From b2816c469765c4c301c5227dd63cb3792c1c4247 Mon Sep 17 00:00:00 2001 From: Shane Glass <23001651+shanecglass@users.noreply.github.com> Date: Mon, 12 Feb 2024 17:50:59 +0000 Subject: [PATCH] feat: adding extension notebooks (#303) --- metadata.display.yaml | 2 +- metadata.yaml | 26 +- modules/authorization/metadata.display.yaml | 2 +- modules/authorization/metadata.yaml | 6 +- modules/data_warehouse/README.md | 12 +- .../assets/data-warehouse-architecture.json | 2 +- .../assets/data-warehouse-architecture.png | Bin 194538 -> 117718 bytes .../assets/data-warehouse-architecture.svg | 3342 +++-------------- modules/data_warehouse/bigquery.tf | 94 +- modules/data_warehouse/main.tf | 11 +- modules/data_warehouse/metadata.display.yaml | 19 +- modules/data_warehouse/metadata.yaml | 50 +- modules/data_warehouse/notebook_deployment.tf | 210 ++ modules/data_warehouse/src/function/main.py | 60 + .../src/function/requirements.txt | 2 + .../getting_started_bq_dataframes.ipynb | 867 +++++ .../data_warehouse/templates/workflow.tftpl | 27 + modules/data_warehouse/variables.tf | 70 +- modules/data_warehouse/versions.tf | 4 + modules/data_warehouse/workflows.tf | 65 +- .../scheduled_queries/metadata.display.yaml | 2 +- modules/scheduled_queries/metadata.yaml | 6 +- modules/udf/metadata.display.yaml | 2 +- modules/udf/metadata.yaml | 6 +- 24 files changed, 2032 insertions(+), 2855 deletions(-) create mode 100644 modules/data_warehouse/notebook_deployment.tf create mode 100644 modules/data_warehouse/src/function/main.py create mode 100644 modules/data_warehouse/src/function/requirements.txt create mode 100644 modules/data_warehouse/templates/notebooks/getting_started_bq_dataframes.ipynb diff --git a/metadata.display.yaml b/metadata.display.yaml index 5b4404e5..81c5ec4a 100644 --- a/metadata.display.yaml +++ b/metadata.display.yaml @@ -1,4 +1,4 @@ -# Copyright 2023 Google LLC +# Copyright 2024 Google LLC # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. diff --git a/metadata.yaml b/metadata.yaml index fb491821..7086be46 100644 --- a/metadata.yaml +++ b/metadata.yaml @@ -1,4 +1,4 @@ -# Copyright 2023 Google LLC +# Copyright 2024 Google LLC # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. @@ -27,7 +27,7 @@ spec: version: 7.0.0 actuationTool: flavor: Terraform - version: ">= 0.13" + version: ">= 1.3" description: {} content: subBlueprints: @@ -61,7 +61,6 @@ spec: - name: dataset_id description: Unique ID for the dataset being provisioned. varType: string - defaultValue: null required: true - name: dataset_labels description: Key value pairs in a map for dataset labels @@ -70,27 +69,22 @@ spec: - name: dataset_name description: Friendly name for the dataset being provisioned. varType: string - defaultValue: null - name: default_table_expiration_ms description: TTL of tables using the dataset in MS varType: number - defaultValue: null - name: delete_contents_on_destroy description: (Optional) If set to true, delete all the tables in the dataset when destroying the resource; otherwise, destroying the resource will fail if tables are present. varType: bool - defaultValue: null - name: deletion_protection - description: Whether or not to allow Terraform to destroy the instance. Unless this field is set to false in Terraform state, a terraform destroy or terraform apply that would delete the instance will fail + description: Whether or not to allow deletion of tables and external tables defined by this module. Can be overriden by table-level deletion_protection configuration. varType: bool defaultValue: false - name: description description: Dataset description. varType: string - defaultValue: null - name: encryption_key description: Default encryption key to apply to the dataset. Defaults to null (Google-managed). varType: string - defaultValue: null - name: external_tables description: A list of objects which include table_id, expiration_time, external_data_configuration, and labels. varType: |- @@ -120,9 +114,10 @@ spec: mode = string, source_uri_prefix = string, }), - expiration_time = string, - max_staleness = optional(string), - labels = map(string), + expiration_time = string, + max_staleness = optional(string), + deletion_protection = optional(bool), + labels = map(string), })) defaultValue: [] - name: location @@ -161,11 +156,9 @@ spec: - name: max_time_travel_hours description: Defines the time travel window in hours varType: number - defaultValue: null - name: project_id description: Project where the dataset and table are created varType: string - defaultValue: null required: true - name: routines description: A list of objects which include routine_id, routine_type, routine_language, definition_body, return_type, routine_description and arguments. @@ -208,8 +201,9 @@ spec: interval = string, }), }), - expiration_time = string, - labels = map(string), + expiration_time = string, + deletion_protection = optional(bool), + labels = map(string), })) defaultValue: [] - name: views diff --git a/modules/authorization/metadata.display.yaml b/modules/authorization/metadata.display.yaml index 84aad6c3..64fb6e6e 100644 --- a/modules/authorization/metadata.display.yaml +++ b/modules/authorization/metadata.display.yaml @@ -1,4 +1,4 @@ -# Copyright 2023 Google LLC +# Copyright 2024 Google LLC # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. diff --git a/modules/authorization/metadata.yaml b/modules/authorization/metadata.yaml index 2a6a3507..4091f645 100644 --- a/modules/authorization/metadata.yaml +++ b/modules/authorization/metadata.yaml @@ -1,4 +1,4 @@ -# Copyright 2023 Google LLC +# Copyright 2024 Google LLC # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. @@ -28,7 +28,7 @@ spec: version: 7.0.0 actuationTool: flavor: Terraform - version: ">= 0.13" + version: ">= 1.3" description: {} content: examples: @@ -73,12 +73,10 @@ spec: - name: dataset_id description: Unique ID for the dataset being provisioned. varType: string - defaultValue: null required: true - name: project_id description: Project where the dataset and table are created varType: string - defaultValue: null required: true - name: roles description: An array of objects that define dataset access for one or more entities. diff --git a/modules/data_warehouse/README.md b/modules/data_warehouse/README.md index 7c8f7532..937527d7 100644 --- a/modules/data_warehouse/README.md +++ b/modules/data_warehouse/README.md @@ -17,6 +17,7 @@ The resources/services/activations/deletions that this module will create/trigge - Creates and inferences with a BigQuery ML model - Creates a remote model and uses Generative AI to generate text through a BigQuery ML remote model - Creates a Looker Studio report +- Deploys follow-on learning notebooks ### preDeploy To deploy this blueprint you must have an active billing account and billing permissions. @@ -35,9 +36,11 @@ Functional examples are included in the | Name | Description | Type | Default | Required | |------|-------------|------|---------|:--------:| -| deletion\_protection | Whether or not to protect GCS resources from deletion when solution is modified or changed. | `string` | `true` | no | +| create\_ignore\_service\_accounts | Whether or not to ignore creation of a service account if an account of the same name already exists | `string` | `true` | no | +| dataform\_region | Region that is used to deploy Dataform resources. This does not limit where resources can be run or what region data must be located in. | `string` | `null` | no | +| deletion\_protection | Whether or not to protect GCS resources from deletion when solution is modified or changed. | `string` | `false` | no | | enable\_apis | Whether or not to enable underlying apis in this solution. | `string` | `true` | no | -| force\_destroy | Whether or not to protect BigQuery resources from deletion when solution is modified or changed. | `string` | `false` | no | +| force\_destroy | Whether or not to protect BigQuery resources from deletion when solution is modified or changed. | `string` | `true` | no | | labels | A map of labels to apply to contained resources. | `map(string)` | 
{
  "data-warehouse": true
}
| no | | project\_id | Google Cloud Project ID | `string` | n/a | yes | | region | Google Cloud Region | `string` | n/a | yes | @@ -86,6 +89,7 @@ A project with the following APIs enabled must be used to host the resources of this module: - Vertex AI API: `aiplatform.googleapis.com` +- Artifact Registry API: `artifactregistry.googleapis.com` - BigQuery API: `bigquery.googleapis.com` - BigQuery Connection API: `bigqueryconnection.googleapis.com` - BigQuery Data Policy API: `bigquerydatapolicy.googleapis.com` @@ -95,10 +99,14 @@ resources of this module: - BigQuery Storage API: `bigquerystorage.googleapis.com` - Google Cloud APIs: `cloudapis.googleapis.com` - Cloud Build API: `cloudbuild.googleapis.com` +- Cloud Functions API: `cloudfunctions.googleapis.com` - Compute Engine API: `compute.googleapis.com` - Infrastructure Manager API: `config.googleapis.com` - Data Catalog API: `datacatalog.googleapis.com` +- Dataform API: `dataform.googleapis.com` - Data Lineage API: `datalineage.googleapis.com` +- Notebooks API: `notebooks.googleapis.com` +- Cloud Run API: `run.googleapis.com` - Service Usage API: `serviceusage.googleapis.com` - Google Cloud Storage API: `storage.googleapis.com` - Google Cloud Storage JSON API: `storage-api.googleapis.com` diff --git a/modules/data_warehouse/assets/data-warehouse-architecture.json b/modules/data_warehouse/assets/data-warehouse-architecture.json index bc42429f..5a7b9bb1 100644 --- a/modules/data_warehouse/assets/data-warehouse-architecture.json +++ b/modules/data_warehouse/assets/data-warehouse-architecture.json @@ -1 +1 @@ -{"version":"0.2.3","resources":[["UHRN8URZWaOiEoegPEZvR",{"documentation_url":"https://cloud.google.com/compute/docs/regions-zones","deployable":false,"block":{"attributes":{"region":{"type":"string","field_type":"single-select","description":"Region","description_kind":"plain","required":true,"placeholder":"us-central1","display":true,"validation_regex":"[a-z]-[a-z]+[0-9]{1}?$","gcp_resource":"region","api_dependency":{"project":""}},"team":{"type":"string","description":"The team name that will manage this resource. 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wMDA3adi/N7RWJNhcdTAwMTZcdLZcdTAwMTlcdTAwMDSLXHUwMDA021SCv3VgbVxipGKdZ0BcXOGOgO2rdfnwVt2rVSv2eu/kbLN2v3E52Tilx1x1MDAxMfBcdTAwMGLza1x1MDAwNVx1MDAxN85cdTAwMTFcdTAwMTDOclx1MDAwNNy9bbODhrXuQdVcdTAwMWLVxc29g8PKbFx1MDAwMVP+IJgyXHUwMDExjoBcIsE2Rq/791x1MDAxM+9cYihcdTAwMTJsf0y6euWKWSONzOFcYnh+q9SXdl+Wt2ZfVPXifeb4tubrk61ge1x1MDAxY1x1MDAwMb80ydZLXHS16U2WI+CSzW2JzfKK2N2/PZpyp0fTt8cnhYb9gzTs3+tcYihybItcdTAwMWPbLIJFjm06wd/aXHUwMDE1kJ5jK1x1MDAwN7aSXHUwMDA3ivaaKZFcdTAwMDOwvO+tXHUwMDFjXHUwMDFj+Y/Xam31/u7+fXZp7uzhfLJcdTAwMDGLnZxcdTAwMWNbaVx1MDAwNbXw1FlcdTAwMDW3XHUwMDFmly/vXHUwMDBi8vbgbnNh/+J0YV1cXG+vr45cdTAwMDeMTGZ+4d3nyqnQ52y3Zlx1MDAxYjNXZb169bZWXHUwMDFmtYUtXHUwMDFieO89l7BcIsHJwfd+u/zwvvXAXq4kr+7c3L68rM/y5UnPsbVcdTAwMTOYY6uVNFxcXHUwMDBikeVcdTAwMTIrWCDGXHUwMDAynZv216bYpugxzWikXHUwMDE5y9E5wr5cdTAwMWU/1Lbelz9ed54vXHUwMDE2p1x1MDAxYnL1/WGogWY/k5snLcfWKmuk9TZLna0+r+/u3KydXHUwMDFl1a9cdTAwMWLabD9t15dcdTAwMGVFNy9/I7NPpvFcdTAwMWTI7L+N8f03pNhcdTAwMGWWP1BpXG5mSFx1MDAwZTjxVl96PVFru9M19ShnVqde1y4/5iZb/LhcdMqwtZZx601m6+yVs6pcdTAwMTDVT/+xflSb5S9nT9enYrdcdTAwMTA8f5DgmYi4WpFgXHUwMDFio9f9+4mPq1x1MDAxNVx0tj8mI642WL16rrnlPEdcdTAwMDXdR335817MVz5vb+tXbOdtQZ5cdTAwMWPUJlu92onKr+VMO+eyXHUwMDBiYedv9882TXlTiLX6y4l8ezi6Pt0sXHUwMDE07Fx1MDAxZqRg/96wWpFfW+TXZlx1MDAxMCzya1NcdP7WQbUhgIpcdTAwMDQ7a2dUuFx1MDAxYvJ66/LBLpfd7crt9Kf+2Kyf3V/dTjZQ6fFcdTAwMDP8wlx1MDAwNFvJlWaS+SyYsqWu78TbVv1g9Wr99Gr/enH2cEtcdTAwMTUw5Vx1MDAwZoIpXHUwMDEz4Vx1MDAwNyjya2P0un8/8X6AXCK/9sekq1cgKSUkXHUwMDFkUbB+PS6v3qzcfX7M13dcdTAwMWbl3PyrvV9fn55s/drjXGL4pfm1jlx1MDAxYudVdlx1MDAwNcvjzbk6WDo9Xlx1MDAxN1x1MDAxZvK4vL7n+af2hYb9gzTs3+tcYijya4v82iyCRX5tOsHf2lx1MDAxNZCeX6tcdTAwMDb38sQ10oK60Fx1MDAwNVx1MDAwM5bq9Nrm9PH9dO366mn6bu5FTs1cdTAwMWTsTTZgkV1cdTAwMDXFvzi/VjAsRnHOs8qBri5Or7dn1MbU7c7c9uH80stJ7eYnZVx1MDAxN349499dN7J1+lf7XHUwMDBmsytPrzczc/5NbZ+8XFxf7l92tyvpupNlUvr/fH3yn56l/Uyss3rw9L79NHO4uL3qxb0pf548XHUwMDFm3YyYvqvFILbi1nJjhMhhXHUwMDA3+MWZveOVWXdzWl6Z2Z+5t+Xb14lvkSvl5KXvclx0heBcdTAwMTjLzN/9hVx1MDAxYzaJPNC5an9t/q6yyb/9mkxjnPNcdTAwMTJcdTAwMTc4mJ9cdTAwMTfnK+8rXHUwMDFip4uv96dbx2uzL42VXT6InydFTcpJS981XHUwMDEy0IRcdTAwMWKV5T3/aEzrnc21lbu5qa3ZXHUwMDA393z6dPs81c3K38jrk2nbXHUwMDA38vpvY9v/XHLpu4PFj1x1MDAxNZYzw0y4+KnuvvHqzHVdTtePVu350kGtISZ87qTUk5S+a5j1XmSh9LPjXHUwMDA3c6TW/cnS9OrnjDji91x1MDAxYvqxXHUwMDEwPH+Q4JmIsF2Rvlx1MDAxYqPX/fuJXHUwMDBm21x1MDAxNem7PyYjbDdYvXLHudJey3Av2MfGXHUwMDEyu7VHL/vu/vJiaa3+8dk4u59w/aomKn9XKS+Z9CZcdTAwMGLbXHUwMDFmleX7wtvu7v2rmq3V5lx1MDAwZXdqU7LA9n+Siv1743ZFXHUwMDAyb5HAm0GwSOBNJfhbR+2GgipcdTAwMTRZkNyFu1x1MDAwMo72VEVVZ2tq83Vm5vp2a+2irPSEQ5WkK+BcdTAwMTdm8OJ+WW9Z5tTJxVu3s7G3Ult8bZz42/LWJp/jXHUwMDFiXHUwMDA1TvmDcMpEuFx1MDAwMopcZt5cdTAwMTi97t9PvCugyOD9Men6VVx1MDAxOOeZlDx8prM+P7+29uilfnT3MbMwe3T7fvDYmHD1mvRcdTAwMDT80lx1MDAwNF5cdTAwMGXlKpi3LkvD3myt7aycXp/X7Nr14tHF8XZlf71WaNg/SMP+vZ6AXCKDt8jgzVwiWGTwplx1MDAxM/ytfVx1MDAwMelcdTAwMTm8emDJkVPMMsCucH/AJy/vr5aFr7Gr+4PZt/OtLX28M9mAxUxQXHUwMDAyr/GUXHUwMDFhoLPAylx1MDAwMb+ZXr+/W/14VOtcdTAwMGLb17fXT5XXmz85u1x1MDAxMFxcvPq6XV64vzt8fHs8Wnm5Xis/jJhh29VcdTAwMTc5ce01syQ0TXiCLd/avjVVtfjmLrbPPv307JJ6YFx1MDAwM679xCTYmlx0TLBVXllcdTAwMDc7sOCA9tODOKBz0/7a/NrBWox7g5NcdTAwMTE63Oy+a8xu8t3r+s3GzPFp/b2xdvm0NOFzaczE5ddyI6RcdTAwMTG4t1ltKnf3Xlx1MDAxN+fXn+XV7P3c49by/qX7VEvdvPyNzD6Zpncgs/82pvffkGCbXCJ/OFC0l1wiXHUwMDA3nmhUzupcdTAwMDevSy/P0ztb21x1MDAxZiuHazeHlc9cdFx1MDAxN0BcdTAwMTOUYcutdFx1MDAwNviNZ4me5Vx1MDAwN/Hs3qfVnNhdW5xeXHUwMDEyZbt7cVSInj9I9ExEXFytSLGN0ev+/cTH1YpcdTAwMTTbXHUwMDFmk1x1MDAxMVdcdTAwMWKsYCVcdTAwMTnrwuSY46RcdTAwMGXn1OvRx87lyvXB5v7Z1tVlxU54XHUwMDA1i5moXGZbxXC7nDBZdbDPh09nO+fs4FxcPdTPVz/md1x1MDAxN6R6KFx1MDAxNOxcdTAwMWakYP/esFqRYFsk2GZcdTAwMTAsXHUwMDEybFNcdP7WQbUhgIr21FZe+fBW/i+35qq8cbMztTRrXHUwMDBmj99cdTAwMWXM6+eFmnCgMkn5tdDiXlxum1VqO7u8c3u9MWfe+O318Y59rS6W31x1MDAxZVx1MDAwYpjyXHUwMDA3wZSJ8Fx1MDAwM1x1MDAxNPm1MXrdv594P0CRX/tj0tUrl5Iz7vK0srh/eLhg1ZPXQ3H3ubv38vm2y9ePJlxcv05Wgq1cdTAwMDaeXHUwMDAxgvRZXHUwMDEx+/u5q7eX2vndy7a5OZtdWdL1ObleqNg/SMX+vZ6AXCLBtkiwzVwiWCTYplx1MDAxM/wtfVx1MDAwMSF9S1x1MDAxMz1LY7pcXHTlmka5WbzEuv90lVxutZVy51x1MDAwN500uq7eXCK9mGGYXHUwMDFj1uR3fi1cdTAwMGXqXHUwMDA2XHUwMDE0efT8VzaApSYsmvdcdTAwMDDHyCUzuC8jU9pzXHUwMDFl1L44XHQpYlp2jKDi+1x1MDAxNDYuUe+lz1x1MDAwYkJmandcdTAwMTe1u8s44Kk0t6VcdHo+P1x1MDAxYfNcdTAwMTW5bcpTp6dcdTAwMTdXZ+Xlc/04043yqlxyXHUwMDAwJ7pcdTAwMTQlJZy2vPPfXV+6LN/TbiaZpS1cdTAwMDY74Fx04Cd7TUeLK7W9pTdx5f3p0uP79aWa3671X5OTsT+qd009S8iFzv55fqwlMvXjyZspYmiqdrqtXHUwMDFlLlx1MDAwZbdfXoXaWtjY21hY3+9cdTAwMTVD8YRokkKK25K0QmunyVx1MDAxZYxbXHUwMDE3XFziJIyAYoBcdIk37uqX+eWKM7YktHJOuKZa7LDUl4ySUDHeczxAXHUwMDFiPIp3TLTxSKyknVx1MDAxMy6xkinPP1ViJZKNv4wqqlx1MDAxM9Xdk726XGbgrqympFx1MDAwMSys94prXHUwMDExYlx1MDAwMOdcdTAwMTdZXX7rXHUwMDFjXCKrO8v4x27j5fG88lx1MDAxNL/drYRlgVvojDW4Ypbjonk9gFx1MDAwN2Kkh0xK7spyXHUwMDE2etDVzJm5/PV2fZk0syBB8kHn6jVQmdY5Olx1MDAwNE9fvs98XpxUNlZWn2Y21i/m3c3J8aRwR3+/huopR+BivDLhS171q0Xo2v1cdTAwMTZcdTAwMTdqacCHvn9cdTAwMGXhd5ZcdTAwMTBcZsdnI3NSdG/u7+tgmme6kv15ZVx1MDAxY8yXg6+6XHUwMDE3lKL71memP3erStevxdXWnbt7lMtbYVx1MDAxMFxcMlx1MDAxZbt0ouvSfdWu9Fx1MDAwYjal3edcdTAwMDJzM8msXHUwMDAy7O7RVcRYdqBcdTAwMDbTXFw5XHUwMDA2XHUwMDE5XHUwMDFjUqsxhFx1MDAwMuPDMNZYMXfXVUp8//swd1x1MDAwZXzLpWBWK4tNg8kku7xcZlx1MDAwM/FtXHUwMDEwxD7fuL36PDiQavd5dWflsz77ubjF+i1haqg1/Fx1MDAwNIxcdTAwMWRWSyu7ym6SfbaZd0LYXHUwMDFjfUC39s5V/fBkaX1ueeZoqV5/vZuvrk+4XHUwMDEyj/szpFx1MDAxOSxcdTAwMTOlKjst02XieVx1MDAwNUdm+pTTel/y3X96xTPvLuNtVyQxYY1cdTAwMTBcdTAwMDNcdTAwMDbmjlx1MDAxNEL4uqNcdTAwMWRcdTAwMGXonGPt4XGNVVx1MDAwZetLM9W91YvFXHJ5dtBd4NSjoL4++c+/0ui6qb2np9mLz+qNezvYbGxXd1x1MDAxZS5cdTAwMGXC6PZcYpsxysvMwMfj7Ia4mDab23pFmop9vVt+rXavXHUwMDFiku+sUqdv7lQuu5FcYl3RylNcdTAwMDSym6yY/LT9ul9cdTAwMDDj22qEXHUwMDA1415Kq4JMrdY1mKlsqlx1MDAxNSlcdTAwMWb8ztKer/Gtu/mpoaZd/0R27irri/h5xNr4gYjc9HVcdTAwMTkkXHUwMDE52DLHJFx1MDAxZlRcdTAwMWb/rZB8KE5cdTAwMThcdTAwMGIkjyzLaUDij6fa02SA8viSUmC5npc3R6cru49cdTAwMGZXZ+fr6n7zs+ZFXHUwMDEwLLdcdE3SnWrevjW6iz07cl9cdTAwMTfO8DRgTlfaXHSl+7mWXHUwMDA0XHUwMDFi6IJcdTAwMDBcdTAwMTDTmjsvQ3JcdTAwMTeHQOZiXHUwMDE4/vo+b7j2WV+f6rp9w/1cIpZv06OQc6P/JOTNXHUwMDA25XfX8s49LW/fvD7Ih6eLg+kqb/i+dsFkQPCmTJGV91lfLz/Llzm7Z3fri/WbqZMgmdLtT2rKlF5Tv69E6cDLQqL0SFx1MDAxNGHJqDGur69aXHK09JVcdTAwMTVAUDyoaOv3lye8WzxMNK9T6H4y2D3I4naDNZaCXHToXHUwMDFkz5Ftn75Jk5lcclx1MDAxOFx1MDAxN2lqRJd53+ZVQvWTiqzHvnaMO2c4y0pcdTAwMDXc3jjzd7X3xvSxW75YuFueuts7UN13sba9YdZcdTAwMWGLr0uHs4uHp6r2+la5/Oj+wm5t/Wr1YMc9Lrz6ithYvlg5bdS+fT5tOpqN3dlcXHZ8ukZcdTAwMWKe7vH6ybl8uJr63Lu8O7r0u/7ZXHUwMDFj342B7lxifodUusszL27msz59/TZ3eDC/t3Vxs/lcdTAwMWW43p6jXHUwMDFmo1bI9Gc8zy+tz61cdTAwMWPyme1Lu1A+OTieYeuvff1cdTAwMTkztcvtl8pj7C53ezQuXHUwMDFiXHIw+elZ7fKBvnaKd4CZ99z99TG7OOzA8d2wXHUwMDE0YK36PNVKi0/nh3p6p7b7XCLnN/dcdTAwMTdrN3umXlx1MDAxZCA/J6ZccpqNp1PHw5BJXHUwMDE5yqetnHepMjS1XHUwMDBimuvXOqmDnDrxf+e9VyqrbmmSJenfxItXtfpFajO2LrWc4e7pWVasIZuPff/LkVOvVOPcPVx1MDAxZT/P11qGXHUwMDEyLV0nnFx1MDAxNC3MUZs/q8Kdp7NcdTAwMDdP15/6Q+8t7a+u19W7eNvcmfvdREuXa2rc7Vx1MDAxNXm/XHUwMDEwtewgsXbfXHUwMDA2mowmuc1qjFRcYpavp0+2YFx07/L4P3eR2/Zcclx1MDAxN+iq8fJU6StgOlnXP0XA9KwpVdBcZipcdLODXHUwMDA1XHJcdTAwMTSpNcL58KDrXHUwMDFjf6nNP1x1MDAxZF7s7izjPbjbVWcvXHUwMDEz3sFYWFdSXHUwMDEwXHUwMDFmXFwzbSmJP55GpbQo2ShK2ipcdTAwMDNcdTAwMWNcYm/6Sph+ZlwipeNWVa9cdTAwMTQyJW61ZkZ7iFx1MDAxOONsnzyrwV/5itJa6Y3ifJLNyFx1MDAxMSvK/lx1MDAwMlx1MDAxOfXblK1N8ZJmznnGNVx1MDAwNUe0jNXItj5cdTAwMTRMU1x1MDAwN0duebab/1x1MDAxYuhcdTAwMTnjXHUwMDE4Z5ZzY8DFXCJB0DrJOUjiUzw0u3NcdTAwMGIvXHUwMDE55jSWwKiiRsepXHUwMDE5rYlcdTAwMDFcdTAwMWSeXHUwMDA2ucmCqEnFwNCMXHSluGImTtBKJ2HNXHUwMDE456xgloXUp1x1MDAxOSVcdTAwMDWXgia3qGRpXHUwMDExLzkhXHUwMDFkWInhXHJcdTAwMTj3OoigNMxcdTAwMWKvlVRcdTAwMWFLiFx1MDAxN1GXwI9aSGywwGExXHUwMDEzUpNnOFx1MDAwZY9cdTAwMTLmsUqu4lx1MDAxNXQg6IU1WmHlkkBuXGJBbfG6WnjDmufSTVCUcFx1MDAxOIwpZyA5JW5BXGI9biRcdTAwMDXLXHUwMDE5i7L6XHUwMDEz9LjiRkvoXHUwMDAyzyVzIWeccqWJnFx1MDAwN0VcXEKjINozq8hFiTba4j54oVx1MDAxY1OxRlx1MDAwNLrkOa6ywMpcdTAwMDVcdTAwMWUmsrvijJmaXHUwMDE0+I+TVrhmmVmCnFx1MDAwMedcdTAwMDBDXHUwMDBiZ3BDXHUwMDAzXlx1MDAxNaxcdTAwMDGFh4tsXHUwMDE4sHeMdU2JxWRB5j1cdTAwMDE1J/CaIIj/JpZKkFx1MDAwM7TnXHUwMDFjV0lQJZ3OJlx1MDAwN1ZnTkpccpCkTOJcdTAwMWGDnIqq7axnwsmAxVx1MDAxOZIpXHUwMDEwRLqp3O2Ii8PmXHUwMDFiLzX4QnDTSy7v1pGoY/ar2ZFcdTAwMTjxXFxcdTAwMWT0uNdRU4UuXHUwMDEw01wilu/OKVxcXHUwMDEyLFxiXHUwMDFjzlx1MDAxY15Yx6ipkvRcdTAwMWOy01x1MDAxOGU9LlDmm46dmvZcdTAwMTDw1mG/pXU+QVxyp0mMXHUwMDAy25WJ7FwiT1VKrEYobbBb3ivplFxy2ClcdTAwMWNcdTAwMTI2VfPWMcap8aa85TiQXHUwMDAwSpIyXHUwMDAxJU5cYstXLk5cdFx1MDAxMlx1MDAxOFqV0e1cdTAwMGK4+qnLklBcdTAwMDfSYWlcdTAwMTbgXFxcdTAwMDRog8Qm4ffgXHUwMDFii92B0PajXHUwMDFlmYxK2L5cdTAwMThehuxUyn2SJTKvLLbLNXc+oNdcbpSxJiCgJElGOyhcdTAwMWb6m35cdTAwMWWJPFxy1UypxS4uXHUwMDA2plhcdFx1MDAxNpTnUIvgkqaYyNxcdTAwMWZcdTAwMDahXGYul5BFwGmKWsUkaVx1MDAwMv3QXdJOKih4XHUwMDFmUFx1MDAwYk2Dd7BcbqFsVJWX7GOAZXGulGJtIyqbXCJcdTAwMTBcdTAwMTWUhnROXHSbVGtR0jVhLvzHQlx1MDAxMFx1MDAwNvSiYyVBt0hxa9qwqWeNwG/YXHUwMDFhXHUwMDFkgbSgjcRcbo2UJlx1MDAwMrk8IVWJXCKjKkVFdZe0jTLgrjGrwJBcdTAwMTBSrCVcdTAwMTeSR1x1MDAwM5Qkoe/xSNDVIUfDsFxuKPNcdTAwMTbwk70k8SgoXHUwMDA33FHi9lx1MDAxMFn0LX1yUpxcIpAnXG5rXGZK5Wo6RTY+Zlx1MDAxZXdvXHUwMDE2pm/Pdmc+yuWXhZuVOzvpTlx1MDAxMU5FqZ5Kh3FIQsUzWXFwhLlcdTAwMDHSrVx1MDAwM1xcccmc2vw+XHUwMDExXFyhi2qfXFx17oGPwczgOW0txHHHxdY1XGKn+Vx1MDAxZFx1MDAwMVYyTnnf08lcdTAwMGU8XHQjXHUwMDEwgKxwilx1MDAxNE6RXHTs5Vx1MDAwMyypvaA2XHUwMDBiTvXY7Fx1MDAxMIpQZbBfcYOth3JVXHUwMDAxrXdYiYw6XHUwMDE4TZrqwZLWXHRIKsJaVG/OId1NQMdaXlwiXHUwMDBllOQkXHUwMDAx7HNCiThFzlk0slx1MDAwNlx1MDAxNja0b1C/IU+dXHUwMDFjgOu4ZoS4bIIgXtRcdTAwMDI2RTtcdTAwMTJi9EzB/ITqg80loVx1MDAwMrFRiX5tgDzkQzFcdTAwMDBcdTAwMDVCWJ29QtgpitwzgFx0qqng4lx1MDAwNFx0RMHM0oopzVn2+mRcdKtipPVcdTAwMWNcdTAwMTZcdTAwMWFrgFx1MDAxMIErRyBcYthcdTAwMDTo2Vx1MDAxYpvtmlx1MDAwMX6EuVxiSGdcdTAwMDBcdTAwMTJM15jeJj2rQSm6Llx1MDAxNlx1MDAxMDogxVaRL0J7zyyOmDxPcXpEyVx1MDAxMYqAUnDZylx1MDAxZeRwatT6XHUwMDBmXHUwMDA3Qi+e8LxxXHUwMDAwJUDIqHdcdTAwMGXQWHZPR1VcIiTIsUNcZtLeJj1b0mksXHUwMDFh91x1MDAxOeZcdTAwMDIuYfb6dEmSzWElXHJNXHUwMDAzMEm4XHUwMDFh6eQ1eFx1MDAxMipcdTAwMGWPNNl+I43jMKQzQVx1MDAxNT9cdTAwMTYuTs8z8lx1MDAxNjDOcLRaZJ8urHRcdTAwMDd+d85cdTAwMTBe93GwLUrcXHUwMDExcoaZojhuUzb/XHUwMDFhXFxXTTZcdTAwMDZcdTAwMThcdTAwMTXvrU2cnHK4eoK6veJ6ylx1MDAwMHlgYLxQLFx1MDAwMkBcdTAwMWaSq1x1MDAwYlx1MDAwMzTpOepxr8lcdTAwMTPEIWGy757F21x1MDAxMtpUQFx1MDAxZLo7zEJ/JCFsJ6xcdTAwMDdqhIiU2axmo+tcdTAwMDC5qkjSQUnGyYFcdTAwMTjQNZhQRGvMviu2XHUwMDA0hFx1MDAwMkuX/Jw0XHUwMDFlxybWR4uCXFxhjk5cdTAwMTe7XHUwMDFjQFx1MDAxMOagJ7eghPQwOrZAmPbUcVx1MDAwYlx1MDAxZjPryX2ZvUBcdTAwMTddXGLIUliaXiudcDVcdTAwMTgy+oCtPSwtXHUwMDFm0JTMlahcdTAwMTOGgT2He+Fwr+M+XHUwMDFhwHSYTlx1MDAwNjedspxcdTAwMDKoXHUwMDE5XHUwMDEy4UaBc1xydbyKU1M4XGaIf7wo7GFohFx1MDAwMHqOO04o3LPIp1x1MDAxYadcdTAwMDeVXHUwMDAx4aWJs8FcdTAwMTnZXHUwMDBlZFfyjlK1cJlcdTAwMTnsXHUwMDE5XHUwMDE2k3umhHtcdTAwMDfpoFx0hVx1MDAwMkPq7OVcdTAwMDGPQlx1MDAwM3EyjIh5jY7Ts1EkXHUwMDExRlx1MDAxMFx1MDAxZSiy/SMgJ4zDq3qtIUedj5GzJVx1MDAxZcFipqBcbsBAIeTA4cbCnKXvd1WLN8nBXGL3htNe4NhcdTAwMDPUuCeHieMw2KRcdTAwMDW1uFTGrcQ24ENIZJxGQIc/X9JcdTAwMDI7XHUwMDA2M5tcZn9cdTAwMTZXua6kPSRcdTAwMDE2zVx1MDAwM95AXHUwMDFmhZDTXHUwMDE264Pog4kudCx44WHhWlx1MDAxMjhCkXchQKyAXHUwMDFjgVx1MDAxYstcdTAwMDT5XHUwMDE34k2AW59BXHUwMDBmkytcdTAwMTRcdTAwMGJcdTAwMWRtcZzsa+hcdTAwMTFcYlx1MDAxYrA0ZFS2TEndO9DTXHUwMDEwXHUwMDEwuHKOS0n4Y7Sj5bzE8CQwolK47iFvm3LvQI2wKKAgOVx1MDAwN4BcdTAwMWJCVpfCXHUwMDE2oFx1MDAwN85cdTAwMTeMaUFeQ5sto1KZlkNBUkzIQIdcdTAwMGI6lVx1MDAxMFx0mlwiVECPcr09iUMoolx1MDAxMMZIlXmcoKWOjt2SXHUwMDBiPkTmpYhkkLM0+Fx1MDAxM8vH2Vx1MDAwMv5k371UhcFcdTAwMTX1JVx1MDAxMN54XHUwMDAyXG7C+OzTTdVnnFx1MDAxY9BcdTAwMTJGg4DhRM2esrcvVd+CXHUwMDFllDtQKGBcdTAwMWXIXHUwMDA19N9Ox1x1MDAwM5yaXCJcdTAwMTnyRuAyK61cdTAwMDPEaCpgXHUwMDAxPZxcdTAwMDGUpOA4fEifXHUwMDEx8Vx1MDAxNKdcYlDUXHUwMDE2iUJELkS2pMI90IOI0NTKmCBwtixIXHUwMDA1o6CG88FhQE/iXG7idlx1MDAwNtBLwcqgXHUwMDA3XHUwMDE5QZXPTtHddNm3JVx1MDAxZMrbkpBksWOBXHUwMDE0vVx0XHUwMDAwLOmmhi3BXHUwMDAwxrpcdTAwMDV1qbLZgZxcZkvIwvLD2ullod+0zd6+dEtccqzjYFx1MDAxMEZcdTAwMWGPQlbZ3JFqSHKwNrAjXHUwMDE3luKZnI9o54KcdFx1MDAxMCrk0ofwXHUwMDEz2Zcv1VxmXHUwMDA3OXCFlpqwXHUwMDFltFv25qV7XHRAj8QyXHUwMDE5V+BcdTAwMWbyj1x1MDAwNFx1MDAxMExxY4Cew/s6XHUwMDEy3V767JBRhp9cdTAwMDX0wNJcdTAwMTaaklx1MDAxYcjiMlx1MDAwNTWKTvFcdTAwMDRxoCqoY8pcdTAwMTTxZFx1MDAxZmSSS3dVXHUwMDExOc9cZpVTXHUwMDE4XHUwMDBlZaWzVVuGP43cxVx1MDAwMuRcYjPgXHUwMDBi2deZJX9cdTAwMWR3Nmf+vLlcdTAwMWOIXHRcbo5xnVxiceVfTnO/JJmHiqDFaNvVOk1cXI1mXHUwMDAySjwmmPc0W5dNka+eQE9CXHUwMDEy575s4+WFJquS2Vx1MDAwZqlcYmyTlEs5ObUtSHDTYPxza0ZcdTAwMTIkLSknYC+pZvB0JDHXksHU9Vx1MDAxOXibmeTi8sngpoYgrVwiXHL57eJry60hWlxuXGa7huOArk/qw5xcbqylXsFEylx1MDAwMYJcbpkgl0+9tpQ/XU9FYN8nXzan9m+BXHUwMDEzSDbhXGKbxM283OCkhZ2oXHUwMDA0XHUwMDA0MjghLXNDpzauU1x1MDAxMGZcdTAwMTRJSpLLhetaoFx1MDAxM8KEgydsPHEuP+hsYWJcdTAwMDBfXGI62sPRMHFcdTAwMGKzXHUwMDAz4dD0Tc9cdTAwMTPUclwi9pZBXHUwMDAxXGZcdTAwMDZcdTAwMDGEf8bvXFxeg6Jl7jCYXbh4MEFHM3fa1lx1MDAxOHmcwVx1MDAxOC5JLqc11jJcdTAwMTaVt5GxneCv3MZiy5SFxNCQ3T5cdTAwMDHA8pqyTUObcnJcXJSFXHUwMDFhp5bb0G75XHUwMDAxSIfCXHUwMDBlY1x0XHUwMDA1lttcdTAwMGbQ9lJAbnJB9Vx1MDAwMyN5Kdo+XHUwMDE0wE2wWVKo5/ahtFx1MDAxYzyUbWcoczPpksnl4Gl6n1x1MDAxNN1fXHUwMDE4Olxcxd80t/ep5Vx1MDAxY9OU11x1MDAwYkNcInHncjvH2t65vipcIrfrrrk4qo7Bt2GVjOZWbO5cdTAwMWODXHUwMDBlpfCfi9vquX2e0aFcdTAwMTJHQqVcdTAwMTDDxonl9MdGXHUwMDE3jvKWcVx1MDAwZVGGeje13M7iiFx1MDAxOfCijHJTcUlH82RHnKo9a6Y9JTJcXHM62SMhXHUwMDAynveSXHUwMDEyWlx1MDAxMvI3f1xigCRcdTAwMWNBcFx1MDAwZoRcdTAwMDBcdTAwMTGnRlx1MDAwYlCQ+IU9XHUwMDAzg8tCJMavbv7oXHTpXHUwMDA2hVx1MDAxM1x1MDAwM+infDCfWFu+0E6kt8hcdGFcdTAwMWOlg7JEhmrOsFOkU0FN4fZG1Vx1MDAxYXFqeYNipPBJulx1MDAwMU06XHUwMDAwprjhmz9mR3BcdTAwMDRSl6LzXHUwMDEyuilcdTAwMGX388dcdTAwMTRcdCxJRk3/NWS/NIm815xcdTAwMTFPwnGw+FRfRs1cdTAwMWSOJYxJviBK1CM5lyhZyFx1MDAxYiwmXHUwMDA0jNtcdTAwMDRsQ/37ZJJcXM5QNuFzRa5DvFxmVH7C7MpcdTAwMWJnh+1cdTAwMDCgXGZY1U5JT5b05ExcdTAwMDMg04bTg3FcdTAwMTdg18u4tyV3llx1MDAwMlx1MDAxOV5cZkJcdTAwMGVwnpFqSKwub1x1MDAxMlx1MDAwNVmFxN5cdTAwMTBjlMhcdTAwMWVn/twpXHUwMDFlZLIqXFxhT72oosFCcXJ5M1BcdTAwMDD9nNeE6F00dEYk6OXNkCF7X0XYXHUwMDEwIJCKJ1x1MDAxMlx1MDAxOTI5XHUwMDEzeMhcdTAwMTlB0Vx1MDAxY2VcdTAwMDWpXHUwMDAzz1x1MDAxMnlaeVx1MDAxM4zIWeJYOz6UMPiHSIBcIldcdTAwMGVMSEbyXHUwMDExl7bnOPKmaEWeJuJcXFx1MDAwYpVnqVAkTi93XHUwMDEyWeRcbqOaXHUwMDA3hbtCXGKfJ1xi5k50++nZv1BjPseIzJnN86nb+aXq5v3zy9Ptp7r4/FBDdaGenNxfXHJFXGZIXHUwMDAz4UpDzLy1iZWNMflcdTAwMTdPYlpS11pcdTAwMTjTznSdSyf5t/1cdTAwMWTcXHUwMDFhT1x1MDAxZf3OatpcdTAwMDOsXHUwMDA0XHUwMDAzN9pOQLdI/m3+dZH82/rs1yb/SvKIafKH9Kn8i0pcIsj1XHJcdTAwMDVcdTAwMTCFWkJKXCJopCSMXCLQi+I9pDuSNCVcdTAwMDEnYclcdTAwMTVcdTAwMTZGklx1MDAwM8JcdTAwMDGdOfLIOlJcbkmK+IxcdTAwMTNQJT4k93VcdTAwMDBFJYFcdMj7XGJ1r1x1MDAxMoVfVLGijCOHKbB7VExcdTAwMWRSXHRsXHRyXHUwMDAwnVx1MDAwM56Tm8ElSEL5WFiGzIVcdTAwMTbBTFx0spi5ppxcdTAwMTBcdTAwMThzXd2zW1x1MDAxNKUg2cPJLrShWcpcbiZcdTAwMWLAn1wiXHUwMDE3eNK9TNErQo9MaFx1MDAxZH1cdTAwMTiwk6JEzcYsozLnqNo0QVx1MDAxMMvynFBBs+QyO1x1MDAwMimphM9cdTAwMDOTwFx1MDAwZcdru+TJWFx1MDAwNpK2Wa9cdTAwMWXwxlx1MDAxMqhXwdhcdTAwMDVeIOdcdTAwMTnvmSzrqLBcdTAwMTTmLXQrVVx1MDAwN2VnN8iSwa1wgkrrXHUwMDAwZnjcwUmXVZJlS15yXHUwMDFmxbRcdTAwMDIo+mhcdTAwMDNcdTAwMWShY6pf01x0ilShXGKtyMiBQv6LTIpUn0lcdTAwMWV/XHUwMDAy+orATIKgXCJeXHUwMDA3WGxcdTAwMGXszK6apSg9TY5cdTAwMDckk5GbTSRcYtIpU+tcdTAwMDHAJlx1MDAwNls0JExPYVxcujqKUm1Y8pVcdTAwMWRcdTAwMTVw4lx1MDAxZcBiYS4ka1RcdTAwMDPBXHUwMDAx1XlcbrIpalxcXHUwMDEwIyggJKCtsMM2qijL5mdNQMSS/4RRxb1Nzn2VXHUwMDE0SFBcdTAwMDLWXrOQOYCgXCJ7XHUwMDE2vMD6pMWAXCJVRJPTjFxm+JCaXFxQNFx1MDAxNNxR5HzGOlx1MDAxMvIh8j47mv5cdTAwMTdax1x1MDAwN4KOzDxFXHUwMDE43uOWJ4fnXHUwMDA28lx1MDAxY0xumlx1MDAwMKNJXHJEplSCjFx1MDAwMmyAXHUwMDE5XHUwMDBmq5dhO0Lyf2Dp0d5cdTAwMDDvS27i/oUoQ4NcXIqwtTynMuJcdTAwMDB6sPQp1OphXHUwMDEwXHUwMDAz8MdfU0VcdTAwMDXvjmxuwZlcdTAwMGYotFx1MDAwNUFN1YiOalNJXHUwMDFhu1x1MDAwNEEybGFcdTAwMDDRs3RII1xyU6KoMlU/KticLlx1MDAxZfFcdTAwMDQ9Y+lcdTAwMGVDOGpcdTAwMThIXCIoX96SXHUwMDA3XHUwMDBm11x1MDAwMbI94VIhzvlyLoaN6zYlsuO40ypcbsnETVtKOFwii5uaRNsohFx1MDAxOUCPwmKMZDQ0J65Eglx1MDAxZW5cdTAwMTFVYttcYohcdTAwMDc0XrGQXHUwMDA13HBKpSRcdTAwMTmo4j5Qup8y8vtgXHUwMDE3bVBnXHUwMDEzXHUwMDEw1IZcdTAwMTOUhyhK+tzpPjnykWCZOF9cbqiGXHUwMDEwhHxcdTAwMDZcdTAwMWNorSFBjzr9t93kYVx1MDAwNVxmZDLhhCXJK55QIFx1MDAxNjhCUiDIRv1cdTAwMThcdTAwMDL0XHUwMDA3LY9TXHUwMDAyKYdlXHJDyyXoUVx1MDAwZlx1MDAwMohnSe6hoFx1MDAwNEiYSZBpXHUwMDE0XG6DfGM8QY5sclKZXG53UIa9L6PyZSr/51x1MDAxNDyK0aP8XHUwMDAycrjoXHUwMDE26Fxiu3/AgFx1MDAxYbgnKqb2XHR6uOfgYCtoT1RAdVx1MDAwZviDqvShy3kkQ1SCXHUwMDFlpYLSSFx1MDAxMVx1MDAxZvi+5GCFSlx1MDAwMzAzXHUwMDExXHUwMDAyiF9cdTAwMTdP0JJRXHUwMDBlXG4sY1x1MDAxNVAsRIF6qFx1MDAwNudNnzpoXG4vaar9XHUwMDBlbTRB0k848mFRZ59kjFx1MDAwMPSoIYNW2D58IUTYS8pWXCKnPbOUSVx1MDAxNVx1MDAwN1x1MDAwNuSaXHUwMDEyjinZylx1MDAwNVx0WZ4gJFx1MDAwNIKsWdmdJEhufU29JKi/YkCOnKFeXHUwMDAzkU9cdTAwMWLKxmveQ1x1MDAxMCzGKD/AUt5HtnDRJE0pMNiM/8WbXHUwMDFjTVEolGK4UJiwLixcdTAwMGbIh4bAtNGkXHUwMDFh3D5cdTAwMGbQa5NcdTAwMDQlbiUuXHUwMDE0eVxmg4pcdTAwMTE1XHJcdTAwMTJcdTAwMTa4eVx1MDAxYUqYdGaSIFlcdTAwMTOWgv1R+6mQV6bMZWw39oeCJD5J0DlcdTAwMWEk503LXHUwMDE5XHUwMDFigv6iXlx1MDAxN81ohnCJPYQlXHUwMDA1naQpOlx1MDAwMlx1MDAwMZh9Z4BONXnSvWKUXFylXZKchFEmXHUwMDAxvaiCwlx1MDAwNdxcdTAwMTlFt4xTwlx1MDAwM+RcdTAwMDGUo0pcdTAwMTLEwavIbHaU7Fx1MDAxMpI2S7FcdTAwMWVcdTAwMThC0UknNVxipVx1MDAxZTDCMKrdXHUwMDFmK5MgjFx1MDAxMFx1MDAxOCteXHUwMDBm0CGg6KNmL6TSSTSEUITuoK5X1Fxig5K0XHUwMDEyXHUwMDE0gSehQaKsXHUwMDAxqGtcdTAwMWaQ21x1MDAwYmPOUFx1MDAwMYxcdTAwMTDKyl6zXHUwMDFkXHUwMDE0JXnwJVx1MDAwNa7Iw1x1MDAxYkCQYcMlXHUwMDAxeN7ksiRBkmtcdTAwMTThbSGJTIqwh8lcdTAwMDbyQL+WQlx1MDAxM6aHXCKAp6A8NUgwXHUwMDFlluNcdTAwMWKZ7Fx1MDAxMFx1MDAxMbpPSzCiSF5cdTAwMTGBrTZcdTAwMTSbXG6qLaYwOFx1MDAwNVx1MDAxZlWfrGGiXGLd4CNcYtWEs5lcdTAwMTQ5+Fx1MDAwNZvohIJaXHUwMDExvUJWUpJcdTAwMWWj+aC2aY5cdTAwMDRQxCaSg1G3XHUwMDFiRcUpKupcdTAwMDBi6MiMiez6XHUwMDAwilx1MDAxMVjh1EHGqt6TUdScXHUwMDA1i8S5MXrz7OtIzlxiamCmKbAm6TL3UMTbgqBcdTAwMDY0XHUwMDBiYWpcdTAwMDZLQcJeYjS3XHUwMDFk10PKXHUwMDFlguSzwovD3NZ4dlx1MDAxNkVWXHUwMDAysygqXHUwMDExiVx1MDAxYVqZZFx1MDAwMvBUj1x1MDAwYjuboqRcdTAwMDRgR44sr5NhlOZcdTAwMTKh7Fx1MDAwMX1abZOyXHRayv8zlHxcdTAwMDb5l8TqRJB8XHUwMDE4mvBtdFx1MDAxNbJcYvJcdTAwMTLEXHSVn5DJ0/9UKCAvbLuTUDZByMPu1jE9XHUwMDE3XHUwMDA3fOnp1is8U2ZfRXBcdTAwMGLhXHUwMDFiKGHKWyNcdTAwMTDTwy2WopqAXHUwMDE21OYkpOVcdTAwMWF0r3KmKcKSiC7iZykpTUM3PVx1MDAwMdn0XHUwMDE0rETYXHUwMDFmX762XpFDXHUwMDAyXHUwMDBlqlx1MDAwN3a0XHUwMDBlac5nXHUwMDFkM1BcdTAwMDTkc/La98hEyCHIdFI/MFx1MDAwMjM3XHUwMDEwYruZy1xyiVx1MDAxN7lzeqQ2XHUwMDE1SUIg8qYmy6ZHzf6w6U70cTCTWiGvcidcdTAwMDUxm1x1MDAxZbW5hFx1MDAxZYA0bLZt6tF82FX6mJLSWHaSMclPbDVcdNiWg61HOTsqQ4T4wEbr7CtcYraHXHUwMDFlXHUwMDA3z8FOXCKzrFx1MDAwN49YqjDjdJdkXHUwMDE4PU21bY44pafqJsI3UHVcXFOjR0nNXHUwMDA2s+lcdTAwMDGJU8lcdTAwMTJAkVU9XHUwMDE4XHUwMDFiXHUwMDAwLMqAg2Bgjiqvsuhp8sqS641Sxfr4XHUwMDFiiYNghEJs8KZyyCZIuZWCcm5whI71XCJYXHUwMDFioS88XHUwMDBiXHUwMDFinH2lXHUwMDAxsT2AJo/6OpL/r1x1MDAwN2LjtlPmXHUwMDFhTLJsXHUwMDAwq6GZyDVJcokqg1SSmqSWYjBTdNQsNptcdTAwMWOuXGJZXHUwMDBiUjd9WD1cdTAwMTZcbjXK9JDjTa94XHUwMDE2PcrJUVx1MDAxNCihXGZU6tbZY0G5yPSjlHSYyJmbXHUwMDA3XHUwMDEzXHUwMDBmRqtuZU/3vC6ZeGBq8XWZsumpyM7G00XkIe+xQVx0zVJeZFNcXGTTo3VBMkNkxlx1MDAxYnlHXHUwMDA0yUSGOqdU7mbaTjY9SuFcdTAwMDFcdTAwMDbGjab5XHUwMDAzPVx1MDAxNjxEXHUwMDE1tetcdTAwMTTNxoXZ5KBuKE9Gk2pcdTAwMDfs6HEv4FwiYVx1MDAxYpqBpoC3XHUwMDA1fKTyVKrG6Wk8XHUwMDE4uT8oUd+0XHUwMDFhXHUwMDFmXHUwMDA3LI96fFq691TGmDhccvLOkE9YSFx1MDAxZFVzZpKz5P2D/Vx1MDAwYvVcdTAwMGJt6Vx1MDAxM05uclx1MDAxZVFcdTAwMTE7RFwiNG+AN1x1MDAwNeRcYklIKtfArfZxcpaqhFx1MDAwNOXEcepcdTAwMDOdfVx1MDAxNrZEVT1cXFx1MDAwMzxZKklLevJcdTAwMDBcdTAwMTdwkyDxrFx1MDAwZvF+tF1/MFx1MDAwNlx1MDAxNbY8gTRyO1x1MDAwNml1OjJcXNpxhVx1MDAxOL28jkvaO4dLXHUwMDA3zmVRh+dcdTAwMDS1vG5VXHUwMDFiSXn6OnCVVkkvbU6vL+5cdTAwMWQxkaIpXHUwMDA05Fx1MDAxMkt6uXN6pcFcdTAwMTZgXHUwMDA2XHUwMDEyKE2ngkmQy+k0J6bF2zAmaZeSXHUwMDFhMrdPn0SKpYVBTuIq22RMJGfIwVDqoMNpwIahLqgyQS5nRIRcdTAwMDQyOVNcdTAwMDHrXHUwMDA05Vxc21x1MDAwNLm8XHUwMDExXHUwMDFiQ/BcdTAwMDdCT/cp8M9cdTAwMWZQws2CaLJ0XHUwMDFhTVx1MDAwN1mCXFzOeFx1MDAxN2lb7I4nXHUwMDFmYk+JSnBcdTAwMTRcdTAwMGVcdTAwMTBcdTAwMDCSRFvyXHUwMDAzXHUwMDAxhiZiUvmDg7pcdTAwMTRlR5PhieskZJJe3uglXHUwMDAwXHUwMDE06ShGXGKezDSVoJc3vopcdTAwMWJcdTAwMWaFXHUwMDA3neSypyYqf/xXkVx1MDAxN1x1MDAxN9hcYszTW9kzRHyaXHUwMDAwsiN8XHUwMDA3dW1Fj8mXO4BcdTAwMGVcdTAwMDBPXHUwMDFj6SB8mn1hXHUwMDEz9PJG+KnZMfX/5lSoXGJVm4BkuVNcdTAwMTDARFTxoqP0XHUwMDE16rOQsKlyZ0mQjYbdIUCjqVxiMplcdTAwMDSUN49DkpuAXHUwMDA0JH7XL3ElX55cdFx1MDAxObiGOKBVSZ7Mq8mbXHUwMDA2XHUwMDAzXHUwMDBiXHUwMDFjm4e7XHUwMDFm1UWKZJJJ/kRcdTAwMWTygJOThfC+SFrgQ6RcdTAwMTKRXHUwMDBmg8reSCf0gbRDpDuRm0VFlGBEkv+mp4tw3pwsXHUwMDFlYSlYdczIqNlHTypa3sQxclY5Yk+yXHL6vXXu5Dbyp0FtkOqi0lx1MDAxOM2SXHUwMDA3nT9cdTAwMDUvy+k3dFx1MDAxYeF/df/zP80v/bv1lyMkNlx1MDAxYk29XaCtvr6QldnceGHnr6+Nz8Ojrbf5+1x1MDAwYv98gT9FZnM8s7larX5TWrM0VDDK/CTPoiuymous5lwiq3lUXHJaZDVcdTAwMTdZzdHHRVZzkdU8gGCR1fxjXHUwMDE4L0+R1VxcZDVcdTAwMTdZzVx1MDAxOdSKrOavT4us5kxyRVZzXHUwMDE3wVwiqzmbYJHVXHUwMDFjJ1dkNVx1MDAxN1nNfSlcdTAwMTZZzUVWc1x1MDAxN8VcIqs5m2CR1VxcZDVcdTAwMTdZzVx1MDAxOVx1MDAwNIus5ji9XCKrOZ1akdXcTa/Iak4nV2Q1d8hcdTAwMTVZzemrK7KaI3JFVnM6uVwiq/mLXFyR1dyXXpHV3EWvyGrOJFhkNXdcdTAwMTEsspqLrOYhnX6TltVcZlx1MDAxM1x1MDAxZSxDYyW+vpGV1rxSuZ9/YHNrtzNz+/7u+O2Bv1x1MDAxZJ1NeFqzXHUwMDAxYuMymlx1MDAwZiGJd74+jbKaXHUwMDE1WTlcdTAwMDIyhDrwXHUwMDFi3XHIJLOa/5u1/qTnNJcr52fVcp+05pKjoSOmXHUwMDAzhL++8pXWXGa0p2i0XHUwMDE2IyeWdp3o/1e3Zlxyk4dcdTAwMDYxfX3QP6156c1eTVx1MDAxZMjNj9eZo5f59Zube3O30J14W+Q9fz29yHtcdTAwMGVcdTAwMTFBXHUwMDAxXHUwMDAyi3yXJlx1MDAwMnrNcHmmmlx1MDAxOPHX5MuFXHUwMDFkQ5FlSUm6cd8spbNqytFcdTAwMDNutlH0IEAjQK9aXG6LypZxXHUwMDE5J0iTbkn3uyhaXHUwMDEyXHUwMDEwsdF4Lk2GI/tcdTAwMDSmhYiTo0E6hoxcdTAwMTNcbpBnR1x1MDAwZllcdTAwMTS88DDY25G5ODknYVx1MDAxN4NJODQ4y56DROOrPJBcdTAwMDLekmZZJKY9UpRPwIZcdTAwMTHkTFwiSJBNXHUwMDBlZlx1MDAxZJRcdTAwMWU5XHUwMDAzm1Nt4+RcdTAwMDThR9hiNsxxx0tcdTAwMWHogFx1MDAxMt1ky/NcdTAwMWUnp6L8xnZUI5vaINnbpJaQuqORXHUwMDFic7HAz8ZcdTAwMDTAVjx6qWBMcOFcdTAwMGZParubdaXn61x1MDAxYjPr1Xp99bI24ZjAMlx1MDAxMlx1MDAwZjB/uKFcYpRKglx1MDAwMlx1MDAwNXRcYmiqyZij0P6IoGDQXGJcdTAwMDdRXHUwMDAytLSQJVx1MDAxMFQ2XHUwMDFhOtVcdTAwMGJcblx1MDAxY9AyTUvjlN3Qbf9/gVx1MDAwMppcdTAwMGVEs7gzQMEpu69U1peu7k5eZENcdTAwMWbfvu+ePZ1cdTAwMTSgoFx1MDAwMFx1MDAwNd9cdFxucHtcdTAwMTnVLWhcbjrZgJy3XHUwMDExf12ieLzmVD7IoqxcdTAwMWSVoEe+eGUjrVx1MDAxY6AlaahcdTAwMTLUgqRyJZqTXHUwMDE2j686Skh0tC48XG6wJSAtXHUwMDA0hjTsbPKZ2J5cdTAwMDA6yFx1MDAxOVx1MDAxOFwiNFxms4loslx1MDAxNVx1MDAxMTlLIcRoXHUwMDAyYc+k+yY5XHUwMDA1pGCExTdcdTAwMDIggVwibMG9oJzIhFojMcSjsFx1MDAxYoOpJLOTezmsLtIkNEu2d653j1TLJof3w+qMJHHHXHUwMDEy9nru1VxylrxDbV06ud9cdTAwMWNcdTAwMTKQU1xcXHUwMDAxW4a7XHRcdTAwMWWrtdXyxo5+eNtev79e3fg4OayqSYdcdTAwMDRRZlx1MDAxYoviTpQnmIRcdTAwMDQuKkWg9G1cdTAwMWHs1XGrjt9PwMj9Tlx1MDAxObVR0LVj639BXHUwMDAyWVKRUGI0Llx1MDAxYTC+d6qTwkWkUYdZmKC2tfRwfrMql+5cdTAwMTdO+fXb3NbRirkoMEGBXHS+XHUwMDEzXHUwMDEz9Fxc32/+NVx1MDAwNbxYVCjGXHUwMDE4jYPUcXI0gVU6p1t1tFx1MDAwMZBAUUxcdTAwMGLKTUdeXHUwMDA3XHUwMDFlJ5dMgsymZz0ja1aSXHUwMDEzUjifnE1cblx1MDAxM0TTMFxcXHUwMDFhXHUwMDExXHUwMDE5kuNIxSrEXHUwMDA1xsf8mU1qUI4059BqYZxcdTAwMGWIh8CuV1iUpHKBZuFKnFx1MDAxZVxydFx1MDAxNVJqSq2HvFxugFx1MDAxODrKvNTSkmKNZyBRMphtT8CmSu6AXHUwMDE5kcBcdTAwMDNcdTAwMTTq0Fx1MDAwMELGJlx1MDAxMv4oWsgo8Fx1MDAwN1xmaWRcdTAwMDA+XHUwMDFiLHybn1JtXHUwMDAyjYcmrKFcdTAwMDJcbpLS6U1cdTAwMTIseKycPzdcdTAwMTVjXHUwMDFmbNBcdIL1TnykqfK5OqOI8oNY+Xjhs+vrK662szfVONqfmmxsYETn3yMw0PXvSe1PaWFCpev+hYWFPr5cdTAwMDDVIdppdNK1tpZup+InyFx1MDAxZp3V2sSvuNudi7edxevLt4PPcnnmlrmnbt1iqq8zXHUwMDE3R+LDny9cXG7NuruLs+pcdTAwMDJcdTAwMGJSzNHrpCjmr2f8u+tGto5/eebFzXzWp1x1MDAwMTZcdTAwMGVcdTAwMGbm97Yubjbf7/7pvrpfd7JMqumfr0/+07O0n6n2XHUwMDBmt+r3b1x1MDAxZlNv6uSz7Ou7N5fH52XZV+1cdTAwMTORXHUwMDFmu88vXHUwMDE3tUZfVd64ey5cdTAwMDOEP36p81TGfK68P/flST+QJ2E9XHUwMDFhZkQnUp/Jk/WNvcbCyuPS9ezyWbW6evFycKkuXHUwMDA38ORV+fzq5bEyXHUwMDAxXFwpXHUwMDEzXHUwMDEwXVx1MDAwZXbT8Wkr510qV/btWvSFyjvDjDvMKXpwtzOMSjA6SVx1MDAxY5PHm7879/RcdTAwMDfCVTDVbu2TvtIlm+lvXHUwMDE3yre1Ol2PzotFLDXgUbhcdTAwMTlPlchGJuVcdTAwMTb7yXS9dnlcdTAwMTdxS6VcdTAwMWFnyefaebn+9fFzo8to+eL25Vx1MDAxZYDdeKxd1u7K9b0+y1x1MDAxOUokdLNMQiZQWVx0MGZcdTAwMTeHZImEo+2dmjs7fH08ett/V7vu/eD24fm3XHUwMDEzXHTaJZ6dS1GnioRcdTAwMGVO7zLMu3qitVx1MDAxYZFRq1x1MDAwMd9cdTAwMTVKLCTCT5dcYl2+mlxmifA/d1x1MDAwN7Wnl3K99ll+Jp7qJ1x1MDAxNbpcdTAwMWMyP0MqJJeUKlx1MDAxOVx1MDAwNjn3ulx1MDAxYeQlXHUwMDA0XHUwMDAzmWCKktGDXHUwMDA1w/vd/km5Ltnn9uzt3cb8dt09PFRcdTAwMDdcYoZcdMHvTvpSZ755UzCIZo0o9bOgXGK3TixmXFxcdTAwMTE+3lx1MDAwN9R3PavtrlNUMqRdlrvu/u5oend/9flma23O7TbWduefzo+7meJcdTAwMWLFyGR6475bjPw2XHUwMDFltilbXHUwMDEyhu6pXHUwMDEwzrlk9e23/9yVqFxckWtcdTAwMDK/xrF4JIqVuFx1MDAxNJw7IaIoVVDHPFx1MDAwZv6kskpcctDiXFxcIp5CtfyUN+u1sc7ygE4uvmQt1VuCx3qz1HlJWS6lkVFcdTAwMWaXoFx1MDAxNoE8djqiXHUwMDE08kJAYF6Z9jYk0ne01Exp6ttAXHUwMDA1V9mNLTzVwlEmLPlfXFzCs6SoTFMqXHUwMDAzwcac8Vx1MDAwMe1cdTAwMTNwfrBxlOZMqmRhhqKaSkXFpZxbY1x1MDAwM1x1MDAxYaGkXqbsPNrhv53X7VWp12v3Tzl1Jlx1MDAxNUUxqpFcZtaZW+9ba/vXz8fn+/XatTmpnOnG1dGk68xcdTAwMGVkzacxg9v/KuF0d1iwrTM7lFx1MDAwN6tMQa1LIG1EVirsgi1fb/Bnw3dv395cdTAwMGXeN6TZPVjqVlx1MDAwMK87+5vq9Pb2bedj3m+plcPp21x1MDAwNVvo1PHr1DEjV1x1MDAxMiuGQiPhNu31QmPz1F1pWT6d+jjdPntfeXzXk86GXCLOhkqXfjVWZdBhVmVh1SPG1fPUxdLdwdPyw8Pscb36ueZcdTAwMGK+KrDqxGBV6sAhmY9nXHUwMDEytbCqpY4zgUHIL6xKtdLUfM7HXHRGYFx1MDAxNWa2YM3yqmCwKpXwiot4iWZcdTAwMGKsWirdXHUwMDE0TPHsOv7hwaqmxmNSSD8msGolpdRcbp7I5i7A6veBVcp3XHUwMDE0XFzl0JLHqyund/ObRl19XGK9d/pWb2ydPky4llx1MDAxND1cdTAwMGWeND35c1x1MDAxMCq1laE2j6NcdTAwMDLUo4+ZhjNcdTAwMTf+eW365bOup/3c4el0oUgnXHUwMDFloHrK6fGm01Eok/OePk82XHUwMDFhz1vTW6v6XFxcdTAwMWNsz9+ZY3Ew4ZzX61qVroSzpz+i2XTnV8JVXHUwMDAxJUC5QVlodfftqlxcX33arVxcVddcdTAwMWVcdTAwMTZWXHUwMDFhtzu1mcJcbizQ6o+JQKvUZYVcdFx1MDAxOTWfSoJVauVAJUAt4kFglerTJXV2cYlqf1x1MDAwMqvU8sdSXHUwMDA3cipcdTAwMGZcZsF2lpy+VkdcdTAwMWTGmY2haVx1MDAwMqt4XHUwMDEwpIBp9cv4PrCa6lk1XHUwMDEwZYZTW/9gsJrqWaW+zMrjpVx1MDAwYrA6RrDKObWEwD1cdE8nrFfu51x1MDAxZT5cdTAwMGZcdTAwMTZX1yuyPstcdTAwMWJXm/LhZtJ1ZsK1XHUwMDFhrDF/XG5wpVx1MDAwNFdFTbZHRq6zXHUwMDBin+5t+fxCzu2ufpzOr14vL03dXHUwMDE2SvUnIdeQfMtErmXsmsqui1x1MDAxY11Tx3ruXHUwMDEz9FKJTPqoYqa7xqtzv9K4YZjk2eR3fi2Hd3NGnvvY4jXFaWpcdTAwMTLvtC3qTufqyjDqKclSgknPdEhcYip59WNcdTAwMTd5jJd/rKBr4MVK/LpHXHUwMDE0XHUwMDA0wsqZ2t1F7e4yzqaV5iY1WfXuWt65p+Xtm9dcdTAwMDf58HRxMF3ljZj/utpcdTAwMDC701x1MDAxNSl1ubP+uSzf02a2ObNcdTAwMWKuZj8zPTe+65lTfVx1MDAxZlpiOD5OVVx1MDAxMKrTi+8/8Vx1MDAxN1x1MDAwZsXT0DW1REFAPHkqVfunllx1MDAxM9jB99pT038tTLjNfLS4Uttbelx1MDAxM1feny49vl9fqvntXHTvPmDicpWb0Vx1MDAwNGKeaoKuqsW2fUzFPdpkuqne391u/WlzamOuUdEv11v1xorY6L6aXHUwMDE388fbNbk9xU+2r/X1zcbe1rFcXPv2coKr/YfZlafXm5k5/6a2T16uL/cvq13L6lFxX5/8519pdNdnpj93q0rXr8XV1p27e5TLW4F0e175Z1x1MDAwMoyL+eu3o/XzpY3tI3PPPp62Lo9cdTAwMTb3+1x1MDAwMozZeuPlXHUwMDAyXGKj8Vi+rHR/o0+J4lPzW6dnL1hV/1x1MDAwMsXxVDV0dedKilx1MDAwNlx1MDAxNVxyZFNBKq95hvtPi9NcdTAwMDe6ej57f3JnT1dcdTAwMWLPM/dPgyqNJiaFOdGfjNtvLGrozNtKK2rwXHUwMDFjXHUwMDE2b1dcdTAwMTfeyVx1MDAxM1x1MDAxMH9cdTAwMTmrjbFcdTAwMDSi/8p+YVx1MDAxMUR8QUPJkC4zpbcyilx1MDAxYVx1MDAwNrNcdTAwMWPw4v5A185Xz1x1MDAxNi53XHUwMDBmt5eXrzdcdTAwMWE7W+7ud5Mh/vuqIExcdTAwMWZcdTAwMTHSW1x1MDAwNcGpYb9i1mRla02wXHUwMDEw6Sz971x1MDAxMFwieaomXCJnRb1801+E/PSKic5yUlx1MDAwNUiqkWJSkIhQRlx1MDAwMoqE11feL4tZNXPOK/Or21x1MDAxNXG4XFyrXHUwMDFlTp1cZpBcIlx1MDAxM2KkdNtg0S/cQCsl2Cs5qOeJ6GOr9FZSeWmFZvZcdTAwMTfikFF9in+yXGL5XHUwMDBlTlx1MDAxM5Svb22e7lx1MDAwMlx1MDAxZquL1YdNs3t6cPdRu1x1MDAxNtfLt2zmY8I5zbGxc9rAhoNcdTAwMDGMRk20mWWZJYtcdTAwMDWjTVx1MDAxZaNccspSSeExTt1xXHUwMDA0y1FcdTAwMWG8rPjUwfzWXHUwMDE1W/6s3jy9qe2b541cdK9mXHUwMDEwLlibXHUwMDA1ZqVcZoqwhXBcdTAwMTilVEolRZbP7WbNev85PTcrnrenNlYujs7sVaw7V8GCv1x1MDAxNi7/PjksYoSvZ+aATEqfosFSjjKzpfQmXHUwMDFjst/UXHUwMDFl1zdcdTAwMGZ3XHUwMDE37P7MlXx5vNyp7JnVXHRcdTAwMTdy31x1MDAwMNlHXHUwMDAxXHUwMDEyMlx1MDAxYTVu1C80+lx1MDAwYin246dcInbunaRGazn6XHSUL2Zu3bp9+TTyfn9lfea4PiW2J53RXHUwMDEyXHUwMDBltq6MpmFcdTAwMTmtWq32clmfpkM8yWVcXLtoQHwmmijY7I9hM5pm6mVcdTAwMWW7+Li2uGa2jj/291YqdbY6z47XTyY8tby7dKLJZeJ7uKxfh91cdTAwMWUuw21cdTAwMDV86Fx1MDAxYVx1MDAwMF14sP94LqNZKlrm8PPaZaEudo5eNqo3dytlvnzhrnbEhHNZXHUwMDBmaPQjc9lIfl5uXGaloyhV6LP20/98TvOWho6GM9rtxdHH8+La5+bu/fzq9v5sbeapvDnhjNbj5lx1MDAxZJ3RRnLzMthmQqlfmflV8NmP4fgsv5+X02grKZhcdTAwMGXHjIvVh1xyteDt/u7dxsz9/Hvl+qVRnnQmXHUwMDBi1mY/wc/LKbHS0FD5XGZcdTAwMTbzu+cz1ZfHxzte3ZiZvZl7n9vbXHUwMDEw3Vek4MHC0Vx1MDAxYv3L1/8uXHUwMDFjvbG/7Erxslx1MDAxNlx1MDAxMNKFY4nro1x1MDAwN8b1Y/3u7OVjev7lYbGxd8gmXFzMfVx1MDAwM2hcdTAwMWZcdTAwMDVLcFx1MDAwYtCumJVZZdaFXHUwMDFjmzwsMSynSVx1MDAxYZfE8oyFmnvYaVxc3SzebCzuP/q1qfW767PjrUnntGQu5Tc5oUJcXL3UWz5cdTAwMWFOW3BZ6+l/PJdcdHBcdTAwMTjj5HlcZuayl92bz9fNpauT1+vDub3nU/X6JCfdNk66en3y2T/R1SuYNzSA2mdNWClcXL2/XHUwMDFim1xybjzgOY1HXHUwMDEwMtw6Pt+4vfo8OJBq93l1Z+WzPvu5uDXhsDE5x+iXVlx1MDAxZXLNqKmJ1ln+J3Zdndq3M7tcdTAwMGIr95fbXHUwMDBmV1x1MDAxYuds9X6u+5rsry8/L50vudre5dLno718Wti/ifHhcaPmuVx1MDAxNm+rO5Xp08fX2Z13udv49tLE7y8h/Fx1MDAxZS6/Xaj6lZ03dTH9eTT3/Pn4tLb1qPpy+WHj8aZab7w99WXaMVVcdTAwMDRcdTAwMGVuw+yMUGDbcJadqbPy7sLa0tHV8YLeM+87XHUwMDFiXHUwMDBid9NcdTAwMDNYdmKKeZIzTb6zXCLQ99GPfVxuXHUwMDAymTaCJlx1MDAxNf/GjPt7s9ZcdTAwMTgrXHUwMDAwe1x1MDAxZvRcdTAwMGKr/zqLXHUwMDE5TlZcZp5TqIU3gmtcdTAwMWVurD6fbl9OX11tPN7tnT262/fl15mZld9OWHxj6Vx1MDAxZudcdTAwMWRBlFr7J63SXG7wqlx1MDAxMFx1MDAxN5MqLnLX+t02XqPN6Ss0fk2939eSUkXHwMDZ4J4k2tJEd6fCLXDln47U2eX21NLa4cfy8vaCVvJwsk1cdTAwMDMnbMlyQY2qmdaya7poU4zoXHUwMDEyZ9Zz6S3zqmts75BRNVc+U1XXK1NESWgmXHJjXHUwMDFjy1Cqe6RjXHUwMDA3kJSY5V5xabWVQokuh1xcS+LQxHrjZeb08/2plan9e3a3duuOZH1+/ePj6fStm4N+pUiaTE/b94qk3ybMljMox0qM42yoXHUwMDAzpWHW4L94vFx1MDAwYmhJXHUwMDE4r7liTsKokSx7LjeRVIYp4Tn15/Cyy45uUtRSglVpWINcYmvSzmh0ubfOWuek55wnplWXrMPfeitcdTAwMTilXHUwMDEyOJXdp1x1MDAxZFx1MDAxNK1TXHUwMDFjv9Aw07QyLtFcdTAwMWOUQdBYZpx1XHUwMDA26IxnXHUwMDExbHG+XHUwMDAwd1x1MDAwYiWdN/pcdTAwMWLJTeWml/W+k0Ix7ZSnWsdMY9ghR6Xm2Vx1MDAxZE4zruLUUHcxnWGm8nPMT4xd51x1MDAwN1x1MDAxOVIrz5zNkZwzt6beXHUwMDE2P/ZnltZOj2dunviu3a1MeN8zJ038OscxhvUlbZxUWuJQmVx1MDAxY1xcUzFcdTAwMTaMob2OWidcdTAwMGLXp2dlWzLQeDmhZczl0lxuXHUwMDEyyKjXscxyXlx1MDAxNlx1MDAxMKOAXHUwMDE47T95M3lcdTAwMDbd0zH8vPeC51x1MDAxMog//eekXHUwMDEwrCElXHLBwJz20iZ0v6PW39BcdTAwMTJcdTAwMWVKXHUwMDAzWiN7KE406EdakPOOK0id+FRcdTAwMWFcdTAwMGVhXHUwMDA0UsppaoiuXHLPblx1MDAxY1x1MDAwZYrGwDbCXHUwMDAymGLUn9XEKUpocKzdSCe44qOr/5b2h1x1MDAxNsTisaEu6K3T1lxi7W9cZnXaU2RYYbFBIC9tXHUwMDFmofyZXHUwMDAw2vBcdTAwMWGPdFKGbGPqUUPzY1x1MDAxZrQw0kiJe83E7636afdcdTAwMDDceI5cdD1vu2dvx/zu+OHwYb9S279bnl9/u5903e9jXHUwMDFlhI7qaFx1MDAxNVBcdTAwMGXwPlxmp/pcdTAwMDdcdTAwMTWgmJKgyD7NXHUwMDAzoclcdTAwMDdd6Wpfqr/9XHUwMDE14Fx1MDAxMKdw/2Rvf3TvXGa3rFx1MDAwYjhcdTAwMGbQ/WdrT9tvi4vTu+tTJ8dcdTAwMGYzm6tbJ0crhe4vdP/43Vx1MDAwYtChWikqXHSFTHRcdKFcdTAwMWVZU4ZcdTAwMTkoXHUwMDBiiFx1MDAxYVx1MDAxZM2gy57DwUpGQFdpzlx1MDAxZKwsqlx1MDAxNknSNFx1MDAxMoYkjVNcdTAwMTZaXHUwMDA0WnVeSEOu1OhcdTAwMDdJY5Y0XHQ+xEKhMFx1MDAxNJSuy7Y9eUkwzyE7YFxmkpWoe8xEpVx1MDAxNMA6jGNLvlx1MDAwYlx1MDAxM0KS+Fx1MDAxZV9m0NJOJdRcdTAwMGZtttXSwlxc05Tyalx1MDAwM4BcdTAwMDEvUcEunlx1MDAwZr6B9vXGJyhCXHUwMDEycWlcdTAwMTVUr4SWVNnAgJe8hVx1MDAwMlx1MDAxNEJAsMLgVjZB0cLKXHUwMDA3LVx1MDAxMlx1MDAwZU7i8Fx1MDAwMuBcIlx1MDAxZKbA442OYIFIUPQkvplcdTAwMTdMXHUwMDAwXHUwMDBmmYCpiKJcdTAwMDRZT35cdTAwMDTAXHUwMDE3S1xiJele4ZJrTVx1MDAxZjBgXHJo81x1MDAwMIraXHUwMDFha1xyXHJcdTAwMWbkvT5cdTAwMDFcdTAwMDAsy3B/YEtcdTAwMDMheFx1MDAxZrCPXHUwMDAyJ1x1MDAwM1x1MDAwNKpww1x1MDAwMfekTFx1MDAxMsStgajDOrnAI3n2XHUwMDE1XHUwMDE3JWekcth36ERcdTAwMWF2nqToPO42XHUwMDAwXHUwMDBlLpaAXHUwMDFhyUZsolx1MDAwNEZhXHUwMDAwOp5cdTAwMGKpySHzr8S5gZ+40lx1MDAxZefnvWPZ11GWmFK4t1x1MDAwZWejonHsXHSKKlx1MDAxYaeDPcTzRMhcdTAwMDVcdTAwMDdFz4HJOEg2nUZcdIq4OWB8JmXzkdlMKOPxXHUwMDA2k+Dr9sc4aTxcdTAwMTD/O/s6ZqxRliCVlFx1MDAwNk4lP1x1MDAxNY3kXHUwMDE5dVx1MDAxZlx1MDAwMWnwvjhcdTAwMTBcdTAwMDJcZsYrXHUwMDE5wjKpZ61KVLOHj7xcdTAwMTGKiSCCqddRkeJgzojII6h99vyhdIZRJWxcdTAwMDbeXHUwMDFh+8e8tkFiJ5WlVclBrTkyXHUwMDA3LHhQhHB0qtTRJUZzqEDQ4n2l96NcbkZNVlx1MDAxZK5cdTAwMTNAUfPmjCq7NVxmJmytgX40zVx1MDAwMV2j6lx1MDAxN12CtIFAtFCsUGxcdTAwMDEjuNI1oMah0M33TOBhSoVcdTAwMTBM1dK6XHUwMDE0XHUwMDE5sdGxQFfZICMxXHUwMDE1Slx1MDAxONiQuM5cdTAwMDb6nktcdTAwMDPcOircMSVOJieTXHUwMDAyUlx1MDAwN7s4MiZcdTAwMDNBT/xcYpjDYYmbfNO4pnrNlMzfj31BzVx1MDAxZLMtQCDjo81y79i4T7R15yRcdTAwMDFcdTAwMTZcdTAwMGVtXHUwMDE2n6I8xJ1cdTAwMWI3V7S4Vlx1MDAwMlx1MDAxMVx1MDAwMGAo4ZNyIFx1MDAxZteOXay0XHUwMDA0XHUwMDFmTldCbWqZXHUwMDE0KjnlXkswy471PZpgXHUwMDFlt+ZcdTAwMTizZlx1MDAxYrfmXHUwMDFkNzRcdTAwMTg7eGnhK4XtacWHR8RXY4eAXHUwMDE5K8yPUsdcdTAwMGWkx471x26OjNtgXHUwMDFhu0mXIWbyW53pYjC/XTx20z1Dj+T3LozdXHUwMDAxkqGKh3DSjN+TlIFmhnB3fYdXbrIjXHUwMDE5nOR0nuGtz/XVx3XjLqQ+Xb1aaDx/TFx1MDAxZtur3zqQMe4khoGttFx1MDAwNiZB5khigN5cdTAwMTSauVwijlx1MDAxMX1exDF+/PI4XHUwMDA2WTowK1xcM64rVWLaOVx1MDAxNFx1MDAxModl5Vx1MDAwMfeMYDzEfcpKgMNCOVx0XHUwMDFliMR6kqRcdTAwMDNjKENYXHUwMDFjTO19XGJFbVx1MDAxZHdMfmXIxSlySyY09K00kSshgKBcdTAwMDV2x2/w9spcdTAwMWKWXFyiZIo+XHUwMDE3wFx1MDAwNKRGg1x1MDAwMi1OO0XywUlcdTAwMTmRjFNcdTAwMDRcdTAwMGWH/ubtXGJ6SDBcYphcdTAwMTlcdTAwMThcYlxuXHUwMDFmVlx1MDAwNux5XHUwMDE3J1x1MDAxOFx1MDAxMcKTLM5cdTAwMDZcbjckgMGALYTF46HzlUueNP5cdTAwMTZwXHUwMDAweFx1MDAwNq9hrMr2t/RkQnbTXHUwMDFiXCJRXCJ9gZwgXHUwMDBiYDOjgeVcdTAwMWHQIMhjlbKFwFxclFx1MDAxNeKhNlx1MDAxY2Q14O6Ih1xmKM5cdTAwMTV5YPJkxKTdQ8BMY40wXGbHK8GDQStM41x1MDAxNDI+iJcpXHUwMDE5hnJtglgvjZmBrH2U2+pcckx06OeQQ0mVOFChXHUwMDFhut7RTF3ueXYu7KhZUuNezpj3q3WgsF1YXHUwMDFmXHUwMDBiOv+BjvvGjZslxs2z41x1MDAxNipjXHUwMDE2euNcdTAwMTbK49ZcdTAwMWHjVmtjV7zp/JFcdTAwMWZcdTAwMWGMXHUwMDFkvHxcdTAwMDPCmmyTlMG41lxmQD/YJn1bWalcdTAwMWNcdTAwMWbVtva37j+WXHUwMDE2d+cuzjc+9ibcJlx1MDAxNapkortqcXqia0Ryq1x1MDAwNjiR9vZNNmlK6lxcT3pdb1x1MDAwNl6nlZyUYFx1MDAxZpnV5KqwSlx1MDAwYqu0/eenZNcpwyh4XHUwMDA2bd/Pj6e9w5ecXHUwMDEzjotcdTAwMTDcXHUwMDE54m1cdTAwMDRcdTAwMGZ57UkxyZCAc9Ml6iHCJeNcIulcdTAwMDWOPKLkuYKM8Fx1MDAwMFx1MDAwNcG5dcJcdTAwMTKCtVxuhFx1MDAxMyQjty3FOLwygvybXHUwMDAxJEkwXGLqXHUwMDFh6J3WXVPF21tcdTAwMWS5lrVcdTAwMTHShlWKtbzfwuN8VL9ytqFz64BljcJcdTAwMWGSbz1sap2QUitcdTAwMWFClaDn42Gu7E1shThIgWtcdTAwMDBcdTAwMDBcdTAwMTffw1aEXHUwMDAzwFx1MDAwMMBL2oAqg3ZcZlx1MDAwNs9muHOiJ1GvXHUwMDE5g8Em41I6XHUwMDE5ssCAIJFcdTAwMTJArT5imFx1MDAwMILNMJagkFx1MDAwNFx1MDAxM+NLqlx1MDAwM9RcdTAwMDW5ZE5PK85cdTAwMDbcXG5cdTAwMWOuQm5hK1x1MDAxMkiczCikm+C+diRcdTAwMTBcdTAwMWGPe1x1MDAxNkqRgpV4XHUwMDFm5r1cdTAwMDSj6Fx1MDAwNMWhU+pcdTAwMWPuXHUwMDA2eMz2XHUwMDBmp3airaMusVx1MDAxNfGFXFxwXHUwMDEx5lxmKGrO2MZmUJpcIk9R4My4kHy1tINcdTAwMWU+oa7/TWxF9cnEjMydUVx1MDAxM1CHz6dcdTAwMWLAy62sXGKonqZcdTAwMGVcYlBV6dKmnbZcdTAwMDFcdTAwMWQgg5ydqcKwlVRcdTAwMDL7yEbR41x1MDAxMDddmrBuJb1gf6FcdTAwMTEtbLNR1UkzKVx1MDAwNyxcZl1vpFx1MDAwYsr2S9V4rawhR0qP4t8hb5yqlVt5TW2TX4U41dKAQzvvilJVXHUwMDFjXHTXUbFNMy9MYDNcdTAwMDR22YuQXHUwMDA1plx1MDAwM7B25lx1MDAxYdee4fZnL7F/Kt2XSZL587GvZ8w7NuZcdTAwMTNcdTAwMWT3jVx1MDAxYjdLjJtnWzJcdTAwMDVYRzBcdTAwMDOBx0eTKUF5dOFcIm+88ritLyhcdTAwMTEyylqMp2bk11x1MDAxN9+URlx1MDAwN8joXCKk41x1MDAxMvRyKtxvSqMzXHUwMDEyZ+FcdTAwMDDyVFx1MDAxMlx1MDAwM+VFLG1QxVx1MDAxNZX+XHUwMDFh41x1MDAxMvTyYqreNLlcdTAwMTFhX/pcdTAwMDKHTqJcdTAwMWK0g/mhc1hcdTAwMTJdOLjPuILflEOXwzzK4OHc9tuY7cugXHUwMDA0ulx1MDAxY/ZvunhcdTAwMWU6f258XHUwMDFlhLE7OcbviFx1MDAxObuzaPxcdTAwMGWtb3C7TXaoQlx08Cfx/Nc3skJcdTAwMTWv1bKa33mq7jV2ytvTXHUwMDA3x2tPTydcdTAwMWK/d6hCNWPmUOWSxVpcdTAwMDR9S/pcXL/cuFx1MDAxY31cdTAwMDYhrUDCq1wiVFx1MDAxMX1ehCp+/PJQRUh4V0BcdTAwMDbrXHUwMDE22lx1MDAwYs65sWTLUtY85zZBk4LQmitrKTtcdTAwMDVyOIBkXHUwMDE0JudQ9r1cdTAwMTCyXHUwMDFkJaf+bjIsllx1MDAxMkXxSVx0QK4wyVx1MDAxMm1cdTAwMGKjKD5N4mOt2sNcdTAwMDCKzTyDaFx1MDAxMK3UiT1sZlx1MDAxOchmXrlcdTAwMGVKg4rSIGDzXHUwMDAwXHUwMDA0YTNdYoFRuoKAXHUwMDE5XGIo4EJcdTAwMWHutfM0XGLncG1V4kCiNFxybVx1MDAxONPN7jkh9Fx1MDAxMplcIt1cdTAwMDTz91x1MDAxOExdXyvLhbrqNmtcdTAwMDFG3cB2XHUwMDFhXHUwMDBlszhoXHUwMDE15CVNO+B2llx1MDAxMEwsoHTug1plpN3AVlx1MDAxYZNcdTAwMDb4oVqhkIhRKoO006zaXHUwMDE5XHUwMDFhPKS4NZWHW4lgRrSERlC0MShTTcGYltZcdTAwMDRsYr/MuY7qzVx1MDAwNovRcpTB/+NcYnB8csTljHvHxnyk7StnwEtRqZVcdTAwMTjtyoVlzoXzRJtlXHUwMDE1kL6kXCJcdTAwMTgxXHUwMDFhy7ZEXG6ZPySpktuXV6S0JVx1MDAxZTdcblx1MDAwZocl1C9zLlxc4qWuLr9ATt+8/FxuIyxvLlxco6VfviE07lhcdTAwMDHB+Fx1MDAwMUuGdFx1MDAxOVx1MDAwNlZNtCmKt6GmyDzH0Lnd/fr75vPyuljl9Vx1MDAxM70wbVx1MDAxYfX9STdFf24lV995dOMp42JcdTAwMWGcSJydYYcu39Zvbf22LG+uzN0tWzx7uDteL+zQwlx1MDAwZS1cbrmKQq4mwaKQa8QtLFxuuYpCrqKQqyjkKlxuuVLpXHUwMDE1hVxco4GXv66Qi1NLPme7XHUwMDA2gmWZpI+np69TJ+tmbu5isXxcIqYvXmaWzYSbpD83Oppmko5cdTAwMThcdTAwMWGl5Dh8wWaNYCtM0sIkbf+ZXHUwMDAwk7RcYo1mUixCo52Pi9BoNrlcIjRahEazXGJcdTAwMTah0S56RWh06M0rQqNZxIrQ6I+R7FBvhXRcbncr2FxmXHUwMDE1oswvxex0uX6wXCK3Xtny1uOBnXQz1JYoi1xcWedcdTAwMWNVXGbEzVBnSpTdriBcdTAwMWK8USaxrLxGqDH+omp67VBTkrBCXHUwMDE1TY9TXHUwMDFlPNBcdG5+maG+XHUwMDA00OOwXGJvpGasK3P6K0NXRenmLmtM59Xn/NvlzeeaWNMn01x1MDAwN5v7U2758qgwQ1x1MDAwYjM0dM5mv5H1P+v3ilxuSaDzJFiA9VSvXHUwMDEwcoLmXHUwMDEygI2aOutk17eCJPSMXHUwMDAwXGLRXGZqhfX2LVZYKpSw8457KUNcZj0qolx1MDAwMmYgLetYpK+SNL2kMdyMRVx1MDAxNUdcdTAwMDGWlFx1MDAwNHBcdTAwMDXAVlx1MDAxMvpcdTAwMGbsn6hrozmXNIfBXHUwMDAwXHIoWG4sYI2yRLJdXHUwMDAwXHUwMDA3QN1LmmWZIClooEA0XHUwMDEyNKpdXGYw5yVcdTAwMTSuXHUwMDA3LKTe5ZxBmvaUXHUwMDAywcZyXHUwMDFhtpGg+aVhbVx1MDAxYzQ2XHUwMDEy3zfAXHUwMDE51H07QVGR1fHlXGJcdTAwMGaxcWn2YqxcdTAwMDA6WV5kSFx1MDAxNShnjYpGcoaskWQ2o0hcdTAwMDFcZknW052bLEsgXGaNzVxm6kEgqaRcdTAwMGbgXHUwMDExgFN650VvXHUwMDBiXHUwMDE1KqI1mjq7XHUwMDBin21Eklx1MDAxZlx1MDAxNXuOnddAn1BzPZPfnXSEXHUwMDFmsTGwXHUwMDEzsq1IVeKaTFx1MDAxZSgzQcXfPEFcdTAwMGbAh4qFcVx1MDAwYlxyI9BcdTAwMWFAUFxiLygzSVx1MDAxMGDDbUxQVForySgyge+EXHUwMDE49qBcYoNcZjdYUl90k5hcdTAwMTFcdTAwMDQzRivmaMCRj+qas+1cXKq9hdFoIFxmoGZ7tlx1MDAxMDJcdTAwMDeUcGGUjtrIh9CLJoBqWKPUniS+h223NG5U6HyudIJDjFx1MDAxMPtcdTAwMGWC2EFL81x1MDAxMlx1MDAxOHQ1T1x1MDAxNvtcblx1MDAxYdVL5a9KRGV/IYdcdTAwMWNcdTAwMTXZ4b45XGIy0zuDQ0bltNSAg1x1MDAwNFxcXGJBaFx1MDAwZlx1MDAxYT9cZkTBhUtcdTAwMTLUllrY01xcJ6aChs/RxYaAdySaevxpJIpcdTAwMDD5wMRcblx1MDAxZoqwQ+aQmoZTU34q8E8u0Fx1MDAxOafw/1RcdTAwMWVoKHUhhCAnrVx1MDAwN3XVXHUwMDE0hslcdTAwMGUqjFG1L3cwXHUwMDFitc5cdTAwMWU+TL/A+UGtRVN+OU+2oOHgO1x1MDAxY1xurGNPXHUwMDAzmYOEoaKWhlx1MDAxNjtcYt76V895SVx1MDAwMD/cRFx1MDAxYVdcdTAwMTaiR621xsIwi1xm+kTslCr2gU407NbWXHUwMDA0jlx1MDAxMFx1MDAwNaUjIVxyNNNnXHUwMDAyhypZ5mnuXHIkP82XyVx1MDAxNjRcdTAwMTJcXFx1MDAwMlx1MDAwNYm9i6qbe1pcbjgntII6hElccmFcdTAwMTPSZYhcIrtcdTAwMDBDXHUwMDA2J1x0hJzcQU+14YxcdTAwMTGXS1x1MDAxOTBcdTAwMTMvqmCn5Fx1MDAwNqqZxin2TJzjzuJcdTAwMWJkMJHvKWR9MNElYSxqRcB6JjlRxS5cdTAwMDSukVx1MDAxZWa/XHQ5YrC7VdQvQEM88Z4mOZ6C0oBcdTAwMWbNiSQh+ljgjTiNVop2qWe0XHUwMDE2YFx1MDAxY65cdTAwMDCQXHUwMDE0+ChEzICgM1x1MDAxMIOcblwi+Vx1MDAxZOJ72GrRYqhcdTAwMWVeMFx1MDAxMTSRMiqGd1x1MDAxNuCLeE8l6MEu1IShsE6cW1x1MDAxMD3q+kTZXHUwMDAzXHUwMDEwdYCBMkFcdTAwMTD2XHUwMDE2+VCJ0y2+XHUwMDEwQpBJcJ6M5n93hVBb9GiqiaXy+6jzQFxi13FYy8r0Z1x1MDAxMlx1MDAwYnxcInHKODNBrVBChlsqyoUh89/1Qi5bXHUwMDAy93rhokY3jlx1MDAwNcFWXHUwMDEyccBoQpnI7Zp8X1x1MDAwNVZcdTAwMDMohDaxQVJfXG6sz1LJPqRM8rqQQ9vBLFx1MDAxMjYqR1x1MDAwZqBcdTAwMDe7i/pcdTAwMWRAzFx1MDAwMDarJD0jbDSmizFSh1x1MDAwMVx1MDAxY1x1MDAwMimHd/RcdTAwMWGISlx1MDAwMZbK5DA7nFx1MDAxMDaC1FZUvFx1MDAxZUCP7j6ULaRcdTAwMDFcdTAwMTg42XBIwNqh+1x1MDAwNFx1MDAwM4PCXHUwMDAymeQ0TFx1MDAxZOqbglx1MDAwM8SlkS4psnCZWYRlgVx1MDAxN3iAxahhhEL5UjdcdTAwMDPqNJFcdTAwMDD8mjZcdTAwMDPij65cdTAwMTPlgfns/dMlQFx1MDAxZkaoXHUwMDE5x0FtXHUwMDAwXHUwMDEyXHUwMDA0adFRhpVcdTAwMTdB1qIu0bFxT1x1MDAwNlx1MDAxM85RJFx1MDAxN0hcdTAwMDBcZlwixltpPLYjk54ht7aKWvZwevXeNmu4oPQknEjI+1x1MDAxYZL5mqbn0MQ/1aODqZdcdTAwMDRMblx1MDAxOCRMXHUwMDA0oCzcXGJI+uiNKdrBXFxyfThcdGBcdTAwMGUoXHUwMDBmcHdAWNWUpMR2w87QNFx1MDAxMYr3oCyIesUp2lx1MDAwM1x1MDAwMy17dCTRg5SHIUTNOrjUoqd1IMQsqVx1MDAwZmomXHUwMDAzXHUwMDEzLftGXHUwMDBmdFx1MDAxN7ZcYubG5ulcdTAwMDSHMEe+gyDZ+p6av1xi2d1vOfpcdTAwMTgmXHUwMDFkZIvRpi2jg96Z+SjcwUgq2Vx1MDAxZYqQXHUwMDFhxG5cdTAwMTDTgVPkcVx1MDAxMVx1MDAxOYXbINs57mPP5HPqMlx1MDAwMiNcdTAwMWNcdTAwMDRcdTAwMDHPtVxiIciou1x1MDAwZlhcdTAwMTWYXHUwMDE0mi7pWlx1MDAwMFx1MDAxMNNkkFx1MDAwMjBKS9gpRDSQXHUwMDEzXHUwMDBiXHUwMDE2VtOP3DPnXHUwMDFlXHUwMDAwx+C8KFx1MDAxNFx1MDAxNuauoI5j4D1cdTAwMWG3XHQgrkRcIshcIkhcdTAwMTLCfoBMXGZsXHUwMDA2SvKOwj+UU0WNJ3WcILA7rjVugHBQoVx1MDAwMS3/IO+IXHUwMDFicDMg9yBcdTAwMWNUgqCLKp9AMzJcYlx1MDAwMmLeXHUwMDA0wmGywa6Ecqd96qbHS1xckCuak+yIXHUwMDFhiVx1MDAwNdDTuLjk7NFUh4abXHUwMDEzJyhccnVQ0lx1MDAxZYtcZmtySGYnwK1cdTAwMDFeteRcdTAwMWFP0NOWXHUwMDAy9lx1MDAwNpdaXHUwMDEwclxygVtcdTAwMGWGu6OfKCOTTaF4yVLgUDbn8Vx1MDAxOVx1MDAxN1x1MDAwNDAhj1x1MDAwNYUrlO7pasRLlJgscEmhc8hPXHUwMDE41ErVRVx1MDAxMTk6XHUwMDE1S4NcdTAwMGXjXHUwMDA0XHUwMDAxjWG3XHUwMDBiXHUwMDFh8mnImM0kKKCRId/pNHqbXHUwMDFhRVlcdTAwMDSaXHUwMDE0tVbNlkFcdTAwMDH00vzeXCKR6ZjNx/2yJH7ez0lO0PBa5yNcdTAwMTdpXHUwMDE0y06cIDl4mcqTOkOmXHUwMDAx2Fx1MDAxOXa5jtKuXHUwMDEzR0ip+UBINCxXXHUwMDA1NfQmpzh5lKBcdTAwMGKwkGiYeYKt8KqOJojTWMdcdTAwMTCfXHUwMDFkXHUwMDA1oCHCoV+EaVx1MDAwNo1cdTAwMTN80MwlXHUwMDAwSNdcbnI5XHUwMDAw2WeskZUsXHUwMDE0mSa7k/JTRYD/JWNcdTAwMWYhPmlKJFxmXHUwMDFkz1wi0ZVcciYzzpokPFx1MDAxNEB79KRcdTAwMGVpdlx1MDAxNfv9sN/+r+5/ji/mXHJcdTAwMDOeYjIsvFx1MDAxYfh98+71Yuly/U09XHUwMDFlrcvn6uzJIV+e8Ji3dCVynOJcdTAwMGWQb00nqoHHXHUwMDFi88Zd1FXVXHUwMDFi89ZQbJS3QoUoNDG08/rdMe8owYRSxK1cdTAwMTZdwd1WzFx1MDAxYlDc0pzvrKZU7EbOrO69z23JxY3NhZ33j5u928VcIuRdhLyzQ868eVx1MDAwN1x1MDAwN5Xb/ITfk+edwCl5ISmLakTxS1x1MDAxMT/vKVx1MDAwMtoyN1x1MDAxM0H4/CpcdTAwMDJcdTAwMDSpXHUwMDFmuSOF2ux0O6JcdTAwMTZcdTAwMDNBQoAttz6ZISMq2vRcdTAwMTVcdTAwMGWBXHUwMDA10vdwXGK4kn7MQyCq9Hv3u0FO3PMoha9ZI9cvz9hR13ByXHUwMDBi+qC+1zCeoedcckVsXXNH4/TwKO9h1lxu8v26bFx1MDAwN1x1MDAwNStRilx1MDAwMlx1MDAxN9S53MlkXHUwMDExXHUwMDFk6OE2XHUwMDAw5rUzmbPJwdzyXW1OeZxcdTAwMWMunMGzNPn1Q1x1MDAxYVx1MDAxOTNyqTK8LvWmjZI74/Sk4JFzxVHUJjtcdTAwMWVOt9WRM81CgVPQI7F71C5XUKdqyYI8XHUwMDFk4EBcdTAwMGVcdTAwMTAgqMmkYsmx7qKkyf2oXHUwMDE05EFcdTAwMTh/8qaLXHUwMDE2NjBcdTAwMTVw64RcdTAwMDAh61x1MDAwZUCefPSKXFznMmB9sFV5K/hcdTAwMGZuSpxcdTAwMDZukOZcdTAwMTLHbsHBXHUwMDAxXHUwMDE1lzCZ8bqaKiCxXG7KXHUwMDBiidPD9aEhIy1rO9tcdTAwMDAm8UBrc1FcdTAwMWQpWbjd9CSJXHUwMDE2XG64M1x1MDAwNpFAPZiz6VFcdTAwMWS0gf3LorssXHUwMDEz9ChT2jDrXHUwMDA1oJlmXHUwMDAxp+HJWVx1MDAwZoFcdN4gXHUwMDEzXFzEyZFcYofJ0o6GZZFcdTAwMDOzXHUwMDBi6ubLYDSBQ1x1MDAxMiFDiqpcdTAwMDPVYlx1MDAxYlx1MDAxNORcdTAwMDVlR1x1MDAwN9Cj2Fx1MDAwNI7BtbxecXo+qsWkmKxcZmmxPLBekP5QXHUwMDA0XFw68Fxmx8qtzU7fSaVcdTAwMTa5tig2yshXzbJPYuzUjKa6YIrOJ0O3gPeKU9iHgW0h60OogclccmVKMVx1MDAxOYn4ODmwhOAkp1xmJE+221x1MDAxZORgM0CI23ZpRpycwWmSpsXLUipAyFx1MDAxZCYzWLfdSImtc1gzXHUwMDAxXHUwMDFjXHUwMDA2XGImsvO+QVx1MDAwZXtcdTAwMDNcdTAwMWRDMrKHY3XJR1x1MDAwMTrglGjwQlx1MDAwMMM6yDghKDNERYCjm5yBdrTU0ztq0y1CxDGQXHUwMDEw9Fx1MDAxObiMU7Zh/J6YXHUwMDEyxWYs9Vx1MDAxMGhCxFx1MDAwMHJAQlhcdTAwMTm2XHUwMDA2XHUwMDEyL1FRb0pUi0B5Iaa5+mxy5Fd1+ElT2MVcdTAwMWRcdTAwMTKmpPA0XHUwMDA2XHUwMDAwXHShR5RcdTAwMDNku8DRMVx1MDAwMFTceVxuXHUwMDA1xMlBW1x1MDAwMjJcdTAwMDJoQjph8Vx1MDAwMaqHwkJSRqmd5FCOk8N+UZDMkz6B1sgmJ7zvanYuXHUwMDEyL4uDUriMlI5cdTAwMTdcdTAwMTKa5uTDgtrTsP4lJXyoODmAXHUwMDA0K1xydCb2lofoWXKENovdepnMlCj3XHUwMDA1Z0UpTsSFXHUwMDAxKKVt6jc9yd3ULGC/osxDiIew1FxyWFx1MDAxZU3/d69cclx1MDAwMWJRYlx1MDAxMTc0w1x1MDAxM7ouXHUwMDAwkFx1MDAxMS1PNTyRXHUwMDFmTMXJSbwgoIGUQGQ2O2eDSns4pSA24VtycSRHXHUwMDE4XHUwMDE1RDFGcjqAXHUwMDFhTVx1MDAxZJC2OeMmIU0sRFx1MDAxN+lXhYtMQ2FcdTAwMDLgXHUwMDA041x1MDAwMlx1MDAxMlxi7Fx1MDAwZmHL42lmrlx1MDAwNOvQWpxms5l+XHUwMDAwMZxcdTAwMTdNJ6BcdTAwMTQ9yDRcdTAwMTenpiWn8IdcdTAwMDFPu2xLXHUwMDBlb2pcdFx1MDAxNH9VMCXWXHUwMDE2uWWVb1X1XHUwMDA0UFx1MDAxM5Q23UlcdTAwMTfvpuaxcoBR106RXHUwMDBlIEdYklx1MDAxMmZYa3hRnFxcwplcdTAwMTXA+oxcdTAwMWNcXK1JXHUwMDFjNj5/zZeoXHUwMDE0j5qQaFx1MDAxZsWFXHUwMDAy5Fx1MDAxY2UokZFcdTAwMTnlKfW8LFx1MDAwZUhQ7nyU3Vx1MDAxOKJxgK80+yrIilx1MDAxZoSj/LAoy1aw7FxcTrKPXHUwMDE0h2jq23NcdMfKQI4mSUhcdTAwMWFcIlx1MDAxMlx1MDAwMCWUJu0lv/grcedgR3IqpSE1plx1MDAwMmaEWMrqlVx1MDAwNCapUVDce1x1MDAwMIaAQaC0kp5S2Vx1MDAwMoBcdMxcdTAwMDTSh66NKOPUXCJcdTAwMTghQU9EJXBZ5Ci3XG6EYHUoqjo2XHS5XHUwMDE0oe6ooVxiXHUwMDBiyVx1MDAxNpfQXlS4zKldTjShJE4ugj9cdTAwMTCCLcslm5z2lKhuydRcdTAwMTIyXrBtgSNcdTAwMWOlkVx1MDAxYpLCkDjZ1KCjgb6wKy7KI0soXHUwMDFiXGJcdTAwMDXIJJpTXHUwMDEwXHUwMDAyciSUXHUwMDFkwazWkfKkZlx1MDAwNZDzXHUwMDE0NmSwSXzILCNcXChcdTAwMWNcdTAwMDXNPcL5JlxcTJSjYij0XHUwMDBmpiA1lkmOsvZcdTAwMTWFWml/ku4gSjqEXGLhpFaNXGbJuYHdQVmo7Xy0xMtqiFx1MDAwNljD3FOPKVx1MDAxZnDpKCXNkfxvj+1cdTAwMTnJjkillttiXHUwMDFhOzVcYommXHUwMDEzSCRzNcnWpOFUYFxiR6mmmWhcdTAwMGWnXG7zXHUwMDA2NrBuqv6E5Uq6gytcdTAwMTVU3iqpOJh/+V940sWB5Vx1MDAxMMbEJ5KuY1x1MDAwMDfQXGYhiGxpo1x1MDAwZUpcdFx1MDAwN1xmZfBcdTAwMDEvwaimXG6SbGokzlx1MDAwNSWjep9cdTAwMTRKXHUwMDEw9uBcdTAwMGVG3cxcIvGbuWuSMlxiXHUwMDAxdDstrbrJkfNcdTAwMDNcXFx1MDAwMKOnXTafTY9cdTAwMTOgh8LDKdhkXHUwMDE2OPQkI4VcdTAwMDaBaslcdTAwMDNcdTAwMTfiQIhcXMvQ69AoPUngnPJ5qVx1MDAxZcryqEAzYIaUoTlqX55EmSiD9mQmU9diqm9cYnBeXHRKKfdUjyN6XHUwMDBmXHUwMDAzXHUwMDE4XHUwMDE5slx1MDAxY1x1MDAwNjX+T5pcdTAwMTB3XHRZwlx1MDAxMrvHIyxcdTAwMGX4lKhcIqckXHUwMDFiclx1MDAxZVx1MDAwMcqT3FxuMIWjMDVZk1x1MDAwMNikreP0aM5cdTAwMThcdTAwMDVcIq3RZO9cdTAwMDXQo/wwqGveXHUwMDFlOVx1MDAxNadcdTAwMDfLXHUwMDExWNNqR1x1MDAwM5VCelx1MDAwZVx1MDAwMNa1yoj6XHUwMDE1SVBcdTAwMWS5otzvppsjpECQUWlcblx1MDAwM55cdTAwMTNNXzVP7CD0uYLZXHLBXHUwMDFlJV9nZ8xOdERcdTAwMWR3j7BJV3uVzJD61lXZnD4+VsX1x/TN8Vnl0dTfXHUwMDFhk1x1MDAxZVJn/YPmzYg6lVx1MDAxZEblVJD/XfPCxlxcRu5LUfJcdTAwMDfEl49aXHUwMDFkfn3hK6Lenv8qyY/tutMo2yF1iFmYkDazv3ZNT6+fuNfbmr54feHnXHUwMDE3L9XpnedcIqRehNSzQ9rpYzp/xu+jwaKw1VQr/bj7961he1x1MDAxNDmCkaFcdTAwMDNzf5vDT1x1MDAxZOVcbrOoXHUwMDFkS5IkjVx1MDAwNLRcdTAwMWO8L1wi71ZQKV18PGuCYjS2kOpcdTAwMTFbsf/sXHUwMDE4c2uALNWjRVx1MDAwNVx1MDAxZcl04miyXCKZV8LSPPqAQpf2iFtqgaSTqbVfw1x1MDAxZpmjZqo2wC3WZ1x1MDAwNm+CYt75lF9DglxyXHKntn1OJu9cYs32XHUwMDE0Y1xcXHUwMDExgFx1MDAxZlibJkkxXHUwMDFh8sm8aM2HzM4maI1ZJjzQQpAxiq0ppGS2MSUovTWAXCLNgaYyiqiYQidrtJtTUnW7zjGopoRcdTAwMDZV0yBUbKfoqYCO5rhSXHUwMDBlcNRcYihgcnprkjb2j8pKWKLYNv+g2a9R39JRNYjSyZKDaFx1MDAxMi7+XHUwMDFhV9tcdTAwMDdV7zZHkZNcdTAwMGZcdLJGxJM9v0b1KupwXHUwMDFi5PL9XHUwMDFhlU7Tf6NCvFx1MDAwNMG8w4R7K1x1MDAwNWNcdTAwMDSHKlx1MDAwM0lbYa/YXHUwMDFjbVx1MDAwYttcIlNz6jRcdTAwMTFcdTAwMTJcIsw449xcdTAwMDOtMy5hj7xcdTAwMWORS3JcdTAwMGZcdTAwMDTPYOOWsKSwpKXUk1x1MDAxMC5OXHUwMDE1NG1ZqWA4kfsru7IzQ1x1MDAxNrY+xiVtXZpRxXXvXHUwMDBijKpS2lvccvWFlGOm6bz2XHIgXHUwMDE4XHUwMDFkXHUwMDE1p46olds3lFx1MDAwZYWym4KK+tOAQ5uFaIo8XHUwMDE1OIRU76ZBmySLj4q+2jKIWr0xfCGkmiR16nuvyZNFkf3q37emQVPXXGJJqdEsWVx1MDAwMptzizJcdTAwMDZW5z3C1kBtT0szlvK8RrthrZHfklx1MDAwMFOzceOILNBcdTAwMWVKbijvSVidpJeTRTOGpueVIOkz3fNLuPSZ87lFsChJTzHHTo+k0XSEoL4p1lx1MDAxYVxuaEd9IHtaWuRTYlx1MDAwMEpUXHUwMDBmh3dxXHUwMDE0XGbs6ZCRU8dSsy6IXHUwMDBlinqaWI1Bi1xcTlxiIKh7XHUwMDEzw0ngpaJQymhcYiVqt0GdRKVmtIbE8Pr8XHUwMDEwXG5cdTAwMDRxq2jwXHUwMDA3722xOVx1MDAwNMSTsbFySe/tXHUwMDEwIDR9gflRcsZcdTAwMGXmx/HpJ5zfzki/gPlccqF0/shvqWXwb35bMkPA5Ld201x1MDAwNWB+ezxdQOf3XHUwMDE4ZOiP/E6NdP2W3+2SoYCH8FxmZUCEIbxXXHUwMDE5XHUwMDE4ZlxiXHUwMDBmW1x1MDAxNsxcdTAwMWHGXHUwMDBmONGRXHUwMDE4oWBcdTAwMDFcdNF5zcxAzNO1Pag/XFxuXjXer/TK6+nW5Vp5YcJcdTAwMDMxwlx1MDAwZYi1fMuk00GhmJ4kiK9v5Fx1MDAxOHYqOOVD4UpntfQtgjFFMKb952dMllGcXHUwMDFhyuk+tX7DXHUwMDBmO81o1D7MtNP0RvL5h52md7qfiGGn6cNcdTAwMDKGXHUwMDE4dpo6zGCIWafps1x1MDAxNoZcdTAwMTh2mjpcdTAwMGJiiFmnXHUwMDE5syomYNZp+rSPIWadpk8jyT/qNGNcXMpcdTAwMTCzTlx1MDAwN1x0nJ896zTd1zhcdPQkpV1RsztJXHUwMDFkO/hImyVLVFxiYrizzfsx4mHKknGUsm/bnShHXHUwMDFjxEqt2Kibp6H0NkhcdTAwMDA7XHUwMDFhN1CvWUhJMnM4+Nwl21x1MDAxY+VlV0V9I6mM2MHQ1Vrb0cRcdKXwUv6lMI6MyWTLnbzirp1cdPv1g9Gkcerq8muL1L3Lr8zSjza/tk29eUPAgXTOyFx1MDAwZlhSXHUwMDE5d1xiQJUqVoZcdTAwMDF9I6bwTLSZTc0tNaOC/2A7e2np0l9Vqtty9tjZmqp+rInG6oTb2VI2055bRa+JXHUwMDFlQp61OneTXHUwMDAwkZ1cdTAwMTTmb8p4VNRcdTAwMDGeUup7zex2/O1r4kPSyqbqSqa6eiFcdTAwMTZGdmFkf0/GY/8oyc/4fVDGI/WHJy+rXHLoKPKrMlx1MDAxZVx1MDAwNYv0uFxiandcdTAwMWGU8ai6yqtcdTAwMDMoJuKLXHSKTde7Nu3ag1x1MDAwMILflPFINa2MXHUwMDAz3yXH8EThXHUwMDBi6jMqWNR8IIBgM4SsYTNEPbxcdTAwMTNcdTAwMDR9/HJmb2JgviNNZLNehiT5XHUwMDA05TtyXHUwMDE23JAmLN9RXHUwMDEx2m1cdTAwMTaGXHUwMDA1XHUwMDEwjOHpePFiO8xcdTAwMDfkJIChQnq0fFe+I5VcdTAwMWT1qV7+XG6U4jRCO/mGJTzSe1x1MDAwN5XifWXSKEArKo+J816vjFx1MDAxY3GBQ+c7XHUwMDBl2sK2xKRipqjJ16iH3Fx1MDAxMpjkXFxcbusmkXFcdTAwMGJ/l4RHT1xyjZxcZphVXHUwMDE1lvDYXHUwMDExlSPKwnY6JPWrXG5junRh/V3pjmBgmlx1MDAxZlx1MDAxNNIoLUPjtS5cdTAwMDBcdTAwMWRGlFx1MDAxZFx1MDAxMNKdOiDfsXNBR0Rccm1cdTAwMDai50XNMUbENe1cXDmqXHUwMDFiNzS1aVTs1ZJBXHUwMDE218lSXHUwMDExZND0k7SUm1x1MDAxZXsni2D/dMWf9vOwZMfw/Vx0THZcZj7AVipcdTAwMDO4tNWWJjneJOdcdTAwMDVrJVtcYuBOsI6UyVx1MDAwMUU5739QrmM4e1x1MDAwNuU65lx1MDAxMFx1MDAxZq1cXFx1MDAxYVx1MDAwMd1cdTAwMTA17emZ7zRktiNvN7NcdTAwMTK9XHUwMDAzo3JJ4FY2XHUwMDEypXiQT0wksydzKohWtpRcdTAwMDZ87atcdTAwMTBzKrBWMpemXHUwMDFkVNIkJk5cdTAwMGab7eiA5EDXmGTu5HDJjpyagkdcdTAwMDPnRkMngcmO4fDpu5JcdTAwMWRx81x1MDAwNLFI/7kr4Vx1MDAwMDQs1zFcdTAwMTggXHUwMDA3pjqGI/j081x1MDAxZDbVccDty29cdTAwMDJlMEd+Iy2defNbkemyJb+ZmyH78lviXHUwMDE50jm/r+BcdTAwMTelOob7W9K171x1MDAxMFx1MDAxZaFcZngwhNfq12U65vH/TXRcYkZR81x1MDAxNqtd+Fx1MDAxNFx1MDAwN7U1ffK8tXz2sfJ8vvRojsTC6+Xv3XJirENcdTAwMWNGT3PsavbdWUulXHUwMDE1h5CK2jXZoudE9HlcdTAwMTGB+fF7pDk2a26kXHUwMDBlmjzfzo1SgvrO9TQ5b0XlW50rXHUwMDE5dcJcdTAwMGUgXHUwMDE5pW9cdTAwMDFm92ub2EpcdTAwMWKAcqfxujpkJl47waxn4EqTXpTXXHUwMDAwydpcdTAwMDRbatRcZrh23oVsXHUwMDBmr1xiIVx1MDAxOOXoUWFDNN1IJFx1MDAxMjmaiSGChltSb9dMeiFJjpaSpqRcbvJftlx1MDAxMmdcdTAwMTggZzRhum+OY77BXHUwMDE1mTmO2MNW1cao+9dMSqKGnYpcdTAwMWGWhXhcdTAwMDfDclx1MDAxY32eSWApV7CV1KVcdTAwMDFcdC2POlx1MDAxOY7II62kM6gl2Fx1MDAxZeTOXHIhmMrHrbQ4XHUwMDA3eFx1MDAwNqngQ/o4XHUwMDA05jgqMqap2WO+KpT8wzbSXHUwMDFkjJNAL8pG8qxpXHUwMDEyxOu98u9WK1lK4MB6Z0XkP85WLpcmi6Q5bmG0XHUwMDBi18414+3hXHUwMDFkZjSOaOfCSeepT2qixWt+jm2m6oFcdTAwMTGMgk1quVx1MDAxZU2itFx1MDAxMlx0qeWfSPZ2zy/wevp9jiaP01x1MDAxNpdfW6TuXFxuXZZ+rvl1bfq9y1x1MDAwZlx1MDAwNtL5XCI/WEll2yHQVKpUXHUwMDE5XHUwMDA28Y2YtDPRXHUwMDA2NnQqdJZ14aWEXHUwMDBmm4/s9vhqavpm47NW3Vm9/Dg4mJ50XHUwMDAzO2FTe5eIbn2TVVx1MDAxZN7HcWBSI2RcdTAwMTClSPCsyYiFSV2Y1O0/QyY19o2G/ISfXHUwMDA3pDS2QZZcYpkrXHUwMDE1ltFI7b6pjXPgqPCAjEbahuZcdTAwMWPpoPzDKEZHdSiR+ZbsTfAnZzSCXHUwMDFlkFx1MDAxNXNJn/2wXHUwMDFkXHUwMDFjx57QqJvjmlx1MDAxMjNO2oFcdTAwMWVOWVLYS1x1MDAxZfLCIe1cdTAwMWJcdTAwMTnWRnPzQtb3K7JcdTAwMTmH6N5Iw1x1MDAxODRV5sffuFx1MDAxNWrUYHijQ3NcdTAwMGa/J5mRaypuNDxcdTAwMTlb/abujUNkM/ZfYUte0lTX0DHvIdmM1GYkilx1MDAxY5rsXHUwMDExXHUwMDE5XHUwMDE5hzx0+8b0bMaOqFx1MDAxY5FNvimbsUtOjihnkmJyRDnY+lRcdTAwMTlpo0ZBIfRS5HTP2kdVJFx1MDAxM5PKOEBcdTAwMTn/XHUwMDFlqYxd7D0q5upcdTAwMTFAo2HAPzSTMXx7gjJcdTAwMTlznN83ZTJm9G3Mm8rIofJo3JaSNsnvw+UySoBcdTAwMTHgr6Sj/rtyXHUwMDE5w1x1MDAwNVxcUOPGcPFcdTAwMWLYuDFUO4T1bcyhvb6lcaPzNFxch9Hs6r7JjOHav5XsRrO2mz7FJL3hWjfirVwiQJhcdTAwMThCN1x1MDAwNHxqZVx1MDAwYpJbiHBcXGLE+Fx1MDAxMFx1MDAwMC+wd2PufMZBK1x1MDAxY7p546A9XHUwMDFjOqNx0CHntjMyLuE3dW/Mn9KY1b0x2JRcZmveXHUwMDE4bupcdTAwMDb1blx1MDAxY3tGY/7mjYOUyLBcdTAwMTmNXHUwMDAztdzQKY1cdTAwMTndXHUwMDFix5/T+P/bu7alKJZt+76/Ysd63nTk/fLoXHUwMDE1UVx1MDAxMVFEJU6E0WKDIFwiXG5cdTAwMDJ6Yv/7XHUwMDE5I6uvVU1VVnezbNZpX1YsoGdnVeacOa9jtMlb5fU0tsmt5fU0tkpcdTAwMDAudcVFXHTJxumxeanGksvb66s1/fOxO/m+frRnXHUwMDBl5K831txf9pJcdTAwMGIsaiS9KJmWR/3N/fqLKfVcbpTWteCuRpjhRHA3VuittDVC9S0pmseQJ1x1MDAwNl2NUUuc6qhXuFx1MDAxMun3q1x1MDAxMsy/l6Or0YpAkCMyXHUwMDEylGCGUo1bwcbYvsOXjfhcdTAwMTZ0UIVdL4uctamxXHUwMDFlu7HPOZ3TdZnayfBcdLg5XHUwMDE1wvB+XHUwMDE3g7W4mWTBs5sh8XZ6XHUwMDFh65FcdTAwMWLJzJlSOFx1MDAxOUPjOU2N1lx0weXldK5W+2TGXHUwMDA1VlpcdTAwMWXnW9/sTY1ccsCNwmOr87o4b6up8YZTOHtXYz1w41x1MDAwMI1LNs/J16txv1x0XHUwMDBlXnVhNjIqn1xytmYxPY2jy7fp07WJxj8urVx1MDAwMFeTXGLRbIVcdTAwMTV65n7GhJ6HZYhyw2DbvcxqaGxx2G6poVFcdTAwMTlccqPmy7Cyt9DO2MaWXGZwXHUwMDExYepgmYw289m6fj8jXCJSK8mwPJchrl1b+3tcIqedscU1Vrett9TN2MZcdTAwMGbIamfM9lPqdXb2bsZcdTAwMWKMyiyu3nz9OktcdTAwMWRby4ijrlx1MDAxZN5Idmz9dfP8o3hzffx9/+fG0ZG8t3X06+HPJY+tVezAWZBe0077sUTCbXBUd3v7XHUwMDFmXHUwMDBmujNNXGY2k1R7PECAIVx1MDAxZUWX00Pr7atcdTAwMWR3uP3z5PRLPN55/e7pXHUwMDFi8/X3g1VovVxurdtZoLVcdTAwMDFcdTAwMTC3ht3LhFx1MDAwMlx1MDAxYnwk4FLElVx1MDAxZF1cdTAwMTk8YSkkKjZcdTAwMDe4yHQulLJcdTAwMDLwIIhP7SBcdTAwMTY3XHUwMDE5/qg5VFRcdTAwMWTjXHL9Iymjt1x1MDAwMoe1JFFaTYRoIVx1MDAxMoxbc1x1MDAxY6E6zlx1MDAxMutewGopmFxyU16iMriKRk5Uzlx1MDAxMkPyk4xcdTAwMTWIdbSpLFEn9zPYVM/JyYGoXHUwMDBlXlOqOcArwVx1MDAwN3257EWXJ93BXHUwMDA1j1BOJ6pQZE6EkexPk5QkwlxycK7AkGHmO6d1g1x1MDAxYlx0byQkXGKL6ntcZkTwXGJcdTAwMTDoiHCeI3DBxG9NS6xgUM/7XHUwMDE2qz7XvDtdhfGe9zRcdTAwMGXcVpxJa1hnau6padCYwZiQRGjuNFxc9bmVeuD3K1wihOBF5rzGWrsziEvg6cqCYnde29hcdTAwMGabXGZHqThf1Fx1MDAwZd1i3o+3Z4Btep4lkVxiMSawKjslLThcdTAwMDORL05uJFGfxiecLitXa6JhKCtUx7BcdTAwMGKEwzSLIEJWQUpEiYj34HtcdTAwMDZX7v9pTdVcZlx1MDAxM4T3hutcdTAwMDZLjErrqeBtLbikYS5ERPRK7TEpyi5cdGzNdS1M0KyiXHUwMDA2XHKX25VcdTAwMWJEZ0CnRESMs6Ch/1x1MDAxMe/Jllu82vKFm1x1MDAwZcyIh+nE3cXUZflccrYlNDdcdTAwMWSHIy3xvFM2pD3hOj7BXHUwMDFkhDvm+dZ9WV7bjmKDXHUwMDBiXGIuXHUwMDA0XHUwMDFjMq9cdTAwMTBcdTAwMDb4Mlx1MDAxY1xce/xWqCbTXHUwMDFkXHUwMDA0zIlqklx1MDAxN2OmjmwpYVx1MDAwZbC1XHUwMDEyLkFwZYS0tnS1XHUwMDE06Nhcclx1MDAwMUMz/TZrjdF7Y1x1MDAwMNpcdTAwMTfY2m9pWOJcZqNcdTAwMDH1b7E9ZW3DNs+AXHUwMDE1XX9cdTAwMGVnmP+oV5T2rLX1ityetLbB0LQnrW0yhe1pa1x1MDAxYqz1XGZzUlxy18lcZpNcXPVcdTAwMTdee+bapjt5XHUwMDA26tomv2FcdTAwMDbu2lx1MDAwNs9mXHUwMDE2roRcdTAwMDbna1x1MDAxNu7aXHUwMDA2XHUwMDE38Y6neJ1cdTAwMGJwzmDTh3/RlOJcdTAwMTU7dmtX9H7df/b049b55d7vtd7eoyVP8da3Ty2Wk6cpwztgmZuFk4dmhb/wTc1Tq1xm7yrDO/j3ZzK8U4BccpdJYsq0XHUwMDEwsoZpV1lcdTAwMTlbTVx1MDAxOV5Ixa3EfGfOxZOV4TVQfimDzFx1MDAwMJ3rJ6z0aJSkJLFI8cJxYCiSQ/uTl+KFo6t9clxuciRcdTAwMTaJP7xCI1N9uCSxSPFcdTAwMTKXOlx1MDAwMajmjL6l5GQgOrCpgFx0zZ7i9VwiUbJV0YH7Kd5cYnk6M9258Fx1MDAwMZGmNVar1vO+x1xuStC8W12t+897XHUwMDFjq61cdPOqTFx1MDAxNVxual61rvR2zGt5Kr0n81x1MDAxYcdcbtJXO/s/58dbXHUwMDBmizY9zlJcYszJ77YgLsnL7+Yzq2QmeNvMS+ckeFtcZnRcdTAwMGbC3eGMbkle24HzrPxuu4n4lDJwxllpYC3K8mZN8JooXHUwMDEwd0bly2+wLT9SVn63XHUwMDA1f1NWfjefX+qW8rtcYr85oit0XHUwMDE5MeJW8rut+MOKzCT8OqPwXHUwMDFlJ9c3XHUwMDAzwdnt5Xcr4WdfYGufJTO/m89jV/9cdTAwMTJnwKa5rfTuXHLHcFx1MDAwNrLCrPRuXHUwMDFiXHUwMDAwopz0blx1MDAxYr7HvPRuXHUwMDBiRsp6QzhcdTAwMDPGVL2pnoHW8/ayu9Ovu1x1MDAxOaDE8rK7reDO8rK7rVhm/1h2t1x1MDAxNV9vvX94t7O7XHUwMDFlXHUwMDExXHUwMDA0rm6Rz/dx7+zd9ZM3V/HigXh99cbJXHUwMDBmj8/shzud3HX9Jlx1MDAxNVegJdx2djejf/fm7C50XHUwMDE213pcdTAwMWPN0q+yu6vs7lx1MDAxMo/Grt3CbOzawodj11x1MDAxNjxcdTAwMWS7tvjx2LVicodmislcdTAwMWaV5YDXz3euLXpCdm3hI7JVWpA5V7jwIdm1hU/JrvVH7/q4OFmp14bjuOg52bWFXHUwMDBmyq4tflJ2bc5R2bXW86jVMtOtyjOTfktz6WR6b+7f9fG1JuBcdTAwMTlmtlnaXGLe5p/7WnRcdTAwMWNEflx1MDAwMaZcdTAwMDOy+kFQjrJcdTAwMTPAJ3J5XHUwMDBlx8qWkVHht0HPLVwiUJFXXHUwMDE1qedN1KwtwVBBLTguXHUwMDEysixmXHUwMDFksaOGqlx1MDAwN4uDX3RGZVx1MDAwNGFccsyTXHUwMDFh1lxigS5cdTAwMGWi0plw4H0oKS25Slx1MDAxZnw512Ww+1xiti1ec2LAaFx1MDAxNFiPdYVYV2u8YyZeUr0kQ15cdTAwMWS9qO6wQqTbhYi1YGGq4z1cdTAwMWNcdTAwMDJcXEpMu4isXHUwMDE27Do0M3yddEyeRSGKayxDIPHWaLHhQJTZoVKpXHUwMDE4XHUwMDE3osQ5XHUwMDE0OrfuVVx1MDAwYlxihzNgU/Kb+Vx1MDAxZpz/rJxFLVx1MDAwYi+uRSejtmyywq7JrLmYXHUwMDFhlmDZyS9tNtRz23sp9UtjTopcdTAwMThipMRJxdmcXHUwMDE2+9qXh9uX/oTm6kSWY9awv/CYWYfEUVE2d421Z5Au+Fx1MDAxOFx1MDAxMlveXHUwMDEya5RcdTAwMDRPjHCR32aKUu7caoxdYVx1MDAxYpzGXHUwMDFipFx1MDAxNygzcLtrXHJccu5cdTAwMWFcXFxiceD35rg8tYZQdshMZ7EuXHUwMDE277Jwu2stNVx1MDAxNMTRXHUwMDAztKzqJPdqzrtEdvCoXHUwMDAxoVx1MDAwMZP4NF458UbNZVx1MDAwN4tcdTAwMTCxrVxiYeB8Z4VttZexZPSC12fwPlxu0Mw53Vx1MDAwNbxdXHUwMDFlXHUwMDE2xZyoy2OpqHdo4Fx1MDAxMMLZZXlDmyBNTmtqg9NFXHUwMDFmmVx1MDAxNTvGRMy1N1/Gc1Lk1fu0i5Z3t5OzrFrgUlx1MDAxOe1Yc3J27ez44vG97kF3Tb/vxp+PtzZ2N5Y8Oav8XHLwXHTp8z52qFx1MDAwNzjq5D1cdTAwMTjb3lx1MDAxObOzXHUwMDA3XHUwMDA3XHUwMDA385AxI3aFObfkb1x1MDAxYi2kyM3CfWfKdoTeckNq9nLjhzr/3btcXH/0+fGHXHUwMDFm3Vx1MDAwN8fdl1/frFKzq9TsXHUwMDFm4mJcdTAwMWVL42RnZj2B+DmyU+pO62dm4d6xWzHKnHn4LNhCj0vZhSxujlx1MDAwMVx1MDAwZq6DX5hmnkqogCkzi7hTuCjyXHUwMDAykzzgQqlTNjVkJdcygFx1MDAwYvFNXHUwMDFle8PQO8OvaVx1MDAwNi6EV8OnIC1ejryUlZXO+MJ5mfRrit+OOrrmW2A/KVx1MDAwYn9bWziGLmP+N1x1MDAwZrlcdTAwMTB3RoqxsrAkc5BcdTAwMGKJ8CBcdTAwMTCGZtUw6o5hPyPrXHUwMDA0dlx1MDAxN55/zFphXHUwMDA2cmFgu1xuXHUwMDBm9tyq3E/I0rGF6UBcdTAwMTiTsylZdMxy0GDUyt5VL+Cmj1cnUpdNXlx0l2OulzVcdTAwMDDlXGK+OFx1MDAxZnNuZlx1MDAxNZFjvuM26NWGXHUwMDFlRVpcdTAwMDA/nzZcZlx1MDAxYbVcdTAwMDNJKmBcdTAwMDNMmE9dizZtXHUwMDAymnB6ylo/nzlcdTAwMTk0abMvXHUwMDBi4fBUMuZcdTAwMTbmbtBjPfzAfNa4dnXtb4vad9f+Mqvf2va3be3Jm8FcdTAwMWSo14z2XHUwMDBlS63izuBQ1ZqVWZy+ert3t0PsyI46NUaA11x1MDAxOGKfP9o6Vr2vXHUwMDE3Wy/PPmw86W1vnW5cdTAwMWbbJVx1MDAwZrE1lVx1MDAxYVx1MDAwZVx1MDAxOFNVzpS4mYOb/ss/XHUwMDEyX09pslx1MDAxYvY+hShcdTAwMDSkjPAzV1x1MDAwMfYqwL5cdTAwMDNcdTAwMDF2gdii8/phXHUwMDA2XrlRXHUwMDAxt4so0+bM0fpcdTAwMDT3QLN8YctVjXRhKZVcdTAwMDC6rMuYO1x1MDAxZIQ28Fx1MDAwZeSUOk66UXHTm6K6O2/sNTsxXHUwMDAwsTBkQWI2zSVRlrBkiEVcdTAwMWLl5YTXrNXFzFx1MDAwNqBKvXCaPzfqiJpvfbO3PN3w/lxud1hcdKGMJPBhVlvF7fBcdTAwMDJMP4KztzvdoCP9cEdcdTAwMGVZkXJcdTAwMDTW6nE/IIOLZnVqd8kpXHJlRdfzXHUwMDExXHUwMDAztKi81NfEl0Fe8oOjKCqHulxcSZuNXHUwMDFjYDRcdTAwMGY933ZmcVx1MDAwM7Q4cLfEXHIwNlx0PZ/GZrBcdTAwMDO0sSj9XHUwMDEwVlx1MDAxMnG1PLo+MznAaIZ5PntcXLe49rdFXHUwMDBlO0D+XVa/r7dEXHUwMDBm0MJcdTAwMTnIYlx1MDAwN2jhrNSq7ez0XHUwMDAw063KLFx1MDAxZV+92bvb0TXtl8EjtcCO2jx7e/niYv3tu/U9xFxmp+birbj4vuzh9d9JvVdcdTAwMTdgz8m7XHUwMDA354JtPnFcdTAwMTVgp9+vXHUwMDAy7H8vR4C94t1cdTAwMWJcdTAwMTO34t1b8e5NXHUwMDExuOLdm1x1MDAxMo+tePduSdqKd29cXN6Kd69W3Ip3b8W7t+Ld+3c1sC5cIt73m3v7+vvntd87h6fvXHUwMDBl4+t44d6fjlx1MDAwMpiB69+lgz768XWqiI5cdTAwMDJRxppWjYLeQWRIXHUwMDAwXHUwMDFl7HtgmVx1MDAxYtvlhO6tjbG/XHKjQ1x1MDAxZjvsNrJsoSd0zKhEW1xyesuBq8LeKFNcdTAwMWa2lv/mz1x1MDAwNvLjcW2baHJcYsNhPVu9R9mksXSIXHUwMDFl+55SPsRcdTAwMTI3KI7l3GrSIeXAdVwiKFtg6LrQ+G6t/rjxX+WgVZWlbVxce//o9NPR6eFk6N0rXl1cdTAwMTF+n1x1MDAxZevTcL6x/eXyu/5+/mn33oH8XHUwMDE2x1x1MDAwM+yDb1xi4fGXXHTJXHUwMDBlV5tKjot30mP9Y6btr8PuXHUwMDE533r/XHUwMDA3o1x1MDAxMFx1MDAxYyF08zK6979sPevu7q9/OLh+t27Cj3ff3Nq0ZcBcdTAwMTmN4/+Cqi7BwmGVfZpcYlx1MDAxOcIwXHUwMDE1+t/Jl5NcdTAwMWL0/3Xx46hQ9ZGOfju9eNz9enRC9VE1Jiys7ZyfP/j0++BLuNrd+rZ98Or7p93ZTNjY/1x1MDAwZkzY6CdDazU2JbIyT1PMk+DJsG6qeVx1MDAxYeufKadriepMJzYnXXsn7dMkhIFcdTAwMWTz/G/P9nx9dXTwbPfo/Vu1vbXR6z7aXG7XP6YrfUXH1eCBWtqZbHNX/cqqZftcdTAwMWKsyMBA/OjtX5Q+PVZmuPHcOk4qiHG+hEZcdTAwMTLi2j1ZyiqDmzSUTsxn8Fx1MDAxZT9+XFwtIygzxdbKsfnDYStcdTAwMWVn8YRqKlx1MDAxNNz7/fJevHf64cMntyXfPN5cdTAwMTSftp678XP47ePll3cv115dvDt5fbX2w/qP+29cdTAwMGXG/2DnrV5cdTAwMGKn17293e6nnrS7XHUwMDBmXn7pPs2qXHUwMDAzpOetqVx1MDAwM1xmv2OkRJn32cSRLe604W/+W1na31llePjkYTjZ+7phT9++3Tm4Otp69/BrmFpl2O39uOhd//vextQqXHUwMDAzNLZ7dNr7Maw01GotXHUwMDA0XUxTWO9uUlipUppSx/y6YL3rNKmxn7v7n3/+6P15nfWTrbZuLKoq66y85/WjUKuzXHUwMDE3P7qn52fdXHUwMDFmOMFV1Vx1MDAxZLV5j1X8dEVxjTJcdTAwMWNTXHUwMDFk+80/S3Prg+mJY/uP1Nzp9UFewa+PfveSS3HDxTzy1qnOU79cYofyvJe6XHUwMDAwWNee+MC9k6ND6vxfJ72DSWNwcbTfPVx1MDAxOf764tuYuzq0M1x1MDAxYlx1MDAxNbfi24+jw6PT7slOZTEzmaJcdTAwMTEqcWVcdTAwMDBcdTAwMDAxnlxio0xioyF6s/HJhfUn3Vx1MDAwN92N7s/3eu+Rfv/47K5cdTAwMTmiXHUwMDFhXG6rXGbnodZcdTAwMTDFkeihIdLVZn7tg46EXHUwMDE3ucOG6Fx1MDAxZm4qRnmPJlPxP6frPahx9+LosneTwVx1MDAxOEHB/C1cdTAwMDajvKRas3FjZ5Mv/3DowUTNXHUwMDAyRFx1MDAwYtzkVye9h8dP3r5++WnPXj4/XHUwMDBm18/iszc32I0lXHQ5VJCd6LQmXHUwMDFhUnR2bFx1MDAwN1x1MDAwYiPCLFWQ+IWS2oryuto2NjlcdTAwMTc/XHUwMDFkuKpBkaIjVYx+yFx1MDAxYz+FXHUwMDE2L3ScgFtjvCbVgDLViEV4VmZko+Pz8OqD+3Vxcra7c/+pO3mxqZ5cdTAwMDc7XHUwMDAxnPwnXHLSvL1No1vu7lx1MDAxOKR/bm9cdTAwMTNcdTAwMGVjXHUwMDEwQnnvyftRhVx1MDAxMJbsbFx1MDAxMFFp0+eqypCpqKYhxEHZrSSSXHUwMDA0u0orP1x1MDAwMJfKaVUxJOa1Rlx1MDAxNohdqky2S1JMRHPKeSW5zFxmiTaY4PSIWLYkUWvtpU3golx0kSprIMlcdTAwMWG8JYWPWCVNqKAxXHUwMDFik8bejctcdTAwMDO/I66XXHUwMDE1Klx1MDAwZeiAZFx1MDAxOYuZtXlcdTAwMDRTsHpBZ00jsIeIw6aCLDk6kM26/FwisboobZB4JcJncCTJjkpsXHUwMDEx1og+glxc+Vx1MDAwMLHUJLRcdTAwMWVIbFx1MDAxNlx1MDAxOSft/URbkuso4UhcdTAwMTSHN5xcYlxu55RmeHUoslx0YpV/uzBcdTAwMWbwRqJWXCJBr/qSNI+tws5cdTAwMWFDXHUwMDFhnOb+sIjrh1CIOLfekU1pUpzlXGKVIT1KgnPMXHUwMDEwh8PsyLGIM0iky5K49GOCJUSfw5dcdTAwMWQ78FM8cVx1MDAxMpPeTVx1MDAwZXO5jnPe8GFJs1x1MDAxMbLESbJcbjlt+/Pjk+I853xcdTAwMTFVqeCDkc19V5FcdTAwMTi97DEz3lx1MDAxMrhST4rDXHUwMDExxj7xmFx1MDAxM1or51x1MDAwNFx1MDAwYuijXHUwMDBlXHUwMDEyS4tkNlx1MDAxOVx1MDAxN+fxXZ5t0rBkVO/mh1xyXHUwMDFkOlx1MDAxZd5HuCCC5N+T4qhf1kqS/1x1MDAxMWtcIkucXHUwMDEwlkQ4QUOZ3KQ4Tlx1MDAwZZBcciVfwXB/4K1cdTAwMTijiDSoSlx1MDAwZutcdTAwMTRcdTAwMWMzo1x1MDAwNshcdTAwMDE54pylelOVVKnN0XfYI2OxcoPALWZMJeKg2EDgy4CPkFF7UlxcMk5OQmogwFCGOOWdcdAgnUBqJ1x1MDAwZUroXGLD8StF8k/cXHUwMDAyOefOSN6DIYFcXDozKVxyd4hcdTAwMTXYcYtrI+tR4Zs6sk9ZXFzppXs3dIhcdTAwMTWKa1xcq5jHcFx1MDAwZvPEp2CvZLp4S4ujX1x1MDAxMFx1MDAxMoBIJFx1MDAwYtZcXKZzXHUwMDE2ac5ZT1BYZyuAi4GXRCT0r8nUMFinyGY3tlx1MDAxZkqlhC9tK7SE2N241YknmuNWkeaJpHZwgqwu4V3270xtQ59a7k9cYiTnXHUwMDE4JKVEXHUwMDBieZRKLXZSkePJZWCBQ5QlSEqUXHUwMDAzXHUwMDE21zLALE4xNmTwapvl4c9cIk6dS2xMPLaT8qCr+Fx1MDAxNo2jYohfnCHPRrKiWtnnJ5tcdTAwMTRcdTAwMDdcdTAwMTdcdTAwMTA+oIk8nj4021x1MDAwMO6F44SLXHUwMDFlkNaWsWFcIuGUuVxyLlHQNkNMdejFWVxcXHUwMDA3ZEEkXHUwMDAye0miTvxvcKczycHY+eYlbkA4iF6EXHUwMDE4yiNcdTAwMGJcdTAwMTLfhitcdTAwMDVcdTAwMWHn+Ue++SUuJFxu+df4f1x1MDAxN5dcdTAwMDfBXHUwMDBiJ6z0WD6xKVx1MDAwZvLp9O37XHUwMDFmXHUwMDA3m737XHUwMDBm91++Wz/c/Cjt0c6S50G87MBcdTAwMTlcZolrXHUwMDBmZnRcdTAwMTRG95OpXHUwMDFkmP1hyHJb/FHMg1x1MDAxMNybgVxmnI0padbGLFxiXHUwMDEx/OFphSaI0lx1MDAwZlx1MDAxYmdcdTAwMWbCJ7uxsXlcdTAwMDHDu37/6EN493SVXHUwMDA0WSVBbiFcdFx1MDAwMv9cdTAwMGa3oZJ9VqNyVCx0Ym1lwJN665v9XHUwMDEzJlx1MDAxMKJcdTAwMTbQSDJhIFApx+5cdTAwMDR4XHUwMDEw9NdcYmyRN5JcdTAwMDV9Qlx1MDAxOMaoXHUwMDAxlt1V81x1MDAwYonOk3hznv6dypk2YbA1noqpJEFgToZORdaAXHKcaHhcXFx1MDAxNnbKWNzQ5URccp5BeqJbxPx0kqcxSaYk5U1KXHUwMDEy6eNZuD9wZjiokLM19JLhXHUwMDAzY0O1YHdlSVwiW91cdTAwMTnQXGYyYllcdTAwMTJJX1x1MDAxOIyHblx1MDAxM02/JJG+JTxcXFt8XdZgkYspJDauz3gyIVGSWFx1MDAxM1x1MDAxMakn8Vx1MDAwMFx1MDAwMmGXI5H03Fx1MDAxY5ooYlx1MDAxM1/mtbCMXG5cdTAwMTCMWO1JzpA1q1x1MDAxNFx1MDAwMp4swqYpl1r2S1wiSYcwoFx1MDAwM1d5Q4z0w7A9xciOLOX5ZMenlIToXHUwMDBmhDW7auWPI7pX8EZcdTAwMGJcboqWXHUwMDFmTyNFnF5cdTAwMTFcIm9CXHSBdlxu21x1MDAxMYpcdTAwMTl4lqJE44NcdTAwMGLbRILb8D4kLcNcdTAwMWaQXHUwMDE3qI7QXHUwMDA2kqo6Z0vysFx1MDAwM5aoiTKTPTyS/kMxq2DgxsKfLssj0yusgkjwJM1BXG6CbalcdTAwMTih43hcdM7alOSVXHUwMDFjjVxmeTrIRHBccrMrTeVxI1x1MDAxMW2UsTpcdTAwMTnlXGZxtOuOwCiwzFrJsjxcdTAwMWM0sjholZK+XHUwMDE58mBiiS1niVZcdTAwMDA1KG9v4Fx1MDAwMeS0XHUwMDEyNL85joK8YFx1MDAwMqxcdTAwMDS1XHSv3JXEpaFF0mRErD7DgiCAx9lzhpzIXHUwMDEyTkx5eW1DeJmodfHVgdMxJeBfyINLTLM54CHNkSelpWbaMGU/fFwixWaqNcJo5Vx1MDAxMD7d5Ov2xZGhXHUwMDA1t6LExWOyOKVTXHJcdTAwMTFcdTAwMDdLkFx0XHUwMDFhW+3KXHUwMDBixMY63J5cYlx1MDAwNjW8h1xmRLA04aSYXHUwMDFkdlxi+KB1JYGIXHUwMDAz4CpcdTAwMTjJXHUwMDFjPFxydJZE3npcdTAwMWGnzFx1MDAwNlx1MDAwZfGWJFwiXG5cdNhh+EhB5KC0RTJlO1x1MDAxM3HKXFyilS3JkypEpi6xusy8T7pqSVmD81x1MDAxYifTeZCHd2uTr+ZJ4JblXHUwMDAy0aiHyPxvhVa5X77gXHUwMDFjXHUwMDFmdI+Zuj8jXHUwMDExd1x1MDAxNoRKXvnKeVvmaVx1MDAxMo60XHUwMDE1ZjSV1upiW7ZoXlx1MDAxYdxxnmFudjh/ocy7vVdcdTAwMDeHV293XHUwMDFlXjj31X55cfFk2cP5UVx1MDAwN0FcdTAwMTHA21x1MDAwZU+2plx1MDAwNVx1MDAxOJ9cdTAwMTOcMYCH6ttcdTAwMDNTXHLgdSdVXHUwMDBihodpXHUwMDE0no9cdTAwMWGlij8pXHUwMDA2TsfRilx1MDAwNlx1MDAxMTzcKM5wxqZcYv5gJ2y9XHUwMDE2rzfufXnxbef995Pu1bPN61VcdTAwMDS/iuBcdTAwMTdcdTAwMWbBa+dZ/4JFTVdnXHUwMDA1okWTY166XHUwMDAyOTqHJo48a9FH6mJR4SzzxJHoXHUwMDBlRld4z1J/RrwkO7TSXHUwMDFlMVx1MDAxMbwkjYi2NOmtce/zmkQom1x1MDAxOXdcIlxmJH+fT5D/iVp0UqLVhOOAXHUwMDA3b2Ve5V2S0lx1MDAxMVx1MDAxZVx1MDAxOZxgYdK4+aRAuM6Ogbu3XCKPklx1MDAxMjEgri7c/1xiXG6msTvgZ3BRsfZcXK4zxHCRffuaNVx1MDAwMC9K8JOyY1x1MDAxYzHZXHUwMDEytWdcdTAwMTY7I3OqQnnD0KRAXp+Ul35cdTAwMGJcdTAwMTc/JcnzyN3qXHUwMDE2mKjz+KhcdTAwMDZ7LPNQX+reoFwimZ1wXHUwMDE271x1MDAwZacqXHUwMDBiN6d+j1VcdTAwMDfhcSB9hCxcdTAwMTBcZuY9hZrVXHUwMDFjxkCMhrJAS+v1RHc091x1MDAxOFx1MDAxMVx1MDAwM3NcdTAwMGKZQME1mkxcYlx1MDAwMVx1MDAxYoxCRJ34PLMyUrXWXHUwMDA216fSUpA1w2Y9sSh9evLybfx0sVx1MDAxYTVmjOZbTfG6JDtPPFx0Xv18r2vB29k/baOcpJzrtPW1wVKSJzyjmk9cdTAwMWL66oq/7Le5yPnUtW9O4M3JWFWu1uakb9BIcVdccu/aWzuuTlx1MDAxM3wjYVxcXHUwMDEw/2Mua8yXh1OKfdWpXHUwMDFkyFVq0u1uXHUwMDBibm6kJJhN440rgaG0vc149DxRN7FcbkVKnJJL0Pa6pWaw/5DoYFx1MDAwNKcplc1b+1x1MDAwMyTsZV13lLqe02XBXHUwMDFhPKNcdTAwMTGlpmZ4Z3CrljrwZCtcdTAwMWIsUT7R5dNcdTAwMTf69P3Lo/XtuHHy5PCBPOz+il/uWtjJPCVuXHUwMDA2J1x1MDAwMmvHt1x1MDAxNHXCUJRqXHUwMDA11bCz/zfMXHUwMDFlJmtbLVx1MDAxYzPrj6PW1D2/XG47V2Hn4N9tXHUwMDE3joNwXjn4XHUwMDBmqaZWLVx1MDAxY8sgU/eRTkTJeXVebcjCpKElROyvVI5cdTAwMTFTpItcdTAwMGJcdTAwMDY+MYBn1f5Ys1x1MDAxYbb+qXJcdTAwMDJcdTAwMTE3hua9YVN5MqPnay1cdTAwMDGTwVlcdTAwMTB+0HJfXHUwMDEyqZw0XHUwMDBl57aoLuSJ9EzPw+/FTU3e+fIqdWQhw/GNso8xSySCMM1cdTAwMTX077zyKq2xXlx1MDAxMSmo7+rmSPROJ+ov4dI6Slx1MDAxMv2oTTC3rlx1MDAxZlwiXHUwMDBid8Nmxf9M++2gaJZF0VC7RHhcdTAwMWRcdTAwMWU+L3t880vwta+ReHxcdTAwMDRcdTAwMDAqqNBUXHUwMDA2fXfTXkvsNVx1MDAxNi6VcaSSy0ldNFx1MDAxY0jWt+GF6tEjzKs1cFY1/XxcdTAwMGafQZMtIGeNtaqNXHUwMDBiUOJcdTAwMDZEXHUwMDFj1HdX5zZArHiTq13k6UulXFw+eVx1MDAxZje7i2k1XHUwMDFh9k4l713Mt5ribfFMXHUwMDE1fTLl9oKWb2vh+9k/ckFogePKSac5j9zCtWKguFx1MDAxMTYkNYWXXHUwMDA1tlXcgW1hc4pGXHUwMDA0XHUwMDE5y1x1MDAwMtvalqp9m9P8NVx1MDAwYmRcdTAwMWFcdTAwMDInq19cdTAwMDXOeeSFXHUwMDBi9NhAY1x1MDAxMSymcZKyxfdMXHUwMDExSOn67dRZu0w2jThsYS7fcpojRPAgY7Q5XFyLPIeWhcSAkDbIoCvDcYhcdTAwMWVcdTAwMTGjXHUwMDBmu3RyNIWdXHUwMDE32ilZrVx1MDAwMsNZsKl31WdcdTAwMGZcdTAwMTlSl1x1MDAwN1x1MDAxNLdFb1HZo2GznMKfXHUwMDA0qKjI6G/uaPpcdTAwMDJ431x1MDAxYyZmv0F5V/B9MFx1MDAwZTrkP7NcZsZBVz222VXYnJJzmNqRJM2Yy1x1MDAwYshv0Zv9m4Nt+FxcuFZ0yJ9df97du/p55LZ2X52J7oG/OO6uXHUwMDFk/v+OtqeycCwk1JaC88DBNlx1MDAwMWPsP/p9ZOLnN4e290W++fXo5FX36btVqL1cbrVXofYq1C69l1WovVxutVehdv/fKtRehdqNXHUwMDAyV6H2KtRehdqrUJv/5mmoxptUnmgo2bH28befXHUwMDFi91x1MDAxZpnnXHUwMDA3n752XHUwMDFmnzz6XHUwMDE5X8RcdTAwMWbXS1x1MDAxZWs7M3FcdTAwMGKMwt5cdTAwMTR5KyhcdTAwMDYnSmgyXHSDM2fofeN8dIfv2kVcclx1MDAwNz+N1k+ZkDZcdTAwMWRcdTAwMDKHkOBcdTAwMWLqZONcYlhjWOhcdTAwMTaGo6ONhe5H2zt7678+3nvz9MuWPXh1//3R0en3VfS9ir5vI/q2RMvGRaqVqHg3NLBRK6usKzqz8oJvnH1iXHUwMDE1XGaggSrBN8HU3GDoJW/0Js1CKeJqpUHb8lXlXHUwMDEyxFx1MDAxNO5t7TxcdTAwMDdpMkQ63L4uXHUwMDBlRlx1MDAxYVVZJJXdRMSTXHUwMDA1XHUwMDA3VoZAfHHEPTnsiytcdDTSwnrQzc1cdTAwMDT7SLyLnFkkXHUwMDFmteKgcfmGtuT7cmlWMlFQZUiMuHbhhHFXY6hG3uSMlGSPpJlcdTAwMTJZUHaa1GOcvbScti8vsfi1hdnWOnPAvlai7vAqQIhcdTAwMGZvUVx1MDAxM+Pwz1xixMFB2OQ5tOlK86a6Y1x1MDAxY0fA4MbH5OFlSVx1MDAxNDhcdTAwMWTkXGakXHUwMDA35Sf7IyHRXHUwMDExQCZcdTAwMWGZxqdsXHUwMDA2xlx1MDAxM45cdTAwMGU22OPCiT61VYaSRCZYXGaHcPMlwrW0MnCuzzlRXiFcdTAwMWKwXHUwMDE1zz3hx7JG61OAXHUwMDAzXXWIrtRkS+Oa6bCEgHtWXHUwMDA0XHUwMDBlzGbMYEK/IFxyZix5XHUwMDAx2G5dXHUwMDEyqFx1MDAwNPNo2H5cclx1MDAwZlx1MDAxZn+ZIVx1MDAxMSpcdTAwMDXVXHUwMDBmg/7m0sCf4aw+Nlx1MDAxYfJoOGVcdTAwMTbYXHUwMDEzPVx1MDAxNVx1MDAxODItXG5cdTAwMGXBkkCt+Fx1MDAwN1xi/WiVcoJcdTAwMTaO0SaUXFzTt3tcdTAwMTWBXHUwMDEz/kizQOVcdTAwMTA9XHUwMDA0hlx1MDAxN32Io8oju0iwJ1x1MDAxNWDKcnrOXHLtXHUwMDE3tYH9fZUwyFx1MDAxMLxcZrrHMeFcdTAwMTBsXHUwMDBlhlx1MDAxNDtqYT+l0kVOtHxusHwmOVx1MDAwNeFcdTAwMTBFTpiGXHUwMDFiXHUwMDEwp1x1MDAxNuFcblx1MDAwZVx1MDAwNaxz+Vxcw6xcIli3XGZcdTAwMGXZUN4sXHUwMDEwXHUwMDA2xkFPpy9cdTAwMTCKZ+BcdTAwMGJcdTAwMTHMg1x1MDAxNsdkZFxc+oFNRZArWu+xOGx9yHhSmsGxXHUwMDE5ZV22Wlx1MDAxMdrD5J9WXHUwMDAxMjOetEFgS7vaIK/9VXJcdTAwMWJcdTAwMDKZWoJcdTAwMTNcdTAwMWZhq0NcdNgzXZ9cdTAwMTZcdTAwMGU+XmHUsNc52T5CNJBwXHUwMDE0vlxyzFJFoMWvXHUwMDExpWfji1x1MDAxMLBEM2A2ccpcZlx1MDAxMI2kiFg2LoRcXPRbwqhFopf18+C67CAqjztcdTAwMTXPQOjGPNQ2q+hcdTAwMDJhXHUwMDFkWCbCqTLuS2K5hfmBVVM5XHUwMDE4n5yTXHS4Ms309v3kcE5qZLPENDOGM1x1MDAwMe1cbqY8PFbUpNqVUf7GPELv5OTo7LxlKkHjaozwQPKR1j5cdTAwMWbsbb6WW1x1MDAxZnunJm66L7/ER7X5aNkzXHS6P8PviMKjyplcdTAwMDRcdTAwMDdrz0BcYjaD4Ik3ZVx1MDAxMqZcdTAwMTJUtMwlJOAgXCKUXHUwMDE2w1vVXFxCzd/0k1x0MGzYND+CtFxcQo6L/0e5gsXrJC1cdTAwMGLndPLnVs6232x8P9h9cvHk3vfz3u/Xb7dcdTAwMWWa3butk4b1XHUwMDE14pywdupvZIFYXHUwMDEynYRcdTAwMTeLS4NcdTAwMWPhK6X8ZyolXFxcdTAwMWRBRsh8XGaTXHUwMDE3v/RcdTAwMGb1dPvz4afj06u3R8evXHUwMDFmPHn38W4rpeyYhFx1MDAxOCWLKvzyKyWifmeasu4rnVx1MDAxY377XHUwMDFm08lZuJKojYgo8otgnz8923zxeGtt8972b/3y8Pqjelx1MDAxZp4uuUb6XGKdU4aV00iow5JGctyema+CykDdpJFzT3tcdTAwMTKI2EnC1cnxZMl4XHJMTYcyXHUwMDFjamMksp9cdTAwMWPnL5uujur+2aeNrz9cdTAwMWZ13z3c+CD2uuJYv51Qx5W+XHUwMDBlv31VXHUwMDA0m69cYlx1MDAxNoU2cUBcdTAwMDBWQmnvXHUwMDE3wVxiQps0L1x1MDAwYrwjYYm4oDwzm1wiVLBEijJcdTAwMTi7LlxmvjX1h2SITHlKpawvet8qXHUwMDAwdI6MXHUwMDEyXHUwMDAznMY8gFvnSJAghii7JZHKh4lcIlmGRO89XHUwMDAx8o3rZ9VKXHUwMDEyXHJWN0JcdTAwMTLNklx1MDAxOFx1MDAxY+zF2OsvSbQwM0R9NUX3bU5cdTAwMGZhlCzqxZCoPqqw0N5cdTAwMTJcdTAwMGJcdTAwMTHnwFm4P/klplEqsSQwpuSqZfLJMVx1MDAxZj+vRF2B6P0zXHUwMDEy616jxoVlNf1l7VlqzdmX2p1mXHUwMDE5TFxiSc4s1lmzyDBqXHUwMDBmo+5cdTAwMDRcdTAwMTFcdTAwMDK5KFxmYY5CVtW4Tl80NtpcdTAwMDfFXGZcdTAwMTJvwJC1xFqlNlx1MDAxZFx1MDAwMVx1MDAxZNGsQ7NcXFx1MDAxN3JUut7wmFx1MDAwZW5uaYk+Y1xcZr92vX1kbc2SXHUwMDAyzeFFh9i2R7biMTR+PGM9jvUmnkrrRVZcdTAwMDbZsbApg0nIQ6pSVWLCmkxnbFPMKY2MV5QqtHbcVLLbkEhcdTAwMGb2JafwkI7dsI3YVqpUllVAmNWAL9Y5ZYJcdTAwMDa9kMRYMuxlsLhcdTAwMDIy6nxJc3UgeU9cdTAwMDWqKmkus/qsRFx1MDAwYtmsZ33LXHUwMDAygyT6cEpcdTAwMTXLXHUwMDEytcGy4fNaKVXG+lIpaHjZVl5gW+PXILC9xb9ccoFcbpbeXHUwMDFhXHUwMDFjXHUwMDFio3X5XHUwMDFktr7k2HIr2GBcdTAwMTm8VsSEmvdcdTAwMWFmrcori5jFpeZzUX7itp5cdTAwMDK0hOBSykYsgJ3YlXmals5cZrt+XHQgJod6Mq/DReAlmlx1MDAxOJjeYlCo3C7T1imkLSQlXHUwMDAzXHUwMDFlV3hiLotqh2xb33VpO2RnStix01x01m6c2LcpP3C6tyl7l+7bp5PdX9fft9ePn31YXHUwMDEzy55cdTAwMWZcYiV46lKCgFxi2jCqXHUwMDAz4ombXHUwMDEyXHUwMDA02Sm7mlx1MDAxNMFcdTAwMDJSdlx1MDAwNJx3ZlxmOW2Vsit+vIQpu9m0kt5cdTAwMDWbV/Lz6PH1+fPXL8TX48uv9v3jr4+O33/w3TuulXRV+SrgXHUwMDBiXHUwMDEyXHR2ybXSXHUwMDEySDN40zQ8vtLK4bffMa0kIUtcdTAwMWOnoGtSSv/5uX3wYnt/4/XGyeuHJy+vdnY+/rrbSildR1x1MDAwN8tWTElU0iXXSUSknFx1MDAxNTSr6tZcdTAwMWRQylx1MDAxOapbivlcdTAwMDYxXHUwMDE2vTWq5LOfl3vP9l6cPftoX5292lx1MDAwZb3umTxadpUsw6lcdTAwMTAxmFx1MDAxY+pQwqjHql2z1bNcdTAwMTD1fTpwU1WQ9SxiQVx1MDAxNFx1MDAwNIG+qoKmI0nY7lx1MDAxNcGx8Te6rIEydUeaMSbAXHUwMDFiNPDt/tHX9/L4m9vf+/FdPvPx1Cm1KmitXG5atzTVpWIxXHUwMDE1dENBa7apLuYshS2TkFx1MDAwZqa6tO1z1WdCqmRMdamAw5VcdTAwMGZgQYRxwfIybFx1MDAwN67wksRiqCtcdTAwMDRcdTAwMGVcdTAwMDdwLjxDYjHVRVx1MDAxY1x1MDAxNjltpLmY6sKDXHUwMDE0lNZZ5SxcdTAwMGV1iVx1MDAxOPrsdpVJ8zTU5Ti5kfBuMiSmoS4jOU/Dd19OKqWpLk5cdTAwMDN5XHQz1pxgz6hnpcb6XHUwMDExO+e8XHUwMDEydUdP8KDnlDlcdTAwMTYu8KZBXHUwMDBivNpI4lx1MDAwNuk5XHUwMDEwnzW2x1x1MDAxMVx1MDAxMOdsIN+al+WlcVCHwqIrXHUwMDE42nNOYf2UXG5cdTAwMGU03oNgfSyPXHUwMDFlpT9HI29cXGO0XHUwMDEysYDBteiygEvWXHUwMDA2oz5cdTAwMDK7MX12XGKvkbQpNkBcdTAwMGLzxlx1MDAxZpumkXD1erjyQcrcoc9iYErraFx1MDAxM46+LleOSnd9o2FumuhcItQ/tth7XHKLm5POVbRekmNcdTAwMTH0+0V5ik1cdTAwMTIpnbljTc6YjFx1MDAxYzusguD8moGuxinVReJZwDDYokzVLFx1MDAwZrYr+lx1MDAxOLx2tkqojGPjiFtcdTAwMDOpXHUwMDA1KWCzPOeVvfH9ac7HcFDKQl0s6VOaXHUwMDA14s7jzKP3slCukkBEUfhG3lWWXHUwMDAzMs3yXHUwMDAyXHUwMDE0XHUwMDAx53X6tVx1MDAwN13mTCYuKrqpJlx1MDAwYlslXHUwMDEymVx1MDAwNGqgWXv2oazKXHUwMDA2r5VsvTj3NP9cdTAwMTnySrZ4PjvYIFx1MDAwZr8mYI8mXHUwMDEzik+UyH9CoLImsFxuViDklC+nhD5cdTAwMDSrhW0xtFx1MDAwZVx1MDAxOXvM0nWIQnGo17lcbsJcdTAwMTmsLo5nXHUwMDFhjI4up3zpOV7NoFwiVkdRaSixQEpUxZHK0ZJo4Fx1MDAxZlxy8Ooq2C+RrEVmuP5cZjXWMYmDaajCQpE3XcFCarpL3mdcdTAwMTWUNVlT8Vx1MDAwZcNNZajAOjK8kzQxnXWw2SmoXHUwMDAy3CSYXHUwMDE5V+agoUilcVx1MDAxZmpcdTAwMTFjhL7kkO78wypbJiY8pVx1MDAxNlCrl09/W39++PPB0e6x+HR5/eFgp+eWPTcgXHUwMDBifm5yOydcdTAwMTbzUqqA3EvsjIFBIKv1TamC7HxdTbJgIfk6eElcdTAwMDGneTUhslx1MDAxNMmAxaslbLQjTlxcvlbGizefz989+XV5/V693HP35cW9X8s+ttWglcp0iFxiXG6jXFyEucuulfCnPUfyV0r5z1RKqYnRXHUwMDAxhyZ/wPnK//726svnZ/7gXth98cXa/c2uvONaKTupXHUwMDA3RFx1MDAxMqhvPNu9nFpcdTAwMTlcdIeDP1lp5fJr5VxmrHxw2CNcIqRcdTAwMTZcdTAwMWQgvzc+XHUwMDFmXWx/1OcvxPur3d5cdTAwMTfnX1x1MDAxZCy7RtpOakpkxt0gpK9iXHUwMDBl0Hc1JCNlgugmjVxcwOBWLnqh4ZBcdTAwMTn7XHUwMDE5K5ekXHUwMDE1/LRr8lxcP167XHUwMDE3Tz9vPnx+fv3+hXt0uN3bMWb8eK30dfjtqzrX/HUuM0CSMVWYltspc81cdTAwMDJe6KFbfabmkshcdTAwMDK8MFxmVDNL5C3VuaRRgnlcdTAwMWYny69y1jpXPy9qyzNcdTAwMTC3V+dcIpFvXp5uSiHrP9Vfz4BeWJOOLUCxXCLcUe/JKP2HJFx1MDAxMr/Q96tcdTAwMWPKlyRcdTAwMTb4hVx1MDAxMVeBSOMrOVx1MDAxMolfqOCuOVJZy3JSu8Av9LllhiF8oVXOVlx0XHUwMDFkXHUwMDA26IXD6Zqc403wwlx1MDAxYlx1MDAxOJ5cdTAwMDfwhf3paWI65agg089MNVx1MDAxN+WsycPYXHUwMDA3MIQ6uZQ0ztGXXHUwMDAywNDdVEpKXHUwMDAwhnG4xFxmgVx0v1x1MDAxMOe3KFxcujLEYlx1MDAwMV/IWr1yJlx1MDAwYlx1MDAxMDFcdTAwMDe+sM1EXHSTwprbq/qWr1wicMIhaVx1MDAxNphcboZEvbQhVku5XHUwMDAz+MKI52bk0SyPJU2cXHUwMDFhmIBcdTAwMWLkJfRCnqtUd21cdTAwMTaYgV6IPcNR5fBeXHUwMDE2MXhcdTAwMThcdTAwMTnlKthgQi9cZtqzvOL8osBcdTAwMGKD6CPcZsirXHUwMDA1LzRcdTAwMTY2jfOemWWumnJ/gV6IaNJyYiynXGbXMFxy29KqZrVMtEcvXFysQFx1MDAxNsRMgiaEs1QhRSrQXHUwMDBiI0y4hZr7XGYszuDY7YPDz/FeWVx1MDAxOeBK6IVyXHUwMDE43mdsMj0gwyGtNLFWwVx1MDAxYUzohYF+l/SCXHUwMDFh2SzRJY3jgFRx0CqOXHUwMDEy0Vx1MDAwYlx1MDAxM/FIXHUwMDE2XHUwMDFmgaWCXHUwMDFhXHUwMDAxnaPvV6VM4JRjXHUwMDFls1x1MDAwMSyLUP32LF/2O2ZALFxmrFFDn0xi0Ki8uoRYXGJDMaqmNcpcXIjr/q/x/y42pSdxXHUwMDE5kt0jXHUwMDFmXHUwMDFmbePhhjDx6aOv8fH9V1u/rjZe/jo9XvZcdTAwMDSC6SRylJimuscgV4pm9diR2nOAXHUwMDEyXHUwMDA3fKxdZEm71eFsiFx1MDAwNFnbkEJYZVxiht9+x/LsnFFmMiu/+rX++vz7o+tzfX794YX5uOt/uVx1MDAwN++u7rRSqtjxaa5Lp16kXHUwMDFik3pLopRcdTAwMDRYl/RxV0ii/1StjER95vZna+Vn+2xjff/yZG19Z6335PurS713ou+2VrrOeIyw7MOWkjhcdTAwMGLEYV9Vv/6pWomTilx1MDAwMMC1wFx1MDAxMt04U1x1MDAwN1rvXHUwMDFkvt19fb71/ejNW3P42S+5Vjrf0Ukr2aupXHUwMDEx1tzyZXm7YKJcdTAwMTF2NFx1MDAxMElhpZX/UK1URpGds1x1MDAwNVx1MDAxNP7D579PXHUwMDBlvl9u9E4+9s729/W6vjxb9q7KJq1cXHSnyO1qpSPbkrKrsPJcdTAwMWaqlCpi873X+Tfl7+MvV+fi0ZM3Z/Lh9r19+X3T757ebZ1cXHiu55Zht0OCk1x1MDAxOFx1MDAxYi5YaWXx4yXUylmQXHRkXHUwMDAy9Vx1MDAwYvnp1029t947PTjdUOvi/frvvUf7n3c2l10nXHUwMDAzR/KcUX1cbvXSNVx1MDAxOTpcdTAwMDVUSDF7cyM9xVx1MDAwMshnm3Fcblx1MDAxMnlcXFx1MDAxNISkI12drShkalxuUc1QId/P7MPfXHUwMDE3PXn4RN8zXHUwMDBmzqV++mXn8aqBa9XAdTtcclxcuEG0XHUwMDBlqeZYQWJGYCiHtbuMulrRwMWeXHUwMDAy1qmjlNXZNuGzKnRF31Y0SjAgXHUwMDEwY9nRwdK5IJwoXFzWqVx1MDAxMSVDIFxmpmbfXHKhcivjzOxe0DJAwYMxZI7P4pz1Ujk2XHUwMDE02GKsriRRR/xeXHUwMDE4P1x1MDAwNFx1MDAxN85cdTAwMTBZXHUwMDE0daM1wlxiwmiWRFrLgvNokC9DYmT3m2Kfmqh0jeBcdTAwMTFY5IRMg9dM7MtcdTAwMWOBqdov6CdNw2SgX2KHpHl5fWB1XHUwMDEyXHUwMDA33Vx1MDAwMGb4Tv6MRDxQXHUwMDEwTNVPOT06tVx1MDAwZjFhKIqp0pydJnSUXHUwMDE2gviYXCLGXG7atnZcbludXHUwMDFhk1mMzzmOXHUwMDEx+kZM4+lcdTAwMGbtI/tcdTAwMTHtoIco54A7XCJcdTAwMTUrXHUwMDEzTWBcdTAwMGa1LLeqXHUwMDExXHUwMDA2ePxezNFqXHUwMDFkcTb8dNCRNFx1MDAxMS9Z2dcmdVbmXHUwMDE4XHUwMDFjdlFho63zXHUwMDExPoCr4G1rh680fbCxLOJZ7LJkXHUwMDFikHUhTZWXJZLtXrMrXG7K39zWk+woI1x1MDAwN4uo4SbI7JLz0GjpO3AnLFFvjWfznFZcdTAwMTUoXHUwMDA1rI7ovdBrqUNGN1x0R+LxWINZ/1xu3S6kaC1cdTAwMDekQ1x1MDAxOd0kXHUwMDE2+6f73L1Tmq2gd1x1MDAwMV9ojcrC9aD5XHUwMDE2XHUwMDEzOls5i3hiWNlMXFx1ttxq3G5xOv4xweklXHUwMDFlwOPQp+unWV4wVFx1MDAwN0I0XHUwMDE35J5lfVx1MDAxZTX3yqyeXHUwMDEymHhFXHUwMDFjIV005FRcclx1MDAwZVx1MDAwZVx1MDAwYv9cdTAwMDZXWlx1MDAwNvk474HUnHtTXHUwMDBmZluT2CCw/T1wXHUwMDBiXHUwMDAyXHUwMDAz88W49ELRIFXB4G5593GP6Vx1MDAxMcXp9rD97UxcdTAwMThw4kfDlEBDYrU5vbVcdTAwMDdcdTAwMDE1MWRu7XfiVXHH23o5eCiS0bNXsI9xPacjRktcdTAwMDO/UEFd8by4/yq9UnlcdTAwMWVcIr1XNpPaINTU5rK2zuvf0HHVR+18+/3eq72nO1fvXHUwMDBlXHUwMDFm9Xb2vzx5vrYxXHUwMDE2U92YqmNEXGZ3fVwiXHUwMDA2xumoxKtm9KNRfDrqXGKphtrTw+X6YLn8N1x1MDAxM+mDz939zz9/9G5KIJTnkVx1MDAxN5FAXHUwMDE4j6VrI9j0XHUwMDFjYysronPDZvGoxyazRllcdTAwMThV+eEgXHUwMDBig7CWdsrmXHUwMDE0Kyqh8vDM/O/YSVx1MDAxYe4+otSLv8bPWP/wXHUwMDFjf1s7O7BPL9/3umvn/sHx/Z0nZ1x1MDAwZv9cdTAwMWH+3X9cdTAwMDfnryZcdTAwMGVnN/LoxbWIw0uB7F9cdTAwMTc/jorDNDpcdTAwMDXfTi9cdTAwMWV3v1x1MDAxZZ1we1SNXHUwMDBlbK6pZ1x1MDAwN/e39843P2xsPHt19uHp5eWvXHUwMDE5dVx1MDAwMIZupVx1MDAwM/+eX1x1MDAwN6RlXHUwMDBmclx1MDAxOMenXHUwMDFmKcFcdTAwMTjsdFx1MDAwNbZcdTAwMTiuK7s+XHUwMDE2p1x1MDAwNMVcdTAwMTn5fmLi5fOnr3/vrv168fIyXj3Y2nw1qVx1MDAxM1x1MDAxM9oyUoL/TFx1MDAxN9ukW9O/sJVueTdcdTAwMTZ3/SHd+r3+8oF9c371WPjnuy/Uy+db+ueXTN1yekK1cL9mqlbHTfwzK1WrUzVEXG5cYpfdmM6MNFxyUcdNqlx1MDAxNsiUpXVcdTAwMTZcdTAwMWNxK1U7/7J3uCbOxdnF268vjtav1Yfj7e15VO2WxDZp8PQvbKPBZKZcdTAwMTlrL/kzXHUwMDFhbHd31Fx1MDAwYr33srdx7+fJm3tf9zdevj/P1GClJlV47IytNHhxXHUwMDFhrINmX+dcdTAwMTi2zphcdTAwMDaPgqSKx4jQ3zNFuGhccvbPzlx1MDAxZe/KJ3unz9Z3L3bOLvyTV/7b/Fx1MDAxYXxXxDZcdTAwMTmG6V/YwjBYXHUwMDFj3jCG9fZnXGbD8aNr/fztk51cdTAwMGL5+/qT3nxiNszjXFy3WYtJt3k8XGJYuc1zuM1cbpeG8ypMM1x1MDAwNfbmXG6+l0bDXHUwMDE2ZM1qtDJcdTAwMDVbXHUwMDA3X1x1MDAxZalLr9flo6e/31x0ud57/6I3v84uXFxsk85O/8JW7jinXHUwMDE0w1x1MDAxZtZZ//HF9evu9vvtN0dv9z8+Xb/69un654w6u1xudfs/nVNnrVxyjiOZ0/zvMVKsSsu4I4ZZzFx1MDAwMk1qpbIvN9+9UNe/3nxfXHUwMDE3r3pcdTAwMTeXX768PF4z86vsXVx1MDAxMdtkXHSmf2FcdTAwMWJLXHUwMDEwhYizNZ8s8vaemrurWIKJt9DPeE1cdTAwMDJXjVHkXHUwMDBlzYCeYlx1MDAwNnRcdTAwMWIzcJD+zWFcdTAwMDZqm8aW0FxiSEdcdTAwMWVVIafmfGumuVxcapeZKd81ceCq15WT3s2UPUpHXHUwMDA2XHUwMDBmqiZP5euj36l/N9xwVic+f+/k6JCP/tc+XHUwMDE22/sx0Y94cbTfPVx1MDAxOf7B16NPn8ZcdTAwMTXgY/e8l1pcdTAwMTiJUjb86T6+qouf/tjIqXp8+3F0eHTaPdlcdTAwMTk+SY1cItVnXHUwMDA2WyjSOLnRSpFm94A9/F9npnrA5sbrNFx1MDAxMmclq4G1nVx1MDAxYbEoPjZgOINcdTAwMWHZ5VWjhsJJWY1snVx1MDAxYdWn52rUyIVcdC1S0XX0+L+VTs2vU4K9XHUwMDE4Uo76SMZ0KlZcdTAwMTRt1Fx1MDAxN05cdTAwMWV1sscvXq2cXHUwMDE4XHUwMDA38J1BrfRccmrVXHUwMDExXHUwMDEz/8xcdTAwMTKoWUNccqWsZrpOzeqTXTVqptSknnk5qWYrPVuAnsFcdTAwMGKMxtupRU/pbo5cdTAwMDWd01FcdTAwMTJwb/GKXHUwMDE2XHTcNI+iybujaFxypY6yosk6RavPUNUomi6x0Fq3clx1MDAwYudXLSVcdTAwMTT8OzGOezGWXHUwMDE4rdxrXHUwMDAzzXLEgNVW3EJ8XHUwMDE1nFx1MDAxYcvdzKBY7lx1MDAwNsVaXHUwMDAyRWooXHKUXHUwMDE1ydUpUn2Cp4VcIq3iq/TTueOrwOkxXHUwMDE1p91R1Vx1MDAxY+YwvpI48sJmje22VCRcIonZeVx1MDAxNMksr1wiNeTry4rUz0MyXHUwMDA3mbb2r+7Z2etcdTAwMGK8r79cdTAwMDazan9dXHUwMDFl9a7uV1x1MDAwZun4pPC/+qrIg9rjXHUwMDA2/O9///Xf/1x1MDAwM+Uj14kifQ== 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+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + Cloud Storage + Data lake + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + Workflows + Data movement + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + Vertex AI + Generative AI + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + 2 + 5 + 3 + 1 + 6 + 4 + + + + + Cloud Functions + Notebook deployment + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + 7 + + + + + diff --git a/modules/data_warehouse/bigquery.tf b/modules/data_warehouse/bigquery.tf index 43a7962e..ff57b814 100644 --- a/modules/data_warehouse/bigquery.tf +++ b/modules/data_warehouse/bigquery.tf @@ -15,7 +15,7 @@ */ # Set up BigQuery resources -# # Create the BigQuery dataset +## Create the BigQuery dataset resource "google_bigquery_dataset" "ds_edw" { project = module.project-services.project_id dataset_id = "thelook" @@ -28,7 +28,7 @@ resource "google_bigquery_dataset" "ds_edw" { depends_on = [time_sleep.wait_after_apis] } -# # Create a BigQuery connection for Cloud Storage to create BigLake tables +## Create a BigQuery connection for Cloud Storage to create BigLake tables resource "google_bigquery_connection" "ds_connection" { project = module.project-services.project_id connection_id = "ds_connection" @@ -38,7 +38,7 @@ resource "google_bigquery_connection" "ds_connection" { depends_on = [time_sleep.wait_after_apis] } -# # Grant IAM access to the BigQuery Connection account for Cloud Storage +## Grant IAM access to the BigQuery Connection account for Cloud Storage resource "google_project_iam_member" "bq_connection_iam_object_viewer" { project = module.project-services.project_id role = "roles/storage.objectViewer" @@ -47,7 +47,7 @@ resource "google_project_iam_member" "bq_connection_iam_object_viewer" { depends_on = [google_storage_bucket.raw_bucket, google_bigquery_connection.ds_connection] } -# # Create a BigQuery connection for Vertex AI to support GenerativeAI use cases +## Create a BigQuery connection for Vertex AI to support GenerativeAI use cases resource "google_bigquery_connection" "vertex_ai_connection" { project = module.project-services.project_id connection_id = "genai_connection" @@ -57,23 +57,27 @@ resource "google_bigquery_connection" "vertex_ai_connection" { depends_on = [time_sleep.wait_after_apis] } -# # Grant IAM access to the BigQuery Connection account for Vertex AI -resource "google_project_iam_member" "bq_connection_iam_vertex_ai" { - for_each = toset([ +## Define IAM roles granted to the BigQuery Connection service account +locals { + bq_vertex_ai_roles = [ "roles/aiplatform.user", "roles/bigquery.connectionUser", "roles/serviceusage.serviceUsageConsumer", - ] - ) + ] +} + +## Grant IAM access to the BigQuery Connection account for Vertex AI +resource "google_project_iam_member" "bq_connection_iam_vertex_ai" { + count = length(local.bq_vertex_ai_roles) + role = local.bq_vertex_ai_roles[count.index] project = module.project-services.project_id - role = each.key member = "serviceAccount:${google_bigquery_connection.vertex_ai_connection.cloud_resource[0].service_account_id}" - depends_on = [google_bigquery_connection.vertex_ai_connection] + depends_on = [google_bigquery_connection.vertex_ai_connection, google_project_iam_member.bq_connection_iam_object_viewer] } # Create data tables in BigQuery -# # Create a Biglake table for events with metadata caching +## Create a Biglake table for events with metadata caching resource "google_bigquery_table" "tbl_edw_events" { dataset_id = google_bigquery_dataset.ds_edw.dataset_id table_id = "events" @@ -92,7 +96,7 @@ resource "google_bigquery_table" "tbl_edw_events" { labels = var.labels } -# # Create a Biglake table for inventory_items +## Create a Biglake table for inventory_items resource "google_bigquery_table" "tbl_edw_inventory_items" { dataset_id = google_bigquery_dataset.ds_edw.dataset_id table_id = "inventory_items" @@ -111,7 +115,7 @@ resource "google_bigquery_table" "tbl_edw_inventory_items" { labels = var.labels } -# # Create a Biglake table with metadata caching for order_items +## Create a Biglake table with metadata caching for order_items resource "google_bigquery_table" "tbl_edw_order_items" { dataset_id = google_bigquery_dataset.ds_edw.dataset_id table_id = "order_items" @@ -130,7 +134,7 @@ resource "google_bigquery_table" "tbl_edw_order_items" { labels = var.labels } -# # Create a Biglake table for orders +## Create a Biglake table for orders resource "google_bigquery_table" "tbl_edw_orders" { dataset_id = google_bigquery_dataset.ds_edw.dataset_id table_id = "orders" @@ -149,7 +153,7 @@ resource "google_bigquery_table" "tbl_edw_orders" { labels = var.labels } -# # Create a Biglake table for products +## Create a Biglake table for products resource "google_bigquery_table" "tbl_edw_products" { dataset_id = google_bigquery_dataset.ds_edw.dataset_id table_id = "products" @@ -168,7 +172,7 @@ resource "google_bigquery_table" "tbl_edw_products" { labels = var.labels } -# # Create a Biglake table for products +## Create a Biglake table for products resource "google_bigquery_table" "tbl_edw_users" { dataset_id = google_bigquery_dataset.ds_edw.dataset_id table_id = "users" @@ -188,7 +192,7 @@ resource "google_bigquery_table" "tbl_edw_users" { } # Load Queries for Stored Procedure Execution -# # Load Distribution Center Lookup Data Tables +## Load Distribution Center Lookup Data Tables resource "google_bigquery_routine" "sp_provision_lookup_tables" { project = module.project-services.project_id dataset_id = google_bigquery_dataset.ds_edw.dataset_id @@ -202,7 +206,7 @@ resource "google_bigquery_routine" "sp_provision_lookup_tables" { ) } -# # Add Looker Studio Data Report Procedure +## Add Looker Studio Data Report Procedure resource "google_bigquery_routine" "sproc_sp_demo_lookerstudio_report" { project = module.project-services.project_id dataset_id = google_bigquery_dataset.ds_edw.dataset_id @@ -222,7 +226,7 @@ resource "google_bigquery_routine" "sproc_sp_demo_lookerstudio_report" { ] } -# # Add Sample Queries +## Add Sample Queries resource "google_bigquery_routine" "sp_sample_queries" { project = module.project-services.project_id dataset_id = google_bigquery_dataset.ds_edw.dataset_id @@ -242,7 +246,7 @@ resource "google_bigquery_routine" "sp_sample_queries" { } -# # Add Bigquery ML Model for clustering +## Add Bigquery ML Model for clustering resource "google_bigquery_routine" "sp_bigqueryml_model" { project = module.project-services.project_id dataset_id = google_bigquery_dataset.ds_edw.dataset_id @@ -259,7 +263,7 @@ resource "google_bigquery_routine" "sp_bigqueryml_model" { ] } -# # Create Bigquery ML Model for using text generation +## Create Bigquery ML Model for using text generation resource "google_bigquery_routine" "sp_bigqueryml_generate_create" { project = module.project-services.project_id dataset_id = google_bigquery_dataset.ds_edw.dataset_id @@ -281,7 +285,7 @@ resource "google_bigquery_routine" "sp_bigqueryml_generate_create" { ] } -# # Query Bigquery ML Model for describing customer clusters +## Query Bigquery ML Model for describing customer clusters resource "google_bigquery_routine" "sp_bigqueryml_generate_describe" { project = module.project-services.project_id dataset_id = google_bigquery_dataset.ds_edw.dataset_id @@ -300,7 +304,7 @@ resource "google_bigquery_routine" "sp_bigqueryml_generate_describe" { ] } -# # Add Translation Scripts +## Add Translation Scripts resource "google_bigquery_routine" "sp_sample_translation_queries" { project = module.project-services.project_id dataset_id = google_bigquery_dataset.ds_edw.dataset_id @@ -320,33 +324,37 @@ resource "google_bigquery_routine" "sp_sample_translation_queries" { # Add Scheduled Query # Create specific service account for DTS Run -# # Create a DTS specific service account +## Create a DTS specific service account resource "google_service_account" "dts" { - project = module.project-services.project_id - account_id = "cloud-dts-sa-${random_id.id.hex}" - display_name = "Service Account for Data Transfer Service" + project = module.project-services.project_id + account_id = "cloud-dts-sa-${random_id.id.hex}" + display_name = "Service Account for Data Transfer Service" + description = "Service account used to manage Data Transfer Service" + create_ignore_already_exists = var.create_ignore_service_accounts + + depends_on = [time_sleep.wait_after_apis] + } -# # Grant the DTS Specific service account access -resource "google_project_iam_member" "dts_roles" { - for_each = toset([ +## Define the IAM roles granted to the DTS service account +locals { + dts_roles = [ "roles/bigquery.user", "roles/bigquery.dataEditor", - "roles/bigquery.connectionUser" - ]) - project = module.project-services.project_id - role = each.key - member = "serviceAccount:${google_service_account.dts.email}" + "roles/bigquery.connectionUser", + "roles/iam.serviceAccountTokenCreator" + ] } -# # # Grant the DTS service account access -# resource "google_project_iam_member" "dts_service_account_roles" { -# role = "roles/iam.serviceAccountTokenCreator" -# project = module.project-services.project_id -# member = "serviceAccount:${google_project_service_identity.bigquery_data_transfer_sa.email}" +## Grant the DTS Specific service account access +resource "google_project_iam_member" "dts_roles" { + project = module.project-services.project_id + count = length(local.dts_roles) + role = local.dts_roles[count.index] + member = "serviceAccount:${google_service_account.dts.email}" -# depends_on = [ google_project_iam ] -# } + depends_on = [time_sleep.wait_after_apis, google_project_iam_member.bq_connection_iam_vertex_ai] +} # Set up scheduled query resource "google_bigquery_data_transfer_config" "dts_config" { diff --git a/modules/data_warehouse/main.tf b/modules/data_warehouse/main.tf index e0c3690a..7a137daa 100644 --- a/modules/data_warehouse/main.tf +++ b/modules/data_warehouse/main.tf @@ -24,19 +24,24 @@ module "project-services" { activate_apis = [ "aiplatform.googleapis.com", + "artifactregistry.googleapis.com", "bigquery.googleapis.com", "bigqueryconnection.googleapis.com", - "bigquerydatatransfer.googleapis.com", "bigquerydatapolicy.googleapis.com", + "bigquerydatatransfer.googleapis.com", "bigquerymigration.googleapis.com", "bigqueryreservation.googleapis.com", "bigquerystorage.googleapis.com", "cloudapis.googleapis.com", "cloudbuild.googleapis.com", + "cloudfunctions.googleapis.com", "compute.googleapis.com", "config.googleapis.com", "datacatalog.googleapis.com", + "dataform.googleapis.com", "datalineage.googleapis.com", + "notebooks.googleapis.com", + "run.googleapis.com", "serviceusage.googleapis.com", "storage.googleapis.com", "storage-api.googleapis.com", @@ -59,7 +64,7 @@ module "project-services" { # Wait after APIs are enabled to give time for them to spin up resource "time_sleep" "wait_after_apis" { - create_duration = "90s" + create_duration = "30s" depends_on = [module.project-services] } @@ -69,7 +74,7 @@ resource "random_id" "id" { } # Set up Storage Buckets -# # Set up the raw storage bucket +## Set up the raw storage bucket for data resource "google_storage_bucket" "raw_bucket" { name = "ds-edw-raw-${random_id.id.hex}" project = module.project-services.project_id diff --git a/modules/data_warehouse/metadata.display.yaml b/modules/data_warehouse/metadata.display.yaml index a36218db..ee1e3146 100644 --- a/modules/data_warehouse/metadata.display.yaml +++ b/modules/data_warehouse/metadata.display.yaml @@ -1,4 +1,4 @@ -# Copyright 2023 Google LLC +# Copyright 2024 Google LLC # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. @@ -28,15 +28,23 @@ spec: ui: input: variables: + create_ignore_service_accounts: + name: create_ignore_service_accounts + title: Ignore Service Accounts if Exist + dataform_region: + name: dataform_region + title: Dataform Region deletion_protection: name: deletion_protection title: Deletion Protection + invisible: true enable_apis: name: enable_apis title: Enable Apis force_destroy: name: force_destroy title: Force Destroy + invisible: true labels: name: labels title: Labels @@ -49,3 +57,12 @@ spec: text_generation_model_name: name: text_generation_model_name title: Text Generation Model Name + runtime: + outputs: + bigquery_editor_url: + openInNewTab: true + showInNotification: true + ds_friendly_name: {} + lookerstudio_report_url: + openInNewTab: true + raw_bucket: {} diff --git a/modules/data_warehouse/metadata.yaml b/modules/data_warehouse/metadata.yaml index 671d25b4..1921c59b 100644 --- a/modules/data_warehouse/metadata.yaml +++ b/modules/data_warehouse/metadata.yaml @@ -1,4 +1,4 @@ -# Copyright 2023 Google LLC +# Copyright 2024 Google LLC # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. @@ -30,7 +30,42 @@ spec: flavor: Terraform version: ">= 0.13" description: {} + icon: assets/data_warehouse_icon_v1.png + deploymentDuration: + configurationSecs: 120 + deploymentSecs: 420 + costEstimate: + description: cost of this solution is $0.65 + url: https://cloud.google.com/products/calculator/#id=857776c6-49e8-4c6a-adc5-42a15b8fb67d + cloudProducts: + - productId: search_BIGQUERY_SECTION + pageUrl: "" + - productId: WORKFLOWS_SECTION + pageUrl: "" + - productId: STORAGE_SECTION + pageUrl: "" + - productId: ai-platform + pageUrl: "" + - productId: LOOKER_STUDIO_SECTION + pageUrl: lookerstudio.google.com + isExternal: true + - productId: CLOUD_DMS_SECTION + pageUrl: "" + - productId: FUNCTIONS_SECTION + pageUrl: "" + - productId: DATAFORM_SECTION + pageUrl: "" content: + architecture: + diagramUrl: www.gstatic.com/pantheon/images/solutions/data-warehouse-architecture_v6.svg + description: + - Data lands in a Cloud Storage bucket. + - Cloud Workflows facilitates the data movement. + - Data is loaded into BigQuery as a BigLake table. + - Views of the data are created in BigQuery using stored procedures + - Dashboards are created from the data to perform more analytics. + - BigQuery ML calls the generative AI capabilities of Vertex AI to summarize the analysis. + - Cloud Functions creates notebooks with additional learning content. documentation: - title: Create a Data Warehouse url: https://cloud.google.com/architecture/big-data-analytics/data-warehouse @@ -49,10 +84,17 @@ spec: location: examples/scheduled_queries interfaces: variables: + - name: create_ignore_service_accounts + description: Whether or not to ignore creation of a service account if an account of the same name already exists + varType: string + defaultValue: true + - name: dataform_region + description: Region that is used to deploy Dataform resources. This does not limit where resources can be run or what region data must be located in. + varType: string - name: deletion_protection description: Whether or not to protect GCS resources from deletion when solution is modified or changed. varType: string - defaultValue: true + defaultValue: false - name: enable_apis description: Whether or not to enable underlying apis in this solution. varType: string @@ -60,7 +102,7 @@ spec: - name: force_destroy description: Whether or not to protect BigQuery resources from deletion when solution is modified or changed. varType: string - defaultValue: false + defaultValue: true - name: labels description: A map of labels to apply to contained resources. varType: map(string) @@ -69,12 +111,10 @@ spec: - name: project_id description: Google Cloud Project ID varType: string - defaultValue: null required: true - name: region description: Google Cloud Region varType: string - defaultValue: null required: true - name: text_generation_model_name description: Name of the BigQuery ML GenAI remote model that connects to the LLM used for text generation diff --git a/modules/data_warehouse/notebook_deployment.tf b/modules/data_warehouse/notebook_deployment.tf new file mode 100644 index 00000000..93e80cc5 --- /dev/null +++ b/modules/data_warehouse/notebook_deployment.tf @@ -0,0 +1,210 @@ +/* + * Copyright 2023 Google LLC + * + * Licensed under the Apache License, Version 2.0 (the "License"); + * you may not use this file except in compliance with the License. + * You may obtain a copy of the License at + * + * http://www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an "AS IS" BASIS, + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + */ + +# Define the list of notebook files to be created +locals { + notebook_names = [ + for s in fileset("${path.module}/templates/notebooks/", "*.ipynb") : trimsuffix(s, ".ipynb") + ] +} + +# Create the notebook files to be uploaded +resource "local_file" "notebooks" { + count = length(local.notebook_names) + filename = "${path.module}/src/function/notebooks/${local.notebook_names[count.index]}.ipynb" + content = templatefile("${path.module}/templates/notebooks/${local.notebook_names[count.index]}.ipynb", { + PROJECT_ID = format("\\%s${module.project-services.project_id}\\%s", "\"", "\""), + REGION = format("\\%s${var.region}\\%s", "\"", "\""), + GCS_BUCKET_URI = google_storage_bucket.raw_bucket.url + } + ) +} + +# Upload the Cloud Function source code to a GCS bucket +## Define/create zip file for the Cloud Function source. This includes notebooks that will be uploaded +data "archive_file" "create_notebook_function_zip" { + type = "zip" + output_path = "${path.module}/tmp/notebooks_function_source.zip" + source_dir = "${path.module}/src/function/" + + depends_on = [local_file.notebooks] +} + +## Set up a storage bucket for Cloud Function source code +resource "google_storage_bucket" "function_source" { + name = "ds-edw-gcf-source-${random_id.id.hex}" + project = module.project-services.project_id + location = var.region + uniform_bucket_level_access = true + force_destroy = var.force_destroy + + public_access_prevention = "enforced" + + depends_on = [time_sleep.wait_after_apis] + + labels = var.labels +} + +## Upload the zip file of the source code to GCS +resource "google_storage_bucket_object" "function_source_upload" { + name = "notebooks_function_source.zip" + bucket = google_storage_bucket.function_source.name + source = data.archive_file.create_notebook_function_zip.output_path +} + +# Manage Cloud Function permissions and access +## Create a service account to manage the function +resource "google_service_account" "cloud_function_manage_sa" { + project = module.project-services.project_id + account_id = "notebook-deployment" + display_name = "Cloud Functions Service Account" + description = "Service account used to manage Cloud Function" + create_ignore_already_exists = var.create_ignore_service_accounts + + depends_on = [ + time_sleep.wait_after_apis, + ] +} + +## Define the IAM roles that are granted to the Cloud Function service account +locals { + cloud_function_roles = [ + "roles/cloudfunctions.admin", // Service account role to manage access to the remote function + "roles/dataform.admin", // Edit access code resources + "roles/iam.serviceAccountUser", + "roles/iam.serviceAccountTokenCreator", + "roles/run.invoker", // Service account role to invoke the remote function + "roles/storage.objectViewer" // Read GCS files + ] +} + +## Assign required permissions to the function service account +resource "google_project_iam_member" "function_manage_roles" { + project = module.project-services.project_id + count = length(local.cloud_function_roles) + role = local.cloud_function_roles[count.index] + member = "serviceAccount:${google_service_account.cloud_function_manage_sa.email}" + + depends_on = [google_service_account.cloud_function_manage_sa, google_project_iam_member.dts_roles] +} + +## Grant the Cloud Workflows service account access to act as the Cloud Function service account +resource "google_service_account_iam_member" "workflow_auth_function" { + service_account_id = google_service_account.cloud_function_manage_sa.name + role = "roles/iam.serviceAccountUser" + member = "serviceAccount:${google_service_account.workflow_manage_sa.email}" + + depends_on = [ + google_service_account.workflow_manage_sa, + google_project_iam_member.function_manage_roles + ] +} + +locals { + dataform_region = (var.dataform_region == null ? var.region : var.dataform_region) +} + +# Setup Dataform repositories to host notebooks +## Create the Dataform repos +resource "google_dataform_repository" "notebook_repo" { + count = length(local.notebook_names) + provider = google-beta + project = module.project-services.project_id + region = local.dataform_region + name = local.notebook_names[count.index] + display_name = local.notebook_names[count.index] + labels = { + "data-warehouse" = "true" + "single-file-asset-type" = "notebook" + } + depends_on = [time_sleep.wait_after_apis] +} + +## Grant Cloud Function service account access to write to the repo +resource "google_dataform_repository_iam_member" "function_manage_repo" { + provider = google-beta + project = module.project-services.project_id + region = local.dataform_region + role = "roles/dataform.admin" + member = "serviceAccount:${google_service_account.cloud_function_manage_sa.email}" + count = length(local.notebook_names) + repository = local.notebook_names[count.index] + depends_on = [time_sleep.wait_after_apis, google_service_account_iam_member.workflow_auth_function, google_dataform_repository.notebook_repo] +} + +## Grant Cloud Workflows service account access to write to the repo +resource "google_dataform_repository_iam_member" "workflow_manage_repo" { + provider = google-beta + project = module.project-services.project_id + region = local.dataform_region + role = "roles/dataform.admin" + member = "serviceAccount:${google_service_account.workflow_manage_sa.email}" + count = length(local.notebook_names) + repository = local.notebook_names[count.index] + + depends_on = [google_service_account_iam_member.workflow_auth_function, google_dataform_repository_iam_member.function_manage_repo, google_dataform_repository.notebook_repo] +} + +# Create and deploy a Cloud Function to deploy notebooks +## Create the Cloud Function +resource "google_cloudfunctions2_function" "notebook_deploy_function" { + name = "deploy-notebooks" + project = module.project-services.project_id + location = var.region + description = "A Cloud Function that deploys sample notebooks." + build_config { + runtime = "python310" + entry_point = "run_it" + + source { + storage_source { + bucket = google_storage_bucket.function_source.name + object = google_storage_bucket_object.function_source_upload.name + } + } + } + + service_config { + max_instance_count = 1 + # min_instance_count can be set to 1 to improve performance and responsiveness + min_instance_count = 0 + available_memory = "512Mi" + timeout_seconds = 300 + max_instance_request_concurrency = 1 + available_cpu = "2" + ingress_settings = "ALLOW_ALL" + all_traffic_on_latest_revision = true + service_account_email = google_service_account.cloud_function_manage_sa.email + environment_variables = { + "PROJECT_ID" : module.project-services.project_id, + "REGION" : local.dataform_region + } + } + + depends_on = [ + time_sleep.wait_after_apis, + google_project_iam_member.function_manage_roles, + google_dataform_repository.notebook_repo, + google_dataform_repository_iam_member.workflow_manage_repo, + google_dataform_repository_iam_member.function_manage_repo + ] +} + +## Wait for Function deployment to complete +resource "time_sleep" "wait_after_function" { + create_duration = "5s" + depends_on = [google_cloudfunctions2_function.notebook_deploy_function] +} diff --git a/modules/data_warehouse/src/function/main.py b/modules/data_warehouse/src/function/main.py new file mode 100644 index 00000000..72b6bb60 --- /dev/null +++ b/modules/data_warehouse/src/function/main.py @@ -0,0 +1,60 @@ +# Copyright 2024 Google LLC +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +from google.cloud import dataform_v1beta1 +import os + +# Commit the notebook files to the repositories created by Terraform + + +def commit_repository_changes(client, project, region) -> str: + directory = f"{os.path.dirname(__file__)}/notebooks/" + for file in os.listdir(directory): + with open(os.path.join(directory, file), 'rb') as f: + encoded_string = f.read() + file_base_name = os.path.basename(file).removesuffix(".ipynb") + repo_id = f"projects/{project}/locations/{region}/repositories/{file_base_name}" # ignore line too long error # noqa: E501 + print(repo_id) + request = dataform_v1beta1.CommitRepositoryChangesRequest() + request.name = repo_id + request.commit_metadata = dataform_v1beta1.CommitMetadata( + author=dataform_v1beta1.CommitAuthor( + name="Google JSS", + email_address="no-reply@google.com" + ), + commit_message="Committing Jump Start Solution notebooks" + ) + request.file_operations = {} + request.file_operations["content.ipynb"] = \ + dataform_v1beta1.\ + CommitRepositoryChangesRequest.\ + FileOperation(write_file=dataform_v1beta1. + CommitRepositoryChangesRequest. + FileOperation. + WriteFile(contents=encoded_string) + ) + print(request.file_operations) + client.commit_repository_changes(request=request) + print(f"Committed changes to {repo_id}") + return ("Committed changes to all repos") + + +def run_it(request) -> str: + dataform_client = dataform_v1beta1.DataformClient() + project_id = os.environ.get("PROJECT_ID") + region_id = os.environ.get("REGION") + commit_changes = commit_repository_changes( + dataform_client, project_id, region_id) + print("Notebooks created!") + return commit_changes diff --git a/modules/data_warehouse/src/function/requirements.txt b/modules/data_warehouse/src/function/requirements.txt new file mode 100644 index 00000000..b185016b --- /dev/null +++ b/modules/data_warehouse/src/function/requirements.txt @@ -0,0 +1,2 @@ +functions-framework==3.* +google-cloud-dataform==0.5.5 diff --git a/modules/data_warehouse/templates/notebooks/getting_started_bq_dataframes.ipynb b/modules/data_warehouse/templates/notebooks/getting_started_bq_dataframes.ipynb new file mode 100644 index 00000000..4e5068a0 --- /dev/null +++ b/modules/data_warehouse/templates/notebooks/getting_started_bq_dataframes.ipynb @@ -0,0 +1,867 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "ur8xi4C7S06n" + }, + "outputs": [], + "source": [ + "# Copyright 2023 Google LLC\n", + "#\n", + "# Licensed under the Apache License, Version 2.0 (the \"License\");\n", + "# you may not use this file except in compliance with the License.\n", + "# You may obtain a copy of the License at\n", + "#\n", + "# https://www.apache.org/licenses/LICENSE-2.0\n", + "#\n", + "# Unless required by applicable law or agreed to in writing, software\n", + "# distributed under the License is distributed on an \"AS IS\" BASIS,\n", + "# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n", + "# See the License for the specific language governing permissions and\n", + "# limitations under the License." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "JAPoU8Sm5E6e" + }, + "source": [ + "# Get started with BigQuery DataFrames\n", + "\n", + "\n", + "\n", + " \n", + " \n", + " \n", + "
\n", + " \n", + " \"Colab Run in Colab\n", + " \n", + " \n", + " \n", + " \"GitHub\n", + " View on GitHub\n", + " \n", + " \n", + " \n", + " \"Vertex\n", + " Open in Vertex AI Workbench\n", + " \n", + "
" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "24743cf4a1e1" + }, + "source": [ + "**_NOTE_**: This notebook has been tested in the following environment:\n", + "\n", + "* Python version = 3.10" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "tvgnzT1CKxrO" + }, + "source": [ + "## Overview\n", + "\n", + "Use this notebook to get started with BigQuery DataFrames, including setup, installation, and basic tutorials.\n", + "\n", + "BigQuery DataFrames provides a Pythonic DataFrame and machine learning (ML) API powered by the BigQuery engine.\n", + "\n", + "* `bigframes.pandas` provides a pandas-like API for analytics.\n", + "* `bigframes.ml` provides a scikit-learn-like API for ML.\n", + "\n", + "Learn more about [BigQuery DataFrames](https://cloud.google.com/python/docs/reference/bigframes/latest)." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "d975e698c9a4" + }, + "source": [ + "### Objective\n", + "\n", + "In this tutorial, you learn how to install BigQuery DataFrames, load data into a BigQuery DataFrames DataFrame, and inspect and manipulate the data using pandas and a custom Python function, running at BigQuery scale.\n", + "\n", + "The steps include:\n", + "\n", + "- Creating a BigQuery DataFrames DataFrame: Access data from a Parquet file stored in GCS to create a BigQuery DataFrames DataFrame.\n", + "- Inspecting and manipulating data: Use pandas to perform data cleaning and preparation on the DataFrame.\n", + "- Deploying a custom function: Deploy a [remote function ](https://cloud.google.com/bigquery/docs/remote-functions)that runs a scalar Python function at BigQuery scale." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "08d289fa873f" + }, + "source": [ + "### Dataset\n", + "\n", + "This tutorial uses the Jump Start Solution dataset (```thelook```), which contains syntheic retail sales data for a fictional eCommerce clothing retailer.\n", + "\n", + "The same dataset is also deployed to a Cloud Storage bucket in your project as Parquet files so that you can use it to try ingesting data from a local environment." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "aed92deeb4a0" + }, + "source": [ + "### Costs\n", + "\n", + "This tutorial uses billable components of Google Cloud:\n", + "\n", + "* BigQuery (storage and compute)\n", + "* Cloud Functions\n", + "\n", + "Learn about [BigQuery storage pricing](https://cloud.google.com/bigquery/pricing#storage),\n", + "[BigQuery compute pricing](https://cloud.google.com/bigquery/pricing#analysis_pricing_models),\n", + "and [Cloud Functions pricing](https://cloud.google.com/functions/pricing),\n", + "and use the [Pricing Calculator](https://cloud.google.com/products/calculator/)\n", + "to generate a cost estimate based on your projected usage." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "BF1j6f9HApxa" + }, + "source": [ + "## Before you begin\n", + "\n", + "Complete the tasks in this section to set up your environment." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "WReHDGG5g0XY" + }, + "source": [ + "#### Set your project ID\n", + "\n", + "If you don't know your project ID, try the following:\n", + "* Run `gcloud config list`.\n", + "* Run `gcloud projects list`.\n", + "* See the support page: [Locate the project ID](https://support.google.com/googleapi/answer/7014113)." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "executionInfo": { + "elapsed": 19, + "status": "ok", + "timestamp": 1705950462905, + "user": { + "displayName": "", + "userId": "" + }, + "user_tz": 300 + }, + "id": "oM1iC_MfAts1" + }, + "outputs": [], + "source": [ + "PROJECT_ID = ${PROJECT_ID}" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "region" + }, + "source": [ + "#### Set the region\n", + "\n", + "You can also change the `REGION` variable used by BigQuery. Learn more about [BigQuery regions](https://cloud.google.com/bigquery/docs/locations#supported_locations)." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "executionInfo": { + "elapsed": 1632, + "status": "ok", + "timestamp": 1705950681580, + "user": { + "displayName": "", + "userId": "" + }, + "user_tz": 300 + }, + "id": "eF-Twtc4XGem" + }, + "outputs": [], + "source": [ + "REGION = ${REGION}" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "960505627ddf" + }, + "source": [ + "### Import libraries" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "executionInfo": { + "elapsed": 17, + "status": "ok", + "timestamp": 1705950696793, + "user": { + "displayName": "", + "userId": "" + }, + "user_tz": 300 + }, + "id": "PyQmSRbKA8r-" + }, + "outputs": [], + "source": [ + "import bigframes.pandas as bf" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "init_aip:mbsdk,all" + }, + "source": [ + "\n", + "### Set BigQuery DataFrames options" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "executionInfo": { + "elapsed": 16, + "status": "ok", + "timestamp": 1705950704127, + "user": { + "displayName": "", + "userId": "" + }, + "user_tz": 300 + }, + "id": "NPPMuw2PXGeo" + }, + "outputs": [], + "source": [ + "bf.options.bigquery.project = PROJECT_ID\n", + "bf.options.bigquery.location = REGION" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "pDfrKwMKE_dK" + }, + "source": [ + "If you want to reset the location of the created DataFrame or Series objects, reset the session by executing `bf.close_session()`. After that, you can reuse `bf.options.bigquery.location` to specify another location." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "-19Uiwoo9pP4" + }, + "source": [ + "## See the power of BigQuery DataFrames first-hand\n", + "\n", + "BigQuery DataFrames enables you to interact with datasets of any size, so that you can explore, transform, and understand even your biggest datasets using familiar tools like pandas and scikit-learn." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "KMX4D2uoBwM0" + }, + "source": [ + "For example, take the BigQuery sample table `bigquery-samples.wikipedia_pageviews.200809h`, which is ~60 GB is size. This is not a dataset you'd likely be able process in pandas without extra infrastructure.\n", + "\n", + "With BigQuery DataFrames, however, computation is handled by BigQuery's highly scalable compute engine, meaning you can focus on doing data science without hitting size limitations." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "i98c46p1CXoV" + }, + "source": [ + "If you'd like to try creating a BigQuery DataFrames DataFrame from this table, uncomment and run the next cell to load the table using the `read_gbq` method.\n", + "\n", + "> Note: Keep in mind that running these operations will count against your monthly [free tier allowance in BigQuery](https://cloud.google.com/bigquery/pricing#free-tier)." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "Vyex9BQI-BNa" + }, + "outputs": [], + "source": [ + "# bq_df_sample = bf.read_gbq(\"bigquery-samples.wikipedia_pageviews.200809h\")" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "gE6CEALjDZZV" + }, + "source": [ + "No problem! BigQuery DataFrames makes a DataFrame, `bq_df_sample`, containing the entirety of the source table of data." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "T6lAIeelDwLz" + }, + "source": [ + "Uncomment and run the following cell to see pandas in action over your new BigQuery DataFrames DataFrame.\n", + "\n", + "This code uses regex to filter the DataFrame to include only rows with Wikipedia page titles containing the word \"Google\", sums the total views by page title, and then returns the top 100 results." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "XfGq5apK-D_e" + }, + "outputs": [], + "source": [ + "# bq_df_sample[bq_df_sample.title.str.contains(r\"[Gg]oogle\")]\\\n", + "# .groupby(['title'], as_index=False)['views'].sum(numeric_only=True)\\\n", + "# .sort_values('views', ascending=False)\\\n", + "# .head(100)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "i6XV-HTN-IFF" + }, + "source": [ + "In addition to giving you access to pandas, BigQuery DataFrames also enables you to build ML models, run inference, and deploy and run your own Python functions at scale. You'll see examples throughout this notebook.\n", + "\n", + "Now you'll move to the JSS dataset (`thelook`) for the remainder of this getting started guide." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "9EMAqR37AfLS" + }, + "source": [ + "## Create a BigQuery DataFrames DataFrame\n", + "\n", + "You can create a BigQuery DataFrames DataFrame by reading data from any of the following locations:\n", + "\n", + "* A data file stored in Cloud Storage\n", + "* Data stored in a BigQuery table\n", + "* A local data file\n", + "* An in-memory pandas DataFrame\n", + "\n", + "The following sections show how to use the first two options." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "iZDjzglh9eWZ" + }, + "source": [ + "### Create a DataFrame from a GCS file\n", + "\n", + "Use these instructions in the following sections to create a BigQuery DataFrames DataFrame from a file stored in Google Cloud Storage.\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "8Jry3NoFv3Wm" + }, + "source": [ + "#### Define the file path\n", + "\n", + "First, follow the steps below to define the Parquet file URI." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "executionInfo": { + "elapsed": 3, + "status": "ok", + "timestamp": 1705951374283, + "user": { + "displayName": "", + "userId": "" + }, + "user_tz": 300 + }, + "id": "SvyXzkRl783u" + }, + "outputs": [], + "source": [ + "fn_order_items = \"${GCS_BUCKET_URI}/thelook-ecommerce/order_items.parquet\"" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "sJsrwAQY_H6g" + }, + "source": [ + "#### Create a DataFrame\n", + "\n", + "Create a BigQuery DataFrames DataFrame from the parquet file:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "EDAaIwHpQCDZ" + }, + "outputs": [], + "source": [ + "df_from_gcs = bf.read_parquet(path=fn_order_items)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "U-RVfNCu_h_h" + }, + "source": [ + "Take a look at the first few rows of the `orders` DataFrame that was just created:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "_gPD0Zn1Stdb" + }, + "outputs": [], + "source": [ + "df_from_gcs.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "rK0lNJmz_xkA" + }, + "source": [ + "### Ingest data from a DataFrame to a BigQuery table\n", + "\n", + "BigQuery DataFrames lets you create a BigQuery table from a BigQuery DataFrames DataFrame on-the-fly." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "V1DWpmSCAEql" + }, + "source": [ + "First, create a BigQuery dataset to house the table." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "executionInfo": { + "elapsed": 2753, + "status": "ok", + "timestamp": 1705951974404, + "user": { + "displayName": "", + "userId": "" + }, + "user_tz": 300 + }, + "id": "ZSP7gt13QrQt", + "outputId": "f77acb4b-6c1b-4790-990f-2278821a52b4" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Dataset thelook_bigframes created.\n" + ] + } + ], + "source": [ + "from google.cloud import bigquery\n", + "DATASET_ID = \"thelook_bigframes\"\n", + "\n", + "client = bigquery.Client(project=PROJECT_ID)\n", + "dataset = bigquery.Dataset(PROJECT_ID + \".\" + DATASET_ID)\n", + "client.delete_dataset(DATASET_ID, delete_contents=True, not_found_ok=True)\n", + "dataset.location = REGION\n", + "dataset = client.create_dataset(dataset)\n", + "print(f\"Dataset {dataset.dataset_id} created.\")" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "Jd0dFISwAPPa" + }, + "source": [ + "Next, use the `to_gbq` method to create a BigQuery table from the DataFrame:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "oP1NIAmUBjop" + }, + "outputs": [], + "source": [ + "df_from_gcs.to_gbq(PROJECT_ID + \".\" + DATASET_ID + \".order_items\")" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "kfF6fnmmAZEK" + }, + "source": [ + "### Create a DataFrame from BigQuery data\n", + "You can create a BigQuery DataFrames DataFrame from a BigQuery table by using the `read_gbq` method and referencing either an entire table or a SQL query." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "TEy5jHJDD6hx" + }, + "source": [ + "Create a BigQuery DataFrames DataFrame from the BigQuery table you created in the previous section, and view a few rows:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "IBuo-d6dWfsA" + }, + "outputs": [], + "source": [ + "query_or_table = f\"{PROJECT_ID}.{DATASET_ID}.order_items\"\n", + "bq_df = bf.read_gbq(query_or_table)\n", + "bq_df[\"order_id\"] = bq_df[\"order_id\"].astype(\"string\")\n", + "bq_df.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "rwPLjqW2Ajzh" + }, + "source": [ + "## Inspect and manipulate data in BigQuery DataFrames" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "bExmYlL_ELtV" + }, + "source": [ + "### Using pandas\n", + "\n", + "You can use pandas as you normally would on the BigQuery DataFrames DataFrame, but calculations happen in the BigQuery query engine instead of your local environment. There are 150+ pandas functions supported in BigQuery DataFrames. You can view the list in [the documentation](https://cloud.google.com/python/docs/reference/bigframes/latest)." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "ZHFUc3Q_FHc1" + }, + "source": [ + "To see this in action, inspect one of the columns (or series) of the BigQuery DataFrames DataFrame:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "6i6HkFJZa8na" + }, + "outputs": [], + "source": [ + "bq_df[\"sale_price\"].head(10)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "EJIZJaNXFQzh" + }, + "source": [ + "Compute the sum of this series to find the total reveneue from all items sold:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "YKwCW7Nsavap" + }, + "outputs": [], + "source": [ + "total_sales = bq_df[\"sale_price\"].sum()\n", + "print(f\"total_sales: {total_sales}\")" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "DSs1cnca-MOU" + }, + "source": [ + "Calculate the mean `sales_price` of all items in an order using the `groupby` operation to group by `order_id`:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "4PyKMR61-Mjy" + }, + "outputs": [], + "source": [ + "bq_df[[\"order_id\", \"sale_price\"]].groupby(\n", + " by=bq_df[\"order_id\"]).mean(numeric_only=True).head()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "6sf9kZ2C9Ixe" + }, + "source": [ + "You can confirm that the calculations were run in BigQuery by clicking \"Open job\" from the previous cells' output. This takes you to the BigQuery console to view the SQL statement and job details." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "cWVNZ8D_FUtT" + }, + "source": [ + "### Using custom functions\n", + "\n", + "Running your own Python functions (or being able to bring your packages) and using them at scale is a challenge many data scientists face. BigQuery DataFrames makes it easy to deploy [remote functions](https://cloud.google.com/python/docs/reference/bigframes/latest/bigframes.pandas#bigframes_pandas_remote_function) that run scalar Python functions at BigQuery scale. These functions are persisted as [BigQuery remote functions](https://cloud.google.com/bigquery/docs/remote-functions) that you can then re-use." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "zjw8toUbHuRD" + }, + "source": [ + "Running the cell below creates a custom function using the `remote_function` method. This function categorizes a value into one of two buckets: >= 50 or <50.\n", + "\n", + "> Note: Creating a function requires a [BigQuery connection](https://cloud.google.com/bigquery/docs/remote-functions#create_a_remote_function). This code assumes a pre-created connection named `bigframes-default-connection`. If\n", + "the connection is not already created, BigQuery DataFrames attempts to create one assuming the [necessary APIs\n", + "and IAM permissions](https://cloud.google.com/python/docs/reference/bigframes/latest/bigframes.pandas#bigframes_pandas_remote_function) are set up in the project.\n", + "\n", + "This cell takes a few minutes to run because it creates the BigQuery connection (if applicable) and deploys the Cloud Function." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "rSWTOG-vb2Fc" + }, + "outputs": [], + "source": [ + "@bf.remote_function([float], str)\n", + "def get_bucket(num):\n", + " if not num:\n", + " return \"NA\"\n", + " boundary = 50\n", + " return \"at_or_above_50\" if num >= boundary else \"below_50\"" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "N7JH0BI5IOpK" + }, + "source": [ + "The custom function is deployed as a Cloud Function, and is then integrated with BigQuery as a remote function.\n", + "\n", + "Save both of the function names so that you can clean them up at the end of this notebook." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "6ejPXoyEQpWE" + }, + "outputs": [], + "source": [ + "CLOUD_FUNCTION_NAME = format(get_bucket.bigframes_cloud_function)\n", + "print(\"Cloud Function Name \" + CLOUD_FUNCTION_NAME)\n", + "REMOTE_FUNCTION_NAME = format(get_bucket.bigframes_remote_function)\n", + "print(\"Remote Function Name \" + REMOTE_FUNCTION_NAME)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "vHV3JqKjJHsH" + }, + "source": [ + "Apply the custom function to the BigQuery DataFrames DataFrame to bucketize the `sale_price` value of each item sold:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "NxSd9WZFcIji" + }, + "outputs": [], + "source": [ + "bq_df = bq_df.assign(order_price_bucket=bq_df[\"sale_price\"].groupby(\n", + " by=bq_df[\"order_id\"]).sum().apply(get_bucket))\n", + "bq_df[[\"order_id\", \"order_price_bucket\"]].head(10)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "wCsmt0IwFkDy" + }, + "source": [ + "## Summary and next steps\n", + "\n", + "You've created BigQuery DataFrames DataFrames, and inspected and manipulated data with pandas and custom remote functions at BigQuery scale and speed.\n", + "\n", + "Learn more about BigQuery DataFrames in the [documentation](https://cloud.google.com/python/docs/reference/bigframes/latest) and find more sample notebooks in the [GitHub repo](https://github.com/googleapis/python-bigquery-dataframes/tree/main/notebooks), including an introductory notebook for `bigframes.ml`." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "TpV-iwP9qw9c" + }, + "source": [ + "### Cleaning up\n", + "\n", + "To clean up all Google Cloud resources used in this project, you can [delete the Google Cloud\n", + "project](https://cloud.google.com/resource-manager/docs/creating-managing-projects#shutting_down_projects) you used for the tutorial.\n", + "\n", + "Otherwise, you can uncomment the remaining cells and run them to delete the individual resources you created in this tutorial:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "sx_vKniMq9ZX" + }, + "outputs": [], + "source": [ + "# # Delete the BigQuery dataset\n", + "# from google.cloud import bigquery\n", + "# client = bigquery.Client(project=PROJECT_ID)\n", + "# client.delete_dataset(\n", + "# DATASET_ID, delete_contents=True, not_found_ok=True\n", + "# )\n", + "# print(\"Deleted dataset '{}'.\".format(DATASET_ID))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "_dTCXvCxtPw9" + }, + "outputs": [], + "source": [ + "# # Delete the BigQuery Connection\n", + "# from google.cloud import bigquery_connection_v1 as bq_connection\n", + "# client = bq_connection.ConnectionServiceClient()\n", + "# CONNECTION_ID = f\"projects/{PROJECT_ID}/locations/{REGION}/connections/bigframes-default-connection\"\n", + "# client.delete_connection(name=CONNECTION_ID)\n", + "# print(\"Deleted connection '{}'.\".format(CONNECTION_ID))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "EDAIIfcpwNOF" + }, + "outputs": [], + "source": [ + "# # Delete the Cloud Function\n", + "# ! gcloud functions delete {CLOUD_FUNCTION_NAME} --quiet" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "QwumLUKmVpuH" + }, + "outputs": [], + "source": [ + "# # Delete the Remote Function\n", + "# REMOTE_FUNCTION_NAME = REMOTE_FUNCTION_NAME.replace(PROJECT_ID + \".\", \"\")\n", + "# ! bq rm --routine --force=true {REMOTE_FUNCTION_NAME}" + ] + } + ], + "metadata": { + "colab": { + "provenance": [] + }, + "kernelspec": { + "display_name": "Python 3", + "name": "python3" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} diff --git a/modules/data_warehouse/templates/workflow.tftpl b/modules/data_warehouse/templates/workflow.tftpl index b0df5dd9..373ab835 100644 --- a/modules/data_warehouse/templates/workflow.tftpl +++ b/modules/data_warehouse/templates/workflow.tftpl @@ -25,6 +25,9 @@ main: - sub_create_tables: call: create_tables result: output1 + - sub_invoke_function: + call: invoke_function + result: output2 # Subworkflow to copy initial objects copy_objects: @@ -105,3 +108,27 @@ create_tables: - sumStep: assign: - results[key]: $${queryResult} + +# Subworkflow to invoke Cloud Function +invoke_function: + steps: + - init: + assign: + - function_url: ${function_url} + - function_name: ${function_name} + - run_function: + try: + call: http.get + args: + url: $${function_url} + auth: + type: OIDC + result: function_result + except: + as: e + raise: + exception: $${e} + functionName: $${function_name} + - finish: + return: $${function_result} + diff --git a/modules/data_warehouse/variables.tf b/modules/data_warehouse/variables.tf index 26f767e8..5b1e044b 100644 --- a/modules/data_warehouse/variables.tf +++ b/modules/data_warehouse/variables.tf @@ -23,12 +23,68 @@ variable "region" { type = string description = "Google Cloud Region" + /** + * This variable list assumes you are using the same region for both Dataform and all other assets. + * If you want to deploy your Dataform respositories in a different region, set the default value + * for var.dataform_region to one of the regions in the Dataform validation list. + * You can then set this variable value to any of the following: + * "asia-northeast3" + * "asia-southeast1" + * "europe-west1" + * "europe-west2" + * "europe-west3" + * "europe-west4" + * "europe-west9" + * "us-central1" + * "us-west4" + * + * Be sure to update the validation list below to include these additional values! + */ + + validation { + condition = contains([ + "asia-southeast1", + "europe-west1", + "europe-west2", + "europe-west3", + "europe-west4", + "us-central1", + ], + var.region) + error_message = "This region is not supported. Region must be one of: asia-southeast1, europe-west1, europe-west2, europe-west3, europe-west4, us-central1" + } +} + + +variable "dataform_region" { + type = string + description = "Region that is used to deploy Dataform resources. This does not limit where resources can be run or what region data must be located in." + default = null + nullable = true + validation { - condition = contains(["us-central1", "us-west4", "europe-west1", "europe-west2", "europe-west3", "europe-west4", "europe-west9", "asia-northeast3", "asia-southeast1"], var.region) - error_message = "This region is not supported. Region must be one of us-central1, us-west4, europe-west1, europe-west2, europe-west3, europe-west4, europe-west9, asia-northeast3, asia-southeast1." + condition = anytrue([var.dataform_region == null, try(contains( + [ + "asia-east1", + "asia-northeast1", + "asia-south1", + "asia-southeast1", + "australia-southeast1", + "europe-west1", + "europe-west2", + "europe-west3", + "europe-west4", + "europe-west6", + "southamerica-east1", + "us-central1", + "us-east1", + "us-west1", + ], var.dataform_region), true)]) + error_message = "This region is not supported for Dataform. Region must be one of: asia-east1, asia-northeast1, asia-south1, asia-southeast1, australia-southeast1, europe-west1, europe-west2, europe-west3, europe-west4, europe-west6, southamerica-east1, us-central1, us-east1, us-west1." } } + variable "text_generation_model_name" { type = string description = "Name of the BigQuery ML GenAI remote model that connects to the LLM used for text generation" @@ -50,13 +106,17 @@ variable "enable_apis" { variable "force_destroy" { type = string description = "Whether or not to protect BigQuery resources from deletion when solution is modified or changed." - default = false + default = true } variable "deletion_protection" { type = string description = "Whether or not to protect GCS resources from deletion when solution is modified or changed." - default = true + default = false } - +variable "create_ignore_service_accounts" { + type = string + description = "Whether or not to ignore creation of a service account if an account of the same name already exists" + default = true +} diff --git a/modules/data_warehouse/versions.tf b/modules/data_warehouse/versions.tf index 6ffcbb1b..66780e65 100644 --- a/modules/data_warehouse/versions.tf +++ b/modules/data_warehouse/versions.tf @@ -40,6 +40,10 @@ terraform { source = "hashicorp/http" version = ">= 2" } + local = { + source = "hashicorp/local" + version = ">=2.4" + } } required_version = ">= 0.13" diff --git a/modules/data_warehouse/workflows.tf b/modules/data_warehouse/workflows.tf index fae424a3..0c1b7896 100644 --- a/modules/data_warehouse/workflows.tf +++ b/modules/data_warehouse/workflows.tf @@ -15,58 +15,70 @@ */ # Set up the Workflow -# # Create the Workflows service account -resource "google_service_account" "workflow_service_account" { - project = module.project-services.project_id - account_id = "cloud-workflow-sa-${random_id.id.hex}" - display_name = "Service Account for Cloud Workflows" +## Create the Workflows service account +resource "google_service_account" "workflow_manage_sa" { + project = module.project-services.project_id + account_id = "cloud-workflow-sa-${random_id.id.hex}" + display_name = "Service Account for Cloud Workflows" + description = "Service account used to manage Cloud Workflows" + create_ignore_already_exists = var.create_ignore_service_accounts + depends_on = [time_sleep.wait_after_apis] } -# # Grant the Workflow service account access -resource "google_project_iam_member" "workflow_service_account_roles" { - for_each = toset([ - "roles/workflows.admin", - "roles/run.invoker", - "roles/iam.serviceAccountTokenCreator", - "roles/storage.objectAdmin", +## Define the IAM roles granted to the Workflows service account +locals { + workflow_roles = [ "roles/bigquery.connectionUser", - "roles/bigquery.jobUser", "roles/bigquery.dataEditor", - ] - ) + "roles/bigquery.jobUser", + "roles/iam.serviceAccountTokenCreator", + "roles/iam.serviceAccountUser", + "roles/run.invoker", + "roles/storage.objectAdmin", + "roles/workflows.admin", + ] +} + +## Grant the Workflow service account access +resource "google_project_iam_member" "workflow_manage_sa_roles" { + count = length(local.workflow_roles) project = module.project-services.project_id - role = each.key - member = "serviceAccount:${google_service_account.workflow_service_account.email}" + member = "serviceAccount:${google_service_account.workflow_manage_sa.email}" + role = local.workflow_roles[count.index] - depends_on = [google_service_account.workflow_service_account] + depends_on = [google_dataform_repository_iam_member.workflow_manage_repo] } -# # Create the workflow +## Create the workflow resource "google_workflows_workflow" "workflow" { name = "initial-workflow" project = module.project-services.project_id region = var.region description = "Runs post Terraform setup steps for Solution in Console" - service_account = google_service_account.workflow_service_account.id + service_account = google_service_account.workflow_manage_sa.id source_contents = templatefile("${path.module}/templates/workflow.tftpl", { - raw_bucket = google_storage_bucket.raw_bucket.name, - dataset_id = google_bigquery_dataset.ds_edw.dataset_id + raw_bucket = google_storage_bucket.raw_bucket.name, + dataset_id = google_bigquery_dataset.ds_edw.dataset_id, + function_url = google_cloudfunctions2_function.notebook_deploy_function.url + function_name = google_cloudfunctions2_function.notebook_deploy_function.name }) labels = var.labels depends_on = [ - google_project_iam_member.workflow_service_account_roles + google_project_iam_member.workflow_manage_sa_roles, + time_sleep.wait_after_function ] } data "google_client_config" "current" { + } -# # Trigger the execution of the setup workflow +## Trigger the execution of the setup workflow with an API call data "http" "call_workflows_setup" { url = "https://workflowexecutions.googleapis.com/v1/projects/${module.project-services.project_id}/locations/${var.region}/workflows/${google_workflows_workflow.workflow.name}/executions" method = "POST" @@ -80,6 +92,9 @@ data "http" "call_workflows_setup" { google_bigquery_routine.sproc_sp_demo_lookerstudio_report, google_bigquery_routine.sp_provision_lookup_tables, google_workflows_workflow.workflow, - google_storage_bucket.raw_bucket + google_storage_bucket.raw_bucket, + google_cloudfunctions2_function.notebook_deploy_function, + time_sleep.wait_after_function, + google_service_account_iam_member.workflow_auth_function ] } diff --git a/modules/scheduled_queries/metadata.display.yaml b/modules/scheduled_queries/metadata.display.yaml index 91b775b8..2a238854 100644 --- a/modules/scheduled_queries/metadata.display.yaml +++ b/modules/scheduled_queries/metadata.display.yaml @@ -1,4 +1,4 @@ -# Copyright 2023 Google LLC +# Copyright 2024 Google LLC # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. diff --git a/modules/scheduled_queries/metadata.yaml b/modules/scheduled_queries/metadata.yaml index f601dc76..50500872 100644 --- a/modules/scheduled_queries/metadata.yaml +++ b/modules/scheduled_queries/metadata.yaml @@ -1,4 +1,4 @@ -# Copyright 2023 Google LLC +# Copyright 2024 Google LLC # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. @@ -28,7 +28,7 @@ spec: version: 7.0.0 actuationTool: flavor: Terraform - version: ">= 0.13" + version: ">= 1.3" description: {} content: examples: @@ -47,12 +47,10 @@ spec: - name: project_id description: The project where scheduled queries are created varType: string - defaultValue: null required: true - name: queries description: Data transfer configuration for creating scheduled queries varType: list(any) - defaultValue: null required: true outputs: - name: query_names diff --git a/modules/udf/metadata.display.yaml b/modules/udf/metadata.display.yaml index a9eeb22d..658cc05f 100644 --- a/modules/udf/metadata.display.yaml +++ b/modules/udf/metadata.display.yaml @@ -1,4 +1,4 @@ -# Copyright 2023 Google LLC +# Copyright 2024 Google LLC # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. diff --git a/modules/udf/metadata.yaml b/modules/udf/metadata.yaml index 7a32bbba..736656bb 100644 --- a/modules/udf/metadata.yaml +++ b/modules/udf/metadata.yaml @@ -1,4 +1,4 @@ -# Copyright 2023 Google LLC +# Copyright 2024 Google LLC # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. @@ -28,7 +28,7 @@ spec: version: 7.0.0 actuationTool: flavor: Terraform - version: ">= 0.13" + version: ">= 1.3" description: {} content: examples: @@ -51,12 +51,10 @@ spec: - name: dataset_id description: Dataset id varType: string - defaultValue: null required: true - name: project_id description: Project ID that contains the dataset varType: string - defaultValue: null required: true outputs: - name: added_udfs