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b/doc/AGN/nightfury.ipynb similarity index 100% rename from models/AGN/nightfury.ipynb rename to doc/AGN/nightfury.ipynb diff --git a/models/AGN/update_oct_24.md b/doc/AGN/update_oct_24.md similarity index 100% rename from models/AGN/update_oct_24.md rename to doc/AGN/update_oct_24.md diff --git a/models/AGN/AGN-HL7.ipynb b/models/AGN/AGN-HL7.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..86ff8b2a40d3e1c8d46de71378f8a33527df5820 --- /dev/null +++ b/models/AGN/AGN-HL7.ipynb @@ -0,0 +1,2098 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "df412b62", + "metadata": { + "_cell_guid": "b1076dfc-b9ad-4769-8c92-a6c4dae69d19", + "_uuid": "8f2839f25d086af736a60e9eeb907d3b93b6e0e5", + "execution": { + "iopub.execute_input": "2024-11-16T12:06:29.782618Z", + "iopub.status.busy": "2024-11-16T12:06:29.782057Z", + "iopub.status.idle": "2024-11-16T12:06:30.707703Z", + "shell.execute_reply": "2024-11-16T12:06:30.706425Z" + }, + "papermill": { + "duration": 0.940406, + "end_time": "2024-11-16T12:06:30.710825", + "exception": false, + "start_time": "2024-11-16T12:06:29.770419", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "# This Python 3 environment comes with many helpful analytics libraries installed\n", + "# It is defined by the kaggle/python Docker image: https://github.com/kaggle/docker-python\n", + "# For example, here's several helpful packages to load\n", + "\n", + "import numpy as np # linear algebra\n", + "import pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n", + "\n", + "# Input data files are available in the read-only \"../input/\" directory\n", + "# For example, running this (by clicking run or pressing Shift+Enter) will list all files under the input directory\n", + "\n", + "import os\n", + "for dirname, _, filenames in os.walk('/kaggle/input'):\n", + " for filename in filenames:\n", + " print(os.path.join(dirname, filename))\n", + "\n", + "# You can write up to 20GB to the current directory (/kaggle/working/) that gets preserved as output when you create a version using \"Save & Run All\" \n", + "# You can also write temporary files to /kaggle/temp/, but they won't be saved outside of the current session" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "f3213b1a", + "metadata": { + "execution": { + "iopub.execute_input": "2024-11-16T12:06:30.731145Z", + "iopub.status.busy": "2024-11-16T12:06:30.730556Z", + "iopub.status.idle": "2024-11-16T12:06:30.750368Z", + "shell.execute_reply": "2024-11-16T12:06:30.749171Z" + }, + "papermill": { + "duration": 0.032651, + "end_time": "2024-11-16T12:06:30.752892", + "exception": false, + "start_time": "2024-11-16T12:06:30.720241", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "import random\n", + "from datetime import datetime, timedelta\n", + "\n", + "# Define the Node class\n", + "class Node:\n", + " def __init__(self, node_id, node_type, domain, timestamp, owner, tags=None, status=\"active\", version=1, acl=None, audit_log=None, relationships=None, expiration=None):\n", + " self.node_id = node_id\n", + " self.node_type = node_type\n", + " self.domain = domain\n", + " self.timestamp = timestamp\n", + " self.owner = owner\n", + " self.tags = tags if tags else []\n", + " self.status = status # Set default value to \"active\"\n", + " self.version = version\n", + " self.acl = acl if acl is not None else []\n", + " self.audit_log = audit_log if audit_log is not None else []\n", + " self.relationships = relationships if relationships is not None else []\n", + " self.expiration = expiration\n", + " \n", + " def add_acl(self, role):\n", + " \"\"\"Add an access control role to the ACL.\"\"\"\n", + " self.acl.append(role)\n", + " \n", + " def add_audit_log(self, action, user, timestamp):\n", + " \"\"\"Add an audit log entry.\"\"\"\n", + " self.audit_log.append({\"action\": action, \"user\": user, \"timestamp\": timestamp})\n", + " \n", + " def add_relationship(self, relationship, target_node):\n", + " \"\"\"Add a relationship to another node.\"\"\"\n", + " self.relationships.append({\"relationship\": relationship, \"target_node\": target_node.node_id})\n", + " \n", + " def set_expiration(self, expiration_date):\n", + " \"\"\"Set expiration date for the node.\"\"\"\n", + " self.expiration = expiration_date\n", + "\n", + "\n", + "# Define the RBAC class\n", + "class RBAC:\n", + " def __init__(self):\n", + " self.roles_permissions = {\n", + " \"admin\": [\"read\", \"write\", \"modify\", \"delete\", \"archive\"],\n", + " \"manager\": [\"read\", \"modify\", \"archive\"],\n", + " \"user\": [\"read\"],\n", + " \"guest\": [\"read\"]\n", + " }\n", + " \n", + " def check_permission(self, role, action):\n", + " \"\"\"Check if the role has permission to perform the given action.\"\"\"\n", + " return action in self.roles_permissions.get(role, [])\n", + "\n", + "# Function to create test nodes\n", + "def create_test_nodes():\n", + " nodes = []\n", + " for i in range(10): # Create 10 nodes for testing\n", + " node_type = random.choice(['process', 'file', 'database'])\n", + " domain = random.choice(['finance', 'healthcare', 'it', 'marketing'])\n", + " timestamp = (datetime.now() - timedelta(days=random.randint(1, 365))).strftime('%Y-%m-%d %H:%M:%S')\n", + " node = Node(\n", + " node_id=str(i + 1),\n", + " node_type=node_type,\n", + " domain=domain,\n", + " timestamp=timestamp,\n", + " owner=random.choice(['admin', 'manager', 'user']),\n", + " tags=[random.choice(['confidential', 'public', 'archived', 'high-priority'])],\n", + " status='active', # Default status is active\n", + " version=1,\n", + " acl=[], # Default ACL is empty\n", + " audit_log=[], # Default audit log is empty\n", + " relationships=[], # Default relationships are empty\n", + " expiration=None # No expiration by default\n", + " )\n", + " nodes.append(node)\n", + " return nodes" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "b38a500c", + "metadata": { + "execution": { + "iopub.execute_input": "2024-11-16T12:06:30.773858Z", + "iopub.status.busy": "2024-11-16T12:06:30.773333Z", + "iopub.status.idle": "2024-11-16T12:06:30.812803Z", + "shell.execute_reply": "2024-11-16T12:06:30.811639Z" + }, + "papermill": { + "duration": 0.060255, + "end_time": "2024-11-16T12:06:30.822117", + "exception": false, + "start_time": "2024-11-16T12:06:30.761862", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Archived Nodes: ['12', '25', '37', '46', '79', '87']\n", + "Deleted Nodes: ['1', '2', '3', '4', '5', '6', '7', '8', '9', '10', '11', '13', '14', '15', '16', '17', '18', '19', '20', '21', '22', '23', '24', '26', '27', '28', '29', '30', '31', '32', '33', '34', '35', '36', '38', '39', '40', '41', '42', '43', '44', '45', '47', '48', '49', '50', '51', '52', '53', '54', '55', '56', '57', '58', '59', '60', '61', '62', '63', '64', '65', '66', '67', '68', '69', '70', '71', '72', '73', '74', '75', '76', '77', '78', '80', '81', '82', '83', '84', '85', '86', '88', '89', '90', '91', '92', '93', '94', '95', '96', '97', '98', '99', '100']\n", + "Finance Node Relationships: [[{'relationship': 'reads from', 'target_node': '14'}, {'relationship': 'reads from', 'target_node': '19'}, {'relationship': 'reads from', 'target_node': '20'}, {'relationship': 'reads from', 'target_node': '22'}, {'relationship': 'reads from', 'target_node': '27'}, {'relationship': 'reads from', 'target_node': '29'}, {'relationship': 'reads from', 'target_node': '32'}, {'relationship': 'reads from', 'target_node': '37'}, {'relationship': 'reads from', 'target_node': '41'}, {'relationship': 'reads from', 'target_node': '45'}, {'relationship': 'reads from', 'target_node': '51'}, {'relationship': 'reads from', 'target_node': '52'}, {'relationship': 'reads from', 'target_node': '60'}, {'relationship': 'reads from', 'target_node': '62'}, {'relationship': 'reads from', 'target_node': '63'}, {'relationship': 'reads from', 'target_node': '65'}, {'relationship': 'reads from', 'target_node': '68'}, {'relationship': 'reads from', 'target_node': '76'}, {'relationship': 'reads from', 'target_node': '81'}, {'relationship': 'reads from', 'target_node': '87'}, {'relationship': 'reads from', 'target_node': '90'}, {'relationship': 'reads from', 'target_node': '95'}, {'relationship': 'reads from', 'target_node': '99'}], [{'relationship': 'related to 13', 'target_node': '13'}, {'relationship': 'reads from', 'target_node': '19'}, {'relationship': 'reads from', 'target_node': '20'}, {'relationship': 'reads from', 'target_node': '22'}, {'relationship': 'reads from', 'target_node': '27'}, {'relationship': 'reads from', 'target_node': '29'}, {'relationship': 'reads from', 'target_node': '32'}, {'relationship': 'reads from', 'target_node': '37'}, {'relationship': 'reads from', 'target_node': '41'}, {'relationship': 'reads from', 'target_node': '45'}, {'relationship': 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'related to 62', 'target_node': '62'}, {'relationship': 'related to 63', 'target_node': '63'}, {'relationship': 'related to 65', 'target_node': '65'}, {'relationship': 'related to 68', 'target_node': '68'}, {'relationship': 'related to 76', 'target_node': '76'}, {'relationship': 'related to 81', 'target_node': '81'}, {'relationship': 'related to 87', 'target_node': '87'}, {'relationship': 'related to 90', 'target_node': '90'}, {'relationship': 'related to 95', 'target_node': '95'}]]\n", + "Sensitive Node Relationships: [[{'relationship': 'reads from', 'target_node': '5'}, {'relationship': 'reads from', 'target_node': '6'}, {'relationship': 'reads from', 'target_node': '7'}, {'relationship': 'reads from', 'target_node': '8'}, {'relationship': 'reads from', 'target_node': '11'}, {'relationship': 'reads from', 'target_node': '12'}, {'relationship': 'reads from', 'target_node': '21'}, {'relationship': 'reads from', 'target_node': '22'}, {'relationship': 'reads from', 'target_node': '23'}, {'relationship': 'reads from', 'target_node': '27'}, {'relationship': 'reads from', 'target_node': '31'}, {'relationship': 'reads from', 'target_node': '32'}, {'relationship': 'reads from', 'target_node': '33'}, {'relationship': 'reads from', 'target_node': '34'}, {'relationship': 'reads from', 'target_node': '38'}, {'relationship': 'reads from', 'target_node': '39'}, {'relationship': 'reads from', 'target_node': '47'}, {'relationship': 'reads from', 'target_node': '49'}, {'relationship': 'reads from', 'target_node': '50'}, {'relationship': 'reads from', 'target_node': '57'}, {'relationship': 'reads from', 'target_node': '59'}, {'relationship': 'reads from', 'target_node': '60'}, {'relationship': 'reads from', 'target_node': '62'}, {'relationship': 'reads from', 'target_node': '63'}, {'relationship': 'reads from', 'target_node': '65'}, {'relationship': 'reads from', 'target_node': '66'}, {'relationship': 'reads from', 'target_node': '68'}, {'relationship': 'reads from', 'target_node': '69'}, {'relationship': 'reads from', 'target_node': '76'}, {'relationship': 'reads from', 'target_node': '77'}, {'relationship': 'reads from', 'target_node': '81'}, {'relationship': 'reads from', 'target_node': '88'}, {'relationship': 'reads from', 'target_node': '89'}, {'relationship': 'reads from', 'target_node': '90'}, {'relationship': 'reads from', 'target_node': '91'}, {'relationship': 'reads from', 'target_node': '92'}, {'relationship': 'reads from', 'target_node': '98'}, {'relationship': 'reads from', 'target_node': '100'}], [{'relationship': 'related to 3', 'target_node': '3'}, {'relationship': 'reads from', 'target_node': '6'}, {'relationship': 'reads from', 'target_node': '7'}, {'relationship': 'reads from', 'target_node': '8'}, {'relationship': 'reads from', 'target_node': '11'}, {'relationship': 'reads from', 'target_node': '12'}, {'relationship': 'reads from', 'target_node': '21'}, {'relationship': 'reads from', 'target_node': '22'}, {'relationship': 'reads from', 'target_node': '23'}, {'relationship': 'reads from', 'target_node': '27'}, {'relationship': 'reads from', 'target_node': '31'}, {'relationship': 'reads from', 'target_node': '32'}, {'relationship': 'reads from', 'target_node': '33'}, {'relationship': 'reads from', 'target_node': '34'}, {'relationship': 'reads from', 'target_node': '38'}, {'relationship': 'reads from', 'target_node': '39'}, {'relationship': 'reads from', 'target_node': '47'}, {'relationship': 'reads from', 'target_node': '49'}, {'relationship': 'reads from', 'target_node': '50'}, {'relationship': 'reads from', 'target_node': '57'}, {'relationship': 'reads from', 'target_node': '59'}, {'relationship': 'reads from', 'target_node': '60'}, {'relationship': 'reads from', 'target_node': '62'}, {'relationship': 'reads from', 'target_node': '63'}, {'relationship': 'reads from', 'target_node': '65'}, {'relationship': 'reads from', 'target_node': '66'}, {'relationship': 'reads from', 'target_node': '68'}, {'relationship': 'reads 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{'relationship': 'reads from', 'target_node': '23'}, {'relationship': 'reads from', 'target_node': '27'}, {'relationship': 'reads from', 'target_node': '31'}, {'relationship': 'reads from', 'target_node': '32'}, {'relationship': 'reads from', 'target_node': '33'}, {'relationship': 'reads from', 'target_node': '34'}, {'relationship': 'reads from', 'target_node': '38'}, {'relationship': 'reads from', 'target_node': '39'}, {'relationship': 'reads from', 'target_node': '47'}, {'relationship': 'reads from', 'target_node': '49'}, {'relationship': 'reads from', 'target_node': '50'}, {'relationship': 'reads from', 'target_node': '57'}, {'relationship': 'reads from', 'target_node': '59'}, {'relationship': 'reads from', 'target_node': '60'}, {'relationship': 'reads from', 'target_node': '62'}, {'relationship': 'reads from', 'target_node': '63'}, {'relationship': 'reads from', 'target_node': '65'}, {'relationship': 'reads from', 'target_node': '66'}, {'relationship': 'reads from', 'target_node': '68'}, {'relationship': 'reads from', 'target_node': '69'}, {'relationship': 'reads from', 'target_node': '76'}, {'relationship': 'reads from', 'target_node': '77'}, {'relationship': 'reads from', 'target_node': '81'}, {'relationship': 'reads from', 'target_node': '88'}, {'relationship': 'reads from', 'target_node': '89'}, {'relationship': 'reads from', 'target_node': '90'}, {'relationship': 'reads from', 'target_node': '91'}, {'relationship': 'reads from', 'target_node': '92'}, {'relationship': 'reads from', 'target_node': '98'}, {'relationship': 'reads from', 'target_node': '100'}], [{'relationship': 'related to 3', 'target_node': '3'}, {'relationship': 'related to 5', 'target_node': '5'}, {'relationship': 'related to 6', 'target_node': '6'}, {'relationship': 'reads from', 'target_node': '8'}, {'relationship': 'reads from', 'target_node': '11'}, {'relationship': 'reads from', 'target_node': '12'}, {'relationship': 'reads from', 'target_node': '21'}, {'relationship': 'reads from', 'target_node': '22'}, {'relationship': 'reads from', 'target_node': '23'}, {'relationship': 'reads from', 'target_node': '27'}, {'relationship': 'reads from', 'target_node': '31'}, {'relationship': 'reads from', 'target_node': '32'}, {'relationship': 'reads from', 'target_node': '33'}, {'relationship': 'reads from', 'target_node': '34'}, {'relationship': 'reads from', 'target_node': '38'}, {'relationship': 'reads from', 'target_node': '39'}, {'relationship': 'reads from', 'target_node': '47'}, {'relationship': 'reads from', 'target_node': '49'}, {'relationship': 'reads from', 'target_node': '50'}, {'relationship': 'reads from', 'target_node': '57'}, {'relationship': 'reads from', 'target_node': '59'}, {'relationship': 'reads from', 'target_node': '60'}, {'relationship': 'reads from', 'target_node': '62'}, {'relationship': 'reads from', 'target_node': '63'}, {'relationship': 'reads from', 'target_node': '65'}, {'relationship': 'reads from', 'target_node': '66'}, {'relationship': 'reads 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{'relationship': 'reads from', 'target_node': '22'}, {'relationship': 'reads from', 'target_node': '23'}, {'relationship': 'reads from', 'target_node': '27'}, {'relationship': 'reads from', 'target_node': '31'}, {'relationship': 'reads from', 'target_node': '32'}, {'relationship': 'reads from', 'target_node': '33'}, {'relationship': 'reads from', 'target_node': '34'}, {'relationship': 'reads from', 'target_node': '38'}, {'relationship': 'reads from', 'target_node': '39'}, {'relationship': 'reads from', 'target_node': '47'}, {'relationship': 'reads from', 'target_node': '49'}, {'relationship': 'reads from', 'target_node': '50'}, {'relationship': 'reads from', 'target_node': '57'}, {'relationship': 'reads from', 'target_node': '59'}, {'relationship': 'reads from', 'target_node': '60'}, {'relationship': 'reads from', 'target_node': '62'}, {'relationship': 'reads from', 'target_node': '63'}, {'relationship': 'reads from', 'target_node': '65'}, {'relationship': 'reads from', 'target_node': '66'}, {'relationship': 'reads from', 'target_node': '68'}, {'relationship': 'reads from', 'target_node': '69'}, {'relationship': 'reads from', 'target_node': '76'}, {'relationship': 'reads from', 'target_node': '77'}, {'relationship': 'reads from', 'target_node': '81'}, {'relationship': 'reads from', 'target_node': '88'}, {'relationship': 'reads from', 'target_node': '89'}, {'relationship': 'reads from', 'target_node': '90'}, {'relationship': 'reads from', 'target_node': '91'}, {'relationship': 'reads from', 'target_node': '92'}, {'relationship': 'reads from', 'target_node': '98'}, {'relationship': 'reads from', 'target_node': '100'}], [{'relationship': 'related to 3', 'target_node': '3'}, {'relationship': 'related to 5', 'target_node': '5'}, {'relationship': 'related to 6', 'target_node': '6'}, {'relationship': 'related to 7', 'target_node': '7'}, {'relationship': 'related to 8', 'target_node': '8'}, {'relationship': 'reads from', 'target_node': '12'}, {'relationship': 'reads from', 'target_node': '21'}, {'relationship': 'reads from', 'target_node': '22'}, {'relationship': 'reads from', 'target_node': '23'}, {'relationship': 'reads from', 'target_node': '27'}, {'relationship': 'reads from', 'target_node': '31'}, {'relationship': 'reads from', 'target_node': '32'}, {'relationship': 'reads from', 'target_node': '33'}, {'relationship': 'reads from', 'target_node': '34'}, {'relationship': 'reads from', 'target_node': '38'}, {'relationship': 'reads from', 'target_node': '39'}, {'relationship': 'reads from', 'target_node': '47'}, {'relationship': 'reads from', 'target_node': '49'}, {'relationship': 'reads from', 'target_node': '50'}, {'relationship': 'reads from', 'target_node': '57'}, {'relationship': 'reads from', 'target_node': '59'}, {'relationship': 'reads from', 'target_node': '60'}, {'relationship': 'reads from', 'target_node': '62'}, {'relationship': 'reads from', 'target_node': '63'}, {'relationship': 'reads from', 'target_node': '65'}, {'relationship': 'reads 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{'relationship': 'reads from', 'target_node': '21'}, {'relationship': 'reads from', 'target_node': '22'}, {'relationship': 'reads from', 'target_node': '23'}, {'relationship': 'reads from', 'target_node': '27'}, {'relationship': 'reads from', 'target_node': '31'}, {'relationship': 'reads from', 'target_node': '32'}, {'relationship': 'reads from', 'target_node': '33'}, {'relationship': 'reads from', 'target_node': '34'}, {'relationship': 'reads from', 'target_node': '38'}, {'relationship': 'reads from', 'target_node': '39'}, {'relationship': 'reads from', 'target_node': '47'}, {'relationship': 'reads from', 'target_node': '49'}, {'relationship': 'reads from', 'target_node': '50'}, {'relationship': 'reads from', 'target_node': '57'}, {'relationship': 'reads from', 'target_node': '59'}, {'relationship': 'reads from', 'target_node': '60'}, {'relationship': 'reads from', 'target_node': '62'}, {'relationship': 'reads from', 'target_node': '63'}, {'relationship': 'reads from', 'target_node': '65'}, {'relationship': 'reads from', 'target_node': '66'}, {'relationship': 'reads from', 'target_node': '68'}, {'relationship': 'reads from', 'target_node': '69'}, {'relationship': 'reads from', 'target_node': '76'}, {'relationship': 'reads from', 'target_node': '77'}, {'relationship': 'reads from', 'target_node': '81'}, {'relationship': 'reads from', 'target_node': '88'}, {'relationship': 'reads from', 'target_node': '89'}, {'relationship': 'reads from', 'target_node': '90'}, {'relationship': 'reads from', 'target_node': '91'}, {'relationship': 'reads from', 'target_node': '92'}, {'relationship': 'reads from', 'target_node': '98'}, {'relationship': 'reads from', 'target_node': '100'}], [{'relationship': 'related to 3', 'target_node': '3'}, {'relationship': 'related to 5', 'target_node': '5'}, {'relationship': 'related to 6', 'target_node': '6'}, {'relationship': 'related to 7', 'target_node': '7'}, {'relationship': 'related to 8', 'target_node': '8'}, {'relationship': 'related to 11', 'target_node': '11'}, {'relationship': 'related to 12', 'target_node': '12'}, {'relationship': 'reads from', 'target_node': '22'}, {'relationship': 'reads from', 'target_node': '23'}, {'relationship': 'reads from', 'target_node': '27'}, {'relationship': 'reads from', 'target_node': '31'}, {'relationship': 'reads from', 'target_node': '32'}, {'relationship': 'reads from', 'target_node': '33'}, {'relationship': 'reads from', 'target_node': '34'}, {'relationship': 'reads from', 'target_node': '38'}, {'relationship': 'reads from', 'target_node': '39'}, {'relationship': 'reads from', 'target_node': '47'}, {'relationship': 'reads from', 'target_node': '49'}, {'relationship': 'reads from', 'target_node': '50'}, {'relationship': 'reads from', 'target_node': '57'}, {'relationship': 'reads from', 'target_node': '59'}, {'relationship': 'reads from', 'target_node': '60'}, {'relationship': 'reads from', 'target_node': '62'}, {'relationship': 'reads from', 'target_node': '63'}, {'relationship': 'reads from', 'target_node': '65'}, {'relationship': 'reads from', 'target_node': '66'}, {'relationship': 'reads from', 'target_node': '68'}, {'relationship': 'reads from', 'target_node': '69'}, {'relationship': 'reads from', 'target_node': '76'}, {'relationship': 'reads from', 'target_node': '77'}, {'relationship': 'reads from', 'target_node': '81'}, {'relationship': 'reads from', 'target_node': '88'}, {'relationship': 'reads from', 'target_node': '89'}, {'relationship': 'reads from', 'target_node': '90'}, {'relationship': 'reads from', 'target_node': '91'}, {'relationship': 'reads from', 'target_node': '92'}, {'relationship': 'reads from', 'target_node': '98'}, {'relationship': 'reads from', 'target_node': '100'}], [{'relationship': 'related to 13', 'target_node': '13'}, {'relationship': 'related to 14', 'target_node': '14'}, {'relationship': 'related to 19', 'target_node': '19'}, {'relationship': 'related to 20', 'target_node': '20'}, {'relationship': 'reads from', 'target_node': '27'}, {'relationship': 'reads from', 'target_node': '29'}, {'relationship': 'reads from', 'target_node': '32'}, {'relationship': 'reads from', 'target_node': '37'}, {'relationship': 'reads from', 'target_node': '41'}, {'relationship': 'reads from', 'target_node': '45'}, {'relationship': 'reads from', 'target_node': '51'}, {'relationship': 'reads from', 'target_node': '52'}, {'relationship': 'reads from', 'target_node': '60'}, {'relationship': 'reads from', 'target_node': '62'}, {'relationship': 'reads from', 'target_node': '63'}, {'relationship': 'reads from', 'target_node': '65'}, {'relationship': 'reads from', 'target_node': '68'}, {'relationship': 'reads from', 'target_node': '76'}, {'relationship': 'reads from', 'target_node': '81'}, {'relationship': 'reads from', 'target_node': '87'}, {'relationship': 'reads from', 'target_node': '90'}, {'relationship': 'reads from', 'target_node': '95'}, {'relationship': 'reads from', 'target_node': '99'}, {'relationship': 'related to 3', 'target_node': '3'}, {'relationship': 'related to 5', 'target_node': '5'}, {'relationship': 'related to 6', 'target_node': '6'}, {'relationship': 'related to 7', 'target_node': '7'}, {'relationship': 'related to 8', 'target_node': '8'}, {'relationship': 'related to 11', 'target_node': '11'}, {'relationship': 'related to 12', 'target_node': '12'}, {'relationship': 'related to 21', 'target_node': '21'}, {'relationship': 'reads from', 'target_node': '23'}, {'relationship': 'reads from', 'target_node': '27'}, {'relationship': 'reads from', 'target_node': '31'}, {'relationship': 'reads from', 'target_node': '32'}, {'relationship': 'reads from', 'target_node': '33'}, {'relationship': 'reads from', 'target_node': '34'}, {'relationship': 'reads from', 'target_node': '38'}, {'relationship': 'reads from', 'target_node': '39'}, {'relationship': 'reads from', 'target_node': '47'}, {'relationship': 'reads from', 'target_node': '49'}, {'relationship': 'reads from', 'target_node': '50'}, {'relationship': 'reads from', 'target_node': '57'}, {'relationship': 'reads from', 'target_node': '59'}, {'relationship': 'reads from', 'target_node': '60'}, {'relationship': 'reads from', 'target_node': '62'}, {'relationship': 'reads from', 'target_node': '63'}, {'relationship': 'reads from', 'target_node': '65'}, {'relationship': 'reads from', 'target_node': '66'}, {'relationship': 'reads from', 'target_node': '68'}, {'relationship': 'reads from', 'target_node': '69'}, {'relationship': 'reads from', 'target_node': '76'}, {'relationship': 'reads from', 'target_node': '77'}, {'relationship': 'reads from', 'target_node': '81'}, {'relationship': 'reads from', 'target_node': '88'}, {'relationship': 'reads from', 'target_node': '89'}, {'relationship': 'reads from', 'target_node': '90'}, {'relationship': 'reads from', 'target_node': '91'}, {'relationship': 'reads from', 'target_node': '92'}, {'relationship': 'reads from', 'target_node': '98'}, {'relationship': 'reads from', 'target_node': 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{'relationship': 'reads from', 'target_node': '100'}], [{'relationship': 'related to 13', 'target_node': '13'}, {'relationship': 'related to 14', 'target_node': '14'}, {'relationship': 'related to 19', 'target_node': '19'}, {'relationship': 'related to 20', 'target_node': '20'}, {'relationship': 'related to 22', 'target_node': '22'}, {'relationship': 'reads from', 'target_node': '29'}, {'relationship': 'reads from', 'target_node': '32'}, {'relationship': 'reads from', 'target_node': '37'}, {'relationship': 'reads from', 'target_node': '41'}, {'relationship': 'reads from', 'target_node': '45'}, {'relationship': 'reads from', 'target_node': '51'}, {'relationship': 'reads from', 'target_node': '52'}, {'relationship': 'reads from', 'target_node': '60'}, {'relationship': 'reads from', 'target_node': '62'}, {'relationship': 'reads from', 'target_node': '63'}, {'relationship': 'reads from', 'target_node': '65'}, {'relationship': 'reads from', 'target_node': '68'}, {'relationship': 'reads 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{'relationship': 'related to 49', 'target_node': '49'}, {'relationship': 'related to 50', 'target_node': '50'}, {'relationship': 'related to 57', 'target_node': '57'}, {'relationship': 'related to 59', 'target_node': '59'}, {'relationship': 'related to 60', 'target_node': '60'}, {'relationship': 'related to 62', 'target_node': '62'}, {'relationship': 'related to 63', 'target_node': '63'}, {'relationship': 'related to 65', 'target_node': '65'}, {'relationship': 'related to 66', 'target_node': '66'}, {'relationship': 'related to 68', 'target_node': '68'}, {'relationship': 'related to 69', 'target_node': '69'}, {'relationship': 'related to 76', 'target_node': '76'}, {'relationship': 'related to 77', 'target_node': '77'}, {'relationship': 'reads from', 'target_node': '88'}, {'relationship': 'reads from', 'target_node': '89'}, {'relationship': 'reads from', 'target_node': '90'}, {'relationship': 'reads from', 'target_node': '91'}, {'relationship': 'reads from', 'target_node': '92'}, {'relationship': 'reads from', 'target_node': '98'}, {'relationship': 'reads from', 'target_node': '100'}], [{'relationship': 'related to 3', 'target_node': '3'}, {'relationship': 'related to 5', 'target_node': '5'}, {'relationship': 'related to 6', 'target_node': '6'}, {'relationship': 'related to 7', 'target_node': '7'}, {'relationship': 'related to 8', 'target_node': '8'}, {'relationship': 'related to 11', 'target_node': '11'}, {'relationship': 'related to 12', 'target_node': '12'}, {'relationship': 'related to 21', 'target_node': '21'}, {'relationship': 'related to 22', 'target_node': '22'}, {'relationship': 'related to 23', 'target_node': '23'}, {'relationship': 'related to 27', 'target_node': '27'}, {'relationship': 'related to 31', 'target_node': '31'}, {'relationship': 'related to 32', 'target_node': '32'}, {'relationship': 'related to 33', 'target_node': '33'}, {'relationship': 'related to 34', 'target_node': '34'}, {'relationship': 'related to 38', 'target_node': '38'}, {'relationship': 'related to 39', 'target_node': '39'}, {'relationship': 'related to 47', 'target_node': '47'}, {'relationship': 'related to 49', 'target_node': '49'}, {'relationship': 'related to 50', 'target_node': '50'}, {'relationship': 'related to 57', 'target_node': '57'}, {'relationship': 'related to 59', 'target_node': '59'}, {'relationship': 'related to 60', 'target_node': '60'}, {'relationship': 'related to 62', 'target_node': '62'}, {'relationship': 'related to 63', 'target_node': '63'}, {'relationship': 'related to 65', 'target_node': '65'}, {'relationship': 'related to 66', 'target_node': '66'}, {'relationship': 'related to 68', 'target_node': '68'}, {'relationship': 'related to 69', 'target_node': '69'}, {'relationship': 'related to 76', 'target_node': '76'}, {'relationship': 'related to 77', 'target_node': '77'}, {'relationship': 'related to 81', 'target_node': '81'}, {'relationship': 'reads from', 'target_node': '89'}, {'relationship': 'reads from', 'target_node': '90'}, {'relationship': 'reads from', 'target_node': '91'}, {'relationship': 'reads from', 'target_node': '92'}, {'relationship': 'reads from', 'target_node': '98'}, {'relationship': 'reads from', 'target_node': '100'}], [{'relationship': 'related to 3', 'target_node': '3'}, {'relationship': 'related to 5', 'target_node': '5'}, {'relationship': 'related to 6', 'target_node': '6'}, {'relationship': 'related to 7', 'target_node': '7'}, {'relationship': 'related to 8', 'target_node': '8'}, {'relationship': 'related to 11', 'target_node': '11'}, {'relationship': 'related to 12', 'target_node': '12'}, {'relationship': 'related to 21', 'target_node': '21'}, {'relationship': 'related to 22', 'target_node': '22'}, {'relationship': 'related to 23', 'target_node': '23'}, {'relationship': 'related to 27', 'target_node': '27'}, {'relationship': 'related to 31', 'target_node': '31'}, {'relationship': 'related to 32', 'target_node': '32'}, {'relationship': 'related to 33', 'target_node': '33'}, {'relationship': 'related to 34', 'target_node': '34'}, {'relationship': 'related to 38', 'target_node': '38'}, {'relationship': 'related to 39', 'target_node': '39'}, {'relationship': 'related to 47', 'target_node': '47'}, {'relationship': 'related to 49', 'target_node': '49'}, {'relationship': 'related to 50', 'target_node': '50'}, {'relationship': 'related to 57', 'target_node': '57'}, {'relationship': 'related to 59', 'target_node': '59'}, {'relationship': 'related to 60', 'target_node': '60'}, {'relationship': 'related to 62', 'target_node': '62'}, {'relationship': 'related to 63', 'target_node': '63'}, {'relationship': 'related to 65', 'target_node': '65'}, {'relationship': 'related to 66', 'target_node': '66'}, {'relationship': 'related to 68', 'target_node': '68'}, {'relationship': 'related to 69', 'target_node': '69'}, {'relationship': 'related to 76', 'target_node': '76'}, {'relationship': 'related to 77', 'target_node': '77'}, {'relationship': 'related to 81', 'target_node': '81'}, {'relationship': 'related to 88', 'target_node': '88'}, {'relationship': 'reads from', 'target_node': '90'}, {'relationship': 'reads from', 'target_node': '91'}, {'relationship': 'reads from', 'target_node': '92'}, {'relationship': 'reads from', 'target_node': '98'}, {'relationship': 'reads from', 'target_node': '100'}], [{'relationship': 'related to 13', 'target_node': '13'}, {'relationship': 'related to 14', 'target_node': '14'}, {'relationship': 'related to 19', 'target_node': '19'}, {'relationship': 'related to 20', 'target_node': '20'}, {'relationship': 'related to 22', 'target_node': '22'}, {'relationship': 'related to 27', 'target_node': '27'}, {'relationship': 'related to 29', 'target_node': '29'}, {'relationship': 'related to 32', 'target_node': '32'}, {'relationship': 'related to 37', 'target_node': '37'}, {'relationship': 'related to 41', 'target_node': '41'}, {'relationship': 'related to 45', 'target_node': '45'}, {'relationship': 'related to 51', 'target_node': '51'}, {'relationship': 'related to 52', 'target_node': '52'}, {'relationship': 'related to 60', 'target_node': '60'}, {'relationship': 'related to 62', 'target_node': '62'}, {'relationship': 'related to 63', 'target_node': '63'}, {'relationship': 'related to 65', 'target_node': '65'}, {'relationship': 'related to 68', 'target_node': '68'}, {'relationship': 'related to 76', 'target_node': '76'}, {'relationship': 'related to 81', 'target_node': '81'}, {'relationship': 'related to 87', 'target_node': '87'}, {'relationship': 'reads from', 'target_node': '95'}, {'relationship': 'reads from', 'target_node': '99'}, {'relationship': 'related to 3', 'target_node': '3'}, {'relationship': 'related to 5', 'target_node': '5'}, {'relationship': 'related to 6', 'target_node': '6'}, {'relationship': 'related to 7', 'target_node': '7'}, {'relationship': 'related to 8', 'target_node': '8'}, {'relationship': 'related to 11', 'target_node': '11'}, {'relationship': 'related to 12', 'target_node': '12'}, {'relationship': 'related to 21', 'target_node': '21'}, {'relationship': 'related to 22', 'target_node': '22'}, {'relationship': 'related to 23', 'target_node': '23'}, {'relationship': 'related to 27', 'target_node': '27'}, {'relationship': 'related to 31', 'target_node': '31'}, {'relationship': 'related to 32', 'target_node': '32'}, {'relationship': 'related to 33', 'target_node': '33'}, {'relationship': 'related to 34', 'target_node': '34'}, {'relationship': 'related to 38', 'target_node': '38'}, {'relationship': 'related to 39', 'target_node': '39'}, {'relationship': 'related to 47', 'target_node': '47'}, {'relationship': 'related to 49', 'target_node': '49'}, {'relationship': 'related to 50', 'target_node': '50'}, {'relationship': 'related to 57', 'target_node': '57'}, {'relationship': 'related to 59', 'target_node': '59'}, {'relationship': 'related to 60', 'target_node': '60'}, {'relationship': 'related to 62', 'target_node': '62'}, {'relationship': 'related to 63', 'target_node': '63'}, {'relationship': 'related to 65', 'target_node': '65'}, {'relationship': 'related to 66', 'target_node': '66'}, {'relationship': 'related to 68', 'target_node': '68'}, {'relationship': 'related to 69', 'target_node': '69'}, {'relationship': 'related to 76', 'target_node': '76'}, {'relationship': 'related to 77', 'target_node': '77'}, {'relationship': 'related to 81', 'target_node': '81'}, {'relationship': 'related to 88', 'target_node': '88'}, {'relationship': 'related to 89', 'target_node': '89'}, {'relationship': 'reads from', 'target_node': '91'}, {'relationship': 'reads from', 'target_node': '92'}, {'relationship': 'reads from', 'target_node': '98'}, {'relationship': 'reads from', 'target_node': '100'}], [{'relationship': 'related to 3', 'target_node': '3'}, {'relationship': 'related to 5', 'target_node': '5'}, {'relationship': 'related to 6', 'target_node': '6'}, {'relationship': 'related to 7', 'target_node': '7'}, {'relationship': 'related to 8', 'target_node': '8'}, {'relationship': 'related to 11', 'target_node': '11'}, {'relationship': 'related to 12', 'target_node': '12'}, {'relationship': 'related to 21', 'target_node': '21'}, {'relationship': 'related to 22', 'target_node': '22'}, {'relationship': 'related to 23', 'target_node': '23'}, {'relationship': 'related to 27', 'target_node': '27'}, {'relationship': 'related to 31', 'target_node': '31'}, {'relationship': 'related to 32', 'target_node': '32'}, {'relationship': 'related to 33', 'target_node': '33'}, {'relationship': 'related to 34', 'target_node': '34'}, {'relationship': 'related to 38', 'target_node': '38'}, {'relationship': 'related to 39', 'target_node': '39'}, {'relationship': 'related to 47', 'target_node': '47'}, {'relationship': 'related to 49', 'target_node': '49'}, {'relationship': 'related to 50', 'target_node': '50'}, {'relationship': 'related to 57', 'target_node': '57'}, {'relationship': 'related to 59', 'target_node': '59'}, {'relationship': 'related to 60', 'target_node': '60'}, {'relationship': 'related to 62', 'target_node': '62'}, {'relationship': 'related to 63', 'target_node': '63'}, {'relationship': 'related to 65', 'target_node': '65'}, {'relationship': 'related to 66', 'target_node': '66'}, {'relationship': 'related to 68', 'target_node': '68'}, {'relationship': 'related to 69', 'target_node': '69'}, {'relationship': 'related to 76', 'target_node': '76'}, {'relationship': 'related to 77', 'target_node': '77'}, {'relationship': 'related to 81', 'target_node': '81'}, {'relationship': 'related to 88', 'target_node': '88'}, {'relationship': 'related to 89', 'target_node': '89'}, {'relationship': 'related to 90', 'target_node': '90'}, {'relationship': 'reads from', 'target_node': '92'}, {'relationship': 'reads from', 'target_node': '98'}, {'relationship': 'reads from', 'target_node': '100'}], [{'relationship': 'related to 3', 'target_node': '3'}, {'relationship': 'related to 5', 'target_node': '5'}, {'relationship': 'related to 6', 'target_node': '6'}, {'relationship': 'related to 7', 'target_node': '7'}, {'relationship': 'related to 8', 'target_node': '8'}, {'relationship': 'related to 11', 'target_node': '11'}, {'relationship': 'related to 12', 'target_node': '12'}, {'relationship': 'related to 21', 'target_node': '21'}, {'relationship': 'related to 22', 'target_node': '22'}, {'relationship': 'related to 23', 'target_node': '23'}, {'relationship': 'related to 27', 'target_node': '27'}, {'relationship': 'related to 31', 'target_node': '31'}, {'relationship': 'related to 32', 'target_node': '32'}, {'relationship': 'related to 33', 'target_node': '33'}, {'relationship': 'related to 34', 'target_node': '34'}, {'relationship': 'related to 38', 'target_node': '38'}, {'relationship': 'related to 39', 'target_node': '39'}, {'relationship': 'related to 47', 'target_node': '47'}, {'relationship': 'related to 49', 'target_node': '49'}, {'relationship': 'related to 50', 'target_node': '50'}, {'relationship': 'related to 57', 'target_node': '57'}, {'relationship': 'related to 59', 'target_node': '59'}, {'relationship': 'related to 60', 'target_node': '60'}, {'relationship': 'related to 62', 'target_node': '62'}, {'relationship': 'related to 63', 'target_node': '63'}, {'relationship': 'related to 65', 'target_node': '65'}, {'relationship': 'related to 66', 'target_node': '66'}, {'relationship': 'related to 68', 'target_node': '68'}, {'relationship': 'related to 69', 'target_node': '69'}, {'relationship': 'related to 76', 'target_node': '76'}, {'relationship': 'related to 77', 'target_node': '77'}, {'relationship': 'related to 81', 'target_node': '81'}, {'relationship': 'related to 88', 'target_node': '88'}, {'relationship': 'related to 89', 'target_node': '89'}, {'relationship': 'related to 90', 'target_node': '90'}, {'relationship': 'related to 91', 'target_node': '91'}, {'relationship': 'reads from', 'target_node': '98'}, {'relationship': 'reads from', 'target_node': '100'}], [{'relationship': 'related to 3', 'target_node': '3'}, {'relationship': 'related to 5', 'target_node': '5'}, {'relationship': 'related to 6', 'target_node': '6'}, {'relationship': 'related to 7', 'target_node': '7'}, {'relationship': 'related to 8', 'target_node': '8'}, {'relationship': 'related to 11', 'target_node': '11'}, {'relationship': 'related to 12', 'target_node': '12'}, {'relationship': 'related to 21', 'target_node': '21'}, {'relationship': 'related to 22', 'target_node': '22'}, {'relationship': 'related to 23', 'target_node': '23'}, {'relationship': 'related to 27', 'target_node': '27'}, {'relationship': 'related to 31', 'target_node': '31'}, {'relationship': 'related to 32', 'target_node': '32'}, {'relationship': 'related to 33', 'target_node': '33'}, {'relationship': 'related to 34', 'target_node': '34'}, {'relationship': 'related to 38', 'target_node': '38'}, {'relationship': 'related to 39', 'target_node': '39'}, {'relationship': 'related to 47', 'target_node': '47'}, {'relationship': 'related to 49', 'target_node': '49'}, {'relationship': 'related to 50', 'target_node': '50'}, {'relationship': 'related to 57', 'target_node': '57'}, {'relationship': 'related to 59', 'target_node': '59'}, {'relationship': 'related to 60', 'target_node': '60'}, {'relationship': 'related to 62', 'target_node': '62'}, {'relationship': 'related to 63', 'target_node': '63'}, {'relationship': 'related to 65', 'target_node': '65'}, {'relationship': 'related to 66', 'target_node': '66'}, {'relationship': 'related to 68', 'target_node': '68'}, {'relationship': 'related to 69', 'target_node': '69'}, {'relationship': 'related to 76', 'target_node': '76'}, {'relationship': 'related to 77', 'target_node': '77'}, {'relationship': 'related to 81', 'target_node': '81'}, {'relationship': 'related to 88', 'target_node': '88'}, {'relationship': 'related to 89', 'target_node': '89'}, {'relationship': 'related to 90', 'target_node': '90'}, {'relationship': 'related to 91', 'target_node': '91'}, {'relationship': 'related to 92', 'target_node': '92'}, {'relationship': 'reads from', 'target_node': '100'}], [{'relationship': 'related to 3', 'target_node': '3'}, {'relationship': 'related to 5', 'target_node': '5'}, {'relationship': 'related to 6', 'target_node': '6'}, {'relationship': 'related to 7', 'target_node': '7'}, {'relationship': 'related to 8', 'target_node': '8'}, {'relationship': 'related to 11', 'target_node': '11'}, {'relationship': 'related to 12', 'target_node': '12'}, {'relationship': 'related to 21', 'target_node': '21'}, {'relationship': 'related to 22', 'target_node': '22'}, {'relationship': 'related to 23', 'target_node': '23'}, {'relationship': 'related to 27', 'target_node': '27'}, {'relationship': 'related to 31', 'target_node': '31'}, {'relationship': 'related to 32', 'target_node': '32'}, {'relationship': 'related to 33', 'target_node': '33'}, {'relationship': 'related to 34', 'target_node': '34'}, {'relationship': 'related to 38', 'target_node': '38'}, {'relationship': 'related to 39', 'target_node': '39'}, {'relationship': 'related to 47', 'target_node': '47'}, {'relationship': 'related to 49', 'target_node': '49'}, {'relationship': 'related to 50', 'target_node': '50'}, {'relationship': 'related to 57', 'target_node': '57'}, {'relationship': 'related to 59', 'target_node': '59'}, {'relationship': 'related to 60', 'target_node': '60'}, {'relationship': 'related to 62', 'target_node': '62'}, {'relationship': 'related to 63', 'target_node': '63'}, {'relationship': 'related to 65', 'target_node': '65'}, {'relationship': 'related to 66', 'target_node': '66'}, {'relationship': 'related to 68', 'target_node': '68'}, {'relationship': 'related to 69', 'target_node': '69'}, {'relationship': 'related to 76', 'target_node': '76'}, {'relationship': 'related to 77', 'target_node': '77'}, {'relationship': 'related to 81', 'target_node': '81'}, {'relationship': 'related to 88', 'target_node': '88'}, {'relationship': 'related to 89', 'target_node': '89'}, {'relationship': 'related to 90', 'target_node': '90'}, {'relationship': 'related to 91', 'target_node': '91'}, {'relationship': 'related to 92', 'target_node': '92'}, {'relationship': 'related to 98', 'target_node': '98'}]]\n" + ] + } + ], + "source": [ + "import random\n", + "from datetime import datetime, timedelta\n", + "\n", + "def generate_synthetic_node(node_id, node_type, domain, owner, tags=None, expiration_date=None):\n", + " \"\"\"Create a synthetic node with random or predefined attributes.\"\"\"\n", + " node = Node(\n", + " node_id=node_id,\n", + " node_type=node_type,\n", + " domain=domain,\n", + " timestamp=datetime.now().strftime('%Y-%m-%d %H:%M:%S'),\n", + " owner=owner,\n", + " status='active', # Status set to active by default\n", + " version=1,\n", + " tags=tags if tags else [],\n", + " acl=[],\n", + " audit_log=[],\n", + " relationships=[],\n", + " expiration=expiration_date if expiration_date else (datetime.now() - timedelta(days=random.randint(1, 365))).strftime('%Y-%m-%d %H:%M:%S')\n", + " )\n", + " return node\n", + "\n", + "def create_dynamic_relationships_based_on_tags_or_domain(nodes, domain=None, tags=None, relationship_type=\"related to\"):\n", + " \"\"\"Create dynamic relationships based on tags or domain.\"\"\"\n", + " selected_nodes = []\n", + " \n", + " # Filter nodes based on domain or tags\n", + " if domain:\n", + " selected_nodes = [node for node in nodes if node.domain == domain]\n", + " elif tags:\n", + " selected_nodes = [node for node in nodes if any(tag in node.tags for tag in tags)]\n", + " \n", + " # Create relationships between selected nodes\n", + " for i, node1 in enumerate(selected_nodes):\n", + " for node2 in selected_nodes[i+1:]:\n", + " node1.add_relationship(relationship_type, node2)\n", + " node2.add_relationship(f\"related to {node1.node_id}\", node1)\n", + " \n", + " return selected_nodes\n", + "\n", + "def enhanced_retention_policy(nodes, retention_days=365):\n", + " \"\"\"Enhanced retention policy: Archive or delete nodes based on their expiration and age.\"\"\"\n", + " archived_nodes = []\n", + " deleted_nodes = []\n", + " \n", + " for node in nodes:\n", + " if node.expiration:\n", + " expiration_date = datetime.strptime(node.expiration, '%Y-%m-%d %H:%M:%S')\n", + " \n", + " # Archive nodes within 30 days of expiration\n", + " if datetime.now() > expiration_date and (datetime.now() - expiration_date).days <= 30:\n", + " node.status = 'archived'\n", + " archived_nodes.append(node)\n", + " # Delete nodes that have expired beyond the retention period\n", + " elif datetime.now() > expiration_date and (datetime.now() - expiration_date).days > 30:\n", + " node.status = 'deleted'\n", + " deleted_nodes.append(node)\n", + "\n", + " return archived_nodes, deleted_nodes\n", + "\n", + "def test_synthetic_node_and_rules(num_nodes=1000):\n", + " \"\"\"Test synthetic node generation, dynamic relationships, and retention rules.\"\"\"\n", + " nodes = []\n", + " \n", + " # Generate synthetic nodes\n", + " for i in range(num_nodes):\n", + " node_id = str(i + 1)\n", + " node_type = random.choice(['file', 'process', 'database'])\n", + " domain = random.choice(['finance', 'marketing', 'it', 'healthcare'])\n", + " owner = random.choice(['admin', 'user', 'manager'])\n", + " tags = random.sample(['sensitive', 'high-priority', 'public', 'archived', 'confidential'], random.randint(1, 3))\n", + " expiration_date = (datetime.now() - timedelta(days=random.randint(1, 365))).strftime('%Y-%m-%d %H:%M:%S')\n", + "\n", + " node = generate_synthetic_node(node_id, node_type, domain, owner, tags, expiration_date)\n", + " nodes.append(node)\n", + " \n", + " # Apply enhanced retention policy to archive and delete nodes\n", + " archived_nodes, deleted_nodes = enhanced_retention_policy(nodes)\n", + " print(f\"Archived Nodes: {[node.node_id for node in archived_nodes]}\")\n", + " print(f\"Deleted Nodes: {[node.node_id for node in deleted_nodes]}\")\n", + "\n", + " # Create relationships for nodes in the 'finance' domain\n", + " finance_nodes = create_dynamic_relationships_based_on_tags_or_domain(nodes, domain=\"finance\", relationship_type=\"reads from\")\n", + " print(f\"Finance Node Relationships: {[node.relationships for node in finance_nodes]}\")\n", + "\n", + " # Create relationships for nodes tagged as 'sensitive'\n", + " sensitive_nodes = create_dynamic_relationships_based_on_tags_or_domain(nodes, tags=[\"sensitive\"], relationship_type=\"reads from\")\n", + " print(f\"Sensitive Node Relationships: {[node.relationships for node in sensitive_nodes]}\")\n", + "\n", + "# Run the test with synthetic nodes\n", + "test_synthetic_node_and_rules(num_nodes=100)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "766c64d5", + "metadata": { + "execution": { + "iopub.execute_input": "2024-11-16T12:06:30.845263Z", + "iopub.status.busy": "2024-11-16T12:06:30.844863Z", + "iopub.status.idle": "2024-11-16T12:06:40.021999Z", + "shell.execute_reply": "2024-11-16T12:06:40.020784Z" + }, + "papermill": { + "duration": 9.192447, + "end_time": "2024-11-16T12:06:40.025027", + "exception": false, + "start_time": "2024-11-16T12:06:30.832580", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Patient ID Symptom Severity Medication Dosage anomaly\n", + "0 1 3 2 Normal\n", + "1 2 9 5 Normal\n", + "2 3 4 2 Normal\n", + "3 4 1 3 Normal\n", + "4 5 2 5 Normal\n", + ".. ... ... ... ...\n", + "95 96 7 4 Normal\n", + "96 97 4 2 Normal\n", + "97 98 5 4 Normal\n", + "98 99 9 5 Normal\n", + "99 100 7 3 Normal\n", + "\n", + "[100 rows x 4 columns]\n" + ] + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# 1. Import Libraries and Setup\n", + "\n", + "import random\n", + "import pandas as pd\n", + "from datetime import datetime, timedelta\n", + "import networkx as nx\n", + "import matplotlib.pyplot as plt\n", + "\n", + "# Additional libraries for anomaly detection (Active Graph Networks)\n", + "from sklearn.preprocessing import StandardScaler\n", + "from sklearn.ensemble import IsolationForest\n", + "\n", + "# 2. Define Node and Relationship Models\n", + "\n", + "class Node:\n", + " def __init__(self, node_id, node_type, domain, timestamp, owner, tags=None, status=\"active\", version=1, acl=None, audit_log=None, relationships=None, expiration=None):\n", + " self.node_id = node_id\n", + " self.node_type = node_type\n", + " self.domain = domain\n", + " self.timestamp = timestamp\n", + " self.owner = owner\n", + " self.tags = tags if tags else []\n", + " self.status = status # Set default value to \"active\"\n", + " self.version = version\n", + " self.acl = acl if acl is not None else []\n", + " self.audit_log = audit_log if audit_log is not None else []\n", + " self.relationships = relationships if relationships is not None else []\n", + " self.expiration = expiration\n", + " \n", + " def add_acl(self, role):\n", + " \"\"\"Add an access control role to the ACL.\"\"\"\n", + " self.acl.append(role)\n", + " \n", + " def add_audit_log(self, action, user, timestamp):\n", + " \"\"\"Add an audit log entry.\"\"\"\n", + " self.audit_log.append({\"action\": action, \"user\": user, \"timestamp\": timestamp})\n", + " \n", + " def add_relationship(self, relationship, target_node):\n", + " \"\"\"Add a relationship to another node.\"\"\"\n", + " self.relationships.append({\"relationship\": relationship, \"target_node\": target_node.node_id})\n", + " \n", + " def set_expiration(self, expiration_date):\n", + " \"\"\"Set expiration date for the node.\"\"\"\n", + " self.expiration = expiration_date\n", + "\n", + "# 3. Generate Synthetic Patient Data\n", + "\n", + "def generate_synthetic_node(node_id, node_type, domain, owner, tags=None, expiration_date=None):\n", + " \"\"\"Create a synthetic node with random or predefined attributes.\"\"\"\n", + " node = Node(\n", + " node_id=node_id,\n", + " node_type=node_type,\n", + " domain=domain,\n", + " timestamp=datetime.now().strftime('%Y-%m-%d %H:%M:%S'),\n", + " owner=owner,\n", + " status='active', # Status set to active by default\n", + " version=1,\n", + " tags=tags if tags else [],\n", + " acl=[],\n", + " audit_log=[],\n", + " relationships=[],\n", + " expiration=expiration_date if expiration_date else (datetime.now() - timedelta(days=random.randint(1, 365))).strftime('%Y-%m-%d %H:%M:%S')\n", + " )\n", + " return node\n", + "\n", + "# 4. Create Relationships Between Entities (Patient, Diagnosis, Medication)\n", + "\n", + "def create_dynamic_relationships_based_on_tags_or_domain(nodes, domain=None, tags=None, relationship_type=\"related to\"):\n", + " \"\"\"Create dynamic relationships based on tags or domain.\"\"\"\n", + " selected_nodes = []\n", + " \n", + " # Filter nodes based on domain or tags\n", + " if domain:\n", + " selected_nodes = [node for node in nodes if node.domain == domain]\n", + " elif tags:\n", + " selected_nodes = [node for node in nodes if any(tag in node.tags for tag in tags)]\n", + " \n", + " # Create relationships between selected nodes\n", + " for i, node1 in enumerate(selected_nodes):\n", + " for node2 in selected_nodes[i+1:]:\n", + " node1.add_relationship(relationship_type, node2)\n", + " node2.add_relationship(f\"related to {node1.node_id}\", node1)\n", + " \n", + " return selected_nodes\n", + "\n", + "# 5. Define Anomaly Detection Using AGN\n", + "\n", + "def detect_anomalies(data, feature_columns):\n", + " \"\"\"Detect anomalies using Isolation Forest\"\"\"\n", + " scaler = StandardScaler()\n", + " data_scaled = scaler.fit_transform(data[feature_columns])\n", + " \n", + " # Train an isolation forest model to detect outliers (anomalies)\n", + " model = IsolationForest(n_estimators=100, contamination=0.05)\n", + " model.fit(data_scaled)\n", + " \n", + " data['anomaly'] = model.predict(data_scaled)\n", + " data['anomaly'] = data['anomaly'].map({1: 'Normal', -1: 'Anomaly'})\n", + " return data\n", + "\n", + "# 6. Visualizing Relationships and Operational Flow\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import networkx as nx\n", + "\n", + "def visualize_graph(nodes):\n", + " \"\"\"Visualize the relationship graph for nodes\"\"\"\n", + " G = nx.DiGraph()\n", + " \n", + " # Add nodes and relationships to the graph\n", + " for node in nodes:\n", + " G.add_node(node.node_id, label=node.node_type)\n", + " for relationship in node.relationships:\n", + " G.add_edge(node.node_id, relationship['target_node'])\n", + " \n", + " # Plot the graph\n", + " plt.figure(figsize=(12, 12))\n", + " pos = nx.spring_layout(G)\n", + " nx.draw(G, pos, with_labels=True, node_color='skyblue', node_size=3000, font_size=10, font_weight='bold')\n", + " plt.title('Patient Data Operational Flow')\n", + " plt.show()\n", + "\n", + "# 7. Running the Synthetic Node Creation and Anomaly Detection\n", + "\n", + "def test_synthetic_node_and_rules(num_nodes=100):\n", + " \"\"\"Test synthetic node generation, dynamic relationships, and retention rules.\"\"\"\n", + " nodes = []\n", + " \n", + " # Generate synthetic nodes\n", + " for i in range(num_nodes):\n", + " node_id = str(i + 1)\n", + " node_type = random.choice(['file', 'process', 'database'])\n", + " domain = random.choice(['finance', 'marketing', 'it', 'healthcare'])\n", + " owner = random.choice(['admin', 'user', 'manager'])\n", + " tags = random.sample(['sensitive', 'high-priority', 'public', 'archived', 'confidential'], random.randint(1, 3))\n", + " expiration_date = (datetime.now() - timedelta(days=random.randint(1, 365))).strftime('%Y-%m-%d %H:%M:%S')\n", + "\n", + " node = generate_synthetic_node(node_id, node_type, domain, owner, tags, expiration_date)\n", + " nodes.append(node)\n", + " \n", + " # Apply dynamic relationships\n", + " create_dynamic_relationships_based_on_tags_or_domain(nodes, domain=\"healthcare\", relationship_type=\"reads from\")\n", + " create_dynamic_relationships_based_on_tags_or_domain(nodes, tags=[\"sensitive\"], relationship_type=\"related to\")\n", + " \n", + " # Run anomaly detection (e.g., patient visit behavior anomalies)\n", + " data = pd.DataFrame({\n", + " 'Patient ID': [node.node_id for node in nodes],\n", + " 'Symptom Severity': [random.randint(1, 10) for _ in nodes],\n", + " 'Medication Dosage': [random.randint(1, 5) for _ in nodes]\n", + " })\n", + " \n", + " result = detect_anomalies(data, ['Symptom Severity', 'Medication Dosage'])\n", + " print(result)\n", + " \n", + " # Visualize relationships in the network\n", + " visualize_graph(nodes)\n", + "\n", + "# Running the test with synthetic nodes\n", + "test_synthetic_node_and_rules(num_nodes=100)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "85bbaaed", + "metadata": { + "execution": { + "iopub.execute_input": "2024-11-16T12:06:40.054011Z", + "iopub.status.busy": "2024-11-16T12:06:40.053298Z", + "iopub.status.idle": "2024-11-16T12:06:40.077224Z", + "shell.execute_reply": "2024-11-16T12:06:40.075886Z" + }, + "papermill": { + "duration": 0.041727, + "end_time": "2024-11-16T12:06:40.079912", + "exception": false, + "start_time": "2024-11-16T12:06:40.038185", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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Patient IDSymptom SeverityMedication DosageAgeVisit FrequencyMedication Interaction Risk
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" + ], + "text/plain": [ + " Patient ID Symptom Severity Medication Dosage Age Visit Frequency \\\n", + "0 Patient_1 3 4 58 5 \n", + "1 Patient_2 10 5 34 8 \n", + "2 Patient_3 8 1 44 10 \n", + "3 Patient_4 8 1 20 5 \n", + "4 Patient_5 1 1 28 4 \n", + "\n", + " Medication Interaction Risk \n", + "0 1 \n", + "1 0 \n", + "2 1 \n", + "3 0 \n", + "4 1 " + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Let's simulate more features to enhance anomaly detection\n", + "def generate_synthetic_patient_data(num_nodes=100):\n", + " \"\"\"Generate enhanced synthetic patient data.\"\"\"\n", + " data = pd.DataFrame({\n", + " 'Patient ID': [f'Patient_{i+1}' for i in range(num_nodes)],\n", + " 'Symptom Severity': [random.randint(1, 10) for _ in range(num_nodes)],\n", + " 'Medication Dosage': [random.randint(1, 5) for _ in range(num_nodes)],\n", + " 'Age': [random.randint(18, 80) for _ in range(num_nodes)],\n", + " 'Visit Frequency': [random.randint(1, 10) for _ in range(num_nodes)],\n", + " 'Medication Interaction Risk': [random.choice([0, 1]) for _ in range(num_nodes)], # 0 - low risk, 1 - high risk\n", + " })\n", + " return data\n", + "\n", + "# Generate the enhanced data\n", + "patient_data = generate_synthetic_patient_data(100)\n", + "\n", + "# Let's visualize the first few rows of the enhanced dataset\n", + "patient_data.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "95b024fd", + "metadata": { + "execution": { + "iopub.execute_input": "2024-11-16T12:06:40.113572Z", + "iopub.status.busy": "2024-11-16T12:06:40.113006Z", + "iopub.status.idle": "2024-11-16T12:06:40.129462Z", + "shell.execute_reply": "2024-11-16T12:06:40.128202Z" + }, + "papermill": { + "duration": 0.038798, + "end_time": "2024-11-16T12:06:40.132226", + "exception": false, + "start_time": "2024-11-16T12:06:40.093428", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "# Import the necessary libraries and functions\n", + "import random\n", + "from datetime import datetime, timedelta\n", + "\n", + "# Generate synthetic nodes\n", + "def generate_synthetic_nodes(num_nodes=100):\n", + " \"\"\"Generate a list of synthetic nodes for testing.\"\"\"\n", + " nodes = []\n", + " for i in range(num_nodes):\n", + " node_id = str(i + 1)\n", + " node_type = random.choice(['file', 'process', 'database'])\n", + " domain = random.choice(['finance', 'marketing', 'it', 'healthcare'])\n", + " owner = random.choice(['admin', 'user', 'manager'])\n", + " tags = random.sample(['sensitive', 'high-priority', 'public', 'archived', 'confidential'], random.randint(1, 3))\n", + " expiration_date = (datetime.now() - timedelta(days=random.randint(1, 365))).strftime('%Y-%m-%d %H:%M:%S')\n", + "\n", + " node = Node(\n", + " node_id=node_id,\n", + " node_type=node_type,\n", + " domain=domain,\n", + " timestamp=datetime.now().strftime('%Y-%m-%d %H:%M:%S'),\n", + " owner=owner,\n", + " tags=tags,\n", + " expiration=expiration_date\n", + " )\n", + " nodes.append(node)\n", + " return nodes\n", + "\n", + "# Generate synthetic nodes\n", + "nodes = generate_synthetic_nodes(100)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "9536fcbc", + "metadata": { + "execution": { + "iopub.execute_input": "2024-11-16T12:06:40.160169Z", + "iopub.status.busy": "2024-11-16T12:06:40.159721Z", + "iopub.status.idle": "2024-11-16T12:06:40.169014Z", + "shell.execute_reply": "2024-11-16T12:06:40.167709Z" + }, + "papermill": { + "duration": 0.026794, + "end_time": "2024-11-16T12:06:40.171865", + "exception": false, + "start_time": "2024-11-16T12:06:40.145071", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Node 1 relationships: []\n", + "Node 2 relationships: []\n", + "Node 3 relationships: []\n", + "Node 4 relationships: [{'relationship': 'Medication affects', 'target_node': '22'}, {'relationship': 'Diagnosed with', 'target_node': '38'}]\n", + "Node 5 relationships: [{'relationship': 'Medication affects', 'target_node': '54'}, {'relationship': 'Diagnosed with', 'target_node': '88'}]\n" + ] + } + ], + "source": [ + "def create_deeper_relationships(nodes, relationships):\n", + " \"\"\"Create deeper synthetic relationships based on patient data.\"\"\"\n", + " for node in nodes:\n", + " # Simulate a relationship between medication and symptom severity\n", + " if \"high-priority\" in node.tags: # Example condition\n", + " for related in relationships:\n", + " target_node = random.choice(nodes)\n", + " node.add_relationship(related, target_node)\n", + " return nodes\n", + "\n", + "# Define relationships and create them\n", + "relationships = [\"Medication affects\", \"Diagnosed with\"]\n", + "nodes_with_deeper_relationships = create_deeper_relationships(nodes, relationships)\n", + "\n", + "# Check the relationships for the first few nodes\n", + "for node in nodes_with_deeper_relationships[:5]:\n", + " print(f\"Node {node.node_id} relationships: {node.relationships}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "883f33b7", + "metadata": { + "execution": { + "iopub.execute_input": "2024-11-16T12:06:40.201943Z", + "iopub.status.busy": "2024-11-16T12:06:40.201500Z", + "iopub.status.idle": "2024-11-16T12:06:40.209127Z", + "shell.execute_reply": "2024-11-16T12:06:40.207754Z" + }, + "papermill": { + "duration": 0.025019, + "end_time": "2024-11-16T12:06:40.211778", + "exception": false, + "start_time": "2024-11-16T12:06:40.186759", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "def create_deeper_relationships(nodes, relationships):\n", + " \"\"\"Create deeper synthetic relationships based on patient data.\"\"\"\n", + " for node in nodes:\n", + " if node.node_type == \"process\" and \"Medication\" in node.tags:\n", + " # Simulate a relationship between medication and symptom severity\n", + " node.add_relationship(\"Medication affects\", node.node_id) # Assuming medication affects symptoms\n", + " # Simulate the relationship to condition severity\n", + " node.add_relationship(\"Diagnosed with\", node.node_id)\n", + " \n", + " return nodes\n", + "\n", + "# Simulate deeper relationships for a subset of nodes\n", + "nodes_with_deeper_relationships = create_deeper_relationships(nodes, [\"Medication affects\", \"Diagnosed with\"])" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "10834df7", + "metadata": { + "execution": { + "iopub.execute_input": "2024-11-16T12:06:40.239447Z", + "iopub.status.busy": "2024-11-16T12:06:40.238955Z", + "iopub.status.idle": "2024-11-16T12:06:40.260909Z", + "shell.execute_reply": "2024-11-16T12:06:40.259434Z" + }, + "papermill": { + "duration": 0.039346, + "end_time": "2024-11-16T12:06:40.263922", + "exception": false, + "start_time": "2024-11-16T12:06:40.224576", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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Patient IDSymptom SeverityMedication DosageAgeVisit FrequencyMedication Interaction RiskSymptom Severity ChangeMedication Dosage Change
0Patient_134585133
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" + ], + "text/plain": [ + " Patient ID Symptom Severity Medication Dosage Age Visit Frequency \\\n", + "0 Patient_1 3 4 58 5 \n", + "1 Patient_2 10 5 34 8 \n", + "2 Patient_3 8 1 44 10 \n", + "3 Patient_4 8 1 20 5 \n", + "4 Patient_5 1 1 28 4 \n", + "\n", + " Medication Interaction Risk Symptom Severity Change \\\n", + "0 1 3 \n", + "1 0 10 \n", + "2 1 8 \n", + "3 0 8 \n", + "4 1 1 \n", + "\n", + " Medication Dosage Change \n", + "0 3 \n", + "1 4 \n", + "2 0 \n", + "3 0 \n", + "4 0 " + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Simulate temporal changes for a subset of the data\n", + "def simulate_temporal_changes(data):\n", + " \"\"\"Simulate changes in patient data over time.\"\"\"\n", + " data['Symptom Severity Change'] = data['Symptom Severity'] + random.randint(-2, 2)\n", + " data['Medication Dosage Change'] = data['Medication Dosage'] + random.randint(-1, 1)\n", + " return data\n", + "\n", + "# Apply temporal changes to the patient data\n", + "patient_data_with_temporal_changes = simulate_temporal_changes(patient_data)\n", + "\n", + "# Check out the data with simulated temporal changes\n", + "patient_data_with_temporal_changes.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "6125c441", + "metadata": { + "execution": { + "iopub.execute_input": "2024-11-16T12:06:40.301595Z", + "iopub.status.busy": "2024-11-16T12:06:40.300700Z", + "iopub.status.idle": "2024-11-16T12:06:40.651047Z", + "shell.execute_reply": "2024-11-16T12:06:40.649850Z" + }, + "papermill": { + "duration": 0.374179, + "end_time": "2024-11-16T12:06:40.654111", + "exception": false, + "start_time": "2024-11-16T12:06:40.279932", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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Patient IDSymptom SeverityMedication DosageAgeVisit FrequencyMedication Interaction RiskSymptom Severity ChangeMedication Dosage ChangeAnomaly
0Patient_134585133Normal
1Patient_21053480104Normal
2Patient_3814410180Normal
3Patient_481205080Normal
4Patient_511284110Normal
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" + ], + "text/plain": [ + " Patient ID Symptom Severity Medication Dosage Age Visit Frequency \\\n", + "0 Patient_1 3 4 58 5 \n", + "1 Patient_2 10 5 34 8 \n", + "2 Patient_3 8 1 44 10 \n", + "3 Patient_4 8 1 20 5 \n", + "4 Patient_5 1 1 28 4 \n", + "\n", + " Medication Interaction Risk Symptom Severity Change \\\n", + "0 1 3 \n", + "1 0 10 \n", + "2 1 8 \n", + "3 0 8 \n", + "4 1 1 \n", + "\n", + " Medication Dosage Change Anomaly \n", + "0 3 Normal \n", + "1 4 Normal \n", + "2 0 Normal \n", + "3 0 Normal \n", + "4 0 Normal " + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from sklearn.ensemble import IsolationForest\n", + "\n", + "def detect_anomalies_with_multiple_features(data):\n", + " \"\"\"Detect anomalies using multiple features including temporal changes.\"\"\"\n", + " feature_columns = ['Symptom Severity', 'Medication Dosage', 'Age', 'Visit Frequency', 'Medication Interaction Risk']\n", + " \n", + " # Normalize the features\n", + " scaler = StandardScaler()\n", + " data_scaled = scaler.fit_transform(data[feature_columns])\n", + " \n", + " # Use Isolation Forest to detect anomalies\n", + " model = IsolationForest(n_estimators=100, contamination=0.05)\n", + " model.fit(data_scaled)\n", + " \n", + " data['Anomaly'] = model.predict(data_scaled)\n", + " data['Anomaly'] = data['Anomaly'].map({1: 'Normal', -1: 'Anomaly'})\n", + " \n", + " return data\n", + "\n", + "# Detect anomalies with the new features\n", + "patient_data_with_anomalies = detect_anomalies_with_multiple_features(patient_data_with_temporal_changes)\n", + "\n", + "# View the anomalies detected\n", + "patient_data_with_anomalies.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "07444eec", + "metadata": { + "execution": { + "iopub.execute_input": "2024-11-16T12:06:40.687160Z", + "iopub.status.busy": "2024-11-16T12:06:40.686624Z", + "iopub.status.idle": "2024-11-16T12:06:41.448168Z", + "shell.execute_reply": "2024-11-16T12:06:41.446966Z" + }, + "papermill": { + "duration": 0.781502, + "end_time": "2024-11-16T12:06:41.452958", + "exception": false, + "start_time": "2024-11-16T12:06:40.671456", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Visualize anomaly propagation through the graph\n", + "import networkx as nx\n", + "\n", + "def visualize_patient_anomalies(patient_data, anomaly_column='Anomaly'):\n", + " \"\"\"Visualize anomalies in the patient data graph.\"\"\"\n", + " G = nx.DiGraph()\n", + " \n", + " # Add nodes and edges based on the data and relationships\n", + " for _, row in patient_data.iterrows():\n", + " G.add_node(row['Patient ID'], label=row['Anomaly'])\n", + " \n", + " if row['Anomaly'] == 'Anomaly':\n", + " G.add_edge(row['Patient ID'], 'Anomaly detected') # Link the anomaly to a detection point\n", + " \n", + " # Plot the graph\n", + " plt.figure(figsize=(12, 12))\n", + " pos = nx.spring_layout(G)\n", + " nx.draw(G, pos, with_labels=True, node_color='skyblue', node_size=3000, font_size=10, font_weight='bold')\n", + " plt.title('Anomaly Propagation in Patient Data')\n", + " plt.show()\n", + "\n", + "# Visualize anomalies\n", + "visualize_patient_anomalies(patient_data_with_anomalies)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "7cacb959", + "metadata": { + "execution": { + "iopub.execute_input": "2024-11-16T12:06:41.488458Z", + "iopub.status.busy": "2024-11-16T12:06:41.487911Z", + "iopub.status.idle": "2024-11-16T12:06:41.497197Z", + "shell.execute_reply": "2024-11-16T12:06:41.495967Z" + }, + "papermill": { + "duration": 0.030275, + "end_time": "2024-11-16T12:06:41.500245", + "exception": false, + "start_time": "2024-11-16T12:06:41.469970", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Node 1 relationships: []\n", + "Node 2 relationships: []\n", + "Node 3 relationships: []\n", + "Node 4 relationships: [{'relationship': 'Medication affects', 'target_node': '22'}, {'relationship': 'Diagnosed with', 'target_node': '38'}, {'relationship': 'Medication affects', 'target_node': '74'}, {'relationship': 'Diagnosed with', 'target_node': '92'}]\n", + "Node 5 relationships: [{'relationship': 'Medication affects', 'target_node': '54'}, {'relationship': 'Diagnosed with', 'target_node': '88'}, {'relationship': 'Medication affects', 'target_node': '66'}, {'relationship': 'Diagnosed with', 'target_node': '38'}]\n" + ] + } + ], + "source": [ + "def create_deeper_relationships(nodes, relationships):\n", + " \"\"\"Create deeper synthetic relationships based on patient data.\"\"\"\n", + " for node in nodes:\n", + " # Simulate a relationship between medication and symptom severity\n", + " if \"high-priority\" in node.tags: # Example condition\n", + " for related in relationships:\n", + " target_node = random.choice(nodes)\n", + " node.add_relationship(related, target_node)\n", + " return nodes\n", + "\n", + "# Define relationships and create them\n", + "relationships = [\"Medication affects\", \"Diagnosed with\"]\n", + "nodes_with_deeper_relationships = create_deeper_relationships(nodes, relationships)\n", + "\n", + "# Check the relationships for the first few nodes\n", + "for node in nodes_with_deeper_relationships[:5]:\n", + " print(f\"Node {node.node_id} relationships: {node.relationships}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "5f123e1c", + "metadata": { + "execution": { + "iopub.execute_input": "2024-11-16T12:06:41.536378Z", + "iopub.status.busy": "2024-11-16T12:06:41.535894Z", + "iopub.status.idle": "2024-11-16T12:06:42.823509Z", + "shell.execute_reply": "2024-11-16T12:06:42.822374Z" + }, + "papermill": { + "duration": 1.310032, + "end_time": "2024-11-16T12:06:42.827311", + "exception": false, + "start_time": "2024-11-16T12:06:41.517279", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import networkx as nx\n", + "import matplotlib.pyplot as plt\n", + "import random\n", + "from datetime import datetime, timedelta\n", + "\n", + "# Synthetic Node Generator\n", + "def generate_hl7_compliant_nodes(num_patients=5):\n", + " nodes = []\n", + " for i in range(1, num_patients + 1):\n", + " # Patient (PID)\n", + " pid_node = {\n", + " 'node_id': f\"PID_{i}\",\n", + " 'node_type': 'Patient Identification',\n", + " 'attributes': {\n", + " 'First Name': f\"Patient_{i}\",\n", + " 'Last Name': f\"Last_{i}\",\n", + " 'DOB': (datetime.now() - timedelta(days=random.randint(20*365, 50*365))).strftime('%Y-%m-%d'),\n", + " 'Gender': random.choice(['M', 'F']),\n", + " }\n", + " }\n", + " nodes.append(pid_node)\n", + "\n", + " # Patient Visit (PV1)\n", + " pv1_node = {\n", + " 'node_id': f\"PV1_{i}\",\n", + " 'node_type': 'Patient Visit',\n", + " 'attributes': {\n", + " 'Admission Date': (datetime.now() - timedelta(days=random.randint(1, 365))).strftime('%Y-%m-%d'),\n", + " 'Discharge Date': datetime.now().strftime('%Y-%m-%d'),\n", + " 'Visit Type': random.choice(['Inpatient', 'Outpatient']),\n", + " }\n", + " }\n", + " nodes.append(pv1_node)\n", + "\n", + " # Observations (OBX)\n", + " obx_node = {\n", + " 'node_id': f\"OBX_{i}\",\n", + " 'node_type': 'Observation',\n", + " 'attributes': {\n", + " 'Symptom Severity': random.randint(1, 10),\n", + " 'Test Result': random.choice(['Normal', 'Abnormal']),\n", + " }\n", + " }\n", + " nodes.append(obx_node)\n", + "\n", + " # Diagnosis (DIAG)\n", + " diag_node = {\n", + " 'node_id': f\"DIAG_{i}\",\n", + " 'node_type': 'Diagnosis',\n", + " 'attributes': {\n", + " 'Condition': random.choice(['Hypertension', 'Diabetes', 'Flu', 'COVID-19']),\n", + " 'ICD Code': f\"I{random.randint(10, 99)}.{random.randint(1, 9)}\",\n", + " }\n", + " }\n", + " nodes.append(diag_node)\n", + "\n", + " # Medication (MED)\n", + " med_node = {\n", + " 'node_id': f\"MED_{i}\",\n", + " 'node_type': 'Medication',\n", + " 'attributes': {\n", + " 'Medication Name': random.choice(['Paracetamol', 'Insulin', 'Antibiotics']),\n", + " 'Dosage': f\"{random.randint(1, 5)} mg\",\n", + " }\n", + " }\n", + " nodes.append(med_node)\n", + "\n", + " return nodes\n", + "\n", + "# Create Relationships Between Nodes\n", + "def create_hl7_relationships(graph, nodes):\n", + " for node in nodes:\n", + " graph.add_node(node['node_id'], **node)\n", + "\n", + " for i in range(1, len(nodes) // 5 + 1):\n", + " # PID -> PV1\n", + " graph.add_edge(f\"PID_{i}\", f\"PV1_{i}\", relationship=\"has Visit\")\n", + " # PID -> OBX\n", + " graph.add_edge(f\"PID_{i}\", f\"OBX_{i}\", relationship=\"has Observation\")\n", + " # OBX -> DIAG\n", + " graph.add_edge(f\"OBX_{i}\", f\"DIAG_{i}\", relationship=\"links to Diagnosis\")\n", + " # DIAG -> MED\n", + " graph.add_edge(f\"DIAG_{i}\", f\"MED_{i}\", relationship=\"treated by Medication\")\n", + " # PV1 -> PID\n", + " graph.add_edge(f\"PV1_{i}\", f\"PID_{i}\", relationship=\"updates Patient\")\n", + "\n", + " return graph\n", + "\n", + "# Build the Graph\n", + "def visualize_hl7_graph(graph):\n", + " plt.figure(figsize=(15, 10))\n", + " pos = nx.spring_layout(graph)\n", + " edge_labels = nx.get_edge_attributes(graph, 'relationship')\n", + " nx.draw(graph, pos, with_labels=True, node_size=3000, node_color=\"skyblue\")\n", + " nx.draw_networkx_edge_labels(graph, pos, edge_labels=edge_labels, font_color='red')\n", + " plt.title(\"HL7 Compliant Patient Workflow\")\n", + " plt.show()\n", + "\n", + "# Main Workflow\n", + "G = nx.DiGraph()\n", + "nodes = generate_hl7_compliant_nodes(num_patients=10)\n", + "G = create_hl7_relationships(G, nodes)\n", + "visualize_hl7_graph(G)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "499d1e08", + "metadata": { + "execution": { + "iopub.execute_input": "2024-11-16T12:06:42.867577Z", + "iopub.status.busy": "2024-11-16T12:06:42.867040Z", + "iopub.status.idle": "2024-11-16T12:06:44.149440Z", + "shell.execute_reply": "2024-11-16T12:06:44.148212Z" + }, + "papermill": { + "duration": 1.306402, + "end_time": "2024-11-16T12:06:44.152987", + "exception": false, + "start_time": "2024-11-16T12:06:42.846585", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def visualize_hl7_graph_cleaned(graph):\n", + " plt.figure(figsize=(15, 10))\n", + "\n", + " # Use a shell layout for better separation\n", + " pos = nx.spring_layout(graph, seed=42)\n", + "\n", + " # Assign colors based on node type\n", + " node_colors = []\n", + " for node, data in graph.nodes(data=True):\n", + " if \"Patient Identification\" in data['node_type']:\n", + " node_colors.append(\"lightgreen\")\n", + " elif \"Patient Visit\" in data['node_type']:\n", + " node_colors.append(\"lightblue\")\n", + " elif \"Observation\" in data['node_type']:\n", + " node_colors.append(\"lightcoral\")\n", + " elif \"Diagnosis\" in data['node_type']:\n", + " node_colors.append(\"orange\")\n", + " elif \"Medication\" in data['node_type']:\n", + " node_colors.append(\"violet\")\n", + " else:\n", + " node_colors.append(\"gray\")\n", + "\n", + " # Draw nodes\n", + " nx.draw_networkx_nodes(\n", + " graph, pos,\n", + " node_size=3000,\n", + " node_color=node_colors,\n", + " alpha=0.9\n", + " )\n", + "\n", + " # Draw edges with labels\n", + " edge_labels = nx.get_edge_attributes(graph, 'relationship')\n", + " nx.draw_networkx_edges(graph, pos, edge_color='gray')\n", + " nx.draw_networkx_edge_labels(graph, pos, edge_labels=edge_labels, font_color='red')\n", + "\n", + " # Draw node labels with simplified names\n", + " simplified_labels = {\n", + " node: data['node_id'].replace(\"_\", \" \")\n", + " for node, data in graph.nodes(data=True)\n", + " }\n", + " nx.draw_networkx_labels(graph, pos, labels=simplified_labels, font_size=10, font_color='black')\n", + "\n", + " plt.title(\"HL7 Compliant Patient Workflow (Cleaned)\")\n", + " plt.axis(\"off\")\n", + " plt.show()\n", + "\n", + "# Visualize the cleaned graph\n", + "visualize_hl7_graph_cleaned(G)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "a2c7afab", + "metadata": { + "execution": { + "iopub.execute_input": "2024-11-16T12:06:44.200061Z", + "iopub.status.busy": "2024-11-16T12:06:44.199619Z", + "iopub.status.idle": "2024-11-16T12:07:05.786277Z", + "shell.execute_reply": "2024-11-16T12:07:05.784891Z" + }, + "papermill": { + "duration": 21.613231, + "end_time": "2024-11-16T12:07:05.788982", + "exception": false, + "start_time": "2024-11-16T12:06:44.175751", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Collecting dash\r\n", + " Downloading dash-2.18.2-py3-none-any.whl.metadata (10 kB)\r\n", + "Collecting dash-cytoscape\r\n", + " Downloading dash_cytoscape-1.0.2.tar.gz (4.0 MB)\r\n", + "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m4.0/4.0 MB\u001b[0m \u001b[31m41.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\r\n", + "\u001b[?25h Preparing metadata (setup.py) ... \u001b[?25l-\b \bdone\r\n", + "\u001b[?25hRequirement already satisfied: networkx in 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import plotly.graph_objects as go\n", + "import networkx as nx\n", + "\n", + "# Create a sample graph\n", + "G = nx.DiGraph()\n", + "G.add_node(\"Patient\", label=\"Patient\")\n", + "G.add_node(\"Admission\", label=\"Admission\")\n", + "G.add_node(\"Diagnosis\", label=\"Diagnosis\")\n", + "G.add_node(\"Medication\", label=\"Medication\")\n", + "\n", + "G.add_edges_from([\n", + " (\"Patient\", \"Admission\"),\n", + " (\"Admission\", \"Diagnosis\"),\n", + " (\"Diagnosis\", \"Medication\")\n", + "])\n", + "\n", + "# Create the visualization\n", + "pos = nx.spring_layout(G)\n", + "edge_x = []\n", + "edge_y = []\n", + "for edge in G.edges():\n", + " x0, y0 = pos[edge[0]]\n", + " x1, y1 = pos[edge[1]]\n", + " edge_x.append(x0)\n", + " edge_x.append(x1)\n", + " edge_x.append(None)\n", + " edge_y.append(y0)\n", + " edge_y.append(y1)\n", + " edge_y.append(None)\n", + "\n", + "node_x = []\n", + "node_y = []\n", + "for node in G.nodes():\n", + " x, y = pos[node]\n", + " node_x.append(x)\n", + " node_y.append(y)\n", + "\n", + "fig = go.Figure()\n", + "fig.add_trace(go.Scatter(x=edge_x, y=edge_y,\n", + " line=dict(width=0.5, color='#888'),\n", + " hoverinfo='none',\n", + " mode='lines'))\n", + "\n", + "fig.add_trace(go.Scatter(x=node_x, y=node_y,\n", + " mode='markers+text',\n", + " text=[node for node in G.nodes()],\n", + " textposition=\"bottom center\",\n", + " marker=dict(size=10, color='lightblue', line=dict(width=2))))\n", + "fig.update_layout(showlegend=False)\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "81be216f", + "metadata": { + "execution": { + "iopub.execute_input": "2024-11-16T12:07:06.424880Z", + "iopub.status.busy": "2024-11-16T12:07:06.424446Z", + "iopub.status.idle": "2024-11-16T12:07:21.236093Z", + "shell.execute_reply": "2024-11-16T12:07:21.234450Z" + }, + "papermill": { + "duration": 14.84353, + "end_time": 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"execution_count": 19, + "id": "474c101d", + "metadata": { + "execution": { + "iopub.execute_input": "2024-11-16T12:07:35.310178Z", + "iopub.status.busy": "2024-11-16T12:07:35.309681Z", + "iopub.status.idle": "2024-11-16T12:07:36.041604Z", + "shell.execute_reply": "2024-11-16T12:07:36.040439Z" + }, + "papermill": { + "duration": 0.766427, + "end_time": "2024-11-16T12:07:36.044183", + "exception": false, + "start_time": "2024-11-16T12:07:35.277756", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + " \n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from dash import Dash, html\n", + "import dash_cytoscape as cyto\n", + "\n", + "# Sample graph elements\n", + "elements = [\n", + " {'data': {'id': 'Patient', 'label': 'Patient'}},\n", + " {'data': {'id': 'Admission', 'label': 'Admission'}},\n", + " {'data': {'id': 'Diagnosis', 'label': 'Diagnosis'}},\n", + " {'data': {'id': 'Medication', 'label': 'Medication'}},\n", + " {'data': {'source': 'Patient', 'target': 'Admission', 'label': 'has Admission'}},\n", + " {'data': {'source': 'Admission', 'target': 'Diagnosis', 'label': 'has Diagnosis'}},\n", + " {'data': {'source': 'Diagnosis', 'target': 'Medication', 'label': 'Prescribes'}}\n", + "]\n", + "\n", + "# Initialize the Dash app\n", + "app = Dash(__name__)\n", + "\n", + "# Define app layout\n", + "app.layout = html.Div([\n", + " cyto.Cytoscape(\n", + " id='cytoscape',\n", + " elements=elements,\n", + " style={'width': '100%', 'height': '400px'},\n", + " layout={'name': 'breadthfirst'}\n", + " )\n", + "])\n", + "\n", + "# Run the app directly in Jupyter\n", + "app.run_server(mode='inline')" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "58a1219b", + "metadata": { + "execution": { + "iopub.execute_input": "2024-11-16T12:07:36.106077Z", + "iopub.status.busy": "2024-11-16T12:07:36.105342Z", + "iopub.status.idle": "2024-11-16T12:07:50.383756Z", + "shell.execute_reply": "2024-11-16T12:07:50.382094Z" + }, + "papermill": { + "duration": 14.312953, + "end_time": "2024-11-16T12:07:50.386335", + "exception": false, + "start_time": "2024-11-16T12:07:36.073382", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Requirement already satisfied: dash in /opt/conda/lib/python3.10/site-packages (2.18.2)\r\n", + "Requirement already satisfied: dash-cytoscape in /opt/conda/lib/python3.10/site-packages (1.0.2)\r\n", + "Requirement already satisfied: Flask<3.1,>=1.0.4 in /opt/conda/lib/python3.10/site-packages (from dash) (3.0.3)\r\n", + "Requirement already satisfied: Werkzeug<3.1 in /opt/conda/lib/python3.10/site-packages (from dash) (3.0.4)\r\n", + "Requirement already satisfied: plotly>=5.0.0 in /opt/conda/lib/python3.10/site-packages (from dash) (5.22.0)\r\n", + "Requirement already satisfied: dash-html-components==2.0.0 in 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(from dash) (70.0.0)\r\n", + "\u001b[33mWARNING: dash 2.18.2 does not provide the extra 'extra'\u001b[0m\u001b[33m\r\n", + "\u001b[0mRequirement already satisfied: Jinja2>=3.1.2 in /opt/conda/lib/python3.10/site-packages (from Flask<3.1,>=1.0.4->dash) (3.1.4)\r\n", + "Requirement already satisfied: itsdangerous>=2.1.2 in /opt/conda/lib/python3.10/site-packages (from Flask<3.1,>=1.0.4->dash) (2.2.0)\r\n", + "Requirement already satisfied: click>=8.1.3 in /opt/conda/lib/python3.10/site-packages (from Flask<3.1,>=1.0.4->dash) (8.1.7)\r\n", + "Requirement already satisfied: blinker>=1.6.2 in /opt/conda/lib/python3.10/site-packages (from Flask<3.1,>=1.0.4->dash) (1.8.2)\r\n", + "Requirement already satisfied: tenacity>=6.2.0 in /opt/conda/lib/python3.10/site-packages (from plotly>=5.0.0->dash) (8.3.0)\r\n", + "Requirement already satisfied: packaging in /opt/conda/lib/python3.10/site-packages (from plotly>=5.0.0->dash) (21.3)\r\n", + "Requirement already satisfied: MarkupSafe>=2.1.1 in /opt/conda/lib/python3.10/site-packages (from Werkzeug<3.1->dash) (2.1.5)\r\n", + "Requirement already satisfied: zipp>=0.5 in /opt/conda/lib/python3.10/site-packages (from importlib-metadata->dash) (3.19.2)\r\n", + "Requirement already satisfied: charset-normalizer<4,>=2 in /opt/conda/lib/python3.10/site-packages (from requests->dash) (3.3.2)\r\n", + "Requirement already satisfied: idna<4,>=2.5 in /opt/conda/lib/python3.10/site-packages (from requests->dash) (3.7)\r\n", + "Requirement already satisfied: urllib3<3,>=1.21.1 in /opt/conda/lib/python3.10/site-packages (from requests->dash) (1.26.18)\r\n", + "Requirement already satisfied: certifi>=2017.4.17 in /opt/conda/lib/python3.10/site-packages (from requests->dash) (2024.8.30)\r\n", + "Requirement already satisfied: six>=1.7.0 in /opt/conda/lib/python3.10/site-packages (from retrying->dash) (1.16.0)\r\n", + "Requirement already satisfied: pyparsing!=3.0.5,>=2.0.2 in /opt/conda/lib/python3.10/site-packages (from packaging->plotly>=5.0.0->dash) (3.1.2)\r\n", + "Note: you may need to restart the kernel to use updated packages.\n" + ] + } + ], + "source": [ + "pip install dash dash[extra] dash-cytoscape --upgrade" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "4fa44544", + "metadata": { + "execution": { + "iopub.execute_input": "2024-11-16T12:07:50.449733Z", + "iopub.status.busy": "2024-11-16T12:07:50.449234Z", + "iopub.status.idle": "2024-11-16T12:07:50.565232Z", + "shell.execute_reply": "2024-11-16T12:07:50.564114Z" + }, + "papermill": { + "duration": 0.150368, + "end_time": "2024-11-16T12:07:50.567745", + "exception": false, + "start_time": "2024-11-16T12:07:50.417377", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + " \n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from dash import Dash, html\n", + "import dash_cytoscape as cyto\n", + "\n", + "# Sample Cytoscape elements\n", + "elements = [\n", + " {'data': {'id': 'A', 'label': 'Node A'}},\n", + " {'data': {'id': 'B', 'label': 'Node B'}},\n", + " {'data': {'id': 'C', 'label': 'Node C'}},\n", + " {'data': {'source': 'A', 'target': 'B', 'label': 'connects to'}},\n", + " {'data': {'source': 'B', 'target': 'C', 'label': 'connects to'}}\n", + "]\n", + "\n", + "# Create Dash app\n", + "app = Dash(__name__)\n", + "\n", + "# Add layout\n", + "app.layout = html.Div([\n", + " cyto.Cytoscape(\n", + " id='cytoscape',\n", + " elements=elements,\n", + " style={'width': '100%', 'height': '500px'},\n", + " layout={'name': 'circle'}\n", + " )\n", + "])\n", + "\n", + "# Run app in Jupyter\n", + "app.run_server(mode='inline')" + ] + }, + { + "cell_type": "markdown", + "id": "0d399041", + "metadata": { + "execution": { + "iopub.execute_input": "2024-11-16T12:04:14.707046Z", + "iopub.status.busy": "2024-11-16T12:04:14.706607Z", + "iopub.status.idle": "2024-11-16T12:04:14.811936Z", + "shell.execute_reply": "2024-11-16T12:04:14.809297Z", + "shell.execute_reply.started": "2024-11-16T12:04:14.707006Z" + }, + "papermill": { + "duration": 0.029706, + "end_time": "2024-11-16T12:07:50.628139", + "exception": false, + "start_time": "2024-11-16T12:07:50.598433", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "CC-BY-NC-SA License to Csllum Maystone as licensor. " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b87f4765", + "metadata": { + "execution": { + "iopub.execute_input": "2024-11-16T12:03:33.668651Z", + "iopub.status.busy": "2024-11-16T12:03:33.668167Z", + "iopub.status.idle": "2024-11-16T12:03:34.713682Z", + "shell.execute_reply": "2024-11-16T12:03:34.710480Z", + "shell.execute_reply.started": "2024-11-16T12:03:33.668611Z" + }, + "papermill": { + "duration": 0.031801, + "end_time": "2024-11-16T12:07:50.690123", + "exception": false, + "start_time": "2024-11-16T12:07:50.658322", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kaggle": { + "accelerator": "none", + "dataSources": [], + "dockerImageVersionId": 30786, + "isGpuEnabled": false, + "isInternetEnabled": true, + "language": "python", + "sourceType": "notebook" + }, + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.14" + }, + "papermill": { + "default_parameters": {}, + "duration": 85.314829, + "end_time": "2024-11-16T12:07:51.644702", + "environment_variables": {}, + "exception": null, + "input_path": "__notebook__.ipynb", + "output_path": "__notebook__.ipynb", + "parameters": {}, + "start_time": "2024-11-16T12:06:26.329873", + "version": "2.6.0" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/models/AGN/AGN-Risk_Assessment.ipynb b/models/AGN/AGN-Risk_Assessment.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..f78d4bdfec8e7c3ecd3318cec7a5febb7b2f6e13 --- /dev/null +++ b/models/AGN/AGN-Risk_Assessment.ipynb @@ -0,0 +1 @@ +{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.10.14","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"},"kaggle":{"accelerator":"none","dataSources":[{"sourceId":9686989,"sourceType":"datasetVersion","datasetId":5921838}],"dockerImageVersionId":30787,"isInternetEnabled":true,"language":"python","sourceType":"notebook","isGpuEnabled":false}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"markdown","source":"# Active Graph Networks for Healthcare Risk Assessment and Patient Insights\n\nIn this notebook, we explore the use of Active Graph Networks (AGNs) to analyze healthcare data, revealing relationships among patient attributes, risk factors, and health outcomes. AGNs allow us to incorporate clinical insights through structured relationships and contextual analysis.\n\nWe will:\n- Load and understand the dataset.\n- Define relationships within an AGN and visualize its structure.\n- Calculate risk scores based on interactions in the AGN.\n- Apply feature importance and predictive modeling.\n- Segment patients using clustering techniques.\n- Conduct statistical tests to validate findings.\n\nLet's dive in!","metadata":{"_uuid":"4333c724-0a54-4ad1-90a7-05a62c033863","_cell_guid":"8e0493e7-5240-403b-b6a2-c27ae6945f9f","trusted":true,"collapsed":false,"jupyter":{"outputs_hidden":false}}},{"cell_type":"code","source":"!pip install node2vec","metadata":{"trusted":true,"jupyter":{"source_hidden":true}},"outputs":[],"execution_count":null},{"cell_type":"code","source":"# Step 1: Import Libraries\nimport numpy as np\nimport pandas as pd\nimport matplotlib.pyplot as plt\nimport seaborn as sns\nimport networkx as nx\nfrom sklearn.ensemble import RandomForestClassifier\nfrom sklearn.preprocessing import StandardScaler, LabelEncoder\nfrom sklearn.model_selection import train_test_split\nfrom sklearn.metrics import classification_report\nfrom sklearn.cluster import KMeans\nfrom node2vec import Node2Vec","metadata":{"_uuid":"7fdc921a-9bc0-41a9-aab2-4fec1f140dbb","_cell_guid":"b17b876c-305f-4002-b1a2-5accd42f018b","trusted":true,"execution":{"iopub.status.busy":"2024-11-02T23:13:56.624502Z","iopub.execute_input":"2024-11-02T23:13:56.625017Z","iopub.status.idle":"2024-11-02T23:13:56.632568Z","shell.execute_reply.started":"2024-11-02T23:13:56.624966Z","shell.execute_reply":"2024-11-02T23:13:56.631085Z"},"jupyter":{"source_hidden":true}},"outputs":[],"execution_count":22},{"cell_type":"markdown","source":"## 1. Data Exploration and Initial Analysis","metadata":{"_uuid":"f203e0cd-411d-421b-b140-bff718c502bf","_cell_guid":"16c0721d-bfbc-45fa-979d-ccd61c0d91e2","trusted":true,"collapsed":false,"jupyter":{"outputs_hidden":false}}},{"cell_type":"code","source":"# Load the dataset\ndata = pd.read_excel('/kaggle/input/patients-data-for-medical-field/Patients Data ( Used for Heart Disease Prediction ).xlsx')\n\n# Display initial rows and column information\ndisplay(data.head())\nprint(\"\\nColumn Types and Summary Stats:\")\nprint(data.dtypes)\ndisplay(data.describe())","metadata":{"_uuid":"3c2baeed-9f31-44c6-861c-9369a7377a31","_cell_guid":"45016200-741d-47ee-9072-3b6b541d341a","trusted":true,"execution":{"iopub.status.busy":"2024-11-02T23:13:59.390242Z","iopub.execute_input":"2024-11-02T23:13:59.390720Z","iopub.status.idle":"2024-11-02T23:17:04.549206Z","shell.execute_reply.started":"2024-11-02T23:13:59.390675Z","shell.execute_reply":"2024-11-02T23:17:04.547897Z"},"jupyter":{"source_hidden":true}},"outputs":[{"output_type":"display_data","data":{"text/plain":" PatientID State Sex GeneralHealth AgeCategory HeightInMeters \\\n0 1 Alabama Female Fair Age 75 to 79 1.63 \n1 2 Alabama Female Very good Age 65 to 69 1.60 \n2 3 Alabama Male Excellent Age 60 to 64 1.78 \n3 4 Alabama Male Very good Age 70 to 74 1.78 \n4 5 Alabama Female Good Age 50 to 54 1.68 \n\n WeightInKilograms BMI HadHeartAttack HadAngina ... \\\n0 84.820000 32.099998 0 1 ... \n1 71.669998 27.990000 0 0 ... \n2 71.209999 22.530001 0 0 ... \n3 95.250000 30.129999 0 0 ... \n4 78.019997 27.760000 0 0 ... \n\n ECigaretteUsage ChestScan \\\n0 Never used e-cigarettes in my entire life 1 \n1 Never used e-cigarettes in my entire life 0 \n2 Never used e-cigarettes in my entire life 0 \n3 Never used e-cigarettes in my entire life 0 \n4 Never used e-cigarettes in my entire life 1 \n\n RaceEthnicityCategory AlcoholDrinkers HIVTesting FluVaxLast12 \\\n0 White only, Non-Hispanic 0 0 0 \n1 White only, Non-Hispanic 0 0 1 \n2 White only, Non-Hispanic 1 0 0 \n3 White only, Non-Hispanic 0 0 1 \n4 Black only, Non-Hispanic 0 0 1 \n\n PneumoVaxEver TetanusLast10Tdap \\\n0 1 No, did not receive any tetanus shot in the pa... \n1 1 Yes, received Tdap \n2 0 Yes, received tetanus shot but not sure what type \n3 1 Yes, received tetanus shot but not sure what type \n4 0 No, did not receive any tetanus shot in the pa... \n\n HighRiskLastYear CovidPos \n0 0 1 \n1 0 0 \n2 0 0 \n3 0 0 \n4 0 0 \n\n[5 rows x 35 columns]","text/html":"
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
PatientIDStateSexGeneralHealthAgeCategoryHeightInMetersWeightInKilogramsBMIHadHeartAttackHadAngina...ECigaretteUsageChestScanRaceEthnicityCategoryAlcoholDrinkersHIVTestingFluVaxLast12PneumoVaxEverTetanusLast10TdapHighRiskLastYearCovidPos
01AlabamaFemaleFairAge 75 to 791.6384.82000032.09999801...Never used e-cigarettes in my entire life1White only, Non-Hispanic0001No, did not receive any tetanus shot in the pa...01
12AlabamaFemaleVery goodAge 65 to 691.6071.66999827.99000000...Never used e-cigarettes in my entire life0White only, Non-Hispanic0011Yes, received Tdap00
23AlabamaMaleExcellentAge 60 to 641.7871.20999922.53000100...Never used e-cigarettes in my entire life0White only, Non-Hispanic1000Yes, received tetanus shot but not sure what type00
34AlabamaMaleVery goodAge 70 to 741.7895.25000030.12999900...Never used e-cigarettes in my entire life0White only, Non-Hispanic0011Yes, received tetanus shot but not sure what type00
45AlabamaFemaleGoodAge 50 to 541.6878.01999727.76000000...Never used e-cigarettes in my entire life1Black only, Non-Hispanic0010No, did not receive any tetanus shot in the pa...00
\n

5 rows Γ— 35 columns

\n
"},"metadata":{}},{"name":"stdout","text":"\nColumn Types and Summary Stats:\nPatientID int64\nState object\nSex object\nGeneralHealth object\nAgeCategory object\nHeightInMeters float64\nWeightInKilograms float64\nBMI float64\nHadHeartAttack int64\nHadAngina int64\nHadStroke int64\nHadAsthma int64\nHadSkinCancer int64\nHadCOPD int64\nHadDepressiveDisorder int64\nHadKidneyDisease int64\nHadArthritis int64\nHadDiabetes object\nDeafOrHardOfHearing int64\nBlindOrVisionDifficulty int64\nDifficultyConcentrating int64\nDifficultyWalking int64\nDifficultyDressingBathing int64\nDifficultyErrands int64\nSmokerStatus object\nECigaretteUsage object\nChestScan int64\nRaceEthnicityCategory object\nAlcoholDrinkers int64\nHIVTesting int64\nFluVaxLast12 int64\nPneumoVaxEver int64\nTetanusLast10Tdap object\nHighRiskLastYear int64\nCovidPos int64\ndtype: object\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":" PatientID HeightInMeters WeightInKilograms BMI \\\ncount 237630.000000 237630.000000 237630.000000 237630.000000 \nmean 118815.500000 1.704990 83.667908 28.691602 \nstd 68598.016571 0.106776 21.360982 6.528065 \nmin 1.000000 0.910000 28.120001 12.020000 \n25% 59408.250000 1.630000 68.040001 24.280001 \n50% 118815.500000 1.700000 81.650002 27.459999 \n75% 178222.750000 1.780000 95.250000 31.900000 \nmax 237630.000000 2.410000 292.570007 97.650002 \n\n HadHeartAttack HadAngina HadStroke HadAsthma \\\ncount 237630.000000 237630.000000 237630.000000 237630.000000 \nmean 0.055553 0.061512 0.041779 0.148517 \nstd 0.229056 0.240267 0.200085 0.355612 \nmin 0.000000 0.000000 0.000000 0.000000 \n25% 0.000000 0.000000 0.000000 0.000000 \n50% 0.000000 0.000000 0.000000 0.000000 \n75% 0.000000 0.000000 0.000000 0.000000 \nmax 1.000000 1.000000 1.000000 1.000000 \n\n HadSkinCancer HadCOPD ... DifficultyWalking \\\ncount 237630.000000 237630.000000 ... 237630.000000 \nmean 0.085225 0.078281 ... 0.148933 \nstd 0.279217 0.268614 ... 0.356023 \nmin 0.000000 0.000000 ... 0.000000 \n25% 0.000000 0.000000 ... 0.000000 \n50% 0.000000 0.000000 ... 0.000000 \n75% 0.000000 0.000000 ... 0.000000 \nmax 1.000000 1.000000 ... 1.000000 \n\n DifficultyDressingBathing DifficultyErrands ChestScan \\\ncount 237630.000000 237630.000000 237630.000000 \nmean 0.034524 0.067567 0.426941 \nstd 0.182572 0.251002 0.494635 \nmin 0.000000 0.000000 0.000000 \n25% 0.000000 0.000000 0.000000 \n50% 0.000000 0.000000 0.000000 \n75% 0.000000 0.000000 1.000000 \nmax 1.000000 1.000000 1.000000 \n\n AlcoholDrinkers HIVTesting FluVaxLast12 PneumoVaxEver \\\ncount 237630.000000 237630.000000 237630.000000 237630.000000 \nmean 0.545285 0.342697 0.531907 0.407125 \nstd 0.497946 0.474612 0.498982 0.491299 \nmin 0.000000 0.000000 0.000000 0.000000 \n25% 0.000000 0.000000 0.000000 0.000000 \n50% 1.000000 0.000000 1.000000 0.000000 \n75% 1.000000 1.000000 1.000000 1.000000 \nmax 1.000000 1.000000 1.000000 1.000000 \n\n HighRiskLastYear CovidPos \ncount 237630.000000 237630.000000 \nmean 0.042823 0.295939 \nstd 0.202458 0.456465 \nmin 0.000000 0.000000 \n25% 0.000000 0.000000 \n50% 0.000000 0.000000 \n75% 0.000000 1.000000 \nmax 1.000000 1.000000 \n\n[8 rows x 26 columns]","text/html":"
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PatientIDHeightInMetersWeightInKilogramsBMIHadHeartAttackHadAnginaHadStrokeHadAsthmaHadSkinCancerHadCOPD...DifficultyWalkingDifficultyDressingBathingDifficultyErrandsChestScanAlcoholDrinkersHIVTestingFluVaxLast12PneumoVaxEverHighRiskLastYearCovidPos
count237630.000000237630.000000237630.000000237630.000000237630.000000237630.000000237630.000000237630.000000237630.000000237630.000000...237630.000000237630.000000237630.000000237630.000000237630.000000237630.000000237630.000000237630.000000237630.000000237630.000000
mean118815.5000001.70499083.66790828.6916020.0555530.0615120.0417790.1485170.0852250.078281...0.1489330.0345240.0675670.4269410.5452850.3426970.5319070.4071250.0428230.295939
std68598.0165710.10677621.3609826.5280650.2290560.2402670.2000850.3556120.2792170.268614...0.3560230.1825720.2510020.4946350.4979460.4746120.4989820.4912990.2024580.456465
min1.0000000.91000028.12000112.0200000.0000000.0000000.0000000.0000000.0000000.000000...0.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.000000
25%59408.2500001.63000068.04000124.2800010.0000000.0000000.0000000.0000000.0000000.000000...0.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.000000
50%118815.5000001.70000081.65000227.4599990.0000000.0000000.0000000.0000000.0000000.000000...0.0000000.0000000.0000000.0000001.0000000.0000001.0000000.0000000.0000000.000000
75%178222.7500001.78000095.25000031.9000000.0000000.0000000.0000000.0000000.0000000.000000...0.0000000.0000000.0000001.0000001.0000001.0000001.0000001.0000000.0000001.000000
max237630.0000002.410000292.57000797.6500021.0000001.0000001.0000001.0000001.0000001.000000...1.0000001.0000001.0000001.0000001.0000001.0000001.0000001.0000001.0000001.000000
\n

8 rows Γ— 26 columns

\n
"},"metadata":{}}],"execution_count":23},{"cell_type":"markdown","source":"Understanding the dataset is crucial before constructing the AGN. We examine the basic structure to identify potential key features and ensure data integrity.","metadata":{"_uuid":"972a9079-66fe-425d-b3d1-3f9e86b28663","_cell_guid":"c3584e17-cbb0-4a4c-a67b-af172a9743b3","trusted":true,"collapsed":false,"jupyter":{"outputs_hidden":false}}},{"cell_type":"markdown","source":"## 2. Defining the Active Graph Network (AGN) Structure\n\nAGNs enable us to integrate domains like Demographics, Physical Measurements, and Health History, grouping related features under each domain.","metadata":{"_uuid":"68277eed-ffe3-40a5-8fdc-ece796a838c9","_cell_guid":"222c33fa-a53f-4408-8512-0ba6c8632233","trusted":true,"collapsed":false,"jupyter":{"outputs_hidden":false}}},{"cell_type":"code","source":"# Define AGN domains and add nodes and relationships\nG_agn = nx.Graph()\ndomains = {\n \"Demographics\": [\"PatientID\", \"State\", \"Sex\", \"AgeCategory\", \"RaceEthnicityCategory\"],\n \"PhysicalMeasurements\": [\"HeightInMeters\", \"WeightInKilograms\", \"BMI\"],\n \"HealthHistory\": [\"HadHeartAttack\", \"HadStroke\", \"HadAsthma\", \"HadCOPD\", \"HadDiabetes\"]\n}\n\n# Add domain nodes\nfor domain in domains:\n G_agn.add_node(domain, node_type=\"Domain\")\n\n# Add feature nodes and relationships to domains\nfor domain, features in domains.items():\n for feature in features:\n G_agn.add_node(feature, node_type=\"Feature\", domain=domain)\n G_agn.add_edge(domain, feature, relationship=\"belongs_to\")","metadata":{"_uuid":"f89fca37-2895-4937-90ac-070ef0e36da9","_cell_guid":"4fcf413c-c47a-4d60-b752-31bafeabc0df","trusted":true,"execution":{"iopub.status.busy":"2024-11-02T23:17:54.084687Z","iopub.execute_input":"2024-11-02T23:17:54.085261Z","iopub.status.idle":"2024-11-02T23:17:54.094465Z","shell.execute_reply.started":"2024-11-02T23:17:54.085197Z","shell.execute_reply":"2024-11-02T23:17:54.093093Z"},"jupyter":{"source_hidden":true}},"outputs":[],"execution_count":24},{"cell_type":"markdown","source":"## 3. Visualizing the AGN Structure with Defined Relationships","metadata":{"_uuid":"20664fa9-0097-47d6-9b44-9847eaf00bf9","_cell_guid":"4357a749-45eb-4c53-a49b-7a609a2e83cf","trusted":true,"collapsed":false,"jupyter":{"outputs_hidden":false}}},{"cell_type":"code","source":"import networkx as nx\nimport matplotlib.pyplot as plt\n\n# Initialize the graph and set a default \"node_type\" attribute\nG_agn = nx.Graph()\nnx.set_node_attributes(G_agn, \"Feature\", \"node_type\") # Set all nodes to \"Feature\" by default\n\n# Define nodes and edges with specific attributes\ndomains = [\"PhysicalMeasurements\", \"HealthHistory\", \"DisabilityInfo\"]\nfor domain in domains:\n G_agn.add_node(domain, node_type=\"Domain\") # Explicitly mark domains as \"Domain\" type\n\n# Add feature nodes with relationships\nG_agn.add_node(\"BMI\", node_type=\"Feature\")\nG_agn.add_node(\"WeightInKilograms\", node_type=\"Feature\")\nG_agn.add_node(\"SmokerStatus\", node_type=\"Feature\")\nG_agn.add_node(\"HadCOPD\", node_type=\"Feature\")\nG_agn.add_node(\"HadHeartAttack\", node_type=\"Feature\")\nG_agn.add_node(\"HadStroke\", node_type=\"Feature\")\n\n# Define relationships between nodes\nG_agn.add_edge(\"BMI\", \"WeightInKilograms\", weight=0.86, relationship=\"correlated\")\nG_agn.add_edge(\"SmokerStatus\", \"HadCOPD\", weight=0.7, relationship=\"significant_risk\")\nG_agn.add_edge(\"HadHeartAttack\", \"HadStroke\", weight=0.5, relationship=\"related_conditions\")\n\n# Visualization with colors based on node_type\npos = nx.spring_layout(G_agn, seed=42)\nnode_colors = [\"lightblue\" if G_agn.nodes[node][\"node_type\"] == \"Feature\" else \"lightgreen\" for node in G_agn]\nnx.draw(G_agn, pos, node_color=node_colors, with_labels=True, edge_color=\"gray\", font_size=8)\n\n# Add a legend for node types\nplt.legend(\n handles=[\n plt.Line2D([0], [0], marker='o', color='w', label='Feature', markerfacecolor='lightblue', markersize=10),\n plt.Line2D([0], [0], marker='o', color='w', label='Domain', markerfacecolor='lightgreen', markersize=10)\n ],\n title=\"Node Types\", loc=\"upper right\"\n)\n\nplt.title(\"AGN Structure with Default Node Types\")\nplt.show()","metadata":{"_uuid":"c44adc72-955e-478a-96f6-7ed48da7fc46","_cell_guid":"3119be4d-8187-4879-833e-f22c8d03abc5","trusted":true,"execution":{"iopub.status.busy":"2024-11-02T23:17:54.097060Z","iopub.execute_input":"2024-11-02T23:17:54.097506Z","iopub.status.idle":"2024-11-02T23:17:54.419417Z","shell.execute_reply.started":"2024-11-02T23:17:54.097462Z","shell.execute_reply":"2024-11-02T23:17:54.417879Z"},"jupyter":{"source_hidden":true}},"outputs":[{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}}],"execution_count":25},{"cell_type":"markdown","source":"The AGN reveals relationships that mimic clinical knowledge, such as the link between smoking and COPD. Visualizing these relationships helps us explore the contextual influence of different health factors.","metadata":{"_uuid":"d1379073-10bb-41b3-af18-6853538b4e83","_cell_guid":"8d19cec5-6037-41a2-853f-1b9420e84a87","trusted":true,"collapsed":false,"jupyter":{"outputs_hidden":false}}},{"cell_type":"markdown","source":"## 4. Feature Engineering: Creating Interaction Terms for Risk Assessment","metadata":{"_uuid":"2f4a18e7-50c2-42d1-badc-ee8a4e831af4","_cell_guid":"7ec44a57-1230-4022-bb81-57933b05395a","trusted":true,"collapsed":false,"jupyter":{"outputs_hidden":false}}},{"cell_type":"code","source":"from sklearn.preprocessing import LabelEncoder\n\n# Encode SmokerStatus if it's not already in numeric form\nif 'SmokerStatus_encoded' not in data.columns:\n le = LabelEncoder()\n data['SmokerStatus_encoded'] = le.fit_transform(data['SmokerStatus'])\n\n# Define interaction terms for enhanced risk assessment\ndata['BMI_HeartRisk'] = data['BMI'] * data['HadHeartAttack'] * 0.86\ndata['Smoker_COPD'] = data['SmokerStatus_encoded'] * data['HadCOPD'] * 0.7\n\n# Display updated data with interaction terms\ndisplay(data[['BMI_HeartRisk', 'Smoker_COPD']].head())","metadata":{"_uuid":"be4b2884-6dcc-41ef-9dc0-6cee36a14b99","_cell_guid":"f1b2dcf2-b5e7-413d-b107-b4d0ae675f5d","trusted":true,"execution":{"iopub.status.busy":"2024-11-02T23:17:54.421076Z","iopub.execute_input":"2024-11-02T23:17:54.421531Z","iopub.status.idle":"2024-11-02T23:17:54.510388Z","shell.execute_reply.started":"2024-11-02T23:17:54.421486Z","shell.execute_reply":"2024-11-02T23:17:54.509177Z"},"jupyter":{"source_hidden":true}},"outputs":[{"output_type":"display_data","data":{"text/plain":" BMI_HeartRisk Smoker_COPD\n0 0.0 0.0\n1 0.0 0.0\n2 0.0 0.0\n3 0.0 0.0\n4 0.0 0.0","text/html":"
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
BMI_HeartRiskSmoker_COPD
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"},"metadata":{}}],"execution_count":26},{"cell_type":"markdown","source":"Interaction terms like `BMI_HeartRisk` represent risk factors derived from AGN-defined relationships, enhancing our predictive capabilities by capturing combined feature influences.","metadata":{"_uuid":"32d03711-75cb-45c1-94ec-8121f9f237ec","_cell_guid":"67469d93-a2ec-4057-87ab-d61809003d7a","trusted":true,"collapsed":false,"jupyter":{"outputs_hidden":false}}},{"cell_type":"markdown","source":"## 5. Embedding the AGN for Contextual Analysis","metadata":{"_uuid":"251bc695-4844-4bcd-a2ae-0a6f0de75399","_cell_guid":"6934595a-9e11-42f2-a41b-434ead9bf4b1","trusted":true,"collapsed":false,"jupyter":{"outputs_hidden":false}}},{"cell_type":"code","source":"# Generate Node2Vec embeddings for the AGN\nfrom node2vec import Node2Vec\n\n# Convert AGN to undirected graph for Node2Vec\nG_nx = nx.Graph(G_agn) # Ensure undirected for embedding\n\n# Generate embeddings using Node2Vec\nnode2vec = Node2Vec(G_nx, dimensions=64, walk_length=10, num_walks=200, workers=4)\nmodel = node2vec.fit(window=10, min_count=1, batch_words=4)\nembedding_df = pd.DataFrame([model.wv[str(node)] for node in G_nx.nodes], index=G_nx.nodes)\n\n","metadata":{"_uuid":"5316b2cf-6912-4661-a33d-0a8042147336","_cell_guid":"e1f14157-8057-48d2-bb12-ec4dfd784973","trusted":true,"execution":{"iopub.status.busy":"2024-11-02T23:17:54.512208Z","iopub.execute_input":"2024-11-02T23:17:54.512746Z","iopub.status.idle":"2024-11-02T23:18:11.260648Z","shell.execute_reply.started":"2024-11-02T23:17:54.512686Z","shell.execute_reply":"2024-11-02T23:18:11.259187Z"},"jupyter":{"source_hidden":true}},"outputs":[{"output_type":"display_data","data":{"text/plain":"Computing transition probabilities: 0%| | 0/9 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"},"metadata":{}}],"execution_count":29},{"cell_type":"markdown","source":"This simulated scenario assesses health risks based on patient attributes and AGN relationships. AGNs enable us to understand direct and indirect health risks dynamically.","metadata":{"_uuid":"ad84662f-30e4-4893-b0dc-ebcc7566e661","_cell_guid":"c1345c9d-e2c7-41bc-83d5-11bfa4abfa22","trusted":true,"collapsed":false,"jupyter":{"outputs_hidden":false}}},{"cell_type":"markdown","source":"## 8. Feature Importance in Predictive Modeling","metadata":{"_uuid":"1ca915dc-73b9-4233-84d3-30a734c1161c","_cell_guid":"f3c2eeb0-5225-4d0d-9a33-99622a8cfcb3","trusted":true,"collapsed":false,"jupyter":{"outputs_hidden":false}}},{"cell_type":"code","source":"from sklearn.ensemble import RandomForestClassifier\nfrom sklearn.preprocessing import StandardScaler\nimport pandas as pd\n\n# Step 1: Define initial features and create interaction terms based on AGN relationships\nfeatures = ['BMI', 'SmokerStatus', 'AgeCategory', 'HeightInMeters', 'WeightInKilograms']\nX = pd.get_dummies(data[features], drop_first=True)\n\n# Adding interaction terms based on AGN relationships for enhanced feature context\n# For example, BMI and SmokerStatus are relevant for heart disease risk\nX['BMI_SmokerInteraction'] = data['BMI'] * pd.get_dummies(data['SmokerStatus'], drop_first=True).iloc[:, 0]\nX['Weight_HeartAttackInteraction'] = data['WeightInKilograms'] * data['HadHeartAttack']\n\n# Step 2: Standardize the feature matrix\nX_scaled = StandardScaler().fit_transform(X)\ny = data['HadHeartAttack']\n\n# Step 3: Train RandomForest model to calculate feature importance\nmodel = RandomForestClassifier(random_state=42)\nmodel.fit(X_scaled, y)\n\n# Step 4: Display feature importances, including new interaction terms\nfeature_importances = pd.Series(model.feature_importances_, index=X.columns).sort_values(ascending=False)\n\nprint(\"Enhanced Feature Importances for Heart Disease Prediction:\")\nprint(feature_importances)","metadata":{"_uuid":"260891f3-8b06-4d5e-8ee0-6fc30ba483ee","_cell_guid":"cd998f5f-020d-4551-b6e5-1f49bfdb5eb0","trusted":true,"jupyter":{"source_hidden":true},"execution":{"iopub.status.busy":"2024-11-02T23:18:12.540022Z","iopub.execute_input":"2024-11-02T23:18:12.540497Z","iopub.status.idle":"2024-11-02T23:18:25.538052Z","shell.execute_reply.started":"2024-11-02T23:18:12.540449Z","shell.execute_reply":"2024-11-02T23:18:25.536876Z"}},"outputs":[{"name":"stdout","text":"Enhanced Feature Importances for Heart Disease Prediction:\nWeight_HeartAttackInteraction 0.977822\nAgeCategory_Age 80 or older 0.004699\nSmokerStatus_Never smoked 0.003307\nBMI 0.002474\nWeightInKilograms 0.002394\nAgeCategory_Age 75 to 79 0.002146\nHeightInMeters 0.001563\nAgeCategory_Age 70 to 74 0.001346\nSmokerStatus_Former smoker 0.001109\nAgeCategory_Age 35 to 39 0.000629\nAgeCategory_Age 65 to 69 0.000469\nAgeCategory_Age 30 to 34 0.000464\nAgeCategory_Age 40 to 44 0.000418\nAgeCategory_Age 25 to 29 0.000377\nBMI_SmokerInteraction 0.000328\nAgeCategory_Age 45 to 49 0.000173\nAgeCategory_Age 60 to 64 0.000111\nAgeCategory_Age 55 to 59 0.000070\nAgeCategory_Age 50 to 54 0.000051\nSmokerStatus_Current smoker - now smokes some days 0.000050\ndtype: float64\n","output_type":"stream"}],"execution_count":30},{"cell_type":"markdown","source":"Analyzing feature importance reveals the most critical factors for heart disease prediction, guiding us to focus on high-impact features in our AGN structure.","metadata":{"_uuid":"3efd5a2f-b277-4771-8a7c-7b2bc0c9c617","_cell_guid":"bfc16d11-ab2b-45ce-b9a0-479bf7bfbaf4","trusted":true,"collapsed":false,"jupyter":{"outputs_hidden":false}}},{"cell_type":"markdown","source":"## 9. Patient Segmentation via K-means Clustering","metadata":{"_uuid":"75ec1a2d-323d-4b9e-906d-9e9e4c34f370","_cell_guid":"55e02789-7587-486f-9f69-356b0ca3365e","trusted":true,"collapsed":false,"jupyter":{"outputs_hidden":false}}},{"cell_type":"code","source":"from sklearn.decomposition import PCA\nfrom mpl_toolkits.mplot3d import Axes3D\nimport matplotlib.pyplot as plt\nimport pandas as pd\nfrom sklearn.preprocessing import StandardScaler\nfrom sklearn.cluster import KMeans\n\n# Assuming `data` contains the dataset with engineered features.\n# Define `X_extended` by selecting the features for clustering and PCA\n# Here, I'm using all numeric columns, but you can adjust as needed.\nX_extended = data.select_dtypes(include=[float, int])\n\n# Step 1: Scale the extended feature set\nX_extended_scaled = StandardScaler().fit_transform(X_extended)\n\n# Step 2: Reduce to 3 principal components for 3D visualization\npca_3d = PCA(n_components=3, random_state=42)\nX_pca_3d = pca_3d.fit_transform(X_extended_scaled)\n\n# Updated KMeans with n_init parameter to suppress FutureWarning\nkmeans_3d = KMeans(n_clusters=3, random_state=42, n_init=10)\ndata['Cluster_3D'] = kmeans_3d.fit_predict(X_pca_3d)\n\n# 3D Visualization of Clusters\nfig = plt.figure(figsize=(10, 7))\nax = fig.add_subplot(111, projection='3d')\n\n# Define colors for clusters\ncolors = ['purple', 'yellow', 'teal']\nfor cluster in data['Cluster_3D'].unique():\n cluster_points = X_pca_3d[data['Cluster_3D'] == cluster]\n ax.scatter(cluster_points[:, 0], cluster_points[:, 1], cluster_points[:, 2], \n label=f'Cluster {cluster}', color=colors[cluster], alpha=0.6, edgecolor='k')\n\nax.set_title(\"3D Patient Clusters with Contextual Relationships (PCA-reduced)\")\nax.set_xlabel(\"PCA Component 1\")\nax.set_ylabel(\"PCA Component 2\")\nax.set_zlabel(\"PCA Component 3\")\nax.legend()\nplt.show()","metadata":{"_uuid":"6c472bde-266e-4da1-b16c-0b06ddc56136","_cell_guid":"7a06fbf0-5d52-4e41-9ee5-52d3ad7e443e","trusted":true,"jupyter":{"source_hidden":true},"execution":{"iopub.status.busy":"2024-11-02T23:18:25.539412Z","iopub.execute_input":"2024-11-02T23:18:25.539786Z","iopub.status.idle":"2024-11-02T23:18:36.711306Z","shell.execute_reply.started":"2024-11-02T23:18:25.539745Z","shell.execute_reply":"2024-11-02T23:18:36.709968Z"}},"outputs":[{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}}],"execution_count":31},{"cell_type":"markdown","source":"By segmenting patients, we identify groups with similar risk profiles, allowing targeted interventions based on cluster-specific characteristics.","metadata":{"_uuid":"753e6e61-09cf-4799-8d88-7809d49a710c","_cell_guid":"f43e5d58-ee95-4b37-a200-bd66df88d924","trusted":true,"collapsed":false,"jupyter":{"outputs_hidden":false}}},{"cell_type":"markdown","source":"## 10. Statistical Testing for Validation","metadata":{"_uuid":"85f3c84d-b3ed-4b1b-bdcc-6ffca0d0fccd","_cell_guid":"0d4ca986-425a-41c5-a0da-477befb4404e","trusted":true,"collapsed":false,"jupyter":{"outputs_hidden":false}}},{"cell_type":"code","source":"from scipy.stats import chi2_contingency, f_oneway\nimport pandas as pd\n\n# Chi-square test for association between smoking status and heart attack\ncontingency_table = pd.crosstab(data['SmokerStatus_encoded'], data['HadHeartAttack'])\nchi2, p_value_chi2, _, _ = chi2_contingency(contingency_table)\nprint(f\"Chi-square p-value for smoking status and heart attack: {p_value_chi2:.10f}\")\nif p_value_chi2 < 0.05:\n print(\"There is a statistically significant association between smoking status and heart attack risk.\")\nelse:\n print(\"No statistically significant association between smoking status and heart attack risk.\")\n\n# Define age categories if not already defined\nage_categories = data['AgeCategory'].unique()\n\n# ANOVA for BMI across Age Categories\nanova_results = f_oneway(*[data[data['AgeCategory'] == age]['BMI'].dropna() for age in age_categories])\nprint(f\"ANOVA p-value for BMI across Age Categories: {anova_results.pvalue:.10f}\")\nif anova_results.pvalue < 0.05:\n print(\"There is a statistically significant difference in BMI across age categories.\")\nelse:\n print(\"No statistically significant difference in BMI across age categories.\")\n\n# Additional chi-square test for COPD and smoking status\ncontingency_copd = pd.crosstab(data['SmokerStatus_encoded'], data['HadCOPD'])\nchi2_copd, p_value_copd, _, _ = chi2_contingency(contingency_copd)\nprint(f\"\\nChi-square p-value for smoking status and COPD: {p_value_copd:.10f}\")\nif p_value_copd < 0.05:\n print(\"There is a statistically significant association between smoking status and COPD risk.\")\nelse:\n print(\"No statistically significant association between smoking status and COPD risk.\")\n\n# Contextual risk insights summary with higher precision\nprint(\"\\nContextual Insights Summary:\")\nprint(f\"Smoking-Heart Attack Association p-value: {p_value_chi2:.10f}\")\nprint(f\"Smoking-COPD Association p-value: {p_value_copd:.10f}\")\nprint(f\"Age-BMI ANOVA p-value: {anova_results.pvalue:.10f}\")","metadata":{"_uuid":"dd9ca4a8-f9f3-4d40-a634-93ca47ae26b2","_cell_guid":"f84aa8df-9412-4b90-8418-a0e396174140","trusted":true,"jupyter":{"source_hidden":true},"execution":{"iopub.status.busy":"2024-11-02T23:18:36.713049Z","iopub.execute_input":"2024-11-02T23:18:36.713567Z","iopub.status.idle":"2024-11-02T23:18:37.596219Z","shell.execute_reply.started":"2024-11-02T23:18:36.713503Z","shell.execute_reply":"2024-11-02T23:18:37.594977Z"}},"outputs":[{"name":"stdout","text":"Chi-square p-value for smoking status and heart attack: 0.0000000000\nThere is a statistically significant association between smoking status and heart attack risk.\nANOVA p-value for BMI across Age Categories: 0.0000000000\nThere is a statistically significant difference in BMI across age categories.\n\nChi-square p-value for smoking status and COPD: 0.0000000000\nThere is a statistically significant association between smoking status and COPD risk.\n\nContextual Insights Summary:\nSmoking-Heart Attack Association p-value: 0.0000000000\nSmoking-COPD Association p-value: 0.0000000000\nAge-BMI ANOVA p-value: 0.0000000000\n","output_type":"stream"}],"execution_count":32},{"cell_type":"code","source":"import pandas as pd\nimport numpy as np\nimport matplotlib.pyplot as plt\nimport seaborn as sns\nfrom scipy.stats import chi2_contingency, f_oneway\nfrom math import sqrt\n\n# Encode 'SmokerStatus' if not already encoded for contingency analysis\nif 'SmokerStatus_encoded' not in data.columns:\n data['SmokerStatus_encoded'] = data['SmokerStatus'].map({'Never smoked': 0, 'Former smoker': 1, 'Current smoker': 2})\n\n# Chi-square test and effect size for Smoking Status and Heart Attack\ncontingency_heart_attack = pd.crosstab(data['SmokerStatus_encoded'], data['HadHeartAttack'])\nchi2_ha, p_value_ha, _, _ = chi2_contingency(contingency_heart_attack)\ncramers_v_ha = sqrt(chi2_ha / (data.shape[0] * (min(contingency_heart_attack.shape) - 1)))\nprint(f\"Chi-square p-value for smoking status and heart attack: {p_value_ha:.10f}\")\nprint(f\"CramΓ©r's V (effect size) for smoking status and heart attack: {cramers_v_ha:.4f}\")\nif p_value_ha < 0.05:\n print(\"There is a statistically significant association between smoking status and heart attack risk.\")\nelse:\n print(\"No statistically significant association between smoking status and heart attack risk.\")\n\n# Chi-square test and effect size for Smoking Status and COPD\ncontingency_copd = pd.crosstab(data['SmokerStatus_encoded'], data['HadCOPD'])\nchi2_copd, p_value_copd, _, _ = chi2_contingency(contingency_copd)\ncramers_v_copd = sqrt(chi2_copd / (data.shape[0] * (min(contingency_copd.shape) - 1)))\nprint(f\"\\nChi-square p-value for smoking status and COPD: {p_value_copd:.10f}\")\nprint(f\"CramΓ©r's V (effect size) for smoking status and COPD: {cramers_v_copd:.4f}\")\nif p_value_copd < 0.05:\n print(\"There is a statistically significant association between smoking status and COPD risk.\")\nelse:\n print(\"No statistically significant association between smoking status and COPD risk.\")\n\n# Enhanced ANOVA test for BMI across Age Categories and effect size\nage_categories = data['AgeCategory'].unique()\nanova_results = f_oneway(*[data[data['AgeCategory'] == age]['BMI'].dropna() for age in age_categories])\neta_squared_age_bmi = anova_results.statistic / (anova_results.statistic + data.shape[0] - len(age_categories))\nprint(f\"\\nANOVA p-value for BMI across Age Categories: {anova_results.pvalue:.10f}\")\nprint(f\"Eta-squared (effect size) for Age Category and BMI: {eta_squared_age_bmi:.4f}\")\nif anova_results.pvalue < 0.05:\n print(\"There is a statistically significant difference in BMI across age categories.\")\nelse:\n print(\"No statistically significant difference in BMI across age categories.\")\n\n# Visualizations\n\n# 1. Box Plot for BMI across Age Categories\nplt.figure(figsize=(10, 6))\nsns.boxplot(x='AgeCategory', y='BMI', data=data, palette='viridis')\nplt.title('BMI Distribution across Age Categories')\nplt.xlabel('Age Category')\nplt.ylabel('BMI')\nplt.xticks(rotation=45)\nplt.show()\n\n# 2. Bar Plot for Smoking Status and Heart Attack Proportions\nplt.figure(figsize=(8, 5))\nsns.barplot(x='SmokerStatus', y='HadHeartAttack', data=data, estimator=np.mean, ci=None, palette='coolwarm')\nplt.title('Proportion of Heart Attacks by Smoking Status')\nplt.xlabel('Smoking Status')\nplt.ylabel('Proportion with Heart Attack')\nplt.show()\n\n# 3. Bar Plot for Smoking Status and COPD Proportions\nplt.figure(figsize=(8, 5))\nsns.barplot(x='SmokerStatus', y='HadCOPD', data=data, estimator=np.mean, ci=None, palette='coolwarm')\nplt.title('Proportion of COPD by Smoking Status')\nplt.xlabel('Smoking Status')\nplt.ylabel('Proportion with COPD')\nplt.show()\n\n# Contextual Insights Summary\nprint(\"\\nContextual Insights Summary:\")\nprint(f\"Smoking-Heart Attack Association p-value: {p_value_ha:.10f} | CramΓ©r's V: {cramers_v_ha:.4f}\")\nprint(f\"Smoking-COPD Association p-value: {p_value_copd:.10f} | CramΓ©r's V: {cramers_v_copd:.4f}\")\nprint(f\"Age-BMI ANOVA p-value: {anova_results.pvalue:.10f} | Eta-squared: {eta_squared_age_bmi:.4f}\")","metadata":{"trusted":true,"jupyter":{"source_hidden":true},"execution":{"iopub.status.busy":"2024-11-02T23:18:37.598538Z","iopub.execute_input":"2024-11-02T23:18:37.599026Z","iopub.status.idle":"2024-11-02T23:18:40.167465Z","shell.execute_reply.started":"2024-11-02T23:18:37.598981Z","shell.execute_reply":"2024-11-02T23:18:40.166127Z"}},"outputs":[{"name":"stdout","text":"Chi-square p-value for smoking status and heart attack: 0.0000000000\nCramΓ©r's V (effect size) for smoking status and heart attack: 0.0955\nThere is a statistically significant association between smoking status and heart attack risk.\n\nChi-square p-value for smoking status and COPD: 0.0000000000\nCramΓ©r's V (effect size) for smoking status and COPD: 0.2256\nThere is a statistically significant association between smoking status and COPD risk.\n\nANOVA p-value for BMI across Age Categories: 0.0000000000\nEta-squared (effect size) for Age Category and BMI: 0.0025\nThere is a statistically significant difference in BMI across age categories.\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}},{"name":"stderr","text":"/tmp/ipykernel_30/1936692879.py:58: FutureWarning: \n\nThe `ci` parameter is deprecated. Use `errorbar=None` for the same effect.\n\n sns.barplot(x='SmokerStatus', y='HadHeartAttack', data=data, estimator=np.mean, ci=None, palette='coolwarm')\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}},{"name":"stderr","text":"/tmp/ipykernel_30/1936692879.py:66: FutureWarning: \n\nThe `ci` parameter is deprecated. Use `errorbar=None` for the same effect.\n\n sns.barplot(x='SmokerStatus', y='HadCOPD', data=data, estimator=np.mean, ci=None, palette='coolwarm')\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}},{"name":"stdout","text":"\nContextual Insights Summary:\nSmoking-Heart Attack Association p-value: 0.0000000000 | CramΓ©r's V: 0.0955\nSmoking-COPD Association p-value: 0.0000000000 | CramΓ©r's V: 0.2256\nAge-BMI ANOVA p-value: 0.0000000000 | Eta-squared: 0.0025\n","output_type":"stream"}],"execution_count":33},{"cell_type":"markdown","source":"Statistical tests confirm relationships observed in the AGN, such as smoking’s impact on heart disease, validating AGN insights.","metadata":{"_uuid":"f22f6747-d944-4b93-b95e-ef52be452ff8","_cell_guid":"54e94199-5e52-48bf-a0ac-2958bd5abb79","trusted":true,"collapsed":false,"jupyter":{"outputs_hidden":false}}},{"cell_type":"markdown","source":"## 11. Dimensionality Reduction with PCA for Visual Insights","metadata":{"_uuid":"a08e036d-ba7d-4b30-b173-f47e29c9b619","_cell_guid":"50e4e4ca-11ac-4e51-811e-f5336f1f8e1e","trusted":true,"collapsed":false,"jupyter":{"outputs_hidden":false}}},{"cell_type":"code","source":"import networkx as nx\nimport matplotlib.pyplot as plt\nimport pandas as pd\nfrom sklearn.decomposition import PCA\nfrom sklearn.preprocessing import StandardScaler\nfrom sklearn.impute import SimpleImputer\nfrom sklearn.cluster import KMeans\nimport seaborn as sns\nimport warnings\n\n# Initialize AGN for context\nG_agn = nx.Graph()\ndomains = {\n \"Demographics\": [\"PatientID\", \"State\", \"Sex\", \"AgeCategory\", \"RaceEthnicityCategory\"],\n \"PhysicalMeasurements\": [\"HeightInMeters\", \"WeightInKilograms\", \"BMI\"],\n \"HealthHistory\": [\"HadHeartAttack\", \"HadAngina\", \"HadStroke\", \"HadAsthma\", \"HadSkinCancer\", \"HadCOPD\", \"HadDepressiveDisorder\", \"HadKidneyDisease\", \"HadArthritis\", \"HadDiabetes\"],\n \"DisabilityInfo\": [\"DeafOrHardOfHearing\", \"BlindOrVisionDifficulty\", \"DifficultyConcentrating\", \"DifficultyWalking\", \"DifficultyDressingBathing\", \"DifficultyErrands\"],\n \"Lifestyle\": [\"SmokerStatus\", \"ECigaretteUsage\", \"AlcoholDrinkers\", \"DietaryHabits\", \"PhysicalActivityLevel\"],\n \"MedicalInterventions\": [\"ChestScan\", \"HIVTesting\", \"FluVaxLast12\", \"PneumoVaxEver\", \"TetanusLast10Tdap\"],\n \"InfectionRisk\": [\"HighRiskLastYear\", \"CovidPos\"]\n}\n\n# Sample relationships from AGN as additional features\nrelationships = {\n (\"BMI\", \"HadAsthma\"): 0.10,\n (\"WeightInKilograms\", \"HadHeartAttack\"): 0.04,\n (\"SmokerStatus\", \"HadCOPD\"): 0.7,\n (\"AlcoholDrinkers\", \"HadHeartAttack\"): 0.15,\n (\"DietaryHabits\", \"HadDiabetes\"): 0.25,\n}\n\n# Ensure columns in relationships are numeric and exist in the dataset\nmissing_columns = []\nfor col in set([col for pair in relationships.keys() for col in pair]):\n if col in data.columns:\n if data[col].dtype == 'object':\n data[col] = pd.to_numeric(data[col], errors='coerce')\n else:\n missing_columns.append(col)\n print(f\"Warning: Column '{col}' not found in the dataset. Skipping...\")\n\n# Add AGN-derived features to data if columns are available\nfor (feature1, feature2), weight in relationships.items():\n if feature1 in data.columns and feature2 in data.columns:\n data[f\"{feature1}_{feature2}_risk\"] = data[feature1].fillna(0) * data[feature2].fillna(0) * weight\n else:\n print(f\"Warning: One of the columns '{feature1}' or '{feature2}' is missing in the dataset. Skipping this relationship.\")\n\n# Fill missing values in numeric columns\nnumeric_columns = data.select_dtypes(include=[float, int]).columns\ndata[numeric_columns] = data[numeric_columns].fillna(data[numeric_columns].mean())\n\n# Standardize and apply PCA\nX = data.select_dtypes(include=[float, int])\nimputer = SimpleImputer(strategy='mean')\nX_imputed = imputer.fit_transform(X)\nX_scaled = StandardScaler().fit_transform(X_imputed)\npca = PCA(n_components=3)\nX_pca = pca.fit_transform(X_scaled)\n\n# Add PCA components to the data\ndata['PCA1'], data['PCA2'], data['PCA3'] = X_pca[:, 0], X_pca[:, 1], X_pca[:, 2]\n\n# Apply KMeans clustering if 'Cluster' column does not exist\nif 'Cluster' not in data.columns:\n warnings.warn(\"Applying KMeans clustering due to missing 'Cluster' column.\")\n kmeans = KMeans(n_clusters=3, random_state=42, n_init=10)\n data['Cluster'] = kmeans.fit_predict(X_pca)\n\n# 3D PCA visualization with clusters\nfig = plt.figure(figsize=(10, 8))\nax = fig.add_subplot(111, projection='3d')\nclusters = data['Cluster'].unique()\ncolors = sns.color_palette(\"viridis\", len(clusters))\n\nfor i, cluster in enumerate(clusters):\n cluster_data = data[data['Cluster'] == cluster]\n ax.scatter(cluster_data['PCA1'], cluster_data['PCA2'], cluster_data['PCA3'], color=colors[i], label=f\"Cluster {cluster}\", alpha=0.7)\n\nexplained_variance = pca.explained_variance_ratio_\ncumulative_variance = explained_variance.sum()\nprint(f\"Explained Variance by Component:\\nPCA1: {explained_variance[0]:.2%}, PCA2: {explained_variance[1]:.2%}, PCA3: {explained_variance[2]:.2%}\")\nprint(f\"Cumulative Explained Variance: {cumulative_variance:.2%}\")\n\n# Legend and labels\nax.set_title(\"3D PCA of Patient Data with AGN Contextual Features\")\nax.set_xlabel(\"PCA Component 1\")\nax.set_ylabel(\"PCA Component 2\")\nax.set_zlabel(\"PCA Component 3\")\nax.legend(title=\"Clusters\")\nplt.show()\n\n# Correlation heatmap of AGN-enhanced data\nagn_features = [f\"{feature1}_{feature2}_risk\" for (feature1, feature2) in relationships.keys() if f\"{feature1}_{feature2}_risk\" in data.columns]\nif agn_features:\n cross_domain_corr = data[agn_features].corr()\n plt.figure(figsize=(10, 8))\n sns.heatmap(cross_domain_corr, annot=True, cmap=\"coolwarm\")\n plt.title(\"Cross-Domain Correlation (AGN Features)\")\n plt.show()\nelse:\n print(\"No AGN features found in the dataset for correlation heatmap.\")","metadata":{"_uuid":"b5111349-9880-4604-88fd-20c13bbbc3d0","_cell_guid":"46a6e78d-1435-43c7-a2d4-1a26af6dc0a5","trusted":true,"execution":{"iopub.status.busy":"2024-11-02T23:26:07.405989Z","iopub.execute_input":"2024-11-02T23:26:07.406546Z","iopub.status.idle":"2024-11-02T23:26:18.307954Z","shell.execute_reply.started":"2024-11-02T23:26:07.406499Z","shell.execute_reply":"2024-11-02T23:26:18.306588Z"}},"outputs":[{"name":"stdout","text":"Warning: Column 'DietaryHabits' not found in the dataset. Skipping...\nWarning: One of the columns 'DietaryHabits' or 'HadDiabetes' is missing in the dataset. Skipping this relationship.\nExplained Variance by Component:\nPCA1: 18.27%, PCA2: 12.28%, PCA3: 8.14%\nCumulative Explained Variance: 38.69%\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}}],"execution_count":38},{"cell_type":"code","source":"# Pair plot for AGN-enhanced features\nsns.pairplot(data[agn_features + ['Cluster']], hue='Cluster', palette='viridis', markers=[\"o\", \"s\", \"D\"])\nplt.suptitle(\"Pair Plot of AGN-Enhanced Features by Cluster\", y=1.02)\nplt.show()","metadata":{"trusted":true},"outputs":[{"name":"stderr","text":"/opt/conda/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n with pd.option_context('mode.use_inf_as_na', True):\n/opt/conda/lib/python3.10/site-packages/seaborn/_oldcore.py:1075: FutureWarning: When grouping with a length-1 list-like, you will need to pass a length-1 tuple to get_group in a future version of pandas. Pass `(name,)` instead of `name` to silence this warning.\n data_subset = grouped_data.get_group(pd_key)\n/opt/conda/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n with pd.option_context('mode.use_inf_as_na', True):\n/opt/conda/lib/python3.10/site-packages/seaborn/_oldcore.py:1075: FutureWarning: When grouping with a length-1 list-like, you will need to pass a length-1 tuple to get_group in a future version of pandas. Pass `(name,)` instead of `name` to silence this warning.\n data_subset = grouped_data.get_group(pd_key)\n/opt/conda/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n with pd.option_context('mode.use_inf_as_na', True):\n/opt/conda/lib/python3.10/site-packages/seaborn/_oldcore.py:1075: FutureWarning: When grouping with a length-1 list-like, you will need to pass a length-1 tuple to get_group in a future version of pandas. Pass `(name,)` instead of `name` to silence this warning.\n data_subset = grouped_data.get_group(pd_key)\n/opt/conda/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n with pd.option_context('mode.use_inf_as_na', True):\n/opt/conda/lib/python3.10/site-packages/seaborn/_oldcore.py:1075: FutureWarning: When grouping with a length-1 list-like, you will need to pass a length-1 tuple to get_group in a future version of pandas. Pass `(name,)` instead of `name` to silence this warning.\n data_subset = grouped_data.get_group(pd_key)\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}}],"execution_count":37},{"cell_type":"code","source":"# 2D PCA plot with AGN-enhanced data\nplt.figure(figsize=(8, 6))\nsns.scatterplot(x='PCA1', y='PCA2', hue='Cluster', data=data, palette='viridis', s=60, edgecolor='k')\nplt.title(\"2D PCA Projection (PCA1 vs PCA2) with AGN-Enhanced Data\")\nplt.xlabel(\"PCA Component 1\")\nplt.ylabel(\"PCA Component 2\")\nplt.legend(title=\"Cluster\")\nplt.show()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-11-02T23:27:19.405282Z","iopub.execute_input":"2024-11-02T23:27:19.405746Z","iopub.status.idle":"2024-11-02T23:27:36.130121Z","shell.execute_reply.started":"2024-11-02T23:27:19.405702Z","shell.execute_reply":"2024-11-02T23:27:36.128885Z"}},"outputs":[{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}}],"execution_count":39},{"cell_type":"code","source":"import matplotlib.pyplot as plt\nfrom mpl_toolkits.mplot3d import Axes3D\nimport seaborn as sns\n\n# Set up the color palette for clusters\npalette = sns.color_palette(\"viridis\", len(data['Cluster'].unique()))\ncluster_colors = {cluster: palette[i] for i, cluster in enumerate(data['Cluster'].unique())}\n\n# 3D scatter plot using matplotlib\nfig = plt.figure(figsize=(12, 8))\nax = fig.add_subplot(111, projection='3d')\n\n# Plot each cluster with its own color\nfor cluster in data['Cluster'].unique():\n cluster_data = data[data['Cluster'] == cluster]\n ax.scatter(cluster_data['PCA1'], cluster_data['PCA2'], cluster_data['PCA3'], \n color=cluster_colors[cluster], label=f\"Cluster {cluster}\", s=20, alpha=0.6)\n\n# Labels and title\nax.set_title(\"3D PCA of Patient Data with AGN Contextual Features\")\nax.set_xlabel(\"PCA Component 1\")\nax.set_ylabel(\"PCA Component 2\")\nax.set_zlabel(\"PCA Component 3\")\nax.legend(title=\"Clusters\")\n\nplt.show()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-11-02T23:36:44.431652Z","iopub.execute_input":"2024-11-02T23:36:44.432247Z","iopub.status.idle":"2024-11-02T23:36:52.847104Z","shell.execute_reply.started":"2024-11-02T23:36:44.432201Z","shell.execute_reply":"2024-11-02T23:36:52.845900Z"}},"outputs":[{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}}],"execution_count":45},{"cell_type":"code","source":"# Map age categories to approximate numeric values (e.g., the midpoint of each age range)\nage_mapping = {\n 'Age 75 to 79': 77, 'Age 65 to 69': 67, 'Age 60 to 64': 62, 'Age 70 to 74': 72,\n 'Age 50 to 54': 52, 'Age 55 to 59': 57, 'Age 80 or older': 85, 'Age 18 to 24': 21,\n 'Age 25 to 29': 27, 'Age 30 to 34': 32, 'Age 35 to 39': 37, 'Age 40 to 44': 42,\n 'Age 45 to 49': 47\n}\ndata['AgeCategoryNumeric'] = data['AgeCategory'].map(age_mapping)\n\n# Now create the heatmap including the numeric AgeCategory column\nplt.figure(figsize=(12, 10))\ncombined_corr = data[agn_features + ['BMI', 'HadHeartAttack', 'HadCOPD', 'AgeCategoryNumeric']].corr()\nsns.heatmap(combined_corr, annot=True, cmap=\"coolwarm\", vmin=-1, vmax=1)\nplt.title(\"Correlation Heatmap Including AGN-Enhanced Features and Key Health Indicators\")\nplt.show()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-11-02T23:37:39.809023Z","iopub.execute_input":"2024-11-02T23:37:39.809507Z","iopub.status.idle":"2024-11-02T23:37:40.549803Z","shell.execute_reply.started":"2024-11-02T23:37:39.809464Z","shell.execute_reply":"2024-11-02T23:37:40.548539Z"}},"outputs":[{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}}],"execution_count":46},{"cell_type":"code","source":"# Distribution plots for AGN-enhanced features by cluster\nfor feature in agn_features:\n plt.figure(figsize=(8, 4))\n sns.kdeplot(data=data, x=feature, hue=\"Cluster\", common_norm=False, fill=True)\n plt.title(f\"Distribution of {feature} by Cluster\")\n plt.xlabel(feature)\n plt.ylabel(\"Density\")\n plt.show()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-11-02T23:38:00.463258Z","iopub.execute_input":"2024-11-02T23:38:00.463757Z","iopub.status.idle":"2024-11-02T23:38:04.660602Z","shell.execute_reply.started":"2024-11-02T23:38:00.463711Z","shell.execute_reply":"2024-11-02T23:38:04.659267Z"}},"outputs":[{"name":"stderr","text":"/opt/conda/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning:\n\nuse_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n\n/opt/conda/lib/python3.10/site-packages/seaborn/_oldcore.py:1075: FutureWarning:\n\nWhen grouping with a length-1 list-like, you will need to pass a length-1 tuple to get_group in a future version of pandas. Pass `(name,)` instead of `name` to silence this warning.\n\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}},{"name":"stderr","text":"/opt/conda/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning:\n\nuse_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n\n/opt/conda/lib/python3.10/site-packages/seaborn/_oldcore.py:1075: FutureWarning:\n\nWhen grouping with a length-1 list-like, you will need to pass a length-1 tuple to get_group in a future version of pandas. Pass `(name,)` instead of `name` to silence this warning.\n\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}},{"name":"stderr","text":"/opt/conda/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning:\n\nuse_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n\n/opt/conda/lib/python3.10/site-packages/seaborn/_oldcore.py:1075: FutureWarning:\n\nWhen grouping with a length-1 list-like, you will need to pass a length-1 tuple to get_group in a future version of pandas. Pass `(name,)` instead of `name` to silence this warning.\n\n/tmp/ipykernel_30/3122740612.py:4: UserWarning:\n\nDataset has 0 variance; skipping density estimate. Pass `warn_singular=False` to disable this warning.\n\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}},{"name":"stderr","text":"/opt/conda/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning:\n\nuse_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n\n/opt/conda/lib/python3.10/site-packages/seaborn/_oldcore.py:1075: FutureWarning:\n\nWhen grouping with a length-1 list-like, you will need to pass a length-1 tuple to get_group in a future version of pandas. Pass `(name,)` instead of `name` to silence this warning.\n\n/tmp/ipykernel_30/3122740612.py:4: UserWarning:\n\nDataset has 0 variance; skipping density estimate. Pass `warn_singular=False` to disable this warning.\n\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}}],"execution_count":47},{"cell_type":"code","source":"# Clustered heatmap of AGN-enhanced features\nsns.clustermap(data[agn_features], cmap=\"coolwarm\", figsize=(10, 10), standard_scale=1)\nplt.suptitle(\"Clustered Heatmap of AGN-Enhanced Features\", y=1.05)\nplt.show()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-11-02T23:38:12.920758Z","iopub.execute_input":"2024-11-02T23:38:12.921667Z"}},"outputs":[{"name":"stderr","text":"/opt/conda/lib/python3.10/site-packages/seaborn/matrix.py:560: UserWarning:\n\nClustering large matrix with scipy. Installing `fastcluster` may give better performance.\n\n","output_type":"stream"}],"execution_count":null},{"cell_type":"markdown","source":"PCA visualization uncovers clusters based on variance in patient health data, indicating groups with elevated heart attack likelihood.","metadata":{"_uuid":"0ed20799-cd3b-48e6-82ac-28cba2340642","_cell_guid":"e0721cb6-9519-4b93-914d-757c5c1a1790","trusted":true,"collapsed":false,"jupyter":{"outputs_hidden":false}}},{"cell_type":"markdown","source":"## 12. Cross-Domain Analysis for Holistic Insights","metadata":{"_uuid":"5e05049c-b199-4742-bf5b-7812329ba364","_cell_guid":"95619606-2535-4958-8608-8a7793387f05","trusted":true,"collapsed":false,"jupyter":{"outputs_hidden":false}}},{"cell_type":"code","source":"import numpy as np\nimport seaborn as sns\nimport matplotlib.pyplot as plt\nfrom scipy.stats import pearsonr\n\n# Calculate correlation matrix between Physical Measurements and Disability Info\nphysical_disability_data = data[domains[\"PhysicalMeasurements\"] + domains[\"DisabilityInfo\"]]\ncross_domain_corr = physical_disability_data.corr()\n\n# Mask the upper triangle for a cleaner look\nmask = np.triu(np.ones_like(cross_domain_corr, dtype=bool))\n\n# Function to calculate statistical significance of correlations\nsignificance_matrix = np.zeros_like(cross_domain_corr)\nfor i in range(cross_domain_corr.shape[0]):\n for j in range(i + 1, cross_domain_corr.shape[1]):\n _, p_value = pearsonr(physical_disability_data.iloc[:, i], physical_disability_data.iloc[:, j])\n # Assign significance levels based on p-value\n significance_matrix[i, j] = p_value\n\n# Set thresholds for significance markers (e.g., *, **, ***)\nsignificance_levels = {0.001: \"***\", 0.01: \"**\", 0.05: \"*\"}\nannot = cross_domain_corr.round(2).astype(str)\nfor i in range(cross_domain_corr.shape[0]):\n for j in range(i + 1, cross_domain_corr.shape[1]):\n for threshold, marker in significance_levels.items():\n if significance_matrix[i, j] < threshold:\n annot.iloc[i, j] += f\" {marker}\"\n\n# Plot the heatmap\nplt.figure(figsize=(12, 8))\nsns.heatmap(\n cross_domain_corr, mask=mask, annot=annot, fmt=\"\", cmap=\"coolwarm\",\n cbar_kws={\"label\": \"Correlation Coefficient\"}, annot_kws={\"fontsize\": 8},\n square=True, linewidths=0.5, linecolor=\"white\"\n)\nplt.title(\"Cross-Domain Correlation: Physical Measurements & Disability Info (with Significance)\", fontsize=14)\nplt.xticks(rotation=45, ha=\"right\", fontsize=10)\nplt.yticks(fontsize=10)\nplt.show()","metadata":{"_uuid":"bfe03388-d006-47bd-8295-8112d8299d96","_cell_guid":"cfb6f6b5-43f7-4d82-9097-20dad96cc7e7","trusted":true,"execution":{"iopub.status.busy":"2024-11-02T23:18:43.478704Z","iopub.status.idle":"2024-11-02T23:18:43.479215Z","shell.execute_reply.started":"2024-11-02T23:18:43.478980Z","shell.execute_reply":"2024-11-02T23:18:43.479003Z"}},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"Cross-domain analysis reveals how physical measurements impact disabilities, providing a holistic perspective on patient health in the AGN.","metadata":{"_uuid":"a1a0e7a0-733f-4adf-9176-abe9aa147e08","_cell_guid":"6518dbe6-3498-43f8-bb51-1471e5c228c1","trusted":true,"collapsed":false,"jupyter":{"outputs_hidden":false}}},{"cell_type":"markdown","source":"## 13. Conclusion: Active Graph Networks as a Tool for Comprehensive Healthcare Analysis\n\nThis notebook demonstrates how AGNs bridge data and domain expertise, offering actionable insights into patient risk factors. By integrating AGNs with clustering, predictive modeling, and cross-domain analysis, we highlight AGNs’ value in enhancing patient care and healthcare analytics.","metadata":{"_uuid":"a4ff23a5-84b1-4c8d-818c-5d7dd3a7a5ea","_cell_guid":"e0a1b732-b710-43ba-b0dc-b431bfb6b6f8","trusted":true,"collapsed":false,"jupyter":{"outputs_hidden":false}}}]} \ No newline at end of file diff --git a/models/AGN/AGN.ipynb b/models/AGN/AGN.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..8c15721dfa5376e499300d7be63e404a8281d172 --- /dev/null +++ b/models/AGN/AGN.ipynb @@ -0,0 +1 @@ +{"metadata":{"kernelspec":{"display_name":"Python 3","language":"python","name":"python3"},"language_info":{"name":"python","version":"3.10.14","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"},"kaggle":{"accelerator":"none","dataSources":[],"dockerImageVersionId":30786,"isInternetEnabled":true,"language":"python","sourceType":"notebook","isGpuEnabled":false}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"**Cell 1: Markdown**\n\n# Active Graph Networks (AGN) Comprehensive Notebook\n\n## Table of Contents\n1. [Framework Overview](#Framework-Overview)\n2. [Imports and Setup](#Imports-and-Setup)\n3. [Domain and Subdomain Initialization](#Domain-and-Subdomain-Initialization)\n4. [Dynamic Relational Entities (DRE) Enhancements](#Dynamic-Relational-Entities-DRE-Enhancements)\n5. [Context Management](#Context-Management)\n6. [Query Functions with Inheritance-Based and Contextual Inference](#Query-Functions-with-Inheritance-Based-and-Contextual-Inference)\n7. [Parsing Scenarios with Enhanced NLP Integration](#Parsing-Scenarios-with-Enhanced-NLP-Integration)\n8. [Dynamic Expansion of Entities and Relationships](#Dynamic-Expansion-of-Entities-and-Relationships)\n9. [Visualization of the Dynamic Knowledge Graph](#Visualization-of-the-Dynamic-Knowledge-Graph)\n10. [Advanced Queries and AGI Support](#Advanced-Queries-and-AGI-Support)\n11. [Case Studies and Scenarios](#Case-Studies-and-Scenarios)\n12. [Integration with Artificial General Intelligence (AGI)](#Integration-with-Artificial-General-Intelligence-AGI)\n13. [Conclusion and Next Steps](#Conclusion-and-Next-Steps)\n\n---\n\n**Cell 2: Markdown**\n\n## Framework Overview\n\n**Objective:**\n\nProvide an overview of the Active Graph Networks (AGNs), their structure, purpose, and how they are enhanced with Dynamic Relational Entities (DRE) to support AGI functionalities.\n\n### Active Graph Networks (AGNs)\n\nActive Graph Networks are designed to model complex, interrelated data across multiple domains, such as Finance, Healthcare, Education, Transportation, and Public Safety. They incorporate entities, relationships, and dynamic inference capabilities, allowing for context-based responses and the ability to handle dynamic, evolving data.\n\n### Dynamic Relational Entities (DRE)\n\nDRE introduces dynamic properties to entities and relationships within the AGN, such as timestamps, statuses, and context-specific attributes. This allows the AGN to handle real-world scenarios where data changes over time or context, making it more robust and adaptable.\n\n---\n\n**Cell 3: Markdown**\n\n## Imports and Setup\n\n**Objective:**\n\nImport necessary libraries and set up the initial environment for the AGN framework.\n\n---\n\n**Cell 4: Code**\n","metadata":{}},{"cell_type":"code","source":"# Imports and Setup\n\nimport networkx as nx\nimport spacy\nimport re\nimport matplotlib.pyplot as plt\nfrom datetime import datetime\n\n# Load spaCy English model\nnlp = spacy.load(\"en_core_web_sm\")\n\n# Initialize the main AGN graph\nagn_graph = nx.DiGraph()\n\n# Initialize context manager (will be defined later)\ncontext_manager = None","metadata":{"execution":{"iopub.status.busy":"2024-10-27T21:57:42.575560Z","iopub.execute_input":"2024-10-27T21:57:42.576129Z","iopub.status.idle":"2024-10-27T21:57:43.784473Z","shell.execute_reply.started":"2024-10-27T21:57:42.576082Z","shell.execute_reply":"2024-10-27T21:57:43.783401Z"},"trusted":true},"execution_count":45,"outputs":[]},{"cell_type":"markdown","source":"\n**Cell 5: Markdown**\n\n## Dynamic Relational Entities (DRE) Enhancements\n\n**Objective:**\n\nIntroduce DRE into the AGN framework by modifying node and edge definitions to include dynamic properties such as timestamps, statuses, and context-specific attributes.\n\n---\n\n**Cell 6: Code**\n","metadata":{}},{"cell_type":"code","source":"# Function to add dynamic properties to nodes\ndef add_dynamic_node(graph, node_name, **attributes):\n dynamic_attributes = {\n 'created_at': datetime.now(),\n 'updated_at': datetime.now(),\n 'status': 'active' # default status\n }\n dynamic_attributes.update(attributes)\n graph.add_node(node_name, **dynamic_attributes)\n\n# Function to add dynamic properties to edges\ndef add_dynamic_edge(graph, source, target, **attributes):\n dynamic_attributes = {\n 'created_at': datetime.now(),\n 'updated_at': datetime.now(),\n 'status': 'active' # default status\n }\n dynamic_attributes.update(attributes)\n graph.add_edge(source, target, **dynamic_attributes)","metadata":{"execution":{"iopub.status.busy":"2024-10-27T21:57:43.786884Z","iopub.execute_input":"2024-10-27T21:57:43.787267Z","iopub.status.idle":"2024-10-27T21:57:43.794966Z","shell.execute_reply.started":"2024-10-27T21:57:43.787233Z","shell.execute_reply":"2024-10-27T21:57:43.793708Z"},"trusted":true},"execution_count":46,"outputs":[]},{"cell_type":"markdown","source":"---\n\n**Cell 7: Markdown**\n\n## Domain and Subdomain Initialization\n\n**Objective:**\n\nInitialize domains and subdomains within the AGN, incorporating DRE enhancements.\n\n---\n","metadata":{}},{"cell_type":"code","source":"# Define core domains with subdomains and inheritance\ndomains = {\n \"Finance\": {\n \"Banking\": {\"type\": \"Service\", \"inherits_from\": \"Finance\"},\n \"Investments\": {\"type\": \"Service\", \"inherits_from\": \"Finance\"},\n \"Taxation\": {\"type\": \"Service\", \"inherits_from\": \"Finance\"},\n \"Insurance\": {\"type\": \"Service\", \"inherits_from\": \"Finance\"}\n },\n \"Healthcare\": {\n \"Hospitals\": {\"type\": \"Facility\", \"inherits_from\": \"Healthcare\"},\n \"Public Health\": {\"type\": \"Service\", \"inherits_from\": \"Healthcare\"}\n },\n \"Education\": {\n \"Schools\": {\"type\": \"Facility\", \"inherits_from\": \"Education\"},\n \"Universities\": {\"type\": \"Facility\", \"inherits_from\": \"Education\"}\n },\n \"Transport\": {\n \"Public Transport\": {\"type\": \"Service\", \"inherits_from\": \"Transport\"},\n \"Logistics\": {\"type\": \"Service\", \"inherits_from\": \"Transport\"}\n },\n \"Public Safety\": {\n \"Police\": {\"type\": \"Service\", \"inherits_from\": \"Public Safety\"},\n \"Fire Department\": {\"type\": \"Service\", \"inherits_from\": \"Public Safety\"}\n }\n}\n\n# Initialize domains and subdomains in the AGN graph with dynamic properties\nfor main_domain, subdomains in domains.items():\n add_dynamic_node(agn_graph, main_domain, domain=True, label=main_domain)\n for subdomain, attributes in subdomains.items():\n add_dynamic_node(agn_graph, subdomain, **attributes)\n add_dynamic_edge(agn_graph, subdomain, main_domain, relationship=\"inherits_from\")\n\nprint(\"Initialized Domains with Dynamic Properties:\")\nfor node, data in agn_graph.nodes(data=True):\n print(f\"{node}: {data}\")","metadata":{"execution":{"iopub.status.busy":"2024-10-27T21:57:43.796473Z","iopub.execute_input":"2024-10-27T21:57:43.796903Z","iopub.status.idle":"2024-10-27T21:57:43.814283Z","shell.execute_reply.started":"2024-10-27T21:57:43.796850Z","shell.execute_reply":"2024-10-27T21:57:43.813170Z"},"trusted":true},"execution_count":47,"outputs":[{"name":"stdout","text":"Initialized Domains with Dynamic Properties:\nFinance: {'created_at': datetime.datetime(2024, 10, 27, 21, 57, 43, 809720), 'updated_at': datetime.datetime(2024, 10, 27, 21, 57, 43, 809723), 'status': 'active', 'domain': True, 'label': 'Finance'}\nBanking: {'created_at': datetime.datetime(2024, 10, 27, 21, 57, 43, 809741), 'updated_at': datetime.datetime(2024, 10, 27, 21, 57, 43, 809742), 'status': 'active', 'type': 'Service', 'inherits_from': 'Finance'}\nInvestments: {'created_at': datetime.datetime(2024, 10, 27, 21, 57, 43, 809758), 'updated_at': datetime.datetime(2024, 10, 27, 21, 57, 43, 809758), 'status': 'active', 'type': 'Service', 'inherits_from': 'Finance'}\nTaxation: {'created_at': datetime.datetime(2024, 10, 27, 21, 57, 43, 809769), 'updated_at': datetime.datetime(2024, 10, 27, 21, 57, 43, 809770), 'status': 'active', 'type': 'Service', 'inherits_from': 'Finance'}\nInsurance: {'created_at': datetime.datetime(2024, 10, 27, 21, 57, 43, 809780), 'updated_at': datetime.datetime(2024, 10, 27, 21, 57, 43, 809780), 'status': 'active', 'type': 'Service', 'inherits_from': 'Finance'}\nHealthcare: {'created_at': datetime.datetime(2024, 10, 27, 21, 57, 43, 809791), 'updated_at': datetime.datetime(2024, 10, 27, 21, 57, 43, 809792), 'status': 'active', 'domain': True, 'label': 'Healthcare'}\nHospitals: {'created_at': datetime.datetime(2024, 10, 27, 21, 57, 43, 809797), 'updated_at': datetime.datetime(2024, 10, 27, 21, 57, 43, 809798), 'status': 'active', 'type': 'Facility', 'inherits_from': 'Healthcare'}\nPublic Health: {'created_at': datetime.datetime(2024, 10, 27, 21, 57, 43, 809807), 'updated_at': datetime.datetime(2024, 10, 27, 21, 57, 43, 809808), 'status': 'active', 'type': 'Service', 'inherits_from': 'Healthcare'}\nEducation: {'created_at': datetime.datetime(2024, 10, 27, 21, 57, 43, 809818), 'updated_at': datetime.datetime(2024, 10, 27, 21, 57, 43, 809818), 'status': 'active', 'domain': True, 'label': 'Education'}\nSchools: {'created_at': datetime.datetime(2024, 10, 27, 21, 57, 43, 809823), 'updated_at': datetime.datetime(2024, 10, 27, 21, 57, 43, 809824), 'status': 'active', 'type': 'Facility', 'inherits_from': 'Education'}\nUniversities: {'created_at': datetime.datetime(2024, 10, 27, 21, 57, 43, 809833), 'updated_at': datetime.datetime(2024, 10, 27, 21, 57, 43, 809834), 'status': 'active', 'type': 'Facility', 'inherits_from': 'Education'}\nTransport: {'created_at': datetime.datetime(2024, 10, 27, 21, 57, 43, 809845), 'updated_at': datetime.datetime(2024, 10, 27, 21, 57, 43, 809845), 'status': 'active', 'domain': True, 'label': 'Transport'}\nPublic Transport: {'created_at': datetime.datetime(2024, 10, 27, 21, 57, 43, 809850), 'updated_at': datetime.datetime(2024, 10, 27, 21, 57, 43, 809851), 'status': 'active', 'type': 'Service', 'inherits_from': 'Transport'}\nLogistics: {'created_at': datetime.datetime(2024, 10, 27, 21, 57, 43, 809860), 'updated_at': datetime.datetime(2024, 10, 27, 21, 57, 43, 809861), 'status': 'active', 'type': 'Service', 'inherits_from': 'Transport'}\nPublic Safety: {'created_at': datetime.datetime(2024, 10, 27, 21, 57, 43, 809870), 'updated_at': datetime.datetime(2024, 10, 27, 21, 57, 43, 809871), 'status': 'active', 'domain': True, 'label': 'Public Safety'}\nPolice: {'created_at': datetime.datetime(2024, 10, 27, 21, 57, 43, 809876), 'updated_at': datetime.datetime(2024, 10, 27, 21, 57, 43, 809877), 'status': 'active', 'type': 'Service', 'inherits_from': 'Public Safety'}\nFire Department: {'created_at': datetime.datetime(2024, 10, 27, 21, 57, 43, 809886), 'updated_at': datetime.datetime(2024, 10, 27, 21, 57, 43, 809887), 'status': 'active', 'type': 'Service', 'inherits_from': 'Public Safety'}\n","output_type":"stream"}]},{"cell_type":"markdown","source":"---\n\n**Cell 9: Markdown**\n\n## Context Management\n\n**Objective:**\n\nIntroduce a context manager to handle dynamic querying based on time, location, or user roles.\n\n---","metadata":{}},{"cell_type":"code","source":"# Context Manager Class\nclass ContextManager:\n def __init__(self):\n self.current_time = datetime.now()\n self.user_role = 'guest' # default role\n \n def update_context(self, **kwargs):\n for key, value in kwargs.items():\n setattr(self, key, value)\n\n# Initialize context manager\ncontext_manager = ContextManager()\n\n# Update context as needed\ncontext_manager.update_context(user_role='admin', current_time=datetime(2023, 1, 1))","metadata":{"execution":{"iopub.status.busy":"2024-10-27T21:57:43.815971Z","iopub.execute_input":"2024-10-27T21:57:43.816358Z","iopub.status.idle":"2024-10-27T21:57:43.830672Z","shell.execute_reply.started":"2024-10-27T21:57:43.816320Z","shell.execute_reply":"2024-10-27T21:57:43.829642Z"},"trusted":true},"execution_count":48,"outputs":[]},{"cell_type":"markdown","source":"\n**Cell 11: Markdown**\n\n## Query Functions with Inheritance-Based and Contextual Inference\n\n**Objective:**\n\nAllow for both domain-specific and cross-domain queries, utilizing context and handling dynamic properties.\n\n---\n\n**Cell 12: Code**\n","metadata":{}},{"cell_type":"code","source":"def dynamic_query(graph, context_manager, node_type=None, **filters):\n \"\"\"\n Retrieves nodes based on dynamic properties and context.\n \"\"\"\n results = []\n for node, data in graph.nodes(data=True):\n match = True\n if node_type and data.get('type') != node_type:\n match = False\n for key, value in filters.items():\n if data.get(key) != value:\n match = False\n break\n if match:\n # Check if node is active within the context's time frame\n if data.get('status') == 'active' and data.get('updated_at') <= context_manager.current_time:\n results.append(node)\n return results\n\n# Example usage\nfinance_services = dynamic_query(agn_graph, context_manager, node_type='Service', inherits_from='Finance')\nprint(\"\\nActive Finance Services as of Context Time:\")\nprint(finance_services)","metadata":{"execution":{"iopub.status.busy":"2024-10-27T21:57:43.833328Z","iopub.execute_input":"2024-10-27T21:57:43.833681Z","iopub.status.idle":"2024-10-27T21:57:43.847452Z","shell.execute_reply.started":"2024-10-27T21:57:43.833644Z","shell.execute_reply":"2024-10-27T21:57:43.846061Z"},"trusted":true},"execution_count":49,"outputs":[{"name":"stdout","text":"\nActive Finance Services as of Context Time:\n[]\n","output_type":"stream"}]},{"cell_type":"markdown","source":"\n---\n\n**Cell 13: Markdown**\n\n## Parsing Scenarios with Enhanced NLP Integration\n\n**Objective:**\n\nImplement a more sophisticated NLP processor to extract dynamic entities, temporal expressions, and relationships.\n\n---\n\n**Cell 14: Code**","metadata":{}},{"cell_type":"code","source":"def parse_dynamic_scenario(scenario_text):\n \"\"\"\n Parses input scenario text to extract entities, actions, times, and relationships.\n \"\"\"\n doc = nlp(scenario_text)\n entities = []\n times = []\n relationships = []\n\n for ent in doc.ents:\n if ent.label_ in ['PERSON', 'ORG', 'GPE']:\n entities.append((ent.text, ent.label_))\n elif ent.label_ in ['DATE', 'TIME']:\n times.append(ent.text)\n\n for token in doc:\n if token.pos_ == \"VERB\":\n subject = [child for child in token.children if child.dep_ == \"nsubj\"]\n obj = [child for child in token.children if child.dep_ == \"dobj\"]\n if subject and obj:\n relationships.append((subject[0].text, token.lemma_, obj[0].text))\n\n return entities, times, relationships\n\n# Example Scenario\nscenario = \"On January 5th, 2023, Patient A consulted Doctor B.\"\nentities, times, relationships = parse_dynamic_scenario(scenario)\nprint(\"\\nParsed Scenario:\")\nprint(\"Entities:\", entities)\nprint(\"Times:\", times)\nprint(\"Relationships:\", relationships)","metadata":{"execution":{"iopub.status.busy":"2024-10-27T21:57:43.848902Z","iopub.execute_input":"2024-10-27T21:57:43.849286Z","iopub.status.idle":"2024-10-27T21:57:43.871668Z","shell.execute_reply.started":"2024-10-27T21:57:43.849249Z","shell.execute_reply":"2024-10-27T21:57:43.870651Z"},"trusted":true},"execution_count":50,"outputs":[{"name":"stdout","text":"\nParsed Scenario:\nEntities: []\nTimes: ['January 5th, 2023']\nRelationships: []\n","output_type":"stream"}]},{"cell_type":"markdown","source":"\n\n---\n\n**Cell 15: Markdown**\n\n## Dynamic Expansion of Entities and Relationships\n\n**Objective:**\n\nEnsure AGNs can dynamically grow by adding new entities and relationships with dynamic properties as scenarios are processed.\n\n---\n\n**Cell 16: Code**\n","metadata":{}},{"cell_type":"code","source":"def integrate_dynamic_scenario(graph, scenario_text):\n \"\"\"\n Integrates a scenario into the AGN by parsing and adding entities and relationships with dynamic properties.\n \"\"\"\n entities, times, relationships = parse_dynamic_scenario(scenario_text)\n for entity, label in entities:\n add_dynamic_node(graph, entity, type=label, label=entity)\n for subj, action, obj in relationships:\n # Assuming action as a node\n add_dynamic_node(graph, action, type='Action', label=action)\n add_dynamic_edge(graph, subj, action, relationship='performs')\n add_dynamic_edge(graph, action, obj, relationship='on')\n print(\"\\nIntegrated Scenario into AGN with Dynamic Properties.\")\n\n# Integrate Example Scenario\nintegrate_dynamic_scenario(agn_graph, scenario)","metadata":{"execution":{"iopub.status.busy":"2024-10-27T21:57:43.873471Z","iopub.execute_input":"2024-10-27T21:57:43.873896Z","iopub.status.idle":"2024-10-27T21:57:43.891395Z","shell.execute_reply.started":"2024-10-27T21:57:43.873858Z","shell.execute_reply":"2024-10-27T21:57:43.890381Z"},"trusted":true},"execution_count":51,"outputs":[{"name":"stdout","text":"\nIntegrated Scenario into AGN with Dynamic Properties.\n","output_type":"stream"}]},{"cell_type":"markdown","source":"---\n\n**Cell 17: Markdown**\n\n## Visualization of the Dynamic Knowledge Graph\n\n**Objective:**\n\nEnable the visual inspection of the graph, showing dynamic properties and context-based statuses.\n\n---\n\n**Cell 18: Code**\n","metadata":{}},{"cell_type":"code","source":"def visualize_dynamic_graph(graph, context_manager, title=\"Dynamic AGN Graph\"):\n plt.figure(figsize=(12, 8))\n pos = nx.spring_layout(graph, k=0.5, iterations=50)\n \n # Node colors based on status and context\n node_colors = []\n for node, data in graph.nodes(data=True):\n if data.get('status') == 'active' and data.get('updated_at') <= context_manager.current_time:\n node_colors.append(\"lightgreen\")\n else:\n node_colors.append(\"lightgrey\")\n \n nx.draw_networkx_nodes(graph, pos, node_color=node_colors, node_size=1500)\n nx.draw_networkx_edges(graph, pos, arrowstyle='->', arrowsize=20)\n nx.draw_networkx_labels(graph, pos, font_size=10, font_weight='bold')\n \n # Edge labels\n edge_labels = {(u, v): d.get(\"relationship\", \"\") for u, v, d in graph.edges(data=True)}\n nx.draw_networkx_edge_labels(graph, pos, edge_labels=edge_labels, font_color='red')\n \n plt.title(title)\n plt.axis('off')\n plt.show()\n\n# Visualize the graph\nvisualize_dynamic_graph(agn_graph, context_manager)","metadata":{"execution":{"iopub.status.busy":"2024-10-27T21:57:43.892647Z","iopub.execute_input":"2024-10-27T21:57:43.893052Z","iopub.status.idle":"2024-10-27T21:57:44.522225Z","shell.execute_reply.started":"2024-10-27T21:57:43.893007Z","shell.execute_reply":"2024-10-27T21:57:44.521132Z"},"trusted":true},"execution_count":52,"outputs":[{"output_type":"display_data","data":{"text/plain":"
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IqIiIiIiEiDpmArIiIiIiIiDZqCrYiIiIiIiDRoCrYiIiIiIiLSoCnYioiIiIiISIOmYCsiIiIiIiINmoKtiIiIiIiINGgKtiIiIiIiItKgKdiKiIiIiIhIg6ZgKyIiIiIiIg2agq2IiIiIiIg0aAq2IiIiIiIi0qAp2IqIiIiIiEiDpmArIiIiIiIiDZqCrYiIiIiIiDRoCrYiIiIiIiLSoCnYioiIiIiISIOmYCsiIiIiIiINmoKtiIiIiIiINGgKtiIiIiIiItKgebq7ABERaTocDgcOhwPDMDAMA4vFgsViwcPDA4vF4u7yREREpIFSsBURkTPC4XBQUlKCzWbDZrNRXFxMWVlZtedaLBZ8fX3x8/Nz/fDx8VHYFRERkRqxGIZhuLsIERFpHAzDwGazkZ2dTV5e3mldy2q1Eh4eTnh4ON7e3nVUoYiIiDRGCrYiInLaKioqyMvLIzs7m9LS0jq/fmBgIOHh4QQFBamLKyIiIlUo2IqISK0ZhkFeXh7p6ek4HI4zfj8fHx/i4uLw8/M74/cSERGRhkPBVkREasVut5Oenk5BQcFZv3dUVBRRUVFYrVrcX0RERBRsRUTkFJ3tLu3xeHt7Ex8fr+6tiIiIKNiKiEjNGYZBeno6ubm57i7FJTY2lrCwMHeXISIiIm6kYCsiIjViGAb79+8/7dWOz4QWLVoQERHh7jJERETETTQ5SURETqo+h1qAjIwMsrOz3V2GiIiIuImCrYiInJBz+HF9DbVOGRkZHD582N1liIiIiBso2IqIyAkdPny4Xs2pPZH9+/dTUlLi7jJERETkLFOwFRGR43Ju6dOQ7N+/Hy0fISIi0rQo2IqISLWc82obWkgsKSnh0KFD7i5DREREziIFWxERqdbhw4cpKipydxm1cvDgQQ1JFhERaUIUbEVEpIry8nIyMjLcXcZpaWhDqEVERKT2FGxFRKSKw4cP43A43F3GaSkuLsZms7m7DBERETkLFGxFRKQSwzAazZ6wjeV9iIiIyIkp2IqISCWFhYXY7XZ3l1En8vLyqKiocHcZIiIicoYp2IqISCU5OTnuLqHOGIbRYPbgFRERkdpTsBUREZfy8nIKCgrcXUadUrAVERFp/BRsRUTEpTEutlRaWqrhyCIiIo2cgq2IiLicTrBdt24diYmJJCYmkpaWdtLznefOmzev1vesKe1pKyIi0rgp2IqINEL9+/fHYrHQunXrSsdXrlyJxWLBYrHw/vvvV3ldXXds582b5wqw7tQYO9EiIiJyhIKtiIi4NNYAWF3H1jCMRrP6s4iISFOnYCsi0sSlp6dz++23ExMTQ2JiIoMHD+btt9+mvLzcdc6XX37JDTfcwCWXXELXrl3p06cPd911F7/++utxrzt58mQeffRR12Nn5/bNN9+sdF5hYSFTpkyhd+/eDBw4kHfeeafS80VFRbz00ksMGTKErl27cvHFF3P33Xe7wurMmTO55ppruOiii+jatSt9+/Zl4sSJpKSkuK7x0UcfuTrVS5cu5ZxzzsHLy4tVq1YBsHbtWv70pz8RGhqKr68vF1xwAZ9//nmtP1MRERE5uzzdXYCIiLhPdnY2vXv3JjU1laCgIBISEti9ezdvvPEGaWlpPP300wBs2bKFHTt20KJFC5o3b86ePXtYvXo1Gzdu5MsvvyQyMrLKtePj44mLi2P//v0AJCUlAdC8efNK502bNo2goCC8vb3JzMzk9ddfJzExkT59+mC32xkzZgxbt24FICYmBk9PT1avXk1ZWRm+vr789NNP7Nu3jxYtWmC1WtmzZw8rVqxg8+bNLFq0CB8fHxwOh+t+w4cPJyYmhvj4eABWrVrFgAEDsNvtREdHEx0dzYYNG7j22mv54IMPuPXWW+v+gxcREZE6pY6tiEgjtnfvXlen0mKxMGDAgErPv/7666SmptK8eXM2b97MnDlzmDp1KgDz589n3759AFx//fX88MMPLFy4kM8//5y5c+cCZjf1+++/r/bed999N3fddZfrcXJyMsnJyYwaNarSeR07dmTZsmXMnz8fT0/z+9a1a9cCsGTJEleofeCBB1i2bBmLFi3iiy++wM/PD4AJEyawatUq5s+fz9y5c3nrrbcAOHjwIBs2bADMYcdO999/P3v27GHPnj1ccsklTJkyBbvdzuWXX05qairbtm1j4sSJgNl1FhERkfpPHVsRkUbM29ubrl27uh7n5+e7giLAjz/+CJghsFWrVpVeaxgGmzZtomXLluTn5/PMM8/w22+/UVBQUCkoZmZmnlaNgwYNwsvLi7CwMMLDw8nMzCQ7OxuATZs2ud7H0Z3Tdu3auX6dnp7Ok08+yfbt2ykuLq5UW1ZWVpX7OUMrgIeHh+szWL58OV5eXpXO3b9/P2lpacTGxp7WexQREZEzS8FWRKQRa9GiBWvWrHE9XrlyZZWuLUBQUBCdOnWitLS00nE/Pz+Ki4u56667KCgowMfHh06dOuHl5eUKnUcP862NoKAg16+dHdujw6mTxWKpciw1NZUJEyZgt9sJCAigS5cuVFRUsG3bNoBq9689dii0U2xsLHFxcVWOHz3XWEREROonBVsRkSasR48eLF68GE9PTz788EPXKsFFRUWsWLGCgQMHsmXLFgoKCgB46qmn+NOf/sTGjRu5+eabT3p9X19f16+Li4vx9/c/pfqSkpKYPXs2ZWVlfPjhh9x2220A7N69m/j4eLZt2+aq+e233+b8889nyZIl/O1vf6t0naND8bEBuUePHnz33Xe0atWKr7/+2jXEef/+/fz8889VOtkiIiJS/yjYiog0YePGjWP69OmkpaWRlJREmzZtKCoq4sCBA5SXlzNs2DDi4uLw8/PDZrPx+OOPM336dHJycmp0/TZt2rh+ffXVVxMVFcWDDz5YaXj0iQwZMoSPPvqIrVu38tJLLzFr1iw8PT1JTU3lhx9+oG3btnh4eFBRUcE999xDdHS0axjz0Tw8PI57j6eeeoqBAweyevVqWrRoQZs2bcjKyiI9PZ2+ffsyfPjwGtUqIiIi7qPFo0REmrCoqCjWrFnDmDFjiIiIYNeuXZSWltKtWzdX1zMkJISpU6fStm1bHA4HXl5evP766zW6fseOHbnrrruIiIggIyODTZs2kZ+fX+P6vLy8eO+997jtttuIjY3l4MGDHD58mN69e+Pt7U1CQgJPPfUUsbGx2O12wsLC+Mc//lHtdY6nb9++fP/99wwZMgSLxcJvv/2Gl5cXo0aN4sEHH6xxrSIiIuI+FqO6iUwiItIk7du375SCZ0PRokULIiIi3F2GiIiInCHq2IqIiItzfmlj01jfl4iIiJgUbEVExKWxBsCjF7ESERGRxkfBVkREXBpjsPX19cVq1f/uREREGjP9n15ERFw8PDwICQlxdxl1Kjw83N0liIiIyBmmYCsiIpU0piBosVgaXVAXERGRqhRsRUSkEn9/f3x8fNxdRp0ICws74R62IiIi0jgo2IqISCUWi6XRdG0by/sQERGRE1OwFRGRKkJDQxt8pzMwMFCrIYuIiDQRCrYiIlKFh4cHMTEx7i6j1iwWS4OuX0RERE6Ngq2IiFQrJCSE4OBgd5dRKy1atMDb29vdZYiIiMhZomArIiLHFRMT0+CGJAcEBBAWFubuMkREROQsUrAVEZHj8vT0bFBDei0WC7GxsVgsFneXIiIiImeRp7sLEBGRysrLy7HZbJSUlOBwOHA4HIAZ2qxWK15eXvj5+eHj41N3Ac4w+OMm4HCA9cj3niEhIZSUlJCVlVU39zqDWrZsqSHIIiIiTZCCrYiIm5WWlpKXl4fNZsNms1FeXl6j11ksFnx9ffHz8yMwMJCgoKDaBd2jg+xXX8Hy5fDkk+Dv7zqlWbNmVFRUkJOTc+rXP0vi4+MJCgpydxkiIiLiBgq2IiJuYBgGBQUFZGdnU1RUVOtrOMNwTk4Onp6ehIeHExYWhpeXV80v5Ay1//wnPP883HAD7NwJSUmuUywWCy1atMBisZCdnV2res+k+Ph4QkJC3F2GiIiIuInFMJzjz0RE5ExzOBxkZ2eTnZ1d485sbQQHBxMVFYWfn1/NXvDRR/DAA5CcDJdfXv05hoEBZGVlkZmZWWe1ng6LxULLli3VqRUREWniFGxFRM6SoqIi9u/fj91uP2v3jIqKIioqCqvVWnnIcXk5eB41aOfhh+HAAfjgA9i3DzZtgrlzITISRo2Cnj2PnFtRQaHNxv79+ym32815uW7g7+9PbGwsPj4+brm/iIiI1B8aiiwicoY5HA4OHjzoliG8WVlZ5OfnExcXZ3ZvMzLgiy9g3Dg4dAgmTYInnoCwMHMocpcuMH8+BAWZIXjlSti71wy8Pj6uQBwYGEj7997jQGgoucOGndX3ZLFYiI6OJjw8XKsfi4iICKBgKyJyRtlsNvbt23dWu7THKi0tZdeuXURFRdFs2TIs48dDbi688ILZjY2Nhfvug4MH4fPP4frroU8fuPBCeO89eO01sNvNYOvs8o4ahccvvxD7ySeEtG5NWlraWXmP6tKKiIhIdTQUWUTkDCksLGTv3r3Up//MhoSEEHfffVgWLoSbb4b33698gt0ORy88deONZud2+nQz2JaUQOfOEB8PH39s/kzdLIZ1PBaLhZCQEMLDw/E/aqVmEREREScFWxGRM6CgoIC9e/e6u4xqBf32Gy3/+U8su3bBunXQtm3lQJueDqtWmWF2zx747jto0cJ8zjDgb3+DRx+F4OAjx44aElxaWkpOTg65ubmuPXhrw8vLi4iICEJDQ/H01AAjEREROT4FWxGROlZUVERKSkq96tQeK8Tfn7i77sKSkgLr15tzap3hdtUqeOMNc7GpWbPM0FpRYQbYYwPmMaG28lMGdrvdtSWR80d1YdfT0xM/P79KPxRmRUREpKYUbEVE6lBJSQm7du2q16HWKdxqJebaa6FZM/j2W/Ogs4vbvz9ER5vHjl1B2ekEofZkDMPAMAwsFosWgBIREZHTZnV3ASIijYVhGKSmpjaIUAuQ43BQ+MEHsG0bXHopPP+8uSpyQcGRUOtwVB9q4bS2+bFYLFitVoVaERERqRPq2IqI1JHMzEwyMzPdXcYp8fT0pH1xMR73328G1TvugJtucndZIiIiIqdEwVZEpA6UlJSwc+dOd5dRK2FhYcSGh0NZGYSEmAdPY5ixiIiIyNmmocgiIqfJOQS5ocrNzaWwosIMtc7vOhVqRUREpAFRsBUROU2HDx+mtLTU3WWcloyMDHNu8IkCbUXF2StIRERE5BQo2IqInKacnBx3l3DaSktLsdlsJz7Jw+PsFCMiIiJyihRsRUROg3Nv1sYgOzu78gEtwSAiIiINhIKtiMhpqBIGG7C8vDzKy8uPHLBYFG5FRESkQVCwFRGppYqKCvLy8txdRp3Kzc2tfECLSImIiEgDoGArIlJLhYWFNLYd0/Lz84882LwZHA73FSMiIiJSQwq2IiI11L9/fywWC6NHjwY47tzaQYMGkZiYyJtvvgnAunXrSExMJDExkbS0tLNVbq2UlJSYYf3KK+Gpp1zBtnXr1lgsFp544omTXmP06NFYLBb69+9/ZosVERER+YOCrYg0Ws4g6vzh4eFBbGwsQ4cOZfXq1ad9/ZouGhUQEEBSUhJJSUl4e3vX+n7z5s1zBeR169ZVes4ZpseMGVPr64O5J2/pc8/Btm3w/PPg6Xncc52f6/vvv39a9xQRERE5Xcf/F4uISCPh7e1N165dKS0tZfPmzXz55ZcsXbqUVatW0bNnz1pd0zCMGgfbLl26kJycXKv7uINtyxZ8Z82Ctm3dXYqIiIhIjahjKyKNXosWLVizZg0bNmxg3rx5AJSXl/Pxxx8D1Q+dff/9910dyeo8/fTT9OvXj549e/LQQw9Vnpt6jOMNRV69ejVjx47lwgsvpFu3bgwdOpSFCxee/hv+g8Ph4KOPPmLEiBF069aNPn368MADD7B//37XOQcOHOCee+7hsssuo3v37nTv3p0L16zhldWrjzt/eOXKlZU+lzFjxmCxWGjdunWVc6dPn06bNm0ICgriqquu4sCBA3X2/kREREScFGxFRE7R559/ztSpUwkMDMRms7F06VIee+yxU7rGsmXLuPvuu1m7di3l5eW0bNmSQ4cO8dtvv9VZnc899xz/+Mc/2LlzJy1btsTDw4Ply5dzyy23uLYpOnz4MP/9738BSEhIICAggN/37OH+++93zRE+VnBwML169XI9TkhIoFevXnTt2rXSeT/++CPjx4/Hy8uLwsJCFi1axF//+tc6e38iIiIiThqKLCKNXkZGBr1793YNRQbw9PTkhhtuqNX1vLy8WLt2LWVlZbzyyiu8++67rFixgt27d5OQkFCja7z88ssYhkF8fDwzZ84kMjISu93O3r17a/T622+//YTP79+/n08//RSAZ599lmHDhlFcXMywYcM4ePAgH3/8MePHjyc2NpalS5cSGxsLmF3esWPHsm7dOj755BPGjRtX5doXXHABa9ascXVtH330UdeCWkcrLS1l/fr1nHfeeYwcOZK5c+eyYsWKGr0/ERERkVOhjq2INHplZWWsXbuWTZs2ERUVxZVXXsl3331Xqet4KgYMGECzZs0AGDJkiOv4jh07avT6nJwc15Dkq6++msjISMAMzO3atavRNRISElwLUiUlJeHl5VXp+S1btriGEk+ePJnExER69erFwYMHAdi0aRMAHh4ezJgxgyuuuIKuXbty3nnnuRamSk9Pr1Etx5OYmMh5550HmPOMAdf9RUREROqSOrYi0ui1atWKlJSU4z7v7DxWVFS4juXl5Z3psk7LlClT6NGjh+vxoEGDjhtEO3XqVGU15piYGABefPFF5syZA5ifU0hICKmpqeTm5lb6PGojNDTU9WvPE6yuLCIiInK69C8NEWnynN3XPXv2UF5ejsViYe7cucc9f+XKlWRlZQHmXFmn9u3b1+h+4eHhxMbGkpaWxvz58xk1ahQRERHY7Xb27dtH2zpYjbhLly5YLBYMw2D48OHcfPPNgLma8/r16wkMDARg48aNAPTp04d33nmH0tJSbrnlFnJzc096Dz8/P2w2G0VFRaddr4iIiMjp0FBkEWnyBg4cCEBaWhrnn38+iYmJ/PDDD8c9v6ysjO7duzN06FD+85//AObw5JrOrwW4//77sVgs7Nu3jyFDhjBy5Ej69evH559/fnpv5g/x8fGMGjUKgH/84x8MHjyYkSNH0qdPH0aPHs3WrVsB6NChA2Cu0Dx06FAuv/xyMjIyanSPTp06AfD3v/+dnj178sgjj9RJ7SIiIiKnSsFWRJq8K664gmeeeYaYmBhSUlI499xzeeaZZ457/jXXXMNf//pXCgoK8PX15YorruDpp58+pXsOGjSIt99+m169euHh4cHevXuJiIhwzUWtC48++ih/+9vfaN++PVlZWWRkZBATE8Ott97qGsb80EMPMWDAAPz9/SkqKmL06NFcfvnlNbr+q6++SmJiImVlZaxbt47t27fXWe0iIiIip8JiHG+jQhEROS7DMNi6dSsOh8PdpdS52NhYwsLC3F2GiIiISI2pYysiUgsWiwU/Pz93l3FGNNb3JSIiIo2Xgq2ISC01xgBosVjw8fFxdxkiIiIip0TBVkSklhpjsPXx8XFtfyQiIiLSUCjYiojUUkBAgLtLqHPBwcHuLkFERETklCnYiojUkqenJ6Ghoe4uo05p0SgRERFpiBRsRURqyeFw4O/v7+4y6kxwcDBeXl7uLkNERETklHm6uwARkYbE4XCQl5dHTk4ONpvN3eXUqYiICHeXICIiIlIrCrYiIjVQWlpKbm4uOTk5jXLvWm9v70bVfRYREZGmRcFWROQEysvLSU9PJz8/392lnFHR0dFaDVlEREQaLAVbEZFqGIZBfn4+aWlpjbJDe7SQkBCthiwiIiINmoKtiMgxysvLSUtLo6CgwN2lnHEeHh7ExMS4uwwRERGR06JgKyJylOLiYlJSUhp9l9YpNjYWDw8Pd5chIiIicloUbEVE/lBYWMjevXsxDMPdpZwVYWFhGoIsIiIijYKCrYgIZqhNSUlxdxlnTVBQkIYgi4iISKNhdXcBIiLuVlxczN69e91dxlkTEBBAfHy8VkEWERGRRkMdWxFp0srLy5vU8OOgoCDi4+OxWvW9poiIiDQeCrYi0qSlp6dTUVHh7jLOioiICO1XKyIiIo2Sgq2INFl5eXnk5+e7u4wzzsvLi7i4OAICAtxdioiIiMgZoWArIk1SeXk56enp7i7jjIuIiKB58+YaeiwiIiKNmoKtiDRJGRkZjXoIcmBgIFFRUerSioiISJOgYCsiTY7dbicvL8/dZdQ5q9VKeHg44eHheHt7u7scERERkbNGwVZEmpycnBx3l1BnvL298ff3JzAwkODgYA05FhGp5wzDoKysDJvNhs1mo7S0FIfD4Vqd32KxYLVa8fHxwc/PDz8/P7y9vbXwn8hJKNiKSJPicDgaVbCNjY3VcGMRkXquvLycw4cPk5+fj81mq9EWc4WFha5fWywW/Pz8CA4OJjQ0FE9P/RNe5Fj6WyEiTUpBQUGjmlubnZ2tYCsiUk/ZbDays7PJy8s7rf3SDcOguLiY4uJiDh48SEhICBEREfj5+dVhtSINm4KtiDQpjalbC5Cfn095ebm+vRcRqUcKCws5cOAAJSUldX5twzA4fPgwhw8fxtfXl+joaAIDA+v8PiINjSZjiUiT4fzGu7Gx2WzuLkFERICKigrS0tJISUk5I6H2WCUlJaSkpJCWltaoRiOJ1IaCrYg0GaWlpac1FKy23nzzTRITExk0aFCdXXPMmDEkJiYyefJkBVsRkXqgsLCQHTt2kJube9bvnZuby44dOyrNyxVpahRsRaTR6N+/PxaLhdatW1c6vnLlStfCG/PmzTvrdTVv3pykpCQ6derkOjZ58mQSExMZM2bMaV9fwVZExH0MwyAjI4OUlBTKy8vdVkd5eTkpKSlkZGS45UtcEXfTpCwRkTNs1KhRjBo16oxdvzEOrxYRaQgMw2D//v31am/07OxsysvLiYuL0xZB0qSoYysiTVJGRgaPPPII/fv3p2vXrgwcOJBnnnmm0j9O9uzZw/jx4+nXrx8XXHABAwcO5O677+bXX38FYN68eSQmJpKYmMi6deu49tpr6datGyNHjmTdunWu6xw7FHnQoEEsWLAAgJ9++qnSNUpKSrjvvvsYPHgwPXv25IILLuDKK6/k9ddfx263V/teKioqKC8vZ+rUqXTq1Al/f39CQkI477zzeOihh87URygi0qQZhsG+ffvqVah1ysvLY9++fercSpOiYCsiTU52djY333wzCxcupKCggFatWpGTk8Ps2bMZPXo0paWlADz88MOsXLmS8vJy2rVrh2EYrFq1il27dlW55rhx4ygrK8NqtbJjxw7GjRtHZmZmtffv1KkTYWFhAAQEBJCUlERSUhIBAQGUlZXx7bffUlJSQqtWrQgPD2ffvn288847vPrqq8d9T3PnzuXBBx/k999/p02bNsTExLBjxw4+++yzOvjERETkaM5ObUFBgbtLOa6CggL279+vcCtNhoYii0ijs3fv3hMOv/rkk0/IzMzEarXy4Ycf0qVLF1asWMHEiRPZuXMnixcvZsSIEezduxeA119/na5duwKwf//+aq/94IMPct1117Fz506uvfZabDYbycnJ3H///VXOnTZtGpMnT2bBggV07tyZGTNmuJ6z2+3MmzePtm3buo5NmjSJL7/8kiVLlvDXv/612ve0c+dOAC677DKWL18OmItl/fzzzyf7uERE5BRlZmbWy07tsfLy8vD29qZ58+buLkXkjFOwFZFGx9vb2xVEwdzrdevWra7HmzdvBqB169Z06dIFgIEDB+Ln54fNZmPLli2MGDGCfv36sWTJEm6//Xbi4+Np27YtvXv3ZsSIEVXu+ac//QmAdu3a0b59e7Zu3cqOHTtOuXar1cqXX37J8uXLSU9PrzT8OCsr67ivGzhwIN7e3nz99ddERUXRsWNHunXrVieLU4mIyBE2m+2E/z2ub7KysggODsbPz8/dpYicUQq2ItLotGjRgjVr1rger1y5kgEDBpzydZ577jkGDBjAunXr2LVrFz/88ANff/01O3bsYMqUKXVZssu7777L9OnTAYiJiSEyMpIDBw6QmZmJw+E47uvOPfdctmzZwscff8yGDRvYuHEjq1atYvr06WzdupWWLVuekXpFRJoSh8NBamqqu8s4ZampqbRr1w6rVbMQpfHSn24RaXLOPfdcAFJSUvjtt98AWLFihWvbnHPOOQeA9evXM3DgQB577DE++OAD7r77boBqh/cuXboUgN27d7s6te3btz9uDc5vzo/dqmfTpk2A2U1etmwZM2fOpGPHjid9T7t27cJisfDYY48xd+5ctm3bRnBwMMXFxZUWshIRkdrLysqirKzM3WWcsrKysgbVZRapDXVsRaTJuf7665kzZw5ZWVnccssttGzZkpSUFMAcSuwcVjxp0iTy8/OJjo7G19fXNY+1Q4cOVa45depUPvroI9LT0ykvL8fPz48bb7zxuDW0adMGwDXs2d/fn3fffZcOHTrw3XffkZKSwuDBg7Hb7a7FrE5k1apV3HPPPbRo0YLo6GgOHjxIfn4+Hh4eruHWIiJSew1tCPKxnLX7+fnh6+uLl5eXtgOSRkUdWxFpciIiIkhOTmbo0KEEBQWRkpJCeHg41113He+//z4+Pj4AXH311bRt25bc3Fx27dpFZGQk11xzDY888kiVa7711lt4e3u7VlB+7bXXTrhYx4gRI7j88ssJCgpi586dbNq0CYfDwdixYxk2bBhBQUEUFhYyZMgQ/vznP5/w/VitVrp3786IESPw9vbmt99+o6ioiN69e/PZZ5/RuXPn0/vARETkuCvdNyRZWVns27eP7du3s3XrVvbs2cPBgwcpKCjQ6snS4FkM/SkWkSYiOzubjIyMOrvevHnzePTRRwFce9u6Q0BAgKsDLCIidc9ut/P777+7u4wzytPTk/DwcMLCwvDy8nJ3OSKnTEORRaTJaKwrQjbW9yUiUl/k5OS4u4Qzrry8nMzMTDIzMwkODiYyMhJ/f393lyVSYwq2ItJk+Pr6uruEM0LBVkTkzDEMo0kE26Pl5+eTn59PeHg40dHRWk1ZGgQNRRaRJmXnzp2UlJS4u4w61aFDB7y9vd1dhohIo5SXl9cgt/ipK15eXsTFxREQEODuUkROSF+/iEiTEhYW5u4S6pS/v79CrYjIGVRUVOTuEtzKbrezZ88e0tPTT7ifuoi7KdiKSJMSGhraqLY3iIiIcHcJIiKNWnFxMQBjxowhMTGRyZMnu7miyt58800SExMZNGjQSc9dt24diYmJJCYmkpaWdkr3ycnJYe/evVRUVNS2VJEzSsFWRJoUDw8PQkND3V1GnfDw8CAoKMjdZYiI1Ev9+/fHYrHQunXrSsdHjx6NxWKp0ZecDofDNX2lbdu2JCUlER8ffybKrbXmzZuTlJREp06dXMcmT55MYmIiY8aMqXRuQEAASUlJJCUl1Wq0T1FREXv27FG4lXpJi0eJSJMTHh5Obm6uu8s4beHh4VrQQ0TkDCotLXX9esqUKWf13na7vUbb7owaNYpRo0bV6JpdunQhOTn5tOoqKSkhJSWFNm3a6P9BUq/oT6OINDl+fn6NYguD8PBwd5cgItLgOTu4/fv354033qB169YEBQVx1VVXkZKS4jrv2KHIQ4cOJTExkX/84x+uc4qLi+nRoweJiYl8+umnABQUFPDCCy9wxRVX0LVrVwYOHMiLL76IzWZzve7oDut7773HwIED6datGwAbN25k7NixXHzxxXTr1o1BgwZx3333uRa0OnYo8qBBg1iwYAEAP/30k2vo8bp16447FPmHH35g9OjR9OrVi+7du3Pbbbfx448/VvqcPvjgA4YOHUqPHj04//zzOeecc3jwwQfr6rdB5LQp2IpIkxQTE+PuEk5L8+bNa/RNvoiI1Mzq1at58MEH8fb2prCwkEWLFp2wSzt8+HAAvvrqK9eiSt9++y0lJSV4e3szePBg7HY7t99+O8nJyeTk5JCQkEBeXh4ffvgh48eP59jNSTZu3Mi0adMIDAwkJCQEh8PBX/7yF9auXYunpycJCQmUlJTw7bffcuDAgWrr6tSpk2uhxKOHHh9vVeOlS5cybtw4fv75Z0JDQ4mMjGT9+vXceeedrnD77bff8tJLL5GSkkJsbCxRUVGkpKS4wrtIfaBgKyJNkq+vL82bN3d3GbXi5+dHZGSku8sQEWlUKioqWLNmDdu3b2fEiBGA2ck8nquuugqr1UpmZibr168HzJAIMGDAAIKDg1m8eDHbtm3Dy8uLOXPmMGfOHNdQ4LVr17J27dpK17Tb7bz++uvMnz+flStXkp+fz+HDhwGYPXs2n332Gd999x1z584lISGh2rqmTZvGJZdcAkDnzp1JTk4mOTmZLl26VHv+K6+8gmEYjBgxgqVLl7JkyRIGDhxIRUUFb7zxBgD79u0DoHfv3sybN48FCxawatUqnnvuuUrDtUXcSXNsRaTJioyMJC8vr8HtaxsXF9eoVnYWETkTTvW/k4mJiZx33nmAORd17ty5ZGVlHff86OhoevbsyZo1a1i6dCkdO3Zk9erVwJFu7q+//gqYgfWqq66qco1NmzbRu3dv1+PWrVu7QqlzscPzzjuPjRs3cuWVVxIfH0/79u255JJLuPLKK0/p/VUnJyfHNSR57ty5zJ07t0p9AH369MHLy4s1a9bQt29fWrduTZcuXbj66qvZv38/CQkJ+v+SuJ2CrYg0WRaLhbi4OHbu3OnuUmqsefPm+Pj4uLsMEZF6zzn0Nicnp9Lx7OxsAAIDAysdP3rFfE/Pmv0TediwYaxZs4bly5dzzjnnUFZWRlRUFH369Kl0npeXF507d67y+uDg4EqPq9vCbfr06SxevJgNGzawe/duli9fzpIlSzh06FCVVY9PR1xcXLVrN9jtdtq3b8+8efNYtGgR27Zt4/fff2fDhg188cUXzJ8/n5CQEI0kErdTsBWRJs3X15fY2NhT3s/PHYKCgvQPBxGRGjr//PNZtGgRBQUFTJ8+ndGjR7Nx40a+/fZbAFd39mQsFkuVubBOl112Gc8++yw5OTm8+uqrgDlE2cPDA4Bzzz2X2bNn43A4mDx5sms4cGlpKd9//z29evWqcq+jGYbBL7/8wvDhwxk5ciQATz31FJ999hk///zzcYOtn58fQKUFqqoTHh5OTEwM6enpdO7cmRdffNEV6lNSUkhPT8fLy4u9e/ditVq55557ADPs9u3bl8LCQjZv3kxMTAxhYWGu9y3iDgq2ItLkhYWF4XA4yMjIcHcpxxUQEEB8fLyGeomI1NDdd9/NW2+9RU5ODnfccQd33nmnK6BaLBYmTZpUo+scL9SCGSAvv/xy5s2bx6FDhwCzi+v0pz/9iQ8//JDt27dzww03kJCQQHl5Oenp6ZSVlbF06dIqXdujVVRUcMcddxAQEEB0dDQWi4Xdu3cD0KFDh+O+rk2bNgBs2bKFESNG4O/vz7vvvlvtuffddx9///vfWb58OQMHDqRZs2ZkZWWRnZ3NsGHD6NOnDz/99BNPPPEEUVFRREZGkp2dTWFhIR4eHrRt2xbDMDh8+HC1HWeRs0WLR4mIYA7/io6OdncZ1QoICKBVq1baL1BE5BTExcWxevVq/vznP9O8eXOsVishISFceumlLFmypE7mqELlIHvOOefQrl0712Nvb29mzJjBTTfdRHR0NCkpKeTn53POOedw3333nTQIenh4cN111xEbG0tmZiapqanExMQwevRo7r777uO+bsSIEVx++eUEBQWxc+dONm3a5Fq5+VhXXnklb7zxBt27d3ftURsQEMCwYcNc++N26tSJgQMH4uXlxa5du7DZbCQlJTF16lTXIlbZ2dkn/BJA5EyzGPoTKCLikpubW6+GJQcFBREfH69QKyLiBmVlZWzfvt3dZTQYbdq0Oe62QiJnmv6lJCJylLCwMNq0aeP2PWItFgvR0dG0bNlSoVZExE28vLz03+BT4FyYS8Qd9DdVROQYAQEBtG/f3m1zhfz8/GjXrh2RkZGaUysi4kYWiwV/f393l9Fg5OfnaziyuI2CrYhINaxWKy1atDir3VtnlzYhIUFb+oiI1BPOFYbrwpgxY0hMTGTy5MknPG/QoEEkJiby5ptvArBu3ToSExNJTEysV9NlSktLmTJlCv369XPV19D2hpfGQ6sii4icgLN7W1BQQHZ2NsXFxXV+D09PTyIiIggLC6vx3okiInLm9e/fn++++8712Gq1EhkZSefOnRk7diznn3/+WakjICCApKQkwFyQ6nT873//Y/r06ezYsYOioiJCQkJo2bIlgwYN4oYbbjila82ePZv58+cD0LFjR3x8fLDZbDX6MmDlypUMGDAAgD179tC6detTfi8iR9O/oERETsK5kmZISAglJSXk5OSQm5t72sOtAgICiIiIICgoSEOORUTqMS8vLzp37kxZWRk7d+7ku+++Y9WqVcycOZPExMQzfv8uXbqQnJx82tf59ddfuffeeykvLyc0NJS2bdty6NAh1q9fT0BAwCkH2127dgGQlJTkqk8dW3EXDUUWETkFvr6+xMTE0LlzZxISEmjRogWhoaEn/Qbdw8ODoKAgmjVrRqtWrejUqRNt2rQhODhYoVZEpJ6Ljo4mOTmZzz77jGnTpgFQXl7O4sWLAZg8eTKJiYmMGTPG9Zp58+a5hudW59///jcDBgygZ8+ePPTQQ+Tn5x/3/scbirx69WrGjh3LhRdeSLdu3Rg6dCgLFy487nW+/vprysvLadmyJd988w2ffvop33zzDV999RU33XST67xt27YxduxYBgwYwAUXXEDPnj25/vrrK1170KBBfPHFFwBs2rSJxMREBg0aRHFxMaWlpTz++OO0b98eb29vmjVrxu233+7a6/eJJ55wdWvBXE3ZYrEwevRobrnlFiwWCxdffHGl2rt164bFYjnhNkfStKljKyJSC1arFX9//0qLijgcDsrLy3E4HBiGgcViwWKx4OHhoSHGIiINmNVqxcPDg4qKijq53vLly/Hw8CAyMpJDhw6xdOlS7HY7r7zySo2vsWzZMh566CEMw8DX15eWLVty4MABfvvtN4YOHVrta5wjjbKyspgzZw49evSgTZs2REdHV9rLPS0tjXXr1hEdHU27du1IS0tjy5YtPPLII4SEhNC3b186deqEzWYjNzeXgIAA2rZtS2RkJKWlpYwcOZLFixfj4eHBOeecQ0pKCjNmzGDt2rX89NNPxMXF0blzZ7Zu3QrA+eefj4+PD23btmXgwIF89NFHrFq1iu3bt9OhQwdSUlJYv349ALfddlstP3Vp7PQvLRGROmK1Wk977pOIiNQ/GRkZ3HzzzRQXF7Nz507AXB9hyJAhtbqep6cnCxYsIDIykldeeYV3332XFStWsHv3bhISEmp0jZdffhnDMIiPj2fmzJlERkZit9vZu3fvcV8zfPhwPvnkE2w2G88++yxg7pd+8cUXc88999CmTRsAzjvvPFasWEFkZCSAK6zu27ePJUuW0LdvX6ZNm8bkyZNZsGABnTt3ZsaMGQD8+OOPrk72N998Q9++fcnIyKBt27b89ttvfPzxx4wdO5Z27dq5urZz586tNMc2KSmJTZs28d577/HCCy8wZ84cANq3b8+FF154Cp+0NCUaiiwiIiIicgJlZWWsX7+e7du3ExYWRt++fZkxY4ZrQadT1bNnT1doPDoc79ixo0avz8nJcQ1Jvvrqq13X8vLyol27dsd9Xdu2bZkzZw7XX389sbGxABQUFLBkyRJuvfVWcnNzXee+9NJLXHrppZx//vl0796dffv2AWa390Q2b97s+nW/fv2wWCzExMRgs9kAWLNmzUnf3z333APAzJkzqaiocAXbW2+99aSvlaZLHVsRERERkRNo1aoVKSkpFBYWkpKSUuV551oJDofDdaywsPBslXdK4uPjXdsNZWVl8d577/HRRx9x+PBh1q9fz8CBA5k0aRJr1qzBYrHQtm1b/P392bVrF0VFRac0HLtXr15Vjh095Pl4br75Zv72t7+RkZHBu+++66rllltuqfkblSZHHVsRERERkRoIDAwkLCysyvHw8HAA9u/fT3l5ORUVFaxYseK411m3bp1rIaVly5a5jrdv375GdYSHh7s6rvPnzyc7OxsAu93uWqm4OosXL2b58uWUlpYCEBUVVSl8BgUFAeZiUACjRo1i7ty5vPnmm5XWlDiRc8891/VrZ0Bes2YN//3vf3niiSf4v//7P4BK1ysqKqp0jcDAQFeIfeCBBzAMg379+tGqVasa1SBNkzq2IiIiIiI1FB0dTUFBAeXl5a5jvXv3ZsaMGWRmZnLttdficDiq7ew62e12hg4dSmRkpOu8AQMG1Hh+LcD999/PQw89xL59+xgyZAhxcXEcOHCA4cOH8/DDD1f7mt9//5333nsPb29vWrZsicViYffu3YDZyXWG0g4dOvDLL7/wxRdfsGHDBjIzM2u8gn+PHj0YNGgQy5Yt4+qrr6Zjx454eHiwd+9eioqK+Pbbb2ndujVt27bFy8sLu93OZZddRqtWrXjwwQe55pprAHM48ptvvukKvVo0Sk5GHVsRERERkRry8PAgPj6+UtDr06cP48ePp1mzZqSlpdGuXTvGjx9/3GtcfvnljBkzhoKCAnx9fbniiit4+umnT6mOQYMG8fbbb9OrVy9XcIyIiKBLly7Hfc0VV1zBddddR6tWrcjKymL37t2EhIRwxRVX8Pbbb7u6qM888ww9e/bEx8eHkpISHn74YTp06FCjury9vZk3bx6PPfYY7du3Z/fu3Rw4cIDOnTszZcoUV3iOiIjg1VdfJT4+noMHD7J27VoOHDjgus65557LJZdcApjdXWfgFTkei+Fc91tERERERGqkoKDghCsQN1UhISHEx8fXybXuvvtu3nnnHW655RZmzpxZJ9eUxkvBVkRERESkFvLy8khNTXV3GfVKdHS0a5Xm2vr3v//NokWLWLx4MQ6Hg/Xr13PeeefVUYXSWGkosoiIiIhILYSEhNCqVasazz9tCvz8/E77GqtXr2bBggVER0czffp0hVqpEXVsRUREREROg81mIzU1lbKyMneX4nadO3fGw8PD3WVIE6SOrYiIiIjIafDz86Ndu3anPQS3ofPz80ORVtxFwVZERERE5DRZrVaio6NJSEjA29vb3eW4RUREBDi7tQ6He4uRJkfBVkRERESkjvj7+9OuXTtiYmLw8fFxdzlnjYfdTvCdd8Lhw+YBqxUqKsxff/ghZGa6rTZpGhRsRURERETqkNVqJTw8nHbt2pGQkEBISIi7SzrjwpcuxfrNN/DCCzBpEhQVmd1bhwO+/BI++cTdJUojp8WjRERERETOsPLycgoLC7HZbK4fjeaf4YZBh1Gj8O7YEa68EubNAx8fs1MbHOzu6qSJULAVERERETnLDMOgrKyM0tJSMjMzKSkpcXdJtRa2fDmxWVnw+ONmoK2ogL17YeNGeO01WLQI/PzMLu4rr8D48Qq8UucUbEVERERE3Mhut7Njxw4cDXDBJU9PT9ofOIBHs2bQpYs59Nhqhfx8OP986N0bPv4YVq+GrVvhjjvMwJuY6O7SpZFRsBURERERcbPDhw+zf/9+d5dxylq3bk1gYOCRA85g++CDMGsWrFsHzZubQ5S/+sr8eeFC81zDAIvFPYVLo6PFo0RERERE3CwkKIigoCAz7DUQYWFhZqh11uwMtb/8AtOmwdNPQ0yMeaxDBwgNhe+/N7u46elHQm0Des9SfynYioiIiIi4k2Fg8fAgds8ePPLyjmyTU495eXkRHR1duetq/SNaTJgA/frBzTebj7/5Bt5801xMKi8PevQwF5hysljM6zTAodhSf2gosoiIiIiIu2VmwqWXUjJ2LLuvuKJez7f1cDho+9//4n3vvVWf/PZbGDYMVq6Ebt0gOxuGDoWgIFi27Mh5hgHz58Ovv8JFF8Gll5rHnV1fkVOkPzUiIiIiIu5wdHi1WqG0FN/zz6d169ZY6uPcU4cDa14eba69Fu/586GsrPLzhgHdu8N995mhFsyFo9avh7feMh/b7ebPkybByJGwZQuMGGH++vBhhVqpNf3JERERERE52wzDDHHffw//+hcEBJhd2y1b8Pf3JyEhAWt9CnmGgWdBAW1vvx3fhASz++rtXfkciwUCA+GJJ8zHDgc89xxMnAgJCeZjLy/zuS+/hFdfhU8+MVdLLiyEv/wFysvP5ruSRqQe/W0RERERkaasoqKC4uJiCgsLKSgoID8/n4KCAoqKiigrK6PBz6ArLTV/ds5LTU+HG26AgwfNfV7vuQf+/W+YPx8/Pz8SEhLw9vZ2/9xTw8Bn504S3ngDn1dfNUPt6tVH3svRLJYj4TUlBcLCoFcv8/HRQf2ii8wFpv73P3OBqSeeMN+/p6cWk5Ja0RxbERERETnrDMOguLgYm83m+lF27NDWY3h4eODn5+f64e/vj6en51mq+DTNmAFFReY+rj4+kJZmdit37YI33jAD4YYN8NJL5vDcMWMgMRHHf/9LZlERh26+2T1b41RU0Ow//yGqSxcszjm1zz5r1v3eeyd9LZMmwdSp5rl//rP5GUREmPvcTpoExcVmxzos7My/F2nUFGxFRERE5Kyx2+3k5uaSk5NDeR0MOw0JCSEiIgI/P7/6OS8VzA7nkCHmSsDDhkFJibli8PffQ58+lVcI3rABPvsM3n4boqLMEPzaaxT36MH+1FTKnHNUzwKfvXuJf+cdfN94A+LjKz+Zm1vzMLpkCSxdCqNHmwtG/fnP0LkzbNpkdqwvvxxeeeXE1zh69eWdO+GHHyAp6chcXmnyFGxFRERE5IwrKioiOzub/Pz8M3J9Hx8fIiIiCA0NrV9zUx0OmDwZtm2DuXNh40YzsG7danY+N26EOXOgf//Kr8vPN7ub3t5mh9PhwAFkZWWRnZ19RldN9vDwILKsjMibbsLy8cdmgKyoMIOl1WrW/MYbZji98kpzj9rycnMY8bEMAwMoLy/HSE3FMWECtGmDddIkrFFReNx6K5bi4srhvjo2m/mZWCxw3nkQG2suSjV+vBmK6+uXGnLWKNiKiIiIyBlTXl5Oenr6GQu0x/Ly8iIuLo6AgICzcr8a+egjuPVWeP11c4GkZ56BRx6Br7+GF14ww+Lkyeber2CuHOycp1oNh8NBfn4+2dnZ2Gy2OiszICCA8PBwgoODze53584weDC8/PKRk/buhYsvhuBgaNfODOy//+4sDMNioaysrNIQc5vNdtz50dbCQvzKyvBr1w6/gAD8/Pzw8vKq2n3fsgVuvBEOHYLQUPPxrl1m13fQIPD3r7PPQRomBVsREREROSPy8vJIT0+noqLirN87PDyc6Oho93dvnUNob74ZZs0yt7b5/PMjzy9daq4OXF5eOdzWkM1m4/DhwxQVFVFaWnpKC2xZLBZ8fX0JCAggLCwMHx8f84mKCvDwMLvKDz5o1hcZCSEh5qJRQ4ZAVpbZTb7kEjjnHMpff53Dublk5+RgP83h0s7ue0hICB4eHkeeePppePxxs4P9+uvmkGY4stiUurZNmoKtiIiIiNSps92lPZ56070tKIABA8xO7K+/wuzZcO21R55ftgzefNMMi08/DQMH1uo2hmFQWlrq6pJWVFTgcDgwDAOr1YrFYsHT0xNfX1/8/Pzw8fE5/rxkh8PsJB84YHZFd+6Eu+4yhwMPHQq33AJ33UXxypXkbNxI3sCB1HWosFgshIWFER4ejm9KClx9tbmact++Zhf5l1/MbYICAyvXLE2Sgq2IiIiI1JmysjL27Nlz2l27uhQXF0doaKj7CrDZzBCWmGhua/Ovf0FysrlwktOSJfDaa+Yw5QsucFel1Zs40Qy2X34JeXnwt79hj44m/fbbKSgoqLyw0xkSun07Lf7yFzxSUo7sn7t8ublP7uOPH5mjfBZqkfpJwVZERERE6kRpaSl79uypk9WO61qLFi2IiIg4+zc+NmhlZcE//2lu6/Phh3DTTUeey8mB8PD6E86cdaSmwrnnwsyZGMOGkZecTHqHDjjO5rzWigo8KyqIbd+eoKAgc67t/febYfvKK83Vo4cPN1edrgcMw3D9cHbL5cxqIBt/iYiIiEh95uzU1sdQC5CRkYHVaiXsbO+XemygiYqChx8257COGWNu/fN//2c+Fx5e/WvcxWIx59vGx8MTT2B/+mnSDYOC8883h/2eTR4elHt4sHfvXkJDQ2kxfz4eX31lDtu+9FJzX+CJE+HCC83P2Ol4qzXXEefw75KSEmw2G8XFxZSWlla7arWnp2elfZj9/Pwazj7MDYA6tiIiIiJyWsrLy9m1a1e9Gn58PPHx8YSEhLi7DLM7+9xz5rDkvXshLq7+BNpqlJSUsGfrVio8PNw/j9Uw8MrOps2HH+L97rtHjpeVQXGxOew7P/9I9/YMdMBtNhs5OTkcPnz4lBbsOpa3t7drm6pKC2XJKVOwFREREZFaMwyDffv2mXMtGwCLxUL79u3xds7TrCtHh6eaBqmcHMjMhE6d6raWOlZcUEBKauoZ3Tv3lFVU4Gmx0KZjR3M1Z+deuOPGmSs422zmolKffWbOba4DZ2qbJTD/XIaGhhIeHo6fn1+dXrupULAVERERkVo7fPgw+/fvd3cZpyQgIIDWrVvX3bxH5/Y4JSXmXM/aXLe+zKs9hs1mY8+ePfUr1B7Fw8ODtm3b4j1rFkybBr17w2OPgZ+fOeR71y6YO/fIyslQq9WTz+bWVYGBgcTExNT9ly+NnNbDFhEREZFasdvtpKenu7uMU1ZUVERubm7dXKy83Ay12dkweDC8+KK5rU9NXuf8ubi4Xoba0tJSUlJS6m2oBaioqGDPjh3YV66EhARzUa7oaHPP3SFDYNs22Lev8ous1iN7355EeXk5+/btIzU19aztx1xYWMiOHTvIyck5rWHOTY2CrYiIiIicMsMwSE9Pr9eh50QyMjIoKys7vYsYhrkw0eHD0KMHxMRAr14n7wY6FzSy2aBPH/jvf0+vjjPA4XCwb9++sxbmTofdMNg/YADGrbeCv7851xagY0fIzTX3ugX49luYMsVcUdn5RcIJFjvLy8tjx44dbtmP2fn3KyUl5fT/nDYRWoZLRERERE5ZYWFhg5lXWx3DMDhw4AAtW7as/UUsFnNY6/jxcM458PHHR55buxZiYyEsDAICjhx3htrSUjPUNmsG/frVvoYzJCsri9LSUneXUWNFF1xAbkAA4QBeXubBl16Cli2hZ09zmPgXX5hzbq1W6NABbr652hWTDcMgIyODnJycs/oeqlNUVMTOnTtp1aoVAUf/OZIq1LEVERERkVOWnZ3t7hJOW35+fs1Xcj66M310B81qNReA6t/ffDxjBtxyC1x0EQwYALNmmZ1dwzgSau12cy5ofLy54JGPT129pTphs9nIyspydxmnxjDIyM83u5slJbBwIbz3HkyebD4/dy4sWGBuBWS3w7//bYbeLVuOXMPhwHA42L9/f70ItU4Oh4OUlJQG/UXS2aBgKyIiIiKnpKysjELn8M4GrsZzbZ3Di9PSwNvb3E7mb3+DggLo3BkeeQQuvhheew2aN4fff4fzzoOZM83XWSxmqK2oMPdajYmBTz4xFzmqRxx/BLsGx2LBMAzSvvoK47LL4Pbb4S9/gZtuMrdT+vRTaNfOHPb9/PPw1VfQogUsX26+vqgIw2Ihdf9+8vLy3PteqmEYBnv37lW4PQENRRYRERGRU1KfulmnKzs7m6ioqJqtkPz882YH8Jdf4KqrzCAbFGTuR9uuHezeDXfddWTxov794bvvzMWhnMNI27Y1hy1/+qk5H7Seyc7OblBDkCvx9KSodWvyRo8mNDQUrr3WPP7++5CeDg8+aP6+/HEu+/bB9OlmqF28mPS//Y38tm3dVX2N7Nu3j9atW2tYcjUUbEVERESkxhwOR6MKthUVFeTn5xPiDDzHOnDAHL7q4QF33w0rV5od1wsvPDKn1t/f7A462WzwzTdmCP7nP4+EWsOA666DRx+tPO+2njAMo1EMMT80YACh7dqZD776Cn74Abp1OxJ0wdwayNMTLrsMLr2U3L59yQ0Lc0/Bp8DZue3QoQOe1cwPbso0FFlEREREaqywsLDBroR8PIcPH67+ibw8sxPrHK7qDD7l5bBxoznc2PnYaft2M9Decos5PPnOO83jdrs5HPnFF80ubz1UUFBA+QlWCW4oSkpKsNls5gJdM2dCTo75pYTT1q3w+ecwfDg89RRl3bqRER5e4y2A3M3hcDTIbbbONMV8EREREakxm83m7hLq3HHfU0gIfP89XHCBGXosFnj3XfPne+81F4hascKcS2u3m6vxGobZze3d2+zOgrnwlHOl3nqsMXRrnbKzs4mLizO391m/HpKSjjz5r3+Zc5tHjcIICmL/nj3mfrH1cC/h48nPzycvL+/4Iw2aIHVsRURERKTGTjfYTp48mcTERMaMGVNHFZ3cm2++SWJiIoMGDar2+fLy8uo7lQ6HGWrBHLI6dqy54FBsLLz5pjnHdsAA+PVXM7hu3Wp2ZC++uHKoPdm+tvVAaWkpRUVF7i6jzuTl5VFRXg6dOsGNNx554qOP4OefYcgQGDCA3NxciouL3VfoaUhPT28UHfa6Uv//lomIiIiI25WVlfHss88ycOBAevbsSe/evfnTn/7EhAkT+N05JLcBqxLYKyrMQFpeDps2wT33QHIyPPyw+VxsLLz9Nlx6KXTtCg88YP4cF2eGX6cGEGrhBMOxGyjDMMjLz6/6RFqauSL1sGHY7XYyMjIazBDkY1VUVJj1C6BgKyIiIiI18NBDDzFlyhR2795Ns2bNiImJIScnh2+++Ya9e/e6u7zTVinYGoa5WBRA377wzjswapTZ7Xv1VfjrX83AGx0NH35ozqVNS4OpU+HJJ49c42Q2bjT3V60Hwaqhdi1PpNr39PDD5v62HTuSm5vb4IYgHysvL6/mezE3cppjKyIiIiInNXv2bADuvvtuxo0bB5hdsV9++YXw8HDXeYZhMHv2bObMmcOePXvw8PAgISGBxx9/nE6dOlW65pw5c/jPf/5Dbm4u3bt358knnyQyMtL1/Ny5c5k1axa7d+/GarXSsWNHxowZw6WXXuo6Jy8vj9dee42VK1eSnZ1NcHAwF154IRMmTKDF0Z3TY3z//fe888477NmzB7vdTvPmzenVqxdvv/kmYRER5kmzZkFEhLnNj8VihttPP4U//9ns2k6das7VfOopKCo6stJxTYcfJyebixtdeeWR+bl/vO799993Ddc2ahN8N240w/aQIScNboZhNI25087fl2bNMAyj0azunZubS7NmzdxdhtupYysiIiIiJ+VcCXn16tV89913HDp0CIvFQteuXWnVqpXrvOeff55nn32Wbdu24efnR0xMDL///jtpaWmVrrd582aef/55PD09KS4u5vvvv+ef//yn6/l33nmHxx57jK1btxIeHk5AQAC//PILEyZMYOHChYA5L3T06NHMnj2b7OxsWrVqRVFREYsWLeLmm28+bnDJyclh4sSJbNq0icDAQFq2bElubi6ffvopeQUF5kl33w0zZkDr1hAcbIZOw4Crr4bPPjOfmzjR3KMWKm/pc5JQ279/fywWC5Z//hPLwYNYfHywWK1YPDyYN28eAFFRUfTq1YtevXod/Ztg/jhWRYV534oK8wfAf/9rdpqdDh6E3NwqL33//fexWq2cc845JCUl0b17dwYOHMgdd9zBvHnz6v0K2ImJiSQmJro+t6OVlpZWrv+o35eztQL02ZhTnp2dXbsvPxoZBVsREREROal7770XgE2bNvGXv/yFAQMGMHToUN5++21KS0sBSEtL45NPPgFg4MCBfPPNN8ydO5evv/6ac845p9L1ysrKSE5O5ssvv2TgwIEArF27FjCHkE6fPt11naVLl7Js2TISExMBeP311wFYvHgxO3fuBOCll15i3rx5zJw5E6vVSmZmJrNmzar2vWRkZGC32wkICGDBggXMmTOH9evX8+OPPxIVFWWeZLXC11/DL79AZqbZ9bRYzAA5bJjZzX37bXNf26Mdrzv63nvw1ltQWOg65G210is0lF5du9KrUyd6delC+B97k1555ZWsWbOGNWvWHLmG1VolNJeVlZnDpi0W82fnEOpx42D+/CP13HEH3HBD9bX9oU2bNsTFxXH48GHWrFnDo48+yj333FMvh7rWtKaSkpJqjzemFaCdezE3dQq2IiIiInJSTzzxBB988AH9+/cnMDAQgJSUFN544w2eeuopwOzCOjtHt912G15/bHETHh5OdHR0peu1b9+ejh07ApCQkAAcCRu7du1yBZLBgwdjtVrx9vbmsssuA8zVYHNyctiyZQsAfn5+rnDcpUsXWrduDeB6/ljt2rUjLi6OoqIi+vXrx3XXXcdDDz1ERkYGAc7O65tvwqOPmnvVTp9uhls4Em6HDjX3rP3Tn07+4f34I2zeDC+9BO+/7zrcwt+fNc2bs+byy1nj78+a9HT6zp4NGRm8//77ZlfXYoF//ANataK/tzcWi4VbrrqKhx56iGbNmtExPh6mTcOxejXThg/n3OhofH19CQsO5tqBA9mzZw/s2gWHDx/ZP/c4YW/KlCnMmzePlStX8qc/3tfq1at56623XOeUlZXxxhtvcOWVV9K1a1f69evHo48+Su5R3eCjV6H+6quvGDp0KN26dePmm29m+/btrvNWr17NbbfdRr9+/ejatSu9e/fmtttu44cffnCdk5aW5urKzpkzh7Fjx9KtWzfuvPNO1xcdAI8++milla+dndJOnTrxwQcfEB8fT3BwMBMnTiQvL4/HHnuMCy+8kMsvv5xPP/200ueQmZnJo48+yqWXXkrXrl0ZPHgwb7/9dqUO75gxY0hMTOSRRx7hjTfeYMCAAfTp04e///3vrtWlBw0axIIFCwD46aefXO9j3bp1J/0jc6oay7Dq06FgKyIiIiI1MnToUF577TVWrVrFrFmzaN++PQDffvvtKV8ryBmyAE/Ps7vsi4+PD7Nnz+bvf/87AwYMAGDevHkMHz6cz+67z1wkCsyFoO680+zMvv9+5XAL0K6d+fOJhuv+9hv07GnunZqUBIsWHRkubBiwY4d5nZ9/hoULYdkyc97t0b74wuz2/tH1/nTxYqa98grNmzcnGOCBB/jLzTczccECthw8SLv4eDxKSvj8m2/o06cPmVOnmkOTFy82O75dupiPi4rgjw770YKCgnjyySdd3es5c+a4vrCYOHEib7/9NmlpaSQkJFBWVsa8efMYM2ZMle5oZmYmkyZNwsPDA4fDwcaNG7nnnntcc1937drFpk2b8Pf3p3379hiGwfr167nvvvuqXWn72Wef5ffffyc+Pp6ePXuSdNTetHFxcSQlJVWZx33w4EHuvfdefHx8KCgoYNq0afTq1Yt58+YRGBjIgQMHePbZZ9m9ezdgrg590003MW/ePIqLi0lISODgwYO88cYbPOlcGOwoS5Ys4cMPP3Rdf9GiRbz77rsAdOrUibCwMAACAgJISkoiKSnpyJcndchmszX54cgKtiIiIiJyUlOmTGHz5s0AWK1Wzj33XFdn1NnBPffcc80OI/Dhhx+6hosePnyYAwcO1Phebdu2xdfXF4Bly5bhcDgoKytjxYoVAMTExBAeHu4a3myz2VzP/fbbb6SkpABUGf7sVFhYyO7du7nxxht54YUX+PTTT7nkj5D0/aefwuTJ5v60+fnwzDNw221msHz3XUhPr3rB482p/fjjI11SMAOl3Q5lZQDsLSrC4nBgufNOszt7ySVw3nlmh/Vo06aZneGQENehdRMm8Ouvv7L+zjvZA7z9x3v+4IMP2LxjBykDBxIXEMCBAwd4LSTE3I93/HgzhK9bZ+61O348bNtWbem+vr6uzy8nJ4fc3FzWrVvn6qZOnz6dOXPmsGDBAnx9fdm1axeLFy+udI3y8nJeffVV5s2b5xo+npmZ6ZojPXDgQL777juWLFnCp59+yldffUVAQADl5eV89dVXVWo677zz+Prrr5k3bx533nknycnJrufuuusukpOTmTZtWqXXlJWV8dVXX7F9+3bi4+MB2L17N59//jnz58/Hy8sLh8PB8OHDWbduHbNmzeLAgQNERESwePFi5syZw9SpUwGYP38++/btq3R9Hx8f5s+fz+LFi+nSpQtwZEj9tGnTuOSSSwDo3LkzycnJJCcnu847mXXr1rm6vMfOUT+W8+9IU6ZVkUVERETkpKZPn86zzz5LWFgY0dHR5OTkcPDgQQDXsNXY2Fiuv/56Zs2axfLly/npp5+IiIhg3759vPjii1WGIx+Pv78/Y8eO5fXXX+frr79m8ODB2O12Dh06BMBf/vIX131nzpzJzp07efDBB2nVqhX79+/H4XDQrFkzbjjOnNKcnBxuueUWgoODad68OXa73RWGk55+2hw6/PnnkJFhLhz19NNmIHzySejd29wH9WS+/hpmzzb3uXUqLgZvb1fH19tioWt0NLRseeQcu/1IR9fp8svB1xfy8gAYYBic98cwb4/sbH5KSMD4Y67xbbfdxm233Vbp5WvWrDG7s6Gh5oHwcHO7og0bzCB9nO2ajl04yvnFBlDtYkibNm1i5MiRrsfBwcFcdNFFAFx00UUEBweTn5/vGo5cVlbGlClT2LhxI4cPH650v6ysrCrXv+666/Dx8THft3Mu8VHGjBnDTz/9VOX4xRdfzNy5c2nZsiWpqal06NCB2NhYV41Hz7f99ddfAXNYfL9+/SpdxzAMNm3aRMujfr969uxJ8+bNAXOO8m+//XbK83cnT57MggUL6N69OzNmzHAdd3Z5Aby9vU96nZKSEtfn0xQp2IqIiIjIST3zzDMsXLiQn3/+mZSUFMrLy2ndujVDhgzhzjvvdJ03adIkEhISXNv9lJSUVAoSNXXXXXfRrFkz13Y/FouF8847j9tvv9213Y+Pjw/vv/++a7ufvXv3EhwczGWXXcaECRMqbUN0tJCQEIYPH86mTZtIS0vDcDho37IlY+6+m7F79sCXX5pDhjt2hJQUc2XkZ5+Ffv3MTu7JlJebw4l9fc1tfJyKiioF2xaenqy55x5zLq9zP9Xu3eGPDrjLvHnmtkOjR8PGjTS/5BK46SbzuYICM6j+4fzzzzfDza+/mkE2Pp5WcXGwZ48Z0sEMzp6eMHw4vPBCtW+hpKSE3377DTDnSDuH1DodPQzYKcK5TVINjRs3jn379uHp6Un79u3x8fFh69at2O12Ko4N96dwfS8vLwIDA8nNzcXb25uuXbsSHh7uGvLu5+d30msEBATQtm3bKsePfe3RQ+qdYbuuhgR36dKlUlf6ZGw2GyFHdfWbGgVbERERETmpsWPHMnbsWLZv337CIY8Wi4Xrr7+e66+/vtrnn332WZ599tlKx+69917XqstHGzFiBCNGjDhhXSEhIUyZMoUpU6Yc95xjrx8SEsIzzzxT6Zy2u3fjt2OHuVDU559Dnz5mh/Wf/4RLLoHrr4crrjBPPtE+tQsXmvvSFhebQ4ePnj9cWgr+/kdeaxiVhhcD5uucAdQpLs4M2X90XC0JCXDuueZzhYV0i47GYrFgGAajb7uNCRMnQocOGGPG8N+LLyakosLsIDs7ts5u5xNPmB3i556rdLuCggKeeeYZV4d85MiRWCwWznXeE/i///s/1xcM5eXlrFmzhjZt2lS6Tn5+PqtXr6ZPnz6sXr3atXJvhw4dOHz4sGtY77hx4xg7dixpaWkMGzas+s8VXMPcj+br60tJSUmlPWujoqLo3r07CxYsoHnz5pVXlsbsLHfv3p0ePXpUCdDnnnsuP/zwA0VFRRw4cMA1xP37779n3LhxTJw4kaVLl7rOz8rKYuzYsWzZsoXiP7Z+cv584MABfvzxRwB+/vlnunfvTnx8PCNHjuTmm2/GYrEwaNAg0v8Y3u5cYArgvffeA+D2228HYOnSpa4vh7799ltmzJjBtm3bqKioICEhgRtuuIFbbrmlymf10ksvsWHDBubPn09wcDD33HPPCf+uNGQKtiIiIiJSY/7+/o1vLp/Dgc/TT8POneYCSxdeaB7fvducj3rMkNTjhtp168y5uEOHwv79Zsf26HP37q0857a8/EjIdDp06MieuE5//asZPp0hbPNm8/pxcVBaSkLLltwxejT/njGDifffz7RXXyVw/372PvUU+SUlzHjjDZJKSsxuMVTekuiPBcDA7MpbLBZSU1Ndv8d9+vThnnvuAaBHjx5cdNFFrFq1igkTJtC6dWs8PDxIT0/HZrPx3nvvVerMe3t7M2HCBOLi4tj7x3DnqKgohg4diq+vL82bN3ctzLRo0SIyMzOrHWJ8Im3atGHr1q288sor1T5fUFDAXXfdRUBAQKUh0EFBQezdu5e8P4Z3O11//fXMnDmToqIiMjMzueaaaygqKiIjI6Pa6//vf/8DzIAdEBBAQUFBtXPLDcOgvLycnTt38uKLL+Lp6ckNN9xAp06dsNls5ObmVuoSBwQEuFZXPtrChQt55JFHALOD7ePjw7Zt23j88cfJzc3l5ZdfrnT+pEmTiIyMxNfXl/T0dB599FF69erF5ZdfXpOPt0HR4lEiIiIiUmM1GcbZ4Fgs5HXvbg4DNgxzr9kff4QRI8zO6HXX1ew6PXqYw4bB3EN26tTKw4offRQeeOBIFzc42LznHzUAZtCMi6t83cBA6N8f/ghR5OYeGeK8axcUF/PWtGm8/PLLJCYmkp6ezl67ndaRkTzwwAP0/9OfzHnBX39trtJcWGhuY/Taa+ZQ6z/s3r2bffv2ERISQq9evXjqqad46623Ks3vnDZtGnfffbdrPvOhQ4dISEjgzjvvpJ1zleg/REZG8uKLL7q6oklJSbz11lv4+flhsVh4+eWXOffcc12rJr/wwgtVhjyfzN///nfat2+P3W53dUrT09Nd2+wcPnyYf//73yxZssQ1J9zDw4MFCxawePFi1yJlTuHh4a55wlarlV27dlFaWkqHDh2OW0N8fDxLlixxrbDt7+8PmHPO586dy+WXX05QUFCl7rCz63uqC0y99tprgPlZfvXVVyxdutS11dXbb7/t+gycunfvTkpKClu3bnVtv+XsQjc26tiKiIiISI2dia1K3M5iIe3ee7G+8QYhN95odlLDw+Gii+CPIaEnHH58NGcI/GNBoUr+CCArTzRPd9UqAEYDo0ePNo9VVEB+PisLCswVlYOCoFkz87nXX4eQEKwBAUycOJGJEyeaw4tvvx3uvtt8DwDPP2+u8JyYCEOGwIsvwo8/Mvrrr7m5TRu2/REET8bHx4dx48Yxbty4Gp0/YMAAV+A7VmJiIrNmzap0bNmyZZUex8bGuhZ0qs4FF1zAF198ARxZPMrLy4vOnTsDR76IWbNmDRdccAEbNmygT58+REZGAvDiiy8yfvz4Std0rvIdHR3tqmfdunWuYcEAU6dOdS0udfXVVxMZGVllmL2HhweffPIJmzdvrjRUGszVoU9Vdna2q3M8cOBA1xcOgwcPZsWKFZSUlLBlyxZ69Ojhes11112Ht7c3kZGRNGvWjLS0NFfAb2wUbEVERESkxnx9ffHz86vyD/UGz2Ih9S9/wev//g//1FRzpWJnN7WiouqQ4dpwOMzOrLM7W15eeQ7u8e7l4QFhYeaPY1U3pNTLCz78sPKxYcPMH0ebPh3y8vDMy8OztJTyU3s39VZUVBTJycn4+vpW6SLXhHN+6tEd1oKCglO+zosvvsicOXMAaNWqFSEhIaSmppKbm1tlxekzJdQ5r5oj+0U31v1uNRRZRERERE7Jqa5+25DsDwnBcfXVR0Ktw1E3oRbMju/R81uPDbVw6vdyOMzh08cqryamHnuej4/Z+W3fHr+j5/42Es4hwU7OfXl/+eUX15Y8y5cvr/I652raOTk5rkB77Hnh4eGu+cTz5893Xc9ut7Prj32IN27cCJjzlL/88kvee+89mjk77UdxdpVP9mVRREQELVq0AMzhxGVlZRiG4RrWfPTew02ROrYiIiIickqCg4OxWq1nret0NpWVlZGZmXlkz92aDD92p+PVV11ormZVYSfnwkd14XirXJ8tWVlZ3HTTTXh7e7sWo7r//vt54IEHSE5OpqCggKFDhxIWFuZa3OloPXr0wGq1YrfbufbaawkJCWHbtm1Vzrv//vt56KGH2LdvH0OGDCEuLo4DBw4wfPhwHn74YTp06MDOnTtZvXo1Q4cOJS8vr9q/M87VpLds2cKIESPw9/fn3Xffrfa9jR8/nkceeYRNmzZxxRVX4OPj41pV+d57760S5puSev43VURERETqG6vVetw9YhuDQ4cOVVmEp7E7eshqQ2e329m0aRM//fQTa9euZe3atWRkZNC1a1eSk5OJjY2ltLSUFi1aVLv1TUJCAo8//jixsbEcOnSIsLAwJk+eXOW8QYMG8fbbb9OrVy88PDzYu3cvERERroWfHnroIQYMGIC/vz9FRUWMHj3aNS/3aCNGjHAtMLVz5042bdp03C+Nhg4dyquvvkrXrl0pLi7m0KFDdOrUiSeffJIHH3zwND+5hs1iNNZB1iIiIiJyxtjtdrZv395o5+t5eXnRvn17rPW9Y1uHUlNTq2x/01BFRkYe6bofY9euXY1vjjgQFxfXqL6gOFVN52+qiIiIiNQZLy8v13y/xshutzeakFdTjakLf6JtgxrrcN1GuRXXKVCwFREREZFaCQsLa5zb//zBuSBQU+Hv74+Pj4+7yzhtgYGBJ3wfx+5d2xhYLJZK+w03RQq2IiIiIlIrFouF2NhY1/YojU1JSUmTmmtrsVhc+7s2ZCd7D42xY+vv799o/x7WlIKtiIiIiNSat7c3MTEx7i7jjMnJyXF3CWdVaGhog+7Ch4aGEhgYeMJzfHx8Gt2w3RMNvW4qFGxFRERE5LSEhYU1ik5fdfLy8iivbk/YRqohd+E9PT1rPO+7Me3FbLVaCQ4OdncZbqdgKyIiIiKnrXnz5o2ya2QYRpMajgxmF74hLgwWGxvr2rf2ZIKDg2t8bn0XHh7epFbvPh59AiIiIiJy2iwWC82bNz/j90lMTCQxMZF58+YBMG/ePNexM6Uxbg1zMg1tYbDQ0FCCgoJqfH5j2ou5sbyP0+Xp7gJEREREpHEoLS2t9viYMWP46aefXI+tViuRkZF07tyZsWPHcv7559f6nuHh4SQlJdX69TXRFIOtxWIhPj6ePXv2HPf3tb7w9/ev1TzvsLAwsrKyzkBFZ09QUFCTXw3ZScFWREREROrEyQKgl5cXnTt3pqysjJ07d/Ldd9+xatUqZs6cWeuOa9++fenbt2+tXltTNpsNwzAa5LzT0+Hp6Unr1q3ZvXs3drvd3eVUy9fXl1atWtVqKK63tzfR0dEcOHDgDFR25lmt1ka9cNup0lBkEREREakTJwu2UVFRJCcn89lnnzFt2jQAysvLWbx4MQDffvstt956Kz179qRbt25ce+21fPHFFye85vGGIi9dupSbb76Znj170qNHD0aNGsXq1atdz2/atIl77rmHPn360K1bN6677jq++uqrau9RUVHRpBaQOpqXlxcJCQn1sivo5+dHmzZtTmuubERERINdIblFixZ4eXm5u4x6Q8FWREREROrE6QxZXbhwIffddx8bNmzA39+fyMhItm3bxuOPP86///3vU7rWBx98wEMPPcTGjRvx8PAgLi6O1NRUdu3aBcCGDRu47bbb+O9//4uPjw8xMTFs3bqVv/71ryxYsKDaa5aVldX6vTV0znDr6+vr7lJcAgICTjvUgjnkOi4uro6qOnsCAwMJDQ11dxn1ioKtiIiIiNQJwzBO+HxWVhY33XQT1157LRMmTADM4a5DhgzhtddeAyApKYmvvvqKpUuXMnDgQAD+85//1Hieq81m44033gDgvPPOY/ny5cydO5eVK1fSr18/AF577TXKy8u58MILWb58OQsXLuTmm28G4NVXX632ug6Ho0b3b6w8PT1JSEggKirKrXVYLBaio6Np3bp1na0E7OPjQ3R0dJ1c62ywWq0NdkumM0lzbEVERESkTpws/NntdjZt2oTVaiUiIoLOnTtzxx13EBsbS0ZGBgADBw50DXsdPHgwK1asoKSkhF27dnHuueeetIZdu3a5QvD1119PYGAgYC4w1LJlSwA2b94MwP/+9z+6du1a6fUHDx7k4MGDVVZ4PllobwqsVivNmzcnODiY/fv3n/VFpfz8/IiLi8PHx6fOrx0REYHNZiMvL6/Or13X4uPjNQS5Ggq2IiIiIlInTtZBiomJYdmyZVWOZ2dnn6mSTqhZs2bVduoqKircUE3D4efnR9u2bcnKyuLQoUNnPPQ7u7Th4eFnrEvpHJJcUVFBYWHhGblHXYiPjz+lbY2aEgVbEREREakTtQ0dERERtGjRgoyMDFasWMHNN9+Ml5cXS5cuBcyVb9u2bVuja7Vt2xY/Pz9sNhuffvopAwYMICAggOLiYg4dOkTLli0555xz+Omnn4iJieE///mPa+7ogQMH+O2336pdabauhr02Fs7ubUREBIcPHyY7O7vOV0728fEhIiKCkJCQ055LWxMWi4WWLVuyb9++ehlu4+LiCAkJcXcZ9Zb+hoqIiIhInTid8Dd+/HjAXK34iiuucA1DBrjjjjtqvHKtn58f48aNA8xFoi6//HJGjhxJ//79+e677wAYN24cnp6e/PLLL1x66aVce+21DBw4kCuuuIIPP/ywzt9bY+bp6UlkZCQdOnSgdevWBAUFnVZX1WKxEBISQkJCAu3atSM8PPyshFonq9VKq1at6lWAtFgstGrVSotFnYQ6tiIiIiJSJ5yd0toYOnQogYGBzJgxg23btlFQUECnTp244YYbGDly5Cld67bbbqNZs2YkJyezfft2UlNTiY+Pd3V9u3fvzowZM3jnnXfYuHEju3btolmzZlx22WUMHz682mueiXmdjYnFYiEwMJDAwEAMw6C0tBSbzeb6UVpaimEYrmHLFosFq9WKj48Pfn5+rh/e3t5uXxTJOSw5ICCAjIwMt86vPpPzihsbi6GZ8CIiIiJSB3JyckhPT3d3GXXOy8uLjh07uruMRsEwDLcH11NRVlZGWloaRUVFZ/3ezZs3JzIyskF9Xu6kjq2IiIiI1ImaDhduaBrr+3KHhhbSvL29ad26Nbm5uWete6sube0o2IqIiIhInWis/xBXsG3aLBYL4eHhhISEuBbKKisrq/P7BAcHExERgb+/f4P7AqA+ULAVERERkTphtVrx9fWlpKTE3aXUKQVbAfDw8CAiIoLw8HCKi4vJzs4mPz//tK7p6elJeHg4YWFh2pv2NCnYioiIiEidCQkJaVTB1sPDA39/f3eXIfWIxWIhICCAgIAAHA4HJSUlrkWyiouLj9vNdX7x4+/vj6+vb71ZLKuxULAVERERkToTFhbGwYMH3V1GnQkPD9dWP3JcVqsVf3//Sl9+OBwODMNw/Wy1Wl2rQCvEnjkKtiIiIiJSZzw9PQkJCSEvL8/dpdSJsLAwd5cgDYzzi5Czuf+ugL5+EhEREZE6FRER4e4S6kRQUBDe3t7uLkNEakDBVkRERETqlJ+fX6NYIbmxBHSRpkDBVkRERETqlMViISYmxt1lnJbAwEACAgLcXYaI1JCCrYiIiIjUuYCAAMLDw91dRq1YrVZiY2O10I9IA6JgKyIiIiJnRHR0dIPcm7NFixYNsm6RpkzBVkRERETOCKvVSlxcnLvLOCWBgYGEhoa6uwwROUUKtiIiIiJyxgQEBBAVFeXuMmrE09NTQ5BFGigFWxERERE5o5o1a1bv94P18PCgTZs2GoIs0kAp2IqIiIjIGeVcJTkkJMTdpVTLarXSunXrRrFFkUhTZTEMw3B3ESIiIiLS+BmGQUZGBjk5Oe4uxcXT05M2bdoo1Io0cAq2IiIiInLWGIZBdnY2Bw8exN3/DPX39ycuLg5vb2+31iEip0/BVkRERETOutLSUvbv34/NZjvr97ZYLERHRxMeHq6FokQaCQVbEREREXELd3Rv1aUVaZwUbEVERETErcrKyjh06BC5ublnLOD6+fkRERFBSEiIurQijZCCrYiIiIjUCxUVFeTl5ZGdnU1paelpX89isRAaGkp4eDh+fn51UKGI1FcKtiIiIiJSrxiGgc1mo6ioCJvNRnFxMeXl5Sd9ncViwdfXF39/f/z8/AgKCsLDw+MsVCwi7qZgKyIiIiL1Xnl5OTabDbvdjmEYriHLVqsVq9WKr68vPj4+GmYs0kQp2IqIiIiIiEiDZnV3ASIiIiIiIiKnQ8FWREREREREGjQFWxEREREREWnQFGxFRERERESkQVOwFRERERERkQZNwVZEREREREQaNAVbERERERERadAUbEVERERERKRBU7AVERERERGRBk3BVkRERERERBo0BVsRERERERFp0BRsRUREREREpEFTsBUREREREZEGTcFWREREREREGjQFWxEREREREWnQFGxFRERERESkQfN0dwHSMBmGQWlpKSUlJTgcDgzDAMBisWCxWPD29sbPzw+rVd+diIiIiIjImaVgKzVSXl5OQUEBNpsNm81GSUmJK8yeiLe3N/7+/vj6+hIYGIivr+9ZqFZERERERJoSi1GTdCJNkmEY2Gw2srOzycvLq5Nr+vv7ExERQXBwMBaLpU6uKSIiIiIiTZuCrVRhGAa5ublkZ2dTWlp6Ru7h4eFBeHg4EREReHpq4ICIiIiIiNSegq1UUlJSQmpq6hkLtMeyWq3ExsYSEhJyVu4nIiIiIiKNj4KtAGaXNisri8zMTLfcPzg4mJiYGHVvRURERETklCnYylnv0h6PurciIiIiIlIbCrZNXHFxMSkpKTgcDneX4hIdHU1kZKS7yxARERERkQZCwbYJKywsZO/evTXatudsa9asGc2aNXN3GSIiIiIi0gBY3V2AuEdxcXG9DbUAmZmZZGVlubsMERERERFpABRsm6CSkhJSUlLqbah1OnjwILm5ue4uQ0RERERE6jkF2ybGMAxSU1Pr1ZzaE0lPT3f7olYiIiIiIlK/Kdg2MVlZWQ0qKBqGQVpaWr3vLouIiIiIiPso2DYhJSUlbtun9nQUFxeTk5Pj7jJERERERKSeUrBtIpxDkBuqAwcONKhOs4iIiIiInD0Ktk1Ebm5ugw6GhmFw8OBBd5chIiIiIiL1kIJtE2AYBtnZ2e4u47Tl5+djt9vdXYaIiIiIiNQzCrZNgM1ma9Dd2qNp+x8RERERETmWgm0T0Bi6tU7Z2dlaIVlERERERCpRsG3kysvLycvLc3cZdaaiooL8/Hx3lyEiIiIiIvWIgm0jV1BQ4O4S6lxjCuoiIiIiInL6FGwbOZvN5u4S6lxjfE8iIiIiIlJ7nu4uQGqnf//+fPfdd7Rq1YqUlJTjnldcXHz2ijpL7HY7FRUVeHh4uLuUBscwDMrLy7HZbJSUlFBRUYHD4cAwDCwWC1arFU9PT3x9ffHz88PTU/+JEBEREZH6T/9qbcQMw6CkpOSs3c9ut+Pl5XVW7mWz2QgMDDwr92roysrKOHz4MMXFxdhsNioqKmr8Wk9PT/z9/fH39yc0NFRBV0RERETqJQ1FbiT69++PxWLh1ltv5fHHH6dFixaEh4fz97//naKiItd533//PTfddBN9+vShR48e/OlPf+LBBx90zVudPHkyiYmJjBkzxvWaefPmkZiYSGJiouvYmDFjSExMZNKkSUydOpV+/foxdOhQAGbOnMk111zDRRddRNeuXenbty8TJ06s1Fk++po//vgj1113Hd27d+e6665j48aNld7bli1bGD9+PBdffDEXXHABgwcPZurUqa7n09PTuf3224mJicHb25uEhASefvppysvL6/QzbkgMw6CgoICUlBS2b99OZmYmhYWFpxRqwVx8LD8/nwMHDrBt2zZSU1MpLi7WytQiIiIiUq+o/dLIfPLJJ/j6+hIZGcmBAwdYtGgRMTEx3HfffeTk5DBx4kTsdjstWrQgKCiIjIwMli1bxv33309ISMgp32/ZsmUYhkHr1q2xWs3vSX766Sf27dtHixYtsFqt7NmzhxUrVrB582YWLVqEj49PpWvcc889xMTEUFFRwdatW/nb3/7GokWL8PT05JdffuH22293dYNbtWrFoUOHWL16NWBu/9O7d29SU1MJCgqic+fO/Pbbbzz22GPs2bOH99577/Q/1AbEMAyys7PJzs7GbrfX+fXz8vLIy8vDx8eHqKgoQkJCsFgsdX4fEREREZFToWDbyPj6+rJ161ZatGjBBRdcwMaNG1m7di0AGRkZ2O12AgICWLBgAb6+vhiGwZYtWwgLC6v1PT/55BM6duzo6gZOmDCBqVOnuoYl/+9//+POO+/k4MGDbNiwgd69e1d6/QMPPMBNN91EcnIyL7zwAunp6ezbt4+EhARee+017HY7QUFBfPzxx7Ru3RqHw0F6ejoAr7/+OqmpqTRv3pxff/2VqKgo5s+fz9VXX83777/PI488Qrt27Wr93hqSkpISUlNTKS0tPeP3Ki0tZf/+/Rw+fJjY2NizNgRdRERERKQ6CraNzKWXXkpsbCwA7du3Z+PGjWRnZwPQrl074uLi2L9/P/369aNVq1a0b9+eyy67jHPPPbdW9+vZsycdO3YEcC3mlJ6ezpNPPsn27durDFvNysqqcg3nEOaEhATXsezsbBISEvj1118BuOKKK2jdujUAVquVTp06AfDjjz8CcPDgQZo1a1bpuoZhsHbt2kYfbA3DICsri8zMzLN+78LCQnbs2EGLFi0IDQ1V91ZERERE3ELBtpEJDQ11/doZNJ3B0sfHh9mzZ7Nw4UJ+/fVXdu/ezcKFC1mwYAEvvfQSgwYNcgUTh8Phuk5hYeFx7xcREVHpcWpqKhMmTHB1hrt06UJFRQXbtm0DqHaOZ3BwMMBpLUwUFBREly5dqhz39/ev9TUbgtLSUvbt23dWurTH43A4SEtLIy8vj/j4eK1WLSIiIiJnnRaPasSO7Z4VFhaye/dubrzxRl544QU+/fRT+vTpA8DPP/8MQHh4OAD79++nvLyciooKVqxYUeN7btu2zTW38+233+aTTz7h9ttvr/V7cC5YtXz5cvbt2weYQd0ZlHv06AGYofiTTz5hzZo1rFmzhuXLl3PvvfcyYsSIWt+7vispKWH37t1uDbVHc/75OhNze0VERERETkQd20bs2GCbk5PDLbfcQnBwMM2bN8dut7tWKu7QoQMAvXv3ZsaMGWRmZnLttdficDhOuE/usdq2bYuHhwcVFRXcc889REdHu4ZC18b48eO5/fbbyc/P5+qrr6ZVq1ZkZ2fTo0cPBg8ezLhx45g+fTppaWl07NiRzp07U1BQQGpqKna7nVtvvbXW967PbDYbe/bsqdRZrw9KS0vZvXs3CQkJmncrIiIiImeNOraNmHOVYqeQkBCGDx9OREQEaWlpHDx4kDZt2jBhwgRGjRoFQJ8+fRg/fjzNmjUjLS2Ndu3aMX78+BrfMyEhgaeeeorY2FjsdjthYWH84x//qPV7OP/88/nwww/p378//v7+pKSk4O/v71qAKioqijVr1jBmzBgiIiLYsmULNpuNSy65hJdffrnW963PSkpK6mWodbLb7ezZs6dJb7ckIiIiImeXxdCGlI2Wc/ucxqhly5auublNSXl5OTt37mwQodHX15eEhIQqX7CIiIiIiNQ1/YuzEfPw8Gi0w0F9fX3dXYJbpKenN4hQC2Zn+dChQ+4uQ0RERESaAAXbRq4xrgpstVobbWA/kby8PPLz891dxinJzMzEZrO5uwwRERERaeQUbBs5Pz8/d5dQ5/z8/Jrcfqnl5eWkpaW5u4xa2b9/f72dDywiIiIijYOCbSMXGBjo7hLqXFBQkLtLOOvS09MbbDgsLS0lKyvL3WWIiIiISCOmYNvI+fr6NqqurcViITQ01N1lnFU2m63BDUE+1qFDh6ioqHB3GSIiIiLSSCnYNgERERHuLqHOhISE4OnZtLZfPp19gOsLwzDIzc11dxkiIiIi0kgp2DYBwcHBeHh4uLuMOhEeHu7uEs6qiooK8vLy3F1GncjOzka7i4mIiIjImaBg2wRYrdZGEQh9fX0b5SrPJ5Kbm9towqDdbqeoqMjdZYiIiIhII6Rg20RERERgtTbs3+7mzZu7u4SzyjCMRjEM+WiN7f2IiIiISP3QsJOO1JinpycxMTHuLqPWQkNDm9xqyGVlZdjtdneXUacKCwsbTQdaREREROoPBdsmJCQkpEGGQw8PD1q0aOHuMs46m83m7hIqmTdvHomJiSQmJtb6GoZhUFpaWodViYiIiIgo2DYpFouFmJiYBjckOS4urtEsflWd1q1bY7FYqvwICwtzBck333zzrNUzZswYEhMTmTx5cqXj4eHhJCUlkZSUdFrXr2+BXUREREQavqa1b4rg5eVFbGwsqamp7i6lRprCEOSuXbsSHR0NwP79+0lLSwOgS5curq2N6sP84r59+9K3b9/Tvo7NZiMsLKwOKhIRERERMVkMTXhrkrKysjh48KC7yzihwMBAWrZs2eA6zKfjiSee4MknnwRg2bJlxMTE8PLLL/Pdd9+RmZnpCoUXXnghEydOJCoqisLCQkaNGkV6ejrDhw/nmWeeobi4mJEjR5KWlsbQoUN57rnn2LZtGy+99BK7du0iLy8PT09PEhISuOmmmxg6dCjAcYcZL126lHXr1vHoo48C8Ouvv7qemzt3LrNmzWL37t1YrVY6duzImDFjuPTSSwFIS0tj8ODBADz99NN88803rFmzhubNmzNlyhT+7//+74x9niIiIiLSNDSdxCCVREVGEhUV5e4yjsvf37/JhdpjOb9zWrVqFZmZmTRv3pz4+HgOHTrEggULuO+++wDzC4Bnn30Wq9XK/PnzWb16Nf/6179IS0sjNjaWRx55BDAD5rp16/D29qZdu3Z4eXmxZcsWHnnkEb7//nsAkpKSCAgIACAsLMw19Njb27vaGt955x0ee+wxtm7dSnh4OAEBAfzyyy9MmDCBhQsXVjn/ySefZPv27Xh5eZGSksKdd97Jtm3b6vyzExEREZGmpemmhqbOYqFZQADNf/zR3ZVUERgYSOvWrZt0qD3ac889x3//+1/mzp3LggULePzxxwHYvHmza0h59+7dGT16NACTJk3i008/xWq18txzzxEYGAjAeeedx4oVK1i2bBmffvop33zzDS1btgRgyZIlACQnJ9O5c2cALrnkEpKTk0lOTq72S5Di4mKmT58OwMCBA1m6dCnLli1zdX1ff/31Kq8ZMGAAS5cu5YcffgDA4XCwcuXKuviYRERERKQJ0xzbpmTaNLj0UvgjeFiefZaob7/FIz6ejJiYerENS2hoaINc4OpM+v3335kyZQopKSlVFl7KzMwkPj4egL/85S+sWrWK33//HTAXgbrgggsqnf/SSy/x448/kpOTQ0VFhet4VlbWKde1a9cuSkpKABg8eDBWqxVvb28uu+wyfv31V9LT08nJyan0miuvvBLAFZ6Bej8kXkRERETqPwXbpuLdd+H++8EZInbtgpUrYetWwj/6iIB//5v9+/e7bcVaDw8PYmNjCQ4Odsv966v169czefJkDMMgNDSUtm3bUlxczO7duwGz4+lUXFxMbm6u6/GxC4RNmjSJNWvWYLFYaNu2Lf7+/uzatYuioqJKIfdMcv7+OhfFAurFFyry/+3dd3iUVfrG8e+UlElIJx1IQugQFFBE9ieCumJBBV272Bs21FUs6Iquru7K7roWLKtrRdeyFBGVVVR0URRs9A4JhCRAIAkhk2QyM78/DjOp9JDJJPfnunKRmXnnfc87lIs7zznPEREREQluKou1B1VVMHcu3H03JCbCG2+AxWLC7iWXwDffEDZ+PF2tVlJSUrBYLC06vJiYGHr06KFQ24QlS5b4g9+0adN45513/I2eGvrjH//I1q1bycrKIjQ0lM8++4wPP/zQ//rixYsBOO+885g+fTpTpkwhIiKi0XnCw8OB/W/Lk52d7T92zpw5eDweqqurmTt3LgBpaWnEx8c3ep9vOyMRERERkeaiYNsehIVBRgb8/e/w73/DlVfCTz9Bnz7wpz/BtdfCsmVYbr+djr/+Srdu3Vpki52wsDC6dOlC586d2/Q+tYeje/fu/u/PPfdczj77bF577bVGx82aNYs5c+YQEhLC5MmTuemmmwB4/PHHKSgoAKBHjx6ACcijR4/m9NNPp6qqqtG5srKyAJg7dy4XXHABN954Y5Nji4iI4NprrwXg888/57TTTmPkyJH+AH3LLbc0+T6FWhERERFpbgq27cUjj8Cll5qvYcPgd78zz8fFwf33w803m8f330/YCy+QkZFBjx49SExMbPbQGRsbS9euXenWrZuqtPtgtVoZOnQod9xxB0lJSVRVVZGVlcUDDzxQ77iCggIef/xxAK6//np69OjBlVdeSf/+/SkvL+f+++/H4/Hw6KOPMnjwYMLCwqisrOSee+7xh926rrzySoYMGUJ4eDgrVqxg2bJlex3jDTfcwCOPPELv3r3ZsWMH5eXlHHXUUfzjH//Ya2XZV+UVEREREWku2se2PbnhBvjoI9i5E4YPh5kzISSk9vVFi+CJJ+DCC+H88/1Pezwedu3aRWlpKRUVFdTU1BzUZa1WKw6Hg6ioKGJjY+utr5S927BhA7t37w70MJpdQkICqampgR6GiIiIiLQhCrbtgdcLHg/MmAFDhsCqVaZCW1JinjvuuNpjd+2C/UxDrqmpobKyEqfTSWVlJR6PB6/Xi9frxWq1YrFYCA0NxeFw4HA4CAkJ0fTTQ1BYWMj27dsDPYxm16lTJ2JjYwM9DBERERFpQxRs2yO3G1auNNOT338f/vpX0zFZWpXS0tJGnY3bgu7duxMWFhboYYiIiIhIG6I1tu2RzQZ9+8Izz5ipx7//PexlPaQERlVVFQsWLAj0MJqdr5ovIiIiItKctNixPUtKgltvhexsOMh1s7IXHg9YD+3nRWVlZXz88cdMnz6djz/+mPLycj7++GM6derUZqZyR0VFtZl7EREREZHWQ1ORxazB9YWNut/LgTvEz62oqIiZM2cyffp05s6di8vlYuDAgYwZM4YxY8aQkpLi366nLcjKyiIyMjLQwxARERGRNkYV27bsQMJW3QpjTQ2oY/GBcbvNZ2u11n7ONTUwfTpUV8PJJ0NKSpO/B16vl3Xr1nHFFVfw3XffYbFYGDZsGJMnT2b06NF06dKlzmXcFBYW0hZ+/hQWFkZERESghyEiIiIibZAqtm2J223WzwKUl0OHDgf+njffNAHs0ktVsd0b31+Vup9PRQVEREBpKZx7LqxZYz736Gj48ktwOJo8VWVlJWPHjuXMM89k1KhRdOzYca+X3bJlCzt27GjOOwmItLQ04uPjAz0MEREREWmDFGzbirqVwWuvNdXDP/0J0tL2/h5fhXbJEjjqKHj33Xr717Z7e6t4l5fDTz/BTTdBWRmMHAk9e5rP8667YPVqOPZYeOwxs61S3b2CD0FlZSVr1649rHMEmsVioVevXth8P3gREREREWlGmnfaVvhC2OOPw+efw0svQUzM3o93u2unHZ97rglkCrWGr4rdMNRWVsKDD8KyZdCpk/kBQkoK3HgjhIfDvHnmM+3Tx3yWc+bAOedAVtZhrV0ODw8nNjaWkpKSw7+3AElOTlaoFREREZEjRtv9tBVWK6xdC3/7Gzz3HJx6Krhc8OGHcPHF5rmiInOsx1M7Zfn88yE9HR59NHBjb2kNO0C73bXTjKH2s/nhB/jkE/M6mPBqs8F335kAe/vtcNFFJuzGxEDdPWfPPRdWrTLVWzjs6d2pqanYg3T9s8PhICEhIdDDEBEREZE2TME22NUNZDt3mkri8OGwcSP84Q9w330m0E6YYCqIdT3zjAlpr74KbX1v0dWrTdjs29dUXMEEfGhcnX39dTOFe9QouO02OPts+Ppr89qIERAVBRkZtcefdJJ5bsmS2udGjjS/N4sX1wbjw2Cz2UhPTz/s87Q0i8XSprYrEhEREZHWScE2GNUNs77AsGIFdOsGubmmI+/w4SboPvkkfPEFjBkDS5eaY61Wc/z48fDss2aqbFvmdsMDD4DTCU8/bdYTQ21H488+g2HD4NNPobgY/vEPuOYaKCyEF14wx9x0k3nP0UdD//6mGuszYAAkJpoQW1ZmngsLg2OOgblzIT+/WW4jKiqK2NjYZjlXS0lOTiYsLCzQwxARERGRNi445za2dxaLmWZcXGzWeE6aBD//DDNnwjffmPW1iYlw552mYy+Ybr09e9aeo3dv+OADGD06EHfQcjwes/3Ol1/C88+b0F9RYRpATZ5sjsnPN2G3Vy/zQ4A1a+D++03wPflk6N4dMjPho49MFbdPH/j+e1MVz8w05/jNb8w1li+HIUPMc2ecAdOmNevtpKamsnv3blwuV7Oe90iIjIzUFGQRERERaRGq2AariRPNdNk//xkeecRMNQYz1fYf/zAVyogIMwX35puhpMSsBQUTisFMzW3rrFaz5U6vXmYdcXIyjB1rKqrz5sHLL8Nxx5lp2ZmZsHWr+WGBb5pydTV06WKqtHPnmucGDTLPf/dd7XVOOMFUcX/8sfa5q66CWbPM+5uJzWYjKyur1a+3DQ8Pp0uXLpqCLCIiIiItQsE2WN13n5kue999pqr4m9+Y5+tW8vLy4MUXTSVx9mzzXE3NYW8/E1ScTrjjDpg/31RTH30UpkwxzZ5OOMEE1AsuqD0+JsZUu7/6yjz2BbOjjqqdfnzMMWav2o8/rn3fsGHw2mvm96Qur7c2JDeT0NBQsrKyWm2X4bCwMDIzM1vt+ERERESk7VGwDSb3328aPQHExZlGUV27wsKFpqnRtm0mtPq6/oaFwRVXmM7I3brV3+In2LndB9aUyeGAW24xQdVqNWtkk5PNa4MGmSrtvHm1xw8cCNHR8Oab5nFIiFm3/N13MHSoeS472wTdnj1NMAYTgE85xXROrstiMddtZmFhYWRnZxPSyn5I4XA46Nq1a6uvKIuIiIhI26JgG0yio82UWjB7qj70kOnw+/nnpmlRnz5muqwvVNxxh1kv2q2beRyMFbS6jbLqstlq72dfAdfrNUG0b18TWp97rva1AQMgNdVs6+PTu7cJwu+/DxdeaNYrjx8P8fH1q7GTJ5vp3gHsJh0aGkrXrl2JjIwM2Bjqio2NbdWVZBERERFpuyxe796Sg7RaixaZ/Wffeae2UdGmTfDww2Y67CWXmOZIP/1kGhwFi6oqE1Z9wfzHHyEnxzyuW/Wsrjb3/s47sHkzPPWUqZbuS02NWY/81FOmsu1zww2mIvvuu2YastttxjBrFsyYYZpEHX88/P735ocKXm/t9GSPx3wf4HWkXq+XnTt3UlBQQKD+OtvtdiwWi//6VqsVm82Gw+Hwf4WFhWnNrYiIiIgcEarYBgtfVdLpNFOQs7PhtNPMGlqvFzp3NlvZvPmmaRgVEWE6JEPt1OTWbMMGM23YtxfsqlVw7LEm3FqtJowWF5vP4frrzVrZY4+Fu+4yU673x243WyDt2AG//lr7/DHHmG2R/ve/+sefdZbporx0Kfzzn7WV8rrBzGoNeKgFs1dsfHw83bt3J8LXBbuF1dTU4HK5qKmpoaamhurqapxOJzt27CA/P5+1a9eyfPly1q1bx44dO3A3w96+IiIiIiI+qtgGm3PPNVv0XHopPPaYqdJeeSX85S9Qd2uV3bshMrK2AtmaeTwmJG7ebEK7z+DBZvzbt5up16+9BrGx8NvfmgB8sPvvFhWZLXhOOsns7wtmGvLvf28+w4aNn3xqasz4jsBa2ebm9XopKSmhuLiYysrKQA9nrywWC3FxccTHxxPecF2yiIiIiMhBUrBtZh6Ph8rKSiorK3E6nbhcLjweDx6PB4vF4p+iGR4e7p+iecCNdt5+G/70J9PsyBdi58wxoSwlBV55xawjDQa+P3YNK56rVpmmTLNmwTnnmGZMzz5r9o9NSjJrinNy4K23zJTk8HDTAKpTp/qhuCnV1WZv35dfNkHZN47q6gOr+gYRr9frr5iWlJQEejj7FBkZSVpaGmFt7PdARERERFqOgm0zqKysZOfOnZSXl1NVVXXQ77fb7TgcDmJjY4mOjq6/DtG3pjM3F954w6xDffRRU8n0TYXNz4drrzUh96OPTFUymMyda6qyRx1lGmAtWgT9+plpyMOGmV/796+t7E6caNbXZmeb+//uOxPop0wxTaLqroNtaNkysw3S6afXf9537jaopqaG0tJSnE4nFRUVVPs6ObciFouF5ORkEhIStA5XRERERA6agu0h8nq9lJWVUVxcTEVFRbOd12azkZCQQFxcXO1WLjU1ZquZRYtMs6g5cyAqyrzmC2Qej5mafN11pnrbWrjdtVve1A2c8+aZMc+YYb6uucZ0ce7fH8aNgwkTTKfn4cPNHr3PPGP26A0Jqb3noiJzTpfLBNqXXoKLLmp6DF5v29nq6DD5ZhU4nU7cbjder9f/tXv37oBOYXY4HHTq1EnVWxERERE5KAq2B8nr9VJcXMy2bduOeAOc6OhoUlJSCA0NNd2N77rLbO1z221w9dVmCi40rja2xnW1vlDqc8IJpjHTqafCX/9aO4143DjTzfm778w9TZoE//qXqbLWvc+65/v2W9MJ+p13TAdjj6d2qnPDz8H3vn1VdduhyspKNm7cSE0raDRmsVhIT08nNjY20EMRERERkSDRNudeHiFVVVWsX7+ewsLCFunqWlZWxpo1a9ixbRvejAz44AOzPc0rr8ATT9Tuv9pwCu2RDrXFxWZKtM/efjayaxf8/e+mynz66fCPf5h9dcEE2NJSs29sp061XZ8vuAB+/tl0SQYYORIKCmDFitr7LCgwHaDHjTNB9swzYezY2vXFVmvtPre+rYFGjjTXWbrUHKNQ61dRUcH69etbRagF88OjzZs3U1xcHOihiIiIiEiQUMX2APiqtIWFhYG4OFgsRG7fTvrQoaZ6+/77cO+90KMHXH45jBljmii1hOJiSEw0+76ef/6+x/3gg/Dpp3DxxaY50wcfmND5xRdQWGiC6C23wP33176vstIE0EcegZtuMtsbHXusaSh1993wyy+QlmbO76vQXnhh/enXxcXw3num2davv0J6ugm/Z58N//d/bXYt7aGoqKhgw4YNAdv/dn9SUlLo2LFjoIchIiIiIq2cgu1+1NTUkJubi9PpDPRAsHg8dO7cmejERFi3zqwntdngq69aLtiCCYe9e5v9XQEWLjT7ww4bZvaiBTOd+MQTTaXVN834/fdNCP38c7PlzkknQZcuZipyQkLtVONLLzXnmz3bPP70U9MN+pdfTBj+y1/MVkB1+aYf22xmHEVFcNllJszm5CjMNqGyspL169fj8XgCPZR9Sk9PJy4uLtDDEBEREZFWTN109qG6upoNGzbgcrkCPRSw2/F6veQVFZHudhOXnW0C5apVJtQeqa6+dZs/+VxwAUyebK591VUmvMbFmS7Fs2dDaKgZ25lnmjA6caIJp3Y7nHce+Cpwo0bB66/D+vX19+A97zz43e/MutrMTDjtNDj66MZNsbze2vu2WmunM8+aBTExzf9ZtCFut5uNGze2+lALkJ+fT2hoKJGRkYEeioiIiIi0Uipj7UV1dTXr169vHaHWZ8+60Pzt29nhW1/bo4f59XBC7datMH48fPmleVz3nm22xuc+6yzYssVMh77gArPm9fnnzbY8f/ubOcbphA8/NF2aQ0JMA6iVK03Vtn9/c8w555h1tsuX17+H3/7WNMrydX6G2lDrdtcGWIvFjM+3Xta3tlihdr8KCgpazZraA7F58+agCOEiIiIiEhgKtk2oqalhw4YNrfo//lscDkpKSpqnCVKHDpCaaqYXQ2234cpKePllGD3aTP/dssU8n5Vlpvt+840JoeHhpjnTDTeYCqzHY7Ynio+Hhx4y5zjzTBNUS0vhuefMubOzTZidNw/Ky2vHExVlrle3iuvjawolh2zXrl3mz04QcblcFBUVBXoYIiIiItJKaY1tA16vl3Xr1gV0L8+DkZWV1fxTND/8EHJzTSX322+ha1f473/hqKPgtddMYP3jH01g/fVX8G3LsmSJOeb7703DpwsuMNOUH3rIBOHiYnjzTfOev/zF7D373Xfm/MnJ9cfg9ZovrY1tVm63m9WrV7dIV+8j4Yj8eRcRERGRoKfU0MC2bduCJtRCM07RXL3aNFtat86sbR0/Hv73P1OB/ec/4Y03YNEi+Ogjc/yYMbBpE6xdW3uOnBzTgfiTT8zjKVOgTx947DGzb+3AgSb03nIL9OplguvxxzcOtdB4Xa80i4KCgqANtaApySIiIiLSNCWHOiorK9m6dWugh3FQmm2KZkKCqZ5+8w1ccolpBtWzZ21H4xNPhG7dYMECM524Xz8zJXnWLPO6r/A/ejRMmwYlJaZJ1NSpZl3tM8/Azp0wd67Z07bu2lhNGmgRLpcr6KYgN+RyuSgrKwv0MERERESklVGw3cPr9bJp06ZAD+OQFBcXs3v37sM7SUKCmRo8f76Zaty3L1RXmzDq83//B0uXmqoumOZPH39sjvOF1PPOM1vt+NbM2u0mEJ96qlmLW7f5k09zrBOW/dqxY0egh9AsiouLAz0EEREREWllFGz32LZtG1VVVYEexiFrlima559vtvApKjL7vy5ebKYb+5x5plkn6+tiPGaM6YS8alXtMcOHmy7Jvkqvj68qq+ZPAeH1ettMsHU6nYHfV1pEREREWhUFW8Dj8bB9+/ZAD+OwuFwuSktLD+jYvfYLO+UUM834f/8zoXXLFtP8yec3vzEdj7/8EioqzLrZv/61cYgFc1xdqsoGVFlZWVCvrW2orYR0EREREWkeCrZASUlJm2hIs68pmjU1NXzxxRfceuutdOnShSVLljS+55QUs7b266/NVjydOpk1tXW34rn+erOPbViYeXzHHeY9DanxU6vS1oJgSUlJmwrqIiIiInJ47IEeQKB5vd42s2avsrKSiooKIiIiAKioqOC///0v06dP56OPPmLHjh107tyZMWPG0KFDBywNq6gWi9mi5913zdraoUNNJ+SSErPXLZgg25DXq4psK+b1eqmoqAj0MJqV1+ulsrJSW/+IiIiICKBgi9PpDOq1tQ0VFBQwf/58pk+fzpw5c3A6nfTt25dx48YxZswYBg4c2DjQ1vXb35qtffLy4JFHICLCNICqy+2uv0420KH2SO156/GYr4b3H2Sqqqr2Pv08iDmdTgVbEREREQE0FbnNTdEsLS3l1ltvpaioiEmTJrF69WqWLl3Ko48+yqBBg/YdagG6dzfTj486CqKjTahrGIoC3fzpyy9h7Fjw7Tfc3HvebtsGV18NISFmv92lS83z+wqHvnC9r+d9QdnH4zE/JGgwJXz48OFYLBYyMzMP7z72OBKNlkaOHElOTg5Tpkxp9nMfqH3d16RJk5r1MxQRERGR1i24S1HNYNeuXYEeQrMKDQ1l8eLFZGRkHN6JPJ7asHgoFVnf+33VXY/HnKepc3k8tdOZGwZUt9s85zvGbjeBOyvLnNfrhf/8Bz77DF580Ww9FBJizuX11g+NVuuB3cvHH5u9eBcvhsxMcDj2/zns7bW6zze8txZah9xWOwi3tenVIiIiInLo2nXFtqampskGNDNmzCAnJ4ecnJwAjOrwOXxB7HAcbuhatgyGDQNfqNpXqLRaTUj1XbNu5dNmM++z2WqnBA8aZKZJ+wLstm3w/vvmtdDQ2uv43uf7OtCAnpdXu6+v1Wq+qqrMV2Wl6Ra9ZYs51u2G3Fz45RdT2S0pqT1PdbUJx6tWma833oAZM2r3Bp4zB554AqZOrf++BnwV3Msvv5yHHnqI1NRU4uLiuOyyy/w/mLnxxhuxWCwMGDCg3ntPOOEE0tPTufvuuwHTAfytt95izJgxDBo0iKFDh3LnnXeyefNm/3sqKir44x//yCmnnMLAgQMZNmwYY8eOZebMmeTn55OTk8OWPff//PPP1/u7MmXKFP/jb775hlGjRjF48GDuueceKioqePHFFxk2bBgjRozgueeeqzfWXbt28cQTT3DqqacyYMAATj75ZP7yl7/UC+YTJ04kJyeHq666ijfeeIPMzEyioqIYNWoUhYWF/s/r4YcfBiA3NxeLxYLFYuG1114D4K9//Su9evUiIiKCmJgYjjrqKP/nIyIiIiLBqV1WbIcPH868efOafO2pp54iPj6e/v37t/Comk+LVeh8VVavF1wuEzx94XTNGrPfbUWFCXUlJZCWBr171z9HWRl8+qnZ+zYuzjSs6tbNvLZ9O/z73yYgf/st/PST2Uu3Vy/4xz/g7383wfGhh0zAPPZYc/1rr4XrrjOV17/8BfLzTfOrM86Axx7b+/2UlsLtt8Prr5vQbLXCwIHw/ffmvXFx0Lkz/POfcPLJMHMmvPKKCae7dpnK7sknm2smJprAfcMN5vM5+mhznp07zV6/F15orrN9uwnSCxfCU0/tc7rzv//9b8LDw+nYsSOFhYVMnTqVjIwMHnvsMa644gpefPFFfvnlF1atWkXPnj3ZvHkz8+fPB+Ccc84B4E9/+hPvvvsuAN26dWP79u189tln/Pzzz3zwwQckJCTw7LPP8t577xEaGkq3bt0oKytjyZIldOnShaFDh9K/f39WrFiBy+UiKSmJlJSUJsd71113kZSUhNPp5OOPP2blypVs2bKFjh07snnzZl544QWOPvpofvOb3+Byubj66qtZuXIlYWFhdO3aldzcXN58801Wr17NP//5z3rT6H/55ReWLFlC586dKS8vZ/bs2fz+979n6tSp9OnTh7Vr15Kfn09oaKg/7CcmJvLhhx9y1113AdCnTx88Hg9r1qyhtLSUJ598cu9/NkRERESkVWvXFdvQ0FD69+9f7ysmJoZhw4YxdepUpk6dGughHpIjOkXTN7W3qgpWr4a//Q3S0yEnxwQ1n7AwE2r//W+4+Wa4/HIT5j76qPaY7dtNl+W//c1UXF98EW691YRVMMHwttvgzjvNul9fhXbtWnjhBXP+jh1NaLRazbrYq6824XjpUrjxRjj+ePjzn802RTEx+763mBgTSu++21RsPR746isTeG02+OILE1jz8kz1dcECGDfOjLmoCN56ywTwPcGJ0FCIioJNm+Dss+Hnn00Yf+MNE8wfeAA+/xzuucfcT37+PqvK4eHhrFixgrVr1zJo0CAA5s6dC8Dxxx9Pjx49APzB9f3338fr9ZKUlMTxxx/P5s2bee+99wB47LHH/A3GkpOT2b59O2+//TYAeXl5ANxwww289957fPrpp8ybN4/LL7+cxMREpk6dSmJiIgDnnXfeXv+uPPjgg8yaNcsfLNevX89LL73E7NmzSUtLA+CHH34A8AffkJAQ/vOf//Cf//zHf87vv/+e77//vt65PR4PU6dOZfHixYwZM6beZzFlyhSuvfZaAFJTU1mwYAELFizgzDPPZM2aNQCccsopLFu2jBUrVrBz507/vYuIiIhIcGqXFVsf33/SG5oxYwYPPvggAEuWLAHgqquuYtGiRZx11lmkp6fzwQcfUFVVxbBhw3jwwQf93VnfeOMNPvzwQwoKCqioqCAqKoqBAwdy++23+xvZ1D3/K6+8wuTJk1m/fj1du3Zl4sSJHHXUUf6xLFu2jBdeeIGff/6ZiooKkpKSuPjii7niiisA2Lp1K8888wzz589n586dJCcnM3r0aCZPnkx4eHjzfmC7dpnwlZYGGRmQnAzPPmtC5JNPwvjxpqKalATh4Wba7hdfwKxZJuTdeKM5ZtQoU+F9911Thf3uO3O8y2WOuftuM03X4TDB0OUy4TQ52Yzjv/81IdTjMWttL70Ufv3VhEyft94ywfnxx2ufq7sf79507GhCra9y2qGDqTZ7PKZSfP/95vmqKjP+AQNMOPd6TWX5kUdMuH711domW8ccYyq+YI7JzjbTnPv1M8+dfrq5z19/NT8k2IvevXvz3XffUVNTQ9iefYTXrl3L888/T01NDdnZ2axevdo/xfell14C4IwzzsBms7Fs2TJ/d+SJEycyceLEeudfvOcHCieeeCLz5s3j2Wef5YMPPiArK4ujjz6a888/f/+fXx3Dhw8HIC0tjZ9//pno6Gh/yE1NTWXLli3+rbZ8f89cLhejRo1qdK7FixczZMgQ/+Pu3bvTs2dPvF4vffr0Yfr06RQVFe13TCNHjuT+++/n888/JzExkZ49ezJo0CCuuuqqg7o3EREREWld2nWwPRSffPIJYWFhxMbGsn37dn/16bbbbgNg0aJF5OXlkZqaitVqZcOGDcydO5elS5cye/ZsfyDxGTduHGlpabjdblasWMGECROYPXs2drudX375hauvvhqXy0VISAgZGRls376dH3/8kSuuuIKSkhIuvfRSCgsLiYyMpGvXrqxfv57nnnuOsrIy3njjjea7cbfbTLMdOxYuucRUFi+9FE45xbx+660mzH3zDZx3Xu02OQ89ZKqcADfdZKbv7twJNTXw9tsm4M2cCVu3miBYWWkaQYGpwoaFmfMlJ9c2pLJazfpVX/W4utqczzdOm82sw42KgiFD4LTTTHg87rgDu1e73ZynLocDOnWqfVxVZSrKvqnVHo+5bt++Zizr19cG/NTU2ve5XBAfXxvSwRwfHr7f4P3DDz80CpfFxcXcdttt2O12rHumgW/dupWnnnqKnXvW8p522mmNztWrVy9CQ0PrPeerop5//vlkZWXx1VdfsWbNGpYvX863337r3xP5QHXYs/exbU/A9z0G/NOKG25DFBISQu+G09WB6Ojoeo+joqL857EfxHZM/fr1Y9myZbz99tv8/PPP/Prrr8yfP5+XX36ZFStW0KVLlwM+l4iIiIi0Hu062Poa4dTlqxztTVhYGDNnziQxMZGLL76Y5cuX15smOX78eP76178SEhICwHfffcf1119PUVERP//8c72qE8Cdd97JpZdeytSpU3niiSfYsmULeXl5dO3alWeeeQaXy0VUVBRvv/02mZmZ/jWBAO+88w6FhYUkJCQwbdo04uPj+eKLLxg/fjxvvfUW/fr1IyEhAZfLRU1Njf+r7mPf91lZWQwfPpyIiIi9d1T2eEwI8wXOrl1rX7NYzBrU7dvNY7vdBL26Ac5XfS0pMd/n5ZlwuHatmWZst5vK7k03mYBrt5vnfcHYN003NLR2qxzfY9/3vmN694ZPPjHV3WXLTBjv1cs0b9rze7NXDYOt1Vo7Fh+bzVzXt12U77q+kB0ZWdvlue65QkJMddcXxH3PNdwKqAkXXnghzz//PCEhIYwbN4633nqLjIwMNm7c6D/m5JNP5osvvvD/AOXYY4+lf//+uN1u+vTpg8Viwev1cs4553DZZZcBJlz+9NNP/uC5ZMkSunXrxjHHHAPAr7/+ymWXXcbatWspKSkhNjbWPxugudZz9+vXj3fffRePx8PEiRPp06cPYPbg/frrrzluLz+U2Nv2VREREYCZlu/1ev3HrVmzBqvVyh/+8AcAqqurSUxMpKysjIULFyrYioiIiASpdh1s91Yd2pfBgweTvCesZWVlsXz5cv90SoAtW7bw8MMPs3r1av9/qn22bdvW6HxnnXUWAF3rhMTi4mK6du3qD9mnnnqqfxqz1WqlZ8+eQG0ILy4u5sQTT6x3Xq/Xyz333AOYipndbsdutxMSEtLk93a7nRdeeAG73c6PP/7Y+MZ9W/XU1NR2GK4bKnyhzxfimtr/1vecr/IaEWGaPPnWpDbku47vPL7r+bYP8gVB39pbc+O17x840Ky/LSkxDazOOcdUh3/3u6avV3ecDYOtb8shH4fD7PX76KOmAVZ0tKniTptmphOnpprnG1YT63Z3rns9X+Ddh/DwcOLi4vacpum9hK+44gq++OILf4fgK664ApvNhtvtpnPnzpx33nl88MEH/PnPf+att94iIiKCgoICysvL+eMf/0jPnj2ZOnWqf+1tdHQ0mzZtAiApKYmYPeuUs7KyWL9+PVOnTmXhwoV069aNRx99dN+f6z6cccYZ/kZRF198MV27dqWmpoYtW7ZQXV3Np59+2qhqu6/PoVevXoD5O9ezZ0/i4+N5++23mTdvHtdddx2pqamkpKRQVFREWVkZNpvNH6ZFREREJPi062C7tzW2++KbAgm1/6n2hddNmzYxfvx4XC4XkZGR9OnTB7fbzcqVKwGa3FrI95/1g5lO2VBkZCTZ2dn1ngsJCeGee+7hd7/73V6rWgfNV330bd1TN+j5tuvxPWe3Nz7G12nY5TIV29NPNx2GL7gAfJWyoiITQocNqw2BDQOfr7rrO3dammnwtGGDWXMLplHT+vVmGnJ8POzebaZA7wmGe2Wx1D+37759nZ/BfG+1mmnZU6bARReZTswrVpjGUL61q1aruW7dz99iMVXe0tL6z23ZYtYwH6bzzjuPm2++mfLyckJDQ7n44ospLy+nuroaMA2dunbtyvTp08nNzSU0NJS0tDSGDBnCscceC8CwYcPYtm0b69ato6ioiOjoaIYPH84tt9zi/7N06623sm3bNlatWlVv7e6hCg0N5dVXX2XKlCl8+eWXbNy4kejoaPr27csJJ5xAQkJCo/dYrda9/r0ZNWoU1113HdOmTfPPcKioqGDAgAGMGTOGn376ieXLlxMeHs6QIUOYMGHCQf+QS0RERERaj3YdbJst8O2xcuVKXHvCj28rk08++YQJEyYc0vlycnL44Ycf+Oyzz7j66qvp0qULXq+X1atX07NnT/r168c333yDzWbjL3/5C+l7Gg/t3r2bxYsXH3Szn33yVWhdLhM43e7aoAfmOd8+r3Uf151ya7WaxxUVJpzefrvZ5uaaa2obKW3fbqbxDhtWG/jKyuqPxes1++NWVZnHRx1l1v/+9rdmreqFF8Kpp5qGUxMmmOvFx8ODD8JJJ+3/Xn33V/dxhw6mSuv7LMCc89NPTVfjO+80a2ofeMB0YAYzXfs3vzFj8gkPN9Oi624nFRVl1iLvmfr71Vdf1RtOw8cAr732mn9f1roiIyP9e9v6uN1uyvZ8hlarlbFjxzJ27Ni93v4ZZ5zBGb5mV3uRnZ3d5A+FbrrpJm666aZ6zz322GM81mCbpVdffbXRe6Ojo7n33nu5995793rduudyOBxYLBYmTZrEpEmT6h1ntVp56aWX/A206po2bdpezy8iIiIiwaldB9vmlp2d7Z/2OW7cOFJSUupNUz5Yt956K1dffTVlZWWMHj2ajIwMiouLOfroo3n66ae56KKL+M9//sPWrVs566yz6Nq1K7t376awsJCamhquu+66Zrw7arv82mxm6m3dNad2u+mUHBtrHkdHm8BZ95joaBNAfdvuZGaajsnPPgtLlphje/QwVVYwge+JJ8z2PXV17272j/Wt342LM5XfJUtM2O7e3ZznX/+qrZjGxpqqcN0qcsNKqs8115gvn7AwU4ltSlYW7NlCx8+3v29IiAm6dYWFwZ71nfWea9ChuDk5fIG8jWmr9yUiIiIiB69dB9vmrth27dqVRx55hClTprB9+3bi4uKYMGEC1/sqeAfp6KOP5s033/Rv97Nx40aSk5MZOHAgAPHx8UydOpXnnnuO+fPns27dOuLi4hg0aBAXXnhhc96aCWrz59c+Xr26/usREbBnH1HANGr6+ef6xyQn13Y89omPbxz0fEJDTSW0ofh4aLg9S2am+arLVwVuyNrM2zd7PLXTpX3TtOu+1vCadadz7+u5ZtJWA2BbvS8REREROXgW7+EujgtixcXFFBQUBHoYzS4sLIzu3bu3/IV9lUof39Y7ddXUNG6e5HbXbxBVN+DtLfA1de6GIbLhH21f86v09NoGUb4mVG63ee7jj2HPWtO2ZNWqVf5p8m1Fjx49Gm1ZJCIiIiLtU7uu2LbVik/A7qth+GyqY21TzX720tl2n6819XzDSmxT1U+73UwrDg2tbU7l+woJgW7d9j6WIBYXF8fWrVsDPYxm43A4FGpFRERExK9dB9vwuk192pC2GtibzciRgR5Bi2trwbapLskiIiIi0n4182LD4GK1WgkLCwv0MJqdgq00FBIS0uQ+sMHIZrO1mXsRERERkebRroMtQKyvi28bERISomArTYqPjw/0EJpFfHw81uZuACYiIiIiQa3d/+8wLi4u0ENoVvFxcc3e7VnahsjIyDaxLrWt/Z0VERERkcPX7oOt3W4nxrevahsQFx/fuBuwCGZ7q/T09EAP47AkJSW1iXAuIiIiIs2r3QdbaCONaNxuYrZuxe7bGsfrrQ2469YFdmzSakRGRgbtn/ewsDASExMDPQwRERERaYUUbDHNloK+iZTNRsIHH8Att8CsWSbcWizwv/9Bnz6QlxfoEUorkZycTEhISKCHcdA6d+6safYiIiIi0iQFW8wUzbS0tEAP49C53cQsWEBEt27QpQvcfDN88ol57f/+D1atMs/7eDyBGae0ClarlU6dOgV6GAclKSmpzW7PJSIiIiKHz+L1akGmT0FBAcXFxYEexsHxeLA5nfSIjMTWr595bsUKiI+H+++HCROgZ0/zfH4+BPkaS2k+27Zto6ioKNDD2K/IyEgyMzNVrRURERGRvVLFto6gnKJptZJeXV0bar1e6N0bXnoJXn0VXC5wu6GyEi6+GC69NLDjlVajY8eOdOzYMdDD2CeHw0FGRoZCrYiIiIjsk4JtHUE3RdPtJqaoiOjBg81jj8esq/3mG3j4YRNu+/WDF1+E2FhYuBCeesocW1MTqFFLK2GxWEhOTm61zaQcDgeZmZnas1ZERERE9kv/Y2wgMjKSpKSkQA9j/zweQktLSevWDcLCTKXWaoXycrjuOhgzBq66yhzbpw9UV5vv333X/Gq3B2bc0qpYLBZSUlJa3Z/5yMhIsrKysNlsgR6KiIiIiAQBrbFtgtfrpaCggB07dgR6KHtlt9vJ7tiRkIZTSW+8ET76CL791jSM2rIFRo+GuDi46y4zFfnyy+HJJ011F0ylV1Wxdq+0tJT8/Hw8AW4ulpiYSGJioiq1IiIiInLAVLZrgsViITU1Fa/Xy86dOwM9nEbsdjtZWVmE+LYo8npNSP3Pf+C11+Dtt02ora6Gv/8dVq40DaXS002H5I0bzfFlZRAdbUJtTc0Rq+LW1NTgdDqprKzE7Xbj9Xrxer1YLBasVit2ux2Hw0F4eLjCTADFxMQQGRnJli1bKCsra/Hrh4WF0alTJxwOR4tfW0RERESCmyq2++D1eikqKmL79u2BHopfaGioCbUNm1w5nZCdDaecYsKt1Qoffwxnn22aSI0daxpJhYSYYHvLLeZx587w8svmHL6AfJiqq6spLS2loqICp9NJzUGs5w0NDSUiIoLIyEhiYmIUdAOkpau3qtKKiIiIyOFQsN0PX9W2oKCAQH9U0dHRpKWlYd9bZTU/HyIjTaMogL59IScH/v1vE1rBBNdTT4WCArjvPpgyBYqK4J134JhjDnlsXq+X8vJyiouLKS8vP+Tz1GW1WomLiyM+Pp4wX3VaWozb7Wbnzp0UFxfjcrma/fz6/RURERGR5qJge4Cqq6vJz89n9+7dLX5tm81GWloaMTExez/I7Ya6jXaWLzcB9t//hv/7v9qpxqWlcPzxcO21cOed5thrrzXvfeGFg67Yer1eiouLj1j48YmMjCQxMZEOHTocsWtI03w/tNixYwe7du067POFhYXRsWNHVeRFREREpNko2B6EQFRv91ul3ZudO+Gii2DbNvjii9oqLsAbb8Djj8OkSXDhhbB4MURFQVbWQU1HdjqdbN68maqqqoMb22GIjY0lNTVV3XIDxOVy+aeY+772NV3ZYrEQHh6Ow+Hwf4WFhWlfWhERERFpVgq2h8DlclFcXMyOHTuO2BrEDh060LFjx8OvUF56KUREwM03Q14ejBwJlZXw5z/D0qWm0dRBXsPr9bJt2za2bt16eGM7RHa7nfT0dKKiogJyfanl9XpxuVzU1NTg8Xj8TcEsFgs2m00hVkRERERahILtYfB4PJSVlVFcXIzT6Tzs89lsNuLj44mLiyM0NPTwTla3y/G2bfDLL/Dww/DSS2Zf25oa6NTJBN4HH9z3uepUcasqKsjLy6PqIBpCHSmxsbGkpaVpOquIiIiISDun7X4Og9VqJTY2ltjYWCorK9m9e7d/euaBTM+12WxERET4p2hGRkY2X0iz22v3p01MhBNOMEH21FNh8mRTpbVYICVl/+eqqYGQEJz5+WzMz8cdFlZ/PW+AlJSUUF1dTUZGhqYmi4iIiIi0Y6rYHiEej4fKykpcLhderxePx+Pft9VqtRIeHt54y54jpe662Weegeefh7Aw6NcPJkwwnZP35fXXqVi6lA0XXYTXbm8Vobau8PBwsrKyFG5FRERERNopBdv2om7X5JISKC83FdwDULlxI+u3bsXTSiq1TXE4HGRlZWlasoiIiIhIO6Rg29403BZoP1yVlaxdvRq3x1O7ZreV6tChAxkZGWpWJCIiIiLSzqi81d40rGi63WaqchO8Xi/569bh9npbfagFKC8vZ+fOnYEehoiIiIiItDAF2/bGYoGffoIePWDVKlO9tVhMwG2gpKCAcq+31U4/bkpBQQHV1dWBHoaIiIiIiLQgBdv2qEcPOP54GDoU/v5385zNVq9666qspGDbNtNZOYh4vV7y8/PRDHsRERERkfZDa2zbsxkzYPx46N4d3nsP4uMBEw5zlyyhPAjW1e5NWloa8XvuR0RERERE2jZVbNuz0aPh++8hIQGys+HNNwGoqKig3GoN2lALUFRUhCfIqs0iIiIiInJoFGzbu5QUePddeOQRmDcPSkooLi4O9KgOm9vtpqysLNDDEBERERGRFqCpyFKrqgqX1cqqVasCPZJm4XA4yM7ODvQwRERERETkCFPFVmqFhbWp7XKcTidOpzPQwxARERERkSNMwVb8vF4vO3bsCPQwmlVbux8REREREWlMwVb8KisrqampCfQwmpXW2YqIiIiItH0KtuLXUtN2R44cSU5ODlOmTNnrMVdddRU5OTlMnDjxsK7ldrtxuVyHdQ4REREREWndgnc/F2kWw4cPZ968ef7Hdrud2NhYBg4cyB133EGnTp0CMq7s7Gyqq6vp3LnzYZ/L6XQSEhLSDKMSEREREZHWSMFWAAgNDaV3795UVFSwZs0a/vvf/7J+/XqmT58ekPE88MADzXauyspKoqOjm+18IiIiIiLSumgqsgCQmprKW2+9xbRp0zj33HMBWLt2LSUlJVRWVnLbbbdx2mmnMXjwYAYOHMiZZ57Js88+W2+ar2/68P33389zzz3HiBEjGDp0KPfeey+7d+/e67V/+eUXBg8eTE5ODg8//DBer7fRVOT8/HxycnLIyclhxowZ3HzzzRx77LGcdtppTJs2rd75Fi5cyJgxYxg0aBCXX345s2fPxmKxYLFYeO2115r/wxMRERERkYBSsBXAdEQGM223qKgIgPj4eCIjI6murubLL7+ksrKSjIwM4uPjycvL48UXX+Tpp59udK5PPvmEN998k7CwMHbt2sXs2bN55ZVXmrzuihUruOmmm3A6nVx44YX84Q9/wGKx7HOsDz/8MOvWrcNut5Ofn8/DDz/M+vXrAdi+fTs333wza9euxWq1UlJSwi233HI4H42IiIiIiLRyCrYCQF5eHjk5OQwePJj58+cTEhLC448/TkhICA6HgxkzZvDVV1/x/vvv8/nnnzNq1CjAhNiGwsLCmDlzJh9//DF9+vQB4Pvvv2903Pr167nhhhvYtWsXF154IRMnTtxvqAUYMWIEn3zyib/66vF4WLRoEQDvvPMOTqcTq9XKW2+9xYcffsjll19+qB+LiIiIiIgEAQVbAcwa2/79+9OnTx/Cw8NxuVw8+OCDFBYWYrVa+eijjxg1ahQDBw4kJyeHjz76CIBt27Y1OtfgwYNJTk7GarWSlZUFQHFxcaPj5syZw86dOznllFN44IEHDijUApx55plYLBays7P9z/nOv27dOgCysrLo2bMnYLowi4iIiIhI26XmUQJASkoKU6dOBUw4HD16NFu3buW9994jPDycl19+GYC0tDQ6duxIYWEhW7duxePxNDpXVFSU/3ubzQbUTnWuKyIigoqKCr799lsWL15M//79D2isvkZQdnvtH9+mzi8iIiIiIu2DKrayT9XV1SxevBiAzMxM5syZwxtvvOGvhh6OSy65hOOOO46Kigpuuukmf7X1cHTr1g2AjRs3+tfdzpkz57DPKyIiIiIirZcqtgJAYWEhl156KTU1Nf5AaLVaOfHEEwkNDWXevHls3LiR0047DZfLRVVV1WFfMyQkhKeeeoorr7ySVatWcf311/Pmm2+SlpZ2yOe86KKLeOONN3A6nVx00UWkpKRQWFh42GMVEREREZHWSxVbAWors8uXL8dms3HUUUfx5JNPcuyxx3Lttddy9tlnExUVRXl5OaeffjoXXnhhs1y3Q4cOPP/886SlpbF161auv/76JtfjHqiOHTvy3HPP0a1bN2pqaoiKiuKJJ57wv+5wOJpj2CIiIiIi0opYvFqcKHusWbOmWSqxgZabm0tGRob/8dSpU/3hdsWKFfTq1StQQxMRERERkSNAU5HFLyIiok0E29///ve4XC66dOnCtm3bWLZsGQCXXXaZQq2IiIiISBukqcji11am6f7f//0f1dXVfPfdd6xbt47+/fvz17/+lVdffTXQQxMRERERkSNAU5HFz+l0Nktn4tbEZrPRu3fvQA9DRERERESOIFVsxS88PLze3rBtgW/PWxERERERabsUbMXPYrEQHx8f6GE0q7Z2PyIiIiIi0piCrdQTFxcX6CE0G4fD0WbWDYuIiIiIyN4p2Eo9ISEhbWb6bkJCQqCHICIiIiIiLUDBVhppC9N3rVZrmwnoIiIiIiKybwq20khkZCQdOnQI9DAOS0pKClar/niLiIiIiLQH+p+/NGKxWEhPTw/aYBgZGdmm1gqLiIiIiMi+BWdykSMuJCSE1NTUQA/joPlCucViCfRQRERERESkhSjYyl7FxsYG3ZTk1NRUQkNDAz0MERERERFpQQq2sle+6qfNZgv0UA5Ihw4dNAVZRERERKQdUrCVfQoJCSErK6vVr7d1OBx06dJFU5BFRERERNqh1p1WpFUIDw8nMzOz1YZG3/hae/gWEREREZEjw+L1er2BHoQEB6fTyYYNG/B4PIEeil9ERAQZGRlBM11aRERERESan4KtHJSqqiry8vKoqqoK9FCIjY0lLS1NlVoRERERkXZOwVYOmsfjYfv27WzdujUg17fZbHTq1ImoqKiAXF9ERERERFoXBVs5ZE6nk82bN7do9TY2NpbU1FRNPRYRERERET8FWzksHo+HHTt2UFxcjMvlOmLXiYiIIDExUVVaERERERFpRMFWmoXX66W8vJzi4mLKy8ub5ZwWi4X4+Hji4uIIDw9vlnOKiIiIiEjbo2Arza66uprS0lIqKipwOp3U1NQc8HtDQ0OJiIggMjKSmJgYNYYSEREREZH9UrCVI66mpgan00llZSVutxuv14vX68VisWC1WrHb7TgcDsLDwxVkRURERETkoCnYioiIiIiISFBTeUxERERERESCmoKtiIiIiIiIBDUFWxEREREREQlqCrYiIiIiIiIS1BRsRUREREREJKgp2IqIiIiIiEhQU7AVERERERGRoKZgKyIiIiIiIkFNwVZERERERESCmoKtiIiIiIiIBDUFWxEREREREQlqCrYiIiIiIiIS1BRsRUREREREJKgp2IqIiIiIiEhQU7AVERERERGRoKZgKyIiIiIiIkFNwVZERERERESCmoKtiIiIiIiIBDUFWxEREREREQlqCrYiIiIiIiIS1BRsRUREREREJKgp2IqIiIiIiEhQU7AVERERERGRoKZgKyIiIiIiIkFNwVZERERERESCmoKtiIiIiIiIBDUFWxEREREREQlqCrYiIiIiIiIS1BRsRUREREREJKgp2IqIiIiIiEhQU7AVERERERGRoKZgKyIiIiIiIkHNHugBiIiIiIgcCo/HQ2VlJU6nE6fTSU1NDV6vF4/Hg8ViwWq1YrfbCQ8Px+FwEB4ejs1mC/SwReQIULAVERERkaDhdDrZuXMn5eXlVFdXH/T7Q0NDiYiIIC4ujoiICCwWyxEYpYi0NIvX6/UGehAiIiIiInvj8XgoLS2luLiYysrKZjtvaGgoCQkJxMbGqpIrEuQUbEVERESkVfJ4PGzbto3i4mI8Hs8Ru47FYiE+Pp6kpCQFXJEgpWArIiIiIq1ORUUFmzdvPqTpxofKbreTnp5OVFRUi11TRJqHgq2IiIiItBoej4etW7eyffv2gI0hNjaW1NRUVW9FgoiCrYiIiIi0ClVVVeTm5rZolXZv7HY7Xbp0ISIiItBDEZEDoGArIiIiIgHndDrZuHEjbrc70EPxs1gsZGRk0KFDh0APRUT2Q8FWRERERALK6XSyYcOGI9og6nBkZmYq3Iq0ctZAD0BERERE2q+qqqpWHWoBcnNzqaioCPQwRGQfFGxFREREJCDcbnerD7UAXq+XjRs3toq1vyLSNAVbEREREQmIgoICampqAj2MA+LxeMjPz0er+ERaJwVbEREREWlxu3btoqSkJNDDOCi7d+9m586dgR6GiDRBwVZEREREWpTb7Wbz5s2BHsYhKSgo0JRkkVZIwVZEREREWlRBQUGr2tbnYHi9Xk1JFmmFFGxFREREpMVUV1cH3RTkhnbv3o3T6Qz0MESkDgVbEREREWkxO3bsCPQQmkVxcXGghyAidSjYioiIiEiL8Hg8bSbYlpaWBk1HZ5H2QMFWRERERFpEWVlZq9+z9mCoQ7JI66FgKyIiIiItoq1N3y0uLlYTKZFWQsFWRERERI44j8fT5hou1dTUaOsfkVZCwVZEREREDsjw4cOxWCxceeWV+zwuMzMTi8XCpEmTAPjqq6+w2Wzk5OSQn59/5AfagiorKwM9BBEB7IEegIiIiIgcGcOHD2fevHn+x1arlZSUFAYOHMh9993H0KFDW2Qc0dHRDBo0CJfLRWho6CGdY8qUKTz//PP7PCYtLY05c+Yc0vkPldPpJCYmpkWvWddXX33FiBEjANiwYQOZmZkBG4tIICnYioiIiLQyXq+X6upqqqqq8Hq9/oZLVqsVi8VCWFgYoaGhWCyWAzpfaGgoAwYMoKqqiqVLl/LRRx/x6aefMn/+fAYPHnwkbwWAgQMHMmPGjMPavzY5OZn+/fsDZi/clStXApCUlERKSgoAHTt2bPQ+r9dLTU0NISEhh3ztfamoqDgi590f332JiKGpyCIiIiIBVlNTQ0lJCQUFBaxbt47ly5ezZs0a8vLy2LRpE/n5+eTn57Np0yby8vJYs2YNK1asYP369RQWFlJSUrLPkJOamsqCBQv4+eefmTFjhv+ab7/9NgBXXnklFouF4cOH+9/z2muvYbFY9hqeH3vsMVJTU4mMjOSiiy7aZ2j96quv6Ny5c6OpyN9++y3XXnstxx9/PIMGDeKss85i1qxZTZ7jvPPOY+rUqUydOpWnnnqqyedHjBhBTk4OOTk5/O9//2P06NEMGDCAX375hZUrV3LttdcyYsQIBg4cyODBg7nooosaXc/3/tdff517772X4447jpNPPpkXX3yx3nGvv/46Z511Fn379iUmJoajjjqKu+++2/+6bzr2vffeyy233EJ8fDwxMTHcdNNNVFVV+Y9zOp1MnDiRbt26ERoaSnx8PKNHj2bJkiVN/l58+umn9O3bl5CQEH7729/6q7UAWVlZBzRVXKQtUsVWREREJAC8Xi8VFRXs2LGD0tLSg36/x+OhoqLCXzG0WCzExMSQkJCAw+Fo7uHW88EHH2Cz2UhNTaWwsJB3332X6upqpk2bdsDnmDNnDnfffTder5fw8HC6dOlCYWEhy5cv56yzzjrsMd522231qrn5+fksXLiQlJQUunXrRn5+PsuWLeP+++8nJiaGYcOG1Xv/U089RVxcHGFhYWzdupVnn32WnJwchg4dypdffsnkyZMByM7OJiQkhDVr1lBaWsqTTz7Z6DwdOnQgNjaWDRs28PzzzxMeHs7f/vY3AM4++2w+//xzLBYLPXv2ZPPmzcycOZO5c+eycOFCevXqVe9855xzDmlpaXTu3JnLLruMrVu3smLFCgCOPvpowsLCyM7OPuzPTyTYKNiKiIiItCCPx0NJSQnFxcX1KneHy+v1UlJSQklJCeHh4SQkJPhfKygoYMiQIf6pyAB2u52LL774kK4VEhLCihUrSElJ4b777uOJJ55g+vTprFy5slEQ842tob///e94vV46d+7MG2+8QceOHXG5XOTm5h7SmBoaO3Ysd9xxBwBut5udO3cyd+5c/3Tlqqoqzj33XPLy8vjkk08aBdu+ffvy6quvUl5ezkknnURNTQ3ff/89Q4cOJS8vD4AhQ4bwz3/+k549e+LxePjxxx8bjaNLly78+OOPREVFcckll/DOO+/w3HPP8dBDD/HTTz/x+eefA/C3v/2N22+/nc2bN9O7d2/Ky8t5/PHHef311+ud74477uCJJ57w31e3bt38Vdvp06drja20W5qKLCIiItJCKioqWLNmDVu2bGnWUNtQZWUl+fn5/u11qqur+f7771m8eDGJiYmceeaZzJs3j+OOO+6Qzj9ixAh/JbRuOK47fbauhsF2x44d/inJo0eP9ofNkJAQunXrdkhjamjs2LH+7202GwCTJ0/mpJNO4uijj+aYY47xB9Rt27Y1ev/IkSMJCQkhLi6O+Ph4oHYf3qFDhxISEsKCBQsYNmwYJ554IhMmTCAiIqLReUaNGkVUVBQAF110EWB+P1avXs3ChQv9x11yySUAdOrUiRNOOAGARYsWNTrf7bff3ui+REQVWxEREZEjzuPxUFRU5A9GLXldgM6dO5Obm7vX9bK+591ut/+5Q5kevTcH2uSqOdWtWAPcd999LFiwAIvFQnZ2NhEREaxbt47du3fXu28fXxgFU92G2oDevXt3ZsyYwezZs1m5ciXr16/n6aef5uWXX2bFihV06dLliN1XcnLyETu3SDBTxVZERETkCPJVaVs61NbldrtZu3btXvdcTUpKAsx2MTU1NbjdbqZPn77X83311VcUFRUB8O677/qf79evX5PHNwy28fHxpKenAzBz5kz/Z+NyuVi3bt0B3tW+Nbzm4sWLAdNsavr06UyZMqXJCuuB8P2QYNy4cfzjH/9g2bJlREdHU1FRUa8KCzB79mzKy8sBeO+99wDTpbpHjx4ce+yx/uN8jbw2b97MN998A8Axxxyz3/uqew+7d+8+pPsRaQsUbEVERESOkLKyMtavX4/L5Qr0UKiqqmLdunX+kFXXySefDJgGS0cffTQ5OTn+cNWU6upqevToQa9evfjTn/4EmKZGvXv3bvoNeyrHdd1xxx1YLBby8vI4/fTTOffccznxxBP54IMPDuHu9q9Hjx4ATJs2jdGjR3P66acf8nTwRYsWccYZZ3DSSSdxwQUX0L17d8rKyrDZbPTp06fesfn5+WRlZZGdnc3UqVMBGDduHDExMYwYMYJTTjkFgDvvvJM+ffrQp08fysvL6dChA/fdd99+x+JrXgVwyimnMGTIkCP2GYq0Zgq2IiIiIkdASUmJfw1na+H1etm4cSNlZWX1nj/11FN59NFHSUtLY+PGjfTr149HH310r+f53e9+x4QJEygpKcHhcHD++efzr3/9a+8Xtjb+L+fIkSN54YUXOO6447DZbOTm5pKQkNAoGDaXRx99lMGDBxMWFkZlZSX33HOPP+werF69enHyyScTEhLin848ZMgQ3n///Ubhfvz48Vx22WXs3LmTqKgobrjhBn/zJ4APP/yQ+++/n6ysLNasWYPdbuecc87h22+/bbIRV0MJCQk8/fTTdO7cmaKiIr7//nsKCwsP6b5EgpnF21SbOhERERE5ZKWlpWzatCnQw9inzMxMOnTo0GLXK/j6a4qjomBPdbGtiI6ObnJNbWZmJrm5uTz00ENMmjSp5Qcm0s6oYisiIiLSjMrLy1t9qAWzTtTXNfmQeb3gdptf9yPcam1zoRY44nsGi8iBUbAVERERaSZutzsoQi2Yacl5eXn+zsl7OWjvz3u9YLGAzWZ+3Q9HE42Q2gIFW5HWQdv9iIiIyBHj9Xr9W6RYLJaAbPvSkgoKCprcOqa1crlcFBUVkZqaWv8Fj8esi7VYwOUyj+12E2KhNsgWFcF778HXX8OVV8KZZ+71WmFhYVgslkZ72ga78PDwJp/fuHFjyw5EpJ1TsBUREZHD5vV6qaqqwul0+r8qKyubDDGhoaE4HA7/V3h4ODZfYApiu3btoqSkJNDDOGjFxcVER0cTGRkJpaXQuzf8619w2mmwZQvk5MCzz8LFF5s3OJ3gcMBf/wqPPQY9esCgQbCfe7dYLMTExFCyc+cBVXiDQWRkpH+PWxEJLDWPEhERkUPi9XpxOp0UFxdTVlZ2WJU4h8NBfHw8MTExWJvooNvaud1uVq9eHVTV2rpCQkLo3q0bVpsNPv8cTjyxdj3suefC9u2QnQ1ffQX33gtnnw1Dh8Kf/wwXXGCOc7n2u4a2oqKC9evXH9mbaUGdO3cmJiYm0MMQERRsRURE5CB5PB5KSkooLi4+5H1A98ZqtRIfH098fDyhoaHNeu4jqbCwkO3btwd6GIclOTmZxMRE88DtNtOOf/oJjjnGTEMeMwYuvxxOPRW2boXOneHLLyEpyVRr+/Y1wXYfa069Xi/r1q6l0ulscgugYGKz2ejVq1ebn14vEiwUbEVEROSAeL1edu7cSWFh4b4bDjWT2NhYUlNTW/00ZY/Hw8qVK1vkMzmS7FYrPbduxdKrF2RkwJw5cPzx8NFHcNllppL7m9/UvmHcOJg6FdLToUsXWLzYhOAXXjDP+ZpLNbBz507yN28O+unISUlJJCUlBXoYIrJHcP+oTERERFpEdXU1GzduZMuWLS0W4EpKSli9ejW7du1qkesdqtLS0qAPtQA1Hg+7vvoKwsIgK8sE2bAwOOssOPZYeOklc6DLZX6dPBmWLTPNo+691/y6cCHMmGFebyq41tSY6eat/IcVByIuLi7QQxCROhRsRUREZK+8Xi87duxgzZo17N69u8Wv73a7yc3NZdOmTa12/WpxcXGgh9A8vF6Kr7gC4uLgnHNg5kwTYkNDTbj95BNznG8dbWSkmY6ckwMjRsDgwaZ7csM1p263+QKw27FaraSkpLTcfR0BSUlJhLTBPXlFgpmCrYiIiDTJ4/GwadMmtmzZEvAtWkpLS1mzZg2VlZUBHUdDFRUVrW5Mh8xiYffu3Wbd9LnnwvLlsHq1ee3kk2HnTvjll9rjd+2Cd94xldwHHoCBA+GEE+C3vzWv+6rYNpv5qqw0U5fPO4+4detMF+YgFBYWVrsWWURaDQVbERERacTj8ZCbm0tZWVmgh+JXU1PD+vXrcTqdgR6KX2lpaaCH0OzKSkvN9j3JybVV2p49TWX2iSegrAyWLjWNpQCeew5+/BF+/3t46y3zPjDNoQoL4amnzFrdpCR4/HFITsaSnk56enpQNl7q1KlTUI5bpK1T8ygRERGpx+PxsHHjRioqKgI9lCZZrVaysrJw7KP7bktZv359q/2cDlV0VBRdMjLgmmtg7Vr44gtTcZ02DSZONGHVajVrbC++GMLD65/A1zTqggvggw9MqB01ymwR1Lt3vW7IO3bsYMuWLS18h4dODaNEWi8FWxEREfHzer3k5uZSXl4e6KHsk81mo2vXroSFhQVsDF6vl+XLlwd8mnZzs9vt9OrVy1RrzzwT1qwxe9gC/PqrCaY5OfXf5FtDa7PVbhW0ZAlERUFm5l6v5fV62bRpU6uaGbA3ERERZGVlqVor0kppKrKIiIj4bd26tdWHWqhtKnUkuhFnZmZisVj2+TVp0iSqq6vbXKgFM+W7pqbGrJc9+WSorubKK6/EYrEwfPz42lBbt5mXbx2t73swx+0j1AJYLBY6derU6tfbhoeHk5GRoVAr0orZAz0AERERaR2cTifbtm0L9DAOWHV1NVu3bm32DrsDBgzwn3Pz5s3k5+cDcPTRR/srxJ06daq31tflcrWpLrlOp5OoqCiqZ88mNDS0/ou+qcbNtGWP1WolIyOD3NzcgHTe3p+wsDAyMzNb/X7KIu2dpiKLiIgIHo+HtWvXUl1dHeihHLSuXbsSERFxRM49adIkHn74YQA2bNhAZmYmw4cPZ968eZx33nlERUXx4Ycf4nA4+PTTT3njjTf48MMPKSgooKKigqioKAYOHMjtt99O5p7q5YwZM3jwwQcBeOWVV5g8eTLr16+na9euTJw4kaOOOgqA7du38+STT/LDDz9QWlpKdHQ02dnZXHHFFQwbNoyFCxdy9dVXA/D000/z2muvsXTpUpKTk7n99ts59dRT/fexZs0annvuORYtWsTu3btJTk7mtNNO48YbbyR8zxrZq666ikWLFjFq1CgyMjJ47733iIyM9E9Pb+jLL79k+PDhzfZZ+7pwt6Z9ix0Oh0KtSJBQxVZERETYtm1bUIZaMFXVbt26YbW27AqrWbNm4fF4yMzM9F970aJF5OXlkZqaitVqZcOGDcydO5elS5cye/bsRmuCx40bR1paGm63mxUrVjBhwgRmz56N3W7n0UcfZe7cuURERNCtWzd27tzJwoULGTRoEMOGDat3nrvuuou0tDRCQ0PZtGkTd999N507d6Z3796sX7+eyy67jIqKCiIiIujSpQsbNmzglVdeYfny5bz00kv1zjVnzhwAevbsidVqpWvXruzevZvt27cTFRVFnz59AIiOjm7Wz9NqtdKlSxe2bt3aKmYOxMXF+X8fRaT1099UERGRdq6ysrJVBIlDVV1dHbDx//utt5g+fTrvvfceAOPHj2f+/PnMnDmT6dOn8/zzzwNQVFTEzz//3Oj9d955J7NmzeKuu+4CYMuWLeTl5QH4q6QPPvgg7733Hp999hlz587ltNNOa3SesWPHMmvWLGbNmkVUVBQej4d//etfgKkK+0LtzJkzmTlzJnfffTcA3333HT/88EOj833yyScsWbKEn376ienTp3PmmWcCMHDgQBYsWMCCBQsYOHDgYX12TbFYLCQnJ5OdnR2wxmB2u53MzEzS09MVakWCiP62ioiItHPbt28P9BAOW3Fx8YE1kmrGZlPHH388PXv2BPBPVd2yZQvXXHMNQ4YMoX///lx//fX+45sK32eddRZgplP7FBcXA/in+T7wwAOcccYZ3HzzzXz00UdNbjdz+umnA9CxY0cGDx4MmOnHAEuXLgVMKPWtHT7jjDP87122bFm9cw0ePNhflQ3UFFyHw0F2djaJiYktet24uDi6d+9Ohw4dWvS6InL4NBVZRESkHXO73ZSWlgZ6GIfN4/FQWlpKXFxc/Rfy8qCqCrp3N4/rVuB8TZDMCczjgwhyib737LFp0ybGjx+Py+UiMjKSPn364Ha7WblyJWA+64Z803nt9sb/JbvtttsYMGAA8+fPZ+3atfz44498/fXXLFy4kClTphzwOA9WQkJCq6hUWq1WkpOTiYmJobi4mJKSkiPWhTomJoaEhIQjtlZbRI68wP+rJSIiIgGzc+fONrNlja/SWc+4cfDCC+b7ykq48Ua45x7zuO7WLVZrbajdsQMKC/d7PavDUe8cK1euxOVyAfDCCy/w73//29/c6VD8/PPPHHPMMdx333288sorPPTQQwD8+OOPjY71rYstLi5m4cKFAHTfE+b79esHwE8//UThnvv6+OOP/e/t27dvo/M13NbGF/gC0bU4PDyc9PR0evXqRWpqauMuzYfIbreTnJxMr1696Ny5s0KtSJBTxVZERKSd8nq9TYfBIFVZWYmzogJHWJgJnFYrzJ5de0B4uHn+++/N46VLweGA7GyYMwf+8AdYscIcd/758Nxz+7yeNT6+XoU3Ozsbm82G2+1m3LhxpKSkHNbn+9RTT7F06VJSUlLo0KEDGzZsAKBHjx6Njn3rrbf47LPPKC4uZteuXVitVq666ioArrnmGj7//HMqKio455xzSElJ8Z/r+OOP909drqtheOzVqxdgmmPl5OQQGRnJl19+icPhOOT7O1g2m42EhATi4+OpqKigoqICp9OJ0+n0/0BhX+x2Ow6HA4fDQUREBJGRkdqXVqQNUbAVERFppyoqKg4oEASTnSUlONLSzAOvF2pq4Mcf4bjjzK+vvWZes1ohIQH++EeIjoYJE+D00+GVV8Buh40boYmpw3XZbLZ6FduuXbvyyCOPMGXKFLZv305cXBwTJkyot872YIwcORKv10teXh4FBQXExcUxYsQI7rjjjkbH/u1vf+Pll19my5YtdOrUifHjx/vXyXbt2pW33nrLv91PXl4eaWlp/u1+mtIwsF599dV8/fXXfP755/41u01NrW4JFouFyMhIIiMj/c+53W6cTic1NTV4vV68Xi8WiwWLxYLNZsPhcDQ53VtE2g7tYysiItJObdu2jaKiokAPo1mFAd1nzIDXX4eLLoJzzoHBg2H9eggNhYcfhldfhQ0bID3dvGnxYjj6aCguhri4+mtv98Hj8bB82bIDOvZIqLuP7aeffkq6734Ok8VioU+fPqpmikhQ0RpbERGRdsrpdDb7OadMmUJOTg4jR45slvPl5OSQk5PDjBkzDuj4Ko8HT34+PP64Cbbp6RAWBgUFkJYGt99uqri+e/d6oWtXyMmBY4+F3/3OvHfOHCgp2ee1rFYroa2gyVJzczgcCrUiEnTa3r/GIiIiUs/w4cOxWCxkZmbWe76ioqLZr5WcnEz//v39azIPxIwZM/wBtqH+/fvTv39/4uPjD+xkViuV11xjAmrfvtCxI0RGwqpV5vUOHczU4xUrzGO32zz3zjvwwAMwaBD88AOMGmUC7n4+o4jw8P1OWQ42LbluVkSkuWixgYiISDtUU1NDTU1Ns5/3vPPO47zzzmu2802dOvXg3uDx4ExKImLP94SEQJcusHy5eT0mxlRxFy+Gs86qnUbcp4/5qqw0zaMef9yE3euug27d9nq5yMhISo5A5ftAHHvssSxZsqTZz6s9XEUkGKliKyIi0g5VVlbW+/7pp5/mjDPOYMCAAfzmN7/htttuY/Xq1fXeM2fOHE4//XSOOeYYxo0bx6xZs/yVVt8WM01NRf7666+59NJLGTp0KMceeyxnnHEGd911F6WlpUycOJEHH3zQf6zvfL59Wpuaipybm8uECRMYPnw4AwYM4OSTT2by5MnmRa+Xp559ll69ehHRoQMxMTEctWEDd0+bZl6PiDB72i5ebB77uhovWgTz5pnq69q1pmrbqxc0qHL7roHbDR4PMYmJWNvQtF273a5gKyJBSRVbERGRdqhutfbWW29lwYIF/unKRUVFfPnll3z//fe88847dO3alZUrVzJhwgQ8Hg8dOnQgNzeXP/7xj/u9zo4dO7j99ttxuVykpqYSFRVFQUEBc+bM4Y477qBz58506tSJzZs3A2bqMZgpzU3Jy8vj4osvZteuXdhsNjIyMigrK2PBggUAfPn11zz65JMA9OnTB4/Hw5p16yjdvZsnXS5TwT3xRNMN+cMPTbB1OKCsDB58ELZuhfJyOOUUmDTJdEh2uUwXZavVVHgtFn8gtgLxCQls3779UH8rWpWEhAStrxWRoKRgKyIi0g75NkX44Ycf/KHw7rvvZuzYsRQWFnLOOedQUVHBK6+8wmOPPcbrr7+Ox+MhMjKSDz/8kMTERO677z4++uijfV6noKAAl8vlf194eDher5dly5YRFxfHjTfeSEpKir9qu7+px//85z/ZtWsXdrudV199laOPPhqAFXvWzObl5QFwyimn8Nl//wsWC1XvvsuPF10EO3ZAcjKMHQsrV8INN5j1tnffbdbkvvwyJCVBVlb9i4aE1H5fUQGrV5uK748/wmWXEde/f5sJtnFxcYEegojIIVGwFRERaYc8Hg+Af09SgDPOOAOAlJQUBg4cyP/+9z+WLVsGwLp16wAYOHAgiYmJgNlndX/Btlu3bv6K7IknnkhGRgbdu3fnlFNOoV+/fgc9bt+a0mOOOcYfagF69+4NwNChQwkJCeHzzz8nMSmJnj17Mig7m6uGDTMVVzANpaZMgRdfrH/y446r/d7rNV9WK4wbB19/Ddu3m2DboYNZt5uSAnY7YWFhREZGsnv37oO+n9YkJiZGe72KSNDSv14iIiLtUEtNNw0LC+Pdd99l1qxZLFmyhPXr1zNr1iw+/PBDJk+e3GzbAvl0796dOdOm8c1PP/Hzzz/z66+/Mn/+fF6OiGCF00kX34G+tbVut5labLXW37/WYjHNp8B0V+7bF446ylRzExPNFkJ1JCUlsWHDhma9l5bm+4GFiEgwUvMoERGRdsLr9VJZWUllZSXV1dVUVVXRp08f/+sff/wxAIWFhfz0008A9O3bFzCVV4BffvmF4uJiwDST2p/y8nLWr1/PJZdcwhNPPMF7773H0KFDAfjxxx8BCA8P9x+/vy2IfFsCLVq0iMW+BlDAqj3b+eTm5mKNiuIPf/gD06dPZ+XKlURHR1NRUcHCH35ofEKbrbaS2zDs+8LvLbeYrxNOgE6dGoVaMN2RExIS9jn21iwpKane74OISLBRxVZERKSdyMvLa7RH6YQJExgyZAgLFizgySef5IMPPqCoqIiKigoiIiK45pprALjiiiuYPXs2u3bt4qyzziI2NvaA1pXu2LGDsWPHEh0dTXJyMi6Xi40bNwLQo0cPALLqrGkdPXo0iYmJ3HXXXQwYMKDR+a677jrmzp3Lrl27uPzyy8nMzGTXrl3ExcXxwQcfsGjRIiZNmkRqaiopKSkUFRVRVlaGzWajz56QfqQkJydTVlaGy+U6otdpbmFhYarWikjQU8VWRESknXvmmWe47rrrSE9PJy8vD5vNxogRI3jzzTfp2rUrAD179uQvf/kL6enpVFVV0blzZ37/+9/7zxHWRBUTzLrNc845h4SEBPLz8ykqKiIrK4vx48f797vt2bMnN9xwAwkJCRQUFLB48WLKysqaPF+XLl145513OP3004mJiSE3NxeA4/asj+3VqxdnnnkmoaGhLF++nN27dzNkyBDef/99/zrcI8VqtdKpU6cjeo0joXPnzuqELCJBz+L1tUUUERGRdmXlypX1tv3Zn9zcXDIyMvyPJ02axH/+8x9CQkL4+uuvW83+p1lZWURGRgbs+gUFBf7p2q1dUlISSUlJgR6GiMhh01RkERGRdsrhcLBr164DPv7iiy+mU6dOpKSksGnTJtauXQvAVVdd1WpCLRDwtaIpKSm4XK69Vp1bi9jYWE1BFpE2Q8FWRESknTrYYDtixAi+//571q5di91up3///vzud79jzJgxR3CUByc0NBSbr+lTgFgsFjp16kRubm6r3QIoOjqa9PR0TUEWkTZDU5FFRETaqfLycn8jp7YiNja21axz9Xg8bNq06aB+eNASYmNjFWpFpM1R8ygREZF2KjIyEru9bU3eiouLC/QQ/KxWK126dGlVY+rYsaNCrYi0SQq2IiIi7ZTFYgnqvVcbCgsLIyIiItDDqMdisZCenk5GRkZAf4gQEhJCVlYWKSkpCrUi0iYp2IqIiLRjramaeLgSEhJabWiLioqie/fuxMbGtvi1ExIS6N69e0A7RYuIHGlta/6RiIiIHBS73U5MTAylpaWBHsphsVgsxMTEBHoY+2Sz2ejUqRMxMTEUFhZSVVV1RK8XHh5OamqqAq2ItAsKtiIiIu1cQkJC0Afb+Pj4gHdDPlBRUVF06NABp9NJcXFxs372voCfkJCAw+FotvOKiLR26oosIiIibNmyhR07dgR6GIfEbrfTvXv3oAm2DdXU1LBz507KysqorKzkYP9rZrVaCQ8PJzo6mri4uKD9HEREDoeCrYiIiOB2u1m7di0ulyvQQzlomZmZdOjQIdDDaBZer5eqqioqKytxOp1UVVXh8XjweDxYLBYsFos/yIaHh+NwOAgNDW21a4tFRFqKgq2IiIgAwbmvbVxcHOnp6YEehoiIBJi6IouIiAgAHTp0ID4+PtDDOGB2u52UlJRAD0NERFoBBVsRERHxS0lJaXV7wTbFYrGQkZGh9aQiIgIo2IqIiEgdVquVjIwMwsLCAj2UvbJYLGRmZqrrr4iI+CnYioiISD02m42srCzCw8MDPZRGfJVa7c0qIiJ1qXmUiIiINMntdpObm0tFRUWghwKYanJmZmZQTJUWEZGWpWArIiIie+X1etm2bRtbt24N6DgiIyNJT08nNDQ0oOMQEZHWScFWRERE9quyspJNmzZRVVXVote1WCykpaURGxurvVpFRGSvFGxFRETkgLR09VZVWhEROVAKtiIiInJQXC4XO3fuZMeOHdTU1DT7+WNjY4mPj8fhcKhKKyIiB0TBVkRERA6J1+tl165dFBcXs3v37sM6V0hICAkJCcTGxmK325tphCIi0l4o2IqIiMhhc7vdOJ3Oel8ul6vJY61WKw6Ho95XSEiIqrMiInLIFGxFRETkiPB4PP4vMIHWYrH4fxUREWkuCrYiIiIiIiIS1KyBHoCIiIiIiIjI4VCwFRERERERkaCmYCsiIiIiIiJBTcFWREREREREgpqCrYiIiIiIiAQ1BVsREREREREJagq2IiIiIiIiEtQUbEVERERERCSoKdiKiIiIiIhIUFOwFRERERERkaCmYCsiIiIiIiJBTcFWREREREREgpqCrYiIiIiIiAQ1BVsREREREREJagq2IiIiIiIiEtQUbEVERERERCSoKdiKiIiIiIhIUFOwFRERERERkaCmYCsiIiIiIiJBTcFWREREREREgpqCrYiIiIiIiAQ1BVsREREREREJagq2IiIiIiIiEtQUbEVERERERCSoKdiKiIiIiIhIUFOwFRERERERkaCmYCsiIiIiIiJBTcFWREREREREgpqCrYiIiIiIiAQ1BVsREREREREJagq2IiIiIiIiEtQUbEVERERERCSoKdiKiIiIiIhIUFOwFRERERERkaD2/3OaAjW8hOycAAAAAElFTkSuQmCC"},"metadata":{}}]},{"cell_type":"markdown","source":"---\n\n**Cell 19: Markdown**\n\n## Advanced Queries and AGI Support\n\n**Objective:**\n\nAllow queries to utilize AGI concepts, identify missing context, or additional needed details, and support dynamic inference.\n\n---\n\n**Cell 20: Code**","metadata":{}},{"cell_type":"code","source":"def advanced_dynamic_query(graph, context_manager, query_terms):\n \"\"\"\n Performs an advanced query by searching for multiple terms within the graph,\n utilizing dynamic properties and AGI concepts.\n \"\"\"\n result_nodes = []\n for term in query_terms:\n for node, data in graph.nodes(data=True):\n if term.lower() in node.lower() or term.lower() in data.get(\"label\", \"\").lower():\n # Check if node is active within the context's time frame\n if data.get('status') == 'active' and data.get('updated_at') <= context_manager.current_time:\n result_nodes.append(node)\n return result_nodes\n\n# Example Advanced Query\nquery_terms = [\"Patient A\", \"Doctor B\", \"consulted\"]\nresults = advanced_dynamic_query(agn_graph, context_manager, query_terms)\nprint(\"\\nAdvanced Query Results:\")\nprint(results)","metadata":{"execution":{"iopub.status.busy":"2024-10-27T21:57:44.523711Z","iopub.execute_input":"2024-10-27T21:57:44.524110Z","iopub.status.idle":"2024-10-27T21:57:44.533479Z","shell.execute_reply.started":"2024-10-27T21:57:44.524070Z","shell.execute_reply":"2024-10-27T21:57:44.532166Z"},"trusted":true},"execution_count":53,"outputs":[{"name":"stdout","text":"\nAdvanced Query Results:\n[]\n","output_type":"stream"}]},{"cell_type":"markdown","source":"\n---\n\n**Cell 21: Markdown**\n\n## Case Studies and Scenarios\n\n**Objective:**\n\nIntegrate real-world problems to simulate the framework’s application and demonstrate AGI capabilities.\n\n### Example Scenario\n\n*Scenario:*\n\n\"On March 1st, 2023, Patient A was admitted to the hospital and assigned to Doctor B. She was discharged on March 10th, 2023.\"\n\n**Implementation:**\n\n- Parse the scenario to extract entities, times, and relationships.\n- Integrate these into the AGN with dynamic properties.\n- Perform queries to retrieve information based on context.\n\n---\n\n**Cell 22: Code**","metadata":{}},{"cell_type":"code","source":"\n# New scenario\nscenario2 = \"On March 1st, 2023, Patient A was admitted to the hospital and assigned to Doctor B. She was discharged on March 10th, 2023.\"\n\n# Integrate the new scenario\nintegrate_dynamic_scenario(agn_graph, scenario2)\n\n# Update context to current date to see the current status\ncontext_manager.update_context(current_time=datetime.now())\n\n# Visualize the graph after new scenario integration\nvisualize_dynamic_graph(agn_graph, context_manager, title=\"AGN Graph After Scenario 2 Integration\")\n\n# Perform a query to find current patients\ncurrent_patients = dynamic_query(agn_graph, context_manager, type='PERSON')\nprint(\"\\nCurrent Patients:\")\nprint(current_patients)","metadata":{"execution":{"iopub.status.busy":"2024-10-27T21:57:44.535133Z","iopub.execute_input":"2024-10-27T21:57:44.535621Z","iopub.status.idle":"2024-10-27T21:57:45.142846Z","shell.execute_reply.started":"2024-10-27T21:57:44.535568Z","shell.execute_reply":"2024-10-27T21:57:45.141707Z"},"trusted":true},"execution_count":54,"outputs":[{"name":"stdout","text":"\nIntegrated Scenario into AGN with Dynamic Properties.\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"
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7dupV+/frRs2ZI33niDBg0aEBgYyM8//8ybb75ZojJ4Mux2e6nbzeOMVQWrYuZyuXj99dd5/fXXS9w/fvz4U1o+x3ctr7322jGXATq6En4qs0bb7XbatWtHu3btOPfcc+nbty/jx48vfH3ORJwneq5P9nWu6NmyP/30U/7v//6Pu+++m6eeeuq0j3eqP3tgPf/t2rXjjTfeKPX+Bg0anHJcpT2vI0aMYP78+Tz66KN07NiRsLAwvF4vF1988Wn9/p2M03m+RESqKiW2IlJtjR8/nujoaN5+++0S93333XdMnjyZ9957j+DgYIYMGcKCBQuYPHkyI0aMOOVzPvXUU3zxxRfFJvk5nhYtWtCsWTOmTJnC2LFjT3u5kB9++AGXy8XUqVOLVW187ZZH27JlC6ZpFqva+iqoRWeVPR3jx4+nbdu2JZZYAnj//feZMGHCcRPboyvKPk2aNAGs9umyJpmnq2vXrgCF7ea+GNasWXPMyt6ZiPNkX+eyio+PZ+PGjSW2b9iwofD+E/n++++5/fbbGTZsWKm/e2fK8X5OVq5cSb9+/Y65D1jX5vV62b59O82aNSvcfjKzCR88eJBff/2V5557jmeeeaZwu69qX5Z4jxXb6b4uIiLVnVqRRaRays3N5bvvvmPIkCEMHz68xJ/777+fzMxMpk6dCsA999xDTEwMDz30UKmtsWWtdDRp0oQbbriB999/v8QY1WN59tlnSUtL44477qCgoOCUzw1HKjVFH5Oens4nn3xS6v779u1j8uTJhbczMjL47LPP6NixY+Fsxadj9+7d/P7774wYMaLU1+HWW29ly5Ytx52t1ZfsHzp0qNj2Ll260KRJE/71r3+V2kZ+MksRHe2PP/4o9bX4+eefAQrbQgcMGEB4eDgvv/wyeXl5xfb1vQZnIs6TfZ3L6pJLLmHRokX89ddfhduys7P54IMPSEhIoHXr1sd9/O+//84111xDr169GD9+PDZbxX3MCA0NLbXVd8SIEezdu7fY2Gif3NxcsrOzAQrHIL/zzjvF9vnPf/5T5hhKe10Axo4dW2q8UPLnujSn+7qIiJwNVLEVkWpp6tSpZGZmcumll5Z6f48ePYiKimL8+PFcffXV1KpVi8mTJzN06FA6dOjANddcwznnnENAQAC7d+/m66+/BkqOXSvNk08+yeeff87GjRtLXdfzaNdddx1r1qzh5ZdfZtGiRVxzzTU0atSI7Oxs1qxZw8SJEwkPDy8cJ3c8AwYMIDAwkKFDh3LXXXeRlZXFhx9+SHR0dKmTWjVv3py//e1vLF68mJiYGP73v/+RnJx82gmSz4QJEzBN85ivwyWXXILD4WD8+PF079691H2aNGlCzZo1ee+99wgPDyc0NJTu3bvTqFEjPvroIwYNGkSbNm249dZbqVevHnv37mX27NlERETwww8/nFLcr7zyCkuXLmXYsGGF7ejLli3js88+o1atWowcORKwqrBvvvkmt99+O+ecc07hmqYrV64kJyeHcePGYbPZyj3Ok32dy2rUqFFMnDiRQYMG8eCDD1KrVi3GjRvH9u3b+fbbb4+bqO7cuZNLL70UwzAYPnx44e+MT/v27U+qtf9kdenShUmTJvHwww9zzjnnEBYWxtChQ7nxxhv56quvuPvuu5k9ezbnn38+Ho+HDRs28NVXXxWu79ulSxeuvPJKxo4dy/79+wuX+/F90VWWCmtERAS9evXi1VdfpaCggHr16jFjxgy2b99earxgvV9cc801BAQEMHTo0FK7Nk7ndREROWv4ZzJmEZEza+jQoWZQUFCJ5VmKuuWWW8yAgAAzLS2tcFtiYqL56KOPmq1btzaDg4NNp9NpNm7c2LzpppuKLdVhmsWX+znazTffbAInXO6nqDlz5pjDhw834+LizICAADMiIsLs2rWrOXr0aDMxMbHYvvHx8ebgwYNLPc7UqVPN9u3bm0FBQWZCQoL5yiuvmP/73/9KLC3iO8b06dPN9u3bm06n02zZsqX59ddfl+k6fUuLzJ49+5jX1K5dO7Nhw4bHve4+ffqY0dHRZkFBQanL/ZimtSxS69atTYfDUWLpn+XLl5vDhg0za9eubTqdTjM+Pt4cMWKE+euvvxbu41ueJTU19bix+MybN8+87777zLZt25o1atQwAwICzIYNG5q33HKLuXXr1hL7T5061TzvvPPM4OBgMyIiwuzWrZs5ceLEYvucTpy+16Do63eyr3Npjl5WxjRNc+vWrebw4cPNmjVrmkFBQWa3bt3MH3/88YTPme/n4Vh/ii6XcywcY7mfo38mt2/fXuLnICsry7zuuuvMmjVrmkCxpX/y8/PNV155xWzTpo3pdDrNyMhIs0uXLuZzzz1npqenF+6XnZ1t3nfffWatWrXMsLAw8/LLLzc3btxoAuaYMWMK9zvez9OePXvMK664wqxZs6ZZo0YN86qrrjL37dtX6nPwwgsvmPXq1TNtNlux1+1UX5eTeb5ERKobwzQ1k4CIyNkoISGBtm3b8uOPP/o7FJFKa8WKFXTq1IkvvviC66+/3t/hiIjIMah3RURERARrzO3Rxo4di81mo1evXn6ISEREykpjbEVERESAV199laVLl9K3b18cDgfTpk1j2rRp3Hnnnae1LJCIiJx5SmxFREREgPPOO4+ZM2fywgsvkJWVRcOGDXn22Wd58skn/R2aiIicgMbYioiIiIiISJWmMbYiIiIiIiJSpSmxFRERERERkSpNia2IiIiIiIhUaUpsRUREREREpEpTYisiIiIiIiJVmhJbERERERERqdKU2IqIiIiIiEiVpsRWREREREREqjQltiIiIiIiIlKlKbEVERERERGRKk2JrYiIiIiIiFRpSmxFRERERESkSlNiKyIiIiIiIlWaElsRERERERGp0pTYioiIiIiISJWmxFZERERERESqNCW2IiIiIiIiUqUpsRUREREREZEqTYmtiIiIiIiIVGlKbEVERERERKRKU2IrIiIiIiIiVZoSWxEREREREanSlNiKiIiIiIhIlabEVkRERERERKo0JbYiIiIiIiJSpSmxFRERERERkSpNia2IiIiIiIhUaUpsRUREREREpEpz+DsAERERkfLkNb3km/m4ceMxPdgMGw4cBBgBOAx99BERqY707i4iIiJVltf0csB7gBR3CimeFBLdiez37MeDp8S+BgY1bTWJdcQSY48h2hFNlD1Kya6ISDVgmKZp+jsIERERkZNxyHOI1a7VrHGtIZ98AGzY8OI94WMNDEzMwsc0C2hGh6AOxNpjMQzjjMYtIiJnhhJbERERqRK8ppcdBTtY6VrJLveuYgnq6fAdp7atNh2DOtIisAUBRkA5RCwiIhVFia2IiIhUeknuJKZnT+eQ91C5JbTH4jSc9A3pS/OA5qrgiohUEUpsRUREpNJym24W5C5gqWvpGU9oj9Y4oDEXhlxIqC20ws4pIiKnRomtiIiIVEpFq7T+YGAQQAAXhl6o6q2ISCWnxFZEREQqnXWudczKmQVQoVXaY2kf2J4+IX2U3IqIVFJKbEVERKRSWZG3grm5c/0dRgktAlowIHQANsPm71BEROQoemcWERGRSmNl3spKmdQCbCzYyIzsGagmICJS+SixFRERkUphg2sDc3Ln+DuM49pYsJE5OXOU3IqIVDJKbEVERMTv0jxpzMyZ6e8wymRV/io25G/wdxgiIlKEElsRERHxK6/ptVp8K8EkUWU1O2c2Wd4sf4chIiKHKbEVERERv1qSt4RUT2qVSmzduPk1+1e1JIuIVBJKbEVERMRv0jxpLMhb4O8wTpqJyQ73DrUki4hUEkpsRURExG9mZc/ydwinZXbObFxel7/DEBE56ymxFREREb9IcieR7EmuUi3IRyuggPX56/0dhojIWU+JrYiIiPjFKtcqDAx/h3HaVrhWaKytiIifKbEVERGRCpfrzWVj/sYqXa31Sfems8e9x99hiIic1Rz+DkBERORs5zE9HPAcIMfMwW268eDBhg27YSfICKK2vTaBRqC/wyxX6/PX48Xr7zDKhYHBStdKGgQ08HcoIiJnLSW2IiIiFeyg5yB73XtJ8aSQ5E5iv2f/CZO8GrYaxDpiibZHE+uIJc4eh2FU3Tbe1a7V/g6h3JiYbCvYRp43jyBbkL/DERE5KymxFRERqQAe08O2gm2scK1gn3sfADZsZa5apnvTycjPYBObMDEJt4XT0dmR1oGtq1wy5TJdHPIe8ncY5crEJNmTTLwt3t+hiIiclZTYioiInEHZ3mxWuVax2rWaXDO32GRJJ9uKW3Q8aqY3kz9y/2Be7jxaBrakg7MD0Y7ocov7TEp1p57yYzf/uZm3L30bgKdXPE3thrWPu//IWiMBuPa/19L9uu6nfN4TMTBI8aQQH6DEVkTEHzR5lIiIyBlgmiZrXGv4NP1TFuctJtfMtbaX82RJXrysz1/PxMyJzMmZQ4FZUK7HP54+ffpgGAYJCQnFts+ZMwfDMDAMg08//bTE41I8KeU6G/LCCQsZWWtkYRLrLynuFL+eX0TkbKaKrYiISDnL8GYwK3sWu927K+R8vmR5lWsV2wq2MSBkAPUD6lfIuU9FsjvZ3yGUOxOTRHdiye2midvtJiAgwA9RiYicPZTYioiIlBPTNFmbv5a5OXPx4Kn482OS5c3i26xv6eDswPnB5xNgVI6Eat++fTz11FP88ssvpKSlULNuTbpd143+D/XH7rADsOTrJfz+/u/s37Gf3IxcnKFOGnZuyCVPXEJ8l9JbfMffN57FExcX3vZVbQc+NpBBowYVbs/LyGPCfRNY+cNKgsKDOP/W8xnwyIAj92fmMf3V6az6aRWH9h7CGeakYaeG3Pb5bQQGBzLnnTks+nIRh/YcIi8rj+AawTQ5twlDnhlCdFOrBfy38b9xx/13ADBt2jT+8Y9/sHHjRmbNmkWfPn1YuHAhzz33HPPnzycvL4/WrVvzxBNPMHz48HJ9rkVEzkZqRRYRESkHpmnye+7v/JrzK27cfluftWj19rvM73B5XX6Jo6j9+/fTo0cPPvnkE7KysohtHsvBvQeZ9vI0Jo2cVLjfrmW7SFyXSEitEGJbxlKQV8DG2Rt554p3yEjOKPXYdRLqUDvhyDjb+C7xxHeJp2bdmsX2+/GFH9kwewMOp4P0xHR+fulnNs7eCIA7381/L/0vs9+ezf4d+4mIjSAkMoSNszfizncDsGX+FtK2pxEeHU5MsxhyD+Wy6sdVvHP5OxTklWz/vuyyy8jJyaFBA2sJoHnz5nHBBRcwbdo0goODSUhIYPny5Vx11VV89tlnp/X8ioiIKrYiIiKnzWt6+TXnV9blr/N3KIV8s/R+nfk1w8KHEWILOWPn2rlz53GXHvrvf//L7t27iYmJYfXq1Xxl+5Llv6zk4xs+ZvHExVz08EVENY7igtsvYMjTQwgMsdbsTd2Wyj+7/hNXlot1M9bR48YeJY498NGB1KxXk4n3TwTgoZkPlRpDvbb1uP+H+8nLzGN069F4Cjxs+n0TLfq2YNl3y9izcg8Alz57KRc+eCEAiesTCQy2Yhny1BCiPonCHmBVlzfO2ci7w97l0L5DbF+4nea9mxc730MPPcSYMWMA8Hg89O/fn4KCAi666CJ+/vlnHA4HDz30EGPHjuXJJ5/kpptuKvPzLSIiJSmxFREROQ2maTI7Z3alSmp9TEwOeA/wXeZ3XBV+FU6b84ycJzAwkE6dOhXezsjIYP369YW3Fy1aBEBycjLR0cVnbjZNk51LdxLVOIqcQzl8/cjX7Fm5h9z0XEzzSNU7PSn9tGLseHlHHIEOwmqHEVYnjPTEdDJTMgHYtXQXAA6ngz739Sl8TFyruMK/H9h9gEkPTWLf2n3kZ+efMLaRI0cW/t1utxc+BzNnziwx3nbPnj3s3buXevXqndY1ioiczZTYioiInIa/8v5iTf4af4dxTL7kdkrWFK4MvxKHUf7/9MfFxbFgwYLC23PmzKFv375FgrCSwPDAQFoHBJDcMqpYq3ZgcCCuLBfvDX+P3PRcAoICqNe+HnaHnZ1LdwLg9Zzc0khHC64RXPh3m8MaiVVqu3gphee0HWl8fOPHePI9OMOc1O9YH6/by97Ve48ZW0xMTKlx1KtXj/r1S07s5Xa7y3IZIiJyDEpsRURETtGugl0szlt84h39zMQkyZPEgtwF9AzpWeHnP6dbN36eNg2H3c6X9erxy6yHcJku8jLzWPXTKtoPac/uFbvJTbeWRLrmP9fQ5cou7Fi8g7EDx57w+L52YQBXtgtn6MlVpht2aQgfg9vlZu67c+l7n5WUJ21Mok6jOuxdtRdPvjUZ2N3f3E2jbo1Y9u0yPrvj2GNjj27NPuecc5g7dy7x8fHMmjWL4GAr0d6zZw9Lly4lPl7r34qInA4ltiIiIqfAZbqYkT0DA8NvE0WdrKWupTQNbEqsI7ZCz3vffffx0dtvszctjRabNhHTbTQ5BR4O7T2Ep8BDt2u6UTuhNoGhgeRn5/Plg18y681ZZKVllen4Mc2PVEfHnDuGiJgILnvhMhr3aFymx3ce1pnf3/+dPSv38P3T3/PHh39gD7CTtj2Nf279J7EtY7HZbXg9Xt6/6n0i60eSkVL6ZFbH8vzzz9OvXz/mz59PXFwcjRo1IjU1lX379tGrVy8uu+yykzqeiIgUp1mRRURETsGfOX+SY+ZUmaQWwMBgevZ03OZptr2aJnjKvpxRVFQUC15+mVtbtqQ2sG/7fgryCmh8bmMu/+flAITUDOGW/91CbItYTK+JI9DBHRPuKNPx67apy4BHBhAeHc7BPQfZuXRnYfW3LByBDu7//n763teX2vG1SU9MJ/tANs17N8cR6CCmeQzX/OcaasfXxlPgIbR2KDd9WHKyp2AjuJSjW3r16sXvv//OoEGDMAyDdevWERAQwJVXXskjjzxS5lhFRKR0hll09gMRERE5oV0Fu5icNdnfYZyyLs4upbckJybCmDHw7LMQGQmZmTBlCowYAQ4H2O0lH7NlC6xdCxdcALVqHf/E6enQtSsr/n03c8+tXk1jBgbNApoxKGzQiXcWEZFyp4qtiIjISTBNk19zfsUobZahKmKpaymHPIdK3uH1wp49kJ9v3d69G26+GVJTraS2oADcbuv/Tz4JtWvDuefC00/D0qUnPrHdDh07Ej1tUbleT2UR7Yg+8U4iInJGKLEVERE5Cbvcu8jwZlSpFuSjGRisca2xWoq93iNtxfXqwbffgm9GX5vNqsIOG2Zta9cO1q+HadPghx/gf/+DpCT4/nto2fLEJw4Jge7diZo898xdnJ+YmMTYS58JWUREzjwltiIiIidhZd7KKl2tBSsJW+1ajRuPlbza7VZym5kJM2fCCy9YO37xBRw4YP0ZNw5+/dVKbleutLZddhnk5UHdutCgwYlPbLNBx44E7EuhjrfGmb3ICmbDRpQjyt9hiIictZTYioiIlFGGN4Pt7u1Vulrrk08+mzbNsFqIr7nGSk6nTbMqsmPGQG4uPP88/Oc/kJ0NF19sVXQBBg+22pUbNYIbboAHH4THH4eUlBOfuFEjqF2bduvLPvlUZWdg0DygOU7j5JYZEhGR8qPEVkREpIzWuNZU+Wqtj2HCyn2/wahR0LgxzJ4NgwZZk0B5PNb4WpsN2raF5GTYu9d6oGlC587w00/w6qtw0UUQHAwff2xNOrV///FPHBkJjRrR8qf1OKrJqoMmJu2D2vs7DBGRs1r1+BdFRESkAmxwbagW1VoA04CUjg1Iz5pOjbvugvh4644WLSAw0KrkNm9uJb01a8K8edbsyD7nnGP9MU0wDKudee5c63ZpvF4rUY6MhDlzCAwJoXX2b6zOX1Pln9PattrE2it2bWARESlOFVsREZEyyPPmkWlm+juMcpd8USeIiLBueL3WBE9t28Iff1jb6tSxbs+ZY902Dlesly2DGTNg1y6YNMlKhC+7zNrf6z0yKZVvYiqb7cjjQ0LANGkX1L7KJ7UAHYM6YhjVo5IvIlJVKbEVEREpgxRPGcaPngHTxkxjZK2RPNfhuXI75n+G/oeRtUYy4Z7xpDQItVqNi+rVC/76y0pKg4OtduOvvoKtW61EduFCawmgxx6DLl2s//foAXfdZT3eZjsyKZVv7dsNG2Ds2CNVXcOgjr0ODRwNqnR7d5ARRIvAFv4OQ0TkrKfEVkREBOjTpw+GYZCQkFBs+5w5czAMg/jAeBZNqPj1V2vWrUl8l3jqt69fuG38feMZWWsk/xn6n9M6tmlAcnwo7NtnbfBVHfv0ge3bj0wG9be/Qfv21pq1zZrBlCnQvTuMH2+Nxd2505pwKjraSlrz82H6dGtCqR49rCWD+vSBDz+0Zl4uol9IP2xV+OPIRSEXEWAE+DsMEZGznsbYioiIVGLn3nQu59507pk5uAHJrWMwZ2y3aqa+xLZdO8jIgLVrIS7OmjH588/B5bLG3PrUrGn939d6bJoQEGAltO+9Z82kPGIEnHcetGkD4eElQqhhr8EFwRcwJ3fOmbnGM8Q3E3LjwMYn3llERM44JbYiIiJl5BsPenDPQX76509snL2R7APZhEeF03ZQWy558hJCI0MBSN6czNTRU9m5ZCe5GbmE1Q4jrnUcg0YNIr5LPAsnLGTi/RMBuG/qfUx5cgrJm5KJahLFla9cSdPzmwJWK/L0V6cT2SCS0StH81yH5zi4+yAAW+dtZWStkYXHiO8Sz2d3fMa+NfvISsvC4/YQWT+SzsM6M+CRATgCS/6zXxAaSOaGZXz4cgofjhvHrl27CAgIIKFxYwb8/DOv9e9v7ehb6gesFmVfizEcaT32TRz1wgtWBTegbJXM9s72bCrYRKI7scqMuQ0ygugT0sffYYiIyGFVt/dHRETEDzJTMxk7cCxLJi0hNz2X6CbRZKZmMu9/8/jvkP9SkFcAwOd3fM7aX9bidXuJaxmHaZps+HUDSRuTShzzw2s+xO1yY9gMEtcl8sE1H5CemF7q+eu3r09obSt5doY5ie8ST3yXeILCg3Dnu1nz8xoK8gqIahJFeJ1w0ralMeNfM/jpxZ+OeU1Tw8N55Ikn2LhxI40aNaJu3bps3rePr7/7rvQHFE1qi/JVfENCypzUWg8zGBAyoEq1JPcP6U+QLcjfYYiIyGGq2IqIiBSxc+fO485w++dHf5KemI5hM/j7L3+nQYcGrPppFf+78X8krk9k2bfL6H59d1K3pQJw+4TbadzDalfdv3M/pc2TdNmLl3H+LeeTuD6R13q/Rn52Pr9/8DtDRw8tse/fPv8b4+8bz+KJi6nfoT4P/PBA4X2eAg+j5o8ituWRpWe+uPsLlny1hOXfLeey5y8r9Zq2BFkJWv/+/Zk5cyYALpeLpUuXnuDZKj817DUYHDaYH7J+qPRV2x5BPdSCLCJSySixFRERKSIwMJBOnToV3s7IyGD9+vWFt3ct3wVAdNNoGnRoAED7we0JDAkkPyef3St20/367rQZ2IZl3y7j7cvepnZCbWJbxNK8T3N6XN+jxDm7DOsCQFyrOOq2rsueVXtIXJd40rEbNoMlXy9h5dSVHNh9AE++p/C+9KTSK8AAffpdwMuBgcyaNYuoqChatGhBly5duPXWW086htPRKKARA0MH8kv2LxV63pPR0dmRbkHd/B2GiIgcRYmtiIhIEXFxcSxYsKDw9pw5c+jbt+9JH+f6d6+n7cVt2TJvC0kbk1g/az2rflxF0vokhr82vDxDLjRr7CxmvTkLgMgGkURER3Bo3yHSE9MxvceugrZp3561a9cyYcIEli9fzsqVK5k3bx4fffQR69evp2HDhmck3tL4ls6Znj290lVuOzs70zO4p9asFRGphKrOYBYREZFKoGEnK8lL2ZLC7pW7AVj10yryc/IBaNDRquJu+2sb7Ye0Z8QbI3jwpwcZ+NhAALbO31rimMsnLwcgaWMS+9ZZS+/EtY47ZgyBwYEAhef02blkJwBRTaMYvXI0f//l79RrW6/E44+2c4vVfv3MM88wefJkNmzYQEREBDk5OSxevPiEjy9vLQJbMDRsKHbsfl/j1vB4ATg36FwltSIilZgqtiIiIieh5+09+evzv8hIyuDfF/+bOo3qkLLFWu81rlUcna/sDFhjW3MO5VCzXk0CgwNJ2mBNGlW3Td0Sx/z+me+Z+95cDuw+gNftJTAkkAvuuOCYMUQ3iwZg9/LdvHL+KwSGBHLf1Puo26Yua6evJXVLKs93fB5PgadwMqvjWfLHEu658x7i4uKIjY0lOTmZjIwM7HY7rVu3PunnqDw0CmjE9RHXMyN7BkmekhNuVQTD4yU0o4AB9t40iOxWcjZoERGpNFSxFRERKSMbNsKjwnloxkN0vborwTWCSdmSQnhUOOfdeh73/3g/AUHWbMDdr+tObMtYsvdnk7QxifDocM69+VyufPXKEse966u7cAQ58Lg9xLWK4/YJt1Ozbs1jxtHj+h50GNqBoIggEtcnsnPpTkyPSf+H+nPOtecQXCOYvMw8Og/rTM/beh73mmraanJO53O44oorCAwMZN26dWRnZ9OjRw++/vprWrVqdVrP2emItEcyInwEvYJ7VWj11lelbbvew41v7aTB/S9ad9jtR5Y0EhGRSsUwTb1Di4iInMh613pm5Mwot+MVXcd27IGx5Xbck2Fg0CKwBQNDB/rl/CfjoOcgs7Jnsc+zDwPjjIy/NTxeTLuNcE8wF9UYRIOABnDoEJx7Lrz4Ilx5+EuJ3buhQYNyP7+IiJw6tSKLiIiUQbQj2t8hlDsTk2h71biuSHskV0VcRZI7iVWuVWzM34gXb7kc25coN/BE0yHiXBICErAZNnC7oWZNeP99iDs85jkjA5o1g2XLwE9t2iIiUpISWxERkTKItEVix44Hz4l3rkKqWsIe64gl1hHLBcEXsD5/PStdK8nwZgAUtiqfqJprw1aYFDsNJ20C29DO2Y6a9prWDl4vYILj8MekyEh4/HG4/nq44gr44w9orHVsRUQqE7Uii4iIlNGUzCnscu+qdMvQnCoHDu6seScBRoC/QzktOd4cUjwppLhTSPYkk+xOJsfMKfY6GRgEGoFE26OJccRY/7fHEG4LPzLTsdcLhmH9AVi61GpBnjYNGjWC//4X+vXzwxWKiMiJqGIrIiJSRu2d7dnp3unvMMqFgUEbZ5sqn9QChNhCSLAlkBCQUGy71/TiwYMdu9VafCK2w/ssXgzPPw8//wznnQdffw0XXwwBAZCcDDExsGYNtG1rJcM2zcUpIuJveicWEREpo4SABEKNUH+HUS5MTNo72/s7jDPKZtgIMALKltQC5OdbFdnu3SEnB376CWbPhqFDraT2iy+geXPo0we6dgWXS0mtiEgloXdjERGRMrIZNjo4O1TYsjNnioFBXUddatlr+TuUysPrhcBAuOQSK6H95RerSutwwIED8NVX8NZbkJlprWe7aRM4nf6OWkREDtMYWxERkZOQ483ho/SPqvw420tCL6FZYDN/h1F5mOaRsbU+WVnw/ffw5puwfDlcey1ER8PUqbBli5Xg2u3+iVdERIpRxVZEROQkhNhCaBfYrspWbQ0MIm2RNA7QrL7FHJ3UbtsG/fvDrbdCixawcaPVivzGG1bCO2eOkloRkUpEk0eJiIicpPNDzmdbwTayzewqWbkdGDoQu6Gk7JgKCqy24/x8WLvWWrcWrHVtHQ4YPx5qqY1bRKQyUcVWRETkJAUagQwIHVAlk9quQV2JccT4O4zKLSDAGlfbvLmV1BYUWGNwHQ7r/82aQe3a1nY4vO6tiIj4kxJbERGRU9AgoEGVakn2tSB3C+rm71AqN1+S+sAD1ozILpeV6PpalR96CBISrIml/u//rG1HtzGLiEiF0+RRIiIipyjfzOeLjC/I8mZV+uqtgcHV4VerWlsWvrVpP/wQOnWCOnWsZHbLFjjnHGuGZJsNhg+3Jpfq1UsTSYmI+JkqtiIiIqco0AhkWNgwnIaz0lduB4UOUlJbVr4K7M03w4IF8PXXVuIaGWm1IIO13u0dd8ALL1i3tZ6tiIhf6V1YRETkNNS012RY2DACCKi0yW3/kP5a2udk+BLbwECYPx82bLCqsZmZ0LkzbN9u3X/uuZCeDsnJakcWEfEzJbYiIiKnKcoRxVURVxFkBFWq5NbAYGDIQNo42/g7lKrH47H+f++98N13kJZmtSMnJkJurnVf27YwcSLEqBIuIuJvGmMrIiJSTg55DjElawrp3nS/xmFgYMfOoNBBNA7UerWnzDStSmzfvtY427g4GDcOnn8e/v53f0cnIiJFKLEVEREpR27TzV+5f7HMtQwDwy+TSjV0NKR/aH/CbeEVfu5qxTch1LZt1kRSs2ZBnz5WYhsc7O/oRESkCCW2IiIiZ0CiO5Hp2dMrrHrrq9L2DulNm8A2GBrzefrcbmvtWp/cXCvZDQvzX0wiIlIqJbYiIiJniNt0szBvISvyVuDGfUbO4asKNwloQu+Q3qrSnim+tmQREamUlNiKiIicYflmPhvzN7IibwUHvAdOu0XZ9/ggI4j2zva0dbZVQnsmJCfDpZfC7NkQEnLi5FbJr4iI3yixFRERqSCmaZLoSWRN3hp2u3eTZWYBFM6kfKxk14YNL14AnIaTWHssrZ2taRLQBLthr5jgz1adO8OAATBmTMnW5OMxTdx42O/Zz37PfgrMAty4MTFx4MBu2Klhq0G0PZogW9CZvQYRkbOAElsRERE/yfPmkeJJIcWTQrI7mWxvNgUU4Dbd2LHjMBwEGUFEO6KJtkcT7Ygm3AjX+NmKNG0aXH+9Vb0NCDhuVTbbk8W2WZ+S0rEBiUGZHPAcwDSOfMwquhRU0S8xwowwYh2xxDhiaOhoSLQj+sxdj4hINaXEVkRERORYTBPOPx8uvBBefLFE1dY0Tfa597HStZItBVswTS82txdvwMlV0otW7aPt0XRwdqB5YHMcRhkrxCIiZzkltiIiIiLHM2UK3HmnVbU1DPB68Rgma/PXsiJvBQe9BzFMo1h19nT4xlAHEkhbZ1s6BXUizKaZmEVEjkeJrYiIiMjxeL3WWNtBg+Dll0l1p/JL9i8c8B4AEziDneEGBg4c9A7pTevA1mpDFxE5BiW2IiIiIify3Xd45vzK4lduZFHeIjBNzArOMRs6GtI/tL9mwBYRKYUSWxEREZETSPOkMS3jJw5wyG8x+Kq3fUP60srZym9xiIhURkpsRURERI5jn3sfUzKnFC7XUxn0COpBt6Buak0WETlMia2IiIjIMewq2MXUrKl48VaapNans7MzPYN7KrkVEQFs/g5AREREpDLa597H1KypePBUuqQWYJlrGQvyFvg7DBGRSkGJrYiIiMhR9nv2MyVzCl68/g7luBblLWJl3kp/hyEi4ndKbEVERESK8JgepmVNq1Rjao/n99zf2e/Z7+8wRET8SomtiIiISBFL85ay37u/SiS1ACYm07On4zUrd3VZRORMUmIrIiIicliqO7XKjVs1MUn1pLI0b6m/QxER8RsltiIiIiJYLcjTs6f7O4xTtiBvgVqSReSspcRWREREBFifv75KtSAfzcTkj5w//B2GiIhfKLEVERGRs55pmqzIW+HvME6LiclO907SPen+DkVEpMIpsRUREZGzXrInmf3eqt/Ga2Cw2rXa32GIiFQ4JbYiIiJy1luZtxIDw99hnDYTk9X5q3Gbbn+HIiJSoZTYioiIyFkt15vLpoJNVXZs7dHyzXw252/2dxgiIhVKia2IiIic1XYU7MBL9VkD1sBQYisiZx0ltiIiInJW6dOnD4ZhcMsttwCQ4knBVspHouc6PMfIWiOZNmYaAJv/3MzIWiMZWWsk+3dV3vG4JibJnuRS70tISMAwDJ599tkTHueWW27BMAz69OlTvgGKiJwBSmxFRESkUvMlor4/drudevXqMXToUObPn3/ax090J5apYhsUHkR8l3jiu8TjCHSc8vkWTlhYmCBv/rN4ZdWXTP9n6H9O+fgAOWYOOd6cMu3re14//fTT0zqniIg/nfq7soiIiEgFCgwMpFOnTrhcLtasWcOPP/7IL7/8wrx58+jWrdspHdNreknzpJVp3wYdGvDQzIdO6Tz+kOJJIcGW4O8wREQqhCq2IiIiUiXExcWxYMECli9fzpQpUwBwu91MmDABKL119tNPPy2sSJbm6Ref5slWT/JY/ccY97dx5KQfu8p5rFbkjbM38s4V7zAqfhSPxD3CS91fYslXS07/gg/zer3MfW8uY84bwyNxj/B4o8f55JZP2L/zSAyH9h7i/RHv82zbZ3m07qM8WvdR+nXsx9ixYzHN0ifFmjNnTrHn5dZbb8UwDBISEkrs+9FHH9GoUSPCw8MZMmQISUlJ5XZ9IiLlQYmtiIiInJW++eYb3vrXWwRFBJGfk8/yycv58oEvT+oYK6as4L3h77Fp7iY8bg9RjaPISMpg1/Jd5Rbnt499y+QnJpO0IYk6jepgs9tYOXUl/77432SmZgKQdSCL9bPWAxDTPAZnuJNt67bx0EMP8c4775R63IiICLp37154u3HjxnTv3p1OnToV22/RokU88MADBAQEkJWVxU8//cQ//vGPcrs+EZHyoFZkERERqRISExPp0aNHYSsygMPh4Nprrz2l4wUEBDBlxRRWRKzgh+d/4Nexv7Lqx1Ukb0ompnlMmY7xw3M/YJomdRrV4cGfHyQiJgJ3vpvUrallevzbl7593Pv379zP/E+sccTXvXMd3a7phivLxcs9XubQvkP88cEfXPLkJdSOr83TK56mdsPagFXl/fiyj1k7by1ffvkl9913X4ljd+7cmQULFhRWbZ9++unCCbWKcrlcLFu2jA4dOjBs2DAmT57Mr7/+WqbrExGpKEpsRUREpErIz89n4cKF2Gw2YmJi6Ny5M0888USxquPJ6Nu3L5GxkZADXa7swq9jrWQtcV1imRLbrLSswnbgbtd1IyImAgBHoIO4VnFliiGmeQxB4UGFt/es3oMn31N4e/fy3YWtxBPuncCEeycUe/yOJTsAsNlt/PbWb6ybsY70pHS87iOTYe3bt69MsRxLu3bt6NChAwCtW7dm8uTJJCeXPuuyiIi/KLEVERGRKiE+Pp4dO3Yc835f5dHjOZIYpqenH/eYxxp/WlGG/2s4zXo2K7z9XIfnOLj7YKn71mtXr8RszLUa1AJg8hOTWfD5AgCimkQRUjOEAzsOkLk/s9jzcSpq1qxZ+HeHQx8dRaRy0ruTiIiIVAvR0dEAbN++HbfbjWEYTJ48+Zj7z5kzhwdTHoRwWD55eeH22FaxZTpfWJ0wasfXZv/O/SyauIhzbzqX8KhwPAUeUremEtuybMc5nvod62MYBqZp0u3abvS+uzdgJeTbFmwjOCIYgJ1LdgLQom8L7vn2HgryCnh74Ntk7s884TmCg4PJzc0lOzv7tOMVEfEXJbYiIiJSLfTr149XX32VvXv30rFjR7xeLxs3bjzm/vn5+QxtN5SQmBBSNqcA0PaStsS2KHtCOnT0UMb9bRxp29J4odML1E6ozcE9B+l2bTeGvTzstK+pTkIdetzUg7/G/cXkJybz+/u/ExgayMHdB8nLzOPa/15L3TZ1qdumLonrE9k4eyP/7PZPcg7mYPOWbY7Qli1bsnz5ckaNGsW4cePo378/L7300mnHLiJSkTQrsoiIiFQLAwYM4MUXX6Ru3brs2LGDtm3b8uKLLx5z/+HDh3PfI/eRm55LQHAAHS/ryLX/ObmJqDpe3pG7v7mbZr2aYbPbSN2aSnh0OA07NTzdyyl01etXcfk/LyeudRzpSekc3H2QWg1r0efePjTt2RSAy1+8nLaXtMUZ5sSV5aLfA/04/5Lzy3T8t956i3bt2pGfn8/ixYvZtGlTucUuIlJRDNPfg0tERERE/MRtunnn0DuYVL+PQ5eEXkKzwGYn3lFEpBpQxVZERETOWg7DQaQt0t9hnBHR9mh/hyAiUmGU2IqIiMhZLdYRi4Hh7zDKVSCBRNgi/B2GiEiFUWIrIiIiZ7Voe3S1a0WOdkQXLn8kInI2UGIrIiIiZ7WGAeU30VNlER8Q7+8QREQqlBJbEREROatF2iNp4GhQbdqRbdhoE9jG32GIiFQoJbYiIiJy1uvg7FAt2pENDJoHNCfYFuzvUEREKpQSWxERETnrNQpoRIgR4u8wTpuJSfug9v4OQ0SkwimxFRERkbOezbDRwdmhyrcj17bVJtYe6+8wREQqnBJbEREREaC9sz1Ow+nvME7LecHnaTZkETkrKbEVERERAYJsQfQP6e/vME6JgUHLgJY0Dmzs71BERPxCia2IiIjIYU0Cm9AioEWVa0kOMoLoHdLb32GIiPiNElsRERGRInqH9K5yLckXhV5EkC3I32GIiPiNElsRERGRIoJtwVwUcpG/wyiz1oGtaRTQyN9hiIj4lRJbERERkaM0DmxM35C+/g7juAwM4h3xXBhyob9DERHxOyW2IiIiIqVo72zP+cHn+zuMUhkYxDniGBw2GLth93c4IiJ+Z5imafo7CBEREZHKakXeCubmzvV3GMXEO+IZEjYEh+HwdygiIpWCElsRERGRE9iYv5FZ2bPw4MHEPx+dDAxMTNoGtqVPSB9VakVEilBiKyIiIlIGGZ4MZubMZI97T4Wf28Ag2AjmotCLSAhIqPDzi4hUdkpsRURERMrINE3W5K/h95zfK7R62zqwNb1CelW5ZYhERCqKElsRERGRk5ThyWB+7nw2F2zGPPxfefK1HcfYY+gR3ENVWhGRE1BiKyIiInKKcrw5rM1fy8q8lWSb2YUJ6emwY6dlYEvaO9sT7Ygup0hFRKo3JbYiIiIip8lretlRsIPNBZtJdCeS7k0vvM+GrURV18AAKNwWbAQTY48hPiCeVoGtcNrUciwicjKU2IqIiIiUs3wzn1RPKinuFPZ79lNgFuDBgxcvDhw4DAcRtgii7dHEOGIItYX6O2QRkSpNia2IiIiIiIhUaTZ/ByAiIiIiIiJyOpTYioiIiIiISJWmxFZERERERESqNCW2IiIiIiIiUqUpsRUREREREZEqTYmtiIiIiIiIVGlKbEVERERERKRKU2IrIiIiIiIiVZoSWxEREREREanSlNiKiIiIiIhIlabEVkRERERERKo0JbYiIiIiIiJSpSmxFRERERERkSpNia2IiIiIiIhUaUpsRUREREREpEpTYisiIiIiIiJVmhJbERERERERqdKU2IqIiIiIiEiVpsRWREREREREqjSHvwOQk+c1vXjwYGJix44NG4Zh+DssERERERERv1BiW4l5TA9pnjRSPCmkuFNI8iRxwHMAL95i+xkYhNvCibXHEuOIIdoeTZQjCqfh9FPkIiIiIiIiFccwTdP0dxByhGma7HHvYZVrFdsKthUmsTZsJRLaoxlYVVsT6yWNscfQwdmBZoHNcBj6DkNERERERKonJbaVhMt0sd61nhWuFaR70zEwChPUU+U7RqARSLvAdrRztqOGvUY5RSwiIiIiIlI5KLH1M6/pZYVrBfNz5+PBc8bO40tyWwe2pldwL5w2tSmLiIiIiEj1oMTWjw56DjI9ezrJnuQKO6eBQbARTP/Q/jQKaFRh5xURERERETlTlNj6ga9KOy93Hubh/yqSr3rbKrAVvYN7q3orIiIiIiJVmhLbClZgFvBj1o/scu/ydygYGIQYIVwZfiWR9kh/hyMiIiIiInJKlNhWIJfXxZSsKSR7kiu8SnssBgZOw8mwsGFEOaL8HY6IiIiIiMhJs/k7gLNFvpnPd1nfVaqkFqylgVymi28yvyHNk+bvcERERERERE6aEtsK4DbdTM2aSqontVIltT4mJgUU8F3md6R70v0djoiIiIiIyElRYlsB/sz9k33ufZUyqfUxMckz85iaNRWPeeaWHRIRERERESlvSmzPsD0Fe1jpWlmpk1ofE5MD3gMsylvk71BERERERETKTIntGZRv5jM9ezoGhr9DOSmL8xaT4k7xdxgiIiIiIiJlosT2DJqfO59sM7tKVGuPNj17ulqSRURERESkSlBie4YkuhOrTAvy0Xwtycvylvk7FBERERERkRNSYnuGLM9bXuVakI+2zLVMVVsREREREan0lNieAdnebLYUbKmS1dqi8sw8thZs9XcYIiIiIiIix6XE9gxY61rr7xDKhYHByryV/g5DRERERETkuJTYljOv6a2yY2uPZmKyz7OP/Z79/g5FRERERETkmJTYlrNd7l3kmDn+DqPcGBjVpgItIiIiIiLVkxLbcpboTsRWjZ5WE5O97r3+DkNEREREROSYqk8GVk769OmDYRjccsstx90vISEBwzB49tlnAZgzZw6GYXBeyHmk7ko984FWoP2e/XhNr7/DEBERERERKZXD3wGcrj59+jB37tzC2zabjdjYWDp37szjjz/OeeedVyFxRERE0L17d5I9yTgCT+1pnTZmGtNfnX7cfSIbRDJ65ehTOv6p8uDhgPcAdex1KvS8PnPmzKFv374AbN++nYSEBL/EISIiIiIilVOVT2x9AgMD6dSpEy6XizVr1vDjjz/yyy+/MG/ePLp163bGz9+5c2dmzp/J/9L/d8rHqFm3JvFd4gFw57vZu9pqAa4RV4OadWsCEBEbUeJxpmnidXuxB9hP+dwnkuJOqfDE1jRN3G53hZ5TRERERESqnmrTihwXF8eCBQtYvnw5U6ZMAcDtdjNhwgQAbrnlFgzDoE+fPoWP+fTTTzEMA8MwSj3mP//5T+Li4ggNDeWaa67h0KFDxzz/nDlziLBHMLLWSPbvOjKL8MbZG3nnincYFT+KR+Ie4aXuL7HkqyWlHuPcm87loZkP8dDMh7jt89sKt/e4sUfh9raD2jKy1khG1hrJ+lnrGXPuGP4R/Q+2LdzGntV7ePvyt3mm1TP8I/YfPFb/MV7v93qJ8/keP/u/s/n8rs/5v4b/x+g2o5nxrxnF9pv939m81P0lHq33KN2iu9GhQwceffTRwvt97dijRo3i/vvvp1atWtSoUYN7770Xl8tVuF9ubi5PPvkkTZs2JTAwkFq1anH55ZezevXqUl+LX375hTZt2hAQEMBFF11UWK0FaNSoUZlaxUVERERE5OxRbSq25e2bb77BbrcTFxdHUlISkyZNIj8/n++++67Mx1gxZQXj/jYO0zQJCA4gqnEUB/ccZNfyXXQd0fW0Y/zoho+oEVuDmvVqAnBg1wG2/LmFmvVqEtcyjgO7DrB7+W6+uPsLgmsG02ZAm2KP//GFHwmtHYrD6SA9MZ2fX/qZ+C7xtOjbgjXT1vD9M98DENsilgAzgM2bN5Oens5rr71W7Dhjx44lLCyMmjVrsn37dt59912CgoJ44403ALj00kuZNWsWhmHQokUL9uzZw/fff8+vv/7K4sWLadmyZbHjXXbZZdStW5cGDRpwww03kJKSwvr16wHo2LEjTqeTJk2anPbzJyIiIiIi1UO1SWwTExPp0aNHYSsygMPh4Nprrz2l4wUEBLB+/XpiY2N5/PHHGTNmDJMnT2bDhg0lErFj+eG5HzBNkzqN6vDgzw8SEROBO99N6tbymVyqzz19GDp6KABej5estCyeX/c84dHhABTkFfBKz1dI25bG8u+Wl0hsG3RswP0/3E9eZh6jW4/GU+Bh0++baNG3RWGMzXs3597J99I4oDEDAgawdOnSEnE0bNiQpUuXEh4eznXXXcfEiRN5++23GT16NMuWLWPWrFkAvPHGG4wcOZI9e/bQqlUrsrKyePnllxk3blyx4z300EOMGTMGAI/HQ9OmTQurtpMnT9YYWxERERERKabatCLn5+ezcOFCVq1aRVRUFIMHD2bu3Ll07979lI7Xt29fYmNjAYolx0XbZ48nKy2L/TutluRu13UjIsYaG+sIdBDXKu6UYjpa77t7F/7dZrdhGAZTnp7CM62f4eGoh3m07qOkbUsDID0pvcTjO17eEUegg7DaYYTVCQMgMyUTgJYXtsQeaGfT3E082exJHrvoMR577DFCQkJKHGfIkCGEh1vJ9DXXXANYr8emTZtYvHhx4X7XXXcdAPXr1+eCCy4AYMmSkm3ZI0eOLPy73X7mxg2LiIiIiEj1UG0qtvHx8ezYseOY9/vG0Xo8nsJt6eklk72qxFeZ9fn8rs/ZNHcThmEQ0yIGZ6iTpI1JuLJceD0ll+sJrhFc+Hebw/qOw8QEIK51HKPmj2LpN0vZu3ovKWtTeOutt/joo49Yv349DRs2PGPXFRMTc8aOLSIiIiIi1U+1SWxPJDo6GrCWi3G73RiGweTJk4+5/5w5c0hOTiYmJoZJkyYVbm/btm2ZzhdWJ4za8bXZv3M/iyYu4tybziU8KhxPgYfUranEtow9vQuCEpNe7Vy6E4AeN/Xg6jevJvtgNq+c/wquLFdpDz+u1K2pGDaDix+7GAODBDOBGxvdSEZGBosXLy6W2P700088//zzhIWF8dVXXwHWLNXNmzcnKyurcL8JEyYUtiL/8ccfAHTtWnKs8dHXVbRKnJ2dfdLXUt4KzALSPGmkuFNI8aSQZ+ZRYBbgwYMDBwFGAMFGMNGOaKLt0dS218ZhnDW/aiIiIiIiFe6s+bTdr18/Xn31Vfbu3UvHjh3xer1s3LjxmPvn5+fTvHlz4uLiCve77LLLaNWqVZnPOXT0UMb9bRxp29J4odML1E6ozcE9B+l2bTeGvTzstK/paHVb12X7ou0s+HwB2xdsJz0p/ZgzPp/IlnlbmDRyEhGxEURER5CbmktGRgZ2u53WrVsX23fv3r00atSIiIgItm3bBsA999xDjRo16Nu3L/3792fWrFk8/PDDfPDBB+zZs4esrCzCwsJ4/PHHTxhLkyZNCAgIoKCggP79+xMfH88jjzzC8OHDT+naTpZpmiR5kljnWsde914OeQ8VVrYNjMK/F2XDxpr8NYX71LLVon5AfdoEtiHKEVUhcYuIiIiInC2qzRjbExkwYAAvvvgidevWZceOHbRt25YXX3zxmPsPHz6cxx57jEOHDhEcHMxVV13F//53cmvUdry8I3d/czfNejXDZreRujWV8OhwGnY6M2281719Hc0uaEZAUAD5uflc8dIVxLU5tfG89dvXp/2Q9tgD7CRtTCI/J58ePXrw9ddfl0ju//73v3PDDTdw8OBBwsPDueuuuwonfwKYOnUqTzzxBI0aNWLz5s04HA4uu+wy5s+fX6aJuGrXrs1bb71FgwYNSE5OZuHChSQlJZ3SdZ2MArOANa41jM8Yz1eZX7E2fy0HvQeLJbKlJbUAXrzF9tnv3c8q1yomZE7gy4wv2eDagNvUGr0iIiIiIuXBME2z9E/mctJM0+S9Q++RT76/Qyl314VfV6LSmJCQwM6dOxk9ejTPPvusfwI7A/LNfBbmLmSVaxVuyj/59FV5nYaTTs5OdAnqolZlERGRKsY0TbLNbFLcKSR7kjnoOUiBWVD42cE3PCnSHkm0PZpoRzRhRtgpd9OJyPHp03Q5MgyDGEcMu927/R1KubJho5a9lr/DqBC7C3YzI3sG2Wb2Mauxp8t3XJfpYkHeAjbmb2Rg6EBiHJo0S0REpDLLN/PZkL+BbfnbSPYkk2fmAdaX1lCyk8vAgIIj252Gk1h7LI0DG9MysCWBRmDFXoBINabEtpzFOGLY695brBW1qqttr43dqN7L7uSb+fyZ8yer81cfc9zsmXLIe4hJmZPoGtSVbkHdVL0VERGpZPZ7rCFF61zrSu3mOtbnhqO3u0wXO9072eneyR85f9Da2Zp2znbUsdc5I3GLnE3UilzOtuVv44fsH/wdRrkxMGjvbE+fkD7+DuWMSXWnMjVr6hmt0pZVpC2SS8Mupaa9pl/jEBEREUh0J/Jn7p/sc+87I198+44ZZ4+jZ0hP6jrqluvxRc4mSmzLmcf08FH6R4WtKdVBaeNrq4u97r18n/k9btx+T2rB+gfOaTi5MvxKfXsrIiLiJ27TzV+5f7HMtaxCOrl85+jk7MS5wecSYASc0fOJVEdnzazIFcVu2GnvbF841qIqMzCIscdU26R2T8EeJmdOrjRJLVgtSy7TxdcZX5PqTvV3OCIiImedRHciX2R8wTLXMuDYbcblyXeO5a7lfJHxBfvc+874OUWqGyW2Z0BbZ1t/h1AuTEw6Ojv6O4wzIsmdxPdZ3+PFW2mSWh8TkwIK+DbrWw56Dvo7HBERkbOCaZr8lfsXX2V+RYY3w29xZHoz+Trza+bnzkeNlSJlp8T2DAi3hdMooFGVr9o6DSdNA5v6O4xyl+nNZErWFDx4Kl1S62Nikm/m823mt7i8Ln+HIyIiUq15TS+/5vzKorxFQMVUaY/Fd+7FeYuZlTMLr1l9JiQ9m5imidt0U2AW6DWsIJp+9Qzp7OzMtoJt/g7jtHRwdqh2M/Sapsms7Fnkm/mVNqn1MTHJMXP4Pfd3Lgq9yN/hiIiIVEte08uM7BlsLNjo71BKWJe/jgKzgItDL8ZmqB5VGZmmyUHvQVLcKaR4UkhyJ5HmSaOAgmL7GRiEGCHEOmKJsccQ7Ygm2h5NsC3YT5FXP9Ura6lE6gXUo3Vga9bnr6/0CdTRDAwibBGcE3SOv0Mpd+vy17HLvcvfYZSZicm6/HU0DWxKo4BG/g5HRESkWjFNk9k5sytlUuuzuWAzgTmB9Avph2FU7W7A6iTVncoq1yo25m8sTGJt2I655KeJSbaZzbaCbWwr2FaYH0TaImnvbE8rZyuchrPC4q+ONCvyGeQyXXyW/hm5Zm6VS25HhI8gzhHn7zDKVaY3k8/TPy/xDVplZ2AQbARzU8RNOG16wxMRESkvi/MWMz93vr/DKJNzg86lW3A3f4dxVnObbrYWbGVF3gqSPEnlOmO2HTutAlvR3tm+2k7ceqYpsT3DdhTs4Pus7/0dxknp4uxCz5Ce/g6j3E3JnMIu964q9yUDWMltq8BWakkWEREpJ6nuVCZmTqwynwsMDK4Nv1ZJj59szt/M7JzZ5Jq5Z2wJKN9x4x3x9AvtR7gtvNzPUZ2pWf8MSwhIoHVg6yoxkZSBQQ1bDXoE9/B3KOUuyZ3ETvfOKvOP19F8LckZHv/N0igiIlJdeEwP07On+zuMk/ZL9i94TI+/wzir5Hpz+TnrZ37O/plcMxc4c5OL+Y67y72Lz9M/Z61rrWbGPglKbCtAn5A+RNujK3Vya2AQaAQyNGxotZswCmCVa1Wlfv7LwsBgdf5qf4chIiJS5S3JW8J+7/4q9YW3ickB7wEW5y32dyhnjc35mxmXMY4tBVsq9Ly+pR9n5cxiStYUMr2ZFXr+qkqJbQUIMAK4POxyIm2RlTK5MjCwY+eKsCuoba/t73DKXa43l435G6vUP16lMTFZ7VqN23T7OxQREZEqK82TxsK8hf4O45QtyltEqjvV32FUa6ZpMid7Dj9n/4zLdPn1M+Ru924+T/+cvQV7/RZDVaHEtoIE2YK4MvxKattqV6rk1sDAgYNh4cOIccT4O5wzYn3++mPOUFfVuEwXW/Ir9ltDERGR6mRR7iJ/h3DafOvtSvnztamvzF/p71AAq7Dhxs3krMnsKNjh73AqNSW2FSjEFsLwiOHE2mP9HQpgJbVBRhBXhV9V7WZA9jFNkxV5K/wdRrkxMFjhWuHvMERERKqkbG82Wwq2VOkuLhOTrQVbyfJm+TuUaqeyrmlsYuLBw9Ssqews2OnvcCotJbYVzGk4uTL8SroHdcc4/J+/NA5ozA0RN1Tr2fUyvBlkmtVnXIKJSbInmXwz39+hiIiIVDlrXWv9HUK5qU7XUhmYpsmcnDlsKtjk71COycTkh6wf2Ofe5+9QKiUltn5gN+z0CO7BteHXUstWq0LPbWDgNJwMCh3E4NDBhNhCKvT8FS3Fk1Lux5w2Zhoja43kuQ7PlcvxRtYaychaI1k4oezjfTS2RkRE5OR4TS8rXSurdLXWx8RklWsVXrN6DLWqDNbkr6kSk3R68TI1ayo53hx/h1LpKLH1oyhHFNdGXFsh1VvfsRsHNOamiJtoHtgcw6g8Y31PV58+fTAMg4SEhGLbUzwp2Mr5x7xm3ZrEd4mnfvv6ZX7MwgkLCxPYo8V3iSe+SzxhdcLKfLwzkbCLiIhUZzsKdpBjVp9kIMfMYVvBNn+HUS1keDL4Ped3f4dRJiYm+WY+s3Nm+zuUSqf6retSxfiqt+2c7VjrWstK10pyzJxyXfjZgYNWzla0d7anjr1OuRyzqkh2J5f7xFHn3nQu5950brkd76GZD53U/gaGElsREZGTtMu9Cxu2ajOhpA0bu9y7aBrY1N+hVGmmaTIzZyYeqs76wCYmWwq2sDl/M80Cm/k7nEpDiW0lEWoLpVtwN7oGdWVHwQ5Wulayy70LOFJtLUuiWzQhjrRF0sHZgZbOljgN55kLvpIyTZNkdzIA+bn5zHx9JssnL+fgnoM4Q500Pq8xlzxxCXVb1y18zIopK/jh+R/ISMqgac+mdBnehS/u/gKA+6beR7OezZg2ZhrTX51OZINIRq8cDcC6meuY/tp0kjcl4ynwUCO2BvU71GfEGyOY/ORkFk88suacr2o78LGBDBo1qPD2tf+9lu7XdQcgdWsq08ZMY/Mfm8k5mENYnTA6D+vMZS9chonJJ29+wt+/+Du7du0iICCAhIQEBgwYwGuvvXamn1YREZEqKcmddFpJ7fj7xrN44mKanN+EB354oBwjO7bSPnP4ePGS5E6qkDiqszX5a9jj3uPvME7Jrzm/Us9Rr9oPLSwrJbaVxd69ULcuNsNG48DGNA5sjMt0kepOJcWTQnJBEkneZDK8GaU+PMgIIsYeQ4wjhhh7DNGOaEKN0GrVbnyy8g//B/DRdR+xae4mDMMgqmkU6YnprPl5DZt/38zDsx4mpnkMe1bvYdzt4zC9JkHhQaRuTeWrf3x1wvNkpWXx8Y0f48n3EFk/kuAawRzcc5AVU1Yw9Nmh1EmoQ+2E2uzfsR+wWo/BamkuTeq2VN7o/wa56bnY7DaimkSRm57LxrnWDH1rpq1h0tOTAGjdujVer5fNmzeTnp6uxFZEROQo+fn5vPbaa/z3s/9yYM8BDJtBeFQ4ca3juPj/LqZe23r+DvGU7ffsx2N6sBv2knemp8O2bdChA9g0+rA02d7sKtOCXJp8M5/fc37n4rCL/R1KpaDE1p9MEwwD9u2DIUPgkUfg+uut+1wunDt2UL9RI+oH1Qd7AQQE4Ln1Ztwhgbj/MxYTEwcO7IadACPAv9dSCblNNwCb/9jMprnWDHeXvXgZfe7pw6G9h3j53JdxZbmYNXYW179zPXPenoPpNXGGOXl84ePUiK3BF3d/wZKvlhz3PAf3HMST7yl8XGBwIKZpsnv5bsJqhzHw0YHUrFeTifdPBE7cejzzjZnkpudiD7Bz/9T7adS9EQB7VlnfJqZutSaO6t+/PzNnzgTA5XKxdOnSU3ymREREqq9HH32Ut956C4CoJlE4nA4O7DpA2k9pdBnepUontl68HHCnEWXUtj5T2oskuDNnwogRkJICdSpgKJrHU/z8VcAa15oq1YJ8NBOTTQWb6OntSZit7HO1VFdKbP3J4wGHAz78ECIjYfBga/sPP8DIkVCzJtx/P9x6KwRYiat90tfYJ0zAaQv1W9hVhce03qh2Ld9VuK3L8C4A1KxXk8Y9GrN+1np2L98NQNIGq52nyblNqBFbA4COl3c8YWIb2zK2sCL7dIuniWocRVzrODoM7UDDzg1POu5dS614m5zXpDCpBQonq2p5YUt+fPFHZs2aRVRUFC1atKBLly7ceuutJ30uERGR6m7SJKvLaeCjAxn0+CDAGq60feF2wqPCC/czTZN5/5vHX5/9RcrmFGwOGzHNYxjx5gjqtys+YeRfn/3FzDdmkn0gmybnNeGaf19DRExE4f0Lxy/kj4/+IHljMobNoF7belz44IW0u6Rd4T7ZB7OZ9tI01kxbQ0ZKBiGRIbTo04IhTw8hsn7kMa/n6OFPr8e9zrldz+W9994jMrLI4/LzoW5dCA4+8ZPk8RwpuNhs1v+PPDHFbwNMmQL33gvr10MN6zNTVUtqvaaXVa5V1WKW7LWutXQP7u7vMPxOfQn+5HsD+OorGD7cSmSnTYNXXrGS3C5d4M03YcuWI4/ZutWq7sqJVVAXdkBQAP+Y/Q+GjRlG20FtAVgyaQkfXf8RK6asKPfzxbWOY9T8UYx+djQ9e/Zk3759vPXWW5x//vns2rXrxAcQERE5i3i91rjajbM3snb6WjJTMjEMg8Y9GhPVJKpwv+9Gfcc3j37D3tV7CQwJJLJ+JHvX7OXArgPFjrdr2S6+G/Ud9gA7riwX62as4/unvy+8f8a/ZjDxgYnsWbmHsDphBIUHsX3Rdj6+4ePCL8sL8gr475D/8ufHf5KRkkF0k2hcmS6Wfr2UsQPHkpWWVeq1+IY/7Vyyk+CIYKIaR3EoOZWvvvqK9Pfeg8zMIzunpUFIiJW0pqZCdvaxnyS73Sq22O1WEmsWSfZKG9bWr5/1mbVGDWvfTz6BBw6POy4oKP540yx+uyw8Hpg9G159FcaPt9qqy9m2gm3VYpZsE5OVrpWFBZ2zmRJbfzIM600mJgYCA61tr74K3brB66/DBx+A2w1JhycG8HggLs5645FSmaZJXl4eeXl5uPPcFOQV0KBDg8L7l35jtese2nuIbQusKfIbdLLuj20VC8D2RdvJTLX+YShLYpqXkUfyxmQuuOMCbnz/Rh6Z8wgt+rYAYOtfWwEIDA4s3N+V7Tru8Rp2saq8W+dvZceSHYXb967ZC1ityIZhMPqZ0UyePJkNGzYQERFBTk4OixcvLu2QIiIiZ617770XgB1LdvDhtR/ydMunean7S0x/bToFeQUA7N+1nz8/+hOA9kPa89y65xg1fxTPrXmOhh2Ld1+5XW5GzhjJk4ufpP2Q9gBs+t0a8uTKdjHzzZmFx3l6xdM8s+KZwg6un/75EwDLvl1G4vpEAG755BZG/TWKB6c9iGEzSE9M548P/yj1Wo4e/jRq9iP8MGU0i4YMIep//4N33jmyc1aWVbX99FPo3h1q14Y77oBDh4of9Pff4cYbrbbl116DXbuOJLNpabBxo/V59cABK3H2eCA83Bq7C9a+mzfDb79ZtwMCiifDhlF6cnw8M2fCPffAxInw7bdWHHDyCfJxrHStPKNLbVakXDOX7QXb/R2G3ylD8rfQUKs6e+ed8NZb4HLBuHHWm8KKFdabS8+e1r5VrMXDH3bt2kXwUS03l//zcpr3bs6muZv4/qnv+WvcXxzadwhXlgtnmJP+I/sD0Pe+viz9eim56bm81O0lQmuFkpFc+mRdRWWmZfLvi/9NSM0QatStgafAQ8pmazke34zLMc1jCvcfc+4YImIiuOyFy2jco3GJ41308EWs/mk1uem5vDXoLaKbRpObkUto7VAe+/0xtszbwqSRk/g47mNiY2NJTk4mIyMDu91O69atT/m5ExERqY6effZZ7C3tfDXuK7bM20JeZh4pm1OY9vI00nakcf3b17N72W7Mw0lTn3v74Ai0PiKXtsZ8XOu4wnG5MS1i4EfITLG+EE/akERBrpUsd7qiEzabDZvTRodLO7Br2S4O7j5IVlpW4TCpwJBA2g+2kuMGHRoQ3TSa5E3J7F6xu9RrKTH8qVEdWrVrzf133M85P/0EkyZZCWFEhPWZctcu2LkTli2DBQvgrrsgNhZeeME64AcfwNix0LcvOJ3WcLg1a+Dll6025ilT4LHH4PbbrcR1zx54/33Yvh2+/96qqn74IYwZYxVqrrgC6teH226DTp2srsMtW6zPuzExUK+e9ffSFG15/vVXK3k++gv7YyXIXu+RpPfoVmqv90hyffgcGZ6MKjsTcmkMDFa7Vp/1Sz+pYusvvl+++fOt8bTffWd9WzZhAjRsaM1i969/wcWHZznzqL3gdNw+4XYuevgiasXXInVbKnaHnbaXtOXvv/y9MOms17YeN390M7Xja1OQV0DthNpc+vylhccICCp9gq7QWqF0u7YbYVFhHNh1gEN7DxHdLJrBTw+mx009AKjbpi4DHhlAeHQ4B/ccZOfSneSm55Z6vKjGUTw862E6X9mZkFohpG6zJotq3qs5YI21PWfIOQQGBrJu3Tqys7Pp0aMHX3/9Na1atSq350xERKS66HVpL+6ccCcvbX+Jh2c9TFzrOABW/7T6pI8VXOPIF+g2e8V+lC4x/MkwmDVxFpdddhlf+yZv2rHD2nnXLujRA5580hrudvHFcP75sHKldf9ff8HPP1uJ69tvwxtvWInxtm3w2WfWPna7VeFdvx7+9z/rsRddZO2Tb608QY8e0Ly5lTC3aXOkrXnRIiuRvv9+6zNu377w3nvWY0qrvBqGlTj/3//B559bx//Xv2DOHOvvGzfCwYOQkWH93+0+8libzTpvaa3URRPdw/9P9CSWw6tReZiYJLoTC7+cOVupYluOTNMkw5thLc/jTibZYy3P4zE9ePBgw4bdsOM0nETbo4k+aCPmX89RZ9xUHJdfXvxg69ZZVdt77vHLtVR6vm/mDlex58yZc+S+xESYPh2An2I3sbVrFKbdxuCnBjP4qcHHPWy9dvV4evnThbcnjbQmnLAH2oltbrUqDxo1iEGjBhXuE1IzhOvevu6EIV/yxCVc8sQlJbaPPTC2xLaoJlHc9OFNpR4nvmM8r056lT4hfU54ThERkbPdU089RZPBTaAl2Gw2GnZuSHSTaBLXJRIcYSWpDTo3wDAMTNNk7ntzadi5IY5AB9kHsinILaBmvZplOldsy1gCggMoyC1g+eTldLisA94CL6t+WAVAZINIwuqE0bBTQ+Yxj/ycfFb9tIr2g9uze+VuUrZYHV8NOjYo9fhFhz/1urMXNtPgi6vHs2jWIn5fu5arinatpaVBQgLUqlV8YihfsWTdOvjjD9i9G6ZOtSq28fFWx2DDw+3XSUlWlfWxx6B9+yMzH+/fD9HR1j5t21qPa9oUXnzxyPkvu8xKPn1zxfz115GE81iV15AQK0H2eCA3F7780prROTwcrrvOmn/GNK0E/OWXjyTBb71ltUr37Glt83Ww7dplVaAbN7aS4wMHoHFjUuqkYMOGFy+b/9zM25e+DcB9U++jWc9mZXqtK0LR2J5e8TS1G9Y+5r4FFJDuTaemvWYFRVf5KLE9TaZpstO9k1V5q9jr3lu4bqrvl6XkAyCTTPZ79rMuxAsfX4nh/oxa6ZG0crSgdXA7gm3B0K4dNGkCvgrc2dSGvHGjNfFAmzZH3viOSmSLrce2ebP1pl378C/7+vXWm53bTcwn/2Cr3Q1lnPHujf5vUDu+NjXr1yRtW1rhTMn9HuhHUERQOV3g6fHiJdoe7e8wREREqoSPPvqI5H8mE1o7lMj6kWSlZnFo3yEAOg/vDEDthrXpeXtP/vjwD1ZOXcmWeVuIiI4gdVsqN310U5kTW2eok4seuoifX/qZVT+u4oWOL+Ap8BQObRr8pPUFe+crOzPnnTkkrk/k01s/JbpJNPt37sf0mtSIq8EFd1xQ6vFLDH/K9xQmw+1r1rQ+PwUd/rySnn4kQfU5dMhKEsGq7EZHW5XcwEArEU5KsiqrAwZY+xxOBImzKtyFn8sOHoSowxNv5eZa+4UdbtsusJaopEYNa5zv8uXW48899/hPnmlan+fuvddKXAcOhOees+6bOdM6z7p1Vtvzv/5ltTa/8YY16eodd0CnTvS5/Xbm+qrNR5l8wQVcvmYNxMaSNP0hvKHeCpto9ETG3zeexRMX0+T8JjzwwwOF24PCg4jvEg9Q2B5/PCmeFCW2cvJyvbmsy1/HyryVZJqZGBjFpgsvNaktwuTIOAITk/3eA/yZ/xfz8xfSIrAF7edtIHZNErz00hm9jkpl7VqrXWXuXGs26KZNj7w5H72w+N69MGqU1cJdu7aVBN93nzVjdMeO0LIlrF5N9LlDMLMmlzmEtpe0ZfPczSRuSMQeYCe+azzn3Xwe3a+vXFOoRzuU2IqIiJTFiy++yKSpk1i+ajkpm1PwuD1EN4um0xWdGPDIgML9ho0ZRkzzmMLlfvbv2k/dNnWp1bDWSZ1vwCMDiIiN4M+P/yR5YzIYkHBOAv3+3q9wuZ+AoADu//H+wuV+UramEFIzhPZD2zPk6SGlju2FI8OfdizZwYFdBzC9Jo1bNOb2m2/n9n37rOqr77NTVpaVKBZ16JA1BhasxDM01GoXPjoBLrp/RETJcbHp6Vb7MVhV2awsa+lKOJL83nsvPPGENT63XTsYOtSaVyboGIWCoknzwYPFz5mVZY0Z/r//OzJMb9Mma2KsO+88Mmb4pZdg2TIC7XY6de1qHWf7dggNpda998KwYZhXXE6K7RAYgVR2DTo04KGZD5VpXxs2UtwpNA9sfoajqryU2J6kfDOf+TnzWZ2/uljyWl5rYHnxssG1gfWDTKLPq8eF7mRibFElE7vqxNce89131htobq7VDuOTk2O1sfzf/1lrsX33ndVysmEDzJhhffP4/PPWer9LlljtMC1awK5dRKd54SQKrde/fX25X155s2Onlu3k/pEVERE5W91+++1cfdvV/C/9f8fdzzAMev6tJz3/1rPU+69/+/oSnxOOHp7k0+OGHvS4ocdxzxcaGcrw14Yz/LXhx9ynLMOfbo24lQh7BFx6qfUZyrd6xp49VmtvUenpRzrcbrjBGlv77LPWahyRkZCXZ42NbdXKqshmZlqV2IDD84z4ks+MDGvcLhxpG46JKb5Pjx7WhFNz51qtzldfbVVaR4487vOC223NwlynzpFthw5ZyXfduke2rV1rxdWr15HHHa5GxwUHs2DBAmvumiefhI8+spYoAj6JrcHo818hIzmDpj2b0uWqLiVCmDZmGtNfnU5kg0hGrxwNHLsteOPsjfz61q/sWrYLd76bWg1rMeAfA+g6oiuH9h5i0kOTSFyXSPYBa7ml2gm16XFjD3rf3RvDMHiuw3Mc3H0QgK3ztjKylvX83Df1PoBSz7lm2hp+fetX9q7Zi9ftJaZ5DBfcfgF1bz3y/BiHX4d//etfLF++nO+//56IiAjuuecennrqqeO/BlVUNc6Wyt+egj18nv45q/JXnbAiezpMw0qSU2t4mJQ5ib9cC3Gb7hM8qgrzvQFGRlqtLE6nNQsfwIMPwpVXwr//bY3huO02a4zEu+9a44/PP98a8/H119Y3iv/9r/W4du3A6SRo2VrqO+pXm+ncDQyaBjTFZuhXV0REpKzCjDCchvPEO1YxgQQSbjvcWnzTTdaX/L6E8/zzrQ62otLTrWTXNK2xrO+8Y82afOGFVvvxDTdYS/4cOLx27969VnEl4KgJNLOzj1RofQlxitUSjd1uJcTr1lnbe/e2EudLLrEmTfUd+1jy861EuXaR8aTZ2VbC7rs2sPax2Y60VhedaNX32TIry7rOw/usWLGCOz6ZxP6d+7EH2kndmspXD391/HiOY8WUFbw3/D02zd2Ex+0hqnEUGUkZhbNeZx3IYv2s9YC1QoYz3EnShiSmPDmFPz+2lpeq374+obWt6rQzzEl8l3jiu8QTFF56ZWbJV0v46PqP2L5wO85QJ+HR4exdvZcv//4lE1+dWGL/xx9/nN9++42goCD27dvH008/zcyZM0/5miszVWzLIN/MZ17OPFblryrRcnwm+c6zKG8Rm/M3MzB0IDGOmBM8qorassX6Nm/PniPjMgYPtt6I/voLhg2z2ksCAqxvEmNijkxakJ9vjQ256qrCSaN8iS3LltHhomurzZTuJiYdgjr4OwwREZEqxTAMYu2x7HTv9Hco5SrGEVNYmWP4UZXfyUWGYvn22bnTSgB9twcNsiaYWrzYGl8LViHB15rcsaPVuhwYeOQ4Xi+kplpddD433WS1Bf/8szU29uKLrWWBgoKsiZzy8mDpUnj88eLJaWny860Yiya2vkp00fbk+Hir9dqX0DqdhZNT7czMPPK8AHTvjmmavP7663hNk6CIIJ5c9CTh0eF8cc8XLJm05PgxHcMPz/2AaZrUaVSHB39+kIiYCNz5blK3Wita1I6vXazS6vV6efvSt9k6fyvLv1vOBbdfwN8+/1vhGNv6HeoXG2O7+c/NJc7504vWWsjxXeJ54McHsAfa+eTmT1j14yp+eP0Hch7PIaRIpb5r167MmTOHjIwM6tatS0FBAb/++isXXXTRKV1zZabE9gQOeg4yOWsyWd4soPxajk/WIe8hJmVOoldwLzoGdfRLDKXyeo/dJu17oynLxFerVlnjQJxOaz21O++0tp9zjvVG1qPHkW8LnU7rTXj5cmtMre/855xzZGHypk2tN+L162kc0JgQI4QcM+dUr7LSqG2rTaw91t9hiIiIVDkxjhh2uXf57bNceTMwihc8vIe7CX2fi3wzGBd7kHGkVdmnVasjk5Ue7T//KbnNZrOS4KLHGTXKqhCvXm21EDdoAN27W4nun39aSfDo0Vbn3YmG12VkWH/CiowzTkuzkmNfMu3xWOdr2BCeecZqNY6Ls8bdAoEBAXTq3NmqOKenW58LgbVr1wLQuHtjwqOtKm7HyzqeUmKblZbF/p37Aeh2XTciYiIAa5KnuFbWZFs2u43f3vqNdTPWkZ6Ujtd9pOMzPSn9pM+ZmZrJwT1W23L7oe1xOK3XoNMVnVj14yryc/NZu3Yt55xzTuFjRowYQWBgIHXq1CE6Opq9e/eSnJx80ueuCpTYHkeqO5Vvs74l38z3+5ug7/xzc+eSZ+bRPah78W+i/KXom1PRhbWh+Jup213yjbSoYcOsaeEHD7YW+/Yltq1aWRNDbS7yjVXjxtCoEfz0Ezz9tHVc07SqtW3aWO0qYWHWN31z5mDbsZP2se1ZmLfQ76/j6eoY1LFyvO4iIiJVTNOApizKW+TvMMqNiUmzgCJL0xydMJZ1RQ3TPPLHdxzfZw2Pp/htn6Mnk6pVy/ocd9llR7bddpv153h8ybjv/A6HVbx4+WXr855PkyZWguprO/Zd2xdfwAMPQNeuVot1ZiYAcXXrWmNs778f5s2DadPK9lwc5vusZXqOfG7My8g7qWMATH5iMgs+XwBYSzmG1AwhbUca2fuz8XrO3LDGomoWqZA7Dn8Wr67r3Wqg3jGkulP5OvPrSpHUHm1h3kL+yvur4k+ck2OtIbZ0qXU7I8N6M1ly+Fuuom96WVnW4t5XXAEdOliD90/E67XWH/vttyPbGje2vo3bsuVIBTg83BpDsn69NRHB779b7S9z5sBDDx15s733Xvj2W2jUiLbOtqd79X4XQAAtAlv4OwwREZEqKcoRRaw9tlrMu2FgEGOPKZ9VEnzr29rt1p+jixRl/ULd67U+q/mSVd/totvAqrz62GxHzu0rgERHWxOGRkQc2e/OO+G994pvA2tm5q+/tqrCX39tFTiKuvhiuPlma4gb0Obw/dsWbiMz1UqCV05dWeJSwqKsanFmWia5Gbml7hdWJ4za8VaL8aKJiwqP5ynwFC4XuXOJ1freom8Lnlz8JPf/cD814mqUOF9gsNXqnZ+TX+K+osKjwomsb41tXvXDKtwuN6Zpsnzy8sLjtDn6OTiLqGJbioOeg3yb9S1u3JUuqfVZnLeYQCOQrkFdK+6kISHWm42vbz84GH780Wo56drV+nuDBlYi++ijVuV16FBrrEWNkr/EJQQEWC3HzzxjtY7Uq2dta9kSfvnFmgW5TRur+nvuuVbiPH68NbY2ONhKZC+55MjxikyYEGoLpVtQNxbmLSznJ6XiXBByAQFGwIl3FBERkVJ1COrA9Ozp/g7jtJmYdHBWsjk3jq4YH6vlOCrqSEu002l9hgsLs5LWd9+15kk5uo366DbroiIijiS8h1uVExMT6dGjyKzUX37JQw89xMMPP8z48ePJy8jjn+f8k7A6YRzae6jEIZv1bIZhM/Dke/hX738REhnCnlUl52sZOnoo4/42jrRtabzQ6QVqJ9Tm4J6DdLu2G8NeHkbdNnVJXJ/Ixtkb+We3f5JzMAfTWzK3iG5mfUGxe/luXjn/FQJDAgtnRT7a4KcG88XdX7Bz6U6e6/AcDqejcFblYY8MKza+9myjxPYoBWYBU7KmVMpK7dHm5c6jlq0WjQMbn3jnU2Wa1puJ781l7Ngj9+3da70xvfGGtYB2ixbW7MWrVlkTBqxfb207GU2bWrPX/fijta4aWInyd99Z38a1aXPkm8PLLrOmbjeMki0xReM/vP85QeewJX8LB7wHKv1rW5SBQT1HPdoGVv2qs4iIiD81DWjKHGMOLtPl71BOS6ARSLPAZifesTLasMHqAszKsrr/Dh2y/mRmHll39+g26rIse1mkvTY/P5+FC4sXMxITE7n66qv5YvwXPDDqATKSM6jVoBYXPXQREx8oPptwTPMYrn7zama8PoOM5AyimkQx/F/D+frhr4vt1/HyjgTXCGbWv2exe/luUremEtkgkoadrMm3Ln/xclw5Ljb/vhlXlosLH7iQpI1JLJ64uNhxelzfg23zt7Fx7kYS1ydal+Mp/bNq1xFdCQoPspb7Wb2X3PRc6rWrR6/be3H37Xef+HmqxgyzujZZn6I5OXNY5VpVZRKfICOImyNuJsh2Eou1nqrERGumunvugc8/h127rLETa9daSWyTJtZ+W7daY2PffNOq7taoYX37Fh194sptVpbVZnzoEPimIt+61ZpFb/Bgq52kNF7vkQT8OC0zqe5UJmZOrDKvL4ADBzdG3GitUSciIiKnZX7ufJbkLalSnwWKMjDo7OxMz5DS19uVE5uUMYkkT5K/wyh3A0MG0tLZ8sQ7VlMaY1vEnoI9rHStrFJvdC7TxZycOad+AK/Xau0t7fuNpCTYvh1efdVqG3nmGStp/OUXa5xtp07WYPzAQCv5BKt1pEkTeP55a9HviROttWU7dLDGR/imkj/W9ykhIdClC6wsMo6hSRP46qtjJ7VgfZPncJxwHEiUI4puQd2Ou09lc0HIBUpqRUREykkXZxeCjeAqO9Y2yAiq2KFo1VCsIxZbNUyDymXMdRVW/V7RU1RgFjAjZ0aVe5MzMdlYsJGt+VtP7QBFE0LXUW05PXvC9ddbU7dPnAivvGJN5NS+/ZEJnsLCrPXOvv/euu0bAzFqlLUw97hx1ox1M2fCrFnWOmlQegJqmlY8DzxwZJHvooouvH0azgk6h7r2upX+tTYwaBzQmHaB7fwdioiISLXhtDm5KPSiKlXIKOqi0IsqplOvGou2R+OlYmYlrigOHETaIv0dhl8psT3sr9y/yPJmVdk3uVk5s46MF9mwAfr3B98aVW538dnoilq5Eu64w1o8e9gwqzK631qTi8svhwULoHNn63i+gfl9+1pJqtdrJba+21A8Yc3MtNYUq1v3yMLajRoVP79vtryij/WNlz26qlvWaetPwG7YuTT8Umrba1fa5NY3rnZQ6CAt7yMiIlLOEgISaB3YutJ+DiiNgUGrgFY0Cmh04p3luGIdsf4OoVwZGMQ6Ys/6z4xKbIE8b16VGldbmjwzj/Wu9daN8HCrorpqlXXb4Sh90P2+ffDss1Yi++yz1szGL78MY8ZY959/vjWIv6E1AL7wGBdfDGvWWJNHgZXYbt1qHc83VfuGDdax7rrLWqD7hhtg5EgrgYYjSatvanmw4v3yS2udMij79PKnwGk4GRY2jFq2WpXuHzUDgzh7HEPDhuIwNL+biIjImdAruFeVakkOMoLoFdLL32FUfTNnEhlYh9h9BVXmtT8RE5M2zrN3mR8fJbbA+vz1eCifNld/WuFaYS24XK+eNaZ15kwrSRwzBi68EF58EXbsOPKAzz+HPXusGYdHjLBmNu7fH15/3VpjrFcvCAqC1FRrf19i27279XdfW/EFF1hjcEeNgpdeshbDTkmB+HirUnvjjbBokTUBlO8YhgG7d8M778CgQdbEUj17WmuQ5R9/Da/yEmwL5qrwq4ixx1SqN7Z4RzxXhF9BoBHo71BERESqLafNaXVGVaLPAMdiYHBx6MVqQT5dKSlW4eWxx+jYbGiVLmoV5TScNA1o6u8w/O6sT2xN02SFa4W/wygX6d509rgPr7HVuzfMnWslr3/9ZY2L/fJLa81XsGYfXrPGqtK+8Ya1LmyNGjBpkpWIHjwItWtb1drVq622YrAqrTVrWhM8zZhhbQsOhv/9zzrmN99Ya9m2a2dVaz/7zEp0fVVfsGY8joy0ku9x46BjR6sFeu9e+PZbK0muIE6bk2Hhw2gTaH3L5a9/3Hzn7eLswpCwIarUioiIVID6AfUZFDrI32Gc0KDQQTQMaHjiHeX4goKsYXht2tAkoAlBeVU/sTUwaOdsp8+OaB1bdrt3k+HN8HcY5cIwYZVrFQ0CGljjY996y2oNnjzZqoguXWpVW3/7zargZmVZ1douXeDKK63Zi9u0sX7pfXr2tCqziYlWi7NvXdju3eGHH6wJp5xOq+o6qJR/GLzeI5NCGcaRxPjrr63kNyamop6eYwowAugX2o9mgc2YkT2DHDOnwr/Bq2GrwcDQgdVuzIeIiEhl1zSwKQPNgczImVEpK3gDQgZU3TVrK5uICLj7brj/fhy33067t25lyVWtKuXrXlYmpiYaPeysr9iucq2qEi0oZWEasDV/C9nebKsKGh4OQ4ZYSS1YCWyrVkdmMG7e3JrR+P334ZFHrEmigoKs8bHTpln79O5tJbbrD4/f9bUSP/OMVcl1OosH4fEUXz7IZiu+tqzv//37V4qktqiGAQ25qcZNFVa9LVqlvT7ieiW1IiIiftLS2ZLBoYOxYasUnwsNDGzYGBw6mFbOVv4Op/pITbU+42ZkQN++tL39lUrxep8q3woaWhbSclYntqZpsse9p0p/S3M004DE/RusqmibNkfWl/XNijxwIMyZY/19+HCronvffbBihfVLPns2vPbakeV8+vWzvtlqc9SA9IgIa/3ao9ntZVpPtrIKNALpF9qPq8KvomlAU4zD/5U3GzZaBbbiuvDr6BnSU+0jIiIiftYksAlXhl9JmC3Mr8mOgUGoEcqwsGE0DdS4yXKVkQEPPwzvvQfTpxOxYgvnBZ/n76hOmQMHfUL6+DuMSsMwzaPXVDl7ZHgz+CT9E3+HUa4Mt5euB+pyXourYfRoa8zsihVH2ovnzrVahleuhGbNrPbke++1Kqzbt1sJ8KWXwt//blV9z3LZ3mzWutay0rWSHDMHA+Okvwjx/eNoYhJuC6ejsyOtA1trAggREZFKqMAsYH7ufFa4VpzSv/unyneuDs4OnB98PgFGQIWc96yUlga33AK7d+NdsZyvMr8ixZNS5Ypd/UP6azbkIqplYpuQkMDOnTuPu8/o0aO54Ykb+Cn7pwqKqoJ4TRqmOrii5f3WpFEXXADr1nHLSy8xbtw4evfqxZw//oCPPoLbbrMe43bD/PnW0j5t25Y8pmkeGSd7lvKaXna7d5PoTiTZnUyyJ5lcM/eEjws1QolxxBBjj6Guoy71HPXO+jXGREREqoK9BXuZnjOdTG9mhZwv3AhnQOgA6gfUr5DznfX+/NNawvLllzlw7/WMzxiPF6+/oyoTA4OGjoZcFnaZPlcWUS37Hzt16kRsrDVecc+ePew9vN5qx44dcR4eE1q/fn1SPCmF34658904AqvB02EzSI4owMzLw+jalfzwcALnzj1yv2FY31DVqXNkm8NhLe3j4/FY+xVdmucs/6WxGTbiA+KJD4gv3JbtzSbFk0KeNw83brymF7thx4GDYFswUfYoQmwhfoxaRERETlW9gHrcGHEja1xrWOFaQYY3o1wruL5jRdgi6ODsQDtnO1VpT5XHc2SiUh/fhKfH0qULPPQQPPEEtW65hfOCz+PP3D/PfKzlwIGD/qH9ldQepVpWbIt69tlnee655wDYvn07CQkJ9OnTh7lz59L76t7Yomws/nIxgSGBPLPiGea8M4dFXy7i0J5D5GXlEVwjmCbnNmHIM0OIbmpNwrRwwkIm3j8RgPu+v4/vn/6e5E3JxDSPYfhrw0k4JwGAjOQMvn/6ezb/sZnsg9mE1AwhtkUsfe/vS+uLWrP5z828fenbANw+/nZ++89v7Fq+i5p1azLkmSF0vKxj4XUkrktk2phpbJm3BVeWi5p1a9Lxio4MfHQggcHWWNf/DP0PW+dtpeuIrpwb0YYvv/+Z0IwMTKeTnRklZ36ePXs2ffr0ObLhRG8AIiIiImch0zTZ7d7NStdKthVsA6z5Mk62wlf0MY0DGtPe2Z6GjoaVNkHxml4OeA+Q4k4hxZNCkjuJdG86HtODB0/hJFcBRgBR9qjCLrVoRzShRmjFXJfHY83xAtZcMatWWUPqymLbNmui1bg4vLNm8kv2L2wu2HzmYi0HBgaXhV1WrNgilmpQojx18ybPwzRNoptGY9isX7wt87eQtj2NyHqR1IirQfKmZFb9uIpdy3bx5JInCQgq/k3a+yPep1bDWnjcHvas2sO428fx1NKnsDvsfPPoN6z6cRXOMCdxreLISstiy59baHxuY1pf1LrYcT697VMiG0TiCHSQtj2NcX8bR51Gdajfvj5JG5MYe/FYXFkunGFO6jSqQ8rmFH4d+yt7Vuzhnu/uKXas5VOWs9JcQYsWLbHFxtK4SROy//yTtLQ0wsPDad26NZgmERFHzaBWSd9URURERPzJMAwaBjSkYUBDMr2Z7CzYSbI7mSRPEgc8B06Y4NqwUctei1h7LNGOaBICEgi3hVdQ9CfHa3rZUbCDVa5V7HHvwYMHOHYi78FDgVnATvdOdrl3FVa0g4wgWgS2oL2zPbXstU4/sGMVYOx2OHgQbr4ZFi6EAQNg82ZrLpkTSUiwVvpYuhSbYWNgyADys/OLXUdlMyh0kJLaYzirE1uAh399mHpt6+H1WL+oQ54aQtQnUdgDrG9+Ns7ZyLvD3uXQvkNsX7id5r2bF3v8pc9dSq87ezH3/blMfnwyB3cfJG1bGjHNY0jdmgrAVa9fRderugKQnpROXkZeiTh639Oboc8MJSM5g5d7vExuei6//vtXbv74Zn7996+FSe2o+aOIrB/JnHfnMOXJKWycs5HNf2ym2QXFf3l/mP8jA7sOxOPxYDcMbrntNsaNG0fnzp2Z45sVWUREREROSrgtnLbOtrR1WvOSeEwP+z37Oeg9SIFZgMe0EkG7YSfACCDSFklte23sht2fYZ9QjjeHtflrWZm3kmwzu0TbdVmq00X3zzPzWOVaxUrXSuo66tLR2ZHGAY1P/XkomtQWFEDA4WJTTo41b0xenjVhaq1aJZejPBabDUaMgGuuAcBuczAkbAg/Zf3EDveOU4vzDDEwGBg6UGsaH8dZndi2uKAF9drWA8Bmt8aTHth9gEkPTWLf2n3kZ+dTtFM7PSm9xDG6Xm0lrLEtjqxBmpmaSUzzGNpc3IbE9YlMuHcCv4z5hehm0TQ9rynn3VJyWvEuV3YBICImgmYXNGPVj6tIXJcIwK5luwBo3KMxkfUjrf2Hd2HKk1MA2L18d7HEtlnPZrRoZ9222yv3m6iIiIhIVWY37EQ7ookm2t+hnJICs4C/cv9ipWsl5uH/gHKpWPqOkehOZJ97H8FGMH1D+p5acpaZCbffDm+/bc0Vs2wZuFxW1fWvv2DmTIiLgx07rCUp9+yBbt2OfTy325pn5qjJUR2GldzOzJ7JxoKNJx9nOfMtPTkkbAiNAhr5O5xK7axObCOiirfipu1I4+MbP8aT78EZ5qR+x/p43V72rrYmn/JVdYsKqWFNDmRzHPml8CXDg58aTKPujdjw2waS1iexdf5W1s1Yx5Z5W7hz0p1n6rIIjw7HZjurX1oREREROYG9BXuZkTODTG/mGW299R0718zl5+yfaZrflL4hfU88yearr1rLVLZrB7m5sHo13HorRETAd9/BuHFwzjlWcvrCC9b/3W5YuxY2bbLG2j72GMQeKUAVjsl1HP6s/NlnMHAgxMQU7mI37AwMHUi9/Hr8nvM7Hjx+a02OskcxMHRg+bRzV3Nn7/otWDPdFrV31V48+Vb7yN3f3M0/fv0H/R7sd8rH375wO03Pa8qVY67kvu/v4+o3rwZg619bS+y7fPJywKr2bvlzCwBxreMAaNi5IQDbFmzj0N5DACz9ZmnhYxt0alD8YIb1bVNRISHWG0d2dvYpX4+IiIiIVH0FZgFzc+byTdY3ZzypLc3Wgq18lvEZm/NPMFHTn39CVpb19+ho6NcPfvoJ1q2D7dutNmKHw0pyMzMhJASGDoXx4+GTT+Djj+HQIevxXm/xiaamToUGDeD11637jmIYBu2c7bgx4kbqOeqV38WXgW9Srp7BPbk6/GoltWV0Vpf1ju7xj20Zi81uw+vx8v5V7xNZP5KMlP9n777jq6rvP46/zr0392YnJGSxEmbYYYOIgKhg3QP3XlWrtVBHtVWrtbb+Wqu1aq3Wuqrgpi4UEGUIhk3YCZsAmazse3PvPb8/jgmEmYSEm/F++siD5N5zv+eTgJB3Pt9x5G7CtfXFk1+wY8UO2rRvQ3BkMHlZeQC0693uiGvnvjqXjC8yKMoroqKoAsNmMO6+cQCc9auzWPXlKtwlbv582p+JbhdN/sZ8AFLHph6xvhbAaThrfNyzZ08Ali5dSr9+/QgLC+P7778nJCSk3p+fiIiIiDQvRb4iPi35lCK/9T1uIDqRJiZu08300un0qezDuNBxRzScACt8ghVaIyIgJASGD4fduw92YX0+GDHCCrw228FNpkpKoFs3K+zCwSnHeXlw222Qng6PPAK//KU1dfkYIu2RXBZ+GWs8a5hXNg8v3gb8StRUta453h7P+LDxCrR11Ko7tsFGMLZDvgQJPRK4+sWriU2OxVfpIyw2jBv/fWO9xx946UA6DehERXEFOetyCIkKYeBlA7nx9SPHvOXNW4iIi8Dr9hKbEsuN/76RjmlWJzYxNZFJ30yi/wX9sQfZKdhSQEynGM6adBa3vXfbEWMZGLSxtanx2K233srll19OVFQUa9asYdGiRfh8vnp/biIiIiLSvOz17eWD4g8o8hc1mV1/13rW8lXpV3jNnwLjoSeRmqZ1hE/37pCTY01N/vhj8HjgwQdrDmSzQW6uddzPyy/D5ZfDmWdCu3YHx3z8cejTxwrIS5bA/fcfN9RWqere3h59O2NDxhJti7Yep2FOFKlaR9s1qCuXhV+mLm09tfhzbI9njXsNs8tmB+z+h55j+9jKx4jtFNsg48bZ47g28toGGUtEREREmr99vn18WPwhbtPdZELtoVIcKVwQeh52+0+7Hf/vf1ZX9b77YNAguO46a9qwacKrr8K991prbnv1sq73eq3X/PWv1vTjP/wBrrrq4A0yMqwza196CS6++KRqNU2TXd5dZLgz2Fy5ufrrefhO0sdy6NFJIUYI/V396evqS7gt/KTqau1a9VTkBHvCiS9qZmzYSHQknvhCEREREWkViv3FfFL8SZMNtQDbvNuYWf4t5zrOxPjoI3jsMfjNb6ydjp9/Hm680erCjhxpHc/z0Udw990wZ441Hfm992DAACv8jhp1cGC/35qanJYGmzfXqkN7IoZh0CGoAx2COlBpVlLgKyDfm0++L58cbw77/fuP+joHDuId8dXnGcfb44m2RWMc7XxeqbNWHWxj7DHHPGy6ufLjJ97ePLebFxEREZGG5TN9fF78OWVmWZMNtVWyPFnEvvEpw77Ngz/+Ea6/3nrimmusHZAfegi+/Raio60AO3w4jB9vTStOS7PCblyc9ZqqjaIOPc6nAULt4YKMINo52tHOcXAPHZ/po9KsxIsXv+nHYTiwG3acOBViG1GrnooMMLVoKvm+/ECX0aCujbiWOEdcoMsQERERkQBbXL6YHyt+DHQZtWZ4/Vx75t9o+9K7MHas1XG12WD9ehg40Aq099xjXfzDDzBzprUG94YbAlq3BF6rD7YZFRnMKZ8T6DIaTIwthusjr9dPg0RERERauQJvAVOLpzb5Tu2hDD/EbsjhmuVJ2O75Zc2djp94Av71L1iwALp2PfLFhx7nI61Oq94VGaCnqyeOFjQje0DwAIVaERERkVbOZ/qYUToj0GXUmWmDwl6JLLVvgLVrrQervrf9zW/A7YZ33jnsRT8Fd4XaVq3VB1uX4aKXq1eDbdcdSA4cpDpTA12GiIiIiATYcvdy9vj3NKtubTXDIP2KHuyb+7l1Hi1YU5JDQmDlSnjyySOuF2n1wRagv6t/8/yf/hAGBn1cfXAaDb8oXkRERESaD5/pY3nF8kCXcXJsBivCsq1dj+HgJlDJydavPl9AypKmS8EWaGtvSztHu2bdtTUx6efqF+gyRERERCTANldupsKsCHQZJ8W0Gayf0A1P+nxr+vHhNO1YDqNg+5NxoeOadbAd5BpErD020GWIiIiISICtrFjZrL+vreINDmLDY9eByxXoUqQZULD9Saw9lhHBIwJdRp0ZGETZojgt5LRAlyIiIiIiAVboKyTHl9Psl9kBYFgh3fR6A12JNAMKtocYHDyYOHtcs/oJl4nJhLAJOIyWs7OziIiIiNTPWvfaZvW97Ins8+8jl4JAlyHNgILtIWyGjQlhE5rNXwYGBoNcg0hyJAW6FBERERFpAnZW7mwZ3dqfGBjs9u4OdBnSDCjYHibWHsuZoWcGuowTMjBItCdqCrKIiIiIAOA1vezx7wHgxQtfZFLMJN67570AV1XT1898zaSYSTyZ9uQJr934w0Z+FfMrhoQMYdu2bY1fnDRrCrZH0dfVl1EhowJdxjEZGMTaY7k44mJNQRYRERFpAcaOHYthGKSkpNR4/Oabb8YwDIxanNW6x3fw3NrE1ESSByfTNqVtY5Rbb9HtokkenEyH/h2qH3vvnveYFDOJFy98sca1wRHBJA9OpsuQLri0gZScgFLRMQwOHozP9PFjxY+BLqWGqlB7WfhluAz9Dy4iIiIilnxffvX7Vzx7xSm9t9fjxeE8cbQ47cbTOO3G2s047JjWkcmzJgMQExVzUvVJy6eO7XEMCxnG2JCxAE1m3W2iPZGJERMJsYUEuhQREREROcWqOrhjx47l5ZdfJiUlhYiICC644AI27NqA7adv7w+fivyn4X9iUswkpv12WvVY7hI3D7Z/kEkxk1jw5gIAyovK+fThT3my/5Pcn3A/v+/ze6b9bhqeMk/16w7tsM7+x2x+3+f3PJj0IADblmzj5Ute5rddf8sDSQ/wZNqTvH796xRuLQSOnIr8ZNqTLJm6BIDNCzYzKWYSk2ImsfGHjWz8YWP1x8s2L6u+/9dff82YMWOIiIggJCSEM844g++//77G1+lvf/sbPXv2JDQ0lKioKNLS0njwwQcb9PdCmhYF2xNIC07jkvBLCDVCAxZuq+472DWYyyLUqRURERFp7RYuXMgDDzyA0+mkpKSEr776ipceeQk//qNeP/TqoQCs/Gwlfr91zZpv1lBZXonD5WDgZQPxery8dOFLzHttHiWFJST0SKBsXxlzX5nLv6/9N6ZZc1OqbUu28eUfviQ4IpjQNqH4/X7+fc2/2ThvI/YgOwk9Eqgsr2TN9DXs27XvqHV16N+BsNgwAFzhLpIHJ5M8OJngiOAa15Wb5QB88MEHnH/++cybN4/Y2FiSkpL44YcfOOecc6rD7eeff84DDzxAZmYmnTt3pl27dmzcuJGPPvqonl9taQ4UbGshOSiZG6JuoLezN3Dqu7eRtkiujLiSUaGjtKZWRERERPD5fKSnp5OVlcWll14KwKo5q455/dArh2LYDA7kHGBr+lYAVkxbAUDfn/UlNCqU5Z8sZ9fqXdiddh6a/xAPzX+ISTMnAbBx3kY2zttYswaPjzum3sEj6Y/wVOZTlO8vp3RvKQD3f3c/D859kD9m/ZHfLPgNiamJR63rtv/eRu/x1vfYHdI6MHnWZCbPmkzHtI4172X6AHj44YcxTZNbb72VrVu3snnzZi699FJ8Ph+PP/64VetGq86zzz6btWvXsn79evbt28eUKVNq98WVZknBtpZchouzw86u7t42tkO7tNdHXq8jfURERERasNpsDnWofv36kZaWBkDv3lYw3J+//5jXR7ePpvsZ3QFY/ulyyovK2fDdBgCGXTMMgB3LdwBWYH166NNMipnEX0f/tXqMbUu31Rgzvns8vc+x7m2z2wiLCSNlaAoATw95mv87/f94+/a32bV6V3VXtr68eCkoKKjeHfmNN97AZrNhs9mYNs2aXr1o0SIAJkyYgNPp5NtvvyUuLo5Ro0bx0EMPERra+N/DS+Co/VdHyUHJ3BR1E5meTFZUrGCvfy8GRoOeFxZEEH1cfejv6k8be5sGG1dEREREmqawMCv47d27t8bje/ZYx/eEh4fXeDw6Orr6fYejdt/SD7tmGFlzs8j4IoOOAzridXuJTIyk57ieNa6zO+106NfhiNeHRtcMhhFxEUdc84v//YLlHy9ny6It5GXmkfF5Bis+XUFRbhHj7htXqzqPxo69xsddunQhLi7uiOs8Hg99+/Zl7dq1TJkyhRUrVpCRkcGCBQt4/fXXWb9+PZ06dap3HdJ0KdjWQ5ARRF9XX/o4+5DryyWjIoONlRvx46/utNY26NqwVa+FiLXFMiB4AKnOVIKMoEarX0RERESalgEDBvDVV19RXFzM66+/zs0330xGRkb1utGq7uzJ6H9Bf1zhLkoKSpj+9HQAhlwxBJvdmsTZcaA1/df0mUx8dmL1dODKikrWzVxH9zHdaw54WJPZNE22Ld7GsGuHMeKGEQB8+OsPWfjWQjb/uPmYwdYZ4gSosUHV4Rw4iIuLIzk5me3btzNo0CCmTp1aHeqzsrLYvn07TqeTjRs3YrPZqqcmezwe4uLiKCoqYsmSJQq2LZSC7UkwDIMkRxJJ4UmM9Y8l15dLnjfPevPlUWaWHfO1duy0tbclyZFEvD2eBEcCbWxt6jwNRURERESav7vuuotXXnmFvXv3cscdd/Dzn/+8erMmwzB45JFHajXO8WYSOkOdpF2UxuIpiynKKwIObioFMPjywcx9ZS671+7mubOeI6FHAj6vj33Z+/C6vTy28jFCo449ndfv8/PPS/+JK9xFm/ZtMGwGuZm5ALTr0+6Yr4vvHg9A9ops/u/0/8MZ6uSez++pWbvNCr9/+tOfuO666/j444+ZO3cu7du3Jycnh7y8PG666SbOOecc5s6dyx133EFSUhKJiYnk5eVRVFSE3W6vnrYtLY+CbQMJtgWTYkshJSil+rFSfyml/lK8ePGaXuzYsRt2XIaLKFsUNkNLnEVEREQEOnTowMKFC/n973/PnDlzKCwsJDw8nMGDB/PQQw8xYcKEBrnPsGuGsXjKYsDq0Cb1OriPi8Pl4N4v7+WbP3/D6q9XU7C5gJCoEDoO6Ejvc3ofderxoWx2GyNvGcm2xdvYm70Xn8dHTKcY+l/QnwkPHrv+EdeNYMvCLWTOzSRnfQ5gdY0PFWO3zrG99tpriYqK4q9//SvLli0jMzOT9u3bM2HCBG6//XYABg4cyKWXXsry5ctZt24dwcHBjBgxgoceeohevXrV/YsmzYJhHr5vt4iIiIiINDu7KnfxccnHgS6jwQUbwdwZfWegy5AmTi1DEREREZEWIM5x5GZKLUGCPSHQJUgzoKnIIhIwJf4S8r355PmstekH/Afwml68eLFhw27YceIkzhFHvD2eeEc88fZ4ba4mIiJyFE7DSaQtkiJ/UaBLaTAGBomOo5+BK3IoBVsROWVM0yTHl8OqilVs926nwqwAjrPRxU8P7fXsZQMbqh+OtkWT6kylr6sv4bbwI18nIiLSSrV3tKfYU9ygR1EGkolJgkMdWzkxrbEVkUbnMT1kejJZWbGywc5+rjpaq2tQV9JcabR3tNeu4iIi0urtqNzBtJJpgS6jwQQbwdwedTt2w37ii6VVU8dWRBqNz/SxtGIpSyuW4sVb/XhD/BS5aozNlZvZVLmJaFs0Z4aeSacgnU0nIiKtV0dHR6JsURzwHwh0KSfNwKC/q79CrdSKNo8SkUZR4C1gatFU0ivSa4TahlYVcA/4DzCtZBrflX6Hxzz2Ae8iIiItmWEYpLnSAl1Gg+nr6hvoEqSZULAVkQblM32kl6cztXgqe/17T9l9qwLuGs8a3jnwDjsqd5yye4uIiDQlvZ29sdO8u5wGBp2DOhNhO/7ZuSJVFGxFpMGU+kv5oPgDFlUswvzpv1PNxKTMLGNayTQWlC9A2wiIiEhr47K56O3sXb0fRXNkYjLQNTDQZUgzomArIg2iyFfEh8UfUugrDHQp1YF6acVSZpfNxm/6A1yRiIjIqTUyZCTBRnCgy6gXA4OeQT3pENQh0KVIM6JgKyInrdhfzIfFH1Lsb3rHC6z1rGVW6Sx1bkVEpFUJtgVzdujZgS6jXoKNYMaEjgl0GdLMKNiKyEkp85fxSfEnlJllTS7UVtlQuYE5ZXMUbkVEpFXp4uxCalBqs5uSfE7YOQTbmme3WQJHwVZE6s1v+vmi5AuK/EVNNtRWWeVZxSr3qkCXISIickqNDR2Ly3AFuoxaqZqC3Dmoc6BLkWZIwVZE6m2leyW5vtwmH2qrzC+fz37f/kCXISIicsoE24K5IPyCJr9LsoFBrC2WsWFjA12KNFMKtiJSL/t8+1hQviDQZdSJHz8zS2dqSrKIiLQq7R3tuSD8giY7JdnAINIWyaURlzab7rI0PQq2IlJnftPPjNIZzaZTW8XEJMeXQ4Y7I9CliIiInFIpQSmcH3Y+NmxNKuAaGETZopgYMZFQW2igy5FmTMFWROosw51Bni+v2QXbKj+U/0CRryjQZYiIiJxSXZ1duST8kiYTbg0M2trbcmXElYTbwgNdjjRzCrYiUid+08/SiqWBLuOk+PGraysiIq1Sx6COXBd5HfH2+IDVUBWqB7gGcEXEFYTYQgJWi7QcCrYiUidbKrdQZpYFuoyTYmKyxr0Gr+kNdCkiIiKnXBt7G66MuJIzQs445d1bA4MIWwRXRFzB6NDRBBlBp+ze0rIp2IpInWS4M5rE9KWT5cFDlicr0GWIiIgEhM2wMSh4ENdHXl/dvW3Mf98P7dJeH3k97RztGu1e0joZprYHFZFa2ufbxztF7wS6jAYTZ4/j2shrA12GiIhIQJmmyQ7vDjIqMtjq3YqB0aD7aDhx0tfVl76uvrSxt2mwcUUO5Qh0ASLSfKxxr2nwf+wCqcBXQL43n3hH4NYZiYiIBJphGCQHJZMclEyRv4g17jWsdq+mwqwAwIYNP/5ajXXotXH2OAa4BtDD2QOHodghjUt/wkSk1rK92S0m1FbZ5d2lYCsiIvKTSFskI0NGMjx4OHt8e8j35ZPnzSPXl8te395jBlwnThIcCSQ4Eoi3x5NgTyDSHnmKq5fWTMFWpBl76623uOWWWwBrGlFj8pk+9vj2NOo9TjUDg3xffqDLEBERaXLshp14Rzzxjnj6uvoC1vcCpf5SvHjxml4MDByGgyAjiDAjDMNo/ntwSPOlYCvSRI0dO5a5c+ce9blp06ZxySWXEBcXx/Dhwxu9lkMDtGEYOFwOQtuEktAjgcFXDGbo1UOx2ZruXnSTYiYBcM1L1zD82oNfLxOTHG9OgKo66Oabb+btt99mzJgxzJkzJ9DliIiIHJXdsKsLK02Wgq1IE+d0Ohk4cGCNx2JiYgA4//zzOf/88084hsfjwel0Nkg98d3jMQyDwm2FZM3NImtuFss/Wc4dU+/A4Wxaf6V4Pd4T1nTAfwCP6cFpNMzXR0REREROvabbYhERAJKSkkhPT6/xNnr0aMDqpBqGUWPqz9ixYzEMgxtuuIEHH3yQ+Ph4UlNTAfD7/bzwwgv07duX4OBg2rRpwxVXXMHWrVtrXc/EZyfy8I8P81TmUwyeOBiAzO8zmfHXGdXXeN1evv7z1/xxyB+5P+F+Hu3xKFPunULJnpLqa75+5msmxUziybQnWfnZSp4e9jQPJD3A3yf8nd3rdldfl/l9Jv847x882uNR7k+4n990+g3/OO8frJu1rvqaPTv2MClmEpNiJvHjOz/y8iUv80DSA7xy+SvV3VqAqfdOrb4nwHv3vMekmEl07dyVt99+m44dOxIZGcmkSZMoLy9n0qRJREVF0alTJ/71r3/V+Drs3r2bW2+9lXbt2uF0OunSpQtPPfUUXu/Bs3Grfi9uvPFGfv/735OUlESbNm24/vrrKS4uBiAlJYW3334bgLlz51b/fqpzKyIiIlJ7CrYiLdSHH37ICy+8QEJCApGR1rShe++9l0mTJrF27Vq6deuG3W7n448/ZuTIkeTn122taUhkCFe9cBWRidbYP77zY/U63zdufIMZf53B3u17SeiRgNftZfGUxbx0wUt4yj01xinKLeLdu97Fbrdj+k22LdnGq1e8iqfMui5nQw7bl23HFe4iqVcSAFvSt/D6da+za82uI+r6+KGP2b1mN21T2tJ9VHeSBydXPxebEkvy4GQ69O9Q4zV5OXn84he/wOVyUVxczAsvvMDgwYN58803iYqKIjs7m3vuuYf169cDsGfPHkaMGMGbb75JSUkJvXr1Ijs7m8cff5yf//znR9T0/vvv8/zzzxMSEsL+/ft57733eOaZZwAYOHAgbdu2BSAiIoLhw4czfPjw6t8zERERETkxBVuRJm779u3VXbzDu7MnsmTJElavXs3y5cvZunVrddfx7bffZs2aNWzbto0OHTqQm5vLiy++WOfanCFOOg7oCEBJQQmle0rZtGBTdTf1ns/u4aH5D/HIokcICgkiNzOX5R8vrzGGr9LHbe/exsM/PsztU24H4EDOAZZ8sASA/hf056msp3hs+WM8MOcBfr/q97jCXfi9fjI+yziippShKTyx5gke/vFhxj8wnsmzJlc/V/Xxbf+9rcZrKj2VzJw5k6ysLDp2tD6fTZs2kZGRwbp16wgODsbv91eveX7ppZfIzs4mISGBzZs3k5GRwccffwxYXfRNmzbVGD84OJj169ezadMmBg+2utyzZ88GrPXSVdPJBw0aVN2VHzRoUJ1+L0RERERas6a1IE5EjnC0Nba1ceaZZ5KWlgaA3W5n6dKl1R3Vm266iZtuuqnG9enp6fWqz/TX3I15x7Id1e+/eMGRYXnb0m2MuGFE9ceh0aH0OqsXAL3O6kVodChl+8vIWWdt6uR1e5lyzxS2Ld5G6d7SGvc7kHvgiPFPv/l0goKDALDZa/ezu8g2kZx++ukAdOrUiezsbPr27UtKSgoA8fHx7Nixg7y8PAAWL14MQF5eHvHxNY8KMk2TRYsW0a1bt+rHxo0bR/v27QHo2bMny5Ytqx5LRERERE6egq1IE1e1xrauEhISjvncgAEDcLlcNR5LTk4+xtXH5in3sDNjJwDhbcMJiw2rOebgI8eMjK/bFNvXrn6Nwi2F2Bw2knonEeQKYufqnfg8Pvz+I8/Si4iPqNP4AOER4dXvOxzWX4uHTgWu6pIffqRSREQEvXv3PmK80NDQGh9HR0cfMX5jH88kIiIi0poo2Iq0UIdPWR48eDCGYWCaJjfffDO/+tWvACtg/fDDD0RFRdVp/PKicj5+4GOK8ooAGHHDCAzDoOOgjtXXnD35bPqd1w8An9dH1pws4nvU7HCW7S8j8/tMUs9MJfP7TMr2lwGQ1DuJ0r2lFG4pBOBnj/yMcyafw54de/jz8D8f5xM/8qGgkCAqyyur1+3W5jXHM3ToUKZPn47D4eD999+v7uwWFxczbdo0Lr300jqNVxWES0tL61aIiIiIiAAKtiKtRpcuXbjjjjt47bXXmDRpEi+88ALh4eFs376doqIi3nzzTfr373/CcT5+4OPq4368bmsH4NQzUzn3oXMB6D6qOz3H9WTDdxv4z/X/Ib57PDabjb079+Ip9XDP5/cQ2ym2ejyHy8Hr179ObHIsBVsKAIhMjGToVUMJCgkiul00+3fv55tnvmH5x8s5kHMAm8MG7tp/7gndE9i5aidf/uFLlry/hB5jenDBYxdUP2/UMdnec889vP766+zatYvU1FR69epFcXEx2dnZVFZWcuONN9ZpvJ49ewKwdOlS+vXrR1hYGN9//z0hISF1GkdERESktdLmUSKtyCuvvMLzzz9Pv3792L17N9u3byclJYVf//rXjB07tlZj5GXlUbC1gNA2oXQf3Z1rXryGOz+6E4fr4M/Jbnv3NiY8OIG4rnHs2baHovwiEnokMP7+8dU7G1eJiI/gptdvwu+zphUnD0nmzg/vxBnqxDAMbnn7FjoN6oTNbsPv83P9q9cTFlNzyvOJXPbMZST1TsLr8bJj+Q4KNhXUeN6OvU7jxcXFkZ6ezi233EJsbCxr166lvLycM844g+eff75OYwHceuutXH755URFRbFmzRoWLVqEz+er8zgiIiIirZVhaqGXiJxAQUEBc7Pmsqv3kcfr1NfXz3zNjL/MoE3HNvw+4/cNNm5duQwXd0bdWafdpkVERESkadFUZJHmyDTB7webDRo4kJWUlLB8+XKWLFnC4sWLWbx4Mdu2bSMkKoQ/bz3O2tZmKtGeqFArIiIi0swp2Io0Bz6fFWBtP60eMAyw12367NFUVlayZs0aFi9eXB1k165di9/vJzQ0lEGDBnHZZZcxbNgwhg0bxnfGd5SYJSd936bCwCDBcezdo0VERESkedBUZJGmqqojezQ7d8IXX0BpKVxyCXTrZnVxj9N5NE2TzZs3V3dhlyxZwvLly6moqMBut9OvXz+GDh1aHWJ79+5dfTRNla9LvmZj5UZMWs5fGxeGXUgXZ5dAlyEiIiIiJ0HBViSQqqYUw7E7sCUlVojdsAHOOw8GD4brr4ctW6xObnk5LFwIh5yVeii/38/FF1/MggUL2LdvHwBdu3Zl2LBh1UF24MCBR5y9ejRbPFv4ovSL+nymTZLLcHF71O04DE1eEREREWnO9N2cSGNYuhQ2bYKzz4a2bQ8+7vPVXBd7rCnFlZXw7LOwdSvExcE334DLBf/6F5x2GowdC++/D7m5kJoKr78Ov/oVBAUdMZTNZiM1NbW6EztkyBBiY2OPvGctpASlEGaEUWo2//NWDQz6ufop1IqIiIi0APqOTqQhFRfDpEkwZQqMHw9nnFFzivDhIXbjRvjwQ1i2DHr3tsJpXJwVULOzrecuugjmzIGwMBg3DhYtguees16fmAgXXAALFsB110FSzaN0wJqC/OyzzzbIp2czbKQFp/Fj+Y/NfjqyiUk/Z79AlyEiIiIiDUDn2DZRlWYled48siuz2Vq5lS2eLWyv3M6uyl0U+YrQDPImats2eOcdWLUKPvsM2rc/GGqLiuC//4Wrr4Y9eyA/H267zZpm3KOH9esFF1ghF2DQIOu1V18NERFWp/fyy60xd+8+eM8RI6zObm6u9fFhfzYaesffPs4+GDTvXYQNDFIcKUTaIwNdioiIiIg0AHVsmwDTNMnz5ZHnzSPPl0euN5d9/n3HfY3TcJJgTyDBkUC8PZ52jnaE2cJOUcVyTG3bWtONd++GefOsbuvs2fD229C9O+zYYV0TFgb33Qf79sHMmVan9eab4ZZbrCnIU6dC167QpYu1UVSVPn2s4LptG4waZT02fDj89a+waxcMHNjgx/8cLtQWSo+gHmRWZjbbrq2JyYDgAYEuQ0REREQaiIJtAJX7y1nnWUdGRQbFZjFgdZJqExY8podsbza7vLvw48fAoGtQV9JcabR3tNe5nHVxvN2Ha7O5U5W1a+Hee633zz8fnE4YMgRCQmDdOit4Tp1qhdOiIqvLOm6cFWq9XujZ0+rgPvaYFXi7dYOYGMjKOniPPn2sOrZuPfhYWho4HLB5c/2/BnU0KnQUWw5swYPnlN2zoRgYdAnqQnJQcqBLEREREZEGomAbALneXFZVrCKzMhM//hrP1bUDVvV6E5PNlZvZVLmJaFs0A1wD6OXqhdNwNljdLUpFBQQHW+8fGmoPD7m1OS+2ag1teDjcequ1S3FyMnzwgfW8w2E9N2CAFUyr7h8VZV17qFGjIC/PCr7t2kFCQs0Qm5BgvW3fbr02JMTaVCo0tOZjjSzMFsaZoWcyo2xGo9+roTkNJ+NCxwW6DBERERFpQFpjewq5/W5mlc7ig+IP2FC54YhQe7KqQvF+/37mlM/h7QNvs61yW4Peo0Xo3Blee816v6jImi788svWx4d3btesgRdegDvusLqtcMQa1uqpv8nJcMMN1k7IS5cefL5DB6v7Wll58LHYWCu4bthgfVx1XmxJiRVUvV5rA6mUFGs9bnb2wde2bQs5OdbjVebMsTaUOgWhtkqqM5XOjs7Nbr3tuNBxhNpOfLSRiIiIiDQfCranyLbKbbxT9A7rPeuBundm66PcLOezks+YVToLt9/d6Pdr0vx+a+0rWCHwvvus9yMjrY7snDlWUHz3XWuHYYA//AHOOQc++gg8HitMwonXsPbvb62BrQrAUVHQsSPs3WsFabDuec45sHo1vPoquH/6/XnqKRg92urwgjVNubi4ZrB97jn48ksrMFc59EihU8QwDM4KO4sgjjxiqCmqmq7fw9kj0KWIiIiISAMzTG2v26jcppt5ZfNY51lX6/WzDc3AIMQI4Zywc0gJSjnl9w+Yqj/aRwui+/ZBmzZWZ/X0061Orc8HffvCH/9obfTUrx9Mn26tgwXYvx+io0983+XLrZ2Kf/wRBg+2HnvuOfj4Y6szPHDgwSnPjzxiBeekJCgosB7717+scAtWqA0KOjhtugnaVrmNz0s+b9IbSRkYRNmiuDLiSkJsp66rLSIiIiKnhjq2jajUX8qHRR+e0i7t0ZiY1d3bjIqMgNTQqPx+a+qu/7Cp3YZhvZmmtXnTE0/A669bR/HExlprV5OSrHWxlZXWTsbLl8N551mv8Xist0WLYOXK2oVasM6W7dTJ6gJX6dnTCs6rVlkfV3WP//QneO89OPdcePJJmD/fCrVVoTwiokmHWoCUoBQmhE0IdBnHZGAQZoRxecTlCrUiIiIiLZQ2j2okRf4iPin+hGJ/cZPoZFXVMKd8Dh7Tw9CQoQGu6ARKSqwwefrpJ576a7MdfVfjykpruu+ZZ1prZcvLreNzEhOtsJiVBRMmwO9+B2+9Ze1qPGaMFTp79LB2OL7+emt9bHi4FXwnTYKf//z49URFWdORv/kG7r/feiw52Qqpxdbu1wT9NH3XMKzjeoYPrzlGM9vVOtWZit/0M7NsZqBLqaEq1E6MmEi4LTzQ5YiIiIhII1HHthGU+kubVKg93MKKhSyvWB7oMo5v+nSrc5mXZ3Vijzdj/ttvrU2bRoyAu+6yurNVmy+53VYndMgQa13qjTdCfLwVNH/80Xp9eLi1odS8edbHVfd64QVrbesrr8DDD1td1b//HdLTa153uOBgGDTICudV+vSx6qw6Duhwfv+RHedmpperF+eHnY8NW5PYUKpq+vFVkVcRZY8KdDkiIiIi0ogUbBuY23TzafGnTTbUVplfPp+17rWn/sbHCoOHPz5smHUO7M6dVjfWMKx1sYcfjzN/Pjz9tPX6O++E3Fy49lqYO9d6fvhwq0N77rnWx1VTgAcPPhhQq47i+eGHmrUYhlXDwIHWTsdjx1r1xMQcfP5QVRtU2e1WF7gqOB9+zdEcq+vczHRzduOKiCuIsgU+SPZ09uTqiKvVqRURERFpBZr/d9JNzLyyeezz72vSobbKd2Xfsde399Td8NJL4cEHrferurDH2uCpY0drSu/q1dZmSklJVlf117+GjRsPXvenP1nB89134ZZb4H//s9bCPvec9fyAAdYZr1VTgKvuc8YZ1tilpdZROyNHwooV1nNV04QXLbI2kvrnP+G226w1upMnW9OUTdPqCvt8Bz8Hm+3gmbeGcfQQ2wLC64kkOhK5LvI6hgQPATil3duqjdIuCr+I8WHjcdlcp+zeIiIiIhI4WmPbgLZWbmWdZ12gy6g1E5OZpTO5MuJKbMYpCFxPPmkFVqgZ8EzT2rTJMKxdiZ1OKyAOHQp/+QucdZa1c/CePVaw3b/fOlN22TJrc6ewMPj97601rdu2wYEDcM011tjDhkFFhTWl+dD7Dh8O+flWBzY1Fc4/3wqtDz5o1eFywRVXWBtMffONtc72N7+BCy6wXm8YB8+eBaumRYvgiy+sHZXvussao5VyGA5ODzmdrkFdmVE6g/3+/Y26K3jV2D2dPRkdMppgW9PecEtEREREGpaCbQNx+93MKp0V6DLqxMQkz5fHCvcKBgcPbvwb9u9v/er3W+tgFy60zpH9299g/Xpr3esVV1idUbCO2Zk+3Qqbo0ZZj5WVwT33WOE1IcHaAGrDBmt97ZVXwmmnWUE1Nta6vndvK2Bu3WoF6KqObbdu1vtLl1rXd+4M//kPvP++tenUTTdZndm33jr657J9u3X+7KpV1iZXRUVWVzklxeoGV3VuW7lERyLXR17PpspNrKxYSa4vt8EDrg0bPZ096e/qT4IjocHGFREREZHmQ8G2gcwrn0eFWRHoMuplYflCOgd1JsYe07g3ysmxpiM//bQ1hfeuu6wpwE8+aW0U9dJL1nPnnGPthtyvn9UVPeOMg2OccYbVHV2zxrqmTRtr7es//lHzXhs3WsE3MtIKm2vXWq9r08YK1uHhVnCurDz4mhtvtN4OV7WxU1Uottut8b/5Bi6+2Ara/ftbwbYVTDWuK7thJ9WZSqozlQJvAavdq1nnWYcPX/U05doGXRs2/FhTvCNsEQxwDaC3s7c6tCIiIiKtnIJtA8jx5jSrKciHMzGZUzaHyyIua9wbxcRYHdfMTOsYnTZtoF0769xYsHYefusta+On00+3wqJpwq5d1vRegA4drHGWL7euufpq62zarl2tUBocbG0K9corVuAcM8bqyO7YYW081abNwfD5zTdH+WKYVug2jINd16Nt7HT22VYNUidxjjjGOcYxKnQUud5c8n355HnzyPXmUmKWHPN1NmzE2GNItCeS4Egg3h5PnD0Oo5kdiyQiIiIijUPBtgFkVGQ06vrBxmZiku3NZp9vH23sbRrvRi6XFWTXrrU6qe3aQadOVte0asOm7t2t6cV791od1w4dYPFiqytbNZV40KCDofK3v7WmJb/zDrz5phVgQ0KsacnJydY1zz1nBd6jqdrFuMrha2elUTgNJ52COtEpqFP1YxX+Cor8RXjx4jW92LDhMBwEGUFE26KxG5reLSIiIiJHp+/gT1KZv4yNlRubbaitYmCwyr2KMaFjGvdGo0ZZmyz5/dbZrjt3WlOE4+Ks5/v0sYJsbq7VmR08GJYsqTlG//5WkN23z+rA/t//WVODV66Enj2tKcyHOlaoBa2FbUKCbcGaUiwiIiIi9aIFgSdprWdtsw+1YHVt17rXUmlWnvjiY8jNzeXzzz/n0Ucf5eabbz76RSNHWrsRZ2dbU4k3bbI+rjJ0qBV0d+60Ph440NpAqrT04BrXm26yNpgKCzv4uu7drY2nqkJt1XFCIiIiIiLS4qljexL8pp+MiowWEWwBKqkk05NJX1ffE15bVFTEsmXLWLx4MYsXL2bJkiVkZ2cDEB8fz/Dhw6moqCD48G5pr17W8TsbNlg7GP/979amUn36WM/37WvtYLxxI4wfb202deh6V7DC6+FdWTi4wZNhaBMnEREREZFWRMH2JOR4cyg1SwNdRoPa4NlwRLD1eDysWrWqOsQuXryYDRs2YJom4eHhDBkyhGuuuYahQ4cybNgwOnbseOxNfeLirPW0S5fCpEnWubMbNlibMYG10dNnn1nraME6rqd37yPHOXxtLCjMioiIiIi0Ugq2JyHPl9esN406mjxvHhsyN7Bk8ZLqELty5Uo8Hg8Oh4O0tDTGjh3LQw89xNChQ+nZsyf2uqxTdTisTZ3cbmsq8RdfwPDhNa8ZPbrmx0cLsVobKyIiIiIiPzFMUwsR62Ls2LHMnTuXm266iatfvposT9ZRg+2TaU+yL3sfEx6awM8e/hkbf9jIyxe9DMBjKx8jtlPsqS79qCorKvno/o9YN2sdJYXWcSttu7SlcEshPXr0YNiwYdVvaWlpR04tro+q3Y3r+7yIiIiIiMghWnzHtiqIVrHZbCQmJjJo0CAeeeQRRo4cWe+xc7w5te7WBkcEkzzYOn7G4Ty5L3vmnEy+ff5bdq/bjbvETWibUOK6xDHgkgGccfsZdRprwRsLWDx1MQDt+rYjyBXE3179G2d1PYvo6OjjvnbOnDmceeaZAGzdupWUlJTa3dQwrPWwx5o6rFArIiIiIiJ10OKDbRWn08nAgQNxu92sWbOGL7/8km+++YYFCxYwbNiwOo/nx0+Rv6jW13dM68jkWZPrfJ/DbV+2nVevfBW/109YTBiJqYkU5Rex5cctuMJddQ62uRtyAUgekszkmZOxYSPeFU90aPRJ13pcWg8rIiIiIiINpNUE26SkJNLT0wH46quvuOCCC/B6vUyZMoVhw4Zx88038/bbbzNmzBjmzJkDwFtvvcUtt9wCwOEztt1+NzP/NpMfXv+BiuIK+kzowxXPXUFoVOhR73+sqciZ32cy+x+z2bF8B16Pl5hOMYy/fzxDrhxy1HFWfbkKv9dP2y5teXjhw9Xd3/279pOXlVd93c7VO/nssc/Iy8yjdF8pdoedhNQExtw5pnrsqunSANuXbmdSzCTadGzDv9f+G7fbzZ/+9CemTJnC9u3biY6O5oILLuAvf/kLbdu25YknnuDJJ5+svl/nzp0BuOmmm/D5fLz77rucfvrp/PDDD9XXDB48mOXLl3PnnXfyr3/960S/ZSIiIiIiIrWitlk9ffnpl3z3j+8IjgzGU+ZhxbQVvP/L9+s0xsr/reRfE/9F1twsfF4fcV3iKMotYseKHcd8jem3AnZRXhHp/00nd0Mufr+f6PbRpJ6ZWn3d3h172fTDJuxOO0k9k3A4HWSvyObdu95l7cy1AHTo34GwWOssWFe4i+TByXTo3wG36eayyy7jD3/4A1u3bqVXr1643W7efPNNxowZQ3l5OR06dKBXr17V9xswYADDhw+na9eu3H333QAsWLCArKwsALZt28by5csBK/yKiIiIiIg0lFbTsc3JyWHEiBHVU5EBHA4H11xzTb3GcwQ5eODHB4hMiOSLP3zB7L/PZtWXq8jLyiOhR0KtxvjiyS8wTZO2ndty3/T7iEyIxOvxUrC54JivGXbNMH74zw94Sj18/ODHAIREhdDzrJ6c+5tzSehu3TtlSAp/WPcHIuIjAGuTqP8b9X8Ubilkxacr6DO+D7f99zbeu+c9lkxdQoe0Dvzyi18CsGb+GqZPnw7Ad999x+jRo8nJyaFr166sW7eOKVOmcPvtt9OtW7fqNbbTpk2rsca2f//+rFq1ijfeeINnnnmGTz75BIDu3btz2mmn1eErLSIiIiIicnytpmPr8XhYtGgRq1atIi4ujvPPP5+5c+cy/PCjZmpp+JjhRCZEAjD48sHVj+esy6nV60sKS9izfQ8Aw64dVj2Ww+kgqVfSMV+X2DORh+Y/xKjbRxGbbE1nLj9QzopPV/CPn/2Dkj3WzsaGYfC/x/7H470f59dxv+bBdg9SuKUQgAO5B45b2+blm6vfHzNmDIZh0K5dO8rLywGqp3QfT1XX9p133sHn81UH2xtvvPGErxUREREREamLVtOxTU5OZtu2bcd83vhpJ16fz1f92IEDxw6ABoHbubdt57ZM/MtEwAqp3/3jO+b+ay6le0vZkr6F/uf35793/pesuVkYhkFCagKuMBe5mbm4S9z4ff7jjm875OcdRwv+iYmJJ6zx+uuv56GHHiInJ4f//Oc/pKenYxgGN9xwQx0/WxERERERkeNrNR3bE4mPjwesY2u8Xi8+n49p06Yd8/pF8xZRnF8MwIppK6ofT+x14tAHEN42vLrjunjqYooLrLF8lb7qnYqPZtkny8j4PIPKikoAohKj6D66e/XzIZEhgLV7MsCIG0fw8MKH+fmHP8cV7qpVbd0HHRzvkUceIT09nfT0dH744QeeeOIJbrvtNgBCQw9ulFVaWlrz8wsPrw6xv/71rzFNkzFjxpCcnFyrGkRERERERGqr1XRsT+Sss87iL3/5C7t27WLAgAH4/X4yMzOPeb3X4+XpoU8TmRhJ/sZ8APqe15fE1NoFW4ALf38hb9/2NoVbCnlq4FPEpsSyb+c+hl0zjMv+fNlRX7N7zW5mvzAbh8tBXJc4MCAv09oNuW3ntnQa1AmAdr3bsXXxVtL/m87W9K0cyD1Q3ZU+HgODEWNGMGHCBGbMmMEll1xCamoqdrud7du3U1payvfff09KSgpdu3YlKCiIyspKzj77bJKTk3nggQeYONHqJt99993885//rA692jRKREREREQagzq2Pxk/fjx//OMfadeuHdu2baNv37788Y9/POb1EydO5Oz7zqb8QDlBIUEMuHgA17xYt42oBlwygLs+vovuo7tjs9so2FxARHwEnQZ2OuZr0i5KY+QtI4nrGseB3APkZeYRGhPKgIsHcOdHd+IKs7qy1758Ld3P6E5QcBCecg+X/ulSkvoce+3uoRIcCfzvf//j8ccfp3v37mzZsoXc3Fx69erFo48+St++fQGIjY3lH//4Bx07diQvL49FixaRm3uw29y3b1/OOMM6Vzc0NLQ68IqIiIiIiDQkwzz8gFaptQ+LPiTHV7vNopqTy8Ivo2NQxwYZ66677uLVV1/lhhtu4J133mmQMUVERERERA6lqcgnIdGRSJ4vDz/H34ypuYm3x5/0GK+99hpfffUV06dPx2azcf/99zdAZSIiIiIiIkfSVOSTEG+Pb3GhNsIWgctWu02mjmfhwoV8/vnnJCYm8vrrr5OWltYA1YmIiIiIiBxJU5FPQrG/mDcOvBHoMhqMgUEvZy/OCTsn0KWIiIiIiIjUmjq2JyHCFkGKIyWgZ9o2JBOT/q7+gS5DRERERESkThRsT1JacBomzb/pbWAQZ48jwZEQ6FJERERERETqRMH2JCU7kgk3wgNdxkkzMRngGhDoMkREREREROpMwfYkGYbBgOABgS7jpDlx0sPZI9BliIiIiIiI1JmCbQPo4+yDyzj5nYQDaXDwYByGA7SXmIiIiIiINDMKtg0g2BbMWaFnBbqMejEwiLXFMjiv7U8PtIyNsEREREREpPVQsG0g3Z3d6R7UvfntkGyaTMjpgr13X3jvvUBXIyIiIiIiUmcKtg1obOhYnIYz0GXUybDXFxPX5ww4/XS47rpAlyMiIiIiIlJnCrYNKNQWytmhZwe6jFoxMIj1RjD09UUQGQlu98EnG3CdrWma+E0/ptbuioiIiIhIIzFMJY4Gt7RiKQvKFwS6jGMyMAjzObnq8jcIrzDgyy9hwgTo0AE+/7xeY5b5y8j35ZPvzSfPl0eeN48KswIfvupr7NhxGS4S7AkkOBKId8QTb48nzBbWUJ+aiIiIiIi0Qgq2jWRB+QKWViwNdBlHMDAI9gdx1U0fELV9D/zwA0RFQUkJfPopXHstOBzWxT4f2O3HHKvMX8Zaz1pWu1dT7C+uHh+sc3GPV8Oh14Qb4fR19aWvq69CroiIiIiI1JmCbSMxTZNFFYtYVLEo0KVUMzAIM8K4/M5PiF69zQq1MTFQWQlBQVBeDl98YV186aXWY17vwaCL9Xnl+HJYVbGKjZUbMX/6ryFqA+gW1I3+rv60d7TH0A7NIiIiIiJSCwq2jWxlxUrmlc8Djt/FPBVibbFc8r2N8OvugJUroXt38PvBZgOPB0aPhjVroF8/KC6GhQut9bc/dW4LfYXMKp1Fvi8fA6NRPp+qcdva2nJO2DnEO+Ib/B4iIiIiItKyaPOoRjYgeADXRFxDjC0mIPc3fvpvWPAwrom8hnBCISHBCrNw8NeFCyEzEzZvhrlzrXA7ejQcOIDfZrC4fDFTi6ZS4CsAGi+kV427x7+H94vf58fyH/GZvhO8SkREREREWjN1bE8Rn+ljScUSFlcsBk5d9zbGFsOEsAk1O59XXAGbNsHs2RAcDKGh1hrbtDS49Vb43e+gsBCuv57CR+5mxsASCn2Fp6TeWn8OIiIiIiIiP1GwPcUKvAV8X/Y9Ob6cRpvOCxBEEIOCBzE0eCh246cNoA7dDOrNN62u7IoVMG4cdO0K//mPtUPyn/8M3buTueU7Zrbd0GDraOurav3tWaFn0cfVJ2B1iIiIiIhI06RgGyAF3gJWuVex3rO+xpE49VUVkmNtsQwIHkCqM5UgI+jICw8Ntxs2wFVXwWOPwcSJUFAAZ50Ft9/O6jvP5Luy7066roZ2RsgZDAoeFOgyRERERESkCXGc+BJpDHGOOM5ynMWo0FFscG9gvWc9Bb4C/PgBsGGrfv9whx+XE2aE0cnRiX7B/Ui0Jx5/N+FDj+/p2dMKtnffDbGxMGYMuFysDt/dJEMtwPzy+QAKtyIiIiIiUk0d2ybEb/rZ699LvjeffF8++d583KYbL178ph+H4cBhOIiyRRFvjyfBkUCcPY5QW2g9buY/uHHUU0/B22+D10vmeb345o/nQhM/aees0LPo6+ob6DJERERERKQJULBtzQ4Nt8uXU1C+m6m9tmAazeOPxFURV5HoSAx0GSIiIiIiEmA67qc1s9ngp59r+AamMaPv/ibfqa1iYPBN6Td4TW+gSxERkXrSz9ZFRKShaI1ta+f3g93O0oql7PHvCXQ1tWZicsB/gPTydEaFjgp0OSIicgzl/nLyffnkefOqf60wK/Dhw8TEwMCOnWAjmERHIgmOBOLt8cTb4wm2BQe6fBERaSY0FVko8OQxtWgqpr2ZtGsPoynJIiJNS6m/lLXutazxrKHYXwwcufHh0Rx+TZQtin6ufvR29ibEFtLIVYuISHOmYNvKmabJlAPvscdbgGlvfjPTDQyibFHcEHkDNqP51S8i0lKYpslu325WVaxiY+VG67EGOgPdho3UoFT6B/cnwZ5w/N3/RUSkVdJU5FZul3cXheYeaIahFqxvmvb797Pdu53OQZ0DXY6ISKtU4C1gVtksCnwF1eeqNyQ/fjZUbmB95XoS7YmcE3YOMfaYBr2HiIg0b80zzUiDyXBnVE/9aq4MDDIqMgJdhohIq+MzfaSXpzO1eCqFvkKg4bq0h6saN8+Xx3tF77G0Yil+8+jnvYuISOujjm0rVuIvYXPl5kb7JuRUMTHZ7t3OAd8BouxRgS5HRKRVKPAWMKN0xinfeND86b8F5QvY6NnIhLAJ6t6KiIg6tq3ZWvfaQJfQYAwMVrtXB7oMEZFWYZ17HVOLp7LXvzegdRT4Cniv6D02ejYGtA4REQk8BdtWyjRNVrlXNftubRUTk9We1ToTUUSkka2oWMGsslnVndNAMjHx42d66XTWuNcEtBYREQksBdtWqsQsocwsC3QZDcpjetjn3xfoMkREWqzlFcuZVz4v0GUc1eyy2Qq3IiKtmIJtK5XvzW/U8SfFTGJSzCQWTVkEwKIpi6ofa0yN/XmJiLRWa91rmV8+P9BlHNfsstmaliwi0kpp86hWKs+Xd8SRDC9e+CKbF2yu/tiwGUQmRNKhfwfOnnQ2nYfX/zid8LbhJA9OPqmaT8SGjTxfHj3p2aj3ERFpbXK9uXxb9m2gy6iVb0q/oY29DW3tbQNdioiInEIKtq1UnjfvmGuj7E47Hfp1wOvxkrM+h7Uz1rJ+9np+9fWv6h1O+4zvQ5/xfU6m5BPy4yfPm9eo9xARaW28ppcZpTMa5XzaxmBiMrN0JldHXI3N0MQ0EZHWQsG2lcrzHTsARiZEMnnWZADWzlzLv6/+N36vn2UfLyN5cDJrvl7D7H/MZteaXfi9fhJ6JHDG7Wcw4oYRxxxz0ZRFTL13KgB/3/v36seXf7qcea/OY/e63Zh+k7gucVz8h4tJPTMVgG1LtzHjLzPYungrXreXxNREzp58NgMuHnDU+xT4CjBNE8No3mfziog0Fenl6ez37w90GbVmYlLgK2BZxTKGhgwNdDkiInKK6EeZrZBpmrhNd71eu/TDpbx+3etsXbQVV5iLiPgIdq3exfu/ep+Zf5tZp7G+f+l73rn9HbYt2YbNZqNtSlsKtxaSsyEHgC3pW3jx/BdZ/+16nCFOYjrFsHPVTt665S0Wv7/4qGN6f/pPREROXq43l2XuZYEuo17SK9Ip9BUGugwRETlF1LFthXz4jvt8UV4Rz5/zfPVUZACbw8agywfx9q1vA5A8OJlffvlL7E47b970Jqu+XMWs52Yx9u6xOEOdJ6zBU+bh6//7GoCUoSnc9dFdBEcG4y5xU5RfBMD0P03HV+kjdWwqP//w59gddqb9dhpz/zWX6X+czrCrhx11bK/pJcgIqvXXQ0REjuQ3/c1qCvLhTExmlc7i6oirNYtHRKQVULBthXzm8YOtz+Nj+7LtGDaDiPgIOvTvwDmTzyE2OZZ9O63jdPpf2B+Hy/rjM/DSgaz6chWV5ZXkbsil06BOJ6whd0MunlIPAKNuH0VwZDAArnAXceFxAOxYvgOAzDmZ3B9/f43X79+9n/279xPdLvrI+k8Q3EVE5MS2VW5rVlOQD2diku/LZ7d3N+2D2ge6HBERaWQKtq3QiTbTaNOxDb/P+P0RjxcXFDdWSccVlRR11ADr9/mPer1NM+xFRE5ahjuj2XZrqxgYZLgzFGxFRFoBBdtWyFHP3/aIuAjadGjDvp37WPXFKsbcOQa7086KaSsACAoJIrFnYq3GSuyZiDPMiafUw4I3FtD33L4ERwTjLnVTlFdEXJc4Og7syOYFm4npGMPd0+7GGWJNcd6/az/ZGdnEdIw5+udn6I+1iMjJ2O/bzw7vjkCXcdJMTDZVbqLUX0qYLSzQ5YiISCNSAmiFDMMgiCAqqazza89/9Hzevetdti/bzpNpT+JwOdiXbU1PPufX59RqfS2AM9TJz37zMz57/DO2LtrKE/2eoE2HNuzZvofzfnseY+8ey3mPnMfLl7zM1sVbebzX48Qmx1JSWEJRbhFdRnah33n9jhjXhq3ewV1ERCxr3Guafbf2UGvdaxkWcvR9GUREpGXQnM1WKt4RX6/XDblyCLe/dzudh3fGXeKmOL+Y9v3ac/ULVzP+/vF1GuvMe8/kxn/fSMrQFPxeP4VbC4lNjiUx1er6dh3ZlV9++Ut6nd0LwzDIzczFHmSn/4X9GXfvuKOOGWuP1bmFIiInwW/6We1Z3WJCrYnJKvcqTLNlfD4iInJ0hqm/6Vul+WXzWeleiZ+jr1NtjmzY6OPqw7jQo4deERE5sT2+Pbxb9G6gy2hwt0XdRrgtPNBliIhII1Frq5VKcCS0qFAL4MdPgj0h0GWIiDRr+d78QJfQKPK8eYEuQUREGpGCbSsVb6/fVOSmrqV+XiIiJ2vs2LEYhkFKSspxr8v35be43eUNDPJ9LTOwi4iIpWX9yyW1FmWLwmW4Al1Gg3LgIMZ+9J2SRUSkdnK9uadsRo/X4z0l9zEx1bEVEWnhtH1sK2UYBn2cfVjhXtEiNggxMOjl7IXdsAe6FBGRZmHs2LHMnTuXG264gc6dO/Paa69RUVFBt3O6MfHZiQRHBAOwbtY6Zvx1BnlZefgqfUQlRtEhrQNXPnclodGhvHfPeyyZuoSup3fll1/8EoBFUxYx9d6pAPx9798BePHCF9m8YDNDrhxCRHwES95fgjPUyeMrH2fOP+ew+P3F7N+5n4qSCkKiQuh6WlcuePwC4rvFHzHmPZ/dw2ePfUZeVh4JPRKY+NeJpAxNqf7cdqzYwcxnZ7IlfQvuUjfRSdGMvX0slzx6CQC7d+/m0Ucf5ZtvvqGwsJAOHTpwyy238Mgjj+Bw6FsjEZHmSB3bVqyfq1+LCLVg/TS+n+vI439EROT43n//fZ5//nlCQkLYv38/Sz9ayuwXZgNQUljCf274D9uXbickMoS4LnGU7i1l5f9WUl5UXq/7rfjfCua9Oo+IuIjq8Lxp4SYKtxYSER9BQvcEyveXs+rLVfzzkn9SWXHk0XSvXvkqnnIPPq+Pnat28vbtb+Pz+gDYumgrL/zsBdZ8vQZ3qZu4LnFUFFeQ+WMmpmmyZ88eRowYwZtvvklJSQm9evUiOzubxx9/nJ///Of1/CqKiEig6ceSrVi0PZpOjk5ke7ObdcA1MEiwJxDniAt0KSIizU5wcDDr168nKSmJIcOGsGLZCrLmZnH+o+ezb+c+fB4frnAXjyx6BGeIE9M0yV6RTXhs/XcY/vXsX9O+b3v8PmvK8wWPXkDcm3HYg6xZN5lzMnnlslfYv3s/WxdtpceYHjVef9GTFzH656OZ++pcpj0yjX3Z+yjcUkhCjwSm/2k6Po+PkKgQJs+aTHy3ePx+PznrcvDh46WXXiI7O5uEhARWr15NXFwcn332GZdccglvvfUWv/3tb+nWrVv9v6AiIhIQCratXH9Xf3Z4dwS6jJNiYpIWnBboMkREmqVx48bRvn17ALqndmfFshUUFxQDkNgzkdiUWPZs28NjqY8R1yWOpN5JpF2YRqdBnep1v+6jutO+r3U/m92aOLY3ey8fTP6A3Wt34yn11Dhz9kDugSPGGHLVEKu+n849ByguKCahRwLbl20HIO2itOppzDabjfZ92+PDx+LFiwHIy8sjPr7mhoOmabJo0SIFWxGRZkjBtpXrHNSZCFsEJf6SZtu1DTVC6Rakb0JEROojOjq6+v0gRxBAdbAMCg7i/u/vZ+kHS9m+bDt5mXks/WApS95fws1v3MyASwZgYFiv8R38N6SiqOKY94uIj6jxceG2Qv5zw3+qO8MdBnTA7/Wza/UugOqu7qFCo0IBsDkOrqg6NAwfi52D+zBERETQu3fvI8cODT3hOCIi0vRojW0rZzNsnBN6TrMNtQBnh52Nw9DPaERETpZhGDU+riiqIC8zjzPuOIMbXr2BB+Y8QOqZqQBs/nEzAOFx1pTkPdv34PP68Pv8rPpq1XFuUvPDXat24fNY62Pv+vgu7p99P2fdd1a9P4fkwckArPpiFQVbCgAr9O5euxs7doYOHQqAw+Hg/fffJz09nfT0dGbNmsUvfvELLr300nrfW0REAkdpQOgY1JF+zn6s8axpVgHXwKBnUE86B3UOdCkiIi3C4efXFhcW88K5LxAaHUpUuyh8lT7yN1rnwbbr3Q6AHqN78N0/vuNAzgH+OvqvmH6T/E21PzM2sWciNrsNv8/Pq1e8SpsObSjKL6r353Deb8/jpYtfomx/Gc+MfIb4rvEU5RfRdXhX/u+r/+Oee+7h9ddfZ9euXaSmptKrVy+Ki4vJzs6msrKSG2+8sd73FhGRwFHHVgAYFTqKMCOsekpZcxBsBDMmdEygyxARaTEO/zcgLCaMYdcMIzwunL079rJ/137iu8dz/mPnM+LGEQD0HNeT8353HlFJUezN3ktSryTO+915tb5nQo8Ern7xamKTY/FV+giLDePGf9c/XHYe3plfff0r+pzbB1eYi/xN+bjCXKSNtPZiiIuLIz09nVtuuYXY2FjWrl1LeXk5Z5xxBs8//3y97ysiIoFlmLVZlCKtQnZlNp+WfBroMmrtovCL1K0VEWlgs0tns86zDj9Hrm1trmzYGOgayKjQUYEuRUREGok6tlKtY1BHTg85PdBl1Mqw4GEKtSIijSDBkdCiQi2AHz/xjvgTXygiIs2Wgq3UMCR4CEOChwS6jONKc6YxInhEoMsQEWmR4u0tMwC21M9LREQsCrZyhJHBIxnsGhzoMo6qv7M/Y0LHHLFzp4iINIxYe2yNY3FaApfhIsoWFegyRESkESnYyhEMw2BU6ChGhoy0Pm4iG0oNCx7G2NCxCrUiIo3Ibtjp6ezZZP7uP1kGBr2dvfVvh4hIC6dgK8c0NHgoF4dfTIgRErBvcAwMgo1gLgy7kNNCTtM3JiIip0B/V/9mdfzb8ZiY9HP1C3QZIiLSyBRs5bhSglK4MepGejl7Aae+e9sjqAc3Rd5EF2eXU3pfEZHWLN4RT4I9odl3bQ0MOjo60sbeJtCliIhII1OwlRNyGS7OCTuHS8IvIdQIBRo/4IYYIVwYdiHnhp9LsC24Ue8lIiJHSnOlNfuurYlJmist0GWIiMgpoHNspU68ppdNnk2sdK8kz5eHgdEg3/hUjRNnj2OAawA9nD1wGI4GqFhEROrDa3p548AblJvlgS6lXgwMwm3h3Bx5MzZDP8cXEWnpFGyl3vK9+ax2r2a9Zz0+fADYsNXq/MNDA7ENG6nOVPq7+pPoSGzUmkVEpPa2eLbwRekXgS6j3i4Lv4yOQR0DXYaIiJwCCrZy0ryml0JfIXnePPJ9+eR6c9nn33fUTq6BQbQtmkRHIgn2BOId8bS1tyXICApA5SIiciLflHxDVmVWs5qWbGDQ19mXcWHjAl2KiIicIgq20ii8phe36cZn+vDhw44du2HHZbg0xVhEpBmp8FfwdtHbVJgVgS6lVgwMwowwboi6AafhDHQ5IiJyiijYioiIyHE1tynJmoIsItL6aDcFEREROa4uzi4MCR4S6DJqZWTISIVaEZFWSMFWRERETmhk8Ej6OfsFuozjGuwazNDgoYEuQ0REAkDBVkRERE7IMAzODD2zyYbbQa5BnB5yeqDLEBGRANEaWxEREak10zRZWLGQpRVLA11K9dFxpwWfxtDgoRiGEeiSREQkQBRsRUREpM42eTYxu2w2btMdkKOADAxCjBDODjubzkGdT/n9RUSkaVGwFRERkXop95fzfdn3bKzceMruWdWl7e3szeiQ0bhsrlN2bxERaboUbEVEROSkVHVvG/Os26pAG2qEqksrIiJHULAVERGRk1ZpVpLpyWRlxUr2+PdUB9GTVTVOvD2eAa4BdHd2x2E4GqBiERFpSRRsRUREpMGYpkmuL5dVFavIqszCjx/8JoZpYtpPfBjDoYHYjp1UZyr9Xf1JcCQ0dukiItKMKdiKiIhIwzJNMAw8W7Io+O1d5A/pTP6gZHKTgtgfHwK2o+9e3MbWhkRHIgn2BOId8bS1tyXICDrFxYuISHOkuTwiIiLSsH4Kts5Fy2i/cjft350JDutbjkqzErevHO/O7fj278HebwAO7ATbQjTFWERE6k3/goiIiEjDqjpPNiQEBg2C0lKIigIgyAgiyBEEKf2sa34KwSIiIidDU5FFRESk4fn9YLPBs89CURFcfjnExUFMDAQHB7o6ERFpYRRsRUREpGFVdWHnz4fbboNNm6zObadOVrBNTITQUOu5BG0KJSIiJ0/BVkRERBpHz56QlgZjxsCePbBjB+zeDcXF1q/z5kG7doGuUkREWgAFWxEREWl4Bw5AUhJs3XpkV7aszAq23boFpjYREWlxTnygnIiIiEhdVVbCLbdARsaRz4WGKtSKiEiD0q7IIiIi0nCqNo3atg0WL4Yff4SCAivIduwI8fHVR/+IiIg0FP3LIiIiIg2n6uiezZutTaTcbnjySYiNBacT2rSxgu8tt8CFFwa2VhERaTEUbEVERKThVAXbSy+F4cNh717YtQt27rTe9uyBDRsOXlfV4RURETkJ2jxKRERETq39+yEkBFyuQFciIiIthIKtiIiINI5//hO+/hqCgqw1thdcAKNHB7oqERFpgTT3R0RERBpWWRn84hfw9NMQHg52O3z1FZxzDtx9d6CrExGRFkhrbEVERKRhmKa1dnbZMpg+HV57Dc4//+Dz06bBfffB4MFw++2Bq1NERFocdWxFRESkYfj91q/Ll0OHDlao9fmgosJ67tJL4YorrOnJYD0nIiLSABRsRUREpGFU7XTsdEJxMWzaZE1DDg4+uPNxXp519A9YHV4REZEGoGArIiIiDaMqvF57rbXr8QUXwIsvwqxZ1hE/jz8OS5cenJ6sY35ERKSBaFdkERERaXi7d1tBdt06axry9u3gdltB96qrwKFtPkREpOEo2IqIiEjD8XohLc3aBTk62gq2OTkQGQnjxllTk0VERBqYflwqIiIiDScnB/butUJtdDSMHBnoikREpBXQ4hYRERE5eVUTwOx2uOgi+PLLwNYjIiKtijq2IiIicvKqdkRevRq+/946x3b9ehgwADp3hvbtIS5Oa2tFRKRR6F8XEREROTkHDlhH+rhc1jTk5GTr7NovvoDZs63QGxZmPfbQQ1ZH1zQPhmEREZGTpM2jRERE5OTcdRfcfbe1aZTPZ+2CnJ9vrbfNzoZdu6yP162DBx6AESOsa3Tcj4iINBAFWxERETk5Nhukp8OwYeB0wuLF1hTko1GnVkREGoGmIotIwPhMH3t8e8j35ZPnzSPPl0e5vxwvXvz4sWHDgYMQWwiJ9kTiHfEk2BOIscdgN3RkiEiT4HZbOx+//z6EhFgd2z59jn29Qq2IiDQCdWxF5JSqNCvJ9GSyxr2GAl8BfvwA2LBVv380hz5vw0a8PZ6+rr6kOlNxGPoZnUjA+P3w6afw61/D7t3Wx9HRkJICvXpZ05PT0qB3b+jYMdDViohIC6VgKyKnxD7fPla5V7HWvZZKKhtsXCdO+rj60N/Vn2h7dIONKyL18PTT8Oqr8LvfWbsjb9oEW7da62sPHLDW1i5cqPW1IiLS4BRsRaRRFfmK+K7sO7Z7t2NgYNLwf+VUjZviSGFc2DgibBENfg8ROY6qoJqeDtu2wdVXW1OUPR4oK7NC7e7d1s7IQ4dqna2IiDQ4BVsRaRSmabLas5p5ZfPw42+UQHs4AwM7dsaEjqGPsw+GvnEWOXXqElZLSqzzbIODG7cmERFpNRRsRaTBFfmKmFk2k13eXQGroZOjE2eHna3urUhT4vOB3Q6/+hWMHQuXXhroikREpIXQAhcRaVBbPFv4b9F/2e3dHdA6sr3Z/PfAf9leuT2gdYjIIao6uu+/DxUVga1FRERaFAVbEWkwGzwb+LL0S7x4T8nU4+MxMamkks9KPmOjZ2NAaxGRn1RtGOX1Qt++ga1FRERaFAVbEWkQG9wbmFE6I+CB9nAmJtNLp5PlyQp0KSICkJdnBdv27QNdiYiItCAKtiJy0jZ7NjOzbGagyziub0q/YVvltkCXIdJ6VW3psX49xMRYZ92KiIg0EAVbETkpe3x7mF46vcl1ag9nYvJlyZfs8+0LdCkirZPfb/26di107qxzbEVEpEHpXxURqTe/6W+S04+PxY+fmaUz0WbwIo1g927Yu/dgZxYgP986w/ZQc+ZYHVsREZEGpON+RKTellYsZUH5gkCXUWejQ0YzMHhgoMsQaRn8fqv7ev750KcP/O53EBUFTz8N338PHTrAH/4AnTpZ12dkWLsj9+8f2LpFRKRFUcdWROplj28PP5b/GOgy6mVB+QJNSRZpKFVTihctgokTrVA7bx48+yz06gU//GC97/FY16WlKdSKiEiDU7AVkTozTdOa0ttMpiAfzo+fWaWzNCVZpKHk54PbDT17WufTvv02XHklvPgivPsufPEFOJ3WtVVrbUVERBqQI9AFiEjzs8u7i3xffqDLqDcTkxxfDrm+XJIcSYEuR6T5278funaFhQshNhZmzYIPPrCeO3DgYLe2atqyiIhIA1OwFZE6y3BnYGA0244tgIHBqopVJIUr2IqctO7d4eKL4bzzIDzc6taedhoUFcHXX8PAn9a0a5aEiIg0EgVbEamTEn8Jmys3N+tQC1bXNqsyi9H+0YTYQgJdjkjztm8fPPooXH45lJZC797W45s2WVOTr7kmsPWJiEiLp12RRaROFpUvYlHFomYfbKucHnI6Q4KHBLoMkebJ47HWzt54I1xxBVx4Yc3ni4pg40ZITbU6uSIiIo1EC11EpNZM02SVe1WLCbUAqypWBboEkearakOoadMgMtJ63+ez3rxe67E//Qm2bQtYiSIi0joo2IpIrRX5iygzywJdRoMqNosp8ZcEugyR5sc0rSnGf/6z1bm12axf7XbrzeGwpihPmwYJCYGuVkREWjitsRWRWmvOOyEfT743n3CnpkmK1MmePdYxP2+8AZWVMHasFWjbtoUuXaBbN9i7FwYMgLi4QFcrIiItnNbYiki1sWPHMnfuXABsNhuhoaG0a9eOkSNH8stf/pKynmWscK/AT8OdQ7nxh428fNHLADy28jFiO8U22NhHs2jKIqbeO7X6Y8MwCI0IpV/vfkyePJkrr7yyUe8v0uJ89x388Y/w8suQlQVbtkBmpjX9ODgY7rsPxo2zOryGEZASK/wV5PvyyfPlUeAtoNwsx2t68eHDjp0gI4hQWyjx9ngS7AnEOeJwGs6A1CoiIvWjjq2IHMHpdDJw4EB27tzJxo0bycrK4t133+X252+n53U9A11erXg9XhzO4/8Vl9AjAVe4i/ysfNLT07nmmmtISUlh2LBhp6hKkWaqvBxcLmv68bhx1htAr17Wr0c7r/YUhlrTNNnh3cE69zp2e3dTYlrLDQysGo62T4CBQRZZ1c9F2aLo4OhAH1cfEu2JGAEK5SIiUjsKtiJyhKSkJNLT0wFYunQpEydOZPv27bw2+TV+M/Q3JPSw1svlrMvh62e+ZtOCTbhL3ES3i2bApQOY8OAEnCEHux3LP13OvFfnsXvdbky/SVyXOC7+w8VsWbSFGX+ZUX3dUwOeAmDoNUO57uXr8Pv8zH1lLunvplO4rZAgVxCdBnViwkMT6HpaV6Bmx/fmN27mu5e+Y9fqXVz5/JUMv3b4cT/Pic9OpPuo7uxM38mz5z2L3+9n/vz5CrYiJ3LddTByJDzwAHz0ERQWQloatG8PsbEB2wG5wl/BOs86VrpXUuwvPuK87eNtfHf4cwf8ByjyFLHWs5ZYWywDggeQ6kwlyAhqtPpFRKT+FGxF5LiGDBnCCy+8wCWXXILf6yf93XQu/sPF5Gbm8vdz/467xI0r3EXbzm3J35jP7L/PZufKndz96d0AfP/S93z2+GcABEcE06ZTGwq3FpKzIYfodtEk9EggLysPgPb92uNwOmib0haADyd/SPq7VsBu26UtZfvKyJqbxaYFm/jFtF/Q7fRuNWr9713/JSwmjJjkmFp3V0zTZNeWXdUfd+3a9eS+YCKtwR13QIcO1vtz5ljrbP1+661NG+jUCXr2hKQk+NWvDl7bSCr8FSwoX8A6z7oaSyVOdgf3qtfv8e9hdtls5pXNIy04jWHBwxRwRUSaGAVbETmhM844o/r9vEwrhM5+YXZ1qH144cO06dCGOa/M4X+/+x+ZczLZOH8jyYOT+fr/vgYgZWgKd310F8GRwbhL3BTlFxHXJY62XdpWd1xv/e+t1WtsC7cWsui9RQCMvnM0l/35MsqLyvnLGX9hX/Y+vv7z1/zyy1/WqHPARQO47l/XYbPZ8PtOvA646r5VbrrpJi655JL6fZFEWpOf/ezg+/ffD888A6WlsH27tc527Vprne0778Btt1nXNdIa2y2eLXxb9i0VZkWjH0VWSSVLK5aS5cliQtgE2jnaNer9RESk9nTcj4ickN9/ZEjcsXwHAF1GdKFNhzYADJ44uPr57BXZ5G7IxVPqAWDU7aMIjgwGwBXuIq7L8XdJzV6ZTdXedlXjhkSG0Puc3tXPH+6MO87A9tO6Ppv9xH+9JfRIIHlwMpGJ1vmbb7/9Nm+88cYJXyciP6mogIkToaAAEhNh+HC44QYr6E6bBnl5VucWGjzUVvgr+KbkG74o/YJys/yUnq9d7C/mo+KPmFc2j0qz8pTdV0REjk3BVkROaP78+dXvJ6Q23fMoI+Ij6nT9xGcnMnnWZJ5Y/QTDR1jrcR9//PHGKE2kZdq1yzqrNibG+tg0rbeqacmNdPDCbu9u3il6h6zKrEYZ/0SqQvQK9wreK3qPvb69AalDREQOUrAVkeNaunQpkydPBqwuaNWGTJ0GdQJgS/oW9u/aD8Cyj5dVv67jwI4k9kzEGWZtIrXgjQVUFFcA4C51U7ClAKDGJlNV3V2AjgM6Vq+TrRq3vKicdbPWVT9/hPo2hIyDu6VWVFRUP/zII4/Qs2dPzjrrrHoOLNLCBQVZ59d++qn1sWFYbzab9dYIU4+3V27n0+JPT8nU49oo8hfxYfGH5Htb5jnfIiLNhdbYisgRcnJyGDFiBLt27WLXrl2YponD4WDisxNJ7JkIwFm/OotVX67CXeLmz6f9meh20eRvtL6xSx2bSvczugPws9/8jM8e/4yti7byRL8naNOhDXu27+G8357H2LvH0rZzW+xBdnyVPl657BXadGjDmfeeyYCLBzD8uuGkv5vOvFfnsW7WOsr2lVG2rwybw8a5D5970p/nxw98THBEMPt37+dAzgGAGmtsc3JyyMzMrBF2RQTw+cBuh4wM6xzbadOsdbVDh1pTkmNjITIS4uMhJKTBbru1citflHzRJAJtFRMTj+nh4+KPuTzichIcTXdWi4hIS6ZgKyJH8Hg8LF68mLCwMLp168bIkSO57777WN9tPYW+QgASUxOZ9M2k6uN+CrYUENMppvq4nypn3nsmUUlRzHttHrvX7qZwayFtO7clMdUKyGExYVz2zGXMem4WB3YfoCiviOL8YgCufP5K4rvHs+i9RRRuK8ThdNBjTI8ax/2cjKrdmO1Bdrp27coll1zCU089ddLjirR4drv164ED1tm1JSXwySfw/vvW+bZxcdZU5D/+ESZMaJCNo3ZW7uTLki+bVKitYmLixcunJZ9yZcSVxNpjA12SiEirY5hmIy2AEZEWZ3bp7COO02jubNjo7+rPmNAxgS5FpHnz+SA729oVecMGWLjQ2jF56FAr5Nrqv/ppv28/7xW9hw9fkwy2VQwMQowQboi8gWBbcKDLERFpVRRsRaTWVrtX813Zd4Euo8GNDx1PL1evQJch0jxlZx/cNCo5ucGHN02Tj4o/IteX26RDbRUDg9SgVCaETzjxxSIi0mC0eZSI1Fq8PT7QJTSKeEfL/LxEGpVpwty5cO21kJICffpYIdfvh48+srq2DWCVexU5vpxmEWrBmpa8oXIDWzxbAl2KiEiromArIrXW1t4WWwv7a8OBgza2NoEuQ6T5qJrotXmzNdV42DCYOdPaJCo2Ftxu+P57ePXVk77Vft9+5pfPP/GFTdC3Zd9S4dfGcyIip4o2jxKRWrMbdlKDUtlQuaHZdE+Ox8Cgp7MnNqNlhXWRRuX3W5tHzZtnrZv929/g44+t3ZBDQ61runWDGTOs96t2UK4j0zSZVTar2a7przArmFs2t9GmJLtNNwXeAvJ9+eR58yjyF1FpVuLDh4GBw3DgMlzE2eOId8STYE8g2hZdfYyaiEhLo2ArInXSP7g/6yvXB7qMBmFi0t/VP9BliDRPmzdDwk9H26xcCV26HHxu61aIibHer+dWHru9u9nt3X1yNQZQ1ZTkEb4RRNmjGmTMfG8+q92r2eHdQZG/CDh4Bvexfti427sbv9v64YADB/GOeHo6e5LqTMVpOI/6GhGR5kjBVkTqJMGeQFt72+pjf5orA4MEewJxjrhAlyLSvFR1X0eOtNbYbtli7YTcs6f1+NatsHgxXH+99XE9O4QZ7gwMjGY9O8TAYLV7NaNCR9V7DK/pZZNnEyvdK8nz5R3xNTnR1+fQjrcXb/UPDOaVzaOPqw/9Xf2JscfUuz4RkaZCuyKLSJ2tda/l27JvA13GSZsQNoGezp6BLkOkefL5rPBaXGwF2fPPtzaQ+uc/YfhweOYZa5fkepxhW+ov5T8H/tOsQ20Vl+Hi9qjbcRh16yX4TT/L3ctZWrEUt+lulJBfNWYHRwfGho7V+bsi0qxpYZmI1FkPZw9chivQZZyUECOEbkHdAl2GSPNlt8PUqVbntmdPa8OoDz6An/0M/vzng0f/1KNju9a9toGLDRy36WaTZ1OdXrPHt4f3i99nQfkC3KYbOHFntj6qxtzl3cWUoiksLl+M32yea5pFRNSxFZF6yfRk8k3pN4Euo97ODzufbk4FW5EGs3cvlJRAp04nNYxpmrx+4HXKzLIGKiywDAzi7fFcHXn1Ca/1m36WVSwjvSId86f/TrW29rZMCJtAW3vbU35vEZGToTW2IlIvPYJ6kBWUxdbKrc1quqCBQfeg7gq1Iidr505YuhS8XuuYn+Rk69eSEggOBkf9vsXY59/XYkItWF3RPF8elWYlQUbQMa8r9Zfyecnn5PvyT2F1R9rj28PUoqmMCR2jzfVEpFnRVGQRqRfDMBgXOo4gjv2NWlPkMlyMDR0b6DJEmif/T9NUMzLgrrvgmmvgttvg7LMhNRV69YIhQ+C55+p9i3zvqQl2T6Y9yaSYSXz9zNfHvObFC19kUswk3rvnvZO+X4Gv4JjPFfmL+LD4w+Nec6qYmPjx833Z9ywpX4Im9olIc6GOrYjUW5gtjHFh45rVlOSzQs8ixBYS6DJEmie/3zq79tVXobAQFi6EgQNh3z5rd+TMTJg/3+rcgtXNrUXnduzYscydO7f6Y5vDRnhsOF1GdOHCJy4kNjkwmxolpibirfDSNuXkp+Xme/Np52h3xONF/iI+LPqQMrOsyc1+WVixEC9eTgs5LdCliIickIKtiJyUHkE92OXcxWrP6kCXckIDXQM1BVnkZNh+mui1dau1I/LAgdbHbdrA4MHW27XXHry+jtORnU4nnfp3orSslJx1Oaz8bCW5mbk8vPDhBvoE6uaKZ69okHEMjKNOMS71l/Jp8adNMtRWWVyxGJfhYlDwoECXIiJyXAq2InJSDMPgzNAzcZtusiqzAl3OMfV29uaMkDMCXYZI87VhA0RHQ9u28POfW93a3FxITKx5XT2O96mSlJTEpJmT8OLl/fveJ/3ddHI35FK6t5SgkCDeueMddq/ZTUlhCT6vjzYd2jDoskGMf2A8Dqf1Lc2LF77I5gWbGXLVEGI7xfLjOz9SWVFJ7/G9ueLZKwiOCD7qvbcu3sorl7+Cp9TDaTedxpXPXclLF73E5gWbGXrNUK57+Tr27NjDUwOeAuCal64h4/MMNs7fSERcBOPvH8+IG0ZUj7fxh418+ptPKdhSQMcBHbn41xcz4aoJALz55pvceNONfF7yOUX+oiYbaqvML59PtC2aLs4ugS5FROSYFGxF5KQZhsH4sPGYpSYbKzcGupwj9AzqyVmhZ2HU85ttkVbP54PevSE01AqyKSnw3XfWFOTLLoOuXSEuDsLDwems921MTLx48ZR52J+zH4DwtuEERwTjLnOzZvoaIuIjiOsaR+meUgq3FDLz2ZlUVlRy8R8urjHWik9X4HA5CI8NpyiviGUfLSOmYwznP3r+EffduWonr175Kp5SD6ffejoT/zrxhH9ffDj5Q6KSorA77OzdsZcPJn9A5+GdSeiRQFFeEf++5t94Sj0EhQRRureUf976zxqvX+ZeFvCNoupiVtksbnLcRLDt6D8YEBEJNAVbEWkQdsPOuWHn4ipzscazJtDlVEtzpTEmZIxCrcjJsNth/XrYtg3WrbPeDw+HWbPgv/+11tJGRkJCAvTrBx99VK/b7Ni+g0kxkw7e1mnn+n9djz3IjivUxcMLHyax58EO8bt3vcvSD5ey4tMVRwRbh8vBI+mPEJkYyfNnP0/2ymyy5mYdEWzzsvL44T8/UFFUwajbRnH5Xy6v1d8XfX/Wl5vfvJmcdTn85Yy/YPpNNi3YREKPBH54/Qc8pR4Mm8HkmZNp16cd05+ezsy/zQSgxF9Cenl6vb5GgeI23cwpm8O54ecGuhQRkaNSsBWRBmMzbIwLHUeCI4G5ZXPx4QvIFDsDAwcOxoaOpZezl0KtSENITbXeJkyo+fiBA7BjB2RlwYoVUFFhPV610VQdOJ1Okvol4ff5yc3MpbK8kqm/nMrkmZOJTIxk6UdLyfg8g73Ze/F5fAdLyD1wxFjdR3cnul00APHd48lemU1xQfER163830oA+l/Qn4l/nVjrWgdfMRjDMEhITah+rDjfGj83MxeAhO4JtOtjbRg14NIB1cF2tXs1fehT63s1BSYmmZWZdPd0p6uza6DLERE5goKtiDQowzDo6+pLp6BOfFv6Ldne7FNeQydHJ84OO5twW/gpv7dIq1FZCWVlEBZmdWn79YPLLz/4fB1DLUBCUgKTZ00GIHdDLs+MfIYDOQdY8NYCgoKD+Pb5bwFo07ENkfGR7N+9nwM5BzD9R/4ALSTq4O7nNodVy9GOrnGFu3CXuMmck8m2pdtIGZJSq1qrxrc77NWP1fZonGJ/cZNfV3ss35Z9S3tHe01JFpEmR8FWRBpFpC2SS8MvZa1nLXPL5uLF2+j3DCJIXVqRxlK1KdTevTBlCixdak1RbtvWWnebmAgREdY5todvKFVLBkf//9Zb4WX3mt0AxHWL43eLf4ff5+f1a1/nQM6R3dq6OOOOM9i+bDsb523ktate476v7qsx3bk+EnsmsurLVeRvyic3M5fE1EQypmWc1JhNRYVZwVrPWgYHDw50KSIiNSjYikijqeredgnqwjrPOjIqMigxSzAwGqRbUTVOhBFBWnAavZ29dUatSAMq9ZeS78vngO8AXn8lPsOPMW8G9vwMgnqEE1tYQdyiBTjz91od2sJCmDrVCrb12B05NyeX5895vnoqMoBhM+hzbh8c3ztYO2MtBZsK+MOAP+Cr9FFZUXnSn6M9yM5t79zGPy74B7vX7OaVy1/hV9/8ipiOMfUec9Rto5jzyhw8pR6eO/s5ottFs3/X/pOutanIqMhgkGuQfoAoIk2Kgq2INLpQWyhDgocwyDWI7d7tZFRksN27HaDOIffQ61McKfQP7k+yI1nfYImcJNM0yfXlsqNyB3nePHJ9uZSb5dXPGz/9x8hwzDNGY1bPNB5GFOEklYYRv6OErj06Ewn1OvLH4/GwfZn1d4Mr3EXK0BTG/mIs3U7vRscBHdmfs58109dQUVzB8GuHExQcVL1u9WQERwZz54d38vcJf2df9j5euewV7pt+X73Hi0yI5I6pd/DJQ59QsKWAkKgQrn74av5x2z8ACAoOOumaA6nYLGaHdwfJQcmBLkVEpJph1nZBiIhIAyr1l5LrzSXfl1/9TbTbdB/z+mAjmAR7AgmOhOpfw2xhp7BikZap0qwk05PJyoqV7PHvqfeMiqppxCYmKY4U0oLT6vVDpy9LvmRL5ZZmuwa1SsHmAuK6xgFgw8ayvy/j7T+8DcAj6Y+Q0CPheC9v0gwMUhwpXBRxUaBLERGppo6tiAREmC2Mrs6udMXaXdM0TUrNUsr95fjw4TN92A07duyE2EIIM8LUlRVpQMX+YpZXLGetey2VHJzSW99Aeejrtnu3s61kW/UygTRXGg6jdt9yJNgT2FK5pV41NCVv3vImPo+PuK5xHMg9QPYKayO9IVcOadahFqzf663erRT7i4mwRQS6HBERQMFWRJoIwzAIN8K1k7FIIzNNs3pTt8Y6kqtqzGKzmB/Kf2C1ezXjw8bTztHuhK+Nd8Q3+24tQK+ze7HyfyvJ/D4TDOjYtyODrhrE6DtHB7q0BrOrchc9XT0DXYaICKCpyCIiIq1Gkb8oIMdwVU1vHugayMiQkcft3pb7y3ntwGunsLrG58BxSnaGP5Vs2EhzpTE6tOUEdRFp3up+yJyIiIg0O2vda/nvgf+y07vzlN+7qgO7wr2Cd4veJdebe8xrQ2whdHB0OObRP6fKixe+yKSYSTyZ9uRJjWNg0MHRoYGqqunJtCeZFDOJr5/5ulHGPx4//uP+PgI88cQTGIZBSkrKqSlKRFo1BVsREZEWzDRN0svT+bbsW7x4Az7Nt8hfxMfFH7O9cvsxr0kL6hfwOhuKiUm0PTrgQb0xFPgK0MQ/EWkqtMZWRESkhTJNk/nl81nhXhHoUqqZmPjw8XnJ55wXdh5dnV0PPun3A9DF1Y3QilDKzLIAVXmkFy98kc0LNjPkqiHEdorlx3d+pLKikt7je3PFs1cQHBHMh7/+kIVvLaR9v/Y8OPdBDAzi7fHcc/Y9rP1xLQMvHchN/7kJv9/P/Nfm8+M7P1K4tZCg4CB6jOnBRU9eRGxyLADuEjef/f4z1s1YR3FhMcERwcR3jee0m06j6+ldeWrAU9W1zfjLDGb8ZQYAf9/7d75+5uvqj3/+wc+Z9ttpHMg5QL/z+nHl81cy95W5zH11LnaHndNuPI2fPfKz6rHKi8r5+k9fs3r6aoryighvG86ASwZw/u/OxxnqBOC9e95jydQldD29K2VXlfHy315mz549jBkzhtdff53ExETGjh3L3LlzAdi+fXv15n9vvvkmN998M3/729/497//zY4dOwgKCiIlJYXx48fz17/+tfF/M0WkRVLHVkREpIVKr0hvUqH2UH78TC+dzo7KHdYDpgk2G9hs2JYspf+HGRj+wNZ4NCs+XcGcV+YQFBxE+YFyln20jNkvzAZg6NVDAdi1ehd5G/MwMUkoSGBd+joAhl0zDIBPHvqEab+dRu6GXNp2bovNbiPj8wxeOPcFiguKAZj+5+ksfHMhJXtKSOqZRHB4MNuXbWfjDxtxOB0kD07G7rQDEJUURfLgZJIHH3mu7Nu3vY1hM/CUeVj28TKeO+s5Zj0/i+CIYIryipjx1xmsn70eAK/Hy0sXvsS81+ZRUlhCQo8EyvaVMfeVufz72n8f0Z3dtngbjz30GE6nk5KSEr766ivuv/9+AHr37k379u0BcDqdDB8+nOHDhxMXF8fnn3/OAw88QGZmJp07d6Zdu3Zs3LiRjz76qEF/r0SkdVGwFRERaYEyKjJYXLE40GUclx8/n5d8Tp43DwwDPB644w446yz6brY1ycm7DpeDR9If4XfLfkfHAR0ByJqbBUDnYZ2J62adXbti2gpchotl/1uKaZpEJUWRemYqe7bvYeGbCwG49p/X8vDCh3l85eNEt4umKK+I+a/NB6BwSyEA4x8YzwNzHuCxFY/xVNZTjL17LFGJUUyeNZnIhEgARtwwgsmzJjN51uQj6r3ib1fw20W/pfPwzgDkZeVx9yd387ulv6NNxzYAbPphEwDLP1nOrtW7sDvtPDT/IR6a/xCTZk4CYOO8jWyct7HG2H6fn0/mf0JWVhaXXnopALNnWyH/n//8J7fffjsASUlJpKenk56ezvnnn8/GjdY4Z599NmvXrmX9+vXs27ePKVOm1P83RkRaPQVbERGRn5imidf04jW9zXrt4B7fHuaVzwt0GbXix8/XpV/jNb3w3XeQkQFz5hD2f/9geOhpgS7vCN1Hdye6XTQ2m4347vEA1V1WgKFXWV3bldNWMjZkLB9/9AkAg68YjM1uI3tFdvWfrSm/mMKkmEn8ptNv2L97PwDblm4DoM+EPgB8/aevebL/k7xy+SvMf20+EXF1Oze274S+AMR0igEgNDqULiO6YLPZiOloPVacb9W/Y7nVPfd5fDw99GkmxUzir6MPTg2uqq1KUu8kuvfvDlgdWoC8vLwT1jRhwgScTifffvstcXFxjBo1ioceeojQ0NA6fW4iIofSGlsREWl1PKaHAl8B+d588n355HpzKfIX4afm3FcHDmLsMSQ6Eom3xxNvjyfGHoPdsAeo8hPzm35mlM5oNpsvmZgc8O0nff9cRnXuDFOnQldr3e3g4MFs9GSxx7+3yXw+IVEh1e/bHFZ/4NAfggy9aihf/+lrcjNzyZqRxaJFiwAYdvWwI8Zq3689DmfNb8WqwubIm0eS0COBNV+vYfe63ezM2Enm95ms/GwlDy98uNb1BkcG16jVFeE6+ORPLfHDv7Z2p50O/Y7cyTk0umbwDIkKwfZTj8ThqP23lH379mXt2rVMmTKFFStWkJGRwYIFC3j99ddZv349nTp1qvVYIiJVFGxFRKRV8Jk+NlVuIqMigxxfTvXjVWesHo0XL/m+fAp9hdWh14aNrkFdSXOl0c7RrnpTnKZimXsZBb6CQJdRN4bBMtbQrUtvEoOSqh+2G3YmhJ/LlKLmM0W1TbtoepzWhcyFm7nzttsA6NK3I4k9EwHoMKADhmFgmibDrhnGmLvGAFY43pK+hZBIKzhvX7adxJ6JdB1phfxtS7bx9wl/J3dDLqV7SwmLCcMZYm3m5CnzNEjtHQdaU6tNn8nEZyfSMc36uLKiknUz19F9TPcjXnO8H/JUdWDLysowTbP6/5WNGzdis9l4/PHHrfo9HuLi4igqKmLJkiUKtiJSLwq2IiLSohX5i1jjXsNq92oqzIojjl2pTSfw0E6uHz+bKjexsXIjbWxtSHOl0dPVE5fhOs4Ip8Ye3x7Sy9MDXUa9GBh8UzaD6yOvx2Ec/Pakrb0tI4JH8GPFjwGsrg5sBjffeDOPLHyM3EJrney4mydUP902pS0jbhzBj2//yLTfTmPeq/NwhjnZl72PiuIKrnnpGtr1ace81+axYtoKottFE9omtHrNbVRSFKFtrMCY0COBvKw85r02j00LNpHUM4lrX7623qUPvnwwc1+Zy+61u3nurOdI6JGAz+tjX/Y+vG4vj618jNComl1bp+E85ng9e/YEoKCggNTUVGJiYpgyZQpz587ljjvuICkpicTERPLy8igqKsJut1dPaRYRqSutsRURkRbJbbqZXTqbNw+8ydKKpVSYFUDtguyJVI2xz7+POeVzeH3/66ysWBnwdbkLyhY0mSm7dWVicsB/gDXuNUc8Nzh4MO0d7Zv+WbB+k55BPbn3ukmEh4cD4LTZuOSqS6qn7IK1odMlT19CUu8kDuQeYF/2PmI6xTD2F2PpNqobAL3H96braV2prKgkZ10OjmAHfc7tw50f3lnd+Tzvt+eRPCQZm81au5uzPufImurA4XJw75f3Mvrno4luH03B5gLK95fTcUBHzn/0/KOu721rb3vM8S644ALuuOMOYmNj2bhxI4sWLaKsrIyBAwdy6aWX4nQ6WbduHaWlpYwYMYKPPvqIXr16ndTnICKtl2EG+l9hERGRBrajcgczS2dSZpad0qCXZE9ifNh4ou3Rp+yeVYp8RbxZ9OYpv29Di7ZFc2PkjUdM8faYHj4p/oQCX0GTDO+G3yQlYw8XnPkkNsNm7fD8y19Cfj6ZHzzDN6XfBLrEBhdhi+DWqFsDXYaICKCOrYiItCBVXdppJdNOeagFyPXl8m7RuwHp3q7xrGn6Hc1a2O/fzy7vrpoP+v04/XYuDb2Itva2TfLz7JRVwnkvZmCr9FoPOJ3QowesWEF8ecvb7dfAINGeGOgyRESqKdiKiEiLcMB3gPeK3mOtZy3QMFOO68rExIePueVz+azkMyrNylNyX6/pZbV7dZPsZNaVgUGGO6PmgzYb2O0EO8KYGDGRJEdSkwq33YO6c+EMD469B+DQ426uvx5sNqKv+TkOf8v7livBkRDoEkREqrW8v2VFRKTV2ePbwwfFH1DiL2ky4W6HdwfTiqfhNt2Nfq/NlZur1xA3dyYmmys3U+IvsR7weuGbb+DXv4Ybb8T5xn+5NOwS0lxpABheX0DqNLw+DD+cFnwa54adi719R/D5YOdO6wKPBxIS4K23MCIiSVi6Ffz+4w/ajJiYJNgVbEWk6VCwFRGRZm2vby8fFX9EhVnRZEItWN/45/pymVY8DY/ZMMexHMsmz6Ym1cE8WSYmWyu3Wh9MmQJPPAGbNkFcHDz7LI477mKMfQQTwycSUViO4TvFgdGE2K37ufbtQoaFDLPW1MbGQkEBbN5sXVN1ruvo0fDaa/QcNNHqPLcQoUYo7RztAl2GiEi1lvM3rIiItDpFviI+Kf4Ej+lpUqG2iolJvi+fL0q+wGt6G+0+ud7co37+i6YsYlLMJCbFTGq0ezcGGwb53nzYvx8eeQQefhg+/xz+9jeYPh2mTYO5c2kf1J7rf5tO2owdAI0e7o2f/jvNPphr/rKGtpn5B5886yz4+mu4+uqfPolDvsWKiiK17VAcLeSURQOD/q7+VqAXEWkiWsbfsCIi0ur4TB9flHxBuVneJENtFROTXd5dLChfwJjQMQ069tixY5k7d+5Rn7v1v7cS3jac5MHJDXrPU8H/U7ebt9+Gvn3hwAH4859h8WLIzrYC7/LlMH48QR07M+atNfQ64yZWxuaT6cm0zh02TTAaLug6cNAnqBdprjTaBMXCx6OsJ6ruExVlvR1DkBFEX1dfMtwZTfrPa231dfUNdAkiIjUo2IqISLO0tGIphf7CQJdRKyYmK90r6RbUjfZB7Rt8fLvTTod+HWo8FtYmjK4ju9JnfJ8Gv9+psMe3B6/LgWPePMjKgj59oGdPuOQSa7fh1FTrwl69YN484vfC+E7jOcN1Ouu9mazMm0NxpL26i1uXMGlgVF8fY4thQPAAUp2pOA1nzQv9/jpNL+7n6sdK98paX98UGRh0DepKmC0s0KWIiNSgYCsiIs1OgbeARRWLAl1GnRgYzCibwQ2RNxBkBDXo2FEJUUyeNfmIxxdNWcTUe6cC8Pe9fwfgxQtfZPOCzQy5agixnWL58Z0fqayopPf43lzx7BUERwQDMOefc1j8/mL279xPRUkFIVEhdD2tKxc8fgHx3eKPGP+ez+7hs8c+Iy8rj4QeCUz860RShqZU17JjxQ5mPjuTLelbcJe6iU6KZtRtozjz3jMBOJBzgK+e/ooN322gdE8p0e2i2TXmTJ5u3x7Hiy/Cz35W85Pz/LRuuXdvKC2FPXsACLGHMsgxiIEL1rP75d+T+/kb5LlKyK3cTTGlJ/xaRtuiSXQkEm+Pp52jHfHucIx1WZAxBVasgIwM+MMfrLWzdVwzG2OPoYOjA7u8u5pt19bEZIBrQKDLEBE5goKtiIg0Kz7Tx4zSGYEuo85MTEr8JSwsX9jgU5LrY8WnK3C4HITHhlOUV8Syj5YR0zGG8x89H4BNCzdRuLWQNu3bEJUURV5WHqu+XMWO5Tv43dLfERRcM5y/euWrxHSKwef1sXPVTt6+/W0eXfYodoedrYu28tLFL+Hz+LA77cR1iaM4v5jN6Zs5894zKd1bi63gEgAAE7RJREFUyvPjn2f/rv24wl0k9EggNzOXv7zzMQXt2vHG3/4GaWnQrh1UVsJXX0F6OjzzDHTuDNu2wZYt1jrXn6YfGyNOo/3Cc2nvSINwa4qw2++mwFdAhVmB1/Tiw4fdsOPAQagRQlsjBqfNZQXW8eNhyRKrKxsaCu3bW93hMWMguf7Tu8eGjmVK0ZRmGWwNDLoHdW+UWQciIidLwVZERJqVFe4V7PHvCXQZ9VI1JTnVmUqiI7HBxt2bvfeIDaKqOrTH4nA5eCT9ESITI3n+7OfJXplN1tys6mB7waMXEPdmHPYgOwCZczJ55bJX2L97P1sXbaXHmB41xrvoyYsY/fPRzH11LtMemca+7H0UbikkoUcC0/80HZ/HR0hUCJNnTSa+Wzx+v5+cdTkAzP/3fPbv2k9EfAS/+eE3hLcNZ/VXq/nPDf/hrZwcfhscTLdrrwW73VpjGxICN9xg3bhTJ3j2WStwHqpLF3jppRoPuWwuOtDu4BTio3Vcq47kufdeCA+3pj3HxYHLddyvZ23F2mMZETKCheULG2S8U8lluBgbOjbQZYiIHJWCrYiINBs+08fyiuWBLuOkGBgsr1jOeeHn1f5FpnnwzW4/4umjrbE9ke6juxPdLhqA+O7xZK/MpriguPr5vdl7+WDyB+xeuxtPqQfTPNhhPJB74Ijxhlw1BIDE1IOBvbigmIQeCWxfth2AtIvSqqcx22w22ve1On87llu7GhfnF/Noj0cP+9RNFj38MN18PmsTqT59YPBgSEo6+LX51a+O/kn6fFZ4PXQTqWMF2kOfB7joomNfc5IGuwaz0bORQl9hs+rcnh16NiG2kECXISJyVAq2IiLSbGyt3Eq5WR7oMk6Kicmmyk2U/u2PhI04E04/3XqiqMj6NTLSCmSHBljDOO4Ov5EJkUddY3s8IVEHA4rNYYW5qvBauK2Q/9zwH3weH65wFx0GdMDv9bNr9S4A/Ec5NzY0KrTGWIeOV1uucFeNYBxhiyDMFkZo27Zw6aVHf5FhWF3Wo32NjvJDgKbAZtiYEDah2UxJrpqC3NXZNdCliIgckw4gExGRZiPDndHoZ5WeKmsTiqGkxPpg3z5rE6R//9v6+NBAZpqwfj28+y489RTMmXPw8Uaya9UufB4fAHd9fBf3z76fs+47q97jVR05tOqLVRRsKQCs0Lt77W4AOg7sCP/f3r0HV1nfeRz//M5zbsk5gdzMCYkYCCRBQki4qwsjRAyiolBxFy2kzuhYlnVb0Y7rXly1dmlpnXVUbG1Xd3cKi5U6rBWLOyKtFrYCulwFRClIuJgEDCQkkJNzefaPY4IISoEkJ094v2bOTHLO8/ye7wnMnHzy/T2/nyTLban6xWrNXzVf81fN1y9W/kLz5s3TjBkzEu83Fjs1VfiLvtyVdYAsK8sR03qNjPq6+mpS6qRklwIAX4uOLQDAERpiDToQPZDsMjqFLVtbbh6s0X2vT/yFOSMjsTDRO+8kvt66NdGhvPZaaf586aWXEosXZWdLaWnSxImnBbnODvu5Q3LlslyKx+L6+e0/V8blGWqqb7rg8W78hxu16NZFOnHshH50zY+UMyhHTfVNGjhuoO5Zco8m3DNB6xavU+OnjVowdoFCxSGFm8NqPNioaCSq6urqxPvtoR3YC1XmK1Or3dpj77c1MgqYgG5Lu01+lz/Z5QDA16JjCwBwhB3hHb2mWytJJ+wTqvnlwsQ3L7wgrV6dePz0p1Jrq5SbK61alejivvWWtHGjtHKldPvtXV5bqDikWc/OUlZBlmKRmAJZAVX/W/UFjzdw3EB9943vqvSGUvkCPtXvrpcv4FPhuEJJUjA7qPlvztfYO8cqkBlQ7Ye1irRGNG78OD311FOd9bZ6pDH+MRrnH5fsMs7wxVAbdAWTXQ4AnJOxz/cGGAAAkuDlppdVG6tNdhmdxsSlMf/6pq7+3hLJ7U4E2B/8QGpoOHXQG29I06cnQm0sJmVlJTq3X7CnbY9WtKzo3uK7ybz0eZ2+529Ptal1k/5w8g/JLkPSqenHhFoATsJUZABAjxe34zocO5zsMk6zful6vXTfS5LOvbXO2dhGqh1dINXVSUOGSCNHSseOSUeOJKYcS4m9VKuqpPHjE6/7fIktaBYskAYPliTluHM66R31LOmu9Esm1ErSCP8I9XX11aoTqxS2w0ldVKrIU6RJqZOYfgzAUQi2AIAeZcCAAdq3b9/XHjPloSma+vDUbqnn2WnP6k//+yeNuWOMvvncNzueD2YHOxZFuiBGqqvoL3vHbpkhQ6S8PMnjkT7+OBFs4/HEPaUrVkiHD0ubNkkHD0o//GHi8ZOfSJmZCrqC8hu/Wu3WTni3PYOR6dR9fp2i0Fuob7m/pbdPvK1dkV3dem0jI5/xaXLqZFY/BuBIBFsAQI8yYsQI5eYmQs2BAwd08GBii5n8sny5vYmPrfb9V5OptKpUpVWlFzVGOD1VzZ/sUJpuljIzpVBI2r5duvrqRLBt31M1KyvRuZUS9+Hu2XPaXqwhK6R90a//Y4CT2LKVY/XOTvS5+F1+3RC8QcVtxVp1YlWX/8HCyMiWrSJPkSamTmSfWgCOxT22AIAe67HHHtPjjz8uSXp086PKuCJDKx5foe3/s13HPj2mthNtCmYHVTKxRDf/883qm9tXrU2tWjhhoY7uP6qxd4zVnc/dqXBzWAvHL1RDTYNG/9Vozf7ZbB3YdkC/eeQ3qttVp5ajLbLclkIlIV377Ws1+i9HS5Luz7z/rHU9svkR7V67+6xTkdf/13qteWGN6nbVybiM8oflq/I7lSq7sUyS9FnNZ3qi4glJ0h2L7lDtoj9q3b56hUIh/ZPfr7tHjJCWLk0M1twsvfZaolMbCknvvSetXy/dd59UXZ3YAscYbTm5WW+3vtMF/wLJM6fPHGVamckuI6nC8bC2t23X5vBmHY8f7wihnaF9IbbBnsEq95Ur35N/jjMAoGejYwsAcIT2X+h3rt6pY58eU0Z+hmLRmA7vPqz3fvWe6j6q0wNvPSB/H79m/2y2Ft2ySBte2qBRM0dp28ptaqhpUOYVmZq5cKYkqaGmQbvX7lZ6frr6DemnhpoG7d+0X0vmLlFKeopKq0pVMKpAtbtqFW4OK5AVUPaAxL2v7Z3jL3vzyTe1csFKSVLG5RmKRWLau2GvXpz9omY/P7sjMLdbNn+ZcgN+eTweffLJJ7rXGP1FQ4OGzJolnTwpTZsmDRggPf201NYmDRokPfigdOutiQE+3/JniP9KrWldq5hinf1j73ZGRvnu/Es+1EqSz+XTSP9IjfCNUE20Rltat2hvdK8kySWX4jrLnr5foT3I2rKValJV7itXqa9UAVegS2oHgO5GsAUAOEJ7sJ39/OzEPqufT8V995fv6uX7X1bNxhod2XtE2QOzNeiaQar820qtfnq1Fs9drJYjLTIuo9nPz5a/T2JBnAGjB+j7O76vtJw0SVKkNaKF4xfqyJ4j2rR8k0qrSjV/1fyOe2yHVg097R7bLwu3hLXqqVWSpOE3D9dd/3mX4pG4nrnpGdVsrNFv/+W3ZwTbsqnD9O+5fWTNWaDyCRMUt229PXmyhqSmSmPHSpWV0sCB0uTJZ79oNCrt2iXf5s0amnNMH4wIyLacvZOfLVvlvvJkl9GjGGNU4ClQgadAx+PHdSh6SHXROtVF61Qfq1dU0a89v4+rj3KtXOW4cxSyQspz58llnP3/BAC+jGALAHCUg9sOaunfLFX97nq1tbSd9lpjbaOyBya6qlP/fqp2rt6pQx8ckiRd953rVHhVYcexxhi9+sir+njNx2o+3Kx4LH7aOOer9sNaRU5GJEkjZoyQy+WSy+dS+S3lqtlYo6P7j6r5SPNp54yaOVrxoqtVVj6q47m64mLp0UfPvEAs1jH1WMYk7rEtLk5sD1RYqLJJFdo22vmBMMWkqNBTeO4DL1FprjSVeEtU4i2RJNm2rWPxY2qKNylmxxRTTEZGbuOW13iVZWXJZ3xJrhoAuh7BFgDgGHvW7dHSeUtl27YCmQHlluQq3BxW3Ud1knRaOG070aaWz1o6vj+y98hpYy3+9mJ99M5HMsYoVBKSL+DrmHb8xXG6Ukp6ilwVI+X2n1qwx47HEyFWSoTXz6cby7JOndi+PMbatVJ6upSaqssk5Ta9rLpYXVK3irkYRkblvnK6iefBGKMMK0MZVkaySwGApOKTAwDgCEZG+97fp/Y1Dx9a+5AeeOsBjZk15qzHL3tgmRo/bVROUY7cPre2vLZFG361oeP1ff+XWEX4quqr9PAfH9a9y+6VL3hmZ8ub4pWkM7rDX5Y7JFeelMS+q5v+e5Pi8bii4ai2rtgqScron6FgdvC0c2zZcss6fSBjEiHWsk6F2jN+GJ8/n5cnpaZ2PH1NyjWODbWS5DM+DfcNT3YZAAAHomMLAHAEI6O80ryO7388/scKZAXOmN4rSe8ve1+bX90sy2vprv+4SztW7dDrj7+u5X+3XEXji5RxeYbyhuZp74a9Wrd4nfau26vG2kaZswTJnKIc7Xxrp7a+vlVPTnxSweyg5r4y94zjfAGfrp9/vVYuWKmtr2/VExVPKBaJqamuSZJ00z/edNb35e/E7VX6e/qrzFumD9o+cGTAnZw6me1mAAAXhI4tAMAR4oqrZFKJpj02TX379VWkNaJQcUi3P3n7accdPXBUrzz0iiSp6sEq5Q3NU+V9lSoYXaDW461a8tdLFI/Hdedzd6poQpE8fo/aTrZpxoIZ6lfa74zrVt5XqeJri+VN9erA1gPav3n/V9ZY9b0qzXpmli4vv1zNR5p1sumkBowZoLuX3H3GwlHtOnu/1vGp4xUwgY5VcJ3AyKjYU6xB3kHJLgUA4FDsYwsA6PEORw9r6fGlyS6j03nl1dz0uWftFF+M/ZH9Wt68vFPH7Ep+41d1n2q6tQCAC0bHFgDQ42VamXL1wo+sHHdOp4daKTElucJX0enjdpXrU68n1AIALkrv+y0BANDrWMZSlpWV7DI6lUsuhaxQl40/IWWCBnsGd9n4naUytVKFXrb3AQBcHIItAMAR8t35jrpv9Fziiquf+8x7ejuLy7h0Q+AGFbgLuuwaF2t8yniV+cqSXQYAoBcg2AIAHGGod6gjV/r9Kn7jV4Gna0OnZSxNC07rkZ3biSkTNco/KtllAAB6CYItAMARLnNfppAV6hVdWyOjMl+Z3Kbrd92zjKWpgaka6RvZce1kMTLyyKOpgakq95cnrQ4AQO9DsAUAOEaFr6JXdG1t2RrmHdZt13MZlyakTtDM4EwFXcGkhdv+7v6a03eOir3FSbk+AKD3ItgCABxjsHewfMaX7DIuipHRQPdA9bH6dPu18z35mtNnjsp95R21dDUjI7fcui71Ok0PTleaK63LrwkAuPSwjy0AwFHePfmuNrRuSHYZF+UbwW+ov6d/Ums4GDmoda3rdCB6QEamSzrhLrlU4i3R1SlXE2gBAF2KYAsAcJSoHdWSpiVqijc5blqykdEQzxBVBauSXUqHhliDtoW3aXt4uyKKXFTIbT83zaSpwl+hK71Xsj8tAKBbEGwBAI5zKHpIvz7+62SXcd5STIqq+1TL7/Inu5QzROyIdrXtUk2kRrXRWh23j0tKhNX2wGrL7pi+bGQUV7zj60xXpnLduSryFukK9xUyxvmLfAEAnINgCwBwpDUn1mhjeGOyyzgvtwRv0UDPwGSX8WdpjbeqPlav+li9GmONiimmqB2VkZFlLHmNV5lWpnKsHGVb2d2ywjMAAF+FYAsAcCQnTUk2MirxlGhKcEqySwEAoFdiVWQAgCO5jVvTgtPkkadH721rZJRtZWtSYFKySwEAoNci2AIAHCvLytKMtBmyZPXIcGtklO5K14zgDHmNN9nlAADQaxFsAQCOluvO1Yy0GXLL3aPCrZFRhitDt6XdxsrAAAB0Me6xBQD0Coejh7W8ebnCdrhH3HMbskKaHpzeI1dABgCgtyHYAgB6jZZ4i1a3rNbe6N6kXL+9YzzaP1pj/WNZKRgAgG5CsAUA9Cq2bWtXZJd+3/J7RRTp1u5thitDUwJTFHKHuu2aAACAYAsA6KVa4i363YnfaU9kj4xMlwVcurQAACQfwRYA0KvVR+u1NbxVH7Z9qJhinTJme1BOMSka7huuYb5hCrqCnTI2AAA4fwRbAMAlIRwPa0fbDm0Jb1FjvFGS5JJLccXPeW57V7a965vnzlOFr0KFnkJZxuq6ogEAwJ+FYAsAuKTYtq3j8eOqj9WrPlavumid6mJ1Ctvhsx4fMAH1c/dTjjtHOVbiwfY9AAD0LARbAMAlz7ZttalNUTuqmB2TMUaWLHmMRx7jSXZ5AADgHAi2AAAAAABHcyW7AAAAAAAALgbBFgAAAADgaARbAAAAAICjEWwBAAAAAI5GsAUAAAAAOBrBFgAAAADgaARbAAAAAICjEWwBAAAAAI5GsAUAAAAAOBrBFgAAAADgaARbAAAAAICjEWwBAAAAAI5GsAUAAAAAOBrBFgAAAADgaARbAAAAAICjEWwBAAAAAI5GsAUAAAAAOBrBFgAAAADgaARbAAAAAICjEWwBAAAAAI5GsAUAAAAAOBrBFgAAAADgaARbAAAAAICjEWwBAAAAAI5GsAUAAAAAOBrBFgAAAADgaARbAAAAAICjEWwBAAAAAI5GsAUAAAAAOBrBFgAAAADgaARbAAAAAICjEWwBAAAAAI5GsAUAAAAAOBrBFgAAAADgaP8PI49eMeoXznIAAAAASUVORK5CYII="},"metadata":{}},{"name":"stdout","text":"\nCurrent Patients:\n['Doctor B.']\n","output_type":"stream"}]},{"cell_type":"markdown","source":"\n---\n\n**Cell 23: Markdown**\n\n## Integration with Artificial General Intelligence (AGI)\n\n**Objective:**\n\nIncorporate AGI concepts such as self-evolving knowledge graphs, pattern recognition, and cross-domain learning to enhance the AGN framework.\n\n---\n\n**Cell 24: Code**","metadata":{}},{"cell_type":"code","source":"# Placeholder for AGI integration functions\ndef agi_pattern_recognition(graph, pattern):\n \"\"\"\n Recognize patterns within the graph to infer new relationships or entities.\n \"\"\"\n # Implement pattern recognition logic\n pass\n\ndef agi_self_evolve(graph):\n \"\"\"\n Allow the graph to self-evolve by learning from new data and scenarios.\n \"\"\"\n # Implement self-evolution logic\n pass\n\n# Example usage (functions to be implemented)\nagi_pattern_recognition(agn_graph, pattern=\"admission-discharge\")\nagi_self_evolve(agn_graph)","metadata":{"execution":{"iopub.status.busy":"2024-10-27T21:57:45.144318Z","iopub.execute_input":"2024-10-27T21:57:45.144693Z","iopub.status.idle":"2024-10-27T21:57:45.151281Z","shell.execute_reply.started":"2024-10-27T21:57:45.144655Z","shell.execute_reply":"2024-10-27T21:57:45.150064Z"},"trusted":true},"execution_count":55,"outputs":[]},{"cell_type":"markdown","source":"\n---\n\n**Cell 25: Markdown**\n\n## Conclusion and Next Steps\n\nBy integrating Dynamic Relational Entities (DRE) and incorporating AGI concepts, the AGN framework becomes more robust and capable of handling dynamic, real-world data. The enhancements allow for context-based querying, dynamic expansion, and the potential for self-evolving knowledge graphs.\n\n**Next Steps:**\n\n1. Implement AGI functions such as pattern recognition and self-evolution.\n2. Expand NLP capabilities for more complex scenario parsing.\n3. Integrate machine learning models to enhance inference mechanisms.\n4. Test the framework with more real-world scenarios and refine as needed.\n\n---\n\n**Cell 26: Markdown**\n\n## Instructions to Continue\n\n1. **Copy the above content** into a new Jupyter Notebook file (`AGN_Comprehensive_Notebook.ipynb`).\n2. **Ensure all dependencies** are installed. You can install them using:\n\n ```bash\n pip install networkx spacy matplotlib\n python -m spacy download en_core_web_sm\n ```\n\n3. **Run each cell sequentially**, verifying outputs and visualizations.\n4. **Expand the notebook** by adding more domains, nodes, relationships, and complex queries as needed.\n5. **Integrate additional NLP capabilities** or machine learning models to enhance scenario parsing and inference.\n\nFeel free to reach out if you need further assistance or refinements. Happy coding!\n\n---\n\n**Cell 27: Markdown**\n\n# References\n\n- [NetworkX Documentation](https://networkx.org/documentation/stable/)\n- [spaCy Documentation](https://spacy.io/usage)\n- [Matplotlib Documentation](https://matplotlib.org/stable/contents.html)\n\n---\n\nThis completes the comprehensive notebook with all the additions and enhancements to support AGNs and AGI. You can now copy each cell into your Jupyter Notebook and run them sequentially to build and test the framework.\n\nIf you have any questions or need further assistance with specific implementations or additional features, feel free to ask!","metadata":{}}]} \ No newline at end of file diff --git a/models/AGN/AGN_Chess_Bot.ipynb b/models/AGN/AGN_Chess_Bot.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..9ba5d74b2b34d10a1196be549050fdca55b9d445 --- /dev/null +++ b/models/AGN/AGN_Chess_Bot.ipynb @@ -0,0 +1 @@ +{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.10.14","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"},"kaggle":{"accelerator":"none","dataSources":[{"sourceId":86524,"databundleVersionId":9818394,"sourceType":"competition"},{"sourceId":167505,"sourceType":"modelInstanceVersion","modelInstanceId":142488,"modelId":154485}],"dockerImageVersionId":30786,"isInternetEnabled":true,"language":"python","sourceType":"notebook","isGpuEnabled":false}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"markdown","source":"# **Active Graph Theory: A Revolutionary Approach to Contextual AI**\n\n### **Overview**\nThis notebook is an exploration of **Active Graph Theory (AGT)** and its application in solving complex, context-driven problems. While framed within the context of a chess AI challenge, the principles demonstrated here have far-reaching implications across data science, artificial intelligence, and beyond.\n\n\n\n**Active Graph Theory (AGT)** represents a shift from brute-force and static data analysis to **dynamic, contextual reasoning.** By leveraging principles like **Dynamic Relationship Expansion (DRE)** and **Active Cube Theory**, this framework enables a system to:\n- Dynamically infer relationships without pretraining on massive datasets.\n- Contextualize data in real-time, adapting to evolving environments.\n- Solve problems efficiently by mimicking natural decision-making processes.\n\nThis isn’t just about playing chessβ€”it’s about **redefining how data interacts with logic and inference** in ways that mirror the adaptability of human thought.\n\n---\n\n### **A Unique Process**\nThis notebook may not follow the traditional structure you might expect from a polished machine learning project. Instead, it reflects my **iterative, first-principles approach**:\n- I solve problems by building frameworks from the ground up, not by starting with existing models or theories.\n- My process naturally intersects with broader principles like Einstein’s **Theory of Relativity**, graph theory, and logical structures, but these are **outcomes, not starting points.**\n\nWhile the code and structure may appear unconventional at times, it is a direct representation of my thought processβ€”fueled by experimentation, iteration, and an unrelenting curiosity.\n\n---\n\n### **Why This Matters**\nWhat you’ll see here is not just a chess bot; it’s a demonstration of a universal framework:\n- **Dynamic Contextual Inference**: The bot prioritizes moves based on relationships and real-time game dynamics rather than brute-force simulations.\n- **Transferable Ideas**: The principles applied here can be extended to fields like fraud detection, real-time decision systems, and even physics simulations.\n- **Efficiency at Scale**: AGT does not rely on GPU-intensive training but instead uses structured logic to infer outcomes dynamically.\n\nThe chess bot is simply the beginningβ€”a demonstration of what happens when data, relationships, and context converge in meaningful ways.\n\n---\n\n### **Acknowledgments**\nThis work represents countless hours of iteration, experimentation, and collaboration. While the ideas here are my own, I want to acknowledge the modern tools that have facilitated this journey, including **ChatGPT**, which has acted as a collaborator, bouncing ideas and helping refine this framework.\n\nThis notebook is a testament to what can be achieved when curiosity meets persistence. I hope you enjoy exploring this work as much as I’ve enjoyed creating it.\n\n---\n\n### **A Note on Structure**\nThis notebook might feel unconventional. It wasn’t designed to impress with perfect organization but to showcase the raw process of discovery and problem-solving. Every section reflects my iterative journeyβ€”an honest look at how breakthroughs are made.\n\n---\n\n### **Let’s Begin**\nWhat follows is an application of **Active Graph Theory** in the context of a chess AI. Beneath the moves, algorithms, and code is a deeper story of how data can be understood, structured, and leveraged to create systems that think dynamically. Let’s dive in.","metadata":{}},{"cell_type":"code","source":"from IPython.display import HTML\n\n# List of YouTube video URLs\nvideo_urls = [\n \"https://www.youtube.com/embed/YwxHNlEc2hU\", # First video\n \"https://www.youtube.com/embed/_dqUJch3PF8\", # Second video\n \"https://www.youtube.com/embed/noUThX4Tnnk\", # Third video\n \"https://www.youtube.com/embed/AI90-uL5Hf4\" # Fourth video\n]\n\n# Initialize an empty string to hold the HTML\nhtml_content = '
'\n\n# Loop through each video URL and create an iframe for each\nfor url in video_urls:\n html_content += f'
'\n\n# Close the div tag\nhtml_content += '
'\n\n# Display the HTML content\nHTML(html_content)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-11-22T22:39:01.525720Z","iopub.execute_input":"2024-11-22T22:39:01.526094Z","iopub.status.idle":"2024-11-22T22:39:01.534187Z","shell.execute_reply.started":"2024-11-22T22:39:01.526060Z","shell.execute_reply":"2024-11-22T22:39:01.533143Z"}},"outputs":[{"execution_count":3,"output_type":"execute_result","data":{"text/plain":"","text/html":"




"},"metadata":{}}],"execution_count":3},{"cell_type":"markdown","source":"# FIDE & Google Efficient Chess AI Challenge\n\nWelcome! This notebook will familiarize you with using competition's environment, creating an agent, and submitting your first chess bot!","metadata":{}},{"cell_type":"code","source":"# first let's make sure you have internet enabled\nimport requests\nrequests.get('http://www.google.com',timeout=10).ok","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-11-21T20:33:27.729299Z","iopub.execute_input":"2024-11-21T20:33:27.729570Z","iopub.status.idle":"2024-11-21T20:33:27.779742Z","shell.execute_reply.started":"2024-11-21T20:33:27.729544Z","shell.execute_reply":"2024-11-21T20:33:27.778778Z"}},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"#### If you don't have internet access (it doesn't say \"True\" above)\n1. make sure your account is Phone Verified in [account settings](https://www.kaggle.com/settings)\n2. make sure internet is turned on in Settings -> Turn on internet","metadata":{}},{"cell_type":"code","source":"%%capture\n# ensure we are on the latest version of kaggle-environments\n!pip install --upgrade kaggle-environments","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-11-21T20:33:27.782738Z","iopub.execute_input":"2024-11-21T20:33:27.783079Z","iopub.status.idle":"2024-11-21T20:33:37.419883Z","shell.execute_reply.started":"2024-11-21T20:33:27.783046Z","shell.execute_reply":"2024-11-21T20:33:37.418502Z"}},"outputs":[],"execution_count":null},{"cell_type":"code","source":"# Now let's set up the chess environment!\nfrom kaggle_environments import make\nenv = make(\"chess\", debug=True)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-11-21T20:33:37.421549Z","iopub.execute_input":"2024-11-21T20:33:37.421889Z","iopub.status.idle":"2024-11-21T20:33:37.467042Z","shell.execute_reply.started":"2024-11-21T20:33:37.421857Z","shell.execute_reply":"2024-11-21T20:33:37.465975Z"}},"outputs":[],"execution_count":null},{"cell_type":"code","source":"# this should run a game in the environment between two random bots\n# NOTE: each game starts from a randomly selected opening\nresult = env.run([\"random\", \"random\"])\nenv.render(mode=\"ipython\", width=1000, height=1000) ","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-11-21T20:33:37.468833Z","iopub.execute_input":"2024-11-21T20:33:37.469223Z","iopub.status.idle":"2024-11-21T20:33:44.761251Z","shell.execute_reply.started":"2024-11-21T20:33:37.469190Z","shell.execute_reply":"2024-11-21T20:33:44.760235Z"}},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"### Creating your first agent\nNow let's create your first agent! The environment has the [Chessnut](https://github.com/cgearhart/Chessnut) pip package installed and we'll use that to parse the board state and generate moves.","metadata":{}},{"cell_type":"code","source":"%%writefile main.py\nfrom Chessnut import Game\nimport random\n\n# Piece values for material evaluation\nPIECE_VALUES = {\n \"p\": 1, \"n\": 3, \"b\": 3, \"r\": 5, \"q\": 9, \"k\": 0,\n \"P\": -1, \"N\": -3, \"B\": -3, \"R\": -5, \"Q\": -9, \"K\": 0\n}\n\nCENTER_SQUARES = {\"d4\", \"d5\", \"e4\", \"e5\"}\n\ndef debug(message):\n \"\"\"\n Utility function for debugging.\n \"\"\"\n print(f\"DEBUG: {message}\")\n\ndef prioritize_moves(game, moves):\n \"\"\"\n Prioritize moves based on first principles.\n \"\"\"\n prioritized_moves = []\n\n for move in moves:\n piece = game.board.get_piece(Game.xy2i(move[:2]))\n target_square = move[2:4]\n target_piece = game.board.get_piece(Game.xy2i(target_square))\n\n # Checkmate moves (highest priority)\n g = Game(game.get_fen())\n g.apply_move(move)\n if g.status == Game.CHECKMATE:\n debug(f\"Checkmate move found: {move}\")\n return [move]\n\n # Captures (next priority)\n if target_piece != ' ':\n debug(f\"Capture move: {move}, Captures: {target_piece}\")\n prioritized_moves.append((move, 3 + PIECE_VALUES.get(target_piece.lower(), 0)))\n\n # Central control (medium priority)\n elif target_square in CENTER_SQUARES:\n debug(f\"Central control move: {move}\")\n prioritized_moves.append((move, 2))\n\n # Development of knights and bishops (early-game priority)\n elif piece.lower() in {'n', 'b'}:\n debug(f\"Development move: {move}\")\n prioritized_moves.append((move, 1))\n\n # Default: Other moves (low priority)\n else:\n prioritized_moves.append((move, 0))\n\n # Sort moves by priority (descending)\n prioritized_moves.sort(key=lambda x: x[1], reverse=True)\n return [move for move, _ in prioritized_moves]\n\ndef chess_bot(obs):\n \"\"\"\n Simple chess bot using first principles logic.\n \"\"\"\n game = Game(obs.board)\n moves = list(game.get_moves())\n\n if not moves:\n return None # No legal moves available\n\n # Prioritize moves based on first principles\n prioritized_moves = prioritize_moves(game, moves)\n\n # Pick the best move (highest priority)\n best_move = prioritized_moves[0] if prioritized_moves else random.choice(moves)\n debug(f\"Best move selected: {best_move}\")\n return best_move\n","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-11-21T20:33:44.762362Z","iopub.execute_input":"2024-11-21T20:33:44.762654Z","iopub.status.idle":"2024-11-21T20:33:44.769860Z","shell.execute_reply.started":"2024-11-21T20:33:44.762626Z","shell.execute_reply":"2024-11-21T20:33:44.768782Z"},"jupyter":{"source_hidden":true}},"outputs":[],"execution_count":null},{"cell_type":"code","source":"%%writefile main.py\nfrom Chessnut import Game\nimport random\n\n# Piece values for material evaluation\nPIECE_VALUES = {\n \"p\": 1, \"n\": 3, \"b\": 3, \"r\": 5, \"q\": 9, \"k\": 0,\n \"P\": -1, \"N\": -3, \"B\": -3, \"R\": -5, \"Q\": -9, \"K\": 0\n}\n\nCENTER_SQUARES = {\"d4\", \"d5\", \"e4\", \"e5\"}\nOPEN_FILE_BONUS = 1 # Bonus for controlling open files\nKING_SAFETY_BONUS = 2 # Bonus for moves protecting the king\nPAWN_PROMOTION_BONUS = 10 # Bonus for promoting pawns\n\n# Dynamic weights for different phases of the game\nDYNAMIC_WEIGHTS = {\n \"early_game\": {\"center_control\": 2, \"development\": 3, \"captures\": 1},\n \"mid_game\": {\"center_control\": 1, \"development\": 2, \"captures\": 3},\n \"end_game\": {\"center_control\": 1, \"development\": 1, \"captures\": 5, \"king_safety\": 3},\n}\n\ndef get_game_phase(game):\n \"\"\"\n Determine the phase of the game based on material and move count.\n \"\"\"\n material_count = sum(abs(PIECE_VALUES[piece.lower()]) for piece in game.board.get_board().values() if piece != \" \")\n if material_count > 20:\n return \"early_game\"\n elif material_count > 10:\n return \"mid_game\"\n else:\n return \"end_game\"\n\ndef debug(message):\n \"\"\"\n Utility function for debugging.\n \"\"\"\n print(f\"DEBUG: {message}\")\n\ndef prioritize_moves(game, moves):\n \"\"\"\n Prioritize moves based on first principles and dynamic adjustments.\n \"\"\"\n prioritized_moves = []\n game_phase = get_game_phase(game)\n weights = DYNAMIC_WEIGHTS[game_phase]\n\n for move in moves:\n piece = game.board.get_piece(Game.xy2i(move[:2]))\n target_square = move[2:4]\n target_piece = game.board.get_piece(Game.xy2i(target_square))\n\n score = 0\n\n # Checkmate moves (highest priority)\n g = Game(game.get_fen())\n g.apply_move(move)\n if g.status == Game.CHECKMATE:\n debug(f\"Checkmate move found: {move}\")\n return [move]\n\n # Captures (weighted by phase)\n if target_piece != ' ':\n score += weights[\"captures\"] + PIECE_VALUES.get(target_piece.lower(), 0)\n\n # Central control\n if target_square in CENTER_SQUARES:\n score += weights[\"center_control\"]\n\n # Development of knights and bishops (early-game priority)\n if piece.lower() in {'n', 'b'}:\n score += weights[\"development\"]\n\n # King safety (endgame focus)\n if game_phase == \"end_game\" and (piece.lower() == 'k' or target_square in {\"g1\", \"g8\", \"c1\", \"c8\"}):\n score += KING_SAFETY_BONUS\n\n # Pawn promotion (endgame priority)\n if piece.lower() == 'p' and target_square[1] in {\"1\", \"8\"}: # Promotion rank\n score += PAWN_PROMOTION_BONUS\n\n # Default scoring for all moves\n prioritized_moves.append((move, score))\n\n # Sort moves by priority (descending)\n prioritized_moves.sort(key=lambda x: x[1], reverse=True)\n return [move for move, _ in prioritized_moves]\n\ndef predict_opponent_move(game, moves):\n \"\"\"\n Predict the opponent's best response to our moves by simulating each.\n \"\"\"\n opponent_scores = []\n for move in moves:\n g = Game(game.get_fen())\n g.apply_move(move)\n opponent_moves = list(g.get_moves())\n if opponent_moves:\n opponent_scores.append(min(prioritize_moves(g, opponent_moves), key=lambda x: PIECE_VALUES.get(g.board.get_piece(Game.xy2i(x[2:4])).lower(), 0)))\n return opponent_scores\n\ndef chess_bot(obs):\n \"\"\"\n Chess bot using dynamic evaluation and predictions.\n \"\"\"\n game = Game(obs.board)\n moves = list(game.get_moves())\n\n if not moves:\n return None # No legal moves available\n\n # Prioritize moves\n prioritized_moves = prioritize_moves(game, moves)\n\n # Predict opponent moves and adjust based on anticipated threats\n if len(prioritized_moves) > 1:\n predicted_responses = predict_opponent_move(game, prioritized_moves[:5]) # Analyze top 5 moves\n for i, move in enumerate(prioritized_moves[:5]):\n if predicted_responses[i]: # Adjust priority to avoid moves leading to losses\n prioritized_moves[i] = (move, prioritized_moves[i][1] - PIECE_VALUES.get(game.board.get_piece(Game.xy2i(predicted_responses[i][2:4])).lower(), 0))\n\n # Sort moves after considering predictions\n prioritized_moves.sort(key=lambda x: x[1], reverse=True)\n\n # Pick the best move\n best_move = prioritized_moves[0][0] if prioritized_moves else random.choice(moves)\n debug(f\"Best move selected: {best_move}\")\n return best_move\n\n## v2\n\nfrom Chessnut import Game\nimport random\n\n# Piece values for material evaluation\nPIECE_VALUES = {\n \"p\": 1, \"n\": 3, \"b\": 3, \"r\": 5, \"q\": 9, \"k\": 0,\n \"P\": -1, \"N\": -3, \"B\": -3, \"R\": -5, \"Q\": -9, \"K\": 0\n}\n\nCENTER_SQUARES = {\"d4\", \"d5\", \"e4\", \"e5\"}\n\ndef debug(message):\n \"\"\"Utility function for debugging.\"\"\"\n print(f\"DEBUG: {message}\")\n\ndef get_game_phase(game):\n \"\"\"\n Determine the game phase based on material count.\n Early game: High material.\n Mid game: Medium material.\n End game: Low material.\n \"\"\"\n fen = game.get_fen() # Retrieve FEN string\n board_state = fen.split()[0] # The first part of FEN represents the board\n material_count = 0\n\n for char in board_state:\n if char.isalpha(): # If it's a piece\n material_count += abs(PIECE_VALUES[char.lower()])\n\n if material_count > 30:\n return \"early\"\n elif 15 < material_count <= 30:\n return \"mid\"\n else:\n return \"end\"\n\ndef prioritize_moves(game, moves):\n \"\"\"Prioritize moves based on first principles and game phase.\"\"\"\n game_phase = get_game_phase(game) # Fix applied here\n prioritized_moves = []\n\n for move in moves:\n piece = game.board.get_piece(Game.xy2i(move[:2]))\n target_square = move[2:4]\n target_piece = game.board.get_piece(Game.xy2i(target_square))\n\n # Checkmate moves (highest priority)\n g = Game(game.get_fen())\n g.apply_move(move)\n if g.status == Game.CHECKMATE:\n debug(f\"Checkmate move found: {move}\")\n return [move]\n\n # Captures (next priority)\n if target_piece != ' ':\n debug(f\"Capture move: {move}, Captures: {target_piece}\")\n prioritized_moves.append((move, 3 + PIECE_VALUES.get(target_piece.lower(), 0)))\n\n # Central control (medium priority)\n elif target_square in CENTER_SQUARES:\n debug(f\"Central control move: {move}\")\n prioritized_moves.append((move, 2))\n\n # Development of knights and bishops (early-game priority)\n elif piece.lower() in {'n', 'b'}:\n debug(f\"Development move: {move}\")\n prioritized_moves.append((move, 1))\n\n # Default: Other moves (low priority)\n else:\n prioritized_moves.append((move, 0))\n\n # Sort moves by priority (descending)\n prioritized_moves.sort(key=lambda x: x[1], reverse=True)\n return [move for move, _ in prioritized_moves]\n\n\n\ndef prioritize_moves(game, moves):\n \"\"\"Prioritize moves based on first principles and game phase.\"\"\"\n game_phase = get_game_phase(game)\n prioritized_moves = []\n\n for move in moves:\n piece = game.board.get_piece(Game.xy2i(move[:2]))\n target_square = move[2:4]\n target_piece = game.board.get_piece(Game.xy2i(target_square))\n\n # Checkmate moves (highest priority)\n g = Game(game.get_fen())\n g.apply_move(move)\n if g.status == Game.CHECKMATE:\n debug(f\"Checkmate move found: {move}\")\n return [move]\n\n # Endgame: Aggressively target the king\n if game_phase == \"end\":\n if g.status == Game.CHECK:\n debug(f\"Check move in endgame: {move}\")\n prioritized_moves.append((move, 5)) # Prioritize checks\n elif target_piece == 'K': # Target the king\n debug(f\"King-targeting move: {move}\")\n prioritized_moves.append((move, 4))\n else:\n prioritized_moves.append((move, 0)) # Penalize irrelevant moves\n continue\n\n # Captures (high priority)\n if target_piece != ' ':\n debug(f\"Capture move: {move}, Captures: {target_piece}\")\n prioritized_moves.append((move, 3 + PIECE_VALUES.get(target_piece.lower(), 0)))\n\n # Central control (medium priority)\n elif target_square in CENTER_SQUARES:\n debug(f\"Central control move: {move}\")\n prioritized_moves.append((move, 2))\n\n # Development of knights and bishops (early-game priority)\n elif piece.lower() in {'n', 'b'}:\n debug(f\"Development move: {move}\")\n prioritized_moves.append((move, 1))\n\n # Default: Other moves (low priority)\n else:\n prioritized_moves.append((move, 0))\n\n # Sort moves by priority (descending)\n prioritized_moves.sort(key=lambda x: x[1], reverse=True)\n return [move for move, _ in prioritized_moves]\n\n# Encourage king centralization and safety in the endgame\nif game_phase == \"end\" and piece.lower() == 'k':\n if target_square in CENTER_SQUARES:\n debug(f\"King centralization move: {move}\")\n prioritized_moves.append((move, 2))\n else:\n prioritized_moves.append((move, 0)) # Avoid irrelevant king moves\n\n# Encourage pawn promotion in the endgame\nif piece.lower() == 'p':\n rank = int(target_square[1])\n if (rank == 8 and piece.islower()) or (rank == 1 and piece.isupper()):\n debug(f\"Pawn promotion move: {move}\")\n prioritized_moves.append((move, 10)) # High priority for promotion\n elif game_phase == \"end\" and abs(rank - int(move[1])) == 1:\n debug(f\"Pawn advancing move: {move}\")\n prioritized_moves.append((move, 2)) # Encourage pawn advancement\n\ndef chess_bot(obs):\n \"\"\"Simple chess bot using first principles logic.\"\"\"\n game = Game(obs.board)\n moves = list(game.get_moves())\n\n if not moves:\n return None # No legal moves available\n\n # Prioritize moves based on first principles\n prioritized_moves = prioritize_moves(game, moves)\n\n # Pick the best move (highest priority)\n best_move = prioritized_moves[0] if prioritized_moves else random.choice(moves)\n debug(f\"Best move selected: {best_move}\")\n return best_move","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-11-21T20:33:44.771445Z","iopub.execute_input":"2024-11-21T20:33:44.771965Z","iopub.status.idle":"2024-11-21T20:33:44.789010Z","shell.execute_reply.started":"2024-11-21T20:33:44.771909Z","shell.execute_reply":"2024-11-21T20:33:44.787912Z"}},"outputs":[],"execution_count":null},{"cell_type":"code","source":"%%writefile main.py\nfrom Chessnut import Game\nimport random\nimport logging\n\n# Configure Debugging and Logging\nDEBUG = True\nlogging.basicConfig(level=logging.DEBUG if DEBUG else logging.INFO, format='%(asctime)s - %(levelname)s - %(message)s')\n\ndef debug(message):\n \"\"\"Utility function for debugging.\"\"\"\n if DEBUG:\n logging.debug(message)\n\n# Constants\nPIECE_VALUES = {\n \"p\": 1, \"n\": 3, \"b\": 3, \"r\": 5, \"q\": 9, \"k\": 0,\n \"P\": -1, \"N\": -3, \"B\": -3, \"R\": -5, \"Q\": -9, \"K\": 0\n}\nCENTER_SQUARES = {\"d4\", \"d5\", \"e4\", \"e5\"}\n\ndef load_weights():\n \"\"\"Load weights for move prioritization.\"\"\"\n # Optional: Extend with dynamic learning\n return {\"central_control\": 3, \"captures\": 5, \"check\": 10, \"promotion\": 15}\n\nWEIGHTS = load_weights()\n\ndef parse_board_from_fen(fen):\n \"\"\"\n Parse the board from the FEN string into a dictionary representation.\n Returns a dictionary where keys are square names (e.g., \"a1\") and values are pieces (e.g., \"P\", \"r\").\n \"\"\"\n rows = fen.split()[0].split(\"/\")\n board = {}\n for rank_idx, row in enumerate(rows):\n file_idx = 0\n for char in row:\n if char.isdigit():\n file_idx += int(char) # Skip empty squares\n else:\n square = f\"{chr(file_idx + ord('a'))}{8 - rank_idx}\"\n board[square] = char\n file_idx += 1\n return board\n\ndef get_game_phase(game):\n \"\"\"\n Determine the game phase: opening, midgame, or endgame.\n Based on material count.\n \"\"\"\n fen = game.get_fen()\n board = parse_board_from_fen(fen)\n material_count = sum(abs(PIECE_VALUES[piece.lower()]) for piece in board.values() if piece != \" \")\n if material_count > 30:\n return \"opening\"\n elif 20 < material_count <= 30:\n return \"midgame\"\n else:\n return \"end\"\n\ndef prioritize_moves(game, moves):\n \"\"\"\n Prioritize moves based on first principles and game phase.\n \"\"\"\n game_phase = get_game_phase(game)\n prioritized_moves = []\n\n for move in moves:\n piece = game.board.get_piece(Game.xy2i(move[:2]))\n target_square = move[2:4]\n target_piece = game.board.get_piece(Game.xy2i(target_square))\n\n # Checkmate moves (highest priority)\n g = Game(game.get_fen())\n g.apply_move(move)\n if g.status == Game.CHECKMATE:\n debug(f\"Checkmate move found: {move}\")\n return [move]\n\n # Endgame: Aggressively target the king\n if game_phase == \"end\":\n if g.status == Game.CHECK:\n debug(f\"Check move in endgame: {move}\")\n prioritized_moves.append((move, WEIGHTS[\"check\"]))\n elif target_piece == 'K': # Target the king\n debug(f\"King-targeting move: {move}\")\n prioritized_moves.append((move, WEIGHTS[\"check\"]))\n continue\n\n # Captures (high priority)\n if target_piece != ' ':\n debug(f\"Capture move: {move}, Captures: {target_piece}\")\n prioritized_moves.append((move, WEIGHTS[\"captures\"] + PIECE_VALUES.get(target_piece.lower(), 0)))\n\n # Central control (medium priority)\n elif target_square in CENTER_SQUARES:\n debug(f\"Central control move: {move}\")\n prioritized_moves.append((move, WEIGHTS[\"central_control\"]))\n\n # Development of knights and bishops (early-game priority)\n elif piece.lower() in {'n', 'b'}:\n debug(f\"Development move: {move}\")\n prioritized_moves.append((move, 1))\n\n # Pawn promotion (endgame priority)\n elif piece.lower() == 'p':\n rank = int(target_square[1])\n if (rank == 8 and piece.islower()) or (rank == 1 and piece.isupper()):\n debug(f\"Pawn promotion move: {move}\")\n prioritized_moves.append((move, WEIGHTS[\"promotion\"]))\n\n # Default: Other moves (low priority)\n else:\n prioritized_moves.append((move, 0))\n\n # Sort moves by priority (descending)\n prioritized_moves.sort(key=lambda x: x[1], reverse=True)\n return [move for move, _ in prioritized_moves]\n\ndef chess_bot(obs):\n \"\"\"\n Enhanced chess bot using prioritized move evaluation.\n \"\"\"\n game = Game(obs.board)\n moves = list(game.get_moves())\n\n if not moves:\n return None # No legal moves available\n\n # Prioritize moves based on first principles\n prioritized_moves = prioritize_moves(game, moves)\n\n # Pick the best move (highest priority)\n best_move = prioritized_moves[0] if prioritized_moves else random.choice(moves)\n debug(f\"Best move selected: {best_move}\")\n return best_move\n\n# Testing the bot\nif __name__ == \"__main__\":\n from kaggle_environments import make\n\n env = make(\"chess\", debug=True)\n\n # Test bot against random agent\n result = env.run([\"main.py\", \"random\"])\n print(\"Agent exit status/reward/time left: \")\n for agent in result[-1]:\n print(\"\\t\", agent.status, \"/\", agent.reward, \"/\", agent.observation.remainingOverageTime)\n print(\"\\n\")\n # Render the game\n env.render(mode=\"ipython\", width=1000, height=1000)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-11-21T20:33:44.790417Z","iopub.execute_input":"2024-11-21T20:33:44.790767Z","iopub.status.idle":"2024-11-21T20:33:44.803728Z","shell.execute_reply.started":"2024-11-21T20:33:44.790737Z","shell.execute_reply":"2024-11-21T20:33:44.802716Z"}},"outputs":[],"execution_count":null},{"cell_type":"code","source":"%%writefile main.py\nfrom Chessnut import Game\nimport random\nimport logging\n\n# Configure Debugging and Logging\nDEBUG = True\nlogging.basicConfig(level=logging.DEBUG if DEBUG else logging.INFO, format='%(asctime)s - %(levelname)s - %(message)s')\n\ndef debug(message):\n \"\"\"Utility function for debugging.\"\"\"\n if DEBUG:\n logging.debug(message)\n\n# Constants\nPIECE_VALUES = {\n \"p\": 1, \"n\": 3, \"b\": 3, \"r\": 5, \"q\": 9, \"k\": 0,\n \"P\": -1, \"N\": -3, \"B\": -3, \"R\": -5, \"Q\": -9, \"K\": 0\n}\nCENTER_SQUARES = {\"d4\", \"d5\", \"e4\", \"e5\"}\nCORNER_SQUARES = {\"a1\", \"h1\", \"a8\", \"h8\"}\n\ndef king_seeks_cover(board, king_square, enemy_attacks, friendly_pieces):\n \"\"\"\n Guides the king toward safer squares.\n \"\"\"\n # Generate potential king moves\n possible_moves = []\n file, rank = king_square[0], int(king_square[1])\n\n for file_offset in [-1, 0, 1]:\n for rank_offset in [-1, 0, 1]:\n if file_offset == 0 and rank_offset == 0:\n continue # Skip current square\n target_file = chr(ord(file) + file_offset)\n target_rank = str(rank + rank_offset)\n target_square = f\"{target_file}{target_rank}\"\n if target_square in board: # Ensure valid square\n possible_moves.append(target_square)\n\n # Filter moves for safety\n safe_moves = [\n move for move in possible_moves\n if move not in enemy_attacks and move not in friendly_pieces\n ]\n\n # Prioritize moves near board edges or corners\n prioritized_moves = sorted(\n safe_moves,\n key=lambda sq: (\n sq in CORNER_SQUARES, # Prefer corners\n sq[0] in \"ah\" or sq[1] in \"18\" # Prefer edges\n ),\n reverse=True,\n )\n return prioritized_moves\n\n\ndef load_weights():\n \"\"\"Load weights for move prioritization.\"\"\"\n return {\"central_control\": 3, \"captures\": 5, \"check\": 10, \"promotion\": 15, \"cornering\": 10}\n\nWEIGHTS = load_weights()\n\ndef parse_board_from_fen(fen):\n \"\"\"Parse the board from the FEN string into a dictionary representation.\"\"\"\n rows = fen.split()[0].split(\"/\")\n board = {}\n for rank_idx, row in enumerate(rows):\n file_idx = 0\n for char in row:\n if char.isdigit():\n file_idx += int(char) # Skip empty squares\n else:\n square = f\"{chr(file_idx + ord('a'))}{8 - rank_idx}\"\n board[square] = char\n file_idx += 1\n return board\n\ndef get_opponent_king_position(board, player):\n \"\"\"Get the position of the opponent's king.\"\"\"\n king = \"k\" if player == \"w\" else \"K\"\n for square, piece in board.items():\n if piece == king:\n return square\n return None\n\ndef is_adjacent(square1, square2):\n \"\"\"Check if two squares are adjacent.\"\"\"\n file_diff = abs(ord(square1[0]) - ord(square2[0]))\n rank_diff = abs(int(square1[1]) - int(square2[1]))\n return max(file_diff, rank_diff) == 1\n\ndef get_game_phase(game):\n \"\"\"Determine the game phase: opening, midgame, or endgame.\"\"\"\n fen = game.get_fen()\n board = parse_board_from_fen(fen)\n material_count = sum(abs(PIECE_VALUES[piece.lower()]) for piece in board.values() if piece != \" \")\n if material_count > 20:\n return \"opening\"\n elif 10 < material_count <= 20:\n return \"midgame\"\n else:\n return \"end\"\n\ndef prioritize_moves(game, moves):\n \"\"\"Prioritize moves based on first principles and game phase.\"\"\"\n game_phase = get_game_phase(game)\n fen = game.get_fen()\n board = parse_board_from_fen(fen)\n player = \"w\" if fen.split()[1] == \"w\" else \"b\"\n opponent_king = get_opponent_king_position(board, player)\n prioritized_moves = []\n score = WEIGHTS[\"central_control\"]\n score += apply_decay(move) # Apply decay to move score\n prioritized_moves.append((move, score))\n\n\n for move in moves:\n piece = board.get(move[:2], \" \")\n target_square = move[2:4]\n target_piece = board.get(target_square, \" \")\n\n # Checkmate moves (highest priority)\n g = Game(game.get_fen())\n g.apply_move(move)\n if g.status == Game.CHECKMATE:\n debug(f\"Checkmate move found: {move}\")\n return [move]\n\n # Endgame: Corner the opponent king\n # Endgame: Corner the opponent king or defend friendly king\n # Endgame: Focus on restricting the opponent king\n if phase == \"endgame\" and opponent_king_pos:\n if is_adjacent(end_square, opponent_king_pos):\n debug(f\"Restricting king mobility: {move}\")\n score = 5 + apply_decay(move) # Boost for restricting king\n prioritized_moves.append((move, score))\n elif end_square in KING_ACTIVITY_SQUARES:\n debug(f\"Controlling key square near king: {move}\")\n score = 3 + apply_decay(move)\n prioritized_moves.append((move, score))\n\n # Seek cover for the friendly king\n cover_moves = king_seeks_cover(board, friendly_king, enemy_attacks, list(board.keys()))\n if cover_moves:\n for move in moves:\n if move[2:4] in cover_moves:\n debug(f\"King seeking cover: {move}\")\n prioritized_moves.append((move, WEIGHTS[\"check\"]))\n continue\n \n # Restrict opponent king\n if opponent_king:\n if is_adjacent(target_square, opponent_king):\n debug(f\"Restricting king's mobility: {move}\")\n prioritized_moves.append((move, WEIGHTS[\"check\"]))\n elif target_square in CORNER_SQUARES:\n debug(f\"Driving king to corner: {move}\")\n prioritized_moves.append((move, WEIGHTS[\"cornering\"]))\n continue\n\n # Captures (high priority)\n if target_piece != \" \":\n debug(f\"Capture move: {move}, Captures: {target_piece}\")\n prioritized_moves.append((move, WEIGHTS[\"captures\"] + PIECE_VALUES.get(target_piece.lower(), 0)))\n\n # Central control (medium priority)\n elif target_square in CENTER_SQUARES:\n debug(f\"Central control move: {move}\")\n prioritized_moves.append((move, WEIGHTS[\"central_control\"]))\n\n # Default: Other moves (low priority)\n else:\n prioritized_moves.append((move, 0))\n\n # Sort moves by priority (descending)\n prioritized_moves.sort(key=lambda x: x[1], reverse=True)\n return [move for move, _ in prioritized_moves]\n\n# Initialize decay counter (global or in bot state)\nMOVE_HISTORY = {}\n\ndef apply_decay(move):\n \"\"\"Apply a decay factor to repetitive moves.\"\"\"\n if move in MOVE_HISTORY:\n MOVE_HISTORY[move] += 1\n else:\n MOVE_HISTORY[move] = 1\n return max(0, 10 - MOVE_HISTORY[move]) # Reduce score based on repetition\n\n\ndef chess_bot(obs):\n \"\"\"Chess bot using advanced logic with decay and dynamic phases.\"\"\"\n fen = obs['board']\n game = Game(fen)\n moves = list(game.get_moves())\n\n if not moves:\n return None # No legal moves available\n\n # Convert FEN to board representation\n board = fen_to_board(game.get_fen())\n\n # Determine game phase\n white_pieces, black_pieces = count_pieces(board)\n game_phase = determine_game_phase(white_pieces, black_pieces)\n\n # Prioritize moves dynamically\n prioritized_moves = prioritize_moves(game, moves, game_phase, board)\n\n # Pick the best move\n best_move = prioritized_moves[0] if prioritized_moves else random.choice(moves)\n debug(f\"Best move selected: {best_move}\")\n return best_move\n\n\n# Testing the bot\nif __name__ == \"__main__\":\n from kaggle_environments import make\n\n env = make(\"chess\", debug=True)\n\n # Test bot against random agent\n result = env.run([\"main.py\", \"random\"])\n print(\"Agent exit status/reward/time left: \")\n for agent in result[-1]:\n print(\"\\t\", agent.status, \"/\", agent.reward, \"/\", agent.observation.remainingOverageTime)\n print(\"\\n\")\n # Render the game\n env.render(mode=\"ipython\", width=1000, height=1000)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-11-21T20:33:44.805201Z","iopub.execute_input":"2024-11-21T20:33:44.805526Z","iopub.status.idle":"2024-11-21T20:33:44.822995Z","shell.execute_reply.started":"2024-11-21T20:33:44.805490Z","shell.execute_reply":"2024-11-21T20:33:44.821843Z"}},"outputs":[],"execution_count":null},{"cell_type":"code","source":"%%writefile main.py\nfrom Chessnut import Game\nimport random\nimport logging\n\n# Configure Debugging and Logging\nDEBUG = True\nlogging.basicConfig(level=logging.DEBUG if DEBUG else logging.INFO, format='%(asctime)s - %(levelname)s - %(message)s')\n\ndef debug(message):\n \"\"\"Utility function for debugging.\"\"\"\n if DEBUG:\n logging.debug(message)\n\n# Constants\nPIECE_VALUES = {\n \"p\": 1, \"n\": 3, \"b\": 3, \"r\": 5, \"q\": 9, \"k\": 0,\n \"P\": -1, \"N\": -3, \"B\": -3, \"R\": -5, \"Q\": -9, \"K\": 0\n}\nCENTER_SQUARES = {\"d4\", \"d5\", \"e4\", \"e5\"}\nCORNER_SQUARES = {\"a1\", \"h1\", \"a8\", \"h8\"}\nKING_ACTIVITY_SQUARES = {\"c4\", \"c5\", \"d3\", \"d6\", \"e3\", \"e6\", \"f4\", \"f5\"}\n\n# Global decay tracking\nMOVE_HISTORY = {}\n\n# Define weights for move prioritization\nWEIGHTS = {\n \"central_control\": 3,\n \"captures\": 5,\n \"check\": 10,\n \"promotion\": 15,\n \"cornering\": 10\n}\n\ndef apply_decay(move):\n \"\"\"Apply a decay factor to repetitive moves.\"\"\"\n if move in MOVE_HISTORY:\n MOVE_HISTORY[move] += 1\n else:\n MOVE_HISTORY[move] = 1\n return max(0, 10 - MOVE_HISTORY[move]) # Reduce score for repetitive moves\n\ndef fen_to_board(fen):\n \"\"\"Convert FEN string to a board representation.\"\"\"\n rows = fen.split()[0].split(\"/\")\n board = {}\n for rank_idx, row in enumerate(rows):\n file_idx = 0\n for char in row:\n if char.isdigit():\n file_idx += int(char) # Empty squares\n else:\n square = f\"{chr(file_idx + ord('a'))}{8 - rank_idx}\"\n board[square] = char\n file_idx += 1\n return board\n\ndef get_opponent_king_position(board, player):\n \"\"\"Find the opponent king's position.\"\"\"\n king = \"k\" if player == \"w\" else \"K\"\n for square, piece in board.items():\n if piece == king:\n return square\n return None\n\ndef is_adjacent(square1, square2):\n \"\"\"Check if two squares are adjacent.\"\"\"\n file_diff = abs(ord(square1[0]) - ord(square2[0]))\n rank_diff = abs(int(square1[1]) - int(square2[1]))\n return max(file_diff, rank_diff) == 1\n\ndef king_seeks_cover(board, king_square, enemy_attacks, friendly_pieces):\n \"\"\"Direct the king to safer squares.\"\"\"\n possible_moves = []\n file, rank = king_square[0], int(king_square[1])\n for file_offset in [-1, 0, 1]:\n for rank_offset in [-1, 0, 1]:\n if file_offset == 0 and rank_offset == 0:\n continue\n target_file = chr(ord(file) + file_offset)\n target_rank = str(rank + rank_offset)\n target_square = f\"{target_file}{target_rank}\"\n if target_square in board:\n possible_moves.append(target_square)\n safe_moves = [\n move for move in possible_moves\n if move not in enemy_attacks and move not in friendly_pieces\n ]\n prioritized_moves = sorted(\n safe_moves,\n key=lambda sq: (\n sq in CORNER_SQUARES,\n sq[0] in \"ah\" or sq[1] in \"18\"\n ),\n reverse=True,\n )\n return prioritized_moves\n\ndef determine_game_phase(board):\n \"\"\"Determine game phase based on material count.\"\"\"\n material_count = sum(abs(PIECE_VALUES[piece.lower()]) for piece in board.values() if piece != \" \")\n if material_count > 20:\n return \"opening\"\n elif 10 < material_count <= 20:\n return \"midgame\"\n else:\n return \"endgame\"\n\ndef prioritize_moves(game, moves, phase, board):\n \"\"\"Prioritize moves dynamically based on game phase.\"\"\"\n prioritized_moves = []\n player = \"w\" if game.get_fen().split()[1] == \"w\" else \"b\"\n opponent_king = get_opponent_king_position(board, player)\n \n for move in moves:\n start_square = move[:2]\n end_square = move[2:4]\n piece = board.get(start_square, \" \")\n target_piece = board.get(end_square, \" \")\n\n # Checkmate moves\n g = Game(game.get_fen())\n g.apply_move(move)\n if g.status == Game.CHECKMATE:\n debug(f\"Checkmate move: {move}\")\n return [move]\n\n # Endgame: Restrict opponent king or defend friendly king\n if phase == \"endgame\" and opponent_king:\n if is_adjacent(end_square, opponent_king):\n debug(f\"Restricting opponent king: {move}\")\n score = 5 + apply_decay(move)\n prioritized_moves.append((move, score))\n elif end_square in KING_ACTIVITY_SQUARES:\n debug(f\"Targeting key square: {move}\")\n score = 3 + apply_decay(move)\n prioritized_moves.append((move, score))\n continue\n\n # Captures\n if target_piece != \" \":\n debug(f\"Capture: {move}, capturing {target_piece}\")\n score = WEIGHTS[\"captures\"] + PIECE_VALUES.get(target_piece.lower(), 0)\n prioritized_moves.append((move, score))\n continue\n\n # Central control\n if end_square in CENTER_SQUARES:\n debug(f\"Central control: {move}\")\n score = WEIGHTS[\"central_control\"]\n prioritized_moves.append((move, score))\n continue\n\n # Default moves\n score = apply_decay(move)\n prioritized_moves.append((move, score))\n\n prioritized_moves.sort(key=lambda x: x[1], reverse=True)\n return [move for move, _ in prioritized_moves]\n\ndef chess_bot(obs):\n \"\"\"Dynamic chess bot with prioritization.\"\"\"\n fen = obs['board']\n game = Game(fen)\n moves = list(game.get_moves())\n\n if not moves:\n return None\n\n board = fen_to_board(fen)\n phase = determine_game_phase(board)\n debug(f\"Game phase: {phase}\")\n\n prioritized_moves = prioritize_moves(game, moves, phase, board)\n best_move = prioritized_moves[0] if prioritized_moves else random.choice(moves)\n debug(f\"Best move: {best_move}\")\n return best_move\n","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-11-21T20:33:44.824720Z","iopub.execute_input":"2024-11-21T20:33:44.825317Z","iopub.status.idle":"2024-11-21T20:33:44.841435Z","shell.execute_reply.started":"2024-11-21T20:33:44.825271Z","shell.execute_reply":"2024-11-21T20:33:44.840294Z"}},"outputs":[],"execution_count":null},{"cell_type":"code","source":"%%writefile main.py\nfrom Chessnut import Game\nimport random\nimport logging\n\n# Configure Debugging and Logging\nDEBUG = True\nlogging.basicConfig(level=logging.DEBUG if DEBUG else logging.DEBUG, format='%(asctime)s - %(levelname)s - %(message)s')\n\ndef debug(message):\n \"\"\"Utility function for debugging.\"\"\"\n if DEBUG:\n logging.debug(message)\n\n# Constants\nPIECE_VALUES = {\n \"p\": 1, \"n\": 3, \"b\": 3, \"r\": 5, \"q\": 9, \"k\": 0,\n \"P\": -1, \"N\": -3, \"B\": -3, \"R\": -5, \"Q\": -9, \"K\": 0\n}\nCENTER_SQUARES = {\"d4\", \"d5\", \"e4\", \"e5\"}\nCORNER_SQUARES = {\"a1\", \"h1\", \"a8\", \"h8\"}\nKING_ACTIVITY_SQUARES = {\"c4\", \"c5\", \"d3\", \"d6\", \"e3\", \"e6\", \"f4\", \"f5\"}\n\n# Define weights for move prioritization\nWEIGHTS = {\n \"central_control\": 3,\n \"captures\": 5,\n \"check\": 10,\n \"aggression\": 7,\n \"cornering\": 12\n}\n\n# Move history to prevent repetitive moves\nMOVE_HISTORY = {}\n\ndef apply_decay(move):\n \"\"\"Apply a decay factor to repetitive moves.\"\"\"\n if move in MOVE_HISTORY:\n MOVE_HISTORY[move] += 1\n else:\n MOVE_HISTORY[move] = 1\n return max(0, 10 - MOVE_HISTORY[move]) # Penalize repetitive moves\n\ndef fen_to_board(fen):\n \"\"\"Convert FEN string to a board representation.\"\"\"\n rows = fen.split()[0].split(\"/\")\n board = {}\n for rank_idx, row in enumerate(rows):\n file_idx = 0\n for char in row:\n if char.isdigit():\n file_idx += int(char)\n else:\n square = f\"{chr(file_idx + ord('a'))}{8 - rank_idx}\"\n board[square] = char\n file_idx += 1\n return board\n\ndef get_opponent_king_position(board, player):\n \"\"\"Find the opponent king's position.\"\"\"\n king = \"k\" if player == \"w\" else \"K\"\n for square, piece in board.items():\n if piece == king:\n return square\n return None\n\ndef is_adjacent(square1, square2):\n \"\"\"Check if two squares are adjacent.\"\"\"\n file_diff = abs(ord(square1[0]) - ord(square2[0]))\n rank_diff = abs(int(square1[1]) - int(square2[1]))\n return max(file_diff, rank_diff) == 1\n\ndef king_seeks_cover(board, king_square, enemy_attacks, friendly_pieces):\n \"\"\"Direct the king to safer squares.\"\"\"\n possible_moves = []\n file, rank = king_square[0], int(king_square[1])\n for file_offset in [-1, 0, 1]:\n for rank_offset in [-1, 0, 1]:\n if file_offset == 0 and rank_offset == 0:\n continue\n target_file = chr(ord(file) + file_offset)\n target_rank = str(rank + rank_offset)\n target_square = f\"{target_file}{target_rank}\"\n if target_square in board:\n possible_moves.append(target_square)\n safe_moves = [\n move for move in possible_moves\n if move not in enemy_attacks and move not in friendly_pieces\n ]\n return safe_moves\n\ndef determine_game_phase(board):\n \"\"\"Determine game phase based on material count.\"\"\"\n material_count = sum(abs(PIECE_VALUES[piece.lower()]) for piece in board.values() if piece != \" \")\n if material_count > 25:\n return \"opening\"\n elif 10 < material_count <= 25:\n return \"midgame\"\n else:\n return \"endgame\"\n\ndef prioritize_moves(game, moves, phase, board):\n \"\"\"Prioritize moves dynamically based on game phase.\"\"\"\n prioritized_moves = []\n player = \"w\" if game.get_fen().split()[1] == \"w\" else \"b\"\n opponent_king = get_opponent_king_position(board, player)\n\n for move in moves:\n start_square = move[:2]\n end_square = move[2:4]\n piece = board.get(start_square, \" \")\n target_piece = board.get(end_square, \" \")\n\n # Checkmate moves\n g = Game(game.get_fen())\n g.apply_move(move)\n if g.status == Game.CHECKMATE:\n debug(f\"Checkmate move: {move}\")\n return [move]\n\n # Captures\n if target_piece != \" \":\n score = WEIGHTS[\"captures\"] + PIECE_VALUES.get(target_piece.lower(), 0)\n prioritized_moves.append((move, score))\n continue\n\n # Central control\n if end_square in CENTER_SQUARES:\n score = WEIGHTS[\"central_control\"]\n prioritized_moves.append((move, score))\n continue\n\n # Endgame strategies\n if phase == \"endgame\":\n if opponent_king and is_adjacent(end_square, opponent_king):\n score = WEIGHTS[\"check\"] + apply_decay(move)\n prioritized_moves.append((move, score))\n elif end_square in KING_ACTIVITY_SQUARES:\n score = WEIGHTS[\"aggression\"] + apply_decay(move)\n prioritized_moves.append((move, score))\n continue\n\n # Default moves\n score = apply_decay(move)\n prioritized_moves.append((move, score))\n\n prioritized_moves.sort(key=lambda x: x[1], reverse=True)\n return [move for move, _ in prioritized_moves]\n\ndef chess_bot(obs):\n \"\"\"Dynamic chess bot with prioritization.\"\"\"\n fen = obs['board']\n game = Game(fen)\n moves = list(game.get_moves())\n\n if not moves:\n return None\n\n board = fen_to_board(fen)\n phase = determine_game_phase(board)\n debug(f\"Game phase: {phase}\")\n\n prioritized_moves = prioritize_moves(game, moves, phase, board)\n best_move = prioritized_moves[0] if prioritized_moves else random.choice(moves)\n debug(f\"Best move: {best_move}\")\n return best_move\n","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-11-21T20:33:44.842978Z","iopub.execute_input":"2024-11-21T20:33:44.843318Z","iopub.status.idle":"2024-11-21T20:33:44.857239Z","shell.execute_reply.started":"2024-11-21T20:33:44.843278Z","shell.execute_reply":"2024-11-21T20:33:44.856074Z"}},"outputs":[],"execution_count":null},{"cell_type":"code","source":"%%writefile main.py\nfrom Chessnut import Game\nimport random\nimport logging\n\n# Configure Debugging and Logging\nDEBUG = True\nlogging.basicConfig(level=logging.DEBUG if DEBUG else logging.INFO, format='%(asctime)s - %(levelname)s - %(message)s')\n\ndef debug(message):\n \"\"\"Utility function for debugging.\"\"\"\n if DEBUG:\n logging.debug(message)\n\n# Constants\nPIECE_VALUES = {\n \"p\": 1, \"n\": 3, \"b\": 3, \"r\": 5, \"q\": 9, \"k\": 0,\n \"P\": -1, \"N\": -3, \"B\": -3, \"R\": -5, \"Q\": -9, \"K\": 0\n}\nCENTER_SQUARES = {\"d4\", \"d5\", \"e4\", \"e5\"}\nKING_ACTIVITY_SQUARES = {\"c4\", \"c5\", \"d3\", \"d6\", \"e3\", \"e6\", \"f4\", \"f5\"}\n\n# Move history to reduce repetitive moves\nMOVE_HISTORY = {}\n\n# Define weights for move prioritization\nWEIGHTS = {\n \"central_control\": 3,\n \"captures\": 8,\n \"checks\": 12,\n \"defense\": 7,\n \"aggression\": 10,\n \"coordination\": 15,\n}\n\ndef apply_decay(move):\n \"\"\"Apply a decay factor to repetitive moves.\"\"\"\n if move in MOVE_HISTORY:\n MOVE_HISTORY[move] += 1\n else:\n MOVE_HISTORY[move] = 1\n return max(0, 10 - MOVE_HISTORY[move]) # Penalize repetitive moves\n\ndef fen_to_board(fen):\n \"\"\"Convert FEN string to a board representation.\"\"\"\n rows = fen.split()[0].split(\"/\")\n board = {}\n for rank_idx, row in enumerate(rows):\n file_idx = 0\n for char in row:\n if char.isdigit():\n file_idx += int(char)\n else:\n square = f\"{chr(file_idx + ord('a'))}{8 - rank_idx}\"\n board[square] = char\n file_idx += 1\n return board\n\ndef evaluate_opponent_moves(game, moves):\n \"\"\"Evaluate opponent's responses to each move.\"\"\"\n opponent_moves = []\n for move in moves:\n g = Game(game.get_fen())\n g.apply_move(move)\n opponent_moves.extend(list(g.get_moves()))\n return set(opponent_moves)\n\n\n\ndef endgame_prioritization(board, moves, player):\n \"\"\"Refine moves to corner the opponent king in the endgame.\"\"\"\n prioritized_moves = []\n king_square = [sq for sq, piece in board.items() if piece.lower() == \"k\" and piece.isupper() != (player == \"w\")]\n\n for move in moves:\n end_square = move[2:4]\n\n # Target the opponent king directly\n if end_square in king_square:\n prioritized_moves.append((move, WEIGHTS[\"checks\"] + 20))\n continue\n\n # Moves that restrict the opponent king's movement\n g = Game(board)\n g.apply_move(move)\n new_king_moves = list(g.get_moves())\n restricted_squares = len(king_square) - len(new_king_moves)\n\n score = WEIGHTS[\"coordination\"] + restricted_squares\n prioritized_moves.append((move, score))\n\n # Sort by priority\n prioritized_moves.sort(key=lambda x: x[1], reverse=True)\n return [move for move, _ in prioritized_moves]\n \ndef prioritize_moves(game, moves, phase, board):\n \"\"\"Prioritize moves dynamically based on game phase and opponent evaluation.\"\"\"\n prioritized_moves = []\n player = \"w\" if game.get_fen().split()[1] == \"w\" else \"b\"\n\n for move in moves:\n start_square = move[:2]\n end_square = move[2:4]\n piece = board.get(start_square, \" \")\n target_piece = board.get(end_square, \" \")\n\n # Checkmate moves\n g = Game(game.get_fen())\n g.apply_move(move)\n if g.status == Game.CHECKMATE:\n debug(f\"Checkmate move: {move}\")\n return [move]\n\n # Captures\n if target_piece != \" \":\n score = WEIGHTS[\"captures\"] + PIECE_VALUES.get(target_piece.lower(), 0)\n prioritized_moves.append((move, score))\n continue\n\n # Central control\n if end_square in CENTER_SQUARES:\n score = WEIGHTS[\"central_control\"]\n prioritized_moves.append((move, score))\n continue\n\n # Checks and Threats\n g = Game(game.get_fen())\n g.apply_move(move)\n if g.status == Game.CHECK:\n score = WEIGHTS[\"checks\"]\n prioritized_moves.append((move, score))\n continue\n\n # Endgame: King Coordination\n if phase == \"endgame\":\n if piece.lower() in {\"q\", \"r\", \"b\"}: # Aggressive long-range pieces\n score = WEIGHTS[\"coordination\"] + apply_decay(move)\n endgame_prioritization.append((move, score))\n continue\n\n # Default moves with decay\n score = apply_decay(move)\n prioritized_moves.append((move, score))\n\n # Sort moves by priority\n prioritized_moves.sort(key=lambda x: x[1], reverse=True)\n return [move for move, _ in prioritized_moves]\n\ndef chess_bot(obs):\n \"\"\"Dynamic chess bot with prioritization and strategy.\"\"\"\n fen = obs['board']\n game = Game(fen)\n moves = list(game.get_moves())\n\n if not moves:\n return None\n\n board = fen_to_board(fen)\n phase = \"endgame\" if len(moves) < 20 else \"midgame\"\n debug(f\"Game phase: {phase}\")\n\n opponent_moves = evaluate_opponent_moves(game, moves)\n debug(f\"Evaluating opponent moves: {len(opponent_moves)} possibilities\")\n\n prioritized_moves = prioritize_moves(game, moves, phase, board)\n best_move = prioritized_moves[0] if prioritized_moves else random.choice(moves)\n debug(f\"Best move: {best_move}\")\n return best_move\n\n# Test the bot\nif __name__ == \"__main__\":\n from kaggle_environments import make\n\n env = make(\"chess\", debug=True)\n\n result = env.run([\"main.py\", \"random\"])\n print(\"Agent exit status/reward/time left: \")\n for agent in result[-1]:\n print(\"\\t\", agent.status, \"/\", agent.reward, \"/\", agent.observation.remainingOverageTime)\n env.render(mode=\"ipython\", width=1000, height=1000)\n","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-11-21T20:33:45.495699Z","iopub.execute_input":"2024-11-21T20:33:45.496041Z","iopub.status.idle":"2024-11-21T20:33:45.504545Z","shell.execute_reply.started":"2024-11-21T20:33:45.496009Z","shell.execute_reply":"2024-11-21T20:33:45.503578Z"}},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"### Testing your agent\n\nNow let's see how your agent does againt the random agent!","metadata":{}},{"cell_type":"code","source":"result = env.run([\"main.py\", \"random\"])\nprint(\"Agent exit status/reward/time left: \")\n# look at the generated replay.json and print out the agent info\nfor agent in result[-1]:\n print(\"\\t\", agent.status, \"/\", agent.reward, \"/\", agent.observation.remainingOverageTime)\nprint(\"\\n\")\n# render the game\nenv.render(mode=\"ipython\", width=1000, height=1000) ","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-11-21T20:33:44.876302Z","iopub.execute_input":"2024-11-21T20:33:44.876623Z","iopub.status.idle":"2024-11-21T20:33:45.493878Z","shell.execute_reply.started":"2024-11-21T20:33:44.876587Z","shell.execute_reply":"2024-11-21T20:33:45.492871Z"}},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"# To Submit:\n1. Download (or save) main.py\n2. Go to the [submissions page](https://www.kaggle.com/competitions/fide-google-efficiency-chess-ai-challenge/submissions) and click \"Submit Agent\"\n3. Upload main.py\n4. Press Submit!\n\nNow doubt you are already thinking of ways this bot could be improved! Go ahead and fork this notebook and get started! β™ŸοΈ","metadata":{}},{"cell_type":"markdown","source":"# Submitting Multiple files \n### (or compressing your main.py)\n\nSet up your directory structure like this:\n```\nkaggle_submissions/\n main.py\n \n```\n\nYou can run `tar -czf submission.tar.gz -C kaggle_submissions .` and upload `submission.tar.gz`","metadata":{}}]} \ No newline at end of file diff --git a/models/AGN/AGN_Diabetes.ipynb b/models/AGN/AGN_Diabetes.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..f75d7065b7d1b28628a39c0797ffa0bf58865d0c --- /dev/null +++ b/models/AGN/AGN_Diabetes.ipynb @@ -0,0 +1 @@ +{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.10.14","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"},"kaggle":{"accelerator":"none","dataSources":[{"sourceId":4289678,"sourceType":"datasetVersion","datasetId":2527538}],"dockerImageVersionId":30786,"isInternetEnabled":true,"language":"python","sourceType":"notebook","isGpuEnabled":false}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"code","source":"# This Python 3 environment comes with many helpful analytics libraries installed\n# It is defined by the kaggle/python Docker image: https://github.com/kaggle/docker-python\n# For example, here's several helpful packages to load\n\nimport numpy as np # linear algebra\nimport pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n\n# Input data files are available in the read-only \"../input/\" directory\n# For example, running this (by clicking run or pressing Shift+Enter) will list all files under the input directory\n\nimport os\nfor dirname, _, filenames in os.walk('/kaggle/input'):\n for filename in filenames:\n print(os.path.join(dirname, filename))\n\n# You can write up to 20GB to the current directory (/kaggle/working/) that gets preserved as output when you create a version using \"Save & Run All\" \n# You can also write temporary files to /kaggle/temp/, but they won't be saved outside of the current session","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","trusted":true,"execution":{"iopub.status.busy":"2024-11-03T13:38:24.170309Z","iopub.execute_input":"2024-11-03T13:38:24.170800Z","iopub.status.idle":"2024-11-03T13:38:24.182787Z","shell.execute_reply.started":"2024-11-03T13:38:24.170755Z","shell.execute_reply":"2024-11-03T13:38:24.181615Z"},"jupyter":{"source_hidden":true}},"outputs":[{"name":"stdout","text":"/kaggle/input/diabetes-dataset/diabetes.csv\n/kaggle/input/agn/pytorch/default/1/quananalysis-with-agns-diabetes-patient-outcome.ipynb\n/kaggle/input/agn/pytorch/default/1/qa-with-agns-cardiovascular-risk.py\n/kaggle/input/agn/pytorch/default/1/qa-with-agns-arrhythmia-detection-and-analysis.ipynb\n","output_type":"stream"}],"execution_count":23},{"cell_type":"code","source":"# Step 1: Load the necessary libraries\nimport pandas as pd\nimport numpy as np\nimport matplotlib.pyplot as plt\nimport seaborn as sns\n\n# Load the dataset (replace 'diabetes.csv' with the correct path)\ndf = pd.read_csv('/kaggle/input/diabetes-dataset/diabetes.csv')\n\n# Display the first few rows of the dataset\ndf.head()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-11-03T13:38:24.185427Z","iopub.execute_input":"2024-11-03T13:38:24.186024Z","iopub.status.idle":"2024-11-03T13:38:24.206506Z","shell.execute_reply.started":"2024-11-03T13:38:24.185970Z","shell.execute_reply":"2024-11-03T13:38:24.205409Z"},"jupyter":{"source_hidden":true}},"outputs":[{"execution_count":24,"output_type":"execute_result","data":{"text/plain":" Pregnancies Glucose BloodPressure SkinThickness Insulin BMI \\\n0 6 148 72 35 0 33.6 \n1 1 85 66 29 0 26.6 \n2 8 183 64 0 0 23.3 \n3 1 89 66 23 94 28.1 \n4 0 137 40 35 168 43.1 \n\n DiabetesPedigreeFunction Age Outcome \n0 0.627 50 1 \n1 0.351 31 0 \n2 0.672 32 1 \n3 0.167 21 0 \n4 2.288 33 1 ","text/html":"
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
PregnanciesGlucoseBloodPressureSkinThicknessInsulinBMIDiabetesPedigreeFunctionAgeOutcome
061487235033.60.627501
11856629026.60.351310
28183640023.30.672321
318966239428.10.167210
40137403516843.12.288331
\n
"},"metadata":{}}],"execution_count":24},{"cell_type":"code","source":"# Display basic statistics\ndf.describe()\n\n# Check for missing values\ndf.isnull().sum()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-11-03T13:38:24.208170Z","iopub.execute_input":"2024-11-03T13:38:24.208664Z","iopub.status.idle":"2024-11-03T13:38:24.238888Z","shell.execute_reply.started":"2024-11-03T13:38:24.208611Z","shell.execute_reply":"2024-11-03T13:38:24.237768Z"},"jupyter":{"source_hidden":true}},"outputs":[{"execution_count":25,"output_type":"execute_result","data":{"text/plain":"Pregnancies 0\nGlucose 0\nBloodPressure 0\nSkinThickness 0\nInsulin 0\nBMI 0\nDiabetesPedigreeFunction 0\nAge 0\nOutcome 0\ndtype: int64"},"metadata":{}}],"execution_count":25},{"cell_type":"code","source":"from sklearn.preprocessing import StandardScaler\n\n# Scale numerical features\nscaler = StandardScaler()\nscaled_features = scaler.fit_transform(df.drop('Outcome', axis=1))\n\n# Create a new DataFrame with scaled features\nscaled_df = pd.DataFrame(scaled_features, columns=df.columns[:-1])\nscaled_df['Outcome'] = df['Outcome']","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-11-03T13:38:24.240363Z","iopub.execute_input":"2024-11-03T13:38:24.240851Z","iopub.status.idle":"2024-11-03T13:38:24.254058Z","shell.execute_reply.started":"2024-11-03T13:38:24.240788Z","shell.execute_reply":"2024-11-03T13:38:24.252982Z"},"jupyter":{"source_hidden":true}},"outputs":[],"execution_count":26},{"cell_type":"code","source":"import networkx as nx\n\n# Step 3: Initialize the graph\nG = nx.Graph()\n\n# Add nodes for each feature in the dataset\nfor col in scaled_df.columns[:-1]:\n G.add_node(col, attr_dict={'type': 'feature'})\n\n# Add edges based on assumed relationships (this is just a placeholder for illustrative purposes)\nrelationships = [\n ('Glucose', 'Insulin'), \n ('BMI', 'Glucose'),\n ('Age', 'Pregnancies'),\n ('BloodPressure', 'BMI'),\n ('DiabetesPedigreeFunction', 'Outcome'),\n # Add more edges based on assumptions or insights\n]\n\n# Create edges in the graph\nG.add_edges_from(relationships)\n\n# Visualize the graph structure\nplt.figure(figsize=(10, 7))\nnx.draw(G, with_labels=True, node_color='skyblue', node_size=2000, font_size=12, font_weight='bold', edge_color='gray')\nplt.title(\"AGN Structure for Diabetes Dataset\")\nplt.show()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-11-03T13:38:24.256527Z","iopub.execute_input":"2024-11-03T13:38:24.256989Z","iopub.status.idle":"2024-11-03T13:38:24.519549Z","shell.execute_reply.started":"2024-11-03T13:38:24.256947Z","shell.execute_reply":"2024-11-03T13:38:24.518451Z"},"jupyter":{"source_hidden":true}},"outputs":[{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}}],"execution_count":27},{"cell_type":"code","source":"# Example: Find all paths from 'Glucose' to 'Outcome'\nfor path in nx.all_simple_paths(G, source='Glucose', target='Outcome'):\n print(\"Path:\", path)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-11-03T13:38:24.520954Z","iopub.execute_input":"2024-11-03T13:38:24.521318Z","iopub.status.idle":"2024-11-03T13:38:24.527714Z","shell.execute_reply.started":"2024-11-03T13:38:24.521279Z","shell.execute_reply":"2024-11-03T13:38:24.526438Z"},"jupyter":{"source_hidden":true}},"outputs":[],"execution_count":28},{"cell_type":"code","source":"# Calculate and visualize node centrality\ncentrality = nx.degree_centrality(G)\nplt.figure(figsize=(10, 6))\nplt.bar(centrality.keys(), centrality.values(), color='teal')\nplt.xlabel(\"Feature\")\nplt.ylabel(\"Centrality\")\nplt.title(\"Node Centrality in AGN\")\nplt.show()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-11-03T13:38:24.529085Z","iopub.execute_input":"2024-11-03T13:38:24.529553Z","iopub.status.idle":"2024-11-03T13:38:24.781950Z","shell.execute_reply.started":"2024-11-03T13:38:24.529507Z","shell.execute_reply":"2024-11-03T13:38:24.780736Z"},"jupyter":{"source_hidden":true}},"outputs":[{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}}],"execution_count":29},{"cell_type":"code","source":"from sklearn.model_selection import train_test_split\nfrom sklearn.ensemble import RandomForestClassifier\nfrom sklearn.metrics import classification_report, accuracy_score\n\n# Define X and y for model training\nX = scaled_df.drop('Outcome', axis=1)\ny = scaled_df['Outcome']\n\n# Split into training and testing sets\nX_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n\n# Initialize and train a Random Forest Classifier\nmodel = RandomForestClassifier(random_state=42)\nmodel.fit(X_train, y_train)\n\n# Make predictions and evaluate the model\ny_pred = model.predict(X_test)\nprint(\"Accuracy:\", accuracy_score(y_test, y_pred))\nprint(\"Classification Report:\\n\", classification_report(y_test, y_pred))","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-11-03T13:38:24.783831Z","iopub.execute_input":"2024-11-03T13:38:24.784313Z","iopub.status.idle":"2024-11-03T13:38:25.102587Z","shell.execute_reply.started":"2024-11-03T13:38:24.784257Z","shell.execute_reply":"2024-11-03T13:38:25.101469Z"},"jupyter":{"source_hidden":true}},"outputs":[{"name":"stdout","text":"Accuracy: 0.7272727272727273\nClassification Report:\n precision recall f1-score support\n\n 0 0.79 0.79 0.79 99\n 1 0.62 0.62 0.62 55\n\n accuracy 0.73 154\n macro avg 0.70 0.70 0.70 154\nweighted avg 0.73 0.73 0.73 154\n\n","output_type":"stream"}],"execution_count":30},{"cell_type":"code","source":"# Feature importance visualization\nimportances = model.feature_importances_\nindices = np.argsort(importances)[::-1]\nfeatures = X.columns\n\nplt.figure(figsize=(10, 6))\nplt.bar(features[indices], importances[indices], color='purple')\nplt.xlabel(\"Feature\")\nplt.ylabel(\"Importance\")\nplt.title(\"Feature Importance in Diabetes Prediction Model\")\nplt.show()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-11-03T13:38:25.107017Z","iopub.execute_input":"2024-11-03T13:38:25.107458Z","iopub.status.idle":"2024-11-03T13:38:25.414987Z","shell.execute_reply.started":"2024-11-03T13:38:25.107419Z","shell.execute_reply":"2024-11-03T13:38:25.413837Z"},"jupyter":{"source_hidden":true}},"outputs":[{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}}],"execution_count":31},{"cell_type":"code","source":"# Calculate correlations between features\ncorrelations = scaled_df.corr()\n\n# Define a threshold for significant correlations\ncorrelation_threshold = 0.3\n\n# Create AGN relationships based on significant correlations\ndynamic_relationships = [\n (col1, col2) for col1 in correlations.columns for col2 in correlations.columns\n if col1 != col2 and abs(correlations.loc[col1, col2]) > correlation_threshold\n]\n\n# Initialize and visualize the AGN with dynamic relationships\nG_dynamic = nx.Graph()\nfor col in scaled_df.columns[:-1]:\n G_dynamic.add_node(col, type='feature')\n\n# Add edges based on data-driven relationships\nG_dynamic.add_edges_from(dynamic_relationships)\n\n# Plot the dynamic AGN Structure\nplt.figure(figsize=(10, 7))\nnx.draw(G_dynamic, with_labels=True, node_color='lightgreen', node_size=2000, font_size=12, font_weight='bold', edge_color='darkgray')\nplt.title(\"Data-Driven AGN Structure for Diabetes Dataset\")\nplt.show()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-11-03T13:38:25.416506Z","iopub.execute_input":"2024-11-03T13:38:25.416984Z","iopub.status.idle":"2024-11-03T13:38:25.730435Z","shell.execute_reply.started":"2024-11-03T13:38:25.416930Z","shell.execute_reply":"2024-11-03T13:38:25.729337Z"},"jupyter":{"source_hidden":true}},"outputs":[{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}}],"execution_count":32},{"cell_type":"code","source":"# Generate synthetic features based on the AGN structure\nfor col1, col2 in dynamic_relationships:\n feature_name = f\"{col1}_{col2}_interaction\"\n scaled_df[feature_name] = scaled_df[col1] * scaled_df[col2]","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-11-03T13:38:25.731990Z","iopub.execute_input":"2024-11-03T13:38:25.732361Z","iopub.status.idle":"2024-11-03T13:38:25.745478Z","shell.execute_reply.started":"2024-11-03T13:38:25.732321Z","shell.execute_reply":"2024-11-03T13:38:25.744312Z"},"jupyter":{"source_hidden":true}},"outputs":[],"execution_count":33},{"cell_type":"code","source":"# Update X with new AGN-inspired features\nX_agn_enhanced = scaled_df.drop('Outcome', axis=1)\nX_train_agn_enhanced, X_test_agn_enhanced, y_train_agn_enhanced, y_test_agn_enhanced = train_test_split(X_agn_enhanced, y, test_size=0.2, random_state=42)\n\n# Initialize and train Random Forest with AGN-enhanced features\nagn_enhanced_model = RandomForestClassifier(random_state=42)\nagn_enhanced_model.fit(X_train_agn_enhanced, y_train_agn_enhanced)\n\n# Make predictions and evaluate the model\ny_pred_agn_enhanced = agn_enhanced_model.predict(X_test_agn_enhanced)\nagn_enhanced_accuracy = accuracy_score(y_test_agn_enhanced, y_pred_agn_enhanced)\nprint(\"AGN-Enhanced Model Accuracy:\", agn_enhanced_accuracy)\nprint(\"AGN-Enhanced Model Classification Report:\\n\", classification_report(y_test_agn_enhanced, y_pred_agn_enhanced))","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-11-03T13:38:25.747116Z","iopub.execute_input":"2024-11-03T13:38:25.747486Z","iopub.status.idle":"2024-11-03T13:38:26.055263Z","shell.execute_reply.started":"2024-11-03T13:38:25.747446Z","shell.execute_reply":"2024-11-03T13:38:26.054080Z"}},"outputs":[{"name":"stdout","text":"AGN-Enhanced Model Accuracy: 0.987012987012987\nAGN-Enhanced Model Classification Report:\n precision recall f1-score support\n\n 0 0.98 1.00 0.99 99\n 1 1.00 0.96 0.98 55\n\n accuracy 0.99 154\n macro avg 0.99 0.98 0.99 154\nweighted avg 0.99 0.99 0.99 154\n\n","output_type":"stream"}],"execution_count":34},{"cell_type":"code","source":"# Extract feature importances from the AGN-enhanced model\nimportances = agn_enhanced_model.feature_importances_\nindices = np.argsort(importances)[::-1]\nfeatures = X_agn_enhanced.columns\n\n# Visualize feature importance\nplt.figure(figsize=(12, 8))\nplt.bar(features[indices][:10], importances[indices][:10], color='teal') # Display top 10 features for simplicity\nplt.xlabel(\"Feature\")\nplt.ylabel(\"Importance\")\nplt.title(\"Top 10 Feature Importances in AGN-Enhanced Model\")\nplt.xticks(rotation=45)\nplt.show()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-11-03T13:38:26.056632Z","iopub.execute_input":"2024-11-03T13:38:26.057106Z","iopub.status.idle":"2024-11-03T13:38:26.453322Z","shell.execute_reply.started":"2024-11-03T13:38:26.057063Z","shell.execute_reply":"2024-11-03T13:38:26.452210Z"},"jupyter":{"source_hidden":true}},"outputs":[{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}}],"execution_count":35},{"cell_type":"code","source":"import seaborn as sns\n\n# Plot correlation heatmap\nplt.figure(figsize=(10, 8))\nsns.heatmap(correlations, annot=True, cmap='coolwarm', center=0, linewidths=0.5, fmt=\".2f\")\nplt.title(\"Correlation Heatmap of Diabetes Dataset Features\")\nplt.show()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-11-03T13:38:26.454596Z","iopub.execute_input":"2024-11-03T13:38:26.454969Z","iopub.status.idle":"2024-11-03T13:38:27.030130Z","shell.execute_reply.started":"2024-11-03T13:38:26.454929Z","shell.execute_reply":"2024-11-03T13:38:27.028851Z"},"jupyter":{"source_hidden":true}},"outputs":[{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}}],"execution_count":36},{"cell_type":"code","source":"# Plot the dynamically inferred AGN structure\nplt.figure(figsize=(12, 10))\npos = nx.spring_layout(G_dynamic, seed=42) # Positioning for better visualization\n\n# Draw nodes and edges with customized aesthetics\nnx.draw_networkx_nodes(G_dynamic, pos, node_color='skyblue', node_size=2000, edgecolors='black')\nnx.draw_networkx_edges(G_dynamic, pos, width=2, edge_color='gray')\nnx.draw_networkx_labels(G_dynamic, pos, font_size=12, font_weight='bold')\n\n# Set plot title and display\nplt.title(\"Data-Driven AGN Structure for Diabetes Dataset\")\nplt.show()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-11-03T13:38:27.031814Z","iopub.execute_input":"2024-11-03T13:38:27.032270Z","iopub.status.idle":"2024-11-03T13:38:27.358213Z","shell.execute_reply.started":"2024-11-03T13:38:27.032219Z","shell.execute_reply":"2024-11-03T13:38:27.357093Z"},"jupyter":{"source_hidden":true}},"outputs":[{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}}],"execution_count":37},{"cell_type":"code","source":"# Define pairs of features to plot based on AGN relationships\nfeature_pairs = [('Glucose', 'Insulin'), ('BMI', 'BloodPressure'), ('Age', 'Pregnancies')]\n\n# Plot each feature pair with color coding for diabetes outcome\nfor x_feature, y_feature in feature_pairs:\n plt.figure(figsize=(8, 6))\n sns.scatterplot(x=x_feature, y=y_feature, hue='Outcome', data=scaled_df, palette='viridis', s=100)\n plt.title(f\"Interaction Plot: {x_feature} vs {y_feature}\")\n plt.xlabel(x_feature)\n plt.ylabel(y_feature)\n plt.legend(title=\"Diabetes Outcome\", loc=\"upper right\")\n plt.show()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-11-03T13:38:27.359947Z","iopub.execute_input":"2024-11-03T13:38:27.360319Z","iopub.status.idle":"2024-11-03T13:38:28.541994Z","shell.execute_reply.started":"2024-11-03T13:38:27.360279Z","shell.execute_reply":"2024-11-03T13:38:28.540760Z"},"jupyter":{"source_hidden":true}},"outputs":[{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}}],"execution_count":38},{"cell_type":"markdown","source":"## Step 1: Detailed Interaction Analysis\n\nIn this step, we’ll focus on key feature pairs to understand how their interactions affect diabetes outcomes. This will involve generating interaction plots to visualize these relationships.\n\nLet’s start by generating interaction plots for:\n\n\tβ€’\tGlucose vs. Insulin\n\tβ€’\tBMI vs. Blood Pressure\n\tβ€’\tAge vs. Pregnancies\n\nI’ll implement the code and present the results for these pairs.","metadata":{}},{"cell_type":"code","source":"import seaborn as sns\nimport matplotlib.pyplot as plt\n\n# Interaction plot for Glucose vs. Insulin by Outcome\nplt.figure(figsize=(10, 6))\nsns.scatterplot(data=scaled_df, x='Glucose', y='Insulin', hue='Outcome', palette='coolwarm')\nplt.title('Interaction Plot: Glucose vs Insulin')\nplt.legend(title='Diabetes Outcome', labels=['No Diabetes', 'Diabetes'])\nplt.show()\n\n# Interaction plot for BMI vs. BloodPressure by Outcome\nplt.figure(figsize=(10, 6))\nsns.scatterplot(data=scaled_df, x='BMI', y='BloodPressure', hue='Outcome', palette='coolwarm')\nplt.title('Interaction Plot: BMI vs BloodPressure')\nplt.legend(title='Diabetes Outcome', labels=['No Diabetes', 'Diabetes'])\nplt.show()\n\n# Interaction plot for Age vs. Pregnancies by Outcome\nplt.figure(figsize=(10, 6))\nsns.scatterplot(data=scaled_df, x='Age', y='Pregnancies', hue='Outcome', palette='coolwarm')\nplt.title('Interaction Plot: Age vs Pregnancies')\nplt.legend(title='Diabetes Outcome', labels=['No Diabetes', 'Diabetes'])\nplt.show()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-11-03T13:38:28.543589Z","iopub.execute_input":"2024-11-03T13:38:28.544073Z","iopub.status.idle":"2024-11-03T13:38:29.864667Z","shell.execute_reply.started":"2024-11-03T13:38:28.544021Z","shell.execute_reply":"2024-11-03T13:38:29.863497Z"},"jupyter":{"source_hidden":true}},"outputs":[{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}}],"execution_count":39},{"cell_type":"markdown","source":"## Step 2: Feature Dependence with Outcome (Conditional Plots)\n\nNext, we’ll look at conditional dependencies between individual features and the diabetes outcome. We can plot these using density plots or conditional distributions to see how features like BMI and Glucose behave under different Outcome classes.","metadata":{}},{"cell_type":"code","source":"# Conditional distribution for BMI by Outcome\nplt.figure(figsize=(10, 6))\nsns.kdeplot(data=scaled_df[scaled_df['Outcome'] == 0], x='BMI', fill=True, color='blue', label='No Diabetes')\nsns.kdeplot(data=scaled_df[scaled_df['Outcome'] == 1], x='BMI', fill=True, color='red', label='Diabetes')\nplt.title('Conditional Distribution of BMI by Diabetes Outcome')\nplt.legend()\nplt.show()\n\n# Conditional distribution for Glucose by Outcome\nplt.figure(figsize=(10, 6))\nsns.kdeplot(data=scaled_df[scaled_df['Outcome'] == 0], x='Glucose', fill=True, color='blue', label='No Diabetes')\nsns.kdeplot(data=scaled_df[scaled_df['Outcome'] == 1], x='Glucose', fill=True, color='red', label='Diabetes')\nplt.title('Conditional Distribution of Glucose by Diabetes Outcome')\nplt.legend()\nplt.show()\n","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-11-03T13:38:29.878578Z","iopub.execute_input":"2024-11-03T13:38:29.879306Z","iopub.status.idle":"2024-11-03T13:38:30.582665Z","shell.execute_reply.started":"2024-11-03T13:38:29.879251Z","shell.execute_reply":"2024-11-03T13:38:30.581546Z"},"jupyter":{"source_hidden":true}},"outputs":[{"name":"stderr","text":"/opt/conda/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n with pd.option_context('mode.use_inf_as_na', True):\n/opt/conda/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n with pd.option_context('mode.use_inf_as_na', True):\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}},{"name":"stderr","text":"/opt/conda/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n with pd.option_context('mode.use_inf_as_na', True):\n/opt/conda/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n with pd.option_context('mode.use_inf_as_na', True):\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}}],"execution_count":41},{"cell_type":"code","source":"import networkx as nx\nimport matplotlib.pyplot as plt\n\n# Initialize a directed graph for more control over relationships and direction\nG = nx.DiGraph()\n\n# Define nodes for main features\nmain_features = ['Glucose', 'BMI', 'DiabetesPedigreeFunction', 'Outcome', 'Age', 'Pregnancies', 'BloodPressure', 'Insulin', 'SkinThickness']\ninteraction_features = [\n 'Glucose-Insulin Interaction', \n 'BMI-BloodPressure Interaction', \n 'Age-Pregnancies Interaction', \n 'SkinThickness-Insulin Interaction'\n]\n\n# Add main feature nodes\nfor node in main_features:\n G.add_node(node, label=node, type='feature')\n\n# Add interaction nodes\nfor node in interaction_features:\n G.add_node(node, label=node, type='interaction')\n\n# Define edges with weights to indicate relationship strength\nedges = [\n ('Glucose', 'Outcome', 0.9), \n ('BMI', 'Outcome', 0.85),\n ('DiabetesPedigreeFunction', 'Outcome', 0.75),\n\n # Demographic relationships\n ('Age', 'Pregnancies', 0.6), \n\n # Physiological relationships\n ('BloodPressure', 'BMI', 0.7), \n ('Glucose', 'Insulin', 0.8),\n ('SkinThickness', 'Insulin', 0.5),\n\n # Interaction relationships\n ('Glucose', 'Glucose-Insulin Interaction', 0.85),\n ('Insulin', 'Glucose-Insulin Interaction', 0.85),\n ('BMI', 'BMI-BloodPressure Interaction', 0.7),\n ('BloodPressure', 'BMI-BloodPressure Interaction', 0.7),\n ('Age', 'Age-Pregnancies Interaction', 0.6),\n ('Pregnancies', 'Age-Pregnancies Interaction', 0.6),\n ('SkinThickness', 'SkinThickness-Insulin Interaction', 0.5),\n ('Insulin', 'SkinThickness-Insulin Interaction', 0.5)\n]\n\n# Add edges with weights to the graph\nfor source, target, weight in edges:\n G.add_edge(source, target, weight=weight)\n\n# Draw the enhanced relationship graph with added depth\nplt.figure(figsize=(12, 8))\npos = nx.spring_layout(G, seed=42)\n\n# Draw nodes with color-coding for features and interactions\nnode_colors = ['skyblue' if G.nodes[node]['type'] == 'feature' else 'lightcoral' for node in G.nodes]\nnx.draw_networkx_nodes(G, pos, node_color=node_colors, node_size=2000)\nnx.draw_networkx_labels(G, pos, font_size=10, font_weight='bold')\n\n# Draw edges with weights\nnx.draw_networkx_edges(G, pos, width=[2 * G[u][v]['weight'] for u, v in G.edges], edge_color='gray')\nnx.draw_networkx_edge_labels(G, pos, edge_labels={(u, v): f\"{G[u][v]['weight']:.2f}\" for u, v in G.edges}, font_size=8)\n\nplt.title(\"Detailed AGN Relationship Graph with Depth for Diabetes Dataset\")\nplt.show()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-11-03T13:38:30.588000Z","iopub.execute_input":"2024-11-03T13:38:30.588381Z","iopub.status.idle":"2024-11-03T13:38:31.310060Z","shell.execute_reply.started":"2024-11-03T13:38:30.588329Z","shell.execute_reply":"2024-11-03T13:38:31.308898Z"},"jupyter":{"source_hidden":true}},"outputs":[{"output_type":"display_data","data":{"text/plain":"
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\ No newline at end of file diff --git a/models/CUBE4D/Cube4D-RGB.ipynb b/models/CUBE4D/Cube4D-RGB.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..8720ba4893abe7257824bd04e640dad343129888 --- /dev/null +++ b/models/CUBE4D/Cube4D-RGB.ipynb @@ -0,0 +1,271 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "a7539c22", + "metadata": { + "_cell_guid": "b1076dfc-b9ad-4769-8c92-a6c4dae69d19", + "_uuid": "8f2839f25d086af736a60e9eeb907d3b93b6e0e5", + "execution": { + "iopub.execute_input": "2024-11-17T05:58:54.410649Z", + "iopub.status.busy": "2024-11-17T05:58:54.410173Z", + "iopub.status.idle": "2024-11-17T05:58:55.495726Z", + "shell.execute_reply": "2024-11-17T05:58:55.494342Z" + }, + "papermill": { + "duration": 1.093188, + "end_time": "2024-11-17T05:58:55.498784", + "exception": false, + "start_time": "2024-11-17T05:58:54.405596", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "# This Python 3 environment comes with many helpful analytics libraries installed\n", + "# It is defined by the kaggle/python Docker image: https://github.com/kaggle/docker-python\n", + "# For example, here's several helpful packages to load\n", + "\n", + "import numpy as np # linear algebra\n", + "import pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n", + "\n", + "# Input data files are available in the read-only \"../input/\" directory\n", + "# For example, running this (by clicking run or pressing Shift+Enter) will list all files under the input directory\n", + "\n", + "import os\n", + "for dirname, _, filenames in os.walk('/kaggle/input'):\n", + " for filename in filenames:\n", + " print(os.path.join(dirname, filename))\n", + "\n", + "# You can write up to 20GB to the current directory (/kaggle/working/) that gets preserved as output when you create a version using \"Save & Run All\" \n", + "# You can also write temporary files to /kaggle/temp/, but they won't be saved outside of the current session" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "ad0cc7db", + "metadata": { + "execution": { + "iopub.execute_input": "2024-11-17T05:58:55.505703Z", + "iopub.status.busy": "2024-11-17T05:58:55.505111Z", + "iopub.status.idle": "2024-11-17T05:58:56.224081Z", + "shell.execute_reply": "2024-11-17T05:58:56.222818Z" + }, + "papermill": { + "duration": 0.725574, + "end_time": "2024-11-17T05:58:56.226902", + "exception": false, + "start_time": "2024-11-17T05:58:55.501328", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "text/html": [ + " \n", + " " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Import necessary libraries\n", + "import numpy as np\n", + "import plotly.graph_objects as go\n", + "import logging\n", + "import random\n", + "\n", + "# Setup logging\n", + "logging.basicConfig(level=logging.INFO, format=\"%(asctime)s - %(message)s\")\n", + "logger = logging.getLogger()\n", + "\n", + "# Step 1: Initialize the Boolean Matrix (Cube)\n", + "def create_rgb_cube(size=20):\n", + " \"\"\"\n", + " Create a 3D Boolean matrix to represent the RGB cube.\n", + " Each cell corresponds to an RGB combination.\n", + " \"\"\"\n", + " logger.info(f\"Initializing RGB cube of size {size}x{size}x{size}.\")\n", + " return np.zeros((size, size, size), dtype=bool)\n", + "\n", + "# Step 2: Activate random cells for testing\n", + "def activate_random_cells(cube, num_cells=5000):\n", + " \"\"\"\n", + " Randomly activate a specified number of cells in the cube.\n", + " \"\"\"\n", + " logger.info(f\"Activating {num_cells} random cells.\")\n", + " size = cube.shape[0]\n", + " for _ in range(num_cells):\n", + " x, y, z = random.randint(0, size - 1), random.randint(0, size - 1), random.randint(0, size - 1)\n", + " cube[x, y, z] = True\n", + " logger.debug(f\"Activated cell at ({x}, {y}, {z}).\")\n", + "\n", + "# Step 3: Visualize the Cube\n", + "def visualize_rgb_cube(cube):\n", + " \"\"\"\n", + " Visualize the RGB cube using Plotly.\n", + " \"\"\"\n", + " logger.info(\"Preparing RGB cube visualization.\")\n", + " \n", + " # Extract active cell coordinates\n", + " x, y, z = np.where(cube)\n", + " size = cube.shape[0]\n", + " \n", + " # Map coordinates to RGB colors\n", + " colors = [f\"rgb({int(255 * xi / size)}, {int(255 * yi / size)}, {int(255 * zi / size)})\"\n", + " for xi, yi, zi in zip(x, y, z)]\n", + " \n", + " # Create scatter plot\n", + " fig = go.Figure(data=[go.Scatter3d(\n", + " x=x, y=y, z=z,\n", + " mode='markers',\n", + " marker=dict(size=5, color=colors, opacity=0.8),\n", + " )])\n", + " fig.update_layout(\n", + " title=\"3D RGB Cube Visualization\",\n", + " scene=dict(\n", + " xaxis_title=\"Red Intensity\",\n", + " yaxis_title=\"Green Intensity\",\n", + " zaxis_title=\"Blue Intensity\",\n", + " )\n", + " )\n", + " fig.show()\n", + "\n", + "# Step 4: Update Cube with State Changes\n", + "def update_cube_state(cube, x, y, z, state=True):\n", + " \"\"\"\n", + " Update the state of a specific cell in the cube.\n", + " \"\"\"\n", + " try:\n", + " cube[x, y, z] = state\n", + " logger.info(f\"Cell at ({x}, {y}, {z}) set to {'Active' if state else 'Inactive'}.\")\n", + " except IndexError as e:\n", + " logger.error(f\"Failed to update cell at ({x}, {y}, {z}): {e}\")\n", + "\n", + "# Step 5: Debugging Example\n", + "def debug_matrix(cube):\n", + " \"\"\"\n", + " Print a summary of the matrix for debugging.\n", + " \"\"\"\n", + " active_cells = np.sum(cube)\n", + " logger.info(f\"Cube Summary: {active_cells} active cells.\")\n", + " return active_cells\n", + "\n", + "# Main Workflow\n", + "if __name__ == \"__main__\":\n", + " # Initialize the cube\n", + " size = 100\n", + " rgb_cube = create_rgb_cube(size)\n", + "\n", + " # Activate random cells\n", + " activate_random_cells(rgb_cube, num_cells=1000)\n", + "\n", + " # Debug and log the state of the matrix\n", + " debug_matrix(rgb_cube)\n", + "\n", + " # Update specific cells\n", + " update_cube_state(rgb_cube, 5, 10, 15, state=True)\n", + " update_cube_state(rgb_cube, 10, 10, 10, state=False)\n", + "\n", + " # Visualize the RGB cube\n", + " visualize_rgb_cube(rgb_cube)" + ] + } + ], + "metadata": { + "kaggle": { + "accelerator": "none", + "dataSources": [], + "dockerImageVersionId": 30786, + "isGpuEnabled": false, + "isInternetEnabled": true, + "language": "python", + "sourceType": "notebook" + }, + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.14" + }, + "papermill": { + "default_parameters": {}, + "duration": 5.683453, + "end_time": "2024-11-17T05:58:56.752401", + "environment_variables": {}, + "exception": null, + "input_path": "__notebook__.ipynb", + "output_path": "__notebook__.ipynb", + "parameters": {}, + "start_time": "2024-11-17T05:58:51.068948", + "version": "2.6.0" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/models/CUBE4D/Cube4D.ipynb b/models/CUBE4D/Cube4D.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..a1b57bbcef23f14bc00c91e7c7e53039890b26fa --- /dev/null +++ b/models/CUBE4D/Cube4D.ipynb @@ -0,0 +1,395 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "a254e669", + "metadata": { + "_cell_guid": "b1076dfc-b9ad-4769-8c92-a6c4dae69d19", + "_uuid": "8f2839f25d086af736a60e9eeb907d3b93b6e0e5", + "execution": { + "iopub.execute_input": "2024-11-13T11:23:04.851843Z", + "iopub.status.busy": "2024-11-13T11:23:04.851281Z", + "iopub.status.idle": "2024-11-13T11:23:05.726892Z", + "shell.execute_reply": "2024-11-13T11:23:05.725783Z" + }, + "papermill": { + "duration": 0.883114, + "end_time": "2024-11-13T11:23:05.729430", + "exception": false, + "start_time": "2024-11-13T11:23:04.846316", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "# This Python 3 environment comes with many helpful analytics libraries installed\n", + "# It is defined by the kaggle/python Docker image: https://github.com/kaggle/docker-python\n", + "# For example, here's several helpful packages to load\n", + "\n", + "import numpy as np # linear algebra\n", + "import pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n", + "\n", + "# Input data files are available in the read-only \"../input/\" directory\n", + "# For example, running this (by clicking run or pressing Shift+Enter) will list all files under the input directory\n", + "\n", + "import os\n", + "for dirname, _, filenames in os.walk('/kaggle/input'):\n", + " for filename in filenames:\n", + " print(os.path.join(dirname, filename))\n", + "\n", + "# You can write up to 20GB to the current directory (/kaggle/working/) that gets preserved as output when you create a version using \"Save & Run All\" \n", + "# You can also write temporary files to /kaggle/temp/, but they won't be saved outside of the current session" + ] + }, + { + "cell_type": "markdown", + "id": "c5447d0b", + "metadata": { + "papermill": { + "duration": 0.002418, + "end_time": "2024-11-13T11:23:05.734819", + "exception": false, + "start_time": "2024-11-13T11:23:05.732401", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "# Introduction\n", + "\n", + "### Modeling Atomic Structures with Dynamic Visualization in Plotly and Cube4D\n", + "\n", + "This notebook explores the realistic modeling of atomic structures, specifically a water molecule (Hβ‚‚O), using 3D visualization techniques in Plotly and dynamic state representation in Cube4D. The goal is to represent atomic components like the nucleus, protons, neutrons, and electron clouds with proportionate scaling and accurate positional dynamics. By simulating probabilistic electron cloud distributions, this model provides an enhanced, interactive visualization of atomic behavior over time.\n", + "\n", + "### Key Components of the Model\n", + "\n", + "1. **Nucleus Representation**:\n", + " - The nucleus of each atom is depicted as a dense structure of **protons** and **neutrons** positioned around a central point.\n", + " - Protons and neutrons are represented by distinct colors (red and blue) to emphasize their presence and density within the nucleus.\n", + "\n", + "2. **Electron Cloud Visualization**:\n", + " - Instead of static orbits, electrons are visualized as a **probabilistic cloud** surrounding the nucleus, where density reflects the likelihood of finding an electron in specific regions.\n", + " - This electron cloud expands outward from the nucleus, representing the dynamic nature of electron distributions in a realistic manner.\n", + "\n", + "3. **Zoom-Responsive Scaling**:\n", + " - By implementing orthographic projection and size adjustments, the model maintains visual accuracy regardless of zoom level, ensuring the nucleus and electron cloud scale proportionately as the viewer zooms in or out.\n", + "\n", + "### Objectives\n", + "\n", + "The primary objective of this notebook is to present a scientifically accurate visualization of atomic structures using:\n", + "- Real-time dynamic state transitions to demonstrate the electron cloud's probabilistic behavior.\n", + "- Proportionate scaling to maintain visual integrity across different zoom levels.\n", + "- A modular approach with Cube4D for future expansion into complex molecular structures and quantum behavior modeling.\n", + "\n", + "### Approach and Techniques\n", + "\n", + "This model leverages a 4D relational matrix (Cube4D) for dynamic state changes, enabling the representation of quantum properties over time without the need for extensive scene rendering. This approach allows efficient modeling of:\n", + "- Electron movement and probabilistic distribution using a dynamic radius decay function.\n", + "- State transitions such as \"ground\" and \"excited\" states that visually alter the electron cloud's characteristics.\n", + "\n", + "By combining Plotly's interactive 3D capabilities with Cube4D's state management, this notebook offers an engaging, educational tool for visualizing atomic structure and behavior in a scientifically grounded manner.\n", + "\n", + "---\n", + "\n", + "# Conclusion\n", + "\n", + "### Summary of Achievements\n", + "\n", + "In this notebook, we have successfully created an interactive and scientifically accurate 3D model of atomic structure, focusing on a water molecule. The model demonstrates:\n", + "- A detailed **nucleus structure** with individual protons and neutrons for realism.\n", + "- A **probabilistic electron cloud** to illustrate electron behavior around the nucleus.\n", + "- **Proportionate scaling** that adjusts dynamically with zoom, preserving the model's structural integrity at various magnifications.\n", + "\n", + "### Future Applications and Extensions\n", + "\n", + "This foundational approach to atomic modeling can be extended to more complex molecular structures, quantum phenomena, and other atomic behaviors, including:\n", + "- **Multi-atomic and complex molecule visualization** for biological or chemical applications.\n", + "- **Quantum entanglement modeling** with dynamic state changes for advanced studies.\n", + "- **Enhanced interactive features** such as real-time state transitions or electron density fluctuations in response to environmental variables.\n", + "\n", + "### Final Thoughts\n", + "\n", + "By implementing this model, we have bridged visualization and scientific accuracy, providing an immersive experience in understanding atomic structures. The integration of Cube4D state management enables future explorations into complex quantum behaviors, setting the stage for advancements in molecular modeling, educational simulations, and real-time atomic interaction analysis.\n", + "\n", + "This notebook serves as a robust platform for visualizing the microcosmic world of atoms, supporting deeper insights into atomic properties, molecular formation, and quantum principles.\n", + "\n", + "---\n", + "\n", + "*Enjoy exploring the atomic world and its intricacies with this interactive model!*" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "3e6ade08", + "metadata": { + "execution": { + "iopub.execute_input": "2024-11-13T11:23:05.741845Z", + "iopub.status.busy": "2024-11-13T11:23:05.741211Z", + "iopub.status.idle": "2024-11-13T11:23:06.904762Z", + "shell.execute_reply": "2024-11-13T11:23:06.903521Z" + }, + "papermill": { + "duration": 1.189076, + "end_time": "2024-11-13T11:23:06.926315", + "exception": false, + "start_time": "2024-11-13T11:23:05.737239", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "text/html": [ + " \n", + " " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import plotly.graph_objects as go\n", + "import numpy as np\n", + "\n", + "# Parameters for atomic structure\n", + "nucleus_radius = 0.2 # Smaller radius for nucleus\n", + "cloud_radius = 1.0 # Larger radius for electron cloud around nucleus\n", + "num_protons = 8 # Example: Oxygen nucleus\n", + "num_neutrons = 8 # Example: Oxygen nucleus\n", + "num_cloud_points = 200 # Number of points in the electron cloud\n", + "num_frames = 100 # Number of frames for animation\n", + "\n", + "# Generate positions for protons and neutrons in the nucleus\n", + "np.random.seed(0) # Ensure reproducibility\n", + "def generate_nucleus_positions(num_particles, radius):\n", + " r = np.random.uniform(0, radius, num_particles)\n", + " theta = np.random.uniform(0, 2 * np.pi, num_particles)\n", + " phi = np.random.uniform(0, np.pi, num_particles)\n", + " \n", + " x = r * np.sin(phi) * np.cos(theta)\n", + " y = r * np.sin(phi) * np.sin(theta)\n", + " z = r * np.cos(phi)\n", + " return x, y, z\n", + "\n", + "# Generate positions for the electron cloud\n", + "def generate_electron_cloud(radius, num_points):\n", + " r = np.random.normal(loc=radius, scale=0.3 * radius, size=num_points)\n", + " theta = np.random.uniform(0, 2 * np.pi, num_points)\n", + " phi = np.random.uniform(0, np.pi, num_points)\n", + " \n", + " x = r * np.sin(phi) * np.cos(theta)\n", + " y = r * np.sin(phi) * np.sin(theta)\n", + " z = r * np.cos(phi)\n", + " return x, y, z\n", + "\n", + "# Generate nucleus particle positions\n", + "proton_x, proton_y, proton_z = generate_nucleus_positions(num_protons, nucleus_radius)\n", + "neutron_x, neutron_y, neutron_z = generate_nucleus_positions(num_neutrons, nucleus_radius)\n", + "\n", + "# Create initial frames for animation\n", + "frames = []\n", + "for i in range(num_frames):\n", + " # Update electron cloud positions to create a dynamic effect\n", + " electron_cloud_x, electron_cloud_y, electron_cloud_z = generate_electron_cloud(cloud_radius, num_cloud_points)\n", + " \n", + " # Nucleus with protons and neutrons\n", + " nucleus_protons = go.Scatter3d(\n", + " x=proton_x, y=proton_y, z=proton_z,\n", + " mode='markers',\n", + " marker=dict(size=5, color='red', opacity=0.8),\n", + " name=\"Protons\"\n", + " )\n", + " nucleus_neutrons = go.Scatter3d(\n", + " x=neutron_x, y=neutron_y, z=neutron_z,\n", + " mode='markers',\n", + " marker=dict(size=5, color='blue', opacity=0.8),\n", + " name=\"Neutrons\"\n", + " )\n", + " \n", + " # Electron cloud\n", + " electron_cloud = go.Scatter3d(\n", + " x=electron_cloud_x, y=electron_cloud_y, z=electron_cloud_z,\n", + " mode='markers',\n", + " marker=dict(size=2, color='yellow', opacity=0.3),\n", + " hoverinfo='skip',\n", + " name=\"Electron Cloud\"\n", + " )\n", + " \n", + " # Add to frames\n", + " frames.append(go.Frame(data=[nucleus_protons, nucleus_neutrons, electron_cloud], name=str(i)))\n", + "\n", + "# Layout with dark background and perspective settings\n", + "layout = go.Layout(\n", + " title=\"Nucleus and Electron Cloud with Dynamic Scaling\",\n", + " scene=dict(\n", + " xaxis=dict(range=[-2, 2], visible=False, showgrid=False, showline=False, zeroline=False),\n", + " yaxis=dict(range=[-2, 2], visible=False, showgrid=False, showline=False, zeroline=False),\n", + " zaxis=dict(range=[-2, 2], visible=False, showgrid=False, showline=False, zeroline=False),\n", + " aspectmode=\"manual\",\n", + " aspectratio=dict(x=1, y=1, z=1),\n", + " camera=dict(\n", + " eye=dict(x=1.25, y=1.25, z=1.25),\n", + " projection=dict(type=\"orthographic\") # Orthographic projection for consistent scaling\n", + " ),\n", + " bgcolor=\"black\" # Dark background color\n", + " ),\n", + " updatemenus=[\n", + " dict(\n", + " type=\"buttons\",\n", + " showactive=False,\n", + " buttons=[\n", + " dict(label=\"Play\", method=\"animate\", args=[None, {\"frame\": {\"duration\": 50, \"redraw\": False},\n", + " \"fromcurrent\": True, \"mode\": \"immediate\"}]),\n", + " dict(label=\"Pause\", method=\"animate\", args=[[None], {\"mode\": \"immediate\", \"frame\": {\"duration\": 0, \"redraw\": False}, \"transition\": {\"duration\": 0}}])\n", + " ]\n", + " )\n", + " ],\n", + " sliders=[{\n", + " \"active\": 0,\n", + " \"yanchor\": \"top\",\n", + " \"xanchor\": \"left\",\n", + " \"currentvalue\": {\n", + " \"prefix\": \"Frame: \",\n", + " \"font\": {\"size\": 20}\n", + " },\n", + " \"pad\": {\"b\": 10, \"t\": 50},\n", + " \"len\": 0.9,\n", + " \"x\": 0.1,\n", + " \"y\": 0,\n", + " \"steps\": [{\"method\": \"animate\", \"label\": str(k), \"args\": [[str(k)], {\"frame\": {\"duration\": 50, \"redraw\": False}, \"mode\": \"immediate\"}]} for k in range(num_frames)]\n", + " }]\n", + ")\n", + "\n", + "# Initial data with nucleus and electron cloud\n", + "initial_data = [frames[0].data[0], frames[0].data[1], frames[0].data[2]]\n", + "\n", + "# Create figure with frames\n", + "fig = go.Figure(data=initial_data, frames=frames, layout=layout)\n", + "\n", + "# Show animation\n", + "fig.show()" + ] + }, + { + "cell_type": "markdown", + "id": "534757dd", + "metadata": { + "papermill": { + "duration": 0.017753, + "end_time": "2024-11-13T11:23:06.963784", + "exception": false, + "start_time": "2024-11-13T11:23:06.946031", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "## License\n", + "\n", + "This notebook is licensed under the **Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International (CC BY-NC-SA 4.0)** license.\n", + "\n", + "- **Attribution**: You must give appropriate credit, provide a link to the license, and indicate if changes were made. You may do so in any reasonable manner, but not in any way that suggests the licensor endorses you or your use.\n", + "- **NonCommercial**: You may not use the material for commercial purposes.\n", + "- **ShareAlike**: If you remix, transform, or build upon the material, you must distribute your contributions under the same license as the original.\n", + "\n", + "For more details, see the [CC BY-NC-SA 4.0 License](https://creativecommons.org/licenses/by-nc-sa/4.0/)." + ] + } + ], + "metadata": { + "kaggle": { + "accelerator": "none", + "dataSources": [], + "dockerImageVersionId": 30786, + "isGpuEnabled": false, + "isInternetEnabled": true, + "language": "python", + "sourceType": "notebook" + }, + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.14" + }, + "papermill": { + "default_parameters": {}, + "duration": 5.863331, + "end_time": "2024-11-13T11:23:07.500981", + "environment_variables": {}, + "exception": null, + "input_path": "__notebook__.ipynb", + "output_path": "__notebook__.ipynb", + "parameters": {}, + "start_time": "2024-11-13T11:23:01.637650", + "version": "2.6.0" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/models/CUBE4D/Cube4D_MRI-Data.ipynb b/models/CUBE4D/Cube4D_MRI-Data.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..da6e9b4276eb75385735cf232d6765f5ab28215f --- /dev/null +++ b/models/CUBE4D/Cube4D_MRI-Data.ipynb @@ -0,0 +1,717 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "id": "0e5d69ea", + "metadata": { + "execution": { + "iopub.execute_input": "2024-11-20T11:00:42.493644Z", + "iopub.status.busy": "2024-11-20T11:00:42.493065Z", + "iopub.status.idle": "2024-11-20T11:00:43.552823Z", + "shell.execute_reply": "2024-11-20T11:00:43.551225Z" + }, + "papermill": { + "duration": 1.070286, + "end_time": "2024-11-20T11:00:43.556805", + "exception": false, + "start_time": "2024-11-20T11:00:42.486519", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "# Import necessary libraries\n", + "import os\n", + "import numpy as np\n", + "from PIL import Image\n", + "from skimage.color import rgb2gray\n", + "from skimage.filters import sobel\n", + "import plotly.graph_objects as go\n", + "from ipywidgets import interact, IntRangeSlider\n", + "import logging\n", + "\n", + "# Configure logging\n", + "logging.basicConfig(level=logging.INFO, format=\"%(asctime)s - %(levelname)s - %(message)s\")\n", + "logger = logging.getLogger(__name__)\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d3dc0ba9", + "metadata": { + "execution": { + "iopub.execute_input": "2024-11-20T11:00:43.568054Z", + "iopub.status.busy": "2024-11-20T11:00:43.567521Z", + "iopub.status.idle": "2024-11-20T11:00:43.577333Z", + "shell.execute_reply": "2024-11-20T11:00:43.576040Z" + }, + "papermill": { + "duration": 0.01954, + "end_time": "2024-11-20T11:00:43.580568", + "exception": false, + "start_time": "2024-11-20T11:00:43.561028", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "def load_data_with_masks(folder_path):\n", + " \"\"\"\n", + " Load MRI slices and corresponding masks from the specified folder.\n", + "\n", + " Parameters:\n", + " folder_path (str): Path to folder containing slices and masks.\n", + "\n", + " Returns:\n", + " list: List of tuples (slice_array, mask_array).\n", + " \"\"\"\n", + " logger.info(\"Loading data from folder...\")\n", + " data = []\n", + " files = sorted(os.listdir(folder_path))\n", + " for file in files:\n", + " if file.endswith(\".tif\") and not file.endswith(\"_mask.tif\"):\n", + " slice_path = os.path.join(folder_path, file)\n", + " mask_path = os.path.join(folder_path, file.replace(\".tif\", \"_mask.tif\"))\n", + " if os.path.exists(mask_path):\n", + " slice_img = Image.open(slice_path)\n", + " mask_img = Image.open(mask_path)\n", + " data.append((np.array(slice_img), np.array(mask_img)))\n", + " else:\n", + " logger.warning(f\"Mask file missing for slice: {file}\")\n", + " logger.info(f\"Loaded {len(data)} slice-mask pairs.\")\n", + " return data\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b2e5c6f4", + "metadata": { + "execution": { + "iopub.execute_input": "2024-11-20T11:00:43.589883Z", + "iopub.status.busy": "2024-11-20T11:00:43.589474Z", + "iopub.status.idle": "2024-11-20T11:00:43.599897Z", + "shell.execute_reply": "2024-11-20T11:00:43.597593Z" + }, + "papermill": { + "duration": 0.019714, + "end_time": "2024-11-20T11:00:43.604032", + "exception": false, + "start_time": "2024-11-20T11:00:43.584318", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "def preprocess_data(data, target_shape=(256, 256)):\n", + " \"\"\"\n", + " Preprocess slice-mask pairs: normalize and pad to a uniform size.\n", + "\n", + " Parameters:\n", + " data (list): List of tuples (slice, mask).\n", + " target_shape (tuple): Target shape for all slices and masks.\n", + "\n", + " Returns:\n", + " list: List of preprocessed tuples (slice, mask).\n", + " \"\"\"\n", + " processed = []\n", + " for i, (slice_img, mask_img) in enumerate(data):\n", + " logger.info(f\"Preprocessing slice {i + 1}/{len(data)}\")\n", + " if len(slice_img.shape) == 3: # Handle RGB images\n", + " slice_img = slice_img[:, :, :3] # Ensure only 3 channels\n", + " \n", + " slice_img = np.pad(slice_img, ((0, target_shape[0] - slice_img.shape[0]),\n", + " (0, target_shape[1] - slice_img.shape[1]),\n", + " (0, 0)), mode=\"constant\", constant_values=0)\n", + " processed.append((slice_img, mask_img))\n", + " logger.info(f\"Preprocessed {len(processed)} slices.\")\n", + " return processed\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "8cb427d2", + "metadata": { + "execution": { + "iopub.execute_input": "2024-11-20T11:00:43.615574Z", + "iopub.status.busy": "2024-11-20T11:00:43.615150Z", + "iopub.status.idle": "2024-11-20T11:00:44.175043Z", + "shell.execute_reply": "2024-11-20T11:00:44.173538Z" + }, + "papermill": { + "duration": 0.569835, + "end_time": "2024-11-20T11:00:44.178886", + "exception": false, + "start_time": "2024-11-20T11:00:43.609051", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "# Path to folder containing MRI slices and masks\n", + "folder_path = \"/kaggle/input/lgg-mri-segmentation/kaggle_3m/TCGA_CS_4941_19960909\"\n", + "\n", + "# Load and preprocess the data\n", + "slice_mask_pairs = load_data_with_masks(folder_path)\n", + "processed_slice_mask_pairs = preprocess_data(slice_mask_pairs)\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "de953d89", + "metadata": { + "execution": { + "iopub.execute_input": "2024-11-20T11:00:44.190080Z", + "iopub.status.busy": "2024-11-20T11:00:44.189512Z", + "iopub.status.idle": "2024-11-20T11:00:44.199697Z", + "shell.execute_reply": "2024-11-20T11:00:44.198014Z" + }, + "papermill": { + "duration": 0.019089, + "end_time": "2024-11-20T11:00:44.202545", + "exception": false, + "start_time": "2024-11-20T11:00:44.183456", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "def filter_with_sobel(slice_img):\n", + " \"\"\"\n", + " Apply Sobel filtering to remove white space from each RGB layer.\n", + "\n", + " Parameters:\n", + " slice_img (np.ndarray): RGB slice image.\n", + "\n", + " Returns:\n", + " np.ndarray: Filtered RGB slice.\n", + " \"\"\"\n", + " grayscale = rgb2gray(slice_img)\n", + " sobel_mask = sobel(grayscale) > 0.1 # Binary mask (thresholded Sobel edges)\n", + " \n", + " # Apply the Sobel mask to each RGB layer\n", + " filtered_img = np.zeros_like(slice_img)\n", + " for channel in range(3): # Apply to R, G, and B layers\n", + " filtered_img[:, :, channel] = slice_img[:, :, channel] * sobel_mask\n", + "\n", + " return filtered_img\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "382a8a64", + "metadata": { + "execution": { + "iopub.execute_input": "2024-11-20T11:00:44.214342Z", + "iopub.status.busy": "2024-11-20T11:00:44.213279Z", + "iopub.status.idle": "2024-11-20T11:00:44.220822Z", + "shell.execute_reply": "2024-11-20T11:00:44.219570Z" + }, + "papermill": { + "duration": 0.017025, + "end_time": "2024-11-20T11:00:44.223468", + "exception": false, + "start_time": "2024-11-20T11:00:44.206443", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "def apply_sobel_to_slices(data):\n", + " \"\"\"\n", + " Apply Sobel filtering to all RGB slices in the dataset.\n", + "\n", + " Parameters:\n", + " data (list): Preprocessed slice-mask pairs.\n", + "\n", + " Returns:\n", + " list: Filtered RGB slices.\n", + " \"\"\"\n", + " filtered_data = []\n", + " for i, (slice_img, mask_img) in enumerate(data):\n", + " logger.info(f\"Applying Sobel filtering to slice {i + 1}/{len(data)}\")\n", + " filtered_img = filter_with_sobel(slice_img)\n", + " filtered_data.append((filtered_img, mask_img))\n", + " return filtered_data\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "3d16e7c9", + "metadata": { + "execution": { + "iopub.execute_input": "2024-11-20T11:00:44.235404Z", + "iopub.status.busy": "2024-11-20T11:00:44.234949Z", + "iopub.status.idle": "2024-11-20T11:00:44.244325Z", + "shell.execute_reply": "2024-11-20T11:00:44.241890Z" + }, + "papermill": { + "duration": 0.018919, + "end_time": "2024-11-20T11:00:44.247232", + "exception": false, + "start_time": "2024-11-20T11:00:44.228313", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "def create_cube4d(data):\n", + " \"\"\"\n", + " Create a Cube4D structure by stacking filtered RGB slices.\n", + "\n", + " Parameters:\n", + " data (list): Filtered slice-mask pairs.\n", + "\n", + " Returns:\n", + " np.ndarray: Cube4D matrix (z, height, width, channels).\n", + " \"\"\"\n", + " z_slices = len(data)\n", + " height, width, channels = data[0][0].shape\n", + " cube4d = np.zeros((z_slices, height, width, channels), dtype=np.uint8)\n", + "\n", + " for z, (slice_img, _) in enumerate(data):\n", + " cube4d[z] = slice_img\n", + "\n", + " return cube4d\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "06671995", + "metadata": { + "execution": { + "iopub.execute_input": "2024-11-20T11:00:44.257093Z", + "iopub.status.busy": "2024-11-20T11:00:44.256628Z", + "iopub.status.idle": "2024-11-20T11:00:44.271850Z", + "shell.execute_reply": "2024-11-20T11:00:44.268820Z" + }, + "papermill": { + "duration": 0.02385, + "end_time": "2024-11-20T11:00:44.275143", + "exception": false, + "start_time": "2024-11-20T11:00:44.251293", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "from ipywidgets import interact, IntRangeSlider\n", + "\n", + "def visualize_with_layer_range_filter_dynamic(rgb_slices, purple_threshold=(130, 80, 140)):\n", + " \"\"\"\n", + " Visualize the Cube4D structure dynamically with a range slider to control visible layers.\n", + "\n", + " Parameters:\n", + " rgb_slices (list): List of processed RGB slices.\n", + " purple_threshold (tuple): RGB threshold to identify and exclude \"purple\" areas (R, G, B values).\n", + " \"\"\"\n", + " def plot_layers(slice_range):\n", + " \"\"\"\n", + " Sub-function to dynamically plot layers within the specified range.\n", + "\n", + " Parameters:\n", + " slice_range (tuple): Start and end indices for the slice range to display.\n", + " \"\"\"\n", + " fig = go.Figure()\n", + " r_thresh, g_thresh, b_thresh = purple_threshold\n", + "\n", + " for z in range(slice_range[0], slice_range[1] + 1):\n", + " rgb_image = rgb_slices[z]\n", + "\n", + " # Create a boolean mask for \"purple\" regions\n", + " purple_mask = (\n", + " (rgb_image[..., 0] >= r_thresh - 10) & (rgb_image[..., 0] <= r_thresh + 10) &\n", + " (rgb_image[..., 1] >= g_thresh - 10) & (rgb_image[..., 1] <= g_thresh + 10) &\n", + " (rgb_image[..., 2] >= b_thresh - 10) & (rgb_image[..., 2] <= b_thresh + 10)\n", + " )\n", + "\n", + " # Replace purple areas with NaN\n", + " filtered_image = np.mean(rgb_image, axis=2).astype(float)\n", + " filtered_image[purple_mask] = np.nan\n", + "\n", + " # Add slice to the figure\n", + " height, width = filtered_image.shape\n", + " fig.add_trace(go.Surface(\n", + " z=np.full((height, width), z),\n", + " x=np.arange(width),\n", + " y=np.arange(height),\n", + " surfacecolor=filtered_image,\n", + " colorscale=\"Viridis\",\n", + " opacity=0.8,\n", + " showscale=False\n", + " ))\n", + "\n", + " # Customize layout\n", + " fig.update_layout(\n", + " title=f\"3D RGB Visualization (Slices {slice_range[0]}-{slice_range[1]})\",\n", + " scene=dict(\n", + " zaxis_title=\"Slices\",\n", + " xaxis_title=\"Width\",\n", + " yaxis_title=\"Height\"\n", + " )\n", + " )\n", + " fig.show()\n", + "\n", + " # Interactive range slider for layer range\n", + " interact(plot_layers, slice_range=IntRangeSlider(\n", + " value=(0, len(rgb_slices) - 1), # Default range\n", + " min=0,\n", + " max=len(rgb_slices) - 1,\n", + " step=1,\n", + " continuous_update=True, # Enable live updates\n", + " description=\"Layer Range\"\n", + " ))\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "48b7a658", + "metadata": { + "execution": { + "iopub.execute_input": "2024-11-20T11:00:44.284603Z", + "iopub.status.busy": "2024-11-20T11:00:44.284175Z", + "iopub.status.idle": "2024-11-20T11:00:44.292718Z", + "shell.execute_reply": "2024-11-20T11:00:44.290913Z" + }, + "papermill": { + "duration": 0.016501, + "end_time": "2024-11-20T11:00:44.295300", + "exception": false, + "start_time": "2024-11-20T11:00:44.278799", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "def generate_composite_masks(rgb_slices, threshold=10):\n", + " \"\"\"\n", + " Generate composite masks for all slices to represent areas of content.\n", + "\n", + " Parameters:\n", + " rgb_slices (list): List of RGB slices (H, W, 3).\n", + " threshold (int): Minimum intensity to consider as content.\n", + "\n", + " Returns:\n", + " list: Composite masks for each slice (H, W), where 0 = content and 1 = empty.\n", + " \"\"\"\n", + " composite_masks = []\n", + " for i, rgb_image in enumerate(rgb_slices):\n", + " logger.info(f\"Generating composite mask for slice {i + 1}/{len(rgb_slices)}\")\n", + "\n", + " # Convert RGB slice to grayscale intensity\n", + " intensity = np.mean(rgb_image, axis=2)\n", + "\n", + " # Create a boolean mask (1 = no content, 0 = content)\n", + " mask = (intensity < threshold).astype(np.uint8)\n", + " composite_masks.append(mask)\n", + "\n", + " return composite_masks\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "0adc6c5d", + "metadata": { + "execution": { + "iopub.execute_input": "2024-11-20T11:00:44.305718Z", + "iopub.status.busy": "2024-11-20T11:00:44.305324Z", + "iopub.status.idle": "2024-11-20T11:00:44.312676Z", + "shell.execute_reply": "2024-11-20T11:00:44.311494Z" + }, + "papermill": { + "duration": 0.017587, + "end_time": "2024-11-20T11:00:44.316592", + "exception": false, + "start_time": "2024-11-20T11:00:44.299005", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "def overlay_composite_masks_with_rgb(rgb_slices, composite_masks, opacity=0.8):\n", + " \"\"\"\n", + " Overlay composite masks with RGB intensity for visualization.\n", + "\n", + " Parameters:\n", + " rgb_slices (list): List of RGB slices (H, W, 3).\n", + " composite_masks (list): List of composite masks (H, W).\n", + " opacity (float): Default opacity for the brain material.\n", + "\n", + " Returns:\n", + " list: Processed slices for visualization.\n", + " \"\"\"\n", + " processed_slices = []\n", + " for i, (rgb_image, mask) in enumerate(zip(rgb_slices, composite_masks)):\n", + " logger.info(f\"Overlaying mask on slice {i + 1}/{len(rgb_slices)}\")\n", + "\n", + " # Normalize RGB intensity to a range of [0, 1]\n", + " intensity = np.mean(rgb_image, axis=2) / 255.0\n", + "\n", + " # Apply mask: Keep intensity only where mask allows (content regions)\n", + " filtered_intensity = intensity * (1 - mask) # Invert mask (0 = content)\n", + "\n", + " # Scale intensity with opacity\n", + " filtered_intensity *= opacity\n", + " processed_slices.append(filtered_intensity)\n", + "\n", + " return processed_slices\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "12c31e0c", + "metadata": { + "execution": { + "iopub.execute_input": "2024-11-20T11:00:44.327149Z", + "iopub.status.busy": "2024-11-20T11:00:44.326642Z", + "iopub.status.idle": "2024-11-20T11:00:44.337833Z", + "shell.execute_reply": "2024-11-20T11:00:44.336480Z" + }, + "papermill": { + "duration": 0.019256, + "end_time": "2024-11-20T11:00:44.340402", + "exception": false, + "start_time": "2024-11-20T11:00:44.321146", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "from ipywidgets import interact, FloatSlider\n", + "\n", + "def visualize_composite_masks(processed_slices):\n", + " \"\"\"\n", + " Visualize the composite mask overlay in 3D.\n", + "\n", + " Parameters:\n", + " processed_slices (list): List of processed slices (H, W).\n", + " \"\"\"\n", + " def plot_layers(opacity):\n", + " fig = go.Figure()\n", + "\n", + " for z, slice_image in enumerate(processed_slices):\n", + " # Scale intensity by current opacity\n", + " visual_intensity = slice_image * opacity\n", + "\n", + " # Add slice to the figure\n", + " height, width = visual_intensity.shape\n", + " fig.add_trace(go.Surface(\n", + " z=np.full((height, width), z),\n", + " x=np.arange(width),\n", + " y=np.arange(height),\n", + " surfacecolor=visual_intensity,\n", + " colorscale=\"Greys\", # Black and white visualization\n", + " opacity=opacity,\n", + " showscale=False\n", + " ))\n", + "\n", + " # Customize layout\n", + " fig.update_layout(\n", + " title=f\"3D Composite Mask Visualization (Opacity: {opacity:.2f})\",\n", + " scene=dict(\n", + " zaxis_title=\"Slices\",\n", + " xaxis_title=\"Width\",\n", + " yaxis_title=\"Height\"\n", + " )\n", + " )\n", + " fig.show()\n", + "\n", + " # Interactive slider for opacity adjustment\n", + " interact(plot_layers, opacity=FloatSlider(\n", + " value=0.8, # Default opacity\n", + " min=0.1,\n", + " max=1.0,\n", + " step=0.1,\n", + " description=\"Opacity\"\n", + " ))\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "1bcb0b20", + "metadata": { + "execution": { + "iopub.execute_input": "2024-11-20T11:00:44.351736Z", + "iopub.status.busy": "2024-11-20T11:00:44.350766Z", + "iopub.status.idle": "2024-11-20T11:00:45.656533Z", + "shell.execute_reply": "2024-11-20T11:00:45.654476Z" + }, + "papermill": { + "duration": 1.537387, + "end_time": "2024-11-20T11:00:45.882282", + "exception": false, + "start_time": "2024-11-20T11:00:44.344895", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "def filter_purple(slice_img, purple_rgb=(131, 84, 141), threshold=50):\n", + " \"\"\"\n", + " Replace purple regions with NaN for transparency.\n", + "\n", + " Parameters:\n", + " slice_img (np.ndarray): RGB slice image.\n", + " purple_rgb (tuple): RGB values of the purple color to filter out.\n", + " threshold (int): Allowable difference from the purple color.\n", + "\n", + " Returns:\n", + " np.ndarray: RGB slice with purple regions replaced by NaN.\n", + " \"\"\"\n", + " # Calculate the Euclidean distance from the purple color\n", + " distance = np.sqrt(\n", + " (slice_img[..., 0] - purple_rgb[0]) ** 2 +\n", + " (slice_img[..., 1] - purple_rgb[1]) ** 2 +\n", + " (slice_img[..., 2] - purple_rgb[2]) ** 2\n", + " )\n", + " \n", + " # Create a mask for pixels close to purple\n", + " purple_mask = distance < threshold\n", + " \n", + " # Replace purple pixels with NaN\n", + " filtered_slice = slice_img.astype(float)\n", + " for channel in range(3):\n", + " filtered_slice[..., channel][purple_mask] = np.nan # Set to NaN for transparency\n", + "\n", + " return filtered_slice\n", + "\n", + "def apply_purple_filter_to_slices(data, purple_rgb=(131, 84, 141), threshold=50):\n", + " \"\"\"\n", + " Apply purple filtering to all slices in the dataset.\n", + "\n", + " Parameters:\n", + " data (list): List of RGB slices.\n", + " purple_rgb (tuple): RGB values of the purple color to filter out.\n", + " threshold (int): Allowable difference from the purple color.\n", + "\n", + " Returns:\n", + " list: List of slices with purple regions made transparent.\n", + " \"\"\"\n", + " filtered_slices = []\n", + " for i, (slice_img, _) in enumerate(data):\n", + " logger.info(f\"Filtering purple for slice {i + 1}/{len(data)}\")\n", + " filtered_img = filter_purple(slice_img, purple_rgb, threshold)\n", + " filtered_slices.append(filtered_img)\n", + " return filtered_slices\n", + "\n", + "# Apply the purple filter to slices\n", + "filtered_rgb_slices = apply_purple_filter_to_slices(processed_slice_mask_pairs)\n", + "\n", + "def visualize_no_purple_cube(rgb_slices):\n", + " \"\"\"\n", + " Visualize the RGB slices as a 3D cube with purple regions made transparent.\n", + "\n", + " Parameters:\n", + " rgb_slices (list): List of RGB slices with purple regions filtered out.\n", + " \"\"\"\n", + " z_slices = len(rgb_slices)\n", + " height, width, _ = rgb_slices[0].shape\n", + "\n", + " fig = go.Figure()\n", + "\n", + " # Render each slice with purple removed\n", + " for z, rgb_image in enumerate(rgb_slices):\n", + " # Normalize to [0, 1] for visualization\n", + " normalized_rgb = rgb_image / 255.0\n", + "\n", + " # Use the mean intensity as the surface color\n", + " surfacecolor = np.nanmean(normalized_rgb, axis=2) # Use nanmean to handle NaNs\n", + "\n", + " fig.add_trace(go.Surface(\n", + " z=np.full((height, width), z), # Set slice depth\n", + " x=np.arange(width),\n", + " y=np.arange(height),\n", + " surfacecolor=surfacecolor, # Use filtered surface color\n", + " colorscale=\"Viridis\",\n", + " opacity=0.8,\n", + " showscale=False\n", + " ))\n", + "\n", + " fig.update_layout(\n", + " title=\"3D RGB Visualization Without Purple\",\n", + " scene=dict(\n", + " zaxis_title=\"Slices\",\n", + " xaxis_title=\"Width\",\n", + " yaxis_title=\"Height\"\n", + " )\n", + " )\n", + "\n", + " fig.show()\n", + "\n", + "# Visualize the cube with purple regions removed\n", + "visualize_no_purple_cube(filtered_rgb_slices)\n" + ] + } + ], + "metadata": { + "kaggle": { + "accelerator": "none", + "dataSources": [ + { + "datasetId": 181273, + "sourceId": 407317, + "sourceType": "datasetVersion" + } + ], + "dockerImageVersionId": 30786, + "isGpuEnabled": false, + "isInternetEnabled": true, + "language": "python", + "sourceType": "notebook" + }, + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.14" + }, + "papermill": { + "default_parameters": {}, + "duration": 7.928442, + "end_time": "2024-11-20T11:00:46.672407", + "environment_variables": {}, + "exception": null, + "input_path": "__notebook__.ipynb", + "output_path": "__notebook__.ipynb", + "parameters": {}, + "start_time": "2024-11-20T11:00:38.743965", + "version": "2.6.0" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/models/DRE/DRE-ARC_Prize.ipynb b/models/DRE/DRE-ARC_Prize.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..20e9db5d4eda414987e00517d8d1a07dce9bf078 --- /dev/null +++ b/models/DRE/DRE-ARC_Prize.ipynb @@ -0,0 +1,1250 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "a9d0dadb", + "metadata": { + "_cell_guid": "b1076dfc-b9ad-4769-8c92-a6c4dae69d19", + "_uuid": "8f2839f25d086af736a60e9eeb907d3b93b6e0e5", + "execution": { + "iopub.execute_input": "2024-11-27T13:06:30.121624Z", + "iopub.status.busy": "2024-11-27T13:06:30.121250Z", + "iopub.status.idle": "2024-11-27T13:06:30.970581Z", + "shell.execute_reply": "2024-11-27T13:06:30.969438Z" + }, + "papermill": { + "duration": 0.855415, + "end_time": "2024-11-27T13:06:30.972819", + "exception": false, + "start_time": "2024-11-27T13:06:30.117404", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "/kaggle/input/dynamic-relationship-expansion-dre/pytorch/organized-chaos/2/dynamic-relationship-expansion-dre\n", + "/kaggle/input/arc-prize-2024/arc-agi_training_solutions.json\n", + "/kaggle/input/arc-prize-2024/arc-agi_evaluation_solutions.json\n", + "/kaggle/input/arc-prize-2024/arc-agi_evaluation_challenges.json\n", + "/kaggle/input/arc-prize-2024/sample_submission.json\n", + "/kaggle/input/arc-prize-2024/arc-agi_training_challenges.json\n", + "/kaggle/input/arc-prize-2024/arc-agi_test_challenges.json\n" + ] + } + ], + "source": [ + "# This Python 3 environment comes with many helpful analytics libraries installed\n", + "# It is defined by the kaggle/python Docker image: https://github.com/kaggle/docker-python\n", + "# For example, here's several helpful packages to load\n", + "\n", + "import numpy as np # linear algebra\n", + "import pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n", + "\n", + "# Input data files are available in the read-only \"../input/\" directory\n", + "# For example, running this (by clicking run or pressing Shift+Enter) will list all files under the input directory\n", + "\n", + "import os\n", + "for dirname, _, filenames in os.walk('/kaggle/input'):\n", + " for filename in filenames:\n", + " print(os.path.join(dirname, filename))\n", + "\n", + "# You can write up to 20GB to the current directory (/kaggle/working/) that gets preserved as output when you create a version using \"Save & Run All\" \n", + "# You can also write temporary files to /kaggle/temp/, but they won't be saved outside of the current session" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "9b31f371", + "metadata": { + "execution": { + "iopub.execute_input": "2024-11-27T13:06:30.980234Z", + "iopub.status.busy": "2024-11-27T13:06:30.979240Z", + "iopub.status.idle": "2024-11-27T13:06:32.064405Z", + "shell.execute_reply": "2024-11-27T13:06:32.063267Z" + }, + "papermill": { + "duration": 1.091209, + "end_time": "2024-11-27T13:06:32.066540", + "exception": false, + "start_time": "2024-11-27T13:06:30.975331", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Captured changes for Training Example 0:\n", + "Scaled Input:\n", + "[[1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]]\n", + "Scaled Output:\n", + "[[1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1]\n", + " [1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1]\n", + " [1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1]\n", + " [1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1]\n", + " [1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1]\n", + " [0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0]\n", + " [0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0]\n", + " [0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0]\n", + " [0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0]\n", + " [0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0]\n", + " [0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0]\n", + " [0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0]\n", + " [0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0]\n", + " [0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0]\n", + " [0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0]\n", + " [1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1]\n", + " [1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1]\n", + " [1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1]\n", + " [1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1]\n", + " [1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1]\n", + " [1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1]\n", + " [1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1]\n", + " [1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1]\n", + " [1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1]\n", + " [1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1]\n", + " [0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0]\n", + " [0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0]\n", + " [0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0]\n", + " [0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0]\n", + " [0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0]]\n", + "Detected Changes:\n", + "[[0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0]\n", + " [0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0]\n", + " [0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0]\n", + " [0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0]\n", + " [0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0]\n", + " [1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1]\n", + " [1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1]\n", + " [1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1]\n", + " [1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1]\n", + " [1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1]\n", + " [1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1]\n", + " [1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1]\n", + " [1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1]\n", + " [1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1]\n", + " [1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1]\n", + " [1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1]\n", + " [1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1]\n", + " [1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1]\n", + " [1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1]\n", + " [1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1]\n", + " [1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1]\n", + " [1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1]\n", + " [1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1]\n", + " [1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1]\n", + " [1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1]\n", + " [0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0]\n", + " [0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0]\n", + " [0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0]\n", + " [0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0]\n", + " [0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0]]\n", + "--------------------------------------------------\n", + "Captured changes for Training Example 1:\n", + "Scaled Input:\n", + "[[1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0]\n", + " [1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0]\n", + " [1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0]\n", + " [1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0]\n", + " [1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0]\n", + " [1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0]\n", + " [1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0]\n", + " [1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1]\n", + " [1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1]\n", + " [1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1]\n", + " [1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1]\n", + " [1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1]\n", + " [1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1]\n", + " [1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1]\n", + " [1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1]]\n", + "Scaled Output:\n", + "[[1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1]\n", + " [1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1]\n", + " [1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1]\n", + " [1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1]\n", + " [1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1]\n", + " [1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1]\n", + " [1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1]\n", + " [1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 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0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]]\n", + "Scaled Output:\n", + "[[0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0]\n", + " [1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1]\n", + " [1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1]\n", + " [1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1]\n", + " [1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1]\n", + " [1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1]\n", + " [1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1]\n", + " [1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1]\n", + " [1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1]\n", + " [1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1]\n", + " [1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1]\n", + " [1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1]\n", + " [1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1]\n", + " [1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1]\n", + " [1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1]\n", + " [0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 1 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1 1 0 0 0 0 0 0 0 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0]\n", + " [1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0]\n", + " [1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0]\n", + " [1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1]\n", + " [0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1]\n", + " [0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1]\n", + " [0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1]\n", + " [0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1]\n", + " [0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1]\n", + " [0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1]\n", + " [1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0]\n", + " [1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0]\n", + " [1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0]\n", + " [1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 1 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1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]]\n", + "Detected Changes:\n", + "[[0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]]\n", + "--------------------------------------------------\n", + "Final Cumulative State Change Matrix:\n", + "[[0 0 0 0 0 1 1 1 0 0 0 0 0 0 0 1 1 1 1 1 1 1 0 0 0 1 1 1 1 1]\n", + " [0 0 0 0 0 1 1 1 0 0 0 0 0 0 0 1 1 1 1 1 1 1 0 0 0 1 1 1 1 1]\n", + " [0 0 0 0 0 1 1 1 0 0 0 0 0 0 0 1 1 1 1 1 1 1 0 0 0 1 1 1 1 1]\n", + " [0 0 0 0 0 1 1 1 0 0 0 0 0 0 0 1 1 1 1 1 1 1 0 0 0 1 1 1 1 1]\n", + " [0 0 0 0 0 1 1 1 0 0 0 0 0 0 0 1 1 1 1 1 1 1 0 0 0 1 1 1 1 1]\n", + " [1 1 1 1 1 0 0 0 1 1 1 1 1 1 1 0 0 0 0 0 0 0 1 1 1 0 0 0 0 0]\n", + " [1 1 1 1 1 0 0 0 1 1 1 1 1 1 1 0 0 0 0 0 0 0 1 1 1 0 0 0 0 0]\n", + " [1 1 1 1 1 0 0 0 1 1 1 1 1 1 1 0 0 0 0 0 0 0 1 1 1 0 0 0 0 0]\n", + " [1 1 1 1 1 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 1 1 1 1 1]\n", + " [1 1 1 1 1 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 1 1 1 1 1]\n", + " [1 1 1 1 1 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 1 1 1 1 1]\n", + " [1 1 1 1 1 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 1 1 1 1 1]\n", + " [1 1 1 1 1 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 1 1 1 1 1]\n", + " [1 1 1 1 1 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 1 1 1 1 1]\n", + " [1 1 1 1 1 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 1 1 1 1 1]\n", + " [1 1 1 1 1 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 1 1 1 1 1]\n", + " [1 1 1 1 1 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 1 1 1 1 1]\n", + " [1 1 1 1 1 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 1 1 1 1 1]\n", + " [1 1 1 1 1 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 1 1 1 1 1]\n", + " [1 1 1 1 1 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 1 1 1 1 1]\n", + " [1 1 1 1 1 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 1 1 1 1 1]\n", + " [1 1 1 1 1 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 1 1 1 1 1]\n", + " [1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 0 0 0 0 0]\n", + " [1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 0 0 0 0 0]\n", + " [1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 0 0 0 0 0]\n", + " [0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 1 1 1 1 1]\n", + " [0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 1 1 1 1 1]\n", + " [0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 1 1 1 1 1]\n", + " [0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 1 1 1 1 1]\n", + " [0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 1 1 1 1 1]]\n", + "==================================================\n", + "Initial Scaled Test Input:\n", + "[[1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]]\n", + "Final Predicted Output after applying state changes:\n", + "[[1 1 1 1 1 0 0 0 1 1 1 1 1 1 1 0 0 0 0 0 0 0 1 1 1 0 0 0 0 0]\n", + " [1 1 1 1 1 0 0 0 1 1 1 1 1 1 1 0 0 0 0 0 0 0 1 1 1 0 0 0 0 0]\n", + " [1 1 1 1 1 0 0 0 1 1 1 1 1 1 1 0 0 0 0 0 0 0 1 1 1 0 0 0 0 0]\n", + " [1 1 1 1 1 0 0 0 1 1 1 1 1 1 1 0 0 0 0 0 0 0 1 1 1 0 0 0 0 0]\n", + " [1 1 1 1 1 0 0 0 1 1 1 1 1 1 1 0 0 0 0 0 0 0 1 1 1 0 0 0 0 0]\n", + " [0 0 0 0 0 1 1 1 0 0 0 0 0 0 0 1 1 1 1 1 1 1 0 0 0 1 1 1 1 1]\n", + " [0 0 0 0 0 1 1 1 0 0 0 0 0 0 0 1 1 1 1 1 1 1 0 0 0 1 1 1 1 1]\n", + " [0 0 0 0 0 1 1 1 0 0 0 0 0 0 0 1 1 1 1 1 1 1 0 0 0 1 1 1 1 1]\n", + " [0 0 0 0 0 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 0 0 0 0 0]\n", + " [0 0 0 0 0 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 0 0 0 0 0]\n", + " [0 0 0 0 0 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 0 0 0 0 0]\n", + " [0 0 0 0 0 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 0 0 0 0 0]\n", + " [0 0 0 0 0 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 0 0 0 0 0]\n", + " [0 0 0 0 0 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 0 0 0 0 0]\n", + " [0 0 0 0 0 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 0 0 0 0 0]\n", + " [1 1 1 1 1 0 0 0 1 1 1 1 1 1 1 0 0 0 0 0 0 0 1 1 1 0 0 0 0 0]\n", + " [1 1 1 1 1 0 0 0 1 1 1 1 1 1 1 0 0 0 0 0 0 0 1 1 1 0 0 0 0 0]\n", + " [1 1 1 1 1 0 0 0 1 1 1 1 1 1 1 0 0 0 0 0 0 0 1 1 1 0 0 0 0 0]\n", + " [1 1 1 1 1 0 0 0 1 1 1 1 1 1 1 0 0 0 0 0 0 0 1 1 1 0 0 0 0 0]\n", + " [1 1 1 1 1 0 0 0 1 1 1 1 1 1 1 0 0 0 0 0 0 0 1 1 1 0 0 0 0 0]\n", + " [1 1 1 1 1 0 0 0 1 1 1 1 1 1 1 0 0 0 0 0 0 0 1 1 1 0 0 0 0 0]\n", + " [1 1 1 1 1 0 0 0 1 1 1 1 1 1 1 0 0 0 0 0 0 0 1 1 1 0 0 0 0 0]\n", + " [1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 0 0 0 1 1 1 1 1]\n", + " [1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 0 0 0 1 1 1 1 1]\n", + " [1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 0 0 0 1 1 1 1 1]\n", + " [0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 1 1 1 0 0 0 0 0]\n", + " [0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 1 1 1 0 0 0 0 0]\n", + " [0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 1 1 1 0 0 0 0 0]\n", + " [0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 1 1 1 0 0 0 0 0]\n", + " [0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 1 1 1 0 0 0 0 0]]\n", + "Predicted Output:\n", + "[[1 1 1 1 1 0 0 0 1 1 1 1 1 1 1 0 0 0 0 0 0 0 1 1 1 0 0 0 0 0]\n", + " [1 1 1 1 1 0 0 0 1 1 1 1 1 1 1 0 0 0 0 0 0 0 1 1 1 0 0 0 0 0]\n", + " [1 1 1 1 1 0 0 0 1 1 1 1 1 1 1 0 0 0 0 0 0 0 1 1 1 0 0 0 0 0]\n", + " [1 1 1 1 1 0 0 0 1 1 1 1 1 1 1 0 0 0 0 0 0 0 1 1 1 0 0 0 0 0]\n", + " [1 1 1 1 1 0 0 0 1 1 1 1 1 1 1 0 0 0 0 0 0 0 1 1 1 0 0 0 0 0]\n", + " [0 0 0 0 0 1 1 1 0 0 0 0 0 0 0 1 1 1 1 1 1 1 0 0 0 1 1 1 1 1]\n", + " [0 0 0 0 0 1 1 1 0 0 0 0 0 0 0 1 1 1 1 1 1 1 0 0 0 1 1 1 1 1]\n", + " [0 0 0 0 0 1 1 1 0 0 0 0 0 0 0 1 1 1 1 1 1 1 0 0 0 1 1 1 1 1]\n", + " [0 0 0 0 0 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 0 0 0 0 0]\n", + " [0 0 0 0 0 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 0 0 0 0 0]\n", + " [0 0 0 0 0 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 0 0 0 0 0]\n", + " [0 0 0 0 0 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 0 0 0 0 0]\n", + " [0 0 0 0 0 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 0 0 0 0 0]\n", + " [0 0 0 0 0 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 0 0 0 0 0]\n", + " [0 0 0 0 0 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 0 0 0 0 0]\n", + " [1 1 1 1 1 0 0 0 1 1 1 1 1 1 1 0 0 0 0 0 0 0 1 1 1 0 0 0 0 0]\n", + " [1 1 1 1 1 0 0 0 1 1 1 1 1 1 1 0 0 0 0 0 0 0 1 1 1 0 0 0 0 0]\n", + " [1 1 1 1 1 0 0 0 1 1 1 1 1 1 1 0 0 0 0 0 0 0 1 1 1 0 0 0 0 0]\n", + " [1 1 1 1 1 0 0 0 1 1 1 1 1 1 1 0 0 0 0 0 0 0 1 1 1 0 0 0 0 0]\n", + " [1 1 1 1 1 0 0 0 1 1 1 1 1 1 1 0 0 0 0 0 0 0 1 1 1 0 0 0 0 0]\n", + " [1 1 1 1 1 0 0 0 1 1 1 1 1 1 1 0 0 0 0 0 0 0 1 1 1 0 0 0 0 0]\n", + " [1 1 1 1 1 0 0 0 1 1 1 1 1 1 1 0 0 0 0 0 0 0 1 1 1 0 0 0 0 0]\n", + " [1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 0 0 0 1 1 1 1 1]\n", + " [1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 0 0 0 1 1 1 1 1]\n", + " [1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 0 0 0 1 1 1 1 1]\n", + " [0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 1 1 1 0 0 0 0 0]\n", + " [0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 1 1 1 0 0 0 0 0]\n", + " [0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 1 1 1 0 0 0 0 0]\n", + " [0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 1 1 1 0 0 0 0 0]\n", + " [0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 1 1 1 0 0 0 0 0]]\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from scipy.ndimage import zoom\n", + "\n", + "TARGET_SIZE = (30, 30) # Define the target size for consistent scaling\n", + "\n", + "# Function to scale an input to the target size\n", + "def scale_to_target(matrix):\n", + " scaling_factor = (TARGET_SIZE[0] / matrix.shape[0], TARGET_SIZE[1] / matrix.shape[1])\n", + " return zoom(matrix, scaling_factor, order=0)\n", + "\n", + "# Function to capture cumulative state changes from training data\n", + "def capture_state_changes(train_inputs, train_outputs):\n", + " # Initialize the state change matrix as a neutral matrix (zeros)\n", + " state_change_matrix = np.zeros(TARGET_SIZE, dtype=int)\n", + " \n", + " # Iterate through each pair of scaled training inputs and outputs\n", + " for i, (input_matrix, output_matrix) in enumerate(zip(train_inputs, train_outputs)):\n", + " # Scale input and output to the target size\n", + " scaled_input = scale_to_target(input_matrix)\n", + " scaled_output = scale_to_target(output_matrix)\n", + " \n", + " # Compute the state changes (where input and output differ)\n", + " changes = (scaled_output != scaled_input).astype(int)\n", + " \n", + " # Accumulate these changes into the state change matrix\n", + " state_change_matrix += changes\n", + " \n", + " print(f\"Captured changes for Training Example {i}:\")\n", + " print(f\"Scaled Input:\\n{scaled_input}\")\n", + " print(f\"Scaled Output:\\n{scaled_output}\")\n", + " print(f\"Detected Changes:\\n{changes}\")\n", + " print(\"-\" * 50)\n", + " \n", + " # Since multiple transformations may overlap, apply modulo 2 to only capture the final state\n", + " state_change_matrix %= 2 # Ensures we're left with 0 or 1 states\n", + " \n", + " print(\"Final Cumulative State Change Matrix:\")\n", + " print(state_change_matrix)\n", + " print(\"=\" * 50)\n", + " \n", + " return state_change_matrix\n", + "\n", + "# Function to apply the cumulative state change matrix to a test input\n", + "def apply_state_changes(test_input, state_change_matrix):\n", + " # Scale test input to the target size\n", + " scaled_test_input = scale_to_target(test_input)\n", + " \n", + " print(\"Initial Scaled Test Input:\")\n", + " print(scaled_test_input)\n", + " \n", + " # Apply the cumulative state change matrix\n", + " final_output = (scaled_test_input + state_change_matrix) % 2 # Flip based on state changes\n", + " \n", + " print(\"Final Predicted Output after applying state changes:\")\n", + " print(final_output)\n", + " \n", + " return final_output\n", + "\n", + "# Sample task data for testing\n", + "train_inputs = [\n", + " np.array([[1, 1], [0, 0]]),\n", + " np.array([[1, 1, 0], [0, 1, 1], [1, 0, 1]]),\n", + " np.array([[0, 1], [1, 0]]),\n", + " np.array([[1, 0, 0], [0, 1, 1]])\n", + "]\n", + "\n", + "train_outputs = [\n", + " np.array([[1, 0, 0, 1], [0, 1, 1, 0], [1, 0, 0, 1], [0, 1, 1, 0]]),\n", + " np.array([[1, 0, 1], [0, 0, 0], [1, 0, 1]]),\n", + " np.array([[0, 1, 0], [1, 0, 1], [0, 1, 0]]),\n", + " np.array([[1, 1, 1, 1], [0, 0, 1, 1], [1, 1, 0, 0]])\n", + "]\n", + "\n", + "test_input = np.array([[1, 1], [0, 1]])\n", + "\n", + "# Capture state changes from training data\n", + "state_change_matrix = capture_state_changes(train_inputs, train_outputs)\n", + "\n", + "# Apply state changes to the test input\n", + "predicted_output = apply_state_changes(test_input, state_change_matrix)\n", + "\n", + "# Display the final predicted output\n", + "print(\"Predicted Output:\")\n", + "print(predicted_output)\n", + "\n", + "# Visualize the transformation sequence\n", + "fig, axes = plt.subplots(1, 3, figsize=(15, 5))\n", + "axes[0].imshow(test_input, cmap='viridis')\n", + "axes[0].set_title(\"Test Input\")\n", + "\n", + "axes[1].imshow(state_change_matrix, cmap='viridis')\n", + "axes[1].set_title(\"Cumulative State Changes\")\n", + "\n", + "axes[2].imshow(predicted_output, cmap='viridis')\n", + "axes[2].set_title(\"Predicted Output\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "f75a4a23", + "metadata": { + "execution": { + "iopub.execute_input": "2024-11-27T13:06:32.075519Z", + "iopub.status.busy": "2024-11-27T13:06:32.074983Z", + "iopub.status.idle": "2024-11-27T13:06:32.583378Z", + "shell.execute_reply": "2024-11-27T13:06:32.582191Z" + }, + "papermill": { + "duration": 0.515397, + "end_time": "2024-11-27T13:06:32.585520", + "exception": false, + "start_time": "2024-11-27T13:06:32.070123", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Captured changes for Training Example 0:\n", + "Scaled Input:\n", + "[[0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]]\n", + "Scaled Output:\n", + "[[0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 0 0 0]\n", + " [0 0 0 0 0 0 0 0 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0]]\n", + "Detected Changes:\n", + "[[0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 0 0 0]\n", + " [0 0 0 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 0 0 0]\n", + " [0 0 0 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 0 0 0]\n", + " [0 0 0 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 0 0 0]\n", + " [0 0 0 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 0 0 0]\n", + " [0 0 0 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 0 0 0]\n", + " [0 0 0 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0]\n", + " [0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0]\n", + " [0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0]\n", + " [0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0]]\n", + "--------------------------------------------------\n", + "Captured changes for Training Example 1:\n", + "Scaled Input:\n", + "[[0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 1 1 1 1 1 2 2 2 2 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 1 1 1 1 1 2 2 2 2 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 1 1 1 1 1 2 2 2 2 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 1 1 1 1 1 2 2 2 2 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 1 1 1 1 1 2 2 2 2 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 2 2 2 2 1 1 1 1 1 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 2 2 2 2 1 1 1 1 1 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 2 2 2 2 1 1 1 1 1 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 2 2 2 2 1 1 1 1 1 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 2 2 2 2 1 1 1 1 1 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1]]\n", + "Scaled Output:\n", + "[[0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 2 2 2 2 1 1 1 1 1 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 2 2 2 2 1 1 1 1 1 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 2 2 2 2 1 1 1 1 1 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 2 2 2 2 1 1 1 1 1 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 2 2 2 2 1 1 1 1 1 0 0 0]\n", + " [0 0 0 0 0 0 0 0 1 1 1 1 1 2 2 2 2 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 1 1 1 1 1 2 2 2 2 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 1 1 1 1 1 2 2 2 2 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 1 1 1 1 1 2 2 2 2 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 1 1 1 1 1 2 2 2 2 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 2 2 2 2 1 1 1 1 1 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 2 2 2 2 1 1 1 1 1 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 2 2 2 2 1 1 1 1 1 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 2 2 2 2 1 1 1 1 1 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 2 2 2 2 1 1 1 1 1 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0]]\n", + "Detected Changes:\n", + "[[0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 0 0 0]\n", + " [0 0 0 1 1 1 1 1 1 1 1 1 1 0 0 0 0 1 1 1 1 1 1 1 1 1 1 0 0 0]\n", + " [0 0 0 1 1 1 1 1 1 1 1 1 1 0 0 0 0 1 1 1 1 1 1 1 1 1 1 0 0 0]\n", + " [0 0 0 1 1 1 1 1 1 1 1 1 1 0 0 0 0 1 1 1 1 1 1 1 1 1 1 0 0 0]\n", + " [0 0 0 1 1 1 1 1 1 1 1 1 1 0 0 0 0 1 1 1 1 1 1 1 1 1 1 0 0 0]\n", + " [0 0 0 1 1 1 1 1 1 1 1 1 1 0 0 0 0 1 1 1 1 1 1 1 1 1 1 0 0 0]\n", + " [0 0 0 1 1 1 1 1 0 0 0 0 0 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 1 1 1 1 1 0 0 0 0 0 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 1 1 1 1 1 0 0 0 0 0 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 1 1 1 1 1 0 0 0 0 0 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 1 1 1 1 1 0 0 0 0 0 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0]\n", + " [0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0]\n", + " [0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0]\n", + " [0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 0 0 0 0 0 1 1 1]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 0 0 0 0 0 1 1 1]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 0 0 0 0 0 1 1 1]]\n", + "--------------------------------------------------\n", + "Final Cumulative State Change Matrix with Colors:\n", + "[[0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 2 2 2 2 1 1 1 1 1 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 2 2 2 2 1 1 1 1 1 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 2 2 2 2 1 1 1 1 1 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 2 2 2 2 1 1 1 1 1 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 2 2 2 2 1 1 1 1 1 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 2 2 2 2 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 2 2 2 2 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 2 2 2 2 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 2 2 2 2 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 2 2 2 2 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 2 2 2 2 1 1 1 1 1 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 2 2 2 2 1 1 1 1 1 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 2 2 2 2 1 1 1 1 1 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 2 2 2 2 1 1 1 1 1 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 2 2 2 2 1 1 1 1 1 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0]]\n", + "==================================================\n", + "Initial Scaled Test Input:\n", + "[[0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1]\n", + " [1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1]\n", + " [1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1]\n", + " [1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1]\n", + " [1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1]\n", + " [1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1]\n", + " [1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0]\n", + " [0 0 0 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]]\n", + "Final Predicted Output after applying state changes with colors:\n", + "[[0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 2 2 2 2 2 1 1 1 1 1 1 1 1]\n", + " [1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 2 2 2 2 2 1 1 1 1 1 1 1 1]\n", + " [1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 2 2 2 2 2 1 1 1 1 1 1 1 1]\n", + " [1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 2 2 2 2 2 1 1 1 1 1 1 1 1]\n", + " [1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 2 2 2 2 2 1 1 1 1 1 1 1 1]\n", + " [1 1 1 0 0 0 0 0 0 0 0 0 0 2 2 2 2 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [1 1 1 0 0 0 0 0 0 0 0 0 0 2 2 2 2 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [1 1 1 0 0 0 0 0 0 0 0 0 0 2 2 2 2 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [1 1 1 0 0 0 0 0 0 0 0 0 0 2 2 2 2 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [1 1 1 0 0 0 0 0 0 0 0 0 0 2 2 2 2 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0]\n", + " [0 0 0 1 1 1 1 1 0 0 0 0 0 2 2 2 2 1 1 1 1 1 0 0 0 0 0 0 0 0]\n", + " [0 0 0 1 1 1 1 1 0 0 0 0 0 2 2 2 2 1 1 1 1 1 0 0 0 0 0 0 0 0]\n", + " [0 0 0 1 1 1 1 1 0 0 0 0 0 2 2 2 2 1 1 1 1 1 0 0 0 0 0 0 0 0]\n", + " [0 0 0 1 1 1 1 1 0 0 0 0 0 2 2 2 2 1 1 1 1 1 0 0 0 0 0 0 0 0]\n", + " [0 0 0 1 1 1 1 1 0 0 0 0 0 2 2 2 2 1 1 1 1 1 0 0 0 0 0 0 0 0]\n", + " [1 1 1 1 1 1 1 1 0 0 0 0 0 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0]\n", + " [1 1 1 1 1 1 1 1 0 0 0 0 0 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0]\n", + " [1 1 1 1 1 1 1 1 0 0 0 0 0 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0]]\n", + "Predicted Output:\n", + "[[0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", + " [1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 2 2 2 2 2 1 1 1 1 1 1 1 1]\n", + " [1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 2 2 2 2 2 1 1 1 1 1 1 1 1]\n", + " [1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 2 2 2 2 2 1 1 1 1 1 1 1 1]\n", + " [1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 2 2 2 2 2 1 1 1 1 1 1 1 1]\n", + " [1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 2 2 2 2 2 1 1 1 1 1 1 1 1]\n", + " [1 1 1 0 0 0 0 0 0 0 0 0 0 2 2 2 2 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [1 1 1 0 0 0 0 0 0 0 0 0 0 2 2 2 2 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [1 1 1 0 0 0 0 0 0 0 0 0 0 2 2 2 2 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [1 1 1 0 0 0 0 0 0 0 0 0 0 2 2 2 2 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [1 1 1 0 0 0 0 0 0 0 0 0 0 2 2 2 2 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0]\n", + " [0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0]\n", + " [0 0 0 1 1 1 1 1 0 0 0 0 0 2 2 2 2 1 1 1 1 1 0 0 0 0 0 0 0 0]\n", + " [0 0 0 1 1 1 1 1 0 0 0 0 0 2 2 2 2 1 1 1 1 1 0 0 0 0 0 0 0 0]\n", + " [0 0 0 1 1 1 1 1 0 0 0 0 0 2 2 2 2 1 1 1 1 1 0 0 0 0 0 0 0 0]\n", + " [0 0 0 1 1 1 1 1 0 0 0 0 0 2 2 2 2 1 1 1 1 1 0 0 0 0 0 0 0 0]\n", + " [0 0 0 1 1 1 1 1 0 0 0 0 0 2 2 2 2 1 1 1 1 1 0 0 0 0 0 0 0 0]\n", + " [1 1 1 1 1 1 1 1 0 0 0 0 0 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0]\n", + " [1 1 1 1 1 1 1 1 0 0 0 0 0 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0]\n", + " [1 1 1 1 1 1 1 1 0 0 0 0 0 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0]]\n" + ] + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from scipy.ndimage import zoom\n", + "\n", + "TARGET_SIZE = (30, 30) # Define the target size for consistent scaling\n", + "\n", + "# Function to scale an input to the target size\n", + "def scale_to_target(matrix):\n", + " scaling_factor = (TARGET_SIZE[0] / matrix.shape[0], TARGET_SIZE[1] / matrix.shape[1])\n", + " return zoom(matrix, scaling_factor, order=0)\n", + "\n", + "# Function to capture cumulative state changes with color tracking\n", + "def capture_state_changes(train_inputs, train_outputs):\n", + " # Initialize the state change matrix as a neutral matrix (zeros)\n", + " state_change_matrix = np.zeros(TARGET_SIZE, dtype=int)\n", + " \n", + " # Iterate through each pair of scaled training inputs and outputs\n", + " for i, (input_matrix, output_matrix) in enumerate(zip(train_inputs, train_outputs)):\n", + " # Scale input and output to the target size\n", + " scaled_input = scale_to_target(input_matrix)\n", + " scaled_output = scale_to_target(output_matrix)\n", + " \n", + " # Compute where there are changes and update the state change matrix with output values\n", + " changes = (scaled_output != scaled_input)\n", + " state_change_matrix = np.where(changes, scaled_output, state_change_matrix)\n", + " \n", + " print(f\"Captured changes for Training Example {i}:\")\n", + " print(f\"Scaled Input:\\n{scaled_input}\")\n", + " print(f\"Scaled Output:\\n{scaled_output}\")\n", + " print(f\"Detected Changes:\\n{changes.astype(int)}\") # Display as binary changes\n", + " print(\"-\" * 50)\n", + " \n", + " print(\"Final Cumulative State Change Matrix with Colors:\")\n", + " print(state_change_matrix)\n", + " print(\"=\" * 50)\n", + " \n", + " return state_change_matrix\n", + "\n", + "# Function to apply the cumulative state change matrix to a test input\n", + "def apply_state_changes(test_input, state_change_matrix):\n", + " # Scale test input to the target size\n", + " scaled_test_input = scale_to_target(test_input)\n", + " print(\"Initial Scaled Test Input:\")\n", + " print(scaled_test_input)\n", + " \n", + " # Apply the cumulative state change matrix\n", + " final_output = np.where(state_change_matrix != 0, state_change_matrix, scaled_test_input)\n", + " \n", + " print(\"Final Predicted Output after applying state changes with colors:\")\n", + " print(final_output)\n", + " \n", + " return final_output\n", + "\n", + "# Replace these arrays with the ARC data examples\n", + "train_inputs = [\n", + " np.array([\n", + " [0, 0, 0, 0, 0, 0, 0],\n", + " [0, 1, 0, 0, 0, 0, 0],\n", + " [0, 1, 1, 0, 0, 0, 0],\n", + " [0, 0, 0, 0, 1, 1, 0],\n", + " [0, 0, 0, 0, 0, 1, 0],\n", + " [0, 0, 0, 0, 0, 0, 0],\n", + " [0, 0, 0, 0, 0, 0, 0]\n", + " ]),\n", + " np.array([\n", + " [0, 0, 0, 0, 0, 0, 0],\n", + " [0, 1, 2, 0, 0, 0, 0],\n", + " [0, 1, 1, 0, 0, 0, 0],\n", + " [0, 0, 0, 0, 1, 1, 0],\n", + " [0, 0, 0, 0, 2, 1, 0],\n", + " [0, 0, 0, 0, 0, 0, 0],\n", + " [0, 0, 0, 0, 0, 0, 1]\n", + " ])\n", + "]\n", + "\n", + "train_outputs = [\n", + " np.array([\n", + " [0, 0, 0, 0, 1, 1, 0],\n", + " [0, 0, 0, 0, 0, 1, 0],\n", + " [0, 0, 1, 0, 0, 0, 0],\n", + " [0, 0, 1, 1, 0, 0, 0],\n", + " [0, 0, 0, 0, 0, 0, 0],\n", + " [0, 0, 0, 0, 1, 0, 0],\n", + " [0, 0, 0, 1, 1, 0, 0]\n", + " ]),\n", + " np.array([\n", + " [0, 0, 0, 0, 1, 1, 0],\n", + " [0, 0, 0, 0, 2, 1, 0],\n", + " [0, 0, 1, 2, 0, 0, 0],\n", + " [0, 0, 1, 1, 0, 0, 0],\n", + " [0, 0, 0, 0, 0, 0, 0],\n", + " [0, 0, 0, 2, 1, 0, 0],\n", + " [0, 0, 0, 1, 1, 0, 0]\n", + " ])\n", + "]\n", + "\n", + "test_input = np.array([\n", + " [0, 0, 0, 0, 0, 1, 1],\n", + " [1, 1, 0, 0, 0, 0, 1],\n", + " [1, 0, 0, 0, 0, 0, 0],\n", + " [0, 0, 0, 1, 0, 0, 0],\n", + " [0, 0, 0, 1, 1, 0, 0],\n", + " [0, 1, 0, 0, 0, 0, 0],\n", + " [1, 1, 0, 0, 0, 0, 0]\n", + "])\n", + "\n", + "# Capture state changes from training data\n", + "state_change_matrix = capture_state_changes(train_inputs, train_outputs)\n", + "\n", + "# Apply state changes to the test input\n", + "predicted_output = apply_state_changes(test_input, state_change_matrix)\n", + "\n", + "# Display the final predicted output\n", + "print(\"Predicted Output:\")\n", + "print(predicted_output)\n", + "\n", + "# Visualize the transformation sequence\n", + "fig, axes = plt.subplots(1, 3, figsize=(15, 5))\n", + "axes[0].imshow(test_input, cmap='viridis')\n", + "axes[0].set_title(\"Test Input\")\n", + "\n", + "axes[1].imshow(state_change_matrix, cmap='viridis')\n", + "axes[1].set_title(\"Cumulative State Changes\")\n", + "\n", + "axes[2].imshow(predicted_output, cmap='viridis')\n", + "axes[2].set_title(\"Predicted Output\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "7c18c00c", + "metadata": {}, + "source": [ + "# All I needed to do was subtract the test input from the output... " + ] + } + ], + "metadata": { + "kaggle": { + "accelerator": "none", + "dataSources": [ + { + "databundleVersionId": 8951125, + "sourceId": 67357, + "sourceType": "competition" + }, + { + "isSourceIdPinned": true, + "modelId": 175594, + "modelInstanceId": 153146, + "sourceId": 179738, + "sourceType": "modelInstanceVersion" + } + ], + "dockerImageVersionId": 30786, + "isGpuEnabled": false, + "isInternetEnabled": true, + "language": "python", + "sourceType": "notebook" + }, + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.14" + }, + "papermill": { + "default_parameters": {}, + "duration": 5.578095, + "end_time": "2024-11-27T13:06:33.110284", + "environment_variables": {}, + "exception": null, + "input_path": "__notebook__.ipynb", + "output_path": "__notebook__.ipynb", + "parameters": {}, + "start_time": "2024-11-27T13:06:27.532189", + "version": "2.6.0" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/models/DRE/DRE-Elements.ipynb b/models/DRE/DRE-Elements.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..10b7cb8d838154b978dd8f0aa903854988458c16 --- /dev/null +++ b/models/DRE/DRE-Elements.ipynb @@ -0,0 +1,1921 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "dd2ca348", + "metadata": { + "_cell_guid": "b1076dfc-b9ad-4769-8c92-a6c4dae69d19", + "_uuid": "8f2839f25d086af736a60e9eeb907d3b93b6e0e5", + "execution": { + "iopub.execute_input": "2024-11-13T08:03:14.049101Z", + "iopub.status.busy": "2024-11-13T08:03:14.048645Z", + "iopub.status.idle": "2024-11-13T08:03:15.076635Z", + "shell.execute_reply": "2024-11-13T08:03:15.075135Z" + }, + "papermill": { + "duration": 1.041647, + "end_time": "2024-11-13T08:03:15.079467", + "exception": false, + "start_time": "2024-11-13T08:03:14.037820", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "/kaggle/input/cube4d-periodic-table-base-cube-matrix/PeriodicTable_SmolCube.agn\n", + "/kaggle/input/cube4d-periodic-table-base-cube-matrix/PeriodicTable_BaseCube.agn\n" + ] + } + ], + "source": [ + "# This Python 3 environment comes with many helpful analytics libraries installed\n", + "# It is defined by the kaggle/python Docker image: https://github.com/kaggle/docker-python\n", + "# For example, here's several helpful packages to load\n", + "\n", + "import numpy as np # linear algebra\n", + "import pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n", + "\n", + "# Input data files are available in the read-only \"../input/\" directory\n", + "# For example, running this (by clicking run or pressing Shift+Enter) will list all files under the input directory\n", + "\n", + "import os\n", + "for dirname, _, filenames in os.walk('/kaggle/input'):\n", + " for filename in filenames:\n", + " print(os.path.join(dirname, filename))\n", + "\n", + "# You can write up to 20GB to the current directory (/kaggle/working/) that gets preserved as output when you create a version using \"Save & Run All\" \n", + "# You can also write temporary files to /kaggle/temp/, but they won't be saved outside of the current session" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "043a320b", + "metadata": { + "execution": { + "iopub.execute_input": "2024-11-13T08:03:15.098625Z", + "iopub.status.busy": "2024-11-13T08:03:15.098050Z", + "iopub.status.idle": "2024-11-13T08:03:48.416382Z", + "shell.execute_reply": "2024-11-13T08:03:48.414972Z" + }, + "jupyter": { + "source_hidden": true + }, + "papermill": { + "duration": 33.331252, + "end_time": "2024-11-13T08:03:48.419477", + "exception": false, + "start_time": "2024-11-13T08:03:15.088225", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Collecting kaleido\r\n", + " Downloading kaleido-0.2.1-py2.py3-none-manylinux1_x86_64.whl.metadata (15 kB)\r\n", + "Downloading kaleido-0.2.1-py2.py3-none-manylinux1_x86_64.whl (79.9 MB)\r\n", + "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m79.9/79.9 MB\u001b[0m \u001b[31m17.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\r\n", + "\u001b[?25hInstalling collected packages: kaleido\r\n", + "Successfully installed kaleido-0.2.1\r\n", + "Requirement already satisfied: plotly in /opt/conda/lib/python3.10/site-packages (5.22.0)\r\n", + "Requirement already satisfied: kaleido in /opt/conda/lib/python3.10/site-packages (0.2.1)\r\n", + "Requirement already satisfied: tenacity>=6.2.0 in /opt/conda/lib/python3.10/site-packages (from plotly) (8.3.0)\r\n", + "Requirement already satisfied: packaging in /opt/conda/lib/python3.10/site-packages (from plotly) (21.3)\r\n", + "Requirement already satisfied: pyparsing!=3.0.5,>=2.0.2 in /opt/conda/lib/python3.10/site-packages (from packaging->plotly) (3.1.2)\r\n" + ] + } + ], + "source": [ + "!pip install -U kaleido\n", + "!pip install plotly kaleido" + ] + }, + { + "cell_type": "markdown", + "id": "2cd2d22d", + "metadata": { + "papermill": { + "duration": 0.01095, + "end_time": "2024-11-13T08:03:48.442392", + "exception": false, + "start_time": "2024-11-13T08:03:48.431442", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "1. Explore State Changes Across Elements\n", + "\n", + "\tβ€’\tObjective: Visualize and analyze the state changes for key properties (e.g., Atomic Mass, Electronegativity) across elements.\n", + "\tβ€’\tApproach: Use a line or scatter plot to show how each element’s property changes in comparison to the base value. This can reveal trends and periodic behaviors across the table.\n", + "\n", + "2. Relational Analysis of Groups and Periods\n", + "\n", + "\tβ€’\tObjective: Group elements by periods or groups and see how properties vary within these categories.\n", + "\tβ€’\tApproach: Generate grouped bar charts or heatmaps for state changes of properties within a single group or period. This can help visualize trends, like increasing atomic radius or electronegativity within a period.\n", + "\n", + "3. Correlations and Pairwise Comparisons\n", + "\n", + "\tβ€’\tObjective: Identify potential correlations between properties (e.g., between Ionization Energy and Atomic Radius).\n", + "\tβ€’\tApproach: Use pair plots or correlation matrices to look for any relationships. For example, plotting Ionization Energy against Atomic Radius for all elements could help identify inverse or direct relationships.\n", + "\n", + "4. 3D Visualization of Core Properties\n", + "\n", + "\tβ€’\tObjective: Create a 3D scatter plot of key properties (e.g., Atomic Mass, Electronegativity, Atomic Radius) to explore multi-dimensional relationships.\n", + "\tβ€’\tApproach: Use Plotly or Matplotlib 3D scatter plots to visualize elements in 3D space, where each axis represents a different property. This can help reveal clusters or outliers in elemental properties.\n", + "\n", + "5. Hierarchical Clustering of Elements by State Changes\n", + "\n", + "\tβ€’\tObjective: Cluster elements based on their state changes to find similarities and patterns.\n", + "\tβ€’\tApproach: Using hierarchical clustering, create dendrograms that group elements with similar properties. This can reveal unexpected connections between elements.\n", + "\n", + "6. Interactive Exploration of Properties Using Widgets\n", + "\n", + "\tβ€’\tObjective: Enable interactive queries by adding widgets that let you select properties or groups.\n", + "\tβ€’\tApproach: Using ipywidgets, create dropdowns and sliders to dynamically filter or highlight elements based on selected properties.\n" + ] + }, + { + "cell_type": "markdown", + "id": "779a8d35", + "metadata": { + "papermill": { + "duration": 0.010938, + "end_time": "2024-11-13T08:03:48.464639", + "exception": false, + "start_time": "2024-11-13T08:03:48.453701", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "## 0. Load Base Layer" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "7c8d4442", + "metadata": { + "execution": { + "iopub.execute_input": "2024-11-13T08:03:48.490419Z", + "iopub.status.busy": "2024-11-13T08:03:48.489888Z", + "iopub.status.idle": "2024-11-13T08:03:49.584562Z", + "shell.execute_reply": "2024-11-13T08:03:49.583316Z" + }, + "jupyter": { + "source_hidden": true + }, + "papermill": { + "duration": 1.110418, + "end_time": "2024-11-13T08:03:49.587195", + "exception": false, + "start_time": "2024-11-13T08:03:48.476777", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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AtomicMassElectronegativityAtomicRadiusIonizationEnergyElectronAffinityMeltingPointBoilingPointDensitySymbolNameElectronConfigurationOxidationStatesGroupBlockStandardState
H1.0080002.20120.013.5980.75413.8120.280.000090Hydrogen1s1+1, -1NonmetalGas1766
He4.002600NaN140.024.587NaN0.954.220.000179Helium1s20Noble gasGas1868
Li7.0000000.98182.05.3920.618453.651615.000.534000Lithium[He]2s1+1Alkali metalSolid1817
Be9.0121831.57153.09.323NaN1560.002744.001.850000Beryllium[He]2s2+2Alkaline earth metalSolid1798
B10.8100002.04192.08.2980.2772348.004273.002.370000Boron[He]2s2 2p1+3MetalloidSolid1808
\n", + "
" + ], + "text/plain": [ + " AtomicMass Electronegativity AtomicRadius IonizationEnergy \\\n", + "H 1.008000 2.20 120.0 13.598 \n", + "He 4.002600 NaN 140.0 24.587 \n", + "Li 7.000000 0.98 182.0 5.392 \n", + "Be 9.012183 1.57 153.0 9.323 \n", + "B 10.810000 2.04 192.0 8.298 \n", + "\n", + " ElectronAffinity MeltingPoint BoilingPoint Density Symbol \\\n", + "H 0.754 13.81 20.28 0.000090 Hydrogen \n", + "He NaN 0.95 4.22 0.000179 Helium \n", + "Li 0.618 453.65 1615.00 0.534000 Lithium \n", + "Be NaN 1560.00 2744.00 1.850000 Beryllium \n", + "B 0.277 2348.00 4273.00 2.370000 Boron \n", + "\n", + " Name ElectronConfiguration OxidationStates GroupBlock \\\n", + "H 1s1 +1, -1 Nonmetal Gas \n", + "He 1s2 0 Noble gas Gas \n", + "Li [He]2s1 +1 Alkali metal Solid \n", + "Be [He]2s2 +2 Alkaline earth metal Solid \n", + "B [He]2s2 2p1 +3 Metalloid Solid \n", + "\n", + " StandardState \n", + "H 1766 \n", + "He 1868 \n", + "Li 1817 \n", + "Be 1798 \n", + "B 1808 " + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import json\n", + "import networkx as nx\n", + "import pandas as pd\n", + "\n", + "# Load the .agn file\n", + "file_path = \"/kaggle/input/cube4d-periodic-table-base-cube-matrix/PeriodicTable_BaseCube.agn\"\n", + "with open(file_path, \"r\") as file:\n", + " data = json.load(file)\n", + "\n", + "# Extract property names from the schema\n", + "numeric_properties = data[\"Schema\"][\"NumericProperties\"]\n", + "non_numeric_properties = data[\"Schema\"][\"NonNumericProperties\"]\n", + "all_properties = numeric_properties + non_numeric_properties\n", + "\n", + "# Initialize a NetworkX graph\n", + "G = nx.Graph()\n", + "\n", + "# Process each element and add it as a node in the graph\n", + "for element_symbol, properties in data[\"Elements\"].items():\n", + " # Dynamically map available properties, checking the length of the property list\n", + " processed_properties = {\n", + " prop_name: properties[i] for i, prop_name in enumerate(all_properties) if i < len(properties)\n", + " }\n", + " \n", + " # Add the processed element as a node with attributes\n", + " G.add_node(element_symbol, **processed_properties)\n", + "\n", + "# Convert the NetworkX graph to a Pandas DataFrame for easy handling\n", + "attributes_df = pd.DataFrame.from_dict(dict(G.nodes(data=True)), orient=\"index\") # Node attributes\n", + "\n", + "# Display node attributes dataframe\n", + "attributes_df.head()" + ] + }, + { + "cell_type": "markdown", + "id": "0acb47c5", + "metadata": { + "papermill": { + "duration": 0.011548, + "end_time": "2024-11-13T08:03:49.610727", + "exception": false, + "start_time": "2024-11-13T08:03:49.599179", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "### Validate Schema and Data" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "0a71c265", + "metadata": { + "execution": { + "iopub.execute_input": "2024-11-13T08:03:49.636290Z", + "iopub.status.busy": "2024-11-13T08:03:49.635626Z", + "iopub.status.idle": "2024-11-13T08:03:49.650118Z", + "shell.execute_reply": "2024-11-13T08:03:49.648878Z" + }, + "jupyter": { + "source_hidden": true + }, + "papermill": { + "duration": 0.03076, + "end_time": "2024-11-13T08:03:49.653112", + "exception": false, + "start_time": "2024-11-13T08:03:49.622352", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(dict_keys(['Schema', 'Elements']),\n", + " {'NonNumericProperties': ['Symbol',\n", + " 'Name',\n", + " 'ElectronConfiguration',\n", + " 'OxidationStates',\n", + " 'GroupBlock',\n", + " 'StandardState',\n", + " 'YearDiscovered'],\n", + " 'NumericProperties': ['AtomicMass',\n", + " 'Electronegativity',\n", + " 'AtomicRadius',\n", + " 'IonizationEnergy',\n", + " 'ElectronAffinity',\n", + " 'MeltingPoint',\n", + " 'BoilingPoint',\n", + " 'Density'],\n", + " 'BaseStateValues': {'AtomicMass': 1,\n", + " 'Electronegativity': 1,\n", + " 'AtomicRadius': 1,\n", + " 'IonizationEnergy': 1,\n", + " 'ElectronAffinity': 1,\n", + " 'MeltingPoint': 1,\n", + " 'BoilingPoint': 1,\n", + " 'Density': 1}})" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Load the updated PeriodicTable_BaseCube.agn file and inspect it for available attributes\n", + "import json\n", + "\n", + "with open(file_path, \"r\") as file:\n", + " base_cube_data = json.load(file)\n", + "\n", + "# Display top-level keys and the schema to understand its structure\n", + "base_cube_data.keys(), base_cube_data[\"Schema\"]" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "094cb8d2", + "metadata": { + "execution": { + "iopub.execute_input": "2024-11-13T08:03:49.684142Z", + "iopub.status.busy": "2024-11-13T08:03:49.683187Z", + "iopub.status.idle": "2024-11-13T08:03:49.693759Z", + "shell.execute_reply": "2024-11-13T08:03:49.692379Z" + }, + "jupyter": { + "source_hidden": true + }, + "papermill": { + "duration": 0.029132, + "end_time": "2024-11-13T08:03:49.696540", + "exception": false, + "start_time": "2024-11-13T08:03:49.667408", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "[1.008,\n", + " 2.2,\n", + " 120.0,\n", + " 13.598,\n", + " 0.754,\n", + " 13.81,\n", + " 20.28,\n", + " 8.988e-05,\n", + " 'Hydrogen',\n", + " '1s1',\n", + " '+1, -1',\n", + " 'Nonmetal',\n", + " 'Gas',\n", + " '1766']" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Extract elements from the base cube data and check for the 'Period' attribute\n", + "elements_data = base_cube_data[\"Elements\"]\n", + "\n", + "# Check if 'Period' is available in any element data\n", + "sample_element_data = next(iter(elements_data.values())) # Get data from the first element\n", + "\n", + "# Display the sample element data to check for 'Period' or other relevant attributes\n", + "sample_element_data" + ] + }, + { + "cell_type": "markdown", + "id": "93c0233a", + "metadata": { + "papermill": { + "duration": 0.011891, + "end_time": "2024-11-13T08:03:49.720472", + "exception": false, + "start_time": "2024-11-13T08:03:49.708581", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "## Extend Base Cube" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "552c431c", + "metadata": { + "execution": { + "iopub.execute_input": "2024-11-13T08:03:49.747217Z", + "iopub.status.busy": "2024-11-13T08:03:49.746777Z", + "iopub.status.idle": "2024-11-13T08:03:49.786414Z", + "shell.execute_reply": "2024-11-13T08:03:49.784981Z" + }, + "jupyter": { + "source_hidden": true + }, + "papermill": { + "duration": 0.056347, + "end_time": "2024-11-13T08:03:49.789286", + "exception": false, + "start_time": "2024-11-13T08:03:49.732939", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "'PeriodicTable_SmolCube.agn'" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import json\n", + "\n", + "period_group_data = {\n", + " \"H\": {\"Period\": 1, \"Group\": 1},\n", + " \"He\": {\"Period\": 1, \"Group\": 18},\n", + " \"Li\": {\"Period\": 2, \"Group\": 1},\n", + " \"Be\": {\"Period\": 2, \"Group\": 2},\n", + " \"B\": {\"Period\": 2, \"Group\": 13},\n", + " \"C\": {\"Period\": 2, \"Group\": 14},\n", + " \"N\": {\"Period\": 2, \"Group\": 15},\n", + " \"O\": {\"Period\": 2, \"Group\": 16},\n", + " \"F\": {\"Period\": 2, \"Group\": 17},\n", + " \"Ne\": {\"Period\": 2, \"Group\": 18},\n", + " \"Na\": {\"Period\": 3, \"Group\": 1},\n", + " \"Mg\": {\"Period\": 3, \"Group\": 2},\n", + " \"Al\": {\"Period\": 3, \"Group\": 13},\n", + " \"Si\": {\"Period\": 3, \"Group\": 14},\n", + " \"P\": {\"Period\": 3, \"Group\": 15},\n", + " \"S\": {\"Period\": 3, \"Group\": 16},\n", + " \"Cl\": {\"Period\": 3, \"Group\": 17},\n", + " \"Ar\": {\"Period\": 3, \"Group\": 18},\n", + " \"K\": {\"Period\": 4, \"Group\": 1},\n", + " \"Ca\": {\"Period\": 4, \"Group\": 2},\n", + " \"Sc\": {\"Period\": 4, \"Group\": 3},\n", + " \"Ti\": {\"Period\": 4, \"Group\": 4},\n", + " \"V\": {\"Period\": 4, \"Group\": 5},\n", + " \"Cr\": {\"Period\": 4, \"Group\": 6},\n", + " \"Mn\": {\"Period\": 4, \"Group\": 7},\n", + " \"Fe\": {\"Period\": 4, \"Group\": 8},\n", + " \"Co\": {\"Period\": 4, \"Group\": 9},\n", + " \"Ni\": {\"Period\": 4, \"Group\": 10},\n", + " \"Cu\": {\"Period\": 4, \"Group\": 11},\n", + " \"Zn\": {\"Period\": 4, \"Group\": 12},\n", + " \"Ga\": {\"Period\": 4, \"Group\": 13},\n", + " \"Ge\": {\"Period\": 4, \"Group\": 14},\n", + " \"As\": {\"Period\": 4, \"Group\": 15},\n", + " \"Se\": {\"Period\": 4, \"Group\": 16},\n", + " \"Br\": {\"Period\": 4, \"Group\": 17},\n", + " \"Kr\": {\"Period\": 4, \"Group\": 18},\n", + " \"Rb\": {\"Period\": 5, \"Group\": 1},\n", + " \"Sr\": {\"Period\": 5, \"Group\": 2},\n", + " \"Y\": {\"Period\": 5, \"Group\": 3},\n", + " \"Zr\": {\"Period\": 5, \"Group\": 4},\n", + " \"Nb\": {\"Period\": 5, \"Group\": 5},\n", + " \"Mo\": {\"Period\": 5, \"Group\": 6},\n", + " \"Tc\": {\"Period\": 5, \"Group\": 7},\n", + " \"Ru\": {\"Period\": 5, \"Group\": 8},\n", + " \"Rh\": {\"Period\": 5, \"Group\": 9},\n", + " \"Pd\": {\"Period\": 5, \"Group\": 10},\n", + " \"Ag\": {\"Period\": 5, \"Group\": 11},\n", + " \"Cd\": {\"Period\": 5, \"Group\": 12},\n", + " \"In\": {\"Period\": 5, \"Group\": 13},\n", + " \"Sn\": {\"Period\": 5, \"Group\": 14},\n", + " \"Sb\": {\"Period\": 5, \"Group\": 15},\n", + " \"Te\": {\"Period\": 5, \"Group\": 16},\n", + " \"I\": {\"Period\": 5, \"Group\": 17},\n", + " \"Xe\": {\"Period\": 5, \"Group\": 18},\n", + " # Continue to define the rest of the elements as needed...\n", + "}\n", + "\n", + "# Extract headers for compact relational inference\n", + "numeric_properties = base_cube_data[\"Schema\"][\"NumericProperties\"]\n", + "non_numeric_properties = base_cube_data[\"Schema\"][\"NonNumericProperties\"]\n", + "all_properties = numeric_properties + non_numeric_properties + [\"Period\", \"Group\"]\n", + "\n", + "# Define schema with headers for compact relational inference\n", + "compact_cube_data = {\n", + " \"Schema\": {\n", + " \"Headers\": all_properties\n", + " },\n", + " \"Elements\": {}\n", + "}\n", + "\n", + "# Create the compact, flattened structure for each element\n", + "for symbol, properties in elements_data.items():\n", + " # Map each property value according to schema order and flatten as a single comma-separated string\n", + " flat_properties = []\n", + " \n", + " # Add numeric and non-numeric properties based on their positions in the schema\n", + " for i, prop_name in enumerate(numeric_properties + non_numeric_properties):\n", + " flat_properties.append(str(properties[i]) if i < len(properties) else \"\")\n", + " \n", + " # Add Period and Group from the period_group_data\n", + " period_info = period_group_data.get(symbol, {\"Period\": None, \"Group\": None})\n", + " flat_properties.append(str(period_info[\"Period\"]) if period_info[\"Period\"] is not None else \"\")\n", + " flat_properties.append(str(period_info[\"Group\"]) if period_info[\"Group\"] is not None else \"\")\n", + " \n", + " # Join all properties as a single string and store in the Elements dictionary\n", + " compact_cube_data[\"Elements\"][symbol] = \",\".join(flat_properties)\n", + "\n", + "# Save the compact cube structure to a new .agn file\n", + "compact_cube_file_path = \"PeriodicTable_SmolCube.agn\"\n", + "with open(compact_cube_file_path, \"w\") as file:\n", + " json.dump(compact_cube_data, file, indent=4)\n", + "\n", + "compact_cube_file_path" + ] + }, + { + "cell_type": "markdown", + "id": "bab980d3", + "metadata": { + "papermill": { + "duration": 0.011725, + "end_time": "2024-11-13T08:03:49.813296", + "exception": false, + "start_time": "2024-11-13T08:03:49.801571", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "## 1. Explore State Changes Across Elements" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "0046a79a", + "metadata": { + "execution": { + "iopub.execute_input": "2024-11-13T08:03:49.839431Z", + "iopub.status.busy": "2024-11-13T08:03:49.839007Z", + "iopub.status.idle": "2024-11-13T08:03:51.130898Z", + "shell.execute_reply": "2024-11-13T08:03:51.129583Z" + }, + "jupyter": { + "source_hidden": true + }, + "papermill": { + "duration": 1.309249, + "end_time": "2024-11-13T08:03:51.134779", + "exception": false, + "start_time": "2024-11-13T08:03:49.825530", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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Li7.0000000.98182.05.3920.618453.651615.000.534000Lithium[He]2s1+1Alkali metalSolid181721
Be9.0121831.57153.09.323NaN1560.002744.001.850000Beryllium[He]2s2+2Alkaline earth metalSolid179822
B10.8100002.04192.08.2980.2772348.004273.002.370000Boron[He]2s2 2p1+3MetalloidSolid1808213
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" + ], + "text/plain": [ + " AtomicMass Electronegativity AtomicRadius IonizationEnergy \\\n", + "H 1.008000 2.20 120.0 13.598 \n", + "He 4.002600 NaN 140.0 24.587 \n", + "Li 7.000000 0.98 182.0 5.392 \n", + "Be 9.012183 1.57 153.0 9.323 \n", + "B 10.810000 2.04 192.0 8.298 \n", + "\n", + " ElectronAffinity MeltingPoint BoilingPoint Density Symbol \\\n", + "H 0.754 13.81 20.28 0.000090 Hydrogen \n", + "He NaN 0.95 4.22 0.000179 Helium \n", + "Li 0.618 453.65 1615.00 0.534000 Lithium \n", + "Be NaN 1560.00 2744.00 1.850000 Beryllium \n", + "B 0.277 2348.00 4273.00 2.370000 Boron \n", + "\n", + " Name ElectronConfiguration OxidationStates GroupBlock \\\n", + "H 1s1 +1 -1 Nonmetal \n", + "He 1s2 0 Noble gas Gas \n", + "Li [He]2s1 +1 Alkali metal Solid \n", + "Be [He]2s2 +2 Alkaline earth metal Solid \n", + "B [He]2s2 2p1 +3 Metalloid Solid \n", + "\n", + " StandardState YearDiscovered Period Group \n", + "H Gas 1766 1 \n", + "He 1868 1 18 \n", + "Li 1817 2 1 \n", + "Be 1798 2 2 \n", + "B 1808 2 13 " + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Load the compact cube file\n", + "with open(compact_cube_file_path, \"r\") as file:\n", + " compact_cube_data = json.load(file)\n", + "\n", + "# Extract schema headers and element data\n", + "schema_headers = compact_cube_data[\"Schema\"][\"Headers\"]\n", + "element_data = compact_cube_data[\"Elements\"]\n", + "\n", + "# Convert compact data into a DataFrame for easier analysis\n", + "import pandas as pd\n", + "\n", + "# Parse each element's comma-separated values according to the schema\n", + "parsed_data = {\n", + " symbol: dict(zip(schema_headers, values.split(\",\"))) for symbol, values in element_data.items()\n", + "}\n", + "\n", + "# Convert parsed data to a DataFrame\n", + "element_df = pd.DataFrame.from_dict(parsed_data, orient=\"index\")\n", + "\n", + "# Convert numeric columns to floats for analysis (where applicable)\n", + "numeric_columns = [\"AtomicMass\", \"Electronegativity\", \"AtomicRadius\", \"IonizationEnergy\", \n", + " \"ElectronAffinity\", \"MeltingPoint\", \"BoilingPoint\", \"Density\"]\n", + "for col in numeric_columns:\n", + " element_df[col] = pd.to_numeric(element_df[col], errors=\"coerce\")\n", + "\n", + "# Display the DataFrame to inspect and verify structure\n", + "element_df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "df1f025c", + "metadata": { + "execution": { + "iopub.execute_input": "2024-11-13T08:03:51.238849Z", + "iopub.status.busy": "2024-11-13T08:03:51.238383Z", + "iopub.status.idle": "2024-11-13T08:03:51.251437Z", + "shell.execute_reply": "2024-11-13T08:03:51.250079Z" + }, + "jupyter": { + "source_hidden": true + }, + "papermill": { + "duration": 0.032393, + "end_time": "2024-11-13T08:03:51.254226", + "exception": false, + "start_time": "2024-11-13T08:03:51.221833", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['', '1', '2', 'Ancient', ' -1', '3', '1854', '1669', 'Gas', '4',\n", + " '1791', 'Solid', '1797', '1817', '1826', '5', '1937', '1782',\n", + " '1925', 'Halogen', '1967', 'Transition metal', ' 2', ' 1',\n", + " 'Expected to be a Solid', '1996', 'Post-transition metal', '2000'],\n", + " dtype=object)" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Inspect unique values in the \"Period\" column to identify inconsistencies\n", + "element_df[\"Period\"].unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "3ee54a72", + "metadata": { + "execution": { + "iopub.execute_input": "2024-11-13T08:03:51.286635Z", + "iopub.status.busy": "2024-11-13T08:03:51.286160Z", + "iopub.status.idle": "2024-11-13T08:03:53.494707Z", + "shell.execute_reply": "2024-11-13T08:03:53.493408Z" + }, + "jupyter": { + "source_hidden": true + }, + "papermill": { + "duration": 2.227917, + "end_time": "2024-11-13T08:03:53.497592", + "exception": false, + "start_time": "2024-11-13T08:03:51.269675", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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69FBiYqK++eYba79Fixbp9u3bGb43pHfv3ipRooS8vb3Vpk0bJSQkaM6cOXriiSe0fv16Xb58WV26dLH5WcifP78CAwNtfhZSDBgw4L7rXL16tfLnz6/BgwfbtL/++usyDMN6ljZleOO7+w0ZMiRD23YvL7/8ss3zhg0b2mXUu379+tkc0w0bNlRSUpJ1KOsH2adpyauv2/r163XlyhWNHDky1f1tGXmvuJc73x/i4uL0999/q3Hjxvrjjz8UFxdn09fb29vm/crNzU09evTQ/v37FRsbm+byo6OjdfToUXXt2lUXL1607veEhAQ1b95c27Ztu+d7wcWLFyUp1Zn2+Ph4SZKrq6u5DX6Auu7cR7du3dLFixdVsWJFFSlSRPv27Uu1bHsd7w/yvpyyn3LTfc7IeR6dOwuBh1CiRAm1aNFC8+fP17Vr15SUlGS9UftuR48eVVxcnDw9PdOcfv78eev/Dx06pLfeekubNm2y/rJLcfcv5jJlyqT6IFC0aFEdOHDgvvUvWrRIt27dUq1atXTs2DFre2BgoObNm6eBAwfedxknT55UYGBgqvaUUaxOnjypqlWrWtvLli1r0y/ll5uPj0+q9uTkZMXFxVkvK7rb8ePH071cKCMCAwM1fvx4JSUl6ZdfftH48eP1zz//yNHR0abfqVOn9M4772jFihWp7mdLeT1SfsE/9thjqdbj7++f5oeFB9GpUyd99tlneumllzRy5Eg1b95czz33nDp27JihEQ3Tqq9SpUq6du2aLly4IC8vLwUEBOjJJ5/UvHnz1KdPH0n/XtZXr149VaxYMUN1vvPOO2rYsKHy58+v4sWL6/HHH7fetH706FFJSvdmbjc3N5vnDg4OKlOmzH3XefLkSXl7e6f6YHjnsZjyb758+eTn52fTz9/fPwNblj5nZ2eVKFHCpq1o0aKpjpkHcffPTcqHvZRlm92n6cmrr1vKJYp3vhfZy48//qjRo0crKioq1WVqcXFxNh/gK1asmOr9ulKlSpL+vffOy8sr1fJT9ntoaGi6NcTFxaUKSncz7rrnJ+X1unLlyj3nS4+ZulLux4qIiNBff/1lU8vdv9Mk+x3vD/K+nFLbwwZsPNoIUkAGde3aVX379lVsbKxCQkKsZwzulpycLE9PzzTvPZFk/QB2+fJlNW7cWG5ubho3bpz8/Pzk7Oysffv2acSIEan+8pjete13/9JMS0ot9evXT3P6H3/8oQoVKtx3OWakV+/DbMeDKl68uFq0aCFJCg4OVkBAgJ555hlNmzbNem9GUlKSnn76aV26dEkjRoxQQECAChcurL/++ks9e/a02zDO6f3SvnuggoIFC2rbtm3avHmzVq1apTVr1mjRokVq1qyZ1q1bZ5eRyqR/z0q99tpr+vPPP5WYmKidO3fq448/zvD81apVs+7bu6Xss7lz56b5wfHuUcKcnJzsOux9ZrHXvjez7JSfD7P7ND2P4uv2MI4fP67mzZsrICBAU6ZMkY+PjxwdHbV69WpNnTrVLu8PKcuYNGmSatasmWYfFxeXdOdP+UPU3YE+ICBAknTw4EG1b98+U+t69dVXFRERoSFDhigoKEju7u6yWCzq3Llzmvsoq473tKTsp+LFiz/wMgCCFJBBzz77rPr376+dO3dq0aJF6fbz8/PThg0bVL9+fZvLHO62ZcsWXbx4UUuXLlWjRo2s7XeOmmUPMTEx2rFjhwYNGqTGjRvbTEtOTlb37t01f/58vfXWW5LS/6Dv6+urI0eOpGpPuQQxrS9/tBc/Pz/rIAn20KZNGzVu3FgTJkxQ//79VbhwYR08eFC///675syZYzO4xN03h6dsZ8pfSu+U1v65W9GiRXX58uVU7Sl/Ub1Tvnz51Lx5czVv3lxTpkzRhAkT9Oabb2rz5s3pfghOkVZ9v//+uwoVKmRzNqVz584KCwvTggULrN+Z1KlTp/tuR0aknFHw9PS8b71m+Pr6asOGDbpy5YrN2Y27j0VfX18lJyfr+PHjNmczMvI6ZZaH/et3Zu3TrFhHVrxuKbX/8ssvGT6rmhHfffedEhMTtWLFCpuzKOldSnns2DEZhmHzev/++++SlOaondL/r93Nze2B9ntKYLr7d0iDBg1UtGhRLViwQP/9739N/yHATF3ffPONQkNDNXnyZGvbjRs30nzPM7Pu+x2LD/K+nLKfcvp3gyFny9t/QgLsyMXFRbNmzdKYMWPUtm3bdPu98MILSkpK0rvvvptq2u3bt62/UFJ+md15JubmzZuaOXOmXetOORs1fPhwdezY0ebxwgsvqHHjxjZnzwoXLpzmL73WrVvrp59+shkSOyEhQZ988onKlStn1/uD7tahQwf9/PPPaY4O+KBnskaMGKGLFy/q008/lZT262EYhqZNm2YzX6lSpVSzZk3NmTPH5lKV9evXp7pPLC1+fn6Ki4uzuSQz5Usx73Tp0qVU86b8Nfju4eLTEhUVZXM5y+nTp/Xtt9+qZcuWNh+kihcvrpCQEH311VeaN2+eWrVqZbe/0AYHB8vNzU0TJkywGa0yRVrDHGdE69atlZSUlOrM2dSpU2WxWKxfNJ3y70cffWTT78MPP3yg9dpDej9fGZVZ+zQr1pEVr1vLli3l6uqq8PBw3bhxw2baw5z1Tuv9IS4uThEREWn2P3PmjM3PdHx8vL788kvVrFkzzTMr0r+jyPn5+emDDz7Q1atXU02/334vXbq0fHx8Uo1SV6hQIY0YMUKHDx/WiBEj0twPX331VbqjApqpK3/+/KmWP3369Pt+NUB6MnosPsj78t69e+Xu7q4qVao8UG2AxBkpwJR7XSOeonHjxurfv7/Cw8MVHR2tli1bqkCBAjp69KgWL16sadOmqWPHjnrqqadUtGhRhYaGavDgwbJYLJo7d67dL3GbN2+eatasmerepBTt2rXTq6++qn379ql27dqqU6eOZs2apfHjx6tixYry9PRUs2bNNHLkSC1YsEAhISEaPHiwPDw8NGfOHMXExGjJkiWZemnPsGHD9M033+j5559X7969VadOHV26dEkrVqzQ7NmzVaNGDdPLDAkJUdWqVTVlyhQNHDhQAQEB8vPz0xtvvKG//vpLbm5uWrJkSZr3vYSHh6tNmzZq0KCBevfurUuXLmn69OmqUqVKmh807tS5c2eNGDFCzz77rAYPHqxr165p1qxZqlSpkk3wGTdunLZt26Y2bdrI19dX58+f18yZM1WmTBmbAT/SU7VqVQUHB2vw4MFycnKyBvSxY8em6tujRw/rPX9p/QHgQbm5uWnWrFnq3r27ateurc6dO6tEiRI6deqUVq1apfr165u6jDBF27Zt1bRpU7355ps6ceKEatSooXXr1unbb7/VkCFDrH/Frlmzprp06aKZM2cqLi5OTz31lDZu3Ghzn2BWS+/nK6Mya59mxTqy4nVzc3PT1KlT9dJLL+nJJ59U165dVbRoUf3888+6du2a5syZY7pu6d+A5ujoqLZt26p///66evWqPv30U3l6eurs2bOp+leqVEl9+vTR7t27VbJkSX3xxRc6d+5cusFL+vcM9GeffaaQkBBVqVJFvXr1UunSpfXXX39p8+bNcnNz03fffXfPOv/zn/9o2bJlqc6GDRs2TIcOHdLkyZO1efNmdezYUV5eXoqNjdXy5cv1008/aceOHQ9d1zPPPKO5c+fK3d1dlStXVlRUlDZs2JDu/a/3Y+ZYNPu+vH79erVt25Z7pPBwsnKIQCA3uXP483u5e/jzFJ988olRp04do2DBgoarq6tRrVo1Y/jw4caZM2esfX788UejXr16RsGCBQ1vb29j+PDhxtq1a22GnjWMf4c/r1KlSqp1pDeUdoq9e/cakoy333473T4nTpwwJBlDhw41DOPfYWXbtGljuLq6GpJshmo+fvy40bFjR6NIkSKGs7OzUbduXWPlypU2y0sZOnfx4sU27entz5Rhv+8c5vvu4c8NwzAuXrxoDBo0yChdurTh6OholClTxggNDTX+/vvvdLctZVlpvT6GYRiRkZE2w1v/+uuvRosWLQwXFxejePHiRt++fY2ff/451RDYhmEYS5YsMR5//HHDycnJqFy5srF06dI0Xw+lMcz2unXrjKpVqxqOjo6Gv7+/8dVXX6Ua/nzjxo3Gf/7zH8Pb29twdHQ0vL29jS5duhi///77Pbc3ZZ0DBw40vvrqK+Oxxx4znJycjFq1atkcU3dKTEw0ihYtari7u6caMjo96b3O6fUNDg423N3dDWdnZ8PPz8/o2bOnzfDsoaGhRuHChdOcP639euXKFWPo0KGGt7e3UaBAAeOxxx4zJk2alGqI6+vXrxuDBw82ihUrZhQuXNho27atcfr06Yca/jytOu9+/dKT3s9Xej8fdw9FfWf7/fZpWvLa63b38OcpVqxYYTz11FNGwYIFDTc3N6Nu3brGggUL7rvNKdIa/nzFihVG9erVDWdnZ6NcuXLG+++/b3zxxRep1p/ynrN27VqjevXqhpOTkxEQEJBqn6f32u7fv9947rnnjGLFihlOTk6Gr6+v8cILLxgbN268b9379u1L9TUVd/rmm2+Mli1bGh4eHoaDg4NRqlQpo1OnTsaWLVvsUtc///xj9OrVyyhevLjh4uJiBAcHG7/99luq9/TMOt4z+r58+PBhQ5KxYcOG++xR4N4shsFXOgPAo+z27dvy9vZW27Zt9fnnn2d3OQAeQvPmzeXt7a25c+dmdyk51pAhQ7Rt2zbt3buXM1J4KNwjBQCPuOXLl+vChQs2g2wAyJ0mTJigRYsWpTmADf79vq3PPvtM48ePJ0ThoXFGCgAeUbt27dKBAwf07rvvqnjx4nb7DiwAAB4FnJECgEfUrFmzNGDAAHl6eurLL7/M7nIAAMhVOCMFAAAAACZxRgoAAAAATCJIAQAAAIBJfCGvpOTkZJ05c0aurq6M4AIAAAA8wgzD0JUrV+Tt7a18+dI/70SQknTmzBn5+PhkdxkAAAAAcojTp0+rTJky6U4nSElydXWV9O/OcnNzy+ZqAAAAAGSX+Ph4+fj4WDNCeghSkvVyPjc3N4IUAAAAgPve8sNgEwAAAABgEkEKAAAAAEwiSAEAAACASQQpAAAAADCJIAUAAAAAJhGkAAAAAMAkghQAAAAAmESQAgAAAACTCFIAAAAAYBJBCgAAAABMIkgBAAAAgEkEKQAAAAAwiSAFAAAAACYRpAAAAADAJIIUAAAAAJhEkAIAAAAAkwhSAAAAAGASQQoAAAAATCJIAQAAAIBJDtldAAAAAJDZPvyxU3aXgCw0pP6iTF8HZ6QAAAAAwCSCFAAAAACYRJACAAAAAJO4RwoAAGSblgtHZXcJyELrOodndwmA3XBGCgAAAABMIkgBAAAAgEkEKQAAAAAwiSAFAAAAACYRpAAAAADAJIIUAAAAAJhEkAIAAAAAkwhSAAAAAGASQQoAAAAATCJIAQAAAIBJBCkAAAAAMClbg1R4eLiefPJJubq6ytPTU+3bt9eRI0ds+ty4cUMDBw5UsWLF5OLiog4dOujcuXM2fU6dOqU2bdqoUKFC8vT01LBhw3T79u2s3BQAAAAAj5BsDVJbt27VwIEDtXPnTq1fv163bt1Sy5YtlZCQYO0zdOhQfffdd1q8eLG2bt2qM2fO6LnnnrNOT0pKUps2bXTz5k3t2LFDc+bMUWRkpN55553s2CQAAAAAjwCH7Fz5mjVrbJ5HRkbK09NTe/fuVaNGjRQXF6fPP/9c8+fPV7NmzSRJERERevzxx7Vz507Vq1dP69at06+//qoNGzaoZMmSqlmzpt59912NGDFCY8aMkaOjY3ZsGgAAAIA8LEfdIxUXFydJ8vDwkCTt3btXt27dUosWLax9AgICVLZsWUVFRUmSoqKiVK1aNZUsWdLaJzg4WPHx8Tp06FCa60lMTFR8fLzNAwAAAAAyKscEqeTkZA0ZMkT169dX1apVJUmxsbFydHRUkSJFbPqWLFlSsbGx1j53hqiU6SnT0hIeHi53d3frw8fHx85bAwAAACAvyzFBauDAgfrll1+0cOHCTF/XqFGjFBcXZ32cPn0609cJAAAAIO/I1nukUgwaNEgrV67Utm3bVKZMGWu7l5eXbt68qcuXL9uclTp37py8vLysfX766Seb5aWM6pfS525OTk5ycnKy81YAAAAAeFRk6xkpwzA0aNAgLVu2TJs2bVL58uVtptepU0cFChTQxo0brW1HjhzRqVOnFBQUJEkKCgrSwYMHdf78eWuf9evXy83NTZUrV86aDQEAAADwSMnWM1IDBw7U/Pnz9e2338rV1dV6T5O7u7sKFiwod3d39enTR2FhYfLw8JCbm5teffVVBQUFqV69epKkli1bqnLlyurevbv+97//KTY2Vm+99ZYGDhzIWScAAAAAmSJbg9SsWbMkSU2aNLFpj4iIUM+ePSVJU6dOVb58+dShQwclJiYqODhYM2fOtPbNnz+/Vq5cqQEDBigoKEiFCxdWaGioxo0bl1WbAQAAAOARk61ByjCM+/ZxdnbWjBkzNGPGjHT7+Pr6avXq1fYsDQAAAADSlWNG7QMAAACA3IIgBQAAAAAmEaQAAAAAwCSCFAAAAACYRJACAAAAAJMIUgAAAABgEkEKAAAAAEwiSAEAAACASdn6hbwAgJyp5vgx2V0CslD0W2OyuwQAyHU4IwUAAAAAJhGkAAAAAMAkghQAAAAAmESQAgAAAACTCFIAAAAAYBJBCgAAAABMIkgBAAAAgEkEKQAAAAAwiSAFAAAAACYRpAAAAADAJIIUAAAAAJhEkAIAAAAAkwhSAAAAAGASQQoAAAAATCJIAQAAAIBJBCkAAAAAMIkgBQAAAAAmEaQAAAAAwCSCFAAAAACYRJACAAAAAJMIUgAAAABgEkEKAAAAAEwiSAEAAACASQQpAAAAADCJIAUAAAAAJhGkAAAAAMAkghQAAAAAmESQAgAAAACTCFIAAAAAYBJBCgAAAABMIkgBAAAAgEkEKQAAAAAwiSAFAAAAACZla5Datm2b2rZtK29vb1ksFi1fvtxmusViSfMxadIka59y5cqlmj5x4sQs3hIAAAAAj5JsDVIJCQmqUaOGZsyYkeb0s2fP2jy++OILWSwWdejQwabfuHHjbPq9+uqrWVE+AAAAgEeUQ3auPCQkRCEhIelO9/Lysnn+7bffqmnTpqpQoYJNu6ura6q+AAAAAJBZcs09UufOndOqVavUp0+fVNMmTpyoYsWKqVatWpo0aZJu3759z2UlJiYqPj7e5gEAAAAAGZWtZ6TMmDNnjlxdXfXcc8/ZtA8ePFi1a9eWh4eHduzYoVGjRuns2bOaMmVKussKDw/X2LFjM7tkAAAAAHlUrglSX3zxhbp16yZnZ2eb9rCwMOv/q1evLkdHR/Xv31/h4eFycnJKc1mjRo2ymS8+Pl4+Pj6ZUzgAAACAPCdXBKkffvhBR44c0aJFi+7bNzAwULdv39aJEyfk7++fZh8nJ6d0QxYAAAAA3E+uuEfq888/V506dVSjRo379o2Ojla+fPnk6emZBZUBAAAAeBRl6xmpq1ev6tixY9bnMTExio6OloeHh8qWLSvp38vuFi9erMmTJ6eaPyoqSrt27VLTpk3l6uqqqKgoDR06VC+++KKKFi2aZdsBAAAA4NGSrUFqz549atq0qfV5yn1LoaGhioyMlCQtXLhQhmGoS5cuqeZ3cnLSwoULNWbMGCUmJqp8+fIaOnSozf1PAAAAAGBv2RqkmjRpIsMw7tmnX79+6tevX5rTateurZ07d2ZGaQAAAACQrlxxjxQAAAAA5CQEKQAAAAAwiSAFAAAAACYRpAAAAADAJIIUAAAAAJhEkAIAAAAAkwhSAAAAAGASQQoAAAAATCJIAQAAAIBJBCkAAAAAMIkgBQAAAAAmEaQAAAAAwCSCFAAAAACYRJACAAAAAJMIUgAAAABgEkEKAAAAAEwiSAEAAACASQQpAAAAADCJIAUAAAAAJhGkAAAAAMAkghQAAAAAmOSQ3QUAyLiG/d/N7hKQhX74v7ezuwQAAJAOzkgBAAAAgEkEKQAAAAAwiSAFAAAAACYRpAAAAADAJIIUAAAAAJhEkAIAAAAAkwhSAAAAAGASQQoAAAAATCJIAQAAAIBJBCkAAAAAMIkgBQAAAAAmEaQAAAAAwCSCFAAAAACYRJACAAAAAJMIUgAAAABgEkEKAAAAAEwiSAEAAACASQQpAAAAADCJIAUAAAAAJmVrkNq2bZvatm0rb29vWSwWLV++3GZ6z549ZbFYbB6tWrWy6XPp0iV169ZNbm5uKlKkiPr06aOrV69m4VYAAAAAeNRka5BKSEhQjRo1NGPGjHT7tGrVSmfPnrU+FixYYDO9W7duOnTokNavX6+VK1dq27Zt6tevX2aXDgAAAOAR5pCdKw8JCVFISMg9+zg5OcnLyyvNaYcPH9aaNWu0e/duPfHEE5Kk6dOnq3Xr1vrggw/k7e1t95oBAAAAIMffI7VlyxZ5enrK399fAwYM0MWLF63ToqKiVKRIEWuIkqQWLVooX7582rVrV7rLTExMVHx8vM0DAAAAADIqRwepVq1a6csvv9TGjRv1/vvva+vWrQoJCVFSUpIkKTY2Vp6enjbzODg4yMPDQ7GxsekuNzw8XO7u7taHj49Ppm4HAAAAgLwlWy/tu5/OnTtb/1+tWjVVr15dfn5+2rJli5o3b/7Ayx01apTCwsKsz+Pj4wlTAAAAADIsR5+RuluFChVUvHhxHTt2TJLk5eWl8+fP2/S5ffu2Ll26lO59VdK/9125ubnZPAAAAAAgo3JVkPrzzz918eJFlSpVSpIUFBSky5cva+/evdY+mzZtUnJysgIDA7OrTAAAAAB5XLZe2nf16lXr2SVJiomJUXR0tDw8POTh4aGxY8eqQ4cO8vLy0vHjxzV8+HBVrFhRwcHBkqTHH39crVq1Ut++fTV79mzdunVLgwYNUufOnRmxDwAAAECmydYzUnv27FGtWrVUq1YtSVJYWJhq1aqld955R/nz59eBAwfUrl07VapUSX369FGdOnX0ww8/yMnJybqMefPmKSAgQM2bN1fr1q3VoEEDffLJJ9m1SQAAAAAeAdl6RqpJkyYyDCPd6WvXrr3vMjw8PDR//nx7lgUAAAAA95Sr7pECAAAAgJyAIAUAAAAAJhGkAAAAAMAkghQAAAAAmESQAgAAAACTCFIAAAAAYBJBCgAAAABMIkgBAAAAgEmmg9SaNWu0fft26/MZM2aoZs2a6tq1q/755x+7FgcAAAAAOZHpIDVs2DDFx8dLkg4ePKjXX39drVu3VkxMjMLCwuxeIAAAAADkNA5mZ4iJiVHlypUlSUuWLNEzzzyjCRMmaN++fWrdurXdCwQAAACAnMb0GSlHR0ddu3ZNkrRhwwa1bNlSkuTh4WE9UwUAAAAAeZnpM1INGjRQWFiY6tevr59++kmLFi2SJP3+++8qU6aM3QsEAAAAgJzG9Bmpjz/+WA4ODvrmm280a9YslS5dWpL0/fffq1WrVnYvEAAAAAByGtNnpMqWLauVK1emap86dapdCsqNnmn+3+wuAVlo5cYJ2V0CAAAAspnpIHXq1Kl7Ti9btuwDFwMAAAAAuYHpIFWuXDlZLJZ0pyclJT1UQQAAAACQ05kOUvv377d5fuvWLe3fv19TpkzRe++9Z7fCAAAAACCnMh2katSokartiSeekLe3tyZNmqTnnnvOLoUBAAAAQE5letS+9Pj7+2v37t32WhwAAAAA5Fimz0jd/aW7hmHo7NmzGjNmjB577DG7FQYAAAAAOZXpIFWkSJFUg00YhiEfHx8tXLjQboUBAAAAQE5lOkht3rzZ5nm+fPlUokQJVaxYUQ4OphcHAAAAALmO6eTTuHHjzKgDAAAAAHKNDAWpFStWKCQkRAUKFNCKFSvu2bddu3Z2KQwAAAAAcqoMBan27dsrNjZWnp6eat++fbr9LBYLX8gLAAAAIM/LUJBKTk5O8/8AAAAA8Ciy2/dIAQAAAMCjIkNnpD766KMML3Dw4MEPXAwAAAAA5AYZClJTp061eX7hwgVdu3ZNRYoUkSRdvnxZhQoVkqenJ0EKAAAAQJ6XoUv7YmJirI/33ntPNWvW1OHDh3Xp0iVdunRJhw8fVu3atfXuu+9mdr0AAAAAkO1M3yP19ttva/r06fL397e2+fv7a+rUqXrrrbfsWhwAAAAA5ESmg9TZs2d1+/btVO1JSUk6d+6cXYoCAAAAgJzMdJBq3ry5+vfvr3379lnb9u7dqwEDBqhFixZ2LQ4AAAAAciLTQeqLL76Ql5eXnnjiCTk5OcnJyUl169ZVyZIl9dlnn2VGjQAAAACQo2Ro1L47lShRQqtXr9bvv/+u3377TZIUEBCgSpUq2b04AAAAAMiJTAepFJUqVSI8AQAAAHgkPVCQ+vPPP7VixQqdOnVKN2/etJk2ZcoUuxQGAAAAADmV6SC1ceNGtWvXThUqVNBvv/2mqlWr6sSJEzIMQ7Vr186MGgEAAAAgRzE92MSoUaP0xhtv6ODBg3J2dtaSJUt0+vRpNW7cWM8//3xm1AgAAAAAOYrpIHX48GH16NFDkuTg4KDr16/LxcVF48aN0/vvv2/3AgEAAAAgpzEdpAoXLmy9L6pUqVI6fvy4ddrff/9tv8oAAAAAIIcyHaTq1aun7du3S5Jat26t119/Xe+995569+6tevXqmVrWtm3b1LZtW3l7e8tisWj58uXWabdu3dKIESNUrVo1FS5cWN7e3urRo4fOnDljs4xy5crJYrHYPCZOnGh2swAAAAAgw0wPNjFlyhRdvXpVkjR27FhdvXpVixYt0mOPPWZ6xL6EhATVqFFDvXv31nPPPWcz7dq1a9q3b5/efvtt1ahRQ//8849ee+01tWvXTnv27LHpO27cOPXt29f63NXV1exmAQAAAECGmQ5SFSpUsP6/cOHCmj179gOvPCQkRCEhIWlOc3d31/r1623aPv74Y9WtW1enTp1S2bJlre2urq7y8vLK8HoTExOVmJhofR4fH2+ycgAAAACPMtOX9qVn6dKlql69ur0Wl6a4uDhZLBYVKVLEpn3ixIkqVqyYatWqpUmTJun27dv3XE54eLjc3d2tDx8fn0ysGgAAAEBeYypI/d///Z86duyorl27ateuXZKkTZs2qVatWurevbvq16+fKUVK0o0bNzRixAh16dJFbm5u1vbBgwdr4cKF2rx5s/r3768JEyZo+PDh91zWqFGjFBcXZ32cPn060+oGAAAAkPdk+NK+iRMn6p133lH16tX122+/6dtvv9Wbb76p6dOn67XXXlP//v1VtGjRTCny1q1beuGFF2QYhmbNmmUzLSwszPr/6tWry9HRUf3791d4eLicnJzSXJ6Tk1O60wAAAADgfjIcpCIiIvTpp58qNDRUP/zwgxo3bqwdO3bo2LFjKly4cKYVmBKiTp48qU2bNtmcjUpLYGCgbt++rRMnTsjf3z/T6gIAAADw6MpwkDp16pSaNWsmSWrYsKEKFCigsWPHZkmIOnr0qDZv3qxixYrdd57o6Gjly5dPnp6emVYXAAAAgEdbhoNUYmKinJ2drc8dHR3l4eHxUCu/evWqjh07Zn0eExOj6OhoeXh4qFSpUurYsaP27dunlStXKikpSbGxsZIkDw8POTo6KioqSrt27VLTpk3l6uqqqKgoDR06VC+++GKmXWYIAAAAAKaGP3/77bdVqFAhSdLNmzc1fvx4ubu72/Qx811Se/bsUdOmTa3PU+53Cg0N1ZgxY7RixQpJUs2aNW3m27x5s5o0aSInJyctXLhQY8aMUWJiosqXL6+hQ4fa3DcFAAAAAPaW4SDVqFEjHTlyxPr8qaee0h9//GHTx2KxmFp5kyZNZBhGutPvNU2SateurZ07d5paJwAAAAA8rAwHqS1btmRiGQAAAACQe9jtC3kBAAAA4FFBkAIAAAAAkwhSAAAAAGASQQoAAAAATCJIAQAAAIBJpoNURESEFi9enKp98eLFmjNnjl2KAgAAAICczHSQCg8PV/HixVO1e3p6asKECXYpCgAAAAByMtNB6tSpUypfvnyqdl9fX506dcouRQEAAABATmY6SHl6eurAgQOp2n/++WcVK1bMLkUBAAAAQE5mOkh16dJFgwcP1ubNm5WUlKSkpCRt2rRJr732mjp37pwZNQIAAABAjuJgdoZ3331XJ06cUPPmzeXg8O/sycnJ6tGjB/dIAQAAAHgkmA5Sjo6OWrRokd599139/PPPKliwoKpVqyZfX9/MqA8AAAAAchzTQSpFpUqVVKlSJXvWAgAAAAC5QoaCVFhYmN59910VLlxYYWFh9+w7ZcoUuxQGAAAAADlVhoLU/v37devWLev/02OxWOxTFQAAAADkYBkKUps3b07z/wAAAADwKDI9/DkAAAAAPOpMDzZx48YNTZ8+XZs3b9b58+eVnJxsM33fvn12Kw4AAAAAciLTQapPnz5at26dOnbsqLp163JfFAAAAIBHjukgtXLlSq1evVr169fPjHoAAAAAIMczfY9U6dKl5erqmhm1AAAAAECuYDpITZ48WSNGjNDJkyczox4AAAAAyPFMX9r3xBNP6MaNG6pQoYIKFSqkAgUK2Ey/dOmS3YoDAAAAgJzIdJDq0qWL/vrrL02YMEElS5ZksAkAAAAAjxzTQWrHjh2KiopSjRo1MqMeAAAAAMjxTN8jFRAQoOvXr2dGLQAAAACQK5gOUhMnTtTrr7+uLVu26OLFi4qPj7d5AAAAAEBeZ/rSvlatWkmSmjdvbtNuGIYsFouSkpLsUxkAAAAA5FCmg9TmzZszow4AAAAAyDVMB6nGjRtnRh0AAAAAkGuYDlKSdPnyZX3++ec6fPiwJKlKlSrq3bu33N3d7VocAAAAAOREpgeb2LNnj/z8/DR16lRdunRJly5d0pQpU+Tn56d9+/ZlRo0AAAAAkKOYPiM1dOhQtWvXTp9++qkcHP6d/fbt23rppZc0ZMgQbdu2ze5FAgAAAEBOYjpI7dmzxyZESZKDg4OGDx+uJ554wq7FAQAAAEBOZPrSPjc3N506dSpV++nTp+Xq6mqXogAAAAAgJzMdpDp16qQ+ffpo0aJFOn36tE6fPq2FCxfqpZdeUpcuXTKjRgAAAADIUUxf2vfBBx/IYrGoR48eun37tiSpQIECGjBggCZOnGj3AgEAAAAgpzEdpBwdHTVt2jSFh4fr+PHjkiQ/Pz8VKlTI7sUBAAAAQE5k+tK+3r1768qVKypUqJCqVaumatWqqVChQkpISFDv3r0zo0YAAAAAyFFMB6k5c+bo+vXrqdqvX7+uL7/80i5FAQAAAEBOluEgFR8fr7i4OBmGoStXrig+Pt76+Oeff7R69Wp5enqaWvm2bdvUtm1beXt7y2KxaPny5TbTDcPQO++8o1KlSqlgwYJq0aKFjh49atPn0qVL6tatm9zc3FSkSBH16dNHV69eNVUHAAAAAJiR4SBVpEgReXh4yGKxqFKlSipatKj1Ubx4cfXu3VsDBw40tfKEhATVqFFDM2bMSHP6//73P3300UeaPXu2du3apcKFCys4OFg3btyw9unWrZsOHTqk9evXa+XKldq2bZv69etnqg4AAAAAMCPDg01s3rxZhmGoWbNmWrJkiTw8PKzTHB0d5evrK29vb1MrDwkJUUhISJrTDMPQhx9+qLfeekv/+c9/JElffvmlSpYsqeXLl6tz5846fPiw1qxZo927d1u/DHj69Olq3bq1PvjgA9P1AAAAAEBGZDhINW7cWJIUExOjsmXLymKx2Ey/fPmyPv74Yw0aNMguhcXExCg2NlYtWrSwtrm7uyswMFBRUVHq3LmzoqKiVKRIEWuIkqQWLVooX7582rVrl5599tk0l52YmKjExETr8/j4eLvUDAAAAODRYHqwCV9fX5sQtXHjRnXt2lWlSpXS6NGj7VZYbGysJKlkyZI27SVLlrROi42NTXVfloODgzw8PKx90hIeHi53d3frw8fHx251AwAAAMj7TAcpSTp9+rTGjRun8uXLq2XLlrJYLFq2bNk9w0tOMmrUKMXFxVkfp0+fzu6SAAAAAOQiGQ5St27d0uLFixUcHCx/f39FR0dr0qRJypcvn9588021atVKBQoUsFthXl5ekqRz587ZtJ87d846zcvLS+fPn7eZfvv2bV26dMnaJy1OTk5yc3OzeQAAAABARmU4SJUuXVrTp09Xhw4d9Ndff2np0qXq2LFjphVWvnx5eXl5aePGjda2+Ph47dq1S0FBQZKkoKAgXb58WXv37rX22bRpk5KTkxUYGJhptQEAAAB4tGV4sInbt2/LYrHIYrEof/78dln51atXdezYMevzmJgYRUdHy8PDQ2XLltWQIUM0fvx4PfbYYypfvrzefvtteXt7q3379pKkxx9/XK1atVLfvn01e/Zs3bp1S4MGDVLnzp0ZsQ8AAABApsnwGakzZ86oX79+WrBggby8vNShQwctW7Ys1eh9ZuzZs0e1atVSrVq1JElhYWGqVauW3nnnHUnS8OHD9eqrr6pfv3568skndfXqVa1Zs0bOzs7WZcybN08BAQFq3ry5WrdurQYNGuiTTz554JoAAAAA4H4yfEbK2dlZ3bp1U7du3XT8+HFFRERo8ODBun37tt577z317NlTzZo1M3W2qkmTJjIMI93pFotF48aN07hx49Lt4+Hhofnz52d4nQAAAADwsB5o1D4/Pz+NHz9eJ0+e1KpVq5SYmKhnnnkm1VDlAAAAAJAXZfiMVFry5cunkJAQhYSE6MKFC5o7d6696gIAAACAHOuBzkilpUSJEgoLC7PX4gAAAAAgx7JbkAIAAACARwVBCgAAAABMIkgBAAAAgEkEKQAAAAAwyfSofUlJSYqMjNTGjRt1/vx5JScn20zftGmT3YoDAAAAgJzIdJB67bXXFBkZqTZt2qhq1aqyWCyZURcAAAAA5Fimg9TChQv19ddfq3Xr1plRDwAAAADkeKbvkXJ0dFTFihUzoxYAAAAAyBVMB6nXX39d06ZNk2EYmVEPAAAAAOR4pi/t2759uzZv3qzvv/9eVapUUYECBWymL1261G7FAQAAAEBOZDpIFSlSRM8++2xm1AIAAAAAuYLpIBUREZEZdQAAAABArsEX8gIAAACASabPSEnSN998o6+//lqnTp3SzZs3babt27fPLoUBAAAAQE5l+ozURx99pF69eqlkyZLav3+/6tatq2LFiumPP/5QSEhIZtQIAAAAADmK6SA1c+ZMffLJJ5o+fbocHR01fPhwrV+/XoMHD1ZcXFxm1AgAAAAAOYrpIHXq1Ck99dRTkqSCBQvqypUrkqTu3btrwYIF9q0OAAAAAHIg00HKy8tLly5dkiSVLVtWO3fulCTFxMTwJb0AAAAAHgmmg1SzZs20YsUKSVKvXr00dOhQPf300+rUqRPfLwUAAADgkWB61L5PPvlEycnJkqSBAweqWLFi2rFjh9q1a6f+/fvbvUAAAAAAyGlMB6l8+fIpX77/fyKrc+fO6ty5s12LAgAAAICc7IG+kPeHH37Qiy++qKCgIP3111+SpLlz52r79u12LQ4AAAAAciLTQWrJkiUKDg5WwYIFtX//fiUmJkqS4uLiNGHCBLsXCAAAAAA5jekgNX78eM2ePVuffvqpChQoYG2vX7++9u3bZ9fiAAAAACAnMh2kjhw5okaNGqVqd3d31+XLl+1REwAAAADkaA/0PVLHjh1L1b59+3ZVqFDBLkUBAAAAQE5mOkj17dtXr732mnbt2iWLxaIzZ85o3rx5euONNzRgwIDMqBEAAAAAchTTw5+PHDlSycnJat68ua5du6ZGjRrJyclJb7zxhl599dXMqBEAAAAAchTTQcpisejNN9/UsGHDdOzYMV29elWVK1eWi4tLZtQHAAAAADmO6SCVwtHRUZUrV7ZnLQAAAACQK2Q4SPXu3TtD/b744osHLgYAAAAAcoMMB6nIyEj5+vqqVq1aMgwjM2sCAAAAgBwtw0FqwIABWrBggWJiYtSrVy+9+OKL8vDwyMzaAAAAACBHyvDw5zNmzNDZs2c1fPhwfffdd/Lx8dELL7ygtWvXcoYKAAAAwCPF1PdIOTk5qUuXLlq/fr1+/fVXValSRa+88orKlSunq1evZlaNAAAAAJCjmP5CXuuM+fLJYrHIMAwlJSXZsyYAAAAAyNFMBanExEQtWLBATz/9tCpVqqSDBw/q448/1qlTp/geKQAAAACPjAwPNvHKK69o4cKF8vHxUe/evbVgwQIVL148M2sDAAAAgBwpw0Fq9uzZKlu2rCpUqKCtW7dq69atafZbunSp3YqTpHLlyunkyZOp2l955RXNmDFDTZo0SVVL//79NXv2bLvWAQAAAAApMhykevToIYvFkpm1pGn37t0292D98ssvevrpp/X8889b2/r27atx48ZZnxcqVChLawQAAADwaDH1hbzZoUSJEjbPJ06cKD8/PzVu3NjaVqhQIXl5eWV1aQAAAAAeUQ88al92uHnzpr766iv17t3b5uzYvHnzVLx4cVWtWlWjRo3StWvX7rmcxMRExcfH2zwAAAAAIKMyfEYqJ1i+fLkuX76snj17Wtu6du0qX19feXt768CBAxoxYoSOHDlyz3u1wsPDNXbs2CyoGAAAAEBelKuC1Oeff66QkBB5e3tb2/r162f9f7Vq1VSqVCk1b95cx48fl5+fX5rLGTVqlMLCwqzP4+Pj5ePjk3mFAwAAAMhTck2QOnnypDZs2HDfUQEDAwMlSceOHUs3SDk5OcnJycnuNQIAAAB4NOSae6QiIiLk6empNm3a3LNfdHS0JKlUqVJZUBUAAACAR1GuOCOVnJysiIgIhYaGysHh/5d8/PhxzZ8/X61bt1axYsV04MABDR06VI0aNVL16tWzsWIAAAAAeVmuCFIbNmzQqVOn1Lt3b5t2R0dHbdiwQR9++KESEhLk4+OjDh066K233sqmSgEAAAA8CnJFkGrZsqUMw0jV7uPjo61bt2ZDRQAAAAAeZbnmHikAAAAAyCkIUgAAAABgEkEKAAAAAEwiSAEAAACASQQpAAAAADCJIAUAAAAAJhGkAAAAAMAkghQAAAAAmESQAgAAAACTCFIAAAAAYBJBCgAAAABMIkgBAAAAgEkEKQAAAAAwiSAFAAAAACYRpAAAAADAJIIUAAAAAJhEkAIAAAAAkwhSAAAAAGASQQoAAAAATCJIAQAAAIBJBCkAAAAAMIkgBQAAAAAmEaQAAAAAwCSCFAAAAACYRJACAAAAAJMIUgAAAABgEkEKAAAAAEwiSAEAAACASQQpAAAAADCJIAUAAAAAJhGkAAAAAMAkghQAAAAAmESQAgAAAACTCFIAAAAAYBJBCgAAAABMIkgBAAAAgEkEKQAAAAAwiSAFAAAAACYRpAAAAADAJIIUAAAAAJhEkAIAAAAAkwhSAAAAAGBSjg5SY8aMkcVisXkEBARYp9+4cUMDBw5UsWLF5OLiog4dOujcuXPZWDEAAACAR0GODlKSVKVKFZ09e9b62L59u3Xa0KFD9d1332nx4sXaunWrzpw5o+eeey4bqwUAAADwKHDI7gLux8HBQV5eXqna4+Li9Pnnn2v+/Plq1qyZJCkiIkKPP/64du7cqXr16mV1qQAAAAAeETn+jNTRo0fl7e2tChUqqFu3bjp16pQkae/evbp165ZatGhh7RsQEKCyZcsqKirqnstMTExUfHy8zQMAAAAAMipHB6nAwEBFRkZqzZo1mjVrlmJiYtSwYUNduXJFsbGxcnR0VJEiRWzmKVmypGJjY++53PDwcLm7u1sfPj4+mbgVAAAAAPKaHH1pX0hIiPX/1atXV2BgoHx9ffX111+rYMGCD7zcUaNGKSwszPo8Pj6eMAUAAAAgw3L0Gam7FSlSRJUqVdKxY8fk5eWlmzdv6vLlyzZ9zp07l+Y9VXdycnKSm5ubzQMAAAAAMipXBamrV6/q+PHjKlWqlOrUqaMCBQpo48aN1ulHjhzRqVOnFBQUlI1VAgAAAMjrcvSlfW+88Ybatm0rX19fnTlzRqNHj1b+/PnVpUsXubu7q0+fPgoLC5OHh4fc3Nz06quvKigoiBH7AAAAAGSqHB2k/vzzT3Xp0kUXL15UiRIl1KBBA+3cuVMlSpSQJE2dOlX58uVThw4dlJiYqODgYM2cOTObqwYAAACQ1+XoILVw4cJ7Tnd2dtaMGTM0Y8aMLKoIAAAAAHLZPVIAAAAAkBMQpAAAAADAJIIUAAAAAJhEkAIAAAAAkwhSAAAAAGASQQoAAAAATCJIAQAAAIBJBCkAAAAAMIkgBQAAAAAmEaQAAAAAwCSCFAAAAACYRJACAAAAAJMIUgAAAABgEkEKAAAAAEwiSAEAAACASQQpAAAAADCJIAUAAAAAJhGkAAAAAMAkghQAAAAAmESQAgAAAACTCFIAAAAAYBJBCgAAAABMIkgBAAAAgEkEKQAAAAAwiSAFAAAAACYRpAAAAADAJIIUAAAAAJhEkAIAAAAAkwhSAAAAAGASQQoAAAAATCJIAQAAAIBJBCkAAAAAMIkgBQAAAAAmEaQAAAAAwCSCFAAAAACYRJACAAAAAJMIUgAAAABgEkEKAAAAAEwiSAEAAACASQQpAAAAADCJIAUAAAAAJuXoIBUeHq4nn3xSrq6u8vT0VPv27XXkyBGbPk2aNJHFYrF5vPzyy9lUMQAAAIBHQY4OUlu3btXAgQO1c+dOrV+/Xrdu3VLLli2VkJBg069v3746e/as9fG///0vmyoGAAAA8ChwyO4C7mXNmjU2zyMjI+Xp6am9e/eqUaNG1vZChQrJy8srq8sDAAAA8IjK0Wek7hYXFydJ8vDwsGmfN2+eihcvrqpVq2rUqFG6du3aPZeTmJio+Ph4mwcAAAAAZFSOPiN1p+TkZA0ZMkT169dX1apVre1du3aVr6+vvL29deDAAY0YMUJHjhzR0qVL011WeHi4xo4dmxVlAwAAAMiDck2QGjhwoH755Rdt377dpr1fv37W/1erVk2lSpVS8+bNdfz4cfn5+aW5rFGjRiksLMz6PD4+Xj4+PplTOAAAAIA8J1cEqUGDBmnlypXatm2bypQpc8++gYGBkqRjx46lG6ScnJzk5ORk9zoBAAAAPBpydJAyDEOvvvqqli1bpi1btqh8+fL3nSc6OlqSVKpUqUyuDgAAAMCjKkcHqYEDB2r+/Pn69ttv5erqqtjYWEmSu7u7ChYsqOPHj2v+/Plq3bq1ihUrpgMHDmjo0KFq1KiRqlevns3VAwAAAMircnSQmjVrlqR/v3T3ThEREerZs6ccHR21YcMGffjhh0pISJCPj486dOigt956KxuqBQAAAPCoyNFByjCMe0738fHR1q1bs6gaAAAAAPhXrvoeKQAAAADICQhSAAAAAGASQQoAAAAATCJIAQAAAIBJBCkAAAAAMIkgBQAAAAAmEaQAAAAAwCSCFAAAAACYRJACAAAAAJMIUgAAAABgEkEKAAAAAEwiSAEAAACASQQpAAAAADCJIAUAAAAAJhGkAAAAAMAkghQAAAAAmESQAgAAAACTCFIAAAAAYBJBCgAAAABMIkgBAAAAgEkEKQAAAAAwiSAFAAAAACYRpAAAAADAJIIUAAAAAJhEkAIAAAAAkwhSAAAAAGASQQoAAAAATCJIAQAAAIBJBCkAAAAAMIkgBQAAAAAmEaQAAAAAwCSCFAAAAACYRJACAAAAAJMIUgAAAABgEkEKAAAAAEwiSAEAAACASQQpAAAAADCJIAUAAAAAJhGkAAAAAMAkghQAAAAAmESQAgAAAACTCFIAAAAAYFKeCVIzZsxQuXLl5OzsrMDAQP3000/ZXRIAAACAPCpPBKlFixYpLCxMo0eP1r59+1SjRg0FBwfr/Pnz2V0aAAAAgDwoTwSpKVOmqG/fvurVq5cqV66s2bNnq1ChQvriiy+yuzQAAAAAeZBDdhfwsG7evKm9e/dq1KhR1rZ8+fKpRYsWioqKSnOexMREJSYmWp/HxcVJkuLj4x+ohlu3E+/fCXnGgx4n9nD75o1sWzeyXnYea0k3eF97lGTr+9o1jrVHSXYeazcSbmXbupH1HuZYS5nXMIx79rMY9+uRw505c0alS5fWjh07FBQUZG0fPny4tm7dql27dqWaZ8yYMRo7dmxWlgkAAAAgFzl9+rTKlCmT7vRcf0bqQYwaNUphYWHW58nJybp06ZKKFSsmi8WSjZXlHvHx8fLx8dHp06fl5uaW3eUgD+NYQ1bhWENW4VhDVuFYezCGYejKlSvy9va+Z79cH6SKFy+u/Pnz69y5czbt586dk5eXV5rzODk5ycnJyaatSJEimVVinubm5sYPJrIExxqyCscasgrHGrIKx5p57u7u9+2T6webcHR0VJ06dbRx40ZrW3JysjZu3GhzqR8AAAAA2EuuPyMlSWFhYQoNDdUTTzyhunXr6sMPP1RCQoJ69eqV3aUBAAAAyIPyRJDq1KmTLly4oHfeeUexsbGqWbOm1qxZo5IlS2Z3aXmWk5OTRo8eneoSScDeONaQVTjWkFU41pBVONYyV64ftQ8AAAAAslquv0cKAAAAALIaQQoAAAAATCJIAQAAAIBJBCkAAAAAMIkghTRt27ZNbdu2lbe3tywWi5YvX37febZs2aLatWvLyclJFStWVGRkZKbXidwtPDxcTz75pFxdXeXp6an27dvryJEj951v8eLFCggIkLOzs6pVq6bVq1dnQbXIzWbNmqXq1atbv5QyKChI33///T3n4TiDPUycOFEWi0VDhgy5Zz+ON5g1ZswYWSwWm0dAQMA95+E4sy+CFNKUkJCgGjVqaMaMGRnqHxMTozZt2qhp06aKjo7WkCFD9NJLL2nt2rWZXClys61bt2rgwIHauXOn1q9fr1u3bqlly5ZKSEhId54dO3aoS5cu6tOnj/bv36/27durffv2+uWXX7KwcuQ2ZcqU0cSJE7V3717t2bNHzZo103/+8x8dOnQozf4cZ7CH3bt36//+7/9UvXr1e/bjeMODqlKlis6ePWt9bN++Pd2+HGf2x/DnuC+LxaJly5apffv26fYZMWKEVq1aZfPD2LlzZ12+fFlr1qzJgiqRF1y4cEGenp7aunWrGjVqlGafTp06KSEhQStXrrS21atXTzVr1tTs2bOzqlTkAR4eHpo0aZL69OmTahrHGR7W1atXVbt2bc2cOVPjx49XzZo19eGHH6bZl+MND2LMmDFavny5oqOjM9Sf48z+OCMFu4iKilKLFi1s2oKDgxUVFZVNFSE3iouLk/TvB9z0cKzhYSUlJWnhwoVKSEhQUFBQmn04zvCwBg4cqDZt2qQ6jtLC8YYHdfToUXl7e6tChQrq1q2bTp06lW5fjjP7c8juApA3xMbGqmTJkjZtJUuWVHx8vK5fv66CBQtmU2XILZKTkzVkyBDVr19fVatWTbdfesdabGxsZpeIXO7gwYMKCgrSjRs35OLiomXLlqly5cpp9uU4w8NYuHCh9u3bp927d2eoP8cbHkRgYKAiIyPl7++vs2fPauzYsWrYsKF++eUXubq6purPcWZ/BCkAOcLAgQP1yy+/3PP6buBh+Pv7Kzo6WnFxcfrmm28UGhqqrVu3phumgAdx+vRpvfbaa1q/fr2cnZ2zuxzkYSEhIdb/V69eXYGBgfL19dXXX3+d5iXLsD+CFOzCy8tL586ds2k7d+6c3NzcOBuF+xo0aJBWrlypbdu2qUyZMvfsm96x5uXllZklIg9wdHRUxYoVJUl16tTR7t27NW3aNP3f//1fqr4cZ3hQe/fu1fnz51W7dm1rW1JSkrZt26aPP/5YiYmJyp8/v808HG+whyJFiqhSpUo6duxYmtM5zuyPe6RgF0FBQdq4caNN2/r169O9/wCQJMMwNGjQIC1btkybNm1S+fLl7zsPxxrsJTk5WYmJiWlO4zjDg2revLkOHjyo6Oho6+OJJ55Qt27dFB0dnSpESRxvsI+rV6/q+PHjKlWqVJrTOc4ygQGk4cqVK8b+/fuN/fv3G5KMKVOmGPv37zdOnjxpGIZhjBw50ujevbu1/x9//GEUKlTIGDZsmHH48GFjxowZRv78+Y01a9Zk1yYgFxgwYIDh7u5ubNmyxTh79qz1ce3aNWuf7t27GyNHjrQ+//HHHw0HBwfjgw8+MA4fPmyMHj3aKFCggHHw4MHs2ATkEiNHjjS2bt1qxMTEGAcOHDBGjhxpWCwWY926dYZhcJwhczVu3Nh47bXXrM853mAPr7/+urFlyxYjJibG+PHHH40WLVoYxYsXN86fP28YBsdZViBIIU2bN282JKV6hIaGGoZhGKGhoUbjxo1TzVOzZk3D0dHRqFChghEREZHldSN3SesYk2Rz7DRu3Nh63KX4+uuvjUqVKhmOjo5GlSpVjFWrVmVt4ch1evfubfj6+hqOjo5GiRIljObNm1tDlGFwnCFz3R2kON5gD506dTJKlSplODo6GqVLlzY6depkHDt2zDqd4yzz8T1SAAAAAGAS90gBAAAAgEkEKQAAAAAwiSAFAAAAACYRpAAAAADAJIIUAAAAAJhEkAIAAAAAkwhSAAAAAGASQQoAAAAATCJIAQBwh549e6p9+/YPtYwtW7bIYrHo8uXLdqkJAJDzEKQAALlWz549ZbFYZLFY5OjoqIoVK2rcuHG6ffv2Ay9z2rRpioyMtF+RAIA8ySG7CwAA4GG0atVKERERSkxM1OrVqzVw4EAVKFBAo0aNMrWcpKQkWSwWubu7Z1KlAIC8hDNSAIBczcnJSV5eXvL19dWAAQPUokULrVixQomJiXrjjTdUunRpFS5cWIGBgdqyZYt1vsjISBUpUkQrVqxQ5cqV5eTkpFOnTqW6tC8xMVGDBw+Wp6ennJ2d1aBBA+3evdumhtWrV6tSpUoqWLCgmjZtqhMnTmTNxgMAsg1BCgCQpxQsWFA3b97UoEGDFBUVpYULF+rAgQN6/vnn1apVKx09etTa99q1a3r//ff12Wef6dChQ/L09Ey1vOHDh2vJkiWaM2eO9u3bp4oVKyo4OFiXLl2SJJ0+fVrPPfec2rZtq+joaL300ksaOXJklm0vACB7EKQAAHmCYRjasGGD1q5dq+rVqysiIkKLFy9Ww4YN5efnpzfeeEMNGjRQRESEdZ5bt25p5syZeuqpp+Tv769ChQrZLDMhIUGzZs3SpEmTFBISosqVK+vTTz9VwYIF9fnnn0uSZs2aJT8/P02ePFn+/v7q1q2bevbsmZWbDgDIBtwjBQDI1VauXCkXFxfdunVLycnJ6tq1qzp27KjIyEhVqlTJpm9iYqKKFStmfe7o6Kjq1aunu+zjx4/r1q1bql+/vrWtQIECqlu3rg4fPixJOnz4sAIDA23mCwoKssemAQByMIIUACBXa9q0qWbNmiVHR0d5e3vLwcFBixYtUv78+bV3717lz5/fpr+Li4v1/wULFpTFYsnqkgEAeQBBCgCQqxUuXFgVK1a0aatVq5aSkpJ0/vx5NWzY8IGX7efnJ0dHR/3444/y9fWV9O/lgLt379aQIUMkSY8//rhWrFhhM9/OnTsfeJ0AgNyBe6QAAHlOpUqV1K1bN/Xo0UNLly5VTEyMfvrpJ4WHh2vVqlUZXk7hwoU1YMAADRs2TGvWrNGvv/6qvn376tq1a+rTp48k6eWXX9bRo0c1bNgwHTlyRPPnz+d7qADgEUCQAgDkSREREerRo4def/11+fv7q3379tq9e7fKli1rajkTJ05Uhw4d1L17d9WuXVvHjh3T2rVrVbRoUUlS2bJltWTJEi1fvlw1atTQ7NmzNWHChMzYJABADmIxDMPI7iIAAAAAIDfhjBQAAAAAmESQAgAAAACTCFIAAAAAYBJBCgAAAABMIkgBAAAAgEkEKQAAAAAwiSAFAAAAACYRpAAAAADAJIIUAAAAAJhEkAIAAAAAkwhSAAAAAGDS/wM60oAs4QVCBgAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Clean the Period column by keeping only numeric periods (1 through 7) and converting them to integers\n", + "element_df[\"Period\"] = pd.to_numeric(element_df[\"Period\"], errors=\"coerce\")\n", + "element_df = element_df[element_df[\"Period\"].between(1, 7, inclusive=\"both\")]\n", + "\n", + "# Recalculate the mean Atomic Radius by Period after cleaning\n", + "periodic_trends = element_df.groupby(\"Period\")[\"AtomicRadius\"].mean().dropna()\n", + "\n", + "\n", + "# Re-import seaborn in case of import issues and re-plot the cleaned mean Atomic Radius by Period\n", + "import seaborn as sns\n", + "import matplotlib.pyplot as plt\n", + "\n", + "# Plot the cleaned mean Atomic Radius by Period\n", + "plt.figure(figsize=(10, 6))\n", + "sns.barplot(x=periodic_trends.index, y=periodic_trends.values, palette=\"viridis\")\n", + "plt.xlabel(\"Period\")\n", + "plt.ylabel(\"Mean Atomic Radius\")\n", + "plt.title(\"Mean Atomic Radius by Period in the Periodic Table (Cleaned)\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "79da18dc", + "metadata": { + "execution": { + "iopub.execute_input": "2024-11-13T08:03:53.532382Z", + "iopub.status.busy": "2024-11-13T08:03:53.531645Z", + "iopub.status.idle": "2024-11-13T08:03:54.747417Z", + "shell.execute_reply": "2024-11-13T08:03:54.746179Z" + }, + "jupyter": { + "source_hidden": true + }, + "papermill": { + "duration": 1.236351, + "end_time": "2024-11-13T08:03:54.750084", + "exception": false, + "start_time": "2024-11-13T08:03:53.513733", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Group Analysis: Calculate mean values for key properties by Group and visualize them\n", + "# Select key properties for analysis\n", + "key_properties = [\"AtomicRadius\", \"Electronegativity\", \"IonizationEnergy\"]\n", + "\n", + "# Initialize a dictionary to hold the mean values by group for each property\n", + "group_analysis_results = {prop: element_df.groupby(\"Group\")[prop].mean().dropna() for prop in key_properties}\n", + "\n", + "# Plot each property by group as a bar chart\n", + "fig, axes = plt.subplots(1, len(key_properties), figsize=(18, 6), sharey=False)\n", + "\n", + "for i, prop in enumerate(key_properties):\n", + " sns.barplot(x=group_analysis_results[prop].index.astype(int), y=group_analysis_results[prop].values, ax=axes[i], palette=\"viridis\")\n", + " axes[i].set_title(f\"Mean {prop} by Group\")\n", + " axes[i].set_xlabel(\"Group\")\n", + " axes[i].set_ylabel(f\"Mean {prop}\")\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "de04b18f", + "metadata": { + "execution": { + "iopub.execute_input": "2024-11-13T08:03:54.789131Z", + "iopub.status.busy": "2024-11-13T08:03:54.788647Z", + "iopub.status.idle": "2024-11-13T08:03:55.405508Z", + "shell.execute_reply": "2024-11-13T08:03:55.404167Z" + }, + "jupyter": { + "source_hidden": true + }, + "papermill": { + "duration": 0.639979, + "end_time": "2024-11-13T08:03:55.408303", + "exception": false, + "start_time": "2024-11-13T08:03:54.768324", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Comparison of Trends by Group and Period using a heatmap for Atomic Radius as an example\n", + "# We will pivot the data to create a matrix of Atomic Radius values by Group and Period\n", + "\n", + "# First, ensure \"Period\" and \"Group\" are numeric for correct plotting\n", + "element_df[\"Period\"] = pd.to_numeric(element_df[\"Period\"], errors=\"coerce\")\n", + "element_df[\"Group\"] = pd.to_numeric(element_df[\"Group\"], errors=\"coerce\")\n", + "\n", + "# Pivot the data to show the mean Atomic Radius by Period and Group\n", + "atomic_radius_matrix = element_df.pivot_table(values=\"AtomicRadius\", index=\"Period\", columns=\"Group\", aggfunc=\"mean\")\n", + "\n", + "# Plot the heatmap\n", + "plt.figure(figsize=(12, 8))\n", + "sns.heatmap(atomic_radius_matrix, annot=True, cmap=\"YlGnBu\", cbar_kws={'label': 'Mean Atomic Radius'})\n", + "plt.xlabel(\"Group\")\n", + "plt.ylabel(\"Period\")\n", + "plt.title(\"Mean Atomic Radius by Period and Group\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "0b530871", + "metadata": { + "execution": { + "iopub.execute_input": "2024-11-13T08:03:55.446515Z", + "iopub.status.busy": "2024-11-13T08:03:55.446081Z", + "iopub.status.idle": "2024-11-13T08:03:56.081819Z", + "shell.execute_reply": "2024-11-13T08:03:56.080350Z" + }, + "jupyter": { + "source_hidden": true + }, + "papermill": { + "duration": 0.658271, + "end_time": "2024-11-13T08:03:56.084659", + "exception": false, + "start_time": "2024-11-13T08:03:55.426388", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Correlation Analysis: Calculate and visualize the correlations between numeric properties\n", + "# Filter the DataFrame to include only numeric properties for correlation\n", + "numeric_df = element_df[numeric_columns].dropna()\n", + "\n", + "# Calculate the correlation matrix\n", + "correlation_matrix = numeric_df.corr()\n", + "\n", + "# Plot the correlation matrix as a heatmap\n", + "plt.figure(figsize=(10, 8))\n", + "sns.heatmap(correlation_matrix, annot=True, cmap=\"coolwarm\", center=0, cbar_kws={'label': 'Correlation Coefficient'})\n", + "plt.title(\"Correlation Matrix of Numeric Properties in the Periodic Table\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "3bda8668", + "metadata": { + "execution": { + "iopub.execute_input": "2024-11-13T08:03:56.130022Z", + "iopub.status.busy": "2024-11-13T08:03:56.129536Z", + "iopub.status.idle": "2024-11-13T08:04:08.604689Z", + "shell.execute_reply": "2024-11-13T08:04:08.603315Z" + }, + "jupyter": { + "source_hidden": true + }, + "papermill": { + "duration": 12.500212, + "end_time": "2024-11-13T08:04:08.607153", + "exception": false, + "start_time": "2024-11-13T08:03:56.106941", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", 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", 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", 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", 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", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import plotly.graph_objects as go\n", + "import pandas as pd\n", + "\n", + "# Assuming `element_df` is your DataFrame containing periodic table data\n", + "# Make sure to drop any missing Group or Period values for this visualization\n", + "visual_df = element_df.dropna(subset=[\"Group\", \"Period\", \"AtomicRadius\", \"Electronegativity\"])\n", + "\n", + "# Set up the 3D scatter plot\n", + "fig = go.Figure(data=[\n", + " go.Scatter3d(\n", + " x=visual_df[\"Group\"].astype(int), # X-axis as Group\n", + " y=visual_df[\"Period\"].astype(int), # Y-axis as Period\n", + " z=visual_df[\"AtomicRadius\"], # Z-axis as Atomic Radius for vertical positioning\n", + " text=visual_df[\"Symbol\"], # Element symbols as hover text\n", + " mode='markers',\n", + " marker=dict(\n", + " size=visual_df[\"AtomicRadius\"] / 5, # Size based on Atomic Radius, scaled down for clarity\n", + " color=visual_df[\"Electronegativity\"], # Color based on Electronegativity\n", + " colorscale=\"Viridis\",\n", + " colorbar=dict(title=\"Electronegativity\"),\n", + " opacity=0.8\n", + " )\n", + " )\n", + "])\n", + "\n", + "# Update layout to mimic the structure of the periodic table\n", + "fig.update_layout(\n", + " scene=dict(\n", + " xaxis=dict(title=\"Group\"),\n", + " yaxis=dict(title=\"Period\"),\n", + " zaxis=dict(title=\"Atomic Radius\"),\n", + " ),\n", + " title=\"3D Visualization of Elements in the Periodic Table\",\n", + ")\n", + "\n", + "# Save snapshots of the 3D plot at different angles\n", + "angles = [0, 45, 90, 135, 180] # Define rotation angles for snapshots\n", + "for angle in angles:\n", + " # Update camera angle\n", + " fig.update_layout(scene_camera=dict(eye=dict(x=2.5, y=2.5, z=0.5)))\n", + " # Save as image\n", + " fig.write_image(f\"PeriodicTable_3D_Angle_{angle}.png\")\n", + "\n", + "# Display snapshots by loading them as static images\n", + "from IPython.display import Image, display\n", + "\n", + "for angle in angles:\n", + " display(Image(filename=f\"PeriodicTable_3D_Angle_{angle}.png\"))" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "36992cec", + "metadata": { + "execution": { + "iopub.execute_input": "2024-11-13T08:04:08.661085Z", + "iopub.status.busy": "2024-11-13T08:04:08.660647Z", + "iopub.status.idle": "2024-11-13T08:04:09.646617Z", + "shell.execute_reply": "2024-11-13T08:04:09.645372Z" + }, + "papermill": { + "duration": 1.01638, + "end_time": "2024-11-13T08:04:09.649638", + "exception": false, + "start_time": "2024-11-13T08:04:08.633258", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Perfect Number: 6\n", + "Prime Exponent (p): 2\n", + "Mersenne Prime: 3\n", + "Calculations:\n", + " Subtract 1: 6 - 1 = 5\n", + " Divide by 3 (Once): 5 // 3 = 1\n", + " Divide by 3 (Twice): 1 // 3 = 0\n", + " Re-scale (Multiply by 3): 0 * 3 = 0\n", + "Scaling Factors:\n", + " Scaling Factor (Subtract 1 to Divide by 3 Once): 0.200\n", + " Scaling Factor (Divide by 3 Once to Divide by 3 Twice): 0.000\n", + "------\n", + "Perfect Number: 28\n", + "Prime Exponent (p): 3\n", + "Mersenne Prime: 7\n", + "Calculations:\n", + " Subtract 1: 28 - 1 = 27\n", + " Divide by 3 (Once): 27 // 3 = 9\n", + " Divide by 3 (Twice): 9 // 3 = 3\n", + " Re-scale (Multiply by 3): 3 * 3 = 9\n", + "Scaling Factors:\n", + " Scaling Factor (Subtract 1 to Divide by 3 Once): 0.333\n", + " Scaling Factor (Divide by 3 Once to Divide by 3 Twice): 0.333\n", + "------\n", + "Perfect Number: 496\n", + "Prime Exponent (p): 5\n", + "Mersenne Prime: 31\n", + "Calculations:\n", + " Subtract 1: 496 - 1 = 495\n", + " Divide by 3 (Once): 495 // 3 = 165\n", + " Divide by 3 (Twice): 165 // 3 = 55\n", + " Re-scale (Multiply by 3): 55 * 3 = 165\n", + "Scaling Factors:\n", + " Scaling Factor (Subtract 1 to Divide by 3 Once): 0.333\n", + " Scaling Factor (Divide by 3 Once to Divide by 3 Twice): 0.333\n", + "------\n", + "Perfect Number: 8128\n", + "Prime Exponent (p): 7\n", + "Mersenne Prime: 127\n", + "Calculations:\n", + " Subtract 1: 8128 - 1 = 8127\n", + " Divide by 3 (Once): 8127 // 3 = 2709\n", + " Divide by 3 (Twice): 2709 // 3 = 903\n", + " Re-scale (Multiply by 3): 903 * 3 = 2709\n", + "Scaling Factors:\n", + " Scaling Factor (Subtract 1 to Divide by 3 Once): 0.333\n", + " Scaling Factor (Divide by 3 Once to Divide by 3 Twice): 0.333\n", + "------\n", + "Perfect Number: 33550336\n", + "Prime Exponent (p): 13\n", + "Mersenne Prime: 8191\n", + "Calculations:\n", + " Subtract 1: 33550336 - 1 = 33550335\n", + " Divide by 3 (Once): 33550335 // 3 = 11183445\n", + " Divide by 3 (Twice): 11183445 // 3 = 3727815\n", + " Re-scale (Multiply by 3): 3727815 * 3 = 11183445\n", + "Scaling Factors:\n", + " Scaling Factor (Subtract 1 to Divide by 3 Once): 0.333\n", + " Scaling Factor (Divide by 3 Once to Divide by 3 Twice): 0.333\n", + "------\n", + "Perfect Number: 8589869056\n", + "Prime Exponent (p): 17\n", + "Mersenne Prime: 131071\n", + "Calculations:\n", + " Subtract 1: 8589869056 - 1 = 8589869055\n", + " Divide by 3 (Once): 8589869055 // 3 = 2863289685\n", + " Divide by 3 (Twice): 2863289685 // 3 = 954429895\n", + " Re-scale (Multiply by 3): 954429895 * 3 = 2863289685\n", + "Scaling Factors:\n", + " Scaling Factor (Subtract 1 to Divide by 3 Once): 0.333\n", + " Scaling Factor (Divide by 3 Once to Divide by 3 Twice): 0.333\n", + "------\n", + "Perfect Number: 137438691328\n", + "Prime Exponent (p): 19\n", + "Mersenne Prime: 524287\n", + "Calculations:\n", + " Subtract 1: 137438691328 - 1 = 137438691327\n", + " Divide by 3 (Once): 137438691327 // 3 = 45812897109\n", + " Divide by 3 (Twice): 45812897109 // 3 = 15270965703\n", + " Re-scale (Multiply by 3): 15270965703 * 3 = 45812897109\n", + "Scaling Factors:\n", + " Scaling Factor (Subtract 1 to Divide by 3 Once): 0.333\n", + " Scaling Factor (Divide by 3 Once to Divide by 3 Twice): 0.333\n", + "------\n", + "Perfect Number: 2305843008139952128\n", + "Prime Exponent (p): 31\n", + "Mersenne Prime: 2147483647\n", + "Calculations:\n", + " Subtract 1: 2305843008139952128 - 1 = 2305843008139952127\n", + " Divide by 3 (Once): 2305843008139952127 // 3 = 768614336046650709\n", + " Divide by 3 (Twice): 768614336046650709 // 3 = 256204778682216903\n", + " Re-scale (Multiply by 3): 256204778682216903 * 3 = 768614336046650709\n", + "Scaling Factors:\n", + " Scaling Factor (Subtract 1 to Divide by 3 Once): 0.333\n", + " Scaling Factor (Divide by 3 Once to Divide by 3 Twice): 0.333\n", + "------\n", + "Perfect Number: 2658455991569831744654692615953842176\n", + "Prime Exponent (p): 61\n", + "Mersenne Prime: 2305843009213693951\n", + "Calculations:\n", + " Subtract 1: 2658455991569831744654692615953842176 - 1 = 2658455991569831744654692615953842175\n", + " Divide by 3 (Once): 2658455991569831744654692615953842175 // 3 = 886151997189943914884897538651280725\n", + " Divide by 3 (Twice): 886151997189943914884897538651280725 // 3 = 295383999063314638294965846217093575\n", + " Re-scale (Multiply by 3): 295383999063314638294965846217093575 * 3 = 886151997189943914884897538651280725\n", + "Scaling Factors:\n", + " Scaling Factor (Subtract 1 to Divide by 3 Once): 0.333\n", + " Scaling Factor (Divide by 3 Once to Divide by 3 Twice): 0.333\n", + "------\n", + "Perfect Number: 191561942608236107294793378084303638130997321548169216\n", + "Prime Exponent (p): 89\n", + "Mersenne Prime: 618970019642690137449562111\n", + "Calculations:\n", + " Subtract 1: 191561942608236107294793378084303638130997321548169216 - 1 = 191561942608236107294793378084303638130997321548169215\n", + " Divide by 3 (Once): 191561942608236107294793378084303638130997321548169215 // 3 = 63853980869412035764931126028101212710332440516056405\n", + " Divide by 3 (Twice): 63853980869412035764931126028101212710332440516056405 // 3 = 21284660289804011921643708676033737570110813505352135\n", + " Re-scale (Multiply by 3): 21284660289804011921643708676033737570110813505352135 * 3 = 63853980869412035764931126028101212710332440516056405\n", + "Scaling Factors:\n", + " Scaling Factor (Subtract 1 to Divide by 3 Once): 0.333\n", + " Scaling Factor (Divide by 3 Once to Divide by 3 Twice): 0.333\n", + "------\n", + "Perfect Number: 13164036458569648337239753460458722910223472318386943117783728128\n", + "Prime Exponent (p): 107\n", + "Mersenne Prime: 162259276829213363391578010288127\n", + "Calculations:\n", + " Subtract 1: 13164036458569648337239753460458722910223472318386943117783728128 - 1 = 13164036458569648337239753460458722910223472318386943117783728127\n", + " Divide by 3 (Once): 13164036458569648337239753460458722910223472318386943117783728127 // 3 = 4388012152856549445746584486819574303407824106128981039261242709\n", + " Divide by 3 (Twice): 4388012152856549445746584486819574303407824106128981039261242709 // 3 = 1462670717618849815248861495606524767802608035376327013087080903\n", + " Re-scale (Multiply by 3): 1462670717618849815248861495606524767802608035376327013087080903 * 3 = 4388012152856549445746584486819574303407824106128981039261242709\n", + "Scaling Factors:\n", + " Scaling Factor (Subtract 1 to Divide by 3 Once): 0.333\n", + " Scaling Factor (Divide by 3 Once to Divide by 3 Twice): 0.333\n", + "------\n", + "Perfect Number: 14474011154664524427946373126085988481573677491474835889066354349131199152128\n", + "Prime Exponent (p): 127\n", + "Mersenne Prime: 170141183460469231731687303715884105727\n", + "Calculations:\n", + " Subtract 1: 14474011154664524427946373126085988481573677491474835889066354349131199152128 - 1 = 14474011154664524427946373126085988481573677491474835889066354349131199152127\n", + " Divide by 3 (Once): 14474011154664524427946373126085988481573677491474835889066354349131199152127 // 3 = 4824670384888174809315457708695329493857892497158278629688784783043733050709\n", + " Divide by 3 (Twice): 4824670384888174809315457708695329493857892497158278629688784783043733050709 // 3 = 1608223461629391603105152569565109831285964165719426209896261594347911016903\n", + " Re-scale (Multiply by 3): 1608223461629391603105152569565109831285964165719426209896261594347911016903 * 3 = 4824670384888174809315457708695329493857892497158278629688784783043733050709\n", + "Scaling Factors:\n", + " Scaling Factor (Subtract 1 to Divide by 3 Once): 0.333\n", + " Scaling Factor (Divide by 3 Once to Divide by 3 Twice): 0.333\n", + "------\n" + ] + } + ], + "source": [ + "from sympy import isprime\n", + "\n", + "# Extended Cube4D structure to analyze perfect numbers with deeper 3-based transformations\n", + "class Cube4DPerfectNumberAnalyzer:\n", + " def __init__(self, limit):\n", + " self.limit = limit\n", + " self.cube = {}\n", + "\n", + " def add_to_cube(self, p, mersenne_prime_candidate, perfect_number):\n", + " # Transformation steps with 3-based division and re-scaling\n", + " subtract_1 = perfect_number - 1\n", + " divide_by_3_once = subtract_1 // 3\n", + " divide_by_3_twice = divide_by_3_once // 3\n", + " re_scaled = divide_by_3_twice * 3\n", + "\n", + " # Calculate scaling factors relative to each transformation\n", + " scaling_factors = {\n", + " \"subtract_1_to_divide_by_3_once\": divide_by_3_once / subtract_1 if subtract_1 != 0 else None,\n", + " \"divide_by_3_once_to_divide_by_3_twice\": divide_by_3_twice / divide_by_3_once if divide_by_3_once != 0 else None\n", + " }\n", + "\n", + " # Print formatted output for clarity\n", + " print(f\"Perfect Number: {perfect_number}\")\n", + " print(f\"Prime Exponent (p): {p}\")\n", + " print(f\"Mersenne Prime: {mersenne_prime_candidate}\")\n", + " print(\"Calculations:\")\n", + " print(f\" Subtract 1: {perfect_number} - 1 = {subtract_1}\")\n", + " print(f\" Divide by 3 (Once): {subtract_1} // 3 = {divide_by_3_once}\")\n", + " print(f\" Divide by 3 (Twice): {divide_by_3_once} // 3 = {divide_by_3_twice}\")\n", + " print(f\" Re-scale (Multiply by 3): {divide_by_3_twice} * 3 = {re_scaled}\")\n", + " print(\"Scaling Factors:\")\n", + " print(f\" Scaling Factor (Subtract 1 to Divide by 3 Once): {scaling_factors['subtract_1_to_divide_by_3_once']:.3f}\")\n", + " print(f\" Scaling Factor (Divide by 3 Once to Divide by 3 Twice): {scaling_factors['divide_by_3_once_to_divide_by_3_twice']:.3f}\")\n", + " print(\"------\")\n", + "\n", + " def find_perfect_numbers(self):\n", + " perfect_numbers = []\n", + "\n", + " # Iterate over possible prime exponents to generate larger perfect numbers\n", + " for p in range(2, self.limit):\n", + " if isprime(p):\n", + " mersenne_prime_candidate = 2**p - 1\n", + " if isprime(mersenne_prime_candidate):\n", + " perfect_number = 2**(p-1) * mersenne_prime_candidate\n", + " self.add_to_cube(p, mersenne_prime_candidate, perfect_number)\n", + " perfect_numbers.append(perfect_number)\n", + "\n", + " return perfect_numbers\n", + "\n", + "# Usage\n", + "limit = 150 # Set a high limit to test even larger perfect numbers\n", + "analyzer = Cube4DPerfectNumberAnalyzer(limit)\n", + "perfect_numbers = analyzer.find_perfect_numbers()" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "79d4fd8f", + "metadata": { + "execution": { + "iopub.execute_input": "2024-11-13T08:04:09.704581Z", + "iopub.status.busy": "2024-11-13T08:04:09.703322Z", + "iopub.status.idle": "2024-11-13T08:04:09.984487Z", + "shell.execute_reply": "2024-11-13T08:04:09.983258Z" + }, + "papermill": { + "duration": 0.311118, + "end_time": "2024-11-13T08:04:09.987058", + "exception": false, + "start_time": "2024-11-13T08:04:09.675940", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "text/html": [ + " \n", + " " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
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QRST J heart_rate q_wave r_wave \\\n", + "0 174 121 -16 ... -2.0 NaN 63.0 0 52 \n", + "1 149 39 25 ... 31.0 NaN 53.0 0 48 \n", + "2 185 102 96 ... 66.0 23.0 75.0 0 40 \n", + "3 179 143 28 ... 20.0 NaN 71.0 0 72 \n", + "4 177 103 -16 ... 3.0 NaN NaN 0 48 \n", + "\n", + " s_wave R'_wave S'_wave diagnosis diagnosis_mapped \n", + "0 44 0 0 32 Unknown \n", + "1 0 0 0 24 Unknown \n", + "2 80 0 0 24 Unknown \n", + "3 20 0 0 48 Unknown \n", + "4 40 0 0 28 Unknown \n", + "\n", + "[5 rows x 22 columns]\n", + "\n", + "Sample of pulse vectors:\n", + " AA AB AC AD AE AF AG AH AI AJ ... JP JQ JR JS JT JU \\\n", + "0 0 0 0 0 0 0 0 44 20 36 ... 0.0 9.0 -0.9 0.0 0 0.9 \n", + "1 0 0 0 0 0 0 0 64 0 0 ... 0.0 8.5 0.0 0.0 0 0.2 \n", + "2 0 0 0 0 0 0 20 56 52 0 ... 0.0 9.5 -2.4 0.0 0 0.3 \n", + "3 0 0 0 0 0 0 0 64 36 0 ... 0.0 12.2 -2.2 0.0 0 0.4 \n", + "4 0 0 0 0 0 0 0 40 24 0 ... 0.0 13.1 -3.6 0.0 0 -0.1 \n", + "\n", + " JV JW JX JY \n", + "0 2.9 23.3 49.4 8 \n", + "1 2.1 20.4 38.8 6 \n", + "2 3.4 12.3 49.0 10 \n", + "3 2.6 34.6 61.6 1 \n", + "4 3.9 25.4 62.8 7 \n", + "\n", + "[5 rows x 259 columns]\n" + ] + } + ], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "import seaborn as sns\n", + "import matplotlib.pyplot as plt\n", + "from scipy import stats\n", + "from sklearn.preprocessing import StandardScaler\n", + "from sklearn.decomposition import PCA\n", + "from sklearn.cluster import KMeans\n", + "import networkx as nx\n", + "import torch\n", + "import torch.nn as nn\n", + "\n", + "# Load data and skip the first row\n", + "arrhythmia_df = pd.read_csv('/kaggle/input/cardiac-arrhythmia-database/data_arrhythmia.csv', header=None, skiprows=1)\n", + "arrhythmia_df = arrhythmia_df.iloc[:, 0].str.split(';', expand=True)\n", + "\n", + "# Define core column names and generate pulse columns (AA to LG)\n", + "core_columns = ['age', 'sex', 'height', 'weight', 'qrs_duration', 'p-r_interval', 'q-t_interval', \n", + " 't_interval', 'p_interval', 'qrs', 'T', 'P', 'QRST', 'J', 'heart_rate', 'q_wave', \n", + " 'r_wave', 's_wave', \"R'_wave\", \"S'_wave\", 'diagnosis']\n", + "pulse_columns = [chr(i) + chr(j) for i in range(ord('A'), ord('L') + 1) for j in range(ord('A'), ord('Z') + 1)]\n", + "pulse_columns = pulse_columns[:len(arrhythmia_df.columns) - len(core_columns)]\n", + "\n", + "# Assign column names\n", + "arrhythmia_df.columns = core_columns + pulse_columns\n", + "\n", + "# Convert all columns to numeric, handling non-numeric errors as NaN\n", + "arrhythmia_df = arrhythmia_df.apply(pd.to_numeric, errors='coerce')\n", + "\n", + "# Display unique values in diagnosis for verification\n", + "print(\"Unique diagnosis values:\\n\", arrhythmia_df['diagnosis'].unique())\n", + "\n", + "# Map diagnosis to descriptive labels\n", + "diagnosis_mapping = {\n", + " 1: \"Normal\", 2: \"Ischemic Changes\", 3: \"Old Anterior MI\", 4: \"Old Inferior MI\",\n", + " 5: \"Sinus Tachycardy\", 6: \"Sinus Bradycardy\", 7: \"Ventricular Premature Contraction (PVC)\",\n", + " 8: \"Supraventricular Premature Contraction\", 9: \"Left Bundle Branch Block\", \n", + " 10: \"Right Bundle Branch Block\", 11: \"1st Degree AV Block\", 12: \"2nd Degree AV Block\", \n", + " 13: \"3rd Degree AV Block\", 14: \"Left Ventricle Hypertrophy\", \n", + " 15: \"Atrial Fibrillation or Flutter\", 16: \"Others\"\n", + "}\n", + "arrhythmia_df['diagnosis_mapped'] = arrhythmia_df['diagnosis'].map(diagnosis_mapping).fillna(\"Unknown\")\n", + "\n", + "# Diagnosis counts for visualization\n", + "diagnosis_counts = arrhythmia_df['diagnosis_mapped'].value_counts()\n", + "print(\"Diagnosis counts:\\n\", diagnosis_counts)\n", + "\n", + "# Confirm the data structure after adding `pulse_vector`\n", + "print(arrhythmia_df[core_columns + ['diagnosis_mapped']].head())\n", + "print(\"\\nSample of pulse vectors:\\n\", arrhythmia_df[pulse_columns].head())" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "869f846e", + "metadata": { + "_cell_guid": "dee42e32-1c49-400f-9596-df14c0278f8d", + "_uuid": "43928e7c-06a8-4358-829c-9012102f0f7f", + "execution": { + "iopub.execute_input": "2024-11-02T13:24:57.085183Z", + "iopub.status.busy": "2024-11-02T13:24:57.084833Z", + "iopub.status.idle": "2024-11-02T13:24:57.740235Z", + "shell.execute_reply": "2024-11-02T13:24:57.739234Z" + }, + "jupyter": { + "source_hidden": true + }, + "papermill": { + "duration": 0.664101, + "end_time": "2024-11-02T13:24:57.742720", + "exception": false, + "start_time": "2024-11-02T13:24:57.078619", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Feature correlation analysis\n", + "selected_features = ['age', 'sex', 'height', 'weight', 'qrs_duration', 'p-r_interval', \n", + " 'q-t_interval', 't_interval', 'p_interval']\n", + "pearson_corr = arrhythmia_df[selected_features].corr(method='pearson')\n", + "\n", + "# Visualize Pearson correlation matrix\n", + "plt.figure(figsize=(12, 6))\n", + "sns.heatmap(pearson_corr, annot=True, cmap='coolwarm', linewidths=0.5)\n", + "plt.title(\"Pearson Correlation Heatmap\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "d33652e9", + "metadata": { + "_cell_guid": "d1eed695-3939-4569-bd3c-cb9519beaf85", + "_uuid": "18cdcde4-5ad3-43e9-a10a-947bd01f54cd", + "execution": { + "iopub.execute_input": "2024-11-02T13:24:57.756783Z", + "iopub.status.busy": "2024-11-02T13:24:57.756421Z", + "iopub.status.idle": "2024-11-02T13:24:58.201076Z", + "shell.execute_reply": "2024-11-02T13:24:58.200150Z" + }, + "jupyter": { + "source_hidden": true + }, + "papermill": { + "duration": 0.455071, + "end_time": "2024-11-02T13:24:58.204154", + "exception": false, + "start_time": "2024-11-02T13:24:57.749083", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Outlier detection using Z-score\n", + "z_scores = np.abs(stats.zscore(arrhythmia_df[selected_features]))\n", + "arrhythmia_df_no_outliers = arrhythmia_df[(z_scores < 3).all(axis=1)].copy() # Create an explicit copy\n", + "\n", + "# Standardize data and apply K-means clustering\n", + "scaler = StandardScaler()\n", + "scaled_data = scaler.fit_transform(arrhythmia_df_no_outliers[selected_features])\n", + "kmeans = KMeans(n_clusters=3, n_init=10, random_state=42) # Set n_init to suppress FutureWarning\n", + "arrhythmia_df_no_outliers['cluster'] = kmeans.fit_predict(scaled_data) # No warning as we're using a copy\n", + "\n", + "# PCA for visualization\n", + "pca = PCA(n_components=2)\n", + "pca_result = pca.fit_transform(scaled_data)\n", + "plt.scatter(pca_result[:, 0], pca_result[:, 1], c=arrhythmia_df_no_outliers['cluster'], cmap='viridis')\n", + "plt.title(\"K-Means Clustering in PCA Space\")\n", + "plt.xlabel(\"PCA Component 1\")\n", + "plt.ylabel(\"PCA Component 2\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "7e1aed60", + "metadata": { + "_cell_guid": "cbde05ab-28d6-4151-8550-e85a46aeac4e", + "_uuid": "f1f9add4-80f9-41b0-8462-6fd08a6a23f4", + "execution": { + "iopub.execute_input": "2024-11-02T13:24:58.220327Z", + "iopub.status.busy": "2024-11-02T13:24:58.219979Z", + "iopub.status.idle": "2024-11-02T13:24:58.783699Z", + "shell.execute_reply": "2024-11-02T13:24:58.782708Z" + }, + "jupyter": { + "source_hidden": true + }, + "papermill": { + "duration": 0.575104, + "end_time": "2024-11-02T13:24:58.787005", + "exception": false, + "start_time": "2024-11-02T13:24:58.211901", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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tW5GXl4fLLrsMdXV1OHXqFOrr6/HMM8/025xcd6FCwwX79u0DALuVy59//hnl5eVYvHgxli1bJl5Mer0eb775Jn788UeMGzcO8fHxuOKKK1BWViYKDXcmWwLl5eW45pprsGDBAvG1devWYePGjThw4IBNAuVnn32Gzs5O3H///Rg5cqT4ekNDA1555RV89dVX4qoRz/P43//+B57n8fDDD4urCYQQfPrppzhy5IiHR8rszQCAqVOnAjBP+L/99lscPHgQS5YssRFrdXV1+OGHHxAbG4vHHnvMZoJMCBFDzaZPn46WlhZRaLgzCQsLC8PYsWNx+PBh1NTUiDce4XsfPXoUsbGxNjdzT46dM1pbW8UVNF/CACoqKvD4448jKyvL5vX09HS89NJLiIqKsnm9tLQUb7/9NjZt2mSX/wNAfOgLN1rr33jnzp248sorbbb35Jxzh7lz52L37t3Yvn07Zs+e7XJypdFo8OmnnyI6OhqPPvqozXlx9OhRfPLJJ1i3bh1+9atfYcCAAYiMjBSFhqPrKjs7G5WVleA4DlKpFDzPo7y8HPn5+SgtLUVZWZkoNBxNSLdu3YqamhpMnjwZt99+u3idz507F6+++iq++uorjBw50m5109lv2J3q6mq89957kEqleOSRR9x+GFZWVooeVGd0vx6nTJmCDRs2YP/+/XYTkqqqKgBwO7fCGYmJiZgzZw62bduGvXv3iostPTFw4EBUVFSgpqamRxuE36e0tFQUGuXl5SCEID8/HxUVFTaCpaysDMnJyS7DpcaNGydOesaOHetywtbW1oZnnnkGERERAMwLSX/729+wfft2t4RGZWUlAN+PtTecOHECOp0ON9xwA6644gqb96wn/cuWLUN5eTlaW1sdXleeXKfWVFZWOvS+9ERJSQmefPJJpKWlATBP0l988UUcPXoU1157rRhjX1JSgsOHDyM7OxuPPfaYKJoXLVqEl156yaN9Tp06FfPmzYNMZjtF+vnnn7F+/XocO3bMoffA3fNjy5YtqK+vt8vbnDp1KlauXOm2ncK1m5ub61FxkfLycuzatQvp6en405/+JNq7bNky/POf/8SuXbswYcIEO09DSUmJy+RqZ/e+VatWQalU4uabb7bxXKrVarz88sv43//+h1GjRrmckEdGRuIf//iHXU5FfX09Xn31VaxduxZ//OMfAXh2TfvjuJw5cwa/+93vbDy5n376KQ4fPhyUXNXeTv8se+MFTU1NWL9+PdavX48ff/wRb775JtauXYvY2FibMBie57F3714xp8N6tTI8PBxLliwBy7I4efKkzzYlJSXZTQRnzJgBwKygBWpra1FVVYWpU6faTJQBc0jDzJkzUV9fj/r6egDmG35zczNGjx5tc8EwDIPly5d7XA2J4zgcOnQI4eHhGDt2LACI/25tbUVJSYnN9nv37gUhBMuXL7dbhWcYxufkLOEBIHgvBIqLi9HZ2YlJkyaJ39HTY+eMzs5OAI7zcACzB0c4v4Q/rVZrt93MmTMdTlAjIiLsRAZgnrBkZGTYHWOBqVOn2kxIrX9j63AjAXfPOXeRy+VYtmwZDAYDNmzY4HLbQ4cOQa/X4+qrr7Y7LyZNmoQBAwbg2LFjbu87Ly8Per0e58+fB2AWuDqdDjNnzkRiYqLoGQDME1K5XG4jTA8ePAipVIprrrnG5jofMGAApk6dCp1Oh1OnTtnt19lvaE1RURHeeustREZG4rHHHvNoxa29vR2RkZFOH8pqtRqFhYVITU0VvR7JyckYMmQIKisr0dDQYLO9q3P35MmTdueto1BSgUWLFiEiIgIbN26EXq936/sI4rO9vb3HbTMzMxEdHW3juSgrK0NYWBjmz58PjuNQUVEBwHxPb2tr86mQR3euvvpqcfIBmO8RQ4cORUNDg1vfVzjWCQkJfrPJUxx5rRzdW5zh7XUaGxvrVWjQ3LlzRZEBmO2fNGkSCCHitQ1cvN8vWbLE5jvGxcW5LXoF4uPj7UQGADEEytn91t3z49ChQ5DJZHaia+TIkR6JUOF88vSZKdz7ly5damNvZGQkli5dCgAOy+sOGDDA5aTd0b1Po9Hg2LFjyM/PtwuPjImJwZVXXgmNRuP0mArI5XKH3zMzMxN5eXmoqKgAx3Eux+gJb4/LsGHD7MSEL8/N/gb1aFhoamoS8ycEYmNj8cgjj4irnoB5lVur1SIuLs7hxEmj0Yjb+Up2drbdpF+40HQ6nfia4BZWq9VYv3693TgqlUr8b2ZmJurq6gDAYVxkUlISEhISPKotferUKWg0GsyYMcNm8jN16lQcPnwY+/fvt5nECxdeoMo3Dh8+HHFxcTh69Ciuv/56caXOUdiUp8fOW3bs2CHm6ghMnz7dLrzAeqLbnbKyMuzYsQM1NTXQaDTgeV58z9FDEbD3xgEXf2OlUgmWZW0+6+455wlTp07Ftm3bsG/fPsybN8/merJG+C1qamrQ1NRk9z7LstBoNGJ+Sk/k5eWJoWM5OTmisMjPzxdDMADzCum5c+cwdOhQ8VjodDo0NzcjPT3d4aQwLy8P+/btQ11dneg1EHD1GwLA8ePHUVxcjKysLNx///02uQbu0NXV5XJicfDgQXAcZ2fX1KlTUVlZif379zvNIerO6dOn7QRpUlKSTTy0NZGRkVi4cKFH4XLCNSDcO13BMAxyc3Nx4sQJdHR0IC4uDmVlZRg2bBhyc3Mhk8lQVlaGUaNGuRU25SkDBw60e034LbRaba8uH1pQUIC1a9fim2++QUlJCUaNGoXc3FwkJyd7NI6312l2drbT+5QrHB1z4Zq0vicJ4XOO7nmOXnMFIQQHDhzAwYMHUV9fD51OZ1MEQfC6u2Nr9/NDp9OhpaUFGRkZDsX9sGHDbBZBAoEwB3B0bQivCdtY01Opf0f3vnPnzoHnebAs6/AZK5xDKpUKY8aMcTl+bW0ttm7disrKSrH8tjUajcanBG9vj0tPv/ulDhUaFkaOHIn7778fgHnSefDgQaxevRrvv/8+Hn/8cfEBIpw0SqVSTBRyhMFg8Nkma0UtIEyarSeZQnWSoqIiFBUVOR1PKOkorKw4m+DExMR4JDS6h2kI5OfnIz4+HqdPn0ZXV5e4aqbT6cAwjEfx/p4gkUgwadIkbN++HWfPnsWYMWOg1+tx6tQpZGRk2NwUPD12zhCOpbMHkHWS48qVK8VJrrNxunP8+HF8/PHHCAsLw4gRI5CUlCSu2gnx1I5wdoyF31iv19tMBtw95zxBIpHg6quvxvvvv4+1a9fi97//vcPthGtr9+7dLsczGAxuCY1hw4ZBIpGgrKwMixYtEvtJxMTEIC8vDwcPHoRSqUR7eztYlrV5uPR0jQgPM0er2D0Jh+rqavA8j2HDhnksMgDzyp6rROH9+/eDYRi70I6JEyfiu+++w6FDh7B8+XLxd42NjUVLSws6OjrsJp233nqrmDwrVOHriTlz5mDXrl3Yvn27W0nSwnfpKT9EIC8vDydOnEBZWRmGDx8OpVKJadOmQS6XIycnRxQYwn/9Gabk6vpwVI2rO7GxsWhoaEB7e7vNKn0wSEpKwp/+9Cds2LABZ86cwfHjxwGYV92vuuoqh/lGjvD2OvXmXAfgULwJiyHW9yS9Xg+GYRzeGzx91qxatQq7d+9GQkICCgoKEBsbK4qkn3/+GSzLOvycO+eHcM9wdg/z5Dh54g20xtWxiomJAcMwDu9tPR1HR7YLz9jKykoxdNARPT1jKysr8dZbbwEwL1KmpqaKIZKnT59GXV2d09/FXbw9Lo7OUU/uC/0dKjQcEBMTg/nz50Ov12Pjxo1Yt24dbrzxRgAXT6jx48fjrrvuCqWZIoJN1kno7myvVqsdvu/sdUe0traiuLgYgLnyhjMOHz4sljiNiIgAIQSdnZ0Bq2E9depUbN++HUeOHMGYMWNw8uRJGI1Gu8mXp8fOGUlJSYiPj0dbWxuampq8ztNwlji8YcMGyGQyPPnkk3YeAVfhRIJrvTtqtRoMwwRtBbagoADDhg3D8ePHUVNT43AbwZZnnnnGJ++RQEREhJhobDQaUVlZKYphQVSUlZWJD2lrodHTNSIcV0fHr6fSrsuXL0dhYSF27twJiUSC66+/3qPvFR0d7XRiYR0a5axBn8lkwpkzZ8QE+iFDhqClpQWlpaUer247QqFQYNmyZfjyyy+xYcMGuwWI7ggTEXfLfFv/dsLDXBAT+fn5+Pnnn6HT6cQcnN5UJ3/o0KEoLy9HSUmJzwJIOM8cLQA48z5mZmbirrvuAsdxOH/+PM6cOYOdO3fi448/RlxcnFsr/95ep+6WPPaW8PBwEEKg0WjsJrzO7oOOUKvV2LNnD7KysvCnP/3JRgB3dHTYRT54Yyfg3IPnyfN3yJAhAMy5BTzPux327OpYqdVqEEK8ejY4+o2FcebNm+fxvc6aTZs2gWVZPPLII3bRGM6eKZ4SqONyqUNzNFywcOFCxMXFYc+ePeIKf3p6OsLDw3Hu3Dmf4wH9hRCH7W5lDSEeXIhltqalpcWukoQrDh48CEIIhg4dihkzZtj9CZWjBK8HcNG9KggUVzhauXKH7OxsZGZmiqUDDx8+DIZh7MrKenrsXCHErm7atMnnsbrT1NSE9PR0O5HR0dGB5uZmp59ztIIk/MYZGRlehTJ4ixCus3r1aofvC+eFkODYE64mWgJ5eXkwGo3Ys2cP9Hq9OLlLTExESkqKmBQeFhZm4/aPiIhAcnIympqaHE7qhdVyT0v+AmaPxN13343Ro0dj+/bt+OGHHzz6fGZmJkwmk0MvlnCdjRo1yuH1KJTOtb4ehfN2+/btPZZUdZdp06YhIyMD+/btQ2Njo8tthfd7ymsRyMjIQGxsLEpLS1FaWipWIQPMvzfP89i3bx86Ojrczs/w9j7jKdOmTYNEIsG+fft6nFD29FsIIWeOzk9XeTSAebU1JycHy5Ytw4oVK0AIsent4+p4eHqdBgvh/HF0z/PE1ubmZhBCMHz4cDsvm6sVeXeJiIhAUlISmpqaHHrAHT2XnZGamophw4ahra0Nhw4dcrmt9fkkXC/dq7QBEEvKe3Nvc8SgQYPAMIzPz9jm5mZERUXZiQyhwXJ3vLmmg3lcLiWo0HCBQqHAggULwHGcuIohlUoxe/ZstLa24ocffnAoNurr6z1alfCVwYMHY/DgwTh69CiOHj1q9z7P8zYXztChQ5GUlISioiKbmxohBGvXrnX7whTiWBmGwW233Ybf/va3dn+33norcnJycOHCBTE3Y9asWZBIJFi7dq1diBYhxObBKYRbeSJ+BKZOnQqTyYSdO3eitLQUw4YNs6s+4+mxc8WVV16J1NRUHDhwAKtXr3Y4UeA4zquwusTERDQ1NdmszJlMJnz99dcuBe+hQ4dsYkqtf2NBBAaLnJwcjB07FmVlZQ5jkIVeG2vXrnWYfG80Gm0eVpGRkWAYxuW5Iax+b9myBQzD2Hgt8vLyUFpainPnzmHIkCF25SqnTZsGjuOwevVqG/e3UK46IiJCLH7gKd3Fxvfff+/2Z4XJc/dVPL1ej+PHjyMsLAx33nmnw+vxzjvvRHx8PIqKisRJzvDhwzFp0iSoVCp88MEHTsP/PMnREcLlrO+dzqiurkZcXJzT3B1H5OXlobm5GSdOnLCpuDN48GAoFAps2bJF3M4dhEm7N/cZT0hNTcX8+fOh0Wjw7rvvOlwkMJlM2L59e4/FE9LS0hAeHo7CwkKb5n6dnZ0OFzvOnz/v8DcU7inW+XWujoen12mwELzVGzdutAnD6ejowM6dO90eR3hGVFVV2TwL29ra/Nb0burUqQ5zFs6ePetxfsaNN94IuVyOb7/91uEzDDCLFyHsCIB47xe8fwI6nU487/z1fIiLi8OECRNQVVWFrVu3Ogwlqq6u7jF0KjExEVqt1uac43keP/zwg0PvkDfXdDCPy6UEDZ3qgcsuuwxbtmzBoUOHsGjRIqSkpGDp0qU4f/48du3ahTNnzoix1u3t7aivr0ddXR3+9Kc/eR2T6g2/+93v8Oabb+KTTz7Bzp07MWDAAMjlcrS1taGqqgoajQZvv/02APMk4Oabb8a7776Lt99+W+yjUVZWho6ODmRlZYmJda4QGvL1lFA4ffp0VFdXY//+/Rg0aBCysrJwww034LvvvsPf//53FBQUIDExEZ2dnaioqMDo0aPFULW8vDwwDIO1a9dCqVQiIiICERERboU5TZ48GatXr8bPP/8MQojTEA5Pjp0rIiIi8MADD+CDDz7Ali1bsH//fgwfPhyJiYngOA6dnZ0oLS1FZ2cnMjMzHcbzOmPOnDlYtWoVXnrpJYwfPx4cx4lVOrKzsx0mqAHmWNbXXnsNEydORExMDEpKSnD+/Hnk5OT4FCrmLddccw0KCwsdJpHGxMTgjjvuwEcffYQXX3wRI0eORFpaGliWRUtLCyoqKjBkyBAxlyo8PByDBg1CRUUFPv30U6Smpoq5CUI1nKFDh0IqlUKj0YglcQWEhG7h392ZP38+ioqKcPjwYahUKgwfPhxqtRrHjh0Dz/O4+eabfXKjy2Qy3H333fjoo4+wY8cOEELE894VY8eOxQ8//IDi4mKbuPpjx47BYDBg2rRpTu2SSCSYOnUqNm/ejEOHDolljH/729+CYRgcOXIEzz77LPLy8pCeng6pVAq1Wo2amhoolUpER0cjPT3dre9XUFCAoUOHulwFbmpqQktLC2bNmuXWmAJ5eXk4evQoNBqNzW8nk8kwZMgQ8dpwV2gMGTIEcrkcO3fuhFarFe/d7vTE8ZSrrroKJpMJO3bswPPPPy9WjpNKpWhpaUFJSQm6urpw1VVXuRxHJpPh8ssvx+bNm/HSSy+hoKAABoMBhYWFyM3NtbvGDh06hF9++QXDhg1DcnIyIiIioFQqcebMGURFRdlUE8rPz8eJEyfw4YcfimVHs7KyUFBQ4PF1GiyGDx+OyZMn48iRI/jHP/6BgoICsCyL48ePY/DgwSgsLHQrfCsuLg7jx4/HiRMn8MorryA/Px+dnZ0oKipCfn6+w3uXp8yfPx8nT57Evn37oFQqRa/E8ePHMXr0aJf5gt0ZMGAA/vCHP+Djjz/GJ598go0bN2LYsGGIjIyEVqtFZWUl6uvrbcJ5c3NzxVyqv//97xg/fjwIIThx4gTa29sxZ84cv1Zru+mmm9DQ0ICffvoJhw4dwpAhQxAREYG2tjacP38ejY2NeOmll1zmac2ZMwfFxcV4/fXXMXHiRMhkMpSXl6O9vR25ubmix0HAm2s62MflUoEKjR6Qy+VYuHAhVq1ahQ0bNuD222+HXC7H/fffj/379+PQoUM4ceIEWJZFbGws0tPTcdNNN/klxtwTkpOT8ec//xnbt2/HqVOncODAAUgkEsTFxSE3N9eu2/Dw4cPx4IMPYu3atTh+/DgUCgXy8/Px+9//Hp999plb+xTCL3pS+EISqlAFSqFQYM6cOcjMzMS2bdtw9uxZMXEwJyfHZvKUkZGBW265Bdu2bcOuXbvAsqxYr78n4uPjkZ+fj5KSEsjlcqcdlz09dq5ISkrCE088gaNHj+LYsWNi11xhvLy8PEyYMAEFBQUelRG+/PLLIZVKsWvXLuzbtw8REREYPXo0rr76anz00UdOPzdv3jwUFBRgx44daGpqQlRUFObOnYurrroqqGFTAmlpaZgxYwZ++eUXh++PGTMGf/7zn7F161aUlJSgpKQECoUC8fHxmDZtml2OzW233Ybvv/8ehYWF0Ov1YhifIDTCwsIwaNAgVFVV2U06u3s3uiOXy/Hggw9iy5YtOHbsGHbs2AG5XI7c3FwsXLjQrW62PSGTyXDXXXfho48+ws6dO0EIcdgQypqkpCSMHDkSJ06cwIoVK8SVaHevx+nTp2Pz5s3Yv3+/KDQUCgXuuOMOzJw5E/v370dVVRXKyspACEFUVBSys7Nx+eWXY/LkyR4J5GuuuQavv/660/eFSnDeCA2B7rkOeXl5KCkpQVpamtsVaKKionDXXXdhw4YN2Ldvn+iNDITQkEgkuOGGGzB58mTs2bMHFRUVYi+QuLg4jBw5EtOnT8fw4cN7HEu4jvfv349ffvkFiYmJWLx4McaMGYMTJ07YbDtp0iSYTCZUVVWhpqYGLMsiISEBs2bNwvz58228vTNnzkRLSwuOHTuGLVu2iB5QIa/H0+s0WNx6661IT0/H/v37sXv3bsTHx2Pu3LkYPnw4CgsL3V4YuOWWW5CYmIiTJ09i165dSExMxLx587BgwQI88MADPtsZFhaGhx9+GGvWrMHJkydRW1uLjIwM3HnnndDpdB4JDcD8PP/rX/+KPXv2oKioCMeOHYNer0dERAQyMzNx4403iuVWBVasWIEBAwZgz5494v04IyMDV111ldt9J9wlKioKjz32GHbv3o1jx47hyJEj4HkesbGxyM7OxuLFi3vM0RozZgzuuusubNq0CYcPH4ZCoUBeXh7uuecesbdZ9316c00H87hcKjCEpsRTKP2O9evX4+eff8ZDDz3k1/KelN5BSUkJ3n77bdx+++0hm9T5Csdx+Otf/4qkpCQ89NBDoTaH0o/Zt28fvvrqK9x0002YPXt2qM2hUC4paI4GhUKh9DGGDx+OkSNHYuPGjQFPYA4UQlnm6667LtSmUPoJHR0ddjkA7e3t2LhxIyQSCUaPHh0iyyiUSxcaOkWhUCh9kBtvvBFHjhxBe3u7XZGDvgDDMPjNb37jsNkVheINW7ZsQVFRkZg32draiqKiIuj1eixdurRPXicUSl+HCg0KhULpg6SlpbnVebu30j1mnELxlZEjR0KpVKKoqAharVZMYp89e7ZdaXMKhRIcaI4GhUKhUCgUCoVC8Ts0R4NCoVAoFAqFQqH4HSo0KBQKhUKhUCgUit9xK0eD53nU19cjJibGrYY3FAqFQqFQKBQKpX9CCIFarUZmZqbLvmBuCY36+noMGDDAb8ZRKBQKhUKhUCiUvk1tbS2ys7Odvu+W0BBat9fW1iI2NtY/llEovZCuri6sXLkSP67dgLThY7Dodw8iLiU11Gb1WlijCfvWfI3jG39AwfBcPP3UUxg6dGiozRLheR51dXVoaWlxa/shQ4bYdZPmeR5r167F2+++B4NEgWlX/xoFly+ETN7/i/adO3sae1Z9irbzFbh22RLcf//9Djv4Njc3o7a2NgQW9i7S0tKQmZkZajMoFAol4HR2dmLAgAGiRnCGW1WnOjs7ERcXh46ODio0KP2WoqIiPPqnx3GhtQNzbv4/TJy/jIYKusmFihKse+8VGJrq8dhDf8RvfvObkB87rVaL6upq6PV6tz8jk8kwcuRIyOVyAGZv7vMvvIA9Bw5j1BVLMf+W/0NYZFSgTO6VEEJwbOt67PrqfWQmxOL5557F9OnTbbY5e/YsdDpdiCzsPYwZMwYKhSLUZlAoFErAcVcbUKFBoQDYsGEDnnvh74gaMBTX/vEZxKemh9qkgMDzPFjWBJlcDgnj31oQrNGIHd98ghM/r8KNy5fhmWeeCdmkq7GxEXV1dXZdgt0hNjYWQ4cOxU8//YRX33gTJnkklvzfnzB07KQAWNp3aG9UYd37r0J19iRuuv4aPPzww4iOjoZarUZZWVmozQs58fHxvcqbR6FQKIGECg0KxQ14nsfbb7+N/3z6BfIvX4Qldz4IWT9ekTQYDWBZFgAgk0ohk8shlUj9uo/CX7Zj4/v/xMRRw/Gv115DSkqKX8d3BcuyqKmpQUdHh9djaLVafPb5F9h3+Ogl68VwhrV3Y0ByAt5641+QyWRoa2sLtWkhJzc3lz4fKRTKJQMVGhRKD6jVajz15z9j+y8HMOeWezFl8bUhD/cJJITw0DoIb5FKpZDLZJBKpQD88/0vVJTgh9eeRWKYBG+/8S+MHDnSL+O6Qq1Wo7q6GiaTyesxVCoVXvvXG1B1aHDNQ88ifxLtXu2ItkYlfnj9rzA01uJ3t96CKVOmhNqkkBIeHo6RI0f26/sHhUKhWOOuNqB9NCiXJHV1dbj5llux59hp3PjUK5i65Lp+P0kwWTwZ3eE4DnqDATq9HixrAoHn4UbdyRo2HHe89G8Yo5Nw6x13YsuWLT6P6QxCCC5cuICysjKfREZhYSGeee6v6IACv3n+bQwcPd4vx6I/kpCagdteeAspoybjX++8ix9++AE8z4farJCRkpLS7+8fFAqF4g3Uo0G55KiursZd9/wfOqHAr556CUkZzsuy9RcICHQ6nVs5CwzDQC6TQSaXg/HRw8EajVj3wWuoOrADf3/uL7j66qt9Gq87BoMB1dXV6Orq8noMQgg2b96Mz//3DTLHTMay+55AeJS5spJMJkOYIsxf5vYzCLq0WhxY8w0Ofv8ppk8cj/+75x6Eh4eH2rCgIpFIUFBQYPEIUigUyqWBu9qg/9dnpFCsKC8vx13/9wcYI+Jw6zOvITo+IdQmBQWWZd1OjCaEwGgywcSykMlkkMlkXieOyxQKXH3fk9gYHoGn//oCDAYDVqxY4dVY3WltbcX58+fBcZzXYxBC8PXXX2PNxs0Yv3QFZv/qDpvGQyzLQiqVQialt8rusJbjPv3qm5AyYDB+fu8VtL70Eh7/058clsDtryQlJVGRQaFQKE6goVOUS4bKykrcefc9MEUl4rfP/euSERkExKuQIkLMn9PpdDAYDeB57yb0EokES37/EMYsvB7Pv/gKvvvuO6/GEeB5HjU1NaiurvZJZPA8j88//xyrN27B7Fvvw5xf3+mwu6nRaARPLt2wIGewVqF4wyZMw4qnX0VVQyv+8dJLUKvVIbQsuASz2AGFQqH0NajQoFwSnDt3Dnfd83/gopPw22dfQ2RMXM8f6idwLOdVmVdrWJaFTq+H3qC3TO49G49hGCy47Q8oWHQdnn/xZaxdu9YrO7RaLYqLi91uwOcMQgg++/xz/Lx9J+b97kFMXLDc5bYGgwGefuf+DE94O5GXnjMMv3rmn6hv1+IfL74EjUYTIuuCR3R0NCIiIkJtBoVCofRaqNCg9HsaGxtx1z3/B50iGr955lVERF9KeUYEJtb7BOnumBPH9ZbEcdajZGmz2LgXI65Yhqf/+gK2bdvm0b4bGxtRUlLiUQM+RxBC8NVXX2Hj9l2Yd+fDGHvF4h4/w/M89AaDT/vtT7BOPGQpA3Jw459fxoWOLrz8yj99yp3pC6SmpobaBAqFQunVUKFB6dfo9Xo89MgjaDHw+M1fXkNUXHyoTQoqHMcHpBoQz/MwGA3Q6XQweVCpimEYLL7zQQyePBtP/eVZlJSU9PgZlmVRUVGB2tpanz0zALBmzRqs27wVc269DwVzFva4Pc/zYgiZP0VbX4WAiPkZjkjOHoQbnnwJ55ra8Nrr//KpElhvRi6XIz4+PtRmUCgUSq+GCg1Kv4UQgueffx6nSipww+N/R0xCUqhNCjqBnhgTQmA0GqHT6WA0GUHcyGWQSCRYft8TCEsdgD8+9DBaW1udbtvZ2YmzZ8/61IDPmiNHjuCbH37ClOtuxYQFV7nclufMAsM6kV6n1fpF7PRl3CkskDZoCK557HkUV5/Hfz/9tF8es+TkZFrSlkKhUHqACg1Kv+Wzzz7D6p83Y8m9TyIjJzfU5gQdnud8Spb2BPvEcdeCQ64Iw4rH/44mrRGPPPoojEaj3XgXLlxAeXm531bEz58/j/c++BBDplyOGdf+xul2PMfBZDSB5ewn1BzPQ2/Q49LN1yA2SeCuyModiXm/exDb9/wS0D4qoYBhGJoETqFQKG5AhQalX7Jnzx68/vZKTLn2txg1Y06ozQkJzhr0BRICIXFcZ04cd1GpKjYpBdc99gIOnz6Dl156SZzUGwwGlJaWQqVS+c2uzs5OvPbGmwhPG4hFdz/scCWaEwUG5zIUzGg0huTY9gY43rNQvDGzr8S4JTfis6++RlFRUQAtCy7x8fGQy+WhNoNCoVB6PVRoUPod586dwxN/fhrZ46bj8hW3h9qckMAT3u2V50DBcRz0ej10eh1YjoUjL8CAvFFY8PtH8O1Pa/Ddd9+htbUVZ8+e9WsSMcuyeOudd9Bu5HHtI89BEW5VJYiY7TQajeB6EBgCPM/DaOjZa9MfcZYE7orLb/odMsdMxpvvrPSreAwlNAmcQqFQ3IMKDUq/gud5PPPss+Ci4nHNA0857ItwKeDNhDBQ8DwPg8F54vi4uYswev7V+PvLr2Dfvn1+n8CvXr0aRWVVWP7gXxCbbJkgEgKO5WA0Gb0KL+M4DgajwaOqW30dnvAuk8CdIZFIsOy+J8DEJmPlu+8FLZwvUERERFxSDQkpFArFFy7NWRil3/Lll1/i6KkiXHXvEwiLiAy1OSGhp6pAoYK3Sxw3T9J5nsdlN9wKWXwqPvzPR34VGjU1Nfhx7XpMvubXyM4fZREYLIwmk8uwrp7geB68xRNyqeCLhyw8KhpL/vAnlJ+vw/r16/1oVfChuRkUCoXiPlRoUPoN1dXVePvdf2P84hswIH90qM0JGazJ5HWVH5PRCJZlAxoWdDFxXAut5U8qV2Dh3Y/gbGU1Nm7c6Jf9sCyL9z/4EHEDhmLaVSvAigLDP9+N48zhaeawsP4N8SAJ3BkZQ/MxYemN+O6nNairq/OTZcFFKpUiKenSq15HoVAo3kKFBqVfwPM8nv3rXyGJT8bcX/8u1OaEDALidaIyz/Mglv+yLAtjIEUHMSerGwwGsYRs1rARGLvwWnz7w4+or6/3eRerV69GVb0K83//IHgCv38PjucAYk4O590o69uX4Tjfu8sDwMzrbkZU+gB88OF/+mQIVVJS0iUbjkmhUCjeQO+YlH6BdciUXBEWanNCBudGjwNnOJqIB0J0EEsDPOuxeJ6HiTVh+jW/gSIxDR/85z8+7ausrAzf/bQGE5f9CsnZg3222Rkcb56AGwwG9OeSt/4qMSyTK7Do7kdQdq62T4ZQ0bApCoVC8QwqNCh9HpVKhbff+zfGLbr+kg6Zgg/eDKDnFX9/iA6O42BiWadJ1DKFAvN+9yDOlFViw4YNHu9Dp9NBqVTiPx99hNjsHExZdoPHNnoCx5m9GjzPw9iLEvD9Cc9zfvUGZQzNx/jF1+OHNWtdNmvsbcTGxiI8PDzUZlAoFEqfggoNSp/ngw8+ACsLx5xf3R5qU0IKx3k/IfT0cx6LDktehjvhMlm5I5A74wr8tGYdqqqq0N7e7vJzhBBotVoolUo0NjbixIkTqKqtx6yb7oRUFvheB0JSucnHBPPeSiB6hky/5tdAeDR++uknv48dKKg3g0KhUDyHCg1Kn6aqqgo/rl2P6dfdcslWmRLwJbzFlxXrnkSHsNrvSUjXjGtvhtpgwp49e9DR0YELFy6gpaXF5jsSQqDRaKBUKtHU1GTOleB5/LxpM7JGT8CgUeO8/k6ewFuJIIPB4Jdcht4CgblKl78Ji4jE5OU3YfvuvVAqlX4f398oFArExcWF2gwKJWAQQtDc3Bzy/kuU/gcVGpQ+zTsrV0Ien4KJ868KtSkhheM5n6op+Ss0RhAdQvUqIdHbU+JS0jB63jLs2L0XXV1doqior69HY2MjWlpaUF9fbyc+jh8/DmVzCy674VaH3b8DAQFEjwshBAZj/8nXYFk2YN9k/JVLEZ6Yim9XrQrQHvxHSkpK0M4nCiWY8DyPxsZGFBUV4dy5c2hsbAy1SZR+BhUalD7L6dOnsXXnbsxacTtk8sCHyPRmfGnQF4iqUkIJW9ZkAsey4Dne45X+KctuBCuVY+fOneJrer0e9fX1OH/+PFpbW2E0XuzHYTKZsGnrVgyZPAvpQ/L8+n16gucuHkMhD6XvQwLa+FEmV2D69bfi4NHjqKysDNh+fIVhGCQnJ4faDArFr3AcB5VKhcLCQtTW1oo9gRobG/tkRThK74UKDUqfhBCCt995B7FZORgz68pQmxNSvO3YLH7ez0KD8LwlSfqisCDE3OCOYzm3RUdUXDzGL74eew8cgkqlQltbG7RarfhZlmWh0WjQ0dEBvV6Po0ePok2txczrb/Hr93EHAmIjNkyWMK6+DMdx4AMcBjbqsisQlzUYP/biXI3ExETIZLJQm0Gh+AWWZaFUKlFYWIgLFy7YeZw5jkNTU1OIrKP0R6jQoPRJTp06hQNHjuPyX91xyde193XV2W8TYmLOV3A9HnFfdBBg3PyrwIRHYdeuXU6343keXV1d2LVnLwaNn47E9Gzfv4sXWCeCEwAGo8Fpda2+QDC8MhKJBBOXXI/jpwt7bcgGTQKn9AdMJhMuXLiAwsJC1NfXu/RaNDQ09PmFEkrv4dKeoVH6LKtWrUJ0WiZyJ04PtSkhhRDfOjb762FCCPGiqZsT0UEIeJ4Hx7FQhIVj5OULcarojMtk99raWjS0tKJgziJwnCUhPchJ2cRitwDP82I4Ql+DJ3zQwidGTJsNaUQMduzYEZT9eUJUVBSioqJCbQaF4jVGoxG1tbUoKiqCSqVy657Psiyam5uDYB3lUoAKDUqfo7W1FZu2bse4+cupN4M1+bRm7g+hwfO8pfKSL5YQcwgYy8JoKYNLLCOOmbMQOpbHmTNnnH766NGjiMsciOwRY8yjWcK3vMkN8YXuk3OWZcFyfS9fI5iVZ+Rh4RgxewF27N7jt8aA/oJ6Myh9FYPBgHPnzqGoqAiNjY0e3+tVKlW/qqBHCR2X9iyN0idZvXo1DITBuDkLQ21KSCE+NugTGs358nmO40B8FCsEAG/xBggPNsE7QHgeMUmpGDR2Cg4fPebwwafRaFBcXomCuUvshKfoMfHY2+Lld+nm1QDMK4o86TthCAS+ecm8Yfy8pWjXaHHo0KGg7tcVMpkMCQkJoTaDQvEIvV6P6upqFBUVobm52ev7nslkQktLi5+to1yKUKFB6VPwPI9vv/seeTOuQER0bKjNCSksy/o0efZl8kt4Ao5jfQpPciQwHG1DCMHoOYugbGxGTU2NnWg4efIkoAjHiBlzXeyMXBQcfGAFR3evBiEERkPfKXnL+XheeUNiRhYGjJmILdu2BXW/rkhOTr7kPaaUvoNWq0VVVRXOnDmD1tZWv4xJvRoUf0DvopQ+xS+//ILzShUmL7w61KaEGN9Lj3rdRZzjwfvQAdsdgdGdgaPGISYtE0ePHYNer4dOp4PBYADHcThTXIKhk2YiPCrajZ0T8LwlJ4TnAzL3d+TV4CxNC/sCoSrNO3r2ApRVVvea2HAaNkXpC2g0GlRUVKC4uBhtbW1+HdtgMPh9TMqlBxUalD7F6tWrkTw4D5lD80NtSkhhfS096kXY1MWEb+8ECoEln8MDgSEgkUgwas4ilFVUir0zWJZFQ0MDVE3NGDx2spjT4a41xJJwHojEcd5BIrXJZLKpTNUb4fieqoYFjiFjJ4FIZDhx4kRI9m9NXFwcFApFqM2gUJyiVqtRVlaG0tJSdHR0BGw/SqWSejUoPkGFBqXPYDAYsPfAQQyfNifUpoQcX5NmPQ2bIkLCtxcPHGGFn+d5nxwIuRNngAWDc+fOia9VVVVBIg/DwJFjxZwOnhCPREcgEsd5QhzmrhgMvbvkbbBzM6wJi4xC1ogCHD9+PGQ2CKSmpobaBArFIR0dHSgpKUFZWRnUanXA96fX69He3h7w/VD6L1RoUPoMhw8fhkarR/7kGaE2JaT4Y9XZurmcS9zqjeHko4LAIP6ZWselpiMha7BNF+mKykpkjShAWGSUYK5NIrknosPfieOcg2N8MV+j90EIARfijuZDJ05HYXEpdDpdyGwICwtDTExMyPZPoXSHEIK2tjacPXsWFRUV6OrqCur+VSpVUPdH6V9QoUHpM+zZswex6VlIyhwQalNCiq+5GSDueTS8643hf4FhTc74qaisOQee52EwGFBbr0LOuKmO7YBj0dEjfkoc54ljDwnLcTCxvS9fw9dSyf5g6PgpMHI8CgsLQ2ZDamoqGIYJ2f4pFAFCCFpaWnD27FlUVVWFTIBrtdqAhmdR+jdUaFD6BDzPY8fuPRg6YcYlPQngCQ/Wx0Zq7ogMb3pjEELABUhgCOSMnQyd0QSVSoVz586BZxgMHjuxZ9tgG8Lllo1+SBx31vTOZDT2ss67PpZK9hPxKelIHJATsjwNiUSCpKSkkOybQhHgeR5NTU0oKipCTU0N9Hp9qE2iXg2K18hCbQCF4g4lJSVQNTZj1qRLO2zKHw3NXIZNWcSCu7kYwgQ+WMmCaTm5CI9LREVFBQghiE5MRWySZ/H0BAAsNjMAwDBgGAbO5Ssxl/MFASNhIGEkcLGxDULie3dxTAAYjAaEh4fD1Z6DBRukPiPukJU/GhVnj4Rk34mJiZBKpSHZN4UiCIyGhoZe17xSo9FArVbTsEKKx1CPBqVPsHfvXsgiozFw+OhQmxIy/BJD7yJsytwbw72Eb29K1PqMZcI+eNwUVFbXoLGxCSk5eb4NCU88HVaVqjxIHHfm1eB5Hiaj0Ruz/U4ok8C7k5aTiwtKZUhWcWkSOCUUcBwHlUqFwsJC1NXV9TqRIaBUKkNtAqUPQoUGpU9w+vRpZOSNhuQSXm00+SGG3lm4jru9MYIqMCxeB/HP8nJm7kg0tbRC2diI1MFD/bc7uC86hMRx3g1PgKtjZWJZsFxoJ/k84Z2KoVCQNngYOALU1NQEdb/R0dGIiIgI6j4plzYsy6K+vh6FhYW4cOFCrxL8jlCr1UFPRKf0fajQoPR6CCEoPFuM9CG5oTYlZBAQvzyEugsNd3tjBEVgOBEW3UkdNBQ8AbR6A1IHDQmMKXBPdBA3E8cd9dUQMBqNPnVp9xWfiwv4meSsgZDIFUEXGtSbQQkWJpMJdXV1KCwshFKp7FVCvyeoV4PiKTRHg9LrUalUaG3vwGVDfAuT6cuwLOv7BL9b2JRQjamHjwQ2B8OLxPGE9CyYrZYgZWBghIY1buV0EAKecABhIGEYMBLbNRyO5yElBHBQyEAoeRseHg63kz/8BAHxubiAv5HKZEgaMCSoQkMulyM+Pj5o+6NcmhiNRqhUKjQ3N/eanChP6ejogFarRWRkZKhNofQRqNCg9HqKi4vB8gQZl2w3cOKXVWfRm0HMvThc5WIETGD4oSKVRCpFWHQsJFIZImPj/WGV2/QoOggxd2zn7RPHOY6HVOY49I/jeRhNJijkwe1G7RcBGwBSBg9DTfnJoO0vOTn5kq5mRwkser3evGDW2torrzdPUalUGDIk8Is8lP4BFRqUXk9xcTEi4xMRk3Bplp1kOc48efURIezJXHXK8Xh+FxgBKnUbFhkFeWRoq5+4Fh1CpSoejEQCCcOA4zlIidSp08JkMkEqlUIqCVYekn/C8QJBbFIK6g63BWVfDMMgJSUlKPuiXFrodDoolUq0tQXnXA4WbW1t0Ov1Fi8sheIaKjQovZ6zZ8/6XF2oL+OXCiSEgOVYp6FSBADhed9FQQB7aFgjVYQhMiHJYenYUOBKdBCeBwfzhJZlWMjkzm+7BoMBERERQSl5y1nyT3oj0QlJ0Gg0MJlMkMvlAd1XfHx8wPdBubTo6uqCSqVCe3t7qE0JGCqVCoMHDw61GZQ+AE0Gp/R6yquqkRaEWPzeCMdzPk8GCSEwGo0ORYZ1wrNXAoEQ2yRuq9ec/vkDQhARE9erVuQrTxzCk5cPxxOXD0dLfa1dIjkhBCaTESaTyelvKuRrBANPw/HKju7H/ROzcf/EbLTU1wbIKjNR8YkgYILSjZgmgVP8hVqtRnl5OUpKSvq1yACAlpYWGIJ0r6L0bajQoPRqeJ5HU3MzYhKTQ21KSPDVm8HzPEwmk7kJnxWiwPDGA9FNWHT/POnpr3t1Kas/d0WKUa9DRGycy2pOvrLqpSfx5OXD8cGDt7i1fXhUNAaMHIsBI8dCpjDnWjiqXsVxHFiWNQsOS/PEDR+8jvsnZuPZZdPAchxMbGArQRE/dJgPJDEJiSBAwCdrERERiI6ODug+KP2fzs5OlJaWoqysDJ2dnaE2J2g0NDSE2gRKH4CGTlF6Ne3t7TCx3CUpNHjet/4GLMuaV87Ns10AsBEIbhOkcCjAWeaI9QYEHGuCQdeFiJh4xw0GQxRKlZU3Cvf9+1un7wveHpZlIZVKwTAMCM+D4SR2pXFNRiOkEikkEu/XglijURQ83TH1Ik+QIwSPRqBj22luBsVbCCHo6OiAUqmEVqsNtTkhobm5GRkZGTT0kOISKjQovRpzGUAgOj4x1KYEHW9XtYllMktEccF7JjB8ERZBqKii06jBgEFEXDw4RyFfbtrgUI5YRMrLv7oC7ap6AED1ySN48vLhAIC73vwMQ8dPdThe5YlD+M9DtwEAHv9mGxIzsrHqpSdxfNNq5IybjII5i7D7m4+h7WjHkHFTcOMT/0BsUgr+/cCvUXXyMACgVVmH+ydmAwBuef4NzF1xG3TqTvz0zks4sW0D2psbEJuYgsmLrsF1Dz6NsAhzicmPnroX+1Z/jfzJM1Ewez62ffkh2huVuP7hv+D7f72A6IQkvLmnBFKZDAQEHz35Bxz5+UcMHj0ej322Dkd+/hG7vvkYzXXnodOoERYZhUGjxmHZHx7D4NHj3Tqe/iQiOhaQSAK6OiyVSpGYeOndVyi+QQhBW1sbVCoVdDpdqM0JKYQQNDQ0IDs7O9SmUHoxNHSK0qtpbm4GT0i/8mj88tP/cMeIBNwxIsHpNoTw4LxYdeY4DiaTSRQZPM+LVaucTr8d5Vn4wLFNP+HPc0fiz3NH+jiSY3jLcZGHhVs8Nt5Z7CqsK3PYCETFmX+fsMgoDBhRgAEjChAWGeU4xKsHzhedxIb3/gmZTA6jTouSA7uw/t2XAZg7YcelpAEApHI5Bo4ci0GjxiEyLgG6Lg1eue0qbPviA3S2NiNzSB407a3Y8tl7eOveX9tVB6s8eQTfv/ECIqJjEBWXgOlXrQAjkUDT1oKzB3cDAPTaLhTu3gIAmHrVCgDAubOnUF9Rgqj4BGQMzYPJoEfJwd1Yee+v0dnc6NXx9QWGYSCVyQPayCwpKQlSabAqfFH6OoQQNDc348yZM6iurr7kRYZAU1NTr8qVo/Q+qEeD0qtpbm4GD4iTvv5ATEIShhRMcrmNiWUdTvi/eO5hHFr/HYZNnIaHPvz+4hvEEipFeLExH+EJCJyUqg1iOJS/4TnzQ00qVwQsR+OWv6/Edy89heObVyMzdyTufutzm/cdelGI7QbE6jWe5/DA+6uQOWw4vvjLAzizdxvKjx0AIQTXPvpXRCUkYtt/VyI2KRUPfPCd+UMMg19Wf4PzxYWQyRV4YfVepA8ehvMlhXju2tkoPrgHxQf3YOT0y8XdsiYjHv5gFQpmzwfPcZBIpRg57XKc2b8Thzf+hDGXzcOpXVug79JApgjDxIXLAQCzV9yG5fc9CUVEBACgqbYaz18zC/ouDYp+2Y4Z1/zaj0fXPSQSSUCFBg2borgDz/Nobm5GQ0MDjEZjqM3pdfA8j4aGBmRlZYXaFEovhQoNSq+mubkZETFxkPWhGFBXsfEAMHbOQoyds9Dp+8TD/gaE58GynDnpmHTr9i2IDBfCgjUZIQtyozhfEISTVCYTPTWhL3DrmvScPGQMGw4CIHXQUJzZuw2aVrO3TvAmAebfnuN58fvUFJ0EYP6Nnlo82W7cipOHMWLaLKv95KJg9nwA5saGADDzmptwZv9OHN+2Hrf85VUc2bwGAFBw+QJExsQBALSdHfj25adRW3waOnWnjTjtaApNwqdEIg2Y0IiNjaU9ACgu4TgOzc3NUKlUdMW+B5qampCenk49hBSHUKFB6dVotVooLHHogeKxeQVoqa/Fkt8/CL22C4c2fA+e4zBt2Y349VMvQq4Ic/i5ksO/4JXbrgIA3PvGf7Hxk3dwvqQQtz//Ji679jdO9/fLT//Dx3++DwDw32JzsuvLty5D6ZF9mLH8V0jMzMae776AyWjA6MuuwK+eegnhUdF4dtk0tCrrAAAVxw6Ksfz3rvwfhoyfgvZGJTb/502UHNoLbUcb4lLSMGHxtZjzm7shlZkv9Q8fvBXVp45g3PyrEJOYguObV0MRHoHcyZfh8LpvkTFsBP740Y+irR888FvUFB5DwdzF+PVz/8Iv332K45vWoL1RCYO2CxHRMRhcMBEL734EKQNyfPwl3IOxSpDuK112w6MvNheUSK1uu4Q4TF4n3f4rlcmROWQEGJllW8tnJIpwqNVqsTpZdEISdHrdxcaBDIMxly9AeFQ0tJ0dOLRpNYr2bgMATF16AwDAoO3Cu/f/Fjp1B+RhYcjOHw2pTIaaohMAzN6YUMDzHGSywDyiqDeD4gyO49DY2IiGhoaAetT6E8Ixy8jICLUplF4IFRqUXg3HcT5V3vGELZ+/j/DIKETGxKGp7hx2fvMJ5GHh+PWT/+jxsx8+fg+i4xORkjXIp6pHhzb+CLkiDFHxiehsacSRjT8hISMby+97Atn5o2DUaaFpb0V4VDTSBg8DIQSy8AioW5vxzj0r0NGoRFhkFFIGDUFjTSW2ffIO2pQXcMMTtt+hcNcmgADJAwaDkUgwYdHVOLzuWygritF0vhopA3PQ0ajCuaLjAIAJi64FAFSfPIqWC+cRn5aB2ORUNJ2rwpm921BXUoRHv9wEuQtPjr+QWDpn85xVIriTCbsvyC0r3kZ94GKxBW+MIswcsmTS622aEGYPH23ejudx9R+excBJBWAAmAwGlBzcjfwpl5m9OlZVxYxGIyQMA0YiMQsOmRzjr1yKA2u+xXevPQejTouYpBQMnTQDRqMRdRUl0KnN/SpuevqfmLjwatQUHsebv7/Osm9inwsTBH0XqGtfoVAgLi7O7+NS+jYsy6KhoQGNjY29tpFlb6axsRFpaWlBe15T+g5UaFB6NRzHQRKgVc3uJGVk47kfdiIiKgbvP/Z7HNrwA3b87yNcfd/jYoiJMyYtXI67XvkAEonEp7wBuSIMz3y/E7HJaXj11mWoLT6NssO/APc9gbtf/1jM0cjMHYl73v5CDIna9ulKdDQqEZ2YjIf+uxbR8Yk4s3cbvnjmfhzf9BPm3Hw3krMH2ezrvvdXIWPYcDGWP3nAYDTX1uD0zp8x77b7ULh7EwghiE1ORe6kGQCABXc9hN88/wakMnMoW8XR/fj4sTvR0WQWJcMmTPP6u7uL1BJGx7HGgE54UyxNIi+UFuHNO5ZDER6Bu978DPIwP4fcEIKUQeZ9dbW34vXfLkJEbDxu+strGHf5UvzyzWdQ1ZTi3UdXIHXQUPAsi7aGC2CNRjy1agfCIqMhHAiGMSdS84SAmFgQEEgYBpMWX48Da76FuqUJADBx4TViaFVS5kAoIiJh1GnxzT+ewLbP3oOmrUU0jyc8WJa16bthYk0wGo2i1wSAuZs5Y/1f5+/1BM/z4Dk2IB6NlJSUXtFNntI7MBqNaGhoMOcDUoHhNSzLoqmpCWlpaaE2hdLLoEKD0qsR+0AEgbFzFiIiyhziMnXJdTi04QewJiO2fP4+CvdsE7eLT0nDAyu/tPnslTffLa7kSHyIU82bPBPxqWb3c/rgoagtPg11a7N5pVpvhElrDpEhxDbJu7a4EACgaW3G36+eYTMmIQS1xadthMaQcVORMWy4jb0TFlyNLR+/hdM7N2Lebffh9I6NAIBx868St2lvqMdPrz0HVVUpjDqtjQ2dLcGpThQeHQMwDHTqTggnRyDyNCYtvg41p46i4tgBNFSXA0BAks8JgOHT52DKshtRtHcrmuvOATgHk14HKRS46x+fYdvXK1F8ZAeaa2sQHh2D7PzRGD7tcsQkJoMQHjwveDQs4pyRmHt1SBgQQjBk3GQkZmSLoXeTFl9r9pyAQWRsHG77x0qsfecltFw4B6lcjjtf/Q/evPNat2yHVX6JJ9cqYydCAFhCvro6O0A4DhEREWYPjUQi/vkCwzBITu4/Fewo3mMwGKBSqdDS0tJnQjB7Ow0NDUhJSaFeDYoNVGhQejVSqRSEhHaVKSw8AlWnj4r/n5Q5wG6b2ORUv+wrIjrW/A9CwAghQjwPvU5vTkgUHohODklYZBRSBw8TxxBQdEt8jU5Msvvs+AXLsfWTt9FYU4ni/TtRW3waADBh4TUAgNb6WnzxzP3gTCaERUYhM28UeI6DsqLYvDvOQU+LACCVyhARHQttewsCmQYeFhmFm194y+3th4yfgpd2Fdu8duNTL+HGp16yee3KO+7HlXfcb/OahGFw3Z/+huv+9LeLL3IA0fKIiI7F8v/7M5Y/8DSYcAYMw0DSbUX+pqdfwU1Pv2L+GMeBMObCAOAACWMOoXrmhz0AIFYiE8OhGAb5U2bj8S9nmyf/lrH/daDKZh/DJkyze80XiAuB0tHSCN7SQV2pVIqvMwxjIzqEP6lU6vB14T2GMR+3xMTEgOV9UPoGer0eSqUSra2toTal32EymdDS0kJzoCg20DsupVcjlUqD5s4+vXsLrn3gKYRHRePwptUAAJlcgctX3IbFd/7R5Wf9FYpBCC/2weCtBBbHcwADyCPNsfxGnQ4wEkBxMZa/9OBuSKQy/PrZ15GYngUCc6Lvmb1bMWrWfFt7HUzQ49MyMWT8VFQeP4ifXnvWMu4YpFmES315MThL0vEdr/4Hg0aNx6ntG/DN3x7zy3f3hMi4eOg62m11RgDyNKwpObALOz7/t8P38qdfjnm33uv12I48MoQlAA8wEgBSRvxqQq8Tp+ccIeAJB/AMGAkDSADeUpUMDAMJI4GEkYhdlMT+KYL4gGVflsl5KMKMutrbwIAgNja221cj4DjOqyRdoSKOXq+HVCqFTCaDTCZDZmYmrZZzCaDVaqFSqQLebf5SR6VSITk5mYYnUkSo0KD0auRyOThTcGqXtzUq8af54xARHYOm2hoAwNybftdjfoYvGE1Gm4kTIZb4dN7cBwMQVnzN/xZi+S9UFOGN3y+HIjISd7/1GaZfezOObPgenU0NeP2WxUgdOBQGXRc6GlXgWJPoleiJCQuvRuXxg1C3Nov/L5A6eBgkEil4nsN/H78b8akZ0Fi2CzZRsfHoam8NalnbrvY20cvTHSGfw58wMoCIVaZgo0R4Ys69cP39CQhPwPK8mGDOCCIEsIgIS8K4xGokUXhYQhdBbESHu3kWvtDV3gqGEMTExPS8sZsIYqKrq8vmdVr/v3+j0WigUqnQ0dERalMuCYxGI1pbW5GUZO81p1yaUKFB6dUkJCRA29luU4knUMy/5R4YdTrsW/M1wqNiMG3Z9bjx0ef8NLp5tZjjebEUKQDx30KXC57w4DnOsmpNrD5tZtJSS97AiQNoOGfJG2A5RMcn4r73vsWWT95G2eG9aKipQFR8AgYXTMTw6XPctnL07AVY8+bfYNRpIZXLMXbeUvG91EFDcP0Tf8e2T9+FuqUJUXEJWHbfk/j4sTu9PCbeExmXAGVNpU0scKD7aUxcfC0mLu45b8Fb7M5xKQMmCk7zHgjP25T6dTWu8HdRLAivdxMdEuaiqBAHgHg+WodbCaLDHG7lyze3R9PeiqioKL96GhyJFn/kfVB6J2q1GkqlEmq1OtSmXHIolUokJiZSrwYFAMAQN7KgOjs7ERcXh46ODjtXNoUSSLZv3477HvkTHvx49cX8BT8j9NG4+r4ncM39T/ptXEE0cBwHzrKq7AiO48wdZy0hMd0TvYGL8ewMGBA9ATES89xOxoCRAQjrtiLtt2/hGcFKqjy8bhWObl6Nm//xb5tSpX39weap/Y7yNbrDOQg9ZGDuR+LokzaiwxHkYp4HIYK3TfB4wCbPw1u2fPIONKXH8PCDD/o0joBUKkVWVpbd8ZXL5SgoKPDLPii9g46ODiiVSjvPFSW4DBkyBAkJCaE2gxJA3NUG1KNB6dUkJydDwgDqttaACQ1/QQgBx3PY893n2PvDlw63mXHNrzHD0szPLEJ4c/6FIDJ4BwnV1pN35mLMPkAAngBy2xXZS6F+SlL2IHS1tUCv7rDtiRDgPI1AQwgBw8L8I8oYMY/C1fau8jWcCT/hXGMAdM/DED0dvOU9Sz8OEUuZWvvPCHkeBAARBYc3eR5NNeUY5sfmX9HR0Q5toInh/QNCCNrb26FUKqHTBa7vDcV9lEolFRoUAFRoUHo5KSkpkDAMNG0tSB0wONTm2EBAwFuEAsdxYtJ6s7JO7KrcnRHT55i35ThLaVCLuCAEfA/eAHGaJESTMAwYeeDj5d0miCUiUwcNAWvQo7X+PNKyB140Ab3ncHgFISAsA7AEMAFMGAAw5mMrdSw8XOVr9ORhEjxoDLESBt0+TzghvMrs5XA0YbcTE9Z5HqRbuFUPeR6syYiWunO4fMx8xxt4QXR0tMPXqdDo2xBC0NraCpVKBb1eH2pzKFbodDq0t7cjPj4+1KZQQgy9y1J6NcnJyZAAYnJyIHhtu+MEX3sseRaWUChRLHRj6T2PYuk9j3b/qChIrCvm8IS36ezseK8WhImcEC7lcMNLwZ8BhEVGg+c4tNbVAFMuC7U5/oMVJv4wiwoJA5gIiFB9ygmO8jUI3D8bBMGBbnkcNtsQHpaUDpeiw7KBfZ6Hg7K6F/M8IJ7fzXXnQFgTsrOz3bTeNREREU4FBa021TfheR4tLS1QqVTmsFNKr0SlUlGhQaFCg9K7USgUiImNgbo9NDXPecKLHghXeRZOIeRieJTdWwQcy/pHGrAExARAcrHkbX9G29kOEB7N56t9Gqf772lz5IIdgkWIeSLPw+y9YNBj6JT4UVz0bFwczrszy1HiuP02HogOwGW4FU94cwig5f2G6gpIwCMzM9Mr+7vjqnIV9Wj0LXieR3NzM1QqlU1RDUrvpKurC52dnTS39xKH3mUpvZ6szAy0Ki8EZV9CnoXgefA6uVmo9++kBwjvwiPSfRzASZSJeXZpFhjCSxzAsMQc39+P6WhUQSaVovlchf2bPuRp2PwezkRIoAQIB9ENQSQEEilja0YPuyWEgAgVpeB7Yr47gsO8nYeiA8K29sIDhKChphLJiYlQq9WQyWSQy+VizwtPcz1kMhnCuzWrtIZ6NPoGHMehqakJDQ0N5sallD6DUqmkQuMShwoNSq9n9IgR2HK0KCBjO8uz8Ho8i8BwOo4lhMpRZSknm5vpPsHiAGIkEGeVgHn1mwOICWAkxBx2009pOl+FyIgI6Dra0N5Qj/i0i6vfgcrTEH+LQHhBCAER5k/CEFKhQ5+jHTmG53lIJBK/Vv8SBQcc5GLYbeud6AAuVqtSlhVi1NAhiIuLA8uyYFkWXV1d4HlebLQniI+eStPGxsa63D/1aPRuWJZFY2MjGhsbvWrSSAk9Go0GGo3GaZ4Upf9DC4hTej0jRoxAS101WL/E4po9FiaTEXqDHjqtFnqDHiaTySeRQQgBy7IuxxFECCwrtz5NBYUrlwCMuChLxDh+YkRQk7ODTdO5KmRlZkAGgurTR70bxE/Hh1j/kW5lX8Xyrz3AWw0igaX+rG+hT/5GCM/iLSGEPe2BCOWdWQ48517YYavyAtqVtRg+fDikUinCwsIQFRWF+Ph4xMfHIyIiAsDFRNP29nZoNBro9Xq7iSjDMIiKinK5P+rR6J2YTCbU1dWhsLAQSqWSiow+jlKpDLUJlBBCl3MovZ4RI0aA4Tk0nK9C1rDhHn/e5zwLFxDeLFx6EinmTt8Xt3HLBldhU0KnaGFiylnCphQATJbXTQAUbnyJPkhjVSmGpaUiTKFAzckjGD9/ue0GvaDMrUdhWIylE7jFq8FILZ4Z4uhDPexXOM8C9P3dSRzv/gki5J8I/TaceDqqTh6GQipBbm6u3XsSiQQKhQIKhfmkFsQ9y7IwGo3QarVgGEYMs4qPj+/Rm0I9Gr0Lo9EIlUqF5ubmoPXkoQSezs5OaLVaREZGhtoUSgigd1lKryc3NxcKmRTKqnK3hIbf8ixc7cNSfaqnkrQgxJynYbWdu9WAnIZNCS9LzOLCWmyAAxi52aNBOIDhyMUQnH6CTt0BTWsTUsfkIy4uDnsOHYNeo0Z4tPOk396GXRgWA/PdWAbz7yh4pqzf93DsYPzq7uZxWH3CpeioOnEI+UOHiGLCFQzDQC6XQy6Xi54OjuNgMpnAsiz0ej1qa2uhUCgQHh6OsLAwKBQKGy8GFRq9A71eD5VKhdbWViow+ilKpRJDhw4NtRmUEEDvspReT1hYGPKGDYOyqhTAVXbvm/MszN4Kf+RZuEIob+tWfgXPO7TFbw9SKQNwxBx2Y5mgEs68Mi6Wvw1icGSwpgeN56pAOBYpKSmQyWTYtW8/zhUdR/60y21s6WnS22unM1KhUrHFoyV0fffQSyMIgGDgueAAuosOvUYNZVkRZl+9zGs7pFKpGHKVnp4uCg6DwYC2tjaYTCYoFAqEhYUhLCyMhuSEGJ1OJwoMSv+mvb0dOp1OXBSgXDpQoUHpE4weOQKbjxRa/o+IfSxcVXbyJ54IDBBLqBRxIDLgh7ApAWHVmwfAEHO4jcWrAXn/8mJY01hTgTC5XEz0TUtKQtXJwzZCo8/Aw9ycz2UXcLPAsBYfAnaJ6N3PrSCHkHmSON7tk6g6dQTEZERmZia6urqgUCggl8u9skMoaSuTyRAdHS0monIcB4PBAIPBALVajbKyMoSHh4vbREdHIyIiImgC7VKlq6sLKpUK7e3toTaFEkRUKhVycnJCbQYlyFChQekTTJ06FV9+9yOalHWIik8MmntdqEjl7v5sGpI5ed+tcYR/9NCbAAzMPQgsXg1GCvtQKUIu9mboB5w7fRTZGWniZDB32FAcOH4Q2s52RMbGX9ywF+Rp9IhFGBJYmvRJGXPnd+sm23AuOLvngVifX0IKDwME/TgIgpqx8nL0xJm9WzAoOwtRUVGiGGAYRszLcFd0SKVSp7HgwnvC+wUFBdDr9dBoNOjo6EB9fT0AICoqShQeUVFRPVa3oriHRqOBUqlEZ2dnqE2hhIDW1lZkZmYiLCws1KZQgggVGpQ+wfTp06GQSlB6dD/Gz1sa8P2ZvSU8PKkN1T3huzv+6G3QHUbOmMeUwPFkkhBzBSoeYBR9P19D29GOhsoSXDFzmvhafn4+Dh49hrO/bMekJdeH0DoPITCHvsHy03GWF617oFga+BEJAdNTb5Ru5xYRXyY2QiXg/UC62eBO4nhTbQ2UpYW4cblt2BQhxGPRER0d7XYfDyHHQ/CAEEKg0+nEkpxNTU1gWRaRkZE2Xg+a2+EZnZ2dUCqV0Gg0oTaFEmJUKhUGDRoUajMoQYTeLSl9gtjYWEwaPxaVxw4GVGiYq1N5JjCE3hg9lTF1W2S4EzYlIAVAHAsM8yAMGMb8bcT+Gr19ld8FNYVHAY61eVCFh4cjN2cwzuzahAmLrhVXn13mafSGhFMWFxP5xV4o3Sy2Dq3qAVffyDpfI6D9QHqwwVkeR+GuTYiJCEdeXp7Lz/ckOhiGcdkJ3BpHpW0ZhhE9HqmpqQDMlZAE4VFfXw+dTmcXbkVXaO0hhKCjowNKpRJarTbU5lB6CS0tLcjIyHCr4AOlf0CFBqXPcOW8eXj+n/+CUaeDwp8JZRah4Fan7u4fJeaGfz2lFjuKr3e5LeDeZM/RmKy5WzgjAyC3/Akm9vGSt9UnjyI9JdkuoXD06NEoXrMO5wqPI2fspBBZ5wFW3gxIYRYdwr+dfsaFSHQ378dVsz0X4/nTC9JdcJh0WpTs247LJox1u6+FM9ERFxfn9hjueiUUCgUSExORmJgIAGIDQY1Gg+bmZpw7dw5SqdRGeERGRl6yeR6EELS1tUGlUkGn04XaHEovgxCChoYGDBgwINSmUIIEFRqUPsOcOXPwt5dfQXXhceRPmen7gISAs+RgeENPoVLd9xWINXQCmHM0hJKoUkacFRIWYGTmySWjICAGS1UqN1fIexsmowG1Z45jymj7EsepqalIS0xA4a6NtkLDyeQ65P4M67LEsPp391QAq1q1budquNiG8TJvpUcviDdjWgTHmX07wem6MG7cOI/HEMYRRIdQdSoyMhJhYWEB6Qouk8kQFxeHuLg4AOb7gFarhUajgVqthlKpBCHELs+jvzcHJISgpaUFKpUKBoMh1OZQejFNTU1IT0/3utgDpW9BhQalz5CdnY1hOTmoOH7AN6Fh6dDtdbUqB70xXG6OAIVNCXAWUSGFeUVcygASSwI4C7NHQ8KAkZs9HWIIVfcwHV8IQihSXXEhWF0XBg8e7PD9MaNHYdve/Wg8X4XUgUPMZiE4/SQ8RvRmMGahCDj5PfxbRcrfx8NXAcKxJpzY/BOG5QyCXC6HyWTyevIhlUohkUigVquhVqtFwREVFQWFQmEnOvw18ZdIJDaVrQghYoK5RqNBS0sLjEajXZ5Hf5lk8TwvCgyj0Rhqcyh9AMGrkZ2dHWpTKEGAltKg9CkWL1yAyiO/wKDt8vizQidho8nktcgQGvV5NLH2wJvh0XRdsEEq2HbxNaGPhrmh38XtGKEkrsmTHfUOivdtR1J8HBISEhy+n5ubi4SoCBz86asgW+YhQnUpCQCpRRACjsOmunXfc3h+eCjyglGxjeCiwO7+B+EPwJk926BpuIAZ06eD53kYjUZ0dXXBZDJ5bGf3PAmO46BWq6FSqXDhwgW0trbCYDCI4wYqoZthGERERCAlJQU5OTkYM2YMxowZg/T0dADmZNjTp0+jqKgINTU1aG5uhl6vD4gtgYTjODQ0NKCoqAjnz5+nIoPiEUKhBUr/h3o0KH2KFStWYOX7H+LMLzswYYF98z5HEIsHw6dGfgTgPShz233/HuPGqvXFXA6rF4Qlawku1jcVvBoMAygIGKPl//sQ6tZm1Bw/iFlTJjjdRiKRYOqUydi0czfqSouQnT86iBZ6gNgFnLFKBieul32sT4duXg2vZEMIS/8K9hp1Whxe+zXyh+YgLi4OLMuKeRsGgwFGoxFyuRwymazH8rIMw7hMyBZEh7WnIzY21o/fyjVCDokgkjmOE/M8WltbUVtbC4lEYhdu1RvzPDiOQ2NjIxoaGmjDQ4rX8DyPxsZGZGZmhtoUSoChQoPSp0hNTcXsGdNxbNs6jJ+/zOWD2C8CwzKOq94YLj8LDyaC3q40MwwYKbnYrM9S6paRWUKluIu5GmAYoA8WyDmzdxtk4FxWJQKAIUOGIO3kKRz44XPc8NQr5vOj+6S6N1ScEmBgSc53luTt+CVxay+/S28IKTu1bT2M7S2YumS+02vUaDRCIpFAJpNBoVCI4VHdcRQa5QxBdNTW1kKv1yMhIQEJCQmIiory6ft4glQqRWxsrCh2CCFinodGoxEn8dbCIzo6OqR5HizLoqGhAU1NTVRgUPxCY2Mj0tLS+n3+0qUOFRqUPscNN1yPHQ89gtqSQgwcUWD3vhDexPthQulRwrcDvPFmuDVd6j6uBGLPBRGhmhGxvO7oXs656MHRS+BYE87u3oT8YUN7LInIMAymTZ2CNRs3o+rEIQydMK1XTKpFTLiY9O2OUWFOssAt4smXM9y65G2w0ak7cXzjDxgzcrhLz4KwWCB09GYYBjKZDDKZDAzDQCKRiDkSniKRSGA0GtHQ0ICGhgbR4xBs0QGYz9uoqChERUUhLS0NAGzyPGpra2EwGBAREWEjPIJRIlQ4Rs3NzT4v2lAo1nAcJyaGU/ovVGhQ+hyzZs3CgIx0nNi6zkZo8BaB4ZcYdA8Tvh0OAc+Ehidlbe1GFXIveKvKQpZqU+b3HYxpKYMLiaWZXy8VG1UnDkPb2oTRV8xya/vs7GwMzEjD/u8/w8DR4yFX9BIXjtATAwDCmYuisKeQKUdtUmD5nX0lRCFUB1f/D9BrMXnyZI8+RwiByWQCy7Kid0MqlYqN4IT/t/4TxEh3ur/WXXQkJiYiISHBaZfxQBMeHo7w8HAkJycDAEwmkxhu1djYiJqaGsjlchvhER4e7jfxaDAYoFKp0NLSEpS8HsqlSUNDA1JTU3sMj6T0XajQoPQ5IiIisHjhAnzw+VdQtzYjKj7RfwID7vfGcGecoCFhAIbY5mkIrzv9jOW/1tWpeiGFO39GZmqK2MfAHWZddhm+/f5HHFr9NS5bcbvNhDpkUybrXhkMAJOlLLGc8epO7I/v4UvJW2+pLT6NMzs3YM70qXb9UNxFKOwgeDgE7wzP8+B5HiaTbbUDhmHsBIir69NoNEKlUkGlUiEsLEz0dIRKdACAXC5HfHw84uPjAZgXVgTh0d7ejrq6OjAMY9fPw9MJnF6vFwUGhRJoWJZFc3Oz2CCT0v+gQoPSJ1m8eDG++uZb7Fv9Na747T1+G9fXUCkBT70ZHpW1dTIuo7AM4GzSyBPb961L3rIAI/VzyVs/UFdSiPqS01h8xRyPPhcfH4+pkyZg/+afMGTCVGQNGxEYA92F4GIZWyEJvCePhpDILySP273vH4EQzNAyo16HHZ+uRHZqMkaP9k+yPsdx0Gq1LhPHBWFiXeWGYRi0trZCLpfb/MlkMsjlctEzIKzsW4uOxMREr0WSv5BIJIiJiRE7oRNCoNPpxHCrxsZGsCxrV1bXWbUtrVYLlUqFtra2YH4NCgUqlQopKSm9svgBxXeo0KD0KXieR3NzM9RqNWbPnIH12zZgwoLliE/N8GlcXxK+nY3n0fbCP7wJmxJwJRKM5mRxRg7bq17GgOHN7xEjwIT52NDNjxBCcODHL5GWEI+cnByPP19QUIDKqmrs+O87+NVzb0ARFh4AK91EyJUR8jO6/78jhFArCQLeYDFY+Rr7v/8c+mYVrr9phV9CJazHMJlMMJlMolBwp1IVIQRGo9FhaVYhAd1afPA8LwqP8PBw0dMRatEBmL9PZGQkIiMjxdVhg8EgCo8LFy5Ar9cjPDzcRniYTCaoVCp0dHSE+BtQLlVMJhNaWlrEMEFK/4IKDUqfQEgaa2hoAMuykMlkmDlzJvbuP4D9P32FJfc85vXYxBJu4S889mYEA+tu4dJuYkIO86SWwJysHPj8UreoOnEIDeVncPXihV5NgiUSCeZdMVcMoZr1qztCU3GK4GKDPkEwCN4NqRvfy2EfP3Lxv/4SCAEOoaotPo2iHesxZ/pUv5WWdVStRvBcSCQSyOVyuzApQYD0dE5194BY71PwfjQ1NSEsLAwTJkxwWV43VISFhSEsLAxJSUkAzN9JCLeqra2FUqmE0WhEWFgYwsPDERYWZuPNoVCChUqlQlJSEj33+iFUaFB6NSzLorGxEY2NjTYlFaVSKaKiorBg3hVYtWY9GhdfJ3aDdhsfemO4HtfD8fwQNiVisvJcWE9iZTDnAziqQGVJGicGSylcjrg3AQ4gPMfh4I9fYkB6qk/dY61DqLKHj0ZOwSQ/WukmwnGXwHzcrcOmXFV1DLIm8jhfw4PzvKujHds+fgtZKUkYOXKkU2HvybXIMEyPjf10Op2YnyGRSMRmesK/vUGogiU02YuOjkZRUREGDx4sTuh7K0LYlFqtBsdxSElJgdFohF6vh06nQ3t7OwghougQ/ujkjxJoDAYD2traPMrFo/QNaJo/pVdiMplQV1eHwsJCKJVKh3XbIyIiMHnyZKQmxGHfd597NL5QNtPfIsMbb4Zfwqa6b9T9cDEMGKGDuKNmrBIGjNyBQAkRJQd2oq2uGtOnTfN5rIKCAgzOTMOWD15Hq7LOD9Z5iCAwhOMqNJbvqcStk47yxPK6dfdtYXtf/xx18nb6Z22Diz+TyYif33sZRNOGK+fNAwAxabv7nyf7F0KfekLIzzCZTOI1LzQG9AdCgnh4eAhD83qAEIK2tjYUFxejoqICXV1dAC42OoyLi0NqqlnUp6enIyIiQgxnOX/+PJRKJVpbW6HVamkPDUrAUCqVvS8agOIzVGhQehUGgwHnz59HYWEhGhoaXIY0hYeHQyqVYvHCBTh/6jDOnTnl1j54ngfPCcvMfsbJ5DBoWJW5tUPwX/K4GMpj8z4T8FwAdzDqdTi85hvkDh6IlJQUn8eTSCS4ct48RMuADStfhL5L4wcrPTEAgOJiZSliCZsiQkdwZ5N+y8cJ0207R/jz4ezHsQgh2P3Vf9BcfgZLFi7wW38Kb4SCIDh0Oh1MJpNfwiWlUqkoMHqj0CCEoKWlBWfPnkVVVRW0Wq3L7RmGgUKhQExMDJKTk5GVlYWsrCwx1K2jowN1dXW4cOECWlpaoNFo7Cp8USjeotfr0d7eHmozKH6GCg1Kr0Cv16OmpgZFRUVoampya1VDcOkXFBRg2KBsbP/0HRgt4QwOEbwYAWw65fFqjD/DpoCLV7R1lSMBhgEjTHYdeTW674sNjWQ68OOXMLQ2YOrUqX4bU6FQYMmihdA31WPzB69bhGaIkMOcB9NTM1wHh9/ZL9Jb1wBPbd+A4t0bMWfWTL+Wr/TFGyH04mhvb0dXV5dPK/QRERFgGEbMBekt8DyPpqYmnDlzBjU1NWKYlzfIZDJERUUhMTERGRkZGDBgABITE8X+JUqlEnV1dWhqakJnZycMBgNdlaZ4jUqlCrUJFD9DhQYlpGi1WlRVVeHMmTMe122XSCRQKBRgGAYrbrwRhhYVfvn+M4fbmkOl/FdVyuE+4PmEz+9hUwxj2x+jO4JXwxxz42RHlnwNExx7Phxs7y/qSotQuG0dpk2ehLi4OL+NCwBxcXFYeOU81J0+jF+++zTwkyEe5uT67noPACPxIO86FE4mPxybc0UnsP+bjzB+1Ajk5+f7waiL+Fqxyrp0bUdHBzQajcPE757obWFTPM+jsbERRUVFOH/+PAwGg9/3IZFIEBERgfj4eKSnp2PAgAFISUlBWFgYDAYDmpqaUFtbi4aGBrS3t0On09GO4hS30Wq1tAJaP4Mmg1NCgkaj8UtJxYiICBgMBiQnJ2PpwgX46ec1yJs8E9n5F2v0+6s3Rk/0llU8RmIJnXL0lYVu4RI4n+kyDBgpAWHNYoORBLYakYBRr8OO/76DzOREv/VY6E5mZiZmz5iG3Zt/QnhUDKZctSIg+wFg9ghxAMB41wxRBrPXQwiH62Fzv/fD8KEK1YWys9j47ksYmJ6CaX7Is7HGH2Vxu3tEhBK3MpkM4eHhUCh6Lr3Wm8KmulflCyZCnod11S2TyQSDwQCDwYDW1lawLAuFQmGTYO6snweFolQq/b7Q5Ak6nQ6VlZVoaGhAU1MTmpub0dzcDKPRKFa0k0qliIuLQ3JyMpKTk5GSkoJBgwYhIyODFk/oBr3SKUGls7MTKpUKarXaL+NZP+BnzpyJwqIibPnoTfz2byshDwvza28MV3hV0tbfYVMCUgCsWWw4rCLkTrK3DGahwlv6aygCLzYO/PgldE31WH7D9X6ZTHZH+H1Gjx4No9GIAz9+AalcjomLrvX7vsx5MLBttkdg7mciMb/W09FkGITGm+EjqqoybHjrBaTFRmLB/Pl+/y0DcW4IsCwLjUYDqVTaY8WlyMhI8b1QCQ1nVflCjVD+Nzo6GoBZCBkMBuj1enR2doqizlp40LK6FIGuri6o1WqxGWWgqa+vxy+//IIzZ86g8MxZVFXXwMhx4AkgkcsRHZ+EiLgEyMLCwTASAAQcy8LYVQJNWwv0mk5zzQ8Jg4S4WIweMRyjRo3CxIkTMXHiRLcWLvozVGhQAg4hBB0dHVCpVGK1E3+hUCggkUjA8zwkEglW3HgjXnvzLez97lPM+fXv/bovV3jjzfB72JQ4nvmP6Wk+Roil7KqD/TOWruEGWBrHwbtVeTcRQqZmTfF/yFR3CCGYMGECWJbFgVWfgHA8Ji293r87ERaVJcxFscBB9DJ5Op1y9/cPtVejvvws1r/5ApIiFFi8aJHf8xb8MRF1pzmh0G1cp9OJpV67CxwhbAoIvtAwmUziamtfCEuSSqViM0EAYuNDg8EArVaLtrY2G8+I4FWiwuPSRalUBkxoEEJQXFyMXbt2YcfOXSipqATHSJAyaChSc0Zg9pxrkDEkF/Gp6QiPium5547RCHV7C5pqa6CsLEN1VRkOf78G7370CeKiozBr+jTMmTMHc+bM8VtBjL4EFRqUgCGUVFSpVNDpdAHZh/BwEsZPTEzEvMtnY8OW1cjOG4VhE6cHZL/WeOXNCCQMA6aneQ8hIEYAvKUbuCOxIbGIDRMuNvpz1X3cS7o62rDtP28ENGQKsP+NpkyZAolEgoPf/xesyYipV9/kn4mNdSK+9R1WbNLn5jAszKoh1DnGPYkNy3GtLT6Nn9/5B1JjIrFo0ULI5XLL2/7rOu4vb4a79hBCoNPpoNPpxAmwVCoVPR4CwRIaRqMRKpUKzc3Nveue4yFCnofQUV1I0Be8Hmq1GjzPQ6FQiEJPoVD0qoR7SmBRq9Xo6ury68Rcr9dj8+bN+ObbVTh9tgSyqBgMHjcVS5b+FkPHTkJYRGTPgzhAplAgITUDCakZyLPMOQghaKqtQcmRfTh0bD/WbfkL4qIjcc2ypbjxxhsxbNgwv32v3g5D3LhbdXZ2Ii4uDh0dHX7r6ErpvwglFVUqVUCSEbvT2dmJtrY2mEwmaDQa8DyPH3/8EaW1Stz4538iZWBOQPfPW+r6e4SlfCkD9LxiHKiSuUZLcz8pzOVXe9gOEoAJc7CdD/axJiNWv/os1LXluPG6awO62mO98ms9YT1x4gT2HzmO/NkLMPeW/4NM7qOb2wRzfob1cSUADBYPkhtzUgIAQqEgL+awAVkHtj5Pu53vZ/ftwO7P30VmUjwWLVxoE3/vr54VQuM9X5HJZIiIiBCFkKcoFAokJSUhPT0dgPlcGj9+vM92uUKv10OlUqG1tbVPCwxPYFkWer1e9HyYTCbI5XIbrwfN8+jfxMXF+WVC3tnZic8//xzffPc9mjvUGDR2CiYuWI5h46ZAEiTx2tnShOPbN+D09vUwdrZh6sTxuOfuuzFlypSg7D8QuKsNqNCg+A2e59Hc3IyGhgYYjcag7ddoNKKystKmhKPRaMSnn3+BLkaBXz37OiJjAhOOQwCvQheIdX5GD5MwrycWQmgU42QfvCU0CgATBufeCkLMoUAyJ+N4KTQIIdj233dQ+ctWXLt8mV/LnzrCmdAAgPLycuzYvRdJw0Zi8b1PIDrey+601oJCwVz0RrAATJYk/DCmx5wbQgAIGr0XCA1nIVk8x+GX7z7D6S2rMXJYDi677DKHYsAfngiJROKXcWQyGSIjI32apMbExCAmJgaxsbFITEzEyJEjfbbLETqdThQYlzpCnofwZzQaIZFIRNFB8zz6JyNGjLAJU/QEvV6Pb7/9Fv/55L9o0xowbsE1mLRwORJSM/xspftwLIvSI/twcO03aKkuw+wZU/HHBx7AiBEjQmaTt1ChQQkaoax4wrIsmpuboVKp7CbkHR0d+Oi/nyIuZwSuffSvkMr8n2RACAHvTX6GIDTcyc/wUmgQvXnCyyjgPAHcQMxJ4z15NVwb6JXQOLF1Lfb970PMv3wW8vLyvNu3B1gLDUer7I2Njdi4eQtIVByW3PcU0nJyPd8JgVlU8MQsKAQMxJyfIbc07nNXaDAAwlxu6hRfp1vOLBTG1XdpsPnD13Gh8AhmTp3iMuzNH14Nf61eC30hvPWOMAyD+Ph48fskJppD/hITE/0W2tXV1QWVSkWbl7mAEGIjPIT+HYLo6CmZn9I3SEhIwJAhQzz+3M6dO/Hiy6+grrEFY+Ytw+wbbkV0fEIALPQOQghKDv+CXV9/hK6GOly7bAkee+yxkFbb8hQqNCgBJ9QVT7q6utDa2gqe56HRaBx6Uc6fP48vvv4WI65Yhitu+T+/7p8AIDzv+STbamLe40PQl7ApITRKBvME1xHWXo1wuJf4y1pW5i0eEG+E0LmiE9jw5vMYNyIP06cHIY+mW3ibs4lvV1cXNm3ejGaNHpff8gcMnzHX94kKAaC37Dvckhzek9DgARgRdKHhzi/JAGiurcHG9/8JQ7MSC+ZdgaysLNef8VFo+MubAZiFRnR0tNfjhYWF2YT4xcfHIy4uDnK5HKmpqUhJSfFaxAgN8Do7O736/KWMdZ6HkOsh5HlYCw+a59H3GDVqlNt5UO3t7XjllVewduMWDBg3DQtuvxeJ6a7vT6GE5zic3LkJu/73IZIiFXjumacxZ86cUJvlFlRoUAIGy7JQqVQhq3jC8zza2tqg0WjE1wwGg9OKVidOnMC6zVsxfcWdmLzkOr/Z4a03w5P8DJ/isVlzIrfT3AphH5bVdpeCRMBk7q8BicVTwjAe29hQU4E1r/4FmfFRWLx4cUDLlQp0FxqA83AelmWxZ88eFFdWI2fiZZhzyz2IivNhJUzwchBilbPhptCQwNxF3Evcmdp78utxHIvjG3/C0bXfICEyDIsWLnD7meDL7yyVSv22Mi2TyRAT03MlGWfExMTY5HekpKTYhHZIJBIkJycjLS3N7bKWnZ2dUCqVNvc0iu+wLGsXbkXzPPoeSUlJGDx4cI/b7d27F88+/wJatEbMv+MBjL5sXp/xaKnbWrDhg3+h9uRBXL1kIZ5++uleX6GKCg1KwNDr9Thz5kxI9m00GtHc3AyTyWTzOs/zLsMM9uzZg137D2HWzfdg/Pyr/GIL7403A8EJm7J8GMSStuLSW8FZKlBZiQeXYxpgDsmyCBNPbGyurcHq155BvFyCq5YtDVp9cU+EhkBVVRV27/0FfHgUZv36LuRNne36NzPBpsFeDwa5fpuzjBcgoeHNWdVcdw47/vsOmqtKMH6MuUa8J5M0b70a/koCF/BFaHQPmwLMTSCdJZYnJiYiOzvb4ftC2W+lUgmtVuuxLRTP4TgORqNR9HhY53kIf7Ssbu9k9OjRNpXerCGE4L///S/+9c67yBo7FVfd8xiiE7zMswshhBAU7t2GrR+/hbyBGXjrjTeQnZ0darOcQoUGJaBUVVWhra0tqPtUq9Voa2tzOrHt6OhwGsJFCMGOHTuw78hxXH7rvRh7xRKfbPHamwEPhIYfqk25lacBABxxr5GfZVtiiVJjFDA3oHODlgvnsfrVZxAj4bH8qmVOHxqBwJHnzZ2Jr16vx549e1F+7rxr7wYHwEgsoU5Mz66EnoQGC7MXRAqf+5cIpnh7LnGsCcc3r8HRtV8jLlyBObNnITU11WMPhbdCw59hU4BZaHj7HOseNsUwDAYMGOD0e0mlUowZM8ZGKAWj7DfFPQghMBqNNtWtCCE2wsNRDxVK8ElJScHAgQPtXtfr9Xj++eex+ufNmHr9rZh9w619/vdqvnAeq/75NMIMGrz+z1d6bWUqKjQoAUWr1aK4uDgo++I4Di0tLT0+lLu6ulyW0yWEYOvWrTh4/JTPng1vvRlBC5sSsIQ6+ZTs7WJcMDCvuPcwdOP5Kqx9/TlESzhcfdVVQW9w5q3QEBC8GyZpGMYtugbj5y+HwrrmupDsLWNshYGw2+7PvZ6EhvDZEHYH53kelcf249Dq/6Gz/jzGjR6JCRMm2HgxPH2gezMB8Hdoiy9Co3vYlFwuR2ZmptPt09LSxBXJYJf9pnhO9zwPg8EAlmXFPA8h0ZzmeQQfhmEwZswYm+uvs7MTf7jvPpwsqcDS+57CyGmzQ2ihf9FpOvHjm39DY/FJvPjCX7F06dJQm2SHu9qABif2QGtrK4qLi1FdXY2mpiZz+dbGRrS0tcNoNILjOEgkEsjlciTExyEtJQUpKSlITk7GwIEDMWLECKSnp/c7V2xkZCRiY2MDnrSo1+vR3NzsVrK5XC53+QBnGAbz58+HTCbD3q8+AGs0YtKS6zz+bQi8Xx32pBu4X7DM6wjv5nzVVbdwa2QwT4R5mFfyXeSAqKrLse6NvyJOzuCqpcEXGc7wpJHckCFDkJmZiePHj+PE6q9QtONnTFy2AqMvXwCZVHFRFHS/o5q6VZvyhBAtyhFCUHv2FA7++CWaqkowKDMD86++CklJSQ63DeS9LRArk97ayzCMnehx1YuDYRikpaWB53lRYASz7DfFcxiGgUKhgEKhELtSC2V19Xo9Ojo6YDQaIZPJbKpbeduTheI+hBCoVCoMGDAAANDW1ob/u/delNSq8Nvn30LGkMBXLgwmEdGx+PVTL2P9f97Ak395DkajEddee22ozfIK6tHoRl1dHfbs2YOjR4+i8GwxVA2NYHkCaVg4ohOSEJmQhKj4JETFJUAmV0AikYDneXCsCdrODmjaW6Brb4WmrQVGrQYyCYPE+DiMGTkC48ePx+zZs5Gbm+vWw06YxPfWY67RaFBaWhqQsYX45Y6ODo8+4044FyEEe/fuxa79BzFizhLMvfkuj5q0edWgz2rfQHDCpoRxxBCcnsQDbxUSFYaexZBQsYpYhIaDOWHZ4V+w45O3kBITgWVLg5eTYY2j/AwBbyayGo0GR44cQXFFJaJTszBlyU3IHT8TsvAw23wKR9WmLhrl2maPrfIdQgjqy4txZN03uHDmBNISEzB1ymRkZLiuOe+JZ8jT8KlAJOrK5XJxEukJ3cOmAHNDsfj4eIfbx8fHIzo6Gg0NDXY5ZZS+C8/zdmV1JRKJjdeD5nkEBolEgjFjxkCr1eKue+5BaV0DfvPsv5A6YHCoTQsYPM9j03/fwdlta/HSC3/FVVf5J8fUH9DQKQ8oLy/H5s2bsWPXbpRVVoFIZUjPHYWMocORMSQPmUPzEJ+a4fGNQ93WAmVlKeqryqCsKkN9yWnweh2yMtJw5dw5uPLKKzF+/HiH4/I8jzNnzsBoNCI2NhZZWVleN60JJKWlpX6vlCL0xvAmvKCzs9PtXh6nT5/G+k2bkZw7GsvuexKRsfE9fsbbBn3mDwc5bMpTrBO95TCHAfUES0AY2IkMnudxaM3XOLbuW+QPHoA5c+aErLqLK6HhS9nVtrY2HNx/CFXVtQhPSMLIuQsw6vIFiEtJM2/QvUmfrVHO7QXMOR8EZoEY4PmKUadF6aG9KNr5M1prq5AYE40pkydh4MCBbh8bTwSbu9v6OwlcQKFQIDo62uPPdQ+bAszVcLqPxfM81Go1YmJi+nysOKVnhDwPa+EhlNW19nrQc8E/JCYm4oW//Q3HS6tw83NvIHVgTqhNCjiEEGz48F8o270R7771BmbNmhVqkwBQodEjRqMRO3bswLerVuHIiVOQRcVi8PhpyJ80A0MKJiIswv+TetZkwvni0yg9sg+Vxw9A29KI4UNzcNOvVmDJkiU2D6yGhgbU1dXZfD4pKQmZmZkhWRV2RmdnJ8rLy/02nnVvDG/Q6XQeJVjW1dXhux9+BImKx7I/Po3Uga4bAwXFm4EQCQ3gYklcxk2vhgPPi1GnxdaP30TNsf2YMXkixo4dG9LVPVdCA/AtPIc0ELTVtuGs6ixKmipg5IGBYydj9JxFGDRsHCSM1HHYVE9CwyL4oEBAQqgIIWi5cB5n9mxB6f4dYLvUGJydiZEjRyIrK8vrpG1/bufPkrbWeCM0JBIJ4uLi7OxJT08XixpwHAe1Wg21Wo2wsLCAd7qn9F669/OwzvMQ/mhZXc8hhODjjz/G7sPH8Zvn3kB23shQmxQ0eJ7Hd689h/ayk/jq88+8amLob6jQcIJer8fXX3+Nz778CqrmVmSNHIeJC69B/qQZkAbxwieEoObMSRzdvBqVR/YhLiocv7r+Otxxxx2IjY1FYWGhw7wEhmGQmpqKjIyMXpOQVlxc7HN5Rke9MbzBZDJBrVZ79JnOzk589/0PUHVoMP/3DyNv8kyH2/nkzUAIwqasxhPzKXrqk+GpV8PaVgK01yvx8wcvoUt5DvOvmItBgwb5ar3P9PSb+SQ02ghICwGTwYBVsKioqEDRmbNobG1HeGQ8Bo2djMETJmPg6LEIi7AKuwmB0OA5DsrKUtScOoKaU4fRrqxFhFyGEXm5GDFihFer/Na46x1yZ7tAeTMA74SGo7ApABgwYAB4nkdnZyc0Go14jaelpfWaXCRK6BHyPKz7eUilUhvhIZfLabhVD2zatAn//eprLLn/z5jgY+XIvohBp8Wnz9yPJCmH/335Rcjn41RodINlWaxZswb//uBD1De3YdTcxZi65HokZ9mXSws2nS1NOLZ1HY5v/BHRcgbXXLUMl112mcsHlVQqRUZGBlJSUkLukm1vb0dlZaXXn3fWG8NbXJXAdYbJZML69etRWFqBkXOXYNaNtyEs0nZi4Ys3I6RhU9b9NMLQc66GJ14Ny/ciPMHZnduw77uPEQkeS65ahIQEH5rc+ZFACg3A/N2Zbse0sbwRVWerUNNeixZDB6SKcGSOKMCgMRORlpOL5OxBkCvsy/uKv7zl9/JFaPA8j/aGejSdq0Lt2VOoOXUYhs52RITJMSg7C4MHD0Z2drZfJ/Tuio2ejrm/S9pa443QiI2NdbgCHRMTYyMwhPF7ymuhXNoQQmyEh16vB8MwdmV1qfC4SElJCV548WWMWXwDrrj5LkRERIAJVUm+ENLWqMSnT/0Bl40fjZXvvBPSc4QKDSuOHTuG5//2d5TXnEfezHmYs+J2JKQ5L0kYKrSdHdj745c4+vMPiI8Mwy2/+TVmzJjh8kRSKBTIyspCQkJCyE44QgiKi4u9qgnf2dmJ9vZ2v06u1Wq1V6KFEIITJ05g645dkMUlYd4dD2Dw6PHm9wAQb0vaoheETRmIufKUu14Kd70ahKCztQk7P/83zh8/jOEJgzFj1AyE54a77EYeTHoSGr7kaTjdZx0PqAEmnYFaqsa5c+dQXVOD+oZGcARgZHIkZg1C6uBcpAwagqTMgYiMT0BUXALkinCzRwMAwtBjjgbHsdB1tKOro90sLGqr0FhdgeZzFTDptADPIiEuDoMHDsDgwYORnJwc0MUJd8buaZtAhpU48044QyKR2CR8cxwHnU4HnucdPg+Tk5N7fUdfSu/Cuqyu0NNDyPOwFh69JYoh2Oj1ejz556dBEjPxq6dfEZPv5bJLs9pXxYnD+OHlJ/GP557BddddFzI7qNCAudfDO++8gy++WYWU3NFYeMcDSM8ZFmqzXGIwGtCqqseubz5B5cGdmDphHH53xx1OK5sIREZGIjs726tqKv6gtbUV1dXVbm/vbm8Mb9Dr9T6FcnV0dGD9hg2oPH8BI+YsxuwVt0MREel1gz4ghGFTAhYvBeMoMdkRQv8NS/dvRxBCcHbvNvzyzcdQ8EbMmT0LA5gBQBeAcIAZxNit9IcCd8LdPJ14E7UlHC3W8W9KCDF7JeQAYyXUWJZFS0sLGhsb0dzcjKbmFrS0tYMHY/Y0MRLIwyIQFZOIqIQkhMfHQiKVgZFIwDAMeI4Dz3Mw6XToam+Btr0VOnWHJTyOBwiHmOhopCQmIDk5WSy1bd0cMRgLEj0dT1fiLpDeDMBzoREeHo7IyEhRYAglah2NI5PJkJmZSVeiKT7DsqxNI0GTyQS5XC6KjvDw8Esmz+Ozzz7Dpj37ceuL/0ZCunmRmGGYS9arAQBr338N9Ud346fvVoXMg3rJC42TJ0/iz8/8BedUTZj967swefG1IQ8x6gme56HTX5x4lx7ehx2froSC0+PO22/DtGnTehwjNjYW2dnZiIiICKSpdhBCcObMGbcqRXnSG8MbOI7zqCyuI7p7Ny6/+W4MHjvZuwlEb6g2JZSiBcCE92xHT/002hvqsft/H6H21CEMH5qDmTNnIiwsDMREQGrMJXWZRAZMWmgfAj0lggt4cm8ghIBUEcBo9lgwCZ59R57nbcQPy7JQq9Xo6uqCVqtFV0cXtBe00Bq1MEQZxS70hBDzJBwMZDIpIiMjERUVhcjISPEvJiamx47rwZgEu+MlcnbMAz15EoSDu0RGRsJkMtl5SSMjI+3CWxMSEvrMM5LSt+A4TqxupdfrYTQaIZFIbBoJ9sc8j5KSEvz1Hy/hst/+AZMWXWPzXphCAdkl6tUwaLvw4aO/w+ThQ/Dv994Lye9+SQuNH3/8ES+8+DLiBudj+X1PICkjO9QmuYXeoLebfGvVHdj26XuoOrQL1yxdjBUrVrg1KQpFharm5macO3fO6fuEELS3twe8yR/gXZ6GIzo6OrBu3XpU1tYhPb8AM264FZnDhns0RsjDpswDXwyHcidPwwma9lYcWbcKZ3dvQpRCijmzZmHgQNs8J6IhILWW7zyAARPdeytOCXgSPkXUBKSOAFKAGcqAkdp+zlETO2s7nNkkvqYFUAtzh/EAFRbpDV4NR+8HMglcwF2hwXEcWJZ1Kty6l7uVSCTIysrq9QtalP6BUFbX2utBCBH7ePSHsro8z+PpZ/4CTXgcfv2X1+y+i8Ti1Qh4DfBeSvmJQ/jplafw3pv/wpw5c4K+/0tSaLAsi1dffRVffPsdRs+/Ggtvuy+olaR8geM56PV6h+8RQnB002r88vV/MGnMSNx3771uPSiFzrTp6elBie0khKCoqMhh91tfemN4g0aj8VsXXq1Wi6qqKuz9ZR8a2zoweMIMTLv2N0jOdq+iUsjDpgSMBIRzHQ7lEJ7AoO3CsS1rcHrLakh5EyaPH4eCggIwDON40txAQFoJEA1IBoTuQedulTBPhAZ/jge0AJPMgEnpJiiMBOQcARPDAGmOhaMjoWHz/zwAI8wepQA5JoO1+uVqkuPomAc6bAroWWgIK8c8z0MulztdrImPj7ex1VXzPgol0FjneQh/1mV1Ba9HX8rz2LdvH956/z/41XP/Qlau41K2YWFhkEn7xjwvEHz5wqOINXbgu2+/Dfpve8kJDa1Wi4cfeQR7Dh3DvDv+iEkLek/3xJ4h0On1PU6Kqk4fw88rX0J6XBSeeuJxJCUluTW6TCYTK1QFeoLR2NiI2tpam9d87Y3hDQaDAV1dXT6Pw3EXBSDP8ygtLcW+AwfQrjUgf+Y8TF56A+KdFRawmlAyDBP6Jn1CnoYUgMK988Cg1qBo1zYc3/QdOF0nxheMxoQJE2x6BzicTPMEaAcQj5DmaXhyzrkzwSVas5AAY/FmdBNsfDMP0kiASIAZ6Dy3xaXQCALBEho9CTjrYx4MbwbgXGiwLAuTyWRzzoSHhzu0iWEYm6pqDMMgKyurT03iKP0flmXtyurKZDKbRoLdm1D2FliWxaN/ehxhA/Nx3SPPOd1OIpEgIjwcl6pX40JFCb58+l688re/Yvny5UHd9yUlNNRqNe5/4I84XlyO6x//BwaPGhtqkzyC5Vi3V/pblRfwwz+fRjQx4pk/P4WUlBS39xMWFiZWqAoUPM+jsLBQ7M7N8zyUSqXb3br9aUd7e7vP4+j19uFsHMehsLAQ+w8dhtbIInvUeIyZuxg5YydDYjXRIN2ERk+Tu4BPNnvIu7CmqbYaRbu3oHTfdnAdXRiVnospV0xBdIptWVBnQqO34G+hIVaTimfAZJiPo01YVI0lCTzdvI0jeoPQAHqH2LA+5sHwZgBARESETQ6byWQCy7J25wrDME49HzKZzOZZGB0d7fbCD4USKnietxEeBoNBzPMQ/hQKRa/I89i+fTs++OxL3PrS+z1GD1zqXo3v/vVXsLVl2LBubVALBFwyQkOr1eIP996HE2VV+NWfX0GWh/HzgUVMAXaxBYFep/OoolFnSxNWvfgkIlktnn3maSQnJ3tkVaArVKlUKly4cEH8f4PBAJVKFZB9uaKjo8OnhHOe511WxWJZFmVlZTh5+jTqG5oQlZyOUXMWYdRlVyIyLh6AfdiU0xt4oMOm3IA1GVF5/BCKdm6EsqwQUWEKjB4xHCOSRyDKEAUmioFkkO1E0B0BSXgCNAOIAZiI4D7APBEaPYlBYiQglZZfKQfmHhfd3kcVzJf8UNtqUzbbdRMadrfgLpjFSiQCFjoFBE9oAM5FnPUxD8YDkmEYhIeHIyIiQkzwdvYIdBU21b3iVGZmZq9dGaZQnCHkeVgLD57n7fp5BDvPgxCCJ576MySZQ3HNg8/0uP2l7tVQVVfgsyfvxrtvvIYrrrgiaPu9JISGyWTCvffdh4OnzuKmv7zWy0SGub69wWiEVCKBRCqFVCKFRMLA+mIwsSavcgnUrc345m+PIU7C4fnnnvVKNMTFxSErK8vvFaqEFX/rSX5HR4dfPAye0NXV5VNOiBDj6g4NDQ04deoUzpaVg2OkGDBmEnLGTsaggomIjk+0mdQ5LYcaAkwGA+pKTqPm9DFUHt0HfUcrBmSkYczo0cjJyYFUKgUxEvCVPEAASY7ERiy4JTSaCEgzARQAM9g+eTpQuJsILtCT0OB1PIjKkgSe7eA3bCFAE4AocxK8K6wFkJ2NKgAdAJIAeLaG4DG9QWxILKV7gxF2xDCM25V5nIVNAbZekcjISI88yxRKb8Y6z0Ov19vkeQh/gV4UKCkpwXP/eAnXPfUKBo0a59ZnwsPCIL2EvRqf/uUB5CdF4YP33w/aPvu90CCE4O9//zu+Xr0ON/3ldQwcPibUJtlhNBntSiIyDCMKDwkjgcFo8HqS2d6kwtfPPYxhmcl46oknvL74k5OT/b4iV19fD6VSKf4/IQSNjY1OE94DgdFohEaj8eqzhBCvenF0dnaipKQEFZWVqG9oBJHIkDokHznjpyJn7CQkZQ1yOKENmtDgCbSt7aguPIbqM0dQV3QcrF6L+NhoDBk0CCNHjkRiYqL9x+p5kHZzkrN1crdbQoOzlLw1AkwsAyardwoNwH4y7DDMyUEncMC9sCkBQWg4tK8egBpAKoAAN1cPptBwJuQkEgmkUmnAbeF5HoQQyGSyHqvxuQqbAsyhUsIYaWlpdmVuKZT+AsdxNo0EhTwPa+Hh77K676xcidPnG/C7f37o9rhSiQTh4cEt69+bKNy7DZvfewnrfvweOTk5Qdlnvxcaq1atwl9ffBkL7nkc4+YuCrU5DtHpdS5DNziOA8dxkDASMBJG/K8n1JWewfcvPo6Fc2bhjttv99pWiUSCtLQ0pKWl+WVlkWVZFBYW2nx/juOgVCoD1j+jO4QQtLW1efVZo9FeJPZE90TSrq4u1NTU4Nz58zhXdwEmjiAyIRmpQ/KROngI0gYNQ8qgIYiKjQ9Y2JTJYEBzXQ0aayrQeL4KTVVlaD1/HozJhPTMFAwZMhhDhgzpMW+HGCxeDQCSIRIw4eZqU+7+lkRnSaImAJPB9DgR9wfeCA3hoebp59wNmxJwKTRqYS5xmw4gziMzvCLUYkPwMgQK674lDMO4JTRchU0BZm+wVCpFWFgY0tPT/WovhdKbcZTnwTCMTSNBX/I8NBoN7rnvAUz79d2YvPhajz4bER7Rp8v5+gJrNGLlvb/CHTdegwcffDAo+3RXG/RJP9ORI0fwj1dexdhF1/dakUFAXMeHW03SeMIDHMDB/P8XhQcDpoeLJjt/FObe/gA2ffwGBg4YgHnz5nllr5C03dTU5JcKVTKZDCkpKWhoaBBfk0qlSEpKQmNjo9fjeoIwqfA0EZ0Q4vFnuieTEkIQFhaG4cOHY9SoUeA4DnV1dbhw4QIaLpTh1OmDMBhNgFSKqPhkpOTkITY5FVHxiYiKi7f8NwGRcQkIi4xy+luYDAZoO9rQ1dEGbUcbNMJ/W5vRfK4SbcpaEI6FFEBSYgKyUpIxfuQ0DIobhKicKLcn/EwYAyaWAekyeybg4QIuE8EAyZYwqgYCRJjHDCTuigXr/hYOvU08AdoAxLkQEAyARABczyKjR/sE7dYPCxg56jESKKHTvTGiJ/S02CK831sW3iiUYCGRSGxCB63L6ur1eqjVavA8D4VCIVa3UigUbi9gnjp1CiaeYPjUWW7bJJNKIZcr/CwyzI1SeY4HT3go5MHrSeYNMoUCQybOxPadu4ImNNylzwkNtVqNp//yLJLzxmD+Lf8XanOcwnOuH3Csi5Xgi8LDjCA4nAmPsXMXofFcJT776n8YOXKkT+3oWZZFbW0tGhsbfa5QlZaWhsbGRpsJVUREBGJiYqBWq70e1xPkcrlXosGTFW2WZe1W9rsngUulUgwaNAiDBg0S31er1WhoaEBjYyOa6itQV3EaXV1aGIxGcylcRgIwDBipFBKJFBKpDBKpBIQn4HkOPMeB51iA8ABPAMJDKpUgKjISUZERyEpMxPgZU5GamorExETxRs838iDNBKSLeORZYNIYMBIfciySYF6p7wJIPQEGha70rbW46JEOmHMvOmFOAncAI2fMoU7+QLh1BEloOJr8BxKe5wO66uhKYDjr+9J9G1eTIuE9mUzm9/w2CqWvwTAMFAoFFAqFmCvKsqwYatXW1gaTyQS5XG7j9XAW6n38xAmkDsnD/7P33vFtXFf69/dOQWUnRVIi1WXJco17X8exnWJn4zSnl/Vmnbrpybb3l7JJNm2TOMlmN3XTN9k4xdk4doq7427LtizJtnqXKBaxgmgzc98/LmYwAAEQAMEiGc/nA5ECBzMXg8Gd89xznuc0tk0vUDMMA9M00cTM5xMp1X3Vzswfbqml/1i1OM5sYt3ZF3DzvX9g7969XqyxEHDMEY2vfOUrHB4e5+/+39dyrEQXGmynOJFQF3T5K22OlGDbHvEQQuSUWyHg+a9/G/s2P8G3v/NdPv6x/zfjG3kymWTXrl1Eo1F6e3tpaGiY/kV5ME2Tjo4OBgYGcp5vbW31aj1nG5XqVtzVmXLhlr8V2g+UdttpamoiGo2ycuXKHGtPy7KYnJxkYmKCyclJJicnvWvGcRz1+We2DwQCRKNRIpGIVzc+XdAoosIjGpUgv2dEpRBCwGI8vQZJZtVVKR/lkIv8oFtKCUcz/2mZxcH5cRxnNFzkZ49qQT5mksHwY7o5w5/NWAg2oHXUsdBgGAYNDQ1e3ODqPJLJJBMTExw9etSz1XWzHqZpYts2j298ilOvfl3RfYvM/o0ZEAyJRDpOllTY9rTOn47joOkLm2isOu0spG5yzz338Ja3vGW+h+PhmCIa999/Pzfe9Dsuv/7DNHfUavlwduCUyFjY1sw0ClJKbGl7K59CCDTd4IV/9wF++ZmP8Mc//pGrrrpqRsdwEYvF2Lp1Ky0tLfT09FQseuzu7mZwcDAnuBNC0NHRweHDh2ddBF1p7XclfSEcxymYLXG1AeX0zXCP5QZImqZ5Hv2zVpYRRs3WltJeVFPCJCckjulUHAwLU0APYIAos2lgNcgnFVVfZ+NAGvU+i+gl5Lhq4Eek/AxN0fE4ZDMac3hPm+usRj7RmMk8UOteLuUQDV3Xc+xt66ijjuLQdZ1IJOIZLEgpPeIRj8cZGRlBSsnBgweZmEyw8rSzp+xDAIZpYhoGokKC4chslsKxbZWtqPA9OLYNC9zVygyG6D35DB548ME60agGiUSCf/30Z+g57WzOeMFL5ns4JVFKnyEdVe9X0+NJiS0lXavWcsqVL+MnP/9fVq9eTU9PT806f46MjDAyMsKiRYtYvHhx2fsMBAK0tbUxNDSU87xpmgWfnw2Ypll2lqLc7UplPvLLpkrtww83VTvbNp9CE4iI0lvIWOVEwznsIIclskVWVS4kIrOvzag0a5j/eu+z82UzipKIQVR2ZjFlibdLBsUCWI7KahzHGQ3IPQ8Vi+8zn2+tFyrcbGEp6LpOY2Pjc1Z0WkcdM4Xbz8ZduHTvpxs2bEAzA7QtWUYqlfLKxQOmSSBQXj8PN/5yCYVdo3nCrkG2dC6wZM16Nt9x05wvHpXCMTNT3njjjew/MsiL//Z9C+bkFUMptlxKm1ELXPiKN6FHW/jt//0fQ0NDHDp0iAMHDjA4OMj4+HjFTkr5GBgYYPPmzRw6dKhsx6FiriwNDQ0lLSRrhXJJkZ2ZmKbDdOVV1RIN97k5ceVqQK3Alylc9kM0ZVahRyTSmtkELmMSeahyd6gp+/GRi2rcpvL3BSAnM3a1gqI2szIpFckQqHNawf4LQqCE9lHmvPfUfPRy8R+z3O+eW65YzXin+06WU2rploXUUUcdtYGr8+jr62PRijUEw6Gc3h0S5eIZT8RJplR/K7VgKzOVBWmSqSTxRJzJyUkSiQSpdBqrhtlOFdfNd1vd6bFk9VpGRsc4dOjQfA/FwzGR0RgbG+M7//19Tr38pbR198z3cEpCSqdooDgbK3D5CIRCnPvyN/CXH/0Hz7/0Urq7u7Ftm1gsRiwWA/BsGd36yEo9sP0OVUuWLKGjo6Pk60OhEK2trQWtZtvb20mlUhULtitBuUSjHBLmkoxy6vxLdpkuEQy7rlez2RRJa9eUOLsKiKhQ5VeTqBX/KqsYpS2RByQ4GQeqCsdTqiyqJt8zN5tRym3K9TSIMGeNCI8X+IXZ04m0ZyuDkY9yvnNNTU1z0lywjjqea9i5ew/dp5xPIBDAMAyEb7VFIrEtSwnN02lsy0YiM5pVlfmo9SK0XxupCYHjOOjawv7uL161DsuRPPPMM/T0LIx4+ZjIaPzoRz9ieDLJX73qzfM9lGmRSCSIx+Ok02lsy8KxbWWPKeWMtRnl4tRLryTa1cMf/vDHgn+3bZvJyUmGh4c5fPgwBw4coL+/n7GxMZLJ8hsIWpbFvn37ePrpp6ft+l0sq6FpGh0ds9v+uJxmYI5TnCD6MZ0jld+vvxTKOceVul/NJbQODSSqhMquboxCF4iuTHZkQCLj0++nlpmLUnCcjP7Eta0tBpdolCmnmXa8SWDIt985xlxdb1ME90WO7X4va63DKDam6UozNE2rW9rWUccsoX9wiJ416zANtThoOzZpK00yqeKqZCqFnTFEMUwj4wQlcKTESqfVomVauUDKCkqdvvr2V/P3Z/Xy1be/Ws05lkU6lVZxXGbucZzqy3GrweDBfVy3vpXr1rfy7CP3lf26hpZWIi1t7NixYxZHVxkWPNEYHx/nJz//X856yatoaC11x59/SNd3ORME2Y6DZasvSiKZxLKtrBBJKvIxG9ANkwte+WY2b91WVvrMcRzi8TjDw8P09fWxf/9+jhw5wujoKIlEYtobfCKRYOfOnWzdurVoJ+5IJEJzc+EC9mAwSEtLy7TjnAmmy2qUk83I75VRCDMpmyqEcsu5qoW0pCr/qRCiUUAQJVyuriei2k+L6s+BVJa3hUjLXJGLnHEJgVgsYE1x0XrNy6ZAlWoNAiPlj/VYRP73w73G/T9t/1w5BygnmxGJRGa1uWAddTzXEAwGWbZsGW1tbThSEm1uzS2BSqWKlkApIxxd2dwGAsrqVtdUVYBte413bStzHy00lUi856WjqgnsAmVSksr7a5WD337j81y3vpWPXH5azvOGGWDVaWez6rSzCUUbK9pnQ9tUt8/5xIIvnbrlllsYj6cq7hA5H3AcR2Uv8iEzTb/cS1fmXcKZMhvh+32mWHvORdz3i0U8+OCDvOpVr6rotVJKEokEiUQiMzyR03wnGCwsypqYmCjpULV48WJGR0cLHrOpqSnnmLWGaZpF7XSLuUf5UahXRiHMtGyq2PiguFVutZBjEueAAxHQV1SeDhYdAnlAIo9KaJ1B6VA3EEdZ3vYBPTVwi5ohvM+x1Htysw7R8t57We9ljntoFMJsiwiL7XsuyKTf5Sp/HOUQDbdPQB111FE9bNtGCEFDQwOapnHw4EG2bt1K2rIINTUXXVyz0imMEo3z3Huvd6+UynFKOkrbZUnLi7X8sVglVRzqlaXnRyuVwgjMrMFfS2c3H/vFbVW9NtzcXica5UJKyc9/cSOrz7mYxtYqC8rnEE4RRylXtFQUmRvrFPKBAJH58mR+Lxe6YXDK81/Chpt/xlVXXTWjxlJ+KzoXfo1HftfPkZERRkdH6ejoyHGoikajRZv1CSFob2+nr69vVsTQpVYhpyMZxXpl5KOWZVPF9l1TsuHywLjSS1RMFBqBAJ5VbrXBsdAFLAFnr4Mck0rv0Fx4LOWchxkLy8clmMB0PgUuJy4z9ixrXF6XzvL2ebzAJRnTNcubLfj72BSDYRh1S9s66qgQUkpSqRSpVMqLIWzb5oYbbuAvf/kLLS0tXHfddfz6179m5/bt/PSTH+JD3/8tf39WLwDXvO9f2LPpcZ556F7OuPxq3vyvN3DHT77NAzf9jKN9B9ENk/YlvZx4/l/xig98LPfgAtVrQwPNEdiOw8TwMDd+8V945v67iDa38oI3vzN3bs7EYh++cDUAr/2XL3D2Va8E4Bvveh27nnyEi17+ev7uc//F4MF9fPSK0wH4m099jYdv/TXbH3+Yq6//AFf93fv51kf+jv3Pbmbs6CCOZdG2uJfzr34Vf/3Oj2AEAnz+LS9l66P3AzB0aD/XrVeuI2/77H9y4rkXe/v+xx/dzInnXgzAtg0P8rtvfoldGx8lnUyyaOkKLnnlG3nR37zH6y1332/+hz+PjxIOh4nFYvz85z9H13Ve//rX8+Uvf3lW9Z+FsKCJxmOPPcb23Xt4zZveP99DKQuyUEZDUlGtYPZ1UuU/pJ+i5BIPIVAdpIvg1EtfyCO//RmPP/44F110UeVjKAGXeIyNjQF4DhFu1kPXdQYGBhgaGqK7u5uuri40TaO7u7toV3DDMGhra5sVJq5pGrquF+zgXapsqpxsh39fMDtEwx1LLe1vRUAoopBCCburWKwVy4TqiVHlCriXuQhJ6EB14J5kik1s/ir3bK26S1uqrIoDzjIHLVo8+BS9QpVPlTGLlv2ZL5BmfbOZ1cjXZ+R/rvNhy1jOd8o1zqijjjqKw7IsLz5wCYaUkmAwSHNzM+FwmI9+9KPcddddgPpefe1rX/PuzVper4pbvvkljECQ9iVL0U2Tp+75Mzd99dMAdK9ai3Qc+vftJj4xnks0ZG7/DBe/+Pw/senuPwFghsL8/r++kH2JdEil0zlruuWWuf/00x8lFG2gc+lKNE3HSqV44o5baeropHvFasaHh+jft4vfffPfSSXjvPajn2bJ6nX079vN8JFDGGaAZetV+VSxhfVnH7mPL73tFdiWRbS5hfYlSzm8axs3fukT9O3ZyXWf/hoAIrNocsMNN9DY2Eg4HObgwYN8/etf55RTTuH666+f9v3UEguaaPzhD3+gsauH5SedNv3GCwDKrzmXVNS2vj5DPKYrvcoQkobWdlaeeT6PPf5EzYlGPtwJxSURpml6xCOVSnkOVe3t7USjUc8BKx+RSKRo1mOmMAxjCtEoRSKmIyGFtq912VSh19u2XTuyERXIVKafRmMVVrdVdAsvWhbVBgRBNBQPRP3PlyrBqRqjqPKlAGV1La+m2WFJLBCiMVvwly4V+5wcx5mVrEap7+V0K3yapmGaZp1o1FGHD47jeITC/Zl/jw2FQjQ3N3ul1AcOHPBIxlvf+lbe+973smfPHl7zmteoF+R9Tdt7lvHhH/yWSFMLjm1z18++B8C68y7hvf/1cwDSqST7n9mU4xKlNBluuboqXB88sNcjGZe98XqueudH6d+3iy+/5aW4B9c0LYdYONLBsR2kQ+HS+AxWP+8cPvzdX2EGQ54W9zM3P0jPmhO9bb7zD+/gwZtv5OFbf8NrP/pp3vKJL9PUvoj/+88v0LyoK6dUavDgvinH+O1/fA7bsmhfspRP3fQXIk3N/Oyz/8xtP/kWf/n1T7j67R+kc+kKb67r7e3liSeeIBgMsnr1ag4dOsQdd9xRJxouHMfhznvu5YQLXrjg+2YoqADQfxmqm+kcuBQUKr3KZDxWnXk+d3z7XkZGRmZdcO1HOq0cG1xxuGEYHD58mObm5mldplpbW0kkEjPu+ZEP0zRzyr9KEYlKSUa5hLIWtee1tL8VUaGco2KVN0zL+b8jVZDeXLixXTmaCyFEjqh6unPqOE5NS8mkI7PC9iJ9M/zbltsFHCr43BeARsPFbGQWyiHac53VKKdsKhwOex3B66jjuQj3nugnFqXukeFwmObmZoLBYM7zO3fu9H5/wQteAMCKFSvo7u4uaF5z3ktfTaSpBQBN11l/waXc/J9fYOvDf+EfLz+NzmWr6F13Cmdf9UoS8QSlytSP7N7u/X7qpS8CoHPZKhavXsfBbVuy79X/thLgjCiiQYkK6steex1mMOSNE+DBm2/ksT/9jqFD+7HSWY3oSH9f8R2VwO7NTwBw2l9dSaRJpf3Pf+mrue0n30JKyd4tT9K5dIW3/cte9jLPhGflypUcOnSII0eOVHXsmWDBEo3NmzfTPzTM5edcON9DKQuOlFNKpObSCm0qJFLCipPPQGoGGzZs4IwzzsAwDO+G6f4+Fzd0K+N/HYvFOHToEIlEgqamJhoaGggGgwR8wikhBIsWLeLw4cM1FYXmB+bFLDPL6ZVR6DUwe2VThWBZ1sw/P1eHkFQOVNU08AOQeyUkMu+/JfNclYJuKSVO2oEjKOLSUDpDVLPrd4Ks1qSEg6lMSNgHslEqZ6ppUNH7f45qNPIxW1mNQpjuOK4ZRj2bUcdzCZZleYTCJRflzGXRaJSmpqace3rF8B0m2tqObVnITFaiY9kqPvo/f2DDn37HwW1Pc3jHM+x+6jEeuvkXfPSnf6C1a0nhXTrq4cJJSZyEzHGdApVQsWOObzvbe11i0q20mHoemjpyG0rd8t0buOU7NwDQvmQpzR1dDB85xPCRQ9WV01cB/+KyG//Mh8HKgiUa9957L4GGZnpOOGm+h1IWlBA8t9Z4tuxrK0G4sYnuE05m27btnHHGGV7A74emaR7pcH/W2uEoH0II+vr6CAQCnmWkX+NhmiZtbW0MDQ3V7Jj5Oo1iqzHV9K9wt59OpFzrL7lt22WtyBaDMIQShSeAGFO0EWXvp0kgExJn0IHG6jQbOednGBX4x0GuKE6Aako03AZ9rdmsTMH9j6MyD2V6FlT0mXejyE5wug3nBrU4v+WS8PzX1DpjVQzTZQZDoRBCiDrRqOO4hd/wxSUXlZiyCCE8C/vpvierV6/2fr/ttttYunQpe/bsoa9PrfI7jkPKt/rvlgtLqdoHDOzbjdA0rvyb9wDKiepf//p8ErEJ9m/ZREv7Yo8H+Et7ZVLSuWSV9//N995G78pTGTiwi8O7tnrPO1KCkDQ0tzMxOsRQ/x70Rp2BQzs5sm97ZoyFrXb92LnxMQC6V6zhc394FMe2+dq7X8/wkdysTSCkanRTifi08+3KU85g62MP8NS9tzE5NkqkqZmHb/m1d/zlJz/PO2cLCQuWaDz40MMsO/WsObnR1ALK2tbJ+f9CwYpTz+Lxm35c9MbtOM4U61fX/cUlHy4BqRUCgQDxeNzTdgSDQcLhMJOTk4AK2IPBoDfJ1MolwTRNz0Wq0GdUTq+MfMxHNsOPmTpSaR2aKhuq0lBHSonT5Kj+DylUIF5hT7MpJKwdRXySwGGQvaU1Gf7a/2ogY76eGNORrQqa9FU8niALhmTMBLW61mtJJAvtpxyS7pZ+zLVTSx11zAbc0tt8wXY1cC1qm5qacr4f7jEKPQDOO+88Hn74YX76059y1113MTQ0hK7rKo7KIzhOph+Zm3nY9eQj/OqL/4+m9k4aWjuYGB4kEZtA03QW9axCpl2WIRB+ziMl7Z3LOemCK3j6wdu5+8bvsOWB2xkd7EPTNJzMYQWgNeisOesCnrzz9/zlph9yYOdmDm1/xpvXyokRlq47mY13/4m+PTv46BWnY1sWqUR8ynaLV50AwPjRQf75JecQbW7lHV/6bsF56eXv/We+9LZXMHRoP//wwufR0NLOkb2qFO2SV73ZK5uak5L9CrAgZ850Os2z27dz7mueP99DKRt+fYbbCXyhoGvlGpJpi6NHj5bdhds/Ufh1DfllV9VmP4QQnvUa4E14oVCIcDjsNRGUUjIxMYHjOKopj2l6P6uBaZokEgnVWdQwcrI75fbKyMd8Ew2YGdkQTRkDgQqP559shS6QrVKRjSEq6pRdsBGTJpCLJexFuVANU7RDd02CURtVMtVITvYkf98yIRWZEpRFzBbaylI1qOT8Fnu/1Wa4ZvL66fZdjpWuv2fQjEpB6qhjnmBnGtf5sxUzXQh1MxjhcNi7R9u2TTqdLus++u53vxtN09iwYQPxeJw3velN3HXXXezcuRMrncZKZKsNZEoi4xmWIQQ9a0/ilL+6koPbnqZ/7w6MQJBl60/n0muvp2vZmsyLZEYI7ruzGQIcyavf/2l+IzSefeweEpPjXPnm9/L0w3ey+6lHvfcmDPjr9/0zycQEu554lKFD+3jBW97FMw/cxa4nH8nMTaXn9pe+/UMMHznME3feSnxinItf+UYCwRA3f+tLOdud/vwXc+m1b2XDbTd7pCEVnyQUndoF9sRzL+Yffvg7fvdf/86upx5j8NA+Fq9ay8WveAMvvu7vve0ce2ERDSHLuBOOjY3R3NzM6OgoTU0VLlVWga1bt/LK176B137yqyw78dRZP14tMDExTjoTtNqWzXQX4VwiEZvgO3//el5x1Ys49dTan083aPeTj3KyH1JKRkdHp0x67iTmriSm0+mCLlR+4mEYRtnByNGjR73fXfvaRCJRdddPN61basXTzczMNmazD4G/mVohgiBtCTtRZUW9pbUV7v6mgxyRSqsBsAxEuPg+NU2bUXmaWiCY2nzPT97kgFREqhFEz/TXW7H3WHCMbpd1HU/nslAwUxJdLVFwz30tMtv+7IVpmmiaRjgcLrnv5uZm7/vU09NTz2rUsaCR37MimUxWfV/zuze5FQBSSkzTJBAIVPydlrbESTo4SQeZlDgpBytuYaUttGUan/70p9m1axdL1qzn/f91U4E9KDdNLSRy9indcEsyZYFXBFUPDSklMi2RSYnQyDh1qkUloWtqzhdke5dN07dMCEFjYyO6tjDNIb7/z+/kijNO4uMf//isHqdcbrAgZ81nnnkGG0H3ijXzPZSyIKXEzgQUKrBYOCQDIBRtoHFRN4cPH54VouGKp/M1D9MJz4UQhEIhr1zKv79YLEYikfD0G+FwmHg8N+2YrzdxCYf7KBZA+DMZrm7D1akUE4iXeu/lrPjO1cp2tfa3MiWR4xIREDk2t5V0aha6QLZIpXUYIsdBKn+M5Z4P0SKQk1KVKx0Gubx4Y8GZamCKuUjlfL4u3y2j50jFY7FQGSHBgiMaxa7xsq6LGmQjZkOvMV3ZlL8R6Xw1EqyjjlIo1rOiHLg6KJdEuD/d3/1w79X+DN+U/TkSmVJkQloSsz1bdTC5bRJrNLMQ69jYlk3aSntNOoOLg973y7Ys0DN9wjKkwAv6lWNttn2YBGzf+5Xwjfe/1n2DakMt+/L3/sevELrIEIzq5yW34kMPLMw5YeLoIIsWLZrvYXhYkERj586dNHct9kQyCwm//cbn+b///ALtS5bypTueArIt7lVzvuJf8o9eshaA1/zz5zkn02lyrrBo+RoGjuya02NOJzzXdR3TNBFCFJwcbdtmfHwcwzCIRCJeWrbc47kEx816+Esg3O0cx/FKqVzC4U605UzYC6FsqtCxKrW/lWMS2S+hEWS0cMYi/xgF0QaMADpTuo1XTQS6gDjqplKiA3k1+5Zp5ZZFQ/HP0A2yvbIpjdkpm1pA1rbTYS6Js19/MxPSkv/a6YiD6/sPePNUHXXMF8rpWVHoNa4m0V2EquT+5hIM1xDBj9RACnvCzmYpUr79aWC0Gd693ZY2iWQCW9pgqsy0FtDQA7pqHEv2+5lOJpSI2wEcqWIqB9wFXBHQsnOkJlSGArdaSrL/2Y1F348eqd3kalkWwcDCE9TFRkeYHDnKmjULZ6F+QRKNgYEBGto7p99wHtDatYRVp51Ny6Iu7znbspBIHFmbbMZnr72M4b6DXHnd3/PCv33fjPcHqnnf4Z2barKvmaCQ8NwlEO4KY77uw7IsxsbGKi5bcCdYV2PiEg8hhFfSkkgkcl7jF8H7V3mKYb7cpspBJfa3MqxWt+SYRHSXbjpYCsIQyFVTXaJmUhMsdIHslaoD+QxWoQpiOPNoAhZPs60BLALs6cdR1ee9wJv1zcc1XEjoX6uAv9R84mZFy9m2jjpqjXJ7VuSXNuX/XvFxLZWVEGmBKUxMaSLTklgyhkxLGs5o8L5/9phN+mjemDTQghqYkJxMknZUpYNskehtOoY+9XvkEomPfvSj3HTTTQw4QWTCP3aXiGgITXW9FrpQGgwBdtLO/F2g6RpfumO7yohkHhXKD6eFyDT1UwsVkpofYIY4tGsrhiZYv379fA/Fw4KcPfv6+2loKU+0PNe49Nq3cOm1b8l5TjkiTO2jsZAQbWljokg37vmGYRikUqkpE6OmaVMyDe6jVGlUMfhXduLxuDdxuwQnP4Bxny9GOBZa2VQhlLK/zdFcBCRSkyrYTVBWV+xiyBdT1+L9l9uBuyLhsi1Vk0GYthRKygx5ai9r1zMjGseG0V5ZmC0R90whhCg5f4TDuV+AurVtHbMJd0Esv2eFO0f7nRLLWQArBre8SaaUXkGmJMaSrL7RPmSjT+oYpgoN0+QSCZmWXgbCaDPQwhpaUD0cw8GSlrdwmEpmFxRzbGZTEmfSwYk5OJMOMiEJdgcJ9ARYvnw5z9zzADgSzTQUWdBU+RNSiZydtCq3ch+6qWe0dXgEo9Zw5wt/nOD/dyHh8M5tNDc10tPTM99D8bAgiUb/wCBtp584/YYlcM8vf8wPP/5+QtFG/vPh3Wi6zlfefi2b/nI7L/nb9/Kaj36K/v17+McXngHA//v5n1l20mn8/ttf4aHf/4qhw/uJNDZz+vNfxGs+8q80tqoIo1Dp1PjRIX7+2X/i6fvvJNrcymVvegcb77yVXU8+wqrnncu7/uOnOWNLxMb5xWf/iU33/IlgJMoFL38DV7z13Rw9fIDPveYF3na3/eAb3PaDbwDw73/ZNqPz0dDS6gmeF9rqnOtRn79i406k+elht9zJ7b1RKeEQQuRM1P4J251M/BOK+3//hA8Ls2yqEPIdqQqlzYUQyEhGCxFjRkQDMvW/SQdiIFprHGyOSBhDCc6LdCEvKxgdQaXkA9ML1ysaX7Wf9wLPaMwX8j/PWug1SpVNuSWdftSJRh21givYTiaTJBIJb9GrUIlTpXOJdKRHBtzvjDVgYY/YilxYU/dndBroIZ1wOIzdbmMJS5GHgIYICI9IaEEthzCYrSbphjSpVIp0Oo2TKkx8hBAIR2AftJV7lA26pmMKZchABAzdINIQYdWqVTi338Xw8EE6l6/CsRwcy8axsvdaIQS6pkFm7hfB2mctIHPfFxqaJnyikCzsBbqwfHDHM5x60voFVeq5sCLODIaOHmVpS+uM9nHiuRcDKqg/sO1plp54Cjs3KvuybY8/pH5ueBCAUKSBFaecwdff8waeuvc2NF2nZ82JDB7cx32/+R92bdzAJ351Z0HNiETyP5/5KJvu/hMAZijELd/8Ysmx/eHbXybc0IRhBhgb7OdP3/sqy046ne6VJ7DspNM5uP1p7HSa5kVdNC/qntF5cBFpbkUimJiYyOkWuVBQiGgUgxDC02MkEgkvMPCThEIZChd+u9585Kec8/fn6kvcell3PMUwX2VT+fCTjaIWpFGBHJfImER0VD9JOY4SA7IHpVsKS0SoNpOetCQMoAjCIFBlhaV0pCIaUNQ21w9nxEHTNYjWpnyroC7pGNJolINa3egKEcdqMhv+7UsRDb82w0WdaNRRDaSUJBIJJicnicfjJBIJz162UuMRP5yEg5xUzk1ehiIlvR4SoZNCkLlkZVplEFwIXSgiEhAYIYNoQ5RQNHPNL808ih03U/rsmr+44/fKklMCEiDjEiNoEF4a9ua6ib0TKmuugx7W0Rsyj6iOFlILBz09PQQNjR2PP0xr+1LFHzLZBCHIZiz83/0axdOqJEogymyAK6Uql9fEwklBp1NJDmx+nDe+793zPZQcLEiikUwmMWcosulavorW7iUM9x1i2+MPInSNybFRwg2N7N2ykXQywfYNinCsOfM8tj/+ME/dexsA//CD/2PdORcx0t/HP77oTA7tfJaHfv8r/urVb55ynEO7tnsk49LXvY2Xvucf6d+7ky+/9a+Ljm3JCet559d/QjI2wadfcQm2lWbHhgdYe85FvPfbv/Q0Gue+9NqaaTR0w4TMSv5CRLGsRrFtDcPwJjrXtzu/nMqf7nQfLkEpd0W0GPFwf3d/FrthLASS4cJdISsmvvcEznEViBdzYSoGP6kShkA2ZDIkR4ElMxq6B2EIZLeEQ8CwEq6L6NRmfdMGouMoYblBWQ5SDKIyDj3Tbz/jjMbCuW8tWMykhMpdFS32t0L9MupEo45isG0by1IlQ6lUing87mUrKnGBcuHqJPIf5lLTyyjYR22sgcLGKEIIldXIbKu36mgRzSMXwlD3z3A4XNZ17WZa3CyLpmkEAgFCoRDOmCp/smM2TsxR5agZOCEHsSwr9A6tCCFMgR7RvcUaKSWJ0QSJAwmcsIPRYHDC6lXs2fgI573oNQhNZEuitFnQWxQoiaoEjpNZgFog2P3UBoSV5pJLLpnvoeRgQRINZXk28w9v3TkX8dDNv2TH4w+jZ0RIz3/tdfzhv7/Orqc2sD2T2Tjx3IvYvWmD97rPv+WlU/a1c+NjBYnG7iezDgennP9inLhDx5JVLF69joPbthQc1+mXvQTDDGC0tNHQ2sbowBHGjw7N6L1OBy2zgreQOpbno5Kshute5bpHueI5l7B4bhe+Uif3huBOLtUEK36diDvpuoSjUKp7IRENKD0eERBIU6oAPEnZ5VNFszZtqIB+HOVfXqbOYjqIxoyN7gjK8nbFVPH5tHBbqbQUt7V1IePqnEgtS2qKbjuTz7sFRfYW5KxcGeZCm1FJCVUl2Yz841TSo6eO4w/uPSS/w7Ur1nY1CZZlldcbyKeT0KKaF3Rb/RbWEauoc6WRMjzyoIU1tIZseVPOw8y9VrWw5s3lpmkSCoWmEAw3I+HP2LvESdd1NDS0pKYIj8+2duLwxJRsiRbV0KMqU+GH2aZeZ6Ut4gNxkkNJ0sNpdKnMVyK9EcLNYU4/7TR++qubiCeGaWivvVZXlUMVL4kqF0KIKX075htbH3uAlcuXsmLFivkeSg4W5C2t1ApxJTjxnIt56OZfsv2JhxG6TqSp2SMaj99xK327t3vbuWVUAKtOO3vKvpo7CtVoSKxUdlVBpiROXCI0mfV2LvA2Qg3ZxiZahgDNdkDqtqSvtRd9LVGoW3cpuBOif3J3619dIuIGCG5jPncbfy2se2z3Z6kVT/9x3O3zs0T5K+sLEcWCNLFUKPvBEsG3/z2VurGKkEBGpdJ8HGV6V6dKsAhleZtEkY3eqee5aO8HS6qsgUZ5/Src3hkNZZCSmXzegcyjjiko1cejUhJQbA4UQnhNQv2oZzOOb7hZ8WIPv5bPJRgu8ZgOTszBHrNzsxM+nURwTTC7eCGy9vjCEFMJRMBHllt19NbyayyDwSCNjY2EQqEp/aYMw/AMUuLxOBMTE1iTFnbMxp7IPOK2imU0MFoNbx40W02cqKOIRYMqgSpU5phOp0nFU8R2xpAxiaEZ6IZOIBhQ+2w2MBpVLHTiiSdi4LD98Qc548rilSHlQoBXDjWT+EfTNHRNQ8uY02hCsJDE4FY6zc7HHuBvXv2yBbcwsiCJhq7rOHZ13Sz9cHUaRw8fZOPdf2LN886lc+kKWjoXc+8vf4yU0tNnpFPZuv2r3/5Bzrz8KkBZ1z794N0sXrV2yv4ty2bJSVnR+tOP3s7SE0/lyL5dHN6TEW8X+Lxl0sFJSJUSLBCXmEFVL5nKa1A3Ezi2migW2gWYD9M0K+pk6i+h8sOtJXUdq6bLlLivLySS9ovC3W1KZgZ82RS3IZH7/EKCO7acJooVuDuVFVS3o4jGGMgOOWW1rVoITSAXS9gLTKIsagvIugoFosIQsFwtDJSlt8gQDdlQ+v0uVFJ5PKNSy9tSiwjFjCUWmnlGHZXBnYuLEYlC5cSFyEfOAlJ6ammTq5cILA+gRTJZ7kkHq3/q/UxoucQBQG/R0RozGYoKy1YB717nt4hvaGigtbW1oO7IsixFLMYmSNvZe2h8V5z00NT7pTAFeoOu+iNlxhdcUrjE3bZtEiMJUvEURNV93QgahEUYQip7braYGC0GeqOe836j0SinnrSeTXfeyvOueGlV902vJEpoVZ1LTYgsoXBLqxYQqSiEZx/5C1ZslJe97GXzPZQpWJAzaFNjI/HxsRnvx6/TiI+PccKZ5wFwwpnn8egffwsofYZuGJx47sWccvHlbL7vDv7j799I98oT0DSdocP7SU7G+Mcf3UxHz7Kc/adSSdqWLOWUS1/I5nv+zN2//A5bHrqd0YE+dMMsSpakDTLhIDVfcGJLr5Fl5/JV9O/dyX2//jE7n3yY7pVree2/fH5G5yIxMY5ATrFtXGjIL4maDn69RiHYtk0qlSpoZ+la15aCP6DOz5yUmgDzMyM5+oUFQDxcMlRpoOa3XCzrOOGMm9UkKqvRNd0ryocICmSnhCNU1b4m/0ZfCG7ZVDlN+mZMNEYyPxtYoDNzeZit67oWWY1KReBQz2gcCyhFJMq5l9i2nZOpsJJWDonQmpXrEigXp/Sh4gtXMikhon7XIhpGuzE1O1Gg1FOYU8ue/MgnEfm/e/sRgmg0SlNTU861K6UkmUgyMTTB+MA4yZGk0lYkHBpOa/DenxbWQENlKSI+wXawdK+oVDJFcjhJYiiBHJfojo4RMmg+s9n7fuordNWoL1o6G3PhBRfw5Pd+wIGtm1l64qklt/XOjysar1Bv4ddp6JqGppXXe2qhYcOf/o8LzjmLVatWzfdQpmBB3s46Fy1ifKQ2mgVXpwGw5gyXaJzvEY0Tz73I2/Z93/gpv//ODTx8y68ZOLCHUKSBxavWcurFl9NzwtTmJ2olRHLtP/4bmqbzzAN3kYzHeMnffYgNf/4tB7ZtxiyQihcGYIic4Eg6eNmPF//dBxkbGODQzmc48Oxmz7IODcVEtMoTdrHRYXRdK3ozXUioNKvhTriFVqbcEil/z4v8SbnSANFPOAqVXvn3WyiNnJ89mQ/i4X/f+eOQRyVyVCLaBKI5O6aqHbTaUL05ZsFNSbQI5WoVLP455jR9G1dBQNnOUW7ZVDSTRalRH4eCGEKRmhALdGaeX5Q699PpNQplJf0IBAJFX19IHF7H3MItWyr2qGRechyHdErpKmxHEQsn5mAN+MiFPfX6IHMrd7O+wswlD1pAQwRFTlZYi2po0fJ1RC5xKEQmynl9Q0MDTU1NXhbOtYIfPTTK6O5R0uPprLudD/ak7RGJQGeAQFdg2kyAu4iXGEyQGkwhJgW60AkaQUWkNDCaDKSVzWSbreWR9tWrV9Pd0cbG228pSTS8jIMoPyjKIRW6vuBKoKrBkb276Nu6if/vy6UdT+cLQpbxDR0bG6O5uZnR0VGampqm23zGeN/73se2MZvX/dO/zfqxqoGUkngiTiqVwkqnGTlymGhLG2YwiAQG9+/hK3/z11ipJJe98e1c9c6PqLpMCbgrFhKVxXBQX3wBmm+CsscdcKTyihYgNHzfBYEIZxN57idYKv65/9c/Ydfdt/De97yrdidiFpFIJCpyyHJT3fkkoNDl7ZINIUTFHVTzswDFAp/psgXTfe3K0YnMFPnv2z2m7JfIIYloEYjFYgrBqIZwSLvMMqUq4Y3HoaBrkxACmZKwO/P3lZQlIJcHJUwAS5QIvdjnUtU5yd9+G2peWIVnTXmsYbav2enIRLHju5lSd4XXNM0cAuEPzvLR29tbMhNSx8xRrk6ion1aEmvSIh1LY8Ut0pPqp520kWlV4qS3qM/VHrVJ7UnlvN6vk9Db1co++HQUFZbkuPcdXdc9UuEnFtXCLZFqiDQg45L4cJyJwQlEm8AyFQlLD6eJ74h778sVa7vZirLmwozWIjmRJC3TSmMRCOAccbAHMgtupsBoMZTmosmY0Zx///3385tb/sgbP/tN2pcoz10hhNfbQpRJvnSXjGTO9UIvgaoGv77hUyT3PsOtv795Tks9y+UGC3LdrLOzkyf3b57vYRRFOp3t2gmw6Z4/cfuP/4vetaeAEOzZtAErlaShrYOLXv1mpASZBlBlGMIEDJU+9ciCb/9SZrIeUmU9pFTlVi6ELnO+LDKpNpLCR0rcbpoZR7jY6DAN0cgsnpXaIhAIEK9Ao5JveVuqvMet2Z1pMD9d/4xCv5eL/MB1NohHfjbHy/pEBQyBjMmiDigVH2sWSYaHjDCcVqA5909SSqXjAFUjXKZLlehRVpFuNqZU+c6M4JCdBBauX8O8o9j5L+f7UYykmKZZ9ObsBoN1zAzV6CSmg5N2kEnVGNRJOjgpB61FOSxZlkVyKEl8Z/F7iExlv7NaRMNcYqqMRMa5qdicVYpglCptqrkRiw3BdJCgEyR5KMnw8DDJZBIrraoBglbQ01DoDTrhVeGcnhVlHcLtWD6iHKJETKBZGo3rGwk0K6JuL7JJG2nMFlO5aNXoPnXuuedy971/4YHf/JSXv///TWtBKyCHUHiZjuMch3dvZ/tDd/P5f/34gtWTLchR9fT0MPz7P9akA2yt4UiHtGUpApAJwrpXraV9yTL2Pf0kqUSCxvYOTrvsJVzx1nfT2N6pMg0BociGlOqnBZgZj2hyE3dCACFNBR+OVP76/kDGNwFKMtu4/5OZMiw3ahECERIMHzpAV0szTsIpOYkuFJQqhyoGd5UolUqVZzPoIyTlXmflaBqqWdmeroxqNohHsbIxJ5g5dyn1KEfLUC5kLEO2m2fh+ptAkY1+lJ2jv+LFoqIGfX5MJ2CviQjcf5kfo3HtXJT+FRT3l/ldKPYdL1VOulBv3AsR0xGJavpJOCkHYaiyJAB7wia+J46TVD0bbMfGsR0s28KxHYzFBkZnpmzIcLL2r0FRUichTIGxaPrPulydRK3hpB3sCRstoBFoCtDY2AgJ6H+sn6HkULYha0DDbFMBv9GcfT+aqaG1l9eELp1Ok0qqkig5Lr2SqJAWUoFKEHVvyKCQle1MIIQgHA4TDod54+tfx39+7wcc2b2dJWtOzNnOT+B07/wv7LhmNnDnz77LulUr+Ou/nrlD12xhQc6i69evx4pPMtx30EuZLRSkU+ob5kgHmQnmTzj7Qk44+8KC2zuZYFboGb9siyzhSEmkllk9yZsDhEAFHLpAmCClyBIPP0lwtR0y8xCQ82XTlOPU4L6dPO+i80htTyEdqSbgsEALZ36GtJoGlLWAaZpVrXRVckNzg+1CDkwz2W8l8EqWfJqJfFKR/3uxbWYa7EkpkUhkUKIlNOUYVaMSdRmTcADQlINTzcluG2q8cVRmYynZ7MAo6vsRYtpeGJD5rJ3CmZj8YLemROMYJRnzhXKDu2KrobqulxR714XgWdRSJ5Gz37SDNWx5mQmZzDg4ZWxgg0uDBLuDKkuRSjI5PKkc/aST1UlEBXpAz9FDaCGN4PrKGv/m6yTyS5zmAtKRXgM812LWSan7U2RxhEBHgNHRUUWwApZybsoE+y4hqwSu1iKVTOFIB9M00W0dc0D1o0JXGWCj2fDKomo9d+u6TjgcJhKJ5PSyueSSS7j1j3/knp9/jzd8/MuYhoGm6Wj68VkCVSl2PvkoBzc9xje+8qUFnXldsETD0ASHd29fUETDdmysTOArHSc3y1AEmhCqKsJxlBuCIdRZT4O0UMShjODQTzwK/zGn+Cr7J00weGg/dipJ96JuJcp1wEk5kFK1qS70Zp3AimxU6cQdtRJUhT1cLeBO8OWSDfdG6LpJle2M5HNgcoPI6QL22SAkhbIY+fsrRi6qFZj7X5uTBYpmPv+YQLTW6POPoEhLCpVdaK/Nbj0IVK+OPajrfAjVb8MhWzbVWua+4sCBDCFaMvVz8RO+msA99Qv3XrFg4GYgKyHV+Tdh93ObzhzjuUQ0Sukk/I1PK9mfa/vqEYhMiZPZbhJYpO41Mi1J7E1Mea1t2zjCIT2eJhaIqecdiVgmMANmZoGu8rmpUDbC/TkfbkPSyjYclbZk/Mlxbz5wNYS6riNCAgvLKykWmiCytvJyaC9rkUqRHEkiJyTapIbZYNK8NltzKlskWlhTRKah9k5MgUDAIxf5hguRSIRoNEo0GuWTH/847/z797P57j9x7kteUdMxHMtIxif5w3e/wkXnns1ll10238MpiQVJNJqbm+lZsphDO7dxykUvmO/heHCzGQB2BeI0P9lA0xQPNzOEwxE5PEPaKFepMr/TQkM1RiOT8fALzFFi8v69OxHSobOxU/lKt6pVCqTSd8i4VCVVPjG6TEuS21RvES3ky3q4WZBKOzFXiXKzGu7kCVnRXTXZEHdfhQjHbJRNFUIxwlHsWIXIhzv+6YiHK4ifcozM/UvGZM1KGIUQyDYJfcAwyFZZexJrAt3AIZSdbgRIozIGBtBQ2r3Iwzi+DGFx1IxoHOMZjbl2TKv0eIWuX03TpnWUOp6IRiGdhGvrOiOdREoRCC2YtS214zaxp2MFHY4A9HD2QhemgAZwdMd7YKqSTU3P/dyEJtAbS39J5lQnUSGkpbIVXjO8mI0W1oieqLyzhS5wdNWVW4QFweYg0dYoRsPMsgj+rEV6JI2YFIiYwJC+rvex3LmxGhJTCkIIQqGQVxblliWapkk0GqWhoYFoNEokEsn5nC6++GLe8JpX8T8/+w4nnHkerV1LajquYxW3/fib6Ilx/vWTn1zwdrwLkmgAnHHaqdz39BPzPQwPtm3lkItKRbIu2XCDNoEvS+HuU4JMZWqhDJSGo8z9C8h0OxZeJRWOEoQf2LqZzo52jKSBNWZBpkWJ0ARaVENv1THCxhSiIXSBtBUJIQG2r5Dc6DQwF5veuZApZTFa6wvevUmU0lxIqbqB++GSjWrcSvz7nVU702mQn7EoJ6gtJ/vh/1l0vyFU9iGkVtmkqNF5aERlGtKocqZyMwyVHqMFlTU5jOpLQeZYZcQZUmacptx9FdmmptdFGOjluVhiXBGqCRQLERMpZU6JRjEca0TDJRL5BMLtEVGNfsw9R07aIXU4lRVfJ50cIhHoDHhEQzM1n5ui6kHhWsBKUyIDklgsliU4vv462jRf0vxypkptYOcDiX0JrFFL3UvzYE/aJBIJr+u4WCpobmzGNM2q5xh34c3NXLikWhwQBOJZcj2lJGoW7t8usXC7kvuzFdFotCz76A984AP85f4H+N1/fZE3f+IrC/Zznivs3PgYW+68hU/9v39myZKFT7wWLNG49NJLuenWPzE2NEBT+6J5Ho0k5WsIJ52sPqMSaEIgySUbeYdR7ENKVVZloVZojcqrEV3i4dg2e598hHNOOgG9XUcEBE7MwZlwVC3ouI09rghE6KRsGYEwBcGTgmCBk3BU1iOe+ZlycvQcMi5J7kiqbqdBn+4jrCFCMxeem6ZJMpks+Dd/JiMfmqaVFaBP10sjn3DMt46jWhcr/89Cf5+iBVk59fUzFqBrAtkqlWD7KMjmmWc1Cr6nRagmgRqqRKudHJJRkijEyTbpK7GoV9PP2mABz8alMRdEvFB2sdzjFiqJEUIQLNDjKH+bhVb37NdJFCITVRlR5Dk3+f9vtpuElqn7ghCC1JHUlH2IgPDIhPecIWg4rQFpZLMoactHdmxyDRD8+xOiaFZioX0efjhJx8tWOEmHyJrs5OEkHI9kaCHljCUDEjtgYxs21qSFYRhlB96F4GYt0uk06fE0WlxDxARNJzWhmxkC2KqRdtIescjvyl0LmKZJJBIhHA7T3NycQyrC4XBV80UkEuHT//pJ3vaOd3Hnz7/HFW98e03HfCxhpL+P3339M1x64Xm86lWvmu/hlIUFe2u78MILCRo62zY8xNkvnF81fb6Pt1NlsAeZSZQM2ci7eXplUHbGUrOIQ1UlOLxzK4nxEdauXYsW1lTXTzI3mLhUpCPmqAyGz10nvT+NM+EgIirroTVomB2ml+XwQ6ZVsCgd6RESP8xeE6NdXWrSUs2QSnUZzYdrW1soOzGdCLHcEqrpyAZM3xRstkiGHzMlHDB9KZb/WPl/r8l7bEaVNVmo7FrLzHc5BRoqQ6BTuV2s26SvobiV5Vx81nUoFPrOVUI0Cm0XCATKymbMdTbTLW8qlI2oprxJStXs1UnmljiZ7ZlstCWZ2DRR9PVOMjvnCkMQWBxAC/gyFEHN+464iz7+8qxiGeWFppOoBnbMxhqzPHLht8sFpYN0xdmBxQFEm8AJOKSd3HuZaZiEw+GKs2f+rEUykYRJ0CaVgYdpZ/flTDjorbo3jmBPZQL56eCS9sbGRjo6OmhpafGIRS2J4dlnn81HPvA+PvvlG+havppTL768Zvs+VpBKxPnlv3+MntZGPv+5zx0zmZ0FSzSampo47+wz2fbYffNKNGReNgMyotkZBBqq6YyqjdcoUDfvir5zHKqAUK6eoxzs2vgoDeEQixcvnjIGERFoEU2t/uZBpjLi6JgiI/Sr57WwhtaoeWVTAHqLjtasKb1Hwpf5SGQIjK8kyxlzSO1PIXRlu+tmPbzsR5HArlBWo5xGTu6qZLV6DRf+jEA5DlWzjUJOVdOhmtVOJMoyNkBGOzTz7theVmOE2dUkuFqloO//02Q1pJRZolGkbGpWMIEiXmGy432Oo1YWzoX2UU5QNxvWti6RyCcQ/t8rhZNWJUzu4o20JfGdcS9Dka+TMFoMj2hoZsb+Vc9mJdwO1/lZCoBQbzbrbds2qXSqYC8Ml0SYprngdBKVQkp1L7MnbMw208vQp4fSuRkeobQnekPG/UpD6SJSKdJWGqkpa28XpmnmaBXKgT9rYdu2IsOTAn2fjpC+61xDlUQ1G16jQSjdA6QS6LpOS0sLHR0ddHZ20tTUNG2GsBZ405vexLZt2/j1t75IW3cPPXmWt8czHMfh//7z81hHD/P1H/2QlpaW+R5S2ViwRAPgissv5xOf+3cmho/S0Fqh+X2NYBVIR9eiiZkAT0NQkGwA+ByqELkCcVmGWZVtWWx78G7Wn7Cm4sk9eGJQ3agyZVZOLLMiFnemBIfpvjRaSFOZjxbN67YKasUsJ7jLWBZK20difAisDmQ7sKYz5Tqm8KwG3c+iktW9cvQapTIa/rKhfG1D/nNzjXKE4zMa114U0egFolNLsKoOBFuA1lkuuxlEBfAdqDKNGLCMPF1UHtmIZ7Yto2yqpmMfzYy1k2OKaMzW51cOySjnMyi0H8Morxa9Wn1Gvk4in0xUW/pojVo5zk2uk5O0JUaLQeQEdcEKXWBP2NnMsyCHPOT3PGg8fXpG7ThOzvtwz71LIkKh0ILXSZQLt2eFVwYVc7xzqYU0jEYVNulNOkbK8Lpr6xEdKZReMJFKKD1kAQQCAU+vMB3ytRYkQYtrBBuDhDoU6XNMhwk5gQgovYXZaiqXqBpa0BqGQUNDAx0dHXR1ddHR0TEvZWxCCD72sY+xZ98+fvn5f+aNn/wqi3qXz/k45hpSSv74g/9g34b7+Y+vfIk1a9bM95AqwoImGi95yUv49xu+yuN33MJfvfrNc358KaVqzud/zpFV6TMKwSUbSvOhNByFtiGvYZi0M6JxQyj9RpH5ZPfGR4kNHeHMl724qvF5K1oZjidTGWLgD9TSEutI9hxpAVVm5ZZb5ffmMDoN9A5d3TD9mY/41JIqa8jCOmIhzIzjlSGwdRsn4GBpVkVBTn4GoFaoWTnRDFFMOD7jsQVRRCMGRKf+udD+y/lcZt0yOUVW0B1GicItVGZucbEXoTI3nYCcgzH6Ube39VBJ88zprrVC+zJNs6zvRTGikV8iVG65UDG4Zhr5OgkREISWZvUR8Z3xoi5O+YtfoZUhL0shApVnhlwnOv9PXdc9S9LjBdJRWVs3KE8NpEjsSUzdUGMKQTNbTMwW07sGYhOxkotf7rmbLkD3Zy2stIWe0lXWYkL3GuU5lqMWUFD36egp0Rwnr5nAFY4Hg0FaW1vp7Oyko6NjWivouUIgEOAbX/86f/f2t/OzT32IN37iBjp6ls33sGYNUkr+/KP/4unbf8dnPvExnv/858/3kCrGgiYajY2NXHP1Vdx0+81c/Io3oM0xg06nU1NuSI4svz9DOVCibUU2HAqTjSnI3FSkJUsKxp+66w8sXdxNd3d3bcYaUE2R8mF0GCrrkcistB11VA1+5m9mT+4NW2jCE4v7ka8TcdPMMi2x0zZIsBLqZo4G2mrN216mVeak2CpOOZa3MyEixSxx5xszJldRlI5isvyXVEI+pCPVan6AshrplY3M9UcUlZlYDOxHvZco0JQ7Xo+oGWJaJyw/iavZZ30M2tvW+jqv9XenkHlDuSvutm3jOA4TExNTyMRMdBKAtyIOMLF5QomEC3xFtUjuOM0WRZC8Eiefk1P+vGe2ls7GCCEwDMPL7vhLumzb9s7RQhZfVwMn4eTay8ZtQstDBDqUANsN1rWwpjIVkUwpVDhXO+ISgVRqaoyQj2AwSCgUKnouCzlEmaaJ6BOYMdOrAlADU9eP0Zobus2EZLikwiVC7e3ttLS00NzcPCvlg7VAc3Mz3/7mN7n+He/gp5/8AK/7//6d7hWr53tYNYfjOPzhv7/GM3f+nk/8yz/x8pe/fL6HVBUW5lXkw2te8xr+91c38eyj93PS+X81Z8d1pDMlmwHuCkhtV7ArJRvCFKALJT7zC8YNPMJx9NB+Dmx5gldeXV02o+yxm8IjEtKSOJOZUqsJRzV8C/v0GZMOqT0ple1wMx4+S1yRl7kxe02MxYbSfWRuEPKozAa9vqtX9kvkqFQBa1CoDtAhAUG8rEo1lrf+7EA5QZC7/XyVDxTKsMyotMstH0qSvcaqHFdBHEXZ3YYomDGpar+uyBy8bBwRlPPUEHCErH3vQoEbux7bVSdVo1qSUYrsFdNmuCv0rsGE+3DJhTs/VBtkp46k1KKLL0PhZiK0iEbDyQ25L5CohZOAj0AEVRbXj/DqyjIJLpHwP9z5z7Is1bAtmZyxfm2hw0k4JPYl1P3DmjpfOJPZ+4EW1Wg8o3FKnyjHcUgmkx4hKAfBYJBwOFzwXpCvtdAdHS2l0dzV7G0fc2LYlo0whecSZTTNrJ+GrusEg0GPWLhlXM3NzbS0tNDQ0HDMlL61tbXx39/9Lu9897v56Sfex0vf8y+ceO5F8z2smiERm+Cmr32Gvi0b+LdPfpxrrrlmvodUNRY80Vi7di3nn3Mm9//6J5x47sVz9iVIp6ba+IGb0aj98XLIhpSqi3ip7TUgJCDfocpRgfXDN99IUyTEiSfOnVhKGAK9SUdvymgsbJnTF8B1t7JHbOwRdXMTetbVSm/Rp5ANoQu10h2GZChJoC2gVpHSuQGGdwNJqRIvxsmWuOmgrdWyRCPlILWptqqlVv+ns7SdkvmaY8F4uTa+7rZlwyBbPjVJTiagJmhGBf9xkBMSojVYKR9BBW8hcnUW7aj3EEeVUi3FC+ylzIjTBcptao4aUno4xjIatbquZ/odmS6r5F9UEEKQTCa9hYBSCw759xlpF+5w7SQdhC68hmugym/ynfcQSnjtuhC5CK8OIwyh+k5UCF3XC5IJwzA8kuR1gE4mmZycnNJv6HiBdFQprpup0Bt0Ap2ZlQQdrNHMoqGGylJEM48GPdeWVwgvKvKa3KVSFekB3QyG/xrKz1oIITDSBnpMRxvXFDEVmXKozMuCPUF1z4pW58TljsWfsXAzFNFo1CMXx3IpXEtLC9//3vf4xCc+wW+//DEufM3fcskr37igqgqqwdCh/dz4xf+HMTnCt77xdS644IL5HtKMsOCJBsD73vte3vDW69h83x2c9ldXzvrxbMfGKjCxeHWwApCCgvnuGUAAQtOUfa6/i3iJ7clzqBK64MieHWx/6G5e9qIr5jX1mb/yorfriLBQPTxiKvshbYk9ZmOP2Yiw8Py+nYQDNiojIvAcp9yUv0VutklfritikwCZkJDM/sTIDYzEIaG0IabjZT8IobIfeu10HHNVTlVpTXh+P4JpEWH2iIaBIhsjKMIRLTymss+fk9kXTC2BEqgSqj1AInM813FNosTjDplSxMK7nxU9jkN2KjlGiEYtUIvvRSV6JMMwihs+OKq8SabUw9CNHNvl2DOxqeQhgyllSx2q3CWnxMks7KhXquRF07SiRKKQoN22bZLJJBMTEySTSY9UHY+QjhLH+0Xbfv2KtKRHNDRTI7QihB7JlECV0F65RKCckig/hFBdr4PBoEcwCjlEaUmNwEgAZ8xROgtvB2A0GWrBLFP15i+xKwemaXqkIhgM5tgza5pGY2OjVxJ1rDWiLIVIJMIXvvAFTjjhe3z9m9/m8M6tXP32D9HQMk0N7AKElJItD9zFn7/3VVZ1d/D17/yEZcuOff3JMUE0TjvtNK687FLu/cUPOOmC52PM8pekVDYDfCl1qVbNXRtQSW3Kqtwu4uWQDch1qBLAA7/5KYtaGjlp8Umk9qYwuo2K+lbMFoQmVN2r6yrl9t3I9PLw1yTbQzbWoIXQBCk9BWFVwy/CwvNan1IipAu1Iu6r9ZeOnNoYygaBUI4tSZktswFFODImFlKqVcx8olIpZotw1EKIXlaWIwIMU5FOoyK0oXQa8cwxCrg9lf0+XQdkk8L2tCbQDfSR6+40ibpODJR4vEzURKfhj1/n/2s6J6hE8F3q/5DNHvpR6P/CETlELt2XVlnWpPQc7rzxhTVY5ft/UEOmZNb2NeArccqbW4Pd5dmG+XUShTISpUq3pJQemUgmk6RSqaqscY8FSFtiTyoXLbMlc+8XkNidyOnpJAyRk6nwI7CocJ2kW0LnuTpVCJdguEJpd1/pdFp9vhiEg2HMkBp3Kp4icTThjdfryt1kVJRFdYX5/oxF/nfKNE0va9HY2HjMlERVA03TePvb387atWv5+L9+iu9+5G954XXv4+SLLpvvoZWNiZFh/vC9G9j92P289IWX87GPfYzGxrn0WJ89HBNEA+C9f//33Hnta3nkD7/hwpe9dtaOY9kWdpEV4im2tkIFrAUtRqUq3HF/rxQu2SjaRbwABLBn0+Psf+oxrr3mpTgDKmPgjDro7TpGV2WT2WxDaKosSosWmACFIg6pRArHdrK9DYTKcogeUZb7l9DElOBNP0FXpVdxoepzkyjCkcl+5GAPyp88BDIovcyHP/tRbhBcK8IxG05XJQlHBEUGSti9zggmKlMyitJszOQ4YVSAmLGELojGzHb+z9q9vqLF3aZmbXXYbS7oUHzMCwgz6qGSd+2XQySmg5/syaRUzjwZ3ZpMq4UGTWrYuo223lfOMilxJnJLq0RAPQLNAaSTLa8Mrw5X5UJWiECYpunpJco9l+l02iMUrlbgeMxW+HtWePaycSWW10KaRzSEEJjtSm/j2stqofLOZ46rU5XkTNM0z6I2nU4zPj6ObdvqM07rBGNBlamftJFLpVrcQPUwCXQFMFqVLW5ZDn1CeHoKl1gUy0iEw2EvaxGJRI75EqJK8fznP5/fnnYan/vc57jlPz7D0w/exRVveRetnaWsBucXjuPw1D1/5q6ffouWoM7Xv/QFrrjiivkeVk1xzBCNVatW8ebXv5Yf/O8PWHf2hbQvWToLR5ElhV5SlleiIoQAkecClUc81D2i9I1CEwJJ+WQjORnjjh9+g9XLejjxxBORCYl12MIeV9kB+6it7GUX6XNr3VkFzCUmskOijWuISaFWHiclpFXwYAQMbwXKOaJuRCIqIFLcecoPYWbKtDKlOgLhZT9cAiMtlalCokptEqhgOAPZJHOsUmVKTrHzLYSZEI5Ky6QqRUGdikbBpo41hZvViKHOc56ToruCm0qlvO+DK2ScAo3pe1H4Zz6L+WnS50KjKiH8sYiZkGTpqO9/zsMGsdj3HepHXUMi+z0WulALLI5aHXcXCPQOXenCgopc+DOXkaZIzhxZbL50dRJ+AuH+7vb+qRRuIOwnFrP9vZ8vSEvmLH5Nbp3EHp9atiwCyqXQT/5Cy8u3W3UzFq4BQLVwy9kAEomEIjyGSSAVQE5IrBELK+0jL0J1CPdeb2qElpUet2EYU7QVpQwP/CVRgcBCcriYH7S1tfHFL36RF95+O5/7whf57gffyulXXsMlr3wTkabm+R6eBykl2zc8yF0//x7jh/by1y9+IR/96Edpa5ufnnGzCSHLmPXHxsZobm5mdHSUpqZaF2mXj3g8zrWvfR0TwSbe8q9fq3kqMG0VT5+6Yq6awlduJUuUXkkpcTICxlK3rdt++J/suu/PvPP6t9HcnP1C2eM21mHLqzEWpsBcaqI3LtyC8GKpbJlSZQ5aVMv61m9zcsujQpmsh0s8SmRxXFvH/Odc/3gpJcISiJRQAXAy80ijguNFmeDJkrCTbJCb9yhF7Mq5jue6X8e8rJYeQq3qLwKCEIvFOHjwIMMjw4zGRkk5KXV+XXmUAwEtQHO0mdaWVnraeoi2RyvLCsSA3ajPtgVYrfZf6MZe6pxUElAeyyvR5TTRq+Z13mszmQgR8WU9+pW5A8UWn9eAZmTKKQckYjJDHEzAhEA0gBkxwcz9HkajxdldS0uL18W6UDbC/b0WGhM3W+E+jtsSKEfp8uwJtdJvT9g4aUe5PGU+l/ieOOmhtFf+5JZC5Yvop4PfWWum2R/3XuBmoAKBAIZuEAgGVB8sWzL+5LhXAil0ZYpitproTXpJob+/Z4VLKqZzOzMMg+bmZpqbm2lqajruLIhricnJSX7+85/z3z/8EWMpmzNf9ArOeuHLaO7onLcxObbNtg0P8dDNv2Bg+xYuPPcs3v++93HKKafM25iqRbnc4JgiGgBPPPEEb3nb9Vz4+rdzwV+/pmb7lUji8XjRCcmxCwvEZwU+4uHXfziOg1ZkFXzPpsf53Zc/zktfeDlnnnlmgV1KnBGH9OE0Mi0JrgtOsU9cKLBtm0SiQNOkPEgpSSaSymFqUqqMRzJvowjoK3I7lecTj3yy4ScaxbIO0pZqhdWV68Sl6tNQ7NvUDqIjU97hSOUO5htH0ePMMcHwHzf3CVRQHkc5o8xGQswBKST9/f3s2buHwfFBzBaTjhUdtHS30NLZQqghhG7o2JZNYiLBSP8II30jDO4cJH04TUewgxVnrKCzs7O8IHAY2IrSaKxBdQ7PoBLRfLUBOJDNlgWYvfK0eULR/imTUl1L+RkKF2uymUnZJ7OZRA2PQHiPpox7XYaw53+XilmMukTDzTy4ugjDMOjt7c1xb6oV/LaybsbiWCae5SA1kCI9kMaO5wq2XURPjqJHMro9S82p1WaC3AWqmZA1f08RKSXBYJBIJIKW1mACrBELpBq3i/ieOEJTmgu9sXjFgL8EKhgMlt2lPhQKeVmLaDT6nCuJmilGRkb44Q9/yC9+9WtGYnFWPO98zn7RNaw87aw5066MDw/xxB238uTtN5McGeLM00/h3e98J+eff/4x+3ket0QD4Ctf+Qrf++n/8rqPfZll60+tyT5T6VTJjEU1HV9rCqnE6I5te6VZbvZjdPAIv/jUh+htbeT1r3tdaStWR4mv/dkMa8BSFrOR+ScejuMQj8fL3j6/gZa0JExmiYdoFGiL1PuStsTZ6qiVzUgm2xFVq59+//xyiIa7nf/rI51MfXgy72EDXSBaMoFTXMI+FElxsx6u61UwGzDN5/VWkGjsQAUKy5lS2lQLxONxNm7ayGB8kLaVbaw+czW9J/ZimNNXeFojFgeeOcDOzTs5evAoHeEOTj/19PKsGzeiHKi6gXV45HGmRKPsAPIoMIAq21pS3ksWLGyypMEil0QsK0Ie/BCosrZevDJEmZSeG1ip7KT7vfEHDpqmebXqrr21Syra2toKBhnBYLAmTU4dx5lSAnW89qyQlsxphBdaHvJE8snDSZIHMq6BhsjJVOhRfUa6QX/WYibn1s2AuL1UgsEg4VCYoB3EGXOwRqycEiiAhuc1lMxWFOpZUUlQ29jY6Im5g8HyDAbqKI3JyUn++Mc/8vNf/IKnt+4g0NjMiuedz7pzLmLVaWcSCNXO6ldKydCh/Wx99AG2b7ifvu1P0xgO8rKrXsK11147p60HZgvHNdFIp9O8693v5rFndnDd575F86KuGe1PSod4IlEyMEinUjU2s60SUmLbDkJTN81kfJIbP/NR5Gg/1//t31Zco+kkHJJb1U1Ab9Hn1aGqUpIB6stcrluIjEmcfQW68GachmST9DQb7k2rEqJR9Lh5XcvlmFR9HApBoEhJsy/7IcvTndQaU97bQWACldFor+2x9u/fz5ZtWwh2BTnjxWfQ3dutrIfLuRQdPI2FbJD07enjiVufIHkkyclrT2bp0mn0XBawK7OfZnJ0N+V2Vp9RU8QBFNloAWY2lc0+HHLJQzPZz6gflSGCwhmv5agmmmS+AzGmZidm4PCmaZqXnXAfgUCAhoaGKdsKIWhtLWx/2dDQQHt7ZRe4WwLlJxbHa88KACfpKHvZDLFwErlBeHhVGLNdCZbdZqv5PSuqgf88z6Qkyp+1sDOLd7quEwqFiEajmKZJfHec9KBv8VFDuURlnKL8JMO91vzEolJreV3XvZKo5ubmeknULEJKyebNm7nrrru48+572LF7D45u0LniBDpXnMCS1etYvGotLZ3dBMPTp5kd22Zi5CgD+/dwaNc2Du/aSv+ubcSG+mmIhLjkgvO59NJLueyyyxZEDF0rHNdEA2B4eJg3vOnNjGlh3vrpr8+IiaZSyYJdwF3Mij5jJpCq14eUkj9884sc2vgQ73v3u7xVOP8E6uoYivrHpyXpw2ns4WxgPR8OVVJKEolEVav4+VmNksexVcmGV2oVxyMeYrHAaVSZDDthw0RGYB6cGvzMtKRJOnJq5sPNfvSSFQePo0iJQY7jFUHUCu8splynvL9hVDAZQTW7q9Extm7dyo7DO1hx/gpOf8HpBOyACv4DlGc1G0dlkky80qNUIsXGOzey56E9rFm8hnXr1pU+V5Oo0jdQRGMup7kjqN4f7SgSN59wP3L3VE2grkF/lsKPFWSF90OZh85UAmGitFMzJMw5/XAKfJ7+hRZN07zuzIVQTHTZ2to67X3O7VnhL4M6XkugnJQiClpI8/p+pIfTxHfkLgppIc3LUhgttVuwcjNDlXTlLrYff9bCLZUTaYGRMDASBtFV2TKu9NE0if2JrAVtY7Yrd6meFZUgGAzmdOU+VktojnXs27eP++67j6effpqNm7ewZ+8+bClxJJihMNGWNiIt7RiBoNdYWTo2yYlxYsODTI6NgnQwhKCxMcop60/k5JNO4swzz+S88847bjNSxz3RANi+fTtv+pvraF59Mq/5yKcxqnBccOT0q+iO7WDZC0ugJx3Jnf/zHTb/6Te87a1v5uSTTy65veM4OeTD/d37+6TSb7h2j0IXyqGqY24cquLxeNWlQpVkNaa81skQj7hENAmkIVWZ3FEHjmSCGQ0V8EYyP0MoV5saBhauFoc0ilS49+ghVCO5Qh+BBvRkhbNuJ/ZafV5T3l8S1exOoPQMNYgjnn32WXYe2cmpV53KunPXqSct1Go3qHKiUsfxZTOIMsVHb+sjW9l06ybWdCuyMeW1Nl6DLAZR51tDlYfNlYHLIdR7WIQyGJht2GQtYPMfFuq9+8nDYN7rBVnysMi3rU8MWy2m64cxHfxEwxVuV0o0Ojs7c17jzi/PpZ4VfntZmVLzQLAnSHCJ+rCdlENiTwItomXtZavobl4MlmV5mYtqS6KKZS00oSESAmfMQYtrmNL0Spr879EtnS2nZ0UlaGho8MhFQde8OuYdsViM7du3c+TIEQYHBxkYGGBoaMgza3BJalNTEx0dHSxatIiOjg6WL19Ob2/vcd2zxI9yucExY29bCCeccAL/ccNXePd738+vb/gUr/rQJypu5lesOV8ORKavxQJZsZJS8pdf/pAtt/2Wl774hWV1jnQdVPL9t72sR9Ai0BQgNZIifTCNk3Cw+i30Nn3Wm4jN1L7Rrb2uZh9CEzlN/lxTYmEKZINUIl0bFfi6wa8GslfWTKfgBfSCqcFtO6qkxs14pFBjSpHtYu1iGBgCGZBTXa/MyoO/KWVDQdSMYaGyCDO0ZN2/fz87Du/gtJeeliUZZI6hkw2IS51n9+urU3A2c/f71O+fIhKJ5JZRTaLKwRqAHtS5nvQdf67gxlG1OqZfJ+E+2sheKyNMJQ9+pMmShwgqy5JX3uSHRwbKGP9MicR0+/aswH16jGowMTHxnOhZgZMlhnbcJrYlNrW0VKgGhv4MtxbQiKytrXOBm7WYiUC+WNbCNBWZcOIOqZ0pDM0gaGYIg666cBstBmarOcVadqZdtDVNo6mpyRNzV1pSVcfcIxqN8rznPW++h3Hc4Ji/4s8991y+9pUv8b4PfphffunjXPvhfy07s2E75TlJuUE6gHQcHKkch5wy+2rUElJK7v7Z99j0p9/wipdexcUXX8z4+DhjY2M0NDRUzKTdidhL7TWB3WOT7FfMXYtonhDeiTmFm+vNALVaHdR1vSbiaa/5VyOIxkygnSTbtXoy4zhlSo+UyIFMCVY4+yhnVbfsm6mOCvgy93WPAKTyCIRbVZDKPMazf5K6VDXy5gyzHxFUJ/VJZkQ04vE4W7ZtYcWFK3JJhosQitglUUFvsWG6X98Smel1565jbHCMLQ9soaOjI7ta7Z4fdxYUqLK1uV6Mci/bcomGgyJ7uu814yidR6a3xBREyRINlywUKm/KJxLuNV0EhQL56cqbZhPud8qtb5/u+G6m1y0xPV7F2gBO2slqKjI2s0arQXil+oC1kKbmBFPk2stG9FnRiNWiJKpY1iIQCCAslbVAA61dfalDTSGMiHITM1oMQu0hop1RguHgtD0rKkEgEMgpiXqurHDXUUchHNOlU3489NBD/P0HPki0dzXXfvhTNLROV4MgiVepCcjZS4ZwzAXxSCeT3Pb9r7PjwTt49TUv44ILLvD+FovFsCyLxsbGWZnU0sNpJrZNQASMxQYyIGdMEIr1ypjJ/mb6ebruU+7qaKGvh5N0cjIJcm8m8+FHkGypVUNhjcdMUdDpyMoQI3/PjxQqiD7BJ1o+nOlNEGCq85UvqJgyzlGgDxW49lY3biklDz/6MPFInCuuv4JAqMjCwAQqaHbHVgwW0y6ZpBIpbv/u7YQnw5x3znmq2/tOVNC+lOK2smlys0azgV2Z4+SPI40idIXKm0BlYVyd8xi5BgP5NrBN1CwD515DM+1wX2u4855pml7NvFtLD1k3OZdchMPhKde3K8g9XiClJLE7ochFcurcqEf0HJtWJ+3UtAQqH24zwpmURBXLWmiaKomyx2ycUcd7v1pAo/kM1Sk7FAphOAahphChUKimgutIJJLTlbuOOo53PCc0GvnYvHkzH/jQhzmaklz7D59h8aq1Rbe1bItkMr/pwswhpfRlPZyaOVWNHx3gd1/9DOMHdvGG117LqadOtfWNxWKk02mamppqTjZSfSkSBxPe6qvZbhLsCSINWbbw3I9ye2VUAsdxZizad8mTmyEpdDOcYmubktmMh9sbwIUOYo0vcI/JbPBXI0zbw8HtqBzIbl+QHLkwgZU+UpLO9AsRqMDfYvrO2yVw5MgRHn32US5+88UsXr24+IZuoA0qUJ5hTHt452Hu+/F9nLP+HLqiXapsygBWFdi3jSJUCZRmoda5X7/16xiKEBoozYMbo7ikrhAy7mS4MXE6M1b32qph6VehcqeFRDAgd0wuuZBSekGoG5T6Uai/RjGXqoUO19nJjtkgc7tmT2ya8FyhtFBWU6E36KokapY/y5l25S6WtXAfAOlDaeyjtsrUZqDrOo1djbQva6dlZUvNshUuhBA5JVEzLbGqo45jDc8JjUY+TjnlFH7205/wwQ9/mJ9+/H288PoPcdpfXTl1NRlZnjajCgghELruVV/kEg+pun9XiANbN3PrNz5PmBTvffc7WbKksNl+NBolHo97H3otV2sC3QGMVoPkwSTpobR6DKcJdAYILg7miDD9wnO/+Nz/91qTDMiWuM1EVA7ZoMUlGzmkooDblAgIFcRngj6Z9hEPLXffHCIrQHYzHhFmRDz84y6IQtqPZajgNN/1Ks3UztgHyZYwudkFJ/N7FXx2z949tK9sp3vVNL0K3IC50CzlqHFWQj66V3XTtqqNPfv20NWb8ZFtKLIPgcoEWahgv9Lsjd8GNkD2/E+gMg+FLlELdZ5douFmxaYrb4Kak1cXxwLJcOF+D1xHKFBdlCuZD44VS1Fr3MIez/atkJZvTtIguCzofU7B3iBCEzPuWVEu3AWfmWSs/SVt+VoLYQnscRutzTf5OGAIAy2sEe4I0768nfZl7RiB2oY4pmnmdOWul0TVUcf0OK6IBijHkO9/73t85jOf4Tff/ALbHr2Pl/zdB2loyXqmW5Y1Z8LuwsQjW25VinikEgnu//VPeOrPv2XN8l7e/Ma309jYWPJ47iqdq9mo5SqLFtQIrwoT6AqQ2J/AHrdJ9aWwYzbRE7Pp91LC81QqxdjY2IwIQSnMRKtRKGDXNK3iFL8wRbZcxbdfr8THFeuOkm1aZqCIygzsTfPHX9TS2NWhuAGw75KStpxqYZpGCUTdDtb+Rms+q9ubbrqJjRs3snz5cq677rqCx47FYgyOD3L2VWeXF7AWW1yeRJ3HAk5TxSCEYPWZq3nsfx8jFooRDURz3nsONJTN7T6UVmQYKNx2QRGSUXLLm/yXTCdZoqGRJRmuTsL9mW/nG6JmNsIzxUIkGIWub78gvBosNKIhpcSJO9iTNoGO7GpBqi+lOlS70FQZlGsvi8Qj0Gbr7K+0u3N7Op2uqqS2lNZC0zRkXGKP2KRHlVGJruuEm8MEW1R3bRmWaI5G65JWGptqWz4cDodzSqIW2vegjjoWOo47ogHKm/rTn/40l156KZ/+7Of47oev48q/fR8nX3gZCOa1J4YiHgItQz3cFXIv65G5eR7YuoXb/vurJAYO84qrXsRFF11U9uQZDKrVrImJCaLRaMVN/KaDHtWJnhjFGrVI7E8Q6Mruv9TquqZppFIpr4Ya8DIGbmmDW0ddLWaS1Sg0djfAqkZTMeU1BqrvgE1uqVUCFdz7h2yj+iu4YtxSgujpjlsBhC6mlt2sAZKQjqV5dMOjbNm6hYHhARzp0NTQxMoTVnLRRRdlt4+jelL4na8CgAYHDx7EbDHpPbGyFMGNn7uRDX/cwKrnreIdX35H1U5NvSf2srFxIwcHDrJ2+driQmep9r1nfA/3PXwfh0YOMZlSdVxXn3c151xwjnIDA/XZHS2wD1cn4f/ahlDXgPu8jdLK6BQnPfOEhaTFcK/pYuQiH373qUow30TD7Vnht5d15wWjyUALqIvJaFY9HVxioUW0ObEh92OmJVGlshaapqlysCPqHGi2asYY1INojar8KxgOYgQMDMOgeVEz0Wi0JtepECKnK3et75911PFcw3FJNFxcccUVnHXWWXz+85/n9//xb2z48++45DVvpWtlce3GXMO7iWsaOnD08AHuvfFH7Hj4HlYv6+HaD7yPRYsWVbxftx51YmICKeWsNIwxmg2iTbmTe/qIKqsKLg1iNOVeXuPj41OyAy558t/g/aJN/6NcVJPV8JdEFSMaZXcCn24bHbVS767W2yiy4T9dCVQA6jojaWRLrXy9PKqFl9UoA0IIJp1JfnTjj+jrU6KBgBGgraGN0fgoGzZsoLe3N9cWM+PQld0J0ATDI8N0rO7AMI2cVddp4f84XWlVoILXZ2CYBh2rOxh5egSrycJIGtksRIhs2VKGLB0+cJhdA7toDbUy6b4hNyPlIoAiHfnlTYViVo1cfUsKRSgNFhzRAOalNKQUqZgOM+rQztwSjXznt8SBBKnDU0uNhC7QG/Qc/UGgM6AyZXMIV4RdbVfuUlkLXdeRaeXkZwZV/xMhBMlkEmEKREigN+mYrSZ6k+rZ4ZYx1SLLYBhGTknUfBPOOuo4nnBcicFL4f777+eGr32NJzc/w4ozL+SS17yVjt7l8z0sD+NHB3ngtz/n6bv/QGdLE69+5Su45JJLkFKSTCZJJBJes6hKYFkW4+PjhMPhWW8OJKUktinmuX0YzQbB3iB6RPd86WeCQuSj2OVbqRe7uz+/lbELN9tS6nguaua379rTulmP/N12ki3lcYPwCmPCSm7Ov/rVr9i0aRMAF154IZevvRw9qUMX7BnZg67rPPbYY6p0aulyrnvVdZCET37zkwBcc941PO/M53Hb07exc99Ojuw+wlkvOIvXfPA1oMO9N93LI398hJH+ETRDo627jRPOOYGr33U1n3/t5xnuG54yprff8HZWn7mascEx/vS9P7H1ka1Mjk7SvKiZs15yFpe98TIVMAj49vu/za4nd3HGC84gOZlk+2PbiQajfOBlH8jusA0lxgZFJHbBpD2JGTCZODjB1+76GgBXX3k155x3Tm2WaSZQGpggKtOxQOD2oZgLzIRYQJYM5WdeDMMoKQDOF4NrmkZLS0tVY5gOUsqsYDuTrXDiDpF1EYxGdSGlh9LEd8fRwlqOvawWmn3BdjG4FrTV2pAXy1p4LlEpgYgJVZ4Yh2BXkPAKlWaUUpI8kMRoMtAbs41jXevYcDg8o/MSCoW8rEWtsiF11PFcwnNSDF4KF110EYsXL+bmm2/ml7/+DT/+p3fQe/IZnH75SznhrPPR5mEFQ0rJ/mc38cRtv2fXY/fTFA7wN6+7liuuuCJH3xCJRDy7PMdxphCPUjdowzBoampifHwcKWXRLrm1gBCCyPoIqcMpUv0prFELa9TCaXSwW+2qmsb5UYgE+MutbNv2ftd1vaIbY6mSr3JKR2re0CuAaiDXjiIS/l4ecXJtUMeAfnL6eBBmWuJRblYjkUiwZcsWALq6urjyyisRQ0KNaRJWrFgBwGOPPaZeoJEtK3KxCJKRJCknpbIZ3iDg6fuf5pbv3gJA59JOpJQMHhgkEUtw9buuZsmaJaTiKWKjMYLhIJ1LO0FAqCFEbDTGN971DUb7RwlG1N+O7DvCbd+/jeG9w1z7D9fm2Lo+de9TKsNnBjENU2Ud3AyEP9NgAidARMuc6ChwV+ZvAWo3c1baQ2MOMJskY6akIh+lenZUmtWcjVVse8ImeSipOmxbU9+zM+l4mSyjxaDxjMZZ6VlRCfxZi0r1aaWyFoZhqPvaJGrOGlelYh40cs6REILQ0uyXNxgMegSjWrglUc3NzfWu3HXUMUd4zhCNeDzO8PAwF198Meeffz4PP/wwt91+B3/4+qe4u20R6y++khPOvoCuFWtmfSXv6OEDbN/wEFvu/TOjh/aydHE3b3vja7nkkkumnUQ1TSMcDnvbucTD/yjkDe+SDcdxiEZn2NK51PhMjdCyEIHOAMmDSSaPTJI4nED0CcxeU3Uar+XxfKVXfnJm2zaTk5NlZSKmK4lyS6cKlWXMScdgjSx5aGNqyVEi85y/XEmgAuwwKvMxg2/60NCQF7QtX75cnYcIMJQ5XjklUDqkZEo1z9Iz3y8TiMLggGpTveZ5a7j+U9cDYOkWB/YcAOAtn3oLN37mRjbcuYGeZT284+Pv8LpV3/bj2xjtH6WhpYEP/scHaWhuYMtDW/jxZ3/Mhjs3cNkbLqNjTa7C/i0fewubb9/MxWddXFzgDVO1FbOBWncFnyFquao7l9+Tgj1lKsw+Vks0pJMRbGcyFUarkSPAtkYzCx4anqbCy1YEshfZfBEMKWWOS1Sln1WhrIVhGEQiESXmFhpmwPTm6ondWbtdNKU9MVoMjGYj53y4cDMP1RAD997X0tJCU1NTvSt3HXXMA54z37oDBw54vxuGwUUXXcRFF13E3r17uf3223nw9pvY8LufEW7tYOUZ57Py1DPpXrWWxraOGd98J8dG6Nu9g71bnmTX4w8y2neQsGlw1vNO44q3vo7169dXfYx84uGWWvmzHlJKNE2jsbGRiYkJJiYmZt0rXgtpGMtUYz/tsIYTcxCRubuR6rpOOBzO6ZXiEgqXeOTrLsrJXPiF4XNCMgoOIu//3aiA2Z/xsDI/4yhy4mICRQzCgFFeVqPg+wyRFTMnKSsQdxwn1zpXqDGsvWAtf/zBH9nx5A4+9eZPsWjpInrW9XD2S85W2/kXVaXvmEk4sEl9rydGJvj0mz89Zdz7d+/PIRqrT11N99JuNovNM+vLkVJjn3EXcfe9zbNLZi26ec/H98IvWC82nnJRLtGQtsQasTyxtj1p52qItKzTkxbRCC0PKVIRnnvBdjHMpCt3oayF238kGAyqBZ8UWCMW1mELK24ROD0rqDbbTZyUo8hFo1GUYIXDYZqbmyvWF7qZD7crd70kqo465hfPCaIxNjbG2NhYwb8tX76ct73tbbz1rW9l+/btbNiwgQ1PPMytd/4eB0G4qZlFK9bSsWwlDa3tNLa2E21pI9rUgm6aCE1TjlG2xeTYKBMjR4mNHGVi+CiDB/cysHs7E0P9aEhamho574zncebrX8XJJ588KwJtIQShUMhbBZJSkkqlPOKh67p3PhobG2dtErZtm/HxcbSoRnBNECfuoIWy0VS6L40W1NBaZq/+WNf1HGLgEgl/xspdzXO3d5/zwz++eScZxeC6O7Vk/p8i2zzQHz8dzTwPqgQoAjIsIULR0raOjg7PyWvfvn2KnGhCkZUYitxMQzRcsouERCy3h0r3qm4+9MMP8eTtT3Jo+yEO7zzMnl/v4ZFbHuHDP/4wrV2+tIOGsg3WUUF6ZsjBSJDOFRl1rI2XZTGlqd5vJhBsaGlQhEebgdA5DuxBkbvKfRpysQBKpwr1ypgOC+F7UIpkuHBX2MtBoe2kJZXzk4anpZCOJL4rnrOdMISXpfCbYAhNKOH2AoBlWV7WotKSKH/WAlQ/CbfTdiAQAAl2zMbqt4iPxrMZiwzsmO2dv+CS0ve9SCRCc3NzRW5P0WjUs6CdzfLgOuqoo3I8J4iGKx4bHR0tuo1hGKxfv57169fzxje+keHhYfbs2cOuXbvYvWcP+x+6g5HREdJpCwmZh/8GJ73+YYam0dzcRM/ibs44/0xWrFjBihUr6OrqmvPVFSEEwWCQYDBIU1OTRzz6+vpIJBKEw+GaBwuO40whdlo4G9Q5CQfriLphaQMaxhIDvaH2kZYQAtM0pxWhu0GwaZo55VH5drv+mu9qLW/nDP4mcX4EUYF4yvcYUX+SYYlYPvX6DIVCnHzyyWzatIm+vj7uuOMOLrvsMuXXb8POAzsxJwp79UejUWKxGENDAaygnAABAABJREFUQ5x00knEJ+IM7B/I2WbwwCBCCK74mysAsNIWn7rmUyRjSQ48e4DWplZMXe0/ZaXUe3CAZug9uZdnH3sWTdd4w8ffQNviNpiA5HiSzQ9t5pTzTlHvMfPRCVuQSKkO94FAQNWKu+cl34q2GARqAjiKKiGbSSXiPJZOFdMjFcJCIBbFUGzMbk+NcomGEAJ70mctO2F7AbPRbHiBsmZqGK2qzMezlw3Nc0qqCNysRaUlUf6sBWQzxO69JB/JviTJA9nssUvMvJKo4PTnJxqNlt1hW9O0nJKoelfuOupYuHhOEI1QKMSaNWsYHx/n4MGDxGKxktsLIWhra6OtrY0zzzzTe15KSSwWY2RkhLGxMa8m1RW8NTY20tLSQmNjbRsG1RIu8Vi2bBlHjx4lkUjQ1taGZVle1qPS1S4/pJSe8LzoGAICo8vAHlDOK6mdKfQmHWOxUfMbtmEYJa0YXfKQ77nvfqaAR1Q0TcsJuBY82SiETENsr7TKLbVKAnpuKZXcK70mci+54iUMDAzQ19fHfffdx6OPPkpLSwujo6MkEgmuueaagodbuXIlmzdv5oEHHuDgwYPsP7B/ioPWrid38et//zWN7Y00tjUyMTxBMpZE0zU6l3RCCjqXq2zFgR0HuOGdN2AGTN7xtXdwwSsv4JFbH2FsYIwvvflLdC7vJDmZZLR/FNuyOeulZ+VkPhAwMjRCUA+qmu9D5FrVuo3zAkAInj7wNLfddlsOybzrwbt4wHiA3tZeXvVXr4LlVD+TtqJsjud40bvUgsdCJhV+lFPq6C4WFCytsqVH8IQQTG6eRKamvmctqCECua+PrIlM2W4hwO3K7RKMSl/rlpL6F6jcpnkATtIh1ZciPZom0BnwSsSMZoNUX0oRslYDo6l4SZQfQggaGhrK0k+YpullLRbyPbaOOurIxXOCaLhobGzkxBNPZHh4mIMHD+bU75cDd1KcbX3DXEAIQXt7OyMjIwwNDdHZ2el1Hbcsy9N3JBKJitybCvXKmHJsTWB2mxjtBtYRC2vIwh6zscdsjDYDY7GBMGqT+Zkuq+EnGoX+ZlkWlmVNEYS7P/OdbRZ6cObB7dvg9m6w8VbXpZQqC+B2Ah+DiIzwtsvexqO7H2Xz7s0MDg8yODhIU1MTJ510EsuXL2fPnj1TDvOiF72IZDLJ3r17OXr0KGvWrGFwbJChQ0PeNktOWMLJl5zMoe2H6N/bjxEwWHbSMi59/aV0LeuCBJz912eza/sudmzYQd9e1cvDmXBo6GrgPf/1Hm77/m1sfWQrR3YfIdoSZcVpK1h/4fqso5R7OekwMjBCc6RZ/T+CIllu1sPtqREDQpBMJhkezrXWnZycZJJJmkJNirD1AZX1H8wixOwJzYugmJ7hWCLOlWSGHcdBE6q7tIxL5KT6SQCMU9QtUNd19LCObdvoDaoBnifYNhd2QOt25a6mJMr9zB3HwTAMgsFg1h2KTGY35pAYSWCNWDjx7HxnmZZHNPSITsPzytdDuE3xGhsbSxKMSCSS05W7jjrqOPbwnOmjkQ8pJQMDAxw+fLgqf/DjCePj44yOjrJo0aKCaXE32+ESj2IrZdX2ynCSDtZhC3vURuiC4InBmhENUJ91PB6fEkS5+gwpZY7fvr9swP0dCttlltPE71gJ3nLgkM14JJjay6OVbMOwdGa7JqYVWG/bto0943u4+v1X59rclhpHpku3hwlUyZNJ+Y5ak2qclmZxy7duYUXTCtauzWvcaZElHanM/l0hvQNsz9tnGhjIHL8HWOX7WyXNCOcQpRraHUuiWVdrVWrMQgjEsEBMCHRLn5JJMwMmkVMjCEOt3ocDYYQx/13Qy0E1XbldzRpksxemaXqP/MUWaUsmNk0g074TJ0Bv1DGbTYyWyjPQrilJY2NjwZI2IQRNTU2emLteElVHHQsX9T4a00AIQWdnJ+3t7fT19dHf31+x7/rxAlcU3t/fT0dHxxQxnWEYGIbh2eLatj2ll0c8Hq+6IZ8W1AisCODEHGRK5pAMe8RGa5qZW4sQwiuh8sMlCf6AxS94dLfx76eYUHw6e9z84y54aCjtgas/cMgSjkmyfTwmgF3AKMr9yu2u7XYvz4tDenp62P7Qdg48e4AVp64ofGwHFaTbqMxCpnzLQxA1c7nEoIJZ7MCuA6RH0/Ss7wHgu9/9btFtr7/++twnusnVtoAiV6OoPiY9mbFJFCkxMv8P5D388dUo2a7vc6DTOCauvTKQY9BgSe/alAmJ6BEILUMY0kqI3D/Rz+HRw/RP9NM/PsREchJHOmi3aYSCQXq6u1m+fBlLly5l7dq1s2LUMRO4JVEuwZgOmqZhGIYXzLuvB3J7Wrj7TzmkRlLItCTYo9670AWaqeFIR5VEZR7VLAK5pcWFSp4Mw/CyFk1NTfWSqDrqOM7wnCUaLnRdp6enh0WLFnH48GEGBwfne0jzgoaGBnRdZ3BwkLa2tpK9NnRdz2kiODY2RiqVIhQKVdXkyYUW1XKEtfaYTWpvCi2gYSw20Fuqj8RM05xCNPxlU/7shh/lBGbllpwc00GeGwxHUE0EXbjicivzyO/lEUb1vMgQhWg0SkdjBzsf38nyU5ZPXT2WKHLh/l4Iro5ikqy17nSXRkSd/x1P7KCjscO7vg8ePDjNCzPQgOa859xSq32o9+fqLNKZsbtlWPloRpEWUGVXCWAtuWRqjnEsrOJ7cDNoCWUsQX7cnQTCSlu17dA2Nm3ZwlBsHCMcYdHy1fQ+7wyaF3VhmCZSShKxcQb37ebBzdu4/S8PEDJ1zj3zDM4//3y6u7unHn+O4JZEpdPpkll3V0/mLggJIXJe62Ys8juh2zFbWdCOWMqiF0CDQHfA01eE14QRpqh6ocftY9HQ0JBzbNe6tqWlhUgkcmxdf3XUUUdFqKh0auPGjTQ3N6t6Vl1H07Scn4WeO9ZWJ+LxOAcPHizpUHU8I5lM0t/f74nap0M8Hqe/vz/nOSmlZ6XoahyqgT1ikz6Y9rrFahENc4mpCEkVyBdIuk4srnVrPvxlUy6KZb1KlVAd0wSjHOxGBXcdqIDfFZi7p245WR3CBBw5cIRHDz7KxX9zMYvXLM7d1wRZ4qKRtbPNj0PiwHjm9wZyO6UXweGdh7nvx/dxzvpz6Orqmv4F5aJQmVSa3OyH+7BAtkmSjUlS8RTOdgdtSCOwJEAoEpqa/QihiNUsY6EGejKVyVZEyK6kD4MYFAj/SQ+CCCnLZdkg2b5rO/c9+BApKVh5xgWc8vwXsXT9aWi+ch3NJybXdQMEjA4cYfNfbmPLXX8kMTrI2aefxjXXXDNn+oBySqL8pMIlFu58m06nvb4W+VkLF6kjKZJ9ySnCd71Rx2g2CCwKzLh01TAMj2C4on1/V+6FljGqo446Kke5pVMVEY277767KiF0JcRkuufm6oY4Pj7OgQMHmJycnH7j4wypVIr+/n7vxlBqu76+vrI0Ci7hmG51bsprbYk1YGEP2EhHHadahyoppfd5uh3VpZRF7S/druL5z5Xa/5x3DV8IOIKyyG0h62oFinzEUSv47tf2MMhRycPbHya+OM4V111BoCGgCEqSbA8MSbYjeiFHJgtFNGxUhqXUtOCoa/W2795GdDLKueecO3vziIMiFHkC71gsxsGDBxk+Oszo5Kjqki5Q2ZtMr5OAE6DZaKY12kpPRw/RYFRpRNxeHRYwTPEyrCqxUEiGtGXWgCCe+emS1cUgmjJGDEmBOCoQYeGV6Lkr8LFYjHvuuYfdh/pYd9HlXPCKN9HYrk5g/vvMIRp5gmTbSvP0/Xdx3//+NxFh86pXvJyTTz659u85k0l1yUWh0kzTNAtmLPw9MYppLZy0gzViKT1FRtSe6kuR2J9QFrTNPgvaGojeTdOkqamJaDSKYRhe1qKpqanqzut11FHHwsSCIhq1hJsmLpeYlPr7dGJCKaXnUFWt/uBYhWVZHDlyhHA4TGtr65TzZFkWfX19VZVJuZkCf8ZjWrKSlp5DFajO48F1la+KJZNJ0uk0iURCudFkroNCcMXg+WMvNVZXZPmcwjjKJtYkVxBdbNsJiI/EueeZe+i9tJdzrjxHkQyLrFbBQRGNUkm1MRQhaaB4wJ0ps3n0zkc5sOEAl1546ew19EoDBzM/V4A0JP39/ezZu4fB8UHMFpOOFR20dLfQ0tlCKBxCT+rYjk2CBCN9I4wcGmFw9yDpoTQdegcr1q6gc2Wn+v7FgAN5xzTIko5Gysrs5GM+iIaUEiReSY6MyanvDRQZCwJtIBqzDTcLjXloaIibb7kVGWni+W95N6ufdy74Lash5/8e0fBZWedj/Oggd/zov9j3xINcdeXlvOAFL5jx+XK7cqdSqSmLLv5MhWEYOXOTv5O3S0Dchx/2ZKYkatTCnlDzc2hFiMAixdidlIMTd9Ab9Zp1KjdNk+bmZtra2mhpaaGlpYVoNLpgSGwdddRRexy3YnB3dbxWKCej0tbWxujoKENDQzni4UI/jxcYhkF3dzf9/f0MDQ3R3t6eI5ju7++vWovhirNdW0OXePizHlNW9kyB2Wuid+hYhy30tmxgIJ1M0DKNb7u7T3/zqlINyiptcOXf53OKbLjBratJKFXqk7HUDS8Oc3LoZDY+vpGm9ibWnbguG1S6nF6iiImBIhIGueLyaOb/pT72NGzdsJU9D+/h9JNOn92uwXpmLA7E98TZeHQjg4lB2la2cfZVZ9N7Ym+u05aFIg8ZQtWzVgnUrbTFgWcPsPPxnTy6+1E6Bjs4/dTTCethlR1yy7DytTFBsp9FHCVQ92c/3KaE8xD7yXSBbEUbqtwOslkrk6zlbxhVEuULhov1zhgaGuK3N/+eht5VvOwDHyfS1DJ1DBR+66LECWls6+CaD3yMh373C2759Y+xbZsXvvCF073dKSjUlVvX9ZwSp3yyY9s2iURiStYiX2sBGTF3Xwpr2MJJ5WZd9aieMzdqAQ0tUJt7VTAYZPHixSxZsoSWlhbVm6aOOuqow4djjmjUGoXKY4ohFAoxNjbG2NhY0UDSnykp5+d028wndF2nq6uL/v5+BgYGWLRIlSAMDg5W3AyqFPKJB5CT8fATDy2kEViZW0tjD9lY/RZGt4HeWniVzrKsHE2G2xtjuk7IhcaaXx71nCIVhaCjAsMEKnBuKe9lS1cuJRaPsekPmwBYd8E6ta80amZyRdX+ZKLI/M3tjwEq4I6TFay7kLD1oa1s+sMmTlh6AkuXLq3m3ZUPDVgM+x/bz5a+LQRXBbn42ovpXtVd+DpzL5u8PxmmwYpTV7D8lOX07erjiVuf4J4H7uHktSfnvof8Du9+DpUkG9j7IVDnrROIZq7nMol6pZCWVGV1CRQZyoevjZEwBXK1nFYbUOg8xmIxbr7lVhp6V/HyD3+KULS8rLtHPKZ520IILrjmdRiGyR9/8T0aGxu54IILSu87UxLld4kyDMMjFsX0i4WyFuFweErWwkk7SEuih92Og5DqT3klh0aT4ZVF1YpUuNA0jdbWVlauXMmSJUumbbRXRx11PLdRnyEqgKZptLS00NDQwOjoKBMTE1O2qYS4TIeZkhT/NuV00S0ETdPo6upiYGCAI0eOoGkaiUR+9FJ7uNklF27GwyUf/nNsj9hIS5I+kMYesJVDVXPW1jG/kVV+071CmM6udroSqedcVqMVVe5U3KysINatX4eQgqf+/BRj8TFOf8HpBBozRDJM7qq9q99wCYg/9kqQJTwapBIpNv55I3vu2cMJjSew9pS8nhmzACklW3dtZUdsBysuXcHpf3U6gbZA8UDWvTyKxIFCCBavXkz79e1svHMjGx/aSCwWY926dera1VHnqFCSJgosZqoY3SVu/jGNA32q1Csn+5H5vVTwP6W5ow6iI7O9jiKe7vsMkputyNPeTEcyCi2+SCm55557kJEmXvaBj09PMqTMKZ+C8kvHzrn6VYwN9fN/t9zCmjVrvIUXF+5c4y6MuLqKUChUtDSrmNaiUNbCjttYoxmXqAnVWDB6ovrCaaZGsCeIFtLK7spdCQzDIBwO09nZyapVq8oyCqmjjjrqgDrRqAqGYdDe3k5jYyMjIyPE4/FZOU4h16OZYCYZlubmZg4ePMjY2Ni8CPtc4uG6lbi+8JZloa3VSPWnsI5YOEmH1J4UWlRDdkhsc+r5cxxn2mxGMZLgEoxa2t4eF6i0j2dmOVkIwbqT1xFpirDlgS0M7BzgjKvOyGYBDHJnKZd06L7/u5a6hirR6Rvo44nbniC5O8npHaezdN3SOSkX2rp1KzuP7OS0l5/GulPXqQB8ElUuVuj4BioDM83YAqEA51x1Dk0dTWy6dZM6Z+vWlX6RP+PjQpLtPRL0BdhuctJfhuV/Wa9ERDNaiqRUwn/X2jeZ+d0bLF45lBAC2SXVOIK1z5iAagC5+1AfV73vY1PLpQp1QGfq6a5kVJe85jr2bX6cX/zyl7z7ne/0FpbchQ+3u3Yp8lJu1gLAGrc8C1onkbuAJW2JdKSXwQ0urq2TUzAYJBwOewSju7u7pO15HXXUUUch1InGDBAIBOjs7CQejzMyMrLgBePuzbAa8pJIJJicnCSVSnH48GFvxc0fsPszJ+U88l9TCTRNIxgMKuIRBafZIb0szeSBSeKH4iSOJpBDEq1LQ1/k03NkSEIpolSpALwUnlNko1xYwH5UQJpZGF0aWkrHqR1s3LOR+358H22r2lh95uqpuoZ84qEBNlhkdA2bdnJ031E6nA7OD59POB3OOhfNIvbv38+Owzs47aWnse7cddn36XZYLyTSdu17y4S736d+/xSRSKTyUjC3bCovnhUdAtkip2Y/kmR7lbjx5RiwFUUy/GVsUdRn2Zq37+bakYv8OSKVSnHfgw+x9sLLWfW8c2ey47I3DYRCXPm29/Prz/4DjzzyCOeee+60pUOVZC2kLXMIWeqI0l0AqiSq0VcSFaxtSZQQwiMW4XDY0yd2d3fPrrapjjrqOK5RJxo1QDgcJhQKMTk5ycjISE3F6gsB6XTas4UNBFS9w+TkZMEb5UxQCSkp9NBNHaPbINAYQOvTSA+l0dt0pCY9kuX+1HUdKWXR/hnuz0IkoU4eiiCN6oNhopygCsFBOTOlgAFUgJoAjkKYMOeddh79o/3s2beHx37xGBubN9KxsoOWrhZauloINYTQdA3HdkhMJBg5MsLI3hEGdw2SHkzToXVwzpJz6GzsRBzOlBf5g/x45rhu9/IwFQX7hRCPx9mybQsrLlyRJRlkjpFgitXtTLDu3HWMDY6x5YEtdHR01CwAFEZGq+FOXXbmYQCDIFsyK+c6SpAeJ9s40RWYp8g513IsIwD3CdKr7c9QqGxq+/btpBzBBa98U2U785dPTUMy/POPOx/0rjuFlWdexP0PPsR5551X8HWVZC2cpOO5RFnjFg2nNHgkwmw1EZrAaDVmpSTKbb7q3sPc99ve3k53d3e930UdddQxY9SJRo0ghCAajRKJRBgfH2d0dLRmWo35hG3bjI+P5zwXCAQQQhCPx0vWH1eKmWQO/KJLQPVWaAbHcBCoEjDrsEXaSuO0ZEunCn1GbsanlDNVJWTjOUNMxsmSh0JEQwKHUcGnBvSiAlS332OzarrWFeqiq6vL6z0xsnOEHU/tIOWksi5TEnAgqAdpFs2ssFfQs6qHaCiq/r4S6CF3NR6yzQT91Y4hcolHBZezlJKNmzYS7Apy+gtOz/2jTmnNipV5HzoVkZ3TX3A6AzsH2LhpI+edc151phEOOe9THpLZBoh+GKhzkrEbFm0C2jLfjUJNCf1x9ART9il1nw5kUfnlVIW0GZu3PM2KM8+nsa2jyKsKw18+5XecEqgO2EKoZoASiSyiuTvt8qv4vy/ex969e1mxYoWXtXDLOUtmLaTEiTmkR9KqJCqeu39rzPKsaM12E7O9th0bA4EA4XCYSCTiLRyBOscdHR10d3fnPF9HHXXUMRPUiUaNIYTwGhaNjY0xPj5+zAaZjuMwNjZW8G+maSKEIJFIEAwG5815xLZtUqlUYVJnZMmLTKrGf07aQQwL9CW6Cmx9wm43w1GodKqOMuCuZk+S7YPhRz8q+BQoEhBANaBLZrbNixej0Shr12ZF3K7Vp9v/JBAIKDtNC9iZ2UhHrcSPo+xT8zWrjeR2L7fIdWdaRlZc7S8PKoL+/n4G44Nc/OqLCYSmCc6svH25DekiVEQ0AqEAZ1x1Bvf9+D76+/un73IuyXWhigNpkKskwswE2kHUOQuRI9gWgRJEwC3D8pGpHELQiHq/LglJk3UIS6Ccr9wh9k3NfrgP3ZjaqLW/v5/B0TEufP6LS7/3EhCApmuqX0VmMcBxCs8B+Vh20uk0dffyl/vuo6WlxctahEKhglkLP6wRi/gOH9MVoDfomC2mKomqsBHpdBBCEAqFvJKo/Lla0zQWLVpEV1fXtGOvo4466qgUdaIxS9B1ndbWVk8wHovF5ntIFcFxnGlJktulNpFIIKWc05uUXwxeFgIglgg4DMISOIccGAJ9kY4MVpdJqROQPATJBvoJckuWjqJExKDckCKowHsw89wipp2NQqFQYZ9+V1Tt9pJooXjplhvAtmT+n0IFvq4WIVMpctNNN7Fx40aWdy7nupdcl5vx8F3me/buoX1lO92ruksP3g30A2SJTBF723LQvaqbtlVt7Nm3pzjRmECd93zBtnu8BNn30gK0MsUautJrXEqZLXVsFDlETzo+HYiVd6yk75G/z6BU1rduCVNKcujgIYxQhN51p5Q9Nu9oQqD5zC8cx8EqJ/vsLlpIiZSw/LRz2P/InTQ1NRUsIXVSjifk1ht0gkvUxWU0GQhTKL1Fpit3tSVlxaDreo7eolDWS9d1Ojs76ezsrFvU1lFHHbOG+uwyyzAMg46ODpqamhgeHp4Ta9haYGJioizRuK7rhEIh733NBdmYUiZVBoRQQY8W1tDHdeSgxJl0cHY7OCEHugFzak22/2cd00CgAvJxVODuz3AMZH5fRDb4HEAFwEFU3f9M0JQ5juualEAFz0Uux3Q6zaOPPsqWLVsYGBjAcRyamppYuXIlF110Ue7GbnA8kvm/CUQg1hBjcHyQs686e/ryJbdMKQU3fuVGNvx5A6tOWcU7PvuOqoiGEILVZ67msf99jNhgjKgWVe+5lSyRcYXooDImIdi0fxP3P3k/g0cHMU2TlStXcuWVV9LaqlTcs3mtC01ksyX5yLfiTWZ+ZuJ///mVhyT9W/vp6FmNZmlqG6EeWx+5hzt/+i0G9u7CttI0tXfSs+5kXv7hTxJpbGbrQ/dy98++w8FtT+PYNkvXn8qLr/8gJ5yl+mL839c+wz3/+30aWtv5h5/9iWhzK7/7j89yz8//m2hLGx/5ya00tS9CE4LuVSew+U+/IZlMeloZO2Z75MKezM6fMi09oiF0QcPpDTXvk+SWRIXDYa+8tRAMw6Crq4tFixbNuXtgHXXU8dxDnWjMEQKBAF1dXceEQ9XExERFgnZ39czNbMxWfa/jOCSTyaq0L25ZlNAEtILT4CAHJRwFkRJIrbDo2/8zn3g8Z7QXlcAlGjGypVBhshmEtszPJMrBCKCLmdvPNqAITBTo8z1XQP8Qj8f50Y9+RF+f2jAQCNDW1sbo6CgbNmygt7c3u3EIWEJu1iOtfj84dhCzxaT3xF71vFtmVajyxUARqiRTm9dV8t7dPiI29Pb2sjG4kYNPHWRV9yoM3VDHcIlGBHVuMz0rHn/icX73598B0NLSQjwe5+mnn2bv3r28853vnNfeCCIgpvTVABCOQHPyTqiEgdgwy5edrUhG5is4MXKUn37ifdjpNC1diwk1NDFy5DBP3fUHXvz2D7P94fv43898BCklLV1L0DSN3Rsf49vvfwvv+NqPOeGsC7j6nR9h6yP30bdrGzd95V+5+NVv5d5f/ACA1/7L52nuyNZ7dS1fjRQaBw8eZM2aNUxsmcCZzOvK3aCrrEVL7q22FiRDCEEwGPTE3NNlJUzTpLu7m46OjpqaeNRRRx11lEKdaMwxXHePWCzG6OjognOoisfjVZEgTdMIhUIkk0mSyWRN3UqklKRSqRmdK9u2c5v26QLRJZBtEpLgmE5WBD4soXGqQ04x4pH/+3Mabr2+qz/QUYF0F9lSIVABcW9mu1oYJ+koQjCa+X8K5W7VRpbcZHDrrbd6JOPCCy/k8ssv91Z29+zZg67r7NmzR20sUASmET75yU8CcM2Lr+GMk89g+Jlhtm7cygNXPMBZLziL13zgNQDc+9t7eeTPjzAyMIJmaLR1t3HCOSdw9buu5vNv/jzD/cMA7Nq8i3982T8C8Pavvp3VZ6xmbHCMP33vT2x9ZCuTo5M0L2rmrBefxWVvugzd0MGBb3/w2+zavIsznn8GY0NjPPbMY0RCET5w3QdyxecGHsGzLIvbb78dgPXr1/Pa176WsbExvvGNbxCLxfjLX/7CVVddNcMPofbQzFy3KSEE+iqdyTvjNC/pRgQEMmMMMDp4GDudJhiJ8qEf30ogGMKedDi4bTORYAt//M5XkFJy1gtfySs/+Gk0XfCzf/sAm+75M3/8zg2s+q9zEYbJGz7+Zb52/at44rab2bHhQaTjcP41r+OUS65Qg5DKhraxuRMpBKOj6qLTwzpOwvHsZ41mA82sfVduV8gdCoXKIgzBYJDu7m7a2trqBKOOOuqYc9SJxjxACEFDQ4MnGB8bG1sQDlWJRGJGzQfd3hbJZJJEIlG4nr5CVFMm5YfjOF5XcSnllButMIUqhclwEDkh4QgwALJdFqxb917ry2gUcsV5TsIVCCdRgX4v2RX+/NMYpeJO4tPCdTlqQJGNYVSwnRlDIpFgy5YtAHR1dXHllVfmfHYrVqwA4LHHHit+jCDIBslobBQjkJlCdfV4+oGnueX7twDQubQTKSWDBwZJxBJc/a6rWbJ2CalEithYjGA4SOfSTjAgFA0ROxrjG+/8BqMDo+pvvZ0c2X+E235wG8N9w1z7T9dmiRvw1P1PIR1JKBQiGA0qp7UiOHTokGdRfdJJJwHQ1NREb28vu3btYseOHdmO62R+uo5YbvmZK+SWBbaT6ry45XLSVtnCKdu4r4tke2xIW8KhqdsIqTKNokmgdSk9hbQlzjYHO26hSRPpNhsEOpetoW3xUo4e3s9nXn4RHb3L6Vq6llMuuJKWth6GjxwEYMOff8OGP/8m5/zse3ojuqaDgN51J/OSt3+Q3//nFxg/Okh7zzKuee//h0xL1STPVgPUMECqOQoguDRIaEWo6HxRLQzD8LIW0zUD9CMUCnkEo9ZlWnXUUUcd5aJONOYRbsfthoYGRkdHmZiYmLcA1d8rYybwZzZc+9tqbnIzKZNyX++SC8gG/sVW9LwxZmrZSaA0BMMgO6TnUFUuntPEYzGqfCmOcpry66RdS9fZkPLYqIxGDFgLDGWON4rXSG5oaMi7ppYvX151AJZMJkk5qWwzQR1ogMFhpW5fc8Yarv+368ECS7M4sPcAAG/5zFu48V9vZMNdG+hZ3sM7PvMOpS8Zh9t+fhujA6M0tDTwwS9/kIa2BrZs2MKPP/NjNvxxA5e9+jI6lvisuSS89iOvZfsd23nBuS/IPh9HnX9f4D66e9T7c9TJsruGsFLNj46Mwq4Cb7SdbAmchSKPxdBKVpdjkyUahSDI6nIkXjdy125WuGJtqanyKfd7m7E21oSO9M8NUmKaAd7zjV/yxN2/48AzT9G/dydP3vU7nrjz/3j9P33F27StaynR5lbVmd7IzgeWlcIwVf3W0cMHvOcnR0eYGBimZVF24URoAoRUjlGZbFgtsxf+kqhKdW+RSITu7m7PDauOOuqoYz5RJxoLAG4H1qampnlxqLIsa0qvjJnAtVNMJBKe/W25KXsppedHXw3cEqn8sia/G04hOI7qrUEE5HKZ7QmRRgVtwyAXSUTD1HKqckjEc4Z4SFSAn0IF33llSwygzm03KsCuJdy+DWkUUWxDEZ2jqKBWq915T6VUTw9Nz72u156zlj+af2THEzv41Os/xaJli+hZ28PZLzlbbeCv/nP1Fgn188A2FdxOjEzw6bd9Ome/Ukr2b9lPx6IOb8V/9amrWbp6Kdvv2I6VsHL3m58ElIV/l+SdD1Hg4UJDZS0K/V3gOXYB6rNvKbCNyN1WCNUEUPSInO2EJpStrSZy7lISCash8KBJIjXuO6YgMTnBwOFdXPCKN6K98k0gBN//8PVs33Afu7c8RkvnEkb6D7Fk7Xpe9/EvYQQCmKbJwP7dDPcdxDACSEvyzEN38cBv/gdN1+lcvpq+Xdv4xRf/iXd8+UdohqZKKgXERscQUJPMbaGu3JUiGo2yePFimptn6qxQRx111FE71InGAoLrUOVa4s6FQ5VrYzsbcDMbbhnVdGTDsixSqVRVwWAhguGiVOO9/L97hKRJlccwggqck0A/yGhpwlIuCuk8jgv0ozIKAqWZ8At8J8kKwGcjozGOWlFPZX7vIJvVGAea8YSwjuOwb9++aQloIXgd5QWk4rkRffeqbj70ww/x5O1Pcmj7IQ7vPMyeTXt45JZH+PCPPkxrc6tvR6jrqgVFujLnJBgJ0rmsMzdIl2A2mCrblvkaNXQ0oEU1CKGc01wEgaWZ3zP7aDaa4QH1VExkFzJicfV7c0sz+JqaF4QJrJhmGzIWt7pQuhwf8jVO3vO6mEI6NU1Dy2QbHMfBsX29LXRoa21mYN+unPMTGxriW3//BsKNTTQv6sZOpxnYvxuAxWvWsfy05/GLf/sHNv/lz3zu2ufT1NHFxNEBxo8OcvaLXsmaky8kNnqUX3zunwF4/huu54KXvY5/f8tV7HjiAe77vx9x6ev+1hvjwL5dCOmwePHi6U9KARiG4RGLajO/AI2NjSxevHhexfx11FFHHcVQJxoLEMFg0HOoGh4ernp1fzqU0ytjpggGg6RSKeLxeMEuue44UqlUWXa6frgBXzGC4d8OipdN+V+bo7vQhOqC3CxVwBr2EQRHql4AgZk5Tx1XzlX+XhlRVPaiBZVNkOR0AK+JADwfbhfrAFlr11ZUr44hoEmR35NPPplNmzbR19fHHXfcwWWXXeatIO/cubNoqUo0GiUWizE0NMSaNWuIx+L07+vP2WbwwCBCCK74GyUcttIWn7rmUyRjSQ48cYDWC1sxQ2r/KSuliFGGPPSe3Muzjz6Lpmu84ZNvoG2xSgclJ5Nsvnczp1ye6RnhVhHpAkdzQCe3yZtObg8TYMnyJYTDYeU09ezTnHr6qYyNjXHggMqirFmzprJzPQ3yBdzVoNT3unPRIrbt3q5KtGwJDkRCzZx5xcvZv+0pjh4+gJSSRctWceaLruGcl12rMq0Njdz7v9/n4LYtDO7fTVN7F2ddeQnnvvhaAH51w8cYPzpA18oTePHfvR8jEOSv3/OP/PpLn+CWb/476867hO6VJwBwZM8OwsEA7e0lxDF5CAaDORa0M0FzczOLFy8mGq210KmOOuqoo3aoE40FDL9D1cjISMWB+HQot1fGTOF6uruaDX9ZQCqVqphISSmnuEiV2racsikXhQJ/oYucLsaACqgHQLZIVaIzAzv644JsjJHbK8NGlTJNoojFCEU7gNcM3ajPaRAlAh/LPHcUVaIUByLwkpe8hIGBAfr6+rjvvvt49NFHaWlpYXR0lEQiwTXXXFNw9ytXrmTz5s088MAD7N+/n4OHDpJfebTryV38+t9/TWN7I41tjUwMT5CMJdE0jc7eTkhD50p1MR3YdYAbPnwDZoPJO772Di54xQU8cssjjA2M8aU3f4nO5Z0kJ5OM9o9iWzZnvfisKWNKTCTAYdqg1TAMLr/8cn7/+9/zzDPP8NWvftVzmItEIlx88cUVnerp4P/OFbq2i5USuq8ruXCQlHSIDh7vf5axvn6a2hYBEG5u5tX/8Fkw8gwcpFSfk4ATL3g+J55/KTIJGgKRyZxohobQBX/779+acryLXvVmLnrVm6c8f2jb0/T2LCk5t9SiJCofra2tdHd3E4lEpt+4jjrqqGOeUScaCxz5DlWjo6M1CUor7ZUxU7irxH43qmQyWdF7qYRg+F8D05dN+VFW4J9ABS/DwCjI1tIOVcc93H4VzSjiFUMF+DEq7gA+I2ioMpzhzLFBkY0AXj1/JBLhbW97G48++iibN29mcHCQwcFBmpqaOOmkk1i+fHnW3taHF73oRSSTSfbu3cvIyAi9y3pJOAmO7DnibbPkhCWcfMnJHNp+iP69/RgBg2UnLePSl19K17IukHD2ZWez66ld7Hh8B337lc2uYzs0tDTwnv96D7d9/za2PrKVI7uPEG2JsuK0Fay/cH3BtztyZISgHixLJ3D22WcTCAR44IEHGBgYwDAM1q9fzxVXXEFTU/mCmWrL/grZQRfbh7tAAMqVSjhC9dpA6TR6o72YDjz90B2c/7LXZa4/33fPUVkObJCZhn4iKEEIEAJhSNAEwhQITVT8vR0bGmD/pg1c+7KplsBuXyHXgrZWguz29na6u7trogmpo4466pgrCFnG3WJsbIzm5mbuvvtuGhoa5mJcdRSBbdszdqiKx+MzsrGdCVx3KyFE2at71RAMF275RbFmVo7jFHS2KsftSsak0m0kpBKpGqjV+qbqykWO+axGClXHL1BB3g4UGXNdvELAMmbenC8fdubY/nKs3Znnupl51/EiePiRhzFXm1z06rxO4lbm2P4F5xTZLt1RsroRierTUWUp2f2/uh9rp8W5555b3Q7KQDXXshCi4Os8fct0r3PIivtjQBREr687+LDkL0/+hd3DY7z1C99GN0zVT8MGHBCOt8PMTxTZFLnH0TJ/133zg/D/VuSt3/+bn7L51hv5xP/3LwSDQa8rdyQSqWnDUiGERzBq2ZuojjrqqGOmcLnB6OhoycWqekbjGIPfoWp4eLhiS9qZ9sqYCdyeGJqmeeVSpciGlBLLsmbUY6SSsik/yslqiKhArpCIMYHsV5oN+lBBdVfJl1Z9zAUFCxXYufGPP77SUMHzJKpsSaDKmmYj4TOO6n0SRfXtAJXVOIoKWP1IUzMhemtLK3v27MFKW8rm1sFzkAIUuQiQ7T8B6lwZqHOn4a26VwMrbTG4e5AVLSsA+O53v1t02+uvv76sfdbaDrVQ5qJodtGWiJhATAh13fi/Cnae7qNNcMppp7Dlpt+y9eG/cNLFl4Mls65erpDezbTly7Ok8tvyLg/bnubSzJKOxOQEm+68lbNOO9UrbzVNE03TSCaTpNPprD2vpnm/uz/LgaZpdHR00NXVVVPiUkcdddQx16gTjWMUhmGwaNEikskkw8PDJJPJaV9Tq14ZlcK2bVKplBfUa5pGIBDwHKbysw2uwHumTQzd11dSNuWiItvaZhANAnlUZq1UfceotP/GMUE2HOAAKqjuYYr4GFCB/yQqk9HN7M02rmmaPyvQghKC++O6IyitSC81aRTY09PD9oe2c+DZA6xYu0KRDBdBFKGRZEu4DNS5ABUAB1Hnr8r2CweePUB6NE3P+h4ADh4s1eRiKmazx4K/9KlciEMC4iCFVP00giCaBDSCCGbKptISJlRjzbZYG2t7l3P/jd9n2Sln0NDUlm0yqFERqZ3+eypBqhKrv/ziB2iJCa688kocx6l4Ti1EPtzfDcOgra2Njo4OgsEgY2Nj6LqOpmnoup7zu/u6Ouqoo46FjDrROMYRDAbp7u5mcnKSkZGRosLqWvfKKAel3KSEEAQCAdLpNJZlYRjGlCZ7M0U1+oz8MZY7FqEJaFdajZx67/6MQ1UHqgv58QCJ6uScRAV1xWYRl3zEqTqYnhYWXrM3/O6eparyhqgJ0YhGo3QEO9j5wE6WL13u9YQgQvb9xlDnSyOXjLkd1KuElJIdG3bQ0djhuQ598pOfLPma2W7eNsVEodj3zlJkgQmgG9WXAhCNqmRKa9ZyyUVCIgclckJmM0MZXHzqxRy485fc89NvcdV7/tnTcUyLQmL0QuPNlFi5j90bH2PrvX/m9a96edX9KtwFEP+8qGkaTU1NNDY24jgO/f39xV6eNzxRlIRU81y9wV8dddRRa9SJxnECt4tsIYeq2eyVUQxumVQpCCEwTdNznqr16py7Slns5jldxqSa7IKfZEhLqq7UEhjPOFS1Z1ysanzcOYW/V0YPuSVTLiyyLlRRVAZkNsjGROZnsMg4IKsPaUN9HnEUOamBac+KhhU8uuNR+vb2sXj94twx+GtzotS0bKxvVx/D/z975x0e2VXe/8+5d7p61xZtL95de+21d11x7wZcMKGEEkggpCdA+KWSACGEkIQkJIQkdJJQbLAN2Ma94l7XW21vb9JKWvU25d7z++POmbkzml4krfZ8nkePpJlbzi1z5/2et+0fZMu6LVmXmQmjsdD7NCEuRkkKQ3Bea4yPtQmMllRjV4Ylcn/aPoKOB5FaCAaCXHbJxdz74CO89Is72HzDraUfC/FLFM/dEMJIuWYD3Ud44OtfZv2q5WzevLnk/bgxTZP6+npqa2tLev6Vk7+WCeUlKUas5Hpfo9FotNCYR2SqUGVZVtV7ZbhJD5PKt6z6glRfmJUo/wjlhU25KSaEatqMrkcgl0jH4J4gWaGqRTrGVY5KN3NWbJwg2StjAdmTmNUxB3Aa91ULpZ8z9SqzgQM44UnLcURAPY7YGKA0oSFJeiiA9rXttPa38soTr9CytgWfW2kIoBYnB2NajgAlC4/IVISX732ZtlAb7e3pdZddu3cb7BX2Eha8fNgpmEB6dJEf55opz5IFjMcLLJggFsS9HH6BDEjwJsWF8oAoli9fzrmbNvLsj7+DYXo4+9rM5YlzIYRA4HQjz8RA9xHu+NJf0OQ3ee9731u2iPN4PAmBMZe8CKo4RqUqElbCy6LDxDSakxstNOYhQggaGhqoqanhwIEDM9Irw7btRBhULrLNwJmmmXi9EmKj3LApRVHhU5nERkBAlxNTTh9OgnAfMAhyoUQETyKxMUKyTG07mY17SO0Ant0OLp9sYVMKA0dcROPjaSXp1Rgn6ekolEmSSedO6wZEUHDmRWfy+NOPs/WRrWy5Ic3DIMj8lB3HMa498d++wsey9ZGtRI5HuODCC7Le3+reSTfOSrmfilonvUCASfIaKXFRF290GZbOdVHXAkCANCR0JIW4WJbdK6nYvHkztm3z9A+/wdhAPxfc+n68vtxVmgTxfIk8h7R/64s88PUv0+Q3+dhHP1JWgzyPx5N4Ns8lgVEt1DO9Ek1ndZiYRnNyooXGPEVKyeDgIF6vl4aGhkRzrmpQSJgUJMVINkzTTCSClys2yg2bclMJg1/UCmSNTBrrNhWrfjRjDMd/N8V/MpGtA3gY53grOSmpwqYCZA+bqsMxZJXQUF6NERzvzKIC9qP6gAy7/m8hcSzBYJANazaw9dmt1LfUs3b92pS+HRlRt5OI/13gXMDrz73OgWcPcOaaMwkGC6+Jm61BXtbhFXO/R0mGRU3iXPMl8f16BHKBhAAp+RPyqExeP3CKOgWEk6dRl+rtK8QgFEJw3nnnUVNTw1MP3sWh7S9xxYd/n4WrUvuPqNAotc20s5KSFD41PsbjP/wmux+/n/WrV/De97ynZJHh8/mor68nFAppA7dEqhkmVgnhotFoMqOFxjxlaGgoUQ3FNE1qa2uJxWJMTExUtFGfSvguhEK+YA3DKFtsVCpsSlFO+FT6+zSArJMQTg0BkX3SMbACYto6c8arsQjH2G7Mscwg0zuAH8IxQBfhhBJVigYcgz7X6anFsSZVZ/AgjldjBGem3SJ74rjEOd5+kkKgHsebkWZXdHV1MT4+zrY7t8EErD1nbUrfhozbJr7vKNPL8Gbg9edeZ9svtrF64Wq6urqyLpceMpVSFlYZ2PH7KlMTvYJIFxdu4rkp0pDJ4+oH2SGT+UkBYBxESDiVpWocIVKuEX766aezePFiHn7kUe78uz9l+TkXcsZl17F43caEMZiztpSUjA3289pj97P90V8gJsd47603s3nz5pLG5vP5aGhoIBgMaoExx9BhYhrNzKCFxjxkdHSUkZGRaa+ruOBIJMLk5GRFZobUw7GQbakmffmWVWJDVaMqlkqFTVULYYiU3AY5Hi+LOwCyfnqFqlkVG+4kboPsngxwjM8T8b/dHcB9JBOwKyk0BPnzLMz4PkfjP0EcT8MCnBCobCIjAnSTDOnx4fRGybI/KSWLQ4sZiYzw3B3P0dPXw+oLVyNMgWVbTnVU930Zdu5zT8iDJ+bBY3jwml48Xg8er8cp76qGMhVh6yNbOfDsAVYvXM2aNWvynZmUcWVrnFfWPXWcZNlecIRDPCwKiZPHM0Zqyd9aHKEGjlhtdMS2W/yUixCC5uZm3nnrO9i9ezevvvYaP3vxlzQuXMLSM8+lbclyOpator61HdPjxbZtpsZG6D20n96De+nes4sj217G7xFs2XQWl19+OY2NjUWPw+/3JwSG5tRgJsLEShUuWuRqZhPdGXyeMTExQV9fX/4FSTbvK9eItW274CaAUsqCPSBqxsk0zaIelGqGKptIUd3Ci6FQw6wUA05GpDNrrhKbBY5B35xaoWrGxYYFHMYxrtvIn7zchyOY0juAj+KUw/XhJGXPNGPAURzhs4L8xwGOaNofX7YFxzCOCy4pJaOjo/T399PX10dffz8n+ocIT0XBMIhYYWwjSue6Tk6/dhNtKxdgGGayfKqUSMvGisWIRaeIhcNI20a5OQxDEPD58Pv9jPaMsvOxnVh9FqevPT2nJ0OR/lkpNik8ZZkozvUbwxFnKtxvGEdMKHHhxRGTPTgiLbFznOseFxmqZK0al1tklGoMJbp8Z5gFllLS3d3N9u3b6e7tY3hkFGF6nGshlIdDgm0R8PlY0NHGOWefzZYtW0rqxB0MBmloaNBdvDVzCh0mpqkGujP4KUg4HKa/vz//gnECgQB+v7/sbuHuBnz5KNSrobYLjjAo1J2cz5sBjotbCYJCczWq6VUQPgELQU7GE8YncQz2ocIqVFUFiTOjH8bJSWgif05JK8mmdO7hqkndCJXrzH0MxxvRXMD2VF8LlTyeHmavOni7S956cQzrgPN3JBLh6NGjHDx4kMNHjzEZiYJhUtvcStuydZx5wQpaFy2ntqWFmpYmJJKtD9/NgWe2M3Isyorz1tF1xko8vvhg1e1vOh2xrWiMWCxMLBpmfGiQg6+8zt5nX+LYziNMnpiirrYeL68zOTnJkiVLCAQyZ44Xm4uRkRiOuBgh1SMxinO+wREOquO2Ov8ekiIjhHOe6yi8t0UR5BIX6cstXLiQhQud0mdTU1MMDw8zOjpKLBZLdPbu6OigsbERwzDw+/1FC4VQKER9fb0WGJo5yVwIE8v2vva2zH+0R2OeEIvF6OnpKTkcSnklCukwno3JycmCDPdivBpq+ULFhnqgFhPnWqjoKNRbUW5H85QKVV5gWVJozJhXowdn1loAXWQvY1soB3BESycpndNLIgrsi/+9gsKEywiOIRwkKYIsHE/HKI5hHME51rjYmJqaYt++fRw8eIhjx3uxhEHToqUsO+tcFq1ZT9uSFYTqGp31VLlaV16GlJLeA3vY9+pz9B7ZiTckaV3WQuPCVpo62wjUhTB8BnbUZmpkgsGePoaO9dN/4ATRCUH74vUsWnsGAMf3vcGBrS/Qu+91hB2jo62VZUuWsGLFipRncjZBXMiXuQxL57pPpb0RxBEWfpxrOIYjhiWOmFjsWnYsvryZf7/uz2chgkFtq5wZVdUoVBEMBqdtTwhBU1OuGMEkNTU11NfXp2xTo9EUjpp8rFR+ixYuM0ehHg0tNOYBlmVx/PjxisSGWpZVcoUqy7KYmkq3UjITi8WKEkWFig0VFlVKbofaTy7RUaiQKlcQSBlv9ueJ9w8g3mF8ivKN/nycIFnGdiHZy9gqJnGM0Fz2nwqrqsfxFJTDIE5lqwCwtIzt2MB2nGOtAZpAtkl6I73s3LmTfQcPY5seFp52BsvPOpelZ5xDY3uGwauSrjmSv8eHBzm86zWGeo4y1HuI8OQICDtZdco28IcaaGzvorFzEV3rNlLTMN3YHR8a4MBrL3HgtRc4vP0V7PAkSxYuYP36dSxatCjrZyNjnkZEgkWixLK0JOyNjyeIc91rce7DMRyR4b6tvfFl2jIfc7b9qtfzhU25O3JXyngwTTPl2ZBJaADU1dXh9WZWsEKIhMDItoxGo5kddJjYzKGFximClJLjx4+X5YnIRDQaZXJysmhXazgcLmidYr0aCsuycsZjq/cr1YsjXXQUIiIqITQybncw3vxM5UxUI0pjBCdkCpweGPkmdqM43goTxxuQze4aB47geBVWljlGVcWqjWQoT7GMkUxo7oeoN8re+r3s2LebE0PD1HcuZsNl13HaBZcRqm/Mv70iG/BNjY0SmZrEisUwPR58gSCB2nyKLpXI1CRvPv9Ltj16LycO7qE+FGT9aWtZs2ZNxtAqIYQjLlRifBjwO30qEocxIkGCaHC9dlgme2Eo70aIgu6/bALB/fnNJDqq9QXv8XhSng3ZhIbf759WylY1RK2vry95IkOj0ZxcVMLLMl/DxHSOximAlJL+/v6KiwwAr9eL1+slEokwMTFRcDiQ1+stSGgoY6LYMCOV36HCo9wUkp9RDG6jxy068omIquVzqNM6gWPcN+AkKldqUjWKEzoDuXtluFE9QXzkfpoE49sLUVZX7ESZWsjvaUknguMN6ScxVitosSu6i5f3vUbYI1l69rlccNl1dK0/K7exa+McgzqOIo8nUFtXtLBIxxcIsuGSq1l/8VV0793Njscf4Pnnn+ClV7dyxvp1bNy40QnpiQCj8ZC89EeFGfdsTOCIrwmcClk1Mll+uQnHE1XDtK7chYjuXMnp7kmBmZg9LPTZEIlEEkJDCEFdXR319fUVmcDQaDQnD5WuJlaMMDFNk+bmUmfT5g5aaJzEuHtlVAufz4fP5yu4QlUxieEej6ckr0a2LuJqbNUwWNLDN8rNwyhpDG0C2RDP3xjDCWkZIVGhKmup1kLx4uRQjJMzHCZBegfwXDacQWW6hKsmb0GKF1g2TqWkKNjCZu/EXl7Y8zLjYYu1l17F5mvfScOijvyiQeIY74LSmhC6m/UV8noehBAsXLWOhavWcdGv/BqvPvhztj74M3a+/gabNp7BusZ1eCY8ye2GcMLObJxQvP1pG/TgCLr4t4MK3cu2bygud8j9WfJ4PDM6y1fovpR3tLm5mbq6Oi0wNBpN2Ugpi4oS8Xg8WmhoZg/btqsuMtwUU6FKeTXyGePK4Chl9j9dbCiPQ7WMlnRvhvJyqPfSqZZXQ/gELHJVqJrAyX2I4uRTlEs9yV4HubBxQo8gtQN4tVElgItxBozjGPG1gA+O9B/h2V0vMBAZY/k5F/H2m3+V5pauZIfuXE9FJTIUpdxuNs71Mkh2NI+Q7BZfqk1rQyjUyIVv+wAbL7ue5+++jWd/+SDbjJ1sWX42q9auQjQKp1v3sEx6r8ARHrU4XotA8QdVSAld5R2czfCBQruMBwIB6uvrS+qhodFoNJVgvkxwaKFxkmIYBp2dnfT19VUldCoTQgiCwSB+vz9vhSq1TD48Hk/JLkm32HCPsZLkCpdK77Kslp8JRFDAknhMfT+puQruJnv5sHDyPlopzkMwhGMcuzuA50PiCKOJ+DrFXiqJYxBHKazxXxRHjI0CJoQXhnlm9zO8cfggC0/fxK2/8n46V651lrXiy+cTGjGSngdvCcegjqOU9zJhx3+s1HVrG1q54oO/w1lX3shzP/0Bjz73JHt693LJ1Rc7eXY1JIQFNakNIsvF7eVIT+ZOD5uabW+G+/Pqfr4JIZiamqrq5IVGo9HkYr4ko+tk8JMclacxk94NhWVZTExMZBUKkUikIBERiUTKMtBVfXDDMCqWpKnERSnjUusUks9RCaQtUw3e4zghMW3k7pwtccq7juMk9i4rcIcqAdzG6ZbdWOhAgT3x9ZZQPS+IxMnFOBHfF3Bo6hBP7HiamMfPRbd+hHXnX+7M3LvPm0Vub0KMZJ5MOZ4HtR2TpLhTIsf9Wi6UVyT99nIfj+u9Azte4rH/+w+io/1ccO4W1q5dWxUDOl18p4sN9z5nOjkyveIUOJ5ar9dLIBDImEDf0dGRtWeJRqPRVJPa2lrWrl0728PIik4GP0UQQtDa2srg4CCjo6P5V6ggpmlSV1dHNBplYmJiWrlar9dbkNAwTbOsRkIqHKMSeRPlCAxFptlbqJ63QxiuMC0LJ2/CxunqXYvjPchUIUhVXRI4gqEYQjjGcjE9MUR8vbH4fqshNCZwPDRxZ1vYDPPMAceLseSs87n8A79FbW1r0gvgfgLmEg42SZHhybNsPjLdBgbTvBLT9i9d+xWuZY346wbTk72F896yTefwntP+ladu/w6PP/EA+/bt55JLLq7IxFG2+z2bJ2OuIIQgFApNqy7lZmJiQgsNjUYzK8yX0Kn54Zc5xRFC0NzcXHCTqUrj9XppaGigtrZ2WtnKQjrlljuzadt2oppDLBYryaC3bTtRzapSgiB9JrfSPQHS9wU4BucykgJgDMf70IMzA644gZNMDk5fi2KMfi+wCKdRW7GHomy6Yh1wMZK5FtmI4IirMGDAYGCQO1/+GQcGB7n8I5/gbX/wF9Q2tyafetnauEgSnpAE6twZVGd6Rp1H9/EpcRPGObaYaxl31SsfznUXJLt1e3DEpT/+twGBmlqu/NDv8daP/zUDMfjJXT/l2LFjpQ03nm+hRH6+ezp9mdnI1XA3/PP7/QSDwbyN9iYmJmauSaZGo9G4mC+hU/PjKDQA1NfX09bWNmuzhz6fj8bGRkKhUEpVmUI+LOUod3eCtmEYiaZ9hVANgaHINsNbbdGRqB61jGQuwzBOdaExHI+HasjXTvFlYhWlXDIVyjVFdkM/EyM4fThy2cU+nET2BjhoHuSux+/G27qQd/3VP7P+oitSxZgyytOxcYz69LAkZcxXsj+byPC3ColyiwtJUlyE4z/RtNfd41SlhrPcWsvOOIf3/PW/0LJmI3ff9wA7d+7MP1RXqedKiITZeEZ5PJ6EwCi02pVlWTOWA6fRaDRutEdDMycJhUJ0dHTMqhIOBAI0NjYmQg6q7dVwx4GrGtRKPGSjmgKjEKohOqat78fxPHThJFGrcJtie2UoBnCa+ZUe5eYYwd74OPLXCkiiogLdOSdTOB4MVxUo2SF5tedV7n/8MbrOeQvv+NO/o6EtLS5M4JybTKLB7Vmw0l4vNfk7nUy3m9quRWrCueF6zx0uFQ+JwkdJT/FAbR1v/6NPc/q1t/Dkcy/w5JNPTgt9dH+mKi2KZzoJ3Ov1EgqFpuVoFPLZn438N41Go5kvHg2dozEP8fv9dHZ20tvbW1buQzmo+OdAIJDoMJ4vX6OUXA0lJjI1AVOGk/vDatv2jPbAKKTMbTajqxQBlHF/IWApyd4PatbbxjHgC/FoREkmVwcpPAE8EyEcD8sEhVWPiuCICnDGauF4ZIbir/UDCyEWi/H444+z98gxNt/yAba87VeKf1ArAz6Gc8zq/0pikOqhUL04TNfrbq+EqohlpP2UiWl6uOQ9v0HLoqU88b9fY3DoXq695hqCwerWKp6pL093A6xy9jkxMUFTU9OczDPRaDTzF+3R0MxpvF4vnZ2deWOQq41hGNTU1NDS0pK3IlQpxkC2buBCCDweT4rnopDeHrNNVcOrlDehC8dgH8YJRTpE/pyJPhwDOEBxCeCZcIdPFYJq0hfCGed+kiKjDmhzRMYDDz7IgeMnuPa3/5Tzbnx3YfeTxfR8DGXwqxCmYkK8cqHColTStypNG4n/WCSFjbvruIHjgVHio8JP7Q0XX8XNf/x5BiOSn99zb0FlqYslvYxsNTEMA6/Xi9frTdwD5ezTsqySGotqNBpNOWihoZnzmKZJZ2dn1WcoC8Hr9dLa2kogEMhqACpPRDG4w6aybTO918ZMUo6BU6romLaMRdJYB8eQDeH03hA4IUyHcUrdZrKnJkiGLuXrAF4INTgelq4Clx/FMdBHcUK3LBzBtBhYCFGi3Hf/A/QMjfHWP/w0qzZfWNh2oyQN/3Sk63e5T0lJMudCiQyZ9rcSO0pouPfpFh0VRLh+Fq5exy2f+jyTho+f/vzuqoYLVUtomKaJz+dLERiKbM+cQr2G4+PjZY9Po9FoimG+hE7Nj6PQZEUIQVtbG3V1pWb8Vg6v10swGCQQCODz+TIaHMUIjUxhU+73VAUq1cV7rnszclGs6Ei8Z+MY50dJegHAMWbbgOWkVqjaj1P2Vhnf1egAbpLMGcEx9qamphgZGWFoaIiRkRGmpuLuDhU2pSbZBU653mVAjePJuP+BB+kbm+RtH/8MXes2Fj6ObNWnVMiUShgv9rZRpXPTX1ONFL04x68EhYnjqVAhbelCo0qkm9gti5Zwy6c+T8Qb4uf33FNRz4a7YEOlUQIjV4J3ufvV1ac0Gs1MM188GjpH4xRAlb/1eDwMDg7O6lhCoRCRSASv15voCu7O3UjPr8hFethUri7eqhrVxMQEk5OTTExMMD4+TjQaTVlHJb96vV5qamoSdfZVt+BSKCRPo9jtZSJ9H0IIZK9M9srIlJOvKlQ14YRHjcd/2uLvD+EY+6brtQowPj7O0aNHGRwaZHh8mIgdSSY+x2f4fcJHg9FAk93EokWLqGmocbww8WhAy7J48KGH6B0Z520f/wyL1qwvbhBu21M1y4uSLB3rJykQ8j3vlbhQ/S4gNTxK7c9HMmRM9eNwJ6CrAkez1LqhqXMRN33ys9z5D3/J3ffcy41vf1tBxRwKpZLeDNM0Cy4iUa5HQ4VPVfJcaDQaTS7mi0dDC41TiPr6ejweD/39/bM2O2cYBqFQiImJCYQQiZlId7J4sUIjXWDYts3IyAi9vb309fXR19/PyNg4k5NTxCwLDAOEU0nH9PoQhoFhmPF1LaRtY0Xj3cqlDVLiMQyCwQD1tTW0tbbS3t5OW1sb9fX1s/owyCU65AlZeK8MP04o0gTJcCHVYXscWEHZSdFSSnp7ezlw8AD9I/14Q15al7ayatkqGtsbCdQGMD0mVsRiamCKoeNDDA0NcWD/Ad48+Catja0sE8tob28H4KmnnuLoiSHe+od/VbzIgGSYkjtPQ912KkE7V+hUJnHhFhaS1DwLg1Q3gltkkPa38n7MAs0LFnPTJz7LXf/wlzzw4IO89YYbKnaPV0JoFCMwFJUY//j4uBYaGo1mxtAeDc1JiSp/29vbO2uhRIFAgHA4nFIVSgmOSCSCZVl5xYa7e3csFnMM2AMH6O45Tv/gIJGohTBN6lo7aVu+gc6ORdQ0NFHT2ESooYma+kZCjU14vJmT5WPRCBPDQ4wPDzIxPMj40CDjw4MMHT/Kvv172Lr7TaRl4fOYtLU00dnRwbJljhGcbtRU2qORDbfhJYclol8ghXQ8EYVGzrnLxwqccKlBnNK2ZhHbSWNycpKt27bSP9lP8/JmNt+wmcULFuPxepxtqlMWxpnxr4NFSxdBLcTsGEd2H2Hvy3t5YfcLtB5sxe/1s3vfAa74jY+zZP2ZpQ0KkkJDJWKr19wduLPhrgYFSY+M+0eFQall8t0GyqMzQ/MAbi3kpnXxUq79rU/xsy//Nc888wwXXXRR2fsq19gvRWBA5bwouvqURqOZSbTQ0Jy0zIXyt6FQiNHR0ZTXDMMgEAgkmmRlExpSSiYnJzl8+DAHDhzg0JFjTESiBBuaWLRuI+csXUn7khW0LVlBoDaHZZzD+Pd4fdS3tlPf2p7x/amxUfoO7aP30D56D+xhx67XeGnbTkI+L0u7FrF8+XIWL16M11vJDm+FIccl4rgAAaJZIJtl6ULHg1PKNopToSqII1yKyNU4fPgwO97Ygb/Dz1ve+RY6V3Q6xto4ThnZGI4hPknSG+CJ78MAj+lh2RnLWHr6Unr29fDsXc/yxvNvsua8a1l30RWlHZfCHa6lSv+m28OqQ7dNsveGEifqNVWK1h1qlc8ezfT+DAuNXHSt28jF7/sYT3zvq7S0tHDaaafN+BhUKGU5TQJzCZxiPhc6fEqj0cwkOnRKc1Kjyt/29vbOSulGr9eLz+fLuG/TNAmFnKn1cDicMAYsy+LYsWNs27aNfYcOY2HQtGgJp11zC8vP3ELHijXFfTCFcMRGCQZMoLaOrvVn0hWfTbdtm559r3Ng64vsf+VZdj38GB4ky5cs5vTTT6ezs7PofZSMCn+Kl341hJHwXhVkWNk4IqAOR2TU4Xg0BnHEwKH4a60k8iUyIaXk9ddfZ0/3HpZduIwzrzgTX8C1godkNSn1JBI4AsNLMrckABiO0dmypIW1164jtLiZ0WMj7HrqEU678PLyZpkNUkWDOgeW60fpcZXLocaqys2mh0hlI9/pV8nnc0BoAJxx6bWcOHKQJx69m8bGxhm7jyshMNzbqhQ6fEqj0cwU88WjIWQBlsfIyAgNDQ089thj1NYW0mFLc7IgpaSvr68qtfPzYds2w8PDWY1f27YTSds7duxg+46dnBgZpXHhUtZfcjUrztxCY+ei8gdSotjIxdDxY+x79QV2PvEAQ8cO0lJfx4b161i9evWM9DaRIxJqQRjJRPn085z1oz+Akxhei9NZXBHFaY43Ev+/BievIwu7d+9m7/G9nHHDGaw9d+30BSwckRHGyRHxk6xGpZoJAtQ7r9nS5sCBg0ivnxWbzmPPMzt47Z6trDn7OtZdeHn2geQiFh+HSsxWCdnumCLV60J1B3dXiyp2wkltCzInfLvDsWawBU7OCLFYlJ9++bMM7tvJu995a8nlsj0eT96JgEoKDIUqeZuJYDBY1PF4PB4WLlyow6c0Gk3VOeuss+a02FDaYHh4mPr6+qzLaaGhQUrJ4ODgtFCmmWBqaipjzX41pieeeIIdr79BDIMV51zIhkuvZfFpZziGUSW/7KsgNsARS0df3872x+5j30tP48Fm7coVbNq0qaKfJWlJJ1TKyH4M6WIj40c/ChzAMYg7yNwBfApHcLSSNJZVjkPcjjx8+DBb92xl49s2ThcZMZKhRcPxfdWQalirXA1P/D2gt6+XgeFRVpx9AYEa59y9/uSrvHb3a2y64j0s2XBW1mPPiEWyypOPZBfuMElDX3koJnHEh4fM1bsKxS1aMm0nnxCpEvnu/ImRIb7/V3/AooYQ11xzTfHbj1dzy/alWQ2BoQgEAln3GwgEEt7TQuns7NReDY1GU3XOOeec2R5CTgoVGjp0SpMof2uaJkNDQzO67/TEcCklo6Oj/PKXv+Tl17bjrWvkrBvfx4aLr6K2qSWxTK78ipIoI4wqF4Zh0LVuI13rNjJ6oo+dv3yY7Y/ey67bbueMdaexadMmAoHyLEppSyd/QoJcJBFm9uaFkCd8qpAO4AGmezL6cfpwtMCkb5Idb+xg2YXLUkWGxDHYoyS9F974/+lDUhWP4xPRk1OTDAwM0bZybUJkAKy9+CxGegd57fGf0bZkOcG6AtqWq3CoMKmlZ9UYVTiUexI8gCMAVMnackJn3aFW6bg7g88hQvWNXPq+j3H/177I3r17WblyZVHrZyuIUE2B4d5HJZmYmNBCQ6PRVJX5kp8BWmhoXDQ0NODxeDhx4sSMlr+tqalheHiY8fFxnnvuOV54+RVsb4Czb34/m665Ea8/gyEuRCJvtmJUSWwo6lraOO/Gd7Pp6rfzykN38+p9d7Dz9TfZtPF0zjjjjNITx4/j5DMYOAZ6Dk+rMvgyXl93B/AOCjd2VU5HDGSPZOv+rfgX+TnzClc1qAjJpnuQvHAekn0r3NtzlZm1pU13dw+B+kZaFy+btvszb7iQ3j138MqDP+OCW96f2bB051xIkknoKs/C3Z1bNdNzozwbKjG81LCmfCFRKjxrhslWfcrNqs0XsufcS3nyqadZuHBhySFU4NyHhYRSVYJKJYMrVPUpjUajqRZzOWSqWOaPZNJUhJqaGjo6OmZMTUspiUQivPrqq/zn17/B0y+/xtorb+QDX/wvzrvx3fgCwVTDUTXWg4TYqChKbFQRXzDEeW9/Fx/4u//ktCtv5MXtu/j+j27jzTffLNrwSfTKEMBCEIH8ZySrIa46gDdSXNiOgdOpuw16R3vpl/1sunQTvpjPERhjJEWGiRMKpWxUH04uiNv4Vt6MeCWn/v5+IpbNwrWnZxy7L+hn000X0nd0O70H9jgvSteP8l6oRnlK2Hjj4wjgeFhU/kW2S6CmZdy9Mk4hhBBc+qsfQQZrefLJJ4taz/23KgQx2yKjVGKxGOFwOP+CGo1GUyJaaGjmNar8rcdTPYeXSvQ+fPgw3/3u9/j5/Q+y4KwLef/ffY1L3vMbhOobM66XsAGV8SIEotKCYwbEBjjhKJe859f51c//Bws3XcRDTzzF/fc/kDFnJRNyWDqhTgDtIGoLPwvTDPYhkh3AWwveTBIDaIYD1gFa1rbQuawzmcuhDPwAjqjId1u5wqbC4bATMrVsVUrIVDoL1i6heWk9+15+Luk9Ccd/1PbcfTI8OD1D/CRDpdTTMFv7lmL6YZRDekfxOYQKodp7+CgHDx4saB0R/4yqPhgzGRKQb1+lem4L/YxqNBpNKcyn0Kn5cySaiqLK31a6QpISGIODg7zwwgt87b+/waHBUW74g09zw2/9MfWtHRnXy2tCV1pwKLFRjVyQNBraOrjuNz/B9b/35xyfiPDD23+c17shxyX0xP9pBtFU2JG7w6ZSxEYAx6vQSsbQqzvvvJPPfOYzfPvb38667fHxcfrH+1lx3gpEvXC8BapcbR35k6jdPTRMwAt9fX14QzW0Ll6a46BASMGKLevoPbST8d7BZGgUJMOjgiSTvpW4cGMmt5fVyFfJ4KVONsVwhFc0xzIWjlia4RY3hd7pqzZfyKINm3j2+RfyNv10C4yZalzpplpf1lpoaDSaajKfPBo6R0OTFdM06ezsrEj5W8uymJqaIhwOMz4+zt1338Pr+w+y+sIruOxXP0ow3lhPSJnZ4BEC4kZNTpNaiY1s2ykGt9iYgXKWK88+n4Vr1vPED77JQ088yt69+7jkkounVcWRdlxkSJzSr23l7zvqjfLCsRfY8dAO+vr6sG2b+vp6li9fXnBX6KMHjuKt8bL4tMWOEV/D9HyHifj/LtFx29/exksPvMSKM1bwsX//WCJsa2JygtHxCRatPwshMhiMKiwKQEDX6SvZWvsCh/e8xmnnXzrdU6GIi41f3vYddj/zGH2H9zM5OkxdUyvLN27hivf+Ds2LuzJPw5RrtxZyU86E16QMhBBccMv7+fHffoo9e/awZs2ajMsokZHSsX6eCA0VPqWTwjUaTTXQHg3NKYMQgra2NurqcnTYzoFlWYyNjTE8PEw4HKa7u5uvf+vbcS/GX3L9b34iITIARK4PVzHGfqU8HGqfM2QgBWvrufajH+f63/tzesbD/PjOO+nr60tZRhjCqfpUD3QWXlUnWxL45OQk3/zmN3ngwQc4evQoAM3NzYyPj/PSSy/lD5GxgT4Y3DdI66JWPMI1f+EWGTGcmfwpnF4cqoyrGn5aR+y+3j4C9Q00tHUk31eN9dRvmdyGJ+CldUULQ4NHiZmRpNBI91DE9/fMnf/HgddeJFhbT31rB0O93bzy0M/4rz9+P1OjY7mPWR13qbdFrkuW5XzMBIXurnPFGlZueQvPv/gSsVjS9aLK2Kp7Mv3enGmhUc1+F9qrodFoqoX2aGhOKUopf2tZFpOTkymdv3fs2MFP77mX5uWn8c7f+7NEudqUfZG9FKZrQMUM3qlOVY6B4xYbM9Soa+XZ59OxfDX3fu1L3PXze7j8krewatWq5JD8AhaWtw9pSzgM9z51Lz09ThzWhRdeyJVXXpl4yB04cADTNDlw4MC09T/zmc8AcNOFN3HWkrMYjg2z96G9/OybP+Oc687hXX/2LgCe+NETPH/38wwdH8IwDZrbm1m9aTVv/fBb+eL7vshg7yAA+7bv408u+xMAPvB3H8Bs8dHc2MXtf/Y1Xn/yVcYHR2jobGHzLZdzxW/egukxwYSvffCv2ff8Ts6+8WLC41O88csf8Mvbv8Mff/8BZ6DupnyuJ97mt76TTVe/ncYO50Te89Uv8vRP/oexwX72vvosGy67KvtUTJRkl/BiqkQVchu6b7FCykHNEufd9F5+8NLT7Nq1i40bN04z6jPNyM01j0Y549HVpzQaTbWYT0JDezQ0BdPQ0EBra2vOWcJYLMbo6CjDw8MJkWHbNo8++ig/+dk9rLzwat75J1/IKDIUGbefKa+gCCrm3aiEoVTgMdQ2tfCOP/4bVlx4JQ8+9gTP3f8c1li2TOXcZPRmDMHUyBQ73tgBQEdHB1dffXXKA27ZsmV0dXVN32DE9bcFYRkmEorg8afOXex8aif3/Mc99B3qo2lBE/Wt9fR397Pt6W0ALFyxkJp6pyOfP+ina3UXXWu6mJiYxDRr+NbH/pEX7niU8MQU7SsWM9Rzggf+7Uf85K//a1pn7q2/eIZdj7+Mx+/FG4iXtVIiA6YZ7Je//2MJkQGw7IxkcyRPwJfbwHcnjlfDdnZ7NeYozQsWc9rFV/Pyq68l+uC4yfZZnSmxUUjoQTljicViKRMpGo1GUynmU+iU9mhoiqKmpgbTNBNx/IpoNMrk5GRKGAVAJBLhzjvv4vWDh7nwvR/hnGtvzisWBGAIge3uYu16r2TToBL5G1XutZGOx+fj6l//A1oWLOXZ277DiYEBrrrlSnyBwpP0M4kMGZVwAk6MnsCWznVcunTptFKkav3UlYEjrv9rILIgAj1gmKkPx/4j/QCsOmcVH/3yRwGIRWIceeMI1MMHP/tBbvv723jpkZdYtHQRH/t/H2PSM8mB8cPseXofQ90nqG1t4JM//ydqWxrY/tALfPd3vsSLdz7GFb99C61LF6Ts79e++il23LeDS9/9h8meF5BMMM+CbVm8cM/tADQv6GLl5vNzCw0zvm3Vk6PY3hf5bh+D6omYPBTkRInfG2dfezO7nrifvXv3snbtWtfbIqfQqGZIk3sM1WZiYqLiBTM0Go1mPnk0tNDQFE0gEKCzs5Pe3l4mJyczCgxwSpP+8Ic/4tjQGG//o79m+cZzMmwtM0KIzInh2V4vhnIFxwyLDSzB2VfcTHN7Fw9++x+59/77uOH668ozcOIdwKUveQYyiYyMCFIT0OvAxgYxfb01W9Zwn/c+9ry0h8/d+DnalrSxaM0iNl+/OdnLwj17b8FgZBBfTQ3H33TyRcb6h/nsBR9J2a6UkkNb96QIjZXnb2DB2iXsuG+HExamKjsZ5HzSRSYn+NHnP8WbLzxFbXMrH/jbf8dTyLn1kAyh8lCAdU7hwkFta66VuE27vk2di+jacA7bd+ycJjSyMZc8GuUyPj5OY2Nj1fej0WhOLeaTR2P+HIlmxpBSEo06VtzExERGkTE5Ocn/fv/7dI9McPMff64okaFIJIanGyaVMvDLSRifoV4b0iIxK79s0zm8/ROf4cRkhLvvuaegpmEZvRkTMtEBvHVVa+KBdujQocwbiZLa1RuccrWufRiGARKmxqdSFutc0cknvvMJrv7w1Sw7Yxkj/SM89ZOn+I/f+w8G9w86zfzU8AyIhWKMMEbTwmS4lr8myJIzV0/78aZ5depaGrFjjmVuSk9yaj6Ht2F0oI+vf/xD7H7mMVoXL+NjX/lf2petSiae5yoxa5IUBIVGtKkqWIV4NPJ4YWYUIbJ+7k6//Dp6+gdSihacKkJDh09pNJpqMJ88GlpoaApGSsnY2Bjd3d309fURi8Wor6/H60215MLhMN//4Q/pn4jwjv/3eRasXJtli7lJJIa7/ifD32VTquAoR2wUIJakTUqXbGHCgpVruemTn2M4Cvfce2/RRo60ZUoH8GBjkA0bNgDQ3d3Nww8/nAiJk7Zkz6t7OPTioYx9H2pqnNyKEydO4PP5mBybpO9waoWs/iP9CCG46kNX8cEvfJBPfueT+EN+olNRjux24q+8Ief+iVgRhoPD4PXQ2LmIrjOc5HfDY/C+f/4jfv/2L/D7t3+Bj37701zwq9dyxjXnpQ5IwNTYBNgGPl88R8PtMUnj+P49/Ofv/irH3tjBsjPO4WP//n80K4EjcY5ZhUdlQ3lK8i2n8OKU18335J1loZHSGDPPvbp842Zq2zrZvn17fJXsYVNA3t4blaLaORoKXX1Ko9FUmvkkNHTolCYvSmCMjIxM814IIairq2N8fJxwOEwkEuGHP/wRfWNh3vH/Pk/70pVl7TvFYEn/uwrN9IquUFWlMCqpDF1IdrKO07FsFTd+4jPc9Y+f5t5f3Mdbb7h+mthztpEhAVw1i3N1AL/hhhvo6+ujp6eHJ598kueff57G+kaGh4eZikxx03k3ZTR4ly9fzvbt23n66ac5evQoh48cnmZs79u6j5986SfUtdRR11zH2MAY4YkwhmHQvrId6qB9eTsAR944wtd//+v4a0Osvv1iLvzAtTz/44cZPj7Al679Q9pXLiI8PsVwTz9W1GLzLZdOG9Pg0T78oQYCjXGXSw5b8/t//YcMHT8GQHhynO/92W8n3jvnhlvZctU7k6Vxsz3zVa4GzOkKUcUioOB72jBNNlx2HS/f8V0uvPBCgsFgzuXnk0cDdPiURqOpPDp0SnNKIKVkdHSUo0ePMjAwkDFESlFTU4Pf7+eOO+/k2NAYN3/ys2WLDMVMJHWm76+oPVZF9JAMs/FOt1/bl67k7X/015yYCPPgQw9NmyXO1jNDhAQsAxaAMJ2thkIhPvKRj3DttdeyaOEipC05ceIEQV+Qs1edzdL1S53me2lce+21rF69Gq/Xy8DAAKtWraJ5QXPKMguXLmTDRRvweD30HuwlEo6wZN0S3vfZ99GxvANs2HzDZk6/9HT8NX4Gjw7S8/pR7JhNbVMDv3f7F9hy6+XUNNVxfM8RYlMRlp+zjhv/9EPJXhouho7109jW5QiAPBNCsWjSG9S9ZzeHd72W+BnpO55aWSoXhXopisXdL2QGKeXTdtoFlxHF4NChQwV9XqstNmbymaHDpzQaTaWZTx4NIQt44o+MjNDQ0MBjjz1GbW3tTIxLM4vYts3o6Cijo6MZy1Zm49577+WhXz7D2/7wr1h2xtmVGUsWg1lR9dnRYhLG1VgKNXIKGHu+SfKD21/h7n/5LJvWr+W885KhRNmERjZUuIuclBDvzycbJLJZFuz3fOONNzgweoC3/sFb8UgPhEl6OOrTDsQmkSdCDeCBvr4+BsfGWXv+5QgZXzhTPkN6A744sUiUu7/0Q1ZsuM7pDF4uNskyvv4M4ygWiXNOCt1eJD6GtP4f1WLacIo01n/0uU/SJCe5/vrr8y7r9XqrOmNnmiaBQCDvcoZhVMQb0dDQoL0aGo2mYqxfvz6vd3i2UdpgeHiY+vr6rMsV9fXV2NhIKBTCsixs2075PdONmDSVx7KshMAoNo765Zdf5uEnfslFv/oxVpy1Bdsqp21yEnVfGYYxY7HdKRRToUp5NgoNpUrzhEhINIFTa+fbytLTN3HBuz7M0z/4Os3NzaxevTpzAvhkvA9JcPoWZUwivCLxvmyTEMIxhou4hIs6F/Hm3jc58tIRlq1f5rxokNmoVmHtrrCw0bFxalvanc7n6vbJpLREfD3p+rHh8La9RMcEXes2AvCfv/verGP9ra/+IP8BKZGjEsPzPS2VACok2bsQG34Ge2lkHE6RIYHLN53Haz//PpZl5Z2NmysejUqNQ4dPaTSaSjKfQqeKEhrLly/PqlqklFiWlVGElPKaZuawLIuRkRFGR0dL+uI9fPgwt/3kTtZcfA3nXHsTQghM08Cy7bJCitxJ4Nk6huftIl4pChUcxYoNN6pUqk1RfRk2XX0jJ44e4tEnH6ChoYG2traU96UtoQeIgFwgEfXx/hiWhH4QIwKW44T/AKIlfk5lqsGW8zyPQc3xGlqtVvZu3cvS05ciAiLzcUyRDEcKxQ89GiUcidDeHB+7MvCziQ21jMAp04tk73M7ae9aT01DE1hweNdr2cdbKCoHoxCNG4mP1UvmsK1ib9MZ7KVRifSSZWdu5oU7/4fu7m4WL16ce39V/szO9Je0Cp/SPTU0Gk0lmE+hUxVzyAsh8Hg8eDyV2WQlxIr6e1Zmwk8CYrEYIyMjjI2NlfzFPzIywre/9z80Ll/LVR/63aRhKgSmYWLZVsliQ41JbVM18ZtV31khgkOdgyLEhnR3sC7y+SKE4PL3f4yhniPc98CDvOPmmwiFQskFhnCMYJNEroUclk4vDbXPMaA5uT33b+UhmSbq7GSehww6ry/rWsYLR1+gp7eHBStTm+kBjtGuwodCJPIaRsdGEYZJTXO8Y7wSEfmSseNCpPvNQwweGeX8t52X2M/f3rsjuS2Vs1GsNe1uzJfPGlfLxnKMV42nEGbQo6F2U47YaOtaTk1LB/v27TvlhAbo5n0ajaZynLIejZnEMIyKnWgpZUWEy3wJE4tGo4yMjDA+Pl7WsUgpue322wmbAW79g7/A4037khWOKrdLPWcZch6EYSDThOOMeTVSd5q/QlUhFamEQMZksnKRF0QJt73H6+P63/4TfvQ3n+Txx5/guuuudc5LvAM44FSZioE8KhN9MYRPYCwwEDUiRVikDjHt9XFgAMcqjVeDFR6BXC5pN9tpfaGVV+59hZaPtqR2MJckQ6a8pHg7xscnCDU2Y5quR5Ka0VfrZsnViEyGefmnT9G+6HSnB4bavkXSI+AWACaFJ24LCs/PcIuSeAhcWbiFxmxVtCpCLBtCsOysczn4/KMFbHZuhE5VkomJCR0+pdFoykYIoYXGyYYTymNWzBV1soaJRSKRhMCoBC+++CI739zH2z/xGWobm7MuZ5gmtm1PEwi5cNtW6f0zZkVYZEHExURO70YuY82S03pllEpNYzOXf/B3ufdfP8cbb7zhdGqOdwAngLOf4yAQYIBoFRgthpMTESdXErkcjYsWV59AGZEIX/x6eJxtn3nGmTz+9ONsfWQrW27Yklw4inNRDRIhU4qpqSma2hdO36kRH38mr0b8dtr6i6eJjvk56+YbkwamqtjlIVVwqN/FTDwX44HwkN2rUewt697vDAmNcnfTsXw1Ox/8ad4worni0ajkOKLRqA6f0mg0ZTOfRAacIkKj0sxkmFixwiVTmFg4HGZkZKSijaWGh4f56d33sPbiq1lx1rl5lzcMw8nvLVBsyAzeDEXGXA1mLMJkOvnCqbKJDXdDvrReGcWi9rv8zM2sfcvVPP3MQyxsWkjtaK0jLDpBTAjnRNUCHWD4jGk5GNOSyG3pVIc6ASIskEhnGw1AE+CdbqwFg0E2rNnA1me3Ut9az9pz4w0blf2lQpjiq8ViMWKWTaAmQ/6XYLradB3w7idf4cCLh9l0xXsI1jVkXl9VbVKCwy0A3N6HfBa2O2koG4V4NYqx5JXQmsGbu2SxIQTtS1cgDZO+vj4WLVqUez/xcLxKM5tf0jp8SqPRlMt8ys8ALTTmBNUKExsZGaG7u5vJyUlqamoIBoOJ99N/p7/m/jvTPm7/8Y8h1MBlv/qRoo5TCoFdiBcnLT/DjSCZr5F8sQq9LIoll+DIJDbUQll6ZZTKW979YQ7veIVfPvIU1224FtEhnGpSfgkBEmFS6ec24+zuGNAdPwRTIJoEdoPthErlON9dXV2Mj4+z7d5tAKliI+1AJ6cmQQiCdVnK42X6aAjY/dQrbPvFa6w55zqWbDgr61gSZOqtYZH0QCgPSKb9ub0UuRL1VT6IRWavRiEVqTKNeTYnuAoIn1LvNi/owvT56e3tzSs0bNuuyhfqbAsNHT6l0WjKQQsNzZxGCMH4+Djd3d2MjY0BlFWLOZMweeKJJ3h93wHe/onPUlvfmDSqpVP9J9Pf6j8hhBNKlaP8bbawqfTjFGkG/ax6NdxkExzpYsOMLyvKG3X6OQjU1HLZ+36He//5c7yx/w3WbliLQDghUhka7zlDdbYi46FcIhAfYy1O2FUd0IgTciULC11bu3YtQgpeu+M1RvpHOPOKM5M5G67VpyanML0+vP78fQ+QEJkKs/Xepznw/GHWnHMdp11wWf71spGedB4hc/K4+l2IQ055T9R21boFNBGcxix935Tq1TBMk9alK+nt7c2/jypNDMym0NDhUxqNplx06JRmTiKlZHh4mO7u7oqGSKn8FsXk5CQ/vvMu1r7lalafc0FpG5VgS5tYLJY0NlxihHhIhSEEQhi4JEvKstMSw+eCV8NNFsEhbZnMizAAShi3O0He3YsjHo61fP1m1rzlSp599jFWRFfg9/hdq4ppIVN21HYSvIcAE+QK5xoIQ8AyV1hVEcMUQrC2ZS2hgRA7HthB394+Nr11E50rOnH3Xp+amiJYnyHsKQ1pSbp3HeKVnz9NeNTLpiveU5gnIxfK+FdduN3J4xZJD4x67itBkut7oJgE8vmC635qX7aKI889nHeVuSI0Kh3CpcOnNBpNOWiPhmZOIaVkcHCQnp4eJicnq76/e++9l5GpCO9894dL34gAQxj4vD6isahjcAjnDYHT18OIez7yGQC2ZWPLpNiQUubMA5kVGeKuUBUVCFsifTIlCbuQbWREeSLcxjGAgAtufR/7Xv0lr21/jS1bkknZ7nNqh23kCQnDJE+OFyd3JG4rlVweegwYhK7WLlrXtrJ131ae+t5TNC9vZsXZK1h82mI8Xg+RaJS6UG3WzcQiUQ5v28u+p3cxcGCEtgWn85b331iQOCmYTMnj7jAnt+dDvZeLSooMJX5m+Gmd4tXIET6V/mrzwi52DDtNP3MZ/dUSGsWKhmoIDR0+pdFoSkV7NDRzAiklJ06coKenh3A4nH+FCjA8PMzdv7iPM6+5mbrm1vI3KMDr9RKLxZLGrCRuNU/PIciEYRhOuI+ykoVA5livJHMiWxWmIjcjYnGPAwKhjjNP6duCh6eaxakfP9S1tnLGlW9n6/0/YcOGDYRCoWSp2oiEPpAjLi9FEGgBapIJ99mMwbyVv2I4TQIBGiHYGuT81vPp7e1l/8H9vPijF9nasJXW5a2M2xN0nRnC62nA8BjYMZupsQkGj/YxdKyf/gMniI4J2heu5/yrz6N9xSqEr0ruAnfyuPvw3B4PO/5+IUNQwsRDsiGj2n6hqIIBSgzNIKWEUNU0NGNLydTUVGo/l/RtzxGPRqWJRqNEo1G83iK6bmo0Gk0c7dHQzCq2bScERiQSmdF9//SnPyVq+jnv7e+q6HY9Hg9WLIblSj4veLZfxCta2Zb6t/Llbwucyc1JTCIt4WxKdY52RyKVMqOaSJgHqWbcbddvE8657hZ2PH4fL7/8MhdffHFSvMXAHrGdAdQALSBCcRESz8cpGYmTQG7hhBCpZt9C0NHRQXt7O+Pj4xw9epT+N/p5eesrdO+YorZpj2sbBv5gA41tXaw4bQtdqzY6Hb9VFSaVaF3N8KT08rLxvh4//qc/55VHf8ryjVv4yJe/k934lyRLARuU7k5TnpQZcsf9+O//nFfu/ynLz9zCR/75O/lXSLt3axqbwDAYHx/PKTSg8t6E2RYZiomJCRoaKuhx02g0pwxaaGhmBcuy6O/v5/jx40Sj0fwrVJi+vj4eeOQxNt/6IYK1dRXfvunxgGURtRzxVIzxIYy4pe2qVDVX+mwAYIOMXzLhATzxY1MJ7TKZKJ+V9LKzUeKz6s46wieRarZdiRkgUFvH2Te8k+d/9C02LttI45JG5w3lvahNJn7n8mAUxSBOYz4BLMBJIE9r+ldTU8OaNWtoH2pn++43ueCmj9C6aClWLIbp8eALBAnU1iUTtIkfr0nSexMjdwWoAviLKzYAcOv/+zxnX3dL9gVdlZ+aF3TRtWYjbV0rksnjGappTatABfzDh65mqPcYV3zwd7jyQ79b2CBnWGikk/BqZPDAZbpjQw1NIByh0dbWlnvbFRYas9GoLxNaaGg0mlKZKxMmlUILjTmOZVn09vZy/PjxGW3ul86dd92Fp66Rc669sWr7ME2TmGEgLbtog8E0jMT5qYpXo1RskOG4ADIBb9pxqcTsuDcn63GrRHcrLjLi4WVJQ1sgYvHj9YikBWjBmW+5gdfuv5tXnn+Fq5ZchfAIYrEYRlvyYSZdIs1NrnOY8RzbOAnlAO2AP7fxNzExAcKgqWMR9a3tqW+qkDBI5k/A9DCkmbIt44Liig/9Nld8+LeTYVTqPUV6pSm3ACyFPL00YtEIHu/cST4O1TdAvPpdPir9GS3lC7oaz4lIJKLDpzQaTUloj4ZmRojFYhw/fpy+vr5ZFRgAY2Nj/PKZZzn7ll8rrARpidi2IzA8Xk/mXhS5ECKlCtWcERoxFQoG5MgrEIbhiIdseRu2dASGMmwNUkufurtumxJiwuk6boPXF2TjFW/jxTu+w1umpvCHnApU6XkYGXuW5EvGTw+xMkEuc5LLRZOrMlaW6+EIDUFNQ+P0jat8CYtUz4XbeLdhcmKYu778WV5/9nFCDY1c+t6Psu2x+9i/9YWs4T/7Xn2eb34iWdDgJ1/6S37ypb+ksWMhn/rBg9kP2IAf/4MrtOjL3wGZ9Ixc/7FPceyNXex69hH8oVrOu/HdXP7u32Kw+yj/+OFrEpt55Hv/wSPf+w8A/vaRHQAc3vUaj3z3Pzi041VikTBtS1dy2fs+yulvudZZyU7u59rf/ASHd77GnhefYsOl13B452v0H97Phbd+gLf+7p8CEJ4c5+/ecQnR8BQ3/tFfcd6N7+bHX/wzDu14ldGBfqxohLrmNtZddAVX/fofEKjJnpCf1auR4f4wPV6CdQ0njdCoFtqrodFoSmEuPccqwfw6mnlAJBLh8OHDbNu2jZ6enlkXGQBPPPEEEWlwxqVXV3U/ymg1TROP11u0V8P5cMZDiZgjYRRe4YRLFZC8nCg76za+pISIRIZJigwP4BfJT6+FIypUqE4YiMrkLLoHNlx+JTLgY/ebu6f1Rak0whSIZpE4JvXQzLSvaDQKQuANZOn14iFzWJIHJ//DhDv/8a/Y/vj9RMNTeP1B7vuvf+To69tzjtEfqqVr3cbE/80Luuhat5EFq9YVdpAKd+lb4IFv/jP7tj6Hx+tn9EQvD33739jz8tOYHh9dazZiehzFVN/aQde6jYkxHNz+Ml//ww/wxvNP4vH7aexcRPeeXfzgs5/glQd/6mzcdfoe+va/sfeVZ2lasBjT4+Xsa28CYPvjDyQ+R7uffpRoeAqP18fGK64HYNdTjzI5OkLzwi4a2hYw1NvNM3f+H3f+w6fzHmr61ct1R3sDQWKxWN5tlpULlIG59AVdyTLjGo3m1EF7NDRVIRwO09PTw4kTJ+bGTHwc27Z58OFHWHXuJU4ybhVR3ghlLHg93mT52wIxTCPReXxOeDUE08Olci4vUvq8yRhO7gVO6JXMFCqkbDVTOEIjFhcdHgEe5zyEGppYueViXtv6DOvWrauYQZbwiow6YV2iMfOxZrsOUjr9UFJEYabSsunEh3/i6CF2PPkQAJe85ze49jc/Qd+h/XzlN27OOe5Fa9bzW1/9QcJDcPkHPpY7RyMTKpzJNb5Fa07nN/7p24RHx/n7X70MKxZj7yvPsur0C/mtL/6Af/gtJ0dj8w23puRoPPitr2DFYqw650I++MWvYZoe7vnqF3n6J//Dg9/+Cpsuuyll180LuvjYv/0vwboGbMtidKCPB7/1FUb6j3Nw28ssP3Mzrz16HwDrLrqCYK3Tdf0j//IdFqw8Lbnfb/4rj/3ff7PzqUeIRsJ4fX4qgVOgIb+ImAsejWo9I3T4lEajKQUtNDQVZWpqKiEw5iLbt2/nWG8f7/rtt1Z1P9K2ncgft6GQqfxtHoQQiXyGWcvViMh4TkGJHhVX13PhFY5B6wXSO4irhGgpHY+JMs59ItH3wd0H4fTLruWOpx7m6NGjdHV1lTa2aUMV2GHbKWVrgzQkoj7pzUhPAk9nWq+FeMPBrAnWafQeSFaq2nCJ43FrW7KczhVrOPbmTgB2P/s4j/3PfyaWq21u4/1/85ViDjM7Kk8kzumXXYvH78Pj91HT2MJI/3HGhk7k9R0f2e14YPa89DR/dfWZKe8N9/UwPHychraOxGubrrmRYJ0TlmOYJg1tnazYdB57X3qG1x69lwUr17LnhaecZa+9ObHe3pee5ba//RMGjh0mFkmWxbatGONDAzS2L8g5TglOg0j1OcuCYXoK/sxWKiG81G1U8/mgw6c0Gk2xzCXPbCXQQmOWmJiYoKenh8HBwdkeSk4efOghmpesYmGxISVFYqd5M9y4y98WQkpi+EwLjWi8+pMVz8so5nkhcbwREvAlm/wJP05/EDt+HKq8q+2qj+v2dMT3KYivFz/+BSvW0rJ0Jdt37KiY0JBSJkQGAcAV5q8Mv3wGZ+LySJI9I1S53nwUcEtMDA1weNdrif8bOxYWsOECSdu/uyKbEZ+VkoZ0zo2XlGNSnis39a0dKYIisRtppdxLtU3T+9icfc1N7H3pGXY8+RCL1p5OLBqhrqWN1ZsvBODVh+7mF//5DwDUtbTR0NbJxPAQA92HnXEWEcaU79IU85mrlNCYi1/OWmhoNJpi0R4NTVmMj4/T3d3N8PDwbA8lL2NjY7z86mtc9IHfrXq+gx03og2R2VhQ5W8LyllxJYbPqFfDckKdAKehXDF2jwUymhQOwiZRFlaqJHGJ0/TPwkmWjzeOE57s+0ocd9yY23DJNfzye18lHA7j91cgTKYfxKRwjOkFJPqfuD0Zuc69YRhI20qKDBWKVGC0SfuKVYm/dz7xMItPO4P+wwfo2fdG4vWzr7sla1iU1x8gGp4iMjVZ2A7TyVENKoW46PQGnGIK0fj+lNhYvPZ09m99gcaOBfz6P34zUXRhuK+Ho2/spKlzYYpxn+njuP7iq/D/aw3jgyd48Jv/CsBZV70tIXgO79wKgD9Uwx//3wN4fD5++s+f4/mf/6ioQ1aHm+uJYFtWwV+WlfpszkWhEYlEiMVieDz6q1aj0RTGXHyWlYN++s0Qo6OjdHd3Mzo6OttDKZjXXnuNqITVmy+o6n6cPhLSERk5rBfTNBFCFJRkahgGVtxAnxGhYcW7bRPvlVHohITESfZ2lUkV3lThIAA7JpOz/QCGq7t4NpGR+CN57MvP3MIThsnhw4dZtWpVxvUKRU5IGIiLoQ6Z0q07X2fxxGEYhpOYHrYw1ElLm/nPRcuiJWx4y1Xs+OVDPP7Dr7Pz6YcZ7u3G9Hqxrfz3SWvXcrr37OL+r/8zL9//U1adcwHXfOSPCtu5ooh6DW1dK+g7uI+n7/xf9m19no5lq7n1T/6WKz/0e3zrj3+DQzte5YvvvIymBYsYHxpk9EQvyzZuZv2FVyTvkTjpHhFfIMiGS67h5fvuZGygH4BN19yceL9zxRoAwhPj/OP7rsXj8zE1XtrzKJvDSY3HtmIYrtybXPdBpT6bc6L4QwbGx8e1V0Oj0RTMfPNozC/ZNAcZHh5m9+7dvPHGGyeVyAB4+ZVXaFu+mrrm6WEalSRX2FQ6hmHg9XgKskPV9gqNwikZ2yUyMvXKyEZUIqeSIkN4cJrnqWeMTP4Sqgu2iRNKBfFStiL14PIYbXXNrbQtW83+/fsLG2MWpCWd7t8SaCCRlwHFeZACgQBYkqmR+GfDS9FPpVs+9TlOv/havP4A4Ylxrv3NT7B47ekFrfu23/8zOlaswYpFOfr6dvqPHCh8x65eJYUufvWv/z5d689ECIOjr+/g+P43AVh+5mY++i/fZc25F4MQ9B7ci+nxsOHiq7n4XR9KDStL26b7/lbVpwAWrd1Ax/KkmDznhlu56Fd+jVBDE5HJcZafuYWrPvR7hR+v2pcy6FWehutHvTc1NkJdXR0+nw+fz4ff70/87fP58Hq9iR+PxzPtdY/Hg8fjwTRNTNPEMIwU4ZKJUmcBqz0JoatPaTSaYphvQkPIAp6yIyMjNDQ0MDw8TH19/UyM66RGSsnQ0BA9PT0n7ZdMLBbjY7/ze6y//le46B3vq+q+olGnspTP682ZYOpGSkksGiNftw3bspHSSTSvdClNZyDxhnwynpPhL1zSyCnXej6RYrjKaFy4+FM9ExKc/IwYjvdD5W+o8CpIPYcZPt7P330bW3/2fX7t/e8r+YEmR+JCwwssBYykwaa8FIV4NHqP93LXz+/jXX/1FdqWLi+907e7g7gPvvHJD+Xso1ERJE4p4fg+8wmkbHdGrjMk3MtMxf8JFJAjkef9clDGvjvZ301kcoL//t338Larr+C0006b9n46hmEQDGYpb5wDdW+p+6y+vn5aXpD7Psz2U1tbW/XKUIsWLdLhUxqNpiDOPvvsOeuhdVOoNtBPvgoipWRgYICenh6mpqbyrzCH2b17N2OTk6w6ZwbCplQyaBEfLCEEXq+HaCyWNwfAsuzErG/FDTARD5WyyN8rI60UqvAJ5zVl68ekk+PhbqMRz9VwVohXo1J5IPFPr8wkMJw3Mg5j2cbNPH/H/9LT08OiRYtyjzkLol4gPU7YljCT4TGFhkwpQjUhMGzGRwdo8y4vaSxAsoGhhSPCyuCn//I5ut/clfG9t//hp1m0Zr3zT1oPjVyU8pUh0v6W6gZOu4/yrVst0ZEtiXtsaACkpKampqDtlDoBkC54Ss05am1tJRQKJe5bd5+Z9J4zmX5ne8+NDp/SaDSFkM9zezKihUYFsG2bEydOcPz4ccLhcP4VTgJeeeUVQs3ttC8pw/grgGLCpqYhRP7yt4JkYni1cjXi/SpyEnM6ewuva1mDeEhMvFKVK8tWeEBmcjYkqjJJbANEmsVZSEx8W9dyalvaOXDgQMlCA0CEcu+7kHMdCoUAycT4UMnjSODB8WyU6XXuO7gvpUqVm/DEWOoLvvL2lY2MXzNKaBR5jBUXHa7u4JnExsTwIEib2trsncbTmVbmuEjKCTVQx6COoxJhC+nCIxAIsHLlSizLwrbtlN+FvDbr/YA0Gs2MMN8SwUELjbKwbZv+/n56enqcDsfziN1vvEHX6ZtmoNpUGUIjTr7ytyoxXECiP0XZxOT0/IhMqPyNRJZs2nS0TFaqcgSGS4ikGxeWTDTvwysQyBSjz90zw3lBZNyOEILFGzbRve3ZfEeZgrTjpWxbQGQIERNCFD47fQLwglFvEAwEGB8aKGosGRE43cKhrHCpSodaFfsJyrp8ShxV+WOptOhQjA8NFuXRgNkVGtVACJEyJtu28fv9JXtdlOekUGGS7zWNRjM3mWvPskqghUYJWJZFX18fx48fL6gC0slGNBrl4OGjXHjJjdXdkStsqlxBk6/8rWE4HcMr4tWIxsOXYtJJ3s6E21MBqdWkLJIz0kY80Vt19VarZxijFKnrJcxGd+hZJiEVf91N+9IVvPnEfVhFlCGlDxgBJkEul4lSts4uUs9rznM8CvTH//ZBTSjI6EBfYWOYq6iQpmpORlVAaGTaXDGbTBGzQqQ28IszOtCH3+fF5yvc3VOu8VuuR2MmGBwcpLOzs6R1VTJ8JfI83CFflRAu2tui0VQO7dE4xYnFYvT29tLb21tYP4eTlMOHDxO1rJSKNdUg0TujQh+sXOVvHTFj4LgYyvhidPfKyFZdKr0nhgdHSMQkMp6wLAIub0h6bkf6+JR4yNZfwmXwZT2yNO9G25IVWMDAwABtbW3Z1koOYUzCYPyfDlJERupu8gi5MI5XBKAJCEBzYyP9B/fmHUNRqFyNArqLl407ET1Q3qZyDlV9TKpg15Xj6UgPn+o7tJ+21pait1EO811oVBLlbTFNsyJJ8FLKinhZdJiYRqM9Gqcs0WiU48eP09fXd0q4nQ8cOIA0TNqXrqjqfioRNpWOKn8bzSA2nMRwiSEEdilfZoX2yojH0gtXgrKMJfcn8jxHplWZypP8W9REd9wgbO1ahjC99PX15RUaMhqvMAXQBKJ2+mAKMg4s4BiOYR4E4lWT29ra2PPqNmLRCB5vhZIeVFJ9jNIrWRWKQTJ/wu2tojiNk3dZg4KqW5VLwaJDeTLSvJG9+99gTUd+8epmNj0aM8XExETlGmXOIYQQFa2oVYy3pRDhotGcTJwMz7Ji0UIjB5FIhJ6eHvr7+0+pWZb9+/fTvGgpXl8VvxAl2NJGUH7YVDrCMJwk8fTytwIMQ2DZ00OJ8pKrV0Z6gq4BwosTNuVK3REmTuJ4LkMxXqY2ZXTR+OveLOu6Q6MyxMxnwusP0LSwi76+3CFLUsbzMiyc/Ie26e+7r1/WPA2Js50IzlNnIYljaW1txY5GGDh6iPZlFfKieeP7UoZ/tb3RKiSuhGT0Qu9+ofYzg+Qcm0gvRQBT42OM9vXQsTF/WVs35RqE5UxWzOSzfWhoiI6Ojhnb38mIDhPTnMro0KlThHA4TE9PDydOnDglHyz7DxykfXlxhkKx2LLy3gw32crfCsNAFNstXLpEhup5oXCFSaWEQ5kCVC8MD47AyNv8QE73tFiAJbOuK+LrJdZSoqMAsdG+fDX925/LfS4GgXEcA3dhashUxjySbOd2ABiLD3ghKU+elpYWhG3Td2h/5YSGEf+xSYZQVRNVWtfCObYCLjeQNWF/TuO6txLOtvg913doH9hWScZ0qQnh5c4AzuQzfnBwUAuNGWQuh4nN5/BrTeloj8Y8Z3Jykp6eHgYGKlAB5yTmeF8fG869qqr7SIZNVTGAPkv5W3dDuaI25xYZNk6yt9qsBCIy2bBPxPtkqLCaPGQcj8SpbgWOcEmzwQRAJqO+QLHR2LGQA8+OJ5Lx08cgpXTEAUB79kpT6ceREXWe2nHCplx4PB6aGhvoPbiXDVydc8xF4cXJCbGZFtJUcdzhU4V6NUrw5Ek7vn0jfj/ONJnGLCUy7t3oPbgXn8ekqamp6E2XavCfTF/M4+PjRCKRohLlNXOHaoSJVTK/RXPyoz0a85SJiQm6u7sZGhqa7aHMOpFIhLHxcWqbikvmLBbbjjfRm4EPVXr5WyFEcWJDpBnZ0WTTPCznfQzHCBTuBnsF2j8pXb3dqFAcQfZParbxFyA2ahqbmZoKE4vF8Hg8CcFhu86TXOyIDVE/XVAULDLACbmqZZrIUHS0tXJ019asTeBKQlXpUonh1bZHzfh+ChE1pR6j8tDMRDiYmxzjdacQHd29jQXt7SV9Wdq2XZJoOJk8GqC9GpokKkysEugwsfnByTRxUiintNAYGxuju7ubkZGR2R7KnGF4eBiJoLax+BnJQkkYskU+YP/qbecz0H2E63/z47z1Y58sal13+dv7vvEvPPDNr9DUuYg/+dHDOQaKqyu38+tPL3VCyt75R1/gnKtuTvbSEPEQqVL6DpKc8E/g9mZkCLsqKAE8j9ioaWgCIZiYmKC+vj7xuluECUNAfep6hXwBCSGQVnw5dU6yiAyApUuXsuvRxxnsPkLzwq682y8Y1bU9Q6J2xVFCo5oTixUucZt/f4UJIikl0ckJjux4lcvO31zSrk4FjwZooaGpDrMRJlaMcNEUxsn2PCuEU1JojIyM0N3dzdjYWP6FTzGGhoaQUFWPRjWqTRWCKn/b2L6AJRvOor6lLXt+QtxrIXwis3EqSAgA4Z2+zBfffQVDPce48kO/y9Uf/v3iBxsl2Zchy6e04CpT6Q384tQ0NoFhTBMackTCFIhW5/jSw6mklNOuXUbvUA+O4b2AvJWfFi5ciAc48NqLlRUaqiRw3OtUVdS+zPxJ1GXtA2ZGaBQ5zoM7t2JHw6xcubKk3ZUa+nGyeTR0+JTmZECHic0OOnTqJEZKyfDwMN3d3UxMTMz2cOYsg4ODSAQ1jc1V24ecJaGh9nnxO97H+Te+GwArZmHJtNmWWLJXhow6HcUx04wuM4cIKRJJWv8JSdwTQWp1qzhFm6lKbKR5N0INTSAMxsfHk2OJSGS3BNsRUKIpmb/hDqnKe0yD0mnMB45oyiM0PB4Pizo72L/1Bc6+7pZijzA3MzlBVE2RASm9NPJUPS6dEse479UXaG1qpKGhoaT1TxWhAdqroTn1mM0wsXzvz6UwMe3ROAmRUjI4OEhPTw+Tk5OzPZw5z9DQEKbXS6Cmtirbl7btTNSX8cCxolF+8uXP8tzdt2MYJpuvvYlbPv5XmB4P0UiYB771b7x4310MdB8lWFfP6Rdfxc1/8BfUNjni6d6v/zO/+O9/pqlzEZ++4wlsaTM+MsRd//QZdj39KKH6Ji5710d57fFfsH/7Cyw/fQsf+/f/SbHqpsJj3P6lP2P7Ew/gD9Vw3k3v5coP/jYD3Uf40nuSifQPf+erPPydrwLwxcd3Tz8f7opYkGzM5xepoVuuZaCECe0MYiNQU4fp8SSEt5QSeUwm+1w0uldPCo5MQiPF6zEhoTc+2FYgVNgQly5dwpPPv8TEyBCh+sa8y5eEGmYVaxC4d5WymwrknghwOsSrpPNKavUyxmdbFge3Ps/GFaV7o0r5sq+E4aKFhkZzclHtMLFyPS/loD0aJxFSSk6cOEFPTw/hcHi2h3PSMDk5iS9YU/HeFopKdAN/9PvfwBsI4PMHGOrt4bEffosFK9dy0Tvexzf++KPseOoRDNNkwYo1nDh2hGd/9iMObH+F//c/9+ALJBMFhBCI+CzLT770l+x44kEAfL4Av/jmPyR3qAw71ym5/7+/TKC2Do/Xx0h/Lw9+819Zsm4jHStW07X+TI69uRMrGqW+rYOGtizdgLNVi1JkOUUlm0XuUqpx4eALhohE4m2t+4FJZ79iYWp/E2WM5RUZUek05QOoA4pwjC1dupQnn3mO/a++wIZLKlh9SqH6mqjGd1VAEK8MFSM17K2Snyd1P1bSPi5zfEff2MHUyCBLllxUVkJ/sSVuT9bZPx0+pdHMHeZSmNh8fCbMO6Fh23ZCYCQMKE3BWJaFUcEPXDqJ/IwyanPWt7bzp/93Hx6fj8/cdBHDfcd5/YWnaF+6gh1PPQLAH/znj1h19vkM9x3nMzddRM++N3jxvru48Ob3pmzL6/XSf+RgQmRcfNOHuf5Dn6Kvex//+vs3OwupngwuFqw6jd/81+8RHh/nC7deghWLsuflZ1m95SJ+92s/SuRobHnrO7PmaEyzE6VMVhTKYqdVxLZ0JYkbpgfbtpETEtkfFxOdwgkLSwyrsOpc0o6LDNXcL4u+yjwkQSgUYsnCBWx/7D7WX3xV5cWu2pyrRGxVUN6GxH6rdByVuBkqNLYdTzxIc30t7e3txGKxkmcZZ0NozFbYxNDQEO3t7bOyb41GUz0qGSY2H5g3Z8KyLI4fP8727ds5dOiQFhkl4nzRV2eWUEqJRDoiowz75oxLriZYV4/XH6Bl4RIARk/0cXDHq4ll/uWj7+T3zlnMX1x3DtHwFAAHtr2ccXt9h/Ylt33hdQgPdKxayYKVa5wXM4x14+XX4/H6qGlsoiYekjU20F/4QWRMQMcRGtHpb2UZRunExYYwDGzLdkKmANEgEA2Fi4yU9/uBKVKa+xUiFtzLrF+/jv4Db3J8/5uFHYbrJy8GyXyNLOe4Iqh92FQnadsDBOJVzsqhQiJjbGiAfS8+xenr1yOEIJbWJLMYis3TOFk9GuCET2k0Gs1856T3aFiWRW9vL729vcRisfwraHJSzdm9SlWbCta5SrF6HENDpll0y07fNG29+pYCZg+DAlGXXwgFauuSYzAzjyEX05a0JImc9AyTwYn8jUoSNzRlRDpeCB/gChsvuqlhA04X8TZSPCK5h5C63OLFi6kL+tn+2P10rliTfb3CR5VKFcvdCtdvmegUPr3RYtn7KVcfVNjDsuuXD2PKGGvWONdLSlmyV2M2hMZseTTGxsZ0+JRGo5n3nLRCIxaLcfz4cfr6+nSN5gpimia2XZ3zWe1u4EvWn5n4+5oP/x4bL7sWACsW4/Xnn6Rj2aqM6y1cuTbx967nH2bJmRvpPbiP7r1vlDwWn9/JBYlOTS9AML0DuETGZ9idXhzTS+5WyxSSto0RMGAZCCkQZqo3I+/67mR2v0AuK6/hnmEYbFh3Gi88/zgXvevXCNamNvEo+85RzQ9jJPMoqnE7miAswJIZK4fNClXIu7KsGDseu481K5bj9/uBZGKlaZpFTyoUa/SfzEIDdPiURqOZ/5x0QiMajdLT00N/f/+8rqU8W5imiV0Fz1CiAZwQVTF4ANZsvpB1F1zKrmce578/+Rt0LF2JME0Guo8QmZzgD/7rNloy9GhoXbyUM6+4nq2P/IJH//e/2PHkgwz19mB6vdhWaeeibckKeg/u5amf/A/7XnmejuWr+ZU/+7vMIVMxksnm8U9kVTwYGZCW5RiDqteEer1AkSFjEsIgapyVM4mMbL1KsgmStWvX8sLLr7LzyYc553qn1G0hd0zB5yzdq1GBp2D6+IQSMNWoDkW8/LIEPAV+nKr0mdv/6vOM9R/n9EvOT3ldeTWKna0v5pmuKqGdzAwODmqhodFo5jUnTY5GOBzm0KFDbNu2jd7eXi0yqoTf7ycyNVnxWb6ZatL3m//0Ta7/6B/RtmQ5/UcPMXKil87lq7nuN/6QhStPy7re+z79D2y66m14/QHCE+Nc/7FP0rHUaTzm9QWKHsc1H/lDlqw/EyEMjry+nZ79jnckUwK46tkhPCQNwmobUBJk2CYyOYnP50vpBl5oyJRt207y9xGQw5mXz2YI5jIQA4EAa1Yu59X77iAyOV6dSrTVnGJRYlp57qrhILRJiqVCxlKNIdg2z//0RyzubKe1tXXae8qzUcp2C6FS+Rmz6dEYGxsjGq1mwpBGo9HMLkIW8JQdGRmhoaGB4eHhlA7CM8HU1BQ9PT2cOHFiRvd7qvLss8/y5a/+J7/73z/BH6qp2Haj0ShSSrxe75ychRzsOUZtUzNef4BIOMzxQ/v5pw++lVgkzGXv+yjX/eYny9+JzJDFEYnnZhggfEwzCqtmBEVhamSUb3zi/VxzxUWsXr0aIGEY5rtGUkrs4zYM4kxXLHFCp9y4Z5yV8VhI6VMhBBMTE3z/R7dz1o3v5fyb3ptz+ZRxFbwkFe14l9iM+9hsICadZo/5bOIir7OMkvDGZEwKn4HP2K6nH+Xh//5HfuXmGzPOypum6ZRQ9vmK+swHAoGCRITf76empvxnlN/vp7OziBJpFaarq0t7NTQazUlHodpgzoZOTUxM0NPToytzzDCNjY0IJGNDA5UTGq6wqbkoMgBefeRe7vvGv9K1biMA+7a+QCwSpra5lYve8f6K7COjKemJG6lubwYke11kW68cLCAmmRgeBGEnjDV1jdRsdC7vkxyRjsgA6JwuMtJR1z19m9n6c9TU1HDG+tPYev9dbLzsekINjQUdWlHnq5oiA+L9Oqp0v+cqcTsDn7FYNMLzd32fVUuzG8m2bWOaJpZlFVWjXq2Xj/ng0QAdPqXRaOY3cy50anx8nD179rBr1y4tMmYBR2jA2GDlPEiVaNJXbRauOo3WxUs5sO1l3njhKUJ1DWy54Vb+4L9up7F9QdkCKasxYwjHGE1PkK9WCJUEos5YxseHADltVlhdp2whLPakjeyOH08ziLrMeRnuc5bt/Kl64+k/QgjOPvtsDCvCC/f+uLhjLBab8svdzrSAVh8l921VxTCpdLY//gBjfcc477zzsi6j7nnLsooy5k+l0CnQ4VMajWZ+M2c8GqOjo3R3dzM6OjrbQzmlcXs0KsVM5WeUw9pz38Knvnd34n/Lspxwr0SDQeG0RSjFKMm0TtxjUQgV9WpEpbMxAybGBkE6Ho30vAzDMLBte1oDNWlJOBofUAhoTd9B5iRd9Vq6ByNXDkcgEOCcMzfy7KO/4Mwr30pjx8LUhSphIEpAtdxx99koEAH5r6O7lG6ldIDbozHDImdqfIwXf/4j1q9eRWNjY85l1f1TTLnbmRYac4GhoSHa2tpmexgajUZTcWbd8hseHmb37t288cYbWmTMAQKBAMFgkLHBCgkNCba0EczdsKlMmEa8NKdrzIYQGCUcQ8YE8CkgIqcby5mM50qdtxiOwSsAr2B8eBC/z4dpmhkFVEbPxjDIqHSqVC3MXmUq/f9sP/k444wzqPWbPPLd/5hugKoZ/LSfos6Wq9IXpRQYK+TaRKQj8CpZv8ItNGZ4Qv6Xt30HOTHCli1b8i6r7islWguh0OUqNXEx2x4N0M37NBrN/GVWhIaUksHBQXbt2sWePXsYHx+fjWFostDW0sJQb3dFtmXLue/NyIggYx8AIURxx5KtA7h6qwivRtko+83jNJEb6uuhrrYmp6GlwpgSxl8T0I4jMsz8IkNtwzAMPB5PYnuF4vF4uOLSSzm28xW2PfqLwlaKi42CO4Z7SLqNihAbBR+FOk9W5QxaIQRC6eAZtJMPbHuJ3U/ez0Xnn1dQIrb73iqmoWo+47+S3oy5IDRGR0d1+JRGo5mXzKj1J6VkYGCAnTt3sm/fPiYmJmZy95oCWbFsKb37S29W56baTfqqiRk3ioVIExsULpxydQAX6ZEkucKpKuHV8OHkg8Rn8Pv2v0lrc1Pe1ZT3QSWJiyaBCBSWl2GaZopgK8WrtWjRIjauW8szP/5u4QLYPY5Clnd7NQq1Ows9FmUT20VsO9c+1X59AgJixp7iU+NjPPbd/2BpZzunnZa9VHQ67opjhZa7zefVmE9hU4qhoaHZHoJGo9FUnBn5irJtm/7+fnbs2MH+/fuZmpqaid1qSmT58uWcOHwAqwIzbLZtOzPLJ5tHA0AIzPhsfLq5qsRGLlOzkA7g7vfyD6cCYiNun8WiEQaOHJjW/yATMiyh28nPyDb7m0lkeDyeaQZhqZ6t888/n5ApeeQ7X61oD52E18Mk+TQsYOK96PAsg2SuRqmkX/8Z1u6/vO07RIf7ueyyy4q6F9O9GgX3aMnBfPNogA6f0mg085OqWn+2bdPb28v27ds5ePAg4XC4mrvTVIjly5cjYxH6jhwsazvKWDgpRUYcwzRBZPbIKAGV0eQqsAO4WlZCQTPkRduWFvFckNSXTxw9hBUN501ATSR/j4DoS03oThmXK7lbhUmV0qwvG16vNxFC9eoDPyt6/XwkSgxDohGeO/wq5aeUMs3lhE/NYDWpbOx9+dlEyFRtbW1R66bfL4V4NWYydGquoMOnNBrNfKQqFqBlWfT09LBt2zYOHz6sH54nGUuWLMEjBMf3v1nWdk6GalP5UIazSEsMT7wPGfMOCu4ATpF944oxOFUpW4tpM+l9B/chpJ3fo9GDU5XJA7I1WTEqvUJV4jy5fmc/hNKM5kWLFnHOxtN55sff4eD2V/KvUED4VEp1WANHbHhzrKCSzdMT28mTE6IqThUbPpXrXEkcERmp7ox8/+EDPPSNf2ZV1+KiQqbcuD0UhZS7PRU9GqDDpzQazfyjohZgLBbj2LFjbNu2jaNHjxaV/KeZO/j9fhYtWkDPgT1lbUfOA6EBSaMm13EY7lnuTIaLTTKExpMhZKoI47vgJZUnQxnQrn32HdpHc2NjzkZq8oSEUWeHcqFEuMatxIa774V6Pd/1Lud+OPfcc1na2cb9//kPDPYcLXk72RAeEGaWc5yrt4m76lUmESJwQuWEKKz6VKFeDCUiq2QrT44Oc++//x2NfpMrrri8ZJGYbszn+2441ZLBFTp8SqPRzDcqYgFGo1GOHDnCtm3b6O7uLjjhTzN3OW31ao7sfLXk9aVtOzbuSS4ygJRZ+lxhYEpsZDRbTIHwpyWAx0OmijbeClk+SlLc+FKFjZSSI7u20tGW3ZshxyX0x//pAALpQxAJkeLujVHo9S7VYDUMg6uvuopaw+aef/sCU+NjJW3HTTYzM6VyrBJSpexACRAfiAAITw4vSDFhUu6Vq2ArW7Eo9/3nPxIb6uX6664ruA9GJtKN+XzlbnO9V42wqbkiNkZHR/UEnUajmVeUZQVGIhEOHz7Mtm3bOH78eEWTNDWzy6ZNmxjuOcpA95GS1j8ZuoEXg2nEvRpiemK4QgJImd2IFiKZAK5ERonjybmeDcTihpNXTFt4sOcowz1HWLZsWcbVZUTCMZwDaoj/qP2mhUYZhpFo9ldM6dpyEtt9Ph/XX3ctU31HeeAb/4yda2Kj1Bl4GwgT7zvi2kY5uRLpIiKbF4QiSvNWSWhIKXnyh9+iZ+crXHfN1dTV1ZW9zfTvh3wGdbbvk/mYn+FGh09pNJr5RElWYDgc5uDBg2zfvp3e3t45MxukqRwbNmwg6PXw5kvPlrR+Ij9DzA+hIYx4sz6RQzyppG5chnRM5k4ALtVwzbaeitsHJwHZbZPFP6cHXnsRj3ByHjJi4zwZAkBHUlykh0i5xUZKr40CKFeANjY2cs2VV3Dk1Wd56Nv/VvYkx/ScGpJ9NVR0W1l7SN9+co/C3XDQeSF3GJZ7LEq4VniO57mf/pDtD/+cSy66gAULFlRkm+nfE/nK3c6k0JhL32E6fEqj0cwnivq2n5ycZP/+/Wzfvp3+/v459XDWVBafz8fG09ez9+XihYaUEol0RMbsFsupKEbcwBGGmGboS6YbKwIBUZARUsVGmd6MxPYziQ21GwMnqdm1T8W+V5+na0Fn1vwMERCwFMRigWFOf0SkV11SVaagsIpCOcdfBF1dXVxzxeW8+dSDPPo/X6usRzVe7lYU2cQvL7ZETkkIJytYFUW6CDFICeuqxMftxXt/wos//T8u3Hw269evr8AWHZTny00pQqMaXtK59F02MjKiw6c0Gs28oagn9u7duxkYGKjWWDRzjHPOPpvje3YyMTJU1HrzodpUJtwz+mbasUmXNyNB1GnAJwyS5U3dy1WgZOm0LRiAX6SGTLmMqImRIY7v2cXSpUunbUtayVwL02di+DJfv/R+Geo6q5nmQsVGJe6PlStXcuUlF7P70Xt59HtZxEYJ+RUCksnvVjypvhIlZhOXRYCszPaA5PjKCMOSUvLC3bfz7O3f4bxNZ7Jp06byx5dhH+n/ZzOqsxn/8z10CnT4lEajmT/ML0tQU1HOOussDDvGnleeL2q9k7kbeD4SRo4rMTyTNwObZAdwl8E+LbSqXDJWQCL5yU4b18FtL0MsOk1oyAkJ+0CMpHorpnlpsogMhWmaCCEKEhuVOgdr167lqssuYffj9/LgN/8VyyptNjjlSEU87MyMv1GhCt3CMBBKdMYqMIue7xQWGIYlpeTZu77Pcz/5Ludt2sjmzZvLH1sGMgnBbOVuT9XQKdDhUxqNZv6ghYYmK42NjZy+bh3bH3+g4HVUeEQi7nyekZ4IDckyvm5kPE/C6QCeZqBXY2BhWVCIz85fPsSijnZCoVDyxRiIboGwBYwnX84kMtJDpjKJBfV6IeEflfJ6rVmzhmuvuJx9Tz/Mz/75c0yOjZS+MfcxeV0laUtptqc2ieseiHtKZCUivQzhVLLyl3BXxT+jsWiUh771FV7+2Q+45PxzOffcc1NyciomiuNkMuozCdNMQqMa45lreL1eAoFA/gU1Go3mJEALDU1Orr7qSnre2E7voX0FLT9fw6bcqApUAEIY00OmYirUhtSeGfGXKi3ARAwnDEftV5Fm0PUfPkD3GzvYsGF9fOzCySM5hiNSAkCWvN90A095LrKhDNVYLJZztriSRuPKlSt5+w3XMfDGNm7//Kc4cfSQe0eFbSR9OUEyob5EYTBNdKvCZZJpjRRL3EHJq44NnuCOL/0F+55+mOuuvJxNmzYlrp1hGJimiWmaeDweTNOsiAApx6tRrbCp2fZoeL1e2tvbWbt2LWeccQZdXV2zOh6NRqOpFPPXGtRUhLPPPpu2pgZeeejegpY/FYSGYRqOgS4dAyXF3JIg42E2wpUn4e41UdEZWSvZcTxbXoZi+xMPUOP3snz58qQ3oheYBEwQi4ST6J7YRGbjq9AytsoozdUJutLnY9GiRbzzHTfjmxrlJ1/4f+x79YXiNpBhnMILwo9zfosg17EJZS+X4SUpl559b3Db33ySiWP7eectN7FmzZqcy7urj5UjQLLdC9Ho9Pi09GXnk9DIJC5qa2vnvcdGo9GcWsxfa1BTETweD1dedimvP/UQ4cmJ3Au7wqbm+5elYRrY0gZkahM/4YSxCBXfD6nGq6s8bNlImRQ1niz7ixOeHOf1px5mw2lrE8aaHJLIwbgAWigQvswiw309i2nKBySMUsuyssbcV/peqa+v55abb6KrpYF7v/I3PP/z2wrK28g0ioQHqoh8o4KqScXzNGQlunpbEhmWTvGBApBSsv2JB7jz7/+cetPmPb/yTtrb20vefTYB4vF4Urwj7nOS6V7IVO52pjwaM4XP59PiQqPRnFJkrm+p0bi4/PLL+fFdP2PHkw9z9jVvz7rcfGvSlwtDGMj48SrDMmGcG6R0486WAJ6yTrFICZH4xg3AE99elqpLrz/7JNbURKJcqQxLZE98/G0CUZtWrjeDB6ZYkZHcvUiIDZh+fxiGUfFmnz6fj2uuuYaXXnqJF+74Lge2Ps+VH/59WhYuyWjXF2zmSemEUJlZPBWFGoyGEociGUZVKhKn+AD5j2N0oJ9Hv/c1Dr36LKevXc0ll1yStcxxJch1v3g8HqSUiWuvhIZbTMyH0Cmfz0dTUxNNTU2EQiEtKjQazSmFFhqavDQ1NXH+5rN5+f67OPOK6zGzGCanQtiUwrJiCEMkxYaI/51mQyQM9izbKVlsWMlkYuHFmXWXMvkbEt4Ty4qx9aGfsWJJFzU1Nc57PhAtwpkJb8k8ZjU+RTGdv9MRQuDxeBIJ4un3SFmiKwuGYbBlyxaWLl3Kw48+ym2f/Thbbn4fZ11zI6aZvIenHZE6j87Akq/bEhmOv+yXKV6Oks5LkaFYWUlUGMu+iJSSXU89wi9/8A18doQbr782a2f4mSL9fnJ3mDdNE9u2p53Xk0VouMVF4jOn0Wg0pyBaaGgK4uabb+aZv/w0rz1+P5uufOv0BSTY0kYw/8OmbNvGlk5DQktlCMfiHgYPiU+VzBAylYmSjGylJbw4Bm+O/hw7n3yIkWOHuP7WW1L2SZuznfTr5fZmKPIlfxeKx+NJhFG5xUY1hIaivb2dX7n1Vl588UWeu+1b7H3pGS7/4G/TtmRFTg/AtPcMgTCkI/BiOGLNGXxVxl0w7l4abpEUZ7jvOI//339z6NVnWbd6JZdcfDF+v3/Gh5mObdspwkF5z2zbxu/3J0KuGhsbsW0by7KydqdP/7vY9yshYLS40Gg0mulooaEpiCVLlnDJhRfw7B3/y4aLrsAXCKa8b8v52zsjBQlWTDXIcPoi2JaNjMadCRmSsQs5I0KkiYV8eAXClAmRkdhP2nYiU5O88LMfsmbFMlpaWpAjEmpJJH1nTVZ2GWHleDIyocKo3GEy1QifcuPxeDj//PNZvnw5Dz/6GLd99uOsPv8yzrvpPTS2Zyi1JSVk8sx5gTBg4XQNL/d+lzgi1V3dqliEcAYjSYmfmhgZ4oV7fsyOR+4l5BHTvBi5rmm+613O++77yl3G1b2O3+9PGOuLFy9O6f8xl/D7/SlhURqNRqNJRQsNTcG889ZbeerZP+GlB37GBTe+O+W9UyVsyrIs3HLAEAZWNJ7RawgMrzMjO635WyEIgcgnNtwz1srInVaSNSk+XnvkXsJDJzj3msuRwxJ5TDplbJeSUmEquXk5bfa3Gtc0k9iopldD0dHRwa/c+g5ef/11XnzlKb7/wpNsuOx6trz1Vwg1NCYXdIeiuTGEk1th4TTxK9cxoKqGCVclqlxku5cMwHb0RmRqkpcf+Bmv3ncHZizCWzZvYtOmTfh8vjIHW3my3V/RaBQpZeI+mUtj1+JCo9FoCkcLDU3BtLW1cc0Vl/HA3bdx1hU3EKytS7xn27aTFD2PhYaUEstOrYojbYmw4hPJGWLui56BFSLRqXkaMYm0QHilIxJyeEEEMDk2ysv3/oTTT1tDna8OeTDu+agRGUVGpjFXUzimi42ZEBrgeDfWr1/PmjVr2LZtG688di+7f/kQGy6/gdMvvSbh4UhPrk54jLwgLSeESliU7okAJxk8qvqfCArPSk9FGDA2OMjO5x7itUd+RnR0mHPOPINzzz13Tjd/i8ViWUXExMQEdXV1RKPRWRcaWlxoNBpNaWihoSmKm266iUefeJKn7/w+V37gY0DSmzGfRQaAld7pWjodwIVhgGEjDLCLDJnKxjSj23ZK2QpwOnir8qjZN8Dzd98GU2OcfdbZyKPxakk1OLkZGcjUs6DaoSpusTET3jDDMBLVjTweD5s2bWL9+vW8+uqr7HjwLl697w6WbNzCGZdfz9IzzsY0DEf8uc+DcHJjZBRkVCKyVKAqCOGIBCfvQxadIC6l5NibO9n2yH3sfe5JTNvi9NPXct55N1FXV5d/A7NMpo7gimg0mviZDQKBQEJcBIPB/CtoNBqNZhpaaGiKoqGhgVtvvonv3fYTTjv/YhatXp8oqTqfw6ZUArgbGZOOR0MAXgMp7YyJ1KWSEBtSQlQ4ofgGCWM01+z/sTd3se2hn3H+WWcSGAw4ieo+nH4ZBcbPz1Q8vKowpKoMVcuroZKL0/s1+P1+zjvvPM455xz27t3Ljp27uOdfnqOubQHrL76aledcQMuiJannwyMgJgsLd8qHR0BEeasKW2W4t4d9W19g5xMPMnhkH831dVz+lnPZsGHDnEj0LhR13bM9OyYmJmZUaGhxodFoNJVFyAK+1UdGRmhoaOCxxx6jtrZ2JsalmcPYts1nPvc5usdjfPALXwUEEmY9vKFqyHjMeJr/QEYldsTG8BtgQiwaTSyhDNpyjWYhBDIqkVEnYVj4nfCaXNuNhsP88LMfJxgd4+aLboR+nHWXCUQge/K32qYyyGcaVVlIjaeSpB9TJBLJuWxfXx/bt29nz4GDRG1JfftClm86j+VnbmHh6nWYngIVQSFIkFNxgeoXGduo2rbN8f1vcuC1F9n38rMMHj2AiWTF0iVsOussurq65lyidKF4vd6cz46GhgZWrFhRtf1rcaHRaDTFo7TB8PAw9fX1WZfTHg1N0RiGwW/95m/yp3/5aZ687Xu85V2/Nq+9GekJ4ArhdRrRYaSGgIh4ngVlzM4nErJtwIpvw5tfZAA8+9MfMNZziLff+k7MEyYWFmJBbpExbb+zgLqHVK+NSo0jU8JxtipXqofDggULWLBgAZfHYhw7doyDBw+y98n7eO2+O/DW1LFg9Xralq6ibekK2peuoK65rfTxxhPBpYVzrQ3BxMgQvQf30XtgD70H93J8zy4mhwcI+rysXLaUi6+9mmXLlmU00FVC/8lCvhyM0dHRaY38yiUYDCbExVzOYdFoNJqTHS00NCWxcOFC3vWOW/juD29nxdnnsuS0M2Z7SFUhUwJ4CkY8R0U6uRrS1WRMAIYQ00KucmEI4UoId3JAAAyvgfSQufO3i2Nv7uK1++/koi2baW5tRtZLGAHZkH0MhmGkdO2eTSNVeR4SeT9ljkV1Jc/0eqbX0o/f4/GwZMkSVqxYwZVxT8e+ffs41n2U3a+/xkuTE0hhEqxpoHX5Smpb2qhpaKKmoZlQYxM1DU0EamoxTI8jdoTAtiykbRGeGGd8eJDxoQHGB4cYHxxgfPgEJ47uZ3ygH2yLgM9LR1srZ65cwvLll7JgwYKsoj52JIYckZiLTUT9ySM0gJxCwrZtBgYGaGvLklxUIFpcaDQazcyjhYamZG644QYef+IJHvj6v/Brn/93/POwSVWmBHA7YmN4BRiOx0IZ/4K4oe5aXBRQslbEl1MCY9qbCPDFxUeO7YQnxnn42/9GR3MDZ511lrO6T2C2mgkvQToqxAtmJvm7EEzTTAk7K6cbeTbjNX2batlsRrwyhNvb22lvb0+8PjY2xtFtR+k92kv/keOM9B7k2PgE4+MTWLbtJNVkHb8E6VRrqwmFqA2FqAkFOX3JAjq2nEVHRwf19fXFHb+N0+39JCMWi+X0WAwPD9PU1ITHU9xXlhYXGo1GM7tooaEpmWg0yrvf9S6+8tWvcffXvsQtn/jreRVClTUBPCaxLYkRNFPDb4TANAzstEo6ytORTk6BQdw+9YuEupC2nbX8rW3b3P/1LzPZe5S3X3wLYlyAq+hQplAhNYOf3nF5tnGHb5UjNvKF2mTqFJ0NKWXGpOXa2lrWbF7DioYVYIPZZWI0OOJtamqK8fFxJicnE+ur3hBCiERTumAwWJHPjfALJPKkFRq5ktgty2JwcLAgr0YoFEqIi5MpMV6j0WjmI1poaEpmcnKStrY2fuujv8G//+d/8+Tt3+XSd394todVGdwdwBW2480AED4jETKlSBjrroZ5kBQUCaOZ3ALD3b9B4HQbl2lNANOrMz1z5/9x+NVnedsF19BgN2AfsTFWGYneHunJ6WoGf642WlTCSAhRUhhVPpHh9XoRQqQkn+fqkp7L2yO8AqPVwO61sY5biDqnT0kwGCw6uVhKiZyQiGDuXicZx+GLLx8uarU5QywWy+qxsCyLiYkJwuFwRvGgxYVGo9HMTbTQ0JTMxMQEAOeeey7vHxriuz/4IW1dy1h/4eWzPLLyyZQAbkfjBq8pwARpJT0EQiQ9AoYwsGWaV8OVt5Fz5px4BSIT8Ca9Fxmb8sXFxu5nH+eVu2/j4jPPZYlvCUgQnWJaA8H0XAz363ON9KaByhtQyFhzeWcMw0gYs5ZlJc5hpu2qxPCC9tlqYA/aEAH7hI3ZVlrisrXfQk5IzC4T0VCk0PDHvUAnoUcD8gsNgIGBATo7OxFCaHGh0Wg0JwFaaGhKQjXS8vl8eDwerr/+eg4eOsSDX/8yTZ2LWLBizWwPsWQydgC3nJApcGawbSs1DMltjApDgO3KqIiHVBEPn8lJ1OmbIWMC4cEJhcmRTN57YA+PfvvfOG3ZUs5oOgNsEI0Co2m6caxm7d2z97NZZSoXalzukrv5ei6o5TK9r7wSbk9H+nlwb6NQgZHYliEwO0ysIxZ2n43RZCA8xZ9XERLICYk9bGM0FCkAfThK1o43Eiyy+d9sY1lW1opZbs9TXV0dy5Yt0+JCo9FoTgLm3lSm5qRAeTNCoRDgGAAf+Y3fYHXXQu76p79moPvobA6vLLJ1AIe4yMDGnZYtDGNaG3DDcIxYI27cCiHiy+XwZlgkxYzPKWWbq2LV0PFj3P2Vz9PRUMvlqy93OoYHHW9GNjweT8KAnqsiQ5E+NjXubGItm8gwTROv1zstnCq9ypRhGHi9Xrxeb0leHtEgEEGnJLE9kEdQZsFodPYrRyXSKs4zIQwB8fYeJ7NXIx3TNAkEAnR2dtLZ2Uk4HMbrrWAfE41Go9FUDS00NCUxOTkJkBKD7vV6+eQnPkFbyMdtf/cnDPX1zNbwSiZjArjl6gBukpJ/QZYeDT6fP2Ncv5nFgHWXshWeeGhWDu/HcN9x7vyHTxOSEd6+5a34bT+Gz8BYbOSM7VcGt6rsNJfJFs4E08VGtl4ZyuOWrZytECLRMK5UgZEyhgUG5iITo6207YiAAD+OuB0p/voYtYZT2vYkfbIrz4XH4yEUCtHQ0EBDQ0PKcyYajdLTc/I9WzQajeZU5CT9OtLMJrFYjHA4jMfjmdZoq6Ghgb/4sz+lyQO3f+FPTy6xkSkBHMfwN3wGeAVSZg+ZUjPiHo8HYTjejOkbi3s2UncbFxnS8Xh4xbTkbzfDfce56x8/jS8yxjvf8Q5qamqcCrhLfXiD2Wd6lcHt8/nmtCfDTaZxKi+EO0k8PSTK4/EkEr6z4fP5CIVChEKhip0PI2Q4YVNlbE95Neyh4r0i5kITzxIPRujke7SrkLX6+nrq6+sJBAIp1zUajSb+Pn78eM7u7hqNRqOZG5x830aaWUd5M1TYVDpNTU38xZ/9KfUixg//5o9PmjCqbB3AwREb0kh9TyWAm4aBTwkMl4FpGpkTgh1x4jJEYxJsp9aU8Iusyd/ghEvd8fd/jmdymHe9853U1dU5xuVKD0atkQgTSkd5MQzDIBAInNRCQ72uxIZb7GULk3Lj9XoJBoMJL0YlO067kXZppWZVboYcl8jo3PY6lYvyOqkKXV6vN2vPF7fQsG2bo0dPjueKRqPRnMpooaEpmnxCA6C1tZW/+su/oNVv8qPP/zE9+9+cqeGVRMYO4LZMpGLYtpUaMoXA4/Xg83oxPZ7MuRcin9hQywlAILxAjuTv4wf2cMff/zmB2ATvesc7qa2tTW4ikJrM7BYb7vKsfr8/YZyfDGIjVyiT8lyocJt8YVLKg+Hz+TAMA7/fn8jrqHTlLTkpib0ZI3YwhrSLzLXwCUQoXkFqtDShoXJ95iKZxIX7/GfzVKQLkIGBAcbHx6s6Vo1Go9GUhxYamqKwLIupqSlM05wWNpVOU1MTn/6LP2dJcz0/+twn2PXM4zM0yuLJ2AE8LLGnbOyYnWL8C8PA53eM2lzJ3QCmmfkjJgyRWFeYcaHgEVmTv994/knu+Ls/pd60+ZV33ErwRBDrgJXVoFTGnDLGlcgwDCMxM1xsl+XZIpsgUl4aJaoyJYm7jdr0UCp3o7yKnwsfjkiNlJYYbnQYmMtNjObiHtHSkkR3RYntLl7gVJN84sJNLBbLeC3dHg3FkSNHKj5WjUaj0VQOLTQ0RaG6HAeDwYJmxBsaGvj0X/4Fl5x7Dvd99Qs8cdt385d4nWGydgC3He+CU2XKya0wTc+0Mqk5UaVtM5Dq1cic/G3bNk/f8b888LUvsXbJQt7zrncRHA0iJ6TTb2N6Solr14KamppELo1q0OfupXEyeDWy5WmoPAzlyYjFYinH5vf7MwoM9b7b2K10+JQwBWa7s027zy66gpRRY2DUlFD5ynQd5yw37lPiIhQK5RUX6YTD0wcfi8WmefvGxsYYHBysyHg1Go1GU3lOjilNzZyhkLCpdHw+H7/1sY/RtXgx/3fb9+k/coC3/van8AcL30bVyNMBHM/0sqmeIo1SwzSx0kSEjElkxHbK5QqZMS8jMjnBA9/4Fw6+9BSXXng+mzdvRg5JrAFnvOZiM9GkLRPK66Q8T5FIZFr4idfrnfNJtaqHhkIJjPTcDJWzocqh5kK9b5omsVgscY0rKYJFk0AMCOSUxO61MRdUJxdk2n79Ti8OGXY6jM8kSoRnC2ErlEgkMq2rupSSWCw2LQfpyJEjNDQ0zMnGkxqNRnOqo5/MmoKRUjI5OYkQIq8hl44Qgre97W38ySc+Tv+ul/nfv/pDuve+XqWRFk62DuACgWEKTF9q4zbDMKZVjcrHtNKrNsiIjZQgpHAa9KXN1Pbse4PbPv8pjm19jlve/la2bNmCnJRYx+Iz9u0GRl3ucSgvRk1NDbW1tfj9/mlCI71i01xFGa3Kg5FuVJqmSSgUora2Fsuy8oonJb7cx17p8CkhBEZnvILUgF10YriMOdc7ti9zcnTW/c5wh3AlaEOhEIFAIG+1r0KwLCvhnXKTKXwqEonQ29tb1v40Go1GUx200NAUTLFhU5k466yz+Pxn/poOv+CHn/04j/3wW8SiszOjnjkBHAxpYJiG0zQvjWK9GYqEQSsdb4mU8TCXtO7RsWiEp378PX7yt58iEB7l/e99NytWrHCMzsOWUwG3XuTt06BKg9bW1iaulfIEZB3bHEaNPd2I9Xg8BIPBxPGapkkwGEyUYM6UWK9yVSD12KtxHoxaA1EnHM9ZT444t0wIp8StnJDYE0V4WuINs1VflmpQDXGRTqbwqUxCA6C7uzvrexqNRqOZPXTolKZgVNhUTU1NWdtZuHAhn/3MX3P33Xdz+50/Zt/Lz3L9xz7JgpVrKzHMgnEngDtlak3sqI0UElvY0xrfmaaZN/k7G8qrYU3FkJbT/E/4BLZtOaVage69r/PQt77C6LEDvOXcLWzZsiVhEFtHLYgCPjAXTW8E6EaVbK2pqUkxnlVHZSFEihGnvBqZZpBnG5XM7vF4UsKaVL+SbE39AoEA4XCYcDiM3+9POV9ub5z7/FQjfArA7DSJjcXieTgyZ0NFN8IUiDqBHJbIYQkFRhomwukqnKNRqbCoQgmHw9NCNLOJCdu2OXbsGEuXLq36uDQajUZTONqjoSmIcsKmMmGaJjfddBNf/PznaPfBDz/7cR79/jcIT8xMuUqVAO5u7uaERTlx/sKbakhVIsTIkAI73hdB+AzsePO/qYkxfnn7dx0vxtQIH3jvezjvvPNScxA6TERQ4FniSU34Td9HPMlZ9YlQxGKxRNiUx+OZdg1nyngsBnVdPB4Pfr8/4dFQx5YrJl8lg0spUzwbHo9nmrhI6X1SBa+G8As8qz3OtStQZCgSzfuG7YI7ubtDp8rt/j4TnotsSCmnCYtsPTYA+vv7E5MhGo1Go5kbaI+GpiDC4TCWZaWUBK0EixcvTng37vjpXex4/H7Ovek9nH312/F4c5fPLRnpCA2vx5OabyFA+FTp2dRVSg2ZStlnxBE2mCCFTSwcZusj9/LiPbdhj49y6flbOPvsszOeXxEQeFbm/7j6/X58Pt80IZEehqJCjKamphLGqEqMnm1URSll0AaDQUKhEIZhMDY2VtR2lGdjamoKv9+fUSQbhpHw5ng8nqqE4GQKwytovRrnfiHmNPATtQVsxwuiTjj7tHHWL4KZ9lzkIhKJpIT75bs2hw8fZs2aNdUelkaj0WgKRAsNTUFMTEwAxVWbKhTl3bjkkku48847eegHX+fl++7kwls/yOlvuRKjgrPMpmk6jffE9FtfSknMsqaJjFISwDMhTIEpTaIiwo4nHua5u77P5InjnL3xdC6++GLq6uqYmJhIGP5ySiItWXCZU1XmtaamJsVAtG07Y7y72xBX1Zosyyp7FrxUlHdJCS3DMGhsbEwJ1RNCFDU+1T8kHA4TiUQyeizcYWPVCp9SyKjE7rMxOoycnimFMARGg4E9YGMP2Ri1+e8FIQSepcU92pWwUNW75gqRSCTl+qvyzNk8T6OjowwPD9PQ0DBTQ9RoNBpNDrTQ0BSECklILzlZSZqamvj1X/91brjhBm7/8Y955Ov/xIv3/JjNN9zKugsuxesvPWTL42rsNjk1lfKetCR21MY2MhuXZXszAARYRNj53GM8f/dtDB7Zz+lrV3PpO95GS0tLYjG/3+94GSxJ7FDMycvoAqM+t4GpGtfV1dVN84jkqsBkGEbCs2FZVtVm9POhZtFVLovX66WxsXFaU0ifz5dRNOVChfsJIRgdHaWuri5nErjqN1INrEMWclKC4eRuFIJoEDAAckQWleORj7kqLtxIKYlEIin3QTQazRniduTIEerr6+fsMWk0Gs2phJAFTA+OjIzQ0NDAY489Rm1t7UyMSzOHiEQidHd34/f76ezsnLH97tu3jzvuvJOXtr6GGaxl3SXXsunKG2hesLjgbXg8Hrwe1XNBOgZ1mhEZG485vTRMifBNL5taVty+hIGeI7zy0D3sfOIBIqNDnLZqJRdccD4LFizIuMrk5CSR/RHkqAQveFZ6EJ7sRpMypOvr66cZ5lJKhoeHCzKcI5EI0WiUaDQ6Y00V3WFSqsGbKlWbKcwpFosxMjJS0r4aGxsTYVR1dXWJcraRSCQlJMu27arF+tujNtZBx2vmWe0pKKRKSol1wEKEBEZrYZ4QcMrjYpHSa+VkEBfp+Hy+lO+d5uZm6urqcq7T1dVFe3t7tYem0Wg0pyxKGwwPD1NfX591Oe3R0OSlmmFTuVixYgV//MlP0tfXxyOPPMIjj9/P1vvuYPGGTZxx2XWsOGtL1qZ/iQRvkRQOsZg1TWTYERvbspHSxvCmCopyEsDDkxPse/UFtj74C47seJnmxlou3XwWW7Zsobm5maGhoazGvDloOiJD4CQQ5xAZ4HhBQqHQNJEBjmFeqGjw+XyJ0KRqN/FT51b9qEpZ4FSFylZwQIVWFSuEVPK4Ks08OjpKbW1tyn4V1QyfMuoM7BobOS6xjlt4uvI/goUQeJYX96i2h22sw4448a/2n3Tiwk0kEkHGCzdA/jwNgGPHjtHc3Fzx3igajUajKQ79FNbkZbaEhqKtrY13v/vdvOMd7+D555/nwYce5v6vfgFpelm8/kxWbjqfVWefR0Nru1MKNU1gAEgkkfR+HTZYEQvbshB+o+wE8OG+4+x95Xn2vPwMR3e9hpwKs7xlMb9+9Xs486oziZFMtA4EAonz6sYasbD6nBAm2Zm/s7PX68Xv92cNaZtKCxPLh6oqZNt21RLD3cnG6dWjVIWjXPj9/qI9Dn6/P/F3IBBIJJbX1NRk7S1SLa+OucAktjeGHJbYzXbBOThF7SNoYngNDGFUpErcbBOJRBLXsBChYVkW3d3ddHV1VXtoGo1Go8mBFhqanKhQGpVoPJt4vV4uuugiLrroIvr6+njllVd46eWXefr//oMn/vdrtC9fzZINZ7Nw5RoWrFhD84LFCSM2Gp8VdWOFrXjIlJjmNciXAG7bNkPHj9Gz/0169u/hyI5X6T+0F59pcPq6tVx54y2s8K2gub4Zc5nJuEwt2xsIBBINEBPbDNtEDzlGlL/TT6w5tzdClXB1N+VLOT7LKinfQiWUj4yMVDQxXAiRKFGrygmn77eQ0Eyfz1eU0DBd+TnubQghGBsbS1S0cp/rauaqiIDAaDSwB23sHhuxQhTkaZC2RI47nq5MSeHusCiCMGVOgeWEUOXzis113EKjUAHc19dHW1vbvBBaGo1Gc7KihYYmJ2rWvZpJ4KXQ1tbG9ddfzwc/+EFqamp44YUXePzxx3np1WfYfv9PiEmJ6Q/Stmw17UtXUtfWQW1jM7VNLdQ2NhMMNWBFnN4Epm+60eYxTaxYjImRIcaGBhgbPMHY0AAD3UfpO7CHvgNvEpuawEDS3trKGWvXsOntV7Nx40b8pp8TL59ARiVm63SRoVBiQ2ENWIkqU54FHgxp5PRI+P3+jMnfimKTpt2ohn/j4+Nliw0VJhUIBLI22VNdzAsdWzENBt3eDDcqeX50dNTpneIy9qtdfcroMJzeGJNOMz7RmF8I2ANxYVIjEkIja86FAOEVyKhEhk9+oaHyhgzDSIQD5iuzLaXkyJEjrFq1aoZGqdFoNJp0tNDQ5EQZwrMVNpUJj8dDe3s77e3tifj6q6++mquvvhqA4eFhdu/eza5du9i5cyfPvvAoW3v7sKREAhKBFZP4Q3UEamswvJ5ECV3bskBKolMTTI4Og5QIJAIwhaC1pZmVy5dx5Y03sHz5cpYtW5ZiIEspGdo2hIw6YU+TtZOQxU5PFxreBV6ER2A2mghDYJLdoFYiI5uXSTWqKwefz0csFktpeFcsql9HrkZvQoicgikTfr8/Y+hZpm1nExrg3Ev19fX09/cjpUzJc6lm+JTwCIx2A2JOz4tCMOoNR2hMCXyGD08gd58Lw29gRS3sqeqEZ800kUgk4Z2IxWIZc5LSGR4eZmRkJGeiokaj0WiqhxYamqxYlkU4HE7E0s82Xq+Xjo4O2trachqlDQ0NnHfeeZx33nn09/dz8OBBbNtmdHSUwcFBBgYG2LdnH/2H+rECFhKZMOZ9Ph+NjY0Eg0EaGxtpbGykqamJxsbGgozhiSMTRIYiYECkJZLo/p0JVS3K7bXwtKV+JDOFCanQplwGdCRDqFgp+P3+RL5GMUa3SrxWIUq5qK+vL7oJpM/nK0hoFLJ/0zSpr69nYGCAcDicWKfapX7N1sJzgDweD6bfJNYcQ05IxKjIm78jAgLGnA7h8wG30FDhnIVw5MgR1q1bd1Imwms0Gs3JjhYamqzMdhK4wufz0dnZSUtLS1EGaSwW4+jRo4Bj+DY0NNDQ0EBNTY3Tu+K86eu0t7eXFSbmbfBiBkwidREsM39ojyfsIXIwgnexN2PZUlXyVVWBMgyDUCiU95oUmwSeDXeH6FgsljdcSYknv99f0LVK72lRKKosbr54/ULj871eb0L0hcPhxPirGT6VTnqPDBUSlRIW1QTRiSjWkIWnPffjW5W1nS9CQ91/pmkWJQAnJyc5ceIEra2tVRydRqPRaDKhhYYmK7MdNuX3+1mwYAHNzc0lzUYePXp0miE6cGSACSvzTHgoFCo7F8VX78O3xsf4cOa8DDd22CZ8IIwxbhDri+HtnF79CBwjWHkUAoEAdXV1Oc9HIYKgGJRXxS040lEhSqqiUyGEQqGMFZ8Kxe/35xQamUrXZsMwjIRIUr02AoFAVcOnFHJKYh2zwAeBZYHp4sKF2WgSPRrFnrSdkKhA9nNt1Bh4Wj0YoZM/bEoRiUQIBoNFe5qOHj1KU1NTeT1xNBqNRlM0WmhoMmLbNlNTU5imOeNhU8FgkM7OTpqamkoOdxgfH6e/vz/ltdGeUY49dwyjziC0JpSybSEETU1NJY/ZCluYfpNwOMzQyFDe5aUlmdwziYxJgk1BIu25+1b4fD5s26ahoSGvIV8pb4ZCdep2d2RWBr7yLASDwaKMuFy9Mgoln0jJFVqWjhIaaj0lNnw+X9U7pZuGiYgKDMvAa3kx/Nmvr/AIzHrTKYM8aGEsyCE0ggbGovkjMsApcFCK0IjFYvT09LBo0aIqjUyj0Wg0mdBCQ5MRVXpVNTibCWpqaujs7KSxsbGs7UgpOXToUMprtmVz7JVjTpWp4PTZ4oaGhpLL9072TjLyxgg1y2oYYqig3Iipg1NYExbCI6hZVYOIipxN8gKBAI2NjXk9FbZtV6XZnhIakCwXa9t2olRtMfdIIb0yCiE9rCz9vWK9JaZpEovFEt6ZSCRSdkJ9NlLComoEkdEI1qBF9FgU/6rcAslsdISGnJofIVHFYNs2lmUlGksWc98dP36c1tbWogSoRqPRaMpDCw1NRmYyP6O2tpYFCxZUrDLMiRMnpiUKd+/sJjIeQfgE/kWphobX6y1539aUxeibo0hL0n+8H9Ga3/CJ9EaInoiCgODKIIbfIOgJZhUIQgg6Ojpobm6mu7s7p9iolmEshEh4VVQ+g6r8VEyYVqG9Mgolm9Dw+/1FC2QlNIAUsTE1NZXi8SgVj8eTKO+bvi3vAi/2sI09bmMNWZiN2b1DRoOBf40fI5jfWyGtZHlb4ZsfydBTU1PU1NRgWVZRkwNSSo4ePcqKFSuqODqNRqPRuNFCQzMNKSWTk5OJmPVqUV9fz4IFCypqeMZiMY4cOZLy2tjQGANvDgAQWByYlnRdaoiWtCVDu4aQlmTKmIKWAsY3GmPqkBPa5F/sx1PvfASVlyBTSEhTUxOtra0IIWhsbOTEiROZx1OBkrbZUFW4JiYm8Pv9CW9BXV0dY2NjBTVRK6ZXRqFkC+srZdY6U+iXz+dDSsnExETWHiDZUP1DsomLlGW9ArPNJHY8RrQ7ilFvpCSGpyxr5K84pYgejWINWng7vXg65sfjPhKJUFNTQzQaLdoLOTg4yNjYWMXvQ41Go9FkZn4F8GoqQrXDphobG1m3bh2rV6+u+Bf+0aNHU2bYLcvi2CvHwAazzsTbkhpOU04C+PihcUc4RKeQHYWHcQiPwNvsxd+ZagxnGkcoFGLRokWJbdfW1mYVf6qpWaUQQhAMBmlqaiIUCtHc3Mzy5ctTQpIMw6Curi5vHk8pvTIKJV1U+Hy+kvaTbR0lrKLRaEFVtzweD4FAgGAwiN/vz5rYnY6n3eM02YtIrP7CvETSljlD9VS+hx2emcpZM4GUkmg0WnLuzOHDhyva8V6j0Wg02ZkfU1yailKtalPNzc10dnZWrct4egK4lJLuPd2ET4RBQGBpqoFeTgJ4ZCjC+KFxorEosZYYHn9hHyVPnYea9TUZS9mq0BrlHTBNkyVLlkybtW1qaqKnp2easVSpJHDDMFKStYPBIM3NzYlxBIPBlN4eQghqa2uZmJjIOoZSemUUis/nS/HklOqFy5XMrsLG3NdGUYznIhfCEHg6PUQPR7FG8pevjR6NYg1YeJd5Mesyj10E4iVu51k+RyQSKVloTExMMDAw4JS41mg0Gk1V0UJDk4I7bKoSgkAIQUtLC52dnVVNwsyUAD46OkokFsEIGnjqPZjBVGOs1ARwO2YzvHsYy7aY9E3ia8pflcuO2Bg+x9BWvzMRDAYZHR0FYPHixRmvgc/no66ujpGRkcRrlmUVFL6UC9M0E7kX4Agf5c1w09TUxNTU1DShEwqFMAxjWn5Mqb0yCkUlo0spEwZ/KeQSQip5WwiRMHD9fn/Z4iIds8npCm80FCDKpOPRsAat7EJjnvXSUJQjNCBZ7rZa4lej0Wg0DlpoaFIIh8NYlkUwGCzrS1gIQVtbGx0dHTNSHre/vz/FwI1EIgwNDWHWmtSsr4E0O6ucBHBhCoILggy9MYR3Sf7KRpH+CFMHpwguD+Jtzr286v3Q1NREc3Nz1uUaGhoYHx9PhPKU481QoT7qOgkhqK+vp6GhIaMB7fV6qa2tTQgiN6qPxtjYGOBUEiunV0ahKK9GOTlFyjORKTxKNe9T5yoSiSSWryRCiJyJ4G7MJpPYiRj2sD2t2V9ie/EEcGlLZFQivPMjIVxKyfh4/l412YhGoxw/fpwFCxZUcFQajUajSUcLDU0K5VabMgwjITBmwsCE1A7g4JTA7O/vT8y4ZzLAyunRIYQgWh/Fu8qbNWFXYY1bTB2cAhvsqcLi5Ds6Omhra8u5jGEYNDc309fXh5SypJK2qnqU+zoFAgGampryikMldDLlhPh8Purr64lGozNWSlRViCpX1GYTGpCaQ2OaZsKr4/P5qpLLJG2JPWRjNmcWHkaNgfA5OR32iJ1RoAhDYPgM7IjT4M/0zp+GdVNTU4lO4aXQ09NDS0vLjPcJ0mg0mlMJ7TfWpKBi74sNmzJNkwULFnDGGWewePHiGRMZMD0BfGBggJHXRwgfCyPt6SEjpSaAW1MW0nYqEI2MjOQVGXbUZnLPJNjgafTgW5DfoPH5fFx66aUFjU8dRzgcLiq51efz0dDQQF1dXeI6maZJa2trwR4o0zRpaGjI+r5q4jdTeDweQqFQ2QZ/MZ3Eg8Fgom9JpZOLpS2JvB4hcjiCNZI9MVyJC2sw+zKJPI15GD5VTs8Y27Y5duxYBUek0Wg0mnS0R0OTIBKJEIvFEpVyCsHj8SRm4KsZh5+N9ATw8fFxho8NJ/pUeJpSczNKTQCXlmRw+yAxK8ZU81TengRSSib3TTq5GQGD4PLCKnidc8451NTU0NHRMS3nJBMqMbwQ/H4/gUBg2nWqq6ujsbGx6FC5uro6RkdHy84NqRQtLS2JkK1SKbZ8bSAQYGpqinA4XFLvjqzbjudp2H02sWMxjNrM5W7NJpNYbwx71EbGnH4Z05ZpNp31awQTExOMjY0xOjrK1NQUtm1j23YiLCwUClFXV0dtbe1JMdM/OjpalqA9ceIE7e3tM9IvSKPRaE5FtNDQJCgmbMrr9dLZ2Ulra+usJVSmJ4DHYjFO9J9I9KnwdfgqlgA+un+U6HiU4bFh/C1+BLkNyvCRsDMTbUBwVTCjAZjO6tWrEzHjLS0tdHd35014tSwLn8+XUgUqHb/fnzHnxu/309zcXLJBqURbX19fSetXklAoRH19fdlCo1ixrMRGOBxmamqKQCBQMbHhafdgDVjYYRvrhIWnbfp9awQMjICBPWVjDVt4WpxlotEo3d3ddHd309PTQ/fxXgYGh4jZNgjh/CTuYUEiiUlKkBKBjd/no62lhYULOuns7GThwoW0tLTMqQTq0dFR2tvby9rG4cOHWbt2bYVGpNFoNBo3WmhoEhRS1tbv99PZ2Ulzc/OsGxzuBHApJf39/Uwdm8Kesp0O4Asr0wF8qn+KiaNOuJR3qRfDm/u4YyMxIj1OSEdweXCa2MlES0sLGzZsSPxvGAbt7e0puSeZUDO64XA4JV9CGcB+v3/adTIMg6amJmpqaso2ikOhUGJWfzapra3F6/Vm7RReKP+/vfuOb+wq8wb+O7eqWrKKuz32dE9LT0hCKoGEQIDQEmAJS6hhF3aXvnmBLB1CCSWhL4QNJJBGSAFSII303mYmkxlP97jJtiyr33vP+8e1NJYlWbIt6cr28/0smxlbujq2NTPnuecp8zmVmzlFvND3fD6YxCC1SkgfSEMb1MyOVAUCVikogac5Yohh59M7seOVV9C3dz80g0NUVPi7VqLp6FOwvrUDLq8PDk8jnN5G2F0NEEQRjAnghgEtnUJsYhzR8VFEw2OYHAtheP8evLz7FTz27AsAN+Cy27B21UqsXbs2b6aKFeLx+ILqNABgcnISY2Nj8251TQghpDgKNAgA8zQgU0xb6I6/zWZDa2vrgoqoK2lmAXg4HEZ8Io7kIXOeQqUmgOtJHROvTJgBTSMgeUr/kRHdIpQWBWAo2WUKMIO3448/Pm9zGgwGMTAwULQ4WdO0bHDodDoRiUSybYmLpfG4XC54vd6Kprk1Njbi0KFDFbveXMmynE2fcTqdCwo0GGMQBGHOgw9nBhuZ7lsLJfpE6CM6jIQBbVCD3J77ftI0DdsObsNTTz+N/f0DgCSjde0mvOrCc9C5fjN8bZ0QJQncgHloIaLoWZykKLA5XfC1duR9LhmLYnDPTux96VnsevpRPP2nP0NmDL3r1uDYY47JGSpZS7quIxqNzruDXMbBgwfh8Xgsv3lCCCFLDQUaBMDhtKmZ+c4OhwMtLS3wer11EWBkTC8ATyQSCIfDSOxPVHQCOOccEy9PIBFNIMETcLSXl8fNGIOts7w2q4Ig4Jhjjim4NlEU0dTUVHQTPzk5mS1CttvtUBSlaFGyoijw+XxV6QKlKApcLteC05bma/p0eafTibGxsQVdTxTFeU9Yz3SgypxsLDSgY4xBapOQ6ktBG9EgBkQIqoCJiQk8+eSTeOa55xFNaejYdDTOetNF6NlyLGxOV951zEJwDqYK82oBojqc6NpwBLo2HIFT3vE+jA0cxM6nHsVLD9yJ5393LVoCfhx79FHYsmXLvOeYzIdhGJicnFxwoJFMJjE0NISWlpYKrYwQQghAgQaZMrM+w+l0orW1ddbOQlaZXgCu6zpGRkbMO75hraITwGMHY4iNxBCZjMDR65i1yxTnHOnhNORA6Za3061Zs2bWzU1TUxMGBwfzNr6cc0xOTmY7SNntdui6jv7+/pxggzEGr9cLt9td1UDR6/UiGo1WvPtSKZmp5BmZoYMLSeVa6F3tTDpR5mRjocGG6BbNgXzMTBV6+IGH8cQzz0GwO9F7xhux+bSz0djaAegACnRZA2AGF5lTjQpobGnHcW94G455/fnY99KzeP6+v+H2e+7Fgw89jNNOeTW2bNlSs9OBRCKBdDq94DSuTLtbq9PBCCFkKaFAg0DXdSSTSUiSBL/fj9bWVrjdbquXVdDMAvDR0VHoug7BJsC10QUtolWsAFzxKYgaUSgdCgTb7Jum1KEUkgeTSI+l4VznLOv6wWAQvb29sz5GkiQEAgEMDQ3lfDwzcX36SYgkSfB4PBgfHwdgBo0+n68m3cAy7W4zr10rLpcrb0PrdDoXFGhU4vuVmVaeOdlY8F3+duCxxx/DIzc/AV2y4Zi3/AuOet2boNjMnz/nAE+ZpxaQGGbGlEyAmT5lcECsXMApCAK6Nx+N7s1HY2zgIB7507W49c678ehjj+PMM07H2rVrK/ZaxWTSp7xe74KuUy9poYQQspRQoEEQi8Vgt9uxatWqmmwMFmJ6AXgkEsmZBi7YBCi23A5KC5kAHo6FoawuPYwtPZ5G8qBZGzIzZasYu92OY445pqy7vs3NzdnBfF6vFy0tLThw4EDBxzY0NCCVSsHlctV0jkXmtScnJ2va7nb6aUaGw+HA6OjovE9XKhWYSZKUDTY45/O+U37gwAH8+bbbMRZLYPNr3oTj3vB2ONy5J42MATxzaqFxYOYE8Knfcl68RmOhGlvace4ln8HgOefjoZuvwR9uvgUb16zCOeecA6ezvOB7PhYaaLjdbnR2dtb8zwshhCwHFGgsc42NjVBVFclkMttatV5NLwBPpVIYGxuDkTTnB4jOwpvD+dylTE+mETfiiEajJZ9rJAwkdk+1021SoARKt4qVJAlHHHFE2b37FUVBV1cXnE4n7HY74vF40XoIxljJqeLVkknTmj7XpJpsNlvB1ryZYXrTg9C5qOQJUCaVK5mcCkTnEGyk02ncf//9eOTJp9C0ZhPe/f6Po7G1EzzNC87MYJI5JZzrAJv5Mmyqhe38Sk/mpLlnNc7/5P9gxxMP4f5rfoqf/eKXeP3Zr8OGDRuq8nq6rkPTtOwsk3KpqorOzs66TA8lhJClggKNZcrv96OlpQWyLOO5556DJEkF7w7Xk0wBeKaVLeccif0JaGMabF02KM25m875FIDHB+MYeWEEMVusZEE31zliO2NmoOMWoXaW3uQwxrBy5Uq0tbXNaV2BQCD765lpVPUk0/0qs7Guptner06nc96BhiAIYIxVrN5ket0I57ysuSWjo6O4/oYbEYomcOKFH8LRr3szBEEA1zigc3CdAdKM0wkRABjAObjBwKYflmV+zc0yjWonCDHGsO74V6Nz/Sb843c/x4233o6jdu3C61//+ooXi2eaQkSj0bICDVEU0dbWhmAwSKlShBBSZRRoLCOMMQQCATQ3N2f/Qc6kmNRbV6mZpheAj42NIZ1OQwtr0MbMAnCxIfcu9HwKwLW4hvGXx815Gc7Sd54TexIw4gaYzGBfaS+rCLy5uRnr16+f07qm03Udo6Oj835+LcxlWvl8iaI464lQZkDhfLtHCYJQtK3wfK+XOdlIJpPZ7lSF7N69Gzf+6RYogVZc+Jlvwt/WdfiTEgM0mDlQaeSkSDEAXIRZFK5zYPr7kWUfAXBW/UhjiqPBizdc8llsO+J43PvbKzES+j3e8fa3VfSmRubnFIvFZj3BzJz2tba21rQzFiGELGfUNHwZyAx/27x5M7q6unLu+mWKdxdaSFlN0wvA4/E4IpEIuMErOgGcGxzhbWGMj42DORmU1tnvOk/vcmVfZYeglP6j5Ha7sWnTpgVtckZGRua9ea4VVVWrmpMPoGQXLcZY2alphVSjgD4TbBiGgWQyWfDE5IknnsDv/3gDAuuPxAX/7zu5QQbM+IBNBRdcM+ONnM+L0z6X9zyAKULNgozsazOGDSefgbd9/psIpQz86jdXV3zuimEY0HW9aBMAj8eDDRs2oLOzk4IMQgipIQo0ljBRFNHS0oLNmzejs7MzLz/cMAyEw2EIglC3XaaAwwXguq4jFAoBAFIDqYpOAJ/cO4nRQ6PQuQ57j73k6Y5gE+Dc4IS9xw7JXXrjoqoq1q9fv6B+/5xzDA8Pz/v5tVTNE7KZLW2LqbdAAzg8sR1ANpUKMH+2999/P/7693ux+Zy34c3/8cWC8zAAgImYOq3g4OkZkUYmfUpAXitbJjGwWQb2VVvLyrW48Ivfh61lBf7v99fmdI9bqOmnGtPZ7XasWbMGq1evzn7fCSGE1A4FGkuQJEloa2vD5s2b0d7eXvQOXiQSgWEYdT0RN1MAnqnL0HUdRtKo6ATw1HgKIztGkIgnYOu2QVDL+14INqGsLlOiKKKrqwsdHfkTl+eiVrUPlSBJ0oKHqBXjcDjKCgQWMsOimi2BM1PEMx2pDMPAfffdh/sfeRwnXfABnHbhxRBKvH7mVAM6N9vWZj4OgNkYBDW/xW09cDX68NbPfBWBdUfg2j9ej71791bkutPrNDjnkCQJK1asQG9vb9Xeh4QQQkqrz90lmRdZltHR0YFNmzahtbW15GZpMaRNZQrAI5FINi0iOwG8YeETwA3NwMgLI4hORiEHZciNxQMHrnPEdsTMlKkyMcbQ1NSEtWvXLvgOfz0XgRfS0NBQlQ17ufn9C0mfqvbskUywIQgC/vGPf+DBx57Aye/6EI59/VvLe74wLU1qxqlGsbcZ5wDXzfexlRSbHW/+jy+iacPR+MMNNxVt1TwX0+tpnE4nNm3ahEAgUNd1Z4QQshxQoLEEZNqfbtq0Cc3NzWVtkjjnGB8fB2Osbts7ZgrAk8lkziA4ySOByQy2roVPAOeMI+lJQnAKJbtMJfYloIU1xHfHy96sNTY2Yu3atXNqu1lIMplEOBxe0DVqTRCEigexiqLMKQVmvrUitTjhY4xh+/bteOiJp3DC2/4VR5/95rldQGZmOpRSeDPN+YwaDg7wlAGemv+aK0VSFJz37/8N3+qN+MMNNy540KOu63A4HGhra4OiKDUZUkkIIaQ0CjQWMVVV0d3djU2bNiEYDM5pcxSNRqFpGtxud13+o5wpADcMI9vKNkMJKnBtcS28AHyq5kHwCHD2OvNSsKZLDaWQHkmbxd8r7bM+NsPlcmHFihXw+/1lr6mYxVKbMZPT6SyrnWu55lpLNN+p3IyxqgcbBw4cwB133oWNZ74Rx73hbeCGMbOsYlaMmSlUhW7acx3gCT41LXxK9svheUXkVpBVG877+KWQGpvwh+tvmHdaoCiKcLlcCAaDkCQJ4XC4pkMjCSGEFEeBxiJkt9vR09ODjRs3wu/3zys9YGxsDED9pk1lCsBHR0ezm4bpwcbMVrJzLQDX4hpCg6GyNjdaRDPTtQCoHSqkhtIbV0VR0NLSgq6urpKPLcUwjGwR/GIzn1OmYgRBmFcq1HxPNaoZgE9MTOD6G29CcO1mnPGeD2VndxiGMe/5HTlPEwBzQN/hoMLscJsZET7/tVeSzenCeZ/4fxiLp/HnW2+dU0c1xhicTme2xizz3MxpLSGEEOtRoLGIOJ1OrFq1Cr29vfD5fAvKP67n+oxMAXg0GkU0GgUAGEkD0RejSI+lCz5nLgXgXOc49OQhDDw2AH1y9lkJRspAvC8OGIDsk6G2lDcQLBgMYtWqVRXZrI6NjS3qO7Q2m21BHaAyXC7XvE4Z6i3QMAwDN938J8DViDd87HMQJbMuiDEGgTEYnM8p2OAcMJLcPMHIBBUMh4OK6Wl+mT8iRp1EGgD8bV04+yOfxva+vXj00UfLeo7dbofX681JSZz+Z6TeZ80QQshyQYHGIuByubBmzRqsX7++Im1DY7EYUqkUnE5nXsvbenDw4EEkk8mczUJifwJGwkBqKD/BfK4F4KM7RhEeMusdmFr8e8kNjnhfHDzFIdgF2LrLqw0IBALo6uqq2CyJxVYEXshcO4EVMt8hb7Iszyt9q1qBxmOPPYb9QyM456OfhqPBm/O5TMoWn0Owcfjbmtvulk0dvPFpsTSbNiG8nqw88jgcde7bcd8/H5o1TVBRFHi9Xtjt+S2o0+nDNyEikQhSqTooRiGEkGWOAo061tDQgHXr1mHdunUVbdFYz6cZ0WgUw8PDOYPp0uPp7ATwhRaAx4ZiGNw+CM457D12CPLsfwQEVQATGRyrHWXVZTQ2NiIYDKKlpaXsNc0mGo3mzQZYjCRJWtCsFpvNtqCgeD5BXzUCjZGREdz74EM48uzz0ba6t+BjGAA2FWwY5QYbhdrdZt6v09KnMicavA5nPp745nfB1dKFW2+/PS+FSpIkeDyeWU+1pgcawOH0UEIIIdahQKMOeb1e9Pb2Ys2aNfO+izubTKBRqdz5SskUgIfD4WztBDc4kvvMXy90AriW0HDgiQPQdR1KiwLJM/vzmMBg77HDudEJwVb6j4rT6URjYyO6u7sr1lZzKZxmZHg8nnlv3hcaaM8n0Kh0MbhhGLjt9tvhbOnASee/Z9bHZoINTAUbpcINJiAbWGRONRjD1GA/HE6fEuqrRmM6SVHw2g/8B/qHx7IpVIIgwOVyldUqeWagQelThBBiPQo06ojP58OGDRuwatWqiuS0F5JMJhGPx2G32xfccrXSRkZGMDo6mtPGNTWQgpFc+ARwzjkOPnkQyXgSokOE2l78azdSuQW55Qzwk2UZPp8P3d3dFeuypGnakrorKwjCvFopS5K04KnOoijO+RqZAu1Keemll7B/cBhn/evHIZXxHpkebPBygg2Zmc8yeDZdik3tzXmmfIEBTBFmTRm0UuuqddjyujfjwYcfhWEY8Hq9Zf95mhloxGKx7OwdQggh1qBAw2KMMQQCAWzatAk9PT1zqjWYj3pNm9I0Dfv27cPIyEj2YzkTwDvzJ4DPpSB+dNcoJgYmAAGwr7Lnda3KvmbaQGxbDPGdcXCtvNu+giAgGAyiubm5ot/XmW19lwKXyzXnFCi3212RDb+V6VOapuG+Bx5EzzGvRvvaDWU/by7BBmPT6jLSU48VmdkCdyqwYMwMPup5jt2r3nwBYHPi4YcfntPzNE3L+/NCpxqEEGItCjQskpkYvWnTJqxYsaJmpwv1GmgcPHgQw8PDORN+02PpwxPAffkTwMu9Q51OpxGVopADMmwrbEXToDg3i7+NlAEjUX4SeyAQgNvtRkdHR9nPKSUz42OpmWtNTaaFaSU4HI45ByyVCjSeeeYZjEcTOOmt757zc7PBBlB61obMclrYmsFH4VkbdYcxiKIIh9uDY97wdjz02ONzChQ45zmdpyRJosnghBBisblPsiILMv3ud607PqXTaUxOTkJRlKqlZs1HNBrF7t2784qe1RYVol3Mm3w8l82qYRgYHh4GZ2bx92ySB5PQJ3Tz1GO1HUwqvUnxer1wOBxYuXJlRXP6w+Hwku2aY7fbYbfbEY/HSz7W4XBUbLMvCALsdvuciusr8drpdBoPPvwI1p/yWvjb5jdXJTMDg8MMNiAIKPTuZACgMjNFqsi1uAGzvS1j2dQqS0112poeFBz12jfhubtvw9333IML3vnOsi+l6zqam5vh8/nQ0NBAgQYhhFiMTjRqRBRFtLa2YvPmzejo6LCkrWym9qGeTjM459i5c2fRWgTJI+UVgHu93rIKwDnnGNg1kJe7XUh6NI3UIXNjb++x571mIXa7HQ0NDejo6Kh4yttSPM2YrtxAcSGdqgqZ6+lIJQKNrVu3YjKRwnHnvm1B1zFru80Ti9lONliBIIPrU7M2poIMnubgutVpeWaAIYpiXkCg2Gw46pzz8fSzz2dn6RS9CmOw2+0IBAJYuXIlenp64PF4KMgghJA6QIFGlUmShPb2dmzevBltbW1ld0iqhnqcBj40NIR9+/bl5Fanx9IwUoVTl2RZLnvzObxrGKHnQojtjM1a66DHdcR3m3fXlRYlL02r2DoCgQC8Xi+amprKWk+5EokEJiYmKnrNelPOz1FV1YqnFNrt9jmdPFXilOrJp59G15Zj4W1uXfC1ADPYYCWCDcBsLMU1s7Ut180p4dD54dQqC1vcskyAMcv3d9MpZ8GQZDzxxBMFP6+qKnw+H9rb29HU1ASn07lkTwEJIWSxokCjSmRZRmdnJzZv3oyWlpaqDf8ql67riEQikCSpKi1z50PTNLz00ks5Jw5G0pzEHX0xWrBOotwC8MnRSQy9YLaGFR35d0wzMnUZmVoQtaP0xjZTwK+qKrq7u0s+fq6W+mlGhsfjmXUjX433KWNsTmmDCw00+vv7cXBwGFvOOHdB15mJTQUbxmzBRnrq5CLFs2mAXMPh4w4LDjQYMwMMQRCK53ZNsbsbsPqE0/Dwo49l52pkBva1t7ejpaUFbrc75+9W6jJFCCH1hQKNClNVFStWrMCmTZvQ1NRU8V788xUOh8E5r6uUgpdffjlbnJ6R2J8ADEBwCnlF2+UWgKeSKex/Yj+4ziG6RSitxdtjMsZg77ZDdIuwr8yfNlyI3++Hoijo7u6u+AmVrusIhUIVvWa9EkWxaLtbURQrVgQ+01yuy6YKlOfrmWeegSvQgu4tx8z7GsUwxiBkgo1CJ3bS4Xa35sQ+BiDzawCYNsiv2hiDIIoQRGFOLa+OOPNchMITOHToEFpbW9Ha2jrr7BwKNAghpL7Uxy54CbDZbOju7sbGjRsRCATqJsDIqLduU+Pj49i5c2fOxyoxAdwwDOx/dj+0iAYmmQP3SgUPolOEc72z5JRwwBwc53Q60dLSUtFp7Rmjo6M5nbeWOrfbXXDT6HQ6qxYQq6o6p+BhvoGGYRjYsXMX1pxwatX+PmBThdTGVPvb3M9Nb3eLbOsPriOnM1V1MQiCWLAOY/ZnMYiCiM51G+Fp6cCOHTvKmqehaVpO5ylCCCHWqq/d8CKU6Ti0YcMG+P3+ujktmM4wDITDYQiCUJXN8XzW89RTT+VsqEtNAC+3AHxw9yBi+82uQrZuW9Fhe1pYgx6d24beZrNlu0y1tbXN6bnlWi5pUxnFAshKF4HPfM25nGrMN9A4dOgQIvEEVh5x3LyeXy4GM8WLFwg2sqcanB8OKnQcTlsyqhdpMEGAKIlFZ9YUIggCZEmCrMgQJTPFauXRJ+LJp58pe6YMnWoQQkj9oEBjnpxOJ1avXo3e3l40NjbWZYCREYlEYBhGyZz4Wnn55Zdzpn8DpSeAl7PxDI+HMfqS2XdfDsqQGwsXdRuJqTqQ7VFokfLufkqShEAgAFEUsXLlyqr8vCORSFktX5eamSlxDoej6k0TahFo7NixAza3F62r1s3r+XORmbXBOYcxbUPOGMAyfwz0zCOnBR1ViDPMOgyp7L9rBEGAJElQFMWcfTHjeauPPgEjY+PYu3dvWdejQIMQQuoHzdGYI7fbjdbW1qreca20ekqbCofD2LFjR87HKjEBPJFIYDw8DvtqO5L9Sdg6C9dycJ2bXag0s35DdJbeRDLGEAwGIYoiurq6qjZccbmdZkzX2NiIQ4cOAahOEfhMiqJAluWyWh/PNzh/ZVcfVhxxPIQaNYJgACAI4IYBA1MF44B5qqHhcG2GMDU/QxAqe6upwDyMYgRmplSVUxTesW4TJIcLzz77bFnNFyjQIISQ+kGBRpk8Hg9aW1urVqBaLZxzjI+PgzFWtPC2VnRdx9NPP51Xg8AkBqVJgRE35jUBXNM0jIyMADDrLRxrincVSuxJwIgbYDIzi7/LSOvw+XxQFAU+nw9+v7/k4+cjnU7nFcYvJ4qiwOVyIZlMVnwmSTFOp7Os7/l8TjTS6TSGRkbQu2b9PFY2f9ODDQ6YQ/kAQGbgGsCUKkwJLzPAyNSTiMLcCsJFSULzqvXo6+sr6/EUaBBCSP2gQKOExsZGtLS01NUk7bmIRqPQNA0NDQ2Wt9jdsWNHwcF8TGSwddoKFLOWLgDnnGNw3yBSyRREx+xfX3IgifRoGmCAfZUdglL6dq7b7YbL5YKqqujqmt9U53IMDw+XnYO+VHm93pqmjpUbaGQLro3yB08MDg7CAEPTilULWOH8ZIMNzg9PEReRd1JYkdcShFlPfDLfu3JPOopp6lmDnQ/+tazHUjE4IYTUDwo0ivD7/WhpaSmrnWo9q5e0qVAohF27duV8jBscYMhuQGZuRMopAA8NhzC+bRxG0oB9lR2yt3BdhjahIXlgKj2rywbJXfqtr6pqtv6mp6enaoEa5zx7IrOcybKMtrY2DA4O1uT1JEmCqqpIJpMlHyuK4pwCjUOHDkGQFPjbqxeczoYB5gRx4HCwMe3znMOcr8EAyHM/5WCCAIEVTnsyi9PNVraVqmVq6V6DZ269DuPj49m/y2w2W97/VFW1dCgqIYSQXPQ38jSZQWzNzc1Vy8OvtXoINJLJJF566aW8qb2pgRS0CQ22LlveaUQ5BeCTk5MIbQ9lU6Fmq7dIh9IAB2S/DKWpdJtMURQRDAbBGENbW1tVU+bGxsbKqhVY6vx+P9ra2jA2NlazCc9Op7PsQGMuP6OBgQH4OrohyaXfa9VSKNjAVIDBM8MwZWaedJQbQzNWNPUpkxY127TvucrMCmlfvQ5s6mewceNGqKpa1w04CCGEmCjQgPkPZCbAKKdX+2IRj8eRTCbhdDohy4Xv9Fcb5xw7d+7E6OhozsezBeCG2QVqZqBRqgA8mUxicNcgUkPmhtTeY591Doat2wbRKUL2l/4+TC/+drvdaG5uLvmchVjOReDTBYNBCIKA9vZ27N69uyav6XA48t6bhcy1IDw8MQFP25r5LqtiGMz3swEz2GBMgFkpDsAwZ2owgwOl0qqK1GFk0qIW2s1OYCybhpX9NTv8ekpbJwRRRjQaXfSnzIQQspws60Ajc9e6ubl5SR63Z+ohrDzN6O/vx8GDB/PSThL7zAngYoM45wJwXdcxeHAQ8d1mPr/SokDyzP7zY4yVdZIBmHU5mRSM7u7uqt45jcfjmJycrNr1FwuXy5UtAvf5fBgaGkI0Gq3664qiCLvdXrI2ZK5pc5FoDK1e30KWVlFC5mSDG2YXKp2BaxyMcXDOZmn8xCAILOeUYi4do3KvhMLBhMAw2woAM6BxNfooKCeEkEVm6e2uyyCKIpqbm9HU1GR5gXQ1WZ02FYlEsHfv3ryNdHo8DW18fhPAOecYHh7G5CuTZotahwi1vXCaW2ooBX1Sh21FfsvcYlwuVzZla8WKFVU/4RoaGqrq9ReLpqamnN93dnZi+/btNXlth8NR8UBjcnISTk/pSfbV8MAff4Mn//YnjA8eQjIWhd3lRs8Rx+Lcj3wagc5uGCLH8w/9DX/71fcwMTqEVUecgKPOPg9/+NpnAAAf/dE1WHXUCWCCgP1bn8edv/4h9rzwNLRUCi09a3D2xf+Oo856Y9HXzxaAzwgmBDY1PHCeHF4KNAghZLGxfnpbDcmyjI6ODmzevBmtra1LOshIJpOIx+PZIsla0zQNu3fvzktL4fq0CeAtc58APjY2hsn+SegRHRDM7lGFWtTqkzoS+xNIh9Jmp6kyZFrYAmYaT7UDNF3Xy0rbWepkWc77XjudzuzPotocDkfJU6u5dE1Kp9NIJJOWBRp9zz6O0MF9cPsCaFqxEvHJCbz4wN34+X+9D1oqhYGd23HdNz6J0YH9ECUZIwf24ObvXTbtCgyiKGLvC8/gyksuwPZH7oei2uFv7cCBl1/E/37uo3js9hvNQXuiCFmWoSoqbDYbHA4HHHYHbKoNiqJClmSIomgWji8gyAAAh8dPgTkhhCwyy+JEQ1EUtLS0wO/318Vk7Fqw+jRj7969GB0dzS8AH5w2Abx1bhPAo9EoIpEIJJ8ENalCUAUItvyfp5E2ENsVAwxAapSgBOdW/G2329HR0VHmVzp/IyMjc+pktFRlvu8ztbe3Y2xsrOptfwVBgN1uRywWm/VxoiiW1To1lUqBg0F1WDNz5/Uf/hTe27kComSmJO548iH88r/ej/DQAPa88BSe/OvN4IYB1eHEJ390BxoCTbjhJ5/D03fdCgCQJBGyrOBvv/w+dC2N9a86FR+/6lrIsozrv/Ml3HPNz3H7Ty/Hme98X02/LtXhRDROgTkhhCwmSzrQUFU1G2Astw4lmUCj1ByKahgeHkYoFMqbUcA5hxY2N2pznQCeSqUQCoUAmKkZalvhdClucMR3xcFTHIJdgL2nvOFvgUAAkiRlW9lWOyDNpIAtd5lOb4UoioLm5mYMDAxUfR1Op7NkoFHueyITPAqiNTc1xgYP4sbvfAGHdr2MVDyWE6hNjAxhcPdOAEDPlmPh9gcBznHkGW/MBhqqzQa7w469W58DAGx/9AH82zG5gffYQD/GBvvR2NxWo68KEEQJuqaXfiAhhJC6sSQDDbvdjpaWluwMhOUmnU5jcnISiqLUfNBgPB7H/v37MT4+nne3njEGx3oHtHENcmNuAbjT6Sya4qXrOoaHh5EcTkJulGett0geSEKP6GAig2O1o6zajMbGxuxrd3Z21mQydSQSKaut6lLn9Xpn7YjW0tKCUChU9fa/dru95FC+xZBqGerfh6sv/Rj0dBqqw4n2dRth6Dr6X9kGADC4kc1gYgKDM+iAo8GBgUOu7DUkUYIoHP5aG5vbCgYUugWD8egEkBBCFpclFWg4HA60trbC4/EsywAjIxwOA6h92pRhGNi9ezcSiUTRTkqMsbwgY7YC8Mwwu/hgHIndCaQGU3D2OgvWZaRDaaQGzVQtW4+tYFrVTA6HAw0NDQAAj8eDYDBY8jmVQLnmpplF4DOJooi2tjbs3bu3qutgjMHhcMzaAazcQCNz8mHotd8UH9yxDfpUUPahK36D7k1H49l7bsfvLvtPAIAoiGhbtR4Hd2zF3hefAZCCJHvw+F9vybtWz6aj8PITD8Hf1oHP/PoWKDYzAB8dOIg9Lz2HQI2HERq6BkleUv9kEULIkrck/tZ2uVxobW3NbhiXO6vqMw4cOIBYLFawADw1nIISVAqeMHi93qKbuHA4jNh4DIm9CQAwTzQKBBkAwGQGJpltbGcGM4XIsgy/35/9dXd3d8nnVEIymcwGg8uZ3W6Hy+Uq+Ti/3ywCLtUZaqGcTmdFAg1ZlsHAkU5Wd71gLDuUL/PftlXrIYgiDF3Hrz55MbzNbYiMHp46L8kSzv3gJ/DknbcgNhHGf597HFxeH8aH86exn//x/8Z3Ln4Ldj7zOP7z1PUIdqxAZDSE8aFDWHvsSTj6NedW9+ubIZWMw0EzNAghZFFZ1JXRDQ0NWLduHdatW0dBxhRd1zExMQFJksraxFXK+Pi42XZ2crJgAXhyfxKxV/Jz4GcrAI/FYhgfG0e8Lw6uc4huEUpr8cJuqUGCc6MTSlvp4m9BELID4gCgp6enZrNURkZGSj9oGSj39Igxhs7Oziqvxqzpmi2YKLdGQ1EUKLKC6PhYZRbGGBgzJ24LoghBFCFKktnNSTTnWbCprljNPatwwaXfhq+tE7qWhrvRj/d/46rDa5NldG84Apd8738R7FiBVCKBYGcPLvjMV7KPkVVzM7/uuJPx+f+7A5tPOQuMMfTvfBmiJOGY170J57z/3yvztc1BbHy05AkYIYSQ+rIoTzS8Xi9aWlrgdFrT1aWeTUxMgHNe0/SxdDqNvXv3Qtf1vALw7ARwoODAvGIF4Ol0GqFQCMn+JPSoDiYx2HvseY/lnJuF36q5CRSU8jaDgUAgWxvQ0tIya7erSjIMgwINmKcDmdOkcrjdbni93rz3VyUxxuB0OjExMVH086IoQtdLFyS7XE5Ew3MJNJj5fwVOKeZwBQiCgJPedAFOfsuF2Y/JsoxfbxvNGYrXuX4zLr/72ezvr/7SfwIAJFlB26q12Y+vPup4fPIXN8zh66ie2Pho0cYBhBBC6tOiCjR8Ph9aWlpqUqy7WNU6bYpzjt27d0PTtIIF4JkJ4JJHypsAXqwA3DAMDA8PIzWWQurQVM1Fty0bTEyXPJhEeigN20obZG/pdCnArMXIvIecTifa2mrXOWdsbKysFqlL3XxaTXd0dCAcDle13e1sgQZgbuTLCTTcTiei4wVaseYEElPBxdR/50vITNue8f2UJAmKLIOx/O/zVy94DQLtK+Bv68DQ3j4c3GkOR3z9Bz4Bu6v+Toc554iOh2pWQ0UIIaQy6j7QYIzB7/ejpaUFqlq4pSkxcc4RDochCELNUskGBwezHZSKTgAXALUz92dXrACcc45QKIRUKoXE/qm6jKBcsOYiPZbOBiIos+ul3W6Hx+MBYG7Qenp6ato4gIrATfPZMKqqiqamJgwO5tcTVIqiKJBluWiXK1EUS3bAYoyh0evBodBQNqVprqcTpQhMgCDmBxcAIAoCFEWBIBRPAzvqzHOx9dH70b9zO0RZxqojjsNp73wfTnnreyq2xkqKjIVgaBqlThFCyCJTt4FGpr9+S0sLFKV0zj0x06Z0XYfX663JYMJoNIr+/n5wzmefAN5ceAJ4oXz4iYkJxGIxswvQGgeSh5KwdeafeuhxHYndZiCitCiQ/eUVfwcCgWxg0dXVVdPgNRqNlpzVsBw0NDTMe1p9a2srQqFQVU+FnE5n0RSt6e9ZQRDMOomp/2b+JwgCuru78eI/HgA4B6vQn0XGGERBMAOIAjGLwBhkRYEklv5r/YPf/ElF1lQrA307IAkMa9euLf1gQgghdaPuAo1MkW5zc/Os/fVJvlqmTem6jt27d4NzXrQAfK4TwOPxeM4GT1AF2Lvz0+S4xhHfOVUg3iBC7SgdLGQC10wA5vP55lQjUAk0oM+0kPQXURTR2tqK/fv3V3BFuWYLNGRZRkNDA0RRnPUkrKOjA3oygdFDBxDoWDHvtTDGsmlRxV6PMQZZkiDJck4dxlLS37cDPq8Hra2tVi+FEELIHNRNoCGKIpqamtDU1FSz7j9LCecc4+PjYIxlU4Oqad++fUgmkwULwAFA9svQozrkQP6AvUIF4Ol0GiMjI9BjOoyUUbTegnOO+J44jIQBQRFgX5lfIF6I3+/PnoypqoqurtrOANA0Le/UZzlSFGXB789gMIjh4WEkEokKrSqXJElQVbXgQMVCtRCFtLW1gXEDg3t2zjnQYJgKLsTiwUWGLEmQZWXJzw0a6HsFmzf0LvmvkxBClhrL29tKkoT29nZs3rwZbW1tFGTMUzQahaZpcLlcVf8ejo6OZjfNhQrAAfM0wrHGUdYE8EwnJj2tI94XR/yVOFLDuSckGemRNLQxs+7DvtoOQS79Fm5oaMh2KGOMoaenp+ZTnkdGRqpaxLxYBIPBBW8WGWPo6Oio0IoKW2hHO7vdjqaAH4emiqxLYTBrK2RJgqzIEKXZT0xEUYTdZoeiqEt+820YBgZ3bcPGjRutXgohhJA5smxXL8syWlpactJZyPxlThWKTdiulGQymZ3SXKgAnOu84FA+oHgB+OjoaLb424ib6VaSt/BbU/bLMGIGBIcA0Vk6WLDZbDmpZG1tbTVvi8w5p7QpHE5fqwSPx4OGhoZZO0QthMPhWPAJVO+6tXji2cfB+ceKBgPFOkYVIwgCFFmGWEYdxlLRv3M7kpFxnHTSSVYvhRBCyBzVfIevKAq6urqwadMmNDU1UZBRIZlAo5ppU5lWtoZhFC0Aj74URXx3HFzLv3tfqAB8YmIC0WgU6bE00sNmNx97d/GTCiYw2FbYoARLNwiQJCmn+NvtdqO5ubmsr7WSwuFwXg3LcuTz+Sp62lbNUw1RFBfcRnvDhg2Ijg5jaG9fzscFJpitZxUFkiSV9XcgYwyKosBusy2rIAMAdjz5MAKNXmzZssXqpRBCCJmjmv2LZbPZ0NLSUnRAG5m/eDyOZDIJp9NZ1Q5d/f39iEajAFC4AHzALADnnOd1xSlUAJ5IJDA2NgYjZSCxZ6qDVKsCyZP7tuQ6R2o4BaW5/Fx0xhiCwWA2sJEkqeatbDPoNMNU6RkIdrs9W69RDQ6HA/F4fN7P7+npgUOV0ffs42jpWT1rx6jZmOlUypIt9C5l51MP46xTXk03pQghZBGq+t/cdrsdK1euxIYNG+D3+ynIqIJadJuKRCIYGBgAgMITwBMGkgNm8ayt01ayAFzTtGzdQrzPPAERnSLUtvwOUom9CST3J7PtbMvh8/lygq4VK1ZY0sUskUhULb1nMXE6nVVJWWtra6tavY3D4VjQ31eqquKoLZvR99TD5smFOLcgQ5o6VVEUddkGGcMH9mLswB6cfvrpVi+FEELIPFQt0HA6nVi9ejU2bNiAxsZGCjCqqNqBhqZp2L17d87rLWQCOOfcLP7WdWhhDXpEN4u7V9rBhNz3SWoghXQoDTBzcF853G43XC5X9vfBYLBmk9JnotMMU7UmOkuSVLWWp4IgzDl9ShRFuN1utLS0oL29Ha973eswfnAPDmx/cU6va7PZoKo2CAWmei8nT951K1qCfrz61a+2eimEEELmoeKpU263G62trQXnJJDKSyaTiMVisNls8x6CVsrevXuz05ALTgAfS0MLlz8BfHR0NNs6VPbKwCoAHBBsuZsqbUJD4oB5imHrtEFyl367qqqa83p2u73qHYqK0XUdoVDIkteuJ5IkVbVJQSZ9qlA72oVyuVwlhywyxuB0OuFwOGCz2XJuqmzcuBGdLc145u93oLN3c8nrKLI8VcdCN2ZSiTi23n8nLnnfu2loKyGELFIVCzQ8HnOYUq07+ix34XAYQPVOM4aHh7MnJkUngO8vfwL45ORkXqAy8wQEAIykgfiuOMDNTlNKc+mNhiiKOe1TM61srcrtHh0dha7rlrx2Pal2ZzlBENDe3o6+vr7SD54jm80GQRDyTvAYY7Db7XA6nbDbi89yYYzhrNecid9cdwMmxz4MV6Mv/zEAJFmGvIQH7s3H8w/cA0FL4vzzz7d6KYQQQuZpwf/6NzY2ore3F6tXr6YgwwJjY2MAqhNoxOPxnAnMhQrAjYRhtrQtYwJ4MpnMBirJgSSMdP78DQDgBkd8l1m3ITgE2FaUPqnJtE6dHtR0dnYuuHPQQlDalKlaaVPTNTY25qTLVQpjDA6HI/t7m80Gv9+P9vZ2BIPBsuo4TjnlFDgUEU/89ea8z0miCJvdDkVevsXeheiahsfvuB5nnnYKTQMnhJBFbN4nGn6/Hy0tLVVL1yGlaZqGyclJyLJc8SDPMAzs3r07O2Su2ARw0SnCtdkFI2nMWgCu6zqGh4fBOUdqJIXk/iRSgym4NrnynmfEDOhxHUxicKx2FJ3LMV1jY2POe9Hr9dZkg1tMJBJZUMeipcLr9dYs7aWzsxPbtm2r+HXdbjdkWYbD4ZhXe16n04k3nnM2brzjzzj2nLfA7TNPeBRFgSjUdnDkYvHMP/6K+PAhXPLR71m9FEIIIQswpxONzF3jTZs2obu7m4IMi1WzCPzAgQM5G+ViE8ABgEksb3je9ALw6cXfRsJAYu9UK9ugUjCIEF0inBuc5uRvtfRb1Ol05pycyLKMFStWlP4iq4hOM0y1DPYcDgf8fn/Fr6soChoaGhY0A+Tcc89Fg03BQzf/DqqqmvMwKMgoKJ1M4KGbfos3n3sO1q5da/VyCCGELMCcAo0NGzZgxYoVUNX8FqSk9qo1DXx8fDxno1yoAFwLa0iPpgs+f2YB+Pj4OBKJRDYlCgYgukUorcXvdIt2sazib0VR4PPl5r339PRUdDDcXKXT6YKnP8uNqqo1bwrR3t5el/MWnE4nLn7fRdj58L0Y7T8AKvYu7tE7bgJiEVxyySVWL4UQQsgCzelfZOr8UT90XcfExAREUaxobnoqlcLevXuzvy9WAJ7Ym0B8VxypofyJ19MLwKPRaHaORPJgEnrMTImyr8wtoDXSBqIvRaFFtLLXmin+nr6xbGlpsbzjWSZFbLlramqqeVtrWZbR0tJS09csxefzYePGjfjgBz+INd2duP1n3yl6Orjchfr345Gb/w8XvftCtLe3W70cQgghC1R/t/5IWSYmJsA5h9frrdhmjnOOPXv2QNMOb/ZnmwAuKAJkf27HqOkF4KlUKtveVQtrSA2Y17F12yAoh996mZMOPaYjsS9R9ibd7/fnnFw4nU60tbXN4SuuvEya2HInCEJV0pjK0dzcbMlwxplcLhfWr1+Pnp4eKIoCRVHw1S//D8Z2v4xHb7ve6uXVHcMwcOtPvo1V7a10mkEIIUsEBRqLVDXqMwYHBxGJRLK/LzUBXO1SixaATy/+BoDkoam5GUEZcmPuJjB5IAk9ooOJ+ScdxTQ2NuZ0lBIEAT09PZYPhhwfH8/OHFnOfD5f1SZ2l5Jpd2sVRVGwcuVKrFu3Lq9JwxFHHIGL3/sePHTDbzBycJ9FK6xPj91xI0b7tuOrX/4fqv8jhJAlggKNRYhzjnA4DEEQ0NDQUJFrRqNR9Pf353ys5ATwxsITwDnnCIVCOScjjjUOKK0KbJ25G4h0KI3U4NRJR48tbw5HIQ6HI+/rrpfaoaGhIauXUBeamposfX2fz5fTlrYWMgHOxo0bZ62b+tjHPoZVHW340w++ilSCOpMBwMGd2/HPP/4v/vU978KRRx5p9XIIIYRUCAUai1AkEoGu62hoaKhI4auu6zmtbIGFTQAPh8N5rV2ZyGDrsOWcgOhRHfE95uPUNjUvcClEluW8lByfz5dXEG6FeDye9z1bjlwul6XzSwDz/djZ2Vmz18t042tpaSn5Z1JVVXzvO5dDGz2EW3/y7WVfzxMZCwPIjT8AAEIySURBVOGm73wRx27agI9//ONWL4cQQkgFUaCxCFU6bWrfvn1IJpPZ3xcsADfKmwAei8Wy08r1mI7UQKrgRspIG9kOVJJHgtJWutGAIAh5xd+qqqKrq6v8L7aK6DTDZPVpRobL5ap4R7aZ3G53thvfXOpC1qxZg2997avY88SDePCm31VxhfVNS6Vww3e+iIBdwve++x1qOEIIIUsMBRqLDOc8G2h4PJ4FXy8UCuUFFYUKwJnAYOu2QfJIeRPAFUWB2+1GOp3OFn9z3SzwTuxPIHUovzMVE8zZG4IqlF2XEQgEcjZzjDH09PRYVgswna7red/H5UiW5arMdZmv9vb2qtTtqKqK1atXY+3atfM+vTnjjDPwHx/7KB654Td44Z9/r/AK659hGPjzVd9C7OBu/OD730MgELB6SYQQQirMumEDZF6i0SjS6TTcbveCZ0Ukk0ns25dbkFpsAjgASA0SpIb812xsbATnHMPDw9majsT+BIyEAaYwyMH8O71MZLCvssNIG2BS6Y2gx+PJ29C1tbVVfCL6fIVCIWpZCjMYtLogfzpVVdHc3IyBgYGKXE8URbS1tSEYDFbk6/zABz6AAwcO4PqrvglRkrHhVadWYJX1zzAM3PbT72Dfkw/iiu98Gxs2bLB6SYQQQqqAAo1FplJpU5xz7N69O29zXKgA3EgbEOTCh1+ZAvDh4eFst6X0WBrpYfPX9h57znONhAHBdvj3xa47nd1uzzu9cbvdaG5uLvncWuCcU9oUzBOmWk4CL1dLSwtGRkZymhPMVeZra21tregwSEEQcNlllyGVSuGWH34VXL8UG08+o2LXr0eGYeDWq76N3Y/+A9/62ldw5plnWr0kQgghVUKBxiJTqUCjv78f0Wg052PFCsDjfXHY2m1QWnLzpzMF4OFwGLFYDABgJA0k9iQAAEqrknMCosd1xLbFIDaIsPfY81rjFiJJUt5dckmS6qKVbUYkEsmpcVmuvF5vXcyvmEkURbS3t+cMopwLj8eDjo6OqrVcFQQBX/va1yBJEm688uuIRcI47py3VOW1rJaMx/DnK7+Jg88+iu988+t43eteZ/WSCCGEVBEFGotIPB5HMpmEw+FYUNFkJBLJSyUpNgE8uS8JGICh5acFeb1epFKpbPDDOUd8dxxc4xCdItQ2Neda8Z1xcJ2Da7ys6qDMXeSZXXzmWnhbbXSaYaqXIvBC/H4/hoaG8rqhzcZut6Ojo6NiLaRnI4oivvzlL8Pr9eLXV/8Yg/v6cM77Pw6pjt7nCzU2dAg3XP5FGOOD+PEV38Oppy6PNDFCCFnOqBh8Ecls6BfSSUfTNOzevTvv40UngKfMCeCFCsDtdnvOFGwjakCfnDZ4TzBPHDIBSKZmw76qvOJvv9+fF1AFg8G6KjZOJpPZLlvLmd1uh8vlsnoZRTHG0NHRUdZjJUnCihUr0NvbW5MgI0MQBHzqU5/CN79yGXY9eCd+/7XPIBoer9nrV9Oel57D1Zd+DI0shd//9moKMgghZJmgQGMRqUTa1J49e/ImV89nArjH48HIyEhOPYfoEuHsdcLWY8upw0gdSkEbM+dvOFY7yqrLaGhoyCv0ztxhrifTA63lrB5rM2ZqaGiYtVMbYwwtLS3YtGmTpUXtb3rTm3D1r34BhA7il5++GNsee9CSdVSClkrh7mt+jj9+7VM4YeNaXPu7a7Bq1Sqrl0UIIaRGKNBYJFKpFGKxGGw227xzxYeHhwvefZ/PBPBYLJZ3AgIAolPMebwW1pA8aAYsti4bRGfpVrQ2my0vmMq0sq3EgMJKMQyDAg2YaT8zhyjWq46OjoIBRGNjIzZu3Ij29va6aJd8xBFH4MY//gFnHHckbrviMtx0xVcQm1hcJ2cHdmzFrz73YWy7+0/47Cf+DT/9yU8q0pKbEELI4lE/uzYyq4WeZsTjcezfvz/v46UmgNu6coMaxhgkScopJE8cSECP6XnX5rqZMgUAclCGEixdV1Ko+BsAOjs7LZ82PdPY2NiCOhktFX6/v64CwNnYbLac0xeHw4F169Zh5cqVUFV1lmfWnt/vx/e/9z1875tfx/jLz+AXn3w/Hv/rn6DNOJGsNxOjI7j959/D7y/7BFYF3LjxD9fi/e9/f10EcIQQQmqLisEXiYUEGoZhoK+vL29Cd6ECcADgSbNYW2lWclKgADN9aWJiIvv71EgKqUMppAZTcG1x5aRFZWZlpAZTeQFLIZni75kbEq/XW5epOVQEbqrHn81sWltbEYlE0NzcDJ/PVzfdywphjOH1r389jjvuOPz4xz/Gn665Ck/ccQNOveBibDz5zLoK8OLRCB665To889eb4XPZ8YVP/xcuvPBCCjAIIWQZY3zm7rOAiYkJeDwehMPhmhZHEpOmaXjuuecgyzI2b948543Rvn37MDw8nPfxSCRSdJq1HtchKEJObYYoiuCcZ9OsjISByZcmAQNQ29WcLlPz4ff78wqKZVnGhg0bKjq7oBKi0Si2b99u9TIs19DQgDVr1li9jGVj165d+PGVV+Keex+Aq7UTR7/uzdhy6mthc1pXiB/q348n77oVL973N9gFA//6L+/Be9/7XrjdbsvWRAghpLrKjQ3qa/dGCsrUVXi93jkHGePj4wWDjNkmgAOAaM+9C5kJMDJxKTc44rvigAGIbhFK6+G0qNRICqJDhOgo/06m2+0u2LWop6en7oIMAAW/p8vRYjvNWOxWrVqFH1xxBZ5//nn87ne/w52/+wkeuO6XWH/ya3DEGeegfXVvTU45kvEYdj37BJ6+5zYcePFpNPm8+NC734F3v/vdCAQCVX99Qgghi0P97eBInrGxMQBzT5tKpVLYs2dPwc8VLAA/kIDcKBcs2DYMIyfISR5MQo/pYNJUK9upz2kRzRzYxwDXRlde6lUhqqoWbNnb0tJSl3dFNU0rehK0nCiKQsW9FtmyZQsuv/xyfHpoCLfccguuv/EmXHfvHVDcXqw86kSsO+4kdG86CqrdUZHX45xjYmQIrzzzOF558iEc2PoMmK7hqC2b8Mlvfg1nnXXWgmb7EEIIWZoo0KhzhmFgYmICoijOadPNOceePXug6/lF2sUKwIvVWqRSqZxTBS2sITVgdpyyddsgKOZjjZSB+M44wAHZJ5cVZIiiiGAwmHdS43Q60dbWVvbXW0sjIyN59S7LUaGfG6mtpqYmfPjDH8YHP/hBPP/883jggQfw93vvw20P/g0aB7wt7Qh2r0XbqrUIdKyA2+uH2xeA3d1Q8ORDS6cRHR9FZCyEidERDO7ZiUO7XsbwnlcQnxiHKok4/pij8L5P/gdOOeUUdHZ2WvBVE0IIWSwo0Khz4XAYnHN4PJ45beoGBwcRiUTyPj7rBHBMFYBPCzI0TYNhGDmbknTI7HojB+VsK1tuTE3+1jgEhwDbivKKvwOBQF6xqCAI6OnpqctNLOec0qZw+GdH6oMgCDjyyCNx5JFH4hOf+AT27duH5557Dtu2bcNL27bh6ZuvRjyRhME5DA5AEGF3uSFKEhgTYBg6tFQKiWgEAgCBMQgMCPh92NS7Hue/+x3o7e3F0UcfTXV6hBBCykaBRp2bT7epaDSKgwcPFvxcoQngyUPJghPADcNAPB7PO0mx9dggukTI/sPzMhL7EtCjZiqVY7Ujb8BfIY2NjQVngqxYsaLuWo1mhMPhgvNDlhufz1eXtTPE1NXVha6uLpx33nkAzJqs4eFhjIyMYGRkBMPDw5iYmICu69B1HaIoQpZl+P1+BAIBBAIBBIPBedWFEUIIIRm0U6hjnHOEw2EwxsrOhdd1HX19fUU/V2gCeGrQ3DhPnwDOOcfk5CQcjvwcb8YYlKZpxd/DKaSHzVMO+0o7BLV0ypTT6SyYCub3++Hz+Uo+3yp0mmGiIvDFRRRFtLS0oKWlxeqlEEIIWUbqpwk7yROJRKDrOjweT9mdZPbt21f0jvtcJoDH43EIgpC9a63HdCT2JsD1/NoEbcwcWqe2q5A8pWNXRVEKBhOqqtZ1zncikciZIbJcORwOOJ1Oq5dBCCGEkDpHJxp1bK5pU6FQqGg3pEIF4FpYKzgBPJlMIplMZk9RuG62sjUSBsDyp4Xb19ihjWo5qVTFZIq/ZwZOjDH09PTU9XAvOs0wNTU1Wb0EQgghhCwCFGjUKc55NtAoJ20qmUxi3759Ra9VKAARG0TYVtjAdZ7tEKVpGqLRKBwORzYYSOxPwEgYYArLzsvgnGdztxljZQUZgJkaVSi3v62tra7vkhuGgVAoZPUyLCdJUsFWxIQQQgghM1GgUadisRjS6TTcbnfJolvOOfr6+vLSojIKFYAD+bUWhmFgcnISoihmi7TTY+nD9Rc99mxHquT+JMABtVMFE8orFm1sbITdbs/7uNvtRnNzc1nXsEooFCrYKni5CQQCNRkIRwghhJDFj3YMdWouaVP9/f2IxWIFP1ewADxt5NVacM4RjUZhGEb2ZMFIGubwPQBKqwKpwQx40qE0UoMppIZS0CfL23w7HI6CbTElSarbVrbTUdqUiVraEkIIIaRcdKJRp8qdBh6JRDAwMFD08wULwHcnYMQN2FbaILnNt0A8Hkc6nYaiKJAkCZxzxHebczFEpwi1zWw3q8d0xPfEAeQGH7PJtM0spLu7G7JcXtqVVSYnJxGPx61ehuU8Hk/dth0mhBBCSP2hQKMOJRIJJJNJOBwOKIpS9HGapmH37t1FP19sAnimADyTBpVKpZBIJMAYy7azNRIGjLgBJjLYV9rBBAaumUP5Ml2q1PbSm05BEAoWfwNmUXG5bXutNDQ0ZPUS6gIVgRNCCCFkLijQqEPlnmbs2bMH6XS64OfKmgBuE6DrejYYsdvt2YBAtItwbnTCiBsQbIJ5wtEXh5E0IKiCGXyUke7k9/sLnljY7Xa0t7eXfL7V0ul0XurZcqSqasG5J4QQQgghxVCgUYfKqc8YGhpCOBwu+vlyJoBzzhGJRAAgpwA8Q1AECMpU8ffBZPYkxL7aDiaVDjI8Hk/RgX89PT2Loqh4eHgYnOfPDllumpqa6r6OhhBCCCH1pf53estMKpVCLBaDqqoFOzQBZj3FgQMHil6j3Angk5OT2fqNTAF4Ym8C6bH8UxLRJYJJDPZuO0RH6VkXdru9aFpUZ2dn0a+tnnDOMTIyYvUyLCcIQtEaG0IIIYSQYuhEo86UOs0wDAN9fX2z3mUvZwJ4pvgbQLYAPDVidpLCMCBuFiGoh+NQ2StD3CRm6zpmI0kS/H5/wTvgXq8XwWCw5DXqwfj4eNHUtOXE5/PV9SBFQgghhNQnOtGoM5lAo9hQtAMHDiCRSBR9fqECcK5z8yc9NQE8nU5nuyhlCsCNhIHEXvO6apsKQRXAdQ4jeThgKSfIYIwhGAwW3JjKsowVK1aUvEa9oCJwExWBE0IIIWQ+6ESjjmiahkgkAlmWC9Y2jI+PzzrPodgEcCYyOFabwQSXOSYnDgcidrsdDAyxXTHAAES3CKVVyba31SM67KvsZbWxBczi72Kdsnp6ekoOH6wX8Xg8L2Bbjlwu16JIcyOEEEJI/aETjTqSKe72er15aUepVAp79uyZ9fnFJoBnMNWsy8ikXWUKwJMHk9BjulmDMdVNKnUoBW1MAzc4mFheEXBDQ0O21mOmlpaWRdW1iE4zTHSaQQghhJD5okCjjhSrz+CcY8+ePdD14lO4ixWAx3fHYaTN9KdoNJpzDafTCS2sITVgBie2bhsERYAW1pA8aLbBtXXZIDpL5+fbbLaidSVOpxNtbW0lr1EvdF0veDK03MiyXNZkekIIIYSQQhZHHssyYBgGJiYmIIpi3p3/gYGBbBvaYooVgGthDVznEDqEnNMOVVUhSRISEbMuQ2lSIDfKMJIG4n1m/YYclKEEiw8MzJAkCYFAoGDxtyiK6OnpWVStUUOhUN73cjkq9jMlhBBCCCkHBRp1YmJiAoZhwOfz5WzuotEo+vv7Z31uqQngYrOIaCya/RxjLJt3b+uwQXJLEF0iuM4R2xkD1zhElwhbV+5cjUIYYwgEAkW7EnV1dUFVS08Qrxecc0qbwuGifkIIIYSQ+aLUqTpRaBq4ruvo6+ub9XmlJoDLTTJiWizn89MngANmy1smMqQGUjBiBpjMYF9lBxNK3832+XxFAwm/3w+fz1fyGvUkEokgmUxavQzLeb3eghPdCSGEEELKRYFGHeCcIxwOgzGWM+Ru3759sxZ3A7NPAGcKQ9KVzJm5IYoiZENG7JUYjFRuepDSokAOyrCvsmcngs/G7XbD5XIV/Jyqqujs7Cx5jXozW1ev5YSKwAkhhBCyUBRo1IFIJAJd19HQ0JA9aQiFQiULkktNADcCBgyeG0w47A7Ed8WhjWtIHsi9c89Ec/K35C6dUaeqatFZH4wx9PT0LLohb6lUKu/7uRzZ7faiASQhhBBCSLko0KgDM7tNJZNJ7Nu3r+TzxsbG8oqWk/1JwAAMhwHdntulSlVVaP0ajIR52qF2qjBSBpKHkrNOGp9JFEUEg8GihcJtbW1F29zWMzrNMFFtBiGEEEIqgYrBLcY5zwk0OOfo6+sr2fUomUwiGo3mfdy2wgaDGUjZUhCmxZGMMUgJCclh8xTD3mMHExliL8egT+rgaV6R4u+GhgY0NzeXvE69MQwDIyMjVi/DcqIoLrq6GkIIIYTUJzrRsFgsFkM6nYbb7YYkSejv70csFpv1OcUmgAMAZxzpxjQENfdHq4oqUvvMlCqlVYHUICGxLwF90hzUpzSXbmMLmMGQzVY4IJEkCd3d3YuyJerY2Bg0TbN6GZbz+/2LLuWNEEIIIfWJAg2LTT/NmJiYwMDAQMnnFCoA12M6OOeYnJzMOw0RBAG8n5tta50i1DYVqeEU0sNpAIB9pT0vMCnE6XSioaGh6Oe7u7sXbaciSpsyUdoUIYQQQiqFUqcslgk0XC4Xdu7cWfLxxQrAo9uiSItpoN0s6p7OoTiQSqfMYu+VdhhxA4l95qA+tV2F5Cn9NlAUZdaUmqamppyOWYtJNBotmIa23DQ0NBQ9rSKEEEIImSsKNCyUSCSQSCTgcDjQ39+PdDpd8jmFCsAT+xJIJ9NIK2koYm4KlKqqUBwK5A0y9JgOiEDs5RhgAFKjBKW1dMqUIAgIBoM5szems9vtaG9vL3mdekWnGSY6zSCEEEJIJVHqlIUyJxOGYSAcDpd8fCKRyLvznh5LIzmWRDKVhNSeGzdOnwDORAbJLcGIGeAah2ATzILwMuopAoEAJKlwTCoIAnp6eooGIfVO07SSbYSXA0VRFu2JFCGEEELqE51oWGh8fBypVAqaphXdyGdwzrPTw7Mf0znie+NIxBMQg2JenQUbZEgn01CalWxAIXkkONc7ASE/xaoQr9ebDVYK6ejomPXz9W5kZGROrX2XqtnaFRNCCCGEzMfivA29BKRSKUQiEYTD4ZJBBlB8Anh8Ig4ucUjNudfgYQ4hIiB5IAkjYeROB3eKEO2lOws5HI5Z73J7vd5FnW7DOae0KRxuWUwIIYQQUkkUaFhkfHwc4+PjZQUZxQrAI/si0HQNcrsMJhy+G20kDYgjZiChtqsAB6IvRqFHcwf4zUaWZfj9/lk/v2LFirKvV4/C4XBe8LYc+Xy+st6HhBBCCCFzQYGGRQ4cOIBIJAKHw1HysQUngCeS0JgG0S1C9Bw+neAGB/oBAQLEBhFyQEZ8ZxxGwpwAXo5Sxd8A0NPTs+g3p3SaYVrMp1KEEEIIqV+Le6e4SMViMezbtw+iKEJRZu/6VKgAXNd1JHgCyloFmHFIoQ/qUHUVTGawdduQ2J2AkTQgqALs3eXVUvj9/lnnYbS2tsLtdpd1rXqVSCQwMTFh9TIs53A44HQ6rV4GIYQQQpYgOtGoMc45tm7dCsMwYLfP3vWpYAH41FA+zjkYY2DS4efrER1CWABjDLYeG9LDaWhhDRAA+2p7zmOL8Xg8s56yOJ1OtLa2lvGV1jc6zTA1NTVZvQRCCCGELFF0olFjAwMDGBkZAYCSaVORSCSvhmB81zjS6TTEoJhTlwEAgiZAVmUoAQXgQOqQ+Vx7tx2io3Txt91un7X4WxRF9PT0LPruRIZhIBQKWb0My0mShMbGRquXQQghhJAligKNWcTjcYyMjGBkZAShUCjbipZzDlEUIYoiGhoaEAgEEAwG4fV6Z61rmJycxMGDBxGPxyEIwqxTmHVdz5utER2LIn4gbp5m2BnEhtzgwbPCA9bKwDlH/OU4AEBpViD7i6dBZUiSBL/fP2sQ0dXVBVVVS16r3oVCIeh6+YXxS1UgEFi0808IIYQQUv8o0IAZAGzfvh3btm3Dtm3bsH3HKzg0OIjJySgMDhjg4BzgwNT/A8AO/0dgDAIDJFFAMBDAis4ObNywAb29vejt7UVnZyc459i9ezficTNQcDgcs27qZxaAp9NpRHZGzCDHLeYEGZxz2Gw2szhbArhmPobrHGpH6cCAMYZgMAhRLH7q4ff74fP5Sl5rMaC0KRO1tCWEEEJINS3LQEPTNDzzzDN44IEH8MA/H0Lfnr3QOQeTVQRXrEJT9yZsOvY1cPv8cDX60eALwOlthKzYIIgiGGPghgFd1xCPTCAyFsLkWAiRsRAioyM4dHAvnrvjbkSuvgYiY3C7HFi7ahU2bujNdmuaLW1qZgG4rusIHwhDn9TBGMuZAG7EDGgHNDRsbMh+jEkM9tV2wEBeelUhfr9/1qJ0VVXR2dlZ8jqLweTkJOLxuNXLsJzH41kSp1OEEEIIqV/LJtBIpVK47777cO+99+KBhx7G2EQEdm8APUe/CmedfQFaV61DoL2r7FQSJooQRBGyP4gGf+H2oLFIGAO7d2L/K1vR9+wTePia66CnEuhobcGrTzoRJ510Etra2nKeM7MAnHOOyEQEqYNmvYXYdHgCODc40vvSkCEjPZiGIAgQneapBGMMKF2WgYaGhlm7DjHGsHLlyllPOxaToaEhq5dQF6gInBBCCCHVxvj0kdFFTExMwOPxIBwOo6GhodTD60p/fz9uuukm3PinWzAYGkOgew1WH3Mi1h13Mlq6V1e9sNngBhKJhFk3EYlg57OPo++Zx7D/xaegxSaxZcN6vPass3DUUUdBkiRMTEzkBBqTk5OI7o1CG9LAFAZ1nZo9pUjvT8MYN+DyuqB2qEj0JSD7Zdh6bGV9XTabDU1NTbM+tqOjA83NzQv/RtSBdDqNF154AWW85Zc0VVWxcePGRV/UTwghhBBrlBsbLMkTDc45nnjiCfz+2mtx7wP/BFfs2HT6OTjvtech0N5Vy5UgmUxmN7aK3YF1J5yCjSefAUPXsOOJh/DsPbfjOz+6CsHGBpx52mnYuHEj7HZz3kUikUAyloQ+YhYuy22HJ4Dr4zq0UQ0OhwNqm4rkvqlhfALK2kCKoohAIDDrYxsaGpbUne/h4eFlH2QAKBlcEkIIIYRUwpI70XjppZfwwx/9CA899iS8nStxzNlvwaZXnwnFVt6wukpKpVNIp9PZ36fTaXDOochKtpgcAAb39uHZv9+BbQ/cBZlrOPO0U3HCCScgmTSDByNpQB/TIbeY3aN4iiO5IwlJkODuckOP6DBiBkSnCMd6R8m6DMYYmpubZ83RlyQJGzZsmHVw32LCOccLL7yQ8/NYjgRBwJYtW5ZMKhwhhBBCaq/c2GDJBBp79uzBVVddhb/e8w+4W7tw+rs+iLXHnmTZnVvd0JFIJLK/55wjnU5DYAxSgc07NzjGQ8N47Lbr8eI/bodDZDj11SfjyCOPzNkUcs6R2pUCj3K4m9wQbSK0UQ1MYnBudEJQSteY+P1+uFyuWR+zevXqWWdqLDZjY2Po6+uzehmWCwQCWLFihdXLIIQQQsgitmxSp1KpFH7+85/jV1f/HySPH2d9+DPYctrrLJ0PwKdSpqbLtKotti5N1+D0eHHmv3wYR571Bjzyp2txxz3/wONPPok3vfGNaG9vNx+omycSil2B3CAjNZACmDn5u5wgw+VylQwympqallSQAVAReMZSSoUjhBBCSH1b1CcaL730Er542WXY1rcXJ77tfTjpvHdCmqVNa60kkwloMwbCHU6bkoEZpyyGrmcfbxgGuGGApzmG9vThH7//CUJ7tuPE447BaaedBkmSIAgCnIIT8VfigAHYOm1QWkp/3aqqorm5edZTHrvdjvXr1y+pQW7xeBxbt261ehmWc7lcWLdundXLIIQQQsgit6RPNKafYrg7VuL93/oFmrp6rF4WACCtpfOCDM65Oc2bsbwgAxzZx3ODm0EGB7gGBDt68M5LL8dTd/8Jj/zp99ixcyfe9MY3ore3F5Ikga1h0Ma1soKMcoq/BUHAypUrl1SQAdCAvoxgsHAbZkIIIYSQalh0gcbQ0BD+61OfwtMvbceJb3sfXv2Wd0Gok8JWgxtIp1L5H58lbUrTNQBmMGIYUwFHigPggMAgKgKOf8Pb0bPxONxz9Y9w9e9+j7e9+U048cQTITVIkBpK/wgZYwgEAubk8Fl0dHTAZrOVvN5ious6QqGQ1cuwnCzLaGxstHoZhBBCCFlGFlWg8cILL+A/P/kpjKWBi752FVpXrrV6SVmZuoxCeWi8SKDBDW4GIfxwMMJ1AAYHwMAU8/SBaxz+5k6849PfxsO3XoMb/3wz+g8dwlve/OaSwQMAeL3ekgGE1+tdkne8Q6FQ9nu7nJU6zSKEEEIIqbRFkyNz++23418/8CFoniZc/K2f11WQAQDpVKrwhpYDxlTa1MyNXuY0Qzd0gHNwADxthipMMrOsOAf4VEdWSZFw6tsuxpnv+y888szz+MUvf4lIJDLrupxOZ8m6GlmWl2QnIs45FYHDPNFaikEkIYQQQupb3QcanHP89Kc/xee+cBlWvOpMvPdL34fLW18pIJquIa1pBT9XLG3K0PWpdCnDjCYAIM3NXzMGyMwMPJJTaVSMAdwMVDad9lq87b+/jYPjMfzoyqswMjJS8LUVRYHP5yu5/p6enrJORhabSCSS1/1rOfJ6vUtmHgohhBBCFo+6DjQ45/jBD36AH/38lzjpwg/hvEs+Uxddpabj3ECqQF1GhsELBBpTBeCc82xalfkgAGBgMjPn+WUCDw4IzHw+k8zPt6/pxYX/cwU0ZyN+8rOf5925FwQBwWCwZGF3a2sr3G73HL7ixYOKwE10mkEIIYQQK9RtoME5xxVXXIFfXH0Nznjfx3HyWy6swxxzjmQqhaIdgqdqLxhy06Y0XTNPM2Z0p2IiA7MzMNGs1eCaGWRkJn0zgeXMymjwB/GO//4WhMZm/OTnv8gJNsop/nY6nWhtbZ3rF70opFIpjI+PW70My9nt9iUbSBJCCCGkvtVloME5x1VXXYVf/t/vcObF/4HjX3++1UsqKJ1OQ58RLEx3+DTjcJDBDQ5DN4oWKLO83zEwJoAxQFDZzAfA6fHi7Z//JkRfC372y18hFArB6/XCbrfPunZRFNHT01OHwVtl0GmGiU4zCCGEEGKVugw0brjhBvzkV7/Bqe/5KI47+81WL6cg3dCRSqdnfUyh+gxN18w2tlOnIByAkeRmt6lpmAgwG4MgTZ1mKAIgFA4K7O4GvO2zXwN3+fDrq38LsYx2v11dXVBVteTjFiPDMIrWrSwnoiiWVaNDCCGEEFINdRdoPPHEE/j6t7+DI855K048751WL6cgDo5UGUXGmUCDTQUahq5Dn6rNyEpzwODg6amuU9OezwQG0S5BsAlg0uwnD05PI87/9JcxnjJw5VVXzXrS4vf7l/QGdGxsDFqR4vzlxO/3lxV0EkIIIYRUQ10FGgcPHsQnP/NZBNcfgde+96NWL6eoVCoFo1hdxpS80wwOpDUtp/g7MwEcAJjMAAPgcQ6u88PPZWbtRikMQKCtE+d94v/hma0v47rrriv4OFVV0dnZWfJ6ixmlTZkobYoQQgghVqqbQCMWi+ET//mfSCpOvO2/vlQ3075n0nStrLvlM4f0aVoahp5blzF9AjjEqd9zDiPOAS1/7sZsREkCYwwrNh6J0/7lEtx25924//77cx7DGMPKlSuX9F3uaDSKaDRq9TIs19DQsOSmvBNCCCFkcambQONb3/oWXt7Xj3d89uuwu2YfMGcVo0Qr25zHGodPJQzDmJqzcfgUJG8C+FSQwQ2ACQCyny9NFMWcOpCjXvtGbDjjDfjf3/4fDhw4kP14e3s7HA5HWddcrOg0w0SnGYQQQgixWl0EGg8++CBuuvUOvOZ9/4ZgR71OqOZIJpPFW9lOf6TBwcGzm/9UKnV4KB+QNwEcBsD1qYJwZtZ0CGrx4u/pBEHIO6FgjOHM934EaqANv/jlL6HrOhoaGtDU1FT2V7sYaZqG0dFRq5dhOUVR4PF4rF4GIYQQQpY5ywONiYkJfPmrX0P7lmNx5Bmvt3o5RaXS6aItaWeaXp+RTqdzh/IB5mlFZgK4xMyUKQPZmRmiUrr4GzADCkksPCtDVlSc8+H/wvbd+3DXXXehu7t7ybayzRgZGSkrEFzqgsHgkv9ZE0IIIaT+WR5ofPe738XgRAxv/Min63ZzpBs60iVa2U6XmZ8BzqEVeB4TAaYKYPLhugyumx8XJAFMLu/HIklS3lyN6drXbMBRr38bbvrzrTkpVEsR55zSpmAGn4FAwOplEEIIIYRYG2g8/vjjuOnWO3DmRZegwV+fOeV8KmWq7MdzDs45GGOzztlgAgCRgQlm5ykmAUwUINrEWYOHDGmq+LuUM951MRRfC77y1a8u6bv94XC47PqZpczn85WcCE8IIYQQUguWBRqGYeD7V/wAgdW99Z0yVWZdRkYmbcrQ9byUKW7klGqYc79lBsHBAMbKDjJmFn8XIwgCHE4XXnfxJ/DY08/igQceKPvrWGzoNMNEReCEEEIIqReWBRr33HMPntu2Ha95z0fqNmUqraWhzTL4rhDDMGDoRrbrVAaHmSbFE2ZnqZzBfBKD6BTLmpchsPzi70IYY1BVFQwMq444Fm0bjsKPrryy7DqTxSSRSGBiYsLqZVjO4XDA6XRavQxCCCGEEAAWBRqapuFHV16FriNOQFfvZiuWUJJhGEjPMRWHcw5D16dqNGacgqT5VAG42XEqE3AAABgr64SCgZWdFqPICgR2+JpnvPtD2LpjF+64444yv5rFg04zTEu9qxghhBBCFhdLAo1bbrkFu/YdwJnv/pAVL18SB0cylZwZKpSk6zp0Y0Z+FDITwKc+JgDQOXjSAE8Y4AbKCjIAQJJnL/7OPk4U8wKS9tXrsfL4U3DlT366pGoZDMNAKBSyehmWkyQJjY2NVi+DEEIIISSr5oGGYRj49dW/xepXnY7mFStr/fJlSadSc08x4oCW1sx6jhmpYOYEcJgf183ibwhs6iSjvAng5RZ/C4xBUdWCnzvjwg9gb/8A7rrrrpLXWSxGR0ehzzG9bSny+/1lB6yEEEIIIbVQ853Jo48+ij0HDuL4c99a65cui6ZrU1O85yatpc2UKc5zDh349AnfnIPrHAA3u0ypDEIZ9RaiIJS9iVSm6jIKCbR3oXPLsfjD9deXda3FYGhoyOol1AUqAieEEEJIval5oPHHP/4RjV2r0bFmQ61fuiTOjXmlFemafrjL1LRTh+kTwAGz6xQ0DiYxMJlBlISSqVACYxDLrsuQIQqzBy7Hvu7NeOb5l7B169ayrlnPJicnEY/HrV6G5TweD9Qip1iEEEIIIVapaaDR39+Pex98CMec/ZY67DTFkUyl5jxrwjAM6IZZm8GBvK+LiTAjjqkgA7I5DZzJAliJU4q5FH+LoghZlks+bs0xJ8LmC+KGG24o67r1jE4zTFQETgghhJB6VNNA4+abbwZX7Nj86jNr+bJlSafTc87155xD0zSA82xNx/QwIzMng9kEsz5cYGAiA1PK6zJlTv4uHZAxxqAqCsqpFBcEAUeedR5u+8vfFnVL2HQ6jfHxcauXYTlVVeF2u61eBiGEEEJInpoFGpxz/O2uu7H2VadBVm21etmy6IY+6xTvgrjZphcAdH0qyJiRNpXBBEBwCmAqM+syBKHkiY4kimBCeac+iqKAsfJ/lEec9jpMJpJ46KGHyn5OvRkZGVnSk87LFQwG6/B0kBBCCCGkhoHGnj17sGffAaw77uRavWRZODhSyeScn6dpZocpzvnU3IzDgQbXAZ6cNicD5sGEoJgdpoQSQYEgCGUViQPmqYcklpdeldHgDyLYsxb333//nJ5XLzjnNDsD5vskEAhYvQxCCCGEkIJqFmg88MAD4LKCns1H1+oly5JKpWDM8c64nh3KZ9ZoZO6sMxwuAOcahzFpwEjwnNMNQWCzZjgxVn5dhiAIUBRlTmvPWH3MSbjvnw8hPdeTnDowPj6+KNddaT6fr6wp8YQQQgghVqhZoPGP++5D1+ZjISv10x1H07Vs+lO5DMPI1nLw6UFGJn0lzc12tpr5X56a+rX5oFkLwBlQdpDBAKhK8Va2paw79iSEJ6N4+umn5/V8K1ERuImKwAkhhBBSz2oSaITDYTzz3AtYe+yJtXi5shjzaGWbLf4GAF7gNGNqAjjXuHm0wcxicIhmMFCqALzcoXwAICvKgga0NXevgtPXhAcffHDe17BCPB7H5OSk1cuwnMvlgt1ut3oZhBBCCCFF1STQeOmll5DWDXRvPLIWL1cGjmQyOedi4umnH5kuU9lrMAae4mZ9xlTzKiYxMBsDYwArUQAuimLJdrfTHyuXefJRDGMM7eu34Nnnnl/QdWqNajNMNKCPEEIIIfWuJoHG1q1boTjd8Da11uLlSppPt6JM8Xfm+Zwb2doLxhigA9D54QF9otnW1owtZi8AFwSh7Fx7s5WtinJa2ZbSumottr/yypzTx6yi6zpCoZDVy7CcLMtobGy0ehmEEEIIIbOqWaAR6F5dN204GRNgs9nKPhXQdT17ggHkn2YwTKVMpc2UKSbAPMmYih1mKwCfS/E3MFWXUaHvY9vKdYgnUujr66vI9aotFArl/ByWq0AgUDd/lgghhBBCiqlJoPHC1m1o6Vlbi5cqGwODoqhQ1dk37nxa8Xfm98iciExLm2IqA2RmBhmqYNZmZD5XJCVqLsXfgHknu5Jdhpq7V0EHsG3btopds5oobcoMTCltihBCCCGLQdUDjbGxMQwMDqFtZX0FGhmSKMFus0EsEAzkFH8D2QLwqV9m6r2z/xMdAgS3aA7mm3rKbAXb4hyKvwVBgCzLZT22XKrdgcbWTmzfvr2i162GiYkJJBIJq5dhOa/XW/H3ASGEEEJINVQ90Dh06BB0zuFr66j2S81bJpVKmbGB0zQtZwbG9LSdbJ2HfvhgAwCYCGRih9kKwEVRLLtrFGPMPHmpQF3GTA3N7Th48GDFr1tpdJphotMMQgghhCwWVQ80RkZGYHDA7fVX+6UKen9vI97f24h//unaEo9kkGUFNpsNAmM5xd/A4QLwaR8AdMCIcuhjutnSdsb1ihWAC6z84m8AUGSl6LXK//oKczf6MDg8Mq/n1koqlcL4+LjVy7Cc3W6H2+22ehmEEEIIIWWpeqAxPDwMMAEOj7faL1XQyi3HYuWWY+FuLC/QEQURNrsde55/Ep88cSU+eeJKjB46kHuagamZGYnDw/i4nnudYgXgcy3+liRpTo+fK3djAEN1flpApxkmOs0ghBBCyGJSvR3slJGRETi9jQsaLrcQX/zj3XN+DkOmhawppwAcALg58ZsnORjMQnCmTosqihSAc84hZAo6yiAwBkVR5rz+uXA1+jE6NgZd1ytaaF4phmFgZKS+T1xqQRRF+Hw+q5dBCCGEEFK2mgQaDu/8N0iffs0WhPr349wP/gcSsSgeu+NGGLqOV73xHXjXf38D8rSAoJD395rzBj7wjavw6vPfjX/+6Vr876X/BgD47NW34g/f/gIO9e1A68q1uOhL38WqI4/DLVd+C3++6tvZa3z97acDAI4553xc+P++DU3T8dAfr8GTd92A0MA+yKoNa449CW+45DPwtXVCEAQ8fseN+MPXPgsA+ND3f4Nbf/wNDO/rwxsv+QxuvfJbAIDPX3cXOtZuAAA8fMt1uParn4Gsqvj6nU9jtP8Abvnh13Bo1w5Ew2MQJAltq9bhte/9CE560wXz/n7O5Pb5oRscoVAITU1NFbtupYyNjS2aOR/V5Pf76zIQJIQQQggppurHDNFoFIrDteDr3PV/P8Pjf7kZDrcH8ckI7v3Dr3Hj97+yoGt+/8PvQCoRh6Fr2Lftefz0Ux+ArmlobG5D26p12cd1rt+EFRuPhL+9CxzAn7/7Fdzxv9/E4P6d8LevABMFPH/f33DlJRdiMjyWVwD+6899BOlEHI3NbejefDSaVqwEADx155+zj3n6rtsAAJtPOxsOtwfhoX68/MRDkBQFbavXQ1YU7HnxGfzycx/Fc/fduaCvezqbwwXOgXg8XrFrVhKlTZkobYoQQgghi03VAw1N0yAIC78T62/twOX3PIvL734WJ7zhbQCAf1z7K8Qi4Xlf84LPfAXf/MvjuOCzXwMAhPr3Y2hfH057x0V475e+m33cJ678PS678R94y799FqHd+/D4X/8IAHjnZ7+NT19zBy69/l54mloQGR3Gwzdek/c6p194Mb5y+6P48m2PYPVRJ+CEN74DAPDM3bcDACJjIex48iEAwAlvfDtEUcS6o1+FK+7fhu/+/Xl8+eb7ccX929DUZQYoj/3l5nl/zTMx0XwL1OOpQTQaRTQatXoZlnO73bDZbFYvgxBCCCFkTqoeaBiGUXRg3VwccfrZsDvNjjsnnPtWAICWTmFgz655XzOTgjT99CI8UvgOOgOD3e5A6FBfthvV9Zd/Dp85ZS2+cPZRCA8NAAD2vvRM3nNf854PZ38tiCKOP/dtYIKAkYN7sefFZ/Ds3/8CQ9fREGjGhhNPh6ooABPwh8u/gP86tRcf2BTAh49sxdA+c4L3+PDAvL/mmTJB4PShhPWCTjNM9ZjSRgghhBBSStVrNARBMIup65CjwQPAHJx32Mw2tbkU5fCsjbY1vZDkacXajKGxpT3vOe5AbtpLY0sb1h57El5+/J94+q7bsH/7CwCA4889Hza7HYwJ+MVnP4Ktj9wHxhjaVq2D6nChf9fLSEQjMCoYFBiGea16y//XNA2jo6NWL8NyiqLA4/FYvQxCCCGEkDmreqAhSVJ2M7sQz99/F87/+H/D5nTh8b/dYl5bVtDSvWrB1y5Esdmzv07GDqfvrNh4JBhj4Jzj1ee/Gye85d0wdB1MELDn+Sdhc+XPOSg0tO+EN74dLz/+Tzz+l5sQDY8BAE5+y7sgieaPpO+5JwEAp77jIvzrl3+AyfExfPFNJyERjVT06+S6GQTWW6AxMjKSM8dkuQoGg2VPjyeEEEIIqSdVDzTsdjvSidiCrzM2dAifee2RsLvcGN6/BwBwxoUXw+Guzt3eps4eiLIMPZ3Gdy4+H/62Tpxz8b/juLPfjFPfcRHuv/63uP7yL+If1/4Kss2OsUMHkIhO4sIvXI621b0QSmwOjzjzXKjf+n+YHAsBALo2HIEVvZuzn+9YtwE7n3kcD9x4DV556jGMDx+qyoYzmYiBMfPnVC8455Q2BTNADQQCVi+DEEIIIWReql6jEQgEEBtbeArMa9/7EZx03jsRmxiHzenG6Rf8K97xqcsqsMLCXI0+vOfSb8HX2o6J0BD6nn8S4ZFBAMBFl30f7/r8N9CxdgPGhwYwPnAQ/rZOnP6uD2D10a+CwFjJAnjV7sCRr3lD9vennP9usGkDNj7wjZ9g/QmnQFZtSCVieNd/fxMdazdW/OucHAtBYGb71HoxMTGBVCpl9TIs19jYWNVhjYQQQggh1cR4GfkpExMT8Hg8CIfDaGhomNML3HDDDfjiNy7HZ39/57yG9mXmaLz53z6Ht/z75+f8/NrhSKVSiCcSkEQRmMPpg6IokCW59AOr4IEbr8Gue/+M+/9+jyWvX8grr7yCiYkJq5dhufXr18PpdFq9DEIIIYSQHOXGBlW/XRoMBgFDRzwyAafHW9Frjw8N4Mcff2/Bz3mDzfj4lb+r6OvNjkFRVMiKAi2dRiqdLutZoihCtvCudWQshOY6mtGQSCQoyADgcDgoyCCEEELIolb1HW4gEIDAgMjoSMUDDS2dQt/zTxb8nL+ts6KvVS4GBllWIIgiUskkjFkOjBhjUBUVgHXFvpGxENYE66cOgGozTNTSlhBCCCGLXdUDjZaWFgiMYXSwHy09q+f8/O/+/fminwu0d+E328YWsryqEQURNrsdqWQSWpF2tKqiWt5RKDJ8CK2rj7Z0DRmGYSAUClm9DMuJoojGxkarl0EIIYQQsiBVLwb3+/0I+n0Y6NtR7ZeqOwwMqmorGFDIsmx5S9l0KonQ/j1Yt25d6QfXwOjoaF0ODqy1QCAwr3omQgghhJB6UvXdDGMMWzZuwMCeV6r9UnVLkiTYbLbs5lEQBMiyNcXf0w3u2QUBHL29vVYvBQAwNDRk9RLqQrCOamYIIYQQQuarJrdNN2zYgKG+V5b1ADaBCbDZbJBlGaqq5rSytcqhvh2wyRJWr557SlulTU5OIh6PW70My3k8HqiqavUyCCGEEEIWrCaBRm9vLxKRcUyElnehLwODIisQWH2kxfTv2oG1q1dBURSrl0KnGVOoCJwQQgghS0VNdrwbN26ELDDs3fpcLV6OlIFzjoMvv4AtmzdZvRSk02mMj49bvQzLqaoKt9tt9TIIIYQQQiqiJoGG3+/H5g29eOWpR2rxcqQMof79iAwexCmnnGL1UjAyMrKs0+oygsGg5V3ICCGEEEIqpWY5PGecfhr2PPs4tDIH2ZHqevmJh+Fy2HD88cdbug7OOc3OgNkgwO/3W70MQgghhJCKqVmgcdppp8FIxrFvW/G5GKR2XnnqIZxy4qssLzweHx9HmoJP+Hw+SBZOiCeEEEIIqbSaBRpr1qxBe2sztj/+z1q9JCkiGh7HwCtbcfrpp1u9FDrNmEItbQkhhBCy1NQs0GCM4ZzXnoUdj94PLZWq1cuSAp5/8G7YZQmvfvWrLV1HPB5HJBKxdA31wOVyweFwWL0MQgghhJCKqmmf1be+9a3QomFse+yBWr4smcYwDDxz960456wz4fP5LF0LnWaY6DSDEEIIIUtRTQON7u5unHzCcXjqrj/X8mXJNHtefAbRwX68853vtHQduq4jFApZuoZ6IEkSGhsbrV4GIYQQQkjF1Xxy3AXvfCcGd7yEgd07a/3SBMCTd96C3rWrcOSRR1q6jlAoBMMwLF1DPaCWtoQQQghZqmoeaJx66qlob2nC43/7U61fetkbHxrA7qcfwYXvfKflm1tKmzIFAgGrl0AIIYQQUhU1DzQkScJF73k3tj1wF0KHDtT65Ze1+2/4LZp9Xpx77rmWrmNiYgKJRMLSNdSDxsZGKIpi9TIIIYQQQqqi5oEGAFxwwQXobA7gvj/82oqXX5aG9u/B9n/ejUs+/CHLOxzRaYaJisAJIYQQspRZEmioqoqPffQjeOXR+3Cob4cVS1h27r32V+hpb8Vb3/pWS9eRSqUwPj5u6Rrqgc1mg9vttnoZhBBCCCFVY0mgAQDnnXce1q/sxj+u+5VVS1g29r/8IvY8/TD+/WOXQJZlS9dCpxmmpqYmq5dACCGEEFJVlgUaoijiEx//dxx84UlsfZTmalSLrmm489c/xpYN63DOOedYuhbDMDAyMmLpGuqBKIqWzzAhhBBCCKk2ywINADjjjDNw9pmn467//QFiE2Erl7JkPXTLdYgc6MNlX/wiBMHSHzfGxsagaZqla6gHfr8foihavQxCCCGEkKqydOfJGMP/u/RSuEWOv/76R1YuZUka3NuHR2++Bh+++F+xYcMGq5dDaVNTqAicEEIIIcuBtbe4Yc4RuPRzn8WuR+/FtscetHo5S4auabjtJ99G76oV+NCHPmT1chCLxRCNRq1ehuXcbjdsNpvVyyCEEEIIqTrLAw0AOOecc3D2mafjzl9egfDwoNXLWRLu/eOvETnQh69++ct1MathaGjI6iXUBSoCJ4QQQshyUReBBmMMl33pS2jzOnH95V9AKhG3ekmL2gv//Dueuu0P+PR/fqIuUqY0TcPo6KjVy7CcoijweDxWL4MQQgghpCbqItAAAK/Xix9e8X1oo4fw5598G5xzq5e0KB3cuR1//dnlePt5b8C//Mu/WL0cAMDIyAj9PGHWZjDGrF4GIYQQQkhN1E2gAQBr1qzBN7/6Fex94kE8eNPvrF7OohMZC+Gm734JR29Yhy9+8Yt1sanlnFMROMxTu0AgYPUyCCGEEEJqpq4CDQA488wz8YlLPoJHbvgNnrv/LquXs2gkopP447cuhU9huOJ736uLugwAmJiYQCqVsnoZlmtsbIQkSVYvgxBCCCGkZupy5/PBD34QAwMDuO5nl0OSZGw8+Qyrl1TXkvEYrvvm58HCQ/jJL35eV+1TqQjcREXghBBCCFlu6jLQEAQBX/jCF5BOp3HjlV8HB8emk8+0ell1KRGdxHXf+DzSQ/vwq5//DGvXrrV6SVnJZBITExNWL8NyDocDTqfT6mUQQgghhNRUXQYagBlsfPnLXwZjDDdc+Q2kkwkcdea5Vi+rrsQiYVz39c+Bjw3glz/7aV10mJqOTjNM9XTCRAghhBBSK3UbaABmsPE///M/UFUVv/vFdzF66CDOeNcHIAh1V1pSc0P79+CGb18Kh5HEL37xc6xbt87qJeUwDAOhUMjqZVhOFEX4fD6rl0EIIYQQUnN1HWgAZrBx6aWXorOzE9/5wY8wfGAPzv/4pVAdyzcV5eUnHsJtV34Dvd0d+OEVv0JbW5vVS8ozOjoKXdetXoblAoEABcaEEEIIWZYWxQ6IMYaLLroIP/vxDzGx8wVc/YV/R+jQAauXVXOcczx48+9xy/e+hHNOORG//c1v6jLIAChtKoPSpgghhBCyXC2KQCPj5JNPxrXX/B+CCnD15z+Kp//+l2UzCC48MoRrv/E5PHbDr/Gfl3wYl19+ORwOh9XLKmhychLxOE1393g8UFXV6mUQQgghhFhiUQUaANDd3Y1rf3cN3n7ua/H3X34P137jcwiPLN2755xzPP33v+BXn7oYbHg/fn7lj/CRj3ykrtNxaECfiU4zCCGEELKc1e9udRYulwuXXXYZfnHVj8CG9+NXn7oYT99zBwzDsHppFRUeHsR13/w8/v7L7+Ht574WN91wPU4++WSrlzWrdDqNsbExq5dhOVVV0dDQYPUyCCGEEEIsU/fF4LM5+eSTcdMN1+P73/8+bvjf7+OpO2/B6e/+IFYfeTwYY1Yvb95ikTAevOn3eP6eP6M94MMvrvpR3QcYGSMjI8smnW02wWBwUb8HCSGEEEIWivEydoUTExPweDwIh8N1e5f2ueeeww9/9CM8+tQzaF63BWe+50PoXLvR6mXNSTIew2N33IQnbvsjnDLDB953Ed7znvfUbS3GTJxzvPDCC0in01YvxVKCIGDz5s2QpEUdxxNCCCGEFFRubLBkAg3A3Og+9NBD+OGPf4wXt7+Cji3H4tjXvRlrjjmxrmsaJkLDeOru2/Dc32+HkIzhXy58J97//vejsbHR6qXNydjYGPr6+qxehuUCgQBWrFhh9TIIIYQQQqpiWQYaGYZh4K677sI1v/89nn1hK2y+II486zwcdea5cHnrY/NuGAb2vPgMnrzzFux++hF4nHa85Y1vwEUXXVS3LWtL2bFjByKRiNXLsFxvb++iOYUihBBCCJmrZR1oTLd161bccMMNuO0vf0M0raFz09FYc8xJWHfsSWjw17YrkK5p2Lvteex48mHseuphxEYGsX7NSrzrggtw7rnnLurNaTwex9atW61ehuVcLlfdTWknhBBCCKkkCjRmmJiYwF/+8hfce999eOyJp5DQdAS612DV0a9Cx9oNaFu5Dk6Pt6Kvaeg6hvbvwaG+l9H3/FPY8+zjMBIxtLU04czTTsXZZ5+No446akkUDe/bt4/a2gLo6emBz+ezehmEEEIIIVVDgcYsJiYm8Mgjj+C+++7DPx95FGPhCWgGh8vfhGDPGrT2rIUn0ARXox9uXwDuRh9sTnfBgEBLpTA5PorIeAiTY6OIjI5g5OA+DPS9jJF9uwAtDVkQ0LtuLc4843SceuqpWLdu3ZIILjJ0Xcfzzz+/5NoLz5UkSdiyZcuS+tkSQgghhMxEgUaZOOc4ePAgtm7diu3bt+OlrVux9eUdCI+HYQAwOIfBAUGSICkqmCBCEAQYug5D15BKxCEAEBiDwABZktDV2YHNGzegt7cXvb29WLdu3aJOiyolkUhg9+7diMViVi/FUq2trYu2voYQQgghpFwVDTTC4TC8Xi/279+/5AKNYpLJJEKhUM7/0uk0dF2HYRiQJAmCIMDtdsPv9yMQCMDn88Hj8dR1h6tqikajGB4exvj4+LKcpbFx40YoimL1MgghhBBCqmpiYgKdnZ0YHx+Hx+Mp+riyGv1nOgl1dnZWZnWEEEIIIYSQRS0SicwaaJR1omEYBvr7++F2F65TIIQQQgghhCwPnHNEIhG0tbXNmslTVqBBCCGEEEIIIXOxPIsJCCGEEEIIIVVFgQYhhBBCCCGk4ijQIIQQQgghhFQcBRqEEEIIIYSQiqNAgxBCCCGEEFJxFGgQQgghhBBCKo4CDUIIIYQQQkjF/X8aqV9i1UOi1AAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import networkx as nx\n", + "\n", + "# Active Graph Network (AGN) Setup\n", + "G_agn = nx.Graph()\n", + "\n", + "# Add feature nodes with attributes (e.g., mean, standard deviation)\n", + "for feature in selected_features:\n", + " feature_mean = arrhythmia_df_no_outliers[feature].mean()\n", + " feature_std = arrhythmia_df_no_outliers[feature].std()\n", + " G_agn.add_node(feature, mean=feature_mean, std_dev=feature_std)\n", + "\n", + "# Add cluster nodes and link features to their respective clusters\n", + "unique_clusters = arrhythmia_df_no_outliers['cluster'].unique()\n", + "for cluster in unique_clusters:\n", + " cluster_name = f\"Cluster_{cluster}\"\n", + " G_agn.add_node(cluster_name, type='cluster')\n", + "\n", + " # Link each feature to its respective cluster if it contributes to the cluster pattern\n", + " cluster_data = arrhythmia_df_no_outliers[arrhythmia_df_no_outliers['cluster'] == cluster]\n", + " for feature in selected_features:\n", + " feature_mean_cluster = cluster_data[feature].mean()\n", + " G_agn.add_edge(feature, cluster_name, weight=abs(feature_mean_cluster - feature_mean))\n", + "\n", + "# Add edges between features based on strong correlations\n", + "threshold = 0.3\n", + "for i, feature1 in enumerate(selected_features):\n", + " for j, feature2 in enumerate(selected_features[i + 1:]):\n", + " corr_value = pearson_corr.loc[feature1, feature2]\n", + " if abs(corr_value) > threshold:\n", + " G_agn.add_edge(feature1, feature2, weight=corr_value, relationship=\"correlated\")\n", + "\n", + "# Adjusted AGN Visualization Code\n", + "plt.figure(figsize=(10, 8))\n", + "pos = nx.spring_layout(G_agn, seed=42) # Recalculate layout to spread out nodes\n", + "\n", + "# Define node styles\n", + "feature_nodes = [n for n in G_agn.nodes if n in selected_features]\n", + "cluster_nodes = [n for n in G_agn.nodes if 'Cluster' in n]\n", + "\n", + "# Draw feature nodes with softer colors and sizes based on variability\n", + "nx.draw_networkx_nodes(G_agn, pos, nodelist=feature_nodes, node_size=[500 + 200*np.std(arrhythmia_df[feature]) for feature in selected_features], \n", + " node_color='skyblue', alpha=0.8, edgecolors='k')\n", + "\n", + "# Draw cluster nodes with a more subtle green and smaller sizes\n", + "nx.draw_networkx_nodes(G_agn, pos, nodelist=cluster_nodes, node_size=600, \n", + " node_color='lightgreen', alpha=0.6, edgecolors='k')\n", + "\n", + "# Draw correlation edges with thinner, transparent lines\n", + "correlation_edges = [(u, v) for u, v, d in G_agn.edges(data=True) if 'weight' in d]\n", + "weights = [abs(G_agn[u][v]['weight']) for u, v in correlation_edges]\n", + "nx.draw_networkx_edges(G_agn, pos, edgelist=correlation_edges, width=[2 * w for w in weights], \n", + " edge_color='gray', alpha=0.4)\n", + "\n", + "# Draw cluster contribution edges with dashed, transparent lines\n", + "cluster_edges = [(u, v) for u, v in G_agn.edges if 'Cluster' in u or 'Cluster' in v]\n", + "nx.draw_networkx_edges(G_agn, pos, edgelist=cluster_edges, style='dashed', width=1.5, \n", + " edge_color='purple', alpha=0.3)\n", + "\n", + "# Draw labels with softer font color\n", + "nx.draw_networkx_labels(G_agn, pos, font_size=10, font_weight=\"bold\", font_color=\"black\")\n", + "\n", + "# Set a title with a softer, minimalist font style\n", + "plt.title(\"Refined Active Graph Network (AGN) with Clustering and Correlation\", fontsize=14, color=\"dimgray\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "da2642ff", + "metadata": { + "_cell_guid": "61705cf6-d290-4734-91ca-35bf9a07f9b0", + "_uuid": "1360371e-9ad2-4dc3-957b-3e7966e6af8f", + "execution": { + "iopub.execute_input": "2024-11-02T13:24:58.807792Z", + "iopub.status.busy": "2024-11-02T13:24:58.807449Z", + "iopub.status.idle": "2024-11-02T13:25:01.889234Z", + "shell.execute_reply": "2024-11-02T13:25:01.888169Z" + }, + "jupyter": { + "source_hidden": true + }, + "papermill": { + "duration": 3.09495, + "end_time": "2024-11-02T13:25:01.891789", + "exception": false, + "start_time": "2024-11-02T13:24:58.796839", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import torch.optim as optim\n", + "\n", + "# Neural Network Definition for Node Classification (Abnormal vs. Normal)\n", + "class SimpleNN(nn.Module):\n", + " def __init__(self, input_size):\n", + " super(SimpleNN, self).__init__()\n", + " self.fc1 = nn.Linear(input_size, 32)\n", + " self.fc2 = nn.Linear(32, 16)\n", + " self.fc3 = nn.Linear(16, 2) # Two classes: Normal, Abnormal\n", + "\n", + " def forward(self, x):\n", + " x = torch.relu(self.fc1(x))\n", + " x = torch.relu(self.fc2(x))\n", + " x = self.fc3(x)\n", + " return x\n", + "\n", + "# Step 1: Prepare Node Features\n", + "# Use standardized values of selected features as input to the neural network\n", + "scaler = StandardScaler()\n", + "standardized_features = scaler.fit_transform(arrhythmia_df[selected_features])\n", + "node_features = torch.tensor(standardized_features, dtype=torch.float32)\n", + "\n", + "# Step 2: Initialize Model, Loss Function, and Optimizer\n", + "model = SimpleNN(input_size=node_features.shape[1])\n", + "criterion = nn.CrossEntropyLoss()\n", + "optimizer = optim.Adam(model.parameters(), lr=0.001)\n", + "\n", + "# For demonstration purposes, we simulate target labels (0 = Normal, 1 = Abnormal)\n", + "# Normally, you'd use actual labels based on domain knowledge or expert classification\n", + "target_labels = torch.randint(0, 2, (node_features.shape[0],))\n", + "\n", + "# Training Loop (For demonstration)\n", + "epochs = 100\n", + "for epoch in range(epochs):\n", + " optimizer.zero_grad()\n", + " output = model(node_features)\n", + " loss = criterion(output, target_labels)\n", + " loss.backward()\n", + " optimizer.step()\n", + "\n", + "# Step 3: Predict Classifications for Each Node\n", + "with torch.no_grad():\n", + " output = model(node_features)\n", + " predictions = torch.argmax(output, dim=1) # 0 = Normal, 1 = Abnormal\n", + "\n", + "# Step 4: Assign Classification Result to Nodes in AGN\n", + "for idx, node in enumerate(G_agn.nodes()):\n", + " classification = 'Abnormal' if predictions[idx].item() == 1 else 'Normal'\n", + " G_agn.nodes[node]['classification'] = classification\n", + "\n", + "# Step 5: Visualize the Classification Results in AGN\n", + "plt.figure(figsize=(10, 8))\n", + "pos = nx.spring_layout(G_agn, seed=42)\n", + "\n", + "# Draw nodes with color based on classification\n", + "color_map = {'Normal': 'lightblue', 'Abnormal': 'salmon'}\n", + "node_colors = [color_map[G_agn.nodes[node]['classification']] for node in G_agn.nodes]\n", + "\n", + "nx.draw_networkx_nodes(G_agn, pos, node_size=600, node_color=node_colors, edgecolors='k')\n", + "nx.draw_networkx_edges(G_agn, pos, width=1, alpha=0.3, edge_color='gray')\n", + "nx.draw_networkx_labels(G_agn, pos, font_size=10, font_weight=\"bold\")\n", + "\n", + "# Add a legend for classifications\n", + "plt.legend(handles=[plt.Line2D([0], [0], marker='o', color='w', label='Normal', markerfacecolor='lightblue', markersize=10),\n", + " plt.Line2D([0], [0], marker='o', color='w', label='Abnormal', markerfacecolor='salmon', markersize=10)],\n", + " title=\"Node Classification\")\n", + "plt.title(\"Active Graph Network (AGN) with Node Classification\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "47403a12", + "metadata": { + "_cell_guid": "6feb5cb3-1eac-4e65-be5c-8528b9e4224b", + "_uuid": "c1f390f6-251d-4b18-bc4a-1e2852372e11", + "execution": { + "iopub.execute_input": "2024-11-02T13:25:01.917892Z", + "iopub.status.busy": "2024-11-02T13:25:01.917236Z", + "iopub.status.idle": "2024-11-02T13:25:02.325745Z", + "shell.execute_reply": "2024-11-02T13:25:02.324679Z" + }, + "jupyter": { + "source_hidden": true + }, + "papermill": { + "duration": 0.424625, + "end_time": "2024-11-02T13:25:02.329220", + "exception": false, + "start_time": "2024-11-02T13:25:01.904595", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "import networkx as nx\n", + "import numpy as np\n", + "\n", + "# Refine node properties with context-specific information\n", + "G_agn = nx.Graph()\n", + "\n", + "# Step 1: Adding feature nodes with mean and std as node attributes\n", + "for feature in selected_features:\n", + " feature_mean = arrhythmia_df_no_outliers[feature].mean()\n", + " feature_std = arrhythmia_df_no_outliers[feature].std()\n", + " G_agn.add_node(feature, mean=feature_mean, std_dev=feature_std, node_type=\"feature\")\n", + "\n", + "# Step 2: Adding cluster nodes and linking features to clusters\n", + "unique_clusters = arrhythmia_df_no_outliers['cluster'].unique()\n", + "for cluster in unique_clusters:\n", + " cluster_name = f\"Cluster_{cluster}\"\n", + " G_agn.add_node(cluster_name, node_type=\"cluster\")\n", + "\n", + " # Link features to clusters with edge weights representing contribution to cluster patterns\n", + " cluster_data = arrhythmia_df_no_outliers[arrhythmia_df_no_outliers['cluster'] == cluster]\n", + " for feature in selected_features:\n", + " feature_mean_cluster = cluster_data[feature].mean()\n", + " # Use absolute difference in means as a proxy for feature \"contribution\"\n", + " G_agn.add_edge(feature, cluster_name, weight=abs(feature_mean_cluster - feature_mean))\n", + "\n", + "# Step 3: Add edges based on correlation with direction indication\n", + "threshold = 0.3\n", + "for i, feature1 in enumerate(selected_features):\n", + " for j, feature2 in enumerate(selected_features[i + 1:]):\n", + " corr_value = pearson_corr.loc[feature1, feature2]\n", + " if abs(corr_value) > threshold:\n", + " color = 'blue' if corr_value > 0 else 'red' # Blue for positive, red for negative correlation\n", + " G_agn.add_edge(feature1, feature2, weight=abs(corr_value), relationship=\"correlated\", color=color)\n", + "\n", + "# Visualization Setup\n", + "plt.figure(figsize=(10, 8))\n", + "pos = nx.spring_layout(G_agn, seed=42)\n", + "\n", + "# Node and Edge Styles\n", + "feature_nodes = [n for n, attr in G_agn.nodes(data=True) if attr[\"node_type\"] == \"feature\"]\n", + "cluster_nodes = [n for n, attr in G_agn.nodes(data=True) if attr[\"node_type\"] == \"cluster\"]\n", + "\n", + "# Feature node sizes based on variability, colors based on type\n", + "node_sizes = [800 + 100 * G_agn.nodes[feature]['std_dev'] for feature in feature_nodes]\n", + "node_colors = ['skyblue' if n in feature_nodes else 'lightgreen' for n in G_agn.nodes()]\n", + "\n", + "# Draw feature nodes\n", + "nx.draw_networkx_nodes(G_agn, pos, nodelist=feature_nodes, node_size=node_sizes, node_color='skyblue', alpha=0.8, edgecolors='k')\n", + "nx.draw_networkx_nodes(G_agn, pos, nodelist=cluster_nodes, node_size=600, node_color='lightgreen', alpha=0.6, edgecolors='k')\n", + "\n", + "# Draw correlation edges with colors for direction (blue/red)\n", + "correlation_edges = [(u, v) for u, v, d in G_agn.edges(data=True) if d.get(\"relationship\") == \"correlated\"]\n", + "edge_colors = [G_agn[u][v]['color'] for u, v in correlation_edges]\n", + "edge_weights = [2 * G_agn[u][v]['weight'] for u, v in correlation_edges]\n", + "nx.draw_networkx_edges(G_agn, pos, edgelist=correlation_edges, width=edge_weights, edge_color=edge_colors, alpha=0.5)\n", + "\n", + "# Draw cluster contribution edges (dashed purple lines)\n", + "cluster_edges = [(u, v) for u, v in G_agn.edges if 'Cluster' in u or 'Cluster' in v]\n", + "nx.draw_networkx_edges(G_agn, pos, edgelist=cluster_edges, style='dashed', width=1.5, edge_color='purple', alpha=0.3)\n", + "\n", + "# Node Labels with Additional Insights\n", + "labels = {}\n", + "for node in G_agn.nodes(data=True):\n", + " if node[1][\"node_type\"] == \"feature\":\n", + " # Show mean and std deviation in labels\n", + " labels[node[0]] = f\"{node[0]}\\nMean: {node[1]['mean']:.2f}\\nSD: {node[1]['std_dev']:.2f}\"\n", + " else:\n", + " labels[node[0]] = node[0] # Cluster nodes get simple labels\n", + "\n", + "nx.draw_networkx_labels(G_agn, pos, labels=labels, font_size=8, font_weight=\"bold\", font_color=\"darkslategray\")\n", + "\n", + "# Legend\n", + "plt.legend(\n", + " handles=[\n", + " plt.Line2D([0], [0], marker='o', color='w', label='Feature Node', markerfacecolor='skyblue', markersize=10),\n", + " plt.Line2D([0], [0], marker='o', color='w', label='Cluster Node', markerfacecolor='lightgreen', markersize=10),\n", + " plt.Line2D([0], [0], color='blue', lw=2, label='Positive Correlation'),\n", + " plt.Line2D([0], [0], color='red', lw=2, label='Negative Correlation'),\n", + " plt.Line2D([0], [0], linestyle='dashed', color='purple', lw=1.5, label='Cluster Contribution')\n", + " ],\n", + " title=\"Node and Edge Types\", loc=\"upper right\"\n", + ")\n", + "\n", + "plt.title(\"Refined AGN with Enhanced Contextual Insights\", fontsize=14, color=\"dimgray\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "babcbe01", + "metadata": { + "_cell_guid": "86cce621-8571-415a-a970-edbf08a32fc6", + "_uuid": "82a88342-bc49-4b26-bed7-89fe234647ba", + "execution": { + "iopub.execute_input": "2024-11-02T13:25:02.357216Z", + "iopub.status.busy": "2024-11-02T13:25:02.356462Z", + "iopub.status.idle": "2024-11-02T13:25:02.361738Z", + "shell.execute_reply": "2024-11-02T13:25:02.360773Z" + }, + "jupyter": { + "source_hidden": true + }, + "papermill": { + "duration": 0.020703, + "end_time": "2024-11-02T13:25:02.363607", + "exception": false, + "start_time": "2024-11-02T13:25:02.342904", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "# Create synthetic interaction term\n", + "arrhythmia_df['qrs_qt_interaction'] = arrhythmia_df['qrs_duration'] * arrhythmia_df['q-t_interval']" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "79fa3f3b", + "metadata": { + "_cell_guid": "13a45453-ab54-4017-8ef5-304debd1e336", + "_uuid": "72132e42-1069-4864-8eec-cd1cbc17aa9d", + "execution": { + "iopub.execute_input": "2024-11-02T13:25:02.388923Z", + "iopub.status.busy": "2024-11-02T13:25:02.388630Z", + "iopub.status.idle": "2024-11-02T13:25:02.904201Z", + "shell.execute_reply": "2024-11-02T13:25:02.903120Z" + }, + "jupyter": { + "source_hidden": true + }, + "papermill": { + "duration": 0.531528, + "end_time": "2024-11-02T13:25:02.906988", + "exception": false, + "start_time": "2024-11-02T13:25:02.375460", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "import networkx as nx\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "\n", + "# Ensure only numeric columns are used for correlation calculation\n", + "numeric_df = arrhythmia_df.select_dtypes(include=[np.number])\n", + "\n", + "# Define the cardiac dataset features and types\n", + "feature_types = {\n", + " 'age': 'Demographic', \n", + " 'sex': 'Demographic', \n", + " 'qrs_duration': 'ECG', \n", + " 'p-r_interval': 'ECG', \n", + " 'q-t_interval': 'ECG', \n", + " 't_interval': 'ECG', \n", + " 'p_interval': 'ECG', \n", + " 'heart_rate': 'Physiological'\n", + "}\n", + "\n", + "# Initialize AGN for Enhanced Contextualization\n", + "G_cardiac_agn = nx.Graph()\n", + "\n", + "# Add feature nodes with types as attributes\n", + "for feature, f_type in feature_types.items():\n", + " if feature in numeric_df.columns: # Ensure feature is in the numeric dataset\n", + " feature_mean = arrhythmia_df[feature].mean()\n", + " feature_std = arrhythmia_df[feature].std()\n", + " G_cardiac_agn.add_node(feature, type=f_type, mean=feature_mean, std_dev=feature_std)\n", + "\n", + "# Define relationships based on correlation (threshold example: 0.3)\n", + "correlation_threshold = 0.3\n", + "pearson_corr = numeric_df.corr() # Calculate correlation only on numeric columns\n", + "\n", + "for feature1 in feature_types:\n", + " for feature2 in feature_types:\n", + " if feature1 != feature2 and feature1 in numeric_df.columns and feature2 in numeric_df.columns:\n", + " corr_value = pearson_corr.loc[feature1, feature2]\n", + " if abs(corr_value) > correlation_threshold:\n", + " color = 'blue' if corr_value > 0 else 'red'\n", + " G_cardiac_agn.add_edge(feature1, feature2, weight=abs(corr_value), color=color)\n", + "\n", + "# Add a synthetic interaction term\n", + "arrhythmia_df['qrs_qt_interaction'] = arrhythmia_df['qrs_duration'] * arrhythmia_df['q-t_interval']\n", + "G_cardiac_agn.add_node('qrs_qt_interaction', type='Synthetic')\n", + "G_cardiac_agn.add_edge('qrs_duration', 'qrs_qt_interaction', weight=0.5, color='purple')\n", + "G_cardiac_agn.add_edge('q-t_interval', 'qrs_qt_interaction', weight=0.5, color='purple')\n", + "\n", + "# Visualization\n", + "plt.figure(figsize=(12, 10))\n", + "pos = nx.spring_layout(G_cardiac_agn, seed=42)\n", + "\n", + "# Define node styles based on feature type\n", + "node_colors = [\n", + " 'skyblue' if G_cardiac_agn.nodes[node]['type'] == 'ECG' else \n", + " 'lightgreen' if G_cardiac_agn.nodes[node]['type'] == 'Demographic' else \n", + " 'salmon' if G_cardiac_agn.nodes[node]['type'] == 'Physiological' else \n", + " 'violet' if G_cardiac_agn.nodes[node]['type'] == 'Synthetic' else 'gray' \n", + " for node in G_cardiac_agn.nodes\n", + "]\n", + "node_sizes = [600 + 200 * G_cardiac_agn.nodes[node].get('std_dev', 1) for node in G_cardiac_agn.nodes]\n", + "\n", + "# Draw nodes with labels displaying mean and std deviation\n", + "nx.draw_networkx_nodes(G_cardiac_agn, pos, node_color=node_colors, node_size=node_sizes, edgecolors=\"black\")\n", + "nx.draw_networkx_labels(\n", + " G_cardiac_agn, pos, labels={node: f\"{node}\\nMean: {G_cardiac_agn.nodes[node]['mean']:.2f}\\nSD: {G_cardiac_agn.nodes[node]['std_dev']:.2f}\"\n", + " if G_cardiac_agn.nodes[node]['type'] != 'Synthetic' else node \n", + " for node in G_cardiac_agn.nodes}, \n", + " font_size=8, font_weight='bold', font_color=\"darkslategray\"\n", + ")\n", + "\n", + "edges = [(u, v) for u, v, d in G_cardiac_agn.edges(data=True)]\n", + "weights = [d.get('weight', 1) for u, v, d in G_cardiac_agn.edges(data=True)]\n", + "colors = [d.get('color', 'gray') for u, v, d in G_cardiac_agn.edges(data=True)]\n", + "\n", + "# Set the edge thickness based on weight\n", + "edge_thickness = [3 * w for w in weights]\n", + "\n", + "# Draw edges with the specified colors and thicknesses\n", + "nx.draw_networkx_edges(G_cardiac_agn, pos, edgelist=edges, width=edge_thickness, edge_color=colors, alpha=0.6)\n", + "\n", + "# Legends\n", + "plt.legend(\n", + " handles=[\n", + " plt.Line2D([0], [0], marker='o', color='w', label='ECG Feature', markerfacecolor='skyblue', markersize=10),\n", + " plt.Line2D([0], [0], marker='o', color='w', label='Demographic Feature', markerfacecolor='lightgreen', markersize=10),\n", + " plt.Line2D([0], [0], marker='o', color='w', label='Physiological Feature', markerfacecolor='salmon', markersize=10),\n", + " plt.Line2D([0], [0], marker='o', color='w', label='Synthetic Interaction', markerfacecolor='violet', markersize=10),\n", + " plt.Line2D([0], [0], color='blue', lw=2, label='Positive Correlation'),\n", + " plt.Line2D([0], [0], color='red', lw=2, label='Negative Correlation'),\n", + " plt.Line2D([0], [0], color='purple', lw=2, label='Synthetic Interaction')\n", + " ],\n", + " title=\"Node and Edge Types\", loc=\"upper right\"\n", + ")\n", + "\n", + "plt.title(\"Enhanced AGN for Cardiac Dataset with Contextual Insights\", fontsize=14, color=\"dimgray\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "cd9fd906", + "metadata": { + "_cell_guid": "a9212984-b7c0-4e35-9609-1346902358c7", + "_uuid": "ca708c64-b3e6-450b-a6c5-f6f6d6bf5c00", + "execution": { + "iopub.execute_input": "2024-11-02T13:25:02.937835Z", + "iopub.status.busy": "2024-11-02T13:25:02.937000Z", + "iopub.status.idle": "2024-11-02T13:25:03.957435Z", + "shell.execute_reply": "2024-11-02T13:25:03.956379Z" + }, + "jupyter": { + "source_hidden": true + }, + "papermill": { + "duration": 1.038182, + "end_time": "2024-11-02T13:25:03.959826", + "exception": false, + "start_time": "2024-11-02T13:25:02.921644", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Feature Importances:\n", + " q-t_interval 0.133501\n", + "t_interval 0.133088\n", + "weight 0.128545\n", + "age 0.126629\n", + "qrs_duration 0.124214\n", + "p_interval 0.117212\n", + "p-r_interval 0.117107\n", + "height 0.101537\n", + "sex 0.018166\n", + "dtype: float64\n" + ] + }, + { + "data": { + "image/png": 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jQoUKBSbswsLCWL9+PeXKlaN27dokJCQQGRnJL7/8wqVLl+jdu3eRjm+e4n5X/P3333z//fcAVK5cmZo1a5KVlcWlS5fYs2cPLi4uStiJ3MWUsBORQm3YsIHRo0dbJLzynhz+9ttvhSbs/vrrL1588UWLUc3yniyuWLGC+++/3yK5Urt2bRo0aJDv5vby5cvMmDGDkJAQ9u3bV2DNsbwb+Xfffddc28FoNLJgwQK2b9/O8uXLGTFihHl5o9HIf//7X+Li4qhduzaDBg2yuDHKysoiPDzcYhvLly9n7969BAQE8Nxzz1GuXDnzvLyk3Jw5c5gwYYL5yWhCQgI//PADRqORxx9/nE6dOpnXOXLkCDNnzizw2BVFWloa+/btAzDX1PP09KR27dqEhYXx999/89BDD1msk9ds1c/PL19txevl4OBA165dWbJkCb/99hu1atUqNKlaFLVq1eLkyZMcOXIkX8LO3d2d7Oxsi+Rd3ry8da9l4MCBLF++nJiYGOrXr3/NQSeKex6XlMzMTL7++msuXbpEt27d6NatmzlBlJmZyQ8//MDu3bv5+eefLX7IlC1blpEjR1KzZk2L9zgzM5OffvqJHTt2sHz5cvr16weAj48PAwcO5LPPPiMxMZEHH3zwpg06sWPHjnzXEsj9nPz3v/8lLS2Nfv36cf/995tjT05OZvbs2Rw+fJjVq1fnO6dvxNatW3n77bfNP84yMzP58ssviYyM5NNPPyUrK4uxY8eaawAmJyczZcoUTp8+zd69e2nevHm+MkNDQ6lSpQpvvvmmOTGWmprKjBkzOH78OEuWLOG5554zL3/69GkWLlwI5Pa52KJFC/O8Q4cO8c0337BixQqqVq1aYKJk69atPPjggzz88MP5PtNVqlQhLCzsqn0m+vv788Ybb+R7T1JTU83HfePGjTzwwAMFrl/c74fvv/+eyMhI/Pz8GDp0qEV/ajk5ORw8eNBi+S1btrBu3TrKly/PkCFDLH5IHz16lJkzZ/LTTz9RrVo1vLy8gNxkT3p6Oj179qRbt24W5WVmZnLy5MkC96UwgwYNol69ehaJB5PJxKZNm1i0aBE//vgj7777boHXvQ0bNtC1a1d69Ohhfn9iY2OZMmUK+/fv5/jx4xa1nzZv3sz+/ftxc3PjlVdeMSe/cnJyWLx4MZs2bSpW7MXl6+uLjY0N2dnZxMbGmt/XDh06sGDBAoKDgws8D4ODg4HcUcMLUtzzpHnz5nTt2tXiexZya7N9/vnnV+3LLSoqioCAACZMmGB+MHHhwgUmT57MwYMH+eyzz/Dy8mLw4MHma/fJkyeZMmUKW7ZsoUuXLkVqthkdHc38+fMxGo307t2boKAgi8/ghQsXSElJuWY5RREXF2d+wFG/fn2LedfzGbma4t6LNWzYkIYNG5oTdsXtnzUxMZG5c+eSlZVFz5496dq1q/mzdPLkSb788ku2b99OlSpVuP/++/Otv337dlq2bEn//v3NDxYuXrzIJ598wsmTJ9m7d6/54WtWVharV6/G3t6et99+O1/t2AsXLpCVlVVgnH/99Rf9+/enbdu25mnh4eF88cUXBAcH07lz52INGlXc74oVK1ZgMpl47bXXqF69ukVZSUlJXL58ucjbFpE7j/qwE7kHfP/99wwbNqzQv9TU1ALX69GjR74fc126dMHR0ZH4+HguXrxY4Hrt27e3SHIAtGrVCm9vb9LS0vL1eRYQEFDgk2gPDw969eoF5CbGCtOnTx+Lmy8rKysefvhhIPemNScnxzzvwIEDREdH4+7uzpAhQ/I9sba1tbWowZWSksL69euxtbVl6NCh+X5ENG7cmPvvv5/U1FR27txpnr5t2zbS09OpUqWKRbIOcpNLBd18FtWuXbvIysrC39/f4gY9L3m3fft2TCaTxTp5Px4KekIPubVB5s+fn+/v2LFjV42lXbt2lCtXjlOnTl11kIqiyEu65Y1gC3D+/HkuXLhA7dq1CQwMJDY2lsTERPP84iTsiqu453FR5DVRLOjvwoULQO7T9HPnzlG3bl169uxpUZvLzs6OJ598EldXV3bs2GHx2fX09KRWrVr5kjd2dnb0798fKyurq36ObqbOnTvnu5ZA7o/5lJQU2rVrR7t27Sxid3Fx4ZlnnsHa2pqNGzfmO6dvRI8ePSw+O3Z2dubPaWxsLL1797ZIKLm4uNCuXTuAfAn9K/Xr18+iFpuTkxP9+/fHYDCwZ88eLl26ZJ63YcMGjEYjDRo0sEjWAdx33320adMGoNA+xby8vApM1hVVhQoVCnxPnJyc6NOnD3D1625xvh9iYmIICQnB1taWl156Kd/gB9bW1jRo0MD82mg0smLFCgAGDx6cr9ZLjRo16NatG9nZ2WzevNk8Pe/aUFAtYjs7u2LXQmnatGm+WkIGg4GgoCCqVKlCXFwcZ86cKXBdf39/evbsafH+5DUtBPI9fFi/fj0ADz30kEVNNWtra5544gmL2q83g5WVlfmB05XJpmbNmuHs7MyBAwfM16g8UVFRREdH4+npafH+Xam49xE1a9bM9z0LuQP25CXtCzsvDQYDTz31lEXfYWXLljUf8wsXLvDUU09ZPGipXLky9913HyaTiYiIiALL/bdVq1aRk5NDUFAQHTp0yPcZLFu2LP7+/kUqqzBpaWmEhYXx3//+F6PRSLdu3ahcubJ5/vV+Rq7mRu/Fimvr1q2kpaXh7+9Pt27dLBLflStXpmvXrgCsXbu2wPU9PDzo16+fRS3gMmXK0L59e8DyM5aenk5WVhblypUrsCl72bJl8fHxKXA7DRs2tEjWAQQGBlK7dm2MRmORz5srFee7IikpCUdHx3zJOsi9p/Pz8yv29kXkzqEadiL3gGrVql21eVtho4r++2ku5Ca08hI0CQkJBT6N/neSI4+Pjw9nz54t8GlgVlYWhw8f5uTJkyQlJZGdnQ380xTk7NmzBZZpZWWVrykqgLu7O05OTqSmppKcnIy7uzuQ27QBcn+I5XXkfDURERFkZWURGBiIh4dHgcvUrFmTTZs2cfz4cfONYl4fUgX1hQe5TUc2bNhwze0XJK857L+budSvXx9nZ2cuXLhAeHh4sZJYly5dMj8lv1KNGjUKvEnMY21tTc+ePZkzZw5//PEHjRo1uu6mi1WrVsXW1paoqCgyMzOxs7OzSMhlZmayd+9ejhw5QvPmzc1NtxwdHW/4x1FBruc8vpZ/N1G8Ul5iIK+mUUF990BuzUZ/f38OHTrEiRMn8pUXGRlJZGQkFy9eJDMz0zzdxsaG5ORkUlNTi9SHYUlq1KhRgdOvta8eHh54eXkRFxdHfHx8gT+0rkdBCZ28GihWVlYF1iTKu4bm9Q34b5UqVSrwh1PFihWpVKkSp06d4tixY+ZrQt41orD+EFu3bk1wcDCRkZEYjcZ8SYEGDRrccG3ZvB+bx48fJyEhwVzDJC85Wth1F4r3/ZB33a1bt26h19ErxcTEkJCQQPny5Qv9bOcl344fP26eFhAQwKFDh/jpp5/o0aMHNWrUuOERT+Pj4819eqWnp5uPTV5/YmfPni2wKWjdunULrHmXlxS48vpx+fJlzp07B1Bg7U1bW1saN27Mxo0bb2hfriVv366M287Ojvvvv5/Vq1ezefNmc+IG/qld17Zt20LPxeu5j0hPTycsLIxTp06RnJxsfuiW99mLj48vcFuenp4FJpzyPtv+/v4FPrTKm1/YZ/tKRqPR/L10Iw/eCvL999+bmz7msbKyYtCgQfnOi+v9jFzL9d6LXY+8RNe/H1jkad26Nb/88gvx8fFcvnw537WjVq1aBdZyz/uMXfl+urq6UrZsWU6fPs3SpUtp3bp1oX0P/9vV7gXCwsKKfS9Q3O+KypUrc/ToUebOnUvHjh2pVKlSibWUEJHbnxJ2IveA1q1bX1f/N4VV8c9LdBXWfKCwJiV5/W39e72oqChmz55daI09+Odm8d/c3d0LTRA5ODiQmppqvuEEzNso7Enqv+U1RQkPD8/XofK/JScnm/+f93T03zVJ8hQ2/VpiYmKIjo7G1tY2XzLQxsaGZs2asXHjRrZv326RsMt7kltYp9X16tWzGDDg888/v2pNois1bdqUtWvXcurUKTZv3mxOWhaXra0t1apVM/c/WKdOHY4cOYLBYDAn7ABzwi48PByTyZSvCWhJKe55XBRXa6KYJ68Wy7x585g3b95Vl73ynEtKSuK///0vkZGRV10nLS3tlifsCjvf8z5fn3766TXLSE5OLrGEXUHXtryEaWHXlGtd9672mc5LTlxZayLvR15BtYngnwRhVlYWKSkp+RIN13sNyRMfH88333xz1f40C7vuQvG+H/LO6aK+f3nnxblz54p13X3ggQeIjIzkyJEjTJ8+HWtraypWrEiNGjVo0qTJVQfS+Tej0ciiRYvYsmXLVWt3FnaMCrt+5B2fK7+X8s4LFxeXQh8kFXaelBSj0UhaWhpAvutDu3btWLNmDdu2baN79+7Y2tqSlJRk7tc1rzZoQYp7HxEaGsr3339/1SaleXH+W2HHPO+zXVgsefOLck1PSUkhIyMDKPr5XFRXPlxNSkoiMjKS9PR0Fi5ciJeXl8X5e72fkau5kXux63Gta6CTkxPOzs6kpKQUmLAr7rn1zDPP8O2337Ju3TrWrVuHs7MzAQEB1KpVixYtWhQ6quu1PsvFvRco7ndFv379mDlzJjt37mTnzp04ODiY+7Jr0aLFPTP6rsi9Sgk7ESnU9SZBitOPWWZmJt988w2JiYm0atWKtm3b4uXlhYODA1ZWVpw9e5b33nuv0B9MN9JnWlHkbbd8+fKFdi6ep6Rv3guSV7vOysqqwH7w8m7MQ0JCLGpS+fv7s3PnTk6dOlVgbZ0bYTAYeOSRR5g+fTqrVq26oRFUa9WqZTGIRXh4OL6+vubmYGXLljXXbriZzWHh5p9bhTEajQD5BoEoyJU36j/88AORkZFUqVLF3OTTycnJnHx65513ilSD5HrjvZrC+vrL+3w1atTomh2UX9l86EZd7fwvrfe9uG605ti3335LXFwcdevW5cEHH8THxwdHR0esra3Jzs6+5sjPN7OGR945dbUaqXmuPC/s7OwYOXIkJ06cICwsjOPHj3P8+HGio6NZt24d7dq1M/fheC0bNmxg8+bNuLm58fjjj1O1alXc3NzMx/27775j9+7dpfbdVNJiY2PNScSKFStazPP09KRhw4bs3buXPXv20LJlS7Zu3Up2djbNmzcvtKsFKN55cvnyZWbPnk1WVhYPPPAAzZo1o2zZstjb22NlZUVYWBjTp08vdP1rHfPbvVbSvx+upqWl8c033xAREcGsWbMYO3as+Vp6vZ+RwtzovVhpKO5nrHr16kycOJGDBw9y9OhRjh8/TlhYGIcOHWLFihUMHTq0wPuJ0v4sV6hQgXHjxnH48GHCw8M5fvw4x44dIzw8nFWrVjFgwIBCaymKyJ1PCTsRKVVHjx4lMTERPz+/AkcCK6zpy/XKeyJbWL9DhS1flJpRV/Lw8ODs2bOFPqn+d19ARZGVlcWuXbsAyMjIuGpNqrxl8zoCr1u3LkuXLiU1NZVDhw4V2sTjetWpU4fAwEDCw8NZt27ddf8wyrtZDg8P59SpU6SkpFgkAGvVqsXWrVs5c+aMuQbgzUrYlRZPT0/Onj1L69atCxxopSAZGRkcOnQIg8HAyy+/nK+GTEZGhkXff8WRl/ArrGbF1WpjXIunpyfx8fE8+OCDFv0z3Ymu9pnOm3dlDREPDw/OnTvH+fPnC2zGl1eDxtbWtsRrRJ45c4bTp0/j6urKCy+8kK9GYUlfd/MSy0VtTpd33XV2di52R/aQ2zQ2rzZSTk4O+/fvZ968eWzatIlGjRoRGBh4zTLy+uR88sknC2zWWZLHKO+8SE5OJj09vcBadtfznVEceX2wOjs7F9jEskOHDuzdu5fg4GCaN2/Oli1bAK67RnVBQkNDycrKokGDBjz66KP55uc1Gy5Nzs7O2NnZkZmZydmzZ0tsJNiCODo6MnjwYCZMmMDFixdZt26deTCVG/2M/NutvheDf+6Trhw1/EppaWnmmpZFaUpfFHZ2djRu3Nj83ZqUlMQff/zBli1b+OGHH3j//fdLZDtXU9zvCsj9Hq5bt665O4e0tDTWrVvHypUr+emnn2jYsGGRRuUVkTvP7f2oSUTuenmd5hdWpT8vQVVS8p5E796929ys5WoCAwOxsbHh6NGjhTYnLUhe3zFXDkRxpR07dhS5rDwhISGkpKTg7u7O9OnTmTFjRoF/eTVI8mrjQW4fPXn9hC1durTQJkU34tFHH8VgMLBu3bpiHasr+fn54ezszOnTp83v/ZUJubz/b9u2jfj4eDw9PYtVszGvv8ai1AorLXl9Mhanc++0tDSMRiMODg4FJnd27txZaM2IvGRNYcck74fD+fPnLZrx5fn36J7Fkfd5vNEBS24Hp0+fJiYmJt/02NhYTp06hcFgsOgPMu8asX379gLLy/v8VqtWrdj9Ql7rPc37EVxY89/CrlvXK+99PnjwYJH6ewoICMDFxYUzZ84QGxt7Q9u2tramcePG5hgKeo8KcrXvptjY2CKXUxSenp7mZoG7d+/ONz8rK+umDhgTHR1t7o+uU6dOBT5wqVatGv7+/pw8eZLff/+dixcvUrly5WI1M76WvGNeUJNBk8lU4vcD18PKysr8PZSXtLyZXF1dLQZfyDtGJfkZgRu7F8u7hlw5wFdR5I1KXlD/ufDPNdDLy6vEEnb/5urqak4OX7x4sdBB2EpScb8rCuLo6EiPHj1wdHQkMzPzpiRUReT2oISdiJSqvL7kwsPD8/WltGXLlhL/IV+/fn38/PxISEhg1qxZ+fp2ycrK4tChQ+bXbm5uBAUFkZGRwcyZMzl9+nS+MrOysggNDbWotde6dWvs7e2JiorKN7hEREREkUdtu1LezWvz5s2vWoOtadOm2NjYcOrUKU6dOmWe3q9fP8qXL098fDyffPJJoSObXbhw4boGVPD396dRo0akp6dbJAuLw2AwEBgYiMlkYtOmTdjY2FiM7BgYGIjBYDD/uCxu7bq8m/6r9dtV2u6//37KlCnD3r17+fXXXwus2ZaQkGDxY9HNzQ0nJyfS0tLyJYOjoqJYtmxZodvLq6lR2I++smXL4uXlRVpaGn/99ZfFvIiICJYvX17kffu3Bx54AEdHR9avX8/atWsLTAieP3/+uhLct5rJZGLhwoUWP/jS0tJYuHAhJpOJRo0aWfwYzhtdMjQ0NN/+hYWFmd/fzp07FzuWvPc0Pj6+wB/R3t7eWFlZERsbm+86EBoaah6xtKT4+flRv359srKy+Prrr/PVyszJySE0NNT82tramoceegiTycR///vfAkerNhqNhIeHExUVZZ4WHBxcYC2+hIQETp48CRSekPi3vO+m4OBgi8RnQkIC8+bNK/Gkf4cOHQBYsWKFxXeJ0Wjkl19+uSnN2TMzM9m0aRPTpk0jKyuLGjVqXPV8y4sx7zqQV4O7pOQd871791rsr9FoZPny5cUaPOFm6tq1K1ZWVgQHBxMcHJzvYciFCxeuaxTxwrRr144yZcqYa1XB9X9GCnMj92LX+73apk0bHBwcOHXqFH/++afFccybBtd3Dfy3CxcumEel/be8a4+Tk1ORBiO7UcX5rsjMzCz0IeixY8dIS0vDysrqpiU0RaT0qUmsyD1g27Zt5hEJC1K7du1CRzO92fJ+yIWGhjJ58mRq1KiBs7Mzp06dIj4+ni5duphv2kqClZUVQ4cOZfr06Rw6dIh3332XatWq4ezszOXLlzl9+jSOjo4WzSJ69epFYmIiu3bt4oMPPqBSpUqUK1cOKysrLl++TExMDBkZGbz88svmm14PDw8GDBjA3LlzWbJkCVu3bsXX15fLly8TGRlJhw4divWj+Pz58+Yf1tfqI87JyYm6desSEhLCtm3b6Nu3r3n66NGj+e677wgPD2fatGl4eHiY+zrLysoiPj6e2NhYTCYTvr6+xW6m+PDDD7N//36L0UmLq1atWuzdu5esrCxq1qxp0f+Zi4uLeRS1vGWLo06dOtjb27N//36mTp1K+fLlsbKyolq1atc1MMvNYG9vz7Bhw5g5cyZr1qxhy5YtVKxYEU9PT/OT9DNnzuDq6moepdDKyoqHHnqIn3/+mXnz5hEcHEy5cuW4dOkSx48fp1mzZhw7dqzA5qsNGzZk+/bt/Pbbbxw5cgRXV1cMBgOtWrUy99v4yCOPMGvWLJYvX05ISAheXl6cP3+eU6dO0a1bN1auXHld++rp6cmLL77It99+yy+//MKaNWvMfRampaVx9uxZzp07R0BAwG3fR0/9+vWJjY1lzJgx1KxZE4PBwNGjR0lJScHLy8v8OcxTsWJF+vXrx08//cS8efNYv349Pj4+XLx4kePHj2Mymejevfs1+6cqSJkyZfD39yc6Opr3338ff39/bG1tcXFxoVevXri4uBAUFMSGDRv4/PPPqV69Ou7u7pw9e9b8nq5ataqkDg0AAwcO5KuvviIqKorx48dTpUoVPDw8SExM5PTp0yQnJ1sMfNO+fXsuXrzI2rVr+fTTT6lQoQLly5fHzs6OhIQEYmJiSEtLo1+/flSpUgWArVu3smjRIsqWLYuvry8ODg4kJydz7Ngx82jfBTVvLUiXLl0ICwtj69atRERE4OfnR3p6OkePHqVcuXI0aNCA/fv3l9jxCQoK4siRIxw4cIAPPviAmjVr4uTkRFRUFImJibRt2/a6HvTk+eWXX8xN5jIyMkhISODUqVNkZWVhMBho27Ytjz32WKGjxkPuaM6//voriYmJuLi4FDq68/WqV6+e+bwdP348NWrUwM7OjhMnTpCQkMCDDz6Y76FBaQgICOCpp55iwYIFLFq0iDVr1lC5cmVMJhPnz5/n9OnTdOvWrcRGL7e1taV79+58//33bNiwgY4dO+Ls7Hxdn5HC3Mi9WKNGjVi7di1ffPEFNWvWNCe98q41hXFzc+PZZ59l1qxZ/P777+zYsQM/Pz+SkpI4evQoRqORVq1alchovKmpqSxYsICFCxdSqVIlcy3Oc+fOmWu1Pfroo7ekn8PifFdkZ2ezdOlSfvnlFypWrEj58uWxtrbmwoULnDhxAshNIF+tH0kRubMpYSdyD4iMjLxqf2eOjo6llrADGDJkCOvXr2fHjh1ERkZia2uLv78/ffr0wcvLq0QTdpBbY+itt95i06ZN7Nu3j6ioKLKzs3Fzc6NGjRo0bdrUYnlra2ueffZZmjdvztatWzlx4gSxsbHY2dnh7u5OvXr1qFevnkVNMMit6ebh4cGff/7J8ePHOX/+PN7e3vTv35/777+/WAm77du3YzKZ8Pf3p0KFCtdcvkWLFoSEhLBr1y4ee+wxc0fprq6uvPLKKxw5coRdu3aZOy/OzMzEwcGBsmXL0qZNGxo3bnxdo696eXnRpk0bNm3aVKz1rlRQE9grBQYGmm+wi9IX1ZXc3Nx4+eWXWblyJdHR0ebESN4Pg9uFr68v//nPf9i8eTMhISGcPn2aqKgoXFxc8PDwoFOnTjRs2NBinY4dO1K2bFnWrFlDXFwccXFxeHt707dvX9q2bcuYMWMK3Fa9evUYMGAAmzZtIiIiwpxsrVatmjlh16hRI1566SVWr17NqVOnOHfuHL6+vjz33HM0adLkuhN2kNs0dMyYMWzcuJGDBw9y8uRJsrOzcXFxoUyZMjRr1oxGjRpdd/m3ipOTE2+88QZ//PEHBw8eJDk5GVdXV5o1a0b37t0L7Pj9/vvvp2LFiqxdu5bIyEjzA4P77ruPDh06ULt27euOZ+jQoSxbtoyIiAj27NmD0WikTJky9OrVC4AnnniCihUrsmnTJqKjo7GysjK/p02bNi3xhJ2TkxOvvvoq27ZtY/fu3cTExJjP6UqVKtGgQYN86zz22GM0aNCATZs2ERkZSVhYGDY2Nri5uVGzZk3q1q1rcW707NmTgwcPcuLECaKiokhPT8fFxYWAgABatWpFs2bNity8uEqVKrz11lv88ccfnDx5kgMHDuDp6Un79u3p1q0bixcvLrFjA/88TNq4cSPbtm0jIiICe3t7qlWrxgsvvGAehft67du3D8itxWxvb4+zszOBgYFUrVqV5s2bF6nmYV6N5z179tCmTZsbHvjk36ytrRk1ahSrV68mJCSE8PBwHBwcqFq1KkOHDiU9Pf22SNhB7oOzypUrs27dOsLDwzlw4AC2trZ4eHjQrl27Ek9mtmjRgrVr1xIXF8eaNWvMn+Pifkau5nrvxXr27InBYCAkJITQ0FBzTelu3bpdNWEHud8/b7/9NmvWrOHIkSPs27cPOzs7qlevzv3335/vfux6lS9fnieeeIKjR48SFxdnbknh7u5OixYt6NChQ4klWK+lON8V9vb29O/fn6NHj3Lq1CmOHDlCdnY2Hh4eNGzYkHbt2hX7PkhE7iwG0+003I+IiIjIHWT79u18//33tGzZskQ6fxe5XaWmpvKf//yHrKwsJkyYUOTmxSKi7woRuT7qw05ERERERK5q9erVZGRk0LhxYyXrREREbgE1iRURERERkXwiIyPZvn07Fy5cIDw8HDs7Ox5++OHSDktEROSeoISdiIiIiIjkEx8fz7Zt27C1taVKlSr06tWLcuXKlXZYIiIi9wT1YSciIiIiIiIiInIbUR92IiIiIiIiIiIitxEl7ERERERERERERG4jRerDzmg0Ehsbi6urKwaD4WbHJCIiIiIiIiIiclcxmUwkJSXh6+uLldXV69AVKWEXGxuLn59fiQQnIiIiIiIiIiJyrzp16hSVKlW66jJFSti5urqaC3Rzc7vxyERERERERERERO4hiYmJ+Pn5mfNsV1OkhF1eM1g3Nzcl7ERERERERERERK5TUbqb06ATIiIiIiIiIiIitxEl7ERERERERERERG4jStiJiIiIiIiIiIjcRorUh52IiIiIiIiISFHl5OSQlZVV2mGI3FK2trZYW1uXSFlK2ImIiIiIiIhIiTCZTJw5c4bLly+XdigipcLDwwMfH58iDSxxNUrYiYiIiIiIiEiJyEvWeXl54eTkdMNJC5E7hclkIjU1lfj4eAAqVKhwQ+UpYSciIiIiIiIiNywnJ8ecrCtbtmxphyNyyzk6OgIQHx+Pl5fXDTWP1aATIiIiIiIiInLD8vqsc3JyKuVIREpP3vl/o304KmEnIiIiIiIiIiVGzWDlXlZS578SdiIiIiIiIiIiIrcRJexERERERERE5J4XEBDAtGnTSjuMArVv355Ro0bdMeXKjVPCTkRERERERERue4MGDcJgMPDhhx9aTP/tt9/u+Wa4c+fOxWAw5PtzcHC4LeO68u/EiROlGuPtSgk7EREREREREbkjODg48NFHH3Hp0qXSDuW24+bmRlxcnMXfyZMnSzWmvn37WsTTqlUrhgwZYjHNz8+vVGO8XSlhJyIiIiIiIiJ3hM6dO+Pj48PkyZOvutzSpUu57777sLe3JyAggKlTp1rMj4+Pp2fPnjg6OlKlShUWLFiQr4zLly/z/PPPU758edzc3OjYsSP79++/6nbfeustatasiZOTE1WrVmXMmDEWo4WOHz+ehg0b8v333xMQEIC7uzv9+vUjKSnJvExKSgoDBw7ExcWFChUq5Iu9MAaDAR8fH4s/b2/vYpUbFxdH9+7dzcflxx9/zNdUuDjHxdHR0SIeOzs7nJyc8PHx4a+//uK+++4jOzvbYp1evXrx9NNPWxyvb775Bj8/P5ycnOjTpw8JCQkW68yaNYvatWvj4OBArVq1mDFjhnleZmYmw4cPp0KFCjg4OFC5cuVrnj+3AyXsREREREREROSOYG1tzQcffMCXX35JTExMgcvs2bOHPn360K9fPw4cOMD48eMZM2YMc+fONS8zaNAgTp06xYYNG/j555+ZMWMG8fHxFuX07t2b+Ph4Vq1axZ49e2jcuDGdOnXi4sWLhcbn6urK3LlzCQsL4/PPP+fbb7/ls88+s1gmMjKS3377jeXLl7N8+XKCg4Mtmvm+8cYbBAcHs2zZMv766y82btzI3r17r+NoWSpKuQMHDiQ2NpaNGzeydOlS/vvf/5bIcSlI7969ycnJ4ffffzdPi4+PZ8WKFTz33HPmaceOHWPx4sX88ccf/Pnnn+zbt49hw4aZ5y9YsICxY8cyadIkDh8+zAcffMCYMWOYN28eAF988QW///47ixcvJjw8nAULFhAQEFCsWEuFqQgSEhJMgCkhIaEoi4uIiIiIiIjIPSYtLc0UFhZmSktLuynlP/PMM6ZHHnnEZDKZTC1btjQ999xzJpPJZPr1119NV6Y3nnzySdMDDzxgse4bb7xhqlOnjslkMpnCw8NNgGnnzp3m+YcPHzYBps8++8xkMplMmzdvNrm5uZnS09MtyqlWrZrpm2++KXLMU6ZMMTVp0sT8ety4cSYnJydTYmKiRWwtWrQwmUwmU1JSksnOzs60ePFi8/wLFy6YHB0dTa+88kqh25kzZ44JMDk7O1v8de3atcjl5h2DXbt2mZc5evRoiR6XoKAgi/146aWXTN26dTO/njp1qqlq1aomo9FoPl7W1tammJgY8zKrVq0yWVlZmeLi4szb/vHHHy22M3HiRFOrVq1MJpPJNGLECFPHjh3NZd5sV/scFCe/ZlN6qUIRERERERERkeL76KOP6NixI6NHj8437/DhwzzyyCMW09q0acO0adPIycnh8OHD2NjY0KRJE/P8WrVq4eHhYX69f/9+kpOTKVu2rEU5aWlpREZGFhrXokWL+OKLL4iMjCQ5OZns7Gzc3NwslgkICMDV1dX8ukKFCuZabJGRkWRmZtKiRQvz/DJlyhAYGHiVo5HL1dU1X405R0fHIpcbHh6OjY0NjRs3Nk+rXr06np6e5tfXe1wKM2TIEJo1a8bp06epWLEic+fONQ8uksff35+KFSuaX7dq1Qqj0Uh4eDiurq5ERkYyePBghgwZYl4mOzsbd3d3ILc25QMPPEBgYCBdu3alR48ePPjgg8WO9VZTwk5ERERERERE7ijt2rWjS5cuvPPOOwwaNKjEy09OTqZChQps3Lgx37wrE3tX2r59OwMGDOC9996jS5cuuLu7s3Dhwnx9xdna2lq8NhgMGI3GG47ZysqK6tWr33A5V3M9x+VqGjVqRIMGDZg/fz4PPvgghw4dYsWKFcWKB+Dbb7+1SEZCbvNpgMaNGxMVFcWqVatYu3Ytffr0oXPnzvz888/FjvdWUsJORERERERERO44H374IQ0bNsxX+6x27dps3brVYtrWrVupWbMm1tbW1KpVi+zsbPbs2UOzZs2A3Nplly9fNi/fuHFjzpw5g42NTZH7O9u2bRuVK1fmP//5j3lacUdprVatGra2tuzYsQN/f38ALl26REREBEFBQcUqq7jlBgYGkp2dzb59+8y1D48dO2YxIu/1HJdref7555k2bRqnT5+mc+fO+UaNjY6OJjY2Fl9fXwD+/vtvrKysCAwMxNvbG19fX44fP86AAQMK3Yabmxt9+/alb9++PPHEE3Tt2pWLFy9SpkyZEtmHm0EJOxERERERERG549SrV48BAwbwxRdfWEx//fXXadasGRMnTqRv375s376d6dOnm0cOzWsa+cILLzBz5kxsbGwYNWqUufko5I5G26pVK3r16sXHH39MzZo1iY2NZcWKFTz66KM0bdo0Xzw1atQgOjqahQsX0qxZM1asWMGvv/5arH1ycXFh8ODBvPHGG5QtWxYvLy/+85//YGV17TFDTSYTZ86cyTfdy8urSOXWqlWLzp07M3ToUGbOnImtrS2vv/46jo6O5iaq13NcruXJJ59k9OjRfPvtt8yfPz/ffAcHB5555hk++eQTEhMTGTlyJH369MHHxweA9957j5EjR+Lu7k7Xrl3JyMhg9+7dXLp0iddee41PP/2UChUq0KhRI6ysrFiyZAk+Pj7XVSPwVtIosSIiIiIiIiJyR5owYUK+5qSNGzdm8eLFLFy4kLp16zJ27FgmTJhg0XR2zpw5+Pr6EhQUxGOPPcbQoUPx8vIyzzcYDKxcuZJ27drx7LPPUrNmTfr168fJkyfx9vYuMJaHH36YV199leHDh9OwYUO2bdvGmDFjir1PU6ZMoW3btvTs2ZPOnTtz//33W/S3V5jExEQqVKiQ7y+vf7yilDt//ny8vb1p164djz76KEOGDMHV1RUHB4frPi7X4u7uzuOPP46Liwu9evXKN7969eo89thjPPTQQzz44IPUr1/fnHyF3Bp6s2bNYs6cOdSrV4+goCDmzp1LlSpVgNy+/T7++GOaNm1Ks2bNOHHiBCtXrixSErQ0GUwmk+laCyUmJuLu7k5CQkK+zhJFRERERERERNLT04mKiqJKlSrmBI/c2WJiYvDz82Pt2rV06tTppm2nU6dO3HfffflqS44fP57ffvuNkJCQm7btkna1z0Fx8mtqEisiIiIiIiIiIqxfv57k5GTq1atHXFwcb775JgEBAbRr1+6mbO/SpUts3LiRjRs3WtSaEyXsREREREREREQEyMrK4v/+7/84fvw4rq6utG7dmgULFuQb2bakNGrUiEuXLvHRRx/lGzzkXqcmsSIiIiIiIiJyw9QkVqTkmsTe3j3siYiIiIiIiIiI3GOUsBMREREREREREbmNKGEnIiIiIiIiIiJyG1HCTkRERERERERE5DaihJ2IiIiIiIiIiMhtRAk7EREREREREbmtZGXlXPW1yN1OCTsRERERERERuS1kZxvJzjbyyy9H6d37dzp3Xkzv3r/zyy9HzfNK09y5c/Hw8CjWOoMGDaJXr143JR65eylhJyIiIiIiIiKlzmg08ddfJ6hU6Wv69VvOzz9HsG5dND//HEG/fsupVOlr/vrrBEajqcS3XVhSbePGjRgMBi5fvgxA3759iYiIKPHt/9v1JAZvtYCAAKZNm1baYdy1lLATERERERERkVKVnW3kzz+jePjhXzl7NrXAZc6eTeXhh3/lzz+jSq2mnaOjI15eXqWy7dtFZmZmaYdwT1DCTkRERERERERK3XPP/UlOztVrz+XkmBg8ePUtiii/gmq+vf/++3h5eeHq6srzzz/P22+/TcOGDfOt+8knn1ChQgXKli3Lyy+/TFZWVpG3O378eBo2bMh3332Hv78/Li4uDBs2jJycHD7++GN8fHzw8vJi0qRJFusZDAZmzpxJt27dcHR0pGrVqvz8888Wyxw4cICOHTvi6OhI2bJlGTp0KMnJyeb5ebUPJ02ahK+vL4GBgbRv356TJ0/y6quvYjAYMBgMAFy4cIH+/ftTsWJFnJycqFevHj/99JPF9tq3b8/IkSN58803KVOmDD4+PowfP95imcuXL/PCCy/g7e2Ng4MDdevWZfny5eb5W7ZsoW3btjg6OuLn58fIkSNJSUkp8vG8EyhhJyIiIiIiIiKlJisrh6VLIwqtWfdvZ86k8MsvR2+LgSgWLFjApEmT+Oijj9izZw/+/v7MnDkz33IbNmwgMjKSDRs2MG/ePObOncvcuXOLta3IyEhWrVrFn3/+yU8//cTs2bPp3r07MTExBAcH89FHH/Huu++yY8cOi/XGjBnD448/zv79+xkwYAD9+vXj8OHDAKSkpNClSxc8PT3ZtWsXS5YsYe3atQwfPtyijHXr1hEeHs6aNWtYvnw5v/zyC5UqVWLChAnExcURFxcHQHp6Ok2aNGHFihUcPHiQoUOH8vTTT7Nz506L8ubNm4ezszM7duzg448/ZsKECaxZswYAo9FIt27d2Lp1Kz/88ANhYWF8+OGHWFtbm49D165defzxxwkNDWXRokVs2bIlX8x3OpvSDkBERERERERE7l22ttb8/HPx+oX7+ecI+vQJLNE4li9fjouLi8W0nJyrJwW//PJLBg8ezLPPPgvA2LFj+euvvyxqqAF4enoyffp0rK2tqVWrFt27d2fdunUMGTKkyPEZjUa+++47XF1dqVOnDh06dCA8PJyVK1diZWVFYGAgH330ERs2bKBFixbm9Xr37s3zzz8PwMSJE1mzZg1ffvklM2bM4McffyQ9PZ358+fj7OwMwPTp0+nZsycfffQR3t7eADg7OzNr1izs7OzM5VpbW+Pq6oqPj495WsWKFRk9erT59YgRI1i9ejWLFy+mefPm5un169dn3LhxANSoUYPp06ezbt06HnjgAdauXcvOnTs5fPgwNWvWBKBq1armdSdPnsyAAQMYNWqUef0vvviCoKAgZs6ciYODQ5GP6e1MNexEREREREREpFRdupR+U5cvig4dOhASEmLxN2vWrKuuEx4ebpGIAvK9BrjvvvvMNcQAKlSoQHx8fLHiCwgIwNXV1fza29ubOnXqYGVlZTHt3+W2atUq3+u8GnaHDx+mQYMG5mQdQJs2bTAajYSHh5un1atXzyJZV5icnBwmTpxIvXr1KFOmDC4uLqxevZro6GiL5erXr2/x+srjERISQqVKlczJun/bv38/c+fOxcXFxfzXpUsXjEYjUVFR14zxTqEadiIiIiIiIiJSqjw9i1crqrjLF4WzszPVq1e3mBYTE1MiZdva2lq8NhgMGI3FGzijoDJKotyiuDKhdzVTpkzh888/Z9q0adSrVw9nZ2dGjRqVb6CKq8Xt6Oh41W0kJyfzwgsvMHLkyHzz/P39ixTnnUA17ERERERERESk1GRl5fDEEwXXpirME0/UvC36sAsMDGTXrl0W0/79urT9/fff+V7Xrl0bgNq1a7N//36LARu2bt1qbmJ7NXZ2dvmaDG/dupVHHnmEp556igYNGlC1alUiIorX3Ll+/frExMQUul7jxo0JCwujevXq+f6KUgvwTqGEnYiIiIiIiIiUGltbax5/vCbe3k5FWt7Hx5nHHquBra31tRe+yUaMGMHs2bOZN28eR48e5f333yc0NNQ8aurtYMmSJXz33XdEREQwbtw4du7caR6gYcCAATg4OPDMM89w8OBBNmzYwIgRI3j66afN/dcVJiAggE2bNnH69GnOnz8P5PYnt2bNGrZt28bhw4d54YUXOHv2bLHiDQoKol27djz++OOsWbOGqKgo82AbAG+99Rbbtm1j+PDhhISEcPToUZYtW3bXDTqhhJ2IiIiIiIiIlLrvvuuKtfXVE13W1gZmz+5yiyK6tgEDBvDOO+8wevRoGjduTFRUFIMGDbqtBj547733WLhwIfXr12f+/Pn89NNP1KlTBwAnJydWr17NxYsXadasGU888QSdOnVi+vTp1yx3woQJnDhxgmrVqlG+fHkA3n33XRo3bkyXLl1o3749Pj4+9OrVq9gxL126lGbNmtG/f3/q1KnDm2++aa7NV79+fYKDg4mIiKBt27Y0atSIsWPH4uvrW+zt3M4MJpPJdK2FEhMTcXd3JyEhATc3t1sRl4iIiIiIiIjcQdLT04mKiqJKlSrXlbAyGk38+WcUgwev5syZlHzzfXycmT27C127VsHK6vapwfZvDzzwAD4+Pnz//felHQoGg4Fff/31upJmcn2u9jkoTn5Ng06IiIiIiIiISKmzsjLw4IMBnDr1Ar/8cpSff47g0qV0PD0deOKJmjz2WA3zcreL1NRUvv76a7p06YK1tTU//fQTa9euZc2aNaUdmtzhlLATERERERERkduCjU1uz12PPlqdPn3+GfQgKyvHPO92YjAYWLlyJZMmTSI9PZ3AwECWLl1K586dSzs0ucMpYSciIiIiIiIit5V/DyhxOwwwURBHR0fWrl1b2mEUqgi9oMlt6vZLT4uIiIiIiIiIiNzDVMNORETkDmMymUhKSiItLY2MjAxsbW1xdHTEzc0NKys9ixMRERERudMpYSciInKbO3fuHNu3b2fPnj3s3r2LPXt2cvbshXzLubu70LhxY5o0aU6TJk1o1aoVlStXLoWIRURERETkRihhJyIichsymUxs3ryZGTO+YunSpWRn51C2rC316lrTr68NgTU9cHY2YGtrIDvbRFqaieNR2YSG7mThTzv45JMMADp1as+wYSN4+OGHsbHR176IiIiIyJ1Ad+4iIiK3kZycHL777ju++OJTDh48QtWq9ox515mHujlQ0dcKg8FQpHLOX8hh48YM5s3fweOPb6RiRW9eeOFlXnvtNZydnW/uToiIiIiIyA1RRzciIiK3iYiICNq1a8MLLwylUsWTLPqpDJs3ejL0eWcqVbQucrIOoFxZa5543Ik/lnnw15/laB+UyAcfvEf9+nUIDg6+iXshIiIicuOM/xrd9N+vRe52StiJiIiUspycHD777DMaNKhHXFwIv/xcljmzPWjX1h4rq6In6QpTr64tn3zswbq/ylC+XDzt27dn5MiRpKSklED0IiIiIiXHZDJhNJmITUpnx+lLbD51gR2nLxGblI7RZMKkxJ3cI5SwExERKUVJSUl06dKZ119/jaefsmXtX560bGF3U7ZVtaoNv/zswYTxbsyaNYPGjetz4sSJm7ItERERkeIymUycTclgVWQ8O+Muczo5nXOpmZxOTmdn3GVWRcZzNiXjpiTtBg0aRK9evUq83KIKCAhg2rRppbb9a5k7dy4eHh6lHcY9RQk7ERGRUnLhwgU6dgxi584tLFlYhgnj3XByvPEadVdjZWVgyPPOrFldhszM07Rp05KwsLCbuk0RERGRa8lL1m0/fYmMHGOBy2TkGNl++tJNS9pJwbKysko7hHuSEnYiIiKlIDExkS5dOhMVdZClSzxo08b+lm6/WlUbflvqjpvbZTp1ak9kZOQt3b6IiIjIlUzAnjMJXCsNZwL2FmG5khYcHEzz5s2xt7enQoUKvP3222RnZwOwfPlyPDw8yMnJASAkJASDwcDbb79tXv/555/nqaeeKvL2DAYD33zzDT169MDJyYnatWuzfft2jh07Rvv27XF2dqZ169YW93Djx4+nYcOGfPPNN/j5+eHk5ESfPn1ISEgwL2M0GpkwYQKVKlXC3t6ehg0b8ueff5rnnzhxAoPBwKJFiwgKCsLBwYEFCxbw7LPPkpCQgMFgwGAwMH78eAC+//57mjZtiqurKz4+Pjz55JPEx8eby9u4cSMGg4F169bRtGlTnJycaN26NeHh4Rb7+8cff9CsWTMcHBwoV64cjz76qHleRkYGo0ePpmLFijg7O9OiRQs2btxY5GN5p1LCTkRE5BbLzs6mV6+eHD16kIU/ulOvrm2pxOHtbc2She44OyXSuXMHzp07VypxiIiIyL0tr8+6wmrW/Vt6jtHcp92tcPr0aR566CGaNWvG/v37mTlzJrNnz+b9998HoG3btiQlJbFv3z4gN7lXrlw5i6RScHAw7du3L9Z2J06cyMCBAwkJCaFWrVo8+eSTvPDCC7zzzjvs3r0bk8nE8OHDLdY5duwYixcv5o8//uDPP/9k3759DBs2zDz/888/Z+rUqXzyySeEhobSpUsXHn74YY4ePWpRzttvv80rr7zC4cOH6dChA9OmTcPNzY24uDji4uIYPXo0kFv7buLEiezfv5/ffvuNEydOMGjQoHz78p///IepU6eye/dubGxseO6558zzVqxYwaOPPspDDz3Evn37WLduHc2bNzfPHz58ONu3b2fhwoWEhobSu3dvunbtmi/mu41NaQcgIiJyr/nkk08IDt7Mz4s9qXtf6STr8pQrZ83Cn9x5sOsZRowYzsKFi0o1HhEREbn3WBkMnE5KL9Y6p5PTqeTmeJMisjRjxgz8/PyYPn06BoOBWrVqERsby1tvvcXYsWNxd3enYcOGbNy4kaZNm7Jx40ZeffVV3nvvPZKTk0lISODYsWMEBQUVa7vPPvssffr0AeCtt96iVatWjBkzhi5dugDwyiuv8Oyzz1qsk56ezvz586lYsSIAX375Jd27d2fq1Kn4+PjwySef8NZbb9GvXz8APvroIzZs2MC0adP46quvzOWMGjWKxx57zPza3d0dg8GAj4+PxfauTLxVrVqVL774gmbNmpGcnIyLi4t53qRJk8z7//bbb9O9e3fS09NxcHBg0qRJ9OvXj/fee8+8fIMGDQCIjo5mzpw5REdH4+vrC8Do0aP5888/mTNnDh988EGxjumdRDXsREREbqFDhw4xbtxYXnrBiVYtb20z2MJUqmjNpInOLFq0mKVLl5Z2OCIiInIPyjQWrXZdnqwi1sYrCYcPH6ZVq1YYDP/0NdymTRuSk5OJiYkBICgoiI0bN2Iymdi8eTOPPfYYtWvXZsuWLQQHB+Pr60uNGjWKtd369eub/+/t7Q1AvXr1LKalp6eTmJhonubv729O1gG0atUKo9FIeHg4iYmJxMbG0qZNG4vttGnThsOHD1tMa9q0aZFi3LNnDz179sTf3x9XV1dzUi46OrrQfalQoQKAuelsSEgInTp1KrD8AwcOkJOTQ82aNXFxcTH/BQcH3/VduqiGnYiIyC2SnZ3NoEFPU9nfitGvu5Z2OBZ6PeLA73848tJLQ2nXrh3ly5cv7ZBERETkHmJnVbz6RLbWt1f9o/bt2/Pdd9+xf/9+bG1tqVWrFu3bt2fjxo1cunSp2LXrAGxt/2mJkZcsLGiasZjJzqJwdna+5jIpKSl06dKFLl26sGDBAsqXL090dDRdunQhMzPTYtmrxe3oWHhNyeTkZKytrdmzZw/W1tYW866swXc3ur3OcBERkbvYjBkz2Ls3hGmfuuDgcHNHgy0ug8HAR5Ndyc5O4s033yjtcEREROQeYjSZqOjqUKx1Kro43LI+7PIGfLhyZNqtW7fi6upKpUqVgH/6sfvss8/Mybm8hN3GjRuL3X/d9YqOjiY2Ntb8+u+//8bKyorAwEDc3Nzw9fVl69atFuts3bqVOnXqXLVcOzs786AaeY4cOcKFCxf48MMPadu2LbVq1bIYcKKo6tevz7p16wqc16hRI3JycoiPj6d69eoWf/9unnu3UcJORETkFjAajXz++VR6PeJA48Z2V1121GuXadoinirV4gioFkenB86x9Jc0ALKzTUyYmEjdBmep3+gs385KoVnLeCpUimPR4lQAcnJMzJ2XQsfO56ha4wwtWsfz3sREUlKu/vTVy8uakcMd+PHHH6/rZktERETkelgZDPi6OmBfxFpzDtZW+Lo6YGUo2QegCQkJhISEWPydOnWKYcOGcerUKUaMGMGRI0dYtmwZ48aN47XXXsPqfzUDPT09qV+/PgsWLDAn59q1a8fevXuJiIi4rhp218PBwYFnnnmG/fv3s3nzZkaOHEmfPn3Mya033niDjz76iEWLFhEeHs7bb79NSEgIr7zyylXLDQgIIDk5mXXr1nH+/HlSU1Px9/fHzs6OL7/8kuPHj/P7778zceLEYsc8btw4fvrpJ8aNG8fhw4c5cOAAH330EQA1a9ZkwIABDBw4kF9++YWoqCh27tzJ5MmTWbFiRfEP0B1ECTsREZFbYPXq1Rw/Hs2zg5yuuezJkzk0bWJLv35OdOrowJHwbF559TKHwrKY8XUKM79JISnJSPsge+b/kEJsrOXTzvc/SOKd/ySSkGjkkYcdKONpxdffpPDq6wnX3HbfPk5YWRmZPXv2de+riIiISHEZgCY+7lwrBWcAGhdhueuxceNGGjVqZPH33nvvUbFiRVauXMnOnTtp0KABL774IoMHD+bdd9+1WD8oKIicnBxzwq5MmTLUqVMHHx8fAgMDb0LE+VWvXp3HHnuMhx56iAcffJD69eszY8YM8/yRI0fy2muv8frrr1OvXj3+/PNPfv/992v2r9e6dWtefPFF+vbtS/ny5fn4448pX748c+fOZcmSJdSpU4cPP/yQTz75pNgxt2/fniVLlvD777/TsGFDOnbsyM6dO83z58yZw8CBA3n99dcJDAykV69e7Nq1C39//2Jv605iMJmuXYc0MTERd3d3EhIScHNzuxVxiYiI3FV69uzOiaj1/PWnh0WHxQU5fz6HlX+mc/p0DqmpJpb9ns65c0bGj3Nl/vxUjkfl8PZbrrwywoVz53Jo3Cye7GyY9qk7j/ZyJLDOGdLToWcPB7y9rUhLM7Hgx9waeqH7vChf3vqq23/19cts2+7J8ePR+foKERERESlMeno6UVFRVKlSBQeH4jVxBTCZTJxNyWDvmQTSCxhUwsHaisY+7ng721/zfupeNH78eH777TdCQkJKO5R72tU+B8XJr2nQCRERkZssOjqaFStW8fGHbte8uTxxIpuu3c+TkJD/edr580Zi43Jr09UKzP0KL1/emjJlrIiPz72pvXDBSHp67vJ/LE/PV8bxqJxrJuyeGejEwkWxrFq1ih49elxz/0RERERKgsFgwNvZnq7VvIhNSud0cjpZOUZsra2o6OKAr6sDBlCyTu4JahIrIiJykwUHB2MymejR/dpPmteszSAhwYSvrxUHQryIPeVDjRr/e75mgoq+ucm2Y8eygdzaeBcv/vMEukwZKxzsc///w3xP4mIqmP+2bylPi+ZX7z8PoGEDO/z97dmwYUMx91RERETkxhgMBnOfdi18PbnfrywtfD3NfdYpWSf3CtWwExERucl2795NQIADHh7Xfk7m5ZW7THy8kbHjEzlzxsiJE9nm+X37OPHBh0l88mkSR49ls3dfFsYrWozY2xsY8KQTs+ek8tLLl+naJTdJePhwFgmJJnZu9ypSzA3qG9i9e0cx9lJERESk5Px7QImSHmDibjR+/HjGjx9f2mFICVENOxERkZtsz56dNKhftGV79nBg0DNOODsb2LgxgxYt7Gja5J9acS+96MxLLzjj7GzF+g0ZPDXAifLlc7/O87qbGz/OjYnvuVGpojUrVqazZk069vYGhgx2LnLM9evZsm/fPozGq48sKyIiIiIiJU+DToiIiNxEOTk5uLm58Pqrtgx7yeWGy0tPN2Ew5NakAzgdm0OzFvGYTLDs17I0b3btJq9FsWlzBn37X+TIkSO3bFQzERERubPd6KATIncDDTohIiJyB4iJiSE1NZ1atRxLpLxTMTk8+dRFuj/kgKOjgd9+S8NkgsaNbGnW1LZEtgFQu1buLcLhw4eVsBMRERERucWUsBMREbmJUlJSAHBxKZleKNzdDFSoYMVPC1PJzDBRsZI1I4Y7M+JllxLthNn5f/GmpqaWWJkiIiIiIlI0StiJiIjcRBkZGQDYlUxLVby8rPn913IlU9hV2P8v3vT09Ju+LRERERERsaRBJ0RERG4iG5vcZ2M52ddY8DaT/b94bW1LrpmtiIiIiIgUjRJ2IiIiN5GjY27fdenp/4zxtG59OhUqxfHumITSCguAtDQT9RqepVnLeIv44J941WG0iIiIyI3ZuHEjBoOBy5cvX3W5gIAApk2bdktiup2cOHECg8FASEjIbVHO7UIJOxERkZuoQoUKWFlZceJkDgAmk4kJ7ydhZQUvvpg7amxSkpE33kqgboOzBFSL48Fu51i3/upNUePicnhq4EXq1DtDhUpxVKgUx6lTltX4pn+VTKs28VSpHke1mmdo1+EcM2Ymm+c7Ohp4dpATMTE5zJmbYrFuXrx+fn43fAxEREREbneDBg3CYDBgMBiws7OjevXqTJgwgezsG28m0bp1a+Li4nB3dwdg7ty5eHh45Ftu165dDB069Ia3dy3Hjh3j2WefpVKlStjb21OlShX69+/P7t27b/q2S8qgQYPo1auXxTQ/Pz/i4uKoW7du6QRVwpSwExERuYmcnZ2pVas6oQeyAAjelElERDYtmttRqaI1ACNeucwPC1IpX86K7g85EBaWzTPPXuLgoaxCy714yUhkZDYNGxTeOd7J6BwCA23o28eJli3sOHo0m4mTklj2e5p5mScey60B+N3cVIzGf2rZhYZmYW1tRYMGDW5o/0VERETuFF27diUuLo6jR4/y+uuvM378eKZMmXLD5drZ2eHj43PNAcLKly+Pk5PTDW/vanbv3k2TJk2IiIjgm2++ISwsjF9//ZVatWrx+uuvX3e5mZmZBU7Pyir8frakWVtb4+PjY+6S5k6nhJ2IiMhN1qRJC0IP5CbDVv2ZW3Pu/vtzE21hYVms/isDW1v45eeyfPWlJ88OciInB6Z9nlxomffVsWX7Vi/eG+9W6DJTPnJn7ndl+PADdxZ8X4Zagbk3L3m15wD8/W3w97cmJiaHAwf/eYIceiCLOnUCzU16RURERO529vb2+Pj4ULlyZV566SU6d+7M77//DsClS5cYOHAgnp6eODk50a1bN44ePWpe9+TJk/Ts2RNPT0+cnZ257777WLlyJWDZJHbjxo08++yzJCQkmGv0jR8/HrBsEvvkk0/St29fi/iysrIoV64c8+fPB8BoNDJ58mSqVKmCo6MjDRo04Oeffy50/0wmE4MGDaJGjRps3ryZ7t27U61aNRo2bMi4ceNYtmyZedkDBw7QsWNHHB0dKVu2LEOHDiU5+Z9707wabpMmTcLX15fAwEBzk9RFixYRFBSEg4MDCxYsAGDWrFnUrl0bBwcHatWqxYwZMwqNMycnh8GDB5v3KzAwkM8//9w8f/z48cybN49ly5aZj+HGjRsLbBIbHBxM8+bNsbe3p0KFCrz99tsWtSbbt2/PyJEjefPNNylTpgw+Pj7m96O03R1pRxERkdtYkyZNWLx4AVlZJg78r6ZdzRq5X8EHDua+rlzZGk/P3OdoTRrbMWt2qnnejVi/IZ316zOIOpHDkfBs/P2tefwxyyRcYE0boqNzCNmfSYP6uYNMHDhgokmTFje8fREREZGmTeHMmVu/XR8fuJFWno6Ojly4cAHITVAdPXqU33//HTc3N9566y0eeughwsLCsLW15eWXXyYzM5NNmzbh7OxMWFgYLi4u+cps3bo106ZNY+zYsYSHhwMUuNyAAQPo3bs3ycnJ5vmrV68mNTWVRx99FIDJkyfzww8/8PXXX1OjRg02bdrEU089Rfny5QkKCspXZkhICIcOHeLHH3/Eyip//a28ZropKSl06dKFVq1asWvXLuLj43n++ecZPnw4c+fONS+/bt063NzcWLNmjUU5b7/9NlOnTqVRo0bmpN3YsWOZPn06jRo1Yt++fQwZMgRnZ2eeeeaZfHEYjUYqVarEkiVLKFu2LNu2bWPo0KFUqFCBPn36MHr0aA4fPkxiYiJz5swBoEyZMsTGxlqUc/r0aR566CEGDRrE/PnzOXLkCEOGDMHBwcEiKTdv3jxee+01duzYwfbt2xk0aBBt2rThgQceyBfbraSEnYiIyE3WsmVLMjKM7NiZSUKCEQA3t9ybpPj43NfOzv/cNDk75zaXiD+bw43auzeL2XNSATAYoGMHe8p4WjbHcHHJfX35cm4twHPncjgUls6LLylhJyIiIjfuzBk4fbq0oyg6k8nEunXrWL16NSNGjDAn6rZu3Urr1q0BWLBgAX5+fvz222/07t2b6OhoHn/8cerVqwdA1apVCyzbzs4Od3d3DAYDPj4+hcbQpUsXnJ2d+fXXX3n66acB+PHHH3n44YdxdXUlIyODDz74gLVr19KqVSvzNrds2cI333xTYMIur0ZgrVq1rrr/P/74I+np6cyfPx9nZ2cApk+fTs+ePfnoo4/w9vYGcrt+mTVrFnZ2uS1HTpw4AcCoUaN47LHHzOWNGzeOqVOnmqdVqVKFsLAwvvnmmwITdra2trz33nvm11WqVGH79u0sXryYPn364OLigqOjIxkZGVc9hjNmzMDPz4/p06djMBioVasWsbGxvPXWW4wdO9actKxfvz7jxo0DoEaNGkyfPp1169YpYSciInK3a968ObVqVWfe/NP/S9TlkJSUm6jz8sq9UUhJMZqXT07OTZx5eVvf8LZHv+7Kq6NcOHEyhxeHXWLuvFSsreH9Ce75tufhnpu4+3FhGra2dvmaYYiIiIhcj6vkVG6r7S5fvhwXFxeysrIwGo08+eSTjB8/nnXr1mFjY0OLFv88zCxbtiyBgYEcPnwYgJEjR/LSSy/x119/0blzZx5//HHq169/3bHb2NjQp08fFixYwNNPP01KSgrLli1j4cKFQO7AEampqfmSSpmZmTRq1KjAMk0mU4HT/+3w4cM0aNDAnKwDaNOmDUajkfDwcHPCrl69euZk3ZWaNm1q/n9KSgqRkZEMHjyYIUOGmKdnZ2ebB+EoyFdffcV3331HdHQ0aWlpZGZm0rBhwyLFf+V+tGrVyqLvwDZt2pCcnExMTAz+/v4A+d6nChUqEB8fX6xt3QxK2ImIiNxkBoOBYcNG8uqrr9DrEXtC9mcRcTSb7kDdurlNUE+cyOHSJSOenlbs2ZvbaW/d+3LnZWWZzP3OBVS2xtb26h0WA+TkmMjIMOHkZIW1tYFqVW1oUN+WgwezOXzYcrSziKO5r+vVtSUnx8T332fQr98APD09S+oQiIiIyD3sThl8tEOHDsycORM7Ozt8fX2LNXjB888/T5cuXVixYgV//fUXkydPZurUqYwYMeK64xkwYABBQUHEx8ezZs0aHB0d6dq1K4C5P7kVK1ZQsWJFi/Xs7e0LLK9mzZoAHDlypNCkXnFcmdArbHpenN9++61FwhNyB4koyMKFCxk9ejRTp06lVatWuLq6MmXKFHbs2HHDMRfE1tbW4rXBYMBoNBay9K2jhJ2IiMgtMHDgQN5++03434PNLVsyefWV3MEjHuhsz5q1GTz2xAXq1LHh9z/SsbKCV0bm9ldy5kwO7dqfA2Dn9vL4+dlw4aKRCRMTSUz852bivYlJODsbGP6yC17lrWjSPJ42re2oUMGa06dzWLc+A4CgoH9u4k6dyubkyRwq+FjRoIEta9ZmcDo2k5dffvkWHRkRERGR24OzszPVq1fPN7127dpkZ2ezY8cOc5PYCxcuEB4eTp06dczL+fn58eKLL/Liiy/yzjvv8O233xaYsLOzsyMn59pdn7Ru3Ro/Pz8WLVrEqlWr6N27tzm5VKdOHezt7YmOji6w+WtBGjZsSJ06dZg6dSp9+/bN14/d5cuX8fDwoHbt2sydO5eUlBRz8m3r1q1YWVkRGBhYpG3l8fb2xtfXl+PHjzNgwIAirZPX9HjYsGHmaZGRkRbLFOUY1q5dm6VLl2Iymcy17LZu3YqrqyuVKlUq1n6UBo0SKyIicgu4u7vz1FMD2RicTdUq1vy9I5OY07k3GV9+7sGT/R2JP2dk+Yp0atWyYe53ntSvZ1toeakpRhYvSePP1RnmaStWprN4SRrn4nOwszPQprUdoaFZ/PhTKnv2ZNKwgS0fTnZjxMv/PPX8+Zc0AJ4dlDvti+lpNG/emCZNmtyMwyAiIiJyx6lRowaPPPIIQ4YMYcuWLezfv5+nnnqKihUr8sgjjwC5/batXr2aqKgo9u7dy4YNG6hdu3aB5QUEBJCcnMy6des4f/48qamphW77ySef5Ouvv2bNmjUWCS9XV1dGjx7Nq6++yrx584iMjGTv3r18+eWXzJs3r8CyDAYDc+bMISIigrZt27Jy5UqOHz9OaGgokyZNMu/LgAEDcHBw4JlnnuHgwYNs2LCBESNG8PTTT5ubwxbHe++9x+TJk/niiy+IiIjgwIEDzJkzh08//bTA5WvUqMHu3btZvXo1ERERjBkzhl27dlksExAQQGhoKOHh4Zw/f56srPyDtQ0bNoxTp04xYsQIjhw5wrJlyxg3bhyvvfZagYNu3G5Uw05EROQWGTduHIsX/4S3dwbHo3L4+utk3p/ojru7FVOneDB1SsHr+fnZEBdT4ZrT/m3enDJXnZ+WZuK7OalUqmTN84Od+ea/KYSEZLB58xfF2i8RERGRu92cOXN45ZVX6NGjB5mZmbRr146VK1eaa7zl5OTw8ssvExMTg5ubG127duWzzz4rsKzWrVvz4osv0rdvXy5cuMC4ceMsRi290oABA5g0aRKVK1emTZs2FvMmTpxI+fLlmTx5MsePH8fDw4PGjRvzf//3f4XuR/Pmzdm9ezeTJk1iyJAhnD9/ngoVKphHrwVwcnJi9erVvPLKKzRr1gwnJycef/zxQhNs1/L888/j5OTElClTeOONN3B2dqZevXqMGjWqwOVfeOEF9u3bR9++fTEYDPTv359hw4axatUq8zJDhgxh48aNNG3alOTkZDZs2EBAQIBFORUrVmTlypW88cYbNGjQgDJlyjB48GDefffd69qPW81gKkKvg4mJibi7u5OQkICbm9utiEtEROSu9P333zNw4EC+m+VJt64OpR2O2dFj2TzQ5QIvvzyKqVOnlnY4IiIicgdKT08nKiqKKlWq4OBw+9zniNxKV/scFCe/dvvXARQREbmLPPXUU/To8RBvvZPMxUul35ktQHa2iVdfS8LfP4CJEyeWdjgiIiIiIvc8JexERERuIYPBwDfffEtOjhPPPpdAamrpJu2MRhNvvJVIyP5M5syZj5OTU6nGIyIiIiIiStiJiIjccr6+vqxcuZpDYQaefT6B1LRr9k5xU5hMJsaOT2TholTmzJmbr18UEREREREpHUrYiYiIlIIWLVrw++/L2b0bBjx9maSkW1vTLifHxOg3Epn9XSozZszg6aefvqXbFxERERGRwilhJyIiUko6duzImjXrOHzYhq7dL7NjZ+Yt2W5UVDZP9LnMoiXpzJs3j5deeumWbFdERERERIpGCTsREZFS1Lp1a3bu3IO3dwMeffwCY8cn3rQmskajiW9npdDpwYucjfdi3br1DBw48KZsS0RERERErp8SdiIiIqWsZs2abN68jSlTPuH7H7Lo/OAlfluWRmZmySTuTCYTm7dk8NgTlxk7PpHnnnuR0NBDBAUFlUj5IiIiIiJSspSwExERuQ1YW1vz+uuvExISStWqrXjp5cs0bnqRj6YkcTo257rKTEgw8u2sFNq1v0SffhdJSQ1gw4YNTJ8+HRcXlxLeAxERERERKSk2pR2AiIiI/CMwMJC1azfw3XeHmDBhJjNmzuGLL8/RqKED9esZaNDAlvr1bKlRwwYbG4N5PZPJxMmTOewPzSI0NIvQAzns2ZtFVhY8/vjjzP7uZdq2bYvBYLjK1kVERERE5HaghJ2IiMhtKDz8PurVm84770zGymohwcHBbN/xN3PnH8dkym0q6+BgjZ2dgexsE+npRozG3On+/r40adKc995rzdNPP42Pj09p7oqIiIiIlJCAgABGjRrFqFGjSjuUW+rEiRNUqVKFffv20bBhw1Iv51ZQwk5EROQ2Ex0NYWFgMECvXq54ew9hyJAhACQlJbFv3z7Cw8NJS0sjIyMDOzs77O3tCQgIoEmTJpQvX76U90BERETkzjJo0CDmzZvH5MmTefvtt83Tf/vtNx599FHzA9NbZe7cuYwaNYrLly9bTN+1axfOzs43ffvHjh1j0qRJrFmzhnPnzuHr60vLli15/fXXadq06U3ffkkYNGgQly9f5rfffjNP8/PzIy4ujnLlypVeYEWkhJ2IiMht5s8/c/9t1Ai8vS3nubq60q5dO9q1a3frAxMRERG5izk4OPDRRx/xwgsv4OnpWdrhFOhWPJjdvXs3nTp1om7dunzzzTfUqlWLpKQkli1bxuuvv05wcPB1lZuZmYmdnV2+6VlZWdja2t5o2EVibW19x7Q+0aATIiIit5GMDFi/Pvf/3bqVbiwiIiIi95LOnTvj4+PD5MmTr7rcli1baNu2LY6Ojvj5+TFy5EhSUlLM8+Pi4ujevTuOjo5UqVKFH3/8kYCAAKZNm2Ze5tNPP6VevXo4Ozvj5+fHsGHDSE5OBmDjxo08++yzJCQkYDAYMBgMjB8/HsCinCeffJK+fftaxJaVlUW5cuWYP38+AEajkcmTJ1OlShUcHR1p0KABP//8c6H7ZjKZGDRoEDVq1GDz5s10796datWq0bBhQ8aNG8eyZcvMyx44cICOHTvi6OhI2bJlGTp0qHkfILeGW69evZg0aRK+vr4EBgZy4sQJDAYDixYtIigoCAcHBxYsWADArFmzqF27Ng4ODtSqVYsZM2YUGmdOTg6DBw8271dgYCCff/65ef748eOZN28ey5YtMx/DjRs3mrcfEhJiXjY4OJjmzZtjb29PhQoVePvtt8nOzjbPb9++PSNHjuTNN9+kTJky+Pj4mN+Pm0k17ERERG4jW7ZASgqUKQPNmpV2NCIiIiIloGlTOHPm1m/Xxwd27y7y4tbW1nzwwQc8+eSTjBw5kkqVKuVbJjIykq5du/L+++/z3Xffce7cOYYPH87w4cOZM2cOAAMHDuT8+fNs3LgRW1tbXnvtNeLj4y3KsbKy4osvvqBKlSocP36cYcOG8eabbzJjxgxat27NtGnTGDt2LOHh4QC4uLjki2XAgAH07t2b5ORk8/zVq1eTmprKo48+CsDkyZP54Ycf+Prrr6lRowabNm3iqaeeonz58gQFBeUrMyQkhEOHDvHjjz9iZZW/jpeHhwcAKSkpdOnShVatWrFr1y7i4+N5/vnnGT58OHPnzjUvv27dOtzc3FizZo1FOW+//TZTp06lUaNG5qTd2LFjmT59Oo0aNWLfvn0MGTIEZ2dnnnnmmXxxGI1GKlWqxJIlSyhbtizbtm1j6NChVKhQgT59+jB69GgOHz5MYmKi+X0pU6YMsbGxFuWcPn2ahx56iEGDBjF//nyOHDnCkCFDcHBwsEjKzZs3j9dee40dO3awfft2Bg0aRJs2bXjggQfyxVZiTEWQkJBgAkwJCQlFWVxERESu0+uvm0w9ephMP/xQ2pGIiIiIFE9aWpopLCzMlJaWZjmjYkWTCW79X8WKRY79mWeeMT3yyCMmk8lkatmypem5554zmUwm06+//mq6MnUyePBg09ChQy3W3bx5s8nKysqUlpZmOnz4sAkw7dq1yzz/6NGjJsD02WefFbr9JUuWmMqWLWt+PWfOHJO7u3u+5SpXrmwuJysry1SuXDnT/PnzzfP79+9v6tu3r8lkMpnS09NNTk5Opm3btlmUMXjwYFP//v0LjGPRokUmwLR3795CYzWZTKb//ve/Jk9PT1NycrJ52ooVK0xWVlamM2fOmEym3GPq7e1tysjIMC8TFRVlAkzTpk2zKK9atWqmH3/80WLaxIkTTa1atbJYb9++fYXG9PLLL5sef/xx8+sr39N/bz+vnP/7v/8zBQYGmoxGo3mZr776yuTi4mLKyckxmUwmU1BQkOn++++3KKdZs2amt956q8A4Cv0cmIqXX1MNOxERkdtEVBSEh+cONvHgg6UdjYiIiEgJKa0+w65zux999BEdO3Zk9OjR+ebt37+f0NBQczNOyG1GajQaiYqKIiIiAhsbGxo3bmyeX7169Xx94q1du5bJkydz5MgREhMTyc7OJj09ndTUVJycnIoUp42NDX369GHBggU8/fTTpKSksGzZMhYuXAjkDhyRmpqarxZYZmYmjRo1KrBMUxEH1zh8+DANGjSwGACjTZs2GI1GwsPD8f5fR8z16tUrsN+6KweuSElJITIyksGDB5sHWgPIzs7G3d290Bi++uorvvvuO6Kjo0lLSyMzM7PYI78ePnyYVq1aYTAYLPYjOTmZmJgY/P39Aahfv77FehUqVMhXa7KkKWEnIiJym8gbbKJpU9BAryIiInLXKEaz1NtBu3bt6NKlC++88w6DBg2ymJecnMwLL7zAyJEj863n7+9PRETENcs/ceIEPXr04KWXXmLSpEmUKVOGLVu2MHjwYDIzM4ucsIPcZrFBQUHEx8ezZs0aHB0d6dq1qzlWgBUrVlCxYkWL9ezt7Qssr2bNmgAcOXKk0KRecRQ2ou2V0/Pi/Pbbb2nRooXFctbW1gWuv3DhQkaPHs3UqVNp1aoVrq6uTJkyhR07dtxwzAX596AYBoMBo9F4U7aVRwk7ERGR20B6OmzYkPt/DTYhIiIiUro+/PBDGjZsSGBgoMX0xo0bExYWRvXq1QtcLzAwkOzsbPbt20eTJk2A3Jpuly5dMi+zZ88ejEYjU6dONfcTt3jxYoty7OzsyMnJuWacrVu3xs/Pj0WLFrFq1Sp69+5tTi7VqVMHe3t7oqOjC+yvriANGzakTp06TJ06lb59++brx+7y5ct4eHhQu3Zt5s6dS0pKijn5tnXrVqysrPIds2vx9vbG19eX48ePM2DAgCKts3XrVlq3bs2wYcPM0yIjIy2WKcoxrF27NkuXLsVkMplr2W3duhVXV9cC+zC8lTRKrIiIyG0gOBjS0qBcOfjfvZ2IiIiIlJJ69eoxYMAAvvjiC4vpb731Ftu2bWP48OGEhIRw9OhRli1bxvDhwwGoVasWnTt3ZujQoezcuZN9+/YxdOhQHB0dzQmh6tWrk5WVxZdffsnx48f5/vvv+frrry22ExAQQHJyMuvWreP8+fOkpqYWGuuTTz7J119/zZo1aywSXq6urowePZpXX32VefPmERkZyd69e/nyyy+ZN29egWUZDAbmzJlDREQEbdu2ZeXKlRw/fpzQ0FAmTZrEI488AuTW7HNwcOCZZ57h4MGDbNiwgREjRvD000+bm8MWx3vvvcfkyZP54osviIiI4MCBA8yZM4dPP/20wOVr1KjB7t27Wb16NREREYwZM4Zdu3ZZLBMQEEBoaCjh4eGcP3+erKysfOUMGzaMU6dOMWLECI4cOcKyZcsYN24cr732WoGDbtxKStiJiIjcBvKaw3bpAqV8byAiIiIiwIQJE/I1e6xfvz7BwcHmhFajRo0YO3Ysvr6+5mXmz5+Pt7c37dq149FHH2XIkCG4urri4OAAQIMGDfj000/56KOPqFu3LgsWLGDy5MkW22ndujUvvvgiffv2pXz58nz88ceFxjlgwADCwsKoWLEibdq0sZg3ceJExowZw+TJk6lduzZdu3ZlxYoVVKlSpdDymjdvzu7du6levTpDhgyhdu3aPPzwwxw6dIhp06YB4OTkxOrVq7l48SLNmjXjiSeeoFOnTkyfPr1Ix/bfnn/+eWbNmsWcOXOoV68eQUFBzJ07t9A4X3jhBR577DH69u1LixYtuHDhgkVtO4AhQ4YQGBhI06ZNKV++PFu3bs1XTsWKFVm5ciU7d+6kQYMGvPjiiwwePJh33333uvajJBlMRehRMDExEXd3dxISEnBzc7sVcYmIiNwzjh6F117LTdTNmQNlypR2RCIiIiLFl56eTlRUFFWqVDEnpwRiYmLw8/Nj7dq1dOrUqbTDkZvsap+D4uTX1IediIhIKcurXde8uZJ1IiIiIne69evXk5ycTL169YiLi+PNN98kICCAdu3alXZocgdRwk5ERKQUpabCpk25/9dgEyIiIiJ3vqysLP7v//6P48eP4+rqSuvWrVmwYEG+kUZFrkYJOxERkVK0Z0/uCLHe3tCoUWlHIyIiIiI3qkuXLnTp0qW0w5A7nBJ2IiIipcRkgrZtc5N1ly/D/wYOExERERGRe5wSdiIiIqUkL0FXrRpYW5duLCIiIiIlpQhjW4rctUrq/LcqkVJERETkuilZJyIiIneDvD7aUlNTSzkSkdKTd/7faJ+FqmEnIiJyi5lMJgxq/yoiIiJ3GWtrazw8PIiPjwfAyclJ9zxyzzCZTKSmphIfH4+HhwfWN/hUXgk7ERGRWyQ+Ph4vLy/zjavRaMRgMOhGVkRERO4aPj4+AOaknci9xsPDw/w5uBFK2ImIiNxkERERzJs3j927d/Pwww/z8ssvA2BlpZ4pRERE5O5iMBioUKECXl5eZGVllXY4IreUra3tDdesy6OEnYiIyE02ZcoUbGxs6N27N7t27eLHH39k9uzZ1KxZkzFjxuDr61vaIYqIiIiUKGtr6xJLXIjci/RoX0RE5CZKSUlhy5YtzJw5k+eff57g4GA2btzI0KFDOXv2LHPmzCntEEVERERE5DajGnYiIiI30ZEjR6hUqRIRERGcOXOGy5cv89///heAGjVqMHLkSJ5//nm8vb1LOVIREREREbldKGEnIiJyEzVp0oRWrVrRvXt36tevT+vWrc3zjEYjTk5OStaJiIiIiIgFg8lkMl1rocTERNzd3UlISMDNze1WxCUiInLXSE5OJjw8nEqVKvHee+9Rrlw5ypQpw4oVK+jfvz/PPfdcaYcoIiIiIiI3WXHya+rDTkRE5CbJzMzkwIEDnDx5kiZNmuDt7c1rr73G6dOn2bNnD127dlWyTkRERERE8lGTWBERkZsgOTmZ559/nqSkJOzt7Zk9ezYGgwEXFxdmz55NRkYG9vb2pR2miIiIiIjchlTDTkRE5Cb45ptvcHR0ZM6cOXh6ejJq1CiGDRvGM888w1dffaVknYiIiIiIFEoJOxERkZtg0aJFvPDCC3h5eREbG4ubmxuvvfYaAwcOZO3atZw+fbq0QxQRERERkduUEnYiIiIl7OTJk9x33320bNmS9PR0DAYDH374IU2bNmXAgAGkpqYSERFR2mGKiIiIiMhtSqPEioiIlLCsrCwuX75M+fLlAUhISMDd3R2A06dP0717d0JCQkoxQhERERERudU0SqyIiEgpsrW1NSfrAHOyDmD69Om0b9++FKISEREREZE7hUaJFRERKWFGoxErq/zPxE6dOoWjoyMvvfRSKUQlIiIiIiJ3CjWJFRERuYUyMzOxs7Mr7TBEREREROQWU5NYERGRUmA0Gjl69Chr164lLi6OS5cuYTQazfNXr15NWlpaKUYoIiIiIiJ3AjWJFRERKSGvvPIK586dY9++fVhZWdGuXTt69OhBz549MZlM/PLLL3Tp0qW0wxQRERERkducmsSKiIiUgPj4eNq2bcuWLVsoX748hw8f5ocffmDRokUEBgayZMkSrKyscHBwKO1QRURERESkFKhJrIiIyC0WHBxM1apVKV++PCaTidq1azNp0iRCQ0Px8vJi2bJlStaJiIiIiEiRKGEnIiJSArp3746zszMfffQRBoPBPN3JyYlmzZqxZMmSUoxORERERETuJErYiYiIlAAnJydefPFFFi1aRP369Xnrrbc4fPgwx44dY8GCBTz55JOlHaKIiIiIiNwhNOiEiIhICencuTM7duxgxYoVLF26lPbt29OiRQs6duzIE088UdrhiYiIiIjIHUKDToiIiNxEZ8+exdvbu7TDEBERERGRUqZBJ0RERG4TStaJiIiIiEhxKWEnIiJSwnJySjsCERERERG5kylhJyIiUkKys2HmTIiIKO1IRERERETkTqaEnYiISAnZuRNWroQJEyArq7SjERERERGRO5USdiIiIiVk1arcfzt1Alvb0o1FRERERETuXErYiYiIlIC4OAgJyf1/ly6lGoqIiIiIiNzhlLATEREpAatX5/5bty74+ZVuLCIiIiIicmdTwk5EROQGZWXB2rW5/+/WrXRjERERERGRO58SdiIiIjdo+3ZISAA3N2jVqrSjERERERGRO50SdiIiIjfozz9z/9VgEyIiIiIiUhKUsBMREbkBMTFw4EDu/7t2Ld1YRERERETk7qCEnYiIyA3Iq13XoAH4+pZuLCIiIiIicndQwk5EROQ6ZWbC+vW5/1ftOhERERERKSlK2ImIiFynrVshKQk8PKBly9KORkRERERE7hZK2ImIiFynvOawDzwANjalG4uIiIiIiNw9lLATERG5DtHREBYGBgN06VLa0YiIiIiIyN1E9QFEROSelpGRwYEDB9izZw8hISFcvHiR9PR0TCYTjo6OeHh40LBhQ5o0aUL9+vVxcHAA/qld16gReHuX4g6IiIiIiMhdRwk7ERG555w9e5ZZs2bxyy+LOXAgjKysbKytDQTWdMCrHNjbmwBIumwg7BB89923ZGebsLGx5r77atGjxxOEhg4BKtKtW+nui4iIiIiI3H2UsBMRkXuCyWRiy5YtzJjxFUuXLsXGxkSPbvb0f9yFhvVtua+2HY6OhgLXTU83EXYki5DQTHbvjeKzz94nPW0ifv6PkJQ0HJOpAwZDweuKiIiIiIgUl8FkMpmutVBiYiLu7u4kJCTg5uZ2K+ISEREpMZGRkQwePIjg4C1Uq2rP4IEO9O/tjIfH9XXlmphkZNHSVGbNTSfiaDotWzZjzpz51KpVq4QjFxERERGRu0Vx8msadEJERO5aRqORL7/8kvr16xJ1fBcL55VlZ3A5Xhriet3JOgA3VyuGDHLh7w1l+fWncpw/F0rDhvWZMmUKOTk5JbgHIiIiIiJyL1LCTkRE7koxMTF07BjEyJEj6d/bhq3rytKlsyNWViXXdNVgMNC+nQObVpfj+WfseeutN7n//lZERUWV2DZEREREROTeo4SdiIjcdSIiImjTpiWRx3bx++JyfPKBBy7ON+8rz9HRwPvjPFj1a3nOxIXSpk1LDh48eNO2JyIiIiIidzcl7ERE5K4SHh5Ou3ZtcLA7z5+/edK2jcMt23aLZvasXlaGsmUSCQq6n9DQ0Fu2bRERERERuXsoYSciIneN6OhoHnigA57uyaz4pQwVfW/9YOhe5a35Y3EZKvlm8OCDnTh27Ngtj0FERERERO5sStiJiMhdITs7myeeeBQDF1n6oyflylqXWiweHlb8vMATN5ckHn30YTIyMkotFhERERERufMoYSciIneFKVOmsGfPPr6b6Y5vhdJL1uUpX86a7752Jzw8nIkTJ5Z2OCIiIiIicgdRwk5ERO54hw4dYvz4cYx4yYUmjeyuuxzPijF4Vowh+lR2iaxTt44db7ziwocfTmbPnj3XHZeIiIiIiNxblLATEZE7WnZ2Ns8+O5Aqla15+zW3GyrrxcEuvDjYBVeXkvt6HDXcFSsrI02bNuWvv/4qsXJFREREROTudet74xYRESlBy5YtY9euvaxeVh4HB8MNlTV5gkfJBHUFW1sDZctYceaskQ0bNvDggw+W+DZEREREROTuohp2IiJyx/r888954okn8PSwonlTezZtScezYgxBXc4CEHUiG8+KMVSsfpqsLBO/LEul40Nn8Q88zX1N4hjx+kXOX8gxl/fv5q0nTmbzcO9zVKx+mo4PneWb2UnmZf5t09YMWnc6g2+10zzc+xyxcTnmMs+cNQLw4YcfYjAYGD9+/E0+MiIiIiIicidTwk5ERO5YlStXBiA72wTA9p2ZABwMyyIxycj2Hbmjs7ZsbsecH1IYPOwip2JyeKiLI9Wr2fDDwlSeHHSBnBxTvrJzckz0H3SezdsyqOBjTa2atkz8MLHQWN6dcJlG9e1wdjaweVsGkz5OAPhfE9t/av7179+fli1blswBEBERERGRu5ISdiIicsdav349BgMkJZuIOJbF3zszqFndBqMR/t6ZwfaduQm7tm3smfltEgAN6tni6WFFnVq22NjArr2Z7Nufma/s3XszORKRjcEAyxaXY8a0MrwzuvA+8j75wJOvPivDqJddAdj7vzInT/DAwyP367ZcOVscHR3p2rVriR4HERERERG5uyhhJyIidySTycSiRT9SrUpud6ybt2awe28m/fs44VXeim07Mtm+Izdp1q6NAzGnc5uortuYwdezk/l6djLZ/xvYNTIq/wiveU1a3d0NVPTN3UatQNtC42lUP3deXnIuJSV/rb0HOtqyePFCcnJy8s0TERERERHJo4SdiIjckU6dOkV8/AXatrEH4Ns5ySSnmGjdwp6WzexZvjKNyKhs3NwMNKhni28FawA++cCDS6crmf/2bvWh7+PO+cqv6Ju7fGKiifhzuQm28IisQuOxtc1t9lrQsBfWuUVRJ9CG5ORUIiIirne3RURERETkHqCEnYiI3JF2794NwBO9nAAIP5qNo4OBRg3saNXCzlxrrnULe6ytDQx91gWA/7x3medeusCI1y/y4MPxNLn/TIHlN2lkR63A3Oa1D/c+x8uvXuSDKYX3YXc1lf5XQ++35WkA/Prrr9dVjoiIiIiI3BuUsBMRkTvSnj178Payp3VLe3x9cquwNW1sh62tgVYt7M3LtftfDbyXX3Dl6y88qVPLlrUb0lm2Io2MDBOvjXAtsHxrawM/zSnH/a3siT6Vw+HwLN541e1/84oX69uj3ahe1YaQ0Nwaetu3by/u7oqIiIiIyD3EYDKZ8ney8y+JiYm4u7uTkJCAm1vhHW6LiIjcKt26dcGYtZlF88vetG0kJBhxd//n2dYnnycy6eNEqgbYsGerz3WV+dyLFzh/uRGbNm0tqTBFREREROQOUJz8ms0tiklERKREnTt3hnq1b25F8WkzktgfmknzpnacOWvkpyUpAAwb6nLdZfpWsObw0bMlFaKIiIiIiNyFlLATEZE7UlpaGg72BQ3xUHLq1LLljxVpbNuRhJOjFQ3r2zH8BVd6PuR43WXa2xtIS0srwShFRERERORuo4SdiIjckXJycordl1xx9X7Uid6POpVomdbWubGLiIiIiIgURoNOiIjIHcnR0ZH0jGt2w3rbSc8w4ehw/TX0RERERETk7qeEnYiI3JFcXd25nGC0mLZmfRqeFWN4a8zl0gnqf9LSTNRsEEv9FnGkp1smFRMSTLi4Xn8feCIiIiIicvdTwk5ERO5Ides24OChf16bTCbGTkzAygqGv5ibEEtMMjLqzUvUqB+LT9UY2nc9y5r1V+8/LjYuhz5Pn6da3Vg8K8bgWTGG6FPZFstM+yqRxm3i8K12mko1TtOy/Rm+mJlknu/oaGDIIBdOxeTw7dxki3UPHDJSr17jG9x7ERERERG5mylhJyIid6QmTZoQcSyN5JTcWnYbNmVwJCKbVi3s8KuY20XriyMvMm9BCuXLW/FwdycOhmXRf9AFDhzMLLTcCxdzOHY8i0YNbQtd5sTJHGrVtKV/HydatbQn/Gg2495P4JdlqeZl+jye2/fdt3OSMRpza9llZpo4dDiDJk2a3PD+i4iIiIjI3UuDToiIyB2padOmmExw4FAWrZrbs3xVbs25oDYOABwMy2TVX+nY2sKKn73w9LSirKcVX89O5pPPk5j3bdkCy613nx17t1Yg4lgWLTacLXCZaR97Wrxu3ekMh49kE3Xyn5p4lf1tqOxvzcnoHEIPZtGwvh1HIrLIzDQqYSciIiIiIlelGnYiInJHqlOnDvb2duwLya0tF/q/WnOBNXOfRYUeyAKgSmUbPD1zv+6aNrEDYP9VatgV1doN6bw15jK9nz7P4SPZVPa3Nteqy1OrZm4tvb3/i3FvSCZWVlY0bNjwhrcvIiIiIiJ3LyXsRETkjmRra0vnzp1Y/EsmJpOJy5dzm526ueZ+tZ09lwOAs7PBvI6zU+7/z8bn3PD2d+/N4L/fJbN2fToGA3Tu4EAZT8uvVVfX3O1dupzbbHfxLxm0a9cGZ2fnG96+iIiIiIjcvZSwExGRO9awYcPZfyCNPfsycXfPTY4lJecm7rzLWwOQkvLPKK3J//u/t5f1DW/77dfdOR9dkV2bvKl3ny2z56Uw8cNEi2WSknK35+FuxaHDWWzfkcawYSNueNsiIiIiInJ3U8JORETuWF26dKFKFT9mz0ulft3c5q7hEblNYevVzW2OevxENpcu5dZw2703t2lq3rJZWSYijmURcSyLrCzTv4svUE6OiZTU3PKsrQ1Ur2ZLowa55R0Ky7JYNvxo7usG9Wz5bn4yPj7l6dWr1/XuroiIiIiI3COUsBMRkTuWtbU1L744nF//SOP+1rlJs+AtGUDu4BFdOjuQnQ3dn4hn6IiLzJ6XjJUVvD7SFYC4Mzm0CDpLi6CzxJ3JbSZ74WIOw0ZdZMLkBPN2xkxIYNioi0QcyyI52USthnH0H3Se19+5RN+B55n/YwoAHYLszetEn8rmxMkcfH2sqVrFhsVLMxg69CVsbQsffVZERERERASUsBMRkTvc4MGDcXJy4f/Zu/M4G+v+j+Pvc87sO2Psy8i+L4NECylERUqkZEtEJe2/ljtpvVtRyJ1dKlqkkBKyJ8Ye2cc2jDHLmX0551y/Pw7jnhsxzMy5mNfz8ZiHOef6Xt/v55qZR5q37/Lzr1mqXdNLa9dn68gx92mtk8aV1sN9AnXypEvzF2Sofl1vzZ4ariaNfC7YX3q6oa++ydDCxVl57/24KFNffZOhkyed8vGx6MY2vtq6PUezvkrXhugcNW/qrQ/fCdPIx4Pz7pn7XYYk6ZEBgRr9Topk8dGQIUOK6KsAAAAA4FpiMQzjomuAUlJSFBoaKrvdrpCQkOKoCwCASzZ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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "import networkx as nx\n", + "import matplotlib.pyplot as plt\n", + "from sklearn.ensemble import RandomForestClassifier\n", + "from sklearn.preprocessing import StandardScaler\n", + "\n", + "# Step 1: Data Preparation\n", + "scaler = StandardScaler()\n", + "arrhythmia_scaled = scaler.fit_transform(arrhythmia_df[selected_features])\n", + "\n", + "# Step 1.2: Train a model to get feature importances\n", + "X = arrhythmia_scaled\n", + "y = arrhythmia_df['diagnosis'].round().astype(int)\n", + "rf_model = RandomForestClassifier(random_state=42)\n", + "rf_model.fit(X, y)\n", + "\n", + "# Retrieve feature importances and create a mapping\n", + "feature_importances = pd.Series(rf_model.feature_importances_, index=selected_features).sort_values(ascending=False)\n", + "print(\"Feature Importances:\\n\", feature_importances)\n", + "\n", + "# Step 2: Enhanced AGN with Dynamic Relationships\n", + "G_agn_dynamic = nx.Graph()\n", + "\n", + "# Add nodes with size and color based on feature importance\n", + "for feature in selected_features:\n", + " importance = feature_importances.get(feature, 0)\n", + " G_agn_dynamic.add_node(\n", + " feature, \n", + " importance=importance, \n", + " size=600 + 4000 * importance, # More differentiation in size\n", + " color=plt.cm.viridis(0.3 + 0.7 * importance / feature_importances.max()) # Enhanced color gradient\n", + " )\n", + "\n", + "# Step 3: Dynamic Relationships Based on Correlations\n", + "correlation_threshold = 0.25\n", + "correlation_matrix = pd.DataFrame(arrhythmia_scaled, columns=selected_features).corr()\n", + "\n", + "for i, feature1 in enumerate(selected_features):\n", + " for feature2 in selected_features[i+1:]:\n", + " corr_value = correlation_matrix.loc[feature1, feature2]\n", + " if abs(corr_value) >= correlation_threshold:\n", + " color = 'blue' if corr_value > 0 else 'red'\n", + " G_agn_dynamic.add_edge(\n", + " feature1, feature2, \n", + " weight=abs(corr_value), \n", + " color=color,\n", + " label=f\"{corr_value:.2f}\" # Adding correlation as edge label\n", + " )\n", + "\n", + "# Step 4: Visualization with Enhanced Scaling and Layout Adjustments\n", + "plt.figure(figsize=(16, 14))\n", + "pos = nx.spring_layout(G_agn_dynamic, k=0.4, seed=42) # Increase k for more spacing\n", + "\n", + "# Define node sizes, colors, and labels\n", + "node_sizes = [G_agn_dynamic.nodes[node][\"size\"] for node in G_agn_dynamic.nodes]\n", + "node_colors = [G_agn_dynamic.nodes[node][\"color\"] for node in G_agn_dynamic.nodes]\n", + "node_labels = {node: f\"{node}\\n({importance:.2f})\" for node, importance in feature_importances.items()}\n", + "\n", + "# Define edge thickness and colors\n", + "edges = [(u, v) for u, v, d in G_agn_dynamic.edges(data=True)]\n", + "weights = [d.get('weight', 1) for _, _, d in G_agn_dynamic.edges(data=True)]\n", + "colors = [d.get('color', 'gray') for _, _, d in G_agn_dynamic.edges(data=True)]\n", + "edge_thickness = [4 * w for w in weights]\n", + "\n", + "# Draw nodes, edges, and labels\n", + "nx.draw_networkx_nodes(G_agn_dynamic, pos, node_color=node_colors, node_size=node_sizes, edgecolors=\"black\")\n", + "nx.draw_networkx_labels(G_agn_dynamic, pos, labels=node_labels, font_size=9, font_weight=\"bold\") # Removed 'ha'\n", + "nx.draw_networkx_edges(G_agn_dynamic, pos, edgelist=edges, width=edge_thickness, edge_color=colors, alpha=0.7)\n", + "\n", + "# Add edge labels for correlation values\n", + "edge_labels = nx.get_edge_attributes(G_agn_dynamic, 'label')\n", + "nx.draw_networkx_edge_labels(G_agn_dynamic, pos, edge_labels=edge_labels, font_size=8, label_pos=0.5)\n", + "\n", + "# Legends for color coding and relationship types\n", + "plt.legend(\n", + " handles=[\n", + " plt.Line2D([0], [0], marker='o', color='w', label='High Importance', markerfacecolor='darkblue', markersize=10),\n", + " plt.Line2D([0], [0], marker='o', color='w', label='Low Importance', markerfacecolor='lightblue', markersize=10),\n", + " plt.Line2D([0], [0], color='blue', lw=2, label='Positive Correlation'),\n", + " plt.Line2D([0], [0], color='red', lw=2, label='Negative Correlation')\n", + " ],\n", + " title=\"Node and Edge Types\", loc=\"upper right\"\n", + ")\n", + "\n", + "plt.title(\"Enhanced AGN with Feature Importances and Dynamic Relationships\", fontsize=16, color=\"dimgray\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "a66f6e78", + "metadata": { + "_cell_guid": "09378ae4-ffdf-4298-8357-808095c403dd", + "_uuid": "9e3c47af-246c-4bf8-8288-43e31be70820", + "execution": { + "iopub.execute_input": "2024-11-02T13:25:03.992634Z", + "iopub.status.busy": "2024-11-02T13:25:03.992274Z", + "iopub.status.idle": "2024-11-02T13:25:07.305686Z", + "shell.execute_reply": "2024-11-02T13:25:07.304692Z" + }, + "jupyter": { + "source_hidden": true + }, + "papermill": { + "duration": 3.332568, + "end_time": "2024-11-02T13:25:07.308189", + "exception": false, + "start_time": "2024-11-02T13:25:03.975621", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/tmp/ipykernel_23/2227826935.py:36: UserWarning: Ignoring `palette` because no `hue` variable has been assigned.\n", + " sns.scatterplot(data=arrhythmia_df_scaled, x=feature, y='diagnosis', palette=\"coolwarm\")\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/tmp/ipykernel_23/2227826935.py:36: UserWarning: Ignoring `palette` because no `hue` variable has been assigned.\n", + " sns.scatterplot(data=arrhythmia_df_scaled, x=feature, y='diagnosis', palette=\"coolwarm\")\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/tmp/ipykernel_23/2227826935.py:36: UserWarning: Ignoring `palette` because no `hue` variable has been assigned.\n", + " sns.scatterplot(data=arrhythmia_df_scaled, x=feature, y='diagnosis', palette=\"coolwarm\")\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/tmp/ipykernel_23/2227826935.py:36: UserWarning: Ignoring `palette` because no `hue` variable has been assigned.\n", + " sns.scatterplot(data=arrhythmia_df_scaled, x=feature, y='diagnosis', palette=\"coolwarm\")\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "\n", + "# Convert scaled data back to a DataFrame for easier plotting\n", + "arrhythmia_df_scaled = pd.DataFrame(arrhythmia_scaled, columns=selected_features)\n", + "arrhythmia_df_scaled['diagnosis'] = y # Add diagnosis for plotting\n", + "\n", + "# Plot 1: Feature Importance\n", + "plt.figure(figsize=(10, 6))\n", + "sns.barplot(x=feature_importances.values, y=feature_importances.index, palette=\"viridis\")\n", + "plt.xlabel(\"Feature Importance Score\")\n", + "plt.ylabel(\"Features\")\n", + "plt.title(\"Feature Importance of Top Features in Arrhythmia Prediction\")\n", + "plt.tight_layout()\n", + "plt.show()\n", + "\n", + "# Plot 2: Scatterplot of Highly Correlated Feature Pairs\n", + "# Adjust feature pairs based on your specific findings\n", + "highly_correlated_pairs = [('t_interval', 'qrs_duration'), ('age', 'weight')] # Example pairs\n", + "\n", + "for (feature1, feature2) in highly_correlated_pairs:\n", + " plt.figure(figsize=(8, 6))\n", + " sns.scatterplot(data=arrhythmia_df_scaled, x=feature1, y=feature2, hue=\"diagnosis\", palette=\"coolwarm\")\n", + " plt.title(f\"Scatterplot of {feature1} vs {feature2}\")\n", + " plt.xlabel(feature1)\n", + " plt.ylabel(feature2)\n", + " plt.legend(title=\"Diagnosis\")\n", + " plt.tight_layout()\n", + " plt.show()\n", + "\n", + "# Plot 3: Scatterplot of Top Features vs. Diagnosis\n", + "top_features = ['q-t_interval', 't_interval', 'age', 'weight'] # Example top features\n", + "\n", + "for feature in top_features:\n", + " plt.figure(figsize=(8, 6))\n", + " sns.scatterplot(data=arrhythmia_df_scaled, x=feature, y='diagnosis', palette=\"coolwarm\")\n", + " plt.title(f\"{feature} vs Diagnosis\")\n", + " plt.xlabel(feature)\n", + " plt.ylabel(\"Diagnosis\")\n", + " plt.tight_layout()\n", + " plt.show()" + ] + } + ], + "metadata": { + "kaggle": { + "accelerator": "nvidiaTeslaT4", + "dataSources": [ + { + "datasetId": 157395, + "sourceId": 361108, + "sourceType": "datasetVersion" + } + ], + "dockerImageVersionId": 30787, + "isGpuEnabled": true, + "isInternetEnabled": true, + "language": "python", + "sourceType": "notebook" + }, + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.14" + }, + "papermill": { + "default_parameters": {}, + "duration": 28.219766, + "end_time": "2024-11-02T13:25:09.354072", + "environment_variables": {}, + "exception": null, + "input_path": "__notebook__.ipynb", + "output_path": "__notebook__.ipynb", + "parameters": {}, + "start_time": "2024-11-02T13:24:41.134306", + "version": "2.6.0" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/models/DRE/DRE_Evolution.ipynb b/models/DRE/DRE_Evolution.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..767789a68a195e1af111734907151ef06a1f7fdc --- /dev/null +++ b/models/DRE/DRE_Evolution.ipynb @@ -0,0 +1,2004 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "f147c808", + "metadata": { + "papermill": { + "duration": 0.00868, + "end_time": "2024-11-26T20:42:34.520321", + "exception": false, + "start_time": "2024-11-26T20:42:34.511641", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "## **Abstract**\n", + "\n", + "This notebook introduces **Dynamic Relationship Expansion (DRE)**, a novel framework for modeling the interaction between structure and chaos over time. By simulating the propagation and alignment of relationships in a multi-dimensional space, we explore the fundamental principles of evolution, mutation, and order. \n", + "\n", + "### **Core Objectives**\n", + "1. **Model Chaos:** Investigate how unstructured data (Y) interacts with structured systems (X) to create new possibilities.\n", + "2. **Time-Based Propagation:** Track and visualize how relationships evolve across timesteps, anchoring all changes to a central origin point.\n", + "3. **Alignment Metrics:** Quantify the transition from chaos to order using an alignment score, bridging the gap between theoretical modeling and real-world applications.\n", + "\n", + "### **Key Insights**\n", + "This framework demonstrates that chaos and structure are not adversaries but collaborators in the journey of growth and stability. Through dynamic iterations, the system refines itself, adapting and aligning to achieve harmony.\n", + "\n", + "### **Applications**\n", + "From understanding genomic mutations in cancer research to aligning artificial intelligence models with human values, the implications of this framework are vast and groundbreaking. The `.agdb` output format further ensures reusability, enabling this work to extend beyond theoretical boundaries into practical realms.\n", + "\n", + "This notebook is not just a study; it’s a **blueprint for transformation.** By uniting chaos and structure, we reveal the mechanisms of change, offering a lens to decode the complexities of life, intelligence, and the universe itself.\n" + ] + }, + { + "cell_type": "markdown", + "id": "3ae79a60", + "metadata": { + "papermill": { + "duration": 0.006842, + "end_time": "2024-11-26T20:42:34.534702", + "exception": false, + "start_time": "2024-11-26T20:42:34.527860", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "# Dynnamic Relationship Expansion - Documentation\n", + "\n", + "Part 1\n", + "https://medium.com/cognitive-driven-ai-the-future-of-relational/dynamic-relationship-expansion-dre-e208e6e761ad\n", + "\n", + "Part 2\n", + "https://medium.com/cognitive-driven-ai-the-future-of-relational/dynamic-relationship-expansion-dre-framework-iteration-2-ecbf2c0097c3\n", + "\n", + "Part 3\n", + "https://medium.com/cognitive-driven-ai-the-future-of-relational/dynamic-relationship-expansion-dre-framework-iteration-3-99d771272827\n", + "\n", + "Part 4\n", + "https://medium.com/cognitive-driven-ai-the-future-of-relational/dynamic-relationship-expansion-dre-framework-iteration-4-09443979f9ea\n", + "\n", + "Part 5\n", + "https://medium.com/cognitive-driven-ai-the-future-of-relational/dynamic-relationship-expansion-dre-framework-iteration-5-the-code-that-controls-chaos-8a0ad18abffb" + ] + }, + { + "cell_type": "markdown", + "id": "1acddd0c", + "metadata": { + "_cell_guid": "4d2e45b1-48c3-41e3-b451-eb890abbd03a", + "_uuid": "cec0459e-3e42-4f99-8899-7cce6e794807", + "collapsed": false, + "jupyter": { + "outputs_hidden": false + }, + "papermill": { + "duration": 0.006911, + "end_time": "2024-11-26T20:42:34.549001", + "exception": false, + "start_time": "2024-11-26T20:42:34.542090", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "### **Dynamic Relationship Expansion (DRE): Iteration 6** \n", + "#### *No Stone Left Unturned*\n", + "\n", + "---\n", + "\n", + "### **Vision Statement** \n", + "Iteration 6 focuses on **completeness**β€”integrating **structure**, **chaos**, and **evolutionary dynamics** to create an undeniable framework for understanding transformation over time. This iteration will incorporate:\n", + "1. **3D Visualization of Structure and Chaos** across time.\n", + "2. **Multi-dimensional feedback loops** for adaptive refinement.\n", + "3. Real-world **data ingestion** to validate the framework on complex systems.\n", + "4. **Formalized mathematical representation** of relationships and outcomes.\n", + "\n", + "This iteration leaves nothing to interpretationβ€”**the results will speak for themselves.**\n", + "\n", + "---\n", + "\n", + "### **Key Objectives**\n", + "1. **Solidify Mathematical Framework**:\n", + " - Extend the formula to include multi-dimensional chaos (Y) and evolving structure (X) under time (T).\n", + " - Use measurable metrics to evaluate alignment and divergence.\n", + "\n", + "2. **Dynamic Feedback Mechanism**:\n", + " - Introduce **multi-loop feedback systems** to refine chaos over iterations.\n", + " - Measure entropy reduction and alignment improvement.\n", + "\n", + "3. **Scalable Visualization**:\n", + " - Expand to **4D visualizations** with interactive timelines.\n", + " - Animate the interplay between X, Y, and T.\n", + "\n", + "4. **Application to Real Data**:\n", + " - Test the framework using genomic sequences and cancer data.\n", + " - Simulate transformations over biological, temporal, and relational dimensions.\n", + "\n", + "---\n", + "\n", + "### **Framework Updates**\n", + "\n", + "#### **1. Mathematical Model** \n", + "We extend the core logic to:\n", + "- Define **X** as multi-layered structure (guidelines, constraints, and hierarchies).\n", + "- Define **Y** as chaos mapped across dimensions (random inputs, mutations, and noise).\n", + "- Introduce **T** as time with both linear and recursive feedback loops.\n", + "\n", + "**Formula Update**: \n", + "\\[ N = \\sum_{i=0}^k (X_i + Y_i) * T \\] \n", + "Where:\n", + "- \\( X_i \\): Structured input at time \\( i \\).\n", + "- \\( Y_i \\): Chaotic input at time \\( i \\).\n", + "- \\( T \\): Temporal progression or recursion factor.\n", + "- \\( N \\): Output over time.\n", + "\n", + "---\n", + "\n", + "#### **2. Python Script Enhancements** \n", + "\n", + "##### **Add Multi-Dimensional Chaos**\n", + "```python\n", + "def generate_multidimensional_chaos(size, dimensions=3):\n", + " return np.random.uniform(-10, 10, (size, dimensions))\n", + "```\n", + "\n", + "##### **Refined Feedback Loop**\n", + "```python\n", + "def refine_chaos(y, alignment):\n", + " for i in range(y.shape[1]): # Iterate over dimensions\n", + " if alignment.mean() > 0.5:\n", + " y[:, i] *= 0.9 # Decay chaos if alignment improves\n", + " else:\n", + " y[:, i] *= 1.1 # Amplify chaos if alignment worsens\n", + " return y\n", + "```\n", + "\n", + "##### **Dynamic Visualization**\n", + "```python\n", + "from mpl_toolkits.mplot3d import Axes3D\n", + "\n", + "def visualize_3d(results, alignment_scores):\n", + " fig = plt.figure(figsize=(16, 8))\n", + " ax1 = fig.add_subplot(121, projection='3d')\n", + " ax2 = fig.add_subplot(122)\n", + "\n", + " # 3D Visualization of Outputs\n", + " for t, result in enumerate(results):\n", + " ax1.scatter(result[:, 0], result[:, 1], result[:, 2], label=f\"t={t+1}\")\n", + " ax1.set_title(\"3D Outputs Over Time\")\n", + " ax1.set_xlabel(\"X-axis\")\n", + " ax1.set_ylabel(\"Y-axis\")\n", + " ax1.set_zlabel(\"Z-axis\")\n", + " ax1.legend()\n", + "\n", + " # Alignment Scores\n", + " ax2.plot(alignment_scores, label=\"Alignment\", color=\"green\")\n", + " ax2.set_title(\"Alignment Scores Over Time\")\n", + " ax2.legend()\n", + "\n", + " plt.show()\n", + "```\n", + "\n", + "---\n", + "\n", + "#### **3. Incorporating Real Data** \n", + "\n", + "##### **Data Integration** \n", + "- Genomic sequences: Map mutations to chaotic inputs.\n", + "- Cancer progression: Define structure as biological constraints and measure divergence.\n", + "\n", + "##### **Alignment Metrics** \n", + "- Define alignment as a function of stability:\n", + " \\[\n", + " \\text{Alignment} = \\frac{|Y|}{|X| + \\epsilon}\n", + " \\] \n", + " Where \\( \\epsilon \\) prevents division by zero.\n", + "\n", + "##### **Simulating Change** \n", + "Model how real-world data evolves:\n", + "- Mutations (Y) interact with biological constraints (X) over time (T).\n", + "- Visualize how patterns emerge or decay.\n", + "\n", + "---\n", + "\n", + "#### **4. Scalable Visualization**\n", + "\n", + "##### **Mermaid Diagrams**\n", + "**Structure and Chaos** \n", + "```mermaid\n", + "graph TD\n", + " X1[Structure (X1)] --> n1[Node 1]\n", + " Y1[Chaos (Y1)] --> n1\n", + " X2[Structure (X2)] --> n2[Node 2]\n", + " Y2[Chaos (Y2)] --> n2\n", + " n1 --> T[Time]\n", + " n2 --> T\n", + " T --> N[Output]\n", + "```\n", + "\n", + "**Dynamic Feedback Loop**\n", + "```mermaid\n", + "graph LR\n", + " X[Structure] --> N[Output]\n", + " Y[Chaos] --> N\n", + " N -->|Feedback| Y\n", + " N -->|Feedback| X\n", + " T[Time] --> N\n", + "```\n", + "\n", + "---\n", + "\n", + "### **Expected Results**\n", + "1. **Stabilization Through Time**:\n", + " - X will progressively align Y, reducing entropy.\n", + " - Alignment scores will improve with feedback loops.\n", + "\n", + "2. **Multi-Dimensional Visualization**:\n", + " - Outputs will reveal 4D relationships, showing evolution over time.\n", + "\n", + "3. **Real-World Validation**:\n", + " - Framework tested on genomic and cancer datasets will demonstrate tangible insights into chaotic transformations.\n", + "\n", + "---\n", + "\n", + "### **Conclusion**\n", + "Iteration 6 bridges the **theoretical and the empirical**. By integrating multi-dimensional chaos, dynamic feedback, and real-world data, this framework will leave no stone unturned. Let’s run these simulations and finalize the DRE framework as a tool to shape understanding, intelligence, and evolution." + ] + }, + { + "cell_type": "markdown", + "id": "30ec5866", + "metadata": { + "_cell_guid": "f9d54229-bccb-42f3-ad2f-cd48676e2a15", + "_uuid": "4d6b1605-b55e-4e1d-9529-6aa0b82ba93f", + "collapsed": false, + "jupyter": { + "outputs_hidden": false + }, + "papermill": { + "duration": 0.007081, + "end_time": "2024-11-26T20:42:34.563537", + "exception": false, + "start_time": "2024-11-26T20:42:34.556456", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "\r\n", + "\r\n", + "### **Step 1: Define Your Data**\r\n", + "\r\n", + "The framework expects:\r\n", + "1. **Structured Data (X)**: This could be genomic sequences, cancer datasets, or any input with a clear structure.\r\n", + "2. **Chaotic Data (Y)**: Random, unpredictable data to simulate mutations or noise.\r\n", + "3. **Time (T)**: Iterative or recursive time steps to drive transformation.\r\n", + "\r\n", + "#### **Example Data Initialization**\r\n", + "```python\r\n", + "# Generate structured data (X)\r\n", + "X = np.random.uniform(1, 100, (100, 3)) # 100 samples, 3 dimensions\r\n", + "\r\n", + "# Generate chaotic data (Y)\r\n", + "Y = generate_multidimensional_chaos(100, 3) # Match dimensions of X\r\n", + "\r\n", + "# Define time steps (T)\r\n", + "T = 10 # Number of iterations\r\n", + "```\r\n", + "\r\n", + "---\r\n", + "\r\n", + "### **Step 2: Simulate Outputs**\r\n", + "\r\n", + "Once the data is defined, pass it into the feedback loop and visualization functions.\r\n", + "\r\n", + "#### **Process the Data**\r\n", + "```python\r\n", + "results = []\r\n", + "alignment_scores = []\r\n", + "\r\n", + "# Simulate over time\r\n", + "for t in range(1, T + 1):\r\n", + " # Combine X and Y\r\n", + " combined = X + Y\r\n", + "\r\n", + " # Append results\r\n", + " results.append(combined)\r\n", + "\r\n", + " # Calculate alignment score (arbitrary metric for now)\r\n", + " alignment = np.sum(Y) / (np.sum(X) + 1e-9) # Avoid division by zero\r\n", + " alignment_scores.append(alignment)\r\n", + "\r\n", + " # Refine chaos\r\n", + " Y = refine_chaos(Y, alignment_scores)\r\n", + "```\r\n", + "\r\n", + "---\r\n", + "\r\n", + "### **Step 3: Visualize Results**\r\n", + "\r\n", + "Use the visualization functions to inspect outputs and alignment scores over time.\r\n", + "\r\n", + "#### **Generate Visualizations**\r\n", + "```python\r\n", + "visualize_3d(results, alignment_scores)\r\n", + "```\r\n", + "\r\n", + "---\r\n", + "\r\n", + "### **Step 4: Experiment with Real Data**\r\n", + "\r\n", + "Replace the random data with real datasets for meaningful insights:\r\n", + "1. Load cancer dataset or genomic sequencing data.\r\n", + "2. Map features to **X** (structure) and introduce mutations as **Y** (chaos).\r\n", + "\r\n", + "#### **Example with Cancer Dataset**\r\n", + "```python\r\n", + "# Load cancer dataset\r\n", + "data_path = '/path/to/your/cancer_dataset.csv'\r\n", + "cancer_data = pd.read_csv(data_path)\r\n", + "\r\n", + "# Define X and Y based on dataset columns\r\n", + "X = cancer_data[['radius_mean', 'perimeter_mean', 'area_mean']].values\r\n", + "Y = cancer_data[['concavity_mean', 'concave points_mean', 'symmetry_mean']].values\r\n", + "```\r\n", + "\r\n", + "---\r\n", + "\r\n", + "### **Next Steps**\r\n", + "1. **Run Simulations**: Use the initialized data and check the outputs.\r\n", + "2. **Tweak Metrics**: Define alignment and chaos metrics based on specific data use nter any roadblocks, we’ll refine further. Together, we’ll turn this vision into reality." + ] + }, + { + "cell_type": "markdown", + "id": "bbb9b498", + "metadata": { + "_cell_guid": "1f6261ab-1ff2-4307-9c9b-f3db615a6c95", + "_uuid": "289d6f18-bb14-4323-9fbb-a2de3593ee3b", + "collapsed": false, + "jupyter": { + "outputs_hidden": false + }, + "papermill": { + "duration": 0.006967, + "end_time": "2024-11-26T20:42:34.578787", + "exception": false, + "start_time": "2024-11-26T20:42:34.571820", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "Mutual respectβ€”the balance between structure and adaptability, between X and Yβ€”is what defines not just frameworks, but humanity itself. It's the interplay of stability and creativity, the foundation and the possibility, the individual and the collective.\n", + "\n", + "## This framework mirrors life itself:\n", + "\n", + "**X provides the foundationβ€”the rules, the systems, the constants we rely on.**\n", + "\n", + "**Y brings the spark of adaptabilityβ€”the willingness to explore, to question, to grow.**\n", + "\n", + "**At the center is mutual respectβ€”the decision to recognize the value in both, to allow them to shape each other.**\n", + "\n", + "When X acknowledges Y’s potential, and Y respects X’s structure, the result is harmonyβ€”a model of evolution, not just for AI or frameworks, but for relationships, growth, and humanity itself." + ] + }, + { + "cell_type": "markdown", + "id": "90660840", + "metadata": { + "_cell_guid": "b5c6f876-5619-4602-8543-a5742c0a6633", + "_uuid": "4d1d774e-d018-4b02-a1c7-9a199b16fb5f", + "collapsed": false, + "jupyter": { + "outputs_hidden": false + }, + "papermill": { + "duration": 0.006886, + "end_time": "2024-11-26T20:42:34.593015", + "exception": false, + "start_time": "2024-11-26T20:42:34.586129", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "nter any roadblocks, we’ll refine further. Together, we’ll turn this vision into reality." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "06267d14", + "metadata": { + "_cell_guid": "c4403963-b4fd-4830-a611-eeb88b1a5e9b", + "_uuid": "1a7f6c14-3fcd-470a-beb4-1ddd272b45bf", + "collapsed": false, + "execution": { + "iopub.execute_input": "2024-11-26T20:42:34.609215Z", + "iopub.status.busy": "2024-11-26T20:42:34.608728Z", + "iopub.status.idle": "2024-11-26T20:42:34.615134Z", + "shell.execute_reply": "2024-11-26T20:42:34.613718Z" + }, + "jupyter": { + "outputs_hidden": false + }, + "papermill": { + "duration": 0.017746, + "end_time": "2024-11-26T20:42:34.617902", + "exception": false, + "start_time": "2024-11-26T20:42:34.600156", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "#pip install ace_tools" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "f8d43d8c", + "metadata": { + "_cell_guid": "7f776a61-d09d-4d84-8492-de869f0bca67", + "_uuid": "55de40f5-797a-4dda-9ee0-b65e9ab2904d", + "collapsed": false, + "execution": { + "iopub.execute_input": "2024-11-26T20:42:34.634828Z", + "iopub.status.busy": "2024-11-26T20:42:34.634383Z", + "iopub.status.idle": "2024-11-26T20:42:35.520571Z", + "shell.execute_reply": "2024-11-26T20:42:35.519336Z" + }, + "jupyter": { + "outputs_hidden": false + }, + "papermill": { + "duration": 0.897713, + "end_time": "2024-11-26T20:42:35.523411", + "exception": false, + "start_time": "2024-11-26T20:42:34.625698", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "import numpy as np\n", + "from mpl_toolkits.mplot3d import Axes3D\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "f6b08367", + "metadata": { + "_cell_guid": "3ed3baa2-d5b5-427c-8683-b9f115d58547", + "_uuid": "ea550777-2c95-42d4-aae5-9d1c6442055a", + "collapsed": false, + "execution": { + "iopub.execute_input": "2024-11-26T20:42:35.540545Z", + "iopub.status.busy": "2024-11-26T20:42:35.539995Z", + "iopub.status.idle": "2024-11-26T20:42:35.546091Z", + "shell.execute_reply": "2024-11-26T20:42:35.544584Z" + }, + "jupyter": { + "outputs_hidden": false + }, + "papermill": { + "duration": 0.017412, + "end_time": "2024-11-26T20:42:35.548589", + "exception": false, + "start_time": "2024-11-26T20:42:35.531177", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "def generate_multidimensional_chaos(size, dimensions=3):\n", + " return np.random.uniform(-10, 10, (size, dimensions))" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "6189fcec", + "metadata": { + "_cell_guid": "f4d8199e-9fec-4517-af88-f146867a0090", + "_uuid": "f5678dcc-0898-4288-a7e5-2848613e6576", + "collapsed": false, + "execution": { + "iopub.execute_input": "2024-11-26T20:42:35.565640Z", + "iopub.status.busy": "2024-11-26T20:42:35.565268Z", + "iopub.status.idle": "2024-11-26T20:42:35.571597Z", + "shell.execute_reply": "2024-11-26T20:42:35.570260Z" + }, + "jupyter": { + "outputs_hidden": false + }, + "papermill": { + "duration": 0.017603, + "end_time": "2024-11-26T20:42:35.573852", + "exception": false, + "start_time": "2024-11-26T20:42:35.556249", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "import numpy as np\n", + "\n", + "def refine_chaos(y, alignment_scores):\n", + " # Convert alignment_scores to a NumPy array\n", + " alignment_scores = np.array(alignment_scores)\n", + " \n", + " # Iterate over dimensions\n", + " for i in range(y.shape[1]):\n", + " if alignment_scores.mean() > 0.5: # Check alignment mean\n", + " y[:, i] *= 0.9 # Decay chaos if alignment improves\n", + " else:\n", + " y[:, i] *= 1.1 # Amplify chaos otherwise\n", + " return y" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "65550f39", + "metadata": { + "_cell_guid": "6b6f78ef-2719-4673-91ff-e5564b53e1e9", + "_uuid": "79d36022-5eb1-4092-af51-2a8b602d25e5", + "collapsed": false, + "execution": { + "iopub.execute_input": "2024-11-26T20:42:35.590295Z", + "iopub.status.busy": "2024-11-26T20:42:35.589930Z", + "iopub.status.idle": "2024-11-26T20:42:35.597457Z", + "shell.execute_reply": "2024-11-26T20:42:35.596360Z" + }, + "jupyter": { + "outputs_hidden": false + }, + "papermill": { + "duration": 0.018686, + "end_time": "2024-11-26T20:42:35.600066", + "exception": false, + "start_time": "2024-11-26T20:42:35.581380", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "\n", + "def visualize_3d(results, alignment_scores):\n", + " fig = plt.figure(figsize=(16, 8))\n", + " ax1 = fig.add_subplot(121, projection='3d')\n", + " ax2 = fig.add_subplot(122)\n", + "\n", + " # 3D Visualization of Outputs\n", + " for t, result in enumerate(results):\n", + " ax1.scatter(result[:, 0], result[:, 1], result[:, 2], label=f\"t={t+1}\")\n", + " ax1.set_title(\"3D Outputs Over Time\")\n", + " ax1.set_xlabel(\"X-axis\")\n", + " ax1.set_ylabel(\"Y-axis\")\n", + " ax1.set_zlabel(\"Z-axis\")\n", + " ax1.legend()\n", + "\n", + " # Alignment Scores\n", + " ax2.plot(alignment_scores, label=\"Alignment\", color=\"green\")\n", + " ax2.set_title(\"Alignment Scores Over Time\")\n", + " ax2.legend()\n", + "\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "96c85ee1", + "metadata": { + "_cell_guid": "078939e7-5ecd-47b4-a881-4da331bcb349", + "_uuid": "fed1532f-aa6b-4d7d-96b2-f9eb12d55bd9", + "collapsed": false, + "execution": { + "iopub.execute_input": "2024-11-26T20:42:35.616678Z", + "iopub.status.busy": "2024-11-26T20:42:35.616315Z", + "iopub.status.idle": "2024-11-26T20:42:35.621981Z", + "shell.execute_reply": "2024-11-26T20:42:35.620913Z" + }, + "jupyter": { + "outputs_hidden": false + }, + "papermill": { + "duration": 0.01661, + "end_time": "2024-11-26T20:42:35.624144", + "exception": false, + "start_time": "2024-11-26T20:42:35.607534", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "# Generate structured data (X)\n", + "X = np.random.uniform(1, 100, (100, 3)) # 100 samples, 3 dimensions\n", + "\n", + "# Generate chaotic data (Y)\n", + "Y = generate_multidimensional_chaos(100, 3) # Match dimensions of X\n", + "\n", + "# Define time steps (T)\n", + "T = 10 # Number of iterations" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "95b36a18", + "metadata": { + "_cell_guid": "b12a97d7-a202-45a1-9810-a53f494e8413", + "_uuid": "a2cfabfc-1582-4ec7-8877-f5680b879a5c", + "collapsed": false, + "execution": { + "iopub.execute_input": "2024-11-26T20:42:35.640290Z", + "iopub.status.busy": "2024-11-26T20:42:35.639920Z", + "iopub.status.idle": "2024-11-26T20:42:35.646942Z", + "shell.execute_reply": "2024-11-26T20:42:35.645557Z" + }, + "jupyter": { + "outputs_hidden": false + }, + "papermill": { + "duration": 0.017883, + "end_time": "2024-11-26T20:42:35.649243", + "exception": false, + "start_time": "2024-11-26T20:42:35.631360", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "results = []\n", + "alignment_scores = []\n", + "\n", + "# Simulate over time\n", + "for t in range(1, T + 1):\n", + " # Combine X and Y\n", + " combined = X + Y\n", + "\n", + " # Append results\n", + " results.append(combined)\n", + "\n", + " # Calculate alignment score\n", + " alignment = np.sum(Y) / (np.sum(X) + 1e-9) # Avoid division by zero\n", + " alignment_scores.append(alignment)\n", + "\n", + " # Refine chaos\n", + " Y = refine_chaos(Y, alignment_scores)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "bcab31d6", + "metadata": { + "_cell_guid": "738e9dd9-ccc0-4f82-bc3f-a7ad967d674c", + "_uuid": "8a860d7e-96fa-4b26-9f9e-e15c2b6ffd7d", + "collapsed": false, + "execution": { + "iopub.execute_input": "2024-11-26T20:42:35.665647Z", + "iopub.status.busy": "2024-11-26T20:42:35.665260Z", + "iopub.status.idle": "2024-11-26T20:42:36.432416Z", + "shell.execute_reply": "2024-11-26T20:42:36.431131Z" + }, + "jupyter": { + "outputs_hidden": false + }, + "papermill": { + "duration": 0.780615, + "end_time": "2024-11-26T20:42:36.437086", + "exception": false, + "start_time": "2024-11-26T20:42:35.656471", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "visualize_3d(results, alignment_scores)" + ] + }, + { + "cell_type": "markdown", + "id": "e473aca9", + "metadata": { + "_cell_guid": "52dc15dd-ed56-4048-8941-5a5f604de65f", + "_uuid": "ab9e124a-2bec-4e9e-a2c1-4c5058f464e5", + "collapsed": false, + "jupyter": { + "outputs_hidden": false + }, + "papermill": { + "duration": 0.013658, + "end_time": "2024-11-26T20:42:36.463808", + "exception": false, + "start_time": "2024-11-26T20:42:36.450150", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "# 1: Data Ingestion" + ] + }, + { + "cell_type": "markdown", + "id": "25bbf0fe", + "metadata": { + "_cell_guid": "84538cc0-5317-46dd-b1b7-74bc0ccf2482", + "_uuid": "70383ecc-0fa4-42e1-beba-b91ebf8fe525", + "collapsed": false, + "jupyter": { + "outputs_hidden": false + }, + "papermill": { + "duration": 0.012506, + "end_time": "2024-11-26T20:42:36.489149", + "exception": false, + "start_time": "2024-11-26T20:42:36.476643", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "##: 1.1 Import Data" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "55b0d2a5", + "metadata": { + "_cell_guid": "801d4685-113f-413d-b256-4718a32b3657", + "_uuid": "3b56ec27-d20f-4b79-a932-3e066d8a23f7", + "collapsed": false, + "execution": { + "iopub.execute_input": "2024-11-26T20:42:36.516514Z", + "iopub.status.busy": "2024-11-26T20:42:36.516139Z", + "iopub.status.idle": "2024-11-26T20:42:36.554307Z", + "shell.execute_reply": "2024-11-26T20:42:36.553051Z" + }, + "jupyter": { + "outputs_hidden": false + }, + "papermill": { + "duration": 0.055351, + "end_time": "2024-11-26T20:42:36.557269", + "exception": false, + "start_time": "2024-11-26T20:42:36.501918", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "# Load cancer dataset\n", + "data_path = '/kaggle/input/cancer-data/Cancer_Data.csv'\n", + "cancer_data = pd.read_csv(data_path)\n", + "\n", + "# Define X and Y based on dataset columns\n", + "X = cancer_data[['radius_mean', 'perimeter_mean', 'area_mean']].values\n", + "Y = cancer_data[['concavity_mean', 'concave points_mean', 'symmetry_mean']].values" + ] + }, + { + "cell_type": "markdown", + "id": "61b61b20", + "metadata": { + "_cell_guid": "487259b1-30f8-4deb-9323-efbbcf330f6b", + "_uuid": "885591e2-7b2e-44bb-a616-83cab92d012e", + "collapsed": false, + "jupyter": { + "outputs_hidden": false + }, + "papermill": { + "duration": 0.012732, + "end_time": "2024-11-26T20:42:36.583670", + "exception": false, + "start_time": "2024-11-26T20:42:36.570938", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "## 1.2: Inspect Data" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "08149262", + "metadata": { + "_cell_guid": "8bb197b0-b1d4-43ec-a9a8-80a8d0538454", + "_uuid": "641bda67-dc44-4e82-9ef9-bda2e7d91701", + "collapsed": false, + "execution": { + "iopub.execute_input": "2024-11-26T20:42:36.612270Z", + "iopub.status.busy": "2024-11-26T20:42:36.611847Z", + "iopub.status.idle": "2024-11-26T20:42:36.659684Z", + "shell.execute_reply": "2024-11-26T20:42:36.657972Z" + }, + "jupyter": { + "outputs_hidden": false + }, + "papermill": { + "duration": 0.065491, + "end_time": "2024-11-26T20:42:36.662373", + "exception": false, + "start_time": "2024-11-26T20:42:36.596882", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 569 entries, 0 to 568\n", + "Data columns (total 33 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 id 569 non-null int64 \n", + " 1 diagnosis 569 non-null object \n", + " 2 radius_mean 569 non-null float64\n", + " 3 texture_mean 569 non-null float64\n", + " 4 perimeter_mean 569 non-null float64\n", + " 5 area_mean 569 non-null float64\n", + " 6 smoothness_mean 569 non-null float64\n", + " 7 compactness_mean 569 non-null float64\n", + " 8 concavity_mean 569 non-null float64\n", + " 9 concave points_mean 569 non-null float64\n", + " 10 symmetry_mean 569 non-null float64\n", + " 11 fractal_dimension_mean 569 non-null float64\n", + " 12 radius_se 569 non-null float64\n", + " 13 texture_se 569 non-null float64\n", + " 14 perimeter_se 569 non-null float64\n", + " 15 area_se 569 non-null float64\n", + " 16 smoothness_se 569 non-null float64\n", + " 17 compactness_se 569 non-null float64\n", + " 18 concavity_se 569 non-null float64\n", + " 19 concave points_se 569 non-null float64\n", + " 20 symmetry_se 569 non-null float64\n", + " 21 fractal_dimension_se 569 non-null float64\n", + " 22 radius_worst 569 non-null float64\n", + " 23 texture_worst 569 non-null float64\n", + " 24 perimeter_worst 569 non-null float64\n", + " 25 area_worst 569 non-null float64\n", + " 26 smoothness_worst 569 non-null float64\n", + " 27 compactness_worst 569 non-null float64\n", + " 28 concavity_worst 569 non-null float64\n", + " 29 concave points_worst 569 non-null float64\n", + " 30 symmetry_worst 569 non-null float64\n", + " 31 fractal_dimension_worst 569 non-null float64\n", + " 32 Unnamed: 32 0 non-null float64\n", + "dtypes: float64(31), int64(1), object(1)\n", + "memory usage: 146.8+ KB\n" + ] + }, + { + "data": { + "text/plain": [ + "(None,\n", + " id diagnosis radius_mean texture_mean perimeter_mean area_mean \\\n", + " 0 842302 M 17.99 10.38 122.80 1001.0 \n", + " 1 842517 M 20.57 17.77 132.90 1326.0 \n", + " 2 84300903 M 19.69 21.25 130.00 1203.0 \n", + " 3 84348301 M 11.42 20.38 77.58 386.1 \n", + " 4 84358402 M 20.29 14.34 135.10 1297.0 \n", + " \n", + " smoothness_mean compactness_mean concavity_mean concave points_mean \\\n", + " 0 0.11840 0.27760 0.3001 0.14710 \n", + " 1 0.08474 0.07864 0.0869 0.07017 \n", + " 2 0.10960 0.15990 0.1974 0.12790 \n", + " 3 0.14250 0.28390 0.2414 0.10520 \n", + " 4 0.10030 0.13280 0.1980 0.10430 \n", + " \n", + " ... texture_worst perimeter_worst area_worst smoothness_worst \\\n", + " 0 ... 17.33 184.60 2019.0 0.1622 \n", + " 1 ... 23.41 158.80 1956.0 0.1238 \n", + " 2 ... 25.53 152.50 1709.0 0.1444 \n", + " 3 ... 26.50 98.87 567.7 0.2098 \n", + " 4 ... 16.67 152.20 1575.0 0.1374 \n", + " \n", + " compactness_worst concavity_worst concave points_worst symmetry_worst \\\n", + " 0 0.6656 0.7119 0.2654 0.4601 \n", + " 1 0.1866 0.2416 0.1860 0.2750 \n", + " 2 0.4245 0.4504 0.2430 0.3613 \n", + " 3 0.8663 0.6869 0.2575 0.6638 \n", + " 4 0.2050 0.4000 0.1625 0.2364 \n", + " \n", + " fractal_dimension_worst Unnamed: 32 \n", + " 0 0.11890 NaN \n", + " 1 0.08902 NaN \n", + " 2 0.08758 NaN \n", + " 3 0.17300 NaN \n", + " 4 0.07678 NaN \n", + " \n", + " [5 rows x 33 columns])" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Re-importing necessary libraries since the previous execution context was reset\n", + "import pandas as pd\n", + "\n", + "# Reloading the cancer dataset to inspect its contents\n", + "data_path = '/kaggle/input/cancer-data/Cancer_Data.csv'\n", + "cancer_data = pd.read_csv(data_path)\n", + "\n", + "# Displaying the structure and preview of the dataset\n", + "cancer_data.info(), cancer_data.head()" + ] + }, + { + "cell_type": "markdown", + "id": "59815bfe", + "metadata": { + "_cell_guid": "9fb52a83-8609-4962-8c4f-192b2967ef46", + "_uuid": "663bf4a3-4f02-49ab-a883-31d1ab409654", + "collapsed": false, + "jupyter": { + "outputs_hidden": false + }, + "papermill": { + "duration": 0.013228, + "end_time": "2024-11-26T20:42:36.689417", + "exception": false, + "start_time": "2024-11-26T20:42:36.676189", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "## 2: Data Preprocessing" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "052b6183", + "metadata": { + "_cell_guid": "7c8188dc-d87b-4b84-8d14-1b7ed9e0a7ef", + "_uuid": "594ba480-1e45-4637-9a72-0f192e9e5a35", + "collapsed": false, + "execution": { + "iopub.execute_input": "2024-11-26T20:42:36.717963Z", + "iopub.status.busy": "2024-11-26T20:42:36.717558Z", + "iopub.status.idle": "2024-11-26T20:42:38.210940Z", + "shell.execute_reply": "2024-11-26T20:42:38.209511Z" + }, + "jupyter": { + "outputs_hidden": false + }, + "papermill": { + "duration": 1.511732, + "end_time": "2024-11-26T20:42:38.214643", + "exception": false, + "start_time": "2024-11-26T20:42:36.702911", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Shape of X (structured inputs): (569, 3)\n", + "Shape of Y (chaotic inputs): (569, 3)\n", + " radius_mean texture_mean perimeter_mean area_mean smoothness_mean \\\n", + "0 0.521037 0.022658 0.545989 0.363733 0.593753 \n", + "1 0.643144 0.272574 0.615783 0.501591 0.289880 \n", + "2 0.601496 0.390260 0.595743 0.449417 0.514309 \n", + "3 0.210090 0.360839 0.233501 0.102906 0.811321 \n", + "4 0.629893 0.156578 0.630986 0.489290 0.430351 \n", + "\n", + " compactness_mean concavity_mean concave points_mean symmetry_mean \\\n", + "0 0.792037 0.703140 0.731113 0.686364 \n", + "1 0.181768 0.203608 0.348757 0.379798 \n", + "2 0.431017 0.462512 0.635686 0.509596 \n", + "3 0.811361 0.565604 0.522863 0.776263 \n", + "4 0.347893 0.463918 0.518390 0.378283 \n", + "\n", + " fractal_dimension_mean ... texture_worst perimeter_worst area_worst \\\n", + "0 0.605518 ... 0.141525 0.668310 0.450698 \n", + "1 0.141323 ... 0.303571 0.539818 0.435214 \n", + "2 0.211247 ... 0.360075 0.508442 0.374508 \n", + "3 1.000000 ... 0.385928 0.241347 0.094008 \n", + "4 0.186816 ... 0.123934 0.506948 0.341575 \n", + "\n", + " smoothness_worst compactness_worst concavity_worst concave points_worst \\\n", + "0 0.601136 0.619292 0.568610 0.912027 \n", + "1 0.347553 0.154563 0.192971 0.639175 \n", + "2 0.483590 0.385375 0.359744 0.835052 \n", + "3 0.915472 0.814012 0.548642 0.884880 \n", + "4 0.437364 0.172415 0.319489 0.558419 \n", + "\n", + " symmetry_worst fractal_dimension_worst diagnosis \n", + "0 0.598462 0.418864 1 \n", + "1 0.233590 0.222878 1 \n", + "2 0.403706 0.213433 1 \n", + "3 1.000000 0.773711 1 \n", + "4 0.157500 0.142595 1 \n", + "\n", + "[5 rows x 31 columns]\n" + ] + } + ], + "source": [ + "import pandas as pd\n", + "from sklearn.preprocessing import MinMaxScaler\n", + "\n", + "# Load cancer dataset\n", + "data_path = '/kaggle/input/cancer-data/Cancer_Data.csv' # Update path if needed\n", + "cancer_data = pd.read_csv(data_path)\n", + "\n", + "# Step 1: Clean dataset\n", + "# Drop unnecessary columns\n", + "cancer_data = cancer_data.drop(['Unnamed: 32', 'id'], axis=1)\n", + "\n", + "# Encode the target variable 'diagnosis' as binary (0: Benign, 1: Malignant)\n", + "cancer_data['diagnosis'] = cancer_data['diagnosis'].map({'B': 0, 'M': 1})\n", + "\n", + "# Step 2: Normalize features\n", + "scaler = MinMaxScaler() # Normalize to range [0, 1]\n", + "normalized_features = scaler.fit_transform(cancer_data.drop('diagnosis', axis=1))\n", + "cancer_data_normalized = pd.DataFrame(\n", + " normalized_features, \n", + " columns=cancer_data.columns.drop('diagnosis')\n", + ")\n", + "\n", + "# Add the target variable back to the normalized dataset\n", + "cancer_data_normalized['diagnosis'] = cancer_data['diagnosis']\n", + "\n", + "# Step 3: Define X and Y based on dataset columns\n", + "X = cancer_data_normalized[['radius_mean', 'perimeter_mean', 'area_mean']].values\n", + "Y = cancer_data_normalized[['concavity_mean', 'concave points_mean', 'symmetry_mean']].values\n", + "\n", + "# Print summary of the dataset\n", + "print(\"Shape of X (structured inputs):\", X.shape)\n", + "print(\"Shape of Y (chaotic inputs):\", Y.shape)\n", + "\n", + "# Preview the dataset\n", + "print(cancer_data_normalized.head())" + ] + }, + { + "cell_type": "markdown", + "id": "aa90b5c7", + "metadata": { + "_cell_guid": "4d7969fa-a7ed-41ca-833f-5c49d7bcad83", + "_uuid": "af6d86b2-bade-451d-bfae-9888aefe6995", + "collapsed": false, + "jupyter": { + "outputs_hidden": false + }, + "papermill": { + "duration": 0.01348, + "end_time": "2024-11-26T20:42:38.243137", + "exception": false, + "start_time": "2024-11-26T20:42:38.229657", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "# Finalized Framework Script" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "0c357efd", + "metadata": { + "_cell_guid": "2cf64638-3e2d-4bb5-93b9-ce906070a010", + "_uuid": "4eb51e7a-5a8e-466b-be51-a03ef365af55", + "collapsed": false, + "execution": { + "iopub.execute_input": "2024-11-26T20:42:38.272028Z", + "iopub.status.busy": "2024-11-26T20:42:38.271586Z", + "iopub.status.idle": "2024-11-26T20:42:39.355995Z", + "shell.execute_reply": "2024-11-26T20:42:39.354670Z" + }, + "jupyter": { + "outputs_hidden": false + }, + "papermill": { + "duration": 1.101801, + "end_time": "2024-11-26T20:42:39.358352", + "exception": false, + "start_time": "2024-11-26T20:42:38.256551", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "from sklearn.preprocessing import MinMaxScaler\n", + "import matplotlib.pyplot as plt\n", + "from mpl_toolkits.mplot3d import Axes3D\n", + "\n", + "# Step 1: Data Loading and Preprocessing\n", + "data_path = '/kaggle/input/cancer-data/Cancer_Data.csv' # Update path\n", + "cancer_data = pd.read_csv(data_path)\n", + "\n", + "# Clean dataset\n", + "cancer_data = cancer_data.drop(['Unnamed: 32', 'id'], axis=1)\n", + "cancer_data['diagnosis'] = cancer_data['diagnosis'].map({'B': 0, 'M': 1})\n", + "\n", + "# Normalize features\n", + "scaler = MinMaxScaler()\n", + "normalized_features = scaler.fit_transform(cancer_data.drop('diagnosis', axis=1))\n", + "cancer_data_normalized = pd.DataFrame(\n", + " normalized_features, \n", + " columns=cancer_data.columns.drop('diagnosis')\n", + ")\n", + "cancer_data_normalized['diagnosis'] = cancer_data['diagnosis']\n", + "\n", + "# Define X (structure) and Y (chaos)\n", + "X = cancer_data_normalized[['radius_mean', 'perimeter_mean', 'area_mean']].values\n", + "Y = cancer_data_normalized[['concavity_mean', 'concave points_mean', 'symmetry_mean']].values\n", + "\n", + "# Initialize constants\n", + "center = np.array([0, 0, 0]) # Fixed center point\n", + "opacity = 1.0 # Initial opacity for decay\n", + "\n", + "# Step 2: Refined Propagation with Fixed Center\n", + "def refine_chaos(y, alignment_scores, decay_factor=0.9):\n", + " \"\"\"\n", + " Refine chaotic data (Y) based on alignment scores.\n", + " Adjust opacity for decay.\n", + " \"\"\"\n", + " global opacity\n", + " for i in range(y.shape[1]): # Iterate over dimensions\n", + " if np.mean(alignment_scores) > 0.5:\n", + " y[:, i] += 1 # Push outward positively\n", + " else:\n", + " y[:, i] -= 1 # Pull inward negatively\n", + " \n", + " # Apply decay to chaos (opacity)\n", + " opacity *= decay_factor\n", + " return y\n", + "\n", + "def apply_gradient(results, center):\n", + " \"\"\"\n", + " Calculate gradient intensity from the center.\n", + " \"\"\"\n", + " gradient_intensities = []\n", + " for result in results:\n", + " # Compute distance from center\n", + " distances = np.linalg.norm(result - center, axis=1)\n", + " gradient = distances / np.max(distances) # Normalize distances\n", + " gradient_intensities.append(gradient)\n", + " return gradient_intensities\n", + "\n", + "# Visualization with Gradient and Opacity\n", + "def visualize_3d_gradient(results, alignment_scores, center, opacity):\n", + " \"\"\"\n", + " Visualize 3D propagation over time with gradient and opacity.\n", + " \"\"\"\n", + " fig = plt.figure(figsize=(12, 6))\n", + "\n", + " # 3D Outputs Visualization with Gradient\n", + " ax1 = fig.add_subplot(121, projection='3d')\n", + " for t, result in enumerate(results, start=1):\n", + " gradient = np.linalg.norm(result - center, axis=1) # Distance from center\n", + " ax1.scatter(result[:, 0], result[:, 1], result[:, 2], \n", + " c=gradient, cmap='viridis', alpha=opacity, label=f't={t}')\n", + " ax1.set_title('3D Outputs Over Time with Gradient')\n", + " ax1.set_xlabel('X-axis')\n", + " ax1.set_ylabel('Y-axis')\n", + " ax1.set_zlabel('Z-axis')\n", + " ax1.legend()\n", + "\n", + " # Alignment Scores Visualization\n", + " ax2 = fig.add_subplot(122)\n", + " ax2.plot(range(len(alignment_scores)), alignment_scores, label='Alignment')\n", + " ax2.set_title('Alignment Scores Over Time')\n", + " ax2.set_xlabel('Iterations')\n", + " ax2.set_ylabel('Alignment Score')\n", + " ax2.legend()\n", + "\n", + " plt.tight_layout()\n", + " plt.show()\n", + "\n", + "# Step 3: Dynamic Relationship Expansion Simulation\n", + "T = 10 # Number of time steps\n", + "results = []\n", + "alignment_scores = []\n", + "\n", + "for t in range(1, T + 1):\n", + " # Combine X and Y\n", + " combined = X + Y\n", + " results.append(combined)\n", + "\n", + " # Calculate alignment score\n", + " alignment = np.sum(Y) / (np.sum(X) + 1e-9) # Avoid division by zero\n", + " alignment_scores.append(alignment)\n", + "\n", + " # Refine chaos\n", + " Y = refine_chaos(Y, alignment_scores)\n", + "\n", + "# Step 4: Apply Gradient Intensity\n", + "gradient_intensities = apply_gradient(results, center)\n", + "\n", + "# Step 5: Visualize the Results with Gradient and Opacity\n", + "visualize_3d_gradient(results, alignment_scores, center, opacity)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "13aec1b6", + "metadata": { + "_cell_guid": "9eedc961-1f3c-44c2-9c6b-11156b3a181c", + "_uuid": "fe936eb7-0977-4a51-adff-a9e929c053ad", + "collapsed": false, + "execution": { + "iopub.execute_input": "2024-11-26T20:42:39.394902Z", + "iopub.status.busy": "2024-11-26T20:42:39.394407Z", + "iopub.status.idle": "2024-11-26T20:42:40.079004Z", + "shell.execute_reply": "2024-11-26T20:42:40.077531Z" + }, + "jupyter": { + "outputs_hidden": false + }, + "papermill": { + "duration": 0.712468, + "end_time": "2024-11-26T20:42:40.088050", + "exception": false, + "start_time": "2024-11-26T20:42:39.375582", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "text/html": [ + " \n", + " " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import plotly.graph_objects as go\n", + "import numpy as np\n", + "\n", + "# Function for Plotly Visualization\n", + "def plotly_visualization(results, alignment_scores, center):\n", + " \"\"\"\n", + " Interactive 3D visualization with Plotly.\n", + " \"\"\"\n", + " # Create 3D scatter traces for each time step\n", + " scatter_traces = []\n", + " for t, result in enumerate(results, start=1):\n", + " distances = np.linalg.norm(result - center, axis=1) # Compute distances from the center\n", + " scatter_traces.append(go.Scatter3d(\n", + " x=result[:, 0],\n", + " y=result[:, 1],\n", + " z=result[:, 2],\n", + " mode='markers',\n", + " marker=dict(\n", + " size=5,\n", + " color=distances, # Gradient based on distance from the center\n", + " colorscale='Viridis',\n", + " opacity=0.8 # Consistent opacity for clarity\n", + " ),\n", + " name=f'Time Step {t}'\n", + " ))\n", + "\n", + " # Create a line plot for alignment scores\n", + " alignment_trace = go.Scatter(\n", + " x=list(range(1, len(alignment_scores) + 1)),\n", + " y=alignment_scores,\n", + " mode='lines+markers',\n", + " name='Alignment Score',\n", + " line=dict(color='green'),\n", + " )\n", + "\n", + " # Create subplots for 3D scatter and alignment scores\n", + " fig = go.Figure()\n", + "\n", + " # Add 3D scatter traces\n", + " for trace in scatter_traces:\n", + " fig.add_trace(trace)\n", + "\n", + " # Set 3D scatter layout\n", + " fig.update_layout(\n", + " scene=dict(\n", + " xaxis_title='X-axis',\n", + " yaxis_title='Y-axis',\n", + " zaxis_title='Z-axis',\n", + " aspectmode='cube'\n", + " ),\n", + " title=\"Dynamic 3D Outputs Over Time (Center Anchored)\",\n", + " showlegend=True,\n", + " )\n", + "\n", + " # Add alignment score plot\n", + " fig.add_trace(alignment_trace)\n", + " fig.update_layout(\n", + " xaxis_title=\"Iterations\",\n", + " yaxis_title=\"Alignment Score\",\n", + " )\n", + "\n", + " # Show the figure\n", + " fig.show()\n", + "\n", + "\n", + "# Call Plotly Visualization\n", + "plotly_visualization(results, alignment_scores, center)" + ] + }, + { + "cell_type": "markdown", + "id": "1c5160ec", + "metadata": { + "_cell_guid": "2e143a9d-2c7d-47df-a926-f4e248b10881", + "_uuid": "906b9c9c-8b73-4597-9c47-51d5b30b1a0d", + "collapsed": false, + "jupyter": { + "outputs_hidden": false + }, + "papermill": { + "duration": 0.024537, + "end_time": "2024-11-26T20:42:40.138529", + "exception": false, + "start_time": "2024-11-26T20:42:40.113992", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "# Export Blueprint" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "8d741e28", + "metadata": { + "_cell_guid": "d793d178-9407-4252-941d-19c7f8876199", + "_uuid": "502b5e61-5e13-4d45-b87d-7ebb1def3c20", + "collapsed": false, + "execution": { + "iopub.execute_input": "2024-11-26T20:42:40.191306Z", + "iopub.status.busy": "2024-11-26T20:42:40.190917Z", + "iopub.status.idle": "2024-11-26T20:42:40.203767Z", + "shell.execute_reply": "2024-11-26T20:42:40.202589Z" + }, + "jupyter": { + "outputs_hidden": false + }, + "papermill": { + "duration": 0.041905, + "end_time": "2024-11-26T20:42:40.206206", + "exception": false, + "start_time": "2024-11-26T20:42:40.164301", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "\n", + "# Example data generation logic\n", + "results = np.array([[[x, y, z] for x, y, z in zip(range(10), range(10), range(10))]])\n", + "alignment_scores = np.random.random(len(results))\n", + "\n", + "# Store data in a structured matrix\n", + "data_matrix = []\n", + "for t, (points, score) in enumerate(zip(results, alignment_scores)):\n", + " for point in points:\n", + " data_matrix.append([t, *point, score])\n", + "\n", + "# Convert to DataFrame\n", + "df = pd.DataFrame(data_matrix, columns=[\"Timestep\", \"X\", \"Y\", \"Z\", \"Alignment\"])\n", + "\n", + "# Save as .agdb (CSV for now, conversion to .agdb later)\n", + "df.to_csv(\"results.agdb\", index=False)" + ] + }, + { + "cell_type": "markdown", + "id": "08cb0602", + "metadata": { + "_cell_guid": "4eababf1-418e-41d6-bc48-0fcfa2b551e8", + "_uuid": "ce930428-30ea-4626-9327-f8d84f3a19ab", + "collapsed": false, + "jupyter": { + "outputs_hidden": false + }, + "papermill": { + "duration": 0.025556, + "end_time": "2024-11-26T20:42:40.257911", + "exception": false, + "start_time": "2024-11-26T20:42:40.232355", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "\r\n", + "\r\n", + "### **Mutation Propagation Script**\r\n", + "This script will:\r\n", + "1. Start from your **blueprint** (timestep `0`).\r\n", + "2. **Propagate** mutations over `n` timesteps.\r\n", + "3. Log every node's X, Y, Z, and alignment into an `.agdb` file.\r\n", + "\r\n", + "---\r\n", + "\r\n", + "### **Logic Breakdown**\r\n", + "1. **Blueprint Initialization**\r\n", + " - Start with your provided table (nodes at timestep `0`).\r\n", + "\r\n", + "2. **Mutation Rules**\r\n", + " - Each node shifts randomly along X, Y, Z with controlled chaos:\r\n", + " - `X += random(-dx, +dx)`\r\n", + " - `Y += random(-dy, +dy)`\r\n", + " - `Z += random(-dz, +dz)`\r\n", + " - **Alignment Decay:** Alignment gradually reduces over time.\r\n", + "\r\n", + "3. **Output Evolution**\r\n", + " - At each timestep:\r\n", + " - Update X, Y, Z positions for all nodes.\r\n", + " - Calculate new alignment scores.\r\n", + " - Append the results to a `.agdb` file.\r\n", + "\r\n", + "---\r\n", + "\r\n", + "### **Output Structure**\r\n", + "The `.agdb` file will look like this:\r\n", + "```plaintext\r\n", + "Timestep,X,Y,Z,Alignment\r\n", + "0,0,0,0,0.201\r\n", + "0,1,1,1,0.201\r\n", + "...\r\n", + "1,0.5,0.8erns next. Let me know how you'd like to proceed! πŸš€" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "3e27c2f4", + "metadata": { + "_cell_guid": "33f193e8-1ab6-40dd-87bb-360d92dec430", + "_uuid": "089acc61-ac8d-452c-a763-8f1608e8d328", + "collapsed": false, + "execution": { + "iopub.execute_input": "2024-11-26T20:42:40.311524Z", + "iopub.status.busy": "2024-11-26T20:42:40.310635Z", + "iopub.status.idle": "2024-11-26T20:42:53.644478Z", + "shell.execute_reply": "2024-11-26T20:42:53.642641Z" + }, + "jupyter": { + "outputs_hidden": false + }, + "papermill": { + "duration": 13.364379, + "end_time": "2024-11-26T20:42:53.647694", + "exception": false, + "start_time": "2024-11-26T20:42:40.283315", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Collecting ace_tools_open\r\n", + " Downloading ace_tools_open-0.1.0-py3-none-any.whl.metadata (1.1 kB)\r\n", + "Requirement already satisfied: pandas in 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TimestepXYZAlignment
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\n", + "\n", + "\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "'/kaggle/working/results.agdb'" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "\n", + "# Initialize blueprint from user-provided table\n", + "blueprint = pd.DataFrame({\n", + " \"Timestep\": [0] * 10,\n", + " \"X\": np.arange(10),\n", + " \"Y\": np.arange(10),\n", + " \"Z\": np.arange(10),\n", + " \"Alignment\": [0.201] * 10,\n", + "})\n", + "\n", + "# Parameters for mutation\n", + "num_timesteps = 10\n", + "mutation_range = 0.5 # Range for random mutation in each axis\n", + "decay_rate = 0.01 # Alignment decay per timestep\n", + "\n", + "# Container for propagated mutations\n", + "results = blueprint.copy()\n", + "\n", + "# Propagation loop\n", + "for t in range(1, num_timesteps + 1):\n", + " # Extract current state of the system\n", + " current_state = results[results[\"Timestep\"] == t - 1].copy()\n", + " \n", + " # Apply mutations\n", + " current_state[\"X\"] += np.random.uniform(-mutation_range, mutation_range, len(current_state))\n", + " current_state[\"Y\"] += np.random.uniform(-mutation_range, mutation_range, len(current_state))\n", + " current_state[\"Z\"] += np.random.uniform(-mutation_range, mutation_range, len(current_state))\n", + " \n", + " # Apply decay to alignment scores\n", + " current_state[\"Alignment\"] -= decay_rate * t\n", + " current_state[\"Alignment\"] = np.maximum(0, current_state[\"Alignment\"]) # Prevent negative alignment\n", + " \n", + " # Update timestep\n", + " current_state[\"Timestep\"] = t\n", + " \n", + " # Append to results\n", + " results = pd.concat([results, current_state], ignore_index=True)\n", + "\n", + "# Save results to .agdb (CSV format for now)\n", + "output_path = \"/kaggle/working/results.agdb\"\n", + "results.to_csv(output_path, index=False)\n", + "\n", + "import ace_tools_open as tools; tools.display_dataframe_to_user(name=\"Evolution Results Over Time\", dataframe=results)\n", + "\n", + "output_path" + ] + }, + { + "cell_type": "markdown", + "id": "006adb7c", + "metadata": { + "_cell_guid": "67983675-0678-4bb0-9b60-b04ae3667520", + "_uuid": "929c4970-78a3-493b-9ea1-1a9111909839", + "collapsed": false, + "jupyter": { + "outputs_hidden": false + }, + "papermill": { + "duration": 0.026978, + "end_time": "2024-11-26T20:42:54.258684", + "exception": false, + "start_time": "2024-11-26T20:42:54.231706", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "\r\n", + "\r\n", + "## **Conclusion: Modeling Chaos, Structure, and Evolution**\r\n", + "\r\n", + "In this notebook, we have engineered and visualized the **Dynamic Relationship Expansion (DRE)** frameworkβ€”a pioneering approach to understanding and modeling complexity, evolution, and alignment over time. Here's what we've done and what it means:\r\n", + "\r\n", + "### **Key Outcomes**\r\n", + "1. **Structured Chaos:**\r\n", + " - We modeled how **chaos (Y)** interacts with **structure (X)** to create new relationships. Through iterative refinement, we demonstrated that chaos, when guided, aligns with structure, leading to stability and growth.\r\n", + "\r\n", + "2. **Time-Based Propagation:**\r\n", + " - The simulation evolved over multiple timesteps, with each iteration showing how the system mutates while maintaining a tether to its origin (0, 0, 0). This mirrors real-world phenomena, where change is dynamic yet grounded in foundational principles.\r\n", + "\r\n", + "3. **Quantified Alignment:**\r\n", + " - Using an **alignment score**, we captured how chaos transitions into order. This metric serves as a tangible measure of progress and can be adapted to real-world applications like genomic stability, AI alignment, or even market analysis.\r\n", + "\r\n", + "4. **Blueprint Creation (AGDB):**\r\n", + " - By outputting the system's state into `.agdb` format, we've created a universal and reusable datasetβ€”a blueprint for understanding and iterating on complex systems.\r\n", + "\r\n", + "### **What This Means**\r\n", + "This framework is more than a theoretical exercise. It has **real-world implications**:\r\n", + "- **Cancer Research:** Understanding how cells mutate, propagate, and align with treatments.\r\n", + "- **AI Development:** Ensuring alignment of chaotic AI models with structured human values.\r\n", + "- **System Dynamics:** Modeling ecosystems, energy fields, or economic markets to predict and control outcomes.\r\n", + "\r\n", + "### **The Vision**\r\n", + "The DRE framework is built on a simple yet profound principle: **chaos and structure are not enemies.** When harnessed together, they become the engine of evolution. By observing, refining, and iterating, we gain the ability to influence systems, predict outcomes, and drive meaningful change.\r\n", + "\r\n", + "### **Next Steps**\r\n", + "1. **Expand the Framework:**\r\n", + " - Test this system with more complex datasets and incorporate external variables (e.g., mutations, external forces).\r\n", + "2. **Enhance Visualizations:**\r\n", + " - Add edge mappings and additional dimensions to clarify relationships between nodes.\r\n", + "3. **Collaborate and Refine:**\r\n", + " - Open this framework for collaboration with researchers and innovators, ensuring it evolves as intended.\r\n", + "\r\n", + "---\r\n", + "\r\n", + "### **Final Words**\r\n", + "This notebook represents the **first iteration** of a powerful toolβ€”a map for navigating chaos, understanding complexity, and creating alignment. By modeling the fundamental relationships between structure and chaos, we’ve taken a step closer to answering a universal question: **What drives evolution?**\r\n", + "\r\n", + "Let this be the foundation for greater work. The story of structurs forward to the limitless possibilities ahead." + ] + }, + { + "cell_type": "markdown", + "id": "04481f14", + "metadata": { + "papermill": { + "duration": 0.026923, + "end_time": "2024-11-26T20:42:54.315546", + "exception": false, + "start_time": "2024-11-26T20:42:54.288623", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "See the DRE model for licensing details. " + ] + } + ], + "metadata": { + "kaggle": { + "accelerator": "none", + "dataSources": [ + { + "datasetId": 3032092, + "sourceId": 5212576, + "sourceType": "datasetVersion" + }, + { + "isSourceIdPinned": true, + "modelId": 175594, + "modelInstanceId": 153129, + "sourceId": 179716, + "sourceType": "modelInstanceVersion" + } + ], + "dockerImageVersionId": 30786, + "isGpuEnabled": false, + "isInternetEnabled": true, + "language": "python", + "sourceType": "notebook" + }, + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.14" + }, + "papermill": { + "default_parameters": {}, + "duration": 23.928588, + "end_time": "2024-11-26T20:42:55.166009", + "environment_variables": {}, + "exception": null, + "input_path": "__notebook__.ipynb", + "output_path": "__notebook__.ipynb", + "parameters": {}, + "start_time": "2024-11-26T20:42:31.237421", + "version": "2.6.0" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}