZCU4tIuRCRDXvkghZWB6QYDGMtj5ljk2O08V3lNcM4SiQQcxzHnlOKR87a5uYnNzU2cOXMGa2trqFQq6HQ6iMfjSCaTOHHiBPL5PBYXF03uMq9vOrM8RuZiVyoVbGxsoFKpGJF7NeDfC48JALrdLqrVqpkzRVEURVGUo4QK0+sIb+ivJA90kgMmXRsKSXkjvddxyRBPWb1VOmly/PbYgMuCTY436DiDPrPdLhLkVkphJMWh/T63Z8+3DLcNypO0XVZ7jEHVae1tBCGPmwWY+MMx2k51JBIxrrjsTxqUe7vTnO80HvvYbSbNhXRb5fXJEOL9utY7uc/2Mdmh30HL8Dzzum61WqjX62g0Gmi1WuYBBAt9MaeUolkWjQJgHnLw3/y7Y47q1Qqt5dzKNk3M/b7arqyiKIqiKMpBQYXpdSaXy+Gmm25Cp9PB5ubmrjeZMh+SeYF0U0KhS1VbQ6EQGo0G0um06WmaSqXguu6e2knwBp5VPpnPGJTrJ90x+WO3IqHDZrcskU6fFHh0gOV4ZFipRIbJcnm+R6er3+8jGo0aB06GhkqBB2DbvmzHT/br5H5Go9E2J1Suw2q6MtRYHnc6nUYymTSfyxxihmT7vo+trS30ej3UajXj4lL4Mb+RocC2e2xX17Vb7HA5uyesfbycDzqoFG4MM+Y1JoUpr1eZ/wkA8Xh8bCzyoYHcFt+3j0EWIeKxRCIRZLPZsYcowGXx2O120W63ce7cOZw+fXqsCm88HseJEycwMzODubk5OI4zVvlY/mb161gsZh4WtFotbGxsXNUKuZFIBPl83ri+o9HIOKWyarWiKIqiKMpRQoXpdUK2RqEYDeoVajPJrbJDUxkiyc9SqdSY2NwNmf8nq/MOBoOxViZ7xQ5xle9L5HalEJHhwvb68nVQqOpOxyhFtnRabfctaLxyPEGOLNvE2PMgC0fRBZPCS4ofmd/LdiQ8D3I+5YOCIPdU5nHa58J+uMD3pSMf9PBBHq8sghXkZsr97+SIBl0jfD/IFd/P3wvnwXVdtFotNJtNNJtN8+AlGo0iFouZXqV2+Lt9fchrk+4lf65WP1HOL0OX+XdNoa+iVFEURVGUo4oK0+sE8zdrtRo2NjbQ7/eRSqXG8gaDsEMVeXPMPpes7Ntut02P02QyiZtuugkbGxuoVqv7Gqfv+3BdF51OB61WyzhEMseQN/AydNcWD7aIsgUo12c7jm63axw2KSAnOURyOem+SteTQo/j4bak08Y54/nxfX9bj1OZYwtgzCGU8xONRk2FXwpQPkAgrHDM7dgPKyhy6HazJ6acd7p3AEwOKo+ZLhvncjQamX3ydSKRMEWWZG4tcxnltSBDdjnPdKHtcGiGnEohRWTeMh1fe188BvmbxywFov1wgmORjirP13A4NL1KV1dXTRXe4XCI2dlZZLNZ3HrrrSgUCqhUKqYadTgcNi6s/PvkuWm329ja2kKlUkGj0bhqYbwUy47jYDAYoNlsBjrdiqIoiqIoRw0VptcZFmOhc7UXpANG8eE4jgktDCpa5DjONkGyG7yRZ09Gz/OM0JLig2Oy3Skp5Cii+WPngMoQTYqzSQ5bkIMZ9JnEdnhtsSzDlINEUpDju9McyM8oRilMKUQZiitFM/cvCy/ZlZHluGS4sxTNk5zJoLHKcyLPWZArHgqFjFBnMSgpZqWolmOctI+gPFB7f0HIBzOTnFz5Wl5L7XYb1WoVrVbLtHOJxWLIZrPI5/OmjZC9XSlwKcx5zfR6PdM7+GoJxlAoZP5u7XlUFEVRFEU56qgwvc5INwyYfCNu43keHMcxQiefzxvR4Pu+EZOdTsfkmqZSKWQyGbiuu6f+inSGarUaotEoGo0G4vE4isUigO3ixxZOMsSTbqctUKRIpTvLfEz5Gd3NIAdWCoGgUNagFiR8T65vO9VSuMmQV3m8oVDIOIYUlXZP0HQ6bfbJ4ka2qLVzUDlPdOykq8uxyTFLUSrHL39LgSVbCnHfvJ54XI7jBFbYpXBj1eBut2vmqd/vo9vtjo2DzikfknAepEDn2GWBoaAHNTI8XR6X7EdrF1ySDzoGgwE2Njbw/PPPY2NjA7VazVS4PnHiBGZnZ02/Uo6Pc87qt3TAmcfL3NL19XU0Go1tDu6VEolEMDMzY3J0NZ9UURRFUZQbCRWm1xneyFPAtNttU0xn0k2odKbonvDmOpfLjYXBsv2FdOtkKOlOyJy8TqeDdruNRCKBXq83VnQnKOfOFo7yeKRTJtcDLreJkaJqJxctSMjLEM6dHFXbMbS3SWEkXbegHMig8dmil8iCPnJdO29UikY64xLbxbXnivuX+5qUHypFJccol7cFaSKRMKHKsnBUv983AlGOx54rOXY779V2PG0muaIyxNdehsfT7XZNBd5Op2PmxnEcpFIpZLNZZLPZHatMy31IsSv7B18N8cj5ZXGodrttIisURVEURVFuBFSYXme63S4qlQqWl5cxNzeHTqdjCtxMqtBLx4s/0WgU2WzWVBSt1+vmxrtcLhsRyZDevfY9pOCo1+vwfR/r6+sYDAZYWFgwy9hCRAoZ3kRLx4ohrbabJW/2uV0pXCbdkE8SbHL/FF4y/FIKUoY+A9tbuLACshRutrCXopZuIPcr9w1cEqDsSyqPr9frmX6edBiHwyE6nQ6GwyGSyeTYPNvHL+eax0lha1dulo6xzKXtdDpjApTzwXOWTqcRj8dNriUAUzRIuv50EmVYMrfFc87xcDkKMPlAIejc2gXCbDfcPhfcLwBUKhWcO3fOOKWsKpzNZlEoFLC4uIjZ2VnTgiVI5NMh59zxwRKdfkYFvBi4j0QigUwmg+FwiPPnz6tjqiiKoijKDYUK0+vMYDAwuZssshKLxXas6kkh0+12jZhIJpOIxWJIp9MYDAZIJBKm3Yjruia8Mp/PYzAYoF6v7zo26aRxf+12G81m0yxDV8cOobVFIN+zsdeR/7ZfB+Vv2utS1Eh3VgpDKfalU2rnEkq3lZ/bhXiCjiXoGKU4k21+7MI8slCTPT/2tqXolmOzHV07/Fi6r7Z7yXEQCnKJnCeKN9uhlOJR5sDKfQaFgdsC1naK5XkNClO2zyeh+O52u2i1Wmi323Bd1zywkU4pxabM97XFv8yntXvKXg3hGAqFTJsnCuKdHs4oiqIoiqIcRVSYXmd4Y9vtdtHtdhEKhUy47CRx6vs+Wq0WBoOB6Wc5OzuLWCyGYrGIcDiMfD6PZrNpQhcrlQocx8Hy8jL6/T42NjZ2HRsFg+d5iEQiqNfrCIVC2NjYMI6s4zjIZDKIRqNjFWHpOPLmXTp1chnpkk0K6QwKBeVnQfmjXE5+DlwurESkGJIuosz1tF08OS45Jh4vX9vLUBx5njcWCi1FHt1OeUzMR+WyUsjZc8bwzyB3Vzq38jddbIoyOdee55mxxePxbdcG50lWQQ6FQmYMnFcel13USv6bubLMa50U4mtfAxKG1drCm05mo9FAqVRCrVZDo9FAoVBAOp3GwsICCoUCQqEQPM8bi1jg8ciHC3zgwgc2fLAUJOSvhEgkgoWFBTiOY4qO7RTaryiKoiiKchRRYTolPM9Dq9UyYY5BzpuEIqvT6RiHlaG6yWQS2WwWvu+j0WgAgFkunU4jlUoZR3W3fovyBpzbaLVaCIVCSKfT8H0fiUTCCB0pBG3xxDBV2/2Uobx8Ld0pws+Dcgzt5aQYlQIoSOTYIa5S+NjrAhgTYXI7QeHAMlxX5gXLZbk+xRtw2a20HVN7Pbku/22Ld1vQTHItg0Qv901nX86L67rmuGQYK88FiwexoBKr1/Ial1VtOX6GT8vzJEWhfa3IBxCsSC3nHIC5dtl6h4I/k8kgm80inU6bvFkK7uFwCMdxxq5Je0yyvy8F6ovtXxqNRuE4DrLZLGKxGMrlMjqdjlbiVRRFURTlhkOF6ZTodDoAYG7YdxOmvIFmFVC2ikkmk8ZBDYfDqNVqCIUu5YlmMhkUCgVUq1VkMpmxAjA7QceTIrdSqWAwGCCVSmE4HCKVSgG43JNTVlglzHG1BZTt0lG0yeqsdngogDExKcWNFDUyRJRh0tIZlQLXzsOUua12cSSOxS7iRJcyqNUKhRm3ax83t8eHBcwntMOk7VBVWyBLIS2X47/lQwMZZivXY+6lxPd9dLtd9Pt9c920Wq2xbch9yp6t8rgYKssQcF4nsmqxzOGl2JVOty0Q5fXBSsHyfLmui0ajYcRpKHSp4nChUECxWEQ+n0cqlRqrHj0cDlEoFBAOh81x2tcNz5OsgP1iCIUu5ZYmk0nz9/vkk0+OzbOiKIqiKMqNggrTKSFv2GOxGJLJJAAYhykIVt1lK5fRaGRafjA0sdVqwfM8dLtd1Go1nDt3DvV6fUxA7gaFgeu6CIfDqFarGAwGyGQyGAwGSCaTY4VhbNfLDkPlNqU7KkWaLCDEY+fnFC0cu3T3gtxCKSL5nty3hO/ZOX1cPkjQcj3pqtnblsLPdnOJbJ0ij0+uL4U2BRkL8cjt2fsKCo22BWtQpWQux4cgzGemc0sHdadQbHsu7R6odjVdOX55PcjqwUHY511uh8K02Wwatz+ZTG4LpyaO45iHArYzy7niOBgi/GJFKcddLBaRTqdN9MTVCg9WFEVRFEU5bKgwnRIMc0ylUsY1iUQiaDQauwpTOqK+76NQKCAWi2Fubg6O46DX66FSqaBaraJcLpsiSBSPe4GCiCGFW1tbcF0XmUwG/X4f6XTauKqj0ci4tgDG2tPY4btSlNpikgJIVkiVYoHbsysMS0FF95n7l46g7bDKz2WOKc8Nj8UWpXKObIHN9+XnFFlBhXJkSLItTKVolrmO9rHZjimdvqACPtwn3WIek/0whKKQoo7b4cMIu0qxfBDAAlx0UOPxuBF+zG+151I+HOCcM9eWLVNs59gOt5aOebfbRb1eNz8AkEwmx9xoGfLM0HQ5Tnu+eHz9fh+1Wu2qCNNwOIy5uTmk02k0Gg3jUNvXiaIoiqIoyo2ACtMpwRtx3pDG43HjPsobdRsK2kqlgtFohMXFRTiOA8dxMBqNMDs7i8FggHg8Dt+/1BIklUohnU4bceS67o4tZChSWISl0WiYwkuj0QiFQgGj0ci4YSzuQ9dTCiXbGZUuH9ul2DmF9ljouHEbwHiRH2BcmBApKqQTy7m1K9jKbUvRaYeP2g6kFH9SpElkGDKPQ+5HhiPLfTL8VYaWBjnEQY5tkPNnO5VyPNL9DModDWpfQ3g+ZVEnhlPLObaFO8fC5ShMOVdyziY54aTf76PdbqNWq6FcLhtnU85lMplEIpGA4zjbRDKvH9vN5vssXMbiR1cKhXc8Hjf536urq8Y1VRRFURRFuRFRYToleOPPG9z5+XkkEgkjTCe1ouA6zCX1PG+shctoNEK320UsFjO5cMlkEqlUakz87XRjzRt+upeNRsPs0/d9tNtt+L5vKqrSPaWIssNxgfEek9KVCgqvlYJFClMprige5Dq2syad2KD8T4Y3BzmZdnioLdzssN8gB8/+Ldej+xnUgkXOAR3jSeGddkiunAMpuDkXtmNsz5cUkTKHVopC2ynmPmUVXor0oHNrz5fctzxncj7tEG1uT0JhWq/XjTDtdruIRqPmwQlFaSKRMOdfOsSDwcDsiw8weDx0g3eqoL0bPF6OhRET9Xp9x2gJRVEURVGUo44K0wMAhcdwOEQmk0EqlcLW1hY8z9u2rAyzjUajKJfL6Pf7piCR4zhIp9OYmZlBvV5Hu9024aDZbNbkojJ8c6ccPobA8t8bGxtwXRdzc3NjLUXY+oOv6QTa25NOXFCeoy12JLYjyLBSO3dSzpF8T4pKCltbLNv7DiqeFCQ4g8StnffJEGeeC5k7Ko/PPh88ThJUpChoruV79jzJPFDpHAcJY/uYJoWZ8pgYEmvn7lJw2mOUItkObZaOKZeVxa/ksTEnutFoYGNjA2fPnkW5XEa73cbs7KypxsuQ3lgsZgovyetSFm2S4+92u8aB3WkediORSIwViLpw4QLC4TC63a6KUkVRFEVRbmhUmB4QeGPMaqHVanXHZdl/kc5pv983eX2JRAK5XA6u645Vqc1kMsjn86jVamO9JydBV4g37JVKBcPhEM1mE6HQpfYx0WgUvV5vrH8lMC72KCqkGJIuGZfZaTy2MJVCJciZC2ojIkWiXFZuX4o6O3SUSBdvkntob4tVioMcQ7ksxYks9hTk1NrHbM+3Lf5tFzhIuNtzIufMPgc2vH55DdJV5PsUgZPynG1hKkN87ZBk+7i5fq/XQ6vVQrVaxfr6uqnKG4lETIsYx3HMWGRFYPl3QmEqHWDZgiboYcBeYQgvqw+XSiX4/uVcWkVRFEVRlBsVFaYHAN+/lAva7/cRj8eRSCSQzWYRj8dNeKG9fL/fR7fbxebmJjzPQzKZRDqdRrFYRDKZxPLyMiKRCFzXBQBsbW0BgLkZz2QyaDabe3Jp6Joy1HB1dRXtdhuO45j2MRTGzN2T4ohIkWeLDCle5Wd2WKfdRkWGDdvCzP6xxax04OwwUblvjpnHJUNcg/ImpRPJ9+m+yRBtW3DaY7DFZtDYpNvOhwO2GLWdaft8cFw8X3ZxI/sBQ9C5kwWVpPCWubSDwcA41baDbYf52sgxyXnk306tVsP6+jrOnTuHzc1NNJtNAJfyY7PZLGZmZsYKINHZjcVicF3XPOzpdrsm11OKd8/zTBhvr9fbd+XceDyOaDSKfD6PeDyOzc1NuK5rhO5+t6coiqIoinLUUGF6QKDDxJvhRCKBcDhsqvAGhYr2+31zA16r1QAAMzMziMViKBQK8DwPuVwOrVYLjUYD6XQanuchHA4jmUyair27QSHQ7Xbh+77ZV6fTQSQSMRVKZW9IKZaCwmAnhdESmXsIXBbHtiNrO5AcL+dI/kgRym3I/dlCNGg80tWU50L+tteRYwk6TntZW0TawtcWnfIcTdqevc1Jobt0lKUQt8cgz+kkkS3FuQxhth1fe57tY7GvHVv8021stVomt7TZbMLzPBOum0gkkE6ntxU84ucUh/1+H71eD57nbauG3O/3x8J89+tuMg88kUggHo/vmuetKIqiKIpyo6HC9IBAcVWv1+G67li4oXTcJAyrZRVetnRxHAe5XA6DwQCe52Fra8uECna7XSwtLeGOO+7AmTNnsLm5iVqtZkTnbgyHQ9PXNJ1OI5fLGQc2FosZVyxIuNi9KfmeDAO2+5YGOYYUTzIkVeZ5SsdUzpvcL/MS5fjYUkcKEh6zHAMFm/2+HdLr+74pciTFscR2lTl3UnTx+KQ4k25eUPix7aQGzQ3nni1K5LzYopBzyTFTcMrj5uccj7wOuF6QqyzHHCT67Bxe283sdrtYX1/H2toaLl68iFarZa5J5pUyxJihtPI355DC075GXNdFp9NBs9nc89+JTT6fRzabRb/fh+u6V1w8SVEURVEU5aiiwvQA4fuXK+Fms1lTTXRSlV66PKFQCI1GA7FYzLiYsVgMqVQK+XzetKMJhUKmUNLCwgLq9brJVXVdd0833KPRCK7rIhwOo9FoAABarZYp4EJ3iYJMhuhyzNKhA7Y7l5McMtsBnJRvGLQve96Ayy6sHT5LZJ6nLYzl9uV27RBXLk9BKAV60DZtQR8UFmxv237NfdhCcC9zErStSWOy519WKJ50juwxSLE/aU65bXt9/rvX66HZbKLZbKLVapnrj+1Y+JCHP/y7khWAuQ85drl9hvJeicsZCoWMa1upVEzosKIoiqIoinIZFaYHDFbLpcuztLQEACaXNMixGQwGJqT37NmzmJmZQTgcRjQaxdLSElKpFGZmZlCtVs0PC9KsrKyg2Wyi0+mMhS9OYjQaod1uYzgcolKpYDAYIJVKmd+j0cgUmWFoLwWBDBO1HTwJxQAdRykUmAtJcScLEE0Se3YbFO7DFl48fjqndKula8lcRFu8BQlGu+APt83t8txJJ5VVeGXhHbp59nhtkStdTDm3dksa6VLyh8cnP7edTtnSRR6zPG7pYnPueS3SnbTnSYYk83OOi4WqZE4p3dtOp4NyuYy1tTVsbGyYv4FkMoloNIqZmRnk83kUCgXk83nkcjnTOonCVF4ryWTS7Jv9gl3XNY5pUL73ToRCl/NYU6kUUqkULl68iHq9ro6poiiKoiiKhQrTA4Ys6jMajUyvUOalBTmbFE/dbhf1eh3RaBTtdhuZTAa5XA7ApRBRz/NQq9XgeR7a7TbS6TTS6TSy2Sza7bYpwLSTOKVI4v6i0Sg6nY4JJWbFUQoKOw+SgiMoJ1SKFhluGuSg7kaQiJP7muTY2oLV3ibPjRTF9nLyOO3x2/MRNL8M1Q1yOm1xKdfj9ic5pDs5zkHzJZ1euZw9fnscMmRaFlTarWes/LcUppwPuX3+LVSrVdRqNbTbbfT7ffNAIRKJIJlMIpFImAcl/GEhIns8FPYU0HwYMBgM0O/3d/3bkPD80KGlCObfjqIoiqIoijKOCtMDyGg0QqPRMD1IeWObSCTQbrcDHcbhcIh2u20KwfT7fSwvLyObzZowQtmX1Pd9LC0tYWlpCbfddhs8z8O3v/1trK6uGnd2EsPhEJ7noVwuw3VdOI6DwWCATCaD0WiEdDoN3/fHRADHKMWddNZkTl9QqKh0HaVTaLc9oSgMEpZS1Pi+b8bGZVkch5+zZyXh/HF56eZOcm0JQ0spUGynUI7PnhN5/PaxynBdmQfKBwi8fmSrGunOBrme/M3lmINqj5X5qzIMdzfhxrmyXWz+2PMjnePhcGgKFLVaLayvr+OHP/wh6vU6tra2MBqNkMlkzPmfmZlBLpczbmkmk0EymRx7YCDnznVddLtdM4/tdhvtdhv1eh2dTmdPD0QIHVKOvVQqoVKpmEJhiqIoiqIoyjgqTA8orP7Z7XYRi8VMzql0c2xRQbEXjUbRaDSQy+VMK5l4PI5kMolMJmNy5ZiDmkgkEAqFcObMGbTbbVQqlR2FKW/ke72ecUwdx0G320UikYDneYjH40ZUcB1gvF+lFDGyWiqwPecyKFdRLhu0/CTRGJQHSaEpW91w/Byb3Xs0aGxBocT8N0VXUBEke34nHae9jO2OTsrFlPMQ5D7b4chBjmmQE2uva4910nkLemjA9+VndmVlupfdbhftdtu4pbwWKf75IEf+sNiRHIO8JmTvUjqb/NlrbinHz7+3brdrCijJBymKoiiKoijKOCpMDzAM0Q2Hw1heXkY8HsfMzAw6nQ4uXLhgWljYeJ6HUqlkhNTCwgJWVlaQTqdxyy23oF6vo9VqIZfLIZvN4uTJk8hmsyiXyygUCiiXy2i327uOjVV/6/W6CTtmReFer2f6nEpnUVbK9X3f5HPa4bb8t/xciggWfeK27WI/o9HIOM2cJ4oO+Vvum3Nt51pSUDKUc1JoMHA5BFX+yDBWz/NMcR4ZSmqHx+4UPht0/FIIchvsK0vnkY6vnV8pt8s5l0LcXlZec7YYlrm5HIOdZytDlWUFYe6bc20/eKFTWqvV8MILL2BrawudTgfD4dDkcWazWbPPbDZrevvOzs4a0cpjZX7vcDg07nKv10On00Gv10O1WjX7s8cziVQqZULo0+k0Op2OKRJmn1dFURRFURTlMipMDzjSxQFg2lxEo9GJ7gtDbTudDqrVqnFuWPiFBZa4HTqnx44dw3A4xLFjxzAajVCpVHZ0iigwWCSm3W7DcRy0220kEgkjUmXIpx3qaoez7pYHKfctl7OXsfMf7X3aP1wmyEmVotje5iS3cJJTKPcxadmdBJA9lqA8T7lskKgPOha5LXs5rh80l0Gv7fkJGttOxxg0VgpJOqUUjfwb4N+F4zim6i5zS+Px+FheqV2tmH9jfC2LHvFBwl4FZTweRzqdHhP36pIqiqIoiqLsjgrTAw6rjz755JOIxWIoFosmVDAUCgU6OQyzrVQqaLfb8DwPo9EIx48fRy6XQ7FYRD6fN/l4vJl+85vfDAB4zWteg7Nnz+LjH/84Tp8+vaOIGAwGqNVqcF3XhB6HQiF4nmdEKQVDUH5lkHACxnNKg5Ciy0a6lADGBLEUSxQxFCp2DiXXk+9JgcbxSeEtBbhdwIjjZmEoji1ILNnC0c435TpBokeKZTlW27mUc8/PAWwTapybeDw+dk7s3qrSrbbnzHaU7fMqrw0uNxqNjMvreR5arRbOnz+PjY0N/OhHPzLbSCQSJn+U/XRjsRgymYxxUVOp1Nj5k6HBrVYLzWbTXFMMDy6VSqY69F7J5/M4ceIEyuUytra24LruntdVFEVRFEW5kVFheghgYRaGGvKmm4VgGIYooTCic9psNtHtdscql1KUsPppPp9HPB7HTTfdBN/3kc/nkUwmd+y7yP30+/2xthqpVAqtVgvJZBKe55l9BFWp3cmRCxIFO7mkFFy2yJTr2W1SpJia5IDa4nJSrqUMK57kMNrHL7GLOk1yRmWPVX5ub2tS7uukZezjsY9rN2dXis+d5odzFDRmuY4seESntNFooNVqmV66bMdCd5TOKXuYSvfSPoeymBL/jrivbrdrckv3Ikx5TAwjZl6puqWKoiiKoih7Q4XpIYI9NOPxOF7+8pdjMBjgzJkzaLVa2NzcHGvBwuV930etVjNFfCKRCPL5PLLZrOmLCozncmazWczNzeGOO+6A7/t45plnzHKToPNEt43FXvi7WCwCgAmtlGKF4wIut2KRvTcltrNGKDwovIFx11UeP3MsKXwo+jkHslIvt0OnUzqbHCOR/Tpl+Kn90EDug3mOMqcWuJQnTOEkhTtdT5kHK4VsUFGl3URpkBiXy0gnmNuj2yhbuvi+b45f9k+Vubwcu1ye+b1ybpkXzDZGFy5cQKPRwAsvvIB2u21EKfOkZ2ZmzHlNp9NIpVJYXFxEsVgMfKji+z7a7TaazSYqlYr53Wq1cPHiRXS73W0FxnaCxY4AoNFooFqtolwu78ttVRRFURRFuZFRYXrIoMPDthZ2jqaNzM1rNBqoVCqmVyPDJCmeKH6SySRyuRzuuusuOI6Dfr+PWq2GUqk0Md9OOqfS3UqlUmg2m0gkEkilUmN9IoMcuElOos1ecyr5/qT92QWTgMthrjLsM8hJnLRvuX07/DcoNFeO03b1Jrmg9jpSeNsPKIJCe+Wc2JWTd8oltbcbNJdB+5VzbDvk9ueyKq68lhqNhnEhGR7OarsUxNFo1LzPfqay3QzHMxwO0Wq1TCuYbreLTqdjCh/tR5TK4+33+2YbWuhIURRFURRl76gwPUSMRiO0Wi0TLstKpBSLk26kWcRlNBqhVqvh5MmTWFlZMS4PezWydczCwgLm5+fxgQ98AM1mE1/+8pdx+vRp/K//9b+wtbWFdrsdKFro/snwYt6gs4jS3NzcmJAAMCYYKO7oqnKbwPbqtHZ+pyxuI11IWQHXFqIyX1JuUwooriMLI9kijc4hz5P8oQgLEp5y/gCg1+uNbZN5nZMcUjn3DGllSKq8JuS+6SxKkSaX43F4nmdcTb6WDirHL6scS8FrzxXHzErNMteUc+V5nnHfXdfFxsYG6vU6Tp8+Dc/z4LouotEo5ubmkEwmkc/nTbEj5pim02lkMhlEo1GzPT6A4f76/T7OnDmDjY0NkyO9urqKTqez5/BdCY+vWq2iWq1qbqmiKIqiKMo+UWF6yKBAYt5nMplEJBJBoVAw7VsYTmuvx1YYjUYDiUQChULB5IKyF6Rs75LJZBCJRLCysmJ6lDL0ctKNO2/Qua9ms4lqtWrEQjqdRjqdNuLIdgWlSylfA9sdRDuXkdgOaZCYtJef5DpPGh8/4zjkPoLyCuV60p2135f7DRrHJLdWFjYKWj5ITMtldxrHJNc2yJm2199N4MnzIfuUttttdLtdNJtNtNtt42CyF6msuMv9UpzSLQVgHpBIYep5nimmRJeUeaUMPd8Lcn45dvkQQ1EURVEURdk7KkwPIczB441xJpPBrbfeina7jbW1NRO2a0P3aDQamfw3z/MwMzMDAJifn0cikTACFLiU83jnnXciHo8jl8uhVqsFbluOzfd9k6PX6/XQbrdNziB7a8ocw6DqvLbbJ/M+7eI5MkzT9/0x9xLAWH4kMF51lp/vlGNJ95YOIp1TOSZun+6wDKvlvEiHVjq1QVVq7b6mO1UpjkQipkendJflMUjRGCTQ5fIyv9d+EBAk9uVru9+qfTxBPWsp5hly3u12sba2ZvI9WRmXBY3i8bipvptMJk0IeTKZxPz8vHFQuS06urwGNzc30Wg0UCqVUKlUsLW1hW63i3K5vK9iRzJMOCiXWFEURVEURdk7KkwPMXROQ6EQWq0Wer3eWMVZWxxQAHieB+BSkZZarYZyuYxEIoFSqYRQKISFhYWxnMl0Oo2FhQX8zM/8DM6fP48nn3wSzWYT6+vrYz1W7bENBgO4rmty+TKZDGq1GrLZrBEmyWTSuFsSKTJtJ84OySW75XdKd2u3vEo7B5LLcA4pTKQYk2G79nr2v4McXTsnM2gcXI6CXhZa4pjsY57kONtztZOYnTS/k45TYgtaOxybLma/30ez2TT9d1mcaDQamUq7FKQU4gDMQwDZq5TnQ/YB7vf76Pf75rqnK8tQd7uY1U7QnWU16v2G/iqKoiiKoijjqDA9xAwGA1QqFUSjUZNzSqEXjUa3hfRSTPBGfGNjA/1+34TzRqNRLC4uIhaLYXZ2FvF4HOFwGLOzsygWi/gv/+W/YG1tDZ/61Kfw7LPP4ktf+pLpk2rDvEeGS4ZCl9pzRKNRE3LMnqwUFkGhrnxfCiGKDCmebSElczy5HIWjLaZtkWiLVune0jml8ysfAvR6vbExUezJhwQUTRRQFEOy4m1QOLAcI0VRMplEoVAwBXf4MADAtvPObch5JpwPu+KvHZpsn6OgSsBBYc7yM+kQc84Gg4FpZ7S6umqq73Y6HVQqFSQSCdx8881Ip9OYm5vbJjwTiQSy2Syy2ey2isgMTx+NRuh2u/A8D+vr6yiVStja2kKz2USj0dh3sSLHcTA3N4dWq2VChTV8V1EURVEU5cpRYXoEoFBjyGoqlUIsFjM5etIhBC4LFX6+tbVlnNJIJIJms4lkMmnyQIHLIa2ZTAY333wzPM9DKpUyInMSFIme55mqwKyaGg6HjZC2K9raoZ8yxHcngtzJIIfVFmcUh1KQBTmfdCntnFQZ4ivXn7RP6ejabpucC7lN7j8ajY717WRINEXuTj1cbddXhuwG5YjKce/mvE7qUSuPl+9TVHqeh16vZ6rj0smkwE6n06aicyqVMi1ZZDg2Q3w5F3ZOKUN4mUtdr9dRr9eNY8rq1HtxPenM8qEEj0UdU0VRFEVRlBeHCtMjAF08hjiy3Uu5XDaukRSPFAnNZhO9Xg+RSAT1eh3pdBqu6+LWW29FPB5HOp3eFmabSqVw7733wnEczMzMGLdrpxtz3/fRarVM7iXH0uv1TPEm262jSJQunRTYQcLSFl92GDOR+anA5ZxKCnFZvVVuh+OT+apSMFPsETsHUyKFstwH54E5sqxmLHuJOo5j3EGKMbbgsYWphHNjz6PMkeXYZMitHYYr+7ragpxzYodg2+eDYbWtVsvklDI8nH1lI5GIqb7LQl35fB7D4RCdTsfsI5VKYWZmxrjyvV7P/DBv1XVdbG5uol6vY319HVtbWyiXy2ZfexWWsVgMhULBRBMA2OZuK4qiKIqiKPtHhekRgDf9nuehVquZ1jCu6yIWi028caYrVavV0Ov1cOHCBfT7fTzzzDOo1+twXRfZbBZzc3MmPJhi4dZbb8Wb3/xmXLx4ET/4wQ9Qq9Vw8eLFiTf4FAwsnJRKpTAajZBOp40woDsmK/bKFiS2+yePX/4mUkjJ8FF7fekKy3WJnTsqha+9b9ttDeptKs+ZLQDtHwpOGeo7HA7R7XbHxBdDVukWUsQGiXQ7vHin8Fvu03at5TbsOZfurjxethIKhUJot9twXRflchntdhulUgntdhudTgfD4dD0vGWVXfYrlUI6EomYz1iIiIKXlXc9zzM9Suv1OiqVigkbllV09wojEkaj0cQwdkVRFEVRFGX/qDA9IlCIuq4Lx3GMo+Q4DgaDwZiwI6wk6rquEW+lUgnhcBgLCwtoNBqYm5vDPffcg2w2i0gkglgshuXlZRSLRSwtLeH06dP4y7/8Szz33HNYXV2deJPPfVUqFbRaLQBAq9VCKBQyYnVmZsbknbLiLcWzrLILwBT5sUOUbaFIgUbhEiRMpXiVcDlZbTUox1KKZ3td5pLa4cQy59QWkRwThSkdVOZJDgaDwMrIthNKUctQVSk85fhtcUwRTLdWzi33sZsrG/TwQArnWq2GTqeDixcvol6v4/z58+h2u8a5Zo4zQ5aTyaQRppwP5lTzYUav1zPFiGT7F7acKZVKKJVKqNVqJlpgv25nNBpFJpNBq9VCrVYbmyNFURRFURTlylFhegRhqGMul8Pc3JzJz2u322i324F5jb7vo16vo9/v47nnnkO5XEYsFkOtVsPNN9+MaDQKx3GMaIlGo8jlcpidncXNN9+MVquFZDJpWtLsNDY6p77vI5VKodfrmd/hcNg4UgxflYLNzjG1haZdcIjvyXYydt6mDHGVYleKROks2q1sbOfQXs9uZSNzE+18TLvAUK/XA3BZiHNu+bBBupOybc5oNBrLEeY2ZIsTKZSl2JS/ZQGpoBxZYuenSpdV9iftdDro9XrY2tpCq9UyBYjYUiiXyyGZTCKbzZo+pQxZlr1aKUwpSrkPOqSs6Ntut1Eul9FoNLC1tYVqtWrGsNdiRVK0j0YjU9CLgl9RFEVRFEV58agwPYLQnSwUCpifnzc36xsbG+h2u4Hhi77vo1qtmhDeTCaDcDiMWq2GV7/61SZvVQrTfD4Pz/Nw2223oVarIZlMjomnIFi0ptFomOq2rVYLqVQKnufBcRxTcVcWmZECChjP3+RrAEZgBfUtlUJMikAKRTu3VG47KF/SDlm1C+jY+ZwAxoSpnXcqXU6OhT087XNFsUixaffUtMfCok2sikz3Uh6TPB6uE5RDKnux2mHW9txxTAw7pqhjvufGxgY6nY5x0VOpFLLZrMnjpCBlTqecOzqp3E+/30ev1zNFvarVKhqNBjY2NlCr1cw+KSr3grw+eD6bzSZc1zUPDRRFURRFUZQXjwrTI0yj0cCZM2cQiURM1dZoNDrxppwihOL1/PnzaLVa+D//5/9gdnYWL3/5yzE7O4uXvexlJrcvnU7j5S9/OcLhMM6ePWv6nPZ6PbiuO3FsdKyq1So8z0M6nUa73UYoFEIul0Ov10MikUAmkzFVaHcKt5UiiiKMAp2Cj2JPrkOxweMPypm0w4aDwpXlctJd5Wd2riUwHkIsBR5Frqw8y+3YPUE5fvkwwHYriXRugcvtVuzqsraTy7BqHh/DgoPCee1wZbZoYV5nrVZDt9s1AjEWiyGVSplrku5+IpEwotR2XjkmOqgU2a7rotFooF6vGyG6tbWFUqmEer2ORqMB13X37HLyOspmsxgOh6aAV6vVUqdUURRFURTlKqPC9AjTbDbRarWQy+VQKBQwHA5N1dkgpJjo9/u4ePEiSqUSzpw5g2w2i/X1dZw8eRLHjh0DcKmXYzqdxp133olEIoFyuYwnnngCZ86cQavV2lGYUjQCl9rWOI6DdruNSCSCfD6PSCSCTCaD0WiEeDwOAEagBuVi2kIwEokYl5QixhZ4xA7h5TLEzhGV2CKR8xiU0yvnWBY34lhs0ShDc6UotQsWMTzaFq4AxoQn50MKWilCuV35HteVBaSC5kiOn/thgaBWq4VqtWryMhlq2+/3TZgu3Ue2hGErHLkfbpPOr+wFOxwOjTClON3c3MT6+roJ5WXbmL0UO+I1FI/HTWRAo9Ew7q+iKIqiKIpydVFhesRhnmKn00EqlcL8/LzJvZtUVZRhkfV63YSJ1ut1PPbYY5iZmcHq6iqWlpZw//33o1Ao4KabboLv+5idncXc3BxmZ2dNzupu9Pt9jEYjE245GAyQzWbN74WFBSQSCVMMhy1nZFVWHidw2Z3s9/vwfX/McZNuoJ2bagtbANvWtcN07XYqcpvSWbTDY2UYsRRxtqvKQkD2+bTHwiJX9ufyWKWAlzmxdogyx0QhKrcnHwZIkSxdUrqXLD5UKpVQrVZNFWHf902ILrfF4+RnsgKxLX7pVNLN5HGzOjHzVtfW1rC5uYlKpYJ2u20c+r2IUp77QqFgxhk074qiKIqiKMrVQ4XpDQCFQrFYxOLionGamJMXlMPo+z46nc7Y+6VSCfF4HOfOncPJkyeRzWZx/PhxFItFjEYj5PN588Ow3N1u5Ol20fHzfR+ZTMY4VaFQyPRTpQhhISYp+GSFWea5ys9t4SfFWhC2eAzKLQ3KE+W6MkyW27HzFWX4rAzZlaIxqGcq/y1Fp8xzlTmgAEz+qZwLbt8OM7bXk6HOxHapKU4pSvv9Ptrttik4VCqVjPhOpVImd5iiWzq10kGWxy3PKwU3Q9N5rnmd12o1I4iZy7xT3nMQ4XAYmUxmLHdXRamiKIqiKMq1Q4XpDQDDHLe2toyzJENEgeC8yUnbqlQqCIVCeOyxx7CwsID19XUjNrLZLH7u534OFy5cwOLionGvPM/bNQTS931TWMb3L1XsbTabSKfTpupvsVg0+4nH4+j1eiaHliLQFlrA9pBbW1jZolUub+eiApddQ2A8r1J+TpG1l+q2skiSFL/SmQyHw0gkEqY1kO1WTnL1KEr52+7tSmQVZADbcpHt4+RDBZ5buqStVsv0JG21WiYcOxaLIZ1OG1EqBTwLZ6XTaSM2KXLp4HNfFMCZTAZbW1tmTKdPn8YzzzyD9fV1U1RpP9V35ZzHYjHE43GMRiPT51eFqaIoiqIoyrVDhekNAEUPezcyRw+AycXc6033aDQyTuqpU6eMGzYzM4MTJ07AcRzceeedpqBNNBpFvV4fC6/dCdd1jfhgRV4WQEqn0wCARCIB3/eNayrbhsgwUP62XU3ppO4m6oDLbVPsvEtZ7MgWs/JH5qjyc3uMQeKWSAc1Ho9jOBwawWYXNJrkAAe5sbZjKtuxBG3TLv7EYkQUpWzRUq/XTQ9Rz/Pg+745R8wf5b5ZgZkhszznMm+UTijbwcjQ9G63a1rHbG5uYm1tzbSF4fzsFZlPy7ng9b5fx1VRFEVRFEXZHypMbyBkGGQkEsHs7CwcxzG9HfdSsZThlO12G6dPnzZCoFgs4vbbb0cmk8Hs7Cxc18Xs7KwJxd3Y2DDtOtrt9kQXi+NzXRf9fh+rq6uIx+Oo1WpIJBJYWlpCKpXCwsICkskkZmZm4DgOcrkcEokEcrkcotHoWHsRjluG8DJEE7ic52iL08FgMLYNKdBsAbhTtWAKSin0bHfVdnqlK8llKJKCRGOQy0uxK7fv+5d7o9rbkE4qj9/3L+fpUjDSdadArNVqpiUR3cxQKGT63g4GA6RSKfOa15AU5Nxnp9MxRZMYEszfFKas8hsKhcbc1Vqthq2tLSNm90M4HEYul0M4HDZ/BxcvXpzYskdRFEVRFEW5uqgwvYGwK70mk0lkMhlzI9/r9fbkMHE7tVrNVN9ttVpIJBIoFAoAYAoT5fN5I2goKjqdzo75pxQuFBeRSASe55mKvOl0GqFQCKlUCqPRyPSyHAwGJgST4pshozKfExjPr7QdTClA7ZzSIGdVCju5DTufVBYL4v5kmK4UpraLzfXs8Nrd8ni5D54DmYcq81fl9qTItgU4nW+K0na7jXq9btoDyfW5fYbGskerHIMt1pkP2mq10Ov10Gw2TYuWfr9vrqF6vb7NseXn+4kAkMeZSCQQiUTQ7/fR7/fNQwBFURRFURTl2qPC9AbEdV2Te8fwXgoKO+9wN9jfkQIon8+j0WggnU6jUCiYti9zc3MIhUKmOM2ksFUbigQKhX6/j3g8jnK5DMdxkM/njXOaTqcxOzuLTCaDYrFoQkcZusxKvgyDtZGOKo+NSMFlO6cy/JOfy9xR283kuvJ96drK5fhvblu6vHLM/Lfcti2SZQVgmW/KcdhFkzhPzEnmAwxWueW1Q6eUglBum+eATimXtR+ScL+1Wg39ft/siwKVRYz4m7mr9nb2W6SIgjSRSGB5eRmhUAiVSsWEICuKoiiKoijXBxWmNyAUERQJ0uGiW7lXcUoHrdvtmlxSFuhxHAeJRML8zmQyJqSTPSV3ExJSLDFElOGb8XjcOKme5yGTyWAwGBjnLpVKmVxV9sWUIs6uyhsklqXQAsadVts1nVTYyM5BDdqXva79b7lPezv8bQti+bk9HoldXZf/piCli8lw2m63C8/zzGsWJpKCU/YZpYMNwIT6clnZV3Q4HJqCRbw+2GaGoeYUwwz5fTHi0S50xNxlWYhKURRFURRFuT6oML2BYSEZuomLi4tIJBLY3Nw0xWv2eoNOoRuNRtFut01vTfbyjEajKBaLuPvuu3H77bdjdXUV1WoVm5ubaDabexIZvu8b0dntdhGJRFCtVhEOhxGNRo1zmsvlMD8/j1wuh5mZGdPCJpFIIB6PI51OI5FIIBaLbQtntfM0gctFgSjcbWfQdkODxF9QT1S5jAxbloWVJo2JDqcsqMQ5tNubyEJJ9vmU42BxKorMRqMxJgLlvsLhMNLptBGtvV7PPJjwfR9LS0tYWFhANptFKpUy15oUuzL0luOX+auu62JzcxOu66JarZrl91vUKIhQKGQqO7N68tramhHOiqIoiqIoyvVFhekNjF0lNhaLmdBXVkvdKzIv1P4ZDocm3zOXy5m8Vha5YUEdGQ6625hZmVbmXLJoDcULw0HpzLIiLMVbMpk01YllKLOdhxo0Dzvlx+7kTO6WDyqXDXJG+Zl8396uvX+GHNshvtIdlU4554zuZbvdHstVZQVd2UaHzqkcezweNz88t7ZzKsOq5XZkPrLruuh0Onu6PvYCj4MtjjgHrL6rIbyKoiiKoijXHxWmihEktVoNrusiEokglUqZaqR7cU2ZgxiLxdDpdExeIX+4DN2u2dlZ5HI5rKysoNfrYWNjA61WC2tra0aE7AW5HMM+K5UKLl68iGw2i3w+j0wmg3Q6jVQqhWQyiZWVFRSLRczOziKVSiEejyMSiSCdTpsCPdKltIsnyUq5tki0w0DtqrNc3m5rI53boFxTGaIrxxeNRrcJ0Un5pxScMnR2NBoZ15MhuXQtW62WEYMcI8Nz6ZC3Wi2USiX4/qXqvRR7kUjEXEvcP1sTeZ5n8pwpeLn/9fX1sUq/1WrViNirJRjT6TTi8Tjy+Tyi0ShWV1dNX1h5fhVFURRFUZTrhwpTBQCMQAEwFsLKfM69FiuiiKBTGuQCMsyXIoZiiGHAFDX7FSRSFLJ4DSu9ttttE8Irj4mhpiyQJAsgMYRXuqgSKRCDihDZ7DSHnPNJDwF2c2EnbZtCSzqhnCcKUeYa07WmUJV5nNIp5cMF28Hk9UJxz/3J9jRyLAwdZghvr9dDq9VCp9MxVXhZpOtqYBeq4tzZzruiKIqiKIpy/VFhqhiazSZarZZxxdjXsdFomJv3SQV/ZOXYZrOJSCRi2rgkk0lTBEmKN+kwJhIJDAYD3HzzzfA8D2fPnkWz2cTq6qoJzd0vLNIje4nGYjGcPXsWiUTC5EAeO3YM2WwWy8vLSKfTSKfTiEajcBzH5K4yj9VGilMp0myBK5exXU8ub7e0kUi3Vuagyvdtl5XnjA8JKEQ7nY5xLSlA5XIUqnxQwVYvmUzGFDLivh3HwdzcnBlHJBIxApahsdw+t80Ky51OB5VKxeSQuq6LSqViwnv36tbvFRbACoVC6PV6KJfLRpgqiqIoiqIo00WFqWKQIoAhuNFo1PR3nOReSpFFJ44uJSvmMszTdiApTEOhEIbDodnfzMwMotGoKcLEIjmyjYe9XxtZyIfLSPEVDofhui6i0Sg6nY5pbdPr9RCPx42TyuJNsiJuUHVembMblGsqhbgd2ivHbM+xLeKlSyvDo+19cd5kiC57gjJ/kxWVZb6ndDJ5vnjOOIc8XopvimopWumaAjDjYLh1s9lEu91Go9Ew1XaZV3q1Q2l5rlgp2K4IrDmliqIoiqIo00eFqbINCpJIJIJEIoFCoYDBYIAXXnhhonBgDiMAEwrquq4RPcViEaPRyLhurAQsRROLJDmOg5e85CUYDoe4/fbb4XkeLl68iGaziTNnzhgBRVeWrtxuyIqwoVAI7XYb0WgUZ86cQTQaxfLyMjKZDG666SZkMhnMz88jkUigWCzCcRxkMhkj1im0+ZpCh6+DxKgU1BSxdKft5WznVRYmkjmistcoQ18ZAl2tVk2OJnvWdrtdIwbr9bopQsVwWgDI5XKmR2wikUAulzPHCmAs91hWyKUQHY1GpugRw3lbrRa63S62trbQarXwwgsvmHHwOK62Q0pBzfPFSszMX90t9FpRFEVRFEW5fqgwVQKhULHdMBa+AbDtxl46hIPBwLhyzWbTiAPC8FjCbXP9RCIBAIjH4ybMNJvNIhwOmxDVaDSKbDaLfr9vRFe9Xt/WS5OtSuyxUhT3+32Ew2ETVhqNRpFOp9Hv95FKpcZCjSmcGeIrhSjFsqx2y+OSTql0jLmMLLwjf9v5oHZLF7qgDMvl636/j3q9jnq9bsRis9mE67pot9vwPM/0BGWosTzHFHQUznYfVyILQElH2a7KzPNTqVTQarVMLimF9bXoG8r+pNLRljm2iqIoiqIoysFBhamyDQqfUqlk8hn52w7pnVTFlAKAIaXlchnpdBrz8/OYmZnBwsIC8vn8mItI0RsKhUwrFxYguu222xCLxZDL5UwFYcdxsLy8DM/zsLW1hWeffRaPPvqoyZ/M5/MoFos4f/48Lly4sG2MMswXANbW1hAKhfDCCy8gGo1ibm4O6XQat9xyC1KpFGZnZxGPx5HJZIyTyjmRzpwtVClWmZPJ4kvSIaUQZe4o8zPpUNN5pgDlb1bG3draMtuTTjWrJTO8Wu6X4mxmZgaJRALZbBaO42BmZgaO4yCXyyEajRq3lKKUOaQy9JqimOezVCqhVCqhXC6jXq8bx5RhxNdSHFIsz8zMoFAooFwuGzF8NXqgKoqiKIqiKFcfFabKRGR/STqFFGCs4jsp/FI6p67rmu3EYjGTl8hKvLINiSwMRDEcjUZNq5djx44hHA5jfn7eFN7p9XqYnZ1FMpk0hXUajQZmZmYwPz+PhYUFzM7Oolqtotlsmv6crNArRRwZDAZoNpumhUkymYTneYjH40in03AcB/V6HfF43DinsVjMzA9Doe0cRinuZQgz50yG1rJQEQUqhSgdVC5DF9QOL5b77Pf7SCQSY+5sLBZDJBIxobtsl8PfrFTMcyRFOM8hqx4zp5ghxVtbW9ja2kKtVjNuaa/XM8dxtZEPTqT7zP3JCsIauqsoiqIoinLwUGGq7Apv5OmoJZNJ9Ho9rK+vmzDSIChePc9Dt9tFJBJBo9Ew+ZrJZBIzMzNIp9MoFotIJBJGWMkqrxSmhUIBL33pS01PUluA+b6PBx980PQxnZ+fx/LyMn784x/jxz/+Mb75zW/iiSeewOnTp1EqlbC8vIxcLoczZ86gXq9vG3utVgMAbG5uIhqNIp/PIxaLGYEXCoWQyWSwsrIyFvbK9/P5PFqtFprNpqkIyx6hzPusVqvwPA/JZBK+7+O5556D67qYn59HKBRCpVIxDjVzaWWF4WQyiVgsZpzOpaUlk2tqt2DhXDM0l2KeYpNwf3SxE4mEaRfD42PILsOnG42GcUcrlQra7bZ5AMCqt9dKEFKUplIppNNpuK4L13XRaDRQq9XMXCuKoiiKoigHFxWmyp6gm0fXab8VTSkMZF9KChZuN5lMIpVKmeq9spouHS+KOjqS0Wh0rFKu4zgmlzCfzyOZTGJ+ft44qfl8HseOHcPGxgay2SxisRiGwyEqlQoajYYRc/LYeMydTgfRaNTkqwIwLVVskUyR1O12zXqsCMuf0WhkXEY6yfV6Hf1+3+Tg0pVOpVIIh8NotVpIpVI4efIkstks5ufnEY/HTZGiubk541q22220220zJjqkFKJ8CMBzSReW55vClEiBTJHc7XZRq9XQbrdRq9WMEGde73760O4H6ajTrZYh1LxmJrXfURRFURRFUQ4W+xKmDz/8MD772c/imWeeQTKZxN/9u38X/+2//TfceeedZhnXdfGBD3wAf/EXfwHP8/CGN7wB/+N//A8sLi6aZc6dO4f3vOc9+PrXv45MJoMHH3wQDz/8cGCfSOVgMBwOUS6XEQ6H4TgOAOwrT5DLMoyTDmqtVkM0GkUmk4HjOJidnUUqlcJwODQOKivEep5nihuxR2o8Ht+2r0wmg3Q6bcTL8vIylpaWcO+992I0GuG5557D+vo61tfX0Wg0sLS0hI2NDTz11FOoVCqoVqvbeluORiO0Wq1t+wqFQjh//nxgdd5IJLItj1WG8rIYElvlUAxHIhG0Wi3jHMfjcSwvL6PX66HdbmNpaQk///M/j+PHj+Puu+82jinDiineNzc3USqVsLKygrm5OWxsbKBer5sWOJubm0ZQsmWLDLOVopSFl9hrtNlsYm1tzVT57fV6Jsz4WotBCma612ztQ3dePlxQFGX/6He9oiiKMg329e3w2GOP4aGHHsJP/uRPYjAY4Dd/8zfx+te/Hk8//TTS6TQA4Dd+4zfwV3/1V/jMZz6DfD6P9773vXjrW9+Kv/7rvwZw6Qb3zW9+M5aWlvCtb30La2treOc734lYLIbf/d3fvfpHqFxVZFsYCilZsXWvLT+keGHBIzqRrVYL/X5/rNBQLBZDq9VCJpNBoVAwooQiULqBQZVj5fhZtCidTpsKtdlsFpVKxbhuMtfTdd2JIkceA4+LxzZJpMn3OVa20GHLmhMnTsBxHHNss7Oz8H0f99xzD+bm5nDvvfeiWCxicXHRiOJoNIpYLDbmGHLbMteSBZU6nQ5c1zXOJs8hK/SyEjCLJ7FwUa1WQ6fTQbVaNYKU275WOZyy8BLznSlQee0wh5XjUBTlytDvekVRFGUahPwXcQdXKpWwsLCAxx57DK997WtRr9cxPz+PP//zP8c/+kf/CADwzDPP4KUvfSkef/xx/NRP/RS+9KUv4ed//uexurpqnqz+4R/+IT74wQ+iVCoFOmA2jUYD+Xz+SoetXEUoFmRVXRnqulcoKCkiKbbm5+eRSqVMPugdd9xhhFk6nd7WazOVSo2JUht5uVM8Pvnkk1hdXcVXvvIVnD9/HqdPn0a73TZiZ3Nz85pUcpWhqPl8HtlsFq973etw7NgxvOpVr0I+n0ehUDDOqeM4WFhYMKKc25gEK9FubW2hXq+bkNtqtWpatbDirxSVFLEUruvr62i329jY2DCubb/fR7fb3Tan1wIpSpnnzDZBFM29Xs/kliqHj3q9jlwuN+1hKBOY9nf9z+ItiIZi1/QYFUVRlGvHwO/jUXxh1+/7FxVPw4IxxWIRAPC9730P/X4fDzzwgFnmrrvuwokTJ8yX1eOPP45XvvKVY+E+b3jDG/Ce97wHP/zhD3Hvvfe+mCEpU4J9PSn22D6EeaG7wWq8sucke28yj7PRaCAUCqFUKgG4VIxpeXkZqVQKxWLRhLImEomxIj8Mp00mk4jH4yb3kKKOxZfuuOMOFAoFJBIJU7233+9jfn4enuehWq2OrQfACDuGlvK4ZS9VWYWX7u/8/Lxxf1ltOJ/P45WvfCWKxSJOnjyJVCplhLbv+6Y1i+0KS9eSYtp1XSNM2+22adXCVjIUc0EtaFqtlima5LouSqWSKSYkz+u1LGbEgkt0RGUhrNFoZMbC1jN2VWVFUa4e+l2vKIqiXA+uWJiORiP8+q//On76p38ar3jFKwAA6+vriMfjKBQKY8suLi5ifX3dLCO/qPg5PwuCuWOk0Whc6bCVawSr1tIBZO4hBdNuBIWADgYDVCoVhMNh1Go1xONxbG5uIp1O48KFCygWi7jzzjuRzWaNk8hKvysrK4jH44jH43BdF57nYW5uDvF43BQHosDL5XKIxWL4iZ/4CbTbbczNzZlKs+z/2W638aMf/Qj9fn+snU232zVP/zOZDDqdjilgxBYtiUQCnU4Hnuchl8shl8vh7/ydv4Pjx4/jlltuQbFYxCte8QrMzMyYsbDy715gH1fuu16vm9Y4zWbTONF0QulKU6BSgFcqlTEhWq/XjSDf6wOGq0E4HDY9VFkUSorOXq+Her1+XcekKDcq+l2vKIqiXC+uWJg+9NBDeOqpp/DNb37zao4nkIcffhi//du/fc33o+wf2S+yWq0aUeX7PjKZjOmHGVTtdi8wF5MVY2u1mimyU61WMRgMkE6nMTs7a0J5M5kMTp8+jWQyafJI2+02ZmZmkM1mTcEc2e+SFXI9zzM5jKlUCoPBwBRguuOOO0zRIgCmF+vS0pKpEkz3kvmOdD0pjldWVlAsFnHvvffi2LFjWFxcRDqdNiHLzCvlsXPO2OOVOZTdbhfdbheVSgXdbtcUbGJrHgphOooyRLff72MwGJhwZQpQFjGq1WomVJfi72q6oxTKLKQlw7jZkobnp9lsbiuyJdvtKIpybdHvekVRFOV6cUXC9L3vfS+++MUv4hvf+AaOHz9u3l9aWjI3tvJJ6sbGBpaWlswy3/nOd8a2t7GxYT4L4kMf+hDe//73m9eNRgM33XTTlQxduQYwVNZ1XeMcMv+z1+vBcRw0m02z3H5EDsUj81a73S5CoRBqtRqSySRqtRoSiQTy+bzpjxqLxRCPx5HL5TAzM2NcRI5reXkZMzMzRuxyHYYhs3enPDYAmJ+fN+JQ5tRKwUcRSHGYyWSQyWRMP8+bb74Zi4uLuPfee3H8+HHTh5QtcuRxj0YjdDodExI8GAzQaDTgui6q1SrK5TJOnTplxChwuQAV12exKobu9vt9NJtNU4WXbivHOxgMjCDlOK4mnDcWa2JuMJ12VlPudrtj4cPXYiyKouyMftcriqIo15N9CVPf9/G+970Pn/vc5/Doo4/illtuGfv81a9+NWKxGL761a/ibW97GwDg1KlTOHfuHO6//34AwP3334//+l//KzY3N7GwsAAAeOSRR5DL5fCyl70scL+O45gWJcrBhtVembMoXUn2HJVVaXcTGwyZpWhjpVkKqFKphFgshkajYUJ5SS6XQ6FQGMvFZOEehgiHQiEjDunW0ZWU1XU5FuY6ynGxLYxsMZNMJpHJZEw4McfFfqSNRgPr6+tIJpOmuJHv+8YpXF9fN27pcDhEq9UayyFtNBrodDqoVCrGKZW5lhwPxSgdUs/zTC4pQ3jZS1Xmxl6pCOR8yIJFzLOl4I/H48jn8+a8MSeWrjUfRLA4kwpSRbm+6He9oiiKMg32JUwfeugh/Pmf/zm+8IUvIJvNmjyRfD6PZDKJfD6Pd7/73Xj/+9+PYrGIXC6H973vfbj//vvxUz/1UwCA17/+9XjZy16Gf/7P/zk++tGPYn19Hf/hP/wHPPTQQ/qFdASQ7ikAkycoW3uwlcleXDkKHIa3UswOBgMjfqUDJ3NIs9ks8vk88vk8crkcut0uYrEYOp0OHMcxhYjo2GWzWVNcB7hcKViGjHIsFLsMSWW/UdluhSIagBG+yWQS4XDYOMgMZW232xiNRkin0xgOh/jhD3+IbreLVCqFfr+PtbU14xxSZMpWNcxppXvLkGLmkfb7fSNmKT5tAX6lAlAWrYpEIsb9DYfDSCaTcBzHCNRcLodUKoWlpSU4joMf/ehHqFarpv8oBbbdR1ZRlOuHftcriqIo02Bf7WImFWP55Cc/iXe9610ALjfd/vSnPz3WdFuG7pw9exbvec978OijjyKdTuPBBx/ERz7ykT033dZ2MYcHKSp5/QSFm066DCn0eG1wXeY9cj0KIbqPw+HQ5IbStUyn00YYMr8xGo0ilUoZgUpxS7ErXdFMJgPgsmsrQ29l3mQ4HDbHxhBV/mSzWSPW5PVOF5M/6+vrYy5oo9EwrXjodsoQXQpV5oTSJZUOqud56Pf7Y4KWcxg0//JhAOeArylAedx0hTnnco75MEAWNeH8lMtl4+IGudTKjYG2izlYHLTvem0XoyiKcrjZa7uYF9XHdFqoMD280DWlqKMI2U2I0HWNRqMm1HO/Aoa9QinWKA6ZY8pw00wmYxxYFuSJx+OYm5sDAJNjypsrClAK2kgkYsQeHWNuO5fLmbY6LOokBWe9Xkev1zPCkyG8XE7mgUpXtNlsArh0Q0kHVYrOnQRoEDw+Pgig+OQ5i8ViJiw5HA4jlUqhUCggHo+PtXqhU7q5uYlGo2HCiVm06cWEDStHBxWmShAqTBVFUY4G16WPqaLsF/YBtfuW2rmk0lEFLoWvUnRxO/sVNMyp5Lbb7bYppCRzIykiZUhqJBJBIpEYC02mc8jWLlxO/shcS4o0Ct5QKGQEJ0Nu+bvZbJpeohTuDHGl8KQ7SuFKl0POm5wje744Nh6n7/sIhULGQU4mk6Z3Ks9ZLBZDJpMxFYPp1o5GI9PCRTrFdGld1zXim2HEKkoVRVEURVEUosJUue5QjEhRIp1UiqArdfsmwVzLSch9h0IhOI4z1rOU4b3ZbBYATCsZvgZgBBldVh4HQ4p5DHQj6d7KAkTSOaUwJRSodijzlSBdTbq84XAY2WzWVFeOxWLm+FhheW5uDr1eD9VqFZ1Ox4Qhsz1Nt9s1Apx5rYqiKIqiKIqyEypMlQMBxaDMWZTuKVuxXMuiONLFZd9PmRfLHxZ2Ai4J0UajYfI7I5GICTemo0o3Ur7mdmVLFwpOHidzZYNcz72EMFMkU4DG43HTFgeAabHDbbH4kxwDw4WlC7uxsWFa1thtcmTRJwpvRVEURVEURdkNFabKgUE6owyLlYWEGMp7NdzTncZAJok/9lSl4JNFiihMGWZL55Cht2ydIo9B/mao8pUihTT3zdBhtsWRwjSRSBihXSgUEI1GTRhxp9Mxx8HxMYSXwlRRFEVRFEVRrgYqTJUDBXMUO53OmHOaSqWMm9rv91Gv16eeo8j9SzFpC2dZaTbotWQ/hYnoutphxqyOm06njZBkixYWTGJLma2trTF3dnNzEwDGBKn9EGCvxaoURVEURVEUZT+oMFUOHBR7w+HQCC46qLKFS5BzKgsAXa+x2kjRFiTsrmRsdkgx3WRZYEkK00wmY/JXKVQZdssxshgUBWin04Hv+3BdV4WnoiiKoiiKcl1RYaocaHq9nsl1pIMaJO74WSaTQb/fN64gq/nKCsAHsRKsPUYKcH7G3qB8n+1pcrncWGXc0WiERqOBer1uckzL5bKphCvzQSeFRasoVRRFURRFUa43KkyVA41sGyPFW5C4pHCTxYSIdBn5GbdhVwKW63AML4ZJzeqZSytDcrkv2ZKGbqjMu2Xl31gsNla0iSG4/X7f5Jd6njfWqkVRFEVRFEVRDhoqTJVDAyvl8t8SFuVpNpvb1qOIm52dRS6XQ6VSQavVQq/Xw3A4RD6fRzweR7PZHOsHynBhz/NMRV0AYzmltlimaKSYZvixHAur1Y5GI6TTacRilxvHs6BSMpkEALRaLdO3lO1kwuEwHMdBq9XC+vq6CXuWjjAFrXx9EJ1iRVEURVEURQFUmCqHjJ3EFQv5yBxUiXRNpVMZjUaN+8jtAIDjOKZVjRSm0tnkNunSMs+TYcTsZ8qiR6zKywrDDLflPuXY5DFTfA4GAyN+B4MBXNdVwakoiqIoiqIcelSYKkcGu88pBRuLAJVKJdRqtbEcS1lhtlAowPd9VCoV+L6PpaUlhMNhXLhwwRQRkqK31+shFoshnU7D8zw0m02k02nMzMyg2WyiWq2iWCxiZmYG1WoVjUYDqVTKtGhhC5l+v49ut4vRaIRkMolwOIxSqWTGx2ORrmdQxVxFURRFURRFOayoMFWOFJOEGp1PVvqV4bfMyeS6tnCVea7hcHhsP7ZglOtxWxTGo9HIuJ58zX8ztLff7yMcDqPX6+2YD6q5ooqiKIqiKMpRQoWpcsPAcFhgPBy30Wig2Wya8Fkuc+bMmbHXruua0F8K0FAohGazaYSr67qoVqtGrG5ubqJUKhlnttPpBFYI5m/XdcdeK4qiKIqiKMqNgApT5YZECr9J7uNgMNi2DnNDpTC1HVMuF1TpdzfBqYJUURRFURRFuRFRYaoo+4Chv/K1rNIr31eRqSiKoiiKoih7IzztASiKoiiKoiiKoig3NipMFUVRFEVRFEVRlKmiwlRRFEVRFEVRFEWZKipMFUVRFEVRFEVRlKmiwlRRFEVRFEVRFEWZKipMFUVRFEVRFEVRlKmiwlRRFEVRFEVRFEWZKipMFUVRFEVRFEVRlKmiwlRRFEVRFEVRFEWZKipMFUVRFEVRFEVRlKmiwlRRFEVRFEVRFEWZKipMFUVRFEVRFEVRlKmiwlRRFEVRFEVRFEWZKipMFUVRFEVRFEVRlKmiwlRRFEVRFEVRFEWZKipMFUVRFEVRFEVRlKmiwlRRFEVRFEVRFEWZKipMFUVRFEVRFEVRlKmiwlRRFEVRFEVRFEWZKipMFUVRFEVRFEVRlKmiwlRRFEVRFEVRFEWZKipMFUVRFEVRFEVRlKmiwlRRFEVRFEVRFEWZKipMFUVRFEVRFEVRlKmiwlRRFEVRFEVRFEWZKipMFUVRFEVRFEVRlKmiwlRRFEVRFEVRFEWZKipMFUVRFEVRFEVRlKmiwlRRFEVRFEVRFEWZKipMFUVRFEVRFEVRlKmiwlRRFEVRFEVRFEWZKipMFUVRFEVRFEVRlKmiwlRRFEVRFEVRFEWZKipMFUVRFEVRFEVRlKmiwlRRFEVRFEVRFEWZKipMFUVRFEVRFEVRlKmiwlRRFEVRFEVRFEWZKipMFUVRFEVRFEVRlKmiwlRRFEVRFEVRFEWZKipMFUVRFEVRFEVRlKmiwlRRFEVRFEVRFEWZKipMFUVRFEVRFEVRlKmiwlRRFEVRFEVRFEWZKodamEYikWkPQVEURVEURVEURXmRHHphGgqFpj0MRVEURVEURVEU5UUQnfYAXgyLi4vwPA/9fh+tVgsAEI1eOqRQKITBYIBerzfNISqKoiiKoiiKoii7cKiFaSKRQCgUQjgcRqfTQSgUQjQaNe+FQiH0+/2J6/u+fx1HqyiKoiiKoiiKogRxqIXp6uoq4vE4fN9HNBqF7/vwfR/xeBz5fB7D4RD9fh+9Xg+u6yKRSCCRSGAwGKDf76Pb7cLzPESjUUQiEQyHQ4xGIwwGA/i+b0KFB4PBtA9VURRFURRFURTlyHKohWmn0wEAk2caCoWMCxqNRhEOhxEOX0qjHQwGiMViSCaT6Pf7iEQiGAwGGAwGiEajZnmK2+FwiEgkYtb3fR+j0QgAxt7jD9+XrxVFURRFURRFUZTdOdTC1Pd9dLvdbe97nod2u41IJIJoNGqc08FgAM/zkEgk4DgOksmkWSYajSKdTiMej6NcLsN1XWSzWcRiMYTDYYxGI5TLZQCXclsBoNFowPM81Go1xGIxFItF9Ho9VKtVI04ZVjwajVSwKoqiKIqiKIqiBHCohSkA42La7w0GA0QiEcRiMeOAAjAhurFYDMAl4UjHlSI1EomYH4pWhgsDgOM4CIfD6Pf7CIVCZnupVAqRSATdbnfMjY3H4xgOhxgMBhiNRoFjVhRFURRFURRFuVE59MJ0J5gzCsCI036/D8/zUK/XtzmYtVrNCE7f99FsNhEOh5HNZk3oLwBUKhXE43FkMhmTs5pIJLC4uIhQKIQTJ06gWq3i7NmzmJ+fx8mTJ9HpdNBsNlGtVo2jOhqNTB6rHKuiKIqiKIqiKMqNxKEUpvsJiZXLMv9zkgAcDAbGPZW5oo7jIBKJmPXsFjTMZWVV4HA4jFgsZl47jmNyXGV+6pUek6IoylFC//9TguB1MUAf0EtEURTl0DLApS4pu33fh/xDeEdw4cIF3HTTTdMehqIoinIVOH/+PI4fPz7tYSgHDP2uVxRFOVrs9n1/KIXpaDTCqVOn8LKXvQznz59HLpeb9pD2TaPRwE033XRoxw8c/mPQ8U+fw34MOv4XB1MmVlZWTDSJopCj8F0PTP/v7MWi458+h/0YdPzTZ9rHsNfv+0MZyhsOh3Hs2DEAQC6XO7QXCXD4xw8c/mPQ8U+fw34MOv4rJ5/PT2W/ysHnKH3XA4f/GHT80+ewH4OOf/oc9O97fUStKIqiKIqiKIqiTBUVpoqiKIqiKIqiKMpUObTC1HEcfPjDH4bjONMeyhVx2McPHP5j0PFPn8N+DDp+Rbm2HIVr9LAfg45/+hz2Y9DxT5/DcgyHsviRoiiKoiiKoiiKcnQ4tI6poiiKoiiKoiiKcjRQYaooiqIoiqIoiqJMFRWmiqIoiqIoiqIoylRRYaooiqIoiqIoiqJMlUMrTP/gD/4AN998MxKJBO677z585zvfmfaQAnn44Yfxkz/5k8hms1hYWMAv/uIv4tSpU2PL/OzP/ixCodDYz6/+6q9OacTj/Kf/9J+2je2uu+4yn7uui4ceegizs7PIZDJ429veho2NjSmOeJybb7552/hDoRAeeughAAdz7r/xjW/gH/yDf4CVlRWEQiF8/vOfH/vc9338x//4H7G8vIxkMokHHngAzz777NgylUoF73jHO5DL5VAoFPDud78brVZr6uPv9/v44Ac/iFe+8pVIp9NYWVnBO9/5Tqyuro5tI+i8feQjH5n6+AHgXe9617axvfGNbxxbZprzv5djCPqbCIVC+NjHPmaWmeY5UBSi3/XXh8P+XQ8cvu97/a6f/vfMYf++P4rf9YdSmP7lX/4l3v/+9+PDH/4wvv/97+Oee+7BG97wBmxubk57aNt47LHH8NBDD+Fv/uZv8Mgjj6Df7+P1r3892u322HK//Mu/jLW1NfPz0Y9+dEoj3s7LX/7ysbF985vfNJ/9xm/8Bv7v//2/+MxnPoPHHnsMq6ureOtb3zrF0Y7zt3/7t2Njf+SRRwAA//gf/2OzzEGb+3a7jXvuuQd/8Ad/EPj5Rz/6Ufz+7/8+/vAP/xDf/va3kU6n8YY3vAGu65pl3vGOd+CHP/whHnnkEXzxi1/EN77xDfzKr/zK1Mff6XTw/e9/H7/1W7+F73//+/jsZz+LU6dO4Rd+4Re2Lfs7v/M7Y+flfe973/UY/q7zDwBvfOMbx8b26U9/euzzac4/sPsxyLGvra3hj//4jxEKhfC2t71tbLlpnQNFAfS7/npzmL/rgcP3fa/f9ZeY5vfMYf++P5Lf9f4h5DWveY3/0EMPmdfD4dBfWVnxH3744SmOam9sbm76APzHHnvMvPczP/Mz/q/92q9Nb1A78OEPf9i/5557Aj+r1Wp+LBbzP/OZz5j3fvSjH/kA/Mcff/w6jXB//Nqv/Zp/2223+aPRyPf9gz33vu/7APzPfe5z5vVoNPKXlpb8j33sY+a9Wq3mO47jf/rTn/Z93/effvppH4D/t3/7t2aZL33pS34oFPIvXrx43cbu+9vHH8R3vvMdH4B/9uxZ897Jkyf9j3/849d2cHsgaPwPPvig/5a3vGXiOgdp/n1/b+fgLW95i/9zP/dzY+8dlHOg3Ljod/3146h91/v+4fq+1+/66XPYv++Pynf9oXNMe70evve97+GBBx4w74XDYTzwwAN4/PHHpziyvVGv1wEAxWJx7P0/+7M/w9zcHF7xilfgQx/6EDqdzjSGF8izzz6LlZUV3HrrrXjHO96Bc+fOAQC+973vod/vj52Lu+66CydOnDiQ56LX6+FP//RP8S//5b9EKBQy7x/kubc5c+YM1tfXx+Y8n8/jvvvuM3P++OOPo1Ao4Cd+4ifMMg888ADC4TC+/e1vX/cx70a9XkcoFEKhUBh7/yMf+QhmZ2dx77334mMf+xgGg8F0BhjAo48+ioWFBdx55514z3veg3K5bD47bPO/sbGBv/qrv8K73/3ubZ8d5HOgHG30u/76c1S+64HD/32v3/UHh6PyfX9YvuujU9vzFbK1tYXhcIjFxcWx9xcXF/HMM89MaVR7YzQa4dd//dfx0z/903jFK15h3v9n/+yf4eTJk1hZWcGTTz6JD37wgzh16hQ++9nPTnG0l7jvvvvwqU99CnfeeSfW1tbw27/92/h7f+/v4amnnsL6+jri8fi2/2QWFxexvr4+nQHvwOc//3nUajW8613vMu8d5LkPgvMadP3zs/X1dSwsLIx9Ho1GUSwWD9x5cV0XH/zgB/H2t78duVzOvP9v/+2/xate9SoUi0V861vfwoc+9CGsra3h937v96Y42ku88Y1vxFvf+lbccssteP755/Gbv/mbeNOb3oTHH38ckUjkUM0/APzJn/wJstnstrC8g3wOlKOPftdfX47Sdz1w+L/v9bv+YHzPHKXv+8PyXX/ohOlh5qGHHsJTTz01lrcBYCwW/ZWvfCWWl5fxute9Ds8//zxuu+226z3MMd70pjeZf99999247777cPLkSfzv//2/kUwmpziy/fNHf/RHeNOb3oSVlRXz3kGe+6NOv9/HP/kn/wS+7+MTn/jE2Gfvf//7zb/vvvtuxONx/Ot//a/x8MMPw3Gc6z3UMf7pP/2n5t+vfOUrcffdd+O2227Do48+ite97nVTHNmV8cd//Md4xzvegUQiMfb+QT4HinKQ0e/66aPf9weHw/pdDxyt7/vD8l1/6EJ55+bmEIlEtlWD29jYwNLS0pRGtTvvfe978cUvfhFf//rXcfz48R2Xve+++wAAzz333PUY2r4oFAq444478Nxzz2FpaQm9Xg+1Wm1smYN4Ls6ePYuvfOUr+Ff/6l/tuNxBnnsAZl53uv6Xlpa2FQcZDAaoVCoH5rzwi+rs2bN45JFHxp6gBnHfffdhMBjghRdeuD4D3Ae33nor5ubmzDVzGOaf/L//9/9w6tSpXf8ugIN9DpSjh37XT5fD+l0PHI3ve/2uf+H6DHCfHNbv+8P0XX/ohGk8HserX/1qfPWrXzXvjUYjfPWrX8X9998/xZEF4/s+3vve9+Jzn/scvva1r+GWW27ZdZ0nnngCALC8vHyNR7d/Wq0Wnn/+eSwvL+PVr341YrHY2Lk4deoUzp07d+DOxSc/+UksLCzgzW9+847LHeS5B4BbbrkFS0tLY3PeaDTw7W9/28z5/fffj1qthu9973tmma997WsYjUbmi3ia8Ivq2WefxVe+8hXMzs7uus4TTzyBcDi8LWTmIHDhwgWUy2VzzRz0+Zf80R/9EV796lfjnnvu2XXZg3wOlKOHftdPl8P6XQ8cje97/a4/mN8zh/X7/lB910+39tKV8Rd/8Re+4zj+pz71Kf/pp5/2f+VXfsUvFAr++vr6tIe2jfe85z1+Pp/3H330UX9tbc38dDod3/d9/7nnnvN/53d+x//ud7/rnzlzxv/CF77g33rrrf5rX/vaKY/8Eh/4wAf8Rx991D9z5oz/13/91/4DDzzgz83N+Zubm77v+/6v/uqv+idOnPC/9rWv+d/97nf9+++/37///vunPOpxhsOhf+LECf+DH/zg2PsHde6bzab/gx/8wP/BD37gA/B/7/d+z//BD35gKtl95CMf8QuFgv+FL3zBf/LJJ/23vOUt/i233OJ3u12zjTe+8Y3+vffe63/729/2v/nNb/q33367//a3v33q4+/1ev4v/MIv+MePH/efeOKJsb8Jz/N83/f9b33rW/7HP/5x/4knnvCff/55/0//9E/9+fl5/53vfOfUx99sNv1/9+/+nf/444/7Z86c8b/yla/4r3rVq/zbb7/dd13XbGOa87/bMZB6ve6nUin/E5/4xLb1p30OFMX39bv+enIUvut9/3B93+t3/fS/Zw779/1R/K4/lMLU933/v//3/+6fOHHCj8fj/mte8xr/b/7mb6Y9pEAABP588pOf9H3f98+dO+e/9rWv9YvFou84jv+Sl7zE//f//t/79Xp9ugP///mlX/olf3l52Y/H4/6xY8f8X/qlX/Kfe+4583m32/X/zb/5N/7MzIyfSqX8f/gP/6G/trY2xRFv58tf/rIPwD916tTY+wd17r/+9a8HXjMPPvig7/uXysj/1m/9lr+4uOg7juO/7nWv23Zs5XLZf/vb3+5nMhk/l8v5/+Jf/Au/2WxOffxnzpyZ+Dfx9a9/3fd93//e977n33fffX4+n/cTiYT/0pe+1P/d3/3dsS+CaY2/0+n4r3/96/35+Xk/Fov5J0+e9H/5l395243yNOd/t2Mg//N//k8/mUz6tVpt2/rTPgeKQvS7/vpwFL7rff9wfd/rd/30v2cO+/f9UfyuD/m+71+p26ooiqIoiqIoiqIoL5ZDl2OqKIqiKIqiKIqiHC1UmCqKoiiKoiiKoihTRYWpoiiKoiiKoiiKMlVUmCqKoiiKoiiKoihTRYWpoiiKoiiKoiiKMlVUmCqKoiiKoiiKoihTRYWpoiiKoiiKoiiKMlVUmCqKoiiKoiiKoihTRYWpoiiKoiiKoiiKMlVUmCqKoiiKoiiKoihTRYWpoiiKoiiKoiiKMlVUmCqKoiiKoiiKoihT5f8DWu6i7/4RpogAAAAASUVORK5CYII=", + "text/plain": [ + "

    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "check_ds = Dataset(data=val_files, transform=val_transforms)\n", "check_loader = DataLoader(check_ds, batch_size=1)\n", @@ -357,10 +989,76 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "id": "fe3285d0", - "metadata": {}, - "outputs": [], + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 32/32 [01:34<00:00, 2.94s/it]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accessing lmdb file: /home/jupyter/NIHCloudLabGCP/notebooks/SpleenLiverSegmentation/monai_data/monai_cache.lmdb.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 32/32 [00:00<00:00, 74565.40it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'map_addr': 0, 'map_size': 1099511627776, 'last_pgno': 885546, 'last_txnid': 32, 'max_readers': 126, 'num_readers': 0, 'size': 32, 'filename': '/home/jupyter/NIHCloudLabGCP/notebooks/SpleenLiverSegmentation/monai_data/monai_cache.lmdb'}\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 9/9 [00:18<00:00, 2.10s/it]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accessing lmdb file: /home/jupyter/NIHCloudLabGCP/notebooks/SpleenLiverSegmentation/monai_data/monai_cache.lmdb.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 9/9 [00:00<00:00, 42702.19it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'map_addr': 0, 'map_size': 1099511627776, 'last_pgno': 1081834, 'last_txnid': 41, 'max_readers': 126, 'num_readers': 0, 'size': 9, 'filename': '/home/jupyter/NIHCloudLabGCP/notebooks/SpleenLiverSegmentation/monai_data/monai_cache.lmdb'}\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + } + ], "source": [ "train_ds = LMDBDataset(data=train_files, transform=train_transforms, cache_dir=root_dir)\n", "# initialize cache and print meta information\n", @@ -379,10 +1077,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "id": "455cbcdc", - "metadata": {}, - "outputs": [], + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'map_addr': 0, 'map_size': 1099511627776, 'last_pgno': 1081834, 'last_txnid': 41, 'max_readers': 126, 'num_readers': 0, 'size': 32, 'filename': '/home/jupyter/NIHCloudLabGCP/notebooks/SpleenLiverSegmentation/monai_data/monai_cache.lmdb'}\n" + ] + } + ], "source": [ "print(train_ds.info())" ] @@ -397,61 +1105,107 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "id": "8539fb7d", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "mmar = {\n", - " RemoteMMARKeys.ID: \"clara_pt_spleen_ct_segmentation_1\",\n", - " RemoteMMARKeys.NAME: \"clara_pt_spleen_ct_segmentation\",\n", + " RemoteMMARKeys.ID: \"monai_spleen_ct_segmentation\",\n", + " RemoteMMARKeys.NAME: \"monai_spleen_ct_segmentation\",\n", " RemoteMMARKeys.FILE_TYPE: \"zip\",\n", " RemoteMMARKeys.HASH_TYPE: \"md5\",\n", " RemoteMMARKeys.HASH_VAL: None,\n", " RemoteMMARKeys.MODEL_FILE: os.path.join(\"models\", \"model.pt\"),\n", - " RemoteMMARKeys.CONFIG_FILE: os.path.join(\"config\", \"config_train.json\"),\n", - " RemoteMMARKeys.VERSION: 2,\n", + " RemoteMMARKeys.CONFIG_FILE: os.path.join(\"configs\", \"train.json\"),\n", + " RemoteMMARKeys.VERSION: \"0.5.3\"\n", "}" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "id": "de7fb262", - "metadata": {}, - "outputs": [], + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "'monai_spleen_ct_segmentation'" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "mmar['name']" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, + "id": "5e96f360-276c-449c-b60d-fdcb1b280c92", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "monai_spleen_ct_segmentation_0.5.3.zip: 34.0MB [00:00, 57.2MB/s] " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2025-05-02 17:32:22,833 - INFO - Downloaded: monai_data/monai_spleen_ct_segmentation_0.5.3.zip\n", + "2025-05-02 17:32:22,834 - INFO - Expected md5 is None, skip md5 check for file monai_data/monai_spleen_ct_segmentation_0.5.3.zip.\n", + "2025-05-02 17:32:22,834 - INFO - Writing into directory: monai_data/monai_spleen_ct_segmentation.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "data": { + "text/plain": [ + "PosixPath('monai_data/monai_spleen_ct_segmentation')" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from monai.apps import download_mmar\n", + "download_mmar(mmar['name'], mmar_dir=root_dir, version=mmar['version'])\n" + ] + }, + { + "cell_type": "code", + "execution_count": 14, "id": "bf96f9f9", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "device = torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\") #torch.device(\"cpu\")\n", - "if PRETRAINED:\n", - " print(\"using a pretrained model.\")\n", - " try: #MONAI=0.8\n", - " unet_model = load_from_mmar(\n", - " item = mmar['name'], \n", - " mmar_dir=root_dir,\n", - " map_location=device,\n", - " version=mmar['version'],\n", - " pretrained=True)\n", - " except: #MONAI<0.8\n", - " unet_model = load_from_mmar(\n", - " mmar, \n", - " mmar_dir=root_dir,\n", - " map_location=device,\n", - " pretrained=True)\n", - " model = unet_model\n", - "else: \n", - " print(\"using a randomly init. model.\")\n", - " model = UNet(\n", - " dimensions=3,\n", + "model = UNet(\n", + " spatial_dims=3,\n", " in_channels=1,\n", " out_channels=2,\n", " channels=(16, 32, 64, 128, 256),\n", @@ -459,7 +1213,6 @@ " num_res_units=2,\n", " norm=Norm.BATCH,\n", " )\n", - "\n", "model = model.to(device)" ] }, @@ -474,10 +1227,34 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 15, "id": "4be7eb8f", - "metadata": {}, - "outputs": [], + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1/1 [00:00<00:00, 4882.78it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accessing lmdb file: /home/jupyter/NIHCloudLabGCP/notebooks/SpleenLiverSegmentation/monai_data/monai_cache.lmdb.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + } + ], "source": [ "test_file = data_dicts[20:21]\n", "test_ds = LMDBDataset(data=test_file, transform=None, cache_dir=root_dir)" @@ -493,9 +1270,11 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 16, "id": "16fd4e94", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "num_classes=2\n", @@ -518,10 +1297,31 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 17, "id": "9782ec96", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "fig = plt.figure(frameon=False, figsize=(7,7))\n", "plt.title('Actual Spleen')\n", @@ -530,10 +1330,31 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 18, "id": "76cd38e6", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "fig = plt.figure(frameon=False, figsize=(7,7))\n", "plt.title('Pretrained CalculatedSpleen')\n", @@ -542,10 +1363,31 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 19, "id": "65c68242", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "fig = plt.figure(frameon=False, figsize=(7,7))\n", "plt.title('Differences Between Actual and Model')\n", @@ -574,7 +1416,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 20, "id": "a8ad6aee", "metadata": {}, "outputs": [], @@ -588,7 +1430,346 @@ "execution_count": null, "id": "d91d340c", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "----------\n", + "epoch 1/25\n", + "1/16, train_loss: 0.9603\n", + "2/16, train_loss: 0.9371\n", + "3/16, train_loss: 0.8940\n", + "4/16, train_loss: 0.8723\n", + "5/16, train_loss: 0.8610\n", + "6/16, train_loss: 0.8291\n", + "7/16, train_loss: 0.8563\n", + "8/16, train_loss: 0.8244\n", + "9/16, train_loss: 0.8163\n", + "10/16, train_loss: 0.8436\n", + "11/16, train_loss: 0.8168\n", + "12/16, train_loss: 0.8316\n", + "13/16, train_loss: 0.8134\n", + "14/16, train_loss: 0.7893\n", + "15/16, train_loss: 0.8143\n", + "16/16, train_loss: 0.7952\n", + "epoch 1 average loss: 0.8472\n", + "----------\n", + "epoch 2/25\n", + "1/16, train_loss: 0.7974\n", + "2/16, train_loss: 0.8047\n", + "3/16, train_loss: 0.7790\n", + "4/16, train_loss: 0.7652\n", + "5/16, train_loss: 0.7669\n", + "6/16, train_loss: 0.7429\n", + "7/16, train_loss: 0.7733\n", + "8/16, train_loss: 0.7465\n", + "9/16, train_loss: 0.7405\n", + "10/16, train_loss: 0.7721\n", + "11/16, train_loss: 0.7465\n", + "12/16, train_loss: 0.7665\n", + "13/16, train_loss: 0.7452\n", + "14/16, train_loss: 0.7240\n", + "15/16, train_loss: 0.7563\n", + "16/16, train_loss: 0.7326\n", + "epoch 2 average loss: 0.7600\n", + "saved new best metric model\n", + "current epoch: 2 current mean dice: 0.0315\n", + "best mean dice: 0.0315 at epoch: 2\n", + "----------\n", + "epoch 3/25\n", + "1/16, train_loss: 0.7369\n", + "2/16, train_loss: 0.7495\n", + "3/16, train_loss: 0.7198\n", + "4/16, train_loss: 0.6999\n", + "5/16, train_loss: 0.6974\n", + "6/16, train_loss: 0.6755\n", + "7/16, train_loss: 0.7169\n", + "8/16, train_loss: 0.6745\n", + "9/16, train_loss: 0.6713\n", + "10/16, train_loss: 0.7172\n", + "11/16, train_loss: 0.6849\n", + "12/16, train_loss: 0.7146\n", + "13/16, train_loss: 0.6864\n", + "14/16, train_loss: 0.6551\n", + "15/16, train_loss: 0.6983\n", + "16/16, train_loss: 0.6706\n", + "epoch 3 average loss: 0.6980\n", + "----------\n", + "epoch 4/25\n", + "1/16, train_loss: 0.6776\n", + "2/16, train_loss: 0.7034\n", + "3/16, train_loss: 0.6583\n", + "4/16, train_loss: 0.6360\n", + "5/16, train_loss: 0.6391\n", + "6/16, train_loss: 0.6067\n", + "7/16, train_loss: 0.6603\n", + "8/16, train_loss: 0.6166\n", + "9/16, train_loss: 0.6065\n", + "10/16, train_loss: 0.6587\n", + "11/16, train_loss: 0.6339\n", + "12/16, train_loss: 0.6597\n", + "13/16, train_loss: 0.6374\n", + "14/16, train_loss: 0.5985\n", + "15/16, train_loss: 0.6473\n", + "16/16, train_loss: 0.6217\n", + "epoch 4 average loss: 0.6413\n", + "saved new best metric model\n", + "current epoch: 4 current mean dice: 0.0622\n", + "best mean dice: 0.0622 at epoch: 4\n", + "----------\n", + "epoch 5/25\n", + "1/16, train_loss: 0.6287\n", + "2/16, train_loss: 0.6552\n", + "3/16, train_loss: 0.6040\n", + "4/16, train_loss: 0.5803\n", + "5/16, train_loss: 0.5819\n", + "6/16, train_loss: 0.5493\n", + "7/16, train_loss: 0.6132\n", + "8/16, train_loss: 0.5640\n", + "9/16, train_loss: 0.5524\n", + "10/16, train_loss: 0.6120\n", + "11/16, train_loss: 0.5858\n", + "12/16, train_loss: 0.6145\n", + "13/16, train_loss: 0.5880\n", + "14/16, train_loss: 0.5459\n", + "15/16, train_loss: 0.6040\n", + "16/16, train_loss: 0.5684\n", + "epoch 5 average loss: 0.5905\n", + "----------\n", + "epoch 6/25\n", + "1/16, train_loss: 0.5869\n", + "2/16, train_loss: 0.6139\n", + "3/16, train_loss: 0.5547\n", + "4/16, train_loss: 0.5344\n", + "5/16, train_loss: 0.5320\n", + "6/16, train_loss: 0.4989\n", + "7/16, train_loss: 0.5690\n", + "8/16, train_loss: 0.5196\n", + "9/16, train_loss: 0.5067\n", + "10/16, train_loss: 0.5841\n", + "11/16, train_loss: 0.5428\n", + "12/16, train_loss: 0.5846\n", + "13/16, train_loss: 0.5469\n", + "14/16, train_loss: 0.5010\n", + "15/16, train_loss: 0.5656\n", + "16/16, train_loss: 0.5307\n", + "epoch 6 average loss: 0.5482\n", + "saved new best metric model\n", + "current epoch: 6 current mean dice: 0.0917\n", + "best mean dice: 0.0917 at epoch: 6\n", + "----------\n", + "epoch 7/25\n", + "1/16, train_loss: 0.5519\n", + "2/16, train_loss: 0.5815\n", + "3/16, train_loss: 0.5165\n", + "4/16, train_loss: 0.4879\n", + "5/16, train_loss: 0.4950\n", + "6/16, train_loss: 0.4559\n", + "7/16, train_loss: 0.5220\n", + "8/16, train_loss: 0.4734\n", + "9/16, train_loss: 0.4445\n", + "10/16, train_loss: 0.5424\n", + "11/16, train_loss: 0.4993\n", + "12/16, train_loss: 0.5397\n", + "13/16, train_loss: 0.5016\n", + "14/16, train_loss: 0.4562\n", + "15/16, train_loss: 0.5306\n", + "16/16, train_loss: 0.4813\n", + "epoch 7 average loss: 0.5050\n", + "----------\n", + "epoch 8/25\n", + "1/16, train_loss: 0.5055\n", + "2/16, train_loss: 0.5400\n", + "3/16, train_loss: 0.4693\n", + "4/16, train_loss: 0.4453\n", + "5/16, train_loss: 0.4446\n", + "6/16, train_loss: 0.3960\n", + "7/16, train_loss: 0.4770\n", + "8/16, train_loss: 0.4185\n", + "9/16, train_loss: 0.3917\n", + "10/16, train_loss: 0.5055\n", + "11/16, train_loss: 0.4598\n", + "12/16, train_loss: 0.5054\n", + "13/16, train_loss: 0.4550\n", + "14/16, train_loss: 0.4067\n", + "15/16, train_loss: 0.4837\n", + "16/16, train_loss: 0.4537\n", + "epoch 8 average loss: 0.4598\n", + "saved new best metric model\n", + "current epoch: 8 current mean dice: 0.1611\n", + "best mean dice: 0.1611 at epoch: 8\n", + "----------\n", + "epoch 9/25\n", + "1/16, train_loss: 0.4734\n", + "2/16, train_loss: 0.5124\n", + "14/16, train_loss: 0.2493\n", + "15/16, train_loss: 0.3005\n", + "16/16, train_loss: 0.2360\n", + "epoch 16 average loss: 0.2827\n", + "current epoch: 16 current mean dice: 0.4648\n", + "best mean dice: 0.5207 at epoch: 12\n", + "----------\n", + "epoch 17/25\n", + "1/16, train_loss: 0.3634\n", + "2/16, train_loss: 0.3272\n", + "3/16, train_loss: 0.3127\n", + "4/16, train_loss: 0.1885\n", + "5/16, train_loss: 0.2530\n", + "6/16, train_loss: 0.2101\n", + "7/16, train_loss: 0.2796\n", + "8/16, train_loss: 0.2466\n", + "9/16, train_loss: 0.1753\n", + "10/16, train_loss: 0.3567\n", + "11/16, train_loss: 0.3190\n", + "12/16, train_loss: 0.3279\n", + "13/16, train_loss: 0.2530\n", + "14/16, train_loss: 0.2408\n", + "15/16, train_loss: 0.4054\n", + "16/16, train_loss: 0.2759\n", + "epoch 17 average loss: 0.2834\n", + "----------\n", + "epoch 18/25\n", + "1/16, train_loss: 0.3573\n", + "2/16, train_loss: 0.3254\n", + "3/16, train_loss: 0.3091\n", + "4/16, train_loss: 0.2476\n", + "5/16, train_loss: 0.2678\n", + "6/16, train_loss: 0.2739\n", + "7/16, train_loss: 0.2928\n", + "8/16, train_loss: 0.2627\n", + "9/16, train_loss: 0.1897\n", + "10/16, train_loss: 0.3747\n", + "11/16, train_loss: 0.3194\n", + "12/16, train_loss: 0.3574\n", + "13/16, train_loss: 0.2718\n", + "14/16, train_loss: 0.2483\n", + "15/16, train_loss: 0.3272\n", + "16/16, train_loss: 0.2499\n", + "epoch 18 average loss: 0.2922\n", + "current epoch: 18 current mean dice: 0.4817\n", + "best mean dice: 0.5207 at epoch: 12\n", + "----------\n", + "epoch 19/25\n", + "1/16, train_loss: 0.3551\n", + "2/16, train_loss: 0.3669\n", + "3/16, train_loss: 0.3027\n", + "4/16, train_loss: 0.1632\n", + "5/16, train_loss: 0.2588\n", + "6/16, train_loss: 0.2916\n", + "7/16, train_loss: 0.2688\n", + "8/16, train_loss: 0.2680\n", + "9/16, train_loss: 0.1615\n", + "10/16, train_loss: 0.3517\n", + "11/16, train_loss: 0.3052\n", + "12/16, train_loss: 0.3286\n", + "13/16, train_loss: 0.2711\n", + "14/16, train_loss: 0.2401\n", + "15/16, train_loss: 0.2999\n", + "16/16, train_loss: 0.2289\n", + "epoch 19 average loss: 0.2789\n", + "----------\n", + "epoch 20/25\n", + "1/16, train_loss: 0.3562\n", + "2/16, train_loss: 0.3163\n", + "3/16, train_loss: 0.3016\n", + "4/16, train_loss: 0.1394\n", + "5/16, train_loss: 0.2542\n", + "6/16, train_loss: 0.1851\n", + "7/16, train_loss: 0.2600\n", + "8/16, train_loss: 0.2446\n", + "9/16, train_loss: 0.1740\n", + "10/16, train_loss: 0.3486\n", + "11/16, train_loss: 0.3059\n", + "12/16, train_loss: 0.2791\n", + "13/16, train_loss: 0.2343\n", + "14/16, train_loss: 0.2362\n", + "15/16, train_loss: 0.2750\n", + "16/16, train_loss: 0.2307\n", + "epoch 20 average loss: 0.2588\n", + "current epoch: 20 current mean dice: 0.3728\n", + "best mean dice: 0.5207 at epoch: 12\n", + "----------\n", + "epoch 21/25\n", + "1/16, train_loss: 0.3533\n", + "2/16, train_loss: 0.3094\n", + "3/16, train_loss: 0.2946\n", + "4/16, train_loss: 0.1461\n", + "5/16, train_loss: 0.2474\n", + "6/16, train_loss: 0.2177\n", + "7/16, train_loss: 0.2580\n", + "8/16, train_loss: 0.2256\n", + "9/16, train_loss: 0.1733\n", + "10/16, train_loss: 0.3462\n", + "11/16, train_loss: 0.3255\n", + "12/16, train_loss: 0.2748\n", + "13/16, train_loss: 0.2379\n", + "14/16, train_loss: 0.2420\n", + "15/16, train_loss: 0.2783\n", + "16/16, train_loss: 0.2169\n", + "epoch 21 average loss: 0.2592\n", + "----------\n", + "epoch 22/25\n", + "1/16, train_loss: 0.3501\n", + "2/16, train_loss: 0.3008\n", + "3/16, train_loss: 0.2938\n", + "4/16, train_loss: 0.1196\n", + "5/16, train_loss: 0.2453\n", + "6/16, train_loss: 0.1673\n", + "7/16, train_loss: 0.2714\n", + "8/16, train_loss: 0.2307\n", + "11/16, train_loss: 0.3042\n", + "12/16, train_loss: 0.2638\n", + "13/16, train_loss: 0.2179\n", + "14/16, train_loss: 0.2203\n", + "15/16, train_loss: 0.2424\n", + "16/16, train_loss: 0.1947\n", + "epoch 23 average loss: 0.2368\n", + "----------\n", + "epoch 24/25\n", + "1/16, train_loss: 0.3408\n", + "2/16, train_loss: 0.2453\n", + "3/16, train_loss: 0.2882\n", + "4/16, train_loss: 0.1046\n", + "5/16, train_loss: 0.2336\n", + "6/16, train_loss: 0.1367\n", + "7/16, train_loss: 0.2456\n", + "8/16, train_loss: 0.2180\n", + "9/16, train_loss: 0.1191\n", + "10/16, train_loss: 0.3375\n", + "11/16, train_loss: 0.2872\n", + "12/16, train_loss: 0.2525\n", + "13/16, train_loss: 0.2097\n", + "14/16, train_loss: 0.2043\n", + "15/16, train_loss: 0.2436\n", + "16/16, train_loss: 0.1919\n", + "epoch 24 average loss: 0.2286\n", + "saved new best metric model\n", + "current epoch: 24 current mean dice: 0.7485\n", + "best mean dice: 0.7485 at epoch: 24\n", + "----------\n", + "epoch 25/25\n", + "1/16, train_loss: 0.3384\n", + "2/16, train_loss: 0.2250\n", + "3/16, train_loss: 0.2863\n", + "4/16, train_loss: 0.0908\n", + "5/16, train_loss: 0.2269\n", + "6/16, train_loss: 0.1102\n", + "7/16, train_loss: 0.2404\n", + "8/16, train_loss: 0.2155\n", + "9/16, train_loss: 0.1168\n", + "10/16, train_loss: 0.3362\n", + "11/16, train_loss: 0.2816\n", + "12/16, train_loss: 0.2424\n", + "13/16, train_loss: 0.1951\n", + "14/16, train_loss: 0.1974\n", + "15/16, train_loss: 0.2335\n", + "16/16, train_loss: 0.1911\n", + "epoch 25 average loss: 0.2205\n", + "train completed, best_metric: 0.7485 at epoch: 24\n" + ] + } + ], "source": [ "max_epochs = 25\n", "val_interval = 2\n", @@ -667,7 +1848,18 @@ "execution_count": null, "id": "5cf1fd04", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "plt.figure(\"train\", (12, 6))\n", "plt.subplot(1, 2, 1)\n", @@ -706,12 +1898,23 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 25, "id": "29441405", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "model.load_state_dict(torch.load('monai_data/best_metric_model_pretrained.pth'))" + "model.load_state_dict(torch.load('monai_data/Spleen_best_metric_model_pretrained.pth'))" ] }, { @@ -724,7 +1927,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 26, "id": "94615f38", "metadata": {}, "outputs": [], @@ -749,10 +1952,31 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 27, "id": "a3f78dd4", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "fig = plt.figure(frameon=False, figsize=(7,7))\n", "plt.title('Trained Calculated Spleen')\n", @@ -761,10 +1985,31 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 28, "id": "a67f89f2", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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zl+JYdkM535UUYf7eijp/TnEiy8sUC5AlFPcB3+f1tnR8SdTOfT2f4izsO8r2bi3rXgm8qqLOGIq9HS+X03y+ahr3luWV13MeXpat6KSt++2Hst5Y4O8pjvXupNhtehfwR22vhw4um6n6DFy+jz7717LO3H3U+UJZp+1a41EU4fFcxWfnB5XToFjBuL9s8x5toAj4Z8txD1GcN3BNB/36cYrj5jvK9+VSOv7+PE/XLonq6vQ6/N50NB+KM+DbXuezFJcm7jXNTtpzDeUlUfuo0+F7W35+flB+JrdTfF8u6OD5syhOmmwqPztXUKwkt18SVVH3OIo9IRvKPnoe+C/gnIo6l+IlUaSU2q//kyRJNeYxZUmSMmEoS5KUCUNZkqRMGMqSJGWiZqEcEZ+M4qfqdkTEPeVlEJIkDVo1CeWIeD/FD57/NcU1rI9QXF9Yfc9dSZIGjZpcElXe1/e+lNJl5eM6insr/1tK6R+68PyguKNMY582VJKk3jEOWJ32E7oH/Y5eETEcOJHijkdA+51fFlLcGKCj54xgz1shHgY81ZftlCSpl82guKtZp2pxm81DKG7fuLaqfC2v3Pi82ucp7v6zh7/7u79j5MiRHVSXJCkPO3bs4M///M+hC3t3+8u9r79EcQy6zThg5ciRIxk1alSNmiRJUu+qRShvoPhllWlV5dMofsR9L6n4SbTKn0Xrs8ZJklQrB/3s65TSLopfpTm3raw80etcil/GkSRpUKrV7uuvAP8REfdT/BLOpyl+MefbNWqPJEk1V5NQTin9V/kD118E6oGHgfNTStUnf0mSNGjU7ESvlNKVdP3H5SVJGvC897UkSZkwlCVJyoShLElSJgxlSZIyYShLkpQJQ1mSpEwYypIkZcJQliQpE4ayJEmZMJQlScqEoSxJUiYMZUmSMmEoS5KUCUNZkqRMGMqSJGXCUJYkKROGsiRJmTCUJUnKhKEsSVImDGVJkjJhKEuSlAlDWZKkTBjKkiRlwlCWJCkThrIkSZkwlCVJyoShLElSJgxlSZIyYShLkpQJQ1mSpEwYypIkZcJQliQpE4ayJEmZMJQlScqEoSxJUiYMZUmSMmEoS5KUCUNZkqRMGMqSJGXCUJYkKROGsiRJmTCUJUnKhKEsSVImDGVJkjJhKEuSlAlDWZKkTBjKkiRlwlCWJCkThrIkSZkwlCVJyoShLElSJgxlSZIyYShLkpQJQ1mSpEwYypIkZcJQliQpE4ayJEmZMJQlScqEoSxJUiYMZUmSMmEoS5KUCUNZkqRMDK11AyTladOmTTz55JO0trZ2WmfYsGEce+yxjBkz5iC2TBq4DGVJHVqzZg3XX389zc3NndYZO3YsM2bMMJSlXmIoS4PQU089xdNPP73POhs2bNjnVjLAzp07WbRoEePGjetw/Pz583n1q1/d43ZKg42hLA1QKaVOxz399NPceuutBzyP3bt3c9ddd3U6vrW1laOPPpqIOOB5SYOBoSwNQNu2bePWW2+lsbGxw/EvvvjiQWnHY489xubNmzn11FM56qijDso8pf7MUJb6uZaWFlpaWvYo27p1Kw8//DAbNmyoUasKDQ0NNDQ0cMQRRxjKUhcYylI/d9ddd/Hggw/uUdbc3MzmzZtr1CJJPWUoSxnYuXMnO3bs6NFzV61a1elJW3V1dYwZM6bPjummlGhqatrvCWGSusZQljLwwAMPsHDhwh49d8uWLZ2Omzp1Kh/+8IcZNWpUT5u2T9u2bePaa69l7dq1fTJ9abAxlKUa2LVrFy+99FL7FmZDQwNr1qzp1jTGjBnDhAkTmDhxIhMnTuywTn19PfX19X0aytOnT2fIkCHAK69rX2d+S+qcoSzVwKpVq7j66qvZtWsXQPvf7jjuuON417vetc86dXV1jBw5skdt7IpRo0ZxySWXtK9cPPfcc1x99dXs3r27z+YpDWSGsnQQtLS08MILL7QfN169ejWNjY3dCq+RI0cye/bs9q3SmTNnMnbs2D5pb1dFBKNHj25/PGrUKK9Jlg6AoSwdBDt37uSHP/whK1euBIoTpKovY9qfadOm8fGPf7x9V3Rdnb8nIw00hrLUh1JKLFmyhLVr17J58+Z93kca4IgjjuCwww7rcNwhhxzCyJEjGTo036/t+PHjOfXUU2loaOCZZ56pdXOkfiffb7c0ALS2trJo0SIef/zxLtU/6aSTOOuss/q2UX1o2rRpfOADH+Dee+9l2bJlnvAldZOhLPWyZ555hqVLlwJFKO/rcqHp06dz/PHHtx+HnTNnzsFoYp/zuLLUM4ay1ItSSixbtoybb765S/WnT5/OggULPD4sCTCUpV7z7LPPctddd7Fq1ar91p06dSrnnnsu9fX1BrKkdoaydIBSSjQ3N7NmzRp+9atf7TV+yJAhewXvpEmTOPnkkxkxYsTBaqakfsBQlg7QypUruemmm3jppZf2GldXV8cFF1yw17Hi0aNHM2zYsIPUQkn9Ra+HckRcDnyhqnhpSunocvxI4F+ADwAjgNuA30spefNc9Sutra1s27aNDRs2sHTp0vYbgQwfPrx9C3jIkCHMmTOHo48+upZNldRP9NWW8hPAWyoeV16c+VXgAuBiYDNwJXAD8KY+aovUJ1566SWuvfZaNm7cuMeduU4++WTOPvtsoDgLedKkSbVqoqR+pq9CuTmltNfd9SNiAvAbwAdTSv9Tln0MWBIRp6aU9j4gJ2WmtbWVl156iYaGBhoaGmhqatpj/NixYzu9AchgM3bsWMaPH8+YMWNq3RSpX+irUJ4fEauBHcBi4PMppRXAicAwoP036lJKT0XECuA0oMNQjogRFLu624zro3ZL+7Vt2zauu+46Vq9ezbZt22rdnKy94Q1vYMGCBX36oxjSQNIXoXwPcCmwFDiM4vjyHRFxLFAP7Eopbap6ztpyXGc+z97HqaWaSCnR1NTUvoU8evRoZs6c2X7DjEMPPbSWzcvC+PHjOfroo5kxYwbjxrkOLXVVr4dySumWioePRsQ9wAvA+4DtPZzsl4CvVDweB6zs4bSkXnX44YfzW7/1W+1nU7f9itNgNn/+fObOnWtfSN3U55dEpZQ2RcTTwJHAz4HhETGxamt5GtDpL7ynlHYCO9seews/HWzLli1j3bp1QPEzjPPnz2f27NkA1NfXM2LECAMI2LJlC0uWLGHy5MnMnz+/1s2R+p0+D+WIGAvMA64FHgB2A+cCPyrHHwXMojj2LGVp8eLFLF5cfETHjRvHpz71KaZPn17jVuVn7dq1XH/99bzuda/jyCOPdAVa6qa+uE75n4GbKHZZTwf+GmgBvpdS2hwRVwNfiYiNwBbg34DFnnmtHD399NM888wzvPjii7VuSr8wefJkzjvvPOrr93WKiKTO9MWW8gzge8AUYD1wJ3BqSml9Of4zQCvFlnL7zUP6oB3SAXv66ae7/OMSgilTpnD++efXuhlSv9UXJ3p9YD/jdwCfLAcpS8uWLWPx4sXtW8hvfOMbmTdvHgDDhg1j4sSJNWydpIHKe19LFVJKtLS0sHr1ahYvXkxdXR3Dhg1j/vz5nHLKKbVuXpaam4sb9g0d6uJEOlB+i6QKK1as4Kc//Wn7j0ucdNJJnHLKKd6hqxPbt2/nv//7v2lpaeE973mPd+6SDpChLPHKj0usX7+epUuXtm/9HXroof6YRCe2b9/Oli1baGhoaN/DIOnAGMoSsH79er7zne+wcePG9kBW55qbm7nxxhtZtWoV559/PlOnTnUrWeoFhrJEETJr1qxh165de1zOM3bs2Bq2Kk+bN2+msbGRHTt2AMXehKlTp9a4VdLAYChLFebMmcNHPvKR9pOW2n4XWa9YuHAhDz74IBdffDHz5s1zC1nqRYayBrXm5mZWrFjB6tWraW5uZujQoYwfP94ziTuwYcMGNmzYAMD06dOZNGmSPzYh9TKXPBrUmpqa+N73vsfatWs9lrwf999/P7fccgsXX3wx73znO11xkfqA3yoNSq2trTz11FOsWbOGxsZGhg8fzutf/3pmz57t/ZqrrF+/nmeffZaWlhZOPPFEpk2b1v6LWJJ6l6GsQam5uZnbbruNZ555Bih+fvF973ufu2M7sGzZMq677joWLFjAhz/8YVdapD5kKGtQSSnxyCOPsGLFivYbhLQxbAqNjY3cc889jB8/nje84Q3MmDGDBQsW8KpXvco+kvqYoaxBJaXEQw89xH333VfrpmSrsbGR22+/nRkzZnD88cczc+ZMZs6cWetmSYOCoaxB46GHHuKJJ55g+fLlDBkyhHPOOaf9+toxY8YM+suftm/fzsKFC9m+fTvveMc7mDx5MkOGDKl1s6RBxVDWgNfa2kprayvLly/n7rvvBmD48OEce+yxzJ8/v8aty0NdXR2tra089thjRARvf/vbvXGKVAOGsga8J554gkWLFrFu3bpaNyVLQ4YM4aSTTmLUqFE0NTWxdetWRo0aVetmSYOSoawBq7m5mR07drBmzRqWLFlS6+ZkKyKYMGECEydO5FWvehWbNm2qdZOkQctQ1oC1fPlyfvjDH7Jly5ZaNyVrLS0tLF68mCFDhtDY2Fjr5kiDmqGsAWf37t28/PLLNDQ0sGrVKlpbW/cYP2HCBMaPH8/w4cNr1MK8pJRccZEyYShrwFm3bh3f/OY32bJly16BHBGcf/75HH/88f6QgqTs1NW6AVJva2lpYcuWLWzfvr3D8aNHj2b8+PGD8nKfMWPGcPjhh3vnMilThrI0iMyaNYsFCxYwb968WjdFUgfcfa0BY9euXSxZsoRVq1bR0tKy1/iZM2dy+OGHM2XKlBq0Lg9btmzhueee8wxrKVOGsgaMpqYmbrjhBtavX9/h+BNOOIG3ve1tg/r+zatWrWL16tWklGrdFEkdMJQ1YKSUOgybWbNm8ZrXvIa5c+cO6kBuYyBL+TKUNeDNmTOHd77znbVuhiTtlyd6SZKUCbeUNWBFBHV1ddTVDd51z5RS+7Xag/ESMKm/MZQ1YM2ePZsFCxZwyCGH1LopNbNhwwZ+/OMfU19fz9vf/vZBvYIi9QeGsvq9lBI7duxg27Zte5zENG7cOF7zmtcM6i3EHTt28NRTT7Fz505P8JL6AUNZ/d7u3bv5/ve/zwsvvOD1t5L6NUNZ/V5rayvr169nzZo1AAwdOpRJkyYxceJEL4GS1K8Yyhpwpk2bxm/8xm8wbtw4j6FK6lcMZQ0YQ4cOZcaMGcyYMYNJkyYxYsSIWjepZpqbm1m5cmX7T1du27aNZ555hsmTJzN16tRaN09SJwxlDRhjx47lQx/6EIceeijDhg2rdXNqauvWrVx33XWsW7eO5uZmnn/+eb7+9a/zpje9ife97321bp6kThjKGjAigmHDhg3qQG5tbWXp0qWsXbuWxsZGmpubARg/fjzz589nxowZNW6hpH0xlKUBZPfu3dx88808++yze5TPmDGDj3zkI4P68jCpP/AsGGkQ2LBhAz//+c958skna90USftgKEsDTEc3CVm7di033XQTjzzySA1aJKmr3H2tfiulxN13383KlSs57rjjGD9+POPGjat1s2qirS+WL1/Ohg0b2ssnTZrE2Wef3X4men19fa2aKKkLDGX1WyklnnzySZYsWcJll13G3Llza92kmkkpsWTJEh588MH2siFDhjB+/Hje+MY3Mnr06Bq2TlJXGcrSADRmzBguuugi6uvrB/X12lJ/YyhL/dyuXbvYtWsXQ4cObd8injBhAkcdddSg/oUsqT8ylKV+7o477uDee+/ljDPO4NxzzwWKXdcTJ06sbcMkdZuhLPVT27dvp7GxkcbGRnbt2sWkSZOYOXNmrZsl6QAYylI/9fDDD/OTn/yEc845h0996lOMGTOm1k2SdIAMZfVbEUF9fT07duxg5MiRtW7OQdPU1MSaNWvYunUrhxxySPvPVErq/wxl9VsRwYIFC2htbR1U97t+7rnnuOaaazj11FO57LLLGDrUr7E0UHhHL/VLL774Ivfffz+NjY0MHz6ciKh1kw6a8ePH89rXvpaZM2cyYsQI72ctDSCuYqtfuvfee1m0aBEf//jHmTRpUq2bc1DNnj2bj370o7VuhqQ+YCirX1mxYgVPPfUUzz//PCmlDu/zPBgMpj0D0mBiKKtfWbZsGTfeeCMAdXUefZE0sBjKUqZ2797NokWL2LFjB+ecc46XPEmDgJsaUqaam5t55JFHuP/++9m5c2etmyPpIHBLWcrU8OHDueiii2hubmbs2LG1bo6kg8BQljI1ZMgQjjzyyFo3Q9JB5O5rSZIyYSirXxk1ahSHHnooo0aNIqXEli1b2LBhA7t37+6T+TU1NbF+/Xp27NjRJ9Pvirq6OsaNG8fYsWO9FEoa4Axl9SsnnHACn/70pznhhBNIKfGzn/2Mr33tazQ0NPTJ/H71q19xxRVX8OSTT/bJ9Lti9OjRvOUtb+GMM84YVLcTlQYjjymrXxkxYgQjRoxo/wGKpqYmWlpaaG5u7tZ0Uko0NDSwe/dupk+f3mnYjRo1ismTJzN8+PD2srq6OiZPngzAxo0baW1t7eGr6ZqIYPTo0YwYMYJp06axdetWNm3aNGhvnCINZG4pa1DavXs3N9xwA9/61rd4+eWXO6138sknc9lll/HqV7+6vWzEiBG8+c1v5swzzzyov041YcIEzjvvPE488UR3Y0sDlFvK6pdmzJjBCSecwHPPPUdTUxNLly7dZ7gCHH744dTX1wPF1u4RRxzBlClTGDFiRKfPGTp06F6/wtTS0kJDQwMjRoxg5syZNDY20tDQ0Gdbrs3NzaxYsYKJEydy2GGHMWHCBObOncumTZvYsGFDn8xTUm1Ef9wFFhHjgc3/8i//wqhRo2rdHNVASomWlha+/e1v89BDD3Vpy/Fd73oXb3vb2/aYBvTsPtIRwaRJk7jwwgt5+eWXueWWW7q9C72785s6dSoXXHABw4cPJ6XE448/zl133dVn85TUO7Zv384f/dEfAUxIKW3ZV123lNUvRQRDhgzhda97HVOmTOnSc+bMmbPXNHoqpcT27dt54okn2L59O62trUyePJlZs2axdu3aXj/xLKVEU1MTjz32GFOmTGHOnDkceuihHHfccaxevZp169b16vwk1YahrH4rIjjllFNqNv/t27fzwAMPtD8+5JBDOPXUU3nwwQf75GzwrVu3ct9993HEEUcwe/Zs6uvrOeyww7j77rsNZWmAMJSlXrJu3TruvPNORo4cyemnnw4UW7hLlixh48aNvTafl156ibvuuovp06czd+5cjjjiCMaOHcvSpUs9xiz1c4ay1Es2bdrEpk2bOP744znmmGOA4qSwlStXsmnTpvZ6B3oJ1ZYtW3j88ceJCObOncthhx3GtGnTWLNmjaEs9XOGstTLli9f3n4meEQwa9as9kuqtm3bxr333lvTO4RJypehLPWyti1mKC69OvLII5k+fToAjY2N7bcIhWKrua9uESqp/zGUpT6UUuLee+/lkUceAWDkyJG86U1var82+sUXX+S+++7z7lySAENZ6lMpJTZv3tz+eNy4cQwbNowxY8YwevRotm3bxvjx49tDeceOHezatatWzZVUY4aydBA1NTVx++23M23aNM455xwOP/xw3vGOd7SPv++++1i6dGkNWyiplgxl6SBqbW2lqamJzZs3s3btWsaOHcuECROICFJKTJkypf1WoPszbty4Pm6tpIPNUJZqYOPGjdx6663MmzePM888k4ggIjjmmGP2+PGLfamrq/OHKaQBxlCWaiClxO7du9m0aRPPPfdce7gecsghTJgwoUvT2Lx5c/t1yW234ZTUvxnKUg2tXbuWtWvXtj8+/fTTuxzKL774InfeeWdfNU1SDRjKUg1VXwq1cuXK9l+bGjJkCPPmzWP06NGdPtdLqaSBxVCWMrJ8+XKWL18OwPDhw5k6dao/TyoNIoaylKmWlhYeffTRTkP5pZdeOsgtktTXDGUpUy0tLSxbtqzWzZB0ENXVugGSJKlgKEuSlAlDWZKkTHQ7lCPizRFxU0SsjogUERdVjY+I+GJENETE9ohYGBHzq+pMjojvRMSWiNgUEVdHxNgDfC2SJPVrPdlSHgM8Anyyk/F/AvwB8AngFKAJuC0iRlbU+Q5wDPBW4ELgzcA3etAWSZIGjG6ffZ1SugW4BdjrvrtRFHwa+NuU0o/Lso8Aa4GLgOsj4tXA+cBJKaX7yzq/D9wcEZ9NKa3u6YuRJKk/6+1jykcA9cDCtoKU0mbgHuC0sug0YFNbIJcWAq0UW9Z7iYgRETG+bQD8eRxJ0oDT26Hc9ptza6vK11aMqwfWVY5MKTUDGyvqVPs8sLliWNkbjZUkKSf95ezrLwETKoYZtW2OJEm9r7fv6LWm/DsNaKgonwY8XFFnauWTImIoMLni+XtIKe0EdlbU753WSpKUkd7eUl5OEaznthWUx4BPARaXRYuBiRFxYsXzzinbck8vt0eSpH6j21vK5fXER1YUHRERxwEbU0orIuIK4C8i4hmKkP4bYDVwI0BKaUlE3Ar8e0R8AhgGXAlc75nXkqTBrCe7r98A/L+Kx18p//4HcCnwTxTXMn8DmAjcCZyfUtpR8ZxLKIL4FxRnXf+I4tpmSZIGrZ5cp7wI6PSgbip+df2vyqGzOhuBD3Z33pIkDWT95exrSZIGPENZkqRMGMqSJGXCUJYkKROGsiRJmTCUJUnKhKEsSVImDGVJkjJhKEuSlAlDWZKkTBjKkiRlwlCWJCkThrIkSZkwlCVJyoShLElSJgxlSZIyYShLkpQJQ1mSpEwYypIkZcJQliQpE4ayJEmZMJQlScqEoSxJUiYMZUmSMmEoS5KUCUNZkqRMGMqSJGXCUJYkKROGsiRJmTCUJUnKhKEsSVImDGVJkjJhKEuSlAlDWZKkTBjKkiRlwlCWJCkThrIkSZkwlCVJyoShLElSJgxlSZIyYShLkpQJQ1mSpEwYypIkZcJQliQpE4ayJEmZMJQlScqEoSxJUiYMZUmSMmEoS5KUCUNZkqRMGMqSJGXCUJYkKROGsiRJmTCUJUnKhKEsSVImDGVJkjJhKEuSlAlDWZKkTBjKkiRlwlCWJCkThrIkSZkwlCVJyoShLElSJgxlSZIyYShLkpQJQ1mSpEwYypIkZcJQliQpE4ayJEmZMJQlScqEoSxJUiYMZUmSMmEoS5KUCUNZkqRMGMqSJGXCUJYkKROGsiRJmTCUJUnKhKEsSVImDGVJkjJhKEuSlAlDWZKkTHQ7lCPizRFxU0SsjogUERdVjb+mLK8cbq2qMzkivhMRWyJiU0RcHRFjD/C1SJLUr/VkS3kM8AjwyX3UuRU4rGL49arx3wGOAd4KXAi8GfhGD9oiSdKAMbS7T0gp3QLcAhARnVXbmVJa09GIiHg1cD5wUkrp/rLs94GbI+KzKaXV3W2TJEkDQV8dUz4rItZFxNKI+HpETKkYdxqwqS2QSwuBVuCUjiYWESMiYnzbAIzro3ZLklQzfRHKtwIfAc4FPgecCdwSEUPK8fXAusonpJSagY3luI58HthcMazs/WZLklRb3d59vT8ppesrHj4WEY8CzwJnAb/o4WS/BHyl4vE4DGZJ0gDT55dEpZSeAzYAR5ZFa4CplXUiYigwuRzX0TR2ppS2tA1AYx82WZKkmujzUI6IGcAUoKEsWgxMjIgTK6qdU7blnr5ujyRJuer27uvyeuIjK4qOiIjjKI4JbwS+APyIYqt3HvBPwDLgNoCU0pLyuuV/j4hPAMOAK4HrPfNakjSY9WRL+Q3AQ+UAxbHeh4AvAi3A64CfAE8DVwMPAGeklHZWTOMS4CmKY8w3A3cCv92DtkiSNGD05DrlRUCnFygD53VhGhuBD3Z33pIkDWTe+1qSpEwYypIkZcJQliQpE4ayJEmZMJQlScqEoSxJUiYMZUmSMmEoS5KUCUNZkqRMGMqSJGXCUJYkKROGsiRJmTCUJUnKhKEsSVImDGVJkjJhKEuSlAlDWZKkTBjKkiRlwlCWJCkThrIkSZkwlCVJyoShLElSJgxlSZIyYShLkpQJQ1mSpEwYypIkZcJQliQpE4ayJEmZMJQlScqEoSxJUiYMZUmSMmEoS5KUCUNZkqRMGMqSJGXCUJYkKROGsiRJmTCUJUnKhKEsSVImDGVJkjJhKEuSlAlDWZKkTBjKkiRlwlCWJCkThrIkSZkwlCVJyoShLElSJgxlSZIyYShLkpQJQ1mSpEwYypIkZcJQliQpE4ayJEmZMJQlScqEoSxJUiYMZUmSMmEoS5KUCUNZkqRMGMqSJGXCUJYkKROGsiRJmTCUJUnKhKEsSVImDGVJkjJhKEuSlAlDWZKkTBjKkiRlwlCWJCkThrIkSZkwlCVJyoShLElSJgxlSZIyYShLkpQJQ1mSpEwYypIkZcJQliQpE4ayJEmZMJQlScqEoSxJUiYMZUmSMmEoS5KUCUNZkqRMdCuUI+LzEXFfRDRGxLqIuDEijqqqMzIiroqIlyJia0T8KCKmVdWZFRE/i4ht5XS+HBFDe+MFSZLUX3V3S/lM4CrgVOCtwDDg9ogYU1Hnq8A7gIvL+tOBG9pGRsQQ4GfAcOCNwEeBS4Ev9ugVSJI0QHRr6zSldH7l44i4FFgHnAj8MiImAL8BfDCl9D9lnY8BSyLi1JTSr4C3Aa8B3pJSWgs8HBF/CfxjRFyeUtp1oC9KkqT+6ECPKU8o/24s/55IsfW8sK1CSukpYAVwWll0GvBYGchtbgPGA8ccYHskSeq3enwcNyLqgCuAu1JKj5fF9cCulNKmqupry3FtddZ2MJ6KOtXzGgGMqCga17NWS5KUrwPZUr4KOBb4QC+1ZV8+D2yuGFYehHlKknRQ9SiUI+JK4ELg7JRSZUCuAYZHxMSqp0wrx7XVmdbBeCrqVPsSxa7ytmFGT9otSVLOuntJVJSB/G7gnJTS8qoqDwC7gXMrnnMUMAtYXBYtBl4bEVMrnvdWYAvwZEfzTSntTCltaRuAxu60W5Kk/qC7x5SvAj4IvAtojIi2Y8CbU0rbU0qbI+Jq4CsRsZEiaP8NWFyeeQ1wO0X4XhsRf0JxHPlvgatSSjsP8PVIktRvdTeUf7f8u6iq/GPANeX/nwFagR9RnJx1G/B7bRVTSi0RcSHwdYqt5ibgP4C/6mZbJEkaULp7nXJ0oc4O4JPl0FmdF4C3d2fekiQNdN77WpKkTBjKkiRlwlCWJCkThrIkSZkwlCVJyoShLElSJgxlSZIyYShLkpQJQ1mSpEwYypIkZcJQliQpE4ayJEmZMJQlScqEoSxJUiYMZUmSMmEoS5KUCUNZkqRMGMqSJGXCUJYkKROGsiRJmTCUJUnKhKEsSVImDGVJkjJhKEuSlAlDWZKkTBjKkiRlwlCWJCkThrIkSZkwlCVJyoShLElSJgxlSZIyYShLkpQJQ1mSpEwYypIkZcJQliQpE4ayJEmZMJQlScqEoSxJUiYMZUmSMmEoS5KUCUNZkqRMGMqSJGXCUJYkKROGsiRJmTCUJUnKhKEsSVImDGVJkjJhKEuSlAlDWZKkTBjKkiRlwlCWJCkThrIkSZkwlCVJyoShLElSJgxlSZIyYShLkpQJQ1mSpEwYypIkZcJQliQpE4ayJEmZMJQlScqEoSxJUiYMZUmSMmEoS5KUCUNZkqRMGMqSJGXCUJYkKROGsiRJmTCUJUnKhKEsSVImDGVJkjJhKEuSlAlDWZKkTBjKkiRlwlCWJCkThrIkSZkwlCVJyoShLElSJgxlSZIyYShLkpQJQ1mSpEwYypIkZaJboRwRn4+I+yKiMSLWRcSNEXFUVZ1FEZGqhv9bVWdWRPwsIraV0/lyRAztjRckSVJ/1d0gPBO4CrivfO7fA7dHxGtSSk0V9f4d+KuKx9va/omIIcDPgDXAG4HDgP8EdgN/1t0XIEnSQNGtUE4pnV/5OCIuBdYBJwK/rBi1LaW0ppPJvA14DfCWlNJa4OGI+EvgHyPi8pTSru60SZKkgeJAjylPKP9urCq/JCI2RMTjEfGliBhdMe404LEykNvcBowHjjnA9kiS1G/1+DhuRNQBVwB3pZQerxj1XeAFYDXwOuAfgaOA95Tj64HKQKbicX0n8xoBjKgoGtfTdkuSlKsDObnqKuBY4PTKwpTSNyoePhYRDcAvImJeSunZHs7r88AXevhcSZL6hR7tvo6IK4ELgbNTSiv3U/2e8u+R5d81wLSqOtMqxnXkSxS7ytuGGd1qsCRJ/UB3L4mKMpDfDZyTUlrehacdV/5tKP8uBl4bEVMr6rwV2AI82dEEUko7U0pb2gagsTvtliSpP+ju7uurgA8C7wIaI6LtGPDmlNL2iJhXjr8ZeInimPJXgV+mlB4t695OEb7XRsSfUBxH/lvgqpTSzgN6NZIk9WPd3X39uxS7jxdRbPm2De8vx+8C3kIRvE8B/wL8CHhH2wRSSi0Uu75bKLaar6O4TrnyumZJkgad7l6nHPsZ/yLFDUb2N50XgLd3Z96SJA103vtakqRMGMqSJGXCUJYkKROGsiRJmTCUJUnKhKEsSVImDGVJkjJhKEuSlAlDWZKkTBjKkiRlwlCWJCkThrIkSZkwlCVJyoShLElSJgxlSZIyYShLkpQJQ1mSpEwYypIkZcJQliQpE4ayJEmZMJQlScqEoSxJUiYMZUmSMmEoS5KUCUNZkqRMGMqSJGXCUJYkKROGsiRJmTCUJUnKhKEsSVImDGVJkjJhKEuSlAlDWZKkTBjKkiRlwlCWJCkThrIkSZkwlCVJyoShLElSJgxlSZIyYShLkpQJQ1mSpEwYypIkZcJQliQpE4ayJEmZMJQlScqEoSxJUiYMZUmSMmEoS5KUCUNZkqRMGMqSJGXCUJYkKROGsiRJmTCUJUnKhKEsSVImDGVJkjJhKEuSlAlDWZKkTBjKkiRlwlCWJCkThrIkSZkwlCVJyoShLElSJgxlSZIyYShLkpQJQ1mSpEwYypIkZWJorRtwIHbs2FHrJkiStE/dyapIKfVhU/pGRBwOrKx1OyRJ6oYZKaVV+6rQX0M5gFcBTwEzgMbatmjQGEexMmSfHzz2+cFnnx98g6HPxwGr035Ct1/uvk4ppYhoKB82ppS21LRBg0SxLgTY5weNfX7w2ecH3yDp8y69Lk/0kiQpE4ayJEmZ6M+hvBP46/KvDg77/OCzzw8++/zgs89L/fJEL0mSBqL+vKUsSdKAYihLkpQJQ1mSpEwYypIkZaLfhnJEfDIino+IHRFxT0ScXOs2DQQRcXlEpKrhqYrxIyPiqoh4KSK2RsSPImJaLdvc30TEmyPipohYXfbvRVXjIyK+GBENEbE9IhZGxPyqOpMj4jsRsSUiNkXE1REx9qC+kH6kC31+TQef+1ur6tjn3RARn4+I+yKiMSLWRcSNEXFUVZ39Lk8iYlZE/CwitpXT+XJE9MsbX3VFvwzliHg/8BWKU+hPAB4BbouIqTVt2MDxBHBYxXB6xbivAu8ALgbOBKYDNxzsBvZzYyg+s5/sZPyfAH8AfAI4BWii+HyPrKjzHeAY4K3AhcCbgW/0VYMHgP31OcCt7Pm5//Wq8fZ595wJXAWcStFnw4DbI2JMRZ19Lk8iYgjwM2A48Ebgo8ClwBf7vvk1klLqdwNwD3BlxeM6YBXwp7VuW38fgMuBhzsZNwHYBfxaRdnRQAJOrXXb++NQ9t1FFY8DaAA+W9XvO4APlI9fXT7vDRV1zgdagem1fk25D9V9XpZdA9y4j+fY5wfe74eWffjm8vF+lyfAAqAFmFZR5xPAZmB4rV9TXwz9bks5IoYDJwIL28pSSq3l49Nq1a4BZn65m++5cnfdrLL8RIq13cq+fwpYgX3fW44A6tmzjzdTrIi29fFpwKaU0v0Vz1tIERCnHKR2DkRnlbtHl0bE1yNiSsU4+/zATSj/biz/dmV5chrwWEppbcV0bgPGU+y1GHD6XSgDhwBDgLVV5WspFmY6MPdQ7B46H/hdipC4IyLGUfTvrpTSpqrn2Pe9p60f9/X5rgfWVY5MKTVTLOx8H3rmVuAjwLnA5yh2pd5S7j4F+/yAREQdcAVwV0rp8bK4K8uTejr+LsAA7fcBe7BcPZNSuqXi4aMRcQ/wAvA+YHttWiX1rZTS9RUPH4uIR4FngbOAX9SkUQPLVcCx7Hl+ijrQH7eUN1AeY6gqnwasOfjNGdjKtdingSMp+nd4REysqmbf9562ftzX53sNsMdJjeXZqJPxfegVKaXnKJY1R5ZF9nkPRcSVFCfGnZ1SWlkxqivLkzV0/F2AAdrv/S6UU0q7gAcodjMB7btGzgUW16pdA1V5ycc8ipOPHgB2s2ffHwXMwr7vLcspFjaVfTye4rhlWx8vBiZGxIkVzzuH4vt8z0Fq54AWETOAKRSfe7DPu628tO9K4N3AOSml5VVVurI8WQy8turKmrdS/Dbxk33V9pqq9ZlmPTyL7/0UZ6N+lOKsyP8PeJmKM/Qcety3/0xxPG0OxSUIPwfWA4eW479OsTv7bIoTNe4G7q51u/vTAIwFjiuHBHym/H9WOf5z5ef5ncBrgRuB54CRFdO4BXgQOBl4E8XejO/W+rXlOuyrz8txX6a4dGcORUg8UPbpCPu8x33+NWBTuTyprxhGVdTZ5/KE4vyhxyhO7no9cB7Fsf2/r/Xr67N+q3UDDuANv6x8M3dSrKmeUus2DYQBuB5YXfbryvLxvIrxIymOD22kuH72BqC+1u3uTwPFccrUwXBNOT4orsNcQ7HyuRB4VdU0JgPfBRopLg/5FjC21q8t12FffQ6MKhf66ygu0Xme4vrjaVXTsM+71+cd9XcCLq2os9/lCTAbuBnYRrGB8M/A0Fq/vr4a/OlGSZIy0e+OKUuSNFAZypIkZcJQliQpE4ayJEmZMJQlScqEoSxJUiYMZUmSMmEoS5KUCUNZkqRMGMqSJGXCUJYkKROGsiRJmfj/ASgVQpyz6FaLAAAAAElFTkSuQmCC", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "fig = plt.figure(frameon=False, figsize=(7,7))\n", "plt.title('Differences Between Actual and Model')\n", @@ -774,10 +2019,31 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 29, "id": "382c7285", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "fig = plt.figure(frameon=False, figsize=(7,7))\n", "plt.title('Differences Between The Models')\n", @@ -803,10 +2069,31 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 30, "id": "91e83d40", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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ajUZv+rADAl4VQsGDgIB3DclkUgcHB/rVr35lFXvm87lGo5EuLy/XjKKAgIAfF3jLr0MikbCILM9pKpUyI3Rzc1O1Wk3D4VAXFxeaTCaaTCYaj8eSpEwmo3Q6vZbHARHyJCiVSqlYLCqTyWg2m1nkN5PJKJVKrZWz9xEifh/wfoM+QVT8pE/Qzs6O9vf3lc1mtbm5qXK5rNPTU52fnwfyE/BBIZCfgIA3iEQioVwuZx7c2WymVCqlyWSiZrNpvXnw7gbP7YcNDNlkMql0Om2lbzG4MW79e/63/j2M8+vkU16i5Q3muCF93Xb5zN+r/OUepl9J3LD/sZozRlGkZDJpxx6XpDF+fI/vXnf+fhx8zy3OJZ1OK5VKKZ1Oq9FoqFwuK5vNarVaPUZ+UqnUY9fSjxFjl8lkVCqVlEqlrHQ9+/eSJ9/fxf/eR4z9uEOeiBDEryHXL+Ddgb9+NLleLpfq9XpaLpeaTqcqlUqKoshyh/z1Dwh4HxFkbwEBbxDFYlE3b95UuVxWv99Xs9nUYrFYM2K63a6m06kZLQEfFjC4vaFeqVTUaDSUTqeVz+fNmMaYzWQyyuVy1vB2tVqtlcSFaLPduFQrlUopm80qiiIj3p4w+HuRPDS/rel0qvF4vGa0LxYLq0w4Go2s9wiRi+VyqfF4/KPc40iBKA+czWaVSCQsl85/XiqVVCqVjBAxpp60ce75fN4iN7zvf5fL5ZROpzWbzUz2RuNhDFFkSRwTY8d76XR6jTySy+GJMNvCiKUBJvdPv9/X0dGRBoOBka9EIqHt7W3VajVNp1M1m01NJhMjTMvlUt1uV8Ph8LVfn4DXAz8vsMaUy2UdHh4qn8/r4uJCZ2dnmk6narfbGgwGb/qQAwJeBEH2FhDwNiOVSqlararRaCiZTGo0Gmkymajb7arf77/pwwt4SwCpwHjNZrOqVCrKZDIql8sqFArm2V0ul8rn8yoWi2vkhzwRjG9vEPvvSetG0mw2M/JDZIJog/So0W4mk1mLnozHYw0Gg7Vo5Ww2U7vd1ng8Vq/XM6OcqAdG/49BfjyRKBaLKhQKZhBCUmq1mtLptGq1mpWYhxz5ioo+2lYoFJTJZCStR9Z8REnSWuSFa7FYLDQYDDQej5VOpy2nx5OfUqmkXC6n+Xxu5CmbzSqXy61F4Dw5m06nmkwmdg8kEgl1Oh0Nh0M7Z+lRNLFer2t7e1uj0Ujz+VzD4dD2v1gsAvF5xwHR9oiiSPV6XRsbG4qiSMPhUOPxOKw/Ae81AvkJCPiRkMvlzIOMUZjJZNTpdDSZTNTv9zUYDDSbzUIp0ncIXh7lvfVxKZKPnCCD8t56Ig4YsBjM3CueXFSrVW1sbCidTiuXyymTyazJpLLZrHV/xwhOJpPK5XJKpVIajUbq9/v2XSJHfBdDn+PgPXJSfOSI96SryBHH5aMjGPDT6dRI2Hw+N8PaE4LRaKRut2uyreVyafv3ElEMeqItnqjxosIV559Op4088lvIW5xcplIp5fN5u9ZeIhaXyDFmPlLHX/6NlMifK/k7XGOkc/l83u4l/1kikVj7DRJIfy8+qYIX559MJnV4eKharabJZKLRaKREIqGNjQ1Vq1WVSiVls1mT3HLcm5ublkfi98WL73GOFGfg/vfFGTg27kXmQ+6vyWRi82C8+IMf31Da/+VAUZ12u61er2dEeWtrS1tbWxqNRpafFhDwviCQn4CAHwmVSkU3b960nB683icnJyYRimvwA95uYFwjE6vX60qn0yb7QqKWz+eNHCWTSRUKBZVKJSWTScuzyGQyFs3BuFytVhqPx495a7PZrEUrvJEdJ1eSzOD05KrT6ViUqFqtqlKprOV0IMfi3z6ykcvlHiMfqVRqzfjlGEi499ESzml7e9uMf74LWTo9PdU333xjEYj5fG5RmFwup/F4rG63q8ViYbI08hgmk8lalCafz1vlq+3tbZXLZZMLQqR43ti/r5DF/uPEh1cmkzGJoCcEnsRCQpH4UcBkuVyqVqupVqtJekROJpOJERrIT5zEpNNplcvlNVmcdEXE4uQDol2pVFQoFFSv11WtVu1YuJY+v4lz4fPrZHmMH9edyDUEdj6fW68ZIoIY0ZzX2dmZ7ty5o/l8bsRrOp3q8vLSxsiPP9eA4+PY3kUJ/9uAbrer3/3udxbx5PXRRx9pZ2dHZ2dn+s1vfhPIT8B7hUB+AgJeA7wEBePHJz57bz45EAE/Dp7WH8V7leOe/et+668rRl4mkzEDNooilUolkzB58lOpVB4jP7VazcgPkicMSg8iK77yGL/xUQiO3+eyEDng+Ih8ePISN94xNP12fUSJY/XyPODHz0coMGTJGfIRhMFgYCSLMYckETHiOPwzFT9/zpVzzOfzFnUisgI59OSL6mzsw0dir7sH/Pk+qaIa40tk10d0UqmUjQ9jD2Hhe/Goh+/1FScEkE1PxBgT9kV+EuTFj7/POfLkiOP2UU6I8HK5VDabtYgN8sp8Pq9yuWxEkXuZfY1GIxUKBc1mM3MKMCcSLfLjFSeg3Mf++Nm+/+uvl3/vadfrQ4CXM+LM4Fkiqswc5x0AH8r4BLyfCOQnIOAVI5FImAfT9+OgAzceYJ/sHfD6AdGIG4HSlXRmOp2uycbS6bSVhPXX0kfpQKlU0v7+vvL5vEajkSULE3XAePRSM29I098FwxFS4WWQcSIdl1hhyGGAQk4gARiLuVxO5XJZq9XKztN79pF++UIJGJk+V0jSmmHk84HYvy+egHGOQeUNWp+zRMRmtVqp3+9rPB5rPp9bNG02m5k8p9/v6/Lycu28/b4oaJDJZDQajVQqlZTP5y2nx0fJPHzlM7bF933ki78+cubJC6/ZbKaLiwt1Oh2r1uZlkhAOGlNyTeN5GhCi6XRqkRn+7YtPeGKE0Uq0meOHXHJ/EmWEjHO/AO5/tss9x3ERZVssFsrn80ZS+U0+n7dcMqpc4hyYz+cql8sm5+OaT6dTyz3yUTSKMXjZ32g00mg00mKxsN/7Z9XnbHH+EC22z/Xg908iR+8jptOpPW/ffPONTk9PJUm7u7va2dlRt9tVq9WyPlJBnh3wriKQn4CAVwzIz/b2tkmhstms7t69q6OjI5O4BQ/ajwsMLt93BWAMkaRfLpdVq9VUKBT0ySefaHd3V7lcTo1Gw3qrYKhDTiqVim7fvq1isajhcKher7cWGcGwmM1mRsBISMeIgPwQ5ZBkBltc1ublST7PCMOYnB68t9JVxADjW7oiZxjxeH0xKDOZzFrkAdkTL8aTSEOcHMYjThAkcoJGo5E9E5KMCORyOUky+dRsNjNZ2/MAQpBOpzUYDCy6MJlMlM1mVSwWTZblZYQQNK4XhJCxYqx98QiuJUTZR2LG47EuLy91dnamSqViUUIfNaMan49CkRflIzheqgcR9ETYky9vwEOi/L3iI2+j0cgcAF6yyF8ve+S6+KgX9xLkhKga+4VEI/HMZrOqVquq1WpWqANyxH0/HA5N4sh9P5/PrQ1AoVBQrVZTFEVqtVrqdDqaTqeWS+kjVzxX3Hc88xj0vkmsJ+UfSk4R97L0SA4nSVtbW/rVr36lWq2mhw8frjXQDeQn4F1FID8BAa8IeLiR2OBhZJHF4+oX1YCXh5enxRPOvfSF3AyuE9EIDD2fY0EFvlwuZxW8eHmPvpfg+A7qPmfLR5ogNL7C2pP6N3kpUzyhnb9enuejSBANH6FhHOKSH+/F9XJM72n3OT1xaaD3lvtj8P/mPDEiMUgXi4V6vZ76/b4ZyRi2/X7f+uAQSXqR5wYiFkWRkYQoitTtdpXJZKwamid0s9nM7pfBYKDBYGDXAePZEwTuIz7HiPbXC6ldsVhUsVg0Q597whvZcQmXv5bXSbz8fvg314Nj9NckLpH02+Tc/L0Vv44QVH+Okuw+92PO+5LW5IT++XlSIRD/Htv2EVEKQ1DcAyLN/QhRg3x5p0M+n9dyubSS5kQMIYzkZnqpl7+ncH54WZ6/F971Od6T68FgoGQyueakKBQKymazRoQ/FIIY8H4gkJ+AgFeEWq2mw8NDM6IlaTgc6ujoSJPJRMPh0KQa7/Ki+DbBR0Eo++x7nvg8Bf85uR/SeuQN42Vzc1M7OztrhBavv5ekxaUyl5eXa5EPTx6QNcXJk48C+mOYzWYmZUIKxef+L/Dn4SuwxRP6fXU15D3ew+3la3j7MRTx9nvjnsgBRqZPvufcIDXtdluTycQKQsxmMz148EAPHz5cS2zHWcBvfc7J88IXceDYU6mUzs7O1vKf/L8rlYoODg6s4tl0OlU2m9WtW7e0sbGxNn44O3w1OW8cQ3oZz+3tbRUKBW1ubq5FEalwFs9pSaVSqlQqa2SeUtdsk2gJ91f8WnjSDfHxOTteHhYnN55ojcdjjUajtXwQ7iEcDNwr5At5UlGr1VQul62s93A4tMgaEULklr6QAZFF7jXGHXkdOUUQ+CiKtLOzY89iPIqG3C6TyVjxDN9ziYIU0+l0LWeNcZjNZjo/PzdifHl5aWSMIhCc27uOfr+vL7/80nLtIIY3btzQxsaG2u22vv76a/V6vTd9qAEBz4xAfgICXhHy+byVH2bhpGpRWBheHzDSqNBF1M1r++fz+VrjykKhYH1wfIQFI3Z7e1t7e3tmwPnGsz5XyEd6VquVJQ77ZGxvzOIV9+TnSQUVMGwxrqX1JO4nJXcjteM4qSzoPdKe7BBdgcRJV556XygBg9oTPp9IHz8Gzod9TqdTi+iQxzGdTnX//n3duXNnjaS9SviIxtPIE7kvyWRS1WrV8oUw+PL5vLa2tlStVtfGkOtK+el8Pr8mofQ5RclkUuVyWblcTtVqValUyoxk7lXyd3w0JB6lBJ5cefLGtZ3NZvaZj/L4ex1j/7rID88Q14XvQnK8/JJj9k1YuZ+Rx0FUkGX6+4nf84xAfhg3SWsSPc4zl8tZOXLyuxhn/9yQEzaZTJTJZLS5ualisWhtBuhrNBwO13KGfL4cYzEej5VMJtVut5VKpawnDteCaOr7QH6m06kuLi4kyRwxqVRKtVpNBwcHSqfTunv37hs+yoCA50MgPwEBL4F0Oq1SqWQGarfbNfkF/TPehwXwVcFLWeLeaCqYeUNaWjde8WQjW6NyGsnp5Fl4DywNHZfLpTqdjhlM7Is8Bd/vJS518dKeuJGIAejhE+J9dCcue/TRDumK/PAdDEJvYLJ9pDxeIoSRHN+nj6j4aBjHHydfGOzxHBPOk/wbSRqPxxYhubi40HA41Gg0Uq/XW8vTmM1m6nQ6ZlQiZ6PHy5uOhvrI13g8VrPZXDPkkWw1m01JV7Ig7pt0Oq2NjQ2Vy+W17WKwx4ktBjTzA9cxXlWLiIQnL9IV6ffHAmHmusalcJwn952/N9gmz6aXl/l8MH5LbhD75PfXEfn4fQvpIZpD/zMveeOZ9jk7cSmlv8+9vNBHauLPGNfKF4Tw5bw5D6JoOFb8c0UhFJrh1uv1NQI5n8/V7XbX7nXv6EDuScTsdZD+1wF/7bvdri4vLzWZTLSzs6NKpWIFEd6V8wn4cBHIT0DASyCXy+nw8FDlcln9fl+np6cmSUG2E5JCH8F7UMl78N7qUqmk7e3tx7y13uBCg1+v1634QLVaVaFQuLb3zGQy0d27d3VxcaF2u6379+9rOBza55lMRvv7+6rX65bf4w18L+/ifW9QQTjiTT4Hg4GV6vX5KsibvEEJvKwJI/G6CAs5KRQ08An9SHmGw6F5szE2vbTLV5DDk+uBhxeDj2Nh3Gh8OJvN7PyHw6G+//57tdttdTodnZ6eWsSJc/P5Td5QfFvyBbim3W7Xmnl6Ynr//n0ji/Gcnkwmo8PDQ9XrdeXzedXr9bVcMYg2RPG6HCnfDNQbzOyDa8V3pSspI+SU8fZEHvhnisiMvx4Y+hAPIkMkuPvrRh6IP8a4xM/nhUmPnikcQjwTRNTIKSH/CkdGvNpbfF7wfayQ4zGePGuQDPKDuIZsBwkmY4KUkEgUz4KXjFKe239OztFsNjPyMxgM7FmBeI3HY33//fe6uLhYqzL5tsOP+dnZmabTqYrFoj777DPlcjl98803VogiIOBtRiA/AQEvAIxRvL4YGkgdkFe8z4jnnFyXIO3/jyQGwwLjhvdKpZI1+QQ+SjGbzUzyQjU2euNQKhfCCWnBGMJo9B5v37jRb9t7lD35iMMbxfGiAnEPdXy7PnIUNxK9hz6+jSdFn7zHOp7A7uENZX/88QiC3y/RAX985LBB4qik1u121el01Ol01G6338mopycHcYzHY0lXRSj89aJyXBQ96t2VyWSM+JJr5K+1l3tdd83jxxP//Lrf+c+vuw+eJJXkr48i+v37vDQfGY0fj8d197R//vz95/OueM/fy/G5JX4+8Sjtdd/x+4tLQP1z6Y/Jv/wxQJyY/3HkZLPZtTym8XisVCplDghfNIX8MO4FTy7fZngZ62g0svOB2JMHFm8FEBDwNiGQn4CA5wDyrP39fW1ubpq8gW7k6Pzfx2iPN4zIfyGSgOebyIn3jPtKTUjVSqXSWnlh/3vfzBKdPgYTHlxkaz7fAa81BhYViCqVypq0hjLUSBTH47FarZZms5kZr8i2SAzHyCFJ3BtUJJb7yBbnw7jFjcVMJmMeat+DhPHxjW8xKPz4e9Ljjeler2eyGumRfA0PNjkNRBT4js//wXDzvU/8eVI+eDgcqtPpWPI40ahWq2Xe77clmvM6ACnHGOYan52dqdfrKZ1O6/j4eI2Ec9+To0Lk0kvH+Jz7x8se4/lV3A9xo93LuaT1Cme+eATwBMrfExS3IOojXeXU+Apf8T47PhpSKBQ0HA7NgcFz6Y3j4XCok5OTxyKbzKX+OP2L+5/j4z2eBe7BbDarRqNhEj7GgHwenl9P9CE0xWJxzani+1f554L5fjweG0GmV1ipVLJS3oAxqNVqmk6nGgwGms/n6nQ6arVabz1pWC6Xdsw4+ejL9Ytf/MJy+c7Ozt7wkQYEXI9AfgICnhFeU354eKif/OQnuri40N/8zd/o/Pz8nfDavQwwxIjcYFRDDorFohqNxloOBDk5yLIgR6VSyYgG8N5lKoytVqs1mQxyIYwnT744RqJEGCFEiarVqvL5vCaTiR48eGDefQyW5XJpRtJoNLJt+yhQXLK1Wq0s+hHvu+PLU8d/x1gQJSB6Ui6XTRYD+WMcOT8ACYMYLhYLy5/x5YHL5bJKpZIlcyMdxFD08jMaHLbbbZ2cnKxFfIbDoe7cuWM9V64j+HEv+/sKTxTAdf12PDz5qdVq+uijjyxiOZ1OlU6ntbe3Z3I55Fn+WkEQkJrxvMQjPvGCDL4CIc+FP0ZPJrjPyVtkWzz35XJZ4/FY/X5fo9ForTcRRn0+n1elUlGxWJQkI0A+t8aTH0g7zaEhAuST+Vw+H0WCkFBohFxAyA+9nJiXms2mHSPj4HOCuK+Zz+r1uvr9vhVn4Pj9cw6hIppMk9hGo7Em7Y2iyD6fTCZKJpNqNBoaj8fmVJBkToW3GVy30Wikfr+vwWCgdDqtTz75RD//+c/NkRLIT8DbikB+AgJ+ABh/GJTZbNYMRbxf70OCpzcuvETH54pQSQ3tvM9DwDDykRvyHCA/ECY+i0t3MOJ8dEVab86J4RT3AvvIiK925iNReNpzuZyKxaLlIGCQQB4krcngPKnyhm98n9dJ/zwh8Pkb8XNmu+yL7ftz9EUUrtuHL1XsveEU32i1WhoMBmuf+8adlKLudrvq9XrmHYf8UKb6OuM/4PE+SvHPyJ0ajUZWXhnyzDO0XC7tekCgJVlEz8s2fdTQRwXj8sr4v/09eJ00zd/Dcennk2ST/jmUrsigJ9BxiaZ/NryD4Lrj8sfi9+PPhSgZz1q88IF3sMQliBA8xtI/T/FGs+w3HkHD6YFDxhPWKIrWHDb5fN7KRvOX/mIQxXiBFD8+cdnhmwDjyrxExHy1WllFOB+FDwh4WxC96YfnRRBFUUVS500fR8D7D+QniURC5XJZ1WrVpBKE/Fut1jub4OmNd8gLErFSqaRUKqVyuaxsNqtcLmfvUdLX/94XHPBJ+ki5ID1xPb8nQhAWyIg3WogyRVG0Jj+RZPvEw0o0BW063vVer2fFAkhq/+abb3RycmK6dWSNt27dUj6f1/b2tmq12prhhnQpnoSOYTSZTEyi5yVLvsqUJzQ+0dobffwmnU6v3WtcD3+uEHK8y8h+er2eBoOBptPpY312GFeiBb4gA+PPsWLEkMfzLq4dbxoYxUT+fGQRpwLySnLaMJ5TqZQ2NzdVqVTMEUFkNd7nxkdWfHloCrF4Oaq/b/mtvwfj1QbZz2AwMKlopVIxchYn5p7AcO8xryLxJHJTqVRUKpWsDxCkkOeGyA6NcH1REE/kkSNPJhOLSFOautvtrs1ryM58XpX/fDAYqNlsaj6fm+zPP7fSlcTQj5XvB8a8Re4PxGq5XGo4HOry8tKeSZwxZ2dn6na7Nl9BwpjX3pZKop78ci9QSrxSqajdbuvLL79UpxNMtoAfDdXVatV92hdC5Ccg4CnwUYR8Pq9qtarVaqV79+698yF97zllsS4Wi8pms6rX6ya/aTQaKhQKKhQKqtVq9j2ahEoyr1+n03ksOd4bWd4D6qMbPrIkrZMfjtMbfMjMMNgx2LwHnKpTXiIH+aI8OTk8FKjo9/uKoshID6SAY8aDyXfYT7xIg/dWQ5o4R0pwe69uvHAB2/TbwuAZjUZarVZrvV84R4wjIguTyUQnJydWbQqDkipU70PE8l0CUkEM7ji8IwLyg/FPk0n61FSrVSPs5Af5yoKQn3hUx0dXfR4RiMv2iJhy3D4K4p9dnj3uQ/LHKG4SjyzFK8PFIxpEcOJ9hJDYxaO83lHAvMO+vDSU7SMtlGSSM+90YBzH47HJ2pD4IhP1ssIoitaK31wXvfXbRwJMtM+XPKcMOk1YJVmEkDF+WwrqMBaS1G631W63lc/ntbe3p5s3byqbzer7779/w0cZELCOQH4CAmIg8ZicExZ6POck2b5rYLFHikZiNUYEGnciPzQEJffAvySteT0xKCA6vrN73GscJ13eePc5B3FpTVwWw/85funKuPTb9MYex+crK/mEbb6HLA5pClIOT06Q8ElaK+mMceOLL/jj8tIdwL99qWOM48FgoEQiodFopHa7bcTm7OzMtPfIi3ySOnkWrVbL8nRIDvdRs4C3B1wTkuyRHXoDfzAYWE+rVCqlUqlkEWmMfIxq/nry4ZuexmWVHIP/P6WYOS6ee8g3xCj+zEJepKvnw0vuOK/rpGps10dUfaTUv3yhkLiclGfWO2T4rs/xgdzEo2AQJy9j8wUj2M51zxLHy3587p8nc1wXCBkEq9FoWE5RuVy2yC7PMtFgiDLNVskZoonwm8BisdDl5aXu3Lmj0WikcrmsZDJpJfiD0yXgTSOQn4CAGJLJpPb29rS3t6fRaKTT01PzuNPA7V2s5lYoFLS/v69cLqfd3V2LbHhvc6lUWqsu5eUZSE4wSDCgMRyQ4EhSr9ezPilxmZcnCD4K5L288caGGAqe+HipCdshQVt6vAwupE+SbRvCxvscV7Va1ebmpvW06Xa7FvEiYlStVhVFkfX08bI2CNVi8ajJKknWFHmIGz6LxWKtGl6n09HFxYWNA+dGYnS321Wz2bRmg4PB4LG8Cf7tDVbG4m3IFwh4HFw7HC1xh8HZ2dlaLgkRDuRxvvjI/v6+CoWC5ZEQTUQuGXdKSOuV3/g3Ekh/fJlMxuRN/ln0xr2PciIB5bghczwjRFO8c8VHUwFRS/5i/JNriOTTy2V5dtgvRQikqwgzToP4vMcx+SgrkRjmSV8w4TrJn88d8g4eHzFjXKkCuFg8aqrLc822T09P9fDhw7Vcxa2tLf385z9XqVTSd999py+//FLD4VAPHjx4Y+RnNpvpu+++09HRkUqlkm7evKlisagHDx7o22+/DeQn4I0jkJ+AgH8CRADvWz6ft5wIjGsW8bcJXmJ13We8iPwUCgVVKhXV6/U18kOfkjjJIKrgIyySHjMwvHwm7kmO/9sb/v79eAJxHHHvsj9Hf0x+u35bGDbxZGQMLk9ciBKRN8T+41IX3vfn4ZOt/Vj4Y36StxhZC5p+ekchW/Pd1Sk/fZ2EKuDdBQZzHNcZsxjR5AyRE1OpVCTJ8low5P3z4vfn/8bfiz/Dkuy5iZd/vm47vjBDnHTFnxX++vnGH0NcvsYYEHEG8TkBRwfPunfs+EIQ/jfIVeNSuHj0+kljGB/Lp4E5hWPEIeO3MRgMrFAL171SqWhzc1PlclnNZlPFYtEIqpcz+nF81mN6UUASke8RgSQny49vQMCbQCA/AQH/hJ2dHd28edO8kBiVRDHeRHKpNw78YuHfJxrjf8Pn6XRa1WpVuVxOlUpFW1tbymQy2tjYUKVSWTNCstms9cLBq+pzaYhiYGR5WSBeU1+4gGPyshovhfMd6n3OSxRFZsR5owfZx2q1soIDkswgiS/sPrcA/T9GGqVzC4WCkQgv8dvc3FwrzoBkBykJieOMC/DHwO/Q9kOoMKL8cbN9evscHR3p97//vXm5ffQHYtTv9y0yFPDhwhvx8fuFMs+9Xk+5XE47Ozuq1+trMjrIhPS4FBXCkM1mJV0VLJCupGw0t10ulxbJwGGAdEx69DxQ0ACyAiErlUp2Ht1u16RsviAEjhiiUL7XV7/fXyve4PPwiKRJsigZY8Xz4wmkj4QzPr54ia9+CeEikoyjgqIwzGFxCa93pi2XS8vbovEpcxTRrOFwqMVioXq9bhK4Vqul4XBoeZhIl7e3ty0qt7Ozs3avIJsjJ+vHiAyNx2MdHR3p8vJShUJBf/EXf6Hlcqn79+/r9PR0LW8zIODHQiA/AQF6tCDt7OzoL/7iL5RIJPTVV1/p6OjINMpUI3oT8PIRjHcWYHrDYJx4SRUytBs3bhgBQh4SL1ggyT5nYUaqhTFAhSf2k8vl1shPvDIVXkevw/f5ApAfjHcfQaLAgpdt9Xo9k3ptbm6qVqtJkhUh8J5M78nFoPDVmWg+OBqNjPz4Clskk/soETr6KLoq+/wk8uNJU7FYNEPKlwT25McbWfP5XA8ePNDvfvc7K1AQr2x33d+ADxP+uSLyMRgM1Gq1FEWRNjc3LWKAg8M/114qhmzO58vRsyeKIitowv27Wq3U6/V0fn6uxWJhRjzzB/ky9P2iipr/PU6H1WqlVqulXq/3WHTGFx8Yj8dr1dh8fhxOGUlrxUxwKkDmqGhI8ZC4lBB5XCaTUb/ft7LvhULB5jkcPP45hPAxL+dyuceqYPJ9L5Wj4TFkTpLNG6xB8/lc9XpdGxsbms/nOj09VafTsQqV0iNp8/b2tubzuTVQ9fcJsjnmmR+D/IxGI92/f1+JREJ//ud/rv/oP/qPjBBTze5dlJEHvNsI5Cfgg4b34GHUklzuq/z8mMfC4utleD7y48kPXlMqDPnF25MIIim+epQvXBCPnPhteLBI+c+8bMVLQiA/ELH4frynz8vH4pKI+Hl7AuF/w3a8gRGXpEAOfT6MJysYNP68qbrkiU1cPuQ/855zxjd+vtPp1Egb2n0f2SG3x3vxAwKeFf5Z5l6TZJW4IBw+WsJzES+GcV1OkJfN8XyQ9+crvvmGphRxoBGsd1jwzHC/+2jWdZJRzpFt40AhqhOXw0FSfFn3+Dbj+U9sW9JaLp8fYy/79T2BfHTXN2f2OT6MN8cZH1euCeSROZnv+eqXcacLMrN4CX4ixlSRi1cG9PfNqwTXZDweW0NbiDVKgzDHBfyYCOQn4INGNpvV9va28vm8ptOp/u7v/k7L5VKXl5fq9XprC+vrBv0oqLaGNAtjPK6Xl9Z7LJCY66s4pdNp1Wo1Wwj5nO37Tup4RdlPqVSyfRD5ofw0v8dAgQBhZFEgAYkclYmo9EOUw8vSMP5ZxFmIIQEUDCgUCrY9vK1IcPCAevKEUeUTjQeDgfr9vlVF81XcfNngKIpULpdVLpdtW1EUqVarWRK0lwf6scKbHjcoVquV2u22Li4uNB6PrWw6VbUWi4Xa7bb1HglykICXwWAw0PHxsZLJpJrNpkVnqtWqMpmM9vf39dFHH1kJ+XjxDunKqeEJPi8qYyJfwkEymUwsckmUlOfCF/eQrqo50ocHJw37g7R4uSzOKV+QIU4QIAHIwpCSsV2+x7zhn1eK3KRSKW1tbVkUiWeUbfiCCRAgGgbT12c4HGq1Wqler6vRaNi1uW5+8GX5vWOJuYDKk8zRjB3HxW/K5bKRI+a0RqOhra0tjUYj3b17V+fn51ZAhQjg66pkulqtdP/+ff31X/+1Xf+DgwP1+32TawYE/FgI5CfggwZdtYvFolqtlo6Pj9cqCv2YwCBBp0/jQLx3aO+9d9B7SCnS4BOF/eLvo1xUbmPhpGSsl2fEy8zi0ZRk20wmk2vVlZBRsHizL/T3yEzYp1/kvbxlOp1a7gBGDtviGPiuL+/rPbsYFUROvGd0NptZk0RfutZL0yh2gRTIG0t4z/k/BJD/Q2R8xMcbOkj4BoOBvv/+e929e3fNQxwQ8KqAAS5JrVZLkmyOIQn99u3bFq2YTCZrEVAfZZUej5L4PBUqH9IPiKadePuRcuHgiSe/D4dDk9tCknxkHsPey0Y9+cnlcmt5hRw/0XPIgM9Fike+mDt4FkulkpVqZs7wUkNIQ7yiG3MdTp/VamWV5rxzhWOQ1iN2ED0+Q96Hg4nz8uPn5zjvKPINmZHSkUdE7o8nUa9LSksfoHQ6rc8++0xbW1trhDUg4MdCID8BHxySyaS2traMXNAN/Lr8itd5DBj+JKc2Gg3t7e0pk8mYVI1EeS/DggjhwWTh8+QIIwGvn69M5skT//ceRsgPBo2XdrDAsuDHJWe+fwad3CEDkMl4FMt7jL0kzksxpKvKc0SLfJEHf0xegx/3rGLIYQgkk0k1Gg3r6UNjV1+cwPcb8S9K3mJIcQyQGJKZ46WqqdDWarVMBuLzfwICXjdwKiyXS52dnenrr7+2XB8S8Le2tiTp2vkQIxkD3BvvPDMbGxsqFosmtZKkSqVipMrnvEAayK8Zj8dKJBIaDodKp9NWnts/y0+KmjDv4JDw8rV8Pm9zEY4PP9f4ggfSlSODaFi321W73V7bty9I4CucjUYjI2O+2l7cUeKj1P73RMwhkZwbpAkS6cfCR897vZ4VgqDnky/fTR+h0WikfD6vyWSiVquli4uLtSj06wDHR67Y9va2FeZoNpvBARTw2hHIT8AHh2w2qz/90z/V559/rvPzc/3mN7+xpHcWjtc5+WIwEOn5yU9+onq9rmq1qq2tLVsgkTZAgjCUV6uVqtWqydLiHj9PjnwkA68ux+D3wXdZRGniuVwu10ih773DwuilMGzDa7un06lFTvgOHkhfQS1OdLxxhKeX79GAlfNgsSYx2I81ESg/FuRKSdL29raNF0aCJ4Peg+wlKN1u1/aDkYWEbjQaWZNRZB3NZlNffPGFNSH0US6IYSA/AT8GcPgkEgn1+319//33JqPCCYBzAVLkc+m8kU2yvn9eSqWS6vW6ycIGg8Fa1TbmCP/szudzXVxcqNlsKplMWoTA9x+jwhv783kzktZke8wPXm5LtTmKtyB7pXEoOZI+Yj6bzdRqtbRarXR+fq6Li4u1c/GOoWazqWazabIzItXMrzT+pGADRWM4B9aFZDJpv+ecfHSbEtcUqPH5l5ClBw8eqNVqrTnQKJiQyWR08+ZN3bp1a80pc+fOHXPsdDqd11boh4INl5eX2tjY0C9/+Us1Gg198803+vu//3tzLAUEvC4E8hPwwYBFgiaA1WrV8irwrL0OT5f3IvpjQKZWrVZVr9dVqVRUqVRMfoYUDcOcvBZJ9r70eLK9dFXSVboyErzOPS5j8d5O/56PxHhvJ9EO//LAoGE7aNHjJAtSg/HPdry3FsPCk594GWwfbWKc/Hj7cWNMOJZCoWBRoHh563hUzEvufCTLS924n8gDQKpCbx6kRwEBbwo8L0RBBoOBGc6z2UzpdNqKE0DS4/ARG++4wMlA5MJLzXwJ/XjUB4cA+6P4h3RV8dI7MHzk2EvQeGYhbOTkLJdLi+r6fXlyQf6hn/OYe4iWsS0fCYcEjUYjG0vmPZwqnpj4aph+7DguX6SB4/PRfWldFhcvLhNFkZXkZ8wSiYRVn+Pf9LTj++Vy2arl8dt4dO1VATkmJJB9+3LpwRkU8LoQyE/AB4ONjQ3t7u4qnU6r1Wrpb//2by3B9kkL/MvCy9poLkoZ1GKxaJ3Y0b+zELGYI0UgajMajexz5A8+2sMi6wlJvOqYJwoYBHHDwkseiA7FCREEyGvYMZZOT0+thwMLmC+44D24yMJ8EjRjMZ/P1W63LaJCVKdSqWgwGNhYoNH32+J8yG9iuxghjB+yNgyu1WplzWA9SfIkGSkPHnDyxFqtliU4UzCDz+kNFBDwNiIejfn973+vQqGgmzdvKooiK09PxBZCwzNNRBfygGNDuqrC5smSN/4hD16iVSwWTfbFs40sy+cKklPk5zfm3Ww2a5Gn1Wpl0RKfC+gj6hAKnE9eCkxk5/Lyck0qB4H05b0zmYyKxaIqlYoKhYIajYZSqZSRJ0mWe8g8JckiLowtRWVw+kB+cJwh42Ne8tUrmU+Hw6Hlsna7XQ2HQ2Wz2TXpd7FYVKlUsus/Go308OFDXV5eWn4kEsFXvU4OBgN9+eWXevDggZbLpX7yk59oPp/r4cOHuri4eKX7CggAgfwEfBCIokgbGxv6kz/5E61WK/3xj3/U3bt3zTh9XTK3dDqtRqOhUqmkzc1NHR4eKpfLmczNL/bS1SLLYjeZTPTw4UNbnOM6dp+7QjlrH/V4Ws4OiyS/YSFnv1R48hXggG92CDGiatB0OtXx8bHu3r1revjpdGoGgScknlzg/WOBz+VymkwmevDggdrtto1PFEWq1+sajUZrPYW8lMzLQ3wzRMbae4sZKzylGHTxsuDj8ViDwcBKB/f7fc1mMzWbTctVePjwofXloPEjx/265ZQBAS+D1WplJf7Jx4iiR+X/NzY2TMpG/y0cBt5xQpL9fD43g9kn5iOf9QUJ+O1qtVImk1GpVFor4d9ut3VycqLZbKZOp2NyPcgYn5NnNx6Plc1mtbe3p1KptFYQoVwuW4U09o/jQtJaZMVXWiTCdHl5+ZjsbT6fW2SG76IuqNfrqtVqOjw8VDabVavVMmcWhVzIL0Rudnl5aeMRL5pSKpVsPsNBQ4EJL5/lXDKZjDqdjo6OjtTr9axxN9dQetQbiOqVXMPRaGRNV5E9sz68DvLzxRdfKJFI6NNPP9Wf//mfS3oUGbq8vAzRn4DXgkB+At5r+KpjSCDwlMUT9l/FvnxOCc1Eyc/BC4jXzpellq6kVFT14dXr9Yz8kJSLHt1XgvNVh5BKeHmI94z6amtsM55f4z9nMfaVkDAoGL/xeGzkh8awRINYlOP5N37MfDSJsriQPSR+XjaI4eSrQXGMXjvvq8D54/USQIwYCBQGoI94+ciO75Te7XbV7/c1GAysWhXnHBbugHcNcaI+Go3UbrfX5gMPX3gF49g7XHyxFS/L8nl0zC9eJsczzDwHMaE5M3Ofl6oRWYJM+LkOoiZd9cnxclVJVmDBz5eMCbI3f46S1mR7HD/HTQSb+X4ymVh0nHksnU5blNnPu4VCwaLjjBNNVuPnx3xMriG5TMxFvt8QZbe73a6y2ayWy6Xq9bptE6JaLpc1mUyUTqeteMNgMHjlBYH8dcOxxBpQLBZfu4My4MNE9C4uzlEUVSR13vRxBLz9KBaL2tvbsz4+LAR4wF6lnhmik8lkrHpNoVDQ3t6eSTiIPECCWLhIoG82m5pMJrq8vFS73dZoNNLp6al1MIeINBoN1Wo15fN5HRwcWClWjIBut6tut7v2OURB0lo/Dp/bgnEAeZFkkRkWVMgV26D8K5ETpGrktvD7TCZjxRt8GdZKpWKLPNeCyE88d8eX7ObfEEGfhI3R4SvLeYMO4oTUh+On8tpkMrEmgEhFfEEFzp/rh3Hh+32EvhUB7wOq1aolyW9ubqparSqXy2lzc9OePaIwjUZD1WrVHDiz2cyeewgF5IG52FepxGAn8pNOp9XtdnV+fq75fG6ODiRcPKfI3niOvdPLR4b8fB/PWSQKHo9I8yx72Z60HvGmoMLGxoY2NjaUz+d169Yt1et1bW5u6pNPPlE+n7f+Yl42l8vlTAVAdMZvn4i5r27pq1C22219//33GgwGarVaury8tIIHzWbTiq3MZjObV2nxUCgUtLu7q1//+tfWfwhSxbw2Go10eXmp0Wikr7/+Wv/wD/9gZPFVo1wuGxGrVCoqFovq9Xr6/vvv1wrMBAT8AKqr1eqpN0yI/AS810B2Vi6XdXR0pKOjo7VqYK96XyRtHhwcaH9/X4VCQTs7OyoUCmtSK7x33iPX7/d1fn6u0Wiks7Mza4LJX+ClGuVyWbVazcrNkrh7fHyss7Mzlctla+yHMSBpTeoBaPApyRL0patqZ8PhUO12+7HO5RcXF0Z62D8NAiE6mUxmrVqc96pCCr18BLKTSqWM5PmcISJQiUTCmjaitffkx1eD8snUECfICwSIiE2z2dT5+bnG47FOTk7svCF/AQEfCjqdjuWhNJtN1Wo1q5RII01IEH2DfAU3HA8Qkkwm81hZep+3uFwubS5i2+S+EEUfj8c6Pj5Wv9+3yAoRHiITPOvIU5HExZt4EmXy0ah4tTdyYbxTxedAQugymYwqlYry+byVz/e5PxyrLz7jc4KI9vs8onw+b58Ph8O1ynlEqXF2XVxc6OzsTKPRSMfHx2q1Wmu5kkSeoihSv99XKpXSfD7Xp59+uianw8GWyWQ0mUy0sbGxlo/0uoDKIZvN6he/+IUODw/VbDb14MGD17bPgA8TgfwEvHegzGg+n1cul7OEzfF4/MqiPCxcqVTKyEW9XtfW1pZyuZwZCBgDLKIszL7KHItVp9PR+fm5ptOpWq2WRRvi4X68ckRmMNLxoLJ9okX0baDgAkTGNxP0VYuIhviy3+QBcdy+OhMlY5GoRVFkkR08jJAXIl8stOl0WrVaTcVi0apMLZdL88AyvkSB4iWnvXQt3pvCEz0vBfS5T/P53Mbaf44Hlvd8o9SAgA8RzDsY3ycnJ+p2u0ZUUqmUer2eWq3WWuTFR1uZC3lWMcQhH8wrXtJFPiPboQE184mvIIl8zM9bFFsYj8c270lXTh1fhMHnzfDMe6cNcxKS5nQ6bfmMq9XKchol2fxMU1GiNeVyWZIsQuwJhy8FzgvChBSY+ZrvUTEUElepVDQej1UsFi0f8fj4eM3Z5WWKw+FQDx8+1Hg8VqPRWCv9z3wLedvd3dXNmzc1GAxMPSHpsTXqZbFcLtXpdHR8fKzpdGrFGbrdrlqtVnBABbw0AvkJeO+QTqd148YNHRwcaDgc6uzsbK2iz6sAsqlisaiDgwOVSiVtbGxof3/fJCG1Ws0WSXTxLNwXFxdqt9vqdDr68ssv1Ww2LQLhyYWPFgHIDfKQbrdri97W1pYSiYRFjjDgSb7d399XOp1Wv983j2i73TbDgIUF8oF8xXc19zp46YqAeFlfuVy2Eqbb29sql8trJV991IckaiqixXN2MHC8/ITxR66C1xfZmq9UBznz/SwoUDCZTHR8fKx2u/2Yjt97kNle0J0HfKhYLpfq9XpmyJ+enj6Wt0PJ/nK5rNu3b1t1S5ptVqtVlctlK4TiSzgnEgmTrfHcYdBvbGzY/olI40DxBQ3o4+MdJL1ez/rZECEhYpxOp624w2QysT49VDyL5/fQBymbzWpnZ0elUsnmJaI5ELfLy0tdXl5qsXjUxHM2m+nTTz/VZ599JknW/4sCMMjucPRAtOLOnjhBkqTDw0NNJhOLTM1mM4v83L17V3/913/9WI4mkfCLiwv93d/9nfL5vH7605/auDKvM4dDWpFV//73v7eiQa9SPs6x3b9/X6enp2o0GvqzP/szbWxs6KuvvtJvfvMbI7ABAS+KQH4C3juwsJXL5TVpwKtKQPeSLPTYGPs0pmOBjCfbQ2aIotD7hejMs+aJeIKE7jyZTFpkx1dVokx0JpMxcoUExBcnwAiYz+cWuVksHnVdj0tFWBjxZqJPx2NYKBSM/FSrVevsDvnh2PluoVAwj+ZisTDy4z3Ikh7rB8SYYixhPJH/hMeXF4QPDyKywtB7JyDgh+FzXuKyWZ5roidbW1tWrh4i4wkLz2omkzEDOh6BRi6H84iS+pADyBfzOjKzeEEVItx+PqaaHD2NkJUhR+Z8/FxHBUnkeMVica3QA1Ein8uJBJjj9c2p/VrCubFv+vD4KJAvGME500aBCnM0cSWC3u/3Lcp+HXGaTqfW0JQ8KtYQCs1w3cj/Yt6+rjjEqwCOwvF4rEKhoHw+bwqBeK+4gIAXQSA/Ae8NqJzDgtvr9awKly/X+aLwDUc3NjbMw3nz5k2VSiVbeJicWciQ27G4IGvrdDpGLJ6lgo5vZufPmX4WSBNYnLe3t42cQAhZFJGDEOGgCh4LPPktkmwhxiiJokilUsmI3vb2thkSyD4wEpC9sZDTPd1r/fFw+jLeRHIkrSXX8jvGzPfR6XQ6unfvnpVpJX+Jz31Okm9CGnrvBAS8PDBYkchKj8iILzqCI0S6clr4BqPeuGduwnEkXcmMfcI/0jFJVgzBl8AnzyiKIpsD0+m0tra2zElDJbbNzU0dHBys5eQg9UNWVywWrU8OUSbISLfbtWg7ka2zszP94Q9/sBygnZ0dIxWQHuZWT04geZAqIu/xCpY+54l5D4KKxO4v/uIvdH5+rm63a5X72u22Rdohag8ePLA8zY8++kg7Oztr+ViVSkV7e3sql8saDoeqVCrqdDr69ttv1ev1Xst9RR8gilb87Gc/03Q61cOHD3V+fv5a9hnw/iOQn4D3Bni+8NyRPAkBelkvUSqVsojO4eGhNSc9PDxUsVhcayyK13A+n1uFMMpWk1DfbrdNevUsRRi8hxCQX8SiTIUkIjfo2FlAkZT48ti+OSmGB+9BmiAnGCObm5u2CH7++ecmi8DY8TlHGCHZbNbkbz4aBiGDfLHg402MN0GlsANyPBbx8/Nz/fGPf1Sv11szSCRd+5d/BylbQMDLAwcPpYrpEwQSiYRV8Mpms9rY2LB8GKK9OJRwgkBkpKvy1ER2vNPE9y+jPDPzFg4x5rLlcqlcLqfd3V3VajUNBgNVKhUrbEAUnbLS/X7fmn16iS9yXaR5q9VKx8fHa1UfkSdfXFwok8mo0Wjoo48+UrFYtHk7Tm4gLqwJvtQzxSAgf776pSeJEEIiJ4vFQu12Ww8ePNDdu3fNGQj5IfcKqZkfY4hjJpNRtVrVwcGBJpOJstmsDg4OdHR0pJOTk9dGfvr9vv7whz8omUxaHyDI8cXFRYj+BLwQAvkJeG/ge76wABHReJkJEoM8m82qVCopm82qWCyaJ49FyJdS9tELIg/k1fh+PKvVas2oj7+kq5KseDORShCRqdfrdizIy4hEoV1HjiGtG/54RvFE+t4ckCG08b7kdK1Ws4aBvp+OzwHwUhVfnUjSWlIzMhEMDwwBxpOCAxgZkqzqEREfyJDvKRQQEPDjwz+7HjTxxHDN5XJrfbwgEMw/yIZ95CYuQfPzejwH0TtQIFBEsNk230cahzTMR66JWKMc4HsQDt+rjXkPRxm/Qb5H2WkcS0TS402u/Zzpx9HnOcbnWu80YlxZW0qlklW+oziCb7fg8xtZk3DW0UgVuSJjxrapxkdzWz9/v6r7CSedL2XOOXipYUDAsyL0+Ql4b9BoNLS5uSnpUaicPB8qlL0IMP5TqZT29/f10UcfmXSBfgRon30pZYxwJG4UXCAB1hczIA8HHblv8Mci4xt0RlFkFdA4FrTQvvcNia+dTmeNgFHhB0312dmZ5cKQH8S8kEqlrA9PuVzW1taWHRtyOp/z40vFosuOS+okrS1YvqqSb2ZH1Or09FTdbnetpCxj6/vsUNDgdZUyDwgIeDl40uArp0FGfK4kf+mfRisBohI+J5BcQu+AgZBAoCAqvjx1vIrlZDIxmS3b8vMW+Uy+YILPUep2u48V1plMJur1eloul2uFYA4PD1Wv11Wv13X79m1rItrv9x8reAB8xJy/vlQ3v4fwEYU/PT3VeDzW5eWlzfe//e1vdefOHQ2HQyv4wLil02kdHh5ahP+f//N/rs3NzTVi2+v1NBqN1Gw29cUXX6jdbuvy8lInJydGVl5lVbYoitRoNLS3t2fOOM7v/v376vf7r2xfAe88qqvQ5yfgQwEJtcvlUhcXF2o2my+9TR/6bzQaunnzpiVf+qpCcW8j3bbpjTAej9Vut62wASVfkYL4Ig2+vDMLWzKZtIIIURRZ5AX5RrFYXDtuojnIE4g40bgTr6P0qEJSJpPRdDo1T6BfBOv1uvL5vLa2tvTxxx+bBxCy1+12NRqN1rx9eALx2iG3w5NJzo3Xm2OQeIxGI92/f99kJ9dVYAoICHg3QHNgSSaL9SCPx5OfarVqxRO2tra0sbGxJvUi3wcSBSHBKVIoFEwOTPL8dDrV+fm5RY+9dM7n3EiPokWlUknJZNIcRvEePz7ywHxNif/hcKiLiwurJnfv3j1ls1kNBgPLMdrb27PqmuT6QLggeDjCaHbKcXpyhLMPBxnEsF6vW8PZQqGgXq+n09NT9ft9dTodtVota23AnE3/ttlsphs3bqw1rPXOMUpgl8tlrVYrNZvNa+fyl8VqtbJqntlsVrdu3dLe3p7a7bYRuoCAZ0UgPwHvNHxkJplMWvfsl5E+RVFk1XEKhYK2t7fX/mazWUmPvIB+4fGN6aieNp1OTX4nyQgBizSLvK+Q5pN1vYeT70GYfLUijttHXviL5h1pmu+xkUgkTLeOfAGJBostCcFEkqSrMqleUkgUC0KDNxXy5yUZlJ72paR9VSPAdjBk4pWKAgIC3h94qZr37OPMofQ+0RgiJES+a7WaqtWqJK1JuZjLfMU45h0/b/v5jKgL5aN9Hx7pqt2B9LiU2EeL/FxFjia5SoPBwAoi+CaoXtLnZc5+vWHb/pg4Xo6P82UNyeVyJi2uVCqq1+uSZBJp39OIaDoNryl4QBls9s0akkgkrE8QRI8o2KuarzlGJJTD4dAILusajriAgKchkJ+Adxq5XM5667TbbZ2entrC9qKguzWShM8//1y1Ws3IAaWl8TR5mZgk85pRNppoRTab1ebmpi1CLOhEXpB3oA1HhsBiWi6XtbGxoXQ6bf0mfM4MRMf/RpJVgGMRJd8GLyPV8YgyeakH0R8WUirAeUOBhZey0T4qhGyt3++v9cPw1+hpiyNE1uvIw8IWEPB+wpfvx7lE/zEIjM/VkWR5Oel0Wh9//LFu3ry5Jn/LZrPqdDpW4c07YJij4s2PcUrhAKOKJy8fKcJZJcnWB84lnv9Uq9W0vb1t+Tenp6c6OjrS3/zN3yiKIv3qV7/SP/tn/8yqYzKfMwcDH6HyhC2RSJgKwOcaFYtF+zeOtMPDQyUSCZ2fn6vX6ymbzVpzZ6rw0Tvo/v376vV6Ojg4sJwhjiGVSmlzc1PL5dLyTofDob788kuTPD9LNdNnvT/IAW2327ZGbW5uanNzU5eXl3r48GGQPgf8IAL5CXgn4WVZvjEcOS0vs02iIKVSSZVKRY1GQ41GY61nBJO6XwTZBh4ojoWIBQsxCyt5M+jcqdgG0fB9IIgAUYGIAgf+GOKJsP63vjwqJVE9qSFfyJem9dvBGEGi5qsSce6UjUY3zxi0Wi11u9018sNxBwQEBIB4VUbgy93HgSwsnU6rVqupXq8bIcHZI11VAyXKQTQZKR7fI6rhnUjx/B9PcOLFB3wPGoxw5lDmbqqR0mft9PRUi8VCN2/etP46noz54/IOIF9Qhu8Q4eL3/vgYJ9aSUqmk4XCofD5vkj7GjHWF6HsqlbKcTM6R8YeYFYtFTadT6+mG0+1V9QHi3FlLJpOJqSZSqZTlSwUE/BAC+Ql455DJZHTjxg1tbm5qOp1ab4V4ounzYnd3Vzdv3lQul9POzo5qtZry+bxJwXyhAl+eGUIgXXnkCoWC9vf31yrpoL9msWKbhPFZ3FjMS6XS2iJG8QQWFEpVU9wBAuV7AfnICZ5OFsp6vW4SvbjOfDQaWUEBDAN/jJQQ95644XBoPSSQlPhFnvFinAICAgJeFr5K2dnZmRVX8dJd35+t0WisFWLxDh7IAVJi5k1IgScdvHzBBV/tTNLaXL5cLlWtVlWtVi3vslQqWUEaIlDff/+98vm8Go2GtSzY2Ni4tuKdJ12QDOZYL5PzkSJJ1hCbQjvT6VS9Xk9HR0e21lAwaDwe6/j4WO122yRuNHiloh25QVTxSyaT+uSTT9RoNF5LHyAkg0SbfEnuQH4CngWB/AS8c8hkMvrJT36izz//XEdHR/rv/rv/Tufn54/Jz54HURRpf39f/+Jf/AuVy2XV63XrlA05eBL5oZKa74NTKpW0vb19rVQLyYNP+IdkDIdDJZNJbW9v2+LE/qfTqS4uLixyVCgUzHM4HA7N+0V0hwUPckbFudVqZRI6v/hxPhAaiAzkhYpvknR6eqqzszNNJhNdXl6uFVSIX4eXuS4BAQEBT4N3TD18+FAnJyePGcAQhGq1qnK5vOaAKhQKVrkTskHejM8zlB7JrHFgEe0gypFMJq2KJhEZoj2VSsWqlfl5dzAYKJ/PWz+g4XCob775RtlsVjs7O6pUKqpWq1Y6O97clONAHidpTQXgc4J8gYRkMqlaraZsNqtqtapisWjNodvttlX9pMjMgwcP7Hzz+bxKpZI++ugjbWxsrB07SoZCoaBarSZJevDggc7Ozl4p+VmtVta/j/X6upyogIAnIZCfgHcGSA7oxUDZ0ZcpqekLCeDJ8i8KA7B9v5B4WUJcZoa30XslpatF2OvH8UpKVxGR63pU+ERbvusTg/13/HH6IgE+4uS9hGyPaA2SAryRVInjHAaDgYbDoXkIiSohawt4u+HvmThR/dDgPf/83zst/Of+e9fd5/47jO913ugneajjRivvsS0vZUJ+5Y/DRyb8nOXz817VNfZFVeKl7v2/Pfw8+KTPvGTsScfqP/dj9bTzi6JHzZE5Lu+UIr+HbVCxzVeCk2TReC+FQ+LL95kn/fnH7xs/b1OlDjmZL/s/Ho+NJJFf4/N//G+iKFqrpufJEM4tHHW+yAzXEAk5uaRE/736wDvQ+NyrBrw8kII+SA1LpdJa5c+Xhb9PWKclGUn01yIgII5AfgLeGeDhSaVSOjo6skT660qmPs82P/vsM1WrVd24ccMq7lB8wPd9WK1WFkUZDocaDocmqyDiwuRfLBaVy+U0nU41HA41mUzWCiagT0evnE6njUhIj4omNJtNpdNpVavVtWZ07JMFjX3xO+mqH4XXrXt9uB83FiKKOPiCDT6yw3dZ+MhpijcmDXj7Qe4BUhkM5JfJmXtXQc6gN2h9zylkUL7hrycX3pjFiPZ5CORYePjiJP73lHr2hVJ8FcZOp2Me9kqlYo4gX54ZKS7P8mAwULfbtSTxl5kvgS/UQilqigP4SpkQCj9OGOzkP/qkfW9kn52d2bF6Qx7JGqWq6dPzQ6SOecsbxKvVysbHO6XIsfQV26Io0u7urnZ2diwSw7XtdDqPVWiLN1KNokj9ft/2DwnIZDLa2tp6rEJpr9fTYDBQq9VSu922yBQVQYvFopXHhqTxb+RpRPW5/t4hhkzNS9xKpZI+/vhjjcdjnZ6eqt1uWy+f6XSqy8tLq67GOXCtKXXN+bKWrlYr/frXv1ar1dLR0ZG+/fbbV9qUdDKZ6Pj4WBcXF6pUKvr8888lSffu3dPx8XFYkwKuRSA/Ae8EoigyHfRyudTJyYna7fZLl7XO5/O6ceOGtre3TQaAhts30/PJ+njShsPhmkbcl5SmySiEZTKZmAHliRJ68HQ6bV5JIijj8dgWkHK5bB5B6ZHxBBHKZrNKJBLmKYSQTCYTk8h5LyvGA52yOa7JZGLRHKr+0BiPctNI9QLebWCc+zwFvLIfGvnxkiKIC2XYIR8kb1cqFeXz+bVcPgxynB6Uhacxp3d6AOYIXz4ZgzFusJbLZVWrVS2XSzNIKb2fy+XWiqrg9OC5peBIKpWy3lqvgvwkk0nrmbO9vW1NOuk/lslkVK/XrS2ApDVyg/FOYr9vXjyfz9Xv9/Xdd9+p3W5LuiI/fG8wGKzlSuKc+SH4yIjHs0iymCMhLLQA8HM3ZIjIDHkoRIGYd+N5RpVKZe36+VzKZDKpbrdrUjUkeuPx2Hqu0VaAe4HvFgoFjUYjXV5eWmuDOJFkbZvP53Y9fWPqXq+nbrdrhLrf7yufz2tjY8NID9I55hAqmnLff/TRR9ra2tJ8Pte9e/fs2r0KYjKfz9VqtSQ9cmZSxa7dbuv4+Piltx/wfiKQn4B3Bl5q5l/PC/rkFAoFbW1trTUMZdEiCjIajexFpEWSLdy+zxDkxxMKSdrc3NRkMlE+n1exWHysghCeRhZDJCSUcIXM+AUzXklIulrY/bjEPXx+YUXXzZjSz4GoU6fTMTkBvwtetHcb3D8Yqhh03Bs+Rwzj3pf3fZUe2+dFvNcVhT84PiIn3gMvyQgN9zjVtIjMIHHluUVGROSHqox+/4wlgPxQRZHIDJImIrM8Q9flaSQSjxodZzIZzedzlUolLRYLmzeQNhFdqdfrymQyaxI9ruN0OjXZbr1eV6PR0GQyUbVa1eXl5Vq0YDgcWn805q34WBBNICcmm82q0Wgol8tpc3NTOzs7ymazqlQqNscxZr4UNPca45LJZNZkecw1q9VK29vbti3mRD9/ZbNZM8aJSHBd/Lzn4e8LP58xfkh4vZTOR6smk4k6nY6RScaLc/VRQn+vXteCwIP7AKcVzaPH4/GawwznViaT0Ww2s4IDw+FwrXgDPe+QL3PfxyV3iUTCzo31iyIOpVLJjsVXuGM8WC+kRwVyfGsE70jgvshkMtrc3NT29raGw6G63e4zk9ZnxWg00tnZma2dN27c0GQyUbvdNllcQIAUyE/AOwKMfQwSFnk+ex5kMhl98sknunXrlqrVqj7++GNLgoVYdLtd9fv9tYmThYOCBKVSaW1Bw+iJosjkJ8lkUgcHB4/1pgDe2PSNTTEMJJmmHDkeUiVfZMHnIXltP1IPvodG+/Ly0jzDJycndq54ECFScW19ID/vLvy9Wq/X9fHHHyuTyZi8BoOZCCD9Psrlsnl16QT/Yx83Ec6trS2TedJ7pVQqqVgsKpPJWIVG6WpeqFQqKpfLmkwmOjo6UrvdVqPR0K1bt9aSyH1eBsabz9tBjhUnT9flcxBZw3Cl/DC/j+f0YIwipYrnF0kyooIH3ztakOLxfDNX+hy+2WymBw8e6OLiwiJC4/FY9+7d01dffaX5fG7XGjlbJpOxhs2pVEqfffaZbty4YRIsomFEIyBmFIrBQC+VSpKkbrdrPWXK5fLatUKCNh6PVS6XtbOzY9fd91fjvDDou92uzs7OjKCRh8P5+XnL51T66pdETU5PT63sNOTJR/m63e5jkTMf2eFaxJ1bRPl8JTm2XygU1Gg0lE6nNRgMTMp3dnambrdr90AikdCNGzd069Yt5XI5NRoNy6PBkeXbJXQ6HUlaI/LcB1EU2XMEUSNaw7GRY5RMJvXw4cO1RtWLxULNZlOr1Ur1el3FYlGTycRaQ3D/EzWFyEOme72e/vEf/1H37t17NZPEP+Hi4kKDwUDZbFafffaZfv7zn6vVauk//If/oLOzs1e6r4B3G4H8BLz18EaAN/Rf1BBPJB41DN3c3FSpVLKGoX6RI8pD5INQPosczdzi8gUICwtrKpVSuVw2bT7khGPHUPGGkHTVuC9OjvDaeQmJj8r4xR0Dyye4+spvw+FQg8FAl5eXFuVhEQ0k5/0EhhqGKg1uvYSS+x+vMN5bH5WUftxy5Rw3DoB8Pm8Gd6VSWfMs09CRZ6VWq6lWq5khnMvltLW1pY8//tiM6rhTgp5XvnIiRhtl5XmuOTbvKGDM4v21kJX6ucB74SE/8cgLzzoe/7jTJZfLrZEfH6VjLPhdLpezyl547zF+qdSVy+Us1xBiRZPQg4ODtT4uhULBGl8i9/U9wZjLiNIxHkTLAceI04icIS9BpheNn/86nY7Jvzz5KRQKGgwGj5Ef5kWKuEAQIVS9Xs/mSt7nWaCXmd+/fxYgN/F1ASJMFJEo12KxMNkzhQ16vZ4mk4larZYRGC+rrNVq1t+GMWPeJvrpc/m8g4z1zEdoAISNl78XiOL4Qgk4SbLZrK2ROAf5Pusl8kfIEdvnuXlVc4l3FFLaHJniq5LZBbwfCOQn4K0G2mIW/V6vZxGM5wVlOClmUK1WzdMVz3nAAwmiKFK5XFaj0TAPc6lUsgXDV/VhskUugBHlE3u91Mg3BWXBomSql9LM53PTwLPIs/jFpUgsUr5gAfIQvKX9fl/T6dRye+JlXf25x6sjBbx7wEsPkTk9PTVtPAYfZdUh75IshySRSGhvb89yLNrt9prh+DqPGwNyY2NDGxsb2tra0qeffmoyMQw5DDUvRSKKms/ndfv2bZNTkZviqx76CmbSlWwUww4j1ZMjDHpJ9gx7OSsGs49Ye9keREjSmnfcR7a9MyMeaeI5Z/84cOISYaIMm5ubGo/HJt1ijDguSAoGe6lU0ubmptLptHZ2dsxY93Jf32cGox6pGwZ/FEUWJYDw+WbIjC/XkAgUBVjYFmQMQpLP5613DqAQDNeP6LcfQ+4T1pPFYqGDgwOLaHgpIRFx5j+eFXKzjo+PLceS4/IyY64r9wvXh/FCCuhlb9wz/pza7bbu3bunVCql09NTyyvlXtna2tLu7q4ymYw59bzsDbmz9Egi5p8tJKAUM6AseK1Ws9yfhw8f6s6dO7ZGIZX0uYKMK/ll/l6igE86ndatW7fsHiSizLP2slgsFnrw4IGtj8ViUTdv3lS/37d5K+DDRiA/AW81CoWCbt26pVKppHv37unbb799agnUpwGdfKlUMiMKWYvXRk+nU52fn6vdbq9p25HIIcMgR8gbOb5nDz1/MA68HI3PfTU43kNPPZ/Plc1mtbm5qWw2q8FgoE6nY/IGT9y8B5n3SIR9+PCh2u22Tk9P9d1335mh4fOCnkZsMGxCROjdRjqdtvt/Npvp/v37WiwWRn6kq1LXPnJCGd9isajDw0NVq1VrJokn/nUaExja9M7a29vTxx9/rH/xL/6FGb1IyXyjxXK5rFQqZc/VarXSxsaGbZd7mUIhPn/Ifwc5aDKZVLVaXfPi45zw3vx4ed3RaGQ5NRjQGPkYvF7CGpe1SlcOCJ8z4qPHbNeX9+UaeiJVKpVULpetstdsNtPW1pZu376t+XyuTqfzWLSEpHYqVEJ+MJj9sWC8MpacJ7lY/pogJ+71ekY46G3jq8ldXFzo9PRU8/lcu7u7KhaLdt5+TvKSLE/0h8OhWq3WWq82HyX05MgXJMCIp+IaziwIE06le/fu6W//9m/V7XbteHAYcF9xDa9DFEU6OztbczD5l0ez2VS73X5MFsm/b926ZcSPFwRuPB6r3+/bcTIWEE2ISaPRUDab1cHBgTY2NjQcDrWzs6PhcKjf/OY3evDggREbKg/6hrGsd71eT71ez/oiEUXc2Ngwyfjm5qY6nY6+/vprdTodW/deNq9wPp/rzp07un//vkqlkm7fvq2DgwOTeAfyExDIT8BbB7/wICN70SIH1/UbwKNI9AT45H9+6xOWkXQwiXtPHuSG7XmJnJfpQTriTVO9V/E6vX8cfpv+mHmPxN3BYGBJwUSTnjdnAyM44N0G9x7RGgyWH+qH4Z8LCLaXLfG+vxdfZZTQG4J+v76ruz9OnkNfqAFSwTPpoyk+0sNn/n73v3ue58Afd3ze8s+4d1o8bVt+m3HpoR/ruBEtXfUGQ45EHxRPXiABo9FozTmCxI2oF7+PG99cg6eNgz9eX6XOj0N8Xo7fS/HE+/hn/h4hcsR5EoH3ETx/P/j53J8rx8r/kYpCCDc3N9eKNxBFQ0bKcXqiGr8/4tfxOjxp/WPsfDU/2jEgYYU4M36cE2SbiCPn6Z8PIqQQYd9HBwkh+Uo06obUM36QIyJfFGtYLBZGQvnOqwDXCMeEn7u8nDXgw0QgPwFvHQiJb25uajqd6uLiQrPZzKIez4NSqWSRI/TG2WxWtVrNJkQWOxb+5XKper1unsH9/X2TyjHxe63ydYs2/0aq5iUsq9VVYi8RJ4xPX7WK/7Nw46Fj0sZ4RbLW7/etH0O73bY8nlarZX15XqQsOIZKwLsNniVKxPs8gCchLqtstVqWD0F5Xgxqn2T+KsuiE03FiMF4wsjyVQ4xLqMosmgQ0ipvRPv8JfI08PxTlp6cBMpPA+RCcdLCvtgvRi7j6wkUv8cQj1eQ83OMl+V5gzTuXJGuJILIpoiCkNNDxHixWKhSqWixWFj1stFopNPTU6vgxfhUq1WLwviIMxHsTCZj3n3vkGFeY25FDsY91ev1TO61tbVlDiqIqI+IMe8RLeP8iNQMh0MzqMn3iEerydVkLLiHIDqehDAHE7GC2HD9iMpPJhNtbGzo1q1bFvXifiSSgWxuNpvp7OzMoli+iiYFCTDYnxcce7PZ1Gw2UzabVafTsUjv3t7eWulxpM9cH19gh/Xk/PzcpHesNXt7e/rX//pfazQa6e7duxax+vLLL5VKpXRwcKCLiwtlMhlzEjJWPAf5fN4KLVQqFZPV9ft93b17V91u95WuN/P53BqzzmYzixZTzTXgw0QgPwFvHVKplLa3t3Xr1i2dn5/r4cOH6nQ6L1RmN5fLaX9/X41Gw6oSYQwAPEHeUKnVaqpUKiqVSjo8PFSpVLIJPR7NiXtxvRdzsVg8NskSmUEnjQfNV3vzHkiMAXIa8LSh70fP3Ww2de/ePSv3SfnXl+3dErxj7wcWi4UZts8DDLJEIqHBYGD3N+SAamsYShjlPmfuZY8bwiVp7VmF0HvCASHDiPRFRSAkvsIV5ANHgs99YW7guaOCGaSF59UXGbiuCmOc1HjS5HOG+I2vMhcvXODnHOkq4sWc44ka24IQlMtlFQoFk87yO64VhADjHwIEafAFECCaPufKJ9j7anNIyby8F4lTpVKxPBAv6/MOI+breJ4O5ILj5/gYzzjhpVAFBj2V+4gg+h48EEkiX/GoVTqdtsjGT3/6UxtHyAOlqofDoZrNpsbjsb799lvbN1XdIObcmy9CfjgupGbpdNryPff393X79m3V63WrwkexAulK4UDxCdYLevv4NY0oF+OOw/DBgwdGQheLR+XZaSMhyaKJyCBxOvBdnq1+v79WhOFVABk5Y8T9z/EHfJgI5CfgrcNyuVS32zUvNZPxsxrhLNYUJuBFdSuMDxZpFnsWMjyk9ALyi2k8J4L9eTmBN8wwAOIyBww6DDGfJOuNm3jVJwwhSq7OZjMrXNBut01H/7QCBgEBLwKqYUl67P4kGkDpYgzUuAzOPwvP68jAiEHGiYfYR0chRhjiGJIY8b6yHS8vS/LPmycVPkrjJXXMC5wn2/fb9M9f3GEST4KHPBFtwNHio0DIs+ISPukq/88XcPBzExEGvy3InHRlCMfJFUawv4aA0ts+soWMypd19r+FXHmj+zqpXlxqSGUzf1299JHIEAQqXsiCMY7P3/4a8xtPdhgzyDCEl9/7e5l7AsLGeOTzee3t7dmYM0fTU24+f9Ssk/wiPn8RQLDId7p3755arZb6/b56vZ6Wy6UVN/Bly+Py8iddiyiKLK8uiiK1Wi0bO6J5vgAJ7/v734PIWrFYtAjVaDR6JWX1GQuun68wGPDhIpCfgLcKGCj37t3T6empGffPQ35SqZR2dnasodqnn36qer1uxgbkhIUHbxUe0mw2q+3tbSvpSmIvk6ikNcPD66mlR5Ntp9OxJF6O3ZMXpDiJRMIKJ/T7fXU6HfNq+qpQnvzM53MdHx/r7OxsrQ+RL7jgjbBAfgJeBai65aMSGJXcwxsbG4qiSP1+X4VCwe5JiBBSLJ6957k3Z7OZLi8vLUpDZHZnZ0c7OztrBpqP4hLpxdHhI1LMBzwrvpoYRMRLWjEWffTGV4nE4RHPL5LWjWg+pwx0Npu1KDHlg5HbxeVvkCFIk+8bxPgSueDFNpDCekPWVxVD2uaN3+l0aiW+vcSXUt6j0UidTucxqRg5kuPx2GRH/BbJE2RC0hrp8LkZ/Ibx6fV6dn7IpyBsPs/LR8yI3CyXS4te+vuFf3vjnXnbE0QKPRDN8xGoxWJhZAxDm+tFyeXDw0OLuPjxb7fbGo/H+uqrr/TFF19YoRpKXT8viNz0+321Wi09fPjQxgvS84tf/EI3btywdW25XD5WEIF7zd/vvNdoNLRardRsNnV+fm4KhH6/L0mWD+WdgfH7hyglPYf29vb0k5/8RIPBwGyAlwXSc57farX6yvKKAt5dBPIT8NbAkxMSJ6/zNP7QNugRQf8Pevl4j5b3REIcmIwp+UlvCYyH67xh7NNPphhOGFl87vcfTyDHc40h5SsFefJDZatms6mLiwtNJhM1m83QvTrgtYM8Mw8Sm5FtUv4YQ5wKWZADn7viicHz7J/EairUNRqNx4xlnhMfJWFuiUdffOTEG3i+kAifxSWzHL+Xe+FIuc7Aum7/XtoKEfMEyxvpfsyu+5y5DQ93/DMMdZ935CMYnKPPBfPzJefko16ct48K8Jd5zVcW45h8w0/OPS7t89uTrhqDcpycJxF9PxfHI2CMLccaHx/g53kfpeSYIPxE6/zaEJc0xiVcOAT8vD4ajVSpVIwEPXjwwOSL3LPx++1ZgGyQinrSo/LV9Xrdtl+v142wcN/4/TxtfxDl4XC4RrDjY+wloYyzf14ZJ09OIGps82UceKzHksyx4Z+94CD8MBHIT8BbA5Ifl8tH/QwgP0+bmDw5KRaLqlQqyufz+vjjj7W3t2deun6/v2YA+cWHxQuPGAm8kh4zULxkxDfxQ2PtixjgAcbIIHLjPcTeY8lvKbV9eXm5dv6eOLVaLUtYDcUIAt4UVquVdaH3BjeGkTfOKW9MZShf7etZjA8iP94xgFODiEOlUlEul7NmjnGZKrkvGOVxiY/PucE488TDR1WRtPptePLjk/N5Rn0ukSde3rEB6eh2u5ZX4o03DH3fRBIg0fUR63ifG3+NfAQpk8loa2tL0qMcjcvLSxtD5LhEc1ar1VpvHp9ThNPIy7+q1eqa1A7jloicz3shgsLLSyfjuVi8mEeJmM/ncw0GA02n07XiFb7nkJ//uT7pdFrlcnntfU+C/Vj2+/01OVWcZPv7xhNF7nVP/jhOWikMh0Pt7+9bX7bBYGDltS8uLp5bMgomk4m63a5Wq5XOz8+tOS15TxSWkGTScfKXuG4QCJyMjUZDn332meUwMe737t3TYrGwPCsq70GkfbNVypvT0288Htv2h8Ohzs7OXkl+DoU2UqmU6vW6Dg4ONB6PdXJyYlXyAj4MBPIT8FYgih4lU3700UdmBOCtehoIn6fTae3u7urGjRsqFov69NNPtb+/bxrxbre7VrDAe00rlYqiKFKhULB+B/l8/jG9s1/AxuOxRqORlUrFSIHAQG7wAuKNhjCRKOpLr/oqWcfHx/r+++8tMhWPfsW9kwEBbwLL5dJ6j0hXXvr9/X397Gc/U6FQsNdkMjEjo9VqWa7ds1a4ms1mOj09VRRFury8VKfTUaFQMKMcozuRSBj5wXjFq41zwxMVT15I5PZ9gvw8wLZozEjEi2pxGN4YkplMxo4liiIjCXijOT7GgKgvJIz5QZIdf6lUeiwawXd876FKpaJUKqVms6nBYLBGEr1kjAanjEexWFSn07EyyV6uSHGL6XRqEWci7JlMxiIL/jf5fF7lclmr1cpkfcjHMG59PggkyOddxSMr5BNBZCERw+HQjG8qD5bLZZPoce6QM++UQvaIbM2TYf7vq7K1222NRiNls1mVSqW1in0cL/cN6wTXPN5clH3VajV9/vnnGo/Hunfvni4vL9Xv93V6eqrRaKQvvvhCzWbzpcgPkuuHDx9aM9T9/X2LtDCWkLnBYGDnyhrJ+BWLReXzebvmX3/9tf7hH/7BpJeXl5dqNBr60z/9U5VKpTUZLIUXSqWSCoWC8vm8tre39fHHH2s+n1v+z+XlpQaDwSshPxS5yGQyun37tn7605+q3W5bNDngw0EgPwFvFEy2Pun3eQ16FkO8zRQ28Amc3oPn5RQQFxZGfsd7cemKJzPe0+flMn5/8Zwf7+WlIzjEigkYzzbGG38DAt5GeEMPeGOa+9vn3pBbJ109h88iceU5IFePPBZKvONBjm/HS6m8Z96/54/Fg+9dJ4Pyf+OIz2X8jcv94vMF341LA70TJk4KfEK+jwbFz8fPW/78GAOiOL4IAeRAuqpG5883njfjz98TlniEhHOPj+3Txs1H4X1U0UfkvbzSR1+edJz+ePmNv37x+8BXD/TE9LreMU8b//h1iks3y+WyESXKq5fLZZXLZSMwOA2edb30pG40Gln+FFJIrhHHyvH5+wz49RHyT4EDSUaAier584yfO+fto4goMQaDwdr9+rK4Tr6ezWaVz+fXcmUD3m8E8hPwRlEul3X79m3l83n1ej19//331oPgWeAX7Gq1uubBooIORhiEQ7qqzkTX+GKxaM1MU6mUSqWSRX+8F5aFAe8xk3QymVSr1bLeFZPJxBYUvL6+YMHl5aWazeaafKbf71tPIORBTzKsAgLeZvT7fd25c0e5XE4HBwf23JCDR26Qr4pILtuzeHjJdUNWdu/ePVUqFf3yl7/U/v6+qtWqDg4OlM/n1wxfH2HypMxHYH1ugnc68AxjQPpS0MBXSiOKxDMf3ybfYwx4n2P2vYC8VJdjZNtEO6IoWqvaxZhKsmgRkQ/mNSIRGIRU/qIIDNsgr2O1WlmhFo4ln8+blI6ImE+i9xXYvHFME06O40kGpyesvvEo/57P59YDjoIWq9VKpVLJ5Fa+Apx0VcGOuZVrA6nw15LoGPcdBSKSyaTy+bwZ6ZAU9u/ljT4HhoT7RCJhMjCIDGvMarXSxsaGqtWq+v2+FY4oFos6PDxUv9/XH//4Rz18+HAtcvWsmM1mOjo6UrvdVrFY1NnZmfL5vHZ3d3V4eLhWrVGSRcN8KfFcLmcFC7hH9/f3rfoo9z3RHmTeFEEgGoxcnTWYcSfyMx6PLar2qrBYLHRycmJSyv39fR0eHur8/Fx37tx5au+zgPcDgfwEvFEUCgXduHFD5XJZX375pb766qvnasSJQZBKpVQsFk0zjLQMiQJ/WSCYmHO5nCVZQqJ8OB/tODp0X+oWDx2/wWBgMfOV4aQrjxOSPjT15DEMBgN1Op0Q5Ql450HDTGQ1jUZjraQueRcY1shAe73eM5EfGhdKjxqvfvPNN6rVakqlUhoOhzo8PNTBwYGy2eyalxfy4nNmeO553ydo+0ixtJ6zES+EIq17y73Tgz5JGPHsH8M4XnGNbUnrUSDmIAgDuYU4WshV9CRFkvVWYa70zZX98Xuj1hMEHD1cNyRuFIlhLvRNXhk/n7SPLM83OfXwUUD/f7bBMTAOEGhyYth/Mpm03mxe4ubzrDzh8CW5GUsMcZ9TRFReku2fHFFf/IPP/f2BPJPKc94p56NJrDUQt2KxKOlRVThIfbvd1sXFhTUAf95oxWKx0Pn5uc7Pz1UoFKw6Yzqd1s2bN63aHccNofYqDSrHgdVqpUajYXk05+fntp759bZYLNo9NJvNjDxCjHGU5HI5k8TFC0e8LJbLpVqtlsk2P//8cyuccnR0FMjPB4BAfgJ+dFDVhUWj2+1ar4PnjXKk02nV63UVi0VVq1XzKFN6FEPDv/DAke/DxOslB9fJIuLyCd6TrgwUFjEm+7heHG9ws9m0srPeQxzC7QFvM7xB/rR7FSMOI/fi4sIMJoxvDGuMKAzLbDZridPP4wigTwpG6+npqcbjsSVzewNYWu/9gvHojVAvacOI5/j9WFwnm/P78ca3jz4wft5Bw7h6eRT7R1bl5U4QGsgNUQ6276W2Pm/RR348ufDXbTQaWV6WlwiTF4mhytx23Rh4WRr7Zx72kXQ/jn6cfNluP+Z+zHyBCnJr4sUqvNzLl7D277HdeJ8jImDSVQPQuFzNry1cV6I9jCmSMs6F/XoClM/nTbnA2CLp5vw5vhs3blikCvJHLioFeZ4llw55miS1222dnJyYDAxHIlE/on38jVfrw5lIhUfWegotMCZcx3gbh7hsnAgfESBIO+T6ZRyFjNFoNFKz2dRisTCHCs9dwPuLQH4CfnSk02nduHFD29vb6vf7+vbbb23Sft4Jp1wu62c/+5k2Nze1v7+vzc1NSVfyBSIzLEwsjJubm6af3t3dtW7nLGzXaYz94u0XahZWbzDQrZoIFFK3hw8fWkNSyB6GV7y0bkDA2wSMUCQxT/M2I3uaTqe6e/euTk5OzJAhcb9arSqTyWh/f1+7u7uazWba2dlRv9/XycmJvvzyS+uJ8iwgIfy7777TzZs3LYF8d3dXu7u7VgQAoxgHCMnXcWIhXZXXhkSRq4ThHTf0fUEDDF5PLryXnmd9Op1a/pI3pCFanrxMp1Nr7oox7ZPQkSX5XEEiImwXrz5NJOkpJF2V2h8MBjo/P9fx8bEZtNKj+fbg4GDNyGfe87k6GKxEiqbTqRn+GP9EzD28BJFjgXD53B6KU/hcJ+RpcQLqr4UvrsFcTv4YMmgiLf760BiU6wchYRueyGHAe3IWv+bSFfkZj8e2/2q1qu3tbUmywg3JZFLVatV+S1SvVCrp17/+tUkNJ5OJjo6OdPfuXY1GI52dnT2TfBy5KZX1Op2OSqWSfvGLX+j27dtGZKbT6ZrED/lqfFs8Q7VazX7XarV0dnamSqViUeB6va5yuWwRM09+OMdUKqVqtarPP/9cBwcHarVaOj091XQ6VafTsZ5Czwuea+7dwWBgThkIsM8dC3j/EMhPwI+ORCKhUqlkPQZ6vd4z5/jEgYZ6Y2ND5XJZuVzOjBIqBrHgA8rAVqtVk7flcrm1MrPxyE88cVVaT2j2HtP4i+Zv3W7XevO8quo1AQE/FuJe7qfBR4Yo5EFkAmOOXDkkVBiDuVzOKoL5SFN8+3FguEmPJDNnZ2cmqyHPwDsYMFp91bd4sjzb9VJcIjBewsaLKJM3fjGQ2X/8PCAoeNaZa/Cu+99A0Pz48j0IHeTBz0tewhTfLwQl/r6X03FOEBHvecdQjSeSM1Yc93XJ/fHiAJAff568j1zOy5h9RMs7p/w96F+eCDLOEMXlcrlWfY1rT4QgHkXjmJ+0LvjiC1xfH63wMje2DeldrVZG7hh/f68x7rVaTaPRSOVy2ZwNzWbT7sVnAWMtSZ1Ox3K34oQVUhB/+fP3hQO4d/v9vlWtQ1aJHNVX3IuPlSQjmbVazcaAIg0vK4XzxJTIHtFD7sGA9xeB/AT86PARmOep4uJlaejSG42GaYXpR8CijwSEyYyX142Td+DD8ByjN5S8hn21elSyFfLC5H9ycqK7d+9qOBzq6OhI5+fnmkwm6nQ6FvZHnvAscoR3GVTOIwLwqs83LiXiegXp4OuDJw9xI/dZgdE2HA51cXFhzyheXoyn/f19pdNpy53DuMZ4HAwGlu9w3bH0+3199913KhaL5i3O5/M6ODhQrVZTvV7XzZs3raiJd5IwJ3iDmFwlJF+SzDj3UiYi2NK6RAtD30eXvezNE5lMJmNkBvB9zheDfLlc2pj5PBjyf3AA+X1xXhQq8EUQyMFaLBaWq0VkiHLEPNfcC548MbcjaaYnDESF3jjcT/EX8itPJH1PJl/cwRebYEyZ171c0RcsYL9+/UEqLV3lRsWjREQ4vJyO30O6oyiypH7uC645Ui1fSY/rjnHPcbXbbS2XS/V6PY3H47W5zo8xOTrI0yDo2WxWvV7P7unpdGoqhB8CUa75fK6vvvrKii1QytznxZIPizMRYuNLWnNMm5ubFp0kIun7g7FNtiHJxp/3VquVyuWyNjY2TGGBs+NVIZ/Pa2NjQ4lEwqTpAe8nAvkJeCN4Vg+yh88ZaDQaKpVK2traMoMEzb/0aDFk4WRB9KWsWYSQZLCIs8h5TxSGA2Hy2Wym+/fv6/T0dM0IILRP0zQKGdCgzRuN77OBHkWR8vm8KpWKFouF9UN5leAaem8x3tkgVXg9wDh+md9zH2A4JRIJ9Xo9HR8fq1wu60/+5E9UrVa1ubmpX/3qV0okEup2u9aBnkaKDx8+NLnKdc4EZKXJZNL60JRKJf30pz/Vzs6Obt68qUajsWbIYmSl02lr8okUyjeDxOOMccscQ84AldEgJBjDXjblPdfMCxjv/M6Tey8F8hXYIClEfTCIvXzMR4I8+UJKxj7IAWKskVrh4c/n82uFYJg3MX59zpGXhVHNjmgGxwTp8JEPCjjkcjnt7u5alIl51uePVSqVNSImXUUKGNfFYrEmm/PSM8hLOp22PBsfWUIJkMlkrOcTsq/lcmn3IhIs1pB4L7nZbGaRE1QGft3wFeDG47EuLy9Nionsj4iUdBU5K5VKFqHgmDc3N3Xz5k11Oh2LoPR6vWdul8D54Kj74osvtLu7q//4P/6PLU+XNRLZZD6fV6lUUjabXZMXUsWRNZeqfBcXF3Yek8lkrXgGjga2z/3FM8E1Jk/HOxFeBUqlkg4PD+2+xJka8P4hkJ+AHw0+6sJC9zyeegwGvF2+ZG686hLfl9Z7fPjGeBgX15ESwu/+L9p/ojhUsvGeLIo30K+HBeJDqx7Dgu2TaeOkz0tw/L+l9ciOT0z3Ro60LsXy+4SkBvww4knhPwa8wU8p22QyaaWCfVI1jUzn87np8geDgUqlkiStdY0HGLkY6XSM7/f7yufz6na75h0ncdtHC3w+D/OWl67F5wsvM4tvw89LPp+Q3/oogt+XL7wSJy9Pk+TE5biS1uZHXyCA7V93jHj5/Xj6/Xvi5J/VeMGA+HE96f/gut9ed25Pmkt8XlBcVuflbvHCCxCV69aDeB4RYxYfF6rL+esc369fj+L794qD+LHHZafx30GuIEI0nE0kEhaZ8hLO68bejy25qhRQuG4c/P0Zv39Yq3lukJfREwhnSnzt9teeY+S+giBFUbSW3/aikeinnT/OVmyAIIN7vxDIT8CPgiiKtLW1pd3dXUVRZPkv9GV4FhB+LxQK+uSTT6ynDyVBB4OBJUASovdGCNp/PHkYVV5fzveRtXm9d7PZtApSDx8+1MXFhXnq0EjTrwPSgzf1Q0IikdDOzo5++tOfStJa3wdK+nqSSbU7xlqSGo2GSW42NjZUKpXM2zeZTHR8fKyjoyNJV0nStVpNBwcHymQy+v777/XNN9+EKNAzgK72y+Vyrd/MjwGkTr4wSD6f187Ojj777DOrxEjEt1wuK5vNan9/X5VKRYPBwAqMeGLipT6+MtnFxYW63a6azab1ODk8PNTh4aFFAIgIE0Xwxhn5e0QG2KefPzB6fU4MhiK9xHx/LyIqXs4rXRH84XBocwnOl0QioWKxaBEUHwWgdw7zl48+QQaj6Kr3jJ/30um0RcQ2NjaUSqXUbrd1fn5uFfRoJEsUhOvorylRKoxyoha+4IEnAbxXKBTWSECv11vLacpmsyqVSkbOuE78nvuI6+K3z3XkXvCNsIliQb4hztJVTgzXrNvt2rPiq/R5xxzSTqrpcU19RTEfcYqTR95j7JCF8axyXPEX38vn8/rLv/xLffLJJ7q8vNTXX3+tbrerhw8f6t69e2tNiJ/0XHJuOP3G47HJz7j/cEAwbjgioiiyUuOeiDYaDVWrVYswco96IsnvvQOLaFC1WpX0SF6KLHA8HqvZbD6zHfE00GuQaNyf/dmfaTgc6s6dO0EC954hkJ+AHwVRFKlarer27duaTqf63e9+p/v37z/XNvACl8tl7e/v6+OPP17zErHwsz9fNQjjo1QqWa8BjBCMBW884Rn2kZ2HDx/qu+++s0o6rVZL/X5fR0dHGgwGkp690/b7jEQioXq9rtu3b5vGG8ONMfWe+U6nY0Yl129vb0+3bt1SoVDQ7du3tbGxoU6no/v371vewN27d23R5P762c9+Zsm/33//fSA/PwAvtcIw/rHHzJfrbbVaiqJInU7Hmh/u7OyY0+PGjRuWs5NOpzUcDq1gCvcTOUGXl5drjgeiszRIvbi4UC6X02AwsH41vrt8vV5/LOID0ZKuyIlPgMcw5H0+8z2F0un0WrPMfD6vcrlsBi/785EHjG/Gypci9v1WmK+QLs3nc2seyfaYDyE/eLalKznparVStVrVarWyiDZ5EM1m03KA8Iz7cb4u6sSLnCEiwr5gAQY192K32zXZma/QRxNYX8raR2PikQ3mIEiVl/H5a8Ec5dcQyBsRCt+SAHIASeb4OD/OkfsqkUjY/cNviKxx/P4eiBfSSCQSRp6JzPi5dLVarakiisWiZrOZzs/Plc/n1W63FUWRzs7O7F55GnyxB+SWrJPklGUyGcsTYlwgbLlcTpVKZS3yxfUdj8c6OjoyB4W/Z7gncBx6uTvnP51OdXx8rMvLS/V6PSNCLwuuTyaT0fb2tj799FN1Oh2dnZ0F8vOeIZCfgNcKJm48bJ1OZ62q2g/BL4xEeUql0mPeQ4wO72miySAyDDx43hjxMg4WORYtJntKjjabTZ2fn2s0GllOAd7qd4n0JBIJNRoNK0VKBO5lUa/XdXh4qGKxqI8//lj1el2r1UrtdtvKw3ItfLGLUqlkizcJ2ru7u9rb21M2m9X29rbK5bKGw6Ha7baRTn7j8w8wBn11v4Ang+cint/2PL/3lbt+SJL1LFitVkZQcDyMRiMziqvVqnq9npFgrj2GGjlAPipA5IPcHM6bJsN3795VNptVo9GwiDBleDF8mWMwPjlWT3z8OWBcEqGAaEhXRRCkq8ilL5DgI87MWT4SRWQ7/lsvE/JyKE8IGIu4ZMufE+W3+/2+vagC5vOW4jmbXt7FuHj5E8fsvfye8HkC7iNmfvveqeUjLtdJsvz8z7lxbRgTf8/Eo0XX5WUhkeQ4vHHvv+vvBf7vt8P5+Mibv3fjckzGx5MvT0bi58hx5XI5bW9vq1AoqNPp6PLy0kqZdzqdteO7DhBRClBUKhU7B64DY+evse8DxLFls1mL3uKIkK4qQi4WCys64XP5fGSIf5dKJe3s7Cifz1t+H317XnY9JqcLdUexWNT29rbG4/EL9SMMePsQLISA1woMikwmo8lkoq+//tom02dBMpm0ZM/t7W2LBpB06uUNqVRKtVptLf8mm82qWq1aRalms7lWRUq6Wizo94A0ga7zFCz45ptv9Nvf/nbNAPBSrXcF6XRav/71r/VXf/VXuri40H/9X//X+vbbb196u3/yJ3+i//w//8+1t7dn40tScL/fN9mK9IjwEIXb399XtVpVLpdTrVazBGWkDhDSVqulP/zhD1ZRj+uPdJLeF/V63bzDAetgTLxx6PvcPM+ijsHnIwCDwcCMs5cxQFqtln7/+9+bYYvhRYGTXC5nRQgw3plXvAc4nU5bwQMS8zOZjC4uLvTtt9+q1+vpd7/7nX7/+9+rVCrp5z//uQ4ODqx0viSLSiG7y+fzFmGJ58FgrPkKXxj+URQZmfPVzCj9y76IQFxeXlrCOwYl8jYf+fCREYiFN9KZz7wx7CMvyFEx6MkRefjwoc7OznR0dKR79+4pmUzq1q1b6vV6a/sG3jj1hCCTyZicDfIiyeZbCJ1/lrlHfb4fx4fnv9PpmGHaaDTWcqWIkpC4jiyR6+Sjcr54BNEc7pVcLrfWgJsom3eg+fGDDPiINPeDj0x6Yk5lQa47OXCVSkXFYtEiK5wH+4IkEhnxxQ/881ev17W9va3VaqWDgwPrl/Pv/t2/01dffbXmPLoOyL5w/HG/EvnxskHmbeZwIpKMRy6X0+bmppGcer2uy8tL/fa3v1Wz2dStW7csIkdlv3gzVUCvQOSrzWZTZ2dnunv37ktLzReLhe7fv6+LiwsVi0XdunVLf/qnf6qjoyP98Y9/DG0q3gME8hPwWuHr+vsiAc8T+aFIApEfX0LVe4JYaL1WGc8kem8MFkqS8pkkW8TQdiOH6Pf7JsmhfPW7jEQioc3NTX366adGQuIe3BfBxsaGfvWrX+nmzZs6OTnR8fHxmh5fkhkzlEQtFos6ODjQ9va2efLQtZPM2m63NRqNlEqlrKKeh/cO+hK7gfxcj7hn/LoE7+fZBrkIRPeui4Q8L5DaeKTTaXW7XRUKBUvkRqIlXT2/o9HIjslLpSgpXCgUbNvkHvR6PZXLZe3t7alSqSifz6/l7DDXMJ/5BpbSVR8bf+4+l8FHfijfGy/BD4iIkDcIYSNPhei2l3X5cZcej/xwfL4JK8fpDWZkXBA+H/lJpVJrjh/27c/bRyK8ZMsXAvD3HWPBOPpz8kVp/BgyV0EWfHU1P54kxEMovUSMceYe8L2eOAZkVr4fj48I+SanEB62G0/e95ESH5nx5MgX1/Fj54lTPArEMV0X+eE8cEBy/QaDgQqFgjkEGIMnwUsQNzY21sipj6R50k3Vv/i9RsGCxWJhvb2I+lxeXqrRaKzJMplTGFPGKZFIWBXGdDqtjY0NrVYrqyD5slitVrbuQ+q2t7etSErAu49AfgJeK4jc0LjQL0LPglwup52dHZt8KG5Afg+LEAsQCx0SFf9isvbyNy/FQpKCB5ISu+fn5+r3++9V2Uu8hTs7O/q3//bf6i//8i9fepu/+MUvVKvVTH5A3hRROZJ5Sabe2NhQsVjU1taWNjc3jSTjUZVkRIl8AHqNeD04UqWPP/5Yn332mba3t82Tj94/rm+PJ4F/SDIG5F+U/yVZ+XnJD4YpBgzGyctGfZ4EEtLxGmNssT/yx2jUiGHa7XZ1fn6ubDarg4MDVatVjcdjixAul0u1220Nh0N9//336vV62tnZkSSVy2VL7IaQxw1F5hruVQxmCq54suKlasxbkixKRAST30tXxVt8LpEvuMDzBaHAGMUB4PtseTLmS3ZTfhkpL8eBUY9hPZlM1Ov11soaS+vyLW+QS1qba31vnHw+r0QiYddNepTQTulufw/xfBJRXi4fVTMjEse2vNzQF3TwVT4ZA+YFrp+0LuNkncBoZxxoksrYLZfLNSkc28EJ4yM+EHb65MQrqUHYMfghm36d4jx941NPtiA0vtR5XA6ay+X06aefKpfLqdPp6O7duxal514E5LoRoeLeyeVyawUvoiiyyA/rC+PGHMs6y3NRLpfVaDR048YNK2hEpVQKOJCTSN5UnDAigSNXl2pwvqHsi4JIXqvVUiqVspLmAe8+AvkJeK0gfI/e2HsNnwWFQkG3bt2y6l+NRsMMtn6/bxGETCajXq/32ILNQuaNA3II0JszqXJceH3Oz8/V7XZ1dHSkbrerVqv1XiTQe2/49va2/uqv/sokPi8DqhdhpJJLtFgsLCJDpaidnR0jtTdu3NDm5uZj2nnpkVEF4alUKpbzBZFOp9M6PDzU3t6efvGLX+jXv/61dnZ29A//8A+q1+tmAMRlChwrn71r0sXnhScJkkx+EkWRzs/PrVras8IbY+SHSHqthgGyOjzXfl8YqhcXFzo9PX3sHsIwGwwGFl2E4AwGA927d0+TyUR/+MMfFEWR9vf3NRwOrYLg4eGhkRrktBh5/r4lmoOczJMRH3nxuSjMRzw3GJ+QHoxIriFGLM+WJPvcG3wYjuQvME6MG04GJExI4Uj69nmPnN9oNFKr1bKmmj53iXOBHHhnE4TRN2EtlUoql8s6Pz/XxcWFlsulyuWyFVogCu+Pm95OJKQjjZVkzzKGtjf+fSNWSSb1ijvK2A7rAUY98i2ii6wlvpCFf8aQgyaTSY3HY8t7RMXAMRDl8FErJJA4FTy5Zpy5fl7qxjzrz5XjgUxApIrFov78z/9cv/zlL61qJkn9ED4wm82s4MVoNDLyUywWrT8RpJZCHKlUyuSpXhbH9iSZvC2KIv3kJz/R9va2NQWXHkmjcZyi+PDSRH/9iOj2+30rHjIcDl+JPG06ners7MxyTp/Hfgl4exHIT8BrARMznq+4pOBZ4D1M6It9hR++E5cPMMnGIz/Ser8KL/MgsRnPon+hw36fSlb7c6/Vatrc3Hwl2/MSkri+nfsBIuQ7xvuk5Dh4P5vNql6va3Nz0/Tg+XxeW1tb2traUr1et8WSSmEYTCzaXqqFF/hDkcf584/LlZ72XHpvM9+LbwtD02/rdUV/pCvj1ZezhxQ8yTjBeMMgIsLg7wXyKPr9/poRVq1WNZ1O7TyXy6WVNI6PhS+OACGIy7aukyh5w5nj9f9/0vd9tMWTm7gjwV+/+HX00iKf/O9LOTPuFJnw3nwvBfL3VXy/XoLnS1XHcd2x+vsJ8h2XP7MPHzmKS8x+CPFn47pji58LLz+vMhb8Jr7+8f+4HJDt+LUsfjzx//+QbNWPj5ceJxIJ9ft9VSoVW+PIL/KRPS+18xXv/D0f//d1r/g1pDqej9xA+OLn6iNc/rwkWRQf8uXVHS87DxElpFEr9+2Hphh43xDIT8ArRzab1Y0bN9RoNDSZTHR6emqT6rNMFoT/8R7hIcS7KckkBUxEGN5IGeh1QC+KXC4nSZavw8LiKwX1ej21Wi1NJhOdn5+r3W6r0+lYBOhpSaHvEpD5HB0daTKZ6Pbt269ku0jdSGTGM4wnkmuRzWa1tbWlW7dumaThWQyTTz75RP/Zf/afmXdyOp0qlUppc3NTpVLJ+gGtVit9/PHH+jf/5t/o/Pxc//1//9/rq6++smiXzwvA2/0+A8OBJG681Ug4nnb+URSZ9MvLX3w/klqtZlLEdrttXmZv7Hl5FM8rJMVXK3vWyondbteuKREOiIuX2vhtzedzNZtNzedzlctlM8CRw00mE52dnZnE9csvv1Q2m9X9+/f11VdfqVAo6ObNm9rY2NDm5uZa13nuX58fwnzh5V6Qf18wwXv9IUtEgzwBIVrkCx6wTwoaMNaeZHk5lnRV4hijkn4qePiRq/LyvViI+khSp9OxSC5zs5+TeflrjXPEN5ouFAra2tqy++Xy8lLSOjnwskLft8nPx35fccLlew7FCRhOL+RxXAsiE1QQ84Y24865MN5eWkY+k5cyEmEmSkIkjIIF/hoS+fJRwvh5cs/7nCN/X8Rzj3AWSbJzJYet0+no22+/1RdffGE91eibB1qtlr755hurhMjc7q81ck3GwhMzfw44vbh36J/H9cBxJT1at7ne8bmFbaXTae3u7uoXv/iFhsOhvv76a929e/eFHK8ezGuDwcAqmUZRpNPTU52fn78WJ0/A60cgPwGvHKlUSnt7e7p586aOj4919+5dtdvtZ/69N0owmElY5nOvjZa0thhgcCMZ4eX14sg5/MJyfn6uk5MTa2RH3k+r1bLGdO8DkPWdnZ1ZcvOrwHw+V7/ft6RzFj6/yObzeavys7u7+1wlqQ8ODrS3tyfpqhwwRqD3ui4WCx0cHOiv/uqvdHJyom+//Vbff//9muyOxRgZyPsMDBMvRaE/zg8VH4miyAoMeAMLgzSVSqlarWpzc9OMNbzWPifF55lgJPp8Cx8hfhZjAvkbic/lcnkt1+W6CNBisbAKYbPZzMYCCdVoNLI8v+FwqLt379r5k8swHA61t7en2Wymjz76yPILrvOQe/Lv5bc+yjSfz81w8/cyUWfGhLmKMffRbPYlXRFJTxi8BIxj5BpKMqcRjWEZWxrI4lDCQZRIPKoYR36QJ3AQUemK8CLtihuu5OkwHzCHd7vdtbHwDiqcYvFoo3/+4+SH+4Kx8tJlcm+8M4x90ofHR8N8qW4vu2JO8QQHuSCREh9N417whSyYCyHA/MZfc8gDa5gvh87xM/4cn/891yeRSKw5GDOZjIbDodLptNrttpFeT35Wq5V6vZ7u37+vcrms7e1tbWxsrN3/bA/y56Xkfk7hurMm4DxZLBY6Pj6231O0iLHw9493qEC4NjY2bH67vLw0Sd/LOC2JBEuyAj3pdFrj8VgXFxeB/LyjCOQn4JUD7XWv11vTpT8LWHjiER8MaBZ1yI10JQ+RrhKH+Q3Jtb53hHTlHSNitFwujez4ztKcz/uE1WplfR4ymcxas8HnkYc8DZlMRqVSaU1CUygUrLw13r7n2Rf3xrNItGhSOZ/PdevWLV1eXpqREUWRyeZe1fm+7fCyRLz9RBikq2fourG9zhCLy3kwHn1EguctLp/hd/FjexEDxUdZMD7j2/JyHB8hZm5iPuHf8XFj+6lUSr1eT/l8XsVi0RwlGG8YnpAb7232RMSPO/uIj4c33OMSKl9a2xdpiY+vP5cnSRb9djHoIT0+58dfJ1+ZjKIjbI+xikeefBTH52DGgZTNn5P/PuRR0hqBZvt+HuO+5Ryvu894P05U4/d3/P6/Tpbn4Y/VR944Nl/8xUd8fLTkunvEE7W45M7f54wb955XSLBd72yAiNVqNd24cUP9ft9IGkUuuN4UGvLk6jqJJeTFAyLrpXF+TqFsOVVWR6OREomEbcefXzz647fP+lOv102R8CqcfGwLslssFtcicAHvDgL5CXjlmM1mevjwoXq9nlWQeRawMOZyOd24cUN7e3uq1WpqNBoqFotrC2ej0TDjGo8zci5JqlQqpukfDodrEy1hcnIALi8vNRqNdHx8rO+++06LxULlctkSVt8343ixWOjevXuaTqf65JNP9C//5b/U7du31zysL4MoiqzYAInZ0+lU5XJZu7u71s/nZSIu3pvrF0AMiq2tLZXLZR0eHiqRSOjXv/61NaedTCb67rvv9OWXX5pH/X0GRtJkMlGr1TISgOHDdccIjBviFEPg+aNULd5m+qAsFo96jlAmmmvkjX1vVLIfn9vwIgTI5+N5rzDb931C6JPiK07t7u5qd3fXjKY4vGTpzp07uri4sAToSqWivb09K4hA3pm/P7kvvSzK5wFhKPrx8YTREwIcM3FZnY/iYMzGK8StVqtr8yYhfavVo4bEDx8+1OXlpS4uLtRsNm2sOH5PHul/xDEg8fISSx8NofcLBnnckEViiTNqNptZjqAnDESIIGfxIhHc7+RpYVwzfqgLcI7RYJMIDE4W5In9ft/6iPljvk5OBbnB0YNs0DvUKDpA5TeuCS0VJNm1kq4qt/V6PYuMEbXkc59Dwz3no0GMie8TxDyAc/Hzzz/X7du3NRqN9Mc//lH379/X2dmZ/v7v/16tVsv6eA0GA6uQmE6n1+S0jBuVPv39z/WHGPoo5Wq10v7+vnK5nMbjse7cuaPj42PN53NdXFxosVioWCza2uEdLmyL8UilUrp586ZVaPvyyy9fCflpt9v6x3/8R7u+N2/e1GQy0cnJyWMSwYC3G4H8BLxyLJdLW0yuKzP8JHh5TqlUUqPRsCovXlsMQSqVSmt5OCQmAry5ePUwCCBB6XTaFkj6H3S7XS2XS+sy/T5GBpbLpeUIVCoVq5zmDdM4njdCQ9lSLy0slUqqVComd3gZeAOXl/d0+nyvjz/+WOVyWd1uVw8fPrTO3e8jsX0SGKPrDACMLwyJ+PXHuMRggSixXf+MeaPLJ+w/zUv+pIjTsyIeSYkDzzLGKsZvv9+3/kS+T1Ec3sjFg7xaPSqv2+l0rKIl9xsGGOPBMXjPu8/FILrA/3nPk3rubR+xixd38ccajxZ5Uuk/8/Mb8yfSNyrPeXhC64mYj7Yg18PB5KMtGKjeEcV2JZkh7SXMPloQr3DG/E1uCNKu+HXz4++vC+/5iEt8TPy5+jyyuJMA+GgG9xURIO+E8/lF7I/Iiv+evxfo/4QE0H/Pyw/9dfdOLeZjH8Fj7sSxsbu7a+sh+/YV6nhOcDpyP/H3umgZ+/BkPR79IZJCntTFxYXJYbkXIb4++haPfHGu5XLZZHnXNUl9EZBrijqlXC6bFDLg3UK4YgGvBFEUqVqtqlarmayKvI9nNWxIfsdIrlarKhQKa4sEkzsFFOj0TdgZvbHXcmOYsaDiNaOLNBEqSarVapIedcWm5CoeOG+kvOtA339xcaHf/va3Wi6X1m8BWZpvHvgsJIFxp5AA5Y+Ru5XLZZMxxkvPPi+uI6beYMGQoTQu15geJqlUSvV63TTuHzJ4pqSrMfQ6ejzm3lDynmwkMnHZGYYk9xLFJa4jKt6xgVf3VZWU9flHPsLk8/98ifwngTwdDK6joyMr1kGkg3P0kQ0Mfp4j/jKnXBfFxFnDd4i+ecKDAYiRzXHF89j8tfTb5Br1ej3rZXZ2dqaLiwt1u93Hxh/yDHHsdrtqt9sqlUpWHCCeOyNprXwzRRVwYHEsGL/eaPb5U77EMnO7j1oyJj4nB/jIkDe6vWFfq9W0XC4t2u/nvHQ6rVKppNlsZhXSPCFlzBkvxp57nWqhFOLhd3HHHeeK483Lw0ChULD3cApCMHx0jrEmqgdB9fJvP55EoPxzuLe3Z86O77//XplMxqogzudznZ2d6ZtvvlG1WtVHH31k5c97vd5ajqePzJA/56N4cSJEQRXeoxjDYDBQMpm0Bsdsw887XA9J1scrn8/r7t27RlxGo9FLOVu4Xswri8XC+qZhY7zs9gNePwL5CXgliKJI29vb+slPfqLpdKo//vGPajabz+XVJfG1XC5rc3NTm5ubRojwOuNhoR/FeDxWs9m0ia1er9tk6+Uh3lsaRZEVUOj1elbVZrVaaXt7W8lkUo1GQ5VKxb47GAzem9KWq9XKPGlRFOmv//qv9eWXX+qzzz7Tv/pX/8qkhjQsfVavGUYW8qlut6tMJqP9/X3r9VSr1V6ZtC5uTHKvYaQizel0OibZ6PV6mkwm1muoWCzq9PT0uff9vixuGDq+Z48kk69FUWTGmyTrceKfa96Trox3n8yNATKdTtVsNh/rvcE1xGvPs/uieUBx+OeWvzhGksmk9QN5EjEDPDd4xZvNppLJpBX5KJVKGo/H2t7etgaOPDu+6Af3P2OOVAyDCiMdB4FvsMx24lKfbDa7Rpy80ezJh6+Sxhi0Wi19++236na7unPnjlWBjEcJ/fnn83ldXFxY5UaKR1wXreJeQBHQbreVTqdVr9etoICXS1EtkLEgMi9dEXXuP1/8QHq0hnjyw/i2220tFos1OTTnRCSa+9CTAMg75IhtQk7IfRkOhxbtgogiBSVaE//clwz3TT1x4HlCwPmwNvr3ILsQHZ4d3yDVk1F+x/v5fF6bm5vKZrO2jiIJpWrrycmJarWa7t+/b84OChkdHBxoZ2dH5XLZng36r9GXj1elUlGlUrHrBYH1zgGfSwQZOj8/V7PZVCqV0u7urt3THDMRWchaMpnUzs6OCoWCTk5OdO/ePS0WC/veq3Cs0PNpuVwa+cfhG/J/3n4E8hPwUvDGk/fkPE+UxC8mGEpot5kk44hLLzAevCEcl4fE8wy81AFPK+dA4vL7Ko1ifKbTqXWvrtfrajaba1IJPNrSem8JP5beex1/X5KVM2V78URstv28uO433lvMQu57NvFevCLUhwwvHQTeYLnumno8KZJznSwlbszFf8NcwnbjOTzX5Vi86Dn6bfp9Pct2IA9RFBmpXi4f9SnBmPaOAIwt9uHHJ/4cefISz9nxxQW8fMhLDL3R7L8rrff+8ZEWKjRCxOK5X/Hz5/maTCZr30XuFb+uXtoUv6Z+Doi/768P87uX0PntXhcN9ufpxz5+fF4K6Ekkx+AlXX6cWe/i95hff+IRCX9MUbReBS9+XvzfR5ue9nxcd4/HZX7xf8dlaJ5YEr0hco8jkrWD4hi+75Nf++OFHvy+vH0Qv2+5j1gzfCToumvMPeKjx94xgCSV6nGvwoHFsyNdRVSR1Aa8/QjkJ+ClUCqVtLe3Z70CvvjiC81mM2sQ+EPwRGN3d1efffaZisWiNjc3LS/E62y9ZANPJFEMv9AwIfuJmNC0JIsK4C3yjTG9MYGR80OSmCfBe2hfpZTnVWE8Huv+/fu6uLjQ5eWlTk9PVSwWdXh4aBGbn/3sZ9re3javZCJx1T2bKIsnoxgqvjt3tVpdMxTii5X0/HlFXCP2z7VaLpfqdDrqdDrq9/s6OjrSgwcPrHcF/VxOTk40Ho+f+V4F7xNhwji/LifD98R6XiAnQ7aCbAu5jpei8ZyRF0bpXRLjvYHVbDZNTvk85xi/Zj7ngnnkRSo2rVYr632SzWbVbDZVqVTUaDT06aefWvNGyJAnMz4XkTkibnBzjzNvMFfx3GAI8jsvtePfPGucN/lPOI2Ijna7Xcvj8AUXrsN8PjenCXMHEQuaTHJ+fjsYz96IjxvkjKvv9+KrulFYo1QqrUkz+evnbQgqRSjIQ4qTDl+yGtLq7wd/ny6XS2ujQESLOYzIlR9r1jhPvPy6FEWRrUu+CIA3+uPFGXi+cP4ReUIyLsmiKfF9cf7+nqOymo8yekfFzZs3TQnR7XaNKHc6HeXzeYsWVqtVkxMTffL3KoSZc2HsiABxnyeTSW1sbGi1WlkZ9Ha7bVJ4X24c4uXvEcac63Ljxg2Vy2Xdv39/zWZ40SIIq9XKImD5fF57e3sql8s6Ozu7VjIa8PYhkJ+Al0KhUNDh4aGKxaL1U3mePB+kLul0WhsbG7p165YKhYKq1aqy2axJAgjpx71nVK+B6HjPpLQ+2VOilt9h8BBCL5fL2traMm8uOQHX9Qx5VrDI+MXxbTKeZ7OZ9VWg2l0mk9HHH3+s27dvm6QF3TuElIUPwxaPl4/U4TWkR4qHJz/PmlPk4Y0+qk95g4vmtP1+XycnJzo+Pjb5y3Q61YMHD3T37t21HikfKnwSs5dFxfNkngfek42BgcSGnlvx5HGMVKQx9IFqNptqtVpWXex5yc914FwxwDGEXuRcIQ7JZFLn5+fK5XLa29uz/kjIeamqlUg86v1Cn6VyuWyGJWMhrUckvCfd5+LxfZ8HFO8ZFM/l4P8QMMoK9/t9q572LOSHc261Wmq322Z8k/vknVFsC0+8P37Olb8Y3N7pxPFg8GcyGct/if8+7rSSZPNWPH+T+5w8EL63WCxsPLwslHMimkKek68Ox7NEHo2Xnfk2Cp5IQfQ98eX+JHIeRZGRlPl8bmsUczDbgjxxvxCliUcGvTMK50Sn09Hl5aWNBeRyd3dX9Xpdg8HAKrkeHx+r1+spl8vp9PTUzntzc3Otl5XPR4LQkpsEkYXsefJTq9WUyWRUqVQsN81LHDkvXwSE6+4ltKvVSru7u2o0GlosFtb7h9+/CLzjdbVa2XxFvlLA249AfgJeCkwghHyfV5YCOWBRxJvmJ5C4hEO66hTu+zh4g5hJ0euJvYfPV/bBU4ncDq/ji/Qpuu783gUwJpCIbrer8/NzLRYLffvtt5pMJqrX6xqNRspkMo/p1afTqS3WGAVEEeLSwadJVJ4F/jd4F8nJwnN9fn6u09NT9ft9nZ+f6+LiwgxOkl59taMPGXE5mpcH8V7cMH8ReKP0unkCbzblc0ej0ZpBFEWRlT3GyHzR4/FRhLh06GW2hxPA5z7gTccYlq6iaT7XhTHwLy/f8d569slfLzvjeYvLhNgPcydec//yfWSeNhbMkb7R5pNeHFfc4PbRCEioj7jEjXX+z3rBK37t4pEfL0+Lz0P8BiPZEzJ+R5QH8oPBzhh4x5iXdkFEfR6TJyack4/4+TnRR+z4vl9j2YcfHyJbfhykq1LZvuCCv4f8v/ku7zHmkNutrS1rJEr+5HA4NOk09xDrs5clevITv7ZxGZxvlotyAKelvz85L98fKn6PsS7l83mVy2VJsqjny2I+n6vX61n+Ebl+Plcy4O1DID8BLwUkROl02sLlz4N0Om1a4lqtpnq9vkZWJK0tXD707+vq47HGWKIqDb03CKn3+30zmKfTqbLZrBVWyOVypgsmCbjX673QBBY37t8FAxtvYiKR0HfffaeHDx8qm83qiy++UKlU0uHhoX75y1+qXC5rZ2dHW1tblkQ6Ho9VrVZVKpXWOtr7HiseeDb594uSRKoOnZ+fW8+myWSiBw8eWHLu119/rZOTk7XIEEbbyxi87wsw0rzByLXjmcMYfxmy6KVw1xnXkNZWq2UVHL1xG0WRarWaFSBptVovHJHlWPBGP6/T5knbZF5ptVq6f/++ncd0OlU+n9fOzo6q1epabxRJa71XGGPOPZPJWOI4DhocPHGZHFEC6cpJwBitVivbz3g8NvlSu91Wu91Wr9ez4g0+cncdiPwsFgtzKMQlTUQoSPLHG0+FMiLGjIUkDQYDO0ZJ5kTxRR6Y54lIeyLsG7MizUJ6Gzf8uZ9xkMWld0Q+KNRCIQ7I+2w2s4gXJIV9pFIpa9PQbDZ1fHysyWSizc1NbW1tGSFgLH2fIo7F57J6cszvSPhHChnPp/El6iFFnnwSMfHnzLjG7yuckrdv31axWFS/31+L8h0fH+vhw4fKZDK6efOmSaPjJA1ijWyR6+5zhTiHarVqUdJisajJZKI7d+7oj3/8oyaTiSlGeC7i0nIkt4nEoypzUfSoKNPHH39sOXqdTueln/vRaKRvvvlG9+7dU7Va1aeffqpEIqE7d+7o/v37H/z68rYikJ+Al8JisTCvz4uUePRJiUR+WNC8/IPvMrEj1/B6aN8McLFY2ELMNvDUsTAgu6LxGk0OMWJarZYt4M+Ll4lsvCl4uSAVdKIo0vn5uclb8vm8lRoln8FXgMJA4VpcV7TiZcfF32Psv9vtWqne0Wikhw8f6ujoyGQaZ2dngeg8AXFZDpr56xKDX5YkPC2KyrWUrvIgKHyC55boCc/uiwKD0nucX8W9QWQAKdlq9Sj3rVwuazKZWOl+cgx5NjDe+T3SQ66FL3/sq53FX/5aAh/NwHCPFwLhFY9kPAmePPqcO4xPX1DGOzl8eWI/9t5rD0H28zrGM+SJMSH5HkJ9Xa7mdX2F2Bek2udHsR2/z2KxaOSHMWLMAPOad/ywb+SaRDDi1dd8LlM88uOJbpwIcnyVSmXt+DyZIDLiK+P5CGz8XvGOEMaWa8Z+mFebzaY5IugRxXWfzWZ2PoxzMpm0VgNethiP/GAX8JIekbWTkxOL/jDevhKsjwb7uQvSjKSecXsVWCwW1i6ByoCZTEbn5+ePzZ8Bbw8C+Ql4bhDepq49RORF9LOZTEYbGxvmJaM8p594WbQwnPCIsbBBXDC45/O5lbxm4SKJlQWERYkcBLrS0w+m2+2aR/NpBhvbYlHBmPFVkLxh8C5OhBw3id00lx2Px2tGMlKI5XJphuvrIn/cd4PBQJ1OR81mU81mU9988436/b5OT0/XFsp3cdx/LOBMkLTWIR2vqjcSMVYmk4klXr8OUCo9XuKe+ylOEJ73+mazWUuYJx/tVZJjX5yBQivj8dgMvnK5bE4ETzK99IjzhhD5OXC1WplBilTQJ8njyCCaxHWit858Ple73Var1dLFxYX1UfEypaeNBfdMMpm0RHnkaJwPEQQILHkefi6EcBDt4Tw9ifCRGS8TpDeb790C6SByQN8e6YqYxiWCkuz+Z65OJBI2h3npricURFQ8+fSVxhj3+XxuaxDj76OfXnpNJE26Kn4Ql4AB9jmdTtVut6+VFnuy7M/dk2V/Tl6CiNTNr2Fevnh4eKhEIqF2u63V6lEBACI5jG+8OqEncqPR6DGJJvOOX/MhaNxTu7u7Nu+jOqlUKmvrMMforwfEjrGmEA/2y8vI2wGqEYo47e3tWQGoeMPggDeLQH4CnhuZTEa3bt3S/v6+zs7O9MUXX5ic7HmNh3w+r4ODA21sbFg4XZLpz30yKIsDk9VkMrF+Gixy3itM5TYmRbydq9XKSA9dmvP5vBnQ3W5Xl5eXury8/EH5RzKZNKkX0rnVaqXLy0t1u921PKN30QAnWhZFkU5OTtRsNpVOp3V8fKwHDx6oWCzq4OBA1WpVqVTKZD7IJ15X9AsvY7fb1dnZmY6Pj3V0dKR//+//vVqtlnq9nkkbXiY35EMAzgZfQeu63BGuKUUIkEe9DuAE8UYMnlsiwxhpL1KQpFAo6MaNG2YIvQrZmwfRR4xLL3PDM39wcGBkxedZYLTyihtmGK0QgtFotGYwQ26IWvMMJpNJKz4yHA6t/8n9+/d1enpqkYx4HtJ1gLCQiI7nu1QqrUm/4uSOeVu6Ih/L5dKINMfriU86nTbZFmOE4wPig+R6e3vbitZQ3IaSzD7fCVlaNps18uijVrlcTru7u9b02hMc5hOiUF52xzFj3LNPmn8jv5PWe03Re+ji4kIXFxeKokdNw/P5/Br5I7LDsaBwwOnEGuQNfcgNUUR/n/tcMD6nuAIvP4ciFUcae/PmTZ2enmqxWKjZbKpardp876Wz8fsGUgKBhhQSkfESNuaYRCKhWq1msrW/+7u/0507d5TJZLS9vW0NVFmLPPnh37lczmSnjUZDW1tbGo/Huri4eKz/2ItgNBrp+PhYmUxGpVJJn332mYbDob755ptAft4yBPIT8Mzwi6iXNMUTM59ne0zsvgqP9HjPBOnK2xivRhRfaCWZfI19xGUP3qBjgkSuQhTrWQwqv0h4z6QPd7+rxMeDRZ9Fr9frGbnDo00CNEQTb6qvgONliH5RfBaCFL8PqLaDQYUHmkIVEN2AH0bcG47Xlvd4jvDue3nO6zoe3xuHFxr+eK7C8wIjK5fLWZn8V/mceqcBc0oikXiixCwuPfLPR/wcn3acfqy8hM5vE4OW3j6+wpuXPWE0xyMKHJMnNvHiBvFIuD8+T3Di0RTmTj+f+rHwRj/zkd83x+ajlD7nyb/ix+Dna86D6AdGuCfK8bnf7ztOGuJrEL+P/8ZHv+LXOL6v+HjgEIAsXDduT1pffYSFa+bHkHXNV74jj2Y4HKpUKlkeDtc5fu/Gj5t7lLF60trgjwVC5+cBX1zB5wxdJy/kXDyp5r5/FYCMrlYrc4pyrAFvFwL5CXhmFAoF8wx3u10L5z5vqWDC+CRqMkH5KA9SFB+Gb7ValuSMEc6k4sPz0iN5B93D8ZR5mQMyOb4znU7V6XT04MEDk749CygSQGWqXq+n1WplXj/p3Sh28DxYrVYaDofWMwf5I1r9XC6nbrdrHbnxsJJ4jLSBiJyXdzwN3nN79+5dffXVVxoMBrpz544uLi7UarXsWjypSWPAk+GNIaI8iURizVv/OqIkPwQMqeVyaaSWewEj6nlB6XbuXd8r7FUCOdDx8fFasQIKAXAMPBf5fN7ymrzX23vwfUlfzmVnZ8f2h4TMR04ontDr9dRsNi1fo9PpmCeewgr5fF6j0Ujn5+dG2nBM4dTIZrM6PDxUpVLR9va2OcKQdkkyoxYwzyJ34pknisUxY4yS0yPJ8kl9A1YialxLDHK/Lx+VwXjG4eWL5BDt9FETP497qRYRAu8A8KTCkyQIBd9FwcDvkTUS+SLq5EkIlfk8+fD3F1Ein6vnc2nisjaIDEVfiKKxb1QUrNGe/HG/ESGSpEajoc8//1yDwUDJZNKuD9v3pI/8XsY4HpnhfPk+1wGJJ899JpPR7u6ums2mjSX3TaFQMKklMvh+v2/V3TgX+gniMPP5wC8KL9fN5/OqVCpBefCWIpCfgGcCC0uj0bAFHeP3eScLPwliAGMEQ4biib0sDJ1OR4vFYm3ivG6CpzoNDeA8WeJzJmEIUq/X0+npqUUOngUYZB8SMLAgvhQ+oIRpJpNZIz+lUsn6KO3s7CibzVrTwfhi/TSQZE01t9/97ncaDodqt9vWqJFI0OuSY73v8OSH/BSqQnkNvo8AvO6F3Ts14vKvFwUSumKxaHp8yry/amDYUmY3mUyaUZjL5dRoNLS5ualsNqudnR2TixIh8eQFguaN+mKxqHq9rtVqpXa7bRUbmSPJi0Sa1Gw2dXZ2pna7rW63a9HaZDKpzc1NbW5uqtvtmhQMcsAcC/mh4uPm5qaRB3+s3mCGCCFZ9lXp/PPvS1NjwPIb5loIGbmevvmyj3rF81AhIWzfV47zxQN8uWhfOc4rA1jDfERHWncgxPNofESI60rOFA4bpGvxMaG8M4a9f+44D2m9v5aPqvGej55DRCeTidrttmazmcrl8mNkzcvPGCtkfzxLRDi4t4iAEP30ygzG118L78j01Q7jRA9ykk6ntbW1pb29PZM1ojDAgYB9QXNr3xdptXokfW80GkqlUjo9PTU74WVyc5ElJpPJtbLfgfy8fQjkJ+CZ4SURTJ4v4tVg4qdUJcaNlxJI671nWHj8AsHi4b/PwuJlERwnk3dcAkfkajQaWeTgZbw/7ztY+IvFopFV6SoK5ruyU8WJRGpfycnLUZ4FkB9yHKjGB+lh8QoLzYvDy6UwRL30iWcFZ4L3cP8YeB3X1p/z69g+8xhGGnLRYrGoxWKhfD5vz0W8yuV18qTrjvNJUrjrvocBSdPY5XK55nQi6pDNZi1aRR5ILpfTbDZTo9HQ9va2Njc3Va/XrWwx94Tfd1wu5mVHT+rTE/+3j3j5BHhvMMclf/H9xeV0jIMvKe1lY5B+DFje9wn18UIccXkhn/n+TF72x7GzVnk5oc8FI2LoSdR1sjjGO/6+l7LFI1NxZ4aXi13n6PDvQWIg11T95DsQVU9qude85Dz+rHhJ5XVjiUqkVCqZ3JnrSOSTY/UOA3/9crncWrQNMvcqVAM4Kqh+B9Ei+hScc28egfwEPBMweEulkmazmS4uLiyh/Hkf5ETiUbWjWq22FjXwel0M48FgoNPTU4s09Pt9JRKPKvkgp/ITOhMcmnZKNs9mM/P0+hwh32/i7OxMDx48MGlNwPWIokiNRkMfffTRmmSE6IskS6z2/S42NjasM7snsRDZH8J4PNbZ2Zl6vZ6+++47/f73v9dwOFSv1zNSFG+AF/Ds8FIhb4SRN7Jarawvxnw+N88s8pZ3DZ4IMFe8atmbJLvXZ7OZ7t+/r/Pzc6syVSqVjEgWCgXV63VVKpU1B42X+E0mk8dK/HtpryQzyDHYMej9HEli9p07d7S1taX9/f210syZTEZbW1uqVCprSeQYibVaTZ9//rkRH/85RM4TZgw+iFY2m7VqbOPx2KJMntxwH2LUMg7ImyBQy+XSCh4wZpwn0WUiQ4D1AYOdtYx98p147oqXxtGWwRMIzttvh2pkyWRyrT8dkSOiSTxTvpQ3Vd7K5fK1+TqMBZ/5nkEcUyaTsRLVkAOkfPFeP1Q/hMTiTPJRK99Y3EvYiOoQ2RwMBjo/P7fvRtGjPl3cX1RZ9VI8rrV3YLJ9iBlFT/b29iRJl5eXOjs7U7/fN6mbb5+BUw4HXKlUsjFdLpdqt9u6vLyUJFtLXpacLJdLXV5eajAYqFAo6ObNm6rVajo5OdGXX375SoorBLwcXjn5iaLofyfpfxt7+8vVavWzf/o8J+n/JOl/Iikr6b+R9L9crVanr/pYAl4tWGyYdF/U4EEaRQg/HvmRtOa1QYIxHA6tkhjbYKG/zkMqyYwFpBo+WuS1z3Rk7/V6YWL6AeA1q9VqZhyzUOLVpukhlbkwFCjJm81mTRLxrAvNYvGop1S/31er1dL5+bn9HzlDiPy8OPxzSPEK/6xgWCHrQP7yvDl/bxu85/11Rn4Wi0cNgcmvqNfrFgEajUY2xjiBmA+9dMnnO/poQtxD79/z58T/kfl2Oh01Gg1LzuZzZGVU02w0GspkMqrVaiqXy6pUKrpx44ZqtZpFiHwCOoYqRiwGpc+xIQ9wuVyuzbnecPdRH0+OOEb2ifPMS6H997yMWrqK6iB3RFaXy+XsGYBwxSVaRCziOTHxCAnXwUv4cLR5okoeI3IuH/Xx+5WuSvz7Z9VfXx/14nOf4+SjWddFbTnWRCJhionr1BhetkclQ0gPzsN+v2+ScI6R6npsz6/f/vg5Fh+J8nlAUfSoml+tVjNHJTI+SBBECsLG/REfY55BH4F9FYDUSlKlUtH+/r41nQ1483hdV+EPkv5T93+vIfq/SPofSvofSepI+q8k/T8l/cvXdCwBLwGSApkQz8/PzTB6XuCNKRQK2t3d1d7enorFora3t9c8gXj7WAyY+OI9SHzI3Msb+D/fRTKAx9GH88fjsY6Pjy0ROO759fpnPzF/6AY2iy85PZlMRtPpVNVqdU2WgyQCL6bXbFM841kXA7ytSFRYXDHIQ8Tn5cG1wxjzkjeMJKIN3sj6sYEsK4qitcqCT4M32LLZ7FpPnLgX/HUAg1y6Kt7hpcNe1slzQ+6Pl/LwzPhiMRw3n3mDz0c8cDoRvZBk2/cFRbysq1qtand313KH2IZvOMr5+epuPI8+7yGXy1khAy9nhnz4+ZWIoi/ljOMEDz8EnAiMl0fhqPOkMk6iiELU63VJsjwi5imIHC9f0MHL5eLzjn9W/PPDWHujnjyV5fJRXhhE0ucwcY9AXEC86IKPGHJve4JGTgpzN/vykTlPhrhH+Ouj9J4kML7+Wvh8Tp47rr2XHfpr5smNl+qRa+RJHbZErVbTRx99ZBFTfhOXzvH+dWoV7m0K+DAfvArHDqoScu64bi+imgl4dXhd5Ge+Wq1O4m9GUVSV9L+Q9D9drVb/7396738u6Ysoiv75arX6/76m4wl4QdRqNf3yl79UsVjUV199pS+//PKZu4DHQWJuuVzWZ599ptu3b6tQKJgcymucMWjH47EtciRhs1jECx7gTQRM/BgJLO5EJmazmfr9vr7++mtLAI6XTPUTNgsxE9aHbGizCOdyOe3s7KjRaKzp45vNplqtlpEjjCW+Q2WpZ630Jsm2xfUmuTueIxDwYsC4wshEfuLHFEMEL+ubIpyZTEbValXJZFLdbveZojZEM0iQx4gm8vBjVAhkfBk/CkpgCNGzBklQMpk0OSne7nw+v9ZzCSlTFEVGTpD6+DK+nD+ebozL6XSqXq9nyfeTyUS5XE5bW1sqFAra3t7WZ599ZttdLpdWpS6fz0tadzZReYscPOZaZFI4SMiH4DscI954pHDj8Vj9fl+r1UrVatUahvriBD7iD6nx+aCQFN8nBxSLRZVKpbWIEdEknyPEWlAuly25nwpnkJD4POQjTpBbClIwVjjocO5ArrxTx5MLXw3vupxZrquPmDAukGtJdq8QSYcY+jWQudlHXWjsyvFJV7mAkJJ4ZIgmpJBLrjFjzPj5KqCMIYSX+497iSa6jNl4PNb5+bmOjo40m83W1hb+7Xv9+ReV2TzpRi7/shiPx/r+++/14MEDG9tsNrvWfDjgx8frIj+fRVH0UNJY0r+T9F+sVqt7kv6ZpLSk/5Yvrlarf4yi6J6kv5J0LfmJoiirRxI5UH5Nxx0QAxM+XsgXqe4mrff0Qe5QKBQsKuCbocU9ePzFk4PHNh6Ov052gNcJeYH3LLKoUOjgur4w3uvnjyUY2etdxFkQMeLQ8XPNfYEKriH/99uLG9r+3/4ekK48y2EBebXwhqSPGvjr4a/1m0BcDvOswIiNJ1n/mCTOj2/8hXGHXDTujffnzTPhjTi+4+crv8/4d6WrvlneyJauIvX5fF7FYtGiu16edZ3BH5cux59pDF8vV4tHSryHPn5uvizydVEXvy8iDHEJnR8jH5nwkrC4QyZ+fl6CFi+880PjHj9mL+vyv/PX/7rIjL/+8bH2kQ9+43OT4mvpdePH3/j868+D7cXvP19J70nPKr+9bp2NX9/4GuwLdFQqFSvRDiF8UhTI3w+etPt8oXgU82XAeohcmBfO2IA3g9dBfv5G0v9M0peS9vQo/+f/E0XRzyXtSpquVqt27Den//TZk/Bf6PE8ooAfAT7JnB42LwoSL8vlsnk8k8mkRVP8C08s+RzT6VSVSkW1Wm1NC+0XS7TbfmJOp9OWJ+QXQ4xzdO+dTse8gwADhf37CkIfOvnBiMBz6/uWkFS6tbW15qGk1HUul1O9Xn9swfUlZSGs3mvnJTLpdHqtR0MoUPFqQX4P17JQKNhzQ5TlTT4D3tv9IgTMe51/zFK0fs5CPtzr9XR5eanRaGQRKcaYe58oEBEXihZAXIic4PEGRDsw1B/+/9n7k97I0zS7Fzw2kLSRNpBG0sfwmDMylVkDSpBUQAkQGpAWWgq46O/Qq/4IvepN42563ate3FUDArRoAdq20DWoVVVZWZWVGREe4QOds80TSRt6wft77fxfN4/0gfRwD7cHIOhOGv/DOzzTOc/zPnum09NT7e/vhz0zGAx0cHAQ9hSNDj755BNtbm7qzp07unXrViIgYz/2er1EowSQ37jLJjqagMfbLL+oDoN5orOkpIAA8NyDwSBxDo4jFVCvpCSlKnZqve7EAy6njnkTB9AjkJ9SqaRyuRyeS7raP+12O9gx6oOcYseYMW+8E8nFZcEZYyIla9Xig3rjgA5aIdS6GJmB/oaudjSNZ5AWdTXM/Wg0CnVh3g49lbo6ewiqc4wUg9yyrmFnMJesa2wBc+8CfXM2m6lWq4Wgludiffl8egKUn2cymdAQgjWOL0EjjTeR+XzR9j2fz2t3d1eZTEbHx8erg7h/RLn24Gc+n/+/7b+/TqVSfyXpkaT/RdLrVpL/XyX9r/b/sqSnr3mtlbyCnJ+f6/T0NMDjb7JRcY45PwTljYLyOoPRaJQonsSA1Ov1EDh5a9BUKhU+744ZLZWhv0H7gH5A951er7f0mfnsShayLHM9mUxCASoGL3ZKq9Wq7ty5E+p/lgU//X5f0+k0oIM4izgzGKW1tTXV6/UQ3K7m6HqFsXbaihcQ/9hoWxz8vKpewrnCYX8b4tl27ntxcRHOTBuPx6rVaomaAxyzWq0WggA6pPV6vRBg8A6j0SgkDKDr8vvxeKyjoyM9efJEBwcHYc8Mh0ONRiNtbGzo1q1b2t3dVa1W08cff6xaraZGoxEOMmWcLy4uwvlafvYMwY/XD4EgknUn+OHwXFgAjsrhrM5msxA0gC5gK2irj/4h2eXOOwGQJ78Q3iVGkWKn37vtEUhwwPdgMAjBH0GFpAR1aj6fB7ru2tqaKpVKYt2SSJrNZiEZl0qlQlczr61yyrXX8RCQOEVP0nONSvyQUQJrr/3xWjivi2L+CNYvLy8D7ZgghPornpHGGKPRSEdHRwlHn2eFegqFkyQrz3xxcRHenWYBThGEYodcXl7q5OQk2BEaLvAeTh/keTOZTOhICjVuNBqFDnDXIeyJ9fV17e7uhvOHTk5OVsHPjyQ33nZiPp+3U6nU7yV9Jum/SVpPpVLVCP3ZlfRcjZBd41xS8G6WQbQruT5JpxenJMNNdYj/Va+FMqUvP8oSIxUXWWNg6MTD72l64LCxQ+FkbtyYSEm4HOVMES2Fvsue27NfL6IrfKiCwV1bWwtGyp1IN+7MBc5mTO9wYcw9Q878j0Yjtdvt0PKc+16XI+7P9i44+D+muBPFXNAoAPmxs5b+jO54/dAzebb8VbsNvqnE1CvQmvF4HOp/QDZBI+igFSMDcYMGPh/XaKBX0aX9fj90nIuDPtAAiu6pqXGaWkw98vsw7t4QwxsNeP0FQQ2JKRxxD2q5h3858s79neKEnnH94d/juXB0n+vHtoM1FlOp2At89/XnLZr9PJuYPbAs4ILK5e/giI4jVXEDh3gsvdlETKmLkS7Gbxntz/cI47G+vq7pdBqSWSQaHXVjDKBFe/c6nxdH/Rhr/39sN5atDfYLYyAlz1Tye71o/Pz9YlrndQhBOx0bq9VqYDysKHBvV248+EmlUiVJn0r6f0r6/0m6lPR/kPT/+t9//6Wk+7qqDVrJOyD5fF5fffWV9vb2dHZ2pm+//Ta0mX5VRQBak8vldP/+fX366afK5/Pa3t7W5uZmQGu8E81kMlGn0wltQaGybWxshJariHcqIlibzWahhoeAiMwfTsfZ2Zn29/d1dnb2XMvuVCoVskpkKt2Yf+gyn181G3jy5IkqlYoqlUowyjgzIDSgOawdkJ+YXohxhsbgc8nae/Lkif72b/9WJycn+u1vf6tnz55d6xkzmUwmNNSgMPhDDXaz2WzIApOooNPVfD5Xs9n8UQ/rc8fSaVg/5ESQCQbRarfbIQP7tubZO+ThpINacA6ZpEATJZnDO3vNDdlykBOCU5xQDmsmadDv9/X999/rn//5n9Vut0MbXhzCtbU11Wo13bp1S5VKRfV6XeVyWdlsNrSox8kFxXBqGA4rQYTvIXfM0fs0PsnlciqVSkqlUiEwA4XgelwfO8EYoXNwuElocb4Y1wAtWFY/wxlPPD9OrwfVUK9YJ1C4HUGBxkhSAHtVKBRUKBSCXqRJiyMsBCj5fF6FQiFxL64NIk6hf7/fT5zZM5/Pw1hKCuga1yBIICAgIHX0kCCcZCUBjgekxWJR8/k80C9pYkEyk2dhfvyga8YcfUJww/9B/KfTaZg310FxQiauIaIpEvcZDAZBl/lBsQTJ2CjQPLrg8exc/7r0XKfT0TfffKO1tTXt7e3pz/7szzQcDvW73/0unIm0krcjN3HOz/9N0n/RFdXttqT/i6SppP9tPp93UqnU/0PS/5pKpZqSupL+75L+v/NVp7d3RrLZrLa3t3X//v2QFXsRLexlroXyh76Bgs7n85rP54EGQfBDrU+/309A7yhkYHtXtI4qOMzvWSWMKE4QCEKM/JCdpDuZG6eVLNrQdrtdpVIpDQaD5/jVPgf9fl+j0UjVanVpZt6DH2+IgGMDytTtdnVwcKCjo6NwyO51BqPuUJPl5vk+NGEsvEmF19rhDP9YwlrBcfI190PiFDDqIN5mQsMz7tw3l8sFXdfr9ULdD+ufAE2Sut2uRqNRoutlKpUKTiJdFd0JZ/8MBgO1Wi2dnp6q3+8ngkTmF91cLBZDFy0oxa5L/W88k8684GTDFnBHHgobaIDX8UhXTjuO7zLU3uldjviAWECLpSueIyYEmjGFjs5yNGdxm+FONvYIOiI2wg9hpfOeH7bpNTve2S5mF3B/R224L+/BPbGdjAnXZFwJ6uJ5iqlzjnywhxh/Psdn0MuOuPg5P+PxOAR0/tlisZioT/JObL6X48552OK4yVGMQPKccYDuibEYzXH01Cn3cYDl6+VN5eLiQs1mU9lsVnfv3tXt27fV6/X06NGjN772Sl5NbgL5uSvpf5O0JelE0v9H0r+ez+eEtf9nSTNdIT/hkNMbeI6VvKZMp1eH8Z2cnKjb7S6lhb2seEFuzAeH0kZ2zpVTfP4LygejjYJztMhrEshKevaGzw6HQzWbTR0fHwd0KRaH152+sRIFwwGf+smTJ+r3+yEgoWDbC4OHw6FOTk5C44qdnR01Go1EsTMG3ymQ4/FYT58+VavV0uPHj/X111+r2Wyq2Wxee1ACyrfMabsOccfQqTXvongnLhzpmPv/toNCnPxMJhPaE6+trQWHi739MuLUpB97Hmg1DXJFIwYSOq5/cQ45a4dumY4+oF+X0cdwcP13tVpNe3t7KpVKun37djj0FIoy4kEW1yCb75Q4UDivBWLtk9V3fY2e96STU/bcieb9GQsPyj1AYI0QTEiLAIl17cEFAQd2Jab0YSOcnuV1qh6EeEDmQTmJOaf3EUhRc+PzxPX8uAYPEklQgFgxhuxNfz8PFB3ZYv0zT8wv70dQR2LLz07y9tHHx8ehVpc9yLuAAtHQAHSp1+uFdUz7cl8j0iKg8X97EBSLB0bYD6cMEsjwzo5K8vzpdFrn5+eq1+thP7bb7WutK8WXOTo6Co0g/By8ldy83ETDg//jH/j9WNL/6X//Wsk7KJeXlzo6Ogqb/k24qDhPkhKZKDZ8Op0OVA+472tra6GmAwWP4mo2m4ESks/nQxCFIcVJy+fzKpfLiazaeDxWp9NRr9fT48eP9e2334bgLBZHkV633umnLNRkdbtdtdvtYKDpmuPBKQWo9Xpdf/M3f6Nyuaxf/epX+qM/+qPwN5wXgrE8OTkJwfevf/1rPXnyRK1WSw8fPgwB65sE5csEPrb0wy10X1fISlLH8To00rclngVl/0kLh24wGLz1oAGHljXTaDS0trYWGpfQBACU5IfEa9B+bFQXWieHP3MODrRP7/4FhahQKCTOvMEpRce+qO7Ru1fiCN6+fVv/+l//a1UqFX366ae6e/eu8vm8tra2QoMYruPJJEfaYoefrmYktjygIFigI5cfmklTBy/mj2tf+GxcjyZdUbZBXkDPPJCiy6fbBeiujvxKSiAivGdcq8o6wp5JSgQ3UhLZpokFfzebzQIrguYtzA1zBVXQmQjQ5ggUffzZm36ArtfROM2R/zPWHmjyM+/CCS3ZEfrhcKgnT54EihnBk88TbA1qznj+i4sLVatV1ev1cAYQ809g4uiYJzSXIc8e/GCfoOktqxnyoJrnYx6g9tFY5DqDn9lsptPT06BnaRj0rjSU+RDkxmt+VvL+iBsSsqh+qOfrSkxRcLhdUoI7TgbGkSCHvJ2v7Aaea0KR43p+H4zfaDQKtJcXPa/LTTjC77uwJkDyUqlUGFeyd7lcLtESluxWt9sN9WRk+TAsZCKh53Q6HR0dHenw8FDdblfdbvdGO7vdtNGJKRvvsjAWvofcaZTe7plXOCs4+3zFtJiXlXcF0XVHnyQOOpjv/MyDmdgBxGH2zmT+3dEEHGGocrVaTZVKJXS9gqoFBRRZpsv9/tyD63MNkAUPKHwtuXP7IjplTHlypAlnm/XhDi1jvEyPu63wOpL4vfi/f491oNue+G/Rkcsov2774qYxMfWLII578X6xbeV9/edOPfT142MYU/GWzVUsXt8FZRB0Zdm8etAI9cwDR/axP49T3P6Q/uR3oNe0r/b393t5gscpcxsbGyoUCmEfXrc4e0JSqO97H2zDT0FWwc9KJF0pjJ2dHe3u7mo2m6nT6ej4+DjA3q97zXK5rE8//VTlcll37txRuVxOdL5xJ0pSUJ5kf3Ck0+nFWReeWXPFSuAk6bkDTefzuU5PT/Xtt99qMBio2+0+97zeRtMpdyv5YUFhE1xChfAMpKRwAnen09F8Ptf+/n6imFVaONO0ID8/P9fh4aE6nc5rH7D7rghjEa/9d1nc6VlfX1e1WtXGxkZA897mfKTTV2cOgRTGNRlxZneZuO5ptVqhfunHnguc2pOTk0AZGw6HyuVyOjs705MnT0J793K5rFQqFeYAvQU9yymjk8kktE/udruhzjGbzer+/ftaX1/Xz372M33xxRcql8tqNBqq1WoBVaCOg2y9n63iBelxK2rGGGQHh9Xpz053Hg6HARlBn4DGOKohKaAYfNaL6klqcS937rkmraadGujfvSZGStbRTCaTMBbLAh7/7l3e+DkoCs9CXRDBAF+MIc441xqNRqFO1Snk1CzRMMDtpAcxbuMYU1ARR/T8d9lsNjS1oaU3v+ezTsPkHD8/94exZt0sC8oYN5+rmIKIbf5DQfJsNtPZ2ZkePnwYzhacTCbK5/OhUYUHUl5v5OgqCRIQew9630Tm83miMcbOzo5KpZJardYLO9Cu5Hpl5eGtRNKVgm80GvrZz36m0Wikv/3bv9Xp6elrOwUolWKxqAcPHmhrayucYYGRc/QGSgdKplAoBMWLMvfsrhss5wTHypZ3Qxl+99134XDTWLjXKvh5NXEH2R2H2LB5Z7ajoyP9/d//vaQXt66Ps8L87H0VHK73TZhXGqFAy3ry5MlbfQ5ob9VqNUHP8TqMHxLPsE+nU7Xb7XcK1Z1MJqFurlQq6fLyMnTXm81m2tjY0JdffhkQILpj8R29OJ/PwxkzNBwh6OFsmmq1qrt376per+vzzz/Xp59+qmKxqHK5rEKhkHAuOdMGR9/ReToAcrixIx00QaEmSVroAChuULm84x73oNuY19Q4fY9ACkSE6zsy7HOOE1+v1zWfz0NnQDqweUAhKRFcs7agWPr9cfxxjqXkEQ88s1PvCC43NzclLRopEPzEiA/rm/kkOEqlUhqPx2o2m7q4uFCtVkskCakDozMj406yinflPWO6nqRwzpd3ZJvP56HbHA68dHW2D4GS23inmC6rbXJh3dFy3Z/lZVGR2WymZrOpR48eqVKpqNFoSLqqbyN54IGqrxGCH/aenzV0nZQ0KI6pVCrU3WUymcQZXCu5OVl5eCsJ4nzwN8lMp1KpkM2ncxHKw6kKMbWAICjmqnuXKb8HQQ3OgStIjBWKF6PjZwctEzfeThFZyR+WOEhZNm787F3PbLnD8643J3hb8ofm9roFJ4midbpGejIEYY+/zHMtC6p/TPFxpSCeGgPWoZ/fEn9WShaXo79wxufzeUBEQNCpM9nc3Ax1Q8uuz7+9uQC6m+vjxMbie4hroU9dV8eUNJz0mE4Wo0C8J3bAbQv3xxZgf/z9nNLlz+zzElO2uB5j7UiEpETQ4Z/zmlHQMmpuGGsPnGJdCt3bm1V4h7R4PTEey64Z21m3tfEY+P89wcV1eG4CKh8LkCFHZUkwMnZcj0CA94mpg3HQ87JBkL9zzBTxcfJxiGvMblpPML8kxmgyAi1wJTcjq+BnJZIU6iwePXr0HBf1VWV9fT1kFRuNRqBqeHFm3DHHg5TZbBagX1qWct4ACgKDhuJASaDcyDbShYxuY6enpy88G8ZhfFeW77qj/i7JTyVIyOVyoWEG9Lvrojy8b+KOIsmDm0aw2N9ra2u6e/eu7t69Gxqd+KGS0NegRf7QczlaHDu9P7bwTLwD9XGj0Ug7Ozva29tTLpdTsVgMDjM1mVCZpEWjCs6hyWazajabOjg40HA4VLFY1CeffKLt7W397Gc/09bWlu7cuRM6s0mL81hIgs1ms5Atpyjd6ykJrqQkWgKKDloRJ7tYU+7Ao5t5R4IECualheNLwwUCAewK9+U5Qaf4GckvkB9nCICyTKdTDQaDQJ3DqffucTwL9mc+vyqQp4EPY0cjDuiMOzs74RyiXC4XzuPB9kAXI0CZTCZqt9tKp9Oh1bkHsaCAzIV3McTJJ3ieza7aqcfBhVMKY6qZB11eJzcYDDQcDpXJZFSv18O4xb9fX19XpVJRJpMJjYoYF2qFms2mLi8vVSwWtbm5+cY1Njw/awCkju55oIVOjQQR5v39GeOg/TplMpmo1WqFQOzjjz/WdDrVwcGBDg4O3ik99VOSVfCzkiCj0UitVisRTLyOZDIZVSoV7e7uqlqthuDFFdoy5eYHmnpRJ3Q4P+ncs5BedM8Xf0MRfr/fD8r4Re/mhd1QGlbyYQpB93w+v9aDVN9H8Yy8Ozc3aZRxXDgk+d69ewkEmOcg8+xOyh96l3ct8EEcbUmlUqGDGLWTuVwuUVtDssiRSZx5HPVcLidJ6vV64fybra0tbW1tqdFoBBqjdzkjCUSNnXfrwplExxLceGt4/z3tjaGtEejw/Dx3fG+vG4qRFEmJxBmf4/cEMHR7o06FgMDXjiMy/C2HxDIfjuY4AsfPWXfT6TQglKxJX5909CqVSolaR96Xd/DaEr4ILjmMk89tbGwERM8bCjhiETMhvLnMMpQn7oDGOPs1Ha3hkF3sLWvSD1nlORgfrkkASkBHUOJz8kO06B8SXzP+DjHFzxOcIFKOyHlTpZuQ2WzRYrtUKml7ezsEuo7ereR6ZRX8fOCSz+cDh346nYbCyTdFO5wrDVeYDFKs2B3tIfhxGkdMf0ApOUXPIWuuBVf94OBArVZL7Xb7g8zcr+TVBZ68U1Y+RCPkBnljY+O51ro3JWtrayqVSgHtoDjemxsgdGVKp9OhVfmLxKlE77qg9waDgU5OTkLra9YjDpl3xiTgoI4llUppf38/BDI43Pl8PnFWEvo+poLhBFKbwNg7MuT612lE1Hl4YwHX6wQ8ToF2u+H1F9zf6cgU7jP/qVQq0T3M62i4tlPsKOB3+hbjQCBCTRXBEwGn16/M5/OQKKEuBxvEGNFumSJ+vxbBjL+7O+sekNBsgnHtdrshqJUUOvX5PvHgx9FRpyX6+CM+Vk4vZ/1ls9kQyDFmvA8ISqlUSowJqBZjRf3QycmJzs7OtLe3F85n8oNQY4l9CAJQ/BcCbfTV2dmZRqORstmsdnd3tbGxkVgXTqNnffkxGuytm0j8zGazRE0WTaFWjJOblVXw84FLpVLRz3/+c+XzeX377bd6+PDhtbR/deOVy+WUz+d1fn4eTlUnOHGnknMfoFc4rQ3FhKDsMHYYWhQl5xI8e/ZM//zP/6zj4+OXygyvZCXS4kwqaeEQfmhCJnx7e1uffPJJggP/IqfkuiSXy6nRaIQ2zMVicWlHqlQqFZogDIdDdTqdH7zu+xLE4vziuF1cXGhjY0ODwUC1Wk2TyUTD4TB8RroKGBuNhiqViobDoQ4ODsIhjaAD5XJZm5ubofB/a2srOKcg7xw8WiwWlc1mAzXJ9Ss63OuCEHQ2B1J7+2mcVkdmcDZx/rAd1IpCUcNJxNnnbBiCH0lqNpuBCgcCdnl5qcFgkAi+oMfhBMcOLyjFxsZGokNYs9nU2dlZYg/QuIBxxGEmMMnlcqrVaiGIIoAZDAahrgtEjzXulD7u4ePC+LZarfB7GgSwV7zTHMFTp9MJlHbu68EN8+v7xOmNvF86nVa1Wg1BnQc+PDfjxvjTwINEBQ1MBoOBvvnmGw2HQ33xxReq1Wqhvg+K6zLx+7Xb7XCMBXaemuOLiws9fvw4rPFGo6FSqZQYbxIIjgiOx+NwfhhBNgnc65TJZBLOH5xMJiEh8T42x3mfZBX8fOCCEaBDjHeAeV3xTIpnJaXkGT9e5OkKdFkzBFfObkQd2vfPu2KkbfK7SndZybsnH2rA4+IUUpwQp1XhONxEQIFz7JRZD35wPsnIcl6UF5G/L4HOi8TpRSRzhsNhcNiXBT+lUikESa1WS/1+P8wjmXSCEW/F7PcD0ZCeb6TgCMAP6VPXwZIShfD8Tbx+nJIU05rdZlCnwdxDReOa8fi5rXE0hCDInVney+tSY8qdjwX/JzBxKqIzKKgVYg7c3jnNzMcHcTo3TAqe1YNLnsH3io9njNi+CMGN0dGY7uYd4uLgNW4cwO9juilzgWCnCV4cjVy2xnwNErTGVHXuTyDDAbcEz3ETptiH4B0diUT3XbdeYa14kwPWlfTTqaV9l2QV/HzgMhwOtb+/r/X19dD69U0F5CbuJOStP8n6wff1WgJpoQwwoJ4RJCvn/49pdByIyenMP9S1DaW34teuZCVX4gXPw+FQzWYz4fytr6/r/v37uri4ULPZVKvVutb7b2xsqNFohI5kfniitOjkNZ1Otbu7q1KpFGgtzWZT4/FY7XY7cUr9y4jTun5Mh4PggYBgPl+cC0Lxu+tSstJHR0c6OjrSeDxWq9XS+fl5cOJpIFGpVJTL5XR+fq5er6disRhoY14z4846Rf6uIz0g8FocxpCzVbiWf9abC3jDAKcw+nk0OII4n5lMRhcXFyG4A/Gj9bSjFH5/Dw7cscRGxD/nd61WK7w35/LwN6lUSv1+X5lMJtSYsnaou4LK5YX3jJfbMc5kkhYHts7n80BhJIjKZDKBasdBtV6jw318/KHaeXMIr59zG7osucEcMD/z+TxRoxsnJIfDYaKWxREqaUHB81ba0+lU33//vfL5vO7du5c4sNb1jwc96COf31QqFXRHKpVSs9nUZDIJFNLxeKydnZ3we0mJtbW+vq6dnR0Vi8Vwntna2pp6vV5AIW9CRqORjo6OQqnAxx9/rIuLC52cnPxBSu9KXk1Wwc8HLqPRSM+ePVMmk3muI8/rSjqdDoedUQhJ8EMmyGls0CO8ExPKzdEgR5K45mw2S2SfMHjn5+fhbAsvrF0mnvV5n2oCVrKSmxKcH0khkPBs/Pr6uu7duxf26HUlTpBcLqft7e1ArcG5iZ1sSeGMGahZ1Wo1NG5x5+xl3tmpQj8mckRW3xM6qVQqOMEbGxuq1WohoOF0+MPDw9A5yg8BxWHnrJtcLhcOA4Xe5XVDXj+ErpWSdFA/XyceP5xQdH3c4MapWJKCE8tZQzFC4Q44807BvSNMpVJJpVIpFNNfXFwEKhjBBMiJoxkEyIwDyMxsNlO/39fZ2Zmm06m2tra0vb2t6XRxLIQzEvyQVT8XBwoX6IajI9g05vfg4ECZTEaNRkO5XC4kCGezWUgocg7SfD4P9K5sNpsI9nHU/aw8RwB9ncdNIHh+5p15js+UGo1Gz61bvjM31BXTKZDaNUkB+WJNTqdTPXr0SBsbGyqVSuHAXX9W9w8I2hz5ImAql8sql8shmAM5peNrrVYLDUE88Yqfks/ntbe3p3a7HQ7mns/nOjs7e81d/YeFxi3ZbFYPHjzQgwcPNBqNwvlSK7k+WQU/H6Ck0+lQ+IpS8NbObyIxTOywsmcrMRh8zoMOFHRMy+D3KL7YQXGFyEnYFBK+rKyCnpWsJLmPnT7DnnSqDbRZaYEGOHLi1CnPMJP9docUcWeNPe+OIv8n840uKxQKoYNUtVoNjoSU7CS2TNzBfhf0AE6plBxDz+673ub9cMgdOYIeFVPVYsrPsnv6HEDBkxYUs2WUqmVj6L+Pi/EJjhzdcyqVdzCL0SZHh0iAxR26HMnks9DTvIh92bx7wwFvTBDPU1xf40GN2ybfAz5vPBvBpweQfq9le8upZ/E7MG8ekL0oyef0O/7Wg1qn5vl4xQGqtOjo6olPSaHzn+9Fb/TA77DhBG+Maxyw+T09KIWBAvoUr0OCXv6Oa/JvD7qg1oKy8jc3UUPMHLsOZvzfFd30U5BV8PMBSi6X05dffqlGo6HT01M9fPgwtKh8E3FUplAoqFgshvMVMAoUewJ5r6+vq1qtBkVE1okuOxR4orxQVmQfua6kRIbk+++/18OHDwPH94cERcN3aRUEreTDFjKfZJXp6lQoFBKtfmezmfb29oKjBkWNYuHZbBbQicvLS52engZqUK/XkyQ1Gg3t7u4mKFXb29uB5nR+fh6uA0XLay4o9KZhCpSV+/fvazKZ6OnTp3r69KnG47GazeYPnmHmDuSPqQPQh6nU4hwZEHX0nRd24/BT1+AUJBxGaD/UPFA/4jVSOJwbGxshQUbNxGQy0cnJiVqtltbW1lStVsPcgsw54uRdt6Tk8QTYCaeYQV+SFAr6CeSYa6fV8fd+BhfvLyVrT935JgDp9XphDL2DngcbONA8l7en9sCD+cnlctrc3JS0WEtQR8/Pz9Xv99Xr9UIQCxWNJguZTEY7OzthL+Xz+dAciOfu9/vh+uxBfoYNhqK2trami4uLQAGtVCqq1WqBbuiOttPvoFmen59rY2ND5XI5rIUf6n7pAWqpVEocULy+vq5er6d2u50IGngP6IrQAg8ODjQYDLSxsaFKpaKNjY1wDpAkDQaDcGYRyY9utxsafaTTad2+fVvZbFbffPONpIVeowHT6elpIsj3gMo7J3qDBBqItNttdbvdN9voPyA+lqCH3ghjJW8mq+DnAxS6At2/f1/z+VzffPNN6P3/JuIKFIOIUpIWZ3dgbJyjKykoVkmhJsgNpmfLYsNKdhPj12q1dHR0lKBE/JCs6G4rWclC2JvsY/YyrXo9e8phsJwhk8/nNRgMgpNDRy6cOJwrOnCVSiU1Go1EoxOobI5g4MRyQjyOAQdLUjvAIZlQvXB04ez/kPzYQY9LjFDhXMfj4gX2FEz7ezhdjO6YXt8QZ8Lp5oWzN5/Pw3V7vZ5arVY4YBN97zVYnkVnjnCyPXjx2qJYn5Mgg7boTqDT85z6jGOI44sN8foVR5I8UOL6y5AxaH/xdWK0jOenA5q3lSZ44Z0kJWwf9+cgX2p6WMOOiviZY+l0OnGOktdJeYKCznJQzvwduHeMrNIenf0PRYx7+Ri5cD2SFegQ5qjb7YZW5aBQrB/0w2w2Cwe6kjAFXaY+DXvvNUwEJVAPNzc3NRwOEw0xWDcEko7sxW3P+RxUv4uLixAIQrN9G/oC6irj/67oqPdZVsHPByjT6VTdblenp6dBEV2HFAoFbW5uqlqtBiMtLegmTskgM8XvY9obRlFKFtPyGX7ulAuMMwf64RSsFMX1iNM9nMrgp8PHDpc7QU57XEaFgurgHPyV/DjiThbOF3uM4l8QWepyKIb2Wo7ZbBZaFnOyO22pK5WK5vN5yEQ7EkH3STL8fOGIS4vMPpnQyWQSCqdprzubzZTL5bS1taVCoRAK4P3374vwjn7mTbyXOJMkpopJSjj+JIX44poerJAQ84CpUChoe3s7tG1m30OFW0Z7ch2NDgGt8FpNSSE5xt4n8w6a5UExji+UM/SRryEcXdYtz0IA4OfOxMk4D+KcnsXfx+27JQWEjbngvQhK0Jd+L9eRvJekUIPrc+n60+2gI2pxMMJBwdPpVJVKJXFmEYhTnKD0QFVSCEr8oHH/PdeAqcHvWbPD4TA0V+BsH9YPgagnRXmWuC6Jupf5fK5utxtoccwH7A/sP2MOkkn9V7FYDG3HCTrjdUpwRjKFTnQEYQRUNyHz+Vz9fl/Hx8dKpa7ql0qlkrrdrvb39z/oQ7evS1bBzwcoFxcXOjg4UL/fV7fbvZZ+8ul0WrVaTR999FE4SwJFjCNLH/5UKhVOK3fjglHJZDIB4sYRRvFTH+TGDAU8HA51eHioXq+nbrcbnKJV8HM94sXQbkDu3bunWq2WcALIAENFwWF2pxYniBqNXq8XOlX1+/1ra8CxklcXqEtQUDD0BAylUik4Lzs7O6GwmM9PJhNVq1VJi0B5Pp/r9u3bIas8GAyC4wMViyJkd3wKhYLK5XJYL8PhMARKqdRVpy3oX3t7eyqVSjo+PtbXX3+ty8vLQJkZj8fa2NhQu91Wu93WkydPrgXxflvilCDfa/1+X+12O1Ezgr6FngVCQKADdYdgIZ/Ph4AKp7Xf7yc6cUpSrVYLFEXmZzAYqNPpBOQBp566LZ7d0YXz83OdnJwEe4CtgO4sKTilvV5Px8fHmk6najQaYd4JEqjH4D78jCTcxcVFQBkJonGWCaQYS2o6CP5IoLEfPIADBXXaHME46/Ty8jIE/zjhBB8EaXRmm81m6nQ66na7uri40OnpqXq9Xgg4vTGFrwnGSVrQ3hzVKRQK2tnZSQSH0+lUZ2dnz9XUMJbobXwDAgpvxYwulxZ1Vz7n7FcQFmw7ZyahQ6DleXc60DwfIxIW+/v7Ycygzm9tbSmXy6ndbuvk5CQEdaBO5XJZ1WpVtVpN9Xo9HJxMUAqFMpfLhYNZWQuj0UhPnz4NFDdQ5JtsfDCbzXR6eqpOp6PNzU398R//se7cuaNHjx6Fc79W8mayCn4+IHGDBbUBRX0dQn3AsuwvgQ1ZOmmhHB0l8CwchimG5p0v7Vku6gMwWu9TVvddFgy+8/Q9i4ZBidEe5oDghvWBgcaoDYfDkHmmZaxTOWI0Kf73uyZviwpxk8IcOhWNn3myAnpRoVBIzBUZVylJ70EuLi4StRN0fcI5jLPx3qELR5zr4wjhxFBriHgnKDqBcZaIF7u/D4JOc7SA/8e1LfF+4e+Xfflco1Pj7ptOO4yv780JYmTe/x+jVCBxPL83DnBEwhsFxO/EMzvt2ju7+d+ic+Ln8eeN96+PgdsbX+OsSdd/8XhwD2iCvi98fxCkgmIwLvEaja/r3/330CX9IFVfTzGFze2zI13+eb9fPK9ORec5CCIJfn1+HFn2ZKbPDWvUkybMK0kB0CySrd44Atpe3Hk2ngs+hy4iQeu1bTy7j+NNCO/CPb2GeiVvLqvg5wORVCqlRqOh7e3tkGFqt9t/sA30y1wXhV4qlbS9vR0yW3Raco63Fw6S9eU5+CITCSUhNvjcl+s6TYEs8k10YfkQxes4mN/19XWVSqXQyvyjjz56DvlxusZgMAinxjv9AzSANTgajdTpdMLp6J1OJ1AmyFSTFW2324mzN94F8Wy3G2YPFjDyTqV5VwVHDocDR4g9LSnUE3g9AnUC1ISQQZ1OpyEQZn3M5/OAFK+vr2t7e1vFYjFRu8Kaga47Ho+Vy+VUqVQCikgh+vn5efgM1Dwcl8lkolwuF2oCy+WyhsNhOBvnXZ8P6XmKsKQEbQw0PF5fOKagICAsoBfMh9c/eAAMxTGmdeG4NhqN8EwejMR1Pt4+m/bH3JtMvSM/klQul7W7u6vZbKZ6vR6Qgzj5JSm0yiYQZq/R0MdrOrxNMk4lesh/T8DHtbzT6OXlpfr9vk5PT0NbZ2htIDWO2JDs8fkDHQFtYRy2t7dD04N6vR4cbgLKZd3GYpqYU4vjdeQdFX28WWOOCHpAxPpgDfnPaGbCvuXnnoDgZ7R1ZgxBM6DD8hzj8VidTidBDeSdSJJBTev1euG+BDuZTEZfffWVbt26FZIfw+EwUCL9vTk8OJ1Oh8YU0Om98QrJmreR6Lq4uNCzZ880mUx0dHS0Qn2uSVbBzwci6XRajUZDX375pUajkX79619f29kcnlVtNBrBWRmPx8HxkBQyJ04pGI1GoQMUSg2YGoOzTKFzX4IflCXKd1Uvcj2ytramnZ2dcL7FRx99pEKhEIKffD6vu3fvBoMVZyOhPDi33PnU/jNHizikFvpHv99Xp9PRkydPNBwO9ejRo2AQ3xWh2BmeOIcdYjSdmy+9H6d28/z9fj/hLPueGwwGiQ5js9nVeSQ4fqDBfiaLOzeVSiV8vtFoqFgsBuqjd1/zoJiiY5AinEv2PomXXC4XzvuYz+fa2trS5eWlOp2OqtVqODfn5OTkvZiPZYin12ctE8+gM5esU08ySUo41wQJ7vxLCkEESaZyuax6va50Oh3qInx+2e9eUE8HL/Y8f+PIFcJcz+dXNT/FYjFBVaKz4Hw+D50JWS8ECJz54xQ+1pZfi7Xssr6+HgJtHG2vVer1enr27JnG47G2t7clKTTfIEAgeOT6oJU8iyeNCBagX7HvqFXzBhfLit8dceG77zlsKJ3poEiiS3kWb2wSo3kkQXw+0+lFQw0PfggqCSRJVjIn2AiCx0qlIkmBdjkej3V4eKjhcBgOjMW2YC+YE2cnFAoF5XK5UJNK7RgJNjpY+t7yTnZ+YK2zSahTitHsm5LLy0vt7++r1WqFROBK3lxWwc8HJK78rovqAZWJdpilUuk5Y4rj5wGJF5NeXFwE+gOOIYaFbCHC71FQzm1GGWK0V/Jq4jU97rhub2+rXq+HLwwQ8+48/Zjiks1mQ/bYs7XxGVBOiyQTSh0H2VDpqq6rUCiEYAh6yA+1X70Oweh7B0IMp9dalMtlZbNZXV5ePsed571TqVQC2fBxY1/GdJQfQ5y2xHP5GDgd1b9YR466UJTMuEEvweH1bC4O0bJg2ikq7pihB3DgnHbkyIik4FDiRNP+9+LiItRp/NTE9WVMx2K/sa7RsU5Hc1pTTJcjoIgRp5hW5iio2weegbUU/wyJKV0EN67v/flAFWhnzfV9vcXP6fdgLNivrCPewRu50PjB13v87j5e/uXvyBzwnB4sONWUd+Fv3C7GwvX4G9e78Vjye37uepm96lQ4xtE7ssbv7PMaIyUx6uRMDqdHx50nfZ6wLz4+/nuCSafH+bixLh1V8vfnmvGzMD/X6U8tExApArFCoRDW4ioQen1ZBT8fiMzni+4h1MVch1QqFf3sZz9TpVLRz3/+c33++echw4UTgxEi6+uQ+fn5udrttgaDQaC/ZLPZ0D2IDBiKD5oErTv9/ThDYJUdeT0pFova2dlRPp/Xxx9/rPv37yc6ZW1ubmp3dzdk2fmC5ugOBEYizpSRTXTKhjthbkSgj21sbAQH5rPPPtNkMtHjx4/1/fffq9fr6Z/+6Z/07NmzF2ZC31Qw+Pl8Xjs7OyFjSpcyN+pOGcHgUiyMEcMxA+10Zwp6DsjHjxXEM1cEeNBKqPPyjCkOiTvP1WpVu7u74ecELXDYEcaH87hAbOK1xDXoVsU9WSNOz8pms6G5Cg5Cu90Oc4guuXXrVlifjUZD3W5X//iP/6hnz57daCD9toU1SaBAdp5EEQmEdPqqCL1QKEhaBCbugKPTHbkAoWMP4CT7mUTsjfF4HNYStRWse983fn0CGEmJQHowGIT1BPKAngAxHg6HiQ55uVwunCtHNt/bZ7teAzGgkY7XrLiTncvl9PHHH2s+nyc6iMVOtVO9/P18rVM/588CygaaQlIlppjS1c4bBPkeIqAiUcW4jEYjtVotnZ+fB1Tfk1XQvjgnqFgsSrpCZsbjcSJpxn5yJoYnTGKU0lkhIIROMfQ5513ptuZd3dCbbj+8kYQnZDgnDFqcU6t9rDY2NrS5uRnWCvNPUm5zc1Obm5uhEcNNsU1ms1lAwSqVij7//HOtra1pf39f+/v7P3qS7H2VVfDzAcn5+bl6vV4Cbn9TyefzunPnjra2tnTnzh3t7OxIujKYODQ4IRxCiNEAxqewEw4yhYsoKLrKkMFhsztlAMPKPVa0t1eXjY0N1Wo1lUolffbZZ/rlL38ZDCtB6NbWVsKh8e8vMrJkWikiTaVSIQD3gMH/TcclqBJwrHGcC4WC8vm8ms2mDg4OdHJyEp7hOp1Wdx5yuVwYn0ajEQ7Qw0lwR5AaKZIO7AGQBdaqZ4AvLy/DnnBE88cQR1ikBVLrnbUQp5rwvVQqhbbTjszQBpe1QNYZCi4OCFQrnBacKyhuPB/P5oXyXIcaQig9HlStr69rc3MzzG2xWFSz2dSTJ090cHAg6ad15pcjD06bAvUBufEaD8bLM+keRHENgggPfhlX9DX3gnpEACotMtuOIvC8juZLSgRevV5Po9EoUPiwG8x5s9lUr9cLz8H3uKFG3OaY98jlcsrlcuFAXroFsv68fglanHdbI+nn64hgLh53r1+Nux06MhM3CWCenI6K8CyMpZTcdx4ME0jwGd4LxgZ6C/od70J9jDcOQO/zzOhtxiVGkXzO+XvmBb2PHiHQBXFD7/oYEVx58OmBvNslAmmStMx/Op0O8++o8nQ6DYg1v4fif1M+B/pMuuq2uLOzo0KhEOiWK3k9WQU/P3FxxSMpZHCuc6NiNMhYSwqNB7xjF0oNmgCKj+CnVCq9ECYnY0Q23DP8MYwd0xdW8nKysbGhra0tVSoVbW9va2trKzgpGEOvsXGHyLNtGIq44B+j7RlTqE4YIHj5Tgch8+eON+dJZbNZ/eIXv1C9XtdgMNDx8XFojNDpdF7bgSXozmaz2tzcDBnRO3fuqFAoqNFoaG9v77kuTaVSSdPpNHxeWnDXcRbIVNK1yOk58/niZHUypT+WsAepmwFxwTnCeaHluTtha2tr6nQ6AS0im1ssFkO2leAPR8LXipQ8K8p1AE1R3FFxZMJb4JI593oA/haHguz7+vq6bt++LUmJRizQcl9X3HnDQfsxhAxys9nU+vq6ms1mousVVCbG3ylMOKcE6a6nPWmBwy3pubbcfHmAiv6nZmxzc1OSEoFIrM+dvuYH8GYyVy20mX+vU/LEjFMhCba9exfr2tEZt0luZ6RFl1Ffi7wf+hB76/Pvjryj4E7bczvt9Le4voW/B9FDr8bj6DV3fpYaiUf2OPvbA0ZHs2Nk1AM/H0fGPd7L3J/3YY58LDxAZx35+VzsdUe5GF/my+eexJJT3Rhj/7zrG67Fe3EEB2PlgdjbEEdJV4edvpmsgp+fuGxsbGh7ezt0Qjk8PAyO5nWIQ/bn5+fB4ex0OonMtqSgLNyYzWYztdttnZ2dqVgshkyY011QRNR5SIuuNp5tdHrMKvh5dSmXy/r000+1tbWlzz//XJ988kmCSx531nFj7EY7Vsge/EB1ocgdZx9UJO4Glk6nEw41lBB30L744gtJ0uHhof7u7/5OrVZLv/vd7/RP//RPr7XOU6mrk8Fv376tfD6vBw8eqNFoKJ/Pa3t7W7lcTvV6Xbu7u4EW4ujNfD4PZ9NISXoGwc9wOAyJiF6vp+FwGDLi0HnOzs5+VPSHPVipVLS3txcoIzhDFAzn8/ngNEGRPDs70+PHjzWdTnXv3r2AskCpOj091eHhYWg5Xa1WNZ0uOgPipEoLTj9jRbc3su84kZeXl2o2mxoOhwGxZK3EawknijlLpVIqlUr6kz/5E/3qV7/S8fGxfvvb36rX66nZbL6RowFNcjabBb34Y8h0Og3NQ4bDofb29tTv91Wr1dRoNILDjw6Wkgdo4nBCweL3XjPk7YH9EFlHifmb4XCoVCoV9L+kUOzuTjPzj3At6Gqsv1TqqlV+q9VSOp1WuVxWrVZLoAHeNABmgqNWjk6CIpGUwN54IwCnq0pKBD/LggQCM/ZVPp8PjAwcbZKTR0dH6na7gY7sSAzJRA+0pEXS0XUxe5TgkL9H70oKusqRLQ+cWBt0bfTrEzwSLDFXPBtCkos59ANTfdxINBDIsr6gOnKmlAfu2BWay/h9eT7GDgSKLnMelPNszAO1yASE6L7z83PVarXQfOFtNT+4uLhQq9UKdMyVvL6sgp+fuICyZLPZ0K7xumlBjtB4tj8uBHQo3RUoGbi4UUGc7fPC5RjiX6E9rycx3xy6EgfQYfRiapoHRV5T4Bz3+PeSEo4BgS3iVAz/GYbRz1egyxdoArUeBwcHymQyOjg4CIF2/EwvMx5k+Eqlkur1uhqNRqC9bWxsqFqthpa7Tm/hOy13JQXjDGd9MlmcQcG7Mp65XE7T6TTsWc+Y/1gCVcaz4+7w8B0+vre69+xyXC+Bk0fmHtqMU9heRLvyufRsPI7usgRKTMvy9epUOxxkkjGeXX8d3cl7+b75MQSHk1oMaq38jKYXOe3xfpaWNzTg564PXOLEV7znY/3vznccQDk1k3HFUebnBMXuqLOf4sYDjg5JyaYZ8bO4OEIQo7X+zI5skjyivim2dR5oxq2/uWacmHJd4VRD3tmfzZNVHhw41dWRE6f3xkkuT0Lyb39ntwE+vzxjvMeXIb/uK4xGI81ms0R78hiVi5/P7+EJVUeaY/+Bz8QIEr8jIeftsm9avK6VdcT8rlCgV5NV8PMTF7oara2tqdvtXksmGecwm82Gk5Pr9XpoTy1dKeZSqRR69APB40SQ7W61WqHlJY4SmRmUEkoGiBkn0znLGHTvxrOSFwsOp7cX/tnPfqYvvvgi1LX4uDJ/scOBMnauvRt3HBAMOHND207WAh3RvDMTdAMMHWuDr3K5rFQqFSgZjUZDv/zlL0NW+7PPPlO/39fvfvc7HRwcBG577JBhFL25xr179/T555+rWCzqo48+CifLU+zPd+h7nBqPYWJ/EJzl8/lQXD2ZTAJfnCywoxfD4TC8Iw1Ber1euP7bWNs4VAQxtH3t9XqSpGq1Gqhi7kCSzYfrL11lcFutVsK5vLy81Pb2diLQpQ6HOUdP5XK5MG61Wk2j0SigiCDO1CQ4zajT6QS0B8TJqTLUnHAfMvgkiAh0CexonPCqGVfOHnKqz48hOLF+5oxT0zzBREY9dvQJDj0b746l12R6V77YoZYWdWTsY0khEPPreidJ7i0p8XMYB+l0WvV6Pfzcj1CQFAIhd/pxll0veECRTqcDcueBNGvDnWinlDMmHizwlUqlAsLpB3MTDEkK3Qg3NjaC4+/z4QGcB3hOpXMHmfH3OXCdTkICZM8DOqeKOgXN/z7ucMe/sQu+rvh93CXUGxpw33gucPwdZYTO563IeQ4PWKnv84CW9eTBkbNZUqlU6DhKkEdd5+7urvr9fkDuPDi5CTk/P9fZ2VlgT9y9e1fn5+d68uSJWq3Wjdzzpyqr4OcnLtns1fk7OFfXIdQBQOegBbKfzYOz0e12Qw9/lMd0enVYYbPZVLPZXBr8UNgqKTjpZJmhj0Ah8o4vXGMV/LxYCF7p4Pbll1+q0Wjos88+0xdffPEcHa3T6Wg8HqtQKKhSqTyXBSRDiXMMPcIPUiR4iQOqi4sLNZtNDQaDBDKIw4ChxKlwegVUKjLzdKabzWb6+c9/Hug0/+W//JdAcyK4cuFdoLXl83l99NFH+vLLL1UsFnXr1i3VarWEk+AH+DmSAHLhSAkZSoplp9NpGE+CH+ZDujr/olAohPNuHj16FJyft7W2ceQw/MPhMFBPcWa8INiDH5woHCYMtmeFoeOmUikNBgONRiOtr69rd3c3HERIEEJbdQIa6gpxgo6Pj9VsNoPOwOHq9/uSFByF+XweujpBX3HKLK2uCW44UJMOd+ip1wl+vAj7xxKCH9YuTrOjBo7COP0Jh51DPCeTSehwhX52lFVS2LtexI64Q0vSAb3kKA17051g5ph9PxqNwoGU2KPJZKJ2ux2cV69D8jnwLmQx6uWHuFYqlbAXWH+gnI62+DlB6CnGlGtxf9gOfiaYB/Dlcjl0VuN5vMuiz5cfwImdd+THk54enEjJ5iZ+oCjPQlJibW0tIIaSnkNs/YgLaVEHNJvNQoBH/Z+joR5IE/wQGBHIwQrx+WIdn5+fq9lsBj+ABIOjPOh8gh9p0TyDZ8beEJDxzD4vMA6kq0D91q1b6nQ6Oj09DZ+Pm1xcp5yfn+v09FTZbFb37t3TH//xH2swGKjX662Cn1eUVfDzAch1b0SMaAz5erbYFW5MjUAZOr+f68Hhx7Fa1oYUxYijzDX8+iv5YXHHAkoZhsVpK3FmF3HkDecOAxavt5hewN87LYqsngdVXsTLs0EDcSqDrzEygQRfnElEoARfnOsTnHBOVb1eV7FYVKVSCR3lvMjf6SFxppDMNM5WTOUgiyotGpFwfxxODD+0K5ALP/D3bUlMOWGOnGbkn4sdH9Au7w7Ie+K4+p72zKpTxHz/k/yIkWHGMKb1cE/u63PjtBbWEHtBWhRc4yC5Y/Q6Y/lji8+lN90gqCN4edHf8W8fWylJfcb5jMc5piD5nnUb4ihF/Az+b/7W180yvc+e47rLaE6ud3wv855O40Lc3riujN8T8TXrzjbXIBBw2pmjF/43jrwsQ99eNPfLxpF39ADYbUOsl0EOpQUjg/nz9eXPGp/BFs+bz3v8/L4u0K9OIfVrMZcEYf63rrN4Fl+b3ownXte8K/oHHYB9GY/Hz+n7mxRfR/H7r+TlZRX8/MSFjibXSbmA0latVlUsFsM9pEXnJBQBXXCgmEDrOTw81Pfffx+yQevr69re3tbe3p7y+bwajUagQ7iRxDGp1WqqVCrhnAEUEPSrVQD0w+LOCZkt6E20psYIkOHEQE0mEx0fH+vk5CSRMfUAleCUuaEOg2sPh0M1m81wDwwJLWNbrZb6/X5YSzRZ6PV6wcDxtb29/VxnIQLs+Xyujz76SJlMRqenp8pkMgGN7HQ62tjY0CeffKLd3V1tbW3pq6++0ubmpsrlsiqVitbW1gKi6YW1vKu0yLB6K26MNO/KPsC5IbCCvkFGOZ/Pazweh+5qZITX19fV7XaDo3rT4g4iawMEhTMucrlcog7I11WlUlG1WtV8Pk+cag/iB2WFzC37GF3i9SIEL1DV2Oej0UipVCp0Jry8vNTp6akGg0GYY1oikzCpVCqqVCrhfJPpdNE+GAoWKFNMwWy32zo+Ptbx8fF7mWSZz+chOw7Cns/nQ6ONUqkUzjZxR46AxunKTqdmbFnrnU4ndP7zgNGTBfyfvQzKhD5xJ98daHeu0R08CzqId2T9wH4AkcQOcn3QBqdbe/MB14WgN+l0OlwHOq0nBxB0K+vfaW+eyOP5QEZms1loiMJYSYukEyjT+fl5mLO4E1tMt5OSQRuoE3uUICxGRkDv6XxJ8OP3Yr/SuS+eIx+32GF3xB/7wv0JxrAlMA0YA2y91+thC3gm1pjPP9flmdDpo9EoNEEgMQVa5AEQARM6jDF5W0HIfD4P5zOtzjV8PVkFPz9hIRtDQLIsK/86glKg0NwzunEWyjv1oNguLi4CVIzyz+Vyodi+WCyGlsvQ2lx5uhNJdyyUlTdaWMmLJUYsnDvuitS57W5Uu92uDg4OgvOA408HMA9UcVw8q0mHo1QqFTpw0aGLAIU1xTktqVQqUEoIljY2NhIdojyzzN/X6/VgYI+Pj8O67PV6ymaz2t7e1kcffaTd3V394he/CE4770/A493q/D6eIcZIM76gYwSVXi/FmOIo8p4EArPZLFAJcbSc9nLT4rQanGWCNpwhHLg4q0t7bEk6OTkJdEc48U4xcfTHKXSeQebffNazntDicIqgsLEGGE9okTh3jOuyufakEWuT+zhq9L4Jc+nUMaidzE2cSebn0A47nU4IfD3pgDM6GAzC2mCeWOtuCzz4KRQKIdB2lM73sjvxvt6gvJLg83bHkgKtlHXhyBPrkN87muIIl6839jeICSwG6kD8kFPGz9+L52Y8mANoZDRFwa75XPBs0+k0cTYPuon3Z4xiOp+vWd/f7MlyuRwoiF4zRNKBGt9UKpU4hJZAzesq2bfMz7KaIMYAPcDzePBGQONJNaf6cQ1vusJaok6Kv/f24440+77nGfgZDW64rq919MvbbHqA+PlMyxDblfywrIKfn6Bks1nVarWQzcJhRFG+rqAoyDTV63VVq9VwKjhKXnr+jA5JQanhjOTzeVUqFd27d0/FYlH379/XJ598kjhskw2O0o87gUmLLDt8XM8criQpOByFQkHVajVQvba2tlQul4NDg3hwJC3mlZPSMTxOPYnpRzgj7gDAJXf6hrSgQ4EUIThAPv8YNAIL6jgwptS6zWazkLnr9/vqdrs6OTkJv280GqpUKgHh8SweY+U8ejeePJdTo6RFzYwjWzE1wtenB/W8x+bmZggIOc8EOp/XZrwtmc8XbWiXdaAicKNmj3cniCCQdvoawQqZf0eR4yx1jFyga0DVoFsxfu6wsM7Ozs5CK3GQH9Yq6425jJGPi4sLbW1t6eOPP9ZwOAw8f57xfRKcOJw2xhTkhnbgjqTO5/NQ70A3RJp9sB9wwglomG93fAkccF5Bhj1Bx+9j5MPRAq//cGqVU0s9CcE6chQpDqhABJ3m6WiVO++sG9BFrxHyIIkAx2sluR/P63rR0R0+H1+TZ3eELabtuT12vePvzFiCWKN/CX64DrVT/sUzOjWUPe5BW5yUYp/6WmQsqS/0/eeBtM+Zd37z85P4O4Izkhp8zptD8Jze2MBtHXNCfTGCLmRu6/V62DtvA50HrTs5OdF8Pg+6bjgc6uzs7EdtrPK+yCr4+QlKPp/Xl19+qdu3b+vg4EC//e1vQ9OBNzHSGLbNzU3duXNHH330karVqnZ3d5XL5UIDAzJA1GpQ4Ai9hbM9oBn9p//0n3Tnzp1Em1wvwGy1WqFjUqvVSvDW5/N5cExLpZJqtVoiM7SShXjdxPb2th48eKBKpaLPPvtM29vbqtfrwdGOndrYYFUqlWDkyKbhOBAc4XTQKcyNF1QUCpMpeKfTGRlZnoH57Ha7mk6nqtVqwYGmYYKfh0EmdT6f6/bt2wGtun//vobDofb39/XkyROl02nt7OyoUqmoVquFYN6dK+hAnBqPYcOY805kL7PZbDjHJ5VKBUTTxy8O5B1ZwqCWy+XQ7a3T6eji4kLlcjmMKVSVmxZ3drrdblhHjUYjUZ/AGRSDwSBBZXInj25uONez2Sxxzs94PA5rAcoJztfFxYVOTk4CssBY4QRxDw4hpEMbemk4HOro6Ejn5+cJlNGLsJ3agi6im9NkMtGnn36qe/fu6enTp/qbv/mboI/et0QLDiHvTSOHk5OT0MQARJZAJ51Oq1qtamdnJ0F7kxZrhG5tnPlEgw9Hblj7Z2dnGo1GiZoSki/u0JIIcLqp2wiQVSik7HvWHiiApGB/eGZJCbpYv9/X6elpSM5Bl3IqmyfzpKumPs+ePdP5+bl2dnYCOum1gqCgJDBms1mCDsv6drqn12HyHNjI+XyuUqkU6Kje9tnpYcPhMPF79LmjnSR4CFxgc3hnPMa33++r3W4nKGOu16DGgSqyz2mUgu7i770BRDqdVrfb1fHxcUiOeTMNumGyhobDodrtdkIHp9PpEDz5gch08fTgluBtMpmE5yOJ6nqL88PigJJEWalU0ieffKJ6va7Hjx+r2WzeaNMD6UrfHh8fq91ua3NzU3/yJ3+iu3fv6vvvv9df/uVfhvMQV/JiWQU/P0HJZDKhJqfVaoVuMtdxXWBnOiCR3fOWoZ5hkRYZ7rjlZaFQUK1W04MHD3T//v1E5gqhJoBACKUkJakPnjXHYKzkefFMJC2AOc8GZ3MZfSzOFmazVwfneV0GRjXmmjvP2jO5ns1jrXgRvDsc/izcCwSGDHI2mw0F9hhy7sX6wFGGriApdPRyKo9T1Jxq4e/gtLf5fNGGl884euWIUExB8Qyxvzt7yjsd8kUw+jaCH39en+/43syPv6c7Oe7cuiMWF017ow3EKUbD4TDRPt0bZnAv0LH19fVQO0YGdzAYKJ/PhzFlTTFXcdbakQVqM/r9fnBu39csqyMavmbZHyQv3KkmKIRi5B27pKSN4CumMTkCECMKBC9ez4Hz64FPbCtYm44YuK3wTD/PGlNXWb/UFxIwxPpQer7ehcSed2tz+8RzMyYgW548cF3piI+/L+PO+KF3/DkRxiS2hbEuh5bo9FP/rKP5vC8oH593ZI9nJdDj/R3d8s/GQXFM42IdxnYlDqr9eRkf9qavZ7+W35OaS1AwHwM/bJXkl9eAlkolzefzkFBhz9ykfqatN3tye3tbzWYzYTdX8mJZBT8/QZlMJuEU4Ha7fS30mFTqilvfaDRCQbifGg19pVKpaDqdBv4xmZLxeKzT01MdHx8rl8vpF7/4he7evas7d+6oUqk8F/Qg1BlQ2+OUIRQR2bzhcBhQhvctE/s2xA0GhsGdWIw4gYQHJz6PGAHPULrjKSkUYTqyA7LhjQLm83micNrpM9TP4Pyfn5+Hrl6ch4FDO5/PA+WA2qNyuRwysDjYBDq0JZUWwQ80uJgiQv3IxcVFyAy68+PG1w/rhXIFrcgdNKdbEeR4ttmdjEKhoFKpFBAvnBnO3LnpNdPv93VycpJwxvL5vFqtlvL5fDjp3H24ROIAAQAASURBVGsnlnH7cW7J4ILWQKWSFBIqONHuRLK+CEy9Xog1SAAL0nhxcREy5PD4Ly4uAjroiDTrzmvVeI7Nzc3wLqnUVZMFENPj42MdHh6+VzVA1IxcXl6G+iwSWtR8kBAgQYJDB/Lm6KzPsTel4HfU/EBxI+jF2aTmJ3bMJYV1gH7yZg3oAXfaneLmQXFsX9hzFxcXOj09lXQVMFSr1cRaisfNkQrpimlBww2abxA0s+e9IRA/B5kgOIhpZXFwJyl055vNZuF8NBrFgDhTc4PDz7P4HHmw4GiM1ytB9QS5Yk69gRJ7hHfAFqdSi1bdBGDr6+vhb1gTBD80SYDCBX2QgI8xZK9Sx0ytl9Os+YqTsl7v43aFIMKDbxo/0NYdW4Nt4e+xF9QRgozmcjn1+/3Qbv8mBRSM4z/eJz30Y8oq+PkJCpQCgqDrCASg7+zt7YWiR5wUWhZnMpmguDBSg8FAx8fHGo1GOjo60nfffadGo6Ff/epX+vf//t8nYOZlQqeV6XSqdrsdPoczTtDDdwKgt10P8T6IO9QeAKEsMTDT6TRk7DDeUEtarVYImqbTaaK+DCcDB4l54GyWcrkcnGN/FpwtMvsYLrJqdBa7vLwMtC+MPNcn6Dk7O9Pa2ppu3bqlO3fuJGgr2Ww2rE/PIEJrIyvrjpI7KVC0oGKxr/xaODk4Z84/jzOoOCQEg/yNB6nQ7nC+t7a2AvJzcnJy40G+O1k8H3v27OxMxWIx1I6RlWZ8YuoHzkqhUFCv10scnsv8OF0xRpwc3fU2u47WUbeFY5/JZMLYzWYzbW1thWw5Gd7Dw8NAn3FEiawqTno8Ll9++WVAlY6Pj98rp2MymajX64XgDhS4Xq8/F3QTFKVSizOZPPhxFAYHEqrZZDJJ1GL6QdQ4juVyWVtbW4Gy5IGo77XpdKp+vx+oXMwXz4FjT4DiQdaygBznejweq9vthsCH4Ie/caqYZ/P5Pd1JZ7OZGo2Gtre3A0WMRBzd3riO07Ji+lgcAEnJ7mw4/3R/pFYzl8slqGDxO/ize6AZPxf3JNjgfLeNjQ31er0EPY+xR8+ORiM1m01Jz6O/jrwg1HeSLKPe1xNGzCl+BcEfAarfK64/cuTWfQL8ChrNxI100EXlcjk8H5316vV6AulC72QyGdXrde3u7qpQKOjw8PCtUJOxt+12e+kh3itZLqvg5yckni0is3odbZ/Z5GToyLih0DzzIiXPk6AWxDMruVwudIyKM1wvujeOD0Y3hvndUbppuPl9l5ie4NQKxDOw/hkXd/pjOojPP9fwa7tD67QnN1zxszoVDGTIs6Y8kztLcaCyDK2Jx8XXFNf0/8drbtmXO1vxmHjQE1NV/FmcPpLP50OWHp7/i/bMdYtT/XCM2YPunOHoOOVj2Tj7+zntJ9ZT/C20tJgyueyL52GNSAp1J87zd9qlt7p2Oh4JHNAFdBDfaVWez+cTh3y+L0EQzxkjwb5Ofb2yZglwHR32fR7rZl8/vk5Y/6yX+Pdcy4MP36PxM/L33NPtgOs60KqY0ua/998ts22+B3CA+b9/FnE796L9vgwBipEa/6zr5VhnLXuG+Oeun5fZ0linL3tW9gL/junKvnYIaKCN+b39Hh6w+bt7MMX7U/fJ7/07cxy/34tQwJg+6DrbrxH7O/4eUOGgX78Nmc1m4aBfqNzxmlnJ87IKfn5CQmAhXRVhepbmdcWdznq9Hjqz0e/fFSRZO6f3dLtdnZ2daTwea3NzU7u7u9re3tb29vYPBj2IK9lisajt7e1EhyXQBxSu156sJCluMCliJvsFtZDgwo0PqE4qlQoNCQhmGXfmIj7slPoznEyycAiF06B7dOXxgMX/zZqj4yD1Y2TmPVvqznJccN3tdtXtdsNzcH0Kq0FeYmFdOUoVj3H8ec9GMjZQiWJj6muX7Hej0VA2mw1nOuRyudB44G2Ic+RB9kD8aA4xHA5DkwJqr8jwk7QADaIWChRuOl10iSNYdQeMM3tYjxz66vQ4p8hBi6rVaprP5wHNADlAJ5IYIpMLUk3dC+dYgWitr69rd3c3dOHb3t7W5uam2u22ms2mRqORzs7O3grV5U2FdYnj1Ol0QptqKFD8jACPxhQEegQJ3W5XzWYzBIj8DjorqDzrHB3kLYlPT0/D/EpKBCgexNBdjneI7Y0Hn/zNxsZGYq2gY9iLoA2SAgrsznJcs+j1iaw5p8KS7Wf9p9NXDQV4ftdx6EhvbEAgHttuEpD8nppLP6eIv491qO8Pp+KBmIMeScnAkTEdDoeJvUtNFGPF9bEtjthICtThdrutk5OT8C6c5RcHp/zfKYJc05tsoNtBemezWQgAsGmOCnlwjj5AX4D6kljCn/G1N5vNQsMH1hiIFOtgZ2dHpVJJrVbrrQQh5+fn+u6773R0dBQCSwKw97Ue8W3IKvj5iQhKgSxnv98PG/JNNh8KjaK+7e3txDkfrsTpxuXGZzAYqNfr6fz8XPV6XQ8ePFC9Xg9K72UEJw9u+vr6ejDSMWrhjuZKkhIjKNRf4NgRRHqGC+QBqpU7HjjD0sJgEjSwBjDoHlB5AbS0OIcjdsji9rc4VR4QY5D5nCt7N7xOW+H6o9FIkgL9BiQJesYyBJF3cFpXnD2O1zVjwrszLgSV0EaXGWlJgVKWzWZ1dHSk+XweUNMXzfN1rn/fz/781IdAHULiRIRn9725QKFQCDoCJ9ZbxDJfg8FArVYrUNi8mN4dPv4GxI+CddY8NGDWFhQRHD8/t4Q6EDpTevtx5gMKZq1W09bWlgaDwVvj+V+HYBsuLy8TxyFQ50HAQvMImtRUq1VJi0Cf8aSWA8eWNYpz6igb85PNZkOiDrptfFYWzyot9ioBs9fSsb7Y957hR4dhy6hzmc1mic6EOMC+t3z9xygWz+frD7vrNUdcP254wF5AnxGooadofuCoBYEhCR/QF/QjgbwnLeJ55z1AkUmcsvbj4Ac6tKPWnsBBQAaZH2pIscuDwUCdTkfpdDpxplSMvDnq5k1UeEfGnEScrwW3AV6PFI/fxcVFeD78J2+WxJr2oJS9EiNjfF9buzpImUTQ20DnJ5OJTk5OJC2aMDgitpLlsgp+fiJCRnR7ezvUwlxXhzdoHV4PEUPmKGCyPt7soNvtajwea319Xffv3w8F0vztH3ovaWFoMBxuENzhfhGtYCVJOqL0PIyPAXBKi/PGCVLi8cXQugHyYCJunhBTW0CMeEZp0U3OaRROC2GNLaPrSIsD4PhbnCYMX6FQULlcDplX1hCZTXdslnUP9GBumbjj5RliLxAnw+7P7Sgm4uO9jPLyIiqRG/nrygB6ppNER7FYDHNFR0Yyvbw/44+jjJPnY4gj7s4Z6wWUgHVGMIXz44eazmazUAQOskBwJSl0eOMeoBQ4+RTh03bbEzxw60GDQEZpvX50dHQt4/w2xRENr3+gG5mjD+78eVYe2yAt9ilOK3Vd0oJ+xvW97sWdd6fT+R7zWhNHNjwh4rqF/TIcDkOQjsPLGsBh9MSMIy++5xivZQgvz8ea9fXLPmcf8Mzxc8bX4H3YvySSGFdHY/msJ5tiaqrrSUdvCA49YIoTO4yx62D2HV+sIw9WGWsCps3NTaXT6dD8hjngbzyZxTyTmPD7O9XVE2+eaHK6pM+ftNC1rCHGhqSYB5XoKbdhjJnPP/aMNeV2721ILpdTo9HQ2tpaOJZhlQheLqvg5yciqVRKOzs7+tnPfhbOpXBaz+sK5zWQ9fRzGHAUcQKgFlBMO5lcHZr39OlTDQYD/bt/9+/0F3/xF9rc3FSpVHqtZ/EzPNwwxJ1cVgHQ8+IULEkJY0s9iZ/tARpDJnB9fV2bm5uh+QGtXdvtdijsRdliVMmasS64lhtgApU4A8p5EcwnWf5UKhWy7PwtncMQ+M9QRKCz4KSTnZ5MJqEweTweBzSANq0e/LuT7g43P3eHis9JShwCiTH1wmDPSmMwMeKsaebLs6M8v7fXxQnN5/MhuDs7O7uWcx9YP9IVrfbx48cqFAra3d3V1tZWCCScisQzFYtFTSaTQA+rVqu6fft2mB/WIY438zqfz7W5uRmuD3Izm83CmUGDwSDMG/Scer3+3Dk9oE10cEJvgOZIUqPRCPehgLzZbIYGMicnJ+p0OiqVSrp161Y4/f3jjz9Wp9PR/v7+G4/z2xZa/c7nVx0ToSmDzFUqFUkLJJ9GFRz86OcAuYMIrcqdcNYtSTEcXfaIIy/uwLIHvPmIJ1pIUICsuMMOiodd4vwt9px3m+TgW86HGg6HqlQqYa0SgEvJpAZr2Avr+TkOMQ4/yJM77+xrDyi4hx/m6d3YaBJAogg9WSwWg47yYMdrIaXFuX10uiQp4Ei1lNQ76GDeNQ4kuX46fdWopVgshkSVB1zQXrHjXlvnwbXT7qbTadi/PnYEbCA56BAokq4zeTfGKZ/PazK56kh6fn4ekhvz+VXXOda+B4X8PSgogZp0FdAXi8Wg4+guid27aalUKvr5z3+uYrGo3/72t9fW8OqnKKvg5yciGA7qK+Ls8esK2X4/8M2pP+6YuXPqjjVKaX19XY1GIzgaryoYubjYO85UreSHxZEC/u8UNO+oFdM3WAOenYwzgNKi+NODHxyHmOrAPTxzS4DL83FN1h8G1YMEBKpNnIHlHbh2oVBItFz27KG3n45pVR5k+f89y+hjGgdvZKDdIfAvEBueeVnm1QPFZcERASxo0w+hVK+zdhwBgBJDEO2ZZkeh0AWj0ShQe+JncrqP11Th0HJvz9BD3yEoxwHxa1FTBF3XHXUcMnQo66BcLiudTocW+7wrDifzvba2Fg7sfVtFztcpnhRh3P38I99bnlWnoQ6OLllu5oix93XqNRfci+DfHWyeK95vTnHz9eN7lfO92DPch4Ca+cSmuaOPLqPDV7/fD3W08bpeJs6I8J/5+8Roj9tLd/qXzY/rXXQV8+KIvd831tVQ7QgW4zN+lo276zCuT3Dl9XO8P2PlKBFBLnPjOtaRPn9eD4DZb6773B9xNNLH0cfcqXsxOwHEyinI/lzxnsE38rn1PeLnYHlS7CYFOi5dL3nnlTwv75+mXslSmc+vigmfPHkSsvLXIRsbG6Gw10/ZduqUF5uikMmqVqtV/Zt/8280n8/1+eefv5FzgHEDVkax4vxA9cMZW8mLxakEzB8ODf93pAMHlqJP2uOCuPFzNzyeYcSp9HMZYvqdO/YYtNhIEoS48xobPkkhQ5hOp0OGlCJQ0BGME3UkULG88YNTKnhWZFkgtKzmjPdwKoukMCaz2aJIN279nslcNYxg3929e1ebm5s6PT3VxsZGGH+MK/8HgWFsudebGGHez9HWTCYT9h7zQ1DJPvSDMx3dgsrjARrjjgM+m81Cple6OkcDJA4ngzHivWlRTTvtXq+nfr8fmmvgbIMmxaietEC8i8WihsOhTk5OEpnubDabQDyZY4JqR0HfdfG9E+9DD65jxxx012sbcCp9jaE7cBZxyggqGLNlFFj2C9eP7YcH156c8XdjXaVSqVDfxZ5g7VDHRfv8tbW1QM9GP0CP9PFAnFLpz8bvcLrZN8uCOvZVrM9i9IbaKqddLQtanLYFWuEHj8LimM/noYEKlFLQZ38vp+z58zAvnmjimlCP2fNut0GveCfQMJArD4JoGOG1NNT6wFpwapt0hYJQW8xcwD6Qkiiio3puA2EkLDsGQVJIAPGsfvRGsVjUgwcPwjEffv7STcl4PNbh4WEoNUAXY+tXspBV8PMTkdlsplarJWnBy74Oyefz2tvbU61WCwepkU1bpvj4Au2p1Wr61a9+pVKppJ///OfXFvx4VxY2N8HPdQV+P2XB4OAsY5i9PXpMKfE6EqeUSArduPg7ipjdIYx5105X8Mylc6wx0hgn1hrBj2f3eIf5fB662M3n89D8AwoCjg2HEVIgTHDnGWhHpnAMl6EoGERQCTe4/h0Hcz6fh4ARtMIDTM+YQmPDwI9GI+3v74fDWt1ZhEaEwWbeoHd4gPi664a1Q3DFniPILZVKic6PvBtBDuPL2nN0kLOgmC8cExBfzgDiGWjCAcWPoEi6oubhYA0Gg0DbJOO/vb0d1rBne7nOzs5OoMDhDPrhuF4v4bQtkgIxavKuigft7Aff83FmnTnzmjzWOH/DtdirzK9TTwl+crlcOOsLCqrvbebdg6g4KeJICsLYsxdARLkX1yoWi6pUKqH+w8+04m8JlHhvPoe+YX1LSowF6wvaEzqXcXcWhaTnfi8tdKWve54DexjTiaUFiu9orAc/yGRydVaaU/HiMSToIBiL18KyJgUkB3K5nHZ2dsLzgpbQdMbn2msB0aVOc0dms1lA5qQrP4VaPWwUh6zGwQlj5bWQ0Lz5DHu33++Hbno0EoARQXDkSSeCH86k++yzz5Z2mLwpFGg4HGp/fz/ULEI37na7q+AnklXw854LigHF7Dzf6xAMlxe0Sj98XgoZLJyESqUSDkV1x9GNxcvQ1dwhjjP+niVayQ8LzjyGCePsbUHjuXHjLi0MuxskggOnJ8YURb+mF66SwfcMLv/2v3e0aJnj84eQGUenfB36OvKfe5bXg5gXjQXvwuf8+svWpmeuY4fTryktHBBpwWeP96Xfz2sTuC578k0FQ04QQ/KBBIR32PPxIHh1apNTVn1+Ymcnfkeu7/O5bF7jNcC9eAa/T4waSEp00HLd4/Ql5pBDX0Ebf2ju3xXxZwSl431B8b0rlq9LHE3eDz0cU0Bf9PUine0Oq8+J9MNn5jgdEllGf3LqFH+H007g5ih0rIM8YOSZlukg6fkzZGLdwd/7+8U20vWv09mcysX8sE75nNfjuB5zKp0Hv+jlONiM38vn0YPeOHnEOnFKnutbf+8X3cdt0LK9zjNyH1+P2Ltl+t31Srxu4mSdf8VrOKZhEpyDApMouWk9QADGe3E+3GAwuNH7vo+yCn7ec9na2tKnn36qjY0NHR8fB3rGdUX5cEiB/p3W5EGHtKBHTadTnZ6e6tmzZyqXy/r4448DXQdl4jD3Mgd5mcROKkaZDFJ8ovxKlgso4aNHj9TpdFStVnV5eRloPhgsUBDviuPOBZnMXq+ndrudaEhRLpcTrVj9bCZpkYFkzcxms4AaYMDIsJGJix1d7zDmWUj+TZE7VDI3wNAbJAVH1Wkz7iwVCoWQ+YWS5g4UgRqBiDuAUNpip8yDHOikZMXhibOevU2udFVU22g0dOvWrVA8HrdXxghyPle1Wg1n2Hg76dcVqBzM0eXlZaBYUCvjVCf+vSxYA/kCXfEzU3BcPKBz/cO7ok/8pHj0jddx8XnWHU6izzUtbakNKRaLqtfroVMd1yehw3XW19f1R3/0R/riiy90eHiov//7v1en0wld495V8TF++vSp2u226vW61tfXVa/Xw3iTwa/VaqHIHpqho3xk0z0ZMBqNEs7/+fl5AuXxWkI+43VxTu/i946wsmc7nY76/b7S6XRoZEBAx5z7+gNJpbkGtGlHViSFOhlQRNYayKPXPDnyIikgB3ESyYMvR4tIQnkTH5Bvp82xpjwYRNAf7gfwe/RLq9V6jpaGDmXdO00wDp5AQqHfoQfRCdTd5XI5bW1taWNjQ8PhMLQ19/o5GkGwBlgj6GWCYN7V97/rGhB8UJtOp5OwG8wjawgUCIouCZzZbBbQHsaaeWd9LwtoSIDMZrOwLorFonq9njY2NtRqtUJy6CaERh3ZbFa3bt3SnTt3Es18VrKQVfDznkupVNKDBw9UKBQ0Go309OnTYDCuQ1CMGPk4+OHfcVa82+3q5ORE5+fn2t3d1f3798M1cWKcs/8q4lk3ry9awbovJ/P5PDgIHDDo3cNwEjAojsDEWS4QpH6/Hw4rxXFgvTiVzqmSXBOnIe4o6EXXXtuCI4xRJgCIqXDQVzY3NxN0Nt7DnQjnumPocQQmk8lzXZqce87YYaDJIOOQ+7kZGHbnv+fzeRWLxUQA5RlnKEOM08bGRkBTp9NpOOPBBecHh357e1tra2t69uzZtawhggAPbnAgqbfivAunTxJc+Jx6W3LWpCdFWANxZl5aUAlZG4PBQOfn58FJ8rXkheBxBp41TwDqLZGhZXE95oRzjlwHEhiUSiU9evQocfDiu5qY8WRGs9lUq9XS+fm57t69m+icls/nA/UZNoAjRIw/yBHBB04me4VkCCgh6CHrm7kluUUmn98xdx60su/6/b5OTk5C0JLP5xOdGT25wbVo286eh2rqyDT2lKCNbneXl5dB7yG+vhwBoM4NxzcOWKQFVc2TJyQ+0EvsAfaPJ6pcP5MIIEHD+uUa3W43dDV0tIf350BW/7kL14kTG+wz78CHLuD9/YgCdAO6gi/m3xFa14M+h/yc8SN4Qic5QuUNYHgHP6vK1yoJHc4i85orT0j5/LH2OO+IBBT28lX9nVeRyeSqe2kmk9H9+/e1s7Oj0Wikx48f39g931dZBT/vuZCtwGm4DvoXDqUr1RgOjmlJGCOcPu8U5AZNShrbmNLwMs8W388PUn1XHYx3TQhaKAin3SnnYTj/O862unMAgkMW2GkgMa3NA92YEseaI4PoAYC0oJrwHSNzeXmpfD6foMP559Ppq/bGXjPA+mXtwRWPqSFO23D6hn9nb3hQ5nQ3aZGZlBYF0W7I4zH2zDDXJljodruBV/5D3HEPCPr9vs7OznR+fq58Pq96vR6ucR37xbPvrg+4P5l3sqnoFkf+3MlaRj3zYMZRAGnRKtzXZjqdDgEVCIGvJw9Y3OlttVqhBTNBO8EU+rBUKgW9yLV4Tqca1mq18HzsKZI0cSDuNR0/pg4jsCFoceSBgN/PXGIN8i4Et5nMorNejNiSQSfYdD3gTr9TJJ1yx/j4uHN96roYVzL67vz6vuW6OKpcl/XpiAu/80B6Mpkk1rRf0+2j20SSdDwHDrWjka475vN52KtepxLrUB8P7s/nCHB8vHHsaULh3VxJOhCcehMWvz5+gM8dz8d3UFfGIKZKplKpBE3W/RfGP0bbffw86PEgzuuLYv+F5/VEsdspBJ8KZB4UkvErFouJRCzXZc+g1zY3NwNCz7qI73WdwlrxoG0lSVkFP++5nJ+fB/iaAOBNDWgmk1G1Wg38dQ9+UCzQgAhAUCQckjccDgOdJX4Wd4ziDOwPCUrZnavhcKjDw0MdHR2p3W5fG+L1UxbQDigqT58+Dc709va2Li4utLW1lSgyZbzJhtNQACcPZ4OMHlkxvnujBEmJAn6MVi6XCwgI4oiJO4lk3XGiyFJWKhWtra0FyoQ7FLFzzu/4G87e4dBGnAGeD2OG0cd5Z927Y+Xihdk4EXHQ5wbRs73QN9hTh4eHGg6HOj4+TiBKsTBOzO/R0VFoXlIsFnV8fByQiTcVp/555pfno/EAzgLOIgEETQMuLi50cnISmrU4nZbgw503vnDIp9NpQMAHg4GOjo40mUwCbXdZq35JYc1y/36/H64tKSQEoIGBbDki4RQ85vzzzz/XeDzW6empjo+PdX5+rrOzs0TnuWw2G2i7XkT/YwhUMUe0yIKXSiWVSqXQKITzvUi8UUTPXlpGIZ1MJjo4ONDJyUmgxnrrccYPZMQDLRJpICCSlq79zc1N1Wo1XVxc6OzsTO12O7EvCQS4FzaILm6OOPI3FxcX6vV6ISDzjm/S4rycdHrRLc0TiCAHbpd935+fn6vdbocgAb1JEDoajXR2dhbmgmcD0SZIietnqLGlIYjvz9lspkajEc7Kctob9pxrEgR6LQ1zLilcz2noIOt01xyNRmGNMP5eGwjyxrPz/HR5Y7w9oPFGOfgjl5eXYf7QNf73UPXwW9A1ntD1IxaGw2FAPUH3sBvValWbm5vB1rivw++r1WrodFkulzWdTvXw4cNEMHwTArvj8PAw2KeVJGUV/LznQnYLR+dNUR9podg8Yy4lgw8cHt/AXjjp1Khlz+NQNP9HYipALG78UPxeYLySPyzME9SA9fX10KGLABqH3Z1Q5tUdBdCfuI2rB6q+dpymgJHnWnw5quH39SzdxsZGMM6TySRBtQLV8nVGACQtspRcB253nDl0J8gzj47WeFAWUxr8noyVOxG8y7LsLY4jDiFzRa3EH0J5GSuca0mhrorWttclHiw4MksmOD4bx4NegqLxeKxOp5Ooj3EkzR1CX0vMn9cLsY4vLi6CExgjcowP6wqUjO5u3MeRGhw4d8L9WR1xBCFyWl+v13sukObevlZ+LAHN9Wy+Z/n58rn11vB+uLGva9Ah5sYd/DghESOvHlz6eo/th2fb+TucYd/XTn8k0eB0xji4xlGNa1RjRDhOsKAnnOLlKCnPz/6Oa6UICrHxUAD5OXMlPd8wwe9PosFRIk/EOC1OUkD7eC7GK05U+jP6fufLu9yhX709N8/n9HUfHz6DOHLnSS3/G/8/eja2PfgrBOQExbyHo/kEV7wr48D48V6eJOS7B9p0gCTI5L1vUvCNQK9eJdH8Icgq+HnP5eLiQu12O2QQr2NxZ7NZbW1taXd3Vzs7O9rc3AwtIxFvGYlD4wpsb29P6+vrunv3bsjUuLjz65SGHwp8HDHCmJDVgKKyklcTanKy2Ww43X06nardbqvX6wWnx9E/nApvMuG8b2nRepR1gfLly2mTTg/hsyAdFxcXOjo6Urfb1cbGRijA9cDEz25xp8INcrzGnMpBAONfFMuyFyhodoTTs/xO03MnC+cKA+lUFf+sOxB8+XNTLMwJ5Kenp9rf31e/33/pQlbqu0ajUWjhmk6n36hBymw2Cy3NaUBBhp6xcXrTeDwOSNDJyYlSqVRoo897O7qG80kdEEXo7vh6wb23rt3e3tZ0OlWxWAwOsTuhOFZeh1ar1YJDw1pnfiaTSUBuQCXI3JMtB009Pz9Xp9PR5eVlqKPh2UA9aSJTKBS0ubmpi4sLHR4eXltHvtcRR8TIsqdSqVB7cXZ2FhBJP7sJcQoXYxInTarVqtbW1gIC6EEjaAnIAc63z9WL1qo7vdTZgNaw11k7IBCxvUEXuN6SFBAIdB//jpMqFJezH0ChQX7o0Mh1oMtSJI9+8HedTqeJQ8ZjuiwoIuMbzyfUuljP+V7wM8HQY47g8XlPbnpDAg9i2T8kR5lr3osEmesdjiVwlM7pyMvO7nOaP8/NIbZOu3emih/v4O8vLZrQ8OVryil5bssI8qgZIpB0xM8b9sRJ35uU8/PzoJtrtVpAoZrN5spX0ir4ee8FWkUmkwnFfW8qa2tr2tvb0yeffKJqtap6va5cLpfohILhc8XvxZz37t3T3bt39fHHH4fsB8LfeGZLWmS8XiQe+HAvahfoZLXKbLyaTKfTcFZBs9kM9Jzbt2+r3W4HpCDuwIUxckcJZANjw9+g/KVFhtKNt2dmmcNWq6XT01ONx2MdHR2p0+loa2tLtVot4QikUld8asSDHr5jJLk/lAgcYtagZy673W7oYMdp2YwXCAHoCYcAxwGN13Rg2J0e5vQ+DKlTMrwOgGft9Xo6OzvTwcGBHj16FJyqlxECSfYdTgrOwuvIfH51uHKn0wlBKPQz3g9HJpPJhAMAR6ORut2uJKnRaISGDKVSSYVCQblcTuVyWZlMJiBXOFaOPEynU7VaLbVarRAk4mx5t0HmgSJ11z98ZbNZbW9vS1pkTalTonDeAzRoa04R4llHo5FOT091fn6uk5MTnZ6eBuceCk0caI3H49A58ccSxtSfNZVKBSrT8fHxc+Pn6xgnj/oGHzNpEZQ6hZHgdT6fJ36Gc+3nKEHXlZ7vlobtIONP50ky8AQBOMQwG3BgY/QCm1IoFFSr1ZTJZNTv99Xv94Pz7MHEfJ5snsKZVSB/s9ks6FJpQQvNZrOhQyL6EborQQnoJe8ao1UEco5uen2ZBztxcOrvwtoE3ZQUxo15RUeBVnmSx9cMupikWDqdTtDiCFBoEELgF9f5eP0dz8v4xfVFvV5P3W43PCdHOJRKpdDQxzu8eaMcZx/ECBR6H9oc44cfxFoBZSP44VkY87cVAGF3O52Ocrmc7ty5o2q1Gmi9q+BnFfy8l4KSwYnybMybiGfF2cRA1E5he9HmdfpGsVgMmfoXBTSvqghiKo3TCa7j/T9EccSOrm0E0u6QeNGxG2nWC+hP3BCADKDTX6Rkq2f/nVOQYgTEKRUYIXfC/J2QmA7idLX4mfz63MMDIz7rYwaaAL3GHUGeyZGfZePn4u/pnfdiVNSdh1eda+bquihWPn6ecY3RNPYvmWaciLj9tjsc6AZfL7xLfP14rp2K4nMYz7/TqmJ6lF9HSlIX/XlcP0rJhiJ+GGZc5O4UJ5xAuvgRUL2NTLE7mz4+jA17AefVHUQf0xhV8HVAgO+F4S+iSLNX/UtS4vmcFucUMkcU+BzPy97ybD+Oe4xSuV2N0WTff76nPZiOgxXu5+vSEWF0rKMMvmYlJRJFfn2SQf4O8bMwVv5O8bw7xdfv6zrJ12Q8/3HAwH2wBR588Pc+16wh1ocjv54M8vHj33xfNgf+eR9Xfv6iz/m68u9+T3//GDmKP0PNGIFTvO6vU9yOkhCKD7j9kGUV/LyHUigU9NVXX2lnZ0fHx8f65ptvQgbiTYRs/ebmpiqVSjj1mgx3vJFdUeLEkAH+7LPP9ODBA9VqtUAZQGLnkZ959m6Z4BAMh0OdnZ3p2bNnOj4+Vrfbfa6gdCUvJ2Q4cUSn02k4m4ATsnd3d5e2+iXDysnfbgCdmkYmkTaxZDvJLHrWtNPpBAeddtm5XC5k4VutVjjTBmNDNpWsI0bUv5PJ9vM4uA+GHaobFAaM53A4VLvdTjiENPSQrhya0WiUOM+CsZIUEhTeHYn7+5hhEMlaUmxbKBQCbaRUKmk0GoXs6qsIxhAnhoDjTbOA7ogRRJO9l66ysX5eijsgjJ13noPCC1rCeiRoIOsMYkXG1VFEd17is1u8iJp1B7LE3zOvoA2cF7K+vh7QIXfmCFTImF9eXurJkyfPnfMzGo2UyWTU6XTUbreVyVw1DNne3tb6+rr+9E//VKVSSScnJ/r1r38d2k5fF6V5mbAuoRWCrHqCAQedtZ/P57W7uxvGC6eq2+2q3+8nHEXfg+yvtbU1VSqVULfndaPMJXbIHXdHEaBHgphB1wU580AJXTQcDkPDCahWHrzAbiB4pckA44NumEyuWkWPx2Ntbm6GM7ec9ubJSSjANGaRFskeR24Gg4GGw2FiTKCKTqdT1ev1gJyxfhnLbDYb3s8DbZ8f9o2kcH4Zc+tBCOsbuw6CgfB+Pv8ejE6nU52dnanb7QaHn32N/q5UKqEdOrTlwWCgTqeTCIqdYrm5uamtra3nAiD2Bk1JYKdQ6O/1Z7E4Ig+KC3LiiA17BWomugT7QVLE6YIkw0AYb926pX/1r/6VRqORvvnmGz18+DD4QtedvOWajH+j0Qi6eSWr4Oe9lI2NDT148ECffvqp/vmf/1lff/31G3fzQMHTYYWuP5eXl6ETWFwM6s4ljtVwONTGxoZu3bqlX/ziF6EYPhY+HyvbHxLoCRiDZrOpdrsdqDQreXVByaPox+Ox8vm87t69q7t37wbqBoYbWooXrjJvnrWMi6Cz2Ww4AwTDDP8eWhrB88XFReLsDO41n8/DwaVejFqv1xNdxDzLyneMEcaWINozxXQJ4xkxlgRtTsvEoUbG47FKpVI4sNTrnyQFeodn/mMUjDHA2aXrmBdxQ7daVnD/MnITRbbuPBIM+BkeUNxYa9PpNMw/NTN+nkcmkwmd1yaTiW7duqVyuRyywlyH81aYF//uqAKfJXikPoIvD2RZ3x7ocw5MKpVSuVxWqVRKdPDybDbzNZ1eHfR8enr6B8duNpuFOf3888/16aef6rvvvtOzZ8+eO9DyJsQdNfS113kwtzhN5+fnKpfLqtfrIUGBLsBR9uSYz8lgMAh1Q5JCUOC6nyCzXC4nWtATLLOPGDOSX9CPQKbQXTw7yA+d9RxVcYSX4MY7VxK0EhgRRAyHQxUKhbCuYr0gKdAkJSVatXM/L4wHcXddSmc9KHgxZTaTyYRAxpMLTismyOl0OqF1O+yMbDYbaKoxSssaYI94wwXehet70mE2u+ryeHR0pPX19XAYKoeckohAX3KtyWSidrsdxt6THfggzBlj6AEQ7yItgnpHQGKd6b4MCRvuSwMgtwUkogjYcrlcsCG+3j2Q5LnW1q7O+6lUKmH97O/vh3V53cGPsxhyuZyq1aqazea1If7vu6yCn/dQHN6/TrQjl8uFwjjPXpNhYgNLC0jbnbxcLhf42TisyzIuKEgcsTgIepFQE+EH5JGZuW5xGgIG5acuZLLPz891enqq77//PrRCHY1GAa5fW1sLTqD0fMvZOCvnc+1Gm8wU8+gHzeEMg454U4F0enEYJRk4P5PDqTP+hUHLZrPBGEoK63U2m6larSqXy4WaMpzfTqeTMGxOq6EwnOs6hYvPsk99TbGueC9fy46CgsydnJzo4cOHOj4+1vHx8Y0EMgjOAM6m1+8wt+4c4STm8/nQWrpWqz1HnyUR4k4xzgSZbwISPgfi63Pr4+8UMkmJeWCOWSvSYt25w+Fte52+wvW8cQN1OgQ+2WxWm5ubCZ38KoGpB1eOIJXLZVWr1RA03BQFjneRFMZZUkAe0+l0yNwTfINEsm6p38IJlBbIC+OEvSCowWF3/cAcx064O/V8p3Cd5ig026HWx1s0owO4L7rFD591Klc6nWzVH1Mu0+mrmh7OR5MUAiZQ9GVUMIIZXx8E6NKifTP2FuSoVCqF+hVHcAkIWIcE+vP5on7K34tAjLHwZIwzMpwex/t40wk+6xQ35pr53tjYULVaTdR3eXe0bDYbPuuokndEYyzYnyCFvA/NI/hinlgjXpfFPLsOj6lwBJKMv+91gnJ/Z5I5UHc9EcQ9vfEH+yKmdN4kFc111U3ajPdNVsHPeyhAur1eL/BG31TS6avC7c8//zw4Lygtsjo4AVCEzs/PQ9ciDHe32w3d4aA7xZkGoHQOUHN+smdZ4r8Zj8eB1kCRM3SH65R0Oh0yPJeXl+r1eh9EgSDI3Xg81m9+8xvt7++rUqnol7/8pXZ3d1WpVLS3t6dcLqd79+4lqEyewYyVPxQyqGwEPGTuocLQnQYn0ikL5XI5PGcqlUrQMr0Gw7nqMQ/bC49xYskQc3o9Wf1OpxO64rTbbQ0Gg5AMwGGnSBeKIIESbZ1xungeECu+e2tbRyvI1tK++eDgQM1mU48fP9Z//a//VY8fPw7F0Dcl0F/X1ta0ubmZoD3i8JIFPzo60unpqdbW1tRoNLSzs6N6va67d++Gblc4bpyT47QedMxsNtPBwYEuLy9D0MT5PzQ0cIeacR2Px2F+KGJ3imW9Xlej0UiscRwWUMpqtZpwVDzQxVnMZDKqVCqhkQKF2MViUTs7O5pOpzo5OQldEl/GoZnPrxpGjEYjVSoVffXVVwFluHPnjsrlsh4/fhx0kDfvuC7xRAA0N4KdUqmk3d1dNRqNcEAuZ4ARUA4Gg4BwOd2V+aFDoSRVq9XQ3AIU1ovovY6GgNaLzP2ZsX2dTkdHR0eBVrSzs7MUDZSkUqkUAgi6sIFCSgqoZCaTSXSD88CLQOPevXsJSjf0OwJBdBJNY0A0QV7QW6CIs9lV50TsInaUNX15eRnGCx+AAL9er0uS2u22nj17Jkmq1WoB5cTRX1tbC7Qxbx7ijYx4FneWSfKQVPCEEokpdD2BXL1e187OTgK5IVCUFkEfeoAES61WC+guHdTwQQg4+Hy5XE4EP+hQ1gwUO6dAEtB4QM0zFIvFYFeW0e68FhO6LONG0MhewofweznKSNKMtXNTQsANjfO6Eab3VVbBz3sozjW/TlRiY2NDlUolcb4PTpjTVFBAGAEySI74vAj1QTzb5wWePyROC/JzPG5iM3tNyk1mZd4lIUMEdx7+OM4E2bxCoaDt7e3gpLjDKCUpCRhIjJNz1UFXMCKgPk5PwFjE7Y3dofCg50VCMAblJZVKBcMDrQwDDmWL7okXFxeB9ubtZrkuayU2qLwHhpfnJHjwhgYEh3F2EGf97OxMx8fHevz4sR49enT9kx8Jzh/0o0qlksiCewcmP0gSZAAK4NraWuiORc1VuVxOOLSOslL/Qzc+1g8Oo+sUxgq94M/nDrWkQN3EufYMNxQWd6I8eEb38d2Ly6nlKpVKIZBnPl9Wb3jDDPQqCIakgLK4k3ad4sgP39PpdKgPmE6nwRaAuHrhPc77fD4PVDMXd1ihq2FXnI7mVC/fQ+gknxenp1Fnw17yzmi8i7TYqzwzdGlHNX3PMuckY+JrFotFbW5uBtTakR9pcbYR9/R6GEcxQSg8O+90NenKkSZZwph4Rzz+zmsF2UMgp+w1T2b6Mzmt3J8lDj6YH9aFUwb5O4I72ALYCe5L8MBYOdrFOzM+cc0QesNratjnTm9jXH3evSbQbYYjR96Wm+dG5/nxHnxxH+7NHkJXeOC8LCn3KrrideSmmELvu6yCn/dQJpNJKAZuNpvXlgl0R41MgRtDAhsyNtB7+JtOpxOynn8IKYkpSS+jAAaDgQ4PD9VsNnV0dBSaHVy3QwDKhLP0IULFGMLBYKDHjx+r0+mo0WiE7B1OLFlSN4KpVCphKDDOTpsEwXNKjAexZIbjdcK9OEBSUiKb6rUn3tAAw8bJ9dAwPBjzzBwBHsXqHtT8kPCcntXD8Hm9AgbY6SXSwlHrdrtqtVoaDAb65ptv9Pvf/15HR0eBDnbTUi6X9fHHH4cCeK/tgCbD3K2vrwd0aG9vL9SCMO/u5HgzBGoJfexAYVKpVAiKWVsEVx4I8B1Hg1bZ7rhPp1MdHx9rNpuF9ssgWziAcftbRxLdce10Oup0OqFdrNNjcO7eRFjjUIZyuVxofz0ej3VychKQhZsUghQCWIIM9LvX/9FJSlpku3kXaVFTJClcT1KgLxNIx7QkR+KQuG09lEMSVSC3UtIRZl85bU5anNHlOgw94PuUfY3uYw+A1GCHcJR5Ng+2nDrFuKAXaBrDniLZxFln4/E47DVvlz+dXjVTcOSMekD/bExNZ/x5Zg94mAMPCtn30AZdF3uA5zYcH4I5YK3EZzu57ffgChvi64KAijlx5MaTR+gSEiheb0nwRRvyZewUHz/sIHragzL8IdaDB5WsH7dxHrB2Op0wvzfpY4DOz+dznZ6efhAslpeRVfDzHsrFxYUODg4SRvg6xI19XIOB4oOe4r8jUOAwv0wm89LBj9/zh4Kf+XyubrerJ0+e6PT0VE+fPtX+/n5wVq5TyErxXh9ipsQh/t///vfKZrO6ffu2ZrOZKpWKcrlc4OyT7SX4kRQKW6EsjUaj4HCmUqlQDI5DwbrCqHFdXxfZbDZQbThk0jn/GGmCLxxud0aoB/BgSlLi3gRJpVIpNB8gqwtlyteqPyNG1B1CnAyez40je8mRDenKcTg5OVG73dZvfvMb/Y//8T/CmL4NqdVq+tnPfvYc3dCDAp5/a2tLnU5HGxsb2tvbU6lUSlBpKJbm3+l0OtB2vbA8l8vp/v37qlQqGgwGgXbozga0M/QTTgxf1WpV5XJZ5+fnIVvebDa1v7+vy8vLQNdtNBpqNBohUOL5qD/zhh6SAgrXbDZDfQmOGeuKehdHkF5VGFs6BzI+OGB+PtJNCpSiWq0WnEQoZtSgEKQSdII24ByzJ0qlkra2tiQl6Z+MI3MpLQ6AxZmUFln9mC5NTQ/NBlKpRbc20A6c+Xgu3J45xZHP+lrn/qlUKlDCWQskKM7OznR5eRmCP0cJJQVdFDcAAg0nIPGgADTBEwXOtHAUgwYuBD/OxOBZPFCZTqfBf/Dgxxsa0EGT8ZIUgheQlTgZ5GPImomDJ6hg/re+Z7zWiHFDNxK88c7eLMcpi34vR/Fcb+G/+NpwxgEo9mg0Cod/e/DjyA41o9CnQZ8J4LAbHDI6Ho8DbT8O8K9bLi4u9PTp03Du2Ko51JWsgp/3SGLl5ScHv6nEwYiULFiXlp/LQFbHoXOHVj0T4/dyLvYPQb9+Hac4kD25qYYHNxH0uHPrRuJdhKLdiPDd58cpBR5kUDMAfQnF746q0ydiZIe15OtCWhQZ+3PxPE6XkRZUBaeVOM0E8Xvyf4R7u0Pg+8CpD16n4EEQz+51bbwLn5EWKJs/Q7/fD7VttA9edsr564o7fDHdjqynHy7J73BiPIPKHvQ6Hc+6Q2UhMGX8GDdorFzL9QiBps81f7eMLhv/3xGEWC85tYdnQq9xnTgj7LQWHMO48xYOIoiZ/w338H3Fc0K95P/UhHhLXcb/ppMyjBkBHe2poaX6XmMtxBn0ZQktd259rJkn/5sX0YXia76MDXGUIZ7TWLiO73cfa67n58/4OvLrMJ+eWInbvvu4Yd/jsWGvxnoZXeo6MB4PR2mkxXlcfo8YNVmmF91uLxtfJLZxfGZZkOH70fcd3+Mvl/i54nXi47CsaYsjYgh7zlEqKLse9BG0+v6dzWaJ5FbMSFm2Nv9Q0vc6BL0qXa1lEo3o0Q9VVsHPeyKpVEq1Wk21Wi2BvFxH8IOi2NjYCO0v4+5abG4v6mOze3aIDRUbyPh+fh6LK+hlxhIj3O/3Q6MDHEIcpPdBONXdnaXz8/OQCXoXhPluNBqq1+uhs9v6+rpqtZru3r0b2qFj+KGvFQqFkPVqNps6OztL8Nk5xRzH8M6dOwnDTPYu5sr7WsKhhsPsyAEJARxx1iUOG/uFDCJdnzDo7og4N51sLdcHpZGUaACwsbEROpxhRHH+2TOgBRQbQ8k6ODgIFLHLy0t9/fXX+ru/+zv1ej09fPgwjPHLrnV3UmKnTLqiH+3u7iqTySRaTdN5bWdnJxjNSqUS5i5ufiJJW1tbiXNyCBoxuGTzyXx6gAMyc3Z2Figq7XY76BeQQaguk8kkNDJwnj9Z5tPT09BWm8/gwGcyV52c0GcUhkPhcsdrWTaZ+ebzTpsjswsFK52+aivcarXUbrcDigVNivOzWAfQicrlssbjcVhLIE78Dc0vQDZuKmM8Go30+PFjnZycJAK5X/7yl2o0GgEVwCH04BSqotdGYafYs+x7nEUorE49Yy9TZ+ROrbRwOEEApEXwwLW5DoXv7HuQCVgNrDXeaTqdBoqkJ6263W7I1oNoOxWPIAT0jnv5WqYzIOcEuc2jLs7XbyqVUr1eTwQ/vkZ9fNmjjnZ4ADYYDML+4X0d/Xa0in1F8ODj7kkTngNdWavVEr93vcffS1fsAM4c4neePHWdT62mC6ijpIA28swkrdDDpVIpJGWYU5p3+FiB9oB8FovF0MCG52232wkfx30XdB+6zpkCXkN8fn6ura0t1Wo1XVxcBJbETQgo2mQyUaVS0f3797W+vq79/X09efLkRlGnd1lWwc97Iun0VWvNnZ0dXV5e6vDw8FoONnWDghGKu2e5sltW++B8X0eHUAzL3oUAyx2OZXx5z1DAOe/3+4EC8j4JVBYy4KlUSv1+PzhEP7b4OqhWq7p79642NjZCh65isah6vR6CAeal2WyGgzdpDHB8fKyTkxNJCgHGbDYL3Xk2NzcDBY7ghM/GGUanvbhBjZEXusVNJpNEHYBnsJ2XHWcHfa0zDu4QENwT/ODsw/vm7BPn5HuGHwqd06Nms6uDW/f390M3w/F4rH/8x3/UX/3VXwWD+6rrwx22ZcatUChob28vNCTgDA8Ontzc3AyODY1QvEgdx4L58+DTA5t0+qqL5NbWlsbjsR4/fpz4zGQyUa/X0/HxcaCujcfjEAxwH6hGOJyeNEFHeL2Erx93tjc3N5XL5dTtdkNnuXq9HpxLX19OR4mzxaVSSbdu3dLGxkYIcubzeaLzX7fbDfdJp9OBhjWZTML402mQJjMkFWjokcvlAkUQJ456qpvs3HRxcaGjo6MQRPA8n376adgPvs4J8EF72UsEb15TRZOBcrkc7AwJIUfoWFPeQMfRCq+jYI6hncVUNm//TMMNr8MhcPBkBR0pnT5F23nWbbwv2TPohUKhkED+SqWSKpVK0COeSPHkgbSofwH9w7FmjKC5OYpGQODIkAen4/FYZ2dnkq4SIN4CHloddtkphuyBZRRBTxTkcrmQKPHkFAEqa4LxjVuN837z+Twx5zHqnUqlQgBO0iaTyQT6HuPGfoWizR5MpRYUTcaX9cx9SbrQZe/8/Dx0LWT/sdb9qANvf+1nxvm80CW3XC4nGv7clKB3NjY29NFHHwVK9/7+/ir4Wcm7L/B4Y+X/JsgPG5HsWnxGD8bPnQ02s3dB8YyXZ/tiZYksozAsC5TI9FJU2uv13tvW05PJVQcxHG9JiaYSP7Y4p3pzc1P1el25XE47OzuhcxBNDlgztE7FQJChrdfrCSqCpJBRi+lWOB00OZjNZolOUHwWQ0amjt+DyjjSUSgUwrplPSKePXbD6g6vU4timptndnFwKLSPz7dyWhjO1mw2C04itRze+Q6n4E0cXKdt+WGPzMfe3p52d3fDmA+Hw+BE4GTjMDCOnrnHQXKaHE5uHJziRBL0UdxNHQMZckfM/Iv6EE+SxEXWniXmuxdvU5PCHpxMJuF8KPSezxHriO+sYebXz//w+fEmGwQN5XJZ29vboSYEFIeGBh78UGvGGLF2nL5DsH2TdBlPcHkHT/YNeplsP/Vtvt89iPHzVpxJENf1SMmDJ31+mVOcxGXMAg/6PVHH/LKvJSWCLkeufI+7HXSkgcQICQAPnJxi5c+aSqUS9R/sbbfhjkLHuoexdHvrf+f7EXSc/cg6Ze0zj/F3R5ac0REni5hfTzywXkH+vIOdB2kxsuOJJ6e5ev0RayCmNzLHtMRmz7MO0Cc+t54wRo94IOU1mf7+BM/UbFGDSYAGks97s+7dP3MKHzWK6+vrwceJ6YE3JbHv9SHKKvh5TwQnb3NzM1E896abJZ/Pa3d3V4VCQY1GQ5VKJUF5QzF41sepBqPRSK1WK2SJUCI4GTiHsThf9kX0OGlBv+h0Ovr222/13XffqdPpBLj8fRKnUUiLAxrflQLEXC4XzvP4+OOP9fOf/1zFYjEUoS8Tui3R7YoidzfeXpvmgR7IgBfYViqVBP3EHVtfixhGjCVtgeN7e5AC/QXHVFLCGY7pHZ619oN1oSxsb28rl8tpd3c3GLFKpZLgkc9mi7M73PCDjNEQot/vazgcqtVqaTgchrOFXvccLxyRjY0NPXjwQB9//HFiLG/duqXPPvtM2Ww2nFTvDlm5XA4opSNodD3Csc9ms6rVatrc3Ew0h8DJwzFpNpshqCqVSqE7FmPK/NLQgK5OICbdbjfQ1gi86brF87vzx7UlaW9vT3t7e7q4uNCjR4/UbDbD2TygmBxsyzlXTrnEYcpms6rX64GCx8+dT+/duQgki8Wibt26pXQ6Hd6N9ukEYQQ/t27dUrVaTVAscexILlDcf5PNL3C02Vt088PBG41Gevr0qdLptKrVqhqNRsJpdNqaZ8AJpEAMSVoQzHngAxWOQAO0o9vthn0dBy8kSAjOzs/PtbZ2dVYVz4Yj7sgC+xLqKb/nb9BFcbMC7gll0zuUTafT4BzzztC1GR9HRmazWeiiiW1wVDyVSoXmLh4IeIKR+4KsMPbNZjPR2Qz950EdaAv7HSqoMz68yQJr0/WGJyYJinx+3OlmztnX6HOQmbi7LGuFsWbcoJH5tUnkeCMJ5gZ9AzsAu+PUSuaVa5GUY1yHw6H29/f1/fffB71AIwferd/vh8OLnQ7MmNVqNX3++edhTUDtu6467pX8sKyCn/dInCMdO5Jvck0y1ygLlL7TehxGdy4yChAEwz+DcxtvZFeEy8Q/D0+eFrMoivcV+XmXCwyB/3F2arWaSqWStre3VavVEsaYTN/6+rrq9XqoVeCQUtbpMpTDs/PSIku3LNDm93yGtei0Mv5GWmQwnZJAzUk2m03w/KXnO0hRdO5F2THqQ1YY1IAaKEcuPKOLkUagB52dnYWAwQ0z3d8chXhdSaVS2tzc1N7eXiL44eBKaG9QaNhbTglxZ8Wz+FKSmsOzOvLD9/Pz8+Bk5HI5nZ+fJzokUX/F+HnhMLQQ1ie/p/4IxxFHjeDHW/ETSBHAMXdcD52Ko0fg4/Qeno86AAJGp2U67YWx83a7BE/9fl/Pnj3TeDwOdQZcu1gsJiiSPIcjPz4vNyU+niA/rCEPLtfW1lSpVILz7DVungHns47msGZi+ik/4zvzy7xmMpmAZsaOtQfAfJasvu9LRxAcgXJEwtGOmB7rgQM1JwQnBGpk/tFV3jDCkROSRgR8jL8H3zj8Pu48f/xsvBPIa7fbDXvQG2v4GMfICu/uY+PX5x1cV0JPlxbBjyeVfPxjBM6TrgSatFknoGQfSUq0iCYJhh2RFglWD958LLk36yM+n8rXldd/rq+vBwTcW7/zWd6TdR8HfLw/yI+kYMNuOuhxiuGHHmCtgp/3SF4Epb6JkBWjqB3nPObbuiKIFTf/hm+9ubmp2WymbrerYrGYODTsZWQymejs7Ey9Xk9HR0f6zW9+o7OzM3333Xeh1exN8mM/NEE512o1ffXVV6pUKvroo49UrVYDFzoWpx55rYfXivlnnTbA57wmxo0ejifG1qlXUrJD3jJHhXfic16U7HUKZLFxYqhfms/nKpVKIVDybmsYSrK6UJl4TqfGSEo4Bj5OZJcnk4lOTk50enqqwWCgZ8+eaTAY6OTk5KUDHzfyjEuj0dC9e/dUKpX01Vdf6cGDBwkjDNLhATmBIkEFhyWSKQe5YX/zczLZOD6TySQ48tLiEE/mkPciS886c+68zyVJGbL96KVer6f5fK6zs7PQBACHCIc0m82GNrWsvzt37mhjYyM4oqwHxiMWaG6ZTCYgWyAEHuDxXjFdC6oMiSZQhN3d3UQzBlAuGoXg0JEUmE6noa4sk8mo1Wol6EQ3JTwTNWn9fj/QJZkrnEA/1d73Jnsi1gsxrS1OnuE8u7NOIOtrxZ1gPygWu0MXSg8YWRMgrdPpNAT9s9kszLXPv7TQlwRU4/FYnU4nJFJweJ0G7LorprQ58wF7O5/Pg85xui8ItSdtoE5ms9lEHZOPM1RKp3lWKpVwSCvUW+rLUqlU+JzrrZj9QYKJIwQ8+PDmFk5d80CYMWR/kEwlaUBQwM/Yq7yX631fS9IikPXnJ/GFLuGYhWXJhGXJBSjhJF/QezQsYK8yl6x3D7hZE8jGxoa2trYC0s9avAkZj8c6PDxUPp8PjWE+VFkFP++J+Ca+zkJXugpVq9XgEJCpgiKAMnbEBycXR2A6vep0BHw8m82CQ0J242Xl8vJSjx490pMnT7S/v6+//Mu/DGf70BXrJo39hyYYg52dHf3Lf/kvtb29rWq1GpQ8lAh3aFgfrBGnLknJrDFODkbbKS5OYYu531CNqDdy596dVHdyPPhhvbJfcMg98CJDC8JwfHys8/NzVSoV1ev10I0Mg+TrvtVqBZonWVsylryLBwkcbOf0u8vLSz19+lTffPON+v2+njx5EqhlL0IJ3cB7Vt6N/N27d/Xv/t2/U7Va1e3bt9VoNBL0mG63q9PT04Sj5JQSR/GggtEhbnt7O3RenEwm4cBaXyMceJrJZNTv99Xv98Oco2NA8aAKuo5hTUEF8qwsiHOn09Hl5aWOjo50dHQUxnc8Hmtra0uffPKJ8vm8nj17pkePHimfz+uLL77Q/fv3g8M6mUzCWsDhjsc6l8upUqmEhA5BD+vKHT5JwdHnvJpyuRzOxEGKxWJAS0D9cKIc5eLaZJbr9Xpwsk5OThJnwdyU0HAjn8/r9PRUrVZLpVIpoFjT6VTtdjvsb5xTX1fMn+/PZUwC9AF2x6larHUobOxj7xJJfZgjVpIS3Qi9NnA+n6vX62l/f18XFxehAyLvNBqNQnE6dC/mnMQQ1G/WDoHRrVu3wplXbrMc0eG5WRseVHe7XQ2HwxBEebKIBAp6lwANBoZfM5PJBBtMoLS2tqbt7e1Aoydg5HytVCqlra0tlUqlcC+vxyGIgbYJoktSCXpYvJ9Go1GgrNPsg7lkX/NOXJOgLp1Oh2ApRuRimqoHmIypHydAoF6tVgPq9DJIKoEKQSf3a7VaSqVSiY6nrBNHnvL5fGj0QVKkXC7r0aNHIbmA3r0JGQwGevTokbLZrDqdzgftR62Cn/dEHMa/zuDHjVCcnXJ42n/mlBDPHMS1GGTBnBfvCFIsGANaRA6Hw8Cb5TRk5xGv5M3FjQgK2Tv+eVYax8a5357R8/Xga8adF6dZ8H836st+HmdspQV9gHfw7/HajakucZaQQIN1CrXEs/wxVcZpc36/+N09SMFhYA9j6FnnOJkvUwPmwSMZVJ6P4IOOegSPsRPJXPr10APMu7RAaOIuXz73nhTx5Ahf7jgyRv4snkV1580dYp/3ZZlzadGe11Et7ypF4EXgydx63UmMJniROXU43MeDH57Xn9vHkrnxoICxcCoO7+TXYI5AHp0+dtPi9CbWK0iZU0GX7Xmem3USU6rizHj8zvE1nZLN3/k6cOplvI587H3PLtu7fl0caF9nMR02vkb8f/+Mr5F4nP2ePnaxuI50p9/vEyPwkhI63d83pvW6TvfP+bPGa5t5iX0TfwefO3/+H/paNj7LdL7P8TK/JUY5PIB+mb0U66ONjQ0VCgWdn58H3wQUzJNxrmvQM/7+6A9vlHNT4jqQRF0cnH8osgp+3nFxJ7DT6ei7774L2a3rkBc5qV4zETuk0vPZZ1dCk8lE3W43BEBOG+Bd3PlCobVaLZ2enmo8HuvJkyc6OzvT8fGxnjx5ouPj49Dx6abE38+5/D9lwaHAeSMzB9KCgoxP5faORojX9Hgg400EvFYIR+aHOgtKCwPCv+fzeSh8jo2838fpXP68nomj4QAFwdC2OL2dz2AkcPIKhUIomPUuiVA1vD5KWhx02ul0Qmvn/f199ft9fffdd3r27Flwsv+QzOfzxHkUlUol1IzQ2e3Bgwfa3t5O0E4xfFC9Go1GWAM4+9T80PCAbKvTzphTGkk4jZBW2SArPm9ehA4Kh+Hn+dAz/qwEXKBnON2sq0ajoVKpFKiE6CUSJhyyS6bVz59iLNFP0NKoybq4uNDx8fFzDhINC2LkjECT8aHOjNoT3hXHkWuBXlCfxr7wbDi6tFQqaTAYBEczduquWzz4PT4+1mw2U6VSCag+2W4PAEERQXFiqjbICePDOBLc+Vrz+iL0BA67JxTcKWbfQmXjfDUPkkAm0um0dnd3NZ/PQz0H68Jpc6lUKqwVaVHDyRpkrqDHXlxcqNvthqYDs9ks1HTFgQ422LuVVSqVcGZOrNcymYwajUZAgZrNZqDqDQYDZTIZ1ev1cGYQ4mj42dmZ2u12QFFJyLCf8/l8aIlMzY0H+p4AgwZH0ojPYlOhtXFdD2SZr/l8Ho5W4PckokBE0bFxMBsH33Egig3wAE9Kdpp7FclkMvr000+VzWZ1eHio//bf/pu+/fZb3bp1K1A/WcvQmc/OzrS1tRX2ORRL77QJZe6mxMem0Whoc3NTFxcXevLkiZrN5o3d912UVfDzjotnIjkTxpXkdUkc/JCBRXFh0OJMHc/oSgyqDNfA6SBDjWEDHifrcHBwoO+++y7006f71fHxsY6Ojq71fZeJZ5jd0f8pC+srdrQ8O+StbBEvbPYzXkBLvOWzfxYnEiP2ouDHHV4oC6xBHJtut/tcoLUs8+60OmkxtzhVvV4vOA843KAxqVQqOLTO4fYidTjjrG+c/5jOM5td1cd0Oh0dHR3pu+++C4Xvp6enr+TEEuisr69ra2tLlUpFpVJJd+/eVblcDlRWfz6cNeaHbml84bxQx7S9vR1osZVKRRcXFzo9PdVoNAp6Abofa2Rvb0+lUkkHBwc6PDwMdCnGbzAYaDAYBFqhH5LpmXGfVxwu9AQoMns1l8upXq+r3+/r7Ows1Cpx5hQBEGug1WqFtUamFseLmkUoaASDBC/lcjnQi6DdMabZbFbb29shAPUgjv3kDiOUrFRqQQX0DlWeYOIaBGjeuvymgx93XpvNpjqdjmq1morFokajUegS6kkInDk627H+eV4y59gAzmxzHeydunBu3XmF4unBlSMZJDJYPxsbG4ngmUCFPYT+IwGBDqIWhjXCM4MAFgqFEFxB8fR5J1AmkIfuSG0Q4ggRNVV+uO98Pk80FqpWqyqVSmq32zo9PU3YXBIW5XI5cf3xeBwSVOhquhyCPrI3oMixlxhLP1uHRA/BObqUBBHjxd5zaq3X2bCGQYH5uXeOpNaXgNVthCNz8X5Aby9D1pahYy+7J+7evat6va6vv/5a//k//2d99913SqVSevDgQSIZNhqNdHJyEs44o86K5xiPxwmf6KbRXManVqvpwYMHgba5Cn5W8k4JBcHp9KKl63Vm+17kMKIQPFO5jIqAMvPWtyBHOCmdTic4OVxzc3NThUIhUaDaarVCW2D+DS//bQjcbp75Xe7Mdl2C0qXjFsgFh5r6OQnLBMPsnclAEdyBjakfBB5x5s/Xn9M53IDhPIFG8VnQFn7mz8Law3DyzN45iXvEdDrGwY2SZ/hjyijP7LU+dHyDNoSz4N2fXiQeBHDPUqkUgptqtapKpZLo2kiWE8fGa6X4TptY3pe6E+aKrDZOnD9rOp0OVDWCCJxYnCwPPHH0KVYnGIrpRCBNTmviGcjGU2PlyQmeww/gJTimNoJ5IhAiQOn3+2q324nzh0D+BoNByIin0+mAAjLPOMwEypPJRJ1OJxxLQE3I5eVlwuEHGSI4c7oW1wbNIPg/Pz8PZ5212+0EshhT6q5TfO8yZ9SEsQ+ps0Fn+vPz7LE+8L2N+M/itcZ4O6Ib2yRfN9gnELbY8fV2z/HY83P0AZ/FqfX5T6VSiZbLBBGe1OGdqXGJ6XQeFBMA+ufiZ+d9GAvWJDotk8kk9rgHE/FYe1IKPeMULAIiT/C4fvYvgiLGFz3Me3qCy2mzHrjEa9jtijNhPDnA38YJTE+m8M4+Hp6cehVhTOJzES8vLwN7hTq/6XQaAmQSI4yhB334Ua8TjL2skDxi7OKShw9JVsHPOy7ValU/+9nPtL6+Hs65ue7gxxWbtxL2DB1GxznzGIWdnZ1wHZQu55VsbGyo3W4rk8mErO/6+nqg5VDkB/3o7OxMo9FIjx490unpqTqdTsgK3qSkUlcFnl9++aVms5l+97vfvZdnCb2qrK2tqdFoqFar6datW9ra2lKtVtPu7q7u3LmTyIy5YXLj7efR8Fkc/XQ6HbKr0iKgoKgfqhAGhJ+RZXT6igc0ZBV9HwwGAx0fH4eCcIwsz0lQjrPip317hpR3xTDybDisPBeG1TOYGBZ44FDJxuOxTk9PdXx8rGazqWazGVpM/1DbdqfagOzQAIBuZtvb26FpALQznPj5fB7oe2trawEtIvjyhgY4mZlMJjj06AOv+QA54jwSRz+ePXsWxpvAB3oH2WAcYm/pTVetra2txLlg0GHb7XbQNaVSKRHUkV2fz+cBoTo+Pta3336bOECWoAudBu2OwC6Xy+n+/fuh89LJyUlAMymYB83Y3NwMXeM4g8xrw2iSsLGxod3dXd2+fTuBQObz+RC84sjhTGWz2dB8w2vCRqORfv/732t/fz/QPkGDcPhugrsfnzUjXTmkT548UavVStAYKX6/vLwMTTC81TuH57KWGH+nLxEogWJks9lQsL9srXrSw/UISEEul3uufgtEl/t7NzDWilM6sYHlclnlcjnci/c4OjpKBBbstVKplPh7R6pANEBhCQxAluKxcCRZUmhENJ/PtbW1FZBVzn9irBzljOeQZBBBGckDEi3SAsWL0SCQM6f4gpyit3ludBFNkdAprCtHZZxKSkDtz0bSwJOwfJ5GBoy11zCxBrxjHnNGAPwqwl4FoSuVSur3+/rbv/1bra2t6bPPPtPHH3+s+Xyuu3fvhsPC6/V6CKaxIeVyWel0Wr1e70aDH6jHNJGglfhN3vNdlVXw847L+vq6arWaNjY2tL+/fyPZvRj58ayKZ67iLioEPygjBOeGrClOcafTCR2ycMKGw6FOT08D/Qhub7PZ1PHxcYDm34bk83nVarVEhi4ea/7/qpmSm6amvK5g+MrlcnBeoHSVSqUQMHhmmu+sA69VYQ1huMnUeVYOh9kPb2Q8PbBwfr4bSWlBj/D9wFpz+oZnhj1TiFOLMxFnI/2LrB5OCnUKoEYvQn34gkqII+vIzx9yVgmuCHa2trYSh/PhGHI4cbFY1NraWng/bzzinZ6oG4TeRVcp9j/zCr0HZMxRON/3jDudozx7TbZYUsiakwjxBhCe5Wf+ZrNZwsnHuWbsmevZbBZqU6hXo1EK88A1efZyuaxMJhMarHjgNxqNAq2NOgoCUV+voEF08QPlyeVy6vV6IRAlQOH+BACOtDKOBAwg/X6WWrvd1vHxcaADsZ5jx/Y6xZ1EBH09m820ubkZxsfpZ+gNgh/Gz/eJIy28vyPErAnWD7Qv3tlRR0mBYu3r1IMJR6R9XTpN1QMM1wc8B2uYa3I2l9d1OdXOgxvWvbQIPjzx6Ad7sj8dIXJ0y4MXAhWnAxKQsI/YkzES5gitnwPE59g3khJjxvw6Ugct0+eT9cxneAbX8a7z/V15J+aCcQW9fxHy46igtAhufD5jO/Mq4slen7fz83O1Wi2l0+mQ3CVAAvXxs+QIzECzSYbclDj6z5qIx+pDkVXw8x5InN24bnGnT1pAo2Td+Ix3TfK/9aCIv+cEdi+QpGUnmc2zs7OwETEsZIYvLy9D73yU300LQdfGxoZ+9atf6c/+7M9CBpHv/X5fksIBoBgMpyxIiwLM0Wikw8PDEOTt7+//YKb/ZQTkg4wmTuSrXgOlW6vVAvrjPO7BYJAwFtAomC8MEMiPK1CMnNMU/Fpe2Eyw7A4Lz8i1pAWNAmOOMNagCDhgMcUhnh83+k4T8YJUN0Rx4wYvAk6n06FWyjO8BBfdbjdQOelgSNZ8WXc36k/W1tYCIkfwwx4i8wgVjLobdwhns1lwOHO5XPh7nFVqFry+j6wvwQHOPiidtGjggOPAWEIH9PmTFNYNzhwIErqiUCiEINNre7g+joN3fQMxIpiQFAqIa7Wa7t+/r36/H5A2D4BBjjwjzO9ms1loaMFcs15Ajvh9Nnt1cOmdO3c0Go10dHQUWsgSCNHJz4Px6XQa2idPJleteKHgra2tJQ6mdAolz+lUMJxw6e0lWcggg6yUSqWASJIUY536ngbppHEDTh9jz97wRNxoNAp6Fwd7WZ1fTHuKdQ5/z7oCVfEkBHbK1zIoJXudOWDs41o69qCjHzRMcOSHL4IpSSFBMp1OAwWcAC5OzvAeXN8TL/7+jljzzOhn3gndFlMJuZ6PEXrP20cjfn/0OfuH56QWj7+PA5gYZYSBwrvgT3gikvUFRZY1im1AP5Egw17ARAGJeR0pFAr6+c9/Lkna39/Xb37zm5Cw6Pf7ibOBPDBz21IsFoPPRMDsjRluQjyo/xBlFfy84+Ioy00YNjce0sLRZPNSOwA3nS5z7mDhPPpz4pB5ZgXDKEm9Xk+DwSDRFYlMMoYJh+W6aRzLhGz0wcGB6vW6/sN/+A/6t//232o8Huvk5CTQUJ48eaJ0Oq0vvvhC9+7dUy6XC8ic1zZgLE5OTvTXf/3XOjo60t///d+HszneRNLpq7NROG8AY/qq18DJ3dnZ0f3797W7uxsKuqfTq3MmcPRACwaDQSLj5k6QtDBYnpVd5qjE9A6CBugxnpXEKJN19997VhFEhSDIlToGkOdgrjKZTKg/GwwGwdnM5XLa3t4OxtSRA+nKsOMQYdQI2CeTSQheJpOrznEcxHl2dqZOp6PT09NwNs2y9Z3P59VoNFQoFPTVV1/po48+SqBZnmHGSSPD7N3ZoOewv3Z2dpTP59XpdAJCB9rnWUHoK9AWQV5AlryDlTuN7GGcnfl8nnDoqInwOScr6gH1aDQKHSNBZFkzjL8XnONol8vlsIZwsL7++uuwbnHIQJskJSiSrJVSqaR79+4lOvmRoGGuuebu7q4khSQAXeC8YQZjyf0vLy+1tbWlTCYTkAP2D461O+SeZJIWBwdLCn//NvQkcnl5Gc424Z3y+XxAwUqlku7fvx8CSNYi3f5wxj3RMZvN1G631el0tLa2pnq9rlwuF86Ums1m4fwxD4DcWfZgPQ68pEXSAucZPe1j7c0CisViSF6QEPSAxGmTUD1J+hHkQ6sj0Oc8PW+4gJBgY3yHw6FyuVyCIsm84xg73ZcgFL1LkgmKrHdjcxqm1/zEvgDIHQkDbDJjhx0hkGdfsd+wT9gPdCgsD7cV/gxuNwh42H+O3Pjv40AQ34UmDegXxrrX6wVE3OfhVWRzc1N//ud/rs8//1x//dd/rYcPH4ZxbrfbQZfiI3gtlQenqVRKJycnKhQKwY7dZPAT2+YPTVbBz3sgrwvNvuo9XoQu+cZwdMcVUPz3ZJWctoSy9Z/HCs9/97YQH4TM/8XFRaifIKNMdh5Kz+7urvb29v5g8JPJZEIb1e3tbW1tbSVoGY56vAy65/SLYrH4xpkbDwQw5p5dj/nXHnQsC0w9yHhRNpEMbUwXY/4xYo7O+N/GtBnPMMbP538XBz+8K/+OvzCojm54hhGHztcuxh7Hi+fyuhj/WrbGHSWl8QQ1Se784jB4YbUHmDwrKJGf3eSOjweizHuMZMb7Hef8ReuW+y/7O8bTnRwcVp9j1wG8n//cx9Dn2Ocvbrjga83XvxcuQ6mkPoWaK6cNObWoWCyqWq2GTl4EwKBdTgHl/VkP7hy6jnedj5PidDCfZ8+Cv01hbqhdmc2uKIocch1TKUlUeBAa71F3nl+0n+N39+SdJ0teNEb+ef8bv0aMViPL7F08V8uoZcwv1/N1y+8JJJ1Ktozy6/93NNWf4UVf/i6xLlsW/Lh+dX3m7+x7Kl6fBIFOfX7RGvdnivUY8+HO+rJ59jH39RV/ns+hQ95k/2QyV10gZ7NZoCTH6FQ8zr4m43d9W4FIrMM/NFkFP++4YDhRQtctngUF7cG5Bn6l/oXMpTufXqPhm9sNAJu53++HzyM4eanUVTvN4+NjdbvdkL19mzIajcKp999++63+8R//UaVSSbdu3VI+n9fu7q4ePHigVCqler0eMpBxFlNaUKRqtZr+6I/+SJ999pm++OIL/fmf/3lAkaDj/OY3vwmNHmiJukxw0jY2NnTv3j19/vnnarVaOjk5UbfbfaV3dcoGmUuy1ARViBs3DJA/Exx11oR0hVzgBBEIOlpCBtQdYs9AklnPZK5autIli+dxKgp/z/qFe89ac+SGdyiXy4nT3EE5d3Z2NJ/PAxIiJZuCMNfQwtifIE04s6wFX+s+3ssMjhvoarWqBw8eqFwu686dO+EcEeYFZAkDyvxQJ+LBAJlfUAacJU6fv7i4ULvdDs/gQYik8H7z+Tx8zpsMEDjgxE2n00BlwxnM5/MJR86DN5BFX5egSNPpNAR3s9ks1AVS8E82OZtdtPJeX1/XZDLR4eGhBoOB5vO59vb2dHFxoWazqcFgECiE6DfQr9u3b6tarapWq+mjjz5SoVAIX1KyzqFarSYyzOfn5/r8889DveI//MM/hI5z+/v7icz12tpaoHKhe6HW4vx7IomsvWfLvZ32jynozWz2qtXzkydPVC6X1Wq1AmLBvuHQXZ7bnX1H8yQFZC2bzWpvby8RWHhzAHe6QWElJZAffobOcSR5WVKFvcwzgKyityQlgjjWHuhjKpVKoJzoA6hs7BXpCoF4+vSpUqlUoNtyD28jD7LCHoM2ht4C5YkRDE8ekVjx/e10V75ms1lo1IJ+dFodz8peo4ENz5zNZkMdIrrZbYijxR4EodccufK1Li38CRKpsY3x98IOg/yQ1OAzMFnexLeiEUulUtGTJ0/00UcfqVQqqV6vByYF93e952PNWnFE8CZrnefzq5rIp0+fhuTFhyar4OcdF1eSNxX8uAPMQXoc9gfCAFzsyjDO3rnz5m0bUb68g2decSilK4eq2Wyq1+u91Cn31y0ondlspqdPn+rhw4e6deuWvvjii4DeuPxQhoZx2NzcTGTtcdx///vf6/Hjx3r8+HGg9+C8vkhQ3vl8Xjs7O/r4448D5edVxbPrGG5JAW1w5MUNJU6LZ6u8ABUnGfrFZDJRu90O18PwY5A8eHG0AuoTawfjwbNTiO6BIoX9ZPJwigiKPBuZzWbD2R6cKQU3G6qnZwRZxzjq1KbxftRHOV0prsPw8X5RgItB3Nzc1O3bt7W5uRnqsXh2HA/WFXQrpyXiYOM4E8yxx3kXqDm9Xi845xhkz+yzRrwIm/VRKpVULBZDfdPFxUVoaOJoojtR3m3NC6BZbwT60+k0gcBRM0KiIB5rHKrJZKKzszP1ej3l83ltb28Hjv9oNFKhUNDe3l5oDw7Xfm9vL3Sk4sBCkDeQDW8fnEqlQhHzdDrVZ599psFgoK+//lqtVksHBwc6OzvTycmJpCuKDEjScDhM7BvGD7qcv49TDSmidrTsxxTfX6enp5IUzjKhjpCarfv37weKoyOI7vwxl9iaarWq7e3tEAB6YwGnQc7niwY9rCESdK5H+BwUTtc73tLdA3yCkfjMKl9/3IvOht46nrVC7ae0CBLG43FIet26dSvsdUkhKKH9u6PIJAGq1apu376daDTgiI2jtzFtjnHyYypApmit7oL+8gTQcDhUu93WeDwOwSV6gc54jAPIniO63Gs6nSYSNf7lTQJIDpBoZZ7cH/G14DrGD+yez+fhzLIX6eOXkWw2Gxol3bp1S7du3Qo1bawx94X4t3cm9KSKN4C5KZnP54EuiV/3ockq+HkHBYOHo0NrQhCg6xRX8q7Il8HcOEfA2LPZLFBEYs4wig6nRVq0YcXR5Xc43hzAhlH5sYQxwdEgKHIj6Vl4R76WBUTx5zxYzOfzunfvnrLZbOAgx7QC/o9hgI/O872O4kYhUyshXRl+AjFHYWIaiAev0vP0FGnBJ8a4kgFE2WPIWScYR18/8RrB8EtKcKL53WAwCCeq4/hj4PhZsVgMRp73hPrlNCnWwTJ6i1NSPNPIOEnJrDCfJcNGbVG8lzmzh0M7ObjUM7mMndOD6CbHOmDsCWT4PO/E93i+4jUdB2/Ozfd9S90XwS0F7SAycRtzahdwdFkXBGeORs9ms5DBZwyZd3Skjw3BEUGTFxmvra0Fiur29rbu3LkTkE6cFKiu0N14dvY965j59jknEcA+5TT3+XyeOOeGgJyGF07f63a7ifofaYH8eFdFdyiX7X/P5rtT6Gv6upJpHtwjNHpIpVKJgLfZbAab4Wcm8fd0twMhI+gABfZ9iH3BrjDOUrJpT5xARH85Guy1fP438Rg7ysR8olcmk0kCBSeQ4t086SMpJAhZE7NZsttXTFfj3+gvdBkIqyeSXD+5XY7tU4zwL6Ob+ef8eUicTKfTRN0utsLb0fM516XeGdD1UUxPI5D04E9aJIpi+usymxVT3RgbahnfZC/4GBKoUcPDs8KoIVnCu7guJ3nnPsJNCkEP645k5YvqUH9qsgp+3kEhK03B9OPHj0Om6bo3BQ7vbDZTuVwORjqmoTgdxzPQHhBICyXvnVwc8fCWtmx8Nvzp6akeP34cHMQfS6DXnJycaG1tLVA6vDbBnWueH8fHqUhurDAG3hK3VqvpP/7H/xiuyd8TjOJE0BWIDPM///M/6+HDhzo7O3vlrA3ziIMNfarb7er3v/99cA7r9XpwoKhTcgeEsXKUyI00hp1iW5xxDA/IjRfU8/44EplMRhcXFwENJNvPvabTaSgMHg6HOjs7C2NFlpe1WK/XVa1WEy2OmVOcLSgXGC2nJKRSqXBuBoYTJ4c1jTNHYAqVB5rWs2fPnmt0wF6oVqv64z/+Y21tben+/fv64osvEvxxR058L3U6neAc4sTTjYxnxaF2RwCHCYfMnSR/L69/Yq14Bvfk5CQ0J0EI5LPZbKJIHeeIVtLT6TR0GATZYe3j6LOPLi+vzo7p9/vh0ECv1xkMBvrd734XDhkEfWKt5PN53blzR7lcTru7u/rFL34REB8/JHIymYTzOLxQ2qk+UvK8FBxw3nFnZ0d/+qd/ql6vp++//17ffPONxuNxQKNofOHIqgd/Lk4V8oYgfkhtbBdyuZzu3r2rQqEQWnk7RdNR/OuQ+P6j0UiPHz9OrEV0Kee8EFSWy2VtbW0lGAKbm5uBOtTr9YINZC15Es2DJzpfOiIN4jefz0NrccYT/eztm1nX6GgP9LnX2tqaqtVqQCmg+Obz+aAvOMfL0RYSHNSJ5HK5RH2Yd4rzehnehWdPpVLa3t4OwRboibMXPHhzOjJMDnSLB06sN5x0KNCORLL+BoNBONB3d3c3PBs2otPp6OTkJJxxNh6Plc/nQ0MG7+7InnfKG/dl33tgQCIWlBfkm7nEBnEd5g5b4rVn9XpdDx48uJZ9sLGxoVqtFsYHHcjvHBFnbi4vL9XpdILfcxMMn1hINODbVCoV7e7uqtfr6eDg4Edh3rxtWQU/76BAG6PTDJv1pmhvZFO9F79nj6hhwEl0Dq0rTUcqUL6OHMUF3q5IydrCaX/TjmhvIihJDjfkC6PkGTl3fHBEYocEZe2QNn8D8lMul1UoFFStVpVOp0PjBT9DhDqI8XisZ8+ehY55r4qSYdjoZoRje3FxddAsiBAOC8GuGyTeS1LIvPEZ7sHnnWMOR9x5/k414foYf0ct6J5DQwoMSKfTCesGI+kOLesJR8UDLEnP0bOYV6+n8L3AWvb94u8sKeFQOJe73++r1+slnEWc242NDTUaDd26dUs7OzuhiN5rhHgGX6s4t04ZIbvua8mzoU4Vk5LnYHBd7umZZ4JhHEzmDnqMjx9rAqoJv19fX0/w2n0vcfAp+sMz+zh4o9EozC+UM6izJF4InnkX1t729raq1apu3bqlBw8eJLrjsZagxXl3QWRZLSPvwVgR8O/s7ARaELVGtMHm3J7XzbD+IeQmm80G2pFTw1wY85uQ6XQaapocqWN+XKCfsg+p3yIZQbc1am84f8zHjv1GZ0GvJbu4uDpzjs+TtJIW7c09GceXo48eREynVzVtBPSO5kh6jkburAj2A4gNtXAwKtg/BGbxFzYXamw+n9d4PA7nWXlnObczBA7ofhxyR9rjABY94p/jPSaTibrdrobDYXiXUqmUQOLRdzjZw+Ew0OCwMSQ9HEV39Im1BNKP+DP7PR3t4d/xumReoFD6IbhvKo78gEKTQJP0XHt69794nreB+kgL5IdaNpIKjqb/lGUV/LyDQpvP7e1tHR0d6fT0dGl27zqEQn4if9qvouyc1obT506Uw6ROC/KN7L+LhYCA7I1nzF9WPFt9XWOEkiRr2O/3w+neOMlOF3MEg7/3THAmk0m0YSYz6RQraZF186AD48gYUhu1v7//WvVRZNjPzs7CXAF9g/bAa+f3ZOjIFnpg52d1uNEi2+rZbIwSmVGMHUYfwSD4+un1ejo6OgrOPM4j6wdJpVLa3NzUrVu3NJ8v2usSTPDcBC44CKxnDw78+XCOfG0gcb0PB2MOBgOdnJzo2bNnOj09fc64ZTIZbW9va3NzU7u7u2o0GqrX6+GUcjfwIA++TubzRQt579hHNtGvwTsx11wLJ8+DGw9w3dH0eSZzD9+d94mpM1A1U6lUCG5YU/E+cGoPKBMB4Hw+D8EK18xkrg6O5AwlEBXGfzabaW9vT7du3VIul0vU9PhzMdeedWfd0vglXt/I+vp6CFChNPrzl8vlkO0nIH0RRXaZ+D1fRHGL6wiYWxpxEDDs7u4GXcJa7ff74UDXTqcTgpbrEnQ7diKm9bF3NzY2ArIzGAz07NmzMLdHR0eaza7OrCLAd53B+vM1jK7CuWPdM8dut6AiMcbsZYIw0Ar/maQXBkeuV0kKoSP83XludCqfZT+zP9yGsAexI44i0xgGvUtgwN8RcKTT6aBDnSLJuBJIspYJmBibdDodavbYR+l0OuxBDyIlheMEODyba7IWqUlknjxxynU8IPS5InhlXF23x8ggCZlsNhvW5DK09XUll8up0Wgom82GxKUHvtgQfy7WLfuYL3T1TQl2DHowKPHL6qX3XVbBzzso6+vrun37tu7fvy9Jevjw4bXXwGBQy+WyPv74Y21vb2tnZyd0uxoMBiHDjpIjw4xzAhUFvr+jRXD/Y/TD740iwDntdDqhZuNlN70/iyvbNxGUJOhPp9MJlDOyibGCQGFjZBiPbDYb0BWMjRv7ZfRCzyZSu0BWnIMPDw8P9bvf/S4ECa/6fu12O3Qe+uKLLwLlgs52Tn0CinfnzQWl7miBF8u6sSKrRIcxaC9w+3k+spmgCpxuDy3y8PBQBwcHSqVSgbpXLpdD4W+j0dC/+Bf/QqlUKjQkALnkHsuQFMQLyt1xYW1SZ5NKpQJC4LSiXq8XHPLHjx/r66+/XtrFMJvN6t69e3rw4IHq9bo++uij0N2ObDbPuLa2FjL5ZC9ns1mgurkTc35+HjqzQfWhSPri4iKMF44/mXloNzhCTgVztIFMvSTt7e1pe3s78V7Ozff7o1d4d8/4+1jncrmQWSchQqDl7zqfz3V8fKyDgwP1ej3t7+/r5OQkZPvT6bRu3bqlv/iLvwh1ODGVxxE9p0uyr7zblncTi5FPp0hRl7exsaF6va6dnR3lcjk9e/YsOJEvK44oSs8HQOhoKIZ0swIV5JyYXC6nBw8eaG9vL7GXnzx5oq+//lr9fj98v07xboscYOpfrVZL7XY7PB967/e//32oHeNMIRgR1NnEnc1exE5gbnD+2aPQzbwJA3OJbiUpxL5zVgIoI+gWB4FLC70HWogeR5cyl57swrn3oIh6DK6HXSXB6E6yN8BxZIH26zS0mc1mOjs7C/XEHlASPBEcFAqFkBBjTFKpVKDAw0jIZrPqdrv65ptvdHl5qVKpFGpKG41GcOpZd16Px1yB7ELr9OAyDn5ehE4zFo4m8Z16RP7ekebrEM63qlar6vf7Ojg4CD4Ktp45czYFv8fPcObHTYn7KCA/UME/BFkFP++goFDIXN2EuGJGsZE99IDFvzwbjmIhE+6FoTjyMbVnWdZUUiJYcBrRjykEPxjuWPkicXbelTWBC04ThpNrScn2x17/5GPlSh3jg5F93awV48w7enF53ArVHVn/uWe0yFbGKAGf8/GK14DTOfg7AgmnTnS73UC16HQ6arVaib8FgZIUMr/pdDo4A167wn3iNeoSj3/8/vFn47XgDlRsZPk8Wd1isRgCa+9+xj1jcdoE7+ZfcUacf/vejBMS8fugC/x38brwe/vfuoPoyA7PsGxNxOuJcXA0iWs5rdCbk3igRpBULBZDgMyBsI5E+zhyH99T8Zr35/b59mvg8HhAxfPEOuRlJM4U+8/jjDH3dTSLdt7eOc3rr05OTsKeuW75Q3uGLDyokGfkcYg5J8mppvFa4nqOXPI51zvxnlj2PX5O13FuD1+0N309e0Ir3nfxWPBvv4ffx/cu+w99iThFjWs4ssp1sFMkQFj3rBu3x/H4EXAsQ2K8+YBT/bypjP+d7/lletaTIv53L7Iry8YqHsf4c+jrV0VlY6H+C0TlRUlSX0fL6H6+hm9SGANHSlfIz0p+NIkd4mUK9k0kk8mEQl8yyel0OhSLeqYM+ggoTVz4zWaOlSGbiAyPK3RXRrET4Er7ZcfKA6frEIq4pSu++ldffaVarZbI2vlzMle0/ITmAbUHJ8MNC1Qt56iXy2V1Op3gmJDZJlg6OTnRo0eP1Gq1AmXtTdfG+fm5njx5Eqgon376acg+cX+68DnKBmWBrCFjwZyTPXcngd+BOGJUoVR4gD0cDrW/v6/BYKD9/X21Wi0NBgOdnp4GZ8iLf93YptNpDYdDHR8fh6xptVpNrD9J6na7ITjy7ncxdYsv34840tLCgOBASItuV9Ts9fv9RGvuQqEQ6rxqtVpwztl70sJRYX0T9DJvnM1QLBZDhpV9TSGvrzWytdCHKHz2veP1W+gF9q8b5X6/r3a7rdlsFhpn+PxyLekqG0rr49lsFtplg6xQC5JKpcLBoo4m0nWNveDnO02n0xAQ4yBvbGyoUqkEFPDnP/+5dnZ2AtVnNBol6qNwtHHEWefelanZbAaUygO9+XweWlnz/Ox3Mv2dTid0A/N3SadfruaG9/a1xjNmMhlVKpVwzguIhh++vLW1Fdp6f/XVV7p//354P9C0zc1NNZtNHR4e6uHDh9duc170XpICMjEajfTtt9/q+Pg4sdZKpVJomS0pQbmezxfdJNE71G+BcrrT6wkIHPL19fVEfQxjSyAI9ZjgAF3mndmoZcFGkFiCssxai+0U88r+9OYmNDKhmQe0N3QAAYPT2qDZxUGC0/Sgg1KP5IimBxCOgNEww+nGXrdKgEOzj9lspkqlEhBJ9JO/vyfV0GU8L/qYn7EW/P7LEmmeiPWkIbqC96GmE8aB79+4+carCEivHxEiKegX6ObSouOq600CVa8tvGmhfmx7ezussw9BVsHPOypeSH/dAl8X/i2Gg4w6n8H5cKoLm9kVK//21rruRNDBxWFoHEl3ltzRfNXg5zplOp2GQ0fX1taCs+ZBVjw+GKButxuoWgQMbiR5V1d2UCZKpVIwdnQ78uDh+PhY3333XaCJvCjz+CpycXGhw8ND9Xo9VavV8CxwuXHi/RA0jARrxxHK2NgSHGPkGQeMov8NBpexPDo6CjSK4+Pj4CRRcJzL5cL14gCLzlpQnba3twOa5MW4GH7egZoS1qpnb9PpdAhgcrlccMagKPiegC7IoaM45+xn2lmDShC0sDe4hjtc3vmPpEQ6ndbe3l5wQECQyKbOZjO1Wi11u91EHQqHkPpe8+YaBLce8Pr8j0YjPXv2LDh3tVotkeH2PZLP51Wr1YLjIilQaB31TafT4dlxrqSFkzqZXJ2pRIMBHFYOY2QO1tfX1Wg09Ed/9Eeq1Wq6c+eOtra2NJlMdHR0pF6vF9Yva9BrGVm/rC+CWEnPtdeezWZ6/PixHj58qPX1dX3xxRfh/CXq5gjoaO3M+nrZDOsy5AQHMZu9OlSz0WhIko6Pj0MROjWKt2/fDgfmfvnll3rw4EECGeXg0ZOTE/3VX/3VSz3TdQnrGh3ebrefQ9nu3r0bgkZpoTtZNx6IQKuaz+eJblv8Hn0NtdLrY3ge5tfrcHg+R24cpSVQRl/QEGA8HgdamCM/6P24sQ9rj+CNBjQcbIut8aQRAY1Tk+NMPu8EjdsTRU53c0SNe8X1lehQEnzlcjmcj0awLSkEP24DuRbX9o6ZBFKlUik8f0zn5SgG9s8yZMWDYubQA1MCYtZNKpVSs9nUZDIJjWZeN/ihmx+JtFiXQV1Hb/KO6H+C17eJwOAP1mo1NZvNVfCzkh9PUAZx3cx1CcoI/rPz2J0Oh7JdRsVyuNQzxBgTv1cssTH3bBAK+UVUiVg8+PK/edOg0YMOd+o8QIvfZzgchtae1HsUi8XQzc2fzzPbKD0OU8RYg7bh8B0eHurZs2eh3e91yHw+DxlzulERDHBYH8abMWHM+T90AR8XDxb5dzy2/Jvvvuad+kK2zukCTvXw9eOBDM+DAWcNO63K38MdCzdYzJXvRR+DmOLmra05t8U7tkkK6ASoCIHkMsOzDIXC2SJIhXNPkwh3AnHUYueevebZahySdDod1oWLU+FAmBhjp63w3NJVtp2OlWRdmatlmWru4dfytYbz5ddCf9VqNZXL5dBEgnH1oBM0KUb43BEnwJvP54kOffwN60dSQMFxev0QVAJ6xoyOjgShMY2LeYgR7WUJHqeHcjQAa5T6KvYiRf8+74wr68Fphi9ClbmGI9qgaczP6ySjXA94EoMgZXNzM3Q3w974Wl5G9Yyde09i+HqL0WmEveg6wiXWP/4sToNkrXqigUACHcN68fl3dM/HxVkVjlLxDK5rSKD6NUEeHfXBB/DAgut6jasHeD4HzmrwPcK/ua6vDUePvCsd+8l1Aff2dtcvWkOO9hDouN1CH6DnZrNZQMOKxeIb+Q6MuSNLTn+PAxvGg1pgkjjX2YThZZ6ZcX+b3eZ+bFkFP++gAHmvr6+HLMF1SiaTUa1WU6PR0Pb2tsrlcugG5A7V+vp6OP3daRdQacheeAc0ss2c1+HIDgY9DlK8s5eft/AyzQt4VgwOjoY7Rq8qnp3zLDnZp/idUN5Pnz7Vf//v/12dTkf7+/s6PT3V559/rl/84hf66quvghMuPd8yl/tQjE2nnW63q1//+tc6PDzUd999p7/7u79Tv99Xq9W6FuU4mUxCh6enT5/qd7/7nU5OTkK7aIqos9lsoqEDBo0MKwYLo+X1Sx788MzLHL5+v6+TkxONRiMdHx+r3+8nvtwBwVi64wwFqF6vh2JzgrrZbBaKOnGEPNBg/VEA7GspXhfuAOB8QtsBMXz8+LF++9vfqtfr6fDwMJylhWNRr9f11VdfaXNzMxShcy2fV3d4pMWJ7zQsAK3K5/O6uLjQ2dlZyMbSYSyTyYTmBj5WnvUmaBsMBqF+BjqmFybjeNKWezabBXTUA07WNXTNw8PDxPzzTDhvnqF2J5IxZ+3RFMXnZz6fhyBne3s7oGm3b98OQSGOzs7OTqImxhGq6fSqPTPOfKvVCmgbTV1Yy9DKcBxBMlm7jDFrivvfu3dPtVotUSTv2XCK8Mnmkwhg/SPuUJ+engZkgP0wHA71/fffK5u9OjOuVCqpUqmEgGU+n4di/+l0GoJlvjwrj2QymXD+F4XdxWIxUOXG47GazWZodPKyssyZZS9vbGzozp07+vLLL1WtVnX79m1tbm4+F8R4IMu8On0YRNHXpgc/vKsHhhxU6WuFv5vNZonxw2mkoYAH0p588eQe8+/ICPsddLtSqSQCYA9GvGFIoVAIesy7aLrDTxKERgUkiRwFHI/HgQINgskeZX86QsT//Uwu9C4oJ4E4TA9/f9fr2O1erxfmv1gsJubHbcCyZKy0SKqAusdjBSKL73FxcaFHjx6F+f3ss88Cqv+q4kyJtbW1cNCx6z3sBvVt8/k82IfT09PQrfK6/b4XyXQ6Vbvd1uHhYdB5H4Ksgp93UIDECSBuAvnhvASCHLLOOCIcwAbX1zMunp3CaHqHKM/KxgoqpmrFWXx3oF/2XXBA2LQYsTdRHm6QPSvqxjF+h16vp6dPn6rZbOrRo0c6PDwMHYm2t7cTQZ47fN7xhroPzqu5vLzU0dGRHj9+rO+//14PHz587pyMNxGMkKTQpnQ+n2tvby/R/hjnWlpk7Dxb53UiZOhwTvncsuwpcz+dTgNtkMPeMExkwuK/82t6oApFhvniuT24dzqEv5N37HLn2jOx7kRJi+YY7FmoDRxoiUONpFJXVLCtra0QrFWr1bBnPEvs+8cDtkKhEDpQectYHGXu4b93lIN9xvs7DYXnwFlxw839STqw19AP8fzO51eIaL/fD2uJefG22jGaGqOIjnKAMrC/fe/Qrh+EBbocuqhQKAQKGq3YHaUhACRoHY/HieAHqlKxWNT5+XmCvkjNDWPCWDnNplwuhz2OHiXQvLy8DPUdONZejxTbAd4fZBHaI4dj4/j5WR7oHO5PAoPn5WtZYgVaYrVaVbVaDV2t0um0zs7OlMlkAj3wTcXntFwuJw4oxlF/0dpxxxw9653fYvG5kPTcHnEKOnPqes3raBhLTw5RpwYtDd1Dgs8DCyhv2AieDbtBAOMoqY8FusiR9Thw8QSGB1LSojYFu+rvy9g4ssP7OlLulHfGD70CNU5SIijkHryvPx+2ARvjSZaYJeLPx7g5QuZJH54TmjpJrNhH+UO+iH8We4jtZC+6DQQN4p38307hfVuCDiLxtUJ+VvLWxQ0mhzneBPKDAsWIkFX1TBrZQKeZxLQvMrsoW892oqjJ2kgLKpS0MFBueHC+XgXy5f4Ycof530TIzHoh7IsylGR9QdMymUzIdNG22HnL/B3j6RA/ivLk5EQHBwfa39/X999/r++//16np6c3mg3q9/uhoQK1I5xYDiLFM3vwhpH0sfGs6TLaG/N1ebk4W4TmAGTdj46OQq1MLDwLxpRMHdxt0Iv19fVwiKLX0DnlDaqdO9MujgLiRDsicXR0pMPDw9BkgXqYs7OzkMCQFNbA2tqaKpVKoGgRoIEo4Kjh/GCUYiqK7x0cK7LyUChx4NjnBGJkQAlU2btOn2EsPHOO4wSVA2PPNXg+Ry54fppjgD64w8m7EPR6S1zv5IZx5l7SonCYLH8coHrigsYkoDvsN97p2bNnYd2dnZ2F4BsqGw55On11pgn1XGdnZ1pfX9fOzo42NzfD+uTdQFRA49whHo/H4bDLUqkU7sf9KXJnv7jTHSPnngDi36enp3r48KHa7XYCmYgbqZydnanZbD5H0XQBTSmXy7p165YajUZYo1ADeUbsxutIJpMJh7RyCKXTX9GVrpNiqhXrjMCP+cfBd73FO3uA78g0Tjrrn7FAD4AWSwq2ks+iZ9jfIA9Qe+PPch3ex5Efkg7ukPN8PucevDgi6IlIT+64w0+jAX92n3+38Xze2/3HVC6vz/P7ed2v18X6u3uilTlBB8efj8fC1wANF1hH7itICsmhdDodGsu8iIa8THg+9jUJGsaS+igSY5eXl2q1Wup0OglEud/vvzW6W/z8L/JxfqqyCn7eISEgmc/n4VA3V2jXJQ6VZzKZBMRK0EInLD7vAZNn2oBvPQPl1wHF4l1iSo9zgV+nzmk6nYYMp2ee32QDkwF2B8kdNRdoYbPZTLdv39ZHH30UTkrOZrPa3d0NLYw9Q8e4Ijih3PPRo0f6p3/6Jz179kx///d/r++//z4Y7puSVqulf/iHfwiZaTjQd+7cCfUTW1tbwfnGOGD43Dn1hgBeR8GawqHjDI/Dw0ONRiO1222Nx2MdHBzou+++e+E5Ru5o07hDUjhMtFwuh4MscQRw7HFWMNagNalUKqxlX+txoC4p0MToUPXdd99pMBjo6OhIo9FI33//vfb395+rS+G8lZ2dndCBS1KgjYEgsFYuL68OtD07Owt/B6LjmWUciDt37iS4/NIi6TAajXRwcKBut6tCoRAogARca2tXB93F3H8+606UI3btdlvD4TDcM5/Pq9frqd1uh8Dl/Pxc+XxejUZDxWIxgSazt6AL0h2tVqspk8mo0+mEwwKh6nhnvnw+n6A3eeeqGOkDZfEOVqAEl5eX+vrrr/WP//iPYS27PtnY2NDt27dVLpd1fn6us7OzRK1XoVDQn/7pnz53ltR8Pg8JEoIjAnxvXe+ogdcPsm+m02moIYMedHl5GRIlBFJcC13x5MkT/c//+T9DYExwhj5+/Pix/uZv/kbNZlPPnj0LgVSsQ0FW0QOff/657t27F+hpnU4nZJGhwL1u8EMyCcoe9RDsO9edrlephUun0yFhQwAkLRBO1io/9wQAzr0HFIwJz+YBSyqVSjwTaA5BlycrOGB3Op0GehNjy3N4jRj7nD28trYW9iLOOw616xrenxo3PuvBjweT+ADoTUdU3K6ylxwlg669sbGRQGZBM9EVy2iDJGLiBitSsibIdbDPA8/AF4gngQdNTdALUMYd4SZIIjkJ3RcU9WWE54PKBxKYy+UkKZQPdDqdgCifnZ0F+nrMQHjbEgfAH4Ksgp93RDyT7TDoTd4LR0ZK0rzcIfGAJoZ//W9dGSKx8nwR5cAzQ6+6AT0r78//puLObpx9csG4QiUk8KnVahqPx6pUKonA50VdXLg2AQ7NB0BFUOg3qZwwHDhZtO2mXoRMHEbYqQceEGO4WR/OZfdsnfPhyZYNh8PAO/+hc4xiqou0yHbjqNJqHMfB0UGeaZlRdaoI//cssK8NaGZ098M5BbHy7DTBBU4J6Jmve0cC4/cE+fHsM8/hndFi5MPXMehqjJDGgYLf0+fXs8H+O58DAhuCStY0DuD/n71/i5E0y9o0ofcz86O5m5uf3cPDIzIyK+vw11SV6q/+mZ6mWzMSI9RzgwRcggQICQkuGLgAJCQEQiAhcYFGAglpkEAgIQ0XwCChmR71tIYeTfd0Q/31n7oqszKjMuPk4UczczNz85MdPi68nmXvt8M8MjIyPCIz0rfkikx3s++wD2uv9b7vWttlVx5E4WTCQlMhyw855d1dygTzRzCestPehy5phJngGc7OziJocwSZd+a5+W/6jznsJbtTGQ7PDvOCw+xSM2mErE9NTRWSv1l75FchISJ4arVaBZAmleKcnJyEpA6Hm893Oh212211Op1XOvCRMYQ9hGUcDofBOqZr/VUbfQ3D5muFoASHlf71eZquI5cqe5+wpukv7zNndr0//fvpehgnw0vZKJgjQBiXanu/0v/pGk7Xqr+T71PeL3zX341xcTmpzx2un767P196zfR+vq75b1/7/o7ef+5v+PfSd0r72G23zwFsbFoUg3uzZn2vIjCiGturzmX3dehHbPG4fvH+eROg7eu2dC18XwKg2+DnW9KyLNPCwoJWVlaistebDn7cGIO24DikOmo3FvwONgQjDrLsDQOQSsXcyEkKp7bb7erhw4cFFOTrNhYrjhvXfxMSsX7/qmRpo9GIs2LG3T/Pc925c0d/7+/9PV1cXERFtuXlZd29e/eVSlfCHLTbbX322Wf667/+66ga9zaMEg7ocDjUF198oU6no2q1qkajEWeFILvAyWGzIMjwIgdpbpJvsgcHBzo8PNTp6amePXumZrOpo6MjPXz4UN1uV4eHhy8NhtkUh8OhGo2GTk5OVKvVtLCwEEyUS51gpEBTXR6DM+3yC9ZHnuchYcQhHgwG8bynp6f69NNP9ezZM3W7XR0cHETuEpsqBQnW1tb0q1/9SisrK1EswCuDAXp4BTDpqmRsrVYLBNPlGyCsBHSebAxq6WcMgXDOzc2FBIv5y/VxLp3dhQkGHXUpUKlUiqB/d3dXw+FQz549029/+1udnZ2FfPL8/FyLi4uSVCieQd/2+/2QBHL+1HA4LORxcd7L3NxcsJDMRa6L7AjEnXu4M9tut/X48eNgWA4PD9VqtfTXf/3XevLkiaSRs4WtczlluVzWnTt3Cv00MzOjDz74IMpO05xRoKQtTnDKiGIjKXaSsuDM+3HMz+XlpY6Pj+NcNp/flDF/9OhRyHKfPXsWctNms1mQaI5rw+EwSi9TjAemlHH56U9/qqWlJe3v70fC+au2UqmklZUVLS4uanl5WT//+c+1ubkZNnRycjKQdcbXg0aQf4JEAieCamwJY0mf4fhJiqpyoPjn5+eamBgd1wDL6OMOY+vBDfPHc1pSgNODGw/Oyflj3gEMwla2Wq1CoAW44Pk6w+FV8jxrCrtB0Zc8z4Nl9/2cfZ41Qjl9D/7T4BKAh2COOeu/o+iH5xzBQrr9lUZBGfmfFGnAHvv9KWaCxDbLsqik6AUdHKBEqbG6uiqpmL81MzOjer2uVqsVdhu7kx6OnPaJvzPBO1JF2DRsWa/X09ramlqtlnq9XowFeaNvU/o2HA5jTiHD+z602+DnW9Ky7OrslPX1dZ2ensahjm/6Hs5A4OC57AXDhOFwGpoNUhohzI7OOPIBuioVy2eD/kK7I/Ha3d2V9PrIR57nL8gb3lTww4GOLoNJ753nudbX17WxsVFAocah49c1KkU1m019+eWX+vTTTyNZ/G0YQ8ak1+vp6dOnevbsmarVqvr9fhRAWF5eDrTSg2JH9FKkDseE8e71enry5EnI2pB/7O7u6ne/+53a7fYLSOu4Z2WMcRboay/ggUMEk4rGnkaFMKqFeZ4AzinBBWxBv9/X8+fP9emnn6rb7erRo0dxvgpSJZ6damy1Wk3b29v6W3/rb2lra6tQFhuZFhJRnpmgEgfQ1xgacq/WxxrLskxzc3NaWFiQpAigp6enQzbHwa9ZlhWYFXcmWasUbiD/AIcDKRDBCLlOrVZLjx8/1m9/+1udn59rY2NDa2trkd/lAakHPzgO09PTOj8/197eni4vL3Xnzp0oFLCwsBDnimxtbYUzV61WdXl5Gef44PzgMKcsE87/8fGxPv/8c3322WdxoO7x8XEhRw+QiGCVanpra2uRw4EN3dzcjACPOYmtTW0BUk0koj4vmbOOEGdZVpCY4lA2m80Iund2dqL4AHP5+fPnevTokfr9vnZ2dtTv93V0dKTf/OY3qtfrIXUioL6u4ZAOBle5SSRnl0olLS4uhtzrzp07evTokX77299Glb9XaQRR29vbWl9f149//GNtb2+rVqtpbW1NpVJJT58+VbPZLPSj/7fnF+L0Y0M9If/y8lKHh4dxLewFZ6wR/BC80++AB9yL9cC6wW6wRr0/fe9lfvAvY0/wg+0iwGNsYJqR7bEWsU/s2f1+Pyrvzc3Nxbovl8vB0nGEgoMmksKuAEj63z3IQlbsxSCwywSKBJr0JWwuNorS0i6PAwhBojY/P6/V1dXIVWMv9H4nMIRZpZ8JerCLnneLrA27i12A+T05OQnbRrVXD5SlUTl0B6tY7+R2lUqlUE8gIeb6MLHPnj2LQ20Bhd5Wg/11IO370G6Dn29JA8lwBOam2jhKf9zfpJFkyY2ONKo05L9PA6BxCDKoFMb6daRu17VUxuMbyus2jBQOJpsFmxOblcsFpGJ1HAJKDxTdoWHDgllLq5y9KyocRIxNaGZmRk+ePAlnHjQrlXh4c4ePJPjLy0vt7OyEc9vtdqPSjmvTnZX4qj5wGZqzOCCTrqVO5RJnZ2cql8uFZGo2T3JaQBbRsYMOIu3iuy7TSPuSuQByzLz3Ncb33SGTimeKONOZ53mheAHzkr/xufS8DpypUqlUsAMpW0t/cV2Xp7KucG78B1lPnudxeji5WZVKJZwN//H3xKEeDAZaXl7W0tKSpqenVa1Ww2lxKZQnT3siO+sTOSeOXafTCWYiTZCmCAXrluDGz0VzaaIHy6nMhXFPf5wJdyfO+zaV2/BZxhHn8vLyUgsLCyH19JwUxoyAnJwyAgMSu3le7JGPrzfvF2f/6BPYYHJbarVa4f5pczZkamoqAp3l5eWoROpJ/ziwjEs6FtgaZydh/ZhfXCsFO/g3fSbeFVDCc1JcNkYf8jcP6rE1qcQM59j3e/4GUOPFRHw++L3ZL7iWSwe9mICz1y5td+CDvznD4mw5AYUzK85ccV2XF8M6eZEI9xXSoykI/PwMM4I6L5zgDDj3J3h0EJLgx9/T39UDSGwgQV65XI7iOQRq0ogRdrviOcIOfsIGIcEbDoeFgisEle8q38cLW/k8eJtB2Ntut8HPt6jNzMyoVqsV0KGbaI5qgWbg6KYyDD4vKYwZC5dghk02NWZeyQbkH1TDjcWbolk9URTk04OT12mnp6d6+PCh2u22Zmdn9dFHH0UFIpwNKvOxmXlgOT09rdXVVc3MzESCPwg4aDyO3eHhoRqNho6Pj9VutyPYepc09Pn5ub788ks9f/5cn3/+uf7iL/4ipElIFtjcZ2dnQ57ljfkDo3l5eamjo6OoXseG42dMePEP5oo0QkvHOVJI6Kanp7WxsVFgfc7PzyWNAmHXmMO+ePDhKCRBDofXMuZHR0chWWBc03nGusJJBPnr9XohiyA/6PLyMtD8lZUVbWxshLPA2SnuKPmBneOABtYDjij9x+bNd9yR4D0ohY9jRBUy3j+teuYVymAqQet/+ctf6mc/+1l8h7wV5sLh4aHa7XbBeVheXta//C//y5qdndXi4mLMK77vjilouHSFumJD6YN6va6DgwP1er3Iazk8PNTTp0+jjDVyzg8++CBsHGNJnhaVA0nups+QPREA4aw70JE6mRSaSB1H8vuwXz5PcTj5AQkn52YwGOiDDz4IO47t+MEPfhDMB8jyxMSEfvzjH6vb7QazPRwOo4CIM0+0Uml0EjyMSqPRCBYReQ/X+fnPfx7nAMHy0jwApHx2pVLRz3/+c/3yl7/U3Nyctra2gh1j/k9OTmptbU2Tk5NxlhdSuOFwGM5+lmVRic/BE/a9PM+1vLys5eXlcMw9EC2VSnHODCxbnl+dJ0UQhq3n/KnBYFTNLQ10cd5JfAeoYS1RqAF7kOd55HXRn4AczBkcVsC5i4sLLS0taW5uTpOTk9rY2CjYO+lKXbC/v688z2NOwG5OTk6GrUTKhjIEiak3n7v0rzPCyA8BMpBfeuVCGHDsCqz0xMSE1tbWtLa2FnLccrkcRXFgmljn/D+l6lHSUOiAdQkAJY3Y1V6vFwUjfK4wp7rdrqampgLkYi9Bzgv7St/Rrw5uIsdm7sPYs3c0m81gnN72fo/dAQQkZ4/c1XcBvr6Ndhv8fEsai2RmZiaQi5tqjpi4ZO06SZej0S4vwDizibkT5YuYzcLRLpDyN8ls4GjSl15+9HUbhk1SSBE9F8oTux1Nw/iRHwN6hKN4dHSkZrMZDmSlUikcMJmW2X5XDeffG5IHqkbxU61Wtb6+/kIuGPOn2+3q6OgochNarda1Yw/aCCqV3l96MQBiE0PvzzpinoPaIZFk7hLEu8PIxkzOFwUZDg8PQ5fN2S8EL9chZe4II+tiLbEB8xk2WKrCTUxMFCpc+dxzKYcjx2xcXgSB3BcPpp1dAFX1MybcYUACiLMFIktwilPtB/e5E/bgwYOCTYNpcwcGWc/5+bnW1ta0tbWlWq0WbI+PGePPmmfjJqeG9wOoabVaMe/Ozs7UaDQiqEU2iSSIczhwhggucMJAsHkG+sfPlkpZNHequFfKauDwnp2dFRw2SYXAKc3FdPvreW7kBLk8lGqIeZ4HGyddHa3A9wkexlVZpGiDV3ekT7z62enpqdbX18OmOZhG84Bufn4+ZN/b29sRfHvhB9YP84qxyrIsJOLsoYy7sybsQRSa4PowQPSb589hg2AmvAok4wl7DYrvoKCPlzTaN33/9XWIvXPmxCWYPr98XNkz+A794HbN5WX+325vuQaOu7OEBHWuqODH2RgHIZ2ZZl/APjhz5bl0zA2YVt9jHDilP5xhxYYyF5ztdlaQMWWfBdziO+wn2GZyn/isgxqea5cyUdzXbQO2lmDYC/y8isrhTTf6QlKsO+SU73O7DX6+RQ2DdF2Fq2/anPbFiLOgU0o4XYCgoW60MHqppMPZFzfYLv266YWF8f6mwQ8SGUlx2Gi1Wo0zWkg8huXiXdlwsiyLxGWXYLDhk08wNXV1Enaz2VSz2YzzWFyy8W1pGEsQNn6YEynzw7xxadu4oNedlNSBTO8/rk/YkLIsU6vV0s7OTkF37kyjy0t9Q3JJCE4AibfO8rm8i80Y9BHHh3Hd3t7W6uqq7t27F0GEywxgBWAJ8/wqj4bEbqmYEO1ghaPLoJoutXCHmDnp5WW9n3l+lzW5wz4cDguoNk4ALOXZ2ZmOjo4CJZcUifGNRiP6BAS31WoVWDlKgcNW4Qh6+V9Hm7E1AB1IvFIpy/7+vnZ2dnRxcaFGoxGBK8xqp9NRo9EIFhCnF2kdh2zCxvAe1Wo1krEpZe2FY1yKiF2lH13G5WARzp6zEamT6e/P9xlrbzh5DlrB6kxOToazNj8/r+Xl5Qj2CLjpDxxsgk/6Gibbz5NinWEPPa/Un5ngZWpqKtbG3NycVldX4/o+L8etdZdVoWCQFHYTiS1zmnUBsu3ACmsExQL2iOdl3dKnDkRQ5ROwi0IjrNWUkWV/Z5x5Zr4DwwJrkQZQLg3NspFUkzLkJPyndhY7x3UcQKEfCDBdnuUVaPm9NCrLzXNzD96ftUIgRq4VbDZjAPg3OTkZz887p0oKgoThcHhtKW/6pVqthiPPuGEDfeyZp7wT+S+et8yh4878YMNhBh3ESkEPlwhzb+Yta+VdBD5pQ9UBAMTZXe9juw1+viWNBQHyehPBD86lJ+QhG2FDdP03zobL2hyVcifD2RbuheFON3EM0E01njM1zK/TXJaztLSk1dVVVavVQhI6Bg1JE/dn85VGh6jhBJEgjcyEgyFJWG40GmFMv43GB8mGVEzcPTg4uPY7ziKOe6dyuRwbn7No/tmX9QX9PhgMtLe3p729Pc3MzETQgjyl1+uFQ+byFXdMnMUk+On3R6XA082NTZzAgUNM5+bm9POf/1wPHjxQrVYrVJ/iLAiCHyReU1NTarVagdDjEEijuex9iEOTJvgizXK0mDwXqj/5dXB8sAGAIt6Y351OJw7h5LC+brerp0+fqt1uh8RtenpaBwcHevbsmWZmZqJq0vHxcZztxDyanp7W8vJyJC0jhXRnDFvkATK6e9fRw1BdXl7q4cOH+uyzz4K5QyJH3x8cHETBlfn5+XjODz/8MBzyra2tAnsBSzEzMxOyOB+D6enpKHOPE8r7OBsjjdgAHDZnlQANHE1P0XaegeCPoMCZJew4sj1ktziM09PT6vV6qlQqUYBkcnIypC8UvHCWBLng4uJigGmUC4eJYywJFJmLlUpF29vbqlar2t7e1p/8yZ+E/eRzKTuRrnXfJ5EAsq5g7HkPgm4C2cFgEA6rS0a9+IfnFMEm8VwEcPzghJPEj93AUaYBwLBucTKxBewjExMTUYjF7R7V+STFunAmiOIfw+GwoFTALnkg5QEhoAjvzb/sSwAV+A3SaA9gX8MH4Gw1ghN+T5AFC+3gxdLSUoA+BKeeh0OuJUUCsEW8K+PoUlGvAulrib7GpjBPp6am1Gg0Qs6MXeXaAJTOkiA5dmk2DV/HAzLGn+BndnY2AI13qfCgzczMaHNzM5QTL9vPv+vtNvj5FjVHut6kw4sDgxFMk0QxnGmSYCrV8OZSC3/+FOlK0SZpvAP3pptf9zqZ1Ks0aG1JcfbOcDgMJ4nP4ITxbh7ogTCxUbFZeLDIfbrdbgRN39bARxrNmbR9U0YvZRBfNkc86PJ/JRX63c8PIqcmDY5djun3wzFxp/q6TYq578EH56AsLCzEgaYuj/ExxqHCaXXE8GVzmLFwgCFdhy+zK46u+33Ste+bOA4HEkCCKn6Gw2GhGpUnb/M7WB8cIZxMwACfA+P6edx74JzASuDswEzhPLr9Au13Foag0cfR2W8catg9Zyx9DoCe+1i4nfdruhzO2XV/V0fBPQhPr+9j51IlGCJyFv1QUK/GKCkcfsAtnFje19FxAi6XEvlzORtJvhJV+2q1mhYXFwsyJ9aeAxHpHHDnMn13X9POsrns6av2PVdD8L6O0Hu/8n3mPH3v103XEj/0I+/qgT6MBH8bJx/Ebnjw7ddn3JzJ8mdIn8+DI4CFccBV+t/+ffrMJdDODqXP7/viuHXiknn/jrNYXNsBIGd8uB6gga89Hy/AClcweIGWNP/Ugy9Xz/D569Y+45YWsniXzdcoNu19bbfBz7eoOaPyppxeNu9yuRxVk6ii47lFLo3wCe8OCBs+z8oz8t/uYLkMCMPslYxOT08DUb8pxAMHhvdnY/6618CRbjab+uKLLzQ/Px+GGo1xv99XrVYL3fJgMAjjjxF2WQzG5fLyMhDwTz75RH/zN38TZ8h8WwOfm2pIK5yN8QDAG9W3fOOUXgwOGHeYNCSIXpIWqdS4AAG00Bmh65o7SzB6JOrybsi/fBPl+XlONu+NjY2YKzAIbLKzs7OqVquSFIEdjAxrlfcjiR40GQfYma1U3oBj4Qg3wSHM2sOHDyPpHTkgDNvi4mJhneBIkBtUr9e1v78fnyU4XFlZUa1WKzhhVBfEFoE2M+ZI2GChYCo4SX1nZydytSjI4EHExcVFBAP379/X8vJynIOEBh5pF3MCpJj3IgeB9Z7neZyNRHDlziJj6Yi5I/NS8cwiWDwvJOOoPxLEcQg0jh4SKS8Fz/WQcT569Ei7u7tRNZHy5c1mU1mWaWNjQz/5yU/CluX5VSn03/3udyqXy1EVkwqRBMZI7O7evavt7W1VKhWtr69rbm5OGxsbWlpaKiTU93o9NRoNXV5exrlULtPK8zzmPKCEpGBeYGJSG4GckyCZ6njkcbFu6XMkX4BRLtN09pF+Bijh+f24Cl8LzoY46ELwj9OeMkdZlkWhFIJ8D4Td7i0vL2txcbGQ/8NBzB5UkNPjhUSYa16QKA2gOPMIG808I7jA+WfdOXPk65f3Yi03Go1CQIINZO5yphJlqiUVyo8TrMPWp6AYQQ+FHdyunZ6eFgI/gl7k2swVZ1mp/nl6eqq5ubkoouG5Uw4EUN57aWkp5KXIAj3AexfNQYVvAxN1k+02+PkWNd+Q35Tj65QuyaQsYJxAR4ho6f/neR5IoaMrjqxxKJzrW3EIkAtII6QEecQ3zct5lff3sq9fp2+d4Wg2m3r06FEkQM/Pz0flNk96xUD7yeSOhJXL5SjXyxkdh4eH+vzzz/W73/3upYUA3ufGvPiqlmVZnO/iCB8ODZIGL5hANSEq8YCu5nkeRQaua686FmnwU6lUIvhhg8WJ9DXkDAmSmJWVFW1tbcUzSgpHtd/va3Z2Vqurq8qyLA4z9CR3clBwwo+OjlSr1XTv3j2trKwEiwlzc3R0VNjsHLQg2ZniD5eXl3r27Jk+//zzcFY4oBhngr4niMKhB+xoNBo6ODjQxcVFyFPIPVlaWoprZVkWhyEiVSL4wfGk2hVnA7XbbTWbzTjE9Pj4OIIzpECeRI98ZX5+Xtvb23EoMcGNBz/YRC9tLY3yMHBqeVbGHWaJ77hz58UCxtlV5rg730itfN5gg5HspDltBLL0KfOH52PtsSYmJiZ0fn5eOKh0bW1NH3/8sQaDQdi9ZrMZDrWXD+ccGQKgLMu0srKiP/mTP4nKpkgdkQjCGvV6PR0dHanT6RRkdTiR7ryenZ1FNTjy60DWCSAdrfdCARcXFwEGOuvkdsXz/3hHPuesEWPNOxwdHUXww+cd6ef6OJvMK89JGictnp6eDilYeqAtz4LEjwCO4IdzsNzJRaLq+WxcH4kd85r7EBzSPwQPzrLQX6enp9rZ2VG73dbGxobu378faySVEFMUZzgcxrogICTQ4ictTkEuIew84+HgAutJUrDCAFNerMJBJ/aNbrcb9pz3BnjY29tTq9UKWSnvjw3DFtLXkuIwZ2yQj+G72v89aP02K0/eRLsNft5xY2GyITpK+CaaGzkcJKkoPWOBsvmmCDAGI10UqeyN9+G6KcXrhss3lJtsTnW/LpLB96jslud5lHjFwLIZI1mjX0GA2DgIfs7Pz1WpVMIJPDg4iHyU9x1x+aaNMcXJc4OdFlJwZwbHAkaSDQwZnIMA1yFfKSDAtXE2CbQ9dw5HxxFoTxx3+SP/lsvlwlzANvCszgqkDm76vB6MS8WS8O5wp7IYZ2lxqnFoqW4E6+SsrsvPcByazWZBjoPTxfPhaKSyMZ6F6yOx8nt1Op3IUzk8PIxKgrBQMF8ud/SxTQNogovUSXIgI8uycKjdaUmlVowR7+qyKJ9Hbhd5Rv71QN7Hy1nRVObEj/enrx0PSLFVsAA438jeONB1cnIySvYiC8JxxIl0NJx+ppBHqXR1iOnCwkKAA/SHJ4KzJzh7k8qDfM17YjrBll+Lz7hdYM/z5H3mAnPOgRi3OWmulud0uXKDANrXlBda8XHk2Twwdhvj/zog52uXZ4dt8DmIffMg3fcj1jv94tLcVI42bt6mvyMQZ1/M87wgB+NZ/BpuT3lG/juVvvmcHbeGPMjhnqnszgEenonP+rVS+WXqszCPHMRgXJ3ZdduB/XVpLWWz36Ty5+s2l72NG/P3qd0GP++4UTUIZK/RaISj8SYamxOOy8TERGiroc9JiiRp1mVHTtO7vMCdOBAzp3YdhXdHU1LQ+ejwb9LZ7/f7UTXrdYwKG16WZeFglctltdtt/e53v9Pc3Jzu3Lmjubm5cPQcNYIFcGYiyzItLi6qWq2qXq/r17/+tfb397W/v3+jhSDep+alnFPHTlKBbeMMEdgilxdcXFzo6dOnqtfrIZHMsqvE5263+wIQgAOGc4CTyHpaX1+PPBCcrqmpqTjhmx8QVr8mCG25XA6pCMCBNKpE1Ov1IqEX5NgTi3G4eeb19XWtr6/HGjg+PpakcMLIv3D5RafTiXN4kDKdn5/r4OAgzujhkFqvSkh/cSbS2dmZPvvsM7Xb7UJBg36/H2cxra+va3FxsXAIojuOeZ7H2SjI22B0QNhhCX73u99pf38/2BCYARgnEGpHg/1skXq9rm63G4UOyL/pdDoF559EZ8YxzY8hEMjzPMrdu4NKkOXBojSq+uXFNbygAQnlfAbk24tXePDowQ+MDqWekeBS7a7f76tSqejBgwcFmc8Pf/hDbW9va2pqSj/5yU+0srISe0qpVNKzZ8/0m9/8Jlg8Et5xzLe2tvTDH/5Q09PT+uEPf6j79+8X7j8YDNRoNArru1wu6969e2FDvegO/QXDAhuW57kODg6iEIPLrUHYYXgkFUDHer1eABH6/X6wicjCACR4b9YQz5OCfeQy+br3+3sg6hK4dJ9y2R3fYS5gV5yRoWADgIk7sKenp/F5igGUSqVCsOqMjZej90bw4e8tFYMUwAfGc2FhQeVyOYpnMD+kEajE/MYGEDTAzgOo8He/zsTEROEcJ/42HI7OJURCyXiwjrFhp6enarVaEdAyz+lz/CmXxk1NTWltbS32GWwo/YBvxVzx309PT4cEdDgcqt1uh119F43qlciQb4Of23ZjjSRfl+C8yYMtMVIYANe7u4FkMbsR882UhZ8i5J7TIhWZH0eR3DHib2+jlDMI4Ddp9An6ZUkR5FDRi+AGDa8bZTZhAr4sy7S8vKyFhQUdHR3piy++0N7eXjg7t+2rm6O945pLFyQFor22thbINZtbvV5Xu90uyEOuu7bLkqRRsjGbWLVaVaVSKUg6PKhifXi1ReYKzrU74Z4wC/OIQ49jJqkQ9PiGlWVZSCwBAjjUFQmWV8Oan5/X5ORkBAkEP4eHhzo9PdXu7m7kcHAo33Xjg8NB9SQ2UwJCAg6Kh/hJ9Iwdjhm2Aoe32+1GHtfh4WEwp48ePdLOzk48B9KhVE5JYEy/+8GYBE2whFwD9gXnZVwFMMbdx58Svs6UuxPnaDLXJnhz5og5TfCOQ0yA4MxQ6hAzZxlTZwy8Ahbyvyy7yum4vLyMQ50nJye1vr4eeTScwdPtdkNiuL6+ruXl5Vhvk5NXJa0//PBDVSoVbW1taWVlJe4tKfJQBoNBrAUqH8Ku05c4wM5oOBvI/GYuk9vqgSZrkvnvjD79QpXPTqcTz+KMHesMppnnY+3h8GJ/WMNe9hvmwu2DH8xKc1mZqy68QISzkey7zuzxfA4YeU4L/UclypTlSvdoD3jSv3G9TqcTlR9rtVqsMZeAEtR6v7LO3K/gvZirkgJkSn0NxoR+cibac+sIIIfDYSFHxxk07I77RYBPPBuBJMG1M9hcm2d1ZsfZt7m5OdVqtQAz3lXDH/W5+7622+DnHbepqalweEgU9UpU37Q5HexUO4sXJwAjwYF0jlK6HMaDG9+4HQnCIQDFHqdl9WIA38WGMQQNhz1zx8PlUDgZ5HQ0Gg3Nzs4Gwu7lL2/bm2uwOwQNg8GggMrx/2traxHIsDG74+VSoSzLwlkslUqqVquq1Wqq1Wr64IMPIheM83RAMmlcn5wl1oWzo5OTk1GSF0BkcvLqDAZJIZHA6XZJSxoAuZPoAATOIEGfNHIyms2mnjx5om63q8PDw8iZarfbkRz/srkKitrr9YJVwnEHSV9eXg7HiPK+Lm2i3z0hH2QfhPT8/DyYHy98kL4//Q7Q5MwIwYukwmHFMDww81mWhdyP/ofV4zOMOQ4tdgCnxuVoyGSwGy7VImjiOZ3F4V1cRui2OA1uHNWHjcIhdAYDtgM75eeh9Pv9cOBWV1cjSOQ93MEkeATQ8wCF/BwQfhxcAk2e2RPYeR53tn3euqNJY565/DTP83gHt8vucDP22AIKq4Dc+xpm7FxW586vj78HJ2kekO+LfqCx749c0z/LeKb7NN9hT0736tROpLJwnF6KbPDj8njeJQU/nPki+ERt4vPVr+PBvQdsHiB743noH4JQV5sAWHgwij/iPgqAL+/OvKHxeQDUlGly8IkGQOr9hg3wiqOASFSgJAf6JpUwX9XYL2G83uf23fQ836M2MzMTeuputxtSlzfJAKTBD0gnmzQOnzMXc3NzhTKo/uNGFSTEN1lphGxL4408+RGO9n6XGgbz5OREDx8+fIH54t9UKuXaciQfMH3eP7ftzTTGiE3x8ePHsTmz6d67d09bW1uFeY3jhETT0cQ8z6N6WLlc1tramu7cuaO1tTX98pe/1OLiYiQjS6OzcbzNzs5qbW0tGEHPGej1epqZmdHi4qIGg0HIIAgUKFbCJstm7E6NO0peqc4RTHfYqtVqnKNBQYO//Mu/VKvVimpwjsC7wzCuUXVsYuLqDA/WAXZhaWlJDx48KFQfwwllLdHnoOGstcPDQ7VaLT1//jwq6CHRo6qUNELb3bGp1Woh90nnCUEfVZsYB2St/X4/ZMmzs7NaXl7W9PS0lpaWgu1weeX29rZmZ2cD+PD3g5ngOaWRw+e5bLAxLgFMv8Pz4wxzGCX2HgeLgIFgz50bzsPa29vT06dPY15lWRYn0HOe0YMHD3RychIBIufawMhJKiTDI+OGRaRfmbfsRalTDNPT6XSiqAeJ+aVSqXBO18LCQjhuBH+ef8da9nuxTmCBsixTp9MJ2RxSt7m5OS0tLb0Q/HhgS6BIIOx7GoGwJB0cHITEj+dj/JyldFmVzwXGHLsEKMKa8QCCvncgwPcgfo+Ui7mGbNHzU6m8xz24v8uzfPxKpZJWVlbCB2CeEihyHe4DS3h5eVmoRpk2lw368wMees4Vlfdg1L2KnTPifJ65yNzlPrA/qZw0rVyXZVmcc+X+G2sagLter4f9Jl/u8PBQh4eHUc3zXTVAq3K5/EZzz7+N7Tb4eceNReYByJuO/JnAjiI6moihxvlzRz5lfVLnnu+lemSMsCPN72NzJI2Wyo5wRNzw37a300A72RjJ/fDgEzkKcxeEeHZ2NuQXOOI4mUhOQBQdIaZULvf3xH1fGziiXnDBgQq+59/FeXMJj6P/XJ/P8wzuTIwDI/ida90Jejgv5+v2O3Pd2SlngJAAeRWplMVwqROoaavViqCM3zljTj+k7y0pAjAP3vhv1ieOCbkDzrDBYPA5R50lReDCvGIsXG7lcyBlxBmLcePo/z2OhecduLf/nvnr9t4/x+8IYAgeYG9cTuWsffrD9ZwxdQk1axG5ka8JDyhoLm/z5HPe35kV7gWq79IkVxz4niaN9kX+m2dijXrZY67l92ZcAU0IpFyi5o46AYOfl8RnPd8n3Xd97NNAaFywMO73Pu9daumSujQw9ODLr5deO53fBAfpGuJ6Pq+9oUK57u/pvX3c/br0p6sxvPDBuD52v4Xr+1xyRcw4Fsv3eR8zlxUCBMDyEcT6YcbvqjkA975L8G+Dn3fcHJUAaXiTDaNVKpXi1HJKui4uLsZm59IQHLoUmfTADCcCAyOpsDF588CIxUUeAcmF70PzJG0a7/suK7h8H5sjpa7b9o0bx4r8Fea+Oy4wO6xNNu6trS198MEHkhTIfJ7nOjo6CjmQI4U4TwRMU1NTEVAQYCAFKpevkoKfPXsWUiF0+JRTZ1OXVHAYce5AbZHfIGVxJ5RNutvtBnNCNbdGoxEFSarVqtbX1wsOH+s3Xbv0H82dZP/bYDCIQJRAUlK8J9p+pCLn5+dqtVr64osvtLOzE6Xye72e2u22Tk5OJCmKCxDAOVsljdajFxzwHB0cU4pLnJ+fx3kcMzMz+uijj0LiBnvB2TL0O+ON1NLlV8haPInez45h3Dww4O+l0tWZR6DVzAPPieLsNAJynHFyErgmjhj/guKXSqVA/mHlQe+np6d1fHyshw8fRkGO09NT1Wo1/dmf/VkEySDrBIvuUCMl82pSyJUkhQRyOByVsi6Xy1pcXCyAFmnQyNykLLmDB24TPCBEnjc5ORmBrB9i7KAGxTgoecxYULTE8yNY1+yHXmIfqROKCwdJJEXxDfqK4LrZbEauCWuc5H3GEHabfvLz/Chg4faP32HX/DmkUU4Sa4bPMS9SWZwH1wA19AesBsdEwJjBOqXHOzB+BJwe7MIMUf0yz/NgBL15YQEACQ+OPNjw/YFx4frD4bCwr/Msw+EwCkjwzn4GF+veg54syyK359GjR3r69GkUWcA2vEs/gbkGI/U++yy3wc87biSEcobOTTQmcK1W04MHD6JC2cLCgtrt9gv5Jmx4blhxEly+MTk5GZuvIy/cM0Vf+SEZknMQ3heEAW2zI5dOxd+2t9fcMRpXOcfnYrfbDaeVPARH/VZWViJJG8cDNqLXuzrMEFkYxRP8YE6CHdY69yKJGb03js/09LT29vb0+eefh0SI4IqiGJ5f5iwCm61XQoJhcUfQDzDkbA0Pfshtubi40MbGhu7cuRPvUS6XtbOzo2azWQh+xiH3zgrwNxxeNnvX3lPVqdPp6PDwsNDPzWZTX375pZ48eSJphPjSf5OTk1pbW9Pc3Fy8W1ou3OVhOKT8pI5fu91WuVyOSnezs7P68MMP9eDBg7gecyR1tJEzIpHj8/SpVxxrt9s6Pj5WqVSKilH+LOSsYV9cfpW+C4H0cDjU8vJyOKse8DijRuDh1dsoaOBIN+94fHysL774IqRG/X5fCwsL+tWvfqXz83Pt7u5GgQvOU3LEf1zwQ6CJY0hxDvYl5IrMW1/Pfm2enf5OE8vpSz+a4OzsTFNTU5GX4SXkyVMhCGLeMi88fyjN+XCHutls6unTpyFHZL4TnDJfsiwrgI7OFlA5DT8BqerCwoLOzs4CvIBRAGhBSsYcxikfDK6qPjKvvOgScxXfAFmay714f76TMnKMTZ7nEfx0Oh2tr69H1Td/XuyOy868oIP3D32NnJIx8lw++s+DGy8ew3P572gEP75W/Ewv9g6e3cePPnC7iyySQ145s+zy8jKAHCoLvuvGuV3jCm+8b+02+HnH7WXU7ptqbF4utXGK3XXCIC5sfCnVnRoKqUg7Y0wccXWnA4TVz9x4XxZYKluQ9M6QHJxtlxw4G/JdbM7MeLKpz61X1Sl77hsHbE5MTETlPiRsoKt+UrxUZJbYsPmX66ash0snfEP2ZF2cdvT3np8HK8Dm7dKqNAhKZT+prMYdD6pAXlxcqNPpFPIm/Nn93a/rY0eAx8lF/IeGczAYFEtZE/Qga6PYgo93ameQbKRMn9/LEV23b8yrtD8Zh7TowLj3dsaQ9xy35hjDdF6nn5FG9ptr+fv5fM7zUYlwnDfvr1Su5IwXjiL3Y86kdt1lvn7oJAwHTM3l5WUciLuwsBD5nQQQPB/BDzIh1oRL5nimVMblYJ0H1j6mzvjR0vF1toIg1uevO7XO7o2zBT62zvgzLm4PsM1cB1DFD5WVigU70neljZN9OTvI91PZ2XXSLhiQwWBQqAzJc6drJ53/PBO/o6KkBxDeXy4xTI8A8ODWbYePD+vBK8T5uxKk8Tz+7v4svibHMYv+fu43+Wd8j+J5GX/6cjAYxKHOFIbxNfmufKL0Hd7ndhv8vOM2zmi8yQYC5Pp6pBRspDhsPIvLc3yDhMp2A+QLNs1dSCu5gTDibOHMvC+siKOcNPrnbbZyuayNjQ2tr6+r1+tFmWLK535Xg03QzsnJSa2urmp1dVWS4hDOTqcTSNpXtYWFBa2srKhSqeijjz7S+vp6QYrksqHl5WXNz89HzhBOIgjx0tJSsLecVI9cBnkIGztOBLICUG938EGdf/jDH17rPDOWWZaFbFZSIbEbGQgSMxxSHGKCxS+//DKkTFT7Oj09jUINyKAkxXkq46q9uS3wcqmwFdggz5eSrsrGc2YP1dxcavv555/r4cOHwSY4W+BOO3JakvG9SAX90Ol0Qm6X/r1cLsdYO7J99+5dra6uBiJPv9NcBgNbQcEKxpx7pNW7JEWBBB8/SYW/8z1KnHvQ61I5L1PeaDQ0HA4LzB/7DAEnAbDPa0rBMz9xoicmJrSysqJ+/+o8oM3NTc3OzoZEkf7lGY+OjnR+fq75+fkoetHtdtVqtTQxcVVxEVnW6empSqVSMKAue0OyxLz3fAqYCOYowbL3nzRiiJylY32y3znLxXdoBCTT09O6c+dOAQjxucb3fc1lWabNzc2CEw/j2mq1CrJEGJJSqRQsGEyONJJ14pz6OVv0C3u0FwFwdoS+57+pbAl4w1xhHFzi6dJQ+siBCPZ4git8gY2NjVhjHjixzhYXF5XnV/I1ZHE8OwGnK07cx4CtQFZXq9UKYK9/H7AHf4bG/Eptrcv8/ZnyPC/4Tez92H7GmN/xfp4u8POf/1xbW1s6Pj7WX/3VX8UxApy59S7axMRESGvb7fZ7HQDdBj/fgnaTziibA04XG6bLQdJI34shsGGiI3apDc/uBtArv2EA+SwGmg3Xq2i9D82RynfZsuyqzOj6+rrOz89DKpWifd+15lKIlZUVbW9vS1LopUulkvb29r7yOsgnFhcXNTc3p/X1dd25cycqEHpVsomJiTi7x+ero8XIbAh+HOEbx7qCRnI9kl2dxcDhptgCCK6fv+NAg+f/SIo1LymcMOQVlFuXrqQjzWYzqtchPyFoQ+pGEHadTIzm89+DPd6dINDRa5xvHGbOBuG8pHq9rkePHgUbhvOGc0yjT69rBG3XtVLpKk+CYBIJJPPEpU983q+Nw8tYkgfkiHyKaIMQ+9x0x9E/47JAd0g9DwLnl4NocQhTOaKPJQ40DiD9y9zkc5TDRqq4uLgYeaO8M/Py7Owsqh4yD3j+s7OzgvyKfBWcU5xnzzlhXru8irnmDj/P7LI9Z67oM+YnDqlLutyhdWBPUjDC/neXhrsMjHU9MzMTx1kw7kjRAKNglk9OTrS/v/+CRNTZAwI1Z+LYe5ztpV+Zq1yD4I97OEB6XTU87sk65fqu8iBgRXbJ9alSSW6Vs/PMbZ6J4CXLro4T8Mp3bkMJ+gkyyAHMsizGx9ksl+gBHnhwljKFrGlftwR/DhJz1pd05d94IO5ly5EK8i6898rKihqNRgQ++FnvqmH3XV74vrb3++1um6QXS12T2wACwY8fIJfS6CkdSqCUSkWcck7pZakYaDnyI6lwkjnX4GwRr7Z1217e8vwqmXV/fz82WfTR3+bAxzdZr8rD/OIQURA3/o6T3uv1IufDD5EcV7nGN2wc/DQ3BSeG3AaYTZeCSCOHDAfC5W6OzEuKjdedEjZMbyTMIzPxjZm1lsqYnA1gnUujcztAk2dmZtRut+MgVc7JcfmZO47dbjfsAs4wpZOva/QbTsLCwoIWFhYKh2Cy7vkcQfvExIROT0+1v78fZXb9QNByuXztOUP0Oc7zqzTQ5Onp6cij8HOI1tfXtb6+Hgg15z8RAHop5enpaV1eXmp2djYCYQIXd+idTXeAyGVY0ki6w48zZvQzjfmaVpSCDcqyrFA8gzHNsqtqhzA8qaSJd5VGB5JKV2eVwSAwx3kvHF6AARz1+fn5WD+UbScwx/llbbs0jORr1la6Znl/7sV+5kAFjq8X1fCxcOmbg3pePIPAzuVnzDvmJteBAWD8CWKczfX9sFS6KqJACXz6wtkCxt8dcs8f8j3Y+8RtKYHo4uLiC32YBj1pkOVn1TlLxn0dLPV9HqDCZZO8f/qcfk5XKvP1z2J3mRc47Nh2Z4RhxTyPZ5ws2AN5bBLXcNCJeenBrjOqqGsAWzwfieuyTofDq6IvCwsLAQK8qwYjyTh8m/2Fb9pug59vQbtJatEdJ1AHztngvAsWOk4GxsNzgkAvvMIbKIXX8neHEQfPF5Aj4tIIzUeqdffu3QIL1Wg09Nlnn4XEZVzy+m0rtsFgoP39fTUajTDI7sx8WxuMzsTERKBmSMBIul1dXQ30E2eCZFw+B5vBeQrpuQvS6KRuHDHQceamO9B+9gL9t7CwoKWlpQjQ2Qi5jjuxXuCAQN6dF3KKuH+5fHWwXrPZjHWHY+NOsQc/OBvuGILgInmBjUBKRtGCL7/8Ul988UU4wQShOJ/1ej2KE+Awu3MxriHFIYn5zp07Wlpa0g9/+ENtbGwUDsNEMlUqlcLx+/zzz/Xpp5/q+Pg4pHDujLgzRHOJoTvxX9WQ2lQqFa2vr2t1dVWLi4t68OCBKpWKVlZWgoXDyaQow2Aw0MLCghYXFyWNktR9TvkhnS5RwtYC+rhD7wwRATJzgXnpjC5On7PqHETKHBgOh9rf31ez2Qx5C4ELxW1w8r3fcHovLy/DpnQ6HZXLZVWrVa2urmpra6uQV4FEVRoVbEA6V61WNTU1FefAeFlx5q0HhycnJ9rd3dVwONT6+rpWVlaCpXVgwR1WWLherxeysizLQvbIvsZaciaXKmbMcQA4d96RwzJugDa+Nl3i5RIu1jeBljPDKysrWl9fjznOdbBLHjw4g8q9UmCSYIR1C0CTZZmq1Wq8I1Iwn3ce0MIMemVM/yygA0wVAQnPxfr1QJ65jv3yeU3f+AG6BBzeGCcYe57Xr+eBLvMdW+FVMKUrCa7n4NDnvD+BsNsiHysPrpB/Mla8M/PAJYu1Wi3mCgVd3kVDQkhVw2+zv/BN223w846bI0w3OdF8obrhYoGPo1sdSeNfftIkytQYuJOS3td/MHBsxrVaLQyppNDPg/R+l2Vbb7OBKn0bWroh+7/ePD/EZUEkS1POlGCCeYBzMBwOgxkCocUZHMccpoyoBy3e2GBTGRJOBGvXndVUIso12UBTxNTlGb7h8hl3ztI+5L2cRfDP+71YWzA6bHJnZ2cFjbyvZ/rS5T1f1egzHCrOTapUKiELIXjCnnhf5PlVZTvKTb9KErC//6sCSj6eoOiwQBTCmJ+fj0DGHTqeE4fKWQNAHhhJt/MEjzhU2MF0/rlTmDYPQB0153fjfpAHnZ6eBoDgzKSj98xfZ0IZJ9gk5GvjEGKu63uLy/OQ1sCOuKPv6wx7706lry9nBpyp8n72Z3MWiznu33eQaNy1POfDAcCUrfN3GbfHp99jvvrZOMwP2BoCaQIn7pWyNP57gpE00GN8COSvk4tyPe8D1mraV+l3vG89oGa8/b/9hzUx7hqMmzf62v/fbWI6bv7ZcftRynxyLWcJ/XN+X/9eKtH0Pkvnp1dBfJfMj/f/+66yuQ1+3nE7OzvT3t6eJicnI1HzTTYcKpwqkGzO8XDniEAjddwcnQH1SJkER8r4uzsUjlrNzMxofX09zqNYWlrS9PS0VldXtbGxUXAiKdfa6XT0/PlzPXny5NpKTt/25k4SiM/72lxCVqlUwqH0ZF2pWB4ZlB32Br23V4pKHVsQylKpFLIqEF6S9/f393V8fKyTkxM9f/48GCV3NkHVOcndnRk2KnfIcB5ZE+5kwUbNz8/Hhpeyb5yrkmVZVMOSFI5kp9MJlJ33h93C+cZJAmFEFgijS/DLxs+6Pzs702effaZ/8S/+hY6Pj1Wv18OprFQqgaJ68v03WXOg9MjckNVxHg8sF2xQr9eL3K1X0Z57ftO48XhZw7GGfQLVJh8lz/MopgFD4vPFkW1YcNY4khccVu8/7Kp0lbO2s7OjiYkJbW1taXl5OWQx0pXUjH4jT4RAJpVgEiTApvBu2GU/gwb2ZmFhIXJhKN7h12dcfB6XSqVYR61WS0dHR5GfxnOzTj0J3n+PlJTrgdT7XsL7LS0tKc9zzc3NFVgQ1iXOWrvdjlLU5G+53VheXo6iDVQ2pHnw7I4fJerdKcZued5d6izDILD20kCZ4h/O0KCE4Hl6vV4hif7s7CxyW7wkNoydM76+dilewXWxUcgOnY30AJPreJANi+Z5VsfHx8HsLS4uFgAFnzcE1PwdxpLx93XB2oS5wm7gr7g0mndO85ycGfT1zLpMA23OYaJP+azbEl/DaX6YB6KU9GZM/b3yPI/8S8ZycnJSrVZLlUqlUGgkvf9NtqmpKS0uLkbRk+Pj4++cn/Wq7Tb4ecft9PRUe3t7KpevDjZ80xMNqhWUj8XEonZKHTTOaWwPfqBpU0PADyh7lmXB5lBJBtSK8zLW19eV57mq1aru3LkTmlcqtYDut1otzc7OhnOxt7f3nZBwjWvkWknjy2K/T80lQlRVW1hY0MbGRsxFabSB4NgvLi4GmoxzhQPs+V+OQLLBLCws6MGDB5qdnY2DIc/Pz/X48WMdHR1pd3dXjUYjdNXXBT9sVC7lcMdIGiUT41DwPKCyBBGlUimcIN+sz87O1Gq1Irir1WqF/CJyctCD49SQjE9/DYdDtVotdTodLS0t6f79+5qbmytIrZAsnZyc6NmzZ2q1WhH8tNvteCYcRoI2HExJ1xY4+KpGIOFndoBmz87ORr80Gg11u109f/68IA30SmfXXR9ZEw79y4oajGvYNIIw5IG8O30HUo7zCtvIfWEDCZxwSHEunWlk3uZ5ruPjY3355Zfh5OLU0t9IQC8vLyOQdylQmgSPIw3jRDU1/psxcIecdQcQ5Y253u/3tbu7q3q9HsGPMxMUSsD5x+F1tDwNgj2YckaM73vwg5OY5trxzoPBINbN7OysVlZWtLi4GEUQpKuz7mq1ms7Pz/Xs2bN4XsYlZVelUU6YNCoc4MGNMxkeuMGoelDhZeuRnjM+BAck7Ltj74wwwQ/BBVIs7CH9I43kveR9+jlAnLlDEEp/pg53yjaPC3443Hl9fV1ra2sFCSRrKw1+nNXh3h7cuJ1n/gE4+PzxdUdBBsYTmShBGNVm/ZrOeLpE0w8X5r7ud7B3eXAmjfKUyHOcnJyM89u4vrPpWXYlQZyfn1ej0YgKf5575ONxk415WalUYp69r+02+HnH7XWkGl+nYXg8CRZWJr1filzxr6MvafUSvuff573G0dPjghaXMXDdVIbiCM53dUG+jLp/X1oqIyCorlQqUcmHjTyV2hB8E5AwR3GAYS5xJkiSZm7gWIACgrKCGg8GA929ezeC7FqtFs6UMz1SUdLgEoxUvsDfHdUDZKAsszu+3MfRXJgm/ztrwB2GcT95nkeyukuIaCnanso3PG8mXfv02TcJ0t35npiY0MnJSYwljhtn++AY4Hw4Iv1V9/gmYAh2BifTK0O53ElSoc9cNuzz2Z1pqWivsGHMKZzdarVaYNscHPGgmXnjdjkt/8v1PRnbGQsvwIBj6E6/vwPX4vqVSiUCKMZRGpX592fHIUyDCnemxzl2PmddgeBrPQWPuCaOsLMf/uNOL+/FPT1wTIO2lG1O9zkfK4I2nsefw4uhOPOBE01gle7Bfn2XhTk7Q+DC+PDMHuC5xNKvxzP7HutgTypD8/v678ftzeOCKP+9s4zI/lLAaZy0TxovUfN5S3/Sh6zbdAyZZwTzWTYqSuN7id8bO8H4sZ59XWC7AFi8cifj4YCB/4xbEzfdeMZxRYLet3Yb/LzjBqWO0X7T7fLyUq1WS6enpzo6OtLh4WFIzVzeki5WjMjFxUWcHo6DMjU1pe3t7Th1WyoeCgY6hUFz9NgPV+TE44uLizBsnrgIusiGcVMB4ttqSFAkFTbu96X5JiKNzsFBzriyshJJ5JzEPhyOzkbx5s6SyyfW1tY0HA51cHCgvb29QNgoJ0tJYhDE4XCo1dXVcKx/9atfxfxzBJTvwDjQPCDwxiYnjaRZ7rC02209e/ZMpVJJKysrcWYOCDnJ9QR3nrzM5gdaClpOErkHa1mWxRkqOMGub6cv6UN/p3T+MRYesICWvm4bDoc6PDzU73//e1Wr1Tg/6PLyMqQ4MHLdbleHh4dqNpuBjDpDMa4B7sCyfN0NGzZheXlZs7Oz2t7e1vLyshYXF6M/vNwu7NXMzEyU7/X7utPkcxD7mjJZeZ5rYWFB9+/fj+9Iiop6rCHuv729HQnzFDxwRxQ5JdeWFLlTBMppoM6cwiHG8Ukd0pmZGd27d0/37t0L2RgsKoE+9+TvvV4vztRyKSz94U6fz1dpVLnPHUr+29kKZ2nX1taCJYJ1dTl2vV7X0dFRoPkrKysxbsxX2BrYEm8usWS8hsNhJId7oZb5+fko+uBACu8EG+CFhMrlclyLUvjYAcaSUuew677vnpycBGKPTXFpIePIWJEXyR7PHCco90CE8fK1yHUpC0+xCreF3nhOvkt/Hxwc6OzsTCsrK3HsgIMBXt3TA1TG1dlCGv2D7T87O4sjDhxI45op88N4UpkQiSKf931pZmamEOhLV77X0dFRYX4BtEiKIjmMK74W5eDHBUE33c7Pz3VwcKCpqSm12+33zkfxdhv8vONGTg6L/U03pDQ4G5So9YPA3OlK0cazs7OQoeA0Uo76OoTGKV3Pl3CUCXQB444RSs8jSpPIv8sN9ux9bR78sLniBKC139zcLCSSDwaD0D57BSzWA9d0pwHJCfdCKoQ8DHSc+enMDw5TvV7X/v6+JIU8L9Wnp2vBN34S+AksUpS9Xq/r+fPnwXyRh8N6c70/a4Q5nud5VADL86tDRrERlL/1zXRubi4+61IiRzZ9/bwskCD4Oz09LUjiXrcNh0N1Oh0dHByo2+1qcnIy7BASRNie09PTOOjVg69Xucc3yUkiqKxUKlpaWopAiP5g3AFqZmZmgqWkMhhjSH6PM0EeyHsAxe+xxeQckX9EoQ4YKeRp1Wo1GDMvX++BkDRyuPwzOIRut51t9f5kTWZZFqAUZcAJiJHweOlxAsButxv9BbOWPts4xN5BjyzLIvhK7X/KdLHWkN95iXbmBsHs9PS01tfXQ8LFtZBNObvsTJ4HMfy4XTk7O4uCEpRF93f256VfUGI4cwOzl85rl2oREMMqsL+wx3jpZ57bD9Q9OTmJYNmLwhCAw6Z78JMCDPSLn2nGvRzgS5kiQAuCbCqMUVreA2WeyVkwrsF/E3jQVzwLYBB5a6gQCKBTsAQguNfrxYHTSHSR79Mn2HrGj2fg2TjM3Vlaz3uF1cdmI0t0OfXbbgT95XL5paDT+9Bug5933EDwyHN4G+06OlkqHlLoqDcBDBtxrVbT6upq4boYJoyyB1X8nc/gXLlO3B0CPovRAhlxR/S2vd3mcsS5ubkXSqXDXnrAUq1WtbGxoeXl5Ti5G6cSlsE3XDbI1GnkPvyUy1dldnHM/LTtVCftMgOuDehA0JE6Yakzxme8oEcaELkTTvI4zE4qwSHISFFVvya/9zXq92az5bnSPvOy9Lw/ORHjzunBeWez/qZrjOdmvdM3acDA+uYMGq/s9SqNnKLr5C9f1ZBCgegzz70UrjRyHMmLcTvlTpfnNHA9v05arcvnjzug5B25HDQNIPhhLBnviYlR2XXOL+K6LmHivQjk+b0DAVRZxCkk6CKY8+DB5x7ouidwMy70ka9Z7u1l3QkuYMwByhz1975gz/A5zzykj3k/mHiCN9YUPzis/iywEd7X/MAAEHS4Q+z7qwepLuP1+8O49vv9wrgPh8MACHl+glSuy9z0QNBtBuf0uG3idz7XpFHRFLfTKYOcgiu+RzvryXd8rHk3lCjsEVzH7Th2zitOuo/hVQ2xK+VyuXCeFcGW5yQ5aOfMjJ/b5rafuebn9Dg7h51OwQgYLFdHePAoqcDyp7Lkt9GwG5TkpkT5+9i+dvCTZdm/Kul/KOlvSboj6b+U5/m/a3/PJP3PJf23JC1K+ieS/jt5nn9un1mW9L+V9F+QNJT0f5f038vz/M2XO/uWNyowlcvlwsnrN9VYuBgxjDSLNDVcbtz5bK1W0/b2tj7++OOCw0allLOzM83OzkYlE1gdkCxqye/u7irPc21vb0chAJ4LRIpzBVqtVmxU73OVtG9zm5ycjIT7Dz74QPfv34/xRR7DuRfOcCCR9BLVJJOycbr80llCaRRcOcI6PT2tjY2NkEpybRxIP78BRM3ReD/bxJ0y32x9g+U9+Tybqj+rBw9TU1O6d+9eILwuZ+Maac4S9+XejoB7CVQco/TgRyS0MF8wtJ5wv7u7qy+++EL7+/svbKwEKY6gvm5zqd3FxUVUgzo+Ptb5+blWVla0vb2tqakpHR8fq91uB1LqQfFXNZiLxcXFsbbrVa7R6/WCSZRGeTXIknDsZmdndffuXa2vr0fAhPPjTrUHnTBGFEdwlsQDYT9XRFIUisGZhSXkHR248uCJNTI1NRXn0DiLiH3m8/RhygoOBoMIKL38crvdjjlSLpeDIXPHz8E1SVGhDISbxPU8z4OF4jk8X4ffn56exvzhHBZYMAJp+sOL8tD/jCdrjTEDgGu329rf31ev1yuAOjTWFoGky3WxfQCXKysrIaUjePGg0quRIY87Pz9Xq9Uq7Gtcn2pvVHmESc+yLGRxfmYWcmIASIIkt5/IOGu1mubm5qKqGe9PhTzYPw/K5+bmAnRiLjIXmD/kBdOcuXfmBvswPz8f89NZ9DTYwJbBCDvAw2d9LcGi8vz0f6fTKdgn1hFryY/ewMbneR57CM8PYOPBT9oXns/K3zyniO9Q5MSZXYozvM1G1d3Z2dmw118HSPoutddhfuYk/ZWk/6Ok/8eYv/+PJP2bkv7rkr6U9L+Q9B9kWfbTPM8Rj/9fdRU4/eclTUr6P0n6tyX9V17jeb7TjYX5tqL8FK1xw5Ii0f4daYRgsgHMzc0VNhk2AQ+UxqHp7gSkKB33cyfR9d3v4yL8LjR37KDu0U47pQ/azMaCE8eGnLIsPg/ZkKTrzzjhdwRWODSe00Lz+ebsogMAfk3e87r397+5lMTRRv71Ck0p0ufzXBrlOKTN+yWVraXIt0tN2FzdQebvbKrXVW97UzbI+9klHTgkExMTWltbk6SC1ON1mF3QWhy+r2tPHeTxOeJOEQEoyLg72T6mfM9ZNbezODweMOCUSioAUe5wezCfMnbj+p2+QOZD7gnN7Xb6e65D3zhogROYJnaPm6v83XNAsOUOBvja8nXJ/+PcprmifHfcWLr98DFNE/3Zh5DvOXudBnKpSoL7+XxlvAgC0j5mfvv3vbiH/97LhsNG+HO5jDx9R7fBBMs8Z683OmfMgSoYa2xwatdSm83/O7PG730O+fun9o9rOTPK33jecczZcFgs2jRuzF0ySJ/T36nN9c+k69/v4f8SeDKfmI8+p19mw1PQgH8Zj+v2opts2B0vaPW+tq8d/OR5/u9L+velFx2FP7I+/31J/8s8z/9ff/zdf03SvqT/oqR/J8uyP5H0b0j6z+R5/us/fua/K+nfy7Lsf5Dn+fPXfZnvakuNw001SgVjGFig4xY+YwsNmue57t69q7t372p+fl6bm5uFZEscUsoMk0zu50z4mQigVa1WS8+fP9fJyUkguH7OCsbYizLctrfXkN9QZnljYyPGibGBDaJUtY+fOxxSkXlMHQpHGD0PjOukycbpJovDl27ObJg4T87ApE4mp96DpKZBBkF9v99Xq9UqbLIEe+j4QRg5TwME0K+T53kcNEohBC+IkDbeFYcfZoENC9kEcjN3IKanp7W2tqazszN1u92Xbm4eiPrG7nKmcdI4dxhxSFqtVgQk5GGcnJzo4OAgcoD8LBrPn2Kc0/njjhilrkFQuSdnOr2s4aS2Wi1JiuAEx7hcvkr8hrk8Pz/X4eHhCzbT8zXHMYncy50i5gJj504Uz0XwgBPsLCjXxnnO8zxy6XBemKe8H9cHAScQ8fyatHgH+Q6SQproz+JOMLlTjsbPzMxoeXk5mASCF5fTjbMVXJeKjcPhMIplsEYIgmALmYP9/lW5eO6FlItiKz5WMzMzunv3brwrLNs4cNDBmRSkkxRHMuR5XihpTAn19fX1YKzdMXbwEGYIIAm7BtDkbCNAC+WlPVDxgMCdaq4JiwKTzj38LCjsI+AVhxTj5NMPyCqd2Ur9C/oIG8ZnGXcPljxgSIEwxtyBYy+7zvi6DI7iHaw55gjXh+FwWZ/Pc9a696vbRYAutwvjQBHWAM9MjiCFLPb29tTpdGLuvO2GqgCg5ib90Xfd3nTOz4eSNiX9h/wiz/NWlmX/XNLfkfTv/PHfYwKfP7b/UFfyt78t6f/5hp/pO9HSjfImrn9+fq52ux2OiaMp7kD6c7h2/Ac/+IF++ctfBsKfVqdj02NR49iw0DFwafCzs7Oj4+Njzc3NaXV1NSp3cRJ8Ks27bW+vlcvlqKK2vLys+/fvF05mn5qa0urqapxTsL6+XpCt9HpXB6XhnDgqzeeYFxyG6PIYNhYCrdRZYi55knm6aboGvNFovJBETsCA1AkngrNRkIRwXkO5XA6HMtX7U3SBPBYcJoIG/kWKRElsgv9qtRrzn5yhTqcTEjfu5QgtiffIDl0KQsPZXl9f13B4VYHtZcGP5xnAysC2EQSk7JEHtQSNBEk439i5Tqej/f39kMV50jbn5PB5d3x83PkM7CLjMzU1pefPn+vw8PCVzvwBrMmyLJwoD36oCsbfKdeNQ+3FapwJSFFu7yv60vuKOUeAjhOJrUz7l/vgUJVKxcqCrKNut6t2uy1plFNwdnam/f39SM5njcHSpnMB5sgPWU2ZOvqqVqvFfXu9XtgLAAEKX1DIIw203WlnPhDc+lzj/6lwhvQW57jVaqndbgcDNjExoc3NzXDU6aPZ2Vmtrq7GPuM5W+yVBPoeeDurwDNzzhR2YzAY6OjoSA8fPtTl5aX+9E//VNvb2wWJL7YQcIDDZzlvxecPAZ33/8zMjDY2NjQ7O6tWqxXnQPkPe73bDb4P8MO7UszCnw85LXbSgx9nXplr3BPml5w/7o/d9uDHwU3sfipr43nwZ5DBEyxUq9UI1Cihj6yVYk0po+OVC2dmZuIgY8bcx9cP7IVZwxZMTk4WcpI8OPLgp91uF4o+XVxc6ODgQCcnJ9rd3Q1p6btojD/v+nVZ+O9Se9PBz+Yf/91Pfr9vf9uUdOB/zPO8n2VZwz5TaFmWTUtyT7s67nPfxeZIwk1PMu7FonQq2DcWghW0wTAvfg4GjlO6IUkj6n9mZiYMHobN783zgDR0Oh0dHx/HRkmuQLvdLmwqt+1mmm8KjJFL3XDucdxx9L1aIWPtjro0mhupPEEazT/mpqPa42QtPJ87gdzHZS3cz5OkXc6QJp8y59iYvF88sGLD43wdfkDN05K+6b/0D6gkAZIH+LwDzkPabzi8OAT0FY7EOJsyDgFG7pKuq9Rx92ukn4d58s+mTqKPjwfGjI+/X/oM49gT/12/Pyp17Y7V17EV9Dd5R1l2VUIdhBwnzcfMnf/0ud0592DIUWEC9lS65MyXBzGOMKeSGr/fuH5L+wwnkrXLWnBb7QECNtodaZcVsrZSRDxl612O5ev0OgDO16u/q/drunfhELMWPED1fvBnSeVJ3p/cP+1Xz99gbB1Q4JlhuXgOHyf+9XdJx8I/5ywdz4aj7hI3/ub/pgyLjzF/JxCXVLCP/uPf9XnPmvD1kDJE4/wc73dsqT+rrwXvc58PbmfSdUOf+BlLKaOUvlvaPx7MpH02bo9K9yWuxXuldnJ6ejqAAnLK0n3otr3Z9l2p9vY/lvQ/e9cPcRMNJwbDcZONjQH0ArQQg8xivbi4iJPgl5eX9eGHH2p+fl5zc3ORXP5VqDHVWxqNho6PjwvoO8ihdEUtHx4eRlWaVqtVQAXb7bYeP34cyalvKifhtr3YZmdntby8rHK5XDgXgXNPVldXo1Q1J3n7hgdin+d5jLOkcACQ2uR5/kJScZ6PKsDhxKaVpLzYRRokIHngfsgIQND5HggyOWvSaLM6OTlRvV6PdwHN9IMvcWJIDPXnIlDkOyCQnD3kziAMAveivCtsAvIg1mMqDzk6OtKjR4/U7/cLzNza2lqUIiafjuCPdedorlSUMtEAQLx/GFevulgul3Xnzh1tbm6q1xud9M6Y5vmofDDMAggpycipQ+FBsf8//+02IM9zNRqNwknsExMTgfR+nXZxcaEvv/xSrVZLq6ur6vf7qlarYTdhIJjLSIj54f4ARbCEXjKZeUvVNHdyyuWylpeXtbCwUJClnZ6eqtvtBrPj0kn6wIvKILdkrsCISaMcj0qlou3t7VgvDlzhhLJ+KArgLCaOaOrkIReF2ZqdnX0heOOZYVYpSAAjOk5O7fIv9go/j4Xgm5Lp0qhaF1XECHR4L4pBpEyzs3iM2czMjCSFdFZSMAQ+h2EaPIhZXFyM88mWlpZifbmsFrZvenpay8vLEeQw32EhJicntby8XHD2+/2+nj17puFwGAUb+H46ljzvuLXG+qbE89LSUqwnPpuONbYVNor5JI1sNIGDX4O5xnhi9yh1j21JQVaYbcZkYmJC5+fnwfzhS7EHYHecuWIPYI/DLrHveM4T/UvxCQ+4XI4/HI5ytPzMMZg15gLMKP0DG7S0tKTz83MtLy8HELy3txdFod5Wc7AhBS7et/amg5+9P/67IWnXfr8h6S/tMwUxe5ZlE5KW7ftp+19J+t/Y/1clPfuGz/qtaDhnIN83fS+XdJC4irEA1Tw9PVWj0YigxKVBLvEYh5RIKjh8l5eXhTNUQFExgFTw4fnOzs4KNHKn09Hz58+/0UGLt+3VGtXcCDrQSHMuT7VajQpBm5ub2t7e1mBwdWYO1bLYRM/PzwNBZ8NiYyBQScsFu2SAjc9RUncyrkPWMdpUQ3PEDueVfAHyQ3CiLi4u4uyZWq0WBR1wItKqTzhy6bkMeZ4XgjcAA/+7z3uqHXlwc3FxUagklAZXJycnUaHq/Pxc1Wo1HAVQRN6d53M2hDXm0gtv7lD771KAJsuuzqm5e/duITBKg1aCE5xR5D1ft3Jjyl5Iipwh3ov7ft1r9/t9HR0dRSlnHFYCYRhviipwCCnjg92jyACVD3GeJEUuDkGNy18mJye1srISFbh4JwIaHGlnKSTF8/lcZ46yjlKJMgATEk/WkK9FBzJYy5SsZw168MNYcxA2894/55IrHEovDIJD6wyNO5wElp4DJY0cSfK3qAYHS720tBSBKHOdtXRxcVEIxH2uORvDHsnv2A/988hTmQvkKPqxEPSzy0IJjpFdYX9dITEcjgqp+PO12201m01dXFxoY2NDi4uLBVtFUMdchXlIGUmCckBRroNdSRkcnptCJpeXlwVZXMpG+jMzrs6iT0xMxNlQrCdneAAX+H8CD2cPeX72oIuLi3gmAFXk+chKHQB2u8U1PRfLJczOEjojn5a/9r52OTFACfssfiApAKy5txn80B/fhxSDNx38fKmrAOZf1x+DnSzLFnSVy/O//+Nn/lNJi1mW/a08z//8j7/7z0kqSfrn4y6a5/mFpNidv+uDghPglDwG86ZanudR8EAalWlkM86yLNgg8hVwWED5kYF8Vf+nBmuc/GfcNXAScA5IPPcN6bZ9vQaq5YUCUpkB+RsLCwtaXl6OBHL+e3FxMQ7SJCF4MBio0+nEhsNm6KggeV4E3JLibB1PrE6lkI52slZw0jzPZNymwPdBu30Tcm06gTbINmidy/d4LpxonDKcKJrLKFxuxg8MjD+fM2Muc3Gpix/Q6H2DEyaNbAkbO5u/szO8E2Oc53nkFpH0/Lotz68KNhweHhaCNEebeVbAD0kFACSV0lzXcDhdPiiNUHT/Ls7c13EcmMNZlqnb7arRaKjf70ceGEEG403AARuQZVk4vAT20ii/J2W0XMrFNWF7cJjK5XIwsthVbCRsiedR+Bxxx4z+8TnBfb1ggoML0qgwB04+7+vyKy9+4d9zRoPx872BZ/Z9IS3+wL+eRO8gC9/3nAvmhpfA5zpeeEcaJb7TLwRv9Bvzgmv677ywD2NBkJzOJ2f8PChPi4q4D+DBWHpOFPbB82nobw6pTMEjrol9cbDFJXowR9h6D4p9nvlz0q8pMJquv1QmloJbzPfBYFBwwvlvX/8uZ3YJJywdQTK5kH6YtaSQ1zMPnKVKg07egwAM5indV7E5KRDhUr2039ivmMfkrb1MXXNTjfdjz/2u+9ova69zzs+8pI/tVx9mWfZLSY08z59kWfZvSfqfZFn2uUalrp9L+nclKc/zT7Is+weS/g9Zlv23dVXq+n8n6d/JvyeV3iYmJiKZ0VG2ryvT+DoNhOj09FSdTkdbW1shS2DjOT4+Vr1e19nZmQ4PD0OC9tOf/lT3798PhO5V35FF7XkQOL3jFhUJjFLx0Lqvi+DetlGbmZnR/fv3I3leGsnQpqamdH5+rr29PZ2cnGhzc1MfffRRINYud5Cu0EtkN5eXl3r+/HlcDycIZweE1ROIS6VSnCEBc4Jj4w4ITsNgMIggplKpRECUItPphiIpNjuu5XMIIACEn0M/qbDmz+XBC4j/xMSEOp2OWq2WSqWSNjY2VKvVYg3jJOAweuIoGyMyTjZL0D/kHzCwKYvi8lHparOqVqtaW1sLxqDZbBaqLsHCEuwsLi7q6OhItVpNw+EwGIbXacPhMJJ1PVC9vLyMxF53JJDUuGOHY+MO77gGmg9jAVqL1In+f117Qb9ih5l7S0tLgRxTXMLLusNiwfKlZXv5znB4Ja3k+jjJrI1er6fd3V01m01Vq9U4/6xSqWhjYyP6r9lshpNEP+CkugSTHxx6gA6YGdgmzuEhYGR9cphrGoh0u914/5mZmQARYDxhFmAvsfse9GRZFiyPB5UwH4wFTjUSQ8bF55UHHAsLC/GsfEYa5Rr62SleQc3XqO9BfI4ACBal37+qondxcREHOeN4g+bT1zBvAIyweAsLC5EXK40YY+YiwRqMdalUikqN3B95L5JW+snZCOYxANK4PB7eFVCkXC5rZWVFtVot2DQHo3henpV+9eAnzf3y/cftGddgX1paWoq+8ODHmT8HkAaDQfQ78zLNc3JGkaBiYmIi5KA0WECC+fRgdVQDMKdpZcN+v//Cgcu8n9s15plXlJycnNTp6anm5+dj3N928EGBq3EFrd639jrMz59J+o/s/5Gj/Z8l/Tck/a91dRbQv62rQ07/E0n/Rj4640eS/qu6Cnj+kUaHnP6br/Es38lGdI3hS9G2m2ogJTivbH5OeXP4JJsoztXi4uIr3yc1cqmBTREQWio7uG2v31wa4AfXuXNDVTKcVPJgMHxsMmwA0PQ4TCCkLmv0JHZnLVzK5uyfI3/p5sD3siyLjYvN0lHYcfMNKQWfdeaI67ocDIfQEWk+6zkLOCpskrBAsFtpEQNJhUCNH/8c3/X38fdnI09ZMt7NNeXOuDi6SzUpUFWXsH4Txtnnh7NmLuvxzzoLmM7VccyDjy9jOjs7WxhfR/XpV+/H9L9f1uhbbCF96jIi5gjMgjMTrBEPGBgjxpsxZa46c3NxcRHOMXMfpxq2NQ386T8PXsa9l8udJcWcJgfUn8vZgZRt8Xnp6Ly/K+sLBN/Hwcec+Zf+8Bn6C2c0ReKl0fqmr3hfJLaOsNMPzuykjHM67wh66GOuQ18yx73f/Hq+vpinfJ5xxz75Z90m0q/jxtJZT5+LrDWX6HrzsUvXG/N9YmLiheplzn6N+3kVPyadD/5MrB8vuJAGQT4PnT101sTfz6vrcU9n2XkeZw79Ht5f7GMe6DPW/v8e+LhdSsfX1wLXfFc5N6x17n/L/FjL8/z/I+naHsmvRvx/+sef6z7T0PfwQFMalPL8/Hyglo5S3WRjMiN1QGoBQojxWVhY0MTEhKrV6jdahCQhUs630+kE4n7d82GsUor9tvrJqzWS0Cl/SpECAm7fBAhiZmdntba2FoUqPJCgPCiOM7lilGH1DcmdbHfaz8/PCwwQyBfj6xJQaSQDSfX/XNMlAaDKnjgLKicpSlWDcCP1Qu61tLQUxRtAtrmWVJRH8NxIAJmroNQwEI6c4SgRhPB8HPKZvlue55FX5QGlVKyaR6ltyomTOEvgSh4QDrnL0HC0rpOgfp3mzmWn0wnJk+ccXBfwgCTDljjC6n0Fo7K4uBj9zhwAQT09PdXDhw+DyfJS6jiX5Jl8VZuZmdHm5qZqtZq2tra0sbERLAiVzwj6GB/en7H0gJ35zHfc3sNslkqlKBONKgCWiDXDuJL0D1hFrgk/BBXYdXdcPXhwdn04HAajVCqVoqy1gxCe89loNAI0w+FGfimpEAjzfClAISkQe2S4XtYd20Dfe8Dule98Dvt6Yp7jUE9NTYWDC0vpZ3/5fsO/yMDT+cvhsTDFFLagKin9BWjCO5N3SBEh9l2CbK7Pew6HQzWbzULwVy5fFcdYWloKxp15lgaIMELeRzBPBPCw/QBBzHOCKxhVykf73/M8V61WU61WK+QkMfYETthO5pLPNXe0/dlTkIw+Zs7ST/QVYwKjR39w5IZL0Ly/KJXt0mj6jlw7SqiT/0NxBQfK3Ka6VNLPIeKdU0a8XC5HEZR3FXT0+6NCNO97dd3vSrW396qhF4XedFTlJpsbEdd58zeCISqSVCqVCIJet3nwg1QIXft1z0f/4HRiJF52Mv1tG7Vyuaz79+/rF7/4RQGxnpubi8NJcRiRDczNzWltbU3Ly8uRO9Lv9zUxMRHyDN98KXktFREsNjkc1n6/r0ajEeeJuBTHmQkcJTYmNmEPfhwlk0bzxeU/OBawWMgj2AhJ3sahmZqa0ubmptbW1tTtdrW7u6vz83MtLCzEJgoKhvyj3++rVqtF5aZmsxkBPcEPQRx9gvbfA5NaraY8z1Wv12Pzo83NzYX8o9vtRp6Hn71Tr9cjsOMQRQKc6elprayshNPvDA0OSOp0vG7DgfDCCbAVWZYVKkHR3LlDUubPwZlHk5OTIbd0yYlUTHYvl8tqNBp6/vx5FFkhP8DL7r8qgDI7O6u7d+9qdXVV29vb2traUpZlajQa6na78V4g4/QBFbDInSiXyyEJclTcJaJu65aWlmJcuJ40cgLTs08ohsCBu+k6cuQ+Re9ZPw5EIBEaDodRQcsDUfJALi4uVK/XIxBkHBhbD/SRWg+Ho1w/lyI5KDMYDCLR29F7gmM/RBhwBEdYKjIKzhT4e8LGMJdg5ZgfnqMmKdg4d25nZma0tLSkxcXFmPsUwaDa3sLCwguyQXIwqbY4Pz9fOFTU34F99/T0VPV6PYpD0G9I553tPT4+VrPZLOyTBC0eVLA+5+fnNT09Hc499rHfvzr7xoNfbCnvQmCEXJg9ImUImac8pysGCDSc8XOgJwVnmHdI3QhgGUv2uCy7ytvDHnc6ncKBtwSkrEOqVNZqNW1ubgaD0+/3NTU1pfX1dS0uLqrRaGhnZ+eFQJd15XJYr0wIOIb8kevTV1Q+pBrqdQzuTTfG3YtwvK/tNvh5B83p9xRtelvNETg2CTYsnsnRy9dtVw5jW+1WWyedE512T3V+dq5BfyApU6ZMExMjKcnk5JTK5ZIqlTlNT08V0MypySlNTnhVo1x5PkKVhsOhcr2/i/WrGk4PunmQf5wInCzfUNhE+BcUzRkZR3B9vnINn7/j5ooHEM4Spc/tqJnr08dJ5JgDaSDE39jU2MBcJuT5EJ5kTTWfVGvuPzgkfJd1Qv/4d0Em/fPptUCj2cTdWfPv+jpksyWvyg8lRGrkMjtH/N0hvG68vklLr3udXXOb44ESY+3BT7VaDbaDOepoMtfiOgTAjir751+lETR5lUt32Fzewuf9vb25kzOOqXDmjGul833cc6fzw+U/rItxEjHmoo8D8xoQwVmI9Hn8/j7e6foEQCGwSr/nz0HAgUONDSAwYZxfNo4p45M6zuOkeun+56g7fehziOu4zJVCPQRB/o4uq3IbxRp21jBlnMaNtduk9Hc+F/wdvN+4vlfhcyCU/ofNSwth+I8/l7Mohf04f1Gqy7gwR+hbbCafo3/9/a5bCy4FJLgi6E8ZR+6fBlmen5rO9fSd/Tspk5ra6TQY9Pmb2mjfT3yPeRuqINq7CrzedrsNft5Bg+YcDofBZqSb1E00d7pwuByhlEYyCPJ+FhYWCoj01207T3f0F//wr9V43lL3pKvOSVe9y57mW6va1rQmyhOanppW6Y9o2uwfEcDIRbCF2MsudTlxqWE+VO/yamMdDIfqXV6qP+yroX21L4+/twFQtVrVnTt3NDc3p48++kj3798vaHdB+rIs08nJSZy0jkSA8s/uAOEEkiDt2nlHSFMD7ZXfCLo8mCYgKZfLkWTrCCnnpOBwIp/iPjA3bBDI7ZCnNBqNcERA4C4vL0OO5oc7krid57mWl5d1cXFR0JtLI4cBtgZEXVKhGh19cXl5qVarpSzLND8/H2e+eHVFgrdarRZV2NzJcMkTLBoJzvv7+3r8+HGcqH56eqqtrS2tra3Fs3upZSRSoPcEBtKbC4AIsOkLHKdxBQgIeiYnr84t4ZwjihnAOk9NTWlhYUG1Wi3mD/IcHE6vuvXhhx+qVqsFq9nvX52o3mg0CvkQX9Wmp6e1tramzc1NLS8vR1+WSqU4H4nxIs+AXJKUfXGH1wN8l9HU6/UY8zTo9u+zV/hcIqEdZsNZEHc4uRbzleBmdnZWq6uryrIsGFufi86W4cwzv3gHnFf2iouLiyi/TECKLfHiBiR51+v1YCgotcz7eUDrTBP7pdsiru3OrsvCKJbANQiIKEjhAQV95tI1AoJ+v69msxlJ90hQKZEP+wxLxw8yRX8eb2lAw3MgJ2SulUqlsAfuULOeHPRJr0vfIXHqdrtqNpvRH9hhKr66XYZRxy7zXvV6XdL4yot8lrlH/vDp6an29vZizaSBHc/HvCE4pU9hEYfDYfhTpVJJu7u7cS+XOzImvgeenp4GaOJgnwfKw+FVoRKYL/ZMVDEwO8jmWN+eg+hsGfPMgUaCpFKpFHMd0Adb9zYKP2F7AX3e5yDoNvh5Bw3nTVIBnbjp5saFheeosy98Kluhr3/ddlxv6fmf19X+4o/VqfKKplXRlq4O+tJQ0tkfn+8ke0k2mTSpGU0WumkU5uQa6nLyXG0dv/azftcbeTsLCwtaW1vTyspKAbWl5Kc0OvCWOcCm4uVzXSPN/9PcsRrHBmH4cdyRrbgjhxPnElA2W3fO3FHhu5eXlxG84XSCJCIfoLLY/Px8SPQ8vwRnwaU0fjZH2tiEcTzc4UKOxrM2m001m01lWaaFhYWQdaXadhxOpIZoz3EipNHZMDjHFKk4PDxUp9PR4eFhVHg7Pj7W6uqqZmZmItjBIWY8vOLim9zcuDb5RWjzU9vGfQmy5+fno6w6UqHZ2VktLi7G33G46D+cYORGOA6rq6uqVqvqdrshC2y326Fjf9UG48S5Vl5id3Z2Vr1eL67JGnLHL0XnHRkmgHAGi2px3j/XBT9Iceg/5uRwOIzDXV0Cydik/3JtxgyABKeHzyJbToMDnEufq9gbpJgnJydxNhBrmgCF+yLbQ1ZKDir7Uq1Wi2fys1mc1eA9mVcELeVyuVABENtGw2a5E4o98TEnwBoOR/kbnElzcnKio6MjDQaj4gK8HzbMgx9sFOvR7YoHbTwvY8Sc8bxIB4SwZ7Ozs5JGhVbS6/O3w8PDsDc419h6ntXzBAkO0iMvqOzohyr7WifPiXGvVqsRsAAQ0c8uS+OdPDeM9cZcc3moM42l0tU5RRT6YX578AO7xbwHKPKcLdYe+5KrESgO5LlQPtY+Pr5+XQLN9R1A4PdIy5n3byP4AQgAxHqf2/v9dt/S5ht/Siff9H1xZjEyGIWUfnWD9HUdpLOzM/3h8z/ocO9In//VF+qfDZXliWRC1wQ6X6sLsrjEMMu1MruurDbUQH31hlcMEQ61U/HvawMFZ6MEoXJjjESKTQVUTBpJXtz5cjmAa+zZnKRRhSw2L58vjuq5Q+WoJOdJeT6Kb6Iu4fHcB4oqsPml8iE/rwJk14sscH/QPxxL3s/lDS67eJlMheebm5vT+vp6BD9eUp7nB8EFsXfZHE4LfUifnZ6eRv5cu92OAiKnp6c6OTmJw4l5f94rTYZ2yc6bWBPu5LszxryiD3EMZ2dng9lZWVmJoIeCGy5B4XruFIJQuq3CqSDoI/eH66WJ4OPewfOQXCZKH+GEeN/hLPJcfmgnDB9/x3Finvo8S22u9ynMiwMMjCP3Yf2VSiWdnp6q1WpFrhEBGYG2j5GvV18j/J25led54WwT37eYx8y14XAY54tR+tfnoEsRfUzI3XD231k1HFufc+QnSAoGLMuyQuEEz29NK58xVu6w+l7JusRJTucKh6gyFyj6ISkYBd9beX6CAYJWB2NcugjYM44pYsw8CGK+kQ8Iy+bSZWfZeC/WGvfkGZ3FhRXARjGW7CX4Fj4+ABgwLG4D5+bmCp8lIGatYaMJwpgvvLdLySiygt2HRfb1xbuwLrkWexCyOfwGD1RTiZurdrALMLIETM66p2c+eSCeBu8Emq/rg71ug2Vk7d4yP7ftjTY2VxKy02TEm2oszOnpac3Pz6tWq8XfnHrlGV2m9HVao9HQ//v/8h/oX/zDz3TWOtdl/eYrtGUqabW3paVsVf2pS11ut5VNX53+vre3F8bnVWUv38WG1ASDy8aCMafKGYYVZBPn0DdOd2qcKXBpF59l3szMzIRM0hFrr4TDxob0g02J53KEPHUIcZq5Nhuzn2PCJr24uKi1tbUCggwLwEbJ/Y+OjuKcGoI/d16RZ3lisT8rG7Szp8720LzPWV9skqenp/F+OOqONJMoXK/X1Ww29fz5c+3s7EQQdHJyoqmpKX322Wc6PT3VvXv3whGXiies02dIcL4pouibeerQ4jDDnqyurkZFpvX19ZA34lTduXNH1Wo1pEQ4de70MidrtZqyLAsJZK/XC4f/5OQkqvDBjvk8ue49OMsH+RIVrAg+Tk5OClIgxpUgDObE5w/5S+lalVSQyrAvMNdgcFyu5/OGgJk5BUPA9R8/fhyBsHTlhN6/f18bGxsFptadV0fPvYgH58fMz89rdna2MJeR3iELOj8/1+TkpDY2NiKXDmbBgzr6lPmSZZlWV1fDbrl9Idj0fufvBP3D4VAbGxtaXV1Vv9/X8fFxPAvPipRIKjIjvD/XdWaL/iYvkj2S+zOXJcXanJiY0MbGRrAcHgBjJ1gTrVZLR0dHUWilVqvFZwAvYFaQvzK/YKF9XvOsFCxA2o4NdGaw3+9rbm5OW1tbmp2dDVvEexGoAyAuLi7GgbvdbjfWgh8g6hI25iT5e8y14XAYa4s9gn2JuQSryzilbKjPI2xktVoN25eCPdyHapBeIY9Ay4Mf5MSekyiN1AvYAsYUyRrqCf6OBDqdi+ka5F9YF5envq0gZGZmRqurq6rVaiEffF/bbfDzjpobL+nlJ5u/qTYO0XfD4Mh8Sr9/nda77OnoSUMH/6Kht/BakqQsz5SdTah0NqHS3IRKE31Nzo/Kw+IouNGR3k6/v62GEScASBFS32TYRJgHOFwpA5kaZmdhcHAdQcZYp3IdvyfPghORJkT7vaVivoJUPNuGDcurCdGQiznzkM5nR9X5XJrj5sgw3+F90+fmHaenpwslV0EO2dBoHkj6eDi6j+OBI0oVI/IN2GCRwx0fH2txcTFQf+9LnjlNTn7d5tf1PvX7MlYgvQAvS0tLwUDDEPB3nIs0aMNJdpaD++HcSVeOLag7wTtjfV3wI40Sxv3HxymtBpbOAQ/QfBzT/sEWAQp4gE855nEs5TgpHNfnbzwD+WB8bnp6OhzfdB2kbK7ntxAkSyr0JUCBrxfmKcERMlsHN9xmOOhHwOH5S1zPAx8PRmBFYH4BuVgrp6enISMCeEnH1BF4Z9H8h9/zrIzbYDAogAzu5HqJcbe7jLWvdcANr0bn92I+MD+wP/zd1zKfp8ogzwgDgV1wkIJ16IwzY+1MNEAQc9GDZ+y/zwuCHwJJGp/1XCuXlKX2leDH39vnEz/IqCcnJ1+Y6943XNOZMC/04Pk6gDrptZALst6cseF3DrRhx51VTM8fSufe22R+3K6m+9T72N7vt/uWNp/8b5vWlEZnhBwcHBQ2Ds4NcCTybaIOb6qVB5OaPq+pXJFK2aSG85kupy81mOorm7wykqBWl5eXcXDgd70h/0J60W63Y7MiAMSQOwLG2SQu2fEkblBHqXjwnwcnvlmlLCZOJM+HQ+MbJxQ7mwZovl+H5Gg+w/PgWEujYBaEtNfrRe6HX39ubi608a4t90IA/r7OgkkKXXSWZQVkkvXCddKNmv/28yp88+f9+Hyv19OTJ0+0v7+vg4MD/frXv9bBwYF2d3d1fHwcDpOkOOfm8PBQJycnLyRKDwaj8yx2dnYKid9ftxGsZFlWeAbeEeeX8cHecWCylxnmZzi8KtVLUvHGxkYwO/QVpWvJkXIwA+cOGSDre2ZmRhsbGzo/P9fBwcG1pa5h4QaDgY6PjyMZG5Tec37SPAiew6uV4fyRM1MulyOHKMuu5JBpfoRLk3zeucTKi4fAVjL/QcDb7bbq9boODg4ipwYHFOQZJ5V7Z1lWyI/DmaMgSZZlcX8fa/YQxsBzMZAYwea43NOVBvydPAdXILhkiQDUGWGCpeHwKm/RS4hj0yg4UiqV4ln9zBkcfl+Tfo4NzwAzwhwvlUrR3zCqCwsLcXYO70Jg4sFrv9+PZ+FoCdYrARF2mhLqnojuhShSIBUgYDgcxjEG09PTcSaUB0wuYwO4YU1xEDQsSZZl8S/zhv3F55EDBQQJXhKevzu7R/9wDRhG7KrbRUkFu0LfS9LR0VGsO8AQrsO8Z6wZX7fv7FUE/2ngyzNS8MMBwomJiZifvN/FxUXkZfJu5XJZ9+7d0/b2dsgSPW+w17s6gB4lRbvdfgWr/M2a29BXPQ/tu9xug5930MYFP28zAKJSDQaCM0J+8IMfaGlp6QWH5bsW/Ogy0+DhpIYTUpZPaHFYUa6h8h+eaf1PlqRMOjg4iIRcT4j9Ljc20yzL1Ol0dHx8rEqlElISznHq9/tqtVpxngOSlPn5ea2srATyw2bZbDbDecIJdG02GwOBlaPSLuWhshBILpuGlw/mmjiMLl1wBJbgY3JyUktLS4WzFbJslAh/cXGhnZ0d1ev1yMOhwMLCwoIkRSDsDqXnHNF4lyzLtLi4qJWVlXCIXJMOkupBVIp6s+7yPA+p1HA4DMcEm3B+fq4vvvhCn376qZ4/f65//I//sXZ3dwtOBJtyt9vVp59+GptluVwOlmV+fl7n5+c6PDzU2dmZDg8PX5AhfZ3GgaOlUknHx8cvsHeOAMPAUdBgZWWlMOYePCBfunPnjj788EPNzMxob29P+/v7kadAXhu5PfQfwR1yHzbwSqWira2t+NvJycnYd2Jczs7O4swgiguQdE8gALLuaDVSItYg499qtdRsNiMfAVQV2aaPZSo7ZX3RV5wN48EVdhqpE2ufIHl3d1ePHz+OnCqqkREc4KSm0jlsvxdVIIByWRxJ/z6Xcf54vmq1GtfGWQUIybIs/k7w5QwUfZXneQS1boMINLz/CVIJwufn51UqXZ3VBaiS5rs525Qywqxn5gYBHWfjHB8fazAYRJGMtIokzJ0HcrBqkuLMMF8LBDwwWL1eLw75laR2u62Li4uC3ePHWfCFhQVtbm6qUqkEc0ywQMAzLvjh/khkYTCwLUh7yelJ5bqcE+VBA/PFAx2f6w4GU1DAWV6YGQI81l25XI5A4+DgIPIjAQPJ/0HCJimCG/Yg+p75CZDAs3u+FnOVeenMnrN9XGd/f1+7u7sRCHKv9fX1mMucn8V+Mjk5GWvV5as32fAHKFrzTVQB3/Z2G/y8g+ayE0/au+mJ5sgz93cttev0MdZv47neeBtK+eXVz1VRhLKyUqZsOKlSVlJWyjQ7M6t+tR9Gls3a++K71nzzS2UN/Iyj1tOflMFJJZp+P/71eeP3I9iS9IKznso2XNbgzp3/3h2+9Jm5Fv+6HM/ZTN4fJ4MNzBE8SYVn8e+kn/O/+/f4b//MuPf3v7kMA6aDgxNJUMZhShsOG445zJ5XvWLDT1HYtPm7ug3g+UHUCbBc7pXOL9B8kHCX03i/+nt4AOpSNxwYvu9IsfdluTwq6Y3zTtUpcixftrn3+1eH/U1PTwcz/jI76GxNOtapXeWd/O9ud9IcEd6R8aCPPMeD/8c5JLfDfyRFAOh5QlLR6U6laDiEbht4Lv9xZiOV8vj64Jn9v1n/XkjC7Ze/J/PBJUn+N+877y/f9/wd3FakrLQDA+m7uDQJ+RLBmFdk8/dM3yW1my7l9LWBBIlx4L+5r69VflgvPs7+Pql99T7z8YHRuK4vUvAkXYv0g48pa4bPuGwunWdpn38VWON9nD6X/zi4O06B43bJ95vrAGvfc11K536Wzz0P4H1/8v9O7dvbaOkael/bbfDzDhoIHUhvt9stVL+6qQbaQ64E90PewIaS53mgM1+3ROy3tuWZSvUZnXzaU7mSaeXBqu5/cF9nZ2fa3NwMNHx3d7egv/4utYmJiSgLDKqMI8zY4mRRdccdLkph4xCQLwBaDPKHk8O8wXFwpCzdPP3HUco8HxX8AFkHzSeJGMPPPT1Q8Ocg0X0wGIRsL89zraysaHFxMa7LhoKkAZkKjg/Gn6DNc4Fczgba7YnTIOSOHIN4eyBBUQT+myARFu7o6Ei7u7vqdrv6/e9/r8ePH6vRaIQTe12j3zudjp49e6bZ2VmdnJzE+UQuyQAZHVcEZG5uTisrK4GWkxCM/GVhYUF37tyJoGZ2dlaXl5c6OjqK85foN0rOzszMaHNzU3NzcwXtPZX7QMspvb6zsxPjjHTSS16ngSrz+vLyUouLizGXCAhPTk5UqVT0/PlzHR8f6+nTp4VqaMzNcrmsk5MT/eY3v4n19LOf/SzGFQeH50AqwlyZm5uL3zEvkBZRgYz5LBUlnqlTjWPtZXFhtJgrfA653snJiQ4PD9VoNNRsNgtMx9OnT1UqXZUB/uEPf6iFhYWQIuIMn56eFvrYc1pgIiQVxtjzaXgemCVfrx744XTCnAyHwxgjD/Y8OMEue5liDyI8v4515WerMJcJ2qenpwsFGSjuMDExoeXl5WBZmGOzs7PB+DJXYNe9z6RRFTp3onGC/fvtdls7Ozu6vLzU6uqq1tbWgpmjGAiSKEqGl0olLS8vSxrt6/QfEilYDtgp5gzj53JY+sgDWQ8QYBv9+WHeJcU1/fvMAfrVWSaeG3ni8vJysGTpWPs13U/yOQUzlWVXcjTWEvaaueh7nNsNZ2t8vmDP+b6zbABJsDvsGcgVG41GFKMhuKco0PT0tO7evat79+5FAOtgUK/XC5XB2wx8sFvYzfe53QY/76ChJ2Yje1kFojfZHBlzRM0ROTc8LIT3IviRNDiQTg9yTdSklQ9ndP/+fZ2fn4ckqFwux7kDrqf+rjQ2Gw9scOjZPBhL12m70QVhhGEgOJientbp6WkhCZR7IHniXimqi8ND1Su+J42MLc41shoqFKUsT5ogzPPn+ehg0cvLS83Pz8e9qDQkqeB4sSFx9gP6ejYxR/1AJUHMeW7frPnMxMTEC/IM32yRaaSOlW/ArVZLT548UafT0e7ubpzp8ypzErtSr9dDwpIGZ2zY19keJFITExNRYMErr1UqFS0uLmp+fl537tzR+vq6ut2u/vCHP6jZbBYYmtXVVS0vL4eGnQpgOOX06/T0tFZWVjQ3N6dGo6GnT5/GwbQE9H4Okzu8XgoYmdr29nY4XwBOVIGbmprS/v5+5EX4+E1OTur8/FyPHj3S5OSk/vRP/zT+no6321R3aBl7HErPyWE94kTB7OV5Hn02MTERQYBLdQAgLi4udHx8HLId5D+tVivKXHc6nTiLhjnAYZRnZ2e6e/du9Ce5nkgGeWZfd5LGSolwCOkT1qxL3FzWR1/xQ2Ut7AdSLq9CSZ978YOU1fbruxTOmTUCJxB3+pW1fHl5qZOTkwg2kVMSqCPhdLtJkILD6OwrfQX4wdiVSqWQiiHV8rywLMsiL9HzUNLzplhLAKjICXku5hBsL7JOAgPmjUsfGUve0WVtLtVj7AFFAClYnx68Mq4UVnCbl2VZyDm5vgMtznL6mHNtDzgAvVibzF/6Dbm0y22x5b6P8Vy8I4Gevx+fY95ihxgLzz3k+ZH+zs7Oanl5WaurqxGg+77Ku7zNwIf+RXLHmnlf223w8w4axkBSoJX87iZzT5zaZpOXRiVH/bA7nGSnzL/T7Y/nDGWSNJDO6hfafbqvfq8XeSjTU9NaX1/X+fl5lMf+tjZHh3FCarWa1tfXo04/m2TqWPv3pSKz4vIzDD/OGGWJHYkfDoeBXOFgO5sEAoikg2v6XARVI1/ApRqpdCOVGbg0xM+RcHbJKySxCbl8wTd/nsudU0d0eTccPJ6D/nLJx3UynyzLCg47DvHp6akODg50enqqZ8+e6dGjR+p2uzo4OAin9lVBEoKbPM/DsXSHlnwBEGNJhbmEnt2ZDZ8T2AoP7FyWNjs7Gyg1Z0Z4QO4SMQ+U3DY62ooThCPHd/M8j2pkBFRpIjNO38XFReR9DQYDra+vBzNG8MH8Z/5mWab9/X397ne/U7Va1ebmZiQhp3kWPtckFQoKMAeccYe5gKkgEAet5nfk1zjyzXim1aJSxgPEn744Pz9Xp9OJ4I++xrl1++Asjs9dZ219HactRegB/WBePKGdPdBzhty59GpvadDjfe4sLOs17X9kbQRZsCEECOn78d6SCoE398KxhyUlh5S5yFpxlprr8azk8jAObpdgkLgXoBT96tUuWcc8f7/ff4FtgSFhTTuL6HLIlGHlmn4fnxPOWtJH0kiRwHgTSDMPCLZgoABamCvSyEfhut6HqcSP58WejJOnucwxZSTdrmMDmL+eE8Y48x0+52uR4BlwjXf3oA2mx+c64/w2wXFpFOxir98L3++adhv8vIM2GAziXBEQgCzL1Gq11Gq1buy+jvyTvO4IN+iLNNr83seDrgZnUvM3p2p9eoU8D/NcUq7ZH1b0s5/9rEBbf1sbCFelUtG9e/dUrVa1vLwcUqSNjY3CwXZeAABjzUbsG7wjZV4tiftRJIDr4Xw4O+hovFTMWWA++ZxCisb78MyOmiOF8k2Kv/t1fXOWRmwYKLA70fz0/hgA810Q+LQalrOmLkXyzzjiyKbuTIFLnY6OjgL1PT4+1vHxsX7/+99HsvqzZ88CSSTvZJxEzZ+BcaCKYalUisIKzvx0u904R8dtwvb2dsG5J/CBzVlaWgrpBsg0/YQ8BMncvXv3IuhkXhCUuZPghTQGg0Eg0ysrKxoOh5HwjRTTnR1JcdgreTogl4xlp9OJClCbm5u6d++e1tfXNTExoXa7rT/84Q/B+OEA87z9fl9/+Zd/qWazqaWlJf3tv/239dFHH2l+fl6bm5uBYvM8SABBTpEZ49xwDpGzpJx7RPGO+fn5mJMgyEhDmX/T09OBIHtwwfMg3Ws2mwX0vNlsRvU3ipx8/PHHkhQBqxcK8DO+HEl31D0NgHgeHDvvy93dXR0cHGh2dlZbW1shp6LQDjKtXq+nZrMZiDyOeloyGfuBVMwDepdIOTtMoMPnu92u6vV6IXBiT+T7zO/Z2dmoJFmv1wuFACTFXB0MBup2u3H2DPMbkIf+uLi40MzMjH7wgx+EXfeCEb7+vKjKxMSE1tbWtLCwUJC9Aaby7CSvpywHzjtsFfYFZtalep6Hw/pljnnOjIMjjDmg1/LycrBXzGFP7Of/2+22jo6O4t15X4I/AC7sHfekCp6DulmWhf3xgNlZRF8b/J3+wo56gMaY+fwikMcOkirAc1KZcmFhIYqDIHGmeEQqu7u8vNTx8bHq9fpbrbxWLpfjuIH0MOD3rd0GP++oYQQw9hgbNpmbaimdLY3OPQA1kfSCg/oqzSUGw+G3mC7tS70jf75MKku6V9JCdUH9Qb+Qu/Euqd9xY+AIM47o4uKilpaWQjvtqKobfYy8Xzt1ztk0UtSPDdS/BwvkSL5UlDS4bM0lI1zbK72BkHqqlcktAAEAAElEQVSiO8+VOliOAHoQ5E6i506kiCTP6/3ifePv6khtyopet1b8dzwL14fpId/h6OhIjUZDOzs7ajabOjo6CmTeUd3r5kj6nGzUBHcgwMzrlPWRFM57tVotONQ4sh7AukPl98b5IKBh48fRd2fZg22cKJ+LSPaQ3hKc4HDQJ5QfxnFwp8YdlnK5HMHFxcWFlpeXw3HxfvP5MRxeld+WroKsH/zgB3F4Ls/qa8Tnm3/Gf2AZASKQd+HYkR+Ew+fyYwcFsOHpmnbUPw2WGQtJkUO2srISOajcXyqu0XHzepxtZOwcaOMzvAcsFuOEDeB9cIZx6pG4Omjjz0Sg5kE46xQmx+cz8wb5IXlAnl+SMj9+LwdwUrvqzA9ObBpAOauD/fQ8FO9fZ39cWjU5ORnPna4r37dYKz6f6Rt34D3XMR3rlO1Lx9WfeZwtBBQBECCI4/3pD2fR/H1ggciDcVYvtde+Frk31/DndhYw3UtSMMmZHw9+vL9ThQL3JmiC2XQgKO13ntPH2fOK3kbDfnnA+7622+DnHTeQFAz2TQc+7lhUKpXQwWMESHLH2KDD/ao2GAz0l7/5K/2L/9/v1Nhr6uiLby9rMrblmQZHmepftqTJXOurG+r96ApxxElw7fdNtiwb6b1hLghQMfKrq6uBwq+srIRkgjKrrteHwub3LzP20R15Hnp10DBnjqjgJY2SeHE2+DzIF5sSDj+bweLioqTiSe5+KCMGH+fTA3Y/gwFWik2WfvL3ougDm5M7geOkePyevhgXPHpAlTY2L5gLNnSQ4p2dHT169Einp6d6+vRpyN12d3ejwhuO0zib4IGqByJpIQtJL+SApQgo34V1Y+zb7XY4R9VqNdgGUEF3BmAzkEZKUr1eL6Ca5fIoydwdhHK5XCjZ6w4Lz8e4Ul4bJwoAibFcWlpSqXSV0I+ExxlFrk9eUKlUChYrdVYZey/ve3Jyom63GwEKgSByKKqpMUY45PT59PR0BKWUdyaniWAJCRLjR85FlhVlcVz7+PhYu7u7kQfU7XZjbl3XyLPh7KOdnZ04a4dr45jDAud5HiwkgTRMBt8l1wgEmeACNoS+plQ6uYSNRkN5nkfuEfM2y0aFSei/9EwvbAv2hzkLg+/2zlk9P3uGJHnklzAvrVar4OQyJqwjbADfQfLJvt7r9eJ5GVOu4fbMJdasbVi3mZkZLS0tBZODXab/mZ+8C0AH4IOvfZ5RUpQVd7vgc9kP+yRIIUCkD93upyASkq0su1K18H1XBLDWYaezLIuDcT1IIXDCb8myLHwUgANn6tO9zQvOYPcIVP139D/j5+wh/eh2yxlC5hPBA2WrYe5gpfH3qMjJvOJdCYC8L2/SL/SxkPRCAPq+ttvg5x03NP8Y25tsqUM0NzcXp4BD/fM5Jv/q6upXVpiSrgz7X/wnf6V//9/6x7poX6p/9nY0qm+s5bnOHg108fxMpWqmxT9d0tLPFnV8fKzPPvtMrVarkIB5kw2HbGVlJRLPcRjZMD/88ENtb28XDDyOSoo+e9UlDByoIRsDjheOKg4LgUK5XA750GAw0L1793T37l1JoyRsT2JfWlrSwsJCAe1ECjIYDEIaled5nLV0fn4echy+504aAROBWL/fjyR4lx+4bnkwuEp0Pz09jSRoNh6eFYcnRRLZTH0DpNHfHvw4qoeMA/kOieScs/PFF1/ok08+0cnJiR49eqT9/f0Csu9r9bo5wv1BVQmEp6enQ9aW53nIbnq9XhxYSyAoqXD4Jf3Q7Xa1u7sbDketVgsnDKcJB5McBGRLBCMHBwcFtLVSqUTw5LI15hvBCQGTO12wI0tLS5qdnQ175QEiFbrIW2LNUGiDeUGfLS8va3p6Ogo3OMPk7fz8PGw0EjuKaXA+R6VSUa/Xi8NnZ2dntbS0VHC6nM1iLjrjSV8QSLockVyejY0N1Wq1OFgTecwnn3xSyA+r1+tR6nxcY17SP/Pz85HnhT2gah/jJimSuJknBGZUHjs+Plar1QpWmuIRnFPywQcfaGtrK951OLyqUHZwcFBYw5JCynRxcVG4XwpKlEqlwhlmzB1nAVN5HqCEpCiugnyK+cthwazFLMsKc4OA3iuIpayKM5Y4lcx1AAVys5wh8jw4+hhb2W63C+v+9PQ0DgfGdvAdgjrft5hLq6urASawfp1FxXFnD3AFAP1P3zr4Qd/gV8D4OeNZKpXi/DGknfgbW1tbhaILBKdcH6knZ9WhgiC/Jg1MmVMTExPBPPJ+SNTc0Scg83w51j/BKMGnny/GnuTBJufV1et1NZvN6LeJiYkASlLgm6DSJd432VJVB+vtbQC977LdBj/vuLlzeNMUo9/LJUjpQgPJwWg7yv6y57w8v9T58YUuO9/BRZNnynvSoCepnCvrlzU1WY4gEUNwEwd/0afuCFWr1dBfg5bjME5MTASq5+wGjouPkaPOqRyAzznqw+dSbb80yicZJ4MZx4JwrfS7/ju/n0tafCPy+eobGkimo6k49h5IwPK48+JOrqNr7hwx5i7P4QcEj2s6codDBxrbaDQi+Dk6OopKbKD0oOlfp/mGRcCBEwtL4ifd+4GWSKV4P9/4PJBlM8fJoiQ1TinItBdKScebZ3W5j/d7Ki/huVJJSno9b74ucLrTOZY+C2sNx3VhYSHQ2hTs4RlIYm+321pYWNDZ2Vn0q8+bFEn2f1PGLZWXpI6qAxYus+SzzFOS9k9OTtRqtcLpfFnzNdPtdpVlWVR5ZB1OTEwU1s84GV8aMLrd8DXO3xwt97+nsire33MucEx9Lfr3mDcehHhfcj3v53T/9THy5+A+/q7+HX8uDyh8TvDjdtmv73ab6/oc8OuOm9/j8nS8MaZ+jfT+aZ/yWZea+fP593mm64Ab7u/2y2WcaR9wL57B14DvCWm/pe/lwB4tlTimsrh0jNNx8TZuDxn3d2wVII+/i9sJ34/fBvvi69KLMNwyP7ftxhryi3K5XEi8vokGGgrS65Pd9eXSyGicn59rf39fMzMzqtVqUYbzfW7Di0wXX0rD46FmFub105/8VL1BT48fP9Ynn3zySjLAV20EMpOTk1pbW9P9+/eD4SDx3CVdVHEDoXFUCyfOdex5nkeCK+yAy6XSzQZUleeCrbm4uNDk5KTu3LmjLMsiLyTLRjIFP0+IZ/BAZjgcxvcGg4EODg7Cea9UKsEGSYqTyGGRHC0vlUrxd66P09ZqtcJRk4p6c5ggnFwYJneI2ACptOMMDmhfqVRSq9XS/v6+BoPR2SoXFxdRavvo6Eh7e3uB0OOMgpB2Oh0dHx8H6vl1G8ju9PS07t+/r42NjWBopqeno2gCqKnLAaWitAGpEgnpJJgjxYF9rFar+uCDDyJ5GRtCoRSXilDWdjgcRqAkjc60AVTwgLbf74f8JXWcXVPv1dtAWmEtYLm85CxVtyYmJqJs+3A4jP/+8Y9/rGq1qlarpT//8z+P9TKOAfr973+ver2uDz74QJOTk1pdXdX29rbu378fzwpzgiPuP51OR51Op1CKXRrJqJAapc4zz9LpdArVxGDzKJbz5MmTkMC9arXKTqejJ0+ehKRuOBzGeTbIotxBY9xx0E5OTrSzsxPXW1tbi2CRub24uBjXcDaAQAUWeHJyMoAA5mq5fFX+mXtREtpLbUtXjiIBoEuwsDEuUxwOh8Each9ktz7vvACQpLAdDtZw39QB9zF1Ns/Zd+YvEkH/Pp/h/dxWMR+R1lWrVVUqlQDPnAX3YMtlgxcXF1EIJM2j8kANdp2xgTF3MBTZozO22ChJwRy69BRmi7mAbQb88EDLgTFAG67vczH9DkBPs9mMvgYocdmfA2WMFblVHjB6EOWAgM8R+oA9FkAG4Agbvbm5Gedr0RxwLpfLhcIPN9WyLIt50e/39eTJE5VKV4VybvK+77rdBj/vuOG0TkxMRG7DTTVHO12v6kl2LFo+0+v11Gq11Gg0NDk5GUbsvW6XQ53+4WrDmPt4Qlv/6rpmq7M6PT3VZ5999kZvhXPOAZB/8id/EjkAqfYZeUmWZWo0GiFrYiPxc3RIYEb+4RtSiqbRHGFkg8CJ7PV6Ybg9RwbDCdIIi8h/O4qKrASEudvtBqOAbAFJFJIcaST7IRDk+Rxpo7rZ7u5uBC1splRFcj02m4ojqo684TwiaaA6FGuVNXN5eannz5+r0Wio2+1qf39fZ2dn2t3d1ePHj6O6Dw71m2rILyqVijY3N/Xhhx8GS+hB4mAwOjuJ/seB44BTQA6kUB6MEeTMzc2pVqtpbW0tEv75QcrW7xerrdGXzOWLiwsdHh6q2+3G82GPCExx6B3x5D5IfBgfHGfeDUkMORc4EX74Lg7JYDCICk1bW1taXFzU0dGR/vCHP+jp06cFh5HW6/W0s7MTVfq2trbU7XY1PT2ttbW1wtrB6WQ9MF84iNfXjztffI5+TxkJgnICK1ifbrerk5MTHR0d6fnz519rLiFzQgoIEMFadYTdi5LQkEplWaaFhYVYa5RTZ/7wLkigsCsE0NLonBHGnb0I5xogxkEj7x/WW8rC+PxnfpBb5Q47zr3L0sapJLCfrDFyXsY54tgJD2qZT9hVlybTD8xxbB/fwwn34A22k/dzZsnnMPOKgI31z739cGgPJNijxgUmABOMLaAb84XrI1/l/LY06OCd0oICLod1IMADonStSiM2gyD87OwsAMJUZcAPa8EDnlJplN8GMMRaHceGObvnjDTzeHV1VbOzsyG3dQaKvFj6dZwM9003nnNqakr9fj+k7bfMz2270eY5GaDuN9EcCXFEEQREKsoycCxAh1i47/NioOV5dnUeUC4NL6TLzkBZdqH5uaru3r1byJP6pg3UmpPk2SS8aIHnU/Df/N03WxwKNglPHkcvDYvk0oR003XpA2gpziLP6N/36jQpSuUMk+ckueyBOYlzx4bkjBfO9NX4FJFoD5L8+cghcAofjTXXYePB2HuyuTtEOAntdjs2eZyHvb09HR8fF4pj8P+euPq6zTdQpJAEI5T5BUFkjlC1jXFj8yb4aTabUUqYUsp+GB/jTx7NvXv3Yp6Sx+J95wVBHHHHnqRSOsraukPKPHUJIeMkqeBouFPnjohXSYLJdhsL++bPwn0mJiaiRDfPx2cI5HGM2u22nj59qpOTkziuALCIgJNxc+R6dnY22DjWsr8P6woEmHemT3gektwvLi60t7eno6OjOKsI5z6t5nddc5vfbrd1cHAQqDiHQNM/sGY40b7OeRf63RFs7BosiK+vVLrE9VwGhRQRB99zYrzvCPy9T2HhaC7j8nksqVDl0kEdZ+h8rqVzkedwcIl5k+YdOSDF/HYJuied8xnALJe7sV/w3DyDg16sSbfPPvdd1su70pd+qGcaVNJvXNPXrzOE/LczddgE5oqzTT6nPND2//eAkEYgxn/zr5dvp6/8fvSTF3kgGPS57SoB1rezQT6+Hpi7NNnPs+O6Xj6bdcP9nS28qeZS8nESwfex3QY/77hR9WZyclL7+/tjEYw31ahE4+cATE9Pa2trK2QqU1NTuri40NOnT9VsNtVut/Xb3/5We3t7mp6e1ocffngjz/ZtbZeHQx3+px2Vp0ua//GC/s6/8nd0dn6mv/zLv9TDhw+/8fVnZmZ09+7dqN6GLKNSqUTltmq1GgEIG5aXRmXDI38ky7KQzUnFTRZjjmyITZ5qOlRzc8QUh7dWq2ljY0OTk5NRJRC0n+95PoM0OjiT90KK4cwLTszl5WVIVpBZIgkh8bnT6cRGjUPABstm6IwTzi5oM5ss+SulUimSZk9OTvT8+fPI5fDT39mQkLVRjvry8lL1el0nJycFBBknfJx86uu0UqkUicsrKyv6xS9+EeXMkbmsrq6qVquFk4VzCoJLhS2c73K5rE8//VS/+93v1Gq19Pz5cz1//jwCQO7LPPzxj3+sf+1f+9cKTqpLBB2tTdFoR+N7vV4EWbAUWXZ1xguyKK7PWOFEMa9cBuLIOo4D6CWSIAo2ILdME7p9o5+ZmdFPf/pT3bt3T4eHh/rss89inlOFEIft6dOnOj4+1vT0tA4PD3VxcRHSkYmJiZC2gMIzx9fW1rS0tFQAN9x5d6kcsjV3TNrtdiS4/+EPf1C73dbDhw/129/+NtjJ1dXVKIQAi/KyPQWnttfr6dGjR9rd3Q0ZYLVa1crKiu7cuRPMbKVSCbY2DSSYA4zx+fl5zKMsy/T8+fOQu3K2kUu1vKAB16Ty4HA41NTUlFZXV8NuEXDCrBKge/DAXJIUtow16gFBqTSqkEafAZDg8HpOGIG1v7+zEti9wWAQpY6RkyI7PT8/L4BBAGueu+Tg6NnZWQS59H+pVApGmjnU7/eDjfa+9GpunheFzeSdGB/e2x10xodxc/ADUIH17xUBXXkyHA7VbDZD+gvw4nbZc5PcLyLoQs7LWDtw4/9OTU1pfX095jvv40UYYCFhxAlusBue98keyvvB1qY5bMw1ChvAjFLACNswGIzO//LxyLIsfIDXkUa/anMwlblzE7nN37Z2G/y84+Y65BTFeNPNqVwMA9pgZFOzs7M6OzuLQKzX6+n4+FhZloXk5PvUBqdDnT4ZKitLlXtTWvlwUecX5wVpwes2NjxQej/DwKlynA2XAzjy6qgbaLFvUjhYIG/+O/4btsifzdF/SYUKTmdnZ/H+bBp8XnpRe80cdwTQ78/3cJ5dqoVT6VKkFAFkHXGYqW8ibIzk1IFMcw2kNxywhzwCKQ7OCgULzs/PCzk9FC64icbGRL7X+vq6NjY2QuLFBk1+ljsRaOPn5ubCkfFT1tnoOW/I57IzxQsLC1pfXy9IlnwsYCPGofmOQru0lnEByWfeOqOXsiGphCeVmbBxO6PDvMfhwnn1QNUZgsXFRc3NzWk4HEYFNy9GwRrhMMtyuay9vT0dHh4GM0pgwPXdeeZvjppf967uSPP/jNnJyUkUzWg0GuEwwwb6ukj7Le0/fwY/pLPVakXAsbi4GP/tEiRnAgh+WF/0sTRil8lVAgjh955D47mIzDkCXO8/l9ryDtgYfzaXDrntcKbEmR9YSAdoXKaI7eCabr+8+TMyd1Ib7WvJg0cHughqmANpiX7vOwcHYNn4O8+R2miXOPmcZQ/y4GYc8+PrL91DXB7rz8u9sCdIObMsK5TC9z3Fn93tk8sO088ztgTK3q8+Ji5N5D09P4zg0AEat3Hcyxt22+etHxjuQJIfI+Frf5zM9E03X3+pKuR9brfBz7eg+YZ3k43oHlZhaWkp0CR0+m4kpStqul6v33gxhm97y3Op+/xCg6m6hqW+Zqau8mvcuX7VVi6XAwEmj6JWq6lSqQRa6PQ8GxOonyN26Xiw2WJQpVFFIM6bgQ05OzsL55nNwSUBfJ8AqNfrBVrfaDTUaDTiWqDuMAxu4L0CHT9u/F3bj1PFf0sqMDdszFxTGjkfSH4cRUeiQnlk3n9nZ0f1er1g5M/OztRoNHR5eRmBnjSq9gZzgYbcEdo33Xyj3N7e1sbGhhYWFgoHULL54tS74wlL5uyINHJ4Hj16pJ2dnZBvpvOoUqlofX09cog4u4X7ulSRuZTneQH5xZmj/DH5gxcXF5G/NjU1pZWVlchl4/m8OAcBy/T0tJaXl1WtVoMl9LXAPCX4ArWtVCqanZ0NJwvnAhaQ+ZplWeSm9Pt9zc7ORoBzHdCR57n29vb0V3/1V6pUKrp3755WVlZijTgoAFo8OTkZLKKPmbMVFM9g7bvzy9rc2NgoHGrsDhw2nnUPo0pDAsQaY6ywEbB2oOKHh4eFc5OyLIsS9MhN8zwPKR6B5OrqaiDgkmKcGSvWMAxI6njR5wsLC9E/h4eHBSmVzxUcbLfLMC4e3LkdclkZ78h7c6aOA00wE9homCkYeXJa/Mwo3gMmG1sGA8D6hMnF4Uau7OdKpfk5znZLo/PJKNntdh27IqkQ/OPww8DjjLuMjvdwgMK/h0TZ7bLvRaw5AkdsFr6Fy/RgqWFHPf/NAwaCJtjcVKJI8Eh/8V7D4Si/y4M2l82xBzhLzByQFAVMGCtayuYyJl5oij4i4ONoCAdwdnd3gyn8JuqBr2qlUknVajVyOTlC4H1vt8HPO24YEEfib6KBIGOcl5eXtb6+rsnJSXW73ci1cApfUlR7c+nH97Flea7TLy7VfZqrNJdr+u5VwmJ6ENqrtHK5rHv37umHP/yhZmdnIwESdB/D74fNUXjg+Pg4DLo7LtJIquQ6Ymnk8LZaLR0cHIQsBUkKaHG1WtX6+no4kDixOH9ULuv3+zo8PFS9Xg9kDUp/cXExgiCkLo7oM8ec9ncEF8kK7MBgMIiAw9FGDl5M+5VNku8iGzk7OyvkuTx69Ej/7J/9swiq2MRTNJv+835MN7abQMk4f6ZSqeijjz7SRx99FOuXsXZHj+fmXyrf4XDgHHA2zGeffaZHjx5dWxK5Wq3q/v37IblstVoFCSYOGc1zBGGIcewPDg50dHRUSIK/f/++fvSjH4WsamlpKZzUfr+vxcVF3blzR5OTkzo8PAzne2NjQ4uLi5GT43kUOO/Iv0gmRsJIwOHBD2sJlHd5eTnORJqbmwtJ5HVtOBzq2bNnOjo6UrVaLUjwyOPj+cgpqlarwSKmclEcMSqwEbATHBAAz8/P6969e1Eo5d69ezo7O9OjR490cHAQgeLU1JQODw/jzCYaMlYHJvr9vg4ODqK4DQ4mRSwAzsgl6/WuDrxcXFyMtdxoNHR0dKSlpSXdu3dPa2trkkZraGNjQysrKwEgwNJx5o4HP4wtyeGS9PjxYz1//jwCSXLSeFfWLayH5+1hS/geslFnE7AvrJVWq1XIVaR4A0EMcuFGo6Hz83Ntbm5GRVQcZtYqDjjsNEGwpAg4qtVqMM7OUNPOzs7imb1yG6yqM2PkfvH8BLxeCp854UEoAQEFF9LgiQAnZSgkhX8hKaosAorweX6wSRSrQYrN+iUYoO9SFo3nY/54oRDeDyCLNYwtZC64moXxd1kbrDTjwVwmkIZZ87nkvhzrGnvpxXvoD6SqBKvszQ8fPgxg6SaDn4mJq/PTNjc3JUlPnz69sXt9m9pt8PMtaI4M3mRLUUancV1bm1LUTg0TJI2rRPQ+B0Z5nim/lHSZKS9J09NXBz6i5/06SAnO+9zcnGZmZsLxwrg78+Jzw1Fup/g9aE1RJXfWPSBwJM8lCwTi6T38dwQ8GPCUgUkpeg8exj3zuL858ukJoNxjXMK1zz9H35jfPl/Z3Plxx/BdNp6R/Iq5ubnIs/CxZX64fC8NfhzVBFUFYYXtve69y+XR+UGlUilyAcat8+tkW+7043yBdlMVDMkejF2WXUltcTwAAmBEPeB3hDe9pz+nO13u6Lizm84RgidKqoMA40x7g51BgsNcHMcKevU5f2b+mzFxmZH/uH3GkZ2bmyuwuGdnZ2FfcNYrlUpBHubMIv3g1/S55knz5BU6+8e7OAjjP6DZ9L33OfYm3fs8EEzHLWWR/bsOAtDcfnFdbEz6WXdK03nEuKb5Mc6G+H7ocrt0rdAPLg3l+X0OuV3z7/FZX7+8kweQ9HUqOfPnuc7vSNc0zSWb3u/+jNKoiqy/s9sHX3++d437Se+Tjnn6w+/Td7jOTqTBivdpOsfGjUkKlqXXTX0qfl72vbfpUwEAefGj973dBj/vuIE0+MZ+Ey3P85DBwOagaQcFc+d1aWlJ/X6/IGGq1+v67W9/q2q1qnv37mlpaalwD9/g3udWLpf10ccf61/9+O/q2bNn+gf/4B8EcvmyRt/CtpC7QbKqI0Jo+cm5IGfBHT7GBycH+QeoI7Iaz8fAwIHOsTGyKZ6cnBQCB0fc+F6WXSVzbm9vB+oGwgb6BZLp8hSXpjDXUskWyPnJyUlI/FwSAVK+uLio5eXlF66HpIX+dI23b5yVSkWrq6s6PT1Vo9H4VgQ/ONxTU1N68OCBfvrTn4b8jLOOGMtOp6ODg4NwZJ2tGw6H2t/f1+PHjws6doLuUqmkw8PDl6KJMzMzwVJ4IiwBOcGjpBgfr5SE3SiVSlpZWQnEE4S0Vqtpc3MzbAvyI8/5IuCbnp7W+vp6BG8kzPPTbrdjrvD+SMCkkbPma8ClkshNmT/kpPzZn/2Zzs7O9Ic//EGfffaZTk9P9fz58xeOJPBAvVKpaGlpSTMzM9FHXpVsb28v3m9xcTEkfBTV2NvbU71eD9nY8vJy9H25fHXeDXlFFE7Acez3+1paWorACRaNAMlRd56b/sHubGxsqFarFZixk5OTyPs8OTnR06dPNTMzE4x1r9eL4HRhYSGKPfR6vWBEKD8N2IMthJ2AwXA20+cUtmRmZkb379+PIJD9E3uDRJbGnOedYFvoAwpjnJ6ehqSNZyqXy3GWFnbv6OhI9XpdpVIpGPN+vx/nFFHNTyo6xjwrpYz5vQOOktRqtbS3txd94/lPkmL+DgaDYLF5v8nJyYI8HdaHIgMEqkggU0ff7ZADn/4Z9it3kLkn9hkbXa/X1W63IwDnuvzwftiky8vLmKvYCpdfslcwvshZHdBzQAgQyQN03wM8T+rs7KxQ2pm5lgJ1DtjxDlyPxrP4Hsfe5xVTKZgwHA7jHCL6EICKsU6DzTfZeNf5+fmQV34f2m3w844bzuFNJ7VB00I/Hx8f6/j4uEDJu152fn4+9Op8ptPp6PHjx7Epp8HPcDjU+x/6XI3Z1t27+rt/71/RJ598on/yT/7JK33PDe7c3FzkXDmLxobDYX7kCPB7lxuAKqPDZ+OQRvIFnAhQShw/ApUU2fPkbp6Z4ILCC141kDwgqswxh5EjYFj9PR1VxuFNk3zb7baOj4/DWWBTJaAjRw0nm3nL5gVzwLulwQ/sQ7l8dSbSt6EhpZmZmdGdO3f04x//OBwA5DWM6dnZWRxiyiaKs93vXx1W+vTpU52fn6vT6ej09FTT09NxcCX9eF1D4uaBN+OTIpUuP/F+xq5tbW1pc3NTs7OzunPnTkg7SWxO2ckUbecZTk9P9fDhQ7VarThzikAMh84R2RT1hbFOyxfDcHEd8ot+9KMfxXeYe9hNb84UwNh5MMp87/f7UUET2XG1Wg3pTb9/VTlxf39fCwsLceaOzw9yA51N8+CFQLjb7UblQiSmPA/BBLIzbBKyLMaUnCXybOgf2MjLy0stLCxoZmZGGxsbkq5yeqgyyec7nY4ajYbyfFR5kCqS2CAkvjRXGvC8BITVavUF5N/tBvlpAAnYW+aHz9NS6erQVfIXYSQ9OEMSLCmKWzCe/ncCXGdBnK0rlUphl5l3BDeMH2eFZdlVHghBF/YSewyY2Ww2Va1Ww2klCJSK56MBQJE36kwdzyqNcg39PswbWFz2EGdc/dBhft9oNNRsNsPxJ5hweaIXwfFAHbCMPB3y+5DISSPfyZ/D2Ta+LxXPZ/K9ln5NDwWGlbxOXcGzM/8Iuvh/t5W+LrE1rF8Cdwf7HOgDxLtJNoZ3QWp/y/zctrfSrqPvb6L54nO9sKNP5fLorAqQXVCwg4MDPX78WO12W2tra4UE2F6vp+rKvDZ+saSz4zO1nnU16ORS/v4tpGE/V2PnWL//7Wdq1BtaWlrSnTt3QgL3MqcSwwjaSxDi0hvQaIxSutFII3TOddCO+uE0sGE53e7Oqxtxby5hcTkeGxw5SCDMqR4ah4U556yWbw70BWgX+T31ej3yRCiljV4bZ5YACCcCA468CofUE9sXFxc1MzMTeW6ed8Ccf9n4vWpzh+U6hHVccwcN7TubEs46QRDOCQ6VO3bo0f0wUE/cHVfKlLlAEDY/Px+yNGdhcAxwiHBC2OQHg4Hm5+e1srISBQ1gA3ACxrHc7nClv3PmEWYJHT8OmaPZOA8ucyFQSqWWHhTz4/Ko6elpra6uanJyUktLSzFHPQmacTk4ONCXX34ZdrFcLkd5W0ANxqvVar3AcHBmEAcdk5/h/cy7c30visD6J5kbRgl0HKbDA0IPnsg3IDBIgQX6FdAgz68OsT04OHghx8+DTxByxjcFXfjXpW7YDpckgv6Puw/XcSc0lSW5nIzrplW5cDbd4aVNTU1FLhmBjwOXzqxxbwCcLMsCEHJbnOd5IbgguGPdMxfTfsI2sJ9TYdAL1dAHvCvvSB9g593e+x7BNfjX9yKXUTOuWZaFveGZHfRLZXfc09l7P9/K8xn5HPsVjDHPk77Pdfdy+S7fZR54/t/i4qJqtVqh4JDPB2wrLDN7Ojk6LrXlHageR//xvi6/9uDHJbI32fwZvy/tNvh5x80lOjfJ/GRZFmwDP5QvxUjhQLIJIgciaZGzJZaXl6PcL/KhiYkJPfjJfU3+N8vaf36of/Z/+wt1fndxY+/zLlv/bKgv/qMdPf31nma3JvXRgx/o7t27+uKLL/Q3f/M3ETSmDeNC4vfh4WE4OKBUoGNUqgJV8nMEJAUj4KgiVZ08sAABTUt28jwum3ME2x0O/uXwTuYESdhzc3Ox8WKoMdyc14PEwWV4OGVUjTo+PtbOzo5OT0+1s7OjZ8+exT3TUtLIUwhoZmdntbS0pA8//LAgA/SNtVKp6Ec/+pFKpZI++ugj/emf/qmazab+4T/8h4GW7+/vXzt+X6exiRJ8vYqsjv6H2UEK4Wc2uYPfarWirw4PD+O+pVIpEtfpY99wQa1T2RvO/ezsrDY3N7W9vR2nkJO4z9h5SWSvWMX/O3NFADWO9UsDHZek0fj/2dnZqHznCe0UKHAEFiQVuZTLhnDWxlUjdAAChH5paUk///nPC4n/7XZbz549K6DFp6en+vWvf61PPvkknrtUKunBgwf6+OOPI1jDvtJXzNUsy7S+vh5yQGeQcO5YR/531vTl5aX29/ejShxSJOwIoAKHy2IXcCj5+97enmZmZqLaX7PZlKQIqgneSLCHDatUKvr4449DlkafLiwsaGNjI2xIepCks3TYFSRFzHs+x5lRyNk8MGZ+np+fR2BAn6cyLr7vDi/BO2wBc4agQbqqOvfBBx8oy0aV+9xxZF76PbGLeZ4HoOABkCfhY8fSv3c6negzbDS5chQwgqEkAHa/gjytSqWixcXFwlpk3mdZFs479iDNgZIUsjbGkb7gmAyvgsnYkLfnfUWw4kDG2dmZjo+PC6Cdy2UJUiUFMw0Y4vfj+dKcOxgXSbHvEJRMTFydz7W+vh6Ax/LycoAKnr80GAy0v7+vo6Oj2HdbrVYw7YPBoCAD9772UuqAEa1WKwq4UNq90WiE+uEmZdm8D+P5fQmAboOfd9ycfn0bzA+MD0iRJ1eyCYLsgmZgmKnQwzlASBxw3CtzFd17cE9ZOdPE3PurG817uU53/lgBZjjQxoMF1ZYWdHR09JV5Wx7QsElLI0TKJTlsnGx8jmK6Eee6OCcYSkd1/dwRR5H8WqDivvE48u4IV6fTUafTiU0D2YKzhgRHXI955s8AwnV+fh7yE/I69vb2otR6t9st9At9NTk5GVKcXq+ntbW1F+QUzE82NzTolBddXV2NYPNN5d2x4fGOL/tc+t++GVHowWVBOGnusCBhhZlx1ofmaOx1z0LCO1Wb+Hd+fj6YA/J+3CnHScIZxCFDR+4HKzvy7/f24CPtG2kkCxwOhwWNPnkDvBu2FKfT0V42eEfrccT416WlkqJ6IWgwDlc6VwaDger1uur1evwO9sQPMOZ7BDF+YC39zZrEYcdOp6CEJ7HDCFIRktwfD/xYZ+RUpXOPKnqMa8rSOZqNRBD7AhCG847dIG/GA7VUoiSN5ENeoQuWgr/74cyprUoZJQ+ur2M40jHErqTf4TrMBdak75XcN3W4ATPyPA95WrrnYzc5pNWDQmeSnDGgf71oDsyMf4d+8s967g1jxZomoKcv/BoEYDwHckQABAAJxtn7OR1/Z9ewZaxrz3PzUt/+rA4aYAt8/LC7KcDCXGFO8ZwEcVRUrNVqUWId++KqhU6nE89C0Evw6J9zBjXdgwFD/YegDfsPsHOTLV0v34d2G/y844b2mWDkphqL3iv8YExBpZBVYFhIxvOFTFLp0dGRdnZ2Qn/ryYG93tcr/fxdbr12X81HHWWzufKeAplyDXDaoNBbrVYh8AT5pP8x4khgMIg4vxhsfkDWBoPBC05CKuPAIWVjcumPpMLG5t/lOdHTcz0cYhwqnDoCbHIy2Pw8uXNvb0+dTkf1ej3KLzebTdXr9XDoPHmdf9m8cea63a6q1WqcYbWyslJAHZn7OAnM9V/84heam5vT8+fPNRgM1Gg0CmfXvE4jCZkN3Uu95nkejIg7QC4RXFtbC/kT4+R5Gnt7e3r8+LFOTk60v78fCelsxum5Lq/S6BMczpOTk9jYOWGca7q+n3wJd5ZdOuZSHHc26H9PWPZcBHdQXKLFdwnIGGOfK4PBIGRY7oSQm+GyNJcBeZ4Acz79/urqqiTp4OBAkgrFFdIGY/7FF18U5KcUB6C/KYN79+7dQPEJgmgwbsjScPh4zn6/H2h2t9vV7u5uVIEjN+L4+FgnJycql8tRxhmHETQbxojCBo1Go8CsuOx0MBhE+XCCtXa7HQUzyAtEwpmWHXYH1QMMv5/Lk2CUWTcOzDCHWVeMjTMvXlzoq5QW3NvtnwMkXNMllpIiOPKx9oI1nB1FwDscDqNwAtUF2QNYS57D6H3h0lMPQofDYXzfA1EYrlRuCJvD/JLGB4Lch0DJ2RDAk/n5+UJAwe/YLzz3hkCEeUVelwdOgBa+B7AuCfA9h4t5xHt788Bneno6yrbDxFKMhf2R56QvXb1Bv52enqper2t/f7/A/LC2KNEP+83z+3PyN0BRcmkBk2763B3YN8b2+9Bug5933KampkK2w1kJN9Wgjf1wOxY+Eig3DJVKJQwLzq2kSKbN81y1Wi206pxR0Otdqt8f6PtQ/eDiaKjePz+XypLuTahSGZ1x8LLgp9vtRtUgSZE3hbwLZwhjPDU1FXITNomUmZmamgpjXq/X1Wg0wtCmAdDc3FxsMh6oMcZsNhhET/IkeAJlxOEENSMPgTnT7/fVarVCygVKRl7Cw4cPdXR0pEajocePHxeQM5oH6/47/s2yTPV6PVD2jz76SEtLSxGQLS4uFnKCCCiq1ar+7t/9u/rFL36hTz75JK5Rr9dDEvE6jfObQEPZpHEyNjY2tL29XdC6MzeyLNPW1pY2NjYicKOvG42GTk5O9PjxY3366acxj9rtdqFPUobvVRpoNhWWWq1WocQ4/YbEhACWM59mZmZ09+7dcD4dCffnkkZ6/VKpFPlpUvEsDT7rxTMYP9jrPM+Dien3+zo+Pg7ZDvP/5OQk2AR0/Oma4P0pJuCOU6fTUbvdVqlUiqp7pVJJe3t7yrKsIIlJW57nOjw8VKPRKNh2WB7eBfbnJz/5iba3tzUzMxNnZrH+Li8v4xyfk5MTPXv2TGdnZ7p3754+/vjjAAIuLi50dHSk3/72t2o0GoVCKOMCcd7dg4wsy9RsNguofblcjhwinG+u2Ww2VS5fHZA4Pz+vWq2mH/3oR1paWlK9Xtfu7q4mJydDtggAlK5r+sKZBmdWXG6LHfSxnJmZCakSz0owmOe5lpeXI0gbF/wwHxzAchYXe8u+CTKPrUCK5WwG8yDP85hLaYI5ATaMNzaawix37twpAIz9fj+cbZx+1ufCwkKBEUtBTdYhay3tX86u8ZxgGu+EX4A9S8EDHPq0GhoAH0EkcksYI850cpt4fn6uw8NDnZ2dxTqBRWGv8CCZsXJWzxkmngNbwhj2ej1NTU0F6OT2gaCRRjBCAYm9vT09ffq0IPtjjgHIsTd6IE0/UAiEQBoJK8HxVwXq36Qxp/E3boOf2/ZWmqOZb3PSsfD8x1Eld6r5PM8rqbBI2YxwnK4M0c3StN+a1peG/UwqSWVNaH5+TqVSFhviuEbA4RVyxjmr7pj5/6djwt/4XRoUjPvBoXH0Lr3muDlCGycZ8Zaiejg7VG4jJ+P09DQOH2232yGlSa81LvhJGwUMyuWrZGzK67J5+BpzCQUMAefOzM/PB+vxJpqPmRcG8GRpf788zwuoLZu7a/5dNpEGiq/bnPnxCkMuI2JT93Fw5weJSspMel/4HPVr+O+um3u8rzu8nqAOggnbkVbRdHvrCPa46/vv+G/YC5B4WA3/fNrGyQ0J9nDiGFcO1qSYB/kMlGimqEq73Vaz2dTp6amq1WqwODjkgAvYIPrAZTRfpe/H8XepXjpm3mcwzowDz8LYOlvh/e/j7+OazoVxcrZ0/vh1AQzSOejv59f0d0ntIWwF1+V76TPh0Lut9XfwoMv3W5rL2satE+8ff1eXIxI4uqzNbUwqB0uZ19QfSANlviO9eKaTj6NLMvnx50zXF/3grFw6H9L/97FK5wKfT/vMr0Mfec6X5yClfU9jblGswNeby03xizy9YJzf5XNl3Lx6XRDuZS2dzwT7N3Gvb2O7DX7ecUuNzE02ryAC0uGoAr9nA5uZmQmmARoXNCfLsvgsaCsbK5pz6f3N+xnXlhYXdf+H/1ld9i7153/+5/r000/HjulwONTh4WFU5Pr4448LBQ+QRIDA48TTHKH1jQ4KHlTSgxw35jip5AGRC+Cbg1RE+Zg3II04ZWy2IIqnp6exqbBB1Ov1eNdms6mLi4tCQQNKZV932GjqjF7XOp2OPv/8c01PT+vw8FBPnjzR8vJySHDYrAh6eGYCkpWVFf3sZz/T2tqa/vqv/1q7u7uvHVScn5/HeS3enwsLC1GkgYR17yv6N89Hp6JfXl6q2WyGcwC6/eDBg2A1Wq3Waz2nt6mpKa2vr2tjY0NbW1uR+Mum7k6bNJLSUsltYWFBP/3pT7W+vq5KpRLvOs6Z4H2vY6g8aMahzPM8HA3mtQczjlbPzc1FfheyPWcbQJgnJiYKEkf63h0mz3PgPfM8149+9COdnp7q0aNHIVXhc1/VCASybJQvQLGSJ0+eaGFhQffu3QvJK+cB7e3taXd3N6ShIN+wNNwfoEEaVRuTXjwQ9qsatoYg6mX5a6D6sHSU6icY7vf7UT6bc4qQosIkpzJbfwbsAA4r16Vh11hPblNJMkf+BzgFU+AMjDvOsNjsg+7ku1TLAZTFxcXoKxgdHGLel74il5G1RbW3crkcuYhZloX99IACkEKSms1mPFMKdNGHkuI6abDpOZmsA87vougMzIiXroZRR6LZ6/VCAthut4OR5roE75KC7UiDr3HBEedIYbd5dgdqeVcPzNKiN4yrB2JetIn3+ao2HA51fHysp0+f6vDwUM+fPw/ZtFfSpH/xtZh7BBvMIX53cnISZ2MdHh4WCl286UZZ8+npaTUaDZXLVxV905y197XdBj/vuKWI1k02Fl56JgcL1EssSqNzAnhGNhwcDJxi0HreY5Rv8P0JfrLs6mykn/3sJ+oP+nr8+PG1nx0Oh2q1Wmq1WiqVSmo2m5FITR4AGzbFBTgskcRxdOw4AmymrVargHa6szB61hFCzibgQYGzIzgEsFWgQy6R5Ho4p9Lo7BQ2QQx6q9XSxcWFHj9+rN///vexuX6VwX2VtXF2dqZnz54pyzI1Gg3t7u5qY2NDv/rVr2Ke45jRL9LonKRaraYHDx6oVqtpd3f3pczWV7WLiwu12+24NjlcSFkoBOCyQk/0lRSMHOuS3BbyRTY3N3VycqKdnZ1XCg6/qk1MTGhpaUkbGxuRuI4jgFMlqRAglMvlqAZHQLa1tfXCddPgxwONcc+dsmDT09Mhc+H8Cz+zyuU9eZ6H1CvLspA5SSpIbgiqAG6wZ14wxNfPcDgs5LllWRZs47Nnz6JvXiX4YT2lrd1uK8uyKI2NM03eVKPRUL1eD7kN1b329vbiumkbxzx9nfZ1vo9cdnp6OlBwGGbygzqdTuTgMX5Isa9jdZwZIEjCEecz2CHG2lkHr7DFD/uWV830sfeCBhSScVbC7QifrVQqkfNCQAxYRPAMY3hwcKBOpxN5OrwXFf2QaFINDNvFfKQ4xtnZWVR2TIODNACiOIpLBini4DbdJYbI3M/PzzU3Nxfnbs3OzkbFQEA79gCCe+RhXLfb7arT6QSjCCvCHuPrx30igMCUIXE7BKDCXAUgYY45eANoB8i7tbUV+YDjWJ+05fmVdP3w8DB+vNCJN84Q4/2YE6wV/hvm9+DgIIBCgu6baEhvJyYmAnihUuT3od0GP++4+YK/qUlOc6TH6XmewZGSmZkZXVxchOPmeT2+WfkGQ+B0nf79fW55Ll22+2ocHCsrXx3299FHH0VJ8OvKJyMVOTk5CZRaGqGGOH/SqDrU1f1GY+YSlhThYkNnQ8KJJX/IJTJpciv38dyd6xzV1EEhOCPgaTQaIXEjMEjLd7+pxjOfnZ2FY/j48WPNz89rY2MjZDye90bfVSqVcN6+SfMxSR1m+pKzetBau3bfKy+yMTpj5dr1N9lSe+QOJw4Laz6VqVSr1YJm3OUnPj9cssfzuyzFZWlcw51bHBeXv/i1uA6yN5gQnCBHqHHWcE7p47Rv/f7cs1qtanp6WsvLy9rc3IxCMBSHeN3+Z/5yZhgOHRWmPO/Gv/cqjfn3ulKacRIyZ2y4bpZlUZKawike6MNoc00vS83vuLY/K58hKIE948crv7mcOK2WWSqV4p7OZnhZYe4Lo+hMo89VGo4tOWd+bgtr2GVG2BhsgLOMBNt+zoszkvSLsyY86zgWxNcJAAHXYV9Ji0x4nzPXKa3NPuPSPV+ngGZe3AD7QR5Qyv6mzM+48XPGPv0e/cceSsDEc3pwhE2A/fNgMJ3f4xrzl3y+lxUkSO0ec3Tc82PX3wYY7kEjcxUm+fvQboOfd9yI+lMd/U00d6xAqHCMQUMnJiYKFXUuLi4i+W9tbU0PHjwoJGk7e0CZypPOyY0v3G9dy6Xjz071SeNLTS5M6P6fPtBPfvIT7e7u6h/9o3+knZ2dsV+7vLzUwcFBMG8wJr7JkUDu8h8qBjF/mDvz8/NXj5PIF1Ij65XDkC1yUrnrxNNNyDc3D5x945JGZXVbrZYePnyox48fq9Pp6ODgoBBwuRP9Jhtz8fLyUv/0n/5T7e3t6Qc/+IH+/t//+yFt8CTWfv/qvJiNjY2QbLlj83UbfQZb45Wb2DgJOP3Uepwx1ieSF9YjCb+gt28yeGQdwzL4hs7zgxS6NAjmB8eIfnMbwLMyLnwXZgZkFtviLI471FQT5FkdqXaHwXO5er2eDg8PCwET7CCyN+SayGtcnuLvCkIvSSsrK8EGLS0tqdVq6de//vU3Dn6kK3nSkydPCgURYNU5RPF1pDDX5fp93e97g2VzZzbPcz158kR5flVkYGtrK6S2OMB5flU1ktLYDhIw1wlyGH8ClsFgEJJPZ15gzAmM0oIEftQDSL8HvO12Ow5v5b7lcjmkbB5AAQQgqxwMBnEWlDSSGF5cXEQFMOw7LCv9wPwFWOR7yGAdhHDlBaw995qYmAjmCSmxVJSqVqvVuBbMDxJcDkv2IIECFqlcGHaIPmQ/oi8p4APjzXfZo5BT+h4DU5hlWYwfYzkYDArPgp1yZg1ZLO+JDWANIw3v9/vqdrs6OzvT6uqqHjx48EpyN9pgMNDTp0/161//WqenpyHvG9foT0BEP3qBtQhIgzz1bQQ+MD/D4TAktDzn96HdBj/vuL1N5kcqJvqB0rrhxQnBIWGz6vV6wfzAJoCm8B4Yy17/+7F4Ci2XLup9XdT7mloq6+6vrgJFEMbrGghUp9PR/Px8bOYwPxgpR02lUQUsLx3tkgcPRvxMFJw5Z4w8pyN1qFwqksoo/DMebLnhJgCq1+vqdDo6PDy88bKd0sgxyLJM+/v7EUSC8DkC7Zs2jhOO2Os21gP/naLEMA8EFEhafJw9kd8dMT988CaYH8bRJSRuM1xWUyqV4uBGrxaUsib86wUCPMBOAxPvex9LL4/tQZHfg9/BWOOkubTXz9kC9STop999/Gg4LD6eKysrUU2OfMhvOi4wPwTEBIKs+9cde3/u13nOdB5Loyqijqy7HJq1R9CBo0eQOD09HQAc1yfAwZbRYElcou1sN5+hfwgSycNg/hBcwbjQF6wraTSXUpUE84uAy2VafiYLn3Xmx9lKr87J33lepHasFf/hXVPWJGVH+YzbIj94k+s48wMQy/Pzd2d76CN/PpdFen+6XJZx5fmo8ObP7wAatoIgqd/vB2DlfpMHRwQ/PDcBDe/CXkvwc3p6GiXEvw7YBah4eHhYKHN+XUuZNOa3+33kn/l3brIxHqyP9CDx973dBj/vuIFWSApDy+/f9OR358qRLXc63JF1xCI9RCzNl8BxHjnJJSnT96LcddoGl0MdPTxWufxY3YsTrSyv6GTzJE6CxtFmHPb39wM5rFarkQSKQ4Y8SnrxsD6Q91SGwQbKDxsbbIvnMYBEcaJ6iuSx8ThL49p35gJIJazPxcVFnNfTbDZDYvC2G86u57vRcE7SsrbT09Oam5tTno9kUa/bHGV358Edq9SZl66kk+4EpsGHS0Rc1vK6rVwuR6GA4XCo58+fBxsCG0mQxlrn756LAJrpNox/vbyvS5XoJ2yhS0DSvrwuuML5wRmBJeA8lcvLS3355ZcaDAZaW1vTj370oyibOz8/H+/g13KHlSCEAIc+X1hYUK/X08zMjP6lf+lf0sLCglqtlh49ehSO2Ff1O/f1ggn+Xv7+37QxD8mJIu/uVebOuPXLOzrogv2RRsU/cPoI+KWrwhR+kC9/JwcPebUXJOBZFxYWND8/X8jtkBSSWsrrA+ZhI11u6/OW6/NZmB1fv6w5Pi9dsfftdluXl5eqVCrxbs5M8jvuxxrCWW82m4VDLrlnv98v5NR4YOLML7aDM5o8UEYdwLN4wYV+vx/238ExxojziXCQfV37MwDauR9BQQRn5nzf8nXv4A72DJYsLbSDjFIaFeXhEFJYc35HOXye2QM9AjoYuK/TPBC9DiRjP2ZvnZubi/7ErtDvBIScL9Tr9V4p9+h1W5ZlqtVqunfvXuQVv4y9eh/bbfDzjpvrLKE/kWrcdPDj5Vb5uyMqfMaND7IcjM7ExESgfqenpyEfKZVK+n4cc/piG5zl2v9nxzr6y7Zm709qZW1VyhRnFWCEkTc8fvw4ggxKLXPeAg6v66tLpVJIpZDcIIthE3GHno0WA+cOHQ4vTuLS0lJB1ggVz0bq89JlS+VyOUr0np+fq9FoRAnr3d1d7e/vF4Knt9WYwwRjXuqXOU5iMrIEGCDOmyDZ+Jvc30/tloo5DaCQVJVifLa2tiLR3zdS+turADE/vmnwU6vVtLKyokajoYcPHyrPc21vb2tzc1PSqPABh/mVSldn33gBAYI5nDB3NOfm5l4Iavi7I7wOqnhw4I6X9zHPhg1CwpnnV9KqmZkZnZ2d6W/+5m+0s7OjH//4x1pZWQlWgrNZuH76LLBBSIQYQ+4NGzE/P69Op6OHDx9GYYKvathQaXQOD++VouHc93Wbo8/kaCHVetXgJw2APM/F78Fa73a7US0Om1GpVHRxcaH5+XkdHx+r2+2GTcTZ52BIDgEHCIBlo5KjNNq7KK5ycXER/V+tVrWxsRG5Xh5csKdRfIHz7ZBdlkqlsMVeLIFABFlqvV7XxcWFlpeXIy+TAHBycjIUE/QfQRh5kJxvNo75dMeZ92SO8sM8abfbcR36zH0M7H2eX0lvu91uSFZTn2BlZUWLi4uFA3PxBSQVDgT2A7XxDWCEHWj190LR4PsW8yfLsniuk5OTqCDrhX6cEcWnYe54IO5B4nA4jOB2c3NTq6urYSu+bnPAcZzt5fm4PnJrgjh8KW/dblfz8/OhxLmplmWZVlZW9KMf/UhnZ2fa2dmJoinfl3Yb/Lzj5kYMtEl6eUnR120pyiUVzyB5lU3Vv8e1UrlKqVRSeTpTr5JLA0mXkobfj4OzJElDqd8dqt8damKxpPJauXCyuTTqd0f4SNDHOeAQNunFxN8UWaeljqEbaEe2/Xf+49dJmUBvPt4pSwjD1Ol0Qnf+Lhgf3oOgDb03xSVA3ZDQgID7oZtvorH5uoTHgx+StnEicbz5vVSsmJays28KJHFNvyflOqvEexAsMod9LrwsCHN740E0zd/J+yr9jl+P3/t1+I4z2wS63W43fshhglnwQIrruDM6LoDHFhI053keVf1wdr5q/n+VBG1cX71ue9OgGvPiZX9P11O5XA5wZ2pqKqqewURICtYG+WL67Nch7+n8c9uXsr6MjctOU9maA4L8MO9TJoTnemE/NJmty5wIplhPvs7dRvg+O87Gp8VB/G/XzRl/Lw+i0udPv+Ny0HFrnu85C5z2ZzqGL7Np6R6W/t6vD3gFS+1MMdd0tsirDr5Oe9lach8pHb+v2r/fpF2/rrG2sOPft3Yb/LzjBuoLZbu2thYVwl4FNXzVhkO9uroa9fVBkliULlVwSQpVU9g8QKAxMp4gd3XNsu7+sqyLH1zqZP9M7b8+17D1PQp+rF02+sonS5ooVTRXrhaqeqWby/HxsX7/+9+rUqmEE8x5GCTyIvMgVwhNNJuMMwEYNDaA2dlZra+vSxppv2GckKS5IcRZJ3hxY4xefjC4Osfn8vJSx8fH2tnZ0dnZmR49ehSynzdxBs3rtsFgEBW4yuWy/uP/+D/W+vq6lpaWAvlnHNrttp49e6aTkxN99tlngRx/kxylPM8j58qBA1qWXVXFQvbARl6v1/XkyRPNz8/rzp072tzcVLlcjmqKFKtgzb4JmSwSNqSXd+/efYF9aLfbMSdIZkaaw7ucnp4GQ+XOCf3hDmf6zNga5iJ2x5lKnB7sD8+YZVnklnheRKqtl6RGo6Hf/OY3gS5TlILT3SuVilZWVl44R4aDeMc5Z9wHW/vBBx+oWq2qXq/r8PDwWtYT4GNckHBd+6pg6bqW5omUSqVXZn3eZOv1ejo6OorDWo+OjuKcqeXlZU1OTur8/Dzkb51OJyrrIaWCsaXl+ZXUi5y4jY2NYHa8ShzzBoYAYATgptPphPTVczP4PvaCqnsUSwHhp/iDBwPMRw/WADioqgrbgYzZmQoKEsCsE9TjWBN0OzPDuvG8HJe4uYQWqahLDFutVsixsQ2MnVSsWgabljr6/LcrWpAtjgNg/fnJexoOh1G8wPPLuL/nl1F6u1wux9iwvmDsOFx6YWEhlA5fp9gBc82D13GACOOGtNYZZX93D4YomX1ycnLtIelvqlGQgr75vrXb4OcdNyQ50hUNvLS0pNPT09Arv6mGsa/VaqpWq4XT5R1RTp1cNgEMm2/w4yhrgqWNjXXNzMzoi98/0skfnmj47vzfd9oujwfKWhMqZfOauXeuifKELrMXk1ilq0M6e71eVHfiHAdkH0g9kJiREO2bG7IkT+b1zR6dP+g+mw2bvxtcnEovbuGbGZItTqVvtVpxeCvn+KTz6W23wWCg4+NjSVeOx1/8xV9oaWlJW1tbunfvXkhtJiYmVK/X9emnn+r4+FiPHz8OHf83aTBLr3Id+rVcLqvdbmt/f19nZ2e6d++e1tfXQ7roBzSOc+xftyH74WDNxcVFZVmm3d1dHR4eFoIu2D0kbswxnBWYj+uYE+RLOHH8MK/IhcDxwpnyqnn8nvmFrA575bkdKTrfarX0ySefhGNMLs+DBw+0srKizc1N3b17NxLSWVvtdjucT64FMCGNpF6zs7O6c+dO5O/V6/Vrx2iclOy65gzb6zRnHd5G4ZHrWr/fD1AE5s1L+pfL5SiVTYL67OxsOMCSClUuPVcF2a6f0+M5d/ydqmsE7F5EplQqRUDsDBP2lHXNXGb8Yexd/uUSO2crAJUAD8rlq0OQV1ZWwq4jm+OaLp3l/WAc/e8uIfMDeOlnD34IkHgP/o4DzjlASHA9kEzVC850ABxgVwgAPPhJf7y0N0CcF1zwsfDgjvO2yuVySO1g85HD9nq9wn46Pz8fctfXafhL161rxo1gzQMmabTueVb2KgCWV83De93mcvB3pcx4l+02+HnHjYWJnKRSqQTa+SYbC+z8/FyTk5OBODnqgpOAk+EnSDtl7OiV09b+udgs3uhbfPdalmdXRR8yabI/paXqiuZm51StXrFvl71L1ZtHkVPFRt3pdHR0dPV7kECqImVZpvpRXfXDuianp7S+saa5uTk1m8c6OjjScDjU0spiIKRs+jhsPt6g745ASSNUj/HEyJOQzgbnOTSeH8bv3mXgkzbYKUeDcXzL5bKazWYcPEh58LfZ6H9QZYJb0DkPaglcv+nG5df0c3pAc7EbzBEOOQYtxD5gv9Jru33xd0yRX/5G8M4YeeCTXssdeZ9rOJ3cC3kL5eH9Xi77kRSSyEqlona7XQjOAIBwDrkna4s1OjU1pYuLi3CsarWaarVaOGmvWkqW9/Z3+zatp2/afC9h/lA2GIceWQ7MGEzRuHmRBimprGvcHpZKqgCFCHJgNjwXhvnFPMBx5frMy3EyJ2m0ZzK/3SYTVDHu0qgkNP3kLIIHzinb5EG/AxBc14t3cG+fX9jzPM+jvDbSYEnBsJIz5dUpU4maXz8N9p3R9UqG/uwue+S7vgd5gJWONdfxogpeICN9/3T8/O+ABgRTr9JSmRv/+rzxvvF83ZtsLim9lb3dtrfeTk9PtbOzo+npaW1tbWlrayvkN2+ygeTs7e2p2+1qYWFBkgqG3SvVkJjcarUKKAyMkTvV7gCB1AbCOxxenQD6vQ+DpMnjed2f/pFUkmb7s5o+n1Z5Odf2dlvdsxMdHBzoyZMnuri40BdffKHnz59raWlJg8FAq6urIY/I81y//f9+qp1fH6q6WdHif3lRH364rscPn+pv/r3fq3c+0Ad/Z1Mf/skHsTGxUfgGxQbJmDHOBOELCwshryMgq9fr6vevTkefm5vTcDgsJOtD2XNewbepdTodffrppyGlWV5eLsiVOKTSWYe32XxDbDabGg6vztjY3NzU0tKSqtWqPvjgA83Nzen58+c6Pj6OKnqv28rlsu7cuaM7d+5oY2MjzpQiP8rHd3JyUisrK5qZmQkHVFIEay55cUlOGmy78+KN4BqEGhvkzoEzODgfBNwkc7tUrdfraXV1VVtbWyEPkkagk68FGIVms6mTk5MoRbywsFCoWlWpVApsAs9O5ai5ubkIfE5OTsJmdrvd/z97fxYjSZqtiWGf+b6Y+e4eHkvutXZV3+6enu65Pbx3NBpyOAQvLgViCFCQMBA0kATxQdKL+EBAAgE9SIAeBEHiEwVIFISBOJBGmiHFWajhXAq8PT283X27uqqrs6ort4jIWHxfzXc304PXd+KYpecWW0Zk2gECkRnubm7Lv5zvnO98B/v7+8/tBO9/LnQudebwMmoBLsOoJkYVPtbZHR8fo9frIZVKYXNz09O3jO9ttVqIRqOiBscoPoEpxxUdaS11zUi8drj1usisu3aWWSfmOI7skaRPRSIR6RvDsU1nnE4z/6YzPwRXoVDII6bAAI1hnKjfkZbsOI5kv5bLJXq9noxhv8gAr1+LohCIcS9n5oMZXR3k4LzvdDqSuYhGo+h2u9IzK5lMIpvNCl2PIIXzUkvi6zmrr5d7D9cJTYXVgim8xnWKqZFIRK7FdV1PoIjgjtQ3ZrD47PxGoAlAWn1oG41GaDQa6HQ6Ehx5nulaKoJGZn6413KsMIvHfZbNjC9yrjPgxXnzrlkAft6waSoJsAIdWsrxPI1UFfKl/U2tGG3TUS0d5QS8sqw0f4QLUJu0676LatfPmOEawDCM+HC1MTkAxljCfC+K7FYW8WRMaglIr+n3+0IPIQ1uNBrBdVwMajYGX02xHLuYzxaIx+OYDCfoPRhjOXIw+HAoPG4NRnXEHfBmG/h/RsdIH9J8YJ0x5PuZ5SEdi5vbVXPSZrOZOO1sbKnpJWxG+Cb5z7z/OtJLMMnalEwmI9nbs/K1CXRZS0G+P50Fv+NGKiYVtzjf/bVmOmrqzwjxWH4KF8cSC7+1GpSOlmqqEz/Dfi9U6tJOJueOFhDhsbQR1LPWrtPpSKSdjjozOwRwun6G30W1Jqo79ft9qWOp1Wqv/FzoEOpM1tti3GN4L3kP2dB3sViImhsj7QQLi8VCgCGfg+6vtC7ro581gY4+FwL0eDwu9TOkTAEnym0awHA8MFsJeDMTXHv1GNFZJzrvpItpZ1kHDzQ7xA/u/PUj2ln3r/n6vvC9sVhMwJ0G1pwfWoyFayV9CH09rB/WVEoNAHXwQgM9LTShQRLvH+c69xhmxDX4oTJnMpmU8wMgAIfPgGCWGX99fjT/+/xGf40Ndl9m+rr5bHktDGroZ61Fgy4r80Pq47tmAfh5w8ZIAyPPlJO8CMoNudXcoLPZrDisXBDp6LCYk7/5b9u2Rbee588IqOZLS8RtPvs28xPYOpsNlhjvjTByB4jMY7i9cQ+u6yAWi3/rHEQRmkTQPx5i1l2ge9QHlgY6e6su5LPeHL/6Lz/H3sN9HN2vYTFeAi6wmJ9E+7jJaSCjeyDwmTOqzQwfjZuAaZool8uedD97+di2LQXMbH53FmNEz+/wnsU0OGeRLHBCmzqv7zkPI/WK85SF+Owmf15RQQKtXq+3AtDf0rIGgwHa7bY4YowG12o1yWJQjYuOIYMnFDvQjo92wjQA0TQYTQta55zSiWXkmsfRoEc7hly3ut2ucOlfRFVx3ZN6hOFwKFlv0oO01DDPSxfA814wi8Gsa7lchmGsCsiPj49Rr9c9Y3Gd6SzsVQwknNV0zYuuUdHzs9vtPgOEb968KSDdNE2RMWfNCzOW2onWRfzs/6MFDVgrRrBCWhfPJRaLIZfLwXVdjyABxwsA+TydSdd1JXOqxyf3SIJ2jnstIOSneLInjeu60nNruVxKltafxaJiKAGWBj86O6bBhh9kM4vE67csS6TCNQuEpgGsBlkabPCeJxIJAYz+LJimy/Hc9Ps0ONEUYAKHUOhEmEH3EWKgiDRUjhu/EYhpKqK2Wq2GP/3TP0Wj0ZAWFc8z7jEcDxrg8V7RX+J6R0ASi8VemVZ3WiNTgz7nu2YB+HnDxgWQE4X1BucdfWakjYph+XxeqFSMdhKIMdLEjYRpd+rt+xc9Os8a/LBw/6JTt9fdZi0HTi+MkGHBRAZWqAoDQCgcRjgUgusCjutg5AIjY4o2poBrwJgZcB1g1nGw+/+tYTdSgzsHMDFgxE+KgUlPSCaTku3gJm5ZlofWRvqIjlZy3NABYQE3Hcr5fC4OXb/fR6vVkuzPWZ47xyqjwecFSnQ0mPQGHe28KmM1Foshk8kgm82iUqkIbYuZt/O6J47jYDAYoF6vS5H5ZDJBp9PB3t4e5vO5OAuOs1IjIg2FwFpHKbVzyI1ec/zp6GgnRhdpM+uogZOmaDIIo/uLMVqvgRWd5/F4jEajgVqtJr1YXnQv2PU9FAqJeAevk8ECFqgzk8QxxXWP9QAES6Zp4ubNm9I76fHjxx763vPORTe/ftuM8/p50f7JZIJGoyE1eq7rCl315s2bEu0nECJVrVaroV6vAzjJPGSzWenzw/01EomgUChII1zWtGjKLh1yZlvpWCeTSSwWC3Q6HYzHY0QiEekJxnNl41PbtpHP51Eul5FIJKTXGvdLOtkcvwQKHOukgHKsk3bH+0UKHsFdt9tFq9WCYRjIZDISpNQ1a8yaMbPM15nF4Tnl83lks1mh+NEx5/6vs23aUed89YsjMUtmmqZku9gfSAvp8Pw04GFgisAAgKxLVMzlvdLnxXVmNBpJX7JKpSLP0288B+BZWi4APHr0CH/v7/09PH369IUiJqTfMSNNFo0WieB16WAPnw+z2ReV8XVdF4PBAE+fPpXM6rtmAfi5AqbT4hdpmkrh5+TrSI1+P82fBueiqaMY/IyezAYMwAjqfZ5rCyC0iCKEZzm3J0nvZxdhqaJaAq7t68XgOJhP5xgOhlI3QplURrZ1YanfCdNOqx4XurCc9ILRaCQ9UygLfR4ZFB359FMTzsM0PeUqGq/fX8DNe3te2QB/lFnX5azL1gDeiKxWQuN40cBFv5/fp81/DfqZr/ucf8zyde3IcMxqVTqCmpcFlXhMZnA04ARO6E/6+9ZFpun0MYOplZ/YwX2dEqJ/zX2b7WXgTzcj5g/XFzqHXM/oYGo1NEbaNc2Sz1aPXf9a46du8zn6hRK4hvjHqr4+P+3Mf438rnWZDx5D79vrsjUcXxp06AyONj1WNSWLr2njsXVNlJaFpt+gf/S90b6BVjbT1+n/8d9nfa46c8WAhK5V8d9r/d3+e/2iGhdNI/QbqdPtdvulAT59nHUZPZ1t0+/110qep+njM/B5GRS7q2gB+LkiZhgrPn0+n/dEH87TmNIlN5eFzHSoGEFilG2xWKDVaiGRSEjkZHd3V3pjZDIZz2eYYeD5h8NhTAZT1MIDXA0y0bth7hJofTnAz45/gagVweaHZRSKBU80idFpOgykZwyHQ49jwCjscrmUxqWz2Qx7e3vY39/HdDpFu90Wqhu56WfNXHKs0nF514wZVYow7O3teTZ+1ia9SGr1VYyCB++9955EUZvNJgzDwM2bNxEKhTy9S7gp1+t17O7uYjQaod1u4+joCKZpSraOEUzStnQEmBQ2f3YS8IIxTaej80VHDIDUO5BWoj9Piu5wOMTe3h4+++wzobK9io3HYxwdHQn9ZLlcSpSdQFBnwPijVZq0Mhjn182bN4Uq+ujRI9i2Ld9pGIb0YWHN1VWhYV62cV3iOsL7UK/X8ejRI0QiETx8+BCRSATFYhE7OzuShdQSyX56F3ACcGzbxmw2eybjzfXGryLIccXx6xd6ASAy8a7riqRyNBpFp9MRahaPTwqZVpjTtDjWPjEbEg6HZQ3W90lTqjgfeM/YwkBnGnmNWpVTB1M4/3Sg1A9ONNODoJT0PWaGdPsE27Y9lC4ex18z5Fey47kSBPFeAZA1gt/BfYoAiGOBfRTX1fj4zR/U8BtZMS9j5zDzxl5CzBrr9YpZaw3Q/PfovI194+LxOGazGZ4+fSr36F2zAPxcETMMQ9Q3uOGft2nwo7vJcxLrlDZpBGwaGI1GMRqNcHh4iEwmg5s3bz4TEc5kMiiVSp5Fpl1bLfpzvHuRhTdlxsKAexjD4sjFOGtj4DyAmUt5Nko60tzwgdX4YB2MTsvbti1iAI1GA+PxGN988w0ePHjgcQ7OM1Kt6zfexWJMRr7pKB8fH3uoVtx8/dna17VQKIRSqYR79+6JM9HtdpHL5VCtVkV1jQX/lmXJxvz48WOpF0omk5hOpxK8IfCho8iNnc4Nr891Xak/004OwRHPUZ8vi8D5ec3P57qjMz5HR0f4+uuvX6tvxnQ6FVUrrnOkC1NZjA6VjtazBlLTizQtrlqtwjAMHBwc4ODg4BnwQ1lu3e/kXTRmaPzW6XSwv78v4GU+n2NnZwej0UgoYaSy6YyJ3xj1Zr0ra0fooGqgoLMa2uHXKpG9Xg/L5RLlclkceSqzsYaO30PaFpkUvF5N0+L80DUhrEfq9/sAIPsy54uuEdJzbF2Wn+CKdTCAt3GuPwOh12JmfHTWl8IrWm1R9yNjHTMpgH4GCvckfS8IXjiX/Gp+wMl8I6tBZ3/Yw0bXNK/LwPntRfsN6dIvU9g0jFXNFBU0SavU2XytkstgJMGP/zrPy1KpFHZ2dpBOp/HkyRPs7+9fiqz2VbQA/Fwhe9FifR5G3i2LK7mIcdHTDgkXeBal+iNgPFe/46FTzK7rwggbSFajQMjFpDOH2w+tlM8Cu0AzYLgrhTl3CgwaAwyGPYQiIcQTq+evaxu0A6mdT44H1k6wCH4ymUiG53Udb44VLSOqqSSM1Oq/8X16XF0GTfRNmj/6SdMOA6OgZ10vNMVOU37093NNsG0bk8kE/X4fg8EA4/EY3W4X0Wh0LYfdf03rxov/eev1iFkkgihdP6SbLfI4PP5sNpP6Cjo/pwGJdBLZcJPZGUbX/fQ7P+WTc4kOBhtND4dDmKYp0XECPf3eq0x781P9XjQX9Xh4EdXtZUaHmLLTpDESxHBO6CwCnxMzNlq5UGeGmEWkwA+fswYSfno65wwBK4G8XsM4bnndWupYO7rMbmpZag04eAwtFa/pyDxnAJ51Ve/xnB8aVHIP91PUeL95LQSTuq+bpqIRiDGrwf1Eq63xmnnsdc9Xrxt+2i+vWb9fUw+1ipt+D3Di+7woqPw8UDSbzdDr9TCZTKTVw8ssFFoJQliWBdM0JWCkAyUadJLl4L/e8zZ9nzh3zzInr7MF4OcKGSMgfinO8zDS6orFokTIWFjHhWk6nUqKmFKO9Xrd00iR56gVnfRiTw1+FtEvscDNn2xgNpnjm3/xBLMvXRiLYNhdloXGMeBxAlNM0Is3gewCiWRClHJ0lFPzkXVUc39/H91uF6PRSEQOTiNoQHpDOBxGuVyWCCD/xiwDI+NPnz5FOBxGPp9fZQ9VjwiKKrytxqiwpv7xHlE9ir26GAk+rWmqGZ+/46yEEOggshlet9vFdDrFgwcP8ODBA6HlZbNZbG1t4d69e9ja2noGzGjjuKFjtm7NI+igs8ioLgVZqPalHR3tvPX7fTx+/BitVgutVutMDjcdn2KxiHA4jFKpJHOGhdt0HsmhJwWYDmO32wUAlEolVKtVpFIpHB8fwzRNtNtt1Ot1z+e1E3qVTAcpmGHRCmvrjOMWgEc++nXNcRx0u13JlnGNSqfTImbBuUJVtEwmg9lshuPjYw+Figpm6XQag8EAx8fHUvuwWCyQTCZx8+ZN5PN5jMdjdDodDzWMzi3HLRX9dJZEUx55/qxT4jlwH2Y2kYIenBd6XBHwEahpwMR7Quq8dmyZRQQg7+W5UryBx5/NZnLevL98fqHQqkUA2QGkaMZiMVmjmWlxXVfoeo6z6o9EWpymFur1hv/XGSA/UNC1hToww6Aus1Wu60rQIxQKIZPJYLlcPrNmvIr1+33883/+z7G/v49f/vKXL9x3eF8jkQhKpRLu3r2LRCIh/b/0HKEvxXGlqcIXZRSvIINA12K9axZ4oVfI/BHQ8z42FZIYufQX3DE9zQWSBe06mqlT8Dq65o9wMhoXi8WQLWThOA4eWbtwjXdvkr1Ji7lxlJabcFwHQ6ePbqiD2XwVFWd9j79Ylc+SvPZGoyEFnv1+/9ROmaY4pNNp6X3CiByj4oaxag55cHAAAALUdN8iZhje1kVbR4n1s9Fzjo7HedAj/M4Iay74m9HlXq+H4XCIdrstGUFSQRhMeRG9RD8vHfn0OyQ6yu2nBHH8MWKuC9c1ZYZNYM+qPEjJbDbHpMNIGp12bknHY8ZBr6t0wizLwmAwQDabFeCwzrm7iqbBDyP9+t4/7zPnRWHV4hM00pDC4bDQzJbLpTiTzBaxPxCBGJXBKNhCZ1lTNJPJpMwDrVgInLSOYFaB65K/55XOZPI3j83z4TxmbRjPgfOP44K/9VjXtDKKapDazjmjs3SkV2mqH+ANHgAnQFUzPAikSNGko59MJj0S367ryr0BIGOa48CfHQWeXRv8NTq8d1wTtfiIzuL5GS2aPUBf5XXH3OHhIR48eIDj4+OXgncNLNmIV2cRdTaKfhgz53q8XIT5M2TvatYHCMDPlTLt3FC+lYDiPAeoTnFr4YN+vy/cZS58jLRzgQVW0YN2uw3LskRylI4IIzvciLhZOo6zUn4L7M2YsSrG7X1L/Wg0Gms3HR2JY6SSWZ/XHYeklrABHSOd0WgU1WoV1WrV40Bw3APA9va2B4TRoaVcKouF5/O5CC5cV9PNPDWlRFNLSNlhBPvp06eo1WoSpDit8RnREctkMtL4cDAYSL0CsxGM3vJHFwCHw2F89dVXWC6XKJVKuHnzpsdBYhRaZ7K008/zofF1AmY6T3Ss/EpJ8/kctVoNw+EQjx49wsOHD9FsNtFut89l/ZzNZtjf30c6nRagrp0uOo7sMcQ5A0Aizoy2RqNRlMtlRCIRjEYjHBwceOhGb9q4fjPLyPPnuNSUJhbg66CIpk4TFGigeJ5G0ZXpdCoNewF4MtSmacJ1XU/wj9kBACJOwHPnOsOsn64Z4bXrJq2DwcCTxeT94P6tQRGfL+thRqMR+v2+x+Hnd/BY9AX4eTqxOghJp5ngRNMnmSXW4IZjlvs811NNoeP3sRkns2qhUEiEjzQdjsAKOAF//C59PMA7v0kX1FRbHpPn7Q/Q8TP6+BoQsuYoGo0KCHmexPXLxtfe3h7u37+P4+PjF/bf4fhLJpMolUqwLOu59TusseY1cy/k/nYRmd/n0anfRQvAzxUxvbCyn4plWZKJOa8N0c89nkwm6Ha7mEwmqNVqOD4+9jgXw+HQE3ki7eTw8BAAUCgUZJNkOlV/z3Q6Ra/XWy2oIQMG3vzG/i6aAQP5XA61YQhDe6WA9fTpU3ndz7fmeNNOzOtEibjxJZNJ3L59G5VKxQOUC4UCCoWCJ2rHDctxHGQyGbz33nuYzWao1Wro9/seNTmCpdFohC+//PLagh/SZxhhZmG0DlDwfbZtY39/H4PBAPv7+3j8+LGHknoaMwxDuOmZTAa3b99GNpvFwcEBvvrqKw8VNhKJiJOYSCSQSqWwXC5Rq9XQbDbR6/WQz+exu7uLjz76SBq0koJEVaHxeIxUKiU9RLhO6AyQ4zgSDeWzJlCjE+aPIk+nUzx58gQHBwf45ptv8Mtf/hKtVkt6xZzVJpMJvvzySxwfH6NareL73/8+stksgJM+KhSpIFBjVLxQKHiy4/F4HLdu3UK5XEav17uwOs/TWiwWE4r0xsYGbt26hWg06lEPI02s3W4LwKHpwJm+JxcB7GzbxuHhoawvHB+s89G0LIp3MLAzHA7huq4AJp05oCCAzoyTVsWMdSKRkEwoe2JxTOiMqZ/ux7FgGIaIySyXS+TzeeTzeREX0T3WdA0OAI9TreuRCOjoO6RSKZTLZem7p7O1BDuDwUCyZwRVpLXpc02lUtLwlOqODJARIGlZbA3meBz6M1p4h+0YqCrL82M/MwZfEokE0um0gHI2l9WURf6bFD3LslAqlVAoFJDL5V5bTMq2bXz55Zf46U9/Ksd/nmUyGbz//vuwLAs3btxAsViEYRieWi0+f9K8GSyez+eyTtLPOm/jfn4e7SiuuwXg54qYv+gQ8BaCX+T3ablIOpH8Tk3B8EdUbNuWiJQuKNbnrFPXQd7nDZoBRMIxxOMJTGdTcUiAi4k069owblKMIHPRpyy6ViBkhFUX2DIDoSODmi991RzH1zVGbnVBsB+IcmNnloW1IefRBVzTEZnR0YXDdOp5XprOA5zIclP5LZVKodfrYTweC63Hv77pKK52ijUI99OAdZSb58XNnON5MBig0+kIPU9nX3hM/5rq//7nmeM4kuEyTVMcWv389PmvW8v1esqsAdXuGJV/E06Jf70mJYxBuGw2K/U92rlcLBYChHVmWGd9CCQuKqNF55fZ0fl8Lueqsw/897qCeF2nQyC7zmFdV4S/LprOMeUHfOvGnaaL8zfPQe+pvAZNIdTjmXPJL4jgv3ZNC+Ox180L//zTlEctzKTXJx2o0Oa/X/yt1wP/fdGATt9H/3rgHwuaHsj5RglugrmXmT4Hypm/ihy0rql5GSXZPz4uws972Xe/yxaAnyti5Mp2Oh0MBgOMRiOJsp3XINULFxdKXTxONS9ymFkU57f5fI6joyPpYF0sFiUiwmJMvXgwahQKhwHj6hXxvgtmAEiM03g/8x3MM1O0lw0cN4882bzzslBo1UV7c3MTqVQK29vb0uvANE2J9LEAlBFIUitJO2HxZ6lUgmma4ngyYst6Dk3TuI4Lup9OA8BTBzAcDoXO1Wg0pF7rvJxkzlUq+xFIEKgSbGlw5Lqu1AQyKjudTnF8fIzpdIpYLIZKpYJ8Po+dnR1sbW0BOKFT6S7z/iJnvk/TrOjE0NmhQ0IRBna2//nPf44HDx4IFVKD6VAoJLRLRu4Nw5Dr0NHwdbZcLoUGFY1GUavVMJvNRECG32NZljhBdGL9EvKMyjuOg0qlgu9///uwbRt7e3toNBrn8lxf1fhcw+EwMpmMAJ7bt2/Dsizk83lUKhUpeOe+FI1GMZ/PkUwmUS6X5boICnkvG40Gdnd3LwzUMaPIviXMZpKVkM/nsb29Lf3qGHRhLSHHEmlxHJu6ZoXnrhW7dLaBjrXuOUXjmOcx/ACDSmnMrup9309pdV1X6lY8gUXjpFaTezADGo7jCM1Zi4vwmfNv/pomTenU9TQAhBLIf5PCp+eVvxZPg3+KKo3HY9kPeO/4Hj5H4ATokWrIY3LvYpCDFML5fC6sFcMwJPtD4YaXmeu66Ha76Pf7qNVqz9SZPc9I4eN5M/vIdUj7Rb1eD71eT66ZghaJRAKmaV6ooM9FBdWvkwXg5woZKWh0NkhpOS+Hjk6GP2JDjXw2AYzFYigUCs+N4iwWC9Trdfn/vXv3JG2rswlM53KxDofCMIJ+P2/MnGYYsVYWsYQL4zZgW0PZaM8T/BiGgWKxiPfeew+JRELoM6wtIWWBheMc77q+jRsv1d4cx0G/35dobrfbFdlt8syvczRLgx9u8rwHFJ2wbdsTHLkI8DMYDDx0GTbnI01FNxlk0ITPjLVkw+EQsVgM5XJZ6EaktdC51E0Z/VkkghyuU3SmNe2HdFoCrlqthlqths8//1zqjvgZXT9hWZZcl2VZMpY6nY7Mg+eBH8dZKeANBgMkEgm0Wi1x+On4sQ6SdE46yX41NF6T4zgoFAqIx+MizX3Z4IcOG59ZsVhENpvFe++9h2w2i2QyCcuyAACj0cgTcJhOp5L5ASBjkw4xr5HNFC/CWDcTCoVEtS0ej0vtRbValXMcj8cCVBhgoXiFFkngHARO9jLA6zSS/sRgDQDPZ/h+jnud7aQREDDzR7U0XpdfKIJZBX8mhf/WGbdUKiWNX9vtNhaLBTKZDLLZrGdOkPZqGCcKcdo0+CGFj5k/vd/zHAhO+Pz153l8BhIYbCX4YR2MzkAykOBXhNTBCoLffr+PZrMpmR8+N/boelXjXD8+Pkaz2Xxl8EPQrNUNdU0W7xWBDtcFvkbhmHQ6jW63K4DpPO1dBz20APxcEWMUg30pAEh38fMWPADgiabSAWHUhpQH/nCD0DQAng8VoAxj1dQLgGdhZWQpHA4jmU2gX5lgOV5g2QMiiygMXG/K0rUx18Cq3MoAFkAylMZGqYrZYuUo0KFhD43TGClu5NjncjnJ9tDhSKVSHulUgmM6BxxfupiVm5imQHC8cnO9zqbpLv7r5CZJ0Qk+p7OCVUb7ydtnlJvH1VRWZnr4rHT0WzthWklqOByi2WxiNpshl8shnU4jHo8jn897out6fdARUDpMAGTt0dQfAsHJZIJOpyNRWvZp0RQyfV8ZoGEmiM4fe+7w/mqH93nPjOCPjR11zxbt8PAagROgSWCvFZ4uYxzr58bf6XRahC4ymYyMCQJiDUR1HyfeU10HoYN1/BzH2kUUWmvnkOfLQAoBBVkUmi65XC6FxsR55TiOB1hoAKMZEHztZXWQOsjoz9A8j+LOcQHA82//Z/X/+Sw1/U7PJR5LZ254D5iZ0ZlXf4ZKf1YryzEgoucYgYhhGM80aTUMQ8aKX9VQB2b1veX3a1U6mv5OBvE0YPQ/G/0cXmbMlj148AC7u7uvXFOq6Xj6mvQaqWto/UEflhSQUnpefp8OerOxLde5d9UC8HNFjIXDHJjh8KqfxHA4lMXmvExHK9kzw3Vd6eoej8exvb2NUqmEcDiMZrMpEc9+v++ZML1eD/fv30cymcTW1hZ2dnYk2s/eBYwEffi991HeaqNVa+Obf7aHSCt3btcU2KubsTAQb2axlckgkjMQem+JJRY4ODg4k3hAoVDAxx9/DMuycO/ePdy9e1cANX+TEkRQHw6HUSgUpLCdUVdGQEll4I/m9GezWcRiMbRarWsLgBzHecbh5qZIKsre3h729/fF4ea8PcuakMlksLm5iUwmg62tLXkGpIoAJxt5JpORJo50MBg194PUwWAgssLMkOzu7uLrr79GJpPBRx99JDTGYrGIaDQqtDHeC11HA5zIG2tn5ujoCPfv35dic9b5NJtNyYoxaKRrg1hPUSqVUC6XBYgVCgXpT6LpwM+7x9PpVMBdPp9HsVj0UBW1Q8mMp3ZOCTTD4fAzz/6ijBQrZt4oT1wqlbC5uYl4PI5sNit0VF3nwOvJZrOinEanczqdSq8pfx0Do/a5XE7EAc5LnERnE3jvuF+yeJ4ZmUqlIgX9zCiwZpW1YsAq6KKL1Mle4B6mgxM6CEEHVz9DZoEIAhi0Ye2ibgeRTqefASgMSPhpn+tAmc4ykvbG8wmHw7Luajpar9eTjBk/z2vjsfkaz4/UeMMwkM1mpY8SRQo6nY5kLnn+HGuk8FJRliInzPxQ+Yy1nwxkkApIAOSvaWLGmkDdsiwZCxxrXDP1uvIim81m+NM//VP83b/7d9Hv9z3iQC8y3i8G9JgR5TWR6UCQRvYDM+7dbhdHR0dy7uexHjALyL316OgIoVAInU4nAD+BvXlzXVdSt1TaSSaTz8hOnvU7+MPFlIsjI6CUcTVNU/pRpNNpcbz8RieAUf1isShRDzpGjPJvblVR2ShjP7OPBz/bhYtABOFNmLsEpkdL4AhI34mi/HEecTMqzsFpLZlMYmNjA/l8HtVqFaVSydNTgPLA3AS5idGxoBMQCoWkn5Df0eDfSE/Rkb7raloGl6YzL5pecl4Wi8VEmYqRfl2robMydIrJ0yf41IXPjEgzA8AAi3YACRLoxBDwsN6BgIVODJ8rqTY6wtzr9XB8fCzy/L1ez0O50hRK/30F4HG8tEy/7lfyonWXVCtmrHSBsy6wB7wRe14br9vv0F6k6evlXIvFYsjlctjY2PAIkWj5aN53AhmCH11YrhW8dE2Fpn0BWLuHnPZa9A9NB1UY3SatVq8TdPZZo8ReS7pPFXCSLeBz1cwHXc+qz0GzKXS9B89bCypoUQZdo8P1UNfiaDEF/7H0GOL76exzL9Y9sbifD4dDzx7tB28c3wSRvFehUEiCT7xeAhbWt9GX4FjXn9cZXs06IZgmHZ+1hvre0HfRdF0CJc5D4CTDoZ/Xy3wpXvtisZCmpq9D1+T18Hw5x7XUO9cyZkX5dwYThsOhgMnzMFI4CX4I9M/a/+y6WwB+rpBxQeRATafT4oic1/G5MXCRYISLxat6ougF/nmRZp1FajabEsXhJurXuF9N+JWzEQCfN28L28G4NsVytkQmncUHH3yA4XCIVquFdrv90uyCLiJnXYemE+leFO1WG7/++ReYTWaeTdYAAEUFAQCraMLKmh5VKVKwuNHO53Nx2LLZrGdjve7GzV9HOs/TNO2JKm2aysLILGks3KQZwWTNTb/fl+ydDqpww3ccB+12G8BKMnZjY0NkkJmFIEefzpNeA+lwcg0aDoeYzWY4OjrC3t4ehsMh+v0++v2+pykzwTaAtXU8k8kE9Xod/X5f6j8IsrTD+TzjNRiGIdHuZDKJSqUiFLper+e5Fma2dL80ZkVisRj6/T5yuZxIiJ83LYWZH8uyhOJGuh5BDkGDpmFqQMp+NAQVGpQTJDDyrXuc2LYtc5PfdRZaj3Zmn3cM7l2a6sjrJfi3LEvGlmEY8n/gpH5GgyLtdBMYaGCj1zANHAnE/SIfOuOiz1VTpmazGYbDoYdCxvo1gh4ek1RWBo2Y+dDXwedAQKupp7xHDLpwDPJ1x3HEidYZF618qEUKCA4Z3IlGo8jn8577qIOu9HX4DHh+/oasPD7HIgA5V4rBEPRyXRiNRp7M7LoxNRgM0Gq1hEr7KuOTghYMJFDan/dfZ8y1OqnO5NPv8gu/nIex5pJNlXu93oWVU1wnC8DPFTJG0ZhFyeVy5wZ+NJWDkR5ugqHQqkcD+1EAJyl7vfmtcwiotEKqUq1WQy6XQz6fh2VZUuuhOc2x2LfOQAB/3rjNOg6a/8JGOBaC9UkCP/wLP8RiucCvfvUrUaJ50QIZiURQKBSkoJSbuaa4ASvH4MvPfot/8X//Fcb1OUKhZ2scHMfF0lnCCLso/CiFu9+/JWOTjrlWTeLizd4edMbeBvBzmt5Kr2Oci4ZhiJoc14VYLIbxeCyUJz4DLchAEYZer4dSqYRqtSrghRmidrstzu7x8bHUgLXbbVHfSiQS2NvbkyafvO5kMolMJuNRo5pOp6Iy2W63sbu7K7086BwS/GhBA03lo9m2jSdPnoizxv5kpF++rJZsPp+L8tvR0RFyuZxkUIrFIprNJjqdjvQZyWQycBwHnU5H6Fj5fF4cpmg0il6vh9/97nc4PDz0gKfzfOamaYrAAiP3oVBIsli8B7o2gxF4AOJc6j4+BBN05imQcOvWLWQyGViWJY6yfkb8/GntRYEZHbgjeHBdV2h97F9ULBY9ojy6Bwp/ayoYQYkGBDpAwe8llUlnUfX8YbaDAESDfz4LBo4mk4kU3TPLREdZZ14YiGLPMCpDuu5JH6PpdIpOpyNriwY8pDXm83mh27JHn84iaZVO27Y9gQ6CMmaBmeVgBiSZTAo7hGsbBXA0OKUfRCCog2j84Vo1mUwQiUQwHo9F9ZG1X9PpFMlkUgIkfpDlt2azic8++wzNZhNHR0evtPayYbFlWdjY2BAA5DgOut2ujAuOWV0/R6qtzs7x/edZ71MoFFCtVtFsNnF8fHym2t63xQLwc8WMA550k9dtyPWyY/NHp/K5oOrv4savF5vnOQN+Z1RLF+uiRqEpkA5wblcW2GnNnbuYd1zMjSXMe6sO2C5cpNNpAcAvitByE08mk9I5XVPddOHraDDGpD3HvPmSJx8FZqO51ETo79aceP9Y9tNPrrtd5Oaki6sZmdSZNZp25rTQgT8CzoakugaC18DgCTNJ+v+u66LX66Fer3uygVRJomNNSWIdiNHXoMfbcrlEIpEQ8KSLjfX18/p0wb5eD19k/BwzZ8Ph0CMYwXvKsU8HWtdZ0inWmScCQjpE52mcO5qyqAEPcJIl05RT7YgxA7LuNW105iiYQ6fWXwB+kaYp3rPZTARSdF0dx1gikYBhGJLt0Nemr1FndnRdjf5O/7PWhfz+PZjzSZ+vBm5aJELTtvzroj5HTUPVVGE/i8O/t+vxwevjd+rv1s67fwxwTvL6/OdI0KJpepo+S6oYAy6c5/6MGd+raat+wQT/GH2VmrrpdIpWq4Vms/nKUtOkKHKs83x0ZsX/W68//D+v7bz3MYJlAlyOg3fdAvBzBY3F3OVyGYPB4NxqGnQEhRFZKkmRQiSy1N8uJJlMBjdv3sRwOMTe3t4zggc0wzCEfkTVN9u2Pel9ub5wGNFYDAu8uynXq2YuVuOjXC4jkUyIZLFt21KAuc7C4bD0AdnY2MDdu3clumwYBgb9Ab74sy9R322htdvF0n6FZ24AsW8j45FIxFOLQtGDdruNer0uNWeM7p9npPxtNvZmsSxL6qy0ExSPx5HL5QBAaBzAiZNFUYt+v49QKCSOPgt32QeGDkokEkGpVMK9e/dw584dEVJZLBb4+uuvcf/+fYRCISmMp5OUTCZRKpVQLBYBAB9//DFc15Uiezq2dDTo6OmaIVJYtEM0Ho9F3ppS16ShaJUqv5NJR5d0zNlshv39fdi2jXw+L71EWNOmwRkj3wAksEXKEx3uarWKjz/+GK1WS2pAL8LYp4XZAmbJRqORZEn0vaQKGs/VMAyR9OZ+AazohIxm27aNeDyO0Wgkvak0sLhIY+ZhsVig0+ng8ePHSCQS2NjYwGg0QjqdRiQSQbvdRjabxebmpmQaeM95XaTw6nFOh5LPTzdopmnJY/995znSaee+S3qk46yklrvdrkTuNRhmhoVKnextw/PWvW/4+nQ6hW3b8j4CB+BEtluLSJDSyO+KxWJybgA82TJmfPUawtcJLkmH9ANK3j9+nrQ9DVj89U46g8L5TyGWcrks93k4HArli5nWFwUVDg4O8Cd/8ic4OjrC48ePXykARVpZLpdDJpPxKOXy3HUTWwZ92HhV165ZlgXTPKF7n0eNHAPbBGZvU4DwLBaAnyto4fCq2VyxWESj0Tg38OMv3GShYL/fx2w2QyaTEZ49o3SWZWF7exuj0Ug2y+ctCKlUCqVSSTZK0jt4PC6cq0U3grExR4B/ro4ZxqqhaDaXFYW/brcrm8g6i0QiyGQyQn26desWTNMUXrg9tPHNP3+Cg5+24DounKUL46V0R0M4+dFoVDZxAvbxeIxer4dGoyGROtIvAns1YxNIKrn5o/EEHoxqcv6yx4dpmrh58yZs20ar1UK32xXnirQdbrRaUe3WrVv44IMP0Gq1sL+/j8FggEePHuG3v/0tYrEYbt++jVwuJ30/CNJu3rwpSlxUnlv3vPl33buF9Wu6QL/dbuPJkycYDod4+PCh9DojoNERZ31cXddB53A8HuPo6AiFQgH37t1DPp/3RNc1+KGzo7MgjMQ6zqrhKWuBHj58eGHPn84xo/GkjjLgoaPtdOQASPCBdUzaWXddV2SjQ6GThqikUBLM+Z3fizCOAQAyNnXmh2O73W5jc3MT2WxWAJMf3NBxZDaC9U98hgTLzJAzG0p5d5294f3hfdV0QWYtuTd3u10Mh0Nks1ns7OzIM9ABCtK92DCUr9N5prPNoITuvUOnWCusEfjwXgCQOl4KYdAhJ6AhGPZnOgjudQsNBhM0UCQ4MAxDlB8Z4NB1Uxo0E4gyw8r7xnWLPorjOCLlzmDOi6xWq+FnP/sZ9vf3Xxmk81lr8RgGBrSyH0EngwM8Vz4zYCUSkU6nPfvdWecJnzMFNALws7IA/FwDO69NQstLUrGJRa7+1LGWuaT4gWmaIm3JRZTGzYJCB4wyaE60Tj+/3AEO7DLNALAYLdE8bmE6WW04LP6lap+OwHF8MHrFZ84Nr91uwx7YaNc7mPSmcGYUN3jV536yibLmwLZt9Pt9keBllFZTKwN7NeOGyLmvnTBddEsnhPeZvxnJ1w2ZdeNOggSOEdYi0NnXTkwul8ONGzcQj8dx69YtySSWy2Wk02lpHEoQto4KrGkk2vEiUPNTiEhX08B6PB6jXq+L0hIdQt3YkZkhnrufksO6A66ddJ79dCZd+8H7wSzMcrmUiP95P3MCMa0gxnPyU0j1OWqKEu8t748GMwSNfBaaIqazApdJUdU0KAJ0giP+pjy67imlxzABjxb+0VkQ7ehqAMDvZsYLgEcURqsD8j7xh/ea2ZXZbPYMVVGPa51pZNACOJGc1vRUGp+hpgJyrWc9kV7X9ffzeesfnU3ivdTnqwMKOpujxx8/z7nKe8bXafwM/RHW/hCQa1rsi6iWrD+bz+fCIHgVWph+TqSukvpKYSk99tbRKPU5EMhp6ul57Gt6LD1P7OFdtAD8XEHjgnwezQz1MYfDIer1ukQbGDnJZDIAIHxzvXFzoWKWyDAMKRZutVpyfMMwkMvlcPv2bZE0ZgSEaXGex3weUJOumhkABk+m+OX/40tEzTAqv5fDvXv30G63he7IMeC6K+GBdDqNfD6PjY0NVKtVETxYLpb47Gef45v/ahfLkYNp/TX5xa6L5fLEWanX62i1Wmi1Wvjmm28kikxVn9eRIg1sZdywKSyQz+c9QY/JZCIF6uzdw+DJYrHAkydP8MUXXwiNhk6h38njurC5uYl8Pg/HcYSCw4jp7//+7+MP//APkU6nce/ePSnIp3og68l0vYDf/Bx6TVlj013teMznc3z44YdYLBYilz0cDvHb3/4Wh4eHnoL3Wq2Go6MjjMdjPH36FN1uV5wsKlExu1Wv17FcLlGpVPDJJ5+I0AEzTlSeAiAqb3RAo9Eobty4IY4m1+mzmq7noLIWHUY6j8zWMdvPmh0CSO5DBLLT6VQyr7p2hP1E6Kzyc6zZoiPud2Qv2uhgdzodjMdjoboxc/L06VN5phxj/KEaHsGPBke8PtZpEShriiDZFQTizLKtCw7quhtdd8neOswM8FwIuOkrcN7wvcvlUoKSOmjAjCiBugZk/DzpZ6T96cCo4zgCOLQaXbFYxMbGBkKhlQANxxjvG/0KAOLgz2Yz2V8ymYxkDhloILuAWSZmdCeTiWQWa7UaRqMRUqkUstmsJ2vJcfw8G41G+Prrr9Fut/Ho0aNXbitAoMd9sFwuIxqNiuS+pvnx+eoaLP6NAjGUl2fPsvPy/biWWJYlWf7AAvBzZc1fsHceRtlaRvUZRdXUNL0IcpKkUiksFgvkcjlUKhX0+30cHR09c3yCHm6wzP7oQmgAcN1A6uCqmesamLUWaLcWCKcMZG+byH2UkzoFf8SQlCSCIKb7Gf1sHXTQ+3IKnLJkYTXuIRtDt9tFu92WWiTKqwZ2OtPRQBam67ofZjoYDdXKbYvFAs1mE/V6/bkNK3UhL9eFdDoNAHJsft/Ozg62trakjoj1Pae9Lhojzv66C/950mFlPSOVmnQ0m/036vW6fA/XS6534XBYGrzS6TJNU6LKvJ+6voHzBVg5KaTOHBwcnKvYjXaqtUKYrklglJ9OOR1eOrh8nUCGtTw6Y0jg46c36cizvubLNNZ6EcjwGbA+hLUbGiwSxACQLB3pjIzWM5DA93Kv4+dYd0Pwo4EEz0Pv8/xuHpP3miwNnYnn6xyrBK3M/DALys/wOcznc7RaLVF/1dlLvzCFztZwTvGcOXe0Ipxpmp57pemmBE48hp+WB0Cy0Hr+6foY3TB0MpkIK2A4HAp1TmcvX5bt4L04PDyUdY7GObLOeC91Q1NNF+T5+7NV64QYCOJY53Pefd20gFaQ+VlZAH6uoHHScnM9r8Eaj8elIE/34eHCqDM9esFi1IbRKP7bbzrCqTdaOsWc9EHq9WqbuwSGR2McP66hPxwAkxBSYRNGNISRsXJ22U8ikUig1+rhof0YqWQKx0/qcB0Xw6MJDPeUJV3fjv9IJIxweNWxmxsKqVaULtVUrMBe3bRDw9oP7fCyNoHR5GKxiNFohHa7Lff+RcXAmsevaWPsy5TJZLC5uYlwOIxisYhCoSCy+JdtXKuSySS2t7c9hd10VgaDgdQ8mKYpWVACQjp2rC1JJpM4Pj4WR81P4QEgks90TJhVt20bnU7n3CK/qVRK1v1CoSD9Puh0kVqo6UjaGeaPrqcKhUJSI6opVxTqsSxLasparZaMB02ZfpVi8vMw7kuaUsZsAZ1lyo2TAkpQSwCh61X5rLTCoKb3sX5HC1owCxMKhSTrqXvnaCqUBiE8Bp1hUvQ4V5lJ0Y2i+f08rt7bNaDRdSC6HmQd9UqfG489Go1k7HMOMVgVCoUEMDMjqJ8HjWAul8thuVxKzY8+DwBS00SwQ+BD0E5gxMyjzm68zN9YLBZotVo4OjrCZDJBoVBAJBIREKIpkjTWXJmmKdkUzgE9PnhP+dlkMimZT4JMPd/O0y8iHZ1zmwA1oIivLAA/V9A4sdg46zwmBNPYGxsb0liPi7uevNyoNRde0zLy+byHT6yNjqiOHCYSCckysZg0FntxGjqwN2vO3EXjl310f2djuVgiPsrjxsxEM3GAfriHxXKBVCqFYrGIeDSOzu9sNPbGMEIGwqGnAID5cAn3lHjEABD/VikpFFop0CWTSeTzeYmkHxwcYG9vT1S/XlWWNLCVMRoPrNTQ6vW6zO94PC4A03Vdoa3V63V8/vnn2N3dRb/ff6FzrtcSUr1I2SHYoYiBrn04z2zHq5quh/jOd77jKVynLDVrmwgCG40GvvrqKwHjWiGMjtvGxgYKhYJkSJnpoXIeBWSoEuc4Do6OjtDtdnFwcHBu0d98Po+7d+8imUxic3MTxWIR8/lcCqsZVXddV66TTiuzBTqTQ1rXxsYGDGPVJ4qZk2q1irt37yKdTmNnZwfpdBr1el2cVdu2pffMZYIfnSWmM/rgwQPU63WUSiXcuXPH84xI2c5kMkJbcxxH9jMew1/TobNAdLq1yBBBA/d40tp0nRBwIhWuAxFaBECLCbBPznK5lKAmcDIHNZODP3TS2V+HTjnpZo7joNfrCd2VPgCzxMAJbU3X1sxmMzSbTQ/gIjWM4jV8/gSK7Dnlz0wy4zifz9FsNgU8axEAPgOqpDELqzN3L1M4m0wm2Nvbw/379zEcDrG9vY1SqYRGo4FWqyVA3Z8RSqfTKJVKIqmvA8T+YLKuRaTvxKAQx83LapNelIVa995sNotKpSLPVjetDSwAP1fSdIRKR2vOQ/VDb2Y6Da4nKX/7i4QZYeIPqVBcFLhI0nlYV+S6Oo8zXUZgF20OMO8vMe+vnmsECYQRQyyWRMgIAe5JTUXICGE5BBZNAHAxxzlEqw0AyrngpqjFNzQ1I7CzGesLWcNAIRRN99HKVqRxvcp6xDVH9+uJx+OijkQg8KbsZE3y9jjR4CeTySCTyUhkmw4p6Tm68J/3jFQcRqEZmea8AeCJ+HN95/3VfYfWFUi/zvX5C7I1rUo70PwOTbnWdCx/BkCDRv5b1z/p+Un2gJ/idVmmv4/PlaprqVRKgnaaluTfv4CTdc8wDE9Buhat0PudfuaaovYqz1Xv/9yr1xXPAyd0NP39vAZ/PRxNH1fTw7ina4oma/k4Xvg+f5aQY5i1Rvxu7dzzXPS1cS7x//p14GSN4hjy3yOeOzNh/nvnBxScq8zckjbHGiMCEr/vor/TnzHzZ+78n9H0T4Jh/3PWz++sc4TzkZls3RIgsAD8XEnTHFDXXamsMRJyFt13dmVPpVIe51GDF25SmstLvrFlWRIZ/vjjj5HNZtHpdLC7uysdyff29mBZlkRidBSRQIrRpMCujxkwYC6yKCyrmLpjJGwTbiuCxTKEUOec0ay7ogTt7e3BMAz0ej1xJhuNBiaTCWq1mvSnCgQPXt+46ZOWyuxsJpORDZ3vY6E4++X0ej1x+J9nBDipVAo/+tGP8Ad/8AfIZrMiaOAvwL6KRmfl5s2bMAwD/X4fn332Gfb392FZFu7evYvJZCJ9gubzOfr9vkSsGTWORqPY2NgQyl88HgfgDTQdHx+Lih6VxXK5nDjp7L3zuua6K/nper2OWCyGfr8vGX8+c1LCuO/w/KkupoEwqTy6TsgwDClIJ4Dg/A2FQnjy5AlqtRp6vZ5QLN+0sf7HcRzZp5i5oONPehnrHulcE3xodUMCIT+tjLVBvFfMDPBYfsED4MQxZ30uAOmdpwEB91T9vQDkefJ4WrCCQQjSzxnEJDDme0kl06AKOKlzIYD0rwEEeAykhEIh6flF4MJ5T0CkKXoEUHxGPD6/l1Q//+uafsgfXhtp99qWyyWePn2KWq2G/f19PH78GIeHh5JdWi6X6PV6kgXj9/BeRaNR6X+m2TmLxUL6G2o6aDqdRiwW82TLOc+YUeT6y4zsWepaOb6Ypdvf38dsNsNgMDiX3kFvg13t3ecdNS6sGvwAEIWV0x5zNBqh2WxK1FXX4jCSpfm+5GcPBgM4jiNa+aZpYrFYYGNjA7u7uzg+PhZqwNOnT5HNZnHjxg1pNuY/59FoFICfa2cGUpMM3ne/CxdAuB5CqBmCC2DpnC/4cbEaIwcHB3BdVxzK4XAo4IeKOJdFnXnbjOCHNJ5cLif0GTq4AETtbTAYyD3v9/svPX4sFkMul0M2m8UPfvAD/NEf/ZEUBdN5uQ51f1qQodVq4eDgAIeHh7AsC4lEAsvlErVaDdFoVJwZ/iYgKpfLwr/PZrNS/0Ant91uC62HdQykrQArpa+z9LEiTU/TaghELcvynAvBj84sMOvqd7pZ80QFMx1lJh11Op1id3cX9Xodw+Hwyjhe3EsJciaTCaLRqOx/4XBYMkOs7eD9ozNMefd14EVnxrQIgqaZ81nws1zLeDz2VCLll858LBYToEznXGfA/fVNjPrrTI2m6Gnww2fquidNOEkD1NdO8MNMGYGQBnr6fJh5BE5UIPX90YINHHf6njLDSDU3gizOFV4/9wme/4vAz8HBAb788kscHR1hb28PR0dHHorfuiajBK8MGml1QGa9NDiezWZyHgSABJdaGZD32TRNUWPk8z+tsT5tNpvh4OAAtVpNxn5gAfi5kqYVrsgP1sWVp40AzmYzaWCnJzZTzpyY/h9NBdARGp0q52I4mUyQSCQEUOlN9Do4O4E93ww3hAi+rfVyvv25CPPRQTQNgJz3oHDz7KadITq3eq7r7A9VsvQ8Xnf/+awymQxu3bqFQqGAUqm0lgp1lW0dzSUej4u0+2QyQa/Xk7ocBou0khWdZ9LYmFnw98/R1B0CQ00RPKvoDbM0juOIw8Zz4Tlqp5MARvcz0oX1/vPXtCl+n1biYibrqgnd8FkRdFLZjg41g4/MIvAaNUWQxnuhMzD+McTv1PfDP+f0sUgb89es+OlymkrG89PvX0dh5Od0dkqDGP+1aZW+dfNe7/F+Cp4/U8TAp6Zb+sUZeM80xYzHpm/B+h9Nd9PgAoDnHjNTp5u79/t9AeX+BrzrrpMBIgJDghr+6Pusf+sfnh/3MgJgnXnUAin6Hr+OEdzqTFpgJxaAnyto1J1/+vSpTPx0Oo3hcHjqY7qui263K2n+RCIhxa79ft9TA8SoEiNbjASORiOJqjAiqBd7qrAAkA0EOGlGpiM0q99B9iew9eZ+63AAEPrEYDBAr9cTalAAfk5v3ITJzaeKIx160tai0SjG4zGOjo7Q6XREsU1TaWiayvPd734Xf/tv/21sbm5K4bum7FxHS6VS+PGPf4yPPvoI+/v7+NnPfoZGo4HRaISjoyNZK4FVBPro6AjRaFQEI5LJJEajkTRstSxLnLN0Ou1xlkKhEEqlEiKRiATATmsEZbFYDJubm9jc3MRisUC320Wj0QAAAbuVSgUbGxuYzWbo9XqYzWYwTRP5fN5Tt6EpTVToopPObEqtVkO/34dt2yI/zIj2mzY646QzPn36VKhtDAZyXzRNE5VKRZ4ZaejAiZIYfyjyw/2S6xTpbRwjGkgCJ44p5xC/i0CIDjHPW+/BwAkAYoYROBE8mE6noizIv/E6me1in511NS4AxLnXimF05rWzznNnnRvXCirDacEDzgMNbpgBoa9AgKT75VA2vNlsotfreei6pEezlotrGCmEnU4Hh4eHGI1GuH//Ph49eoRWq+U5Fuv01s25dDqNGzduyJinMAYZMePxWMRgNOChpLfun6YD0PSlDg8P0e12MRwOz8SO4fWXSiWMRiPJugV2YgH4uYI2n8/RaDTQbreRyWSwsbEhG89pzXVdWTS42HHx0RKNlC5lVEULGHAC83h+Z4ZRF37P8zI/6xbXwAKD8S1tBCdRTM2zNwwDk8nkSjhP192088K5z7pCctZ1bQcbnWpHzp+F1gW9m5ub+P3f/33cuHHjDV7l+VosFpPrCYVC+Oyzz0TwwA/ISRcMhUISXaYzs1gsJBOmJYr1GjmZTDxqbGdZL3W/kUQigUKhANu20Wq1pFEwHddKpQLTNGWeaXlyOqg66g7AE/nW9GkqBrK2DDiR+b4KRsDBLMB0OkWhUJBaH4JO9m3S6qiANzPBtSqRSMA0TU+rCD1XWLdLChnvGZ8vneBwOCwZBvba0vQ4jjM66fx+ZiQAeCjs/gyEBhzM0pH6p8/BX+ujgde67AbPgQHbZDIpVDQC3263K0CQYIfZSK45GgDxOgFILxzek06n4+kLRIDB9/M10sc6nQ4ODg4wHA5Rq9XQarXQ6XRg27aMZ0pVrzPSeUl94/0mCKLYg84+EbQtFgvpF8asK/cy3mtdM3hWI02Qxw/Ma1dnJQrMY7rQj0pD7PJ8mog3ucuMXPFHp8k1OGH0gxE+Rpm0tKVebAmaGPEYjUbo9Xqe9+rvcIJGp4H5LJRxYZSWMOIujHQEzWbTE0FlrYlfjSyw1zcWD7NuhR3Gme2lE8Go7XA4FA66VuwyDMMjC/zhhx+iWCzihz/8oUSg30ZLJpPY2tpCJBJBrVZDqVQS4OiXqJ7NZpK1LxaLyOfz4vyS809wwPvK58NebOdhjrPqV9RoNCSwBZxIfetMBKPudGg1C4C9XTg+6JTznOPxOIbDoQBm27ZFJOO8mzeeh+lsAlW/4vE4CoUCUqkUTNOEZVmy1/EecW/zF+4Ph0MsFguhU/G+6GJ+XY+j63/8tTQMNAAQB1/X2VBAQNfk6J5AejwBJ/VaHHsEIYBX8l1TjfmsmeklrV1Tw3QQlCCfvaS08pv2ERh81eBHCwiwpodZMj81lLLbhmFI3ZZmmOiMGUWbOp2OrGUEUprO61dc47PSPZs6nQ7G47EIuvA+8DpYE837rOcFgSKBECncOkt4FuOY1D2rZrPZtc64X5QF4OcKGhdAYBVpqFQqiMfjQlE4jRmGAcuyUK1WYZomyuUyisWiLE7M5PA3FWkWi4VQMrQyEDm26XQapmlKJIOLTbvdxuHhoXR31xKUAOAsA8c1MK+FS0DuB2nEklG0O208enQojgmjk6RTsFg0sNMZqSJs2NlqtSSaOp1Oxfml0huL7v29IkKhEAqFAjY2NnD79m38rb/1t/Dd735XiuDfVstms/jkk09w48YN2LaNo6MjoU9pB58Z91arheVyiY8++gg7OzuYTqfodDqS4Umn0wBOovUUogAgDt5Zbblcol6ve+p8GOgyTVPqjOhAsT+IYRiSeTg+Pkar1ZL3cD52u135DOlHjUZDsj/NZlOYAVfNGFiJRCJotVrS9PTu3btCV2QAkk4sAI/TS/DKOhKCH9IGCZ5IqyJIobQ8nXs6/GRaLJdL2UOZedHgk4IIBFdaIUzXevC7dVE+65uAE7odz09fH+9PKBSCaZrIZrOerIYWQuD9ZMZJjyWCg2QyKYBMA2867f4sNM9Lv046Iu9Hu93GdDqVhr4EjazvYbZHA3gqVzL76QeyOuukKXwHBweIRCLI5/OiyMhaOV2XxGfJc6VIAu8fAdJ4PMaTJ0/Q6XTODH40gCQtjwIegXktAD9X1HSEiL0Tzlr4ysgJObSM7PH7dHZGKwPp12ma4kK6HBddRpWY0rUs65njGxHAiAGu4wILwHADGty7bkbURTwVRzwRAzqQ6DRpDlpaN6BNnt40VYebor9QmJuzVn7USka8/6Tn5HI5FItF7Ozs4O7du2/s2i7LIpGI1GQwm64j3NqJIXBnhDkSiXioSHpMM/LMtdVfV3kWY5E1n7sWU9BjwS9qwwAZMzfj8Vii8aT9aSoX/0/nnBHuq6rwyQwB4O1HxHtEKphuFMrP+UUOtOIZj6XreXRWwk9h0+ejj0NRAP0d/lob/7X4j6kzIfxuZmE0O0NnPXR2R8uh+wUJ9DVpf4H3lPeMfgcpnv7mxpo+qM/xeY67Pm+OTz3G+DfW2fT7fblmrmm6hul5puuwmJHSmTd9//Wc4XPUoEpfixZHYKB53Xh4HdNzmff9vNaPt80C8HPFLRqNiqzqWYrWXNf1dGy/c+eOZGPYsVoXMXMCUirSP3k4qRghK5VK2Nvbg23bWCwWOD4+xmw2Q7lcRjablY2WVJid71fRrfQwbs4w/GoO5+XquYG95ea6LtxvF/94PI5cLie1ByzYJZXiKkaQr4NpxS1u3gyusN8PAImQUrGL9BA6vYzgplIp/KW/9Jfw4x//GJVKBZVK5U1e3qVZLBaTfkW3bt3Chx9+KLUDpAixj0yv15PI7ubmpjgmBDjz+RydTkf6gViWheVyiWQyKepw52EEP6Ti8DdrIhzHkTogimCwIJ4Zgmw264lw0yHm3sGeXMx8EDBdZYoqx3Q0GhUqaDgcxmAwQK1WQyqV8giDAF4lt9lshn6/L+uSbnrJjMVgMBBqk1ZW4/zT4IqCCcy8UolVr3ukYvG3Bks6M+s3Zk+YDdJ/I3jldxCskJbFc6E/QCC0LhjlpwTyPqyrI9LUO64xjuN4BJR09p+0wsFgIFkby7KQTqc9whKHh4c4ODjAZDJBvV6Xa+B4pmw9WSsM2g6HQwEjVHfb2tpCJpPx1DZls1npy8P+PppJQ+DP58hr1iCKwKter+PJkyeSNTytMfPDYPk6lb/AVhaAnytu0WgUpmlK8eNpzXVdWSw4+Zm1YQSTTg6jd1zwqUqkU9ucUNlsFnfu3BEHdW9vD/P5XJpQLhYLiQRr2sAnP/gYs09mePK7PXz9dC8AP4HBcV0snaWAH9Ilj4+PhVKp5YQDez3zF2fTYdUUJ9M0EY1G0Wq1sL+/7wE/mn+fTqdRKBSQzWbxox/9CH/8x38s9KB3wQh+lsslbt68iQ8++ACtVguHh4dCZ+NYZW8ky7IE/Jimia2tLSQSCamv4lprWZZQ31gzcp6ZHzpkdJy1ipfuLcd6I51JyGazyOfznuPqmp5Go4FarebJalx1x0tneLQkO/vbmabpqcvyZ+MomKCFEejkkypFJ31dU2audwCkiB442WN1nYxmhBC4cm/m+shnyGPrDI0OotIh574cDoelCF/T4Ah+2LPGNE2pHeKaojOeBAe8pzqjpDNnWl2WmUE9bphtJgWOAIN+BWt39LpFsD2fz9FsNqXX1mAwkHpFHvfo6AhHR0ee+6p77xCQJpNJVKtVUUFkBpc9edi81LZtzzPlXOM18ZpJUdRCDM1mE0+ePBEAe5axzDEYgJ8XWwB+rrhpJZXzMJ2m9qdH/SlrXczKv+t0PRc5qsuYpolMJiNcXy4k/PEvluFwGNFYBEbIwErjK7B3ziIujLQDN+oilAZc96QBJ4tSCcSDRfxspjd03UdGUzEYddSUkFAoJNFp9oBhnYqWfNUd4d920wXhVFWybVsiz9rp19QhZjKZ8aGIDNdTOj/+MX/e415TmbT8sqbh0KHnPsDr1lQ4njMdSp73dQA9NL2f6dYOBJ4Eh8DJvGDWQmc+SP3iXu3PinC/1EICui5H77k8L/9YYkbleX6Bfr+mrvNH087o5Pvpln5qlh9A8Tz0//3n7KfN8XVNm9PfpSmXPI4+H/+1ACdNPJlZ4lzy3zc/hdP/zJ83Tsl6YV0za5v5nJlh0TVJ/mvQwFVnSA3DEHDE2iu+T/thr2v0rThmKfAQ1Mc+awH4ueLGwkamSc9idHjotHDiap4tJ6FWdiIlwN9rgGnwYrEIAMInHw6HePz4MZrNpqgL8TjFYlGcKZ7TarJfj40ysHO2pIPIh0vEi2GEYmEsnQVGoxVtcn9/XygljABeF4fqKlokEkEmk0EymcTGxgZ2dnaQyWQ8/UDIi+/1elJEnEwmsb29jVAoJBkiOoXpdBrFYlEir+8K+NFmmiY2NjYAQKLP6+oIlsslut0ujo6OMJlMPPeeDhPvf7/fFwWrs67764yF1rr3CI31GMfHx1LYzT43lOfmvOSYabVanqzDdZqnzHhNp1PUajVMJhOhuuVyOdnXtKIp+zcxws73cx6RvubPfGjASFnjUCj0TANOT33smlowTZvzgxVmaLPZLFKp1DOZH54racSaokaVV127tVgsRAmQQRCtXEd/QdO1NJDm/WU2k/Q0ZrmoWKfvjeu68hr9BdaXcZ1h7zANyFzXhW3b8jktMuG6rshjE4A8z0KhEMrlMjY3N5HL5fD++++jUqmIVDcDQOxfxT5XDAQw26fpesz0jMdjABAJfPpJuqkwn+XrBr2j0Siy2SySySRqtRoePnyI2WyGZrP5Wsd5FywAP1fcuAjpqMVpTS84jA5wIQO8GR+md8k35sLNBYoRPkZGwuEwKpUKptMper0eDg4OZPG0bVs2TL2QrxbdCIJavHfX3KiDSBZI51OeyFi/30e9Xn+mED+w0xsdMsr35nI5WJYlKm5aoYrON9eeXC6HSCQi9Xs0OjMsfn/XCmtJh+J9ZHuAdWu1665k2/v9vjSPpWwvnUXdUJoO8UXQPOmUAnhpVJgggM+Xv3WvEtKpX1RvclWNQT8Aomo3mUyEdhsOh6VehFQz0sX9TAZmwICT/VbXeRAY6j56rC/h75O98aQ2TP+NgUhmV/yCB8wekKIGnGRqWKdHEKFfY3aEx9UiM6w706IPWrjBr77pz0DYti0ZMwI4+iEEb/QvtOosM0VUw9MZHgZw+fwoLqCzTxyrVDHU9/dFa5VhGEin0yiVSsjlciiVSiiVStKgld9P8ENQSODD58CxoAMifK3f76PX66HX64lsPJ83n+XrGmlvyWQSx8fHePTo0ZUVGnnTFoCfK24aLHAyTqdT2Lb9yhFBTnam9anYw86/uthRF+xxknJhJuXBn4bXGzQjg5zAutjQsixsbGwIAItEIoglIrDeTyKSm2LSnGNRA7B8txyod9k0TYTjU6skBfU952ucu2xCCUA6jdOh4txlbxcGOsjzXy6XyGaz0hCzUCi81Jm4buavmQDw3OtLJpMoFAqYzWawLAupVEpqpfzqU8PhUJw/HeFmHQAzBXRy9Vr6JswwDIzHYzSbTcRiMQyHQxFi6Ha74tiyZmPdfPU71X6nTtOi3rQx8BeJRISWxEyKdtx1rQqdXL0HEhwya8JnyjXNcRyPPDWzFVr4gHupn2auwQLBpj4+ZaUdx5H6HQDCHmFdL8UWmBEBTp4VAU8ymfRcJ48DYO15aSBFcAOcMDwWiwXa7TbC4TAsy5Lj6/WHwVjNNKF8POeUBhb6/rPOTvsnXO804H+e8TooFZ3JZCRTRgo238eMFilsXB+ZkQMgYI3npumRFFcgsNb3lP9+XfMLHgT2fAvuzhU3HZEplUq4e/cubNvG7u4uer3eSz+vC5yZVo/H4+h2u2i321LYyswOIxRcYPTCRF6/XmxDoZAsTIyWMFoMAIPBAF999ZUsAsViUVSlkskkkmYSt//iNibjCfZ+fYheaxaAn3fInOUJzUHTLUm3uCpO0dti3Fzp0I5GI4+Dp/uQDAYD6UXC58ANvFKp4K/8lb+CXC6HcrksDsvbZHSiXiQVaxgGcrkcTNNEIpFAtVpFPp/HYDDwUFmAkz47rVZL6FGu6yKZTAodmA4zHU8dtb5soyPLLKB2cAlYeI/0b7+RHklHnw4ox4yWUH/TpiXdB4OBPAc6xFRG5LOig87nzNqQxWKBTqeD0WgkzAjSoph9yGQyiEaj6Ha7IpLBOjyKimQyGelJwzkYi8XkPlKMhApluVxOghGaYuWv5w2FQpIBHg6HaDQa0nOKPY1SqRTi8bhQL7V0tfYXmHHx1xLrLBMBSr/fx+HhIQCgUqlInxwGc3lOBGr8YRZaG1tpaJnrdeCHPgxpfjqg4TctylQoFFCtVoXK2ul0PACQrBY9/umr0Ug75N5G6iABZ6PRkHWWz+csam8UTdF+XWDrLQA/V9z0JsMFiYvNq5q/yJK81Ol06uHV6gJBHcnVk5t/06otekHQjcuYTRqNRgiHw7BtWxYs8qFDoRDSZgrRWAThhAEEc/WtN9dwgRDgwoEbduDC29viPPodBLbeOK8ZiSSPns34uHHTWaGzoNcAZivy+TwKhYIInrxN9qp1KywiZ3E0o93rFNoYgSY9jOs6101S5viM6ES+aQfmVRSo/HuBNg2a/DUaVy1jqAv0/X16NF2b+6W/ZovXqtczP5NCK3+R9uUHk/p1Zi14HH3PeCyOG2ZsmI3wO9J+hUc+F45JOub+AOfznpFfEGGdkJKWtGYWh5kPgjh/xp9rFMEls9B6jdL3nvPpeUBaZ9xeJHTgz7qSoaLvvz6m/9nQL9N+Ep+LXj/1+nqeUvCaGvg2BqTO0wLwc8Wt3W7j888/RzKZRDweF/DzqilNTSngxJ3P56jX6wiHw8jn81IIOZlMAEC4/f6NSss5chIzksGIB9Pb1WpV1Lo6nQ6WyyUajQbu378P0zTx3nvvSZEwnYaVxGegSvLWWwgIbc8RqjiIxQ3EzJhQMYfDoWwIl+0U0QnV9W1vk0WjUelKzgwtI8T8N2kcx8fHePLkCcbjsXDrSe9iRJcFv6S2vE2m6TevOw794GVdRoQOHcf8OnrbmwYHmvr3qu9dZ4x6AyeqZsDJ9fmdyqtkGsRoJTvgRJaagILOL5+1aZqyZ1uWhUgkIsIAjuMI5YnBQVLQdU0V66lIMWR2wXVdyU7onlK6rkhT4TSNWCuu8TpI2+S8JngiJUs79lwrdDaIdE0NcAm+dFDUsiwBP8ygacGIUCjkGSsENoPBQIQoWGvFrBevn+ezDixyfnU6Hezv72M8HkvfQ22JRAKlUknWOF4Pg7W6bxU/q2uS9FjQtVGsCWL2azaboVaredoJnNb09Wlf6l0Un3kdC8DPFbd2uy1N5z744APcu3fvGYWXF9k6PjX78EynUzk2C/cYWaGSDRdgLip0SnV2hxK33AjC4TA2Nzcl9c9i2Eajgel0imw2Kz/k1hqGgWgkCsMIdN/eegs5iG+H8P6P78FxHRwfH0sTQCpIaSrlZTlG/sLltw38RCIRFAoFlMtloeYwEku6CKOpR0dHAn5KpZJQaXRBLQt+31Y7DejQEV+upetqYShuMB6PPYXtdF7otL0o6n4Z9qpz72Xg5zo3JdYZaX99azKZ9CiUEcwZhiH9cBKJhPTK0w1DScViJoYOMseDBj+9Xm+tMlsymcRkMpFzINtCAxGdgaJpgETw4ziOB9A1Gg30+32P8w5AsoBabc6v9Mh1hTVPFI/QWRd+Rhf5Uwpe000Jfigoks1mBVwRSFCohWuYzsjqf0+nU+zv72M4HK4dswQ/DOzwfrOOhqqAmiXDZxyLxaR+kgFqDX7YD6jX62E0GuH4+Bh7e3vPrZV7VePxOR7WtTAI7FkLwM8VN13YR/43i+tOa1yYyPfX/FgdaeRvXQPkT3HrSJOmijDiNRqNPAWMlFbVDcCkyDcRRqQILEcOHBvAzADcq0OJCOz8zMW3yoLOUrjTrPe5bOChlZQAeKJ6b5PxGilTzeigFjrRfV10PcN0OvUEOUhZvUqUpfO00wIfNsqko7qOPqfXT/2jKW7k/uvoemCXZ6RlTSYT+SGQ1fukfl56b1xHGwdO1hY9Jvy0QD2vtHIbg47rjskfLV8NnPTPYX8unZlYlxHS58W1ghQ0Tc3z+wja/Nftz5JEo1HJJGkaLj+rZbL1fdWqtPq+MROmM3R8v58ho69BG+85/RY2ldff6a8l8gcnCIQI8nQTWk3900p/+n6uo8m+6j6kWTdk8FyERP7bZAH4ueLGyRoOh6WfBJH9aY2KK4PBQCIETEHzh6BrPB5L926mruk8JRIJSX+Tu8t/Z7NZWdwePnwIAJ4uzs1mU2gBLARMFuKo/IGF6XCOzhc2FnvhoAToLbXpdIrdvd3V791dtNtt2bi1es9FgxAW/jLaSXGP8+JgXyXTggaZTAabm5uIRqPo9/ui2KUFDrjh64JcRkYZ1Q7sxMLhMAqFAnZ2dhCJRPD06dNnZNq1VDKL5yk7rmV6KffOoMDbCMavss3nczSbTcm4UKTHNE3Jjui6H2YdSI8CTtTKgBNnmesLnX9SpQDI3zQIptDQ7du3PcekaAnrZXjcxWKBwWCAaDQq85SZGQDodrtotVqiXqapZY7jePoCWZaFdDqNyWSCVqv1TLBS04R5H+gb0Mnn8TUgMU3T49hr8EWBCV4ffQathshjxeNx5HI5yY4xqEshqEKhIH7SiwQ5mHGNRCIol8u4e/euCJjw+hiQ02IdfI3gjTVJxWLRA4h0HyDXddHpdNDr9aSEQNPWNMgjSHqZhcNhZDIZZDIZGIaBx48fAwDq9fpbuY+dlwXg5xqYLjLOZDIeNbXTGEUIAAjHX09kvagTALEYUqfdGU1i9IjAh4solWz8Ov7h8KoRar/fl8UpGo0iFo+islOGPbTRe2Kf/cYFdmVtsVig1RqKFHqr1Xoj58GNJ5lMSjb0OlN0XmaMQCaTSeRyOdmQdUTTD/4IiqhOlU6n35gC2VU2tiPI5/OivqXvI9dWrp+k4jDaTCeL6ykpQKxhCOzyjDU5wGpvYt0qZbC1oAXBqhYy0H9jk0sGCrWAAvdcOuZ+8ENAlc1mEYlEZN+ks80MArMIDB7F43Hk83nJ0jJYMZvN0G63PYwSDd4owc6AKIEOr4HULT2OeQ+0UAOzNTr7w5qeVW0vnpuBoV9BcOc4jmSaKTGu64hYw+S6rijDAYBlWXJcf+ZGG/cA9usiaNRZJ81+0Vk1/ZwASG8lUhz1NROA2rYtND1dm8V7rQUWXsVIuzNNE9PpFM1mE/P5XHoSBbbeAvBzjUynbM9rUHMRnM1mshnrNDL1+NnVmpFLcpd1nYDmROtF2X+uy+US7XZbhBV0dIoRkPytAfruGI7tYl4D3HHgaF17sxwYhQVCcRdu+mTzo2iG5s5ftOksJzNOdADeVuPGyk2YNQe6BwbrCxgVBk7qV1KpFDY3N3Hr1i2USqWgj4TPYrEYbty4gel0img0it/85jfSv0VTjehsDgYDUZOi8pbOqlNJL5PJeGhLgUPzZsx1XQwGAxwdHcnzSaVSIvwDnAgDaWfbDwz8rA2tnKrBj86u6EysFgnguCCoooiGBi0EXQRbiURCAIVWZuM5kqrOJuek/LHVhW4YysammramqXl++p/+jK5D0sEXTTXzU+61T6GV4Hid+li875SpnkwmHslwff/Z/DmZTIqfo8/Pvy/pucwsF+e5rmHStUs8d76ur1NnCHkvXxX8MPNTLpelhQkD1oE934Ld6xqZlt88rw2Q6e/RaATTNKWAmdGaaDSKjY0ND399uVxKcbpe5HWEh+BHO1G02WyG3d1dHB4e4saNG9ja2pKISSaTAQBUyhUs5gscPDrGg394gOlBwHu/1ma4CJccFH9oIZ6KodFqoH/cxWKxkMgmBTguo8aBHGkAQhvh+H1bjYWxdNj6/b5H3GE6naLRaKBer6Pdbnv6isRiMRSLRXz66af4yU9+IgW8gZ1YMpnEj370I3z66af42c9+hl/84hewbRvj8Vj6gdBhGw6HOD4+xmQykQhwPB5HqVSSDFsqlcJisUCtVpPeJ+y5EtjlmXbIa7WaKCDeu3cPpVJJaKTMSuiCeBpBi186mVkMOsgMLur6H63mxmARBRXoZPP82u02Wq2WAAGCIl1LlM1mPcBEg4XhcOjpZ8NjMztumiYsy4Lruuh2u56GqTpgyuP664KZzSRgI1UunU7LtUejUQE8el3m523bluAr61v8dVLaH7FtGw8fPhSqv3/+UOApm80in89LfyP6W8yyMYvD6yM4oojBdDqVBscMJBOEMvNHZT/SJjVlzl9H9ap7UTQaxfb2Nt5//308evQI9+/fl0xlECh5vgXg5xoZF8x1EZXTmi4S1MflwkGHidxkTkhGZdaBH38WaN0iS5lKLoQAZFFgJCMSiWBsTxGKHpzxzgV2FcyIukhaSaTNFDq9jowVTaW8tHNRDo3OOL3NmwUjxnSeOD+5pmj5ZU3J0DL2mUwG+XwewOlEAa6KPY/+8qqvr7NwOCxOFOsN/P02eNx14i+MvmsBjuVyKY7S2ywwcZVNZ28YoGG0fz6fy55FCpaO4vuNc0kfU2cCdOaHv/WeyuOy/kXTwQBI/SyNn2HGgTUoNP85aqee58ceVrqHn79eR68hfkEEvwACj6/FPPz0UP5NB3p1fRVpeOPxWMCZv8cOTQdrtcAT36uV87SQi74e+jO6PEAHg3W9s/altIgOKcXr7v1Z9h5NeyNoCwIkL7cA/FwT48JLvXuKH0wmEwwGg1NHy2ezmUQJEokEisWih8uqFyJd38OIhl74mH7WDm0ikUA+n5ceB/7i3clkguPjY1H54gLL6PR8/nZTkd4lI92xP+ih1WpJFI69fS6L8gacOAU8r7cZ+Gglo1wuh1Kp5AF+pL2ORiO02200Gg1P35B0Oo1cLodcLieKQm+D+Z2g573+utfLdZFRbgJJ/3voMMfjcXFc6EDreUE5X10vEtjlGXuzLBYLmKbpkUL2SzzrLA6daU1rIrihw8wieVLhNHjQdKnxeCxZEg1u6IjrDBDHHwv/NZAirVLLM+sAZjKZRKVS8VDO/ECMRfisJSIg4fnR8Y/FYp7aQF7XunvmVzWk4MdwOPQEYEm/Y+0ws6NU5GNGjNdKISbeV14nnw9ZB1tbWygWi8hkMiK0QGECXquWr9fURIKi2WwmGTK+j/eDftF4PEa328VwuKp31XRICk29ri9H0Z5MJoNkMhkI0byiBeDnmpgGP7PZTMBPt9uVvgGnsel0ina7jdlshmKxKIsjI5aMIugIh+u6QoXRgIhqWTpizEZsiUQCrVYL4/F4LfhhcSmLqU80/rnhvx0O17tsy+USrWYTS3eJTqeDwWAgdSb+iNxlnMu7IiHMTZtF0OVyeW3/Ltu20Wq1UK/XBQyGw2Gk02kUi0URSHgbjA4f4I1O+9+jMzGvY3R0dGZbmwY/jNoyes21vt1uYzQaCaXmbew9dR2M4Gc+n+PmzZuoVCrS54o0Nj0+6HiTRs4ifFLCmIHRIgIMJvI5AydAhrQ3Bih1hkOLaPipcv1+X4KNHIOkrRGAaPEB13WllgmAR46Zqmvc45l5SiQScn0EJJw3BFcaHBH8aMAFQAIEOrPT6/WkDyHPl+uP4zgeVThS4EKhkKiesTbZXzfEe8egTj6fx/b2NiqVihxvuVyi2Wyi2WwiEokgn88jkUgAgOfeUdY6mUx66n10zZa+JoKfwWAgjU21eAN9qdfZC0OhEJLJJDKZDFKpVAB+XtEC8HONjOCHiygXl7NEYlnzQ+4/QQzTujpaohcOHakATjjNekFmtJmLLbNUmhLH79d8dk2xC0dCiGRCWBYduBN3JXzgBEDoupgbdoGkA0QcOPEl5osFls5CInKnWewDe3XjxspgBXCSxaVp0ZJ1dU96HeAxr6JpKpF2Pl5mL3rP61yrfi8DP2wU7QctdH7pXGo6HOeGvwhc9z8J7PJMAwzgZL7w+RH8aBEV//5J07U+HKeazu6XU2a2Re+5+u8cJ9rh1n1lCBZ0hoFzRM93XbPjv3ZNEQbgcfKfR8fU16LXFwDPZMP0vH3R9+tr1JkpzVQhKNPv8fcy4nFJ56MfFYvFPMp5WsBAn4v2b/Qa439N3xs9HvR3cAzo+/CqxnuiAWGQGX51C8DPNbHlconDw0OMRiMkEglUq1Vsbm7CcRwcHJy+JmY0GmF/f1/6d9y6dcsT3fVPcE440jSolMXFgpkdLoymaaJSqWC5XOLJkyfSkbper0v04+nTp4jFYnIOmk6QyVu491d3MLGnOP6yieHni1Xz08CuhYVNF+7dCabRMZaYYzIdS7HqcDj0cNkDO38LhULI5/MoFAooFouSUeBrdBCep3bnui5s20a73ZZ+X1fVSDWjMuWLupxrh+55AIf35zRgL51O486dO1gul6jVajg8PPQAIErSTiYTZLNZifazgJuF7cwwUAqbNLrALs+i0SgymQzS6TQcx0Gr1RJ1ytFohEKhgFKpJH1hOEdY16r3Tz+9Vx9nRfOey+fpOJNe5ldmY28f3afPdV2YpgnHceS3Bg6skwFOsi0suNeCBXydzj+DrKPRCLZty7rC7ItexzmvKLsNnMwxihqR6qbbZDDrQrBHBbZYLCaMEF1bRVqcpphRlAFY9TSybVt6ZfHYzOYWCgXcunULlmUhn88jnU5jOBxKJlw3IdVqtLq+iOfN92pFXIrCzGYz+W7SWPVayuf+OnWnpPexBnOxWKDT6VyaYNDbYAH4uSbmuq6kS7PZLLa3t5HNZtHpdM6U5tS1NiwI1NkeLiy6GJNUDfJtmV62bVsiS6QDcOHmYsfGfb1eT2o+ut0uQqGQSOzyvfP5HMlkEnc+uL1SSOrYGHzZDwhw18hCyRDcLLCcnRSDcnO5bKrbu2ikdxQKBZimKTRDggNGYP3ZBhoLu6ladpU3VjoRBAcvU6M7a1boRUbltuFwiNFo9Mxx+BxYjE2pXt0bRDtbDDRdpihIYCtjE8xkMgnXdaVHCylPqVRKaFC6voVAnI4w9zVdM0OwpKWStbCBrp3VWRzOWcpQ8zxJNwNOwBO/PxQKeZqV0nEnLct1Xald0XU4rEujn0GRAd3I3J9JIjijkAdrZgBITYympPH6dd2Qf/wTTCQSCVmXyFphloUqifSXuM+wZo5mGAZSqZSsi1R44xrnp8qx3og+EOu2eP/4Ge0rsf6HgRYGmgiKtZ0mY0MZfIJyNqoO9tRXswD8XCPTPFkuSEzxnofN53PYtu1RPtHfrRcrRqrIW2YKN5lMAoAsAlrzn5sIo1XPuz5/mhxYLQ5mMY30ByMsbRfzpgunB8ANoNBVtsViASxXkXjWmRBwX6Rpmop/LL1LpqmnpmkimUx6HBlGfemo+O8TI6Sbm5vY3t6W+X0aW7cpnyeFjlFyAM/UYbzu977s9ZdR7KLRqEjn0gHyf342myEUCnmcTDrQdFp1JD6wN2Na8IAZFu6/zPZQuGBdcT1rZghuOQ+Y4eBvUlS12huzLv4Muf4OAJ7iehr/zbHGf1PkYB1Nj1kNngvPaz6fyxhmUT3HJ4/lL/JnhkbPDWY/QqGQCAvw/vA1TQnjOqUzU5x3rEUmw4Tzh/d8NBpJwJj3TouMsGeRX5QAOKmjyeVyIkhCOW69RvJeJRIJyfzwOrvdLlqtFiaTCfb399Hr9VCv188le851PZPJIB6Po9lsYjQa4ejoKMgMv6IF4OcamZ74LJLlYvy6pj/D4w6HQ9TrdSmKzOVynmJGRk9YUMluz7qrdKFQ8HBgdTQoFoshl8t5Ci3910eApeW3GW2+/cFN3PvoLgbdAb74h1+j//k8yAJdcZtOp3AnU1jFtNCnOJ4uMkLFqJvruu80VYgR2s3NTZimiXw+D9M0PdHm0WiETqcjDp62SCSC999/Hz/84Q+xvb2NXC53pvPRz/y8a4eoYMUo+0UW/tJZYlDHD1CSySR2dnYQiURQq9WeORdmyrm+MvvOSC6dO0pdX9U6q3fBRqMRDg4OEIvFkEqlpC+dZVnIZrOIxWISdadpcKxrfDTY0ABGC2AwS8Lgpn/v1fU+rM/Vym0aHDAjQZABQHr50fR+rRXaCG6YYSKdNJ/PS5aF18UgJ8UJeDzd0whYAUnWLbfbbfT7fQE9BPpazY7ZrNFoBACeOiZmOWKxGCqVCgBIH6DpdIpWq4Xd3V2RlAcgz41ZEwqNEICR5heNRoUqzB5nyWRSAkWLxUIyUTr4wecyn8+xv7+Pw8NDDIdDPH78GJ1Ox3MuZzHDMJDJZLCzs4PZbIavv/4ajUYD0+lU7lVgL7YA/Fwz04WLTJufdmNktIfGlCwXLKZ2+b1MtYdCIVmsuGhwEfJnonTqmOn36XQqmSHNcdUbhf6cVqopl8voZDr42nqEUGQO13EBB0EG6EqZC9dw4RoOHHcB99tNzU9LukjTkcl31XEkAKDTRuqMv2M8naN1UsqhUAjpdBqlUgn5fP5KNzalw/Y8O03m6XkAXTuZ64xy/ayNXJf58QtN8HPs1cHj6wLqwC7fWMuq+6dwrBGoEAj7M4B8hnxd931aFwjQUsrcT0mV01kJ//jT1CqdkeT3EChpqWz9/TwnLSqga+IIonRvITr7+vv5w2PpbI2uDSLg4X1lIEZnpXkN+v7pc/ZnzPRzoF8yGo086xrXQwJL/Tz818LX+X6CJO2TaGohs7g8Xwb7BoMBWq0WOp3O6Qbgc4wUPwAYDodoNBoB5e01LAA/19AoP5vL5SRSyMjQq6ZU1y0kzWYToVAIlmVJoZ6mD81mM/T7fckS6cZsuk5Hq7/wO+hEAavI0507dxCPx2HbNur1OmazGZrNJr766isp7iQ3mL/D4bB0fC59kIMbczDrzjH6ZgFn8G46uFfRnJCLaa6PeXYMxBxEoiGJcnMz0eDkIiR86dDrqOO7ZFwf0uk0tra2sLGx4ZFmpeM9n8/R6XQkQqmj1zSqImnH5LRGZ+ZNAVKCDb2uvcpn6PTQcaPjq5WmtCUSCWxtbUmfM10bAawi0IVCQag1yWRSIvesv2IkOpFIYHt7W2qE/PUCgV2s0WE3DAPj8RiDwQAAPOsW6VPAs4CZgUHAS8f1Axf9ftd1nxEh0XW3/F6unxQP0pkkOvjrlAL9GaJ+vy/gg2wSfhf7EXFv576vVcx4fppiTHogA59krKRSKTiOg8FgIMFSZrC076DbbOi/8f9a/ICZrcFggG63i/F4LL109Dml02lsb2/L+qhpfsAq+MAaGt433gO/CIKuz6LfNRgMRMhkb28PT58+PbdsjzbDWPUpyufzAkgD4PN6FoCfa2jhcBiWZaFQKCCXy8GyLKnXeR3w4/9/o9FAq9WCZVlIJpOYz+fS1C0SiWAymaDb7XoW0UQiIVLWeoHkj46GmaYJ0zRlocrlcqjVatLHgt+fzWZRLpdRLpeRTCaRTqeF90w1uZsf7GDjVhkHjw/x5LgGDM79Ngd2SnONJWY5G/l7FgCIshupPTrqpotGz9N0pPBdBD+WZeHGjRuwLAs7OzvY2toCcKJOpMFPq9XC3t4eZrPZM+CHdTSUhD2P7MObAj66bpER31c5F93nhIAkHo9Lwfc6I+0tm80+0zjadV3E43GUy2VRmiL4AU5UtkivSaVSuHHjBobDITqdDprN5vndlMBeajrzQLEe4ES5DYBkBtbJDev6Gf6f6xJV/RhYYLNO1/Wquelie82u4Jjs9XoCIpjhoXIqxxsAybzrjMx4PEan08FkMpH9lg1E4/G4fIZ1P/6xrAUNNCDQgJ7GbOhyuZRMtD5vHSTQtVKcr1y3uC4lEgkRNZhMJuj1euh0OhiNRh5ASLMsCzdv3pR5R9oa1zXuS8BJOYAWImFgAsAz1HwqAT569Ai2bWNvbw8HBwcXUnNKwQb2ZrzKGfmragH4ueZGKhkXgbMYF25yfEejkfBr/YAG8Eau9IKlX9c0AJ0qp6gCC0aZBWCUiZKchmEITYoLH48biUQQS8YQyRhwxku4UwOYBH2A3pQtQnMsIjM4kQXciONRuNGypv7C1YuIWGlqwrtopHdoWVbA29BTgyBu0H7qGOk3rKU5j+L7N5n5AU4Hvvz3bR29SJum12iw7wflWilKF5ADkHutm0kG4gdXw/j86BTzB1g/vvwBGL1H6n3NT4XT2Qd/rZCmW+njanoZldtoeuzSmKHRYgt++t66c9fH0j2QuO7qe8LPkMKn65j0fdP0PV3/4z+XdefGZ0LfgXONc5GMmXQ6Le009LX66Yj6PvF+++8bz5WZIv9+t05B8yzG8/RnkgN7fQvAzzU0prpZn7O9vQ3LsrC3tye0tLPYfD5HrVbDbDbD9vY2dnZ2JMOjJTmZJk8mk5LepqwrI0GMammKHIuwQ6EQZrMZstmshwO8WCxQr9cRjUZFez+RSDzDQzYMA8l0Ajf/pSpm4wW6D4fofzaDezYMGNgpzIWDYbyDcbmLUNxALBWVZ9nr9aQDt+Z4683i3M9HgZ93cYNgYa9lWXCcVU8MRgjZcJg0VV1vQmoqsLpvpmlic3MTd+7ckULh05qOkGolyMsyrkvakXwVY9Re1zy6riuUJF1HQWNvGNLbisUiotGoyPmzz89wOEQmk8HGxoaowjHCn8lkAJxQOLmWBvbmjECUc6jX68F1XcmSMBAJnDjok8lExER03xjWg7F5OWuCuHdyPGgVQNu2pT8aGSCAt7cOQQeVzjjXNFWNxyWtnL34NPWMc0WDEF1XRF+AfyPtjes5KZr+YBfBXqPRQLfblf48PB99/1j/prNgOvOkaaixWAzj8Rj7+/uwbVt8oVQqhbt37yKbzWJnZwd37twRdTaeP2mL66h2fvVZ3p94PC41NwQ5nJ8XFdRjnQ/rCPv9vrQMCez1LAA/19DI06W8JtO3zWbzXKIBy+VSFms2JOOin06nxXml4htrOHSampEbHVWhk8CULbDi4CaTSXGK6WT0ej1EIhGYpikqTvy8juTEE3GUPighFArhd85DDL9sYjl995zdq2DT8AhILxFLJhAOh4QjrWlv6xppXpS9i6CHRoeCPTHG47EnE6SLmHWG1l+QnUqlhIbql78/jWkn4k1kgHRB9ut+xh9x1ffOD35IG6KTa1kWlsslbNsGsHKWBoOBONBUwGLPETq/4XAY4/FYejSd9f4HdjbTew/XtkgkgtFoJE64zpqQMjUYDIQmx+dIUMHjOI4jcsqkkvF9dHZt2xZa3PPaUXBu27YtgIG0On1MLaWtJZrXZWJYs6PBD/0A3WdHZ7H8WU7WMbGvVbfbxXA4fEZ8QGdkeH+YIaIf4a8B4t9J4x0Oh1IbF4/HUa1WsbGxgWq1inK5jFgshsFgANu2xb+huIR/jdLKeroWSgcjWHv0vLqv8zKCVQaDSZN8F6ndZ7UA/FxDm81mODw8lEI8RiHOixLBqA4LPEejkXSiZiQGOImkcjNgulcv/v5oD4BnFle/OY4jmwqwykSxaaplWZ4FW28M6UIK1kdxLKcODBgwDGA+XGB8tIA7Dqhwl2GO43rAMRUENVf6LKYd83cZ3KwzTZNJpVLI5XJr1cZYT9ButzEcDgWYAif0Dm7sBExa5eksxs+/TublvOy0dDf9b53JppO27p5op5GyuozGA16603w+l2aNutCaRiA7nU49tSWaYhzYxZk/eEdnn89OPwfSxoGTNcpfK6OPA5wAKi0MsFwuPfLOzALp/VVnVHRAicfXWUJNPdcZIABSX8a572dXrANDAGRP5h5MQKgVz/xUWt4vgjJKdGulWPo0GvQws0PavDbOH7JhdEZbPzt9fD4rHdjw3xtdZ6QDRLz3vGca3B4dHaHdbj8jfX5exnYhFKDRYiyBvZ4F4Oca2nA4xJ/92Z/h17/+Nba2tvDJJ5/Asqy1kqqnseVyieFwCNu2kcvl0Gw2sVwukUqlYFmWFH7OZjNpABaJRKTwUDumOgLEzI6WvtaRJH6GKfFOp4NKpYJyuSwp5s3NTelOT6odecZbt6tImHHAdRGJRhGNRHC8W8fj//wY80Ag6cLNBbBcLjCbAb1eT8Qx/LU+pzUdFdSFtYGtjBnSaDSKYrGIW7duSXGxlvx23VX38wcPHqDf76NWq0nTYm7umUxGegKxwZ+/fuh1bV2G5DoZQSUbvWon0W+8Vtd1kcvlhDrcarXQarU866Jt2+h0OlgsFtjc3PQ4xsBKVKZQKCAcDiObzXoEboKI78Wbrp/TNVwM7CSTSVnfdDNR0sLoZHP+EBSTMcHXuDfSoe33+5KxpQIqsxzACdDib9LmmDFMp9OIx+Oi0kqhD037ZDamXq+L4AEzjzqbw/ugqeupVEqAFsVQWCtMyhszQ2yMSmBC0RCCH/bb4fmQBs/PJxIJhMNhyRxpZ388HgvgYECH9cI6Q0MAadu2pxErf6iEyXujlfUo5qCDDp1OB+PxGLZtSx+f4XCIVqvlAYHnael0Grdv3/Yo8l4mm+Jtsuu7E73Dtlgs0G63Aawmg+bnnud3AJA6HF3wzEWDaV5+N2k0/gJOrccPeOWvdQRYv85JzboRLkB07kiD01LJlKgETtR3+r1BMMovzU6A6LpN6jzsZcW477Jp+gYpqqlUCpPJRKKQmq/f7/fR7/dFVUwb57iO7j5P1vl1zu86P7fXAW86Ss4+S3QWaVwXWZhOJ8afpdPON3/etGjEu2Q6o6r3LJ15oem6Nl3MT8Ciqds6C+qnouq6Xl1Xxnmov0/vt3yd2RhdN+Tfh2laJECDNH9QkvdCZ0b4Xv6m0hyvS2dAeY3cIzTo4L8Z1PJLSfspp5qWps9f1zzp+6XvmxZC8AcwdGaH3wlAsrLAiajDbDYTVblGo4Fmsyn1WxcFRliXaZqm5x4F4Of1LXALr7kx0sOIJFWBzmtC9Pt9fPXVV0in06hWq6hWq4hGoxIN1g3PgJOeCN1uF6PRSOQYdeSM5+04jkh2A6uFh9xnLrij0QhPnjxBo9EAAOTzeVG283e0BiA1DgCUM3Hm2xDYKxh55qFv633O2zSnPVjsn7VUKoV79+4hl8uhUqkILUMrihGQHh8fS8H9ur4x8Xgc+XxeetEEjvbrGx2/RCKBbDaLxWIhNT18LnwmnU5H5g8pcLqY3DAMxGIxVKtVvPfee+j1enj06BGGw+Gbvsy33jSVjRF91nKlUilkMhmRdaYjzz2J6xV/NAjgOqYdewIJgibWjTHwqJ1zgivDMCQb6TiOjB9NRafDz1phgpdwOCz7JMcZP8vAh84w8R4AkDWewkQETDwGgQXrcBzHwXA4FBqarjmk2iHP168aNxwOPeu+YRhCrR4MBqjVauh2u+j3+xKMLRaLyOfzkgHjeXNe0W+hTHQikcBkMpF+Wuvqn3RAl4Fh/rCW6WUBP38Q+HVMg9dms4l6ve7pPRXYq1sAfq65sbCWCzHTz3rxOIt1u118/vnniEQiuHPnjhTfvvfee7As65mMDiMizWYTrVYL+XweqVRK6pL81DzbtlEqlYQv3G63PZS54XCIb775RlLX29vbcp26WSYXM4KfyWSi0sEGVqSswC7SFovVJuW4zoWk/LlJBrbe0uk0PvroI2xvb0uh/GQykbnBbM9kMsHh4aGH7ua3RCKBUqmEYrEo4CcAQK9nvGfJZBKFQkGCPalUykNbs21bqDL9fh+j0UjWQ1I9GTza3t5GJBLB4eGhNKYN7GKNe5qmYsViMWQyGRQKBQk88jnpRsJ0sFmkz7noV0DjPsZMiOuuGoISPAF4xvlmbSUVwEKhkNTw8b08b52NIvghUGO2RDMyuN/G43GPehuzlARZvBfs9cdskwZqVDacTCZyD/h30gQJKHl+vH/M7PAc+R38zHg8Rq/Xw+HhIRqNhogwRSIR3Lp1C7du3ZJ7y2NzzvBcCCxZZ9Xv92V+EkiSZqapgGQ3jEYj2LYN27ZfCfho4HuaPZL3r16v44svvggo4Ke0APxcc9ORGqahyZs9D+MiRA4vIzeMntA4ifXk1vQAXZvjf4/e3KlKowtJmcViIzNuJv6uxv6NYblcwggZiFghLPMLOFPAGQOGGzhxF2MulksHjnv+Td0Ce7HpqDEDADpKqoubGQle13xPy7hSpYyR0atYVKsDJcDlU+v8mWc/LVPTfvy1B1S4pBPLH12/ob8DWBU8p9NpqYEI7PKMe9FkMhHRCR34449//1snMqAzCf7gIbMHGhyt+x5/Ef46SjDfx7mu6WJ6jeD4XFcT5N+/NTDhsZiBYkaH94o/WuJb1y7xezSFi+Nff6/+N19nU2bOGyrNEoCypsh/Hfq8/cen+Z+VlvvWaym//3VFB153LSWYJGDlPTwvIaF30QLwc82NqkPxeByWZaFYLEpEhlGV8zDXdSU6WSgUcPPmzWf4xtywE4kEKpWKFDGyWJD8ZQIe8mjT6bSHIjCdTlGr1dDv9z3f3+v18OTJE5imKX1HdBE809B6IY0nY9j8cQHz8RydhwMMPl8AQR+gCzHXBRaLOZZOAH4u07ghMlLLQlgqQ9Hh1lHUdZk58sljsRhu3LiB733veyiVSqhUKmv5/1fFONfpHFw2KGBtBuWp/XLUXKOSySQ2NjZEyn82m4kT1263JWPObALrGgGIkEw2mxXlN133GMy3izfXXQmF7O7uIpvNCiXUcRxPloa0N+00k/Gg++DwNdZ9ARDpYj3XOH78qoLcb/V4ZxZIgwDSoubzuQQaCQgWiwVCoRDy+TwACIWegIQ1txQxoMIdj0+6nX6N2eTBYCAAn+emP8OsEpkaWrGN4IjgkcCM4gaku5Ey2ul00O/3kc/npWdWoVCQvmX0UbS/ooM/uj6PvdEYAIpGo8jlckKLs20bjrPqnfb06VPJsL/qGFr37xdZJBJBNptFIpFAuVyWbDzvY2CnswD8XHPjYhuJRIR/zMXiPI2LmW3bkm7m37WePyMU5EHTtDCBFi5wXVcWxGw2CwCSytbgB1jV/zQaDUwmE2xtbXmUc7ixEPxIAWgkjM2bG6soyXgX9m8HcALwc2G2XDpYOoEC1WUZHSwKHTAj6i+2JiDyF2Jro/NOytvt27dRKpWk2eZVBD4AxOnShdWXaVwP6aSuAz/MyudyOVkDj46ORGyC9VmDwQD9fl+cU9ZB0Dmm4mar1ZLA0lV9Lm+bkYbdaDQwn88xHA4xmUxEhYx7mXaoOR4JXvg+PwWOjrht2+h2ux7nnwFFjmstOOCXjNetHzQwohgA++oRcDEbw5odsi9cd9WwnL2JWF/DwCL3cII+ghydTSH40efCzLTOEpGKxuwNwQ8/o4VXhsMh+v2+CAuwmSlrFwuFAnK5nJQCMAuuhZh0Jshf00Mw6rquKPpp8DMcDiXbMxqN0Gq1JND0OuPodYzKepZlIZPJyHURxAZ2OgvAzzW38XiM4+NjjEYjzGYzT1PSizCmWhuNBnZ3d0XJiABEL9h8vz/SQidFZ3u4aFM2O5vNyoLLhXU6naLX62G5XKLT6QglJ5PJeKJt+lx16jpXyWD6HQfz4RLT+hyz9hIIKHDnZuFwGCHXwDIIQl+ahUIhFItFFItFlMtlmRN0KrjJ68263W6vVSSKRqMoFArIZDLI5XLisFFNiZHbq2a67u9NOAM6++yPzgMndCaCGX9RPP9Gp5RgbjqdPgPkNBDK5/NSoN3r9YLszyWYv2aDgT89N3SfH/72967hOPWrpAKQLC2/R4MnPcY4rjTo98vaAycS+IZhPOM0++nr+ho11YvgQws46OAjx+lsNpOmm9y/ea80/ZMAg1lLjmsGYHhvGDjQTVD5OQZJWSNHhUuCH/Ym1POPQAqAzC/OXT+9j89gsVig2WwCWAlANZtNjMdjdDodAT4XOfcorpHP5xGPx6WXEYF0YKezAPxcc2s0Gvj5z3+OVCqFjY0N3L59G91uF0+fPj337+LiYNs2vvjiC+zv76NareLTTz+Vgkctc0mgRAU3qcP5dkFhsaWu+8nlclKQmc1m0e/3sb+/Lwsd+yrEYjEMh0Pkcjncvn0b6XTao46kNwEu1N/70e+h8q9XYPdH+P/9nZ/h4T89QLB2nI8ZAOLxGCJuBPPFq0fBAjubxWIxfPzxx/je976HVCqFSqWCZDIp85COVa/XQ71ex1dffYXDw8O10cpUKoUPPvgA29vbuHPnjkgzT6dTdLtdifReNQDkbxh52aaBy7qskw4AsWaHRduO43gUw3i/w+Ewut0uJpOJ0BYBCGUxFArh/fffR7VaxePHj1dCIwH4uXCjM86MHB1Q0pBYKM89jdkNUsF0bQp71ek9kuqodMZpeh8jXZy99pjZZaZC0++YbWHGMZFIIJVKwXVdyQYRCHG/5NrBACqzNQCEnkbaWywWk5qexWIhfW74N+73vAauO5rKxswnM1PsaaXvOQEK1x4Ckr29Pfl7IpHA1tYW7t69K8/CXz9F5cVQKCR0NV2HpJ8p/z4cDvHgwQN0Oh30ej3UajWh5zFLdVFzj9e2ubmJnZ0dACufj9TZAPyc3gLwc81tOp2i1WphNBqhWCwinU5jPp9faDNBSllTbno6nXoUXgDIYsK0subbAvBEcLTwAX8sy5IFlAuhbpDW7/el8RsjL1wI/MWh/FupXMIPf/RDDPoDfPEnX+Fx9Aju0oWzdAMxuHOwUCgEBGn4SzM6Q9lsFhsbG+Ikk/bGCCujhOPxGP1+H91ud+2xIpGIKFhxbjETQSfrqjnYly1wsM40zfhl4EtnqQCIk8VaLUbJec+1MwqcUPxILY5Go6jX6+KMB87QxZrOvPj769CRZ+BNZ/f4N53hYLCOwIFAQdfkAF6aFL9HNwwHTsYV3+/f+wjEmMHRzr3+DN/P79KCCMDJ+OPf/P2PSG/XVHhtnCua8qezLVp9jeelqe3ab5hOp9KwNJvNyvpHWhgp+vp+6D5GBGfrhJl05m0+n6Pb7aJWqwn4eR2a22lNA95kMgnLsjCZTNDr9TxKeYGdzgLwc81tPp9LMSP5qYySXJSxQHG5XOL4+Bi//vWvkU6nsbGxgc3NTVmguXhy4dWbhdbz5+LDhYsAybIsJBIJ1Ot1ABARh+VyiWazifl8jslkgmq16qEHcGFk7wAWgjPSljbT+P5/81OkMym0D7v45r/aw6j2agWLga03F982j7tizvHbaqlUCtlsFul0Wop66VwBJ8XQFAppNBpotVrPqECSNscCbhY7TyYTNJtNcRQo90pgFNiJ6YzPunU3Ho8jl8shHA6j3W5LXaJlWZI1oHNHeiILrufzuWTcgJM1kKIypAOzz0i9Xkev17vU63+XTAMYUrzoCGuJaAIeAh3OITa7pWkqFgHAaDQSEKABlD4HghfOTz33WUtLIKKdf30svV/yfRpM6WwS93vWvwBekQPW7MzncwFYuk8QaX2ksJHeRqBj27Z8r+5fpGuTHGfVJ2g0Ggn1i/eBtTCpVMoD0KLRqIeCNxqNBHz5g6sEoqPRSGTnWVd0cHAgzJN19ZIXYdqnSafTyGQyGI/HODg4wGAwQKfTuXLBqOtkrw1+DMP4KwD+XQA/BLAJ4N90Xffvq9f/IwD/Pd/H/onruv+aek8BwP8RwB8DcAD8PQD/M9d1g6YFr2m6LoYLDwthL8rIt6X09dHRESKRCD755BNZtEntIPjQUZ7lcol+vy+RTUaQTNNEsVgEAJimKZv806dPhW5HkFer1UT8gFr+pmkik8nIgsD7oZvAciH5G/+tv45/+Y8W+OW/+BXqj/6fAfg5B5vP54HYwSWZZVm4ceMGTNMUMEIxAzpHdGza7TYePnwoBdrawuEwqtUq7t69i1QqhXQ6DcNYyTDXajVPhoIiCIF5jVHsdcagTrFYRCQSwe7urqhFMVqts1fT6RTD4VBowYlEQoqt+Vy4xlYqFY/YRb/fF4pjYBdjuleOVijT7AXtROs+PKxLoUIcXwdWfbUYHBwOh8/UhnFP0wFEOvFaXhqAzHsGGAFvRpLv4+cZROQxtPJZOBzGZDIRQGCaJnK5HFx3pXxn2zam0yn6/b5QwLjfs6cV/ROCMx6f600kEvGAH1Lh6RfwXnJsEwBRwCUSiaBQKCCfz8M0TU9vJFL3CID4/DQgZaaN2SCKJzx48ABPnjzxgLvT9uY5jWmxB8uykM/ncXx8jCdPnqDZbL62vHZgXjtN5icN4NcA/s8A/l/Pec8/BvDfV//362v9HayA018HEAXwfwHwHwL475zifN5544KoVWbIgdVdlM/TeDy/xCUb95HGoY2bvKYJ8G9+B4KLUzQa9WwYdO5IgaOzQDUcymb75bR1DwFuQtFoFIVSDtkNE8MtG/PREtPBHO4yWFBOZwHl7aJN9+FJp9NIpVKywfuLsTn3mRmgg8P3apl8/nDOaEoL15Y3sdH6v/N5kU6uK37FKX0M0n/8qllnsVf5PEHMbDaT3kmGYYi4i1bQ4jVyPWW0ms1qGfzRNCC2OWBNAx3my4pQv0vmz57QuA/6e+DoOcnnpZ+dH5RokQAti63rZvRY5zwnFZJ7Kz+/7hye9zc/NV3T09a9T/cMe9E16++krTsXLVii7y+zm+zzR8qXpu75hQw0nU1T7df96PWSyo1sXsqg8vMUMi/S/KUABNY8n8DOZq8NflzX/UcA/hHwwoV/6rru8boXDMP4GMC/BuBHruv+4tu//U8A/EPDMP7nrusevu45BbYyLkjhcBg3btxAPB4X8YPzanr6PHNdF81mE1999RVM08THH38ssttcLLU6DKNHXHC42DECxE0gHA5je3tbhBC4CO7t7aHZbKLX6+HXv/41UqkU7ty5gw8//FCAn2VZWC6XIh1qmiZKpRJSqRTK5TKy2Sxu3L6BP/53/lW06x189idf4ov/5HeYDYKmYaexSCSCsBPGHMHCfBFGOftIJIJqtYp79+6JuhGdB2Y3e70eOp0OhsMhjo+PReSAkWZKy7MAmFHYTCYDy7KQTqeRz+cRCoXE4WAd0JsyStn7N34WTs/nc7TbbYlSszcJndV4PI6dnR3k83lPxPeiLZPJYHt7G6VSCaZp4jvf+Q46nQ6++eYbqcFqtVqyRrqui36/j93dXSwWC7RaLdi2LXQmghwCn1Qqhffee0+y8FShYiYosPMzf+aFGTkKGug6EooLaCebYEeLF5DWGAqF0Ol0JMBHyhXZCprCzXExGAw8QD+bzQotLRwOS62eBjI8B79CHIE2ry2fz0v2h2IcjuOIoEGj0UC/35dskQ62AicS8AQvvC+6hleDPQ1kNCNkPp/j6dOn6Ha76Ha7aDQakoXR8s+pVAqTyQSPHz8GAOmVpe8xa2c07Y3iD6PRCIeHh/jd734H27bRbDY9Yk2XaYZhyNpeKpWQy+VgWRaSyeQbEXV5G+2ian7+qmEYdQAdAP8MwP/Cdd3Wt6/9BECXwOdb+6dY0d/+EoD/t/9ghmHEAcTVn6wLOetrbpykoVAI5XJZHKHj4+NLAT/cbLPZLO7cueMpJKTp+h6KFTAl7rouptOphyMcDodRKpWQzWbl+kajEdrttixOjx8/lkWzWq2KE5fP5zEcDtFutzGZTNBut6WZIHuXVCoV/PU/+ldWcr6jCX77Tx4CAfh5bTNw0oU6sIsxOlTxeBz5fB5bW1viXPF1ZnJ0z5hOp4NWq+WZh/F4XBpmmqYp3dDT6bTQR6m6RCdM9xq5bKODRyCmjb1JJpMJWq0Wut0uxuMxut2up16AFMFUKiX1DBdtXOtKpRIcx0GxWMRisUC9XodhGOh0Ojg8PPSIuRDk7e3tSSadz5VKl4vFQlS7TNNENpuFbduyVjILH4Cf8zN/QTyzDayR03U+0WgUpmkKE8GfhdGF/LombDqdSi0HwTtrY/j+ZDIpta/cO6lQxvWB2QzNgniepDWFCjQ1jKJD/E5S6W3bxmAwwGw2Q6fTQbfblWvVFDP+5nkyc6L3CP13nQnzZ8YItOr1OobDIbrdrtDdSGfnddu2jePjYyyXSw9gYH8j0sfC4bBkw+mDsNnw06dPhSJ80X7T84zZ/Ww2i0wmI1l+joPAzm4XAX7+MVZ0uMcA7gH4XwP4R4Zh/MR13SWAKoC6/oDrugvDMNrfvrbO/j0A//4FnOtbY667asBGnj5rYBhRugzTaeNarSaUtWw2KyIM/M2IC6lrjP7wXHXvA83PJaWjWCxK+ps9S2azmWSOxuOxFD9yUV4sFhJZ29jYeAaUlbfLuPP7Wxj3Tha8yWCK9qM+pv0gm/FiMxCJhBEKBwvzRRl5+HSG6MBrp4FR1sFggFqtJl3Q/cbIKhXeqtUqTNPExsYGMpkMXNeVecV5RsfoomyxWIh8r+5TpKV0B4OByPPyh5mf2WyG4+Nj9Pt9TCYTDAYDyR7TiTo6OsJyuRQefSQSEdGIi1on6TxyLVsulzBNE4VCQQrATdMUmWT2VHry5AmGw6HH4Wb9CJ09rm1cQ3O5HG7evIlut4vhcOihYgV2NvNTuQh+9A+dct3LhnNS08VoZEYQBHDfJqBZLBaSffG/NxKJCB08FovBdV0BxtxjOW6YndFZIpq/8SqzRMPhULJQ3IvZZFRTr/zAhdlL4KTXHs9Pj2VmoQmWdEaIf3ccR+bzbDYT1gjvHbOfzNDwvbzv/mAcxRtYP0cAVK/XYdu2iMJwzXlTZhgGUqkUCoUCLMvCeDxGo9GQPoeBnd3OHfy4rvsfq/9+YRjG5wAeAvirAP6LUx72fwPgf6f+bwE4/0Y219gcx8HTp08xmUxgWRa+853voFqtSvHkZRgX5clkgj//8z/Hb3/7W1SrVXzve98TbX32w6CDw8al8/lceiVwYWTUhQsqnTXSb27evIlms4kvvvhClFkODw9FbIESsSwIn06n+Prrr8XJ297eBnCyeP/oX/ohbtzZ8WxOv/v8G/yn//t/ivpvOpdyD6+zJRJJxJYxjCfjtbz4wM5mlHS1LAu5XA6maUoGldFb0kz29vbw53/+5xgMBkL71EbnLZFI4M6dO/jxj38M0zSxs7MD0zTx8OFD/PKXv8R4PPY0GLzITMJkMsGjR49Eur/dbgt9jdfFCC3rlXSNACXwGc2lE8Q6m2g0ilarJZHgYrGIRCKB9957D++///6FgR9dZ8R5oTMGzFzN53McHh6i3W7jyy+/xP3799Futz2ZA1J34/E4MpmMtBpgNPzevXu4ffs29vf30e/3BUQGDRHPxzRASKVSsCxLqFeJREKce84vZivJiqDDHolEkMvlBLwMBgMBCVtbW1gulxgMBphMJqIgxznOYEY6nRYVQO3kU3iAeyzBi85M+fvucQ1hz6rlconDw0P0+32hjYVCIfR6PaFoUtGV1+NvFsp7EYlEYFmW9MxhQ14KD/B7I5GIiCtwLtu2Ldnr4XCIQqGAzc1NEXmgD1Gr1TzNP6kApzNt7rcqtQyqUDih1+vhyy+/RLPZFPnsNx0wMAwDlUoF3/nOd2AYBhqNBg4PD7G3t/fGslFvm1241LXruo8Mw2gCeA8r8HMMoKLfYxhGBEDh29fWHWMKJZoQUGueNaqhASfNyggCLivzwwWDfGRuAGxMqiMWumCSEpma087FWWeDGGlzXVe6OFMViRGx0WgkUR1uHFy4J5OJLGws/tYc5EqlgkrFMzSxmC+QzMQRihhwXQCOi8CHWGMGEA6HEDJO1MECO19j5odRf2Z+GBhg8GE2m0mzQcrg+007cZZlST0Kfz99+hSj0QiDwUAyTRfRyVxHiJnZabfb6Pf7aDQaImhC+tdkMpE5r/vicL3QipA6skwHj+sMJfWTySSq1aqsBbw3+j6dxXQtgzaqvbHBaS6X8yi81Wo1T78XTbXS4hRsikrFMdJ8JpOJiGEwK67vd2BnMy0Yon/8QR8+O+5xHE86E8ixD0Aye7oWVlPBdEZDAw6OL4oCcE7oQn695xJ86AySzt64risBCM4XqrINhytRXtYf+gULeE2a6sf7w4AEx7O+j7wGzl2qyTIbzPlB0K+zTwSYvGYCT79Qg6bBkho6GAzQbDZRq9UuYeS8mpHizHWBFMPBYBBkfs7JLhz8GIaxA6AI4OjbP/0MQM4wjB+6rvvLb//21wCEAPzXF30+b6tp558UDl3kl0gkRPHsss4HAAaDAR49eoRGoyGZFs37pWILNw3dl4A0Htu24bqucPUpk5lMJjEcDpHJZCTKVa/XJfXfaDRgmia2t7cl40SH4OjoSOQ4b9y4Ib1S/FaplvHjf/MHuPn9Og6+PMbenx1jMQ4Wn2fMBTAIIz5JI+nMMMYIDoL7dFYjDYYUiA8++ECin2xyqYMOzWZTAAQdBg1Y6AxwY83n8zIn6MgAQD6fxwcffCDOwXA4vJBIqOM4aDQact6PHz+WfzebzWf6lPgj1IZhiBNEJwo4kYymo2Dbtqwz7P3BDEw4HEa/30cikRDwl0gk5P5ehFGZcrlcStE8KT3hcBjNZhPvvfeeOKSHh4cCerhukbZHKiQAoUGapokPP/wQxWIRg8EAvV4Ps9kMzWYT/X7/Qq7pbTct0EN5Zwb5SqWSvIdGMBAOh1EsFj0UToJYjkVNBaOIgG7QSUeegj8APFLYOogAnGR2mSFh1ogAjMcjLZyCBtxfSSfjvsg5Fo1GJUBIwMIMEO8P6bE666IVaf0AnNdKSpqWxWb90vb2NmazGYrFIvL5vGSJeC/K5TJSqZRkOcPhVfNnUu65tjGoQro8sz/rqMFvwhj8oJBJLBbDcrlEo9HAwcGBUA4DO7udps+PiVUWh3bHMIzvA2h/+/PvY9W35xirmp//LYAHAP4JALiue98wjH8M4P9kGMb/GCup6/8AwH/sBkpvZzJGABmlYUO1dDr9zKJy0cYFudfr4f79+4jFYphMJjKxKcbAaCYXSd2HhApO5B6HQiFkMhnPxjEej5HP56Ve4OnTFRvy+PgY8XgcGxsb0geA9IRwOIzd3V3s7e1ha2sL+Xz+ueBn58YO/u3/wd/EdDrF3/+//X9w/GUzAD9rzUC0n8Id9xNMMcHv8Bn6CKiCZ7VQKIRCoYByuYyNjQ383u/9HjY2NkTUg9Qpzv2joyM0m03U63VPA0Z9PAYBSqUS8vk8LMvy1A8ZhoFisYjvf//7GI/HuH//vtSenHfmwHEc7O/v48svv5T5y14e7GWha3LonNExC4VCQvNhE8lYLAbbtkUpikCI9TaxWEyyWoZh4OjoCF988QXS6TQ+/fRTUZfkGnURFo1GRXSFTiKd5EKhgNFohO9+97swTROPHj3C/fv3pTiezvbW1pZHcQw4CSzlcjl873vfExEI1jR8+eWXAfg5g5FmxawIWQXV6qpcWdfXEKgnk0nkcjlx2NmriWOVjj9Vx3Rk31+nMx6P0ev1REiDzjEBB4Od/mwR91r20KGY0GKxQDwe9wgWMHuTTCYlsMj6OQoJcS755eQJYPidWnadoMtvrCsE4GmXwWtMpVLI5/OyblEq3rZtjMdjyZDyufT7fVk3C4WChz3S6/Xw1VdfCd2NQZ2rIgwSi8VEiMayLMTjcYzHYxwdHeHrr7++Uud63e00mZ+/COBP1P9Zi/N/BfDvAPg9rJqc5gAcAvjPAfwvv6Wu0f67WAGe/wInTU7/p6c4l8B8plPKWuklFosJ9eEyjQsbMzik4TC6xEVT/5umU+k6fc33+/sAkdfOSBIAD++Z90PXHLHokZ2fdR0BcFJn4TgO8uUs0pUkjJCB2XCOxXgZUOCUhZwwkkgjbIQRRmSVDQrsVKZpaVRh04XudD4AeDrOcyyvEyfQFCyOdQ14tJEKQweENLvzoNDqInBS9AaDgdTzkMvPHx3N1pFmmi7S9l8f74/ONOtMma4HYKf5wWAgcsJ0wvzrz1lNU5W0sU6RjVFt20aj0ZC/836R2sY1j89FO8qsB+O4CIVCMo40FSqwVzdNJ+O801QqbZoO5h+XHEv+TIjOznBM63H3vOCDniPr5jPfw7miz1ePHZ2lWfddftEHfo7XwePqbK3/mPpzfI1jkXR1ijjwHjDLpFXr+H8CLX6GYIjvow/iOI4AJvbOumr1MwzsaGVNjrU34b+9zXaaPj//JV7czfBvvMIx2ggaml6Ykc/KHgClUgmxWAzHx8cSwb3Mc2Fka39/H8PhUPpSbGxseGQ09aJNwJJIJFAsFuXf/g3FNE3cunULhUIBR0dH8lk6SIyU6s1Bn1u/38dvf/tb7O/vY3NzE7du3Vob7TUMA7/34+8i9O+F0G308F///V/hyZ8eIUA/z1ooFEI6mUZ32IQbIKBTGftUJRIJ3Lx5Ezdv3hSaE+mt9Xrdw91vNBrY29tDvV5Ht9t9hhsejUaRz+eRSCTkN2lfNBZEc24lEgncuHFDhEZSqdS5XF+tVsP9+/cxGAywv7+Pw8NDqYFgRoSZaoqXxGIxqfVjlNdxHJGEBSDd5IFVzxPWLrB/CY3ZIMdxsL29LcprR0dHqNfruHnzplCVWGd1mVYul/HX/tpfQ7/fl6wC6y2++OILVCoV6cVSKpVQrVZhGIZI9OqakFgshnw+LzWQ5XIZvV4PDx48wGAwuNTruu5G0E5wrHvFAJAMqs78cM6Sfsb+czpLQXBLpkM4HEahUBBqJMEBxzrFEUhr02pv8XjcQyXTyokUygBOFAIJOlgLy3lF2iwAoVUCq+wJgLWAj8fkvQIgGS1mYpmR4vGHw6HIus9mM0wmE4TDYWxsbKBYLMIwDFkDdG0z5bjZxJkUUprruiKa8OTJExFFarVaUmt8EeYHk69jrEHkWkuaY1Dnc/524TU/gV2+kTvMDT+bzSISiUi6/DLBjy7mrNfrqNfr0peCajVc2LSUte5kzs7NGhzp2oWNjQ1ks1ksFgtRjuPrumjYf150jHZ3d8UJ3NnZeS74+fCjD/DBh++jXq9j7/4Bnvz06Jn3BQYYRgjJRBLGKATXCRbt0xidlHQ6jUqlgu3tbRmjdBg6nY4nq9lqtdBoNFCr1STSqS0cDsOyLOl3owUTAG9WhLQcx3FQLpfFiT4vENDtdvHll1+i0+mIU0KePusTE4mE1BloSWjLsqQ56Hw+l8wYgxmz2UwaQzJIQqoPnbP5fC6ysZubm7AsC67rSr0R64AYPOHvy7JsNosf/OAHIvLAps6fffYZnjx5Atu2kc1m0ev1EA6HsbW1hVAoJBSlWCwmNUukNNGBNk0Tx8fHODg4CMDPaxrnhwYWOnujBXb4A0CymFQ0nc/n6Ha7MsbYxJTgnfOSPX1Y/8N5qMGVzqpwnnCs8zy5HnCuEByTFspsMecVs0Ra2S4cDnvAkb5uXqeuMWTWVLNQuLbwXhLs7e3tSS8yx3Fk3JK2xusm0AHgob5Go1ER/dDHt20b7XYb33zzDWq12oX7Pv7vf93vi8fjKBQKyGQyIjITZGgvxgLw8xbafD5Hs9kU54GLl47yvsnJtFwu0ev1BAgxdU0HgyAnGo16Fm4u5lz0KYjAfzNaTklRgqPJZOKR1CRliCl4giUq5TyPcgCcNB/bem8Dt36/islghvbjHmZBY1QxwwDCkTfTDPO6G8dcOp1GuVxGOp321OTQmdBjmfKtdJJe1KNC1ySwIJqd3Vn8TClpFjFTcWk+n4vaEJtuvg4NjtHu+XyOfr8vEtakn3Eu8r1crxjh1rWBfsUoUnm0mIp2Pvh3OpWU1metBUVVSBecTCZoNptwHAeVSuW5NYEXZbpYPJ/P4969e5IBp0gFM4E8b8MwPA65dsT4t3g8DsuyMJlMUKlUJBqveysFNQUvNt5XOuTM2vjpX34nX4sSaNU1AHIcP+WJz5MZWc2QIFXcf3xNISdIYjaI81kfm6pqBBbMEjEgyXHFc6f5pbL9QUYeX69VzOAy28T5xhoXrjusiWNtr58qp5+DpsbrACrrq3QT9cswv/jEqxivTwse2LYttUkEfIGdnwXg5y0027bxq1/9Cvfv30e1WsXHH3+MeDwuSmh0kN4UAJpOp3jw4AH29/exsbEBwzBEmYXymdwM6CBNJhO0223hv9+5cwehUEg2hGg0ikKhAOBEQY4be6vVQq1Wk0gp5UR1k0BGvTqdjvRKeh7FxzRN/I1/61/BX/xv/AC/++IB/rP/wz9D7Yv2pd2/q26GEfqWovimz+R6GQv6I5EItra28IMf/ACmaYoogXZ4WBjLAmPbtuWHkdl12U7tRLGGaDQa4fj4GJFIBJ1Ox6PiROrIcDhENBrFcDgU2tzm5qZkZV/FmMHodrt4/PixdGzX3H1S0Vhrpx0bgh9eA38odKDBlV88hedJ+g6j5zzG06dPPc5bs9nEr371K5imie9973solUqX1i9NWygUwkcffYSNjQ3pZ9LtdtFut4U2CKwyaSwCn81m4rgy48MAEvtEsct9r9dDp9ORbGGj0UC3273067wuRuc8FouJ6AjHlJaV1nVok8kEnU4Hi8VCABPFBwjCSXHV2SKCcmaDCO65twGQPY7KholEQoAvz5cqgYZhoNvtYn9/3xMosG0bR0dH0v6BgMYfdOD4158bjUbyHXydwgbMJrGRMOtzi8UilsslOp2OBFOq1SpKpRLS6bQoHrLWkKbrrbgWUtmV453KhwywHh4ewrbtS6vt4Rr7OrZOHMM0Tdy/fx/379+XXoiBna8F4OctNPbZASCKRVSGCYfDski/KXOcVVM30jPG4zESiYSnrw8LF+nIMEJF8EIlK62sw6imjlqx3wk5xyzypnNHB4gcZGaJUqmUx3n0iyDcvnMbt+/cXlEJrD+FETZWBf5u0AfIMLxy5oG9mulsTDqdFtllrTqmKSSa0qmzPozSrsta8hh0zpg9pRPDejm+TkAyGo1k3sxmM2no+DrmOKsO8exXwYLjRCIhVB1GxHl9mpLnbxSqs1h8jWBJR+G18hVfZ7SZawj7g/Eap9Mp2u22RMUvkyqszTBWym25XA7L5RLlchm2bUudFJ061i/4i+81HQk4kUcGVnVFVAZjhPxNUKOvk+maU1LM1tFG+X/gpOCeWTVmIbQjT1BEoMKxreuKtHw0j+sPBrAGSGeIuTcycEI1NX9jUc4BXqcOPNBf0EJFOuO0TjiF9VHMOPJ1KtRx3QIg4iqZTAalUknGKOeqlv1+WeaH58KMtl9B7yqaphgyKGvbNg4PD4NM7AVZAH7ecotGo8hms8hkMtjc3BS6yfHx8ZXge9u2jd3dXTSbTVl8Ge3hwkegkkgkYJqmODKkq+m0uF70+e9sNiuRr36/72kUqDexyWSCo6MjxONx9Ho9iYyXSqXn1jqUN8r4i//G97D9SQ1HX9Wx/4taIIXtGEhOTGxlb2C6mKA36WAynbz8c++ghUIhATjJZFIc0jt37iCfz4sjxGwNgYlt2+j1ephMJqjVatLhvFAoSM8OziM6C4lEApVKBalUCtVqFblcTuYAnWg6+rovB50rHo8SuK+bOSYNlY09C4WCzCsNYhi8IDjTNQ2k+FECm6BIy+uapikKZ3R6dDSc95HXoJuQ8nssy8Lm5iZSqZRkoN606dqjjY0N/OAHP0Cv18NgMJD6L509ZFaQdF5mG7h2ajEYjoF0Oo2NjQ2Mx2M0Gg25h1fdebws45ifTqeo1+uS2aEkdDweF2EJ1tjQwfc76rTZbIZWqyU0b36HpnUy2KAzS5rKyfo8LS+tgTCfH2ndOsNEIRTTNIUqpsENz0XTy3kuuhaPwMuv0shan9lshlqthmazKQJItVpNhAtIhyMdkEBHZ3R5LaFQSAI2vB+8961WC9PpFEdHR55+Z1fVtLhMoMR4eRaAn7fc6LwXi0Xh8vd6PZF0fdM2GAxw//596R7N5n/M0HCBjcVi4jRxA5lOp0I/4Hu4MPOHC/J0OkWn00Gz2fRIvtLJIsf28ePHknKPxWIoFosCgtbZzo0d/Lf/R/8WptMp/pO/85+h9tWfvPPgx10C8UYGt/EJRrE+5rHfBuDnORYKhVAsFlEul5HL5fD+++8jm81Kb59QKITBYCBS7AQ27XYbR0dHsG0be3t7OD4+RiwWQ7ValQZ5nCt0gBKJhDQDTKfT4tSzqJ4iAAQOg8FAorakkxiGAdM0kcvlXntzJj1tPp8jn8+Lk036DKPROhJO54ZOD2sEWBNAIDMajcQBSqVSGI/HEnXmeWqHkw4bnblkMikF0pPJBMViEXfu3IFlWSiVSlcii2kYhjR3JjhbLBb49a9/jZ/+9Kci9EAHmApjpEXqInWucel0GqZpolQqYblciuQ4xRXYaPY0xdtvo/Eejsdj6Ull2zZyuZzUqJC1oDOZwAn40fRJ7mOHh4cwjJO+Nvq7dC8n1t8R5PJ4mn6qgQuzRrpuVgMwAivub+12G/V6XQIfWrmNzAnTNGWOmqYpCnTRaFTEE/g5ri/MTDebTRwdHYkwx2g08oivECTxczznTqeD6XQq1DmuiwSWXFtIBx2NRmi1Wuj1emtV6a6SsblxJpMRJUAKswRz7uIsAD9vuXExYcSPAgBvgr++znh+lO+ljKVWqtEUDr8QgaYPaNCjo15Mhetrns/nch/8VARG1LjJjUYjj9yunwKXy+VWhcmVHNLlFfia2wssJ+9mHyDDNYB5GDGEMY9MEYk9Wwz7rhsdIQJ2AhLLsmBZltCRAC/Ni5QWjl/d7Z21OMwksU6IkVg2MyTNTNNJOd/oUNBh1sXZwEkE2B+9fhUjrY+0Dl1QreksvGaCHs5lPw1VizLozJjOAmvhAB3x1tfgr7NgJoSgyN/7602Zvudc0xzHkUCOvweSjsLrY+h7wfunAZFhGNJYlpk2ZjI0rfIqO5QXbbp+ToNrP13Mb1qEwj/m9Xv08bSgwDoRHv0cCBi0QJBfEEE3M9XH4hjQtXUcI7rWyJ9Bfd718Hx19mk2m0ldmhY60aBQ01nX3Ue9x/uN9D3WG13ljA+N+wDnMJ+bv0F1YOdrAfh5y61er+NnP/sZTNOUDe11VZouw1zXRaPREDoLAI/zw8WQ0pbagev1eh5+9GKxQLfbhW3bSCQSKBQKME3TE81qtVo4Pj4WuoJlWeJ80oEIh8Not9v4+c9/jkgkglu3buHDDz/0FGHSDMPApz/8BM6/66Db6OEX/+nnKynsd9zhZ2Q9Pok/swm/i0bngXLviUQCt27dwtbWFizLkh4PrLUhCGBtWrvdhuu6qNfraDabWC6X2NrawgcffIB8Po9PP/1U+tMQMNCBpUNEGgmj+gcHB9IziJ8hSDEMQ0BWtVrFJ598gq2tLeny/joWiURkLjLTM5lMhGqjqXZUg3RdV6S5qVpJTj+/n58nz5+UL+0w8t/MJtEJY7aHdQj9fh+TyUSK2UulElKp1JUAP+vMMAzs7OzgD//wDwUQz2YzdLtd6ePDbBgj96QS0nHXNBtG0EOhEH7wgx9Iw0m+5/Hjxzg6OpJ6iuvgXF6EsTjdsizkcjlUKhXkcjnZY/W95jMBIAEI4KQ+ixldrWIKnAAZZnaYDdEAnYFNZmxJceRaS9VEy7KEXqb7/FAMgxLxhmFIzyzdfoLnR5l9bZPJBP1+3yNIoL+fiq3z+VyCiRTfYLsL9h3TtT70VQi+uXbxvvX7fRnzpGgOBgO02225rutg0WgUGxsb2N7eRr/fx/379zGZTGRNDuxiLAA/b7l1u1385je/QTwexwcffID333/f0yX5Klm320W32xV9f6b6dTSXKW/y2tnxXAOf2WwmfN9CoYBisSi0FtddNVyr1+s4Pj5GLpdDMpnEeDxGPp8XukI8HsdyuRQqHDeve/furQU/AKQPUKPRwOHDGnZ/dgT3HV+7wqEwYrG4qPK8y6l8HeVMpVJCQdvc3MTW1hbS6bQ0NqQwgN78FouFZGY6nQ663S5CoRDee+89aRr8k5/8BNVqVQr1F4uFULlGoxEODw8xHA4FXAyHQ3z11Vd49OiR1JSEw2FkMhlUKhUYhoF2uy3fFYvFUCqVRJb2dYzHBVZNTulQs5GflogdDodCv6lWq+L8sbeHjibTEWdWQ0e2SWvlmsd1g1ldLeu9WCzQ7/cxHo+xtbWFVColdVFXFfwAQKVSQblcxnK5RKvVwnA4xNOnT/Gb3/xG1sBcLie1IRSSYZ8jf+E6AxbsscIfqoGxkapW03vXjHMllUqJIiP7s3CME1AyW+o4jkT4+ToV2tiLT9fL0Mkn+OF3+mltbHhMCikVE3X9Gsd/MpkUhVUtoayZEKZpyhrFYAE/zxoz13U9e3Cz2RSxIA1gmEGinLpuJ2GaJqrVqqdmSGePWFtI6W1KcVMhjk1i+/0+Hjx4IP2JrpsxKLS5uYnRaITHjx/L3LyO13NdLAA/b7mRP8qFiDKQmUwGuVxOojFXKcLAZqUsKGW0nI6MrtPRi61Ow5N7rSkrmrbBxXgymaDb7WK5XMrCTzEE0krosDIaQ548KSI03uN4PI7qnTJ2flTBZDBDd3fwzvYBMgwgFHp9itTbYhwPHLOMoJbLZWxsbCCZTCKbzUqNGWmgpIRoh51ZEMdxpPbDMAzcunUL1WpVAgb+Xjfj8Vg6ndM5pswsMzD+aPNkMhHlLzq7bDhKp+g0tDdgBW6SySQqlYo4cyyy9tch0DnkfHxeHx+uEeuU3TQVjPeXEXcAEt0maGK/MN73qxgoovmFXkijzGQy2NnZkboey7LkOuh0MzuhlbS0o62/g/fRsiwUi0WpvyBo5Y+mKuvjvm1GZ5wUK9u2pUePFtcAvEEPflaPSwb3+Az1HGRfO2Z/dZNRCn+wBxcpkJZlec6TPcMIsrhusMaOVCtmqJg5Go/H8r2cU5ynfNa6fxTnE43ULQY4WMuTyWQE/LC5qxY3oS/CQCbPjRmqZrMpvcIo738dGQWJREKaEfP+aSW963Y9180C8POWm44WRyIRVCoVZDIZvP/++0in02i323jy5MmViuLNZjM8evQIh4eHAE42j2QyKaDj448/RiaTESqMVqMhsNE0OW4Wtm1LVJyN3SiccOvWLQ/vnYsxnaBWq4U/+7M/QzKZxKeffoo7d+6sPX/TNPGv/s1/GT/4g+/h4W8f4x/+B3+C2uety7yFV8aMUAjhcMRDU3qXLBwOo1QqSWPKarUqqm6bm5siQ08QQOdGy9QWi0VxWujE0CkAgHQ6LbUpjDrTOZlMJjg8PMT+/j76/b5EFakWx7limqZEkVl/12g0PHTSra0tmKaJSqXi6TVyGqtUKvjJT36C0WiEX/ziFx5xBR3YWC6XKJVKyOVyAlDoWOp6FjpPdCh0E1auHzqzQ/EAABIo0fUNt27dElridRm3WjmQQg2z2Qyj0Uj2AGbECcpDoZA4sQAEOGmQyGMTaDMaPxwOBagT9HQ6HfT7faFiaXAEvF7jx6tspKCOx2Mkk0kcHBxgPB4jHA57gKaWMPbXn3Gscy5xrhEoMFChKagUKiKFlUBTMxM+/PBDmQO6LxF/UxyhUCjIZ3d2doTW+PXXX0vTZE0Vd10XiURCaOkEZ/F4HJVKRTKKpLg1m03Zb9k/L5FI4O7du0L1yufzct38zXHH/jzT6RTNZhPj8RgHBwf45ptvMJlMPA1gr1sT0FAohFKphGq1ikwmI7Q/UvkD8HPxFoCft9wYSWHkiZt5Npv1RJaukpHP2+/3PX+nhC1/AyfUFuCkCJgRdjpC3HC0+g5/c3GncAEFF3SxJDenyWSC4+NjpFIp3LlzRwCX3yKRCO7eu4u79+4iEo3gTzI/hRHSUfJVLyADLlz37c6IvKwA+G03Uk3YXHJjY0PUtTY3Nz1O0Xw+lyimdsRJ/zBNE9vb257Irja9WWpK2HA4RLvdRr/fR6PREIlsZn04/vUcoROmj6kzP2e1ZDKJarWKyWQiSlEa/CyXS5F9ZeZHS1JroRPeZ94znRnWBf2MqjMQxNcZsdcqj9lsVoIeZ7HTODCnnSesaQIgY851XWnyPB6PUavVMJ/PPVkH3iPgpCmmpl/5Mz9Ukkun0x46E51Rik/oiPzbBoAIPhzHkUBaLBaTv+n1jmsg76W+1wTzfnYCAxCDwUDuN7OwpH3pPYrBOtM0sbOzI3NGU8afZ4vFQlQYSTWl4iPrbHhduVzOQ9tjBpAqdQyi8jt15mc6nYoKJWufOMdJqdTnyn2aa9V4PEa320W9Xr9SwdrTGLPb+XxeapueJ/4S2MVYAH7eEXMcB8fHx/jNb34DAJ6mhdfF6BwahiGLIRXYtIoTI1yMqBOgMEsUCoUk6kWHhxLbbABH5RVSQ7RjNZ/Psbu7i8lkIjUbWm1JW6lcxF/4o+9i88OK/G06nuHhn+2i92i0aoz6FtsqY5cQYHnVKJbnYTq6Sn59PB4XR7parT6T+WGxr5Z0peobN0ZKsWezWY9K2/NMU2Z6vR729/el/uPw8BDj8djTxZ2RXf13HVG9yA1Yz9PNzU188sknUrhMWg+zYYZhSJZLA0WeM89TO5bM8gAnASBeq24CqVUiI5GIPCvW/52Xacdfg0xSzbgO8/d5Bgq0k+U4DgqFgqfxJYEegaZhGB4VTq2qp+8VC+Mnk4nUl4VCIWnIeuvWLXGc+Uy1WpwGpKRt0Ukmbe6qrhVajZDKiOwzQ8BHZ5YZSQbLSEMfjUYATujawKr1AzOy7XZb2j9wj4tEIlIfwzWBFgqFcOPGDREOeNWMpaaLjkYjHB0dyTqtxyuvmefPucf6MU2bY0aKwcdyuYzFYuFpMUFWihY6IXDU3zsej3F4eIhutys9gt6UrROkOI0x85dOpxGLxaT+qt1uBz21LskC8POO2HK5xO7uLkajERKJBKrVqjhq1yUiz82Y/SiGw6Fw2umo6GJJHeHkYpPJZKTuif2ETNNENBrFbDYTHjELoGOxmPQh0H1H7t+/j88//xwbGxv4y3/5L0tRtq5JAICt7S382//DvymZKgBo1pv4D/9X/xH6j3ffduzzLfXQRCixcgK63e5bpRDFaDspZzdv3pQ+OOVyWbIIqVRK+mFoeWsA4jRoWls2m0WxWBQAzuzZi4IVrusKoGk0Gvj666/R6/XwzTffYG9vz6PApOkpuoiZm/lFRx4Nw5Dgy71791AsFtFut/HTn/4UzWZTVMfoiGvZbZ4/axMY5daR9ul0iuFwKJkIrRjJ99DRotMVjUZx69Yt3L17V4Ie52H+zBNBAB1MP0XvvANSHHsAsLGx4ZFmBiCql6ypIFAhEGGWTI+PaDSKXC6HWCyGwWAgmbuNjQ1PxjISiaDX66HRaHjk2f1qhKRbttttcf5ZuH8VjXMNWDXq7vf7CIfDIuOsszsMrLFOiOCAyoK6T0+73RYHn3LNBD3hcBhbW1sol8swTRPvv/8+NjY25JyYneOxXnVf1+yJfr+PR48eYTQaeYKHBFPMCGnluel0ilarJWqLBH8MYCSTSRQKBU9dHp/7YDB4hh3APZRrVb/fx8OHD3F8fOwBz2/CGDTgGqP39Vc1Xi+DYI7jSNCH8ySwi7cA/LxDNp1OJWVOZR82E2RD0au62QDeSCGVX3QEiu8BvBQ4OpC6T08sFvM0b+TiT3oBHUUenxK6XLi5CbDYdTgcIh6PS3SPlJloNIpCoeC5jlAohHQhhWgmBGfp5fd6nE539ePOQzCW1wOg+o1OLmJJaUR5nc0vn0xxDdLBKMucyWSEzqVrcjQPX8svE5wnk0mhkDCb+CLTFAmOUzqZLAZmllRTmPxCIRoU8LdfTOC8iv/9xeDxeByWZWE6ncq91MIFWrmKc0X/TYMaTYfj/dC1Qf6eJMxiUGCBdNmLCAiRIsXsAMEPnzezK3Su1vV0eV3zF9v7AZ3rujJuKX7A+0oBDh3Q0cfT9SwEP9xLmGVnhJ/F81yXtSQyxzgpTqRKUYhDr4l+SpAeH/r8/FS7izA971gjwx8tIKHvP+cmWQxkYFDghIEQZic557huUGFON6g96xgh0OW5c84A3l5Deo7ptQSAnL+moup10s8y4b3TlHx+hq/7BQ+uCtXtLBRuPV/oezEQRVXOq+yDvU0WgJ93xBhpofNgWRa2trYkWjUYDNBsNqXI+SrbbDbDkydP0Ol0UCwWAUC6vXOBpTOj6R1aCpv/1pkdy7JQLpdl4WXkDYBs6qTN0eldLpf49a9/7XHYEokEvvvd7+Lu3btrF8l0Oo0f//W/gHQxifls5QQtlt8q0E1ncJwl5jzX3hz9306xrF9P8BMOh5Evl5HKrShbe3t71644lRaPx5HP5xGPx1EsFqXwHzhxIjc2NkQtLJfLSVSXQIOSzKRIxmIxVCoVAUd0GF9VXpmRV26gLCw+PDzE4eEher0earUaGo0GotGonH86nUa1WoXjOKjX62i3257eLRowkKpSrVafK/N+WtOF947j4N69e0I/bbfbMlcZbWaWl2BuuVyKI8hoNGuZ6GiQT68VrOikRSIRbG9v48MPP0QqlXomUHFe1wisKE3/4B/8A/ziF7+Q7A8A7Ozs4Pbt20in07hz5w42NjYQj8cls3LRZlkWbty4gcVigc3NTaEutVotAdGDwUCCQbyeXq8HAFLkrwGz4zjodDpynVqQAjgBDBxnpCFXq9X/P3t/FmNZlmUHYuvN82Szm4/hEe6RMWVmRWZlspg1UixVobKhYpElQGgQYDcFgpD0pR8JlKAB+hCgD6Eb6G7WB4ugKBH8ICEBRA1AVrEKlV2szIyMyAhmZEwZPttsz+zN86wPi7Vt3ePPPcLDJ3PzswCDudt77757zz33nL32Xntvyx9iNIjvUSOd3xsKhdBqtVCpVGw9p4SPBRkeNQlSAx2ART5GoxHy+bzJzjSvis/zwcGBefcpdUqn01hcXDQVBvOqFhcXrfqo9ulhJcJ75f49KGq1Gn72s5+hVqthY2PDet4Vi0XrOcZr5T6oOYl8Plk9jgURdA3R/ZZzgI5CjSwxqjsej7Gzs4NyuYxGo2ESwacNOl757wcFK++lUimcOXMGi4uLJnXc3Ny0qKDH44cnP88RKGOg5GZpacmSKNvttlVoOenkZzweY3t7Gzs7O1hfX8fKZ9KJBAAA0MpJREFUylE+jXrWqYdWvTS9wsPh0Cpese8Co0Asr1sul1Gr1WxRHo1GVv2JSaSxWAzdbheffvppQCPNhPbLly/PPf9EIoFvf+dbuPLKS7ZxsB8LJR/MjynvHuCjvZvolJ/NBTESjmBhoYTls0vodDoPnUD+NBGPx1EqlZDNZnHp0iVcvXrVmu9xY8/n8xZNJFHWPBUaCSzxykpJy8vLAL5crgeTo6kZ73Q6ODg4QLlcRrPZRKVSQa1WM+OeycalUgkALOFfyROdBKFQCKVSCcViEYuLi4/FGOdzGwodNezMZrMol8uWf0ejl55SeruZ80NvuBJBTdLn9fGaXIN4eXkZr732mkXgHkfUJxQ6qtT1V3/1V/h3/+7fAYBFBl599VX8wi/8gt2PcDiMXC5nTpnHDUYZeU4AjPz0ej0cHBxga2vLkt+5hnLPYJQzEoncJU3u9/u2rmqUlCSVeUJuURTNP2PxDRIaOhC4NrPB5XA4NKKuUQyS5EcBjSwRJDLj8RjlctmieCq3Zu+czc1NbG5umsS63+8jn89jPB6bDIpFBdi7i3v1vUqQPyyazSY++OAD7OzsYDAY2Nq0tLR0V+U/jfrxXjJqMRwOEYvFLHLK8dfiENp+Qo/HPZpRsfF4jMPDQ9y8edOkkicBWlnvyyCZTFrRm+XlZRQKBct92t3dfYRn6vF5eHYtEY8vDU3SHA6Htjk9S/k/wLHXu1argWU46UGnhEhlGiqT0YII7FtC44qJv9rZnR4pFlmg95ibG8+HCzyNB+C4Hwk9/dwMXJmhEjVuGplsGvlzGWB05PmaAfhMgIJQiIm3YznOZ1KMZgizFoCnXE1uhhnG42MvLzfOk1TRRvvHqNFMY4PytkwmY1Ea9fCyPCnJD+cfyTdlQDRwptMpSqUScrmcGRAPYsio7Gs0GuHg4MAM1b29PXQ6nUBicDqdtlKq+pxTm0+JDfNsaNAAx1WJ0um0Xc+jhF5zOBwOVH9iY06WpOffSThpJDFSAcCuRSMrfP4psSKBWlpaQjqdNsP9cUgy9fpisRjOnDmDq1evWn8xGveMvG1ubiIUCmFhYQGpVMpI9eNqtOoek/8nMQeOo+gAbBy1cSX3Eq5b6r3XggYkOJpI7+Z56HpNaTY/y/XbLQqRy+WwtraG8XhsRJqGN9dbfqdGke5XUEGfe3026SQDjtf1YrFozbI5ZlrQgvOOTjSue5QgKqnR5se5XM6Oqb2qHgXYH4j9vFRml0qlAoV+AAQakPL+k4RSAs4cWzYx1bHWH40OaiEFOmK5lrFk+kkufPGgoByU1fWq1SpqtdpDESqPLwdPfp5DjEYj7O3t2YLKkpNbW1uP7Du4aWiS7ONAs9nE+++/bwm4i4uLZsCx5wk3HhpKbPLKjYwGqxpJ9L6yXwU9dXt7e2bM0vO4uroaMArC4TAqlQreeeedQIWpQqGA5eVlRCIRKyOqeQwArCKTSuiK/0URo+FxGdnJ9OiYg/4Ak+kEo+HIkkvT6TRGwzF+/j/eROs/jxF6yoVjmOeAyhTdbtfyK6jrf9qIRCJWeU3JZ6lUMikKS5HSaNb8nmg0ikwmY6SCkhV6ftm9O5fLBe61Jrl/GSkZE/o7nQ7eeust/OxnP0On08Hu7i663W5AZ3/27FlcuHAh0G+EGy/nJ3NN2E+HSeqz2cwasi4vLz9y2ZuCvT8WFhasSES73Uaj0UC1WrVnjGSo0+mYEcu5xQp7w+EQtVoNk8nEmikyCsRywN/4xjdQLBaRz+efSNXLXC6H3/md38Err7yCra0t/Kf/9J9weHiI4XCIDz74ANFoFLdv30Y+n8elS5fwd//u38Xa2hpWV1exvr7+RKOmsVgMhUIh0HCz2+2iXq9bDgbzl/h3jQroXGd0m8a15sqpNEyJRih03IeJ67YWvNDI0NLSEl599VUAsAgo7z+l3nQmMc+GUrV7SXC5/mvCP6MhVEzQeGcJe23Eqz2lEomEFdFhtVKWhybJ4J5y4cIFfPvb3w445VTO/agwHA5x7do1bG1tWaU+no/mInIdI/nu9XpWwrxarVq1Nt5rji8/p3OB95L5QSTPmqd3+/ZtfPjhh+j1eqbOUEfGsw5Wh81mszg8PMStW7fQbrdRr9ef9qk9d/Dk5zkEvT71ej2QNPlFegJ8UTwu+YiL4XCIw8NDADAPoS6qej66ITMPg7I3euHo3dJS181m08LdamRxE+PnNfGWoXpWLWKiK0mTW/KVnkZGERiRS6VSWF1dNQ8oN/xKpYJ6vR64xmw2e9R9vT/AnZ9uoh0aWeBn/p0IBV6YzWZH/33IaFEoNMNUvnM8Pk7y5XWelM2MRhhzbRjNWVxcxPr6upFjzgfKd7RHCiVKrByovXtIfkql0kM/D3qvtYTw7u4url+/jk6ng52dHXS7XSwsLJhBRg3/vGppJNQAzBHCXLZms4nZbGbNhTUpn3iUzzgjTzz+cDgMSGsAmBFNWZOWxiW54fhwzjE6Bxw3hC0Wizh//vxjyfG5F+LxOF544QUjw59++qlF7qrVqhmPLItcLpft/qmDRPG41lg+F7z/lAMzAsPCGpS50duvUVQa7Gq8UubGKLtbQIH/5rH4fW6pbRrQw+EQuVzOKiPWajVzVlFGpeSHz2YkErGcpXtdPxURGr0tlUpYWVkJRKIYRaScj9fKiIjmtvA1jq+SGxKuM2fOPBYng7t+1Ot17OzsBMZG7wtwHDXluFG+pv3D9J5xbHXMFBr1c6Nwk8kEjUbDHDhaeOG0gM6ybDaLnZ0d6791Uoo5PE/w5Oc5BPW0o9EIS0tL5uEuFAqWcMqQ85cFjZInCUpJBoMBbt26hV6vh3w+j/Pnz1sSJkkKw/LAceIiDVoaUpRNMMGUcrfJZIJ4PG5kSsPy3GC4Ebgdu0nQ9L3cRGlkcvNgEjGNCCVSrVbLyoTSg6qvF8/n0X9zCMxCiEWjCEfCCOGzqjqfyeVm0xkQCiEcPjrXbnmA9s0hZg+5Ds8iIWQuxJBYjSCaDSGejSAUQmBj5BiEw+FAZ2ut1qdVoLhJcqw0mZbQggHcyHVjpnGs3khGGwqFQuC9zGPQaEIymcTCwoJJJDnuuVwuUKhAq3SpfOhhQQ88S1lvbW2h1WpZYQDmvwBBKY0aZOrk4BjqtfDaKDmLRCK4dOkSzp49i5WVFSNGHKvHBe2Z9MYbbwScGiR+LGWtxiONZBK52WyGixcv4uLFi4EoHjvSP0lQOhkKhXDhwgX88i//Mmq1GprNJur1uuX69ft9LC0tod1uY3d314x9Ftxg/sijdFZ9HjTJn2sdx0+jmDR46SzSynGce4zy8F7RmNaoD+cn55muBfr9vO/sPcMIJsdaq9vRqVUoFKxZNqNEJEnaGkEjIKwIyga8/OG94Tlx3eK5LS4uBgoeMBoZiUSwsLCATCaDTCaDpaUlpFIpnD179rE+V0yu73a7Vkp8NpsFpMiMyPM+6B7Ha6UclnsU56IWH3EdoPw/j9VqtdBsNjEajdBsNjEcDrG/vx+YN6cBXIvi8bgVMQmHw6YmYc6ox5OFJz/PIYbDITY3N7G9vY2XXnoJL730EuLxOJaWlvDiiy+i0+ng1q1bD0V+nkZOR7fbtb4JrVYL169fx9mzZ80rT28eIy0AzHvoGuH04nERpyeZsgXq4Pl3Lf2qC/5wODSDplar4datWwCOq+ZoMmmpVLJqYZT/aH4Q85so2ajX61bBKxKJBCohXfrKBbzwykWEw0fGdzQSQfyzPCgAaH7W2yUUDiMRjyMSjeDjdz7Ftb1tTB6S/IQiMxSuJPHyd17CbDZF+aCMVqsVkHhwg6XsLJvNBuQT7N0ym82s6h5L4SoJUCQSCRs/GhUaoUmlUiiVSnZvJ5OJNbZkY0ZGDN1SvuHwUTPICxcuWPSAUirq8tVwUzwqyQqNhH6/jzt37uBnP/sZWq2WNTBl2WTOTRo0JOBqlJGYTyYTiwwxsqX3JJFI4MUXX7TrzmQyGI/Hjy1HhkgkElhaWsJ0OsXi4iJ+6Zd+Ce12G5988gnK5bJJrZhbov1zSOh4r7/+9a/j29/+tjkwtArckwTHNZ/PY2lpCS+99JLNQ1Y3++CDD7CxsYHRaIR6vY5KpWJEN5PJ4JVXXsH58+cDDZufFGgIk5Rw3mcyGXMUkPzoWqX5M1qNjeuam/uoRAs46tlGI5vrJWVxnMftdhvAcU4FCQbnKomaEheuK+1223Lk+Owwus5+N7w+liZW0sNIHUkenzFGjnk9zP3p9/uIxWJYW1vD0tISVldX8dprrwWcbI8Ds9kMlUoF169fR7/fN9kr1zvuc25DYb53OBza2hoKhYxc6hqp/cvoKNR7CsDUC4eHhzg8PES73cbOzo5J5uat7c8yYrEYVlZWUCgUzIFE6fvBwUGAPHs8OXjy8xxCvTvsK0B5SDabBYBA8YNnxQOjSZVs1NdqtazfCROH+V6VUVBmQa+WRly4wGuOikYh9P2uN1a/R7Xr/LxWwkkkEpZ/oZVyaOC5PyRnShp4Pqx6RIOWxh7Jz2w2xWQ6Mc9mNBpFPB1FJANM+zPMxiHMRjOEPk8CFwbCCSAUDR31JMIMoXgIsWwU2VzmiGDUjg1OEkaeK6ViJD/0gNEI4f1gLwyWLNacMoKJpPwsPcC8PiYRx+Nxk+0wGpBOp83zq8dXvb/24NHeLCyy8bi98Hxu6ammXIKGAq+V0UBXUqPEjNfGKCejPPqbhpxKmSiZ08RzPT/+vhcR/CJQKRRwHAVik1gWHeGzwTFR8sPPM/ePPZc0sf5JwF07NTKlhVJI8vf39wO9mXht9NLz77wvHC/X6fI4rsOVO3JeaY6b5roxeq5OIc0D0fHhbyVzuj5zTjHq685rPT9N0tdosz7PXIPo7KLMis4DRtG1PDOv0x0LLQSgkX+NPgOwSDOfLeYN5nI55PP5R1a62oUSTSUYSk70WjQapM88q7nxXmj0USOvHGt3PDTaTKlkt9u1Xnkko6eJCHBsSBpVPeL2VPJ4svDk5zlHs9nExx9/jGw2i9XVVXzlK19Bq9VCrVZDp9Mxr/GztCDNZjNb7Hd2dvCDH/wAmUwG6+vruHTpkm3KKqGazY56H7EnBQ0uLUWtFXzomVXDQyvMqbFIoz8ej1vuhTaz429K9qLRKGq1Gra3t+161PDl5k9Dl9INGvSUfnCjpeGoGxujRBpZavabSL8exqg3wWBjjNGdCPB563JmitzrceTP5hAOH2v3S+sFW+SZt5BIJLCwsGDkjU0P8/k8UqlUoPEjjScgWBWIv7lxqnHE8Q2Hw2i32yYLBI4LcNC4YdKzVgvT3AM2KmUEgXKpQqEQaGD7OJKR7wWWRG2325b7wjwZFiqg/C6dTlvvK/V20+saix033yWZo/SV1QprtRqAIwfJ1tYWcrkcXnzxRSt9vba2ZqTUraBFCeKjNMjj8TguXLiAxcVF62tEDz7HQyNbAMwD/zSIj8LNc6AzhOdIw/rChQsoFotot9vY2tpCt9tFs9m09fjatWtWtnx1ddWiIuwp9TjANWo4HBrZpwHLqFW9Xg/ksQDHDgzmvug6phFvghF1OiL4fM5mMytMwCIf4XDY5jpwLMEDEHCgMLJP8sjn1Y0SLi0tGRkiOWIEi9USo9GoOdLoNACO1hYSVZZk59+4VjAyHI/Hsbq6ikwmgytXruDcuXPWu+pxoVwu49133zXJHe8Z55TuJVo5URsOq1NIyR4dDfytc1Cr8pGQDgYD1Ot19Ho9bG9vW9lvyrVPk9yNDop8Po9z585hbW0NzWYT7777Lvr9Pra3t58pu+q0wZOf5xytVgs3b95EKpXC8vIyLl++jGaziU8//RT7+/sBKdWzAkZOWKDg8PAQ4XAYr732mkl5aETTK8bNkBIJemq4UWs1Nxpc3CRoTDHcr95QGvKaJM/Nh31MuOgPBgNLIK1WqyZr4eepPed3MFJFKZhq12nEx+NxLCwsWB8XVs/h66za0+v1jioQFVKI5iPoNhpAKIl7lUogJtEhEmdSOP+VM0imklY5S6MS3ECpcdcNUuWGg8EArVbL9P/uWOrm2uv1jChp1Iv3aGNjA+VyGQDsfqssQw0vzhWOF/OtaFyur69jYWHhqRnOBD23lL4BMGOU1Qt5r9nHh0SQ85WEgXk9JO38WVxcRDKZxP7+vunRK5UKQqEQisUiwuGwzaHl5WWTEJKU01HACNyjlGXF43GcOXPG/s97TkJIWRnLMhNP+74pQVeZHtcWGsaRSARnzpzBuXPn0Gg0kEwm0Wq1cOPGDWxubtrac3h4aL1hmNf0OCvW8f6yYAnzvgBY7kKn0wEAk8LR6IvFYnZ/eP4awVFDl89fNpsNRNXprGG1tlarFVgT6VxiPgmdKjwPrrWM4lD6TIcWo78aHaWEdDqdWn+scDiMcrlsVTpVGkvniVazY2NeOn/oMFleXraKfpcuXQLw+ApXAEC1WsUPf/hDbG1tYXl5GWfOnMFsNkOz2US73bboeyQSMaLqRq6YC8t9EEBgD+W/6WTTsQGOiRCr4LXbbezt7WFra+upSOQfNzhmzItaXV3FhQsX8NFHH+Gjjz6y9hyn7bqfJXjy85yDRjOTRmnEJJNJFAoF87Q9y6FZLcN5eHhoHkl629SDR8N7MBiYIUeDRSVx6s0iuNi7G6/q2unJ5HvcsLca/Vo1h8SJGzQ9derBBGAGCiMnvDaVH+ixdcPS7tvJQg/9lTFm0yMp21GDoWMjkqQjkp8hnUsjmUqazEqTZF0pikZvuElyzNWg4nuV1Oh16IbrSioYGaNBpBIwznXOc44Jx1Q7qbOEtV7Xk4Yaaazuxv5cHCuSYpJtRgiZb8HnmnOP0HGjQUepD/MqNIqic0fnPt83T/7zKDGPxNBb75YkPknQZ4ZEQtcCjrfKuBg5m81mVnCDzhkSAuYaUjrE510lXl92zur94/xgJEafM3U+8HMa5eK80IjBPDkb105dz9y5yvurhQ54fUqqVFpHpwfzLLiG8nt5bDpoVOqt16V9irhe6j6gFR75eY3w8Z5zrmqE8lGtK/wujawxWsxoMB1NAIzc8Zw0IgYgIE/UCDeva15VVUa/5jk96KhgxOlZU5Q8KBgxpBNAn4vTfN3PCjz5ec7BxZEJqgcHB5hOp1YNaW9vD41G40T0ZHkYzGYz7O7uotPpIJVK4erVqyaH0WiEesdZ6lcXKi7qjLoAsN+xWMw2F1Zl6na72N7evktjTaLB7uDaeT4cDgeSiFmJi2BODzcrbqytVsvOl0n5vHYaByQ3WpWJzRRJtACgVCxh+PJnFX5Gnxkj+KxCnCCZSuDC5QtYWloKaMNZTYjGAo9LyQilb5SvaFUmjqkSOo3q6OdpuEQikYBOPxY7aijJsSJZZBSD482/x+NxFAoFvPjii5aDlM/nn0pivDsO1MNXKhVsb2+jUqnY/aSHPZvNWrWwVqsVkIKx5DojjkAw54d9cyKRCKrVqhlyzE2gccMiD5QA6rOgRvmTlq8wH4Ok/ySCBm6v10O73Q6QBRKfSCRiVfaSySTOnDlj6/P29jZGoxHS6bRFiiqVijVInEwmVk2KawMN2ocBSVatVkO73Uaz2Qz0V3LzHnWt0YIGJB2U+3JMNMLASHSz2QRwbGSTXABHvZK04SodLZTFMYIJHDv2IpGIydo0X1Jlb5TQqUOA5IdrNEn+8vKyHYsEj59l5Imf0+9kmWPuDY9D6tZsNnF4eIjBYID9/X00Gg30+30rr57JZCy3iI021cnR6/WsYIQ2quUaru0WuM4oueR167qs0vE7d+7g5z//uRUPOq2g3Pbll18OqA18VbeTg5O5U3g8Majnrtfr2WLGZG42LDsNoF6bUiaSFmpzabgDx3lD6kFVzyE9YWrE8G80Xlg8gkYmNxR+JytrqXyLmxCPQVkTiQoJARP61cPHBH7m2bBhKjcrAIHja2U7PX+VQtH4UamOauPj8ThKpRLS6bR5h2lYMMpCQ1mlPhxrTapVI0JJp+Zm8fP80SiWJsBHIhGTsjCfhc0wuaHzmByXZDKJUqlkDTafdDUtQkkDjWNGfFgeltfM8Q2FQtatndJHAGaQaZEJ19vMcaHxwzHL5XKBiI4ma9MYVe83x1U9m673/lFDo5xfBo+SoM27Pvdv9IzzNc2XUIdKJBKxIiDZbNYiexx7Gvyz2VFlRMrkGFVgJPdRXB+NVzZmVvKg88yNmuhzpnuIPnOERn6UHPG3RkkowdI8QF1XVWLFNZWESCuYcu0hudLojxtl417A4ij8G9/HdUsj3vrMkQTRAcW1/VFA9yC2qeh2u9jb28Ph4aFVpKTkm+SREmz3OLxHei1ca0iItGCBRtMA2Lqs7SHa7bY1ni2Xy8+clP5BEQqFTO7GaKwSao+nD09+PAAcLVgHBwf45JNPkEqlsLa2hpWVFQyHQ5w7dw7NZhPNZtOiCw8D9QqpQf2kMJlMUC6XzXAslUqmBWeUhdW8FNwkXckWw/dMwCeZYPlaJtdz41ZCxY3dLa1N48GV2NHY4MauHljNL6IhMZvNAlIYldW5RrD2qdGcJR5Pz0MlNjSeGU2h0aObokrUmK/E1xn5oXFHI5zXSO8xcNxHQ+WHeq4aBdDx5ZzTaoaUe6ytraFUKhmJ02M8LZDosPcF+8Ew30f1+Hx2GPHiOM2TGBE02Gg8u5JO3ax1HEja51W3UymMlh6mwXhSwXHlXNOCDXyOVKrJZ5yE5EHIF+ecyt903VHJp857Rgm4NrDQBYkqx565NfpsaxU2Ro5UqqXgtbI4Bs8zmUzac8yCMXxGCc4bXoNGZ/kav5/XCMCcKPosA8dOD74OwIxvXpdeo66H7rPPz2gkiXJCzQHSPBU29uUYUIJIpxDPnd/D+8s5xDwpjYzyu/VePyzK5TI++OADND5rX9BsNs35xDVB7zfXZMph540T3+dGbkh4uFdRXeDKuxn5o/OsUqmg1+uhWq2easkX1w0WP+L+yFLeu7u7z7yK5rTAkx8PAEeb3p07d7C7u4ulpSV897vfxcWLF5FIJNDv99FsNnHr1q1Hkv+j3q/hcIhWq/VEc4pGoxFu376N7e1tJJNJLC0tIZlMYmVlBWfPnrVzKxaLAILyC24cXNQGg4FFRrjIU4fvNnDjgqj6aRrl/B7N0dFNXMuz6sbK99FgUT06N3PVyKtX1DUimJyphoQSMiVRWvaV+VEcDxqK2uPC3VRp7DGyRTJEryQjkRrNITkjWaRBpGRU75dLqLVZYT6ft4Zzi4uLVnK2UChYxb6niXq9jps3b6Lb7WJzcxPlctlkbaPRyAxmGsM0KJLJpMkYVS6oBgfvH3OiKPtziZL2YuIcYERzXjEDRqkYJajVaib/OAljOg90+ty6dcsKhgyHQ+RyOaytrSGRSARyG0jIWR1TjZzPuz7Oe0ZjWeHKbaLJ81KZDMebBib7IJGU8O/MTVEJKL39lIIuLCyYkcb1QKMTdOhUKhXLM0un00Z8i8VioI+PQiOqjAIruaPci84dGsoacebrXEuU/DDa5a5HjCSQtDHaw3VTHWwkgpz/6mDhGh+NRlEqlQKFYngtPD86CID5ET6SBsrGNGeJhORR4Pbt2/hX/+pf4caNG3ZtiUQC58+fx+LiYqABrRL5VqtlY6V5jW6ETfuLca3X/YJNt0m0uJaw6E273cbm5qbNx9Ms/UqlUlhZWbHeULFYDN1uFx9++KH173qY/okejw6e/HgY6Lmn8cQFkN6vR6lR1kX2SRtFNNK0uMN4PLYKSroh62fUa6bVbNwkf3q9KItQaQgNSZXOcZNRmQUNEOCYqOjGxb+pzEgJgLuR8fv1dVd24RZCcCVLJGrqFeT36jlwrJTgub9pCLhRpfvNCb5HzxM4Jju8Br1nAAJjo3I9GlpuP5vHLfN0ZW2uTEwlqMz3obeVxpZ7DCA4v/S4riSJ0IgYx0klhkr69d7d63nl5zRip3kefEYIHkvPSWVfbhL5w64TSuw0sZ4V9Eh+SPpY6l7JD8c0EolYxT0l4Xpt86BRVVfWxXmnhRE4lhrN5WfUM+/mWGluhj6j/X7fIjoayXafYzp1eAyV9PKeMcqhc0vXDV0reX0keHwPP6+kQyW+/G6N5HCc9O8qu9J7wDHjObvRTSWUvAadg7xG/U4ee97c5DVyjrgRdh1jVxr6efNb9y0d62q1ir29Pezu7lovMi2y4P7oveLYaLEZPQ9dQ1WyxXWDUTyOr0Y0SX64ljEv6zRC90eqRkjKSZ5brdbTPk0PgSc/HndhOBzizp07tqHQM88mXfNkNA8ChsI1VP60QK9Wt9tFJpOxJEw12HQDU+Oe5JCecHrEgONci3A4jHw+b951VypDL/JkMrGO9YPBADs7O6jX60ilUjh37hyy2ax51bhZuRuWytY0D4bGjkZOKN8gYeNmTVLFyJIaxJQIRqNR24T5vTwPEid+To0M3UBVckOiGIlEjPDxdzgctkic5iSpZ5hRJxorLomhF1Y1/b1ezwg9N6snKcfg+IxGI2xtbeHw8DBgONAgJ8Fl/pZKgWiIqvGn8kd6YFW/32g0bKw5Xpxb9ODS8KVshRIhejFrtRpCoZBFRvWamNCv/UJ6vR729vaszO1gMLAmjzovJpOJSf3W19fxyiuvWLGKR+F44fFZUp6RtUqlgmq1GnBqMLlfHQF8hpkLORgMkEgkcObMmbvklvPAyAbHnhFNjcBQttbr9XB4eGh5XColJVmtVqsmvdUkczoVmPOm0eI7d+7gzp07gWiLVgbM5/OWnM1CLOqg4BpEUsCInkuA3OsmaXCrDqrjg84J9hFSyaXmOmYyGSNyWjRF12WNeHNNVKkXz4vnQKky7wnXTa7jnKN0QrhEmJGTZPKo3D/Hhs8Az61er+P69esWeS6VSl/YATiZTPCTn/wEP/jBD0x+NhwOsbe3h/39fcxmM5RKJVy4cAHJZBILCws2t3jOTL7nOSkRJThfSH5Ho5EVOSEikYgV12CZeVZT3d/fN4cB95LTnONDOWc8Hsfa2hpeeuklJBIJVKtVvPXWW7ZmepwsePLjcReGwyG2t7cxGAxQKpVw7ty5gEziYQkLN6GTEP6lQRQKhVAoFCzxmxWyNFIzb1NnZIyGk0aO2FeCBhyLGHCz5YarERMSoL29PVy7dg2ZTAaDwQDFYtEaV6pUhVIanicTaeldZv5Fr9cLVH9KJBIoFou2oXOD5/nT+AUQMHwoFWs2m4E8HEauaJiR2PJznDf0WiqZpMEfDocD0S6N1rgRHa1GxOujJEcjOyTaSpwAmBwjmUxieXk5cA+eBEhGer0eNjc3cf36dZO1sTKUkhtq6wk1XrUxo5uHoR5eGvr9ft+qW7FCWD6fN0ON3nAafEp+KIFlmVz3mljFieM7mUysdxVJfbvdDjSO5HoyGAxQLpfR6XTw1a9+Faurq/bsPQryM51OrfntrVu38Dd/8zfW+JGJ63RkuBEA/rDaGFsA0FhfW1sL3JN5IHmiUU7SwsRwRqEomWWTU94HrjfMuSEpUvKj+QbseaSG8sHBAer1eiC/qdfrodVqIRwO4/z581hZWcF4fNwbJ5vNWuVJjZJyDmuejJIat3zyZDJBrVYLzDONoPBZZySeETjOD5LHbDYbyC/U3BN1PpEE8pihUMhyu9wonZIfbf6skSHO7263G3i2NF+J6+psNrNqauxfNpkcVRCt1+tYWFjA1atX56oM7jd/P/jgA/zbf/tv0Wg0UK1W0el0rEQ/n+XLly/bnOLazPMnUeTxuC5z/VfZIgutcHw5TvxZWlpCPp+3SoChUAg7OzvY2NhAv9+3MX5Sa+rTAh0N6XQay8vLuHjxImKxGDY2NvDee+8F1B8eJwee/HjcBd0QNbmTxiUNnJNAXh4VaIRzk2LuTjweRz6ftw2OBjs3Co18cFNQmYV6KPkaSQq/VzdjGu2MRsTjcfT7fQuZz/Mw06unXlqtMKMGMo04Gpvc5DXKo5Il4FgeRTkWN3SVNylxUGnEPDmbvm/exuhKSlTS48pWSAxIFlQ65MoCNXLHY5EckQBr93Y3qf/LyK5cmQulljS4tWKU5nRptEGlQnrubi4W56BGUzh+fL+Ok46v5pfMM+D1XvJ7513bvE1e7zelMm4OG3/oRZ9OpxZ5AWDPnxraDwqeIwkio35aspiV1eix5jlzzLTrPceVa6U6OuZBx5T3AoARGRJFNqXtdDp3RZN5/TRY3WIxlCtTlsd1QZ8BRpwZQaWzhA4etzog5yn/5paK1u9XiakSBx5Ty/3rmGi0WAu46LPAa+Ea5BrsHFceU9doRqlVYqr3w5XG6ppH0so1xXVauVGvec8A38OxbLVaKJfLyGazgTVNo2R63XxGa7VaYH3n+bInGcmv5vCohJUSLDojVEIHHD/7vGZVEnDuaGsBtjRoNBqo1+uWG/U8GPsaYczn8+YYodyPz8zzMBbPIjz58bgLo9EIu7u7qFQqGI1GuHDhgoV0I5EI2u02fv7zn2N/f/9pn+ojRbVaxWAwQDQaxebmJrLZLEqlEr7yla9Y/w0aYdwwWM2KBio3GxqTrHBDY4vkpVgsIpfLBYy/8XhsCffnz5+3DaparWJ3dxfLy8vmUaVnjxEmIEgmeD5s2EnPPT2g6pmnLE69rewJoZGX8XiMzc3Nu0gOfysRosGoBptuArqxA8E8ICWY9LYyGqLJu9yEV1dXEYvFMBgMAk06WX1PpXYkfySEALC/v49KpYJCoWASj1KphMXFxYBu/8uAERc6DHZ3d82g5ZiMRiMUi0XbNEmQacRyY1VCp+A48v7SSOSxOAaMXCQSCdOkk2Sw98x0OrVx5XE134OyI0YfZrOZ6fkZQZx3L+khX1tbCxhhWvkoEjnqoQIcGbEfffQRkskkrly5YnN5XqGFLwpKS/f29jAajXD27FmraDkcDs2bncvl0O12Ua1WMRqNrBiGkhBG7RilHY/HSKfTeOGFF7C0tPS550K57GQywebmJm7evIler4dyuYxGoxG41xx7zbGjAc1eVZQkUXbI6BvXARItrgP6fPV6PYucKGni/ymD5H2hcUzCpFI8ymU5TlzDOBeVhKkMlb8pmaTBr6RoNptZNGoeyVDjnOcCBCMPbhRNZYPAcbUufT5VotnpdJBMJu9yGPBcVO6pOTcci3a7jUqlgsPDQ3S7XRQKBbs+AAGJJ8kdo/ej0QiVSsXmKFUHhUIBFy5cQCaTwblz57CwsGDOFI1WMarVaDQCzxCLn3B9ZfVA7h0cW73/0+kU1WoV3W4X+/v7+MlPfoJKpXLXM32aweeuWCzilVdewZkzZ9BqtXDz5k30+32Uy2VPfE4wPPnxuAvMOeh0OlhYWLAFXvum3Llz5ymf5aMHNc6MACQSCXS7Xayvr1t+jBuV4CYej8cDG6J6ZplnoORHDRJNLOfrhUIBvV4PjUYDOzs7qNVqVnnI9YCrR5YbPo9PDTo91lo1ieTH7c3DaIrmhVDTzTwURpJ0PHgM4NiD6EZ9iM+LEinhcL3w6nGLxWJGGNvtthElVt9Tz6wa4ipl5DhMJhMUi0WMRiPLb+J7NGL1IKAnneN9cHBgGnkaX6w8RYLijpn2bJrn7VaJoeZSqREKHEuRSB55TZQPul5vheZkaHQJgFUEo4HrerH5PkpuIpGIES6eN4me9rQ6PDxEJBIxgkKj60HHn6AhyDLcNOwowY3FYlhcXEQ+n7dnlpXfSqVSYKwBWM8oetL7/T7W19fv+l7CjSJyrFXut7u7i3q9HnA6aHUxlsnmM0FpFiPJGk2kZJERASUqbuSC/yex03uoVRx5bTS8GZHktfGc+D4lukqkdf3ScWHUR59ZJfC9Xs/GW0m6jqvmHfKHa6T73To3ZrNZoA+OFpugnFgdVbqG6fcoIdIx5ljS0dDr9Sx3ihG8VCpl38+9hE1mSbAZXaQkMpfLWRNTSh3D4XBgLDVaTxmwW/wFgM0xXhP3KBdc06rVKg4PD7G3t4eDg4O57z2N4Dyj7HV5eRnr6+vY3NxErVazBrAeJxee/HjcF+12Gzdv3kQul0M+n0c+n8dsNsPq6qptRvV6/dSVr6Th2G63zVtfLBaxvLxspIAbDL1qaiBo/ksmkzFDhoalW7KVhgkN33Q6jYWFBcTjcbTbbWQyGSwtLVnODckMcLxxK2g8sFkpZUbs06R9dPh5Jm7yXPh33luVx+m5KlT6oRI6V34x75w57oxmqZRFNxqeW6fTsXtAeSA9pCRK/DyND5cccvxo0HDD0iIOSpg0D8c1ZlWywuvmmLP8M8eZzw7lJTxuPp83zyu/czwe231TGYXKktwcPMqDeF1ugQyNoqixqjIYesDX1tZw9uxZM7y0kIR69in1IGlQWaRK2gBYoQWX/JD80xvP62fxDzXUvihI7kiG1WDn/SBp1GINlIupU4G5MzyOShLH47GV93ajlK4UTh0lJI4kMsyVYW6Qfo8a5ySSbjSaPyr/4lhq8RF9/vl3lb+pFGxetFelspxbXCP085Tica3jd1CaRQeMzk3XwcTr4TrA58bNldHmzOoU4HOpVTLViaBzgq/TkTKbzWxeUg5MUqnkheeqZJ9jp8fJ5/MBQqc5N3SWcR7we1ZXVwMRdT4fjM5wLHRvUodaoVAIFHrgWPIctaAG5zfXLL3vjCINBgNsbm5aDtlpksB/EYRCIZRKJaysrFhUnv3C2A+RBWM8TiY8+fG4LyqVCt555x3EYjG8+eabOHv2LDKZDK5cuYLl5WWUy2V8/PHH5k09DaARyA3pk08+QTKZxMWLF62LOjchTcYFjjdq3eApQeCGNZ1O0Wg0cHh4aJELt9FhsVhENptFv99HMplEp9NBNpvFwsKCGRCuh5M5DOFw2M6fHtp4PI5Wq4VKpWLGCK+Vn2cyMTdFXtu8ynxaPIFQcsNIAv/u6uz5nUBQSqEkWo1TAJbEHY1GUa1WrWEej8kxpuGuRI5jov0oXNnNYDBAvV63hPO9vT0AxwadVjzU3BclPjwmPeCUvWnlQBLaZrMJAKbXj0ajRq7ZT4Pjz5wknaM0oDQhW/MlXO80f9OwyufzJuUBYF7p4XBo1ZwSiQSuXr2KV1555S6iSzLR6XQs6saIsUbraHAq4aLhqFE4fV5Yqpnjv7e3h0wmg2w2i0wm80DPM+WQJIPMvVOJJufP4eFhQC6l5I4J+91uF8lkEqVSKRBBGw6H2N3dtSgtnRe5XO6u/DGtfNdoNKzUNvOOGAXT+RmJRGwMGA3SSmRqTGtUhXNIvf0kg2rMh0JHvVsYxWakgIa9G0VjFNq9Ls47le1xTdGS8rzXLPJAaSTPhdeuCeOsYKgkUdcLVobk+VFuTCJfr9ftudMotZJTklLeH0oiSdboGCEJZxSEUSIdUzq7uEewYM1oNEK9XjfpJNdY5tDE43GcPXsWpVIJ2WwWi4uLgf1mPB4jlUpZwQPtE6XyXu5FWqCC5FTXYi1Ew8/V63WLUvHn8PAQu7u76Ha7uHPnDvb39wPk9XlBJHLUv+z111+3e35wcID9/X3s7++j3W57ydsJhyc/HvcFq2lFo1GLFnCTyefzVvFI9einAVzstQIXPbTAcTSCm7MaKJqvMZlMzJhQryA3DBoJHD9CN69MJmPRIPUGayUflWyoUa6GB3AckdDz5KatEjfd8NRQVJKnBIr3fZ48THXvOr683nmbBMdTj+2ekyZc6w/Ba+KPkj49D41gKYHib5IfHXsdY/0+vqaRQBphNP6U6KmHmgRAz1mjO/wOHb97kR/+fd6Y8rcSOP7m51TymE6nTSLGaAhwLAtiLgEjLDwX17vu3iN3jrrnR8OWxCIWi1l+jj5/9wPHjpEcnWtK/DnHGTEjUeD81CR/Xrc7RzV/js89DWYl2pTIMUqmUkZ3PHRM9HnjXND54N5jvU59jjnP9bnkd9/rxx1TXQsUbhELvSadh/OO5z6/bhTL/XGlcxrN0PGZN7/c73IdPjpmKmebdyyunzyPe50z1weuAXqPCTeSxmgZ8zy1sh+l2BpNc6+N30Oy7I6rPgfub43acl1hcYNer2fS1ecJ6uRKpVLIZrMW9WH0W3PBPE4uPPnx+EKYTCbY2NjAdDpFOp3G+fPnrbxrtVpFs9m0ii+nhQABR9fd6/UwHA6xs7OD2exIl33hwgWsrKwEDMhkMmm5Mlp+mF491V3zuJQ/cbHUksb0mrJggWuc8nu5mTKniBsm/82Nmd5oegNpXNOgVQ8pPZ7hcNgiBEpY1PDjBhkOh+3zvH56c13tPcdjNBqZN10NAk385XxqNpvW28SNHPGHRiZJnBo/9JoDwdwNjoVKfmjk8loYmWNPHBoovL/c8EiUeS/ooaahwrFmNS+OKb3o7KHD71MjzzXeaKi4uWMkWkp4KW2itzwajZq3lq9pPoga9axiRuNwOj0qGV2tVq18crVaDeSPqYHO7w2FQkaS6O2eTqcWTeW58Dv5LPGaB4MBbt68iY2NDSwsLOD8+fMmAbsXZrOjJpB37tyxIhgkUOzZwmINSnIYAYlGo9aokXOF0UeVrrmFKPiaGqeM6jDCy+e22+0il8vdlTPIwgdcV8bjMfb3983gpgefr3O8KfsiKeVYzmZH+W0s6sJeX5TuAkfklpEXlUVxLpHgqnNAnT6ctzrXeS68v/wcfzimPA7nkFuVTw17N7LEOaJOJZ4bZaM8fzqleC2FQgFLS0uIxWIWudRiCBpJJ1Fh9JISXCVCXDc5X1R6RzJMMpFIJCyXZzKZYHFx0c6RElg+qyRgHFM2NNXjAkCr1TLCwzWY56eEXp0VHC9KTzkXuCbdvn0brVYLtVoNBwcHGA6HFjF+npDL5bC8vIx0Oo3V1VVks1m0221sbm6iXC6j2Ww+NwUfnnV48uPxhTCbzbC9vY3d3V0sLCxgfX0dKysrRn6y2SxmsxkajcapIj8kJ8BxSVqWoWZCvHrwKOdJp9NWFYiJ0SQ/lF9xs6TxrBupGo8sh8pchHlePRIu3QR5/vRU0wgHgmW5tZoaCQcN8mg0agUT1CNIY0AlVloVScsv8/uZjE0Dl0bXzs4OKpWKXUM4fNw3QQ1+Goez2Qz5fB6FQiEQJaEsTSMGHCN6T/P5PKLRqBk5HAv9DHAs4aMxSQM9m82aMULjnbKqTqeDvb099Pt9yw+j4cZ+TSwR3+12AwY3j8XrW1hYsD43OgY0TDWSxusnqeA18V6r7IwSLMrqeBwaSSQ/BP/mjiubb3Y6Hezv7+Pg4MCOo88DiRwJI/Pj6DmeTqdWWVDnIotYaHSH8rdut4tLly5hdXX1C5Gfer2O27dv2/0MhUJWTITPIqVQOhdIctgbKBqNYmVlxfIeOUdU4kjnRrPZxPb2tjlO+HwvLy8jn88jm83i7NmzZrxy/dT5QdkV5ywAyx/jWJOYkDzQ6UEJJ3N9OIbtdhv1eh3pdPou8kOiRucBib7r6CCpoUHOdYeGM5uUcu5x3eNzRfJBcrO4uIilpSVTFzAiVq1W0e/3TRbMOepGjHUsSBCUvGm+F58Xkic2/F1YWEAqlTJZMEklnUOdTicQCeExSOr1mFrxUNchlf2R+JLUssmy5iJqBIlzSJ1fbDyqTiMS3HA4jFwuF4hIuVJIt6Q4x4bPFBUHtVoNm5ub2NvbQ6fTMVJ+mvb5L4psNosLFy4gm80aCep0OtjZ2cH169fviih6nFx48uPxhaGbX71ex8HBATqdjhm8zWYT6XTaNgBXdvOsgxtGJHJUrapSqZhhqEmoNBjp9QOCuS70xNELp5IrLU/rynpUb87XXfkSMF8eRiOXP/p3V+rAY/B81eOpUQd+Xhd711BSD61GvphMqz0RaEDQkKfMRLXsvH6STI3sMCLEsXIlQDwH99xdj7Jei36W500JnUpkaIAw2qNRK84b/aFsRaNw9MzyXtHrzPnCOcL7x7ml98PdeF3pzbyNWaNyvA79W7PZRLlcDnjYG41GoCiAzjuV8Knkh/dWjTz1mpNoKjFX44xrj0rsOEb3kg/xfa4MyzWcSRTViKfUiPdMJU8axeTzyHHgvWB0T+cJgMBc1fVBJYIa0XUlxZzzKnXiOKjk0F0HdN1RY92Vnep4qoOF18DvoRFNoq1SRT1P3m+OE8eK0W4eBzgmS/qaPsd6n/XZc6+bc52vKWniPeK18XtJukjUdL5z/upawWvguqxrfCgUsrWG0HvhkmYe211z9Hs0ysbxdfOjtHKjRq81YuyuC3pMRslmsxkqlYrlibLIgUo0Tzt0b9UqrJlMBqlUCv1+36LedF55PDvw5MfjgdHtdvHuu+/i2rVrWF1dxRtvvGHN1WazoyoxBwcHJjU4LVAj/uOPP8bGxgaKxSJefvllFItFM7AYGaBUQ3OD6NlmN256++k13t/fRyQSweLiIgqFgm1+9Dbm83k7Jo+rGy+NBs1NIBGlERMKhSw3gaBhyr9pM856vQ4ApnOm55xSGTU6uaHSSFWiwcqA9KRSglOpVNBsNs0I5UZMglAqlSxiQaLteitpkDFxmpXJdAPTyJmr7XfPn/0u+F28dwcHByZXodSIBIalZjn+JMKM/DG5fTgcIp1O49y5czbWrrEHICAFpMHIIgiu8a3Q+wEEjST13BO8V3xvPB63sRqNRnj//fexublpxTNisZjJ1hgBUGOac0kraGleAqOQnG90FDAyRSkQjS09TyaE84eGiVaAo7ee84t5evosTSaTQFGSQqFg5DMSOap6yCTzfD5vUioakHRUUJaWyWSMbNGoPTw8RKPRsIgrmyGurq7aHFeSrxFVRplCoVDgGiinpJSQRnmj0QgYtEqEeY9CoZBFpNVQJhnn+sD7QVLOCJFrvPP+s5AFACPEXC8oX+W6w+9ndIwRMUZhmVdJQ5+ln7UQhsp1uS5SoqXkR+V6hBIrlXmyrHqlUkG1WkUkErGy0eqoULKiuYB0xADHzgRWdyTh5H3hPKHclxJEXdd0jer1etZzr1QqoVQqWZSeaxCvnTlrSppVlqgRIFUt8PlptVoWsbx+/boVNzg4OLD7/TwQH44Jn+3Lly+jVCohk8mgWCxiNpvh5s2buHPnDnq9Hg4PD5/2KXs8IDz58XhgjEYj7OzsADiWZS0vL6Ner6NcLiMWi5nBfJpA4248HuPg4AAHBwdYXl7GuXPnrOysmztC44EbET/PvytBURkGSQ6/dzqdBjysrufOjSxp9I3GrvZwUYOXG6MSAfWW8vP0flGzToNjXgEAGlxKfijloWHKJo3akJGbthqBjK4lk0kUi0WTx5B8qVdTtfRuvoKSB+DYYHAT2JVQahSLUiL2flGpCQ0c/r3Valn+G8+JRuxodNQ4k7lUrJSmY6kGL41deoC1xLBG7GjIq/ed16k5CZwnBOeIRgVUErO3t2fPdT6fDxR+4LHUcOP46rxUQsvf7riTQFJHT1kU5wH/zblLCalGbvSamICsBEpJr95rlXvx2WREl0SXx1QZ52QyMQOdzzXnFAk+I8EATDrJ55oRFCUVfNYpsaS8cDabWU6NRhmZk8T1hnNFo7dacENzEfl9upZotTA3gscfPmNKfpQUkkgqCQmHw+aU4Pxi9I9zmvOekS+N7Oo58T7eK4LLOafXxPtPKaDmJXItIammo4WyMr6PRJH32P0ejQoyyq15N1zn1QFEcse1hs8m781gMLB1k2sgz4nzSqN8PEcSRY0eq5pA7w3Xu0qlgnK5jFarhRs3buDOnTuBZ/p5AglmNpvFmTNnsLa2Zn8bjUZoNBq4du3aczk2pwGe/Hg8FLrdLra2tqy/ypkzZwLRDXYiP63VTwaDAXZ2dtDpdLC4uIj19fWA5GI2mwU6fgPH3nXmQVCiQCOFBEBLyWouAhA0XtUgcT1zlBLNk3dx86Mx5UpkeBztzcINnl5iNag0z0cNOZ4jycF4PLbGnePxGJlMBr1ez3KGeCzKn1jeluSFxrlK3PijRrbK+YBgNEyNApWDEMyDcAmBelTpYVVPLQAjbyrjo4GhBp1LVOd5qoFjg01zDXRsgbubxSpxVsJNg0/vjxIBJStaMpgkgoZ8KpUKlO1VqRDngc4XlYTxvGiIKUGvVCoWsWGehRrHwBGBYJ+RarWK9fV1czDo/Ws0GhZJ4H3jPaejgeehieAkcyxDzOdKIzP6nJLo8D3MuykWi4hEIhYR1PLrGiXTKCaAwNznfWCeEWWB6mRhPhcjkJxb/Jsa5mr46lxwZWCMbJBocP3meXEOurIsfh/XB84Pzk8+V5xHSupdaaISUlcKxnXJzUnSvDeNpvK54uv8v1ZS07HRdVvJAa9Nr59RYf6dBV5I8N31kNen0bRmsxk4/1DoOH90OBzafeffeI9Vkszx4Xny2CRbei0audLnb29vD1tbWxZhfdISN71XT0NepzLrlZUVy+uhmqPRaNj6VK1Wn4so2GmFJz8eD4V6vY73338fmUwGL7zwAl555RWMRiOk02kcHBygUqngxo0bp5b8tNttfPLJJ4hEIrhy5Yp55bj5TSYTqwCmm6fmNWgJXpUv0APJvh4a4XA17gACsi56oymPoRGi2mRuhOwYTskEcBxtUr2zGuc0bOjNJUEBjg1IJujSyOU56YZB43o8HiOZTFrkRBvscbPmBq2bvZIxGo0qMwSCZX3nybL4NyVB9KarkciNmfldTJJXwqHd5zUZmedJwkfiSyOk1+vZGNMg1SgayQM3Zs4ZjQCpd5f3icfv9/tIJBLWEFEjg3qP+ENCO51Orc8QcFRxLxwOY2lpyQpOsGgAe1Zx3qnBSAPYNV6n06NmtSy+oL2b+KORmWQyiWw2i263i5/+9KeIRqP45je/ibW1tQD56fV62N3dtQgS5y7nB5P1Gbng/GWBAs1/UoLCuaqEgs+NRmhZ0KDX66FUKlnPH/YG0pwl5pmEQsdNbrXvF+WGAAL3iVCHhVY5JDFgtIxznMch4XOPo9eqEVvgqNoVCZzrkNE1g+ccj8cDDZX5XLOQCucix1yjNLxWLeLCtY+SuHn3h/eC82xeNIVRGM5xzlk+z9PpFK1WC51Ox54bno+bjzYajUyCycqIJDI8p3a7HYg4RyJHlf9SqRQajYZJzarVqvV/O3fuHEqlkh2TkVdWgNMom0Z09J7QccLvZ/SM5I7EvVwuo9frYX9/H1tbWzZnnnRUg/MKwFPJG45Go8hms0gmk3jxxRdx9epVWxe63S62t7fx0UcfmVNFnRYezxY8+fF4KDBBkhs5N+xMJmOyk9PYB4igcQDAkkK1H4nm3OjGrnISTfxWD6brEQaCzSp1LFU2o6+pnMWVheg5qGTDvU8aUdG/AUFPmZILNTj0/fqb58NkaiU/6oF2r1+9m7xG/ubxlcjMGxf3uPNkPTSA3TFSaQvHQL3B/Jueh445DRWNTLn30zVw9e967+adu8pZ3HPQ75o3T9xjqCxLr891ZvA4GpHQe3iva1Sjloaiyh0Z2WBUg4YeCRcjNHy+VOJIQ9iNACgZVYeEkkmVF+r5aWTIdUbovGT0h6Q/lUoZiWa0Q4/LaMQ8Y4oG4bx5r4RXI3gqX7ufgaZjMI8waB6TG3lSIna//DmN2vCY7jzmXOFaogY9r03nGT/L1+atc3y/G5liBJVzxo2iq/xMI2jznhW9Lve6eRzgOOqsjgmdgyTQnU4HzWbTVBN0lJCgK7lVIqgR43nkWM+R/+d9pXODJFeJ2tOAu64/CSjRZsVCtkYgQWQ0mhFlj2cbnvx4PBRY+a3T6WB7e9s8VOyFQ313u91GpVJBpVI5td6Sw8NDvP/++6YTpszl7NmzAZ0/cJzkrpu0ShIYXQiHw3clfodCIStVq1ANO6Uc9FqpEQDAXgdgm65KjdS40R4X3JC4IStp6vf7aDabtlnQw6s5EZQaqV5dNen0ZAKwggWUeqjBrtdCUCLEMVVZDuccjSxGbnh8etb5PhJXygJ5/ponwetgcQqVj2jOkyuTojdeCSSja9o7RK+Pn2GeFPOgANj8YK4Kx5yNSWnQjMdj1Go18yzTONfPU+JBo4j3gZG0drttY8Ocr2w2a889Iz+cS/OMYl4P7zM9+8yhmc1mRoQ5nzlP9P4xD6ZcLmNjYwOpVAoLCwtIp9Mme2s0GjZXeV+ZK0Ryw3vMCESz2Qw0kNQolsq++NwyoZ8GJYn80tKS5XzQ655KpVAoFOw5UO86o2CDwSCQT6NyVs0J0vLjHCcl+nS0ML+E48poC+eE9pSaJ4VkjyD+jXI4fZ44FryHJDh0BGn+n1YhcxsH8//6TOi6xPHkHJhMJrbe8vvS6XSAvDSbTezv72M0GgXWLY4F11qdCySwXJM1isl7xfumPalGo5GdK2WTrVbLvr9QKJg6gHOIn2HRh1wuh2QyicXFRSwvL9u8VsOcc4e5ksz/YkSMaw2faT7DvDec5+zRt7u7a+fwNPdnrpf895NAKpXC+vo6crkc8vm8tShIJpNm29y6dQv1et3Kx3s8+/Dkx+OhQCMjHA5jZ2fHJB9Xr17F2tqadUCmbKZarT7lM358qFQqgSaVsVgMq6urlsRNcONSnT03WxoTuiFrhSEaUclk0oxXNSJpBGk+AA0qjQjQeBqNRqhUKtZfg0ZSLpdDLpcLGHTq0VTPPHAsX6vVaoFGlvQUp9NpiwTSA+pGKUiOptOpEUca1NzwNQmYRITfp4YLDS41glS7T8JHmUM+nw/klqhxz4o/7A2juVjh8FET2PX1dTN0+JtyR0qvmPNEOZIeg+NE8qLGFd/HyGK320U+nw/0VGKOkZZkXV5etrkYj8fRarWwt7eHZrMZkK3x/mmSt84ZLe1K4qDRinw+b9dFiWa9XreGfxpJdO+5eltHo5FFapgzw+fA9UTTYGTxka2trYDDgetSvV4P9Kli7pJW46MhzGsjwQNwl2Hp5qkokZ/NZnaPEokEFhcXA3OV5KNQKJhhHI1GjWROp1MrkMDqaSQquhaMx2Mztkn23TwOkjI+C9rTikYw5zINY0ZBuC5pZIIkjOuEyk1VlqmRDq4ZSsjo9NEqd+l02op/aB8yyuIqlYo11tQ1jmsB8wd5r3j9bk5Or9ez+cmcJD5DWvhBmxOTaBGcB/p8qiyuXq9bLyvmhtRqNWxsbGA4HAaK4/B54LxnjiGlhaVSCUtLS1Z5kE4CrpXdbtfWFSWQ7r6QSCSsZxWjoWz2W6vVUK/Xsb+/byWunyZ4v54kEokELl68iNXVVSwuLuLcuXOIRCLY3t7G3t4e6vU6bty4gf39/bmOHI9nE578eDw0VLLSbrcBwLxI3KgBmEHNBOnTlgeksiB69ljemZEWljR1ZSPqUeSxeBzdcAEECIe+VysfMWrkynFUquFKyDTypOfmnid/lJDpd3Jjd5PeXdmRO3bzZDNAMOFfq+PRYKFxqFDyo9+h16ISknljovISjrUbiSBRcXvPqBxJ85FIcuZJCTmmek16f9zcJI2q6D1h1KndbiMUCln5YY6Rzh+9jxo50L+RmGshChrQPE8SIkY56B3V+cbfKrFSiYsa3VxPaFi7RJD3g+dBuWm32zWipoUKlATz//rM0VhnjhxJsisZ4nnonFRp1jwioHOJ56qFFPSe8DeNbp2LvHaeD0mE+0wTPDedt0oa9PnmnKS8zV3L+D7eX1cye69nmNek561RJX023XNndGie/FTnJx0gSkj0mJy/mg/oHk8jOy4517HQ53be+3nuJIpsZsz1gXJoJZp0XHBt4D7BXE13DeK16fqiUk6dN3xW+v0+wuEwut2uSdzooKHD4Xkw6vW+UylBskkHGyvV1mo1NJtNi7afVsXK8wpPfjweCbhoDAYDkwjt7+8jl8vh7NmzgZB9t9vF7du3T3VtfBoYlUoFb7/9NpLJJFZWVnDhwgWkUinzMjGywg2TXmD1SmuCqxpW9NRpgrZrCGlkQf+mBEI3XnqcuQkDCHgSNaeCSeqM5oTDR8UPNIqlhIq5YGqMAkESp6SI51ir1QAcNyJUWZ7KS9QIJ/kJhUKBxHF+B6UyPD8tR03DkNcynR7ndbEfjP50u11sbm4GIkcci9lsZgnuyWTS5Cs0hNxcGBpHjEypEcN7TEkWe7uo3JESx3q9jtu3bwcMGkqECoWCEQUavCRG9FrTOcHzJ+FhhIeJ7DxfRn+1EAaNahJjJWw6fkoMgCPS3O/3sb29HZjL6o1nLiHHlo0Y6X3f3d0NlMrWXlqM6KkEkQZPoVCwioRMaFYJIg1yRlMmk4nlBjDyQ+mmRkcoy2o2m3ZeJGjMlQyFQpYbxPmv46/nwigRqx9qwrs+O3y+GcVljiaJKiMNS0tLAGANGxlZGI/HgcgMIzUudP4yIqiFF7iWaGSKc0GNe5XMsVAFy5m7Rj6fNZILzg8W0tCCHqy2p84I/iQSCXtNnQ78LCMzPA4liXqtfAZJajh/Dw4OAhF19n3i+s25Qjkcf2iUc9z4rKoEj/2jGMWig4SOB0aKWPxjOBzi4OAAu7u76Pf72N3dRa1WC1RrPO1gdDsWi2FlZQWLi4vIZDI4e/YscrkcdnZ28KMf/cgKc3C9OG09Cz08+fF4hOCCwc2EXknKiih7ovzmNIMGPT1/wJFhkM/nMR6Psby8bEaseqdV70wjkbIlN3GXpEcTvrkx8piax8HvUm+mysEU9GSq1IcGHY08Eo5Op4PhcGjljxnh4MathIC5ETz3ed5GJXAkMtzUaZAyD0cNWpbRpWFCI5fvJwGjIUW5j3rsNaeCRijHXWVp6oXv9/tm3PC+s/Emx4zeXDbx1OpgHAc1bPv9vpWadaNmWoWNf1eSMZlM0G630Wg07Nrp2dcSypxrvGaNZqhcTaMDlCXR+OR9UUOfxLFQKASiAq5xq55pN7JJg0OjDySUfBb4XUrEqclnERZ+J58bnq9WkKPTQY9PQu1GQfib8sPJZGIGNOc1DXElgWr8d7vdu557zc9g/y8en84JPs98BknuVYKqxUI0wsPzo6Gr84myTgA2Z/gskXjoHHDXD30WONYaDWEOmn4nn2t+XucH56UbheXc4Pv5Hua+6FzitfJ+ad4gcNzbjOfHam9a6IIOAJ4rz9HN/+H5aSGT8XiMRqOBg4ODgJSQTo3J5Kise6fTQSaTwcrKikklV1ZWAk4gPmsa8eSaonlJfBb4fPF9o9EI1WrV8nLv3LmDfr9vEr3nCXyWEokEFhYWsL6+bqXk0+k0er0erl27ZtUNPU4vPPnxeOSg8cUN4uOPPzYvOJPYV1ZWzNPOJPnTjl6vh4ODA/R6PSwvL1segBoR7qbHzQ04btyoEZ158hX+m4aAyjvUO8zvVVKkkgDtoUGDQhOv+W8aXvT60wOpsjj3+tRwIFQW40ax9Pr4HkbJgOPEaxIiGuqMnNFQ0HN0iSaNFjWs3HOl0UwjjZ/TCJuOPz9HWRQNSkam9Pg0aNUAU3kW3+tG4cbjcYBMkeRRxqHe8nnHovFEI1097DwW5wCNeCVqriGpeQmMkjBPhF5XHWs3MsP5Qg8+jWASPzfJns+VNoMlcaAhz/HRCm4qe1TCoJFMvTY1iEn8ptOjIgXuXOKc1FwMHXN1ACgR4/XrvCa543G1vxbPm6+R3JCQcR660TMl6qPRyIw9GtmcPyTtfMY1/4/RDl6XRnJJNDl2JCd6bZyL3Af4/3lyYL1GXgcNfkZ8eU18LjVXzJ1LdCCQuDOC5kpoo9Go5SZxrXSbN7P/SyQSMWLLtUhzPRnhYZQwEolYDx9GY+lcUWeAXjvHV/+m16zzkufSaDSwubmJTqdjhOtJlpF21/InJa9j3i3zRukwY8Q/Eong8PAQkUgEzWYTsVgMOzs7vqDBcwJPfjweOcbjsSX/7+zs4Nq1a4jFYnjjjTfw5ptv2iayuLiISqWCTz/91HKFTjMajQZu3LiBdDqNhYUFS0jnZkbDTjcKNUQpWZlMJubNB46Na80pUm+jkh49tnr5XR0/k4iBY2OGRQxU8hEKHScIaz4Ie5foZkdZnRqC7qauEkAeX6VUNFrYhI/nSqOckQkeNxw+rhbH7+SY06CksaCfU+OLUisanJSMMQqlETJWKKOHHzjuiTSdTlGr1QJGmJ4/pVQ0sN2cC16PG4VTY53fRe+mawS6Y6NGrH6e80eJbjQatYIILBzAOUbjmAY3cFwxj4nZrFpVLBZtfMbjsXmlec8ZZaPskNEE9XZzHkynU9PlJxIJjEYjlEoli0zy+12iyXnLayehpRQJOCYv/AylZlyreA/5mXA4jGKxaOet56rV2PibOZGZTMbkpiTHlGWymAW/k/eABUs0iZ0kidF33l+VQnFc9VmjBIrXyHMnkafRSPLebrdNxuxWV+T38dlWcqJzTZ8vkndGDN3+ZLzPPGfOBX43c9r4uq5vXNco1dP1iNdOwsMoIKNtLI5AZwrnISuiUcLH4gb6rIVCISuiotHzbDaLXC5313PMf3NMgWAOJ89dI8X80XupeUX7+/tW0e3GjRtW3U+dNo8TumZxLpI0Pm6Ew2Eb60KhgJdffjlQMW88HuODDz7A9evXAxJU7lsepx+e/Hg8FnATot6ZXjEAJu9gDgcNSjUKn5R36EmCmzxwLBHUSA+AgJHuRmq4YemGyPfy97zIwDy4x3KNfvWGA0FvoxpxwHHivxYPcKMoQLAsrp6na5DoxkwD3yUASpw0suJ62DWK5UZ09LvulTM173j8blf24xoyel00rGi86bW4BJDHdcfKJbE0JlSW5b7ffZ6UdNEoUYLtRgnn3ev7za1599KNEpKgziuKoHOS50Pouer4aGSEhp8bwdOEdb0GTRjnuXMuzEtsd41P4Li5sOaU6Y/OBZ1zeiyNgmg1RN5DGowkDjx35qvpvdLx1jkFHFeE1PxBfb/73Gg0b14kV58HvY/8Xs57josb1VHCocdx1yB9Fuc5KJSgqozUnbfunNAx07Hje+Y990pK+KNyZH4f5zojziRsWm1O10S9v/pcuE4ifdZ4zSRdJGPD4dD69rRaLTSbTav49yThrleP6zvctZFyTlZ/zOfzVvGO5ddJ5ulc8BGf5wue/Hg8EUynU2xtbeGHP/whUqkUzp49i0uXLmFhYcE6trO7NTX7Kms6DeAm1ev1zBOnBsHi4iLW19ctZ4qeTY0MFQoFMyJJGOnhHI/HlritRIRwN1VCjUAtp0ojgBv7PIPcNT74Gjd8hXp8WfyCnnnV/wPHfYT4fnpjeYxisRjoneRKXvS9NIrVIOI1u2TArU6nHnwm4pPQ0+DW8rtsvEkDhJ5tRu5YJIASPp4D74OOG7+f361GFq+PY0UPt/bMocHMsWTEbjY76gNVLBYt94fGk46TGoE8H9cop8SMEhtGrbLZLBYWFsy447XS4UECyDmdSCQwHA6t7DoNk1DoqMhCqVSy9/P6KBtjQ0JG0DTaQiOeY8pr0WjedDoNFA2h1IkFRWg40TBOpVJoNBrY3t5Gv99HKpWyrvArKysolUr2vPM6GC3QHz4T/OE4MdLgOhNmsyOJH4kW55ESRkZMVN5JchgOh61sOYkJ77PmmrFyHsdnNpuZNzwej6NYLNp5aaSWv1UiqXk0fJaUGHKtUhJBZ9l0elw9kPOS0RbORa5Tmm9DCR2fZV27mD+pc0FJlkrCuAcpcdYolpY45/H4HMViMSwvLyOXy9l7dS665++W5XedJ+4awdcpc2RZeZZ3HwwG2NvbQ6PRsPy1Jw333Hl/HhU4R5PJJFZXVy0qzeIVLH0PHDkbNzc3LZdyOBxia2vLoq9PSgLocXLgyY/HE8FsNsPW1hZ2dnawsLCAc+fO4eLFixiNRjh//jyGwyFu3ryJn//85yZZOW3kh5vjeDzG9evXcfPmzYAk4uLFi1YRLRQK3aXN142TBjETo5nXoEnuusmrZ9b1+mv3eRonNJrU08vzcCMR87x7muStr/H1RCKBVCplm7freeamBgQLJmhuCiUpLLig5YNpBJL40LgjeaD8gaDBwv4p6rV3E+NVXqTXRiONYw4ce4D53ZRgzbs3NI44fiR/vDd0CoxGI/Mqu+NPI5CyNBJlGvTc6OPxOEqlkundKYlhJTIlT1ppi5IrGqw0NvlzeHiIbreLtbW1gIRHx5CGLMeYla60DxQr3gFAqVTC4uJigMzz9fH4qJQ+pWKMIvN+UvKUyWQCXnuSH5I/jhWfM3qDSeRItCmnIVGr1+s4d+4cVlZWkE6nsbKygpWVFQwGAyuR2+v1sLe3F3h+mFMzj/zwnmnxApekhMNhdDodIxnzGnNyvHhfOa/T6XRAosa5OR4f9aTqdDomeyVBUvKiY0nSyOPw3Pj8xWKxwLOijgauZZwXPI/BYGDXzXnPPBstKEFZHElfOBy2eag5S9xLZrOZyQbnrVuUwmr+jF5LOBwOkE829NVIKM+PslOVruo+oOuiRoRJYuc5lvg9JD+cE2wu3e/3sbe3Z6S8UqkYgZ8XOXoUuFdUyr3WR00uuC4mEgmUSiVcuXIFi4uLyOfzWFxctL0sGo2iXq/j/fffx8HBAQ4PD63nku5pHs8fPPnxeGLgYsME0UqlAuB4UWezuGg0ina7bZsqN75HDTcS8jg3CRfq4QOOpTuNRsOqUdFwZrU2NwfB9VxqQQBNDNcNVSU/ruxHpTM6Hm6Oikt8VBLiJmu748lr5r11ZT/q8VRtuH6H60FX+YkrBdFx0uO4Ehj9jBpTvDf80SibO06usTJPquPq3+cZtXo/+D6OlXvdrlFF8jWvjDbJEc+L56+kSN87T/Kn95jeeVfipV5pRqg0yqKRRI61nhcNPC244RJvndckwyR57lzmb527vK/ufCc0Cggcl55nfg3HmddH4sW5rT801DhW/D9zW7TSokYEdQ7p/915pueuz/a8a9HjMCIz71y1IIAaiSo75GdUXsY5pusU/8bvdR0d+pzodbklp/kZPTY/M28t1HFSCajKGjWyplJbXqu+j+TSzc2cR6T0OxX6f30+Oec1YqnHUwkmx0OrbTYaDYtqcH5qcY8vCx1n9/zn/f9Rgt+tUUQdX+bKsYmx5u3peDYajUBPI46bx/ON0JMy9h4lQqFQHkDjaZ+Hx5dDLBbDmTNnUCwWsbS0hKtXryKbzdpmPBwOrbNyvV7HrVu3rJTwo4IabFxU6cl80uDGSm1yPB7H8vIySqUScrkcLl++jEKhEChooNp0bgaa2KxGIzdBLTjgRiYYRXLlYXp+NMyA45wleoPdz6dSqUDkhkYSjUhNAqf32DWMaSyy/DDhGhc03DWqoMaSJlm7ZESjAWrYZ7NZFAoFAAjI8rRHCeVs2WzWvPg0aNWo5jwbjUYBmQWlX2xoSONKiRHHR8vvUnrFqkU0Ethvh55zGm2MAur102s6m80s8qORA3esCR0nTZinx539dtLpNIrFImKxGEqlkuntM5kMYrGYOTV4LuzXU6/XTaLFsVDyRG8upYdq3PG7UqkUms0mdnZ2MBwOTfevc13ngJKvecUheC9HoxHK5TJarRZ6vR5qtRrG4zEuXryIy5cvW2SWzwKLEOi9Vgklo6x8HTiOsukzqM+VzlUlfzpW6uBQEhgOh62kb7/fR7lctnPk+VFuSymWEhB9nVGY6XQaWBc4Zmqkkijpc6nRKZ1fSsQYBVQi7BrjnJPus+Zevz7v/H46lTiXlVBw3XCdPOq0UmOcYBRRpYAqIeUzxeeGji4tVEK5s0ZpOX+bzaaVc6/VakZ8NjY2LCrFe8p19cvCdWio0+pJgM9CJpPBuXPnrAAI/57P5wOV28LhMMrlMu7cuWPRwVDouI8X16hut/vEnJweTw2F2Wx233rlPvLj8cQxGo2wsbGBjY0NXLhwAWtra1a9aGlpyTa8bDaLWCyG7e1tK5bwqBYtJT6qDVcv4pMCN+5Wq4VWq4VIJIJer4d2u41SqWR6Zs2Z4YatXjGViqnRxve7Uhb1pPJvaqxpDoRrUKg3lGNJQ306nQb6aqh3mMYbN2f17un4swIPr0nPb54x43r5SQSV3NL4VaKoRIvfSaLI4/b7/UBvlnvNDxINes1peKjBxHtF+ZxGYTRBmgYvjUytTKdjChx7SFmyuNvtWrIv5wWNVK3mRiJFIsv3urI/Xq/KczjvCM7LVCoF4LhR6Xg8tjK+kUjErplFAmazWaDfFY1ORjzD4bAZdGpsarSMPZU4fnye+R46VDSqQvLF71dCNJvNTAIZCoXMc9zv93F4eIhG48jvxu+jLI6yKzU+Z7NZwHjVstGci51O567KhToXw+HjymYabVE5KJ8dHlefC5IHEg7OI+Yi8b5Go0eNNdmTrd1uBxq9qpHJ65tOpxZ1U4eSzlH9XhJlznm+pnluKiHr9/u2lmhUx40IESSg+v1cwxi5oyyOz4IrxaTETeWdbmTNXdc4d/T/7hqvpJDP9WAwMOcHnVO81ySfXLcjkYjdk36/j2q1ikajgVqthq2trUfes2cekXySMjHOjVQqZbl0ukYWi0XkcjnLdRoMBqjX6yad9/C4Hzz58Xiq6Ha72NraQrPZRDqdRjabNSNteXkZkUjESAENC2rTHyYnSD3zwHE1rpPgEaKRwK7SGxsbNj75fN42bvViq8EKBL2hKpmbJ51yPcxqKOvGBxx3uNfqRvpvVy6mOn1XtqLypXtJ89RzzWvRY3O8XAOFOT00HNV44vnT+NXcCsqTAARKnvK6+D49R/Xmq5RnXs6U6wHnsXhc9kOhwc73sGcPDX4ac+op5/UosdcIkBovJHs0DlXipXPHPVc9vhrdNDAzmYzlWTA5vdlsmseWETKNXHIM9NjAcTU47S0zb15odIiFNIbDIXK5XEAuw/nL6+Bcca9TCbSOGQ1jJlHrvdNIo8o9lVwrkST51Ovj/XcLjKgEikY5j6f3ifeRuSYkLhwfN0rHSAMJjJIUPkN6DRqZJAGdTCaBv7nX7D6Xuq5wXpKcAUG5Jt/H/BmNQvB4JHcqyyNcoqLPov4mQea6p2Ogcsl5kQ+dL/xOkk99Rt1jTafTQLSX91/nNiVaLAY0m81QLpext7eH4XBokR9KxL8sdE1Wp43e98fpGFQHnjroSHJyuZzl8zDiO5vNzFGoea+VSuWR5xd5nE548uPxVFGv1/Hee+9ZMjU7w3/nO9/Byy+/jG63i/X1dfO6lstldDod3Lx586HIDzck3cxOAvEBjgyjVquFbreLSqWCSqWCeDyOXC6HhYUFJBIJnD9/HmtraxYloFebBgPzOOht1qpJSn4mk4lVv9EoTi6Xu6uaGr2RrjyEGyQ3MW7wjCyQuKrsTo0AnqtLfNRgZzSQBsM8eYkaWplMxvppaP4TN/BOp2Pkkppx9aIDMG88IwFq/KkUx00y57xirtq8hoLqlaZBOx4fdYXXaEU4HMbi4iIKhUKAsOj9o5adf9M8FI3mAMfGv0p9KAHSCI8rgeRxk8nkXRJC3ivKMkOhkPX5IvFtNBqIx+NYWFgwaaASZZXj8RwYbVODjGOlifZqILOJJKuhDQYD85Qz4sRxdY12znWOMw0+fkckEjFCpWsFyYZLpN2oIv/GY6osTlsDkNxynJT0kWiPx+NA7xleEyvf9ft9KwSi49rr9QLV0PR55ThyXmrFSZcs8pyHw2FgPug1qzOJTgstxKLjx4ihSndZmIDrBtcCdVrpWgEcy850TrnPIu8tiziohFKLR2huEM+Z18wxpUOJ36mf53mx7LQSeM4DjjePqUSMPb+azaZFdqrVqhn4GkV/mGpudBBFIhEbJyVtisexR2rxiOXlZZw/f97GUYsaxONxbG9v21gcHh6iXq8HiDafbw+Pz4MnPx5PFSwpCyDQYGwyOa6+VSwWzdhhM0EaYep1e9CFWb2zJw0qP6PhqU1FFxYWjFxQQkJDAQhKrbgRuwnKunFSFkQjRQ0ijRboZ4Hg2NHb6UZ0+D1KQPRHoV5d15vMv9Pg0O+d52HWaA8NIb3n3NxJAIDjJH7eAyVkarC7Cfnuuer4qsHmXq9eK3Bs/PCHY6bebRrT6s2mQQfM1+rrefHaeC9dqZLruVei5t4bjfxw/qn3nOeqpJlzTO+J+wzq986LysyLFvL+MArEaoBuHhjvs0aE5n2HG2XQyIgbudPIgxJ4NdTdZ0WjdjyeRuP0/foc65xwIwo633kdeq6cXyqBdOewRrDmzR33Xt3rWdV/6zzhuenzyrmg79VoqyvB1O/kfeG85uvz4N5n91nV86IzRL9P58a84+r1uOfPZ433jPePzh89rkbpOp2ONQKu1Wqo1WqPdM9Soqb3gdf1KI4/b60nSG6Zx8jS98zV5Fqr0kkWBzo8PHzo8/N4PuHJj8eJAcs1A8C7776LnZ0dpNNpLC8vWyLouXPnMBwOkUwmcf78eXQ6Hezv75tHk7kRpwVqELXbbUynx93GDw8PkUwmsbi4aJK4paUli/LQ8Ol0OubJpCGoSeTsj0AvWzh81M+iVqsBuNvQUK+xGlgamdGIGomqbvxaSYmSLv1R48vtWUIPLj2kLGWt0Rd6Afl9NLyZa8N8IjUmXcwjZtr/hNejlczoQVYPMTdvvZc0fgFYVELHRXNOKPFwCSmPQ6LHc1HDm9/pXo/+25XOTSYTJJNJlEolhMPhu3qrqHEIIFBemtGWSCSCtbU1zGbHxS80cqQGJ8t/856R0KtUEzhaH7a2tgKkVCN1/DxzmDqdjuVGuAajVpakl3k2O5YazZOV8v7wGdKcLkr71HDjMTVPSol0PB6/iwCR5Gpit64FKgF0S0Xz+RgMBgH5mEpOo9Eo8vm8RZF4f7nuMidJCRVzbziXSTAXFxft+aZUSaMRzFmZTqeWg8HID59bnTMAAj1pNBpMOSihpEJJJtczRkRZAr1YLCIUOsrfajabdt84box8KmFhoRVG4UKho/wsLTHOCCPvIYuT6PzUKKs6UHhMkpzJZGJzdTweW/nqXq+HarUaKP/+ZeASamI6nVoeljpRHha8znQ6jbW1NYvu6fmEQkd5gsvLy5a7x4Iau7u7ll9HUlar1VAul61wgYfHl4UnPx4nBvSA9Xo9vP322wiHwzh79iz+1t/6Wyb9OXPmDGazGVZWVtDr9XBwcICf/exnqNVqVu7zNJIfAFYtLBQKoVarWZGIS5cuoVAoYHV1FblcDkAw6kLtvxISJsOzmg4lGMxnKJfLqFarAI4NHu2Dw6R0NchU9qTlgLnJqxEAHOvbNUFdjQSNrKiEhd+p5Ie9b9yEfhp/nFc0LFKplI2B6+0E5pd4pcGpcimNCA0GA5MQ0rindp0VtNQTz2thngclXVryludPfTtJhB5HNfMkF9obRWV3Sjop5VFyyE7nlJrEYjF0u12T1Sl54ziRKAyHQ5PgxeNxrK+vmxFJw4fXTEOORqpb1jiZTFr+H89xNBphc3MT9XoduVwOa2trRjBo2JHwMpmfhiP77PCeZTIZADBDnISy3+/bvNXqUjwHkh8dCxpisVjMJJQaWWq1Wmg2mwHnAe+Zyj513VJZnt4jLaKQy+XsGeRcJ7FX8sO5EIlErDkw5xqfOy3+oNEOXXeUyJJQ8Fo5RrwWlQ2yYAjnKskVq51p5MeVtblRtnmV/3QtoVRvOByiXq+j2+3aXOZz0W637btItCmx4/fHYjHkcjnra8VCMipD5LOmzweJp56TG/ngesbPAzC56/7+Pj799FOTu9GZ547Dg+JekTmOg+Y3PirwGcjn89aHR8FxYEGDVCqFdruNRqOBbreLnZ0d3Lhxw9ZuNxdO54mHx4PCkx+PEwc1+Hu9nnlVXZkJvavpdNoMPLcPi3rIn3Woh1tLRne7XTN8q9UqEokEgLslZK705F6yH8L9vCuP4ec0b4EeRDeZXb9fpSbquXevU8+Dn+NxVU42TwrjHo/vIXHQClh6Tnrdmo9CwnCv+3K/OXavsXVzZjTa4Rqg8+RHeh9VUuN+D41FHaN58hYlojymSiX1GvU81MPt3ge9Lh1Tlde5SeTuter86nQ6aDabRjYZuWBEjwnQ9NAzIqxGNdcXEk6XfLgkxR03V9akBjMNaL0WvR86F3R9UgmfO74qyeK94BhqJI7v5XfyHDWBXb+bY861ksdUkq7jwf9rtEojsfx+PV+Fa3zreN7r2dLr18+oQ8SNYrpNa+ftC/rM6+c5LqFQKHAcjbjqv/V+AMd9n/S4GsXmeDNKxGgSozyMVjJ35VGWlX5Ue6C7diiRJuhMI4lkRTu+ps81GwrTecKKlWwxwCi6mzfp4fEw8OTH40Sj0Wjgpz/9qS2kjC5cuXIFZ86cQTwex8WLF026Qc/14eGhJdo3m82HSgg9iVCDdGNjA7FYDHfu3MEnn3xiVbfocV9dXUUmk7FKOtFo1IpL0PNOaQ43/tlsZt5xGnkqi9OIj0Y7AJhXlMUN5hm/NDJ0w5yXk6SGAz2UGu1RUqNGEY0qvkavNT3lqVTKohE8FqHRHEZu+DkAdt5KEPibFYvUoHc3bo4lo2zanJNSJCaxA7gr+kDSSNkTPekcU14LIwfsdE+jn791/ACYN5/GG7vD0xgjkSLBcKvl8X5xjvB8eF9Zvj4ej1vuAj3lTNjXyny8fsqCGo0G7ty5g+3tbayurlrkk8YTo4WRSMT6/PAc+UODkuNCA5dEihIuSnBU4sgICecWJZ46b2jM6rzQMdYIFwmbzhUlA27khEb8eDy20tmJRMLmlz4zAKwIhMrKSCBVdsbnnmPtOgFisRiKxaLNBcoU6USg0c6IHecw7wXPk9ej0T06cJiryPnAMQiHw3Z/9JpcQgEcGfdci3R96Xa72NjYAAAzqrW8tjpVOp2OOZOGw2GgeAHnDGW6jFxqyXFGihiN0zUhFApZn55er4eNjQ1Uq1Wr6DaZTNBoNNBoNOy4jwqPivhw3HRMKGtjdAw4msfsKZVIJKxQD5+R8XiMnZ0dHB4e2vVzbnNeMgLkRgM9PB4FPPnxONHo9XrY2toK/C2bzWJhYcEMoMXFRTOMaSgBx2V5KXM4TVBPrStZCIfDKJVK1geBRr/+sCO9SsdIOkhI6KlTeRq92/wcjWAacjRYS6WSyd1cUgIcV2WivIfGsxIf10Oskho18ufJSzQCpJ56bsBMsFX5kvt+Gr40uGiwan4BcOzJBY6lHrxH6uHUaJsWltA8IhqOarDr+KihRXJDQ5mGAxPa+TmWkOf90dwejQpQokL5Sb1ev+uYem2cMzr+KoFy76WOOw1wLfCgxSSUqDHnhNUP9/f3AzlFHBc1yJrNppUEJtHXMYrFYkaM6MGnrFPzffRHI0FKVElOVTanZeP5vOmY8Lnh3NOKchq5YWSL/XiYfzWZTJDP523+aUSH91Lnkjbn5f2k00Pvn1YA1MqGbqlszYVqNptWijmXy1kjW+YW6T3lGGhEkk4VPg/8fu0dRMLE/Cy+l+C109mlRJ3zZ55zhZ/lD8ea40ZSxvm7tLSETCZj81/JNQkxXw+FQjbXKAemlK3RaODWrVvY3NwMRJDcKOhJA++LOoiy2axJrtUZtbCwgFwuF5jXfIa4Z1QqFXQ6Hezs7PgcHo8nCk9+PJ45TCYTHBwc4NatW4ENn4YVS+rG43H0ej2kUimLDKm37iRvMg8DGjvU2e/t7aHT6SCdTqNeryMWi2FpaQkLCwtmEClBoGeOHlhq67nh03tLg4SfY2IwPeg0ZEjOxuPjxo300tPwcqVV6sWmsUZDnd9HD+s8aZhLCvh3XiuNPn6XRqZcmY/Kr0h01BvJ/6t8RwmYythcI5X3SiWANPa0spgar+5naKzzXul30WBVI19JlJ4PyZ16rXldPCYNe5I5jbKRKEYikUCfIhr60+nU5D3dbteMYiVRnFc6llpmmISHnuRw+LgJKr9rOp1afpfOUd5fkllGKZQocmyYMwLA3svIB4maevV57ziOKrHifVOiT0OeJc75ec5hjZzQUcHvm0wmlnvH92tkUUmBC7ey2Lz8Ne1Pw+PxXtCQV3KUTCaRz+eN6CnZ1QiWrk/uebrXDiCwbmjeo0aTdd1SckQiousMyaM6x9wfRsVV2qbPM8kVnxHdQ0jUec6NRiNQoGA2m+Hw8BAHBwdWal8bLbtRws8Dz+lBP3c/aK6lFoThWPJZ0GefzshMJmPznmPX7XYxHh/15ePfuf6Wy2VrHuwlbR5PGp78eDxzGAwG+OSTT3Dz5k37WygUwosvvohXX30V6XTayA+7Pg8GA+zv72NzcxODwcAS308jZrOZ5TuEw2EcHBzYxkXt9dWrV3H58mWTXzH6oF3nmWTPDdEtWMANTjfFQqFgsigayZSisNoajVd6BdUgU6kQf5hM7Epp3LLDSmZICmgQq0FK8sB+J7rRa/lgNxLFxFs3CqLeTo0+8FiUzbm9XdRjr8YiDXTK8pgHwO9SIhaJRLC0tIRUKhUwjkn2tfABcGxYKsHj+VBaxmNo0jqNbxozSnT5Q29/PB5Hu922fiQs6BAKhax6E+9RIpEIGD9a+IFEjoUBaJS+8MILdv7T6RQHBwc4ODiwfkK9Xi9gSC8tLVlkJ5fLWaU3VmZT0ClSrVZx+/Zt9Ho9lEollEolm+ecgyQ9+Xw+UM3Ple8o+SHhisfjgX5EdApwrtII1+NqFJCkiHNVpY4u2dZnlQY7x9iNbHDc6ajg9/KYlNIqEee4TqdHFSl7vV7gHIFgU2I+yzwvndd8bliYQHu2KNFjjiO/h/dR5YMcPz4DrGCpVSA1NxSARW4mk4kVbVFC0G63rfKiPu981tlwdDAYYG9vz+Yjv7fZbJqsjURa79ODkBjNOZuXY/VlkEwmrQoii0ekUiksLi7aGq/PPde3QqGAeDxujgjm3bVaLdTrdXz66af27PM6GcXkeuzh8SThyY/HMwdusopQKIS1tTXbBFgIgQYCy2hr4zzXG3+aoJImejopL0kkElhZWUG73b4rr8E1rhVq8KjxrAYAj6eGEw1BlapptAVAwPOpP5rL4jZT1HMC7i7lPM8DrhElRhj0+tWbPk8WM09/rgac+/2uZ3reOfGYriGo1+l+J8dE3wscd7jXe0ljnOei8kP3+hhh02dCx5IEWKM9NMIYNdAS0TpmvFc0fvX+u+Or80rvOSvA0aClEcX8vlqtZsY3ozpagYvHvVdEjtfOKnGU55EA6rxTSZYrcdTooMoeSTy0fwmNeXfeqOSORJ9RWI6Ljtu8ue7OU31edF664z3PAcBnViMiGhlklJFw5xq/f9556vwnuF7omHAc+d06j90xU5muzjn3OXOdDyT6Kifm9+s56TzneFAKxznZarXQbreNnPP/j2K/0XF5mM/r/5lTy7xR5jixCWk8Hr+rUTX3lWg0avObc52VEFnC28PjpMCTH49TAUoKPvroIytNGo/Hkc/ncfHiReTzeetxMRgMsLu7i2q1in6/b4nXmmR+GqHJuVtbWxgMBubBp6evWCzaZqZlnYHjfBaXBGjlLCaea+8Keqzj8TgKhQLC4bBFNei1dj1/mrBMD7lu1q6hTA8uDRPtreNK9BhxcDdxNf54DjS4KOHivNL3a8ld18jnufGcKXVSby3PnceiIdnpdOxzTBhXQ01JAceaXld+p5I7fpcSITVe9PxVo69khEY4x88lsDRwSHYZGUilUhiPx0ZSeP9ms9ldsjz9IRHhfNrf37djUDbE3i163Xpfer0e9vb2EIlEUK1WEYvFUCgUrAyy9p5hhSnmFjHSRakZC4noNTPSxHumEUUalEoANGdNx1fHQKWCbjU2fi/HhwY3jXdKVJW8s3eKEgRK59RRohFNSp0o9+L914grwX9zHrlrh/vMqsST94vXxeeY4z6PHGm0gFEiJfoq03O/l4SIzykjgUqcptOpRcCUzGrEmesp87wmk4nJ2jgvtVEp95dH5Whzo+RfFLyPpVLJ1lbuAUtLS1hdXQ04hOg45DPGa9CeXG6hFq5FJD9Kij08TgI8+fE4NTg4OEClUgkYyS+++CJefPFFrKysYGlpCZcvX8ZgMMDGxgbK5TIajQZu3LhhiahuBazTBMpeQqEQNjY2rJAEx6pYLFozuhdeeAEXLlwwA4YGMQ0HVuiiQU2Dlka1Fp6gFCeTyWBhYcE8hCRiNCBouJFwsHdPNptFPp8PkDc1kF3dPM9P+xC5kY9UKoV8Ph/wnrvGnOvN5+fUCAuHw1ZUgknkNMD1t0rF3OIONLDUIG02m9aYk5XH3HPS5HhG2pjErsY3x5T3SYkmpVgsiOD2HGLUlNeiUj7XeB6NRqjX6+j3+4GIUDweRyaTscgMCQWNez1XGvs8LqO87NmyubmJWq2GTqdjlaI08sF7qLKodrttRJLzvVQqodvt2jzI5/Mmi+p0OqjX69jd3Q2UHc7lcrhw4YJVSeT5azltVkKjnNRtokqpk5JQNwmfY0BCy2vUueJKKNUIdSv70VvP+83nkfdPDVq+RtJGCRqNV5UJzjO6SSbnlZLXnDMlXG7kSgki30epGn+4HpH4syCEznkSbyUsnNcEyc/KygoSiUTgucxmsxbNarVagRwuPmvsV0Vp9Y0bN3D9+vW58l2dn48C86LQnweugbFYDGtra1hdXbWGxvF4HOfOncOlS5dsDR8Ohzg8PMSHH35oaxKfO0oc9dh6nfpvn9PjcdLgyY/HqcG8zYCVdVi2GcBdRkE2mwWAgOGtnufTtnCrQa/o9Xom82m1Wmg0GqaZp4SE0RJ3jFwpCaGeZo2y8L36Pvfz7nvv5eVUyZ4awZqsrPIp9TKrvMf1LM8jRLxW/TeNUVfypNeohr2SRODYm+9KUBgBmidtcQ1BV56kx+dn3evn2GkUSbX888ZB8xyUjPG97nnRUGQRATYfpUE9nU4DeSyMRGn0ibkDvV7PvMgkcffK29Pnlsa2gh5pevN5H5krxyIMOpf0uXGNdY2A6Wf0h+PH30oG3Dl/rwin3if1zruRS40k6Rx2C3vca06584fvdSOjet7ub52LStTdZ0Pnl8pPNcLkzkeOnUseCXfc3bVAj8Xnl+san1GubZwrbu4gc5J6vZ5FIxk5fFBS8jig+V8qlWTkO5vNWgsELb7RbDYRDoftOWi1WlYCnFFYkvPTrJTwON0IPYte7lAolAfQ+Nw3ejz3yGazOH/+fECqEovFcObMGSwsLFjkYTKZmIeZspdWq2WL/2ktjqCgPInlS9kTiL1XMpkMFhcXzZPP/Cluqsz5ofxBoyXciBlNUCOSEineC3po+ZPJZMyb7Ro/wLERRQ8xDWotyaoGP3B3Y8Tp9LhwA89fS2mrwaS/AZhhoVIkNzrEa2aEIJvNolgsAoBFDjRawVKwavC6xjLPgbkHlJowYV4T4mnMMZqg9y2VSlk1M81V0ZwtRpro1ddr5XFUoqU5OUS73cb169dRrVbNUJzNZjaXmGfA6AUT67e2trC9vR3wtmu0cR4YBXEjVzrXM5lMIDdE5wKjYLPZDPl8HoVCAel0GleuXMHKykogiqc9s7hu6Dxj5CcajVqUUCM6hM4teufD4TA6nY7lOLKaZTQataprrJ6nkRuda9qfiwUbNIqqRIJjwedSX+e4RaPRwFzSXBr90VLVjNK02207VyU2/KGslONPksxCAhqZUjmn+8OIplYs41zgek+pMwu10OBnlIvn1Gq1sL+/b3OWREjnIsfqUeb0PAwoYWPpcUZ4OBaRSASFQsGeMT63h4eH2N/fN4JHtQD3xXnFOTw8TiAKs9mseb83+MiPx6lGu93Gxx9/HPibNv+kERSNRq1fRb/fNy8lvc3PA/nR3BvmbqgRUSwWsb6+jmQyaaWyaYSpxAU4rkREg5k5FW6FMzX0qBWn3l7lWuq5BYJFArTxpm7G9OaqFIg/2qODx1eyxM1/XhTDlXSwGp0SCpXw0cCjt5iRNPVC8/OajE6pFEkGv881rOZ5+OntVaLJcea90XPlOTJ3Se+FSw5ZoY1V2pgHAsDKDGseBA1KNh49PDw0g3Y2m6FYLKJQKCAWi6Hf75sXmn2YdnZ2cOfOnQfyplOudL+5zlLWBImK6y1Xg3swGKDdblvVK45JNpu1nCaSA0rJ+MPnIJfLGbll8Qi3UqArF6OUkc8L8+fi8bj1pdF5Mk9GR4dAOp22Z91d15To62/eX46NOx/dCBBwTCS1ciFlt3qOGs0i6eV85flxTeZx+Xl91vi3eXlRCj4XzI/T3l3tdhvtdjuwrtRqNWxvb6Pf71t+GVsJnNTIB+W4i4uLKJVKeOmll4zsc67xN6skMhf2nXfeuat3nIfHaYMnPx7PHSaTCarVKjY3NwMeXODY68oGfYPBwLrIU4dOr6jbIPQ0QuVD1LYzEZid0ElUGBGiN117p9CzznGaF02hcU5DW40deqa1uhINJELJhMrs6L10jUxGMGhUajEHjd4oQeD5qnyH73GlQioV00poPAYNOu25w3FQo1JJnZIxgiTNjZipQarjoZ/l+GiUi1DCSHkYx1KjdbwezfPhedFIZIlgStbU6NbIgyZTk1QyUvAkoNfDa6K3G4AVSSDpi8Vi6PV6qFQqGI/H2N/fR7PZDBB9lgvWPmRcP5jfxLmjBQv4eeA414ZjQzmg5t4Bx8+KOgt0ztBY16idRhJ5H5SU8HuB4wpxAAIVM/msaP8pFkxglIRzXntWuXJTVurTcx+Px0baXYKvEkC+l+etzYN5TK7hen1M6J9MJqjX60aKeUzmgFG2qY6BpwVG1pTQalGYWCyGlZUVi1gyksa5rOuLNrxlbywPj9MOT348njsMh0Ncv34dm5ubAaP13LlzuHz5siV+MlrBDb3dbqPZbGI4HKJarZoxx2pxpxFqbDHJVaUTaiBls1ksLS0hHo+jWCyiWCxaFTlWA6IBzmphbg6DklCN0lB2paVraaiptp35IjQMZrOZGSwqdVLJjOYTMOIDHBtfSloINaL0OEq4NDKlhiBJA40sJVU09FUqRLJBWRivi0YrDWlG4fR1HR/g2LjXiA7zZ1SqxEITmk+ivVfcIhf8LOVdPG92cS+Xy+h2u6jVahbx0WgXz4HElxGWR10h634g0eS9528SEUa9RqORRb8YGahWq7YuUKLGc85ms8jlcjaeHH9eF+cWHQhsykyDlHI5Rhnb7bZF3txS2CyzrM+Vkp9WqxWI4rGggVYk1IgpyRHnjcri6NjQ4gSMlNMhwrL3JBecqxpxpQRvMplYfkk8Hsfi4qJF2DKZTED6qYReIz88PuWInM+c/xxTAAEp3u7urlUF3N/fD6wLKgHTaNLTlLbRQZfJZFAsFnHx4sWAvFgj9ny+ut0udnZ2sLm5aZFvzkFeG6WMHh6nHZ78eDx3mM2OmoC6FaBY8YkyKRZJ4EbnVjrTxoLqpeVn5v37WYR6/+/XjI5VvhhJ01wKGlQagXAJi0ox3NwWjdCoDE29xsBx1ITfpbIfNxrieq3nyWTUc67vdaMrPD99rxIDSuk0uuRGWzRnRhPotTLYvSRvjILpdeu1qByRUK87P68RA7dQBb9LCZw7ViqVo7SKOSn0+rvGlZ4rCZDmeTxJKBEltCy15mLRsG40GiiXy5Yb0e12A8fkNTOvsNfrBcgrib/7DKhcja8Dx1EbzmG31LrOBZ2PvBYekzlRvN55z5M799VZpOdJ8Jw1SkNpmVsQhL9ZDIMRomazaX3aVKrJZ0ifKZ2nAOw98xw0+qzqDyMf/O56vX5i12y9dsoJs9msla3Wa+YPiQ8dCpVKJRDF8vB4HuHJj4cHjjb/er2O69evWxU45h5ks1nzai8sLJh+v1gsYjKZ4MKFC+bVpOdMS+Syu/dpB3tbsGJWrVYz40y9tOFw2Lzh8XgcS0tLyGQyVk1OiZF6ndmPQ6tAqSxMpWhKPPh/3hc1DBX8Lr6XhtZ0OjXjklDPL6+L5Ycp+9HojUuGSQzpzdfoBg0+lifmsdUQ1MRjjfBkMhkkk0krOECvb7vdDkSGVDKUz+dRLBYDJIRyIDW+1WBkpIeec5b4vnbtmsmI2IeHhuVkMrEIGN/D+0cJIOWJTyra80WgyfGHh4c2liwi0Gq1rAfKPOfAcDi0XK9PP/0UlUoFiUQC+Xzecncoa+M6Qa8888MIjZDyudJS2hw/fdY0oqXGMcmHPj+89y7B4jzu9XoB8gYgUNwiEokgl8tZTg2jPiSySshUpkXCv76+jvPnzwfmejweB3DcJ4vRDOZiak6SRme0DxDze3SuskJbp9OxNfokFCtwoVG4QqFg82V5eRn5fB7ZbBYrKyuIx+MWZeUzxWeYkTctNe8jPB7PMzz58fD4DNVqFfV6PWA0ZzIZnD17FplMBufPn8f58+ct+Z+GBg26druNRqNh2ml2+KZxe9qhPWTuFy0Jh8Mmi8tkMmZssJ+NKx+jEZZKpVAsFu091PhTavR55Id5SjTcaVSpQU/QeABgMhoeh0YejUgawYwoDodDI9Dq4VcSFI/HA31EtIkkDT9W00smkwFDheSMRIvGMOVRmUzG+m+MRiO0Wi3U6/UAoVfjmJIsGoSM2FDKybHUSnA8R57H4eEhms0mPv30U1Sr1btkdzRkSb7oiVYplIuTYoRq5I0NTYFgeXaddy5IZEKhEJrNpq0fL7zwgknhFhcXA++lI0WJCQC7zyqlpISUuXWuo0GlnKz2pnJefV2fA65ZlOIBx5UJef2UQ/K9mUzGel4xiZ7kh+SFBIbnwrkVCoVw5swZLC0tYTKZmMSY40qnUzqdxmAwQLPZDMhwlahNJhOTuDWbTZTLZQyHQyvZzIqelJnqM3rSwOcmFovh7NmzuHTpEpLJJFZXV615N+/P7u4ubt68iW63G6g86Ea9TuJ1eng8SXjy4+HxGTTKQLBDfDgctsTtaDRqRgqNYkYj6KFLp9O2wVCvD8zfhPTHTbh+1nC/JGDNQ6BHOBQ6KiWbSCQCjRZVVkajm/kJmsfiyrpU3qIJ1W41LfWKu0TNJSr6Ww0HeslpGPO7XMkRDUz1rqvsZ57kiNetpEPPhdeq36c5ETRo3agY/+8muWvjTX2Pe906Li65JMHUKmd6rpwf856zZ2GuP8wzyc9SAkcpYDgctmgKiQtJPe+Dyu74N84LAAFSOm+u6njzM7xX7jqk+UFK9Pn5edEtdVC4cwSY3yfInbeupM51Ruh16Bzn+GjUlGNDRwTLT7OIBp1RJ7FPjY4B1zhGvFkBkfOExUT4bwAmq2RO2Em7Pg+PkwJPfjw87oPhcIiDgwPUajXUajVsbGwEDFJuTpFIBIuLizh79iwSiQTOnDljJOnMmTMBzft0OjUPJKMRTCDn+zSKclqgBhmNkWg0ilarZXlCJI/0EEciEWvEl8vl0Gw2kUwmkU6nLSdrOp2a7EeNNEqp6LmmQaEVrNQgnWdAAseyNpc88LtU1sc8BTX4GNnh5xkhonyIEUQlEtpvxJXYkbwVCoVAHlA4HEa9Xkez2USv1wtUHaNB2Wq1LPpF4s4EfSbha3EJGqcAAuOkxIuSUHrlM5lMQApFI5tSOhrx9yPKpxU6/+/cuYN4PB4oyMEiBEoGuDYAwZ5UdMow0jKbzawBJecQCbpGJpWE09nACAzBNYiROd6rZrNpldt4LVqQQAsu8LhaqY0R00gkYgn5muM2GAzQaDQs+X5eaXka9TT0m80mDg8PjcBzne12uxaVcnvT8LpOGhjFSyQSOHfuHIrFovUhUrlvv9/H7du30Wg07DkEjloUVCoVu38eHh7z4cmPh8d9MB4fdbwGYOWxFZrTcuXKFSM9pVIJuVwOk8kEi4uLtjHTgKxWqybrqNfrJg/hd6pm/TSBmzeNJOC4p5AilUpZWWA268vlcvZaPp83I50yGjXo6OVlAQaWgmWSt1sSGDiu7KXnqQnG6n2mUUXjlCSY+WFKdJjMze8AcNfflJABsOO70ROSrEwmYwanVs2icUujcDa7O79IDV7gmJzp+CWTSUug1mIISvrUe8/jMf+E1+hGHk6iwfkkocYryTmls5RKkgDRIcBompITtzACyahK2Wjwc96T/LhNPCnbdCWizJMBjiPb3W4XnU7H5jfvK+V7dNpoZUIel9EcEiPOGcpK+VxRisbnx83F43cwctNsNrG1tWXzmKRNz/9ZASVslFuvr6+b3DcajaJareLg4ADD4RC3b9/GnTt3nvYpe3g8k/Dkx8PjIaDRhlarhd3dXSSTSTQajUB/BW0yCBwZHiwBzWpxvV4PmUzGEnOZpMpo0L0Sqp8GNLLxODz4JH/0ktMwYiQnl8uhXq+bB1n75xD0NGtXdxpgKpdRaZhKTphb5HqueWx+l5aXdWVnrqRN/+82XuVYklDx+lWix2Ow7LQSOTUYO50OGo1GwMvvyo94LTouJDPMO9HvZU4QI3YkVPV6HY1GA91u17ztbtU8j3uDVeI451Tu5FYt42vM/dEKaCTCnHtM7GcUj/PCzVXUKJNKNVUeSnKUz+eRTqctYs2CDFoog9Fb4Hg+8/uB4xwyOoRUJsn1Tdc9Eh2V8fH6mF/J6JlGf07y/NP8PiW6xWIRpVIJyWTSirsMBgNsbW1hOp2i2Wzas3a/Jr4eHh73R+gkLxD3QigUygNoPO3z8PAAgh5UyqtooKg8ZGlpCWfOnEEymUSxWLTNjUYIKw/RyKQ0am9vzzyuNGifNrS3yOOQMGl+jjYqpDyHMism+bMyGj+3tLSE5eVl6zlEORqNMuZU8DNKeuZ52GlYdrvdu6JGmruglbS0wpYmnlOml06nASBQ7Y1zhTkhjMIwYqXNHOnlJ+HSaMDh4SG2t7fNsGZiuBZnoGHKqAMrG7IQBHBkvFJKp1XPlLRp6Wt9/XmUtX0ZMGKmcx5A4N+8t7lczqKYqVTKDOalpaVAWfJ+v49qtRqo/sbI32AwQCKRsD46PL5GZLTaGqOAsVjM1q1+v2/rkkam0um0FfrQXD3OW3UMkDwR/AwlabVaDf1+36qx0UGkVQ5JhCjN03l5kudfJBJBNps1knPmzBmkUimsrq5ifX09UHFvZ2cHP/nJT9BoNALPmjt+Hh4ehsJsNmve7w0+8uPh8ZDgZstk2nuBZYVnsxkKhYLJkWhYsEqY9uFIJBLWmHA0GpkR83lOi8ft1NAowuMADSEAc6UrjDywclgqlQqQmHg8jnw+DwAWqdDz1lKvWh1LPd1ucjZzE+i5dskPcBwF01LZehzeOy3Pq5I3lfdo1IYgYWH5Xo00KXljcQ424a3X65YfovlLoVDIKnQxx0f7sLC8c7VaDeQE8fMeDw9GJj8PjPIw2qLRZFbRI3GhjJal3Tn3KA0DEIiQaHQSQKDoiD4T6XTa1i7KKjU/jQRKZXGc7/rMkCgPBoNAnx6tNMi8yFarhWq1amXT3T5KzwLmOVQoc+SYptNpLCwsWOU/NtEeDAY4ODhApVJ5Wqfv4XHq4MmPh8cTQrfbxd7eHmKxGBqNBjKZTKBgApNdI5Gj7uSrq6tWEY1RoLW1NTNKXeNYowHMKSBpetReUBrHrnGu8q7HCTWu2u22JVmrbKfVapmHnNEMN0rHsdZ7oA0ElfioFIiGJs+FxIVSNY3SkKSpLA4IkjqSWt5Xevn5GgkbPe3qWWceh0os2+02arWa5VDwvTSG9XqYg8Ukekb0+B5KpXjuWhTC48mB948knJW+eK+VqHB+zGYzm8sALJLDaB+JMIk68020OAijrdPpFOVy2Yzw2WxmxRZ0LnIOcy7qvNE+O5zLmvPG93MOs0kuc9mexUhHOp3G4uKiRfgYZS2VSrb2cC84ODjAxsaG3evxeIxKpeIlbh4ejxie/Hh4PCFQyqbRBODYIF9aWsKFCxeQyWRw5coVrK+vYzQaIZvN2kZI44DyFTVy2Ml7NBpZzyKVRj1KzDumSz7uZyC7kZCH+X43GRwAKpXKXeOr3728vIzV1VVrXMvkflagYv8MGoc8V3rAaSTy+7VUtCagM7eHnnp9TeWLGo0ZjUbWuT0UCllxBPY06na7FhmcTqeoVCqo1+vo9Xo4ODiY27tECbILJt67Y6U5Gvpvj6cDFhxgdNm9Z/qTTCZRKpWMzLt5Qiq31fLZmUzGIg8apeR8LZfL5ri5cOECstms5SbyGSC56fV6Rr5Z3IXkyS2YcK85p7lw+vqzhGw2ixdeeAGZTMYKt8TjcSwuLlplROYs3bp1C++88445UTTHycPD49HBkx8PjycElXLNQ6/XM0lHp9NBu922ks1uqWRKu9RA0NwUGswsEqBJxdxQ50VuHvb6SBK+6Psf1fe6x7of2aMsjJ5nRoVYHIESHM2h0cR/PT4laFqQghI0jdgAwcicerFJ5Nh7hPeM382/Me+r2+0GyBRlRyyVfr+Kavca82fRqHwe8XnPqxIgOgVUXsaokRYoILGORCLodDpWrU8la5RDNhoNyz1h/iGbjWoOHdctRngYxSF5U6fNaQDJm5YN5/Ofy+WseqVGVdknbjgcWtNfjs+zGOHy8HiW4AseeHicEDCxOBqNolAoIJvNWkRHpVWRSATr6+tYWVkJ9GNhNABAQF7CCl3U0o/HY8sDYQ+RR1VE4UnJ3h4WyWTSZG/aaZ6Eg/IUbTaoUjZXoqhFAoBgEjuAgAdXiQ5wPGaU+ri9hFh5jd3qlRwxj4O5OPTCezzf0MgO+we5+WdaKpvRTcqwgOAzrDlD7EnEXEUW51CHg8oytSCBRqxP+hrxRaFrxPr6OtbX1y3nkGsEx79cLqNcLgeisipjrlQqODg4ONHFGjw8ngH4ggceHs8KmKcDAHt7e/d8XzweRyaTwdrampVJjUajSKfTKBaLiEQiZqTQYGajP3Y95/dpGehHgWfFoNGxvh9IdJj/QEJEchOLxbC4uIh8Ph94neRII0MqRWNkj9WwtGO7estZ+YrHIBH28LgftJqhx+MFiWQsFsPS0hJeeuklpFIpLC8vW2U8rsEbGxvY3NzEYDCwgiQeHh5PHs88+clkMlbVid2nPTxOM5jMXy6XA0n6yWTSEp/dBp7AUTQik8kgkUigUChYknyhUAhElrR8MXtvsKIYtejPC1SqqF5zla6xT5ObJM5okBYJ4G9KXGaz4z4+2tuEUiUWUdDKWR4eHo8ffN5jsRiSyWSgCiTz/thfjO9Pp9MWheXaQFkbczEpY/URWg+Pp4dnXvb20ksv4atf/SoA4P3338f169ef5ql5eDx2sCoTIwtaQIGGNHvDZDIZXLx4EYVCIVD1ieWLWVWMJbYpgWNxhuFwiEajcVe/jecJWgRgXnI5CY/7dy1hreusVlJjnhRlRUqS3IIFp0kq5OFxkkHpayQSQaFQwNmzZ61CHktUX7hwAcViEf1+34rLMJew3+9jZ2cHjUYjkN/k9inyz7OHx2PB6Ze9pVIpq05DYxCYX03KLzQepwGs+nSvfhes2kQv5NramhnZ1J6zyhBlWyxZyyRlSrqYI8QkZiZL3+u8TiM+j3Qwd8fDw+N0gI4kyorz+TxSqZQ1V85kMlhfX8fi4iI6nU5grazX6+h2uzg4OMDBwcHTvhQPD485eObJT6VSwUcffQTgKMk7nU6jVCrhtddeQ7FYRL1ex/7+PgaDAfb391GtVp/yGXt4PF5QqsaqSrdv38bh4aE1QwRgVYVSqRQmkwmKxaJt9MBRwnQmk8F0OsXZs2cxm81Qr9exu7trm7wm7/P/9GoOBgOrMOfh4eFxUqGFTDKZDDKZDGKxGHK5HBKJBIrFItbX160wSiwWw2w2w/b2NjY3N9Fut3FwcIDBYIBWq2V9x+7X8NrD4yRB1Qos/vNFmy8/q3jmyc/+/r719EilUsjlcrh8+TJ+//d/Hy+99BKuXbuG9957D/V6He+++y5qtZo3yDxOPUg+Op0O6vV6oOcNcBzNyOfz1i8mn8+jUCggHo+jUChgNpshFouhWCwilUqhUqlgY2MD/X7f5BssqMAcFso/Go3Gc5cf5OHh8ewhEokgHo8jGo1iZWUFKysrSCaTWF5eNjLEJqWUt7ZaLfzkJz/B5uYmOp0ODg4OrKKdVnHz8HgWwDy2WCyGdDptZe+Z93sa8cyTHyZi88bFYrFAs0BNFE6lUigWi4GbORwOzUPu4XGaoD197gWSlk6nYwseSymzseFgMLB+IAAsCZi/KYdjbxF6jNyF0+0tpA0M/fPn4eHxOEAJ27x8PUZ9WDEzm80ik8lYmXraEpQD0zvOao3tdtv35vE4dXge9uNnvuCBgt6bQqGAl19+GYVCAY1GAwcHBwiHw3jppZdw9uxZAMeG4ccff4y33nrrnvkTHh6nGZrzE4/HzetDsHgC/8amh/SQAgjI3+gtYm8aHiMcDqPdbuPw8NBeo1yOkSMPDw+PR41cLoeVlRUrVKDVMVmVkeseC8n0ej3cuXMH1Wo10B8JgDl5yuUyWq1WQO7r4fEsQmVvlIAygPCM4vQXPFDQoOp2u4E+KZT3fOc738Hf+Tt/J9DYbTab4b333vPkx+O5xGg0um9PIeBYKsd8OspL2SSU1c7YRJVGAIsssI9NtVrFrVu30Ov10Ol00O12LfLqyY/HswgW1fE4uUilUlhdXUUqlUI2m7XmrMzpYQGDSCRidkGlUkG1WsWNGzesEIwnNx6nFaoSeV6quZ4q8qNwN6TJZIK9vT188skngbKy3W4X586dw9LSkpUH7na72NraQrvdfkpn7+FxcsBniRI44KjQyNbWFiKRiElK2JBzNpsZ4YlEIkin04jFYphMJtYvgz2HWFmOHeIpldPcJHY/1+PTSNHz80bo48G8yplf5P1uftm9MO819bKf5BLfJ/W8Tju0FDUbjLLJMAsSsL/W4uIiCoUCksmkVWwDYGWoo9EoEokEwuGwOUQbjQba7batPf4+ezwLyOVyWFtbQzwet15xrEDoC3AEcapkb/dDJBKxRVBx6dIlvPbaa8hmszh79iyWl5dx48YN/Ot//a+tipyHhwcCfYRSqRRSqdRdRup0OkUoFEIulzPP6srKCrLZbEA+QvkJADMwBoMBms2mNQyNRCIYj8eBPkOubM7tieO9sw8H3k/g2LAnkVVyei+QCFM+ARznevGY2tsIQKAhL//G+8/XffL404P2rDop+XnxeNzkutlsFqVSyf5WKpUwnU6tT1kqlUI+nw/k/bRaLXzwwQcol8t35SICCMhx/bri8azgjTfewN//+38fy8vL2N/fx+7uLhqNBt5++23cvn37aZ/ek8TzJXu7HyaTCcrlMsrlsv0tFAphZWUFa2trWFpawgsvvGA5QZlMJmDYAd7D7PF8Q6Mtg8EA9Xp97vtCoZAlCCeTSdPTs+lqNBpFLpczQsTnq9vtIpFIWAGFaDRqXdI7nY4lGvP9NMQYpv8iz6d/dj8frpRL9eD3k3m5DV41T8KN3riNY+cdRw3uBz1nj0cL9x497e9mzk4mk0Eul8PCwgISiQTW1tawvLyMyWSCRqOBwWCAWCxmEWddw5rNJvb39625s58/Hs8C7tfLMpfL4dKlS1hfX7e+l8x18wjiuSE/8zCbzbC3t4e33noL2WwWH374IYrFIiqVCuLxOF588UWsrq7i0qVLCIVC2NjYwM7ODvr9Pg4PD9Hv95/2JXh4nDjMZjOL4rCSYqVSCchLGPlxDRsWVFhYWEA2m7XoUDqdtlLcTMRkaVmtLKcRIBo5/BujSyzOMBwOTUr3vOicvwhcoqLyws8jloz88f9ufqX+3T0+X+PfWF3ri5Cf02y4ulGwpxGFeJzfqXmDiUQC8XjcpLH8zb9Fo1FEo9FA5Ifkhg2Yq9Uq+v0+tra20Gw27fhqKHa7XVSrVYxGIx/V8XhmkMvlsLq6imQyifPnz+PcuXMYjUbY2NhArVZDOp3Gj370IySTSVSrVVSrVbTb7Xs6Kp9nPNfkBwDu3LmDvb09hEIhk/Tk83m8+OKL+NrXvoY333wTv/3bv41IJII///M/xw9+8ANUq1Xrc+Lh4XE3+HyEQiEcHh7elQei/yay2SyWl5dNm5/JZBAOh63ZKgCLBtAInEwm6Pf7JoGjEcxy24wMTadT9Pt9NJtNDIdDtFotNJtN60nkyc8R5pGIB5Gd8T5NJpO7IuYPcg5eanQMRk0BBAqKPCk87pyraDSKdDqNaDSKYrGIXC5nZafZd6RQKCAajVo1Nn2dRVMoVavVamg0Gnj//fexv79/lzSX10Tic5qJs8fpQrFYxBtvvIHFxUX8+q//On7jN34DrVYLf/EXf4FPP/0Um5ub+NM//VM0m03bI+kg9AjiuSc/7Eyv4MKom3A4HLZFMhwOI51OBwwufsZPMg+PoMH0RQ3ncDhsSZm9Xg/dbtdyTRgRom5fown6XNJDTm8vIz6z2QyRSMRkdCROjBrNO3/3WtRwcv8/73PPO57WWJBYc664c0T7t/j79eDQvCz+f56Ecd6/5zk9kskkstksotGoNRUl0YnFYkgkEpZ3pveTkcHhcGgyW/Ys63Q63kHp8UxD82r5zOTzeXvuVOnAHzr2Go0HSol/LvHcFDx4ECQSCQupr6ys4OLFiwiFQtjc3MTu7i4ymQwuX76MQqEQKNX785//HLdu3fIbqofHl0AsFkMqlTIPcLFYNKeDJsm7Bq3qnc+cOWNVG9mokIYTNwbNEZpMJmi1WibPI1EiuWLEiF5iSu36/b6Vv9UfrQzF3xoB8ZWjHj00H4m/s9kslpaWEIvF7F5FIhHk83kkk0nU63Vsbm4+E8YxSb0r53waiMViJj1jqXsSFJ4nSQqlbPrDZ1OfZS1IoLJVRmwHg4FFdthQVI9PJwbfOxwOMRgMUKlUfIUrj2cSsVgMv/qrv4pf/dVftf6V4XAYd+7cwVtvvYV2u41z587h7NmzGI1G2NzcRK1WQ7PZxM7Ojm8d4QsefDkMBgPs7OwAAG7evIm33noLwLHH9+LFi7hy5QpefvlldLtdNJtNdDod1Go13L592xs3Hh5fAho5ZXPBz0MoFEIsFkMkEsHy8jIymQyAIykNDTU2cB2NRkgkElZyO51OYzqdot1um5yIRtRkMrEqdO1224wv/m632yYt4Pv08+4awGiDr1r26KGkh0ZCNpu1pN9ms4lWq4VYLIbV1VXkcjns7Oxgb2/vmSA/T5vwEBxfOhby+bwlU7NPTiwWC5SdJhmiAyKXy1kxId6zTCaDQqGAcDhse+lwOLSCBd1u13Js9/b2cHh46IuaeJxqRKNRvP766/gH/+AfIJ1O27P0ve99D3/8x3+MW7du4aOPPvLFuB4Cnvx8DubpnQeDAXZ3dxGLxTAYDMx4CofDWFtbs1LA0WgUjUYD5XLZ5xR4eDwgvshCzmgKcPRc1mo1a3TcbrcRiUSQSCQQi8UCndi1Ag7Ji5uXpGW9KZlj52sab5q8P5lM0Ov1AscCjqU+KrVyJXTu9bKog+YsqXHvjgHPQyuyzSsfzcRxfk4rsyncPkruvXDzq3gPtFIbJYg8ln6/SwTdqnDziK9e37wfJsdHIhEUCgUUCgUrqkHDvFAoIJfLodvtWm+3eXOKRJbzS0shu/dL/zavVPgXhRvB4r8pzb5flT0tiODOBZ6L5rVyrFxpmn4v5xrvVSgUQjqdtr1NZWkaBdKS0vxOPRafQTocEokEarUaQqGQydXoYBgOh2g2m7bH+gIFHqcF7DmVSCSwvLyMbDZraw+flw8++MB6V0UiEdy4cQP9ft+TnUcAL3v7EojH41haWkIqlbKNMRKJ4MKFC1hbW0M2m8WlS5eQz+fxzjvv4I//+I99tQ0Pj8cEGllMnKa3WXvOKCFg/hCrR+XzeaTTaSSTSesXwqILajDSENN8QHqz0+k0+v0+Go0GhsOhSYPUoFTjWc+F5As4rkzXarVQrVYxHo/NIIzFYsjn82a08pqYtxSNRi0ZXAs+8PxVzquV2VhhSw3h0WhkxqmenxI9RrsajQZarVbAYE4kEkin05aTMRwOEYvFbN0cDAbodDqYTqd2r0g0lLQpgaRsit/BceBn1OkUj8eRTqctj6zX6yEajWJxcRGZTAbVahU3b95Et9sNkASSh16vh3q9jtFoZHkkOhbu/aNzi2P9IFE+nSMk6pzL4XAYrVYLtVrtnsn58Xjc7imLf0QiESMknG8sHkLpWbFYtEIKAALV1jSy0+/30e12AcAKEqiEU6ux8Yfzljl2sVgM0+kUrVbLcnK2t7fRbrcDclFN0ua/6Qig7NQ7Ej2edYTDYZw/fx5nz57F2toavvvd7+KVV17BaDRCv9/HYDDA97//ffz1X/81RqORrVG1Wg1bW1te1vb58LK3x4HhcGiyOCKRSODixYtYW1tDoVDAiy++iIWFBWxvb1uzP+DungXPIvn08DhJ0GTP4XD4QJ+NRqNYWVlBPp9HNps1g51kgP1EaJDSmFPytLi4iGw2i36/b9WnaIBrY1ieK3AcDSF5cXONYrGYleHm9cXjcSv/reRnOBzaeWUyGTsH9i6h5Ig5jKyeR/LDClrA8frEJPJ7FYVQuR+vSyWIyWQSuVwO4XDYcm604W2v10Oz2TQvJ410NwrHc+K9SKfT9h28RyQfvEa9d7zH1M2T6E4mEywtLVlFQt4fRtm63S5ms5kZGRp9034xvDccB42cuJEiFxqR0/lEMkEiNxgMAlE0F4y4cC7wHEnAlfxQ7plKpVAqlQKRL0Z2EokEksmk9c6htDsUCmFhYQH5fN6qLE4mEztndTQoSeH5kTAzKntwcGAEU73ZHh6nDW6hD65lpVIJq6ureO211/DNb34zoFr4/ve/j/fff/+ZkOY+i/Dk5xFhMplgd3fX5AAsjPDJJ5+g3+8jGo3iK1/5Cl588UVLsmZS5p07dx7YaPPw8Hh40NCdTqdWuIRSHiZx09hmwvVkMjEjLxKJmDd9NBqh3W5jPB6bFCgajaJQKFieg1uxikSLkSEa1CQQNDJ5XiQ37HOksqxYLGZVsxi5oWeeBCMej9/Vc4eGqlbTA2BRARrIPBdGmdLpNGazGZLJJJaWlgDAPs/eK6FQyKpu8fzYk4UJ7moYzJPaqaRMr4WRNVeuOJlM0Ol0UKlUjBAPh0MkEgmsr69boRo3UqjfRZ39aDSysui8PlfWxSR7EgzN79J7SqLLaFcikbDr4LXw2Hw9HA5jeXkZZ8+eDRAuN8+J5ENJGo9FohoKhSxKyRLSzM/hD0liKBRCt9u1n0ajgel0inK5HJAFMuJGBx/HhPlx9FqzwmK73Uan00G/30e73Q706PLwOI0oFov41re+hfPnzwM4LrnearXQarVweHiI733ve/jpT39qDq9+v4+f/exnPkf0McKTn0eE8XiMW7duYXNzM+DtZTW4dDqNv/23/zZ+7/d+D8PhEHfu3LFeBOVy2ZMfD4+ngOl0agnxoVAIu7u7dxnT6rFzPe/ue/l6Op1GLpdDMpnExYsXsbKyYuRDjWdKkShbosHMSndKlLTxY7vdNikU3xeLxZDL5QKRHwAmpdIkcgVzLDRJnbI1TWIfDoc4PDzEdDpFKpVCNpu1a4rFYnb9NM557pSdUZZGCRQ17pQ30ZB386PmSeEYzaFxz8gRcER+KpUK3nvvPavuNx6PkUql0Gq1sLy8bBXGtDCGShy1IS5Lx0YiERSLRSO1JHeDwcAiF0p0tLmuRpQGgwGSyaTJzuLxuDXzJRFVMqBE0C377lZD5L3g+fM3I1yMbur5MdKkc7nX66FcLqPX61mTRBYCYsEBPcd5ioZ5+VtazU3zqDw8TiuWl5fxD//hP8Rv/MZv2HM7GAzwH/7Df8Cf/MmfYGdnB++++y5arVbguaHzwOPxwJOfR4jP6/Oj2m712iWTSZM2UFIxGAy8ttnD4wngcSRQ05Cmwdvr9awDvT7/bvd57UlEQqFJ65oHQYNaj8f1x81D4WuUoKlBStkcjX6eNzdqRhxIqAaDQSAKo7Ixt5S3yvI0H0Q3eUauSGS4Bir5cXOOOJb8jMrvAFheSafTCeTpdDodpFIpK3pBosDIia7BHF+dHyonIxHVa70X+dEcKUoNKTFjpJGkhtet36tRLY3s6PdyP9EojELHmxJDjQLq+5nnwx9GRTudDlqt1hd7CDw8ngNwLeTaQEcC145cLmdOJbX/uKb2ej1Uq1XUarWnfSnPFXzBgyeEWCyGV155BVeuXMFkMkGz2bQKcTQyFhYWUCqVUK/X8eMf/xjb29snpsyph4fHFwc3QfaWYfK6ysroZafUCDgmYkoo3Pczp4LRBo0iudXUSKRIFihb4/E0zwg4Ttgn+XKjIYwSuTlNaoi7ewqJmB7LlbXx3/OKU8w7phK+eYUAWq2WRdT5OvtHaZUyNUh4XML9fkZ+VDbGyBclgszfUiKhUTBWLGPkh0YTX9c8KhcaOWJBATd6ojk3jUbDZGUkxSSsel1amU/vGYkjJZQs+87iBx4eHkAmk7Ec73PnzuGNN95AKpVCvV63dgh8frgWTCYTfPrpp7hx4wYGgwGazabP7Xm08AUPTgpGoxF+9rOf4YMPPgBw7KG8evUqfumXfgnFYhEXL17EuXPnsL29jVu3bmF3dxfA4/FMe3h4PD5o5IWSOo8nC5cQMZn4i94LGirM/2L+FslTJpOxvxWLRfsOJXpuNEbzgBjl0oIXGjlT0sTPNptNi8Sw942CkaF+v49KpWJ5Xw+zhzyLDlIPjyeFRCKBS5cu4eLFi/ja176G7373uygUCtjZ2cHu7i5u3bqFP/iDP8CPf/xj+8znFUPxePzw5OcJYt5k7/V6lpjLLvTlctmqDeVyOSwuLloS83g8xnA4RK1W854CD49nBH6TOzn4oveCUTXm7MxmM4u2MYGfskASXY38MIrEAg3AcdU4lpCORqNGWDTa5VaH4mutVsuki+yDo1CJoh7Xzz8Pj4dHqVTC2bNnAzlyLB3farWwu7uLDz74AJlMBuVyGZVKBdvb22i1Wr54wQmDl709ZWjiLT2Mg8EA5XIZnU4Hb775Jn73d38XpVIJtVoN9XodlUoF3//+93H79u2nffoeHh4epxraWJVlzt3KbIzsKNFw5Yr6OvMDtKAFMS8Hh3+jLE6bsCo034hEy8PD49Hg13/91/GP//E/xurqquX97e/v40//9E9x7do1e59KXPv9PnZ2dnyu3JOFl72ddLAS0r2Qz+fxla98BSsrKyiXyzg4OEA6nUY6nbb3zNskPTw8PDweHkogfBEaD4/TjfvJYpeWlvDmm2/i/Pnzlut3/fp1/Pmf/zkajQYajQZ2d3d9lbZnAJ78nHDs7e3hr/7qr5DP560kb7fbRSqVwuXLl7G4uGgPIiuG9Ho9bG5uotE4FcExDw8PDw8PD4/HivPnz+P111+3Sozs9cUWAblcDt/73ves2Ek0GsX+/j4+/fRT1Go16xl3kqC96AaDAdrttpfgwZOfE48bN25gd3fXqjVNp1NkMhlcvXoVFy9exOuvv47f+q3fQi6Xw0cffYSPP/4Y+/v7+Iu/+AtPfjw8PDw8PDw8vgBeeeUV/JN/8k+wtraGYrGIQqGATqeD69evo1ar4b333sO/+Bf/ArVaLdDQt9PpWGXJk0Z+otEolpeXUSqVjMR58uPJz4kHu5MrWBWIngc2yWMZU5ZxTaVSgX4Q7LfhE2A9PDw8PDw8nicw144No7UKI3BUtpoRH+Zgj0Yj6wk2Go1weHiIw8PDp3kZDwwWYPFVR4/xQAUPQqHQPwPw9wF8BUAPwA8A/O9ns9nP5T1JAP9PAP8LAAkA3wPwv57NZvvyngsA/gDAbwBoA/jXAP7ZbDb7QoLq01Tw4MsgHo9jeXkZ2WwWS0tLuHz5MuLxOA4PD1GpVKyJXjQaRTabxeLiIkKhED744AN8+OGH1ljL69c9PDw8PDw8ngcsLy/j0qVLyGazeOWVV/DSSy9hNBpZusBgMECv18NsNguQH1bX3d7exkcffXTfPO2ThkgkglwuZ7I39h465XjkBQ9+DcD/AODtzz77fwfwZ6FQ6NXZbNb57D3/DYDvAvif44ig/PcA/n8AvgMAoVAoAuBPAOwB+NsAzgD4fwMYAfg/POD5PJcYDofY2dkBAFy7dg0/+tGP7LXZbIalpSX85m/+Jq5cuYKlpSW88MILFqLd3NxEt9u1stkeHh4eHh4eHqcdxWIRV69exdLSEn77t38bv/zLv4zBYIA7d+6g2WziP/7H/4h/+S//JQ4ODgAgUKURwNyGyicdk8kE9Xr9aZ/GicMDkZ/ZbPbb+v9QKPRfASgD+AaA/zEUChUA/C8B/Jez2ewvP3vPfw3g41Ao9Ldms9mPAPxPAbwK4O9+Fg36z6FQ6P8E4P8RCoX+r7PZLKjxesrQTucniTBod3QXw+EQ1WoVe3t71gsoFArh8PAQw+EQoVAIZ86cQSwWs2NMp1PUajXUarVn7uH28PDw8PDweL7BliHRaBSLi4soFAoBqVc+n8dgMECj0cDt27dRLBYxGAywt7eHVquFvb29ZzonJh6PI5vNIhKJoNvtotPpfP6HnlM8bM5P4bPf1c9+fwNADMB/5Btms9knoVBoA8AvAfjRZ79/pjI4HEnj/gDAawDee8hzeqTIZDImG6tWq88Eg+50OvjJT36Cjz/+GLFYDMlkEqFQCJVKBZVKxbwer776quUPDYdD/OVf/iX+8i//0pdp9PDw8PDw8HimkM/nsb6+jkKhgN/6rd/Cd77zHWs2DABvv/02/uiP/giffvopPv74Y8TjcUynU/T7fUwmE1SrVbTb7ad4BQ+HxcVFfO1rX0M6ncbPf/5zfPLJJ88skXvc+NLkJxQKhQH8twD+ZjabffDZn9cADGezWd15+/5nr/E9+3Neh7zH/a4EjvKHiNyXO+sHRzQaRSaTQTgcfmaaVI1GI5TL5Xu+HgqFcPHiRXz961+3Znj9fh8ffvhhYKHw8PDw8PDw8DjpCIVCSCQSKBQKWFxcxKuvvopf+ZVfCTQgPjg4QKfTQblcRqvVOnWRkVQqhdXVVeTzeezu7voCB/fBw0R+/gcArwP45Ud0LvfDPwPwf3kC33MXBoMB6vU6wuEwptMp0uk0ptOplTV8FtHpdPDuu++i3W5b5Gc0GuHmzZuYTCZIp9N4+eWXsbKygnA4jHA4jNlsho2NDdy5cwej0Qij0ch7FDw8PDw8PDyeCAqFApaXl5FMJnH27FksLy8HDPx+v49ut4tQKIT33nsP7XY7kLfzzjvvoFqtnqqCT8lkEhcuXMDCwgJisRh2dnaws7ODg4MDn8JwHzxQtTf7UCj03wP4XQC/OpvNbsnf/w6AvwBQ0uhPKBS6A+C/nc1m/00oFPq/AfifzWazr8vrLwC4CeDN2Wx2l+ztHpGfrQc+8S8BlooOh8NIp9NIJpMYjUZotVp3laB+VsCmV/F43P42m83Q6/XQ7XaxtraGf/SP/hG+/e1vWyntyWSCP/3TP8Uf//Efo9vtotVqWT6Rh4eHh4eHh8fjxNWrV/HNb34Ti4uL+PVf/3X84i/+oqlVZrMZfvzjH+NP/uRPUK1Wsbm5ib29vQAB6Pf7aLVamEwmp6blx+LiIr773e/itddew6effoo///M/R6VSwWg0emZt1EeAR1vtLXREof87AL8H4NeV+HyGn+Coatv/BMD/97PPvAzgAoAffvaeHwL4P4ZCoZXZbEZt1m8CaAL4aN73zmazAYCBnMeDnPZDYTabYTweIxQKYTqdWtW0ZxmTyQTN5r3nRTgcRjwet3LZiUQC4/EY8XjcIkHxeNzGgYsPI0LA/EIMHh4eHh4eHh7zEA6HzdkcjUZNsgYc2X3ZbNb68KTTaUtJAI5sDubwjEYj1Ot17OzsnFpbJBKJIBKJWEnuRCKBUCiEXq936uR8jwMP2ufnnwP4L3EU9fm5vNSYzWa9z97zBwB+B8B/hSNC898BwGw2+9ufvR4B8J8B7AD43+Eoz+f/A+APZ7PZFyp1/bT6/LCRKAsEnFbZVzabxde+9jWcO3cOoVAI0WgU0+kU165dw6effopEIoGrV69idXUV8XgcmUwGAPDJJ59YH6HBYHBqwsoeHh4eHh4ejxerq6u4cOECMpkMXnnlFVy6dCmQh7yxsWFJ/GfOnLlL9ra1tYVPPvkE3W4XlUrlmShQ9WUQDodx/vx5nD9/3khQOBzGwcEBrl27hm63+7RP8Wnjkff5+V999vuvnL//1wD+X5/9+38LYIqjyI81OeUbZ7PZJBQK/Rc4qu72QwAdHDU5/T8/4Lk8cQwGAwwGg89/4zOOdruNH/7wh7ao8Pd0OsV0OsXS0hJefvllfP3rX0c6nbZqeIlEApubm+h0OhiPx578eHh4eHh4eHwhlEolfOUrX8Hy8jJ++7d/G7/0S79kapPpdIp//+//Pb7//e9jf38fb7/99l3Se/bhOS2StnshHA5jbW0NX/3qV9HpdPCDH/wAN2/etLYlHp+PB+3z87l6r9ls1gfwv/ns517vuYOj6JDHCcX9HqDxeIxarYa9vT0kk0lLMKzVaphMJohGo1hfX7f+SKFQCLPZDN1uF+12G5PJBL1ez5fU9vDw8PDweE6QTCaRTqcRjUaRy+VMNUKsrKwgEolgNBphb28PH3/8McLhsDlgt7e30e12MRwOMRwOnzsbIhaLIZVKIRaLYTaboVarodvtWqlujy+OL1Xw4GnjacnePI4Qi8WwvLyMXC4XaALbbDbRaDRQLBbxO7/zO/jqV79q2t3ZbIYPP/wQ77//PlqtFq5fv37fctweHh4eHh4epweXLl3CK6+8gmKxiG9/+9t49dVXA9XYrl27hnfffdeKKrnyrf39fdy+fdvSDp63KMfS0hKuXLmCZDJpTemHwyHq9Tp6vd7TPr2ThEcue/PwwGg0ws7Ozl1/Z9JdLBbDlStX8O1vfxuRSMSSEFlnP5lMYnt7+ymcuYeHh4eHh8eTBgsWsET1N77xDZO1AbCCUu+99x663S4+/vhjk3J5HCGZTGJ5eRmpVAqHh4fY2tryEZ8vCU9+HgPC4TBisRgikQjG4zFGo9Fz8QCzX1Cz2cQ777yDbrdrkR8WTGAvoUuXLuHy5ctWMCEajaLf76PX66HX6+H69evY29t72pfk4eHh4eHh8QVw7tw5XL58GYlEAtlsFqlUCtPp1KI0o9EIm5ubKJfLiMViuH37diDy89FHH+HGjRtoNptotVrPhd30eYhGoygUCkgmk0ilUtjb20M4HEa9Xvfj8xDwsrfHAE7WRCKBXq+HZrP53LBz9kXK5XJWepFgwYiFhQX83u/9Hr75zW+iUCjg/PnzSCaTqFQqKJfLKJfL+Df/5t/gb/7mb57ilXh4eHh4eHh8EYTDYfzmb/4mfv/3fx8LCwu4cOEClpeXMZlMLE/nj/7oj/CHf/iHaDabSKVSgV6DwJGN0Ol0jCj5oklAOp3G1atXsbS0hGq1ijt37ljO9POW8/QA8LK3p4FQKGQVSvhvyr5OO9gXqVar3fM9THjMZrPIZrPI5/NIJpMYDofodrvodDpIJpOIxWJW91+9Q7PZ7FSXGvfw8PDw8DhpYNNzFjJiMaPJZIJQKIRUKoVsNotcLod8Po9isYjxeIxYLIbBYIBIJIJOp4Nms3nfXoMesPGNRCKIRqOIxWIAYM3oPR4OPvLzGBAOh5FMJq32eiQSAQCryvG8I51O44033sD58+eRSCRQKBQQjUaN+IxGI1QqFbRaLZRKJbz44ovIZDLWP6jdbuPHP/4xrl+//rQvxcPDw8PD49QjFArhjTfewLe//W1rMJpMJtFqtbCxsYF2u41YLIZ4PG7ql0wmY1GcyWSCDz/8EG+99Za3g+4BOstDoRDS6TRSqRTC4TASiYQRx0ql4iM+nw8f+XkamE6nxsxzuRyKxSLC4TAmk4l/6HFEAt955x385Cc/CfQSYlQnk8ng61//Ol599VVcuHABv/Zrv4alpSV0Oh20222Uy2Xs7u568uPh4eHh4fEEEAqFcOXKFfy9v/f3sLCwgKWlJeTzeezv7+PHP/4xyuUyfvzjH+N73/seOp2ORS4I9qDxio17g+QnEokgk8mgWCxiNBqhXC6j1WoBwHOhIHoS8OTnMYNFAMjmWZ99Mpk815P4fgvgcDhEp9NBo9FApVLB5uYm2u22hXur1SoGgwGi0SiSySQWFhYQj8et0zF7Cg0GAwyHQzSbTa8d9vDw8PDwcBCPx1EoFBCPx5FIJJBKpQLOyMFgYD38WOm13W6j1Wohm83i8PAQe3t7qFQqaDabGAwGfr99ADCyE4vFMJlMMB6PLX1gOBxiPB4/9/bi44CXvT1msA9OOBxGPB5HPB7HeDxGu93GcDh82qd3IhGJRJDP55FKpZBKpVAqlRCPx21hGI/HqFaraLfbuHz5Mr773e/i7NmzyGQyyOVyGA6H+Pjjj7G1tYWdnR386Ec/wuHh4dO+LA8PDw8PjxOFc+fO4dd+7dewurqKCxcu4KWXXkI0GrUKbXfu3MGf/dmfYXd3N5DrE4vFEI1GMRwO0Wg0MBgM0Gg0cHh4+Nz133kYpFIpXLp0CaVSCdVqFRsbG+bcZY/EwWDgI2YPBi97e9qYTCaWDJhIJJBMJjEajXzC2n0wmUysgdc8hMNh5HI5pFIpLC0t4etf/zquXLmCQqGAhYUF9Pt9pFIpZDIZRCIRvPfee0/4Cjw8PDw8PE4+MpkMLl++bA1I33zzTXPSMk/nk08+wXA4xMbGBq5du+ZzTh4hIpEICoUCVlZWMJlMrEAWq+N6PB548vMEwWpm4XAYi4uLlsBWr9c9q38AzGYzjEYjhEIh7O3t4W/+5m9w8+ZNpNNpZLNZDIdDXLt2DTs7O2i1WlhbW0M+n0epVMLy8nKgely328X+/j663S7q9ToODg78vfDw8PDweGYRjUaxurpqRQfOnDmDZDJpr08mEzSbTXS7XWQyGdy5cwcHBwfY2dnBzZs3rTffdDrF5uYmrl27hv39fTSbTR/VeUTQSraUFdZqNZO9eTxeePLzhDCbzdDr9dDv95HP5/HSSy9haWkJW1tb6Ha76PV6T/sUnxlwLAeDAX7+859jZ2fHpIXhcNjCxKPRCCsrK/iFX/gFLC4u4vXXX8e3vvUtJJNJe+/Ozg7++q//Gnt7e/jggw88EfXw8PDweKaRTCbx+uuv4+rVq1Y0aHl52V7v9/vWSPzGjRv4kz/5E9tHE4lE4FjD4RDtdtsk535/fDRgZTwA2NrasjwfH1V7MvDk5wmCHpPpdIpoNIpEIhFI1H9eegE9CrBoxOdV0MtkMohGo0ilUsjlclhYWLDykeFwGL1eD5lMBqlUCslkEvF4HNPp1MqU87sABJIR+ePh4eHh4fEkoKWQo9GotdFQzGYzpNNp+8lms1hYWMDi4qK9p9/v4/DwEN1uF/F4HK1WC5VK5UleynMP5k5R4uaLRDxZ+IIHTwGJRAJra2vIZDJmUE+nU9RqNdTr9ad9eqcK+Xwely5dQjabxdraGs6fP49YLGYLT6PRwK1bt9Buty3BMB6P4/z581hZWbGFaTKZ4ObNm/jwww/R6/XQbDbR6XSe9uV5eHh4eDwHCIVCKJVKWFhYQDabxeuvv45z584hEolY49Fer4dOp4PBYICdnR1Uq1UUi0VcvnwZ2WzWjjUej3F4eIhWq4WDgwP89Kc/9bbHEwbJKyM+Xk74SOELHpxEDAYDbGxsIBQKYWVlBS+88IJVV2k0Gj6i8AjRbDbxwQcfBDxm83oPhEIh/MIv/AJ+5Vd+BYuLi/jWt76Fr3zlK4HKfN///vfRbDZRq9UwGo08+fHw8PDweGIoFAq4dOkSVlZW8Lu/+7v4xje+gXg8jkwmg3A4jFqthsPDQ+zu7uKf//N/jrfeegsAbO9TUL3ge+88HVBG6PF04MnPUwIXntFohH6/bwmGmmjoSdCjAT0q91vg6TWr1+sIhULY3d1FKpXCZDJBp9PBaDRCpVJBv9/HZDLBwsIC8vm8yQ90Y2GTW+YdUS/t4eHh4eGhiMfjyGaziMViSCaTSCaTdxEVolAoIBwOW+RmY2MDsVgM6XQa4XAYjUYDtVoN+/v7ft85YWDvJI+TAS97e8pQrw1wnMvS7XZ94tsTRqFQwOLiIuLxOIrFIrLZbCAkXa1Wsb+/j2Qyid/8zd/EL/7iLyKZTKJYLFriIostfPDBB7h58yYODg7wzjvv4ODg4ClfnYeHh4fHScP58+fxrW99C4uLi3jppZdw9epVRKPHfmk6SsfjMd577z38+Mc/NtuASgZWDRuNRhgOh+j3+7h9+7bfd04IeH9o33k8dnjZ20nHcDjEcDhEKBRCLpdDNpvFeDy+bxK/x+NBo9FAo3F/Th0Oh7GwsIBLly7hV3/1V5HJZLC6umplRGezGbrdLlKpFGKxGFKpFD788MMncfoeHh4eHs8YstksXnzxRayvr+PNN9/Et7/9bcRiMXud0jRWXXv77bfRbrdx69YtT26eAZCgsn+Px8mAJz8nCKPRyEpep1IppFIp8+L4h+ZkgJGdjz76CPl8HolEAoVCIRD5GQ6H+Oijj3Dr1i0Mh0NcvXoVly5dQjKZDET5gCMp3nA4xGQywfb2Nq5du+Ybm3l4eHg8w0in07h69SpWV1cRiUSQSCQC6z7JzHg8RiKRwPb2Ng4ODtBqtbCzs3NXFbfpdIrxeIy3334be3t7VtTA4+RCq/H5VIaTBy97O0GgdyCRSGBlZQXpdBrNZhP7+/teAneCEA6HUSgUkM1mTXKgssXZbIZ+v4/BYICLFy/i937v93D58mUsLy9btTliOByiXq+j1+vhz/7sz/CHf/iHqFarT+vSPDw8PDweEuvr6/in//Sf4jvf+Q7S6TRK///27jU2svO+7/j3OTNz5sYZDme45O6KlHZXUlaWpUruyt5KqCNbQYC6cFDHQBvUfdG8q4EERdAX7uVN0hTo1W0KJG6KXl0XKfyiCQKkka1YcVUXsi1HlteRaklL7YV74X2HM+Tcb09fzDzHQy53l1xxORzO7wMMuJw5wz2z/O8553+e//N/Jia2lLK1Wq3guP/WW2/xta99jZs3bxKNRm+b8+Ou0ay1lMtlNjc36XQ6NJtN3RQ9pIwxJBKJLfOGG43GoHdrlKjsbZi4etBOp4PneUQikaBWVA4P15Z8fX39nttOTk4Sj8fJZrMcO3aM48ePB6NE0O385/s+lUqFdDqN7/vBHaOd1nCArXHiSiKG8SaGiMhh198p1N3outM52d3hj8fjZDIZjh07RjKZJJvNbjnuN5tNfN+nXC4Tj8e1zs4R5OJG5+bDSSM/h1A4HCaVShGNRoNSODfsre4twyWXy/Hcc88xNTXF2NgYmUxmS1LTarWoVqu0Wi2Wl5e5evUq1lrOnj3L6dOn8Twv6CbnYqDZbDI3N8f8/DzlcpkbN25QKpUG+ClFRI6miYkJZmdnSSaTzM7OMjs7GyxS3j+a0+l0WFhY4ObNm4RCIbLZLIlEAt/3icfjW477nU6HarVKo9Fgfn6e119/fVc302R4+L5PJBIJShzV6OBAaeRnGLkhcSBof+k6hSj5GS75fJ5vf/vbwaTHndYZcmZnZ3nyySfJZrN85jOf4ZOf/CSRSATf9wmFQrRaLer1OpVKhW9961t897vfZXV1lUKhoORHROQBGB8f58knnySXy3H+/HnOnz9PLBYLblA6rhvbW2+9xcrKCq+88go/+clPguP9nUrZ3E0tOVpcMys5nJT8HFLu4OiG0T3PC0YBVOo0PNxaTrtRq9WoVCpEo1HW1ta4efMm4XA4KH9stVo0Gg2q1Sq3bt0K1nHI5XLBNpFI5I4lGW5NqXa7TalUolKp7OdHFRE51Nw6OuFwmLGxsS2laP36z7HT09NBw4JyuczCwgLRaPS297vR+/X1dQqFgpoSjBB3feau1+TwU9nbIdffwz8ajRKNRrcsvClHRyKRCOb9TE9Pk8vlgoOqK3tzq3GvrKyQz+fJ5XK88MILzMzMMD4+ztTU1JaGCv2WlpaYm5tjY2ODN998kwsXLuhALSIjIRQK8fjjj3PmzJlgFGd2dnbHbdvtNtVqlWazST6f59q1a1Sr1SCxga3dvKB7o7JYLFIoFKjX6ywtLbG5uXkQH00GKBQKkUgkiEQiNBoNKpWKzquDp7K3YedK3YwxxONxYrFYME9EjpZKpRKMxly7dm1X7/F9n8cee4xz585x7NgxTp8+fce7mZcvXyadTrO6usq1a9fUSENERkb/Gm0PPfQQn/70p/nIRz6y47atVovNzU1qtRrvvfde0Ib60qVLXLhwQfM3JGCMwfd9otEo1lqdV4eEkp8h4ZIg1/xAdxYEoFwu884771CtVnc98lMqlTDG8NGPfpRQKEQmkyEWi+F53m0d5lzcWWsplUrk83nq9XrQ7W4YR45FZDjFYjGi0SiJRIKHH36YdDp9z3JfVypsrSUajTI/P8/GxgbpdJq5ubkd3+NGfhqNBjdv3uTixYvBqI6OeQLdkb9wOIznecE5stlsKj6GhMrehkh/i03N+RHoNsTIZDJEo9Fdz/kJh8M8++yzPPXUU2QyGZ5++mmmp6eDDkbbF2GtVCo0m02uXr3KD3/4Q9bX1/nRj37Ej3/8Y90BFZED4XkeU1NTZLNZZmZm+PznP88TTzxBPB4nlUrdcWmAQqHA4uIiGxsbvPzyy7z66qtYa3c958eVMrXbber1uubxCMYYkskkiUQiOEc2Go0gbmTgVPZ2lOg/lWzXbDZZXV3d03ui0SidTofx8XGy2SzHjx/nxIkTQWfB7cmPm7hbqVTIZDK0223i8TiRSGTLnCTgtsTLLfrq/uySJSXvIqOnv+OlO3a45/u3ga2dMK21wQLgsViMZDLJ5OQkJ06cIJFIMD4+fsfkx12g+r6P53kUi0WazabW1ZEPxc3HdgmPbgQOF438iIyYcDjMo48+yqlTp0gkEpw8eZJ0Oh0srNt/IdK/RkGxWGR5eXlL+85oNMrx48eD929flNd1lqvX69y6dYsrV65QqVRYW1tjbW1NCZDIiPA8j3Q6zdjYGOl0mrNnz5LNZonFYoyNjQXJkEuI3ELO1WqVjY0NGo0G+XyeQqFAIpHgkUceIZPJ7HjTpl+lUqFYLFKtVrlw4QJvv/22biTKfelf8NZ1Yu10OkEXVTk07jnyo+RHZAT1r1R+t5Eb+OkdWFdrH4vFOH/+POfOnSObzfLMM89w8uTJHcvmGo0Gi4uLbG5u8sEHH/Daa6+xtrbG+++/z8WLF3XCEBkRoVCImZkZjh8/zkMPPcRnP/tZzpw5QyaTYXp6mkgkEsyj6HQ6NJtNOp0Ot27d4saNG2xubvL666/z5ptvUiqVuH79Ohsb3eubu00yd6PPbv6ijjlyv/pv8LnkfBivoUeAyt5E5HbtdnvPFwFuvSmAUqlEsVjEGMPKykpwUohGo1suRBqNBqurq5RKJdbX14NJxGNjY8zOzmKtDRKx3XITS92IlCvLU721yP5LJBLBnBqXnMBPS9juxF0Uttttms0mxhjGxsaCtv3FYpG1tTUajQadTidIflwpkUt+1tfXWVtbo1QqBR3YqtVq8BB50FzC01+S2V/SLcNHIz8isiuuLM7zPHK5HNlsFt/3yWQyxOPxoAa6nysJaDabVKtV8vk8AOfOneO5554jFosxPj5OLBbb1T64BGdpaYmbN29SKBT4wQ9+wJUrV4K/QwmQyP4wxvDMM8/w4osvkk6nmZ6eZmJiIlhw+243LdzF4fr6OouLi1QqFS5duhS02fd9P2jSEovFbhuF3t5woNVqsba2Rj6fp9Vqaa07ORD9C+LW63XK5XIQm8N4/TwiNPIjIvuj0+kEnY5u3LjBjRs39vR+d6GTSCSYnp7mpZdeIpVKcezYMcbGxnb9c9rtNnNzc7z//vssLy9z7do1FhcXMcZQr9eV/Ijso+npaT7+8Y9z7NgxTp06xYkTJwiHw0EDgTtxF4cLCwt88MEHFAoFyuUy8/PzbG5ucv36dUql0gF+EpG98zyPWCxGPB4PlnzQOWb4KfkRkQPhRm0ajQaXL1/mO9/5DvF4nPHxceLx+K7eD90kbGFhgZs3b7K5uUmn02Fqagrf9xkbG7utPGcv++f2sVwus7GxQavVCiZLN5vNoOWtyKC5UpxMJkMulyMSiZBMJonH41tGae9VntbPzYlpNptB/EciEd5++22SySRXrlwhm81u+fk76b8rns/nWVhYoFwuc/XqVQqFAtVqlVartW//FiL7rb8M063f49pZy/BT2ZuIHBh3IZbJZBgfHw/mCu1lzg905xI1Gg2i0SinTp1icnKS2dlZnn/+ebLZLMlkkmQyuafVtt1FX7vd5sqVK1y8eJHNzU3efffdING6fv265hnIwHmeh+/7hMNhnnrqKT7xiU+QTqc5ffo0x48fJxqNkkqlgtKy7V0Yd+KS/lqtRrFY5OLFixQKBebm5njrrbeo1WrBBeFeEyo3P69SqQSlqa1WS3fQ5VAyxpBKpRgbGws6lrq5abr5NRRU9iYih4e7I5zP54P5Px+Ga5zgRpBOnjzJ1NQUyWSSVCq1p6Sq3W7TaDRotVrU63Xy+TyRSIR0Os36+jrNZhPf94PJ23u5ANyt7WubuK/bJ9gO402ro6T/d789Fu7WOfHDcjHgSkhDoRCJRIJsNsv4+DgnTpzgoYceIhqNkslkggTJJSx34y7yKpUKY2NjFAoFQqEQc3NzLC4uqkRNRoqrIHDr02l+2dGikR8RGVq+7zMzM8PExAS5XI7HHnssmJy6vfPcvbi7ep1Oh7W1NZaWloImCo1Gg3A4TCwWIxQKkU6nmZiYIBQKBReY95MMufa77i64G3mq1WpUKhWazSaFQoHNzU3q9TqFQoFGo0G1WqVUKikJOkBubQ/P80gkEkxOThKNRkmn02QyGcLhMKlUKoiR/gn9vu/f99/bbreDcrRSqUStVqNUKrG0tES1WiWVSgWJzsTEBKlUakusbl+I+E6stdTr9aC8c3l5mUqlwrVr13jvvfe2rO8lctTF43Gi0SjtdltlmsNH6/yIyNHmSnr612C431GZ/nlFnU4H3/eZnZ1lcnKSqakpPvaxj5HNZpmZmeH06dPBPKOdulXt9u+rVCo0Gg2azSblcplWq0WhUGB1dZVarcbly5eDtZLcZPH19XWWlpZUgnGA3MTnSCTC5OQkZ8+eJZVKMTs7yyOPPEIsFuPEiRNBIpJKpYIGH3stwexXr9ep1+s0Gg2WlpYoFAosLCzw/e9/n9XVVRYXF5mfn6fZbAbJM9zfCFT/yKLraOWSL5FR09/aWoaKyt7kzowx+k8tQ+9BJgCuVbdbW6RUKhGJRCgWi+TzeXzfp1arBaNM21t934u1llqtRr1ep9VqBS19i8UiGxsb1Gq1YJKtaw8ci8VIpVJBgtZ/Z3978vUgS7COsv6L//5yQ/dvnUqliMfjxGIxPM+j1WrRbDaD0ThXHhkOh6lUKlQqlfv+HTQajWBEZn19nWKxyObmJtVqlXq9HsSnW/tKiYrI/tD10dGlkZ8R5co33MRTEbmd53kkk0mi0SixWCxY28jdzXd14XvtquW4O+sukXF/dhe8ALFYDN/3tyQ3ExMTWzrcJRIJwuFw8LV/f+6nocSoc+WO7Xb7tpGXYrEYLOjreV4w4tLfGdB1Q3OlcnvtPNivPy5cMlytVllbW6Ner1OpVIL2u1pxXkREZW+yA2NMMFnWTeQbxjgQOerC4TCzs7NMTU0Ri8XI5XLE43HOnDnD008/TTKZJJfLkU6n8X2f8fHxLaNQ7uJ7ryNSo65er7O5uRnMfymXy1QqFd59910WFxeD5KjVarG8vMzy8jLlcplLly6xsrIy6N0XERllKnuTnbkWo65zUH+Zh4gcDm5OUKFQwPd9Wq0Wvu8H/1/dhHs34pNMJoMRBzf6o5Gfvetf06m/tOz69evk8/ng+Xa7TaFQIJ/PB6NDIiJyuGnkZ0S58hzXjcgYE5RviMjh0b+2iktkXDc71+Shv+nD9vK7B9GS+6jrLyFziWan0wnmZrnngC3d+tx6NiIiMjAa+ZGd9Xf1eVBrlojIh6ebEiIiIvtHyc+Is9YGizbqjqWIiIiIHGVKfkacK+cQERERETnqlPzIbdQNTkRERESOIiU/chvf95mZmSGTyVAsFrl+/Xqw5oiIiIiIyLBS/1O5TTgcJpfLMTMzQy6X+1AL9ImIiIiIHBa6qpXbtNttisUi4XCYUqlENBoNGiOo65SIiIiIDCut8yO38TyPaDRKJBLB930SiQSe51EsFikUCpr/IyIiIiKH0T3X+VHZm9ym0+lQrVbZ2NigVqsRDoeJRqOEQqFB75qIiIiIyH1T2ZvcVaPRoFgsEgqFqNfrhEKhYHVzjQCJiIjIoBhj8DwPz/PodDpar1B2RcmP3FWj0WB9fR2AUCgUJD/uISIiIjIIbmkOz/NotVq6MSu7ouRH7sktgmqMCR6+72OM0TpAIiIicqBCoRCe5wXXJCJ7oeRHds3dUYnFYszMzDAxMUGhUGB+fp5arTbo3RMREZEjzvM8JiYmSKfTQXVKvV7XqI/smhoeyK65uT6e5zE5OcmpU6eYmpoiEokMetdERERkBHieRzKZJJfLkU6nt5S8ieyGRn5kz1qtFhsbG6ysrFAsFjXBUERERB6o/uYGjUaDjY0N6vU6rVZr0LsmQ0br/MieeZ5HPB4nEonQbDapVqu64yIiIiIPjFt70BgTNF3qdDo0Gg1dg0i/e67zo5Ef2bNOp0O5XB70boiIiMiIMMYE6w3WajUajcaA90iGlZIfERERETl0XMLjOrq5hEfl9vJhKPkRERERkUNn+zo+jUZD6wzKh6bkR0REREQODbeGj+f9tCmxFliX/aLkR0REREQOBWMMyWSSeDxOq9WiUqloHR/ZV1rnR0REREQOBWMMsViMVCpFIpEA0Do+sq808iMiIiIih4ZbRqPZbCrpkX2n5EdEREREDoVOp0OpVArWENQiprLflPyIiIiIyKHRarWU9MgDo+RHRERERAbCrePT6XRU4iYHQg0PREREROTAeZ5HOBwmEokQCoUGvTsyIpT8iIiIiIjISFDZm4iIiIgcONfQwJW9iRwEJT8iIiIiMhDtdnvQuyAjRmVvIiIiIiIyEoY1+UkNegdERERERORQuWeOYKy1B7Ej+8oYY4CfAd4DZoDNwe6RHCIp4AaKC9lKcSHbKSZkJ4oL2YniYjikgAV7j+RmKOf8WGutMWax9+2mtXZjoDskh0Y3LwYUF9JHcSHbKSZkJ4oL2YniYmjs6nczrGVvIiIiIiIie6LkR0RERERERsIwJz914B/3voo4igvZieJCtlNMyE4UF7ITxcURMpQND0RERERERPZqmEd+REREREREdk3Jj4iIiIiIjAQlPyIiIiIiMhKU/IiIiIiIyEgY2uTHGPMrxpirxpiaMeYNY8wnBr1PcjCMMb9hjLHbHu/1vR4zxnzFGHPLGFMyxvy+MWZ6kPss+88Y87PGmD8yxiz0YuBz2143xpjfNMYsGmOqxphXjTGPb9sma4z5PWPMhjGmYIz5z8aYsQP9ILKvdhEXX93h+PHNbdsoLo4QY8w/NMb8mTFm0xizYoz5Q2PM2W3b3PO8YYx52Bjzx8aYSu/n/CtjzFAuFj/qdhkTr+1wrPj327ZRTAyhoUx+jDG/BPwbum0H/yLwY+AVY8zUQHdMDtL/A070Pf5y32u/BfwC8NeBF4GTwB8c9A7KA5ek+3//V+7w+peAvwt8ETgPlOkeJ2J92/we8FHg54HPAj8L/IcHtcNyIO4VFwDfZOvx429ue11xcbS8CHwF+Et0f6cR4E+MMcm+be563jDGhIA/BnzgBeBvA78M/OaD3315AHYTEwD/ka3Hii+5FxQTw2soW10bY94A/sxa+6u97z3gOvDb1tp/PtCdkwfOGPMbwOestc/u8No4sAp8wVr7P3vPPQG8Czxvrf3+Ae6qHBBjjAV+0Vr7h73vDbAA/Gtr7Zd7z40Dy8AvW2u/boz5CPAT4OPW2jd72/wV4GVgxlq7cPCfRPbT9rjoPfdVIGOt/dwd3qO4OOKMMceAFeBFa+13dnPeMMZ8BvhfwElr7XJvmy8C/wI4Zq1tDOKzyP7YHhO9514DLlhrf+0O71FMDKmhG/kxxvjAOeBV95y1ttP7/vlB7ZccuMd7ZS2Xe+UpD/eeP0f3Dk5/fLwHXEPxMUpOA8fZGgdF4A1+GgfPAwV3gdvzKtChO1IkR9eneiUq7xtjftcYk+t7TXFx9I33vuZ7X3dz3ngeeNtd5Pa8AqTpjhLKcNseE87fMsasGWPeMcb8M2NMou81xcSQGsa6xEkgRPcObr9l4ImD3x0ZgDfoDi2/T3cY+teB/2uMeYruBW/DWlvY9p7l3msyGtzveqfjxPG+bVb6X7TWtowxeRQrR9k36ZYzXQEeBf4p8A1jzPPW2jaKiyOtVynyb4HXrbXv9J7ezXnjODsfT0BxMdTuEBMA/wOYp1tF8BfojuicBT7fe10xMaSGMfmREWet/Ubft3/eK4OcB/4GUB3MXonIMLDWfr3v27eNMX8OXAI+BfzpQHZKDtJXgKfYOk9URtuOMWGt7Z/n97YxZhH4U2PMo9baSwe5g7K/hq7sDVgD2sD27l3TwNLB744MWu9u3UXgMbox4BtjMts2U3yMFve7vttxYgnY0iSl16Uni2JlZFhrL9M9rzzWe0pxcUQZY36HbgOLT1trb/S9tJvzxhI7H09AcTG07hITO3mj97X/WKGYGEJDl/z0JpD9EPg591xvyPLngO8Nar9kcHotaB8FFunGRpOt8XEWeBjFxyi5Qvfk0x8HabpzNlwcfA/IGGPO9b3vJbrHxTeQkWCMmQFydI8foLg4ckzX7wC/CLxkrb2ybZPdnDe+Bzy9ravszwMbdBtkyBDZRUzs5Nne1/5jhWJiCA1rt7dfAv4b8HeAHwC/Rrfk6YltE8/kCDLGfBn4I7qlbifptjx/FnjSWrtqjPld4K/SnRe0Afw2gLX2hUHsrzwYvaTX3YH7EfD3gP8N5K2114wxfx/4B3Tbj14B/gnduu0nrbW13s/4Bt07dV+kO+H5vwJvWmu/cJCfRfbP3eKi9/h14PfpJsePAv8SSAFPW2vrvZ+huDhCjDH/DvgC8NfozhV1itbaam+bu543em2NL9Cd//ElunM6/jvwn6y1/+ggPofsn3vFhDHm0d7rLwO36J47fgu4Ya19sfczFBPDylo7lA/gV+le/Nbp3o07P+h90uPAfvdfp3uwqQM3et8/2vd6jG4Nb57u2i5/ABwf9H7rse9x8CnA7vD4au91Q3e9hSWgRreT089s+xlZupNaN4Ei8F+AsUF/Nj0eTFwAcbrdmFaABnCV7vo904qLo/u4QzxYum3v3Tb3PG8Aj9C9GK7QbY39ZSA86M+nx/7HBDAL/B+6iU8NmKN7oyStmBj+x1CO/IiIiIiIiOzV0M35ERERERERuR9KfkREREREZCQo+RERERERkZGg5EdEREREREaCkh8RERERERkJSn5ERERERGQkKPkREREREZGRoORHRERERERGgpIfEREREREZCUp+RERERERkJCj5ERERERGRkaDkR0RERERERsL/ByrskA2PjFoTAAAAAElFTkSuQmCC", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "maskedspleen = np.ma.masked_where(test_outputsSpl[0].cpu().numpy()[1][:,:,200] == 0, test_outputsSpl[0].cpu().numpy()[1][:,:,200])\n", "fig = plt.figure(frameon=False, figsize=(10,10))\n", @@ -822,144 +2109,6 @@ "#### Feel free to play around in this notebook or download it and use it where a GPU is accessible" ] }, - { - "cell_type": "markdown", - "id": "896388a1", - "metadata": {}, - "source": [ - "## Additional Exercise: Use liver segmentation in addition to spleen\n", - " - Just need to load liver segmentation from NVIDIA\n", - " - While we can't train this model, since we don't have training data, we can use it as a rough estimate" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "657e44a0", - "metadata": {}, - "outputs": [], - "source": [ - "mmarliver = {\n", - " RemoteMMARKeys.ID: \"clara_pt_liver_and_tumor_ct_segmentation_1\",\n", - " RemoteMMARKeys.NAME: \"clara_pt_liver_and_tumor_ct_segmentation\",\n", - " RemoteMMARKeys.FILE_TYPE: \"zip\",\n", - " RemoteMMARKeys.HASH_TYPE: \"md5\",\n", - " RemoteMMARKeys.HASH_VAL: None,\n", - " RemoteMMARKeys.MODEL_FILE: os.path.join(\"models\", \"model.pt\"),\n", - " RemoteMMARKeys.CONFIG_FILE: os.path.join(\"config\", \"config_train.json\"),\n", - " RemoteMMARKeys.VERSION: 1,\n", - "}" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "a6fb0da7", - "metadata": {}, - "outputs": [], - "source": [ - " try: #MONAI=0.8\n", - " unet_model = load_from_mmar(\n", - " item = mmarliver['name'], \n", - " mmar_dir=root_dir,\n", - " map_location=device,\n", - " version=mmarliver['version'],\n", - " pretrained=True)\n", - " except: #MONAI<0.8\n", - " unet_model = load_from_mmar(\n", - " mmarliver, \n", - " mmar_dir=root_dir,\n", - " map_location=device,\n", - " pretrained=True)\n", - " model = unet_model" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "55034354", - "metadata": {}, - "outputs": [], - "source": [ - "device = torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\")\n", - "\n", - "print(\"using a pretrained model.\")\n", - "try: #MONAI=0.8\n", - " unet_model = load_from_mmar(\n", - " item = mmarliver['name'], \n", - " mmar_dir=root_dir,\n", - " map_location=device,\n", - " version=mmarliver['version'],\n", - " pretrained=True)\n", - "except: #MONAI<0.8\n", - " unet_model = load_from_mmar(\n", - " mmarliver, \n", - " mmar_dir=root_dir,\n", - " map_location=device,\n", - " pretrained=True)\n", - "model = unet_model.to(device)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "a79c1731", - "metadata": {}, - "outputs": [], - "source": [ - "num_classesP=3\n", - "num_classesL=2\n", - "post_pred = Compose([EnsureType(), AsDiscrete(argmax=True, to_onehot=num_classesP)])\n", - "post_label = Compose([EnsureType(), AsDiscrete(to_onehot=num_classesL)])\n", - "model.eval()\n", - "with torch.no_grad():\n", - " for data in DataLoader(test_ds, batch_size=1, num_workers=2):\n", - " test_inputs, test_labels = (\n", - " data[\"image\"].to(device),\n", - " data[\"label\"].to(device),\n", - " )\n", - " roi_size = (160, 160, 160)\n", - " sw_batch_size = 4\n", - " test_outputs = sliding_window_inference(\n", - " test_inputs, roi_size, sw_batch_size, model, overlap=0.5)\n", - " test_outputsliv = [post_pred(i) for i in decollate_batch(test_outputs)] # Decollate our results\n", - " test_labelsliv = [post_label(i) for i in decollate_batch(test_labels)]" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "c0956706", - "metadata": {}, - "outputs": [], - "source": [ - "sliceval = 215\n", - "maskedliv = np.ma.masked_where(test_outputsliv[0].cpu().numpy()[1][:,:,sliceval] == 0, test_outputsliv[0].cpu().numpy()[1][:,:,sliceval])\n", - "maskedspleen = np.ma.masked_where(test_outputsSpl[0].cpu().numpy()[1][:,:,sliceval] == 0, test_outputsSpl[0].cpu().numpy()[1][:,:,sliceval])\n", - "fig = plt.figure(frameon=False, figsize=(7,7))\n", - "plt.title('Pretrained Calculated Liver and spleen')\n", - "plt.imshow(np.rot90(test_ds[0]['image'][0][:,:,sliceval]), cmap='Greys_r')\n", - "plt.imshow(np.rot90(maskedliv), cmap='cividis', alpha=0.75)\n", - "plt.imshow(np.rot90(maskedspleen), cmap='viridis', alpha=0.75)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "5bdfdbe9", - "metadata": {}, - "outputs": [], - "source": [ - "sliceval = 110\n", - "maskedliv = np.ma.masked_where(test_outputsliv[0].cpu().numpy()[1][:,sliceval,:] == 0, test_outputsliv[0].cpu().numpy()[1][:,sliceval,:])\n", - "maskedspleen = np.ma.masked_where(test_outputsSpl[0].cpu().numpy()[1][:,sliceval,:] == 0, test_outputsSpl[0].cpu().numpy()[1][:,sliceval,:])\n", - "fig = plt.figure(frameon=False, figsize=(7,7))\n", - "plt.title('Pretrained Calculated Liver and Spleen')\n", - "plt.imshow(np.rot90(test_ds[0]['image'][0][:,sliceval,:]), cmap='Greys_r')\n", - "plt.imshow(np.rot90(maskedliv), cmap='cividis', alpha=0.75)\n", - "plt.imshow(np.rot90(maskedspleen), cmap='viridis', alpha=0.75)" - ] - }, { "cell_type": "markdown", "id": "bf745751", @@ -985,7 +2134,31 @@ "source": [] } ], - "metadata": {}, + "metadata": { + "environment": { + "kernel": "conda-base-py", + "name": "workbench-notebooks.m129", + "type": "gcloud", + "uri": "us-docker.pkg.dev/deeplearning-platform-release/gcr.io/workbench-notebooks:m129" + }, + "kernelspec": { + "display_name": "Python 3 (ipykernel) (Local)", + "language": "python", + "name": "conda-base-py" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.16" + } + }, "nbformat": 4, "nbformat_minor": 5 } From 401bf66621fce4d5070abd5185932af46a050568 Mon Sep 17 00:00:00 2001 From: github-action Date: Fri, 2 May 2025 19:07:44 +0000 Subject: [PATCH 49/53] Github Action: Lint Notebooks --- .../SpleenSeg_Pretrained-4_27.ipynb | 1455 +---------------- 1 file changed, 73 insertions(+), 1382 deletions(-) diff --git a/notebooks/SpleenLiverSegmentation/SpleenSeg_Pretrained-4_27.ipynb b/notebooks/SpleenLiverSegmentation/SpleenSeg_Pretrained-4_27.ipynb index 8ca87e7..245e2be 100644 --- a/notebooks/SpleenLiverSegmentation/SpleenSeg_Pretrained-4_27.ipynb +++ b/notebooks/SpleenLiverSegmentation/SpleenSeg_Pretrained-4_27.ipynb @@ -48,457 +48,10 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "id": "82db674f", - "metadata": { - "collapsed": true, - "jupyter": { - "outputs_hidden": true - }, - "tags": [] - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Collecting monai[all]\n", - " Downloading monai-1.4.0-py3-none-any.whl.metadata (11 kB)\n", - "Collecting numpy<2.0,>=1.24 (from monai[all])\n", - " Downloading numpy-1.26.4-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (61 kB)\n", - "Collecting torch>=1.9 (from monai[all])\n", - " Downloading torch-2.7.0-cp310-cp310-manylinux_2_28_x86_64.whl.metadata (29 kB)\n", - "Collecting clearml>=1.10.0rc0 (from monai[all])\n", - " Downloading clearml-2.0.0rc0-py2.py3-none-any.whl.metadata (17 kB)\n", - "Collecting einops (from monai[all])\n", - " Downloading einops-0.8.1-py3-none-any.whl.metadata (13 kB)\n", - "Collecting fire (from monai[all])\n", - " Downloading fire-0.7.0.tar.gz (87 kB)\n", - " Preparing metadata (setup.py) ... \u001b[?25ldone\n", - 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"\u001b[?25h Created wheel for asciitree: filename=asciitree-0.3.3-py3-none-any.whl size=5069 sha256=357f7e07486048a0447c93f290c9448aab46125411264e8a809404936772bb25\n", - " Stored in directory: /home/jupyter/.cache/pip/wheels/7f/4e/be/1171b40f43b918087657ec57cf3b81fa1a2e027d8755baa184\n", - "Successfully built fire asciitree\n", - "Installing collected packages: schema, nvidia-cusparselt-cu12, mpmath, lmdb, json-tricks, asciitree, typeguard, triton, sympy, simplejson, pyjwt, pydicom, pathlib2, orderedmultidict, openslide-python, nvidia-nvtx-cu12, nvidia-nvjitlink-cu12, nvidia-nccl-cu12, nvidia-curand-cu12, nvidia-cufile-cu12, nvidia-cuda-runtime-cu12, nvidia-cuda-nvrtc-cu12, nvidia-cuda-cupti-cu12, nvidia-cublas-cu12, numpy, ninja, Mako, lazy-loader, itsdangerous, importlib-resources, humanfriendly, gunicorn, graphql-core, fire, filelock, fasteners, einops, colorlog, blinker, astor, tifffile, responses, PythonWebHDFS, pynrrd, onnx, nvidia-cusparse-cu12, nvidia-cufft-cu12, nvidia-cudnn-cu12, numcodecs, nibabel, itk-core, imageio, imagecodecs, graphql-relay, furl, Flask, coloredlogs, alembic, zarr, tokenizers, scikit-image, pyamg, optuna, onnxruntime, nvidia-cusolver-cu12, itk-numerics, itk-io, graphene, gdown, databricks-sdk, transformers, torch, nni, itk-filtering, cucim-cu12, clearml, torchvision, pytorch-ignite, monai, mlflow-skinny, itk-segmentation, itk-registration, mlflow, lpips, itk\n", - " Attempting uninstall: typeguard\n", - " Found existing installation: typeguard 4.4.2\n", - " Uninstalling typeguard-4.4.2:\n", - " Successfully uninstalled typeguard-4.4.2\n", - " Attempting uninstall: numpy\n", - " Found existing installation: numpy 2.1.3\n", - " Uninstalling numpy-2.1.3:\n", - " Successfully uninstalled numpy-2.1.3\n", - " Attempting uninstall: filelock\n", - " Found existing installation: filelock 3.18.0\n", - " Uninstalling filelock-3.18.0:\n", - " Successfully uninstalled filelock-3.18.0\n", - " Attempting uninstall: tokenizers\n", - " Found existing installation: tokenizers 0.21.1\n", - " Uninstalling tokenizers-0.21.1:\n", - " Successfully uninstalled tokenizers-0.21.1\n", - " Attempting uninstall: transformers\n", - " Found existing installation: transformers 4.51.3\n", - " Uninstalling transformers-4.51.3:\n", - " Successfully uninstalled transformers-4.51.3\n", - "\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n", - "virtualenv 20.29.3 requires filelock<4,>=3.12.2, but you have filelock 3.11.0 which is incompatible.\u001b[0m\u001b[31m\n", - "\u001b[0mSuccessfully installed Flask-3.1.0 Mako-1.3.10 PythonWebHDFS-0.2.3 alembic-1.15.2 asciitree-0.3.3 astor-0.8.1 blinker-1.9.0 clearml-2.0.0rc0 coloredlogs-15.0.1 colorlog-6.9.0 cucim-cu12-25.4.0 databricks-sdk-0.51.0 einops-0.8.1 fasteners-0.19 filelock-3.11.0 fire-0.7.0 furl-2.1.4 gdown-5.2.0 graphene-3.4.3 graphql-core-3.2.6 graphql-relay-3.2.0 gunicorn-23.0.0 humanfriendly-10.0 imagecodecs-2025.3.30 imageio-2.37.0 importlib-resources-6.5.2 itk-5.4.3 itk-core-5.4.3 itk-filtering-5.4.3 itk-io-5.4.3 itk-numerics-5.4.3 itk-registration-5.4.3 itk-segmentation-5.4.3 itsdangerous-2.2.0 json-tricks-3.17.3 lazy-loader-0.4 lmdb-1.6.2 lpips-0.1.4 mlflow-2.22.0 mlflow-skinny-2.22.0 monai-1.4.0 mpmath-1.3.0 nibabel-5.3.2 ninja-1.11.1.4 nni-3.0 numcodecs-0.13.1 numpy-1.26.4 nvidia-cublas-cu12-12.6.4.1 nvidia-cuda-cupti-cu12-12.6.80 nvidia-cuda-nvrtc-cu12-12.6.77 nvidia-cuda-runtime-cu12-12.6.77 nvidia-cudnn-cu12-9.5.1.17 nvidia-cufft-cu12-11.3.0.4 nvidia-cufile-cu12-1.11.1.6 nvidia-curand-cu12-10.3.7.77 nvidia-cusolver-cu12-11.7.1.2 nvidia-cusparse-cu12-12.5.4.2 nvidia-cusparselt-cu12-0.6.3 nvidia-nccl-cu12-2.26.2 nvidia-nvjitlink-cu12-12.6.85 nvidia-nvtx-cu12-12.6.77 onnx-1.17.0 onnxruntime-1.21.1 openslide-python-1.4.2 optuna-4.3.0 orderedmultidict-1.0.1 pathlib2-2.3.7.post1 pyamg-5.2.1 pydicom-3.0.1 pyjwt-2.10.1 pynrrd-1.1.3 pytorch-ignite-0.4.11 responses-0.25.7 schema-0.7.7 scikit-image-0.25.2 simplejson-3.20.1 sympy-1.14.0 tifffile-2025.3.30 tokenizers-0.19.1 torch-2.7.0 torchvision-0.22.0 transformers-4.40.2 triton-3.3.0 typeguard-4.1.2 zarr-2.18.3\n", - "Requirement already satisfied: matplotlib in /opt/conda/lib/python3.10/site-packages (3.10.0)\n", - "Requirement already satisfied: contourpy>=1.0.1 in /opt/conda/lib/python3.10/site-packages (from matplotlib) (1.3.1)\n", - "Requirement already satisfied: cycler>=0.10 in /opt/conda/lib/python3.10/site-packages (from matplotlib) (0.12.1)\n", - "Requirement already satisfied: fonttools>=4.22.0 in /opt/conda/lib/python3.10/site-packages (from matplotlib) (4.56.0)\n", - "Requirement already satisfied: kiwisolver>=1.3.1 in /opt/conda/lib/python3.10/site-packages (from matplotlib) (1.4.8)\n", - "Requirement already satisfied: numpy>=1.23 in /opt/conda/lib/python3.10/site-packages (from matplotlib) (1.26.4)\n", - "Requirement already satisfied: packaging>=20.0 in /opt/conda/lib/python3.10/site-packages (from matplotlib) (24.2)\n", - "Requirement already satisfied: pillow>=8 in /opt/conda/lib/python3.10/site-packages (from matplotlib) (11.1.0)\n", - "Requirement already satisfied: pyparsing>=2.3.1 in /opt/conda/lib/python3.10/site-packages (from matplotlib) (3.2.3)\n", - "Requirement already satisfied: python-dateutil>=2.7 in /opt/conda/lib/python3.10/site-packages (from matplotlib) (2.9.0.post0)\n", - "Requirement already satisfied: six>=1.5 in /opt/conda/lib/python3.10/site-packages (from python-dateutil>=2.7->matplotlib) (1.17.0)\n" - ] - } - ], + "metadata": {}, + "outputs": [], "source": [ "! pip install 'monai[all]'\n", "! pip install matplotlib " @@ -506,46 +59,19 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": null, "id": "439cd9a3-1bb0-4ae4-b658-dbd4bf692f4b", - "metadata": { - "tags": [] - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Requirement already satisfied: numpy in /opt/conda/lib/python3.10/site-packages (1.26.4)\n", - "Collecting numpy\n", - " Downloading numpy-2.2.5-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (62 kB)\n", - "Downloading numpy-2.2.5-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (16.4 MB)\n", - "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m16.4/16.4 MB\u001b[0m \u001b[31m128.0 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", - "\u001b[?25hInstalling collected packages: numpy\n", - " Attempting uninstall: numpy\n", - " Found existing installation: numpy 1.26.4\n", - " Uninstalling numpy-1.26.4:\n", - " Successfully uninstalled numpy-1.26.4\n", - "\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n", - "monai 1.4.0 requires numpy<2.0,>=1.24, but you have numpy 2.2.5 which is incompatible.\n", - "numba 0.61.0 requires numpy<2.2,>=1.24, but you have numpy 2.2.5 which is incompatible.\n", - "tensorflow 2.19.0 requires numpy<2.2.0,>=1.26.0, but you have numpy 2.2.5 which is incompatible.\n", - "ydata-profiling 4.16.1 requires numpy<2.2,>=1.16.0, but you have numpy 2.2.5 which is incompatible.\u001b[0m\u001b[31m\n", - "\u001b[0mSuccessfully installed numpy-2.2.5\n" - ] - } - ], + "metadata": {}, + "outputs": [], "source": [ "! pip install --upgrade numpy" ] }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "id": "bb1228b3", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "%matplotlib inline" @@ -553,7 +79,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "id": "540e5d47", "metadata": {}, "outputs": [], @@ -577,65 +103,10 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "id": "07510582", - "metadata": { - "tags": [] - }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "2025-05-02 17:25:24.184999: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:467] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered\n", - "WARNING: All log messages before absl::InitializeLog() is called are written to STDERR\n", - "E0000 00:00:1746206724.427880 4125 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered\n", - "E0000 00:00:1746206724.495422 4125 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered\n", - "W0000 00:00:1746206725.092118 4125 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.\n", - "W0000 00:00:1746206725.092147 4125 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.\n", - "W0000 00:00:1746206725.092149 4125 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.\n", - "W0000 00:00:1746206725.092151 4125 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.\n", - "2025-05-02 17:25:25.157274: I tensorflow/core/platform/cpu_feature_guard.cc:210] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.\n", - "To enable the following instructions: AVX2 FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "MONAI version: 1.4.0\n", - "Numpy version: 2.2.5\n", - "Pytorch version: 2.7.0+cu126\n", - "MONAI flags: HAS_EXT = False, USE_COMPILED = False, USE_META_DICT = False\n", - "MONAI rev id: 46a5272196a6c2590ca2589029eed8e4d56ff008\n", - "MONAI __file__: /opt/conda/lib/python3.10/site-packages/monai/__init__.py\n", - "\n", - "Optional dependencies:\n", - "Pytorch Ignite version: 0.4.11\n", - "ITK version: 5.4.3\n", - "Nibabel version: 5.3.2\n", - "scikit-image version: 0.25.2\n", - "scipy version: 1.15.2\n", - "Pillow version: 11.1.0\n", - "Tensorboard version: 2.19.0\n", - "gdown version: 5.2.0\n", - "TorchVision version: 0.22.0+cu126\n", - "tqdm version: 4.67.1\n", - "lmdb version: 1.6.2\n", - "psutil version: 5.9.3\n", - "pandas version: 2.2.3\n", - "einops version: 0.8.1\n", - "transformers version: 4.40.2\n", - "mlflow version: 2.22.0\n", - "pynrrd version: 1.1.3\n", - "clearml version: 2.0.0rc0\n", - "\n", - "For details about installing the optional dependencies, please visit:\n", - " https://docs.monai.io/en/latest/installation.html#installing-the-recommended-dependencies\n", - "\n" - ] - } - ], + "metadata": {}, + "outputs": [], "source": [ "import os\n", "import tempfile\n", @@ -692,11 +163,9 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "id": "0be7401d", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "PRETRAINED = True" @@ -712,20 +181,10 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "id": "311c3282", - "metadata": { - "tags": [] - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "monai_data/\n" - ] - } - ], + "metadata": {}, + "outputs": [], "source": [ "directory = \"monai_data/\"\n", "root_dir = tempfile.mkdtemp() if directory is None else directory\n", @@ -742,29 +201,10 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "id": "da7cfede", - "metadata": { - "tags": [] - }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Task09_Spleen.tar: 1.50GB [01:44, 15.4MB/s] \n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "2025-05-02 17:27:20,837 - INFO - Downloaded: monai_data/Task09_Spleen.tar\n", - "2025-05-02 17:27:23,815 - INFO - Verified 'Task09_Spleen.tar', md5: 410d4a301da4e5b2f6f86ec3ddba524e.\n", - "2025-05-02 17:27:23,816 - INFO - Writing into directory: monai_data/.\n" - ] - } - ], + "metadata": {}, + "outputs": [], "source": [ "resource = \"https://msd-for-monai.s3-us-west-2.amazonaws.com/Task09_Spleen.tar\"\n", "md5 = \"410d4a301da4e5b2f6f86ec3ddba524e\"\n", @@ -784,11 +224,9 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "id": "2515b177", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "train_images = sorted(\n", @@ -812,20 +250,10 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "id": "2357d35d", - "metadata": { - "tags": [] - }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "monai.transforms.croppad.dictionary CropForegroundd.__init__:allow_smaller: Current default value of argument `allow_smaller=True` has been deprecated since version 1.2. It will be changed to `allow_smaller=False` in version 1.5.\n" - ] - } - ], + "metadata": {}, + "outputs": [], "source": [ "train_transforms = Compose( #Transformations for training dataset\n", " [\n", @@ -888,40 +316,10 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "id": "ada5757a", - "metadata": { - "tags": [] - }, - "outputs": [ - { - "data": { - "text/plain": [ - "[{'image': 'monai_data/Task09_Spleen/imagesTr/spleen_56.nii.gz',\n", - " 'label': 'monai_data/Task09_Spleen/labelsTr/spleen_56.nii.gz'},\n", - " {'image': 'monai_data/Task09_Spleen/imagesTr/spleen_59.nii.gz',\n", - " 'label': 'monai_data/Task09_Spleen/labelsTr/spleen_59.nii.gz'},\n", - " {'image': 'monai_data/Task09_Spleen/imagesTr/spleen_6.nii.gz',\n", - " 'label': 'monai_data/Task09_Spleen/labelsTr/spleen_6.nii.gz'},\n", - " {'image': 'monai_data/Task09_Spleen/imagesTr/spleen_60.nii.gz',\n", - " 'label': 'monai_data/Task09_Spleen/labelsTr/spleen_60.nii.gz'},\n", - " {'image': 'monai_data/Task09_Spleen/imagesTr/spleen_61.nii.gz',\n", - " 'label': 'monai_data/Task09_Spleen/labelsTr/spleen_61.nii.gz'},\n", - " {'image': 'monai_data/Task09_Spleen/imagesTr/spleen_62.nii.gz',\n", - " 'label': 'monai_data/Task09_Spleen/labelsTr/spleen_62.nii.gz'},\n", - " {'image': 'monai_data/Task09_Spleen/imagesTr/spleen_63.nii.gz',\n", - " 'label': 'monai_data/Task09_Spleen/labelsTr/spleen_63.nii.gz'},\n", - " {'image': 'monai_data/Task09_Spleen/imagesTr/spleen_8.nii.gz',\n", - " 'label': 'monai_data/Task09_Spleen/labelsTr/spleen_8.nii.gz'},\n", - " {'image': 'monai_data/Task09_Spleen/imagesTr/spleen_9.nii.gz',\n", - " 'label': 'monai_data/Task09_Spleen/labelsTr/spleen_9.nii.gz'}]" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], + "metadata": {}, + "outputs": [], "source": [ "val_files" ] @@ -936,30 +334,10 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "id": "689eea4e", - "metadata": { - "tags": [] - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "image shape: torch.Size([239, 192, 113]), label shape: torch.Size([239, 192, 113])\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "metadata": {}, + "outputs": [], "source": [ "check_ds = Dataset(data=val_files, transform=val_transforms)\n", "check_loader = DataLoader(check_ds, batch_size=1)\n", @@ -989,76 +367,10 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "id": "fe3285d0", - "metadata": { - "tags": [] - }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "100%|██████████| 32/32 [01:34<00:00, 2.94s/it]\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Accessing lmdb file: /home/jupyter/NIHCloudLabGCP/notebooks/SpleenLiverSegmentation/monai_data/monai_cache.lmdb.\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "100%|██████████| 32/32 [00:00<00:00, 74565.40it/s]\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "{'map_addr': 0, 'map_size': 1099511627776, 'last_pgno': 885546, 'last_txnid': 32, 'max_readers': 126, 'num_readers': 0, 'size': 32, 'filename': '/home/jupyter/NIHCloudLabGCP/notebooks/SpleenLiverSegmentation/monai_data/monai_cache.lmdb'}\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "100%|██████████| 9/9 [00:18<00:00, 2.10s/it]\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Accessing lmdb file: /home/jupyter/NIHCloudLabGCP/notebooks/SpleenLiverSegmentation/monai_data/monai_cache.lmdb.\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "100%|██████████| 9/9 [00:00<00:00, 42702.19it/s]" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "{'map_addr': 0, 'map_size': 1099511627776, 'last_pgno': 1081834, 'last_txnid': 41, 'max_readers': 126, 'num_readers': 0, 'size': 9, 'filename': '/home/jupyter/NIHCloudLabGCP/notebooks/SpleenLiverSegmentation/monai_data/monai_cache.lmdb'}\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "\n" - ] - } - ], + "metadata": {}, + "outputs": [], "source": [ "train_ds = LMDBDataset(data=train_files, transform=train_transforms, cache_dir=root_dir)\n", "# initialize cache and print meta information\n", @@ -1077,20 +389,10 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "id": "455cbcdc", - "metadata": { - "tags": [] - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "{'map_addr': 0, 'map_size': 1099511627776, 'last_pgno': 1081834, 'last_txnid': 41, 'max_readers': 126, 'num_readers': 0, 'size': 32, 'filename': '/home/jupyter/NIHCloudLabGCP/notebooks/SpleenLiverSegmentation/monai_data/monai_cache.lmdb'}\n" - ] - } - ], + "metadata": {}, + "outputs": [], "source": [ "print(train_ds.info())" ] @@ -1105,11 +407,9 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "id": "8539fb7d", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "mmar = {\n", @@ -1126,69 +426,20 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "id": "de7fb262", - "metadata": { - "tags": [] - }, - "outputs": [ - { - "data": { - "text/plain": [ - "'monai_spleen_ct_segmentation'" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - } - ], + "metadata": {}, + "outputs": [], "source": [ "mmar['name']" ] }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "id": "5e96f360-276c-449c-b60d-fdcb1b280c92", - "metadata": { - "tags": [] - }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "monai_spleen_ct_segmentation_0.5.3.zip: 34.0MB [00:00, 57.2MB/s] " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "2025-05-02 17:32:22,833 - INFO - Downloaded: monai_data/monai_spleen_ct_segmentation_0.5.3.zip\n", - "2025-05-02 17:32:22,834 - INFO - Expected md5 is None, skip md5 check for file monai_data/monai_spleen_ct_segmentation_0.5.3.zip.\n", - "2025-05-02 17:32:22,834 - INFO - Writing into directory: monai_data/monai_spleen_ct_segmentation.\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "\n" - ] - }, - { - "data": { - "text/plain": [ - "PosixPath('monai_data/monai_spleen_ct_segmentation')" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - } - ], + "metadata": {}, + "outputs": [], "source": [ "from monai.apps import download_mmar\n", "download_mmar(mmar['name'], mmar_dir=root_dir, version=mmar['version'])\n" @@ -1196,11 +447,9 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "id": "bf96f9f9", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "device = torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\") #torch.device(\"cpu\")\n", @@ -1227,34 +476,10 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "id": "4be7eb8f", - "metadata": { - "tags": [] - }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "100%|██████████| 1/1 [00:00<00:00, 4882.78it/s]" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Accessing lmdb file: /home/jupyter/NIHCloudLabGCP/notebooks/SpleenLiverSegmentation/monai_data/monai_cache.lmdb.\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "\n" - ] - } - ], + "metadata": {}, + "outputs": [], "source": [ "test_file = data_dicts[20:21]\n", "test_ds = LMDBDataset(data=test_file, transform=None, cache_dir=root_dir)" @@ -1270,11 +495,9 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": null, "id": "16fd4e94", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "num_classes=2\n", @@ -1297,31 +520,10 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": null, "id": "9782ec96", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 17, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "fig = plt.figure(frameon=False, figsize=(7,7))\n", "plt.title('Actual Spleen')\n", @@ -1330,31 +532,10 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": null, "id": "76cd38e6", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 18, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "fig = plt.figure(frameon=False, figsize=(7,7))\n", "plt.title('Pretrained CalculatedSpleen')\n", @@ -1363,31 +544,10 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": null, "id": "65c68242", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 19, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "fig = plt.figure(frameon=False, figsize=(7,7))\n", "plt.title('Differences Between Actual and Model')\n", @@ -1416,7 +576,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": null, "id": "a8ad6aee", "metadata": {}, "outputs": [], @@ -1430,346 +590,7 @@ "execution_count": null, "id": "d91d340c", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "----------\n", - "epoch 1/25\n", - "1/16, train_loss: 0.9603\n", - "2/16, train_loss: 0.9371\n", - "3/16, train_loss: 0.8940\n", - "4/16, train_loss: 0.8723\n", - "5/16, train_loss: 0.8610\n", - "6/16, train_loss: 0.8291\n", - "7/16, train_loss: 0.8563\n", - "8/16, train_loss: 0.8244\n", - "9/16, train_loss: 0.8163\n", - "10/16, train_loss: 0.8436\n", - "11/16, train_loss: 0.8168\n", - "12/16, train_loss: 0.8316\n", - "13/16, train_loss: 0.8134\n", - "14/16, train_loss: 0.7893\n", - "15/16, train_loss: 0.8143\n", - "16/16, train_loss: 0.7952\n", - "epoch 1 average loss: 0.8472\n", - "----------\n", - "epoch 2/25\n", - "1/16, train_loss: 0.7974\n", - "2/16, train_loss: 0.8047\n", - "3/16, train_loss: 0.7790\n", - "4/16, train_loss: 0.7652\n", - "5/16, train_loss: 0.7669\n", - "6/16, train_loss: 0.7429\n", - "7/16, train_loss: 0.7733\n", - "8/16, train_loss: 0.7465\n", - "9/16, train_loss: 0.7405\n", - "10/16, train_loss: 0.7721\n", - "11/16, train_loss: 0.7465\n", - "12/16, train_loss: 0.7665\n", - "13/16, train_loss: 0.7452\n", - "14/16, train_loss: 0.7240\n", - "15/16, train_loss: 0.7563\n", - "16/16, train_loss: 0.7326\n", - "epoch 2 average loss: 0.7600\n", - "saved new best metric model\n", - "current epoch: 2 current mean dice: 0.0315\n", - "best mean dice: 0.0315 at epoch: 2\n", - "----------\n", - "epoch 3/25\n", - "1/16, train_loss: 0.7369\n", - "2/16, train_loss: 0.7495\n", - "3/16, train_loss: 0.7198\n", - "4/16, train_loss: 0.6999\n", - "5/16, train_loss: 0.6974\n", - "6/16, train_loss: 0.6755\n", - "7/16, train_loss: 0.7169\n", - "8/16, train_loss: 0.6745\n", - "9/16, train_loss: 0.6713\n", - "10/16, train_loss: 0.7172\n", - "11/16, train_loss: 0.6849\n", - "12/16, train_loss: 0.7146\n", - "13/16, train_loss: 0.6864\n", - "14/16, train_loss: 0.6551\n", - "15/16, train_loss: 0.6983\n", - "16/16, train_loss: 0.6706\n", - "epoch 3 average loss: 0.6980\n", - "----------\n", - "epoch 4/25\n", - "1/16, train_loss: 0.6776\n", - "2/16, train_loss: 0.7034\n", - "3/16, train_loss: 0.6583\n", - "4/16, train_loss: 0.6360\n", - "5/16, train_loss: 0.6391\n", - "6/16, train_loss: 0.6067\n", - "7/16, train_loss: 0.6603\n", - "8/16, train_loss: 0.6166\n", - "9/16, train_loss: 0.6065\n", - "10/16, train_loss: 0.6587\n", - "11/16, train_loss: 0.6339\n", - "12/16, train_loss: 0.6597\n", - "13/16, train_loss: 0.6374\n", - "14/16, train_loss: 0.5985\n", - "15/16, train_loss: 0.6473\n", - "16/16, train_loss: 0.6217\n", - "epoch 4 average loss: 0.6413\n", - "saved new best metric model\n", - "current epoch: 4 current mean dice: 0.0622\n", - "best mean dice: 0.0622 at epoch: 4\n", - "----------\n", - "epoch 5/25\n", - "1/16, train_loss: 0.6287\n", - "2/16, train_loss: 0.6552\n", - "3/16, train_loss: 0.6040\n", - "4/16, train_loss: 0.5803\n", - "5/16, train_loss: 0.5819\n", - "6/16, train_loss: 0.5493\n", - "7/16, train_loss: 0.6132\n", - "8/16, train_loss: 0.5640\n", - "9/16, train_loss: 0.5524\n", - "10/16, train_loss: 0.6120\n", - "11/16, train_loss: 0.5858\n", - "12/16, train_loss: 0.6145\n", - "13/16, train_loss: 0.5880\n", - "14/16, train_loss: 0.5459\n", - "15/16, train_loss: 0.6040\n", - "16/16, train_loss: 0.5684\n", - "epoch 5 average loss: 0.5905\n", - "----------\n", - "epoch 6/25\n", - "1/16, train_loss: 0.5869\n", - "2/16, train_loss: 0.6139\n", - "3/16, train_loss: 0.5547\n", - "4/16, train_loss: 0.5344\n", - "5/16, train_loss: 0.5320\n", - "6/16, train_loss: 0.4989\n", - "7/16, train_loss: 0.5690\n", - "8/16, train_loss: 0.5196\n", - "9/16, train_loss: 0.5067\n", - "10/16, train_loss: 0.5841\n", - "11/16, train_loss: 0.5428\n", - "12/16, train_loss: 0.5846\n", - "13/16, train_loss: 0.5469\n", - "14/16, train_loss: 0.5010\n", - "15/16, train_loss: 0.5656\n", - "16/16, train_loss: 0.5307\n", - "epoch 6 average loss: 0.5482\n", - "saved new best metric model\n", - "current epoch: 6 current mean dice: 0.0917\n", - "best mean dice: 0.0917 at epoch: 6\n", - "----------\n", - "epoch 7/25\n", - "1/16, train_loss: 0.5519\n", - "2/16, train_loss: 0.5815\n", - "3/16, train_loss: 0.5165\n", - "4/16, train_loss: 0.4879\n", - "5/16, train_loss: 0.4950\n", - "6/16, train_loss: 0.4559\n", - "7/16, train_loss: 0.5220\n", - "8/16, train_loss: 0.4734\n", - "9/16, train_loss: 0.4445\n", - "10/16, train_loss: 0.5424\n", - "11/16, train_loss: 0.4993\n", - "12/16, train_loss: 0.5397\n", - "13/16, train_loss: 0.5016\n", - "14/16, train_loss: 0.4562\n", - "15/16, train_loss: 0.5306\n", - "16/16, train_loss: 0.4813\n", - "epoch 7 average loss: 0.5050\n", - "----------\n", - "epoch 8/25\n", - "1/16, train_loss: 0.5055\n", - "2/16, train_loss: 0.5400\n", - "3/16, train_loss: 0.4693\n", - "4/16, train_loss: 0.4453\n", - "5/16, train_loss: 0.4446\n", - "6/16, train_loss: 0.3960\n", - "7/16, train_loss: 0.4770\n", - "8/16, train_loss: 0.4185\n", - "9/16, train_loss: 0.3917\n", - "10/16, train_loss: 0.5055\n", - "11/16, train_loss: 0.4598\n", - "12/16, train_loss: 0.5054\n", - "13/16, train_loss: 0.4550\n", - "14/16, train_loss: 0.4067\n", - "15/16, train_loss: 0.4837\n", - "16/16, train_loss: 0.4537\n", - "epoch 8 average loss: 0.4598\n", - "saved new best metric model\n", - "current epoch: 8 current mean dice: 0.1611\n", - "best mean dice: 0.1611 at epoch: 8\n", - "----------\n", - "epoch 9/25\n", - "1/16, train_loss: 0.4734\n", - "2/16, train_loss: 0.5124\n", - "14/16, train_loss: 0.2493\n", - "15/16, train_loss: 0.3005\n", - "16/16, train_loss: 0.2360\n", - "epoch 16 average loss: 0.2827\n", - "current epoch: 16 current mean dice: 0.4648\n", - "best mean dice: 0.5207 at epoch: 12\n", - "----------\n", - "epoch 17/25\n", - "1/16, train_loss: 0.3634\n", - "2/16, train_loss: 0.3272\n", - "3/16, train_loss: 0.3127\n", - "4/16, train_loss: 0.1885\n", - "5/16, train_loss: 0.2530\n", - "6/16, train_loss: 0.2101\n", - "7/16, train_loss: 0.2796\n", - "8/16, train_loss: 0.2466\n", - "9/16, train_loss: 0.1753\n", - "10/16, train_loss: 0.3567\n", - "11/16, train_loss: 0.3190\n", - "12/16, train_loss: 0.3279\n", - "13/16, train_loss: 0.2530\n", - "14/16, train_loss: 0.2408\n", - "15/16, train_loss: 0.4054\n", - "16/16, train_loss: 0.2759\n", - "epoch 17 average loss: 0.2834\n", - "----------\n", - "epoch 18/25\n", - "1/16, train_loss: 0.3573\n", - "2/16, train_loss: 0.3254\n", - "3/16, train_loss: 0.3091\n", - "4/16, train_loss: 0.2476\n", - "5/16, train_loss: 0.2678\n", - "6/16, train_loss: 0.2739\n", - "7/16, train_loss: 0.2928\n", - "8/16, train_loss: 0.2627\n", - "9/16, train_loss: 0.1897\n", - "10/16, train_loss: 0.3747\n", - "11/16, train_loss: 0.3194\n", - "12/16, train_loss: 0.3574\n", - "13/16, train_loss: 0.2718\n", - "14/16, train_loss: 0.2483\n", - "15/16, train_loss: 0.3272\n", - "16/16, train_loss: 0.2499\n", - "epoch 18 average loss: 0.2922\n", - "current epoch: 18 current mean dice: 0.4817\n", - "best mean dice: 0.5207 at epoch: 12\n", - "----------\n", - "epoch 19/25\n", - "1/16, train_loss: 0.3551\n", - "2/16, train_loss: 0.3669\n", - "3/16, train_loss: 0.3027\n", - "4/16, train_loss: 0.1632\n", - "5/16, train_loss: 0.2588\n", - "6/16, train_loss: 0.2916\n", - "7/16, train_loss: 0.2688\n", - "8/16, train_loss: 0.2680\n", - "9/16, train_loss: 0.1615\n", - "10/16, train_loss: 0.3517\n", - "11/16, train_loss: 0.3052\n", - "12/16, train_loss: 0.3286\n", - "13/16, train_loss: 0.2711\n", - "14/16, train_loss: 0.2401\n", - "15/16, train_loss: 0.2999\n", - "16/16, train_loss: 0.2289\n", - "epoch 19 average loss: 0.2789\n", - "----------\n", - "epoch 20/25\n", - "1/16, train_loss: 0.3562\n", - "2/16, train_loss: 0.3163\n", - "3/16, train_loss: 0.3016\n", - "4/16, train_loss: 0.1394\n", - "5/16, train_loss: 0.2542\n", - "6/16, train_loss: 0.1851\n", - "7/16, train_loss: 0.2600\n", - "8/16, train_loss: 0.2446\n", - "9/16, train_loss: 0.1740\n", - "10/16, train_loss: 0.3486\n", - "11/16, train_loss: 0.3059\n", - "12/16, train_loss: 0.2791\n", - "13/16, train_loss: 0.2343\n", - "14/16, train_loss: 0.2362\n", - "15/16, train_loss: 0.2750\n", - "16/16, train_loss: 0.2307\n", - "epoch 20 average loss: 0.2588\n", - "current epoch: 20 current mean dice: 0.3728\n", - "best mean dice: 0.5207 at epoch: 12\n", - "----------\n", - "epoch 21/25\n", - "1/16, train_loss: 0.3533\n", - "2/16, train_loss: 0.3094\n", - "3/16, train_loss: 0.2946\n", - "4/16, train_loss: 0.1461\n", - "5/16, train_loss: 0.2474\n", - "6/16, train_loss: 0.2177\n", - "7/16, train_loss: 0.2580\n", - "8/16, train_loss: 0.2256\n", - "9/16, train_loss: 0.1733\n", - "10/16, train_loss: 0.3462\n", - "11/16, train_loss: 0.3255\n", - "12/16, train_loss: 0.2748\n", - "13/16, train_loss: 0.2379\n", - "14/16, train_loss: 0.2420\n", - "15/16, train_loss: 0.2783\n", - "16/16, train_loss: 0.2169\n", - "epoch 21 average loss: 0.2592\n", - "----------\n", - "epoch 22/25\n", - "1/16, train_loss: 0.3501\n", - "2/16, train_loss: 0.3008\n", - "3/16, train_loss: 0.2938\n", - "4/16, train_loss: 0.1196\n", - "5/16, train_loss: 0.2453\n", - "6/16, train_loss: 0.1673\n", - "7/16, train_loss: 0.2714\n", - "8/16, train_loss: 0.2307\n", - "11/16, train_loss: 0.3042\n", - "12/16, train_loss: 0.2638\n", - "13/16, train_loss: 0.2179\n", - "14/16, train_loss: 0.2203\n", - "15/16, train_loss: 0.2424\n", - "16/16, train_loss: 0.1947\n", - "epoch 23 average loss: 0.2368\n", - "----------\n", - "epoch 24/25\n", - "1/16, train_loss: 0.3408\n", - "2/16, train_loss: 0.2453\n", - "3/16, train_loss: 0.2882\n", - "4/16, train_loss: 0.1046\n", - "5/16, train_loss: 0.2336\n", - "6/16, train_loss: 0.1367\n", - "7/16, train_loss: 0.2456\n", - "8/16, train_loss: 0.2180\n", - "9/16, train_loss: 0.1191\n", - "10/16, train_loss: 0.3375\n", - "11/16, train_loss: 0.2872\n", - "12/16, train_loss: 0.2525\n", - "13/16, train_loss: 0.2097\n", - "14/16, train_loss: 0.2043\n", - "15/16, train_loss: 0.2436\n", - "16/16, train_loss: 0.1919\n", - "epoch 24 average loss: 0.2286\n", - "saved new best metric model\n", - "current epoch: 24 current mean dice: 0.7485\n", - "best mean dice: 0.7485 at epoch: 24\n", - "----------\n", - "epoch 25/25\n", - "1/16, train_loss: 0.3384\n", - "2/16, train_loss: 0.2250\n", - "3/16, train_loss: 0.2863\n", - "4/16, train_loss: 0.0908\n", - "5/16, train_loss: 0.2269\n", - "6/16, train_loss: 0.1102\n", - "7/16, train_loss: 0.2404\n", - "8/16, train_loss: 0.2155\n", - "9/16, train_loss: 0.1168\n", - "10/16, train_loss: 0.3362\n", - "11/16, train_loss: 0.2816\n", - "12/16, train_loss: 0.2424\n", - "13/16, train_loss: 0.1951\n", - "14/16, train_loss: 0.1974\n", - "15/16, train_loss: 0.2335\n", - "16/16, train_loss: 0.1911\n", - "epoch 25 average loss: 0.2205\n", - "train completed, best_metric: 0.7485 at epoch: 24\n" - ] - } - ], + "outputs": [], "source": [ "max_epochs = 25\n", "val_interval = 2\n", @@ -1848,18 +669,7 @@ "execution_count": null, "id": "5cf1fd04", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "plt.figure(\"train\", (12, 6))\n", "plt.subplot(1, 2, 1)\n", @@ -1898,21 +708,10 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": null, "id": "29441405", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 25, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "model.load_state_dict(torch.load('monai_data/Spleen_best_metric_model_pretrained.pth'))" ] @@ -1927,7 +726,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": null, "id": "94615f38", "metadata": {}, "outputs": [], @@ -1952,31 +751,10 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": null, "id": "a3f78dd4", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 27, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "fig = plt.figure(frameon=False, figsize=(7,7))\n", "plt.title('Trained Calculated Spleen')\n", @@ -1985,31 +763,10 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": null, "id": "a67f89f2", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 28, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "fig = plt.figure(frameon=False, figsize=(7,7))\n", "plt.title('Differences Between Actual and Model')\n", @@ -2019,31 +776,10 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": null, "id": "382c7285", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 29, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "fig = plt.figure(frameon=False, figsize=(7,7))\n", "plt.title('Differences Between The Models')\n", @@ -2069,31 +805,10 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": null, "id": "91e83d40", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 30, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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ajUZv+rADAl4VQsGDgIB3DclkUgcHB/rVr35lFXvm87lGo5EuLy/XjKKAgIAfF3jLr0MikbCILM9pKpUyI3Rzc1O1Wk3D4VAXFxeaTCaaTCYaj8eSpEwmo3Q6vZbHARHyJCiVSqlYLCqTyWg2m1nkN5PJKJVKrZWz9xEifh/wfoM+QVT8pE/Qzs6O9vf3lc1mtbm5qXK5rNPTU52fnwfyE/BBIZCfgIA3iEQioVwuZx7c2WymVCqlyWSiZrNpvXnw7gbP7YcNDNlkMql0Om2lbzG4MW79e/63/j2M8+vkU16i5Q3muCF93Xb5zN+r/OUepl9J3LD/sZozRlGkZDJpxx6XpDF+fI/vXnf+fhx8zy3OJZ1OK5VKKZ1Oq9FoqFwuK5vNarVaPUZ+UqnUY9fSjxFjl8lkVCqVlEqlrHQ9+/eSJ9/fxf/eR4z9uEOeiBDEryHXL+Ddgb9+NLleLpfq9XpaLpeaTqcqlUqKoshyh/z1Dwh4HxFkbwEBbxDFYlE3b95UuVxWv99Xs9nUYrFYM2K63a6m06kZLQEfFjC4vaFeqVTUaDSUTqeVz+fNmMaYzWQyyuVy1vB2tVqtlcSFaLPduFQrlUopm80qiiIj3p4w+HuRPDS/rel0qvF4vGa0LxYLq0w4Go2s9wiRi+VyqfF4/KPc40iBKA+czWaVSCQsl85/XiqVVCqVjBAxpp60ce75fN4iN7zvf5fL5ZROpzWbzUz2RuNhDFFkSRwTY8d76XR6jTySy+GJMNvCiKUBJvdPv9/X0dGRBoOBka9EIqHt7W3VajVNp1M1m01NJhMjTMvlUt1uV8Ph8LVfn4DXAz8vsMaUy2UdHh4qn8/r4uJCZ2dnmk6narfbGgwGb/qQAwJeBEH2FhDwNiOVSqlararRaCiZTGo0Gmkymajb7arf77/pwwt4SwCpwHjNZrOqVCrKZDIql8sqFArm2V0ul8rn8yoWi2vkhzwRjG9vEPvvSetG0mw2M/JDZIJog/So0W4mk1mLnozHYw0Gg7Vo5Ww2U7vd1ng8Vq/XM6OcqAdG/49BfjyRKBaLKhQKZhBCUmq1mtLptGq1mpWYhxz5ioo+2lYoFJTJZCStR9Z8REnSWuSFa7FYLDQYDDQej5VOpy2nx5OfUqmkXC6n+Xxu5CmbzSqXy61F4Dw5m06nmkwmdg8kEgl1Oh0Nh0M7Z+lRNLFer2t7e1uj0Ujz+VzD4dD2v1gsAvF5xwHR9oiiSPV6XRsbG4qiSMPhUOPxOKw/Ae81AvkJCPiRkMvlzIOMUZjJZNTpdDSZTNTv9zUYDDSbzUIp0ncIXh7lvfVxKZKPnCCD8t56Ig4YsBjM3CueXFSrVW1sbCidTiuXyymTyazJpLLZrHV/xwhOJpPK5XJKpVIajUbq9/v2XSJHfBdDn+PgPXJSfOSI96SryBHH5aMjGPDT6dRI2Hw+N8PaE4LRaKRut2uyreVyafv3ElEMeqItnqjxosIV559Op4088lvIW5xcplIp5fN5u9ZeIhaXyDFmPlLHX/6NlMifK/k7XGOkc/l83u4l/1kikVj7DRJIfy8+qYIX559MJnV4eKharabJZKLRaKREIqGNjQ1Vq1WVSiVls1mT3HLcm5ublkfi98WL73GOFGfg/vfFGTg27kXmQ+6vyWRi82C8+IMf31Da/+VAUZ12u61er2dEeWtrS1tbWxqNRpafFhDwviCQn4CAHwmVSkU3b960nB683icnJyYRimvwA95uYFwjE6vX60qn0yb7QqKWz+eNHCWTSRUKBZVKJSWTScuzyGQyFs3BuFytVhqPx495a7PZrEUrvJEdJ1eSzOD05KrT6ViUqFqtqlKprOV0IMfi3z6ykcvlHiMfqVRqzfjlGEi499ESzml7e9uMf74LWTo9PdU333xjEYj5fG5RmFwup/F4rG63q8ViYbI08hgmk8lalCafz1vlq+3tbZXLZZMLQqR43ti/r5DF/uPEh1cmkzGJoCcEnsRCQpH4UcBkuVyqVqupVqtJekROJpOJERrIT5zEpNNplcvlNVmcdEXE4uQDol2pVFQoFFSv11WtVu1YuJY+v4lz4fPrZHmMH9edyDUEdj6fW68ZIoIY0ZzX2dmZ7ty5o/l8bsRrOp3q8vLSxsiPP9eA4+PY3kUJ/9uAbrer3/3udxbx5PXRRx9pZ2dHZ2dn+s1vfhPIT8B7hUB+AgJeA7wEBePHJz57bz45EAE/Dp7WH8V7leOe/et+668rRl4mkzEDNooilUolkzB58lOpVB4jP7VazcgPkicMSg8iK77yGL/xUQiO3+eyEDng+Ih8ePISN94xNP12fUSJY/XyPODHz0coMGTJGfIRhMFgYCSLMYckETHiOPwzFT9/zpVzzOfzFnUisgI59OSL6mzsw0dir7sH/Pk+qaIa40tk10d0UqmUjQ9jD2Hhe/Goh+/1FScEkE1PxBgT9kV+EuTFj7/POfLkiOP2UU6I8HK5VDabtYgN8sp8Pq9yuWxEkXuZfY1GIxUKBc1mM3MKMCcSLfLjFSeg3Mf++Nm+/+uvl3/vadfrQ4CXM+LM4Fkiqswc5x0AH8r4BLyfCOQnIOAVI5FImAfT9+OgAzceYJ/sHfD6AdGIG4HSlXRmOp2uycbS6bSVhPXX0kfpQKlU0v7+vvL5vEajkSULE3XAePRSM29I098FwxFS4WWQcSIdl1hhyGGAQk4gARiLuVxO5XJZq9XKztN79pF++UIJGJk+V0jSmmHk84HYvy+egHGOQeUNWp+zRMRmtVqp3+9rPB5rPp9bNG02m5k8p9/v6/Lycu28/b4oaJDJZDQajVQqlZTP5y2nx0fJPHzlM7bF933ki78+cubJC6/ZbKaLiwt1Oh2r1uZlkhAOGlNyTeN5GhCi6XRqkRn+7YtPeGKE0Uq0meOHXHJ/EmWEjHO/AO5/tss9x3ERZVssFsrn80ZS+U0+n7dcMqpc4hyYz+cql8sm5+OaT6dTyz3yUTSKMXjZ32g00mg00mKxsN/7Z9XnbHH+EC22z/Xg908iR+8jptOpPW/ffPONTk9PJUm7u7va2dlRt9tVq9WyPlJBnh3wriKQn4CAVwzIz/b2tkmhstms7t69q6OjI5O4BQ/ajwsMLt93BWAMkaRfLpdVq9VUKBT0ySefaHd3V7lcTo1Gw3qrYKhDTiqVim7fvq1isajhcKher7cWGcGwmM1mRsBISMeIgPwQ5ZBkBltc1ublST7PCMOYnB68t9JVxADjW7oiZxjxeH0xKDOZzFrkAdkTL8aTSEOcHMYjThAkcoJGo5E9E5KMCORyOUky+dRsNjNZ2/MAQpBOpzUYDCy6MJlMlM1mVSwWTZblZYQQNK4XhJCxYqx98QiuJUTZR2LG47EuLy91dnamSqViUUIfNaMan49CkRflIzheqgcR9ETYky9vwEOi/L3iI2+j0cgcAF6yyF8ve+S6+KgX9xLkhKga+4VEI/HMZrOqVquq1WpWqANyxH0/HA5N4sh9P5/PrQ1AoVBQrVZTFEVqtVrqdDqaTqeWS+kjVzxX3Hc88xj0vkmsJ+UfSk4R97L0SA4nSVtbW/rVr36lWq2mhw8frjXQDeQn4F1FID8BAa8IeLiR2OBhZJHF4+oX1YCXh5enxRPOvfSF3AyuE9EIDD2fY0EFvlwuZxW8eHmPvpfg+A7qPmfLR5ogNL7C2pP6N3kpUzyhnb9enuejSBANH6FhHOKSH+/F9XJM72n3OT1xaaD3lvtj8P/mPDEiMUgXi4V6vZ76/b4ZyRi2/X7f+uAQSXqR5wYiFkWRkYQoitTtdpXJZKwamid0s9nM7pfBYKDBYGDXAePZEwTuIz7HiPbXC6ldsVhUsVg0Q597whvZcQmXv5bXSbz8fvg314Nj9NckLpH02+Tc/L0Vv44QVH+Okuw+92PO+5LW5IT++XlSIRD/Htv2EVEKQ1DcAyLN/QhRg3x5p0M+n9dyubSS5kQMIYzkZnqpl7+ncH54WZ6/F971Od6T68FgoGQyueakKBQKymazRoQ/FIIY8H4gkJ+AgFeEWq2mw8NDM6IlaTgc6ujoSJPJRMPh0KQa7/Ki+DbBR0Eo++x7nvg8Bf85uR/SeuQN42Vzc1M7OztrhBavv5ekxaUyl5eXa5EPTx6QNcXJk48C+mOYzWYmZUIKxef+L/Dn4SuwxRP6fXU15D3ew+3la3j7MRTx9nvjnsgBRqZPvufcIDXtdluTycQKQsxmMz148EAPHz5cS2zHWcBvfc7J88IXceDYU6mUzs7O1vKf/L8rlYoODg6s4tl0OlU2m9WtW7e0sbGxNn44O3w1OW8cQ3oZz+3tbRUKBW1ubq5FEalwFs9pSaVSqlQqa2SeUtdsk2gJ91f8WnjSDfHxOTteHhYnN55ojcdjjUajtXwQ7iEcDNwr5At5UlGr1VQul62s93A4tMgaEULklr6QAZFF7jXGHXkdOUUQ+CiKtLOzY89iPIqG3C6TyVjxDN9ziYIU0+l0LWeNcZjNZjo/PzdifHl5aWSMIhCc27uOfr+vL7/80nLtIIY3btzQxsaG2u22vv76a/V6vTd9qAEBz4xAfgICXhHy+byVH2bhpGpRWBheHzDSqNBF1M1r++fz+VrjykKhYH1wfIQFI3Z7e1t7e3tmwPnGsz5XyEd6VquVJQ77ZGxvzOIV9+TnSQUVMGwxrqX1JO4nJXcjteM4qSzoPdKe7BBdgcRJV556XygBg9oTPp9IHz8Gzod9TqdTi+iQxzGdTnX//n3duXNnjaS9SviIxtPIE7kvyWRS1WrV8oUw+PL5vLa2tlStVtfGkOtK+el8Pr8mofQ5RclkUuVyWblcTtVqValUyoxk7lXyd3w0JB6lBJ5cefLGtZ3NZvaZj/L4ex1j/7rID88Q14XvQnK8/JJj9k1YuZ+Rx0FUkGX6+4nf84xAfhg3SWsSPc4zl8tZOXLyuxhn/9yQEzaZTJTJZLS5ualisWhtBuhrNBwO13KGfL4cYzEej5VMJtVut5VKpawnDteCaOr7QH6m06kuLi4kyRwxqVRKtVpNBwcHSqfTunv37hs+yoCA50MgPwEBL4F0Oq1SqWQGarfbNfkF/TPehwXwVcFLWeLeaCqYeUNaWjde8WQjW6NyGsnp5Fl4DywNHZfLpTqdjhlM7Is8Bd/vJS518dKeuJGIAejhE+J9dCcue/TRDumK/PAdDEJvYLJ9pDxeIoSRHN+nj6j4aBjHHydfGOzxHBPOk/wbSRqPxxYhubi40HA41Gg0Uq/XW8vTmM1m6nQ6ZlQiZ6PHy5uOhvrI13g8VrPZXDPkkWw1m01JV7Ig7pt0Oq2NjQ2Vy+W17WKwx4ktBjTzA9cxXlWLiIQnL9IV6ffHAmHmusalcJwn952/N9gmz6aXl/l8MH5LbhD75PfXEfn4fQvpIZpD/zMveeOZ9jk7cSmlv8+9vNBHauLPGNfKF4Tw5bw5D6JoOFb8c0UhFJrh1uv1NQI5n8/V7XbX7nXv6EDuScTsdZD+1wF/7bvdri4vLzWZTLSzs6NKpWIFEd6V8wn4cBHIT0DASyCXy+nw8FDlcln9fl+np6cmSUG2E5JCH8F7UMl78N7qUqmk7e3tx7y13uBCg1+v1634QLVaVaFQuLb3zGQy0d27d3VxcaF2u6379+9rOBza55lMRvv7+6rX65bf4w18L+/ifW9QQTjiTT4Hg4GV6vX5KsibvEEJvKwJI/G6CAs5KRQ08An9SHmGw6F5szE2vbTLV5DDk+uBhxeDj2Nh3Gh8OJvN7PyHw6G+//57tdttdTodnZ6eWsSJc/P5Td5QfFvyBbim3W7Xmnl6Ynr//n0ji/Gcnkwmo8PDQ9XrdeXzedXr9bVcMYg2RPG6HCnfDNQbzOyDa8V3pSspI+SU8fZEHvhnisiMvx4Y+hAPIkMkuPvrRh6IP8a4xM/nhUmPnikcQjwTRNTIKSH/CkdGvNpbfF7wfayQ4zGePGuQDPKDuIZsBwkmY4KUkEgUz4KXjFKe239OztFsNjPyMxgM7FmBeI3HY33//fe6uLhYqzL5tsOP+dnZmabTqYrFoj777DPlcjl98803VogiIOBtRiA/AQEvAIxRvL4YGkgdkFe8z4jnnFyXIO3/jyQGwwLjhvdKpZI1+QQ+SjGbzUzyQjU2euNQKhfCCWnBGMJo9B5v37jRb9t7lD35iMMbxfGiAnEPdXy7PnIUNxK9hz6+jSdFn7zHOp7A7uENZX/88QiC3y/RAX985LBB4qik1u121el01Ol01G6338mopycHcYzHY0lXRSj89aJyXBQ96t2VyWSM+JJr5K+1l3tdd83jxxP//Lrf+c+vuw+eJJXkr48i+v37vDQfGY0fj8d197R//vz95/OueM/fy/G5JX4+8Sjtdd/x+4tLQP1z6Y/Jv/wxQJyY/3HkZLPZtTym8XisVCplDghfNIX8MO4FTy7fZngZ62g0svOB2JMHFm8FEBDwNiGQn4CA5wDyrP39fW1ubpq8gW7k6Pzfx2iPN4zIfyGSgOebyIn3jPtKTUjVSqXSWnlh/3vfzBKdPgYTHlxkaz7fAa81BhYViCqVypq0hjLUSBTH47FarZZms5kZr8i2SAzHyCFJ3BtUJJb7yBbnw7jFjcVMJmMeat+DhPHxjW8xKPz4e9Ljjeler2eyGumRfA0PNjkNRBT4js//wXDzvU/8eVI+eDgcqtPpWPI40ahWq2Xe77clmvM6ACnHGOYan52dqdfrKZ1O6/j4eI2Ec9+To0Lk0kvH+Jz7x8se4/lV3A9xo93LuaT1Cme+eATwBMrfExS3IOojXeXU+Apf8T47PhpSKBQ0HA7NgcFz6Y3j4XCok5OTxyKbzKX+OP2L+5/j4z2eBe7BbDarRqNhEj7GgHwenl9P9CE0xWJxzani+1f554L5fjweG0GmV1ipVLJS3oAxqNVqmk6nGgwGms/n6nQ6arVabz1pWC6Xdsw4+ejL9Ytf/MJy+c7Ozt7wkQYEXI9AfgICnhFeU354eKif/OQnuri40N/8zd/o/Pz8nfDavQwwxIjcYFRDDorFohqNxloOBDk5yLIgR6VSyYgG8N5lKoytVqs1mQxyIYwnT744RqJEGCFEiarVqvL5vCaTiR48eGDefQyW5XJpRtJoNLJt+yhQXLK1Wq0s+hHvu+PLU8d/x1gQJSB6Ui6XTRYD+WMcOT8ACYMYLhYLy5/x5YHL5bJKpZIlcyMdxFD08jMaHLbbbZ2cnKxFfIbDoe7cuWM9V64j+HEv+/sKTxTAdf12PDz5qdVq+uijjyxiOZ1OlU6ntbe3Z3I55Fn+WkEQkJrxvMQjPvGCDL4CIc+FP0ZPJrjPyVtkWzz35XJZ4/FY/X5fo9ForTcRRn0+n1elUlGxWJQkI0A+t8aTH0g7zaEhAuST+Vw+H0WCkFBohFxAyA+9nJiXms2mHSPj4HOCuK+Zz+r1uvr9vhVn4Pj9cw6hIppMk9hGo7Em7Y2iyD6fTCZKJpNqNBoaj8fmVJBkToW3GVy30Wikfr+vwWCgdDqtTz75RD//+c/NkRLIT8DbikB+AgJ+ABh/GJTZbNYMRbxf70OCpzcuvETH54pQSQ3tvM9DwDDykRvyHCA/ECY+i0t3MOJ8dEVab86J4RT3AvvIiK925iNReNpzuZyKxaLlIGCQQB4krcngPKnyhm98n9dJ/zwh8Pkb8XNmu+yL7ftz9EUUrtuHL1XsveEU32i1WhoMBmuf+8adlKLudrvq9XrmHYf8UKb6OuM/4PE+SvHPyJ0ajUZWXhnyzDO0XC7tekCgJVlEz8s2fdTQRwXj8sr4v/09eJ00zd/Dcennk2ST/jmUrsigJ9BxiaZ/NryD4Lrj8sfi9+PPhSgZz1q88IF3sMQliBA8xtI/T/FGs+w3HkHD6YFDxhPWKIrWHDb5fN7KRvOX/mIQxXiBFD8+cdnhmwDjyrxExHy1WllFOB+FDwh4WxC96YfnRRBFUUVS500fR8D7D+QniURC5XJZ1WrVpBKE/Fut1jub4OmNd8gLErFSqaRUKqVyuaxsNqtcLmfvUdLX/94XHPBJ+ki5ID1xPb8nQhAWyIg3WogyRVG0Jj+RZPvEw0o0BW063vVer2fFAkhq/+abb3RycmK6dWSNt27dUj6f1/b2tmq12prhhnQpnoSOYTSZTEyi5yVLvsqUJzQ+0dobffwmnU6v3WtcD3+uEHK8y8h+er2eBoOBptPpY312GFeiBb4gA+PPsWLEkMfzLq4dbxoYxUT+fGQRpwLySnLaMJ5TqZQ2NzdVqVTMEUFkNd7nxkdWfHloCrF4Oaq/b/mtvwfj1QbZz2AwMKlopVIxchYn5p7AcO8xryLxJHJTqVRUKpWsDxCkkOeGyA6NcH1REE/kkSNPJhOLSFOautvtrs1ryM58XpX/fDAYqNlsaj6fm+zPP7fSlcTQj5XvB8a8Re4PxGq5XGo4HOry8tKeSZwxZ2dn6na7Nl9BwpjX3pZKop78ci9QSrxSqajdbuvLL79UpxNMtoAfDdXVatV92hdC5Ccg4CnwUYR8Pq9qtarVaqV79+698yF97zllsS4Wi8pms6rX6ya/aTQaKhQKKhQKqtVq9j2ahEoyr1+n03ksOd4bWd4D6qMbPrIkrZMfjtMbfMjMMNgx2LwHnKpTXiIH+aI8OTk8FKjo9/uKoshID6SAY8aDyXfYT7xIg/dWQ5o4R0pwe69uvHAB2/TbwuAZjUZarVZrvV84R4wjIguTyUQnJydWbQqDkipU70PE8l0CUkEM7ji8IwLyg/FPk0n61FSrVSPs5Af5yoKQn3hUx0dXfR4RiMv2iJhy3D4K4p9dnj3uQ/LHKG4SjyzFK8PFIxpEcOJ9hJDYxaO83lHAvMO+vDSU7SMtlGSSM+90YBzH47HJ2pD4IhP1ssIoitaK31wXvfXbRwJMtM+XPKcMOk1YJVmEkDF+WwrqMBaS1G631W63lc/ntbe3p5s3byqbzer7779/w0cZELCOQH4CAmIg8ZicExZ6POck2b5rYLFHikZiNUYEGnciPzQEJffAvySteT0xKCA6vrN73GscJ13eePc5B3FpTVwWw/85funKuPTb9MYex+crK/mEbb6HLA5pClIOT06Q8ElaK+mMceOLL/jj8tIdwL99qWOM48FgoEQiodFopHa7bcTm7OzMtPfIi3ySOnkWrVbL8nRIDvdRs4C3B1wTkuyRHXoDfzAYWE+rVCqlUqlkEWmMfIxq/nry4ZuexmWVHIP/P6WYOS6ee8g3xCj+zEJepKvnw0vuOK/rpGps10dUfaTUv3yhkLiclGfWO2T4rs/xgdzEo2AQJy9j8wUj2M51zxLHy3587p8nc1wXCBkEq9FoWE5RuVy2yC7PMtFgiDLNVskZoonwm8BisdDl5aXu3Lmj0WikcrmsZDJpJfiD0yXgTSOQn4CAGJLJpPb29rS3t6fRaKTT01PzuNPA7V2s5lYoFLS/v69cLqfd3V2LbHhvc6lUWqsu5eUZSE4wSDCgMRyQ4EhSr9ezPilxmZcnCD4K5L288caGGAqe+HipCdshQVt6vAwupE+SbRvCxvscV7Va1ebmpvW06Xa7FvEiYlStVhVFkfX08bI2CNVi8ajJKknWFHmIGz6LxWKtGl6n09HFxYWNA+dGYnS321Wz2bRmg4PB4LG8Cf7tDVbG4m3IFwh4HFw7HC1xh8HZ2dlaLgkRDuRxvvjI/v6+CoWC5ZEQTUQuGXdKSOuV3/g3Ekh/fJlMxuRN/ln0xr2PciIB5bghczwjRFO8c8VHUwFRS/5i/JNriOTTy2V5dtgvRQikqwgzToP4vMcx+SgrkRjmSV8w4TrJn88d8g4eHzFjXKkCuFg8aqrLc822T09P9fDhw7Vcxa2tLf385z9XqVTSd999py+//FLD4VAPHjx4Y+RnNpvpu+++09HRkUqlkm7evKlisagHDx7o22+/DeQn4I0jkJ+AgH8CRADvWz6ft5wIjGsW8bcJXmJ13We8iPwUCgVVKhXV6/U18kOfkjjJIKrgIyySHjMwvHwm7kmO/9sb/v79eAJxHHHvsj9Hf0x+u35bGDbxZGQMLk9ciBKRN8T+41IX3vfn4ZOt/Vj4Y36StxhZC5p+ekchW/Pd1Sk/fZ2EKuDdBQZzHNcZsxjR5AyRE1OpVCTJ8low5P3z4vfn/8bfiz/Dkuy5iZd/vm47vjBDnHTFnxX++vnGH0NcvsYYEHEG8TkBRwfPunfs+EIQ/jfIVeNSuHj0+kljGB/Lp4E5hWPEIeO3MRgMrFAL171SqWhzc1PlclnNZlPFYtEIqpcz+nF81mN6UUASke8RgSQny49vQMCbQCA/AQH/hJ2dHd28edO8kBiVRDHeRHKpNw78YuHfJxrjf8Pn6XRa1WpVuVxOlUpFW1tbymQy2tjYUKVSWTNCstms9cLBq+pzaYhiYGR5WSBeU1+4gGPyshovhfMd6n3OSxRFZsR5owfZx2q1soIDkswgiS/sPrcA/T9GGqVzC4WCkQgv8dvc3FwrzoBkBykJieOMC/DHwO/Q9kOoMKL8cbN9evscHR3p97//vXm5ffQHYtTv9y0yFPDhwhvx8fuFMs+9Xk+5XE47Ozuq1+trMjrIhPS4FBXCkM1mJV0VLJCupGw0t10ulxbJwGGAdEx69DxQ0ACyAiErlUp2Ht1u16RsviAEjhiiUL7XV7/fXyve4PPwiKRJsigZY8Xz4wmkj4QzPr54ia9+CeEikoyjgqIwzGFxCa93pi2XS8vbovEpcxTRrOFwqMVioXq9bhK4Vqul4XBoeZhIl7e3ty0qt7Ozs3avIJsjJ+vHiAyNx2MdHR3p8vJShUJBf/EXf6Hlcqn79+/r9PR0LW8zIODHQiA/AQF6tCDt7OzoL/7iL5RIJPTVV1/p6OjINMpUI3oT8PIRjHcWYHrDYJx4SRUytBs3bhgBQh4SL1ggyT5nYUaqhTFAhSf2k8vl1shPvDIVXkevw/f5ApAfjHcfQaLAgpdt9Xo9k3ptbm6qVqtJkhUh8J5M78nFoPDVmWg+OBqNjPz4Clskk/soETr6KLoq+/wk8uNJU7FYNEPKlwT25McbWfP5XA8ePNDvfvc7K1AQr2x33d+ADxP+uSLyMRgM1Gq1FEWRNjc3LWKAg8M/114qhmzO58vRsyeKIitowv27Wq3U6/V0fn6uxWJhRjzzB/ky9P2iipr/PU6H1WqlVqulXq/3WHTGFx8Yj8dr1dh8fhxOGUlrxUxwKkDmqGhI8ZC4lBB5XCaTUb/ft7LvhULB5jkcPP45hPAxL+dyuceqYPJ9L5Wj4TFkTpLNG6xB8/lc9XpdGxsbms/nOj09VafTsQqV0iNp8/b2tubzuTVQ9fcJsjnmmR+D/IxGI92/f1+JREJ//ud/rv/oP/qPjBBTze5dlJEHvNsI5Cfgg4b34GHUklzuq/z8mMfC4utleD7y48kPXlMqDPnF25MIIim+epQvXBCPnPhteLBI+c+8bMVLQiA/ELH4frynz8vH4pKI+Hl7AuF/w3a8gRGXpEAOfT6MJysYNP68qbrkiU1cPuQ/855zxjd+vtPp1Egb2n0f2SG3x3vxAwKeFf5Z5l6TZJW4IBw+WsJzES+GcV1OkJfN8XyQ9+crvvmGphRxoBGsd1jwzHC/+2jWdZJRzpFt40AhqhOXw0FSfFn3+Dbj+U9sW9JaLp8fYy/79T2BfHTXN2f2OT6MN8cZH1euCeSROZnv+eqXcacLMrN4CX4ixlSRi1cG9PfNqwTXZDweW0NbiDVKgzDHBfyYCOQn4INGNpvV9va28vm8ptOp/u7v/k7L5VKXl5fq9XprC+vrBv0oqLaGNAtjPK6Xl9Z7LJCY66s4pdNp1Wo1Wwj5nO37Tup4RdlPqVSyfRD5ofw0v8dAgQBhZFEgAYkclYmo9EOUw8vSMP5ZxFmIIQEUDCgUCrY9vK1IcPCAevKEUeUTjQeDgfr9vlVF81XcfNngKIpULpdVLpdtW1EUqVarWRK0lwf6scKbHjcoVquV2u22Li4uNB6PrWw6VbUWi4Xa7bb1HglykICXwWAw0PHxsZLJpJrNpkVnqtWqMpmM9vf39dFHH1kJ+XjxDunKqeEJPi8qYyJfwkEymUwsckmUlOfCF/eQrqo50ocHJw37g7R4uSzOKV+QIU4QIAHIwpCSsV2+x7zhn1eK3KRSKW1tbVkUiWeUbfiCCRAgGgbT12c4HGq1Wqler6vRaNi1uW5+8GX5vWOJuYDKk8zRjB3HxW/K5bKRI+a0RqOhra0tjUYj3b17V+fn51ZAhQjg66pkulqtdP/+ff31X/+1Xf+DgwP1+32TawYE/FgI5CfggwZdtYvFolqtlo6Pj9cqCv2YwCBBp0/jQLx3aO+9d9B7SCnS4BOF/eLvo1xUbmPhpGSsl2fEy8zi0ZRk20wmk2vVlZBRsHizL/T3yEzYp1/kvbxlOp1a7gBGDtviGPiuL+/rPbsYFUROvGd0NptZk0RfutZL0yh2gRTIG0t4z/k/BJD/Q2R8xMcbOkj4BoOBvv/+e929e3fNQxwQ8KqAAS5JrVZLkmyOIQn99u3bFq2YTCZrEVAfZZUej5L4PBUqH9IPiKadePuRcuHgiSe/D4dDk9tCknxkHsPey0Y9+cnlcmt5hRw/0XPIgM9Fike+mDt4FkulkpVqZs7wUkNIQ7yiG3MdTp/VamWV5rxzhWOQ1iN2ED0+Q96Hg4nz8uPn5zjvKPINmZHSkUdE7o8nUa9LSksfoHQ6rc8++0xbW1trhDUg4MdCID8BHxySyaS2traMXNAN/Lr8itd5DBj+JKc2Gg3t7e0pk8mYVI1EeS/DggjhwWTh8+QIIwGvn69M5skT//ceRsgPBo2XdrDAsuDHJWe+fwad3CEDkMl4FMt7jL0kzksxpKvKc0SLfJEHf0xegx/3rGLIYQgkk0k1Gg3r6UNjV1+cwPcb8S9K3mJIcQyQGJKZ46WqqdDWarVMBuLzfwICXjdwKiyXS52dnenrr7+2XB8S8Le2tiTp2vkQIxkD3BvvPDMbGxsqFosmtZKkSqVipMrnvEAayK8Zj8dKJBIaDodKp9NWnts/y0+KmjDv4JDw8rV8Pm9zEY4PP9f4ggfSlSODaFi321W73V7bty9I4CucjUYjI2O+2l7cUeKj1P73RMwhkZwbpAkS6cfCR897vZ4VgqDnky/fTR+h0WikfD6vyWSiVquli4uLtSj06wDHR67Y9va2FeZoNpvBARTw2hHIT8AHh2w2qz/90z/V559/rvPzc/3mN7+xpHcWjtc5+WIwEOn5yU9+onq9rmq1qq2tLVsgkTZAgjCUV6uVqtWqydLiHj9PjnwkA68ux+D3wXdZRGniuVwu10ih773DwuilMGzDa7un06lFTvgOHkhfQS1OdLxxhKeX79GAlfNgsSYx2I81ESg/FuRKSdL29raNF0aCJ4Peg+wlKN1u1/aDkYWEbjQaWZNRZB3NZlNffPGFNSH0US6IYSA/AT8GcPgkEgn1+319//33JqPCCYBzAVLkc+m8kU2yvn9eSqWS6vW6ycIGg8Fa1TbmCP/szudzXVxcqNlsKplMWoTA9x+jwhv783kzktZke8wPXm5LtTmKtyB7pXEoOZI+Yj6bzdRqtbRarXR+fq6Li4u1c/GOoWazqWazabIzItXMrzT+pGADRWM4B9aFZDJpv+ecfHSbEtcUqPH5l5ClBw8eqNVqrTnQKJiQyWR08+ZN3bp1a80pc+fOHXPsdDqd11boh4INl5eX2tjY0C9/+Us1Gg198803+vu//3tzLAUEvC4E8hPwwYBFgiaA1WrV8irwrL0OT5f3IvpjQKZWrVZVr9dVqVRUqVRMfoYUDcOcvBZJ9r70eLK9dFXSVboyErzOPS5j8d5O/56PxHhvJ9EO//LAoGE7aNHjJAtSg/HPdry3FsPCk594GWwfbWKc/Hj7cWNMOJZCoWBRoHh563hUzEvufCTLS924n8gDQKpCbx6kRwEBbwo8L0RBBoOBGc6z2UzpdNqKE0DS4/ARG++4wMlA5MJLzXwJ/XjUB4cA+6P4h3RV8dI7MHzk2EvQeGYhbOTkLJdLi+r6fXlyQf6hn/OYe4iWsS0fCYcEjUYjG0vmPZwqnpj4aph+7DguX6SB4/PRfWldFhcvLhNFkZXkZ8wSiYRVn+Pf9LTj++Vy2arl8dt4dO1VATkmJJB9+3LpwRkU8LoQyE/AB4ONjQ3t7u4qnU6r1Wrpb//2by3B9kkL/MvCy9poLkoZ1GKxaJ3Y0b+zELGYI0UgajMajexz5A8+2sMi6wlJvOqYJwoYBHHDwkseiA7FCREEyGvYMZZOT0+thwMLmC+44D24yMJ8EjRjMZ/P1W63LaJCVKdSqWgwGNhYoNH32+J8yG9iuxghjB+yNgyu1WplzWA9SfIkGSkPHnDyxFqtliU4UzCDz+kNFBDwNiIejfn973+vQqGgmzdvKooiK09PxBZCwzNNRBfygGNDuqrC5smSN/4hD16iVSwWTfbFs40sy+cKklPk5zfm3Ww2a5Gn1Wpl0RKfC+gj6hAKnE9eCkxk5/Lyck0qB4H05b0zmYyKxaIqlYoKhYIajYZSqZSRJ0mWe8g8JckiLowtRWVw+kB+cJwh42Ne8tUrmU+Hw6Hlsna7XQ2HQ2Wz2TXpd7FYVKlUsus/Go308OFDXV5eWn4kEsFXvU4OBgN9+eWXevDggZbLpX7yk59oPp/r4cOHuri4eKX7CggAgfwEfBCIokgbGxv6kz/5E61WK/3xj3/U3bt3zTh9XTK3dDqtRqOhUqmkzc1NHR4eKpfLmczNL/bS1SLLYjeZTPTw4UNbnOM6dp+7QjlrH/V4Ws4OiyS/YSFnv1R48hXggG92CDGiatB0OtXx8bHu3r1revjpdGoGgScknlzg/WOBz+VymkwmevDggdrtto1PFEWq1+sajUZrPYW8lMzLQ3wzRMbae4sZKzylGHTxsuDj8ViDwcBKB/f7fc1mMzWbTctVePjwofXloPEjx/265ZQBAS+D1WplJf7Jx4iiR+X/NzY2TMpG/y0cBt5xQpL9fD43g9kn5iOf9QUJ+O1qtVImk1GpVFor4d9ut3VycqLZbKZOp2NyPcgYn5NnNx6Plc1mtbe3p1KptFYQoVwuW4U09o/jQtJaZMVXWiTCdHl5+ZjsbT6fW2SG76IuqNfrqtVqOjw8VDabVavVMmcWhVzIL0Rudnl5aeMRL5pSKpVsPsNBQ4EJL5/lXDKZjDqdjo6OjtTr9axxN9dQetQbiOqVXMPRaGRNV5E9sz68DvLzxRdfKJFI6NNPP9Wf//mfS3oUGbq8vAzRn4DXgkB+At5r+KpjSCDwlMUT9l/FvnxOCc1Eyc/BC4jXzpellq6kVFT14dXr9Yz8kJSLHt1XgvNVh5BKeHmI94z6amtsM55f4z9nMfaVkDAoGL/xeGzkh8awRINYlOP5N37MfDSJsriQPSR+XjaI4eSrQXGMXjvvq8D54/USQIwYCBQGoI94+ciO75Te7XbV7/c1GAysWhXnHBbugHcNcaI+Go3UbrfX5gMPX3gF49g7XHyxFS/L8nl0zC9eJsczzDwHMaE5M3Ofl6oRWYJM+LkOoiZd9cnxclVJVmDBz5eMCbI3f46S1mR7HD/HTQSb+X4ymVh0nHksnU5blNnPu4VCwaLjjBNNVuPnx3xMriG5TMxFvt8QZbe73a6y2ayWy6Xq9bptE6JaLpc1mUyUTqeteMNgMHjlBYH8dcOxxBpQLBZfu4My4MNE9C4uzlEUVSR13vRxBLz9KBaL2tvbsz4+LAR4wF6lnhmik8lkrHpNoVDQ3t6eSTiIPECCWLhIoG82m5pMJrq8vFS73dZoNNLp6al1MIeINBoN1Wo15fN5HRwcWClWjIBut6tut7v2OURB0lo/Dp/bgnEAeZFkkRkWVMgV26D8K5ETpGrktvD7TCZjxRt8GdZKpWKLPNeCyE88d8eX7ObfEEGfhI3R4SvLeYMO4oTUh+On8tpkMrEmgEhFfEEFzp/rh3Hh+32EvhUB7wOq1aolyW9ubqparSqXy2lzc9OePaIwjUZD1WrVHDiz2cyeewgF5IG52FepxGAn8pNOp9XtdnV+fq75fG6ODiRcPKfI3niOvdPLR4b8fB/PWSQKHo9I8yx72Z60HvGmoMLGxoY2NjaUz+d169Yt1et1bW5u6pNPPlE+n7f+Yl42l8vlTAVAdMZvn4i5r27pq1C22219//33GgwGarVaury8tIIHzWbTiq3MZjObV2nxUCgUtLu7q1//+tfWfwhSxbw2Go10eXmp0Wikr7/+Wv/wD/9gZPFVo1wuGxGrVCoqFovq9Xr6/vvv1wrMBAT8AKqr1eqpN0yI/AS810B2Vi6XdXR0pKOjo7VqYK96XyRtHhwcaH9/X4VCQTs7OyoUCmtSK7x33iPX7/d1fn6u0Wiks7Mza4LJX+ClGuVyWbVazcrNkrh7fHyss7Mzlctla+yHMSBpTeoBaPApyRL0patqZ8PhUO12+7HO5RcXF0Z62D8NAiE6mUxmrVqc96pCCr18BLKTSqWM5PmcISJQiUTCmjaitffkx1eD8snUECfICwSIiE2z2dT5+bnG47FOTk7svCF/AQEfCjqdjuWhNJtN1Wo1q5RII01IEH2DfAU3HA8Qkkwm81hZep+3uFwubS5i2+S+EEUfj8c6Pj5Wv9+3yAoRHiITPOvIU5HExZt4EmXy0ah4tTdyYbxTxedAQugymYwqlYry+byVz/e5PxyrLz7jc4KI9vs8onw+b58Ph8O1ynlEqXF2XVxc6OzsTKPRSMfHx2q1Wmu5kkSeoihSv99XKpXSfD7Xp59+uianw8GWyWQ0mUy0sbGxlo/0uoDKIZvN6he/+IUODw/VbDb14MGD17bPgA8TgfwEvHegzGg+n1cul7OEzfF4/MqiPCxcqVTKyEW9XtfW1pZyuZwZCBgDLKIszL7KHItVp9PR+fm5ptOpWq2WRRvi4X68ckRmMNLxoLJ9okX0baDgAkTGNxP0VYuIhviy3+QBcdy+OhMlY5GoRVFkkR08jJAXIl8stOl0WrVaTcVi0apMLZdL88AyvkSB4iWnvXQt3pvCEz0vBfS5T/P53Mbaf44Hlvd8o9SAgA8RzDsY3ycnJ+p2u0ZUUqmUer2eWq3WWuTFR1uZC3lWMcQhH8wrXtJFPiPboQE184mvIIl8zM9bFFsYj8c270lXTh1fhMHnzfDMe6cNcxKS5nQ6bfmMq9XKchol2fxMU1GiNeVyWZIsQuwJhy8FzgvChBSY+ZrvUTEUElepVDQej1UsFi0f8fj4eM3Z5WWKw+FQDx8+1Hg8VqPRWCv9z3wLedvd3dXNmzc1GAxMPSHpsTXqZbFcLtXpdHR8fKzpdGrFGbrdrlqtVnBABbw0AvkJeO+QTqd148YNHRwcaDgc6uzsbK2iz6sAsqlisaiDgwOVSiVtbGxof3/fJCG1Ws0WSXTxLNwXFxdqt9vqdDr68ssv1Ww2LQLhyYWPFgHIDfKQbrdri97W1pYSiYRFjjDgSb7d399XOp1Wv983j2i73TbDgIUF8oF8xXc19zp46YqAeFlfuVy2Eqbb29sql8trJV991IckaiqixXN2MHC8/ITxR66C1xfZmq9UBznz/SwoUDCZTHR8fKx2u/2Yjt97kNle0J0HfKhYLpfq9XpmyJ+enj6Wt0PJ/nK5rNu3b1t1S5ptVqtVlctlK4TiSzgnEgmTrfHcYdBvbGzY/olI40DxBQ3o4+MdJL1ez/rZECEhYpxOp624w2QysT49VDyL5/fQBymbzWpnZ0elUsnmJaI5ELfLy0tdXl5qsXjUxHM2m+nTTz/VZ599JknW/4sCMMjucPRAtOLOnjhBkqTDw0NNJhOLTM1mM4v83L17V3/913/9WI4mkfCLiwv93d/9nfL5vH7605/auDKvM4dDWpFV//73v7eiQa9SPs6x3b9/X6enp2o0GvqzP/szbWxs6KuvvtJvfvMbI7ABAS+KQH4C3juwsJXL5TVpwKtKQPeSLPTYGPs0pmOBjCfbQ2aIotD7hejMs+aJeIKE7jyZTFpkx1dVokx0JpMxcoUExBcnwAiYz+cWuVksHnVdj0tFWBjxZqJPx2NYKBSM/FSrVevsDvnh2PluoVAwj+ZisTDy4z3Ikh7rB8SYYixhPJH/hMeXF4QPDyKywtB7JyDgh+FzXuKyWZ5roidbW1tWrh4i4wkLz2omkzEDOh6BRi6H84iS+pADyBfzOjKzeEEVItx+PqaaHD2NkJUhR+Z8/FxHBUnkeMVica3QA1Ein8uJBJjj9c2p/VrCubFv+vD4KJAvGME500aBCnM0cSWC3u/3Lcp+HXGaTqfW0JQ8KtYQCs1w3cj/Yt6+rjjEqwCOwvF4rEKhoHw+bwqBeK+4gIAXQSA/Ae8NqJzDgtvr9awKly/X+aLwDUc3NjbMw3nz5k2VSiVbeJicWciQ27G4IGvrdDpGLJ6lgo5vZufPmX4WSBNYnLe3t42cQAhZFJGDEOGgCh4LPPktkmwhxiiJokilUsmI3vb2thkSyD4wEpC9sZDTPd1r/fFw+jLeRHIkrSXX8jvGzPfR6XQ6unfvnpVpJX+Jz31Okm9CGnrvBAS8PDBYkchKj8iILzqCI0S6clr4BqPeuGduwnEkXcmMfcI/0jFJVgzBl8AnzyiKIpsD0+m0tra2zElDJbbNzU0dHBys5eQg9UNWVywWrU8OUSbISLfbtWg7ka2zszP94Q9/sBygnZ0dIxWQHuZWT04geZAqIu/xCpY+54l5D4KKxO4v/uIvdH5+rm63a5X72u22Rdohag8ePLA8zY8++kg7Oztr+ViVSkV7e3sql8saDoeqVCrqdDr69ttv1ev1Xst9RR8gilb87Gc/03Q61cOHD3V+fv5a9hnw/iOQn4D3Bni+8NyRPAkBelkvUSqVsojO4eGhNSc9PDxUsVhcayyK13A+n1uFMMpWk1DfbrdNevUsRRi8hxCQX8SiTIUkIjfo2FlAkZT48ti+OSmGB+9BmiAnGCObm5u2CH7++ecmi8DY8TlHGCHZbNbkbz4aBiGDfLHg402MN0GlsANyPBbx8/Nz/fGPf1Sv11szSCRd+5d/BylbQMDLAwcPpYrpEwQSiYRV8Mpms9rY2LB8GKK9OJRwgkBkpKvy1ER2vNPE9y+jPDPzFg4x5rLlcqlcLqfd3V3VajUNBgNVKhUrbEAUnbLS/X7fmn16iS9yXaR5q9VKx8fHa1UfkSdfXFwok8mo0Wjoo48+UrFYtHk7Tm4gLqwJvtQzxSAgf776pSeJEEIiJ4vFQu12Ww8ePNDdu3fNGQj5IfcKqZkfY4hjJpNRtVrVwcGBJpOJstmsDg4OdHR0pJOTk9dGfvr9vv7whz8omUxaHyDI8cXFRYj+BLwQAvkJeG/ge76wABHReJkJEoM8m82qVCopm82qWCyaJ49FyJdS9tELIg/k1fh+PKvVas2oj7+kq5KseDORShCRqdfrdizIy4hEoV1HjiGtG/54RvFE+t4ckCG08b7kdK1Ws4aBvp+OzwHwUhVfnUjSWlIzMhEMDwwBxpOCAxgZkqzqEREfyJDvKRQQEPDjwz+7HjTxxHDN5XJrfbwgEMw/yIZ95CYuQfPzejwH0TtQIFBEsNk230cahzTMR66JWKMc4HsQDt+rjXkPRxm/Qb5H2WkcS0TS402u/Zzpx9HnOcbnWu80YlxZW0qlklW+oziCb7fg8xtZk3DW0UgVuSJjxrapxkdzWz9/v6r7CSedL2XOOXipYUDAsyL0+Ql4b9BoNLS5uSnpUaicPB8qlL0IMP5TqZT29/f10UcfmXSBfgRon30pZYxwJG4UXCAB1hczIA8HHblv8Mci4xt0RlFkFdA4FrTQvvcNia+dTmeNgFHhB0312dmZ5cKQH8S8kEqlrA9PuVzW1taWHRtyOp/z40vFosuOS+okrS1YvqqSb2ZH1Or09FTdbnetpCxj6/vsUNDgdZUyDwgIeDl40uArp0FGfK4kf+mfRisBohI+J5BcQu+AgZBAoCAqvjx1vIrlZDIxmS3b8vMW+Uy+YILPUep2u48V1plMJur1eloul2uFYA4PD1Wv11Wv13X79m1rItrv9x8reAB8xJy/vlQ3v4fwEYU/PT3VeDzW5eWlzfe//e1vdefOHQ2HQyv4wLil02kdHh5ahP+f//N/rs3NzTVi2+v1NBqN1Gw29cUXX6jdbuvy8lInJydGVl5lVbYoitRoNLS3t2fOOM7v/v376vf7r2xfAe88qqvQ5yfgQwEJtcvlUhcXF2o2my+9TR/6bzQaunnzpiVf+qpCcW8j3bbpjTAej9Vut62wASVfkYL4Ig2+vDMLWzKZtIIIURRZ5AX5RrFYXDtuojnIE4g40bgTr6P0qEJSJpPRdDo1T6BfBOv1uvL5vLa2tvTxxx+bBxCy1+12NRqN1rx9eALx2iG3w5NJzo3Xm2OQeIxGI92/f99kJ9dVYAoICHg3QHNgSSaL9SCPx5OfarVqxRO2tra0sbGxJvUi3wcSBSHBKVIoFEwOTPL8dDrV+fm5RY+9dM7n3EiPokWlUknJZNIcRvEePz7ywHxNif/hcKiLiwurJnfv3j1ls1kNBgPLMdrb27PqmuT6QLggeDjCaHbKcXpyhLMPBxnEsF6vW8PZQqGgXq+n09NT9ft9dTodtVota23AnE3/ttlsphs3bqw1rPXOMUpgl8tlrVYrNZvNa+fyl8VqtbJqntlsVrdu3dLe3p7a7bYRuoCAZ0UgPwHvNHxkJplMWvfsl5E+RVFk1XEKhYK2t7fX/mazWUmPvIB+4fGN6aieNp1OTX4nyQgBizSLvK+Q5pN1vYeT70GYfLUijttHXviL5h1pmu+xkUgkTLeOfAGJBostCcFEkqSrMqleUkgUC0KDNxXy5yUZlJ72paR9VSPAdjBk4pWKAgIC3h94qZr37OPMofQ+0RgiJES+a7WaqtWqJK1JuZjLfMU45h0/b/v5jKgL5aN9Hx7pqt2B9LiU2EeL/FxFjia5SoPBwAoi+CaoXtLnZc5+vWHb/pg4Xo6P82UNyeVyJi2uVCqq1+uSZBJp39OIaDoNryl4QBls9s0akkgkrE8QRI8o2KuarzlGJJTD4dAILusajriAgKchkJ+Adxq5XM5667TbbZ2entrC9qKguzWShM8//1y1Ws3IAaWl8TR5mZgk85pRNppoRTab1ebmpi1CLOhEXpB3oA1HhsBiWi6XtbGxoXQ6bf0mfM4MRMf/RpJVgGMRJd8GLyPV8YgyeakH0R8WUirAeUOBhZey0T4qhGyt3++v9cPw1+hpiyNE1uvIw8IWEPB+wpfvx7lE/zEIjM/VkWR5Oel0Wh9//LFu3ry5Jn/LZrPqdDpW4c07YJij4s2PcUrhAKOKJy8fKcJZJcnWB84lnv9Uq9W0vb1t+Tenp6c6OjrS3/zN3yiKIv3qV7/SP/tn/8yqYzKfMwcDH6HyhC2RSJgKwOcaFYtF+zeOtMPDQyUSCZ2fn6vX6ymbzVpzZ6rw0Tvo/v376vV6Ojg4sJwhjiGVSmlzc1PL5dLyTofDob788kuTPD9LNdNnvT/IAW2327ZGbW5uanNzU5eXl3r48GGQPgf8IAL5CXgn4WVZvjEcOS0vs02iIKVSSZVKRY1GQ41GY61nBJO6XwTZBh4ojoWIBQsxCyt5M+jcqdgG0fB9IIgAUYGIAgf+GOKJsP63vjwqJVE9qSFfyJem9dvBGEGi5qsSce6UjUY3zxi0Wi11u9018sNxBwQEBIB4VUbgy93HgSwsnU6rVqupXq8bIcHZI11VAyXKQTQZKR7fI6rhnUjx/B9PcOLFB3wPGoxw5lDmbqqR0mft9PRUi8VCN2/etP46noz54/IOIF9Qhu8Q4eL3/vgYJ9aSUqmk4XCofD5vkj7GjHWF6HsqlbKcTM6R8YeYFYtFTadT6+mG0+1V9QHi3FlLJpOJqSZSqZTlSwUE/BAC+Ql455DJZHTjxg1tbm5qOp1ab4V4ounzYnd3Vzdv3lQul9POzo5qtZry+bxJwXyhAl+eGUIgXXnkCoWC9vf31yrpoL9msWKbhPFZ3FjMS6XS2iJG8QQWFEpVU9wBAuV7AfnICZ5OFsp6vW4SvbjOfDQaWUEBDAN/jJQQ95644XBoPSSQlPhFnvFinAICAgJeFr5K2dnZmRVX8dJd35+t0WisFWLxDh7IAVJi5k1IgScdvHzBBV/tTNLaXL5cLlWtVlWtVi3vslQqWUEaIlDff/+98vm8Go2GtSzY2Ni4tuKdJ12QDOZYL5PzkSJJ1hCbQjvT6VS9Xk9HR0e21lAwaDwe6/j4WO122yRuNHiloh25QVTxSyaT+uSTT9RoNF5LHyAkg0SbfEnuQH4CngWB/AS8c8hkMvrJT36izz//XEdHR/rv/rv/Tufn54/Jz54HURRpf39f/+Jf/AuVy2XV63XrlA05eBL5oZKa74NTKpW0vb19rVQLyYNP+IdkDIdDJZNJbW9v2+LE/qfTqS4uLixyVCgUzHM4HA7N+0V0hwUPckbFudVqZRI6v/hxPhAaiAzkhYpvknR6eqqzszNNJhNdXl6uFVSIX4eXuS4BAQEBT4N3TD18+FAnJyePGcAQhGq1qnK5vOaAKhQKVrkTskHejM8zlB7JrHFgEe0gypFMJq2KJhEZoj2VSsWqlfl5dzAYKJ/PWz+g4XCob775RtlsVjs7O6pUKqpWq1Y6O97clONAHidpTQXgc4J8gYRkMqlaraZsNqtqtapisWjNodvttlX9pMjMgwcP7Hzz+bxKpZI++ugjbWxsrB07SoZCoaBarSZJevDggc7Ozl4p+VmtVta/j/X6upyogIAnIZCfgHcGSA7oxUDZ0ZcpqekLCeDJ8i8KA7B9v5B4WUJcZoa30XslpatF2OvH8UpKVxGR63pU+ERbvusTg/13/HH6IgE+4uS9hGyPaA2SAryRVInjHAaDgYbDoXkIiSohawt4u+HvmThR/dDgPf/83zst/Of+e9fd5/47jO913ugneajjRivvsS0vZUJ+5Y/DRyb8nOXz817VNfZFVeKl7v2/Pfw8+KTPvGTsScfqP/dj9bTzi6JHzZE5Lu+UIr+HbVCxzVeCk2TReC+FQ+LL95kn/fnH7xs/b1OlDjmZL/s/Ho+NJJFf4/N//G+iKFqrpufJEM4tHHW+yAzXEAk5uaRE/736wDvQ+NyrBrw8kII+SA1LpdJa5c+Xhb9PWKclGUn01yIgII5AfgLeGeDhSaVSOjo6skT660qmPs82P/vsM1WrVd24ccMq7lB8wPd9WK1WFkUZDocaDocmqyDiwuRfLBaVy+U0nU41HA41mUzWCiagT0evnE6njUhIj4omNJtNpdNpVavVtWZ07JMFjX3xO+mqH4XXrXt9uB83FiKKOPiCDT6yw3dZ+MhpijcmDXj7Qe4BUhkM5JfJmXtXQc6gN2h9zylkUL7hrycX3pjFiPZ5CORYePjiJP73lHr2hVJ8FcZOp2Me9kqlYo4gX54ZKS7P8mAwULfbtSTxl5kvgS/UQilqigP4SpkQCj9OGOzkP/qkfW9kn52d2bF6Qx7JGqWq6dPzQ6SOecsbxKvVysbHO6XIsfQV26Io0u7urnZ2diwSw7XtdDqPVWiLN1KNokj9ft/2DwnIZDLa2tp6rEJpr9fTYDBQq9VSu922yBQVQYvFopXHhqTxb+RpRPW5/t4hhkzNS9xKpZI+/vhjjcdjnZ6eqt1uWy+f6XSqy8tLq67GOXCtKXXN+bKWrlYr/frXv1ar1dLR0ZG+/fbbV9qUdDKZ6Pj4WBcXF6pUKvr8888lSffu3dPx8XFYkwKuRSA/Ae8EoigyHfRyudTJyYna7fZLl7XO5/O6ceOGtre3TQaAhts30/PJ+njShsPhmkbcl5SmySiEZTKZmAHliRJ68HQ6bV5JIijj8dgWkHK5bB5B6ZHxBBHKZrNKJBLmKYSQTCYTk8h5LyvGA52yOa7JZGLRHKr+0BiPctNI9QLebWCc+zwFvLIfGvnxkiKIC2XYIR8kb1cqFeXz+bVcPgxynB6Uhacxp3d6AOYIXz4ZgzFusJbLZVWrVS2XSzNIKb2fy+XWiqrg9OC5peBIKpWy3lqvgvwkk0nrmbO9vW1NOuk/lslkVK/XrS2ApDVyg/FOYr9vXjyfz9Xv9/Xdd9+p3W5LuiI/fG8wGKzlSuKc+SH4yIjHs0iymCMhLLQA8HM3ZIjIDHkoRIGYd+N5RpVKZe36+VzKZDKpbrdrUjUkeuPx2Hqu0VaAe4HvFgoFjUYjXV5eWmuDOJFkbZvP53Y9fWPqXq+nbrdrhLrf7yufz2tjY8NID9I55hAqmnLff/TRR9ra2tJ8Pte9e/fs2r0KYjKfz9VqtSQ9cmZSxa7dbuv4+Piltx/wfiKQn4B3Bl5q5l/PC/rkFAoFbW1trTUMZdEiCjIajexFpEWSLdy+zxDkxxMKSdrc3NRkMlE+n1exWHysghCeRhZDJCSUcIXM+AUzXklIulrY/bjEPXx+YUXXzZjSz4GoU6fTMTkBvwtetHcb3D8Yqhh03Bs+Rwzj3pf3fZUe2+dFvNcVhT84PiIn3gMvyQgN9zjVtIjMIHHluUVGROSHqox+/4wlgPxQRZHIDJImIrM8Q9flaSQSjxodZzIZzedzlUolLRYLmzeQNhFdqdfrymQyaxI9ruN0OjXZbr1eV6PR0GQyUbVa1eXl5Vq0YDgcWn805q34WBBNICcmm82q0Wgol8tpc3NTOzs7ymazqlQqNscxZr4UNPca45LJZNZkecw1q9VK29vbti3mRD9/ZbNZM8aJSHBd/Lzn4e8LP58xfkh4vZTOR6smk4k6nY6RScaLc/VRQn+vXteCwIP7AKcVzaPH4/GawwznViaT0Ww2s4IDw+FwrXgDPe+QL3PfxyV3iUTCzo31iyIOpVLJjsVXuGM8WC+kRwVyfGsE70jgvshkMtrc3NT29raGw6G63e4zk9ZnxWg00tnZma2dN27c0GQyUbvdNllcQIAUyE/AOwKMfQwSFnk+ex5kMhl98sknunXrlqrVqj7++GNLgoVYdLtd9fv9tYmThYOCBKVSaW1Bw+iJosjkJ8lkUgcHB4/1pgDe2PSNTTEMJJmmHDkeUiVfZMHnIXltP1IPvodG+/Ly0jzDJycndq54ECFScW19ID/vLvy9Wq/X9fHHHyuTyZi8BoOZCCD9Psrlsnl16QT/Yx83Ec6trS2TedJ7pVQqqVgsKpPJWIVG6WpeqFQqKpfLmkwmOjo6UrvdVqPR0K1bt9aSyH1eBsabz9tBjhUnT9flcxBZw3Cl/DC/j+f0YIwipYrnF0kyooIH3ztakOLxfDNX+hy+2WymBw8e6OLiwiJC4/FY9+7d01dffaX5fG7XGjlbJpOxhs2pVEqfffaZbty4YRIsomFEIyBmFIrBQC+VSpKkbrdrPWXK5fLatUKCNh6PVS6XtbOzY9fd91fjvDDou92uzs7OjKCRh8P5+XnL51T66pdETU5PT63sNOTJR/m63e5jkTMf2eFaxJ1bRPl8JTm2XygU1Gg0lE6nNRgMTMp3dnambrdr90AikdCNGzd069Yt5XI5NRoNy6PBkeXbJXQ6HUlaI/LcB1EU2XMEUSNaw7GRY5RMJvXw4cO1RtWLxULNZlOr1Ur1el3FYlGTycRaQ3D/EzWFyEOme72e/vEf/1H37t17NZPEP+Hi4kKDwUDZbFafffaZfv7zn6vVauk//If/oLOzs1e6r4B3G4H8BLz18EaAN/Rf1BBPJB41DN3c3FSpVLKGoX6RI8pD5INQPosczdzi8gUICwtrKpVSuVw2bT7khGPHUPGGkHTVuC9OjvDaeQmJj8r4xR0Dyye4+spvw+FQg8FAl5eXFuVhEQ0k5/0EhhqGKg1uvYSS+x+vMN5bH5WUftxy5Rw3DoB8Pm8Gd6VSWfMs09CRZ6VWq6lWq5khnMvltLW1pY8//tiM6rhTgp5XvnIiRhtl5XmuOTbvKGDM4v21kJX6ucB74SE/8cgLzzoe/7jTJZfLrZEfH6VjLPhdLpezyl547zF+qdSVy+Us1xBiRZPQg4ODtT4uhULBGl8i9/U9wZjLiNIxHkTLAceI04icIS9BpheNn/86nY7Jvzz5KRQKGgwGj5Ef5kWKuEAQIVS9Xs/mSt7nWaCXmd+/fxYgN/F1ASJMFJEo12KxMNkzhQ16vZ4mk4larZYRGC+rrNVq1t+GMWPeJvrpc/m8g4z1zEdoAISNl78XiOL4Qgk4SbLZrK2ROAf5Pusl8kfIEdvnuXlVc4l3FFLaHJniq5LZBbwfCOQn4K0G2mIW/V6vZxGM5wVlOClmUK1WzdMVz3nAAwmiKFK5XFaj0TAPc6lUsgXDV/VhskUugBHlE3u91Mg3BWXBomSql9LM53PTwLPIs/jFpUgsUr5gAfIQvKX9fl/T6dRye+JlXf25x6sjBbx7wEsPkTk9PTVtPAYfZdUh75IshySRSGhvb89yLNrt9prh+DqPGwNyY2NDGxsb2tra0qeffmoyMQw5DDUvRSKKms/ndfv2bZNTkZviqx76CmbSlWwUww4j1ZMjDHpJ9gx7OSsGs49Ye9keREjSmnfcR7a9MyMeaeI5Z/84cOISYaIMm5ubGo/HJt1ijDguSAoGe6lU0ubmptLptHZ2dsxY93Jf32cGox6pGwZ/FEUWJYDw+WbIjC/XkAgUBVjYFmQMQpLP5613DqAQDNeP6LcfQ+4T1pPFYqGDgwOLaHgpIRFx5j+eFXKzjo+PLceS4/IyY64r9wvXh/FCCuhlb9wz/pza7bbu3bunVCql09NTyyvlXtna2tLu7q4ymYw59bzsDbmz9Egi5p8tJKAUM6AseK1Ws9yfhw8f6s6dO7ZGIZX0uYKMK/ll/l6igE86ndatW7fsHiSizLP2slgsFnrw4IGtj8ViUTdv3lS/37d5K+DDRiA/AW81CoWCbt26pVKppHv37unbb799agnUpwGdfKlUMiMKWYvXRk+nU52fn6vdbq9p25HIIcMgR8gbOb5nDz1/MA68HI3PfTU43kNPPZ/Plc1mtbm5qWw2q8FgoE6nY/IGT9y8B5n3SIR9+PCh2u22Tk9P9d1335mh4fOCnkZsMGxCROjdRjqdtvt/Npvp/v37WiwWRn6kq1LXPnJCGd9isajDw0NVq1VrJokn/nUaExja9M7a29vTxx9/rH/xL/6FGb1IyXyjxXK5rFQqZc/VarXSxsaGbZd7mUIhPn/Ifwc5aDKZVLVaXfPi45zw3vx4ed3RaGQ5NRjQGPkYvF7CGpe1SlcOCJ8z4qPHbNeX9+UaeiJVKpVULpetstdsNtPW1pZu376t+XyuTqfzWLSEpHYqVEJ+MJj9sWC8MpacJ7lY/pogJ+71ekY46G3jq8ldXFzo9PRU8/lcu7u7KhaLdt5+TvKSLE/0h8OhWq3WWq82HyX05MgXJMCIp+IaziwIE06le/fu6W//9m/V7XbteHAYcF9xDa9DFEU6OztbczD5l0ez2VS73X5MFsm/b926ZcSPFwRuPB6r3+/bcTIWEE2ISaPRUDab1cHBgTY2NjQcDrWzs6PhcKjf/OY3evDggREbKg/6hrGsd71eT71ez/oiEUXc2Ngwyfjm5qY6nY6+/vprdTodW/deNq9wPp/rzp07un//vkqlkm7fvq2DgwOTeAfyExDIT8BbB7/wICN70SIH1/UbwKNI9AT45H9+6xOWkXQwiXtPHuSG7XmJnJfpQTriTVO9V/E6vX8cfpv+mHmPxN3BYGBJwUSTnjdnAyM44N0G9x7RGgyWH+qH4Z8LCLaXLfG+vxdfZZTQG4J+v76ruz9OnkNfqAFSwTPpoyk+0sNn/n73v3ue58Afd3ze8s+4d1o8bVt+m3HpoR/ruBEtXfUGQ45EHxRPXiABo9FozTmCxI2oF7+PG99cg6eNgz9eX6XOj0N8Xo7fS/HE+/hn/h4hcsR5EoH3ETx/P/j53J8rx8r/kYpCCDc3N9eKNxBFQ0bKcXqiGr8/4tfxOjxp/WPsfDU/2jEgYYU4M36cE2SbiCPn6Z8PIqQQYd9HBwkh+Uo06obUM36QIyJfFGtYLBZGQvnOqwDXCMeEn7u8nDXgw0QgPwFvHQiJb25uajqd6uLiQrPZzKIez4NSqWSRI/TG2WxWtVrNJkQWOxb+5XKper1unsH9/X2TyjHxe63ydYs2/0aq5iUsq9VVYi8RJ4xPX7WK/7Nw46Fj0sZ4RbLW7/etH0O73bY8nlarZX15XqQsOIZKwLsNniVKxPs8gCchLqtstVqWD0F5Xgxqn2T+KsuiE03FiMF4wsjyVQ4xLqMosmgQ0ipvRPv8JfI08PxTlp6cBMpPA+RCcdLCvtgvRi7j6wkUv8cQj1eQ83OMl+V5gzTuXJGuJILIpoiCkNNDxHixWKhSqWixWFj1stFopNPTU6vgxfhUq1WLwviIMxHsTCZj3n3vkGFeY25FDsY91ev1TO61tbVlDiqIqI+IMe8RLeP8iNQMh0MzqMn3iEerydVkLLiHIDqehDAHE7GC2HD9iMpPJhNtbGzo1q1bFvXifiSSgWxuNpvp7OzMoli+iiYFCTDYnxcce7PZ1Gw2UzabVafTsUjv3t7eWulxpM9cH19gh/Xk/PzcpHesNXt7e/rX//pfazQa6e7duxax+vLLL5VKpXRwcKCLiwtlMhlzEjJWPAf5fN4KLVQqFZPV9ft93b17V91u95WuN/P53BqzzmYzixZTzTXgw0QgPwFvHVKplLa3t3Xr1i2dn5/r4cOH6nQ6L1RmN5fLaX9/X41Gw6oSYQwAPEHeUKnVaqpUKiqVSjo8PFSpVLIJPR7NiXtxvRdzsVg8NskSmUEnjQfNV3vzHkiMAXIa8LSh70fP3Ww2de/ePSv3SfnXl+3dErxj7wcWi4UZts8DDLJEIqHBYGD3N+SAamsYShjlPmfuZY8bwiVp7VmF0HvCASHDiPRFRSAkvsIV5ANHgs99YW7guaOCGaSF59UXGbiuCmOc1HjS5HOG+I2vMhcvXODnHOkq4sWc44ka24IQlMtlFQoFk87yO64VhADjHwIEafAFECCaPufKJ9j7anNIyby8F4lTpVKxPBAv6/MOI+breJ4O5ILj5/gYzzjhpVAFBj2V+4gg+h48EEkiX/GoVTqdtsjGT3/6UxtHyAOlqofDoZrNpsbjsb799lvbN1XdIObcmy9CfjgupGbpdNryPff393X79m3V63WrwkexAulK4UDxCdYLevv4NY0oF+OOw/DBgwdGQheLR+XZaSMhyaKJyCBxOvBdnq1+v79WhOFVABk5Y8T9z/EHfJgI5CfgrcNyuVS32zUvNZPxsxrhLNYUJuBFdSuMDxZpFnsWMjyk9ALyi2k8J4L9eTmBN8wwAOIyBww6DDGfJOuNm3jVJwwhSq7OZjMrXNBut01H/7QCBgEBLwKqYUl67P4kGkDpYgzUuAzOPwvP68jAiEHGiYfYR0chRhjiGJIY8b6yHS8vS/LPmycVPkrjJXXMC5wn2/fb9M9f3GEST4KHPBFtwNHio0DIs+ISPukq/88XcPBzExEGvy3InHRlCMfJFUawv4aA0ts+soWMypd19r+FXHmj+zqpXlxqSGUzf1299JHIEAQqXsiCMY7P3/4a8xtPdhgzyDCEl9/7e5l7AsLGeOTzee3t7dmYM0fTU24+f9Ssk/wiPn8RQLDId7p3755arZb6/b56vZ6Wy6UVN/Bly+Py8iddiyiKLK8uiiK1Wi0bO6J5vgAJ7/v734PIWrFYtAjVaDR6JWX1GQuun68wGPDhIpCfgLcKGCj37t3T6empGffPQ35SqZR2dnasodqnn36qer1uxgbkhIUHbxUe0mw2q+3tbSvpSmIvk6ikNcPD66mlR5Ntp9OxJF6O3ZMXpDiJRMIKJ/T7fXU6HfNq+qpQnvzM53MdHx/r7OxsrQ+RL7jgjbBAfgJeBai65aMSGJXcwxsbG4qiSP1+X4VCwe5JiBBSLJ6957k3Z7OZLi8vLUpDZHZnZ0c7OztrBpqP4hLpxdHhI1LMBzwrvpoYRMRLWjEWffTGV4nE4RHPL5LWjWg+pwx0Npu1KDHlg5HbxeVvkCFIk+8bxPgSueDFNpDCekPWVxVD2uaN3+l0aiW+vcSXUt6j0UidTucxqRg5kuPx2GRH/BbJE2RC0hrp8LkZ/Ibx6fV6dn7IpyBsPs/LR8yI3CyXS4te+vuFf3vjnXnbE0QKPRDN8xGoxWJhZAxDm+tFyeXDw0OLuPjxb7fbGo/H+uqrr/TFF19YoRpKXT8viNz0+321Wi09fPjQxgvS84tf/EI3btywdW25XD5WEIF7zd/vvNdoNLRardRsNnV+fm4KhH6/L0mWD+WdgfH7hyglPYf29vb0k5/8RIPBwGyAlwXSc57farX6yvKKAt5dBPIT8NbAkxMSJ6/zNP7QNugRQf8Pevl4j5b3REIcmIwp+UlvCYyH67xh7NNPphhOGFl87vcfTyDHc40h5SsFefJDZatms6mLiwtNJhM1m83QvTrgtYM8Mw8Sm5FtUv4YQ5wKWZADn7viicHz7J/EairUNRqNx4xlnhMfJWFuiUdffOTEG3i+kAifxSWzHL+Xe+FIuc7Aum7/XtoKEfMEyxvpfsyu+5y5DQ93/DMMdZ935CMYnKPPBfPzJefko16ct48K8Jd5zVcW45h8w0/OPS7t89uTrhqDcpycJxF9PxfHI2CMLccaHx/g53kfpeSYIPxE6/zaEJc0xiVcOAT8vD4ajVSpVIwEPXjwwOSL3LPx++1ZgGyQinrSo/LV9Xrdtl+v142wcN/4/TxtfxDl4XC4RrDjY+wloYyzf14ZJ09OIGps82UceKzHksyx4Z+94CD8MBHIT8BbA5Ifl8tH/QwgP0+bmDw5KRaLqlQqyufz+vjjj7W3t2deun6/v2YA+cWHxQuPGAm8kh4zULxkxDfxQ2PtixjgAcbIIHLjPcTeY8lvKbV9eXm5dv6eOLVaLUtYDcUIAt4UVquVdaH3BjeGkTfOKW9MZShf7etZjA8iP94xgFODiEOlUlEul7NmjnGZKrkvGOVxiY/PucE488TDR1WRtPptePLjk/N5Rn0ukSde3rEB6eh2u5ZX4o03DH3fRBIg0fUR63ifG3+NfAQpk8loa2tL0qMcjcvLSxtD5LhEc1ar1VpvHp9ThNPIy7+q1eqa1A7jloicz3shgsLLSyfjuVi8mEeJmM/ncw0GA02n07XiFb7nkJ//uT7pdFrlcnntfU+C/Vj2+/01OVWcZPv7xhNF7nVP/jhOWikMh0Pt7+9bX7bBYGDltS8uLp5bMgomk4m63a5Wq5XOz8+tOS15TxSWkGTScfKXuG4QCJyMjUZDn332meUwMe737t3TYrGwPCsq70GkfbNVypvT0288Htv2h8Ohzs7OXkl+DoU2UqmU6vW6Dg4ONB6PdXJyYlXyAj4MBPIT8FYgih4lU3700UdmBOCtehoIn6fTae3u7urGjRsqFov69NNPtb+/bxrxbre7VrDAe00rlYqiKFKhULB+B/l8/jG9s1/AxuOxRqORlUrFSIHAQG7wAuKNhjCRKOpLr/oqWcfHx/r+++8tMhWPfsW9kwEBbwLL5dJ6j0hXXvr9/X397Gc/U6FQsNdkMjEjo9VqWa7ds1a4ms1mOj09VRRFury8VKfTUaFQMKMcozuRSBj5wXjFq41zwxMVT15I5PZ9gvw8wLZozEjEi2pxGN4YkplMxo4liiIjCXijOT7GgKgvJIz5QZIdf6lUeiwawXd876FKpaJUKqVms6nBYLBGEr1kjAanjEexWFSn07EyyV6uSHGL6XRqEWci7JlMxiIL/jf5fF7lclmr1cpkfcjHMG59PggkyOddxSMr5BNBZCERw+HQjG8qD5bLZZPoce6QM++UQvaIbM2TYf7vq7K1222NRiNls1mVSqW1in0cL/cN6wTXPN5clH3VajV9/vnnGo/Hunfvni4vL9Xv93V6eqrRaKQvvvhCzWbzpcgPkuuHDx9aM9T9/X2LtDCWkLnBYGDnyhrJ+BWLReXzebvmX3/9tf7hH/7BpJeXl5dqNBr60z/9U5VKpTUZLIUXSqWSCoWC8vm8tre39fHHH2s+n1v+z+XlpQaDwSshPxS5yGQyun37tn7605+q3W5bNDngw0EgPwFvFEy2Pun3eQ16FkO8zRQ28Amc3oPn5RQQFxZGfsd7cemKJzPe0+flMn5/8Zwf7+WlIzjEigkYzzbGG38DAt5GeEMPeGOa+9vn3pBbJ109h88iceU5IFePPBZKvONBjm/HS6m8Z96/54/Fg+9dJ4Pyf+OIz2X8jcv94vMF341LA70TJk4KfEK+jwbFz8fPW/78GAOiOL4IAeRAuqpG5883njfjz98TlniEhHOPj+3Txs1H4X1U0UfkvbzSR1+edJz+ePmNv37x+8BXD/TE9LreMU8b//h1iks3y+WyESXKq5fLZZXLZSMwOA2edb30pG40Gln+FFJIrhHHyvH5+wz49RHyT4EDSUaAier584yfO+fto4goMQaDwdr9+rK4Tr6ezWaVz+fXcmUD3m8E8hPwRlEul3X79m3l83n1ej19//331oPgWeAX7Gq1uubBooIORhiEQ7qqzkTX+GKxaM1MU6mUSqWSRX+8F5aFAe8xk3QymVSr1bLeFZPJxBYUvL6+YMHl5aWazeaafKbf71tPIORBTzKsAgLeZvT7fd25c0e5XE4HBwf23JCDR26Qr4pILtuzeHjJdUNWdu/ePVUqFf3yl7/U/v6+qtWqDg4OlM/n1wxfH2HypMxHYH1ugnc68AxjQPpS0MBXSiOKxDMf3ybfYwx4n2P2vYC8VJdjZNtEO6IoWqvaxZhKsmgRkQ/mNSIRGIRU/qIIDNsgr2O1WlmhFo4ln8+blI6ImE+i9xXYvHFME06O40kGpyesvvEo/57P59YDjoIWq9VKpVLJ5Fa+Apx0VcGOuZVrA6nw15LoGPcdBSKSyaTy+bwZ6ZAU9u/ljT4HhoT7RCJhMjCIDGvMarXSxsaGqtWq+v2+FY4oFos6PDxUv9/XH//4Rz18+HAtcvWsmM1mOjo6UrvdVrFY1NnZmfL5vHZ3d3V4eLhWrVGSRcN8KfFcLmcFC7hH9/f3rfoo9z3RHmTeFEEgGoxcnTWYcSfyMx6PLar2qrBYLHRycmJSyv39fR0eHur8/Fx37tx5au+zgPcDgfwEvFEUCgXduHFD5XJZX375pb766qvnasSJQZBKpVQsFk0zjLQMiQJ/WSCYmHO5nCVZQqJ8OB/tODp0X+oWDx2/wWBgMfOV4aQrjxOSPjT15DEMBgN1Op0Q5Ql450HDTGQ1jUZjraQueRcY1shAe73eM5EfGhdKjxqvfvPNN6rVakqlUhoOhzo8PNTBwYGy2eyalxfy4nNmeO553ydo+0ixtJ6zES+EIq17y73Tgz5JGPHsH8M4XnGNbUnrUSDmIAgDuYU4WshV9CRFkvVWYa70zZX98Xuj1hMEHD1cNyRuFIlhLvRNXhk/n7SPLM83OfXwUUD/f7bBMTAOEGhyYth/Mpm03mxe4ubzrDzh8CW5GUsMcZ9TRFReku2fHFFf/IPP/f2BPJPKc94p56NJrDUQt2KxKOlRVThIfbvd1sXFhTUAf95oxWKx0Pn5uc7Pz1UoFKw6Yzqd1s2bN63aHccNofYqDSrHgdVqpUajYXk05+fntp759bZYLNo9NJvNjDxCjHGU5HI5k8TFC0e8LJbLpVqtlsk2P//8cyuccnR0FMjPB4BAfgJ+dFDVhUWj2+1ar4PnjXKk02nV63UVi0VVq1XzKFN6FEPDv/DAke/DxOslB9fJIuLyCd6TrgwUFjEm+7heHG9ws9m0srPeQxzC7QFvM7xB/rR7FSMOI/fi4sIMJoxvDGuMKAzLbDZridPP4wigTwpG6+npqcbjsSVzewNYWu/9gvHojVAvacOI5/j9WFwnm/P78ca3jz4wft5Bw7h6eRT7R1bl5U4QGsgNUQ6276W2Pm/RR348ufDXbTQaWV6WlwiTF4mhytx23Rh4WRr7Zx72kXQ/jn6cfNluP+Z+zHyBCnJr4sUqvNzLl7D277HdeJ8jImDSVQPQuFzNry1cV6I9jCmSMs6F/XoClM/nTbnA2CLp5vw5vhs3blikCvJHLioFeZ4llw55miS1222dnJyYDAxHIlE/on38jVfrw5lIhUfWegotMCZcx3gbh7hsnAgfESBIO+T6ZRyFjNFoNFKz2dRisTCHCs9dwPuLQH4CfnSk02nduHFD29vb6vf7+vbbb23Sft4Jp1wu62c/+5k2Nze1v7+vzc1NSVfyBSIzLEwsjJubm6af3t3dtW7nLGzXaYz94u0XahZWbzDQrZoIFFK3hw8fWkNSyB6GV7y0bkDA2wSMUCQxT/M2I3uaTqe6e/euTk5OzJAhcb9arSqTyWh/f1+7u7uazWba2dlRv9/XycmJvvzyS+uJ8iwgIfy7777TzZs3LYF8d3dXu7u7VgQAoxgHCMnXcWIhXZXXhkSRq4ThHTf0fUEDDF5PLryXnmd9Op1a/pI3pCFanrxMp1Nr7oox7ZPQkSX5XEEiImwXrz5NJOkpJF2V2h8MBjo/P9fx8bEZtNKj+fbg4GDNyGfe87k6GKxEiqbTqRn+GP9EzD28BJFjgXD53B6KU/hcJ+RpcQLqr4UvrsFcTv4YMmgiLf760BiU6wchYRueyGHAe3IWv+bSFfkZj8e2/2q1qu3tbUmywg3JZFLVatV+S1SvVCrp17/+tUkNJ5OJjo6OdPfuXY1GI52dnT2TfBy5KZX1Op2OSqWSfvGLX+j27dtGZKbT6ZrED/lqfFs8Q7VazX7XarV0dnamSqViUeB6va5yuWwRM09+OMdUKqVqtarPP/9cBwcHarVaOj091XQ6VafTsZ5Czwuea+7dwWBgThkIsM8dC3j/EMhPwI+ORCKhUqlkPQZ6vd4z5/jEgYZ6Y2ND5XJZuVzOjBIqBrHgA8rAVqtVk7flcrm1MrPxyE88cVVaT2j2HtP4i+Zv3W7XevO8quo1AQE/FuJe7qfBR4Yo5EFkAmOOXDkkVBiDuVzOKoL5SFN8+3FguEmPJDNnZ2cmqyHPwDsYMFp91bd4sjzb9VJcIjBewsaLKJM3fjGQ2X/8PCAoeNaZa/Cu+99A0Pz48j0IHeTBz0tewhTfLwQl/r6X03FOEBHvecdQjSeSM1Yc93XJ/fHiAJAff568j1zOy5h9RMs7p/w96F+eCDLOEMXlcrlWfY1rT4QgHkXjmJ+0LvjiC1xfH63wMje2DeldrVZG7hh/f68x7rVaTaPRSOVy2ZwNzWbT7sVnAWMtSZ1Ox3K34oQVUhB/+fP3hQO4d/v9vlWtQ1aJHNVX3IuPlSQjmbVazcaAIg0vK4XzxJTIHtFD7sGA9xeB/AT86PARmOep4uJlaejSG42GaYXpR8CijwSEyYyX142Td+DD8ByjN5S8hn21elSyFfLC5H9ycqK7d+9qOBzq6OhI5+fnmkwm6nQ6FvZHnvAscoR3GVTOIwLwqs83LiXiegXp4OuDJw9xI/dZgdE2HA51cXFhzyheXoyn/f19pdNpy53DuMZ4HAwGlu9w3bH0+3199913KhaL5i3O5/M6ODhQrVZTvV7XzZs3raiJd5IwJ3iDmFwlJF+SzDj3UiYi2NK6RAtD30eXvezNE5lMJmNkBvB9zheDfLlc2pj5PBjyf3AA+X1xXhQq8EUQyMFaLBaWq0VkiHLEPNfcC548MbcjaaYnDESF3jjcT/EX8itPJH1PJl/cwRebYEyZ171c0RcsYL9+/UEqLV3lRsWjREQ4vJyO30O6oyiypH7uC645Ui1fSY/rjnHPcbXbbS2XS/V6PY3H47W5zo8xOTrI0yDo2WxWvV7P7unpdGoqhB8CUa75fK6vvvrKii1QytznxZIPizMRYuNLWnNMm5ubFp0kIun7g7FNtiHJxp/3VquVyuWyNjY2TGGBs+NVIZ/Pa2NjQ4lEwqTpAe8nAvkJeCN4Vg+yh88ZaDQaKpVK2traMoMEzb/0aDFk4WRB9KWsWYSQZLCIs8h5TxSGA2Hy2Wym+/fv6/T0dM0IILRP0zQKGdCgzRuN77OBHkWR8vm8KpWKFouF9UN5leAaem8x3tkgVXg9wDh+md9zH2A4JRIJ9Xo9HR8fq1wu60/+5E9UrVa1ubmpX/3qV0okEup2u9aBnkaKDx8+NLnKdc4EZKXJZNL60JRKJf30pz/Vzs6Obt68qUajsWbIYmSl02lr8okUyjeDxOOMccscQ84AldEgJBjDXjblPdfMCxjv/M6Tey8F8hXYIClEfTCIvXzMR4I8+UJKxj7IAWKskVrh4c/n82uFYJg3MX59zpGXhVHNjmgGxwTp8JEPCjjkcjnt7u5alIl51uePVSqVNSImXUUKGNfFYrEmm/PSM8hLOp22PBsfWUIJkMlkrOcTsq/lcmn3IhIs1pB4L7nZbGaRE1QGft3wFeDG47EuLy9Nionsj4iUdBU5K5VKFqHgmDc3N3Xz5k11Oh2LoPR6vWdul8D54Kj74osvtLu7q//4P/6PLU+XNRLZZD6fV6lUUjabXZMXUsWRNZeqfBcXF3Yek8lkrXgGjga2z/3FM8E1Jk/HOxFeBUqlkg4PD+2+xJka8P4hkJ+AHw0+6sJC9zyeegwGvF2+ZG686hLfl9Z7fPjGeBgX15ESwu/+L9p/ojhUsvGeLIo30K+HBeJDqx7Dgu2TaeOkz0tw/L+l9ciOT0z3Ro60LsXy+4SkBvww4knhPwa8wU8p22QyaaWCfVI1jUzn87np8geDgUqlkiStdY0HGLkY6XSM7/f7yufz6na75h0ncdtHC3w+D/OWl67F5wsvM4tvw89LPp+Q3/oogt+XL7wSJy9Pk+TE5biS1uZHXyCA7V93jHj5/Xj6/Xvi5J/VeMGA+HE96f/gut9ed25Pmkt8XlBcVuflbvHCCxCV69aDeB4RYxYfF6rL+esc369fj+L794qD+LHHZafx30GuIEI0nE0kEhaZ8hLO68bejy25qhRQuG4c/P0Zv39Yq3lukJfREwhnSnzt9teeY+S+giBFUbSW3/aikeinnT/OVmyAIIN7vxDIT8CPgiiKtLW1pd3dXUVRZPkv9GV4FhB+LxQK+uSTT6ynDyVBB4OBJUASovdGCNp/PHkYVV5fzveRtXm9d7PZtApSDx8+1MXFhXnq0EjTrwPSgzf1Q0IikdDOzo5++tOfStJa3wdK+nqSSbU7xlqSGo2GSW42NjZUKpXM2zeZTHR8fKyjoyNJV0nStVpNBwcHymQy+v777/XNN9+EKNAzgK72y+Vyrd/MjwGkTr4wSD6f187Ojj777DOrxEjEt1wuK5vNan9/X5VKRYPBwAqMeGLipT6+MtnFxYW63a6azab1ODk8PNTh4aFFAIgIE0Xwxhn5e0QG2KefPzB6fU4MhiK9xHx/LyIqXs4rXRH84XBocwnOl0QioWKxaBEUHwWgdw7zl48+QQaj6Kr3jJ/30um0RcQ2NjaUSqXUbrd1fn5uFfRoJEsUhOvorylRKoxyoha+4IEnAbxXKBTWSECv11vLacpmsyqVSkbOuE78nvuI6+K3z3XkXvCNsIliQb4hztJVTgzXrNvt2rPiq/R5xxzSTqrpcU19RTEfcYqTR95j7JCF8axyXPEX38vn8/rLv/xLffLJJ7q8vNTXX3+tbrerhw8f6t69e2tNiJ/0XHJuOP3G47HJz7j/cEAwbjgioiiyUuOeiDYaDVWrVYswco96IsnvvQOLaFC1WpX0SF6KLHA8HqvZbD6zHfE00GuQaNyf/dmfaTgc6s6dO0EC954hkJ+AHwVRFKlarer27duaTqf63e9+p/v37z/XNvACl8tl7e/v6+OPP17zErHwsz9fNQjjo1QqWa8BjBCMBW884Rn2kZ2HDx/qu+++s0o6rVZL/X5fR0dHGgwGkp690/b7jEQioXq9rtu3b5vGG8ONMfWe+U6nY0Yl129vb0+3bt1SoVDQ7du3tbGxoU6no/v371vewN27d23R5P762c9+Zsm/33//fSA/PwAvtcIw/rHHzJfrbbVaiqJInU7Hmh/u7OyY0+PGjRuWs5NOpzUcDq1gCvcTOUGXl5drjgeiszRIvbi4UC6X02AwsH41vrt8vV5/LOID0ZKuyIlPgMcw5H0+8z2F0un0WrPMfD6vcrlsBi/785EHjG/Gypci9v1WmK+QLs3nc2seyfaYDyE/eLalKznparVStVrVarWyiDZ5EM1m03KA8Iz7cb4u6sSLnCEiwr5gAQY192K32zXZma/QRxNYX8raR2PikQ3mIEiVl/H5a8Ec5dcQyBsRCt+SAHIASeb4OD/OkfsqkUjY/cNviKxx/P4eiBfSSCQSRp6JzPi5dLVarakiisWiZrOZzs/Plc/n1W63FUWRzs7O7F55GnyxB+SWrJPklGUyGcsTYlwgbLlcTpVKZS3yxfUdj8c6OjoyB4W/Z7gncBx6uTvnP51OdXx8rMvLS/V6PSNCLwuuTyaT0fb2tj799FN1Oh2dnZ0F8vOeIZCfgNcKJm48bJ1OZ62q2g/BL4xEeUql0mPeQ4wO72miySAyDDx43hjxMg4WORYtJntKjjabTZ2fn2s0GllOAd7qd4n0JBIJNRoNK0VKBO5lUa/XdXh4qGKxqI8//lj1el2r1UrtdtvKw3ItfLGLUqlkizcJ2ru7u9rb21M2m9X29rbK5bKGw6Ha7baRTn7j8w8wBn11v4Ang+cint/2PL/3lbt+SJL1LFitVkZQcDyMRiMziqvVqnq9npFgrj2GGjlAPipA5IPcHM6bJsN3795VNptVo9GwiDBleDF8mWMwPjlWT3z8OWBcEqGAaEhXRRCkq8ilL5DgI87MWT4SRWQ7/lsvE/JyKE8IGIu4ZMufE+W3+/2+vagC5vOW4jmbXt7FuHj5E8fsvfye8HkC7iNmfvveqeUjLtdJsvz8z7lxbRgTf8/Eo0XX5WUhkeQ4vHHvv+vvBf7vt8P5+Mibv3fjckzGx5MvT0bi58hx5XI5bW9vq1AoqNPp6PLy0kqZdzqdteO7DhBRClBUKhU7B64DY+evse8DxLFls1mL3uKIkK4qQi4WCys64XP5fGSIf5dKJe3s7Cifz1t+H317XnY9JqcLdUexWNT29rbG4/EL9SMMePsQLISA1woMikwmo8lkoq+//tom02dBMpm0ZM/t7W2LBpB06uUNqVRKtVptLf8mm82qWq1aRalms7lWRUq6Wizo94A0ga7zFCz45ptv9Nvf/nbNAPBSrXcF6XRav/71r/VXf/VXuri40H/9X//X+vbbb196u3/yJ3+i//w//8+1t7dn40tScL/fN9mK9IjwEIXb399XtVpVLpdTrVazBGWkDhDSVqulP/zhD1ZRj+uPdJLeF/V63bzDAetgTLxx6PvcPM+ijsHnIwCDwcCMs5cxQFqtln7/+9+bYYvhRYGTXC5nRQgw3plXvAc4nU5bwQMS8zOZjC4uLvTtt9+q1+vpd7/7nX7/+9+rVCrp5z//uQ4ODqx0viSLSiG7y+fzFmGJ58FgrPkKXxj+URQZmfPVzCj9y76IQFxeXlrCOwYl8jYf+fCREYiFN9KZz7wx7CMvyFEx6MkRefjwoc7OznR0dKR79+4pmUzq1q1b6vV6a/sG3jj1hCCTyZicDfIiyeZbCJ1/lrlHfb4fx4fnv9PpmGHaaDTWcqWIkpC4jiyR6+Sjcr54BNEc7pVcLrfWgJsom3eg+fGDDPiINPeDj0x6Yk5lQa47OXCVSkXFYtEiK5wH+4IkEhnxxQ/881ev17W9va3VaqWDgwPrl/Pv/t2/01dffbXmPLoOyL5w/HG/EvnxskHmbeZwIpKMRy6X0+bmppGcer2uy8tL/fa3v1Wz2dStW7csIkdlv3gzVUCvQOSrzWZTZ2dnunv37ktLzReLhe7fv6+LiwsVi0XdunVLf/qnf6qjoyP98Y9/DG0q3gME8hPwWuHr+vsiAc8T+aFIApEfX0LVe4JYaL1WGc8kem8MFkqS8pkkW8TQdiOH6Pf7JsmhfPW7jEQioc3NTX366adGQuIe3BfBxsaGfvWrX+nmzZs6OTnR8fHxmh5fkhkzlEQtFos6ODjQ9va2efLQtZPM2m63NRqNlEqlrKKeh/cO+hK7gfxcj7hn/LoE7+fZBrkIRPeui4Q8L5DaeKTTaXW7XRUKBUvkRqIlXT2/o9HIjslLpSgpXCgUbNvkHvR6PZXLZe3t7alSqSifz6/l7DDXMJ/5BpbSVR8bf+4+l8FHfijfGy/BD4iIkDcIYSNPhei2l3X5cZcej/xwfL4JK8fpDWZkXBA+H/lJpVJrjh/27c/bRyK8ZMsXAvD3HWPBOPpz8kVp/BgyV0EWfHU1P54kxEMovUSMceYe8L2eOAZkVr4fj48I+SanEB62G0/e95ESH5nx5MgX1/Fj54lTPArEMV0X+eE8cEBy/QaDgQqFgjkEGIMnwUsQNzY21sipj6R50k3Vv/i9RsGCxWJhvb2I+lxeXqrRaKzJMplTGFPGKZFIWBXGdDqtjY0NrVYrqyD5slitVrbuQ+q2t7etSErAu49AfgJeK4jc0LjQL0LPglwup52dHZt8KG5Afg+LEAsQCx0SFf9isvbyNy/FQpKCB5ISu+fn5+r3++9V2Uu8hTs7O/q3//bf6i//8i9fepu/+MUvVKvVTH5A3hRROZJ5Sabe2NhQsVjU1taWNjc3jSTjUZVkRIl8AHqNeD04UqWPP/5Yn332mba3t82Tj94/rm+PJ4F/SDIG5F+U/yVZ+XnJD4YpBgzGyctGfZ4EEtLxGmNssT/yx2jUiGHa7XZ1fn6ubDarg4MDVatVjcdjixAul0u1220Nh0N9//336vV62tnZkSSVy2VL7IaQxw1F5hruVQxmCq54suKlasxbkixKRAST30tXxVt8LpEvuMDzBaHAGMUB4PtseTLmS3ZTfhkpL8eBUY9hPZlM1Ov11soaS+vyLW+QS1qba31vnHw+r0QiYddNepTQTulufw/xfBJRXi4fVTMjEse2vNzQF3TwVT4ZA+YFrp+0LuNkncBoZxxoksrYLZfLNSkc28EJ4yM+EHb65MQrqUHYMfghm36d4jx941NPtiA0vtR5XA6ay+X06aefKpfLqdPp6O7duxal514E5LoRoeLeyeVyawUvoiiyyA/rC+PGHMs6y3NRLpfVaDR048YNK2hEpVQKOJCTSN5UnDAigSNXl2pwvqHsi4JIXqvVUiqVspLmAe8+AvkJeK0gfI/e2HsNnwWFQkG3bt2y6l+NRsMMtn6/bxGETCajXq/32ILNQuaNA3II0JszqXJceH3Oz8/V7XZ1dHSkbrerVqv1XiTQe2/49va2/uqv/sokPi8DqhdhpJJLtFgsLCJDpaidnR0jtTdu3NDm5uZj2nnpkVEF4alUKpbzBZFOp9M6PDzU3t6efvGLX+jXv/61dnZ29A//8A+q1+tmAMRlChwrn71r0sXnhScJkkx+EkWRzs/PrVras8IbY+SHSHqthgGyOjzXfl8YqhcXFzo9PX3sHsIwGwwGFl2E4AwGA927d0+TyUR/+MMfFEWR9vf3NRwOrYLg4eGhkRrktBh5/r4lmoOczJMRH3nxuSjMRzw3GJ+QHoxIriFGLM+WJPvcG3wYjuQvME6MG04GJExI4Uj69nmPnN9oNFKr1bKmmj53iXOBHHhnE4TRN2EtlUoql8s6Pz/XxcWFlsulyuWyFVogCu+Pm95OJKQjjZVkzzKGtjf+fSNWSSb1ijvK2A7rAUY98i2ii6wlvpCFf8aQgyaTSY3HY8t7RMXAMRDl8FErJJA4FTy5Zpy5fl7qxjzrz5XjgUxApIrFov78z/9cv/zlL61qJkn9ED4wm82s4MVoNDLyUywWrT8RpJZCHKlUyuSpXhbH9iSZvC2KIv3kJz/R9va2NQWXHkmjcZyi+PDSRH/9iOj2+30rHjIcDl+JPG06ners7MxyTp/Hfgl4exHIT8BrARMznq+4pOBZ4D1M6It9hR++E5cPMMnGIz/Ser8KL/MgsRnPon+hw36fSlb7c6/Vatrc3Hwl2/MSkri+nfsBIuQ7xvuk5Dh4P5vNql6va3Nz0/Tg+XxeW1tb2traUr1et8WSSmEYTCzaXqqFF/hDkcf584/LlZ72XHpvM9+LbwtD02/rdUV/pCvj1ZezhxQ8yTjBeMMgIsLg7wXyKPr9/poRVq1WNZ1O7TyXy6WVNI6PhS+OACGIy7aukyh5w5nj9f9/0vd9tMWTm7gjwV+/+HX00iKf/O9LOTPuFJnw3nwvBfL3VXy/XoLnS1XHcd2x+vsJ8h2XP7MPHzmKS8x+CPFn47pji58LLz+vMhb8Jr7+8f+4HJDt+LUsfjzx//+QbNWPj5ceJxIJ9ft9VSoVW+PIL/KRPS+18xXv/D0f//d1r/g1pDqej9xA+OLn6iNc/rwkWRQf8uXVHS87DxElpFEr9+2Hphh43xDIT8ArRzab1Y0bN9RoNDSZTHR6emqT6rNMFoT/8R7hIcS7KckkBUxEGN5IGeh1QC+KXC4nSZavw8LiKwX1ej21Wi1NJhOdn5+r3W6r0+lYBOhpSaHvEpD5HB0daTKZ6Pbt269ku0jdSGTGM4wnkmuRzWa1tbWlW7dumaThWQyTTz75RP/Zf/afmXdyOp0qlUppc3NTpVLJ+gGtVit9/PHH+jf/5t/o/Pxc//1//9/rq6++smiXzwvA2/0+A8OBJG681Ug4nnb+URSZ9MvLX3w/klqtZlLEdrttXmZv7Hl5FM8rJMVXK3vWyondbteuKREOiIuX2vhtzedzNZtNzedzlctlM8CRw00mE52dnZnE9csvv1Q2m9X9+/f11VdfqVAo6ObNm9rY2NDm5uZa13nuX58fwnzh5V6Qf18wwXv9IUtEgzwBIVrkCx6wTwoaMNaeZHk5lnRV4hijkn4qePiRq/LyvViI+khSp9OxSC5zs5+TeflrjXPEN5ouFAra2tqy++Xy8lLSOjnwskLft8nPx35fccLlew7FCRhOL+RxXAsiE1QQ84Y24865MN5eWkY+k5cyEmEmSkIkjIIF/hoS+fJRwvh5cs/7nCN/X8Rzj3AWSbJzJYet0+no22+/1RdffGE91eibB1qtlr755hurhMjc7q81ck3GwhMzfw44vbh36J/H9cBxJT1at7ne8bmFbaXTae3u7uoXv/iFhsOhvv76a929e/eFHK8ezGuDwcAqmUZRpNPTU52fn78WJ0/A60cgPwGvHKlUSnt7e7p586aOj4919+5dtdvtZ/69N0owmElY5nOvjZa0thhgcCMZ4eX14sg5/MJyfn6uk5MTa2RH3k+r1bLGdO8DkPWdnZ1ZcvOrwHw+V7/ft6RzFj6/yObzeavys7u7+1wlqQ8ODrS3tyfpqhwwRqD3ui4WCx0cHOiv/uqvdHJyom+//Vbff//9muyOxRgZyPsMDBMvRaE/zg8VH4miyAoMeAMLgzSVSqlarWpzc9OMNbzWPifF55lgJPp8Cx8hfhZjAvkbic/lcnkt1+W6CNBisbAKYbPZzMYCCdVoNLI8v+FwqLt379r5k8swHA61t7en2Wymjz76yPILrvOQe/Lv5bc+yjSfz81w8/cyUWfGhLmKMffRbPYlXRFJTxi8BIxj5BpKMqcRjWEZWxrI4lDCQZRIPKoYR36QJ3AQUemK8CLtihuu5OkwHzCHd7vdtbHwDiqcYvFoo3/+4+SH+4Kx8tJlcm+8M4x90ofHR8N8qW4vu2JO8QQHuSCREh9N417whSyYCyHA/MZfc8gDa5gvh87xM/4cn/891yeRSKw5GDOZjIbDodLptNrttpFeT35Wq5V6vZ7u37+vcrms7e1tbWxsrN3/bA/y56Xkfk7hurMm4DxZLBY6Pj6231O0iLHw9493qEC4NjY2bH67vLw0Sd/LOC2JBEuyAj3pdFrj8VgXFxeB/LyjCOQn4JUD7XWv11vTpT8LWHjiER8MaBZ1yI10JQ+RrhKH+Q3Jtb53hHTlHSNitFwujez4ztKcz/uE1WplfR4ymcxas8HnkYc8DZlMRqVSaU1CUygUrLw13r7n2Rf3xrNItGhSOZ/PdevWLV1eXpqREUWRyeZe1fm+7fCyRLz9RBikq2fourG9zhCLy3kwHn1EguctLp/hd/FjexEDxUdZMD7j2/JyHB8hZm5iPuHf8XFj+6lUSr1eT/l8XsVi0RwlGG8YnpAb7232RMSPO/uIj4c33OMSKl9a2xdpiY+vP5cnSRb9djHoIT0+58dfJ1+ZjKIjbI+xikeefBTH52DGgZTNn5P/PuRR0hqBZvt+HuO+5Ryvu894P05U4/d3/P6/Tpbn4Y/VR944Nl/8xUd8fLTkunvEE7W45M7f54wb955XSLBd72yAiNVqNd24cUP9ft9IGkUuuN4UGvLk6jqJJeTFAyLrpXF+TqFsOVVWR6OREomEbcefXzz647fP+lOv102R8CqcfGwLslssFtcicAHvDgL5CXjlmM1mevjwoXq9nlWQeRawMOZyOd24cUN7e3uq1WpqNBoqFotrC2ej0TDjGo8zci5JqlQqpukfDodrEy1hcnIALi8vNRqNdHx8rO+++06LxULlctkSVt8343ixWOjevXuaTqf65JNP9C//5b/U7du31zysL4MoiqzYAInZ0+lU5XJZu7u71s/nZSIu3pvrF0AMiq2tLZXLZR0eHiqRSOjXv/61NaedTCb67rvv9OWXX5pH/X0GRtJkMlGr1TISgOHDdccIjBviFEPg+aNULd5m+qAsFo96jlAmmmvkjX1vVLIfn9vwIgTI5+N5rzDb931C6JPiK07t7u5qd3fXjKY4vGTpzp07uri4sAToSqWivb09K4hA3pm/P7kvvSzK5wFhKPrx8YTREwIcM3FZnY/iYMzGK8StVqtr8yYhfavVo4bEDx8+1OXlpS4uLtRsNm2sOH5PHul/xDEg8fISSx8NofcLBnnckEViiTNqNptZjqAnDESIIGfxIhHc7+RpYVwzfqgLcI7RYJMIDE4W5In9ft/6iPljvk5OBbnB0YNs0DvUKDpA5TeuCS0VJNm1kq4qt/V6PYuMEbXkc59Dwz3no0GMie8TxDyAc/Hzzz/X7du3NRqN9Mc//lH379/X2dmZ/v7v/16tVsv6eA0GA6uQmE6n1+S0jBuVPv39z/WHGPoo5Wq10v7+vnK5nMbjse7cuaPj42PN53NdXFxosVioWCza2uEdLmyL8UilUrp586ZVaPvyyy9fCflpt9v6x3/8R7u+N2/e1GQy0cnJyWMSwYC3G4H8BLxyLJdLW0yuKzP8JHh5TqlUUqPRsCovXlsMQSqVSmt5OCQmAry5ePUwCCBB6XTaFkj6H3S7XS2XS+sy/T5GBpbLpeUIVCoVq5zmDdM4njdCQ9lSLy0slUqqVComd3gZeAOXl/d0+nyvjz/+WOVyWd1uVw8fPrTO3e8jsX0SGKPrDACMLwyJ+PXHuMRggSixXf+MeaPLJ+w/zUv+pIjTsyIeSYkDzzLGKsZvv9+3/kS+T1Ec3sjFg7xaPSqv2+l0rKIl9xsGGOPBMXjPu8/FILrA/3nPk3rubR+xixd38ccajxZ5Uuk/8/Mb8yfSNyrPeXhC64mYj7Yg18PB5KMtGKjeEcV2JZkh7SXMPloQr3DG/E1uCNKu+HXz4++vC+/5iEt8TPy5+jyyuJMA+GgG9xURIO+E8/lF7I/Iiv+evxfo/4QE0H/Pyw/9dfdOLeZjH8Fj7sSxsbu7a+sh+/YV6nhOcDpyP/H3umgZ+/BkPR79IZJCntTFxYXJYbkXIb4++haPfHGu5XLZZHnXNUl9EZBrijqlXC6bFDLg3UK4YgGvBFEUqVqtqlarmayKvI9nNWxIfsdIrlarKhQKa4sEkzsFFOj0TdgZvbHXcmOYsaDiNaOLNBEqSarVapIedcWm5CoeOG+kvOtA339xcaHf/va3Wi6X1m8BWZpvHvgsJIFxp5AA5Y+Ru5XLZZMxxkvPPi+uI6beYMGQoTQu15geJqlUSvV63TTuHzJ4pqSrMfQ6ejzm3lDynmwkMnHZGYYk9xLFJa4jKt6xgVf3VZWU9flHPsLk8/98ifwngTwdDK6joyMr1kGkg3P0kQ0Mfp4j/jKnXBfFxFnDd4i+ecKDAYiRzXHF89j8tfTb5Br1ej3rZXZ2dqaLiwt1u93Hxh/yDHHsdrtqt9sqlUpWHCCeOyNprXwzRRVwYHEsGL/eaPb5U77EMnO7j1oyJj4nB/jIkDe6vWFfq9W0XC4t2u/nvHQ6rVKppNlsZhXSPCFlzBkvxp57nWqhFOLhd3HHHeeK483Lw0ChULD3cApCMHx0jrEmqgdB9fJvP55EoPxzuLe3Z86O77//XplMxqogzudznZ2d6ZtvvlG1WtVHH31k5c97vd5ajqePzJA/56N4cSJEQRXeoxjDYDBQMpm0Bsdsw887XA9J1scrn8/r7t27RlxGo9FLOVu4Xswri8XC+qZhY7zs9gNePwL5CXgliKJI29vb+slPfqLpdKo//vGPajabz+XVJfG1XC5rc3NTm5ubRojwOuNhoR/FeDxWs9m0ia1er9tk6+Uh3lsaRZEVUOj1elbVZrVaaXt7W8lkUo1GQ5VKxb47GAzem9KWq9XKPGlRFOmv//qv9eWXX+qzzz7Tv/pX/8qkhjQsfVavGUYW8qlut6tMJqP9/X3r9VSr1V6ZtC5uTHKvYaQizel0OibZ6PV6mkwm1muoWCzq9PT0uff9vixuGDq+Z48kk69FUWTGmyTrceKfa96Trox3n8yNATKdTtVsNh/rvcE1xGvPs/uieUBx+OeWvzhGksmk9QN5EjEDPDd4xZvNppLJpBX5KJVKGo/H2t7etgaOPDu+6Af3P2OOVAyDCiMdB4FvsMx24lKfbDa7Rpy80ezJh6+Sxhi0Wi19++236na7unPnjlWBjEcJ/fnn83ldXFxY5UaKR1wXreJeQBHQbreVTqdVr9etoICXS1EtkLEgMi9dEXXuP1/8QHq0hnjyw/i2220tFos1OTTnRCSa+9CTAMg75IhtQk7IfRkOhxbtgogiBSVaE//clwz3TT1x4HlCwPmwNvr3ILsQHZ4d3yDVk1F+x/v5fF6bm5vKZrO2jiIJpWrrycmJarWa7t+/b84OChkdHBxoZ2dH5XLZng36r9GXj1elUlGlUrHrBYH1zgGfSwQZOj8/V7PZVCqV0u7urt3THDMRWchaMpnUzs6OCoWCTk5OdO/ePS0WC/veq3Cs0PNpuVwa+cfhG/J/3n4E8hPwUvDGk/fkPE+UxC8mGEpot5kk44hLLzAevCEcl4fE8wy81AFPK+dA4vL7Ko1ifKbTqXWvrtfrajaba1IJPNrSem8JP5beex1/X5KVM2V78URstv28uO433lvMQu57NvFevCLUhwwvHQTeYLnumno8KZJznSwlbszFf8NcwnbjOTzX5Vi86Dn6bfp9Pct2IA9RFBmpXi4f9SnBmPaOAIwt9uHHJ/4cefISz9nxxQW8fMhLDL3R7L8rrff+8ZEWKjRCxOK5X/Hz5/maTCZr30XuFb+uXtoUv6Z+Doi/768P87uX0PntXhcN9ufpxz5+fF4K6Ekkx+AlXX6cWe/i95hff+IRCX9MUbReBS9+XvzfR5ue9nxcd4/HZX7xf8dlaJ5YEr0hco8jkrWD4hi+75Nf++OFHvy+vH0Qv2+5j1gzfCToumvMPeKjx94xgCSV6nGvwoHFsyNdRVSR1Aa8/QjkJ+ClUCqVtLe3Z70CvvjiC81mM2sQ+EPwRGN3d1efffaZisWiNjc3LS/E62y9ZANPJFEMv9AwIfuJmNC0JIsK4C3yjTG9MYGR80OSmCfBe2hfpZTnVWE8Huv+/fu6uLjQ5eWlTk9PVSwWdXh4aBGbn/3sZ9re3javZCJx1T2bKIsnoxgqvjt3tVpdMxTii5X0/HlFXCP2z7VaLpfqdDrqdDrq9/s6OjrSgwcPrHcF/VxOTk40Ho+f+V4F7xNhwji/LifD98R6XiAnQ7aCbAu5jpei8ZyRF0bpXRLjvYHVbDZNTvk85xi/Zj7ngnnkRSo2rVYr632SzWbVbDZVqVTUaDT06aefWvNGyJAnMz4XkTkibnBzjzNvMFfx3GAI8jsvtePfPGucN/lPOI2Ijna7Xcvj8AUXrsN8PjenCXMHEQuaTHJ+fjsYz96IjxvkjKvv9+KrulFYo1QqrUkz+evnbQgqRSjIQ4qTDl+yGtLq7wd/ny6XS2ujQESLOYzIlR9r1jhPvPy6FEWRrUu+CIA3+uPFGXi+cP4ReUIyLsmiKfF9cf7+nqOymo8yekfFzZs3TQnR7XaNKHc6HeXzeYsWVqtVkxMTffL3KoSZc2HsiABxnyeTSW1sbGi1WlkZ9Ha7bVJ4X24c4uXvEcac63Ljxg2Vy2Xdv39/zWZ40SIIq9XKImD5fF57e3sql8s6Ozu7VjIa8PYhkJ+Al0KhUNDh4aGKxaL1U3mePB+kLul0WhsbG7p165YKhYKq1aqy2axJAgjpx71nVK+B6HjPpLQ+2VOilt9h8BBCL5fL2traMm8uOQHX9Qx5VrDI+MXxbTKeZ7OZ9VWg2l0mk9HHH3+s27dvm6QF3TuElIUPwxaPl4/U4TWkR4qHJz/PmlPk4Y0+qk95g4vmtP1+XycnJzo+Pjb5y3Q61YMHD3T37t21HikfKnwSs5dFxfNkngfek42BgcSGnlvx5HGMVKQx9IFqNptqtVpWXex5yc914FwxwDGEXuRcIQ7JZFLn5+fK5XLa29uz/kjIeamqlUg86v1Cn6VyuWyGJWMhrUckvCfd5+LxfZ8HFO8ZFM/l4P8QMMoK9/t9q572LOSHc261Wmq322Z8k/vknVFsC0+8P37Olb8Y3N7pxPFg8GcyGct/if8+7rSSZPNWPH+T+5w8EL63WCxsPLwslHMimkKek68Ox7NEHo2Xnfk2Cp5IQfQ98eX+JHIeRZGRlPl8bmsUczDbgjxxvxCliUcGvTMK50Sn09Hl5aWNBeRyd3dX9Xpdg8HAKrkeHx+r1+spl8vp9PTUzntzc3Otl5XPR4LQkpsEkYXsefJTq9WUyWRUqVQsN81LHDkvXwSE6+4ltKvVSru7u2o0GlosFtb7h9+/CLzjdbVa2XxFvlLA249AfgJeCkwghHyfV5YCOWBRxJvmJ5C4hEO66hTu+zh4g5hJ0euJvYfPV/bBU4ncDq/ji/Qpuu783gUwJpCIbrer8/NzLRYLffvtt5pMJqrX6xqNRspkMo/p1afTqS3WGAVEEeLSwadJVJ4F/jd4F8nJwnN9fn6u09NT9ft9nZ+f6+LiwgxOkl59taMPGXE5mpcH8V7cMH8ReKP0unkCbzblc0ej0ZpBFEWRlT3GyHzR4/FRhLh06GW2hxPA5z7gTccYlq6iaT7XhTHwLy/f8d569slfLzvjeYvLhNgPcydec//yfWSeNhbMkb7R5pNeHFfc4PbRCEioj7jEjXX+z3rBK37t4pEfL0+Lz0P8BiPZEzJ+R5QH8oPBzhh4x5iXdkFEfR6TJyack4/4+TnRR+z4vl9j2YcfHyJbfhykq1LZvuCCv4f8v/ku7zHmkNutrS1rJEr+5HA4NOk09xDrs5clevITv7ZxGZxvlotyAKelvz85L98fKn6PsS7l83mVy2VJsqjny2I+n6vX61n+Ebl+Plcy4O1DID8BLwUkROl02sLlz4N0Om1a4lqtpnq9vkZWJK0tXD707+vq47HGWKIqDb03CKn3+30zmKfTqbLZrBVWyOVypgsmCbjX673QBBY37t8FAxtvYiKR0HfffaeHDx8qm83qiy++UKlU0uHhoX75y1+qXC5rZ2dHW1tblkQ6Ho9VrVZVKpXWOtr7HiseeDb594uSRKoOnZ+fW8+myWSiBw8eWHLu119/rZOTk7XIEEbbyxi87wsw0rzByLXjmcMYfxmy6KVw1xnXkNZWq2UVHL1xG0WRarWaFSBptVovHJHlWPBGP6/T5knbZF5ptVq6f/++ncd0OlU+n9fOzo6q1epabxRJa71XGGPOPZPJWOI4DhocPHGZHFEC6cpJwBitVivbz3g8NvlSu91Wu91Wr9ez4g0+cncdiPwsFgtzKMQlTUQoSPLHG0+FMiLGjIUkDQYDO0ZJ5kTxRR6Y54lIeyLsG7MizUJ6Gzf8uZ9xkMWld0Q+KNRCIQ7I+2w2s4gXJIV9pFIpa9PQbDZ1fHysyWSizc1NbW1tGSFgLH2fIo7F57J6cszvSPhHChnPp/El6iFFnnwSMfHnzLjG7yuckrdv31axWFS/31+L8h0fH+vhw4fKZDK6efOmSaPjJA1ijWyR6+5zhTiHarVqUdJisajJZKI7d+7oj3/8oyaTiSlGeC7i0nIkt4nEoypzUfSoKNPHH39sOXqdTueln/vRaKRvvvlG9+7dU7Va1aeffqpEIqE7d+7o/v37H/z68rYikJ+Al8JisTCvz4uUePRJiUR+WNC8/IPvMrEj1/B6aN8McLFY2ELMNvDUsTAgu6LxGk0OMWJarZYt4M+Ll4lsvCl4uSAVdKIo0vn5uclb8vm8lRoln8FXgMJA4VpcV7TiZcfF32Psv9vtWqne0Wikhw8f6ujoyGQaZ2dngeg8AXFZDpr56xKDX5YkPC2KyrWUrvIgKHyC55boCc/uiwKD0nucX8W9QWQAKdlq9Sj3rVwuazKZWOl+cgx5NjDe+T3SQ66FL3/sq53FX/5aAh/NwHCPFwLhFY9kPAmePPqcO4xPX1DGOzl8eWI/9t5rD0H28zrGM+SJMSH5HkJ9Xa7mdX2F2Bek2udHsR2/z2KxaOSHMWLMAPOad/ywb+SaRDDi1dd8LlM88uOJbpwIcnyVSmXt+DyZIDLiK+P5CGz8XvGOEMaWa8Z+mFebzaY5IugRxXWfzWZ2PoxzMpm0VgNethiP/GAX8JIekbWTkxOL/jDevhKsjwb7uQvSjKSecXsVWCwW1i6ByoCZTEbn5+ePzZ8Bbw8C+Ql4bhDepq49RORF9LOZTEYbGxvmJaM8p594WbQwnPCIsbBBXDC45/O5lbxm4SKJlQWERYkcBLrS0w+m2+2aR/NpBhvbYlHBmPFVkLxh8C5OhBw3id00lx2Px2tGMlKI5XJphuvrIn/cd4PBQJ1OR81mU81mU9988436/b5OT0/XFsp3cdx/LOBMkLTWIR2vqjcSMVYmk4klXr8OUCo9XuKe+ylOEJ73+mazWUuYJx/tVZJjX5yBQivj8dgMvnK5bE4ETzK99IjzhhD5OXC1WplBilTQJ8njyCCaxHWit858Ple73Var1dLFxYX1UfEypaeNBfdMMpm0RHnkaJwPEQQILHkefi6EcBDt4Tw9ifCRGS8TpDeb790C6SByQN8e6YqYxiWCkuz+Z65OJBI2h3npricURFQ8+fSVxhj3+XxuaxDj76OfXnpNJE26Kn4Ql4AB9jmdTtVut6+VFnuy7M/dk2V/Tl6CiNTNr2Fevnh4eKhEIqF2u63V6lEBACI5jG+8OqEncqPR6DGJJvOOX/MhaNxTu7u7Nu+jOqlUKmvrMMforwfEjrGmEA/2y8vI2wGqEYo47e3tWQGoeMPggDeLQH4CnhuZTEa3bt3S/v6+zs7O9MUXX5ic7HmNh3w+r4ODA21sbFg4XZLpz30yKIsDk9VkMrF+Gixy3itM5TYmRbydq9XKSA9dmvP5vBnQ3W5Xl5eXury8/EH5RzKZNKkX0rnVaqXLy0t1u921PKN30QAnWhZFkU5OTtRsNpVOp3V8fKwHDx6oWCzq4OBA1WpVqVTKZD7IJ15X9AsvY7fb1dnZmY6Pj3V0dKR//+//vVqtlnq9nkkbXiY35EMAzgZfQeu63BGuKUUIkEe9DuAE8UYMnlsiwxhpL1KQpFAo6MaNG2YIvQrZmwfRR4xLL3PDM39wcGBkxedZYLTyihtmGK0QgtFotGYwQ26IWvMMJpNJKz4yHA6t/8n9+/d1enpqkYx4HtJ1gLCQiI7nu1QqrUm/4uSOeVu6Ih/L5dKINMfriU86nTbZFmOE4wPig+R6e3vbitZQ3IaSzD7fCVlaNps18uijVrlcTru7u9b02hMc5hOiUF52xzFj3LNPmn8jv5PWe03Re+ji4kIXFxeKokdNw/P5/Br5I7LDsaBwwOnEGuQNfcgNUUR/n/tcMD6nuAIvP4ciFUcae/PmTZ2enmqxWKjZbKpardp876Wz8fsGUgKBhhQSkfESNuaYRCKhWq1msrW/+7u/0507d5TJZLS9vW0NVFmLPPnh37lczmSnjUZDW1tbGo/Huri4eKz/2ItgNBrp+PhYmUxGpVJJn332mYbDob755ptAft4yBPIT8Mzwi6iXNMUTM59ne0zsvgqP9HjPBOnK2xivRhRfaCWZfI19xGUP3qBjgkSuQhTrWQwqv0h4z6QPd7+rxMeDRZ9Fr9frGbnDo00CNEQTb6qvgONliH5RfBaCFL8PqLaDQYUHmkIVEN2AH0bcG47Xlvd4jvDue3nO6zoe3xuHFxr+eK7C8wIjK5fLWZn8V/mceqcBc0oikXiixCwuPfLPR/wcn3acfqy8hM5vE4OW3j6+wpuXPWE0xyMKHJMnNvHiBvFIuD8+T3Di0RTmTj+f+rHwRj/zkd83x+ajlD7nyb/ix+Dna86D6AdGuCfK8bnf7ztOGuJrEL+P/8ZHv+LXOL6v+HjgEIAsXDduT1pffYSFa+bHkHXNV74jj2Y4HKpUKlkeDtc5fu/Gj5t7lLF60trgjwVC5+cBX1zB5wxdJy/kXDyp5r5/FYCMrlYrc4pyrAFvFwL5CXhmFAoF8wx3u10L5z5vqWDC+CRqMkH5KA9SFB+Gb7ValuSMEc6k4sPz0iN5B93D8ZR5mQMyOb4znU7V6XT04MEDk749CygSQGWqXq+n1WplXj/p3Sh28DxYrVYaDofWMwf5I1r9XC6nbrdrHbnxsJJ4jLSBiJyXdzwN3nN79+5dffXVVxoMBrpz544uLi7UarXsWjypSWPAk+GNIaI8iURizVv/OqIkPwQMqeVyaaSWewEj6nlB6XbuXd8r7FUCOdDx8fFasQIKAXAMPBf5fN7ymrzX23vwfUlfzmVnZ8f2h4TMR04ontDr9dRsNi1fo9PpmCeewgr5fF6j0Ujn5+dG2nBM4dTIZrM6PDxUpVLR9va2OcKQdkkyoxYwzyJ34pknisUxY4yS0yPJ8kl9A1YialxLDHK/Lx+VwXjG4eWL5BDt9FETP497qRYRAu8A8KTCkyQIBd9FwcDvkTUS+SLq5EkIlfk8+fD3F1Ein6vnc2nisjaIDEVfiKKxb1QUrNGe/HG/ESGSpEajoc8//1yDwUDJZNKuD9v3pI/8XsY4HpnhfPk+1wGJJ899JpPR7u6ums2mjSX3TaFQMKklMvh+v2/V3TgX+gniMPP5wC8KL9fN5/OqVCpBefCWIpCfgGcCC0uj0bAFHeP3eScLPwliAGMEQ4biib0sDJ1OR4vFYm3ivG6CpzoNDeA8WeJzJmEIUq/X0+npqUUOngUYZB8SMLAgvhQ+oIRpJpNZIz+lUsn6KO3s7CibzVrTwfhi/TSQZE01t9/97ncaDodqt9vWqJFI0OuSY73v8OSH/BSqQnkNvo8AvO6F3Ts14vKvFwUSumKxaHp8yry/amDYUmY3mUyaUZjL5dRoNLS5ualsNqudnR2TixIh8eQFguaN+mKxqHq9rtVqpXa7bRUbmSPJi0Sa1Gw2dXZ2pna7rW63a9HaZDKpzc1NbW5uqtvtmhQMcsAcC/mh4uPm5qaRB3+s3mCGCCFZ9lXp/PPvS1NjwPIb5loIGbmevvmyj3rF81AhIWzfV47zxQN8uWhfOc4rA1jDfERHWncgxPNofESI60rOFA4bpGvxMaG8M4a9f+44D2m9v5aPqvGej55DRCeTidrttmazmcrl8mNkzcvPGCtkfzxLRDi4t4iAEP30ygzG118L78j01Q7jRA9ykk6ntbW1pb29PZM1ojDAgYB9QXNr3xdptXokfW80GkqlUjo9PTU74WVyc5ElJpPJtbLfgfy8fQjkJ+CZ4SURTJ4v4tVg4qdUJcaNlxJI671nWHj8AsHi4b/PwuJlERwnk3dcAkfkajQaWeTgZbw/7ztY+IvFopFV6SoK5ruyU8WJRGpfycnLUZ4FkB9yHKjGB+lh8QoLzYvDy6UwRL30iWcFZ4L3cP8YeB3X1p/z69g+8xhGGnLRYrGoxWKhfD5vz0W8yuV18qTrjvNJUrjrvocBSdPY5XK55nQi6pDNZi1aRR5ILpfTbDZTo9HQ9va2Njc3Va/XrWwx94Tfd1wu5mVHT+rTE/+3j3j5BHhvMMclf/H9xeV0jIMvKe1lY5B+DFje9wn18UIccXkhn/n+TF72x7GzVnk5oc8FI2LoSdR1sjjGO/6+l7LFI1NxZ4aXi13n6PDvQWIg11T95DsQVU9qude85Dz+rHhJ5XVjiUqkVCqZ3JnrSOSTY/UOA3/9crncWrQNMvcqVAM4Kqh+B9Ei+hScc28egfwEPBMweEulkmazmS4uLiyh/Hkf5ETiUbWjWq22FjXwel0M48FgoNPTU4s09Pt9JRKPKvkgp/ITOhMcmnZKNs9mM/P0+hwh32/i7OxMDx48MGlNwPWIokiNRkMfffTRmmSE6IskS6z2/S42NjasM7snsRDZH8J4PNbZ2Zl6vZ6+++47/f73v9dwOFSv1zNSFG+AF/Ds8FIhb4SRN7Jarawvxnw+N88s8pZ3DZ4IMFe8atmbJLvXZ7OZ7t+/r/Pzc6syVSqVjEgWCgXV63VVKpU1B42X+E0mk8dK/HtpryQzyDHYMej9HEli9p07d7S1taX9/f210syZTEZbW1uqVCprSeQYibVaTZ9//rkRH/85RM4TZgw+iFY2m7VqbOPx2KJMntxwH2LUMg7ImyBQy+XSCh4wZpwn0WUiQ4D1AYOdtYx98p147oqXxtGWwRMIzttvh2pkyWRyrT8dkSOiSTxTvpQ3Vd7K5fK1+TqMBZ/5nkEcUyaTsRLVkAOkfPFeP1Q/hMTiTPJRK99Y3EvYiOoQ2RwMBjo/P7fvRtGjPl3cX1RZ9VI8rrV3YLJ9iBlFT/b29iRJl5eXOjs7U7/fN6mbb5+BUw4HXKlUsjFdLpdqt9u6vLyUJFtLXpacLJdLXV5eajAYqFAo6ObNm6rVajo5OdGXX375SoorBLwcXjn5iaLofyfpfxt7+8vVavWzf/o8J+n/JOl/Iikr6b+R9L9crVanr/pYAl4tWGyYdF/U4EEaRQg/HvmRtOa1QYIxHA6tkhjbYKG/zkMqyYwFpBo+WuS1z3Rk7/V6YWL6AeA1q9VqZhyzUOLVpukhlbkwFCjJm81mTRLxrAvNYvGop1S/31er1dL5+bn9HzlDiPy8OPxzSPEK/6xgWCHrQP7yvDl/bxu85/11Rn4Wi0cNgcmvqNfrFgEajUY2xjiBmA+9dMnnO/poQtxD79/z58T/kfl2Oh01Gg1LzuZzZGVU02w0GspkMqrVaiqXy6pUKrpx44ZqtZpFiHwCOoYqRiwGpc+xIQ9wuVyuzbnecPdRH0+OOEb2ifPMS6H997yMWrqK6iB3RFaXy+XsGYBwxSVaRCziOTHxCAnXwUv4cLR5okoeI3IuH/Xx+5WuSvz7Z9VfXx/14nOf4+SjWddFbTnWRCJhionr1BhetkclQ0gPzsN+v2+ScI6R6npsz6/f/vg5Fh+J8nlAUfSoml+tVjNHJTI+SBBECsLG/REfY55BH4F9FYDUSlKlUtH+/r41nQ1483hdV+EPkv5T93+vIfq/SPofSvofSepI+q8k/T8l/cvXdCwBLwGSApkQz8/PzTB6XuCNKRQK2t3d1d7enorFora3t9c8gXj7WAyY+OI9SHzI3Msb+D/fRTKAx9GH88fjsY6Pjy0ROO759fpnPzF/6AY2iy85PZlMRtPpVNVqdU2WgyQCL6bXbFM841kXA7ytSFRYXDHIQ8Tn5cG1wxjzkjeMJKIN3sj6sYEsK4qitcqCT4M32LLZ7FpPnLgX/HUAg1y6Kt7hpcNe1slzQ+6Pl/LwzPhiMRw3n3mDz0c8cDoRvZBk2/cFRbysq1qtand313KH2IZvOMr5+epuPI8+7yGXy1khAy9nhnz4+ZWIoi/ljOMEDz8EnAiMl0fhqPOkMk6iiELU63VJsjwi5imIHC9f0MHL5eLzjn9W/PPDWHujnjyV5fJRXhhE0ucwcY9AXEC86IKPGHJve4JGTgpzN/vykTlPhrhH+Ouj9J4kML7+Wvh8Tp47rr2XHfpr5smNl+qRa+RJHbZErVbTRx99ZBFTfhOXzvH+dWoV7m0K+DAfvArHDqoScu64bi+imgl4dXhd5Ge+Wq1O4m9GUVSV9L+Q9D9drVb/7396738u6Ysoiv75arX6/76m4wl4QdRqNf3yl79UsVjUV199pS+//PKZu4DHQWJuuVzWZ599ptu3b6tQKJgcymucMWjH47EtciRhs1jECx7gTQRM/BgJLO5EJmazmfr9vr7++mtLAI6XTPUTNgsxE9aHbGizCOdyOe3s7KjRaKzp45vNplqtlpEjjCW+Q2WpZ630Jsm2xfUmuTueIxDwYsC4wshEfuLHFEMEL+ubIpyZTEbValXJZFLdbveZojZEM0iQx4gm8vBjVAhkfBk/CkpgCNGzBklQMpk0OSne7nw+v9ZzCSlTFEVGTpD6+DK+nD+ebozL6XSqXq9nyfeTyUS5XE5bW1sqFAra3t7WZ599ZttdLpdWpS6fz0tadzZReYscPOZaZFI4SMiH4DscI954pHDj8Vj9fl+r1UrVatUahvriBD7iD6nx+aCQFN8nBxSLRZVKpbWIEdEknyPEWlAuly25nwpnkJD4POQjTpBbClIwVjjocO5ArrxTx5MLXw3vupxZrquPmDAukGtJdq8QSYcY+jWQudlHXWjsyvFJV7mAkJJ4ZIgmpJBLrjFjzPj5KqCMIYSX+497iSa6jNl4PNb5+bmOjo40m83W1hb+7Xv9+ReV2TzpRi7/shiPx/r+++/14MEDG9tsNrvWfDjgx8frIj+fRVH0UNJY0r+T9F+sVqt7kv6ZpLSk/5Yvrlarf4yi6J6kv5J0LfmJoiirRxI5UH5Nxx0QAxM+XsgXqe4mrff0Qe5QKBQsKuCbocU9ePzFk4PHNh6Ov052gNcJeYH3LLKoUOjgur4w3uvnjyUY2etdxFkQMeLQ8XPNfYEKriH/99uLG9r+3/4ekK48y2EBebXwhqSPGvjr4a/1m0BcDvOswIiNJ1n/mCTOj2/8hXGHXDTujffnzTPhjTi+4+crv8/4d6WrvlneyJauIvX5fF7FYtGiu16edZ3BH5cux59pDF8vV4tHSryHPn5uvizydVEXvy8iDHEJnR8jH5nwkrC4QyZ+fl6CFi+880PjHj9mL+vyv/PX/7rIjL/+8bH2kQ9+43OT4mvpdePH3/j868+D7cXvP19J70nPKr+9bp2NX9/4GuwLdFQqFSvRDiF8UhTI3w+etPt8oXgU82XAeohcmBfO2IA3g9dBfv5G0v9M0peS9vQo/+f/E0XRzyXtSpquVqt27Den//TZk/Bf6PE8ooAfAT7JnB42LwoSL8vlsnk8k8mkRVP8C08s+RzT6VSVSkW1Wm1NC+0XS7TbfmJOp9OWJ+QXQ4xzdO+dTse8gwADhf37CkIfOvnBiMBz6/uWkFS6tbW15qGk1HUul1O9Xn9swfUlZSGs3mvnJTLpdHqtR0MoUPFqQX4P17JQKNhzQ5TlTT4D3tv9IgTMe51/zFK0fs5CPtzr9XR5eanRaGQRKcaYe58oEBEXihZAXIic4PEGRDsw1B/+/9n7k97I0zS7Fzw2kLSRNpBG0sfwmDMylVkDSpBUQAkQGpAWWgq46O/Qq/4IvepN42563ate3FUDArRoAdq20DWoVVVZWZWVGREe4QOds80TSRt6wft77fxfN4/0gfRwD7cHIOhOGv/DOzzTOc/zPnum09NT7e/vhz0zGAx0cHAQ9hSNDj755BNtbm7qzp07unXrViIgYz/2er1EowSQ37jLJjqagMfbLL+oDoN5orOkpIAA8NyDwSBxDo4jFVCvpCSlKnZqve7EAy6njnkTB9AjkJ9SqaRyuRyeS7raP+12O9gx6oOcYseYMW+8E8nFZcEZYyIla9Xig3rjgA5aIdS6GJmB/oaudjSNZ5AWdTXM/Wg0CnVh3g49lbo6ewiqc4wUg9yyrmFnMJesa2wBc+8CfXM2m6lWq4Wgludiffl8egKUn2cymdAQgjWOL0EjjTeR+XzR9j2fz2t3d1eZTEbHx8erg7h/RLn24Gc+n/+/7b+/TqVSfyXpkaT/RdLrVpL/XyX9r/b/sqSnr3mtlbyCnJ+f6/T0NMDjb7JRcY45PwTljYLyOoPRaJQonsSA1Ov1EDh5a9BUKhU+744ZLZWhv0H7gH5A951er7f0mfnsShayLHM9mUxCASoGL3ZKq9Wq7ty5E+p/lgU//X5f0+k0oIM4izgzGKW1tTXV6/UQ3K7m6HqFsXbaihcQ/9hoWxz8vKpewrnCYX8b4tl27ntxcRHOTBuPx6rVaomaAxyzWq0WggA6pPV6vRBg8A6j0SgkDKDr8vvxeKyjoyM9efJEBwcHYc8Mh0ONRiNtbGzo1q1b2t3dVa1W08cff6xaraZGoxEOMmWcLy4uwvlafvYMwY/XD4EgknUn+OHwXFgAjsrhrM5msxA0gC5gK2irj/4h2eXOOwGQJ78Q3iVGkWKn37vtEUhwwPdgMAjBH0GFpAR1aj6fB7ru2tqaKpVKYt2SSJrNZiEZl0qlQlczr61yyrXX8RCQOEVP0nONSvyQUQJrr/3xWjivi2L+CNYvLy8D7ZgghPornpHGGKPRSEdHRwlHn2eFegqFkyQrz3xxcRHenWYBThGEYodcXl7q5OQk2BEaLvAeTh/keTOZTOhICjVuNBqFDnDXIeyJ9fV17e7uhvOHTk5OVsHPjyQ33nZiPp+3U6nU7yV9Jum/SVpPpVLVCP3ZlfRcjZBd41xS8G6WQbQruT5JpxenJMNNdYj/Va+FMqUvP8oSIxUXWWNg6MTD72l64LCxQ+FkbtyYSEm4HOVMES2Fvsue27NfL6IrfKiCwV1bWwtGyp1IN+7MBc5mTO9wYcw9Q878j0Yjtdvt0PKc+16XI+7P9i44+D+muBPFXNAoAPmxs5b+jO54/dAzebb8VbsNvqnE1CvQmvF4HOp/QDZBI+igFSMDcYMGPh/XaKBX0aX9fj90nIuDPtAAiu6pqXGaWkw98vsw7t4QwxsNeP0FQQ2JKRxxD2q5h3858s79neKEnnH94d/juXB0n+vHtoM1FlOp2At89/XnLZr9PJuYPbAs4ILK5e/giI4jVXEDh3gsvdlETKmLkS7Gbxntz/cI47G+vq7pdBqSWSQaHXVjDKBFe/c6nxdH/Rhr/39sN5atDfYLYyAlz1Tye71o/Pz9YlrndQhBOx0bq9VqYDysKHBvV248+EmlUiVJn0r6f0r6/0m6lPR/kPT/+t9//6Wk+7qqDVrJOyD5fF5fffWV9vb2dHZ2pm+//Ta0mX5VRQBak8vldP/+fX366afK5/Pa3t7W5uZmQGu8E81kMlGn0wltQaGybWxshJariHcqIlibzWahhoeAiMwfTsfZ2Zn29/d1dnb2XMvuVCoVskpkKt2Yf+gyn181G3jy5IkqlYoqlUowyjgzIDSgOawdkJ+YXohxhsbgc8nae/Lkif72b/9WJycn+u1vf6tnz55d6xkzmUwmNNSgMPhDDXaz2WzIApOooNPVfD5Xs9n8UQ/rc8fSaVg/5ESQCQbRarfbIQP7tubZO+ThpINacA6ZpEATJZnDO3vNDdlykBOCU5xQDmsmadDv9/X999/rn//5n9Vut0MbXhzCtbU11Wo13bp1S5VKRfV6XeVyWdlsNrSox8kFxXBqGA4rQYTvIXfM0fs0PsnlciqVSkqlUiEwA4XgelwfO8EYoXNwuElocb4Y1wAtWFY/wxlPPD9OrwfVUK9YJ1C4HUGBxkhSAHtVKBRUKBSCXqRJiyMsBCj5fF6FQiFxL64NIk6hf7/fT5zZM5/Pw1hKCuga1yBIICAgIHX0kCCcZCUBjgekxWJR8/k80C9pYkEyk2dhfvyga8YcfUJww/9B/KfTaZg310FxQiauIaIpEvcZDAZBl/lBsQTJ2CjQPLrg8exc/7r0XKfT0TfffKO1tTXt7e3pz/7szzQcDvW73/0unIm0krcjN3HOz/9N0n/RFdXttqT/i6SppP9tPp93UqnU/0PS/5pKpZqSupL+75L+v/NVp7d3RrLZrLa3t3X//v2QFXsRLexlroXyh76Bgs7n85rP54EGQfBDrU+/309A7yhkYHtXtI4qOMzvWSWMKE4QCEKM/JCdpDuZG6eVLNrQdrtdpVIpDQaD5/jVPgf9fl+j0UjVanVpZt6DH2+IgGMDytTtdnVwcKCjo6NwyO51BqPuUJPl5vk+NGEsvEmF19rhDP9YwlrBcfI190PiFDDqIN5mQsMz7tw3l8sFXdfr9ULdD+ufAE2Sut2uRqNRoutlKpUKTiJdFd0JZ/8MBgO1Wi2dnp6q3+8ngkTmF91cLBZDFy0oxa5L/W88k8684GTDFnBHHgobaIDX8UhXTjuO7zLU3uldjviAWECLpSueIyYEmjGFjs5yNGdxm+FONvYIOiI2wg9hpfOeH7bpNTve2S5mF3B/R224L+/BPbGdjAnXZFwJ6uJ5iqlzjnywhxh/Psdn0MuOuPg5P+PxOAR0/tlisZioT/JObL6X48552OK4yVGMQPKccYDuibEYzXH01Cn3cYDl6+VN5eLiQs1mU9lsVnfv3tXt27fV6/X06NGjN772Sl5NbgL5uSvpf5O0JelE0v9H0r+ez+eEtf9nSTNdIT/hkNMbeI6VvKZMp1eH8Z2cnKjb7S6lhb2seEFuzAeH0kZ2zpVTfP4LygejjYJztMhrEshKevaGzw6HQzWbTR0fHwd0KRaH152+sRIFwwGf+smTJ+r3+yEgoWDbC4OHw6FOTk5C44qdnR01Go1EsTMG3ymQ4/FYT58+VavV0uPHj/X111+r2Wyq2Wxee1ACyrfMabsOccfQqTXvongnLhzpmPv/toNCnPxMJhPaE6+trQWHi739MuLUpB97Hmg1DXJFIwYSOq5/cQ45a4dumY4+oF+X0cdwcP13tVpNe3t7KpVKun37djj0FIoy4kEW1yCb75Q4UDivBWLtk9V3fY2e96STU/bcieb9GQsPyj1AYI0QTEiLAIl17cEFAQd2Jab0YSOcnuV1qh6EeEDmQTmJOaf3EUhRc+PzxPX8uAYPEklQgFgxhuxNfz8PFB3ZYv0zT8wv70dQR2LLz07y9tHHx8ehVpc9yLuAAtHQAHSp1+uFdUz7cl8j0iKg8X97EBSLB0bYD6cMEsjwzo5K8vzpdFrn5+eq1+thP7bb7WutK8WXOTo6Co0g/By8ldy83ETDg//jH/j9WNL/6X//Wsk7KJeXlzo6Ogqb/k24qDhPkhKZKDZ8Op0OVA+472tra6GmAwWP4mo2m4ESks/nQxCFIcVJy+fzKpfLiazaeDxWp9NRr9fT48eP9e2334bgLBZHkV633umnLNRkdbtdtdvtYKDpmuPBKQWo9Xpdf/M3f6Nyuaxf/epX+qM/+qPwN5wXgrE8OTkJwfevf/1rPXnyRK1WSw8fPgwB65sE5csEPrb0wy10X1fISlLH8To00rclngVl/0kLh24wGLz1oAGHljXTaDS0trYWGpfQBACU5IfEa9B+bFQXWieHP3MODrRP7/4FhahQKCTOvMEpRce+qO7Ru1fiCN6+fVv/+l//a1UqFX366ae6e/eu8vm8tra2QoMYruPJJEfaYoefrmYktjygIFigI5cfmklTBy/mj2tf+GxcjyZdUbZBXkDPPJCiy6fbBeiujvxKSiAivGdcq8o6wp5JSgQ3UhLZpokFfzebzQIrguYtzA1zBVXQmQjQ5ggUffzZm36ArtfROM2R/zPWHmjyM+/CCS3ZEfrhcKgnT54EihnBk88TbA1qznj+i4sLVatV1ev1cAYQ809g4uiYJzSXIc8e/GCfoOktqxnyoJrnYx6g9tFY5DqDn9lsptPT06BnaRj0rjSU+RDkxmt+VvL+iBsSsqh+qOfrSkxRcLhdUoI7TgbGkSCHvJ2v7Aaea0KR43p+H4zfaDQKtJcXPa/LTTjC77uwJkDyUqlUGFeyd7lcLtESluxWt9sN9WRk+TAsZCKh53Q6HR0dHenw8FDdblfdbvdGO7vdtNGJKRvvsjAWvofcaZTe7plXOCs4+3zFtJiXlXcF0XVHnyQOOpjv/MyDmdgBxGH2zmT+3dEEHGGocrVaTZVKJXS9gqoFBRRZpsv9/tyD63MNkAUPKHwtuXP7IjplTHlypAlnm/XhDi1jvEyPu63wOpL4vfi/f491oNue+G/Rkcsov2774qYxMfWLII578X6xbeV9/edOPfT142MYU/GWzVUsXt8FZRB0Zdm8etAI9cwDR/axP49T3P6Q/uR3oNe0r/b393t5gscpcxsbGyoUCmEfXrc4e0JSqO97H2zDT0FWwc9KJF0pjJ2dHe3u7mo2m6nT6ej4+DjA3q97zXK5rE8//VTlcll37txRuVxOdL5xJ0pSUJ5kf3Ck0+nFWReeWXPFSuAk6bkDTefzuU5PT/Xtt99qMBio2+0+97zeRtMpdyv5YUFhE1xChfAMpKRwAnen09F8Ptf+/n6imFVaONO0ID8/P9fh4aE6nc5rH7D7rghjEa/9d1nc6VlfX1e1WtXGxkZA897mfKTTV2cOgRTGNRlxZneZuO5ptVqhfunHnguc2pOTk0AZGw6HyuVyOjs705MnT0J793K5rFQqFeYAvQU9yymjk8kktE/udruhzjGbzer+/ftaX1/Xz372M33xxRcql8tqNBqq1WoBVaCOg2y9n63iBelxK2rGGGQHh9Xpz053Hg6HARlBn4DGOKohKaAYfNaL6klqcS937rkmraadGujfvSZGStbRTCaTMBbLAh7/7l3e+DkoCs9CXRDBAF+MIc441xqNRqFO1Snk1CzRMMDtpAcxbuMYU1ARR/T8d9lsNjS1oaU3v+ezTsPkHD8/94exZt0sC8oYN5+rmIKIbf5DQfJsNtPZ2ZkePnwYzhacTCbK5/OhUYUHUl5v5OgqCRIQew9630Tm83miMcbOzo5KpZJardYLO9Cu5Hpl5eGtRNKVgm80GvrZz36m0Wikv/3bv9Xp6elrOwUolWKxqAcPHmhrayucYYGRc/QGSgdKplAoBMWLMvfsrhss5wTHypZ3Qxl+99134XDTWLjXKvh5NXEH2R2H2LB5Z7ajoyP9/d//vaQXt66Ps8L87H0VHK73TZhXGqFAy3ry5MlbfQ5ob9VqNUHP8TqMHxLPsE+nU7Xb7XcK1Z1MJqFurlQq6fLyMnTXm81m2tjY0JdffhkQILpj8R29OJ/PwxkzNBwh6OFsmmq1qrt376per+vzzz/Xp59+qmKxqHK5rEKhkHAuOdMGR9/ReToAcrixIx00QaEmSVroAChuULm84x73oNuY19Q4fY9ACkSE6zsy7HOOE1+v1zWfz0NnQDqweUAhKRFcs7agWPr9cfxxjqXkEQ88s1PvCC43NzclLRopEPzEiA/rm/kkOEqlUhqPx2o2m7q4uFCtVkskCakDozMj406yinflPWO6nqRwzpd3ZJvP56HbHA68dHW2D4GS23inmC6rbXJh3dFy3Z/lZVGR2WymZrOpR48eqVKpqNFoSLqqbyN54IGqrxGCH/aenzV0nZQ0KI6pVCrU3WUymcQZXCu5OVl5eCsJ4nzwN8lMp1KpkM2ncxHKw6kKMbWAICjmqnuXKb8HQQ3OgStIjBWKF6PjZwctEzfeThFZyR+WOEhZNm787F3PbLnD8643J3hb8ofm9roFJ4midbpGejIEYY+/zHMtC6p/TPFxpSCeGgPWoZ/fEn9WShaXo79wxufzeUBEQNCpM9nc3Ax1Q8uuz7+9uQC6m+vjxMbie4hroU9dV8eUNJz0mE4Wo0C8J3bAbQv3xxZgf/z9nNLlz+zzElO2uB5j7UiEpETQ4Z/zmlHQMmpuGGsPnGJdCt3bm1V4h7R4PTEey64Z21m3tfEY+P89wcV1eG4CKh8LkCFHZUkwMnZcj0CA94mpg3HQ87JBkL9zzBTxcfJxiGvMblpPML8kxmgyAi1wJTcjq+BnJZIU6iwePXr0HBf1VWV9fT1kFRuNRqBqeHFm3DHHg5TZbBagX1qWct4ACgKDhuJASaDcyDbShYxuY6enpy88G8ZhfFeW77qj/i7JTyVIyOVyoWEG9Lvrojy8b+KOIsmDm0aw2N9ra2u6e/eu7t69Gxqd+KGS0NegRf7QczlaHDu9P7bwTLwD9XGj0Ug7Ozva29tTLpdTsVgMDjM1mVCZpEWjCs6hyWazajabOjg40HA4VLFY1CeffKLt7W397Gc/09bWlu7cuRM6s0mL81hIgs1ms5Atpyjd6ykJrqQkWgKKDloRJ7tYU+7Ao5t5R4IECualheNLwwUCAewK9+U5Qaf4GckvkB9nCICyTKdTDQaDQJ3DqffucTwL9mc+vyqQp4EPY0cjDuiMOzs74RyiXC4XzuPB9kAXI0CZTCZqt9tKp9Oh1bkHsaCAzIV3McTJJ3ieza7aqcfBhVMKY6qZB11eJzcYDDQcDpXJZFSv18O4xb9fX19XpVJRJpMJjYoYF2qFms2mLi8vVSwWtbm5+cY1Njw/awCkju55oIVOjQQR5v39GeOg/TplMpmo1WqFQOzjjz/WdDrVwcGBDg4O3ik99VOSVfCzkiCj0UitVisRTLyOZDIZVSoV7e7uqlqthuDFFdoy5eYHmnpRJ3Q4P+ncs5BedM8Xf0MRfr/fD8r4Re/mhd1QGlbyYQpB93w+v9aDVN9H8Yy8Ozc3aZRxXDgk+d69ewkEmOcg8+xOyh96l3ct8EEcbUmlUqGDGLWTuVwuUVtDssiRSZx5HPVcLidJ6vV64fybra0tbW1tqdFoBBqjdzkjCUSNnXfrwplExxLceGt4/z3tjaGtEejw/Dx3fG+vG4qRFEmJxBmf4/cEMHR7o06FgMDXjiMy/C2HxDIfjuY4AsfPWXfT6TQglKxJX5909CqVSolaR96Xd/DaEr4ILjmMk89tbGwERM8bCjhiETMhvLnMMpQn7oDGOPs1Ha3hkF3sLWvSD1nlORgfrkkASkBHUOJz8kO06B8SXzP+DjHFzxOcIFKOyHlTpZuQ2WzRYrtUKml7ezsEuo7ereR6ZRX8fOCSz+cDh346nYbCyTdFO5wrDVeYDFKs2B3tIfhxGkdMf0ApOUXPIWuuBVf94OBArVZL7Xb7g8zcr+TVBZ68U1Y+RCPkBnljY+O51ro3JWtrayqVSgHtoDjemxsgdGVKp9OhVfmLxKlE77qg9waDgU5OTkLra9YjDpl3xiTgoI4llUppf38/BDI43Pl8PnFWEvo+poLhBFKbwNg7MuT612lE1Hl4YwHX6wQ8ToF2u+H1F9zf6cgU7jP/qVQq0T3M62i4tlPsKOB3+hbjQCBCTRXBEwGn16/M5/OQKKEuBxvEGNFumSJ+vxbBjL+7O+sekNBsgnHtdrshqJUUOvX5PvHgx9FRpyX6+CM+Vk4vZ/1ls9kQyDFmvA8ISqlUSowJqBZjRf3QycmJzs7OtLe3F85n8oNQY4l9CAJQ/BcCbfTV2dmZRqORstmsdnd3tbGxkVgXTqNnffkxGuytm0j8zGazRE0WTaFWjJOblVXw84FLpVLRz3/+c+XzeX377bd6+PDhtbR/deOVy+WUz+d1fn4eTlUnOHGnknMfoFc4rQ3FhKDsMHYYWhQl5xI8e/ZM//zP/6zj4+OXygyvZCXS4kwqaeEQfmhCJnx7e1uffPJJggP/IqfkuiSXy6nRaIQ2zMVicWlHqlQqFZogDIdDdTqdH7zu+xLE4vziuF1cXGhjY0ODwUC1Wk2TyUTD4TB8RroKGBuNhiqViobDoQ4ODsIhjaAD5XJZm5ubofB/a2srOKcg7xw8WiwWlc1mAzXJ9Ss63OuCEHQ2B1J7+2mcVkdmcDZx/rAd1IpCUcNJxNnnbBiCH0lqNpuBCgcCdnl5qcFgkAi+oMfhBMcOLyjFxsZGokNYs9nU2dlZYg/QuIBxxGEmMMnlcqrVaiGIIoAZDAahrgtEjzXulD7u4ePC+LZarfB7GgSwV7zTHMFTp9MJlHbu68EN8+v7xOmNvF86nVa1Wg1BnQc+PDfjxvjTwINEBQ1MBoOBvvnmGw2HQ33xxReq1Wqhvg+K6zLx+7Xb7XCMBXaemuOLiws9fvw4rPFGo6FSqZQYbxIIjgiOx+NwfhhBNgnc65TJZBLOH5xMJiEh8T42x3mfZBX8fOCCEaBDjHeAeV3xTIpnJaXkGT9e5OkKdFkzBFfObkQd2vfPu2KkbfK7SndZybsnH2rA4+IUUpwQp1XhONxEQIFz7JRZD35wPsnIcl6UF5G/L4HOi8TpRSRzhsNhcNiXBT+lUikESa1WS/1+P8wjmXSCEW/F7PcD0ZCeb6TgCMAP6VPXwZIShfD8Tbx+nJIU05rdZlCnwdxDReOa8fi5rXE0hCDInVney+tSY8qdjwX/JzBxKqIzKKgVYg7c3jnNzMcHcTo3TAqe1YNLnsH3io9njNi+CMGN0dGY7uYd4uLgNW4cwO9juilzgWCnCV4cjVy2xnwNErTGVHXuTyDDAbcEz3ETptiH4B0diUT3XbdeYa14kwPWlfTTqaV9l2QV/HzgMhwOtb+/r/X19dD69U0F5CbuJOStP8n6wff1WgJpoQwwoJ4RJCvn/49pdByIyenMP9S1DaW34teuZCVX4gXPw+FQzWYz4fytr6/r/v37uri4ULPZVKvVutb7b2xsqNFohI5kfniitOjkNZ1Otbu7q1KpFGgtzWZT4/FY7XY7cUr9y4jTun5Mh4PggYBgPl+cC0Lxu+tSstJHR0c6OjrSeDxWq9XS+fl5cOJpIFGpVJTL5XR+fq5er6disRhoY14z4846Rf6uIz0g8FocxpCzVbiWf9abC3jDAKcw+nk0OII4n5lMRhcXFyG4A/Gj9bSjFH5/Dw7cscRGxD/nd61WK7w35/LwN6lUSv1+X5lMJtSYsnaou4LK5YX3jJfbMc5kkhYHts7n80BhJIjKZDKBasdBtV6jw318/KHaeXMIr59zG7osucEcMD/z+TxRoxsnJIfDYaKWxREqaUHB81ba0+lU33//vfL5vO7du5c4sNb1jwc96COf31QqFXRHKpVSs9nUZDIJFNLxeKydnZ3we0mJtbW+vq6dnR0Vi8Vwntna2pp6vV5AIW9CRqORjo6OQqnAxx9/rIuLC52cnPxBSu9KXk1Wwc8HLqPRSM+ePVMmk3muI8/rSjqdDoedUQhJ8EMmyGls0CO8ExPKzdEgR5K45mw2S2SfMHjn5+fhbAsvrF0mnvV5n2oCVrKSmxKcH0khkPBs/Pr6uu7duxf26HUlTpBcLqft7e1ArcG5iZ1sSeGMGahZ1Wo1NG5x5+xl3tmpQj8mckRW3xM6qVQqOMEbGxuq1WohoOF0+MPDw9A5yg8BxWHnrJtcLhcOA4Xe5XVDXj+ErpWSdFA/XyceP5xQdH3c4MapWJKCE8tZQzFC4Q44807BvSNMpVJJpVIpFNNfXFwEKhjBBMiJoxkEyIwDyMxsNlO/39fZ2Zmm06m2tra0vb2t6XRxLIQzEvyQVT8XBwoX6IajI9g05vfg4ECZTEaNRkO5XC4kCGezWUgocg7SfD4P9K5sNpsI9nHU/aw8RwB9ncdNIHh+5p15js+UGo1Gz61bvjM31BXTKZDaNUkB+WJNTqdTPXr0SBsbGyqVSuHAXX9W9w8I2hz5ImAql8sql8shmAM5peNrrVYLDUE88Yqfks/ntbe3p3a7HQ7mns/nOjs7e81d/YeFxi3ZbFYPHjzQgwcPNBqNwvlSK7k+WQU/H6Ck0+lQ+IpS8NbObyIxTOywsmcrMRh8zoMOFHRMy+D3KL7YQXGFyEnYFBK+rKyCnpWsJLmPnT7DnnSqDbRZaYEGOHLi1CnPMJP9docUcWeNPe+OIv8n840uKxQKoYNUtVoNjoSU7CS2TNzBfhf0AE6plBxDz+673ub9cMgdOYIeFVPVYsrPsnv6HEDBkxYUs2WUqmVj6L+Pi/EJjhzdcyqVdzCL0SZHh0iAxR26HMnks9DTvIh92bx7wwFvTBDPU1xf40GN2ybfAz5vPBvBpweQfq9le8upZ/E7MG8ekL0oyef0O/7Wg1qn5vl4xQGqtOjo6olPSaHzn+9Fb/TA77DhBG+Maxyw+T09KIWBAvoUr0OCXv6Oa/JvD7qg1oKy8jc3UUPMHLsOZvzfFd30U5BV8PMBSi6X05dffqlGo6HT01M9fPgwtKh8E3FUplAoqFgshvMVMAoUewJ5r6+vq1qtBkVE1okuOxR4orxQVmQfua6kRIbk+++/18OHDwPH94cERcN3aRUEreTDFjKfZJXp6lQoFBKtfmezmfb29oKjBkWNYuHZbBbQicvLS52engZqUK/XkyQ1Gg3t7u4mKFXb29uB5nR+fh6uA0XLay4o9KZhCpSV+/fvazKZ6OnTp3r69KnG47GazeYPnmHmDuSPqQPQh6nU4hwZEHX0nRd24/BT1+AUJBxGaD/UPFA/4jVSOJwbGxshQUbNxGQy0cnJiVqtltbW1lStVsPcgsw54uRdt6Tk8QTYCaeYQV+SFAr6CeSYa6fV8fd+BhfvLyVrT935JgDp9XphDL2DngcbONA8l7en9sCD+cnlctrc3JS0WEtQR8/Pz9Xv99Xr9UIQCxWNJguZTEY7OzthL+Xz+dAciOfu9/vh+uxBfoYNhqK2trami4uLQAGtVCqq1WqBbuiOttPvoFmen59rY2ND5XI5rIUf6n7pAWqpVEocULy+vq5er6d2u50IGngP6IrQAg8ODjQYDLSxsaFKpaKNjY1wDpAkDQaDcGYRyY9utxsafaTTad2+fVvZbFbffPONpIVeowHT6elpIsj3gMo7J3qDBBqItNttdbvdN9voPyA+lqCH3ghjJW8mq+DnAxS6At2/f1/z+VzffPNN6P3/JuIKFIOIUpIWZ3dgbJyjKykoVkmhJsgNpmfLYsNKdhPj12q1dHR0lKBE/JCs6G4rWclC2JvsY/YyrXo9e8phsJwhk8/nNRgMgpNDRy6cOJwrOnCVSiU1Go1EoxOobI5g4MRyQjyOAQdLUjvAIZlQvXB04ez/kPzYQY9LjFDhXMfj4gX2FEz7ezhdjO6YXt8QZ8Lp5oWzN5/Pw3V7vZ5arVY4YBN97zVYnkVnjnCyPXjx2qJYn5Mgg7boTqDT85z6jGOI44sN8foVR5I8UOL6y5AxaH/xdWK0jOenA5q3lSZ44Z0kJWwf9+cgX2p6WMOOiviZY+l0OnGOktdJeYKCznJQzvwduHeMrNIenf0PRYx7+Ri5cD2SFegQ5qjb7YZW5aBQrB/0w2w2Cwe6kjAFXaY+DXvvNUwEJVAPNzc3NRwOEw0xWDcEko7sxW3P+RxUv4uLixAIQrN9G/oC6irj/67oqPdZVsHPByjT6VTdblenp6dBEV2HFAoFbW5uqlqtBiMtLegmTskgM8XvY9obRlFKFtPyGX7ulAuMMwf64RSsFMX1iNM9nMrgp8PHDpc7QU57XEaFgurgHPyV/DjiThbOF3uM4l8QWepyKIb2Wo7ZbBZaFnOyO22pK5WK5vN5yEQ7EkH3STL8fOGIS4vMPpnQyWQSCqdprzubzZTL5bS1taVCoRAK4P3374vwjn7mTbyXOJMkpopJSjj+JIX44poerJAQ84CpUChoe3s7tG1m30OFW0Z7ch2NDgGt8FpNSSE5xt4n8w6a5UExji+UM/SRryEcXdYtz0IA4OfOxMk4D+KcnsXfx+27JQWEjbngvQhK0Jd+L9eRvJekUIPrc+n60+2gI2pxMMJBwdPpVJVKJXFmEYhTnKD0QFVSCEr8oHH/PdeAqcHvWbPD4TA0V+BsH9YPgagnRXmWuC6Jupf5fK5utxtoccwH7A/sP2MOkkn9V7FYDG3HCTrjdUpwRjKFTnQEYQRUNyHz+Vz9fl/Hx8dKpa7ql0qlkrrdrvb39z/oQ7evS1bBzwcoFxcXOjg4UL/fV7fbvZZ+8ul0WrVaTR999FE4SwJFjCNLH/5UKhVOK3fjglHJZDIB4sYRRvFTH+TGDAU8HA51eHioXq+nbrcbnKJV8HM94sXQbkDu3bunWq2WcALIAENFwWF2pxYniBqNXq8XOlX1+/1ra8CxklcXqEtQUDD0BAylUik4Lzs7O6GwmM9PJhNVq1VJi0B5Pp/r9u3bIas8GAyC4wMViyJkd3wKhYLK5XJYL8PhMARKqdRVpy3oX3t7eyqVSjo+PtbXX3+ty8vLQJkZj8fa2NhQu91Wu93WkydPrgXxflvilCDfa/1+X+12O1Ezgr6FngVCQKADdYdgIZ/Ph4AKp7Xf7yc6cUpSrVYLFEXmZzAYqNPpBOQBp566LZ7d0YXz83OdnJwEe4CtgO4sKTilvV5Px8fHmk6najQaYd4JEqjH4D78jCTcxcVFQBkJonGWCaQYS2o6CP5IoLEfPIADBXXaHME46/Ty8jIE/zjhBB8EaXRmm81m6nQ66na7uri40OnpqXq9Xgg4vTGFrwnGSVrQ3hzVKRQK2tnZSQSH0+lUZ2dnz9XUMJbobXwDAgpvxYwulxZ1Vz7n7FcQFmw7ZyahQ6DleXc60DwfIxIW+/v7Ycygzm9tbSmXy6ndbuvk5CQEdaBO5XJZ1WpVtVpN9Xo9HJxMUAqFMpfLhYNZWQuj0UhPnz4NFDdQ5JtsfDCbzXR6eqpOp6PNzU398R//se7cuaNHjx6Fc79W8mayCn4+IHGDBbUBRX0dQn3AsuwvgQ1ZOmmhHB0l8CwchimG5p0v7Vku6gMwWu9TVvddFgy+8/Q9i4ZBidEe5oDghvWBgcaoDYfDkHmmZaxTOWI0Kf73uyZviwpxk8IcOhWNn3myAnpRoVBIzBUZVylJ70EuLi4StRN0fcI5jLPx3qELR5zr4wjhxFBriHgnKDqBcZaIF7u/D4JOc7SA/8e1LfF+4e+Xfflco1Pj7ptOO4yv780JYmTe/x+jVCBxPL83DnBEwhsFxO/EMzvt2ju7+d+ic+Ln8eeN96+PgdsbX+OsSdd/8XhwD2iCvi98fxCkgmIwLvEaja/r3/330CX9IFVfTzGFze2zI13+eb9fPK9ORec5CCIJfn1+HFn2ZKbPDWvUkybMK0kB0CySrd44Atpe3Hk2ngs+hy4iQeu1bTy7j+NNCO/CPb2GeiVvLqvg5wORVCqlRqOh7e3tkGFqt9t/sA30y1wXhV4qlbS9vR0yW3Raco63Fw6S9eU5+CITCSUhNvjcl+s6TYEs8k10YfkQxes4mN/19XWVSqXQyvyjjz56DvlxusZgMAinxjv9AzSANTgajdTpdMLp6J1OJ1AmyFSTFW2324mzN94F8Wy3G2YPFjDyTqV5VwVHDocDR4g9LSnUE3g9AnUC1ISQQZ1OpyEQZn3M5/OAFK+vr2t7e1vFYjFRu8Kaga47Ho+Vy+VUqVQCikgh+vn5efgM1Dwcl8lkolwuF2oCy+WyhsNhOBvnXZ8P6XmKsKQEbQw0PF5fOKagICAsoBfMh9c/eAAMxTGmdeG4NhqN8EwejMR1Pt4+m/bH3JtMvSM/klQul7W7u6vZbKZ6vR6Qgzj5JSm0yiYQZq/R0MdrOrxNMk4lesh/T8DHtbzT6OXlpfr9vk5PT0NbZ2htIDWO2JDs8fkDHQFtYRy2t7dD04N6vR4cbgLKZd3GYpqYU4vjdeQdFX28WWOOCHpAxPpgDfnPaGbCvuXnnoDgZ7R1ZgxBM6DD8hzj8VidTidBDeSdSJJBTev1euG+BDuZTEZfffWVbt26FZIfw+EwUCL9vTk8OJ1Oh8YU0Om98QrJmreR6Lq4uNCzZ880mUx0dHS0Qn2uSVbBzwci6XRajUZDX375pUajkX79619f29kcnlVtNBrBWRmPx8HxkBQyJ04pGI1GoQMUSg2YGoOzTKFzX4IflCXKd1Uvcj2ytramnZ2dcL7FRx99pEKhEIKffD6vu3fvBoMVZyOhPDi33PnU/jNHizikFvpHv99Xp9PRkydPNBwO9ejRo2AQ3xWh2BmeOIcdYjSdmy+9H6d28/z9fj/hLPueGwwGiQ5js9nVeSQ4fqDBfiaLOzeVSiV8vtFoqFgsBuqjd1/zoJiiY5AinEv2PomXXC4XzvuYz+fa2trS5eWlOp2OqtVqODfn5OTkvZiPZYin12ctE8+gM5esU08ySUo41wQJ7vxLCkEESaZyuax6va50Oh3qInx+2e9eUE8HL/Y8f+PIFcJcz+dXNT/FYjFBVaKz4Hw+D50JWS8ECJz54xQ+1pZfi7Xssr6+HgJtHG2vVer1enr27JnG47G2t7clKTTfIEAgeOT6oJU8iyeNCBagX7HvqFXzBhfLit8dceG77zlsKJ3poEiiS3kWb2wSo3kkQXw+0+lFQw0PfggqCSRJVjIn2AiCx0qlIkmBdjkej3V4eKjhcBgOjMW2YC+YE2cnFAoF5XK5UJNK7RgJNjpY+t7yTnZ+YK2zSahTitHsm5LLy0vt7++r1WqFROBK3lxWwc8HJK78rovqAZWJdpilUuk5Y4rj5wGJF5NeXFwE+gOOIYaFbCHC71FQzm1GGWK0V/Jq4jU97rhub2+rXq+HLwwQ8+48/Zjiks1mQ/bYs7XxGVBOiyQTSh0H2VDpqq6rUCiEYAh6yA+1X70Oweh7B0IMp9dalMtlZbNZXV5ePsed571TqVQC2fBxY1/GdJQfQ5y2xHP5GDgd1b9YR466UJTMuEEvweH1bC4O0bJg2ikq7pihB3DgnHbkyIik4FDiRNP+9+LiItRp/NTE9WVMx2K/sa7RsU5Hc1pTTJcjoIgRp5hW5iio2weegbUU/wyJKV0EN67v/flAFWhnzfV9vcXP6fdgLNivrCPewRu50PjB13v87j5e/uXvyBzwnB4sONWUd+Fv3C7GwvX4G9e78Vjye37uepm96lQ4xtE7ssbv7PMaIyUx6uRMDqdHx50nfZ6wLz4+/nuCSafH+bixLh1V8vfnmvGzMD/X6U8tExApArFCoRDW4ioQen1ZBT8fiMzni+4h1MVch1QqFf3sZz9TpVLRz3/+c33++echw4UTgxEi6+uQ+fn5udrttgaDQaC/ZLPZ0D2IDBiKD5oErTv9/ThDYJUdeT0pFova2dlRPp/Xxx9/rPv37yc6ZW1ubmp3dzdk2fmC5ugOBEYizpSRTXTKhjthbkSgj21sbAQH5rPPPtNkMtHjx4/1/fffq9fr6Z/+6Z/07NmzF2ZC31Qw+Pl8Xjs7OyFjSpcyN+pOGcHgUiyMEcMxA+10Zwp6DsjHjxXEM1cEeNBKqPPyjCkOiTvP1WpVu7u74ecELXDYEcaH87hAbOK1xDXoVsU9WSNOz8pms6G5Cg5Cu90Oc4guuXXrVlifjUZD3W5X//iP/6hnz57daCD9toU1SaBAdp5EEQmEdPqqCL1QKEhaBCbugKPTHbkAoWMP4CT7mUTsjfF4HNYStRWse983fn0CGEmJQHowGIT1BPKAngAxHg6HiQ55uVwunCtHNt/bZ7teAzGgkY7XrLiTncvl9PHHH2s+nyc6iMVOtVO9/P18rVM/588CygaaQlIlppjS1c4bBPkeIqAiUcW4jEYjtVotnZ+fB1Tfk1XQvjgnqFgsSrpCZsbjcSJpxn5yJoYnTGKU0lkhIIROMfQ5513ptuZd3dCbbj+8kYQnZDgnDFqcU6t9rDY2NrS5uRnWCvNPUm5zc1Obm5uhEcNNsU1ms1lAwSqVij7//HOtra1pf39f+/v7P3qS7H2VVfDzAcn5+bl6vV4Cbn9TyefzunPnjra2tnTnzh3t7OxIujKYODQ4IRxCiNEAxqewEw4yhYsoKLrKkMFhsztlAMPKPVa0t1eXjY0N1Wo1lUolffbZZ/rlL38ZDCtB6NbWVsKh8e8vMrJkWikiTaVSIQD3gMH/TcclqBJwrHGcC4WC8vm8ms2mDg4OdHJyEp7hOp1Wdx5yuVwYn0ajEQ7Qw0lwR5AaKZIO7AGQBdaqZ4AvLy/DnnBE88cQR1ikBVLrnbUQp5rwvVQqhbbTjszQBpe1QNYZCi4OCFQrnBacKyhuPB/P5oXyXIcaQig9HlStr69rc3MzzG2xWFSz2dSTJ090cHAg6ad15pcjD06bAvUBufEaD8bLM+keRHENgggPfhlX9DX3gnpEACotMtuOIvC8juZLSgRevV5Po9EoUPiwG8x5s9lUr9cLz8H3uKFG3OaY98jlcsrlcuFAXroFsv68fglanHdbI+nn64hgLh53r1+Nux06MhM3CWCenI6K8CyMpZTcdx4ME0jwGd4LxgZ6C/od70J9jDcOQO/zzOhtxiVGkXzO+XvmBb2PHiHQBXFD7/oYEVx58OmBvNslAmmStMx/Op0O8++o8nQ6DYg1v4fif1M+B/pMuuq2uLOzo0KhEOiWK3k9WQU/P3FxxSMpZHCuc6NiNMhYSwqNB7xjF0oNmgCKj+CnVCq9ECYnY0Q23DP8MYwd0xdW8nKysbGhra0tVSoVbW9va2trKzgpGEOvsXGHyLNtGIq44B+j7RlTqE4YIHj5Tgch8+eON+dJZbNZ/eIXv1C9XtdgMNDx8XFojNDpdF7bgSXozmaz2tzcDBnRO3fuqFAoqNFoaG9v77kuTaVSSdPpNHxeWnDXcRbIVNK1yOk58/niZHUypT+WsAepmwFxwTnCeaHluTtha2tr6nQ6AS0im1ssFkO2leAPR8LXipQ8K8p1AE1R3FFxZMJb4JI593oA/haHguz7+vq6bt++LUmJRizQcl9X3HnDQfsxhAxys9nU+vq6ms1mousVVCbG3ylMOKcE6a6nPWmBwy3pubbcfHmAiv6nZmxzc1OSEoFIrM+dvuYH8GYyVy20mX+vU/LEjFMhCba9exfr2tEZt0luZ6RFl1Ffi7wf+hB76/Pvjryj4E7bczvt9Le4voW/B9FDr8bj6DV3fpYaiUf2OPvbA0ZHs2Nk1AM/H0fGPd7L3J/3YY58LDxAZx35+VzsdUe5GF/my+eexJJT3Rhj/7zrG67Fe3EEB2PlgdjbEEdJV4edvpmsgp+fuGxsbGh7ezt0Qjk8PAyO5nWIQ/bn5+fB4ex0OonMtqSgLNyYzWYztdttnZ2dqVgshkyY011QRNR5SIuuNp5tdHrMKvh5dSmXy/r000+1tbWlzz//XJ988kmCSx531nFj7EY7Vsge/EB1ocgdZx9UJO4Glk6nEw41lBB30L744gtJ0uHhof7u7/5OrVZLv/vd7/RP//RPr7XOU6mrk8Fv376tfD6vBw8eqNFoKJ/Pa3t7W7lcTvV6Xbu7u4EW4ujNfD4PZ9NISXoGwc9wOAyJiF6vp+FwGDLi0HnOzs5+VPSHPVipVLS3txcoIzhDFAzn8/ngNEGRPDs70+PHjzWdTnXv3r2AskCpOj091eHhYWg5Xa1WNZ0uOgPipEoLTj9jRbc3su84kZeXl2o2mxoOhwGxZK3EawknijlLpVIqlUr6kz/5E/3qV7/S8fGxfvvb36rX66nZbL6RowFNcjabBb34Y8h0Og3NQ4bDofb29tTv91Wr1dRoNILDjw6Wkgdo4nBCweL3XjPk7YH9EFlHifmb4XCoVCoV9L+kUOzuTjPzj3At6Gqsv1TqqlV+q9VSOp1WuVxWrVZLoAHeNABmgqNWjk6CIpGUwN54IwCnq0pKBD/LggQCM/ZVPp8PjAwcbZKTR0dH6na7gY7sSAzJRA+0pEXS0XUxe5TgkL9H70oKusqRLQ+cWBt0bfTrEzwSLDFXPBtCkos59ANTfdxINBDIsr6gOnKmlAfu2BWay/h9eT7GDgSKLnMelPNszAO1yASE6L7z83PVarXQfOFtNT+4uLhQq9UKdMyVvL6sgp+fuICyZLPZ0K7xumlBjtB4tj8uBHQo3RUoGbi4UUGc7fPC5RjiX6E9rycx3xy6EgfQYfRiapoHRV5T4Bz3+PeSEo4BgS3iVAz/GYbRz1egyxdoArUeBwcHymQyOjg4CIF2/EwvMx5k+Eqlkur1uhqNRqC9bWxsqFqthpa7Tm/hOy13JQXjDGd9MlmcQcG7Mp65XE7T6TTsWc+Y/1gCVcaz4+7w8B0+vre69+xyXC+Bk0fmHtqMU9heRLvyufRsPI7usgRKTMvy9epUOxxkkjGeXX8d3cl7+b75MQSHk1oMaq38jKYXOe3xfpaWNzTg564PXOLEV7znY/3vznccQDk1k3HFUebnBMXuqLOf4sYDjg5JyaYZ8bO4OEIQo7X+zI5skjyivim2dR5oxq2/uWacmHJd4VRD3tmfzZNVHhw41dWRE6f3xkkuT0Lyb39ntwE+vzxjvMeXIb/uK4xGI81ms0R78hiVi5/P7+EJVUeaY/+Bz8QIEr8jIeftsm9avK6VdcT8rlCgV5NV8PMTF7oara2tqdvtXksmGecwm82Gk5Pr9XpoTy1dKeZSqRR69APB40SQ7W61WqHlJY4SmRmUEkoGiBkn0znLGHTvxrOSFwsOp7cX/tnPfqYvvvgi1LX4uDJ/scOBMnauvRt3HBAMOHND207WAh3RvDMTdAMMHWuDr3K5rFQqFSgZjUZDv/zlL0NW+7PPPlO/39fvfvc7HRwcBG577JBhFL25xr179/T555+rWCzqo48+CifLU+zPd+h7nBqPYWJ/EJzl8/lQXD2ZTAJfnCywoxfD4TC8Iw1Ber1euP7bWNs4VAQxtH3t9XqSpGq1Gqhi7kCSzYfrL11lcFutVsK5vLy81Pb2diLQpQ6HOUdP5XK5MG61Wk2j0SigiCDO1CQ4zajT6QS0B8TJqTLUnHAfMvgkiAh0CexonPCqGVfOHnKqz48hOLF+5oxT0zzBREY9dvQJDj0b746l12R6V77YoZYWdWTsY0khEPPreidJ7i0p8XMYB+l0WvV6Pfzcj1CQFAIhd/pxll0veECRTqcDcueBNGvDnWinlDMmHizwlUqlAsLpB3MTDEkK3Qg3NjaC4+/z4QGcB3hOpXMHmfH3OXCdTkICZM8DOqeKOgXN/z7ucMe/sQu+rvh93CXUGxpw33gucPwdZYTO563IeQ4PWKnv84CW9eTBkbNZUqlU6DhKkEdd5+7urvr9fkDuPDi5CTk/P9fZ2VlgT9y9e1fn5+d68uSJWq3Wjdzzpyqr4OcnLtns1fk7OFfXIdQBQOegBbKfzYOz0e12Qw9/lMd0enVYYbPZVLPZXBr8UNgqKTjpZJmhj0Ah8o4vXGMV/LxYCF7p4Pbll1+q0Wjos88+0xdffPEcHa3T6Wg8HqtQKKhSqTyXBSRDiXMMPcIPUiR4iQOqi4sLNZtNDQaDBDKIw4ChxKlwegVUKjLzdKabzWb6+c9/Hug0/+W//JdAcyK4cuFdoLXl83l99NFH+vLLL1UsFnXr1i3VarWEk+AH+DmSAHLhSAkZSoplp9NpGE+CH+ZDujr/olAohPNuHj16FJyft7W2ceQw/MPhMFBPcWa8INiDH5woHCYMtmeFoeOmUikNBgONRiOtr69rd3c3HERIEEJbdQIa6gpxgo6Pj9VsNoPOwOHq9/uSFByF+XweujpBX3HKLK2uCW44UJMOd+ip1wl+vAj7xxKCH9YuTrOjBo7COP0Jh51DPCeTSehwhX52lFVS2LtexI64Q0vSAb3kKA17051g5ph9PxqNwoGU2KPJZKJ2ux2cV69D8jnwLmQx6uWHuFYqlbAXWH+gnI62+DlB6CnGlGtxf9gOfiaYB/Dlcjl0VuN5vMuiz5cfwImdd+THk54enEjJ5iZ+oCjPQlJibW0tIIaSnkNs/YgLaVEHNJvNQoBH/Z+joR5IE/wQGBHIwQrx+WIdn5+fq9lsBj+ABIOjPOh8gh9p0TyDZ8beEJDxzD4vMA6kq0D91q1b6nQ6Oj09DZ+Pm1xcp5yfn+v09FTZbFb37t3TH//xH2swGKjX662Cn1eUVfDzAch1b0SMaAz5erbYFW5MjUAZOr+f68Hhx7Fa1oYUxYijzDX8+iv5YXHHAkoZhsVpK3FmF3HkDecOAxavt5hewN87LYqsngdVXsTLs0EDcSqDrzEygQRfnElEoARfnOsTnHBOVb1eV7FYVKVSCR3lvMjf6SFxppDMNM5WTOUgiyotGpFwfxxODD+0K5ALP/D3bUlMOWGOnGbkn4sdH9Au7w7Ie+K4+p72zKpTxHz/k/yIkWHGMKb1cE/u63PjtBbWEHtBWhRc4yC5Y/Q6Y/lji8+lN90gqCN4edHf8W8fWylJfcb5jMc5piD5nnUb4ihF/Az+b/7W180yvc+e47rLaE6ud3wv855O40Lc3riujN8T8TXrzjbXIBBw2pmjF/43jrwsQ99eNPfLxpF39ADYbUOsl0EOpQUjg/nz9eXPGp/BFs+bz3v8/L4u0K9OIfVrMZcEYf63rrN4Fl+b3ownXte8K/oHHYB9GY/Hz+n7mxRfR/H7r+TlZRX8/MSFjibXSbmA0latVlUsFsM9pEXnJBQBXXCgmEDrOTw81Pfffx+yQevr69re3tbe3p7y+bwajUagQ7iRxDGp1WqqVCrhnAEUEPSrVQD0w+LOCZkt6E20psYIkOHEQE0mEx0fH+vk5CSRMfUAleCUuaEOg2sPh0M1m81wDwwJLWNbrZb6/X5YSzRZ6PV6wcDxtb29/VxnIQLs+Xyujz76SJlMRqenp8pkMgGN7HQ62tjY0CeffKLd3V1tbW3pq6++0ubmpsrlsiqVitbW1gKi6YW1vKu0yLB6K26MNO/KPsC5IbCCvkFGOZ/Pazweh+5qZITX19fV7XaDo3rT4g4iawMEhTMucrlcog7I11WlUlG1WtV8Pk+cag/iB2WFzC37GF3i9SIEL1DV2Oej0UipVCp0Jry8vNTp6akGg0GYY1oikzCpVCqqVCrhfJPpdNE+GAoWKFNMwWy32zo+Ptbx8fF7mWSZz+chOw7Cns/nQ6ONUqkUzjZxR46AxunKTqdmbFnrnU4ndP7zgNGTBfyfvQzKhD5xJ98daHeu0R08CzqId2T9wH4AkcQOcn3QBqdbe/MB14WgN+l0OlwHOq0nBxB0K+vfaW+eyOP5QEZms1loiMJYSYukEyjT+fl5mLO4E1tMt5OSQRuoE3uUICxGRkDv6XxJ8OP3Yr/SuS+eIx+32GF3xB/7wv0JxrAlMA0YA2y91+thC3gm1pjPP9flmdDpo9EoNEEgMQVa5AEQARM6jDF5W0HIfD4P5zOtzjV8PVkFPz9hIRtDQLIsK/86glKg0NwzunEWyjv1oNguLi4CVIzyz+Vyodi+WCyGlsvQ2lx5uhNJdyyUlTdaWMmLJUYsnDvuitS57W5Uu92uDg4OgvOA408HMA9UcVw8q0mHo1QqFTpw0aGLAIU1xTktqVQqUEoIljY2NhIdojyzzN/X6/VgYI+Pj8O67PV6ymaz2t7e1kcffaTd3V394he/CE4770/A493q/D6eIcZIM76gYwSVXi/FmOIo8p4EArPZLFAJcbSc9nLT4rQanGWCNpwhHLg4q0t7bEk6OTkJdEc48U4xcfTHKXSeQebffNazntDicIqgsLEGGE9okTh3jOuyufakEWuT+zhq9L4Jc+nUMaidzE2cSebn0A47nU4IfD3pgDM6GAzC2mCeWOtuCzz4KRQKIdB2lM73sjvxvt6gvJLg83bHkgKtlHXhyBPrkN87muIIl6839jeICSwG6kD8kFPGz9+L52Y8mANoZDRFwa75XPBs0+k0cTYPuon3Z4xiOp+vWd/f7MlyuRwoiF4zRNKBGt9UKpU4hJZAzesq2bfMz7KaIMYAPcDzePBGQONJNaf6cQ1vusJaok6Kv/f24440+77nGfgZDW64rq919MvbbHqA+PlMyxDblfywrIKfn6Bks1nVarWQzcJhRFG+rqAoyDTV63VVq9VwKjhKXnr+jA5JQanhjOTzeVUqFd27d0/FYlH379/XJ598kjhskw2O0o87gUmLLDt8XM8criQpOByFQkHVajVQvba2tlQul4NDg3hwJC3mlZPSMTxOPYnpRzgj7gDAJXf6hrSgQ4EUIThAPv8YNAIL6jgwptS6zWazkLnr9/vqdrs6OTkJv280GqpUKgHh8SweY+U8ejeePJdTo6RFzYwjWzE1wtenB/W8x+bmZggIOc8EOp/XZrwtmc8XbWiXdaAicKNmj3cniCCQdvoawQqZf0eR4yx1jFyga0DVoFsxfu6wsM7Ozs5CK3GQH9Yq6425jJGPi4sLbW1t6eOPP9ZwOAw8f57xfRKcOJw2xhTkhnbgjqTO5/NQ70A3RJp9sB9wwglomG93fAkccF5Bhj1Bx+9j5MPRAq//cGqVU0s9CcE6chQpDqhABJ3m6WiVO++sG9BFrxHyIIkAx2sluR/P63rR0R0+H1+TZ3eELabtuT12vePvzFiCWKN/CX64DrVT/sUzOjWUPe5BW5yUYp/6WmQsqS/0/eeBtM+Zd37z85P4O4Izkhp8zptD8Jze2MBtHXNCfTGCLmRu6/V62DtvA50HrTs5OdF8Pg+6bjgc6uzs7EdtrPK+yCr4+QlKPp/Xl19+qdu3b+vg4EC//e1vQ9OBNzHSGLbNzU3duXNHH330karVqnZ3d5XL5UIDAzJA1GpQ4Ai9hbM9oBn9p//0n3Tnzp1Em1wvwGy1WqFjUqvVSvDW5/N5cExLpZJqtVoiM7SShXjdxPb2th48eKBKpaLPPvtM29vbqtfrwdGOndrYYFUqlWDkyKbhOBAc4XTQKcyNF1QUCpMpeKfTGRlZnoH57Ha7mk6nqtVqwYGmYYKfh0EmdT6f6/bt2wGtun//vobDofb39/XkyROl02nt7OyoUqmoVquFYN6dK+hAnBqPYcOY805kL7PZbDjHJ5VKBUTTxy8O5B1ZwqCWy+XQ7a3T6eji4kLlcjmMKVSVmxZ3drrdblhHjUYjUZ/AGRSDwSBBZXInj25uONez2Sxxzs94PA5rAcoJztfFxYVOTk4CssBY4QRxDw4hpEMbemk4HOro6Ejn5+cJlNGLsJ3agi6im9NkMtGnn36qe/fu6enTp/qbv/mboI/et0QLDiHvTSOHk5OT0MQARJZAJ51Oq1qtamdnJ0F7kxZrhG5tnPlEgw9Hblj7Z2dnGo1GiZoSki/u0JIIcLqp2wiQVSik7HvWHiiApGB/eGZJCbpYv9/X6elpSM5Bl3IqmyfzpKumPs+ePdP5+bl2dnYCOum1gqCgJDBms1mCDsv6drqn12HyHNjI+XyuUqkU6Kje9tnpYcPhMPF79LmjnSR4CFxgc3hnPMa33++r3W4nKGOu16DGgSqyz2mUgu7i770BRDqdVrfb1fHxcUiOeTMNumGyhobDodrtdkIHp9PpEDz5gch08fTgluBtMpmE5yOJ6nqL88PigJJEWalU0ieffKJ6va7Hjx+r2WzeaNMD6UrfHh8fq91ua3NzU3/yJ3+iu3fv6vvvv9df/uVfhvMQV/JiWQU/P0HJZDKhJqfVaoVuMtdxXWBnOiCR3fOWoZ5hkRYZ7rjlZaFQUK1W04MHD3T//v1E5gqhJoBACKUkJakPnjXHYKzkefFMJC2AOc8GZ3MZfSzOFmazVwfneV0GRjXmmjvP2jO5ns1jrXgRvDsc/izcCwSGDHI2mw0F9hhy7sX6wFGGriApdPRyKo9T1Jxq4e/gtLf5fNGGl884euWIUExB8Qyxvzt7yjsd8kUw+jaCH39en+/43syPv6c7Oe7cuiMWF017ow3EKUbD4TDRPt0bZnAv0LH19fVQO0YGdzAYKJ/PhzFlTTFXcdbakQVqM/r9fnBu39csqyMavmbZHyQv3KkmKIRi5B27pKSN4CumMTkCECMKBC9ez4Hz64FPbCtYm44YuK3wTD/PGlNXWb/UFxIwxPpQer7ehcSed2tz+8RzMyYgW548cF3piI+/L+PO+KF3/DkRxiS2hbEuh5bo9FP/rKP5vC8oH593ZI9nJdDj/R3d8s/GQXFM42IdxnYlDqr9eRkf9qavZ7+W35OaS1AwHwM/bJXkl9eAlkolzefzkFBhz9ykfqatN3tye3tbzWYzYTdX8mJZBT8/QZlMJuEU4Ha7fS30mFTqilvfaDRCQbifGg19pVKpaDqdBv4xmZLxeKzT01MdHx8rl8vpF7/4he7evas7d+6oUqk8F/Qg1BlQ2+OUIRQR2bzhcBhQhvctE/s2xA0GhsGdWIw4gYQHJz6PGAHPULrjKSkUYTqyA7LhjQLm83micNrpM9TP4Pyfn5+Hrl6ch4FDO5/PA+WA2qNyuRwysDjYBDq0JZUWwQ80uJgiQv3IxcVFyAy68+PG1w/rhXIFrcgdNKdbEeR4ttmdjEKhoFKpFBAvnBnO3LnpNdPv93VycpJwxvL5vFqtlvL5fDjp3H24ROIAAQAASURBVGsnlnH7cW7J4ILWQKWSFBIqONHuRLK+CEy9Xog1SAAL0nhxcREy5PD4Ly4uAjroiDTrzmvVeI7Nzc3wLqnUVZMFENPj42MdHh6+VzVA1IxcXl6G+iwSWtR8kBAgQYJDB/Lm6KzPsTel4HfU/EBxI+jF2aTmJ3bMJYV1gH7yZg3oAXfaneLmQXFsX9hzFxcXOj09lXQVMFSr1cRaisfNkQrpimlBww2abxA0s+e9IRA/B5kgOIhpZXFwJyl055vNZuF8NBrFgDhTc4PDz7P4HHmw4GiM1ytB9QS5Yk69gRJ7hHfAFqdSi1bdBGDr6+vhb1gTBD80SYDCBX2QgI8xZK9Sx0ytl9Os+YqTsl7v43aFIMKDbxo/0NYdW4Nt4e+xF9QRgozmcjn1+/3Qbv8mBRSM4z/eJz30Y8oq+PkJCpQCgqDrCASg7+zt7YWiR5wUWhZnMpmguDBSg8FAx8fHGo1GOjo60nfffadGo6Ff/epX+vf//t8nYOZlQqeV6XSqdrsdPoczTtDDdwKgt10P8T6IO9QeAKEsMTDT6TRk7DDeUEtarVYImqbTaaK+DCcDB4l54GyWcrkcnGN/FpwtMvsYLrJqdBa7vLwMtC+MPNcn6Dk7O9Pa2ppu3bqlO3fuJGgr2Ww2rE/PIEJrIyvrjpI7KVC0oGKxr/xaODk4Z84/jzOoOCQEg/yNB6nQ7nC+t7a2AvJzcnJy40G+O1k8H3v27OxMxWIx1I6RlWZ8YuoHzkqhUFCv10scnsv8OF0xRpwc3fU2u47WUbeFY5/JZMLYzWYzbW1thWw5Gd7Dw8NAn3FEiawqTno8Ll9++WVAlY6Pj98rp2MymajX64XgDhS4Xq8/F3QTFKVSizOZPPhxFAYHEqrZZDJJ1GL6QdQ4juVyWVtbW4Gy5IGo77XpdKp+vx+oXMwXz4FjT4DiQdaygBznejweq9vthsCH4Ie/caqYZ/P5Pd1JZ7OZGo2Gtre3A0WMRBzd3riO07Ji+lgcAEnJ7mw4/3R/pFYzl8slqGDxO/ize6AZPxf3JNjgfLeNjQ31er0EPY+xR8+ORiM1m01Jz6O/jrwg1HeSLKPe1xNGzCl+BcEfAarfK64/cuTWfQL8ChrNxI100EXlcjk8H5316vV6AulC72QyGdXrde3u7qpQKOjw8PCtUJOxt+12e+kh3itZLqvg5yckni0is3odbZ/Z5GToyLih0DzzIiXPk6AWxDMruVwudIyKM1wvujeOD0Y3hvndUbppuPl9l5ie4NQKxDOw/hkXd/pjOojPP9fwa7tD67QnN1zxszoVDGTIs6Y8kztLcaCyDK2Jx8XXFNf0/8drbtmXO1vxmHjQE1NV/FmcPpLP50OWHp7/i/bMdYtT/XCM2YPunOHoOOVj2Tj7+zntJ9ZT/C20tJgyueyL52GNSAp1J87zd9qlt7p2Oh4JHNAFdBDfaVWez+cTh3y+L0EQzxkjwb5Ofb2yZglwHR32fR7rZl8/vk5Y/6yX+Pdcy4MP36PxM/L33NPtgOs60KqY0ua/998ts22+B3CA+b9/FnE796L9vgwBipEa/6zr5VhnLXuG+Oeun5fZ0linL3tW9gL/junKvnYIaKCN+b39Hh6w+bt7MMX7U/fJ7/07cxy/34tQwJg+6DrbrxH7O/4eUOGgX78Nmc1m4aBfqNzxmlnJ87IKfn5CQmAhXRVhepbmdcWdznq9Hjqz0e/fFSRZO6f3dLtdnZ2daTwea3NzU7u7u9re3tb29vYPBj2IK9lisajt7e1EhyXQBxSu156sJCluMCliJvsFtZDgwo0PqE4qlQoNCQhmGXfmIj7slPoznEyycAiF06B7dOXxgMX/zZqj4yD1Y2TmPVvqznJccN3tdtXtdsNzcH0Kq0FeYmFdOUoVj3H8ec9GMjZQiWJj6muX7Hej0VA2mw1nOuRyudB44G2Ic+RB9kD8aA4xHA5DkwJqr8jwk7QADaIWChRuOl10iSNYdQeMM3tYjxz66vQ4p8hBi6rVaprP5wHNADlAJ5IYIpMLUk3dC+dYgWitr69rd3c3dOHb3t7W5uam2u22ms2mRqORzs7O3grV5U2FdYnj1Ol0QptqKFD8jACPxhQEegQJ3W5XzWYzBIj8DjorqDzrHB3kLYlPT0/D/EpKBCgexNBdjneI7Y0Hn/zNxsZGYq2gY9iLoA2SAgrsznJcs+j1iaw5p8KS7Wf9p9NXDQV4ftdx6EhvbEAgHttuEpD8nppLP6eIv491qO8Pp+KBmIMeScnAkTEdDoeJvUtNFGPF9bEtjthICtThdrutk5OT8C6c5RcHp/zfKYJc05tsoNtBemezWQgAsGmOCnlwjj5AX4D6kljCn/G1N5vNQsMH1hiIFOtgZ2dHpVJJrVbrrQQh5+fn+u6773R0dBQCSwKw97Ue8W3IKvj5iQhKgSxnv98PG/JNNh8KjaK+7e3txDkfrsTpxuXGZzAYqNfr6fz8XPV6XQ8ePFC9Xg9K72UEJw9u+vr6ejDSMWrhjuZKkhIjKNRf4NgRRHqGC+QBqpU7HjjD0sJgEjSwBjDoHlB5AbS0OIcjdsji9rc4VR4QY5D5nCt7N7xOW+H6o9FIkgL9BiQJesYyBJF3cFpXnD2O1zVjwrszLgSV0EaXGWlJgVKWzWZ1dHSk+XweUNMXzfN1rn/fz/781IdAHULiRIRn9725QKFQCDoCJ9ZbxDJfg8FArVYrUNi8mN4dPv4GxI+CddY8NGDWFhQRHD8/t4Q6EDpTevtx5gMKZq1W09bWlgaDwVvj+V+HYBsuLy8TxyFQ50HAQvMImtRUq1VJi0Cf8aSWA8eWNYpz6igb85PNZkOiDrptfFYWzyot9ioBs9fSsb7Y957hR4dhy6hzmc1mic6EOMC+t3z9xygWz+frD7vrNUdcP254wF5AnxGooadofuCoBYEhCR/QF/QjgbwnLeJ55z1AkUmcsvbj4Ac6tKPWnsBBQAaZH2pIscuDwUCdTkfpdDpxplSMvDnq5k1UeEfGnEScrwW3AV6PFI/fxcVFeD78J2+WxJr2oJS9EiNjfF9buzpImUTQ20DnJ5OJTk5OJC2aMDgitpLlsgp+fiJCRnR7ezvUwlxXhzdoHV4PEUPmKGCyPt7soNvtajwea319Xffv3w8F0vztH3ovaWFoMBxuENzhfhGtYCVJOqL0PIyPAXBKi/PGCVLi8cXQugHyYCJunhBTW0CMeEZp0U3OaRROC2GNLaPrSIsD4PhbnCYMX6FQULlcDplX1hCZTXdslnUP9GBumbjj5RliLxAnw+7P7Sgm4uO9jPLyIiqRG/nrygB6ppNER7FYDHNFR0Yyvbw/44+jjJPnY4gj7s4Z6wWUgHVGMIXz44eazmazUAQOskBwJSl0eOMeoBQ4+RTh03bbEzxw60GDQEZpvX50dHQt4/w2xRENr3+gG5mjD+78eVYe2yAt9ilOK3Vd0oJ+xvW97sWdd6fT+R7zWhNHNjwh4rqF/TIcDkOQjsPLGsBh9MSMIy++5xivZQgvz8ea9fXLPmcf8Mzxc8bX4H3YvySSGFdHY/msJ5tiaqrrSUdvCA49YIoTO4yx62D2HV+sIw9WGWsCps3NTaXT6dD8hjngbzyZxTyTmPD7O9XVE2+eaHK6pM+ftNC1rCHGhqSYB5XoKbdhjJnPP/aMNeV2721ILpdTo9HQ2tpaOJZhlQheLqvg5yciqVRKOzs7+tnPfhbOpXBaz+sK5zWQ9fRzGHAUcQKgFlBMO5lcHZr39OlTDQYD/bt/9+/0F3/xF9rc3FSpVHqtZ/EzPNwwxJ1cVgHQ8+IULEkJY0s9iZ/tARpDJnB9fV2bm5uh+QGtXdvtdijsRdliVMmasS64lhtgApU4A8p5EcwnWf5UKhWy7PwtncMQ+M9QRKCz4KSTnZ5MJqEweTweBzSANq0e/LuT7g43P3eHis9JShwCiTH1wmDPSmMwMeKsaebLs6M8v7fXxQnN5/MhuDs7O7uWcx9YP9IVrfbx48cqFAra3d3V1tZWCCScisQzFYtFTSaTQA+rVqu6fft2mB/WIY438zqfz7W5uRmuD3Izm83CmUGDwSDMG/Scer3+3Dk9oE10cEJvgOZIUqPRCPehgLzZbIYGMicnJ+p0OiqVSrp161Y4/f3jjz9Wp9PR/v7+G4/z2xZa/c7nVx0ToSmDzFUqFUkLJJ9GFRz86OcAuYMIrcqdcNYtSTEcXfaIIy/uwLIHvPmIJ1pIUICsuMMOiodd4vwt9px3m+TgW86HGg6HqlQqYa0SgEvJpAZr2Avr+TkOMQ4/yJM77+xrDyi4hx/m6d3YaBJAogg9WSwWg47yYMdrIaXFuX10uiQp4Ei1lNQ76GDeNQ4kuX46fdWopVgshkSVB1zQXrHjXlvnwbXT7qbTadi/PnYEbCA56BAokq4zeTfGKZ/PazK56kh6fn4ekhvz+VXXOda+B4X8PSgogZp0FdAXi8Wg4+guid27aalUKvr5z3+uYrGo3/72t9fW8OqnKKvg5yciGA7qK+Ls8esK2X4/8M2pP+6YuXPqjjVKaX19XY1GIzgaryoYubjYO85UreSHxZEC/u8UNO+oFdM3WAOenYwzgNKi+NODHxyHmOrAPTxzS4DL83FN1h8G1YMEBKpNnIHlHbh2oVBItFz27KG3n45pVR5k+f89y+hjGgdvZKDdIfAvEBueeVnm1QPFZcERASxo0w+hVK+zdhwBgBJDEO2ZZkeh0AWj0ShQe+JncrqP11Th0HJvz9BD3yEoxwHxa1FTBF3XHXUcMnQo66BcLiudTocW+7wrDifzvba2Fg7sfVtFztcpnhRh3P38I99bnlWnoQ6OLllu5oix93XqNRfci+DfHWyeK95vTnHz9eN7lfO92DPch4Ca+cSmuaOPLqPDV7/fD3W08bpeJs6I8J/5+8Roj9tLd/qXzY/rXXQV8+KIvd831tVQ7QgW4zN+lo276zCuT3Dl9XO8P2PlKBFBLnPjOtaRPn9eD4DZb6773B9xNNLH0cfcqXsxOwHEyinI/lzxnsE38rn1PeLnYHlS7CYFOi5dL3nnlTwv75+mXslSmc+vigmfPHkSsvLXIRsbG6Gw10/ZduqUF5uikMmqVqtV/Zt/8280n8/1+eefv5FzgHEDVkax4vxA9cMZW8mLxakEzB8ODf93pAMHlqJP2uOCuPFzNzyeYcSp9HMZYvqdO/YYtNhIEoS48xobPkkhQ5hOp0OGlCJQ0BGME3UkULG88YNTKnhWZFkgtKzmjPdwKoukMCaz2aJIN279nslcNYxg3929e1ebm5s6PT3VxsZGGH+MK/8HgWFsudebGGHez9HWTCYT9h7zQ1DJPvSDMx3dgsrjARrjjgM+m81Cple6OkcDJA4ngzHivWlRTTvtXq+nfr8fmmvgbIMmxaietEC8i8WihsOhTk5OEpnubDabQDyZY4JqR0HfdfG9E+9DD65jxxx012sbcCp9jaE7cBZxyggqGLNlFFj2C9eP7YcH156c8XdjXaVSqVDfxZ5g7VDHRfv8tbW1QM9GP0CP9PFAnFLpz8bvcLrZN8uCOvZVrM9i9IbaKqddLQtanLYFWuEHj8LimM/noYEKlFLQZ38vp+z58zAvnmjimlCP2fNut0GveCfQMJArD4JoGOG1NNT6wFpwapt0hYJQW8xcwD6Qkiiio3puA2EkLDsGQVJIAPGsfvRGsVjUgwcPwjEffv7STcl4PNbh4WEoNUAXY+tXspBV8PMTkdlsplarJWnBy74Oyefz2tvbU61WCwepkU1bpvj4Au2p1Wr61a9+pVKppJ///OfXFvx4VxY2N8HPdQV+P2XB4OAsY5i9PXpMKfE6EqeUSArduPg7ipjdIYx5105X8Mylc6wx0hgn1hrBj2f3eIf5fB662M3n89D8AwoCjg2HEVIgTHDnGWhHpnAMl6EoGERQCTe4/h0Hcz6fh4ARtMIDTM+YQmPDwI9GI+3v74fDWt1ZhEaEwWbeoHd4gPi664a1Q3DFniPILZVKic6PvBtBDuPL2nN0kLOgmC8cExBfzgDiGWjCAcWPoEi6oubhYA0Gg0DbJOO/vb0d1rBne7nOzs5OoMDhDPrhuF4v4bQtkgIxavKuigft7Aff83FmnTnzmjzWOH/DtdirzK9TTwl+crlcOOsLCqrvbebdg6g4KeJICsLYsxdARLkX1yoWi6pUKqH+w8+04m8JlHhvPoe+YX1LSowF6wvaEzqXcXcWhaTnfi8tdKWve54DexjTiaUFiu9orAc/yGRydVaaU/HiMSToIBiL18KyJgUkB3K5nHZ2dsLzgpbQdMbn2msB0aVOc0dms1lA5qQrP4VaPWwUh6zGwQlj5bWQ0Lz5DHu33++Hbno0EoARQXDkSSeCH86k++yzz5Z2mLwpFGg4HGp/fz/ULEI37na7q+AnklXw854LigHF7Dzf6xAMlxe0Sj98XgoZLJyESqUSDkV1x9GNxcvQ1dwhjjP+niVayQ8LzjyGCePsbUHjuXHjLi0MuxskggOnJ8YURb+mF66SwfcMLv/2v3e0aJnj84eQGUenfB36OvKfe5bXg5gXjQXvwuf8+svWpmeuY4fTryktHBBpwWeP96Xfz2sTuC578k0FQ04QQ/KBBIR32PPxIHh1apNTVn1+Ymcnfkeu7/O5bF7jNcC9eAa/T4waSEp00HLd4/Ql5pBDX0Ebf2ju3xXxZwSl431B8b0rlq9LHE3eDz0cU0Bf9PUine0Oq8+J9MNn5jgdEllGf3LqFH+H007g5ih0rIM8YOSZlukg6fkzZGLdwd/7+8U20vWv09mcysX8sE75nNfjuB5zKp0Hv+jlONiM38vn0YPeOHnEOnFKnutbf+8X3cdt0LK9zjNyH1+P2Ltl+t31Srxu4mSdf8VrOKZhEpyDApMouWk9QADGe3E+3GAwuNH7vo+yCn7ec9na2tKnn36qjY0NHR8fB3rGdUX5cEiB/p3W5EGHtKBHTadTnZ6e6tmzZyqXy/r4448DXQdl4jD3Mgd5mcROKkaZDFJ8ovxKlgso4aNHj9TpdFStVnV5eRloPhgsUBDviuPOBZnMXq+ndrudaEhRLpcTrVj9bCZpkYFkzcxms4AaYMDIsJGJix1d7zDmWUj+TZE7VDI3wNAbJAVH1Wkz7iwVCoWQ+YWS5g4UgRqBiDuAUNpip8yDHOikZMXhibOevU2udFVU22g0dOvWrVA8HrdXxghyPle1Wg1n2Hg76dcVqBzM0eXlZaBYUCvjVCf+vSxYA/kCXfEzU3BcPKBz/cO7ok/8pHj0jddx8XnWHU6izzUtbakNKRaLqtfroVMd1yehw3XW19f1R3/0R/riiy90eHiov//7v1en0wld495V8TF++vSp2u226vW61tfXVa/Xw3iTwa/VaqHIHpqho3xk0z0ZMBqNEs7/+fl5AuXxWkI+43VxTu/i946wsmc7nY76/b7S6XRoZEBAx5z7+gNJpbkGtGlHViSFOhlQRNYayKPXPDnyIikgB3ESyYMvR4tIQnkTH5Bvp82xpjwYRNAf7gfwe/RLq9V6jpaGDmXdO00wDp5AQqHfoQfRCdTd5XI5bW1taWNjQ8PhMLQ19/o5GkGwBlgj6GWCYN7V97/rGhB8UJtOp5OwG8wjawgUCIouCZzZbBbQHsaaeWd9LwtoSIDMZrOwLorFonq9njY2NtRqtUJy6CaERh3ZbFa3bt3SnTt3Es18VrKQVfDznkupVNKDBw9UKBQ0Go309OnTYDCuQ1CMGPk4+OHfcVa82+3q5ORE5+fn2t3d1f3798M1cWKcs/8q4lk3ry9awbovJ/P5PDgIHDDo3cNwEjAojsDEWS4QpH6/Hw4rxXFgvTiVzqmSXBOnIe4o6EXXXtuCI4xRJgCIqXDQVzY3NxN0Nt7DnQjnumPocQQmk8lzXZqce87YYaDJIOOQ+7kZGHbnv+fzeRWLxUQA5RlnKEOM08bGRkBTp9NpOOPBBecHh357e1tra2t69uzZtawhggAPbnAgqbfivAunTxJc+Jx6W3LWpCdFWANxZl5aUAlZG4PBQOfn58FJ8rXkheBxBp41TwDqLZGhZXE95oRzjlwHEhiUSiU9evQocfDiu5qY8WRGs9lUq9XS+fm57t69m+icls/nA/UZNoAjRIw/yBHBB04me4VkCCgh6CHrm7kluUUmn98xdx60su/6/b5OTk5C0JLP5xOdGT25wbVo286eh2rqyDT2lKCNbneXl5dB7yG+vhwBoM4NxzcOWKQFVc2TJyQ+0EvsAfaPJ6pcP5MIIEHD+uUa3W43dDV0tIf350BW/7kL14kTG+wz78CHLuD9/YgCdAO6gi/m3xFa14M+h/yc8SN4Qic5QuUNYHgHP6vK1yoJHc4i85orT0j5/LH2OO+IBBT28lX9nVeRyeSqe2kmk9H9+/e1s7Oj0Wikx48f39g931dZBT/vuZCtwGm4DvoXDqUr1RgOjmlJGCOcPu8U5AZNShrbmNLwMs8W388PUn1XHYx3TQhaKAin3SnnYTj/O862unMAgkMW2GkgMa3NA92YEseaI4PoAYC0oJrwHSNzeXmpfD6foMP559Ppq/bGXjPA+mXtwRWPqSFO23D6hn9nb3hQ5nQ3aZGZlBYF0W7I4zH2zDDXJljodruBV/5D3HEPCPr9vs7OznR+fq58Pq96vR6ucR37xbPvrg+4P5l3sqnoFkf+3MlaRj3zYMZRAGnRKtzXZjqdDgEVCIGvJw9Y3OlttVqhBTNBO8EU+rBUKgW9yLV4Tqca1mq18HzsKZI0cSDuNR0/pg4jsCFoceSBgN/PXGIN8i4Et5nMorNejNiSQSfYdD3gTr9TJJ1yx/j4uHN96roYVzL67vz6vuW6OKpcl/XpiAu/80B6Mpkk1rRf0+2j20SSdDwHDrWjka475vN52KtepxLrUB8P7s/nCHB8vHHsaULh3VxJOhCcehMWvz5+gM8dz8d3UFfGIKZKplKpBE3W/RfGP0bbffw86PEgzuuLYv+F5/VEsdspBJ8KZB4UkvErFouJRCzXZc+g1zY3NwNCz7qI73WdwlrxoG0lSVkFP++5nJ+fB/iaAOBNDWgmk1G1Wg38dQ9+UCzQgAhAUCQckjccDgOdJX4Wd4ziDOwPCUrZnavhcKjDw0MdHR2p3W5fG+L1UxbQDigqT58+Dc709va2Li4utLW1lSgyZbzJhtNQACcPZ4OMHlkxvnujBEmJAn6MVi6XCwgI4oiJO4lk3XGiyFJWKhWtra0FyoQ7FLFzzu/4G87e4dBGnAGeD2OG0cd5Z927Y+Xihdk4EXHQ5wbRs73QN9hTh4eHGg6HOj4+TiBKsTBOzO/R0VFoXlIsFnV8fByQiTcVp/555pfno/EAzgLOIgEETQMuLi50cnISmrU4nZbgw503vnDIp9NpQMAHg4GOjo40mUwCbXdZq35JYc1y/36/H64tKSQEoIGBbDki4RQ85vzzzz/XeDzW6empjo+PdX5+rrOzs0TnuWw2G2i7XkT/YwhUMUe0yIKXSiWVSqXQKITzvUi8UUTPXlpGIZ1MJjo4ONDJyUmgxnrrccYPZMQDLRJpICCSlq79zc1N1Wo1XVxc6OzsTO12O7EvCQS4FzaILm6OOPI3FxcX6vV6ISDzjm/S4rycdHrRLc0TiCAHbpd935+fn6vdbocgAb1JEDoajXR2dhbmgmcD0SZIietnqLGlIYjvz9lspkajEc7Kctob9pxrEgR6LQ1zLilcz2noIOt01xyNRmGNMP5eGwjyxrPz/HR5Y7w9oPFGOfgjl5eXYf7QNf73UPXwW9A1ntD1IxaGw2FAPUH3sBvValWbm5vB1rivw++r1WrodFkulzWdTvXw4cNEMHwTArvj8PAw2KeVJGUV/LznQnYLR+dNUR9podg8Yy4lgw8cHt/AXjjp1Khlz+NQNP9HYipALG78UPxeYLySPyzME9SA9fX10KGLABqH3Z1Q5tUdBdCfuI2rB6q+dpymgJHnWnw5quH39SzdxsZGMM6TySRBtQLV8nVGACQtspRcB253nDl0J8gzj47WeFAWUxr8noyVOxG8y7LsLY4jDiFzRa3EH0J5GSuca0mhrorWttclHiw4MksmOD4bx4NegqLxeKxOp5Ooj3EkzR1CX0vMn9cLsY4vLi6CExgjcowP6wqUjO5u3MeRGhw4d8L9WR1xBCFyWl+v13sukObevlZ+LAHN9Wy+Z/n58rn11vB+uLGva9Ah5sYd/DghESOvHlz6eo/th2fb+TucYd/XTn8k0eB0xji4xlGNa1RjRDhOsKAnnOLlKCnPz/6Oa6UICrHxUAD5OXMlPd8wwe9PosFRIk/EOC1OUkD7eC7GK05U+jP6fufLu9yhX709N8/n9HUfHz6DOHLnSS3/G/8/eja2PfgrBOQExbyHo/kEV7wr48D48V6eJOS7B9p0gCTI5L1vUvCNQK9eJdH8Icgq+HnP5eLiQu12O2QQr2NxZ7NZbW1taXd3Vzs7O9rc3AwtIxFvGYlD4wpsb29P6+vrunv3bsjUuLjz65SGHwp8HDHCmJDVgKKyklcTanKy2Ww43X06nardbqvX6wWnx9E/nApvMuG8b2nRepR1gfLly2mTTg/hsyAdFxcXOjo6Urfb1cbGRijA9cDEz25xp8INcrzGnMpBAONfFMuyFyhodoTTs/xO03MnC+cKA+lUFf+sOxB8+XNTLMwJ5Kenp9rf31e/33/pQlbqu0ajUWjhmk6n36hBymw2Cy3NaUBBhp6xcXrTeDwOSNDJyYlSqVRoo897O7qG80kdEEXo7vh6wb23rt3e3tZ0OlWxWAwOsTuhOFZeh1ar1YJDw1pnfiaTSUBuQCXI3JMtB009Pz9Xp9PR5eVlqKPh2UA9aSJTKBS0ubmpi4sLHR4eXltHvtcRR8TIsqdSqVB7cXZ2FhBJP7sJcQoXYxInTarVqtbW1gIC6EEjaAnIAc63z9WL1qo7vdTZgNaw11k7IBCxvUEXuN6SFBAIdB//jpMqFJezH0ChQX7o0Mh1oMtSJI9+8HedTqeJQ8ZjuiwoIuMbzyfUuljP+V7wM8HQY47g8XlPbnpDAg9i2T8kR5lr3osEmesdjiVwlM7pyMvO7nOaP8/NIbZOu3emih/v4O8vLZrQ8OVryil5bssI8qgZIpB0xM8b9sRJ35uU8/PzoJtrtVpAoZrN5spX0ir4ee8FWkUmkwnFfW8qa2tr2tvb0yeffKJqtap6va5cLpfohILhc8XvxZz37t3T3bt39fHHH4fsB8LfeGZLWmS8XiQe+HAvahfoZLXKbLyaTKfTcFZBs9kM9Jzbt2+r3W4HpCDuwIUxckcJZANjw9+g/KVFhtKNt2dmmcNWq6XT01ONx2MdHR2p0+loa2tLtVot4QikUld8asSDHr5jJLk/lAgcYtagZy673W7oYMdp2YwXCAHoCYcAxwGN13Rg2J0e5vQ+DKlTMrwOgGft9Xo6OzvTwcGBHj16FJyqlxECSfYdTgrOwuvIfH51uHKn0wlBKPQz3g9HJpPJhAMAR6ORut2uJKnRaISGDKVSSYVCQblcTuVyWZlMJiBXOFaOPEynU7VaLbVarRAk4mx5t0HmgSJ11z98ZbNZbW9vS1pkTalTonDeAzRoa04R4llHo5FOT091fn6uk5MTnZ6eBuceCk0caI3H49A58ccSxtSfNZVKBSrT8fHxc+Pn6xgnj/oGHzNpEZQ6hZHgdT6fJ36Gc+3nKEHXlZ7vlobtIONP50ky8AQBOMQwG3BgY/QCm1IoFFSr1ZTJZNTv99Xv94Pz7MHEfJ5snsKZVSB/s9ks6FJpQQvNZrOhQyL6EborQQnoJe8ao1UEco5uen2ZBztxcOrvwtoE3ZQUxo15RUeBVnmSx9cMupikWDqdTtDiCFBoEELgF9f5eP0dz8v4xfVFvV5P3W43PCdHOJRKpdDQxzu8eaMcZx/ECBR6H9oc44cfxFoBZSP44VkY87cVAGF3O52Ocrmc7ty5o2q1Gmi9q+BnFfy8l4KSwYnybMybiGfF2cRA1E5he9HmdfpGsVgMmfoXBTSvqghiKo3TCa7j/T9EccSOrm0E0u6QeNGxG2nWC+hP3BCADKDTX6Rkq2f/nVOQYgTEKRUYIXfC/J2QmA7idLX4mfz63MMDIz7rYwaaAL3GHUGeyZGfZePn4u/pnfdiVNSdh1eda+bquihWPn6ecY3RNPYvmWaciLj9tjsc6AZfL7xLfP14rp2K4nMYz7/TqmJ6lF9HSlIX/XlcP0rJhiJ+GGZc5O4UJ5xAuvgRUL2NTLE7mz4+jA17AefVHUQf0xhV8HVAgO+F4S+iSLNX/UtS4vmcFucUMkcU+BzPy97ybD+Oe4xSuV2N0WTff76nPZiOgxXu5+vSEWF0rKMMvmYlJRJFfn2SQf4O8bMwVv5O8bw7xdfv6zrJ12Q8/3HAwH2wBR588Pc+16wh1ocjv54M8vHj33xfNgf+eR9Xfv6iz/m68u9+T3//GDmKP0PNGIFTvO6vU9yOkhCKD7j9kGUV/LyHUigU9NVXX2lnZ0fHx8f65ptvQgbiTYRs/ebmpiqVSjj1mgx3vJFdUeLEkAH+7LPP9ODBA9VqtUAZQGLnkZ959m6Z4BAMh0OdnZ3p2bNnOj4+Vrfbfa6gdCUvJ2Q4cUSn02k4m4ATsnd3d5e2+iXDysnfbgCdmkYmkTaxZDvJLHrWtNPpBAeddtm5XC5k4VutVjjTBmNDNpWsI0bUv5PJ9vM4uA+GHaobFAaM53A4VLvdTjiENPSQrhya0WiUOM+CsZIUEhTeHYn7+5hhEMlaUmxbKBQCbaRUKmk0GoXs6qsIxhAnhoDjTbOA7ogRRJO9l66ysX5eijsgjJ13noPCC1rCeiRoIOsMYkXG1VFEd17is1u8iJp1B7LE3zOvoA2cF7K+vh7QIXfmCFTImF9eXurJkyfPnfMzGo2UyWTU6XTUbreVyVw1DNne3tb6+rr+9E//VKVSSScnJ/r1r38d2k5fF6V5mbAuoRWCrHqCAQedtZ/P57W7uxvGC6eq2+2q3+8nHEXfg+yvtbU1VSqVULfndaPMJXbIHXdHEaBHgphB1wU580AJXTQcDkPDCahWHrzAbiB4pckA44NumEyuWkWPx2Ntbm6GM7ec9ubJSSjANGaRFskeR24Gg4GGw2FiTKCKTqdT1ev1gJyxfhnLbDYb3s8DbZ8f9o2kcH4Zc+tBCOsbuw6CgfB+Pv8ejE6nU52dnanb7QaHn32N/q5UKqEdOrTlwWCgTqeTCIqdYrm5uamtra3nAiD2Bk1JYKdQ6O/1Z7E4Ig+KC3LiiA17BWomugT7QVLE6YIkw0AYb926pX/1r/6VRqORvvnmGz18+DD4QtedvOWajH+j0Qi6eSWr4Oe9lI2NDT148ECffvqp/vmf/1lff/31G3fzQMHTYYWuP5eXl6ETWFwM6s4ljtVwONTGxoZu3bqlX/ziF6EYPhY+HyvbHxLoCRiDZrOpdrsdqDQreXVByaPox+Ox8vm87t69q7t37wbqBoYbWooXrjJvnrWMi6Cz2Ww4AwTDDP8eWhrB88XFReLsDO41n8/DwaVejFqv1xNdxDzLyneMEcaWINozxXQJ4xkxlgRtTsvEoUbG47FKpVI4sNTrnyQFeodn/mMUjDHA2aXrmBdxQ7daVnD/MnITRbbuPBIM+BkeUNxYa9PpNMw/NTN+nkcmkwmd1yaTiW7duqVyuRyywlyH81aYF//uqAKfJXikPoIvD2RZ3x7ocw5MKpVSuVxWqVRKdPDybDbzNZ1eHfR8enr6B8duNpuFOf3888/16aef6rvvvtOzZ8+eO9DyJsQdNfS113kwtzhN5+fnKpfLqtfrIUGBLsBR9uSYz8lgMAh1Q5JCUOC6nyCzXC4nWtATLLOPGDOSX9CPQKbQXTw7yA+d9RxVcYSX4MY7VxK0EhgRRAyHQxUKhbCuYr0gKdAkJSVatXM/L4wHcXddSmc9KHgxZTaTyYRAxpMLTismyOl0OqF1O+yMbDYbaKoxSssaYI94wwXehet70mE2u+ryeHR0pPX19XAYKoeckohAX3KtyWSidrsdxt6THfggzBlj6AEQ7yItgnpHQGKd6b4MCRvuSwMgtwUkogjYcrlcsCG+3j2Q5LnW1q7O+6lUKmH97O/vh3V53cGPsxhyuZyq1aqazea1If7vu6yCn/dQHN6/TrQjl8uFwjjPXpNhYgNLC0jbnbxcLhf42TisyzIuKEgcsTgIepFQE+EH5JGZuW5xGgIG5acuZLLPz891enqq77//PrRCHY1GAa5fW1sLTqD0fMvZOCvnc+1Gm8wU8+gHzeEMg454U4F0enEYJRk4P5PDqTP+hUHLZrPBGEoK63U2m6larSqXy4WaMpzfTqeTMGxOq6EwnOs6hYvPsk99TbGueC9fy46CgsydnJzo4cOHOj4+1vHx8Y0EMgjOAM6m1+8wt+4c4STm8/nQWrpWqz1HnyUR4k4xzgSZbwISPgfi63Pr4+8UMkmJeWCOWSvSYt25w+Fte52+wvW8cQN1OgQ+2WxWm5ubCZ38KoGpB1eOIJXLZVWr1RA03BQFjneRFMZZUkAe0+l0yNwTfINEsm6p38IJlBbIC+OEvSCowWF3/cAcx064O/V8p3Cd5ig026HWx1s0owO4L7rFD591Klc6nWzVH1Mu0+mrmh7OR5MUAiZQ9GVUMIIZXx8E6NKifTP2FuSoVCqF+hVHcAkIWIcE+vP5on7K34tAjLHwZIwzMpwex/t40wk+6xQ35pr53tjYULVaTdR3eXe0bDYbPuuokndEYyzYnyCFvA/NI/hinlgjXpfFPLsOj6lwBJKMv+91gnJ/Z5I5UHc9EcQ9vfEH+yKmdN4kFc111U3ajPdNVsHPeyhAur1eL/BG31TS6avC7c8//zw4Lygtsjo4AVCEzs/PQ9ciDHe32w3d4aA7xZkGoHQOUHN+smdZ4r8Zj8eB1kCRM3SH65R0Oh0yPJeXl+r1eh9EgSDI3Xg81m9+8xvt7++rUqnol7/8pXZ3d1WpVLS3t6dcLqd79+4lqEyewYyVPxQyqGwEPGTuocLQnQYn0ikL5XI5PGcqlUrQMr0Gw7nqMQ/bC49xYskQc3o9Wf1OpxO64rTbbQ0Gg5AMwGGnSBeKIIESbZ1xungeECu+e2tbRyvI1tK++eDgQM1mU48fP9Z//a//VY8fPw7F0Dcl0F/X1ta0ubmZoD3i8JIFPzo60unpqdbW1tRoNLSzs6N6va67d++Gblc4bpyT47QedMxsNtPBwYEuLy9D0MT5PzQ0cIeacR2Px2F+KGJ3imW9Xlej0UiscRwWUMpqtZpwVDzQxVnMZDKqVCqhkQKF2MViUTs7O5pOpzo5OQldEl/GoZnPrxpGjEYjVSoVffXVVwFluHPnjsrlsh4/fhx0kDfvuC7xRAA0N4KdUqmk3d1dNRqNcEAuZ4ARUA4Gg4BwOd2V+aFDoSRVq9XQ3AIU1ovovY6GgNaLzP2ZsX2dTkdHR0eBVrSzs7MUDZSkUqkUAgi6sIFCSgqoZCaTSXSD88CLQOPevXsJSjf0OwJBdBJNY0A0QV7QW6CIs9lV50TsInaUNX15eRnGCx+AAL9er0uS2u22nj17Jkmq1WoB5cTRX1tbC7Qxbx7ijYx4FneWSfKQVPCEEokpdD2BXL1e187OTgK5IVCUFkEfeoAES61WC+guHdTwQQg4+Hy5XE4EP+hQ1gwUO6dAEtB4QM0zFIvFYFeW0e68FhO6LONG0MhewofweznKSNKMtXNTQsANjfO6Eab3VVbBz3sozjW/TlRiY2NDlUolcb4PTpjTVFBAGAEySI74vAj1QTzb5wWePyROC/JzPG5iM3tNyk1mZd4lIUMEdx7+OM4E2bxCoaDt7e3gpLjDKCUpCRhIjJNz1UFXMCKgPk5PwFjE7Y3dofCg50VCMAblJZVKBcMDrQwDDmWL7okXFxeB9ubtZrkuayU2qLwHhpfnJHjwhgYEh3F2EGf97OxMx8fHevz4sR49enT9kx8Jzh/0o0qlksiCewcmP0gSZAAK4NraWuiORc1VuVxOOLSOslL/Qzc+1g8Oo+sUxgq94M/nDrWkQN3EufYMNxQWd6I8eEb38d2Ly6nlKpVKIZBnPl9Wb3jDDPQqCIakgLK4k3ad4sgP39PpdKgPmE6nwRaAuHrhPc77fD4PVDMXd1ihq2FXnI7mVC/fQ+gknxenp1Fnw17yzmi8i7TYqzwzdGlHNX3PMuckY+JrFotFbW5uBtTakR9pcbYR9/R6GEcxQSg8O+90NenKkSZZwph4Rzz+zmsF2UMgp+w1T2b6Mzmt3J8lDj6YH9aFUwb5O4I72ALYCe5L8MBYOdrFOzM+cc0QesNratjnTm9jXH3evSbQbYYjR96Wm+dG5/nxHnxxH+7NHkJXeOC8LCn3KrrideSmmELvu6yCn/dQJpNJKAZuNpvXlgl0R41MgRtDAhsyNtB7+JtOpxOynn8IKYkpSS+jAAaDgQ4PD9VsNnV0dBSaHVy3QwDKhLP0IULFGMLBYKDHjx+r0+mo0WiE7B1OLFlSN4KpVCphKDDOTpsEwXNKjAexZIbjdcK9OEBSUiKb6rUn3tAAw8bJ9dAwPBjzzBwBHsXqHtT8kPCcntXD8Hm9AgbY6SXSwlHrdrtqtVoaDAb65ptv9Pvf/15HR0eBDnbTUi6X9fHHH4cCeK/tgCbD3K2vrwd0aG9vL9SCMO/u5HgzBGoJfexAYVKpVAiKWVsEVx4I8B1Hg1bZ7rhPp1MdHx9rNpuF9ssgWziAcftbRxLdce10Oup0OqFdrNNjcO7eRFjjUIZyuVxofz0ej3VychKQhZsUghQCWIIM9LvX/9FJSlpku3kXaVFTJClcT1KgLxNIx7QkR+KQuG09lEMSVSC3UtIRZl85bU5anNHlOgw94PuUfY3uYw+A1GCHcJR5Ng+2nDrFuKAXaBrDniLZxFln4/E47DVvlz+dXjVTcOSMekD/bExNZ/x5Zg94mAMPCtn30AZdF3uA5zYcH4I5YK3EZzu57ffgChvi64KAijlx5MaTR+gSEiheb0nwRRvyZewUHz/sIHragzL8IdaDB5WsH7dxHrB2Op0wvzfpY4DOz+dznZ6efhAslpeRVfDzHsrFxYUODg4SRvg6xI19XIOB4oOe4r8jUOAwv0wm89LBj9/zh4Kf+XyubrerJ0+e6PT0VE+fPtX+/n5wVq5TyErxXh9ipsQh/t///vfKZrO6ffu2ZrOZKpWKcrlc4OyT7SX4kRQKW6EsjUaj4HCmUqlQDI5DwbrCqHFdXxfZbDZQbThk0jn/GGmCLxxud0aoB/BgSlLi3gRJpVIpNB8gqwtlyteqPyNG1B1CnAyez40je8mRDenKcTg5OVG73dZvfvMb/Y//8T/CmL4NqdVq+tnPfvYc3dCDAp5/a2tLnU5HGxsb2tvbU6lUSlBpKJbm3+l0OtB2vbA8l8vp/v37qlQqGgwGgXbozga0M/QTTgxf1WpV5XJZ5+fnIVvebDa1v7+vy8vLQNdtNBpqNBohUOL5qD/zhh6SAgrXbDZDfQmOGeuKehdHkF5VGFs6BzI+OGB+PtJNCpSiWq0WnEQoZtSgEKQSdII24ByzJ0qlkra2tiQl6Z+MI3MpLQ6AxZmUFln9mC5NTQ/NBlKpRbc20A6c+Xgu3J45xZHP+lrn/qlUKlDCWQskKM7OznR5eRmCP0cJJQVdFDcAAg0nIPGgADTBEwXOtHAUgwYuBD/OxOBZPFCZTqfBf/Dgxxsa0EGT8ZIUgheQlTgZ5GPImomDJ6hg/re+Z7zWiHFDNxK88c7eLMcpi34vR/Fcb+G/+NpwxgEo9mg0Cod/e/DjyA41o9CnQZ8J4LAbHDI6Ho8DbT8O8K9bLi4u9PTp03Du2Ko51JWsgp/3SGLl5ScHv6nEwYiULFiXlp/LQFbHoXOHVj0T4/dyLvYPQb9+Hac4kD25qYYHNxH0uHPrRuJdhKLdiPDd58cpBR5kUDMAfQnF746q0ydiZIe15OtCWhQZ+3PxPE6XkRZUBaeVOM0E8Xvyf4R7u0Pg+8CpD16n4EEQz+51bbwLn5EWKJs/Q7/fD7VttA9edsr564o7fDHdjqynHy7J73BiPIPKHvQ6Hc+6Q2UhMGX8GDdorFzL9QiBps81f7eMLhv/3xGEWC85tYdnQq9xnTgj7LQWHMO48xYOIoiZ/w338H3Fc0K95P/UhHhLXcb/ppMyjBkBHe2poaX6XmMtxBn0ZQktd259rJkn/5sX0YXia76MDXGUIZ7TWLiO73cfa67n58/4OvLrMJ+eWInbvvu4Yd/jsWGvxnoZXeo6MB4PR2mkxXlcfo8YNVmmF91uLxtfJLZxfGZZkOH70fcd3+Mvl/i54nXi47CsaYsjYgh7zlEqKLse9BG0+v6dzWaJ5FbMSFm2Nv9Q0vc6BL0qXa1lEo3o0Q9VVsHPeyKpVEq1Wk21Wi2BvFxH8IOi2NjYCO0v4+5abG4v6mOze3aIDRUbyPh+fh6LK+hlxhIj3O/3Q6MDHEIcpPdBONXdnaXz8/OQCXoXhPluNBqq1+uhs9v6+rpqtZru3r0b2qFj+KGvFQqFkPVqNps6OztL8Nk5xRzH8M6dOwnDTPYu5sr7WsKhhsPsyAEJARxx1iUOG/uFDCJdnzDo7og4N51sLdcHpZGUaACwsbEROpxhRHH+2TOgBRQbQ8k6ODgIFLHLy0t9/fXX+ru/+zv1ej09fPgwjPHLrnV3UmKnTLqiH+3u7iqTySRaTdN5bWdnJxjNSqUS5i5ufiJJW1tbiXNyCBoxuGTzyXx6gAMyc3Z2Figq7XY76BeQQaguk8kkNDJwnj9Z5tPT09BWm8/gwGcyV52c0GcUhkPhcsdrWTaZ+ebzTpsjswsFK52+aivcarXUbrcDigVNivOzWAfQicrlssbjcVhLIE78Dc0vQDZuKmM8Go30+PFjnZycJAK5X/7yl2o0GgEVwCH04BSqotdGYafYs+x7nEUorE49Yy9TZ+ROrbRwOEEApEXwwLW5DoXv7HuQCVgNrDXeaTqdBoqkJ6263W7I1oNoOxWPIAT0jnv5WqYzIOcEuc2jLs7XbyqVUr1eTwQ/vkZ9fNmjjnZ4ADYYDML+4X0d/Xa0in1F8ODj7kkTngNdWavVEr93vcffS1fsAM4c4neePHWdT62mC6ijpIA28swkrdDDpVIpJGWYU5p3+FiB9oB8FovF0MCG52232wkfx30XdB+6zpkCXkN8fn6ura0t1Wo1XVxcBJbETQgo2mQyUaVS0f3797W+vq79/X09efLkRlGnd1lWwc97Iun0VWvNnZ0dXV5e6vDw8FoONnWDghGKu2e5sltW++B8X0eHUAzL3oUAyx2OZXx5z1DAOe/3+4EC8j4JVBYy4KlUSv1+PzhEP7b4OqhWq7p79642NjZCh65isah6vR6CAeal2WyGgzdpDHB8fKyTkxNJCgHGbDYL3Xk2NzcDBY7ghM/GGUanvbhBjZEXusVNJpNEHYBnsJ2XHWcHfa0zDu4QENwT/ODsw/vm7BPn5HuGHwqd06Nms6uDW/f390M3w/F4rH/8x3/UX/3VXwWD+6rrwx22ZcatUChob28vNCTgDA8Ontzc3AyODY1QvEgdx4L58+DTA5t0+qqL5NbWlsbjsR4/fpz4zGQyUa/X0/HxcaCujcfjEAxwH6hGOJyeNEFHeL2Erx93tjc3N5XL5dTtdkNnuXq9HpxLX19OR4mzxaVSSbdu3dLGxkYIcubzeaLzX7fbDfdJp9OBhjWZTML402mQJjMkFWjokcvlAkUQJ456qpvs3HRxcaGjo6MQRPA8n376adgPvs4J8EF72UsEb15TRZOBcrkc7AwJIUfoWFPeQMfRCq+jYI6hncVUNm//TMMNr8MhcPBkBR0pnT5F23nWbbwv2TPohUKhkED+SqWSKpVK0COeSPHkgbSofwH9w7FmjKC5OYpGQODIkAen4/FYZ2dnkq4SIN4CHloddtkphuyBZRRBTxTkcrmQKPHkFAEqa4LxjVuN837z+Twx5zHqnUqlQgBO0iaTyQT6HuPGfoWizR5MpRYUTcaX9cx9SbrQZe/8/Dx0LWT/sdb9qANvf+1nxvm80CW3XC4nGv7clKB3NjY29NFHHwVK9/7+/ir4Wcm7L/B4Y+X/JsgPG5HsWnxGD8bPnQ02s3dB8YyXZ/tiZYksozAsC5TI9FJU2uv13tvW05PJVQcxHG9JiaYSP7Y4p3pzc1P1el25XE47OzuhcxBNDlgztE7FQJChrdfrCSqCpJBRi+lWOB00OZjNZolOUHwWQ0amjt+DyjjSUSgUwrplPSKePXbD6g6vU4timptndnFwKLSPz7dyWhjO1mw2C04itRze+Q6n4E0cXKdt+WGPzMfe3p52d3fDmA+Hw+BE4GTjMDCOnrnHQXKaHE5uHJziRBL0UdxNHQMZckfM/Iv6EE+SxEXWniXmuxdvU5PCHpxMJuF8KPSezxHriO+sYebXz//w+fEmGwQN5XJZ29vboSYEFIeGBh78UGvGGLF2nL5DsH2TdBlPcHkHT/YNeplsP/Vtvt89iPHzVpxJENf1SMmDJ31+mVOcxGXMAg/6PVHH/LKvJSWCLkeufI+7HXSkgcQICQAPnJxi5c+aSqUS9R/sbbfhjkLHuoexdHvrf+f7EXSc/cg6Ze0zj/F3R5ac0REni5hfTzywXkH+vIOdB2kxsuOJJ6e5ev0RayCmNzLHtMRmz7MO0Cc+t54wRo94IOU1mf7+BM/UbFGDSYAGks97s+7dP3MKHzWK6+vrwceJ6YE3JbHv9SHKKvh5TwQnb3NzM1E896abJZ/Pa3d3V4VCQY1GQ5VKJUF5QzF41sepBqPRSK1WK2SJUCI4GTiHsThf9kX0OGlBv+h0Ovr222/13XffqdPpBLj8fRKnUUiLAxrflQLEXC4XzvP4+OOP9fOf/1zFYjEUoS8Tui3R7YoidzfeXpvmgR7IgBfYViqVBP3EHVtfixhGjCVtgeN7e5AC/QXHVFLCGY7pHZ619oN1oSxsb28rl8tpd3c3GLFKpZLgkc9mi7M73PCDjNEQot/vazgcqtVqaTgchrOFXvccLxyRjY0NPXjwQB9//HFiLG/duqXPPvtM2Ww2nFTvDlm5XA4opSNodD3Csc9ms6rVatrc3Ew0h8DJwzFpNpshqCqVSqE7FmPK/NLQgK5OICbdbjfQ1gi86brF87vzx7UlaW9vT3t7e7q4uNCjR4/UbDbD2TygmBxsyzlXTrnEYcpms6rX64GCx8+dT+/duQgki8Wibt26pXQ6Hd6N9ukEYQQ/t27dUrVaTVAscexILlDcf5PNL3C02Vt088PBG41Gevr0qdLptKrVqhqNRsJpdNqaZ8AJpEAMSVoQzHngAxWOQAO0o9vthn0dBy8kSAjOzs/PtbZ2dVYVz4Yj7sgC+xLqKb/nb9BFcbMC7gll0zuUTafT4BzzztC1GR9HRmazWeiiiW1wVDyVSoXmLh4IeIKR+4KsMPbNZjPR2Qz950EdaAv7HSqoMz68yQJr0/WGJyYJinx+3OlmztnX6HOQmbi7LGuFsWbcoJH5tUnkeCMJ5gZ9AzsAu+PUSuaVa5GUY1yHw6H29/f1/fffB71AIwferd/vh8OLnQ7MmNVqNX3++edhTUDtu6467pX8sKyCn/dInCMdO5Jvck0y1ygLlL7TehxGdy4yChAEwz+DcxtvZFeEy8Q/D0+eFrMoivcV+XmXCwyB/3F2arWaSqWStre3VavVEsaYTN/6+rrq9XqoVeCQUtbpMpTDs/PSIku3LNDm93yGtei0Mv5GWmQwnZJAzUk2m03w/KXnO0hRdO5F2THqQ1YY1IAaKEcuPKOLkUagB52dnYWAwQ0z3d8chXhdSaVS2tzc1N7eXiL44eBKaG9QaNhbTglxZ8Wz+FKSmsOzOvLD9/Pz8+Bk5HI5nZ+fJzokUX/F+HnhMLQQ1ie/p/4IxxFHjeDHW/ETSBHAMXdcD52Ko0fg4/Qeno86AAJGp2U67YWx83a7BE/9fl/Pnj3TeDwOdQZcu1gsJiiSPIcjPz4vNyU+niA/rCEPLtfW1lSpVILz7DVungHns47msGZi+ik/4zvzy7xmMpmAZsaOtQfAfJasvu9LRxAcgXJEwtGOmB7rgQM1JwQnBGpk/tFV3jDCkROSRgR8jL8H3zj8Pu48f/xsvBPIa7fbDXvQG2v4GMfICu/uY+PX5x1cV0JPlxbBjyeVfPxjBM6TrgSatFknoGQfSUq0iCYJhh2RFglWD958LLk36yM+n8rXldd/rq+vBwTcW7/zWd6TdR8HfLw/yI+kYMNuOuhxiuGHHmCtgp/3SF4Epb6JkBWjqB3nPObbuiKIFTf/hm+9ubmp2WymbrerYrGYODTsZWQymejs7Ey9Xk9HR0f6zW9+o7OzM3333Xeh1exN8mM/NEE512o1ffXVV6pUKvroo49UrVYDFzoWpx55rYfXivlnnTbA57wmxo0ejifG1qlXUrJD3jJHhXfic16U7HUKZLFxYqhfms/nKpVKIVDybmsYSrK6UJl4TqfGSEo4Bj5OZJcnk4lOTk50enqqwWCgZ8+eaTAY6OTk5KUDHzfyjEuj0dC9e/dUKpX01Vdf6cGDBwkjDNLhATmBIkEFhyWSKQe5YX/zczLZOD6TySQ48tLiEE/mkPciS886c+68zyVJGbL96KVer6f5fK6zs7PQBACHCIc0m82GNrWsvzt37mhjYyM4oqwHxiMWaG6ZTCYgWyAEHuDxXjFdC6oMiSZQhN3d3UQzBlAuGoXg0JEUmE6noa4sk8mo1Wol6EQ3JTwTNWn9fj/QJZkrnEA/1d73Jnsi1gsxrS1OnuE8u7NOIOtrxZ1gPygWu0MXSg8YWRMgrdPpNAT9s9kszLXPv7TQlwRU4/FYnU4nJFJweJ0G7LorprQ58wF7O5/Pg85xui8ItSdtoE5ms9lEHZOPM1RKp3lWKpVwSCvUW+rLUqlU+JzrrZj9QYKJIwQ8+PDmFk5d80CYMWR/kEwlaUBQwM/Yq7yX631fS9IikPXnJ/GFLuGYhWXJhGXJBSjhJF/QezQsYK8yl6x3D7hZE8jGxoa2trYC0s9avAkZj8c6PDxUPp8PjWE+VFkFP++J+Ca+zkJXugpVq9XgEJCpgiKAMnbEBycXR2A6vep0BHw8m82CQ0J242Xl8vJSjx490pMnT7S/v6+//Mu/DGf70BXrJo39hyYYg52dHf3Lf/kvtb29rWq1GpQ8lAh3aFgfrBGnLknJrDFODkbbKS5OYYu531CNqDdy596dVHdyPPhhvbJfcMg98CJDC8JwfHys8/NzVSoV1ev10I0Mg+TrvtVqBZonWVsylryLBwkcbOf0u8vLSz19+lTffPON+v2+njx5EqhlL0IJ3cB7Vt6N/N27d/Xv/t2/U7Va1e3bt9VoNBL0mG63q9PT04Sj5JQSR/GggtEhbnt7O3RenEwm4cBaXyMceJrJZNTv99Xv98Oco2NA8aAKuo5hTUEF8qwsiHOn09Hl5aWOjo50dHQUxnc8Hmtra0uffPKJ8vm8nj17pkePHimfz+uLL77Q/fv3g8M6mUzCWsDhjsc6l8upUqmEhA5BD+vKHT5JwdHnvJpyuRzOxEGKxWJAS0D9cKIc5eLaZJbr9Xpwsk5OThJnwdyU0HAjn8/r9PRUrVZLpVIpoFjT6VTtdjvsb5xTX1fMn+/PZUwC9AF2x6larHUobOxj7xJJfZgjVpIS3Qi9NnA+n6vX62l/f18XFxehAyLvNBqNQnE6dC/mnMQQ1G/WDoHRrVu3wplXbrMc0eG5WRseVHe7XQ2HwxBEebKIBAp6lwANBoZfM5PJBBtMoLS2tqbt7e1Aoydg5HytVCqlra0tlUqlcC+vxyGIgbYJoktSCXpYvJ9Go1GgrNPsg7lkX/NOXJOgLp1Oh2ApRuRimqoHmIypHydAoF6tVgPq9DJIKoEKQSf3a7VaSqVSiY6nrBNHnvL5fGj0QVKkXC7r0aNHIbmA3r0JGQwGevTokbLZrDqdzgftR62Cn/dEHMa/zuDHjVCcnXJ42n/mlBDPHMS1GGTBnBfvCFIsGANaRA6Hw8Cb5TRk5xGv5M3FjQgK2Tv+eVYax8a5357R8/Xga8adF6dZ8H836st+HmdspQV9gHfw7/HajakucZaQQIN1CrXEs/wxVcZpc36/+N09SMFhYA9j6FnnOJkvUwPmwSMZVJ6P4IOOegSPsRPJXPr10APMu7RAaOIuXz73nhTx5Ahf7jgyRv4snkV1580dYp/3ZZlzadGe11Et7ypF4EXgydx63UmMJniROXU43MeDH57Xn9vHkrnxoICxcCoO7+TXYI5AHp0+dtPi9CbWK0iZU0GX7Xmem3USU6rizHj8zvE1nZLN3/k6cOplvI587H3PLtu7fl0caF9nMR02vkb8f/+Mr5F4nP2ePnaxuI50p9/vEyPwkhI63d83pvW6TvfP+bPGa5t5iX0TfwefO3/+H/paNj7LdL7P8TK/JUY5PIB+mb0U66ONjQ0VCgWdn58H3wQUzJNxrmvQM/7+6A9vlHNT4jqQRF0cnH8osgp+3nFxJ7DT6ei7774L2a3rkBc5qV4zETuk0vPZZ1dCk8lE3W43BEBOG+Bd3PlCobVaLZ2enmo8HuvJkyc6OzvT8fGxnjx5ouPj49Dx6abE38+5/D9lwaHAeSMzB9KCgoxP5faORojX9Hgg400EvFYIR+aHOgtKCwPCv+fzeSh8jo2838fpXP68nomj4QAFwdC2OL2dz2AkcPIKhUIomPUuiVA1vD5KWhx02ul0Qmvn/f199ft9fffdd3r27Flwsv+QzOfzxHkUlUol1IzQ2e3Bgwfa3t5O0E4xfFC9Go1GWAM4+9T80PCAbKvTzphTGkk4jZBW2SArPm9ehA4Kh+Hn+dAz/qwEXKBnON2sq0ajoVKpFKiE6CUSJhyyS6bVz59iLNFP0NKoybq4uNDx8fFzDhINC2LkjECT8aHOjNoT3hXHkWuBXlCfxr7wbDi6tFQqaTAYBEczduquWzz4PT4+1mw2U6VSCag+2W4PAEERQXFiqjbICePDOBLc+Vrz+iL0BA67JxTcKWbfQmXjfDUPkkAm0um0dnd3NZ/PQz0H68Jpc6lUKqwVaVHDyRpkrqDHXlxcqNvthqYDs9ks1HTFgQ422LuVVSqVcGZOrNcymYwajUZAgZrNZqDqDQYDZTIZ1ev1cGYQ4mj42dmZ2u12QFFJyLCf8/l8aIlMzY0H+p4AgwZH0ojPYlOhtXFdD2SZr/l8Ho5W4PckokBE0bFxMBsH33Egig3wAE9Kdpp7FclkMvr000+VzWZ1eHio//bf/pu+/fZb3bp1K1A/WcvQmc/OzrS1tRX2ORRL77QJZe6mxMem0Whoc3NTFxcXevLkiZrN5o3d912UVfDzjotnIjkTxpXkdUkc/JCBRXFh0OJMHc/oSgyqDNfA6SBDjWEDHifrcHBwoO+++y7006f71fHxsY6Ojq71fZeJZ5jd0f8pC+srdrQ8O+StbBEvbPYzXkBLvOWzfxYnEiP2ouDHHV4oC6xBHJtut/tcoLUs8+60OmkxtzhVvV4vOA843KAxqVQqOLTO4fYidTjjrG+c/5jOM5td1cd0Oh0dHR3pu+++C4Xvp6enr+TEEuisr69ra2tLlUpFpVJJd+/eVblcDlRWfz6cNeaHbml84bxQx7S9vR1osZVKRRcXFzo9PdVoNAp6Abofa2Rvb0+lUkkHBwc6PDwMdCnGbzAYaDAYBFqhH5LpmXGfVxwu9AQoMns1l8upXq+r3+/r7Ows1Cpx5hQBEGug1WqFtUamFseLmkUoaASDBC/lcjnQi6DdMabZbFbb29shAPUgjv3kDiOUrFRqQQX0DlWeYOIaBGjeuvymgx93XpvNpjqdjmq1morFokajUegS6kkInDk627H+eV4y59gAzmxzHeydunBu3XmF4unBlSMZJDJYPxsbG4ngmUCFPYT+IwGBDqIWhjXCM4MAFgqFEFxB8fR5J1AmkIfuSG0Q4ggRNVV+uO98Pk80FqpWqyqVSmq32zo9PU3YXBIW5XI5cf3xeBwSVOhquhyCPrI3oMixlxhLP1uHRA/BObqUBBHjxd5zaq3X2bCGQYH5uXeOpNaXgNVthCNz8X5Aby9D1pahYy+7J+7evat6va6vv/5a//k//2d99913SqVSevDgQSIZNhqNdHJyEs44o86K5xiPxwmf6KbRXManVqvpwYMHgba5Cn5W8k4JBcHp9KKl63Vm+17kMKIQPFO5jIqAMvPWtyBHOCmdTic4OVxzc3NThUIhUaDaarVCW2D+DS//bQjcbp75Xe7Mdl2C0qXjFsgFh5r6OQnLBMPsnclAEdyBjakfBB5x5s/Xn9M53IDhPIFG8VnQFn7mz8Law3DyzN45iXvEdDrGwY2SZ/hjyijP7LU+dHyDNoSz4N2fXiQeBHDPUqkUgptqtapKpZLo2kiWE8fGa6X4TptY3pe6E+aKrDZOnD9rOp0OVDWCCJxYnCwPPHH0KVYnGIrpRCBNTmviGcjGU2PlyQmeww/gJTimNoJ5IhAiQOn3+2q324nzh0D+BoNByIin0+mAAjLPOMwEypPJRJ1OJxxLQE3I5eVlwuEHGSI4c7oW1wbNIPg/Pz8PZ5212+0EshhT6q5TfO8yZ9SEsQ+ps0Fn+vPz7LE+8L2N+M/itcZ4O6Ib2yRfN9gnELbY8fV2z/HY83P0AZ/FqfX5T6VSiZbLBBGe1OGdqXGJ6XQeFBMA+ufiZ+d9GAvWJDotk8kk9rgHE/FYe1IKPeMULAIiT/C4fvYvgiLGFz3Me3qCy2mzHrjEa9jtijNhPDnA38YJTE+m8M4+Hp6cehVhTOJzES8vLwN7hTq/6XQaAmQSI4yhB334Ua8TjL2skDxi7OKShw9JVsHPOy7ValU/+9nPtL6+Hs65ue7gxxWbtxL2DB1GxznzGIWdnZ1wHZQu55VsbGyo3W4rk8mErO/6+nqg5VDkB/3o7OxMo9FIjx490unpqTqdTsgK3qSkUlcFnl9++aVms5l+97vfvZdnCb2qrK2tqdFoqFar6datW9ra2lKtVtPu7q7u3LmTyIy5YXLj7efR8Fkc/XQ6HbKr0iKgoKgfqhAGhJ+RZXT6igc0ZBV9HwwGAx0fH4eCcIwsz0lQjrPip317hpR3xTDybDisPBeG1TOYGBZ44FDJxuOxTk9PdXx8rGazqWazGVpM/1DbdqfagOzQAIBuZtvb26FpALQznPj5fB7oe2trawEtIvjyhgY4mZlMJjj06AOv+QA54jwSRz+ePXsWxpvAB3oH2WAcYm/pTVetra2txLlg0GHb7XbQNaVSKRHUkV2fz+cBoTo+Pta3336bOECWoAudBu2OwC6Xy+n+/fuh89LJyUlAMymYB83Y3NwMXeM4g8xrw2iSsLGxod3dXd2+fTuBQObz+RC84sjhTGWz2dB8w2vCRqORfv/732t/fz/QPkGDcPhugrsfnzUjXTmkT548UavVStAYKX6/vLwMTTC81TuH57KWGH+nLxEogWJks9lQsL9srXrSw/UISEEul3uufgtEl/t7NzDWilM6sYHlclnlcjnci/c4OjpKBBbstVKplPh7R6pANEBhCQxAluKxcCRZUmhENJ/PtbW1FZBVzn9irBzljOeQZBBBGckDEi3SAsWL0SCQM6f4gpyit3ludBFNkdAprCtHZZxKSkDtz0bSwJOwfJ5GBoy11zCxBrxjHnNGAPwqwl4FoSuVSur3+/rbv/1bra2t6bPPPtPHH3+s+Xyuu3fvhsPC6/V6CKaxIeVyWel0Wr1e70aDH6jHNJGglfhN3vNdlVXw847L+vq6arWaNjY2tL+/fyPZvRj58ayKZ67iLioEPygjBOeGrClOcafTCR2ycMKGw6FOT08D/Qhub7PZ1PHxcYDm34bk83nVarVEhi4ea/7/qpmSm6amvK5g+MrlcnBeoHSVSqUQMHhmmu+sA69VYQ1huMnUeVYOh9kPb2Q8PbBwfr4bSWlBj/D9wFpz+oZnhj1TiFOLMxFnI/2LrB5OCnUKoEYvQn34gkqII+vIzx9yVgmuCHa2trYSh/PhGHI4cbFY1NraWng/bzzinZ6oG4TeRVcp9j/zCr0HZMxRON/3jDudozx7TbZYUsiakwjxBhCe5Wf+ZrNZwsnHuWbsmevZbBZqU6hXo1EK88A1efZyuaxMJhMarHjgNxqNAq2NOgoCUV+voEF08QPlyeVy6vV6IRAlQOH+BACOtDKOBAwg/X6WWrvd1vHxcaADsZ5jx/Y6xZ1EBH09m820ubkZxsfpZ+gNgh/Gz/eJIy28vyPErAnWD7Qv3tlRR0mBYu3r1IMJR6R9XTpN1QMM1wc8B2uYa3I2l9d1OdXOgxvWvbQIPjzx6Ad7sj8dIXJ0y4MXAhWnAxKQsI/YkzES5gitnwPE59g3khJjxvw6Ugct0+eT9cxneAbX8a7z/V15J+aCcQW9fxHy46igtAhufD5jO/Mq4slen7fz83O1Wi2l0+mQ3CVAAvXxs+QIzECzSYbclDj6z5qIx+pDkVXw8x5InN24bnGnT1pAo2Td+Ix3TfK/9aCIv+cEdi+QpGUnmc2zs7OwETEsZIYvLy9D73yU300LQdfGxoZ+9atf6c/+7M9CBpHv/X5fksIBoBgMpyxIiwLM0Wikw8PDEOTt7+//YKb/ZQTkg4wmTuSrXgOlW6vVAvrjPO7BYJAwFtAomC8MEMiPK1CMnNMU/Fpe2Eyw7A4Lz8i1pAWNAmOOMNagCDhgMcUhnh83+k4T8YJUN0Rx4wYvAk6n06FWyjO8BBfdbjdQOelgSNZ8WXc36k/W1tYCIkfwwx4i8wgVjLobdwhns1lwOHO5XPh7nFVqFry+j6wvwQHOPiidtGjggOPAWEIH9PmTFNYNzhwIErqiUCiEINNre7g+joN3fQMxIpiQFAqIa7Wa7t+/r36/H5A2D4BBjjwjzO9ms1loaMFcs15Ajvh9Nnt1cOmdO3c0Go10dHQUWsgSCNHJz4Px6XQa2idPJleteKHgra2tJQ6mdAolz+lUMJxw6e0lWcggg6yUSqWASJIUY536ngbppHEDTh9jz97wRNxoNAp6Fwd7WZ1fTHuKdQ5/z7oCVfEkBHbK1zIoJXudOWDs41o69qCjHzRMcOSHL4IpSSFBMp1OAwWcAC5OzvAeXN8TL/7+jljzzOhn3gndFlMJuZ6PEXrP20cjfn/0OfuH56QWj7+PA5gYZYSBwrvgT3gikvUFRZY1im1AP5Egw17ARAGJeR0pFAr6+c9/Lkna39/Xb37zm5Cw6Pf7ibOBPDBz21IsFoPPRMDsjRluQjyo/xBlFfy84+Ioy00YNjce0sLRZPNSOwA3nS5z7mDhPPpz4pB5ZgXDKEm9Xk+DwSDRFYlMMoYJh+W6aRzLhGz0wcGB6vW6/sN/+A/6t//232o8Huvk5CTQUJ48eaJ0Oq0vvvhC9+7dUy6XC8ic1zZgLE5OTvTXf/3XOjo60t///d+HszneRNLpq7NROG8AY/qq18DJ3dnZ0f3797W7uxsKuqfTq3MmcPRACwaDQSLj5k6QtDBYnpVd5qjE9A6CBugxnpXEKJN19997VhFEhSDIlToGkOdgrjKZTKg/GwwGwdnM5XLa3t4OxtSRA+nKsOMQYdQI2CeTSQheJpOrznEcxHl2dqZOp6PT09NwNs2y9Z3P59VoNFQoFPTVV1/po48+SqBZnmHGSSPD7N3ZoOewv3Z2dpTP59XpdAJCB9rnWUHoK9AWQV5AlryDlTuN7GGcnfl8nnDoqInwOScr6gH1aDQKHSNBZFkzjL8XnONol8vlsIZwsL7++uuwbnHIQJskJSiSrJVSqaR79+4lOvmRoGGuuebu7q4khSQAXeC8YQZjyf0vLy+1tbWlTCYTkAP2D461O+SeZJIWBwdLCn//NvQkcnl5Gc424Z3y+XxAwUqlku7fvx8CSNYi3f5wxj3RMZvN1G631el0tLa2pnq9rlwuF86Ums1m4fwxD4DcWfZgPQ68pEXSAucZPe1j7c0CisViSF6QEPSAxGmTUD1J+hHkQ6sj0Oc8PW+4gJBgY3yHw6FyuVyCIsm84xg73ZcgFL1LkgmKrHdjcxqm1/zEvgDIHQkDbDJjhx0hkGdfsd+wT9gPdCgsD7cV/gxuNwh42H+O3Pjv40AQ34UmDegXxrrX6wVE3OfhVWRzc1N//ud/rs8//1x//dd/rYcPH4ZxbrfbQZfiI3gtlQenqVRKJycnKhQKwY7dZPAT2+YPTVbBz3sgrwvNvuo9XoQu+cZwdMcVUPz3ZJWctoSy9Z/HCs9/97YQH4TM/8XFRaifIKNMdh5Kz+7urvb29v5g8JPJZEIb1e3tbW1tbSVoGY56vAy65/SLYrH4xpkbDwQw5p5dj/nXHnQsC0w9yHhRNpEMbUwXY/4xYo7O+N/GtBnPMMbP538XBz+8K/+OvzCojm54hhGHztcuxh7Hi+fyuhj/WrbGHSWl8QQ1Se784jB4YbUHmDwrKJGf3eSOjweizHuMZMb7Hef8ReuW+y/7O8bTnRwcVp9j1wG8n//cx9Dn2Ocvbrjga83XvxcuQ6mkPoWaK6cNObWoWCyqWq2GTl4EwKBdTgHl/VkP7hy6jnedj5PidDCfZ8+Cv01hbqhdmc2uKIocch1TKUlUeBAa71F3nl+0n+N39+SdJ0teNEb+ef8bv0aMViPL7F08V8uoZcwv1/N1y+8JJJ1Ktozy6/93NNWf4UVf/i6xLlsW/Lh+dX3m7+x7Kl6fBIFOfX7RGvdnivUY8+HO+rJ59jH39RV/ns+hQ95k/2QyV10gZ7NZoCTH6FQ8zr4m43d9W4FIrMM/NFkFP++4YDhRQtctngUF7cG5Bn6l/oXMpTufXqPhm9sNAJu53++HzyM4eanUVTvN4+NjdbvdkL19mzIajcKp999++63+8R//UaVSSbdu3VI+n9fu7q4ePHigVCqler0eMpBxFlNaUKRqtZr+6I/+SJ999pm++OIL/fmf/3lAkaDj/OY3vwmNHmiJukxw0jY2NnTv3j19/vnnarVaOjk5UbfbfaV3dcoGmUuy1ARViBs3DJA/Exx11oR0hVzgBBEIOlpCBtQdYs9AklnPZK5autIli+dxKgp/z/qFe89ac+SGdyiXy4nT3EE5d3Z2NJ/PAxIiJZuCMNfQwtifIE04s6wFX+s+3ssMjhvoarWqBw8eqFwu686dO+EcEeYFZAkDyvxQJ+LBAJlfUAacJU6fv7i4ULvdDs/gQYik8H7z+Tx8zpsMEDjgxE2n00BlwxnM5/MJR86DN5BFX5egSNPpNAR3s9ks1AVS8E82OZtdtPJeX1/XZDLR4eGhBoOB5vO59vb2dHFxoWazqcFgECiE6DfQr9u3b6tarapWq+mjjz5SoVAIX1KyzqFarSYyzOfn5/r8889DveI//MM/hI5z+/v7icz12tpaoHKhe6HW4vx7IomsvWfLvZ32jynozWz2qtXzkydPVC6X1Wq1AmLBvuHQXZ7bnX1H8yQFZC2bzWpvby8RWHhzAHe6QWElJZAffobOcSR5WVKFvcwzgKyityQlgjjWHuhjKpVKoJzoA6hs7BXpCoF4+vSpUqlUoNtyD28jD7LCHoM2ht4C5YkRDE8ekVjx/e10V75ms1lo1IJ+dFodz8peo4ENz5zNZkMdIrrZbYijxR4EodccufK1Li38CRKpsY3x98IOg/yQ1OAzMFnexLeiEUulUtGTJ0/00UcfqVQqqV6vByYF93e952PNWnFE8CZrnefzq5rIp0+fhuTFhyar4OcdF1eSNxX8uAPMQXoc9gfCAFzsyjDO3rnz5m0bUb68g2decSilK4eq2Wyq1+u91Cn31y0ondlspqdPn+rhw4e6deuWvvjii4DeuPxQhoZx2NzcTGTtcdx///vf6/Hjx3r8+HGg9+C8vkhQ3vl8Xjs7O/r4448D5edVxbPrGG5JAW1w5MUNJU6LZ6u8ABUnGfrFZDJRu90O18PwY5A8eHG0AuoTawfjwbNTiO6BIoX9ZPJwigiKPBuZzWbD2R6cKQU3G6qnZwRZxzjq1KbxftRHOV0prsPw8X5RgItB3Nzc1O3bt7W5uRnqsXh2HA/WFXQrpyXiYOM4E8yxx3kXqDm9Xi845xhkz+yzRrwIm/VRKpVULBZDfdPFxUVoaOJoojtR3m3NC6BZbwT60+k0gcBRM0KiIB5rHKrJZKKzszP1ej3l83ltb28Hjv9oNFKhUNDe3l5oDw7Xfm9vL3Sk4sBCkDeQDW8fnEqlQhHzdDrVZ599psFgoK+//lqtVksHBwc6OzvTycmJpCuKDEjScDhM7BvGD7qcv49TDSmidrTsxxTfX6enp5IUzjKhjpCarfv37weKoyOI7vwxl9iaarWq7e3tEAB6YwGnQc7niwY9rCESdK5H+BwUTtc73tLdA3yCkfjMKl9/3IvOht46nrVC7ae0CBLG43FIet26dSvsdUkhKKH9u6PIJAGq1apu376daDTgiI2jtzFtjnHyYypApmit7oL+8gTQcDhUu93WeDwOwSV6gc54jAPIniO63Gs6nSYSNf7lTQJIDpBoZZ7cH/G14DrGD+yez+fhzLIX6eOXkWw2Gxol3bp1S7du3Qo1bawx94X4t3cm9KSKN4C5KZnP54EuiV/3ockq+HkHBYOHo0NrQhCg6xRX8q7Il8HcOEfA2LPZLFBEYs4wig6nRVq0YcXR5Xc43hzAhlH5sYQxwdEgKHIj6Vl4R76WBUTx5zxYzOfzunfvnrLZbOAgx7QC/o9hgI/O872O4kYhUyshXRl+AjFHYWIaiAev0vP0FGnBJ8a4kgFE2WPIWScYR18/8RrB8EtKcKL53WAwCCeq4/hj4PhZsVgMRp73hPrlNCnWwTJ6i1NSPNPIOEnJrDCfJcNGbVG8lzmzh0M7ObjUM7mMndOD6CbHOmDsCWT4PO/E93i+4jUdB2/Ozfd9S90XwS0F7SAycRtzahdwdFkXBGeORs9ms5DBZwyZd3Skjw3BEUGTFxmvra0Fiur29rbu3LkTkE6cFKiu0N14dvY965j59jknEcA+5TT3+XyeOOeGgJyGF07f63a7ifofaYH8eFdFdyiX7X/P5rtT6Gv6upJpHtwjNHpIpVKJgLfZbAab4Wcm8fd0twMhI+gABfZ9iH3BrjDOUrJpT5xARH85Guy1fP438Rg7ysR8olcmk0kCBSeQ4t086SMpJAhZE7NZsttXTFfj3+gvdBkIqyeSXD+5XY7tU4zwL6Ob+ef8eUicTKfTRN0utsLb0fM516XeGdD1UUxPI5D04E9aJIpi+usymxVT3RgbahnfZC/4GBKoUcPDs8KoIVnCu7guJ3nnPsJNCkEP645k5YvqUH9qsgp+3kEhK03B9OPHj0Om6bo3BQ7vbDZTuVwORjqmoTgdxzPQHhBICyXvnVwc8fCWtmx8Nvzp6akeP34cHMQfS6DXnJycaG1tLVA6vDbBnWueH8fHqUhurDAG3hK3VqvpP/7H/xiuyd8TjOJE0BWIDPM///M/6+HDhzo7O3vlrA3ziIMNfarb7er3v/99cA7r9XpwoKhTcgeEsXKUyI00hp1iW5xxDA/IjRfU8/44EplMRhcXFwENJNvPvabTaSgMHg6HOjs7C2NFlpe1WK/XVa1WEy2OmVOcLSgXGC2nJKRSqXBuBoYTJ4c1jTNHYAqVB5rWs2fPnmt0wF6oVqv64z/+Y21tben+/fv64osvEvxxR058L3U6neAc4sTTjYxnxaF2RwCHCYfMnSR/L69/Yq14Bvfk5CQ0J0EI5LPZbKJIHeeIVtLT6TR0GATZYe3j6LOPLi+vzo7p9/vh0ECv1xkMBvrd734XDhkEfWKt5PN53blzR7lcTru7u/rFL34REB8/JHIymYTzOLxQ2qk+UvK8FBxw3nFnZ0d/+qd/ql6vp++//17ffPONxuNxQKNofOHIqgd/Lk4V8oYgfkhtbBdyuZzu3r2rQqEQWnk7RdNR/OuQ+P6j0UiPHz9OrEV0Kee8EFSWy2VtbW0lGAKbm5uBOtTr9YINZC15Es2DJzpfOiIN4jefz0NrccYT/eztm1nX6GgP9LnX2tqaqtVqQCmg+Obz+aAvOMfL0RYSHNSJ5HK5RH2Yd4rzehnehWdPpVLa3t4OwRboibMXPHhzOjJMDnSLB06sN5x0KNCORLL+BoNBONB3d3c3PBs2otPp6OTkJJxxNh6Plc/nQ0MG7+7InnfKG/dl33tgQCIWlBfkm7nEBnEd5g5b4rVn9XpdDx48uJZ9sLGxoVqtFsYHHcjvHBFnbi4vL9XpdILfcxMMn1hINODbVCoV7e7uqtfr6eDg4Edh3rxtWQU/76BAG6PTDJv1pmhvZFO9F79nj6hhwEl0Dq0rTUcqUL6OHMUF3q5IydrCaX/TjmhvIihJDjfkC6PkGTl3fHBEYocEZe2QNn8D8lMul1UoFFStVpVOp0PjBT9DhDqI8XisZ8+ehY55r4qSYdjoZoRje3FxddAsiBAOC8GuGyTeS1LIvPEZ7sHnnWMOR9x5/k414foYf0ct6J5DQwoMSKfTCesGI+kOLesJR8UDLEnP0bOYV6+n8L3AWvb94u8sKeFQOJe73++r1+slnEWc242NDTUaDd26dUs7OzuhiN5rhHgGX6s4t04ZIbvua8mzoU4Vk5LnYHBd7umZZ4JhHEzmDnqMjx9rAqoJv19fX0/w2n0vcfAp+sMz+zh4o9EozC+UM6izJF4InnkX1t729raq1apu3bqlBw8eJLrjsZagxXl3QWRZLSPvwVgR8O/s7ARaELVGtMHm3J7XzbD+IeQmm80G2pFTw1wY85uQ6XQaapocqWN+XKCfsg+p3yIZQbc1am84f8zHjv1GZ0GvJbu4uDpzjs+TtJIW7c09GceXo48eREynVzVtBPSO5kh6jkburAj2A4gNtXAwKtg/BGbxFzYXamw+n9d4PA7nWXlnObczBA7ofhxyR9rjABY94p/jPSaTibrdrobDYXiXUqmUQOLRdzjZw+Ew0OCwMSQ9HEV39Im1BNKP+DP7PR3t4d/xumReoFD6IbhvKo78gEKTQJP0XHt69794nreB+kgL5IdaNpIKjqb/lGUV/LyDQpvP7e1tHR0d6fT0dGl27zqEQn4if9qvouyc1obT506Uw6ROC/KN7L+LhYCA7I1nzF9WPFt9XWOEkiRr2O/3w+neOMlOF3MEg7/3THAmk0m0YSYz6RQraZF186AD48gYUhu1v7//WvVRZNjPzs7CXAF9g/bAa+f3ZOjIFnpg52d1uNEi2+rZbIwSmVGMHUYfwSD4+un1ejo6OgrOPM4j6wdJpVLa3NzUrVu3NJ8v2usSTPDcBC44CKxnDw78+XCOfG0gcb0PB2MOBgOdnJzo2bNnOj09fc64ZTIZbW9va3NzU7u7u2o0GqrX6+GUcjfwIA++TubzRQt579hHNtGvwTsx11wLJ8+DGw9w3dH0eSZzD9+d94mpM1A1U6lUCG5YU/E+cGoPKBMB4Hw+D8EK18xkrg6O5AwlEBXGfzabaW9vT7du3VIul0vU9PhzMdeedWfd0vglXt/I+vp6CFChNPrzl8vlkO0nIH0RRXaZ+D1fRHGL6wiYWxpxEDDs7u4GXcJa7ff74UDXTqcTgpbrEnQ7diKm9bF3NzY2ArIzGAz07NmzMLdHR0eaza7OrCLAd53B+vM1jK7CuWPdM8dut6AiMcbsZYIw0Ar/maQXBkeuV0kKoSP83XludCqfZT+zP9yGsAexI44i0xgGvUtgwN8RcKTT6aBDnSLJuBJIspYJmBibdDodavbYR+l0OuxBDyIlheMEODyba7IWqUlknjxxynU8IPS5InhlXF23x8ggCZlsNhvW5DK09XUll8up0Wgom82GxKUHvtgQfy7WLfuYL3T1TQl2DHowKPHL6qX3XVbBzzso6+vrun37tu7fvy9Jevjw4bXXwGBQy+WyPv74Y21vb2tnZyd0uxoMBiHDjpIjw4xzAhUFvr+jRXD/Y/TD740iwDntdDqhZuNlN70/iyvbNxGUJOhPp9MJlDOyibGCQGFjZBiPbDYb0BWMjRv7ZfRCzyZSu0BWnIMPDw8P9bvf/S4ECa/6fu12O3Qe+uKLLwLlgs52Tn0CinfnzQWl7miBF8u6sSKrRIcxaC9w+3k+spmgCpxuDy3y8PBQBwcHSqVSgbpXLpdD4W+j0dC/+Bf/QqlUKjQkALnkHsuQFMQLyt1xYW1SZ5NKpQJC4LSiXq8XHPLHjx/r66+/XtrFMJvN6t69e3rw4IHq9bo++uij0N2ObDbPuLa2FjL5ZC9ns1mgurkTc35+HjqzQfWhSPri4iKMF44/mXloNzhCTgVztIFMvSTt7e1pe3s78V7Ozff7o1d4d8/4+1jncrmQWSchQqDl7zqfz3V8fKyDgwP1ej3t7+/r5OQkZPvT6bRu3bqlv/iLvwh1ODGVxxE9p0uyr7zblncTi5FPp0hRl7exsaF6va6dnR3lcjk9e/YsOJEvK44oSs8HQOhoKIZ0swIV5JyYXC6nBw8eaG9vL7GXnzx5oq+//lr9fj98v07xboscYOpfrVZL7XY7PB967/e//32oHeNMIRgR1NnEnc1exE5gbnD+2aPQzbwJA3OJbiUpxL5zVgIoI+gWB4FLC70HWogeR5cyl57swrn3oIh6DK6HXSXB6E6yN8BxZIH26zS0mc1mOjs7C/XEHlASPBEcFAqFkBBjTFKpVKDAw0jIZrPqdrv65ptvdHl5qVKpFGpKG41GcOpZd16Px1yB7ELr9OAyDn5ehE4zFo4m8Z16RP7ekebrEM63qlar6vf7Ojg4CD4Ktp45czYFv8fPcObHTYn7KCA/UME/BFkFP++goFDIXN2EuGJGsZE99IDFvzwbjmIhE+6FoTjyMbVnWdZUUiJYcBrRjykEPxjuWPkicXbelTWBC04ThpNrScn2x17/5GPlSh3jg5F93awV48w7enF53ArVHVn/uWe0yFbGKAGf8/GK14DTOfg7AgmnTnS73UC16HQ6arVaib8FgZIUMr/pdDo4A167wn3iNeoSj3/8/vFn47XgDlRsZPk8Wd1isRgCa+9+xj1jcdoE7+ZfcUacf/vejBMS8fugC/x38brwe/vfuoPoyA7PsGxNxOuJcXA0iWs5rdCbk3igRpBULBZDgMyBsI5E+zhyH99T8Zr35/b59mvg8HhAxfPEOuRlJM4U+8/jjDH3dTSLdt7eOc3rr05OTsKeuW75Q3uGLDyokGfkcYg5J8mppvFa4nqOXPI51zvxnlj2PX5O13FuD1+0N309e0Ir3nfxWPBvv4ffx/cu+w99iThFjWs4ssp1sFMkQFj3rBu3x/H4EXAsQ2K8+YBT/bypjP+d7/lletaTIv53L7Iry8YqHsf4c+jrV0VlY6H+C0TlRUlSX0fL6H6+hm9SGANHSlfIz0p+NIkd4mUK9k0kk8mEQl8yyel0OhSLeqYM+ggoTVz4zWaOlSGbiAyPK3RXRrET4Er7ZcfKA6frEIq4pSu++ldffaVarZbI2vlzMle0/ITmAbUHJ8MNC1Qt56iXy2V1Op3gmJDZJlg6OTnRo0eP1Gq1AmXtTdfG+fm5njx5Eqgon376acg+cX+68DnKBmWBrCFjwZyTPXcngd+BOGJUoVR4gD0cDrW/v6/BYKD9/X21Wi0NBgOdnp4GZ8iLf93YptNpDYdDHR8fh6xptVpNrD9J6na7ITjy7ncxdYsv34840tLCgOBASItuV9Ts9fv9RGvuQqEQ6rxqtVpwztl70sJRYX0T9DJvnM1QLBZDhpV9TSGvrzWytdCHKHz2veP1W+gF9q8b5X6/r3a7rdlsFhpn+PxyLekqG0rr49lsFtplg6xQC5JKpcLBoo4m0nWNveDnO02n0xAQ4yBvbGyoUqkEFPDnP/+5dnZ2AtVnNBol6qNwtHHEWefelanZbAaUygO9+XweWlnz/Ox3Mv2dTid0A/N3SadfruaG9/a1xjNmMhlVKpVwzguIhh++vLW1Fdp6f/XVV7p//354P9C0zc1NNZtNHR4e6uHDh9duc170XpICMjEajfTtt9/q+Pg4sdZKpVJomS0pQbmezxfdJNE71G+BcrrT6wkIHPL19fVEfQxjSyAI9ZjgAF3mndmoZcFGkFiCssxai+0U88r+9OYmNDKhmQe0N3QAAYPT2qDZxUGC0/Sgg1KP5IimBxCOgNEww+nGXrdKgEOzj9lspkqlEhBJ9JO/vyfV0GU8L/qYn7EW/P7LEmmeiPWkIbqC96GmE8aB79+4+carCEivHxEiKegX6ObSouOq600CVa8tvGmhfmx7ezussw9BVsHPOypeSH/dAl8X/i2Gg4w6n8H5cKoLm9kVK//21rruRNDBxWFoHEl3ltzRfNXg5zplOp2GQ0fX1taCs+ZBVjw+GKButxuoWgQMbiR5V1d2UCZKpVIwdnQ78uDh+PhY3333XaCJvCjz+CpycXGhw8ND9Xo9VavV8CxwuXHi/RA0jARrxxHK2NgSHGPkGQeMov8NBpexPDo6CjSK4+Pj4CRRcJzL5cL14gCLzlpQnba3twOa5MW4GH7egZoS1qpnb9PpdAhgcrlccMagKPiegC7IoaM45+xn2lmDShC0sDe4hjtc3vmPpEQ6ndbe3l5wQECQyKbOZjO1Wi11u91EHQqHkPpe8+YaBLce8Pr8j0YjPXv2LDh3tVotkeH2PZLP51Wr1YLjIilQaB31TafT4dlxrqSFkzqZXJ2pRIMBHFYOY2QO1tfX1Wg09Ed/9Eeq1Wq6c+eOtra2NJlMdHR0pF6vF9Yva9BrGVm/rC+CWEnPtdeezWZ6/PixHj58qPX1dX3xxRfh/CXq5gjoaO3M+nrZDOsy5AQHMZu9OlSz0WhIko6Pj0MROjWKt2/fDgfmfvnll3rw4EECGeXg0ZOTE/3VX/3VSz3TdQnrGh3ebrefQ9nu3r0bgkZpoTtZNx6IQKuaz+eJblv8Hn0NtdLrY3ge5tfrcHg+R24cpSVQRl/QEGA8HgdamCM/6P24sQ9rj+CNBjQcbIut8aQRAY1Tk+NMPu8EjdsTRU53c0SNe8X1lehQEnzlcjmcj0awLSkEP24DuRbX9o6ZBFKlUik8f0zn5SgG9s8yZMWDYubQA1MCYtZNKpVSs9nUZDIJjWZeN/ihmx+JtFiXQV1Hb/KO6H+C17eJwOAP1mo1NZvNVfCzkh9PUAZx3cx1CcoI/rPz2J0Oh7JdRsVyuNQzxBgTv1cssTH3bBAK+UVUiVg8+PK/edOg0YMOd+o8QIvfZzgchtae1HsUi8XQzc2fzzPbKD0OU8RYg7bh8B0eHurZs2eh3e91yHw+DxlzulERDHBYH8abMWHM+T90AR8XDxb5dzy2/Jvvvuad+kK2zukCTvXw9eOBDM+DAWcNO63K38MdCzdYzJXvRR+DmOLmra05t8U7tkkK6ASoCIHkMsOzDIXC2SJIhXNPkwh3AnHUYueevebZahySdDod1oWLU+FAmBhjp63w3NJVtp2OlWRdmatlmWru4dfytYbz5ddCf9VqNZXL5dBEgnH1oBM0KUb43BEnwJvP54kOffwN60dSQMFxev0QVAJ6xoyOjgShMY2LeYgR7WUJHqeHcjQAa5T6KvYiRf8+74wr68Fphi9ClbmGI9qgaczP6ySjXA94EoMgZXNzM3Q3w974Wl5G9Yyde09i+HqL0WmEveg6wiXWP/4sToNkrXqigUACHcN68fl3dM/HxVkVjlLxDK5rSKD6NUEeHfXBB/DAgut6jasHeD4HzmrwPcK/ua6vDUePvCsd+8l1Aff2dtcvWkOO9hDouN1CH6DnZrNZQMOKxeIb+Q6MuSNLTn+PAxvGg1pgkjjX2YThZZ6ZcX+b3eZ+bFkFP++gAHmvr6+HLMF1SiaTUa1WU6PR0Pb2tsrlcugG5A7V+vp6OP3daRdQacheeAc0ss2c1+HIDgY9DlK8s5eft/AyzQt4VgwOjoY7Rq8qnp3zLDnZp/idUN5Pnz7Vf//v/12dTkf7+/s6PT3V559/rl/84hf66quvghMuPd8yl/tQjE2nnW63q1//+tc6PDzUd999p7/7u79Tv99Xq9W6FuU4mUxCh6enT5/qd7/7nU5OTkK7aIqos9lsoqEDBo0MKwYLo+X1Sx788MzLHL5+v6+TkxONRiMdHx+r3+8nvtwBwVi64wwFqF6vh2JzgrrZbBaKOnGEPNBg/VEA7GspXhfuAOB8QtsBMXz8+LF++9vfqtfr6fDwMJylhWNRr9f11VdfaXNzMxShcy2fV3d4pMWJ7zQsAK3K5/O6uLjQ2dlZyMbSYSyTyYTmBj5WnvUmaBsMBqF+BjqmFybjeNKWezabBXTUA07WNXTNw8PDxPzzTDhvnqF2J5IxZ+3RFMXnZz6fhyBne3s7oGm3b98OQSGOzs7OTqImxhGq6fSqPTPOfKvVCmgbTV1Yy9DKcBxBMlm7jDFrivvfu3dPtVotUSTv2XCK8Mnmkwhg/SPuUJ+engZkgP0wHA71/fffK5u9OjOuVCqpUqmEgGU+n4di/+l0GoJlvjwrj2QymXD+F4XdxWIxUOXG47GazWZodPKyssyZZS9vbGzozp07+vLLL1WtVnX79m1tbm4+F8R4IMu8On0YRNHXpgc/vKsHhhxU6WuFv5vNZonxw2mkoYAH0p588eQe8+/ICPsddLtSqSQCYA9GvGFIoVAIesy7aLrDTxKERgUkiRwFHI/HgQINgskeZX86QsT//Uwu9C4oJ4E4TA9/f9fr2O1erxfmv1gsJubHbcCyZKy0SKqAusdjBSKL73FxcaFHjx6F+f3ss88Cqv+q4kyJtbW1cNCx6z3sBvVt8/k82IfT09PQrfK6/b4XyXQ6Vbvd1uHhYdB5H4Ksgp93UIDECSBuAvnhvASCHLLOOCIcwAbX1zMunp3CaHqHKM/KxgoqpmrFWXx3oF/2XXBA2LQYsTdRHm6QPSvqxjF+h16vp6dPn6rZbOrRo0c6PDwMHYm2t7cTQZ47fN7xhroPzqu5vLzU0dGRHj9+rO+//14PHz587pyMNxGMkKTQpnQ+n2tvby/R/hjnWlpk7Dxb53UiZOhwTvncsuwpcz+dTgNtkMPeMExkwuK/82t6oApFhvniuT24dzqEv5N37HLn2jOx7kRJi+YY7FmoDRxoiUONpFJXVLCtra0QrFWr1bBnPEvs+8cDtkKhEDpQectYHGXu4b93lIN9xvs7DYXnwFlxw839STqw19AP8fzO51eIaL/fD2uJefG22jGaGqOIjnKAMrC/fe/Qrh+EBbocuqhQKAQKGq3YHaUhACRoHY/HieAHqlKxWNT5+XmCvkjNDWPCWDnNplwuhz2OHiXQvLy8DPUdONZejxTbAd4fZBHaI4dj4/j5WR7oHO5PAoPn5WtZYgVaYrVaVbVaDV2t0um0zs7OlMlkAj3wTcXntFwuJw4oxlF/0dpxxxw9653fYvG5kPTcHnEKOnPqes3raBhLTw5RpwYtDd1Dgs8DCyhv2AieDbtBAOMoqY8FusiR9Thw8QSGB1LSojYFu+rvy9g4ssP7OlLulHfGD70CNU5SIijkHryvPx+2ARvjSZaYJeLPx7g5QuZJH54TmjpJrNhH+UO+iH8We4jtZC+6DQQN4p38307hfVuCDiLxtUJ+VvLWxQ0mhzneBPKDAsWIkFX1TBrZQKeZxLQvMrsoW892oqjJ2kgLKpS0MFBueHC+XgXy5f4Ycof530TIzHoh7IsylGR9QdMymUzIdNG22HnL/B3j6RA/ivLk5EQHBwfa39/X999/r++//16np6c3mg3q9/uhoQK1I5xYDiLFM3vwhpH0sfGs6TLaG/N1ebk4W4TmAGTdj46OQq1MLDwLxpRMHdxt0Iv19fVwiKLX0DnlDaqdO9MujgLiRDsicXR0pMPDw9BkgXqYs7OzkMCQFNbA2tqaKpVKoGgRoIEo4Kjh/GCUYiqK7x0cK7LyUChx4NjnBGJkQAlU2btOn2EsPHOO4wSVA2PPNXg+Ry54fppjgD64w8m7EPR6S1zv5IZx5l7SonCYLH8coHrigsYkoDvsN97p2bNnYd2dnZ2F4BsqGw55On11pgn1XGdnZ1pfX9fOzo42NzfD+uTdQFRA49whHo/H4bDLUqkU7sf9KXJnv7jTHSPnngDi36enp3r48KHa7XYCmYgbqZydnanZbD5H0XQBTSmXy7p165YajUZYo1ADeUbsxutIJpMJh7RyCKXTX9GVrpNiqhXrjMCP+cfBd73FO3uA78g0Tjrrn7FAD4AWSwq2ks+iZ9jfIA9Qe+PPch3ex5Efkg7ukPN8PucevDgi6IlIT+64w0+jAX92n3+38Xze2/3HVC6vz/P7ed2v18X6u3uilTlBB8efj8fC1wANF1hH7itICsmhdDodGsu8iIa8THg+9jUJGsaS+igSY5eXl2q1Wup0OglEud/vvzW6W/z8L/JxfqqyCn7eISEgmc/n4VA3V2jXJQ6VZzKZBMRK0EInLD7vAZNn2oBvPQPl1wHF4l1iSo9zgV+nzmk6nYYMp2ee32QDkwF2B8kdNRdoYbPZTLdv39ZHH30UTkrOZrPa3d0NLYw9Q8e4Ijih3PPRo0f6p3/6Jz179kx///d/r++//z4Y7puSVqulf/iHfwiZaTjQd+7cCfUTW1tbwfnGOGD43Dn1hgBeR8GawqHjDI/Dw0ONRiO1222Nx2MdHBzou+++e+E5Ru5o07hDUjhMtFwuh4MscQRw7HFWMNagNalUKqxlX+txoC4p0MToUPXdd99pMBjo6OhIo9FI33//vfb395+rS+G8lZ2dndCBS1KgjYEgsFYuL68OtD07Owt/B6LjmWUciDt37iS4/NIi6TAajXRwcKBut6tCoRAogARca2tXB93F3H8+606UI3btdlvD4TDcM5/Pq9frqd1uh8Dl/Pxc+XxejUZDxWIxgSazt6AL0h2tVqspk8mo0+mEwwKh6nhnvnw+n6A3eeeqGOkDZfEOVqAEl5eX+vrrr/WP//iPYS27PtnY2NDt27dVLpd1fn6us7OzRK1XoVDQn/7pnz53ltR8Pg8JEoIjAnxvXe+ogdcPsm+m02moIYMedHl5GRIlBFJcC13x5MkT/c//+T9DYExwhj5+/Pix/uZv/kbNZlPPnj0LgVSsQ0FW0QOff/657t27F+hpnU4nZJGhwL1u8EMyCcoe9RDsO9edrlephUun0yFhQwAkLRBO1io/9wQAzr0HFIwJz+YBSyqVSjwTaA5BlycrOGB3Op0GehNjy3N4jRj7nD28trYW9iLOOw616xrenxo3PuvBjweT+ADoTUdU3K6ylxwlg669sbGRQGZBM9EVy2iDJGLiBitSsibIdbDPA8/AF4gngQdNTdALUMYd4SZIIjkJ3RcU9WWE54PKBxKYy+UkKZQPdDqdgCifnZ0F+nrMQHjbEgfAH4Ksgp93RDyT7TDoTd4LR0ZK0rzcIfGAJoZ//W9dGSKx8nwR5cAzQ6+6AT0r78//puLObpx9csG4QiUk8KnVahqPx6pUKonA50VdXLg2AQ7NB0BFUOg3qZwwHDhZtO2mXoRMHEbYqQceEGO4WR/OZfdsnfPhyZYNh8PAO/+hc4xiqou0yHbjqNJqHMfB0UGeaZlRdaoI//cssK8NaGZ098M5BbHy7DTBBU4J6Jmve0cC4/cE+fHsM8/hndFi5MPXMehqjJDGgYLf0+fXs8H+O58DAhuCStY0DuD/n71/i5E0y9o0ofcz86O5m5uf3cPDIzIyK+vw11SV6q/+mZ6mWzMSI9RzgwRcggQICQkuGLgAJCQEQiAhcYFGAglpkEAgIQ0XwCChmR71tIYeTfd0Q/31n7oqszKjMuPk4UczczNz85MdPi68nmXvt8M8MjIyPCIz0rfkikx3s++wD2uv9b7vWttlVx5E4WTCQlMhyw855d1dygTzRzCestPehy5phJngGc7OziJocwSZd+a5+W/6jznsJbtTGQ7PDvOCw+xSM2mErE9NTRWSv1l75FchISJ4arVaBZAmleKcnJyEpA6Hm893Oh212211Op1XOvCRMYQ9hGUcDofBOqZr/VUbfQ3D5muFoASHlf71eZquI5cqe5+wpukv7zNndr0//fvpehgnw0vZKJgjQBiXanu/0v/pGk7Xqr+T71PeL3zX341xcTmpzx2un767P196zfR+vq75b1/7/o7ef+5v+PfSd0r72G23zwFsbFoUg3uzZn2vIjCiGturzmX3dehHbPG4fvH+eROg7eu2dC18XwKg2+DnW9KyLNPCwoJWVlaistebDn7cGIO24DikOmo3FvwONgQjDrLsDQOQSsXcyEkKp7bb7erhw4cFFOTrNhYrjhvXfxMSsX7/qmRpo9GIs2LG3T/Pc925c0d/7+/9PV1cXERFtuXlZd29e/eVSlfCHLTbbX322Wf667/+66ga9zaMEg7ocDjUF198oU6no2q1qkajEWeFILvAyWGzIMjwIgdpbpJvsgcHBzo8PNTp6amePXumZrOpo6MjPXz4UN1uV4eHhy8NhtkUh8OhGo2GTk5OVKvVtLCwEEyUS51gpEBTXR6DM+3yC9ZHnuchYcQhHgwG8bynp6f69NNP9ezZM3W7XR0cHETuEpsqBQnW1tb0q1/9SisrK1EswCuDAXp4BTDpqmRsrVYLBNPlGyCsBHSebAxq6WcMgXDOzc2FBIv5y/VxLp3dhQkGHXUpUKlUiqB/d3dXw+FQz549029/+1udnZ2FfPL8/FyLi4uSVCieQd/2+/2QBHL+1HA4LORxcd7L3NxcsJDMRa6L7AjEnXu4M9tut/X48eNgWA4PD9VqtfTXf/3XevLkiaSRs4WtczlluVzWnTt3Cv00MzOjDz74IMpO05xRoKQtTnDKiGIjKXaSsuDM+3HMz+XlpY6Pj+NcNp/flDF/9OhRyHKfPXsWctNms1mQaI5rw+EwSi9TjAemlHH56U9/qqWlJe3v70fC+au2UqmklZUVLS4uanl5WT//+c+1ubkZNnRycjKQdcbXg0aQf4JEAieCamwJY0mf4fhJiqpyoPjn5+eamBgd1wDL6OMOY+vBDfPHc1pSgNODGw/Oyflj3gEMwla2Wq1CoAW44Pk6w+FV8jxrCrtB0Zc8z4Nl9/2cfZ41Qjl9D/7T4BKAh2COOeu/o+iH5xzBQrr9lUZBGfmfFGnAHvv9KWaCxDbLsqik6AUdHKBEqbG6uiqpmL81MzOjer2uVqsVdhu7kx6OnPaJvzPBO1JF2DRsWa/X09ramlqtlnq9XowFeaNvU/o2HA5jTiHD+z602+DnW9Ky7OrslPX1dZ2ensahjm/6Hs5A4OC57AXDhOFwGpoNUhohzI7OOPIBuioVy2eD/kK7I/Ha3d2V9PrIR57nL8gb3lTww4GOLoNJ753nudbX17WxsVFAocah49c1KkU1m019+eWX+vTTTyNZ/G0YQ8ak1+vp6dOnevbsmarVqvr9fhRAWF5eDrTSg2JH9FKkDseE8e71enry5EnI2pB/7O7u6ne/+53a7fYLSOu4Z2WMcRboay/ggUMEk4rGnkaFMKqFeZ4AzinBBWxBv9/X8+fP9emnn6rb7erRo0dxvgpSJZ6damy1Wk3b29v6W3/rb2lra6tQFhuZFhJRnpmgEgfQ1xgacq/WxxrLskxzc3NaWFiQpAigp6enQzbHwa9ZlhWYFXcmWasUbiD/AIcDKRDBCLlOrVZLjx8/1m9/+1udn59rY2NDa2trkd/lAakHPzgO09PTOj8/197eni4vL3Xnzp0oFLCwsBDnimxtbYUzV61WdXl5Gef44PzgMKcsE87/8fGxPv/8c3322WdxoO7x8XEhRw+QiGCVanpra2uRw4EN3dzcjACPOYmtTW0BUk0koj4vmbOOEGdZVpCY4lA2m80Iund2dqL4AHP5+fPnevTokfr9vnZ2dtTv93V0dKTf/OY3qtfrIXUioL6u4ZAOBle5SSRnl0olLS4uhtzrzp07evTokX77299Glb9XaQRR29vbWl9f149//GNtb2+rVqtpbW1NpVJJT58+VbPZLPSj/7fnF+L0Y0M9If/y8lKHh4dxLewFZ6wR/BC80++AB9yL9cC6wW6wRr0/fe9lfvAvY0/wg+0iwGNsYJqR7bEWsU/s2f1+Pyrvzc3Nxbovl8vB0nGEgoMmksKuAEj63z3IQlbsxSCwywSKBJr0JWwuNorS0i6PAwhBojY/P6/V1dXIVWMv9H4nMIRZpZ8JerCLnneLrA27i12A+T05OQnbRrVXD5SlUTl0B6tY7+R2lUqlUE8gIeb6MLHPnj2LQ20Bhd5Wg/11IO370G6Dn29JA8lwBOam2jhKf9zfpJFkyY2ONKo05L9PA6BxCDKoFMb6daRu17VUxuMbyus2jBQOJpsFmxOblcsFpGJ1HAJKDxTdoWHDgllLq5y9KyocRIxNaGZmRk+ePAlnHjQrlXh4c4ePJPjLy0vt7OyEc9vtdqPSjmvTnZX4qj5wGZqzOCCTrqVO5RJnZ2cql8uFZGo2T3JaQBbRsYMOIu3iuy7TSPuSuQByzLz3Ncb33SGTimeKONOZ53mheAHzkr/xufS8DpypUqlUsAMpW0t/cV2Xp7KucG78B1lPnudxeji5WZVKJZwN//H3xKEeDAZaXl7W0tKSpqenVa1Ww2lxKZQnT3siO+sTOSeOXafTCWYiTZCmCAXrluDGz0VzaaIHy6nMhXFPf5wJdyfO+zaV2/BZxhHn8vLyUgsLCyH19JwUxoyAnJwyAgMSu3le7JGPrzfvF2f/6BPYYHJbarVa4f5pczZkamoqAp3l5eWoROpJ/ziwjEs6FtgaZydh/ZhfXCsFO/g3fSbeFVDCc1JcNkYf8jcP6rE1qcQM59j3e/4GUOPFRHw++L3ZL7iWSwe9mICz1y5td+CDvznD4mw5AYUzK85ccV2XF8M6eZEI9xXSoykI/PwMM4I6L5zgDDj3J3h0EJLgx9/T39UDSGwgQV65XI7iOQRq0ogRdrviOcIOfsIGIcEbDoeFgisEle8q38cLW/k8eJtB2Ntut8HPt6jNzMyoVqsV0KGbaI5qgWbg6KYyDD4vKYwZC5dghk02NWZeyQbkH1TDjcWbolk9URTk04OT12mnp6d6+PCh2u22Zmdn9dFHH0UFIpwNKvOxmXlgOT09rdXVVc3MzESCPwg4aDyO3eHhoRqNho6Pj9VutyPYepc09Pn5ub788ks9f/5cn3/+uf7iL/4ipElIFtjcZ2dnQ57ljfkDo3l5eamjo6OoXseG42dMePEP5oo0QkvHOVJI6Kanp7WxsVFgfc7PzyWNAmHXmMO+ePDhKCRBDofXMuZHR0chWWBc03nGusJJBPnr9XohiyA/6PLyMtD8lZUVbWxshLPA2SnuKPmBneOABtYDjij9x+bNd9yR4D0ohY9jRBUy3j+teuYVymAqQet/+ctf6mc/+1l8h7wV5sLh4aHa7XbBeVheXta//C//y5qdndXi4mLMK77vjilouHSFumJD6YN6va6DgwP1er3Iazk8PNTTp0+jjDVyzg8++CBsHGNJnhaVA0nups+QPREA4aw70JE6mRSaSB1H8vuwXz5PcTj5AQkn52YwGOiDDz4IO47t+MEPfhDMB8jyxMSEfvzjH6vb7QazPRwOo4CIM0+0Uml0EjyMSqPRCBYReQ/X+fnPfx7nAMHy0jwApHx2pVLRz3/+c/3yl7/U3Nyctra2gh1j/k9OTmptbU2Tk5NxlhdSuOFwGM5+lmVRic/BE/a9PM+1vLys5eXlcMw9EC2VSnHODCxbnl+dJ0UQhq3n/KnBYFTNLQ10cd5JfAeoYS1RqAF7kOd55HXRn4AczBkcVsC5i4sLLS0taW5uTpOTk9rY2CjYO+lKXbC/v688z2NOwG5OTk6GrUTKhjIEiak3n7v0rzPCyA8BMpBfeuVCGHDsCqz0xMSE1tbWtLa2FnLccrkcRXFgmljn/D+l6lHSUOiAdQkAJY3Y1V6vFwUjfK4wp7rdrqampgLkYi9Bzgv7St/Rrw5uIsdm7sPYs3c0m81gnN72fo/dAQQkZ4/c1XcBvr6Ndhv8fEsai2RmZiaQi5tqjpi4ZO06SZej0S4vwDizibkT5YuYzcLRLpDyN8ls4GjSl15+9HUbhk1SSBE9F8oTux1Nw/iRHwN6hKN4dHSkZrMZDmSlUikcMJmW2X5XDeffG5IHqkbxU61Wtb6+/kIuGPOn2+3q6OgochNarda1Yw/aCCqV3l96MQBiE0PvzzpinoPaIZFk7hLEu8PIxkzOFwUZDg8PQ5fN2S8EL9chZe4II+tiLbEB8xk2WKrCTUxMFCpc+dxzKYcjx2xcXgSB3BcPpp1dAFX1MybcYUACiLMFIktwilPtB/e5E/bgwYOCTYNpcwcGWc/5+bnW1ta0tbWlWq0WbI+PGePPmmfjJqeG9wOoabVaMe/Ozs7UaDQiqEU2iSSIczhwhggucMJAsHkG+sfPlkpZNHequFfKauDwnp2dFRw2SYXAKc3FdPvreW7kBLk8lGqIeZ4HGyddHa3A9wkexlVZpGiDV3ekT7z62enpqdbX18OmOZhG84Bufn4+ZN/b29sRfHvhB9YP84qxyrIsJOLsoYy7sybsQRSa4PowQPSb589hg2AmvAok4wl7DYrvoKCPlzTaN33/9XWIvXPmxCWYPr98XNkz+A794HbN5WX+325vuQaOu7OEBHWuqODH2RgHIZ2ZZl/APjhz5bl0zA2YVt9jHDilP5xhxYYyF5ztdlaQMWWfBdziO+wn2GZyn/isgxqea5cyUdzXbQO2lmDYC/y8isrhTTf6QlKsO+SU73O7DX6+RQ2DdF2Fq2/anPbFiLOgU0o4XYCgoW60MHqppMPZFzfYLv266YWF8f6mwQ8SGUlx2Gi1Wo0zWkg8huXiXdlwsiyLxGWXYLDhk08wNXV1Enaz2VSz2YzzWFyy8W1pGEsQNn6YEynzw7xxadu4oNedlNSBTO8/rk/YkLIsU6vV0s7OTkF37kyjy0t9Q3JJCE4AibfO8rm8i80Y9BHHh3Hd3t7W6uqq7t27F0GEywxgBWAJ8/wqj4bEbqmYEO1ghaPLoJoutXCHmDnp5WW9n3l+lzW5wz4cDguoNk4ALOXZ2ZmOjo4CJZcUifGNRiP6BAS31WoVWDlKgcNW4Qh6+V9Hm7E1AB1IvFIpy/7+vnZ2dnRxcaFGoxGBK8xqp9NRo9EIFhCnF2kdh2zCxvAe1Wo1krEpZe2FY1yKiF2lH13G5WARzp6zEamT6e/P9xlrbzh5DlrB6kxOToazNj8/r+Xl5Qj2CLjpDxxsgk/6Gibbz5NinWEPPa/Un5ngZWpqKtbG3NycVldX4/o+L8etdZdVoWCQFHYTiS1zmnUBsu3ACmsExQL2iOdl3dKnDkRQ5ROwi0IjrNWUkWV/Z5x5Zr4DwwJrkQZQLg3NspFUkzLkJPyndhY7x3UcQKEfCDBdnuUVaPm9NCrLzXNzD96ftUIgRq4VbDZjAPg3OTkZz887p0oKgoThcHhtKW/6pVqthiPPuGEDfeyZp7wT+S+et8yh4878YMNhBh3ESkEPlwhzb+Yta+VdBD5pQ9UBAMTZXe9juw1+viWNBQHyehPBD86lJ+QhG2FDdP03zobL2hyVcifD2RbuheFON3EM0E01njM1zK/TXJaztLSk1dVVVavVQhI6Bg1JE/dn85VGh6jhBJEgjcyEgyFJWG40GmFMv43GB8mGVEzcPTg4uPY7ziKOe6dyuRwbn7No/tmX9QX9PhgMtLe3p729Pc3MzETQgjyl1+uFQ+byFXdMnMUk+On3R6XA082NTZzAgUNM5+bm9POf/1wPHjxQrVYrVJ/iLAiCHyReU1NTarVagdDjEEijuex9iEOTJvgizXK0mDwXqj/5dXB8sAGAIt6Y351OJw7h5LC+brerp0+fqt1uh8RtenpaBwcHevbsmWZmZqJq0vHxcZztxDyanp7W8vJyJC0jhXRnDFvkATK6e9fRw1BdXl7q4cOH+uyzz4K5QyJH3x8cHETBlfn5+XjODz/8MBzyra2tAnsBSzEzMxOyOB+D6enpKHOPE8r7OBsjjdgAHDZnlQANHE1P0XaegeCPoMCZJew4sj1ktziM09PT6vV6qlQqUYBkcnIypC8UvHCWBLng4uJigGmUC4eJYywJFJmLlUpF29vbqlar2t7e1p/8yZ+E/eRzKTuRrnXfJ5EAsq5g7HkPgm4C2cFgEA6rS0a9+IfnFMEm8VwEcPzghJPEj93AUaYBwLBucTKxBewjExMTUYjF7R7V+STFunAmiOIfw+GwoFTALnkg5QEhoAjvzb/sSwAV+A3SaA9gX8MH4Gw1ghN+T5AFC+3gxdLSUoA+BKeeh0OuJUUCsEW8K+PoUlGvAulrib7GpjBPp6am1Gg0Qs6MXeXaAJTOkiA5dmk2DV/HAzLGn+BndnY2AI13qfCgzczMaHNzM5QTL9vPv+vtNvj5FjVHut6kw4sDgxFMk0QxnGmSYCrV8OZSC3/+FOlK0SZpvAP3pptf9zqZ1Ks0aG1JcfbOcDgMJ4nP4ITxbh7ogTCxUbFZeLDIfbrdbgRN39bARxrNmbR9U0YvZRBfNkc86PJ/JRX63c8PIqcmDY5djun3wzFxp/q6TYq578EH56AsLCzEgaYuj/ExxqHCaXXE8GVzmLFwgCFdhy+zK46u+33Ste+bOA4HEkCCKn6Gw2GhGpUnb/M7WB8cIZxMwACfA+P6edx74JzASuDswEzhPLr9Au13Foag0cfR2W8catg9Zyx9DoCe+1i4nfdruhzO2XV/V0fBPQhPr+9j51IlGCJyFv1QUK/GKCkcfsAtnFje19FxAi6XEvlzORtJvhJV+2q1mhYXFwsyJ9aeAxHpHHDnMn13X9POsrns6av2PVdD8L6O0Hu/8n3mPH3v103XEj/0I+/qgT6MBH8bJx/Ebnjw7ddn3JzJ8mdIn8+DI4CFccBV+t/+ffrMJdDODqXP7/viuHXiknn/jrNYXNsBIGd8uB6gga89Hy/AClcweIGWNP/Ugy9Xz/D569Y+45YWsniXzdcoNu19bbfBz7eoOaPyppxeNu9yuRxVk6ii47lFLo3wCe8OCBs+z8oz8t/uYLkMCMPslYxOT08DUb8pxAMHhvdnY/6618CRbjab+uKLLzQ/Px+GGo1xv99XrVYL3fJgMAjjjxF2WQzG5fLyMhDwTz75RH/zN38TZ8h8WwOfm2pIK5yN8QDAG9W3fOOUXgwOGHeYNCSIXpIWqdS4AAG00Bmh65o7SzB6JOrybsi/fBPl+XlONu+NjY2YKzAIbLKzs7OqVquSFIEdjAxrlfcjiR40GQfYma1U3oBj4Qg3wSHM2sOHDyPpHTkgDNvi4mJhneBIkBtUr9e1v78fnyU4XFlZUa1WKzhhVBfEFoE2M+ZI2GChYCo4SX1nZydytSjI4EHExcVFBAP379/X8vJynIOEBh5pF3MCpJj3IgeB9Z7neZyNRHDlziJj6Yi5I/NS8cwiWDwvJOOoPxLEcQg0jh4SKS8Fz/WQcT569Ei7u7tRNZHy5c1mU1mWaWNjQz/5yU/CluX5VSn03/3udyqXy1EVkwqRBMZI7O7evavt7W1VKhWtr69rbm5OGxsbWlpaKiTU93o9NRoNXV5exrlULtPK8zzmPKCEpGBeYGJSG4GckyCZ6njkcbFu6XMkX4BRLtN09pF+Bijh+f24Cl8LzoY46ELwj9OeMkdZlkWhFIJ8D4Td7i0vL2txcbGQ/8NBzB5UkNPjhUSYa16QKA2gOPMIG808I7jA+WfdOXPk65f3Yi03Go1CQIINZO5yphJlqiUVyo8TrMPWp6AYQQ+FHdyunZ6eFgI/gl7k2swVZ1mp/nl6eqq5ubkoouG5Uw4EUN57aWkp5KXIAj3AexfNQYVvAxN1k+02+PkWNd+Q35Tj65QuyaQsYJxAR4ho6f/neR5IoaMrjqxxKJzrW3EIkAtII6QEecQ3zct5lff3sq9fp2+d4Wg2m3r06FEkQM/Pz0flNk96xUD7yeSOhJXL5SjXyxkdh4eH+vzzz/W73/3upYUA3ufGvPiqlmVZnO/iCB8ODZIGL5hANSEq8YCu5nkeRQaua686FmnwU6lUIvhhg8WJ9DXkDAmSmJWVFW1tbcUzSgpHtd/va3Z2Vqurq8qyLA4z9CR3clBwwo+OjlSr1XTv3j2trKwEiwlzc3R0VNjsHLQg2ZniD5eXl3r27Jk+//zzcFY4oBhngr4niMKhB+xoNBo6ODjQxcVFyFPIPVlaWoprZVkWhyEiVSL4wfGk2hVnA7XbbTWbzTjE9Pj4OIIzpECeRI98ZX5+Xtvb23EoMcGNBz/YRC9tLY3yMHBqeVbGHWaJ77hz58UCxtlV5rg730itfN5gg5HspDltBLL0KfOH52PtsSYmJiZ0fn5eOKh0bW1NH3/8sQaDQdi9ZrMZDrWXD+ccGQKgLMu0srKiP/mTP4nKpkgdkQjCGvV6PR0dHanT6RRkdTiR7ryenZ1FNTjy60DWCSAdrfdCARcXFwEGOuvkdsXz/3hHPuesEWPNOxwdHUXww+cd6ef6OJvMK89JGictnp6eDilYeqAtz4LEjwCO4IdzsNzJRaLq+WxcH4kd85r7EBzSPwQPzrLQX6enp9rZ2VG73dbGxobu378faySVEFMUZzgcxrogICTQ4ictTkEuIew84+HgAutJUrDCAFNerMJBJ/aNbrcb9pz3BnjY29tTq9UKWSnvjw3DFtLXkuIwZ2yQj+G72v89aP02K0/eRLsNft5xY2GyITpK+CaaGzkcJKkoPWOBsvmmCDAGI10UqeyN9+G6KcXrhss3lJtsTnW/LpLB96jslud5lHjFwLIZI1mjX0GA2DgIfs7Pz1WpVMIJPDg4iHyU9x1x+aaNMcXJc4OdFlJwZwbHAkaSDQwZnIMA1yFfKSDAtXE2CbQ9dw5HxxFoTxx3+SP/lsvlwlzANvCszgqkDm76vB6MS8WS8O5wp7IYZ2lxqnFoqW4E6+SsrsvPcByazWZBjoPTxfPhaKSyMZ6F6yOx8nt1Op3IUzk8PIxKgrBQMF8ud/SxTQNogovUSXIgI8uycKjdaUmlVowR7+qyKJ9Hbhd5Rv71QN7Hy1nRVObEj/enrx0PSLFVsAA438jeONB1cnIySvYiC8JxxIl0NJx+ppBHqXR1iOnCwkKAA/SHJ4KzJzh7k8qDfM17YjrBll+Lz7hdYM/z5H3mAnPOgRi3OWmulud0uXKDANrXlBda8XHk2Twwdhvj/zog52uXZ4dt8DmIffMg3fcj1jv94tLcVI42bt6mvyMQZ1/M87wgB+NZ/BpuT3lG/juVvvmcHbeGPMjhnqnszgEenonP+rVS+WXqszCPHMRgXJ3ZdduB/XVpLWWz36Ty5+s2l72NG/P3qd0GP++4UTUIZK/RaISj8SYamxOOy8TERGiroc9JiiRp1mVHTtO7vMCdOBAzp3YdhXdHU1LQ+ejwb9LZ7/f7UTXrdYwKG16WZeFglctltdtt/e53v9Pc3Jzu3Lmjubm5cPQcNYIFcGYiyzItLi6qWq2qXq/r17/+tfb397W/v3+jhSDep+alnFPHTlKBbeMMEdgilxdcXFzo6dOnqtfrIZHMsqvE5263+wIQgAOGc4CTyHpaX1+PPBCcrqmpqTjhmx8QVr8mCG25XA6pCMCBNKpE1Ov1IqEX5NgTi3G4eeb19XWtr6/HGjg+PpakcMLIv3D5RafTiXN4kDKdn5/r4OAgzujhkFqvSkh/cSbS2dmZPvvsM7Xb7UJBg36/H2cxra+va3FxsXAIojuOeZ7H2SjI22B0QNhhCX73u99pf38/2BCYARgnEGpHg/1skXq9rm63G4UOyL/pdDoF559EZ8YxzY8hEMjzPMrdu4NKkOXBojSq+uXFNbygAQnlfAbk24tXePDowQ+MDqWekeBS7a7f76tSqejBgwcFmc8Pf/hDbW9va2pqSj/5yU+0srISe0qpVNKzZ8/0m9/8Jlg8Et5xzLe2tvTDH/5Q09PT+uEPf6j79+8X7j8YDNRoNArru1wu6969e2FDvegO/QXDAhuW57kODg6iEIPLrUHYYXgkFUDHer1eABH6/X6wicjCACR4b9YQz5OCfeQy+br3+3sg6hK4dJ9y2R3fYS5gV5yRoWADgIk7sKenp/F5igGUSqVCsOqMjZej90bw4e8tFYMUwAfGc2FhQeVyOYpnMD+kEajE/MYGEDTAzgOo8He/zsTEROEcJ/42HI7OJURCyXiwjrFhp6enarVaEdAyz+lz/CmXxk1NTWltbS32GWwo/YBvxVzx309PT4cEdDgcqt1uh119F43qlciQb4Of23ZjjSRfl+C8yYMtMVIYANe7u4FkMbsR882UhZ8i5J7TIhWZH0eR3DHib2+jlDMI4Ddp9An6ZUkR5FDRi+AGDa8bZTZhAr4sy7S8vKyFhQUdHR3piy++0N7eXjg7t+2rm6O945pLFyQFor22thbINZtbvV5Xu90uyEOuu7bLkqRRsjGbWLVaVaVSKUg6PKhifXi1ReYKzrU74Z4wC/OIQ49jJqkQ9PiGlWVZSCwBAjjUFQmWV8Oan5/X5ORkBAkEP4eHhzo9PdXu7m7kcHAo33Xjg8NB9SQ2UwJCAg6Kh/hJ9Iwdjhm2Aoe32+1GHtfh4WEwp48ePdLOzk48B9KhVE5JYEy/+8GYBE2whFwD9gXnZVwFMMbdx58Svs6UuxPnaDLXJnhz5og5TfCOQ0yA4MxQ6hAzZxlTZwy8Ahbyvyy7yum4vLyMQ50nJye1vr4eeTScwdPtdkNiuL6+ruXl5Vhvk5NXJa0//PBDVSoVbW1taWVlJe4tKfJQBoNBrAUqH8Ku05c4wM5oOBvI/GYuk9vqgSZrkvnvjD79QpXPTqcTz+KMHesMppnnY+3h8GJ/WMNe9hvmwu2DH8xKc1mZqy68QISzkey7zuzxfA4YeU4L/UclypTlSvdoD3jSv3G9TqcTlR9rtVqsMZeAEtR6v7LO3K/gvZirkgJkSn0NxoR+cibac+sIIIfDYSFHxxk07I77RYBPPBuBJMG1M9hcm2d1ZsfZt7m5OdVqtQAz3lXDH/W5+7622+DnHbepqalweEgU9UpU37Q5HexUO4sXJwAjwYF0jlK6HMaDG9+4HQnCIQDFHqdl9WIA38WGMQQNhz1zx8PlUDgZ5HQ0Gg3Nzs4Gwu7lL2/bm2uwOwQNg8GggMrx/2traxHIsDG74+VSoSzLwlkslUqqVquq1Wqq1Wr64IMPIheM83RAMmlcn5wl1oWzo5OTk1GSF0BkcvLqDAZJIZHA6XZJSxoAuZPoAATOIEGfNHIyms2mnjx5om63q8PDw8iZarfbkRz/srkKitrr9YJVwnEHSV9eXg7HiPK+Lm2i3z0hH2QfhPT8/DyYHy98kL4//Q7Q5MwIwYukwmHFMDww81mWhdyP/ofV4zOMOQ4tdgCnxuVoyGSwGy7VImjiOZ3F4V1cRui2OA1uHNWHjcIhdAYDtgM75eeh9Pv9cOBWV1cjSOQ93MEkeATQ8wCF/BwQfhxcAk2e2RPYeR53tn3euqNJY565/DTP83gHt8vucDP22AIKq4Dc+xpm7FxW586vj78HJ2kekO+LfqCx749c0z/LeKb7NN9hT0736tROpLJwnF6KbPDj8njeJQU/nPki+ERt4vPVr+PBvQdsHiB743noH4JQV5sAWHgwij/iPgqAL+/OvKHxeQDUlGly8IkGQOr9hg3wiqOASFSgJAf6JpUwX9XYL2G83uf23fQ836M2MzMTeuputxtSlzfJAKTBD0gnmzQOnzMXc3NzhTKo/uNGFSTEN1lphGxL4408+RGO9n6XGgbz5OREDx8+fIH54t9UKuXaciQfMH3eP7ftzTTGiE3x8ePHsTmz6d67d09bW1uFeY3jhETT0cQ8z6N6WLlc1tramu7cuaO1tTX98pe/1OLiYiQjS6OzcbzNzs5qbW0tGEHPGej1epqZmdHi4qIGg0HIIAgUKFbCJstm7E6NO0peqc4RTHfYqtVqnKNBQYO//Mu/VKvVimpwjsC7wzCuUXVsYuLqDA/WAXZhaWlJDx48KFQfwwllLdHnoOGstcPDQ7VaLT1//jwq6CHRo6qUNELb3bGp1Woh90nnCUEfVZsYB2St/X4/ZMmzs7NaXl7W9PS0lpaWgu1weeX29rZmZ2cD+PD3g5ngOaWRw+e5bLAxLgFMv8Pz4wxzGCX2HgeLgIFgz50bzsPa29vT06dPY15lWRYn0HOe0YMHD3RychIBIufawMhJKiTDI+OGRaRfmbfsRalTDNPT6XSiqAeJ+aVSqXBO18LCQjhuBH+ef8da9nuxTmCBsixTp9MJ2RxSt7m5OS0tLb0Q/HhgS6BIIOx7GoGwJB0cHITEj+dj/JyldFmVzwXGHLsEKMKa8QCCvncgwPcgfo+Ui7mGbNHzU6m8xz24v8uzfPxKpZJWVlbCB2CeEihyHe4DS3h5eVmoRpk2lw368wMees4Vlfdg1L2KnTPifJ65yNzlPrA/qZw0rVyXZVmcc+X+G2sagLter4f9Jl/u8PBQh4eHUc3zXTVAq3K5/EZzz7+N7Tb4eceNReYByJuO/JnAjiI6moihxvlzRz5lfVLnnu+lemSMsCPN72NzJI2Wyo5wRNzw37a300A72RjJ/fDgEzkKcxeEeHZ2NuQXOOI4mUhOQBQdIaZULvf3xH1fGziiXnDBgQq+59/FeXMJj6P/XJ/P8wzuTIwDI/ida90Jejgv5+v2O3Pd2SlngJAAeRWplMVwqROoaavViqCM3zljTj+k7y0pAjAP3vhv1ieOCbkDzrDBYPA5R50lReDCvGIsXG7lcyBlxBmLcePo/z2OhecduLf/nvnr9t4/x+8IYAgeYG9cTuWsffrD9ZwxdQk1axG5ka8JDyhoLm/z5HPe35kV7gWq79IkVxz4niaN9kX+m2dijXrZY67l92ZcAU0IpFyi5o46AYOfl8RnPd8n3Xd97NNAaFywMO73Pu9daumSujQw9ODLr5deO53fBAfpGuJ6Pq+9oUK57u/pvX3c/br0p6sxvPDBuD52v4Xr+1xyRcw4Fsv3eR8zlxUCBMDyEcT6YcbvqjkA975L8G+Dn3fcHJUAaXiTDaNVKpXi1HJKui4uLsZm59IQHLoUmfTADCcCAyOpsDF588CIxUUeAcmF70PzJG0a7/suK7h8H5sjpa7b9o0bx4r8Fea+Oy4wO6xNNu6trS198MEHkhTIfJ7nOjo6CjmQI4U4TwRMU1NTEVAQYCAFKpevkoKfPXsWUiF0+JRTZ1OXVHAYce5AbZHfIGVxJ5RNutvtBnNCNbdGoxEFSarVqtbX1wsOH+s3Xbv0H82dZP/bYDCIQJRAUlK8J9p+pCLn5+dqtVr64osvtLOzE6Xye72e2u22Tk5OJCmKCxDAOVsljdajFxzwHB0cU4pLnJ+fx3kcMzMz+uijj0LiBnvB2TL0O+ON1NLlV8haPInez45h3Dww4O+l0tWZR6DVzAPPieLsNAJynHFyErgmjhj/guKXSqVA/mHlQe+np6d1fHyshw8fRkGO09NT1Wo1/dmf/VkEySDrBIvuUCMl82pSyJUkhQRyOByVsi6Xy1pcXCyAFmnQyNykLLmDB24TPCBEnjc5ORmBrB9i7KAGxTgoecxYULTE8yNY1+yHXmIfqROKCwdJJEXxDfqK4LrZbEauCWuc5H3GEHabfvLz/Chg4faP32HX/DmkUU4Sa4bPMS9SWZwH1wA19AesBsdEwJjBOqXHOzB+BJwe7MIMUf0yz/NgBL15YQEACQ+OPNjw/YFx4frD4bCwr/Msw+EwCkjwzn4GF+veg54syyK359GjR3r69GkUWcA2vEs/gbkGI/U++yy3wc87biSEcobOTTQmcK1W04MHD6JC2cLCgtrt9gv5Jmx4blhxEly+MTk5GZuvIy/cM0Vf+SEZknMQ3heEAW2zI5dOxd+2t9fcMRpXOcfnYrfbDaeVPARH/VZWViJJG8cDNqLXuzrMEFkYxRP8YE6CHdY69yKJGb03js/09LT29vb0+eefh0SI4IqiGJ5f5iwCm61XQoJhcUfQDzDkbA0Pfshtubi40MbGhu7cuRPvUS6XtbOzo2azWQh+xiH3zgrwNxxeNnvX3lPVqdPp6PDwsNDPzWZTX375pZ48eSJphPjSf5OTk1pbW9Pc3Fy8W1ou3OVhOKT8pI5fu91WuVyOSnezs7P68MMP9eDBg7gecyR1tJEzIpHj8/SpVxxrt9s6Pj5WqVSKilH+LOSsYV9cfpW+C4H0cDjU8vJyOKse8DijRuDh1dsoaOBIN+94fHysL774IqRG/X5fCwsL+tWvfqXz83Pt7u5GgQvOU3LEf1zwQ6CJY0hxDvYl5IrMW1/Pfm2enf5OE8vpSz+a4OzsTFNTU5GX4SXkyVMhCGLeMi88fyjN+XCHutls6unTpyFHZL4TnDJfsiwrgI7OFlA5DT8BqerCwoLOzs4CvIBRAGhBSsYcxikfDK6qPjKvvOgScxXfAFmay714f76TMnKMTZ7nEfx0Oh2tr69H1Td/XuyOy868oIP3D32NnJIx8lw++s+DGy8ew3P572gEP75W/Ewv9g6e3cePPnC7iyySQ145s+zy8jKAHCoLvuvGuV3jCm+8b+02+HnH7WXU7ptqbF4utXGK3XXCIC5sfCnVnRoKqUg7Y0wccXWnA4TVz9x4XxZYKluQ9M6QHJxtlxw4G/JdbM7MeLKpz61X1Sl77hsHbE5MTETlPiRsoKt+UrxUZJbYsPmX66ash0snfEP2ZF2cdvT3np8HK8Dm7dKqNAhKZT+prMYdD6pAXlxcqNPpFPIm/Nn93a/rY0eAx8lF/IeGczAYFEtZE/Qga6PYgo93ameQbKRMn9/LEV23b8yrtD8Zh7TowLj3dsaQ9xy35hjDdF6nn5FG9ptr+fv5fM7zUYlwnDfvr1Su5IwXjiL3Y86kdt1lvn7oJAwHTM3l5WUciLuwsBD5nQQQPB/BDzIh1oRL5nimVMblYJ0H1j6mzvjR0vF1toIg1uevO7XO7o2zBT62zvgzLm4PsM1cB1DFD5WVigU70neljZN9OTvI91PZ2XXSLhiQwWBQqAzJc6drJ53/PBO/o6KkBxDeXy4xTI8A8ODWbYePD+vBK8T5uxKk8Tz+7v4svibHMYv+fu43+Wd8j+J5GX/6cjAYxKHOFIbxNfmufKL0Hd7ndhv8vOM2zmi8yQYC5Pp6pBRspDhsPIvLc3yDhMp2A+QLNs1dSCu5gTDibOHMvC+siKOcNPrnbbZyuayNjQ2tr6+r1+tFmWLK535Xg03QzsnJSa2urmp1dVWS4hDOTqcTSNpXtYWFBa2srKhSqeijjz7S+vp6QYrksqHl5WXNz89HzhBOIgjx0tJSsLecVI9cBnkIGztOBLICUG938EGdf/jDH17rPDOWWZaFbFZSIbEbGQgSMxxSHGKCxS+//DKkTFT7Oj09jUINyKAkxXkq46q9uS3wcqmwFdggz5eSrsrGc2YP1dxcavv555/r4cOHwSY4W+BOO3JakvG9SAX90Ol0Qm6X/r1cLsdYO7J99+5dra6uBiJPv9NcBgNbQcEKxpx7pNW7JEWBBB8/SYW/8z1KnHvQ61I5L1PeaDQ0HA4LzB/7DAEnAbDPa0rBMz9xoicmJrSysqJ+/+o8oM3NTc3OzoZEkf7lGY+OjnR+fq75+fkoetHtdtVqtTQxcVVxEVnW6empSqVSMKAue0OyxLz3fAqYCOYowbL3nzRiiJylY32y3znLxXdoBCTT09O6c+dOAQjxucb3fc1lWabNzc2CEw/j2mq1CrJEGJJSqRQsGEyONJJ14pz6OVv0C3u0FwFwdoS+57+pbAl4w1xhHFzi6dJQ+siBCPZ4git8gY2NjVhjHjixzhYXF5XnV/I1ZHE8OwGnK07cx4CtQFZXq9UKYK9/H7AHf4bG/Eptrcv8/ZnyPC/4Tez92H7GmN/xfp4u8POf/1xbW1s6Pj7WX/3VX8UxApy59S7axMRESGvb7fZ7HQDdBj/fgnaTziibA04XG6bLQdJI34shsGGiI3apDc/uBtArv2EA+SwGmg3Xq2i9D82RynfZsuyqzOj6+rrOz89DKpWifd+15lKIlZUVbW9vS1LopUulkvb29r7yOsgnFhcXNTc3p/X1dd25cycqEHpVsomJiTi7x+ero8XIbAh+HOEbx7qCRnI9kl2dxcDhptgCCK6fv+NAg+f/SIo1LymcMOQVlFuXrqQjzWYzqtchPyFoQ+pGEHadTIzm89+DPd6dINDRa5xvHGbOBuG8pHq9rkePHgUbhvOGc0yjT69rBG3XtVLpKk+CYBIJJPPEpU983q+Nw8tYkgfkiHyKaIMQ+9x0x9E/47JAd0g9DwLnl4NocQhTOaKPJQ40DiD9y9zkc5TDRqq4uLgYeaO8M/Py7Owsqh4yD3j+s7OzgvyKfBWcU5xnzzlhXru8irnmDj/P7LI9Z67oM+YnDqlLutyhdWBPUjDC/neXhrsMjHU9MzMTx1kw7kjRAKNglk9OTrS/v/+CRNTZAwI1Z+LYe5ztpV+Zq1yD4I97OEB6XTU87sk65fqu8iBgRXbJ9alSSW6Vs/PMbZ6J4CXLro4T8Mp3bkMJ+gkyyAHMsizGx9ksl+gBHnhwljKFrGlftwR/DhJz1pd05d94IO5ly5EK8i6898rKihqNRgQ++FnvqmH3XV74vrb3++1um6QXS12T2wACwY8fIJfS6CkdSqCUSkWcck7pZakYaDnyI6lwkjnX4GwRr7Z1217e8vwqmXV/fz82WfTR3+bAxzdZr8rD/OIQURA3/o6T3uv1IufDD5EcV7nGN2wc/DQ3BSeG3AaYTZeCSCOHDAfC5W6OzEuKjdedEjZMbyTMIzPxjZm1lsqYnA1gnUujcztAk2dmZtRut+MgVc7JcfmZO47dbjfsAs4wpZOva/QbTsLCwoIWFhYKh2Cy7vkcQfvExIROT0+1v78fZXb9QNByuXztOUP0Oc7zqzTQ5Onp6cij8HOI1tfXtb6+Hgg15z8RAHop5enpaV1eXmp2djYCYQIXd+idTXeAyGVY0ki6w48zZvQzjfmaVpSCDcqyrFA8gzHNsqtqhzA8qaSJd5VGB5JKV2eVwSAwx3kvHF6AARz1+fn5WD+UbScwx/llbbs0jORr1la6Znl/7sV+5kAFjq8X1fCxcOmbg3pePIPAzuVnzDvmJteBAWD8CWKczfX9sFS6KqJACXz6wtkCxt8dcs8f8j3Y+8RtKYHo4uLiC32YBj1pkOVn1TlLxn0dLPV9HqDCZZO8f/qcfk5XKvP1z2J3mRc47Nh2Z4RhxTyPZ5ws2AN5bBLXcNCJeenBrjOqqGsAWzwfieuyTofDq6IvCwsLAQK8qwYjyTh8m/2Fb9pug59vQbtJatEdJ1AHztngvAsWOk4GxsNzgkAvvMIbKIXX8neHEQfPF5Aj4tIIzUeqdffu3QIL1Wg09Nlnn4XEZVzy+m0rtsFgoP39fTUajTDI7sx8WxuMzsTERKBmSMBIul1dXQ30E2eCZFw+B5vBeQrpuQvS6KRuHDHQceamO9B+9gL9t7CwoKWlpQjQ2Qi5jjuxXuCAQN6dF3KKuH+5fHWwXrPZjHWHY+NOsQc/OBvuGILgInmBjUBKRtGCL7/8Ul988UU4wQShOJ/1ej2KE+Awu3MxriHFIYn5zp07Wlpa0g9/+ENtbGwUDsNEMlUqlcLx+/zzz/Xpp5/q+Pg4pHDujLgzRHOJoTvxX9WQ2lQqFa2vr2t1dVWLi4t68OCBKpWKVlZWgoXDyaQow2Aw0MLCghYXFyWNktR9TvkhnS5RwtYC+rhD7wwRATJzgXnpjC5On7PqHETKHBgOh9rf31ez2Qx5C4ELxW1w8r3fcHovLy/DpnQ6HZXLZVWrVa2urmpra6uQV4FEVRoVbEA6V61WNTU1FefAeFlx5q0HhycnJ9rd3dVwONT6+rpWVlaCpXVgwR1WWLherxeysizLQvbIvsZaciaXKmbMcQA4d96RwzJugDa+Nl3i5RIu1jeBljPDKysrWl9fjznOdbBLHjw4g8q9UmCSYIR1C0CTZZmq1Wq8I1Iwn3ce0MIMemVM/yygA0wVAQnPxfr1QJ65jv3yeU3f+AG6BBzeGCcYe57Xr+eBLvMdW+FVMKUrCa7n4NDnvD+BsNsiHysPrpB/Mla8M/PAJYu1Wi3mCgVd3kVDQkhVw2+zv/BN223w846bI0w3OdF8obrhYoGPo1sdSeNfftIkytQYuJOS3td/MHBsxrVaLQyppNDPg/R+l2Vbb7OBKn0bWroh+7/ePD/EZUEkS1POlGCCeYBzMBwOgxkCocUZHMccpoyoBy3e2GBTGRJOBGvXndVUIso12UBTxNTlGb7h8hl3ztI+5L2cRfDP+71YWzA6bHJnZ2cFjbyvZ/rS5T1f1egzHCrOTapUKiELIXjCnnhf5PlVZTvKTb9KErC//6sCSj6eoOiwQBTCmJ+fj0DGHTqeE4fKWQNAHhhJt/MEjzhU2MF0/rlTmDYPQB0153fjfpAHnZ6eBoDgzKSj98xfZ0IZJ9gk5GvjEGKu63uLy/OQ1sCOuKPv6wx7706lry9nBpyp8n72Z3MWiznu33eQaNy1POfDAcCUrfN3GbfHp99jvvrZOMwP2BoCaQIn7pWyNP57gpE00GN8COSvk4tyPe8D1mraV+l3vG89oGa8/b/9hzUx7hqMmzf62v/fbWI6bv7ZcftRynxyLWcJ/XN+X/9eKtH0Pkvnp1dBfJfMj/f/+66yuQ1+3nE7OzvT3t6eJicnI1HzTTYcKpwqkGzO8XDniEAjddwcnQH1SJkER8r4uzsUjlrNzMxofX09zqNYWlrS9PS0VldXtbGxUXAiKdfa6XT0/PlzPXny5NpKTt/25k4SiM/72lxCVqlUwqH0ZF2pWB4ZlB32Br23V4pKHVsQylKpFLIqEF6S9/f393V8fKyTkxM9f/48GCV3NkHVOcndnRk2KnfIcB5ZE+5kwUbNz8/Hhpeyb5yrkmVZVMOSFI5kp9MJlJ33h93C+cZJAmFEFgijS/DLxs+6Pzs702effaZ/8S/+hY6Pj1Wv18OprFQqgaJ68v03WXOg9MjckNVxHg8sF2xQr9eL3K1X0Z57ftO48XhZw7GGfQLVJh8lz/MopgFD4vPFkW1YcNY4khccVu8/7Kp0lbO2s7OjiYkJbW1taXl5OWQx0pXUjH4jT4RAJpVgEiTApvBu2GU/gwb2ZmFhIXJhKN7h12dcfB6XSqVYR61WS0dHR5GfxnOzTj0J3n+PlJTrgdT7XsL7LS0tKc9zzc3NFVgQ1iXOWrvdjlLU5G+53VheXo6iDVQ2pHnw7I4fJerdKcZued5d6izDILD20kCZ4h/O0KCE4Hl6vV4hif7s7CxyW7wkNoydM76+dilewXWxUcgOnY30AJPreJANi+Z5VsfHx8HsLS4uFgAFnzcE1PwdxpLx93XB2oS5wm7gr7g0mndO85ycGfT1zLpMA23OYaJP+azbEl/DaX6YB6KU9GZM/b3yPI/8S8ZycnJSrVZLlUqlUGgkvf9NtqmpKS0uLkbRk+Pj4++cn/Wq7Tb4ecft9PRUe3t7KpevDjZ80xMNqhWUj8XEonZKHTTOaWwPfqBpU0PADyh7lmXB5lBJBtSK8zLW19eV57mq1aru3LkTmlcqtYDut1otzc7OhnOxt7f3nZBwjWvkWknjy2K/T80lQlRVW1hY0MbGRsxFabSB4NgvLi4GmoxzhQPs+V+OQLLBLCws6MGDB5qdnY2DIc/Pz/X48WMdHR1pd3dXjUYjdNXXBT9sVC7lcMdIGiUT41DwPKCyBBGlUimcIN+sz87O1Gq1Irir1WqF/CJyctCD49SQjE9/DYdDtVotdTodLS0t6f79+5qbmytIrZAsnZyc6NmzZ2q1WhH8tNvteCYcRoI2HExJ1xY4+KpGIOFndoBmz87ORr80Gg11u109f/68IA30SmfXXR9ZEw79y4oajGvYNIIw5IG8O30HUo7zCtvIfWEDCZxwSHEunWlk3uZ5ruPjY3355Zfh5OLU0t9IQC8vLyOQdylQmgSPIw3jRDU1/psxcIecdQcQ5Y253u/3tbu7q3q9HsGPMxMUSsD5x+F1tDwNgj2YckaM73vwg5OY5trxzoPBINbN7OysVlZWtLi4GEUQpKuz7mq1ms7Pz/Xs2bN4XsYlZVelUU6YNCoc4MGNMxkeuMGoelDhZeuRnjM+BAck7Ltj74wwwQ/BBVIs7CH9I43kveR9+jlAnLlDEEp/pg53yjaPC3443Hl9fV1ra2sFCSRrKw1+nNXh3h7cuJ1n/gE4+PzxdUdBBsYTmShBGNVm/ZrOeLpE0w8X5r7ud7B3eXAmjfKUyHOcnJyM89u4vrPpWXYlQZyfn1ej0YgKf5575ONxk415WalUYp69r+02+HnH7XWkGl+nYXg8CRZWJr1filzxr6MvafUSvuff573G0dPjghaXMXDdVIbiCM53dUG+jLp/X1oqIyCorlQqUcmHjTyV2hB8E5AwR3GAYS5xJkiSZm7gWIACgrKCGg8GA929ezeC7FqtFs6UMz1SUdLgEoxUvsDfHdUDZKAsszu+3MfRXJgm/ztrwB2GcT95nkeyukuIaCnanso3PG8mXfv02TcJ0t35npiY0MnJSYwljhtn++AY4Hw4Iv1V9/gmYAh2BifTK0O53ElSoc9cNuzz2Z1pqWivsGHMKZzdarVaYNscHPGgmXnjdjkt/8v1PRnbGQsvwIBj6E6/vwPX4vqVSiUCKMZRGpX592fHIUyDCnemxzl2PmddgeBrPQWPuCaOsLMf/uNOL+/FPT1wTIO2lG1O9zkfK4I2nsefw4uhOPOBE01gle7Bfn2XhTk7Q+DC+PDMHuC5xNKvxzP7HutgTypD8/v678ftzeOCKP+9s4zI/lLAaZy0TxovUfN5S3/Sh6zbdAyZZwTzWTYqSuN7id8bO8H4sZ59XWC7AFi8cifj4YCB/4xbEzfdeMZxRYLet3Yb/LzjBqWO0X7T7fLyUq1WS6enpzo6OtLh4WFIzVzeki5WjMjFxUWcHo6DMjU1pe3t7Th1WyoeCgY6hUFz9NgPV+TE44uLizBsnrgIusiGcVMB4ttqSFAkFTbu96X5JiKNzsFBzriyshJJ5JzEPhyOzkbx5s6SyyfW1tY0HA51cHCgvb29QNgoJ0tJYhDE4XCo1dXVcKx/9atfxfxzBJTvwDjQPCDwxiYnjaRZ7rC02209e/ZMpVJJKysrcWYOCDnJ9QR3nrzM5gdaClpOErkHa1mWxRkqOMGub6cv6UN/p3T+MRYesICWvm4bDoc6PDzU73//e1Wr1Tg/6PLyMqQ4MHLdbleHh4dqNpuBjDpDMa4B7sCyfN0NGzZheXlZs7Oz2t7e1vLyshYXF6M/vNwu7NXMzEyU7/X7utPkcxD7mjJZeZ5rYWFB9+/fj+9Iiop6rCHuv729HQnzFDxwRxQ5JdeWFLlTBMppoM6cwiHG8Ukd0pmZGd27d0/37t0L2RgsKoE+9+TvvV4vztRyKSz94U6fz1dpVLnPHUr+29kKZ2nX1taCJYJ1dTl2vV7X0dFRoPkrKysxbsxX2BrYEm8usWS8hsNhJId7oZb5+fko+uBACu8EG+CFhMrlclyLUvjYAcaSUuew677vnpycBGKPTXFpIePIWJEXyR7PHCco90CE8fK1yHUpC0+xCreF3nhOvkt/Hxwc6OzsTCsrK3HsgIMBXt3TA1TG1dlCGv2D7T87O4sjDhxI45op88N4UpkQiSKf931pZmamEOhLV77X0dFRYX4BtEiKIjmMK74W5eDHBUE33c7Pz3VwcKCpqSm12+33zkfxdhv8vONGTg6L/U03pDQ4G5So9YPA3OlK0cazs7OQoeA0Uo76OoTGKV3Pl3CUCXQB444RSs8jSpPIv8sN9ux9bR78sLniBKC139zcLCSSDwaD0D57BSzWA9d0pwHJCfdCKoQ8DHSc+enMDw5TvV7X/v6+JIU8L9Wnp2vBN34S+AksUpS9Xq/r+fPnwXyRh8N6c70/a4Q5nud5VADL86tDRrERlL/1zXRubi4+61IiRzZ9/bwskCD4Oz09LUjiXrcNh0N1Oh0dHByo2+1qcnIy7BASRNie09PTOOjVg69Xucc3yUkiqKxUKlpaWopAiP5g3AFqZmZmgqWkMhhjSH6PM0EeyHsAxe+xxeQckX9EoQ4YKeRp1Wo1GDMvX++BkDRyuPwzOIRut51t9f5kTWZZFqAUZcAJiJHweOlxAsButxv9BbOWPts4xN5BjyzLIvhK7X/KdLHWkN95iXbmBsHs9PS01tfXQ8LFtZBNObvsTJ4HMfy4XTk7O4uCEpRF93f256VfUGI4cwOzl85rl2oREMMqsL+wx3jpZ57bD9Q9OTmJYNmLwhCAw6Z78JMCDPSLn2nGvRzgS5kiQAuCbCqMUVreA2WeyVkwrsF/E3jQVzwLYBB5a6gQCKBTsAQguNfrxYHTSHSR79Mn2HrGj2fg2TjM3Vlaz3uF1cdmI0t0OfXbbgT95XL5paDT+9Bug5933EDwyHN4G+06OlkqHlLoqDcBDBtxrVbT6upq4boYJoyyB1X8nc/gXLlO3B0CPovRAhlxR/S2vd3mcsS5ubkXSqXDXnrAUq1WtbGxoeXl5Ti5G6cSlsE3XDbI1GnkPvyUy1dldnHM/LTtVCftMgOuDehA0JE6Yakzxme8oEcaELkTTvI4zE4qwSHISFFVvya/9zXq92az5bnSPvOy9Lw/ORHjzunBeWez/qZrjOdmvdM3acDA+uYMGq/s9SqNnKLr5C9f1ZBCgegzz70UrjRyHMmLcTvlTpfnNHA9v05arcvnjzug5B25HDQNIPhhLBnviYlR2XXOL+K6LmHivQjk+b0DAVRZxCkk6CKY8+DB5x7ouidwMy70ka9Z7u1l3QkuYMwByhz1975gz/A5zzykj3k/mHiCN9YUPzis/iywEd7X/MAAEHS4Q+z7qwepLuP1+8O49vv9wrgPh8MACHl+glSuy9z0QNBtBuf0uG3idz7XpFHRFLfTKYOcgiu+RzvryXd8rHk3lCjsEVzH7Th2zitOuo/hVQ2xK+VyuXCeFcGW5yQ5aOfMjJ/b5rafuebn9Dg7h51OwQgYLFdHePAoqcDyp7Lkt9GwG5TkpkT5+9i+dvCTZdm/Kul/KOlvSboj6b+U5/m/a3/PJP3PJf23JC1K+ieS/jt5nn9un1mW9L+V9F+QNJT0f5f038vz/M2XO/uWNyowlcvlwsnrN9VYuBgxjDSLNDVcbtz5bK1W0/b2tj7++OOCw0allLOzM83OzkYlE1gdkCxqye/u7irPc21vb0chAJ4LRIpzBVqtVmxU73OVtG9zm5ycjIT7Dz74QPfv34/xRR7DuRfOcCCR9BLVJJOycbr80llCaRRcOcI6PT2tjY2NkEpybRxIP78BRM3ReD/bxJ0y32x9g+U9+Tybqj+rBw9TU1O6d+9eILwuZ+Maac4S9+XejoB7CVQco/TgRyS0MF8wtJ5wv7u7qy+++EL7+/svbKwEKY6gvm5zqd3FxUVUgzo+Ptb5+blWVla0vb2tqakpHR8fq91uB1LqQfFXNZiLxcXFsbbrVa7R6/WCSZRGeTXIknDsZmdndffuXa2vr0fAhPPjTrUHnTBGFEdwlsQDYT9XRFIUisGZhSXkHR248uCJNTI1NRXn0DiLiH3m8/RhygoOBoMIKL38crvdjjlSLpeDIXPHz8E1SVGhDISbxPU8z4OF4jk8X4ffn56exvzhHBZYMAJp+sOL8tD/jCdrjTEDgGu329rf31ev1yuAOjTWFoGky3WxfQCXKysrIaUjePGg0quRIY87Pz9Xq9Uq7Gtcn2pvVHmESc+yLGRxfmYWcmIASIIkt5/IOGu1mubm5qKqGe9PhTzYPw/K5+bmAnRiLjIXmD/kBdOcuXfmBvswPz8f89NZ9DTYwJbBCDvAw2d9LcGi8vz0f6fTKdgn1hFryY/ewMbneR57CM8PYOPBT9oXns/K3zyniO9Q5MSZXYozvM1G1d3Z2dmw118HSPoutddhfuYk/ZWk/6Ok/8eYv/+PJP2bkv7rkr6U9L+Q9B9kWfbTPM8Rj/9fdRU4/eclTUr6P0n6tyX9V17jeb7TjYX5tqL8FK1xw5Ii0f4daYRgsgHMzc0VNhk2AQ+UxqHp7gSkKB33cyfR9d3v4yL8LjR37KDu0U47pQ/azMaCE8eGnLIsPg/ZkKTrzzjhdwRWODSe00Lz+ebsogMAfk3e87r397+5lMTRRv71Ck0p0ufzXBrlOKTN+yWVraXIt0tN2FzdQebvbKrXVW97UzbI+9klHTgkExMTWltbk6SC1ON1mF3QWhy+r2tPHeTxOeJOEQEoyLg72T6mfM9ZNbezODweMOCUSioAUe5wezCfMnbj+p2+QOZD7gnN7Xb6e65D3zhogROYJnaPm6v83XNAsOUOBvja8nXJ/+PcprmifHfcWLr98DFNE/3Zh5DvOXudBnKpSoL7+XxlvAgC0j5mfvv3vbiH/97LhsNG+HO5jDx9R7fBBMs8Z683OmfMgSoYa2xwatdSm83/O7PG730O+fun9o9rOTPK33jecczZcFgs2jRuzF0ySJ/T36nN9c+k69/v4f8SeDKfmI8+p19mw1PQgH8Zj+v2opts2B0vaPW+tq8d/OR5/u9L+velFx2FP7I+/31J/8s8z/9ff/zdf03SvqT/oqR/J8uyP5H0b0j6z+R5/us/fua/K+nfy7Lsf5Dn+fPXfZnvakuNw001SgVjGFig4xY+YwsNmue57t69q7t372p+fl6bm5uFZEscUsoMk0zu50z4mQigVa1WS8+fP9fJyUkguH7OCsbYizLctrfXkN9QZnljYyPGibGBDaJUtY+fOxxSkXlMHQpHGD0PjOukycbpJovDl27ObJg4T87ApE4mp96DpKZBBkF9v99Xq9UqbLIEe+j4QRg5TwME0K+T53kcNEohBC+IkDbeFYcfZoENC9kEcjN3IKanp7W2tqazszN1u92Xbm4eiPrG7nKmcdI4dxhxSFqtVgQk5GGcnJzo4OAgcoD8LBrPn2Kc0/njjhilrkFQuSdnOr2s4aS2Wi1JiuAEx7hcvkr8hrk8Pz/X4eHhCzbT8zXHMYncy50i5gJj504Uz0XwgBPsLCjXxnnO8zxy6XBemKe8H9cHAScQ8fyatHgH+Q6SQproz+JOMLlTjsbPzMxoeXk5mASCF5fTjbMVXJeKjcPhMIplsEYIgmALmYP9/lW5eO6FlItiKz5WMzMzunv3brwrLNs4cNDBmRSkkxRHMuR5XihpTAn19fX1YKzdMXbwEGYIIAm7BtDkbCNAC+WlPVDxgMCdaq4JiwKTzj38LCjsI+AVhxTj5NMPyCqd2Ur9C/oIG8ZnGXcPljxgSIEwxtyBYy+7zvi6DI7iHaw55gjXh+FwWZ/Pc9a696vbRYAutwvjQBHWAM9MjiCFLPb29tTpdGLuvO2GqgCg5ib90Xfd3nTOz4eSNiX9h/wiz/NWlmX/XNLfkfTv/PHfYwKfP7b/UFfyt78t6f/5hp/pO9HSjfImrn9+fq52ux2OiaMp7kD6c7h2/Ac/+IF++ctfBsKfVqdj02NR49iw0DFwafCzs7Oj4+Njzc3NaXV1NSp3cRJ8Ks27bW+vlcvlqKK2vLys+/fvF05mn5qa0urqapxTsL6+XpCt9HpXB6XhnDgqzeeYFxyG6PIYNhYCrdRZYi55knm6aboGvNFovJBETsCA1AkngrNRkIRwXkO5XA6HMtX7U3SBPBYcJoIG/kWKRElsgv9qtRrzn5yhTqcTEjfu5QgtiffIDl0KQsPZXl9f13B4VYHtZcGP5xnAysC2EQSk7JEHtQSNBEk439i5Tqej/f39kMV50jbn5PB5d3x83PkM7CLjMzU1pefPn+vw8PCVzvwBrMmyLJwoD36oCsbfKdeNQ+3FapwJSFFu7yv60vuKOUeAjhOJrUz7l/vgUJVKxcqCrKNut6t2uy1plFNwdnam/f39SM5njcHSpnMB5sgPWU2ZOvqqVqvFfXu9XtgLAAEKX1DIIw203WlnPhDc+lzj/6lwhvQW57jVaqndbgcDNjExoc3NzXDU6aPZ2Vmtrq7GPuM5W+yVBPoeeDurwDNzzhR2YzAY6OjoSA8fPtTl5aX+9E//VNvb2wWJL7YQcIDDZzlvxecPAZ33/8zMjDY2NjQ7O6tWqxXnQPkPe73bDb4P8MO7UszCnw85LXbSgx9nXplr3BPml5w/7o/d9uDHwU3sfipr43nwZ5DBEyxUq9UI1Cihj6yVYk0po+OVC2dmZuIgY8bcx9cP7IVZwxZMTk4WcpI8OPLgp91uF4o+XVxc6ODgQCcnJ9rd3Q1p6btojD/v+nVZ+O9Se9PBz+Yf/91Pfr9vf9uUdOB/zPO8n2VZwz5TaFmWTUtyT7s67nPfxeZIwk1PMu7FonQq2DcWghW0wTAvfg4GjlO6IUkj6n9mZiYMHobN783zgDR0Oh0dHx/HRkmuQLvdLmwqt+1mmm8KjJFL3XDucdxx9L1aIWPtjro0mhupPEEazT/mpqPa42QtPJ87gdzHZS3cz5OkXc6QJp8y59iYvF88sGLD43wdfkDN05K+6b/0D6gkAZIH+LwDzkPabzi8OAT0FY7EOJsyDgFG7pKuq9Rx92ukn4d58s+mTqKPjwfGjI+/X/oM49gT/12/Pyp17Y7V17EV9Dd5R1l2VUIdhBwnzcfMnf/0ud0592DIUWEC9lS65MyXBzGOMKeSGr/fuH5L+wwnkrXLWnBb7QECNtodaZcVsrZSRDxl612O5ev0OgDO16u/q/drunfhELMWPED1fvBnSeVJ3p/cP+1Xz99gbB1Q4JlhuXgOHyf+9XdJx8I/5ywdz4aj7hI3/ub/pgyLjzF/JxCXVLCP/uPf9XnPmvD1kDJE4/wc73dsqT+rrwXvc58PbmfSdUOf+BlLKaOUvlvaPx7MpH02bo9K9yWuxXuldnJ6ejqAAnLK0n3otr3Z9l2p9vY/lvQ/e9cPcRMNJwbDcZONjQH0ArQQg8xivbi4iJPgl5eX9eGHH2p+fl5zc3ORXP5VqDHVWxqNho6PjwvoO8ihdEUtHx4eRlWaVqtVQAXb7bYeP34cyalvKifhtr3YZmdntby8rHK5XDgXgXNPVldXo1Q1J3n7hgdin+d5jLOkcACQ2uR5/kJScZ6PKsDhxKaVpLzYRRokIHngfsgIQND5HggyOWvSaLM6OTlRvV6PdwHN9IMvcWJIDPXnIlDkOyCQnD3kziAMAveivCtsAvIg1mMqDzk6OtKjR4/U7/cLzNza2lqUIiafjuCPdedorlSUMtEAQLx/GFevulgul3Xnzh1tbm6q1xud9M6Y5vmofDDMAggpycipQ+FBsf8//+02IM9zNRqNwknsExMTgfR+nXZxcaEvv/xSrVZLq6ur6vf7qlarYTdhIJjLSIj54f4ARbCEXjKZeUvVNHdyyuWylpeXtbCwUJClnZ6eqtvtBrPj0kn6wIvKILdkrsCISaMcj0qlou3t7VgvDlzhhLJ+KArgLCaOaOrkIReF2ZqdnX0heOOZYVYpSAAjOk5O7fIv9go/j4Xgm5Lp0qhaF1XECHR4L4pBpEyzs3iM2czMjCSFdFZSMAQ+h2EaPIhZXFyM88mWlpZifbmsFrZvenpay8vLEeQw32EhJicntby8XHD2+/2+nj17puFwGAUb+H46ljzvuLXG+qbE89LSUqwnPpuONbYVNor5JI1sNIGDX4O5xnhi9yh1j21JQVaYbcZkYmJC5+fnwfzhS7EHYHecuWIPYI/DLrHveM4T/UvxCQ+4XI4/HI5ytPzMMZg15gLMKP0DG7S0tKTz83MtLy8HELy3txdFod5Wc7AhBS7et/amg5+9P/67IWnXfr8h6S/tMwUxe5ZlE5KW7ftp+19J+t/Y/1clPfuGz/qtaDhnIN83fS+XdJC4irEA1Tw9PVWj0YigxKVBLvEYh5RIKjh8l5eXhTNUQFExgFTw4fnOzs4KNHKn09Hz58+/0UGLt+3VGtXcCDrQSHMuT7VajQpBm5ub2t7e1mBwdWYO1bLYRM/PzwNBZ8NiYyBQScsFu2SAjc9RUncyrkPWMdpUQ3PEDueVfAHyQ3CiLi4u4uyZWq0WBR1wItKqTzhy6bkMeZ4XgjcAA/+7z3uqHXlwc3FxUagklAZXJycnUaHq/Pxc1Wo1HAVQRN6d53M2hDXm0gtv7lD771KAJsuuzqm5e/duITBKg1aCE5xR5D1ft3Jjyl5Iipwh3ov7ft1r9/t9HR0dRSlnHFYCYRhviipwCCnjg92jyACVD3GeJEUuDkGNy18mJye1srISFbh4JwIaHGlnKSTF8/lcZ46yjlKJMgATEk/WkK9FBzJYy5SsZw168MNYcxA2894/55IrHEovDIJD6wyNO5wElp4DJY0cSfK3qAYHS720tBSBKHOdtXRxcVEIxH2uORvDHsnv2A/988hTmQvkKPqxEPSzy0IJjpFdYX9dITEcjgqp+PO12201m01dXFxoY2NDi4uLBVtFUMdchXlIGUmCckBRroNdSRkcnptCJpeXlwVZXMpG+jMzrs6iT0xMxNlQrCdneAAX+H8CD2cPeX72oIuLi3gmAFXk+chKHQB2u8U1PRfLJczOEjojn5a/9r52OTFACfssfiApAKy5txn80B/fhxSDNx38fKmrAOZf1x+DnSzLFnSVy/O//+Nn/lNJi1mW/a08z//8j7/7z0kqSfrn4y6a5/mFpNidv+uDghPglDwG86ZanudR8EAalWlkM86yLNgg8hVwWED5kYF8Vf+nBmuc/GfcNXAScA5IPPcN6bZ9vQaq5YUCUpkB+RsLCwtaXl6OBHL+e3FxMQ7SJCF4MBio0+nEhsNm6KggeV4E3JLibB1PrE6lkI52slZw0jzPZNymwPdBu30Tcm06gTbINmidy/d4LpxonDKcKJrLKFxuxg8MjD+fM2Muc3Gpix/Q6H2DEyaNbAkbO5u/szO8E2Oc53nkFpH0/Lotz68KNhweHhaCNEebeVbAD0kFACSV0lzXcDhdPiiNUHT/Ls7c13EcmMNZlqnb7arRaKjf70ceGEEG403AARuQZVk4vAT20ii/J2W0XMrFNWF7cJjK5XIwsthVbCRsiedR+Bxxx4z+8TnBfb1ggoML0qgwB04+7+vyKy9+4d9zRoPx872BZ/Z9IS3+wL+eRO8gC9/3nAvmhpfA5zpeeEcaJb7TLwRv9Bvzgmv677ywD2NBkJzOJ2f8PChPi4q4D+DBWHpOFPbB82nobw6pTMEjrol9cbDFJXowR9h6D4p9nvlz0q8pMJquv1QmloJbzPfBYFBwwvlvX/8uZ3YJJywdQTK5kH6YtaSQ1zMPnKVKg07egwAM5indV7E5KRDhUr2039ivmMfkrb1MXXNTjfdjz/2u+9ova69zzs+8pI/tVx9mWfZLSY08z59kWfZvSfqfZFn2uUalrp9L+nclKc/zT7Is+weS/g9Zlv23dVXq+n8n6d/JvyeV3iYmJiKZ0VG2ryvT+DoNhOj09FSdTkdbW1shS2DjOT4+Vr1e19nZmQ4PD0OC9tOf/lT3798PhO5V35FF7XkQOL3jFhUJjFLx0Lqvi+DetlGbmZnR/fv3I3leGsnQpqamdH5+rr29PZ2cnGhzc1MfffRRINYud5Cu0EtkN5eXl3r+/HlcDycIZweE1ROIS6VSnCEBc4Jj4w4ITsNgMIggplKpRECUItPphiIpNjuu5XMIIACEn0M/qbDmz+XBC4j/xMSEOp2OWq2WSqWSNjY2VKvVYg3jJOAweuIoGyMyTjZL0D/kHzCwKYvi8lHparOqVqtaW1sLxqDZbBaqLsHCEuwsLi7q6OhItVpNw+EwGIbXacPhMJJ1PVC9vLyMxF53JJDUuGOHY+MO77gGmg9jAVqL1In+f117Qb9ih5l7S0tLgRxTXMLLusNiwfKlZXv5znB4Ja3k+jjJrI1er6fd3V01m01Vq9U4/6xSqWhjYyP6r9lshpNEP+CkugSTHxx6gA6YGdgmzuEhYGR9cphrGoh0u914/5mZmQARYDxhFmAvsfse9GRZFiyPB5UwH4wFTjUSQ8bF55UHHAsLC/GsfEYa5Rr62SleQc3XqO9BfI4ACBal37+qondxcREHOeN4g+bT1zBvAIyweAsLC5EXK40YY+YiwRqMdalUikqN3B95L5JW+snZCOYxANK4PB7eFVCkXC5rZWVFtVot2DQHo3henpV+9eAnzf3y/cftGddgX1paWoq+8ODHmT8HkAaDQfQ78zLNc3JGkaBiYmIi5KA0WECC+fRgdVQDMKdpZcN+v//Cgcu8n9s15plXlJycnNTp6anm5+dj3N928EGBq3EFrd639jrMz59J+o/s/5Gj/Z8l/Tck/a91dRbQv62rQ07/E0n/Rj4640eS/qu6Cnj+kUaHnP6br/Es38lGdI3hS9G2m2ogJTivbH5OeXP4JJsoztXi4uIr3yc1cqmBTREQWio7uG2v31wa4AfXuXNDVTKcVPJgMHxsMmwA0PQ4TCCkLmv0JHZnLVzK5uyfI3/p5sD3siyLjYvN0lHYcfMNKQWfdeaI67ocDIfQEWk+6zkLOCpskrBAsFtpEQNJhUCNH/8c3/X38fdnI09ZMt7NNeXOuDi6SzUpUFWXsH4Txtnnh7NmLuvxzzoLmM7VccyDjy9jOjs7WxhfR/XpV+/H9L9f1uhbbCF96jIi5gjMgjMTrBEPGBgjxpsxZa46c3NxcRHOMXMfpxq2NQ386T8PXsa9l8udJcWcJgfUn8vZgZRt8Xnp6Ly/K+sLBN/Hwcec+Zf+8Bn6C2c0ReKl0fqmr3hfJLaOsNMPzuykjHM67wh66GOuQ18yx73f/Hq+vpinfJ5xxz75Z90m0q/jxtJZT5+LrDWX6HrzsUvXG/N9YmLiheplzn6N+3kVPyadD/5MrB8vuJAGQT4PnT101sTfz6vrcU9n2XkeZw79Ht5f7GMe6DPW/v8e+LhdSsfX1wLXfFc5N6x17n/L/FjL8/z/I+naHsmvRvx/+sef6z7T0PfwQFMalPL8/Hyglo5S3WRjMiN1QGoBQojxWVhY0MTEhKrV6jdahCQhUs630+kE4n7d82GsUor9tvrJqzWS0Cl/SpECAm7fBAhiZmdntba2FoUqPJCgPCiOM7lilGH1DcmdbHfaz8/PCwwQyBfj6xJQaSQDSfX/XNMlAaDKnjgLKicpSlWDcCP1Qu61tLQUxRtAtrmWVJRH8NxIAJmroNQwEI6c4SgRhPB8HPKZvlue55FX5QGlVKyaR6ltyomTOEvgSh4QDrnL0HC0rpOgfp3mzmWn0wnJk+ccXBfwgCTDljjC6n0Fo7K4uBj9zhwAQT09PdXDhw+DyfJS6jiX5Jl8VZuZmdHm5qZqtZq2tra0sbERLAiVzwj6GB/en7H0gJ35zHfc3sNslkqlKBONKgCWiDXDuJL0D1hFrgk/BBXYdXdcPXhwdn04HAajVCqVoqy1gxCe89loNAI0w+FGfimpEAjzfClAISkQe2S4XtYd20Dfe8Dule98Dvt6Yp7jUE9NTYWDC0vpZ3/5fsO/yMDT+cvhsTDFFLagKin9BWjCO5N3SBEh9l2CbK7Pew6HQzWbzULwVy5fFcdYWloKxp15lgaIMELeRzBPBPCw/QBBzHOCKxhVykf73/M8V61WU61WK+QkMfYETthO5pLPNXe0/dlTkIw+Zs7ST/QVYwKjR39w5IZL0Ly/KJXt0mj6jlw7SqiT/0NxBQfK3Ka6VNLPIeKdU0a8XC5HEZR3FXT0+6NCNO97dd3vSrW396qhF4XedFTlJpsbEdd58zeCISqSVCqVCIJet3nwg1QIXft1z0f/4HRiJF52Mv1tG7Vyuaz79+/rF7/4RQGxnpubi8NJcRiRDczNzWltbU3Ly8uRO9Lv9zUxMRHyDN98KXktFREsNjkc1n6/r0ajEeeJuBTHmQkcJTYmNmEPfhwlk0bzxeU/OBawWMgj2AhJ3sahmZqa0ubmptbW1tTtdrW7u6vz83MtLCzEJgoKhvyj3++rVqtF5aZmsxkBPcEPQRx9gvbfA5NaraY8z1Wv12Pzo83NzYX8o9vtRp6Hn71Tr9cjsOMQRQKc6elprayshNPvDA0OSOp0vG7DgfDCCbAVWZYVKkHR3LlDUubPwZlHk5OTIbd0yYlUTHYvl8tqNBp6/vx5FFkhP8DL7r8qgDI7O6u7d+9qdXVV29vb2traUpZlajQa6na78V4g4/QBFbDInSiXyyEJclTcJaJu65aWlmJcuJ40cgLTs08ohsCBu+k6cuQ+Re9ZPw5EIBEaDodRQcsDUfJALi4uVK/XIxBkHBhbD/SRWg+Ho1w/lyI5KDMYDCLR29F7gmM/RBhwBEdYKjIKzhT4e8LGMJdg5ZgfnqMmKdg4d25nZma0tLSkxcXFmPsUwaDa3sLCwguyQXIwqbY4Pz9fOFTU34F99/T0VPV6PYpD0G9I553tPT4+VrPZLOyTBC0eVLA+5+fnNT09Hc499rHfvzr7xoNfbCnvQmCEXJg9ImUImac8pysGCDSc8XOgJwVnmHdI3QhgGUv2uCy7ytvDHnc6ncKBtwSkrEOqVNZqNW1ubgaD0+/3NTU1pfX1dS0uLqrRaGhnZ+eFQJd15XJYr0wIOIb8kevTV1Q+pBrqdQzuTTfG3YtwvK/tNvh5B83p9xRtelvNETg2CTYsnsnRy9dtVw5jW+1WWyedE512T3V+dq5BfyApU6ZMExMjKcnk5JTK5ZIqlTlNT08V0MypySlNTnhVo1x5PkKVhsOhcr2/i/WrGk4PunmQf5wInCzfUNhE+BcUzRkZR3B9vnINn7/j5ooHEM4Spc/tqJnr08dJ5JgDaSDE39jU2MBcJuT5EJ5kTTWfVGvuPzgkfJd1Qv/4d0Em/fPptUCj2cTdWfPv+jpksyWvyg8lRGrkMjtH/N0hvG68vklLr3udXXOb44ESY+3BT7VaDbaDOepoMtfiOgTAjir751+lETR5lUt32Fzewuf9vb25kzOOqXDmjGul833cc6fzw+U/rItxEjHmoo8D8xoQwVmI9Hn8/j7e6foEQCGwSr/nz0HAgUONDSAwYZxfNo4p45M6zuOkeun+56g7fehziOu4zJVCPQRB/o4uq3IbxRp21jBlnMaNtduk9Hc+F/wdvN+4vlfhcyCU/ofNSwth+I8/l7Mohf04f1Gqy7gwR+hbbCafo3/9/a5bCy4FJLgi6E8ZR+6fBlmen5rO9fSd/Tspk5ra6TQY9Pmb2mjfT3yPeRuqINq7CrzedrsNft5Bg+YcDofBZqSb1E00d7pwuByhlEYyCPJ+FhYWCoj01207T3f0F//wr9V43lL3pKvOSVe9y57mW6va1rQmyhOanppW6Y9o2uwfEcDIRbCF2MsudTlxqWE+VO/yamMdDIfqXV6qP+yroX21L4+/twFQtVrVnTt3NDc3p48++kj3798vaHdB+rIs08nJSZy0jkSA8s/uAOEEkiDt2nlHSFMD7ZXfCLo8mCYgKZfLkWTrCCnnpOBwIp/iPjA3bBDI7ZCnNBqNcERA4C4vL0OO5oc7krid57mWl5d1cXFR0JtLI4cBtgZEXVKhGh19cXl5qVarpSzLND8/H2e+eHVFgrdarRZV2NzJcMkTLBoJzvv7+3r8+HGcqH56eqqtrS2tra3Fs3upZSRSoPcEBtKbC4AIsOkLHKdxBQgIeiYnr84t4ZwjihnAOk9NTWlhYUG1Wi3mD/IcHE6vuvXhhx+qVqsFq9nvX52o3mg0CvkQX9Wmp6e1tramzc1NLS8vR1+WSqU4H4nxIs+AXJKUfXGH1wN8l9HU6/UY8zTo9u+zV/hcIqEdZsNZEHc4uRbzleBmdnZWq6uryrIsGFufi86W4cwzv3gHnFf2iouLiyi/TECKLfHiBiR51+v1YCgotcz7eUDrTBP7pdsiru3OrsvCKJbANQiIKEjhAQV95tI1AoJ+v69msxlJ90hQKZEP+wxLxw8yRX8eb2lAw3MgJ2SulUqlsAfuULOeHPRJr0vfIXHqdrtqNpvRH9hhKr66XYZRxy7zXvV6XdL4yot8lrlH/vDp6an29vZizaSBHc/HvCE4pU9hEYfDYfhTpVJJu7u7cS+XOzImvgeenp4GaOJgnwfKw+FVoRKYL/ZMVDEwO8jmWN+eg+hsGfPMgUaCpFKpFHMd0Adb9zYKP2F7AX3e5yDoNvh5Bw3nTVIBnbjp5saFheeosy98Kluhr3/ddlxv6fmf19X+4o/VqfKKplXRlq4O+tJQ0tkfn+8ke0k2mTSpGU0WumkU5uQa6nLyXG0dv/azftcbeTsLCwtaW1vTyspKAbWl5Kc0OvCWOcCm4uVzXSPN/9PcsRrHBmH4cdyRrbgjhxPnElA2W3fO3FHhu5eXlxG84XSCJCIfoLLY/Px8SPQ8vwRnwaU0fjZH2tiEcTzc4UKOxrM2m001m01lWaaFhYWQdaXadhxOpIZoz3EipNHZMDjHFKk4PDxUp9PR4eFhVHg7Pj7W6uqqZmZmItjBIWY8vOLim9zcuDb5RWjzU9vGfQmy5+fno6w6UqHZ2VktLi7G33G46D+cYORGOA6rq6uqVqvqdrshC2y326Fjf9UG48S5Vl5id3Z2Vr1eL67JGnLHL0XnHRkmgHAGi2px3j/XBT9Iceg/5uRwOIzDXV0Cydik/3JtxgyABKeHzyJbToMDnEufq9gbpJgnJydxNhBrmgCF+yLbQ1ZKDir7Uq1Wi2fys1mc1eA9mVcELeVyuVABENtGw2a5E4o98TEnwBoOR/kbnElzcnKio6MjDQaj4gK8HzbMgx9sFOvR7YoHbTwvY8Sc8bxIB4SwZ7Ozs5JGhVbS6/O3w8PDsDc419h6ntXzBAkO0iMvqOzohyr7WifPiXGvVqsRsAAQ0c8uS+OdPDeM9cZcc3moM42l0tU5RRT6YX578AO7xbwHKPKcLdYe+5KrESgO5LlQPtY+Pr5+XQLN9R1A4PdIy5n3byP4AQgAxHqf2/v9dt/S5ht/Siff9H1xZjEyGIWUfnWD9HUdpLOzM/3h8z/ocO9In//VF+qfDZXliWRC1wQ6X6sLsrjEMMu1MruurDbUQH31hlcMEQ61U/HvawMFZ6MEoXJjjESKTQVUTBpJXtz5cjmAa+zZnKRRhSw2L58vjuq5Q+WoJOdJeT6Kb6Iu4fHcB4oqsPml8iE/rwJk14sscH/QPxxL3s/lDS67eJlMheebm5vT+vp6BD9eUp7nB8EFsXfZHE4LfUifnZ6eRv5cu92OAiKnp6c6OTmJw4l5f94rTYZ2yc6bWBPu5LszxryiD3EMZ2dng9lZWVmJoIeCGy5B4XruFIJQuq3CqSDoI/eH66WJ4OPewfOQXCZKH+GEeN/hLPJcfmgnDB9/x3Finvo8S22u9ynMiwMMjCP3Yf2VSiWdnp6q1WpFrhEBGYG2j5GvV18j/J25led54WwT37eYx8y14XAY54tR+tfnoEsRfUzI3XD231k1HFufc+QnSAoGLMuyQuEEz29NK58xVu6w+l7JusRJTucKh6gyFyj6ISkYBd9beX6CAYJWB2NcugjYM44pYsw8CGK+kQ8Iy+bSZWfZeC/WGvfkGZ3FhRXARjGW7CX4Fj4+ABgwLG4D5+bmCp8lIGatYaMJwpgvvLdLySiygt2HRfb1xbuwLrkWexCyOfwGD1RTiZurdrALMLIETM66p2c+eSCeBu8Emq/rg71ug2Vk7d4yP7ftjTY2VxKy02TEm2oszOnpac3Pz6tWq8XfnHrlGV2m9HVao9HQ//v/8h/oX/zDz3TWOtdl/eYrtGUqabW3paVsVf2pS11ut5VNX53+vre3F8bnVWUv38WG1ASDy8aCMafKGYYVZBPn0DdOd2qcKXBpF59l3szMzIRM0hFrr4TDxob0g02J53KEPHUIcZq5Nhuzn2PCJr24uKi1tbUCggwLwEbJ/Y+OjuKcGoI/d16RZ3lisT8rG7Szp8720LzPWV9skqenp/F+OOqONJMoXK/X1Ww29fz5c+3s7EQQdHJyoqmpKX322Wc6PT3VvXv3whGXiies02dIcL4pouibeerQ4jDDnqyurkZFpvX19ZA34lTduXNH1Wo1pEQ4de70MidrtZqyLAsJZK/XC4f/5OQkqvDBjvk8ue49OMsH+RIVrAg+Tk5OClIgxpUgDObE5w/5S+lalVSQyrAvMNdgcFyu5/OGgJk5BUPA9R8/fhyBsHTlhN6/f18bGxsFptadV0fPvYgH58fMz89rdna2MJeR3iELOj8/1+TkpDY2NiKXDmbBgzr6lPmSZZlWV1fDbrl9Idj0fufvBP3D4VAbGxtaXV1Vv9/X8fFxPAvPipRIKjIjvD/XdWaL/iYvkj2S+zOXJcXanJiY0MbGRrAcHgBjJ1gTrVZLR0dHUWilVqvFZwAvYFaQvzK/YKF9XvOsFCxA2o4NdGaw3+9rbm5OW1tbmp2dDVvEexGoAyAuLi7GgbvdbjfWgh8g6hI25iT5e8y14XAYa4s9gn2JuQSryzilbKjPI2xktVoN25eCPdyHapBeIY9Ay4Mf5MSekyiN1AvYAsYUyRrqCf6OBDqdi+ka5F9YF5envq0gZGZmRqurq6rVaiEffF/bbfDzjpobL+nlJ5u/qTYO0XfD4Mh8Sr9/nda77OnoSUMH/6Kht/BakqQsz5SdTah0NqHS3IRKE31Nzo/Kw+IouNGR3k6/v62GEScASBFS32TYRJgHOFwpA5kaZmdhcHAdQcZYp3IdvyfPghORJkT7vaVivoJUPNuGDcurCdGQiznzkM5nR9X5XJrj5sgw3+F90+fmHaenpwslV0EO2dBoHkj6eDi6j+OBI0oVI/IN2GCRwx0fH2txcTFQf+9LnjlNTn7d5tf1PvX7MlYgvQAvS0tLwUDDEPB3nIs0aMNJdpaD++HcSVeOLag7wTtjfV3wI40Sxv3HxymtBpbOAQ/QfBzT/sEWAQp4gE855nEs5TgpHNfnbzwD+WB8bnp6OhzfdB2kbK7ntxAkSyr0JUCBrxfmKcERMlsHN9xmOOhHwOH5S1zPAx8PRmBFYH4BuVgrp6enISMCeEnH1BF4Z9H8h9/zrIzbYDAogAzu5HqJcbe7jLWvdcANr0bn92I+MD+wP/zd1zKfp8ogzwgDgV1wkIJ16IwzY+1MNEAQc9GDZ+y/zwuCHwJJGp/1XCuXlKX2leDH39vnEz/IqCcnJ1+Y6943XNOZMC/04Pk6gDrptZALst6cseF3DrRhx51VTM8fSufe22R+3K6m+9T72N7vt/uWNp/8b5vWlEZnhBwcHBQ2Ds4NcCTybaIOb6qVB5OaPq+pXJFK2aSG85kupy81mOorm7wykqBWl5eXcXDgd70h/0J60W63Y7MiAMSQOwLG2SQu2fEkblBHqXjwnwcnvlmlLCZOJM+HQ+MbJxQ7mwZovl+H5Gg+w/PgWEujYBaEtNfrRe6HX39ubi608a4t90IA/r7OgkkKXXSWZQVkkvXCddKNmv/28yp88+f9+Hyv19OTJ0+0v7+vg4MD/frXv9bBwYF2d3d1fHwcDpOkOOfm8PBQJycnLyRKDwaj8yx2dnYKid9ftxGsZFlWeAbeEeeX8cHecWCylxnmZzi8KtVLUvHGxkYwO/QVpWvJkXIwA+cOGSDre2ZmRhsbGzo/P9fBwcG1pa5h4QaDgY6PjyMZG5Tec37SPAiew6uV4fyRM1MulyOHKMuu5JBpfoRLk3zeucTKi4fAVjL/QcDb7bbq9boODg4ipwYHFOQZJ5V7Z1lWyI/DmaMgSZZlcX8fa/YQxsBzMZAYwea43NOVBvydPAdXILhkiQDUGWGCpeHwKm/RS4hj0yg4UiqV4ln9zBkcfl+Tfo4NzwAzwhwvlUrR3zCqCwsLcXYO70Jg4sFrv9+PZ+FoCdYrARF2mhLqnojuhShSIBUgYDgcxjEG09PTcSaUB0wuYwO4YU1xEDQsSZZl8S/zhv3F55EDBQQJXhKevzu7R/9wDRhG7KrbRUkFu0LfS9LR0VGsO8AQrsO8Z6wZX7fv7FUE/2ngyzNS8MMBwomJiZifvN/FxUXkZfJu5XJZ9+7d0/b2dsgSPW+w17s6gB4lRbvdfgWr/M2a29BXPQ/tu9xug5930MYFP28zAKJSDQaCM0J+8IMfaGlp6QWH5bsW/Ogy0+DhpIYTUpZPaHFYUa6h8h+eaf1PlqRMOjg4iIRcT4j9Ljc20yzL1Ol0dHx8rEqlElISznHq9/tqtVpxngOSlPn5ea2srATyw2bZbDbDecIJdG02GwOBlaPSLuWhshBILpuGlw/mmjiMLl1wBJbgY3JyUktLS4WzFbJslAh/cXGhnZ0d1ev1yMOhwMLCwoIkRSDsDqXnHNF4lyzLtLi4qJWVlXCIXJMOkupBVIp6s+7yPA+p1HA4DMcEm3B+fq4vvvhCn376qZ4/f65//I//sXZ3dwtOBJtyt9vVp59+GptluVwOlmV+fl7n5+c6PDzU2dmZDg8PX5AhfZ3GgaOlUknHx8cvsHeOAMPAUdBgZWWlMOYePCBfunPnjj788EPNzMxob29P+/v7kadAXhu5PfQfwR1yHzbwSqWira2t+NvJycnYd2Jczs7O4swgiguQdE8gALLuaDVSItYg499qtdRsNiMfAVQV2aaPZSo7ZX3RV5wN48EVdhqpE2ufIHl3d1ePHz+OnCqqkREc4KSm0jlsvxdVIIByWRxJ/z6Xcf54vmq1GtfGWQUIybIs/k7w5QwUfZXneQS1boMINLz/CVIJwufn51UqXZ3VBaiS5rs525Qywqxn5gYBHWfjHB8fazAYRJGMtIokzJ0HcrBqkuLMMF8LBDwwWL1eLw75laR2u62Li4uC3ePHWfCFhQVtbm6qUqkEc0ywQMAzLvjh/khkYTCwLUh7yelJ5bqcE+VBA/PFAx2f6w4GU1DAWV6YGQI81l25XI5A4+DgIPIjAQPJ/0HCJimCG/Yg+p75CZDAs3u+FnOVeenMnrN9XGd/f1+7u7sRCHKv9fX1mMucn8V+Mjk5GWvV5as32fAHKFrzTVQB3/Z2G/y8g+ayE0/au+mJ5sgz93cttev0MdZv47neeBtK+eXVz1VRhLKyUqZsOKlSVlJWyjQ7M6t+tR9Gls3a++K71nzzS2UN/Iyj1tOflMFJJZp+P/71eeP3I9iS9IKznso2XNbgzp3/3h2+9Jm5Fv+6HM/ZTN4fJ4MNzBE8SYVn8e+kn/O/+/f4b//MuPf3v7kMA6aDgxNJUMZhShsOG445zJ5XvWLDT1HYtPm7ug3g+UHUCbBc7pXOL9B8kHCX03i/+nt4AOpSNxwYvu9IsfdluTwq6Y3zTtUpcixftrn3+1eH/U1PTwcz/jI76GxNOtapXeWd/O9ud9IcEd6R8aCPPMeD/8c5JLfDfyRFAOh5QlLR6U6laDiEbht4Lv9xZiOV8vj64Jn9v1n/XkjC7Ze/J/PBJUn+N+877y/f9/wd3FakrLQDA+m7uDQJ+RLBmFdk8/dM3yW1my7l9LWBBIlx4L+5r69VflgvPs7+Pql99T7z8YHRuK4vUvAkXYv0g48pa4bPuGwunWdpn38VWON9nD6X/zi4O06B43bJ95vrAGvfc11K536Wzz0P4H1/8v9O7dvbaOkael/bbfDzDhoIHUhvt9stVL+6qQbaQ64E90PewIaS53mgM1+3ROy3tuWZSvUZnXzaU7mSaeXBqu5/cF9nZ2fa3NwMNHx3d7egv/4utYmJiSgLDKqMI8zY4mRRdccdLkph4xCQLwBaDPKHk8O8wXFwpCzdPP3HUco8HxX8AFkHzSeJGMPPPT1Q8Ocg0X0wGIRsL89zraysaHFxMa7LhoKkAZkKjg/Gn6DNc4Fczgba7YnTIOSOHIN4eyBBUQT+myARFu7o6Ei7u7vqdrv6/e9/r8ePH6vRaIQTe12j3zudjp49e6bZ2VmdnJzE+UQuyQAZHVcEZG5uTisrK4GWkxCM/GVhYUF37tyJoGZ2dlaXl5c6OjqK85foN0rOzszMaHNzU3NzcwXtPZX7QMspvb6zsxPjjHTSS16ngSrz+vLyUouLizGXCAhPTk5UqVT0/PlzHR8f6+nTp4VqaMzNcrmsk5MT/eY3v4n19LOf/SzGFQeH50AqwlyZm5uL3zEvkBZRgYz5LBUlnqlTjWPtZXFhtJgrfA653snJiQ4PD9VoNNRsNgtMx9OnT1UqXZUB/uEPf6iFhYWQIuIMn56eFvrYc1pgIiQVxtjzaXgemCVfrx744XTCnAyHwxgjD/Y8OMEue5liDyI8v4515WerMJcJ2qenpwsFGSjuMDExoeXl5WBZmGOzs7PB+DJXYNe9z6RRFTp3onGC/fvtdls7Ozu6vLzU6uqq1tbWgpmjGAiSKEqGl0olLS8vSxrt6/QfEilYDtgp5gzj53JY+sgDWQ8QYBv9+WHeJcU1/fvMAfrVWSaeG3ni8vJysGTpWPs13U/yOQUzlWVXcjTWEvaaueh7nNsNZ2t8vmDP+b6zbABJsDvsGcgVG41GFKMhuKco0PT0tO7evat79+5FAOtgUK/XC5XB2wx8sFvYzfe53QY/76ChJ2Yje1kFojfZHBlzRM0ROTc8LIT3IviRNDiQTg9yTdSklQ9ndP/+fZ2fn4ckqFwux7kDrqf+rjQ2Gw9scOjZPBhL12m70QVhhGEgOJientbp6WkhCZR7IHniXimqi8ND1Su+J42MLc41shoqFKUsT5ogzPPn+ehg0cvLS83Pz8e9qDQkqeB4sSFx9gP6ejYxR/1AJUHMeW7frPnMxMTEC/IM32yRaaSOlW/ArVZLT548UafT0e7ubpzp8ypzErtSr9dDwpIGZ2zY19keJFITExNRYMErr1UqFS0uLmp+fl537tzR+vq6ut2u/vCHP6jZbBYYmtXVVS0vL4eGnQpgOOX06/T0tFZWVjQ3N6dGo6GnT5/GwbQE9H4Okzu8XgoYmdr29nY4XwBOVIGbmprS/v5+5EX4+E1OTur8/FyPHj3S5OSk/vRP/zT+no6321R3aBl7HErPyWE94kTB7OV5Hn02MTERQYBLdQAgLi4udHx8HLId5D+tVivKXHc6nTiLhjnAYZRnZ2e6e/du9Ce5nkgGeWZfd5LGSolwCOkT1qxL3FzWR1/xQ2Ut7AdSLq9CSZ978YOU1fbruxTOmTUCJxB3+pW1fHl5qZOTkwg2kVMSqCPhdLtJkILD6OwrfQX4wdiVSqWQiiHV8rywLMsiL9HzUNLzplhLAKjICXku5hBsL7JOAgPmjUsfGUve0WVtLtVj7AFFAClYnx68Mq4UVnCbl2VZyDm5vgMtznL6mHNtDzgAvVibzF/6Dbm0y22x5b6P8Vy8I4Gevx+fY95ihxgLzz3k+ZH+zs7Oanl5WaurqxGg+77Ku7zNwIf+RXLHmnlf223w8w4axkBSoJX87iZzT5zaZpOXRiVH/bA7nGSnzL/T7Y/nDGWSNJDO6hfafbqvfq8XeSjTU9NaX1/X+fl5lMf+tjZHh3FCarWa1tfXo04/m2TqWPv3pSKz4vIzDD/OGGWJHYkfDoeBXOFgO5sEAoikg2v6XARVI1/ApRqpdCOVGbg0xM+RcHbJKySxCbl8wTd/nsudU0d0eTccPJ6D/nLJx3UynyzLCg47DvHp6akODg50enqqZ8+e6dGjR+p2uzo4OAin9lVBEoKbPM/DsXSHlnwBEGNJhbmEnt2ZDZ8T2AoP7FyWNjs7Gyg1Z0Z4QO4SMQ+U3DY62ooThCPHd/M8j2pkBFRpIjNO38XFReR9DQYDra+vBzNG8MH8Z/5mWab9/X397ne/U7Va1ebmZiQhp3kWPtckFQoKMAeccYe5gKkgEAet5nfk1zjyzXim1aJSxgPEn744Pz9Xp9OJ4I++xrl1++Asjs9dZ219HactRegB/WBePKGdPdBzhty59GpvadDjfe4sLOs17X9kbQRZsCEECOn78d6SCoE398KxhyUlh5S5yFpxlprr8azk8jAObpdgkLgXoBT96tUuWcc8f7/ff4FtgSFhTTuL6HLIlGHlmn4fnxPOWtJH0kiRwHgTSDMPCLZgoABamCvSyEfhut6HqcSP58WejJOnucwxZSTdrmMDmL+eE8Y48x0+52uR4BlwjXf3oA2mx+c64/w2wXFpFOxir98L3++adhv8vIM2GAziXBEQgCzL1Gq11Gq1buy+jvyTvO4IN+iLNNr83seDrgZnUvM3p2p9eoU8D/NcUq7ZH1b0s5/9rEBbf1sbCFelUtG9e/dUrVa1vLwcUqSNjY3CwXZeAABjzUbsG7wjZV4tiftRJIDr4Xw4O+hovFTMWWA++ZxCisb78MyOmiOF8k2Kv/t1fXOWRmwYKLA70fz0/hgA810Q+LQalrOmLkXyzzjiyKbuTIFLnY6OjgL1PT4+1vHxsX7/+99HsvqzZ88CSSTvZJxEzZ+BcaCKYalUisIKzvx0u904R8dtwvb2dsG5J/CBzVlaWgrpBsg0/YQ8BMncvXv3IuhkXhCUuZPghTQGg0Eg0ysrKxoOh5HwjRTTnR1JcdgreTogl4xlp9OJClCbm5u6d++e1tfXNTExoXa7rT/84Q/B+OEA87z9fl9/+Zd/qWazqaWlJf3tv/239dFHH2l+fl6bm5uBYvM8SABBTpEZ49xwDpGzpJx7RPGO+fn5mJMgyEhDmX/T09OBIHtwwfMg3Ws2mwX0vNlsRvU3ipx8/PHHkhQBqxcK8DO+HEl31D0NgHgeHDvvy93dXR0cHGh2dlZbW1shp6LQDjKtXq+nZrMZiDyOeloyGfuBVMwDepdIOTtMoMPnu92u6vV6IXBiT+T7zO/Z2dmoJFmv1wuFACTFXB0MBup2u3H2DPMbkIf+uLi40MzMjH7wgx+EXfeCEb7+vKjKxMSE1tbWtLCwUJC9Aaby7CSvpywHzjtsFfYFZtalep6Hw/pljnnOjIMjjDmg1/LycrBXzGFP7Of/2+22jo6O4t15X4I/AC7sHfekCp6DulmWhf3xgNlZRF8b/J3+wo56gMaY+fwikMcOkirAc1KZcmFhIYqDIHGmeEQqu7u8vNTx8bHq9fpbrbxWLpfjuIH0MOD3rd0GP++oYQQw9hgbNpmbaimdLY3OPQA1kfSCg/oqzSUGw+G3mC7tS70jf75MKku6V9JCdUH9Qb+Qu/Euqd9xY+AIM47o4uKilpaWQjvtqKobfYy8Xzt1ztk0UtSPDdS/BwvkSL5UlDS4bM0lI1zbK72BkHqqlcktAAEAAElEQVSiO8+VOliOAHoQ5E6i506kiCTP6/3ifePv6khtyopet1b8dzwL14fpId/h6OhIjUZDOzs7ajabOjo6CmTeUd3r5kj6nGzUBHcgwMzrlPWRFM57tVotONQ4sh7AukPl98b5IKBh48fRd2fZg22cKJ+LSPaQ3hKc4HDQJ5QfxnFwp8YdlnK5HMHFxcWFlpeXw3HxfvP5MRxeld+WroKsH/zgB3F4Ls/qa8Tnm3/Gf2AZASKQd+HYkR+Ew+fyYwcFsOHpmnbUPw2WGQtJkUO2srISOajcXyqu0XHzepxtZOwcaOMzvAcsFuOEDeB9cIZx6pG4Omjjz0Sg5kE46xQmx+cz8wb5IXlAnl+SMj9+LwdwUrvqzA9ObBpAOauD/fQ8FO9fZ39cWjU5ORnPna4r37dYKz6f6Rt34D3XMR3rlO1Lx9WfeZwtBBQBECCI4/3pD2fR/H1ggciDcVYvtde+Frk31/DndhYw3UtSMMmZHw9+vL9ThQL3JmiC2XQgKO13ntPH2fOK3kbDfnnA+7622+DnHTeQFAz2TQc+7lhUKpXQwWMESHLH2KDD/ao2GAz0l7/5K/2L/9/v1Nhr6uiLby9rMrblmQZHmepftqTJXOurG+r96ApxxElw7fdNtiwb6b1hLghQMfKrq6uBwq+srIRkgjKrrteHwub3LzP20R15Hnp10DBnjqjgJY2SeHE2+DzIF5sSDj+bweLioqTiSe5+KCMGH+fTA3Y/gwFWik2WfvL3ougDm5M7geOkePyevhgXPHpAlTY2L5gLNnSQ4p2dHT169Einp6d6+vRpyN12d3ejwhuO0zib4IGqByJpIQtJL+SApQgo34V1Y+zb7XY4R9VqNdgGUEF3BmAzkEZKUr1eL6Ca5fIoydwdhHK5XCjZ6w4Lz8e4Ul4bJwoAibFcWlpSqXSV0I+ExxlFrk9eUKlUChYrdVYZey/ve3Jyom63GwEKgSByKKqpMUY45PT59PR0BKWUdyaniWAJCRLjR85FlhVlcVz7+PhYu7u7kQfU7XZjbl3XyLPh7KOdnZ04a4dr45jDAud5HiwkgTRMBt8l1wgEmeACNoS+plQ6uYSNRkN5nkfuEfM2y0aFSei/9EwvbAv2hzkLg+/2zlk9P3uGJHnklzAvrVar4OQyJqwjbADfQfLJvt7r9eJ5GVOu4fbMJdasbVi3mZkZLS0tBZODXab/mZ+8C0AH4IOvfZ5RUpQVd7vgc9kP+yRIIUCkD93upyASkq0su1K18H1XBLDWYaezLIuDcT1IIXDCb8myLHwUgANn6tO9zQvOYPcIVP139D/j5+wh/eh2yxlC5hPBA2WrYe5gpfH3qMjJvOJdCYC8L2/SL/SxkPRCAPq+ttvg5x03NP8Y25tsqUM0NzcXp4BD/fM5Jv/q6upXVpiSrgz7X/wnf6V//9/6x7poX6p/9nY0qm+s5bnOHg108fxMpWqmxT9d0tLPFnV8fKzPPvtMrVarkIB5kw2HbGVlJRLPcRjZMD/88ENtb28XDDyOSoo+e9UlDByoIRsDjheOKg4LgUK5XA750GAw0L1793T37l1JoyRsT2JfWlrSwsJCAe1ECjIYDEIaled5nLV0fn4echy+504aAROBWL/fjyR4lx+4bnkwuEp0Pz09jSRoNh6eFYcnRRLZTH0DpNHfHvw4qoeMA/kOieScs/PFF1/ok08+0cnJiR49eqT9/f0Csu9r9bo5wv1BVQmEp6enQ9aW53nIbnq9XhxYSyAoqXD4Jf3Q7Xa1u7sbDketVgsnDKcJB5McBGRLBCMHBwcFtLVSqUTw5LI15hvBCQGTO12wI0tLS5qdnQ175QEiFbrIW2LNUGiDeUGfLS8va3p6Ogo3OMPk7fz8PGw0EjuKaXA+R6VSUa/Xi8NnZ2dntbS0VHC6nM1iLjrjSV8QSLockVyejY0N1Wq1OFgTecwnn3xSyA+r1+tR6nxcY17SP/Pz85HnhT2gah/jJimSuJknBGZUHjs+Plar1QpWmuIRnFPywQcfaGtrK951OLyqUHZwcFBYw5JCynRxcVG4XwpKlEqlwhlmzB1nAVN5HqCEpCiugnyK+cthwazFLMsKc4OA3iuIpayKM5Y4lcx1AAVys5wh8jw4+hhb2W63C+v+9PQ0DgfGdvAdgjrft5hLq6urASawfp1FxXFnD3AFAP1P3zr4Qd/gV8D4OeNZKpXi/DGknfgbW1tbhaILBKdcH6knZ9WhgiC/Jg1MmVMTExPBPPJ+SNTc0Scg83w51j/BKMGnny/GnuTBJufV1et1NZvN6LeJiYkASlLgm6DSJd432VJVB+vtbQC977LdBj/vuLlzeNMUo9/LJUjpQgPJwWg7yv6y57w8v9T58YUuO9/BRZNnynvSoCepnCvrlzU1WY4gEUNwEwd/0afuCFWr1dBfg5bjME5MTASq5+wGjouPkaPOqRyAzznqw+dSbb80yicZJ4MZx4JwrfS7/ju/n0tafCPy+eobGkimo6k49h5IwPK48+JOrqNr7hwx5i7P4QcEj2s6codDBxrbaDQi+Dk6OopKbKD0oOlfp/mGRcCBEwtL4ifd+4GWSKV4P9/4PJBlM8fJoiQ1TinItBdKScebZ3W5j/d7Ki/huVJJSno9b74ucLrTOZY+C2sNx3VhYSHQ2hTs4RlIYm+321pYWNDZ2Vn0q8+bFEn2f1PGLZWXpI6qAxYus+SzzFOS9k9OTtRqtcLpfFnzNdPtdpVlWVR5ZB1OTEwU1s84GV8aMLrd8DXO3xwt97+nsire33MucEx9Lfr3mDcehHhfcj3v53T/9THy5+A+/q7+HX8uDyh8TvDjdtmv73ab6/oc8OuOm9/j8nS8MaZ+jfT+aZ/yWZea+fP593mm64Ab7u/2y2WcaR9wL57B14DvCWm/pe/lwB4tlTimsrh0jNNx8TZuDxn3d2wVII+/i9sJ34/fBvvi69KLMNwyP7ftxhryi3K5XEi8vokGGgrS65Pd9eXSyGicn59rf39fMzMzqtVqUYbzfW7Di0wXX0rD46FmFub105/8VL1BT48fP9Ynn3zySjLAV20EMpOTk1pbW9P9+/eD4SDx3CVdVHEDoXFUCyfOdex5nkeCK+yAy6XSzQZUleeCrbm4uNDk5KTu3LmjLMsiLyTLRjIFP0+IZ/BAZjgcxvcGg4EODg7Cea9UKsEGSYqTyGGRHC0vlUrxd66P09ZqtcJRk4p6c5ggnFwYJneI2ACptOMMDmhfqVRSq9XS/v6+BoPR2SoXFxdRavvo6Eh7e3uB0OOMgpB2Oh0dHx8H6vl1G8ju9PS07t+/r42NjWBopqeno2gCqKnLAaWitAGpEgnpJJgjxYF9rFar+uCDDyJ5GRtCoRSXilDWdjgcRqAkjc60AVTwgLbf74f8JXWcXVPv1dtAWmEtYLm85CxVtyYmJqJs+3A4jP/+8Y9/rGq1qlarpT//8z+P9TKOAfr973+ver2uDz74QJOTk1pdXdX29rbu378fzwpzgiPuP51OR51Op1CKXRrJqJAapc4zz9LpdArVxGDzKJbz5MmTkMC9arXKTqejJ0+ehKRuOBzGeTbIotxBY9xx0E5OTrSzsxPXW1tbi2CRub24uBjXcDaAQAUWeHJyMoAA5mq5fFX+mXtREtpLbUtXjiIBoEuwsDEuUxwOh8Each9ktz7vvACQpLAdDtZw39QB9zF1Ns/Zd+YvEkH/Pp/h/dxWMR+R1lWrVVUqlQDPnAX3YMtlgxcXF1EIJM2j8kANdp2xgTF3MBTZozO22ChJwRy69BRmi7mAbQb88EDLgTFAG67vczH9DkBPs9mMvgYocdmfA2WMFblVHjB6EOWAgM8R+oA9FkAG4Agbvbm5Gedr0RxwLpfLhcIPN9WyLIt50e/39eTJE5VKV4VybvK+77rdBj/vuOG0TkxMRG7DTTVHO12v6kl2LFo+0+v11Gq11Gg0NDk5GUbsvW6XQ53+4WrDmPt4Qlv/6rpmq7M6PT3VZ5999kZvhXPOAZB/8id/EjkAqfYZeUmWZWo0GiFrYiPxc3RIYEb+4RtSiqbRHGFkg8CJ7PV6Ybg9RwbDCdIIi8h/O4qKrASEudvtBqOAbAFJFJIcaST7IRDk+Rxpo7rZ7u5uBC1splRFcj02m4ojqo684TwiaaA6FGuVNXN5eannz5+r0Wio2+1qf39fZ2dn2t3d1ePHj6O6Dw71m2rILyqVijY3N/Xhhx8GS+hB4mAwOjuJ/seB44BTQA6kUB6MEeTMzc2pVqtpbW0tEv75QcrW7xerrdGXzOWLiwsdHh6q2+3G82GPCExx6B3x5D5IfBgfHGfeDUkMORc4EX74Lg7JYDCICk1bW1taXFzU0dGR/vCHP+jp06cFh5HW6/W0s7MTVfq2trbU7XY1PT2ttbW1wtrB6WQ9MF84iNfXjztffI5+TxkJgnICK1ifbrerk5MTHR0d6fnz519rLiFzQgoIEMFadYTdi5LQkEplWaaFhYVYa5RTZ/7wLkigsCsE0NLonBHGnb0I5xogxkEj7x/WW8rC+PxnfpBb5Q47zr3L0sapJLCfrDFyXsY54tgJD2qZT9hVlybTD8xxbB/fwwn34A22k/dzZsnnMPOKgI31z739cGgPJNijxgUmABOMLaAb84XrI1/l/LY06OCd0oICLod1IMADonStSiM2gyD87OwsAMJUZcAPa8EDnlJplN8GMMRaHceGObvnjDTzeHV1VbOzsyG3dQaKvFj6dZwM9003nnNqakr9fj+k7bfMz2270eY5GaDuN9EcCXFEEQREKsoycCxAh1i47/NioOV5dnUeUC4NL6TLzkBZdqH5uaru3r1byJP6pg3UmpPk2SS8aIHnU/Df/N03WxwKNglPHkcvDYvk0oR003XpA2gpziLP6N/36jQpSuUMk+ckueyBOYlzx4bkjBfO9NX4FJFoD5L8+cghcAofjTXXYePB2HuyuTtEOAntdjs2eZyHvb09HR8fF4pj8P+euPq6zTdQpJAEI5T5BUFkjlC1jXFj8yb4aTabUUqYUsp+GB/jTx7NvXv3Yp6Sx+J95wVBHHHHnqRSOsraukPKPHUJIeMkqeBouFPnjohXSYLJdhsL++bPwn0mJiaiRDfPx2cI5HGM2u22nj59qpOTkziuALCIgJNxc+R6dnY22DjWsr8P6woEmHemT3gektwvLi60t7eno6OjOKsI5z6t5nddc5vfbrd1cHAQqDiHQNM/sGY40b7OeRf63RFs7BosiK+vVLrE9VwGhRQRB99zYrzvCPy9T2HhaC7j8nksqVDl0kEdZ+h8rqVzkedwcIl5k+YdOSDF/HYJuied8xnALJe7sV/w3DyDg16sSbfPPvdd1su70pd+qGcaVNJvXNPXrzOE/LczddgE5oqzTT6nPND2//eAkEYgxn/zr5dvp6/8fvSTF3kgGPS57SoB1rezQT6+Hpi7NNnPs+O6Xj6bdcP9nS28qeZS8nESwfex3QY/77hR9WZyclL7+/tjEYw31ahE4+cATE9Pa2trK2QqU1NTuri40NOnT9VsNtVut/Xb3/5We3t7mp6e1ocffngjz/ZtbZeHQx3+px2Vp0ua//GC/s6/8nd0dn6mv/zLv9TDhw+/8fVnZmZ09+7dqN6GLKNSqUTltmq1GgEIG5aXRmXDI38ky7KQzUnFTRZjjmyITZ5qOlRzc8QUh7dWq2ljY0OTk5NRJRC0n+95PoM0OjiT90KK4cwLTszl5WVIVpBZIgkh8bnT6cRGjUPABstm6IwTzi5oM5ss+SulUimSZk9OTvT8+fPI5fDT39mQkLVRjvry8lL1el0nJycFBBknfJx86uu0UqkUicsrKyv6xS9+EeXMkbmsrq6qVquFk4VzCoJLhS2c73K5rE8//VS/+93v1Gq19Pz5cz1//jwCQO7LPPzxj3+sf+1f+9cKTqpLBB2tTdFoR+N7vV4EWbAUWXZ1xguyKK7PWOFEMa9cBuLIOo4D6CWSIAo2ILdME7p9o5+ZmdFPf/pT3bt3T4eHh/rss89inlOFEIft6dOnOj4+1vT0tA4PD3VxcRHSkYmJiZC2gMIzx9fW1rS0tFQAN9x5d6kcsjV3TNrtdiS4/+EPf1C73dbDhw/129/+NtjJ1dXVKIQAi/KyPQWnttfr6dGjR9rd3Q0ZYLVa1crKiu7cuRPMbKVSCbY2DSSYA4zx+fl5zKMsy/T8+fOQu3K2kUu1vKAB16Ty4HA41NTUlFZXV8NuEXDCrBKge/DAXJIUtow16gFBqTSqkEafAZDg8HpOGIG1v7+zEti9wWAQpY6RkyI7PT8/L4BBAGueu+Tg6NnZWQS59H+pVApGmjnU7/eDjfa+9GpunheFzeSdGB/e2x10xodxc/ADUIH17xUBXXkyHA7VbDZD+gvw4nbZc5PcLyLoQs7LWDtw4/9OTU1pfX095jvv40UYYCFhxAlusBue98keyvvB1qY5bMw1ChvAjFLACNswGIzO//LxyLIsfIDXkUa/anMwlblzE7nN37Z2G/y84+Y65BTFeNPNqVwMA9pgZFOzs7M6OzuLQKzX6+n4+FhZloXk5PvUBqdDnT4ZKitLlXtTWvlwUecX5wVpwes2NjxQej/DwKlynA2XAzjy6qgbaLFvUjhYIG/+O/4btsifzdF/SYUKTmdnZ/H+bBp8XnpRe80cdwTQ78/3cJ5dqoVT6VKkFAFkHXGYqW8ibIzk1IFMcw2kNxywhzwCKQ7OCgULzs/PCzk9FC64icbGRL7X+vq6NjY2QuLFBk1+ljsRaOPn5ubCkfFT1tnoOW/I57IzxQsLC1pfXy9IlnwsYCPGofmOQru0lnEByWfeOqOXsiGphCeVmbBxO6PDvMfhwnn1QNUZgsXFRc3NzWk4HEYFNy9GwRrhMMtyuay9vT0dHh4GM0pgwPXdeeZvjppf967uSPP/jNnJyUkUzWg0GuEwwwb6ukj7Le0/fwY/pLPVakXAsbi4GP/tEiRnAgh+WF/0sTRil8lVAgjh955D47mIzDkCXO8/l9ryDtgYfzaXDrntcKbEmR9YSAdoXKaI7eCabr+8+TMyd1Ib7WvJg0cHughqmANpiX7vOwcHYNn4O8+R2miXOPmcZQ/y4GYc8+PrL91DXB7rz8u9sCdIObMsK5TC9z3Fn93tk8sO088ztgTK3q8+Ji5N5D09P4zg0AEat3Hcyxt22+etHxjuQJIfI+Frf5zM9E03X3+pKuR9brfBz7eg+YZ3k43oHlZhaWkp0CR0+m4kpStqul6v33gxhm97y3Op+/xCg6m6hqW+Zqau8mvcuX7VVi6XAwEmj6JWq6lSqQRa6PQ8GxOonyN26Xiw2WJQpVFFIM6bgQ05OzsL55nNwSUBfJ8AqNfrBVrfaDTUaDTiWqDuMAxu4L0CHT9u/F3bj1PFf0sqMDdszFxTGjkfSH4cRUeiQnlk3n9nZ0f1er1g5M/OztRoNHR5eRmBnjSq9gZzgYbcEdo33Xyj3N7e1sbGhhYWFgoHULL54tS74wlL5uyINHJ4Hj16pJ2dnZBvpvOoUqlofX09cog4u4X7ulSRuZTneQH5xZmj/DH5gxcXF5G/NjU1pZWVlchl4/m8OAcBy/T0tJaXl1WtVoMl9LXAPCX4ArWtVCqanZ0NJwvnAhaQ+ZplWeSm9Pt9zc7ORoBzHdCR57n29vb0V3/1V6pUKrp3755WVlZijTgoAFo8OTkZLKKPmbMVFM9g7bvzy9rc2NgoHGrsDhw2nnUPo0pDAsQaY6ywEbB2oOKHh4eFc5OyLIsS9MhN8zwPKR6B5OrqaiDgkmKcGSvWMAxI6njR5wsLC9E/h4eHBSmVzxUcbLfLMC4e3LkdclkZ78h7c6aOA00wE9homCkYeXJa/Mwo3gMmG1sGA8D6hMnF4Uau7OdKpfk5znZLo/PJKNntdh27IqkQ/OPww8DjjLuMjvdwgMK/h0TZ7bLvRaw5AkdsFr6Fy/RgqWFHPf/NAwaCJtjcVKJI8Eh/8V7D4Si/y4M2l82xBzhLzByQFAVMGCtayuYyJl5oij4i4ONoCAdwdnd3gyn8JuqBr2qlUknVajVyOTlC4H1vt8HPO24YEEfib6KBIGOcl5eXtb6+rsnJSXW73ci1cApfUlR7c+nH97Flea7TLy7VfZqrNJdr+u5VwmJ6ENqrtHK5rHv37umHP/yhZmdnIwESdB/D74fNUXjg+Pg4DLo7LtJIquQ6Ymnk8LZaLR0cHIQsBUkKaHG1WtX6+no4kDixOH9ULuv3+zo8PFS9Xg9kDUp/cXExgiCkLo7oM8ec9ncEF8kK7MBgMIiAw9FGDl5M+5VNku8iGzk7OyvkuTx69Ej/7J/9swiq2MRTNJv+835MN7abQMk4f6ZSqeijjz7SRx99FOuXsXZHj+fmXyrf4XDgHHA2zGeffaZHjx5dWxK5Wq3q/v37IblstVoFCSYOGc1zBGGIcewPDg50dHRUSIK/f/++fvSjH4WsamlpKZzUfr+vxcVF3blzR5OTkzo8PAzne2NjQ4uLi5GT43kUOO/Iv0gmRsJIwOHBD2sJlHd5eTnORJqbmwtJ5HVtOBzq2bNnOjo6UrVaLUjwyOPj+cgpqlarwSKmclEcMSqwEbATHBAAz8/P6969e1Eo5d69ezo7O9OjR490cHAQgeLU1JQODw/jzCYaMlYHJvr9vg4ODqK4DQ4mRSwAzsgl6/WuDrxcXFyMtdxoNHR0dKSlpSXdu3dPa2trkkZraGNjQysrKwEgwNJx5o4HP4wtyeGS9PjxYz1//jwCSXLSeFfWLayH5+1hS/geslFnE7AvrJVWq1XIVaR4A0EMcuFGo6Hz83Ntbm5GRVQcZtYqDjjsNEGwpAg4qtVqMM7OUNPOzs7imb1yG6yqM2PkfvH8BLxeCp854UEoAQEFF9LgiQAnZSgkhX8hKaosAorweX6wSRSrQYrN+iUYoO9SFo3nY/54oRDeDyCLNYwtZC64moXxd1kbrDTjwVwmkIZZ87nkvhzrGnvpxXvoD6SqBKvszQ8fPgxg6SaDn4mJq/PTNjc3JUlPnz69sXt9m9pt8PMtaI4M3mRLUUancV1bm1LUTg0TJI2rRPQ+B0Z5nim/lHSZKS9J09NXBz6i5/06SAnO+9zcnGZmZsLxwrg78+Jzw1Fup/g9aE1RJXfWPSBwJM8lCwTi6T38dwQ8GPCUgUkpeg8exj3zuL858ukJoNxjXMK1zz9H35jfPl/Z3Plxx/BdNp6R/Iq5ubnIs/CxZX64fC8NfhzVBFUFYYXtve69y+XR+UGlUilyAcat8+tkW+7043yBdlMVDMkejF2WXUltcTwAAmBEPeB3hDe9pz+nO13u6Lizm84RgidKqoMA40x7g51BgsNcHMcKevU5f2b+mzFxmZH/uH3GkZ2bmyuwuGdnZ2FfcNYrlUpBHubMIv3g1/S55knz5BU6+8e7OAjjP6DZ9L33OfYm3fs8EEzHLWWR/bsOAtDcfnFdbEz6WXdK03nEuKb5Mc6G+H7ocrt0rdAPLg3l+X0OuV3z7/FZX7+8kweQ9HUqOfPnuc7vSNc0zSWb3u/+jNKoiqy/s9sHX3++d437Se+Tjnn6w+/Td7jOTqTBivdpOsfGjUkKlqXXTX0qfl72vbfpUwEAefGj973dBj/vuIE0+MZ+Ey3P85DBwOagaQcFc+d1aWlJ/X6/IGGq1+v67W9/q2q1qnv37mlpaalwD9/g3udWLpf10ccf61/9+O/q2bNn+gf/4B8EcvmyRt/CtpC7QbKqI0Jo+cm5IGfBHT7GBycH+QeoI7Iaz8fAwIHOsTGyKZ6cnBQCB0fc+F6WXSVzbm9vB+oGwgb6BZLp8hSXpjDXUskWyPnJyUlI/FwSAVK+uLio5eXlF66HpIX+dI23b5yVSkWrq6s6PT1Vo9H4VgQ/ONxTU1N68OCBfvrTn4b8jLOOGMtOp6ODg4NwZJ2tGw6H2t/f1+PHjws6doLuUqmkw8PDl6KJMzMzwVJ4IiwBOcGjpBgfr5SE3SiVSlpZWQnEE4S0Vqtpc3MzbAvyI8/5IuCbnp7W+vp6BG8kzPPTbrdjrvD+SMCkkbPma8ClkshNmT/kpPzZn/2Zzs7O9Ic//EGfffaZTk9P9fz58xeOJPBAvVKpaGlpSTMzM9FHXpVsb28v3m9xcTEkfBTV2NvbU71eD9nY8vJy9H25fHXeDXlFFE7Acez3+1paWorACRaNAMlRd56b/sHubGxsqFarFZixk5OTyPs8OTnR06dPNTMzE4x1r9eL4HRhYSGKPfR6vWBEKD8N2IMthJ2AwXA20+cUtmRmZkb379+PIJD9E3uDRJbGnOedYFvoAwpjnJ6ehqSNZyqXy3GWFnbv6OhI9XpdpVIpGPN+vx/nFFHNTyo6xjwrpYz5vQOOktRqtbS3txd94/lPkmL+DgaDYLF5v8nJyYI8HdaHIgMEqkggU0ff7ZADn/4Z9it3kLkn9hkbXa/X1W63IwDnuvzwftiky8vLmKvYCpdfslcwvshZHdBzQAgQyQN03wM8T+rs7KxQ2pm5lgJ1DtjxDlyPxrP4Hsfe5xVTKZgwHA7jHCL6EICKsU6DzTfZeNf5+fmQV34f2m3w844bzuFNJ7VB00I/Hx8f6/j4uEDJu152fn4+9Op8ptPp6PHjx7Epp8HPcDjU+x/6XI3Z1t27+rt/71/RJ598on/yT/7JK33PDe7c3FzkXDmLxobDYX7kCPB7lxuAKqPDZ+OQRvIFnAhQShw/ApUU2fPkbp6Z4ILCC141kDwgqswxh5EjYFj9PR1VxuFNk3zb7baOj4/DWWBTJaAjRw0nm3nL5gVzwLulwQ/sQ7l8dSbSt6EhpZmZmdGdO3f04x//OBwA5DWM6dnZWRxiyiaKs93vXx1W+vTpU52fn6vT6ej09FTT09NxcCX9eF1D4uaBN+OTIpUuP/F+xq5tbW1pc3NTs7OzunPnTkg7SWxO2ckUbecZTk9P9fDhQ7VarThzikAMh84R2RT1hbFOyxfDcHEd8ot+9KMfxXeYe9hNb84UwNh5MMp87/f7UUET2XG1Wg3pTb9/VTlxf39fCwsLceaOzw9yA51N8+CFQLjb7UblQiSmPA/BBLIzbBKyLMaUnCXybOgf2MjLy0stLCxoZmZGGxsbkq5yeqgyyec7nY4ajYbyfFR5kCqS2CAkvjRXGvC8BITVavUF5N/tBvlpAAnYW+aHz9NS6erQVfIXYSQ9OEMSLCmKWzCe/ncCXGdBnK0rlUphl5l3BDeMH2eFZdlVHghBF/YSewyY2Ww2Va1Ww2klCJSK56MBQJE36kwdzyqNcg39PswbWFz2EGdc/dBhft9oNNRsNsPxJ5hweaIXwfFAHbCMPB3y+5DISSPfyZ/D2Ta+LxXPZ/K9ln5NDwWGlbxOXcGzM/8Iuvh/t5W+LrE1rF8Cdwf7HOgDxLtJNoZ3QWp/y/zctrfSrqPvb6L54nO9sKNP5fLorAqQXVCwg4MDPX78WO12W2tra4UE2F6vp+rKvDZ+saSz4zO1nnU16ORS/v4tpGE/V2PnWL//7Wdq1BtaWlrSnTt3QgL3MqcSwwjaSxDi0hvQaIxSutFII3TOddCO+uE0sGE53e7Oqxtxby5hcTkeGxw5SCDMqR4ah4U556yWbw70BWgX+T31ej3yRCiljV4bZ5YACCcCA468CofUE9sXFxc1MzMTeW6ed8Ccf9n4vWpzh+U6hHVccwcN7TubEs46QRDOCQ6VO3bo0f0wUE/cHVfKlLlAEDY/Px+yNGdhcAxwiHBC2OQHg4Hm5+e1srISBQ1gA3ACxrHc7nClv3PmEWYJHT8OmaPZOA8ucyFQSqWWHhTz4/Ko6elpra6uanJyUktLSzFHPQmacTk4ONCXX34ZdrFcLkd5W0ANxqvVar3AcHBmEAcdk5/h/cy7c30visD6J5kbRgl0HKbDA0IPnsg3IDBIgQX6FdAgz68OsT04OHghx8+DTxByxjcFXfjXpW7YDpckgv6Puw/XcSc0lSW5nIzrplW5cDbd4aVNTU1FLhmBjwOXzqxxbwCcLMsCEHJbnOd5IbgguGPdMxfTfsI2sJ9TYdAL1dAHvCvvSB9g593e+x7BNfjX9yKXUTOuWZaFveGZHfRLZXfc09l7P9/K8xn5HPsVjDHPk77Pdfdy+S7fZR54/t/i4qJqtVqh4JDPB2wrLDN7Ojk6LrXlHageR//xvi6/9uDHJbI32fwZvy/tNvh5x80lOjfJ/GRZFmwDP5QvxUjhQLIJIgciaZGzJZaXl6PcL/KhiYkJPfjJfU3+N8vaf36of/Z/+wt1fndxY+/zLlv/bKgv/qMdPf31nma3JvXRgx/o7t27+uKLL/Q3f/M3ETSmDeNC4vfh4WE4OKBUoGNUqgJV8nMEJAUj4KgiVZ08sAABTUt28jwum3ME2x0O/uXwTuYESdhzc3Ox8WKoMdyc14PEwWV4OGVUjTo+PtbOzo5OT0+1s7OjZ8+exT3TUtLIUwhoZmdntbS0pA8//LAgA/SNtVKp6Ec/+pFKpZI++ugj/emf/qmazab+4T/8h4GW7+/vXzt+X6exiRJ8vYqsjv6H2UEK4Wc2uYPfarWirw4PD+O+pVIpEtfpY99wQa1T2RvO/ezsrDY3N7W9vR2nkJO4z9h5SWSvWMX/O3NFADWO9UsDHZek0fj/2dnZqHznCe0UKHAEFiQVuZTLhnDWxlUjdAAChH5paUk///nPC4n/7XZbz549K6DFp6en+vWvf61PPvkknrtUKunBgwf6+OOPI1jDvtJXzNUsy7S+vh5yQGeQcO5YR/531vTl5aX29/ejShxSJOwIoAKHy2IXcCj5+97enmZmZqLaX7PZlKQIqgneSLCHDatUKvr4449DlkafLiwsaGNjI2xIepCks3TYFSRFzHs+x5lRyNk8MGZ+np+fR2BAn6cyLr7vDi/BO2wBc4agQbqqOvfBBx8oy0aV+9xxZF76PbGLeZ4HoOABkCfhY8fSv3c6negzbDS5chQwgqEkAHa/gjytSqWixcXFwlpk3mdZFs479iDNgZIUsjbGkb7gmAyvgsnYkLfnfUWw4kDG2dmZjo+PC6Cdy2UJUiUFMw0Y4vfj+dKcOxgXSbHvEJRMTFydz7W+vh6Ax/LycoAKnr80GAy0v7+vo6Oj2HdbrVYw7YPBoCAD9772UuqAEa1WKwq4UNq90WiE+uEmZdm8D+P5fQmAboOfd9ycfn0bzA+MD0iRJ1eyCYLsgmZgmKnQwzlASBxw3CtzFd17cE9ZOdPE3PurG817uU53/lgBZjjQxoMF1ZYWdHR09JV5Wx7QsElLI0TKJTlsnGx8jmK6Eee6OCcYSkd1/dwRR5H8WqDivvE48u4IV6fTUafTiU0D2YKzhgRHXI955s8AwnV+fh7yE/I69vb2otR6t9st9At9NTk5GVKcXq+ntbW1F+QUzE82NzTolBddXV2NYPNN5d2x4fGOL/tc+t++GVHowWVBOGnusCBhhZlx1ofmaOx1z0LCO1Wb+Hd+fj6YA/J+3CnHScIZxCFDR+4HKzvy7/f24CPtG2kkCxwOhwWNPnkDvBu2FKfT0V42eEfrccT416WlkqJ6IWgwDlc6VwaDger1uur1evwO9sQPMOZ7BDF+YC39zZrEYcdOp6CEJ7HDCFIRktwfD/xYZ+RUpXOPKnqMa8rSOZqNRBD7AhCG847dIG/GA7VUoiSN5ENeoQuWgr/74cyprUoZJQ+ur2M40jHErqTf4TrMBdak75XcN3W4ATPyPA95WrrnYzc5pNWDQmeSnDGgf71oDsyMf4d+8s967g1jxZomoKcv/BoEYDwHckQABAAJxtn7OR1/Z9ewZaxrz3PzUt/+rA4aYAt8/LC7KcDCXGFO8ZwEcVRUrNVqUWId++KqhU6nE89C0Evw6J9zBjXdgwFD/YegDfsPsHOTLV0v34d2G/y844b2mWDkphqL3iv8YExBpZBVYFhIxvOFTFLp0dGRdnZ2Qn/ryYG93tcr/fxdbr12X81HHWWzufKeAplyDXDaoNBbrVYh8AT5pP8x4khgMIg4vxhsfkDWBoPBC05CKuPAIWVjcumPpMLG5t/lOdHTcz0cYhwqnDoCbHIy2Pw8uXNvb0+dTkf1ej3KLzebTdXr9XDoPHmdf9m8cea63a6q1WqcYbWyslJAHZn7OAnM9V/84heam5vT8+fPNRgM1Gg0CmfXvE4jCZkN3Uu95nkejIg7QC4RXFtbC/kT4+R5Gnt7e3r8+LFOTk60v78fCelsxum5Lq/S6BMczpOTk9jYOWGca7q+n3wJd5ZdOuZSHHc26H9PWPZcBHdQXKLFdwnIGGOfK4PBIGRY7oSQm+GyNJcBeZ4Acz79/urqqiTp4OBAkgrFFdIGY/7FF18U5KcUB6C/KYN79+7dQPEJgmgwbsjScPh4zn6/H2h2t9vV7u5uVIEjN+L4+FgnJycql8tRxhmHETQbxojCBo1Go8CsuOx0MBhE+XCCtXa7HQUzyAtEwpmWHXYH1QMMv5/Lk2CUWTcOzDCHWVeMjTMvXlzoq5QW3NvtnwMkXNMllpIiOPKx9oI1nB1FwDscDqNwAtUF2QNYS57D6H3h0lMPQofDYXzfA1EYrlRuCJvD/JLGB4Lch0DJ2RDAk/n5+UJAwe/YLzz3hkCEeUVelwdOgBa+B7AuCfA9h4t5xHt788Bneno6yrbDxFKMhf2R56QvXb1Bv52enqper2t/f7/A/LC2KNEP+83z+3PyN0BRcmkBk2763B3YN8b2+9Bug5933KampkK2w1kJN9Wgjf1wOxY+Eig3DJVKJQwLzq2kSKbN81y1Wi206pxR0Otdqt8f6PtQ/eDiaKjePz+XypLuTahSGZ1x8LLgp9vtRtUgSZE3hbwLZwhjPDU1FXITNomUmZmamgpjXq/X1Wg0wtCmAdDc3FxsMh6oMcZsNhhET/IkeAJlxOEENSMPgTnT7/fVarVCygVKRl7Cw4cPdXR0pEajocePHxeQM5oH6/47/s2yTPV6PVD2jz76SEtLSxGQLS4uFnKCCCiq1ar+7t/9u/rFL36hTz75JK5Rr9dDEvE6jfObQEPZpHEyNjY2tL29XdC6MzeyLNPW1pY2NjYicKOvG42GTk5O9PjxY3366acxj9rtdqFPUobvVRpoNhWWWq1WocQ4/YbEhACWM59mZmZ09+7dcD4dCffnkkZ6/VKpFPlpUvEsDT7rxTMYP9jrPM+Dien3+zo+Pg7ZDvP/5OQk2AR0/Oma4P0pJuCOU6fTUbvdVqlUiqp7pVJJe3t7yrKsIIlJW57nOjw8VKPRKNh2WB7eBfbnJz/5iba3tzUzMxNnZrH+Li8v4xyfk5MTPXv2TGdnZ7p3754+/vjjAAIuLi50dHSk3/72t2o0GoVCKOMCcd7dg4wsy9RsNguofblcjhwinG+u2Ww2VS5fHZA4Pz+vWq2mH/3oR1paWlK9Xtfu7q4mJydDtggAlK5r+sKZBmdWXG6LHfSxnJmZCakSz0owmOe5lpeXI0gbF/wwHxzAchYXe8u+CTKPrUCK5WwG8yDP85hLaYI5ATaMNzaawix37twpAIz9fj+cbZx+1ufCwkKBEUtBTdYhay3tX86u8ZxgGu+EX4A9S8EDHPq0GhoAH0EkcksYI850cpt4fn6uw8NDnZ2dxTqBRWGv8CCZsXJWzxkmngNbwhj2ej1NTU0F6OT2gaCRRjBCAYm9vT09ffq0IPtjjgHIsTd6IE0/UAiEQBoJK8HxVwXq36Qxp/E3boOf2/ZWmqOZb3PSsfD8x1Eld6r5PM8rqbBI2YxwnK4M0c3StN+a1peG/UwqSWVNaH5+TqVSFhviuEbA4RVyxjmr7pj5/6djwt/4XRoUjPvBoXH0Lr3muDlCGycZ8Zaiejg7VG4jJ+P09DQOH2232yGlSa81LvhJGwUMyuWrZGzK67J5+BpzCQUMAefOzM/PB+vxJpqPmRcG8GRpf788zwuoLZu7a/5dNpEGiq/bnPnxCkMuI2JT93Fw5weJSspMel/4HPVr+O+um3u8rzu8nqAOggnbkVbRdHvrCPa46/vv+G/YC5B4WA3/fNrGyQ0J9nDiGFcO1qSYB/kMlGimqEq73Vaz2dTp6amq1WqwODjkgAvYIPrAZTRfpe/H8XepXjpm3mcwzowDz8LYOlvh/e/j7+OazoVxcrZ0/vh1AQzSOejv59f0d0ntIWwF1+V76TPh0Lut9XfwoMv3W5rL2satE+8ff1eXIxI4uqzNbUwqB0uZ19QfSANlviO9eKaTj6NLMvnx50zXF/3grFw6H9L/97FK5wKfT/vMr0Mfec6X5yClfU9jblGswNeby03xizy9YJzf5XNl3Lx6XRDuZS2dzwT7N3Gvb2O7DX7ecUuNzE02ryAC0uGoAr9nA5uZmQmmARoXNCfLsvgsaCsbK5pz6f3N+xnXlhYXdf+H/1ld9i7153/+5/r000/HjulwONTh4WFU5Pr4448LBQ+QRIDA48TTHKH1jQ4KHlTSgxw35jip5AGRC+Cbg1RE+Zg3II04ZWy2IIqnp6exqbBB1Ov1eNdms6mLi4tCQQNKZV932GjqjF7XOp2OPv/8c01PT+vw8FBPnjzR8vJySHDYrAh6eGYCkpWVFf3sZz/T2tqa/vqv/1q7u7uvHVScn5/HeS3enwsLC1GkgYR17yv6N89Hp6JfXl6q2WyGcwC6/eDBg2A1Wq3Waz2nt6mpKa2vr2tjY0NbW1uR+Mum7k6bNJLSUsltYWFBP/3pT7W+vq5KpRLvOs6Z4H2vY6g8aMahzPM8HA3mtQczjlbPzc1FfheyPWcbQJgnJiYKEkf63h0mz3PgPfM8149+9COdnp7q0aNHIVXhc1/VCASybJQvQLGSJ0+eaGFhQffu3QvJK+cB7e3taXd3N6ShIN+wNNwfoEEaVRuTXjwQ9qsatoYg6mX5a6D6sHSU6icY7vf7UT6bc4qQosIkpzJbfwbsAA4r16Vh11hPblNJMkf+BzgFU+AMjDvOsNjsg+7ku1TLAZTFxcXoKxgdHGLel74il5G1RbW3crkcuYhZloX99IACkEKSms1mPFMKdNGHkuI6abDpOZmsA87vougMzIiXroZRR6LZ6/VCAthut4OR5roE75KC7UiDr3HBEedIYbd5dgdqeVcPzNKiN4yrB2JetIn3+ao2HA51fHysp0+f6vDwUM+fPw/ZtFfSpH/xtZh7BBvMIX53cnISZ2MdHh4WCl286UZZ8+npaTUaDZXLVxV905y197XdBj/vuKWI1k02Fl56JgcL1EssSqNzAnhGNhwcDJxi0HreY5Rv8P0JfrLs6mykn/3sJ+oP+nr8+PG1nx0Oh2q1Wmq1WiqVSmo2m5FITR4AGzbFBTgskcRxdOw4AmymrVargHa6szB61hFCzibgQYGzIzgEsFWgQy6R5Ho4p9Lo7BQ2QQx6q9XSxcWFHj9+rN///vexuX6VwX2VtXF2dqZnz54pyzI1Gg3t7u5qY2NDv/rVr2Ke45jRL9LonKRaraYHDx6oVqtpd3f3pczWV7WLiwu12+24NjlcSFkoBOCyQk/0lRSMHOuS3BbyRTY3N3VycqKdnZ1XCg6/qk1MTGhpaUkbGxuRuI4jgFMlqRAglMvlqAZHQLa1tfXCddPgxwONcc+dsmDT09Mhc+H8Cz+zyuU9eZ6H1CvLspA5SSpIbgiqAG6wZ14wxNfPcDgs5LllWRZs47Nnz6JvXiX4YT2lrd1uK8uyKI2NM03eVKPRUL1eD7kN1b329vbiumkbxzx9nfZ1vo9cdnp6OlBwGGbygzqdTuTgMX5Isa9jdZwZIEjCEecz2CHG2lkHr7DFD/uWV830sfeCBhSScVbC7QifrVQqkfNCQAxYRPAMY3hwcKBOpxN5OrwXFf2QaFINDNvFfKQ4xtnZWVR2TIODNACiOIpLBini4DbdJYbI3M/PzzU3Nxfnbs3OzkbFQEA79gCCe+RhXLfb7arT6QSjCCvCHuPrx30igMCUIXE7BKDCXAUgYY45eANoB8i7tbUV+YDjWJ+05fmVdP3w8DB+vNCJN84Q4/2YE6wV/hvm9+DgIIBCgu6baEhvJyYmAnihUuT3od0GP++4+YK/qUlOc6TH6XmewZGSmZkZXVxchOPmeT2+WfkGQ+B0nf79fW55Ll22+2ocHCsrXx3299FHH0VJ8OvKJyMVOTk5CZRaGqGGOH/SqDrU1f1GY+YSlhThYkNnQ8KJJX/IJTJpciv38dyd6xzV1EEhOCPgaTQaIXEjMEjLd7+pxjOfnZ2FY/j48WPNz89rY2MjZDye90bfVSqVcN6+SfMxSR1m+pKzetBau3bfKy+yMTpj5dr1N9lSe+QOJw4Laz6VqVSr1YJm3OUnPj9cssfzuyzFZWlcw51bHBeXv/i1uA6yN5gQnCBHqHHWcE7p47Rv/f7cs1qtanp6WsvLy9rc3IxCMBSHeN3+Z/5yZhgOHRWmPO/Gv/cqjfn3ulKacRIyZ2y4bpZlUZKawike6MNoc00vS83vuLY/K58hKIE948crv7mcOK2WWSqV4p7OZnhZYe4Lo+hMo89VGo4tOWd+bgtr2GVG2BhsgLOMBNt+zoszkvSLsyY86zgWxNcJAAHXYV9Ji0x4nzPXKa3NPuPSPV+ngGZe3AD7QR5Qyv6mzM+48XPGPv0e/cceSsDEc3pwhE2A/fNgMJ3f4xrzl3y+lxUkSO0ec3Tc82PX3wYY7kEjcxUm+fvQboOfd9yI+lMd/U00d6xAqHCMQUMnJiYKFXUuLi4i+W9tbU0PHjwoJGk7e0CZypPOyY0v3G9dy6Xjz071SeNLTS5M6P6fPtBPfvIT7e7u6h/9o3+knZ2dsV+7vLzUwcFBMG8wJr7JkUDu8h8qBjF/mDvz8/NXj5PIF1Ij65XDkC1yUrnrxNNNyDc3D5x945JGZXVbrZYePnyox48fq9Pp6ODgoBBwuRP9Jhtz8fLyUv/0n/5T7e3t6Qc/+IH+/t//+yFt8CTWfv/qvJiNjY2QbLlj83UbfQZb45Wb2DgJOP3Uepwx1ieSF9YjCb+gt28yeGQdwzL4hs7zgxS6NAjmB8eIfnMbwLMyLnwXZgZkFtviLI471FQT5FkdqXaHwXO5er2eDg8PCwET7CCyN+SayGtcnuLvCkIvSSsrK8EGLS0tqdVq6de//vU3Dn6kK3nSkydPCgURYNU5RPF1pDDX5fp93e97g2VzZzbPcz158kR5flVkYGtrK6S2OMB5flU1ktLYDhIw1wlyGH8ClsFgEJJPZ15gzAmM0oIEftQDSL8HvO12Ow5v5b7lcjmkbB5AAQQgqxwMBnEWlDSSGF5cXEQFMOw7LCv9wPwFWOR7yGAdhHDlBaw995qYmAjmCSmxVJSqVqvVuBbMDxJcDkv2IIECFqlcGHaIPmQ/oi8p4APjzXfZo5BT+h4DU5hlWYwfYzkYDArPgp1yZg1ZLO+JDWANIw3v9/vqdrs6OzvT6uqqHjx48EpyN9pgMNDTp0/161//WqenpyHvG9foT0BEP3qBtQhIgzz1bQQ+MD/D4TAktDzn96HdBj/vuL1N5kcqJvqB0rrhxQnBIWGz6vV6wfzAJoCm8B4Yy17/+7F4Ci2XLup9XdT7mloq6+6vrgJFEMbrGghUp9PR/Px8bOYwPxgpR02lUQUsLx3tkgcPRvxMFJw5Z4w8pyN1qFwqksoo/DMebLnhJgCq1+vqdDo6PDy88bKd0sgxyLJM+/v7EUSC8DkC7Zs2jhOO2Os21gP/naLEMA8EFEhafJw9kd8dMT988CaYH8bRJSRuM1xWUyqV4uBGrxaUsib86wUCPMBOAxPvex9LL4/tQZHfg9/BWOOkubTXz9kC9STop999/Gg4LD6eKysrUU2OfMhvOi4wPwTEBIKs+9cde3/u13nOdB5Loyqijqy7HJq1R9CBo0eQOD09HQAc1yfAwZbRYElcou1sN5+hfwgSycNg/hBcwbjQF6wraTSXUpUE84uAy2VafiYLn3Xmx9lKr87J33lepHasFf/hXVPWJGVH+YzbIj94k+s48wMQy/Pzd2d76CN/PpdFen+6XJZx5fmo8ObP7wAatoIgqd/vB2DlfpMHRwQ/PDcBDe/CXkvwc3p6GiXEvw7YBah4eHhYKHN+XUuZNOa3+33kn/l3brIxHqyP9CDx973dBj/vuIFWSApDy+/f9OR358qRLXc63JF1xCI9RCzNl8BxHjnJJSnT96LcddoGl0MdPTxWufxY3YsTrSyv6GTzJE6CxtFmHPb39wM5rFarkQSKQ4Y8SnrxsD6Q91SGwQbKDxsbbIvnMYBEcaJ6iuSx8ThL49p35gJIJazPxcVFnNfTbDZDYvC2G86u57vRcE7SsrbT09Oam5tTno9kUa/bHGV358Edq9SZl66kk+4EpsGHS0Rc1vK6rVwuR6GA4XCo58+fBxsCG0mQxlrn756LAJrpNox/vbyvS5XoJ2yhS0DSvrwuuML5wRmBJeA8lcvLS3355ZcaDAZaW1vTj370oyibOz8/H+/g13KHlSCEAIc+X1hYUK/X08zMjP6lf+lf0sLCglqtlh49ehSO2Ff1O/f1ggn+Xv7+37QxD8mJIu/uVebOuPXLOzrogv2RRsU/cPoI+KWrwhR+kC9/JwcPebUXJOBZFxYWND8/X8jtkBSSWsrrA+ZhI11u6/OW6/NZmB1fv6w5Pi9dsfftdluXl5eqVCrxbs5M8jvuxxrCWW82m4VDLrlnv98v5NR4YOLML7aDM5o8UEYdwLN4wYV+vx/238ExxojziXCQfV37MwDauR9BQQRn5nzf8nXv4A72DJYsLbSDjFIaFeXhEFJYc35HOXye2QM9AjoYuK/TPBC9DiRjP2ZvnZubi/7ErtDvBIScL9Tr9V4p9+h1W5ZlqtVqunfvXuQVv4y9eh/bbfDzjpvrLKE/kWrcdPDj5Vb5uyMqfMaND7IcjM7ExESgfqenpyEfKZVK+n4cc/piG5zl2v9nxzr6y7Zm709qZW1VyhRnFWCEkTc8fvw4ggxKLXPeAg6v66tLpVJIpZDcIIthE3GHno0WA+cOHQ4vTuLS0lJB1ggVz0bq89JlS+VyOUr0np+fq9FoRAnr3d1d7e/vF4Knt9WYwwRjXuqXOU5iMrIEGCDOmyDZ+Jvc30/tloo5DaCQVJVifLa2tiLR3zdS+turADE/vmnwU6vVtLKyokajoYcPHyrPc21vb2tzc1PSqPABh/mVSldn33gBAYI5nDB3NOfm5l4Iavi7I7wOqnhw4I6X9zHPhg1CwpnnV9KqmZkZnZ2d6W/+5m+0s7OjH//4x1pZWQlWgrNZuH76LLBBSIQYQ+4NGzE/P69Op6OHDx9GYYKvathQaXQOD++VouHc93Wbo8/kaCHVetXgJw2APM/F78Fa73a7US0Om1GpVHRxcaH5+XkdHx+r2+2GTcTZ52BIDgEHCIBlo5KjNNq7KK5ycXER/V+tVrWxsRG5Xh5csKdRfIHz7ZBdlkqlsMVeLIFABFlqvV7XxcWFlpeXIy+TAHBycjIUE/QfQRh5kJxvNo75dMeZ92SO8sM8abfbcR36zH0M7H2eX0lvu91uSFZTn2BlZUWLi4uFA3PxBSQVDgT2A7XxDWCEHWj190LR4PsW8yfLsniuk5OTqCDrhX6cEcWnYe54IO5B4nA4jOB2c3NTq6urYSu+bnPAcZzt5fm4PnJrgjh8KW/dblfz8/OhxLmplmWZVlZW9KMf/UhnZ2fa2dmJoinfl3Yb/Lzj5kYMtEl6eUnR120pyiUVzyB5lU3Vv8e1UrlKqVRSeTpTr5JLA0mXkobfj4OzJElDqd8dqt8damKxpPJauXCyuTTqd0f4SNDHOeAQNunFxN8UWaeljqEbaEe2/Xf+49dJmUBvPt4pSwjD1Ol0Qnf+Lhgf3oOgDb03xSVA3ZDQgID7oZtvorH5uoTHgx+StnEicbz5vVSsmJays28KJHFNvyflOqvEexAsMod9LrwsCHN740E0zd/J+yr9jl+P3/t1+I4z2wS63W43fshhglnwQIrruDM6LoDHFhI053keVf1wdr5q/n+VBG1cX71ue9OgGvPiZX9P11O5XA5wZ2pqKqqewURICtYG+WL67Nch7+n8c9uXsr6MjctOU9maA4L8MO9TJoTnemE/NJmty5wIplhPvs7dRvg+O87Gp8VB/G/XzRl/Lw+i0udPv+Ny0HFrnu85C5z2ZzqGL7Np6R6W/t6vD3gFS+1MMdd0tsirDr5Oe9lach8pHb+v2r/fpF2/rrG2sOPft3Yb/LzjBuoLZbu2thYVwl4FNXzVhkO9uroa9fVBkliULlVwSQpVU9g8QKAxMp4gd3XNsu7+sqyLH1zqZP9M7b8+17D1PQp+rF02+sonS5ooVTRXrhaqeqWby/HxsX7/+9+rUqmEE8x5GCTyIvMgVwhNNJuMMwEYNDaA2dlZra+vSxppv2GckKS5IcRZJ3hxY4xefjC4Osfn8vJSx8fH2tnZ0dnZmR49ehSynzdxBs3rtsFgEBW4yuWy/uP/+D/W+vq6lpaWAvlnHNrttp49e6aTkxN99tlngRx/kxylPM8j58qBA1qWXVXFQvbARl6v1/XkyRPNz8/rzp072tzcVLlcjmqKFKtgzb4JmSwSNqSXd+/efYF9aLfbMSdIZkaaw7ucnp4GQ+XOCf3hDmf6zNga5iJ2x5lKnB7sD8+YZVnklnheRKqtl6RGo6Hf/OY3gS5TlILT3SuVilZWVl44R4aDeMc5Z9wHW/vBBx+oWq2qXq/r8PDwWtYT4GNckHBd+6pg6bqW5omUSqVXZn3eZOv1ejo6OorDWo+OjuKcqeXlZU1OTur8/Dzkb51OJyrrIaWCsaXl+ZXUi5y4jY2NYHa8ShzzBoYAYATgptPphPTVczP4PvaCqnsUSwHhp/iDBwPMRw/WADioqgrbgYzZmQoKEsCsE9TjWBN0OzPDuvG8HJe4uYQWqahLDFutVsixsQ2MnVSsWgabljr6/LcrWpAtjgNg/fnJexoOh1G8wPPLuL/nl1F6u1wux9iwvmDsOFx6YWEhlA5fp9gBc82D13GACOOGtNYZZX93D4YomX1ycnLtIelvqlGQgr75vrXb4OcdNyQ50hUNvLS0pNPT09Arv6mGsa/VaqpWq4XT5R1RTp1cNgEMm2/w4yhrgqWNjXXNzMzoi98/0skfnmj47vzfd9oujwfKWhMqZfOauXeuifKELrMXk1ilq0M6e71eVHfiHAdkH0g9kJiREO2bG7IkT+b1zR6dP+g+mw2bvxtcnEovbuGbGZItTqVvtVpxeCvn+KTz6W23wWCg4+NjSVeOx1/8xV9oaWlJW1tbunfvXkhtJiYmVK/X9emnn+r4+FiPHz8OHf83aTBLr3Id+rVcLqvdbmt/f19nZ2e6d++e1tfXQ7roBzSOc+xftyH74WDNxcVFZVmm3d1dHR4eFoIu2D0kbswxnBWYj+uYE+RLOHH8MK/IhcDxwpnyqnn8nvmFrA575bkdKTrfarX0ySefhGNMLs+DBw+0srKizc1N3b17NxLSWVvtdjucT64FMCGNpF6zs7O6c+dO5O/V6/Vrx2iclOy65gzb6zRnHd5G4ZHrWr/fD1AE5s1L+pfL5SiVTYL67OxsOMCSClUuPVcF2a6f0+M5d/ydqmsE7F5EplQqRUDsDBP2lHXNXGb8Yexd/uUSO2crAJUAD8rlq0OQV1ZWwq4jm+OaLp3l/WAc/e8uIfMDeOlnD34IkHgP/o4DzjlASHA9kEzVC850ABxgVwgAPPhJf7y0N0CcF1zwsfDgjvO2yuVySO1g85HD9nq9wn46Pz8fctfXafhL161rxo1gzQMmabTueVb2KgCWV83De93mcvB3pcx4l+02+HnHjYWJnKRSqQTa+SYbC+z8/FyTk5OBODnqgpOAk+EnSDtl7OiV09b+udgs3uhbfPdalmdXRR8yabI/paXqiuZm51StXrFvl71L1ZtHkVPFRt3pdHR0dPV7kECqImVZpvpRXfXDuianp7S+saa5uTk1m8c6OjjScDjU0spiIKRs+jhsPt6g745ASSNUj/HEyJOQzgbnOTSeH8bv3mXgkzbYKUeDcXzL5bKazWYcPEh58LfZ6H9QZYJb0DkPaglcv+nG5df0c3pAc7EbzBEOOQYtxD5gv9Jru33xd0yRX/5G8M4YeeCTXssdeZ9rOJ3cC3kL5eH9Xi77kRSSyEqlona7XQjOAIBwDrkna4s1OjU1pYuLi3CsarWaarVaOGmvWkqW9/Z3+zatp2/afC9h/lA2GIceWQ7MGEzRuHmRBimprGvcHpZKqgCFCHJgNjwXhvnFPMBx5frMy3EyJ2m0ZzK/3SYTVDHu0qgkNP3kLIIHzinb5EG/AxBc14t3cG+fX9jzPM+jvDbSYEnBsJIz5dUpU4maXz8N9p3R9UqG/uwue+S7vgd5gJWONdfxogpeICN9/3T8/O+ABgRTr9JSmRv/+rzxvvF83ZtsLim9lb3dtrfeTk9PtbOzo+npaW1tbWlrayvkN2+ygeTs7e2p2+1qYWFBkgqG3SvVkJjcarUKKAyMkTvV7gCB1AbCOxxenQD6vQ+DpMnjed2f/pFUkmb7s5o+n1Z5Odf2dlvdsxMdHBzoyZMnuri40BdffKHnz59raWlJg8FAq6urIY/I81y//f9+qp1fH6q6WdHif3lRH364rscPn+pv/r3fq3c+0Ad/Z1Mf/skHsTGxUfgGxQbJmDHOBOELCwshryMgq9fr6vevTkefm5vTcDgsJOtD2XNewbepdTodffrppyGlWV5eLsiVOKTSWYe32XxDbDabGg6vztjY3NzU0tKSqtWqPvjgA83Nzen58+c6Pj6OKnqv28rlsu7cuaM7d+5oY2MjzpQiP8rHd3JyUisrK5qZmQkHVFIEay55cUlOGmy78+KN4BqEGhvkzoEzODgfBNwkc7tUrdfraXV1VVtbWyEPkkagk68FGIVms6mTk5MoRbywsFCoWlWpVApsAs9O5ai5ubkIfE5OTsJmdrvd/z97fxYjSZqtiWGf+b6Y+e4eHkvutXZV3+6enu65Pbx3NBpyOAQvLgViCFCQMBA0kATxQdKL+EBAAgE9SIAeBEHiEwVIFISBOJBGmiHFWajhXAq8PT283X27uqqrs6ort4jIWHxfzXc304PXd+KYpecWW0Zk2gECkRnubm7Lv5zvnO98B/v7+8/tBO9/LnQudebwMmoBLsOoJkYVPtbZHR8fo9frIZVKYXNz09O3jO9ttVqIRqOiBscoPoEpxxUdaS11zUi8drj1usisu3aWWSfmOI7skaRPRSIR6RvDsU1nnE4z/6YzPwRXoVDII6bAAI1hnKjfkZbsOI5kv5bLJXq9noxhv8gAr1+LohCIcS9n5oMZXR3k4LzvdDqSuYhGo+h2u9IzK5lMIpvNCl2PIIXzUkvi6zmrr5d7D9cJTYXVgim8xnWKqZFIRK7FdV1PoIjgjtQ3ZrD47PxGoAlAWn1oG41GaDQa6HQ6Ehx5nulaKoJGZn6413KsMIvHfZbNjC9yrjPgxXnzrlkAft6waSoJsAIdWsrxPI1UFfKl/U2tGG3TUS0d5QS8sqw0f4QLUJu0676LatfPmOEawDCM+HC1MTkAxljCfC+K7FYW8WRMaglIr+n3+0IPIQ1uNBrBdVwMajYGX02xHLuYzxaIx+OYDCfoPRhjOXIw+HAoPG4NRnXEHfBmG/h/RsdIH9J8YJ0x5PuZ5SEdi5vbVXPSZrOZOO1sbKnpJWxG+Cb5z7z/OtJLMMnalEwmI9nbs/K1CXRZS0G+P50Fv+NGKiYVtzjf/bVmOmrqzwjxWH4KF8cSC7+1GpSOlmqqEz/Dfi9U6tJOJueOFhDhsbQR1LPWrtPpSKSdjjozOwRwun6G30W1Jqo79ft9qWOp1Wqv/FzoEOpM1tti3GN4L3kP2dB3sViImhsj7QQLi8VCgCGfg+6vtC7ro581gY4+FwL0eDwu9TOkTAEnym0awHA8MFsJeDMTXHv1GNFZJzrvpItpZ1kHDzQ7xA/u/PUj2ln3r/n6vvC9sVhMwJ0G1pwfWoyFayV9CH09rB/WVEoNAHXwQgM9LTShQRLvH+c69xhmxDX4oTJnMpmU8wMgAIfPgGCWGX99fjT/+/xGf40Ndl9m+rr5bHktDGroZ61Fgy4r80Pq47tmAfh5w8ZIAyPPlJO8CMoNudXcoLPZrDisXBDp6LCYk7/5b9u2Rbee588IqOZLS8RtPvs28xPYOpsNlhjvjTByB4jMY7i9cQ+u6yAWi3/rHEQRmkTQPx5i1l2ge9QHlgY6e6su5LPeHL/6Lz/H3sN9HN2vYTFeAi6wmJ9E+7jJaSCjeyDwmTOqzQwfjZuAaZool8uedD97+di2LQXMbH53FmNEz+/wnsU0OGeRLHBCmzqv7zkPI/WK85SF+Owmf15RQQKtXq+3AtDf0rIGgwHa7bY4YowG12o1yWJQjYuOIYMnFDvQjo92wjQA0TQYTQta55zSiWXkmsfRoEc7hly3ut2ucOlfRFVx3ZN6hOFwKFlv0oO01DDPSxfA814wi8Gsa7lchmGsCsiPj49Rr9c9Y3Gd6SzsVQwknNV0zYuuUdHzs9vtPgOEb968KSDdNE2RMWfNCzOW2onWRfzs/6MFDVgrRrBCWhfPJRaLIZfLwXVdjyABxwsA+TydSdd1JXOqxyf3SIJ2jnstIOSneLInjeu60nNruVxKltafxaJiKAGWBj86O6bBhh9kM4vE67csS6TCNQuEpgGsBlkabPCeJxIJAYz+LJimy/Hc9Ps0ONEUYAKHUOhEmEH3EWKgiDRUjhu/EYhpKqK2Wq2GP/3TP0Wj0ZAWFc8z7jEcDxrg8V7RX+J6R0ASi8VemVZ3WiNTgz7nu2YB+HnDxgWQE4X1BucdfWakjYph+XxeqFSMdhKIMdLEjYRpd+rt+xc9Os8a/LBw/6JTt9fdZi0HTi+MkGHBRAZWqAoDQCgcRjgUgusCjutg5AIjY4o2poBrwJgZcB1g1nGw+/+tYTdSgzsHMDFgxE+KgUlPSCaTku3gJm5ZlofWRvqIjlZy3NABYQE3Hcr5fC4OXb/fR6vVkuzPWZ47xyqjwecFSnQ0mPQGHe28KmM1Foshk8kgm82iUqkIbYuZt/O6J47jYDAYoF6vS5H5ZDJBp9PB3t4e5vO5OAuOs1IjIg2FwFpHKbVzyI1ec/zp6GgnRhdpM+uogZOmaDIIo/uLMVqvgRWd5/F4jEajgVqtJr1YXnQv2PU9FAqJeAevk8ECFqgzk8QxxXWP9QAES6Zp4ubNm9I76fHjxx763vPORTe/ftuM8/p50f7JZIJGoyE1eq7rCl315s2bEu0nECJVrVaroV6vAzjJPGSzWenzw/01EomgUChII1zWtGjKLh1yZlvpWCeTSSwWC3Q6HYzHY0QiEekJxnNl41PbtpHP51Eul5FIJKTXGvdLOtkcvwQKHOukgHKsk3bH+0UKHsFdt9tFq9WCYRjIZDISpNQ1a8yaMbPM15nF4Tnl83lks1mh+NEx5/6vs23aUed89YsjMUtmmqZku9gfSAvp8Pw04GFgisAAgKxLVMzlvdLnxXVmNBpJX7JKpSLP0288B+BZWi4APHr0CH/v7/09PH369IUiJqTfMSNNFo0WieB16WAPnw+z2ReV8XVdF4PBAE+fPpXM6rtmAfi5AqbT4hdpmkrh5+TrSI1+P82fBueiqaMY/IyezAYMwAjqfZ5rCyC0iCKEZzm3J0nvZxdhqaJaAq7t68XgOJhP5xgOhlI3QplURrZ1YanfCdNOqx4XurCc9ILRaCQ9UygLfR4ZFB359FMTzsM0PeUqGq/fX8DNe3te2QB/lFnX5azL1gDeiKxWQuN40cBFv5/fp81/DfqZr/ucf8zyde3IcMxqVTqCmpcFlXhMZnA04ARO6E/6+9ZFpun0MYOplZ/YwX2dEqJ/zX2b7WXgTzcj5g/XFzqHXM/oYGo1NEbaNc2Sz1aPXf9a46du8zn6hRK4hvjHqr4+P+3Mf438rnWZDx5D79vrsjUcXxp06AyONj1WNSWLr2njsXVNlJaFpt+gf/S90b6BVjbT1+n/8d9nfa46c8WAhK5V8d9r/d3+e/2iGhdNI/QbqdPtdvulAT59nHUZPZ1t0+/110qep+njM/B5GRS7q2gB+LkiZhgrPn0+n/dEH87TmNIlN5eFzHSoGEFilG2xWKDVaiGRSEjkZHd3V3pjZDIZz2eYYeD5h8NhTAZT1MIDXA0y0bth7hJofTnAz45/gagVweaHZRSKBU80idFpOgykZwyHQ49jwCjscrmUxqWz2Qx7e3vY39/HdDpFu90Wqhu56WfNXHKs0nF514wZVYow7O3teTZ+1ia9SGr1VYyCB++9955EUZvNJgzDwM2bNxEKhTy9S7gp1+t17O7uYjQaod1u4+joCKZpSraOEUzStnQEmBQ2f3YS8IIxTaej80VHDIDUO5BWoj9Piu5wOMTe3h4+++wzobK9io3HYxwdHQn9ZLlcSpSdQFBnwPijVZq0Mhjn182bN4Uq+ujRI9i2Ld9pGIb0YWHN1VWhYV62cV3iOsL7UK/X8ejRI0QiETx8+BCRSATFYhE7OzuShdQSyX56F3ACcGzbxmw2eybjzfXGryLIccXx6xd6ASAy8a7riqRyNBpFp9MRahaPTwqZVpjTtDjWPjEbEg6HZQ3W90lTqjgfeM/YwkBnGnmNWpVTB1M4/3Sg1A9ONNODoJT0PWaGdPsE27Y9lC4ex18z5Fey47kSBPFeAZA1gt/BfYoAiGOBfRTX1fj4zR/U8BtZMS9j5zDzxl5CzBrr9YpZaw3Q/PfovI194+LxOGazGZ4+fSr36F2zAPxcETMMQ9Q3uOGft2nwo7vJcxLrlDZpBGwaGI1GMRqNcHh4iEwmg5s3bz4TEc5kMiiVSp5Fpl1bLfpzvHuRhTdlxsKAexjD4sjFOGtj4DyAmUt5Nko60tzwgdX4YB2MTsvbti1iAI1GA+PxGN988w0ePHjgcQ7OM1Kt6zfexWJMRr7pKB8fH3uoVtx8/dna17VQKIRSqYR79+6JM9HtdpHL5VCtVkV1jQX/lmXJxvz48WOpF0omk5hOpxK8IfCho8iNnc4Nr891Xak/004OwRHPUZ8vi8D5ec3P57qjMz5HR0f4+uuvX6tvxnQ6FVUrrnOkC1NZjA6VjtazBlLTizQtrlqtwjAMHBwc4ODg4BnwQ1lu3e/kXTRmaPzW6XSwv78v4GU+n2NnZwej0UgoYaSy6YyJ3xj1Zr0ra0fooGqgoLMa2uHXKpG9Xg/L5RLlclkceSqzsYaO30PaFpkUvF5N0+L80DUhrEfq9/sAIPsy54uuEdJzbF2Wn+CKdTCAt3GuPwOh12JmfHTWl8IrWm1R9yNjHTMpgH4GCvckfS8IXjiX/Gp+wMl8I6tBZ3/Yw0bXNK/LwPntRfsN6dIvU9g0jFXNFBU0SavU2XytkstgJMGP/zrPy1KpFHZ2dpBOp/HkyRPs7+9fiqz2VbQA/Fwhe9FifR5G3i2LK7mIcdHTDgkXeBal+iNgPFe/46FTzK7rwggbSFajQMjFpDOH2w+tlM8Cu0AzYLgrhTl3CgwaAwyGPYQiIcQTq+evaxu0A6mdT44H1k6wCH4ymUiG53Udb44VLSOqqSSM1Oq/8X16XF0GTfRNmj/6SdMOA6OgZ10vNMVOU37093NNsG0bk8kE/X4fg8EA4/EY3W4X0Wh0LYfdf03rxov/eev1iFkkgihdP6SbLfI4PP5sNpP6Cjo/pwGJdBLZcJPZGUbX/fQ7P+WTc4kOBhtND4dDmKYp0XECPf3eq0x781P9XjQX9Xh4EdXtZUaHmLLTpDESxHBO6CwCnxMzNlq5UGeGmEWkwA+fswYSfno65wwBK4G8XsM4bnndWupYO7rMbmpZag04eAwtFa/pyDxnAJ51Ve/xnB8aVHIP91PUeL95LQSTuq+bpqIRiDGrwf1Eq63xmnnsdc9Xrxt+2i+vWb9fUw+1ipt+D3Di+7woqPw8UDSbzdDr9TCZTKTVw8ssFFoJQliWBdM0JWCkAyUadJLl4L/e8zZ9nzh3zzInr7MF4OcKGSMgfinO8zDS6orFokTIWFjHhWk6nUqKmFKO9Xrd00iR56gVnfRiTw1+FtEvscDNn2xgNpnjm3/xBLMvXRiLYNhdloXGMeBxAlNM0Is3gewCiWRClHJ0lFPzkXVUc39/H91uF6PRSEQOTiNoQHpDOBxGuVyWCCD/xiwDI+NPnz5FOBxGPp9fZQ9VjwiKKrytxqiwpv7xHlE9ir26GAk+rWmqGZ+/46yEEOggshlet9vFdDrFgwcP8ODBA6HlZbNZbG1t4d69e9ja2noGzGjjuKFjtm7NI+igs8ioLgVZqPalHR3tvPX7fTx+/BitVgutVutMDjcdn2KxiHA4jFKpJHOGhdt0HsmhJwWYDmO32wUAlEolVKtVpFIpHB8fwzRNtNtt1Ot1z+e1E3qVTAcpmGHRCmvrjOMWgEc++nXNcRx0u13JlnGNSqfTImbBuUJVtEwmg9lshuPjYw+Figpm6XQag8EAx8fHUvuwWCyQTCZx8+ZN5PN5jMdjdDodDzWMzi3HLRX9dJZEUx55/qxT4jlwH2Y2kYIenBd6XBHwEahpwMR7Quq8dmyZRQQg7+W5UryBx5/NZnLevL98fqHQqkUA2QGkaMZiMVmjmWlxXVfoeo6z6o9EWpymFur1hv/XGSA/UNC1hToww6Aus1Wu60rQIxQKIZPJYLlcPrNmvIr1+33883/+z7G/v49f/vKXL9x3eF8jkQhKpRLu3r2LRCIh/b/0HKEvxXGlqcIXZRSvIINA12K9axZ4oVfI/BHQ8z42FZIYufQX3DE9zQWSBe06mqlT8Dq65o9wMhoXi8WQLWThOA4eWbtwjXdvkr1Ji7lxlJabcFwHQ6ePbqiD2XwVFWd9j79Ylc+SvPZGoyEFnv1+/9ROmaY4pNNp6X3CiByj4oaxag55cHAAAALUdN8iZhje1kVbR4n1s9Fzjo7HedAj/M4Iay74m9HlXq+H4XCIdrstGUFSQRhMeRG9RD8vHfn0OyQ6yu2nBHH8MWKuC9c1ZYZNYM+qPEjJbDbHpMNIGp12bknHY8ZBr6t0wizLwmAwQDabFeCwzrm7iqbBDyP9+t4/7zPnRWHV4hM00pDC4bDQzJbLpTiTzBaxPxCBGJXBKNhCZ1lTNJPJpMwDrVgInLSOYFaB65K/55XOZPI3j83z4TxmbRjPgfOP44K/9VjXtDKKapDazjmjs3SkV2mqH+ANHgAnQFUzPAikSNGko59MJj0S367ryr0BIGOa48CfHQWeXRv8NTq8d1wTtfiIzuL5GS2aPUBf5XXH3OHhIR48eIDj4+OXgncNLNmIV2cRdTaKfhgz53q8XIT5M2TvatYHCMDPlTLt3FC+lYDiPAeoTnFr4YN+vy/cZS58jLRzgQVW0YN2uw3LskRylI4IIzvciLhZOo6zUn4L7M2YsSrG7X1L/Wg0Gms3HR2JY6SSWZ/XHYeklrABHSOd0WgU1WoV1WrV40Bw3APA9va2B4TRoaVcKouF5/O5CC5cV9PNPDWlRFNLSNlhBPvp06eo1WoSpDit8RnREctkMtL4cDAYSL0CsxGM3vJHFwCHw2F89dVXWC6XKJVKuHnzpsdBYhRaZ7K008/zofF1AmY6T3Ss/EpJ8/kctVoNw+EQjx49wsOHD9FsNtFut89l/ZzNZtjf30c6nRagrp0uOo7sMcQ5A0Aizoy2RqNRlMtlRCIRjEYjHBwceOhGb9q4fjPLyPPnuNSUJhbg66CIpk4TFGigeJ5G0ZXpdCoNewF4MtSmacJ1XU/wj9kBACJOwHPnOsOsn64Z4bXrJq2DwcCTxeT94P6tQRGfL+thRqMR+v2+x+Hnd/BY9AX4eTqxOghJp5ngRNMnmSXW4IZjlvs811NNoeP3sRkns2qhUEiEjzQdjsAKOAF//C59PMA7v0kX1FRbHpPn7Q/Q8TP6+BoQsuYoGo0KCHmexPXLxtfe3h7u37+P4+PjF/bf4fhLJpMolUqwLOu59TusseY1cy/k/nYRmd/n0anfRQvAzxUxvbCyn4plWZKJOa8N0c89nkwm6Ha7mEwmqNVqOD4+9jgXw+HQE3ki7eTw8BAAUCgUZJNkOlV/z3Q6Ra/XWy2oIQMG3vzG/i6aAQP5XA61YQhDe6WA9fTpU3ndz7fmeNNOzOtEibjxJZNJ3L59G5VKxQOUC4UCCoWCJ2rHDctxHGQyGbz33nuYzWao1Wro9/seNTmCpdFohC+//PLagh/SZxhhZmG0DlDwfbZtY39/H4PBAPv7+3j8+LGHknoaMwxDuOmZTAa3b99GNpvFwcEBvvrqKw8VNhKJiJOYSCSQSqWwXC5Rq9XQbDbR6/WQz+exu7uLjz76SBq0koJEVaHxeIxUKiU9RLhO6AyQ4zgSDeWzJlCjE+aPIk+nUzx58gQHBwf45ptv8Mtf/hKtVkt6xZzVJpMJvvzySxwfH6NareL73/8+stksgJM+KhSpIFBjVLxQKHiy4/F4HLdu3UK5XEav17uwOs/TWiwWE4r0xsYGbt26hWg06lEPI02s3W4LwKHpwJm+JxcB7GzbxuHhoawvHB+s89G0LIp3MLAzHA7huq4AJp05oCCAzoyTVsWMdSKRkEwoe2JxTOiMqZ/ux7FgGIaIySyXS+TzeeTzeREX0T3WdA0OAI9TreuRCOjoO6RSKZTLZem7p7O1BDuDwUCyZwRVpLXpc02lUtLwlOqODJARIGlZbA3meBz6M1p4h+0YqCrL82M/MwZfEokE0um0gHI2l9WURf6bFD3LslAqlVAoFJDL5V5bTMq2bXz55Zf46U9/Ksd/nmUyGbz//vuwLAs3btxAsViEYRieWi0+f9K8GSyez+eyTtLPOm/jfn4e7SiuuwXg54qYv+gQ8BaCX+T3ablIOpH8Tk3B8EdUbNuWiJQuKNbnrFPXQd7nDZoBRMIxxOMJTGdTcUiAi4k069owblKMIHPRpyy6ViBkhFUX2DIDoSODmi991RzH1zVGbnVBsB+IcmNnloW1IefRBVzTEZnR0YXDdOp5XprOA5zIclP5LZVKodfrYTweC63Hv77pKK52ijUI99OAdZSb58XNnON5MBig0+kIPU9nX3hM/5rq//7nmeM4kuEyTVMcWv389PmvW8v1esqsAdXuGJV/E06Jf70mJYxBuGw2K/U92rlcLBYChHVmWGd9CCQuKqNF55fZ0fl8Lueqsw/897qCeF2nQyC7zmFdV4S/LprOMeUHfOvGnaaL8zfPQe+pvAZNIdTjmXPJL4jgv3ZNC+Ox180L//zTlEctzKTXJx2o0Oa/X/yt1wP/fdGATt9H/3rgHwuaHsj5RglugrmXmT4Hypm/ihy0rql5GSXZPz4uws972Xe/yxaAnyti5Mp2Oh0MBgOMRiOJsp3XINULFxdKXTxONS9ymFkU57f5fI6joyPpYF0sFiUiwmJMvXgwahQKhwHj6hXxvgtmAEiM03g/8x3MM1O0lw0cN4882bzzslBo1UV7c3MTqVQK29vb0uvANE2J9LEAlBFIUitJO2HxZ6lUgmma4ngyYst6Dk3TuI4Lup9OA8BTBzAcDoXO1Wg0pF7rvJxkzlUq+xFIEKgSbGlw5Lqu1AQyKjudTnF8fIzpdIpYLIZKpYJ8Po+dnR1sbW0BOKFT6S7z/iJnvk/TrOjE0NmhQ0IRBna2//nPf44HDx4IFVKD6VAoJLRLRu4Nw5Dr0NHwdbZcLoUGFY1GUavVMJvNRECG32NZljhBdGL9EvKMyjuOg0qlgu9///uwbRt7e3toNBrn8lxf1fhcw+EwMpmMAJ7bt2/Dsizk83lUKhUpeOe+FI1GMZ/PkUwmUS6X5boICnkvG40Gdnd3LwzUMaPIviXMZpKVkM/nsb29Lf3qGHRhLSHHEmlxHJu6ZoXnrhW7dLaBjrXuOUXjmOcx/ACDSmnMrup9309pdV1X6lY8gUXjpFaTezADGo7jCM1Zi4vwmfNv/pomTenU9TQAhBLIf5PCp+eVvxZPg3+KKo3HY9kPeO/4Hj5H4ATokWrIY3LvYpCDFML5fC6sFcMwJPtD4YaXmeu66Ha76Pf7qNVqz9SZPc9I4eN5M/vIdUj7Rb1eD71eT66ZghaJRAKmaV6ooM9FBdWvkwXg5woZKWh0NkhpOS+Hjk6GP2JDjXw2AYzFYigUCs+N4iwWC9Trdfn/vXv3JG2rswlM53KxDofCMIJ+P2/MnGYYsVYWsYQL4zZgW0PZaM8T/BiGgWKxiPfeew+JRELoM6wtIWWBheMc77q+jRsv1d4cx0G/35dobrfbFdlt8syvczRLgx9u8rwHFJ2wbdsTHLkI8DMYDDx0GTbnI01FNxlk0ITPjLVkw+EQsVgM5XJZ6EaktdC51E0Z/VkkghyuU3SmNe2HdFoCrlqthlqths8//1zqjvgZXT9hWZZcl2VZMpY6nY7Mg+eBH8dZKeANBgMkEgm0Wi1x+On4sQ6SdE46yX41NF6T4zgoFAqIx+MizX3Z4IcOG59ZsVhENpvFe++9h2w2i2QyCcuyAACj0cgTcJhOp5L5ASBjkw4xr5HNFC/CWDcTCoVEtS0ej0vtRbValXMcj8cCVBhgoXiFFkngHARO9jLA6zSS/sRgDQDPZ/h+jnud7aQREDDzR7U0XpdfKIJZBX8mhf/WGbdUKiWNX9vtNhaLBTKZDLLZrGdOkPZqGCcKcdo0+CGFj5k/vd/zHAhO+Pz153l8BhIYbCX4YR2MzkAykOBXhNTBCoLffr+PZrMpmR8+N/boelXjXD8+Pkaz2Xxl8EPQrNUNdU0W7xWBDtcFvkbhmHQ6jW63K4DpPO1dBz20APxcEWMUg30pAEh38fMWPADgiabSAWHUhpQH/nCD0DQAng8VoAxj1dQLgGdhZWQpHA4jmU2gX5lgOV5g2QMiiygMXG/K0rUx18Cq3MoAFkAylMZGqYrZYuUo0KFhD43TGClu5NjncjnJ9tDhSKVSHulUgmM6BxxfupiVm5imQHC8cnO9zqbpLv7r5CZJ0Qk+p7OCVUb7ydtnlJvH1VRWZnr4rHT0WzthWklqOByi2WxiNpshl8shnU4jHo8jn897out6fdARUDpMAGTt0dQfAsHJZIJOpyNRWvZp0RQyfV8ZoGEmiM4fe+7w/mqH93nPjOCPjR11zxbt8PAagROgSWCvFZ4uYxzr58bf6XRahC4ymYyMCQJiDUR1HyfeU10HoYN1/BzH2kUUWmvnkOfLQAoBBVkUmi65XC6FxsR55TiOB1hoAKMZEHztZXWQOsjoz9A8j+LOcQHA82//Z/X/+Sw1/U7PJR5LZ254D5iZ0ZlXf4ZKf1YryzEgoucYgYhhGM80aTUMQ8aKX9VQB2b1veX3a1U6mv5OBvE0YPQ/G/0cXmbMlj148AC7u7uvXFOq6Xj6mvQaqWto/UEflhSQUnpefp8OerOxLde5d9UC8HNFjIXDHJjh8KqfxHA4lMXmvExHK9kzw3Vd6eoej8exvb2NUqmEcDiMZrMpEc9+v++ZML1eD/fv30cymcTW1hZ2dnYk2s/eBYwEffi991HeaqNVa+Obf7aHSCt3btcU2KubsTAQb2axlckgkjMQem+JJRY4ODg4k3hAoVDAxx9/DMuycO/ePdy9e1cANX+TEkRQHw6HUSgUpLCdUVdGQEll4I/m9GezWcRiMbRarWsLgBzHecbh5qZIKsre3h729/fF4ea8PcuakMlksLm5iUwmg62tLXkGpIoAJxt5JpORJo50MBg194PUwWAgssLMkOzu7uLrr79GJpPBRx99JDTGYrGIaDQqtDHeC11HA5zIG2tn5ujoCPfv35dic9b5NJtNyYoxaKRrg1hPUSqVUC6XBYgVCgXpT6LpwM+7x9PpVMBdPp9HsVj0UBW1Q8mMp3ZOCTTD4fAzz/6ijBQrZt4oT1wqlbC5uYl4PI5sNit0VF3nwOvJZrOinEanczqdSq8pfx0Do/a5XE7EAc5LnERnE3jvuF+yeJ4ZmUqlIgX9zCiwZpW1YsAq6KKL1Mle4B6mgxM6CEEHVz9DZoEIAhi0Ye2ibgeRTqefASgMSPhpn+tAmc4ykvbG8wmHw7Luajpar9eTjBk/z2vjsfkaz4/UeMMwkM1mpY8SRQo6nY5kLnn+HGuk8FJRliInzPxQ+Yy1nwxkkApIAOSvaWLGmkDdsiwZCxxrXDP1uvIim81m+NM//VP83b/7d9Hv9z3iQC8y3i8G9JgR5TWR6UCQRvYDM+7dbhdHR0dy7uexHjALyL316OgIoVAInU4nAD+BvXlzXVdSt1TaSSaTz8hOnvU7+MPFlIsjI6CUcTVNU/pRpNNpcbz8RieAUf1isShRDzpGjPJvblVR2ShjP7OPBz/bhYtABOFNmLsEpkdL4AhI34mi/HEecTMqzsFpLZlMYmNjA/l8HtVqFaVSydNTgPLA3AS5idGxoBMQCoWkn5Df0eDfSE/Rkb7raloGl6YzL5pecl4Wi8VEmYqRfl2robMydIrJ0yf41IXPjEgzA8AAi3YACRLoxBDwsN6BgIVODJ8rqTY6wtzr9XB8fCzy/L1ez0O50hRK/30F4HG8tEy/7lfyonWXVCtmrHSBsy6wB7wRe14br9vv0F6k6evlXIvFYsjlctjY2PAIkWj5aN53AhmCH11YrhW8dE2Fpn0BWLuHnPZa9A9NB1UY3SatVq8TdPZZo8ReS7pPFXCSLeBz1cwHXc+qz0GzKXS9B89bCypoUQZdo8P1UNfiaDEF/7H0GOL76exzL9Y9sbifD4dDzx7tB28c3wSRvFehUEiCT7xeAhbWt9GX4FjXn9cZXs06IZgmHZ+1hvre0HfRdF0CJc5D4CTDoZ/Xy3wpXvtisZCmpq9D1+T18Hw5x7XUO9cyZkX5dwYThsOhgMnzMFI4CX4I9M/a/+y6WwB+rpBxQeRATafT4oic1/G5MXCRYISLxat6ougF/nmRZp1FajabEsXhJurXuF9N+JWzEQCfN28L28G4NsVytkQmncUHH3yA4XCIVquFdrv90uyCLiJnXYemE+leFO1WG7/++ReYTWaeTdYAAEUFAQCraMLKmh5VKVKwuNHO53Nx2LLZrGdjve7GzV9HOs/TNO2JKm2aysLILGks3KQZwWTNTb/fl+ydDqpww3ccB+12G8BKMnZjY0NkkJmFIEefzpNeA+lwcg0aDoeYzWY4OjrC3t4ehsMh+v0++v2+pykzwTaAtXU8k8kE9Xod/X5f6j8IsrTD+TzjNRiGIdHuZDKJSqUiFLper+e5Fma2dL80ZkVisRj6/T5yuZxIiJ83LYWZH8uyhOJGuh5BDkGDpmFqQMp+NAQVGpQTJDDyrXuc2LYtc5PfdRZaj3Zmn3cM7l2a6sjrJfi3LEvGlmEY8n/gpH5GgyLtdBMYaGCj1zANHAnE/SIfOuOiz1VTpmazGYbDoYdCxvo1gh4ek1RWBo2Y+dDXwedAQKupp7xHDLpwDPJ1x3HEidYZF618qEUKCA4Z3IlGo8jn8577qIOu9HX4DHh+/oasPD7HIgA5V4rBEPRyXRiNRp7M7LoxNRgM0Gq1hEr7KuOTghYMJFDan/dfZ8y1OqnO5NPv8gu/nIex5pJNlXu93oWVU1wnC8DPFTJG0ZhFyeVy5wZ+NJWDkR5ugqHQqkcD+1EAJyl7vfmtcwiotEKqUq1WQy6XQz6fh2VZUuuhOc2x2LfOQAB/3rjNOg6a/8JGOBaC9UkCP/wLP8RiucCvfvUrUaJ50QIZiURQKBSkoJSbuaa4ASvH4MvPfot/8X//Fcb1OUKhZ2scHMfF0lnCCLso/CiFu9+/JWOTjrlWTeLizd4edMbeBvBzmt5Kr2Oci4ZhiJoc14VYLIbxeCyUJz4DLchAEYZer4dSqYRqtSrghRmidrstzu7x8bHUgLXbbVHfSiQS2NvbkyafvO5kMolMJuNRo5pOp6Iy2W63sbu7K7086BwS/GhBA03lo9m2jSdPnoizxv5kpF++rJZsPp+L8tvR0RFyuZxkUIrFIprNJjqdjvQZyWQycBwHnU5H6Fj5fF4cpmg0il6vh9/97nc4PDz0gKfzfOamaYrAAiP3oVBIsli8B7o2gxF4AOJc6j4+BBN05imQcOvWLWQyGViWJY6yfkb8/GntRYEZHbgjeHBdV2h97F9ULBY9ojy6Bwp/ayoYQYkGBDpAwe8llUlnUfX8YbaDAESDfz4LBo4mk4kU3TPLREdZZ14YiGLPMCpDuu5JH6PpdIpOpyNriwY8pDXm83mh27JHn84iaZVO27Y9gQ6CMmaBmeVgBiSZTAo7hGsbBXA0OKUfRCCog2j84Vo1mUwQiUQwHo9F9ZG1X9PpFMlkUgIkfpDlt2azic8++wzNZhNHR0evtPayYbFlWdjY2BAA5DgOut2ujAuOWV0/R6qtzs7x/edZ71MoFFCtVtFsNnF8fHym2t63xQLwc8WMA550k9dtyPWyY/NHp/K5oOrv4savF5vnOQN+Z1RLF+uiRqEpkA5wblcW2GnNnbuYd1zMjSXMe6sO2C5cpNNpAcAvitByE08mk9I5XVPddOHraDDGpD3HvPmSJx8FZqO51ETo79aceP9Y9tNPrrtd5Oaki6sZmdSZNZp25rTQgT8CzoakugaC18DgCTNJ+v+u66LX66Fer3uygVRJomNNSWIdiNHXoMfbcrlEIpEQ8KSLjfX18/p0wb5eD19k/BwzZ8Ph0CMYwXvKsU8HWtdZ0inWmScCQjpE52mcO5qyqAEPcJIl05RT7YgxA7LuNW105iiYQ6fWXwB+kaYp3rPZTARSdF0dx1gikYBhGJLt0Nemr1FndnRdjf5O/7PWhfz+PZjzSZ+vBm5aJELTtvzroj5HTUPVVGE/i8O/t+vxwevjd+rv1s67fwxwTvL6/OdI0KJpepo+S6oYAy6c5/6MGd+raat+wQT/GH2VmrrpdIpWq4Vms/nKUtOkKHKs83x0ZsX/W68//D+v7bz3MYJlAlyOg3fdAvBzBY3F3OVyGYPB4NxqGnQEhRFZKkmRQiSy1N8uJJlMBjdv3sRwOMTe3t4zggc0wzCEfkTVN9u2Pel9ub5wGNFYDAu8uynXq2YuVuOjXC4jkUyIZLFt21KAuc7C4bD0AdnY2MDdu3clumwYBgb9Ab74sy9R322htdvF0n6FZ24AsW8j45FIxFOLQtGDdruNer0uNWeM7p9npPxtNvZmsSxL6qy0ExSPx5HL5QBAaBzAiZNFUYt+v49QKCSOPgt32QeGDkokEkGpVMK9e/dw584dEVJZLBb4+uuvcf/+fYRCISmMp5OUTCZRKpVQLBYBAB9//DFc15Uiezq2dDTo6OmaIVJYtEM0Ho9F3ppS16ShaJUqv5NJR5d0zNlshv39fdi2jXw+L71EWNOmwRkj3wAksEXKEx3uarWKjz/+GK1WS2pAL8LYp4XZAmbJRqORZEn0vaQKGs/VMAyR9OZ+AazohIxm27aNeDyO0Wgkvak0sLhIY+ZhsVig0+ng8ePHSCQS2NjYwGg0QjqdRiQSQbvdRjabxebmpmQaeM95XaTw6nFOh5LPTzdopmnJY/995znSaee+S3qk46yklrvdrkTuNRhmhoVKnextw/PWvW/4+nQ6hW3b8j4CB+BEtluLSJDSyO+KxWJybgA82TJmfPUawtcJLkmH9ANK3j9+nrQ9DVj89U46g8L5TyGWcrks93k4HArli5nWFwUVDg4O8Cd/8ic4OjrC48ePXykARVpZLpdDJpPxKOXy3HUTWwZ92HhV165ZlgXTPKF7n0eNHAPbBGZvU4DwLBaAnyto4fCq2VyxWESj0Tg38OMv3GShYL/fx2w2QyaTEZ49o3SWZWF7exuj0Ug2y+ctCKlUCqVSSTZK0jt4PC6cq0U3grExR4B/ro4ZxqqhaDaXFYW/brcrm8g6i0QiyGQyQn26desWTNMUXrg9tPHNP3+Cg5+24DounKUL46V0R0M4+dFoVDZxAvbxeIxer4dGoyGROtIvAns1YxNIKrn5o/EEHoxqcv6yx4dpmrh58yZs20ar1UK32xXnirQdbrRaUe3WrVv44IMP0Gq1sL+/j8FggEePHuG3v/0tYrEYbt++jVwuJ30/CNJu3rwpSlxUnlv3vPl33buF9Wu6QL/dbuPJkycYDod4+PCh9DojoNERZ31cXddB53A8HuPo6AiFQgH37t1DPp/3RNc1+KGzo7MgjMQ6zqrhKWuBHj58eGHPn84xo/GkjjLgoaPtdOQASPCBdUzaWXddV2SjQ6GThqikUBLM+Z3fizCOAQAyNnXmh2O73W5jc3MT2WxWAJMf3NBxZDaC9U98hgTLzJAzG0p5d5294f3hfdV0QWYtuTd3u10Mh0Nks1ns7OzIM9ABCtK92DCUr9N5prPNoITuvUOnWCusEfjwXgCQOl4KYdAhJ6AhGPZnOgjudQsNBhM0UCQ4MAxDlB8Z4NB1Uxo0E4gyw8r7xnWLPorjOCLlzmDOi6xWq+FnP/sZ9vf3Xxmk81lr8RgGBrSyH0EngwM8Vz4zYCUSkU6nPfvdWecJnzMFNALws7IA/FwDO69NQstLUrGJRa7+1LGWuaT4gWmaIm3JRZTGzYJCB4wyaE60Tj+/3AEO7DLNALAYLdE8bmE6WW04LP6lap+OwHF8MHrFZ84Nr91uwx7YaNc7mPSmcGYUN3jV536yibLmwLZt9Pt9keBllFZTKwN7NeOGyLmvnTBddEsnhPeZvxnJ1w2ZdeNOggSOEdYi0NnXTkwul8ONGzcQj8dx69YtySSWy2Wk02lpHEoQto4KrGkk2vEiUPNTiEhX08B6PB6jXq+L0hIdQt3YkZkhnrufksO6A66ddJ79dCZd+8H7wSzMcrmUiP95P3MCMa0gxnPyU0j1OWqKEu8t748GMwSNfBaaIqazApdJUdU0KAJ0giP+pjy67imlxzABjxb+0VkQ7ehqAMDvZsYLgEcURqsD8j7xh/ea2ZXZbPYMVVGPa51pZNACOJGc1vRUGp+hpgJyrWc9kV7X9ffzeesfnU3ivdTnqwMKOpujxx8/z7nKe8bXafwM/RHW/hCQa1rsi6iWrD+bz+fCIHgVWph+TqSukvpKYSk99tbRKPU5EMhp6ul57Gt6LD1P7OFdtAD8XEHjgnwezQz1MYfDIer1ukQbGDnJZDIAIHxzvXFzoWKWyDAMKRZutVpyfMMwkMvlcPv2bZE0ZgSEaXGex3weUJOumhkABk+m+OX/40tEzTAqv5fDvXv30G63he7IMeC6K+GBdDqNfD6PjY0NVKtVETxYLpb47Gef45v/ahfLkYNp/TX5xa6L5fLEWanX62i1Wmi1Wvjmm28kikxVn9eRIg1sZdywKSyQz+c9QY/JZCIF6uzdw+DJYrHAkydP8MUXXwiNhk6h38njurC5uYl8Pg/HcYSCw4jp7//+7+MP//APkU6nce/ePSnIp3og68l0vYDf/Bx6TVlj013teMznc3z44YdYLBYilz0cDvHb3/4Wh4eHnoL3Wq2Go6MjjMdjPH36FN1uV5wsKlExu1Wv17FcLlGpVPDJJ5+I0AEzTlSeAiAqb3RAo9Eobty4IY4m1+mzmq7noLIWHUY6j8zWMdvPmh0CSO5DBLLT6VQyr7p2hP1E6Kzyc6zZoiPud2Qv2uhgdzodjMdjoboxc/L06VN5phxj/KEaHsGPBke8PtZpEShriiDZFQTizLKtCw7quhtdd8neOswM8FwIuOkrcN7wvcvlUoKSOmjAjCiBugZk/DzpZ6T96cCo4zgCOLQaXbFYxMbGBkKhlQANxxjvG/0KAOLgz2Yz2V8ymYxkDhloILuAWSZmdCeTiWQWa7UaRqMRUqkUstmsJ2vJcfw8G41G+Prrr9Fut/Ho0aNXbitAoMd9sFwuIxqNiuS+pvnx+eoaLP6NAjGUl2fPsvPy/biWWJYlWf7AAvBzZc1fsHceRtlaRvUZRdXUNL0IcpKkUiksFgvkcjlUKhX0+30cHR09c3yCHm6wzP7oQmgAcN1A6uCqmesamLUWaLcWCKcMZG+byH2UkzoFf8SQlCSCIKb7Gf1sHXTQ+3IKnLJkYTXuIRtDt9tFu92WWiTKqwZ2OtPRQBam67ofZjoYDdXKbYvFAs1mE/V6/bkNK3UhL9eFdDoNAHJsft/Ozg62trakjoj1Pae9Lhojzv66C/950mFlPSOVmnQ0m/036vW6fA/XS6534XBYGrzS6TJNU6LKvJ+6voHzBVg5KaTOHBwcnKvYjXaqtUKYrklglJ9OOR1eOrh8nUCGtTw6Y0jg46c36cizvubLNNZ6EcjwGbA+hLUbGiwSxACQLB3pjIzWM5DA93Kv4+dYd0Pwo4EEz0Pv8/xuHpP3miwNnYnn6xyrBK3M/DALys/wOcznc7RaLVF/1dlLvzCFztZwTvGcOXe0Ipxpmp57pemmBE48hp+WB0Cy0Hr+6foY3TB0MpkIK2A4HAp1TmcvX5bt4L04PDyUdY7GObLOeC91Q1NNF+T5+7NV64QYCOJY53Pefd20gFaQ+VlZAH6uoHHScnM9r8Eaj8elIE/34eHCqDM9esFi1IbRKP7bbzrCqTdaOsWc9EHq9WqbuwSGR2McP66hPxwAkxBSYRNGNISRsXJ22U8ikUig1+rhof0YqWQKx0/qcB0Xw6MJDPeUJV3fjv9IJIxweNWxmxsKqVaULtVUrMBe3bRDw9oP7fCyNoHR5GKxiNFohHa7Lff+RcXAmsevaWPsy5TJZLC5uYlwOIxisYhCoSCy+JdtXKuSySS2t7c9hd10VgaDgdQ8mKYpWVACQjp2rC1JJpM4Pj4WR81P4QEgks90TJhVt20bnU7n3CK/qVRK1v1CoSD9Puh0kVqo6UjaGeaPrqcKhUJSI6opVxTqsSxLasparZaMB02ZfpVi8vMw7kuaUsZsAZ1lyo2TAkpQSwCh61X5rLTCoKb3sX5HC1owCxMKhSTrqXvnaCqUBiE8Bp1hUvQ4V5lJ0Y2i+f08rt7bNaDRdSC6HmQd9UqfG489Go1k7HMOMVgVCoUEMDMjqJ8HjWAul8thuVxKzY8+DwBS00SwQ+BD0E5gxMyjzm68zN9YLBZotVo4OjrCZDJBoVBAJBIREKIpkjTWXJmmKdkUzgE9PnhP+dlkMimZT4JMPd/O0y8iHZ1zmwA1oIivLAA/V9A4sdg46zwmBNPYGxsb0liPi7uevNyoNRde0zLy+byHT6yNjqiOHCYSCckysZg0FntxGjqwN2vO3EXjl310f2djuVgiPsrjxsxEM3GAfriHxXKBVCqFYrGIeDSOzu9sNPbGMEIGwqGnAID5cAn3lHjEABD/VikpFFop0CWTSeTzeYmkHxwcYG9vT1S/XlWWNLCVMRoPrNTQ6vW6zO94PC4A03Vdoa3V63V8/vnn2N3dRb/ff6FzrtcSUr1I2SHYoYiBrn04z2zHq5quh/jOd77jKVynLDVrmwgCG40GvvrqKwHjWiGMjtvGxgYKhYJkSJnpoXIeBWSoEuc4Do6OjtDtdnFwcHBu0d98Po+7d+8imUxic3MTxWIR8/lcCqsZVXddV66TTiuzBTqTQ1rXxsYGDGPVJ4qZk2q1irt37yKdTmNnZwfpdBr1el2cVdu2pffMZYIfnSWmM/rgwQPU63WUSiXcuXPH84xI2c5kMkJbcxxH9jMew1/TobNAdLq1yBBBA/d40tp0nRBwIhWuAxFaBECLCbBPznK5lKAmcDIHNZODP3TS2V+HTjnpZo7joNfrCd2VPgCzxMAJbU3X1sxmMzSbTQ/gIjWM4jV8/gSK7Dnlz0wy4zifz9FsNgU8axEAPgOqpDELqzN3L1M4m0wm2Nvbw/379zEcDrG9vY1SqYRGo4FWqyVA3Z8RSqfTKJVKIqmvA8T+YLKuRaTvxKAQx83LapNelIVa995sNotKpSLPVjetDSwAP1fSdIRKR2vOQ/VDb2Y6Da4nKX/7i4QZYeIPqVBcFLhI0nlYV+S6Oo8zXUZgF20OMO8vMe+vnmsECYQRQyyWRMgIAe5JTUXICGE5BBZNAHAxxzlEqw0AyrngpqjFNzQ1I7CzGesLWcNAIRRN99HKVqRxvcp6xDVH9+uJx+OijkQg8KbsZE3y9jjR4CeTySCTyUhkmw4p6Tm68J/3jFQcRqEZmea8AeCJ+HN95/3VfYfWFUi/zvX5C7I1rUo70PwOTbnWdCx/BkCDRv5b1z/p+Un2gJ/idVmmv4/PlaprqVRKgnaaluTfv4CTdc8wDE9Buhat0PudfuaaovYqz1Xv/9yr1xXPAyd0NP39vAZ/PRxNH1fTw7ina4oma/k4Xvg+f5aQY5i1Rvxu7dzzXPS1cS7x//p14GSN4hjy3yOeOzNh/nvnBxScq8zckjbHGiMCEr/vor/TnzHzZ+78n9H0T4Jh/3PWz++sc4TzkZls3RIgsAD8XEnTHFDXXamsMRJyFt13dmVPpVIe51GDF25SmstLvrFlWRIZ/vjjj5HNZtHpdLC7uysdyff29mBZlkRidBSRQIrRpMCujxkwYC6yKCyrmLpjJGwTbiuCxTKEUOec0ay7ogTt7e3BMAz0ej1xJhuNBiaTCWq1mvSnCgQPXt+46ZOWyuxsJpORDZ3vY6E4++X0ej1x+J9nBDipVAo/+tGP8Ad/8AfIZrMiaOAvwL6KRmfl5s2bMAwD/X4fn332Gfb392FZFu7evYvJZCJ9gubzOfr9vkSsGTWORqPY2NgQyl88HgfgDTQdHx+Lih6VxXK5nDjp7L3zuua6K/nper2OWCyGfr8vGX8+c1LCuO/w/KkupoEwqTy6TsgwDClIJ4Dg/A2FQnjy5AlqtRp6vZ5QLN+0sf7HcRzZp5i5oONPehnrHulcE3xodUMCIT+tjLVBvFfMDPBYfsED4MQxZ30uAOmdpwEB91T9vQDkefJ4WrCCQQjSzxnEJDDme0kl06AKOKlzIYD0rwEEeAykhEIh6flF4MJ5T0CkKXoEUHxGPD6/l1Q//+uafsgfXhtp99qWyyWePn2KWq2G/f19PH78GIeHh5JdWi6X6PV6kgXj9/BeRaNR6X+m2TmLxUL6G2o6aDqdRiwW82TLOc+YUeT6y4zsWepaOb6Ypdvf38dsNsNgMDiX3kFvg13t3ecdNS6sGvwAEIWV0x5zNBqh2WxK1FXX4jCSpfm+5GcPBgM4jiNa+aZpYrFYYGNjA7u7uzg+PhZqwNOnT5HNZnHjxg1pNuY/59FoFICfa2cGUpMM3ne/CxdAuB5CqBmCC2DpnC/4cbEaIwcHB3BdVxzK4XAo4IeKOJdFnXnbjOCHNJ5cLif0GTq4AETtbTAYyD3v9/svPX4sFkMul0M2m8UPfvAD/NEf/ZEUBdN5uQ51f1qQodVq4eDgAIeHh7AsC4lEAsvlErVaDdFoVJwZ/iYgKpfLwr/PZrNS/0Ant91uC62HdQykrQArpa+z9LEiTU/TaghELcvynAvBj84sMOvqd7pZ80QFMx1lJh11Op1id3cX9Xodw+Hwyjhe3EsJciaTCaLRqOx/4XBYMkOs7eD9ozNMefd14EVnxrQIgqaZ81nws1zLeDz2VCLll858LBYToEznXGfA/fVNjPrrTI2m6Gnww2fquidNOEkD1NdO8MNMGYGQBnr6fJh5BE5UIPX90YINHHf6njLDSDU3gizOFV4/9wme/4vAz8HBAb788kscHR1hb28PR0dHHorfuiajBK8MGml1QGa9NDiezWZyHgSABJdaGZD32TRNUWPk8z+tsT5tNpvh4OAAtVpNxn5gAfi5kqYVrsgP1sWVp40AzmYzaWCnJzZTzpyY/h9NBdARGp0q52I4mUyQSCQEUOlN9Do4O4E93ww3hAi+rfVyvv25CPPRQTQNgJz3oHDz7KadITq3eq7r7A9VsvQ8Xnf/+awymQxu3bqFQqGAUqm0lgp1lW0dzSUej4u0+2QyQa/Xk7ocBou0khWdZ9LYmFnw98/R1B0CQ00RPKvoDbM0juOIw8Zz4Tlqp5MARvcz0oX1/vPXtCl+n1biYibrqgnd8FkRdFLZjg41g4/MIvAaNUWQxnuhMzD+McTv1PfDP+f0sUgb89es+OlymkrG89PvX0dh5Od0dkqDGP+1aZW+dfNe7/F+Cp4/U8TAp6Zb+sUZeM80xYzHpm/B+h9Nd9PgAoDnHjNTp5u79/t9AeX+BrzrrpMBIgJDghr+6Pusf+sfnh/3MgJgnXnUAin6Hr+OEdzqTFpgJxaAnyto1J1/+vSpTPx0Oo3hcHjqY7qui263K2n+RCIhxa79ft9TA8SoEiNbjASORiOJqjAiqBd7qrAAkA0EOGlGpiM0q99B9iew9eZ+63AAEPrEYDBAr9cTalAAfk5v3ITJzaeKIx160tai0SjG4zGOjo7Q6XREsU1TaWiayvPd734Xf/tv/21sbm5K4bum7FxHS6VS+PGPf4yPPvoI+/v7+NnPfoZGo4HRaISjoyNZK4FVBPro6AjRaFQEI5LJJEajkTRstSxLnLN0Ou1xlkKhEEqlEiKRiATATmsEZbFYDJubm9jc3MRisUC320Wj0QAAAbuVSgUbGxuYzWbo9XqYzWYwTRP5fN5Tt6EpTVToopPObEqtVkO/34dt2yI/zIj2mzY646QzPn36VKhtDAZyXzRNE5VKRZ4ZaejAiZIYfyjyw/2S6xTpbRwjGkgCJ44p5xC/i0CIDjHPW+/BwAkAYoYROBE8mE6noizIv/E6me1in511NS4AxLnXimF05rWzznNnnRvXCirDacEDzgMNbpgBoa9AgKT75VA2vNlsotfreei6pEezlotrGCmEnU4Hh4eHGI1GuH//Ph49eoRWq+U5Fuv01s25dDqNGzduyJinMAYZMePxWMRgNOChpLfun6YD0PSlDg8P0e12MRwOz8SO4fWXSiWMRiPJugV2YgH4uYI2n8/RaDTQbreRyWSwsbEhG89pzXVdWTS42HHx0RKNlC5lVEULGHAC83h+Z4ZRF37P8zI/6xbXwAKD8S1tBCdRTM2zNwwDk8nkSjhP192088K5z7pCctZ1bQcbnWpHzp+F1gW9m5ub+P3f/33cuHHjDV7l+VosFpPrCYVC+Oyzz0TwwA/ISRcMhUISXaYzs1gsJBOmJYr1GjmZTDxqbGdZL3W/kUQigUKhANu20Wq1pFEwHddKpQLTNGWeaXlyOqg66g7AE/nW9GkqBrK2DDiR+b4KRsDBLMB0OkWhUJBaH4JO9m3S6qiANzPBtSqRSMA0TU+rCD1XWLdLChnvGZ8vneBwOCwZBvba0vQ4jjM66fx+ZiQAeCjs/gyEBhzM0pH6p8/BX+ujgde67AbPgQHbZDIpVDQC3263K0CQYIfZSK45GgDxOgFILxzek06n4+kLRIDB9/M10sc6nQ4ODg4wHA5Rq9XQarXQ6XRg27aMZ0pVrzPSeUl94/0mCKLYg84+EbQtFgvpF8asK/cy3mtdM3hWI02Qxw/Ma1dnJQrMY7rQj0pD7PJ8mog3ucuMXPFHp8k1OGH0gxE+Rpm0tKVebAmaGPEYjUbo9Xqe9+rvcIJGp4H5LJRxYZSWMOIujHQEzWbTE0FlrYlfjSyw1zcWD7NuhR3Gme2lE8Go7XA4FA66VuwyDMMjC/zhhx+iWCzihz/8oUSg30ZLJpPY2tpCJBJBrVZDqVQS4OiXqJ7NZpK1LxaLyOfz4vyS809wwPvK58NebOdhjrPqV9RoNCSwBZxIfetMBKPudGg1C4C9XTg+6JTznOPxOIbDoQBm27ZFJOO8mzeeh+lsAlW/4vE4CoUCUqkUTNOEZVmy1/EecW/zF+4Ph0MsFguhU/G+6GJ+XY+j63/8tTQMNAAQB1/X2VBAQNfk6J5AejwBJ/VaHHsEIYBX8l1TjfmsmeklrV1Tw3QQlCCfvaS08pv2ERh81eBHCwiwpodZMj81lLLbhmFI3ZZmmOiMGUWbOp2OrGUEUprO61dc47PSPZs6nQ7G47EIuvA+8DpYE837rOcFgSKBECncOkt4FuOY1D2rZrPZtc64X5QF4OcKGhdAYBVpqFQqiMfjQlE4jRmGAcuyUK1WYZomyuUyisWiLE7M5PA3FWkWi4VQMrQyEDm26XQapmlKJIOLTbvdxuHhoXR31xKUAOAsA8c1MK+FS0DuB2nEklG0O208enQojgmjk6RTsFg0sNMZqSJs2NlqtSSaOp1Oxfml0huL7v29IkKhEAqFAjY2NnD79m38rb/1t/Dd735XiuDfVstms/jkk09w48YN2LaNo6MjoU9pB58Z91arheVyiY8++gg7OzuYTqfodDqS4Umn0wBOovUUogAgDt5Zbblcol6ve+p8GOgyTVPqjOhAsT+IYRiSeTg+Pkar1ZL3cD52u135DOlHjUZDsj/NZlOYAVfNGFiJRCJotVrS9PTu3btCV2QAkk4sAI/TS/DKOhKCH9IGCZ5IqyJIobQ8nXs6/GRaLJdL2UOZedHgk4IIBFdaIUzXevC7dVE+65uAE7odz09fH+9PKBSCaZrIZrOerIYWQuD9ZMZJjyWCg2QyKYBMA2867f4sNM9Lv046Iu9Hu93GdDqVhr4EjazvYbZHA3gqVzL76QeyOuukKXwHBweIRCLI5/OiyMhaOV2XxGfJc6VIAu8fAdJ4PMaTJ0/Q6XTODH40gCQtjwIegXktAD9X1HSEiL0Tzlr4ysgJObSM7PH7dHZGKwPp12ma4kK6HBddRpWY0rUs65njGxHAiAGu4wILwHADGty7bkbURTwVRzwRAzqQ6DRpDlpaN6BNnt40VYebor9QmJuzVn7USka8/6Tn5HI5FItF7Ozs4O7du2/s2i7LIpGI1GQwm64j3NqJIXBnhDkSiXioSHpMM/LMtdVfV3kWY5E1n7sWU9BjwS9qwwAZMzfj8Vii8aT9aSoX/0/nnBHuq6rwyQwB4O1HxHtEKphuFMrP+UUOtOIZj6XreXRWwk9h0+ejj0NRAP0d/lob/7X4j6kzIfxuZmE0O0NnPXR2R8uh+wUJ9DVpf4H3lPeMfgcpnv7mxpo+qM/xeY67Pm+OTz3G+DfW2fT7fblmrmm6hul5puuwmJHSmTd9//Wc4XPUoEpfixZHYKB53Xh4HdNzmff9vNaPt80C8HPFLRqNiqzqWYrWXNf1dGy/c+eOZGPYsVoXMXMCUirSP3k4qRghK5VK2Nvbg23bWCwWOD4+xmw2Q7lcRjablY2WVJid71fRrfQwbs4w/GoO5+XquYG95ea6LtxvF/94PI5cLie1ByzYJZXiKkaQr4NpxS1u3gyusN8PAImQUrGL9BA6vYzgplIp/KW/9Jfw4x//GJVKBZVK5U1e3qVZLBaTfkW3bt3Chx9+KLUDpAixj0yv15PI7ubmpjgmBDjz+RydTkf6gViWheVyiWQyKepw52EEP6Ti8DdrIhzHkTogimCwIJ4Zgmw264lw0yHm3sGeXMx8EDBdZYoqx3Q0GhUqaDgcxmAwQK1WQyqV8giDAF4lt9lshn6/L+uSbnrJjMVgMBBqk1ZW4/zT4IqCCcy8UolVr3ukYvG3Bks6M+s3Zk+YDdJ/I3jldxCskJbFc6E/QCC0LhjlpwTyPqyrI9LUO64xjuN4BJR09p+0wsFgIFkby7KQTqc9whKHh4c4ODjAZDJBvV6Xa+B4pmw9WSsM2g6HQwEjVHfb2tpCJpPx1DZls1npy8P+PppJQ+DP58hr1iCKwKter+PJkyeSNTytMfPDYPk6lb/AVhaAnytu0WgUpmlK8eNpzXVdWSw4+Zm1YQSTTg6jd1zwqUqkU9ucUNlsFnfu3BEHdW9vD/P5XJpQLhYLiQRr2sAnP/gYs09mePK7PXz9dC8AP4HBcV0snaWAH9Ilj4+PhVKp5YQDez3zF2fTYdUUJ9M0EY1G0Wq1sL+/7wE/mn+fTqdRKBSQzWbxox/9CH/8x38s9KB3wQh+lsslbt68iQ8++ACtVguHh4dCZ+NYZW8ky7IE/Jimia2tLSQSCamv4lprWZZQ31gzcp6ZHzpkdJy1ipfuLcd6I51JyGazyOfznuPqmp5Go4FarebJalx1x0tneLQkO/vbmabpqcvyZ+MomKCFEejkkypFJ31dU2audwCkiB442WN1nYxmhBC4cm/m+shnyGPrDI0OotIh574cDoelCF/T4Ah+2LPGNE2pHeKaojOeBAe8pzqjpDNnWl2WmUE9bphtJgWOAIN+BWt39LpFsD2fz9FsNqXX1mAwkHpFHvfo6AhHR0ee+6p77xCQJpNJVKtVUUFkBpc9edi81LZtzzPlXOM18ZpJUdRCDM1mE0+ePBEAe5axzDEYgJ8XWwB+rrhpJZXzMJ2m9qdH/SlrXczKv+t0PRc5qsuYpolMJiNcXy4k/PEvluFwGNFYBEbIwErjK7B3ziIujLQDN+oilAZc96QBJ4tSCcSDRfxspjd03UdGUzEYddSUkFAoJNFp9oBhnYqWfNUd4d920wXhVFWybVsiz9rp19QhZjKZ8aGIDNdTOj/+MX/e415TmbT8sqbh0KHnPsDr1lQ4njMdSp73dQA9NL2f6dYOBJ4Eh8DJvGDWQmc+SP3iXu3PinC/1EICui5H77k8L/9YYkbleX6Bfr+mrvNH087o5Pvpln5qlh9A8Tz0//3n7KfN8XVNm9PfpSmXPI4+H/+1ACdNPJlZ4lzy3zc/hdP/zJ83Tsl6YV0za5v5nJlh0TVJ/mvQwFVnSA3DEHDE2iu+T/thr2v0rThmKfAQ1Mc+awH4ueLGwkamSc9idHjotHDiap4tJ6FWdiIlwN9rgGnwYrEIAMInHw6HePz4MZrNpqgL8TjFYlGcKZ7TarJfj40ysHO2pIPIh0vEi2GEYmEsnQVGoxVtcn9/XygljABeF4fqKlokEkEmk0EymcTGxgZ2dnaQyWQ8/UDIi+/1elJEnEwmsb29jVAoJBkiOoXpdBrFYlEir+8K+NFmmiY2NjYAQKLP6+oIlsslut0ujo6OMJlMPPeeDhPvf7/fFwWrs67764yF1rr3CI31GMfHx1LYzT43lOfmvOSYabVanqzDdZqnzHhNp1PUajVMJhOhuuVyOdnXtKIp+zcxws73cx6RvubPfGjASFnjUCj0TANOT33smlowTZvzgxVmaLPZLFKp1DOZH54racSaokaVV127tVgsRAmQQRCtXEd/QdO1NJDm/WU2k/Q0ZrmoWKfvjeu68hr9BdaXcZ1h7zANyFzXhW3b8jktMuG6rshjE4A8z0KhEMrlMjY3N5HL5fD++++jUqmIVDcDQOxfxT5XDAQw26fpesz0jMdjABAJfPpJuqkwn+XrBr2j0Siy2SySySRqtRoePnyI2WyGZrP5Wsd5FywAP1fcuAjpqMVpTS84jA5wIQO8GR+md8k35sLNBYoRPkZGwuEwKpUKptMper0eDg4OZPG0bVs2TL2QrxbdCIJavHfX3KiDSBZI51OeyFi/30e9Xn+mED+w0xsdMsr35nI5WJYlKm5aoYrON9eeXC6HSCQi9Xs0OjMsfn/XCmtJh+J9ZHuAdWu1665k2/v9vjSPpWwvnUXdUJoO8UXQPOmUAnhpVJgggM+Xv3WvEtKpX1RvclWNQT8Aomo3mUyEdhsOh6VehFQz0sX9TAZmwICT/VbXeRAY6j56rC/h75O98aQ2TP+NgUhmV/yCB8wekKIGnGRqWKdHEKFfY3aEx9UiM6w706IPWrjBr77pz0DYti0ZMwI4+iEEb/QvtOosM0VUw9MZHgZw+fwoLqCzTxyrVDHU9/dFa5VhGEin0yiVSsjlciiVSiiVStKgld9P8ENQSODD58CxoAMifK3f76PX66HX64lsPJ83n+XrGmlvyWQSx8fHePTo0ZUVGnnTFoCfK24aLHAyTqdT2Lb9yhFBTnam9anYw86/uthRF+xxknJhJuXBn4bXGzQjg5zAutjQsixsbGwIAItEIoglIrDeTyKSm2LSnGNRA7B8txyod9k0TYTjU6skBfU952ucu2xCCUA6jdOh4txlbxcGOsjzXy6XyGaz0hCzUCi81Jm4buavmQDw3OtLJpMoFAqYzWawLAupVEpqpfzqU8PhUJw/HeFmHQAzBXRy9Vr6JswwDIzHYzSbTcRiMQyHQxFi6Ha74tiyZmPdfPU71X6nTtOi3rQx8BeJRISWxEyKdtx1rQqdXL0HEhwya8JnyjXNcRyPPDWzFVr4gHupn2auwQLBpj4+ZaUdx5H6HQDCHmFdL8UWmBEBTp4VAU8ymfRcJ48DYO15aSBFcAOcMDwWiwXa7TbC4TAsy5Lj6/WHwVjNNKF8POeUBhb6/rPOTvsnXO804H+e8TooFZ3JZCRTRgo238eMFilsXB+ZkQMgYI3npumRFFcgsNb3lP9+XfMLHgT2fAvuzhU3HZEplUq4e/cubNvG7u4uer3eSz+vC5yZVo/H4+h2u2i321LYyswOIxRcYPTCRF6/XmxDoZAsTIyWMFoMAIPBAF999ZUsAsViUVSlkskkkmYSt//iNibjCfZ+fYheaxaAn3fInOUJzUHTLUm3uCpO0dti3Fzp0I5GI4+Dp/uQDAYD6UXC58ANvFKp4K/8lb+CXC6HcrksDsvbZHSiXiQVaxgGcrkcTNNEIpFAtVpFPp/HYDDwUFmAkz47rVZL6FGu6yKZTAodmA4zHU8dtb5soyPLLKB2cAlYeI/0b7+RHklHnw4ox4yWUH/TpiXdB4OBPAc6xFRG5LOig87nzNqQxWKBTqeD0WgkzAjSoph9yGQyiEaj6Ha7IpLBOjyKimQyGelJwzkYi8XkPlKMhApluVxOghGaYuWv5w2FQpIBHg6HaDQa0nOKPY1SqRTi8bhQL7V0tfYXmHHx1xLrLBMBSr/fx+HhIQCgUqlInxwGc3lOBGr8YRZaG1tpaJnrdeCHPgxpfjqg4TctylQoFFCtVoXK2ul0PACQrBY9/umr0Ug75N5G6iABZ6PRkHWWz+csam8UTdF+XWDrLQA/V9z0JsMFiYvNq5q/yJK81Ol06uHV6gJBHcnVk5t/06otekHQjcuYTRqNRgiHw7BtWxYs8qFDoRDSZgrRWAThhAEEc/WtN9dwgRDgwoEbduDC29viPPodBLbeOK8ZiSSPns34uHHTWaGzoNcAZivy+TwKhYIInrxN9qp1KywiZ3E0o93rFNoYgSY9jOs6101S5viM6ES+aQfmVRSo/HuBNg2a/DUaVy1jqAv0/X16NF2b+6W/ZovXqtczP5NCK3+R9uUHk/p1Zi14HH3PeCyOG2ZsmI3wO9J+hUc+F45JOub+AOfznpFfEGGdkJKWtGYWh5kPgjh/xp9rFMEls9B6jdL3nvPpeUBaZ9xeJHTgz7qSoaLvvz6m/9nQL9N+Ep+LXj/1+nqeUvCaGvg2BqTO0wLwc8Wt3W7j888/RzKZRDweF/DzqilNTSngxJ3P56jX6wiHw8jn81IIOZlMAEC4/f6NSss5chIzksGIB9Pb1WpV1Lo6nQ6WyyUajQbu378P0zTx3nvvSZEwnYaVxGegSvLWWwgIbc8RqjiIxQ3EzJhQMYfDoWwIl+0U0QnV9W1vk0WjUelKzgwtI8T8N2kcx8fHePLkCcbjsXDrSe9iRJcFv6S2vE2m6TevOw794GVdRoQOHcf8OnrbmwYHmvr3qu9dZ4x6AyeqZsDJ9fmdyqtkGsRoJTvgRJaagILOL5+1aZqyZ1uWhUgkIsIAjuMI5YnBQVLQdU0V66lIMWR2wXVdyU7onlK6rkhT4TSNWCuu8TpI2+S8JngiJUs79lwrdDaIdE0NcAm+dFDUsiwBP8ygacGIUCjkGSsENoPBQIQoWGvFrBevn+ezDixyfnU6Hezv72M8HkvfQ22JRAKlUknWOF4Pg7W6bxU/q2uS9FjQtVGsCWL2azaboVaredoJnNb09Wlf6l0Un3kdC8DPFbd2uy1N5z744APcu3fvGYWXF9k6PjX78EynUzk2C/cYWaGSDRdgLip0SnV2hxK33AjC4TA2Nzcl9c9i2Eajgel0imw2Kz/k1hqGgWgkCsMIdN/eegs5iG+H8P6P78FxHRwfH0sTQCpIaSrlZTlG/sLltw38RCIRFAoFlMtloeYwEku6CKOpR0dHAn5KpZJQaXRBLQt+31Y7DejQEV+upetqYShuMB6PPYXtdF7otL0o6n4Z9qpz72Xg5zo3JdYZaX99azKZ9CiUEcwZhiH9cBKJhPTK0w1DScViJoYOMseDBj+9Xm+tMlsymcRkMpFzINtCAxGdgaJpgETw4ziOB9A1Gg30+32P8w5AsoBabc6v9Mh1hTVPFI/QWRd+Rhf5Uwpe000Jfigoks1mBVwRSFCohWuYzsjqf0+nU+zv72M4HK4dswQ/DOzwfrOOhqqAmiXDZxyLxaR+kgFqDX7YD6jX62E0GuH4+Bh7e3vPrZV7VePxOR7WtTAI7FkLwM8VN13YR/43i+tOa1yYyPfX/FgdaeRvXQPkT3HrSJOmijDiNRqNPAWMlFbVDcCkyDcRRqQILEcOHBvAzADcq0OJCOz8zMW3yoLOUrjTrPe5bOChlZQAeKJ6b5PxGilTzeigFjrRfV10PcN0OvUEOUhZvUqUpfO00wIfNsqko7qOPqfXT/2jKW7k/uvoemCXZ6RlTSYT+SGQ1fukfl56b1xHGwdO1hY9Jvy0QD2vtHIbg47rjskfLV8NnPTPYX8unZlYlxHS58W1ghQ0Tc3z+wja/Nftz5JEo1HJJGkaLj+rZbL1fdWqtPq+MROmM3R8v58ho69BG+85/RY2ldff6a8l8gcnCIQI8nQTWk3900p/+n6uo8m+6j6kWTdk8FyERP7bZAH4ueLGyRoOh6WfBJH9aY2KK4PBQCIETEHzh6BrPB5L926mruk8JRIJSX+Tu8t/Z7NZWdwePnwIAJ4uzs1mU2gBLARMFuKo/IGF6XCOzhc2FnvhoAToLbXpdIrdvd3V791dtNtt2bi1es9FgxAW/jLaSXGP8+JgXyXTggaZTAabm5uIRqPo9/ui2KUFDrjh64JcRkYZ1Q7sxMLhMAqFAnZ2dhCJRPD06dNnZNq1VDKL5yk7rmV6KffOoMDbCMavss3nczSbTcm4UKTHNE3Jjui6H2YdSI8CTtTKgBNnmesLnX9SpQDI3zQIptDQ7du3PcekaAnrZXjcxWKBwWCAaDQq85SZGQDodrtotVqiXqapZY7jePoCWZaFdDqNyWSCVqv1TLBS04R5H+gb0Mnn8TUgMU3T49hr8EWBCV4ffQathshjxeNx5HI5yY4xqEshqEKhIH7SiwQ5mHGNRCIol8u4e/euCJjw+hiQ02IdfI3gjTVJxWLRA4h0HyDXddHpdNDr9aSEQNPWNMgjSHqZhcNhZDIZZDIZGIaBx48fAwDq9fpbuY+dlwXg5xqYLjLOZDIeNbXTGEUIAAjHX09kvagTALEYUqfdGU1i9IjAh4solWz8Ov7h8KoRar/fl8UpGo0iFo+islOGPbTRe2Kf/cYFdmVtsVig1RqKFHqr1Xoj58GNJ5lMSjb0OlN0XmaMQCaTSeRyOdmQdUTTD/4IiqhOlU6n35gC2VU2tiPI5/OivqXvI9dWrp+k4jDaTCeL6ykpQKxhCOzyjDU5wGpvYt0qZbC1oAXBqhYy0H9jk0sGCrWAAvdcOuZ+8ENAlc1mEYlEZN+ks80MArMIDB7F43Hk83nJ0jJYMZvN0G63PYwSDd4owc6AKIEOr4HULT2OeQ+0UAOzNTr7w5qeVW0vnpuBoV9BcOc4jmSaKTGu64hYw+S6rijDAYBlWXJcf+ZGG/cA9usiaNRZJ81+0Vk1/ZwASG8lUhz1NROA2rYtND1dm8V7rQUWXsVIuzNNE9PpFM1mE/P5XHoSBbbeAvBzjUynbM9rUHMRnM1mshnrNDL1+NnVmpFLcpd1nYDmROtF2X+uy+US7XZbhBV0dIoRkPytAfruGI7tYl4D3HHgaF17sxwYhQVCcRdu+mTzo2iG5s5ftOksJzNOdADeVuPGyk2YNQe6BwbrCxgVBk7qV1KpFDY3N3Hr1i2USqWgj4TPYrEYbty4gel0img0it/85jfSv0VTjehsDgYDUZOi8pbOqlNJL5PJeGhLgUPzZsx1XQwGAxwdHcnzSaVSIvwDnAgDaWfbDwz8rA2tnKrBj86u6EysFgnguCCoooiGBi0EXQRbiURCAIVWZuM5kqrOJuek/LHVhW4YysammramqXl++p/+jK5D0sEXTTXzU+61T6GV4Hid+li875SpnkwmHslwff/Z/DmZTIqfo8/Pvy/pucwsF+e5rmHStUs8d76ur1NnCHkvXxX8MPNTLpelhQkD1oE934Ld6xqZlt88rw2Q6e/RaATTNKWAmdGaaDSKjY0ND399uVxKcbpe5HWEh+BHO1G02WyG3d1dHB4e4saNG9ja2pKISSaTAQBUyhUs5gscPDrGg394gOlBwHu/1ma4CJccFH9oIZ6KodFqoH/cxWKxkMgmBTguo8aBHGkAQhvh+H1bjYWxdNj6/b5H3GE6naLRaKBer6Pdbnv6isRiMRSLRXz66af4yU9+IgW8gZ1YMpnEj370I3z66af42c9+hl/84hewbRvj8Vj6gdBhGw6HOD4+xmQykQhwPB5HqVSSDFsqlcJisUCtVpPeJ+y5EtjlmXbIa7WaKCDeu3cPpVJJaKTMSuiCeBpBi186mVkMOsgMLur6H63mxmARBRXoZPP82u02Wq2WAAGCIl1LlM1mPcBEg4XhcOjpZ8NjMztumiYsy4Lruuh2u56GqTpgyuP664KZzSRgI1UunU7LtUejUQE8el3m523bluAr61v8dVLaH7FtGw8fPhSqv3/+UOApm80in89LfyP6W8yyMYvD6yM4oojBdDqVBscMJBOEMvNHZT/SJjVlzl9H9ap7UTQaxfb2Nt5//308evQI9+/fl0xlECh5vgXg5xoZF8x1EZXTmi4S1MflwkGHidxkTkhGZdaBH38WaN0iS5lKLoQAZFFgJCMSiWBsTxGKHpzxzgV2FcyIukhaSaTNFDq9jowVTaW8tHNRDo3OOL3NmwUjxnSeOD+5pmj5ZU3J0DL2mUwG+XwewOlEAa6KPY/+8qqvr7NwOCxOFOsN/P02eNx14i+MvmsBjuVyKY7S2ywwcZVNZ28YoGG0fz6fy55FCpaO4vuNc0kfU2cCdOaHv/WeyuOy/kXTwQBI/SyNn2HGgTUoNP85aqee58ceVrqHn79eR68hfkEEvwACj6/FPPz0UP5NB3p1fRVpeOPxWMCZv8cOTQdrtcAT36uV87SQi74e+jO6PEAHg3W9s/altIgOKcXr7v1Z9h5NeyNoCwIkL7cA/FwT48JLvXuKH0wmEwwGg1NHy2ezmUQJEokEisWih8uqFyJd38OIhl74mH7WDm0ikUA+n5ceB/7i3clkguPjY1H54gLL6PR8/nZTkd4lI92xP+ih1WpJFI69fS6L8gacOAU8r7cZ+Gglo1wuh1Kp5AF+pL2ORiO02200Gg1P35B0Oo1cLodcLieKQm+D+Z2g573+utfLdZFRbgJJ/3voMMfjcXFc6EDreUE5X10vEtjlGXuzLBYLmKbpkUL2SzzrLA6daU1rIrihw8wieVLhNHjQdKnxeCxZEg1u6IjrDBDHHwv/NZAirVLLM+sAZjKZRKVS8VDO/ECMRfisJSIg4fnR8Y/FYp7aQF7XunvmVzWk4MdwOPQEYEm/Y+0ws6NU5GNGjNdKISbeV14nnw9ZB1tbWygWi8hkMiK0QGECXquWr9fURIKi2WwmGTK+j/eDftF4PEa328VwuKp31XRICk29ri9H0Z5MJoNkMhkI0byiBeDnmpgGP7PZTMBPt9uVvgGnsel0ina7jdlshmKxKIsjI5aMIugIh+u6QoXRgIhqWTpizEZsiUQCrVYL4/F4LfhhcSmLqU80/rnhvx0O17tsy+USrWYTS3eJTqeDwWAgdSb+iNxlnMu7IiHMTZtF0OVyeW3/Ltu20Wq1UK/XBQyGw2Gk02kUi0URSHgbjA4f4I1O+9+jMzGvY3R0dGZbmwY/jNoyes21vt1uYzQaCaXmbew9dR2M4Gc+n+PmzZuoVCrS54o0Nj0+6HiTRs4ifFLCmIHRIgIMJvI5AydAhrQ3Bih1hkOLaPipcv1+X4KNHIOkrRGAaPEB13WllgmAR46Zqmvc45l5SiQScn0EJJw3BFcaHBH8aMAFQAIEOrPT6/WkDyHPl+uP4zgeVThS4EKhkKiesTbZXzfEe8egTj6fx/b2NiqVihxvuVyi2Wyi2WwiEokgn88jkUgAgOfeUdY6mUx66n10zZa+JoKfwWAgjU21eAN9qdfZC0OhEJLJJDKZDFKpVAB+XtEC8HONjOCHiygXl7NEYlnzQ+4/QQzTujpaohcOHakATjjNekFmtJmLLbNUmhLH79d8dk2xC0dCiGRCWBYduBN3JXzgBEDoupgbdoGkA0QcOPEl5osFls5CInKnWewDe3XjxspgBXCSxaVp0ZJ1dU96HeAxr6JpKpF2Pl5mL3rP61yrfi8DP2wU7QctdH7pXGo6HOeGvwhc9z8J7PJMAwzgZL7w+RH8aBEV//5J07U+HKeazu6XU2a2Re+5+u8cJ9rh1n1lCBZ0hoFzRM93XbPjv3ZNEQbgcfKfR8fU16LXFwDPZMP0vH3R9+tr1JkpzVQhKNPv8fcy4nFJ56MfFYvFPMp5WsBAn4v2b/Qa439N3xs9HvR3cAzo+/CqxnuiAWGQGX51C8DPNbHlconDw0OMRiMkEglUq1Vsbm7CcRwcHJy+JmY0GmF/f1/6d9y6dcsT3fVPcE440jSolMXFgpkdLoymaaJSqWC5XOLJkyfSkbper0v04+nTp4jFYnIOmk6QyVu491d3MLGnOP6yieHni1Xz08CuhYVNF+7dCabRMZaYYzIdS7HqcDj0cNkDO38LhULI5/MoFAooFouSUeBrdBCep3bnui5s20a73ZZ+X1fVSDWjMuWLupxrh+55AIf35zRgL51O486dO1gul6jVajg8PPQAIErSTiYTZLNZifazgJuF7cwwUAqbNLrALs+i0SgymQzS6TQcx0Gr1RJ1ytFohEKhgFKpJH1hOEdY16r3Tz+9Vx9nRfOey+fpOJNe5ldmY28f3afPdV2YpgnHceS3Bg6skwFOsi0suNeCBXydzj+DrKPRCLZty7rC7ItexzmvKLsNnMwxihqR6qbbZDDrQrBHBbZYLCaMEF1bRVqcpphRlAFY9TSybVt6ZfHYzOYWCgXcunULlmUhn88jnU5jOBxKJlw3IdVqtLq+iOfN92pFXIrCzGYz+W7SWPVayuf+OnWnpPexBnOxWKDT6VyaYNDbYAH4uSbmuq6kS7PZLLa3t5HNZtHpdM6U5tS1NiwI1NkeLiy6GJNUDfJtmV62bVsiS6QDcOHmYsfGfb1eT2o+ut0uQqGQSOzyvfP5HMlkEnc+uL1SSOrYGHzZDwhw18hCyRDcLLCcnRSDcnO5bKrbu2ikdxQKBZimKTRDggNGYP3ZBhoLu6ladpU3VjoRBAcvU6M7a1boRUbltuFwiNFo9Mxx+BxYjE2pXt0bRDtbDDRdpihIYCtjE8xkMgnXdaVHCylPqVRKaFC6voVAnI4w9zVdM0OwpKWStbCBrp3VWRzOWcpQ8zxJNwNOwBO/PxQKeZqV0nEnLct1Xald0XU4rEujn0GRAd3I3J9JIjijkAdrZgBITYympPH6dd2Qf/wTTCQSCVmXyFphloUqifSXuM+wZo5mGAZSqZSsi1R44xrnp8qx3og+EOu2eP/4Ge0rsf6HgRYGmgiKtZ0mY0MZfIJyNqoO9tRXswD8XCPTPFkuSEzxnofN53PYtu1RPtHfrRcrRqrIW2YKN5lMAoAsAlrzn5sIo1XPuz5/mhxYLQ5mMY30ByMsbRfzpgunB8ANoNBVtsViASxXkXjWmRBwX6Rpmop/LL1LpqmnpmkimUx6HBlGfemo+O8TI6Sbm5vY3t6W+X0aW7cpnyeFjlFyAM/UYbzu977s9ZdR7KLRqEjn0gHyf342myEUCnmcTDrQdFp1JD6wN2Na8IAZFu6/zPZQuGBdcT1rZghuOQ+Y4eBvUlS12huzLv4Muf4OAJ7iehr/zbHGf1PkYB1Nj1kNngvPaz6fyxhmUT3HJ4/lL/JnhkbPDWY/QqGQCAvw/vA1TQnjOqUzU5x3rEUmw4Tzh/d8NBpJwJj3TouMsGeRX5QAOKmjyeVyIkhCOW69RvJeJRIJyfzwOrvdLlqtFiaTCfb399Hr9VCv188le851PZPJIB6Po9lsYjQa4ejoKMgMv6IF4OcamZ74LJLlYvy6pj/D4w6HQ9TrdSmKzOVynmJGRk9YUMluz7qrdKFQ8HBgdTQoFoshl8t5Ci3910eApeW3GW2+/cFN3PvoLgbdAb74h1+j//k8yAJdcZtOp3AnU1jFtNCnOJ4uMkLFqJvruu80VYgR2s3NTZimiXw+D9M0PdHm0WiETqcjDp62SCSC999/Hz/84Q+xvb2NXC53pvPRz/y8a4eoYMUo+0UW/tJZYlDHD1CSySR2dnYQiURQq9WeORdmyrm+MvvOSC6dO0pdX9U6q3fBRqMRDg4OEIvFkEqlpC+dZVnIZrOIxWISdadpcKxrfDTY0ABGC2AwS8Lgpn/v1fU+rM/Vym0aHDAjQZABQHr50fR+rRXaCG6YYSKdNJ/PS5aF18UgJ8UJeDzd0whYAUnWLbfbbfT7fQE9BPpazY7ZrNFoBACeOiZmOWKxGCqVCgBIH6DpdIpWq4Xd3V2RlAcgz41ZEwqNEICR5heNRoUqzB5nyWRSAkWLxUIyUTr4wecyn8+xv7+Pw8NDDIdDPH78GJ1Ox3MuZzHDMJDJZLCzs4PZbIavv/4ajUYD0+lU7lVgL7YA/Fwz04WLTJufdmNktIfGlCwXLKZ2+b1MtYdCIVmsuGhwEfJnonTqmOn36XQqmSHNcdUbhf6cVqopl8voZDr42nqEUGQO13EBB0EG6EqZC9dw4RoOHHcB99tNzU9LukjTkcl31XEkAKDTRuqMv2M8naN1UsqhUAjpdBqlUgn5fP5KNzalw/Y8O03m6XkAXTuZ64xy/ayNXJf58QtN8HPs1cHj6wLqwC7fWMuq+6dwrBGoEAj7M4B8hnxd931aFwjQUsrcT0mV01kJ//jT1CqdkeT3EChpqWz9/TwnLSqga+IIonRvITr7+vv5w2PpbI2uDSLg4X1lIEZnpXkN+v7pc/ZnzPRzoF8yGo086xrXQwJL/Tz818LX+X6CJO2TaGohs7g8Xwb7BoMBWq0WOp3O6Qbgc4wUPwAYDodoNBoB5e01LAA/19AoP5vL5SRSyMjQq6ZU1y0kzWYToVAIlmVJoZ6mD81mM/T7fckS6cZsuk5Hq7/wO+hEAavI0507dxCPx2HbNur1OmazGZrNJr766isp7iQ3mL/D4bB0fC59kIMbczDrzjH6ZgFn8G46uFfRnJCLaa6PeXYMxBxEoiGJcnMz0eDkIiR86dDrqOO7ZFwf0uk0tra2sLGx4ZFmpeM9n8/R6XQkQqmj1zSqImnH5LRGZ+ZNAVKCDb2uvcpn6PTQcaPjq5WmtCUSCWxtbUmfM10bAawi0IVCQag1yWRSIvesv2IkOpFIYHt7W2qE/PUCgV2s0WE3DAPj8RiDwQAAPOsW6VPAs4CZgUHAS8f1Axf9ftd1nxEh0XW3/F6unxQP0pkkOvjrlAL9GaJ+vy/gg2wSfhf7EXFv576vVcx4fppiTHogA59krKRSKTiOg8FgIMFSZrC076DbbOi/8f9a/ICZrcFggG63i/F4LL109Dml02lsb2/L+qhpfsAq+MAaGt433gO/CIKuz6LfNRgMRMhkb28PT58+PbdsjzbDWPUpyufzAkgD4PN6FoCfa2jhcBiWZaFQKCCXy8GyLKnXeR3w4/9/o9FAq9WCZVlIJpOYz+fS1C0SiWAymaDb7XoW0UQiIVLWeoHkj46GmaYJ0zRlocrlcqjVatLHgt+fzWZRLpdRLpeRTCaRTqeF90w1uZsf7GDjVhkHjw/x5LgGDM79Ngd2SnONJWY5G/l7FgCIshupPTrqpotGz9N0pPBdBD+WZeHGjRuwLAs7OzvY2toCcKJOpMFPq9XC3t4eZrPZM+CHdTSUhD2P7MObAj66bpER31c5F93nhIAkHo9Lwfc6I+0tm80+0zjadV3E43GUy2VRmiL4AU5UtkivSaVSuHHjBobDITqdDprN5vndlMBeajrzQLEe4ES5DYBkBtbJDev6Gf6f6xJV/RhYYLNO1/Wquelie82u4Jjs9XoCIpjhoXIqxxsAybzrjMx4PEan08FkMpH9lg1E4/G4fIZ1P/6xrAUNNCDQgJ7GbOhyuZRMtD5vHSTQtVKcr1y3uC4lEgkRNZhMJuj1euh0OhiNRh5ASLMsCzdv3pR5R9oa1zXuS8BJOYAWImFgAsAz1HwqAT569Ai2bWNvbw8HBwcXUnNKwQb2ZrzKGfmragH4ueZGKhkXgbMYF25yfEejkfBr/YAG8Eau9IKlX9c0AJ0qp6gCC0aZBWCUiZKchmEITYoLH48biUQQS8YQyRhwxku4UwOYBH2A3pQtQnMsIjM4kQXciONRuNGypv7C1YuIWGlqwrtopHdoWVbA29BTgyBu0H7qGOk3rKU5j+L7N5n5AU4Hvvz3bR29SJum12iw7wflWilKF5ADkHutm0kG4gdXw/j86BTzB1g/vvwBGL1H6n3NT4XT2Qd/rZCmW+njanoZldtoeuzSmKHRYgt++t66c9fH0j2QuO7qe8LPkMKn65j0fdP0PV3/4z+XdefGZ0LfgXONc5GMmXQ6Le009LX66Yj6PvF+++8bz5WZIv9+t05B8yzG8/RnkgN7fQvAzzU0prpZn7O9vQ3LsrC3tye0tLPYfD5HrVbDbDbD9vY2dnZ2JMOjJTmZJk8mk5LepqwrI0GMammKHIuwQ6EQZrMZstmshwO8WCxQr9cRjUZFez+RSDzDQzYMA8l0Ajf/pSpm4wW6D4fofzaDezYMGNgpzIWDYbyDcbmLUNxALBWVZ9nr9aQDt+Z4683i3M9HgZ93cYNgYa9lWXCcVU8MRgjZcJg0VV1vQmoqsLpvpmlic3MTd+7ckULh05qOkGolyMsyrkvakXwVY9Re1zy6riuUJF1HQWNvGNLbisUiotGoyPmzz89wOEQmk8HGxoaowjHCn8lkAJxQOLmWBvbmjECUc6jX68F1XcmSMBAJnDjok8lExER03xjWg7F5OWuCuHdyPGgVQNu2pT8aGSCAt7cOQQeVzjjXNFWNxyWtnL34NPWMc0WDEF1XRF+AfyPtjes5KZr+YBfBXqPRQLfblf48PB99/1j/prNgOvOkaaixWAzj8Rj7+/uwbVt8oVQqhbt37yKbzWJnZwd37twRdTaeP2mL66h2fvVZ3p94PC41NwQ5nJ8XFdRjnQ/rCPv9vrQMCez1LAA/19DI06W8JtO3zWbzXKIBy+VSFms2JOOin06nxXml4htrOHSampEbHVWhk8CULbDi4CaTSXGK6WT0ej1EIhGYpikqTvy8juTEE3GUPighFArhd85DDL9sYjl995zdq2DT8AhILxFLJhAOh4QjrWlv6xppXpS9i6CHRoeCPTHG47EnE6SLmHWG1l+QnUqlhIbql78/jWkn4k1kgHRB9ut+xh9x1ffOD35IG6KTa1kWlsslbNsGsHKWBoOBONBUwGLPETq/4XAY4/FYejSd9f4HdjbTew/XtkgkgtFoJE64zpqQMjUYDIQmx+dIUMHjOI4jcsqkkvF9dHZt2xZa3PPaUXBu27YtgIG0On1MLaWtJZrXZWJYs6PBD/0A3WdHZ7H8WU7WMbGvVbfbxXA4fEZ8QGdkeH+YIaIf4a8B4t9J4x0Oh1IbF4/HUa1WsbGxgWq1inK5jFgshsFgANu2xb+huIR/jdLKeroWSgcjWHv0vLqv8zKCVQaDSZN8F6ndZ7UA/FxDm81mODw8lEI8RiHOixLBqA4LPEejkXSiZiQGOImkcjNgulcv/v5oD4BnFle/OY4jmwqwykSxaaplWZ4FW28M6UIK1kdxLKcODBgwDGA+XGB8tIA7Dqhwl2GO43rAMRUENVf6LKYd83cZ3KwzTZNJpVLI5XJr1cZYT9ButzEcDgWYAif0Dm7sBExa5eksxs+/TublvOy0dDf9b53JppO27p5op5GyuozGA16603w+l2aNutCaRiA7nU49tSWaYhzYxZk/eEdnn89OPwfSxoGTNcpfK6OPA5wAKi0MsFwuPfLOzALp/VVnVHRAicfXWUJNPdcZIABSX8a572dXrANDAGRP5h5MQKgVz/xUWt4vgjJKdGulWPo0GvQws0PavDbOH7JhdEZbPzt9fD4rHdjw3xtdZ6QDRLz3vGca3B4dHaHdbj8jfX5exnYhFKDRYiyBvZ4F4Oca2nA4xJ/92Z/h17/+Nba2tvDJJ5/Asqy1kqqnseVyieFwCNu2kcvl0Gw2sVwukUqlYFmWFH7OZjNpABaJRKTwUDumOgLEzI6WvtaRJH6GKfFOp4NKpYJyuSwp5s3NTelOT6odecZbt6tImHHAdRGJRhGNRHC8W8fj//wY80Ag6cLNBbBcLjCbAb1eT8Qx/LU+pzUdFdSFtYGtjBnSaDSKYrGIW7duSXGxlvx23VX38wcPHqDf76NWq0nTYm7umUxGegKxwZ+/fuh1bV2G5DoZQSUbvWon0W+8Vtd1kcvlhDrcarXQarU866Jt2+h0OlgsFtjc3PQ4xsBKVKZQKCAcDiObzXoEboKI78Wbrp/TNVwM7CSTSVnfdDNR0sLoZHP+EBSTMcHXuDfSoe33+5KxpQIqsxzACdDib9LmmDFMp9OIx+Oi0kqhD037ZDamXq+L4AEzjzqbw/ugqeupVEqAFsVQWCtMyhszQ2yMSmBC0RCCH/bb4fmQBs/PJxIJhMNhyRxpZ388HgvgYECH9cI6Q0MAadu2pxErf6iEyXujlfUo5qCDDp1OB+PxGLZtSx+f4XCIVqvlAYHnael0Grdv3/Yo8l4mm+Jtsuu7E73Dtlgs0G63Aawmg+bnnud3AJA6HF3wzEWDaV5+N2k0/gJOrccPeOWvdQRYv85JzboRLkB07kiD01LJlKgETtR3+r1BMMovzU6A6LpN6jzsZcW477Jp+gYpqqlUCpPJRKKQmq/f7/fR7/dFVUwb57iO7j5P1vl1zu86P7fXAW86Ss4+S3QWaVwXWZhOJ8afpdPON3/etGjEu2Q6o6r3LJ15oem6Nl3MT8Ciqds6C+qnouq6Xl1Xxnmov0/vt3yd2RhdN+Tfh2laJECDNH9QkvdCZ0b4Xv6m0hyvS2dAeY3cIzTo4L8Z1PJLSfspp5qWps9f1zzp+6XvmxZC8AcwdGaH3wlAsrLAiajDbDYTVblGo4Fmsyn1WxcFRliXaZqm5x4F4Of1LXALr7kx0sOIJFWBzmtC9Pt9fPXVV0in06hWq6hWq4hGoxIN1g3PgJOeCN1uF6PRSOQYdeSM5+04jkh2A6uFh9xnLrij0QhPnjxBo9EAAOTzeVG283e0BiA1DgCUM3Hm2xDYKxh55qFv633O2zSnPVjsn7VUKoV79+4hl8uhUqkILUMrihGQHh8fS8H9ur4x8Xgc+XxeetEEjvbrGx2/RCKBbDaLxWIhNT18LnwmnU5H5g8pcLqY3DAMxGIxVKtVvPfee+j1enj06BGGw+Gbvsy33jSVjRF91nKlUilkMhmRdaYjzz2J6xV/NAjgOqYdewIJgibWjTHwqJ1zgivDMCQb6TiOjB9NRafDz1phgpdwOCz7JMcZP8vAh84w8R4AkDWewkQETDwGgQXrcBzHwXA4FBqarjmk2iHP168aNxwOPeu+YRhCrR4MBqjVauh2u+j3+xKMLRaLyOfzkgHjeXNe0W+hTHQikcBkMpF+Wuvqn3RAl4Fh/rCW6WUBP38Q+HVMg9dms4l6ve7pPRXYq1sAfq65sbCWCzHTz3rxOIt1u118/vnniEQiuHPnjhTfvvfee7As65mMDiMizWYTrVYL+XweqVRK6pL81DzbtlEqlYQv3G63PZS54XCIb775RlLX29vbcp26WSYXM4KfyWSi0sEGVqSswC7SFovVJuW4zoWk/LlJBrbe0uk0PvroI2xvb0uh/GQykbnBbM9kMsHh4aGH7ua3RCKBUqmEYrEo4CcAQK9nvGfJZBKFQkGCPalUykNbs21bqDL9fh+j0UjWQ1I9GTza3t5GJBLB4eGhNKYN7GKNe5qmYsViMWQyGRQKBQk88jnpRsJ0sFmkz7noV0DjPsZMiOuuGoISPAF4xvlmbSUVwEKhkNTw8b08b52NIvghUGO2RDMyuN/G43GPehuzlARZvBfs9cdskwZqVDacTCZyD/h30gQJKHl+vH/M7PAc+R38zHg8Rq/Xw+HhIRqNhogwRSIR3Lp1C7du3ZJ7y2NzzvBcCCxZZ9Xv92V+EkiSZqapgGQ3jEYj2LYN27ZfCfho4HuaPZL3r16v44svvggo4Ke0APxcc9ORGqahyZs9D+MiRA4vIzeMntA4ifXk1vQAXZvjf4/e3KlKowtJmcViIzNuJv6uxv6NYblcwggZiFghLPMLOFPAGQOGGzhxF2MulksHjnv+Td0Ce7HpqDEDADpKqoubGQle13xPy7hSpYyR0atYVKsDJcDlU+v8mWc/LVPTfvy1B1S4pBPLH12/ob8DWBU8p9NpqYEI7PKMe9FkMhHRCR34449//1snMqAzCf7gIbMHGhyt+x5/Ef46SjDfx7mu6WJ6jeD4XFcT5N+/NTDhsZiBYkaH94o/WuJb1y7xezSFi+Nff6/+N19nU2bOGyrNEoCypsh/Hfq8/cen+Z+VlvvWaym//3VFB153LSWYJGDlPTwvIaF30QLwc82NqkPxeByWZaFYLEpEhlGV8zDXdSU6WSgUcPPmzWf4xtywE4kEKpWKFDGyWJD8ZQIe8mjT6bSHIjCdTlGr1dDv9z3f3+v18OTJE5imKX1HdBE809B6IY0nY9j8cQHz8RydhwMMPl8AQR+gCzHXBRaLOZZOAH4u07ghMlLLQlgqQ9Hh1lHUdZk58sljsRhu3LiB733veyiVSqhUKmv5/1fFONfpHFw2KGBtBuWp/XLUXKOSySQ2NjZEyn82m4kT1263JWPObALrGgGIkEw2mxXlN133GMy3izfXXQmF7O7uIpvNCiXUcRxPloa0N+00k/Gg++DwNdZ9ARDpYj3XOH78qoLcb/V4ZxZIgwDSoubzuQQaCQgWiwVCoRDy+TwACIWegIQ1txQxoMIdj0+6nX6N2eTBYCAAn+emP8OsEpkaWrGN4IjgkcCM4gaku5Ey2ul00O/3kc/npWdWoVCQvmX0UbS/ooM/uj6PvdEYAIpGo8jlckKLs20bjrPqnfb06VPJsL/qGFr37xdZJBJBNptFIpFAuVyWbDzvY2CnswD8XHPjYhuJRIR/zMXiPI2LmW3bkm7m37WePyMU5EHTtDCBFi5wXVcWxGw2CwCSytbgB1jV/zQaDUwmE2xtbXmUc7ixEPxIAWgkjM2bG6soyXgX9m8HcALwc2G2XDpYOoEC1WUZHSwKHTAj6i+2JiDyF2Jro/NOytvt27dRKpWk2eZVBD4AxOnShdWXaVwP6aSuAz/MyudyOVkDj46ORGyC9VmDwQD9fl+cU9ZB0Dmm4mar1ZLA0lV9Lm+bkYbdaDQwn88xHA4xmUxEhYx7mXaoOR4JXvg+PwWOjrht2+h2ux7nnwFFjmstOOCXjNetHzQwohgA++oRcDEbw5odsi9cd9WwnL2JWF/DwCL3cII+ghydTSH40efCzLTOEpGKxuwNwQ8/o4VXhsMh+v2+CAuwmSlrFwuFAnK5nJQCMAuuhZh0Jshf00Mw6rquKPpp8DMcDiXbMxqN0Gq1JND0OuPodYzKepZlIZPJyHURxAZ2OgvAzzW38XiM4+NjjEYjzGYzT1PSizCmWhuNBnZ3d0XJiABEL9h8vz/SQidFZ3u4aFM2O5vNyoLLhXU6naLX62G5XKLT6QglJ5PJeKJt+lx16jpXyWD6HQfz4RLT+hyz9hIIKHDnZuFwGCHXwDIIQl+ahUIhFItFFItFlMtlmRN0KrjJ68263W6vVSSKRqMoFArIZDLI5XLisFFNiZHbq2a67u9NOAM6++yPzgMndCaCGX9RPP9Gp5RgbjqdPgPkNBDK5/NSoN3r9YLszyWYv2aDgT89N3SfH/72967hOPWrpAKQLC2/R4MnPcY4rjTo98vaAycS+IZhPOM0++nr+ho11YvgQws46OAjx+lsNpOmm9y/ea80/ZMAg1lLjmsGYHhvGDjQTVD5OQZJWSNHhUuCH/Ym1POPQAqAzC/OXT+9j89gsVig2WwCWAlANZtNjMdjdDodAT4XOfcorpHP5xGPx6WXEYF0YKezAPxcc2s0Gvj5z3+OVCqFjY0N3L59G91uF0+fPj337+LiYNs2vvjiC+zv76NareLTTz+Vgkctc0mgRAU3qcP5dkFhsaWu+8nlclKQmc1m0e/3sb+/Lwsd+yrEYjEMh0Pkcjncvn0b6XTao46kNwEu1N/70e+h8q9XYPdH+P/9nZ/h4T89QLB2nI8ZAOLxGCJuBPPFq0fBAjubxWIxfPzxx/je976HVCqFSqWCZDIp85COVa/XQ71ex1dffYXDw8O10cpUKoUPPvgA29vbuHPnjkgzT6dTdLtdifReNQDkbxh52aaBy7qskw4AsWaHRduO43gUw3i/w+Ewut0uJpOJ0BYBCGUxFArh/fffR7VaxePHj1dCIwH4uXCjM86MHB1Q0pBYKM89jdkNUsF0bQp71ek9kuqodMZpeh8jXZy99pjZZaZC0++YbWHGMZFIIJVKwXVdyQYRCHG/5NrBACqzNQCEnkbaWywWk5qexWIhfW74N+73vAauO5rKxswnM1PsaaXvOQEK1x4Ckr29Pfl7IpHA1tYW7t69K8/CXz9F5cVQKCR0NV2HpJ8p/z4cDvHgwQN0Oh30ej3UajWh5zFLdVFzj9e2ubmJnZ0dACufj9TZAPyc3gLwc81tOp2i1WphNBqhWCwinU5jPp9faDNBSllTbno6nXoUXgDIYsK0subbAvBEcLTwAX8sy5IFlAuhbpDW7/el8RsjL1wI/MWh/FupXMIPf/RDDPoDfPEnX+Fx9Aju0oWzdAMxuHOwUCgEBGn4SzM6Q9lsFhsbG+Ikk/bGCCujhOPxGP1+H91ud+2xIpGIKFhxbjETQSfrqjnYly1wsM40zfhl4EtnqQCIk8VaLUbJec+1MwqcUPxILY5Go6jX6+KMB87QxZrOvPj769CRZ+BNZ/f4N53hYLCOwIFAQdfkAF6aFL9HNwwHTsYV3+/f+wjEmMHRzr3+DN/P79KCCMDJ+OPf/P2PSG/XVHhtnCua8qezLVp9jeelqe3ab5hOp9KwNJvNyvpHWhgp+vp+6D5GBGfrhJl05m0+n6Pb7aJWqwn4eR2a22lNA95kMgnLsjCZTNDr9TxKeYGdzgLwc81tPp9LMSP5qYySXJSxQHG5XOL4+Bi//vWvkU6nsbGxgc3NTVmguXhy4dWbhdbz5+LDhYsAybIsJBIJ1Ot1ABARh+VyiWazifl8jslkgmq16qEHcGFk7wAWgjPSljbT+P5/81OkMym0D7v45r/aw6j2agWLga03F982j7tizvHbaqlUCtlsFul0Wop66VwBJ8XQFAppNBpotVrPqECSNscCbhY7TyYTNJtNcRQo90pgFNiJ6YzPunU3Ho8jl8shHA6j3W5LXaJlWZI1oHNHeiILrufzuWTcgJM1kKIypAOzz0i9Xkev17vU63+XTAMYUrzoCGuJaAIeAh3OITa7pWkqFgHAaDQSEKABlD4HghfOTz33WUtLIKKdf30svV/yfRpM6WwS93vWvwBekQPW7MzncwFYuk8QaX2ksJHeRqBj27Z8r+5fpGuTHGfVJ2g0Ggn1i/eBtTCpVMoD0KLRqIeCNxqNBHz5g6sEoqPRSGTnWVd0cHAgzJN19ZIXYdqnSafTyGQyGI/HODg4wGAwQKfTuXLBqOtkrw1+DMP4KwD+XQA/BLAJ4N90Xffvq9f/IwD/Pd/H/onruv+aek8BwP8RwB8DcAD8PQD/M9d1g6YFr2m6LoYLDwthL8rIt6X09dHRESKRCD755BNZtEntIPjQUZ7lcol+vy+RTUaQTNNEsVgEAJimKZv806dPhW5HkFer1UT8gFr+pmkik8nIgsD7oZvAciH5G/+tv45/+Y8W+OW/+BXqj/6fAfg5B5vP54HYwSWZZVm4ceMGTNMUMEIxAzpHdGza7TYePnwoBdrawuEwqtUq7t69i1QqhXQ6DcNYyTDXajVPhoIiCIF5jVHsdcagTrFYRCQSwe7urqhFMVqts1fT6RTD4VBowYlEQoqt+Vy4xlYqFY/YRb/fF4pjYBdjuleOVijT7AXtROs+PKxLoUIcXwdWfbUYHBwOh8/UhnFP0wFEOvFaXhqAzHsGGAFvRpLv4+cZROQxtPJZOBzGZDIRQGCaJnK5HFx3pXxn2zam0yn6/b5QwLjfs6cV/ROCMx6f600kEvGAH1Lh6RfwXnJsEwBRwCUSiaBQKCCfz8M0TU9vJFL3CID4/DQgZaaN2SCKJzx48ABPnjzxgLvT9uY5jWmxB8uykM/ncXx8jCdPnqDZbL62vHZgXjtN5icN4NcA/s8A/l/Pec8/BvDfV//362v9HayA018HEAXwfwHwHwL475zifN5544KoVWbIgdVdlM/TeDy/xCUb95HGoY2bvKYJ8G9+B4KLUzQa9WwYdO5IgaOzQDUcymb75bR1DwFuQtFoFIVSDtkNE8MtG/PREtPBHO4yWFBOZwHl7aJN9+FJp9NIpVKywfuLsTn3mRmgg8P3apl8/nDOaEoL15Y3sdH6v/N5kU6uK37FKX0M0n/8qllnsVf5PEHMbDaT3kmGYYi4i1bQ4jVyPWW0ms1qGfzRNCC2OWBNAx3my4pQv0vmz57QuA/6e+DoOcnnpZ+dH5RokQAti63rZvRY5zwnFZJ7Kz+/7hye9zc/NV3T09a9T/cMe9E16++krTsXLVii7y+zm+zzR8qXpu75hQw0nU1T7df96PWSyo1sXsqg8vMUMi/S/KUABNY8n8DOZq8NflzX/UcA/hHwwoV/6rru8boXDMP4GMC/BuBHruv+4tu//U8A/EPDMP7nrusevu45BbYyLkjhcBg3btxAPB4X8YPzanr6PHNdF81mE1999RVM08THH38ssttcLLU6DKNHXHC42DECxE0gHA5je3tbhBC4CO7t7aHZbKLX6+HXv/41UqkU7ty5gw8//FCAn2VZWC6XIh1qmiZKpRJSqRTK5TKy2Sxu3L6BP/53/lW06x189idf4ov/5HeYDYKmYaexSCSCsBPGHMHCfBFGOftIJIJqtYp79+6JuhGdB2Y3e70eOp0OhsMhjo+PReSAkWZKy7MAmFHYTCYDy7KQTqeRz+cRCoXE4WAd0JsyStn7N34WTs/nc7TbbYlSszcJndV4PI6dnR3k83lPxPeiLZPJYHt7G6VSCaZp4jvf+Q46nQ6++eYbqcFqtVqyRrqui36/j93dXSwWC7RaLdi2LXQmghwCn1Qqhffee0+y8FShYiYosPMzf+aFGTkKGug6EooLaCebYEeLF5DWGAqF0Ol0JMBHyhXZCprCzXExGAw8QD+bzQotLRwOS62eBjI8B79CHIE2ry2fz0v2h2IcjuOIoEGj0UC/35dskQ62AicS8AQvvC+6hleDPQ1kNCNkPp/j6dOn6Ha76Ha7aDQakoXR8s+pVAqTyQSPHz8GAOmVpe8xa2c07Y3iD6PRCIeHh/jd734H27bRbDY9Yk2XaYZhyNpeKpWQy+VgWRaSyeQbEXV5G+2ian7+qmEYdQAdAP8MwP/Cdd3Wt6/9BECXwOdb+6dY0d/+EoD/t/9ghmHEAcTVn6wLOetrbpykoVAI5XJZHKHj4+NLAT/cbLPZLO7cueMpJKTp+h6KFTAl7rouptOphyMcDodRKpWQzWbl+kajEdrttixOjx8/lkWzWq2KE5fP5zEcDtFutzGZTNBut6WZIHuXVCoV/PU/+ldWcr6jCX77Tx4CAfh5bTNw0oU6sIsxOlTxeBz5fB5bW1viXPF1ZnJ0z5hOp4NWq+WZh/F4XBpmmqYp3dDT6bTQR6m6RCdM9xq5bKODRyCmjb1JJpMJWq0Wut0uxuMxut2up16AFMFUKiX1DBdtXOtKpRIcx0GxWMRisUC9XodhGOh0Ojg8PPSIuRDk7e3tSSadz5VKl4vFQlS7TNNENpuFbduyVjILH4Cf8zN/QTyzDayR03U+0WgUpmkKE8GfhdGF/LombDqdSi0HwTtrY/j+ZDIpta/cO6lQxvWB2QzNgniepDWFCjQ1jKJD/E5S6W3bxmAwwGw2Q6fTQbfblWvVFDP+5nkyc6L3CP13nQnzZ8YItOr1OobDIbrdrtDdSGfnddu2jePjYyyXSw9gYH8j0sfC4bBkw+mDsNnw06dPhSJ80X7T84zZ/Ww2i0wmI1l+joPAzm4XAX7+MVZ0uMcA7gH4XwP4R4Zh/MR13SWAKoC6/oDrugvDMNrfvrbO/j0A//4FnOtbY667asBGnj5rYBhRugzTaeNarSaUtWw2KyIM/M2IC6lrjP7wXHXvA83PJaWjWCxK+ps9S2azmWSOxuOxFD9yUV4sFhJZ29jYeAaUlbfLuPP7Wxj3Tha8yWCK9qM+pv0gm/FiMxCJhBEKBwvzRRl5+HSG6MBrp4FR1sFggFqtJl3Q/cbIKhXeqtUqTNPExsYGMpkMXNeVecV5RsfoomyxWIh8r+5TpKV0B4OByPPyh5mf2WyG4+Nj9Pt9TCYTDAYDyR7TiTo6OsJyuRQefSQSEdGIi1on6TxyLVsulzBNE4VCQQrATdMUmWT2VHry5AmGw6HH4Wb9CJ09rm1cQ3O5HG7evIlut4vhcOihYgV2NvNTuQh+9A+dct3LhnNS08VoZEYQBHDfJqBZLBaSffG/NxKJCB08FovBdV0BxtxjOW6YndFZIpq/8SqzRMPhULJQ3IvZZFRTr/zAhdlL4KTXHs9Pj2VmoQmWdEaIf3ccR+bzbDYT1gjvHbOfzNDwvbzv/mAcxRtYP0cAVK/XYdu2iMJwzXlTZhgGUqkUCoUCLMvCeDxGo9GQPoeBnd3OHfy4rvsfq/9+YRjG5wAeAvirAP6LUx72fwPgf6f+bwE4/0Y219gcx8HTp08xmUxgWRa+853voFqtSvHkZRgX5clkgj//8z/Hb3/7W1SrVXzve98TbX32w6CDw8al8/lceiVwYWTUhQsqnTXSb27evIlms4kvvvhClFkODw9FbIESsSwIn06n+Prrr8XJ297eBnCyeP/oX/ohbtzZ8WxOv/v8G/yn//t/ivpvOpdyD6+zJRJJxJYxjCfjtbz4wM5mlHS1LAu5XA6maUoGldFb0kz29vbw53/+5xgMBkL71EbnLZFI4M6dO/jxj38M0zSxs7MD0zTx8OFD/PKXv8R4PPY0GLzITMJkMsGjR49Eur/dbgt9jdfFCC3rlXSNACXwGc2lE8Q6m2g0ilarJZHgYrGIRCKB9957D++///6FgR9dZ8R5oTMGzFzN53McHh6i3W7jyy+/xP3799Futz2ZA1J34/E4MpmMtBpgNPzevXu4ffs29vf30e/3BUQGDRHPxzRASKVSsCxLqFeJREKce84vZivJiqDDHolEkMvlBLwMBgMBCVtbW1gulxgMBphMJqIgxznOYEY6nRYVQO3kU3iAeyzBi85M+fvucQ1hz6rlconDw0P0+32hjYVCIfR6PaFoUtGV1+NvFsp7EYlEYFmW9MxhQ14KD/B7I5GIiCtwLtu2Ldnr4XCIQqGAzc1NEXmgD1Gr1TzNP6kApzNt7rcqtQyqUDih1+vhyy+/RLPZFPnsNx0wMAwDlUoF3/nOd2AYBhqNBg4PD7G3t/fGslFvm1241LXruo8Mw2gCeA8r8HMMoKLfYxhGBEDh29fWHWMKJZoQUGueNaqhASfNyggCLivzwwWDfGRuAGxMqiMWumCSEpma087FWWeDGGlzXVe6OFMViRGx0WgkUR1uHFy4J5OJLGws/tYc5EqlgkrFMzSxmC+QzMQRihhwXQCOi8CHWGMGEA6HEDJO1MECO19j5odRf2Z+GBhg8GE2m0mzQcrg+007cZZlST0Kfz99+hSj0QiDwUAyTRfRyVxHiJnZabfb6Pf7aDQaImhC+tdkMpE5r/vicL3QipA6skwHj+sMJfWTySSq1aqsBbw3+j6dxXQtgzaqvbHBaS6X8yi81Wo1T78XTbXS4hRsikrFMdJ8JpOJiGEwK67vd2BnMy0Yon/8QR8+O+5xHE86E8ixD0Aye7oWVlPBdEZDAw6OL4oCcE7oQn695xJ86AySzt64risBCM4XqrINhytRXtYf+gULeE2a6sf7w4AEx7O+j7wGzl2qyTIbzPlB0K+zTwSYvGYCT79Qg6bBkho6GAzQbDZRq9UuYeS8mpHizHWBFMPBYBBkfs7JLhz8GIaxA6AI4OjbP/0MQM4wjB+6rvvLb//21wCEAPzXF30+b6tp558UDl3kl0gkRPHsss4HAAaDAR49eoRGoyGZFs37pWILNw3dl4A0Htu24bqucPUpk5lMJjEcDpHJZCTKVa/XJfXfaDRgmia2t7cl40SH4OjoSOQ4b9y4Ib1S/FaplvHjf/MHuPn9Og6+PMbenx1jMQ4Wn2fMBTAIIz5JI+nMMMYIDoL7dFYjDYYUiA8++ECin2xyqYMOzWZTAAQdBg1Y6AxwY83n8zIn6MgAQD6fxwcffCDOwXA4vJBIqOM4aDQact6PHz+WfzebzWf6lPgj1IZhiBNEJwo4kYymo2Dbtqwz7P3BDEw4HEa/30cikRDwl0gk5P5ehFGZcrlcStE8KT3hcBjNZhPvvfeeOKSHh4cCerhukbZHKiQAoUGapokPP/wQxWIRg8EAvV4Ps9kMzWYT/X7/Qq7pbTct0EN5Zwb5SqWSvIdGMBAOh1EsFj0UToJYjkVNBaOIgG7QSUeegj8APFLYOogAnGR2mSFh1ogAjMcjLZyCBtxfSSfjvsg5Fo1GJUBIwMIMEO8P6bE666IVaf0AnNdKSpqWxWb90vb2NmazGYrFIvL5vGSJeC/K5TJSqZRkOcPhVfNnUu65tjGoQro8sz/rqMFvwhj8oJBJLBbDcrlEo9HAwcGBUA4DO7udps+PiVUWh3bHMIzvA2h/+/PvY9W35xirmp//LYAHAP4JALiue98wjH8M4P9kGMb/GCup6/8AwH/sBkpvZzJGABmlYUO1dDr9zKJy0cYFudfr4f79+4jFYphMJjKxKcbAaCYXSd2HhApO5B6HQiFkMhnPxjEej5HP56Ve4OnTFRvy+PgY8XgcGxsb0geA9IRwOIzd3V3s7e1ha2sL+Xz+ueBn58YO/u3/wd/EdDrF3/+//X9w/GUzAD9rzUC0n8Id9xNMMcHv8Bn6CKiCZ7VQKIRCoYByuYyNjQ383u/9HjY2NkTUg9Qpzv2joyM0m03U63VPA0Z9PAYBSqUS8vk8LMvy1A8ZhoFisYjvf//7GI/HuH//vtSenHfmwHEc7O/v48svv5T5y14e7GWha3LonNExC4VCQvNhE8lYLAbbtkUpikCI9TaxWEyyWoZh4OjoCF988QXS6TQ+/fRTUZfkGnURFo1GRXSFTiKd5EKhgNFohO9+97swTROPHj3C/fv3pTiezvbW1pZHcQw4CSzlcjl873vfExEI1jR8+eWXAfg5g5FmxawIWQXV6qpcWdfXEKgnk0nkcjlx2NmriWOVjj9Vx3Rk31+nMx6P0ev1REiDzjEBB4Od/mwR91r20KGY0GKxQDwe9wgWMHuTTCYlsMj6OQoJcS755eQJYPidWnadoMtvrCsE4GmXwWtMpVLI5/OyblEq3rZtjMdjyZDyufT7fVk3C4WChz3S6/Xw1VdfCd2NQZ2rIgwSi8VEiMayLMTjcYzHYxwdHeHrr7++Uud63e00mZ+/COBP1P9Zi/N/BfDvAPg9rJqc5gAcAvjPAfwvv6Wu0f67WAGe/wInTU7/p6c4l8B8plPKWuklFosJ9eEyjQsbMzik4TC6xEVT/5umU+k6fc33+/sAkdfOSBIAD++Z90PXHLHokZ2fdR0BcFJn4TgO8uUs0pUkjJCB2XCOxXgZUOCUhZwwkkgjbIQRRmSVDQrsVKZpaVRh04XudD4AeDrOcyyvEyfQFCyOdQ14tJEKQweENLvzoNDqInBS9AaDgdTzkMvPHx3N1pFmmi7S9l8f74/ONOtMma4HYKf5wWAgcsJ0wvzrz1lNU5W0sU6RjVFt20aj0ZC/836R2sY1j89FO8qsB+O4CIVCMo40FSqwVzdNJ+O801QqbZoO5h+XHEv+TIjOznBM63H3vOCDniPr5jPfw7miz1ePHZ2lWfddftEHfo7XwePqbK3/mPpzfI1jkXR1ijjwHjDLpFXr+H8CLX6GYIjvow/iOI4AJvbOumr1MwzsaGVNjrU34b+9zXaaPj//JV7czfBvvMIx2ggaml6Ykc/KHgClUgmxWAzHx8cSwb3Mc2Fka39/H8PhUPpSbGxseGQ09aJNwJJIJFAsFuXf/g3FNE3cunULhUIBR0dH8lk6SIyU6s1Bn1u/38dvf/tb7O/vY3NzE7du3Vob7TUMA7/34+8i9O+F0G308F///V/hyZ8eIUA/z1ooFEI6mUZ32IQbIKBTGftUJRIJ3Lx5Ezdv3hSaE+mt9Xrdw91vNBrY29tDvV5Ht9t9hhsejUaRz+eRSCTkN2lfNBZEc24lEgncuHFDhEZSqdS5XF+tVsP9+/cxGAywv7+Pw8NDqYFgRoSZaoqXxGIxqfVjlNdxHJGEBSDd5IFVzxPWLrB/CY3ZIMdxsL29LcprR0dHqNfruHnzplCVWGd1mVYul/HX/tpfQ7/fl6wC6y2++OILVCoV6cVSKpVQrVZhGIZI9OqakFgshnw+LzWQ5XIZvV4PDx48wGAwuNTruu5G0E5wrHvFAJAMqs78cM6Sfsb+czpLQXBLpkM4HEahUBBqJMEBxzrFEUhr02pv8XjcQyXTyokUygBOFAIJOlgLy3lF2iwAoVUCq+wJgLWAj8fkvQIgGS1mYpmR4vGHw6HIus9mM0wmE4TDYWxsbKBYLMIwDFkDdG0z5bjZxJkUUprruiKa8OTJExFFarVaUmt8EeYHk69jrEHkWkuaY1Dnc/524TU/gV2+kTvMDT+bzSISiUi6/DLBjy7mrNfrqNfr0peCajVc2LSUte5kzs7NGhzp2oWNjQ1ks1ksFgtRjuPrumjYf150jHZ3d8UJ3NnZeS74+fCjD/DBh++jXq9j7/4Bnvz06Jn3BQYYRgjJRBLGKATXCRbt0xidlHQ6jUqlgu3tbRmjdBg6nY4nq9lqtdBoNFCr1STSqS0cDsOyLOl3owUTAG9WhLQcx3FQLpfFiT4vENDtdvHll1+i0+mIU0KePusTE4mE1BloSWjLsqQ56Hw+l8wYgxmz2UwaQzJIQqoPnbP5fC6ysZubm7AsC67rSr0R64AYPOHvy7JsNosf/OAHIvLAps6fffYZnjx5Atu2kc1m0ev1EA6HsbW1hVAoJBSlWCwmNUukNNGBNk0Tx8fHODg4CMDPaxrnhwYWOnujBXb4A0CymFQ0nc/n6Ha7MsbYxJTgnfOSPX1Y/8N5qMGVzqpwnnCs8zy5HnCuEByTFspsMecVs0Ra2S4cDnvAkb5uXqeuMWTWVLNQuLbwXhLs7e3tSS8yx3Fk3JK2xusm0AHgob5Go1ER/dDHt20b7XYb33zzDWq12oX7Pv7vf93vi8fjKBQKyGQyIjITZGgvxgLw8xbafD5Hs9kU54GLl47yvsnJtFwu0ev1BAgxdU0HgyAnGo16Fm4u5lz0KYjAfzNaTklRgqPJZOKR1CRliCl4giUq5TyPcgCcNB/bem8Dt36/islghvbjHmZBY1QxwwDCkTfTDPO6G8dcOp1GuVxGOp321OTQmdBjmfKtdJJe1KNC1ySwIJqd3Vn8TClpFjFTcWk+n4vaEJtuvg4NjtHu+XyOfr8vEtakn3Eu8r1crxjh1rWBfsUoUnm0mIp2Pvh3OpWU1metBUVVSBecTCZoNptwHAeVSuW5NYEXZbpYPJ/P4969e5IBp0gFM4E8b8MwPA65dsT4t3g8DsuyMJlMUKlUJBqveysFNQUvNt5XOuTM2vjpX34nX4sSaNU1AHIcP+WJz5MZWc2QIFXcf3xNISdIYjaI81kfm6pqBBbMEjEgyXHFc6f5pbL9QUYeX69VzOAy28T5xhoXrjusiWNtr58qp5+DpsbrACrrq3QT9cswv/jEqxivTwse2LYttUkEfIGdnwXg5y0027bxq1/9Cvfv30e1WsXHH3+MeDwuSmh0kN4UAJpOp3jw4AH29/exsbEBwzBEmYXymdwM6CBNJhO0223hv9+5cwehUEg2hGg0ikKhAOBEQY4be6vVQq1Wk0gp5UR1k0BGvTqdjvRKeh7FxzRN/I1/61/BX/xv/AC/++IB/rP/wz9D7Yv2pd2/q26GEfqWovimz+R6GQv6I5EItra28IMf/ACmaYoogXZ4WBjLAmPbtuWHkdl12U7tRLGGaDQa4fj4GJFIBJ1Ox6PiROrIcDhENBrFcDgU2tzm5qZkZV/FmMHodrt4/PixdGzX3H1S0Vhrpx0bgh9eA38odKDBlV88hedJ+g6j5zzG06dPPc5bs9nEr371K5imie9973solUqX1i9NWygUwkcffYSNjQ3pZ9LtdtFut4U2CKwyaSwCn81m4rgy48MAEvtEsct9r9dDp9ORbGGj0UC3273067wuRuc8FouJ6AjHlJaV1nVok8kEnU4Hi8VCABPFBwjCSXHV2SKCcmaDCO65twGQPY7KholEQoAvz5cqgYZhoNvtYn9/3xMosG0bR0dH0v6BgMYfdOD4158bjUbyHXydwgbMJrGRMOtzi8UilsslOp2OBFOq1SpKpRLS6bQoHrLWkKbrrbgWUtmV453KhwywHh4ewrbtS6vt4Rr7OrZOHMM0Tdy/fx/379+XXoiBna8F4OctNPbZASCKRVSGCYfDski/KXOcVVM30jPG4zESiYSnrw8LF+nIMEJF8EIlK62sw6imjlqx3wk5xyzypnNHB4gcZGaJUqmUx3n0iyDcvnMbt+/cXlEJrD+FETZWBf5u0AfIMLxy5oG9mulsTDqdFtllrTqmKSSa0qmzPozSrsta8hh0zpg9pRPDejm+TkAyGo1k3sxmM2no+DrmOKsO8exXwYLjRCIhVB1GxHl9mpLnbxSqs1h8jWBJR+G18hVfZ7SZawj7g/Eap9Mp2u22RMUvkyqszTBWym25XA7L5RLlchm2bUudFJ061i/4i+81HQk4kUcGVnVFVAZjhPxNUKOvk+maU1LM1tFG+X/gpOCeWTVmIbQjT1BEoMKxreuKtHw0j+sPBrAGSGeIuTcycEI1NX9jUc4BXqcOPNBf0EJFOuO0TjiF9VHMOPJ1KtRx3QIg4iqZTAalUknGKOeqlv1+WeaH58KMtl9B7yqaphgyKGvbNg4PD4NM7AVZAH7ecotGo8hms8hkMtjc3BS6yfHx8ZXge9u2jd3dXTSbTVl8Ge3hwkegkkgkYJqmODKkq+m0uF70+e9sNiuRr36/72kUqDexyWSCo6MjxONx9Ho9iYyXSqXn1jqUN8r4i//G97D9SQ1HX9Wx/4taIIXtGEhOTGxlb2C6mKA36WAynbz8c++ghUIhATjJZFIc0jt37iCfz4sjxGwNgYlt2+j1ephMJqjVatLhvFAoSM8OziM6C4lEApVKBalUCtVqFblcTuYAnWg6+rovB50rHo8SuK+bOSYNlY09C4WCzCsNYhi8IDjTNQ2k+FECm6BIy+uapikKZ3R6dDSc95HXoJuQ8nssy8Lm5iZSqZRkoN606dqjjY0N/OAHP0Cv18NgMJD6L509ZFaQdF5mG7h2ajEYjoF0Oo2NjQ2Mx2M0Gg25h1fdebws45ifTqeo1+uS2aEkdDweF2EJ1tjQwfc76rTZbIZWqyU0b36HpnUy2KAzS5rKyfo8LS+tgTCfH2ndOsNEIRTTNIUqpsENz0XTy3kuuhaPwMuv0shan9lshlqthmazKQJItVpNhAtIhyMdkEBHZ3R5LaFQSAI2vB+8961WC9PpFEdHR55+Z1fVtLhMoMR4eRaAn7fc6LwXi0Xh8vd6PZF0fdM2GAxw//596R7N5n/M0HCBjcVi4jRxA5lOp0I/4Hu4MPOHC/J0OkWn00Gz2fRIvtLJIsf28ePHknKPxWIoFosCgtbZzo0d/Lf/R/8WptMp/pO/85+h9tWfvPPgx10C8UYGt/EJRrE+5rHfBuDnORYKhVAsFlEul5HL5fD+++8jm81Kb59QKITBYCBS7AQ27XYbR0dHsG0be3t7OD4+RiwWQ7ValQZ5nCt0gBKJhDQDTKfT4tSzqJ4iAAQOg8FAorakkxiGAdM0kcvlXntzJj1tPp8jn8+Lk036DKPROhJO54ZOD2sEWBNAIDMajcQBSqVSGI/HEnXmeWqHkw4bnblkMikF0pPJBMViEXfu3IFlWSiVSlcii2kYhjR3JjhbLBb49a9/jZ/+9Kci9EAHmApjpEXqInWucel0GqZpolQqYblciuQ4xRXYaPY0xdtvo/Eejsdj6Ull2zZyuZzUqJC1oDOZwAn40fRJ7mOHh4cwjJO+Nvq7dC8n1t8R5PJ4mn6qgQuzRrpuVgMwAivub+12G/V6XQIfWrmNzAnTNGWOmqYpCnTRaFTEE/g5ri/MTDebTRwdHYkwx2g08oivECTxczznTqeD6XQq1DmuiwSWXFtIBx2NRmi1Wuj1emtV6a6SsblxJpMRJUAKswRz7uIsAD9vuXExYcSPAgBvgr++znh+lO+ljKVWqtEUDr8QgaYPaNCjo15Mhetrns/nch/8VARG1LjJjUYjj9yunwKXy+VWhcmVHNLlFfia2wssJ+9mHyDDNYB5GDGEMY9MEYk9Wwz7rhsdIQJ2AhLLsmBZltCRAC/Ni5QWjl/d7Z21OMwksU6IkVg2MyTNTNNJOd/oUNBh1sXZwEkE2B+9fhUjrY+0Dl1QreksvGaCHs5lPw1VizLozJjOAmvhAB3x1tfgr7NgJoSgyN/7602Zvudc0xzHkUCOvweSjsLrY+h7wfunAZFhGNJYlpk2ZjI0rfIqO5QXbbp+ToNrP13Mb1qEwj/m9Xv08bSgwDoRHv0cCBi0QJBfEEE3M9XH4hjQtXUcI7rWyJ9Bfd718Hx19mk2m0ldmhY60aBQ01nX3Ue9x/uN9D3WG13ljA+N+wDnMJ+bv0F1YOdrAfh5y61er+NnP/sZTNOUDe11VZouw1zXRaPREDoLAI/zw8WQ0pbagev1eh5+9GKxQLfbhW3bSCQSKBQKME3TE81qtVo4Pj4WuoJlWeJ80oEIh8Not9v4+c9/jkgkglu3buHDDz/0FGHSDMPApz/8BM6/66Db6OEX/+nnKynsd9zhZ2Q9Pok/swm/i0bngXLviUQCt27dwtbWFizLkh4PrLUhCGBtWrvdhuu6qNfraDabWC6X2NrawgcffIB8Po9PP/1U+tMQMNCBpUNEGgmj+gcHB9IziJ8hSDEMQ0BWtVrFJ598gq2tLeny/joWiURkLjLTM5lMhGqjqXZUg3RdV6S5qVpJTj+/n58nz5+UL+0w8t/MJtEJY7aHdQj9fh+TyUSK2UulElKp1JUAP+vMMAzs7OzgD//wDwUQz2YzdLtd6ePDbBgj96QS0nHXNBtG0EOhEH7wgx9Iw0m+5/Hjxzg6OpJ6iuvgXF6EsTjdsizkcjlUKhXkcjnZY/W95jMBIAEI4KQ+ixldrWIKnAAZZnaYDdEAnYFNZmxJceRaS9VEy7KEXqb7/FAMgxLxhmFIzyzdfoLnR5l9bZPJBP1+3yNIoL+fiq3z+VyCiRTfYLsL9h3TtT70VQi+uXbxvvX7fRnzpGgOBgO02225rutg0WgUGxsb2N7eRr/fx/379zGZTGRNDuxiLAA/b7l1u1385je/QTwexwcffID333/f0yX5Klm320W32xV9f6b6dTSXKW/y2tnxXAOf2WwmfN9CoYBisSi0FtddNVyr1+s4Pj5GLpdDMpnEeDxGPp8XukI8HsdyuRQqHDeve/furQU/AKQPUKPRwOHDGnZ/dgT3HV+7wqEwYrG4qPK8y6l8HeVMpVJCQdvc3MTW1hbS6bQ0NqQwgN78FouFZGY6nQ663S5CoRDee+89aRr8k5/8BNVqVQr1F4uFULlGoxEODw8xHA4FXAyHQ3z11Vd49OiR1JSEw2FkMhlUKhUYhoF2uy3fFYvFUCqVRJb2dYzHBVZNTulQs5GflogdDodCv6lWq+L8sbeHjibTEWdWQ0e2SWvlmsd1g1ldLeu9WCzQ7/cxHo+xtbWFVColdVFXFfwAQKVSQblcxnK5RKvVwnA4xNOnT/Gb3/xG1sBcLie1IRSSYZ8jf+E6AxbsscIfqoGxkapW03vXjHMllUqJIiP7s3CME1AyW+o4jkT4+ToV2tiLT9fL0Mkn+OF3+mltbHhMCikVE3X9Gsd/MpkUhVUtoayZEKZpyhrFYAE/zxoz13U9e3Cz2RSxIA1gmEGinLpuJ2GaJqrVqqdmSGePWFtI6W1KcVMhjk1i+/0+Hjx4IP2JrpsxKLS5uYnRaITHjx/L3LyO13NdLAA/b7mRP8qFiDKQmUwGuVxOojFXKcLAZqUsKGW0nI6MrtPRi61Ow5N7rSkrmrbBxXgymaDb7WK5XMrCTzEE0krosDIaQ548KSI03uN4PI7qnTJ2flTBZDBDd3fwzvYBMgwgFHp9itTbYhwPHLOMoJbLZWxsbCCZTCKbzUqNGWmgpIRoh51ZEMdxpPbDMAzcunUL1WpVAgb+Xjfj8Vg6ndM5pswsMzD+aPNkMhHlLzq7bDhKp+g0tDdgBW6SySQqlYo4cyyy9tch0DnkfHxeHx+uEeuU3TQVjPeXEXcAEt0maGK/MN73qxgoovmFXkijzGQy2NnZkboey7LkOuh0MzuhlbS0o62/g/fRsiwUi0WpvyBo5Y+mKuvjvm1GZ5wUK9u2pUePFtcAvEEPflaPSwb3+Az1HGRfO2Z/dZNRCn+wBxcpkJZlec6TPcMIsrhusMaOVCtmqJg5Go/H8r2cU5ynfNa6fxTnE43ULQY4WMuTyWQE/LC5qxY3oS/CQCbPjRmqZrMpvcIo738dGQWJREKaEfP+aSW963Y9180C8POWm44WRyIRVCoVZDIZvP/++0in02i323jy5MmViuLNZjM8evQIh4eHAE42j2QyKaDj448/RiaTESqMVqMhsNE0OW4Wtm1LVJyN3SiccOvWLQ/vnYsxnaBWq4U/+7M/QzKZxKeffoo7d+6sPX/TNPGv/s1/GT/4g+/h4W8f4x/+B3+C2uety7yFV8aMUAjhcMRDU3qXLBwOo1QqSWPKarUqqm6bm5siQ08QQOdGy9QWi0VxWujE0CkAgHQ6LbUpjDrTOZlMJjg8PMT+/j76/b5EFakWx7limqZEkVl/12g0PHTSra0tmKaJSqXi6TVyGqtUKvjJT36C0WiEX/ziFx5xBR3YWC6XKJVKyOVyAlDoWOp6FjpPdCh0E1auHzqzQ/EAABIo0fUNt27dElridRm3WjmQQg2z2Qyj0Uj2AGbECcpDoZA4sQAEOGmQyGMTaDMaPxwOBagT9HQ6HfT7faFiaXAEvF7jx6tspKCOx2Mkk0kcHBxgPB4jHA57gKaWMPbXn3Gscy5xrhEoMFChKagUKiKFlUBTMxM+/PBDmQO6LxF/UxyhUCjIZ3d2doTW+PXXX0vTZE0Vd10XiURCaOkEZ/F4HJVKRTKKpLg1m03Zb9k/L5FI4O7du0L1yufzct38zXHH/jzT6RTNZhPj8RgHBwf45ptvMJlMPA1gr1sT0FAohFKphGq1ikwmI7Q/UvkD8HPxFoCft9wYSWHkiZt5Npv1RJaukpHP2+/3PX+nhC1/AyfUFuCkCJgRdjpC3HC0+g5/c3GncAEFF3SxJDenyWSC4+NjpFIp3LlzRwCX3yKRCO7eu4u79+4iEo3gTzI/hRHSUfJVLyADLlz37c6IvKwA+G03Uk3YXHJjY0PUtTY3Nz1O0Xw+lyimdsRJ/zBNE9vb257Irja9WWpK2HA4RLvdRr/fR6PREIlsZn04/vUcoROmj6kzP2e1ZDKJarWKyWQiSlEa/CyXS5F9ZeZHS1JroRPeZ94znRnWBf2MqjMQxNcZsdcqj9lsVoIeZ7HTODCnnSesaQIgY851XWnyPB6PUavVMJ/PPVkH3iPgpCmmpl/5Mz9Ukkun0x46E51Rik/oiPzbBoAIPhzHkUBaLBaTv+n1jmsg76W+1wTzfnYCAxCDwUDuN7OwpH3pPYrBOtM0sbOzI3NGU8afZ4vFQlQYSTWl4iPrbHhduVzOQ9tjBpAqdQyi8jt15mc6nYoKJWufOMdJqdTnyn2aa9V4PEa320W9Xr9SwdrTGLPb+XxeapueJ/4S2MVYAH7eEXMcB8fHx/jNb34DAJ6mhdfF6BwahiGLIRXYtIoTI1yMqBOgMEsUCoUk6kWHhxLbbABH5RVSQ7RjNZ/Psbu7i8lkIjUbWm1JW6lcxF/4o+9i88OK/G06nuHhn+2i92i0aoz6FtsqY5cQYHnVKJbnYTq6Sn59PB4XR7parT6T+WGxr5Z0peobN0ZKsWezWY9K2/NMU2Z6vR729/el/uPw8BDj8djTxZ2RXf13HVG9yA1Yz9PNzU188sknUrhMWg+zYYZhSJZLA0WeM89TO5bM8gAnASBeq24CqVUiI5GIPCvW/52Xacdfg0xSzbgO8/d5Bgq0k+U4DgqFgqfxJYEegaZhGB4VTq2qp+8VC+Mnk4nUl4VCIWnIeuvWLXGc+Uy1WpwGpKRt0Ukmbe6qrhVajZDKiOwzQ8BHZ5YZSQbLSEMfjUYATujawKr1AzOy7XZb2j9wj4tEIlIfwzWBFgqFcOPGDREOeNWMpaaLjkYjHB0dyTqtxyuvmefPucf6MU2bY0aKwcdyuYzFYuFpMUFWihY6IXDU3zsej3F4eIhutys9gt6UrROkOI0x85dOpxGLxaT+qt1uBz21LskC8POO2HK5xO7uLkajERKJBKrVqjhq1yUiz82Y/SiGw6Fw2umo6GJJHeHkYpPJZKTuif2ETNNENBrFbDYTHjELoGOxmPQh0H1H7t+/j88//xwbGxv4y3/5L0tRtq5JAICt7S382//DvymZKgBo1pv4D/9X/xH6j3ffduzzLfXQRCixcgK63e5bpRDFaDspZzdv3pQ+OOVyWbIIqVRK+mFoeWsA4jRoWls2m0WxWBQAzuzZi4IVrusKoGk0Gvj666/R6/XwzTffYG9vz6PApOkpuoiZm/lFRx4Nw5Dgy71791AsFtFut/HTn/4UzWZTVMfoiGvZbZ4/axMY5daR9ul0iuFwKJkIrRjJ99DRotMVjUZx69Yt3L17V4Ie52H+zBNBAB1MP0XvvANSHHsAsLGx4ZFmBiCql6ypIFAhEGGWTI+PaDSKXC6HWCyGwWAgmbuNjQ1PxjISiaDX66HRaHjk2f1qhKRbttttcf5ZuH8VjXMNWDXq7vf7CIfDIuOsszsMrLFOiOCAyoK6T0+73RYHn3LNBD3hcBhbW1sol8swTRPvv/8+NjY25JyYneOxXnVf1+yJfr+PR48eYTQaeYKHBFPMCGnluel0ilarJWqLBH8MYCSTSRQKBU9dHp/7YDB4hh3APZRrVb/fx8OHD3F8fOwBz2/CGDTgGqP39Vc1Xi+DYI7jSNCH8ySwi7cA/LxDNp1OJWVOZR82E2RD0au62QDeSCGVX3QEiu8BvBQ4OpC6T08sFvM0b+TiT3oBHUUenxK6XLi5CbDYdTgcIh6PS3SPlJloNIpCoeC5jlAohHQhhWgmBGfp5fd6nE539ePOQzCW1wOg+o1OLmJJaUR5nc0vn0xxDdLBKMucyWSEzqVrcjQPX8svE5wnk0mhkDCb+CLTFAmOUzqZLAZmllRTmPxCIRoU8LdfTOC8iv/9xeDxeByWZWE6ncq91MIFWrmKc0X/TYMaTYfj/dC1Qf6eJMxiUGCBdNmLCAiRIsXsAMEPnzezK3Su1vV0eV3zF9v7AZ3rujJuKX7A+0oBDh3Q0cfT9SwEP9xLmGVnhJ/F81yXtSQyxzgpTqRKUYhDr4l+SpAeH/r8/FS7izA971gjwx8tIKHvP+cmWQxkYFDghIEQZic557huUGFON6g96xgh0OW5c84A3l5Deo7ptQSAnL+moup10s8y4b3TlHx+hq/7BQ+uCtXtLBRuPV/oezEQRVXOq+yDvU0WgJ93xBhpofNgWRa2trYkWjUYDNBsNqXI+SrbbDbDkydP0Ol0UCwWAUC6vXOBpTOj6R1aCpv/1pkdy7JQLpdl4WXkDYBs6qTN0eldLpf49a9/7XHYEokEvvvd7+Lu3btrF8l0Oo0f//W/gHQxifls5QQtlt8q0E1ncJwl5jzX3hz9306xrF9P8BMOh5Evl5HKrShbe3t71644lRaPx5HP5xGPx1EsFqXwHzhxIjc2NkQtLJfLSVSXQIOSzKRIxmIxVCoVAUd0GF9VXpmRV26gLCw+PDzE4eEher0earUaGo0GotGonH86nUa1WoXjOKjX62i3257eLRowkKpSrVafK/N+WtOF947j4N69e0I/bbfbMlcZbWaWl2BuuVyKI8hoNGuZ6GiQT68VrOikRSIRbG9v48MPP0QqlXomUHFe1wisKE3/4B/8A/ziF7+Q7A8A7Ozs4Pbt20in07hz5w42NjYQj8cls3LRZlkWbty4gcVigc3NTaEutVotAdGDwUCCQbyeXq8HAFLkrwGz4zjodDpynVqQAjgBDBxnpCFXq9X/P3t/FmNZlmUHYuvN82Szm4/hEe6RMWVmRWZlspg1UixVobKhYpElQGgQYDcFgpD0pR8JlKAB+hCgD6Eb6G7WB4ugKBH8ICEBRA1AVrEKlV2szIyMyAhmZEwZPttsz+zN86wPi7Vt3ePPPcLDJ3PzswCDudt77757zz33nL32Xntvyx9iNIjvUSOd3xsKhdBqtVCpVGw9p4SPBRkeNQlSAx2ART5GoxHy+bzJzjSvis/zwcGBefcpdUqn01hcXDQVBvOqFhcXrfqo9ulhJcJ75f49KGq1Gn72s5+hVqthY2PDet4Vi0XrOcZr5T6oOYl8Plk9jgURdA3R/ZZzgI5CjSwxqjsej7Gzs4NyuYxGo2ESwacNOl757wcFK++lUimcOXMGi4uLJnXc3Ny0qKDH44cnP88RKGOg5GZpacmSKNvttlVoOenkZzweY3t7Gzs7O1hfX8fKZ9KJBAAA0MpJREFUylE+jXrWqYdWvTS9wsPh0Cpese8Co0Asr1sul1Gr1WxRHo1GVv2JSaSxWAzdbheffvppQCPNhPbLly/PPf9EIoFvf+dbuPLKS7ZxsB8LJR/MjynvHuCjvZvolJ/NBTESjmBhoYTls0vodDoPnUD+NBGPx1EqlZDNZnHp0iVcvXrVmu9xY8/n8xZNJFHWPBUaCSzxykpJy8vLAL5crgeTo6kZ73Q6ODg4QLlcRrPZRKVSQa1WM+OeycalUgkALOFfyROdBKFQCKVSCcViEYuLi4/FGOdzGwodNezMZrMol8uWf0ejl55SeruZ80NvuBJBTdLn9fGaXIN4eXkZr732mkXgHkfUJxQ6qtT1V3/1V/h3/+7fAYBFBl599VX8wi/8gt2PcDiMXC5nTpnHDUYZeU4AjPz0ej0cHBxga2vLkt+5hnLPYJQzEoncJU3u9/u2rmqUlCSVeUJuURTNP2PxDRIaOhC4NrPB5XA4NKKuUQyS5EcBjSwRJDLj8RjlctmieCq3Zu+czc1NbG5umsS63+8jn89jPB6bDIpFBdi7i3v1vUqQPyyazSY++OAD7OzsYDAY2Nq0tLR0V+U/jfrxXjJqMRwOEYvFLHLK8dfiENp+Qo/HPZpRsfF4jMPDQ9y8edOkkicBWlnvyyCZTFrRm+XlZRQKBct92t3dfYRn6vF5eHYtEY8vDU3SHA6Htjk9S/k/wLHXu1argWU46UGnhEhlGiqT0YII7FtC44qJv9rZnR4pFlmg95ibG8+HCzyNB+C4Hwk9/dwMXJmhEjVuGplsGvlzGWB05PmaAfhMgIJQiIm3YznOZ1KMZgizFoCnXE1uhhnG42MvLzfOk1TRRvvHqNFMY4PytkwmY1Ea9fCyPCnJD+cfyTdlQDRwptMpSqUScrmcGRAPYsio7Gs0GuHg4MAM1b29PXQ6nUBicDqdtlKq+pxTm0+JDfNsaNAAx1WJ0um0Xc+jhF5zOBwOVH9iY06WpOffSThpJDFSAcCuRSMrfP4psSKBWlpaQjqdNsP9cUgy9fpisRjOnDmDq1evWn8xGveMvG1ubiIUCmFhYQGpVMpI9eNqtOoek/8nMQeOo+gAbBy1cSX3Eq5b6r3XggYkOJpI7+Z56HpNaTY/y/XbLQqRy+WwtraG8XhsRJqGN9dbfqdGke5XUEGfe3026SQDjtf1YrFozbI5ZlrQgvOOTjSue5QgKqnR5se5XM6Oqb2qHgXYH4j9vFRml0qlAoV+AAQakPL+k4RSAs4cWzYx1bHWH40OaiEFOmK5lrFk+kkufPGgoByU1fWq1SpqtdpDESqPLwdPfp5DjEYj7O3t2YLKkpNbW1uP7Du4aWiS7ONAs9nE+++/bwm4i4uLZsCx5wk3HhpKbPLKjYwGqxpJ9L6yXwU9dXt7e2bM0vO4uroaMArC4TAqlQreeeedQIWpQqGA5eVlRCIRKyOqeQwArCKTSuiK/0URo+FxGdnJ9OiYg/4Ak+kEo+HIkkvT6TRGwzF+/j/eROs/jxF6yoVjmOeAyhTdbtfyK6jrf9qIRCJWeU3JZ6lUMikKS5HSaNb8nmg0ikwmY6SCkhV6ftm9O5fLBe61Jrl/GSkZE/o7nQ7eeust/OxnP0On08Hu7i663W5AZ3/27FlcuHAh0G+EGy/nJ3NN2E+HSeqz2cwasi4vLz9y2ZuCvT8WFhasSES73Uaj0UC1WrVnjGSo0+mYEcu5xQp7w+EQtVoNk8nEmikyCsRywN/4xjdQLBaRz+efSNXLXC6H3/md38Err7yCra0t/Kf/9J9weHiI4XCIDz74ANFoFLdv30Y+n8elS5fwd//u38Xa2hpWV1exvr7+RKOmsVgMhUIh0HCz2+2iXq9bDgbzl/h3jQroXGd0m8a15sqpNEyJRih03IeJ67YWvNDI0NLSEl599VUAsAgo7z+l3nQmMc+GUrV7SXC5/mvCP6MhVEzQeGcJe23Eqz2lEomEFdFhtVKWhybJ4J5y4cIFfPvb3w445VTO/agwHA5x7do1bG1tWaU+no/mInIdI/nu9XpWwrxarVq1Nt5rji8/p3OB95L5QSTPmqd3+/ZtfPjhh+j1eqbOUEfGsw5Wh81mszg8PMStW7fQbrdRr9ef9qk9d/Dk5zkEvT71ej2QNPlFegJ8UTwu+YiL4XCIw8NDADAPoS6qej66ITMPg7I3euHo3dJS181m08LdamRxE+PnNfGWoXpWLWKiK0mTW/KVnkZGERiRS6VSWF1dNQ8oN/xKpYJ6vR64xmw2e9R9vT/AnZ9uoh0aWeBn/p0IBV6YzWZH/33IaFEoNMNUvnM8Pk7y5XWelM2MRhhzbRjNWVxcxPr6upFjzgfKd7RHCiVKrByovXtIfkql0kM/D3qvtYTw7u4url+/jk6ng52dHXS7XSwsLJhBRg3/vGppJNQAzBHCXLZms4nZbGbNhTUpn3iUzzgjTzz+cDgMSGsAmBFNWZOWxiW54fhwzjE6Bxw3hC0Wizh//vxjyfG5F+LxOF544QUjw59++qlF7qrVqhmPLItcLpft/qmDRPG41lg+F7z/lAMzAsPCGpS50duvUVQa7Gq8UubGKLtbQIH/5rH4fW6pbRrQw+EQuVzOKiPWajVzVlFGpeSHz2YkErGcpXtdPxURGr0tlUpYWVkJRKIYRaScj9fKiIjmtvA1jq+SGxKuM2fOPBYng7t+1Ot17OzsBMZG7wtwHDXluFG+pv3D9J5xbHXMFBr1c6Nwk8kEjUbDHDhaeOG0gM6ybDaLnZ0d6791Uoo5PE/w5Oc5BPW0o9EIS0tL5uEuFAqWcMqQ85cFjZInCUpJBoMBbt26hV6vh3w+j/Pnz1sSJkkKw/LAceIiDVoaUpRNMMGUcrfJZIJ4PG5kSsPy3GC4Ebgdu0nQ9L3cRGlkcvNgEjGNCCVSrVbLyoTSg6qvF8/n0X9zCMxCiEWjCEfCCOGzqjqfyeVm0xkQCiEcPjrXbnmA9s0hZg+5Ds8iIWQuxJBYjSCaDSGejSAUQmBj5BiEw+FAZ2ut1qdVoLhJcqw0mZbQggHcyHVjpnGs3khGGwqFQuC9zGPQaEIymcTCwoJJJDnuuVwuUKhAq3SpfOhhQQ88S1lvbW2h1WpZYQDmvwBBKY0aZOrk4BjqtfDaKDmLRCK4dOkSzp49i5WVFSNGHKvHBe2Z9MYbbwScGiR+LGWtxiONZBK52WyGixcv4uLFi4EoHjvSP0lQOhkKhXDhwgX88i//Mmq1GprNJur1uuX69ft9LC0tod1uY3d314x9Ftxg/sijdFZ9HjTJn2sdx0+jmDR46SzSynGce4zy8F7RmNaoD+cn55muBfr9vO/sPcMIJsdaq9vRqVUoFKxZNqNEJEnaGkEjIKwIyga8/OG94Tlx3eK5LS4uBgoeMBoZiUSwsLCATCaDTCaDpaUlpFIpnD179rE+V0yu73a7Vkp8NpsFpMiMyPM+6B7Ha6UclnsU56IWH3EdoPw/j9VqtdBsNjEajdBsNjEcDrG/vx+YN6cBXIvi8bgVMQmHw6YmYc6ox5OFJz/PIYbDITY3N7G9vY2XXnoJL730EuLxOJaWlvDiiy+i0+ng1q1bD0V+nkZOR7fbtb4JrVYL169fx9mzZ80rT28eIy0AzHvoGuH04nERpyeZsgXq4Pl3Lf2qC/5wODSDplar4datWwCOq+ZoMmmpVLJqYZT/aH4Q85so2ajX61bBKxKJBCohXfrKBbzwykWEw0fGdzQSQfyzPCgAaH7W2yUUDiMRjyMSjeDjdz7Ftb1tTB6S/IQiMxSuJPHyd17CbDZF+aCMVqsVkHhwg6XsLJvNBuQT7N0ym82s6h5L4SoJUCQSCRs/GhUaoUmlUiiVSnZvJ5OJNbZkY0ZGDN1SvuHwUTPICxcuWPSAUirq8tVwUzwqyQqNhH6/jzt37uBnP/sZWq2WNTBl2WTOTRo0JOBqlJGYTyYTiwwxsqX3JJFI4MUXX7TrzmQyGI/Hjy1HhkgkElhaWsJ0OsXi4iJ+6Zd+Ce12G5988gnK5bJJrZhbov1zSOh4r7/+9a/j29/+tjkwtArckwTHNZ/PY2lpCS+99JLNQ1Y3++CDD7CxsYHRaIR6vY5KpWJEN5PJ4JVXXsH58+cDDZufFGgIk5Rw3mcyGXMUkPzoWqX5M1qNjeuam/uoRAs46tlGI5vrJWVxnMftdhvAcU4FCQbnKomaEheuK+1223Lk+Owwus5+N7w+liZW0sNIHUkenzFGjnk9zP3p9/uIxWJYW1vD0tISVldX8dprrwWcbI8Ds9kMlUoF169fR7/fN9kr1zvuc25DYb53OBza2hoKhYxc6hqp/cvoKNR7CsDUC4eHhzg8PES73cbOzo5J5uat7c8yYrEYVlZWUCgUzIFE6fvBwUGAPHs8OXjy8xxCvTvsK0B5SDabBYBA8YNnxQOjSZVs1NdqtazfCROH+V6VUVBmQa+WRly4wGuOikYh9P2uN1a/R7Xr/LxWwkkkEpZ/oZVyaOC5PyRnShp4Pqx6RIOWxh7Jz2w2xWQ6Mc9mNBpFPB1FJANM+zPMxiHMRjOEPk8CFwbCCSAUDR31JMIMoXgIsWwU2VzmiGDUjg1OEkaeK6ViJD/0gNEI4f1gLwyWLNacMoKJpPwsPcC8PiYRx+Nxk+0wGpBOp83zq8dXvb/24NHeLCyy8bi98Hxu6ammXIKGAq+V0UBXUqPEjNfGKCejPPqbhpxKmSiZ08RzPT/+vhcR/CJQKRRwHAVik1gWHeGzwTFR8sPPM/ePPZc0sf5JwF07NTKlhVJI8vf39wO9mXht9NLz77wvHC/X6fI4rsOVO3JeaY6b5roxeq5OIc0D0fHhbyVzuj5zTjHq685rPT9N0tdosz7PXIPo7KLMis4DRtG1PDOv0x0LLQSgkX+NPgOwSDOfLeYN5nI55PP5R1a62oUSTSUYSk70WjQapM88q7nxXmj0USOvHGt3PDTaTKlkt9u1Xnkko6eJCHBsSBpVPeL2VPJ4svDk5zlHs9nExx9/jGw2i9XVVXzlK19Bq9VCrVZDp9Mxr/GztCDNZjNb7Hd2dvCDH/wAmUwG6+vruHTpkm3KKqGazY56H7EnBQ0uLUWtFXzomVXDQyvMqbFIoz8ej1vuhTaz429K9qLRKGq1Gra3t+161PDl5k9Dl9INGvSUfnCjpeGoGxujRBpZavabSL8exqg3wWBjjNGdCPB563JmitzrceTP5hAOH2v3S+sFW+SZt5BIJLCwsGDkjU0P8/k8UqlUoPEjjScgWBWIv7lxqnHE8Q2Hw2i32yYLBI4LcNC4YdKzVgvT3AM2KmUEgXKpQqEQaGD7OJKR7wWWRG2325b7wjwZFiqg/C6dTlvvK/V20+saix033yWZo/SV1QprtRqAIwfJ1tYWcrkcXnzxRSt9vba2ZqTUraBFCeKjNMjj8TguXLiAxcVF62tEDz7HQyNbAMwD/zSIj8LNc6AzhOdIw/rChQsoFotot9vY2tpCt9tFs9m09fjatWtWtnx1ddWiIuwp9TjANWo4HBrZpwHLqFW9Xg/ksQDHDgzmvug6phFvghF1OiL4fM5mMytMwCIf4XDY5jpwLMEDEHCgMLJP8sjn1Y0SLi0tGRkiOWIEi9USo9GoOdLoNACO1hYSVZZk59+4VjAyHI/Hsbq6ikwmgytXruDcuXPWu+pxoVwu49133zXJHe8Z55TuJVo5URsOq1NIyR4dDfytc1Cr8pGQDgYD1Ot19Ho9bG9vW9lvyrVPk9yNDop8Po9z585hbW0NzWYT7777Lvr9Pra3t58pu+q0wZOf5xytVgs3b95EKpXC8vIyLl++jGaziU8//RT7+/sBKdWzAkZOWKDg8PAQ4XAYr732mkl5aETTK8bNkBIJemq4UWs1Nxpc3CRoTDHcr95QGvKaJM/Nh31MuOgPBgNLIK1WqyZr4eepPed3MFJFKZhq12nEx+NxLCwsWB8XVs/h66za0+v1jioQFVKI5iPoNhpAKIl7lUogJtEhEmdSOP+VM0imklY5S6MS3ECpcdcNUuWGg8EArVbL9P/uWOrm2uv1jChp1Iv3aGNjA+VyGQDsfqssQw0vzhWOF/OtaFyur69jYWHhqRnOBD23lL4BMGOU1Qt5r9nHh0SQ85WEgXk9JO38WVxcRDKZxP7+vunRK5UKQqEQisUiwuGwzaHl5WWTEJKU01HACNyjlGXF43GcOXPG/s97TkJIWRnLMhNP+74pQVeZHtcWGsaRSARnzpzBuXPn0Gg0kEwm0Wq1cOPGDWxubtrac3h4aL1hmNf0OCvW8f6yYAnzvgBY7kKn0wEAk8LR6IvFYnZ/eP4awVFDl89fNpsNRNXprGG1tlarFVgT6VxiPgmdKjwPrrWM4lD6TIcWo78aHaWEdDqdWn+scDiMcrlsVTpVGkvniVazY2NeOn/oMFleXraKfpcuXQLw+ApXAEC1WsUPf/hDbG1tYXl5GWfOnMFsNkOz2US73bboeyQSMaLqRq6YC8t9EEBgD+W/6WTTsQGOiRCr4LXbbezt7WFra+upSOQfNzhmzItaXV3FhQsX8NFHH+Gjjz6y9hyn7bqfJXjy85yDRjOTRmnEJJNJFAoF87Q9y6FZLcN5eHhoHkl629SDR8N7MBiYIUeDRSVx6s0iuNi7G6/q2unJ5HvcsLca/Vo1h8SJGzQ9derBBGAGCiMnvDaVH+ixdcPS7tvJQg/9lTFm0yMp21GDoWMjkqQjkp8hnUsjmUqazEqTZF0pikZvuElyzNWg4nuV1Oh16IbrSioYGaNBpBIwznXOc44Jx1Q7qbOEtV7Xk4Yaaazuxv5cHCuSYpJtRgiZb8HnmnOP0HGjQUepD/MqNIqic0fnPt83T/7zKDGPxNBb75YkPknQZ4ZEQtcCjrfKuBg5m81mVnCDzhkSAuYaUjrE510lXl92zur94/xgJEafM3U+8HMa5eK80IjBPDkb105dz9y5yvurhQ54fUqqVFpHpwfzLLiG8nt5bDpoVOqt16V9irhe6j6gFR75eY3w8Z5zrmqE8lGtK/wujawxWsxoMB1NAIzc8Zw0IgYgIE/UCDeva15VVUa/5jk96KhgxOlZU5Q8KBgxpBNAn4vTfN3PCjz5ec7BxZEJqgcHB5hOp1YNaW9vD41G40T0ZHkYzGYz7O7uotPpIJVK4erVqyaH0WiEesdZ6lcXKi7qjLoAsN+xWMw2F1Zl6na72N7evktjTaLB7uDaeT4cDgeSiFmJi2BODzcrbqytVsvOl0n5vHYaByQ3WpWJzRRJtACgVCxh+PJnFX5Gnxkj+KxCnCCZSuDC5QtYWloKaMNZTYjGAo9LyQilb5SvaFUmjqkSOo3q6OdpuEQikYBOPxY7aijJsSJZZBSD482/x+NxFAoFvPjii5aDlM/nn0pivDsO1MNXKhVsb2+jUqnY/aSHPZvNWrWwVqsVkIKx5DojjkAw54d9cyKRCKrVqhlyzE2gccMiD5QA6rOgRvmTlq8wH4Ok/ySCBm6v10O73Q6QBRKfSCRiVfaSySTOnDlj6/P29jZGoxHS6bRFiiqVijVInEwmVk2KawMN2ocBSVatVkO73Uaz2Qz0V3LzHnWt0YIGJB2U+3JMNMLASHSz2QRwbGSTXABHvZK04SodLZTFMYIJHDv2IpGIydo0X1Jlb5TQqUOA5IdrNEn+8vKyHYsEj59l5Imf0+9kmWPuDY9D6tZsNnF4eIjBYID9/X00Gg30+30rr57JZCy3iI021cnR6/WsYIQ2quUaru0WuM4oueR167qs0vE7d+7g5z//uRUPOq2g3Pbll18OqA18VbeTg5O5U3g8Majnrtfr2WLGZG42LDsNoF6bUiaSFmpzabgDx3lD6kFVzyE9YWrE8G80Xlg8gkYmNxR+JytrqXyLmxCPQVkTiQoJARP61cPHBH7m2bBhKjcrAIHja2U7PX+VQtH4UamOauPj8ThKpRLS6bR5h2lYMMpCQ1mlPhxrTapVI0JJp+Zm8fP80SiWJsBHIhGTsjCfhc0wuaHzmByXZDKJUqlkDTafdDUtQkkDjWNGfFgeltfM8Q2FQtatndJHAGaQaZEJ19vMcaHxwzHL5XKBiI4ma9MYVe83x1U9m673/lFDo5xfBo+SoM27Pvdv9IzzNc2XUIdKJBKxIiDZbNYiexx7Gvyz2VFlRMrkGFVgJPdRXB+NVzZmVvKg88yNmuhzpnuIPnOERn6UHPG3RkkowdI8QF1XVWLFNZWESCuYcu0hudLojxtl417A4ij8G9/HdUsj3vrMkQTRAcW1/VFA9yC2qeh2u9jb28Ph4aFVpKTkm+SREmz3OLxHei1ca0iItGCBRtMA2Lqs7SHa7bY1ni2Xy8+clP5BEQqFTO7GaKwSao+nD09+PAAcLVgHBwf45JNPkEqlsLa2hpWVFQyHQ5w7dw7NZhPNZtOiCw8D9QqpQf2kMJlMUC6XzXAslUqmBWeUhdW8FNwkXckWw/dMwCeZYPlaJtdz41ZCxY3dLa1N48GV2NHY4MauHljNL6IhMZvNAlIYldW5RrD2qdGcJR5Pz0MlNjSeGU2h0aObokrUmK/E1xn5oXFHI5zXSO8xcNxHQ+WHeq4aBdDx5ZzTaoaUe6ytraFUKhmJ02M8LZDosPcF+8Ew30f1+Hx2GPHiOM2TGBE02Gg8u5JO3ax1HEja51W3UymMlh6mwXhSwXHlXNOCDXyOVKrJZ5yE5EHIF+ecyt903VHJp857Rgm4NrDQBYkqx565NfpsaxU2Ro5UqqXgtbI4Bs8zmUzac8yCMXxGCc4bXoNGZ/kav5/XCMCcKPosA8dOD74OwIxvXpdeo66H7rPPz2gkiXJCzQHSPBU29uUYUIJIpxDPnd/D+8s5xDwpjYzyu/VePyzK5TI++OADND5rX9BsNs35xDVB7zfXZMph540T3+dGbkh4uFdRXeDKuxn5o/OsUqmg1+uhWq2easkX1w0WP+L+yFLeu7u7z7yK5rTAkx8PAEeb3p07d7C7u4ulpSV897vfxcWLF5FIJNDv99FsNnHr1q1Hkv+j3q/hcIhWq/VEc4pGoxFu376N7e1tJJNJLC0tIZlMYmVlBWfPnrVzKxaLAILyC24cXNQGg4FFRrjIU4fvNnDjgqj6aRrl/B7N0dFNXMuz6sbK99FgUT06N3PVyKtX1DUimJyphoQSMiVRWvaV+VEcDxqK2uPC3VRp7DGyRTJEryQjkRrNITkjWaRBpGRU75dLqLVZYT6ft4Zzi4uLVnK2UChYxb6niXq9jps3b6Lb7WJzcxPlctlkbaPRyAxmGsM0KJLJpMkYVS6oBgfvH3OiKPtziZL2YuIcYERzXjEDRqkYJajVaib/OAljOg90+ty6dcsKhgyHQ+RyOaytrSGRSARyG0jIWR1TjZzPuz7Oe0ZjWeHKbaLJ81KZDMebBib7IJGU8O/MTVEJKL39lIIuLCyYkcb1QKMTdOhUKhXLM0un00Z8i8VioI+PQiOqjAIruaPci84dGsoacebrXEuU/DDa5a5HjCSQtDHaw3VTHWwkgpz/6mDhGh+NRlEqlQKFYngtPD86CID5ET6SBsrGNGeJhORR4Pbt2/hX/+pf4caNG3ZtiUQC58+fx+LiYqABrRL5VqtlY6V5jW6ETfuLca3X/YJNt0m0uJaw6E273cbm5qbNx9Ms/UqlUlhZWbHeULFYDN1uFx9++KH173qY/okejw6e/HgY6Lmn8cQFkN6vR6lR1kX2SRtFNNK0uMN4PLYKSroh62fUa6bVbNwkf3q9KItQaQgNSZXOcZNRmQUNEOCYqOjGxb+pzEgJgLuR8fv1dVd24RZCcCVLJGrqFeT36jlwrJTgub9pCLhRpfvNCb5HzxM4Jju8Br1nAAJjo3I9GlpuP5vHLfN0ZW2uTEwlqMz3obeVxpZ7DCA4v/S4riSJ0IgYx0klhkr69d7d63nl5zRip3kefEYIHkvPSWVfbhL5w64TSuw0sZ4V9Eh+SPpY6l7JD8c0EolYxT0l4Xpt86BRVVfWxXmnhRE4lhrN5WfUM+/mWGluhj6j/X7fIjoayXafYzp1eAyV9PKeMcqhc0vXDV0reX0keHwPP6+kQyW+/G6N5HCc9O8qu9J7wDHjObvRTSWUvAadg7xG/U4ee97c5DVyjrgRdh1jVxr6efNb9y0d62q1ir29Pezu7lovMi2y4P7oveLYaLEZPQ9dQ1WyxXWDUTyOr0Y0SX64ljEv6zRC90eqRkjKSZ5brdbTPk0PgSc/HndhOBzizp07tqHQM88mXfNkNA8ChsI1VP60QK9Wt9tFJpOxJEw12HQDU+Oe5JCecHrEgONci3A4jHw+b951VypDL/JkMrGO9YPBADs7O6jX60ilUjh37hyy2ax51bhZuRuWytY0D4bGjkZOKN8gYeNmTVLFyJIaxJQIRqNR24T5vTwPEid+To0M3UBVckOiGIlEjPDxdzgctkic5iSpZ5hRJxorLomhF1Y1/b1ezwg9N6snKcfg+IxGI2xtbeHw8DBgONAgJ8Fl/pZKgWiIqvGn8kd6YFW/32g0bKw5Xpxb9ODS8KVshRIhejFrtRpCoZBFRvWamNCv/UJ6vR729vaszO1gMLAmjzovJpOJSf3W19fxyiuvWLGKR+F44fFZUp6RtUqlgmq1GnBqMLlfHQF8hpkLORgMkEgkcObMmbvklvPAyAbHnhFNjcBQttbr9XB4eGh5XColJVmtVqsmvdUkczoVmPOm0eI7d+7gzp07gWiLVgbM5/OWnM1CLOqg4BpEUsCInkuA3OsmaXCrDqrjg84J9hFSyaXmOmYyGSNyWjRF12WNeHNNVKkXz4vnQKky7wnXTa7jnKN0QrhEmJGTZPKo3D/Hhs8Az61er+P69esWeS6VSl/YATiZTPCTn/wEP/jBD0x+NhwOsbe3h/39fcxmM5RKJVy4cAHJZBILCws2t3jOTL7nOSkRJThfSH5Ho5EVOSEikYgV12CZeVZT3d/fN4cB95LTnONDOWc8Hsfa2hpeeuklJBIJVKtVvPXWW7ZmepwsePLjcReGwyG2t7cxGAxQKpVw7ty5gEziYQkLN6GTEP6lQRQKhVAoFCzxmxWyNFIzb1NnZIyGk0aO2FeCBhyLGHCz5YarERMSoL29PVy7dg2ZTAaDwQDFYtEaV6pUhVIanicTaeldZv5Fr9cLVH9KJBIoFou2oXOD5/nT+AUQMHwoFWs2m4E8HEauaJiR2PJznDf0WiqZpMEfDocD0S6N1rgRHa1GxOujJEcjOyTaSpwAmBwjmUxieXk5cA+eBEhGer0eNjc3cf36dZO1sTKUkhtq6wk1XrUxo5uHoR5eGvr9ft+qW7FCWD6fN0ON3nAafEp+KIFlmVz3mljFieM7mUysdxVJfbvdDjSO5HoyGAxQLpfR6XTw1a9+Faurq/bsPQryM51OrfntrVu38Dd/8zfW+JGJ63RkuBEA/rDaGFsA0FhfW1sL3JN5IHmiUU7SwsRwRqEomWWTU94HrjfMuSEpUvKj+QbseaSG8sHBAer1eiC/qdfrodVqIRwO4/z581hZWcF4fNwbJ5vNWuVJjZJyDmuejJIat3zyZDJBrVYLzDONoPBZZySeETjOD5LHbDYbyC/U3BN1PpEE8pihUMhyu9wonZIfbf6skSHO7263G3i2NF+J6+psNrNqauxfNpkcVRCt1+tYWFjA1atX56oM7jd/P/jgA/zbf/tv0Wg0UK1W0el0rEQ/n+XLly/bnOLazPMnUeTxuC5z/VfZIgutcHw5TvxZWlpCPp+3SoChUAg7OzvY2NhAv9+3MX5Sa+rTAh0N6XQay8vLuHjxImKxGDY2NvDee+8F1B8eJwee/HjcBd0QNbmTxiUNnJNAXh4VaIRzk2LuTjweRz6ftw2OBjs3Co18cFNQmYV6KPkaSQq/VzdjGu2MRsTjcfT7fQuZz/Mw06unXlqtMKMGMo04Gpvc5DXKo5Il4FgeRTkWN3SVNylxUGnEPDmbvm/exuhKSlTS48pWSAxIFlQ65MoCNXLHY5EckQBr93Y3qf/LyK5cmQulljS4tWKU5nRptEGlQnrubi4W56BGUzh+fL+Ok46v5pfMM+D1XvJ7513bvE1e7zelMm4OG3/oRZ9OpxZ5AWDPnxraDwqeIwkio35aspiV1eix5jlzzLTrPceVa6U6OuZBx5T3AoARGRJFNqXtdDp3RZN5/TRY3WIxlCtTlsd1QZ8BRpwZQaWzhA4etzog5yn/5paK1u9XiakSBx5Ty/3rmGi0WAu46LPAa+Ea5BrsHFceU9doRqlVYqr3w5XG6ppH0so1xXVauVGvec8A38OxbLVaKJfLyGazgTVNo2R63XxGa7VaYH3n+bInGcmv5vCohJUSLDojVEIHHD/7vGZVEnDuaGsBtjRoNBqo1+uWG/U8GPsaYczn8+YYodyPz8zzMBbPIjz58bgLo9EIu7u7qFQqGI1GuHDhgoV0I5EI2u02fv7zn2N/f/9pn+ojRbVaxWAwQDQaxebmJrLZLEqlEr7yla9Y/w0aYdwwWM2KBio3GxqTrHBDY4vkpVgsIpfLBYy/8XhsCffnz5+3DaparWJ3dxfLy8vmUaVnjxEmIEgmeD5s2EnPPT2g6pmnLE69rewJoZGX8XiMzc3Nu0gOfysRosGoBptuArqxA8E8ICWY9LYyGqLJu9yEV1dXEYvFMBgMAk06WX1PpXYkfySEALC/v49KpYJCoWASj1KphMXFxYBu/8uAERc6DHZ3d82g5ZiMRiMUi0XbNEmQacRyY1VCp+A48v7SSOSxOAaMXCQSCdOkk2Sw98x0OrVx5XE134OyI0YfZrOZ6fkZQZx3L+khX1tbCxhhWvkoEjnqoQIcGbEfffQRkskkrly5YnN5XqGFLwpKS/f29jAajXD27FmraDkcDs2bncvl0O12Ua1WMRqNrBiGkhBG7RilHY/HSKfTeOGFF7C0tPS550K57GQywebmJm7evIler4dyuYxGoxG41xx7zbGjAc1eVZQkUXbI6BvXARItrgP6fPV6PYucKGni/ymD5H2hcUzCpFI8ymU5TlzDOBeVhKkMlb8pmaTBr6RoNptZNGoeyVDjnOcCBCMPbhRNZYPAcbUufT5VotnpdJBMJu9yGPBcVO6pOTcci3a7jUqlgsPDQ3S7XRQKBbs+AAGJJ8kdo/ej0QiVSsXmKFUHhUIBFy5cQCaTwblz57CwsGDOFI1WMarVaDQCzxCLn3B9ZfVA7h0cW73/0+kU1WoV3W4X+/v7+MlPfoJKpXLXM32aweeuWCzilVdewZkzZ9BqtXDz5k30+32Uy2VPfE4wPPnxuAvMOeh0OlhYWLAFXvum3Llz5ymf5aMHNc6MACQSCXS7Xayvr1t+jBuV4CYej8cDG6J6ZplnoORHDRJNLOfrhUIBvV4PjUYDOzs7qNVqVnnI9YCrR5YbPo9PDTo91lo1ieTH7c3DaIrmhVDTzTwURpJ0PHgM4NiD6EZ9iM+LEinhcL3w6nGLxWJGGNvtthElVt9Tz6wa4ipl5DhMJhMUi0WMRiPLb+J7NGL1IKAnneN9cHBgGnkaX6w8RYLijpn2bJrn7VaJoeZSqREKHEuRSB55TZQPul5vheZkaHQJgFUEo4HrerH5PkpuIpGIES6eN4me9rQ6PDxEJBIxgkKj60HHn6AhyDLcNOwowY3FYlhcXEQ+n7dnlpXfSqVSYKwBWM8oetL7/T7W19fv+l7CjSJyrFXut7u7i3q9HnA6aHUxlsnmM0FpFiPJGk2kZJERASUqbuSC/yex03uoVRx5bTS8GZHktfGc+D4lukqkdf3ScWHUR59ZJfC9Xs/GW0m6jqvmHfKHa6T73To3ZrNZoA+OFpugnFgdVbqG6fcoIdIx5ljS0dDr9Sx3ihG8VCpl38+9hE1mSbAZXaQkMpfLWRNTSh3D4XBgLDVaTxmwW/wFgM0xXhP3KBdc06rVKg4PD7G3t4eDg4O57z2N4Dyj7HV5eRnr6+vY3NxErVazBrAeJxee/HjcF+12Gzdv3kQul0M+n0c+n8dsNsPq6qptRvV6/dSVr6Th2G63zVtfLBaxvLxspIAbDL1qaiBo/ksmkzFDhoalW7KVhgkN33Q6jYWFBcTjcbTbbWQyGSwtLVnODckMcLxxK2g8sFkpZUbs06R9dPh5Jm7yXPh33luVx+m5KlT6oRI6V34x75w57oxmqZRFNxqeW6fTsXtAeSA9pCRK/DyND5cccvxo0HDD0iIOSpg0D8c1ZlWywuvmmLP8M8eZzw7lJTxuPp83zyu/czwe231TGYXKktwcPMqDeF1ugQyNoqixqjIYesDX1tZw9uxZM7y0kIR69in1IGlQWaRK2gBYoQWX/JD80xvP62fxDzXUvihI7kiG1WDn/SBp1GINlIupU4G5MzyOShLH47GV93ajlK4UTh0lJI4kMsyVYW6Qfo8a5ySSbjSaPyr/4lhq8RF9/vl3lb+pFGxetFelspxbXCP085Tica3jd1CaRQeMzk3XwcTr4TrA58bNldHmzOoU4HOpVTLViaBzgq/TkTKbzWxeUg5MUqnkheeqZJ9jp8fJ5/MBQqc5N3SWcR7we1ZXVwMRdT4fjM5wLHRvUodaoVAIFHrgWPIctaAG5zfXLL3vjCINBgNsbm5aDtlpksB/EYRCIZRKJaysrFhUnv3C2A+RBWM8TiY8+fG4LyqVCt555x3EYjG8+eabOHv2LDKZDK5cuYLl5WWUy2V8/PHH5k09DaARyA3pk08+QTKZxMWLF62LOjchTcYFjjdq3eApQeCGNZ1O0Wg0cHh4aJELt9FhsVhENptFv99HMplEp9NBNpvFwsKCGRCuh5M5DOFw2M6fHtp4PI5Wq4VKpWLGCK+Vn2cyMTdFXtu8ynxaPIFQcsNIAv/u6uz5nUBQSqEkWo1TAJbEHY1GUa1WrWEej8kxpuGuRI5jov0oXNnNYDBAvV63hPO9vT0AxwadVjzU3BclPjwmPeCUvWnlQBLaZrMJAKbXj0ajRq7ZT4Pjz5wknaM0oDQhW/MlXO80f9OwyufzJuUBYF7p4XBo1ZwSiQSuXr2KV1555S6iSzLR6XQs6saIsUbraHAq4aLhqFE4fV5Yqpnjv7e3h0wmg2w2i0wm80DPM+WQJIPMvVOJJufP4eFhQC6l5I4J+91uF8lkEqVSKRBBGw6H2N3dtSgtnRe5XO6u/DGtfNdoNKzUNvOOGAXT+RmJRGwMGA3SSmRqTGtUhXNIvf0kg2rMh0JHvVsYxWakgIa9G0VjFNq9Ls47le1xTdGS8rzXLPJAaSTPhdeuCeOsYKgkUdcLVobk+VFuTCJfr9ftudMotZJTklLeH0oiSdboGCEJZxSEUSIdUzq7uEewYM1oNEK9XjfpJNdY5tDE43GcPXsWpVIJ2WwWi4uLgf1mPB4jlUpZwQPtE6XyXu5FWqCC5FTXYi1Ew8/V63WLUvHn8PAQu7u76Ha7uHPnDvb39wPk9XlBJHLUv+z111+3e35wcID9/X3s7++j3W57ydsJhyc/HvcFq2lFo1GLFnCTyefzVvFI9einAVzstQIXPbTAcTSCm7MaKJqvMZlMzJhQryA3DBoJHD9CN69MJmPRIPUGayUflWyoUa6GB3AckdDz5KatEjfd8NRQVJKnBIr3fZ48THXvOr683nmbBMdTj+2ekyZc6w/Ba+KPkj49D41gKYHib5IfHXsdY/0+vqaRQBphNP6U6KmHmgRAz1mjO/wOHb97kR/+fd6Y8rcSOP7m51TymE6nTSLGaAhwLAtiLgEjLDwX17vu3iN3jrrnR8OWxCIWi1l+jj5/9wPHjpEcnWtK/DnHGTEjUeD81CR/Xrc7RzV/js89DWYl2pTIMUqmUkZ3PHRM9HnjXND54N5jvU59jjnP9bnkd9/rxx1TXQsUbhELvSadh/OO5z6/bhTL/XGlcxrN0PGZN7/c73IdPjpmKmebdyyunzyPe50z1weuAXqPCTeSxmgZ8zy1sh+l2BpNc6+N30Oy7I6rPgfub43acl1hcYNer2fS1ecJ6uRKpVLIZrMW9WH0W3PBPE4uPPnx+EKYTCbY2NjAdDpFOp3G+fPnrbxrtVpFs9m0ii+nhQABR9fd6/UwHA6xs7OD2exIl33hwgWsrKwEDMhkMmm5Mlp+mF491V3zuJQ/cbHUksb0mrJggWuc8nu5mTKniBsm/82Nmd5oegNpXNOgVQ8pPZ7hcNgiBEpY1PDjBhkOh+3zvH56c13tPcdjNBqZN10NAk385XxqNpvW28SNHPGHRiZJnBo/9JoDwdwNjoVKfmjk8loYmWNPHBoovL/c8EiUeS/ooaahwrFmNS+OKb3o7KHD71MjzzXeaKi4uWMkWkp4KW2itzwajZq3lq9pPoga9axiRuNwOj0qGV2tVq18crVaDeSPqYHO7w2FQkaS6O2eTqcWTeW58Dv5LPGaB4MBbt68iY2NDSwsLOD8+fMmAbsXZrOjJpB37tyxIhgkUOzZwmINSnIYAYlGo9aokXOF0UeVrrmFKPiaGqeM6jDCy+e22+0il8vdlTPIwgdcV8bjMfb3983gpgefr3O8KfsiKeVYzmZH+W0s6sJeX5TuAkfklpEXlUVxLpHgqnNAnT6ctzrXeS68v/wcfzimPA7nkFuVTw17N7LEOaJOJZ4bZaM8fzqleC2FQgFLS0uIxWIWudRiCBpJJ1Fh9JISXCVCXDc5X1R6RzJMMpFIJCyXZzKZYHFx0c6RElg+qyRgHFM2NNXjAkCr1TLCwzWY56eEXp0VHC9KTzkXuCbdvn0brVYLtVoNBwcHGA6HFjF+npDL5bC8vIx0Oo3V1VVks1m0221sbm6iXC6j2Ww+NwUfnnV48uPxhTCbzbC9vY3d3V0sLCxgfX0dKysrRn6y2SxmsxkajcapIj8kJ8BxSVqWoWZCvHrwKOdJp9NWFYiJ0SQ/lF9xs6TxrBupGo8sh8pchHlePRIu3QR5/vRU0wgHgmW5tZoaCQcN8mg0agUT1CNIY0AlVloVScsv8/uZjE0Dl0bXzs4OKpWKXUM4fNw3QQ1+Goez2Qz5fB6FQiEQJaEsTSMGHCN6T/P5PKLRqBk5HAv9DHAs4aMxSQM9m82aMULjnbKqTqeDvb099Pt9yw+j4cZ+TSwR3+12AwY3j8XrW1hYsD43OgY0TDWSxusnqeA18V6r7IwSLMrqeBwaSSQ/BP/mjiubb3Y6Hezv7+Pg4MCOo88DiRwJI/Pj6DmeTqdWWVDnIotYaHSH8rdut4tLly5hdXX1C5Gfer2O27dv2/0MhUJWTITPIqVQOhdIctgbKBqNYmVlxfIeOUdU4kjnRrPZxPb2tjlO+HwvLy8jn88jm83i7NmzZrxy/dT5QdkV5ywAyx/jWJOYkDzQ6UEJJ3N9OIbtdhv1eh3pdPou8kOiRucBib7r6CCpoUHOdYeGM5uUcu5x3eNzRfJBcrO4uIilpSVTFzAiVq1W0e/3TRbMOepGjHUsSBCUvGm+F58Xkic2/F1YWEAqlTJZMEklnUOdTicQCeExSOr1mFrxUNchlf2R+JLUssmy5iJqBIlzSJ1fbDyqTiMS3HA4jFwuF4hIuVJIt6Q4x4bPFBUHtVoNm5ub2NvbQ6fTMVJ+mvb5L4psNosLFy4gm80aCep0OtjZ2cH169fviih6nFx48uPxhaGbX71ex8HBATqdjhm8zWYT6XTaNgBXdvOsgxtGJHJUrapSqZhhqEmoNBjp9QOCuS70xNELp5IrLU/rynpUb87XXfkSMF8eRiOXP/p3V+rAY/B81eOpUQd+Xhd711BSD61GvphMqz0RaEDQkKfMRLXsvH6STI3sMCLEsXIlQDwH99xdj7Jei36W500JnUpkaIAw2qNRK84b/aFsRaNw9MzyXtHrzPnCOcL7x7ml98PdeF3pzbyNWaNyvA79W7PZRLlcDnjYG41GoCiAzjuV8Knkh/dWjTz1mpNoKjFX44xrj0rsOEb3kg/xfa4MyzWcSRTViKfUiPdMJU8axeTzyHHgvWB0T+cJgMBc1fVBJYIa0XUlxZzzKnXiOKjk0F0HdN1RY92Vnep4qoOF18DvoRFNoq1SRT1P3m+OE8eK0W4eBzgmS/qaPsd6n/XZc6+bc52vKWniPeK18XtJukjUdL5z/upawWvguqxrfCgUsrWG0HvhkmYe211z9Hs0ysbxdfOjtHKjRq81YuyuC3pMRslmsxkqlYrlibLIgUo0Tzt0b9UqrJlMBqlUCv1+36LedF55PDvw5MfjgdHtdvHuu+/i2rVrWF1dxRtvvGHN1WazoyoxBwcHJjU4LVAj/uOPP8bGxgaKxSJefvllFItFM7AYGaBUQ3OD6NlmN256++k13t/fRyQSweLiIgqFgm1+9Dbm83k7Jo+rGy+NBs1NIBGlERMKhSw3gaBhyr9pM856vQ4ApnOm55xSGTU6uaHSSFWiwcqA9KRSglOpVNBsNs0I5UZMglAqlSxiQaLteitpkDFxmpXJdAPTyJmr7XfPn/0u+F28dwcHByZXodSIBIalZjn+JMKM/DG5fTgcIp1O49y5czbWrrEHICAFpMHIIgiu8a3Q+wEEjST13BO8V3xvPB63sRqNRnj//fexublpxTNisZjJ1hgBUGOac0kraGleAqOQnG90FDAyRSkQjS09TyaE84eGiVaAo7ee84t5evosTSaTQFGSQqFg5DMSOap6yCTzfD5vUioakHRUUJaWyWSMbNGoPTw8RKPRsIgrmyGurq7aHFeSrxFVRplCoVDgGiinpJSQRnmj0QgYtEqEeY9CoZBFpNVQJhnn+sD7QVLOCJFrvPP+s5AFACPEXC8oX+W6w+9ndIwRMUZhmVdJQ5+ln7UQhsp1uS5SoqXkR+V6hBIrlXmyrHqlUkG1WkUkErGy0eqoULKiuYB0xADHzgRWdyTh5H3hPKHclxJEXdd0jer1etZzr1QqoVQqWZSeaxCvnTlrSppVlqgRIFUt8PlptVoWsbx+/boVNzg4OLD7/TwQH44Jn+3Lly+jVCohk8mgWCxiNpvh5s2buHPnDnq9Hg4PD5/2KXs8IDz58XhgjEYj7OzsADiWZS0vL6Ner6NcLiMWi5nBfJpA4248HuPg4AAHBwdYXl7GuXPnrOysmztC44EbET/PvytBURkGSQ6/dzqdBjysrufOjSxp9I3GrvZwUYOXG6MSAfWW8vP0flGzToNjXgEAGlxKfijloWHKJo3akJGbthqBjK4lk0kUi0WTx5B8qVdTtfRuvoKSB+DYYHAT2JVQahSLUiL2flGpCQ0c/r3Valn+G8+JRuxodNQ4k7lUrJSmY6kGL41deoC1xLBG7GjIq/ed16k5CZwnBOeIRgVUErO3t2fPdT6fDxR+4LHUcOP46rxUQsvf7riTQFJHT1kU5wH/zblLCalGbvSamICsBEpJr95rlXvx2WREl0SXx1QZ52QyMQOdzzXnFAk+I8EATDrJ55oRFCUVfNYpsaS8cDabWU6NRhmZk8T1hnNFo7dacENzEfl9upZotTA3gscfPmNKfpQUkkgqCQmHw+aU4Pxi9I9zmvOekS+N7Oo58T7eK4LLOafXxPtPKaDmJXItIammo4WyMr6PRJH32P0ejQoyyq15N1zn1QFEcse1hs8m781gMLB1k2sgz4nzSqN8PEcSRY0eq5pA7w3Xu0qlgnK5jFarhRs3buDOnTuBZ/p5AglmNpvFmTNnsLa2Zn8bjUZoNBq4du3aczk2pwGe/Hg8FLrdLra2tqy/ypkzZwLRDXYiP63VTwaDAXZ2dtDpdLC4uIj19fWA5GI2mwU6fgPH3nXmQVCiQCOFBEBLyWouAhA0XtUgcT1zlBLNk3dx86Mx5UpkeBztzcINnl5iNag0z0cNOZ4jycF4PLbGnePxGJlMBr1ez3KGeCzKn1jeluSFxrlK3PijRrbK+YBgNEyNApWDEMyDcAmBelTpYVVPLQAjbyrjo4GhBp1LVOd5qoFjg01zDXRsgbubxSpxVsJNg0/vjxIBJStaMpgkgoZ8KpUKlO1VqRDngc4XlYTxvGiIKUGvVCoWsWGehRrHwBGBYJ+RarWK9fV1czDo/Ws0GhZJ4H3jPaejgeehieAkcyxDzOdKIzP6nJLo8D3MuykWi4hEIhYR1PLrGiXTKCaAwNznfWCeEWWB6mRhPhcjkJxb/Jsa5mr46lxwZWCMbJBocP3meXEOurIsfh/XB84Pzk8+V5xHSupdaaISUlcKxnXJzUnSvDeNpvK54uv8v1ZS07HRdVvJAa9Nr59RYf6dBV5I8N31kNen0bRmsxk4/1DoOH90OBzafeffeI9Vkszx4Xny2CRbei0audLnb29vD1tbWxZhfdISN71XT0NepzLrlZUVy+uhmqPRaNj6VK1Wn4so2GmFJz8eD4V6vY73338fmUwGL7zwAl555RWMRiOk02kcHBygUqngxo0bp5b8tNttfPLJJ4hEIrhy5Yp55bj5TSYTqwCmm6fmNWgJXpUv0APJvh4a4XA17gACsi56oymPoRGi2mRuhOwYTskEcBxtUr2zGuc0bOjNJUEBjg1IJujSyOU56YZB43o8HiOZTFrkRBvscbPmBq2bvZIxGo0qMwSCZX3nybL4NyVB9KarkciNmfldTJJXwqHd5zUZmedJwkfiSyOk1+vZGNMg1SgayQM3Zs4ZjQCpd5f3icfv9/tIJBLWEFEjg3qP+ENCO51Orc8QcFRxLxwOY2lpyQpOsGgAe1Zx3qnBSAPYNV6n06NmtSy+oL2b+KORmWQyiWw2i263i5/+9KeIRqP45je/ibW1tQD56fV62N3dtQgS5y7nB5P1Gbng/GWBAs1/UoLCuaqEgs+NRmhZ0KDX66FUKlnPH/YG0pwl5pmEQsdNbrXvF+WGAAL3iVCHhVY5JDFgtIxznMch4XOPo9eqEVvgqNoVCZzrkNE1g+ccj8cDDZX5XLOQCucix1yjNLxWLeLCtY+SuHn3h/eC82xeNIVRGM5xzlk+z9PpFK1WC51Ox54bno+bjzYajUyCycqIJDI8p3a7HYg4RyJHlf9SqRQajYZJzarVqvV/O3fuHEqlkh2TkVdWgNMom0Z09J7QccLvZ/SM5I7EvVwuo9frYX9/H1tbWzZnnnRUg/MKwFPJG45Go8hms0gmk3jxxRdx9epVWxe63S62t7fx0UcfmVNFnRYezxY8+fF4KDBBkhs5N+xMJmOyk9PYB4igcQDAkkK1H4nm3OjGrnISTfxWD6brEQaCzSp1LFU2o6+pnMWVheg5qGTDvU8aUdG/AUFPmZILNTj0/fqb58NkaiU/6oF2r1+9m7xG/ubxlcjMGxf3uPNkPTSA3TFSaQvHQL3B/Jueh445DRWNTLn30zVw9e967+adu8pZ3HPQ75o3T9xjqCxLr891ZvA4GpHQe3iva1Sjloaiyh0Z2WBUg4YeCRcjNHy+VOJIQ9iNACgZVYeEkkmVF+r5aWTIdUbovGT0h6Q/lUoZiWa0Q4/LaMQ8Y4oG4bx5r4RXI3gqX7ufgaZjMI8waB6TG3lSIna//DmN2vCY7jzmXOFaogY9r03nGT/L1+atc3y/G5liBJVzxo2iq/xMI2jznhW9Lve6eRzgOOqsjgmdgyTQnU4HzWbTVBN0lJCgK7lVIqgR43nkWM+R/+d9pXODJFeJ2tOAu64/CSjRZsVCtkYgQWQ0mhFlj2cbnvx4PBRY+a3T6WB7e9s8VOyFQ313u91GpVJBpVI5td6Sw8NDvP/++6YTpszl7NmzAZ0/cJzkrpu0ShIYXQiHw3clfodCIStVq1ANO6Uc9FqpEQDAXgdgm65KjdS40R4X3JC4IStp6vf7aDabtlnQw6s5EZQaqV5dNen0ZAKwggWUeqjBrtdCUCLEMVVZDuccjSxGbnh8etb5PhJXygJ5/ponwetgcQqVj2jOkyuTojdeCSSja9o7RK+Pn2GeFPOgANj8YK4Kx5yNSWnQjMdj1Go18yzTONfPU+JBo4j3gZG0drttY8Ocr2w2a889Iz+cS/OMYl4P7zM9+8yhmc1mRoQ5nzlP9P4xD6ZcLmNjYwOpVAoLCwtIp9Mme2s0GjZXeV+ZK0Ryw3vMCESz2Qw0kNQolsq++NwyoZ8GJYn80tKS5XzQ655KpVAoFOw5UO86o2CDwSCQT6NyVs0J0vLjHCcl+nS0ML+E48poC+eE9pSaJ4VkjyD+jXI4fZ44FryHJDh0BGn+n1YhcxsH8//6TOi6xPHkHJhMJrbe8vvS6XSAvDSbTezv72M0GgXWLY4F11qdCySwXJM1isl7xfumPalGo5GdK2WTrVbLvr9QKJg6gHOIn2HRh1wuh2QyicXFRSwvL9u8VsOcc4e5ksz/YkSMaw2faT7DvDec5+zRt7u7a+fwNPdnrpf895NAKpXC+vo6crkc8vm8tShIJpNm29y6dQv1et3Kx3s8+/Dkx+OhQCMjHA5jZ2fHJB9Xr17F2tqadUCmbKZarT7lM358qFQqgSaVsVgMq6urlsRNcONSnT03WxoTuiFrhSEaUclk0oxXNSJpBGk+AA0qjQjQeBqNRqhUKtZfg0ZSLpdDLpcLGHTq0VTPPHAsX6vVaoFGlvQUp9NpiwTSA+pGKUiOptOpEUca1NzwNQmYRITfp4YLDS41glS7T8JHmUM+nw/klqhxz4o/7A2juVjh8FET2PX1dTN0+JtyR0qvmPNEOZIeg+NE8qLGFd/HyGK320U+nw/0VGKOkZZkXV5etrkYj8fRarWwt7eHZrMZkK3x/mmSt84ZLe1K4qDRinw+b9dFiWa9XreGfxpJdO+5eltHo5FFapgzw+fA9UTTYGTxka2trYDDgetSvV4P9Kli7pJW46MhzGsjwQNwl2Hp5qkokZ/NZnaPEokEFhcXA3OV5KNQKJhhHI1GjWROp1MrkMDqaSQquhaMx2Mztkn23TwOkjI+C9rTikYw5zINY0ZBuC5pZIIkjOuEyk1VlqmRDq4ZSsjo9NEqd+l02op/aB8yyuIqlYo11tQ1jmsB8wd5r3j9bk5Or9ez+cmcJD5DWvhBmxOTaBGcB/p8qiyuXq9bLyvmhtRqNWxsbGA4HAaK4/B54LxnjiGlhaVSCUtLS1Z5kE4CrpXdbtfWFSWQ7r6QSCSsZxWjoWz2W6vVUK/Xsb+/byWunyZ4v54kEokELl68iNXVVSwuLuLcuXOIRCLY3t7G3t4e6vU6bty4gf39/bmOHI9nE578eDw0VLLSbrcBwLxI3KgBmEHNBOnTlgeksiB69ljemZEWljR1ZSPqUeSxeBzdcAEECIe+VysfMWrkynFUquFKyDTypOfmnid/lJDpd3Jjd5PeXdmRO3bzZDNAMOFfq+PRYKFxqFDyo9+h16ISknljovISjrUbiSBRcXvPqBxJ85FIcuZJCTmmek16f9zcJI2q6D1h1KndbiMUCln5YY6Rzh+9jxo50L+RmGshChrQPE8SIkY56B3V+cbfKrFSiYsa3VxPaFi7RJD3g+dBuWm32zWipoUKlATz//rM0VhnjhxJsisZ4nnonFRp1jwioHOJ56qFFPSe8DeNbp2LvHaeD0mE+0wTPDedt0oa9PnmnKS8zV3L+D7eX1cye69nmNek561RJX023XNndGie/FTnJx0gSkj0mJy/mg/oHk8jOy4517HQ53be+3nuJIpsZsz1gXJoJZp0XHBt4D7BXE13DeK16fqiUk6dN3xW+v0+wuEwut2uSdzooKHD4Xkw6vW+UylBskkHGyvV1mo1NJtNi7afVsXK8wpPfjweCbhoDAYDkwjt7+8jl8vh7NmzgZB9t9vF7du3T3VtfBoYlUoFb7/9NpLJJFZWVnDhwgWkUinzMjGywg2TXmD1SmuCqxpW9NRpgrZrCGlkQf+mBEI3XnqcuQkDCHgSNaeCSeqM5oTDR8UPNIqlhIq5YGqMAkESp6SI51ir1QAcNyJUWZ7KS9QIJ/kJhUKBxHF+B6UyPD8tR03DkNcynR7ndbEfjP50u11sbm4GIkcci9lsZgnuyWTS5Cs0hNxcGBpHjEypEcN7TEkWe7uo3JESx3q9jtu3bwcMGkqECoWCEQUavCRG9FrTOcHzJ+FhhIeJ7DxfRn+1EAaNahJjJWw6fkoMgCPS3O/3sb29HZjL6o1nLiHHlo0Y6X3f3d0NlMrWXlqM6KkEkQZPoVCwioRMaFYJIg1yRlMmk4nlBjDyQ+mmRkcoy2o2m3ZeJGjMlQyFQpYbxPmv46/nwigRqx9qwrs+O3y+GcVljiaJKiMNS0tLAGANGxlZGI/HgcgMIzUudP4yIqiFF7iWaGSKc0GNe5XMsVAFy5m7Rj6fNZILzg8W0tCCHqy2p84I/iQSCXtNnQ78LCMzPA4liXqtfAZJajh/Dw4OAhF19n3i+s25Qjkcf2iUc9z4rKoEj/2jGMWig4SOB0aKWPxjOBzi4OAAu7u76Pf72N3dRa1WC1RrPO1gdDsWi2FlZQWLi4vIZDI4e/YscrkcdnZ28KMf/cgKc3C9OG09Cz08+fF4hOCCwc2EXknKiih7ovzmNIMGPT1/wJFhkM/nMR6Psby8bEaseqdV70wjkbIlN3GXpEcTvrkx8piax8HvUm+mysEU9GSq1IcGHY08Eo5Op4PhcGjljxnh4MathIC5ETz3ed5GJXAkMtzUaZAyD0cNWpbRpWFCI5fvJwGjIUW5j3rsNaeCRijHXWVp6oXv9/tm3PC+s/Emx4zeXDbx1OpgHAc1bPv9vpWadaNmWoWNf1eSMZlM0G630Wg07Nrp2dcSypxrvGaNZqhcTaMDlCXR+OR9UUOfxLFQKASiAq5xq55pN7JJg0OjDySUfBb4XUrEqclnERZ+J58bnq9WkKPTQY9PQu1GQfib8sPJZGIGNOc1DXElgWr8d7vdu557zc9g/y8en84JPs98BknuVYKqxUI0wsPzo6Gr84myTgA2Z/gskXjoHHDXD30WONYaDWEOmn4nn2t+XucH56UbheXc4Pv5Hua+6FzitfJ+ad4gcNzbjOfHam9a6IIOAJ4rz9HN/+H5aSGT8XiMRqOBg4ODgJSQTo3J5Kise6fTQSaTwcrKikklV1ZWAk4gPmsa8eSaonlJfBb4fPF9o9EI1WrV8nLv3LmDfr9vEr3nCXyWEokEFhYWsL6+bqXk0+k0er0erl27ZtUNPU4vPPnxeOSg8cUN4uOPPzYvOJPYV1ZWzNPOJPnTjl6vh4ODA/R6PSwvL1segBoR7qbHzQ04btyoEZ158hX+m4aAyjvUO8zvVVKkkgDtoUGDQhOv+W8aXvT60wOpsjj3+tRwIFQW40ax9Pr4HkbJgOPEaxIiGuqMnNFQ0HN0iSaNFjWs3HOl0UwjjZ/TCJuOPz9HWRQNSkam9Pg0aNUAU3kW3+tG4cbjcYBMkeRRxqHe8nnHovFEI1097DwW5wCNeCVqriGpeQmMkjBPhF5XHWs3MsP5Qg8+jWASPzfJns+VNoMlcaAhz/HRCm4qe1TCoJFMvTY1iEn8ptOjIgXuXOKc1FwMHXN1ACgR4/XrvCa543G1vxbPm6+R3JCQcR660TMl6qPRyIw9GtmcPyTtfMY1/4/RDl6XRnJJNDl2JCd6bZyL3Af4/3lyYL1GXgcNfkZ8eU18LjVXzJ1LdCCQuDOC5kpoo9Go5SZxrXSbN7P/SyQSMWLLtUhzPRnhYZQwEolYDx9GY+lcUWeAXjvHV/+m16zzkufSaDSwubmJTqdjhOtJlpF21/InJa9j3i3zRukwY8Q/Eong8PAQkUgEzWYTsVgMOzs7vqDBcwJPfjweOcbjsSX/7+zs4Nq1a4jFYnjjjTfw5ptv2iayuLiISqWCTz/91HKFTjMajQZu3LiBdDqNhYUFS0jnZkbDTjcKNUQpWZlMJubNB46Na80pUm+jkh49tnr5XR0/k4iBY2OGRQxU8hEKHScIaz4Ie5foZkdZnRqC7qauEkAeX6VUNFrYhI/nSqOckQkeNxw+rhbH7+SY06CksaCfU+OLUisanJSMMQqlETJWKKOHHzjuiTSdTlGr1QJGmJ4/pVQ0sN2cC16PG4VTY53fRe+mawS6Y6NGrH6e80eJbjQatYIILBzAOUbjmAY3cFwxj4nZrFpVLBZtfMbjsXmlec8ZZaPskNEE9XZzHkynU9PlJxIJjEYjlEoli0zy+12iyXnLayehpRQJOCYv/AylZlyreA/5mXA4jGKxaOet56rV2PibOZGZTMbkpiTHlGWymAW/k/eABUs0iZ0kidF33l+VQnFc9VmjBIrXyHMnkafRSPLebrdNxuxWV+T38dlWcqJzTZ8vkndGDN3+ZLzPPGfOBX43c9r4uq5vXNco1dP1iNdOwsMoIKNtLI5AZwrnISuiUcLH4gb6rIVCISuiotHzbDaLXC5313PMf3NMgWAOJ89dI8X80XupeUX7+/tW0e3GjRtW3U+dNo8TumZxLpI0Pm6Ew2Eb60KhgJdffjlQMW88HuODDz7A9evXAxJU7lsepx+e/Hg8FnATot6ZXjEAJu9gDgcNSjUKn5R36EmCmzxwLBHUSA+AgJHuRmq4YemGyPfy97zIwDy4x3KNfvWGA0FvoxpxwHHivxYPcKMoQLAsrp6na5DoxkwD3yUASpw0suJ62DWK5UZ09LvulTM173j8blf24xoyel00rGi86bW4BJDHdcfKJbE0JlSW5b7ffZ6UdNEoUYLtRgnn3ev7za1599KNEpKgziuKoHOS50Pouer4aGSEhp8bwdOEdb0GTRjnuXMuzEtsd41P4Li5sOaU6Y/OBZ1zeiyNgmg1RN5DGowkDjx35qvpvdLx1jkFHFeE1PxBfb/73Gg0b14kV58HvY/8Xs57josb1VHCocdx1yB9Fuc5KJSgqozUnbfunNAx07Hje+Y990pK+KNyZH4f5zojziRsWm1O10S9v/pcuE4ifdZ4zSRdJGPD4dD69rRaLTSbTav49yThrleP6zvctZFyTlZ/zOfzVvGO5ddJ5ulc8BGf5wue/Hg8EUynU2xtbeGHP/whUqkUzp49i0uXLmFhYcE6trO7NTX7Kms6DeAm1ev1zBOnBsHi4iLW19ctZ4qeTY0MFQoFMyJJGOnhHI/HlritRIRwN1VCjUAtp0ojgBv7PIPcNT74Gjd8hXp8WfyCnnnV/wPHfYT4fnpjeYxisRjoneRKXvS9NIrVIOI1u2TArU6nHnwm4pPQ0+DW8rtsvEkDhJ5tRu5YJIASPp4D74OOG7+f361GFq+PY0UPt/bMocHMsWTEbjY76gNVLBYt94fGk46TGoE8H9cop8SMEhtGrbLZLBYWFsy447XS4UECyDmdSCQwHA6t7DoNk1DoqMhCqVSy9/P6KBtjQ0JG0DTaQiOeY8pr0WjedDoNFA2h1IkFRWg40TBOpVJoNBrY3t5Gv99HKpWyrvArKysolUr2vPM6GC3QHz4T/OE4MdLgOhNmsyOJH4kW55ESRkZMVN5JchgOh61sOYkJ77PmmrFyHsdnNpuZNzwej6NYLNp5aaSWv1UiqXk0fJaUGHKtUhJBZ9l0elw9kPOS0RbORa5Tmm9DCR2fZV27mD+pc0FJlkrCuAcpcdYolpY45/H4HMViMSwvLyOXy9l7dS665++W5XedJ+4awdcpc2RZeZZ3HwwG2NvbQ6PRsPy1Jw333Hl/HhU4R5PJJFZXVy0qzeIVLH0PHDkbNzc3LZdyOBxia2vLoq9PSgLocXLgyY/HE8FsNsPW1hZ2dnawsLCAc+fO4eLFixiNRjh//jyGwyFu3ryJn//85yZZOW3kh5vjeDzG9evXcfPmzYAk4uLFi1YRLRQK3aXN142TBjETo5nXoEnuusmrZ9b1+mv3eRonNJrU08vzcCMR87x7muStr/H1RCKBVCplm7freeamBgQLJmhuCiUpLLig5YNpBJL40LgjeaD8gaDBwv4p6rV3E+NVXqTXRiONYw4ce4D53ZRgzbs3NI44fiR/vDd0CoxGI/Mqu+NPI5CyNBJlGvTc6OPxOEqlkundKYlhJTIlT1ppi5IrGqw0NvlzeHiIbreLtbW1gIRHx5CGLMeYla60DxQr3gFAqVTC4uJigMzz9fH4qJQ+pWKMIvN+UvKUyWQCXnuSH5I/jhWfM3qDSeRItCmnIVGr1+s4d+4cVlZWkE6nsbKygpWVFQwGAyuR2+v1sLe3F3h+mFMzj/zwnmnxApekhMNhdDodIxnzGnNyvHhfOa/T6XRAosa5OR4f9aTqdDomeyVBUvKiY0nSyOPw3Pj8xWKxwLOijgauZZwXPI/BYGDXzXnPPBstKEFZHElfOBy2eag5S9xLZrOZyQbnrVuUwmr+jF5LOBwOkE829NVIKM+PslOVruo+oOuiRoRJYuc5lvg9JD+cE2wu3e/3sbe3Z6S8UqkYgZ8XOXoUuFdUyr3WR00uuC4mEgmUSiVcuXIFi4uLyOfzWFxctL0sGo2iXq/j/fffx8HBAQ4PD63nku5pHs8fPPnxeGLgYsME0UqlAuB4UWezuGg0ina7bZsqN75HDTcS8jg3CRfq4QOOpTuNRsOqUdFwZrU2NwfB9VxqQQBNDNcNVSU/ruxHpTM6Hm6Oikt8VBLiJmu748lr5r11ZT/q8VRtuH6H60FX+YkrBdFx0uO4Ehj9jBpTvDf80SibO06usTJPquPq3+cZtXo/+D6OlXvdrlFF8jWvjDbJEc+L56+kSN87T/Kn95jeeVfipV5pRqg0yqKRRI61nhcNPC244RJvndckwyR57lzmb527vK/ufCc0Cggcl55nfg3HmddH4sW5rT801DhW/D9zW7TSokYEdQ7p/915pueuz/a8a9HjMCIz71y1IIAaiSo75GdUXsY5pusU/8bvdR0d+pzodbklp/kZPTY/M28t1HFSCajKGjWyplJbXqu+j+TSzc2cR6T0OxX6f30+Oec1YqnHUwkmx0OrbTYaDYtqcH5qcY8vCx1n9/zn/f9Rgt+tUUQdX+bKsYmx5u3peDYajUBPI46bx/ON0JMy9h4lQqFQHkDjaZ+Hx5dDLBbDmTNnUCwWsbS0hKtXryKbzdpmPBwOrbNyvV7HrVu3rJTwo4IabFxU6cl80uDGSm1yPB7H8vIySqUScrkcLl++jEKhEChooNp0bgaa2KxGIzdBLTjgRiYYRXLlYXp+NMyA45wleoPdz6dSqUDkhkYSjUhNAqf32DWMaSyy/DDhGhc03DWqoMaSJlm7ZESjAWrYZ7NZFAoFAAjI8rRHCeVs2WzWvPg0aNWo5jwbjUYBmQWlX2xoSONKiRHHR8vvUnrFqkU0Ethvh55zGm2MAur102s6m80s8qORA3esCR0nTZinx539dtLpNIrFImKxGEqlkuntM5kMYrGYOTV4LuzXU6/XTaLFsVDyRG8upYdq3PG7UqkUms0mdnZ2MBwOTfevc13ngJKvecUheC9HoxHK5TJarRZ6vR5qtRrG4zEuXryIy5cvW2SWzwKLEOi9Vgklo6x8HTiOsukzqM+VzlUlfzpW6uBQEhgOh62kb7/fR7lctnPk+VFuSymWEhB9nVGY6XQaWBc4Zmqkkijpc6nRKZ1fSsQYBVQi7BrjnJPus+Zevz7v/H46lTiXlVBw3XCdPOq0UmOcYBRRpYAqIeUzxeeGji4tVEK5s0ZpOX+bzaaVc6/VakZ8NjY2LCrFe8p19cvCdWio0+pJgM9CJpPBuXPnrAAI/57P5wOV28LhMMrlMu7cuWPRwVDouI8X16hut/vEnJweTw2F2Wx233rlPvLj8cQxGo2wsbGBjY0NXLhwAWtra1a9aGlpyTa8bDaLWCyG7e1tK5bwqBYtJT6qDVcv4pMCN+5Wq4VWq4VIJIJer4d2u41SqWR6Zs2Z4YatXjGViqnRxve7Uhb1pPJvaqxpDoRrUKg3lGNJQ306nQb6aqh3mMYbN2f17un4swIPr0nPb54x43r5SQSV3NL4VaKoRIvfSaLI4/b7/UBvlnvNDxINes1peKjBxHtF+ZxGYTRBmgYvjUytTKdjChx7SFmyuNvtWrIv5wWNVK3mRiJFIsv3urI/Xq/KczjvCM7LVCoF4LhR6Xg8tjK+kUjErplFAmazWaDfFY1ORjzD4bAZdGpsarSMPZU4fnye+R46VDSqQvLF71dCNJvNTAIZCoXMc9zv93F4eIhG48jvxu+jLI6yKzU+Z7NZwHjVstGci51O567KhToXw+HjymYabVE5KJ8dHlefC5IHEg7OI+Yi8b5Go0eNNdmTrd1uBxq9qpHJ65tOpxZ1U4eSzlH9XhJlznm+pnluKiHr9/u2lmhUx40IESSg+v1cwxi5oyyOz4IrxaTETeWdbmTNXdc4d/T/7hqvpJDP9WAwMOcHnVO81ySfXLcjkYjdk36/j2q1ikajgVqthq2trUfes2cekXySMjHOjVQqZbl0ukYWi0XkcjnLdRoMBqjX6yad9/C4Hzz58Xiq6Ha72NraQrPZRDqdRjabNSNteXkZkUjESAENC2rTHyYnSD3zwHE1rpPgEaKRwK7SGxsbNj75fN42bvViq8EKBL2hKpmbJ51yPcxqKOvGBxx3uNfqRvpvVy6mOn1XtqLypXtJ89RzzWvRY3O8XAOFOT00HNV44vnT+NXcCsqTAARKnvK6+D49R/Xmq5RnXs6U6wHnsXhc9kOhwc73sGcPDX4ac+op5/UosdcIkBovJHs0DlXipXPHPVc9vhrdNDAzmYzlWTA5vdlsmseWETKNXHIM9NjAcTU47S0zb15odIiFNIbDIXK5XEAuw/nL6+Bcca9TCbSOGQ1jJlHrvdNIo8o9lVwrkST51Ovj/XcLjKgEikY5j6f3ifeRuSYkLhwfN0rHSAMJjJIUPkN6DRqZJAGdTCaBv7nX7D6Xuq5wXpKcAUG5Jt/H/BmNQvB4JHcqyyNcoqLPov4mQea6p2Ogcsl5kQ+dL/xOkk99Rt1jTafTQLSX91/nNiVaLAY0m81QLpext7eH4XBokR9KxL8sdE1Wp43e98fpGFQHnjroSHJyuZzl8zDiO5vNzFGoea+VSuWR5xd5nE548uPxVFGv1/Hee+9ZMjU7w3/nO9/Byy+/jG63i/X1dfO6lstldDod3Lx586HIDzck3cxOAvEBjgyjVquFbreLSqWCSqWCeDyOXC6HhYUFJBIJnD9/HmtraxYloFebBgPzOOht1qpJSn4mk4lVv9EoTi6Xu6uaGr2RrjyEGyQ3MW7wjCyQuKrsTo0AnqtLfNRgZzSQBsM8eYkaWplMxvppaP4TN/BOp2Pkkppx9aIDMG88IwFq/KkUx00y57xirtq8hoLqlaZBOx4fdYXXaEU4HMbi4iIKhUKAsOj9o5adf9M8FI3mAMfGv0p9KAHSCI8rgeRxk8nkXRJC3ivKMkOhkPX5IvFtNBqIx+NYWFgwaaASZZXj8RwYbVODjGOlifZqILOJJKuhDQYD85Qz4sRxdY12znWOMw0+fkckEjFCpWsFyYZLpN2oIv/GY6osTlsDkNxynJT0kWiPx+NA7xleEyvf9ft9KwSi49rr9QLV0PR55ThyXmrFSZcs8pyHw2FgPug1qzOJTgstxKLjx4ihSndZmIDrBtcCdVrpWgEcy850TrnPIu8tiziohFKLR2huEM+Z18wxpUOJ36mf53mx7LQSeM4DjjePqUSMPb+azaZFdqrVqhn4GkV/mGpudBBFIhEbJyVtisexR2rxiOXlZZw/f97GUYsaxONxbG9v21gcHh6iXq8HiDafbw+Pz4MnPx5PFSwpCyDQYGwyOa6+VSwWzdhhM0EaYep1e9CFWb2zJw0qP6PhqU1FFxYWjFxQQkJDAQhKrbgRuwnKunFSFkQjRQ0ijRboZ4Hg2NHb6UZ0+D1KQPRHoV5d15vMv9Pg0O+d52HWaA8NIb3n3NxJAIDjJH7eAyVkarC7Cfnuuer4qsHmXq9eK3Bs/PCHY6bebRrT6s2mQQfM1+rrefHaeC9dqZLruVei5t4bjfxw/qn3nOeqpJlzTO+J+wzq986LysyLFvL+MArEaoBuHhjvs0aE5n2HG2XQyIgbudPIgxJ4NdTdZ0WjdjyeRuP0/foc65xwIwo633kdeq6cXyqBdOewRrDmzR33Xt3rWdV/6zzhuenzyrmg79VoqyvB1O/kfeG85uvz4N5n91nV86IzRL9P58a84+r1uOfPZ433jPePzh89rkbpOp2ONQKu1Wqo1WqPdM9Soqb3gdf1KI4/b60nSG6Zx8jS98zV5Fqr0kkWBzo8PHzo8/N4PuHJj8eJAcs1A8C7776LnZ0dpNNpLC8vWyLouXPnMBwOkUwmcf78eXQ6Hezv75tHk7kRpwVqELXbbUynx93GDw8PkUwmsbi4aJK4paUli/LQ8Ol0OubJpCGoSeTsj0AvWzh81M+iVqsBuNvQUK+xGlgamdGIGomqbvxaSYmSLv1R48vtWUIPLj2kLGWt0Rd6Afl9NLyZa8N8IjUmXcwjZtr/hNejlczoQVYPMTdvvZc0fgFYVELHRXNOKPFwCSmPQ6LHc1HDm9/pXo/+25XOTSYTJJNJlEolhMPhu3qrqHEIIFBemtGWSCSCtbU1zGbHxS80cqQGJ8t/856R0KtUEzhaH7a2tgKkVCN1/DxzmDqdjuVGuAajVpakl3k2O5YazZOV8v7wGdKcLkr71HDjMTVPSol0PB6/iwCR5Gpit64FKgF0S0Xz+RgMBgH5mEpOo9Eo8vm8RZF4f7nuMidJCRVzbziXSTAXFxft+aZUSaMRzFmZTqeWg8HID59bnTMAAj1pNBpMOSihpEJJJtczRkRZAr1YLCIUOsrfajabdt84box8KmFhoRVG4UKho/wsLTHOCCPvIYuT6PzUKKs6UHhMkpzJZGJzdTweW/nqXq+HarUaKP/+ZeASamI6nVoeljpRHha8znQ6jbW1NYvu6fmEQkd5gsvLy5a7x4Iau7u7ll9HUlar1VAul61wgYfHl4UnPx4nBvSA9Xo9vP322wiHwzh79iz+1t/6Wyb9OXPmDGazGVZWVtDr9XBwcICf/exnqNVqVu7zNJIfAFYtLBQKoVarWZGIS5cuoVAoYHV1FblcDkAw6kLtvxISJsOzmg4lGMxnKJfLqFarAI4NHu2Dw6R0NchU9qTlgLnJqxEAHOvbNUFdjQSNrKiEhd+p5Ie9b9yEfhp/nFc0LFKplI2B6+0E5pd4pcGpcimNCA0GA5MQ0rindp0VtNQTz2thngclXVryludPfTtJhB5HNfMkF9obRWV3Sjop5VFyyE7nlJrEYjF0u12T1Sl54ziRKAyHQ5PgxeNxrK+vmxFJw4fXTEOORqpb1jiZTFr+H89xNBphc3MT9XoduVwOa2trRjBo2JHwMpmfhiP77PCeZTIZADBDnISy3+/bvNXqUjwHkh8dCxpisVjMJJQaWWq1Wmg2mwHnAe+Zyj513VJZnt4jLaKQy+XsGeRcJ7FX8sO5EIlErDkw5xqfOy3+oNEOXXeUyJJQ8Fo5RrwWlQ2yYAjnKskVq51p5MeVtblRtnmV/3QtoVRvOByiXq+j2+3aXOZz0W637btItCmx4/fHYjHkcjnra8VCMipD5LOmzweJp56TG/ngesbPAzC56/7+Pj799FOTu9GZ547Dg+JekTmOg+Y3PirwGcjn89aHR8FxYEGDVCqFdruNRqOBbreLnZ0d3Lhxw9ZuNxdO54mHx4PCkx+PEwc1+Hu9nnlVXZkJvavpdNoMPLcPi3rIn3Woh1tLRne7XTN8q9UqEokEgLslZK705F6yH8L9vCuP4ec0b4EeRDeZXb9fpSbquXevU8+Dn+NxVU42TwrjHo/vIXHQClh6Tnrdmo9CwnCv+3K/OXavsXVzZjTa4Rqg8+RHeh9VUuN+D41FHaN58hYlojymSiX1GvU81MPt3ge9Lh1Tlde5SeTuter86nQ6aDabRjYZuWBEjwnQ9NAzIqxGNdcXEk6XfLgkxR03V9akBjMNaL0WvR86F3R9UgmfO74qyeK94BhqJI7v5XfyHDWBXb+bY861ksdUkq7jwf9rtEojsfx+PV+Fa3zreN7r2dLr18+oQ8SNYrpNa+ftC/rM6+c5LqFQKHAcjbjqv/V+AMd9n/S4GsXmeDNKxGgSozyMVjJ35VGWlX5Ue6C7diiRJuhMI4lkRTu+ps81GwrTecKKlWwxwCi6mzfp4fEw8OTH40Sj0Wjgpz/9qS2kjC5cuXIFZ86cQTwex8WLF026Qc/14eGhJdo3m82HSgg9iVCDdGNjA7FYDHfu3MEnn3xiVbfocV9dXUUmk7FKOtFo1IpL0PNOaQ43/tlsZt5xGnkqi9OIj0Y7AJhXlMUN5hm/NDJ0w5yXk6SGAz2UGu1RUqNGEY0qvkavNT3lqVTKohE8FqHRHEZu+DkAdt5KEPibFYvUoHc3bo4lo2zanJNSJCaxA7gr+kDSSNkTPekcU14LIwfsdE+jn791/ACYN5/GG7vD0xgjkSLBcKvl8X5xjvB8eF9Zvj4ej1vuAj3lTNjXyny8fsqCGo0G7ty5g+3tbayurlrkk8YTo4WRSMT6/PAc+UODkuNCA5dEihIuSnBU4sgICecWJZ46b2jM6rzQMdYIFwmbzhUlA27khEb8eDy20tmJRMLmlz4zAKwIhMrKSCBVdsbnnmPtOgFisRiKxaLNBcoU6USg0c6IHecw7wXPk9ej0T06cJiryPnAMQiHw3Z/9JpcQgEcGfdci3R96Xa72NjYAAAzqrW8tjpVOp2OOZOGw2GgeAHnDGW6jFxqyXFGihiN0zUhFApZn55er4eNjQ1Uq1Wr6DaZTNBoNNBoNOy4jwqPivhw3HRMKGtjdAw4msfsKZVIJKxQD5+R8XiMnZ0dHB4e2vVzbnNeMgLkRgM9PB4FPPnxONHo9XrY2toK/C2bzWJhYcEMoMXFRTOMaSgBx2V5KXM4TVBPrStZCIfDKJVK1geBRr/+sCO9SsdIOkhI6KlTeRq92/wcjWAacjRYS6WSyd1cUgIcV2WivIfGsxIf10Oskho18ufJSzQCpJ56bsBMsFX5kvt+Gr40uGiwan4BcOzJBY6lHrxH6uHUaJsWltA8IhqOarDr+KihRXJDQ5mGAxPa+TmWkOf90dwejQpQokL5Sb1ev+uYem2cMzr+KoFy76WOOw1wLfCgxSSUqDHnhNUP9/f3AzlFHBc1yJrNppUEJtHXMYrFYkaM6MGnrFPzffRHI0FKVElOVTanZeP5vOmY8Lnh3NOKchq5YWSL/XiYfzWZTJDP523+aUSH91Lnkjbn5f2k00Pvn1YA1MqGbqlszYVqNptWijmXy1kjW+YW6T3lGGhEkk4VPg/8fu0dRMLE/Cy+l+C109mlRJ3zZ55zhZ/lD8ea40ZSxvm7tLSETCZj81/JNQkxXw+FQjbXKAemlK3RaODWrVvY3NwMRJDcKOhJA++LOoiy2axJrtUZtbCwgFwuF5jXfIa4Z1QqFXQ6Hezs7PgcHo8nCk9+PJ45TCYTHBwc4NatW4ENn4YVS+rG43H0ej2kUimLDKm37iRvMg8DGjvU2e/t7aHT6SCdTqNeryMWi2FpaQkLCwtmEClBoGeOHlhq67nh03tLg4SfY2IwPeg0ZEjOxuPjxo300tPwcqVV6sWmsUZDnd9HD+s8aZhLCvh3XiuNPn6XRqZcmY/Kr0h01BvJ/6t8RwmYythcI5X3SiWANPa0spgar+5naKzzXul30WBVI19JlJ4PyZ16rXldPCYNe5I5jbKRKEYikUCfIhr60+nU5D3dbteMYiVRnFc6llpmmISHnuRw+LgJKr9rOp1afpfOUd5fkllGKZQocmyYMwLA3svIB4maevV57ziOKrHifVOiT0OeJc75ec5hjZzQUcHvm0wmlnvH92tkUUmBC7ey2Lz8Ne1Pw+PxXtCQV3KUTCaRz+eN6CnZ1QiWrk/uebrXDiCwbmjeo0aTdd1SckQiousMyaM6x9wfRsVV2qbPM8kVnxHdQ0jUec6NRiNQoGA2m+Hw8BAHBwdWal8bLbtRws8Dz+lBP3c/aK6lFoThWPJZ0GefzshMJmPznmPX7XYxHh/15ePfuf6Wy2VrHuwlbR5PGp78eDxzGAwG+OSTT3Dz5k37WygUwosvvohXX30V6XTayA+7Pg8GA+zv72NzcxODwcAS308jZrOZ5TuEw2EcHBzYxkXt9dWrV3H58mWTXzH6oF3nmWTPDdEtWMANTjfFQqFgsigayZSisNoajVd6BdUgU6kQf5hM7Epp3LLDSmZICmgQq0FK8sB+J7rRa/lgNxLFxFs3CqLeTo0+8FiUzbm9XdRjr8YiDXTK8pgHwO9SIhaJRLC0tIRUKhUwjkn2tfABcGxYKsHj+VBaxmNo0jqNbxozSnT5Q29/PB5Hu922fiQs6BAKhax6E+9RIpEIGD9a+IFEjoUBaJS+8MILdv7T6RQHBwc4ODiwfkK9Xi9gSC8tLVlkJ5fLWaU3VmZT0ClSrVZx+/Zt9Ho9lEollEolm+ecgyQ9+Xw+UM3Ple8o+SHhisfjgX5EdApwrtII1+NqFJCkiHNVpY4u2dZnlQY7x9iNbHDc6ajg9/KYlNIqEee4TqdHFSl7vV7gHIFgU2I+yzwvndd8bliYQHu2KNFjjiO/h/dR5YMcPz4DrGCpVSA1NxSARW4mk4kVbVFC0G63rfKiPu981tlwdDAYYG9vz+Yjv7fZbJqsjURa79ODkBjNOZuXY/VlkEwmrQoii0ekUiksLi7aGq/PPde3QqGAeDxujgjm3bVaLdTrdXz66af27PM6GcXkeuzh8SThyY/HMwdusopQKIS1tTXbBFgIgQYCy2hr4zzXG3+aoJImejopL0kkElhZWUG73b4rr8E1rhVq8KjxrAYAj6eGEw1BlapptAVAwPOpP5rL4jZT1HMC7i7lPM8DrhElRhj0+tWbPk8WM09/rgac+/2uZ3reOfGYriGo1+l+J8dE3wscd7jXe0ljnOei8kP3+hhh02dCx5IEWKM9NMIYNdAS0TpmvFc0fvX+u+Or80rvOSvA0aClEcX8vlqtZsY3ozpagYvHvVdEjtfOKnGU55EA6rxTSZYrcdTooMoeSTy0fwmNeXfeqOSORJ9RWI6Ljtu8ue7OU31edF664z3PAcBnViMiGhlklJFw5xq/f9556vwnuF7omHAc+d06j90xU5muzjn3OXOdDyT6Kifm9+s56TzneFAKxznZarXQbreNnPP/j2K/0XF5mM/r/5lTy7xR5jixCWk8Hr+rUTX3lWg0avObc52VEFnC28PjpMCTH49TAUoKPvroIytNGo/Hkc/ncfHiReTzeetxMRgMsLu7i2q1in6/b4nXmmR+GqHJuVtbWxgMBubBp6evWCzaZqZlnYHjfBaXBGjlLCaea+8Keqzj8TgKhQLC4bBFNei1dj1/mrBMD7lu1q6hTA8uDRPtreNK9BhxcDdxNf54DjS4KOHivNL3a8ld18jnufGcKXVSby3PnceiIdnpdOxzTBhXQ01JAceaXld+p5I7fpcSITVe9PxVo69khEY4x88lsDRwSHYZGUilUhiPx0ZSeP9ms9ldsjz9IRHhfNrf37djUDbE3i163Xpfer0e9vb2EIlEUK1WEYvFUCgUrAyy9p5hhSnmFjHSRakZC4noNTPSxHumEUUalEoANGdNx1fHQKWCbjU2fi/HhwY3jXdKVJW8s3eKEgRK59RRohFNSp0o9+L914grwX9zHrlrh/vMqsST94vXxeeY4z6PHGm0gFEiJfoq03O/l4SIzykjgUqcptOpRcCUzGrEmesp87wmk4nJ2jgvtVEp95dH5Whzo+RfFLyPpVLJ1lbuAUtLS1hdXQ04hOg45DPGa9CeXG6hFq5FJD9Kij08TgI8+fE4NTg4OEClUgkYyS+++CJefPFFrKysYGlpCZcvX8ZgMMDGxgbK5TIajQZu3LhhiahuBazTBMpeQqEQNjY2rJAEx6pYLFozuhdeeAEXLlwwA4YGMQ0HVuiiQU2Dlka1Fp6gFCeTyWBhYcE8hCRiNCBouJFwsHdPNptFPp8PkDc1kF3dPM9P+xC5kY9UKoV8Ph/wnrvGnOvN5+fUCAuHw1ZUgknkNMD1t0rF3OIONLDUIG02m9aYk5XH3HPS5HhG2pjErsY3x5T3SYkmpVgsiOD2HGLUlNeiUj7XeB6NRqjX6+j3+4GIUDweRyaTscgMCQWNez1XGvs8LqO87NmyubmJWq2GTqdjlaI08sF7qLKodrttRJLzvVQqodvt2jzI5/Mmi+p0OqjX69jd3Q2UHc7lcrhw4YJVSeT5azltVkKjnNRtokqpk5JQNwmfY0BCy2vUueJKKNUIdSv70VvP+83nkfdPDVq+RtJGCRqNV5UJzjO6SSbnlZLXnDMlXG7kSgki30epGn+4HpH4syCEznkSbyUsnNcEyc/KygoSiUTgucxmsxbNarVagRwuPmvsV0Vp9Y0bN3D9+vW58l2dn48C86LQnweugbFYDGtra1hdXbWGxvF4HOfOncOlS5dsDR8Ohzg8PMSHH35oaxKfO0oc9dh6nfpvn9PjcdLgyY/HqcG8zYCVdVi2GcBdRkE2mwWAgOGtnufTtnCrQa/o9Xom82m1Wmg0GqaZp4SE0RJ3jFwpCaGeZo2y8L36Pvfz7nvv5eVUyZ4awZqsrPIp9TKrvMf1LM8jRLxW/TeNUVfypNeohr2SRODYm+9KUBgBmidtcQ1BV56kx+dn3evn2GkUSbX888ZB8xyUjPG97nnRUGQRATYfpUE9nU4DeSyMRGn0ibkDvV7PvMgkcffK29Pnlsa2gh5pevN5H5krxyIMOpf0uXGNdY2A6Wf0h+PH30oG3Dl/rwin3if1zruRS40k6Rx2C3vca06584fvdSOjet7ub52LStTdZ0Pnl8pPNcLkzkeOnUseCXfc3bVAj8Xnl+san1GubZwrbu4gc5J6vZ5FIxk5fFBS8jig+V8qlWTkO5vNWgsELb7RbDYRDoftOWi1WlYCnFFYkvPTrJTwON0IPYte7lAolAfQ+Nw3ejz3yGazOH/+fECqEovFcObMGSwsLFjkYTKZmIeZspdWq2WL/2ktjqCgPInlS9kTiL1XMpkMFhcXzZPP/Cluqsz5ofxBoyXciBlNUCOSEineC3po+ZPJZMyb7Ro/wLERRQ8xDWotyaoGP3B3Y8Tp9LhwA89fS2mrwaS/AZhhoVIkNzrEa2aEIJvNolgsAoBFDjRawVKwavC6xjLPgbkHlJowYV4T4mnMMZqg9y2VSlk1M81V0ZwtRpro1ddr5XFUoqU5OUS73cb169dRrVbNUJzNZjaXmGfA6AUT67e2trC9vR3wtmu0cR4YBXEjVzrXM5lMIDdE5wKjYLPZDPl8HoVCAel0GleuXMHKykogiqc9s7hu6Dxj5CcajVqUUCM6hM4teufD4TA6nY7lOLKaZTQataprrJ6nkRuda9qfiwUbNIqqRIJjwedSX+e4RaPRwFzSXBr90VLVjNK02207VyU2/KGslONPksxCAhqZUjmn+8OIplYs41zgek+pMwu10OBnlIvn1Gq1sL+/b3OWREjnIsfqUeb0PAwoYWPpcUZ4OBaRSASFQsGeMT63h4eH2N/fN4JHtQD3xXnFOTw8TiAKs9mseb83+MiPx6lGu93Gxx9/HPibNv+kERSNRq1fRb/fNy8lvc3PA/nR3BvmbqgRUSwWsb6+jmQyaaWyaYSpxAU4rkREg5k5FW6FMzX0qBWn3l7lWuq5BYJFArTxpm7G9OaqFIg/2qODx1eyxM1/XhTDlXSwGp0SCpXw0cCjt5iRNPVC8/OajE6pFEkGv881rOZ5+OntVaLJcea90XPlOTJ3Se+FSw5ZoY1V2pgHAsDKDGseBA1KNh49PDw0g3Y2m6FYLKJQKCAWi6Hf75sXmn2YdnZ2cOfOnQfyplOudL+5zlLWBImK6y1Xg3swGKDdblvVK45JNpu1nCaSA0rJ+MPnIJfLGbll8Qi3UqArF6OUkc8L8+fi8bj1pdF5Mk9GR4dAOp22Z91d15To62/eX46NOx/dCBBwTCS1ciFlt3qOGs0i6eV85flxTeZx+Xl91vi3eXlRCj4XzI/T3l3tdhvtdjuwrtRqNWxvb6Pf71t+GVsJnNTIB+W4i4uLKJVKeOmll4zsc67xN6skMhf2nXfeuat3nIfHaYMnPx7PHSaTCarVKjY3NwMeXODY68oGfYPBwLrIU4dOr6jbIPQ0QuVD1LYzEZid0ElUGBGiN117p9CzznGaF02hcU5DW40deqa1uhINJELJhMrs6L10jUxGMGhUajEHjd4oQeD5qnyH73GlQioV00poPAYNOu25w3FQo1JJnZIxgiTNjZipQarjoZ/l+GiUi1DCSHkYx1KjdbwezfPhedFIZIlgStbU6NbIgyZTk1QyUvAkoNfDa6K3G4AVSSDpi8Vi6PV6qFQqGI/H2N/fR7PZDBB9lgvWPmRcP5jfxLmjBQv4eeA414ZjQzmg5t4Bx8+KOgt0ztBY16idRhJ5H5SU8HuB4wpxAAIVM/msaP8pFkxglIRzXntWuXJTVurTcx+Px0baXYKvEkC+l+etzYN5TK7hen1M6J9MJqjX60aKeUzmgFG2qY6BpwVG1pTQalGYWCyGlZUVi1gyksa5rOuLNrxlbywPj9MOT348njsMh0Ncv34dm5ubAaP13LlzuHz5siV+MlrBDb3dbqPZbGI4HKJarZoxx2pxpxFqbDHJVaUTaiBls1ksLS0hHo+jWCyiWCxaFTlWA6IBzmphbg6DklCN0lB2paVraaiptp35IjQMZrOZGSwqdVLJjOYTMOIDHBtfSloINaL0OEq4NDKlhiBJA40sJVU09FUqRLJBWRivi0YrDWlG4fR1HR/g2LjXiA7zZ1SqxEITmk+ivVfcIhf8LOVdPG92cS+Xy+h2u6jVahbx0WgXz4HElxGWR10h634g0eS9528SEUa9RqORRb8YGahWq7YuUKLGc85ms8jlcjaeHH9eF+cWHQhsykyDlHI5Rhnb7bZF3txS2CyzrM+Vkp9WqxWI4rGggVYk1IgpyRHnjcri6NjQ4gSMlNMhwrL3JBecqxpxpQRvMplYfkk8Hsfi4qJF2DKZTED6qYReIz88PuWInM+c/xxTAAEp3u7urlUF3N/fD6wLKgHTaNLTlLbRQZfJZFAsFnHx4sWAvFgj9ny+ut0udnZ2sLm5aZFvzkFeG6WMHh6nHZ78eDx3mM2OmoC6FaBY8YkyKRZJ4EbnVjrTxoLqpeVn5v37WYR6/+/XjI5VvhhJ01wKGlQagXAJi0ox3NwWjdCoDE29xsBx1ITfpbIfNxrieq3nyWTUc67vdaMrPD99rxIDSuk0uuRGWzRnRhPotTLYvSRvjILpdeu1qByRUK87P68RA7dQBb9LCZw7ViqVo7SKOSn0+rvGlZ4rCZDmeTxJKBEltCy15mLRsG40GiiXy5Yb0e12A8fkNTOvsNfrBcgrib/7DKhcja8Dx1EbzmG31LrOBZ2PvBYekzlRvN55z5M799VZpOdJ8Jw1SkNpmVsQhL9ZDIMRomazaX3aVKrJZ0ifKZ2nAOw98xw0+qzqDyMf/O56vX5i12y9dsoJs9msla3Wa+YPiQ8dCpVKJRDF8vB4HuHJj4cHjjb/er2O69evWxU45h5ks1nzai8sLJh+v1gsYjKZ4MKFC+bVpOdMS+Syu/dpB3tbsGJWrVYz40y9tOFw2Lzh8XgcS0tLyGQyVk1OiZF6ndmPQ6tAqSxMpWhKPPh/3hc1DBX8Lr6XhtZ0OjXjklDPL6+L5Ycp+9HojUuGSQzpzdfoBg0+lifmsdUQ1MRjjfBkMhkkk0krOECvb7vdDkSGVDKUz+dRLBYDJIRyIDW+1WBkpIeec5b4vnbtmsmI2IeHhuVkMrEIGN/D+0cJIOWJTyra80WgyfGHh4c2liwi0Gq1rAfKPOfAcDi0XK9PP/0UlUoFiUQC+Xzecncoa+M6Qa8888MIjZDyudJS2hw/fdY0oqXGMcmHPj+89y7B4jzu9XoB8gYgUNwiEokgl8tZTg2jPiSySshUpkXCv76+jvPnzwfmejweB3DcJ4vRDOZiak6SRme0DxDze3SuskJbp9OxNfokFCtwoVG4QqFg82V5eRn5fB7ZbBYrKyuIx+MWZeUzxWeYkTctNe8jPB7PMzz58fD4DNVqFfV6PWA0ZzIZnD17FplMBufPn8f58+ct+Z+GBg26druNRqNh2ml2+KZxe9qhPWTuFy0Jh8Mmi8tkMmZssJ+NKx+jEZZKpVAsFu091PhTavR55Id5SjTcaVSpQU/QeABgMhoeh0YejUgawYwoDodDI9Dq4VcSFI/HA31EtIkkDT9W00smkwFDheSMRIvGMOVRmUzG+m+MRiO0Wi3U6/UAoVfjmJIsGoSM2FDKybHUSnA8R57H4eEhms0mPv30U1Sr1btkdzRkSb7oiVYplIuTYoRq5I0NTYFgeXaddy5IZEKhEJrNpq0fL7zwgknhFhcXA++lI0WJCQC7zyqlpISUuXWuo0GlnKz2pnJefV2fA65ZlOIBx5UJef2UQ/K9mUzGel4xiZ7kh+SFBIbnwrkVCoVw5swZLC0tYTKZmMSY40qnUzqdxmAwQLPZDMhwlahNJhOTuDWbTZTLZQyHQyvZzIqelJnqM3rSwOcmFovh7NmzuHTpEpLJJFZXV615N+/P7u4ubt68iW63G6g86Ea9TuJ1eng8SXjy4+HxGTTKQLBDfDgctsTtaDRqRgqNYkYj6KFLp9O2wVCvD8zfhPTHTbh+1nC/JGDNQ6BHOBQ6KiWbSCQCjRZVVkajm/kJmsfiyrpU3qIJ1W41LfWKu0TNJSr6Ww0HeslpGPO7XMkRDUz1rqvsZ57kiNetpEPPhdeq36c5ETRo3agY/+8muWvjTX2Pe906Li65JMHUKmd6rpwf856zZ2GuP8wzyc9SAkcpYDgctmgKiQtJPe+Dyu74N84LAAFSOm+u6njzM7xX7jqk+UFK9Pn5edEtdVC4cwSY3yfInbeupM51Ruh16Bzn+GjUlGNDRwTLT7OIBp1RJ7FPjY4B1zhGvFkBkfOExUT4bwAmq2RO2Em7Pg+PkwJPfjw87oPhcIiDgwPUajXUajVsbGwEDFJuTpFIBIuLizh79iwSiQTOnDljJOnMmTMBzft0OjUPJKMRTCDn+zSKclqgBhmNkWg0ilarZXlCJI/0EEciEWvEl8vl0Gw2kUwmkU6nLSdrOp2a7EeNNEqp6LmmQaEVrNQgnWdAAseyNpc88LtU1sc8BTX4GNnh5xkhonyIEUQlEtpvxJXYkbwVCoVAHlA4HEa9Xkez2USv1wtUHaNB2Wq1LPpF4s4EfSbha3EJGqcAAuOkxIuSUHrlM5lMQApFI5tSOhrx9yPKpxU6/+/cuYN4PB4oyMEiBEoGuDYAwZ5UdMow0jKbzawBJecQCbpGJpWE09nACAzBNYiROd6rZrNpldt4LVqQQAsu8LhaqY0R00gkYgn5muM2GAzQaDQs+X5eaXka9TT0m80mDg8PjcBzne12uxaVcnvT8LpOGhjFSyQSOHfuHIrFovUhUrlvv9/H7du30Wg07DkEjloUVCoVu38eHh7z4cmPh8d9MB4fdbwGYOWxFZrTcuXKFSM9pVIJuVwOk8kEi4uLtjHTgKxWqybrqNfrJg/hd6pm/TSBmzeNJOC4p5AilUpZWWA268vlcvZaPp83I50yGjXo6OVlAQaWgmWSt1sSGDiu7KXnqQnG6n2mUUXjlCSY+WFKdJjMze8AcNfflJABsOO70ROSrEwmYwanVs2icUujcDa7O79IDV7gmJzp+CWTSUug1mIISvrUe8/jMf+E1+hGHk6iwfkkocYryTmls5RKkgDRIcBompITtzACyahK2Wjwc96T/LhNPCnbdCWizJMBjiPb3W4XnU7H5jfvK+V7dNpoZUIel9EcEiPOGcpK+VxRisbnx83F43cwctNsNrG1tWXzmKRNz/9ZASVslFuvr6+b3DcajaJareLg4ADD4RC3b9/GnTt3nvYpe3g8k/Dkx8PjIaDRhlarhd3dXSSTSTQajUB/BW0yCBwZHiwBzWpxvV4PmUzGEnOZpMpo0L0Sqp8GNLLxODz4JH/0ktMwYiQnl8uhXq+bB1n75xD0NGtXdxpgKpdRaZhKTphb5HqueWx+l5aXdWVnrqRN/+82XuVYklDx+lWix2Ow7LQSOTUYO50OGo1GwMvvyo94LTouJDPMO9HvZU4QI3YkVPV6HY1GA91u17ztbtU8j3uDVeI451Tu5FYt42vM/dEKaCTCnHtM7GcUj/PCzVXUKJNKNVUeSnKUz+eRTqctYs2CDFoog9Fb4Hg+8/uB4xwyOoRUJsn1Tdc9Eh2V8fH6mF/J6JlGf07y/NP8PiW6xWIRpVIJyWTSirsMBgNsbW1hOp2i2Wzas3a/Jr4eHh73R+gkLxD3QigUygNoPO3z8PAAgh5UyqtooKg8ZGlpCWfOnEEymUSxWLTNjUYIKw/RyKQ0am9vzzyuNGifNrS3yOOQMGl+jjYqpDyHMism+bMyGj+3tLSE5eVl6zlEORqNMuZU8DNKeuZ52GlYdrvdu6JGmruglbS0wpYmnlOml06nASBQ7Y1zhTkhjMIwYqXNHOnlJ+HSaMDh4SG2t7fNsGZiuBZnoGHKqAMrG7IQBHBkvFJKp1XPlLRp6Wt9/XmUtX0ZMGKmcx5A4N+8t7lczqKYqVTKDOalpaVAWfJ+v49qtRqo/sbI32AwQCKRsD46PL5GZLTaGqOAsVjM1q1+v2/rkkam0um0FfrQXD3OW3UMkDwR/AwlabVaDf1+36qx0UGkVQ5JhCjN03l5kudfJBJBNps1knPmzBmkUimsrq5ifX09UHFvZ2cHP/nJT9BoNALPmjt+Hh4ehsJsNmve7w0+8uPh8ZDgZstk2nuBZYVnsxkKhYLJkWhYsEqY9uFIJBLWmHA0GpkR83lOi8ft1NAowuMADSEAc6UrjDywclgqlQqQmHg8jnw+DwAWqdDz1lKvWh1LPd1ucjZzE+i5dskPcBwF01LZehzeOy3Pq5I3lfdo1IYgYWH5Xo00KXljcQ424a3X65YfovlLoVDIKnQxx0f7sLC8c7VaDeQE8fMeDw9GJj8PjPIw2qLRZFbRI3GhjJal3Tn3KA0DEIiQaHQSQKDoiD4T6XTa1i7KKjU/jQRKZXGc7/rMkCgPBoNAnx6tNMi8yFarhWq1amXT3T5KzwLmOVQoc+SYptNpLCwsWOU/NtEeDAY4ODhApVJ5Wqfv4XHq4MmPh8cTQrfbxd7eHmKxGBqNBjKZTKBgApNdI5Gj7uSrq6tWEY1RoLW1NTNKXeNYowHMKSBpetReUBrHrnGu8q7HCTWu2u22JVmrbKfVapmHnNEMN0rHsdZ7oA0ElfioFIiGJs+FxIVSNY3SkKSpLA4IkjqSWt5Xevn5GgkbPe3qWWceh0os2+02arWa5VDwvTSG9XqYg8Ukekb0+B5KpXjuWhTC48mB948knJW+eK+VqHB+zGYzm8sALJLDaB+JMIk68020OAijrdPpFOVy2Yzw2WxmxRZ0LnIOcy7qvNE+O5zLmvPG93MOs0kuc9mexUhHOp3G4uKiRfgYZS2VSrb2cC84ODjAxsaG3evxeIxKpeIlbh4ejxie/Hh4PCFQyqbRBODYIF9aWsKFCxeQyWRw5coVrK+vYzQaIZvN2kZI44DyFTVy2Ml7NBpZzyKVRj1KzDumSz7uZyC7kZCH+X43GRwAKpXKXeOr3728vIzV1VVrXMvkflagYv8MGoc8V3rAaSTy+7VUtCagM7eHnnp9TeWLGo0ZjUbWuT0UCllxBPY06na7FhmcTqeoVCqo1+vo9Xo4ODiY27tECbILJt67Y6U5Gvpvj6cDFhxgdNm9Z/qTTCZRKpWMzLt5Qiq31fLZmUzGIg8apeR8LZfL5ri5cOECstms5SbyGSC56fV6Rr5Z3IXkyS2YcK85p7lw+vqzhGw2ixdeeAGZTMYKt8TjcSwuLlplROYs3bp1C++88445UTTHycPD49HBkx8PjycElXLNQ6/XM0lHp9NBu922ks1uqWRKu9RA0NwUGswsEqBJxdxQ50VuHvb6SBK+6Psf1fe6x7of2aMsjJ5nRoVYHIESHM2h0cR/PT4laFqQghI0jdgAwcicerFJ5Nh7hPeM382/Me+r2+0GyBRlRyyVfr+Kavca82fRqHwe8XnPqxIgOgVUXsaokRYoILGORCLodDpWrU8la5RDNhoNyz1h/iGbjWoOHdctRngYxSF5U6fNaQDJm5YN5/Ofy+WseqVGVdknbjgcWtNfjs+zGOHy8HiW4AseeHicEDCxOBqNolAoIJvNWkRHpVWRSATr6+tYWVkJ9GNhNABAQF7CCl3U0o/HY8sDYQ+RR1VE4UnJ3h4WyWTSZG/aaZ6Eg/IUbTaoUjZXoqhFAoBgEjuAgAdXiQ5wPGaU+ri9hFh5jd3qlRwxj4O5OPTCezzf0MgO+we5+WdaKpvRTcqwgOAzrDlD7EnEXEUW51CHg8oytSCBRqxP+hrxRaFrxPr6OtbX1y3nkGsEx79cLqNcLgeisipjrlQqODg4ONHFGjw8ngH4ggceHs8KmKcDAHt7e/d8XzweRyaTwdrampVJjUajSKfTKBaLiEQiZqTQYGajP3Y95/dpGehHgWfFoNGxvh9IdJj/QEJEchOLxbC4uIh8Ph94neRII0MqRWNkj9WwtGO7estZ+YrHIBH28LgftJqhx+MFiWQsFsPS0hJeeuklpFIpLC8vW2U8rsEbGxvY3NzEYDCwgiQeHh5PHs88+clkMlbVid2nPTxOM5jMXy6XA0n6yWTSEp/dBp7AUTQik8kgkUigUChYknyhUAhElrR8MXtvsKIYtejPC1SqqF5zla6xT5ObJM5okBYJ4G9KXGaz4z4+2tuEUiUWUdDKWR4eHo8ffN5jsRiSyWSgCiTz/thfjO9Pp9MWheXaQFkbczEpY/URWg+Pp4dnXvb20ksv4atf/SoA4P3338f169ef5ql5eDx2sCoTIwtaQIGGNHvDZDIZXLx4EYVCIVD1ieWLWVWMJbYpgWNxhuFwiEajcVe/jecJWgRgXnI5CY/7dy1hreusVlJjnhRlRUqS3IIFp0kq5OFxkkHpayQSQaFQwNmzZ61CHktUX7hwAcViEf1+34rLMJew3+9jZ2cHjUYjkN/k9inyz7OHx2PB6Ze9pVIpq05DYxCYX03KLzQepwGs+nSvfhes2kQv5NramhnZ1J6zyhBlWyxZyyRlSrqYI8QkZiZL3+u8TiM+j3Qwd8fDw+N0gI4kyorz+TxSqZQ1V85kMlhfX8fi4iI6nU5grazX6+h2uzg4OMDBwcHTvhQPD485eObJT6VSwUcffQTgKMk7nU6jVCrhtddeQ7FYRL1ex/7+PgaDAfb391GtVp/yGXt4PF5QqsaqSrdv38bh4aE1QwRgVYVSqRQmkwmKxaJt9MBRwnQmk8F0OsXZs2cxm81Qr9exu7trm7wm7/P/9GoOBgOrMOfh4eFxUqGFTDKZDDKZDGKxGHK5HBKJBIrFItbX160wSiwWw2w2w/b2NjY3N9Fut3FwcIDBYIBWq2V9x+7X8NrD4yRB1Qos/vNFmy8/q3jmyc/+/r719EilUsjlcrh8+TJ+//d/Hy+99BKuXbuG9957D/V6He+++y5qtZo3yDxOPUg+Op0O6vV6oOcNcBzNyOfz1i8mn8+jUCggHo+jUChgNpshFouhWCwilUqhUqlgY2MD/X7f5BssqMAcFso/Go3Gc5cf5OHh8ewhEokgHo8jGo1iZWUFKysrSCaTWF5eNjLEJqWUt7ZaLfzkJz/B5uYmOp0ODg4OrKKdVnHz8HgWwDy2WCyGdDptZe+Z93sa8cyTHyZi88bFYrFAs0BNFE6lUigWi4GbORwOzUPu4XGaoD197gWSlk6nYwseSymzseFgMLB+IAAsCZi/KYdjbxF6jNyF0+0tpA0M/fPn4eHxOEAJ27x8PUZ9WDEzm80ik8lYmXraEpQD0zvOao3tdtv35vE4dXge9uNnvuCBgt6bQqGAl19+GYVCAY1GAwcHBwiHw3jppZdw9uxZAMeG4ccff4y33nrrnvkTHh6nGZrzE4/HzetDsHgC/8amh/SQAgjI3+gtYm8aHiMcDqPdbuPw8NBeo1yOkSMPDw+PR41cLoeVlRUrVKDVMVmVkeseC8n0ej3cuXMH1Wo10B8JgDl5yuUyWq1WQO7r4fEsQmVvlIAygPCM4vQXPFDQoOp2u4E+KZT3fOc738Hf+Tt/J9DYbTab4b333vPkx+O5xGg0um9PIeBYKsd8OspL2SSU1c7YRJVGAIsssI9NtVrFrVu30Ov10Ol00O12LfLqyY/HswgW1fE4uUilUlhdXUUqlUI2m7XmrMzpYQGDSCRidkGlUkG1WsWNGzesEIwnNx6nFaoSeV6quZ4q8qNwN6TJZIK9vT188skngbKy3W4X586dw9LSkpUH7na72NraQrvdfkpn7+FxcsBniRI44KjQyNbWFiKRiElK2JBzNpsZ4YlEIkin04jFYphMJtYvgz2HWFmOHeIpldPcJHY/1+PTSNHz80bo48G8yplf5P1uftm9MO819bKf5BLfJ/W8Tju0FDUbjLLJMAsSsL/W4uIiCoUCksmkVWwDYGWoo9EoEokEwuGwOUQbjQba7batPf4+ezwLyOVyWFtbQzwet15xrEDoC3AEcapkb/dDJBKxRVBx6dIlvPbaa8hmszh79iyWl5dx48YN/Ot//a+tipyHhwcCfYRSqRRSqdRdRup0OkUoFEIulzPP6srKCrLZbEA+QvkJADMwBoMBms2mNQyNRCIYj8eBPkOubM7tieO9sw8H3k/g2LAnkVVyei+QCFM+ARznevGY2tsIQKAhL//G+8/XffL404P2rDop+XnxeNzkutlsFqVSyf5WKpUwnU6tT1kqlUI+nw/k/bRaLXzwwQcol8t35SICCMhx/bri8azgjTfewN//+38fy8vL2N/fx+7uLhqNBt5++23cvn37aZ/ek8TzJXu7HyaTCcrlMsrlsv0tFAphZWUFa2trWFpawgsvvGA5QZlMJmDYAd7D7PF8Q6Mtg8EA9Xp97vtCoZAlCCeTSdPTs+lqNBpFLpczQsTnq9vtIpFIWAGFaDRqXdI7nY4lGvP9NMQYpv8iz6d/dj8frpRL9eD3k3m5DV41T8KN3riNY+cdRw3uBz1nj0cL9x497e9mzk4mk0Eul8PCwgISiQTW1tawvLyMyWSCRqOBwWCAWCxmEWddw5rNJvb39625s58/Hs8C7tfLMpfL4dKlS1hfX7e+l8x18wjiuSE/8zCbzbC3t4e33noL2WwWH374IYrFIiqVCuLxOF588UWsrq7i0qVLCIVC2NjYwM7ODvr9Pg4PD9Hv95/2JXh4nDjMZjOL4rCSYqVSCchLGPlxDRsWVFhYWEA2m7XoUDqdtlLcTMRkaVmtLKcRIBo5/BujSyzOMBwOTUr3vOicvwhcoqLyws8jloz88f9ufqX+3T0+X+PfWF3ri5Cf02y4ulGwpxGFeJzfqXmDiUQC8XjcpLH8zb9Fo1FEo9FA5Ifkhg2Yq9Uq+v0+tra20Gw27fhqKHa7XVSrVYxGIx/V8XhmkMvlsLq6imQyifPnz+PcuXMYjUbY2NhArVZDOp3Gj370IySTSVSrVVSrVbTb7Xs6Kp9nPNfkBwDu3LmDvb09hEIhk/Tk83m8+OKL+NrXvoY333wTv/3bv41IJII///M/xw9+8ANUq1Xrc+Lh4XE3+HyEQiEcHh7elQei/yay2SyWl5dNm5/JZBAOh63ZKgCLBtAInEwm6Pf7JoGjEcxy24wMTadT9Pt9NJtNDIdDtFotNJtN60nkyc8R5pGIB5Gd8T5NJpO7IuYPcg5eanQMRk0BBAqKPCk87pyraDSKdDqNaDSKYrGIXC5nZafZd6RQKCAajVo1Nn2dRVMoVavVamg0Gnj//fexv79/lzSX10Tic5qJs8fpQrFYxBtvvIHFxUX8+q//On7jN34DrVYLf/EXf4FPP/0Um5ub+NM//VM0m03bI+kg9AjiuSc/7Eyv4MKom3A4HLZFMhwOI51OBwwufsZPMg+PoMH0RQ3ncDhsSZm9Xg/dbtdyTRgRom5fown6XNJDTm8vIz6z2QyRSMRkdCROjBrNO3/3WtRwcv8/73PPO57WWJBYc664c0T7t/j79eDQvCz+f56Ecd6/5zk9kskkstksotGoNRUl0YnFYkgkEpZ3pveTkcHhcGgyW/Ys63Q63kHp8UxD82r5zOTzeXvuVOnAHzr2Go0HSol/LvHcFDx4ECQSCQupr6ys4OLFiwiFQtjc3MTu7i4ymQwuX76MQqEQKNX785//HLdu3fIbqofHl0AsFkMqlTIPcLFYNKeDJsm7Bq3qnc+cOWNVG9mokIYTNwbNEZpMJmi1WibPI1EiuWLEiF5iSu36/b6Vv9UfrQzF3xoB8ZWjHj00H4m/s9kslpaWEIvF7F5FIhHk83kkk0nU63Vsbm4+E8YxSb0r53waiMViJj1jqXsSFJ4nSQqlbPrDZ1OfZS1IoLJVRmwHg4FFdthQVI9PJwbfOxwOMRgMUKlUfIUrj2cSsVgMv/qrv4pf/dVftf6V4XAYd+7cwVtvvYV2u41z587h7NmzGI1G2NzcRK1WQ7PZxM7Ojm8d4QsefDkMBgPs7OwAAG7evIm33noLwLHH9+LFi7hy5QpefvlldLtdNJtNdDod1Go13L592xs3Hh5fAho5ZXPBz0MoFEIsFkMkEsHy8jIymQyAIykNDTU2cB2NRkgkElZyO51OYzqdot1um5yIRtRkMrEqdO1224wv/m632yYt4Pv08+4awGiDr1r26KGkh0ZCNpu1pN9ms4lWq4VYLIbV1VXkcjns7Oxgb2/vmSA/T5vwEBxfOhby+bwlU7NPTiwWC5SdJhmiAyKXy1kxId6zTCaDQqGAcDhse+lwOLSCBd1u13Js9/b2cHh46IuaeJxqRKNRvP766/gH/+AfIJ1O27P0ve99D3/8x3+MW7du4aOPPvLFuB4Cnvx8DubpnQeDAXZ3dxGLxTAYDMx4CofDWFtbs1LA0WgUjUYD5XLZ5xR4eDwgvshCzmgKcPRc1mo1a3TcbrcRiUSQSCQQi8UCndi1Ag7Ji5uXpGW9KZlj52sab5q8P5lM0Ov1AscCjqU+KrVyJXTu9bKog+YsqXHvjgHPQyuyzSsfzcRxfk4rsyncPkruvXDzq3gPtFIbJYg8ln6/SwTdqnDziK9e37wfJsdHIhEUCgUUCgUrqkHDvFAoIJfLodvtWm+3eXOKRJbzS0shu/dL/zavVPgXhRvB4r8pzb5flT0tiODOBZ6L5rVyrFxpmn4v5xrvVSgUQjqdtr1NZWkaBdKS0vxOPRafQTocEokEarUaQqGQydXoYBgOh2g2m7bH+gIFHqcF7DmVSCSwvLyMbDZraw+flw8++MB6V0UiEdy4cQP9ft+TnUcAL3v7EojH41haWkIqlbKNMRKJ4MKFC1hbW0M2m8WlS5eQz+fxzjvv4I//+I99tQ0Pj8cEGllMnKa3WXvOKCFg/hCrR+XzeaTTaSSTSesXwqILajDSENN8QHqz0+k0+v0+Go0GhsOhSYPUoFTjWc+F5As4rkzXarVQrVYxHo/NIIzFYsjn82a08pqYtxSNRi0ZXAs+8PxVzquV2VhhSw3h0WhkxqmenxI9RrsajQZarVbAYE4kEkin05aTMRwOEYvFbN0cDAbodDqYTqd2r0g0lLQpgaRsit/BceBn1OkUj8eRTqctj6zX6yEajWJxcRGZTAbVahU3b95Et9sNkASSh16vh3q9jtFoZHkkOhbu/aNzi2P9IFE+nSMk6pzL4XAYrVYLtVrtnsn58Xjc7imLf0QiESMknG8sHkLpWbFYtEIKAALV1jSy0+/30e12AcAKEqiEU6ux8Yfzljl2sVgM0+kUrVbLcnK2t7fRbrcDclFN0ua/6Qig7NQ7Ej2edYTDYZw/fx5nz57F2toavvvd7+KVV17BaDRCv9/HYDDA97//ffz1X/81RqORrVG1Wg1bW1te1vb58LK3x4HhcGiyOCKRSODixYtYW1tDoVDAiy++iIWFBWxvb1uzP+DungXPIvn08DhJ0GTP4XD4QJ+NRqNYWVlBPp9HNps1g51kgP1EaJDSmFPytLi4iGw2i36/b9WnaIBrY1ieK3AcDSF5cXONYrGYleHm9cXjcSv/reRnOBzaeWUyGTsH9i6h5Ig5jKyeR/LDClrA8frEJPJ7FYVQuR+vSyWIyWQSuVwO4XDYcm604W2v10Oz2TQvJ410NwrHc+K9SKfT9h28RyQfvEa9d7zH1M2T6E4mEywtLVlFQt4fRtm63S5ms5kZGRp9034xvDccB42cuJEiFxqR0/lEMkEiNxgMAlE0F4y4cC7wHEnAlfxQ7plKpVAqlQKRL0Z2EokEksmk9c6htDsUCmFhYQH5fN6qLE4mEztndTQoSeH5kTAzKntwcGAEU73ZHh6nDW6hD65lpVIJq6ureO211/DNb34zoFr4/ve/j/fff/+ZkOY+i/Dk5xFhMplgd3fX5AAsjPDJJ5+g3+8jGo3iK1/5Cl588UVLsmZS5p07dx7YaPPw8Hh40NCdTqdWuIRSHiZx09hmwvVkMjEjLxKJmDd9NBqh3W5jPB6bFCgajaJQKFieg1uxikSLkSEa1CQQNDJ5XiQ37HOksqxYLGZVsxi5oWeeBCMej9/Vc4eGqlbTA2BRARrIPBdGmdLpNGazGZLJJJaWlgDAPs/eK6FQyKpu8fzYk4UJ7moYzJPaqaRMr4WRNVeuOJlM0Ol0UKlUjBAPh0MkEgmsr69boRo3UqjfRZ39aDSysui8PlfWxSR7EgzN79J7SqLLaFcikbDr4LXw2Hw9HA5jeXkZZ8+eDRAuN8+J5ENJGo9FohoKhSxKyRLSzM/hD0liKBRCt9u1n0ajgel0inK5HJAFMuJGBx/HhPlx9FqzwmK73Uan00G/30e73Q706PLwOI0oFov41re+hfPnzwM4LrnearXQarVweHiI733ve/jpT39qDq9+v4+f/exnPkf0McKTn0eE8XiMW7duYXNzM+DtZTW4dDqNv/23/zZ+7/d+D8PhEHfu3LFeBOVy2ZMfD4+ngOl0agnxoVAIu7u7dxnT6rFzPe/ue/l6Op1GLpdDMpnExYsXsbKyYuRDjWdKkShbosHMSndKlLTxY7vdNikU3xeLxZDL5QKRHwAmpdIkcgVzLDRJnbI1TWIfDoc4PDzEdDpFKpVCNpu1a4rFYnb9NM557pSdUZZGCRQ17pQ30ZB386PmSeEYzaFxz8gRcER+KpUK3nvvPavuNx6PkUql0Gq1sLy8bBXGtDCGShy1IS5Lx0YiERSLRSO1JHeDwcAiF0p0tLmuRpQGgwGSyaTJzuLxuDXzJRFVMqBE0C377lZD5L3g+fM3I1yMbur5MdKkc7nX66FcLqPX61mTRBYCYsEBPcd5ioZ5+VtazU3zqDw8TiuWl5fxD//hP8Rv/MZv2HM7GAzwH/7Df8Cf/MmfYGdnB++++y5arVbguaHzwOPxwJOfR4jP6/Oj2m712iWTSZM2UFIxGAy8ttnD4wngcSRQ05Cmwdvr9awDvT7/bvd57UlEQqFJ65oHQYNaj8f1x81D4WuUoKlBStkcjX6eNzdqRhxIqAaDQSAKo7Ixt5S3yvI0H0Q3eUauSGS4Bir5cXOOOJb8jMrvAFheSafTCeTpdDodpFIpK3pBosDIia7BHF+dHyonIxHVa70X+dEcKUoNKTFjpJGkhtet36tRLY3s6PdyP9EojELHmxJDjQLq+5nnwx9GRTudDlqt1hd7CDw8ngNwLeTaQEcC145cLmdOJbX/uKb2ej1Uq1XUarWnfSnPFXzBgyeEWCyGV155BVeuXMFkMkGz2bQKcTQyFhYWUCqVUK/X8eMf/xjb29snpsyph4fHFwc3QfaWYfK6ysroZafUCDgmYkoo3Pczp4LRBo0iudXUSKRIFihb4/E0zwg4Ttgn+XKjIYwSuTlNaoi7ewqJmB7LlbXx3/OKU8w7phK+eYUAWq2WRdT5OvtHaZUyNUh4XML9fkZ+VDbGyBclgszfUiKhUTBWLGPkh0YTX9c8KhcaOWJBATd6ojk3jUbDZGUkxSSsel1amU/vGYkjJZQs+87iBx4eHkAmk7Ec73PnzuGNN95AKpVCvV63dgh8frgWTCYTfPrpp7hx4wYGgwGazabP7Xm08AUPTgpGoxF+9rOf4YMPPgBw7KG8evUqfumXfgnFYhEXL17EuXPnsL29jVu3bmF3dxfA4/FMe3h4PD5o5IWSOo8nC5cQMZn4i94LGirM/2L+FslTJpOxvxWLRfsOJXpuNEbzgBjl0oIXGjlT0sTPNptNi8Sw942CkaF+v49KpWJ5Xw+zhzyLDlIPjyeFRCKBS5cu4eLFi/ja176G7373uygUCtjZ2cHu7i5u3bqFP/iDP8CPf/xj+8znFUPxePzw5OcJYt5k7/V6lpjLLvTlctmqDeVyOSwuLloS83g8xnA4RK1W854CD49nBH6TOzn4oveCUTXm7MxmM4u2MYGfskASXY38MIrEAg3AcdU4lpCORqNGWDTa5VaH4mutVsuki+yDo1CJoh7Xzz8Pj4dHqVTC2bNnAzlyLB3farWwu7uLDz74AJlMBuVyGZVKBdvb22i1Wr54wQmDl709ZWjiLT2Mg8EA5XIZnU4Hb775Jn73d38XpVIJtVoN9XodlUoF3//+93H79u2nffoeHh4epxraWJVlzt3KbIzsKNFw5Yr6OvMDtKAFMS8Hh3+jLE6bsCo034hEy8PD49Hg13/91/GP//E/xurqquX97e/v40//9E9x7do1e59KXPv9PnZ2dnyu3JOFl72ddLAS0r2Qz+fxla98BSsrKyiXyzg4OEA6nUY6nbb3zNskPTw8PDweHkogfBEaD4/TjfvJYpeWlvDmm2/i/Pnzlut3/fp1/Pmf/zkajQYajQZ2d3d9lbZnAJ78nHDs7e3hr/7qr5DP560kb7fbRSqVwuXLl7G4uGgPIiuG9Ho9bG5uotE4FcExDw8PDw8PD4/HivPnz+P111+3Sozs9cUWAblcDt/73ves2Ek0GsX+/j4+/fRT1Go16xl3kqC96AaDAdrttpfgwZOfE48bN25gd3fXqjVNp1NkMhlcvXoVFy9exOuvv47f+q3fQi6Xw0cffYSPP/4Y+/v7+Iu/+AtPfjw8PDw8PDw8vgBeeeUV/JN/8k+wtraGYrGIQqGATqeD69evo1ar4b333sO/+Bf/ArVaLdDQt9PpWGXJk0Z+otEolpeXUSqVjMR58uPJz4kHu5MrWBWIngc2yWMZU5ZxTaVSgX4Q7LfhE2A9PDw8PDw8nicw144No7UKI3BUtpoRH+Zgj0Yj6wk2Go1weHiIw8PDp3kZDwwWYPFVR4/xQAUPQqHQPwPw9wF8BUAPwA8A/O9ns9nP5T1JAP9PAP8LAAkA3wPwv57NZvvyngsA/gDAbwBoA/jXAP7ZbDb7QoLq01Tw4MsgHo9jeXkZ2WwWS0tLuHz5MuLxOA4PD1GpVKyJXjQaRTabxeLiIkKhED744AN8+OGH1ljL69c9PDw8PDw8ngcsLy/j0qVLyGazeOWVV/DSSy9hNBpZusBgMECv18NsNguQH1bX3d7exkcffXTfPO2ThkgkglwuZ7I39h465XjkBQ9+DcD/AODtzz77fwfwZ6FQ6NXZbNb57D3/DYDvAvif44ig/PcA/n8AvgMAoVAoAuBPAOwB+NsAzgD4fwMYAfg/POD5PJcYDofY2dkBAFy7dg0/+tGP7LXZbIalpSX85m/+Jq5cuYKlpSW88MILFqLd3NxEt9u1stkeHh4eHh4eHqcdxWIRV69exdLSEn77t38bv/zLv4zBYIA7d+6g2WziP/7H/4h/+S//JQ4ODgAgUKURwNyGyicdk8kE9Xr9aZ/GicMDkZ/ZbPbb+v9QKPRfASgD+AaA/zEUChUA/C8B/Jez2ewvP3vPfw3g41Ao9Ldms9mPAPxPAbwK4O9+Fg36z6FQ6P8E4P8RCoX+r7PZLKjxesrQTucniTBod3QXw+EQ1WoVe3t71gsoFArh8PAQw+EQoVAIZ86cQSwWs2NMp1PUajXUarVn7uH28PDw8PDweL7BliHRaBSLi4soFAoBqVc+n8dgMECj0cDt27dRLBYxGAywt7eHVquFvb29ZzonJh6PI5vNIhKJoNvtotPpfP6HnlM8bM5P4bPf1c9+fwNADMB/5Btms9knoVBoA8AvAfjRZ79/pjI4HEnj/gDAawDee8hzeqTIZDImG6tWq88Eg+50OvjJT36Cjz/+GLFYDMlkEqFQCJVKBZVKxbwer776quUPDYdD/OVf/iX+8i//0pdp9PDw8PDw8HimkM/nsb6+jkKhgN/6rd/Cd77zHWs2DABvv/02/uiP/giffvopPv74Y8TjcUynU/T7fUwmE1SrVbTb7ad4BQ+HxcVFfO1rX0M6ncbPf/5zfPLJJ88skXvc+NLkJxQKhQH8twD+ZjabffDZn9cADGezWd15+/5nr/E9+3Neh7zH/a4EjvKHiNyXO+sHRzQaRSaTQTgcfmaaVI1GI5TL5Xu+HgqFcPHiRXz961+3Znj9fh8ffvhhYKHw8PDw8PDw8DjpCIVCSCQSKBQKWFxcxKuvvopf+ZVfCTQgPjg4QKfTQblcRqvVOnWRkVQqhdXVVeTzeezu7voCB/fBw0R+/gcArwP45Ud0LvfDPwPwf3kC33MXBoMB6vU6wuEwptMp0uk0ptOplTV8FtHpdPDuu++i3W5b5Gc0GuHmzZuYTCZIp9N4+eWXsbKygnA4jHA4jNlsho2NDdy5cwej0Qij0ch7FDw8PDw8PDyeCAqFApaXl5FMJnH27FksLy8HDPx+v49ut4tQKIT33nsP7XY7kLfzzjvvoFqtnqqCT8lkEhcuXMDCwgJisRh2dnaws7ODg4MDn8JwHzxQtTf7UCj03wP4XQC/OpvNbsnf/w6AvwBQ0uhPKBS6A+C/nc1m/00oFPq/AfifzWazr8vrLwC4CeDN2Wx2l+ztHpGfrQc+8S8BlooOh8NIp9NIJpMYjUZotVp3laB+VsCmV/F43P42m83Q6/XQ7XaxtraGf/SP/hG+/e1vWyntyWSCP/3TP8Uf//Efo9vtotVqWT6Rh4eHh4eHh8fjxNWrV/HNb34Ti4uL+PVf/3X84i/+oqlVZrMZfvzjH+NP/uRPUK1Wsbm5ib29vQAB6Pf7aLVamEwmp6blx+LiIr773e/itddew6effoo///M/R6VSwWg0emZt1EeAR1vtLXREof87AL8H4NeV+HyGn+Coatv/BMD/97PPvAzgAoAffvaeHwL4P4ZCoZXZbEZt1m8CaAL4aN73zmazAYCBnMeDnPZDYTabYTweIxQKYTqdWtW0ZxmTyQTN5r3nRTgcRjwet3LZiUQC4/EY8XjcIkHxeNzGgYsPI0LA/EIMHh4eHh4eHh7zEA6HzdkcjUZNsgYc2X3ZbNb68KTTaUtJAI5sDubwjEYj1Ot17OzsnFpbJBKJIBKJWEnuRCKBUCiEXq936uR8jwMP2ufnnwP4L3EU9fm5vNSYzWa9z97zBwB+B8B/hSNC898BwGw2+9ufvR4B8J8B7AD43+Eoz+f/A+APZ7PZFyp1/bT6/LCRKAsEnFbZVzabxde+9jWcO3cOoVAI0WgU0+kU165dw6effopEIoGrV69idXUV8XgcmUwGAPDJJ59YH6HBYHBqwsoeHh4eHh4ejxerq6u4cOECMpkMXnnlFVy6dCmQh7yxsWFJ/GfOnLlL9ra1tYVPPvkE3W4XlUrlmShQ9WUQDodx/vx5nD9/3khQOBzGwcEBrl27hm63+7RP8Wnjkff5+V999vuvnL//1wD+X5/9+38LYIqjyI81OeUbZ7PZJBQK/Rc4qu72QwAdHDU5/T8/4Lk8cQwGAwwGg89/4zOOdruNH/7wh7ao8Pd0OsV0OsXS0hJefvllfP3rX0c6nbZqeIlEApubm+h0OhiPx578eHh4eHh4eHwhlEolfOUrX8Hy8jJ++7d/G7/0S79kapPpdIp//+//Pb7//e9jf38fb7/99l3Se/bhOS2StnshHA5jbW0NX/3qV9HpdPCDH/wAN2/etLYlHp+PB+3z87l6r9ls1gfwv/ns517vuYOj6JDHCcX9HqDxeIxarYa9vT0kk0lLMKzVaphMJohGo1hfX7f+SKFQCLPZDN1uF+12G5PJBL1ez5fU9vDw8PDweE6QTCaRTqcRjUaRy+VMNUKsrKwgEolgNBphb28PH3/8McLhsDlgt7e30e12MRwOMRwOnzsbIhaLIZVKIRaLYTaboVarodvtWqlujy+OL1Xw4GnjacnePI4Qi8WwvLyMXC4XaALbbDbRaDRQLBbxO7/zO/jqV79q2t3ZbIYPP/wQ77//PlqtFq5fv37fctweHh4eHh4epweXLl3CK6+8gmKxiG9/+9t49dVXA9XYrl27hnfffdeKKrnyrf39fdy+fdvSDp63KMfS0hKuXLmCZDJpTemHwyHq9Tp6vd7TPr2ThEcue/PwwGg0ws7Ozl1/Z9JdLBbDlStX8O1vfxuRSMSSEFlnP5lMYnt7+ymcuYeHh4eHh8eTBgsWsET1N77xDZO1AbCCUu+99x663S4+/vhjk3J5HCGZTGJ5eRmpVAqHh4fY2tryEZ8vCU9+HgPC4TBisRgikQjG4zFGo9Fz8QCzX1Cz2cQ777yDbrdrkR8WTGAvoUuXLuHy5ctWMCEajaLf76PX66HX6+H69evY29t72pfk4eHh4eHh8QVw7tw5XL58GYlEAtlsFqlUCtPp1KI0o9EIm5ubKJfLiMViuH37diDy89FHH+HGjRtoNptotVrPhd30eYhGoygUCkgmk0ilUtjb20M4HEa9Xvfj8xDwsrfHAE7WRCKBXq+HZrP53LBz9kXK5XJWepFgwYiFhQX83u/9Hr75zW+iUCjg/PnzSCaTqFQqKJfLKJfL+Df/5t/gb/7mb57ilXh4eHh4eHh8EYTDYfzmb/4mfv/3fx8LCwu4cOEClpeXMZlMLE/nj/7oj/CHf/iHaDabSKVSgV6DwJGN0Ol0jCj5oklAOp3G1atXsbS0hGq1ijt37ljO9POW8/QA8LK3p4FQKGQVSvhvyr5OO9gXqVar3fM9THjMZrPIZrPI5/NIJpMYDofodrvodDpIJpOIxWJW91+9Q7PZ7FSXGvfw8PDw8DhpYNNzFjJiMaPJZIJQKIRUKoVsNotcLod8Po9isYjxeIxYLIbBYIBIJIJOp4Nms3nfXoMesPGNRCKIRqOIxWIAYM3oPR4OPvLzGBAOh5FMJq32eiQSAQCryvG8I51O44033sD58+eRSCRQKBQQjUaN+IxGI1QqFbRaLZRKJbz44ovIZDLWP6jdbuPHP/4xrl+//rQvxcPDw8PD49QjFArhjTfewLe//W1rMJpMJtFqtbCxsYF2u41YLIZ4PG7ql0wmY1GcyWSCDz/8EG+99Za3g+4BOstDoRDS6TRSqRTC4TASiYQRx0ql4iM+nw8f+XkamE6nxsxzuRyKxSLC4TAmk4l/6HFEAt955x385Cc/CfQSYlQnk8ng61//Ol599VVcuHABv/Zrv4alpSV0Oh20222Uy2Xs7u568uPh4eHh4fEEEAqFcOXKFfy9v/f3sLCwgKWlJeTzeezv7+PHP/4xyuUyfvzjH+N73/seOp2ORS4I9qDxio17g+QnEokgk8mgWCxiNBqhXC6j1WoBwHOhIHoS8OTnMYNFAMjmWZ99Mpk815P4fgvgcDhEp9NBo9FApVLB5uYm2u22hXur1SoGgwGi0SiSySQWFhYQj8et0zF7Cg0GAwyHQzSbTa8d9vDw8PDwcBCPx1EoFBCPx5FIJJBKpQLOyMFgYD38WOm13W6j1Wohm83i8PAQe3t7qFQqaDabGAwGfr99ADCyE4vFMJlMMB6PLX1gOBxiPB4/9/bi44CXvT1msA9OOBxGPB5HPB7HeDxGu93GcDh82qd3IhGJRJDP55FKpZBKpVAqlRCPx21hGI/HqFaraLfbuHz5Mr773e/i7NmzyGQyyOVyGA6H+Pjjj7G1tYWdnR386Ec/wuHh4dO+LA8PDw8PjxOFc+fO4dd+7dewurqKCxcu4KWXXkI0GrUKbXfu3MGf/dmfYXd3N5DrE4vFEI1GMRwO0Wg0MBgM0Gg0cHh4+Nz133kYpFIpXLp0CaVSCdVqFRsbG+bcZY/EwWDgI2YPBi97e9qYTCaWDJhIJJBMJjEajXzC2n0wmUysgdc8hMNh5HI5pFIpLC0t4etf/zquXLmCQqGAhYUF9Pt9pFIpZDIZRCIRvPfee0/4Cjw8PDw8PE4+MpkMLl++bA1I33zzTXPSMk/nk08+wXA4xMbGBq5du+ZzTh4hIpEICoUCVlZWMJlMrEAWq+N6PB548vMEwWpm4XAYi4uLlsBWr9c9q38AzGYzjEYjhEIh7O3t4W/+5m9w8+ZNpNNpZLNZDIdDXLt2DTs7O2i1WlhbW0M+n0epVMLy8nKgely328X+/j663S7q9ToODg78vfDw8PDweGYRjUaxurpqRQfOnDmDZDJpr08mEzSbTXS7XWQyGdy5cwcHBwfY2dnBzZs3rTffdDrF5uYmrl27hv39fTSbTR/VeUTQSraUFdZqNZO9eTxeePLzhDCbzdDr9dDv95HP5/HSSy9haWkJW1tb6Ha76PV6T/sUnxlwLAeDAX7+859jZ2fHpIXhcNjCxKPRCCsrK/iFX/gFLC4u4vXXX8e3vvUtJJNJe+/Ozg7++q//Gnt7e/jggw88EfXw8PDweKaRTCbx+uuv4+rVq1Y0aHl52V7v9/vWSPzGjRv4kz/5E9tHE4lE4FjD4RDtdtsk535/fDRgZTwA2NrasjwfH1V7MvDk5wmCHpPpdIpoNIpEIhFI1H9eegE9CrBoxOdV0MtkMohGo0ilUsjlclhYWLDykeFwGL1eD5lMBqlUCslkEvF4HNPp1MqU87sABJIR+ePh4eHh4fEkoKWQo9GotdFQzGYzpNNp+8lms1hYWMDi4qK9p9/v4/DwEN1uF/F4HK1WC5VK5UleynMP5k5R4uaLRDxZ+IIHTwGJRAJra2vIZDJmUE+nU9RqNdTr9ad9eqcK+Xwely5dQjabxdraGs6fP49YLGYLT6PRwK1bt9Buty3BMB6P4/z581hZWbGFaTKZ4ObNm/jwww/R6/XQbDbR6XSe9uV5eHh4eDwHCIVCKJVKWFhYQDabxeuvv45z584hEolY49Fer4dOp4PBYICdnR1Uq1UUi0VcvnwZ2WzWjjUej3F4eIhWq4WDgwP89Kc/9bbHEwbJKyM+Xk74SOELHpxEDAYDbGxsIBQKYWVlBS+88IJVV2k0Gj6i8AjRbDbxwQcfBDxm83oPhEIh/MIv/AJ+5Vd+BYuLi/jWt76Fr3zlK4HKfN///vfRbDZRq9UwGo08+fHw8PDweGIoFAq4dOkSVlZW8Lu/+7v4xje+gXg8jkwmg3A4jFqthsPDQ+zu7uKf//N/jrfeegsAbO9TUL3ge+88HVBG6PF04MnPUwIXntFohH6/bwmGmmjoSdCjAT0q91vg6TWr1+sIhULY3d1FKpXCZDJBp9PBaDRCpVJBv9/HZDLBwsIC8vm8yQ90Y2GTW+YdUS/t4eHh4eGhiMfjyGaziMViSCaTSCaTdxEVolAoIBwOW+RmY2MDsVgM6XQa4XAYjUYDtVoN+/v7ft85YWDvJI+TAS97e8pQrw1wnMvS7XZ94tsTRqFQwOLiIuLxOIrFIrLZbCAkXa1Wsb+/j2Qyid/8zd/EL/7iLyKZTKJYLFriIostfPDBB7h58yYODg7wzjvv4ODg4ClfnYeHh4fHScP58+fxrW99C4uLi3jppZdw9epVRKPHfmk6SsfjMd577z38+Mc/NtuASgZWDRuNRhgOh+j3+7h9+7bfd04IeH9o33k8dnjZ20nHcDjEcDhEKBRCLpdDNpvFeDy+bxK/x+NBo9FAo3F/Th0Oh7GwsIBLly7hV3/1V5HJZLC6umplRGezGbrdLlKpFGKxGFKpFD788MMncfoeHh4eHs8YstksXnzxRayvr+PNN9/Et7/9bcRiMXud0jRWXXv77bfRbrdx69YtT26eAZCgsn+Px8mAJz8nCKPRyEpep1IppFIp8+L4h+ZkgJGdjz76CPl8HolEAoVCIRD5GQ6H+Oijj3Dr1i0Mh0NcvXoVly5dQjKZDET5gCMp3nA4xGQywfb2Nq5du+Ybm3l4eHg8w0in07h69SpWV1cRiUSQSCQC6z7JzHg8RiKRwPb2Ng4ODtBqtbCzs3NXFbfpdIrxeIy3334be3t7VtTA4+RCq/H5VIaTBy97O0GgdyCRSGBlZQXpdBrNZhP7+/teAneCEA6HUSgUkM1mTXKgssXZbIZ+v4/BYICLFy/i937v93D58mUsLy9btTliOByiXq+j1+vhz/7sz/CHf/iHqFarT+vSPDw8PDweEuvr6/in//Sf4jvf+Q7S6TRK///27jU2svO+7/j3OTNz5sYZDme45O6KlHZXUlaWpUruyt5KqCNbQYC6cFDHQBvUfdG8q4EERdAX7uVN0hTo1W0KJG6KXl0XKfyiCQKkka1YcVUXsi1HlteRaklL7YV74X2HM+Tcb09fzDzHQy53l1xxORzO7wMMuJw5wz2z/O8553+e//N/Jia2lLK1Wq3guP/WW2/xta99jZs3bxKNRm+b8+Ou0ay1lMtlNjc36XQ6NJtN3RQ9pIwxJBKJLfOGG43GoHdrlKjsbZi4etBOp4PneUQikaBWVA4P15Z8fX39nttOTk4Sj8fJZrMcO3aM48ePB6NE0O385/s+lUqFdDqN7/vBHaOd1nCArXHiSiKG8SaGiMhh198p1N3outM52d3hj8fjZDIZjh07RjKZJJvNbjnuN5tNfN+nXC4Tj8e1zs4R5OJG5+bDSSM/h1A4HCaVShGNRoNSODfsre4twyWXy/Hcc88xNTXF2NgYmUxmS1LTarWoVqu0Wi2Wl5e5evUq1lrOnj3L6dOn8Twv6CbnYqDZbDI3N8f8/DzlcpkbN25QKpUG+ClFRI6miYkJZmdnSSaTzM7OMjs7GyxS3j+a0+l0WFhY4ObNm4RCIbLZLIlEAt/3icfjW477nU6HarVKo9Fgfn6e119/fVc302R4+L5PJBIJShzV6OBAaeRnGLkhcSBof+k6hSj5GS75fJ5vf/vbwaTHndYZcmZnZ3nyySfJZrN85jOf4ZOf/CSRSATf9wmFQrRaLer1OpVKhW9961t897vfZXV1lUKhoORHROQBGB8f58knnySXy3H+/HnOnz9PLBYLblA6rhvbW2+9xcrKCq+88go/+clPguP9nUrZ3E0tOVpcMys5nJT8HFLu4OiG0T3PC0YBVOo0PNxaTrtRq9WoVCpEo1HW1ta4efMm4XA4KH9stVo0Gg2q1Sq3bt0K1nHI5XLBNpFI5I4lGW5NqXa7TalUolKp7OdHFRE51Nw6OuFwmLGxsS2laP36z7HT09NBw4JyuczCwgLRaPS297vR+/X1dQqFgpoSjBB3feau1+TwU9nbIdffwz8ajRKNRrcsvClHRyKRCOb9TE9Pk8vlgoOqK3tzq3GvrKyQz+fJ5XK88MILzMzMMD4+ztTU1JaGCv2WlpaYm5tjY2ODN998kwsXLuhALSIjIRQK8fjjj3PmzJlgFGd2dnbHbdvtNtVqlWazST6f59q1a1Sr1SCxga3dvKB7o7JYLFIoFKjX6ywtLbG5uXkQH00GKBQKkUgkiEQiNBoNKpWKzquDp7K3YedK3YwxxONxYrFYME9EjpZKpRKMxly7dm1X7/F9n8cee4xz585x7NgxTp8+fce7mZcvXyadTrO6usq1a9fUSENERkb/Gm0PPfQQn/70p/nIRz6y47atVovNzU1qtRrvvfde0Ib60qVLXLhwQfM3JGCMwfd9otEo1lqdV4eEkp8h4ZIg1/xAdxYEoFwu884771CtVnc98lMqlTDG8NGPfpRQKEQmkyEWi+F53m0d5lzcWWsplUrk83nq9XrQ7W4YR45FZDjFYjGi0SiJRIKHH36YdDp9z3JfVypsrSUajTI/P8/GxgbpdJq5ubkd3+NGfhqNBjdv3uTixYvBqI6OeQLdkb9wOIznecE5stlsKj6GhMrehkh/i03N+RHoNsTIZDJEo9Fdz/kJh8M8++yzPPXUU2QyGZ5++mmmp6eDDkbbF2GtVCo0m02uXr3KD3/4Q9bX1/nRj37Ej3/8Y90BFZED4XkeU1NTZLNZZmZm+PznP88TTzxBPB4nlUrdcWmAQqHA4uIiGxsbvPzyy7z66qtYa3c958eVMrXbber1uubxCMYYkskkiUQiOEc2Go0gbmTgVPZ2lOg/lWzXbDZZXV3d03ui0SidTofx8XGy2SzHjx/nxIkTQWfB7cmPm7hbqVTIZDK0223i8TiRSGTLnCTgtsTLLfrq/uySJSXvIqOnv+OlO3a45/u3ga2dMK21wQLgsViMZDLJ5OQkJ06cIJFIMD4+fsfkx12g+r6P53kUi0WazabW1ZEPxc3HdgmPbgQOF438iIyYcDjMo48+yqlTp0gkEpw8eZJ0Oh0srNt/IdK/RkGxWGR5eXlL+85oNMrx48eD929flNd1lqvX69y6dYsrV65QqVRYW1tjbW1NCZDIiPA8j3Q6zdjYGOl0mrNnz5LNZonFYoyNjQXJkEuI3ELO1WqVjY0NGo0G+XyeQqFAIpHgkUceIZPJ7HjTpl+lUqFYLFKtVrlw4QJvv/22biTKfelf8NZ1Yu10OkEXVTk07jnyo+RHZAT1r1R+t5Eb+OkdWFdrH4vFOH/+POfOnSObzfLMM89w8uTJHcvmGo0Gi4uLbG5u8sEHH/Daa6+xtrbG+++/z8WLF3XCEBkRoVCImZkZjh8/zkMPPcRnP/tZzpw5QyaTYXp6mkgkEsyj6HQ6NJtNOp0Ot27d4saNG2xubvL666/z5ptvUiqVuH79Ohsb3eubu00yd6PPbv6ijjlyv/pv8LnkfBivoUeAyt5E5HbtdnvPFwFuvSmAUqlEsVjEGMPKykpwUohGo1suRBqNBqurq5RKJdbX14NJxGNjY8zOzmKtDRKx3XITS92IlCvLU721yP5LJBLBnBqXnMBPS9juxF0Uttttms0mxhjGxsaCtv3FYpG1tTUajQadTidIflwpkUt+1tfXWVtbo1QqBR3YqtVq8BB50FzC01+S2V/SLcNHIz8isiuuLM7zPHK5HNlsFt/3yWQyxOPxoAa6nysJaDabVKtV8vk8AOfOneO5554jFosxPj5OLBbb1T64BGdpaYmbN29SKBT4wQ9+wJUrV4K/QwmQyP4wxvDMM8/w4osvkk6nmZ6eZmJiIlhw+243LdzF4fr6OouLi1QqFS5duhS02fd9P2jSEovFbhuF3t5woNVqsba2Rj6fp9Vqaa07ORD9C+LW63XK5XIQm8N4/TwiNPIjIvuj0+kEnY5u3LjBjRs39vR+d6GTSCSYnp7mpZdeIpVKcezYMcbGxnb9c9rtNnNzc7z//vssLy9z7do1FhcXMcZQr9eV/Ijso+npaT7+8Y9z7NgxTp06xYkTJwiHw0EDgTtxF4cLCwt88MEHFAoFyuUy8/PzbG5ucv36dUql0gF+EpG98zyPWCxGPB4PlnzQOWb4KfkRkQPhRm0ajQaXL1/mO9/5DvF4nPHxceLx+K7eD90kbGFhgZs3b7K5uUmn02Fqagrf9xkbG7utPGcv++f2sVwus7GxQavVCiZLN5vNoOWtyKC5UpxMJkMulyMSiZBMJonH41tGae9VntbPzYlpNptB/EciEd5++22SySRXrlwhm81u+fk76b8rns/nWVhYoFwuc/XqVQqFAtVqlVartW//FiL7rb8M063f49pZy/BT2ZuIHBh3IZbJZBgfHw/mCu1lzg905xI1Gg2i0SinTp1icnKS2dlZnn/+ebLZLMlkkmQyuafVtt1FX7vd5sqVK1y8eJHNzU3efffdING6fv265hnIwHmeh+/7hMNhnnrqKT7xiU+QTqc5ffo0x48fJxqNkkqlgtKy7V0Yd+KS/lqtRrFY5OLFixQKBebm5njrrbeo1WrBBeFeEyo3P69SqQSlqa1WS3fQ5VAyxpBKpRgbGws6lrq5abr5NRRU9iYih4e7I5zP54P5Px+Ga5zgRpBOnjzJ1NQUyWSSVCq1p6Sq3W7TaDRotVrU63Xy+TyRSIR0Os36+jrNZhPf94PJ23u5ANyt7WubuK/bJ9gO402ro6T/d789Fu7WOfHDcjHgSkhDoRCJRIJsNsv4+DgnTpzgoYceIhqNkslkggTJJSx34y7yKpUKY2NjFAoFQqEQc3NzLC4uqkRNRoqrIHDr02l+2dGikR8RGVq+7zMzM8PExAS5XI7HHnssmJy6vfPcvbi7ep1Oh7W1NZaWloImCo1Gg3A4TCwWIxQKkU6nmZiYIBQKBReY95MMufa77i64G3mq1WpUKhWazSaFQoHNzU3q9TqFQoFGo0G1WqVUKikJOkBubQ/P80gkEkxOThKNRkmn02QyGcLhMKlUKoiR/gn9vu/f99/bbreDcrRSqUStVqNUKrG0tES1WiWVSgWJzsTEBKlUakusbl+I+E6stdTr9aC8c3l5mUqlwrVr13jvvfe2rO8lctTF43Gi0SjtdltlmsNH6/yIyNHmSnr612C431GZ/nlFnU4H3/eZnZ1lcnKSqakpPvaxj5HNZpmZmeH06dPBPKOdulXt9u+rVCo0Gg2azSblcplWq0WhUGB1dZVarcbly5eDtZLcZPH19XWWlpZUgnGA3MTnSCTC5OQkZ8+eJZVKMTs7yyOPPEIsFuPEiRNBIpJKpYIGH3stwexXr9ep1+s0Gg2WlpYoFAosLCzw/e9/n9XVVRYXF5mfn6fZbAbJM9zfCFT/yKLraOWSL5FR09/aWoaKyt7kzowx+k8tQ+9BJgCuVbdbW6RUKhGJRCgWi+TzeXzfp1arBaNM21t934u1llqtRr1ep9VqBS19i8UiGxsb1Gq1YJKtaw8ci8VIpVJBgtZ/Z3978vUgS7COsv6L//5yQ/dvnUqliMfjxGIxPM+j1WrRbDaD0ThXHhkOh6lUKlQqlfv+HTQajWBEZn19nWKxyObmJtVqlXq9HsSnW/tKiYrI/tD10dGlkZ8R5co33MRTEbmd53kkk0mi0SixWCxY28jdzXd14XvtquW4O+sukXF/dhe8ALFYDN/3tyQ3ExMTWzrcJRIJwuFw8LV/f+6nocSoc+WO7Xb7tpGXYrEYLOjreV4w4tLfGdB1Q3OlcnvtPNivPy5cMlytVllbW6Ner1OpVIL2u1pxXkREZW+yA2NMMFnWTeQbxjgQOerC4TCzs7NMTU0Ri8XI5XLE43HOnDnD008/TTKZJJfLkU6n8X2f8fHxLaNQ7uJ7ryNSo65er7O5uRnMfymXy1QqFd59910WFxeD5KjVarG8vMzy8jLlcplLly6xsrIy6N0XERllKnuTnbkWo65zUH+Zh4gcDm5OUKFQwPd9Wq0Wvu8H/1/dhHs34pNMJoMRBzf6o5Gfvetf06m/tOz69evk8/ng+Xa7TaFQIJ/PB6NDIiJyuGnkZ0S58hzXjcgYE5RviMjh0b+2iktkXDc71+Shv+nD9vK7B9GS+6jrLyFziWan0wnmZrnngC3d+tx6NiIiMjAa+ZGd9Xf1eVBrlojIh6ebEiIiIvtHyc+Is9YGizbqjqWIiIiIHGVKfkacK+cQERERETnqlPzIbdQNTkRERESOIiU/chvf95mZmSGTyVAsFrl+/Xqw5oiIiIiIyLBS/1O5TTgcJpfLMTMzQy6X+1AL9ImIiIiIHBa6qpXbtNttisUi4XCYUqlENBoNGiOo65SIiIiIDCut8yO38TyPaDRKJBLB930SiQSe51EsFikUCpr/IyIiIiKH0T3X+VHZm9ym0+lQrVbZ2NigVqsRDoeJRqOEQqFB75qIiIiIyH1T2ZvcVaPRoFgsEgqFqNfrhEKhYHVzjQCJiIjIoBhj8DwPz/PodDpar1B2RcmP3FWj0WB9fR2AUCgUJD/uISIiIjIIbmkOz/NotVq6MSu7ouRH7sktgmqMCR6+72OM0TpAIiIicqBCoRCe5wXXJCJ7oeRHds3dUYnFYszMzDAxMUGhUGB+fp5arTbo3RMREZEjzvM8JiYmSKfTQXVKvV7XqI/smhoeyK65uT6e5zE5OcmpU6eYmpoiEokMetdERERkBHieRzKZJJfLkU6nt5S8ieyGRn5kz1qtFhsbG6ysrFAsFjXBUERERB6o/uYGjUaDjY0N6vU6rVZr0LsmQ0br/MieeZ5HPB4nEonQbDapVqu64yIiIiIPjFt70BgTNF3qdDo0Gg1dg0i/e67zo5Ef2bNOp0O5XB70boiIiMiIMMYE6w3WajUajcaA90iGlZIfERERETl0XMLjOrq5hEfl9vJhKPkRERERkUNn+zo+jUZD6wzKh6bkR0REREQODbeGj+f9tCmxFliX/aLkR0REREQOBWMMyWSSeDxOq9WiUqloHR/ZV1rnR0REREQOBWMMsViMVCpFIpEA0Do+sq808iMiIiIih4ZbRqPZbCrpkX2n5EdEREREDoVOp0OpVArWENQiprLflPyIiIiIyKHRarWU9MgDo+RHRERERAbCrePT6XRU4iYHQg0PREREROTAeZ5HOBwmEokQCoUGvTsyIpT8iIiIiIjISFDZm4iIiIgcONfQwJW9iRwEJT8iIiIiMhDtdnvQuyAjRmVvIiIiIiIyEoY1+UkNegdERERERORQuWeOYKy1B7Ej+8oYY4CfAd4DZoDNwe6RHCIp4AaKC9lKcSHbKSZkJ4oL2YniYjikgAV7j+RmKOf8WGutMWax9+2mtXZjoDskh0Y3LwYUF9JHcSHbKSZkJ4oL2YniYmjs6nczrGVvIiIiIiIie6LkR0RERERERsIwJz914B/3voo4igvZieJCtlNMyE4UF7ITxcURMpQND0RERERERPZqmEd+REREREREdk3Jj4iIiIiIjAQlPyIiIiIiMhKU/IiIiIiIyEgY2uTHGPMrxpirxpiaMeYNY8wnBr1PcjCMMb9hjLHbHu/1vR4zxnzFGHPLGFMyxvy+MWZ6kPss+88Y87PGmD8yxiz0YuBz2143xpjfNMYsGmOqxphXjTGPb9sma4z5PWPMhjGmYIz5z8aYsQP9ILKvdhEXX93h+PHNbdsoLo4QY8w/NMb8mTFm0xizYoz5Q2PM2W3b3PO8YYx52Bjzx8aYSu/n/CtjzFAuFj/qdhkTr+1wrPj327ZRTAyhoUx+jDG/BPwbum0H/yLwY+AVY8zUQHdMDtL/A070Pf5y32u/BfwC8NeBF4GTwB8c9A7KA5ek+3//V+7w+peAvwt8ETgPlOkeJ2J92/we8FHg54HPAj8L/IcHtcNyIO4VFwDfZOvx429ue11xcbS8CHwF+Et0f6cR4E+MMcm+be563jDGhIA/BnzgBeBvA78M/OaD3315AHYTEwD/ka3Hii+5FxQTw2soW10bY94A/sxa+6u97z3gOvDb1tp/PtCdkwfOGPMbwOestc/u8No4sAp8wVr7P3vPPQG8Czxvrf3+Ae6qHBBjjAV+0Vr7h73vDbAA/Gtr7Zd7z40Dy8AvW2u/boz5CPAT4OPW2jd72/wV4GVgxlq7cPCfRPbT9rjoPfdVIGOt/dwd3qO4OOKMMceAFeBFa+13dnPeMMZ8BvhfwElr7XJvmy8C/wI4Zq1tDOKzyP7YHhO9514DLlhrf+0O71FMDKmhG/kxxvjAOeBV95y1ttP7/vlB7ZccuMd7ZS2Xe+UpD/eeP0f3Dk5/fLwHXEPxMUpOA8fZGgdF4A1+GgfPAwV3gdvzKtChO1IkR9eneiUq7xtjftcYk+t7TXFx9I33vuZ7X3dz3ngeeNtd5Pa8AqTpjhLKcNseE87fMsasGWPeMcb8M2NMou81xcSQGsa6xEkgRPcObr9l4ImD3x0ZgDfoDi2/T3cY+teB/2uMeYruBW/DWlvY9p7l3msyGtzveqfjxPG+bVb6X7TWtowxeRQrR9k36ZYzXQEeBf4p8A1jzPPW2jaKiyOtVynyb4HXrbXv9J7ezXnjODsfT0BxMdTuEBMA/wOYp1tF8BfojuicBT7fe10xMaSGMfmREWet/Ubft3/eK4OcB/4GUB3MXonIMLDWfr3v27eNMX8OXAI+BfzpQHZKDtJXgKfYOk9URtuOMWGt7Z/n97YxZhH4U2PMo9baSwe5g7K/hq7sDVgD2sD27l3TwNLB744MWu9u3UXgMbox4BtjMts2U3yMFve7vttxYgnY0iSl16Uni2JlZFhrL9M9rzzWe0pxcUQZY36HbgOLT1trb/S9tJvzxhI7H09AcTG07hITO3mj97X/WKGYGEJDl/z0JpD9EPg591xvyPLngO8Nar9kcHotaB8FFunGRpOt8XEWeBjFxyi5Qvfk0x8HabpzNlwcfA/IGGPO9b3vJbrHxTeQkWCMmQFydI8foLg4ckzX7wC/CLxkrb2ybZPdnDe+Bzy9ravszwMbdBtkyBDZRUzs5Nne1/5jhWJiCA1rt7dfAv4b8HeAHwC/Rrfk6YltE8/kCDLGfBn4I7qlbifptjx/FnjSWrtqjPld4K/SnRe0Afw2gLX2hUHsrzwYvaTX3YH7EfD3gP8N5K2114wxfx/4B3Tbj14B/gnduu0nrbW13s/4Bt07dV+kO+H5vwJvWmu/cJCfRfbP3eKi9/h14PfpJsePAv8SSAFPW2vrvZ+huDhCjDH/DvgC8NfozhV1itbaam+bu543em2NL9Cd//ElunM6/jvwn6y1/+ggPofsn3vFhDHm0d7rLwO36J47fgu4Ya19sfczFBPDylo7lA/gV+le/Nbp3o07P+h90uPAfvdfp3uwqQM3et8/2vd6jG4Nb57u2i5/ABwf9H7rse9x8CnA7vD4au91Q3e9hSWgRreT089s+xlZupNaN4Ei8F+AsUF/Nj0eTFwAcbrdmFaABnCV7vo904qLo/u4QzxYum3v3Tb3PG8Aj9C9GK7QbY39ZSA86M+nx/7HBDAL/B+6iU8NmKN7oyStmBj+x1CO/IiIiIiIiOzV0M35ERERERERuR9KfkREREREZCQo+RERERERkZGg5EdEREREREaCkh8RERERERkJSn5ERERERGQkKPkREREREZGRoORHRERERERGgpIfEREREREZCUp+RERERERkJCj5ERERERGRkaDkR0RERERERsL/ByrskA2PjFoTAAAAAElFTkSuQmCC", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "maskedspleen = np.ma.masked_where(test_outputsSpl[0].cpu().numpy()[1][:,:,200] == 0, test_outputsSpl[0].cpu().numpy()[1][:,:,200])\n", "fig = plt.figure(frameon=False, figsize=(10,10))\n", @@ -2134,31 +849,7 @@ "source": [] } ], - "metadata": { - "environment": { - "kernel": "conda-base-py", - "name": "workbench-notebooks.m129", - "type": "gcloud", - "uri": "us-docker.pkg.dev/deeplearning-platform-release/gcr.io/workbench-notebooks:m129" - }, - "kernelspec": { - "display_name": "Python 3 (ipykernel) (Local)", - "language": "python", - "name": "conda-base-py" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.10.16" - } - }, + "metadata": {}, "nbformat": 4, "nbformat_minor": 5 } From 4817ef5867cffb590e20d8a89e2c7577be9da733 Mon Sep 17 00:00:00 2001 From: RamiyapriyaS-NIH Date: Fri, 2 May 2025 15:09:06 -0400 Subject: [PATCH 50/53] Add files via upload --- .../SpleenSeg_Pretrained-4_27.ipynb | 102 ++++++++++++++---- 1 file changed, 82 insertions(+), 20 deletions(-) diff --git a/notebooks/SpleenLiverSegmentation/SpleenSeg_Pretrained-4_27.ipynb b/notebooks/SpleenLiverSegmentation/SpleenSeg_Pretrained-4_27.ipynb index 245e2be..592c927 100644 --- a/notebooks/SpleenLiverSegmentation/SpleenSeg_Pretrained-4_27.ipynb +++ b/notebooks/SpleenLiverSegmentation/SpleenSeg_Pretrained-4_27.ipynb @@ -50,7 +50,9 @@ "cell_type": "code", "execution_count": null, "id": "82db674f", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "! pip install 'monai[all]'\n", @@ -61,7 +63,9 @@ "cell_type": "code", "execution_count": null, "id": "439cd9a3-1bb0-4ae4-b658-dbd4bf692f4b", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "! pip install --upgrade numpy" @@ -71,7 +75,9 @@ "cell_type": "code", "execution_count": null, "id": "bb1228b3", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "%matplotlib inline" @@ -105,7 +111,9 @@ "cell_type": "code", "execution_count": null, "id": "07510582", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "import os\n", @@ -165,7 +173,9 @@ "cell_type": "code", "execution_count": null, "id": "0be7401d", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "PRETRAINED = True" @@ -183,7 +193,9 @@ "cell_type": "code", "execution_count": null, "id": "311c3282", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "directory = \"monai_data/\"\n", @@ -203,7 +215,9 @@ "cell_type": "code", "execution_count": null, "id": "da7cfede", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "resource = \"https://msd-for-monai.s3-us-west-2.amazonaws.com/Task09_Spleen.tar\"\n", @@ -226,7 +240,9 @@ "cell_type": "code", "execution_count": null, "id": "2515b177", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "train_images = sorted(\n", @@ -252,7 +268,9 @@ "cell_type": "code", "execution_count": null, "id": "2357d35d", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "train_transforms = Compose( #Transformations for training dataset\n", @@ -318,7 +336,9 @@ "cell_type": "code", "execution_count": null, "id": "ada5757a", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "val_files" @@ -336,7 +356,9 @@ "cell_type": "code", "execution_count": null, "id": "689eea4e", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "check_ds = Dataset(data=val_files, transform=val_transforms)\n", @@ -369,7 +391,9 @@ "cell_type": "code", "execution_count": null, "id": "fe3285d0", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "train_ds = LMDBDataset(data=train_files, transform=train_transforms, cache_dir=root_dir)\n", @@ -391,7 +415,9 @@ "cell_type": "code", "execution_count": null, "id": "455cbcdc", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "print(train_ds.info())" @@ -409,7 +435,9 @@ "cell_type": "code", "execution_count": null, "id": "8539fb7d", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "mmar = {\n", @@ -428,7 +456,9 @@ "cell_type": "code", "execution_count": null, "id": "de7fb262", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "mmar['name']" @@ -438,7 +468,9 @@ "cell_type": "code", "execution_count": null, "id": "5e96f360-276c-449c-b60d-fdcb1b280c92", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "from monai.apps import download_mmar\n", @@ -449,7 +481,9 @@ "cell_type": "code", "execution_count": null, "id": "bf96f9f9", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "device = torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\") #torch.device(\"cpu\")\n", @@ -478,7 +512,9 @@ "cell_type": "code", "execution_count": null, "id": "4be7eb8f", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "test_file = data_dicts[20:21]\n", @@ -497,7 +533,9 @@ "cell_type": "code", "execution_count": null, "id": "16fd4e94", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "num_classes=2\n", @@ -849,7 +887,31 @@ "source": [] } ], - "metadata": {}, + "metadata": { + "environment": { + "kernel": "conda-base-py", + "name": "workbench-notebooks.m129", + "type": "gcloud", + "uri": "us-docker.pkg.dev/deeplearning-platform-release/gcr.io/workbench-notebooks:m129" + }, + "kernelspec": { + "display_name": "Python 3 (ipykernel) (Local)", + "language": "python", + "name": "conda-base-py" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.16" + } + }, "nbformat": 4, "nbformat_minor": 5 } From 76154956443da28e98bd4947385a8b5ac5e6b0a9 Mon Sep 17 00:00:00 2001 From: github-action Date: Fri, 2 May 2025 19:09:32 +0000 Subject: [PATCH 51/53] Github Action: Lint Notebooks --- .../SpleenSeg_Pretrained-4_27.ipynb | 102 ++++-------------- 1 file changed, 20 insertions(+), 82 deletions(-) diff --git a/notebooks/SpleenLiverSegmentation/SpleenSeg_Pretrained-4_27.ipynb b/notebooks/SpleenLiverSegmentation/SpleenSeg_Pretrained-4_27.ipynb index 592c927..245e2be 100644 --- a/notebooks/SpleenLiverSegmentation/SpleenSeg_Pretrained-4_27.ipynb +++ b/notebooks/SpleenLiverSegmentation/SpleenSeg_Pretrained-4_27.ipynb @@ -50,9 +50,7 @@ "cell_type": "code", "execution_count": null, "id": "82db674f", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "! pip install 'monai[all]'\n", @@ -63,9 +61,7 @@ "cell_type": "code", "execution_count": null, "id": "439cd9a3-1bb0-4ae4-b658-dbd4bf692f4b", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "! pip install --upgrade numpy" @@ -75,9 +71,7 @@ "cell_type": "code", "execution_count": null, "id": "bb1228b3", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "%matplotlib inline" @@ -111,9 +105,7 @@ "cell_type": "code", "execution_count": null, "id": "07510582", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "import os\n", @@ -173,9 +165,7 @@ "cell_type": "code", "execution_count": null, "id": "0be7401d", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "PRETRAINED = True" @@ -193,9 +183,7 @@ "cell_type": "code", "execution_count": null, "id": "311c3282", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "directory = \"monai_data/\"\n", @@ -215,9 +203,7 @@ "cell_type": "code", "execution_count": null, "id": "da7cfede", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "resource = \"https://msd-for-monai.s3-us-west-2.amazonaws.com/Task09_Spleen.tar\"\n", @@ -240,9 +226,7 @@ "cell_type": "code", "execution_count": null, "id": "2515b177", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "train_images = sorted(\n", @@ -268,9 +252,7 @@ "cell_type": "code", "execution_count": null, "id": "2357d35d", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "train_transforms = Compose( #Transformations for training dataset\n", @@ -336,9 +318,7 @@ "cell_type": "code", "execution_count": null, "id": "ada5757a", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "val_files" @@ -356,9 +336,7 @@ "cell_type": "code", "execution_count": null, "id": "689eea4e", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "check_ds = Dataset(data=val_files, transform=val_transforms)\n", @@ -391,9 +369,7 @@ "cell_type": "code", "execution_count": null, "id": "fe3285d0", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "train_ds = LMDBDataset(data=train_files, transform=train_transforms, cache_dir=root_dir)\n", @@ -415,9 +391,7 @@ "cell_type": "code", "execution_count": null, "id": "455cbcdc", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "print(train_ds.info())" @@ -435,9 +409,7 @@ "cell_type": "code", "execution_count": null, "id": "8539fb7d", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "mmar = {\n", @@ -456,9 +428,7 @@ "cell_type": "code", "execution_count": null, "id": "de7fb262", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "mmar['name']" @@ -468,9 +438,7 @@ "cell_type": "code", "execution_count": null, "id": "5e96f360-276c-449c-b60d-fdcb1b280c92", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "from monai.apps import download_mmar\n", @@ -481,9 +449,7 @@ "cell_type": "code", "execution_count": null, "id": "bf96f9f9", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "device = torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\") #torch.device(\"cpu\")\n", @@ -512,9 +478,7 @@ "cell_type": "code", "execution_count": null, "id": "4be7eb8f", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "test_file = data_dicts[20:21]\n", @@ -533,9 +497,7 @@ "cell_type": "code", "execution_count": null, "id": "16fd4e94", - "metadata": { - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "num_classes=2\n", @@ -887,31 +849,7 @@ "source": [] } ], - "metadata": { - "environment": { - "kernel": "conda-base-py", - "name": "workbench-notebooks.m129", - "type": "gcloud", - "uri": "us-docker.pkg.dev/deeplearning-platform-release/gcr.io/workbench-notebooks:m129" - }, - "kernelspec": { - "display_name": "Python 3 (ipykernel) (Local)", - "language": "python", - "name": "conda-base-py" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.10.16" - } - }, + "metadata": {}, "nbformat": 4, "nbformat_minor": 5 } From 9dfc7dd31c5c29aba0b9af34b341eb812d3055c7 Mon Sep 17 00:00:00 2001 From: zbyosufzai <145053952+zbyosufzai@users.noreply.github.com> Date: Fri, 2 May 2025 16:28:05 -0400 Subject: [PATCH 52/53] added variables back --- notebooks/GenAI/GCP_AI_Applications.ipynb | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/notebooks/GenAI/GCP_AI_Applications.ipynb b/notebooks/GenAI/GCP_AI_Applications.ipynb index b60f1a6..7746475 100644 --- a/notebooks/GenAI/GCP_AI_Applications.ipynb +++ b/notebooks/GenAI/GCP_AI_Applications.ipynb @@ -113,9 +113,9 @@ "metadata": {}, "outputs": [], "source": [ - "project_id='cit-cl-odss-ramsivakumar-df75'\n", - "location='us-east1'\n", - "bucket = 'ai-applications-rs'" + "project_id=''\n", + "location=' (e.g.us-east4)'\n", + "bucket = ''" ] }, { From 99c1c57baf5e26cde10896009f1b7b60b3e302f0 Mon Sep 17 00:00:00 2001 From: zbyosufzai <145053952+zbyosufzai@users.noreply.github.com> Date: Fri, 2 May 2025 16:29:25 -0400 Subject: [PATCH 53/53] added variable back --- notebooks/GenAI/Google_Drive_chatbot.ipynb | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/notebooks/GenAI/Google_Drive_chatbot.ipynb b/notebooks/GenAI/Google_Drive_chatbot.ipynb index 832374a..90560aa 100644 --- a/notebooks/GenAI/Google_Drive_chatbot.ipynb +++ b/notebooks/GenAI/Google_Drive_chatbot.ipynb @@ -308,7 +308,7 @@ "outputs": [], "source": [ "# Import Files to the RagCorpus\n", - "paths = [\"https://drive.google.com/drive/folders/11RWaO4LulNsyeJi-zohBObH3LtUGoqhn?usp=sharing\"]\n", + "paths = [\"\"]\n", "\n", "response = rag.import_files(\n", " rag_corpus.name,\n",