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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# OpenAI Completions Usage API Extended Example\n",
"\n",
"For most of our users, the [default usage and cost dashboards](https://platform.openai.com/usage) are sufficient. However, if you need more detailed data or a custom dashboard, you can use the Completions Usage API.\n",
"\n",
"This notebook demonstrates how to retrieve and visualize usage data from the OpenAI Completions Usage API and Costs API. We'll:\n",
"- Call the API to get completions usage data.\n",
"- Parse the JSON response into a pandas DataFrame.\n",
"- Visualize token usage over time using matplotlib.\n",
"- Use grouping by model to analyze token usage across different models.\n",
"- Display model distribution with a pie chart.\n",
"\n",
"We also include placeholders for all possible API parameters for a comprehensive overview."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"# Install required libraries (if not already installed)\n",
"!pip install requests pandas numpy matplotlib --quiet\n",
"\n",
"# Import libraries\n",
"import requests\n",
"import pandas as pd\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import matplotlib.patches as mpatches\n",
"import time\n",
"import json\n",
"\n",
"# For inline plotting in Jupyter\n",
"%matplotlib inline"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Setup API Credentials and Parameters\n",
"\n",
"Set up an Admin Key - https://platform.openai.com/settings/organization/admin-keys\n",
"\n",
"Replace `'PLACEHOLDER'` with your actual ADMIN API key. It's best practice to load the key from an environment variable for security."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"# Reusable function for retrieving paginated data from the API\n",
"def get_data(url, params):\n",
" # Set up the API key and headers\n",
" OPENAI_ADMIN_KEY = 'PLACEHOLDER'\n",
"\n",
" headers = {\n",
" \"Authorization\": f\"Bearer {OPENAI_ADMIN_KEY}\",\n",
" \"Content-Type\": \"application/json\",\n",
" }\n",
"\n",
" # Initialize an empty list to store all data\n",
" all_data = []\n",
"\n",
" # Initialize pagination cursor\n",
" page_cursor = None\n",
"\n",
" # Loop to handle pagination\n",
" while True:\n",
" if page_cursor:\n",
" params[\"page\"] = page_cursor\n",
"\n",
" response = requests.get(url, headers=headers, params=params)\n",
"\n",
" if response.status_code == 200:\n",
" data_json = response.json()\n",
" all_data.extend(data_json.get(\"data\", []))\n",
"\n",
" page_cursor = data_json.get(\"next_page\")\n",
" if not page_cursor:\n",
" break\n",
" else:\n",
" print(f\"Error: {response.status_code}\")\n",
" break\n",
"\n",
" if all_data:\n",
" print(\"Data retrieved successfully!\")\n",
" else:\n",
" print(\"Issue: No data available to retrieve.\")\n",
" return all_data"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Data retrieved successfully!\n"
]
}
],
"source": [
"# Define the API endpoint\n",
"url = \"https://api.openai.com/v1/organization/usage/completions\"\n",
"\n",
"# Calculate start time: n days ago from now\n",
"days_ago = 30\n",
"start_time = int(time.time()) - (days_ago * 24 * 60 * 60)\n",
"\n",
"# Define parameters with placeholders for all possible options\n",
"params = {\n",
" \"start_time\": start_time, # Required: Start time (Unix seconds)\n",
" # \"end_time\": end_time, # Optional: End time (Unix seconds)\n",
" \"bucket_width\": \"1d\", # Optional: '1m', '1h', or '1d' (default '1d')\n",
" # \"project_ids\": [\"proj_example\"], # Optional: List of project IDs\n",
" # \"user_ids\": [\"user_example\"], # Optional: List of user IDs\n",
" # \"api_key_ids\": [\"key_example\"], # Optional: List of API key IDs\n",
" # \"models\": [\"o1-2024-12-17\", \"gpt-4o-2024-08-06\", \"gpt-4o-mini-2024-07-18\"], # Optional: List of models\n",
" # \"batch\": False, # Optional: True for batch jobs, False for non-batch\n",
" # \"group_by\": [\"model\"], # Optional: Fields to group by\n",
" \"limit\": 7, # Optional: Number of buckets to return, this will chunk the data into 7 buckets\n",
" # \"page\": \"cursor_string\" # Optional: Cursor for pagination\n",
"}\n",
"\n",
"usage_data = get_data(url, params)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Inspect the JSON Response\n",
"\n",
"Let's take a look at the raw JSON response from the API to understand its structure.\n"
]
},
{
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" \"input_cached_tokens\": 0,\n",
" \"input_audio_tokens\": 0,\n",
" \"output_audio_tokens\": 0\n",
" }\n",
" ]\n",
" },\n",
" {\n",
" \"object\": \"bucket\",\n",
" \"start_time\": 1739059200,\n",
" \"end_time\": 1739145600,\n",
" \"results\": []\n",
" },\n",
" {\n",
" \"object\": \"bucket\",\n",
" \"start_time\": 1739145600,\n",
" \"end_time\": 1739208663,\n",
" \"results\": [\n",
" {\n",
" \"object\": \"organization.usage.completions.result\",\n",
" \"input_tokens\": 332,\n",
" \"output_tokens\": 1509,\n",
" \"num_model_requests\": 8,\n",
" \"project_id\": null,\n",
" \"user_id\": null,\n",
" \"api_key_id\": null,\n",
" \"model\": null,\n",
" \"batch\": null,\n",
" \"input_cached_tokens\": 0,\n",
" \"input_audio_tokens\": 0,\n",
" \"output_audio_tokens\": 0\n",
" }\n",
" ]\n",
" }\n",
"]\n"
]
}
],
"source": [
"print(json.dumps(usage_data, indent=2))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Parse the API Response and Create a DataFrame\n",
"\n",
"Now we will parse the JSON data, extract relevant fields, and create a pandas DataFrame for easier manipulation and analysis."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>start_datetime</th>\n",
" <th>end_datetime</th>\n",
" <th>start_time</th>\n",
" <th>end_time</th>\n",
" <th>input_tokens</th>\n",
" <th>output_tokens</th>\n",
" <th>input_cached_tokens</th>\n",
" <th>input_audio_tokens</th>\n",
" <th>output_audio_tokens</th>\n",
" <th>num_model_requests</th>\n",
" <th>project_id</th>\n",
" <th>user_id</th>\n",
" <th>api_key_id</th>\n",
" <th>model</th>\n",
" <th>batch</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>2025-01-11 17:31:00</td>\n",
" <td>2025-01-12</td>\n",
" <td>1736616660</td>\n",
" <td>1736640000</td>\n",
" <td>141201</td>\n",
" <td>9756</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>470</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>2025-01-12 00:00:00</td>\n",
" <td>2025-01-13</td>\n",
" <td>1736640000</td>\n",
" <td>1736726400</td>\n",
" <td>45949</td>\n",
" <td>282</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>150</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>2025-01-13 00:00:00</td>\n",
" <td>2025-01-14</td>\n",
" <td>1736726400</td>\n",
" <td>1736812800</td>\n",
" <td>3718360</td>\n",
" <td>97756</td>\n",
" <td>76544</td>\n",
" <td>5776</td>\n",
" <td>3166</td>\n",
" <td>3053</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>2025-01-14 00:00:00</td>\n",
" <td>2025-01-15</td>\n",
" <td>1736812800</td>\n",
" <td>1736899200</td>\n",
" <td>52786</td>\n",
" <td>38204</td>\n",
" <td>5440</td>\n",
" <td>4066</td>\n",
" <td>1097</td>\n",
" <td>157</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>2025-01-15 00:00:00</td>\n",
" <td>2025-01-16</td>\n",
" <td>1736899200</td>\n",
" <td>1736985600</td>\n",
" <td>35664</td>\n",
" <td>1835</td>\n",
" <td>192</td>\n",
" <td>2520</td>\n",
" <td>1549</td>\n",
" <td>55</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" start_datetime end_datetime start_time end_time input_tokens \\\n",
"0 2025-01-11 17:31:00 2025-01-12 1736616660 1736640000 141201 \n",
"1 2025-01-12 00:00:00 2025-01-13 1736640000 1736726400 45949 \n",
"2 2025-01-13 00:00:00 2025-01-14 1736726400 1736812800 3718360 \n",
"3 2025-01-14 00:00:00 2025-01-15 1736812800 1736899200 52786 \n",
"4 2025-01-15 00:00:00 2025-01-16 1736899200 1736985600 35664 \n",
"\n",
" output_tokens input_cached_tokens input_audio_tokens \\\n",
"0 9756 0 0 \n",
"1 282 0 0 \n",
"2 97756 76544 5776 \n",
"3 38204 5440 4066 \n",
"4 1835 192 2520 \n",
"\n",
" output_audio_tokens num_model_requests project_id user_id api_key_id \\\n",
"0 0 470 None None None \n",
"1 0 150 None None None \n",
"2 3166 3053 None None None \n",
"3 1097 157 None None None \n",
"4 1549 55 None None None \n",
"\n",
" model batch \n",
"0 None None \n",
"1 None None \n",
"2 None None \n",
"3 None None \n",
"4 None None "
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Initialize a list to hold parsed records\n",
"records = []\n",
"\n",
"# Iterate through the data to extract bucketed data\n",
"for bucket in usage_data:\n",
" start_time = bucket.get(\"start_time\")\n",
" end_time = bucket.get(\"end_time\")\n",
" for result in bucket.get(\"results\", []):\n",
" records.append(\n",
" {\n",
" \"start_time\": start_time,\n",
" \"end_time\": end_time,\n",
" \"input_tokens\": result.get(\"input_tokens\", 0),\n",
" \"output_tokens\": result.get(\"output_tokens\", 0),\n",
" \"input_cached_tokens\": result.get(\"input_cached_tokens\", 0),\n",
" \"input_audio_tokens\": result.get(\"input_audio_tokens\", 0),\n",
" \"output_audio_tokens\": result.get(\"output_audio_tokens\", 0),\n",
" \"num_model_requests\": result.get(\"num_model_requests\", 0),\n",
" \"project_id\": result.get(\"project_id\"),\n",
" \"user_id\": result.get(\"user_id\"),\n",
" \"api_key_id\": result.get(\"api_key_id\"),\n",
" \"model\": result.get(\"model\"),\n",
" \"batch\": result.get(\"batch\"),\n",
" }\n",
" )\n",
"\n",
"# Create a DataFrame from the records\n",
"df = pd.DataFrame(records)\n",
"\n",
"# Convert Unix timestamps to datetime for readability\n",
"df[\"start_datetime\"] = pd.to_datetime(df[\"start_time\"], unit=\"s\")\n",
"df[\"end_datetime\"] = pd.to_datetime(df[\"end_time\"], unit=\"s\")\n",
"\n",
"# Reorder columns for better readability\n",
"df = df[\n",
" [\n",
" \"start_datetime\",\n",
" \"end_datetime\",\n",
" \"start_time\",\n",
" \"end_time\",\n",
" \"input_tokens\",\n",
" \"output_tokens\",\n",
" \"input_cached_tokens\",\n",
" \"input_audio_tokens\",\n",
" \"output_audio_tokens\",\n",
" \"num_model_requests\",\n",
" \"project_id\",\n",
" \"user_id\",\n",
" \"api_key_id\",\n",
" \"model\",\n",
" \"batch\",\n",
" ]\n",
"]\n",
"\n",
"# Display the DataFrame\n",
"df.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Visualize Token Usage Over Time\n",
"\n",
"We'll create a bar chart to visualize input and output token usage for each time bucket.\n"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
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"text/plain": [
"<Figure size 1200x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"if not df.empty:\n",
" plt.figure(figsize=(12, 6))\n",
"\n",
" # Create bar charts for input and output tokens\n",
" width = 0.35 # width of the bars\n",
" indices = range(len(df))\n",
"\n",
" plt.bar(indices, df[\"input_tokens\"], width=width, label=\"Input Tokens\", alpha=0.7)\n",
" plt.bar(\n",
" [i + width for i in indices],\n",
" df[\"output_tokens\"],\n",
" width=width,\n",
" label=\"Output Tokens\",\n",
" alpha=0.7,\n",
" )\n",
"\n",
" # Set labels and ticks\n",
" plt.xlabel(\"Time Bucket\")\n",
" plt.ylabel(\"Number of Tokens\")\n",
" plt.title(\"Daily Input vs Output Token Usage Last 30 Days\")\n",
" plt.xticks(\n",
" [i + width / 2 for i in indices],\n",
" [dt.strftime(\"%Y-%m-%d\") for dt in df[\"start_datetime\"]],\n",
" rotation=45,\n",
" )\n",
" plt.legend()\n",
" plt.tight_layout()\n",
" plt.show()\n",
"else:\n",
" print(\"No data available to plot.\")\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Visual Example: Grouping by Model\n",
"\n",
"In this section, we retrieve and visualize usage data grouped by model and project_id. This can help you see the total tokens used by each model over the specified period.\n",
"\n",
"### Note on Grouping Parameter\n",
"\n",
"- If you do not specify a `group_by` parameter, fields such as `project_id`, `model`, and others will return as `null`. \n",
" Although the `group_by` parameter is optional, it is recommended to include it in most cases to retrieve meaningful data.\n",
" \n",
"- You can specify multiple group fields by separating them with commas. For example: `group_by=[\"model\", \"project_id\"]`."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Data retrieved successfully!\n"
]
},
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
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"\n",
" .dataframe thead th {\n",
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" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>start_datetime</th>\n",
" <th>end_datetime</th>\n",
" <th>start_time</th>\n",
" <th>end_time</th>\n",
" <th>input_tokens</th>\n",
" <th>output_tokens</th>\n",
" <th>input_cached_tokens</th>\n",
" <th>input_audio_tokens</th>\n",
" <th>output_audio_tokens</th>\n",
" <th>num_model_requests</th>\n",
" <th>project_id</th>\n",
" <th>user_id</th>\n",
" <th>api_key_id</th>\n",
" <th>model</th>\n",
" <th>batch</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>2025-01-11 17:31:39</td>\n",
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" <td>1736616699</td>\n",
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" <td>proj_hNhhQzyYu7HxySZWs7cA3Ugu</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>gpt-4o-mini-2024-07-18</td>\n",
" <td>None</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>2025-01-11 17:31:39</td>\n",
" <td>2025-01-12</td>\n",
" <td>1736616699</td>\n",
" <td>1736640000</td>\n",
" <td>33984</td>\n",
" <td>206</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>95</td>\n",
" <td>proj_hNhhQzyYu7HxySZWs7cA3Ugu</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>ft:gpt-4o-2024-08-06:distillation-test:wordle2...</td>\n",
" <td>None</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>2025-01-11 17:31:39</td>\n",
" <td>2025-01-12</td>\n",
" <td>1736616699</td>\n",
" <td>1736640000</td>\n",
" <td>2846</td>\n",
" <td>8874</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>8</td>\n",
" <td>proj_hNhhQzyYu7HxySZWs7cA3Ugu</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>o1-mini-2024-09-12</td>\n",
" <td>None</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>2025-01-11 17:31:39</td>\n",
" <td>2025-01-12</td>\n",
" <td>1736616699</td>\n",
" <td>1736640000</td>\n",
" <td>97474</td>\n",
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" <td>0</td>\n",
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" <td>0</td>\n",
" <td>270</td>\n",
" <td>proj_hNhhQzyYu7HxySZWs7cA3Ugu</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>gpt-4o-2024-08-06</td>\n",
" <td>None</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>2025-01-12 00:00:00</td>\n",
" <td>2025-01-13</td>\n",
" <td>1736640000</td>\n",
" <td>1736726400</td>\n",
" <td>1989</td>\n",
" <td>28</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>28</td>\n",
" <td>proj_hNhhQzyYu7HxySZWs7cA3Ugu</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>gpt-4o-mini-2024-07-18</td>\n",
" <td>None</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" start_datetime end_datetime start_time end_time input_tokens \\\n",
"0 2025-01-11 17:31:39 2025-01-12 1736616699 1736640000 6897 \n",
"1 2025-01-11 17:31:39 2025-01-12 1736616699 1736640000 33984 \n",
"2 2025-01-11 17:31:39 2025-01-12 1736616699 1736640000 2846 \n",
"3 2025-01-11 17:31:39 2025-01-12 1736616699 1736640000 97474 \n",
"4 2025-01-12 00:00:00 2025-01-13 1736640000 1736726400 1989 \n",
"\n",
" output_tokens input_cached_tokens input_audio_tokens \\\n",
"0 97 0 0 \n",
"1 206 0 0 \n",
"2 8874 0 0 \n",
"3 579 0 0 \n",
"4 28 0 0 \n",
"\n",
" output_audio_tokens num_model_requests project_id \\\n",
"0 0 97 proj_hNhhQzyYu7HxySZWs7cA3Ugu \n",
"1 0 95 proj_hNhhQzyYu7HxySZWs7cA3Ugu \n",
"2 0 8 proj_hNhhQzyYu7HxySZWs7cA3Ugu \n",
"3 0 270 proj_hNhhQzyYu7HxySZWs7cA3Ugu \n",
"4 0 28 proj_hNhhQzyYu7HxySZWs7cA3Ugu \n",
"\n",
" user_id api_key_id model batch \n",
"0 None None gpt-4o-mini-2024-07-18 None \n",
"1 None None ft:gpt-4o-2024-08-06:distillation-test:wordle2... None \n",
"2 None None o1-mini-2024-09-12 None \n",
"3 None None gpt-4o-2024-08-06 None \n",
"4 None None gpt-4o-mini-2024-07-18 None "
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Calculate start time: n days ago from now\n",
"days_ago = 30\n",
"start_time = int(time.time()) - (days_ago * 24 * 60 * 60)\n",
"\n",
"# Define parameters with grouping by model and project_id\n",
"params = {\n",
" \"start_time\": start_time, # Required: Start time (Unix seconds)\n",
" \"bucket_width\": \"1d\", # Optional: '1m', '1h', or '1d' (default '1d')\n",
" \"group_by\": [\"model\", \"project_id\"], # Group data by model and project_id\n",
" \"limit\": 7, # Optional: Number of buckets to return\n",
"}\n",
"\n",
"# Initialize an empty list to store all data\n",
"all_group_data = get_data(url, params)\n",
"\n",
"# Initialize a list to hold parsed records\n",
"records = []\n",
"\n",
"# Iterate through the data to extract bucketed data\n",
"for bucket in all_group_data:\n",
" start_time = bucket.get(\"start_time\")\n",
" end_time = bucket.get(\"end_time\")\n",
" for result in bucket.get(\"results\", []):\n",
" records.append(\n",
" {\n",
" \"start_time\": start_time,\n",
" \"end_time\": end_time,\n",
" \"input_tokens\": result.get(\"input_tokens\", 0),\n",
" \"output_tokens\": result.get(\"output_tokens\", 0),\n",
" \"input_cached_tokens\": result.get(\"input_cached_tokens\", 0),\n",
" \"input_audio_tokens\": result.get(\"input_audio_tokens\", 0),\n",
" \"output_audio_tokens\": result.get(\"output_audio_tokens\", 0),\n",
" \"num_model_requests\": result.get(\"num_model_requests\", 0),\n",
" \"project_id\": result.get(\"project_id\", \"N/A\"),\n",
" \"user_id\": result.get(\"user_id\", \"N/A\"),\n",
" \"api_key_id\": result.get(\"api_key_id\", \"N/A\"),\n",
" \"model\": result.get(\"model\", \"N/A\"),\n",
" \"batch\": result.get(\"batch\", \"N/A\"),\n",
" }\n",
" )\n",
"\n",
"# Create a DataFrame from the records\n",
"df = pd.DataFrame(records)\n",
"\n",
"# Convert Unix timestamps to datetime for readability\n",
"df[\"start_datetime\"] = pd.to_datetime(df[\"start_time\"], unit=\"s\", errors=\"coerce\")\n",
"df[\"end_datetime\"] = pd.to_datetime(df[\"end_time\"], unit=\"s\", errors=\"coerce\")\n",
"\n",
"# Reorder columns for better readability\n",
"df = df[\n",
" [\n",
" \"start_datetime\",\n",
" \"end_datetime\",\n",
" \"start_time\",\n",
" \"end_time\",\n",
" \"input_tokens\",\n",
" \"output_tokens\",\n",
" \"input_cached_tokens\",\n",
" \"input_audio_tokens\",\n",
" \"output_audio_tokens\",\n",
" \"num_model_requests\",\n",
" \"project_id\",\n",
" \"user_id\",\n",
" \"api_key_id\",\n",
" \"model\",\n",
" \"batch\",\n",
" ]\n",
"]\n",
"\n",
"# Display the DataFrame\n",
"df.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Parse the API Response into DataFrame and render a stacked bar chart\n",
"\n",
"Now we will parse the JSON data, extract relevant fields, and create a pandas DataFrame for easier manipulation and analysis."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 1200x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Group data by model and project_id and aggregate model request counts\n",
"grouped_by_model_project = (\n",
" df.groupby([\"model\", \"project_id\"])\n",
" .agg(\n",
" {\n",
" \"num_model_requests\": \"sum\",\n",
" }\n",
" )\n",
" .reset_index()\n",
")\n",
"\n",
"# Determine unique models and project IDs for plotting and color mapping\n",
"models = sorted(grouped_by_model_project[\"model\"].unique())\n",
"project_ids = sorted(grouped_by_model_project[\"project_id\"].unique())\n",
"distinct_colors = [\n",
" \"#1f77b4\",\n",
" \"#ff7f0e\",\n",
" \"#2ca02c\",\n",
" \"#d62728\",\n",
" \"#9467bd\",\n",
" \"#8c564b\",\n",
" \"#e377c2\",\n",
" \"#7f7f7f\",\n",
" \"#bcbd22\",\n",
" \"#17becf\",\n",
"]\n",
"project_color_mapping = {\n",
" pid: distinct_colors[i % len(distinct_colors)] for i, pid in enumerate(project_ids)\n",
"}\n",
"\n",
"# Calculate total number of requests per project_id for legend\n",
"project_totals = (\n",
" grouped_by_model_project.groupby(\"project_id\")[\"num_model_requests\"]\n",
" .sum()\n",
" .sort_values(ascending=False) # Sort by highest total first\n",
")\n",
"\n",
"# Set up bar positions\n",
"n_models = len(models)\n",
"bar_width = 0.6\n",
"x = np.arange(n_models)\n",
"\n",
"plt.figure(figsize=(12, 6))\n",
"\n",
"# Plot stacked bars for each model\n",
"for model_idx, model in enumerate(models):\n",
" # Filter data for the current model\n",
" model_data = grouped_by_model_project[grouped_by_model_project[\"model\"] == model]\n",
"\n",
" bottom = 0\n",
" # Stack segments for each project ID within the bars\n",
" for _, row in model_data.iterrows():\n",
" color = project_color_mapping[row[\"project_id\"]]\n",
" plt.bar(\n",
" x[model_idx],\n",
" row[\"num_model_requests\"],\n",
" width=bar_width,\n",
" bottom=bottom,\n",
" color=color,\n",
" )\n",
" bottom += row[\"num_model_requests\"]\n",
"\n",
"# Labeling and styling\n",
"plt.xlabel(\"Model\")\n",
"plt.ylabel(\"Number of Model Requests\")\n",
"plt.title(\"Total Model Requests by Model and Project ID Last 30 Days\")\n",
"plt.xticks(x, models, rotation=45, ha=\"right\")\n",
"\n",
"# Create a sorted legend with totals\n",
"handles = [\n",
" mpatches.Patch(color=project_color_mapping[pid], label=f\"{pid} (Total: {total})\")\n",
" for pid, total in project_totals.items()\n",
"]\n",
"plt.legend(handles=handles, bbox_to_anchor=(1.05, 1), loc=\"upper left\")\n",
"\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Visual Example: Model Distribution Pie Chart\n",
"\n",
"This section visualizes the distribution of token usage across different models using a pie chart.\n"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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bt34z/+KSV3CcPXs2a9euHQPANDU12e3bt7n+AJi6ujpLTEyUiTVmzBgGgB0+fFhm2/79+xkANmbMGJljF/yAmJiYyFRVVWWuC4lt27YxAOzs2bOMMcbi4uIYj8djtWvXZnl5ed98vt8qgFhbW0t9cCwuAExVVVWm0MoYY2PHjpX5UL1161YGgP3zzz9Sffv27csAsLCwsCIdt2AB5OPHj0xNTY1NnDiRMcZYbGwsU1VVZZ6enowxJrcAUtz36vLlyxkAtnHjRpn++/btkznPxX1dGfu+Aoiqqip3Hf/222/Mzc2NqampMT6fL3Nd9u7dmwGQW1RMTU1lPB6PDRgwgGtzdXVlANiDBw9k+kte25IUQIp7jiS/K74sjMtTlAJIwcI4IaR8oVtgCCGkAujatSsuXbrEPU5KSkJQUBA8PT3h5OSE69evo1WrVlL7aGpqonHjxjKxgoODAQB3795FdHS0zPbc3Fx8+vQJnz59QpUqVQAAr169wu+//47r168jNjYWAoFAap8PHz7AyspKqi0wMBAbN26EqakpLl++jLp168oc6/HjxwCAdu3ayWxzdHSUGaL94sUL5ObmwtXVVe7kfa6urrhy5QpCQ0O5mK6urjh+/Dj8/f0xdOhQ+Pv7Q09PD23btkXr1q25216ioqLw/v37Qlc9adasmUybZP6A1NRUufsU9OjRIwCQe+uAo6MjNDU1ERoa+s045YGhoSFsbGxk2qtXr447d+5wjyMiIpCSkgILCwtubpGCEhMTAXx+3b/05W0SihQdHc3lo6amhmrVqsHd3R3z58+XeU/Z2Nhw75OCvvZ6S24R+Nbrfe/ePYhEIggEArlLGUuWKn7x4gV+/vln3L9/H4wxuLq6Qk1N7VtP86uGDBmCnTt3olGjRhgyZAhcXV3h6OgILS2tYsWpWbOmzO8G4PN73tvbG48ePcKAAQMAACNHjsT8+fOxe/du7n348eNHnDt3Dm3atIGdnV2xn0fVqlXRs2dPHDp0CJs3b8aePXsgEokwZsyYQvcp7nv1a7/H5LUV93X9XiKRSOZ9xefz5d5eExwcDB0dHfj4+MiNpaWlJfU+fPz4MXR0dPDTTz/J9JW8tiVR3HPUvn17mJubY82aNXj8+DF+/vlnODs7w9bWtlhzJ7m5uWHLli3o168fBg8ejM6dO6N9+/awtLQs0fMhhPw4VAAhhJAKyMTEBL1794a2tjY6d+6MRYsW4cqVK1J9qlatKvcPv+TkZADAH3/88dVjZGVloUqVKoiKikLLli2Rnp4OV1dX9OrVC/r6+txkjzdu3JApiACfP0RkZmaiS5cuqFWrltxjSCamkzd/g6qqKkxMTKTa0tPTAYCby+RL5ubmUv0A6XlAJAWQ9u3bg8/nw9XVFV5eXkhPT//q/B8AuHkdCpIUaORNEPilr+XO4/FQrVo1xMbGfjNOSZmZmQEAYmJivtlX0kdyXouqsKVc+Xy+1KSxkmsxLCwMYWFhhcbLysqSaSvsGlCELwuOX1NYHunp6VBRUZFZfUSyD4/Hk7pO5ZGcn6CgIAQFBRXaT3J+JO8nRXxY27p1K2xsbODr64uVK1di5cqV0NTUhJubGzZu3Ci36CNPYedH0i7JGfhcOHNzc8OePXvw7NkzNGrUCH5+fhAKhRg3btx3P5cxY8bg1KlTOH78OHx9fdGsWTPY29sX2r+479Wv/R6TF6O4r+v30tDQ4CZhzczMxPXr1zFmzBiMGDECt27dgoODg1ROQqFQbiFSXj5paWmoUaOG3H6KeG8W9xwZGBggODgYS5YswdmzZ3HhwgUAQI0aNTB//nxMnjy5SMdt1aoVAgICsHr1ahw4cAC+vr4AgBYtWmDt2rUKm9+EEFJ6aBUYQgipwCSjPgquTCFR2Ldekg/yT58+Bft8q6TcH8m3tps3b0ZKSgr8/Pxw5coVbNmyBStWrMCyZcu+umzn1KlTMXbsWJw4cQLu7u5yV06QfFBOSEiQ2SYSiWRWpJHk/vHjR7nHjI+Pl+oHAHZ2dqhWrRr8/f2RkJCA58+fc3/Eurq6QiQSITAwkFvZorT+wP1a7owxfPz4UW6RRdHatGkDAAgICPhm4UYyQaSjo2Op5CJ5vgMGDPjqtSj5EFKQolbEKamvvc/EYjE3iqWghIQEMMa++XpLts+aNeur50cySa5kQkdFFNL4fD5mz56NsLAwxMbG4sCBA2jXrh327t2LYcOGFTlOYe9VSfuXxbKJEycCAHbv3g3g83K1+vr6cHNz+56nAQDo0aMHzM3NMW/ePERGRhY6ykuiuO/Vr/0ekxejuK+rIujq6qJ37944fPgwMjMzMXr0aDDGpHIyMTH5aj6vX7+Wes7yru3CnrOKyuePJPL+HShYBCuYD1C8c1SzZk34+fkhMTERjx49wtq1ayEWizFlypRirR7Url07XLx4ESkpKfD398fMmTPx9OlT9OzZE69evSpyHEKIclABhBBCKjDJUrHFWYpVUjQpeCvC10huk/lypRfG2Fe/mVNRUcHu3bsxbtw4HDlyBMOGDZP541fyDWRgYKDM/nfu3JHp36BBA2hqauLevXvIzs6W2UdSxPhyVRwXFxdERUVxy2F26NABwOdVIrS0tHD9+nX4+/ujbt26sLCwKPQ5lUTTpk2lcizo7t27yM3Nlbuaj6LVrVsXbdq0QWxsLLccpDzXrl3D3bt3YWNjI1UUUlVVBVC0US/fYmtrC319fdy/fx/5+fkljleWfO31Luw6/VKLFi3A4/GK/F5t3rw5VFRU4O/vX6TzqaKiUqTX0cLCAkOHDsWlS5dQp04dXL16FTk5OUXK6d27d3j79q1Mu+Q9LzlPEq1bt4a9vT3+/fdf/Pfff4iMjMSwYcPk3vJWVKqqqhg5ciRiY2OhqamJoUOHfrV/cd+rX/s9Jq+tuK+rInXs2BF9+/bFo0ePpIoCrVq1QlJSEndrybc4ODggKysLDx8+lNkm7zl/rTgnueWooJKcIxUVFTRp0gRz587lnmPBJbWL+jtMS0sLLi4u2LhxI3777Tfk5OTIjLQkhJQ9VAAhhJAKbNOmTQCA9u3bF3mf0aNHQ09PDwsXLpR720F2djY3TwgAbiTIrVu3pPqtWbMGz549++qxeDwe/vrrL0yYMAFHjhzB0KFDpYoaffr0gb6+Pnx8fPDy5UuuPT8/H4sWLZKJp66ujqFDh+LTp0/4/fffpbZdunQJly9fRp06deDk5CS1TfIBfu3atTA2NuY+sKirq8PJyQn79u1DXFxcqQ5vdnd3B5/Px6ZNm/DhwweuPS8vD/PmzQMAqeVIS9PWrVuhrq6OadOm4dy5czLbQ0JC4O7uDh6Ph+3bt3MfGADA2NgYQNFuofkWPp+PSZMm4e3bt5g9e7bcD+3Pnj2T+816WTdq1CgAwPLly6VudUlLS+NuM5D0KYyZmRnc3Nxw+/ZtrF+/Xuobe4m7d+9yxcBq1aphwIABUnOYFJSQkCD1/jM2Nsb79+9l+gkEAty+fVumPSsrC5mZmVBTU+O+0f8WkUiE3377TSr3J0+eYN++fTA1NUWPHj1k9pkwYQKSk5O5ZZpLcvuLxMyZM3Hy5ElcvnxZZtnmLxX3veru7g5VVVVs2rRJ6lpNT0/HypUrZeIX93VVtGXLloHH42H58uVcEWD69OkAPt8u9OXIO+Dz6LqCS/qOGDECALBw4UKpQsLTp0+5QnNB+vr6qF+/Pm7duoWoqCiuPSMjAwsWLJDpX9xzFBYWJnfkiaRNU1OTa/va77A7d+5wtw19Kw4hpGyiOUAIIaQCiIqKkpoILjk5GUFBQXj48CGMjIywdu3aIscyNTXFwYMHMWjQIDg4OKBbt25o0KABBAIB3rx5gxs3bqBNmzbcHAgTJ06Er68vBgwYADc3N5iYmCA4OBgPHz5Ez549cf78+a8ej8fjYdeuXVBRUcGuXbvAGMOhQ4fA5/NhYGCAbdu2wcPDAy1atMCQIUNgYGCAc+fOQUtLS+7cE2vXrsWNGzewcuVK3L59G61atcKbN29w9OhRaGtrw9fXV+bDmaSwkZiYiH79+kltd3V1xdWrV6X6lYbatWtj7dq1mDVrFuzt7eHm5gYdHR2cPXsWERER6NOnD4YPH15qxy+oefPmOHbsGIYOHYpevXrB0dGRm3Q2NDQUV69ehaqqKnbv3o2ePXtK7evq6goej4fffvsNYWFhMDAwgKGhIaZOnfpduSxfvhwPHz7Etm3bcP78ebRv3x5Vq1ZFbGwsnj59isePH+POnTty51coy9q3b49p06Zh+/btaNSoEXebz/Hjx/H+/XtMnz69SIXLnTt3IiIiAnPnzsW+ffvg6OgIQ0NDxMTE4P79+4iMjERcXBw3QmLnzp149uwZVq1ahQsXLqBDhw5gjOHly5f477//8PHjR64A0KFDBxw5cgR9+/ZF06ZNoaqqit69e6NmzZpwcnJCvXr10KxZM9SsWROZmZk4d+4c4uPjMXv2bGhoaBTpPNjb2+PWrVto0aIFOnXqhMTERBw+fBhCoRB///233ElVhw8fjrlz5+LDhw9o1qyZzCiR71G1alWZiT8LU9z3ap06dbBkyRIsXbqU68/n83H8+HHY29sjIiJC5hjFfV0VycHBAf369cOJEyfw77//YtSoUejWrRsWL14MLy8v1KlTB926dYOVlRWSkpIQFRWFwMBArFy5Era2tgA+F+8OHDiAS5cuoWnTpujevTuSk5Nx8OBBdOnSRW5hddasWRg/fjwcHR0xaNAgiMViXLx4ES1atJCbZ3HO0ZUrVzBnzhzuujUxMcGrV69w5swZaGpqYsqUKVzcDh06YMOGDRg/fjwGDBgAHR0dWFlZYcSIEVi7di03T5SNjQ00NTXx8OFDXLt2DbVq1UK/fv0U/noQQhRMgSvKEEII+cEKWwZXQ0OD1a5dm02aNEnusoVWVlZSy8fK8+LFCzZ27FhmZWXF1NXVmZGREWvcuDGbPn06CwkJkerr7+/PnJycmJ6eHjM0NGQ9evRgDx48kLskasFlcAsSi8VsypQpDADr37+/1DKdJ0+eZM2aNWMaGhqsatWq7JdffmHJycmFPo/ExEQ2ffp0ZmVlxdTU1FiVKlXYwIED2dOnTwt9vpaWljJLqjLG2O3bt7nzKlkqt6CvLZn4rSVh5Tl9+jRzdnZmenp6TENDgzVu3Jht3LiR5efny/QtjWVwC4qNjWWzZ89mDRs2ZDo6OkxTU5PVqVOHTZw4kb18+bLQ/fz8/Fjjxo2ZhoaGzFLFX7v2Cns+QqGQ/fXXX8zJyYnp6+szDQ0NVrNmTdatWze2a9culpmZyfUt7nKgxSF5v3Xt2rVI/fGVZWQlfHx8WIsWLZi2tjbT1tZmLVq0kLuk8teWCc3Ozmbr1q1jzZo1Yzo6OkxLS4vZ2Niwvn37sr1798pcO2lpaWzx4sWsQYMGTENDgxkYGLAmTZqwJUuWSL3v4uLimJubG6tSpQpTUVFhAJivry/Ly8tja9euZV26dGHVq1dn6urqrFq1aqx9+/bswIEDcpcs/tr5iYmJYYMHD2bGxsZMU1OTOTo6sv/++++r+w4fPpwBYH/++WeRjlVQwWVwv0XeMrgSxXmvMsbY7t27mZ2dHVNXV2fVq1dns2fPZtnZ2YVeJ8V5Xb9nGVwNDY1Ctz9+/JjxeDxWq1YtqeNcuXKF9erVi5mamjI1NTVmZmbGHB0dmZeXF3v37p1UjKysLDZ37lxmaWnJNDQ0mJ2dHfv7778L/TeAMcb++OMPVrduXaampsZq1qzJXZMlPUfPnz9nnp6erGnTpszExIRpaGiwWrVqsVGjRsldPnndunVcHgWPfenSJTZy5EhWv359pqenx3R1dZmdnR377bff5C53TQgpe3iMyRkzRgghhBBCyowXL17A1tYW48ePx19//aXsdJSucePGeP36NT58+PBDJgcmihMQEABXV1csXbpU7hK2hBBSmmgOEEIIIYSQMk4yL0L16tWVnInyXbx4Ec+ePcOwYcOo+EEIIaRYaA4QQgghhJAy6uXLl/Dx8cGBAwegoqIis9pSZbJr1y7ExMTgn3/+gaamJubPn6/slAghhJQzVAAhhBBCCCmjnj9/jq1bt6JevXrYtm0b7O3tlZ2S0qxduxbv379H/fr14ePjAxsbG2WnRAghpJyhOUAIIYQQQgghhBBS4dEcIIQQUk64uLhgxowZReqbnZ2NAQMGQF9fHzweD6mpqaWamyItW7YMTZo0UXYaFU5xrh9CCCGEkIqICiCEEFJOnDhxAl5eXkXqu2fPHgQGBuL27duIi4uDgYFBoX15PJ7MT9u2bQvtHxAQAB6Ph4YNG0IkEkltMzQ0hJ+fX5FyLE3Lli2T+7waNGjA9XFxcZHbZ+LEiVyfGzduoEOHDjA2Noa2tjbq1q2LUaNGIS8vD8D/zoXkR0tLCw0bNsTff/8tlY+HhwfXR11dHXXq1MGKFSsgFArlxpH8LFq0SGr7jypkvXz5Etra2jhw4IBUu1gsRps2bTBw4MBvxvDw8EDfvn1l2nk8Hk6dOiXTPmHCBKiqquLo0aMy2/Lz87FixQrUrl0bmpqacHBwwKVLl4r8fAghhBBCAJoDhBBClC4vLw/q6urf7GdsbFzkmNHR0bC1tUWjRo2KdFxfX19069aN21ZYPvn5+dz/v3r1Cnv37sXo0aOLnNeP1LBhQ1y9elWqjc+X/mdv3LhxWLFihVSbtrY2gM9zL3Tr1g3Tpk3Dtm3boKWlhcjISBw/flym8BMREQF9fX3k5OTg7NmzmDRpEmrXro2OHTtyfbp16wZfX18IBAJcuHABU6ZMgZqaGhYsWCATR0JXV7dkJ+E71atXD2vWrMG0adPg6uoKc3NzAMDGjRvx6tUrnDlzRqHHy87OxqFDhzB37lz4+Phg0KBBUtsXLVqEf//9F7t370aDBg1w+fJl9OvXD7dv30bTpk0VmgshhBBCKi4aAUIIIQrm4uKCqVOnYurUqTAwMECVKlWwePFiSKZcsra2hpeXF0aOHAl9fX2MHz8eAHD8+HE0bNgQGhoasLa2xsaNG2XiFuUWBhcXF2zcuBE3b94Ej8eDi4vLV48LfB65YWZmxv0YGxvjzZs34PF4OHz4MJydnaGpqYn9+/dz+0ybNg1Lly6FQCAoNBcej4e//voLP//8M7S1tWFra4s7d+4gKioKLi4u0NHRQZs2bRAdHV1ojOjoaNSqVQtTp04FYwx+fn4wNDTE5cuXYWtrC11dXXTr1g1xcXFS+/H5fKnnZGZmhipVqkj10dbWlukjKUD8999/MDMzw7p169CoUSPUrl0b3bp1w+7du6GlpSUVp2rVqjAzM4ONjQ2mT58OGxsbPHz4UKqPhoYGzMzMYGVlhUmTJqFTp04yhQRJHMlPUQsgIpEIM2fOhKGhIUxMTDB37lyMGjVK7ggMCWtra6xevRpjxoyBnp4eatasKTVyZdq0aXBwcMC4ceMAAC9evMCSJUvw999/Y8eOHTK3KW3ZsgXW1tYAPo/A2bNnD06fPs2NZgkICCg0l6NHj8LOzg7z58/HzZs3ERMTI7V93759+O2339CjRw/UqlULkyZNQo8ePWTeI4QQQgghX0MFEEIIKQV79uwBn89HSEgItm7dik2bNuGff/7htm/YsAEODg549OgRFi9ejAcPHsDNzQ1DhgzB06dPsWzZMixevPi7bic5ceIExo0bB0dHR8TFxeHEiROFHrco5s+fD09PT4SHh6Nr165c+4wZMyAUCrF9+/av7i8puoSGhqJBgwZwd3fHhAkTsGDBAty/fx+MMUydOlXuvk+ePEHbtm3h7u6OHTt2gMfjAfg8YmDDhg3Yt28fbt68iXfv3mH27NlFej5FZWZmhri4ONy8ebPI+zDGcOnSJbx79w6tWrX6al8tLS3uVpqS2rhxI/z8/ODj44Nbt24hOTkZJ0+eLNJ+zZs3x6NHjzB58mRMmjQJERERAD4Xr3x9fREYGIjdu3fDw8MDQ4YMQe/evb8Zd/bs2XBzc+MKU3FxcWjTpk2h/b29vTF8+HAYGBige/fuMte9QCCApqamVJuWlhZu3br1zVwIIYQQQjiMEEKIQjk7OzNbW1smFou5tnnz5jFbW1vGGGNWVlasb9++Uvu4u7uzzp07S7XNmTOH2dnZScX19PQsUg6enp7M2dlZqk3ecRljDADT1NRkOjo63M/JkyfZ69evGQC2ZcsWqf7+/v4MAEtJSWF//vknMzY2ZqmpqYwxxgwMDJivr69U7EWLFnGP79y5wwAwb29vru3gwYNMU1OTe7x06VLm4ODAgoKCmJGREduwYYPU8X19fRkAFhUVxbX98ccfrFq1alIxVFRUpJ6Tjo4OmzBhAtfH2dmZqampyfT5999/GWOMCYVC5uHhwQAwMzMz1rdvX7Z9+3aWlpYmcy4k+/L5fKaiosJWrlwplfOoUaNYnz59GGOMicViduXKFaahocFmz54tN47k59OnTzLnXB5zc3O2bt067nF+fj6rXr06d0zJ8y14/VhZWbHhw4dzj8ViMatatSrbtWuXVGwfHx+moqLCatasyT13yWtU0ObNm5mVlZXc51wQAHby5Enu8cuXL5mamhpLTExkjDF28uRJZmNjI/X+GTp0KLOzs2MvX75kIpGI/ffff0xLS4upq6vLPR+EEEIIIfLQCBBCCCkFrVu35kYrAICjoyMiIyO5uSOaN28u1T88PBxOTk5SbU5OTlL7KMKXx5XYvHkzQkNDuZ/OnTt/cx8AGDt2LExMTLB27dpC+9jb23P/X61aNQBA48aNpdpyc3ORnp7Otb179w6dO3fGkiVLMGvWLJmY2traqF27NvfY3NwcCQkJUn3q168v9ZxCQ0Nl5vsYNmyYTB/JCAdVVVX4+vri/fv3WLduHSwtLbF69Wo0bNhQ5nabwMBAbv9//vkHq1evxq5du6T6nDt3Drq6utDU1ET37t0xePBgLFu2rNA4oaGhMDIyKvS8SqSlpSEuLk5qxAmfz//q6yZR8LXh8XgwMzOTOY+jR4+Gubk5pk2bJjU/iaL4+Piga9eu3O1JPXr0QFpaGq5fv8712bp1K+rWrYsGDRpAXV0dU6dOxejRo6GiQn/GEEIIIaToaBJUQghRAh0dnTJ1XDMzM9SpU0eqLTEx8av7AJ8/aK9atQoeHh6F3saipqbG/b+kKCSvTSwWc22mpqawsLDAwYMHMWbMGJkP3gX3l8Rg/z/HioRktZWvMTAw+GYfS0tLjBgxAiNGjICXlxfq1auHP//8E8uXL+f62NjYwNDQEMDnyVfv3r2LVatWYdKkSVwfV1dX7Nq1C+rq6rCwsJCZkPXLOD+CvPNY8HWQ4PP5UvmqqKjInO+CE+QWlUgkwp49exAfHy8VXyQSwcfHh5tE1tTUFKdOnUJubi6SkpJgYWGB+fPno1atWsU+JiGEEEIqL/rqhBBCSsHdu3elHgcHB6Nu3bpQVVWV29/W1hZBQUFSbUFBQahXr16h+5QVgwYNQsOGDaUKAiWlpaWFc+fOQVNTE127dkVGRobCYpeEkZERzM3NkZWV9dV+qqqqyMnJkWrT0dFBnTp1ULNmTbnFj+9lYGAAc3NzqWtOKBTiwYMHCjvGl0xNTREfHy9VBAkNDZXqo66u/s3RSxcuXEBGRgYePXokNfLl4MGDOHHihMyyv5qamrC0tIRQKMTx48fRp08fRT0lQgghhFQCNAKEEEJKwbt37zBz5kxMmDABDx8+xPbt27+6YsWsWbPQokULeHl5YfDgwbhz5w527NiBnTt3/sCsv9+aNWukJkhVBB0dHZw/fx7du3dH9+7dcenSpWItCysUChEfHy/VxuPxuNtwgM+TqX7ZR0NDA0ZGRvjrr78QGhqKfv36oXbt2sjNzcXevXsRFhYmM/FrQkICcnNzIRAIEBISgn379mHgwIHf8ay/7unTp9DT05N6Pg4ODvD09MSaNWu420Q2bdokUzxQJBcXFyQmJmLdunUYOHAgLl26hIsXL0qN1LG2tsbly5cREREBExMTGBgYyIw48fb2Rs+ePeHg4CDVbmdnh19//RX79+/HlClTcPfuXcTGxqJJkyaIjY3FsmXLIBaLMXfu3FJ7joQQQgipeGgECCGElIKRI0ciJycHLVu2xJQpU+Dp6Sm17OyXfvrpJxw5cgSHDh1Co0aNsGTJEqxYsQIeHh4/LukS6NChAzp06AChUKjQuLq6urh48SIYY+jZs+c3R14UFBYWBnNzc6kfKysrqT67d++W6TN06FAAQMuWLZGZmYmJEyeiYcOGcHZ2RnBwME6dOgVnZ2epOPXr14e5uTnq1KmDefPmYcKECd9cHed7tG/fHk2bNuV+mjVrBuBzAW3EiBEYNWoUHB0doaenh379+in8+BK2trbYuXMn/vjjDzg4OCAkJERmFZ5x48ahfv36aN68OUxNTWVGOH38+BHnz5/HgAEDZOKrqKigX79+8Pb2BgDk5uZi0aJFsLOzQ79+/WBpaYlbt2790NuFCCGEEFL+8diXN/ESQggpERcXFzRp0gRbtmxRaFxHR0d07NgRK1euVGhcUjF5eHggNTUVp06dUnYqhBBCCCFlAo0AIYSQMk4gEOD+/fsICwtDw4YNlZ0OIYQQQggh5RIVQAghpIy7ePEiOnTogN69e2PgwIEIDAyErq5uoT+EEEIIIYQQWXQLDCFERmndwkEUIycnB7GxsYVu/9ayroQQQgghhFRGNAKEECLjxIkT8PLyKnGcT58+wczMDKtXr5bZ5ubmhtatW0MkEsHFxQU8Hk/mp2fPnkU+VuvWrTFx4kSptj///BM8Hg9+fn5S7R4eHmjXrh327dsHHR0dREVFSW3/8OEDjIyMsGPHDql2xhi6d+8OHo8nM6/CvXv30LFjRxgaGsLIyAhdu3bF48ePue0BAQHg8XhyV+awtraWKjZ9+ZgxhtmzZ0NfXx8BAQHQ0tKCrq4uli9fjrZt28LBwQFubm54/PjxDy1+vHnzBjweT2r504yMDLi6usLOzg7v37//YblImJubY82aNVJt8+fPB4/HQ0BAgFS7i4sLRowYAQDw8/PjrjsVFRVUr14do0ePRkJCQqnlKu+a5/F4WL9+fakdkxBCCCGkMqMCCCGVSF5eXpH6GRsbSy21+b2qVKmCv//+G8uXL8fTp0+59qNHj+LcuXPYs2cPVFVVceLECcTFxXE/z549g6qqKgYNGlTkY7m6usp8wPX390eNGjVk2gMCAtChQweMGDECXbt2hYeHB8RiMbd93LhxaNasGaZMmSK135YtW8Dj8WSOnZmZiW7duqFmzZq4e/cubt26BT09PXTt2hX5+flFfg7yiEQijB07Fnv37oW/vz9cXFwAfF5lJiIiAmfOnMHTp0/Rv39/uLm54dGjRyU6XkkkJibC1dUVWVlZCAwMRPXq1X94Di4uLkW6DnJzcxEcHIwOHTpwbfr6+oiLi8P79++xe/duXLx4kSuQlIaC13xcXBx8fHzA4/HkropCCCGEEEIUgBFCyi1nZ2c2ZcoUNmXKFKavr89MTEzYokWLmFgsZowxZmVlxVasWMFGjBjB9PT02KhRoxhjjB07dozZ2dkxdXV1ZmVlxTZs2CAT19PTs0g5fPz4kf38889MU1OTWVtbs3///ZdZWVmxzZs3c308PDxY06ZNWV5eHktISGCmpqZs69athcbcvHkz09PTY5mZmVyblZUVW7VqFRs9ejTT1dVlNWrUYH/99Re3/fLlywwAi4uL49qqVavG/vjjD2ZlZcW1vXr1igFg/v7+jDHG5bN+/XrGGGO+vr7MwMCAvXv3TiqnR48eMUtLSxYXF8cAsJMnT3Lb7t27xwBI7fPkyRMGgEVGRjLGGPP392cAWEpKiszz/fJ8SR7n5uayfv36sRo1arAXL15I7aOjo8P27t0r1WZsbMx2797NPX737h0bNGgQMzAwYEZGRqx3797s9evX3PZRo0axPn36sPXr1zMzMzNmbGzMJk+ezPLy8rg+ubm5bO7cuax69epMXV2d1a5dm/3zzz+MMcZev37NALBHjx6xd+/esfr167MOHTqwjIwMbv+3b9+y3r17Mx0dHaanp8cGDRrE4uPjpfL+/fffWdWqVZmuri4bM2YMmzdvHnNwcGCMMfb06VPG4/FYQkICY4yxpKQkxuPx2ODBg7n9vby8mJOTE2OMsb/++ovp6uqy/Px8xhhj6enpTE1Nje3YsYM5Oztz+1y/fp0B4M6H5HUvaNWqVUxFRYVlZ2czxhgLCgpiDg4OTENDgzVr1oydPHmSe/6MMdasWTPuOmKMsT59+jA+n8+dj5iYGKlr4kt9+vRhHTp04B5Lzu/x48eZi4sL09LSYvb29uz27dty9yeEEEIIIV9HI0AIKef27NkDPp+PkJAQbN26FZs2bcI///zDbd+wYQMcHBzw6NEjLF68GA8ePICbmxuGDBmCp0+fYtmyZVi8eLHMbSJF5eHhgZiYGPj7++PYsWPYuXOnzG0DW7duRVJSEry8vDB58mQ0atQI06ZNKzSmt7c3hgwZAh0dHan2jRs3onnz5nj06BEmT56MSZMmISIiAgDg5OQENTU1+Pv7AwCeP3+OnJwcjB07FklJSXj9+jWAz6MBNDU14ejoCAAwNTXF33//jcWLF+PKlSv49ddfsXXrVtSoUYM7bnZ2Ntzd3fHHH3/AzMxMJt/69evDxMQE3t7eyMvLQ05ODry9vWFrawtra+vin1R8HlXSs2dPPH/+HEFBQahfv77U9jZt2uDw4cNITk6GWCzGoUOHkJuby40Qyc/PR9euXaGnp4fAwEAEBQVBV1cX3bp1kxoJ5O/vj+joaPj7+2PPnj3w8/OTuhZGjhyJgwcPYtu2bQgPD8dff/0lM9FqREQEnJycYGdnhwsXLnDbxWIx+vTpg+TkZNy4cQNXrlzBq1evMHjwYG7fI0eOYNmyZVi9ejXu378Pc3Nz7Ny5k9vesGFDmJiY4MaNGwCAwMBAqccAcOPGDe55u7q6IjMzE/fu3eP616tXDwMGDMDdu3eRm5vLPW9ra+uvvj5aWloQi8UQCoVIT09Hr1690LhxYzx8+BBeXl6YN2+eVH9nZ2dulAljDIGBgTA0NMStW7e4PC0tLeXepvTx40ecP38eY8eOldm2cOFCzJ49G6GhoahXrx6GDh0KoVBYaN6EEEIIIaQQyq7AEEK+n7OzM7O1teVGfDDG2Lx585itrS1j7PNIgr59+0rt4+7uzjp37izVNmfOHGZnZycVtygjQCIiIhgAFhISwrWFh4czAFIjGhhj7Nq1a0xVVZXp6+uzN2/eFBrz7t27DAC7e/euVLuVlRUbPnw491gsFrOqVauyXbt2cW1OTk5s/PjxjDHG/vjjD9ajRw/GGGNdunRhPj4+jDHGRowYwVxdXWWOO3LkSKaiosL69Okjs238+PFs7Nix3GN8MQKEsc8jFWrXrs1UVFSYiooKq1+/vtTzlIwA0dHRkfnh8XgyI0DU1dWZiYkJN/LhSykpKaxLly4MAOPz+UxfX59dvnyZ275v3z5Wv359qWtDIBAwLS0trt+oUaOYlZUVEwqFXJ9BgwZxoyskr++VK1fk5iAZoaCurs5cXV2l4jDG2H///cdUVVWlRsaEhYVJXTOOjo5s8uTJUvu1atWKGwHCGGP9+/dnU6ZMYYwxNmPGDDZnzhxmZGTEwsPDWV5eHtPW1mb//fcf19/S0pKtXr2aMfb52pbEr1evHrt+/TpjjLF27dqx0aNHc/t8OQLk5cuXrF69eqx58+aMMcZ27drFTExMWE5ODtdn9+7dUiNAzpw5wwwMDJhQKGShoaHMzMyMeXp6snnz5jHGGPvll1+Yu7u73HO5du1aZmRkJBVfcn4lI24Knr/w8HC5cQghhBBCSOFoBAgh5Vzr1q2l5qVwdHREZGQkRCIRAKB58+ZS/cPDw+Hk5CTV5uTkJLVPUYWHh4PP56NZs2ZcW4MGDWBoaCjTt0OHDmjdujVGjBgBKyurQmN6e3ujcePGaNmypcw2e3t77v95PB7MzMykRpsUnP8hICCAGxVQ8Jv5gIAAuLq6ysRevHgxxGIxFi1aJNV+5swZXL9+/asr4khGmjg5OSE4OBhBQUFo1KgRevbsiZycHKm+gYGBCA0NlfqxsLCQidmlSxdkZWXJnUBWkm9qaiquXr2K+/fvY+bMmXBzc+PmWnn8+DGioqKgp6fHLY9rbGyM3NxcREdHc3EaNmwIVVVV7rG5uTl3TkNDQ6GqqgpnZ+dCnzsA9O7dG4GBgThx4oRUe3h4OGrUqCE1msbOzg6GhoYIDw/n+rRq1UpqP8noHImCr9+NGzfQoUMHtG/fHgEBAbh37x7y8/OlrulvXQc5OTm4e/euzHWQlpYGXV1daGtro379+qhWrRr2798P4PMoF3t7e2hqanL9v7xG27Vrh4yMDDx69Ag3btyAs7OzVC4FR6p8ycfHB8OGDZOKL1Hwujc3NweAUp2clRBCCCGkouIrOwFCSOn68jYSZeLz+eDzC/+1k5WVhUOHDmHFihVyt6upqUk95vF4UpOXurq6YtWqVYiNjUVAQABmz54N4PMH37/++gvR0dGIiYmRmviyYG4F/ytx/fp1REdHyxR1BgwYgHbt2iEgIAAHDhzAmzdvcOfOHaiofK4rHzhwAEZGRjh9+jSGDBnC7WdjYyMTS9456dixI6ZNm4Y+ffpALBZj69at3Lbo6Gjs2LEDz549Q8OGDQEADg4OCAwMxB9//IE///wTmZmZaNasGfcBviBTU1Pu/792TrW0tGT2lWfhwoWwt7eHu7s7GGNwc3Mr0n5F5eLighkzZiAyMhLPnz9H27Zt8eLFCwQEBCAlJQXNmzeHtrY219/V1RWenp5ISkrCo0ePuAKO5Dpo37498vLyZK4DPT09PHz4ECoqKjA3Ny/y85cwNDSEg4MDAgICcOfOHXTu3Bnt27fH4MGD8fLlS0RGRsotJgUGBiIiIgKHDx+WG7fgayQpdha87gkhhBBCSNHQCBBCyrm7d+9KPQ4ODkbdunWlvtUvyNbWFkFBQVJtQUFBqFevXqH7FKZBgwYQCoV48OAB1xYRESF3qdeiOHr0KAQCAYYPH/5d+7dp0wbq6urYuXMncnNzuZEpLVq0QGJiInx8fKCjoyN3dElh5s+fjydPnkiN2ACAzZs3w9fXF8DnOUJUVFSkRuJIHpfkg2qXLl1w9uxZ7N69G9OnT+fas7OzuWMUpKqqyh3vp59+QmRkJKpWrYo6depI/RgYGBTp+I0bN4ZYLJaab6MwixcvxrJlyzBs2DDug7ytrS1iYmIQExPD9Xv+/DlSU1NhZ2fH9ZF3DX+Zh5GREVauXIkmTZpAV1cXLi4uuHHjhtQIDwnJSjSbNm1C3bp1UbVqVQBA+/btERISgosXL6Ju3bqwtLSU2k9FRQV16tRBrVq1ZIof9evXx9OnTyEQCLg2yTwjBTk7O8Pf3x83b96Ei4sLjI2NYWtri1WrVsHc3Bz16tWT2cfb2xvNmjWDg4OD3HNLCCGEEEIUgwoghJRz7969w8yZMxEREYGDBw9i+/bt8PT0LLT/rFmzcO3aNXh5eeHly5fYs2cPduzYwY2WKI769eujW7dumDBhAu7evYsHDx7gl19+KfY35xLe3t7o27cvTExMvmt/LS0ttG7dGtu3b4eTkxNX0FFXV5dq/3LUw9eYmZmhUaNGUj8AULNmTdjY2AAAOnfujJSUFEyZMgXh4eEICwvD6NGjwefz5d5uUxydOnXCuXPn4O3tjalTpwL4XHiqU6cOJkyYgJCQEERHR2Pjxo24cuUK+vbtCwAYNmwYqlSpgj59+iAwMBCvX79GQEAApk+fjvfv3xfp2NbW1hg1ahTGjBmDU6dOcTGOHDkit//ChQvh5eWFYcOG4eDBg+jUqRMaN26MYcOG4eHDhwgJCcHIkSPh7OzM3Zrl6ekJHx8f+Pr64uXLl1i6dCnCwsKk4vJ4PLRv3x779+/nih329vYQCAS4du2azKiKWrVqoWbNmti+fbvUtho1asDCwgJ///13sV8Xd3d3iMVijB8/HuHh4bh8+TI2bNjA5Sfh4uKCy5cvg8/no0GDBlzb/v375Y7+SE9Px9GjR/HLL78UKx9CCCGEEFJ8VAAhpJwbOXIkcnJy0LJlS0yZMgWenp4YP358of1/+uknHDlyBIcOHUKjRo2wZMkSrFixAh4eHt91fF9fX1hYWMDZ2Rn9+/fH+PHjuW/ciyMiIgK3bt2SuwpGcbi6uiIjI0NmVICzszMyMjJKXJCQp0GDBjh79iyePHkCR0dHtGvXDh8+fMClS5e4ORtKokOHDjh//jz8/PwwZcoU8Pl8XLhwAaampujVqxfs7e2xd+9e7NmzBz169AAAaGtr4+bNm6hZsyb69+8PW1tbjB07Frm5udDX1y/ysXft2oWBAwdi8uTJaNCgAcaNG4esrKxC+8+fPx+rV6/GiBEjcPDgQZw+fRpGRkZo3749OnXqhFq1aknd6jF48GAsXrwYc+fORbNmzfD27VtMmjRJJq6zszNEIhH3uqqoqKB9+/bg8Xgyc9oAir8O9PX1cfbsWYSGhqJJkyZYuHAhlixZAgBS83a0a9cOYrFYqtjh4uIilXtBhw4dAmMMQ4cOLVY+hBBCCCGk+HiMMabsJAgh38fFxQVNmjT56gSd38PR0REdO3bEypUrv2t/a2trzJgxAzNmzFBoXqRyWLZsGU6dOsXdblRW7d+/H6NHj0ZaWtp3j3oihBBCCCE/Dk2CSgjhCAQCPH36FGFhYVJzThBCgL1796JWrVqwtLTE48ePMW/ePLi5uVHxgxBCCCGknKACCCGEc/HiRYwcORK9e/fGwIEDERgYiO7duxfaPzMz8wdmR4hyxcfHY8mSJYiPj4e5uTkGDRqEVatWKTstQgghhBBSRHQLDCGkUDk5OYiNjS10e506dX5gNoQQQgghhBDy/agAQgghhBBCCCGEkAqPVoEhhBBCCCGEEEJIhUcFEEIIIYQQQgghhFR4VAAhhBBCCCGEEEJIhUcFEEIIIYQQQgghhFR4VAAhhBBCCCGEEEJIhUcFEEIIIYQQQgghhFR4VAAhhBBCCCGEEEJIhcdXdgKEEEIIIeWFQCRAZl4msvKzkJGfgay8LGTm///jvAxk5WchR5gDIRNCKP7fj4iJIBQLkS/O//xYLOL6iMQigAfwVfhQ46lBVUUVfBX+5x8e/3//X+CxmqoadPg60FHXgZ6aHnTUdKCn/vm/umq60FXXhY6aDlR49F0XIYQQIkEFEEIIIYRUSowxiJKSIExMxFPtZHzI/4Tk3GQk5SR9/m9uElJyU7jCRmZ+JvLF+cpOu8h44EFbTZsrihhqGMJEywQmmiaoolVF6sdEywQmWiZQU1FTdtqEEEJIqeExxpiykyCEEEIIUTRhSgry38ciP/b/fz58QH58PIQJCRAmJkL46RMgFAIAds6ojQCtt0rOWLl44MFAw4AriJhqmcJcxxw19GrAUtcS1fWqw0zHjEaVEEIIKbdoBAghhBBCyiWWn4/8Dx+Q9y4GeTHvkP8uBnkxMch/9w55sbFg2dlFjmUh0AK0SjHZcoCBIVWQilRBKqJSo+T24avwYa5jjuq61VFdrzpXGKmuVx3VdavDQMPgB2dNCCGEFB0VQAghhBBSpolyc5EXHY28V68giIpG3qtoCKJfIe/dO24ER0lVy9EADBUSqkITioWIyYhBTEYMECe73UDDALUNaqOOYR3UMarz+b+GdWCkafTjkyWEEEK+QAUQQgghhJQJYjFD6sdsJMVmIvlDFpJiM5H0IQtV1NNgvf/XUj22SbZqqcavLNIEaXiY8BAPEx5KtRtrGnPFkNqG/yuQ6KvrKylTQgghlREVQAghhBDywzExQ0p8NhLepiPhTToS3mXg0/tMiPLFMn3VTLVLPR+DLJoSrTQl5yYjJD4EIfEhUu1VtavCzsQOjUwaoVGVzz90Gw35GhcXFzRp0gRbtmxRdiqlisfj4eTJk+jbt6/c7W/evIGNjQ0ePXqEJk2a/NDcXrx4AQ8PD4SGhqJBgwYIDQ0tdozSyt/DwwOpqak4deqUwmKWlmXLluHUqVPfdf7I96NZrAghhBBS6tISsxF57yNuHYvEyY0PsfvXmzi44i6u7QnH0xux+Pg6XW7xAwDS0sRgPF6p5qebUX5Wd6lIErITEBATgB2hOzDx6kS0PdQW3Y93x9wbc7EnbA8efHyA7Pyiz+VCKr4TJ07Ay8vrm/0aN26MiRMnyt22b98+aGho4PDhw1BVVUVsbKzcfnXr1sXMmTNl2idOnAgejydVhPHw8ACPxyv0Z8+ePVIx3r9/D3V1dTRq1EjusePi4tC9e/dvPs8v+fn5wd7eHpqamqhatSqmTJkit1+DBg2goaGB+Ph4mW0uLi6YMWNGocdYunQpdHR0EBERgWvXrgGA3Ofctm3bYuV+7do1tGnTBnp6ejAzM8O8efMgVNBtjgUxxrBkyRKYm5tDS0sLnTp1QmRkZJH2FQgEaNiwIcaPHy+zbe7cubCxsUFGRgYAYP/+/XBwcIC2tjbMzc0xZswYJCUlcf1nz57Nnb+iKnh+9fX10aJFC5w+fVqqT1xcHNzd3VGvXj2oqKh89bWsjKgAQgghhBCFyssV4u2zJASfjsaZrY/wz8yb+HdxMP7zDsPjqzH4EJmKfIGoyPGEeWIIrRuWYsaAZlpOqcYnRfc+8z0uvrmIDfc3wOOSB9ocbIP+Z/pjSdASHIk4gojkCNAihhVPXl5ekfoZGxtDT0/vm/3Gjh2LQ4cOISdH9r3t6+uL3r17o3///jAxMZEpTgDAzZs3ERUVhbFjx0q1nzx5EsHBwbCwsJBq37p1K+Li4mR+OnXqBGtra/Ts2VOqv5+fH9zc3JCeno67d+/KHN/MzAwaGhrffJ4Fbdq0CQsXLsT8+fMRFhaGq1evomvXrjL9bt26hZycHAwcOFDuc/+W6OhotG3bFlZWVjAxMeHafX19pZ77mTNnihzz8ePH6NGjB7p164ZHjx7h8OHDOHPmDObPn1/s/L5l3bp12LZtG/7880/cvXsXOjo66Nq1K3Jzc7+5r4aGBvbu3Qs/Pz9cvnyZaw8ODsbmzZvh5+cHPT09BAUFYeTIkRg7dizCwsJw9OhRhISEYNy4cdw+urq6UuevqCTn+f79+3BycsLAgQPx9OlTbrtAIICpqSkWLVoEBweHYsev6KgAQgghhJASyc3Kx6vQRNw6Fokjq+/hn5mBOLfjMR5cfIuY8BQIskv+DZ7Ayl4BmRaOn5JZqvHJ9xMxESJTInEy6iS8gr0w8OxAtD/cHp7XPbHv+T6EJ4VDzOSPHiLK4+LigqlTp2Lq1KkwMDBAlSpVsHjxYq54ZW1tDS8vL4wcORL6+vrcN+rHjx9Hw4YNoaGhAWtra2zcuFEmblG+0R4+fDhycnJw/PhxqfbXr18jICAAY8eOhZqaGkaMGAE/Pz+Z/X18fNCqVSs0bPi/4mtsbCymTZuG/fv3Q01NTaq/gYEBzMzMpH68vb1x584dnDp1ClWqVOH6Msbg6+uLESNGwN3dHd7e3jLH5/F4UrdxhISEoGnTptDU1ETz5s3x6NEjqf4pKSlYtGgR9u7dC3d3d9SuXRv29vbo3bu3TGxvb2+4u7tjxIgR8PHx+ep5lJfXgwcPsGLFCvB4PCxbtozbZmhoKPX8jY2Ni5z/4cOHYW9vjyVLlqBOnTpwdnbGunXr8Mcff3AjKpYtWyZzu8yWLVtgbW0tk+eGDRtgbm4OExMTTJkyBfn5n0f5McawZcsWLFq0CH369IG9vT327t2LDx8+cOe7TZs2mDdvnlS8xMREqKmp4ebNm2jWrBkWLlyIsWPHIjU1Fbm5uRg9ejSmTZsGZ2dnAMCdO3dgbW2N6dOnw8bGBm3btsWECRMQEvK/2wC/fD5isRgrVqxA9erVoaGhgSZNmuDSpUsyz01ynuvVqwcvLy8IhUL4+/tz262trbF161aMHDkSBgZ0S+GXqABCCCGEkGLJTs9D1IME3Dz0Eoe87sJ7diAu/vkUj6/GIPFdBphY8d/O55jYKDymlOTU0o1PFCpVkIrrMdex7t46uJ1zQ9tDbTHt2jTsCduDsE9hEImLPsKIlJ49e/aAz+cjJCQEW7duxaZNm/DPP/9w2zds2AAHBwc8evQIixcvxoMHD+Dm5oYhQ4bg6dOnWLZsGRYvXiy3QPEtVapUQZ8+fWQ+4Pv5+aF69ero0qULgM8jRSIjI3Hz5k2uT2ZmJo4dOyY1+kMsFmPEiBGYM2eOVFGkMOfOncOSJUvg6+sr8y28v78/srOz0alTJwwfPhyHDh1CVlZWobEyMzPx888/w87ODg8ePMCyZcswe/ZsqT5XrlyBWCxGbGwsbG1tUb16dbi5uSEmJkaqX0ZGBo4ePYrhw4ejc+fOSEtLQ2Bg4Defj0RcXBwaNmyIWbNmIS4uTiaP781fIBBAU1NTqk1LSwu5ubl48OBBkfMDPp/f6Oho+Pv7Y8+ePfDz8+OuodevXyM+Ph6dOnXi+hsYGKBVq1a4c+cOAGDYsGE4dOiQ1Eizw4cPw8LCAu3atQMALFy4EGZmZpg+fToWLVoEHo+H1atXc/0dHR0RExODCxcugDGGjx8/4tixY+jRo0eheW/duhUbN27Ehg0b8OTJE3Tt2hW9e/cu9PYcoVDIFc/U1dWLdY4qM5oElRBCCCFfJcgR4n14MmLCk/EhMhUp8T9+ToZMDVOYlmJ8lpkFPbEOMlQEpXgUUloy8jIQ8D4AAe8DAAC6arpoWrUpmps1RyuzVrAzsQOvlOeRIbJq1KiBzZs3g8fjoX79+nj69Ck2b97M3QbQoUMHzJo1i+s/bNgwdOzYEYsXLwYA1KtXD8+fP8f69evh4eFR7OOPHTsW3bt3x+vXr2FjYwPGGPbs2YNRo0ZBReXz98B2dnZo3bo1fHx80L59ewDAkSNHwBjDkCFDuFhr164Fn8/H9OnTv3ncFy9eYNiwYViwYAEGDRoks93b2xtDhgyBqqoqGjVqhFq1auHo0aOFPscDBw5ALBbD29sbmpqaaNiwId6/f49JkyZxfV69egWxWIzVq1dj69atMDAwwKJFi9C5c2c8efKE+4B86NAh1K1blyviDBkyBN7e3twH+28xMzMDn8+Hrq4uzMzMpLYNHToUqqr/W1Hr33//Rd++fYuUf9euXbFlyxYcPHgQbm5uiI+Px4oVKwB8LroUh5GREXbs2AFVVVU0aNAAPXv2xLVr1zBu3DhuzpNq1apJ7VOtWjVum5ubG2bMmIFbt25x5+XAgQMYOnQo93uEz+dj7969aNasGcRiMYKCgqQKOE5OTti/fz8GDx6M3NxcCIVC9OrVC3/88UeheW/YsAHz5s3jrru1a9fC398fW7ZskdpPcp5zcnIgFothbW0NNze3Yp2jyoxGgBBCCCFECmMMie8y8ODSG5zY8AA+swJx6e9nCAv8oJTiBwCk52uV+jGshTRUuKLIzM9EYGwgNj/YjCHnh8DliAsW3lqIi68vIk2Qpuz0Ko3WrVtLFZ4cHR0RGRkJkejzCJ3mzZtL9Q8PD4eTk5NUm5OTk9Q+xdG5c2dUr14dvr6+AD5Psvnu3TuMHj1aqt+YMWNw7Ngx7lYLHx8fDBo0iJtr5MGDB9i6dSv8/Py+WUhLS0tD37594ezsLHey1tTUVJw4cQLDhw/n2oYPHy73NhiJ8PBwbmJTCUdHR6k+YrEY+fn52LZtG7p27YrWrVvj4MGDiIyMlLo9wsfHR+bYR48e5Z57SWzevBmhoaHcT+fOnYucf5cuXbB+/XpMnDgRGhoaqFevHjdaQlKsKqqGDRtKFWLMzc2RkJBQ5P1NTU3RpUsX7N+/H8DnUSN37tzBsGHDpPrZ2dlhwIAB6Ny5s8y1/Pz5c3h6emLJkiV48OABLl26hDdv3hQ6MW96ejo+fPgg9/oPDw+XapOc54sXL8LOzg7//POP1O1G5OuoAEIIIYQQ5GblI/L+R1zzew6/eUE4svoegk+9QlxUGsSlcEtLcaWlisFUVL/dsQSq5+uWanyiPMm5yTgTfQZzb86F82FnjLgwAn89/gvPk57ThKpKpKOjU6rxVVRU4OHhgT179kAsFsPX1xeurq6oVauWVD/JN+5HjhxBZGQkgoKCpG5/CQwMREJCAmrWrAk+nw8+n4+3b99i1qxZUvNPiMViuLu7Q0VFBfv375dbLDlw4AByc3PRqlUrLta8efNw69YtvHz58rufq7m5OYDPH8olTE1NUaVKFbx79w7A5w/lwcHBmDt3Lnfs1q1bIzs7G4cOHfruY0uYmZmhTp063E9xX9+ZM2ciNTUV7969w6dPn9CnTx8A4F4vFRUVmferZG6Pgr6cn4XH40EsFnM5AsDHjx+l+nz8+FFqRMuwYcNw7Ngx5Ofn48CBA2jcuDEaN24scyzJefzS77//DicnJ8yZMwf29vbo2rUrdu7cCR8fn2KPaPmS5Dx36dIFvr6+GDx4cLEKPJUdFUAIIYSQSogxhoS36bh3/jWOr7sPnzm38N8/YXgRHI/s9KKtxvAjCfPFyLcp3ZVgzHNLf5QJUT4REyE0MRQ7Qndg8LnB6HC0AxbeWohLby4hPS9d2elVKF+ubhIcHIy6detKfTtfkK2tLYKCgqTagoKCUK9evUL3+ZbRo0cjJiYGJ06cwMmTJ2VWdQEAPT09DBo0CD4+PvD19UW9evWkbgkZMWIEnjx5IjW6wcLCAnPmzJFaCWTRokW4ffs2Tp8+XehKNd7e3pg1a5ZUrMePH6Ndu3aFTkhqa2uLJ0+eSK1SEhwcLNVHMnIgIiKCa0tOTsanT59gZWXFHbt9+/Z4/Pix1PFnzpz51REoJVWU/CV4PB4sLCygpaWFgwcPokaNGvjpp58AfC7oxMfHSxVBQkNDi5WLjY0NzMzMpJaflazEU3BUSp8+fZCbm4tLly7hwIEDMqM/viU7O1tm5IrkGpZXdNXX14eFhYXc679gUetLLVu2RLNmzbBq1api5VeZ0RwghBBCSCUhFokR+zIVr0IT8frxJ2Sllq/5LgRW9lCPflJq8avm0CRyldGnnE84E30GZ6LPQJWniiZVm6BTzU7oZNUJZjpm3w5ACvXu3TvMnDkTEyZMwMOHD7F9+3aZVV0KmjVrFlq0aAEvLy8MHjwYd+7cwY4dO7Bz587vzsHGxgYdOnTA+PHjoaGhgf79+8vtN3bsWLRr1w7h4eEyK4CYmJjILFeqpqYGMzMz1K9fH8Dn0SNr1qyBr68v9PT0uPkkJHR1dREVFYWHDx9i//79aNCggdT2oUOHYsWKFVi5cqXMiAJ3d3csXLgQ48aNw4IFC/DmzRts2LBBqk+9evXQp08feHp64u+//4a+vj4WLFiABg0awNXVFfn5+di3bx9WrFiBRo0aSe37yy+/YNOmTQgLC+PmBklMTJQpLpibm8vMnVEURckfANavX49u3bpBRUUFJ06cwJo1a3DkyBGucODi4oLExESsW7cOAwcOxKVLl3Dx4kXo6+sXORcej4cZM2Zg5cqVqFu3LmxsbLB48WJYWFigb9++XD8dHR307dsXixcvRnh4OIYOHVqs59yrVy+MGzcOu3btQteuXREXF4cZM2agZcuWMksoS8yZMwdLly5F7dq10aRJE/j6+iI0NJS7FacwM2bMQL9+/TB37lxYWloC+F9hKDMzk3st1dXVv1pMqSyoAEIIIYRUYMJ8Ed6FJePVo0S8efpJIUvSKkuOsTXkf6eqGMbZNElmZSdiIjz4+AAPPj7Aunvr0Ni0MbpYdUEnq06w1LVUdnrlzsiRI5GTk4OWLVtCVVUVnp6e3HK38vz00084cuQIlixZAi8vL5ibm2PFihXfNQFqQWPHjsW1a9cwefJkmZVGJNq2bYv69esjKioKI0eOLPYxdu3aBcZYobkuXboUSUlJsLOzkyl+AEC/fv0wdepUXLhwQWbpWl1dXZw9exYTJ05E06ZNYWdnh7Vr12LAgAFS/fbu3Ytff/0VPXv2hIqKCpydnXHp0iWoqanh+PHjSEpKQr9+/WSObWtrC1tbW3h7e2PTpk0APt+qc+DAAal+Xl5eWLRoUXFOS7Hyv3jxIlatWgWBQAAHBwecPn0a3bt3l8pz586dWL16Nby8vDBgwADMnj0bf//9d7HymTt3LrKysjB+/Hikpqaibdu2uHTpksy1MWzYMPTo0QPt27dHzZo1i3UMDw8PZGRkYMeOHZg1axYMDQ3RoUMHrF27ttB9pk+fjrS0NMyaNQsJCQmws7PDmTNnULdu3a8eq1u3brCxscGqVau4YmHTpk257Q8ePMCBAwdgZWWFN2/eFOt5VEQ8Rjc+EkIIIRVKfp4Ib58mIfphAt4+S0K+oGIsCWptIUStA56lFj+pazNM+ulxqcUn5ZudiR06W3VGF6suqKlfvA9DlZGLiwuaNGmCLVu2KDSuo6MjOnbsiJUrVyo0blkiWRL2ypUrUsu1koplwYIFCAwMxK1bt5SdSqVCI0AIIYSQCkCYL8KbJ0mIevARb58lQZgnVnZKCpeeJ/+bW0XRKYNzn5Cy43nSczxPeo6tD7eivlF9dLbqjM7WnVHLoNa3dyYlJhAI8PTpU4SFhRVpKdryKj09HSdOnICKiorckSKk/GOM4dWrV7h27ZrUSA3yY1ABhBBCCCmnGGP4EJmKiLvxiH6YiLyc8nt7S1GkpYrAVPngiUrneaqn5pRKXFLxRKREICIlAjtCd6CuUV30qtULP9f6GabapspOrcK6ePEiRo4cid69e2PgwIEIDAyUuj3iS5mZmT8wO8VZunQpDhw4gLVr16J69erKToeUgrS0NNjZ2aFFixb47bfflJ1OpUO3wBBCCCHlTEp8FiLuxuPl3Y/ISM799g4VSLv3/0At6lGpxOaZVcWg0cmlEptUfKo8VbS2aI3etXqjQ80O0OSX7oilyi4nJwexsbGFbq9Tp84PzIYQUl5QAYQQQggpB3Iy8hB5/yMiguOR8DZD2ekoTQvVYOhd21cqsXnq6hg0q+LdOkR+PF01XXSx7oLetXvjp6o/gcejCXYJIaQsoFtgCCGEkDJKlC/G6yefEBEch3dhyRCL6TuL7FJcCYbl5aGayAAfVbNK6QikssjMz8SJyBM4EXkC1XWro1ftXuhVuxdq6NVQdmqEEFKp0QgQQgghpIxJ/ZiNZ4GxiLgTj9ysfGWnU6ZYWQhRuxRXgtk40wp3NQofVk/I9+KBh6ZVm6Jvnb7obtOdbpEhhBAloBEghBBCSBkgEonxOvQTnt2MRezLFIC+npArPU+rVONb5ukAGqV6CFJJMTA8THiIhwkPseH+BvSu3RuD6w+GtYG1slMjhJBKgwoghBBCiBKlJ+XgeeAHhN+OQzYtw/pNaSlCiPnqUBGWzrkyy9FEqd1jQ8j/S89Lx7/h/2J/+H60NG+JIfWHwKWGC/gq9Kc5IYSUJvotSwghhPxgYjHD26efEBb4Ae/CkkA3oxadWMQgrGUP9Zf3SyV+lRzVUolLiDwMDHfj7uJu3F1U1a6KgXUHYkC9AaiqXVXZqRFCSIVEc4AQQgghP0hORh7CAmMRFvgBmSkCZadTbrXgh0Dv6p5SiR3bpwV+tSudZXYJKQo+jw/Xmq5wq++G1uatlZ0OIYRUKDQChBBCCCllKfFZCL0Wg4jgeIjyaZnVkso2Kr2VYHQzRKUUmZCiETIhrry9gitvr8Ba3xrDbIehb52+NGkqIYQoAI0AIYQQQkpJbEQKQq++w5tnSTSpqQJZWYhQ+8D0Uomd37whhnWOKJXYhHwvIw0jDGkwBEMbDIWRppGy0yGEkHKLCiCEEEKIAolFYkQ9SEDo1RgkvstQdjoVkpEJH02PTyid4HWs4TbofenEJqSENFU10adOH4yyG4Ua+jWUnQ4hhJQ7VAAhhBBCFECQI8TzwA944h9D83uUMhVVHtoH/gqVPMWfZ56xEQZNoMIVKdtUeCroWLMjPBp6wN7UXtnpEEJIuUEFEEIIIaQEMlNyEXo1Bs+DPiA/l+aP+FHaxvtB/cU9xQdWUYH7XD6EPJqrhZQPP1X9CaMbjYZzdWfweDxlp0MIIWUaTYJKCCGEfIf0Tzl4cOktXgTHQSyk7xJ+tNwajUqnACIWo4ZQH6/VUhUfm5BS8DDhIR5ef4haBrXg0dADvWr3Al+F/sQnhBB5aAQIIYQQUgwp8Vl4cOktIkM+Qiymf0KVxc40EWZHl5VK7D9m1MINrXelEpuQ0mapa4kJ9hOoEEIIIXLQb0VCCCGkCJLexyDs5iM8C9QFfXWgfJlqJqUW21KgA2iVWnhCSlVsZiyW3F6C3U93Y1zjcVQIIYSQAui3ISGEEPIVyR/e486xg4i4HQgVPh961cYjN0td2WlVeukCjVKLXTWXXl9S/sVkxHCFkPH249GrVi+oqqgqOy1CCFEqKoAQQgghcqTExeLO8UN4EXQDTPx5QkxRfh70DJ8jN6uJcpMjSE8RgqlrgpeXq/DYJtn0IZFUHDEZMVgctBi7n+zGBIcJ6GnTkwohhJBKi+YAIYQQQgpIjY9D8IlDeB7ozxU+CuKrq0On6gQIstSUkB0pqO3HfVAPD1Z43I89W2Ca/SOFxyWkLLDWt8Z4+/HoYdODCiGEkEpHRdkJEFIcLi4umDFjhrLTKDIej4dTp04pLF55e/7KZm1tjS1btig7DYVatmwZmjRpUqx96LopmqzUFPz393b4zpyIsBvX5BY/AECYlwcDo/AfnB2RJ7eGXanE1c3IL5W4hJQFb9Lf4Ldbv6Hv6b64/OaystMhhJAfigogpFw5ceIEvLy8itRX3off3NxceHh4oHHjxuDz+ejbt6/ikyxEQEAAeDye3J979xS3lOOWLVtQv359aGlpoUaNGvj111+Rm6u4IeJv3rwp9HkEB5fsm1hra2uZmNWrV1dQ5l/n4uIi9zn17NmzWHG+vO4YY5g9ezb09fUREBDwzf0l5zc0NLRIxztx4gSaN28OQ0ND6OjooEmTJti3b59Mn6K+byqjfEEu7hw/CG/P8Xh67TLEItE394l7eQsa2vQhWdmyDa1KJa5mmuJvqyGkrHmT/gazb8yG+3l33IsvhSWlCSGkDKI5QEiZkJeXB3X1b086Z2xsXKLjiEQiaGlpYfr06Th+/HiJYhVXmzZtEBcXJ9W2ePFiXLt2Dc2bN1fIMQ4cOID58+fDx8cHbdq0wcuXL+Hh4QEej4dNmzYp5BgSV69eRcOGDaXaTExKvirDihUrMG7cOO6xquqPGZ574sQJ5OXlcY+TkpLg4OCAQYMGfXdMkUiEcePG4dy5c/D390ezZs0UkaoUY2NjLFy4EA0aNIC6ujrOnTuH0aNHo2rVqujatSvXh8hijOH5zeu4dXgfMpM+FWvffEEu9I1fIDG7cSllR4oik1861zY/NbNU4hJSFj399BRjLo9B++rtMeOnGahrVFfZKRFCSKmhESCkVLi4uGDq1KmYOnUqDAwMUKVKFSxevBiSKWesra3h5eWFkSNHQl9fH+PHjwcAHD9+HA0bNoSGhgasra2xceNGmbhFGcrv4uKCt2/f4tdff+W+yQcAHR0d7Nq1C+PGjYOZmZncfSW3GPj4+KBmzZrQ1dXF5MmTIRKJsG7dOpiZmaFq1apYtWqV1H6RkZFo3749NDU1YWdnhytXrkhtV1dXh5mZGfdjYmKC06dPY/To0Vx+ABAUFAQXFxdoa2vDyMgIXbt2RUpKitxcz58/DwMDA+zfvx8AcPv2bTg5OcHd3R3W1tbo0qULhg4dipCQEABAYmIizMzMsHr1ai7G7du3oa6ujmvXruHNmzdQUVHB/fv3pY6zZcsWWFlZQVzglgATExOp52NmZgY1NbUSnUMA0NPTk4ppamoK4POH1WXLlqFmzZrQ0NCAhYUFpk+fzu2XkJCAXr16QUtLCzY2Ntw5kfDz85M7wmPZsmUAPhcJCh73ypUr0NbWliqAyDtGYbfZCAQCDBo0CFevXkVgYCBX/BAIBJg+fTqqVq0KTU1NtG3btkQjgFxcXNCvXz/Y2tqidu3a8PT0hL29PW7duiXVh26BkRYT9gT/LpiBSzs3F7v4IREfGQh1TaGCMyPFkZZbSivBJKeWTlxCyrCb729i4NmBWBK0BAnZCcpOhxBCSgWNACGlZs+ePRg7dixCQkJw//59jB8/HjVr1uS+3d+wYQOWLFmCpUuXAgAePHgANzc3LFu2DIMHD8bt27cxefJkmJiYwMPDo1jHPnHiBBwcHDB+/Hip0QRFFR0djYsXL+LSpUuIjo7GwIED8erVK9SrVw83btzA7du3MWbMGHTq1AmtWrWCWCxG//79Ua1aNdy9exdpaWnf/MB55swZJCUlYfTo0VxbaGgoOnbsiDFjxmDr1q3g8/nw9/eHSM6Q/AMHDmDixIk4cOAAfv75ZwCfR5n8+++/CAkJQcuWLfHq1StcuHABI0aMAACYmprCx8cHffv2RZcuXVC/fn2MGDECU6dORceOHQEAnTp1gq+vr9SoFF9fX3h4eEBFpeg10+Kew285fvw4Nm/ejEOHDqFhw4aIj4/H48ePue0eHh748OED/P39oaamhunTpyMh4X9/wA0ePBjdunXjHgcEBGDEiBFwcnKSezxvb28MGTIEOjo6RT6GRGZmJnr27In3798jKCgINWrU4LbNnTsXx48fx549e2BlZYV169aha9euiIqKKvFIDcYYrl+/joiICKxdu7ZEsSqq5A+xuLnfB9H375Y4Vn5uLsyrvEDC+0YKyIx8j/TUfDANLfAEOQqNyzIyocu0kcnL+3ZnQioQMRPjZNRJXHpzCR4NPeDR0APaatrKTosQQhSGCiCk1NSoUQObN28Gj8dD/fr18fTpU2zevJkrSHTo0AGzZs3i+g8bNgwdO3bE4sWLAQD16tXD8+fPsX79+mIXQIyNjaGqqsqNJigusVgMHx8f6Onpwc7ODq6uroiIiMCFCxegoqKC+vXrY+3atfD390erVq1w9epVvHjxApcvX4aFhQUAYPXq1ejevXuhx/D29kbXrl2l5rhYt24dmjdvjp07d3JtX95mAgB//PEHFi5ciLNnz8LZ2Zlrd3d3x6dPn9C2bVswxiAUCjFx4kT89ttvXJ8ePXpg3LhxGDZsGJo3bw4dHR38/vvv3PZffvkFEydOxKZNm6ChoYGHDx/i6dOnOH36tFQObdq0kSmIZGb+b9h4cc+hxLx587Bo0SLu8erVqzF9+nS8e/cOZmZm6NSpE9TU1FCzZk20bNkSAPDy5UtcvHgRISEhaNGiBXd+bW1tuThaWlrQ0tIC8Lk4M2XKFKxevRqdO3eWOb8hISF49uwZvL29ubaiHEPCy8sLenp6CA8P50awAEBWVhZ27doFPz8/7trYvXs3rly5Am9vb8yZM0cmVlGkpaXB0tISAoEAqqqq2Llzp9znVZnlZKTjzrGDeHzlIsQixY3aiI+6BU3DBsjLpX9OlYGJgbw6TaERdlvhsa3zDfFMnb4FJ5VTjjAHux7vwvGXxzG16VT0qdMHKjwaOE4IKf/oNxkpNa1bt5a6tcPR0RGRkZHcaIYv570IDw+X+TbeyclJap8fxdraGnp6etzjatWqwc7OTuoDf7Vq1bhv/8PDw1GjRg2u+AF8fr6Fef/+PS5fvoyxY8dKtUtGgHzNsWPH8Ouvv+LKlStSxQ/g86iG1atXY+fOnXj48CFOnDiB8+fPy0yAuWHDBgiFQhw9ehT79++Hhsb/hpH37dsXqqqqOHnyJIDPt464urrC2tpaKsbhw4cRGhoq9VNQcc+hxJw5c6Rijhw5EgAwaNAg5OTkoFatWhg3bhxOnjwJofDzB9nw8HDw+XypOTYaNGgAQ0NDmfOXlpaGn3/+GT179iy04ODt7Y3GjRtzBZbiHqNLly7IysqSutUI+Fx4yc/Pl7rO1dTU0LJlS4SHf/+qInp6eggNDcW9e/ewatUqzJw5s0gTrlYGImE+7p89AW/PcXh06axCix8AkJeTDUPTlwqNSYpHUL10VoKpka/37U6EVHAJOQlYcnsJ3M660USphJAKgb6yIkpT8NaCskYyl4UEj8eT2yYuZJnMb/H19YWJiQl69+4t1S4ZofA1TZs2xcOHD+Hj44PmzZtLFZkWL16MESNG4JdffgEANG7cGFlZWRg/fjwWLlzIFR+io6Px4cMHiMVivHnzBo0b/28iR3V1dYwcORK+vr7o378/Dhw4gK1bt8rkUaNGDdSpU6fQPL/3HFapUkVu3Bo1aiAiIgJXr17FlStXMHnyZKxfvx43btwoNIcviUQiDB48GPr6+vj777/l9snKysKhQ4ewYsWKIsf9UseOHTFt2jT06dMHYrFY7vlTJBUVFe6cNWnSBOHh4fj999/h4uJSqsct6yLu3ELgQT+kfYwv1ePER96EhkF95At+zIS9RFq2YU3ol0Jcs1xNoOz+M0XIDxWREoExl8egh00PzG4+G6bapt/eiRBCyiAaAUJKzd270vfYBwcHo27duoWu6mFra4ugoCCptqCgINSrV++7VgJRV1f/YSNHbG1tERMTI7XKS2FLwjLG4Ovri5EjR8oUBOzt7XHt2rWvHqt27drw9/fH6dOnMW3aNKlt2dnZMrelSM6dZALavLw8DB8+HIMHD4aXlxd++eUXmVEYv/zyC65evYqdO3dCKBSif//+X83pR9HS0kKvXr2wbds2BAQE4M6dO3j69CkaNGgAoVCIBw8ecH0jIiKQmpoqtf+vv/6Kp0+f4tSpU9DU1JR7jKNHj0IgEGD48OFS7UU9hkSXLl1w9uxZ7N69m5ustXbt2lBXV5e6zvPz83Hv3j3Y2SnuW2yxWAyBQKCweOVNXFQEDi6Zi3Nb1pR68QP4PArEqCqNAlGWDNXSWQmmaq7atzsRUslceH0BvU/1xt6wvRCKaRJoQkj5QyNASKl59+4dZs6ciQkTJuDhw4fYvn27zKouBc2aNQstWrSAl5cXBg8ejDt37mDHjh1S82EUh7W1NW7evIkhQ4ZAQ0MDVapUAQA8f/4ceXl5SE5ORkZGBnfrRpMmTb7rOMDniUPr1auHUaNGYf369UhPT8fChQvl9r1+/Tpev37NjdIoaMGCBWjcuDEmT56MiRMnQl1dHf7+/hg0aBCXP/B5fhR/f3+4uLiAz+dzq5D06tULmzZtQtOmTdGqVStERUVh8eLF6NWrF1cIWbhwIdLS0rBt2zbo6uriwoULGDNmDM6dO8fFt7W1RevWrTFv3jyMGTNG7siUpKQkxMdLf7g0NDQstLBQUn5+fhCJRGjVqhW0tbXx77//QktLC1ZWVjAxMUG3bt0wYcIE7Nq1C3w+HzNmzJDK29fXFzt37sTJkyfB4/G43HV1daGrq8v18/b2Rt++fWWW9K1fv/43j/GlTp064dy5c+jVqxfEYjF27NiBSZMmYc6cOTA2NkbNmjWxbt06ZGdny9wOFRERIRNP3nwwv//+O5o3b47atWtDIBDgwoUL2LdvH3bt2lW0E1uBCLKzcHO/L55cuwz8f8HvR/kYHQh13brIz6N/Vn+0tJxvL6H+PYyz6DsiQuTJzM/E+vvrcTLqJBa2WojmZs2/vRMhhJQR9JcaKTUjR45ETk4OWrZsCVVVVXh6enLL3crz008/4ciRI1iyZAm8vLxgbm6OFStWFHsCVIkVK1ZgwoQJ3AdDyQiIHj164O3bt1y/pk2bAvjfCInvoaKigpMnT2Ls2LFo2bIlrK2tsW3bNqlVRyS8vb3Rpk0bNGjQQGZbvXr18N9//+G3335Dy5YtoaWlhVatWmHo0KEyfevXr4/r16/DxcUFqqqq2LhxIxYtWgQej4dFixYhNjYWpqam6NWrF7fcbEBAALZs2QJ/f3/o638eNL5v3z44ODhg165dmDRpEhd/7Nix3Eot8nTq1Emm7eDBgxgyZEjRTloxGRoaYs2aNZg5cyZEIhEaN26Ms2fPcoUKX19f/PLLL3B2dka1atWwcuVKbkJdALhx4wZEIpHMbUdLly7llsKNiIjArVu38N9//8nN4VvHkKdDhw44f/48fv75ZzDGsGHDBojFYowYMQIZGRlo3rw5Ll++DCMjI6n95J3HmJgYmbasrCxMnjwZ79+/h5aWFho0aIB///0XgwcP/mpeFU3EnVvw3/M3slKSlXJ8QVYmqtWORkJMfaUcvzLLSM2HWFMHKrlZCo2rn/l9tzgSUllEpUZh9OXR6FmrJ2Y3n40qWlW+vRMhhCgZj5XkUx8hhXBxcUGTJk24kQmK4ujoiI4dO2LlypUKjUtkeXl54ejRo3jy5ImyUynTrK2tMWPGjG8ue6xMFfl9k/4pAde8d+HVQ+VPzqehows1nbEQ5tNcID+aU9IhaDwNVGjMHEd7jHJ5rtCYhFRUumq6mOQwCe627uCr0PerhJCyi8Z3knJBIBDg/v37CAsLk3sbAFGczMxMPHv2DDt27JCZY4SULxX5fSMWi3D/3En4zZxcJoofwOdRIMZm0cpOo1LKtZRdjrqkNNKyFR6TkIpKcluM2zk3PPj44Ns7EEKIklABhJQLFy9eRIcOHdC7d28MHDgQgYGB3NwN8n7I95s6dSqaNWsGFxeXQm9/IeXDl++biuLjqyjs/20mbuzzRr4gV9npSEl4dROqaj922W4CZBvUUHhM1ZQMhcckpKKLTImExyUPLLu9DBl59B4ihJQ9dAsMKZdycnIQGxtb6PavLc9KCCmf8nNzEXRkHx5ePAv2nUtQ/wg17XsjIYZ+B/1I1S2AegemKDQmT0MDg2ZSMYuQ71VVuyoWt14Mlxouyk6FEEI4VAAhhBBS5r16eA/XfHYhPTHh252VTEvPACpaHhDRXCA/jL6RGpqfLHyS7e81da4BElQVO7kqIZVNd5vuWNByAYw0jb7dmRBCShndAkMIIaTMykpNwdnNa3By7fJyUfwAgJyMNJiYvVF2GpVKRmo+xFqKv/3RKt9A4TEJqWwuvr6Ivqf74uLri8pOhRBCqABCCCGk7GGM4fGVi/CdOREvg28pO51i+/TmBlT4Zfc2nYqGMSC/7k8Kj1s9T0fhMQmpjJJzkzH35lxMuz4NCdnlo5hNCKmYqABCCCGkTElL+Igjyxfg6j9/QJBVPm8/yE5PRRXzN8pOo1IpjZVgzASaCo9JSGUWEBOAvqf74kTkCWWnQgippKgAQgghpMwIu3ENe+dOw/vwZ8pOpcQ+vbsJFVUaBfKjZOkrfiUY02y+wmMSUtll5GVg6e2lGPffOMRmFj6hPSGElAYqgBBCCFG63MxMnN2yFpd2bkZeTray01GI7NRkVLF4q+w0Ko1MVcVPsGhYPgcgEVIuBMcFY8CZATgVdUrZqRBCKhEqgBBCCFGqd88eY8/cqXh5J1DZqShcUsxN8GgUyA+Rlq2m8Jh6mbQMLiGlKSs/C4uDFmNmwEykCdKUnQ4hpBKgAgghhBClEAnzEbDPG0dXLkJm0idlp1MqslKSYGoRo+w0KoWMtHyIdRW7aotWukCh8Qgh8l15ewX9z/RHcFywslMhhFRwVAAhhBDyw32KeYv9v83Eg3MnPy/hUYElv78BngqNAil1DMiro9iVYNRT6R4YQn6UhOwEjP9vPDbc24B8Ub6y0yGEVFBUACGEEPLDMMbw8MJp7F/wKxLfvlZ2Oj9EZvInmFq8V3YalUKuRQOFxlNJSVdoPELI1zEw7Hm+B0PPD0V0arSy0yGEVEBUACGEEPJDZKYk4/jqJfDfsxvC/Dxlp/NDpXy4CR6vYo90KQuy9asrNJ44JQ2q4Ck0JiHk2yJSIjD43GDsD9+v7FQIIRUMFUAIIYSUusiQ29gzZyrePnmk7FSUIiMpAVWq0yiQ0pahYqjYgCIRqgsVO68IIaRoBCIB1oSswcSrE/Epp2LOE0UI+fGoAEIIIaTU5OXm4PKfW3Fm42rkZlTu2wnSaBRIqUvL4is8plW+vsJjEkKKLig2CAPODEBQbJCyUyGEVABUACGEEFIqPr6Oxr550/HM/4qyUykT0j99RBXLWGWnUaFlpgsh1jVUaEzLPG2FxiOEFF9ybjImX5uMP0L/gJjRpNKEkO9HBRBCCCEK9+TaZRxaPAep8XHKTqVMSf8YCNAokNLDgLy6zRQaslqOhkLjEUK+j5iJ8efjPzHxykQk5yYrOx1CSDlFBRBCCCEKk58nwKVdW3Dl7+2VbqLTokhLiIOpJRWFSpOiV4IxyaE/lQgpS+7E3cGgs4MQmhCq7FQIIeUQ/atOCCFEIVLj43Bw8RyEBVxVdiplWnrCTQA0CqS0ZOlZKjSeQaZCwxFCFCAhOwGjL43GnrA9yk6FEFLOUAGEEEJIiUXdC8a/C2Yg8c0rZadS5qV9/ADT6vHKTqPCyuQZKjSebka+QuMRQhRDyITYcH8DfvX/FRl5GcpOhxBSTlABhBBCyHcTi0W4ecAPpzeugiA7S9nplBsZCYFgNAqkVKRmqSo0nmZarkLjEUIU6+q7qxhybggikiOUnQohpBygAgghhJDvkpOZgeOrl+Le6WMAow/zxZH68T1MLT8qO40KKStdCLG+icLiqaXQPTCElHXvMt5h2IVhOBF5QtmpEELKOCqAEEIIKbaEN6+wf8EMvHsaquxUyq2spFs0CqSU5NX5SXHBktMUF4sQUmoEIgGW3l6KlcErIRQLlZ0OIaSMogIIIYSQYgkPuoGDS+YgLYFGMJREStw7mFomKDuNCinHor7CYrGMDGiL1RQWjxBSug5HHMaEKxOQJqDiJSFEFhVACCGEFIlYLELAPm9c2LYeQoFA2elUCFnJNAqkNGTrKnYlGGuhoULjEUJKV0h8CIaeH4ro1Ghlp0IIKWOoAEIIIeSbcjLScXz1Ujw4d1LZqVQoKR/eoopForLTqHAyeAYKjVcjX0+h8QghpS8mIwbDLwzHzfc3lZ0KIaQMoQIIIYSQr0qKjcH+336l+T5KSU5qkLJTqHDSFLwSjLlAU6HxCCE/RmZ+JqZdnwbfZ77KToUQUkZQAYQQQkihYp4/xaHFNN9HaUqOfQ0TGgWiUFnpQogNqigsXtUcdYXFIoT8WGImxqYHm7Dw1kLkifKUnQ4hRMmoAEIIIUSu8FsBOL5qMXKzaBnQ0pabflvZKVQ4grrNFBbLOJv+XCKkvDsTfQajL4/Gp5xPyk6FEKJE9C86IYQQGXdPHsGFHRshEtJSgj9CUkw0TCzoj3JFyjVT3EowBplihcUihCjPk8QnGHJuCJ4nPVd2KoQQJaECCCGEEI5YLMKVv3fg1qG9AKPVSX4kAY0CUagsPQuFxdJOp2HzhFQUH7M/wuOSB02OSkglRQUQQgghAIC83BycWrsCT65dUnYqldKnmCgYmyUpO40KIwOKWwlGIy1HYbEIIcqXI8zB9OvTcSLyhLJTIYT8YFQAIYQQgsyUZBxeOh+vQx8oO5VKLT/7jrJTqDDSMhX3J45qSobCYhFCygYRE2Hp7aXYFbpL2akQQn4gKoAQQkgl9+ndGxxYOAsJb6KVnUqll/j2JYzMkpWdRoWQnSGEyLiaYoIlpyomDiGkzNn5eCeW3V4GkVik7FQIIT8AFUAIIaQSe/fsMQ4tnYeMJFqGtawQ5gQrO4UKI6+OYlaCYbm5MBXpKCQWIaTsOR55HJ7+nsgR0u1uhFR0VAAhhJBKKuzGNRxfvRSC7Cxlp0IKSHzzAkbVUpSdRoWQU62ewmJZCxU3pwghpOy58f4Gxl4ei5Rc+v1LSEVGBRBCCKmEbh89gEs7N0MsomVuyyKR4K6yU6gQsnXNFRbLMo9GgBBS0T399BQjLo5ATEaMslMhhJQSKoAQQkglIhaJcGnXFtw5dkDZqZCvSHj9HEZV05SdRrmXAX2FxTLL1VRYLEJI2fU2/S2GXxiOsE9hyk6FEFIKqABCCCGVhEiYj7Ob1yAs4KqyUyFFIM6nuUBKKjVDcX/mmObwFRaLEFK2JecmY/Tl0bjzgVbmIqSioQIIIYRUAsL8fJzZuBpR9+iPufLi46swGNIokBLJyRRCZKKY22CMsngKiUMIKR9yhDmYem0qbsTcUHYqhBAFogIIIYRUcPmCXJxatwKvHt5TdiqkmJgwRNkplHt5tX9SSBzdDJovh5DKJk+chxkBM3D5zWVlp0IIURAqgBBCSAWWl5uDE2uW4e2TR8pOhXyHj9FPYWCaruw0yrUcM8WsBKOdkaeQOISQ8kUoFmLezXk4E31G2akQQhSACiCEEFJBCbKzcGzVYrx//kzZqZAS4Ilp5E5JZOko5hYYtVRaLpqQykrERFh0axGORBxRdiqEkBKiAgghhFRAOZkZOOq1EHEvXyg7FVJC8VGPYVAlU9lplFsZTDErwagk00gcQiozBgavYC/sDdur7FQIISVABRBCCKlgstPTcHT5Anx8FaXsVIiCqIBGgXyv1AzFTF7KUtOgCpoIlZDKbv399fjr8V/KToMQ8p2oAEIIIRVIZkoyDi+bj8R3b5SdClGguMhH0KdRIN8lN0sIkWn1kgcSClFdaFDyOISQcm9H6A5se7hN2WkQQr4DFUAIIaSCyEj6hCPL5yM5NkbZqZBSoMp7oOwUyi1B7aYKiVNDqKeQOISQ8m/3091YG7JW2WkQQoqJCiCEEFIBpCXE4/CyeUiJ+6DsVEgpiYt8CH0TGgXyPXKr1VVIHMtcHYXEIYRUDP+G/4vVd1crOw1CSDFQAYQQQsq5lLhYHF62AGkJH5WdCilNjIGv+lDZWZRLiloJxixXQyFxCCEVx8EXB7Hh3gZlp0EIKSIqgBBCSDmW9D4Gh5cvQEZSorJTIT9A3MuH0DXOVnYa5U66WDG3rpjkqCokDiGkYtnzfA/NCUJIOUEFEEIIKadS4j/gqNdvyEpJVnYq5AdhTAx1NRoFUlxpClrB1jCTKSYQIaTC2f10N60OQ0g5QAUQQggphzKTk3Bs5WJkpaYoOxXyg8VF3IeeEY0CKY7cbBGE1axKHEc3Q6iAbAghFdWO0B3we+an7DQIIV9BBRBCCClncjLScWzVYqQn0pwflRFjYqirP1J2GuVOngJWgtFMz1VAJoSQimzjg404EH5A2WkQQgpBBRBCCClH8nJzcGLNMiS9f6fsVIgSfXh5DzqGOcpOo1zJqVqnxDH4KbQKDyHk29aErMGxl8eUnQYhRA4qgBBCSDkhzM/H6fVeiI96qexUiJIxsRhamqHKTqNcydIyK3EMXnKaAjIhhFR0DAxewV44E31G2akQQr5ABRBCCCkHxGIRzm9di3fPnig7FVJGfHgZAm0DuiWjqDLEuiWOwdLTocn4CsiGEFLRiZkYS4KW4NLrS8pOhRBSABVACCGkjGOM4b8/tyHqXrCyUyFliFgkgrb2Y2WnUW6kKmglGBuhoWICEUIqPBETYUHgAtx8f1PZqRBC/h8VQAghpIwL2LMbYTeuKTsNUgZ9iAiGtj6NAikKQY4IInObEsepkaengGwIIZWFkAkx+8ZsPE18quxUCCGgAgghhJRpt48ewMOLdA8xkU8sEkFbh26LKipBrSYljmEh0C55IoSQSiVHmIMp16bgTdobZadCSKVHBRBCCCmjHl48gzvHaCk98nUfIoKhpUejQIoi27TkK8GY5qgpIBNCSGWTIkjBxKsTkZidqOxUCKnUqABCCCFl0POb1+G/Z7ey0yDlgFgkhK7eM2WnUS5kaZd8JRiTbPrTiRDyfWIzYzH52mRk5tGS2oQoC/0rTgghZUzU/bu4/OdWgDFlp0LKiQ8Rt6GlJ1B2GmVehkinxDH0M8UKyIQQUlm9SH6BGf4zkC/KV3YqhFRKVAAhhJAyJCbsCc5tWQOxSKTsVEg5IhLSKJCiSE0reQydjLySByGEVGp34+/it1u/gdEXHYT8cFQAIYSQMiLp/Tuc3rAKonz6VogU34eXt6GlQ6NAviYvVwShZcnmAdFIzVFQNoSQyuzSm0tYd2+dstMgpNKhAgghhJQB2WmpOLFmOQTZWcpOhZRTovx86Bo+V3YaZZ7AxqFE+6umZCgoE0JIZfdv+L/weeaj7DQIqVSoAEIIIUomzMvDqfVeSE/8qOxUSDkX9zIImjp0i8bX5JjWLlmAlFSF5EEIIQCw5cEWnHt1TtlpEFJpUAGEEEKUiDGGizs3Iy4yQtmpkApAmJcHfaNwZadRpmVpVSvR/iwnFyZibQVlQwip7BgYlgYtRWhCqLJTIaRSoAIIIYQoUdDhf/HyTqCy0yAVyIeIW9DQplEghUlXwEow1vkGCsiEEEI+yxPnYYb/DMRlxik7FUIqPCqAEEKIkoTduIa7Jw8rOw1SwQjzBNA3fqHsNMqsNAWsBFM9r+RFFEIIKSgpNwnTrk9Ddn62slMhpEKjAgghhChBaHQ8Avb+o+w0SAUV//IW1LVoNSF58nJFENaoX6IYZrlaCsqGEEL+JyIlAgsCF9DyuISUIiqAEELIDxaTnI3R+5/geq2B0DExVXY6pALKF+TC0IRGgRRGYG1fov1Nc/gKyoQQQqRdj7mOrQ+3KjsNQiosKoAQQsgPlCkQ4pc995GSnY8HGZrYa9oX+lZ1lZ0WqYDiIm9BjUaByFXSlWCMsngKyoQQQmR5P/PG2eizyk6DkAqJx2iMFSGE/BBiMcP4ffdxNTxBql1TheFXzUfIDLurpMxIRVWzcVckvG+o7DSUJurDE1x9fBjvPkUiPTsJ47osh4NNW9SyEMD6wEyZ/lcyMnAoNQUvBALkMYY66uqYUqUK2urocn3OpqdhY0YaPolzYdTOCOZDzblteYl5eLPhDWovqw1VLdUf8hwJIRWTuoo6vLt6o0nVJspOhZAKhUaAEELID7L+vwiZ4gcA5Ip5+D37J4h/6g7w6JtlojjxUYFQ1xQqOw2lEQhzYGlSG4PbTpdqTxfKn8T0fk422mjr4E/L6jhqZY2W2jqY/P49nufmAgBShEIsiY/HzKaNYT3bGqm3U5Eems7t/2HfB1QbVI2KH4SQEqOVYQgpHVQAIYSQH+DUo1jsCoj+ap8/Uqzx4Sc38NU1flBWpKLLy8mGoelLZaehNA1rtkKvlmPgYNNWqj0tTQwmp9i4oGo1jDUxQWMtLVirq+NXU1NYqasjIDMTABCTnw9dFRX0MjKBdi1t6NjqQPBBAABIDU4FT5UHg+a0RC4hRDFoZRhCFI8KIIQQUsoex6Ri3vEnRep7PNkYd+yGQMvQuJSzIpXFx6hAqGmIlJ1GmZIvEENUhJVgxIwhSyyGgernER1W6urIZQwv3n2AMFOInNc50KyhCVGWCAknEmA+3PwbEQkhpHgiUiKwKGiRstMgpMKgAgghhJSi1Ow8TN7/EAKhuMj7BKdp47BFf+jXsCnFzEhlIcjOglHVSGWnUebk2jh8s49vcjKyxWJ009MDABioquJ3M3PMDw/HqxWvYNjGEHqN9RB3KA7GHY2R/ykfUUuiELkwEmn30kr7KRBCKokrb69gT9geZadBSIVABRBCCCkljDHMPPIYsak5xd73bY4atmh0gZ5ts1LIjFQ2H6Nvgq9Oo0AKyjGp9dXt59LTsDPpEzZZWMKE/79lbzvp6eG0tQ06rm6Bav2qIetFFgTvBTB2MUbMrhiYu5uj5tSaiPWJhTC98s6/QghRrC0PtuDBxwfKToOQco8KIIQQUkp2BkTj+gvZSU+LKkukgt9zW0ClaWcFZkUqI0FWJoyrRSk7jTIlS7NqodsupKdjSXw8NllYoo2O/AlTa+brQZwvxoe9H2AxygJ5CXlgIgadBjrQMNeAhpkGsqPpvn1CiGIImRBzbszBp5xPyk6FkHKNCiCEEFIK7kQnYdOVkk8+ycDD1tQ6+NR8IFTV1BWQGamsEl7dBF+NRoFIpAu15bafT0/Hwvg4rDe3gLOurtw+AGCZp4PEM4nQbawLLWstMDEDCtzpxoTSjwkhpKQScxIx58YciMT0u5yQ78X/dhdCCCHFkZCRi+mHHkEkZgqLeTDJFO0bDUGr6DPITU9VWFxSeeRmZqBmrWgkxNT7Icf779FBnAn5By6N+mOg0xS5fbacmYmouMcy7Q1rtsKk7qsBAFcfH8HV0MMAgM5NBqOjgxvX783HcBy+tRWz+/0BVRXZpWcF+TlITIvlHidlxOP9pyhoa+iBr26OTYmJSBDmY425BYDPt738FheHBVWrwV5LC4nCz7ewaPJ40FOVji9+m4u0kDTUWVEHAKBhrgHwgOQbyVAzUIMgTgCtWlpFPl+EEFIU9z/ex9aHWzGz+Uxlp0JIuUQFEEIIUSCRmGHagUdIzBAoPPbNVB18qDEQbin/IePDO4XHJxVf4uubUNWqDVG+bLFAkd4mvEBQ+DlYGn99no1xXZZBJP7fPBlZuen4/dg4NK3VHgAQmxSN8/f9MLHbKoAx/HlpIRpUbw5Lk1oQiUU4FLgFQ9v/Krf4AQBvEyOw7ews7vGJO7sAAK3qdcEI13lI0NRFXMr/blM7mpoKIQCvhI/wSvjItffV18fq/y+SAJ/n9zl0NARmQ82govF5MK2Kugosf7FE3L44sHwG8xHmUDNSK+IZI4SQovMN84WDqQM6WnVUdiqElDtUACGEEAXa+F8E7r5OLrX4Udlq+EOnG6bWu4v0l7LfnBPyNTkZ6ahp8xoJMXVK7RiC/Bz4XV+Noe1n4tLD/V/tq6OpL/X4QZQ/1PmaaFrLGQDwMTUGlsa1UN+yKQDAwqTW5zaTWrj6+DDqmDeGVdUGhcavZ9EEOyZcK3T7ol5joBtwkHu8p6bVN58fAPB4PPwxuBs8Gz2Satdvog/9JvqF7EUIIYqzKGgR6hjVgZV+0X5vEUI+ozlACCFEQa6/+IhdN6JL/ThpQlX8nu8ItSYdSv1YpOJJfHMTqvzSu3/88K2taFSzNRpUL/4KRrcjLuKn2q7QUPt864iFsQ0S0t4jOeMjkjM+IiH1PSyMrZGY9gHBEZfwc4sxJco1x+T7l5rWzaAVXgghypOZn4lfA35FjrD4K80RUplRAYQQQhTgfUo2Zh55DKa4aT++SgweNqXVR1rzflBRpcF8pOhy0lNhYv6mVGLfj7qOmE9R6N3yl2Lv+ybhBeKSX6ONbQ+uzczICr1ajsWO83Ox4/xc9G71C8yMrHAocDP6thqP8Pf3sOrIWKw5NgFRH54U+5iZGoWvBPMtWmm5370vIYQoQmRKJFYGr1R2GoSUK/RXMyGElFCeUIwp+x8iNTv/hx97b5IZOtkPQZPI0xBkZvzw45Py6dPbm1BRt4FYqLjvQVIyE3D89h+Y2nMd1PjFX7HozosLsDC2gfUXt7S0s+uFdna9uMfBEZehoaYFm2p28DrsgTn9dyI1MxE+11Ziufu/UFMt+rHT879/klJ+auZ370sIIYpyJvoMmlVrhv51+ys7FULKBSqAEEJICa08/xyP36cp7fhXU/UQa+2GvokXkfnxg9LyIOVHdloKajq8RcK7778F5EvvEl8iIycVa49P5NrETIzouCe4GXYKW365BJVCJisV5OfgQXQAejYf9dVj/B979x3edLm+Afz+ZjdNk3Rv2kJbZtkiggMHblwo4J7H4zx6jp6fZ7jRg3tvRcAtKqKyFJWpCMjeu3TR3SZNs8fvj2qxtkBHkjfj/lxXL+l33mlrmzx53ve12ExYuO593H3B8yiu3okUQ1brh9frRnVjGTITjz7x6h+ZGr3wyeSQurGkpFQv7v95IqI/emLNExieMhy5hlzRUYhCHgsgREQ98M2mCry36qDoGNjRrEK14XzcovsJ5n3bRMehMFB3cBlkihx4Pf7pAumbORz/ueydNts+WPo0Uo3ZGD90yhGLHwCwYf8yuD1OHFdwxlHv8cWq13Dq4ImI1yWjpGYXPH8oXHi8Hvh83i5ldru8qM3Ix8VL5+HTnBxkKo/dPfJJYwOWWyx4TeoFjU8Nu8S5QIhILJvbhn+t+BfeP/d9KGVcfYroaDgHCBFRN5U1WPGfOVtEx2hV55LjKd9J0Aw5WXQUCgPNjfVIyvDfcsoalRYZCXltPlQKDWLVemQktHSavPfjE/hq9Tvtzl21cyEG546FTmM44vV3lP2KalMZTh54IQCgV3JfVDWWYFvJaqzcPg8ymQwpxuwu536jpgan6XTIVKqw027HvRXlOG3fXgzbvQvnH9iP9xvarup0icGI7Q4Hfm1uRo77yHmJiIJpW902vLLhFdExiEIeCyBERN3g9frwj9mb0OQIrXd/XT4JT5sHwjbyQkgy/oqno6srXQ5J3rWuiZ6ot1TDbK1rs62qsRT7KrfihH7nHPE8p9uBz1a+jMtP+jtkUsvPdbwuGZeNvQMfLH0a3274EFePuw8qhbpLeZwuO77etQETDUYAwDaHHQlyBZ5Mz8DXuXm4OSERz9fU4MOGhtZzVJKE8+L0+KChAb2cXPKWiELHzG0zsbZyregYRCFN8vmCtWYBEVHkeGv5PvxvwU7RMY7q3HgT+u+cC6fVKjoKhbDswRNRU5ojOoYQG/Yvw+c/v4hVWelHPGZqVSX2O52Ykd2rdduvVituLCvFI09cjI9SdwcjKhFRp6RqU/HFBV/AoGaHGlFH+PYgEVEX7aw045nvQv9Fz4IGAxb3mYzY5FTRUSiENZQthyQLXhdIKNl3aAty0/oe9ZgmjxeGP81fMlCjgcfng3mPOZDxiIi6rMpahUdWPSI6BlHIYgGEiKgLnG4v7v5kI5zu8HjBuNmiwYyEC6DP63fsgykqWeprkJRZJjqGEPWWKsSqEuE7wgStG2xWLGoy4zKjsc32GJkMOpkM9ipbEFISEXXN4oOLMWfPHNExiEISCyBERF3w7OJd2FnZJDpGl1Q5FXhGdgpiB40RHYVCVGP5ckhS9I2IdbqdkEtKuPOK2u3b43DgjvJy3JaUhLGxse32a2QySBZXMGISEXXZE2ueQLGpWHQMopDDAggRUSetOVCPt5fvFx2jWxxeGZ5oHgL3iPMgSfzVT2011VVHZReITmOA1WmBPWdQm+17HQ7cUFqCywxG3JKY1OG5Jo8HqVAEIyYRUZf9vjSuy8tCLdEf8VkwEVEnWBxu3PPZRnjD/E3y1+t7oWT4JCg1GtFRKMSYKlcAfu4CsdhN+NesiahrqvTbNVds/wZvLPyvX66VlZSPyoaDsP22TC/Q0vlxfWkJLtQbcHdycofnlTidcPh8GKyK8UsO6r7mXc04+PxB7Lx7J7ZetxXmdW3nZXGb3Ch7uww7796JbTdvQ/EzxXBUOo55XdMaE3b/aze23bQNe+7fg6ZNbTv/ahfWYsedO7Djzh2oXVjbZp91nxV7H9oLnyfM/2BQ2NtWtw2vbXxNdAyikMICCBFRJzz6zTaU1kfGeP+59fFYXjgF2oSO39mm6GSuqURyZoVfr/nt+g8xOHcMEuPSAACf/fQKnvziFtz99tmY9vnN7Y53uZ14f8mTePyzm/C3t8bjrW8faHfMCX3PRmntHuw9tLnH+fpnjcShhmJUelqWz/29+DEmNhbXJiSgxu1GjduNenfb5a7X2azIViqR5wqPuYAimdfhhaaXBhlXZ7Tb5/P5cPClg3DWONHrb72Q/0g+lElKFD9dDK/jyN876x4rSt8oRfzJ8ejzaB/oh+lR8lIJ7GV2AIC91I6qL6uQfWs2sm/NRtWcKthLW/b5PD5UzKpAxrUZkORSYB40URfM2DoDW2u3io5BFDJYACEiOobvtlVi9q+RNTzg16YYfJhyMfS98kVHoRBirloOwD/vWjtddqzatQgn9DunzfbRfc/G8D7jOjzH6/NAqVBj3KCL0TdzRIfHKORKjMw/Hcu2ftnjjJmJvZGdVIDFm1YBAL5tMqPe48E3ZjNO2be39WPSweI25y0wN+FSgxGob+xxBuqZuMFxSJ2YCv0Ifbt9zionbPtsyLg2A9reWqjT1ci4JgNepxeNvzQe8Zq1i2sRVxSH5HOTocnQIHViKjQ5GtR9XwcAcBxyQJOlgW6ADroBOmiyNXAcaukqqV1Yi9i+sdD21gbk8RJ1lcfnwQM/PQCXh0NhiAAWQIiIjqrW4sC/52wRHSMgyhwKPK88HboBo0RHoRBhqj6E5KxDfrnWttLVUMiUyEsd0LrtsrF34JRBFyFRn97hOWplDKacdDfG9j8Pem38Ea9dlHMCthSvgtN97KEMx3LO8Ksx/5fP4ZHJcUdSMrb37dfu4/s+hwuFexwO7HTYMcVohM9mQ4KHw2BClc/VUsyTlIc7MSSZBEkpwbrbesTzbHttiB3QduJbXZEOtn0tXYDqLDWcVU4465xw1jrhqHRAnaWGo9qBhhUNSLkkJQCPhqj79jbuxRub3xAdgygksABCRHQU//piC+qanaJjBIzVK8M02whg+NmAxHZtAszVK+CPLpB9h7agV3JBzwN1oFdyITw+D4qrd/T4WoNyRmNsv/NQntG5bqgatxvT0tMRJ29ZOjfXbexxBgoMdboaykQlqj6rgqfZA6/bi5r5NXDXu+E2uY94ntvkhsLQdoJbhV4Bl6nlHfTfu0KKny5G8TPFSLs0DZoMDSpmViBtUhosWy3Y89892PvgXjTvag7oYyTqrHe3vIsddT3/nUkU7lgAISI6gtlrS/H9jirRMYLi5YY8VI24DAqVSnQUEsxUVY7kzJ5PWlpvqYJBm+iHRO2plBrEqGJR3+Sf/z9PHTwR8X2P79SxY2JjcWKsrvXzLKfuKEeTSJJCQq87e8FZ6cSO23dg+83b0byjGbrBOqCH9d6E0xJQ+EQhCp8oRMJpCWhY2QCZRgZtvhbl75aj1529kHZ5GkpfL4WXc8VQCHD73C1DYbgqDEU5FkCIiDpQ3WTHY/O3i44RVLPrErFmwOWIMRx56AFFh6balfD1sAvE6XZCIQ9cQU0pV8HlhyEwv7Mm5HbrvDSH2m8ZyP9icmOQPzUf/V/rj34v9EPuvbnwWDxQJR/5Z1NhULTrEHGb3VAalB0e725yo/qramRclQHrfivUaWqo09TQ9dfB5/HBWRm5XYQUXnY17MI7W94RHYNIKBZAiIg68Og322G2H7lFOlL9ZNJidual0Gflio5CAjVWliI5s2fdFTqNAVanxU+J2rM6mqCLMfjtehZl91ZFSrZ1/KKYQotcK4dCr4Cj0gHbARvihscd8diY/Bg0b287dMWyzYKYPh3P93Loo0NIOjMJygQl4EWb5W99Hh984b5+OkWUtza/hd0Nu0XHIBKGBRAioj9Zsqsa8zb7ZyLIcFRsU+BFzVmI6zdcdBQSqLmuZ10gWUn5qGw46MdEh9WYKuDyOJGV6L85Rszd7OSIb+bcOSJ57B7YDtpgO9gyQamz1gnbQRucdS1dF6Y1Jlh2WOCsdsK83ozip4uhH65H3KDDBZCyt8pQ+dnhYV9J45PQtLUJtQtr4ahwoOrLKtgP2JF4RvshXZatFjirnEg4PQEAEJMXA8chB5o2N6F+aT0kmQR1OruEKHS4vS1DYdze6HuThwgAFMc+hIgoeticHjwwd6voGMJZPDJM84zCXcMS4dmwWHQcEqDhUAkyB1ajriK1W+f3zxqJr9e8A6ujCVp1y4vNGlM5HC4bzNZ6uNwOlNXuBQCkxedAIW/ppDjUUAyPx41mRxMcLmvrMVlJhycp3Ve5GUn6dCQbMnryENswNXrgVaggc3dtuEKcxeO3DNR1tgM2FD9Z3Pp55ccthQzjWCOy/pIFt8mNQ58cgsfkgcKogHGMEckXJre5hrPO2WZOEG2BFtl/zUbVnCpUfVEFVaoKvf7WC5osTZvzvE4vKj6oQPat2ZBkLRdQJiiRflU6yt8ph6SUkHVTFmQqvt9IoWV73XbM3DYTNxXdJDoKUdBJPp+PfXlERL+ZtmAH3ly+X3SMkHJlYjWSN30Nj4sTp0WbhMxcWK2XdPv8p7+8HSf0PRsnDpgAAHjh639g76FN7Y575IoPkRiXBgB48MMrUG9pP/zmlb/+cPjf8+9DYcZQnDns8m5n68iJh2ZCtWttl85xHF+Eq0/jygpEFF5UMhVmT5iNPsY+oqMQBRULIEREv9leYcYFr6yEm+O12znVaMHIvV/B3mQWHYWCLHPg1airSD72gR3YevAXzP3lTfxn0nTIJP+8C36ovhgvzbsHD06ehRi1f1dgOU6xFnHfz+zSOb6+vTH5khK/5iAiCoZhKcMw6+xZkCQO5aPowZ48IiIAXq8P//5yC4sfR7CkUYevel2GuPRs0VEoyOymn7p97qCc0Rjb/3yYmmv9lsdkrcPVp/7L78UPALDG53T5HFkDi4JEFJ42VG/A3L1zRccgCioWQIiIALz/y0FsKm0UHSOk7baq8JruXOgLBouOQkFUV7YfiRndL2CcOngi4nUpfsvTL2sEBmQf57fr/ZFF2X6Sy2Px1TdCYt2UiMLUC+tfgMlhEh2DKGhYACGiqFdpsuOZb3eJjhEWGt0yPOkZA9WQcaKjUBDZzd3vAgknJofm2Af9mduNTI/e/2GIiIKg3l6PF9e/KDoGUdCwAEJEUe/hr7ehycHl4DrL7ZPwrLk/mkZeDJmci4lFg7rSfUhMrxMdI+DMjW54VV1fsjTHbQhAGiKi4PhizxfYWssV8Cg6sABCRFFt8fYqLNpWKTpGWJpZl4Ydg6dAHev/uRgo9DgsP4uOEHBejw/uPkO7fF6GU+v/MOQXbosbO+7cAWdN15Y3PprK2ZWoeL/Cb9cjEs3r82LqL1Ph9XlFRyEKOBZAiChqNTvceOgrvuPRE981xmFR78nQpaSLjkIBVluyBwlp9aJjBJw9a0CXz0mzd71rhIKj5psa6IfpoUpWtdnutrix8+87sfW6rfA0e9rsq/u+Dnv+vQfb/rINu/+1Gw0/NbTZn3ROEhp/aoSz2n9FFSLRttdtx+xds0XHIAo49i4TUdR69rvdqDDZRccIe1stKlTFT8DNcSth3rdddBzhTFY75m/egZ2VNXB6PEjSxWLycYORnWA84jlujweLt+/BuoMVaLI7oNeoMX5AAUb1bll1Z3dlDeas34YmuwMDM1MxaeRgKOQt72HYnC68+P1PuPmUUUiIDWwngsu6CsB5Ab2HaNb4HHR1Ro+kZj6dCkVehxcNyxuQe09uu33l08uhydbA0mBps73uxzpUfV6FzOszEZMXA+t+KypmVkCulUM/rOUnQxGngG6QDvU/1iNtSlowHgpRULy04SWMzxmPxJiuTwhNFC7YAUJEUWlPVRNmrSoWHSNi1DjleMp3MmIGnyg6ilBWpwuv/PgzZDIZbjppFP551imYMKQ/YlTKo573/qoN2FNVh0nHDcZ955yCK0cPQ7I+FgDg9fnw4eqNOKFPL9x5+hiU1Tfil/0lrecu2LITJ/TpFfDiBwDUHNyFhNTI7gKxKLr+xN/YzGVgQlHT5iZICgna/Lb/b9T9WAeP1YOks5PandP4cyMSxiXAcLwBqhQVjKONiD8lHrUL2q6EFDcsDo1rGgMZnyjompxNeG7dc6JjEAUUCyBEFJUeX7ADHi9ftPiTyyfhqaYi2EdcAEkWnX9eluzcB6NWgymjhqBXohGJOi36piUjSRd7xHN2HqrGvpo63HTScShMTUJCrBa5SfHIS0oAADQ7nGh2ODEmPwdphjgMyEhFtbnlXevi2nqU1ptwUkFeUB4fALjtq4N2LxFM3RjOomviJMqhyLrbipjcmDbb7OV21HxVg6ybswCp/Tk+lw+Ssu0OmUoG234bfO7DfzO0eVq4691+nVuEKBR8ve9r/Fr5q+gYRAETnc9QiSiqLdtdg6W7akTHiFhv12di39ApUMZE38SQ2yqqkBVvxHs/r8NDXy3Gc9+twC/7So55Tna8AUt27cej33yPJxYsxTcbt8PlbpmXQKdWQa9RY3dlLZxuDw7U1iPdGAeP14sv1m3FpSOKIJN18EouQKqLdyA+tTFo9wu2pkY3fKquLYerMXMoXShy1jqhMB4enuR1eVH2RhnSJqdBlajq8BxdkQ4NyxtgK7bB5/PBdsCGhmUN8Hl8cFsOF7oU8S3XddW5AvsgiAR4fPXjcHtZ2KXIxEGrRBRVPF4fHp/PeSoCbX6DAeX5k3F2xXw011WLjhM09RYrVlkO4uTCPJzePx+l9SbM3bgNcrkMx+VmdXxOsw0HahugkMtx3ZiRaHY6MWfdVjQ7XZgyaggkScLVJwzHVxu3Y+7GbeifloJRedn4ccc+5KckQiGX4ZUffkaz04mx+bk4sSA34I/T4/gFwNkBv48IXq8PrvxhUG1f1elzlI3NAUxE3eVz+SBTHn6vr+rzKqjT1TCOMR7xnJQLUuA2ubFv6j7AByj0ChhPNKJ2QS0k6XCh8ffrep1cNYMiz97GvZi9azau6H+F6ChEfscCCBFFlY/WlGB3leXYB1KPbbRoUJV8EW6IWwpz8W7RcYLCBx+y4g04d3A/AEBmvAGVpib8su/gEQsgPp8PkIArjh/aOlfIBUP7472f12Pi8EFQKuTIS07A3eMPz69S02TBuoNl+Pv4k/DaklU4sTAP/dKS8cy3y9E7OQEZxq5O49k11Qe2I63vCWisNgT0PqLYswZ0qQAi1ZsCmIa6S66Tw2M9vMJL8/Zm2MvsMN3w2/frtxEtO+7cgeQJyUi9OBUylQxZN2Yh89pMuM1uKIwK1C+th0wjgzxO3nqt31eOUcTxqTRFpjc2vYEJfSYgThUnOgqRX3EIDBFFDbPdhRcWR8cL8VBxyCHHs/LTEDtotOgoQRGn0SBV3/bJYopehwar7SjnqGGI0bSZKDVFr4MPQKOt46EVn/+6BROGDIAPPpQ3mjEkKx1xGjX6JCdgf02dXx7LsfhckTsXiNXYq0vH+0xmqH3yYx9IQRWTEwNHuaP18+w7s5E/NR/5j7Z8ZN6QCQDo/Z/eSDy97eS3kkKCMkEJSSbBtNqEuKFxkP4w1Mxebockl6DO5BLIFJkaHA14e/PbomMQ+R0LIEQUNV79cS/qmjlhXbDZvRKeaB4Gz4hzASl4c1WIkJcUj5qmth1GNU3NiNfGHOEMIC8pAWabHQ6Xu805kgQYY9rPRbF6fwm0KhUGZqbi93l8PV7vb//1IVhz+1bt3wpjijk4Nwuypq6uBOPzIcdtDEgW6j7dIB3sFfbWbg11ihqaLE3rhzKppeioTldDoW/p5HBUOtD4cyMclQ5Y91tR+lopHGUOpE5MbXPt5l3N0BZqIVPxqTRFrg93fIhyS7noGER+xd/aRBQVSuqsmPFTsegYUe21+hyUD58EhbprE0yGk5MK83CwrhE/bN+L2qZmrD9Yjl/2l2Bsfm7rMQs278THqze2fj6sVwa0KhU+XbsJlaYm7Kupw7xNOzEqNxtKRduugia7A9/v2IuLhg8EAGhVSqTodVix5wCKaxuwt7oWuUnxwXioAACfe03Q7hVMZnvHE2QeTS8X28RDjSZbg5icGJjWdH6Iks/rQ+2iWux9cC+Kny6G1+VF7/t7Q5Xc9mfCtNqE+FOC9/8akQhOrxMvrntRdAwiv5J8Ph/XgSSiiHfrB+uwcGul6BgEYJTehlNLvoG1IThDNYJte0UVFmzZhdqmZiTExuDkwt4Y3efwkIpP1mxCfbMVt516Quu2arMFX27YhuLaemhVKgzJTsc5g/q2K4B8sGoDcpPi20x0WlLXiE/WbITF4cSJBXk4c2BBwB/jH6UW/gWmmsh68S/JgHE/3QvJceShS38275bBeC+eEyyHmqaNTaicXYn8x/LbDGHp0TU3N6Hyk0rkT82HJI/srjYiCRI+PPdDFCUXiY5C5BcsgBBRxFtzoB6T3uz8hIYUeL00blxt+QHm0v2io1APpRUMRWPtaaJj+N3Y2o+h3rqy08evuW4knknfGLhA1G2139ZCP1J/xKVvu8q01gRlghLaPtG31DdFp+EpwzHrnFmiYxD5BYfAEFFE8/l8eIzL3oacErsCL6jHI67/SNFRqIcq92yEPqlJdAy/s2f279LxCc18ShWqks5K8lvxAwAMxxlY/KCosr56Pb4/+L3oGER+wb/WRBTR5qwvx+YyLlEZipo9MkyzjwSGnSk6CvWQXFonOoLfdXUlGIPFG6AkRETiPb/uebi8LtExiHqMBRAiilg2pwdPf7tLdAw6Ch8kvNzYB9UjL4Nc6b93aCm4Du3ZAH2i5dgHhhGLvGsTXMY28YUBEUWukqYSfLLzE9ExiHqMBRAiiljvrNiPSrNddAzqhE/rkvDrwMsRYzCKjkLd4fNBLousLhCTrWsFObWp8xOmEhGFozc3vwmTg121FN5YACGiiGS2u/D2Ck6wGU5WmrT4IvNSxGXmiI5C3XBoz3rEJTSLjuE3TY0ueGN0nT5e0RB586AQEf2RyWHCu1vfFR2DqEdYACGiiPTOigMw292iY1AX7bMp8Yr2bOj7DhUdxW+aHU489NVi1Ddb/XbN+Zt34sv1W/12Pb/w+aBUrBedwm98PsBZMKzzJ9Q1BiwLEVGo+Hjnx6i11YqOQdRtCtEBiIj8zWR1YcbKA6JjUDeZ3TJMw2jcPSwRrg0/iI7TYz/s2ItBGalIiG1ZNWLu+m04UFePSpMFqXod/nHmSW2O/3brbizevqfddZRyOaZNPBsAMK5vb/xv/hKcXNgbibrQWY3i0O51SMwbAUtD6GTqCUdGf2g2r+jUsT6bDUavDo0yDrsjoshlc9vwzpZ38K9R/xIdhahb2AFCRBHn7RX70eRg90c480LCc42FaBw5ETJF+NbqnW4P1hwoxaje2W22j8rNxtDs9A7PGde3Nx6ccHqbj1S9DkP+cHysWoW+aUn4ed/BgObvKp/PC7UqcrpArIaurQST6zYGJggRUQj5bNdnqGyuFB2DqFtYACGiiNLQ7MTMn4tFxyA/eb8uBVuLLodapxcdpVt2HKqGXCZDTuLhFUUuGj4QYwtyWztC/kytVEAfo2n9sDicqDJbMCqvbRFlQEYqNpZUBDR/d1Ts+hU6Y2RMCNrUxZVgsp2dnzOEiChcOb1OvLHpDdExiLqFBRAiiihvLt8PC7s/IsoPjTrMy70McWmZoqN02YHaemTFG3p0jdX7S5AcF4veyQlttvdKMMJks/t1bhF/8Pm8UGs2iI7hFyarskvHpzliApSEiCi0LDywEE2mEtExiLqMBRAiihh1FgfeW1UsOgYFwM5mFd6IOw/6/EGio3RJQ7MNhhh1t893eTxYX1LRrvsDAPS/XbehOfS6LSp2rUGsIfRydVWTyQVvbOe7j5Ks8gCmISISTylTYnJ8Eb6uNiNuyROi4xB1GQsgRBQx3ly+H1anR3QMCpB6txxPek+EZsgpoqN0msvjgULW/RfFW8sr4XC5MTI3q90+pbzluk5P6P3M+7xeaGI2iY7Rcz7AlT+804cnWPm0iogik0KmwMT4Isyvd+L+9fORaqoANn8K1O8XHY2oS/iXmogiQk2TA++vCq0JIcn/3D4JT5sHoHnkhZDJQ//d9li1CjaXq9vnr95figEZKYjTtO8isTpbrqtTq7p9/UA6tHt1RHSB2DP6dfpYvSX0ilFERD2hkBS4KL4I3zS48fD6+UhvKD280+sGlj8jLhxRN7AAQkQR4fWl+2Bz8cVHtHi3LgO7h0yBShsrOspRZRr1qDJbunVuncWKfdV1HQ5/AYBKUxPkMglp+rieRAwYr8eDGO0W0TF6rNnQ8de/I1qzM4BJiIiCRybJcH78IHxl9mHq+vnIqj/CfB/sAqEwwwIIEYW9arMdH65m90e0Wdigx3d9JiM2OU10lCPqm5aMSlNTa7cGANQ2NaO8wYQmuwMujwflDSaUN5jg9njbnLv2QCniYtTol5bS4bX319QjLykBSkXodsJU7PoFWr1ddIweaZIZO32sqjG0JqQlIuoqCRLOjh+ILy0KTFu/AL1qDxz9BHaBUJhhAYSIwt5rS/fB4fYe+0CKOFssarybcAH0vfuLjtKhdKMemfEGbCo9vFzt7F834/nFK/HL/hLUNDXj+cUr8fzilTDbDxcKvD4f1haX4bjcLMhkUofX3lhageN79wr4Y+gJr8cNbWx4d4GYmju/EoyswRzAJEREgSNBwvj4gfjCqsHT6xeid/Xezp/MLhAKI5LP5/OJDkFE1F2VJjtOfnoJnCyARDW1zIu7tVth3fKT6CjtbK+owrzNO3HvWSdDJnVczOiqHYeq8c2mHbjnzJMgl4X2exlyhQL6jL/C1tT91XCEkoBxa/8DmcV07GOVSky+xweff77NRERBMc7YH7dXlqLfoe3dv8iwq4ALX/VfKKIACe1nTUREx/DW8v0sfhAcXhmetAyGc8T5kKTQ+tM2ICMVo3v3gtnmv6EgTrcHk48bHPLFDwDwuN2IjQvjLhAf4Mwf0bljXS6ke0NzThYioj870dgPnzgNeHnDtz0rfgDA5tlAU6V/ghEFUOg/cyIiOgKTzYVP1x5hUi6KSm/WZ6N4+GQoNTGio7RxcmEejFr/ZRqSnY6cxHi/XS/QDu1eBY0ufCcI7cpKMDkuQwCTEBH13AnGvvjAHY/XN3yHgeV+KlB7nMDqN/xzLaIAYgGEiMLWR6tL0Ozkyi/U1tf1RiwvnAJtQrLoKPQbj8uFOMNW0TG6zarP6vSxWY7QXpmIiKLXcYYCzPQk460NizGkdJP/b/DrDMDRvZXPiIKFBRAiCksujxezfi4WHYNC1K9NGnyQehH0OQWio9BvKnb9DE1seHaBNEnGTh+b6gjTuU6IKGINN+Rjui8V7278ASNK1gXuRvZGYMP7gbs+kR+wAEJEYenrjRWoNIf38poUWOV2BZ5VnA7dwONFRyEAHpcTccYejjEXxGTt/FLDSV04logokAbr++BNpGPWxh8xqnhtcG666jXAy+5cCl0sgBBRWHp7BZdbo2OzeyVMsw6Hd8Q5gJ9WYKHuO7R7JdSxLtExusxicsMbl9CpY43NAQ5DRHQMA/V5eFWWiQ83LcGYA6uDe3NTCbDty+Dek6gLWAAhorCzYk8NdlY2iY5BYeTV+lwcGj4JChWHJ4jkdjqhjw/PLhBnwfBOHadr4jufRCRG37gcvKjohU82LcPJ+1aJC/Lzy+LuTXQMLIAQUdh5e8UB0REoDH1en4BVA6Ygxti5d/IpMA7tWgm1Nvy6QGzpfTt1XAyH5hFRkOXrsvGcMhefbV6J0/asFB0HOLQROLBCdAqiDrEAQkRhZWelGct314iOQWHqF5MWn2ZcAn12nugoUcvtdMCQsFN0jC6zxnVuJRhlA8fAEFFw5MVm4ilVb3yxdRXG714OCT7RkQ5jFwiFKBZAiCisvMPuD+qhgzYlXlCfibj+I0RHiVqH9qyASuMWHaNLmiRDp46TGkwBTkJE0a6XNh3/0+Rj7rbVOGfXUsh8XtGR2tvzHVCzS3QKonZYACGisFFttuPrjRWiY1AEaPbIMM1+HGTDxouOEpVcdjsMSeHVBWJq7tzqLr5GE1Q+rgRDRP6XqU3FozEF+Gr7r5iw48fQLHy08gE/vyQ6BFE7LIAQUdiY+XMxnJ5Q/mNP4cQHCS825qNu5KWQK5Wi40Sdyj0roIwJn7lAms1ueA1Jxz7Q50OO2xjwPEQUPdJjkvGgti++2bERF2//AQpfmEy2vPkzoKlKdAqiNlgAIaKwYHW68eHqEtExKAJ9VJeM9YMuh0ZvFB0lqrjsNsQn7hYdo0uc+Z1bCSbbFRfgJEQUDVI0ifhPbD/M37UFl21bDKU3fIrGAACPA1jzpugURG2wAEJEYWH22lKYbGH2h5/CxvLGWHyZfSni0rNFR4kqlXvDay6Qzq4Ek+mICXASIopkiep43KcbgAV7duDyrd9B6XGKjtR9v74LuGyiUxC1YgGEiEKez+fDrFUHRcegCLfXqsSrunOgLxwiOkrUcNqsMCbvER2j06xxmZ06LsWuDnASIopECWoj7okbgIX79+CqLYugdkfAstq2BmDbXNEpiFqxAEJEIW/VvjocqOXSkhR4Jrcc01wnQDX0NNFRokbV3uVQqsKjC8QMfaeOS7Ty6RURdZ5Bpcdd+kFYuH8frtu8CDFOq+hI/rVupugERK34F5qIQt7Ha0tFR6Ao4oWEZ019YR55CWRyheg4Ec9hbUZ86j7RMTrFZOnc6i56CydrJqJji1PqcLt+EL4tPoibNi2A1hmhb/aU/gJU7xCdgggACyBEFOLqm534dlul6BgUhWbVpWL7kClQx+pER4l4VfuWQaEK/VUNrE1ueOJTjnmczsz5iojoyHTKWPzVUIRFpeW4ZdMCxDqaREcKvF9niE5ABIAFECIKcV+sK4PTzXdTSYzFDXFYkDcJutQM0VEimqPZgoQw6QLpzEowahMn/COi9rQKLW4yFmFRWSXu2DgfeptJdKTg2fwJJ0OlkMACCBGFtI/XculbEmt7sxpvGc6Hvs9A0VEiWvX+5ZArQ78LxJ527JVgFI2WICQhonARI9fgOmMRFlbU4q4N82GwNoiOFHx2E7DtS9EpiFgAIaLQtXp/HfbXROh4WAordS45nvKdBM2Qk0VHiVh2ixmJaftFxzimZl0nuoHqGgOeg4hCn1quxlXGwVhQ2Yh7NsxHQnOt6EhicTJUCgEsgBBRyPp4Dbs/KHS4fBKeNg+EbeSFkGT88xkINQdCvwukqRMrwfisVhi8miCkIaJQpJQpMcVYhAU1Fty3YR6SLNWiI4WG0tVA1XbRKSjK8RkcEYWkRqsTC7dy8lMKPe/UZWDv0ClQabWio0QcW5MJiWkHRMc4KlNT55465boMAU5CRKFGIVPg0vgiLKhz4L8b5iPFdEh0pNCzjpOhklgsgBBRSJqzvhwOTn5KIWpBgwHf509BbHKq6CgRp7Z4OeSK0O0CsVrc8CakHfO4LFdcENIQUShQSApcHF+EeQ1uPLR+PtIay0RHCl2bP+VkqCQUCyBEFJI+4eSnFOI2NakxI+EC6POOPSkmdZ7V3IjE9IOiYxyVoxMrwaQ7OASGKNLJJTkmxA/CV2YfHl0/H5n1fO5yTHYTsHWO6BQUxVgAIaKQ82txPXZXcRUFCn1VTgWelZ2K2EEniI4SUWoPLoNMEbodYLa0wmMek2xTBiEJEYkgk2Q4J34Q5ljk+N/6BehVG9pD90IOJ0MlgVgAIaKQ8/GaUtERiDrN7pXwRPNQuEecB0nin1V/sJoakBTCXSDNscdeCSbeKgUhCREFkwQJ4+MH4otmNZ5avwC9q/eKjhSeytYAVdtEp6AoxWdqRBRSTDYX5m+pEB2DqMter++FkuGToNRw6IM/1JUsg0weml0gTb5jz++hbwrdeUyIqOtONQ7AZ7ZYPLd+IfKrdomOE/7WzRKdgKIUCyBEFFK+3lgOuys0X/QQHcvc+nis6Hs5tAlJoqOEvebGeiRlhGY3WGdWgtGanUFIQkSBdpKxHz5x6PHShkXoW8klXP1m2xzAy0IxBR8LIEQUUr7ayO4PCm9rzRp8mHIx9L3yRUcJe3WlyyCFYBeIrdkNT1LmUY9Rm6xBSkNEgTDG2BcfuuLx2obvMLBiq+g4kae5Bti/VHQKikIsgBBRyChvtGFdSYPoGEQ9VuZQ4Hnl6dANGCU6SlhrbqhFckZoLifp7DPsqPtl9U1BSkJE/jTKUIhZniS8uWExBpdtEh0nsm35XHQCikIsgBBRyJi3qQI+n+gURP5h9cowzTYCGH42IHFCzO6qL18GSRaCXSBpBUfd76tnMZconAw35ONdXyqmb/wew0vWi44THXbOA1x20SkoyrAAQkQh4+tNHP5CkeflhjxUjbgMCpVKdJSwZKmrQXJGuegY7TRr049+gMuFdI8uOGGIqNsG6/vgTaRh1sYfcVzxWtFxoovDDOz5VnQKijIsgBBRSNhXY8G2CrPoGEQBMbsuEWsGXI4YQ7zoKGGp4dBySFJotYeZO7ESTI7LEIQkRNQdg/R5eE2WiQ83LcGYA2tEx4leHAZDQcYCCBGFhG/Y/UER7ieTFrMzL0VcZq7oKGGnqbYKSZmh1QXSmZVgMp3sACEKNf3icvCSPBsfb1qGk/atEh2H9nwH2PkGGAUPCyBEFBJYAKFoUGxT4KWYsxDX9+gTaFJ7psoVQAh1gdib3fCk9DrqMWl2DnsiChX5umw8r8zB7M0rceren0THod+57S1zgRAFCQsgRCTctgoT9tU0i45BFBQWjwzTnMdDPuwM0VHCirnmEJKzQqtQ6ugz9Kj7k2yK4AQhoiPqrcvC06o8zNnyM87YvQISQqeQSr/Z8pnoBBRFWAAhIuE4+SlFGx8kvNBYgPqREyFT8EVyZ5krVwAh9OLFlnL0lWCMrOsSCZMTm4Fp6nx8ufUXnL1rGQsfoWz/MsBSIzoFRQkWQIhIKJ/Ph3mbDomOQSTEh3Up2Fx0OTRxetFRwoKpugLJWZWiY7Rqjk076v64Jk+QkhDR7zK1qZgaU4ivtq3F+Tt/hMwXesto05/4PMC2L0WnoCjBAggRCbW+pAHljTbRMYiEWdKow9c5lyEuPUt0lLDQVB06XSBN3qOvBBNjsgcpCRGlxyTjIW0hvtmxERdt/x5yHwuQYYXDYChIWAAhIqG+YfcHEXY1q/CG7jzoC4pERwl5jVVlSMqsEh0DANB4jIULlI0cA0MUaCmaJPw3th/m79qCS7d9D6XXJToSdUfZGqDhoOgUFAVYACEiYTxeH+ZtZgGECADq3TI86RkL1ZBxoqOEPEvtCvhCoAvEYfXAnZ57xP1SvSl4YYiiTJI6Af/SDcDC3dswZet3UHqcoiNRT239QnQCigIsgBCRML/sr0OtxSE6BlHIcPskPGvuj6aRF0Mm5+SoR9JYWYrkzGrRMQAAzryhR9znM5mh8smDF4YoCiSojbg3bgAW7tuFK7csgsrD5xERY+d80QkoCrAAQkTCLNzK7g+ijsysS8OOwVOgjtWJjhKymutXhkQXyFFXgvF60cttCF4YoghmVBlwd9xALNy/D9duXgSNi/OHRZzydYAlNIrbFLlYACEiYX7cwT9yREfyXWMcFvWeDF1KuugoIamh4iCSM8Qvm9isTT3q/l4urvBD1BN6VRzu0A/CouJi3Lh5IbROzq0TuXzA7m9Fh6AIxwIIEQmx45AZFVwhgeiotlpUeCd+AvR9BoiOEpKsjT+JjgCz5+hdOunOmCAlIYosOmUsbjEUYdHBMvx10wLEOppER6Jg2L1IdAKKcCyAEJEQP+5k9wdRZ9Q45XjKdzJiBp8oOkrIqS8/gCTBXSDHWgkm1aYKThCiCKFVaPEXQxEWlR7C7RvnI87OyYSjyr4lgJvzulDgsABCREKwAELUeS6fhKeaiuAYOQGSjH+6/8hmEtsF4rR54M7ofcT9iVZOgkrUGTFyDa43FmFRRQ3+tnE+DLZG0ZFIBFczcGC56BQUwfgsioiCrqHZiQ0lDaJjEIWdt+qysH/YZChjtKKjhIy6sv1ITK8VmuFoK8EYmsVP1EoUytRyNa42DsaCykb8Y8N8xDfXiY5Eou1aKDoBRTAWQIgo6JbsqoaXrwmIumVevRFLCiYjNjFFdJSQ4Wj6Wej9bSn5R9wXa3YGMQlR+FDJVLjcWISF1U34vw3zkMTVP+h3nAiVAogFECIKOg5/IeqZDU0avJd8IfS5haKjhITa0r1ISBf3rrEl5sgrwWg42TNRGwqZApfFF2F+nR3/2TAfyeZK0ZEo1JjLgEObRaegCMUCCBEFldvjxfLd4peuJAp3FQ4FnpWfhtiBo0VHCQmu5lXC7m32xB5xn6LBEsQkRKFLISlwSXwR5te78eD6+UhrLBMdiUIZV4OhAGEBhIiCam1xA8x2t+gYRBHB7pXwhHUYPMPPBSRJdByhag7uRnxavZB7m462SEV9Y7BiEIUkuSTHBfGD8LXJi0fWz0dGQ4noSBQOOA8IBQgLIEQUVEt2cfgLkb+91pCD8uGToFBrREcRym0T0wXitHvgzirocJ+vuRlxXnWQExGJJ5NkOCd+EL5skuHx9QuQXVcsOhKFk4oNQFOV6BQUgVgAIaKg+mEH/5gRBcKc+gT81G8KtPGJoqMIU1O8C/GpYlaYcuQNOeK+XLchiEmIxJIg4cz4gZhjUeGp9QuQV7NPdCQKSz5gDydDJf9jAYSIguZgXTP21TSLjkEUsdaYY/Bx2iXQZ/cWHUUYj+MXIfe1JfU54r4sly6ISYjEOS1+AD6zafHs+oXoU71bdBwKd7s4Dwj5HwsgRBQ0XP2FKPBK7Aq8oB6PuP4jRUcRovrADsSnNgb9vs1HWQkm3R4TxCREwXeysT8+dcThxfWL0Ldyh+g4FCn2LwU8LtEpKMKwAEJEQcMCCFFwNHtkmGYfCWn4maKjCOF1rg76Pc3uI68Ek2JTBTEJUfCMNfbDRy4jXt3wLQZUbBMdhyKNqxkoXy86BUUYFkCIKCgcbg/WFotZoYEoGvkg4aWGPqgZeRnkyuh6AV61fxuMKUdbmsX/Gk3eI+5LsEb3Cj0UeY43FOI9dyLe2PAdiso2i45Dkax4uegEFGFYACGioNhUaoLddeQXCEQUGJ/UJWHdwCmIMRhFRwkqn3tNUO/ncnjh6tW3w31xFk9QsxAFyghDAd71puCdjd9jWOkG0XEoGhxYIToBRRgWQIgoKFbvrxMdgShqrTDF4ovMSxGXkSM6StBU7dsCQ7I5qPd05Ha8Ekys2RnUHET+NkTfB28hDTM3/oDjDv4qOg5Fk9I1gJu/Q8l/WAAhoqBYfYDDX4hE2mdT4tXYs6DvO1R0lKCRvMHtAjnSSjCqRltQcxD5yyB9Hl6XMvDBpiU44UBw/38iAgC4bUA5i27kPyyAEFHAuTxerDvYIDoGUdQzueWY5hwN5dDTREcJisq9m2FIagra/Zo1KR1ulzcEtxOFqKf6x+XgZXk2Pt60DCfuF7O0NFErDoMhP2IBhIgCbnNZI2wujoEnCgVeSHjO1BemkZdAplCIjhNwMqwN2r3Mbm3HO+obg5aBqCcKdL3wgiIHn25eiXF7fxIdh6hFMQsg5D8sgBBRwP2yn8NfiELNe3Wp2Fp0OdQ6vegoAXVoz0bokyxBuVdjoxc+qf2KLz6nE6meIy+TSyRaH10Wnlbm4YstP+H0PSsgwSc6EtFhZWsBt0N0CooQLIAQUcBx/g+i0PRDow7zci9DXFqm6CgBJZeCM37c7fTC06t/h/ty3cagZCDqitzYDExT98Gcrb/g7N3LWPig0OS2t0yGSuQHLIAQUUC5PV6sK2YBhChU7WxW4Y2486DPHyQ6SsAc2rMB+sTmoNzLkTu4w+2ZTnaAUOjI0qZhqqYAc7etxfk7l0Dm4zL1FOI4DIb8hAUQIgqoLeUmNDs5/wdRKKt3y/Gk90RohpwiOkpg+HxQyNcF5VbWpN4dbk+zaYJyf6KjyYhJwcMxhfhmx3pctOMHyH38+0xhonil6AQUIVgAIaKA4vAXovDg9kl42jwAzSMvhEwuFx3H7yp2r0NcQuC7QCzq5A63J9ki72tK4SM1Jgn3x/bDvF2bMXH791B43aIjEXVN2VrAxSXFqedYACGigFq9v050BCLqgnfrMrB7yBSotBE2ZMPng1KxPuC3Mbs6XgkmPjgjcIjaSNYk4F+6/liwaxsmb/0OSo9TdCSi7vE4gdLVolNQBGABhIgCxuP14dfiBtExiKiLFjbo8V2fyYhNThMdxa8O7V4HXbw1oPcwmTpeCUbXxKEGFDwJ6njcqxuABXt34cot30Ll4QoaFAE4DIb8gAUQIgqY7RVmNDnYZksUjrZY1Hg34QLo8/qJjuI3Pp8XKtWGgN7D7fTCnTuw3XatmS9AKfCMKgP+HjcQi/bvwbVbFkHDIQMUSbgSDPkBCyBEFDCrD3D4C1E4q3bK8YzsFGiLxoqO4jeHdq+FLj6wLwodOe1XglE2cgwMBY5eFYc79YOwqLgYN2xeiBhnYDudiIQ4tBHwcalm6hkWQIgoYDaUNIqOQEQ95PDK8KRlMFwjzockhf/TBp/XC7V6Y0DvYUvMa7dNqjcF9J4UneKUOtyqH4RFB8tw86YFiHU0iY5EFDh2E1C/X3QKCnPh/0yGiELWlnI+4SeKFG/UZ+Pg8MlQamJER+mxil2roTXYA3b9jlaC8TWaoPDxaRf5R6xCi78YirCwtAK3bVqAODv/3lKUKA/8ZNYU2fiXmIgCwmR1oaSeLbhEkeSreiOWF06BNqHjpV7Dhc/rhVa7MWDXN7s6KBJ5vejlMQTsnhQdYhQxuN5YhEXl1fjbxvkw2BpFRyIKrgoWQKhnWAAhooDYWsF3o4gi0a9NGnyQehH0OQWio/RIxa7ViA1QF4ip0QufTN5uey+XPiD3o8inkatxjXEwFh6qxz82zIfRWi86EpEY7AChHmIBhIgCgsNfiCJXuV2BZxWnQzfweNFRus3r8SBGuzkg13a7vHDltV8JJsMR/sOHKLhUMhWuMBZhQXUT/rlhHhItNaIjEYlVuRnwcllx6j4WQIgoIFgAIYpsdq+Eadbh8I44B5Ak0XG6pWLXL9DGBWZ52o5Wgkm1qQNyL4o8SpkSk+KLML/Ohn9vmI9kc6XoSEShwWUFanaKTkFhjAUQIgqIrSyAEEWFV+tzcWj4JChU4ffi3utxQxu3JSDXtiXkttuWaG0/LIbojxSSAhPjizCv3oUH1s9HWmO56EhEoYfDYKgHWAAhIr8z2Vw4WMcJUImixef1CfhlwOWIMSaIjtJlh3b9jJgAdIFYVO0nijU0+/x+H4oMckmOC+IH4WuTBw+vn4+MhhLRkYhCFydCpR5gAYSI/G4buz+Ios4qUww+zbgE+qw80VG6xON2Qxe31e/XNTs17bbpmlx+vw+FN5kkw7nxgzC3SYbH1y9Adt1B0ZGIQh87QKgHWAAhIr/j/B9E0emgTYkXNWcirt9w0VG6pGL3z4iJ9W8XiKnRA59c0WabxmTz6z0ofEmQcFb8QHxpUeLJ9QuQW7NPdCSi8FG9HXA7RaegMMUCCBH53dYKs+gIRCSIxSPDNMcoyIeNFx2l0zwuF3TG7f69ptsHd15Rm22KBotf70HhR4KE040D8Lk1Bs+sX4je1XtERyIKPx4nUBWY+Zso8rEAQkR+xwlQiaKbDxJeaMxH3chLIVcqRcfplIpdP0ET6993FO05g9puaODvxmh2irE/PrXH4oUNi1BYxVUsiHqEw2Com1gAISK/arK7UFzXLDoGEYWAj+qSsWHgFGj0BtFRjsnjciLOz10g1j+tBONrskDnU/n1HhT6xhr74WOnAa9s+Bb9D/n3Z4woalVsFJ2AwhQLIETkV1vLzfBxoQMi+s0ykw5fZl+GuPRs0VGO6dDulVDH+m+iUosyqd22XJfRb9en0Ha8oRDvuxPxxobvMKic7fpEflXDLirqHhZAiMivOPyFiP5sr1WJV3XnQF84RHSUo3I7nTDE7/Db9czOmHbbsl1xfrs+haaRhgLM8CbjnY3fY2jpBtFxiCJT7W7RCShMsQBCRH61s7JJdAQiCkEmtxzTXCdANfQ00VGO6tDulVBr/dMFYmpww6toO+Qlzd5+eVyKDEP1ffA2UjFj4w8YeXCd6DhEkc1hBsyHRKegMMQCCBH51f5arnJARB3zQsKzpr4wj7wEsj8tERsqXA479An+aa32enxw9x7cZluKPTwmhaXOK9L3xhtSOt7ftASjD6wVHYcoetTuEp2AwhALIETkV/trOAEqER3drLpUbB8yBepYnegoHarcswIqjdsv13L0Gtjm84RmPvWKFP3jcvGKLAsfbVqKsftXi45DFH1qOAyGuo5/hYnIb+osDphs/ptAkIgi1+KGOCzImwRdaoboKO247HYYk/zTBWKNz23zud7i9ct1SZxCXS+8oMjB7M3Lccq+n0XHIYpe7AChbgjN/lMiCkv7a9n9QUSdt71ZjSrD+bhF9xPM+7aJjtNG5d6V0Bj7wWnv2VMlizIRqX/4XGt29iwYCdNHl4VbnQqcuWUFJHC5MyLhalgAoa5jBwgR+c3+Gs7/QURdU+eS4ynfSYgZfJLoKG04bVYYk3veXm12qNt8rjZZe3xNCq7c2Aw8oe6NOVt/wVm7lrP4QRQquBIMdQMLIETkN5z/g4i6w+WT8FTTINhGXABJFjpPTSr3LIdS7enRNUyNHnhVh4sg8gaulBUusrVpeExTgLnb1uK8nUsh83H4ElFIsVQBtkbRKSjMhM6zDCIKe/tYACGiHninPhP7hk2BSqsVHQVASxdIfErP3mFstxJMfWPPQlHAZWpT8UhMAb7esR4X7vgBcl/PimBEFEDsAqEuYgGEiPyGS+ASUU/Nrzfg+/wpiE1KPfbBQVC1bwWUqp6tCGPPHtT6b5/DgRRPbE9jUQCkxiThAW1ffLNjIy7Z/gMUXv+sBEREAcR5QKiLWAAhIr9we7worefYdiLquU1NasxKuhD63L6io8DRbEF86r4eXcNqzGnzeY7L0KPrkX8laxLwb11/LNi1DZO2LYbSy9XMiMIGV4KhLmIBhIj8oqTeCpeHE8MRkX8ccsjxrPxUxA46QXQUVO1bBoWy+8MgLMrENp9nOdkBEgoS1fH4p24AFu7ZiSu2fAuVxyE6EhF1VQ2HwFDXsABCRH7BCVCJyN/sXglPNA+Fe8R5kCRxT1kczRYkpHW/C+TPK8GkOTQ9jUQ9EK8y4B9xA7Fw/x5cs2UR1G676EhE1F3sAKEuYgGEiPyC838QUaC8Xt8LJcMnQakRVzio3r8c8m52gZgb3PCpDmdPtir8FYu6wKDS42/6gVhUfADXb16IGCeHbRKFvcYSwO0UnYLCCAsgROQX7AAhokCaWx+PFX0vhzYhScj97RYzEtMOdOtcr9cHV5+hrZ8b+esyqOKUOtxmGIRFB0vwl00LoXWwYE8UMXxewFwuOgWFERZAiMgvWAAhokBba9bgw5SLoe/VR8j9aw4s63YXiD17QOu/4yxcVjUYYhVa3GwowqLScty6cQF0drPoSEQUCKYy0QkojLAAQkR+cbCeBRAiCrwyhwLPK8+AbsBxQb+3rcmExLTibp37x5VgYsycbDOQYhQxuMFQhEXl1bhz43zobSbRkYgokNgBQl3AAggR9Zjb40VNE5/QE1FwWL0yTLONBIafBUhSUO9dW7wMMoW3y+dZFAmt/1Y1smAcCBq5GtcaB2NRRR3+vnE+jNZ60ZGIKBhMpaITUBhhAYSIeqzG4oCXK+ASUZC93NAbVSMug0KlCto9reZGJKUXd/k8k/3wSjBSPYdi+JNKpsKVxiIsrDLj3g3zkNBcKzoSEQWTiR0g1HksgBBRj1WauIQgEYkxuy4RawZcjhhDfNDuWVuyHDJ517pAzI0u+NQxAABfQyPkvuB2rkQipUyJycYiLKi14l8b5iOpqUp0JCISgXOAUBewAEJEPVZlZgGEiMT5yaTF55kTEZeZG5T7WRvrkZRxsEvn+LyAM39YyydeL3q5DQFIFh0UkgIT44swr96F+zfMR6qpQnQkIhKJc4BQF7AAQkQ9xg4QIhJtv02JV7RnIa7vsKDcr650OaQudoE4sg6vBNPLrfd3pIgnl+S4MH4QvjZ58PD6+choKBEdiYhCATtAqAtYACGiHqvkigZEFALMbhmmOY+HfNjpAb9Xc0MdkjO69gLcauzV+u9MR6y/I0UsmSTDefGD8JVZwmPrFyC7rmvdN0QU4RxmgMtcUyexAEJEPVZpsomOQEQEAPBBwguNhagfOREyhSKg96ovWwFJ1vkukCb54ZVgUuzBm7g1XEmQcHb8QHxpUeKJ9QuQU7tfdCQiClXsAqFOYgGEiHqsknOAEFGI+bAuBZuLLocmLnBDTSz1NUjO6PyTbpPtcNEj0SoPRKSIIEHCGfED8IVVg6fXL0Tv6j2iIxFRqOM8INRJLIAQUY9VcQgMEYWgJY06fJ1zGeLSswJ2j4aK5ZCkzq0D3tToglfTMvTFaOHa4R0ZZxyA2fZYPL9+EQqqdomOQ0Thgh0g1EksgBBRj3ESVCIKVbuaVXhDdx70BUUBuX5TXTWSsjr3xNvnA1wFwwEAuiZXQPKEqxON/fCJ04CXNyxCv0PbRcchonDDAgh1EgsgRNQjJpsLNpdHdAwioiOqd8vwpGcs1EPHBeT6porlQCe7QOyZ/QEAGhaOAQCjjYV4352A1zd8h4HlW0THIaJwxSEw1EksgBBRj1Rx/g8iCgNun4RnTP3RNPJiyOT+nX/DXFuF5KyKTh1rNWQDABQmi18zhJvjDAWY6UnG2xu+x9DSjaLjEFG4M3fudzARCyBE1CMc/kJE4WRmXRp2DpkCdazOr9c1V3auC6R1JZg6k1/vHy6GGfLxji8F7278ASNK1omOQ0SRwlYvOgGFCRZAiKhHuAIMEYWbbxv0+Lb3JMQmp/ntmqbqQ0jOPHTM48w2JQDA19QErVfpt/uHusH63ngT6Xhv4484vvhX0XGIKNLYGkUnoDDBAggR9Ug1CyBEFIa2WNSYnnAB9L37++2a5urlAI7eBdLU6II3pqX7JNdt9Nu9Q9WAuFy8KsvCh5uWYsyB1aLjEFGksjWITkBhggUQIuqRBitXMiCi8FTjlOMpnAJt0Yl+uZ6pqgLJWZVHPeaPK8Fku+L8ct9Q1DcuBy8qcvDp5uU4ed/PouMQUaRzWgAPn5PSsbEAQkQ90mTnHxsiCl8un4QnLUVwjDgfkqznT4uaqlfAd4wukN9Xgkl3aHp8v1CTr8vGs6pcfLZ5JU7bs0J0HCKKJuwCoU5gAYSIeqTJ7hYdgYiox96qz8b+YZOhjNH26DqNVWVIzqw66jHN+paVYFJsqh7dK5TkxmbiSXVvfLF1Fc7ctRzSMYpARER+xwIIdQILIETUI2Z2gBBRhJhXb8SSgsmITUzp0XWa61YetQvEIo8HACRYw/9pWLY2DY9r8jF32xqcu3MpZD6v6EhEFK1YAKFOUIgOQEThjR0gRBRJNjRpUJV8Ia6PWwZz8e5uXaPhUAmyBlWjtjy1w/0ma8vqLwZL+BYLMrWp+KvPgAk7lkLh5d8BIgoBLIBQJ4T/Ww9EJBQLIEQUaSocCjwrPw2xA0d3+xrN9UfuAmkyueDVGaA1O7t9fVHSYpLxgLYvvtmxERdv/57FDyIKHSyAUCewAEJEPcJJUIkoEtm9Ep6wDoNnxLmAJHX5/IaKg0jKqOl4pw9w5g+H2mTrYcrgSdEk4j+x/bFg1xZM2rYYSi9/9xNRiLHWi05AYYAFECLqETM7QIgogr1Wn4OK4ZOgUHd9xRZb409H3GfP6Ad5Q1NPogVFojoe/6cbgAV7duDyrd9C6Qm/rhUiihLsAKFOYAGEiLrN7vLA6Q7fMexERJ3xRX0Cfu43Bdr4xC6dV19+AIlH6AKx6rOA+kY/pAuMeJUB98QNxML9e3D1lkVQu+2iIxERHR0LINQJLIAQUbdx/g8iiharzTH4OO0S6LN7d+k8u/nnDrc3yYzw2e1I9sT6I57fGFR63KUfiEXFB3Dd5oWIcVpFRyIi6hwWQKgTWAAhom7jErhEFE1K7Aq8oB6PuP4jO31OXek+JGbUtttuam5ZiC/XbfBbvp6IU+pwm34QFh0swU2bFkLrsIiORETUNSyAUCewAEJE3cYOECKKNs0eGabZR0Iafmanz3F00AViMbvh1RmR6RTbAaJTxuKvhiIsKi3HrZsWQGc3C81DRNRtDv7+omNjAYSIuo0rwBBRNPJBwksNfVAz8jLIlapjHl9buhcJaXV/vgicBSOQZu/65Kr+EKOIwY3GIiwqq8QdG+dDbzMJyUFE5DduTtJMx8YCCBF1GztAiCiafVKXhHUDpyDGYDzmsS7rqnbb7Bn9kGxTBCDZkWnkalxnHIxFFXW4e8N8GKxsGSeiCOFxiE5AYYAFECLqNrONHSBEFN1WmGLxRealiMvIOepxNQd3Iz6tvs225rhMxDdLgYzXSi1X46r4wVhYZcY9G+Yhobn9vCRERGGNy3RTJ7AAQkTdZnV6REcgIhJun02JV2PPgr7v0KMe57b90uZzi2SErimwnXRKmRKT44swv6YZ962fh6SmqoDej4hIGA6BoU5gAYSIus3t9YqOQEQUEkxuOaY5R0M59LQjHlNTvBPxqYeHnDQ2y6E1B6ZlWyFTYGJ8EebXO3H/+vlINVUE5D5ERCGDQ2CoE1gAIaJu87D+QUTUygsJz5n6wjTyEsgUHc/t4XGsbv13s9kNmVvp1wwKSYGL4ovwTYMbD6+fj/SGUr9en4goZHk4NJuOjQUQIuo2DztAiIjaea8uFVuLLodaF9duX/WB7YhPObziitOQ65d7yiQZzo8fhK/MPkxdPx9Z9SV+uS4RUdhwswOEjo0FECLqNnaAEBF17IdGHeblToIuLbPdPq/r8FwgjrhsyNH9iVBlkgznxA/ClxYFpq1fgF61B7p9LSKisMZJUKkTgrv2GhFFFHaARA7Tqtmw7l4FV30ZJIUK6sz+iD/lOigTs1qPqVv0CuwHN8JjqYek1LQcM+46KBOzj3jdxpUfonnHCniaaiDJFFCl5cN48jVQZ/QFAPjcLtQtegnWPb9AHhuPhDNvQ0zu0MO5Vn8Bj7kGCeNvCdhjJwqUnc0qvKk/D7fqfoZ579bW7VX7tyGt72g0Vhtgjc1AltuAg4rGLl1bgoQz4vvj1vIDKNi/wM/JiYjCka9lGIzcv0MLKbKwA4SIus3j84mOQH5iL92KuOHnIe2qZ5A6eSrgcaNq9gPwOu2tx6jS8pF47t3IuOl1pEx6FIAPVZ8+CJ/3yKsBKRMykTD+FqTf8CpSr3wKCkMqqj59AB5ryxCApk2L4Kzci7SrnoFuyNmo/eZp+H77uXI1VsKy6VsYT74moI+dKJDqXXI86T0RmiEnt9nuc68BADRJBuS49F265qnxA/CZLRbPrV+EgqpdfstKRBT2OAyGjoEFECLqNreXBZBIkTrpUeiKzoAqOQeqlN5IPO/v8Jhr4Kza23pM3NCzockeBIUhFeq0fBhPuhqephq4TdVHvG7sgHGIyR0KpTENquQcxJ92E3xOK5zVLW36rrpSxOQfD1VyDuKGnwev1QSvzQwAqP/uNcSPuw4ytTawD54owNw+CU+bB8I68kLI5HIAQNW+LTAkm2FqliPT2bmf8ZOM/fCJQ4+X1i9C38rtgYxMRBSeOAyGjoEFECLqNi8LIBHL62gGAMg0uo73O+2wbPkeCkMqFPqkTl3T53GhaeMiSOpYqFLyAACqlDw4yrbD63LAfmA95LoEyGL0sGxbAkmhgrZwjH8eEFEImF6Xgd1Dp0CljQUASN61aDa7YfTGH/W8E4x98YE7Hq9t+A4DK7Ye9VgioqjGAggdA+cAIaJuYwdIZPL5vGj44W2oMwdAlZzbZl/T+vloWDoDPpcdioQspEx+DNIxxtpa965B7ddPwedyQK6LR+rkqZBrDQAAXdF4OKuLUTH9Nshj9Ei68D547RaYVn6I1MunoWH5+7DuWA6FMQ2J594FRVznii1EoWphvR7lfSbh3MqFqNy7CakFx8OuzgWwqt2xowyFuL2+HsM3LA56TiKisMQhMHQMks/HQfxE1D0PfbUVs1YdFB2D/Kzu21dh278OaVc+1a67w+tohqe5EZ7mBpjXzIGnqQ5pVz0NSaE64vW8Tjs8zfXwWs1o2vQt7CWbkX71s5DHGjs8vnb+C1Cl5kFhSEPj8llIu/o5mFd/AVftQSRf/B9/PlQiYVJUHvzFuRyxihi4svrgmZhnW/cNN+Tj9sYmjCpeKzAhEVEYumMdkJQvOgWFMA6BIaJuYwdI5Klf/Dps+9Yi9fL/dTi0RaaOhTIhE5rsQUi+6N9w1ZfBurv9O9dtzlFpoIzPgDqzH5LOvQuSTAbL5u86PNZ+cDNcdQcRN/x82Es2I6b3SMhUGmj7nQh7yRa/PEaiUFDtlOMZ2SkwabSQ+1omEh6s74M3kYZZG39k8YOIqDu8LtEJKMRxCAwRdZuXDWQRw+fzoeH7N2DdvQqpl0+D0pjWiZNaPnyeLj7Z8Pk6PMfndqJ+8etImnAvJJkc8Hnh+32lZa8HPh+XXabI4vDK8KRlMO7NLMWrskycvGmJ6EhEROFNxpe3dHT8CSGibnN7WACJFPWLX0fz9mVIueR+yFRaeCwNAABJrYVMqYarsRLWHcuhyRsOuVYPt7kO5tWfQVKoENN7ZOt1yt++BfGnXANt4Rh4nXaYVn0Kbf7xkOsS4LGZ0bR+HtxNddD2PbFdhsafP0FM75FQpfYBAKgzB6Bh6bvQFZ2BpvXzoMnsH5wvBlEQTUipwW3VT0FmqxMdhYgo/LEAQsfAnxAi6jYPO0AihmXDAgBA1cf/brM98dy7oSs6A5JcCXvZNph//RpeuwXyWCPU2QORdtXTbebycNeXweuwAgAkmQyu+jLUzP0BHpsZ8hg9VGkFSLvySaiSc9rcx1lTDOvOFUi/7uXWbdp+Y2Ev3YLKD++DMjETSRP+GaBHTyTG5PRKPGF9BJLDJDoKEVFkYAGEjoGToBJRt939yQbM3VghOgYRUdi5IbMUDzQ9CsnZLDoKEVHkuGcXENeJYbwUtVgiI6Juk0mS6AhERGHnjuxi3NMwFZLbJjoKEVFkkSlFJ6AQxwIIEXWbUs6FpIiIuuK+nD24pfZxSB6n6ChERJFHJhedgEJcSLx6GTduHO6++27RMdp5+OGHMXToUNExKICuu+46XHTRRaJjhC2VIiR+hRARhYWpedtwS81UFj+IiAJFzg4QOrqQePUyZ84cTJ06tdPH7927FzfccAN69eoFtVqNzMxMnH766fjwww/hdruPeb7H48Hzzz+PoqIiaDQaxMfH45xzzsFPP/3U7cdQVlYGlUqFQYMGdev84uJiSJLU4ccvv/wCAJg5c2aH+zUaTbvrrVq1CnK5HOedd16H9yspKcF5550HrVaLlJQU/POf/2zztZs5cyaMRiMAYOrUqUhPT0d9fX2ba2zatAlqtRrz5s0DADz++OMYM2YMtFpt67l/9uWXX2L06NEwGAyIi4vDwIEDe1z8+mPW3xUVFeGWW27p8Pj3338farUatbW1ePHFFzFz5szWfdddd13r11WpVCI1NRXjx4/Hu+++C6/XC5/PhzPOOANnnXVWu+u+9tprMBqNKCsrO2re37/XGzdubLdv6dKlkCQJjY2N7fbl5ubihRdeOOq1g40dIEREnfNcnw24qnIaJO+xn6cQEVE3cQgMHUNAX704nZ17hyMhIQFxcXGdOnbNmjUYPnw4duzYgVdffRVbt27F0qVLcdNNN+H111/Htm3bjniuy+WCz+fDlClT8Oijj+Kuu+7Cjh07sHTpUmRnZ2PcuHGYO3dup3L82cyZMzFp0iSYzWasXr26W9cAgO+//x6HDh1q8zFixIjW/Xq9vt3+gwcPtrvO9OnTceedd2L58uWoqGg7SaXH48F5550Hp9OJn3/+GbNmzcLMmTPx4IMPdpjp3//+N7Kzs3H77be3bnO5XLj22mtx1VVX4fzzzwfQ8v2+7LLLcOutt3Z4nR9++AGTJ0/GxIkTsWbNGqxbtw6PP/44XC5Xl79Of8zRkRtvvBGffPIJbLb246tnzJiBCy64AElJSTAYDO2KJ2effTYOHTqE4uJiLFy4EKeeeiruuusunH/++fB4PJgxYwZWr16NN998s/WcAwcO4P/+7//w8ssvIysrq9uPJ9woFZwDhIjoWN7IX42Ly5+B5POKjkJEFNm4CgwdQ5cKIOPGjcMdd9yBO+64AwaDAUlJSXjggQfw+0Iyubm5mDp1Kq655hro9XrcfPPNAIAvvvgCAwcOhFqtRm5uLp599tl21+1MF4DP58N1112HwsJC/PTTT5gwYQIKCgpQUFCAyy+/HCtXrsTgwYMBHH6X/dNPP8Upp5wCjUaDDz/8ELNnz8bnn3+O9957DzfddBPy8vIwZMgQvPXWW7jgggtw0003obm57Yzsb775JrKzs6HVajFp0iSYTKZ2uWbMmIGrr74aV1xxBaZPn94u+88//4yhQ4dCo9Fg5MiRmDt3boddAImJiUhLS2vzoVQermRKktRuf2pqaptrWCwWfPrpp7j11ltx3nnntelwAIDvvvsO27dvxwcffIChQ4finHPOwdSpU/Hqq692WLRSKBR47733MHfuXHz++ecAWro9Ghsb8fzzz7ce98gjj+Dvf/87ioqKOvz+ffPNNxg7diz++c9/om/fvigsLMRFF12EV199tfWY3NzcDrtcgCN/T6+//nqYTKbWYx9++GFcddVVsNls+OKLL9pkOHDgAJYuXYobb7wRQMdDYNRqNdLS0pCZmYnhw4fjP//5D7766issXLgQM2fORHZ2Nl588UXce++9OHDgAHw+H2688UaceeaZuPrqqwEABw8exIQJExAfH4/Y2FgMHDgQCxYs6PDrEs7U7ACJKh6bGaUvXwm3qcpv12xYOhP1i9/w2/WIQs17BStwdtmLkMBF94iIAkqSATI+N6Wj6/JPyKxZs6BQKLBmzRq8+OKLeO655/DOO++07n/mmWcwZMgQbNiwAQ888ADWrVuHSZMmYcqUKdiyZQsefvhhPPDAA+1elHfGxo0bsWPHDtx7772QHeGH+/cXy7/717/+1drpcdZZZ+Gjjz5CYWEhJkyY0O7ce+65B3V1dVi8eHHrtr1792L27Nn45ptvsGjRImzYsAG33XZbm/OWLFkCq9WKM844A1dddRU++eSTNkUUs9mMCRMmoKioCOvXr8fUqVNx3333dfnxd9bs2bPRr18/9O3bF1dddRXeffdd/HG141WrVqGoqKhN4eSss86C2Ww+YgdNv379MG3aNNx666349ttvMW3aNMyYMQN6vb7TudLS0rBt2zZs3br1iMesXbu2tbOlrKwMo0ePxkknndTmmD9+T0899VS88MILbTpj7r33XiQlJeHCCy/Eu+++2+bcmTNnIisrC2eeeWancwPAaaedhiFDhmDOnDkAgGuvvRann346brjhBrzyyivYunVrm46Q22+/HQ6HA8uXL8eWLVvw5JNPQqfTdeme4YBDYKKL6edPoc0/HgrD4d8dli3fo+LdO3DwmYtR+vKVqPvu9TbnOKsPoPLD/8PBZy5G2WvXwbT68zb79aMuhmXrD3A1VgblMRAF0+eF3+Pk0tePfSAREfUch79QJ3S5Ryg7OxvPP/88JElC3759sWXLFjz//PP4y1/+AqDlheI999zTevyVV16J008/HQ888AAAoLCwENu3b8fTTz+N6667rkv33r17NwCgb9++rduqq6vRu3fv1s+feuqpNgWKu+++G5dcckmba/Tv37/D6/++/ff7AIDdbsd7772HzMxMAMDLL7+M8847D88++yzS0lrWmJ4+fTqmTJkCuVyOQYMGoXfv3vjss89aH99HH30ESZLw9ttvQ6PRYMCAASgvL2/9mv3RmDFj2hV3LBZL679NJlO7F9InnXQSFi5c2Pr59OnTcdVVVwFoGc5hMpmwbNkyjBs3DgBQWVnZrmvk988rK4/8IuSuu+7CV199hXPPPRd33nknTj311CMe25E777wTK1asQFFREXJycjB69GiceeaZuPLKK6FWqwEAycnJbe536NAhrF27ts11/vw9NRgMrZ0xf3TjjTfinHPOwYEDB5CXlwefz4dZs2bh2muvPWIB7Wj69euHzZs3t37+1ltvYeDAgVi+fDm++OKLNtlLSkowceLE1m6YP/6MRhJOgho9vC47LJsXI3XSo63bzGu+hHntl4g/9Qao0vvC57LDbao+fI7DiqrZDyAmZygSzrwdrppi1C18CTK1DnFDzwYAyLUGxOQNh2XDAsSfekPQHxdRoMwvmIeBJR+JjkFEFD04/IU6ocuvXkaPHt2my+KEE07Anj174PF4AAAjR45sc/yOHTswduzYNtvGjh3b5pyeSExMxMaNG7Fx40YYjcZ2Qzj+nAdAm26IY+nVq1dr8QNoebxerxe7du0CADQ2NmLOnDmtBQcAuOqqq9oMg9m1axcGDx7cZrLSUaNGdXi/Tz/9tPXx/P7xR3Fxce32/7EDZ9euXVizZg0uv/xyAC3DVyZPntzhsJyukiQJ//3vf+H1enH//fd3+fzY2FjMnz8fe/fuxf333w+dTod77rkHo0aNgtVqbXPsW2+9henTp+Prr79uU1gAOv6edmT8+PHIysrCjBkzALTMQVJSUoLrr7++y9mBlp+bP/7sp6Sk4K9//Sv69+/fbhjN3/72Nzz22GMYO3YsHnrooTaFk0iiUXKpsWhh2/crJIUS6sx+AACP3YLGFR8g8bx/IHbAOCjj06FKyYO24PjWc5q3LwU8biSeexdUyTmIHXAK4kZMgHnt3DbXjskfheYdy4P4aIgCRy558X3BFxhYyuIHEVFQyVkAoWPz+9u3sbGx/r5kq4KCAgBoLT4AgFwuR35+PvLz86FQtP+h/3OewsJC7Nixo8Pr/769sLCw05k++ugj2O12HH/88VAoFFAoFLjvvvuwcuXKNp0knZWdnd36eH7/+COZTNZu/x8LNNOnT4fb7UZGRkZrntdffx1ffPFF69wlaWlpqKpqO4b/98//3EXxZ79/jTv6WndWnz59cNNNN+Gdd97B+vXrsX37dnz66aet+5csWYI777wT7733XuucLn/U2Z8xmUyG6667DrNmzYLX68WMGTNw6qmndrsbY8eOHcjLy2uz7fev8Z/ddNNN2L9/P66++mps2bIFI0eOxMsvv3zMe/w+pOjP88wALcU2g8HQreyBEsMCSNRwlG2DKvXw7yP7gQ3w+bzwWOpQ/vYtKHv1WtTMfQJuc83hc8p3QJ09CNIflqSLyRsOd30ZPPbDnW3q9EJ4mmr9OrcIkQhqmRdL+3yC/NIvjn0wERH5F4fAUCd0uQDy5xVOfvnlFxQUFEAu7/iFUP/+/dstL/vTTz+hsLDwiOccybBhw9CvXz8888wz8Hq7N5P6lClTsGfPHnzzzTft9j377LNITEzE+PHjW7eVlJS0WUXll19+gUwmax2GM336dNxzzz1tOjI2bdqEk046qXX+id+HCjkcjtbr/HlYhz+43W689957ePbZZ9vlycjIwMcffwygpYtly5YtqK4+3Kq+ePFi6PV6DBgwwO+5jiY3NxdarbZ1zpS9e/fi0ksvxX/+8582w1yORqVSHbGb6Prrr0dpaSnmzJmDL7/8snXy06768ccfsWXLFkycOLHT52RnZ+OWW27BnDlzcM899+Dtt98+5jkFBQWQyWRYt25dm+379++HyWTqUnEuGDQqFkCihdtcA7ku4fDnpkrA54Np1WdIOP0vSL7o3/Dam1D16QPweVpWZ/I0N0KuNba5jiy25XOvpaF1m1yX+Ns1q0EUrmLlXizLm4XssnmioxARRSe5SnQCCgNdfhu/pKQE//jHP/DXv/4V69evx8svv9xuVZc/uueee3Dcccdh6tSpmDx5MlatWoVXXnkFr732WpfDSpKEGTNmYPz48Rg7diz+/e9/o3///nC5XFi+fDlqamqOWVSZMmUKPvvsM1x77bV4+umncfrpp8NsNuPVV1/F119/jc8++6xNh4FGo8G1116LZ555BmazGX/7298wadIkpKWlYePGjVi/fj0+/PBD9OvXr819Lr/8cjz66KN47LHHcMUVV+C///0vbr75ZvzrX/9CSUkJnnnmmdbH9Ed1dXXt5uEwGo2tw2d8Pl+H83SkpKRg3rx5aGhowI033tiuU2DixImYPn06brnlFpx55pkYMGAArr76ajz11FOorKzE/fffj9tvv711Lo7uKCkpQX19PUpKSuDxeFqH7+Tn50On0+Hhhx+G1WrFueeei5ycHDQ2NuKll16Cy+XC+PHjYbPZMGHCBAwbNgw333xzm8d5tM6U3NxcWCwW/PDDDxgyZAi0Wi20Wi0AIC8vD6eddhpuvvlmqNXqThVVHA4HKisr4fF4UFVVhUWLFmHatGk4//zzcc0113Tqa3H33XfjnHPOQWFhIRoaGrBkyZJ2c8/8sZPpdwMHDsRNN92Ee+65BwqFAkVFRSgtLcV9992H0aNHY8yYMZ26f7Bo2QESNXwuB6TfChUtG3yA142EM25GTN5wAEDSBf+Hsleuhv3gZsT0HnGEK7UnKVSt9yAKRwalGz9mTUdi+TLRUYiIopem84szUPTqcgHkmmuugc1mw6hRoyCXy3HXXXe1LnfbkeHDh2P27Nl48MEHMXXqVKSnp+PRRx/t8gSovxs9ejTWrVuH//3vf7j99ttRWVmJ2NhYDBkyBM8//zxuuOHok+hJkoTZs2fjhRdewPPPP4/bbrsNGo0GJ5xwApYuXdpuvpL8/HxccsklOPfcc1FfX4/zzz+/tXgzffp0DBgwoF3xAwAuvvhi3HHHHViwYAEuuOACfPPNN7j11lsxdOhQFBUV4cEHH8QVV1zRZl4QADjjjDPaXevjjz/GlClTALSsKJOent7umEOHDmH69Ok444wzOhwmMXHiRDz11FPYvHkzBg8ejHnz5uHWW2/FCSecgNjYWFx77bV49NHDkxt6vd4uD3N58MEHMWvWrNbPhw0bBqBlSMu4ceNwyimn4NVXX8U111yDqqoqxMfHY9iwYfjuu+/Qt29fFBcXY+fOndi5cycyMjLaXPto87aMGTMGt9xyCyZPnoy6ujo89NBDePjhh1v333jjjfjhhx9av9fHsmjRIqSnp0OhUCA+Ph5DhgzBSy+91KXJUz0eD26//XaUlZVBr9fj7LPPbrNkMIDW7+kflZaW4sUXX8QTTzyB++67DwcPHkRaWhrGjx+Pxx9/vF3BTLQYdoBEDZlWD+8fhq3IY+MBAMrEXoe3aQ2Qxehbh8HIY43wWBvbXMfb3PK5TBd/eJu96bd7hNYQL6LOSFa58H366zAc+kV0FCKi6Kbh8wg6NsnXhRlBx40bh6FDh+KFF17wa4gTTjgBp59+Oh577DG/XjeUffjhh7j++uthMpkQExMjOk47TzzxBD744IOjLllLtO5gAya+/rPoGBQEptVz0Lx9CTKub5nLxlVfjoq3/4qUyY8hJncoAMBja0LZy1ci5bKHEZM3HE0bFqBx+XvIuuMDSL9NTNawbBasu1ch8y9vtF7bVrwR1Z89jOy7P4VM2f0uNKJgy9Q48G3yy9DVrBcdhYiICs4ErvxMdAoKcULXsHQ4HPj111+xbds2DBw4UGSUgHvvvfewcuVKHDhwAHPnzsV9992HSZMmhVzxw2q1Yv369ZgxY0aH3ShEf8RJUKNHTO/hcNWWtE5eqkzIREzBaDT88BbsZTvgrClG3fznoEzIgqZXy+TFsQNOAeQK1C18Ec6ag2jesRxN676G/riL2lzbUbYNmuwBLH5QWOmtteP7xGdZ/CAiChXsAKFOEFoAWbhwIU477TRccMEFuPTSS7FixQrodLojfoSzyspKXHXVVejfvz/+/ve/47LLLsNbb70lOlY7b731Fs444wwMGTIEDz74oOg4FOJi1SyARAtVci5UqX1g3bmidVvSef+AKr0vaj5/GFUf/RuQK5Ay6ZHWbg+ZOhapk6bCbarCoVl3o+HH6TCMuRxxQ89uc+3mHSugG3xWUB8PUU/011mx0PAEYurYJUlEFDJYAKFO6NIQmECz2WwoLy8/4v4/LwlLRGKZbC4MeeQ70TEoSKz71qJxybtIv/FVSJJ/6ue2fb+iYcl0pN/wCiQZC2oU+oYbLPhUMw1K0wHRUYiI6I9Ougc4nW/g0tF1eRLUQIqJiWGRgyiMGGKUUMgkuL0hU0elANL2OQ7u+gp4muqg0Cf75Zpelx2J597N4geFhbHxJsxSPAaF6chv1hARkSDsAKFOCKkCCBGFH6NWhVoLly+NFvrjLvTr9WL7nejX6xEFyvikerzhexTypmrRUYiIqCMsgFAnCJ0DhIjCX0KsUnQEIqKAmpBSgzc9D0HezOIHEVHIYgGEOoEFECLqkXitSnQEIqKAmZJ+CC85HoDMVic6ChERHY3GKDoBhQEWQIioRxJ1LIAQUWS6MbMU05ofhOQwi45CRETHwg4Q6gTOAUJEPcIOECKKRHf2OoB/1E+F5LaLjkJERJ3BAgh1AgsgRNQjCbEsgBBRZPlXzm78tfZ/kDxO0VGIiKizOASGOoEFECLqEXaAEFEkeaz3Nlx56AlIPo/oKERE1BXsAKFOYAGEiHqEHSBEFCme67MBF1c8C8nnFR2FiIi6QhUHyPnSlo6NPyVE1CPxLIAQUQR4M381zip7UXQMIiLqjrg00QkoTLAAQkQ9ksgCCBGFufcLluOk0jdExyAiou7Sp4tOQGGCBRAi6hF2gBBROPuiYDFGlM4QHYOIiHpCnyk6AYUJFkCIqEcSOAkqEYUhSfJhfv48DCj9WHQUIiLqKX2G6AQUJmSiAxBReItRyaFR8lcJEYUPueTF9/lzWPwgIooUcRwCQ53DVy1E1GOpeo3oCEREnaKWebG0z8foU/qF6ChEROQvHAJDncQCCBH1WKYxRnQEIqJjipV7sTx3JrLL5ouOQkRE/sRJUKmTOAcIEfVYVjwLIEQU2gxKN37MegeJFctFRyEiIn9jBwh1EgsgRNRjWfFa0RGIiI4oWeXCD+mvQX9otegoRETkbzIlEJssOgWFCRZAiKjH2AFCRKEqU+PAd8kvIrZqo+goREQUCHHpgCSJTkFhggUQIuoxdoAQUSjqo7VhXvxziKnZJjoKEREFCuf/oC5gAYSIeowdIEQUagbGNeNL3VNQ1e0RHYWIiAJJnyE6AYURrgJDRD2WptdAKWfrIRGFhuGGJszVPg5VA4sfREQRL44FEOo8FkCIqMdkMgnpBnaBEJF4JyaYMFv1KJSmYtFRiIgoGNgBQl3AAggR+QWHwRCRaOOT6jFLegiKpnLRUYiIKFgMXAKXOo8FECLyCxZAiEikC1Or8abnQcibq0VHISKiYErMF52AwggLIETkF1wJhohEuSL9EF6wPwiZrV50FCIiCioJSOgjOgSFEa4CQ0R+wQ4QIhLhpqxS/Nf0KCRXs+goREQUbIYsQMU34ajzWAAhIr9gBwgRBdtd2ftxd8NjkNx20VGIiEgEDn+hLmIBhIj8gh0gRBRM/8ndjb9UPw7J6xIdhYiIREkqEJ2AwgwLIETkF2l6DVQKGZxur+goRBThHu+9FVccehKSzyM6ChERiZTIAgh1DSdBJSK/kMkk9EnWiY5BRBHuhfz1uKJiGosfRETEDhDqMhZAiMhv+qayAEJEgfNW/i+4qOwZSPCJjkJERKGABRDqIg6BISK/KUyLEx2BiCLUBwXLcGLpm6JjEBFRqFBqAX2m6BQUZlgAISK/6ZvKAggR+d+cwu8wvGSm6BhERBRKEvsAkiQ6BYUZFkCIyG8KWQAhIj+SJB/m58/DgJKPRUchIqJQwwlQqRs4BwgR+U1WfAx0atZViajn5JIXP/T5HANKWfwgIqIOcP4P6gYWQIjIbyRJQn4KJ0Ilop5Ry7xY1udj9C77UnQUIiIKVUmFohNQGGIBhIj8ivOAEFFPxCo8WJE7A1ll80VHISKiUJaYLzoBhSH2qhORX3ElGCLqLoPSjSWZbyGhYqXoKEREFNIkFkCoW1gAISK/YgcIEXVHitqF79Nehb5yjegoREQU6hLzATWHXVPXsQBCRH5VmMY/RkTUNVkaB75NfhGxVRtFRyEionCQMVR0AgpTnAOEiPwqJU6DhFiV6BhEFCb6aG34PvFpxNZsFB2FiIjCRfpQ0QkoTLEAQkR+V8CVYIioEwbGNWOh4Qlo6raLjkJEROGEHSDUTSyAEJHf9eVEqER0DCMNTZgb8xhUDXtERyEiorAiAWmDRYegMMU5QIjI71gAIaKjOTHBhJnyx6Awl4uOQkRE4SaxD6DRi05BYYodIETkd4MzjaIjEFGIOjOpHrOkh6BoYvGDiIi6gfN/UA+wAEJEftc/PQ4aJX+9EFFbF6VW4w3Pg5A3V4uOQkRE4Yrzf1AP8BUKEfmdQi5DUaZBdAwiCiFXplfgefsDkNnqRUchIqJwxg4Q6gEWQIgoIIb1ihcdgYhCxM1ZJXjM8hAkR5PoKEREFNYkIH2I6BAUxjgJKhEFxLBso+gIRBQC7u61H3fVPwbJbRcdhYiIwl1Cb06ASj3CAggRBcTwHHaAEEW7/+buwk3V/4PkdYmOQkREkYDzf1APcQgMEQVEql6DDINGdAwiEuR/vbfgpqrHWPwgIiL/4fwf1EMsgBBRwHAeEKLo9GKf9bi84glIPo/oKEREFEnYAUI9xAIIEQXMsF5G0RGIKMjezv8FF5Y/Awk+0VGIiCiSSDJOgEo9xjlAiChgWAAhii4fFSzFmNK3RMcgIqJIlDIQ0BhEp6AwxwIIEQXMoEwDVHIZnB6v6ChEFGBzCr7D8NKZomMQEVGkyjlBdAKKABwCQ0QBo1bI0T+DS5URRTJJ8mFhwdcsfhARUWD1YgGEeo4FECIKqGHZRtERiChA5JIXP+Z/hv6ln4iOQkREkS5njOgEFAFYACGigOI8IESRSS3zYlmfj5BXOld0FCIiinTxeUBcmugUFAE4BwgRBdRwLoVLFHFiFR4s6TUTKWU/iI5CRETRgN0f5CfsACGigMpO0CLTGCM6BhH5SbzSjRVZbyKlgsUPIiIKEs7/QX7CAggRBdzY/ETREYjID1LULixLfxkJlStFRyEiomiSO1Z0AooQLIAQUcCdWJAsOgIR9VCWxoElKc9DX71WdBQiIoomhmwgobfoFBQhOAcIEQXc2D6JkCTA5xOdhIi6oyDWhm8Mz0BTs0N0FCIiija5J4lOQBGEHSBEFHCJOjX6p+lFxyCibiiKa8b8uGnQ1LP4QUREAuSxAEL+wwIIEQXFiQVJoiMQUReNNDRhTsxjUDXuFR2FiIiiFTtAyI9YACGioDgxnwUQonByckIjPlU+AqX5oOgoREQUreJzAWO26BQUQVgAIaKgGJWXAJWCv3KIwsHZyXWYiYcgt1SIjkJERNGM3R/kZ3w1QkRBoVHKMTInXnQMIjqGS1Kr8ZrrQcisNaKjEBFRtOs9TnQCijAsgBBR0IzlMBiikHZlegWetT8Amb1BdBQiIop2MgWQf4boFBRhWAAhoqA5iROhEoWsv2aV4DHLg5AcTaKjEBERAdnHAzFG0SkowrAAQkRBMyjDAKNWKToGEf3J33vtx78aHoLksoqOQkRE1KLgTNEJKAKxAEJEQSOTSRjTJ1F0DCL6g/tzd+FvtY9A8jhERyEiIjqs8GzRCSgCsQBCREHFeUCIQse03ltwY9VjkLwu0VGIiIgOM/YCUvqJTkERSCE6ABFFl5Pyk0VHICIAL+Wvw4Sy5yDBJzoKERFRWwVniU5AEYodIEQUVL0StShI0YmOQRTV3ilYhQvKnmXxg4iIQhOHv1CAsABCREF31sA00RGIotbHBUtxRunLomMQERF1TBkL5J0kOgVFKBZAiCjoWAAhEmNuwSKcUPqW6BhERERH1vsUQKEWnYIiFAsgRBR0RVkGZBpjRMcgihqS5MOigq8wtPQ90VGIiIiOjsvfUgCxAEJEQowfkCo6AlFUUMp8+LHPZ+hX+qnoKERERMdWyAlQKXBYACEiIc4exGEwRIGmlnmxNO8D5JXNFR2FiIjo2NKKAH2G6BQUwVgAISIhjstNQEKsSnQMoogVq/BgRe4MZJYvFB2FiIioc7j8LQUYCyBEJIRcJuGM/imiYxBFpHilGyuz3kBKxQ+ioxAREXUeh79QgLEAQkTCcDUYIv9LUzuxPP0lxFf+JDoKERFR5+kzgazjRKegCMcCCBEJc2JBEmJVctExiCJGlsaBH5OfR1z1r6KjEBERdc3AiwFJEp2CIhwLIEQkjFohx7i+HAZD5A8FsTZ8n/AUtLWbREchIiLqukGXiE5AUYAFECIS6iyuBkPUY0VxzZgf9z9o6neIjkJERNR18XlA5gjRKSgKsABCREKd2jcZKjl/FRF11yijGV/GTIWqcZ/oKERERN3D7g8KEr7qICKh4jRKjMlPFB2DKCydktiAjxWPQmEuER2FiIio+wZNFJ2AogQLIEQk3DkcBkPUZWcn12GG7yHILRWioxAREXVfcn8gdaDoFBQlWAAhIuHOHpQOtYK/jog6a2JqFV5zPQiZtVZ0FCIiop7h8BcKIr7iICLhDDFKnDEgVXQMorBwdUY5nrE/CJm9QXQUIiKinuPwFwoiFkCIKCRMHJ4pOgJRyLsl6yAebXoIkqNJdBQiIqKeSx8CJPYRnYKiCAsgRBQSTi5IRpJOLToGUci6J2cf7mt4GJLLKjoKERGRf7D7g4KMBRAiCgkKuQwXDMkQHYMoJD2QtxN31DwKyeMQHYWIiMhPJGAg5/+g4GIBhIhCxiUcBkPUzhO9t+CGyscheV2ioxAREflP9ijAmC06BUUZFkCIKGQMyjSgX1qc6BhEIePl/HWYXPEEJJ9HdBQiIiL/4vAXEoAFECIKKRcPYxcIEQC8W/AzJpQ9Cwk+0VGIiIj8S6bk8BcSggUQIgopFw/LhFwmiY5BJNQnBUtwWukromMQEREFRr9zAV2y6BQUhVgAIaKQkqLXYGx+kugYRMJ8VbgQo0vfFh2DiIgocIZfKzoBRSkWQIgo5EzkZKgUhSTJh28L5mJIyfuioxAREQWOsRfQ5zTRKShKsQBCRCHnrIFp0KkVomMQBY1S5sOSPrPRt3S26ChERESBNewaQOJwZxKDBRAiCjkapRznDEoTHYMoKGLkHizLex+5ZV+JjkJERBRYkhwYdqXoFBTFWAAhopB0yfAs0RGIAi5W4cHynHeRUb5IdBQiIqLAKzgT0GeITkFRjAUQIgpJo3snoHdSrOgYRAETr3RjZdYbSK5YIjoKERFRcIzg5KckFgsgRBSSJEnCVaNzRMcgCog0tRPL019CfOVPoqMQEREFR1xGSwcIkUAsgBBRyLp0ZBa0KrnoGER+1SvGjh+Tn0Nc9a+ioxAREQXPsKsAGZ/XkVgsgBBRyNJrlLhoGJfEpchRGGvDd/FPQVu7WXQUIiKi4JFkwPCrRacgYgGEiELbNSdwGAxFhsF6C+bF/Q+a+p2ioxAREQVX71MBYy/RKYhYACGi0NYvTY9ReQmiYxD1yPFGM+ZopkLVuE90FCIiouDj5KcUIlgAIaKQxy4QCmenJDbgI8UjUJhLRUchIiIKvthkoO+5olMQAWABhIjCwNkD05CqV4uOQdRl5yTXYobvIcgth0RHISIiEmPY1YBcKToFEQAWQIgoDCjkMlwxil0gFF4uTavCq64HIbPWio5CREQkhlwFHP9X0SmIWrEAQkRh4fLjs6GUS6JjEHXKNRkVeNr6AGT2RtFRiIiIxBk0EYhLE52CqBULIEQUFlLiNDh7ULroGETHdGv2QTzS9CAkp0V0FCIiIrFOuF10AqI2WAAhorDByVAp1N3Tax/+r/5hSC6r6ChERERi5Z0CpBWJTkHUBgsgRBQ2jstNQP90vegYRB16MG8H7qh9BJLHIToKERGReCfcIToBUTssgBBRWGEXCIWiJ3tvxvWVj0PyukVHISIiEi+pL1AwXnQKonZYACGisHLxsEwkxqpExyBq9Ur+r5hU8SQkn1d0FCIiotBwwm2AxMnrKfSwAEJEYUWjlOO6MbmiYxABAN4t+Annlz0HCT7RUYiIiEKDNgkYPEV0CqIOsQBCRGHnmjG5iFMrRMegKPdpwY84rfRV0TGIiIhCy3E3AkqN6BREHWIBhIjCjiFGiStHcy4QEufrgoU4vvQd0TGIiIhCi0IDHPcX0SmIjogFECIKSzeemAe1gr/CKLgkyYfvCr7E4NL3RUchIiIKPUWXAbpk0SmIjoivHogoLCXHqTFpZLboGBRFlDIflvb5FIWln4mOQkREFIIkLn1LIY8FECIKWzef3BsKGWcYp8CLkXuwLO995JR9LToKERFRaMo/HUjpJzoF0VGxAEJEYSs7QYsLhmSIjkERLk7hxoqc6cgoXyQ6ChERUeg68R+iExAdEwsgRBTWbh3Xh8vMU8AkqlxYkfUGkiqWio5CREQUuvJOBnLHik5BdEwsgBBRWCtIjcP4/qmiY1AESlM7sTTtZRgrfxYdhYiIKLSN+7foBESdwgIIEYW9207NFx2BIkxujB0/Jj+LuOpfRUchIiIKbXmnADljRKcg6hQWQIgo7A3NNmJsfqLoGBQhCmNt+Db+SWhrt4iOQkREFPrY/UFhhAUQIooIt41jFwj13GC9BfPiHoe6fpfoKERERKEv7xQg5wTRKYg6jQUQIooIY/OTMCTbKDoGhbHjjWbM0UyFqnG/6ChERETh4dT/iE5A1CUsgBBRxLj79ALREShMnZbYgI/kD0NhLhUdhYhCwBMrHZAeMePuRfbWbeNmNkN6xNzm45Z5tqNe5+GldvR7xYLY/5kR/6QZZ7zXjNVl7tb9DrcPV39pg36aGYUvW/D9fneb85/+yYE7Fxz9HkTC9B4H9BotOgVRlyhEByAi8pdT+6VgVG4C1hTXi45CYeTc5Fq84n4UMlut6ChEFALWlnvw5jonBqe2f5/wL8OVePRUdevnWuXR12EvTJTjlXMV6B0vg83lw/O/OHHmB1bsvVOH5FgZ3lrnwroKD1bdGIuFe9244gsbqu7VQZIkHGjw4u31Lvx6c6zfHyORX4xj9weFH3aAEFFEue+cvqIjUBi5NK0Kr7geZPGDiAAAFqcPV86x4e0JMYjXtC9uaJUS0nSy1g+9+ugFkCuKlDijd0sBZGCKHM+dpYHZAWyu8gIAdtR6cEFfUNsg5AAANiBJREFUBQamyHH7cSrUWH2otfoAALfOt+HJM9THvAeREL1PBXodLzoFUZexAEJEEWVETgLO6J8iOgaFgWszyvG09QHI7I2ioxBRiLh9gR3nFShwRu+Om6Q/3OJC0lNNGPSaBf/+3g6ry9fpazs9Pry1zgmDGhiS1vIUfEiqHCtLPLC5fPh2nxvpOglJWgkfbnZBo5BwcX+lXx4Xkd9x5RcKUxwCQ0QR559n9cOPO6vh7fzzUooyt2YX4/8apkJyc2w9EbX4ZKsL6w95sPYvHQ85uaJIiRyDDBlxEjZXeXHf93bsqvNizmTtUa87b7cLUz63weoC0uMkLL46FknalgLIDcOU2FzlwYDXLEjSSph9WQwa7MCDS+1Yem0s7v/Rjk+2utAnQYZ3L4hBpp7vXVII6HMauz8obEk+n48vEYgo4vzj042Ys6FcdAwKQffm7MXttY9D8jhERyGiEFFq8mLk281YfLUWg1PlAFomPR2aJscLZ2s6POfHA26c/l7LfB59Eo5cmGh2+nDI4kOt1Yu317nwY7Ebq2+KRUpsx+dc/5UNQ1NlyIuX4T8/OLD6plg89ZMDW2u8+GLS0YstREFx42Ige5ToFETdwjIyEUWkv48vhErOX3HU1kN5O3B7zaMsfhBRG+sOeVDd7MPwN5uheNQMxaNmLDvowUurnVA8aoang5bC4zNbCiV7671HvXasSkJ+ggyjsxSYfmEMFDIJ09e7Ojx2yQE3tlV7cMcoFZYWe3BugQKxKgmTBiqxtNjT8wdK1FP541n8oLDGITBEFJGyE7S44vhemPlzsegoFCKe6rMJl1U8Dcl39BcrRBR9Ts9TYMutbYe+XP+VDf2S5LhvrApyWfuJSDdWthQk0uO6Nkmp1+eDw9O+oGJ3+3D7Ajs+vCQGcpkEjxf4vU/b5UWHRRiioJLkwPhHRacg6hG+PUpEEeuO0/IRq5KLjkEh4NX8tbis/CkWP4ioQ3FqCYNS5G0+YpUSEmNatu+r92LqMgfWVXhQ3OjF17tcuGauDSfnyFuHzABAv1cs+HJHS3dHs9OH//xgxy9lbhxs9GJdhQc3fGVDudmHywa0n9x06jIHzi1QYFh6y/XG9pJjzk4XNld58MoaJ8b24vuWJNiwq4DUAaJTEPUIf5MSUcRK0qlx44l5eOnHvaKjkEAzCn7CqaWvio5BRGFMJQe+P+DGC6udaHb6kG2QYWJ/Je4/Wd3muF11XpgcLZ0achmws9aLWZtsqLX6kBgj4bhMOVZcH4uBKW2L81urPZi93Y2Nfz3chXLpAAWWFitw0oxm9E2U4aOJnP+DBFLpgNPuF52CqMc4CSoRRbQmuwunPL0U9c1O0VFIgNkFP2BU6XTRMYiIiMLbqfcDp/xTdAqiHuMQGCKKaHEaJW4b10d0DBLgm8IFLH4QERH1lD4TGHOH6BREfsECCBFFvKtPyEGGoeNlDCnySJIPiwu+RFHJB6KjEBERhb/T7geUMaJTEPkFCyBEFPHUCjnuHl8oOgYFgVLmw9I+n6Kg9DPRUYiIiMJf2mBgyOWiUxD5DQsgRBQVLh2ehaJMg+gYFEAxcg+W572HnLKvRUchIiKKDGc9DkhdW+qZKJSxAEJEUUEmk/DIhQP5NzxCxSncWJEzHenl34qOQkQRos7qRcrTTShuDO7y2VM+t+LZnx1BvSdRhwrPAfJOFp2CyK+4CgwRRZV7P9uEz9eViY5BfpSocuGHjDdgrFwlOgoRRZB/fGtHk8OHty9omfvgbwvt+KnUja3VXvRPkmHjLbo2x9vdPtwyz451hzzYUePF+YUKzJ3Sduna6+baMGuTq929BiTLsO22luttrfbg5BnNOHBXHAwaVu1JEJkCuO0XIKlAdBIiv2IHCBFFlfvO7oc4tUJ0DPKTdI0Ty9JeYvGDiPzK6vJh+gYnbhyubLP9hqEqTB6o7PAcjxeIUQB/G6XCGb3lHR7z4tkaHLpH1/pR+ncdEmIkXDbg8N+lQSly9EmQ4YPN7QslREEz4noWPygisQBCRFElOU6Nu87gH/RIkBtjxw9Jz0JXvU50FCKKMAv2uKGWSxiddbgw8dI5Gtw+SoXe8R13ZcSqJLx+fgz+MkKFNF3HT7ENGglpOlnrx68VHjTYfLh+qKrNcRMKlfhkGwsgJIhaD4z7t+gURAHBAggRRZ3rxuSiMFV37AMpZPXTWfFt/JPQ1m4RHYWIItCKgx6MyAj80+TpG1w4o7ccOca29xqVKceacg8cbo5UJwFOugeITRSdgiggWAAhoqijkMvw8ISBomNQNw3VW/BN7P+grt8lOgoRRaiDJi8yjtDF4S8VTV4s3OPGTcNV7fZlxElweoBKCwsgFGTJ/YETbhedgihgWAAhoqg0Jj8J5xWli45BXXRCvAmfqx+F0rRfdBQiimA2tw+aAE8XNWujC0aNhIv6tb9RzG+brC4WQCiYJOD85wB5x/PcEEUCFkCIKGr997z+iFF2PFEdhZ7TEhvwgewRKJq4ig8RBVaSVkKDPXDFB5/Ph3c3unD1YCVU8vZzitTbWu6dHMtVYCiIhl4J5IwRnYIooFgAIaKolWGMwW3j+oiOQZ1wfnIt3vE+BHlzpegoRBQFhqXJsb3GG7DrLzvowd56b7tVZn63tdqLLL2EJC2fqlOQxCQAZ04VnYIo4PhblYii2s2n9EZOolZ0DDqKy9Iq8ZLrQchstaKjEFGUOKuPAttqvGiwHe4C2VvvxcZKDyotPtjcwMZKDzZWeuD0HD5me03LtnqbDyaHr/WYP5u+wYXjM+UYlNJxF+KKEg/O7M0l2ymIxj8KaBNEpyAKOMnn83FwIRFFte+3V+Gm934VHYM6cF1GGR6yPArJaREdhYiizPHvWHDDUBX+OrJlktJxM5ux7GD7YsaBu3TI/W0Vl9wXmnDQ1P6pte8hfeu/TXYf0p9twotna/CXEe0nQLW7fUh7pgmLrtK2WYaXKGB6jQGuXwBIHHJFkY8FECIiANfPWIMlu2pEx6A/uD27GPc2TIXktomOQkRRaP5uF/652IGtt8VCFsQXhq+vdeLLnS58d3Vs0O5JUUymBG5ZCaT0E52EKCg4BIaICMCjFw7ihKgh5P9y9uDe+odZ/CAiYc4rVOLmEUqUm4P7XqFSDrx8jiao96QoNuYOFj8oqrADhIjoN9NXHsDUedtFx4h6D+ftwLVV0yB53aKjEBERRS5jDnD7akAZIzoJUdCwA4SI6DfXj8nFiJx40TGi2jO9N+HaysdZ/CAiIgq0c59h8YOiDgsgRES/kckkPDlxMFQK/moU4fX8NZhY8RQkX+CWniQiIiIA/S8ACs8UnYIo6Pgsn4joD/JTdLjr9ALRMaLOzIKVOKfsBUjgqEwiIqKAUsUB5zwpOgWRECyAEBH9yV9P7o1BmfpjH0h+8VnB9xhX+proGERERNHh9AcAfYboFERCsABCRPQnCrkMT00cAqU8eMseRqt5BfNxXOm7omMQERFFh9yTgFE3i05BJAwLIEREHRiQocetp/QRHSNiySUvFhfMwaDSD0VHISIiig6qOOCi1wCJb/BQ9GIBhIjoCO44rQCFqTrRMSKOUubDkj6foqD0c9FRiIiIosdZjwPGXqJTEAnFAggR0RGoFDI8dekQyGV8p8RfYuQerMibhV5l34iOQkREFD0KzgRGXCs6BZFwLIAQER3F0GwjbhibKzpGRIhTuLGy1ztIK/9OdBQiIqLoERMPXPCy6BREIYEFECKiY7jnzL7IS4oVHSOsJatcWJn5GhIPLRMdhYiIKLqc+wwQlyY6BVFIYAGEiOgYNEo5npw4mHOGdVO6xoklqS/CUPWL6ChERETRZcBFQNGlolMQhQwWQIiIOmFUXgJuOjFPdIywkxtjx49Jz0BXs150FCIiougSmwKc95zoFEQhhQUQIqJO+udZ/TAoUy86Rtjop7PiW+OTiKndKjoKERFR9LngJSA2UXQKopDCAggRUSepFDK8NGUYtCq56Cghb7jBgm9iH4e6YZfoKERERNFnyBVA33NEpyAKOSyAEBF1Qe9kHR6eMFB0jJB2QrwJs1WPQGk6IDoKERFR9NFnAec8IToFUUhiAYSIqIsmHZeN8wani44Rkk5PrMcHsoehaCoXHYWIiCgKScCFrwAag+ggRCGJBRAiom6YdkkRMo0xomOElAkpNXjb+xDkzVWioxAREUWnsX8D+pwqOgVRyGIBhIioG/QaJV66fCjkMq6NCwCT0yvxkuNByGx1oqMQERFFp+zjgdMeFJ2CKKSxAEJE1E0jchJw52n5omMId11GGZ5ofgCSwyQ6ChERUXSKiQcufReQK0QnIQppLIAQEfXAnacV4LjceNExhLkjuxgPmR+C5GwWHYWIiChKScBFbwCGLNFBiEIeCyBERD0gl0l4Ycow6DXR947LfTl7cE/9w5DcNtFRiIiIotcJtwN9zxadgigssABCRNRDmcYYPDFxsOgYQfVo3nbcUjMVkscpOgoREVH0yjoOOOMR0SmIwgYLIEREfnBuUTqmHJctOkZQPNtnI66u/B8kr1t0FCIiouilMXLeD6IuYgGEiMhPHpowEPkpOtExAuqN/NW4pPxpSD6v6ChERETR7aLXAWMv0SmIwgoLIEREfhKjkuPNq0cgTh2Z78S8V7ACZ5e9CAk+0VGIiIii2+jbgX7nik5BFHZYACEi8qM+yTo8O2kIpP9v797jc64bP46/r50PZrY5bIrNbJjzQkQYu1krUs6niVK6C5HucmfKnUjppCTlMHKO3CqH/EiISDmf7hxjOe4mbjs4bfv9ceXisqmNbZ/t2uv5eFwP8/1+r+/3fV0NXe99vp+PxXSSvLWgyko1S/zYdAwAAHBXPakV834At4MCBADyWOsagRrQIsx0jDyzJHyx6h+dajoGAADw8JU6JkjOrqaTAEUSBQgA5INBf6uiFlXLmI5xR5wtGVoZ/oVqJM42HQUAAEhSu48kv2DTKYAiiwIEAPKBk5NF73eNVEiAl+kot8XVKVOrK89VWOIXpqMAAABJajpEimhrOgVQpFGAAEA+8fV01ae96svLzdl0lFzxds7Q95WmqcJvi01HAQAAklT1QanlcNMpgCKPAgQA8lGVcj4a27GO6Rg55ut6VWsrTlLgsRWmowAAAEkqEyG1/1QON8M6YAAFCADks4dqB6lfs1DTMf5SGbcrWlt+ggJOrDEdBQAASJKnn9RtjuTuYzoJ4BAoQACgALz4QDXdH1badIxbusvjkr4rN06+pzaajgIAACTJyUXqNF3yr2Q6CeAwKEAAoAA4O1n0YbdI3e3naTpKFqFeF7Uy4B2VSNpiOgoAALgmZrQU2tx0CsChUIAAQAHx83bTxJ715OFaeP7qjSiRqmW+Y+R5ZpfpKAAA4Jp7ekkN+5lOATicwvN/4QBQDNS8y1dvtK9lOoYk6R7fZH3lPUruv+8zHQUAAFxT8T7pwXdMpwAcEgUIABSwRyPv1oCWYUYzNPE7r8/d/iXX84eN5gAAADfwrSB1niG5uJlOAjgkChAAMGBI66p6NPIuI9eODjirz5xGyOXCMSPXBwAA2XD1krrOkkqUMZ0EcFgUIABgyJsdauu+0IACvWbbskmalPGqnFNOFeh1AQDAX2j3kRRUx3QKwKFRgACAIW4uTpoYV0/hZUsUyPW6Bp3QB5eGyyntTIFcDwAA5FDzl6Sa7U2nABweBQgAGOTr6aqEPg1Uxsc9X6/zxF2JeiPlFVku/S9frwMAAHIpsqfU4mXTKYBigQIEAAy7289LUx9rIC8353w5/4CKhxV/foQsl1Py5fwAAOA2hbeW2owznQIoNihAAKAQqHW3r8Z3j5SzkyVPzzs0eJ+eP/MvWa6m5el5AQDAHbqrntRpuuTsYjoJUGxQgABAIdGyWjmNeLhGnp1vZKXd6nd6pCzpl/PsnAAAIA8EhEnd50tuXqaTAMUKBQgAFCJxjYLVr1noHZ/n3cpb1fPkG7JkpudBKgAAkGdKlJN6fiF5F+xKcAAoQACg0BkaW00P1Q667ed/Evaj2h8bK0tmRh6mAgAAd8zNR+oxX/ILMZ0EKJYoQACgkLFYLHq3cx3VD/bL9XNnhK9VzG9MpgYAQKHj5Cp1mSEF1TGdBCi2KEAAoBByd3HWpF71VbmMd46f80X4CjVNnJiPqQAAwO2xSI98LFVuYToIUKxRgABAIeXn7aaZfRvqrlKef3qcxZKpJeGLVS8xoYCSAQCAXGn1mlS7k+kUQLFHAQIAhViQr6dm9W2oMj7u2e53tmRoZdhC1UicXcDJAABAjjR6Vmoy0HQKAJIsmZmZmaZDAAD+3C8nL6jLpxt0LvWKbZu7U4ZWhs5Rhd+WGEwGAABuqWZHqcNkyWIxnQSAGAECAEVC1UAfTetzr7zdnCVJ3s4ZWhMynfIDAIDCqlob6dFPKD+AQoQRIABQhGw4eEbPzfhBy4I+VcCJtabjAACA7FSJta744uxqOgmAG1CAAEARk7r/e3nNbS+lXzYdBQAA3CysldR1tuTiZjoJgJtwCwwAFDFe4U2ljlMlJxfTUQAAwI1CW0hdZlJ+AIUUBQgAFEURbaX2n0oWZ9NJAACAJIU0lbrNkVw9TCcBcAsUIABQVNXsID0yQbLwVzkAAEZVbCx1nye5eppOAuBP8H/NAFCU1ekqtXlfEjPMAwBgRIWGUo/5kpu36SQA/gIFCAAUdfUekx4cK0oQAAAK2F31pR4LJPcSppMAyAFWgQEAR7F5mrR4sJSZYToJAACOL6iu1OtLybOU6SQAcogCBAAcyY7PpUV/lzKumk4CAIDjCqwl9fpK8vI3nQRALlCAAICj2fu1tOBxKf2y6SQAADiecrWsIz+8A0wnAZBLFCAA4Ij2r5DmxUlX00wnAQDAcVRoKHX/nNtegCKKAgQAHNXh76U5XaXLyaaTAABQ9FWOlrrMlNy8TCcBcJsoQADAkSX+JM3qIF08bzoJAABFV/V2UvvJkoub6SQA7gAFCAA4uhPbpRmPSqlnTCcBAKDoiYyT2o6TnJxNJwFwhyhAAKA4OP0f6bN2UvJJ00kAACg67usvxYwynQJAHqEAAYDi4uwhaXo76fxR00kAACj8WsZLzf5hOgWAPEQBAgDFyblE60iQswdNJwEAoJCySA+Ole590nQQAHmMAgQAipsLp6TZnaxzgwAAgOucXKR2E6Q6XUwnAZAPKEAAoDi6nCLN7y3t/z/TSQAAKBxcPKSOCVK1B00nAZBPKEAAoLjKSJeWviD9PNV0EgAAzHLzkbrNkSo1NZ0EQD6iAAGA4m7de9LKf0ninwMAQDFU8m6p+zwpsKbpJADyGQUIAEDauUBa9IyUfsl0EgAACk75SKnbPMmnnOkkAAoABQgAwOrID9KcbtLFc6aTAACQ/6q1kdpPkty8TCcBUEAoQAAA1yXtk2Z1lM4dMZ0EAID803ig1Oo1yWIxnQRAAaIAAQDYSz4tze4sHd9qOgkAAHnLyUV66B2pXm/TSQAYQAECAMjqcqq04HFp3zLTSQAAyBvuvlLn6VLlFqaTADCEAgQAkL2MdGnZi9JPk00nAQDgzpQKlnrMl8pUNZ0EgEEUIACAP/fjJ9Lyl6WMq6aTAACQe3ffK3WdLZUoYzoJAMMoQAAAf+3XddL83lJKkukkAADkXI320iMfS64eppMAKAQoQAAAOXP+N2leTyZHBQAUDc3+IbUYxkovAGwoQAAAOXflorR4sLR9tukkAABkz72kddRHRBvTSQAUMhQgAIDc+/HTP+YFuWI6CQAA15WtLnWZKQVUNp0EQCFEAQIAuD1HfpA+f0xKOW06CQAAUq1OUtsPJDcv00kAFFIUIACA2/e/49Z5QY5tNp0EAFBcOblKMaOkhv1MJwFQyFGAAADuzNVL0pLnpa0zTScBABQ3PuWlTtOkig1NJwFQBFCAAADyxk+TpWVDmRcEAFAwQppKHadKJcqaTgKgiKAAAQDknaMbpfm9pQsnTCcBADiyxgOlv42QnJxNJwFQhFCAAADyVupZadEz0r5lppMAAByNm4/0yEdS9XamkwAogihAAAD548dPpP8bLqVfMp0EAOAIylSzLnFbOtx0EgBFFAUIACD/nNwpLXhc+u8+00kAAEVZZJwU+6bk5m06CYAijAIEAJC/LqdKy16Uts4wnQQAUNR4+Eptx0k1HjWdBIADoAABABSMXQulrwdJl86bTgIAKAoq3ie1nySVqmA6CQAHQQECACg4vx+Rvugr/bbJdBIAQGFlcZaavyQ1e4FVXgDkKQoQAEDBSr8qrR4trXtPyswwnQYAUJiUCpbafypVbGQ6CQAHRAECADDj0Brp3/2kCydMJwEAFAZ1e0qxYyR3H9NJADgoChAAgDkpZ6SvB0r/WWw6CQDAFK8A60SnEW1NJwHg4ChAAADm7VxgXSkm9YzpJACAghTWSmr3keRTznQSAMUABQgAoHBITpKWDpH2fGk6CQAgv7l6Sa1HSg36mk4CoBihAAEAFC67F0lLX5BSkkwnAQDkh9Aoqc37kn8l00kAFDMUIACAwifljLTsH9KuL0wnAQDkFY9SUsxoKbKH6SQAiikKEABA4bV3sbTkeSn5lOkkAIA7Uf0R6cGxUomyppMAKMYoQAAAhVvqWembodKOeaaTAAByyydIeugdqdpDppMAAAUIAKCI+OUbafEg6cIJ00kAAH/JItV7TGr1muThazoMAEiiAAEAFCVp56Tlw6RtM00nAQDcin9l6eEPpJD7TScBADsUIACAoufX9dLSf0ind5tOAgC4xslFajxAaj5UcvUwnQYAsqAAAQAUTelXpU2fSqvfkC79z3QaACjegupID4+XgmqbTgIAt0QBAgAo2i6cklYMZ5JUADDBo5TU4mWpQV/Jydl0GgD4UxQgAADHcOQHackL3BYDAAXB4izV6y21jJe8/E2nAYAcoQABADiO9KvST5Ok70ZzWwwA5Jfg+6XYMVJgLdNJACBXKEAAAI7nwilpxSvSjrmmkwCA4/CtYF3WtmZ700kA4LZQgAAAHNeRH6yrxZzaZToJABRdLp5Sk+ek+wdJrp6m0wDAbaMAAQA4tox0adMkac0YKe1302kAoGip/ojU+nWpVAXTSQDgjlGAAACKh4vnpXXvSRsnSlfTTKcBgMKtXE3pgTFSpaamkwBAnqEAAQAUL/87bp0kddtsKTPddBoAKFy8AqzL2tbrw7K2AByOk+kAAAAUqJLlpXbjpb//IFV90HQaACgc3EtKUS9Lz22XGvSl/MihqKgoDRo0yHQMFFOrV6+WxWLRuXPnTEcpMihAAADFU9lqUrc50uPLpQoNTacBADNcPKXGA63FR9RLkruP6URFysKFCzVy5MgcHZuTsmTJkiVq2LChPD095efnp0ceecS2b9q0abJYLNk+Tp8+navcZ8+e1aBBgxQcHCw3NzeVL19ejz/+uI4ePZqr8+SFMWPGyGKxZHlvtm/frocfflhly5aVh4eHQkJC1KVLF9tr3b59u7p166YKFSrI09NTERERGjduXK6v37t3b7v3MiAgQA888IB27NiR7fH9+vWTs7Oz5s+fn+3+999/X1WrVpWnp6cqVKigwYMH6+LFi7nOtXjxYjVv3lw+Pj7y8vJSgwYNNG3aNLtjGjdurBMnTsjX1zfH542Kisr2e+jpp5/O9fVz63YLw2tFT3aPn376KVfnogABABRvFRtJT/yf1GWWVLqK6TQAUDCcXKX6T0jPbZNaj5S8/E0nKlQuX76co+P8/f3l45M3pdEXX3yhuLg49enTR9u3b9f69evVvXt32/4uXbroxIkTdo+YmBg1b95cZcuWzfF1zp49q0aNGmnlypWaOHGiDhw4oLlz5+rAgQNq0KCBDh06lCevJyd++uknffLJJ6pdu7bd9qSkJEVHR8vf31/Lly/X3r17lZCQoPLlyyslJUWStHnzZpUtW1YzZ87U7t27NWzYMP3zn//U+PHjc53jgQcesL2n3377rVxcXNSmTZssx6Wmpmru3Ll68cUXNXXq1Cz7Z8+eraFDh+rVV1/V3r17NWXKFM2bN08vv/xyrvJ8+OGHateunZo0aaIff/xRO3bsUNeuXfX000/rhRdesB3n5uamwMBAWSyWXJ3/ySefzPK99NZbb+X6+gXlWtFz46Nv376qVKmS6tevn6tzUYAAACBJEW2kZzZKbcdJPkGm0wBA/rA4SbW7SP1/ktq8K/kEmk5UIKKiotS/f3/1799fvr6+Kl26tIYPH65r0yGGhIRo5MiR6tWrl0qWLKmnnnpKkrWUqFGjhtzd3RUSEqJ33nkny3nz4haYq1ev6rnnntPYsWP19NNPq0qVKqpevbo6d+5sO8bT01OBgYG2h7Ozs1atWqUnnnjC7lyvv/66ypYtKx8fH/Xt21dDhw5V3bp1bfuHDRum48ePa+XKlYqNjVXFihXVrFkzLV++XK6urnr22WftXt+AAQM0aNAg+fn5qVy5cpo0aZJSUlLUp08f+fj4KCwsTMuWLbPLsGvXLsXGxqpEiRIqV66c4uLi9N///tfumOTkZPXo0UOTJk2Sn5+f3b7169fr/Pnzmjx5siIjI1WpUiW1aNFC7733nipVqiRJevzxxzVu3Dg1b95coaGh6tmzp/r06aOFCxfazjNixAjVrVtXM2bMUEhIiHx9fdW1a1dduHDB7nru7u6297Vu3boaOnSoEhMTlZSUZHfc/PnzVb16dQ0dOlRr165VYmKi3f4ffvhBTZo0Uffu3RUSEqLWrVurW7du2rRpk+2Yb775Rvfff79KlSqlgIAAtWnTRgcPHrTtT0xM1JAhQzRo0CCNHj1a1atXV1hYmIYMGaKxY8fqnXfe0Y8//igp+1tg1q1bp6ZNm9pGoAwcONBWGl3j5eVl970UGBiokiVL5vr69evX19tvv2077yOPPCJXV1clJydLkn777TdZLBYdOHBAt5KSkqKSJUtqwYIFdtsXLVokb29vXbhwwVb0XHsEBAToyy+/VJ8+fXJd/lCAAABwjZOzVK+3NHCrFP2K5FHKdCIAyDvV2ljnP2r/qeRfyXSaAjd9+nS5uLho06ZNGjdunN59911NnjzZtv/tt99WnTp1tHXrVg0fPlybN29W586d1bVrV+3cuVMjRozQ8OHD7/g2gOxs2bJFx44dk5OTkyIjIxUUFKTY2Fjt2rXrls/57LPP5OXlpY4dO9q2zZo1S6NGjdKbb76pzZs3q2LFivr4449t+zMyMjR37lz16NFDgYH25Zenp6eeeeYZLV++XGfPnrVtnz59ukqXLq1NmzZpwIAB+vvf/65OnTqpcePG2rJli1q3bq24uDilpqZKks6dO6eWLVsqMjJSP//8s7755hudOnXKrsyRpGeffVYPPfSQ/va3v2V5bYGBgbp69ar+/e9/Kzdrdpw/f17+/vajmQ4ePKhFixZp8eLFWrx4sdasWaMxY8bc8hzJycmaOXOmwsLCFBAQYLdvypQp6tmzp3x9fRUbG5vtLSmbN2+2FR6HDh3S0qVL9eCD1+ccS0lJ0fPPP6+ff/5Z3377rZycnPToo48qIyNDkrRgwQJduXIl25EW/fr1U4kSJTRnzpxssx88eFAPPPCAOnTooB07dmjevHlat26d+vfvf+s37Sa5uX7z5s21evVqSVJmZqa+//57lSpVSuvWrZMkrVmzRnfddZfCwsJueT1vb2917dpVCQkJdtsTEhLUsWPHbEdYffXVVzpz5oz69OmT49d1DQUIAAA3c/WUmg6RBu+Sol+VvEqbTgQAty80Suq7Suo6SyobYTqNMRUqVNB7772nqlWrqkePHhowYIDee+892/6WLVtqyJAhqly5sipXrqx3331X0dHRGj58uKpUqaLevXurf//+Gjt2bJ5nu3bbyYgRIxQfH6/FixfLz89PUVFRdmXEjaZMmaLu3bvL09PTtu3DDz/UE088oT59+qhKlSp65ZVXVKtWLdv+pKQknTt3ThER2X8fREREKDMz0+4n9nXq1FF8fLzCw8P1z3/+Ux4eHipdurSefPJJhYeH65VXXtGZM2dsc2aMHz9ekZGRGj16tKpVq6bIyEhNnTpV3333nfbt2ydJmjt3rrZs2aI33ngj2xyNGjXSyy+/rO7du6t06dKKjY3V2LFjderUqVu+hz/88IPmzZtnG71zTUZGhqZNm6aaNWuqadOmiouL07fffmt3zOLFi1WiRAmVKFFCPj4++uqrrzRv3jw5OV3/uLx//35t3LhRXbp0kST17NlTCQkJdgVN9+7d9dprr+n++++Xq6urKleurKioKLtbYDp06KD27dsrLCxMdevW1dSpU7Vz507t2bNHkrRv3z75+voqKCjraFQ3NzeFhoba3sebvfHGG+rRo4cGDRqk8PBwNW7cWB988IE+++wzu3lIJkyYYHu91x6zZs3K9fWjoqK0bt06paena8eOHXJzc1OPHj1spcjq1avVvHnzbLPeqG/fvlq+fLlOnDghSTp9+rSWLl2qxx9/PNvjp0yZopiYGN19991/ee6bUYAAAHAr7j5S0+elQTulmNHcGgOgaKnQUHrsa6nXl9Ld9UynMa5Ro0Z2w+Xvu+8+7d+/X+np1iXRb55LYO/evWrSpIndtiZNmtg9J69c++n/sGHD1KFDB9WrV08JCQmyWCzZTra5YcMG7d27N8vtL7/88ovuvfdeu203/15SrkZV3Dg/h7OzswICAuxKlXLlykmS3eSk3333nd2H62rVqkmyjlBITEzUc889p1mzZsnDw+OW1x01apROnjypiRMnqkaNGpo4caKqVaumnTt3Zjl2165dateunV599VW1bt3abl9ISIjdKIKgoKAsk8a2aNFC27Zt07Zt27Rp0ybFxMQoNjZWR44csR0zdepUxcTEqHRp6w9FHnzwQZ0/f16rVq2yHbN69WqNHj1aEyZM0JYtW7Rw4UItWbLEbqLc/fv3q1u3bgoNDVXJkiUVEhIiSbmagNbNzS3b7du3b9e0adPs3vuYmBhlZGTo8OHDtuN69Ohhe73XHg8//HCOr39N06ZNdeHCBW3dulVr1qxR8+bNFRUVZStA1qxZo6ioqL88z7333qsaNWpo+vTpkqSZM2cqODhYzZo1y3Lsb7/9puXLl2f53s8pl9t6FgAAxYmbl3Tfs9alIbfOkNaNk84X/Ez5AJAjYa2k+wdJIfebTlKkeHt7G7v2tZ+2V69e3bbN3d1doaGh2X4wnjx5surWrat69XJXbJUpU0alSpXS3r17s92/d+9eWSwWu1sWXF1d7Y6xWCx2266VStdKnOTkZLVt21ZvvvlmlvMHBQVpxYoVOn36tO655x7b9vT0dK1du1bjx4/XpUuX5OxsXYY5ICBAnTp1UqdOnTR69GhFRkbq7bfftn1QlqQ9e/YoOjpaTz31lOLj47NcM7v817Je4+3tbfeaJ0+eLF9fX02aNEmvv/660tPTNX36dJ08eVIuLtc/Qqenp2vq1KmKjo6WJA0fPlxxcXHq27evJKlWrVpKSUnRU089pWHDhsnJyUlt27ZVcHCwJk2apPLlyysjI0M1a9a0TbwbHh6u8+fP6/jx4ypfvrxdzsuXL+vgwYOKiYnJ8jqvvff9+vXTwIEDs+yrWLGi7WtfX99b3pZSpUqVv7x+ixYtJEmlSpVSnTp1tHr1am3YsEGtWrVSs2bN1KVLF+3bt0/79+/P0QgQyToK5KOPPtLQoUOVkJBwy/k9EhISFBAQcFuFjcQIEAAAcs7F3VqCDNwitftI8q9sOhEAWFmcpZodpafXST0XUH5k49rEjdds3LhR4eHhtg/bN4uIiND69evttq1fv15VqlS55XNuV7169eTu7q5ffvnFtu3KlSv69ddfFRwcbHdscnKyPv/882x/Al61atUsy4Le+HsnJyd17txZs2fP1smTJ+2OS0tL04QJExQTE5NlHo3cuOeee7R7926FhIQoLCzM7uHt7a3o6Gjt3LnTbvRB/fr1baMSbvXeurm5qXLlynYTeu7evVstWrTQY489plGjRt125ptZLBY5OTkpLS1NkrR06VLbSIcbc8+ZM0cLFy60TUKamppqd9uMJNvryczM1JkzZ/TLL78oPj5e0dHRioiI0O+//253fMeOHeXi4pJlwl1JmjhxolJTU9WrV69sc99zzz3as2dPlvc9LCzslqNGbtahQwe5urre8vopKSnq1q2bbVvz5s313Xffae3atYqKipK/v78iIiI0atQoBQUFqUqVnK2w17NnTx05ckQffPCB9uzZo8ceeyzLMZmZmUpISFCvXr2yFFs5xQgQAAByy9lViuwp1ekm7Vooff+OlJT9T9MAIF+5eEh1e0hNBkp+IabTFGpHjx7V888/r379+mnLli368MMPs/2Qd82QIUPUoEEDjRw5Ul26dNGGDRs0fvx4TZgw4bYzJCUladu2bXbbgoKCVK5cOT399NN69dVXVaFCBQUHB9vmGunUqZPd8fPmzdPVq1fVs2fPLOcfMGCAnnzySdWvX1+NGzfWvHnztGPHDoWGhtqOGT16tL799lu1atVKb731lmrWrKnDhw8rPj5eV65c0UcffXTbr0+yTm46adIkdevWTS+++KL8/f1tS+1OnjxZPj4+qlmzpt1zvL29FRAQYNu+ePFizZ07V127dlWVKlWUmZmpr7/+WkuXLrVNlrlr1y61bNlSMTExev75522FjrOzs8qUKZOrzJcuXbI9//fff9f48eNtI1kk65wTDz30kOrUqWP3vOrVq2vw4MGaNWuWnn32WbVt21bvvvuuIiMj1bBhQx04cEDDhw9X27Zt5ezsLD8/PwUEBOjTTz9VUFCQjh49qqFDh9qds2LFinrrrbf0wgsvyMPDQ3FxcXJ1ddWXX36pl19+Wa+//nqW9++al156SY0aNVL//v3Vt29feXt7a8+ePVqxYoXd8sCpqalZCjB3d3f5+fnZrj9kyJBsrz9kyBA1bNjQ9ryoqCh9+OGHKlOmjO1Wp6ioKI0fPz7L9670538G2rdvr3/84x9q3bp1tvN7rFq1SocPH7aNsLkdFCAAANwuJ2epdiepVkdp79fS929LJ7abTgWgOHD3lRo8ITV6RiqRuw97xVWvXr2Ulpame++9V87OznruueeyTJh5o3vuuUeff/65XnnlFY0cOVJBQUF67bXX1Lt379vOMHv2bM2ePdtu28iRIxUfH6+xY8fKxcVFcXFxSktLU8OGDbVq1aosS8ROmTJF7du3V6lSpbKcv0ePHjp06JBeeOEFXbx4UZ07d1bv3r3tlmENCAjQxo0b9dprr6lfv346efKk/P39FRsbq5kzZ9rdKnE7ypcvr/Xr1+ull15S69atdenSJQUHB+uBBx7IMjriVqpXry4vLy8NGTJEiYmJcnd3V3h4uCZPnqy4uDhJ1tVKkpKSNHPmTM2cOdP23ODgYP3666+5yvzNN9/YbkPy8fFRtWrVNH/+fEVFRenUqVNasmRJlv9ukmwruEyZMkXPPvus4uPjZbFYFB8fr2PHjqlMmTJq27atbXSKk5OT5s6dq4EDB6pmzZqqWrWqPvjggyzzZAwePFihoaF65513NG7cONuolzlz5qhr1663fB21a9fWmjVrNGzYMDVt2lSZmZmqXLmybeLWayZNmqRJkybZbYuJidE333wjSRo0aJBCQ0P19ttva9y4cUpPT1eNGjX08ccfZ1l5pWnTpsrIyLC71SUqKkrjxo3Ldv6PP/sz8MQTT2j27Nl/Ovlp48aNbUXL7bBk5mYGHAAA8Of2r5Q2TpAOrpLEP7EA8liJQOm+Z6R6fSSPkqbTFBlRUVGqW7eu3n///Tw973333afo6Gi9/vrreXrevNSqVSsFBgZqxowZpqPgNp09e1bR0dEqWbKkli1bJi8vL9OR8sWMGTM0ePBgHT9+PMe37OQWI0AAAMhL4X+zPpL2SZs+kbbNka6k/PXzAODP+Fe23uZSp5t1PiIYdenSJe3cuVO7d+/OdsJJU1JTUzVx4kTFxMTI2dlZc+bM0cqVK7VixQrT0XAH/P39tXLlSn300UfasGGDbdJVR5GamqoTJ05ozJgx6tevX76VHxIjQAAAyF8Xz0tbZkibPpXOHfnr4wHAxiKFRkn3PilViZVyePsAssrrESCLFi1Sr1699PDDDyshIUEbN25UbGzsLY9PTk7Ok+v+lbS0NLVt21Zbt27VxYsXVbVqVcXHx6t9+/YFcn3gdowYMUKjRo1Ss2bN9OWXX6pEiRL5di0KEAAACkJGhrRvmfTjROnwWtNpABRmHr5S3Z7WOT4CWG2qKEhLS9OxY8duuf9WS44CKFgUIAAAFLRTe6xFyI7PpatpptMAKCyC6liX2q7ZUXJzzHv8AcAkChAAAExJPSttmS79NEU6n2g6DQATnN2lGo9ai48KDUynAQCHRgECAIBpGenSL8ukrTOlAyukjKumEwHIb6UqSvUflyJ7Sd4BptMAQLFAAQIAQGGSfFraPlfaNktK+o/pNADyksVJqhxtndQ0rBWTmgJAAaMAAQCgsPrtZ+uokF0LpUvnTacBcLvKREh1uki1Oku+d5lOAwDFFgUIAACF3ZU0ae/X1jLk8FpJ/NMNFHreZaVaHaU6Xa2TmwIAjKMAAQCgKDl3VNo2x3qLzLkjptMAuJGLp1TtIWvpUbml5ORsOhEA4AYUIAAAFEWZmdKv31vnC/nPYukit8gAZlikkPutpUf1dpK7j+lAAIBboAABAKCoS78iHVot7Vkk/WeJlPa76USA4ytTTardRardWfK923QaAEAOUIAAAOBI0q9Kh9dcL0NSz5hOBDiOcrWkiDZStTZSYE3TaQAAuUQBAgCAo0q/ar1NZs+X1ttkUpJMJwKKFouTVKHRH6XHQ5JfiOlEAIA7QAECAEBxkJEuHVlvLUP2fi0lnzKdCCicnN2l0Chr6VH1Qcm7tOlEAIA8QgECAEBxk5EhJW6U9i2XDnwrndppOhFglruvFN7KWnqEtZLcS5hOBADIBxQgAAAUdxdOWouQAyulQ98xiSqKB79K1qVqqz0ohTSTXNxMJwIA5DMKEAAAcF1GhnRss7UMObBSOr5FyswwnQq4c14BUqVmUmgL6y0ufsGmEwEAChgFCAAAuLXUs9LBVdYRIge/Ze4QFB0unlLFRtayo3ILKbC2ZLGYTgUAMIgCBAAA5ExmpnRyp3RotXR0o3UeEZbZRWFhcZKC6lgLj9AW1vLDxd10KgBAIUIBAgAAbt9/90tHN1gLkaMbpLOHTCdCceHkKgXWku5uIAU3tt7e4uVvOhUAoBCjAAEAAHkn+fQfZcgfhcjJHVLGVdOp4Ah8ykt315cq3GstPYLqSq4eplMBAIoQChAAAJB/LqdKv/0kJf5oLUSOb2WVGfw1Fw/r7Sx3N7j+8L3LdCoAQBFHAQIAAArWuUTrXCInd1pHiJzcKZ07YjoVTHFykQLCpHI1r5cdgbVYlhYAkOcoQAAAgHkXz0snd9kXI0n/kdIvm06GvORbUSobIZWrLpX941G6CmUHAKBAUIAAAIDCKf2KlPSLtRA5tUv67z7rJKu/H5EyrphOhz/jFXC94CgbIZWrIZWpJnmUNJ0MAFCMUYAAAICiJSNdOnfUWoacPSSdPXz9699/ldIvmU5YPHiXkUoFS37B13/1C5HKREg+5UynAwAgCwoQAADgODIypP8dk84etC9IzidKF05KKUlSZobplEWDu6/kV9FabtxcdJSqKLl5m04IAECuUIAAAIDiI/2qlHzKWoZcOP7Hryesy/emJFkfyX/8ejXNdNq851ZC8i4teZW2juDwDrjh69J/PMpYCw5PP9NpAQDIUxQgAAAA2bl0wVqEpP0uXUqWLif/8euFv/h9svW5l5OlK2lSZuYfo04yb/o6JyNRLJKr5x8Pr2y+vtU2L+s8HDeXHK4e+fymAQBQeFGAAAAAmJRxQyGSmXn9a1koLAAAyEMUIAAAAAAAwOE5mQ4AAAAAAACQ3yhAAAAAAACAw6MAAQAAAAAADo8CBAAAAAAAODwKEAAAAAAA4PAoQAAAAAAAgMOjAAEAAAAAAA6PAgQAAAAAADg8ChAAAAAAAODwKEAAAAAAAIDDowABAAAAAAAOjwIEAAAAAAA4PAoQAAAAAADg8ChAAAAAAACAw6MAAQAAAAAADo8CBAAAAAAAODwKEAAAAAAA4PAoQAAAAAAAgMOjAAEAAAAAAA6PAgQAAAAAADg8ChAAAAAAAODwKEAAAAAAAIDDowABAAAAAAAOjwIEAAAAAAA4PAoQAAAAAADg8ChAAAAAAACAw6MAAQAAAAAADo8CBAAAAAAAODwKEAAAAAAA4PAoQAAAAAAAgMOjAAEAAAAAAA6PAgQAAAAAADg8ChAAAAAAAODwKEAAAAAAAIDDowABAAAAAAAOjwIEAAAAAAA4PAoQAAAAAADg8ChAAAAAAACAw6MAAQAAAAAADo8CBAAAAAAAODwKEAAAAAAA4PAoQAAAAAAAgMP7f3Ox75v+BO3aAAAAAElFTkSuQmCC",
"text/plain": [
"<Figure size 1000x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"records = []\n",
"for bucket in all_group_data:\n",
" for result in bucket.get(\"results\", []):\n",
" records.append(\n",
" {\n",
" \"project_id\": result.get(\"project_id\", \"N/A\"),\n",
" \"num_model_requests\": result.get(\"num_model_requests\", 0),\n",
" }\n",
" )\n",
"\n",
"# Create a DataFrame\n",
"df = pd.DataFrame(records)\n",
"\n",
"# Aggregate data by project_id\n",
"grouped_by_project = (\n",
" df.groupby(\"project_id\").agg({\"num_model_requests\": \"sum\"}).reset_index()\n",
")\n",
"\n",
"# Visualize Pie Chart\n",
"if not grouped_by_project.empty:\n",
" # Filter out rows where num_model_requests == 0\n",
" filtered_grouped_by_project = grouped_by_project[\n",
" grouped_by_project[\"num_model_requests\"] > 0\n",
" ]\n",
"\n",
" # Calculate the total model requests after filtering\n",
" total_requests = filtered_grouped_by_project[\"num_model_requests\"].sum()\n",
"\n",
" if total_requests > 0:\n",
" # Calculate percentage of total for each project\n",
" filtered_grouped_by_project[\"percentage\"] = (\n",
" filtered_grouped_by_project[\"num_model_requests\"] / total_requests\n",
" ) * 100\n",
"\n",
" # Separate \"Other\" projects (below 5%)\n",
" other_projects = filtered_grouped_by_project[\n",
" filtered_grouped_by_project[\"percentage\"] < 5\n",
" ]\n",
" main_projects = filtered_grouped_by_project[\n",
" filtered_grouped_by_project[\"percentage\"] >= 5\n",
" ]\n",
"\n",
" # Sum up \"Other\" projects\n",
" if not other_projects.empty:\n",
" other_row = pd.DataFrame(\n",
" {\n",
" \"project_id\": [\"Other\"],\n",
" \"num_model_requests\": [other_projects[\"num_model_requests\"].sum()],\n",
" \"percentage\": [other_projects[\"percentage\"].sum()],\n",
" }\n",
" )\n",
" filtered_grouped_by_project = pd.concat(\n",
" [main_projects, other_row], ignore_index=True\n",
" )\n",
"\n",
" # Sort by number of requests for better legend organization\n",
" filtered_grouped_by_project = filtered_grouped_by_project.sort_values(\n",
" by=\"num_model_requests\", ascending=False\n",
" )\n",
"\n",
" # Main pie chart for distribution of model requests by project_id\n",
" plt.figure(figsize=(10, 8))\n",
" plt.pie(\n",
" filtered_grouped_by_project[\"num_model_requests\"],\n",
" labels=filtered_grouped_by_project[\"project_id\"],\n",
" autopct=lambda p: f\"{p:.1f}%\\n({int(p * total_requests / 100):,})\",\n",
" startangle=140,\n",
" textprops={\"fontsize\": 10},\n",
" )\n",
" plt.title(\"Distribution of Model Requests by Project ID\", fontsize=14)\n",
" plt.axis(\"equal\") # Equal aspect ratio ensures pie chart is circular.\n",
" plt.tight_layout()\n",
" plt.show()\n",
"\n",
" # If there are \"Other\" projects, generate a second pie chart for breakdown\n",
" if not other_projects.empty:\n",
" other_total_requests = other_projects[\"num_model_requests\"].sum()\n",
"\n",
" plt.figure(figsize=(10, 8))\n",
" plt.pie(\n",
" other_projects[\"num_model_requests\"],\n",
" labels=other_projects[\"project_id\"],\n",
" autopct=lambda p: f\"{p:.1f}%\\n({int(p * other_total_requests / 100):,})\",\n",
" startangle=140,\n",
" textprops={\"fontsize\": 10},\n",
" )\n",
" plt.title('Breakdown of \"Other\" Projects by Model Requests', fontsize=14)\n",
" plt.axis(\"equal\") # Equal aspect ratio ensures pie chart is circular.\n",
" plt.tight_layout()\n",
" plt.show()\n",
" else:\n",
" print(\"Total model requests is zero. Pie chart will not be rendered.\")\n",
"else:\n",
" print(\"No grouped data available for pie chart.\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Costs API Example\n",
"\n",
"In this section, we'll work with the OpenAI Costs API to retrieve and visualize cost data. Similar to the completions data, we'll:\n",
"- Call the Costs API to get aggregated cost data.\n",
"- Parse the JSON response into a pandas DataFrame.\n",
"- Visualize costs grouped by line item using a bar chart."
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Data retrieved successfully!\n"
]
}
],
"source": [
"# Calculate start time: n days ago from now\n",
"days_ago = 30\n",
"start_time = int(time.time()) - (days_ago * 24 * 60 * 60)\n",
"\n",
"# Define the Costs API endpoint\n",
"costs_url = \"https://api.openai.com/v1/organization/costs\"\n",
"\n",
"costs_params = {\n",
" \"start_time\": start_time, # Required: Start time (Unix seconds)\n",
" \"bucket_width\": \"1d\", # Optional: Currently only '1d' is supported\n",
" \"limit\": 30, # Optional: Number of buckets to return\n",
"}\n",
"\n",
"# Initialize an empty list to store all data\n",
"all_costs_data = get_data(costs_url, costs_params)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[\n",
" {\n",
" \"object\": \"bucket\",\n",
" \"start_time\": 1736553600,\n",
" \"end_time\": 1736640000,\n",
" \"results\": [\n",
" {\n",
" \"object\": \"organization.costs.result\",\n",
" \"amount\": {\n",
" \"value\": 0.13080438340307526,\n",
" \"currency\": \"usd\"\n",
" },\n",
" \"line_item\": null,\n",
" \"project_id\": null,\n",
" \"organization_id\": \"org-GLHrIv00VVN9dEQC2b4wsBkf\"\n",
" }\n",
" ]\n",
" },\n",
" {\n",
" \"object\": \"bucket\",\n",
" \"start_time\": 1736640000,\n",
" \"end_time\": 1736726400,\n",
" \"results\": [\n",
" {\n",
" \"object\": \"organization.costs.result\",\n",
" \"amount\": {\n",
" \"value\": 0.12270423340307525,\n",
" \"currency\": \"usd\"\n",
" },\n",
" \"line_item\": null,\n",
" \"project_id\": null,\n",
" \"organization_id\": \"org-GLHrIv00VVN9dEQC2b4wsBkf\"\n",
" }\n",
" ]\n",
" },\n",
" {\n",
" \"object\": \"bucket\",\n",
" \"start_time\": 1736726400,\n",
" \"end_time\": 1736812800,\n",
" \"results\": [\n",
" {\n",
" \"object\": \"organization.costs.result\",\n",
" \"amount\": {\n",
" \"value\": 9.888144383403077,\n",
" \"currency\": \"usd\"\n",
" },\n",
" \"line_item\": null,\n",
" \"project_id\": null,\n",
" \"organization_id\": \"org-GLHrIv00VVN9dEQC2b4wsBkf\"\n",
" }\n",
" ]\n",
" },\n",
" {\n",
" \"object\": \"bucket\",\n",
" \"start_time\": 1736812800,\n",
" \"end_time\": 1736899200,\n",
" \"results\": [\n",
" {\n",
" \"object\": \"organization.costs.result\",\n",
" \"amount\": {\n",
" \"value\": 0.3507639334030752,\n",
" \"currency\": \"usd\"\n",
" },\n",
" \"line_item\": null,\n",
" \"project_id\": null,\n",
" \"organization_id\": \"org-GLHrIv00VVN9dEQC2b4wsBkf\"\n",
" }\n",
" ]\n",
" },\n",
" {\n",
" \"object\": \"bucket\",\n",
" \"start_time\": 1736899200,\n",
" \"end_time\": 1736985600,\n",
" \"results\": [\n",
" {\n",
" \"object\": \"organization.costs.result\",\n",
" \"amount\": {\n",
" \"value\": 0.2977481185324674,\n",
" \"currency\": \"usd\"\n",
" },\n",
" \"line_item\": null,\n",
" \"project_id\": null,\n",
" \"organization_id\": \"org-GLHrIv00VVN9dEQC2b4wsBkf\"\n",
" }\n",
" ]\n",
" },\n",
" {\n",
" \"object\": \"bucket\",\n",
" \"start_time\": 1736985600,\n",
" \"end_time\": 1737072000,\n",
" \"results\": [\n",
" {\n",
" \"object\": \"organization.costs.result\",\n",
" \"amount\": {\n",
" \"value\": 0.00925485477848094,\n",
" \"currency\": \"usd\"\n",
" },\n",
" \"line_item\": null,\n",
" \"project_id\": null,\n",
" \"organization_id\": \"org-GLHrIv00VVN9dEQC2b4wsBkf\"\n",
" }\n",
" ]\n",
" },\n",
" {\n",
" \"object\": \"bucket\",\n",
" \"start_time\": 1737072000,\n",
" \"end_time\": 1737158400,\n",
" \"results\": [\n",
" {\n",
" \"object\": \"organization.costs.result\",\n",
" \"amount\": {\n",
" \"value\": 8.889884136532304,\n",
" \"currency\": \"usd\"\n",
" },\n",
" \"line_item\": null,\n",
" \"project_id\": null,\n",
" \"organization_id\": \"org-GLHrIv00VVN9dEQC2b4wsBkf\"\n",
" }\n",
" ]\n",
" },\n",
" {\n",
" \"object\": \"bucket\",\n",
" \"start_time\": 1737158400,\n",
" \"end_time\": 1737244800,\n",
" \"results\": [\n",
" {\n",
" \"object\": \"organization.costs.result\",\n",
" \"amount\": {\n",
" \"value\": 21.167310118127915,\n",
" \"currency\": \"usd\"\n",
" },\n",
" \"line_item\": null,\n",
" \"project_id\": null,\n",
" \"organization_id\": \"org-GLHrIv00VVN9dEQC2b4wsBkf\"\n",
" }\n",
" ]\n",
" },\n",
" {\n",
" \"object\": \"bucket\",\n",
" \"start_time\": 1737244800,\n",
" \"end_time\": 1737331200,\n",
" \"results\": [\n",
" {\n",
" \"object\": \"organization.costs.result\",\n",
" \"amount\": {\n",
" \"value\": 0.04955636812791847,\n",
" \"currency\": \"usd\"\n",
" },\n",
" \"line_item\": null,\n",
" \"project_id\": null,\n",
" \"organization_id\": \"org-GLHrIv00VVN9dEQC2b4wsBkf\"\n",
" }\n",
" ]\n",
" },\n",
" {\n",
" \"object\": \"bucket\",\n",
" \"start_time\": 1737331200,\n",
" \"end_time\": 1737417600,\n",
" \"results\": [\n",
" {\n",
" \"object\": \"organization.costs.result\",\n",
" \"amount\": {\n",
" \"value\": 0.0003226181279184669,\n",
" \"currency\": \"usd\"\n",
" },\n",
" \"line_item\": null,\n",
" \"project_id\": null,\n",
" \"organization_id\": \"org-GLHrIv00VVN9dEQC2b4wsBkf\"\n",
" }\n",
" ]\n",
" },\n",
" {\n",
" \"object\": \"bucket\",\n",
" \"start_time\": 1737417600,\n",
" \"end_time\": 1737504000,\n",
" \"results\": [\n",
" {\n",
" \"object\": \"organization.costs.result\",\n",
" \"amount\": {\n",
" \"value\": 0.6320363681279185,\n",
" \"currency\": \"usd\"\n",
" },\n",
" \"line_item\": null,\n",
" \"project_id\": null,\n",
" \"organization_id\": \"org-GLHrIv00VVN9dEQC2b4wsBkf\"\n",
" }\n",
" ]\n",
" },\n",
" {\n",
" \"object\": \"bucket\",\n",
" \"start_time\": 1737504000,\n",
" \"end_time\": 1737590400,\n",
" \"results\": [\n",
" {\n",
" \"object\": \"organization.costs.result\",\n",
" \"amount\": {\n",
" \"value\": 52.41558761812793,\n",
" \"currency\": \"usd\"\n",
" },\n",
" \"line_item\": null,\n",
" \"project_id\": null,\n",
" \"organization_id\": \"org-GLHrIv00VVN9dEQC2b4wsBkf\"\n",
" }\n",
" ]\n",
" },\n",
" {\n",
" \"object\": \"bucket\",\n",
" \"start_time\": 1737590400,\n",
" \"end_time\": 1737676800,\n",
" \"results\": [\n",
" {\n",
" \"object\": \"organization.costs.result\",\n",
" \"amount\": {\n",
" \"value\": 104.88761235323427,\n",
" \"currency\": \"usd\"\n",
" },\n",
" \"line_item\": null,\n",
" \"project_id\": null,\n",
" \"organization_id\": \"org-GLHrIv00VVN9dEQC2b4wsBkf\"\n",
" }\n",
" ]\n",
" },\n",
" {\n",
" \"object\": \"bucket\",\n",
" \"start_time\": 1737676800,\n",
" \"end_time\": 1737763200,\n",
" \"results\": [\n",
" {\n",
" \"object\": \"organization.costs.result\",\n",
" \"amount\": {\n",
" \"value\": 0.3376030385950106,\n",
" \"currency\": \"usd\"\n",
" },\n",
" \"line_item\": null,\n",
" \"project_id\": null,\n",
" \"organization_id\": \"org-GLHrIv00VVN9dEQC2b4wsBkf\"\n",
" }\n",
" ]\n",
" },\n",
" {\n",
" \"object\": \"bucket\",\n",
" \"start_time\": 1737763200,\n",
" \"end_time\": 1737849600,\n",
" \"results\": [\n",
" {\n",
" \"object\": \"organization.costs.result\",\n",
" \"amount\": {\n",
" \"value\": 0.062551042553524,\n",
" \"currency\": \"usd\"\n",
" },\n",
" \"line_item\": null,\n",
" \"project_id\": null,\n",
" \"organization_id\": \"org-GLHrIv00VVN9dEQC2b4wsBkf\"\n",
" }\n",
" ]\n",
" },\n",
" {\n",
" \"object\": \"bucket\",\n",
" \"start_time\": 1737849600,\n",
" \"end_time\": 1737936000,\n",
" \"results\": [\n",
" {\n",
" \"object\": \"organization.costs.result\",\n",
" \"amount\": {\n",
" \"value\": 0.00032195744715549047,\n",
" \"currency\": \"usd\"\n",
" },\n",
" \"line_item\": null,\n",
" \"project_id\": null,\n",
" \"organization_id\": \"org-GLHrIv00VVN9dEQC2b4wsBkf\"\n",
" }\n",
" ]\n",
" },\n",
" {\n",
" \"object\": \"bucket\",\n",
" \"start_time\": 1737936000,\n",
" \"end_time\": 1738022400,\n",
" \"results\": [\n",
" {\n",
" \"object\": \"organization.costs.result\",\n",
" \"amount\": {\n",
" \"value\": 0.0003084210662774742,\n",
" \"currency\": \"usd\"\n",
" },\n",
" \"line_item\": null,\n",
" \"project_id\": null,\n",
" \"organization_id\": \"org-GLHrIv00VVN9dEQC2b4wsBkf\"\n",
" }\n",
" ]\n",
" },\n",
" {\n",
" \"object\": \"bucket\",\n",
" \"start_time\": 1738022400,\n",
" \"end_time\": 1738108800,\n",
" \"results\": [\n",
" {\n",
" \"object\": \"organization.costs.result\",\n",
" \"amount\": {\n",
" \"value\": 0.00032195744715549047,\n",
" \"currency\": \"usd\"\n",
" },\n",
" \"line_item\": null,\n",
" \"project_id\": null,\n",
" \"organization_id\": \"org-GLHrIv00VVN9dEQC2b4wsBkf\"\n",
" }\n",
" ]\n",
" },\n",
" {\n",
" \"object\": \"bucket\",\n",
" \"start_time\": 1738108800,\n",
" \"end_time\": 1738195200,\n",
" \"results\": [\n",
" {\n",
" \"object\": \"organization.costs.result\",\n",
" \"amount\": {\n",
" \"value\": 0.5142559074471554,\n",
" \"currency\": \"usd\"\n",
" },\n",
" \"line_item\": null,\n",
" \"project_id\": null,\n",
" \"organization_id\": \"org-GLHrIv00VVN9dEQC2b4wsBkf\"\n",
" }\n",
" ]\n",
" },\n",
" {\n",
" \"object\": \"bucket\",\n",
" \"start_time\": 1738195200,\n",
" \"end_time\": 1738281600,\n",
" \"results\": [\n",
" {\n",
" \"object\": \"organization.costs.result\",\n",
" \"amount\": {\n",
" \"value\": 0.21870350744715547,\n",
" \"currency\": \"usd\"\n",
" },\n",
" \"line_item\": null,\n",
" \"project_id\": null,\n",
" \"organization_id\": \"org-GLHrIv00VVN9dEQC2b4wsBkf\"\n",
" }\n",
" ]\n",
" },\n",
" {\n",
" \"object\": \"bucket\",\n",
" \"start_time\": 1738281600,\n",
" \"end_time\": 1738368000,\n",
" \"results\": [\n",
" {\n",
" \"object\": \"organization.costs.result\",\n",
" \"amount\": {\n",
" \"value\": 1.4528752074471551,\n",
" \"currency\": \"usd\"\n",
" },\n",
" \"line_item\": null,\n",
" \"project_id\": null,\n",
" \"organization_id\": \"org-GLHrIv00VVN9dEQC2b4wsBkf\"\n",
" }\n",
" ]\n",
" },\n",
" {\n",
" \"object\": \"bucket\",\n",
" \"start_time\": 1738368000,\n",
" \"end_time\": 1738454400,\n",
" \"results\": [\n",
" {\n",
" \"object\": \"organization.costs.result\",\n",
" \"amount\": {\n",
" \"value\": 0.00042714787262957543,\n",
" \"currency\": \"usd\"\n",
" },\n",
" \"line_item\": null,\n",
" \"project_id\": null,\n",
" \"organization_id\": \"org-GLHrIv00VVN9dEQC2b4wsBkf\"\n",
" }\n",
" ]\n",
" },\n",
" {\n",
" \"object\": \"bucket\",\n",
" \"start_time\": 1738454400,\n",
" \"end_time\": 1738540800,\n",
" \"results\": [\n",
" {\n",
" \"object\": \"organization.costs.result\",\n",
" \"amount\": {\n",
" \"value\": 0.00032195744715549047,\n",
" \"currency\": \"usd\"\n",
" },\n",
" \"line_item\": null,\n",
" \"project_id\": null,\n",
" \"organization_id\": \"org-GLHrIv00VVN9dEQC2b4wsBkf\"\n",
" }\n",
" ]\n",
" },\n",
" {\n",
" \"object\": \"bucket\",\n",
" \"start_time\": 1738540800,\n",
" \"end_time\": 1738627200,\n",
" \"results\": [\n",
" {\n",
" \"object\": \"organization.costs.result\",\n",
" \"amount\": {\n",
" \"value\": 0.0031147346857709622,\n",
" \"currency\": \"usd\"\n",
" },\n",
" \"line_item\": null,\n",
" \"project_id\": null,\n",
" \"organization_id\": \"org-GLHrIv00VVN9dEQC2b4wsBkf\"\n",
" }\n",
" ]\n",
" },\n",
" {\n",
" \"object\": \"bucket\",\n",
" \"start_time\": 1738627200,\n",
" \"end_time\": 1738713600,\n",
" \"results\": [\n",
" {\n",
" \"object\": \"organization.costs.result\",\n",
" \"amount\": {\n",
" \"value\": 68.30023964957941,\n",
" \"currency\": \"usd\"\n",
" },\n",
" \"line_item\": null,\n",
" \"project_id\": null,\n",
" \"organization_id\": \"org-GLHrIv00VVN9dEQC2b4wsBkf\"\n",
" }\n",
" ]\n",
" },\n",
" {\n",
" \"object\": \"bucket\",\n",
" \"start_time\": 1738713600,\n",
" \"end_time\": 1738800000,\n",
" \"results\": [\n",
" {\n",
" \"object\": \"organization.costs.result\",\n",
" \"amount\": {\n",
" \"value\": 14.858330207447157,\n",
" \"currency\": \"usd\"\n",
" },\n",
" \"line_item\": null,\n",
" \"project_id\": null,\n",
" \"organization_id\": \"org-GLHrIv00VVN9dEQC2b4wsBkf\"\n",
" }\n",
" ]\n",
" },\n",
" {\n",
" \"object\": \"bucket\",\n",
" \"start_time\": 1738800000,\n",
" \"end_time\": 1738886400,\n",
" \"results\": [\n",
" {\n",
" \"object\": \"organization.costs.result\",\n",
" \"amount\": {\n",
" \"value\": 0.3137180574471555,\n",
" \"currency\": \"usd\"\n",
" },\n",
" \"line_item\": null,\n",
" \"project_id\": null,\n",
" \"organization_id\": \"org-GLHrIv00VVN9dEQC2b4wsBkf\"\n",
" }\n",
" ]\n",
" },\n",
" {\n",
" \"object\": \"bucket\",\n",
" \"start_time\": 1738886400,\n",
" \"end_time\": 1738972800,\n",
" \"results\": [\n",
" {\n",
" \"object\": \"organization.costs.result\",\n",
" \"amount\": {\n",
" \"value\": 0.02677460744715549,\n",
" \"currency\": \"usd\"\n",
" },\n",
" \"line_item\": null,\n",
" \"project_id\": null,\n",
" \"organization_id\": \"org-GLHrIv00VVN9dEQC2b4wsBkf\"\n",
" }\n",
" ]\n",
" },\n",
" {\n",
" \"object\": \"bucket\",\n",
" \"start_time\": 1738972800,\n",
" \"end_time\": 1739059200,\n",
" \"results\": [\n",
" {\n",
" \"object\": \"organization.costs.result\",\n",
" \"amount\": {\n",
" \"value\": 0.007399792553524012,\n",
" \"currency\": \"usd\"\n",
" },\n",
" \"line_item\": null,\n",
" \"project_id\": null,\n",
" \"organization_id\": \"org-GLHrIv00VVN9dEQC2b4wsBkf\"\n",
" }\n",
" ]\n",
" },\n",
" {\n",
" \"object\": \"bucket\",\n",
" \"start_time\": 1739059200,\n",
" \"end_time\": 1739145600,\n",
" \"results\": [\n",
" {\n",
" \"object\": \"organization.costs.result\",\n",
" \"amount\": {\n",
" \"value\": 0.00032195744715549047,\n",
" \"currency\": \"usd\"\n",
" },\n",
" \"line_item\": null,\n",
" \"project_id\": null,\n",
" \"organization_id\": \"org-GLHrIv00VVN9dEQC2b4wsBkf\"\n",
" }\n",
" ]\n",
" },\n",
" {\n",
" \"object\": \"bucket\",\n",
" \"start_time\": 1739145600,\n",
" \"end_time\": 1739232000,\n",
" \"results\": [\n",
" {\n",
" \"object\": \"organization.costs.result\",\n",
" \"amount\": {\n",
" \"value\": 0.00012073404268330895,\n",
" \"currency\": \"usd\"\n",
" },\n",
" \"line_item\": null,\n",
" \"project_id\": null,\n",
" \"organization_id\": \"org-GLHrIv00VVN9dEQC2b4wsBkf\"\n",
" }\n",
" ]\n",
" }\n",
"]\n"
]
}
],
"source": [
"print(json.dumps(all_costs_data, indent=2))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Parse the Costs API Response and Create a DataFrame\n",
"\n",
"We will now parse the JSON data from the Costs API, extract relevant fields, and create a pandas DataFrame for further analysis.\n"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>start_time</th>\n",
" <th>end_time</th>\n",
" <th>amount_value</th>\n",
" <th>currency</th>\n",
" <th>line_item</th>\n",
" <th>project_id</th>\n",
" <th>start_datetime</th>\n",
" <th>end_datetime</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>1736553600</td>\n",
" <td>1736640000</td>\n",
" <td>0.130804</td>\n",
" <td>usd</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>2025-01-11</td>\n",
" <td>2025-01-12</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>1736640000</td>\n",
" <td>1736726400</td>\n",
" <td>0.122704</td>\n",
" <td>usd</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>2025-01-12</td>\n",
" <td>2025-01-13</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>1736726400</td>\n",
" <td>1736812800</td>\n",
" <td>9.888144</td>\n",
" <td>usd</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>2025-01-13</td>\n",
" <td>2025-01-14</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>1736812800</td>\n",
" <td>1736899200</td>\n",
" <td>0.350764</td>\n",
" <td>usd</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>2025-01-14</td>\n",
" <td>2025-01-15</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>1736899200</td>\n",
" <td>1736985600</td>\n",
" <td>0.297748</td>\n",
" <td>usd</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>2025-01-15</td>\n",
" <td>2025-01-16</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" start_time end_time amount_value currency line_item project_id \\\n",
"0 1736553600 1736640000 0.130804 usd None None \n",
"1 1736640000 1736726400 0.122704 usd None None \n",
"2 1736726400 1736812800 9.888144 usd None None \n",
"3 1736812800 1736899200 0.350764 usd None None \n",
"4 1736899200 1736985600 0.297748 usd None None \n",
"\n",
" start_datetime end_datetime \n",
"0 2025-01-11 2025-01-12 \n",
"1 2025-01-12 2025-01-13 \n",
"2 2025-01-13 2025-01-14 \n",
"3 2025-01-14 2025-01-15 \n",
"4 2025-01-15 2025-01-16 "
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Initialize a list to hold parsed cost records\n",
"cost_records = []\n",
"\n",
"# Extract bucketed cost data from all_costs_data\n",
"for bucket in all_costs_data:\n",
" start_time = bucket.get(\"start_time\")\n",
" end_time = bucket.get(\"end_time\")\n",
" for result in bucket.get(\"results\", []):\n",
" cost_records.append(\n",
" {\n",
" \"start_time\": start_time,\n",
" \"end_time\": end_time,\n",
" \"amount_value\": result.get(\"amount\", {}).get(\"value\", 0),\n",
" \"currency\": result.get(\"amount\", {}).get(\"currency\", \"usd\"),\n",
" \"line_item\": result.get(\"line_item\"),\n",
" \"project_id\": result.get(\"project_id\"),\n",
" }\n",
" )\n",
"\n",
"# Create a DataFrame from the cost records\n",
"cost_df = pd.DataFrame(cost_records)\n",
"\n",
"# Convert Unix timestamps to datetime for readability\n",
"cost_df[\"start_datetime\"] = pd.to_datetime(cost_df[\"start_time\"], unit=\"s\")\n",
"cost_df[\"end_datetime\"] = pd.to_datetime(cost_df[\"end_time\"], unit=\"s\")\n",
"\n",
"# Display the first few rows of the DataFrame\n",
"cost_df.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Visualize Total Costs per Day\n",
"\n",
"We'll create a bar chart to visualize the total costs aggregated by day. This helps give a high level perspective on organizational spend."
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
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jUlNTdf78ed1yyy2SpIyMDCUkJCg2NlbS//+egcKxfft2Pfroo0pJSVFWVpbq1q2rMWPGqGrVqsrKypKXl5fS09Pl5+enLVu26LbbbtNdd90lb29vrVq1ikDKzVypH0aNGqXq1aurc+fO8vX1tb//si8+kJycrNq1azu5chSV3D0RExOjUaNGKS4uThs3blRiYqIyMzNVp04dSZdOvU5NTVXlypUl8Zl9veDrP1xX/vjjDzVv3lz/+9//NHbsWG3ZsiXH8uwPnez/njlzRi+88IJmzpypCRMmKDAw0PKaUXT+qR+yZf+heeutt8rLy0s///wzV1FyU3v37lXTpk11xx136IMPPlCPHj20evVqrVq1StL/T5Dr5eVlP2KqfPnyCgwM1Lp1664abOL6dLV+yJ5rwsfHR15e///9XEpKil588UUtX75c/fv35xdZN3O1flizZo0kKSwsTGXLlrUHUkePHtXIkSO1fv16derUSZLoiUL0559/Ki4uTvfee68+/vhjDRgwQOfOnVNsbKzWrl0rDw8PZWZmytvb2/5FQqNGjRQcHKyNGzfyee1mrtYPDRs21Jo1axQYGJjj8zozM1MjRozQxo0b1a1bNydWjqJypZ5ITk5Wo0aNtGrVKpUrV041a9a0B1JnzpzRmDFjtHv3brVs2VISn9nXDaeePAjkQ0pKiunevbvp0KGDmTp1qrn33ntN69atzebNm6+4/o8//mj69Oljbr75ZrNlyxZri0WRy28/ZPv444/Nzp07LaoSVkpMTDRt27Y1ffv2zTEeFxdnHnzwwSs+ZurUqcZms/1j3+D6k99++Prrr80jjzxiypQpQz+4ofz2wx9//GFefPFFExkZST8UkSVLlph69eqZ06dP28d+//1388gjj5hixYrZf+7Zc0C+8cYbfF67sbz2Q1ZWlpk7d6556KGHTEREBP3gxv6uJ/z9/XN8RuzYscM8++yzpnTp0vTEdYgjpXDd8Pf31/3336/77rtPTz75pJ588kmlpKRo5MiRVzxCplatWmrcuLGWLl1qT9DhPvLbD5mZmZKkLl266NZbb7W6XFjg7NmzKlWqlFq1aiXp0lxjktSmTRtlZGRIuvxS4p06ddLvv/+umJgYa4tFkctvP9SrV081atTQypUr6Qc3lN9+iIiIUPv27bVu3Tr6oYgkJCRo69at9n0hXZoX9PXXX1eLFi3UsWNHHTlyRB4eHjLGqEmTJtq3bx/7w03ltR9sNptiY2MVFRWl5cuX0w9u7O96omXLljk+I8qXL6/mzZvzmX2dIpTCdaVTp07q3bu3JOmhhx7S448/bg8itm7dKunSpZ2PHTum8PBwde7cWeXLl3dixShKee2H48eP55gMH+6pfPny6ty5s/2PzuzD/IsVK6bk5OQc6yYlJUmSQkNDdfPNN1tbKCyRn35ISEhQVFSUnnvuOVWqVMnyWlH08tMPiYmJ8vf3V0xMjMqWLWt5rTeKhg0bql69enrrrbd07tw5+3hkZKSGDBmiEiVKaOXKlZIunYITExNjnycG7ic//VChQgW98cYb9lNt4Z7y0xOBgYFq3ry5KlSo4KRqcS0IpXBdyj7qpUOHDurbt69SUlI0YsQIbdiwQYMGDdJtt92m1NRUziO+QfxTP9SrV0+pqamXHSUD95G9b5s1a2a/n/3+T05O1pkzZ+xjY8aMUa9evXJ88wb3kt9+6N27t9LT07nSnpsqaD/wb0bRioiIUOPGjfXDDz/oq6++0sWLF+3L7rjjDmVmZtrnf4P7y28/8GWj++Mz4sbB1fdwXcn+pdHT01Pp6eny9vZWx44dZbPZ9N577+mBBx5QZmamfvjhB/n6+jq7XBQx+gHZsv/AzO4Jm82mjIwMeXl5KTg4WIGBgbLZbBo+fLgmTJigdevWydvb28lVo6jQD3BEP7ierKwseXh46NVXX9XDDz+s1157TRcuXFD37t3l5+cnSYqOjuZqqDcI+gG50RM3FpvhayBcJzIzM+Xp6anExEQFBwdLyvlt57333qvNmzfr559/Vo0aNZxZKixAPyC3K/WEJH3++eeaM2eOatSooTfeeEO//PKL6tWr58RKYQX6AY7oB9eSvT+y9ezZU9u2bVNoaKjuu+8+7d27V59//rnWr1+vqlWrOrFSWIF+QG70xI2F49ThkrKysnLcz/5gOnTokO6++259++23kmT/tnPo0KH6+eeftXz5cgIIN0Q/ILe89oR0aX6YhQsX6q233tLq1av5g9MN0Q9wRD+4LmOMMjIy7PujcePG2rFjhz788EMNGDBAYWFhmjdvnk6fPq1Vq1bxx6abox+QGz1xY+L0PbiU7G8wPTw87IdtSrJ/MDVq1EitWrVSy5Yt7Y/x8vJSvXr1tGHDBtWuXdtZpaMI0A/IrSA9Ub58edWrV08fffSRqlWr5qzSUQToBziiH1zLsWPHtGHDBl28eFGVK1dW3bp1ZbPZ5OXlpT/++EP33HOPHnjgAVWrVk02m01du3ZV165dlZqaKg8PD06hdDP0A3KjJ5CN0/fgMnbv3q2GDRtq6NCheuGFFyQpxy+VPXv2lLe3t959993L5oeA+6EfkFtBeiLbyZMnFRYWZnnNKDr0AxzRD65lx44devDBB1WiRAmdOHFCkjRt2jS1bNlSxhjdf//9KlWqlD7++GP+3b4B0A/IjZ6AI0IpuIQ///xTbdq00fnz53Xq1Ck9++yzev755yX9/2H32RNZw/3RD8itoD3h+Ecp3Af9AEf0g2vZv3+/GjdurH//+996/vnndeTIEU2bNk0nT57UrFmzFBAQoLS0NHl7e/PH5g2AfkBu9ARy4/Q9OF1WVpa+/PJLRUdHq3///lq/fr3GjRsnSXr++ecJIG4w9ANyu5ae4A9O90M/wBH94FrS0tI0depUNWzYUGPGjJG3t7dCQkJ02223afjw4fb5vnx8fJxcKaxAPyA3egJXQigFp/Pw8FCLFi1UunRpNWnSRHXq1JExRuPHj5d06ZdKb29vvtG8QdAPyI2egCP6AY7oB9fi4eGhSpUqKTo6Wt7e3vbT6ps2barRo0crMTFRgYGBOR7Dqffui35AbvQEroRQCi6hcuXKqlSpkiSpRIkS6tWrl2w2W45vO40xWrhwoWJjY1WqVClnlosiRj8gN3oCjugHOKIfXIeXl5cefPBBlSlTJsd49lEPmZmZ9j8w9+7dq6pVq/LHphujH5AbPYErIZSCUxw7dkxHjx7V6dOn1axZM3l4eMjDw0MZGRny8vJSqVKl1LNnT0nSuHHjZIzR6dOn9dZbb+nw4cNOrh6FjX5AbvQEHNEPcEQ/uJbs/XHq1CnFxcUpPDxckuz7IysrS0lJSUpJSZGPj49sNpuGDRumCRMm6OzZswoKCuKPTjdCPyA3egL/yAAW27Ztm4mKijLVq1c3Xl5eJiYmxkyfPt2cO3fOGGNMRkaGfd2TJ0+a8ePHG5vNZkqUKGE2bNjgrLJRROgH5EZPwBH9AEf0g2u50v6YNm2afX9kZmYaY4zZv3+/KVOmjDl79qx5+eWXTWBgoFm3bp0zS0cRoB+QGz2BvODkeljq1KlT6ty5s/71r3/pu+++07Fjx1S1alXNnDlTw4cP17lz5+Tp6Wmf5K5UqVLavXu3AgMDtWrVKtWvX9/JrwCFiX5AbvQEHNEPcEQ/uJar7Y9Zs2bZ90f2PF7FixdXWFiY+vTpo3HjxmnZsmW6/fbbnfwKUJjoB+RGTyDPnJ2K4cayY8cOU6FCBbNt2zb7WGpqqhkxYoS5/fbbzYsvvmguXLhgjDEmKyvLzJ4924SHh5tNmzY5q2QUIfoBudETcEQ/wBH94Frysz927txpbDab8ff3N1u3bnVWyShC9ANyoyeQVxwpBUtlnyecPadDRkaGfHx8NHz4cDVu3FjfffedNmzYIEmy2Wxq1KiR1q1bp7p16zqzbBQR+gG50RNwRD/AEf3gWvKzP2666SYNGTJEmzZtUu3atZ1ZNooI/YDc6Anklc0YY5xdBG4cqampuvPOOxUREaH58+fL09PTPsmdMUa1a9dWTEyMZs2axeU/bwD0A3KjJ+CIfoAj+sG15Gd/ZK/v6+vr5KpRVOgH5EZPIK84UgqWycrKkq+vr2bMmKGVK1fqiSeekCT7B5PNZlObNm104sQJSeKXSTdHPyA3egKO6Ac4oh9cS372R/b33/yx6b7oB+RGTyA/CKVgGQ8PD2VmZqpGjRqaNWuWPvnkE3Xt2lXx8fH2dQ4cOKASJUooMzPTiZXCCvQDcqMn4Ih+gCP6wbXkZ39kTzwP90U/IDd6AvnB6XsoMrkPnc8+XDM5OVmpqanaunWr/vWvf6l8+fIqWbKkQkND9c0332jNmjWqWbOmEytHUaAfkBs9AUf0AxzRD66F/QFH9ANyoydwLThSCoVu//79Onv2bI4PpszMTHl5eengwYOqUqWKNmzYoHvvvVe7du1SixYtdNNNN6l06dJav349H0xuhn5AbvQEHNEPcEQ/uBb2BxzRD8iNnkChKNqL++FGs3XrVmOz2cyHH3542bLDhw+bUqVKmccee8xkZWWZjIwMY8ylyzYbY0xmZqaltaLo0Q/IjZ6AI/oBjugH18L+gCP6AbnREygshFIoNFu3bjUBAQHmueeeu+LyKVOmmIEDB9o/jLJl3889jusb/YDc6Ak4oh/giH5wLewPOKIfkBs9gcLEnFIoFHv37lXNmjU1YsQIDR8+XFlZWVq+fLl+//131ahRQ5UrV1ZYWJiysrLk4cFZo+6OfkBu9AQc0Q9wRD+4FvYHHNEPyI2eQGHzcnYBuP5lZWXp888/V2Zmpjp06CBJat68uU6fPq2DBw8qNDRU0dHRmjRpkmrVquXkalHU6AfkRk/AEf0AR/SDa2F/wBH9gNzoCRQFoktcMw8PD/Xt21e9e/dWTEyMatasqZCQEM2aNUsnT57U66+/Lk9PT40dO1bJycnOLhdFjH5AbvQEHNEPcEQ/uBb2BxzRD8iNnkCRcPb5g3AfJ06cME8++aSpX7++2b17d45lb775pomIiDB//vmnk6qD1egH5EZPwBH9AEf0g2thf8AR/YDc6AkUJk7fQ4EcO3ZMmzdvVlpamsqVK6f69esrLCxML730kg4dOqSKFStKunRJUE9PT1WqVEklSpSQj4+PkytHUaAfkBs9AUf0AxzRD66F/QFH9ANyoydQ1AilkG87duxQu3btVKpUKf3xxx+qUKGChg4dqo4dO6pMmTKKiIiQzWaTJHl6ekqSfvrpJ5UtW1bFihVzZukoAvQDcqMn4Ih+gCP6wbWwP+CIfkBu9ASswJxSyJf9+/erRYsW6tChg3788UctWrRIt956qxYtWqTMzEwZY+wfTJJ0+PBhPfvss5o9e7beeOMNBQQEOLF6FDb6AbnRE3BEP8AR/eBa2B9wRD8gN3oClnHemYO43qSmpprBgwebhx9+2KSmptrHP/zwQxMaGmpOnTqVY/1169aZnj17mqpVq5otW7ZYXC2KGv2A3OgJOKIf4Ih+cC3sDziiH5AbPQErcfoe8iwrK0tly5ZVtWrV5OPjY0/HGzZsqOLFiys9PT3H+rfffrvOnTun0aNH66abbnJS1Sgq9ANyoyfgiH6AI/rBtbA/4Ih+QG70BKxEKIU88/PzU7t27RQdHZ1jPCQkRN7e3jk+nDZt2qR69erp3nvvtbpMWIR+QG70BBzRD3BEP7gW9gcc0Q/IjZ6AlZhTCn/rr7/+0vr167Vo0SJlZWXZP5gyMzPt5xAnJibq7Nmz9seMGDFCzZs31+nTp2WMcUrdKBr0A3KjJ+CIfoAj+sG1sD/giH5AbvQEnMb6MwZxvdi2bZspX768qVKligkODjZVq1Y1c+fONadPnzbGGJOVlWWMMWbfvn0mLCzMnDlzxowZM8b4+/ubjRs3OrN0FAH6AbnRE3BEP8AR/eBa2B9wRD8gN3oCzkQohSs6ceKEqVq1qnnhhRfM/v37zdGjR02nTp1MtWrVzMiRI82JEyfs68bHx5uYmBjTqVMn4+PjwweTG6IfkBs9AUf0AxzRD66F/QFH9ANyoyfgbIRSuKJdu3aZChUqXPZB89xzz5maNWuaiRMnmvPnzxtjjNm9e7ex2WzG39+fqy24KfoBudETcEQ/wBH94FrYH3BEPyA3egLOxpxSuKL09HRlZGQoJSVFknThwgVJ0quvvqomTZpo+vTp+v333yVJJUqU0JNPPqnNmzerTp06zioZRYh+QG70BBzRD3BEP7gW9gcc0Q/IjZ6As9mMYUYyXNntt9+u4sWLa+nSpZKk1NRU+fr6SpJuu+02VapUSZ988okk6eLFi/Lz83NarSh69ANyoyfgiH6AI/rBtbA/4Ih+QG70BJyJI6UgSTp//rzOnTunpKQk+9h//vMf7dq1S//6178kSb6+vsrIyJAk3X333Tp//rx9XT6Y3Av9gNzoCTiiH+CIfnAt7A84oh+QGz0BV0MoBe3evVsPPfSQGjdurGrVqmnOnDmSpGrVqumtt97S4sWL1bFjR6Wnp8vD41LLnDhxQgEBAcrIyODyn26GfkBu9AQc0Q9wRD+4FvYHHNEPyI2egCvycnYBcK7du3fr7rvvVteuXVW/fn1t2rRJPXr0UPXq1RUTE6M2bdooICBATz75pGrVqqWqVavKx8dH3333ndauXSsvL1rIndAPyI2egCP6AY7oB9fC/oAj+gG50RNwVcwpdQM7c+aMHnnkEVWtWlVvvfWWfbxJkyaqWbOmpkyZYh87d+6cxo4dqzNnzsjPz09PPPGEqlev7oyyUUToB+RGT8AR/QBH9INrYX/AEf2A3OgJuDLizhtYenq6EhIS1KFDB0lSVlaWPDw8FB0drTNnzkiSjDEyxigwMFATJkzIsR7cC/2A3OgJOKIf4Ih+cC3sDziiH5AbPQFXRofdwMLDw/Xxxx/rrrvukiRlZmZKkm666Sb7h4/NZpOHh0eOifBsNpv1xaLI0Q/IjZ6AI/oBjugH18L+gCP6AbnRE3BlhFI3uMqVK0u6lIJ7e3tLupSSnzhxwr7O+PHj9cEHH9ivwMCHk/uiH5AbPQFH9AMc0Q+uhf0BR/QDcqMn4Ko4fQ+SJA8PDxlj7B882Yn5iBEjNHbsWG3ZsoXJ7W4g9ANyoyfgiH6AI/rBtbA/4Ih+QG70BFwNR0rBLnvOey8vL0VFRen111/XxIkTtXHjRtWuXdvJ1cFq9ANyoyfgiH6AI/rBtbA/4Ih+QG70BFwJESjsslNyb29vvf/++woKCtKqVatUt25dJ1cGZ6AfkBs9AUf0AxzRD66F/QFH9ANyoyfgSjhSCpeJi4uTJK1evVr169d3cjVwNvoBudETcEQ/wBH94FrYH3BEPyA3egKuwGayj90DHJw/f14BAQHOLgMugn5AbvQEHNEPcEQ/uBb2BxzRD8iNnoCzEUoBAAAAAADAcpy+BwAAAAAAAMsRSgEAAAAAAMByhFIAAAAAAACwHKEUAAAAAAAALEcoBQAAAAAAAMsRSgEAAAAAAMByhFIAAAAAAACwHKEUAACAxbp37y6bzSabzSZvb2+Fh4erefPm+u9//6usrKw8b2fmzJkKCQkpukIBAACKEKEUAACAE9x///3666+/dPDgQX3//fdq0qSJBgwYoFatWikjI8PZ5QEAABQ5QikAAAAn8PX1VUREhG666SbVrVtXL7zwgr755ht9//33mjlzpiRp0qRJqlmzpgICAhQVFaUnn3xSycnJkqTly5erR48eSkxMtB919fLLL0uSUlNT9cwzz+imm25SQECAGjRooOXLlzvnhQIAAFwFoRQAAICLaNq0qWrXrq2vvvpKkuTh4aEpU6Zo165dmjVrlpYuXaqhQ4dKkho2bKjJkycrKChIf/31l/766y8988wzkqT+/ftrzZo1+vTTT7V9+3Z17NhR999/v3777TenvTYAAIDcbMYY4+wiAAAAbiTdu3dXQkKC5s+ff9myzp07a/v27dq9e/dly+bNm6fHH39cp06dknRpTqmBAwcqISHBvs7hw4d188036/Dhw4qMjLSPN2vWTLfffrvGjRtX6K8HAACgILycXQAAAAD+nzFGNptNkvTTTz9p/Pjx2rt3r5KSkpSRkaGLFy8qJSVFxYoVu+Ljd+zYoczMTFWpUiXHeGpqqkJDQ4u8fgAAgLwilAIAAHAhe/bsUXR0tA4ePKhWrVrpiSee0CuvvKKSJUtq1apVeuyxx5SWlnbVUCo5OVmenp7atGmTPD09cywrXry4FS8BAAAgTwilAAAAXMTSpUu1Y8cODRo0SJs2bVJWVpbeeOMNeXhcmgb0888/z7G+j4+PMjMzc4zFxMQoMzNTJ06c0F133WVZ7QAAAPlFKAUAAOAEqampOn78uDIzMxUfH69FixZp/PjxatWqlbp27aqdO3cqPT1db7/9tlq3bq1ffvlF7777bo5tVKhQQcnJyVqyZIlq166tYsWKqUqVKurSpYu6du2qN954QzExMTp58qSWLFmiWrVqqWXLlk56xQAAADlx9T0AAAAnWLRokcqUKaMKFSro/vvv17JlyzRlyhR988038vT0VO3atTVp0iRNmDBBNWrU0Jw5czR+/Pgc22jYsKEef/xxderUSWFhYZo4caIkacaMGeratauGDBmiW265Re3atdOGDRtUrlw5Z7xUAACAK+LqewAAAAAAALAcR0oBAAAAAADAcoRSAAAAAAAAsByhFAAAAAAAACxHKAUAAAAAAADLEUoBAAAAAADAcoRSAAAAAAAAsByhFAAAAAAAACxHKAUAAAAAAADLEUoBAAAAAADAcoRSAAAAAAAAsByhFAAAAAAAACxHKAUAAAAAAADL/R/6dbypUYlIvAAAAABJRU5ErkJggg==",
"text/plain": [
"<Figure size 1200x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"if not cost_df.empty:\n",
" # Ensure datetime conversion for 'start_datetime' column\n",
" if (\n",
" \"start_datetime\" not in cost_df.columns\n",
" or not pd.api.types.is_datetime64_any_dtype(cost_df[\"start_datetime\"])\n",
" ):\n",
" cost_df[\"start_datetime\"] = pd.to_datetime(\n",
" cost_df[\"start_time\"], unit=\"s\", errors=\"coerce\"\n",
" )\n",
"\n",
" # Create a new column for just the date part of 'start_datetime'\n",
" cost_df[\"date\"] = cost_df[\"start_datetime\"].dt.date\n",
"\n",
" # Group by date and sum the amounts\n",
" cost_per_day = cost_df.groupby(\"date\")[\"amount_value\"].sum().reset_index()\n",
"\n",
" # Plot the data\n",
" plt.figure(figsize=(12, 6))\n",
" plt.bar(\n",
" cost_per_day[\"date\"],\n",
" cost_per_day[\"amount_value\"],\n",
" width=0.6,\n",
" color=\"skyblue\",\n",
" alpha=0.8,\n",
" )\n",
" plt.xlabel(\"Date\")\n",
" plt.ylabel(\"Total Cost (USD)\")\n",
" plt.title(\"Total Cost per Day (Last 30 Days)\")\n",
" plt.xticks(rotation=45, ha=\"right\")\n",
" plt.tight_layout()\n",
" plt.show()\n",
"else:\n",
" print(\"No cost data available to plot.\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Visualize Costs by Line Item\n",
"\n",
"We'll create a bar chart to visualize the total costs aggregated by line item. This helps identify which categories (e.g., models or other services) contribute most to the expenses."
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Data retrieved successfully!\n"
]
},
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>start_time</th>\n",
" <th>end_time</th>\n",
" <th>amount_value</th>\n",
" <th>currency</th>\n",
" <th>line_item</th>\n",
" <th>project_id</th>\n",
" <th>start_datetime</th>\n",
" <th>end_datetime</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>1736553600</td>\n",
" <td>1736640000</td>\n",
" <td>0.127440</td>\n",
" <td>usd</td>\n",
" <td>ft-gpt-4o-2024-08-06, input</td>\n",
" <td>proj_hNhhQzyYu7HxySZWs7cA3Ugu</td>\n",
" <td>2025-01-11</td>\n",
" <td>2025-01-12</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>1736553600</td>\n",
" <td>1736640000</td>\n",
" <td>0.003090</td>\n",
" <td>usd</td>\n",
" <td>ft-gpt-4o-2024-08-06, output</td>\n",
" <td>proj_hNhhQzyYu7HxySZWs7cA3Ugu</td>\n",
" <td>2025-01-11</td>\n",
" <td>2025-01-12</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>1736553600</td>\n",
" <td>1736640000</td>\n",
" <td>0.000271</td>\n",
" <td>usd</td>\n",
" <td>assistants api | file search</td>\n",
" <td>proj_L67gOme4S2nBA8aQieEOwLy7</td>\n",
" <td>2025-01-11</td>\n",
" <td>2025-01-12</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>1736553600</td>\n",
" <td>1736640000</td>\n",
" <td>0.000003</td>\n",
" <td>usd</td>\n",
" <td>assistants api | file search</td>\n",
" <td>proj_VV4ZAjd6ALfFd9uh0vY8joR1</td>\n",
" <td>2025-01-11</td>\n",
" <td>2025-01-12</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>1736640000</td>\n",
" <td>1736726400</td>\n",
" <td>0.028607</td>\n",
" <td>usd</td>\n",
" <td>evals | gpt-4o-mini-2024-07-18, input</td>\n",
" <td>proj_L67gOme4S2nBA8aQieEOwLy7</td>\n",
" <td>2025-01-12</td>\n",
" <td>2025-01-13</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" start_time end_time amount_value currency \\\n",
"0 1736553600 1736640000 0.127440 usd \n",
"1 1736553600 1736640000 0.003090 usd \n",
"2 1736553600 1736640000 0.000271 usd \n",
"3 1736553600 1736640000 0.000003 usd \n",
"4 1736640000 1736726400 0.028607 usd \n",
"\n",
" line_item project_id \\\n",
"0 ft-gpt-4o-2024-08-06, input proj_hNhhQzyYu7HxySZWs7cA3Ugu \n",
"1 ft-gpt-4o-2024-08-06, output proj_hNhhQzyYu7HxySZWs7cA3Ugu \n",
"2 assistants api | file search proj_L67gOme4S2nBA8aQieEOwLy7 \n",
"3 assistants api | file search proj_VV4ZAjd6ALfFd9uh0vY8joR1 \n",
"4 evals | gpt-4o-mini-2024-07-18, input proj_L67gOme4S2nBA8aQieEOwLy7 \n",
"\n",
" start_datetime end_datetime \n",
"0 2025-01-11 2025-01-12 \n",
"1 2025-01-11 2025-01-12 \n",
"2 2025-01-11 2025-01-12 \n",
"3 2025-01-11 2025-01-12 \n",
"4 2025-01-12 2025-01-13 "
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"days_ago = 30\n",
"start_time = int(time.time()) - (days_ago * 24 * 60 * 60)\n",
"\n",
"costs_params = {\n",
" \"start_time\": start_time, # Required: Start time (Unix seconds)\n",
" \"bucket_width\": \"1d\", # Optional: Currently only '1d' is supported\n",
" \"limit\": 30, # Optional: Number of buckets to return\n",
" \"group_by\": [\"line_item\"],\n",
"}\n",
"\n",
"line_item_cost_data = get_data(costs_url, costs_params)\n",
"\n",
"# Initialize a list to hold parsed cost records\n",
"cost_records = []\n",
"\n",
"# Extract bucketed cost data from all_costs_data\n",
"for bucket in line_item_cost_data:\n",
" start_time = bucket.get(\"start_time\")\n",
" end_time = bucket.get(\"end_time\")\n",
" for result in bucket.get(\"results\", []):\n",
" cost_records.append(\n",
" {\n",
" \"start_time\": start_time,\n",
" \"end_time\": end_time,\n",
" \"amount_value\": result.get(\"amount\", {}).get(\"value\", 0),\n",
" \"currency\": result.get(\"amount\", {}).get(\"currency\", \"usd\"),\n",
" \"line_item\": result.get(\"line_item\"),\n",
" \"project_id\": result.get(\"project_id\"),\n",
" }\n",
" )\n",
"\n",
"# Create a DataFrame from the cost records\n",
"cost_df = pd.DataFrame(cost_records)\n",
"\n",
"# Convert Unix timestamps to datetime for readability\n",
"cost_df[\"start_datetime\"] = pd.to_datetime(cost_df[\"start_time\"], unit=\"s\")\n",
"cost_df[\"end_datetime\"] = pd.to_datetime(cost_df[\"end_time\"], unit=\"s\")\n",
"\n",
"# Display the first few rows of the DataFrame\n",
"cost_df.head()"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/var/folders/r_/g8r2dz8s2qd104th5p5yxljr0000gp/T/ipykernel_49468/2813361465.py:25: UserWarning: Tight layout not applied. The bottom and top margins cannot be made large enough to accommodate all Axes decorations.\n",
" plt.tight_layout()\n"
]
},
{
"data": {
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RERERERER0ceOBRciIiIiIiIiIiIiIqIq4pJiAGQyGW7dugUtLS1u7ktERERERETvnFwux8OHD2FkZASx+OP8t5CFhYUoKCio7jSIiIiI3qkaNWpASUmpQm1ZcAFw69YtmJiYVHcaRERERERE9Jm5ceMGjI2NqzuNSpHL5bh9+zZycnKqOxUiIiKi90JXVxeGhoavnbDBggsALS0tAEW/6Gpra1dzNkRERERERPSpy8vLg4mJifD36MekuNhSu3ZtqKurc6UIIiIi+mTJ5XLk5+fjzp07AIC6deuW254FF0D45VBbW5sFFyIiIiIiInpvPrZiRWFhoVBs0dfXr+50iIiIiN45iUQCALhz5w5q165d7vJiH+dCsURERERERET03hXv2aKurl7NmRARERG9P8W/+7xu/zoWXIiIiIiIiIioUj62mTlEREREVVHR331YcCEiIiIiIiIiIiIiIqoiFlyIiIiIiIiIiKrA1NQUYWFh1Z3GByMoKAh2dnbltnF0dERERMR7yadYeno6RCIRkpOT3zhGREQEdHV131pORET0aVGu7gSIiIiIiIiI6ONnOnXvexsrfX6P9zZWRSQlJUFDQ6NCbU1NTeHn5wc/P7+3nodIJEJsbCz69Onz1mNXxuTJkzFu3LhqzeFdGTRoELp3716pPo6OjrCzs/vgi3Lp6ekwMzPDmTNnXlswIyKi0rHgQkRERERERERUBQYGBtWdwgdFU1MTmpqa1Z3GOyGRSCCRSKpl7OfPn0NFReWN+hYUFKBGjRpvOaMPZzwiog8FlxQjIiIiIiIiok9eXFwcHBwcoKurC319ffTs2RNXrlwRzj9//hy+vr6oW7cu1NTU0KBBA4SEhAAA5HI5goKCUL9+faiqqsLIyAjjx48X+r68pFh5bR0dHXH9+nVMnDgRIpFI2IA3Ozsbbm5uqFevHtTV1dGsWTNs3rxZIX9HR0eMHz8eU6ZMgZ6eHgwNDREUFKSQAwD07dsXIpFIeH/27Fk4OTlBS0sL2traaNGiBU6fPl3mfQoNDUWzZs2goaEBExMTjBkzBo8ePRLOFy+ptXPnTlhYWEBNTQ0uLi64ceOG0KYiS4pVxIULF9CzZ09oa2tDS0sL7du3Fz4zmUyGWbNmwdjYGKqqqrCzs0NcXJxC/1OnTuGLL76AmpoaWrZsiTNnzpQY4/z58+jWrRs0NTVRp04deHh44N69e2Xm9OqSYsXX+ssvv8DU1BQ6OjoYPHgwHj58CADw9vZGQkICli5dKnzm6enpFRrb0dERvr6+8PPzQ61ateDi4gKgaCZTeHg4unXrBolEgoYNG2Lbtm1Cv+Kl03777Td06NABampqiIqKAgCsW7cOVlZWUFNTQ5MmTfDzzz8L/czMzAAAX3zxBUQiERwdHYVz5fUrbzwios8NCy5ERERERERE9Ml7/Pgx/P39cfr0aRw6dAhisRh9+/aFTCYDACxbtgy7du3Cli1bkJqaiqioKKFosX37dvz0009YvXo1Ll++jJ07d6JZs2aljlNe2x07dsDY2BizZs1CZmYmMjMzAQBPnz5FixYtsHfvXpw/fx6jRo2Ch4cHTp06pRB706ZN0NDQwMmTJ7Fw4ULMmjULBw8eBFC0rBkAbNy4EZmZmcJ7d3d3GBsbIykpCVKpFFOnTi135oFYLMayZctw4cIFbNq0CYcPH8aUKVMU2uTn52Pu3LmIjIxEYmIicnJyMHjw4Mp8HK918+ZNfP3111BVVcXhw4chlUoxfPhwvHjxAgCwdOlSLFmyBIsXL8Y///wDFxcX9OrVC5cvXwYAPHr0CD179oS1tTWkUimCgoIwefJkhTFycnLQsWNHfPHFFzh9+jTi4uKQlZWFgQMHVirXK1euYOfOndizZw/27NmDhIQEzJ8/X8izbdu2GDlypPCZm5iYVHjsTZs2QUVFBYmJiVi1apVw/Mcff0S/fv1w9uxZuLu7Y/DgwUhJSVHoO3XqVEyYMAEpKSlwcXFBVFQUZs6ciblz5yIlJQXz5s3Djz/+iE2bNgGA8LzFx8cjMzMTO3bsAIDX9itrPCKizxGXFCMiIiIiIiKiT16/fv0U3m/YsAEGBga4ePEibGxskJGRAQsLCzg4OEAkEqFBgwZC24yMDBgaGsLZ2Rk1atRA/fr10bp161LHKa+tnp4elJSUoKWlBUNDQ6FPvXr1FIoB48aNw4EDB7BlyxaFcZo3b47AwEAAgIWFBVasWIFDhw6hc+fOwrJmurq6CrEzMjIQEBCAJk2aCP3K8/LeMqamppgzZw5Gjx6tMKOhoKAAK1asQJs2bQAUFQWsrKxw6tSpMu9LZa1cuRI6OjqIiYkRCkSWlpbC+cWLF+P7778XCj0LFizAkSNHEBYWhpUrVyI6OhoymQzr16+HmpoamjZtiv/++w/fffedEGPFihX44osvMG/ePOHYhg0bYGJigkuXLimMVx6ZTIaIiAhoaWkBADw8PHDo0CHMnTsXOjo6UFFRgbq6usLnUtGxLSwssHDhwhJjDhgwACNGjAAAzJ49GwcPHsTy5csVPic/Pz988803wvvAwEAsWbJEOGZmZoaLFy9i9erV8PLyEp4hfX19hVxf16+s8YiIPkec4UJEREREREREn7zLly/Dzc0NDRs2hLa2tjB7JSMjA0DR0k/Jyclo3Lgxxo8fjz/++EPoO2DAADx58gQNGzbEyJEjERsbK8y0eFVl2hYrLCzE7Nmz0axZM+jp6UFTUxMHDhwQcivWvHlzhfd169bFnTt3yo3t7++PESNGwNnZGfPnz1dYRq008fHx6NSpE+rVqwctLS14eHggOzsb+fn5QhtlZWW0atVKeN+kSRPo6uqWmGFRFcnJyWjfvn2ps3Hy8vJw69Yt2NvbKxy3t7cXckhJSUHz5s2hpqYmnG/btq1C+7Nnz+LIkSPCnjOamppCYep19+llpqamQrEFqNjnUtGxW7RoUWr/V6+lbdu2Je5/y5YthZ8fP36MK1euwMfHR2HMOXPmlHutlen38nhERJ8rznAhIiIiIiIiok+eq6srGjRogLVr18LIyAgymQw2NjZ4/vw5AODLL7/EtWvXsH//fsTHx2PgwIFwdnbGtm3bYGJigtTUVMTHx+PgwYMYM2YMFi1ahISEhBIFgcq0LbZo0SIsXboUYWFhwv4pfn5+Qm7FXu0vEomEJdHKEhQUhCFDhmDv3r3Yv38/AgMDERMTg759+5Zom56ejp49e+K7777D3Llzoaenh2PHjsHHxwfPnz+Hurr6a+/z2/I+NqZ/9OgRXF1dsWDBghLn6tatW+E4b/K5VHRsDQ2NCufxqpf7Fu/Ds3btWmFmUjElJaVy86xov6rkSkT0qWDBhYiIiIiIiIg+adnZ2UhNTcXatWvRvn17AMCxY8dKtNPW1sagQYMwaNAg9O/fH127dsX9+/ehp6cHiUQCV1dXuLq6YuzYsWjSpAnOnTuHL7/8skSc8tqqqKigsLBQoX1iYiJ69+6NoUOHAihaourSpUuwtrau1HXWqFGjRGygaCkuS0tLTJw4EW5ubti4cWOpBRepVAqZTIYlS5ZALC5aFGXLli0l2r148QKnT58Wlg9LTU1FTk4OrKysKpVveZo3b45NmzahoKCgREFDW1sbRkZGSExMRIcOHYTjiYmJQk5WVlb45Zdf8PTpU2GWy4kTJxTifPnll9i+fTtMTU2hrPzuviIr7TOv6tgnTpyAp6enwvsvvviizPZ16tSBkZERrl69Cnd39zLzBKCQa0X6ERHR/+OSYkRERERERET0SatZsyb09fWxZs0apKWl4fDhw/D391doExoais2bN+Pff//FpUuXsHXrVhgaGkJXVxcRERFYv349zp8/j6tXr+LXX3+FRCJR2Oel2Ovampqa4s8//8TNmzdx7949AEX7dBw8eBB///03UlJS8O233yIrK6vS12lqaopDhw7h9u3bePDgAZ48eQJfX18cPXoU169fR2JiIpKSksosjDRq1AgFBQVYvnw5rl69il9++UVho/ZiNWrUwLhx43Dy5ElIpVJ4e3vjq6++emv7twCAr68v8vLyMHjwYJw+fRqXL1/GL7/8gtTUVABAQEAAFixYgN9++w2pqamYOnUqkpOTMWHCBADAkCFDIBKJMHLkSFy8eBH79u3D4sWLFcYYO3Ys7t+/Dzc3NyQlJeHKlSs4cOAAhg0bVmrh6k2Zmpri5MmTSE9Px7179yCTyao89tatW7FhwwZcunQJgYGBOHXqFHx9fcvtExwcjJCQECxbtgyXLl3CuXPnsHHjRoSGhgIAateuDYlEgri4OGRlZSE3N7dC/YiI6P+x4EJEREREREREnzSxWIyYmBhIpVLY2Nhg4sSJWLRokUIbLS0tLFy4EC1btkSrVq2Qnp6Offv2QSwWQ1dXF2vXroW9vT2aN2+O+Ph47N69G/r6+iXGel3bWbNmIT09Hebm5sIm5TNmzMCXX34JFxcXODo6wtDQEH369Kn0dS5ZsgQHDx6EiYkJvvjiCygpKSE7Oxuenp6wtLTEwIED0a1bNwQHB5fa39bWFqGhoViwYAFsbGwQFRWFkJCQEu3U1dXx/fffY8iQIbC3t4empiZ+++23SudbHn19fRw+fBiPHj1Chw4d0KJFC6xdu1aY7TJ+/Hj4+/tj0qRJaNasGeLi4rBr1y5YWFgAADQ1NbF7926cO3cOX3zxBaZPn15i+a7iWTKFhYXo0qULmjVrBj8/P+jq6gozfN6GyZMnQ0lJCdbW1jAwMEBGRkaVxw4ODkZMTAyaN2+OyMhIbN68+bUzokaMGIF169Zh48aNaNasGTp06ICIiAiYmZkBKNqbZ9myZVi9ejWMjIzQu3fvCvUjIqL/J5LL5fLqTqK65eXlQUdHB7m5udDW1q7udIiIiIiIiOgT97H+Hfr06VNcu3YNZmZmCpuR0+cjIiICfn5+yMnJqVIcR0dHeHt7w9vb+63k9TkRiUSIjY19o6IcERG9mYr+DsQZLkRERERERERERERERFXEggsREREREREREREREVEVseBCREREREREREQV4u3tXeXlxIrj2NnZVTnO50gul3M5MSKiD5RydSdARERERERERESfF+7dQkREnyIWXIiI6OMSpPMOY+e+u9hERERERERERPRJ45JiREREREREREREREREVcSCCxERERERERERERERURWx4EJERERERERERERERFRFLLgQERERERERERERERFVEQsuREREREREREREREREVaRc3QkQERERERER0ScgSOc9jpX7/saqAFNTU/j5+cHPz6+6U/kgBAUFYefOnUhOTi6zjaOjI7y9veHt7V1mm8TERIwePRr//vsvevToAT8/Pzg5OeHBgwfQ1dVFREQE/Pz8kJOT89avoTodPXpU4TqJiOjjwRkuRERERERERERVkJSUhFGjRlWorampKcLCwt5JHiKRCDt37nwnsStj8uTJOHToUJXj+Pv7w87ODteuXUNERATatWuHzMxM6Oi8x+IeERFRJXCGCxERERERERFRFRgYGFR3Ch8UTU1NaGpqVjnOlStXMHr0aBgbGwvHDA0Nqxy3OhUWFkIkEkEs5r+BJiL6FPG/7kRERERERET0yYuLi4ODgwN0dXWhr6+Pnj174sqVK8L558+fw9fXF3Xr1oWamhoaNGiAkJAQAIBcLkdQUBDq168PVVVVGBkZYfz48ULfl2etlNfW0dER169fx8SJEyESiSASiQAA2dnZcHNzQ7169aCuro5mzZph8+bNCvk7Ojpi/PjxmDJlCvT09GBoaIigoCCFHACgb9++EIlEwvuzZ8/CyckJWlpa0NbWRosWLXD69Oky71NoaCiaNWsGDQ0NmJiYYMyYMXj06JFwPiIiArq6uti5cycsLCygpqYGFxcX3LhxQ2gTFBQEOzu7in0wpUhPT4dIJEJ2djaGDx8OkUiEiIgIHD16FCKRqNwlxH7//Xd8+eWXUFNTQ8OGDREcHIwXL16U2f7o0aNo3bo1NDQ0oKurC3t7e1y/fr3C8Sp6v3bt2gVra2uoqqoiIyMDz549w/fffw8TExOoqqqiUaNGWL9+vUJuUqkULVu2hLq6Otq1a4fU1NQ3uJtERPQ+seBCRERERERERJ+8x48fw9/fH6dPn8ahQ4cgFovRt29fyGQyAMCyZcuwa9cubNmyBampqYiKihKKFtu3b8dPP/2E1atX4/Lly9i5cyeaNWtW6jjltd2xYweMjY0xa9YsZGZmIjMzEwDw9OlTtGjRAnv37sX58+cxatQoeHh44NSpUwqxN23aBA0NDZw8eRILFy7ErFmzcPDgQQBFy5oBwMaNG5GZmSm8d3d3h7GxMZKSkiCVSjF16lTUqFGjzPskFouxbNkyXLhwAZs2bcLhw4cxZcoUhTb5+fmYO3cuIiMjkZiYiJycHAwePLgyH0e5TExMkJmZCW1tbYSFhSEzMxODBg16bb+//voLnp6emDBhAi5evIjVq1cjIiICc+fOLbX9ixcv0KdPH3To0AH//PMPjh8/jlGjRgmFsIrEq+j9WrBgAdatW4cLFy6gdu3a8PT0xObNm7Fs2TKkpKRg9erVJWYFTZ8+HUuWLMHp06ehrKyM4cOHV/ZWEhHRe8YlxYiIiIiIiIjok9evXz+F9xs2bICBgQEuXrwIGxsbZGRkwMLCAg4ODhCJRGjQoIHQNiMjA4aGhnB2dkaNGjVQv359tG7dutRxymurp6cHJSUlaGlpKSyNVa9ePUyePFl4P27cOBw4cABbtmxRGKd58+YIDAwEAFhYWGDFihU4dOgQOnfuLCxrpqurqxA7IyMDAQEBaNKkidCvPH5+fsLPpqammDNnDkaPHo2ff/5ZOF5QUIAVK1agTZs2AIoKQVZWVjh16lSZ96UylJSUYGhoCJFIBB0dnQovIxYcHIypU6fCy8sLANCwYUPMnj0bU6ZMEe7by/Ly8pCbm4uePXvC3NwcAGBlZVWpeBW9Xz///DNsbW0BAJcuXcKWLVtw8OBBODs7C7FfNXfuXHTo0AEAMHXqVPTo0QNPnz6Fmppahe4HERG9f5zhQkRERERERESfvMuXL8PNzQ0NGzaEtra2MHslIyMDAODt7Y3k5GQ0btwY48ePxx9//CH0HTBgAJ48eYKGDRti5MiRiI2NLXOZqsq0LVZYWIjZs2ejWbNm0NPTg6amJg4cOCDkVqx58+YK7+vWrYs7d+6UG9vf3x8jRoyAs7Mz5s+fr7CMWmni4+PRqVMn1KtXD1paWvDw8EB2djby8/OFNsrKymjVqpXwvkmTJtDV1UVKSkq5sd+1s2fPYtasWcIeMpqamhg5ciQyMzMV8i+mp6cHb29vuLi4wNXVFUuXLhVmHVU0XkXul4qKisJnl5ycDCUlJaGYUpaX+9StWxcAXvt5ExFR9WLBhYiIiIiIiIg+ea6urrh//z7Wrl2LkydP4uTJkwCK9m4BgC+//BLXrl3D7Nmz8eTJEwwcOBD9+/cHULTEVWpqKn7++WdIJBKMGTMGX3/9NQoKCkqMU5m2xRYtWoSlS5fi+++/x5EjR5CcnAwXFxcht2KvLgUmEomEJdHKEhQUhAsXLqBHjx44fPgwrK2tERsbW2rb9PR09OzZE82bN8f27dshlUqxcuVKhfv0IXv06BGCg4ORnJwsvM6dO4fLly+XOStk48aNOH78ONq1a4fffvsNlpaWOHHiRIXiVfR+SSQSYZmy4vcV8fLnXdz/dZ83ERFVLy4pRkRERERERESftOzsbKSmpmLt2rVo3749AODYsWMl2mlra2PQoEEYNGgQ+vfvj65du+L+/fvQ09ODRCKBq6srXF1dMXbsWDRp0gTnzp3Dl19+WSJOeW1VVFRQWFio0D4xMRG9e/fG0KFDARR9qX7p0iVYW1tX6jpr1KhRIjYAWFpawtLSEhMnToSbmxs2btyIvn37lmgnlUohk8mwZMkSiMVF/0Z3y5YtJdq9ePECp0+fFpYPS01NRU5OjsJyXNXhyy+/RGpqKho1alSpfl988QW++OIL/PDDD2jbti2io6Px1VdfvTZeRe/Xq5o1awaZTIaEhARhSTEiIvo0sOBCRERERERERJ+0mjVrQl9fH2vWrEHdunWRkZGBqVOnKrQJDQ1F3bp18cUXX0AsFmPr1q0wNDSErq4uIiIiUFhYiDZt2kBdXR2//vorJBKJwj4vxV7X1tTUFH/++ScGDx4MVVVV1KpVCxYWFti2bRv+/vtv1KxZE6GhocjKyqp0wcXU1BSHDh2Cvb09VFVVoaamhoCAAPTv3x9mZmb477//kJSUVGI/m2KNGjVCQUEBli9fDldXVyQmJmLVqlUl2tWoUQPjxo3DsmXLoKysDF9fX3z11VdvZf+Wqpg5cyZ69uyJ+vXro3///hCLxTh79izOnz+POXPmlGh/7do1rFmzBr169YKRkRFSU1Nx+fJleHp6ViheRe/Xq0xNTeHl5YXhw4dj2bJlsLW1xfXr13Hnzh0MHDjwrd8XIiJ6f6q14PLnn39i0aJFkEqlyMzMRGxsLPr06SOcl8vlCAwMxNq1a5GTkwN7e3uEh4crbPB2//59jBs3Drt374ZYLEa/fv2wdOlSaGpqVsMVEREREREREX2mgnKrO4MyicVixMTEYPz48bCxsUHjxo2xbNkyODo6Cm20tLSwcOFCXL58GUpKSmjVqhX27dsHsVgMXV1dzJ8/H/7+/igsLESzZs2we/du6OvrlxjrdW1nzZqFb7/9Fubm5nj27BnkcjlmzJiBq1evwsXFBerq6hg1ahT69OmD3NzK3dMlS5bA398fa9euRb169XDp0iVkZ2fD09MTWVlZqFWrFr755hsEBweX2t/W1hahoaFYsGABfvjhB3z99dcICQkRChDF1NXV8f3332PIkCG4efMm2rdvj/Xr11cq13fBxcUFe/bswaxZs7BgwQLUqFEDTZo0wYgRI0ptr66ujn///RebNm1CdnY26tati7Fjx+Lbb7+tULyK3q/ShIeHY9q0aRgzZgyys7NRv359TJs27e3dDCIiqhYiuVwur67B9+/fj8TERLRo0QLffPNNiYLLggULEBISgk2bNsHMzAw//vgjzp07h4sXLwprb3br1g2ZmZlYvXo1CgoKMGzYMLRq1QrR0dEVziMvLw86OjrIzc2Ftrb2275MIiJ6m4J03mHsD/dLAiIiIvq0fKx/hz59+hTXrl2DmZlZmXti0KctIiICfn5+yMnJqVIcR0dHeHt7w9vb+63kRURE9C5V9Hegap3h0q1bN3Tr1q3Uc3K5HGFhYZgxYwZ69+4NAIiMjESdOnWwc+dODB48GCkpKYiLi0NSUhJatmwJAFi+fDm6d++OxYsXw8jI6L1dCxERERERERERERERfb7E1Z1AWa5du4bbt28rbB6mo6ODNm3a4Pjx4wCA48ePQ1dXVyi2AICzszPEYjFOnjz53nMmIiIiIiIiIiIiIqLP0wdbcLl9+zYAoE6dOgrH69SpI5y7ffs2ateurXBeWVkZenp6QpvSPHv2DHl5eQovIiIiIiIiIiIqn7e3d5WXEyuOY2dnV+U4REREH5IPtuDyLoWEhEBHR0d4mZiYVHdKRERERERERESfDRZciIjoU/TBFlwMDQ0BAFlZWQrHs7KyhHOGhoa4c+eOwvkXL17g/v37QpvS/PDDD8jNzRVeN27ceMvZExERERERERERERHR5+SDLbiYmZnB0NAQhw4dEo7l5eXh5MmTaNu2LQCgbdu2yMnJgVQqFdocPnwYMpkMbdq0KTO2qqoqtLW1FV5ERERERERERERERERvSrk6B3/06BHS0tKE99euXUNycjL09PRQv359+Pn5Yc6cObCwsICZmRl+/PFHGBkZoU+fPgAAKysrdO3aFSNHjsSqVatQUFAAX19fDB48GEZGRtV0VURERERERERERERE9Lmp1oLL6dOn4eTkJLz39/cHAHh5eSEiIgJTpkzB48ePMWrUKOTk5MDBwQFxcXFQU1MT+kRFRcHX1xedOnWCWCxGv379sGzZsvd+LURERERERERERERE9PkSyeVyeXUnUd3y8vKgo6OD3NxcLi9GRPShC9J5h7Fz311sIiIiopd8rH+HPn36FNeuXYOZmZnCP4YkIiIi+pRV9HegD3YPFyIiIiIiIiKij0lERAR0dXXfuH9QUBC8vb3fWj70eXN0dISfn191p0FE9FlhwYWIiIiIiIiIqqzZpmbv7UVVc/ToUYhEIuTk5FSq3+jRoyESiRAWFlblHHbs2IHOnTvDwMAA2traaNu2LQ4cOFCi3cqVK2Fqago1NTW0adMGp06dEs7dv38f48aNQ+PGjSGRSFC/fn2MHz8eubmlz1zPzs6GsbFxha9969ataNKkCdTU1NCsWTPs27dP4fyjR4/g6+sLY2NjSCQSWFtbY9WqVa+Ne//+fbi7u0NbWxu6urrw8fHBo0ePFNrI5XIsXrwYlpaWUFVVRb169TB37tzXxn7Zjh07MHv27Er1eRuCgoJgZ2f33sclIvoQsOBCRERERERERETlio2NxYkTJ2BkZPRW4v3555/o3Lkz9u3bB6lUCicnJ7i6uuLMmTNCm99++w3+/v4IDAzE//73P9ja2sLFxQV37twBANy6dQu3bt3C4sWLcf78eURERCAuLg4+Pj6ljunj44PmzZtXKL+///4bbm5u8PHxwZkzZ9CnTx/06dMH58+fF9r4+/sjLi4Ov/76K1JSUuDn5wdfX1/s2rWr3Nju7u64cOECDh48iD179uDPP//EqFGjFNpMmDAB69atw+LFi/Hvv/9i165daN26dYVyL6anpwctLa1K9SEioqphwYWIiIiIiIiIPnkymQwhISEwMzODRCKBra0ttm3bJpwzNjZGeHi4Qp8zZ85ALBbj+vXrAIDQ0FA0a9YMGhoaMDExwZgxY0rMTHjZ2bNn4eTkBC0tLWhra6NFixY4ffp0la7j33//hYODA9TU1GBtbY34+HiIRCLs3LkTAJCeng6RSISYmBi0a9cOampqsLGxQUJCgnDeyckJAFCzZk2IRKLXLmN28+ZNjBs3DlFRUahRo0aJ8+fOnUPHjh0hkUigr6+PUaNGlXtfACAsLAxTpkxBq1atYGFhgXnz5sHCwgK7d+8W2oSGhmLkyJEYNmyYMHtEXV0dGzZsAADY2Nhg+/btcHV1hbm5OTp27Ii5c+di9+7dePHihcJ44eHhyMnJweTJk8vNq9jSpUvRtWtXBAQEwMrKCrNnz8aXX36JFStWCG3+/vtveHl5wdHREaamphg1ahRsbW0VZuG8KiUlBXFxcVi3bh3atGkDBwcHLF++HDExMbh165bQJjw8HL///jt69eoFMzMztGjRAp07d65Q7sVeXVLM1NQU8+bNw/Dhw6GlpYX69etjzZo1wvnXPTtA6cvm7dy5EyKRSDgfHByMs2fPQiQSQSQSISIiolJ5ExF9zFhwISIiIiIiIqJPXkhICCIjI7Fq1SpcuHABEydOxNChQ5GQkACxWAw3NzdER0cr9ImKioK9vT0aNGgAABCLxVi2bBkuXLiATZs24fDhw5gyZUqZY7q7u8PY2BhJSUmQSqWYOnVqqQWLiiosLESfPn2grq6OkydPYs2aNZg+fXqpbQMCAjBp0iScOXMGbdu2haurK7Kzs2FiYoLt27cDAFJTU5GZmYmlS5eWOaZMJoOHhwcCAgLQtGnTEucfP34MFxcX1KxZE0lJSdi6dSvi4+Ph6+tbqWuTyWR4+PAh9PT0AADPnz+HVCqFs7Oz0EYsFsPZ2RnHjx8vM05ubi60tbWhrKwsHLt48SJmzZqFyMhIiMUV+yrs+PHjCmMDgIuLi8LY7dq1w65du3Dz5k3I5XIcOXIEly5dQpcuXcqNq6uri5YtWwrHnJ2dIRaLcfLkSQDA7t270bBhQ+zZswdmZmYwNTXFiBEjcP/+/QrlXp4lS5agZcuWOHPmDMaMGYPvvvsOqampCm3KenYqYtCgQZg0aRKaNm2KzMxMZGZmYtCgQVXOm4joY8GCCxERERERERF90p49e4Z58+Zhw4YNcHFxQcOGDeHt7Y2hQ4di9erVAIqKI4mJicjIyABQVACIiYmBu7u7EMfPzw9OTk4wNTVFx44dMWfOHGzZsqXMcTMyMuDs7IwmTZrAwsICAwYMgK2t7Rtfx8GDB3HlyhVERkbC1tYWDg4OZe7r4evri379+sHKygrh4eHQ0dHB+vXroaSkJBQ1ateuDUNDQ+jo6JQ55oIFC6CsrIzx48eXej46OhpPnz5FZGQkbGxs0LFjR6xYsQK//PILsrKyKnxtixcvxqNHjzBw4EAAwL1791BYWIg6deootKtTpw5u375daox79+5h9uzZCstzPXv2DG5ubli0aBHq169f4Xxu37792rGXL18Oa2trGBsbQ0VFBV27dsXKlSvx9ddflxu3du3aCseUlZWhp6cnxL569SquX7+OrVu3IjIyEhEREZBKpejfv3+F8y9L9+7dMWbMGDRq1Ajff/89atWqhSNHjii0KevZqQiJRAJNTU0oKyvD0NAQhoaGkEgkVc6biOhjwYILEREREREREX3S0tLSkJ+fj86dO0NTU1N4RUZG4sqVKwAAOzs7WFlZCbNcEhIScOfOHQwYMECIEx8fj06dOqFevXrQ0tKCh4cHsrOzkZ+fX+q4/v7+GDFiBJydnTF//nxhrDeVmpoKExMTGBoaCsfK2tejbdu2ws/Kyspo2bIlUlJSyowdFRWlcG/++usvSKVSLF26FBEREcKSUa9KSUmBra0tNDQ0hGP29vaQyWTCzImX444ePbpEjOjoaAQHB2PLli0lihEVlZeXhx49esDa2hpBQUHC8R9++AFWVlYYOnRoqf0yMjIU8ps3b16Fx1y+fDlOnDiBXbt2QSqVYsmSJRg7dizi4+MBAKNHj1aIXVEymQzPnj1DZGQk2rdvD0dHR6xfvx5HjhwpMRulsl7ew0YkEsHQ0FDYE6dYZZ8dIiL6f8qvb0JERERERERE9PEq3k9k7969qFevnsI5VVVV4Wd3d3dER0dj6tSpiI6ORteuXaGvrw+gaH+Lnj174rvvvsPcuXOhp6eHY8eOwcfHB8+fP4e6unqJcYOCgjBkyBDs3bsX+/fvR2BgIGJiYtC3b993eLVvplevXmjTpo3wvl69eli9ejXu3LmjMDOksLAQkyZNQlhYGNLT0ysUOzk5WfhZW1tb4VxMTAxGjBiBrVu3KizhVatWLSgpKZWYJZOVlaVQcAKAhw8fomvXrtDS0kJsbKzCsm2HDx/GuXPnhP165HK5EH/69On48ccfFfIrnv1jaGhY7thPnjzBtGnTEBsbix49egAoKmYkJydj8eLFcHZ2xqxZs0rsGVNagePFixe4f/++ELtu3bpQVlaGpaWl0MbKygpAUYGocePGeFOvLmknEokgk8kq3F8sFgv3sFhBQcEb50NE9KnhDBciIiIiIiIi+qRZW1tDVVUVGRkZaNSokcLLxMREaDdkyBCcP38eUqkU27ZtU1hOTCqVQiaTYcmSJfjqq69gaWkpbHJeHktLS0ycOBF//PEHvvnmG2zcuPGNr6Nx48a4ceOGQiEgKSmp1LYnTpwQfn7x4gWkUqnwpb2KigqAouJJMS0tLYX7IpFI4OHhgX/++QfJycnCy8jICAEBAThw4ACAokLA2bNn8fjxYyFWYmIixGKxUBh4Oe7LM1g2b96MYcOGYfPmzULRopiKigpatGiBQ4cOCcdkMhkOHTqkMAMjLy8PXbp0gYqKCnbt2gU1NTWFONu3b8fZs2eF/NetWwcA+OuvvzB27FgoKysr5FdccGnbtq3C2EDRkm7FYxcUFKCgoKDEnjBKSkpCAaN27doKsYvj5uTkQCqVCn0OHz4MmUwmFLzs7e3x4sULhRlRly5dAgBhP6F3qbxnx8DAAA8fPlT4vF8uWAFFn93LzxYR0eeEM1yIiIiIiIiI6JOmpaWFyZMnY+LEiZDJZHBwcEBubi4SExOhra0NLy8vAICpqSnatWsHHx8fFBYWolevXkKMRo0aoaCgAMuXL4erqysSExOxatWqMsd88uQJAgIC0L9/f5iZmeG///5DUlIS+vXr98bX0blzZ5ibm8PLywsLFy7Ew4cPMWPGDAAoseTXypUrYWFhASsrK/z000948OABhg8fDqDoS3uRSIQ9e/age/fuwr4br9LX1xdm+BSrUaMGDA0NhWKKu7s7AgMD4eXlhaCgINy9exfjxo2Dh4dHiT1QXhYdHQ0vLy8sXboUbdq0EfYvkUgkwp4y/v7+8PLyQsuWLdG6dWuEhYXh8ePHGDZsGID/L7bk5+fj119/RV5eHvLy8gAUFQaUlJRgbm6uMO69e/cAFBWKdHV1y8xvwoQJ6NChA5YsWYIePXogJiYGp0+fxpo1awAUzdTp0KEDAgICIJFI0KBBAyQkJCAyMhKhoaFlxrWyskLXrl0xcuRIrFq1CgUFBfD19cXgwYNhZGQEAHB2dsaXX36J4cOHIywsDDKZDGPHjkXnzp0VZr28K+U9O23atIG6ujqmTZuG8ePH4+TJk4iIiFDob2pqimvXriE5ORnGxsbQ0tJSmElGRPQp4wwXIiIiIiIiIvrkzZ49Gz/++CNCQkKEL7337t0LMzMzhXbu7u44e/Ys+vbtq7DZt62tLUJDQ7FgwQLY2NggKioKISEhZY6npKSE7OxseHp6wtLSEgMHDkS3bt0QHBz8xtegpKSEnTt34tGjR2jVqhVGjBiB6dOnA0CJmR3z58/H/PnzYWtri2PHjmHXrl2oVasWgKLlwoKDgzF16lTUqVMHvr6+b5yTuro6Dhw4gPv376NVq1bo378/OnXqhBUrVpTbb82aNXjx4gXGjh2LunXrCq8JEyYIbQYNGoTFixdj5syZsLOzQ3JyMuLi4oRCzv/+9z+cPHkS586dQ6NGjRTi3Lhx442vCQDatWuH6OhorFmzBra2tti2bRt27twJGxsboU1MTAxatWoFd3d3WFtbY/78+Zg7d26p+9S8LCoqCk2aNEGnTp3QvXt3ODg4CIUcoGjZrt27d6NWrVr4+uuv0aNHD1hZWSEmJkZok56eDpFIhKNHj1bpOktT3rOjp6eHX3/9Ffv27UOzZs2wefNmhT1zAKBfv37o2rUrnJycYGBggM2bN7/1HImIPlQi+asLL36G8vLyoKOjg9zc3BJriRIR0QcmSOcdxs59d7GJiIiIXvKx/h369OlTXLt2DWZmZiW+4KeqCwoKQnp6eokZA+VJTEyEg4MD0tLSYG5ujvT0dJiZmeHMmTOws7N7Z7lS9Tpy5Ai++eYbXL16FTVr1nwrMfnsEBGVraK/A3FJMSIiIiIiIiKij0RsbCw0NTVhYWGBtLQ0TJgwAfb29iWWzqJP2759+zBt2rS3VmwhIqK3gwUXIiIiIiIiIqKPxMOHD/H9998jIyMDtWrVgrOzM5YsWVLdadF7tmjRoupOgYiISsGCCxERERERERHRB8DR0RE5OTnltvH09ISnp2eZ501NTcHV4+lN8NkhIqo6FlyIiIiIiIiIiD4Ajo6O1Z0CERERVYG4uhMgIiIiIiIiIiIiIiL62LHgQkREREREREREREREVEUsuBAREREREREREREREVURCy5ERERERERERERERERVxIILERERERERERERERFRFbHgQkREREREREREREREVEXK1Z0AEREREREREX38UppYvbexrP5NeW9jVUZERAT8/PyQk5PzRv2DgoKQnp6OiIiIt5oXERERvR+c4UJERERERERE9Bk5evQoRCJRpQtDo0ePhkgkQlhYWJVz2LFjBzp37gwDAwNoa2ujbdu2OHDgQIl2K1euhKmpKdTU1NCmTRucOnVKOHf//n2MGzcOjRs3hkQiQf369TF+/Hjk5uaWOmZ2djaMjY0rfO1bt25FkyZNoKamhmbNmmHfvn0K5x89egRfX18YGxtDIpHA2toaq1atem3c+/fvw93dHdra2tDV1YWPjw8ePXqk0EYul2Px4sWwtLSEqqoq6tWrh7lz57429tsWFBQEOzu7dxI7IiICurq67yQ2EVF1YcGFiIiIiIiIiIjKFRsbixMnTsDIyOitxPvzzz/RuXNn7Nu3D1KpFE5OTnB1dcWZM2eENr/99hv8/f0RGBiI//3vf7C1tYWLiwvu3LkDALh16xZu3bqFxYsX4/z584iIiEBcXBx8fHxKHdPHxwfNmzevUH5///033Nzc4OPjgzNnzqBPnz7o06cPzp8/L7Tx9/dHXFwcfv31V6SkpMDPzw++vr7YtWtXubHd3d1x4cIFHDx4EHv27MGff/6JUaNGKbSZMGEC1q1bh8WLF+Pff//Frl270Lp16wrlTkRE1YcFFyIiIiIiIiL65MlkMoSEhMDMzAwSiQS2trbYtm2bcM7Y2Bjh4eEKfc6cOQOxWIzr168DAEJDQ9GsWTNoaGjAxMQEY8aMKTEz4WVnz56Fk5MTtLS0oK2tjRYtWuD06dNVuo5///0XDg4OUFNTg7W1NeLj4yESibBz504AQHp6OkQiEWJiYtCuXTuoqanBxsYGCQkJwnknJycAQM2aNSESieDt7V3umDdv3sS4ceMQFRWFGjVqlDh/7tw5dOzYERKJBPr6+hg1alS59wUAwsLCMGXKFLRq1QoWFhaYN28eLCwssHv3bqFNaGgoRo4ciWHDhgmzR9TV1bFhwwYAgI2NDbZv3w5XV1eYm5ujY8eOmDt3Lnbv3o0XL14ojBceHo6cnBxMnjy53LyKLV26FF27dkVAQACsrKwwe/ZsfPnll1ixYoXQ5u+//4aXlxccHR1hamqKUaNGwdbWVmEWzqtSUlIQFxeHdevWoU2bNnBwcMDy5csRExODW7duCW3Cw8Px+++/o1evXjAzM0OLFi3QuXPnCuVe7NmzZxg/fjxq164NNTU1ODg4ICkpSThf2gyTnTt3QiQSCeeDg4Nx9uxZiEQiiEQiYbk7kUiE8PBwdOvWDRKJBA0bNhT+9wSUPosqOTkZIpEI6enpOHr0KIYNG4bc3FwhdlBQUKWuj4joQ8SCCxERERERERF98kJCQhAZGYlVq1bhwoULmDhxIoYOHYqEhASIxWK4ubkhOjpaoU9UVBTs7e3RoEEDAIBYLMayZctw4cIFbNq0CYcPH8aUKVPKHNPd3R3GxsZISkqCVCrF1KlTSy1YVFRhYSH69OkDdXV1nDx5EmvWrMH06dNLbRsQEIBJkybhzJkzaNu2LVxdXZGdnQ0TExNs374dAJCamorMzEwsXbq0zDFlMhk8PDwQEBCApk2bljj/+PFjuLi4oGbNmkhKSsLWrVsRHx8PX1/fSl2bTCbDw4cPoaenBwB4/vw5pFIpnJ2dhTZisRjOzs44fvx4mXFyc3Ohra0NZeX/37b44sWLmDVrFiIjIyEWV+yrsOPHjyuMDQAuLi4KY7dr1w67du3CzZs3IZfLceTIEVy6dAldunQpN66uri5atmwpHHN2doZYLMbJkycBALt370bDhg2xZ88emJmZwdTUFCNGjMD9+/crlHuxKVOmYPv27di0aRP+97//oVGjRnBxcalwnEGDBmHSpElo2rQpMjMzkZmZiUGDBgnnf/zxR/Tr1w9nz56Fu7s7Bg8ejJSUiu2v1K5dO4SFhUFbW1uIXdFiGBHRh4wFFyIiIiIiIiL6pD179gzz5s3Dhg0b4OLigoYNG8Lb2xtDhw7F6tWrARQVRxITE5GRkQGgqAAQExMDd3d3IY6fnx+cnJxgamqKjh07Ys6cOdiyZUuZ42ZkZMDZ2RlNmjSBhYUFBgwYAFtb2ze+joMHD+LKlSuIjIyEra0tHBwcytzXw9fXF/369YOVlRXCw8Oho6OD9evXQ0lJSShq1K5dG4aGhtDR0SlzzAULFkBZWRnjx48v9Xx0dDSePn2KyMhI2NjYoGPHjlixYgV++eUXZGVlVfjaFi9ejEePHmHgwIEAgHv37qGwsBB16tRRaFenTh3cvn271Bj37t3D7NmzFZbnevbsGdzc3LBo0SLUr1+/wvncvn37tWMvX74c1tbWMDY2hoqKCrp27YqVK1fi66+/Ljdu7dq1FY4pKytDT09PiH316lVcv34dW7duRWRkJCIiIiCVStG/f/8K5//48WOEh4dj0aJF6NatG6ytrbF27VpIJBKsX7++QjEkEgk0NTWhrKwMQ0NDGBoaQiKRCOcHDBiAESNGwNLSErNnz0bLli2xfPnyCsVWUVGBjo4ORCKREFtTU7PC10dE9KFiwYWIiIiIiIiIPmlpaWnIz89H586doampKbwiIyNx5coVAICdnR2srKyEWS4JCQm4c+cOBgwYIMSJj49Hp06dUK9ePWhpacHDwwPZ2dnIz88vdVx/f3+MGDECzs7OmD9/vjDWm0pNTYWJiQkMDQ2FY2Xt69G2bVvhZ2VlZbRs2bLc2QdRUVEK9+avv/6CVCrF0qVLERERISwz9aqUlBTY2tpCQ0NDOGZvbw+ZTIbU1FQAUIg7evToEjGio6MRHByMLVu2lChGVFReXh569OgBa2trhaWpfvjhB1hZWWHo0KGl9svIyFDIb968eRUec/ny5Thx4gR27doFqVSKJUuWYOzYsYiPjwcAjB49WiF2RclkMjx79gyRkZFo3749HB0dsX79ehw5ckS4p69z5coVFBQUwN7eXjhWo0YNtG7dusKzUF7n5Wes+P3bik1E9LFSfn0TIiIiIiIiIqKPV/F+Inv37kW9evUUzqmqqgo/u7u7Izo6GlOnTkV0dDS6du0KfX19AEV7n/Ts2RPfffcd5s6dCz09PRw7dgw+Pj54/vw51NXVS4wbFBSEIUOGYO/evdi/fz8CAwMRExODvn37vsOrfTO9evVCmzZthPf16tXD6tWrcefOHYWZIYWFhZg0aRLCwsKQnp5eodjJycnCz9ra2grnYmJiMGLECGzdulVhCa9atWpBSUmpxCyZrKwshYITADx8+BBdu3aFlpYWYmNjFZZtO3z4MM6dOyfsLyKXy4X406dPx48//qiQX/HsH0NDw3LHfvLkCaZNm4bY2Fj06NEDANC8eXMkJydj8eLFcHZ2xqxZs0osk2VoaIg7d+4oHHvx4gXu378vxK5bty6UlZVhaWkptLGysgJQVCBq3Lgx3gaxWCzcj2IFBQVvLTYAhfhvKzYR0YeMM1yIiIiIiIiI6JNmbW0NVVVVZGRkoFGjRgovExMTod2QIUNw/vx5SKVSbNu2TWE5MalUCplMhiVLluCrr76CpaWlsMl5eSwtLTFx4kT88ccf+Oabb7Bx48Y3vo7GjRvjxo0bCoWAlzdBf9mJEyeEn1+8eAGpVCp8aa+iogKgqHhSTEtLS+G+SCQSeHh44J9//kFycrLwMjIyQkBAAA4cOACgqBBw9uxZPH78WIiVmJgIsVgsFAZejvvyDJbNmzdj2LBh2Lx5s1C0KKaiooIWLVrg0KFDwjGZTIZDhw4pzKzIy8tDly5doKKigl27dkFNTU0hzvbt23H27Fkh/3Xr1gEA/vrrL4wdOxbKysoK+RUXXNq2baswNlC0pFvx2AUFBSgoKCixJ4ySkhJkMhmAoiXbXo5dHDcnJwdSqVToc/jwYchkMqHgZW9vjxcvXijMiLp06RIACPsJvY65uTlUVFSQmJgoHCsoKEBSUhKsra0BAAYGBnj48KHCZ/dy8Qko+hxefk5e9vIzVvy++BkzMDAAAGRmZr5RbCKijxVnuBARERERERHRJ01LSwuTJ0/GxIkTIZPJ4ODggNzcXCQmJkJbWxteXl4AAFNTU7Rr1w4+Pj4oLCxEr169hBiNGjVCQUEBli9fDldXVyQmJmLVqlVljvnkyRMEBASgf//+MDMzw3///YekpCT069fvja+jc+fOMDc3h5eXFxYuXIiHDx9ixowZAFBiya+VK1fCwsICVlZW+Omnn/DgwQMMHz4cQNGX9iKRCHv27EH37t2FvTpepa+vL8zwKVajRg0YGhoKxRR3d3cEBgbCy8sLQUFBuHv3LsaNGwcPD48Se6C8LDo6Gl5eXli6dCnatGkj7F8ikUiEPWX8/f3h5eWFli1bonXr1ggLC8Pjx48xbNgwAP9fbMnPz8evv/6KvLw85OXlASj6wl9JSQnm5uYK4967dw9AUaFIV1e3zPwmTJiADh06YMmSJejRowdiYmJw+vRprFmzBkDRTJ0OHTogICAAEokEDRo0QEJCAiIjIxEaGlpmXCsrK3Tt2hUjR47EqlWrUFBQAF9fXwwePBhGRkYAAGdnZ3z55ZcYPnw4wsLCIJPJMHbsWHTu3Flh1kt5NDQ08N133yEgIAB6enqoX78+Fi5ciPz8fPj4+AAA2rRpA3V1dUybNg3jx4/HyZMnERERoRDH1NQU165dQ3JyMoyNjaGlpSXMCtu6dStatmwJBwcHREVF4dSpU8L+MMXFzKCgIMydOxeXLl3CkiVLSsR+9OgRDh06BFtbW6irq5c6U4yI6KMiJ3lubq4cgDw3N7e6UyEiotcJ1H53LyIiIqL35GP9O/TJkyfyixcvyp88eVLdqVSaTCaTh4WFyRs3biyvUaOG3MDAQO7i4iJPSEhQaPfzzz/LAcg9PT1LxAgNDZXXrVtXLpFI5C4uLvLIyEg5APmDBw/kcrlcvnHjRrmOjo5cLpfLnz17Jh88eLDcxMRErqKiIjcyMpL7+vqWe+8CAwPlXl5e5V5HSkqK3N7eXq6ioiJv0qSJfPfu3XIA8ri4OLlcLpdfu3ZNDkAeHR0tb926tVxFRUVubW0tP3z4sEKcWbNmyQ0NDeUikei1Y76sQYMG8p9++knh2D///CN3cnKSq6mpyfX09OQjR46UP3z4sNw4HTp0kAMo8Xo1l+XLl8vr168vV1FRkbdu3Vp+4sQJ4dyRI0dKjQFAfu3atVLHLe5T/JmVZ8uWLXJLS0u5ioqKvGnTpvK9e/cqnM/MzJR7e3vLjYyM5GpqavLGjRvLlyxZIpfJZOXGzc7Olru5uck1NTXl2tra8mHDhpW4Xzdv3pR/8803ck1NTXmdOnXk3t7e8uzsbOF88ed85MiRMsd58uSJfNy4cfJatWrJVVVV5fb29vJTp04ptImNjZU3atRILpFI5D179pSvWbNG/vLXhU+fPpX369dPrqurKwcg37hxo1wul8sByFeuXCnv3LmzXFVVVW5qair/7bffFGIfO3ZM3qxZM7mampq8ffv28q1bt5b4bEaPHi3X19eXA5AHBgaWe9+IiKpTRX8HEsnlryzW+BnKy8uDjo4OcnNzS6wlSkREH5ggnXcYO/fdxSYiIiJ6ycf6d+jTp09x7do1mJmZlVi6iaouKCgI6enpJWYZlCcxMREODg5IS0uDubk50tPTYWZmhjNnzsDOzu6d5UrV68iRI/jmm29w9epV1KxZ872PLxKJEBsbiz59+rz3sYmIqkNFfwfikmJERERERERERB+J2NhYaGpqwsLCAmlpaZgwYQLs7e1LLJ1Fn7Z9+/Zh2rRp1VJsISKisrHgQkRERERERET0kXj48CG+//57ZGRkoFatWnB2di6xNwZ9+hYtWlTdKRARUSlYcCEiIiIiIiIi+gA4OjoiJyen3Daenp7w9PQs87ypqSm4ejy9a3zGiIhKx4ILEREREREREdEHwNHRsbpTICIioioQV3cCREREREREREREREREHzsWXIiIiIiIiIiIiIiIiKqIBRciIiIiIiIiIiIiIqIqYsGFiIiIiIiIiIiIiIioilhwISIiIiIiIiIiIiIiqiIWXIiIiIiIiIiI3oKIiAjo6uq+cf+goCB4e3u/tXw+RSKRCDt37qxw+6p+JvR2mJqaIiwsrLrTICJ655SrOwEiIiIiIiIi+vitHH34vY01dlXH9zbWp+jo0aNwcnLCgwcPKlWMGD16NFavXo2ffvoJfn5+7yy/8mRmZqJmzZoVbj9o0CB079693DZr165FZGQkzp8/DwBo0aIF5s2bh9atWwtt5HI5AgMDsXbtWuTk5MDe3h7h4eGwsLAAAKSnp2P27Nk4fPgwbt++DSMjIwwdOhTTp0+HiopKiTHT0tLwxRdfQElJCTk5Oa+9jpUrV2LRokW4ffs2bG1tsXz5ciG/9PR0mJmZldpvy5YtGDBgQKnnnj59itGjR0MqlSIlJQU9e/YstZgVFRWFhQsX4vLly9DR0UG3bt2waNEi6OvrvzbvYklJSdDQ0Khw+7fF29sbOTk5lSrSERFVBWe4EBERERERERFRuWJjY3HixAkYGRlVax6GhoZQVVWtcHuJRILatWuX2+bo0aNwc3PDkSNHcPz4cZiYmKBLly64efOm0GbhwoVYtmwZVq1ahZMnT0JDQwMuLi54+vQpAODff/+FTCbD6tWrceHCBfz0009YtWoVpk2bVmK8goICuLm5oX379hW6ht9++w3+/v4IDAzE//73P9ja2sLFxQV37twBAJiYmCAzM1PhFRwcDE1NTXTr1q3MuIWFhZBIJBg/fjycnZ1LbZOYmAhPT0/4+PjgwoUL2Lp1K06dOoWRI0dWKPdiBgYGUFdXr1QfIqKPEQsuRERERERERPTJk8lkCAkJgZmZGSQSCWxtbbFt2zbhnLGxMcLDwxX6nDlzBmKxGNevXwcAhIaGolmzZtDQ0ICJiQnGjBmDR48elTnm2bNn4eTkBC0tLWhra6NFixY4ffp0la7j33//hYODA9TU1GBtbY34+HiFZbbS09MhEokQExODdu3aQU1NDTY2NkhISBDOOzk5AQBq1qwJkUj02mXMbt68iXHjxiEqKgo1atQocf7cuXPo2LEjJBIJ9PX1MWrUqHLvC1C0fJqdnR02bNiA+vXrQ1NTE2PGjEFhYSEWLlwIQ0ND1K5dG3PnzlXoV9q17tixA05OTlBXV4etrS2OHz8utK/IkmJRUVEYM2YM7Ozs0KRJE6xbtw4ymQyHDh0CUDS7JSwsDDNmzEDv3r3RvHlzREZG4tatW0IuXbt2xcaNG9GlSxc0bNgQvXr1wuTJk7Fjx44S482YMQNNmjTBwIEDy82rWGhoKEaOHIlhw4bB2toaq1atgrq6OjZs2AAAUFJSgqGhocIrNjYWAwcOhKamZplxNTQ0EB4ejpEjR8LQ0LDUNsePH4epqSnGjx8PMzMzODg44Ntvv8WpU6cqlHuxV5cUE4lEWLduHfr27Qt1dXVYWFhg165dwvmjR49CJBJh7969aN68OdTU1PDVV18Js5CA/3+GXhYWFgZTU1Ph/KZNm/D7779DJBJBJBLh6NGjlcqbiKiyWHAhIiIiIiIiok9eSEgIIiMjsWrVKly4cAETJ07E0KFDkZCQALFYDDc3N0RHRyv0iYqKgr29PRo0aAAAEIvFWLZsGS5cuIBNmzbh8OHDmDJlSpljuru7w9jYGElJSZBKpZg6dWqpBYuKKiwsRJ8+faCuro6TJ09izZo1mD59eqltAwICMGnSJJw5cwZt27aFq6srsrOzYWJigu3btwMAUlNTkZmZiaVLl5Y5pkwmg4eHBwICAtC0adMS5x8/fgwXFxfUrFkTSUlJ2Lp1K+Lj4+Hr6/va67ly5Qr279+PuLg4bN68GevXr0ePHj3w33//ISEhAQsWLMCMGTNw8uTJcuNMnz4dkydPRnJyMiwtLeHm5oYXL168dvyy5Ofno6CgAHp6egCAa9eu4fbt2wqzQHR0dNCmTRuF4s6rcnNzhRjFDh8+jK1bt2LlypUVyuX58+eQSqUKY4vFYjg7O5c5tlQqRXJyMnx8fCo0Rnnatm2LGzduYN++fZDL5cjKysK2bdteu0xbRQQHB2PgwIH4559/0L17d7i7u+P+/fsKbQICArBkyRIkJSXBwMAArq6uKCgoqFD8yZMnY+DAgejatasw86ddu3ZVzpuIqDwsuBARERERERHRJ+3Zs2eYN28eNmzYABcXFzRs2BDe3t4YOnQoVq9eDaCoOJKYmIiMjAwARYWGmJgYuLu7C3H8/Pzg5OQEU1NTdOzYEXPmzMGWLVvKHDcjIwPOzs5o0qQJLCwsMGDAANja2r7xdRw8eBBXrlxBZGQkbG1t4eDgUGIGSDFfX1/069cPVlZWCA8Ph46ODtavXw8lJSWhCFC7dm0YGhpCR0enzDEXLFgAZWVljB8/vtTz0dHRePr0KSIjI2FjY4OOHTtixYoV+OWXX5CVlVXu9chkMmzYsAHW1tZwdXWFk5MTUlNTERYWhsaNG2PYsGFo3Lgxjhw5Um6cyZMno0ePHrC0tERwcDCuX7+OtLS0cvuU5/vvv4eRkZFQ5Lh9+zYAoE6dOgrt6tSpI5x7VVpaGpYvX45vv/1WOJadnQ1vb29ERERAW1u7Qrncu3cPhYWFlRp7/fr1sLKyeivFBXt7e0RFRWHQoEFQUVERnpeKFozK4+3tDTc3NzRq1Ajz5s3Do0ePSsycCQwMROfOndGsWTNs2rQJWVlZiI2NrVB8TU1NSCQSqKqqCjN/SttPh4jobWLBhYiIiIiIiIg+aWlpacjPz0fnzp2hqakpvCIjI3HlyhUAgJ2dHaysrIRZLgkJCbhz547ChuPx8fHo1KkT6tWrBy0tLXh4eCA7Oxv5+fmljuvv748RI0bA2dkZ8+fPF8Z6U6mpqTAxMVFY/unljd1f1rZtW+FnZWVltGzZEikpKWXGjoqKUrg3f/31F6RSKZYuXYqIiAiIRKJS+6WkpMDW1lZhQ3R7e3vIZDKkpqYCgELc0aNHC+1MTU2hpaUlvK9Tpw6sra0hFosVjhXvVVKW5s2bCz/XrVsXAErtk5GRoZDLvHnzSrSZP38+YmJiEBsbCzU1tXLHLcvNmzfRtWtXDBgwQGGvk5EjR2LIkCH4+uuvS+33119/KeQXFRVV6bGfPHmC6OjoErNbmjZtKsQtb1+XV128eBETJkzAzJkzIZVKERcXh/T0dIXP8U29/LlpaGhAW1u7xOf28nOsp6eHxo0bl/scExFVN+XqToCIiIiIiIiI6F0q3k9k7969qFevnsK5lzdgd3d3R3R0NKZOnYro6Gh07doV+vr6AIr2C+nZsye+++47zJ07F3p6ejh27Bh8fHzw/PnzUjcEDwoKwpAhQ7B3717s378fgYGBiImJQd++fd/h1b6ZXr16oU2bNsL7evXqYfXq1bhz5w7q168vHC8sLMSkSZMQFhaG9PT0CsVOTk4Wfn55Zsery6uJRKJSj8lksnLjv9ynuDBUWh8jIyOFXF5d7mvx4sWYP38+4uPjFYoBxQWurKwsoaBT/P7VPURu3boFJycntGvXDmvWrFE4d/jwYezatQuLFy8GULQ3jEwmg7KyMtasWQM3NzeF/OrUqQNVVVUoKSmVmC2UlZVV6r4r27ZtQ35+Pjw9PRWO79u3T1iKSyKRlOhXlpCQENjb2yMgIABAUZFEQ0MD7du3x5w5cxTuR2W9yWf9MrFYDLlcrnCsosuNERG9Kyy4EBEREREREdEnzdraGqqqqsjIyECHDh3KbDdkyBDMmDEDUqkU27Ztw6pVq4RzUqkUMpkMS5YsEWZglLecWDFLS0tYWlpi4sSJcHNzw8aNG9+44NK4cWPcuHEDWVlZwhJTSUlJpbY9ceKEMJPixYsXkEqlwr4qxcsqFRYWCu21tLQUZpsAgIeHh8LeIQDg4uICDw8PDBs2DABgZWWFiIgIPH78WJjlkpiYCLFYjMaNGwMAGjVq9EbX+7YpKyuXmcvChQsxd+5cHDhwAC1btlQ4Z2ZmBkNDQxw6dEgosOTl5eHkyZP47rvvhHY3b96Ek5MTWrRogY0bNyrM1AGKNqB/+Z7//vvvWLBgAf7++2/Uq1cPEomk1PxatGiBQ4cOoU+fPgCKikmHDh0qdZ+c9evXo1evXjAwMFA4XrwPUWXl5+dDWVnx60MlJSUAKFHseBdOnDghFPwePHiAS5cuwcrKCgBgYGCA27dvQy6XC4W2lwtWQNGz/vI9JyJ611hwISIiIiIiIqJPmpaWFiZPnoyJEydCJpPBwcEBubm5SExMhLa2Nry8vAAULXHVrl07+Pj4oLCwEL169RJiNGrUCAUFBVi+fDlcXV2RmJioUJB51ZMnTxAQEID+/fvDzMwM//33H5KSktCvX783vo7OnTvD3NwcXl5eWLhwIR4+fIgZM2YAQIklv1auXAkLCwtYWVnhp59+woMHDzB8+HAARV++i0Qi7NmzB927d4dEIoGmpmaJ8fT19YUZPsVq1KgBQ0NDoZji7u6OwMBAeHl5ISgoCHfv3sW4cePg4eFRYt+RD9WCBQswc+ZMREdHw9TUVNgbpXgJLpFIBD8/P8yZMwcWFhYwMzPDjz/+CCMjI6EIcvPmTTg6OqJBgwZYvHgx7t69K8QvnolSXCgodvr0aYjFYtjY2JSbn7+/P7y8vNCyZUu0bt0aYWFhePz4sVD0KpaWloY///wT+/btq/C1X7x4Ec+fP8f9+/fx8OFDoWBRXFhydXXFyJEjER4eDhcXF2RmZsLPzw+tW7eGkZFRhcd5U7NmzYK+vj7q1KmD6dOno1atWsI9d3R0xN27d7Fw4UL0798fcXFx2L9/v8IsKlNTUxw4cACpqanQ19eHjo5OiZk1RERvEwsuRERERERERFRlY1d1rO4UyjV79mwYGBggJCQEV69eha6uLr788ktMmzZNoZ27uzvGjBkDT09PhaWXbG1tERoaigULFuCHH37A119/jZCQkBJLNxVTUlJCdnY2PD09kZWVhVq1auGbb75BcHDwG1+DkpISdu7ciREjRqBVq1Zo2LAhFi1aBFdX1xL7jcyfPx/z589HcnIyGjVqhF27dqFWrVoAipYLCw4OxtSpUzFs2DB4enoiIiLijXJSV1fHgQMHMGHCBLRq1Qrq6uro168fQkND3/g637fw8HA8f/4c/fv3VzgeGBiIoKAgAMCUKVPw+PFjjBo1Cjk5OXBwcEBcXJxw3w8ePIi0tDSkpaXB2NhYIU5VZ4IMGjQId+/excyZM3H79m3Y2dkhLi6uREFrw4YNMDY2RpcuXSocu3v37rh+/brw/osvvlDI2dvbGw8fPsSKFSswadIk6OrqomPHjliwYIHQ5+jRo3BycsK1a9dgampahSstaf78+ZgwYQIuX74MOzs77N69W5ihZWVlhZ9//hnz5s3D7Nmz0a9fP0yePFlhKbeRI0fi6NGjaNmyJR49eoQjR47A0dHxreZIRPQykfx9zP/7wOXl5UFHRwe5ubkKVXAiIvoABem8w9i57y42ERER0Us+1r9Dnz59imvXrsHMzOyNNxSnsgUFBSE9Pb1SxY/ExEQ4ODggLS0N5ubmSE9Ph5mZGc6cOVNifxGid2Hjxo2YN28eLl68+NZmjxQXcR48eABdXd23EpOIqCoq+jsQZ7gQEREREREREX0kYmNjoampCQsLC6SlpWHChAmwt7eHubl5dadGn6l9+/Zh3rx5XKqLiAgsuBARERERERERfTQePnyI77//HhkZGahVqxacnZ2xZMmS6k6LPmNbt26t7hSIiD4YLLgQEREREREREX0AHB0dkZOTU24bT0/PMveNAYo2Cefq8fSxc3R05HNMRB8lFlyIiIiIiIiIiD4A3MybiIjo4yau7gSIiIiIiIiIiIiIiIg+diy4EBERERERERERERERVRELLkRERERERERERERERFXEggsREREREREREREREVEVseBCRERERERERERERERURSy4EBERERERERERERERVZFydSdARERERERERB+/JYN6vrexJv22572NVRkRERHw8/NDTk7OG/UPCgpCeno6IiIi3mpenxKRSITY2Fj06dOnQu2r+pkQERFVBme4EBERERERERF9Ro4ePQqRSFTpIsTo0aMhEokQFhb2TvKqiMzMTHTr1q3C7QcNGoRLly6V22bt2rVo3749atasiZo1a8LZ2RmnTp1SaCOXyzFz5kzUrVsXEokEzs7OuHz5snA+PT0dPj4+MDMzg0Qigbm5OQIDA/H8+fNSx0xLS4OWlhZ0dXUrdB0rV66Eqakp1NTU0KZNG4X80tPTIRKJSn1t3bq1zJhPnz6Ft7c3mjVrBmVl5TKLWFFRUbC1tYW6ujrq1q2L4cOHIzs7u0J5v03e3t4VLrRVVlBQEOzs7N5JbCL6vLDgQkRERERERERE5YqNjcWJEydgZGRUrXkYGhpCVVW1wu0lEglq165dbpujR4/Czc0NR44cwfHjx2FiYoIuXbrg5s2bQpuFCxdi2bJlWLVqFU6ePAkNDQ24uLjg6dOnAIB///0XMpkMq1evxoULF/DTTz9h1apVmDZtWonxCgoK4Obmhvbt21foGn777Tf4+/sjMDAQ//vf/2BrawsXFxfcuXMHAGBiYoLMzEyFV3BwMDQ1NcstThUWFkIikWD8+PFwdnYutU1iYiI8PT3h4+ODCxcuYOvWrTh16hRGjhxZodyJiD43LLgQERERERER0SdPJpMhJCREmIFga2uLbdu2CeeMjY0RHh6u0OfMmTMQi8W4fv06ACA0NBTNmjWDhoYGTExMMGbMGDx69KjMMc+ePQsnJydoaWlBW1sbLVq0wOnTp6t0Hf/++y8cHBygpqYGa2trxMfHQyQSYefOnQD+f7ZDTEwM2rVrBzU1NdjY2CAhIUE47+TkBACoWbMmRCIRvL29yx3z5s2bGDduHKKiolCjRo0S58+dO4eOHTtCIpFAX18fo0aNKve+AP8/o2DDhg2oX78+NDU1MWbMGBQWFmLhwoUwNDRE7dq1MXfuXIV+pV3rjh074OTkBHV1ddja2uL48eNC+4iIiNfOIomKisKYMWNgZ2eHJk2aYN26dZDJZDh06BCAotktYWFhmDFjBnr37o3mzZsjMjISt27dEnLp2rUrNm7ciC5duqBhw4bo1asXJk+ejB07dpQYb8aMGWjSpAkGDhxYbl7FQkNDMXLkSAwbNgzW1tZYtWoV1NXVsWHDBgCAkpISDA0NFV6xsbEYOHAgNDU1y4yroaGB8PBwjBw5EoaGhqW2OX78OExNTTF+/HiYmZnBwcEB3377bYkZQK/z4MEDeHp6ombNmlBXV0e3bt0UZgiVNsMkLCwMpqamwvlNmzbh999/F2bvHD169LXPO1D6M7Bz506IRCLhfHBwMM6ePSvE5rJ+RPSmWHAhIiIiIiIiok9eSEgIIiMjsWrVKly4cAETJ07E0KFDkZCQALFYDDc3N0RHRyv0iYqKgr29PRo0aAAAEIvFWLZsGS5cuIBNmzbh8OHDmDJlSpljuru7w9jYGElJSZBKpZg6dWqpBYuKKiwsRJ8+faCuro6TJ09izZo1mD59eqltAwICMGnSJJw5cwZt27aFq6srsrOzYWJigu3btwMAUlNTkZmZiaVLl5Y5pkwmg4eHBwICAtC0adMS5x8/fgwXFxfUrFkTSUlJ2Lp1K+Lj4+Hr6/va67ly5Qr279+PuLg4bN68GevXr0ePHj3w33//ISEhAQsWLMCMGTNw8uTJcuNMnz4dkydPRnJyMiwtLeHm5oYXL168dvyy5Ofno6CgAHp6egCAa9eu4fbt2wqzQHR0dNCmTRuF4s6rcnNzhRjFDh8+jK1bt2LlypUVyuX58+eQSqUKY4vFYjg7O5c5tlQqRXJyMnx8fCo0Rnnatm2LGzduYN++fZDL5cjKysK2bdvQvXv3SsXx9vbG6dOnsWvXLhw/fhxyuRzdu3dHQUFBhfpPnjwZAwcORNeuXYVZPO3atRPOl/W8V8SgQYMwadIkNG3aVIg9aNCgSl0fEVExFlyIiIiIiIiI6JP27NkzzJs3Dxs2bICLiwsaNmwIb29vDB06FKtXrwZQVBxJTExERkYGgKJCQ0xMDNzd3YU4fn5+cHJygqmpKTp27Ig5c+Zgy5YtZY6bkZEBZ2dnNGnSBBYWFhgwYABsbW3f+DoOHjyIK1euIDIyEra2tnBwcCgxA6SYr68v+vXrBysrK4SHh0NHRwfr16+HkpKSUASoXbs2DA0NoaOjU+aYCxYsgLKyMsaPH1/q+ejoaDx9+hSRkZGwsbFBx44dsWLFCvzyyy/Iysoq93pkMhk2bNgAa2truLq6wsnJCampqQgLC0Pjxo0xbNgwNG7cGEeOHCk3zuTJk9GjRw9YWloiODgY169fR1paWrl9yvP999/DyMhIKHLcvn0bAFCnTh2FdnXq1BHOvSotLQ3Lly/Ht99+KxzLzs6Gt7c3IiIioK2tXaFc7t27h8LCwkqNvX79elhZWSkUJN6Uvb09oqKiMGjQIKioqAjPS0ULRgBw+fJl7Nq1C+vWrUP79u1ha2uLqKgo3Lx5U5gh9DqampqQSCRQVVUVZvGoqKgI58t63itCIpFAU1MTysrKQmyJRFLh6yMiehkLLkRERERERET0SUtLS0N+fj46d+4MTU1N4RUZGYkrV64AAOzs7GBlZSXMcklISMCdO3cwYMAAIU58fDw6deqEevXqQUtLCx4eHsjOzkZ+fn6p4/r7+2PEiBFwdnbG/PnzhbHeVGpqKkxMTBSWf2rdunWpbdu2bSv8rKysjJYtWyIlJaXM2FFRUQr35q+//oJUKsXSpUsREREhLL/0qpSUFNja2kJDQ0M4Zm9vD5lMhtTUVABQiDt69GihnampKbS0tIT3derUgbW1NcRiscKx4r1KytK8eXPh57p16wJAqX0yMjIUcpk3b16JNvPnz0dMTAxiY2OhpqZW7rhluXnzJrp27YoBAwYo7HUycuRIDBkyBF9//XWp/f766y+F/KKioio99pMnTxAdHV1idkvTpk2FuOXt6/KqixcvYsKECZg5cyakUini4uKQnp6u8Dm+TkpKCpSVldGmTRvhmL6+Pho3blzuM1kZlX3eiYjeFeXqToCIiIiIiIiI6F0q3k9k7969qFevnsK5lzdgd3d3R3R0NKZOnYro6Gh07doV+vr6AIr2C+nZsye+++47zJ07F3p6ejh27Bh8fHzw/PlzqKurlxg3KCgIQ4YMwd69e7F//34EBgYiJiYGffv2fYdX+2Z69eql8IV4vXr1sHr1aty5cwf169cXjhcWFmLSpEkICwtDenp6hWInJycLP788s+PV5dVEIlGpx2QyWbnxX+5TXBgqrY+RkZFCLq8u97V48WLMnz8f8fHxCkWc4gJXVlaWUNApfv/qviO3bt2Ck5MT2rVrhzVr1iicO3z4MHbt2oXFixcDKNobRiaTQVlZGWvWrIGbm5tCfnXq1IGqqiqUlJRKzBbKysoqdd+Vbdu2IT8/H56engrH9+3bJyzfVZnZGyEhIbC3t0dAQACAouKWhoYG2rdvjzlz5ijcj6oQi8WQy+UKxyq63Fh1xiYietUHPcOlsLAQP/74o7Chnbm5OWbPnq3wH0m5XI6ZM2eibt26kEgkcHZ2Vth0i4iIiIiIiIg+b9bW1lBVVUVGRgYaNWqk8DIxMRHaDRkyBOfPn4dUKsW2bdsUlhOTSqWQyWRYsmQJvvrqK1haWuLWrVuvHdvS0hITJ07EH3/8gW+++QYbN2584+to3Lgxbty4ofDle1JSUqltT5w4Ifz84sULSKVSWFlZAYCwFFNhYaHQRktLS+G+SCQSeHh44J9//kFycrLwMjIyQkBAAA4cOAAAsLKywtmzZ/H48WMhVmJiIsRiMRo3bgwACnFr1679xtdfVcrKygq5vFxwWbhwIWbPno24uDi0bNlSoZ+ZmRkMDQ1x6NAh4VheXh5OnjypMLPi5s2bcHR0RIsWLbBx40aFmTpA0Qb0L9/LWbNmQUtLC8nJyejbty8kEolCflpaWlBRUUGLFi0UxpbJZDh06JDC2MXWr1+PXr16wcDAQOF4gwYNhLivFh3Lk5+fX+I6lJSUAKBEEaMsVlZWePHihcJePNnZ2UhNTYW1tTUAwMDAALdv31aI+XLxCSh6bl9+Zl9W3vNuYGCAhw8fKjyjlYlNRFQZH/QMlwULFiA8PBybNm1C06ZNcfr0aQwbNgw6OjrC2qELFy7EsmXLsGnTJpiZmeHHH3+Ei4sLLl68+MZTP4mIiIiIiIjo06GlpYXJkydj4sSJkMlkcHBwQG5uLhITE6GtrQ0vLy8ARUtctWvXDj4+PigsLESvXr2EGI0aNUJBQQGWL18OV1dXJCYmYtWqVWWO+eTJEwQEBKB///4wMzPDf//9h6SkJPTr1++Nr6Nz584wNzeHl5cXFi5ciIcPH2LGjBkAUGLJr5UrV8LCwgJWVlb46aef8ODBAwwfPhxA0ZfvIpEIe/bsQffu3YU9LF6lr68vzPApVqNGDRgaGgrFFHd3dwQGBsLLywtBQUG4e/cuxo0bBw8PjxL7jnyoFixYgJkzZyI6OhqmpqbC3ijFS3CJRCL4+flhzpw5sLCwEL5/MjIyQp8+fQD8f7GlQYMGWLx4Me7evSvEL56JUlwAKHb69GmIxWLY2NiUm5+/vz+8vLzQsmVLtG7dGmFhYXj8+DGGDRum0C4tLQ1//vkn9u3bV+Frv3jxIp4/f4779+/j4cOHQiGieOaOq6srRo4cifDwcLi4uCAzMxN+fn5o3bo1jIyMKjSGhYUFevfujZEjR2L16tXQ0tLC1KlTUa9ePfTu3RsA4OjoiLt372LhwoXo378/4uLisH//foUZUaampjhw4ABSU1Ohr6+vsPdQec97mzZtoK6ujmnTpmH8+PE4efIkIiIiFHI0NTXFtWvXkJycDGNjY2hpaSnMfiMiqqgPuuDy999/o3fv3ujRoweAov/4bd68GadOnQJQVEkPCwvDjBkzhP9AR0ZGok6dOti5cycGDx5cbbkTERERERERfU4m/banulMo1+zZs2FgYICQkBBcvXoVurq6+PLLLzFt2jSFdu7u7hgzZgw8PT0Vll6ytbVFaGgoFixYgB9++AFff/01QkJCSizdVExJSQnZ2dnw9PREVlYWatWqhW+++QbBwcFvfA1KSkrYuXMnRowYgVatWqFhw4ZYtGgRXF1dS/yj0/nz52P+/PlITk5Go0aNsGvXLtSqVQtA0XJhwcHBmDp1KoYNGwZPT88SX0BXlLq6Og4cOIAJEyagVatWUFdXR79+/RAaGvrG1/m+hYeH4/nz5+jfv7/C8cDAQAQFBQEApkyZgsePH2PUqFHIycmBg4MD4uLihPt+8OBBpKWlIS0tDcbGxgpxKjoTpCyDBg3C3bt3MXPmTNy+fRt2dnaIi4srUdDasGEDjI2N0aVLlwrH7t69O65fvy68/+KLLxRy9vb2xsOHD7FixQpMmjQJurq66NixIxYsWCD0OXr0KJycnHDt2jWYmpqWOs7GjRsxYcIE9OzZE8+fP8fXX3+Nffv2CcvBWVlZ4eeff8a8efMwe/Zs9OvXD5MnT1ZYlm3kyJE4evQoWrZsiUePHuHIkSPCeOU973p6evj1118REBCAtWvXolOnTggKCsKoUaOE2P369cOOHTvg5OSEnJwcbNy4Ed7e3hW+j0RExUTyqv5X/x2aN28e1qxZgz/++AOWlpY4e/YsunTpgtDQULi7u+Pq1aswNzfHmTNnFNbM7NChA+zs7LB06dIKjZOXlwcdHR3k5uYqVM6JiOgDFKTz+jZvHDv33cUmIiIiesnH+nfo06dPce3aNZiZmXFViXcgKCgI6enplSp+JCYmwsHBAWlpaTA3N0d6ejrMzMxKfFdC9K5s3LgR8+bNw8WLF0vswfOu8Xknovelor8DfdAzXKZOnYq8vDw0adIESkpKKCwsxNy5c4U1VIuneL5a0a9Tp45wrjTPnj3Ds2fPhPd5eXnvIHsiIiIiIiIiorcrNjYWmpqasLCwQFpaGiZMmAB7e3uYm5tXd2r0mdq3bx/mzZv33ostREQfog+64LJlyxZERUUhOjoaTZs2RXJyMvz8/GBkZCSsr/omQkJCqjSFl4iIiIiIiIioOjx8+BDff/89MjIyUKtWLTg7O2PJkiXVnRZ9xrZu3VrdKRARfTA+6IJLQEAApk6dKuzF0qxZM1y/fh0hISHw8vISNh3LyspC3bp1hX5ZWVnlTiP84Ycf4O/vL7zPy8uDiYnJu7kIIiIiIiIiIqIKcHR0RE5OTrltPD09y9w3Bija//YDXj2e6K3i805EH5oPuuCSn58PsViscExJSQkymQwAYGZmBkNDQxw6dEgosOTl5eHkyZP47rvvyoyrqqoKVVXVd5Y3EREREREREVFlOTo6VncKREREVAUfdMHF1dUVc+fORf369dG0aVOcOXMGoaGhGD58OABAJBLBz88Pc+bMgYWFBczMzPDjjz/CyMgIffr0qd7kiYiIiIiIiIiIiIjos/FBF1yWL1+OH3/8EWPGjMGdO3dgZGSEb7/9FjNnzhTaTJkyBY8fP8aoUaOQk5MDBwcHxMXFQU1NrRozJyIiIiIiIiIiIiKiz4lIzoUOkZeXBx0dHeTm5kJbW7u60yEiovIE6bzD2LnvLjYRERHRSz7Wv0OfPn2Ka9euwczMjP/QkYiIiD4bFf0dSFzmGSIiIiIiIiIiIiIiIqoQFlyIiIiIiIiIiIiIiIiqiAUXIiIiIiIiIqK3ICIiArq6um/cPygoCN7e3m8tH/qwiEQi7Ny5s7rTICKid0i5uhMgIiIiIiIioo/ff1P/em9jGc9v/97G+thkZmZi0qRJOH36NNLS0jB+/HiEhYW9tl9ISAh27NiBf//9FxKJBO3atcOCBQvQuHFjoc3Tp08xadIkxMTE4NmzZ3BxccHPP/+MOnXqAADOnj2L+fPn49ixY7h37x5MTU0xevRoTJgwodQxExMT0aFDB9jY2CA5Obnc/Hbs2IFVq1ZBKpXi/v37OHPmDOzs7ITz9+/fR2BgIP744w9kZGTAwMAAffr0wezZs6GjU/Y+kE+fPsXo0aMhlUqRkpKCnj17liiKeHt7Y9OmTSX6Wltb48KFC+Xm/bLMzEzUrFmzwu3fFkdHR9jZ2VXoOSAioqrhDBciIiIiIiIiok/Es2fPYGBggBkzZsDW1rbC/RISEjB27FicOHECBw8eREFBAbp06YLHjx8LbSZOnIjdu3dj69atSEhIwK1bt/DNN98I56VSKWrXro1ff/0VFy5cwPTp0/HDDz9gxYoVJcbLycmBp6cnOnXqVKH8Hj9+DAcHByxYsKDU87du3cKtW7ewePFinD9/HhEREYiLi4OPj0+5cQsLCyGRSDB+/Hg4OzuX2mbp0qXIzMwUXjdu3ICenh4GDBhQodyLGRoaQlVVtVJ9iIjo48KCCxERERERERF98mQyGUJCQmBmZgaJRAJbW1ts27ZNOGdsbIzw8HCFPmfOnIFYLMb169cBAKGhoWjWrBk0NDRgYmKCMWPG4NGjR2WOefbsWTg5OUFLSwva2tpo0aIFTp8+XaXryMjIQO/evaGpqQltbW0MHDgQWVlZwnlTU1MsXboUnp6e5c7seFVcXBy8vb3RtGlT2NraIiIiAhkZGZBKpQCA3NxcrF+/HqGhoejYsSNatGiBjRs34u+//8aJEycAAMOHD8fSpUvRoUMHNGzYEEOHDsWwYcOwY8eOEuONHj0aQ4YMQdu2bSuUn4eHB2bOnFlmUcTGxgbbt2+Hq6srzM3N0bFjR8ydOxe7d+/GixcvyoyroaGB8PBwjBw5EoaGhqW20dHRgaGhofA6ffo0Hjx4gGHDhlUo92IvLymWnp4OkUiEHTt2wMnJCerq6rC1tcXx48eF9sVL1O3cuRMWFhZQU1ODi4sLbty4IbTx9vZGnz59FMbx8/ODo6OjcD4hIQFLly6FSCSCSCRCenp6pfImIqKKY8GFiIiIiIiIiD55ISEhiIyMxKpVq3DhwgVMnDgRQ4cORUJCAsRiMdzc3BAdHa3QJyoqCvb29mjQoAEAQCwWY9myZbhw4QI2bdqEw4cPY8qUKWWO6e7uDmNjYyQlJUEqlWLq1KmoUaPGG1+DTCZD7969cf/+fSQkJODgwYO4evUqBg0a9MYxy5KbmwsA0NPTA1A0e6WgoECh4NGkSRPUr19foUhQWpziGMU2btyIq1evIjAw8K3n/erY2traUFZ+uyvqr1+/Hs7OzsJzURXTp0/H5MmTkZycDEtLS7i5uSkUiPLz8zF37lxERkYiMTEROTk5GDx4cIXjL126FG3btsXIkSOFGTomJiZVzpuIiErHPVyIiIiIiIiI6JP27NkzzJs3D/Hx8cKMioYNG+LYsWNYvXo1OnToAHd3dyxZsgQZGRmoX78+ZDIZYmJiMGPGDCGOn5+f8LOpqSnmzJmD0aNH4+effy513IyMDAQEBKBJkyYAAAsLiypdx6FDh3Du3Dlcu3ZN+NI8MjISTZs2RVJSElq1alWl+MVkMhn8/Pxgb28PGxsbAMDt27ehoqICXV1dhbZ16tTB7du3S43z999/47fffsPevXuFY5cvX8bUqVPx119/vfVCyMvu3buH2bNnY9SoUW817q1bt7B///4Sxbk3NXnyZPTo0QMAEBwcjKZNmyItLU14ZgoKCrBixQq0adMGALBp0yZYWVnh1KlTaN269Wvj6+joQEVFBerq6mXO4CEioreHM1yIiIiIiIiI6JOWlpaG/Px8dO7cGZqamsIrMjISV65cAQDY2dnByspK+CI9ISEBd+7cUdinIz4+Hp06dUK9evWgpaUFDw8PZGdnIz8/v9Rx/f39MWLECDg7O2P+/PnCWG8qJSUFJiYmCjMUrK2toauri5SUlArF+OuvvxTuQVRUVIk2Y8eOxfnz5xETE/PGuZ4/fx69e/dGYGAgunTpAqBov5QhQ4YgODgYlpaWpfaLiopSyO+vv/6q9Nh5eXno0aMHrK2tERQUJBxv2rSpELdbt25vdF2bNm2Crq5uiWW83lTz5s2Fn+vWrQsAuHPnjnBMWVlZoZDWpEmTSn3eRET0fnGGCxERERERERF90or3Wdm7dy/q1auncO7lTczd3d0RHR2NqVOnIjo6Gl27doW+vj6Aoj03evbsie+++w5z586Fnp4ejh07Bh8fHzx//hzq6uolxg0KCsKQIUOwd+9e7N+/H4GBgYiJiUHfvn3f4dWWr2XLlkhOThbe16lTR+G8r68v9uzZgz///BPGxsbCcUNDQzx//hw5OTkKs1yysrJKzJy4ePEiOnXqhFGjRinMEHr48CFOnz6NM2fOwNfXF0DRbBq5XA5lZWX88ccf6NWrlzCbA0CJz+t1Hj58iK5du0JLSwuxsbEKS7jt27cPBQUFAACJRFKpuAAgl8uxYcMGeHh4QEVFpdL9S/NyfiKRCEDRPakosVgMuVyucKz4GomI6P1jwYWIiIiIiIiIPmnW1tZQVVVFRkYGOnToUGa7IUOGYMaMGZBKpdi2bRtWrVolnJNKpZDJZFiyZAnE4qIFQ7Zs2fLasS0tLWFpaYmJEyfCzc0NGzdufOOCi5WVFW7cuIEbN24Is1wuXryInJwcWFtbVyiGRCJBo0aNShyXy+UYN24cYmNjcfToUZiZmSmcb9GiBWrUqIFDhw6hX79+AIDU1FRkZGQobHx/4cIFdOzYEV5eXpg7d65CDG1tbZw7d07h2M8//4zDhw9j27ZtMDMzg4aGBrS0tCp0La/Ky8uDi4sLVFVVsWvXLqipqSmcr+qeKwkJCUhLS4OPj0+V4lTGixcvcPr0aWH5sNTUVOTk5MDKygoAYGBggPPnzyv0SU5OVijkqKiooLCw8L3lTET0OWPBhYiIiIiIiIg+aVpaWpg8eTImTpwImUwGBwcH5ObmIjExEdra2vDy8gJQtC9Lu3bt4OPjg8LCQvTq1UuI0ahRIxQUFGD58uVwdXVFYmKiQkHmVU+ePEFAQAD69+8PMzMz/Pfff0hKShKKFW/C2dkZzZo1g7u7O8LCwvDixQuMGTMGHTp0QMuWLYV2xTNYHj16hLt37yI5ORkqKirlFmXGjh2L6Oho/P7779DS0hL2ZdHR0YFEIoGOjg58fHzg7+8PPT09aGtrY9y4cWjbti2++uorAEXLiHXs2BEuLi7w9/cXYigpKcHAwABisVjYE6ZY7dq1oaamVuL4q+7fv4+MjAzcunULQFHhASiaeWNoaIi8vDx06dIF+fn5+PXXX5GXl4e8vDwARUUJJSWlMmNfvHgRz58/x/379/Hw4UPh/tnZ2Sm0W79+Pdq0afPaXN+mGjVqYNy4cVi2bBmUlZXh6+uLr776SijAdOzYEYsWLUJkZCTatm2LX3/9FefPn8cXX3whxDA1NcXJkyeRnp4OTU1N6OnpCUVDIiJ6u1hwISIiIiIiIqIqM57fvrpTKNfs2bNhYGCAkJAQXL16Ff/H3p3H1Zj//+N/nFNKWkVkiZJSWSrLkK0kaiSyZTlUJksqS32sM5YwipkQWTJm3tIojTHGOsyQKbImy5DGDFMOUzGjqZCSTt8/+nX9XFq0ETOP++3W7da5rtf1fD2vczWD8+z5euno6KBr1674+OOPReNkMhl8fHzg7u4uWnbK0tIS69atw5o1a7Bo0SL0798fwcHBcHd3L3c+JSUlPHr0CO7u7njw4AGaNm2KkSNHYvny5TW+B4lEggMHDmDmzJno378/pFIpnJycEBYWJhr38oftSUlJiI6ORtu2bZGWllZh7K1btwIA7OzsRMd37NgBT09PAMD69eshlUoxatQoFBQUwNHREVu2bBHG7t27F3/99Rd27dqFXbt2CcdfN3dVHDx4EJMnTxZejxs3DgCwbNkyBAYG4vLly7hw4QIAlOngSU1NhaGhYYWxhwwZgrt37wqvS9+/l5fqysnJwXfffYcNGzaUGyMiIgKTJ08us7xXbTVq1AgLFizAhAkT8Oeff6Jfv3746quvhPOOjo5YsmQJ5s+fj/z8fHz00Udwd3cXdRLNnTsXHh4esLCwwLNnz177fhARUc1Jiuv6T4L3UG5uLrS1tZGTkwMtLa36ToeIiCoTqP0GY+e8udhEREREL3lf/x2an5+P1NRUGBkZlVmuiWovMDAQaWlpiIiIqO9UqJqWLVuG+Ph4xMXF1VnMiIgIzJkzB9nZ2XUWk4iIaqaqfwdihwsREREREREREVEtHD16FJs2barvNIiIqJ6x4EJERERERERERFQLFy9erO8UiIjoHcAdsoiIiIiIiIiI3gF2dnZwdXWt7zToHeHp6cnlxIiI3jPscCEiIiIiIiIiege8umE9ERERvV/Y4UJERERERERERERERFRLLLgQERERERERERERERHVEgsuREREREREREREREREtcSCCxERERERERERERERUS2x4EJERERERERERERERFRLLLgQEREREREREdWBiIgI6Ojo1Pj6wMBAeHp61lk+RERE9HYp13cCRERERERERPT+CwwM/FfO9b7JyMjA//3f/+HSpUu4ffs2Zs2ahdDQ0NdeFxwcjH379uHXX3+FmpoaevfujTVr1qBDhw7CmPz8fPzf//0fYmJiUFBQAEdHR2zZsgXNmzcHAFy7dg2rV69GQkIC/v77bxgaGsLb2xuzZ88ud84zZ87A1tYWnTp1wtWrVyvNb9++fQgPD0dSUhKysrJw5coVWFlZCeezsrKwbNky/PTTT5DL5dDT04OrqytWrlwJbW3tCuPm5+fD29sbSUlJSElJwdChQ7F//37RGE9PT+zcubPMtRYWFkhOTq4077pmZ2cHKyurKj3T6vL09ER2dnaZ+ycioqpjhwsRERERERER0b9EQUEB9PT0sHjxYlhaWlb5uvj4ePj6+uL8+fM4fvw4CgsLMXjwYDx9+lQY4+/vj0OHDuHbb79FfHw80tPTMXLkSOF8UlISmjVrhl27diE5ORmffPIJFi1ahE2bNpWZLzs7G+7u7hg4cGCV8nv69Cn69u2LNWvWlHs+PT0d6enpCAkJwY0bNxAREYFjx47By8ur0rhFRUVQU1PDrFmz4ODgUO6YDRs2ICMjQ/i6d+8edHV1MWbMmCrlTkRE/x0suBARERERERHRv55CoUBwcDCMjIygpqYGS0tL7N27VzjXunVrbN26VXTNlStXIJVKcffuXQDAunXr0LlzZ6irq8PAwAA+Pj548uRJhXNeu3YNAwYMgKamJrS0tNCtWzdcunSpVvchl8sxfPhwaGhoQEtLC25ubnjw4IFw3tDQEBs2bIC7u3ulnR2vOnbsGDw9PdGxY0dYWloiIiICcrkcSUlJAICcnBx89dVXWLduHezt7dGtWzfs2LEDZ8+exfnz5wEAH330ETZs2ABbW1u0a9cOEydOxOTJk7Fv374y83l7e2PChAmwsbGpUn6TJk3C0qVLKyyKdOrUCd999x1cXFxgbGwMe3t7rFq1CocOHcKLFy8qjKuuro6tW7di6tSp0NfXL3eMtrY29PX1ha9Lly7hn3/+weTJk6uUe6nXPTtPT0+4urqKrpkzZw7s7OyE8/Hx8diwYQMkEgkkEgnS0tIQFxcHiUSCI0eOoEuXLmjYsCF69eqFGzduCHECAwNFHUEAEBoaCkNDQ+H8zp07ceDAASF2XFxcte6PiIhYcCEiIiIiIiKi/4Dg4GBERkYiPDwcycnJ8Pf3x8SJExEfHw+pVIrx48cjOjpadE1UVBT69OmDtm3bAgCkUik2btyI5ORk7Ny5EydPnsT8+fMrnFMmk6F169ZITExEUlISFi5ciAYNGtT4HhQKBYYPH46srCzEx8fj+PHj+OOPPzB27Ngax6xITk4OAEBXVxdASfdKYWGhqOBhZmaGNm3a4Ny5c5XGKY1RaseOHfjjjz+wbNmyOs/71bm1tLSgrFy3K+p/9dVXcHBwEH4uqqIunt2GDRtgY2ODqVOnCt02BgYGwvl58+Zh7dq1SExMhJ6eHlxcXFBYWFil2HPnzoWbmxucnJyE2L17965ybkREVIJ7uBARERERERHRv1pBQQGCgoJw4sQJoaOiXbt2SEhIwLZt22BrawuZTIa1a9dCLpejTZs2UCgUiImJweLFi4U4c+bMEb43NDTEp59+Cm9vb2zZsqXceeVyOebNmwczMzMAgImJSa3uIzY2FtevX0dqaqrwQXtkZCQ6duyIxMRE9OjRo1bxSykUCsyZMwd9+vRBp06dAACZmZlQUVGBjo6OaGzz5s2RmZlZbpyzZ8/im2++wZEjR4Rjv//+OxYuXIjTp0/XeSHkZX///TdWrlyJadOm1Wnc9PR0HD16tExx7nXq4tlpa2tDRUUFjRo1KrcbZ9myZRg0aBAAYOfOnWjdujW+//57uLm5vTa2hoYG1NTUUFBQUGGnDxERvR47XIiIiIiIiIjoX+327dvIy8vDoEGDoKGhIXxFRkbizp07AAArKyuYm5sLH6THx8fj4cOHon06Tpw4gYEDB6JVq1bQ1NTEpEmT8OjRI+Tl5ZU7b0BAAKZMmQIHBwesXr1amKumUlJSYGBgIOpqsLCwgI6ODlJSUqoU4/Tp06L3ICoqqswYX19f3LhxAzExMTXO9caNGxg+fDiWLVuGwYMHAyjZL2XChAlYvnw5TE1Ny70uKipKlN/p06erPXdubi6cnZ1hYWGBwMBA4XjHjh2FuB9++GGN7mvnzp3Q0dEps/TX69TFs3udl5dn09XVRYcOHeosNhERVQ07XIiIiIiIiIjoX610n5UjR46gVatWonOqqqrC9zKZDNHR0Vi4cCGio6Ph5OSEJk2aAADS0tIwdOhQzJgxA6tWrYKuri4SEhLg5eWF58+fo1GjRmXmDQwMxIQJE3DkyBEcPXoUy5YtQ0xMDEaMGPEG77Zy3bt3x9WrV4XXzZs3F5338/PD4cOHcerUKbRu3Vo4rq+vj+fPnyM7O1vU5fLgwYMyHRE3b97EwIEDMW3aNFGH0OPHj3Hp0iVcuXIFfn5+AEq6aYqLi6GsrIyffvoJw4YNQ8+ePYVrXn1er/P48WM4OTlBU1MT33//vWgJtx9++EFYYktNTa1acQGguLgY//vf/zBp0iSoqKhU+/rXkUqlKC4uFh2r6pJg9RmbiIj+fyy4EBEREREREdG/moWFBVRVVSGXy2Fra1vhuAkTJmDx4sVISkrC3r17ER4eLpxLSkqCQqHA2rVrIZWWLBiyZ8+e185tamoKU1NT+Pv7Y/z48dixY0eNCy7m5ua4d+8e7t27J3RK3Lx5E9nZ2bCwsKhSDDU1NbRv377M8eLiYsycORPff/894uLiYGRkJDrfrVs3NGjQALGxsRg1ahQA4NatW5DL5aLOiuTkZNjb28PDwwOrVq0SxdDS0sL169dFx7Zs2YKTJ09i7969MDIygrq6OjQ1Nat0L6/Kzc2Fo6MjVFVVcfDgQTRs2FB0vjp7rpQnPj4et2/fhpeXV7Wvrcqz09PTE210DwBXr14VFY1UVFRQVFRU7hznz59HmzZtAAD//PMPfvvtN5ibmwuxMzMzUVxcDIlEIsR+WWWxiYioalhwISIiIiIiIqJ/NU1NTcydOxf+/v5QKBTo27cvcnJycObMGWhpacHDwwNAyb4svXv3hpeXF4qKijBs2DAhRvv27VFYWIiwsDC4uLjgzJkzooLMq549e4Z58+Zh9OjRMDIywv3795GYmCgUK2rCwcEBnTt3hkwmQ2hoKF68eAEfHx/Y2tqie/fuwrjSD9KfPHmCv/76C1evXoWKikqlRRlfX19ER0fjwIED0NTUFPZl0dbWhpqaGrS1teHl5YWAgADo6upCS0sLM2fOhI2NDXr16gWgZBkxe3t7ODo6IiAgQIihpKQEPT09SKVSYU+YUs2aNUPDhg3LHH9VVlYW5HI50tPTAZQUe4CSzht9fX3k5uZi8ODByMvLw65du5Cbm4vc3FwAJcUGJSWlCmPfvHkTz58/R1ZWFh4/fiy8f1ZWVqJxX331FXr27PnaXMtTlWdnb2+Pzz//HJGRkbCxscGuXbtw48YNWFtbC3EMDQ1x4cIFpKWlQUNDA7q6usK5FStWoEmTJmjevDk++eQTNG3aVFj6zM7ODn/99Rc+++wzjB49GseOHcPRo0ehpaUliv3jjz/i1q1baNKkCbS1tUXFHiIiej3u4UJERERERERE/3orV67EkiVLEBwcDHNzczg5OeHIkSNlOjlkMhmuXbuGESNGiJadsrS0xLp167BmzRp06tQJUVFRCA4OrnA+JSUlPHr0CO7u7jA1NYWbmxs+/PBDLF++vMb3IJFIcODAATRu3Bj9+/eHg4MD2rVrh2+++UY0ztraGtbW1khKSkJ0dDSsra0xZMiQSmNv3boVOTk5sLOzQ4sWLYSvl2OvX78eQ4cOxahRo9C/f3/o6+tj3759wvm9e/fir7/+wq5du0QxqrIh/OscPHgQ1tbWcHZ2BgCMGzcO1tbWQtHr8uXLuHDhAq5fv4727duL5r93716lsYcMGQJra2scOnQIcXFxwvv3spycHHz33XcVdrdEREQInSPlqcqzc3R0xJIlSzB//nz06NEDjx8/hru7uyjO3LlzoaSkBAsLC+jp6UEulwvnVq9ejdmzZ6Nbt27IzMzEoUOHhKXPzM3NsWXLFmzevBmWlpa4ePEi5s6dK4o9depUdOjQAd27d4eenh7OnDlT6ftGRERlSYpfXcDxPyg3Nxfa2trIyckRVfaJiOgdFKj9BmPnvLnYRERERC95X/8dmp+fj9TUVBgZGZVZrolqLzAwEGlpaYiIiKjvVKiali1bhvj4eMTFxb31uePi4jBgwAD8888/ov11iIio7lT170BcUoyIiIiIiIiIiKgWjh49ik2bNtV3GkREVM9YcCEiIiIiIiIiIqqFixcv1ncKRET0DmDBhYiIiIiIiIjoHWBnZ4fs7Oz6ToPeM3Z2duCOAURE7wYWXIiIiIiIiIiI3gF2dnb1nQIRERHVgrS+EyAiIiIiIiIiIiIiInrfseBCRERERERERERERERUSyy4EBERERERERERERER1RILLkRERERERERERERERLWkXN8JEBERERHR+ycwMPC9jk9ERERERFTXalRwSU1NxenTp3H37l3k5eVBT08P1tbWsLGxQcOGDes6RyIiIiIiIiIiIiIiondatZYUi4qKwgcffABjY2MsWLAA+/fvx+nTp/Hll1/CyckJzZs3h4+PD+7evfum8iUiIiIiIiIieidFRERAR0enxtcHBgbC09OzzvJ50+Li4iCRSJCdnV3lazw9PeHq6vrGcqLXS0tLg0QiwdWrV+s7FSKif50qF1ysra2xceNGeHp64u7du8jIyEBSUhISEhJw8+ZN5Obm4sCBA1AoFOjevTu+/fbbN5k3EREREREREb1DYk8av7UvqlhGRgYmTJgAU1NTSKVSzJkz543N1bt3b2RkZEBbW7vK12zYsAEREREVni8sLMSCBQvQuXNnqKuro2XLlnB3d0d6erpoXFZWFmQyGbS0tKCjowMvLy88efJEOB8XF4fhw4ejRYsWUFdXh5WVFaKioiqcNyYmBhKJpErFoPz8fPj6+qJJkybQ0NDAqFGj8ODBA9GY2NhY9O7dG5qamtDX18eCBQvw4sWLSuNW5dlt374d/fr1Q+PGjdG4cWM4ODjg4sWLr835ZQYGBsjIyECnTp2qdV1dMDQ0RGho6Fufl4jobalywWX16tW4cOECfHx8YGBgUOa8qqoq7OzsEB4ejl9//RXt2rWr00SJiIiIiIiIiKhyBQUF0NPTw+LFi2FpaflG51JRUYG+vj4kEkmVr9HW1q60CygvLw+XL1/GkiVLcPnyZezbtw+3bt3CsGHDRONkMhmSk5Nx/PhxHD58GKdOncK0adOE82fPnkWXLl3w3Xff4ZdffsHkyZPh7u6Ow4cPl5kzLS0Nc+fORb9+/ap0D/7+/jh06BC+/fZbxMfHIz09HSNHjhTOX7t2DUOGDIGTkxOuXLmCb775BgcPHsTChQsrjVuVZxcXF4fx48fj559/xrlz52BgYIDBgwfjzz//rFLuAKCkpAR9fX0oK3NrZyKiulblgoujo2OVgzZp0gTdunWrUUJERERERERERHVNoVAgODgYRkZGUFNTg6WlJfbu3Suca926NbZu3Sq65sqVK5BKpcLS6evWrRM6LwwMDODj4yPqqnjVtWvXMGDAAGhqakJLSwvdunXDpUuXanUfcrkcw4cPh4aGBrS0tODm5ibqrjA0NMSGDRvg7u5erc4TOzs7zJw5E3PmzEHjxo3RvHlzbN++HU+fPsXkyZOhqamJ9u3b4+jRo8I1ry4pVrqk2o8//ghzc3NoaGjAyckJGRkZwjWvW1JMW1sbx48fh5ubGzp06IBevXph06ZNSEpKglwuBwCkpKTg2LFj+PLLL9GzZ0/07dsXYWFhiImJETphPv74Y6xcuRK9e/eGsbExZs+eDScnJ+zbt080X1FREWQyGZYvX16lXx7OycnBV199hXXr1sHe3h7dunXDjh07cPbsWZw/fx4A8M0336BLly5YunQp2rdvD1tbW3z22WfYvHkzHj9+XGHsqjy7qKgo+Pj4wMrKCmZmZvjyyy+hUCgQGxv72txLvbqkWOlzjI2NRffu3dGoUSP07t0bt27dEq4JDAyElZUVtm3bBgMDAzRq1Ahubm7IyckRxtjZ2ZXpynF1dRWWybOzs8Pdu3fh7+8PiURSrUIdEdH7olp7uJTKycnB3r17ERISgrVr12Lfvn3Izc2t69yIiIiIiIiIiOpEcHAwIiMjER4ejuTkZPj7+2PixImIj4+HVCrF+PHjER0dLbomKioKffr0Qdu2bQEAUqkUGzduRHJyMnbu3ImTJ09i/vz5Fc4pk8nQunVrJCYmIikpCQsXLkSDBg1qfA8KhQLDhw9HVlYW4uPjcfz4cfzxxx8YO3ZsjWO+bOfOnWjatCkuXryImTNnYsaMGRgzZgx69+6Ny5cvY/DgwZg0aRLy8vIqjJGXl4eQkBB8/fXXOHXqFORyOebOnVurvHJyciCRSITOmHPnzkFHRwfdu3cXxjg4OEAqleLChQuVxtHV1RUdW7FiBZo1awYvL68q5ZKUlITCwkI4ODgIx8zMzNCmTRucO3cOQEmnSsOGDUXXqampIT8/H0lJSVWap6ry8vJQWFhY5r5q4pNPPsHatWtx6dIlKCsr46OPPhKdv337Nvbs2YNDhw7h2LFjuHLlCnx8fKocf9++fWjdujVWrFiBjIwMUSGOiOjfotq9g7t27YKfn1+ZAou2tjbCw8Pr7A95IiIiIiIiIqK6UFBQgKCgIJw4cQI2NjYAgHbt2iEhIQHbtm2Dra0tZDIZ1q5dC7lcjjZt2kChUCAmJgaLFy8W4rz82/uGhob49NNP4e3tjS1btpQ7r1wux7x582BmZgYAMDExqdV9xMbG4vr160hNTRWWe4+MjETHjh2RmJiIHj161Cq+paWlcL+LFi3C6tWr0bRpU0ydOhUAsHTpUmzduhW//PILevXqVW6MwsJChIeHw9i4ZK8dPz8/rFixosY55efnY8GCBRg/fjy0tLQAAJmZmWjWrJlonLKyMnR1dZGZmVlunD179iAxMRHbtm0TjiUkJOCrr76q1ubxmZmZUFFRKbMsWvPmzYW5HR0dERoait27d8PNzQ2ZmZnCe1DXRYYFCxagZcuWogJQTa1atQq2trYAgIULF8LZ2Rn5+flC8Sg/Px+RkZFo1aoVACAsLAzOzs5Yu3Yt9PX1XxtfV1cXSkpKwr42RET/RtXqcLl8+TImT54MV1dXXLlyBc+ePUNeXh4uXboEFxcXTJo0CdeuXXtTuRIRERERERERVdvt27eRl5eHQYMGQUNDQ/iKjIzEnTt3AABWVlYwNzcXulzi4+Px8OFDjBkzRohz4sQJDBw4EK1atYKmpiYmTZqER48eVdjxERAQgClTpsDBwQGrV68W5qqplJQUGBgYiPbWtbCwgI6ODlJSUqoU4/Tp06L34OWN5Lt06SJ8r6SkhCZNmqBz587CsebNmwMAHj58WGH8Ro0aCcUWAGjRokWF46OiokS5nD59WnS+sLAQbm5uKC4uLrPcW3X8/PPPmDx5MrZv346OHTsCAB4/foxJkyZh+/btaNq0abnXBQUFifIrXdLsdQYPHozPP/8c3t7eUFVVhampKYYMGQKgpEsKgCiut7d3je5r9erViImJwffff1+mo6YmXn7+LVq0ACB+1m3atBGKLQBgY2MDhUIhWnqMiOi/rlodLmFhYXB1dUVERIToeNeuXREZGYm8vDxs2LAB//vf/+oyRyIiIiIiIiKiGivdZ+XIkSOiD4wBQFVVVfheJpMhOjoaCxcuRHR0NJycnNCkSRMAJfteDB06FDNmzMCqVaugq6uLhIQEeHl54fnz52jUqFGZeQMDAzFhwgQcOXIER48exbJlyxATE4MRI0a8wbutXPfu3UUdHaVFFABlljuTSCSiY6V7bigUigrjlxejuLi43LHDhg1Dz549hdcvP5vSYsvdu3dx8uRJobsFAPT19csUcV68eIGsrKwynRPx8fFwcXHB+vXr4e7uLhy/c+cO0tLS4OLiIhwrvS9lZWXcunUL3t7ecHNzE863bNkS+vr6eP78ObKzs0VdLg8ePBDNHRAQAH9/f2RkZKBx48ZIS0vDokWLhH1iXn4GL99bVYWEhGD16tU4ceKEqFBSG9V91q+SSqVlnnVhYWGd5EZE9L6oVsHlzJkzFbbJAoC3t3e11m4kIiIiIiIiInrTLCwsoKqqCrlcLiyZVJ4JEyZg8eLFSEpKwt69exEeHi6cS0pKgkKhwNq1a4UuhT179rx2blNTU5iamsLf3x/jx4/Hjh07alxwMTc3x71793Dv3j2hy+XmzZvIzs6GhYVFlWKoqamhffv2NZq/rmlqakJTU7PM8dJiy++//46ff/5ZKHqVsrGxQXZ2NpKSktCtWzcAwMmTJ6FQKEQFnLi4OAwdOhRr1qzBtGnTRDHMzMxw/fp10bHFixfj8ePH2LBhAwwMDKCiolJmb5Ru3bqhQYMGiI2NxahRowAAt27dglwuF5arKyWRSNCyZUsAwO7du2FgYICuXbsCQK2ewWeffYZVq1bhxx9/FO1j86bJ5XKkp6cL93T+/HlIpVJ06NABAKCnpydaMq2oqAg3btzAgAEDhGMqKiooKip6azkTEb1t1Sq4pKenw9TUtMLzpqam+PPPP2udFBERERERERFRXdHU1MTcuXPh7+8PhUKBvn37IicnB2fOnIGWlhY8PDwAlOzL0rt3b3h5eaGoqAjDhg0TYrRv3x6FhYUICwuDi4sLzpw5IyrIvOrZs2eYN28eRo8eDSMjI9y/fx+JiYnCh/Q14eDggM6dO0MmkyE0NBQvXryAj48PbG1tRR+8l3ZPPHnyBH/99ReuXr0KFRWVKhdl6lNhYSFGjx6Ny5cv4/DhwygqKhL2RtHV1YWKigrMzc3h5OSEqVOnIjw8HIWFhfDz88O4ceOEYsDPP/+MoUOHYvbs2Rg1apQQo7SI0rBhQ3Tq1Ek0d2nHyqvHX6atrQ0vLy8EBARAV1cXWlpamDlzJmxsbET72nz++edwcnKCVCrFvn37sHr1auzZswdKSkqV3v/rnt2aNWuwdOlSREdHw9DQULiv0uXJ3qSGDRvCw8MDISEhyM3NxaxZs+Dm5iZ09tjb2yMgIABHjhyBsbEx1q1bh+zsbFEMQ0NDnDp1CuPGjYOqqmqFy7kREb2vqlVwycvLq3RNSFVVVeTn59c6KSIiIiIiIiJ6vwy0r93+JG/aypUroaenh+DgYPzxxx/Q0dFB165d8fHHH4vGyWQy+Pj4wN3dHWpqasJxS0tLrFu3DmvWrMGiRYvQv39/BAcHi5apepmSkhIePXoEd3d3PHjwAE2bNsXIkSOxfPnyGt+DRCLBgQMHMHPmTPTv3x9SqRROTk4ICwsTjbO2tha+T0pKQnR0NNq2bYu0tLQaz/22/Pnnnzh48CCAkn11Xvbzzz/Dzs4OQMn+L35+fhg4cCCkUilGjRqFjRs3CmN37tyJvLw8BAcHIzg4WDhua2uLuLi4WuW4fv16Yc6CggI4OjqWWRHm6NGjWLVqFQoKCmBpaYkDBw7gww8/fG3s1z27rVu34vnz5xg9erToumXLliEwMBBAyVJ2ERERdf6827dvj5EjR2LIkCHIysrC0KFDRff90Ucf4dq1a3B3d4eysjL8/f1F3S0AsGLFCkyfPh3GxsYoKCiocLk5IqL3laS4Gv9nk0ql2LlzJ7S1tcs9n52djcmTJ793rYG5ubnQ1tZGTk5OjdbNJCKityiw/D+D6iZ2zpuLTUT0L1P6oc77Gp+ovr2v/w7Nz89HamoqjIyM6mSTbhILDAxEWlpamb1ziarDw8MDEomkTn+OAgMDsX//ftHeM0RE/yVV/TtQtTpcAAhtthUp3VSLiIiIiIiIiIiI3p7i4mLExcUhISGhvlMhIvpPqlbBRaFQvKk8iIiIiIiIiIiIqBYkEgnu3r1b32kQEf1nSes7ASIiIiIiIiIiAuzs7ODq6lrfaRCVERgYyOXEiIiqoFoFl99++w0XL14UHYuNjcWAAQPwwQcfICgoqE6TIyIiIiIiIiL6r2DBhYiI6P1WrYLLggULcPjwYeF1amoqXFxcoKKiAhsbGwQHByM0NLSucyQiIiIiIiIiIiIiInqnVWsPl0uXLmH+/PnC66ioKJiamuLHH38EAHTp0gVhYWGYM2dOnSZJRERERERERERERET0LqtWh8vff/+N1q1bC69//vlnuLi4CK/t7OyQlpZWZ8kRERERERERERERERG9D6pVcNHV1UVGRgYAQKFQ4NKlS+jVq5dw/vnz5yguLq7bDImIiIiIiIiIiIiIiN5x1Sq42NnZYeXKlbh37x5CQ0OhUChgZ2cnnL958yYMDQ3rOEUiIiIiIiIiIiIiIqJ3W7UKLqtWrcKvv/6Ktm3bYsGCBfjss8+grq4unP/6669hb29f50kSEREREREREb3rIiIioKOjU+PrAwMD4enpWWf5vGlxcXGQSCTIzs6u8jWenp5wdXV9YzkRERHVp2oVXAwNDZGSkoIrV67g7t27mDFjhuj88uXLsXjx4jpNkIiIiIiIiIjeffo/X31rX1SxjIwMTJgwAaamppBKpZgzZ84bm6t3797IyMiAtrZ2la/ZsGEDIiIiKjxfWFiIBQsWoHPnzlBXV0fLli3h7u6O9PR00bisrCzIZDJoaWlBR0cHXl5eePLkiXA+Li4Ow4cPR4sWLaCurg4rKytERUVVOG9MTAwkEkmVikH5+fnw9fVFkyZNoKGhgVGjRuHBgweiMbGxsejduzc0NTWhr6+PBQsW4MWLF5XGrcqz2759O/r164fGjRujcePGcHBwwMWLF1+b85tgaGiI0NDQNxLbzs7ujf7sEhG9KdUquACAsrIyLC0t0bJlyzLnLC0t0aRJkzpJjIiIiIiIiIiIqqegoAB6enpYvHgxLC0t3+hcKioq0NfXh0QiqfI12tralXYB5eXl4fLly1iyZAkuX76Mffv24datWxg2bJhonEwmQ3JyMo4fP47Dhw/j1KlTmDZtmnD+7Nmz6NKlC7777jv88ssvmDx5Mtzd3XH48OEyc6alpWHu3Lno169fle7B398fhw4dwrfffov4+Hikp6dj5MiRwvlr165hyJAhcHJywpUrV/DNN9/g4MGDWLhwYaVxq/Ls4uLiMH78ePz88884d+4cDAwMMHjwYPz5559Vyp2IiN6sahVcRo4cWe7X5MmTERwcjL/++utN5UlEREREREREVGMKhQLBwcEwMjKCmpoaLC0tsXfvXuFc69atsXXrVtE1V65cgVQqxd27dwEA69atEzovDAwM4OPjI+qqeNW1a9cwYMAAaGpqQktLC926dcOlS5dqdR9yuRzDhw+HhoYGtLS04ObmJuquMDQ0xIYNG+Du7l6tzhM7OzvMnDkTc+bMQePGjdG8eXNs374dT58+xeTJk6GpqYn27dvj6NGjwjWvLilWuqTajz/+CHNzc2hoaMDJyQkZGRnCNa9bUkxbWxvHjx+Hm5sbOnTogF69emHTpk1ISkqCXC4HAKSkpODYsWP48ssv0bNnT/Tt2xdhYWGIiYkROmE+/vhjrFy5Er1794axsTFmz54NJycn7Nu3TzRfUVERZDIZli9fjnbt2r32fcrJycFXX32FdevWwd7eHt26dcOOHTtw9uxZnD9/HgDwzTffoEuXLli6dCnat28PW1tbfPbZZ9i8eTMeP35cYeyqPLuoqCj4+PjAysoKZmZm+PLLL6FQKBAbG/va3F92/fp12NvbQ01NDU2aNMG0adNEP8vldZi4uroKS97Z2dnh7t278Pf3h0QiEYpupT8D+/fvh4mJCRo2bAhHR0fcu3dPiFPez8CcOXOEfaI9PT0RHx+PDRs2CLHT0tKqdX9ERPWlWgUXbW3tcr+ys7Oxfft2dOjQATdu3HhTuRIRERERERER1UhwcDAiIyMRHh6O5ORk+Pv7Y+LEiYiPj4dUKsX48eMRHR0tuiYqKgp9+vRB27ZtAQBSqRQbN25EcnIydu7ciZMnT2L+/PkVzimTydC6dWskJiYiKSkJCxcuRIMGDWp8DwqFAsOHD0dWVhbi4+Nx/Phx/PHHHxg7dmyNY75s586daNq0KS5evIiZM2dixowZGDNmDHr37o3Lly9j8ODBmDRpEvLy8iqMkZeXh5CQEHz99dc4deoU5HI55s6dW6u8cnJyIJFIhM6Yc+fOQUdHB927dxfGODg4QCqV4sKFC5XG0dXVFR1bsWIFmjVrBi8vryrlkpSUhMLCQjg4OAjHzMzM0KZNG5w7dw5ASadKw4YNRdepqakhPz8fSUlJVZqnqvLy8lBYWFjmvirz9OlTODo6onHjxkhMTMS3336LEydOwM/Pr8ox9u3bh9atW2PFihXIyMgQFdXy8vKwatUqREZG4syZM8jOzsa4ceOqHHvDhg2wsbHB1KlThdgGBgZVvp6IqD4pV2fwjh07KjynUCgwdepULFq0CIcOHap1YkREREREREREdaGgoABBQUE4ceIEbGxsAADt2rVDQkICtm3bBltbW8hkMqxduxZyuRxt2rSBQqFATEyMaK/al3/j39DQEJ9++im8vb2xZcuWcueVy+WYN28ezMzMAAAmJia1uo/Y2Fhcv34dqampwgfQkZGR6NixIxITE9GjR49axbe0tBTud9GiRVi9ejWaNm2KqVOnAgCWLl2KrVu34pdffkGvXr3KjVFYWIjw8HAYGxsDAPz8/LBixYoa55Sfn48FCxZg/Pjx0NLSAgBkZmaiWbNmonHKysrQ1dVFZmZmuXH27NmDxMREbNu2TTiWkJCAr776ClevXq1yPpmZmVBRUSmzLFrz5s2FuR0dHREaGordu3fDzc0NmZmZwnvwcmGiLixYsAAtW7YUFYBeJzo6Gvn5+YiMjIS6ujoAYNOmTXBxccGaNWvQvHnz18bQ1dWFkpKSsEfNywoLC7Fp0yb07NkTQEkhz9zcHBcvXsQHH3zw2tja2tpQUVFBo0aNysQmInrXVXsPlwoDSaWYNWtWnVfqiYiIiIiIiIhq4/bt28jLy8OgQYOgoaEhfEVGRuLOnTsAACsrK5ibmwtdLvHx8Xj48CHGjBkjxDlx4gQGDhyIVq1aQVNTE5MmTcKjR48q7PgICAjAlClT4ODggNWrVwtz1VRKSgoMDAxEv+1vYWEBHR0dpKSkVCnG6dOnRe/ByxvJd+nSRfheSUkJTZo0QefOnYVjpR/EP3z4sML4jRo1EootANCiRYsKx0dFRYlyOX36tOh8YWEh3NzcUFxcXGa5t+r4+eefMXnyZGzfvh0dO3YEADx+/BiTJk3C9u3b0bRp03KvCwoKEuVXuqTZ6wwePBiff/45vL29oaqqClNTUwwZMgRAyednAERxvb29a3Rfq1evRkxMDL7//vsyHTWVSUlJgaWlpVBsAYA+ffpAoVDg1q1bNcrlZcrKyqLin5mZWbV+RomI3md1VnABAHV19UrbSmvizz//xMSJE9GkSROoqamhc+fOovVOi4uLsXTpUrRo0QJqampwcHDA77//Xqc5EBEREREREdH7q3RviiNHjuDq1avC182bN4V9XICSJcBKCy7R0dFwcnJCkyZNAJRsrD506FBhI/akpCRs3rwZAPD8+fNy5w0MDERycjKcnZ1x8uRJWFhY4Pvvv3+Tt/pa3bt3F70HL29G/+pyZxKJRHSsdJ8OhUJRYfzyYhQXF5c7dtiwYaJcXl4irLTYcvfuXRw/flzobgEAfX39MkWcFy9eICsrq0xHRHx8PFxcXLB+/Xq4u7sLx+/cuYO0tDS4uLhAWVkZysrKiIyMxMGDB6GsrIw7d+7A29tblF/Lli2hr6+P58+fC/vWlHrw4IFo7oCAAGRnZ0Mul+Pvv//G8OHDAUDYJ+bluDXpAAoJCcHq1avx008/iQpldUUqlZZ5boWFhe98bCKi+latJcVe5/jx4zA1Na2zeP/88w/69OmDAQMG4OjRo9DT08Pvv/+Oxo0bC2M+++wzbNy4ETt37oSRkRGWLFkCR0dH3Lx5s1rVfSIiIiIiIiL6d7KwsICqqirkcjlsbW0rHDdhwgQsXrwYSUlJ2Lt3L8LDw4VzSUlJUCgUWLt2rdClsGfPntfObWpqClNTU/j7+2P8+PHYsWMHRowYUaP7MDc3x71793Dv3j2hy+XmzZvIzs6GhYVFlWKoqamhffv2NZq/rmlqakJTU7PM8dJiy++//46ff/5ZKHqVsrGxQXZ2NpKSktCtWzcAwMmTJ6FQKIRlrAAgLi4OQ4cOxZo1azBt2jRRDDMzM1y/fl10bPHixXj8+DE2bNgAAwMDqKiolNkbpVu3bmjQoAFiY2MxatQoAMCtW7cgl8uF5epKSSQStGzZEgCwe/duGBgYoGvXrgBQq2fw2WefYdWqVfjxxx9FRaqqMjc3R0REBJ4+fSp0uZw5cwZSqRQdOnQAAOjp6YmWPysqKsKNGzcwYMAA4ZiKigqKiorKxH/x4gUuXbokLB9269YtZGdnw9zcXIj96h7QV69eFRXrKopNRPSuq1bB5eDBg+Uez8nJQVJSEr788kt8+eWXdZIYAKxZswYGBgaivWOMjIyE74uLixEaGorFixcLvykQGRmJ5s2bY//+/dXakIuIiIiIiIiI/p00NTUxd+5c+Pv7Q6FQoG/fvsjJycGZM2egpaUFDw8PACX7svTu3RteXl4oKioSdX+0b98ehYWFCAsLg4uLC86cOSMqyLzq2bNnmDdvHkaPHg0jIyPcv38fiYmJwof0NeHg4IDOnTtDJpMhNDQUL168gI+PD2xtbUUfvJfuSfLkyRP89ddfuHr1KlRUVKpclKlPhYWFGD16NC5fvozDhw+jqKhI2BtFV1cXKioqMDc3h5OTE6ZOnYrw8HAUFhbCz88P48aNEwocP//8M4YOHYrZs2dj1KhRQozSIkrDhg3RqVMn0dyl+7K8evxl2tra8PLyQkBAAHR1daGlpYWZM2fCxsZGtK/N559/DicnJ0ilUuzbtw+rV6/Gnj17oKSkVOn9v+7ZrVmzBkuXLkV0dDQMDQ2F+ypdnqwqZDIZli1bBg8PDwQGBuKvv/7CzJkzMWnSJGHZOHt7ewQEBODIkSMwNjbGunXrynT1GBoa4tSpUxg3bhxUVVWFpdkaNGiAmTNnYuPGjVBWVoafnx969eolFGDs7e3x+eefIzIyEjY2Nti1axdu3LgBa2trUewLFy4gLS0NGhoa0NXVFQqdRETvsmr9n8rV1bXcLz8/P5w9exZffvllnRY5Dh48iO7du2PMmDFo1qwZrK2tsX37duF8amoqMjMzRRuDaWtro2fPnjh37lyFcQsKCpCbmyv6IiIiIiIiIqJ/r5UrV2LJkiUIDg4WPrA/cuSI6Bc7gZIPo69du4YRI0ZATU1NOG5paYl169ZhzZo16NSpE6KiohAcHFzhfEpKSnj06BHc3d1hamoKNzc3fPjhh1i+fHmN70EikeDAgQNo3Lgx+vfvDwcHB7Rr1w7ffPONaJy1tTWsra2RlJSE6OhoWFtbC3uIvOv+/PNPHDx4EPfv34eVlRVatGghfJ09e1YYFxUVBTMzMwwcOBBDhgxB37598cUXXwjnd+7ciby8PAQHB4tijBw5stY5rl+/HkOHDsWoUaPQv39/6OvrY9++faIxR48eRb9+/dC9e3ccOXIEBw4cgKur62tjv+7Zbd26Fc+fP8fo0aNF9xUSEiKMCQwMhKGhYYVzNGrUCD/++COysrLQo0cPjB49GgMHDsSmTZuEMR999BE8PDzg7u4OW1tbtGvXTtTdAgArVqxAWloajI2NoaenJ4q/YMECTJgwAX369IGGhoboZ9TR0RFLlizB/Pnz0aNHDzx+/Fi03BsAzJ07F0pKSrCwsICenl6V988hIqpvkuKKFtJ8B5QuCRYQEIAxY8YgMTERs2fPRnh4ODw8PHD27Fn06dMH6enpaNGihXCdm5sbJBJJmb9wlAoMDCz3Lzg5OTmiNUGJiOgdFKj9BmPnvLnYRET/MoGBge91fKL6lpubC21t7ffu36H5+flITU2FkZERl/F+AwIDA5GWloaIiIj6ToXeYx4eHpBIJPXycxQREYE5c+aU6YYhInrfVfXvQHW6h0tdUygU6N69O4KCggCUVPlv3LghFFxqatGiRQgICBBe5+bmCmufEhERERERERERvY+Ki4sRFxeHhISE+k6FiOg/qcpLisXExFQ56L1793DmzJkaJfSyFi1alFlf1NzcXGgj1NfXBwA8ePBANObBgwfCufKoqqpCS0tL9EVERERERERERPQ+k0gkuHv3Ln+xmIionlS54LJ161aYm5vjs88+Q0pKSpnzOTk5+OGHHzBhwgR07doVjx49qnVyffr0wa1bt0THfvvtN7Rt2xYAYGRkBH19fcTGxgrnc3NzceHCBdjY2NR6fiIiIiIiIiKit8XOzq5K+3wQvas8PT25nBgR/adVeUmx+Ph4HDx4EGFhYVi0aBHU1dXRvHlzNGzYEP/88w8yMzPRtGlTeHp64saNG2jevHmtk/P390fv3r0RFBQENzc3XLx4EV988YWwCZpEIsGcOXPw6aefwsTEBEZGRliyZAlatmzJv6AQERERERER0XvFzs6uvlMgIiKiWqjWHi7Dhg3DsGHD8PfffyMhIQF3797Fs2fP0LRpU1hbW8Pa2hpSaZWbZl6rR48e+P7777Fo0SKsWLECRkZGCA0NhUwmE8bMnz8fT58+xbRp05CdnY2+ffvi2LFj3LyPiIiIiIiIiIiIiIjemmoVXEo1bdr0rXWQDB06FEOHDq3wvEQiwYoVK7BixYq3kg8REREREREREREREdGr6q4dhYiIiIiIiIiIiIiI6D+KBRciIiIiIiIiIiIiIqJaYsGFiIiIiIiIiIiIiIiollhwISIiIiIiIiIiIiIiqiXlmly0YsUKzJ07F40aNRIdf/bsGT7//HMsXbq0TpIjIiIiIiIioveD4cIjb22utNXOb22u6oiIiMCcOXOQnZ1do+sDAwORlpaGiIiIOs3rXefp6Yns7Gzs37+/vlOhOhIXF4cBAwbgn3/+gY6OTn2nQ0T01tSow2X58uV48uRJmeN5eXlYvnx5rZMiIiIiIiIiIqLqy8jIwIQJE2BqagqpVIo5c+bUd0qvtWHDhrdaZMrKysLMmTPRoUMHqKmpoU2bNpg1axZycnJE4+RyOZydndGoUSM0a9YM8+bNw4sXL4Tz+/btw6BBg6CnpwctLS3Y2Njgxx9/rHDe1atXQyKRVOmZZGVlQSaTQUtLCzo6OvDy8irzWdyePXtgZWWFRo0aoW3btvj8889fGzc5ORmjRo2CoaEhJBIJQkNDy4wJDg5Gjx49oKmpiWbNmsHV1RW3bt16beyX9e7dGxkZGdDW1q7WdXVBIpGweEdE9aZGBZfi4mJIJJIyx69duwZdXd1aJ0VERERERERERNVXUFAAPT09LF68GJaWlm90rufPn9dJHG1t7bfaBZGeno709HSEhITgxo0biIiIwLFjx+Dl5SWMKSoqgrOzM54/f46zZ89i586diIiIEK3qcurUKQwaNAg//PADkpKSMGDAALi4uODKlStl5kxMTMS2bdvQpUuXKuUok8mQnJyM48eP4/Dhwzh16hSmTZsmnD969ChkMhm8vb1x48YNbNmyBevXr8emTZsqjZuXl4d27dph9erV0NfXL3dMfHw8fH19cf78eRw/fhyFhYUYPHgwnj59WqXcAUBFRQX6+vrlfn5IRPRvVq2CS+PGjaGrqwuJRAJTU1Po6uoKX9ra2hg0aBDc3NzeVK5ERERERERERDWiUCgQHBwMIyMjqKmpwdLSEnv37hXOtW7dGlu3bhVdc+XKFUilUty9excAsG7dOnTu3Bnq6uowMDCAj49PuSuAlLp27RoGDBgATU1NaGlpoVu3brh06VKt7kMul2P48OHQ0NCAlpYW3Nzc8ODBA+G8oaEhNmzYAHd392p1F9jZ2cHPzw9+fn7Q1tZG06ZNsWTJEhQXF4tir1y5Eu7u7tDS0hIKAAkJCejXrx/U1NRgYGCAWbNmCR/Of/zxx+jZs2eZ+SwtLbFixQoAJUuKubq6Cucqe1YA0L17d4SEhAivXV1d0aBBA+FZ3L9/HxKJBLdv3y73Xjt16oTvvvsOLi4uMDY2hr29PVatWoVDhw4JHSw//fQTbt68iV27dsHKygoffvghVq5cic2bNwuFptDQUMyfPx89evSAiYkJgoKCYGJigkOHDonme/LkCWQyGbZv347GjRu/9lmkpKTg2LFj+PLLL9GzZ0/07dsXYWFhiImJQXp6OgDg66+/hqurK7y9vdGuXTs4Oztj0aJFWLNmjeiZvapHjx74/PPPMW7cOKiqqpY75tixY/D09ETHjh1haWmJiIgIyOVyJCUlvTb3UnFxcZBIJMLyehEREdDR0cGPP/4Ic3NzaGhowMnJCRkZGcI1pT8Hy5cvF7qGvL29RYU9Q0PDMl05VlZWCAwMFM4DwIgRIyCRSITXRERvS7UKLqGhoVi3bh2Ki4uxfPlyrF+/XvgKDw9HQkICNm/e/KZyJSIiIiIiIiKqkeDgYERGRiI8PBzJycnw9/fHxIkTER8fD6lUivHjxyM6Olp0TVRUFPr06YO2bdsCAKRSKTZu3Ijk5GTs3LkTJ0+exPz58yucUyaToXXr1khMTERSUhIWLlyIBg0a1PgeFAoFhg8fjqysLMTHx+P48eP4448/MHbs2BrHfNnOnTuhrKyMixcvYsOGDVi3bh2+/PJL0ZiQkBBYWlriypUrWLJkCe7cuQMnJyeMGjUKv/zyC7755hskJCTAz88PQMl7cPHiRdy5c0eIkZycjF9++QUTJkwoN4/KnhUA2NraIi4uDkDJKiynT5+Gjo4OEhISAJR0aLRq1Qrt27ev8r3n5ORAS0sLysol2x2fO3cOnTt3RvPmzYUxjo6OyM3NRXJycrkxFAoFHj9+XGb1F19fXzg7O8PBwaFKuZw7dw46Ojro3r27cMzBwQFSqRQXLlwAUNLJ1LBhQ9F1ampquH//vlAgrCulS63VdlWbvLw8hISE4Ouvv8apU6cgl8sxd+5c0ZjY2FikpKQgLi4Ou3fvxr59+6q1fUFiYiIAYMeOHcjIyBBeExG9LcrVGezh4QEAMDIyQp8+fYQ/hIiIiIiIiIiI3lUFBQUICgrCiRMnYGNjAwBo164dEhISsG3bNtja2kImk2Ht2rWQy+Vo06YNFAoFYmJisHjxYiHOy3tvGBoa4tNPP4W3tze2bNlS7rxyuRzz5s2DmZkZAMDExKRW9xEbG4vr168jNTUVBgYGAIDIyEh07NgRiYmJ6NGjR63iGxgYYP369ZBIJOjQoQOuX7+O9evXY+rUqcIYe3t7/N///Z/wesqUKZDJZMJ7Y2Jigo0bN8LW1hZbt24VuiSio6OxZMkSACWFrJ49e5ZbEKnKs7Kzs8NXX32FoqIi3LhxAyoqKhg7dizi4uLg5OSEuLg42NraVvm+//77b6xcuVK0ZFdmZqao2AJAeJ2ZmVlunJCQEDx58kS0+ktMTAwuX75crQ/+MzMz0axZM9ExZWVl6OrqCnM7OjrC398fnp6eGDBgAG7fvo21a9cCKNnHp646OxQKBebMmYM+ffqgU6dOtYpVWFiI8PBwGBsbAwD8/PyELqdSKioq+N///odGjRqhY8eOWLFiBebNm4eVK1dCKn39743r6ekBAHR0dCpcMo2I6E2q0R4umpqaSElJEV4fOHAArq6u+Pjjj+ts/U4iIiIiIiIiorpw+/Zt5OXlYdCgQdDQ0BC+IiMjhc4LKysrmJubC10u8fHxePjwIcaMGSPEOXHiBAYOHIhWrVpBU1MTkyZNwqNHj5CXl1fuvAEBAZgyZQocHBywevVqUZdHTaSkpMDAwEAotgCAhYUFdHR0RJ/TVOb06dOi9yAqKko416tXL9GeGzY2Nvj9999RVFQkHHu56wIoWTYtIiJCFNPR0REKhQKpqakASrpcSt/X4uJi7N69GzKZrNz8qvKs+vXrh8ePH+PKlSuIj48XijClXS/x8fGws7MDAAQFBYniyOVy0Xy5ublwdnaGhYWFsCxVTURHR2P58uXYs2ePUCy5d+8eZs+ejaioqDLdKKW8vb1F+VXV1KlT4efnh6FDh0JFRQW9evXCuHHjAJR0YsnlclHcoKCgGt2Xr68vbty4gZiYmBpd/7JGjRoJxRYAaNGiBR4+fCgaY2lpiUaNGgmvbWxs8OTJE9y7d6/W8xMRvQ01alGZPn06Fi5ciM6dOwutqyNHjsS3336LvLy8MmspEhERERERERHVl9K9PY4cOYJWrVqJzr28j0VpYWDhwoWIjo6Gk5MTmjRpAgBIS0vD0KFDMWPGDKxatQq6urpISEiAl5cXnj9/LvqQuFRgYCAmTJiAI0eO4OjRo1i2bBliYmIwYsSIN3i3levevTuuXr0qvH61i+N11NXVRa+fPHmC6dOnY9asWWXGtmnTBgAwfvx4LFiwAJcvX8azZ89w7969CpdBq8qz0tHRgaWlJeLi4nDu3DkMGjQI/fv3x9ixY/Hbb7/h999/FzpcvL29RR0nLVu2FL5//PgxnJycoKmpie+//1603Ju+vj4uXrwomr90r5xXOydiYmIwZcoUfPvtt6Jlw5KSkvDw4UN07dpVOFZUVIRTp05h06ZNKCgowIoVK8osq6Wvr1+mEPHixQtkZWUJc0skEqxZswZBQUHIzMyEnp4eYmNjAZR0BDVu3Fj0nGuyHJifnx8OHz6MU6dOoXXr1tW+/lWvLqcnkUgq3W+mPFKptMw1hYWFtc6NiKiu1Kjg8ttvv8HKygoA8O2338LW1hbR0dE4c+YMxo0bx4ILEREREREREb0zLCwsoKqqCrlcXulSUxMmTMDixYuRlJSEvXv3Ijw8XDiXlJQEhUKBtWvXCksb7dmz57Vzm5qawtTUFP7+/hg/fjx27NhR44KLubk57t27h3v37gldLjdv3kR2djYsLCyqFENNTa3CvU1K9wcpdf78eZiYmEBJSanCeF27dsXNmzcr3S+ldevWsLW1RVRUFJ49e4ZBgwaVWTKrVFWfla2tLX7++WdcvHhRKICZm5tj1apVaNGiBUxNTQGUFBrKKzbk5ubC0dERqqqqOHjwYJkOFBsbG6xatQoPHz4Ucj1+/Di0tLRE7/Xu3bvx0UcfISYmBs7OzqIYAwcOxPXr10XHJk+eDDMzMyxYsABKSkpo1qxZmffCxsYG2dnZSEpKQrdu3QAAJ0+ehEKhQM+ePUVjlZSUhMLU7t27YWNjIyyrVZ09bF5WXFyMmTNn4vvvv0dcXByMjIxqFKcmrl27hmfPnkFNTQ1Ayc+ghoaG8POup6eHjIwMYXxubq7QSVWqQYMGoq4sIqK3qUYFl+LiYigUCgAl7bRDhw4FULLW599//1132RERERERERER1ZKmpibmzp0Lf39/KBQK9O3bFzk5OThz5gy0tLSEPWsNDQ3Ru3dveHl5oaioCMOGDRNitG/fHoWFhQgLC4OLiwvOnDkjKsi86tmzZ5g3bx5Gjx4NIyMj3L9/H4mJiRg1alSN78PBwQGdO3eGTCZDaGgoXrx4AR8fH9ja2oqW+irtbHjy5An++usvXL16FSoqKq8tysjlcgQEBGD69Om4fPkywsLChH1BKrJgwQL06tULfn5+mDJlCtTV1XHz5k0cP34cmzZtEsbJZDIsW7YMz58/x/r16yuMV9VnZWdnh7CwMOjp6Ql75NjZ2WHTpk2iZeDKk5ubi8GDByMvLw+7du1Cbm4ucnNzAZR8oK+kpITBgwfDwsICkyZNwmeffYbMzEwsXrwYvr6+QqdNdHQ0PDw8sGHDBvTs2VPYX0VNTQ3a2trQ1NQss++Juro6mjRpUul+KObm5nBycsLUqVMRHh6OwsJC+Pn5Ydy4cUKHzt9//429e/fCzs4O+fn52LFjB7799lvEx8dXeu/Pnz/HzZs3he///PNPXL16FRoaGkKBxtfXF9HR0Thw4AA0NTWF+9LW1hYKIW/K8+fP4eXlhcWLFyMtLQ3Lli2Dn5+fUOS0t7dHREQEXFxcoKOjg6VLl5YpCBoaGiI2NhZ9+vSBqqoqGjdu/EZzJiJ6WY0KLt27d8enn34KBwcHxMfHY+vWrQCA1NTUareiEhEREREREdH7L2218+sH1aOVK1dCT08PwcHB+OOPP6Cjo4OuXbvi448/Fo2TyWTw8fGBu7u76MNlS0tLrFu3DmvWrMGiRYvQv39/BAcHw93dvdz5lJSU8OjRI7i7u+PBgwdo2rQpRo4cieXLl9f4HiQSCQ4cOICZM2eif//+kEqlcHJyQlhYmGictbW18H1SUhKio6PRtm1bpKWlVRrf3d0dz549wwcffAAlJSXMnj1btJF8ebp06YL4+Hh88skn6NevH4qLi2FsbFxmybDRo0fDz88PSkpKcHV1rTRmVZ5Vv379oFAoRF0wdnZ22LBhg7B/S0UuX74sdPO82gWSmpoKQ0NDKCkp4fDhw5gxYwZsbGygrq4ODw8P0SbvX3zxBV68eAFfX1/4+voKxz08PBAREVFpDq8TFRUFPz8/DBw4EFKpFKNGjcLGjRtFY3bu3Im5c+eiuLgYNjY2iIuLwwcffFBp3PT0dNHPR0hICEJCQmBrayvsgVP6Od+r7+OOHTvg6ekJAPD09ERaWppwTV0ZOHAgTExM0L9/fxQUFGD8+PGivXUWLVqE1NRUDB06FNra2li5cmWZDpe1a9ciICAA27dvR6tWrV77c09EVJckxdVdLBHAL7/8AplMJvzmw7JlywAAM2fOxKNHj4SN0N4Xubm50NbWRk5ODrS0tOo7HSIiqkyg9huMnfPmYhMR/cvUZmPhdyE+UX17X/8dmp+fj9TUVBgZGVW4CTjVXGBgINLS0mr9YX1N2NnZwcrKisvEU5XY2tpiwIABdfrntaenJ7Kzs7F///46i0lEVFeq+negGnW4dOnSpcwalADw+eefV7quJxEREREREREREb2/cnJycOfOHRw5cqS+UyEieufUqOBSKikpCSkpKQBKNjXr2rVrnSRFRERERERERERE7x5tbW3cv3+/vtMgInon1ajg8vDhQ4wdOxbx8fHQ0dEBAGRnZ2PAgAGIiYmBnp5eXeZIRERERERERPSvZ2dnh+zs7HqZu6734iCqrvpYSo+IqK5Ja3LRzJkz8eTJEyQnJyMrKwtZWVm4ceMGcnNzMWvWrLrOkYiIiIiIiIjoX8/Ozu61G8oTERHRu6tGHS7Hjh3DiRMnYG5uLhyzsLDA5s2bMXjw4DpLjoiIiIiIiIiIiIiI6H1Qow4XhUKBBg0alDneoEEDKBSKWidFRERERERERERERET0PqlRwcXe3h6zZ89Genq6cOzPP/+Ev78/Bg4cWGfJERERERERERERERERvQ9qVHDZtGkTcnNzYWhoCGNjYxgbG8PIyAi5ubkICwur6xyJiIiIiIiIiIiIiIjeaTXaw8XAwACXL1/GiRMn8OuvvwIAzM3N4eDgUKfJERERERERERERERERvQ9qVHABAIlEgkGDBmHQoEF1mQ8REb0nUszM32h8819T3mh8IiIiIqK6FhERgTlz5iA7O7tG1wcGBiItLQ0RERF1mte7ztPTE9nZ2di/f399p0JERFQr1VpS7OTJk7CwsEBubm6Zczk5OejYsSNOnz5dZ8kRERERERER0XsiUPvtfVGFMjIyMGHCBJiamkIqlWLOnDn1ndJrbdiw4a0WmbKysjBz5kx06NABampqaNOmDWbNmoWcnBzROLlcDmdnZzRq1AjNmjXDvHnz8OLFC+H8vn37MGjQIOjp6UFLSws2Njb48ccfK5x39erVkEgkVXomWVlZkMlk0NLSgo6ODry8vPDkyRPRmD179sDKygqNGjVC27Zt8fnnn782bnJyMkaNGgVDQ0NIJBKEhoaWGRMcHIwePXpAU1MTzZo1g6urK27duvXa2G+CRCJ5Y4U4Q0PDcu+fiKg2qlVwCQ0NxdSpU6GlpVXmnLa2NqZPn45169bVWXJERERERERERFR1BQUF0NPTw+LFi2FpaflG53r+/HmdxNHW1oaOjk6dxKqK9PR0pKenIyQkBDdu3EBERASOHTsGLy8vYUxRURGcnZ3x/PlznD17Fjt37kRERASWLl0qjDl16hQGDRqEH374AUlJSRgwYABcXFxw5cqVMnMmJiZi27Zt6NKlS5VylMlkSE5OxvHjx3H48GGcOnUK06ZNE84fPXoUMpkM3t7euHHjBrZs2YL169dj06ZNlcbNy8tDu3btsHr1aujr65c7Jj4+Hr6+vjh//jyOHz+OwsJCDB48GE+fPq1S7kRE/2XVKrhcu3YNTk5OFZ4fPHgwkpKSap0UEREREREREVFdUigUCA4OhpGREdTU1GBpaYm9e/cK51q3bo2tW7eKrrly5QqkUinu3r0LAFi3bh06d+4MdXV1GBgYwMfHp0zXwcuuXbuGAQMGQFNTE1paWujWrRsuXbpUq/uQy+UYPnw4NDQ0oKWlBTc3Nzx48EA4b2hoiA0bNsDd3R3a2lXvBrKzs4Ofnx/8/Pygra2Npk2bYsmSJSguLhbFXrlyJdzd3aGlpSUUABISEtCvXz+oqanBwMAAs2bNEj6c//jjj9GzZ88y81laWmLFihUASpYUc3V1Fc5V9qwAoHv37ggJCRFeu7q6okGDBsKzuH//PiQSCW7fvl3uvXbq1AnfffcdXFxcYGxsDHt7e6xatQqHDh0SOlh++ukn3Lx5E7t27YKVlRU+/PBDrFy5Eps3bxYKTaGhoZg/fz569OgBExMTBAUFwcTEBIcOHRLN9+TJE8hkMmzfvh2NGzd+7bNISUnBsWPH8OWXX6Jnz57o27cvwsLCEBMTg/T0dADA119/DVdXV3h7e6Ndu3ZwdnbGokWLsGbNGtEze1WPHj3w+eefY9y4cVBVVS13zLFjx+Dp6YmOHTvC0tISERERkMvl1f7MLz4+Hh988AFUVVXRokULLFy4UNQhVF6HiZWVFQIDA4XzADBixAhIJBLhdWBgIKysrLBt2zYYGBigUaNGcHNzE3Uo2dnZlekkcnV1haenp3D+7t278Pf3h0QigUQiqda9ERFVpFoFlwcPHqBBgwYVnldWVsZff/1V66SIiIiIiIiIiOpScHAwIiMjER4ejuTkZPj7+2PixImIj4+HVCrF+PHjER0dLbomKioKffr0Qdu2bQEAUqkUGzduRHJyMnbu3ImTJ09i/vz5Fc4pk8nQunVrJCYmIikpCQsXLqz0c5XXUSgUGD58OLKyshAfH4/jx4/jjz/+wNixY2sc82U7d+6EsrIyLl68iA0bNmDdunX48ssvRWNCQkJgaWmJK1euYMmSJbhz5w6cnJwwatQo/PLLL/jmm2+QkJAAPz8/ACXvwcWLF3Hnzh0hRnJyMn755RdMmDCh3Dwqe1YAYGtri7i4OABAcXExTp8+DR0dHSQkJAAo+aC/VatWaN++fZXvPScnB1paWlBWLtnu+Ny5c+jcuTOaN28ujHF0dERubi6Sk5PLjaFQKPD48WPo6uqKjvv6+sLZ2RkODg5VyuXcuXPQ0dFB9+7dhWMODg6QSqW4cOECgJJOpoYNG4quU1NTw/3794UCYV0pLWS8el+V+fPPPzFkyBD06NED165dw9atW/HVV1/h008/rXKMxMREAMCOHTuQkZEhvAaA27dvY8+ePTh06BCOHTuGK1euwMfHp8qx9+3bh9atW2PFihXIyMhARkZGla8lIqqMcnUGt2rVCjdu3KjwD6xffvkFLVq0qJPEiIiIiIiIiIjqQkFBAYKCgnDixAnY2NgAANq1a4eEhARs27YNtra2kMlkWLt2LeRyOdq0aQOFQoGYmBgsXrxYiPPyb8wbGhri008/hbe3N7Zs2VLuvHK5HPPmzYOZmRkAwMTEpFb3ERsbi+vXryM1NRUGBgYAgMjISHTs2BGJiYno0aNHreIbGBhg/fr1kEgk6NChA65fv47169dj6tSpwhh7e3v83//9n/B6ypQpkMlkwntjYmKCjRs3wtbWFlu3bhW6JKKjo7FkyRIAJYWsnj17lvv5UlWelZ2dHb766isUFRXhxo0bUFFRwdixYxEXFwcnJyfExcXB1ta2yvf9999/Y+XKlaIluzIzM0XFFgDC68zMzHLjhISE4MmTJ3BzcxOOxcTE4PLly6JiwetkZmaiWbNmomPKysrQ1dUV5nZ0dIS/vz88PT0xYMAA3L59G2vXrgVQso9PaTdIbSkUCsyZMwd9+vRBp06dqnzdli1bYGBggE2bNkEikcDMzAzp6elYsGABli5dCqn09b8DrqenBwDQ0dEps/xZfn4+IiMj0apVKwBAWFgYnJ2dsXbt2gqXSnuZrq4ulJSUoKmpWaXxRERVVa0OlyFDhmDJkiXIz88vc+7Zs2dYtmwZhg4dWmfJERERERERERHV1u3bt5GXl4dBgwZBQ0ND+IqMjBQ6L6ysrGBubi50ucTHx+Phw4cYM2aMEOfEiRMYOHAgWrVqBU1NTUyaNAmPHj1CXl5eufMGBARgypQpcHBwwOrVq0VdHjWRkpICAwMDodgCABYWFtDR0UFKSkqVYpw+fVr0HkRFRQnnevXqJVpaycbGBr///juKioqEYy93XQAly6ZFRESIYjo6OkKhUCA1NRVASZdL6ftaXFyM3bt3QyaTlZtfVZ5Vv3798PjxY1y5cgXx8fFCEaa06yU+Ph52dnYAgKCgIFEcuVwumi83NxfOzs6wsLAQlrKqiejoaCxfvhx79uwRiiX37t3D7NmzERUVVaYbpZS3t7cov6qaOnUq/Pz8MHToUKioqKBXr14YN24cgJJOLLlcLoobFBRUo/vy9fXFjRs3EBMTU63rUlJSYGNjI/p56tOnD548eYL79+/XKJeXtWnTRii2ACU/qwqFArdu3ap1bCKi2qhWh8vixYuxb98+mJqaws/PDx06dAAA/Prrr9i8eTOKiorwySefvJFEiYiIiIiIiIhqonRvjyNHjog+pAUg2seitDCwcOFCREdHw8nJCU2aNAEApKWlYejQoZgxYwZWrVoFXV1dJCQkwMvLC8+fP0ejRo3KzBsYGIgJEybgyJEjOHr0KJYtW4aYmBiMGDHiDd5t5bp3746rV68Kr1/t4ngddXV10esnT55g+vTpmDVrVpmxbdq0AQCMHz8eCxYswOXLl/Hs2TPcu3evwmXQqvKsdHR0YGlpibi4OJw7dw6DBg1C//79MXbsWPz222/4/fffhQ4Xb29vUcdJy5Ythe8fP34MJycnaGpq4vvvvxct96avr4+LFy+K5i/dK+fVjoiYmBhMmTIF3377rWjZsKSkJDx8+BBdu3YVjhUVFeHUqVPYtGkTCgoKsGLFCsydO1cUT19fHw8fPhQde/HiBbKysoS5JRIJ1qxZg6CgIGRmZkJPTw+xsbEASjqCGjduLHrO1VkOrJSfnx8OHz6MU6dOoXXr1tW+/nWkUmmZ/WYKCwvf+dhERJWpVsGlefPmOHv2LGbMmIFFixYJ/+OSSCRwdHTE5s2bq/0HNRERERERERHRm2RhYQFVVVXI5fJKl5qaMGECFi9ejKSkJOzduxfh4eHCuaSkJCgUCqxdu1ZYDmnPnj2vndvU1BSmpqbw9/fH+PHjsWPHjhoXXMzNzXHv3j3cu3dP6HK5efMmsrOzYWFhUaUYampqFS4VX7o/SKnz58/DxMQESkpKFcbr2rUrbt68Wel+Ka1bt4atrS2ioqLw7NkzDBo0qMySWaWq+qxsbW3x888/4+LFi0IBzNzcHKtWrUKLFi1gamoKoKTQUF6xITc3F46OjlBVVcXBgwfLdKDY2Nhg1apVePjwoZDr8ePHoaWlJXqvd+/ejY8++ggxMTFwdnYWxRg4cCCuX78uOjZ58mSYmZlhwYIFUFJSQrNmzcq8FzY2NsjOzkZSUhK6desGADh58iQUCgV69uwpGqukpCQUpnbv3g0bGxthKa7q7GHzsuLiYsycORPff/894uLiYGRkVO0Y5ubm+O6771BcXCx0uZw5cwaamppC8UZPT0+0d0pubq7QFVWqQYMGog6rUnK5HOnp6UIB7fz585BKpcIvh78au3T5uQEDBgjHVFRUyo1NRFQb1Sq4AEDbtm3xww8/4J9//sHt27dRXFwMExMTNG7c+E3kR0RERERERERUK5qampg7dy78/f2hUCjQt29f5OTk4MyZM9DS0oKHhweAkn1ZevfuDS8vLxQVFWHYsGFCjPbt26OwsBBhYWFwcXHBmTNnRAWZVz179gzz5s3D6NGjYWRkhPv37yMxMRGjRo2q8X04ODigc+fOkMlkCA0NxYsXL+Dj4wNbW1vRUl+lnQ1PnjzBX3/9hatXr0JFReW1RRm5XI6AgABMnz4dly9fRlhYmLAvSEUWLFiAXr16wc/PD1OmTIG6ujpu3ryJ48ePY9OmTcI4mUyGZcuW4fnz51i/fn2F8ar6rOzs7BAWFgY9PT1hjxw7Ozts2rRJtAxceXJzczF48GDk5eVh165dyM3NRW5uLoCSD+qVlJQwePBgWFhYYNKkSfjss8+QmZmJxYsXw9fXV+i0iY6OhoeHBzZs2ICePXsK+6uoqalBW1sbmpqaZfY9UVdXR5MmTSrdD8Xc3BxOTk6YOnUqwsPDUVhYCD8/P4wbN04oMPz999/Yu3cv7OzskJ+fjx07duDbb79FfHx8pff+/Plz3Lx5U/j+zz//xNWrV6GhoSEUaHx9fREdHY0DBw5AU1NTuC9tbW2oqalVGr+Uj48PQkNDMXPmTPj5+eHWrVtYtmwZAgIChIKlvb09IiIi4OLiAh0dHSxdurRMcc/Q0BCxsbHo06cPVFVVhc8fGzZsCA8PD4SEhCA3NxezZs2Cm5ub0AFkb2+PgIAAHDlyBMbGxli3bh2ys7PLxD516hTGjRsHVVVVNG3atEr3RkRUmWrt4fKyxo0bo0ePHvjggw9YbCEiIiIiIiKid9rKlSuxZMkSBAcHCx9oHzlypMxv78tkMly7dg0jRowQfbhsaWmJdevWYc2aNejUqROioqIQHBxc4XxKSkp49OgR3N3dYWpqCjc3N3z44YdYvnx5je9BIpHgwIEDaNy4Mfr37w8HBwe0a9cO33zzjWictbU1rK2tkZSUhOjoaFhbW2PIkCGvje/u7o5nz57hgw8+gK+vL2bPni3aSL48Xbp0QXx8PH777Tf069cP1tbWWLp0qWjpLgAYPXq0sN+Nq6trpTGr8qz69esHhUIh6oKxs7NDUVGRsH9LRS5fvowLFy7g+vXraN++PVq0aCF83bt3D0DJ8zt8+DCUlJRgY2ODiRMnwt3dHStWrBDifPHFF3jx4gV8fX1FMWbPnl3p/FURFRUFMzMzDBw4EEOGDEHfvn3xxRdfiMbs3LkT3bt3R58+fZCcnIy4uDh88MEHlcZNT08Xfj4yMjIQEhICa2trTJkyRRizdetW5OTkwM7OTnRfL/+ceXp6Vvo+t2rVCj/88AMuXrwIS0tLeHt7w8vLC4sXLxbGLFq0CLa2thg6dCicnZ3h6uoKY2NjUZy1a9fi+PHjMDAwgLW1tXC8ffv2GDlyJIYMGYLBgwejS5cu2LJli3D+o48+goeHB9zd3WFra4t27dqJulsAYMWKFUhLS4OxsbHQFUREVFuS4lcXNPwPys3Nhba2NnJycqClpVXf6RARvRdSzMzfaHzzXyvY9DNQ+81NGpjz5mITEf3L1GZj4XchPlF9e1//HZqfn4/U1FQYGRlVuAk41VxgYCDS0tIQERHx1ue2s7ODlZUVQkND3/rc9P6xtbXFgAED6uXP68DAQOzfv1+0Rw0R0ZtW1b8DVXtJMSIiIiIiIiIiIvpvysnJwZ07d3DkyJH6ToWI6J3DggsRERERERERERFViba2Nu7fv1/faRARvZNYcCEiIiIiIiIiegfY2dmV2dj7bYmLi6uXeYmqKzAwkEuPEtE7q8oFl4MHD1Y56LBhw2qUDBERERERERHRf9XrNnsnIiKid1uVCy6urq5VGieRSFBUVFTTfIiIiIiIiIiIiIiIiN47VS64KBSKN5kHERERERERERERERHRe0ta3wkQERERERERERERERG976rc4fKqp0+fIj4+HnK5HM+fPxedmzVrVq0TIyIiIiIiIiIiIiIiel/UqOBy5coVDBkyBHl5eXj69Cl0dXXx999/o1GjRmjWrBkLLkRERERERERERERE9J9SoyXF/P394eLign/++Qdqamo4f/487t69i27duiEkJKSucyQiIiIiIiIiIiIiInqn1ajD5erVq9i2bRukUimUlJRQUFCAdu3a4bPPPoOHhwdGjhxZ13kSERERERER0Tus887Ob22u6x7X39pc1REREYE5c+YgOzu7RtcHBgYiLS0NERERdZrXm1KT+7Wzs4OVlRVCQ0PfWF5Uubi4OAwYMAD//PMPdHR06jsdIqJ/lRp1uDRo0ABSacmlzZo1g1wuBwBoa2vj3r17dZcdERERERERERFVWUJCAvr06YMmTZpATU0NZmZmWL9+/RuZa+zYsfjtt9+qdc2+ffuwcuXKCs9nZWVh5syZ6NChA9TU1NCmTRvMmjULOTk5onFyuRzOzs7C8vbz5s3DixcvRPMMGjQIenp60NLSgo2NDX788UdRjMDAQEgkEtGXmZnZa+8hKysLMpkMWlpa0NHRgZeXF548eSKcz8/Ph6enJzp37gxlZWW4urpW+b3p3r07dHR0oK6uDisrK3z99ddlxgwePBhNmjSBRCLB1atXqxT7Zb1790ZGRga0tbWrfW1tSSQS7N+//63PS0T0ttSow8Xa2hqJiYkwMTGBra0tli5dir///htff/01OnXqVNc5EhERERERERFRFairq8PPzw9dunSBuro6EhISMH36dKirq2PatGl1OpeamhrU1NSqdY2urm6l59PT05Geno6QkBBYWFjg7t278Pb2Rnp6Ovbu3QsAKCoqgrOzM/T19XH27FlkZGTA3d0dDRo0QFBQEADg1KlTGDRoEIKCgqCjo4MdO3bAxcUFFy5cgLW1tTBfx44dceLECeG1svLrPyqTyWTIyMjA8ePHUVhYiMmTJ2PatGmIjo4W8lNTU8OsWbPw3XffVeu9+eSTT2BmZgYVFRUcPnwYkydPRrNmzeDo6AgAePr0Kfr27Qs3NzdMnTq1yrFfpqKiAn19/RpdS0RElatRh0tQUBBatGgBAFi1ahUaN26MGTNm4K+//sK2bdvqNEEiIiIiIiIiotpSKBQIDg6GkZER1NTUYGlpKXyAr1Ao0Lp1a2zdulV0zZUrVyCVSnH37l0AwLp169C5c2eoq6vDwMAAPj4+os6GV127dg0DBgyApqYmtLS00K1bN1y6dKlW9yGXyzF8+HBoaGhAS0sLbm5uePDggXDe2toa48ePR8eOHWFoaIiJEyfC0dERp0+frjSuoaEhPv30U7i7u0NDQwNt27bFwYMH8ddffwnzdenSRZR/RESEaEmqwMBAoSvD0NAQ2traGDduHB4/fiyMsbOzw5w5cyrMo1OnTvjuu+/g4uICY2Nj2NvbY9WqVTh06JDQwfLTTz/h5s2b2LVrF6ysrPDhhx9i5cqV2Lx5M54/fw4ACA0Nxfz589GjRw+YmJggKCgIJiYmOHTokGg+ZWVl6OvrC19Nmzat9H1KSUnBsWPH8OWXX6Jnz57o27cvwsLCEBMTg/T0dAAlRa+tW7di6tSp1Sps2NnZYcSIETA3N4exsTFmz56NLl26ICEhQRgzadIkLF26FA4ODlWO+6q4uDhIJBJhKbjS5/jjjz/C3NwcGhoacHJyQkZGhnCNp6cnXF1dsXz5cqFryNvbW3i/gZKfoVeXirOyskJgYKBwHgBGjBgBiUQivCYi+jepUcGle/fuGDBgAICSJcWOHTuG3NxcJCUlwcrKqi7zIyIiIiIiIiKqteDgYERGRiI8PBzJycnw9/fHxIkTER8fD6lUivHjxwsdCqWioqLQp08ftG3bFgAglUqxceNGJCcnY+fOnTh58iTmz59f4ZwymQytW7dGYmIikpKSsHDhQjRo0KDG96BQKDB8+HBkZWUhPj4ex48fxx9//IGxY8dWeM2VK1dw9uxZ2Nravjb++vXr0adPH1y5cgXOzs6YNGkS3N3dMXHiRFy+fBnGxsZwd3dHcXFxhTHu3LmD/fv34/Dhwzh8+DDi4+OxevXqGt1vqZycHGhpaQndJ+fOnUPnzp3RvHlzYYyjoyNyc3ORnJxcbgyFQoHHjx+X6bD5/fff0bJlS7Rr1w4ymUxYNr8i586dg46ODrp37y4cc3BwgFQqxYULF2p6i2UUFxcjNjYWt27dQv/+/essbkXy8vIQEhKCr7/+GqdOnYJcLsfcuXNFY2JjY5GSkoK4uDjs3r0b+/btw/Lly6s8R2JiIgBgx44dyMjIEF4TEf2b1KjgYm9vX+6GaLm5ubC3t69tTkREREREREREdaagoABBQUH43//+B0dHR7Rr1w6enp6YOHGisFKHTCbDmTNnhA/cFQoFYmJiIJPJhDhz5szBgAEDYGhoCHt7e3z66afYs2dPhfPK5XI4ODjAzMwMJiYmGDNmDCwtLWt8H7Gxsbh+/Tqio6PRrVs39OzZE5GRkYiPjy/z4XXr1q2hqqqK7t27w9fXF1OmTHlt/CFDhmD69OkwMTHB0qVLkZubix49emDMmDEwNTXFggULkJKSIuqoeZVCoUBERAQ6deqEfv36YdKkSYiNja3xPf/9999YuXKlaDm0zMxMUbEFgPA6MzOz3DghISF48uQJ3NzchGM9e/ZEREQEjh07hq1btyI1NRX9+vUTdeS8KjMzE82aNRMdU1ZWhq6uboVzV0dOTg40NDSgoqICZ2dnhIWFYdCgQbWO+zqFhYUIDw9H9+7d0bVrV/j5+ZV5bioqKvjf//6Hjh07wtnZGStWrMDGjRuhUCiqNIeenh4AQEdHB/r6+sJrIqJ/kxoVXOLi4kQtg6Xy8/Nf26JKRERERERERPQ23b59G3l5eRg0aBA0NDSEr8jISNy5cwdAydJH5ubmQpdLfHw8Hj58iDFjxghxTpw4gYEDB6JVq1bQ1NTEpEmT8OjRI+Tl5ZU7b0BAAKZMmQIHBwesXr1amKumUlJSYGBgAAMDA+GYhYUFdHR0kJKSIhp7+vRpXLp0CeHh4QgNDcXu3bsBlHTtvPwevPw5TpcuXYTvSwsYnTt3LnPs4cOHFeZoaGgITU1N4XWLFi0qHB8UFCTK5dXuktzcXDg7O8PCwkJYlqomoqOjsXz5cuzZs0dULPnwww8xZswYdOnSBY6Ojvjhhx+QnZ0tFNG8vb1F+dUVuVwuilu67wwAaGpq4urVq0hMTMSqVasQEBCAuLi4Opu7Io0aNYKxsbHwurznZmlpiUaNGgmvbWxs8OTJE9y7d++N50dE9L54/U5gL/nll1+E72/evCmq3BcVFeHYsWNo1apV3WVHRERERERERFRLpfusHDlypMznFqqqqsL3MpkM0dHRWLhwIaKjo+Hk5IQmTZoAANLS0jB06FDMmDEDq1atgq6uLhISEuDl5YXnz5+LPoguFRgYiAkTJuDIkSM4evQoli1bhpiYGIwYMeIN3m0JIyMjACUFkwcPHiAwMBDjx4/HsGHD0LNnT2Hcy+/Hy8udSSSSCo9V1tHw6pJpEomkwvHe3t6ijpOWLVsK3z9+/BhOTk7Q1NTE999/L4qrr6+PixcvimKVdt28umdKTEwMpkyZgm+//fa1+57o6OjA1NQUt2/fBgCsWLGizLJa+vr6ZQoRL168QFZWVpX3a2nZsiWuXr0qvH55mTOpVIr27dsDKCkCpqSkIDg4GHZ2dlWKXVPlPbfKlo4rj1QqLXNNYWFhrXMjInqfVKvgYmVlBYlEAolEUu7SYWpqaggLC6uz5IiIiIiIiIiIasvCwgKqqqqQy+WV7mUyYcIELF68GElJSdi7dy/Cw8OFc0lJSVAoFFi7di2k0pIFQypbTqyUqakpTE1N4e/vj/Hjx2PHjh01LriYm5vj3r17uHfvntDlcvPmTWRnZ8PCwqLC6xQKBQoKCgCUdFC83IFSn3R1dcvsqQKUdLY4OjpCVVUVBw8eRMOGDUXnbWxssGrVKjx8+FDoWDl+/Di0tLRE78Pu3bvx0UcfISYmBs7Ozq/N58mTJ7hz5w4mTZoEoGTf4leXD7OxsUF2djaSkpLQrVs3AMDJkyehUChEhazKKCsrC0WV13n52dW3a9eu4dmzZ1BTUwMAnD9/HhoaGsLPop6eHjIyMoTxubm5SE1NFcVo0KABioqK3l7SRERvWbUKLqmpqSguLka7du1w8eJF0VqLKioqaNasGZSUlOo8SSIiIiIiIiKimtLU1MTcuXPh7+8PhUKBvn37IicnB2fOnIGWlhY8PDwAlCyH1bt3b3h5eaGoqAjDhg0TYrRv3x6FhYUICwuDi4sLzpw5IyrIvOrZs2eYN28eRo8eDSMjI9y/fx+JiYkYNWpUje/DwcEBnTt3hkwmQ2hoKF68eAEfHx/Y2toKm7hv3rwZbdq0gZmZGQDg1KlTCAkJwaxZs2o879uUm5uLwYMHIy8vD7t27UJubi5yc3MBlHygr6SkhMGDB8PCwgKTJk3CZ599hszMTCxevBi+vr5Cx1J0dDQ8PDywYcMG9OzZU1ilRU1NDdra2gCAuXPnwsXFBW3btkV6ejqWLVsGJSUljB8/vsL8zM3N4eTkhKlTpyI8PByFhYXw8/PDuHHjRB06N2/exPPnz5GVlYXHjx8LHS1WVlYVxg4ODkb37t1hbGyMgoIC/PDDD/j666+xdetWYUxWVhbkcjnS09MBALdu3QJQ0nlT1Q6bmnr+/Dm8vLywePFipKWlYdmyZfDz8xMKkPb29oiIiICLiwt0dHSwdOnSMp8TGhoaIjY2Fn369IGqqioaN278RnMmInrbqlVwadu2LYDKW0eJiIiIiIiI6L/nusf1+k6hUitXroSenh6Cg4Pxxx9/QEdHB127dsXHH38sGieTyeDj4wN3d3fhN/mBkv0r1q1bhzVr1mDRokXo378/goOD4e7uXu58SkpKePToEdzd3fHgwQM0bdoUI0eOxPLly2t8DxKJBAcOHMDMmTPRv39/SKVSODk5iVYbUSgUWLRoEVJTU6GsrAxjY2OsWbMG06dPr/G8b9Ply5dx4cIFACjTBZKamgpDQ0MoKSnh8OHDmDFjBmxsbKCurg4PDw+sWLFCGPvFF1/gxYsX8PX1ha+vr3Dcw8MDERERAID79+9j/PjxePToEfT09NC3b1+cP3/+tZu5R0VFwc/PDwMHDoRUKsWoUaOwceNG0ZghQ4bg7t27wmtra2sAqHSZrqdPn8LHxwf379+HmpoazMzMsGvXLowdO1YYc/DgQUyePFl4PW7cOADAsmXLhH1uPD09kZaWVud7vwwcOBAmJibo378/CgoKMH78eNHeOqU/d0OHDoW2tjZWrlxZpsNl7dq1CAgIwPbt29GqVSukpaXVaY5ERPVNUlzdBRn/P3fu3EFoaKiwKZuFhQVmz54t2mDrfZGbmwttbW3k5ORAS0urvtMhInovpJiZv9H45r+mlH8iUPvNTRqY8+ZiExH9y9Rm8+J3IT5RfXtf/x2an5+P1NRUGBkZlVnmiWovMDAQaWlpQkGAqCZsbW0xYMCAOv2z1NPTE9nZ2di/f3+dxSQiep9U9e9A0poE//HHH2FhYYGLFy+iS5cu6NKlCy5cuICOHTvi+PHjNU6aiIiIiIiIiIiIaiYnJwd37tzB3Llz6zsVIqL/pGotKVZq4cKF8Pf3x+rVq8scX7BgAQYNGlQnyRER0bvLbVGN/gipsnd7QQoiIiIiIqJ3j7a2Nu7fv1/faRAR/WfV6NOylJQU7Nmzp8zxjz76CKGhobXNiYiIiIiIiIjoP8fOzg7Z2dn1nQZRGVzmjoioampUcNHT08PVq1dhYmIiOn716lU0a9asThIjIiIiIiIiIvovsbOzq+8UiIiIqBaqVXBZsWIF5s6di6lTp2LatGn4448/0Lt3bwDAmTNnsGbNGgQEBLyRRImIiIiIiIiIiIiIiN5V1Sq4LF++HN7e3liyZAk0NTWxdu1aLFq0CADQsmVLBAYGYtasWW8kUSIiIiIiIiIiIiIiondVtQouxcXFAACJRAJ/f3/4+/vj8ePHAABNTc26z46IiIiIiIiIiIiIiOg9UO09XCQSieg1Cy1ERERERERERERERPRfV+2Ci6mpaZmiy6uysrJqnBAREREREREREREREdH7ptoFl+XLl0NbW/tN5EJERERERERE9N6KiIjAnDlzkJ2dXaPrAwMDkZaWhoiIiDrN602pyf3a2dnBysoKoaGhbywvIiKi+lLtgsu4cePQrFmzN5ELEREREREREb2nUszM39pc5r+mvLW53jcJCQlYsGABfv31V+Tl5aFt27aYPn06/P3963yusWPHYsiQIdW6Zt++fWjQoEGF57OysrBs2TL89NNPkMvl0NPTg6urK1auXCn6BWC5XI4ZM2bg559/hoaGBjw8PBAcHAxlZWVhnq1bt+Lq1asoKChAx44dERgYCEdHRyFGYGAgli9fLpq/Q4cO+PXXXyu9h6ysLMycOROHDh2CVCrFqFGjsGHDBmhoaAAA8vPz4e3tjaSkJKSkpGDo0KHYv39/ld6boKAg3L59G4WFhTAxMcH//d//YdKkSaIx4eHhSEpKQlZWFq5cuQIrK6vXxn4TJBIJvv/+e7i6utZ5bENDQ8yZMwdz5syp89hERG9StQour1tKjIiIiIiIiIiI6o+6ujr8/PzQpUsXqKurIyEhAdOnT4e6ujqmTZtWp3OpqalBTU2tWtfo6upWej49PR3p6ekICQmBhYUF7t69C29vb6Snp2Pv3r0AgKKiIjg7O0NfXx9nz55FRkYG3N3d0aBBAwQFBQEATp06hUGDBiEoKAg6OjrYsWMHXFxccOHCBVhbWwvzdezYESdOnBBelxZsKiOTyZCRkYHjx4+jsLAQkydPxrRp0xAdHS3kp6amhlmzZuG7776r1nvzySefwMzMDCoqKjh8+DAmT56MZs2aCYWip0+fom/fvnBzc8PUqVOrHJuIiN4OaXUGFxcXv6k8iIiIiIiIiIjeGIVCgeDgYBgZGUFNTQ2WlpbCB/gKhQKtW7fG1q1bRddcuXIFUqkUd+/eBQCsW7cOnTt3hrq6OgwMDODj44MnT55UOOe1a9cwYMAAaGpqQktLC926dcOlS5dqdR9yuRzDhw+HhoYGtLS04ObmhgcPHgjnra2tMX78eHTs2BGGhoaYOHEiHB0dcfr06UrjGhoa4tNPP4W7uzs0NDTQtm1bHDx4EH/99ZcwX5cuXUT5R0REQEdHR3gdGBgIKysrfP311zA0NIS2tjbGjRuHx48fC2Ps7Owq7Vro1KkTvvvuO7i4uMDY2Bj29vZYtWoVDh06hBcvXgAAfvrpJ9y8eRO7du2ClZUVPvzwQ6xcuRKbN2/G8+fPAQChoaGYP38+evToARMTEwQFBcHExASHDh0SzaesrAx9fX3hq2nTppW+TykpKTh27Bi+/PJL9OzZE3379kVYWBhiYmKQnp4OoKTotXXrVkydOhX6+vqVxnuZnZ0dRowYAXNzcxgbG2P27Nno0qULEhIShDGTJk3C0qVL4eDgUOW45YmPj8cHH3wAVVVVtGjRAgsXLhTeX6Dk5+HVZd+srKwQGBgonAeAESNGQCKRCK9Lfwa2bdsGAwMDNGrUCG5ubsjJyRHd56s/A66urvD09BTO3717F/7+/pBIJPwFcCJ6r1Sr4KJQKLicGBERERERERG9d4KDgxEZGYnw8HAkJyfD398fEydORHx8PKRSKcaPHy90KJSKiopCnz590LZtWwCAVCrFxo0bkZycjJ07d+LkyZOYP39+hXPKZDK0bt0aiYmJSEpKwsKFCytdTut1FAoFhg8fjqysLMTHx+P48eP4448/MHbs2AqvuXLlCs6ePQtbW9vXxl+/fj369OmDK1euwNnZGZMmTYK7uzsmTpyIy5cvw9jYGO7u7pX+Qu6dO3ewf/9+HD58GIcPH0Z8fDxWr15do/stlZOTAy0tLaH75Ny5c+jcuTOaN28ujHF0dERubi6Sk5PLjaFQKPD48eMyHTa///47WrZsiXbt2kEmk0Eul1eay7lz56Cjo4Pu3bsLxxwcHCCVSnHhwoWa3mIZxcXFiI2Nxa1bt9C/f/86iwsAf/75J4YMGYIePXrg2rVr2Lp1K7766it8+umnVY6RmJgIANixYwcyMjKE1wBw+/Zt7NmzB4cOHcKxY8dw5coV+Pj4VDn2vn370Lp1a6xYsQIZGRnIyMio+s0REdWzahVc6tvq1ashkUhEVfD8/Hz4+vqiSZMm0NDQwKhRo0S/2UFERERERERE/20FBQUICgrC//73Pzg6OqJdu3bw9PTExIkTsW3bNgAlxZEzZ84IH7grFArExMRAJpMJcebMmYMBAwbA0NAQ9vb2+PTTT7Fnz54K55XL5XBwcICZmRlMTEwwZswYWFpa1vg+YmNjcf36dURHR6Nbt27o2bMnIiMjER8fL/rAGwBat24NVVVVdO/eHb6+vpgyZcpr4w8ZMgTTp0+HiYkJli5ditzcXPTo0QNjxoyBqakpFixYgJSUlEo/d1EoFIiIiECnTp3Qr18/TJo0CbGxsTW+57///hsrV64ULYeWmZkpKrYAEF5nZmaWGyckJARPnjyBm5ubcKxnz56IiIjAsWPHsHXrVqSmpqJfv36ijpxXZWZmlvllZGVlZejq6lY4d3Xk5ORAQ0MDKioqcHZ2RlhYGAYNGlTruC/bsmULDAwMsGnTJpiZmcHV1RXLly/H2rVroVAoqhRDT08PAKCjowN9fX3hNVDyWV1kZCSsrKzQv39/oQOoqu+Prq4ulJSUoKmpKXQeERG9L96bgktiYiK2bduGLl26iI77+/vj0KFD+PbbbxEfH4/09HSMHDmynrIkIiIiIiIionfN7du3kZeXh0GDBkFDQ0P4ioyMxJ07dwCULJdkbm4udLnEx8fj4cOHGDNmjBDnxIkTGDhwIFq1agVNTU1MmjQJjx49Ql5eXrnzBgQEYMqUKXBwcMDq1auFuWoqJSUFBgYGMDAwEI5ZWFhAR0cHKSkporGnT5/GpUuXEB4ejtDQUOzevRtASdfOy+/By0uNvfyZS2kBo3PnzmWOPXz4sMIcDQ0NoampKbxu0aJFheODgoJEubzaXZKbmwtnZ2dYWFgIS1nVRHR0NJYvX449e/aIiiUffvghxowZgy5dusDR0RE//PADsrOzhSKat7e3KL+6IpfLRXFL950BAE1NTVy9ehWJiYlYtWoVAgICEBcXV2dzAyU/RzY2NqKluvr06YMnT57g/v37tY7fpk0btGrVSnhtY2MDhUKBW7du1To2EdG77vU7gb0Dnjx5AplMhu3bt4vaG3NycvDVV18hOjoa9vb2AEpaGc3NzXH+/Hn06tWrvlImIiIiIiIiondE6T4rR44cEX0QDACqqqrC9zKZDNHR0Vi4cCGio6Ph5OSEJk2aAADS0tIwdOhQzJgxA6tWrYKuri4SEhLg5eWF58+fo1GjRmXmDQwMxIQJE3DkyBEcPXoUy5YtQ0xMDEaMGPEG77aEkZERgJKCyYMHDxAYGIjx48dj2LBh6NmzpzDu5ffj5eXOSj+ML+9YZV0Qry6ZJpFIKhzv7e0t6jhp2bKl8P3jx4/h5OQETU1NfP/996K4+vr6uHjxoihWadfNq90QMTExmDJlCr799tvX7nuio6MDU1NT3L59GwCwYsUKzJ07VzRGX1+/TAHpxYsXyMrKqnInRsuWLXH16lXh9cvLnEmlUrRv3x5ASREwJSUFwcHBsLOzq1LsuiKVSsssHVdYWPjOxyYiqm/vRYeLr68vnJ2dy/zBmJSUhMLCQtFxMzMztGnTBufOnaswXkFBAXJzc0VfRERERERERPTvZGFhAVVVVcjlcrRv31709XK3yIQJE3Djxg0kJSVh7969ouXEkpKSoFAosHbtWvTq1QumpqbCJumVMTU1hb+/P3766SeMHDkSO3bsqPF9mJub4969e7h3755w7ObNm8jOzoaFhUWF1ykUChQUFAAo6aB4+f7V1NRqnE9t6erqinIp3aMlNzcXgwcPhoqKCg4ePIiGDRuKrrOxscH169dFhY/jx49DS0tL9D7s3r0bkydPxu7du+Hs7PzafJ48eYI7d+6gRYsWAIBmzZqJ8iudOzs7G0lJScJ1J0+ehEKhEBWyKqOsrCyK++q+Mi97+dnVFXNzc5w7d05U9Dhz5gw0NTXRunVrACVLhr28d0pubi5SU1NFcRo0aICioqIy8eVyuei/jfPnz0MqlaJDhw7lxi4qKsKNGzdEMVRUVMqNTUT0rnvnO1xiYmJw+fLlMmuRAiXrZqqoqEBHR0d0vHnz5pWuCxkcHIzly5fXdapERERERERE9A7S1NTE3Llz4e/vD4VCgb59+yInJwdnzpyBlpYWPDw8AJQsh9W7d294eXmhqKgIw4YNE2K0b98ehYWFCAsLg4uLC86cOYPw8PAK53z27BnmzZuH0aNHw8jICPfv30diYiJGjRpV4/twcHBA586dIZPJEBoaihcvXsDHxwe2trbCJu6bN29GmzZtYGZmBgA4deoUQkJCMGvWrBrP+zaVFlvy8vKwa9cu0S/K6unpQUlJCYMHD4aFhQUmTZqEzz77DJmZmVi8eDF8fX2FjqXo6Gh4eHhgw4YN6Nmzp/A5kZqaGrS1tQEAc+fOhYuLC9q2bYv09HQsW7YMSkpKGD9+fIX5mZubw8nJCVOnTkV4eDgKCwvh5+eHcePGiTp0bt68iefPnyMrKwuPHz8WOlqsrKwqjB0cHIzu3bvD2NgYBQUF+OGHH/D1119j69atwpisrCxRQaN0ma7q7HXi4+OD0NBQzJw5E35+frh16xaWLVuGgIAASKUlv5ttb2+PiIgIuLi4QEdHB0uXLoWSkpIojqGhIWJjY9GnTx+oqqqicePGAICGDRvCw8MDISEhyM3NxaxZs+Dm5ibkZ29vj4CAABw5cgTGxsZYt24dsrOzy8Q+deoUxo0bB1VVVTRt2rRK90ZEVN/e6YLLvXv3MHv2bBw/frzMbzPUxqJFixAQECC8zs3NFf1GCxERERERERFVj/mvKa8fVI9WrlwJPT09BAcH448//oCOjg66du2Kjz/+WDROJpPBx8cH7u7uou4PS0tLrFu3DmvWrMGiRYvQv39/BAcHw93dvdz5lJSU8OjRI7i7u+PBgwdo2rQpRo4cWatfAJVIJDhw4ABmzpyJ/v37QyqVwsnJCWFhYcIYhUKBRYsWITU1FcrKyjA2NsaaNWswffr0Gs/7Nl2+fBkXLlwAAKGrpFRqaioMDQ2hpKSEw4cPY8aMGbCxsYG6ujo8PDywYsUKYewXX3yBFy9ewNfXF76+vsJxDw8PREREAADu37+P8ePH49GjR9DT00Pfvn1x/vx50Qbw5YmKioKfnx8GDhwIqVSKUaNGYePGjaIxQ4YMwd27d4XX1tbWAFBmKa2XPX36FD4+Prh//z7U1NRgZmaGXbt2YezYscKYgwcPYvLkycLrcePGAQCWLVsm7HPj6emJtLS0Cvd+adWqFX744QfMmzcPlpaW0NXVhZeXFxYvXiyMKf0ZGjp0KLS1tbFy5coyHS5r165FQEAAtm/fjlatWiEtLQ1AyXMbOXIkhgwZgqysLAwdOhRbtmwRrvvoo49w7do1uLu7Q1lZGf7+/hgwYIAo9ooVKzB9+nSh+FTZ+0ZE9C6RFL/D/8fav38/RowYIaqgFxUVQSKRQCqV4scff4SDgwP++ecfUZdL27ZtMWfOHPj7+1dpntzcXGhrayMnJwdaWlp1fRtERP9KnXd2fv2gWrjucb38E4Hab27SwJw3F5uI6F+mNpsXvwvxierb+/rv0Pz8fKSmpsLIyKhOfzGSSgQGBiItLU0oCBDVhK2tLQYMGFAvf5YGBgZi//79oj1qiIj+Dar6d6B3usNl4MCBuH5d/IHb5MmTYWZmhgULFsDAwAANGjRAbGys0JJ769YtyOVy2NjY1EfKRERERERERERE9SInJwd37tzBkSNH6jsVIqL/pHe64KKpqYlOnTqJjqmrq6NJkybCcS8vLwQEBEBXVxdaWlqYOXMmbGxs0KtXr/pImYiIiIiIiIiIqF5oa2vj/v379Z0GEdF/1jtdcKmK9evXC+tlFhQUwNHRUbQuJBERERERERHR+8DOzq7M5uFE75PAwEAuC0pE/2nvXcHl1Q2/GjZsiM2bN2Pz5s31kxARERERERERUR2ws7Or7xSIiIioFqT1nQAREREREREREREREdH7jgUXIiIiIiIiIiIiIiKiWmLBhYiIiIiIiIiIiIiIqJZYcCEiIiIiIiIiIiIiIqolFlyIiIiIiIiIiIiIiIhqiQUXIiIiIiIiIvrXKy4uxrRp06CrqwuJRIKrV6/Wd0r0LxQREQEdHZ36ToOIiOqJcn0nQERERERERETvv83eJ9/aXL7/j707j8sp/f8H/rpbpeVOlBbpDiNJqimZipQt24yYGesHGR/L2ErZmbTYSflYZ8aQJTPzNZYxlkiEaUJSZCRbyaTw+aAaS6XO748enZ9bi7vRXZbX8/Ho8XDOuc71vs51Tnc5767r2ti1xudER0cjMjIScXFxaNGiBZo0aQKJRIK9e/fC29u79htZCZlMBj8/P/j5+Sl8Tnx8PLp06YJ27dq9cZIoMzMToaGhOH78OHJzc2Fqaop//etfmDdvHjQ0NMRyly5dwqRJk5CYmAhDQ0NMmTIFM2fOFI9///332LZtGy5fvgwAcHR0xOLFi+Hs7Fxp3AkTJuDbb79FeHj4a689KysLX3/9NU6cOAEdHR2MGjUKS5YsgZra/3+FFRUVheXLl+P69euQSqXo3bs3VqxYgcaNG1db97p167BixQrk5ubCzs4Oa9asqdDmhIQEzJs3D2fPnoWqqirs7e1x5MgRaGlpVVt3ucGDB6NPnz4Kla1NmZmZsLS0RHJyMuzt7es8PhERleEIFyIiIiIiIiJ67928eRMmJiZwdXWFsbGx3Av8t9Xjx48xcuRIdOvWrVbqu3r1KkpLS/Htt9/izz//RHh4ODZu3Ii5c+eKZfLz89GzZ09YWFggKSkJ5vhsSgABAABJREFUK1asQFBQEL777juxTFxcHIYOHYoTJ04gISEB5ubm6NmzJ7KzsyvE3Lt3L86cOQNTU9PXtq+kpAR9+/ZFUVER/vjjD2zduhWRkZEIDAwUy8THx2PkyJEYM2YM/vzzT+zatQvnzp3D2LFjq637559/hr+/PxYsWIALFy7Azs4OXl5euH//vlgmISEBvXr1Qs+ePXHu3DkkJiZi8uTJUFFR/PWZlpYWjIyMFC5PRETvFyZciIiIiIiIiOi95uPjgylTpiArKwsSiQQymQwymQwAMGDAAHFfVV68eIGpU6dCX18fjRs3xqxZszBq1Ci5kTEeHh6YPHkyJk+eDKlUiiZNmuCbb76BIAji8du3b2PatGmQSCSQSCSvbfeECRMwbNgwuLi4VDhWWFiIqVOnwsjICA0aNECnTp2QmJhYbX29evXCli1b0LNnT7Ro0QKfffYZpk+fjj179ohloqKiUFRUhM2bN8PGxgZDhgzB1KlTsWrVKrkyEydOhL29Pdq0aYNNmzahtLQUsbGxcvGys7MxZcoUREVFQV1d/bXXe/ToUVy5cgU7duyAvb09evfujdDQUKxbtw5FRUUAypIiMpkMU6dOhaWlJTp16oTx48fj3Llz1da9atUqjB07FqNHj0bbtm2xceNGNGzYEJs3bxbLTJs2DVOnTsXs2bNhY2MDKysrDBo0CJqamq9te7lXpxQLCgqCvb09tm/fDplMBqlUiiFDhqCgoEAs87pnBwAkEgn27dsnF0tfXx+RkZEAAEtLSwCAg4MDJBIJPDw8FG4zERHVHiZciIiIiIiIiOi9tnr1aoSEhKBZs2bIyclBYmKimJzYsmWLuK8qy5YtQ1RUFLZs2YL4+Hjk5+dXePkNAFu3boWamhrOnTuH1atXY9WqVdi0aRMAYM+ePWjWrBlCQkKQk5ODnJycatu8ZcsW3Lp1CwsWLKj0+MyZM7F7925s3boVFy5cQKtWreDl5YWHDx8q2Ctl8vLyYGBgIG4nJCTA3d1dbooxLy8vpKen49GjR5XW8fTpUxQXF8vVU1paihEjRmDGjBmwsbFRqC0JCQmwtbVF06ZN5WLn5+fjzz//BAC4uLjgzp07OHToEARBwL179/DLL79UO41XUVERkpKS0L17d3GfiooKunfvjoSEBADA/fv3cfbsWRgZGcHV1RVNmzZFly5d8PvvvyvU9urcvHkT+/btw4EDB3DgwAGcPHkSS5culStT3bOjiPKE07Fjx5CTkyOXRCMiorrDhAsRERERERERvdekUil0dXWhqqoKY2NjGBoawtDQEEDZKIHyfVVZs2YN5syZgwEDBqBNmzZYu3ZtpQujm5ubIzw8HFZWVhg+fDimTJmC8PBwAICBgQFUVVWhq6sLY2NjGBsbVxnv+vXrmD17Nnbs2FHp1GdPnjzBhg0bsGLFCvTu3Rtt27bF999/Dy0tLfzwww8K98uNGzewZs0ajB8/XtyXm5srl/AAIG7n5uZWWs+sWbNgamoql9BYtmwZ1NTUMHXqVIXbo0hsNzc3REVFYfDgwdDQ0ICxsTGkUinWrVtXZb3//e9/UVJSUmnd5fXeunULQNmIlLFjxyI6Ohoff/wxunXrhuvXryt8DZUpLS1FZGQk2rVrh86dO2PEiBEVRgNV9+woovz5bdy4MYyNjeWSX0REVHeYcCEiIiIiIiIiQtmC7To6OuLX4sWLkZeXh3v37sktrq6qqgpHR8cK53/yySdyU4W5uLjg+vXrKCkpqTLmy/EmTJiAkpISDBs2DMHBwWjdunWl59y8eRPFxcVwc3MT96mrq8PZ2RlpaWkAyqYje7nuV2VnZ6NXr1748ssvX7v+SXWWLl2Kn376CXv37kWDBg0AAElJSVi9ejUiIyOrnDqtd+/eYtsUHQEDAFeuXIGvry8CAwORlJSE6OhoZGZmYsKECQCA06dPy113VFSUQvWWlpYCAMaPH4/Ro0fDwcFBTIC8PO3YPyGTyaCrqytum5iYyK0dA/yzZ4eIiN4+b/8KcUREREREREREdcDU1BQpKSnidl2MEng5np6eHgoKCnD+/HkkJydj8uTJAMqSAYIgQE1NDUePHkWTJk1eW29ISAimT59e6bG7d+/C09MTrq6u+O677+SOGRsb4969e3L7yrdfHZWzcuVKLF26FMeOHUP79u3F/adPn8b9+/fRvHlzcV9JSQkCAgIQERGBzMxMbNq0Cc+ePQMAcX0XY2PjCmuxvBp7yZIlcHNzw4wZMwAA7du3h7a2Njp37oyFCxfCyclJrk+bNm0KTU1NqKqqVnpd5fWamJgAANq2bStXxtraGllZWRU7sQZeXb9GIpGICR5FSSQSuTVdAKC4uPiN2kVERLWPCRciIiIiIiIi+iCpq6vLjSBQU1NDq1atKpRr2rQpEhMT4e7uDqAseXDhwgXY29vLlTt79qzc9pkzZ/DRRx9BVVUVAKChoVFhxMKr8UpLS5Gamiq3b/369Th+/Dh++eUXcXF0DQ0NxMfHw8LCAkDZy/fExET4+fkBAIyMjGBkZFThWrKzs+Hp6QlHR0ds2bIFKiryk5+4uLhg3rx5KC4uFhMFMTExsLKyQqNGjcRyy5cvx6JFi3DkyBE4OTnJ1TFixAi56cWAsrVYRowYgdGjRwMAzMzMKrTNxcUFixYtwv3798W2x8TEQE9PT0yEPH36tMI0a+X9KwgCtLS0Kr2Hjo6OiI2Nhbe3N4Cyfo6NjRWTWjKZDKampkhPT5c779q1a+jdu3eF+mrb654dQ0NDuXV/rl+/jqdPn4rb5WvucEQMEVH9YsKFiIiIiIiIiD5IMpkMsbGxcHNzg6amplxC4WVTpkzBkiVL0KpVK7Rp0wZr1qzBo0ePKkyXlZWVBX9/f4wfPx4XLlzAmjVrEBYWJhfv1KlTGDJkCDQ1NSsdqaKiooJ27drJ7TMyMkKDBg3k9n/99deYMWMGDAwM0Lx5cyxfvhxPnz7FmDFjqrze7OxseHh4wMLCAitXrsSDBw/EY+UjPcqnMxszZgxmzZqFy5cvY/Xq1XLriSxbtgyBgYHYuXMnZDKZuA5K+TRejRs3RuPGjeViq6urw9jYGFZWVlW2r2fPnmjbti1GjBiB5cuXIzc3F/Pnz8ekSZOgqakJAPj0008xduxYbNiwAV5eXsjJyYGfnx+cnZ1hampaZd3+/v4YNWoUnJyc4OzsjIiICDx58kRMAEkkEsyYMQMLFiyAnZ0d7O3tsXXrVly9ehW//PJLlfXWltc9O127dsXatWvh4uKCkpISzJo1S27kjJGREbS0tBAdHY1mzZqhQYMGkEqlSm83ERHJY8KFiIiIiIiIiD5IYWFh8Pf3x/fffw8zMzNkZmZWWm7WrFnIzc3FyJEjoaqqinHjxsHLy0scfVBu5MiRePbsGZydnaGqqgpfX1+MGzdOPB4SEoLx48ejZcuWKCwsrDBFVE0sXboUpaWlGDFiBAoKCuDk5IQjR45UmTQCykaL3LhxAzdu3ECzZs3kjpW3RSqV4ujRo5g0aRIcHR3RpEkTBAYGyl3Hhg0bUFRUhC+++EKujgULFiAoKOgfX5OqqioOHDiAr7/+Gi4uLtDW1saoUaMQEhIilvHx8UFBQQHWrl2LgIAA6Ovro2vXrli2bFm1dQ8ePBgPHjxAYGAgcnNzYW9vj+joaDRt2lQs4+fnh+fPn2PatGl4+PAh7OzsEBMTg5YtW4plPDw8IJPJEBkZ+Y+vszKve3bCwsIwevRodO7cGaampli9ejWSkpLE42pqavjPf/6DkJAQBAYGonPnzoiLi6vVNhIR0etJhDf56f6eyM/Ph1QqRV5eHvT09Oq7OURE7wTbrbZKrT91VGrlB4KU+FdaQXnKq5uI6D3zJi/U3ob6ierbu/r/0OfPnyMjIwOWlpbiAukfotLSUlhbW2PQoEEIDQ0FUPYi3t7eHhEREfXbOFIqCwsLBAcHw8fHp9bq5LNDRPT2U/R3II5wISIiIiIiIiKqxu3bt3H06FF06dIFhYWFWLt2LTIyMjBs2LD6bhrVoT///BNSqRQjR46s76YQEdFbSuX1RYiIiIiIiIiIPlwqKiqIjIxEhw4d4ObmhtTUVBw7dgzW1tb13TSqQzY2Nrh06RJUVPg6jYiIKscRLkRERERERERE1TA3N0d8fHy1ZbheBv1TfHaIiN4fTMkTERERERERERERERG9ISZciIiIiIiIiIiIiIiI3hATLkRERERERERERERERG+ICRciIiIiIiIiIiIiIqI3xIQLERERERERERERERHRG2LChYiIiIiIiIiIiIiI6A0x4UJERERERERE7z1BEDBu3DgYGBhAIpEgJSWlvptERERE7xm1+m4AEREREREREb37wgb3q7NYAT8fqPE50dHRiIyMRFxcHFq0aIEmTZpAIpFg79698Pb2rv1GVkImk8HPzw9+fn4KnxMfH48uXbqgXbt2b5wkyszMRGhoKI4fP47c3FyYmpriX//6F+bNmwcNDQ2x3KVLlzBp0iQkJibC0NAQU6ZMwcyZM8Xj33//PbZt24bLly8DABwdHbF48WI4OztXGnfChAn49ttvER4e/tprz8rKwtdff40TJ05AR0cHo0aNwpIlS6Cm9v9fYUVFRWH58uW4fv06pFIpevfujRUrVqBx48bV1r1u3TqsWLECubm5sLOzw5o1ayq0OSEhAfPmzcPZs2ehqqoKe3t7HDlyBFpaWtXWXZsyMzNhaWmJ5ORk2Nvb13r9df3cExF9SDjChYiIiIiIiIjeezdv3oSJiQlcXV1hbGws9wL/bfX48WOMHDkS3bp1q5X6rl69itLSUnz77bf4888/ER4ejo0bN2Lu3Llimfz8fPTs2RMWFhZISkrCihUrEBQUhO+++04sExcXh6FDh+LEiRNISEiAubk5evbsiezs7Aox9+7dizNnzsDU1PS17SspKUHfvn1RVFSEP/74A1u3bkVkZCQCAwPFMvHx8Rg5ciTGjBmDP//8E7t27cK5c+cwduzYauv++eef4e/vjwULFuDChQuws7ODl5cX7t+/L5ZJSEhAr1690LNnT5w7dw6JiYmYPHkyVFT4+oyIiBTDnxhERERERERE9F7z8fHBlClTkJWVBYlEAplMBplMBgAYMGCAuK8qL168wNSpU6Gvr4/GjRtj1qxZGDVqlNwIAQ8PD0yePBmTJ0+GVCpFkyZN8M0330AQBPH47du3MW3aNEgkEkgkkte2e8KECRg2bBhcXFwqHCssLMTUqVNhZGSEBg0aoFOnTkhMTKy2vl69emHLli3o2bMnWrRogc8++wzTp0/Hnj17xDJRUVEoKirC5s2bYWNjgyFDhmDq1KlYtWqVXJmJEyfC3t4ebdq0waZNm1BaWorY2Fi5eNnZ2ZgyZQqioqKgrq7+2us9evQorly5gh07dsDe3h69e/dGaGgo1q1bh6KiIgBlSRGZTIapU6fC0tISnTp1wvjx43Hu3Llq6161ahXGjh2L0aNHo23btti4cSMaNmyIzZs3i2WmTZuGqVOnYvbs2bCxsYGVlRUGDRoETU3N17b9Zbt374aNjQ00NTUhk8kQFhYmd1wikWDfvn1y+/T19REZGQkAsLS0BAA4ODhAIpHAw8MDQNlz7O3tjeDgYBgaGkJPTw8TJkwQ+wYoG0UVEREhV7e9vT2CgoLE44Bizz0REdUcEy5ERERERERE9F5bvXo1QkJC0KxZM+Tk5CAxMVFMTmzZskXcV5Vly5YhKioKW7ZsQXx8PPLz8yu8MAeArVu3Qk1NDefOncPq1auxatUqbNq0CQCwZ88eNGvWDCEhIcjJyUFOTk61bd6yZQtu3bqFBQsWVHp85syZ2L17N7Zu3YoLFy6gVatW8PLywsOHDxXslTJ5eXkwMDAQtxMSEuDu7i43xZiXlxfS09Px6NGjSut4+vQpiouL5eopLS3FiBEjMGPGDNjY2CjUloSEBNja2qJp06ZysfPz8/Hnn38CAFxcXHDnzh0cOnQIgiDg3r17+OWXX9CnT58q6y0qKkJSUhK6d+8u7lNRUUH37t2RkJAAALh//z7Onj0LIyMjuLq6omnTpujSpQt+//13hdpeLikpCYMGDcKQIUOQmpqKoKAgfPPNN2IyRRHlyaNjx44hJydHLiEWGxuLtLQ0xMXF4ccff8SePXsQHByscN01ee6JiKjmmHAhIiIiIiIioveaVCqFrq4uVFVVYWxsDENDQxgaGgIoG1lQvq8qa9aswZw5czBgwAC0adMGa9euhb6+foVy5ubmCA8Ph5WVFYYPH44pU6YgPDwcAGBgYABVVVXo6urC2NgYxsbGVca7fv06Zs+ejR07dlQ69dmTJ0+wYcMGrFixAr1790bbtm3x/fffQ0tLCz/88IPC/XLjxg2sWbMG48ePF/fl5ubKJTwAiNu5ubmV1jNr1iyYmprKJTSWLVsGNTU1TJ06VeH2KBLbzc0NUVFRGDx4MDQ0NGBsbAypVIp169ZVWe9///tflJSUVFp3eb23bt0CAAQFBWHs2LGIjo7Gxx9/jG7duuH69esKX8OqVavQrVs3fPPNN2jdujV8fHwwefJkrFixQuE6yp/Fxo0bw9jYWC6RpaGhIY4+6tu3L0JCQvCf//wHpaWlNapbkeeeiIhqjgkXIiIiIiIiIiKULdiuo6Mjfi1evBh5eXm4d++e3OLqqqqqcHR0rHD+J598IjdVmIuLC65fv46SkpIqY74cb8KECSgpKcGwYcMQHByM1q1bV3rOzZs3UVxcDDc3N3Gfuro6nJ2dkZaWBqBsOrKX635VdnY2evXqhS+//PK1659UZ+nSpfjpp5+wd+9eNGjQAEDZKI/Vq1cjMjKyyqnTevfuLbZN0REwAHDlyhX4+voiMDAQSUlJiI6ORmZmJiZMmAAAOH36tNx1R0VFKVRvecJi/PjxGD16NBwcHMTk2cvTjr1OWlqa3H0BypJEr3sOFGVnZ4eGDRuK2y4uLvj7779x586dN66biIje3Nu/QhwRERERERERUR0wNTVFSkqKuP3yyAJleTmenp4eCgoKcP78eSQnJ2Py5MkAypIBgiBATU0NR48eRZMmTV5bb0hICKZPn17psbt378LT0xOurq747rvv5I4ZGxvj3r17cvvKt18dlbNy5UosXboUx44dQ/v27cX9p0+fxv3799G8eXNxX0lJCQICAhAREYHMzExs2rQJz549AwBxfRdjY+MKa7G8GnvJkiVwc3PDjBkzAADt27eHtrY2OnfujIULF8LJyUmuT5s2bQpNTU2oqqpWel3l9ZqYmAAA2rZtK1fG2toaWVlZFTvxDUgkEnFtn3LFxcW1UreKiorS6iYiotdjwoWIiIiIiIiIPkjq6upyow7U1NTQqlWrCuWaNm2KxMREuLu7AyhLHly4cAH29vZy5c6ePSu3febMGXz00UdQVVUFUDYd1KujHF6NV1paitTUVLl969evx/Hjx/HLL7+IC6praGggPj4eFhYWAMpeqicmJsLPzw8AYGRkBCMjowrXkp2dDU9PTzg6OmLLli1QUZGf/MTFxQXz5s1DcXGxmAiJiYmBlZUVGjVqJJZbvnw5Fi1ahCNHjsDJyUmujhEjRshNLwaUrcUyYsQIjB49GgBgZmZWoW0uLi5YtGgR7t+/L7Y9JiYGenp6YiLk6dOnFaZZK+9fQRCgpaVV6T10dHREbGwsvL29AZT1c2xsrJjUkslkMDU1RXp6utx5165dQ+/evSvUVxVra2vEx8fL7YuPj0fr1q3FdhoaGsqt4XP9+nU8ffpU3C5fP6eyETEXL17Es2fPoKWlBaDsGdPR0YG5uXmldefn5yMjI0OujlefeyIiqj1MuBARERERERHRB0kmkyE2NhZubm7Q1NSUSyi8bMqUKViyZAlatWqFNm3aYM2aNXj06FGF6bKysrLg7++P8ePH48KFC1izZg3CwsLk4p06dQpDhgyBpqZmpSNVVFRU0K5dO7l9RkZGaNCggdz+r7/+GjNmzICBgQGaN2+O5cuX4+nTpxgzZkyV15udnQ0PDw9YWFhg5cqVePDggXisfKRH+XRmY8aMwaxZs3D58mWsXr1aXIsGKFufJTAwEDt37oRMJhPXQSmfxqtx48Zo3LixXGx1dXUYGxvDysqqyvb17NkTbdu2xYgRI7B8+XLk5uZi/vz5mDRpEjQ1NQEAn376KcaOHYsNGzbAy8sLOTk58PPzg7OzM0xNTaus29/fH6NGjYKTkxOcnZ0RERGBJ0+eiAkgiUSCGTNmYMGCBbCzs4O9vT22bt2Kq1ev4pdffqmy3lcFBASgQ4cOCA0NxeDBg5GQkIC1a9di/fr1YpmuXbti7dq1cHFxQUlJCWbNmiUmt4Cy+62lpYXo6Gg0a9YMDRo0gFQqBQAUFRVhzJgxmD9/PjIzM7FgwQJMnjxZTJx17doVkZGR+PTTT6Gvr4/AwEAx0VNO0eeeiIhqjgkXIiIiIiIiIvoghYWFwd/fH99//z3MzMyQmZlZablZs2YhNzcXI0eOhKqqKsaNGwcvL68KL7JHjhyJZ8+ewdnZGaqqqvD19cW4cePE4yEhIRg/fjxatmyJwsLCClM/1cTSpUtRWlqKESNGoKCgAE5OTjhy5Ei1L89jYmJw48YN3LhxA82aNZM7Vt4WqVSKo0ePYtKkSXB0dESTJk0QGBgodx0bNmxAUVERvvjiC7k6FixYgKCgoH98Taqqqjhw4AC+/vpruLi4QFtbG6NGjUJISIhYxsfHBwUFBVi7di0CAgKgr6+Prl27YtmyZdXWPXjwYDx48ACBgYHIzc2Fvb09oqOj0bRpU7GMn58fnj9/jmnTpuHhw4ews7NDTEwMWrZsKZbx8PCATCZDZGRkpXE+/vhj/N///R8CAwMRGhoKExMThISEwMfHRywTFhaG0aNHo3PnzjA1NcXq1auRlJQkHldTU8N//vMfhISEIDAwEJ07d0ZcXBwAoFu3bvjoo4/g7u6OwsJCDB06VK7P58yZg4yMDPTr1w9SqRShoaEVRrgo+twTEVHNSYQ3+en+nsjPz4dUKkVeXh709PTquzlERO8E2622Sq0/dVRq5QeCpMoLGpSnvLqJiN4zb/JC7W2on6i+vav/D33+/DkyMjJgaWkpLpD+ISotLYW1tTUGDRqE0NBQAGUv4u3t7REREVG/jSOlsrCwQHBwsFwCpa74+Pjg8ePH2LdvX53HJiL60Cn6OxBHuBARERERERERVeP27ds4evQounTpgsLCQqxduxYZGRkYNmxYfTeN6tCff/4JqVSKkSNH1ndTiIjoLaXy+iJERERERERERB8uFRUVREZGokOHDnBzc0NqaiqOHTsGa2vr+m4a1SEbGxtcunRJXC+FiIjoVRzhQkRERERERERUDXNzc8THx1dbpnyNDSJlqWrdGCIienswJU9ERERERERERERERPSGmHAhIiIiIiIiIiIiIiJ6Q0y4EBERERERERERERERvSEmXIiIiIiIiIiIiIiIiN4QEy5ERERERERERERERERviAkXIiIiIiIiIiIiIiKiN8SECxERERERERERiWQyGSIiIuq7GfUuKCgI9vb29d0MIiJ6h6jVdwOIiIiIiIiI6N331+zTdRar2dLOdRbrVRKJBHv37oW3t3e15fbs2YPFixfjxo0bKC4uxkcffYSAgACMGDGiynPi4uLg6elZYX9OTg6MjY2rPE8mk8HPzw9+fn6KXka9uXTpEiZNmoTExEQYGhpiypQpmDlzpnj8zz//RGBgIJKSknD79m2Eh4dXuK4lS5Zgz549uHr1KrS0tODq6oply5bByspKLOPh4YGTJ0/KnTd+/Hhs3LhR4bZOnz4dU6ZM+WcX+gbKn4NHjx5BX1+/zuMTEdE/x4QLEREREREREVEtMzAwwLx589CmTRtoaGjgwIEDGD16NIyMjODl5VXtuenp6dDT0xO3jYyMlN1cAEBRURE0NDSUVn9+fj569uyJ7t27Y+PGjUhNTcVXX30FfX19jBs3DgDw9OlTtGjRAl9++SWmTZtWaT0nT57EpEmT0KFDB7x48QJz585Fz549ceXKFWhra4vlxo4di5CQEHG7YcOGNWqvjo4OdHR0/sGVEhHRh4pTihERERERERHRe6+goADDhw+HtrY2TExMEB4eDg8PD7nREzKZDKGhoRg6dCi0tbVhZmaGdevWyR0HgAEDBkAikYjblfHw8MCAAQNgbW2Nli1bwtfXF+3bt8fvv//+2rYaGRnB2NhY/FJRqfr1jYeHB27fvo1p06ZBIpFAIpEAqHw6rIiICLk2+/j4wNvbG4sWLYKpqancCJGCgoIq+wEAsrKy0L9/f+jo6EBPTw+DBg3CvXv3qr2uqKgoFBUVYfPmzbCxscGQIUMwdepUrFq1SizToUMHrFixAkOGDIGmpmal9URHR8PHxwc2Njaws7NDZGQksrKykJSUJFeuYcOGcv34chJLEa/2YXl/rVy5EiYmJmjcuDEmTZqE4uJisczrnqHMzExIJBKkpKSI+x4/fgyJRIK4uDhkZmaKo5waNWoEiUQCHx+fGrWbiIjqDxMuRERERERERPTe8/f3R3x8PPbv34+YmBicPn0aFy5cqFBuxYoVsLOzQ3JyMmbPng1fX1/ExMQAABITEwEAW7ZsQU5Ojrj9OoIgIDY2Funp6XB3d39teXt7e5iYmKBHjx6Ij4+vtuyePXvQrFkzhISEICcnBzk5OQq1qVx5u2JiYnDgwAFxf3X9UFpaiv79++Phw4c4efIkYmJicOvWLQwePLjaWAkJCXB3d5cbRePl5YX09HQ8evSoRu1+WV5eHoCyUUUvi4qKQpMmTdCuXTvMmTMHT58+/ccxyp04cQI3b97EiRMnsHXrVkRGRiIyMlKuTHV99zrm5ubYvXs3gLKRTjk5OVi9evUbt5uIiOoGpxQjIiIiIiIiovdaQUEBtm7dip07d6Jbt24AypImpqamFcq6ublh9uzZAIDWrVsjPj4e4eHh6NGjBwwNDQEA+vr61a6pUi4vLw9mZmYoLCyEqqoq1q9fjx49elRZ3sTEBBs3boSTkxMKCwuxadMmeHh44OzZs/j4448rPcfAwACqqqrQ1dVVqE2v0tbWxqZNmypMJVZdP8TGxiI1NRUZGRkwNzcHAGzbtg02NjZITExEhw4dKo2Vm5sLS0tLuX1NmzYVjzVq1KjG7S8tLYWfnx/c3NzQrl07cf+wYcNgYWEBU1NTXLp0CbNmzUJ6ejr27NlT4xgva9SoEdauXQtVVVW0adMGffv2RWxsLMaOHSuWqa7vXkdVVVVMHBkZGXENFyKidwxHuBARERERERHRe+3WrVsoLi6Gs7OzuE8qlcpNoVXOxcWlwnZaWlqVdWdlZYlrfejo6GDx4sXiMV1dXaSkpCAxMRGLFi2Cv78/4uLiqqzLysoK48ePh6OjI1xdXbF582a4uroiPDwcQNmIjZdjnT59WtEuqJKtrW2l67ZU1w9paWkwNzcXky0A0LZtW+jr64tlbGxsxHb27t37jdtZlUmTJuHy5cv46aef5PaPGzcOXl5esLW1xfDhw7Ft2zbs3bsXN2/efKN4NjY2UFVVFbdNTExw//59uTI1fYaIiOj9wREuRERERERERET/kKmpqdx6HC9Pa6WiooJWrVoBKJsmLC0tDUuWLIGHh4fC9Ts7O4vrvnz22Wfo2LGjeMzMzKzK81RUVCAIgty+l9caKffyIvO16dChQ2I8LS0tAICxsXGFdV7Kt//J6JzJkyfjwIEDOHXqFJo1a1Zt2fJ+u3HjBlq2bFnjWOXU1dXltiUSCUpLSxU+v3w9npfvTWX3hYiI3k1MuBARERERERHRe61FixZQV1dHYmIimjdvDqBsuq9r165VWFPlzJkzFbatra3FbXV1dZSUlIjbampqYlLldUpLS1FYWFijtqekpMDExARA2YgZXV3dCmU0NDTk2gQAhoaGyM3NhSAIkEgkYl2Kqq4frK2tcefOHdy5c0cc5XLlyhU8fvwYbdu2BQBYWFhUqNPFxQXz5s1DcXGxmLiIiYmBlZVVjaYTEwQBU6ZMwd69exEXF1dhmrLKlF97eV8qU3V9Vz4tXU5ODhwcHOTaVq58xNGr95SIiN5+TLgQERERERER0XtNV1cXo0aNwowZM2BgYAAjIyMsWLAAKioqYjKiXHx8PJYvXw5vb2/ExMRg165dOHjwoHhcJpMhNjYWbm5u0NTUrDJRsGTJEjg5OaFly5YoLCzEoUOHsH37dmzYsEEsM2fOHGRnZ2Pbtm0AgIiICFhaWsLGxgbPnz/Hpk2bcPz4cRw9erTa65PJZDh16hSGDBkCTU1NNGnSBB4eHnjw4AGWL1+OL774AtHR0Th8+DD09PQU6rPq+qF79+7iVF0RERF48eIFJk6ciC5dusDJyanKOocNG4bg4GCMGTMGs2bNwuXLl7F69WpxyjQAKCoqwpUrV8R/Z2dnIyUlBTo6OmJia9KkSdi5cyd+/fVX6OrqIjc3F0DZNHFaWlq4efMmdu7ciT59+qBx48a4dOkSpk2bBnd3d7Rv316h638T1fWdlpYWPvnkEyxduhSWlpa4f/8+5s+fL3e+hYUFJBIJDhw4gD59+kBLSws6OjpKbzcREb05ruFCRERERERERO+9VatWwcXFBf369UP37t3h5uYGa2trNGjQQK5cQEAAzp8/DwcHByxcuBCrVq2Cl5eXeDwsLAwxMTEwNzcXRyhU5smTJ5g4cSJsbGzg5uaG3bt3Y8eOHfj3v/8tlsnJyUFWVpa4XVRUhICAANja2qJLly64ePEijh07hm7dulV7bSEhIcjMzETLli3FERTW1tZYv3491q1bBzs7O5w7dw7Tp09XuL+q6weJRIJff/0VjRo1gru7O7p3744WLVrg559/rrZOqVSKo0ePIiMjA46OjggICEBgYCDGjRsnlrl79y4cHBzg4OCAnJwcrFy5Eg4ODnL9tmHDBuTl5cHDwwMmJibiV3l8DQ0NHDt2DD179kSbNm0QEBCAzz//HL/99ptce2QyGYKCghTuE0W97hnavHkzXrx4AUdHR/j5+WHhwoVy55uZmSE4OBizZ89G06ZNMXny5FpvIxERKYdEeHVCzw9Qfn4+pFIp8vLyFP5LDyKiD53tVlul1p86KrXyA0FS5QUNylNe3URE7xllvKCqy/qJ6tu7+v/Q58+fIyMjA5aWlhUSFe+aJ0+ewMzMDGFhYRgzZgyAshfwfn5+8PPzq9/GkdI9ffoUjRs3xuHDh2u0ps7r8BkiIno/Kfo7EKcUIyIiIiIiIqL3XnJyMq5evQpnZ2fk5eUhJCQEANC/f/96bhnVhxMnTqBr1661mmwhIiJiwoWIiIiIiIiIPggrV65Eeno6NDQ04OjoiNOnT6NJkyb13SyqB3379kXfvn3ruxlERPSeYcKFiIiIiIiIiN57Dg4OSEpKqrZMZmZm3TSG3lt8hoiIPmwq9d0AIiIiIiIiIiIiIiKidx0TLkRERERERERERERERG+ICRciIiIiIiIiIiIiIqI3xIQLERERERERERERERHRG2LChYiIiIiIiIiIiIiI6A0x4UJERERERERERERERPSGmHAhIiIiIiIiIiKRTCZDREREfTeDiIjonaNW3w0gIiIiIiIiondfUFDQexnrVRKJBHv37oW3t3e15fbs2YPFixfjxo0bKC4uxkcffYSAgACMGDGiynPi4uLg6elZYX9OTg6MjY2rPE8mk8HPzw9+fn6KXka9uXTpEiZNmoTExEQYGhpiypQpmDlzpnj8zz//RGBgIJKSknD79m2Eh4dXuK4lS5Zgz549uHr1KrS0tODq6oply5bByspKLOPh4YGTJ0/KnTd+/Hhs3LhRqdf3qvJ7+ujRI+jr69dq3ZmZmbC0tERycjLs7e1rtW4iIvpnmHAhIiIiIiIiIqplBgYGmDdvHtq0aQMNDQ0cOHAAo0ePhpGREby8vKo9Nz09HXp6euK2kZGRspsLACgqKoKGhobS6s/Pz0fPnj3RvXt3bNy4Eampqfjqq6+gr6+PcePGAQCePn2KFi1a4Msvv8S0adMqrefkyZOYNGkSOnTogBcvXmDu3Lno2bMnrly5Am1tbbHc2LFjERISIm43bNhQaddGREQEcEoxIiIiIiIiIvoAFBQUYPjw4dDW1oaJiQnCw8Ph4eEhN3pCJpMhNDQUQ4cOhba2NszMzLBu3Tq54wAwYMAASCQScbsyHh4eGDBgAKytrdGyZUv4+vqiffv2+P3331/bViMjIxgbG4tfKipVv77x8PDA7du3MW3aNEgkEkgkEgBlo4BeHfUQEREh12YfHx94e3tj0aJFMDU1lRshUlBQUGU/AEBWVhb69+8PHR0d6OnpYdCgQbh371611xUVFYWioiJs3rwZNjY2GDJkCKZOnYpVq1aJZTp06IAVK1ZgyJAh0NTUrLSe6Oho+Pj4wMbGBnZ2doiMjERWVhaSkpLkyjVs2FCuH19OYilqw4YNaNmyJTQ0NGBlZYXt27eLxzIzMyGRSJCSkiLue/z4MSQSCeLi4pCZmSmOWGrUqBEkEgl8fHwAlN23yZMnY/LkyZBKpWjSpAm++eYbCIIg1iWRSLBv3z659ujr6yMyMhIAYGlpCQBwcHCARCKBh4dHja+PiIhqF0e4EJFSrZtwXKn1T9rYVan1ExERERHR+8Hf3x/x8fHYv38/mjZtisDAQFy4cKFCUmLFihWYO3cugoODceTIEfj6+qJ169bo0aMHEhMTYWRkhC1btqBXr15QVVVVKLYgCDh+/DjS09OxbNmy15a3t7dHYWEh2rVrh6CgILi5uVVZds+ePbCzs8O4ceMwduxYhdrzstjYWOjp6SEmJkZuf3X9UFpaKiZbTp48iRcvXmDSpEkYPHgw4uLiqoyVkJAAd3d3uVE0Xl5eWLZsGR49eoRGjRrVuP0AkJeXB6BsVNHLoqKisGPHDhgbG+PTTz/FN998U6NRLnv37oWvry8iIiLQvXt3cZRSs2bNKp367VXm5ubYvXs3Pv/8c3HUkpaWlnh869atGDNmDM6dO4fz589j3LhxaN68ucL38dy5c3B2dsaxY8dgY2Oj1NFJRESkmLc64aLInJzPnz9HQEAAfvrpJxQWFsLLywvr169H06ZN67HlRERERERERPS2KCgowNatW7Fz505069YNALBlyxaYmppWKOvm5obZs2cDAFq3bo34+HiEh4ejR48eMDQ0BFA2yqC6NVXK5eXlwczMDIWFhVBVVcX69evRo0ePKsubmJhg48aNcHJyQmFhITZt2gQPDw+cPXsWH3/8caXnGBgYQFVVFbq6ugq16VXa2trYtGlThZf11fVDbGwsUlNTkZGRAXNzcwDAtm3bYGNjg8TERHTo0KHSWLm5ueKojHLl729yc3P/UcKltLQUfn5+cHNzQ7t27cT9w4YNg4WFBUxNTXHp0iXMmjUL6enp2LNnj8J1r1y5Ej4+Ppg4cSKAsqTdmTNnsHLlSoUSLqqqqmISyMjIqMIaLubm5ggPD4dEIoGVlRVSU1MRHh6ucMKl/Hls3LjxP7r3RERU+97qKcXK5+Q8c+YMYmJiUFxcjJ49e+LJkydimWnTpuG3337Drl27cPLkSdy9excDBw6sx1YTERERERER0dvk1q1bKC4uhrOzs7hPKpXK/UFnORcXlwrbaWlpVdadlZUFHR0d8Wvx4sXiMV1dXaSkpCAxMRGLFi2Cv79/tSNArKysMH78eDg6OsLV1RWbN2+Gq6srwsPDAZSN2Hg51unTpxXtgirZ2tpWOjKiun5IS0uDubm5mGwBgLZt20JfX18sY2NjI7azd+/eb9zOqkyaNAmXL1/GTz/9JLd/3Lhx8PLygq2tLYYPH45t27Zh7969uHnzpsJ1p6WlVRhd5ObmVu3zUBOffPKJOAUcUNbH169fR0lJSa3UT0REde+tHuESHR0ttx0ZGQkjIyMkJSXB3d0deXl5+OGHH7Bz50507Vo2rdCWLVtgbW2NM2fO4JNPPqmPZhMRERERERHRB8LU1FRuDY+Xp7VSUVFBq1atAJRNE5aWloYlS5bUaK0NZ2dncd2Xzz77DB07dhSPmZmZVXmeioqK3HogAFBcXFyh3MuLzNemQ4cOifHKp9EyNjausM5L+fY/GaExefJkHDhwAKdOnUKzZs2qLVvebzdu3EDLli1rHKsy5WvrvNzPlfXxPyWRSBS6h0RE9PZ4qxMur3p1Ts6kpCQUFxeje/fuYpk2bdqgefPmSEhIqDLhUlhYiMLCQnE7Pz9fia0m+rB1jZuk5Ai185dFRERERET0/mrRogXU1dWRmJiI5s2bAyh7x3Dt2jW4u7vLlT1z5kyFbWtra3FbXV1dbgSCmpqamFR5ndLSUrn3EYpISUmBiYkJgLIRM7q6uhXKaGhoVBgVYWhoiNzcXAiCII6ieDkx9DrV9YO1tTXu3LmDO3fuiKNcrly5gsePH6Nt27YAAAsLiwp1uri4YN68eSguLoa6ujoAICYmBlZWVjWaTkwQBEyZMgV79+5FXFxchWnKKlN+7eV9qQhra2vEx8dj1KhR4r74+HjxGsun9MrJyYGDg4NcnHLlo4cqG7Vy9uxZue0zZ87go48+EtcGMjQ0RE5Ojnj8+vXrePr0qUJ1ExFR/XhnEi6VzcmZm5sLDQ2NCnNgNm3aFLm5uVXWtWTJEgQHByuzuURERERERET0ltDV1cWoUaMwY8YMGBgYwMjICAsWLICKiorclE5A2Qv15cuXw9vbGzExMdi1axcOHjwoHpfJZIiNjYWbmxs0NTWrTBQsWbIETk5OaNmyJQoLC3Ho0CFs374dGzZsEMvMmTMH2dnZ2LZtGwAgIiIClpaWsLGxwfPnz7Fp0yYcP34cR48erfb6ZDIZTp06hSFDhkBTUxNNmjSBh4cHHjx4gOXLl+OLL75AdHQ0Dh8+DD09PYX6rLp+6N69uzhVV0REBF68eIGJEyeiS5cucHJyqrLOYcOGITg4GGPGjMGsWbNw+fJlrF69WpwyDQCKiopw5coV8d/Z2dlISUmBjo6OmNiaNGkSdu7ciV9//RW6urriOyCpVAotLS3cvHkTO3fuRJ8+fdC4cWNcunQJ06ZNg7u7O9q3b6/Q9QPAjBkzMGjQIDg4OKB79+747bffsGfPHhw7dgxA2cidTz75BEuXLoWlpSXu37+P+fPny9VhYWEBiUSCAwcOoE+fPtDS0oKOjg6Asuno/P39MX78eFy4cAFr1qxBWFiYeG7Xrl2xdu1auLi4oKSkBLNmzRITVUDZujBaWlqIjo5Gs2bN0KBBA0ilUoWvj4iIat9bvYbLy6qak/OfmDNnDvLy8sSvO3fu1EILiYiIiIiIiOhttWrVKri4uKBfv37o3r073NzcYG1tjQYNGsiVCwgIwPnz5+Hg4ICFCxdi1apV8PLyEo+HhYUhJiYG5ubm4qiGyjx58gQTJ06EjY0N3NzcsHv3buzYsQP//ve/xTI5OTnIysoSt4uKihAQEABbW1t06dIFFy9exLFjx9CtW7dqry0kJASZmZlo2bKlOOrC2toa69evx7p162BnZ4dz585h+vTpCvdXdf0gkUjw66+/olGjRnB3d0f37t3RokUL/Pzzz9XWKZVKcfToUWRkZMDR0REBAQEIDAzEuHHjxDJ3796Fg4MDHBwckJOTg5UrV8LBwUGu3zZs2IC8vDx4eHjAxMRE/CqPr6GhgWPHjqFnz55o06YNAgIC8Pnnn+O3336Ta49MJkNQUFCV7fX29sbq1auxcuVK2NjY4Ntvv8WWLVvkpoTbvHkzXrx4AUdHR/j5+WHhwoVydZiZmSE4OBizZ89G06ZNMXnyZPHYyJEj8ezZMzg7O2PSpEnw9fWV64uwsDCYm5ujc+fOGDZsGKZPn46GDRuKx9XU1PCf//wH3377LUxNTdG/f/9q+5+IiJRPIrw6GeRbaPLkyfj1119x6tQpuWGix48fR7du3fDo0SO5US4WFhbw8/PDtGnTFKo/Pz8fUqkUeXl5Cv+lBxEpJq2N9esLvQHrq5xSrL7YbrVVav2po1IrPxCkxL/YCspTXt1ERO+Z6l5QvQv1E9W3d/X/oc+fP0dGRgYsLS0rJCreNU+ePIGZmRnCwsIwZswYAGUv4P38/ODn51e/jSOle/r0KRo3bozDhw/XaE2d2uLh4QF7e3tERETUeWwiIqo5RX8HeqtHuAiCgMmTJ2Pv3r04fvx4hTk5HR0doa6ujtjYWHFfeno6srKy4OLiUtfNJSIiIiIiIqK3VHJyMn788UfcvHkTFy5cwPDhwwGAowI+UCdOnEDXrl3rJdlCRETvr7d6DZfXzckplUoxZswY+Pv7w8DAAHp6epgyZQpcXFzwySef1HPriYiIiIiIiOhtsnLlSqSnp0NDQwOOjo44ffo0mjRpUt/NonrQt29f9O3bt76bQURE75m3OuFSvpDcq39tsGXLFvj4+AAAwsPDoaKigs8//xyFhYXw8vLC+vXr67ilRERERERERPQ2c3BwQFJSUrVlMjMz66Yx9MGLi4ur7yYQEZESvNUJF0WWl2nQoAHWrVuHdevW1UGLiIiIiIiIiIiIiIiIKnqr13AhIiIiIiIiIiIiIiJ6FzDhQkRERERERERERERE9IaYcCEiIiIiIiIiIiIiInpDTLgQERERERERERERERG9ISZciIiIiIiIiIiIiIiI3pBafTeAiIiIiIjePf9+3q2+m0BEREoik8ng5+cHPz+/+m5KvYqLi4OnpycePXoEfX39+m4OERG9A5hwISIiIiIiIqI3Fnu8ZZ3F6tb1Zp3FepVEIsHevXvh7e1dbbk9e/Zg8eLFuHHjBoqLi/HRRx8hICAAI0aMqPKc8hf8r8rJyYGxsXGV570rCZLnz59jwoQJSEpKQlpaGvr164d9+/bJlcnJyUFAQADOnz+PGzduYOrUqYiIiKhQ165du/DNN98gMzMTH330EZYtW4Y+ffrIlUlLS8OsWbNw8uRJvHjxAm3btsXu3bvRvHlzhdrr6uqKnJwcSKXSf3rJ/5iizxkREb1dOKUYEREREREREVEtMzAwwLx585CQkIBLly5h9OjRGD16NI4cOfLac9PT05GTkyN+GRkZ1UGLgaKiIqXWX1JSAi0tLUydOhXdu3evtExhYSEMDQ0xf/582NnZVVrmjz/+wNChQzFmzBgkJyfD29sb3t7euHz5sljm5s2b6NSpE9q0aYO4uDhcunQJ33zzDRo0aKBwezU0NGBsbAyJRFKzCyUiog8WEy5ERERERERE9N4rKCjA8OHDoa2tDRMTE4SHh8PDw0NuVIhMJkNoaCiGDh0KbW1tmJmZYd26dXLHAWDAgAGQSCTidmU8PDwwYMAAWFtbo2XLlvD19UX79u3x+++/v7atRkZGMDY2Fr9UVKp+fePh4YHbt29j2rRpkEgkYnIgKCgI9vb2cmUjIiLk2uzj4wNvb28sWrQIpqamsLKykuuvqvoBALKystC/f3/o6OhAT08PgwYNwr1796q9Lm1tbWzYsAFjx46tcsSOTCbD6tWrMXLkyCpHlqxevRq9evXCjBkzYG1tjdDQUHz88cdYu3atWGbevHno06cPli9fDgcHB7Rs2RKfffZZjZJXcXFxkEgkePz4MQAgMjIS+vr6OHLkCKytraGjo4NevXohJydHPKe8T4ODg2FoaAg9PT1MmDBBLpklk8kqjNqxt7dHUFCQeBxQ7DkjIqK3CxMuRERERERERPTe8/f3R3x8PPbv34+YmBicPn0aFy5cqFBuxYoVsLOzQ3JyMmbPng1fX1/ExMQAABITEwEAW7ZsQU5Ojrj9OoIgIDY2Funp6XB3d39teXt7e5iYmKBHjx6Ij4+vtuyePXvQrFkzhISEiCNiaqK8XTExMThw4IC4v7p+KC0tRf/+/fHw4UOcPHkSMTExuHXrFgYPHlyj2P9UQkJChREyXl5eSEhIENt38OBBtG7dGl5eXjAyMkLHjh0rTF/2Tzx9+hQrV67E9u3bcerUKWRlZWH69OlyZWJjY5GWloa4uDj8+OOP2LNnD4KDgxWO8U+fMyIiqn9cw4WIiIiIiIiI3msFBQXYunUrdu7ciW7dugEoe5ltampaoaybmxtmz54NAGjdujXi4+MRHh6OHj16wNDQEACgr69f7Zoq5fLy8mBmZobCwkKoqqpi/fr16NGjR5XlTUxMsHHjRjg5OaGwsBCbNm2Ch4cHzp49i48//rjScwwMDKCqqgpdXV2F2vQqbW1tbNq0CRoaGnL7q+uH2NhYpKamIiMjA+bm5gCAbdu2wcbGBomJiejQoUON21ETubm5aNq0qdy+pk2bIjc3FwBw//59/P3331i6dCkWLlyIZcuWITo6GgMHDsSJEyfQpUuXfxy7uLgYGzduRMuWZWsWTZ48GSEhIXJlNDQ0sHnzZjRs2BA2NjYICQnBjBkzEBoaWu1opXI1fc6IiOjtwREuRERERERERPReu3XrFoqLi+Hs7Czuk0qlclNolXNxcamwnZaWVmXdWVlZ0NHREb8WL14sHtPV1UVKSgoSExOxaNEi+Pv7Iy4ursq6rKysMH78eDg6OsLV1RWbN2+Gq6srwsPDAQBRUVFysU6fPq1oF1TJ1ta2QrIFqL4f0tLSYG5uLiZbAKBt27bQ19cXy9jY2Ijt7N279xu3syZKS0sBAP3798e0adNgb2+P2bNno1+/fti4ceMb1d2wYUMx2QKUJcnu378vV8bOzg4NGzYUt11cXPD333/jzp07bxSbiIjefhzhQkRERERERET0D5mamiIlJUXcNjAwEP+toqKCVq1aASibJiwtLQ1LliyBh4eHwvU7OzuL67589tln6Nixo3jMzMysyvNUVFQgCILcvuLi4grltLW1FW5LTRw6dEiMp6WlVat1GxsbV1gv5t69e+JokCZNmkBNTQ1t27aVK2Ntba3QGjrVUVdXl9uWSCQV+vl1FL03RET07mHChYiIiIiIiIjeay1atIC6ujoSExPRvHlzAGXTfV27dq3CmipnzpypsG1tbS1uq6uro6SkRNxWU1MTkyqvU1paisLCwhq1PSUlBSYmJgDKRszo6upWKKOhoSHXJqBsWqrc3FwIggCJRCLWpajq+sHa2hp37tzBnTt3xFEuV65cwePHj8Ukh4WFhcKxasrFxQWxsbHw8/MT98XExIijcjQ0NNChQwekp6fLnXft2jWltqvcxYsX8ezZMzHRdObMGejo6Ih9ZWhoKLfWTn5+PjIyMuTqePU5IyKidwMTLkRERERERET0XtPV1cWoUaMwY8YMGBgYwMjICAsWLICKioqYjCgXHx+P5cuXw9vbGzExMdi1axcOHjwoHpfJZIiNjYWbmxs0NTXRqFGjSmMuWbIETk5OaNmyJQoLC3Ho0CFs374dGzZsEMvMmTMH2dnZ2LZtGwAgIiIClpaWsLGxwfPnz7Fp0yYcP34cR48erfb6ZDIZTp06hSFDhkBTUxNNmjSBh4cHHjx4gOXLl+OLL75AdHQ0Dh8+DD09PYX6rLp+6N69O2xtbTF8+HBERETgxYsXmDhxIrp06QInJ6dq671y5QqKiorw8OFDFBQUiEkge3t7sUz5vr///hsPHjxASkoKNDQ0xGSOr68vunTpgrCwMPTt2xc//fQTzp8/j++++06sY8aMGRg8eDDc3d3h6emJ6Oho/Pbbb9VO6VZbioqKMGbMGMyfPx+ZmZlYsGABJk+eLK7f0rVrV0RGRuLTTz+Fvr4+AgMDoaqqKleHos8ZERG9XZhwISIiIiKid0ZaG+vXF3oD1lerXqeBiN5tq1atwoQJE9CvXz/o6elh5syZuHPnDho0aCBXLiAgAOfPn0dwcDD09PSwatUqeHl5icfDwsLg7++P77//HmZmZsjMzKw03pMnTzBx4kT89ddf0NLSQps2bbBjxw4MHjxYLJOTk4OsrCxxu6ioCAEBAcjOzkbDhg3Rvn17HDt2DJ6entVeW0hICMaPHy8mdwRBgLW1NdavX4/FixcjNDQUn3/+OaZPny6XlKhOdf0gkUjw66+/YsqUKXB3d4eKigp69eqFNWvWvLbePn364Pbt2+K2g4MDAMhNsVW+DwCSkpKwc+dOWFhYiH3t6uqKnTt3Yv78+Zg7dy4++ugj7Nu3D+3atRPPGzBgADZu3IglS5Zg6tSpsLKywu7du9GpUyexjI+PDzIzM2s9CdOtWzd89NFHcHd3R2FhIYYOHYqgoCDx+Jw5c5CRkYF+/fpBKpUiNDS0wggXRZ8zIiJ6u0iEmk40+R7Kz8+HVCpFXl6ewn/pQUSK4UuR95ftVlul1p86KrXyA0FS5QUNylNe3URE75m/Zr/5Qs3Vaba0c6X76+3nD1Ete1f/H/r8+XNkZGTA0tKyQqLiXfPkyROYmZkhLCwMY8aMAVA2qsDPz09uqip6f3Xp0gWenp5yyZA35ePjg8ePH2Pfvn21VicREdU/RX8H4ggXIiIiIiJ6Z0xIWK3cAKOUWz0R1Z/k5GRcvXoVzs7OyMvLQ0hICACgf//+9dwyqg95eXm4efOm3HRxREREb4oJFyIiIiIiemd0jZuk5AgcPUv0Plu5ciXS09OhoaEBR0dHnD59Gk2aNKnvZlE9kEql+Ouvv+q7GURE9J5hwoWIiIiIiIiI3nsODg5ISkqqtgzXyaA3FRkZWd9NICKieqRS3w0gIiIiIiIiIiIiIiJ61zHhQkRERERERERERERE9IaYcCEiIiIiIiIiIiIiInpDTLgQERERERERERERERG9ISZciIiIiIiIiIiIiIiI3hATLkRERERERERERERERG+ICRciIiIiIiIiIhLJZDJERETUdzOIiIjeOUy4EBEREREREdEbMz6RUmdf9UkikWDfvn2vLbdnzx44OTlBX18f2trasLe3x/bt26s9Jy4uDhKJpMJXbm5utee9KwmS58+fw8fHB7a2tlBTU4O3t3eFMjk5ORg2bBhat24NFRUV+Pn5VVrXrl270KZNGzRo0AC2trY4dOhQhTJpaWn47LPPIJVKoa2tjQ4dOiArK6uWr+r1FH1m/ol35d4TEX0omHAhIiIiIiIiIqplBgYGmDdvHhISEnDp0iWMHj0ao0ePxpEjR157bnp6OnJycsQvIyOjOmgxUFRUpNT6S0pKoKWlhalTp6J79+6VliksLIShoSHmz58POzu7Ssv88ccfGDp0KMaMGYPk5GR4e3vD29sbly9fFsvcvHkTnTp1Qps2bRAXF4dLly7hm2++QYMGDZRybURERAATLkRERERERET0ASgoKMDw4cOhra0NExMThIeHw8PDQ24EhUwmQ2hoKIYOHQptbW2YmZlh3bp1cscBYMCAAZBIJOJ2ZTw8PDBgwABYW1ujZcuW8PX1Rfv27fH777+/tq1GRkYwNjYWv1RUqn594+Hhgdu3b2PatGniiBgACAoKgr29vVzZiIgIuTb7+PjA29sbixYtgqmpKaysrOT6q6p+AICsrCz0798fOjo60NPTw6BBg3Dv3r1qr0tbWxsbNmzA2LFjYWxsXGkZmUyG1atXY+TIkZBKpZWWWb16NXr16oUZM2bA2toaoaGh+Pjjj7F27VqxzLx589CnTx8sX74cDg4OaNmyJT777LMaJ69OnjwJZ2dnaGpqwsTEBLNnz8aLFy/k2vvqCBN7e3sEBQWJx4GKz0z5/fn2229hbm6Ohg0bYtCgQcjLyxPrefX5BABvb2/4+PiIxyu790REVH+YcCEioneK7PlOpX0RERER0fvL398f8fHx2L9/P2JiYnD69GlcuHChQrkVK1bAzs4OycnJmD17Nnx9fRETEwMASExMBABs2bIFOTk54vbrCIKA2NhYpKenw93d/bXl7e3tYWJigh49eiA+Pr7asnv27EGzZs0QEhIijoipifJ2xcTE4MCBA+L+6vqhtLQU/fv3x8OHD3Hy5EnExMTg1q1bGDx4cI1i/1MJCQkVRsh4eXkhISFBbN/BgwfRunVreHl5wcjICB07dqzxtF7Z2dno06cPOnTogIsXL2LDhg344YcfsHDhQoXrqO6ZuXHjBv7v//4Pv/32G6Kjo5GcnIyJEycqXPeb3nsiIqp9avXdACIiIiIiIiIiZSooKMDWrVuxc+dOdOvWDUDZC3BTU9MKZd3c3DB79mwAQOvWrREfH4/w8HD06NEDhoaGAAB9ff0qR2i8LC8vD2ZmZigsLISqqirWr1+PHj16VFnexMQEGzduhJOTEwoLC7Fp0yZ4eHjg7Nmz+Pjjjys9x8DAAKqqqtDV1VWoTa/S1tbGpk2boKGhIbe/un6IjY1FamoqMjIyYG5uDgDYtm0bbGxskJiYiA4dOtS4HTWRm5uLpk2byu1r2rSpuNbN/fv38ffff2Pp0qVYuHAhli1bhujoaAwcOBAnTpxAly5dFIqzfv16mJubY+3atZBIJGjTpg3u3r2LWbNmITAwsNqRR+Wqe2aeP3+Obdu2wczMDACwZs0a9O3bF2FhYQrdyze990REVPs4woWIiIiIiIiI3mu3bt1CcXExnJ2dxX1SqVRuCq1yLi4uFbbT0tKqrDsrKws6Ojri1+LFi8Vjurq6SElJQWJiIhYtWgR/f3/ExcVVWZeVlRXGjx8PR0dHuLq6YvPmzXB1dUV4eDgAICoqSi7W6dOnFe2CKtna2lZItgDV90NaWhrMzc3FZAsAtG3bFvr6+mIZGxsbsZ29e/d+43bWRGlpKQCgf//+mDZtGuzt7TF79mz069cPGzduVLietLQ0uLi4yE3V5ebmhr///ht//fXXG7ezefPmYrIFKOvj0tJSpKenv3HdRERUPzjChYiIiIiIiIjoHzI1NUVKSoq4bWBgIP5bRUUFrVq1AlA2TVhaWhqWLFkCDw8Phet3dnYW13357LPP0LFjR/HYyy/rX6WiogJBEOT2FRcXVyinra2tcFtq4tChQ2I8LS2tWq3b2Ni4wnox9+7dE0d5NGnSBGpqamjbtq1cGWtra4XW0KkJRfv5baubiIiUgyNciIiIiIiIiOi91qJFC6irq8utn5GXl4dr165VKHvmzJkK29bW1uK2uro6SkpKxG01NTW0atVK/Ho54fKq0tJSFBYW1qjtKSkpMDExAVA2YublWOWJDA0NDbk2AWVTWeXm5sq9sH85MfQ61fWDtbU17ty5gzt37ojHr1y5gsePH4tJDgsLC7Gd1SWG/gkXFxfExsbK7YuJiRFH5WhoaKBDhw4VRopcu3YNFhYWCsextrZGQkKCXB/Gx8dDV1cXzZo1A1DWzy+vnZKfn4+MjAy5el59ZsplZWXh7t274vaZM2egoqIijrx6te6SkhJcvnxZro7K7j0REdUfjnAhIiIiIiIiovearq4uRo0ahRkzZsDAwABGRkZYsGABVFRU5KaLAspeqC9fvhze3t6IiYnBrl27cPDgQfG4TCZDbGws3NzcoKmpiUaNGlUac8mSJXByckLLli1RWFiIQ4cOYfv27diwYYNYZs6cOcjOzsa2bdsAABEREbC0tISNjQ2eP3+OTZs24fjx4zh69Gi11yeTyXDq1CkMGTIEmpqaaNKkCTw8PPDgwQMsX74cX3zxBaKjo3H48GHo6ekp1GfV9UP37t1ha2uL4cOHIyIiAi9evMDEiRPRpUsXODk5VVvvlStXUFRUhIcPH6KgoEBMAtnb24tlyvf9/fffePDgAVJSUqChoSEmc3x9fdGlSxeEhYWhb9+++Omnn3D+/Hl89913Yh0zZszA4MGD4e7uDk9PT0RHR+O3336rdkq3V02cOBERERGYMmUKJk+ejPT0dCxYsAD+/v7i+i1du3ZFZGQkPv30U+jr6yMwMBCqqqpy9VT1zDRo0ACjRo3CypUrkZ+fj6lTp2LQoEHiSJ2uXbvC398fBw8eRMuWLbFq1So8fvy4Qt2v3nsiIqo/TLhQBbZbbZVWd+qoVKXVTURERERERFSVVatWYcKECejXrx/09PQwc+ZM3LlzBw0aNJArFxAQgPPnzyM4OBh6enpYtWoVvLy8xONhYWHw9/fH999/DzMzM2RmZlYa78mTJ5g4cSL++usvaGlpoU2bNtixYwcGDx4slsnJyUFWVpa4XVRUhICAAGRnZ6Nhw4Zo3749jh07Bk9Pz2qvLSQkBOPHjxeTO4IgwNraGuvXr8fixYsRGhqKzz//HNOnT5dLSlSnun6QSCT49ddfMWXKFLi7u0NFRQW9evXCmjVrXltvnz59cPv2bXHbwcEBAORGkZTvA4CkpCTs3LkTFhYWYl+7urpi586dmD9/PubOnYuPPvoI+/btQ7t27cTzBgwYgI0bN2LJkiWYOnUqrKyssHv3bnTq1Eks4+Pjg8zMzCqTMGZmZjh06BBmzJgBOzs7GBgYYMyYMZg/f75YZs6cOcjIyEC/fv0glUoRGhpaYYRLVc9Mq1atMHDgQPTp0wcPHz5Ev379sH79evG8r776ChcvXsTIkSOhpqaGadOmVXgWKrv3RERUfyQCP4mRn58PqVSKvLw8hf/S470WJFVi3XnKq5veSmltrF9f6A1YX6168UpSLmUmZ4GqE7Sy2Qcr3V8bMpf2VVrdRETvm79mv/lCzdVptrRzpfvr6+cPUW17V/8f+vz5c2RkZMDS0rJCouJd8+TJE5iZmSEsLAxjxowBUDZawM/PD35+fvXbOKoTXbp0gaenJ4KCguo8dlBQEPbt21ejad6IiKj+KPo7EEe4UAXrcvcqre5JSquZiIiIiIiIqGrJycm4evUqnJ2dkZeXh5CQEABA//7967llVB/y8vJw8+ZNueniiIiI3hQTLlRB1zhlpkU4GoGIiIiIiIjqx8qVK5Geng4NDQ04Ojri9OnTXPPiAyWVSvHXX3/VdzOIiOg9w4QL0Qdi3YTjSq1/0sauSq2fiIiIiIjoTTg4OCApKanaMlWtx0JU24KCguplKjMiIlIulfpuABERERERERERERER0buOI1yIPhDKnSoO4HRxRERERERERERE9CHjCBciIiIiIiIiIiIiIqI3xIQLERERERERERERERHRG2LChYiIiIiIiIiIiIiI6A1xDRciIiIiIqqxgn3jlBtgKdeHIyIiIiKidwtHuBARERERERERkUgmkyEiIqLW642MjIS+vn6t1/u28/DwgJ+fX303g4iI6gBHuBARERERERHRG5PNPlhnsTKX9q2zWK+SSCTYu3cvvL29qy23Z88eLF68GDdu3EBxcTE++ugjBAQEYMSIEVWeExcXB09Pzwr7c3JyYGxsXOV5MpkMfn5+b/1L/cGDB6NPnz61Vp+Pjw8eP36Mffv21Vqd1VH03r9qz549UFdXV06jqhEUFIR9+/YhJSWlzmMTEX2omHAhIiIiIiIiIqplBgYGmDdvHtq0aQMNDQ0cOHAAo0ePhpGREby8vKo9Nz09HXp6euK2kZGRspsLACgqKoKGhobS6tfS0oKWlpbS6q9KcXFxvSQ8yhkYGNRbbCIiqlucUoyIiIiIiIiI3nsFBQUYPnw4tLW1YWJigvDw8ApTPclkMoSGhmLo0KHQ1taGmZkZ1q1bJ3ccAAYMGACJRCJuV8bDwwMDBgyAtbU1WrZsCV9fX7Rv3x6///77a9tqZGQEY2Nj8UtFperXNx4eHrh9+zamTZsGiUQCiUQCoGx0g729vVzZiIgIuTb7+PjA29sbixYtgqmpKaysrOT6q6p+AICsrCz0798fOjo60NPTw6BBg3Dv3r1qr+vVKcXK27h9+3bIZDJIpVIMGTIEBQUFYplffvkFtra20NLSQuPGjdG9e3c8efIEQUFB2Lp1K3799VfxuuPi4pCZmQmJRIKff/4ZXbp0QYMGDRAVFaVQfwDA5s2bYWNjA01NTZiYmGDy5MkAanbvX1XZc7Z48WJ89dVX0NXVRfPmzfHdd9+Jx8uv4aeffoKrqysaNGiAdu3a4eTJk1X2JQDs27dPvP+RkZEIDg7GxYsXxf6JjIxUuM1ERPTPMOFCRERERERERO89f39/xMfHY//+/YiJicHp06dx4cKFCuVWrFgBOzs7JCcnY/bs2fD19UVMTAwAIDExEQCwZcsW5OTkiNuvIwgCYmNjkZ6eDnd399eWt7e3h4mJCXr06IH4+Phqy+7ZswfNmjVDSEgIcnJykJOTo1CbypW3KyYmBgcOHBD3V9cPpaWl6N+/Px4+fIiTJ08iJiYGt27dwuDBg2sUGwBu3ryJffv24cCBAzhw4ABOnjyJpUuXAiibSm3o0KH46quvkJaWhri4OAwcOBCCIGD69OkYNGgQevXqJV63q6urWG95m9PS0l47oqjchg0bMGnSJIwbNw6pqanYv38/WrVqBeCf3/uqhIWFwcnJCcnJyZg4cSK+/vprpKeny5WZMWMGAgICkJycDBcXF3z66af43//+p1D9gwcPRkBAAGxsbMT++Sf3h4iIaoZTihERERERERHRe62goABbt27Fzp070a1bNwBlL85NTU0rlHVzc8Ps2bMBAK1bt0Z8fDzCw8PRo0cPGBoaAgD09fWrXVOlXF5eHszMzFBYWAhVVVWsX78ePXr0qLK8iYkJNm7cCCcnJxQWFmLTpk3w8PDA2bNn8fHHH1d6joGBAVRVVaGrq6tQm16lra2NTZs2VZhKrLp+iI2NRWpqKjIyMmBubg4A2LZtG2xsbJCYmIgOHTooHL+0tBSRkZHQ1dUFAIwYMQKxsbFYtGgRcnJy8OLFCwwcOBAWFhYAAFtbW/FcLS0tFBYWVnrdfn5+GDhwYI36YuHChQgICICvr6+4r/xaanrvX6dPnz6YOHEiAGDWrFkIDw/HiRMn5EYZTZ48GZ9//jmAsmRQdHQ0fvjhB8ycOfO19WtpaUFHRwdqamq10l4iIlIMR7gQERERERER0Xvt1q1bKC4uhrOzs7hPKpXKvdwu5+LiUmE7LS2tyrqzsrKgo6Mjfi1evFg8pquri5SUFCQmJmLRokXw9/dHXFxclXVZWVlh/PjxcHR0hKurKzZv3gxXV1eEh4cDAKKiouRinT59WtEuqJKtrW2l67ZU1w9paWkwNzcXky0A0LZtW+jr64tlbGxsxHb27t27yvgymUxMtgBlSaf79+8DAOzs7NCtWzfY2triyy+/xPfff49Hjx4pdF1OTk4KlSt3//593L17V0zIKVv79u3Ff0skEhgbG4vXXe7le6CmpgYnJ6dqn0UiIqp/HOFCRERERERERPQPmZqaIiUlRdx+eYF0FRUVcUoqe3t7pKWlYcmSJfDw8FC4fmdnZ3Hdl88++wwdO3YUj5mZmVV5noqKCgRBkNtXXFxcoZy2trbCbamJQ4cOifG0tLSqLPfqYvYSiQSlpaUAAFVVVcTExOCPP/7A0aNHsWbNGsybNw9nz56FpaVltfFfva7X9Ud1bVSG6q5bEYreXyIiqlsc4UJERERERERE77UWLVpAXV1dbt2NvLw8XLt2rULZM2fOVNi2trYWt9XV1VFSUiJuq6mpoVWrVuLXywmXV5WWlqKwsLBGbU9JSYGJiQmAshEzL8cqTxJoaGjItQkomwIrNzdX7qX8y4mh16muH6ytrXHnzh3cuXNHPH7lyhU8fvwYbdu2BQBYWFiI7awuMfQ6EokEbm5uCA4ORnJyMjQ0NLB3714AlV93VV7XH7q6upDJZIiNja2yjlfvvbK9fA9evHiBpKQk8R4YGhqioKAAT548Ecu8en9r0j9ERFQ7OMKFiIiIiIhqbNAc5f5XIlWptRPRh0ZXVxejRo3CjBkzYGBgACMjIyxYsAAqKiqQSCRyZePj47F8+XJ4e3sjJiYGu3btwsGDB8Xj5S/l3dzcoKmpiUaNGlUac8mSJXByckLLli1RWFiIQ4cOYfv27diwYYNYZs6cOcjOzsa2bdsAABEREbC0tISNjQ2eP3+OTZs24fjx4zh69Gi11yeTyXDq1CkMGTIEmpqaaNKkCTw8PPDgwQMsX74cX3zxBaKjo3H48GHo6ekp1GfV9UP37t1ha2uL4cOHIyIiAi9evMDEiRPRpUuXGk/lVZ2zZ88iNjYWPXv2hJGREc6ePYsHDx6ISQeZTIYjR44gPT0djRs3hlQqrbIuRfojKCgIEyZMgJGREXr37o2CggLEx8djypQpYjxF7n1tWbduHT766CNYW1sjPDwcjx49wldffQUA6NixIxo2bIi5c+di6tSpOHv2LCIjI+XOl8lkyMjIQEpKCpo1awZdXV1oamoqtc1ERB86jnAhIiIiIiIiovfeqlWr4OLign79+qF79+5wc3ODtbU1GjRoIFcuICAA58+fh4ODAxYuXIhVq1bBy8tLPB4WFoaYmBiYm5vDwcGhynhPnjzBxIkTYWNjAzc3N+zevRs7duzAv//9b7FMTk4OsrKyxO2ioiIEBATA1tYWXbp0wcWLF3Hs2LHXrisSEhKCzMxMtGzZUlzc3draGuvXr8e6detgZ2eHc+fOYfr06Qr3V3X9IJFI8Ouvv6JRo0Zwd3dH9+7d0aJFC/z8888K168IPT09nDp1Cn369EHr1q0xf/58hIWFiWvCjB07FlZWVnBycoKhoSHi4+OrrEuR/hg1ahQiIiKwfv162NjYoF+/frh+/bp4vLJ7n5mZCYlEUu3aPP/U0qVLsXTpUtjZ2eH333/H/v370aRJEwBlU9ft2LEDhw4dgq2tLX788UcEBQXJnf/555+jV69e8PT0hKGhIX788cdabyMREcmTCK9O+PgBys/Ph1QqRV5ensJ/6fE+S2tj/fpC/5D1VS7uVl+UeV+Bqu9tfcUl5bPdaqvU+lNHVf63zbLZByvdXxsyl/ZVWt1ERO+b+vo5UF9xiWrbu/r/0OfPnyMjIwOWlpYVEhXvmidPnsDMzAxhYWEYM2YMgLIRAX5+fvDz86vfxtE748SJExg4cCBu3bpVayNeMjMzYWlpieTkZNjb29dKnURE9GYU/R2IU4oRERERERER0XsvOTkZV69ehbOzM/Ly8hASEgIA6N+/fz23jN5lhw4dwty5c5U+vRgREb0bmHAhIiIiIiIiog/CypUrkZ6eDg0NDTg6OuL06dPiFE1E/8SKFSvquwlERPQWYcKFiIiIiIiIiN57Dg4OSEpKqrZMZmZm3TSGqBoymQxcAYCI6N2kUt8NICIiIiIiIiIiIiIietcx4UJERERERERERERERPSGmHAhIiIiIiIiIiIiIiJ6Q0y4EBERERERERERERERvSEmXIiIiIiIiIiIiIiIiN4QEy5ERERERERERERERERviAkXIiIiIiIiIiISyWQyRERE1Hq9kZGR0NfXr/V6iYiI3hZq9d0AIiKimpjxWKu+m0BERERElQmS1mGsvLqL9QqJRIK9e/fC29u72nJ79uzB4sWLcePGDRQXF+Ojjz5CQEAARowYUeU5cXFx8PT0rLA/JycHxsbGVZ4nk8ng5+cHPz8/RS+jXgwePBh9+vSptfp8fHzw+PFj7Nu3r9bqrI6i914ZgoKCsG/fPqSkpNR63ZGRkfDz88Pjx49rvW4iog8NEy5ERPRO2ejiq7S6JyFVaXUTERER0YfFwMAA8+bNQ5s2baChoYEDBw5g9OjRMDIygpeXV7XnpqenQ09PT9w2MjJSdnMBAEVFRdDQ0FBa/VpaWtDSqvs/oCouLoa6unqdxyUiog8PpxQjIiIiIqX5a/ZppX4REREpqqCgAMOHD4e2tjZMTEwQHh4ODw8PuVEhMpkMoaGhGDp0KLS1tWFmZoZ169bJHQeAAQMGQCKRiNuV8fDwwIABA2BtbY2WLVvC19cX7du3x++///7athoZGcHY2Fj8UlGp+vWNh4cHbt++jWnTpkEikUAikQAoGxFhb28vVzYiIkKuzT4+PvD29saiRYtgamoKKysruf6qqh8AICsrC/3794eOjg709PQwaNAg3Lt3r9rrenVKsfI2bt++HTKZDFKpFEOGDEFBQYFY5pdffoGtrS20tLTQuHFjdO/eHU+ePEFQUBC2bt2KX3/9VbzuuLg4ZGZmQiKR4Oeff0aXLl3QoEEDREVFKdQfALB582bY2NhAU1MTJiYmmDx5MoCa3ftXFRYWYurUqTAyMkKDBg3QqVMnJCYmVtkvALBv3z7xXkZGRiI4OBgXL14UrzUyMhJA2aibDRs2oHfv3tDS0kKLFi3wyy+/iPXExcVBIpHIjV5JSUmBRCJBZmYm4uLiMHr0aOTl5Yl1BwUFKXxtREQkjyNciIiIiEhpfs5YptT6A9BZqfUTEdH7w9/fH/Hx8di/fz+aNm2KwMBAXLhwocJL+BUrVmDu3LkIDg7GkSNH4Ovri9atW6NHjx5ITEyEkZERtmzZgl69ekFVVVWh2IIg4Pjx40hPT8eyZa//2Whvb4/CwkK0a9cOQUFBcHNzq7Lsnj17YGdnh3HjxmHs2LEKtedlsbGx0NPTQ0xMjNz+6vqhtLRUTLacPHkSL168wKRJkzB48GDExcXVKP7Nmzexb98+HDhwAI8ePcKgQYOwdOlSLFq0CDk5ORg6dCiWL1+OAQMGoKCgAKdPn4YgCJg+fTrS0tKQn5+PLVu2ACgbVXT37l0AwOzZsxEWFgYHBwc0aNAA33777WvbsmHDBvj7+2Pp0qXo3bs38vLyEB8fDwD/+N4DwMyZM7F7925s3boVFhYWWL58Oby8vHDjxg0YGBi89vzBgwfj8uXLiI6OxrFjxwAAUun/n8Lvm2++wdKlS7F69Wps374dQ4YMQWpqKqytrV9bt6urKyIiIhAYGIj09HQAgI6OjsLXRkRE8phwISIiIiKlKbB2qu8mEBERoaCgAFu3bsXOnTvRrVs3AMCWLVtgampaoaybmxtmz54NAGjdujXi4+MRHh6OHj16wNDQEACgr69f7Zoq5fLy8mBmZobCwkKoqqpi/fr16NGjR5XlTUxMsHHjRjg5OaGwsBCbNm2Ch4cHzp49i48//rjScwwMDKCqqgpdXV2F2vQqbW1tbNq0qcJUYtX1Q2xsLFJTU5GRkQFzc3MAwLZt22BjY4PExER06NBB4filpaWIjIyErq4uAGDEiBGIjY0VEy4vXrzAwIEDYWFhAQCwtbUVz9XS0kJhYWGl1+3n54eBAwfWqC8WLlyIgIAA+Pr+/2mMy6+lpve+3JMnT7BhwwZERkaid+/eAIDvv/8eMTEx+OGHHzBjxozX1qGlpQUdHR2oqalVGvvLL7/Ev//9bwBAaGgoYmJisGbNGqxfv/61dWtoaEAqlUIikfyj54eIiOQx4UJE9I5bN+G4UuuftLGrUusnovebbtr5+m4CERERbt26heLiYjg7O4v7pFKp3BRa5VxcXCpsR0REVFl3VlYW2rZtK27PnTsXc+fOBQDo6uoiJSUFf//9N2JjY+Hv748WLVrAw8Oj0rqsrKzk2uTq6oqbN28iPDwc27dvR1RUFMaPHy8eP3z4MDp3frPRnra2tpWu21JdP6SlpcHc3FxMtgBA27Ztoa+vj7S0NHTo0AE2Nja4ffs2AKBz5844fPhwpfFlMpmYbAHKkk73798HANjZ2aFbt26wtbWFl5cXevbsiS+++AKNGjV67XU5OdXsjz7u37+Pu3fvigm52nLz5k0UFxfLjVJSV1eHs7Mz0tLSaiVGZfcqJSWlVuomIqKaYcKFiOgdp8xF5AEuJE+kDLZbbV9f6A2kjnp7vm/XWH6t1PoDlFo7ERHR65mamsq93H55iigVFRW0atUKQNk0YWlpaViyZEmVCZfKODs7i+u+fPbZZ+jYsaN4zMzMrMrzVFRUIAiC3L7i4uIK5bS1tRVuS00cOnRIjKelpVVluVcXs5dIJCgtLQUAqKqqIiYmBn/88QeOHj2KNWvWYN68eTh79iwsLS2rjf/qdb2uP6pro7Ipeq/+ad0A5OqvrbqJiKgiJlzw/3/o5Ofn13NL3g5/l5Qore6q+vg7v5NKiwkA4yK6VLo/e8EfSo1rFuyq1PprQpn3Faj63n7uJ1Fq3DP8vkXJs/q5t+9j3KpifrLzE6XFBIAzw84otX56++SlBCq1/vwBlT/L7RYcUVrMy8Fele7ftXua0mICQP5cruFSX97HnwPVxU13VN70eFZJHAn2ISp/1l59yUrK0aJFC6irqyMxMRHNmzcHUDbd17Vr1+Du7i5X9syZMxW2X14LQ11dHSUv/f9KTU1NTKq8TmlpKQoLC2vU9pSUFJiYmAAoGzHz8miQchoaGnJtAsqmwMrNzYUgCOLi6zUZ9VBdP1hbW+POnTu4c+eOOMrlypUrePz4sTjap3wKsDclkUjg5uYGNzc3BAYGwsLCAnv37oW/v3+l112V1/WHrq4uZDIZYmNj4enpWWkdr957RbRs2RIaGhqIj48X+6S4uBiJiYnw8/MT21ZQUIAnT56IiaJX71V113rmzBmMHDlSbtvBwUGsGwBycnLEkUE1qZuIiGqGCReUzeUKQG4oLCnJS4u61aUZW+olLBBRT3HrQz3dW+nX9RP3Q1JffVwfcT+ka6X3mzTiw4hZFpjfP++rD+ozmc/xB62goEBu8WtSDl1dXYwaNQozZsyAgYEBjIyMsGDBAqioqIgv38vFx8dj+fLl8Pb2RkxMDHbt2oWDBw+Kx8tfyru5uUFTU7PK6a2WLFkCJycntGzZEoWFhTh06BC2b9+ODRs2iGXmzJmD7OxsbNu2DQAQEREBS0tL2NjY4Pnz59i0aROOHz+Oo0ePVnt9MpkMp06dwpAhQ6CpqYkmTZrAw8MDDx48wPLly/HFF18gOjoahw8fhp6enkJ9Vl0/dO/eHba2thg+fDgiIiLw4sULTJw4EV26dKnxVF7VOXv2LGJjY9GzZ08YGRnh7NmzePDggZj4kclkOHLkCNLT09G4ceNqv5cU6Y+goCBMmDABRkZG6N27NwoKChAfH48pU6aI8RS59y/T1tbG119/LT57zZs3x/Lly/H06VOMGTMGANCxY0c0bNgQc+fOxdSpU3H27FlERkbK1SOTyZCRkYGUlBQ0a9YMurq60NTUBADs2rULTk5O6NSpE6KionDu3Dn88MMPAIBWrVrB3NwcQUFBWLRoEa5du4awsLAKdZdPe2dnZ4eGDRuiYcOGr702IiKqiAkXlA3/vXPnDnR1dSv8olVT+fn5MDc3x507dxT+JaY21EfcD+laP7S4H9K11lfcD+laP7S4H9K11lfcD+laP7S4H9K11lfcD+la6yvuh3StH1rc2o4pCAIKCgoqXbSdlGPVqlWYMGEC+vXrBz09PcycORN37txBgwYN5MoFBATg/PnzCA4Ohp6eHlatWgUvr/8/kjMsLAz+/v74/vvvYWZmhszMzErjPXnyBBMnTsRff/0FLS0ttGnTBjt27MDgwYPFMjk5OcjKyhK3i4qKEBAQgOzsbDRs2BDt27fHsWPHqhxxUS4kJATjx48XkzuCIMDa2hrr16/H4sWLERoais8//xzTp0/Hd999p1B/VdcPEokEv/76K6ZMmQJ3d3eoqKigV69eWLNmjUJ1K0pPTw+nTp1CREQE8vPzYWFhgbCwMHHx+bFjxyIuLg5OTk74+++/ceLECchkskrrUqQ/Ro0ahefPnyM8PBzTp09HkyZN8MUXX4jHK7v3mZmZsLS0xIkTJ6qcKm7p0qUoLS3FiBEjUFBQACcnJxw5ckRM2BgYGGDHjh2YMWMGvv/+e3Tr1g1BQUEYN26cWMfnn3+OPXv2wNPTE48fP8aWLVvg4+MDAAgODsZPP/2EiRMnwsTEBD/++KM40khdXR0//vgjvv76a7Rv3x4dOnTAwoUL8eWXX4p1u7q6YsKECRg8eDD+97//YcGCBQgKCqrp7SIiIgASgeOXa1V+fj6kUiny8vLq/D8cdR33Q7rWDy3uh3St9RX3Q7rWDy3uh3St9RX3Q7rWDy3uh3St9RX3Q7rW+or7IV3rhxa3vq71bfP8+XNkZGTA0tKyQqLiXfPkyROYmZkhLCxMHGkgk8ng5+cnTvVE9DonTpzAwIEDcevWLYVGvNQ2iUSCvXv3wtvbu85jExF9SBT9HYgjXIiIiIiIiIjovZecnIyrV6/C2dkZeXl5CAkJAQD079+/nltG77JDhw5h7ty59ZJsISKitw8TLkRERERERET0QVi5ciXS09OhoaEBR0dHnD59Gk2aNKnvZtE7bMWKFfXdBCIieosw4VLLNDU1sWDBAnHhsvc57od0rR9a3A/pWusr7od0rR9a3A/pWusr7od0rR9a3A/pWusr7od0rfUV90O61g8tbn1dK9UeBwcHJCUlVVumqvVYiN5WXCmAiOjtwjVciIiIiIiIiEgh79MaLkRERESKUvR3IJU6bBMREREREREREREREdF7iQkXIiIiIiIiIiIiIiKiN8SECxERERERERERERER0RtiwoWIiIiIiIiIiIiIiOgNMeFCbxVBEOq7CaREvL/0PqiP55jfO0REREREREREbz8mXBTEl13K9fTpUwCARCKp076+f/9+ncV62d27d3H27Nk6j5ueng5fX986jfnixQvx3xKJBKWlpXUav1x9xa0r/IxSvufPnwOo28+phw8fijHr0r1793D9+vU6jQkAN27cwNKlS+s05qufDfX1WfEhfA9/CNf4ISoqKqrzmHl5eXUeEwD+97//4b///W+dx83MzMTWrVvrPC4RESmPj48PvL29a73eyMhI6OvrV3k8MzMTEokEKSkptR6biIjKMOHyGo8ePcKzZ8/qPBGQnZ2No0ePYseOHbh161adxc3IyEBERASCgoLwyy+/1EnMP//8E87Ozvjpp58A1N3LzOTkZBgbG+PUqVNKj/WyS5cuwc3NDcePH8edO3fqLO7Fixfh5uaG7777DpcuXaqTmOnp6ZgwYQIGDRqE8ePHAwBUVJT/sZORkYHt27dj9erViImJEeMq+7m6c+cODh8+jB9//BEZGRlKjVXu77//RnFxcZ1/Rt27dw+JiYk4fPgwnjx5Umdxs7KyEBUVhf/85z9ITEyss7hXrlzBgAEDcOTIEQB18zmVnJyMJk2a4Pz580qN86pLly6hU6dOOHLkSJ0mpS9duoSOHTti7dq1dfZC8/r165gxYwbGjx+PxYsXA6ibz6isrCwcOXIE27dvR1paGoCyZ6qkpESpcevjMwqon8+pwsLCekme/fe//8W1a9dw5syZOo2bnZ2N6Oho/Pjjj8jJyamzuFevXsWUKVPq9PM4JSUF7du3x59//llnMQEgNTUV7u7uOHjwYJ0mfC5dugQHBwesXbu2zmLevHkTCxcuxJw5cxAVFVVnce/evYvExEQcPHgQjx49qrO49fXZ+L6y3WpbZ1/1SSKRYN++fTU656effoJEIqmVl+wXL17E0KFDYW5uDi0tLVhbW2P16tUVysXFxeHjjz+GpqYmWrVqhcjISLnjS5YsQYcOHaCrqwsjIyN4e3sjPT290piCIKB3794KX/ulS5fQuXNnNGjQAObm5li+fHmFMhEREbCysoKWlhbMzc0xbdo08Y+cqiIIAgIDA2FiYgItLS1079690j8UOnjwIDp27AgtLS00atRIKcmNd5G5uTlycnLQrl27Oo8tk8kQERFR53GJiOoaEy7VSEtLQ8+ePbFixQo8ffq0zl4UpKamonPnzggKCsJXX32Fr776Cvv371d63EuXLsHV1RWxsbH48ccfsWrVKuzdu1fpcaOiopCZmYmlS5di586dAJT/MvPixYvo0qULpk2bBnd3d6XFedXNmzfRo0cPDBgwADNmzIC5ubnccWW9HLp48SI++eQTDBkyBMbGxmI/K9Ply5fh5uaGoqIiaGtr448//sD06dPF48q6v6mpqXB2dsaePXuwfv16zJ49G56ensjPz1fqc5WamooOHTogKCgII0eOxJdffolJkyYpJVa5tLQ0DBgwAD///DOKiorq9DPKw8MD48aNQ9++ffH555/XSRIvNTUVbm5u2LJlCxYsWIAZM2YgOTlZ6XEFQUBYWBj++OMPrFmzpk6SLikpKejSpQv8/f3h5OSklBiVuX79Orp27Yq+ffvCx8cHRkZGcseV/RnVv39/PHv2DNu3b1dKnJelpqbC1dUVf/31F27duoXdu3dj3bp14nFl3dtLly6hQ4cOWL16NaZNm4avvvoKo0aNAgCoqqoqLelSH59RQP18Tl25cgUjR47EmTNn6jQRffnyZXh5eWHgwIFwdXXFsGHD6uTFfHkiICQkBMOHD8eoUaPw4MEDpcctKipCQEAAfvrpJ2zatAlJSUniMWX1+8WLF+Hq6oohQ4bAxsZGqbFelp6eji5duqBHjx7o06cPpFKp0mMCZdfr4uICT09PXL9+HTt27FB6zPLPxvPnz+O3337D2rVrcejQIaXHLU+6z5w5E19++SW8vb2xYMECpcetr89G+vBkZmZi+vTp6Ny5c63Ul5SUBCMjI+zYsQN//vkn5s2bhzlz5sglZzMyMtC3b194enoiJSUFfn5++Pe//y3+LgsAJ0+exKRJk3DmzBnExMSguLgYPXv2rPQPqiIiIhQedZ2fn4+ePXvCwsICSUlJWLFiBYKCgvDdd9+JZXbu3InZs2djwYIFSEtLww8//ICff/4Zc+fOrbbu5cuX4z//+Q82btyIs2fPQltbG15eXnKJmt27d2PEiBEYPXo0Ll68iPj4eAwbNkyhtr/vVFVVYWxsDDU1tfpuChHR+0ugSt2+fVuws7MTmjZtKri6ugrLly8Xnjx5IgiCIJSWliot7o0bNwRzc3Nh3rx5wv/+9z/hr7/+Ejp37iwMHTpUaTEFQRDS09MFMzMzYd68eUJpaanw4MEDwc7OTli3bp1S4wqCIISEhAiurq6Cr6+v0KZNG2HHjh3isRcvXtR6vNTUVKFhw4bC/PnzBUEou5/Xrl0T4uLihLt379Z6vJctWrRIGDhwoCAIglBSUiKsXbtWCAwMFIKDg4WioiKlxLxw4YKgpaUlzJ49WxAEQVixYoVgaWkpXLx4USnxBEEQHj9+LHTs2FHw9/cXBEEQCgsLhSlTpgjffPON0mIKgiD873//E+zt7YVZs2YJgiAI+fn5QlRUlCCRSAQ3Nzfx/paUlNRq3Ly8PMHBwUHw9fUV8vLyhJycHGHx4sVC+/btBS8vr1qNVS4zM1OwtrYWNDQ0hE8++UTYtWuXUFhYKAiCcj+jrl27JpiYmAjz588XMjIyhBs3bgjNmzcXJk+erLSYgiAIV69eFYyNjYV58+YJz549E7Kzs4UmTZoIUVFRSo1bbsqUKULHjh2FgQMHCl27dhUOHz6stFipqamClpaWEBgYKAhC2f3MyckRUlJSlPY5UW7GjBnCkCFDxLhRUVFCeHi4EBkZKZap7e+f5ORkuc+oKVOmCJ988onw119/1Wqcl/33v/8V7OzshJkzZwqCUPZZ0a9fP2HlypVy5Wr7Z9C9e/eEtm3bCnPnzhWKi4uF//73v0JwcLAgkUiEXr16ieXeh88oQaifz6lbt24JLVq0ECQSieDs7CycP39eqZ+J5a5evSoYGhoK8+bNE5KSkoSEhARBR0dHCAkJUWrctLQ0wcjISJg/f77w8OFD4datW4JEIhEOHTqk1LjlRo4cKXTs2FFwdnYWRowYIZw9e1bueG0+y+WfjS//LpGfny/cuHGj1mJUpqSkRBg7dqwwYsQIQRDKnt0jR44IW7duFY4fP660uCkpKYKWlpYwZ84cQRAEYeDAgcLAgQOFJ0+eKO2Zzs3NFaytrcWYDx48EGxtbYXvv/9eKfHKZWdnC61btxbmz58vPHr0SLh7967wr3/9S1BVVRXGjBmjtLj19dn4Pnj27Jlw5coV4dmzZxWOtYtsV2df/0R+fr4wbNgwoWHDhoKxsbGwatUqoUuXLoKvr69YxsLCQggJCRGGDBkiNGzYUDA1NRXWrl0rdxyA+GVhYVFtzBcvXgiurq7Cpk2bhFGjRgn9+/eXO/7w4UNhxIgRgr6+vqClpSX06tVLuHbtWo2vbeLEiYKnp6e4PXPmTMHGxkauzODBg6t9vu/fvy8AEE6ePCm3Pzk5WTAzMxNycnIEAMLevXurbcv69euFRo0aiT/3BUEQZs2aJVhZWYnbkyZNErp27Sp3nr+/v+Dm5lZlvaWlpYKxsbGwYsUKcd/jx48FTU1N4ccffxQEQRCKi4sFMzMzYdOmTdW2URH79+8XnJycBE1NTaFx48aCt7e3eGzbtm2Co6OjoKOjIzRt2lQYOnSocO/ePbnzL1++LPTt21fQ1dUVdHR0hE6dOok/t8qfhRUrVgjGxsaCgYGBMHHiRLnf958/fy4EBAQIpqamQsOGDQVnZ2fhxIkTcjG2bNkimJubC1paWoK3t7ewcuVKQSqVVnlNGRkZAgAhOTlZEARBOHHihABAOHbsmODo6ChoaWkJLi4uwtWrV8VzFixYINjZ2QkbN24UmjVrJmhpaQlffvml8PjxY7HMq99HgiAI/fv3F0aNGiUef/n7hq8jiehdVN3vQC/jCJdKCIKAw4cPw9jYGAcPHkT79u2xa9curFu3Thzpooy/8i0qKsK3334Ld3d3zJkzB1KpFGZmZpg9ezZOnjyptClWioqK8N1336Fnz54IDAwEADRp0gS2trZITU2Fr68vli1bppTYANClSxc4Ojpi8uTJ+OSTT7Bo0SIcPnwYoaGhSEhIqNW+LiwsxPz58/Hs2TOEhoYCAPr164fBgwfD09MTn376Kfz8/Got3qvu3LmDVq1aAQBcXFywa9cuHDt2DFu3bkWbNm3E6eNq65qzs7PRv39/TJkyBUuWLAEAuLq6oqioSJymSBl/Tf2///0PeXl5GDJkCABAQ0MDL168wNGjR+Hl5YV+/fqJ06kJtfiXqXfv3sWLFy8wZswYAICuri66du0KGxsb3Lp1C3379gVQ+1MG5eXl4cmTJ/jiiy+gp6cHY2NjTJ06FQsWLEBWVhYGDhxYq/FKSkqwe/dutGrVCufOnYO+vj4WL16M/fv3K/UvyJ89e4ZVq1ahT58++Oabb2Bubo6WLVsiMDAQsbGxeP78uVLiPn36FGFhYfjss88QFBQEDQ0NmJqawtPTEzdv3kRQUJDSR2116tQJ/fv3x9y5c6GhoYFVq1bh/PnzWLJkCTIzM2stzt9//w1fX1+oq6sjODgYAPD555+jT58+cHBwQI8ePZQ6DP/27dtwdnYGUPYZtXHjRqxfvx6LFi2Ck5MTiouLa3V6voyMDHh6esLPz0/8jOrWrRv+/PNPXLlyBYByRtXcuXMHz58/l/usMDIywu+//46hQ4di3LhxKCkpgaqqaq3Gv379OtTV1TFx4kSoqamhcePGGDx4MJo3b47z58+jd+/eAN79zyigfj6nioqKsH37djg6OuLy5csoKCjAV199hQsXLoixlPEZ9ffffyMkJARffPEFQkJC4ODggE8++QQBAQE4fvw4AOU8x/n5+QgODsaXX36JkJAQSKVSWFpa4rPPPkN2djbWrFmjtGlTy/vRwcEBX3/9NUJDQ3H58mVs3LgRt2/fxsqVK1FaWlprz/KjR48wevRoNG3aFCEhIQCAf/3rX/D09IS1tTX69++vtFHZKioqyMrKEr8/O3XqhODgYEybNg2+vr5KmaImPT0dH3/8MaZNmyZOd9inTx8cOHAAGRkZSvs5n56eDolEIo7waNKkCezs7HDx4kVMnDhRbEttS05Ohp6eHvz9/SGVSmFiYoJJkybBwMAAcXFx4rS0ta0+Phup/vn7+yM+Ph779+9HTEwMTp8+jQsXLlQot2LFCtjZ2SE5ORmzZ8+Gr6+vOFVx+TSKW7ZsQU5OzmunVQwJCYGRkZH4e8erfHx8cP78eezfvx8JCQkQBAF9+vRBcXFxja4tLy8PBgYG4nZCQgK6d+8uV8bLywsJCQnV1gFArp6nT59i2LBhWLduHYyNjRVqS0JCAtzd3aGhoSEXOz09XZwy0NXVFUlJSTh37hwA4NatWzh06BD69OlTZb0ZGRnIzc2Vuy6pVIqOHTuK13XhwgVkZ2dDRUUFDg4OMDExQe/evXH58mWF2l7u4MGDGDBgAPr06YPk5GTExsaKvycDQHFxMUJDQ3Hx4kXs27cPmZmZ8PHxEY9nZ2fD3d0dmpqaOH78OJKSkvDVV1/JrXF64sQJ3Lx5EydOnMDWrVsRGRkpN+3b5MmTkZCQgJ9++gmXLl3Cl19+iV69eolTqJ09exZjxozB5MmTkZKSAk9PTyxcuLBG11lu3rx5CAsLw/nz56GmpoavvvpK7viNGzfwf//3f/jtt98QHR2N5ORkTJw4UeH69+zZg2bNmiEkJAQ5OTl1OgUqEVFdY8KlEhKJBJ999hnGjx8PR0dHbNiwAY6OjmLS5cmTJ0pZD0IQBGhoaMDT0xPa2tpQVVUFADRu3BhPnz5FYWFhrcYrp6qqikGDBmHq1KnQ0NCARCLBokWLsHPnTgiCgJycHGzbtg0DBgxQSnxNTU0cO3YMpqammDlzJnr06IHhw4djwYIFaN26da32tYaGBubOnQtra2t07NgRPXr0gKqqKlasWIHU1FR8+umniIuLE/8zrwzJycn4+eef0bhxY+zfvx/Hjh3DmTNn0KxZM/E/drX1gkJdXR3r16+XS5i5urqib9++WLhwIfLz88XnrDZJpVK8ePEC69atw/379xEYGIjNmzfj008/Rd++ffH48WN0794dhYWFtb4YeEFBAVJTU8XtvLw8qKioIDw8HI8fP1ZK8lBPTw+lpaX4448/xH3a2tro168f5s2bh1u3bmH9+vW1Fk9VVRVdu3bFyJEjYWdnh4MHD6Jp06biy8zyflXGZ1RxcTHc3NygoaEhPjtNmzbFw4cPlfoZ1b9/f/EltYqKCkJDQ/HLL7/g2rVriI2NxbJly5SaLNXT08P+/fvh6OiIWbNmQU9PD97e3pg3bx4aNGgAoHZe5KqpqeHf//43TExM8Omnn8LLywsvXrzA/Pnz8ccff8DCwgI7d+5U2uLJpaWlSE5OxsaNGyGVSrF3716cPXsWO3fuRGFhIfr37w8AtfZ9q6amhv/85z9yL/H69++Pbt26ITg4GM+ePVPKmira2tooLCzEjh07UFRUhJCQEGzbtg3W1tYwNTVFfHw8OnXqBKB2kx+FhYV4/Pgx7t69K+57/vw5DA0N8c033yAjIwM//vhjrcUrV9efUUDZ962np2edfk6pqKjA2dkZX3zxBdq2bYtLly6huLhYTLqUlpbW+s8coOz7Jj8/Hx06dICKiooYo3nz5sjOzq7xCzNFqaiooFevXhg3bhwkEglUVFSwcOFC7N+/H/v378e6deswbdo0hIeH13rs8ms0MjLC3r170bNnT8yePRtpaWno0aMHZs6ciXv37gGonc9GFRUV9O/fH40bN8bEiRPRtWtXPH78GBMmTMD+/fvx6NEjrFq1CidOnHjjWJV58eIFLl26hMWLF0NHRwe7du1Camoq5s+fj4yMDHz99de1Gk9VVRURERFYtGiR2H9jxoxBhw4dsGjRIjFpWdvU1NTw9OlTcQqxxYsXIyoqCioqKvjvf/+Ln376CYMGDar1uHl5eXj06BGeP38uXldJSQlat26NL774AmfOnEF8fHytx62Pz0aqXwUFBdi6dSv+H3vnHVXF9b3959IvSBUQQaRYsaGiGE0URQPWYOxKEAyRYDe2EBuiscVY+MaSooJGrLGhJpYYUCTGgoAUBUUIRsGGVEXK3e8fvHd+XCmioFed/VnrrmRmzpznPNMYz559zvfff4/evXujTZs2CAoKqvQDtA8//BB+fn5o3rw5pkyZgmHDhgnPUxMTEwCAgYEBzMzMhOXKOHfuHLZs2YJffvml0u03btxAaGgoNm/ejO7du8Pe3h4hISG4c+fOS80R8/fff2PPnj3w8fER1mVmZqJBgwYK5Ro0aIDc3Fw8ffq0Qh0ymQzTp0/Hhx9+qDC/x1dffYVu3boJ74E1oSpt+TYAGDNmDBYvXoyPPvoI6urqaNKkCXr27FntkGLyfSurW75N/hHjokWLMH/+fBw9ehSGhobo2bMnsrKyauxh6dKlGDVqFAICAmBnZwd7e3t88803wvbPP/8c/fr1g62tLT744AP873//wx9//IH8/HwAwIYNG6Cvr4/du3ejU6dOaN68OcaNG4cWLVoIdRgaGmL9+vVo2bIlBg4ciAEDBuD06dMAyub8CwoKwr59+9C9e3c0adIEs2bNwkcffYSgoCAAQGBgIPr27Ys5c+agefPmmDp1KlxdXWvs8Xm/Tk5OaNWqFfz8/PD3338rDNNWWFiI7du3o3379ujRowd++OEH7N69WzjuL8LIyAiqqqrQ1dWFmZlZjYN3DMMw7yIccKmChg0bKgQYfvjhByHosnHjRiHT5flJ514VIoKmpia++uor4csX+deQ5ubmaNCgAaRSqVD+woULdaarqqoKBwcHtG/fHkDZPCM//vgjDh8+jB9//BF79+7FjBkzEBsbi+vXr9eJbnlatmwJIyMjqKurw87ODrdu3UJRURGsra0REREBoG4694gIEokEjo6O2LFjBwoLC5GVlYWNGzeid+/eaN26NebMmYN27drh7NmzKCoqqrVmeW2g7GvMJ0+eIDAwEObm5tDT04OmpiZMTEywevVqPHr0SPjCp7bIZDKYmppi4MCBCusAwN3dHSoqKsL4vXX95a2+vj5mz56NsLAwjB07FqtXr0ZwcDDmzZuHqVOnIiQkBA8ePKjzr1HNzc3RtGlTbN++HStWrMDRo0fxwQcfoHfv3hg5ciQcHR1fyzWsqamJ7t27488//0RsbKywXkNDA0OHDoWNjU2ddwK1adMGw4YNA1DWEXX48GGhM/PIkSPCBNWHDx+uM01tbW0sWbIE48aNA/B/2VENGjSAsbExdHV1hXtVPhF4XaCpqYnevXvD3t4eQNk8Cd999x0OHTqEX3/9FRERERg4cCAiIiKEDr66Qn5vNGnSRPj/nj17Ijc3F48fP4ajo6MwsWhdPKe0tLQwePBgLFu2DNeuXUNeXh5++uknDBkyRPiHnJaWFv74449aa5VH/oxyc3NDRkYGDhw4AEdHR9SvXx+Ghobo1KkT/P39kZaWJvwjti6wtLSEh4dHhXYMGTIEGRkZQvC0rp9RpqamGDVqFIKDg4UA9J49e7Bs2TKsXr0amzZtQlpaWp3ft82aNYOqqioCAwOxa9cunDlzBk5OTnBxccHUqVNhZGSkMA9GXaGhoYGPPvrojT6jgDf/nFJTU0PPnj2FDmE1NTVER0cLQRf5nE9EhDNnztSJJlDWabtp06YKz0YjIyPo6elBXV1dCNzduXOnznTr1auH4cOHo127dgDK3g3lz8aDBw8iPj4ezZs3xx9//FHnAXH5PdmoUSOho2XEiBHQ0NBAeno6BgwYgEePHgGom2ejvr4+Jk6ciNGjR+P3338HEWHLli344osv0LdvX/z222/IzMys8/cKuc8ePXogISEBFy9exCeffAJzc3OYm5vj008/hbu7O2JjY5GdnV1nuk2bNsWUKVMAKB4/FxcXREdHC3P01PWzsUmTJnB0dMSyZcuEzPdDhw4hMDAQe/fuxcyZMxEdHf3SX4m/CAcHB2RkZGDlypU4d+4cLl26hP79+6N///5YsWIF8vLycO7cuTrVBACpVPrG398Y5XLr1i0UFxcrZCno6+srdIDL6dq1a4Xl6t5v09PTUa9ePeG3bNky5OXlwcPDA7/88guMjY0r3e/atWtQU1NDly5dhHX169dHixYtBL1+/foJ9crnrypPfHw83Nzc4O/vDxcXl+oPQjVMmjQJ8fHx2L17t7AuNDQUf/31V7UZ1q1btxbaJ88GrAnh4eFYtmwZNm7ciCtXruDAgQM4duyYMBJFSEiIwjGV9w28CPmzcd68eRg6dCgcHBwQFBQEiUSCffv21bh9MTEx6N27d5Xbo6KiMGjQIDRu3Bi6urpwcnICUHYtyPfv3r071NXVq6yjdevWCh9ANmzYEPfv3wdQNseUPPhc/jicOXMGKSkpAMqun/LXDlDx2q0p8vcJeTsACG0Byj4ksbCwUNCRyWTCv4UYhmGY/4Nnyfr/FBcXV/mHsLS0VPgKd+rUqdi3bx9kMhlu3bqFLVu2oFevXrCysqq1rkwmQ/369QGUdQbI/3FeVFSEnJwc4euC+fPn48iRI/jzzz+r/ZqmproAFP7IN2nSBDExMahfv74wHET9+vWhqakJAwODV9KrTFOOvr4+tLS0cOnSJfz888+4cuUKtm7dirNnzwpDGgwdOrROdOVBl/bt2+PXX39FRkaG8GVFaWkppFIpWrRogYSEhFr/I7a8rvwfy3Z2dmjevDl27NghBNDk51kqlUJXVxfa2tp1oltZB4dcq0ePHmjQoAG2bt2K4cOH1/oL7uePsZqaGry9vTFixAhkZGRg2LBhwoufPEuiYcOGFSbkflVdIgIRwcjICOvXr8f8+fOxbds2EBEmT54svLSbmpoiOTm5VppA2TAujx49Eu4JbW1tzJw5Ex9//DEWL16MFStWoFmzZgDKOtB79uyJ4OBgFBQUQEdHp9aahoaGkEqlwvVcWloKDQ0NHDp0SOisLy0tRVhYGEJDQ9G5c2eYm5vXWlc+zAdQ9rySPzfkX3c/ffoUOjo6mDdvHi5evIh9+/a98jOjsmMs74xv06YNbty4ATMzM+EZ1aRJExQWFkJTU/OV9CrTlR9noKzzS1tbG//++y8WLFiAhIQErFmzBidPnsSsWbPw3XffoVevXnXm1dXVFVpaWlBRURHuk9LSUujr66Njx47C1/q1uXcr89qjRw9s3boV4eHhFToGGjZsWCdDBFV3LcufW6NHj8aSJUuwYcMGODo61qmmvr4+9PX14efnhy+//BJ37tzBl19+qTCJra6urvCrK109PT1YWlpiz549GD9+PP755x8UFRXB19cXS5cuBQDY2NjUSYf8vXv3kJSUBJlMhpYtW8LMzAyzZs16rc+o53Xt7OzQoEGD1/6cys7OxqNHj6CnpwcdHR1oa2sLmSylpaXQ1NTElStX0LFjR3z++ef46aefsG3bNpw/fx6nTp165fcoua6uri50dHTQqFEjABCGogPK/ubKv3IFgLlz5+Lff//FL7/88sp/66vz2759e8THx6Nx48bCu2uHDh2wa9euWr/TlNetV6+e8Gzs0KED6tWrh6KiInh7ewvDPIaGhmLhwoXw9/cXguW10dTW1oaRkRHGjh0LPT09NG7cWOHZaGpqii5duiA1NbVWPp/XlR/j4cOHY9u2bUhNTRWGhgXKMolbtWqFoKCgWn+oU9kxll9P8vto2rRp2LhxIwIDA/Hdd9/V+tn4/DFu0KAB1q1bh8zMTPz777948OCB0IEIAFZWVpDJZNV2Hr6srvzd+8CBA/Dw8MChQ4dQUFCA8ePHC1+5t2jRok6ejSUlJcIk0fKRBebMmQNnZ+fX+mxkxIG5uTliYmKEZSMjI6SkpCAtLQ2DBg0S1sufx2pqajXuqN68ebOQkfL8/ZeYmIjevXvDx8cH8+fPV9hmZmZW4WOke/fuCfdeeSZPnoyjR4/i7Nmzwt80APjrr7+QkpJS4Z1+6NCh6N69O8LDw/H7778L2ZzyeqvSlm8DgAULFsDDwwNffPEFAKBt27YoKCiAj48P5s2bh08++UQhmGBhYSEMQ3Xv3j3h3yXyZfkHpPL1rVq1ErZramrC1tZWCIbUhOePUXkKCgrg6uoKV1dXhISEwMTEBOnp6XB1dRX+HlS3v5znz2f54evz8/OhqqqKqKioCqNS1KtXr8Y+akr5tsjfyV/m/aGykUleV5YvwzDM2w4HXFA2XvHixYsxc+ZMdOzYscJ2VVVVlJaWQl1dHT/88AOmTJkCf39/aGpq4tKlS68cbHlet3wHefn/LywsRG5uLtTU1LB48WKsWrUKkZGRr9xJUJ1f+T/o5GO2yv8hd+7cOdjY2LzyPzaq0pR33hkbG6Nfv36oX78+jh07hvbt26N58+ZQV1cXXpzqSlfusU2bNmjTpo3gUf4Sk5KSgnbt2gn/IKsrXZlMBiMjIyxevBh5eXk4evQoxo8fj59//hlZWVk4cOAANDU1axWEeNG1DPxfZ1BAQADGjh2L0NBQfPLJJ3WqKc+ckr+YS6VShIeHw9PTExKJBCEhISCiSr8mq41uSUkJWrZsKaRYP378GI0bNxbadPfuXYX0+FchPj4eX375JR49eoTi4mIMGjQIc+bMQevWrXHkyBH06tULRISJEycKYwsnJiaiUaNGr9xBUZnm3LlzhWtFVVUVJSUl0NTUxOHDh/Hpp5/Cw8MDGhoaOHv27CsHW6rTLd/JU1xcjLy8PKioqMDf3x/fffcdzp8//8rBlhf5Bf5vGAF5O2JjY9GqVataBVyq0y0uLgYR4YMPPoC6urrwnLK2tkZwcDCaNGlSZ5p+fn4wMzNDnz59oKKiIjyb5P+9d+8e7O3ta/XVeGW6X3/9NRo3boyff/4Zo0ePxvHjx7FkyRIsWLAAhYWFOHnyJIyMjKCvr1+nus+fW3lH8Zw5c7Bq1SpcunQJnTt3rlNN+THW19cHEUFLSwuJiYlCx+LBgwehra0NS0vLOtWdM2cOOnXqhJMnT+LZs2coKCgQnoMlJSXIzs5WCE6/yjmOi4vD6NGjQUR48uQJ7OzssHnzZrRu3RpHjx5Fz5496/wZVZmuvBP6dT6nrl69Cg8PDzx58gQymQwdO3bEkiVL0LJlS8hkMqipqaG4uBhaWlqIjo5G586dhS9Nz50798rvUdXplj9nRISCggIAZZ1K8mfjqwZbXuRXU1NT+JtX/p2mQ4cOtXqnqU63pKQEDx48QKtWrfD06VPh2WhhYYGgoKA6PcYBAQFo1aoVRo0aBU1NTeFYy+days/Pf+XgTnW6ixYtQuvWrXHw4EE4Oztjz549aNu2LTw9PQGUDeNjbm5eqw9mXnRuVVRUIJPJoK+vj/Hjx+PEiRO4fft2rZ5Rz2t26NABixcvRqtWrdCwYUPhfs3KyhKe+ydPnoSJiUmVX+q/qm5AQABcXV1x+fJl5OTkoLS0VHj/LywsxLNnz4RAyKs+G2/cuIEtW7bA29tbqKu0tBQtW7Z8rc9G5u3C1tYW6urquHTpkvC8zMnJQXJyMnr06KFQ9p9//qmwbGdnJyyrq6srDEWmpqamEJAFyrLDyw91DJR9PJmXl4fAwEBYWlpCJpOhpKQEFy5cQLdu3QCUzYeZlJQkBAzKZxWUJyEhAc7OzvD09BQ+3ihP165dhSEC5Zw6dUohA4KIMGXKFBw8eBDh4eGwsbFRKO/n5ycEROS0bdsWa9euFQJJlfWHdO3aFfPmzVP4MO/UqVNo0aIFDA0NAZTNDfN84Fj+94uIKv34xcbGBmZmZjh9+rTwnMjNzcWFCxeE4R0dHBygqamJpKQkYYjY4uJipKWlvVTfTbt27XD69Gkhg7U8169fx6NHj7BixQrhWSyfI7X8/tu2bav2497q6NChA0pLS3H//n2FD4PKY2dnV2H0k+ev3boiPT0dd+/eFd7Z/vnnH6ioqAjvsiYmJgrzspSWliI+Pl7hozQNDY3XMocswzDMWweJnJSUFLK0tCQDAwP69NNP6cqVK1WWLS0tJSKiiRMnkqGhIcXHx78R3dTUVOrQoQN5e3uTpqYmXb58+Y3oEhE9evSIvvnmG6pfvz5dvXq1zjVlMhkREZ09e5a6du1Kly5dUti3sLDwlTRrqlseuVcTExNKSEioc12ZTEYlJSVERHTnzh3y8/OjRo0akZ6eHnXs2JHMzMxeeD5eRbcq7t69S5aWljRr1izh2n4dmrm5uTRq1Cj64IMPqFu3bjRy5EgyNjam6OjoV9KsTlcmk1XqJTk5mb755hsyNDSka9euvbLutWvXyMTEhGbMmEERERG0ZMkS6ty5M/32229CmZiYGOrYsSN17NiR2rRpQ5988gnp6elRTExMnWru37+fiBSvZfn1NWHCBDIyMqrVM+pldC9cuECdOnWiGTNm1PoZ9TK6REQFBQU0d+5cMjExea1+iYh2795NXbt2reCvoKCgTjXLX0/P68ydO5fMzMzo+vXrr6RZU92UlBQaMWIENW7cmExNTal79+5Uv379Wj2jXvbcJiUlkaamJq1evfq1aRIRPXjwgBwdHal37940dOhQGjduHBkZGdXqGfWy5/a///6juXPnkrGxMSUnJ7+ybmJiIhkbG5Ofnx+lpqbSzp07qVmzZhQVFSWUuXz5MnXo0KHOnlHV6Za/XuTP5rp6Tt2+fZvMzMzoq6++on/++YcCAwPJ1dWVDAwM6Pz58wpaxcXFRETk6+tL9evXr9Xf+JroFhUVERHR4cOH6aOPPqKFCxeSpqamwnl4nX6JyjzPmzePGjRoQImJiXWuq6+vT5GRkUREtHLlSurSpUuFZ2NOTk6da/79999ERAp/60tKSmjevHlkYWFRq/unOt2zZ88SUdnf+E6dOlGLFi2oWbNmNGDAADIwMKjV8+Jlz+2lS5dIIpHQnj17XotXueatW7fI2NiYBg0aRFOmTCFfX18yNDSs1bOiOt2IiIgK5R89ekRz586lBg0aUEpKyivr3rx5k0xNTUlPT4+mT59ON2/eJKKyvzvy50Ndv7+97zx9+pQSExPp6dOnFba1CW7zxn6vwhdffEE2Njb0119/UXx8PA0dOpR0dXVp+vTpQhkrKyvS09OjlStXUlJSEq1fv55UVVXp+PHjQplmzZrRhAkTKCMjg7Kysmqs7+npSW5ubgrr3NzcqFWrVhQREUExMTHUt29fatq0qfD3pDLi4uLIxMSEPvvsM8rIyBB+9+/fF8rcunWLtLW1afbs2XTt2jXasGFDBR8TJkwgfX19Cg8PV6jnyZMnVWoDoIMHD1brMzs7mxo0aEAeHh4UHx9Pu3fvJm1tbfrpp5+EMv7+/qSrq0u7du2iW7du0cmTJ6lJkyY0YsSIautesWIFGRgY0OHDh+nq1avk5uZGNjY2CtfjtGnTyMLCgk6cOEHXr18nb29vMjU1falzFRYWRioqKrRw4UJKTEykq1ev0ooVK4iI6P79+6ShoUGzZ8+mlJQUOnz4MDVv3pwACH8THj58SPXr16chQ4bQpUuXKDk5mbZv3y68x1d2LUybNo2cnJyEZXd3d7K2tqb9+/fTrVu36MKFC7Rs2TI6evQoERGdP3+eVFRUaNWqVZScnEw//PADGRgYkL6+fpW+UlNTFdoZFhZGAOjx48dCmejoaAJAqampRFR2rnR0dKhPnz4UExNDZ8+epebNm9OoUaOEfX788UfS1tamo0eP0rVr12j8+PGkp6dHnp6eQpmPP/6YPvnkE/rvv//owYMHNT4XDMMwbwvVvQOVR9QBlydPnpCXlxcNGzaMNmzYQL1796ZBgwZV26G0detWkkgktep0elnd5ORkkkgkpK+v/0Z1T548ST4+PmRra/vK/5B8kWb5IET5TsvKAiJ1qfs8x48fJ09PT2rUqNFrPcbl/T558oTu3btHQUFBdOLECUpLS3ttulWxY8eOV+7sqommvEMkPT2d1qxZQ6NHj6ZvvvmmVp3FL+v1/v37tHjxYmrcuHGtOkRycnLIzc2NvvzyS4X1rq6u9OmnnxLR//m9ffs2HT58mKZNm0arVq16Zb810XyeDRs21PoZ9bK658+fJ4lEQkZGRrXqUHxZ3dDQUPL09KTGjRu/Eb/FxcUK/xCpzXPqZb0ePHiQRo8eTQ0bNnztXuXXcVZWFl29epW+++472rVrV606u17lWiYi+v7771/5GVUTTfk5TEpKokmTJtGAAQPI19e3Vh3UL+v11q1bNG/ePDI3N6/VuX38+DH16NGDpkyZorC+d+/etGPHDgoNDRU6o1NTU+nQoUO1fkbVRPfIkSN069YtIvq/a6sunlOnT58mBwcHevTokbDu5s2bNHr0aNLW1hbqlmuuXr261povo0tU9oySSCRkbGxcq0D0y+jKZDLas2cPjRo1iiwsLF6rX6lUKnRGZ2RkCNtr+w73Ml537txJQ4YMqfVHKy/SlUqldPHiRSIqe6c5duwYzZ49m9avX09JSUmvTbe835KSEuHYzpgxo1bPqRd5lX8AFRUVRX379iUnJycaPXp0rT5sqIlu+fs2Li6OZs+eTaamprU6t/n5+TRmzBgaPXo0BQQEUIcOHWjy5MmVBl3q6v1NDNS0s+FtJDc3l8aMGUPa2tpkZmZGa9asIUdHR/Lz8xPKWFlZUUBAAA0fPlwoFxgYqFBPaGgoNW3alNTU1MjKyqrG+pV1smdlZZGHhwfp6+uTVColV1fXFwaQ/f39CUCF3/NtCQsLo/bt25OGhgbZ2tpSUFCQwvbK6gBQodzz+7wo4EJEFBsbSx999BFpamqShYWFEKyQU1xcTIsWLaImTZqQlpYWWVpa0sSJExXetytDJpPRggULqEGDBqSpqUm9e/eu8CwuKiqimTNnkqmpKenq6lKfPn0qPMOsrKzI39+/Wq39+/cLx8/Y2JiGDBkibNu5cydZW1uTpqYmde3alUJDQxUCGfJj4OLiQtra2qSrq0vdu3cX3qlrEnApKiqihQsXkrW1Namrq1PDhg3p008/VfgYdsuWLdSoUSOSSqU0aNAg+v77719LwMXe3p42btxI5ubmpKWlRcOGDVMIYBUVFQkf1JiamtLy5cvJzc1NIeBy/vx5ateuHWlqahJ//80wzLsIB1xqyO7du+nnn38morI/pjXpqJb/0XlTuvfv36fhw4fX6sv8V9HNzMykkJCQWgUCaqop/wdkbf+R/rK6cjIyMmjz5s1Cp9Dr1n3VjJLa6sop/6Xk69aUa8n/WxfeX8ZrcXExpaen0927d2ulmZaWRt7e3nTkyBEi+r8vmDds2ECDBg0iojJvdXkN10Tzeb2HDx/WqmP8VXTT09Ppgw8+qNVX46+i+99//9G6deuETpM3pVsXvMoxXrp0Kd24ceO169b1dVxT3fKadfGcqKlXuZY8o1Le8fY6dct7ffLkCV25coVu375dK93c3FwKCgpSyBRdsmQJqaioULt27ahjx46kpqYmdBrXFTXRVVdXVwg41MVzav/+/aSqqkqZmZkK6+/cuUPDhg2jJk2aUHp6OhGVHe8rV67UKvvhVXRv3LhBjRo1euUM4VfVTUtLo2+++abWgYAX6Q4dOpSaNm1a62v3ZTSf95qamkrTpk2rk47xmujWxb8BXkVX7ldObZ9TNdGUvxPn5+cTUe2yzl9GV+41NzeXTp48WetjXlxcTD/99BP9+uuvRET0ww8/VAi6ENXdu7FYeJcDLs+Tn59P+vr6tHnzZmGdlZUVrV27VnmNYl47BQUFpKWlRWFhYcpuyjuBPODCMAwjdjjg8ors27dP6LyVR/wLCwsVvtx7k7p37twhIqJnz54pRfd1BAbe1mP8OrxWp6ssv69TtyrN2gY7XlW3rr2eOnVK+H95h2lQUBD16tVLYd2rDqPytmi+jK78q6a66Ih5GV35F1h1dd/WVDc3N7dO9F5GU+61rjqD3vZrShnHODs7u0K5N61bF+Tl5Qn/v3fvXjI2NqZDhw5RVlYWPXz4kAYNGkS9e/emJ0+e1OnfPGXoZmRkkKOjI33zzTcVrpnz589Tp06daMeOHXWiVRvduno2vqzuu3ycX1azrp6NL6Nbl/ePMnRfRbMuno3Kum+fPn2q0P7AwEAh6CIP/j579oyHt3kJ3uWAy5UrV2jnzp108+ZNioqKIjc3N9LX11c4/xxwef85evQo9e/fX9nNeGfggAvDMEwZNX0HUpyhTMTIJ+4aNmwYvvzySzx58gQLFy7EpUuX8NVXX8HBwQHPnj0DEb1R3U6dOuHZs2e1muz0VXQ7d+6MZ8+e1WpS5pfVVPYxrkuvNdFVlt/XoVvTY/yuepXvL59ElcpN2Jqfn4+srCxh3ZIlS/DFF1+gpKTkjWsWFxfXSvNVdH18fF55Isja6I4fPx7FxcW1vm9fVtfb2xslJSW1uqZe1evzk4q+bt26uI5fRVd+jN+k5vjx4wXN2lxTr3pu6+rZWK9ePeH/nZ2dcerUKbi5ucHQ0BD169eHhYUF1NTUIJVKa309KVvXzMwMTk5OOHHiBA4cOIDCwkJh2wcffIDS0lJERkbWiVZtdDU0NJSi+y4f55fVlE+w/CZ16/L+UYbuq2jWxXuysu5bLS0tSCQS4b1x6tSp8PLyQmRkJNauXYvr169jzpw5GDhwIIqKiur8fZV5+/j+++9hb2+PPn36oKCgABERETA2NlZ2s5g3yIABA3Ds2DFlN4NhGIZ5T6nbXvx3EHnHh6qqqtBpOHz4cEgkEvz888/o168fSktLceLECWhqarLuO6LJunxu61JX3skg15VIJCgpKYGamhr09fWhq6sLiUSCBQsWYOXKlbhw4UKtg6SvolnboAfr8rmta6/K0n2XvNbFuZUj1yUi1K9fH/Xr11dYX1JSglatWqG0tBQqKip19qHBm9aVyWRQUVHBihUrMGLECKxatQpPnz6Fl5cXtLS0AAA2NjYwNzevtbfa6tbFMX6X/L6LmmLTFZNXOZW9N06dOhUA8Ouvv+L333/H/fv3ERYWVmdBUubtpUOHDoiKiqq2TFpa2ptpDMO8IyxatAiLFi1SdjMYhmHeHWqWMPN+Ih+CoKqhRJydncnAwIDi4uJY9x3SZN03oysmr1XpEhHt2bOHPvnkE5o7dy5pamrWemJkZWuy7pvRFZNXZemKyWt1ukRlw1rJJ5et60mglaH7/BBS48aNo44dO9LHH39Mq1atIm9vb9LV1a2Tue9Y983qismrsnTF5LW8bvmhD8sPzdalSxcyNDSsk7mWxMS7PKQYwzAMwzDMq8JzuDzH82Mey1++09LSqF27dsLktkRlkyvOnj2b1NXVKSYmhnXfYk3W5XOrbN2ff/6ZJBIJ6ejoUFRU1Dulybp8bt8XXTF5fVnd8PBwGj9+PJmamtKVK1feSV05MplMmCw8LS2NevToQVevXiWZTEbbtm2jMWPGUJcuXWjw4MEUGxtbJ5qs+2Z0xeRVWbpi8lqZbu/evSkiIkLYXlRURF988QVJJBIOtrwCHHBhGIZhGEaMcMDl/1P+i8vnOwrS0tLIwsKCvvzyywoTQe7evbtWnbZi0hWTV7Hpisnrq+qeOHGCOnXqRImJie+MJuvyuX1fdMXk9VV1jx07RnPnzq3VV+PK0L1z5w4dOnSIdu/eXSFAlZKSQpaWluTj4yN0qMopLCykoqKiV9Jk3TejKyavytIVk9eX0X3+vfHHH3+kixcvvrKumOGAC8MwDMMwYoQDLkSUkJBA+vr6tHTpUmFd+Y6CcePGVXj5fv5FnHXfPk3WfTO6YvL6qrpy7t+//85osu6b0RWTV2XpislrbXULCwvfKd2rV69SkyZNqFOnTtS4cWNq3LgxHT16lIjKnvcuLi40ZsyYOnn2s+6b1RWTV2Xpisnrq+rWdRvECAdcGIZhGIYRI6IPuNy+fZs6dOhAzZs3JyMjI1q+fLmwTT4ERm2+pGJdcXkVm66YvNZG9/kvvd92Tdblc/u+6IrJa210a4sydG/evEkWFhb09ddf0+PHj+nq1avk6+tLQ4cOpfz8fCIievbsWZ13mLLu69cVk1dl6YrJqzJ1GQ64MAzDMAwjTmr6DqSG9xCZTIb9+/fDxsYGkydPxsWLF7Fs2TIAgJ+fH1RVVVFcXAx1dXXWfYc0WZfP7dumq6Ki8s5osi6f2/dFV0xea6tbG5ShW1RUhA0bNqBbt25YsmQJ1NXVYWBggM6dO2PBggWQyWQAAA0NjTrTZN03oysmr8rSFZNXZeoyDMMwDMMwzIt4LwMuKioq6N+/P0xNTdGrVy+0b98eRITly5cDKOsoUFdXh0wmq1UniJh1xeRVbLpi8qosXTF5FZuumLwqS1dMXsWmq6KigqZNm8LGxgbq6uogIkgkEjg7O2Px4sXIycmBrq6uwj7yMqz7duuKyauydMXkVZm6DMOIh0WLFuHQoUOIiYlRdlMYhmGYd43aJdK83ZRPH3/w4AGtWLGC9PT0hCExSkpKKDQ0lB48eMC675Am6/K5fV90xeRVbLpi8qosXTF5FZPu3bt3K2jfuXOHrKysKC0tTVh37dq1OtFj3TenKyavytIVk1dl6jLVD6eR2KLlG/spEwB08ODBl9pn165dBIDc3NxqrR8TE0OjRo2iRo0akZaWFrVs2ZLWrVtXoVxYWBh16NCBNDQ0qEmTJhQUFKSwfdmyZdSpUyeqV68emZiYkJubG12/fr1STZlMRn379q2x99jYWProo49IU1OTGjVqRCtXrqxQZu3atdS8eXPS0tKiRo0a0fTp0184TItMJqMFCxaQmZkZaWlpUe/evSk5OblCuaNHj5KjoyNpaWmRgYHBSx/3vLw8evjw4UvtUxeEhYURAHr8+PEb12YYhmGqR3RDit29exd37tzBo0eP0KdPH6ioqEBFRQUlJSVQU1ODsbExPv/8cwDAsmXLQER49OgRAgMDkZ6ezrpvqSbr8rl9X3TF5FVsumLyqixdMXkVm65c8+HDh3B1dUWDBg0AQNCUyWTIzc3FkydPoKGhAYlEgm+++QYrV67E48ePoaen90pfrLPu69cVk1dl6YrJqzJ1GaYuSEtLw6xZs9C9e/c6qS8qKgqmpqbYsWMHLC0t8ffff8PHxweqqqqYPHkyACA1NRUDBgyAr68vQkJCcPr0aXzxxRdo2LAhXF1dAQBnzpzBpEmT0LlzZ5SUlGDu3LlwcXFBYmIidHR0FDTXrVtX43soNzcXLi4u6NOnD3788UfExcXh888/h4GBAXx8fAAAO3fuhJ+fH7Zu3Ypu3bohOTkZXl5ekEgkWLNmTZV1f/fdd/jf//6Hbdu2wcbGBgsWLICrqysSExOhpaUFANi/fz/Gjx+PZcuWwdnZGSUlJYiPj3+pY1yvXj3Uq1fvpfZhGIZhGADvR4ZLbGwsWVpaUqtWrUhNTY06dOhAmzZtory8PCL6v4ldicq+zly+fDlJJBIyNDSkS5cuse5bqsm6fG7fF10xeRWbrpi8KktXTF7FpluZ5saNGwXN0tJSIiJKSUmhhg0b0uPHj2nRokWkq6tLFy5cqFOvrFu3umLyqixdMXlVpi5TOe9yhktubi6NGTOGtLW1yczMjNasWUNOTk40bdo0oYyVlRUtXryYRo0aRdra2mRubk7r169X2A5A+FlZWVWrWVJSQt26daPNmzeTp6dnhUyLrKws8vDwIAMDA5JKpdS3b99KMzZexMSJE6lXr17C8pw5c6h169YKZUaOHEmurq5V1nH//n0CQGfOnFFYHx0dTRYWFpSRkVGjDJeNGzeSoaEhPXv2TFj39ddfU4sWLYTlSZMmkbOzs8J+M2bMoA8//LDKemUyGZmZmdGqVauEddnZ2aSpqUm7du0iIqLi4mKysLCgzZs3V9vGF+Hv70/29vbCsvzcrVq1iszMzMjIyIgmTpxIRUVFQpkXXTupqakEgKKjo4V1jx8/JgAUFhYmbC//8/T0rJUPhmEYpu6oaYbLOx9wefDgAdnZ2dHXX39NqampdP/+fRo9ejR16dKFpk+fTrm5uUT0fy/hREQeHh6kp6dHCQkJrPuWarIun9v3RVdMXsWmKyavytIVk1ex6dZUk4jo3r171K5dOxo+fDhpaGjQ5cuXX7tX1n11XTF5VZaumLwqU5epmnc54PLFF1+QlZUV/fnnnxQXF0effvop6erqVgi46Orq0vLlyykpKYn+97//kaqqKp08eZKI/i8oERQURBkZGXT//v1qNRcuXEiDBw8mIqo04PLJJ5+QnZ0dnT17lmJiYsjV1ZWaNm2q0JFfE9zd3Wno0KHCcvfu3RV8ERFt3bqV9PT0qqzjxo0bBIDi4uKEdQUFBWRnZ0eHDh0iopoNp+bh4VHB519//UUAKCsri4iIQkJCSF9fXwiKpqSkUMuWLWnp0qVV1puSklIhYEFE1KNHD5o6dSoREV24cIEA0NatW6l9+/ZkZmZGffv2VfBUEyoLuOjp6ZGvry9du3aNjhw5Qtra2vTzzz8LZV507bwo4FJSUkL79+8nAJSUlEQZGRmUnZ39Uu1mGIZhXh+iCbjExcWRtbU1xcbGCuuePXtGCxcuJEdHR5o3b55wEGQyGf3666/UoEEDioqKYt23WJN134yumLwqS1dMXsWmKyavytIVk1ex6b6MZnx8PEkkEpJKpRQTE/PKmqz7ZnTF5FVZumLyqkxdpmre1YBLbm4uqaur0759+4R12dnZpK2tXSHg0rdvX4V9R44cSf369ROWaxJ0ICKKiIggCwsLYa6z5wMuycnJBIAiIyOFdQ8fPiSpVEp79+6tsbfIyEhSU1OjEydOCOuaNWtGy5YtUyh37NgxAkBPnjypUEdpaSkNGDCgQoaJj48PeXt7C8s18f7xxx+Tj4+PwrqEhAQCQImJicK6wMBAUldXJzU1NQJAvr6+L/QJQGEOJyKi4cOH04gRI4jo/+bKady4Mf322290+fJlGj16NNWvX58ePXpUbf3lqSzgYmVlpZD1O3z4cBo5cqSw/KJr50UBFyKew4VhGOZtpqYBF5U3MGrZa0U+Pq987PCSkhJoaGhgwYIFcHJywrFjx3Dp0iUAgEQiwYcffogLFy6gY8eOrPsWa7Iun9v3RVdMXsWmKyavytIVk1ex6b6MpoWFBWbOnImoqCjY29u/Ma+s++5oik1XTF6Vqcu8f9y6dQvFxcVwdHQU1unr66NFixYVynbt2rXC8rVr16qsOz09XZjzo169eli2bBny8vLg4eGBX375BcbGxpXud+3aNaipqaFLly7Cuvr166NFixaCXr9+/YR6W7duXaGO+Ph4uLm5wd/fHy4uLtUfhGqYNGkS4uPjsXv3bmFdaGgo/vrrL6xbt67K/Vq3bi20r1+/fjXWCw8Px7Jly7Bx40ZcuXIFBw4cwLFjx7BkyRIAQEhIiMIxjYiIqFG9MpkMADBv3jwMHToUDg4OCAoKgkQiwb59+2rcvspo3bo1VFVVheWGDRvi/v37CmVe9tphGIZh3kPeUADotVFYWEidOnWigQMHCl8aFBcXE1HZV5ht27alsWPHCsus+25osi6f2/dFV0xexaYrJq/K0hWTV7HpvoymvDzrvhu6YvKqLF0xeVWmLlM172qGS0xMDAGgf//9V2F9hw4dKmS4BAQEKJRZt24dWVtbC8t4LsujuLiYbty4IfwePXpE0dHRBIBUVVWFn0QiIYlEQqqqqnTz5k06fPgwqampKWRNEBG1b99eaMN///0n1JuWlqZQLiEhgUxNTWnu3LkV/L7MkGKTJk2iRo0a0a1btxTWT5s2TWiv/AeAVFRUyMnJiYiI0tLShPb9999/RFSzIcU++ugjmjVrlkKZX3/9laRSKZWWllJubq7CMX3y5EmNhhST60RERCiUcXR0rPQ4VUVVc7g8f3zkx4HoxdfOv//+SwDoypUrwnb5EHWc4cIwDPP2I4oMF5lMBk1NTQQFBeHs2bOYMGECAEBNTQ1EBIlEgk8++UT44kAikbDuO6DJunxu3xddMXkVm66YvCpLV0xexab7MppEBADQ1NRk3XdAV0xelaUrJq/K1GXeT2xtbaGuri5kRAFATk4OkpOTK5T9559/Kizb2dkJy+rq6igtLRWW1dTU0LRpU+FnZGSEli1bIi4uDjExMcLvk08+Qa9evRATEwNLS0vY2dmhpKQEFy5cEOp69OgRkpKS0KpVKwBlmVvyeq2srIRyCQkJ6NWrFzw9PbF06dIKHrp27YrTp08rrDt16pRCBgYRYfLkyTh48CD++usv2NjYKJT38/PD1atXFTwAwNq1axEUFAQAsLKyEtpnYWEhaJ89exbFxcUK2i1atIChoSEA4MmTJ1BRUeySkmePEBF0dXUVjqlUKoWNjQ3MzMwUfOXm5uLChQuCLwcHB2hqaiIpKUkoU1xcjLS0NIXj97qo7toxMTEBAGRkZAjb5cdUjoaGBgAoXF8MwzDMu8U7HXBRUVFBaWkp2rRpg23btmHXrl0YO3Ys7t27J5RJTU2FoaFhnf6xEpOumLyKTVdMXpWlKyavYtMVk1dl6YrJq9h0X0ZTPiwI674bumLyqixdMXlVpi7zfqKrqwtPT0/Mnj0bYWFhSEhIgLe3N1RUVCp8UBAZGYnvvvsOycnJ2LBhA/bt24dp06YJ262trXH69GlkZmbi8ePHleppaWmhTZs2Cj8DAwPo6uqiTZs20NDQQLNmzeDm5obx48fj3LlziI2NxWeffQYLCwu4ublV6SU+Ph69evWCi4sLZsyYgczMTGRmZuLBgwdCGV9fX9y6dQtz5szB9evXsXHjRuzduxdfffWVUGbSpEnYsWMHdu7cCV1dXaGep0+fAgDMzMwqeACAxo0bVwjOlGfMmDHQ0NCAt7c3EhISsGfPHgQGBmLGjBlCmUGDBmHTpk3YvXs3UlNTcerUKSxYsACDBg1SGLarPBKJBNOnT8e3336L0NBQxMXFYezYsTA3N8fgwYMBAHp6evD19YW/vz9OnjyJpKQkIVg7fPjwKttcV1R37UilUnzwwQdYsWIFrl27hjNnzmD+/PkK+1tZWUEikeDo0aN48OAB8vPzX3ubGYZhmDqmNmk0b5rnh7GQp5Ln5eXRw4cP6c8//yRTU1Pq3Lkzubq60pgxY0hHR4euXr3Kum+xJuvyuX1fdMXkVWy6YvKqLF0xeRWbrpi8ik1XTF6VpSsmr8rUZV6Omg6n8TaSm5tLY8aMIW1tbTIzM6M1a9aQo6Mj+fn5CWXkw0INHz5cKBcYGKhQT2hoKDVt2pTU1NTIysqqxvqVDUuVlZVFHh4epK+vT1KplFxdXSk5Obnaevz9/QlAhd/zbQkLC6P27duThoYG2draUlBQkML2yuoAUKHc8/uUH06tKmJjY+mjjz4iTU1NsrCwoBUrVihsLy4upkWLFlGTJk1IS0uLLC0taeLEiS8cSksmk9GCBQuoQYMGpKmpSb1796akpCSFMkVFRTRz5kwyNTUlXV1d6tOnD8XHxyuUsbKyIn9//yp1ajOkWHXXTmJiInXt2pWkUim1b9+eTp48qTCkGBHR4sWLyczMjCQSCXl6elZ7PBiGYZg3x3s1pFhKSgoeP36s8NVJaWkp1NTUkJaWhubNm+PSpUvo3bs3EhIS0L9/f1hYWMDU1BQXL15E27ZtWfct1GTdN6MrJq/K0hWTV7HpismrsnTF5FVsumLyKjZdMXlVlq6YvCpTlxEfurq6CAkJQUFBATIyMuDj44OkpCQ0bdpUoZyenh727t0rlJs6darC9kGDBuHGjRvCUFU1JTg4GIcOHVJYZ2hoiO3btyM7OxtPnjzB8ePH0axZs2rrWbRoEYiowu/5tvTs2RPR0dF49uwZUlJS4OXlpbC9sjqIqEK55/eRZ5NUR7t27RAREYHCwkL8999/+PrrrxW2q6mpwd/fHzdv3sTTp0+Rnp6ODRs2wMDAoNp6JRIJFi9ejMzMTBQWFuLPP/9E8+bNFcqoq6vj+++/x71795Cbm4tTp06hdevWwvYnT57g3r176NmzZ5U6ixYtUhjuq7Jzt27dOoSHhyuse9G1Y2dnh7///htPnjxBdHQ0Pv74YxCRQlsWLFiAjIwMyGQyBAcHV3s8GIZhmLeQ1xfzqRtiYmJIIpHQli1bKmxLT08nY2Nj8vb2JplMJkw0J/8yqrS0lHXfUk3WfTO6YvKqLF0xeRWbrpi8KktXTF7Fpismr2LTFZNXZemKyasydZlX513OcLly5Qrt3LmTbt68SVFRUeTm5kb6+vr04MEDoYyVlRWtXbtWeY1kXjtHjx6l/v3713m9fO0wDMO839T0HeitDrjExMSQjo4Off3115Vu/9///kfTp0+vkHouX35+Peu+HZqs+2Z0xeRVWbpi8io2XTF5VZaumLyKTVdMXsWmKyavytIVk1dl6jK1410PuHTs2JF0dHTI0NCQ+vTpU2FIOu40Z14VvnYYhmHeb975gMu1a9dITU2NFi9eTERlXy+dPn2afvrpJ4qMjKT79+8L61n33dFkXT6374uumLyKTVdMXpWlKyavYtMVk1ex6YrJq7J0xeRVmbpM7XmXAy4MwzAMwzCvSk3fgdSUPaRZZchkMuzduxelpaUYNmwYAODjjz/Go0ePkJaWhvr168PGxgZr1qxBu3btWPcd0WRdPrfvi66YvIpNV0xelaUrJq9i0xWTV7HpismrsnTF5FWZugzDMAzDMAzz2nlDAaCXJjMzk3x8fEhTU5PatGlDQ4YMoZiYGCoqKqIDBw6Qi4sLDR8+nPLy8lj3HdJkXT6374uumLyKTVdMXpWlKyavYtMVk1ex6YrJq7J0xeRVmbpM7eEMF4ZhGIZhxMg7P6QYEdH9+/dp4sSJ1KlTJ0pMTFTYtnbtWjIzM6P//vuPdd8xTdblc/u+6IrJq9h0xeRVWbpi8io2XTF5FZuumLwqS1dMXpWpy9QODrgwDMMwDCNG3rkhxe7evYsrV66gqKgIjRs3RqdOnWBiYoL58+fj33//RZMmTQAApaWlUFVVRdOmTWFoaAgNDQ3WfYs1WZfP7fuiKyavYtMVk1dl6YrJq9h0xeRVbLpi8qosXTF5VaYuwzAMwzAMw7xR3lAAqFquXr1Ktra25OjoSMbGxtSpUyfau3evsF0mk1XYZ9q0afTxxx9Tfn4+676lmqzL5/Z90RWTV7HpismrsnTF5FVsumLyKjZdMXlVlq6YvCpTl3k9cIYLwzAMwzBi5J0ZUuzmzZvUqFEjmjNnDmVnZ9Ply5fJ09OTPv/8cyopKanw8v3vv//SrFmzyMjIiK5evcq6b6km6/K5fV90xeRVbLpi8qosXTF5FZuumLyKTVdMXpWlKyavytRlXh8ccGEYhmEYRoy8EwGXZ8+e0YwZM2jEiBH07NkzYf2WLVuofv369PDhQ4XyFy5coM8//5xatmxJ0dHRrPuWarIun9v3RVdMXsWmKyavytIVk1ex6YrJq9h0xeRVWbpi8qpMXeb1wgEXhmEYhmHEyDsxh4tMJkOjRo1gZ2cHDQ0NEBEkEgm6deuGevXqobi4WKG8o6Mj8vLysHjxYlhYWLDuW6rJunxu3xddMXkVm66YvCpLV0xexaYrJq9i0xWTV2XpismrMnUZ5bHB9683pjXpR+c3pvU8EokEBw8exODBg2u8z+7duzF69Gi4ubnh0KFDtdKPjY3FihUrcO7cOTx8+BDW1tbw9fXFtGnTFMqFh4djxowZSEhIgKWlJebPnw8vLy9h+/Lly3HgwAFcv34dUqkU3bp1w8qVK9GiRYsKmkSE/v374/jx4zXyfvXqVUyaNAmXLl2CiYkJpkyZgjlz5iiUWbduHTZt2oT09HQYGxtj2LBhWL58ObS0tKqsl4jg7++PX375BdnZ2fjwww+xadMmNGvWTKHcsWPHsHjxYly9ehVaWlpwcnKq9XF/WcLDw9GrVy88fvwYBgYGdVp3WloabGxsEB0djfbt29dp3QzDMEwtqZv4zqtz69Yt4f/l6eQZGRnUtGlTSk9PF7ZdvnyZdd8hTdblc/u+6IrJq9h0xeRVWbpi8io2XTF5FZuumLwqS1dMXpWpy7w+qvu6c/2Xp9/YT5kAoIMHD9a4fGpqKllYWFD37t3Jzc2t1vpbtmyhqVOnUnh4OKWkpNCvv/5KUqmUfvjhB6HMrVu3SFtbm2bMmEGJiYn0ww8/kKqqKh0/flwo4+rqSkFBQRQfH08xMTHUv39/aty4caVzJ61Zs4b69etXI+85OTnUoEEDcnd3p/j4eNq1axdJpVL66aefhDIhISGkqalJISEhlJqaSidOnKCGDRvSV199VW3dK1asIH19fTp06BDFxsbSJ598QjY2NgrX42+//UaGhoa0adMmSkpKooSEBNqzZ8+LDmudExYWRgDo8ePHdV53amoqAeBsQIZhmDdITTNcVN50gCcjIwMXL17E8ePHIZPJYGNjAwAoLS2FRCIBAOTk5ODx48fCPgsXLsTHH3+MR48egYhY9y3UZF0+t++Lrpi8ik1XTF6VpSsmr2LTFZNXsemKyauydMXkVZm6DFMT8vLy4O7uDh0dHTRs2BBr165Fz549MX36dKGMtbU1lixZgtGjR0NHRwcWFhbYsGGDwnYA+PTTTyGRSITlqigtLYW7uzsCAgJga2tbYfvjx48xduxYGBoaQltbG/369cONGzeqrfPzzz9HYGAgnJycYGtri88++wzjxo3DgQMHhDI//vgjbGxssHr1atjZ2WHy5MkYNmwY1q5dK5Q5fvw4vLy80Lp1a9jb2yM4OBjp6emIiopS0IuJicHq1auxdevWatslJyQkBEVFRdi6dStat26NUaNGYerUqVizZo1Q5u+//8aHH36IMWPGwNraGi4uLhg9ejQuXrxYZb1EhHXr1mH+/Plwc3NDu3btsH37dty9e1fIXikpKcG0adOwatUq+Pr6onnz5mjVqhVGjBhRo7aXZ9OmTWjSpAk0NDTQokUL/Prrr8K2tLQ0SCQSxMTECOuys7MhkUgQHh6OtLQ09OrVCwBgaGgIiUQiZBf17NkTkydPxuTJk6Gvrw9jY2MsWLBA4fknkUgqZOQYGBggODgYAIRna4cOHSCRSNCzZ8+X9scwDMO8JuomvlMzYmNjycrKipo3b076+vrUsmVL2rlzJz169IiI/u+Lp6SkJDIxMaGsrCxasmQJSaXSWn3xJCZdMXkVm66YvCpLV0xexaYrJq/K0hWTV7Hpismr2HTF5FVZumLyqkxd5s3yLme4fPHFF2RlZUV//vknxcXF0aeffkq6uro0bdo0oYyVlRXp6urS8uXLKSkpif73v/+RqqoqnTx5koiI7t+/TwAoKCiIMjIy6P79+9VqLly4kAYPHkxERJ6enhUyXD755BOys7Ojs2fPUkxMDLm6ulLTpk2pqKjopby5u7vT0KFDheXu3bsr+CIi2rp1K+np6VVZx40bNwgAxcXFCesKCgrIzs6ODh06REQ1y+7x8PCo4POvv/4iAJSVlUVEZRku+vr6dOHCBSIiSklJoZYtW9LSpUurrDclJaXSrI4ePXrQ1KlTiahsLigAtHXrVmrfvj2ZmZlR3759FTzVhAMHDpC6ujpt2LCBkpKSaPXq1aSqqkp//fUXEVWeYfL48WMCQGFhYVRSUkL79+8nAJSUlEQZGRmUnZ1NREROTk5Ur149mjZtGl2/fp127NhB2tra9PPPPwt1VXac9fX1KSgoiIiILl68SADozz//pIyMDOE5yzAMw7w+aprh8sYCLvfv36eWLVvS3LlzKSUlhe7cuUMjR44kOzs78vf3V3hJuXfvHnXo0IFGjhxJGhoatXr5FpOumLyKTVdMXpWlKyavYtMVk1dl6YrJq9h0xeRVbLpi8qosXTF5VaYu8+Z5VwMuubm5pK6uTvv27RPWZWdnk7a2doWAS9++fRX2HTlyJPXr109YrknQgYgoIiKCLCws6MGDB0RUMeCSnJxMACgyMlJY9/DhQ5JKpbR3794ae4uMjCQ1NTU6ceKEsK5Zs2a0bNkyhXLHjh0jAPTkyZMKdZSWltKAAQPoww8/VFjv4+ND3t7ewnJNvH/88cfk4+OjsC4hIYEAUGJiorAuMDCQ1NXVSU1NjQCQr6/vC30CoLt37yqsHz58OI0YMYKIiHbt2kUAqHHjxvTbb7/R5cuXafTo0VS/fv2XCkp069aNxo8fX0Gnf//+RPTigAtR1UOKOTk5kZ2dnRCEJiL6+uuvyc7OTlh+UcCFhxRjGIZ587x1AZeEhASytrau8DL99ddfU9u2bem7776jgoICIiJKTEwkiURCUqm01n88xKQrJq9i0xWTV2Xpismr2HTF5FVZumLyKjZdMXkVm66YvCpLV0xelanLvHne1YBLTEwMAaB///1XYX2HDh0qBFwCAgIUyqxbt46sra2F5ec7w//991/S0dERfkuXLqXc3Fyytram33//XSj3fMDl8OHDpKamRiUlJQp67du3F9rQt29fod5WrVpV8BUXF0fGxsa0ZMkShfUvG3Dx9fUlKysrun37tkL7mjZtSnl5eVV6b9WqldA+eaCqJgGXsLAwatCgAf3yyy909epVOnDgAFlaWtLixYuJiGjHjh0Kx/Ts2bM1CriEhIQQAIX5YgoLC8nY2Jh+/PHHCr6rwtDQkIKDgxXWrVu3jmxsbIio9gGXcePGKaw7dOiQwrXAAReGYZi3j7duDpfi4mKUlJTgyZMnAICnT58CAFasWIFevXph06ZNuHnzJoCy8S0nTpyIK1euoH379qz7FmuyLp/b90VXTF7Fpismr8rSFZNXsemKyavYdMXkVVm6YvKqTF2GeRswNzdHTEyM8PP19UVKSgrS0tIwaNAgqKmpQU1NDdu3b0doaCjU1NSQkpJSo7o3b94s1Pv7778rbEtMTETv3r3h4+OD+fPnK2wzMzPDvXv3FNbdu3cPenp6kEqlCusnT56Mo0ePIiwsDI0aNRLW//XXX0hJSYGBgYHgAQCGDh0qzBny+++/C+3bvHlztdrybQCwYMECeHh44IsvvkDbtm3x6aefYtmyZVi+fDlkMhk++eQThWPaqVMnYd/K6pZva9iwIQCgVatWwnZNTU3Y2toiPT29yuP8sqiolHWnUbl5V4qLi+usfolEUmFOq7qsn2EYhnmNvJHwz/+nc+fO1KtXL2G5sLBQ+P9OnTrRqFGjhOUXRYpY9+3RZF0+t++Lrpi8ik1XTF6VpSsmr2LTFZNXsemKyauydMXkVZm6zJvlXc1wkQ8p9ttvvwnrsrOzSUdHp0KGS/nhw4iIRo0apbDu+XqqOk5xcXEKPzc3N3J2dqa4uDh69uxZtUOKlR/6rDLi4+PJ1NSUZs+eXen2OXPmUJs2bRTWjR49mlxdXYVlmUxGkyZNInNzc0pOTq5QR0ZGRgUPACgwMJBu3bpVZds2btxIhoaGCvPQfPPNN9SiRQthuWPHjjRnzhyF/Xbu3ElSqbRCxk/59pqZmdH3338vrMvJySFNTU3atWuXwvLmzZuFMkVFRWRqaqqQ9fIiqhpSbMCAAURE9OTJEwJAx44dE7afPHlSIcNFnpHz8OFDhXqcnJwqZCv5+fkpDClmampKGzZsEJbl14o8w+XOnTsEgIdkZBiGeYMoPcOloKAAeXl5yM3NFdb99NNPSEhIwJgxYwCUfWVQUlICAOjRowcKCgqEslpaWqz7Fmqy7pvRFZNXZemKyavYdMXkVVm6YvIqNl0xeRWbrpi8KktXTF6Vqcswr4quri48PT0xe/ZshIWFISEhAd7e3lBRUYFEIlEoGxkZie+++w7JycnYsGED9u3bh2nTpgnbra2tcfr0aWRmZuLx48eV6mlpaaFNmzYKPwMDA+jq6qJNmzbQ0NBAs2bN4ObmhvHjx+PcuXOIjY3FZ599BgsLC7i5uVXpJT4+Hr169YKLiwtmzJiBzMxMZGZm4sGDB0IZX19f3Lp1C3PmzMH169exceNG7N27F1999ZVQZtKkSdixYwd27twJXV1doR55hpqZmVkFDwDQuHFj2NjYVNm+MWPGQENDA97e3khISMCePXsQGBiIGTNmCGUGDRqETZs2Yffu3UhNTcWpU6ewYMECDBo0CKqqqpXWK5FIMH36dHz77bcIDQ1FXFwcxo4dC3NzcwwePBgAoKenB19fX/j7++PkyZNISkrChAkTAADDhw+vss3PM3v2bAQHB2PTpk24ceMG1qxZgwMHDmDWrFkAAKlUig8++AArVqzAtWvXcObMmQpZRlZWVpBIJDh69CgePHiA/Px8YVt6ejpmzJiBpKQk7Nq1Cz/88IPCNebs7Iz169cjOjoaly9fhq+vL9TV1YXtpqamkEqlOH78OO7du4ecnJwae2MYhmFeM68j2pOQkEAuLi7UoUMHMjc3px07dghRoF27dpGxsTENGzaMioqKqLS0lIiIPvvsMxo1ahQVFxcrTBzGum+PJuvyuX1fdMXkVWy6YvKqLF0xeRWbrpi8ik1XTF6VpSsmr8rUZd4Oavp159tIbm4ujRkzhrS1tcnMzIzWrFlDjo6O5OfnJ5SRz+EyfPhwoVxgYKBCPaGhodS0aVNSU1MjKyurGus/P4cLEVFWVhZ5eHiQvr4+SaVScnV1rTTbpDz+/v4EoMLv+baEhYVR+/btSUNDg2xtbYXsCDmV1YFyWRSVgUrmFqmM2NhY+uijj0hTU5MsLCxoxYoVCtuLi4tp0aJF1KRJE9LS0iJLS0uaOHFihflOnkcmk9GCBQuoQYMGpKmpSb1796akpCSFMkVFRTRz5kwyNTUlXV1d6tOnD8XHxyuUsbKyIn9//2q1Nm7cSLa2tqSurk7Nmzen7du3K2xPTEykrl27klQqpfbt21fIcCEiWrx4MZmZmZFEIiFPT08iKstwmThxIvn6+pKenh4ZGhrS3LlzFZ6Nd+7cIRcXF9LR0aFmzZrR77//rjCHCxHRL7/8QpaWlqSiokJOTk7VemEYhmFqT03fgeo84JKQkED169enr776ikJCQmjGjBmkrq5OV65cISKigoICCg0NpUaNGlHLli1p8ODBNGLECNLR0aG4uDjWfUs1WZfP7fuiKyavYtMVk1dl6YrJq9h0xeRVbLpi8qosXTF5VaYu8/bwLgdcnic/P5/09fUVhp+ysrKitWvXKq9RzGunoKCAtLS0FAIjbxInJyeFYewYhmGYd4OavgNJiJ6bhasWZGVlYfTo0WjZsiUCAwOF9b169ULbtm3xv//9T1iXl5eHb7/9FllZWdDS0sKECRMUJjVj3bdHk3X53L4vumLyKjZdMXlVlq6YvIpNV0xexaYrJq/K0hWTV2XqMm8XhYWFSE1NhY2NzTs3NFx0dDSuX78OR0dH5OTkYPHixQgPD8fNmzdhbGwMoGy4sOnTp2P69OnKbSzz2jh27Bg2btyIY8eOKUW/Z8+eaN++PdatW6cUfYZhGObVqOk7kFpdihYXFyM7OxvDhg0DAMhkMqioqMDGxgZZWVkAACrLqoGuri5WrlypUI51305N1uVz+77oismr2HTF5FVZumLyKjZdMXkVm66YvCpLV0xelanLMHXJ999/j6SkJGhoaMDBwQERERFCsIURBwMGDMCAAQOU3QyGYRjmPaVO33obNGiAHTt2oHv37gCA0tJSAICFhYXwgi2RSKCioqIwueLzE9Sx7tulybp8bt8XXTF5FZuumLwqS1dMXsWmKyavYtMVk1dl6YrJqzJ1Gaau6NChA6KiopCfn4+srCycOnUKbdu2VSiTlpbG2S3MayU8PJyzWxiGYd5j6vwzo2bNmgEo+4pJXV0dQNlXTvfv3xfKLF++HJs3b0ZJSQmAunkBF5OumLyKTVdMXpWlKyavYtMVk1dl6YrJq9h0xeRVbLpi8qosXTF5VaYuwzAMwzAMw7wL1OmQYuVRUVEBEQkv1/IvnhYuXIhvv/0W0dHRUFOre3kx6YrJq9h0xeRVWbpi8io2XTF5VZaumLyKTVdMXsWmKyavytIVk1dl6jIMwzAMwzDM28xrHUiXiAAAampqsLS0xPfff4/vvvsOly9fhr29Peu+o5qsy+f2fdEVk1ex6YrJq7J0xeRVbLpi8io2XTF5VZaumLwqU5dhGIZhGIZh3lZe6ydH8q+c1NXV8csvv0BPTw/nzp1Dx44dX6esqHTF5FVsumLyqixdMXkVm66YvCpLV0xexaYrJq9i0xWTV2XpismrMnUZhmEYhmEY5q2F3gCXLl0iiURCCQkJb0JOlLpi8io2XTF5VZaumLyKTVdMXpWlKyavYtMVk1ex6YrJq7J0xeRVmbqMcnj69CklJibS06dPld0UhmEYhmGYN0ZN34EkRP8/D/w1U1BQAB0dnTchJVpdMXkVm66YvCpLV0xexaYrJq/K0hWTV7Hpismr2HTF5FVZumLyqkxd5s1TWFiI1NRU2NjYQEtLS9nNYRiGYRiGeSPU9B3otc7hUh5lvXyLSVdMXsWmKyavytIVk1ex6YrJq7J0xeRVbLpi8io2XTF5VZaumLwqU5dhmLrF2toa69atE5YlEgkOHTqktPbUluDgYBgYGCi7GcxbSvnrOy0tDRKJBDExMa9Ng2EYcfBa53BhGIZhGIZhGIZhGEYcrB458I1pzdxz9I1pPY9EIsHBgwcxePDgGu+ze/dujB49Gm5ubu9U52tGRgYMDQ2V3YxXZuTIkejfv/8b1Vy+fDkOHDiA69evQyqVolu3bli5ciVatGghlCksLMTMmTOxe/duPHv2DK6urti4cSMaNGgAAIiNjcWKFStw7tw5PHz4ENbW1vD19cW0adMq1YyMjISTkxPatGnzwoDBgQMH8OOPPyIqKgpZWVmIjo5G+/bthe1ZWVnw9/fHyZMnkZ6eDhMTEwwePBhLliyBvr5+lfUWFhbC19cXUVFRuHbtGgYOHFjhWvfy8sK2bdsq7NuqVSskJCRU2+7XjaWlJTIyMmBsbFyn9SrrHurZsyfat2+vEEBlGObN8MYyXBiGYRiGYRiGYRiGYcRGWloaZs2ahe7duyu7KS+NmZkZNDU137huUVFRndQjlUphampaJ3XVlDNnzmDSpEn4559/cOrUKRQXF8PFxQUFBQVCma+++gpHjhzBvn37cObMGdy9exdDhgwRtkdFRcHU1BQ7duxAQkIC5s2bh2+++Qbr16+voJednY2xY8eid+/eNWpfQUEBPvroI6xcubLS7Xfv3sXdu3fx/fffIz4+HsHBwTh+/Di8vb2rrbe0tBRSqRRTp05Fnz59Ki0TGBiIjIwM4Xf79m0YGRlh+PDhNWr760RVVRVmZmZQU6vbb9OVdQ8xDKM8OODCMAzDMAzDMAzDMMx7T15eHtzd3aGjo4OGDRti7dq16NmzJ6ZPny6Usba2xpIlSzB69Gjo6OjAwsICGzZsUNgOAJ9++ikkEomwXBWlpaVwd3dHQEAAbG1tK2x//Pgxxo4dC0NDQ2hra6Nfv364cePGC+v09vaGjY0NpFIpWrRogcDAQIUyz/sCgMGDB8PLy0tYvn//PgYNGgSpVAobGxuEhIRU0Hp+OKS4uDg4OztDKpWifv368PHxQX5+frXtXbRoEdq3b4+ffvoJlpaW0NbWxogRI5CTkyOU8fLywuDBg7F06VKYm5sL2SC3b9/GiBEjYGBgACMjI7i5uSEtLQ0AcPLkSWhpaSE7O1tBb9q0aXB2dgZQ+ZBihw8fRseOHaGlpQVbW1sEBASgpKQEADBr1iwMHPh/mVrr1q2DRCLB8ePHhXVNmzbF5s2bq/R7/PhxeHl5oXXr1rC3t0dwcDDS09MRFRUFAMjJycGWLVuwZs0aODs7w8HBAUFBQfj777/xzz//AAA+//xzBAYGwsnJCba2tvjss88wbtw4HDhwoIKer68vxowZg65du1Z3GgQ8PDywcOHCKoMibdq0wf79+zFo0CA0adIEzs7OWLp0KY4cOSIcp8rQ0dHBpk2bMH78eJiZmVVaRl9fH2ZmZsLv8uXLePz4McaNG1dlvY8ePcLo0aNhYWEBbW1ttG3bFrt27VIo8/xQeADQvn17LFq0SFi+ceMGevToAS0tLbRq1QqnTp1SKF/ZkGJnzpyBo6MjNDU10bBhQ/j5+VV7DCqjsmHLDhw4gF69ekFbWxv29vY4f/68UF5+zR46dAjNmjWDlpYWXF1dcfv2baGM/H4pz/Tp09GzZ09h+5kzZxAYGAiJRAKJRCLcNwzDvH444MIwDMMwDMMwDMMwzHvPjBkzEBkZidDQUJw6dQoRERG4cuVKhXKrVq2Cvb09oqOj4efnh2nTpgmds5cuXQIABAUFISMjQ1iuisWLF8PU1LTK7AAvLy9cvnwZoaGhOH/+PIgI/fv3R3FxcZV1ymQyNGrUCPv27UNiYiIWLlyIuXPnYu/evTU9FIL27du3ERYWht9++w0bN27E/fv3qyxfUFAAV1dXGBoa4tKlS9i3bx/+/PNPTJ48+YVaN2/exN69e3HkyBEcP34c0dHRmDhxokKZ06dPIykpCadOncLRo0dRXFwMV1dX6OrqIiIiApGRkahXrx769u2LoqIi9O7dGwYGBti/f79QR2lpKfbs2QN3d/dK2xEREYGxY8di2rRpSExMxE8//YTg4GAsXboUAODk5IRz586htLQUQFmHu7GxMcLDwwEAd+7cQUpKitCxXRPkgSUjIyMAZdkrxcXFCgGPli1bonHjxgod75XVI69DTlBQEG7dugV/f/8at+dVyMnJgZ6eXp1nf2zZsgV9+vSBlZVVlWUKCwvh4OCAY8eOIT4+Hj4+PvDw8MDFixdrrCOTyTBkyBBoaGjgwoUL+PHHH/H1119Xu8+dO3fQv39/dO7cGbGxsdi0aRO2bNmCb7/9tsa6VTFv3jzMmjULMTExaN68OUaPHq0QyHny5AmWLl2K7du3IzIyEtnZ2Rg1alSN6w8MDETXrl0xfvx4IZvI0tKy1u1mGKZm8BwuDMMwDMMwDMMwDMO81+Tl5WHbtm3YuXOnMPRSUFAQzM3NK5T98MMP4efnBwBo3rw5IiMjsXbtWnz88ccwMTEBABgYGFT5Fb+cc+fOYcuWLVXOqXHjxg2EhoYiMjIS3bp1AwCEhITA0tIShw4dqnKYJXV1dQQEBAjLNjY2OH/+PPbu3YsRI0ZUfyD+P8nJyfjjjz9w8eJFdO7cGUBZ57ednV2V++zcuROFhYXYvn07dHR0AADr16/HoEGDsHLlSmH+kcqQ72dhYQEA+OGHHzBgwACsXr1aOI46OjrYvHkzNDQ0AAA7duyATCbD5s2bIZFIAJSdMwMDA4SHh8PFxQWjRo3Czp07hYDW6dOnkZ2djaFDh1bajoCAAPj5+cHT0xMAYGtriyVLlmDOnDnw9/dH9+7dkZeXh+joaDg4OODs2bOYPXu2kKEQHh4OCwsLNG3atEbHWSaTYfr06fjwww/Rpk0bAEBmZiY0NDQqZN40aNAAmZmZldbz999/Y8+ePTh27Jiw7saNG/Dz80NERESdB0LK8/DhQyxZsgQ+Pj51Wu/du3fxxx9/YOfOndWWs7CwwKxZs4TlKVOm4MSJE9i7dy8cHR1rpPXnn3/i+vXrOHHihHDPL1u2DP369atyn40bN8LS0hLr16+HRCJBy5YtcffuXXz99ddYuHAhVFRe/Rv2WbNmYcCAAQDKrsnWrVvj5s2baNmyJQCguLgY69evR5cuXQAA27Ztg52dHS5evFgjz/r6+tDQ0IC2tvYLn1MMw9Q9nOHCMAzDMAzDMAzDMMx7za1bt1BcXKzQWamvr68wkbmc54dm6tq1K65du1Zl3enp6ahXr57wW7ZsGfLy8uDh4YFffvmlykm4r127BjU1NaFTFQDq16+PFi1aCHr9+vUT6m3durVQbsOGDXBwcICJiQnq1auHn3/+Genp6TU7GOW0HRwchHUtW7asEAR4fh97e3sh2AKUBadkMhmSkpIAQOE4+Pr6CuUaN24sBFuAsmNafj8AaNu2rRBsAcomjr958yZ0dXWFOo2MjFBYWIiUlBQAgLu7O8LDw3H37l0AZQGrAQMGVOkjNjYWixcvVminPAvgyZMnMDAwgL29PcLDwxEXFwcNDQ34+PggOjoa+fn5OHPmDJycnACUZcuUr6eyIdkmTZqE+Ph47N69u8rj+iLi4+Ph5uYGf39/uLi4ACjL5BkzZgwCAgLQvHnzSvcLCQlRaF9ERMRLa+fm5mLAgAFo1aqVwvBcrVu3FuqtLmhRHdu2bYOBgUGFobGep7S0FEuWLEHbtm1hZGSEevXq4cSJEy99vVtaWioEWF80BNu1a9fQtWtXIdgHlF3v+fn5+O+//2qsXRnt2rUT/r9hw4YAoJBdpqamJgRCgf+7N6t7DjEM8/bAGS4MwzAMwzAMwzAMwzCviLm5uUIWi5GREVJSUpCWloZBgwYJ62UyGYCyztTygYbq2Lx5M54+fQqgLLMFAHbv3o1Zs2Zh9erV6Nq1K3R1dbFq1SpcuHBB2E9FRQVEpFBXdcOU1RXlj4Oent5L7Vs+kAMA+fn5cHBwqDSQIc806ty5M5o0aYLdu3djwoQJOHjwIIKDg6vUyM/PR0BAgMIE9XK0tLQAlM1/Ex4eDk1NTTg5OcHIyAh2dnY4d+4czpw5g5kzZwIAOnXqpOD3+QyfyZMn4+jRozh79iwaNWokrDczM0NRURGys7MVAkP37t2rkI2QmJiI3r17w8fHB/PnzxfW5+Xl4fLly4iOjhaGdJPJZCAiqKmp4eTJk/jkk08UgnnlA141IS8vD3379oWuri4OHjwoXH8A8PvvvwvXk1Qqfal6AYCIsHXrVnh4eCgE2Spj1apVCAwMxLp169C2bVvo6Ohg+vTpKCoqEsoo63p/VcofS3lAR/58qAnvml+GERsccGEYhmEYkePl5YVt27YBKOsAMDIyQrt27TB69Gh4eXnVOF0+ODgY06dPrzBxKcMwDMMwjLKxtbWFuro6Ll26hMaNGwMom5ciOTkZPXr0UCgrn7i8/HL5obbU1dWFOT6Asven54eY0tbWRlxcnMK6+fPnIy8vD4GBgbC0tIRMJkNJSQkuXLggDCn26NEjJCUloVWrVgAq7ySXD0FWfg4UecaHHBMTE2RkZAjLpaWliI+PR69evQCUfTFfUlKCqKgo4Uv6pKSkat/j7OzsEBwcjIKCAiE4EhkZCRUVFSFTqKqhttLT03H37l0hw+Cff/5R2K8yOnbsiD179sDU1LTa4I27uztCQkLQqFEjqKioCEM1VVVnUlJStUOCOTk5YevWrVBTU0Pfvn0BlAVhdu3aheTkZGH+FqlUWmk9RIQpU6bg4MGDCA8Ph42NjcJ2BwcHqKur4/Tp08LQZ0lJSUhPT1fIukhISICzszM8PT2FOWbk6OnpVbi+Nm7ciL/++gu//fYbbGxsoKOjA11d3Sp9Vkdubi5cXV2hqamJ0NBQIRglp7o5V2rCmTNncPPmzSrnNipPZGQk3Nzc8NlnnwEoC0wkJycL9whQ8XrPzc1FamqqsGxnZ4fbt28jIyNDyCh5/j5/Hjs7O+zfvx9EJARFIiMjoaurqxBAex2UlJTg8uXLQkae/N6UP4dMTEwQHx+vsE9MTIxCIEdDQ0PhOcUwzJuDhxRjGIZhGAZ9+/ZFRkYG0tLS8Mcff6BXr16YNm0aBg4cqDCBI8MwDMMwzLuIrq4uPD09MXv2bISFhSEhIQHe3t5QUVFRGDIIKOtU/e6775CcnIwNGzZg3759mDZtmrDd2toap0+fRmZmJh4/flypnpaWFtq0aaPwMzAwgK6uLtq0aQMNDQ00a9YMbm5uGD9+PM6dO4fY2Fh89tlnsLCwgJubW5VemjVrhsuXL+PEiRNITk7GggULcOnSJYUyzs7OOHbsGI4dO4br169jwoQJCsGUFi1aoG/fvvjyyy9x4cIFREVF4Ysvvqg2W8Hd3R1aWlrw9PREfHw8wsLCMGXKFHh4eFQ7f4v8eHh6eiI2NhYRERGYOnUqRowYUe38Eu7u7jA2NoabmxsiIiKQmpqK8PBwTJ06VWFIJ3d3d1y5cgVLly7FsGHDoKmpWWWdCxcuxPbt2xEQEICEhARcu3YNu3fvVsge6dGjB/Ly8nD06FEhuNKzZ0+EhISgYcOGVQ7hJWfSpEnYsWMHdu7cCV1dXWRmZiIzM1PIVNLX14e3tzdmzJiBsLAwREVFYdy4cejatSs++OADABCCYy4uLpgxY4ZQx4MHDwCUZTg8f32ZmpoK193z2ULlycrKQkxMDBITEwGUdebHxMQI88fk5ubCxcUFBQUF2LJlC3JzcwX9F3XgJyYmIiYmBllZWcjJyUFMTEylcxht2bIFXbp0Eea1qY5mzZrh1KlT+Pvvv3Ht2jV8+eWXuHfvnkIZZ2dn/Prrr4iIiEBcXBw8PT2hqqoqbO/Tpw+aN2+ucA3OmzevWt2JEyfi9u3bmDJlCq5fv47Dhw/D398fM2bMqNX8LTVBXV0dU6ZMEe5NLy8vfPDBB0IAxtnZGZcvX8b27dtx48YN+Pv7VwjAWFtb48KFC0hLS8PDhw9fKoOGYZhaQgzDMAzDiBpPT09yc3OrsP706dMEgH755RciIlq9ejW1adOGtLW1qVGjRjRhwgTKy8sjIqKwsDACoPDz9/cnIqLCwkKaOXMmmZubk7a2Njk6OlJYWNgbcscwDMMwTF3y9OlTSkxMpKdPnyq7KS9Nbm4ujRkzhrS1tcnMzIzWrFlDjo6O5OfnJ5SxsrKigIAAGj58uFAuMDBQoZ7Q0FBq2rQpqampkZWVVY31K3vnysrKIg8PD9LX1yepVEqurq6UnJxcbT2FhYXk5eVF+vr6ZGBgQBMmTCA/Pz+yt7cXyhQVFdGECRPIyMiITE1Nafny5eTm5kaenp5CmYyMDBowYABpampS48aNafv27WRlZUVr164VygCggwcPCstXr16lXr16kZaWFhkZGdH48eOF98Gq8Pf3J3t7e9q4cSOZm5uTlpYWDRs2jLKysqo9NvI2jh07loyNjUlTU5NsbW1p/PjxlJOTo1DO0dGRANBff/2lsD4oKIj09fUV1h0/fpy6detGUqmU9PT0yNHRkX7++WeFMvb29mRmZiYsP3r0iCQSCY0aNapar0RU4Z1Y/gsKChLKPH36lCZOnEiGhoakra1Nn376KWVkZCgcs8rqqO56kx/nFxEUFFRp3fJ398re6+W/1NTUauu2srKqdL/yZGdnk1QqrXDMq+LRo0fk5uZG9erVI1NTU5o/fz6NHTtW4XrJycmhkSNHkp6eHllaWlJwcDDZ29sLnoiIkpKS6KOPPiINDQ1q3rw5HT9+XOH6Tk1NJQAUHR0t7BMeHk6dO3cmDQ0NMjMzo6+//pqKi4srHMvqeJHG48ePCYDw7yP5Nbt//36ytbUlTU1N6tOnD/37778K9S5cuJAaNGhA+vr69NVXX9HkyZPJyclJwe8HH3xAUqm0RueOYZgXU9N3IAnRc4P+MQzDMAwjKry8vJCdnY1Dhw5V2Na+fXuYm5vj999/x7p162Bvbw8bGxvcunULEydOhLOzMzZu3IiioiJs2rQJCxcurDBp6vjx45GYmIgVK1bA3NwcBw8exPz58xEXF4dmzZq9YbcMwzAMw9SGwsJCpKamwsbGpsIwQ+8aBQUFsLCwwOrVq4WhjaytrTF9+nRMnz5duY17j1i0aBEOHTpUaaYDw7zL+Pv748yZMwgPD6+zOnmYZoZ5e6npOxDP4cIwDMMwTJW0bNkSV69eBQCFjgdra2t8++238PX1xcaNG6GhoQF9fX1IJBKFoSHS09MRFBSE9PR0YczuWbNm4fjx4wgKCsKyZcveqB+GYRiGYcRLdHQ0rl+/DkdHR+Tk5GDx4sUAUO3wXQzDMFXxxx9/YP369cpuBsMwbxkccGEYhmEYpkqo3CSRf/75J5YvX47r168jNzcXJSUlKCwsxJMnT6CtrV3p/nFxcSgtLa0w1vWzZ89Qv379195+hmEYhmGY8nz//fdISkqChoYGHBwcEBERAWNjY2U3i2GYd5CLFy8quwkMw7yFcMCFYRiGYZgquXbtGmxsbJCWloaBAwdiwoQJWLp0KYyMjHDu3Dl4e3ujqKioyoBLfn4+VFVVERUVpTBxJVA25BjDMAzDMMybokOHDoiKiqq2TFpa2ptpjIhYtGgRFi1apOxmMMw7gZeXF7y8vJTdDIZhagEHXBiGYRiGqZS//voLcXFx+OqrrxAVFQWZTIbVq1dDRUUFALB3716F8hoaGigtLVVY16FDB5SWluL+/fvo3r37G2s7wzAMwzAMwzAMwzDMm4YDLgzDMAzD4NmzZ8jMzERpaSnu3buH48ePY/ny5Rg4cCDGjh2L+Ph4FBcX44cffsCgQYMQGRmJH3/8UaEOa2tr5Ofn4/Tp07C3t4e2tjaaN28Od3d3jB07FqtXr0aHDh3w4MEDnD59Gu3atcOAAQOU5JhhGIZhGIZhGIZhGKZuUVF2AxiGYRiGUT7Hjx9Hw4YNYW1tjb59+yIsLAz/+9//cPjwYaiqqsLe3h5r1qzBypUr0aZNG4SEhGD58uUKdXTr1g2+vr4YOXIkTExM8N133wEAgoKCMHbsWMycORMtWrTA4MGDcenSJTRu3FgZVhmGYRiGYRiGYRiGYV4LEiIiZTeCYRiGYRiGYRiGYZi3n8LCQqSmpsLGxgZaWlrKbg7DMAzDMMwboabvQJzhwjAMwzAMwzAMwzAMwzAMwzAMU0s44MIwDMMwDMMwDMMwDMPA2toa69atE5YlEgkOHTqktPbUluDgYBgYGCi7GcxbSvnrOy0tDRKJBDExMUptE8Mw7z4ccGEYhmEYhmEYhmEYhqkhrxKE2L17NyQSCQYPHvxa2vS6yMjIQL9+/ZTdjFdm5MiRSE5OfqOay5cvR+fOnaGrqwtTU1MMHjwYSUlJCmUKCwsxadIk1K9fH/Xq1cPQoUNx7949YXtsbCxGjx4NS0tLSKVS2NnZITAwsErNyMhIqKmpoX379i9s34EDB+Di4oL69etXGmDIysrClClT0KJFC0ilUjRu3BhTp05FTk5OtfUWFhbCy8sLbdu2hZqaWqXXupeXFyQSSYVf69atX9ju142lpSUyMjLQpk0bZTelAj179sT06dNfS91eXl7v3HOJYd521JTdAIZhGIZhGIZhGIZh3n3+84t4Y1qNVnR/Y1q1JS0tDbNmzUL37u9Om+WYmZkpRbeoqAgaGhq1rkcqlUIqldZBi2rOmTNnMGnSJHTu3BklJSWYO3cuXFxckJiYCB0dHQDAV199hWPHjmHfvn3Q19fH5MmTMWTIEERGRgIAoqKiYGpqih07dsDS0hJ///03fHx8oKqqismTJyvoZWdnY+zYsejdu7dC0KYqCgoK8NFHH2HEiBEYP358he13797F3bt38f3336NVq1b4999/4evri7t37+K3336rst7S0lJIpVJMnToV+/fvr7RMYGAgVqxYISyXlJTA3t4ew4cPf2G7XzeqqqpKu94Zhnm/4AwXhmEYhmEYhmEYhmHee/Ly8uDu7g4dHR00bNgQa9eurfDluLW1NZYsWYLRo0dDR0cHFhYW2LBhg8J2APj0008hkUiE5aooLS2Fu7s7AgICYGtrW2H748ePMXbsWBgaGkJbWxv9+vXDjRs3Xlint7c3bGxsIJVK0aJFiwrZD5V9ET948GB4eXkJy/fv38egQYMglUphY2ODkJCQClrPZ/PExcXB2dkZUqkU9evXh4+PD/Lz86tt76JFi9C+fXv89NNPsLS0hLa2NkaMGKGQMSH/yn7p0qUwNzdHixYtAAC3b9/GiBEjYGBgACMjI7i5uSEtLQ0AcPLkSWhpaSE7O1tBb9q0aXB2dgZQ+ZBihw8fRseOHaGlpQVbW1sEBASgpKQEADBr1iwMHDhQKLtu3TpIJBIcP35cWNe0aVNs3ry5Sr/Hjx+Hl5cXWrduDXt7ewQHByM9PR1RUVEAgJycHGzZsgVr1qyBs7MzHBwcEBQUhL///hv//PMPAODzzz9HYGAgnJycYGtri88++wzjxo3DgQMHKuj5+vpizJgx6Nq1a3WnQcDDwwMLFy5Enz59Kt3epk0b7N+/H4MGDUKTJk3g7OyMpUuX4siRI8JxqgwdHR1s2rQJ48ePrzJwoa+vDzMzM+F3+fJlPH78GOPGjauy3kePHmH06NGwsLCAtrY22rZti127dimUeX4oPABo3749Fi1aJCzfuHEDPXr0gJaWFlq1aoVTp04plK9sSLEzZ87A0dERmpqaaNiwIfz8/Ko9BpWRnp4ONzc31KtXD3p6ehgxYoRCYKyyDJPp06ejZ8+ewvYzZ84gMDBQyAhKS0tDeHg4JBIJjh07hnbt2kFLSwsffPAB4uPjhXrk91551q1bJzy3Fi1ahG3btuHw4cNC3eHh4S/lj2GYinDAhWEYhmEYhmEYhmGY954ZM2YgMjISoaGhOHXqFCIiInDlypUK5VatWgV7e3tER0fDz88P06ZNEzpnL126BAAICgpCRkaGsFwVixcvhqmpKby9vSvd7uXlhcuXLyM0NBTnz58HEaF///4oLi6usk6ZTIZGjRph3759SExMxMKFCzF37lzs3bu3podC0L59+zbCwsLw22+/YePGjbh//36V5QsKCuDq6gpDQ0NcunQJ+/btw59//lkh46Iybt68ib179+LIkSM4fvw4oqOjMXHiRIUyp0+fRlJSEk6dOoWjR4+iuLgYrq6u0NXVRUREBCIjI1GvXj307dsXRUVF6N27NwwMDBSyKUpLS7Fnzx64u7tX2o6IiAiMHTsW06ZNQ2JiIn766ScEBwdj6dKlAAAnJyecO3cOpaWlAMo63I2NjYVO6Dt37iAlJUXoDK8J8sCSkZERgLLsleLiYoWAR8uWLdG4cWOcP3++2nrkdcgJCgrCrVu34O/vX+P2vAo5OTnQ09ODmlrdDpSzZcsW9OnTB1ZWVlWWKSwshIODA44dO4b4+Hj4+PjAw8MDFy9erLGOTCbDkCFDoKGhgQsXLuDHH3/E119/Xe0+d+7cQf/+/dG5c2fExsZi06ZN2LJlC7799tuX0nVzc0NWVhbOnDmDU6dO4datWxg5cmSN6wgMDETXrl0xfvx4ZGRkICMjA5aWlsL22bNnY/Xq1bh06RJMTEwwaNCgap8f5Zk1axZGjBiBvn37CnV369atxm1jGKZyeEgxhmEYhmEYhmEYhmHea/Ly8rBt2zbs3LkTvXv3BlDWWW1ubl6h7Icffgg/Pz8AQPPmzREZGYm1a9fi448/homJCQDAwMDghcMPnTt3Dlu2bKlyEu4bN24gNDQUkZGRQidnSEgILC0tcejQoSqHWVJXV0dAQICwbGNjg/Pnz2Pv3r0YMWJE9Qfi/5OcnIw//vgDFy9eROfOnQGUdX7b2dlVuc/OnTtRWFiI7du3C0NjrV+/HoMGDcLKlSvRoEGDKveV72dhYQEA+OGHHzBgwACsXr1aOI46OjrYvHmzMJTYjh07IJPJsHnzZkgkEgBl58zAwADh4eFwcXHBqFGjsHPnTiGgdfr0aWRnZ2Po0KGVtiMgIAB+fn7w9PQEANja2mLJkiWYM2cO/P390b17d+Tl5SE6OhoODg44e/YsZs+eLWT5hIeHw8LCAk2bNq3RcZbJZJg+fTo+/PBDYW6QzMxMaGhoVMi8adCgATIzMyut5++//8aePXtw7NgxYd2NGzfg5+eHiIiIOg+ElOfhw4dYsmQJfHx86rTeu3fv4o8//sDOnTurLWdhYYFZs2YJy1OmTMGJEyewd+9eODo61kjrzz//xPXr13HixAnhnl+2bFm18xNt3LgRlpaWWL9+PSQSCVq2bIm7d+/i66+/xsKFC6Gi8uJv2E+fPo24uDikpqYKQZLt27ejdevWuHTpknDvVYe+vj40NDSgra1d6TPH398fH3/8MQBg27ZtaNSoEQ4ePFijZ0G9evUglUrx7NkzHk6NYeoQznBhGIZhGIZhGIZhGOa95tatWyguLlbooNXX1xeGrirP80Mzde3aFdeuXauy7vT0dNSrV0/4LVu2DHl5efDw8MAvv/wCY2PjSve7du0a1NTU0KVLF2Fd/fr10aJFC0GvX79+Qr3lJxbfsGEDHBwcYGJignr16uHnn39Genp6zQ5GOW0HBwdhXcuWLSsEAZ7fx97eXgi2AGXBKZlMJkwKX/44+Pr6CuUaN24sBFuAsmNafj8AaNu2rcK8LbGxsbh58yZ0dXWFOo2MjFBYWIiUlBQAgLu7O8LDw3H37l0AZQGrAQMGVOkjNjYWixcvVminPHPgyZMnMDAwgL29PcLDwxEXFwcNDQ34+PggOjoa+fn5OHPmDJycnACUZcuUr6eyIdkmTZqE+Ph47N69u8rj+iLi4+Ph5uYGf39/uLi4ACjL5BkzZgwCAgLQvHnzSvcLCQlRaF9ExMvPsZSbm4sBAwagVatWCsNztW7dWqi3uqBFdWzbtg0GBgYvnLC9tLQUS5YsQdu2bWFkZIR69erhxIkTL329W1paKgRYXzQE27Vr19C1a1ch2AeUXe/5+fn477//Xkq3fEZKq1atYGBgUO0z5WUo78PIyEjh+cEwjHLgDBeGYRiGYRiGYRiGYZhXxNzcXCGLxcjICCkpKUhLS8OgQYOE9TKZDACgpqamEGiojs2bN+Pp06cAyjJbAGD37t2YNWsWVq9eja5du0JXVxerVq3ChQsXhP1UVFRARAp11XSYodpQ/jjo6em91L7lAzkAkJ+fDwcHh0oDGfJMo86dO6NJkybYvXs3JkyYgIMHDyI4OLhKjfz8fAQEBGDIkCEVtmlpaQEom/8mPDwcmpqacHJygpGREezs7HDu3DmcOXMGM2fOBAB06tRJwe/zGT6TJ0/G0aNHcfbsWTRq1EhYb2ZmhqKiImRnZysEhu7du1chyyAxMRG9e/eGj48P5s+fL6zPy8vD5cuXER0dLQzpJpPJQERQU1PDyZMn8cknnygE88oHvGpCXl4e+vbtC11dXRw8eFC4/gDg999/F64nqVT6UvUCABFh69at8PDwUAiyVcaqVasQGBiIdevWoW3bttDR0cH06dNRVFQklFHW9V4XvM62v8vHhWHeZTjgwjAMwzAMwzAMwzDMe42trS3U1dVx6dIlNG7cGEDZvBTJycno0aOHQln5xOXll8sPtaWuri7M8QGUBVCeH2JKW1sbcXFxCuvmz5+PvLw8BAYGwtLSEjKZDCUlJbhw4YIwpNijR4+QlJSEVq1aAai8k1w+BFn5OVDkGR9yTExMkJGRISyXlpYiPj4evXr1AlCWzVJSUoKoqChhWKOkpKQKE9CXx87ODsHBwSgoKBCCI5GRkVBRUREyhaoaais9PR13794VMgz++ecfhf0qo2PHjtizZw9MTU2rDd64u7sjJCQEjRo1goqKCgYMGFBtnUlJSdUOCebk5IStW7dCTU0Nffv2BVAWhNm1axeSk5OF+VukUmml9RARpkyZgoMHDyI8PBw2NjYK2x0cHKCuro7Tp08LQ58lJSUhPT1dIVshISEBzs7O8PT0FOaYkaOnp1fh+tq4cSP++usv/Pbbb7CxsYGOjg50dXWr9Fkdubm5cHV1haamJkJDQ4VglJzq5lypCWfOnMHNmzernNuoPJGRkXBzc8Nnn30GoCywlJycLNwjQMXrPTc3F6mpqcKynZ0dbt++jYyMDDRs2BBAxfv8eezs7LB//34QkZDlEhkZCV1dXYUA2ovquH37Nm7fvi1kuSQmJiI7O1tov4mJicJE90BZ4LJ8gEtDQ0PhmVOef/75R3imPX78GMnJycLzysTEBJmZmQoenh/isLq6GYZ5NXhIMYZhGIZhGIZhGIZh3mt0dXXh6emJ2bNnIywsDAkJCfD29oaKiorCkEFAWafqd999h+TkZGzYsAH79u3DtGnThO3W1tY4ffo0MjMz8fjx40r1tLS00KZNG4WfgYEBdHV10aZNG2hoaKBZs2Zwc3PD+PHjce7cOcTGxuKzzz6DhYUF3NzcqvTSrFkzXL58GSdOnEBycjIWLFiAS5cuKZRxdnbGsWPHcOzYMVy/fh0TJkxQCKa0aNECffv2xZdffokLFy4gKioKX3zxRbXZCu7u7tDS0oKnpyfi4+MRFhaGKVOmwMPDo9r5W+THw9PTE7GxsYiIiMDUqVMxYsSIaueNcHd3h7GxMdzc3BAREYHU1FSEh4dj6tSpCkM6ubu748qVK1i6dCmGDRsGTU3NKutcuHAhtm/fjoCAACQkJODatWvYvXu3QvZIjx49kJeXh6NHjwrBlZ49eyIkJAQNGzascggvOZMmTcKOHTuwc+dO6OrqIjMzE5mZmUKmkr6+Pry9vTFjxgyEhYUhKioK48aNQ9euXfHBBx8AgBAcc3FxwYwZM4Q6Hjx4AKAsc+H568vU1FS47p7PFipPVlYWYmJikJiYCKAs2BMTEyPMH5ObmwsXFxcUFBRgy5YtyM3NFfRf1DGfmJiImJgYZGVlIScnBzExMZXOYbRlyxZ06dJFmNemOpo1a4ZTp07h77//xrVr1/Dll1/i3r17CmWcnZ3x66+/IiIiAnFxcfD09ISqqqqwvU+fPmjevLnCNThv3rxqdSdOnIjbt29jypQpuH79Og4fPgx/f3/MmDGjRvO3yHXbtm0rXKMXL17E2LFj4eTkhE6dOgltv3z5MrZv344bN27A39+/QgDG2toaFy5cQFpaGh4+fChkywHA4sWLcfr0acTHx8PLywvGxsbCMG09e/bEgwcP8N133yElJQUbNmzAH3/8UaHuq1evIikpCQ8fPuQMGIapAzjgwjAMwzAMwzAMwzDMe8+aNWvQtWtXDBw4EH369MGHH34IOzu7Cl/vz5w5E5cvX0aHDh3w7bffYs2aNXB1dRW2r169GqdOnYKlpSU6dOhQqzYFBQXBwcEBAwcORNeuXUFE+P333xW+bn+eL7/8EkOGDMHIkSPRpUsXPHr0SCHbBQA+//xzeHp6Cp27tra2QnZLeW1zc3M4OTlhyJAh8PHxgampaZW62traOHHiBLKystC5c2cMGzYMvXv3xvr161/os2nTphgyZAj69+8PFxcXtGvXDhs3bqx2H21tbZw9exaNGzfGkCFDYGdnB29vbxQWFipkvDRt2hSOjo64evUq3N3dq63T1dUVR48excmTJ9G5c2d88MEHWLt2rULGhqGhIdq2bQsTExO0bNkSQFkQRiaTCfO3VMemTZuQk5ODnj17omHDhsJvz549Qpm1a9di4MCBGDp0KHr06AEzMzMcOHBA2P7bb7/hwYMH2LFjh0IdNZlk/UWEhoaiQ4cOQibQqFGj0KFDB/z4448AgCtXruDChQuIi4tD06ZNFfRv375dbd39+/dHhw4dcOTIEYSHh6NDhw4V7pGcnBzs37+/RtktQFlmWMeOHeHq6oqePXvCzMyswrwv33zzDZycnDBw4EAMGDAAgwcPRpMmTYTtKioqOHjwIJ4+fQpHR0d88cUXFbKGnsfCwgK///47Ll68CHt7e/j6+sLb21shOBccHFwhYFseiUSCw4cPw9DQED169ECfPn1ga2urcC24urpiwYIFmDNnDjp37oy8vDyMHTtWoZ5Zs2ZBVVUVrVq1gomJicL8NStWrMC0adPg4OCAzMxMHDlyRBimzc7ODhs3bsSGDRtgb2+PixcvYtasWQp1jx8/Hi1atECnTp1gYmKCyMjIao8LwzAvRkLPD+bHMAzDMAzDMAzDMAxTCYWFhUhNTYWNjU2FQMW7RkFBASwsLLB69Wqh89fa2hrTp0/H9OnTldu494hFixbh0KFDlWY6MMy7jL+/P86cOYPw8PA3rh0eHo5evXrh8ePHCnMBMQzz+qjpOxDP4cIwDMMwDMMwDMMwzHtPdHQ0rl+/DkdHR+Tk5GDx4sUAUO3wXQzDMFXxxx9/1CjDi2EYccEBF4ZhGIZhGIZhGIZhRMH333+PpKQkaGhowMHBARERETA2NlZ2sxiGeQe5ePGispvAMMxbCA8pxjAMwzAMwzAMwzBMjXifhhRjGIZhGIapKTV9B1J5g21iGIZhGIZhGIZhGIZhGIZhGIZ5L+GAC8MwDMMwDMMwDMMwDMMwDMMwTC3hgAvDMAzDMAzDMAzDMAzDMAzDMEwt4YALwzAMwzAMwzAMwzAMwzAMwzBMLeGAC8MwDMMwDMMwDMMwDMMwDMMwTC3hgAvDMAzDMAzDMAzDMAzDMAzDMEwt4YALwzAMwzAMwzAMwzAMA2tra6xbt05YlkgkOHTokNLaU1uCg4NhYGCg7GYw7xFpaWmQSCSIiYlRdlMYhnlLUVN2AxiGYRiGYRiGYRiGefdZtGjRe6n1PBKJBAcPHsTgwYNrvM/u3bsxevRouLm5vVMBjIyMDBgaGiq7Ga/MyJEj0b9//zequXz5chw4cADXr1+HVCpFt27dsHLlSrRo0UIoU1hYiJkzZ2L37t149uwZXF1dsXHjRjRo0AAAEBsbixUrVuDcuXN4+PAhrK2t4evri2nTplWqGRkZCScnJ7Rp0+aFgYADBw7gxx9/RFRUFLKyshAdHY327dsL27OysuDv74+TJ08iPT0dJiYmGDx4MJYsWQJ9ff0q6y0sLISvry+ioqJw7do1DBw4sMK17uXlhW3btlXYt1WrVkhISKi03uDgYEyfPh3Z2dnV+npZXrVeS0tLZGRkwNjYuE7bUxOsra0xffp0TJ8+/Y1rMwxTczjDhWEYhmEYhmEYhmEY5jWRlpaGWbNmoXv37spuyktjZmYGTU3NN65bVFRUJ/VIpVKYmprWSV015cyZM5g0aRL++ecfnDp1CsXFxXBxcUFBQYFQ5quvvsKRI0ewb98+nDlzBnfv3sWQIUOE7VFRUTA1NcWOHTuQkJCAefPm4ZtvvsH69esr6GVnZ2Ps2LHo3bt3jdpXUFCAjz76CCtXrqx0+927d3H37l18//33iI+PR3BwMI4fPw5vb+9q6y0tLYVUKsXUqVPRp0+fSssEBgYiIyND+N2+fRtGRkYYPnx4jdr+NqCqqgozMzOoqfE37AzDVA4HXBiGYRiGYRiGYRiGee/Jy8uDu7s7dHR00LBhQ6xduxY9e/ZU+Frc2toaS5YswejRo6GjowMLCwts2LBBYTsAfPrpp5BIJMJyVZSWlsLd3R0BAQGwtbWtsP3x48cYO3YsDA0Noa2tjX79+uHGjRsvrNPb2xs2NjaQSqVo0aIFAgMDFco87wsABg8eDC8vL2H5/v37GDRoEKRSKWxsbBASElJB6/khxeLi4uDs7AypVIr69evDx8cH+fn51bZ30aJFaN++PX766SdYWlpCW1sbI0aMQE5OjlDGy8sLgwcPxtKlS2Fubi5kg9y+fRsjRoyAgYEBjIyM4ObmhrS0NADAyZMnoaWlVSFDYdq0aXB2dgZQ+ZBihw8fRseOHaGlpQVbW1sEBASgpKQEADBr1iwMHDhQKLtu3TpIJBIcP35cWNe0aVNs3ry5Sr/Hjx+Hl5cXWrduDXt7ewQHByM9PR1RUVEAgJycHGzZsgVr1qyBs7MzHBwcEBQUhL///hv//PMPAODzzz9HYGAgnJycYGtri88++wzjxo3DgQMHKuj5+vpizJgx6Nq1a3WnQcDDwwMLFy6sMijSpk0b7N+/H4MGDUKTJk3g7OyMpUuX4siRI8JxqgwdHR1s2rQJ48ePh5mZWaVl9PX1YWZmJvwuX76Mx48fY9y4cZWWDw8Px7hx45CTkwOJRAKJRCJktz179gyzZs2ChYUFdHR00KVLF4SHhwMoy7Zp3bo1fHx8hLpSUlKgq6uLrVu3Vlvvi3h+SLHw8HBIJBKcPn0anTp1gra2Nrp164akpCRhn5rcAy+6Z3v27Il///0XX331ldBmhmHeTjjgwjAMwzAMwzAMwzDMe8+MGTMQGRmJ0NBQnDp1ChEREbhy5UqFcqtWrYK9vT2io6Ph5+eHadOm4dSpUwCAS5cuAQCCgoKQkZEhLFfF4jh0ybgAAQAASURBVMWLYWpqWmV2gJeXFy5fvozQ0FCcP38eRIT+/fujuLi4yjplMhkaNWqEffv2ITExEQsXLsTcuXOxd+/emh4KQfv27dsICwvDb7/9ho0bN+L+/ftVli8oKICrqysMDQ1x6dIl7Nu3D3/++ScmT578Qq2bN29i7969OHLkCI4fP47o6GhMnDhRoczp06eRlJSEU6dO4ejRoyguLoarqyt0dXURERGByMhI1KtXD3379kVRURF69+4NAwMD7N+/X6ijtLQUe/bsgbu7e6XtiIiIwNixYzFt2jQkJibip59+QnBwMJYuXQoAcHJywrlz51BaWgqgLFvF2NhY6Mi/c+cOUlJS0LNnzxd6liPvVDcyMgJQlr1SXFysEPBo2bIlGjdujPPnz1dbj7wOOUFBQbh16xb8/f1r3J5XIScnB3p6enWe1bFlyxb06dMHVlZWlW7v1q0b1q1bBz09PSErZtasWQCAyZMn4/z589i9ezeuXr2K4cOHo2/fvrhx4wa0tLQQEhKCbdu24fDhwygtLcVnn32Gjz/+GJ9//nm19b4q8+bNw+rVq3H58mWoqanh888/V9hek3ugOg4cOIBGjRph8eLFQpsZhnk74fw3hmEYhmEYhmEYhmHea/Ly8rBt2zbs3LlTGHopKCgI5ubmFcp++OGH8PPzAwA0b94ckZGRWLt2LT7++GOYmJgAAAwMDKr8il/OuXPnsGXLlirn1Lhx4wZCQ0MRGRmJbt26AQBCQkJgaWmJQ4cOVTnMkrq6OgICAoRlGxsbnD9/Hnv37sWIESOqPxD/n+TkZPzxxx+4ePEiOnfuDKCs89vOzq7KfXbu3InCwkJs374dOjo6AID169dj0KBBWLlypTD/SGXI97OwsAAA/PDDDxgwYABWr14tHEcdHR1s3rwZGhoaAIAdO3ZAJpNh8+bNwtf8QUFBMDAwQHh4OFxcXDBq1Cjs3LlTCGidPn0a2dnZGDp0aKXtCAgIgJ+fHzw9PQEAtra2WLJkCebMmQN/f390794deXl5iI6OhoODA86ePYvZs2cLWT7h4eGwsLBA06ZNa3ScZTIZpk+fjg8//BBt2rQBAGRmZkJDQ6NC5k2DBg2QmZlZaT1///039uzZg2PHjgnrbty4AT8/P0RERLzW4a0ePnyIJUuWKGSL1AV3797FH3/8gZ07d1ZZRkNDA/r6+pBIJAr3W3p6OoKCgpCeni7cw7NmzcLx48cRFBSEZcuWoX379vj222/xxRdfYNSoUfj3339x9OjRauutDUuXLoWTkxMAwM/PDwMGDEBhYSG0tLQA1OweqA4jIyOoqqpCV1e3ztrMMMzrgTNcGIZhGIZhGIZhGIZ5r7l16xaKi4vh6OgorNPX11eYyFzO80Mzde3aFdeuXauy7vT0dNSrV0/4LVu2DHl5efDw8MAvv/xS5eTa165dg5qaGrp06SKsq1+/Plq0aCHo9evXT6i3devWQrkNGzbAwcEBJiYmqFevHn7++Wekp6fX7GCU03ZwcBDWtWzZskIQ4Pl97O3thWALUBackslkwvBJ5Y+Dr6+vUK5x48ZCRzNQdkzL7wcAbdu2FYItQNnE8Tdv3oSurq5Qp5GREQoLC5GSkgIAcHd3R3h4OO7evQugLGA1YMCAKn3ExsZi8eLFCu0cP348MjIy8OTJExgYGMDe3h7h4eGIi4uDhoYGfHx8EB0djfz8fJw5c0boVI+IiFCop7Ih2SZNmoT4+Hjs3r27yuP6IuLj4+Hm5gZ/f3+4uLgAKMvkGTNmDAICAtC8efNK9wsJCVFoX0RExEtr5+bmYsCAAWjVqpXCkFutW7cW6u3Xr98r+dq2bRsMDAwwePDgl943Li4OpaWlaN68uYLHM2fOCNcGAMycORPNmzfH+vXrsXXrVtSvX/+V2loT2rVrJ/x/w4YNAUAhY6wm9wDDMO8HnOHCMAzDMAzDMAzDMAzzipibmytksRgZGSElJQVpaWkYNGiQsF4mkwEA1NTUatzJunnzZjx9+hRAWWYLAOzevRuzZs3C6tWr0bVrV+jq6mLVqlW4cOGCsJ+KigqISKGu6oYpqyvKHwc9Pb2X2rd8IAcA8vPz4eDgUGkgQ55p1LlzZzRp0gS7d+/GhAkTcPDgQQQHB1epkZ+fj4CAAIUJ6uXIMxF69uyJ8PBwaGpqwsnJCUZGRrCzs8O5c+dw5swZzJw5EwDQqVMnBb/PZ/hMnjwZR48exdmzZ9GoUSNhvZmZGYqKipCdna0QGLp3716FzIXExET07t0bPj4+mD9/vrA+Ly8Ply9fRnR0tDCkm0wmAxFBTU0NJ0+exCeffKIQzCvf2V8T8vLy0LdvX+jq6uLgwYPC9QcAv//+u3A9SaXSl6oXAIgIW7duhYeHh0KQrabk5+dDVVUVUVFRUFVVVdhWr1494f/v37+P5ORkqKqq4saNG+jbt+9La9WU8sdHnpElv+drgrLuWYZh6h4OuDAMwzAMwzAMwzAM815ja2sLdXV1XLp0CY0bNwZQNi9FcnIyevTooVBWPnF5+eXyQ22pq6sLc3wAZQGU54eY0tbWRlxcnMK6+fPnIy8vD4GBgbC0tIRMJkNJSQkuXLggDCn26NEjJCUloVWrVgAq7ySXD0FWfv6H8l/1A2UBifJzPJSWliI+Ph69evUCUJbNUlJSgqioKGFIsaSkpAoT0JfHzs4OwcHBKCgoEIIjkZGRUFFRETKFqhpqKz09HXfv3hWGf/rnn38U9quMjh07Ys+ePTA1Na02eOPu7o6QkBA0atQIKioqGDBgQLV1JiUlVTskmJOTE7Zu3Qo1NTWhg75nz57YtWsXkpOThflbpFJppfUQEaZMmYKDBw8iPDwcNjY2CtsdHBygrq6O06dPC0OfJSUlIT09XSG7KiEhAc7OzvD09BTmmJGjp6dX4frauHEj/vrrL/z222+wsbGBjo4OdHV1q/RZHbm5uXB1dYWmpiZCQ0OFYJScquZcqSlnzpzBzZs3q5zbqDwaGhoK9xsAdOjQAaWlpbh//z66d+9e5b6ff/452rZtC29vb4wfPx59+vQR7uXK6n2dvOgeeNE9q4w2MwzzavCQYgzDMAzDMAzDMAzDvNfo6urC09MTs2fPRlhYGBISEuDt7Q0VFRXha3Q5kZGR+O6775CcnIwNGzZg3759mDZtmrDd2toap0+fRmZmJh4/flypnpaWFtq0aaPwMzAwgK6uLtq0aQMNDQ00a9YMbm5uGD9+PM6dO4fY2Fh89tlnsLCwgJubW5VemjVrhsuXL+PEiRNITk7GggULcOnSJYUyzs7OOHbsGI4dO4br169jwoQJCsGUFi1aoG/fvvjyyy9x4cIFREVF4Ysvvqg2W8Hd3R1aWlrw9PREfHw8wsLCMGXKFHh4eFQ7f4v8eHh6eiI2NhYRERGYOnUqRowYUe1cFO7u7jA2NoabmxsiIiKQmpqK8PBwTJ06Ff/9959CuStXrmDp0qUYNmwYNDU1q6xz4cKF2L59OwICApCQkIBr165h9+7dCtkjPXr0QF5eHo4ePSoEV3r27ImQkBA0bNiwyiG85EyaNAk7duzAzp07oauri8zMTGRmZgqZSvr6+vD29saMGTMQFhaGqKgojBs3Dl27dsUHH3wAAEJHu4uLC2bMmCHU8eDBAwBl2RDPX1+mpqbCdfd8tlB5srKyEBMTg8TERABlwZ6YmBhh/pjc3Fy4uLigoKAAW7ZsQW5urqD/os7+xMRExMTEICsrCzk5OYiJial0DqMtW7agS5cuwrw21WFtbY38/HycPn0aDx8+xJMnT9C8eXO4u7tj7NixOHDgAFJTU3Hx4kUsX75cmOdmw4YNOH/+PLZt2wZ3d3cMHjwY7u7uKCoqqrLe18mL7oEX3bPyNp89exZ37tzBw4cPX2t7GYZ5dTjgwjAMwzAMwzAMwzDMe8+aNWvQtWtXDBw4EH369MGHH34IOzu7Cl/vz5w5E5cvX0aHDh3w7bffYs2aNXB1dRW2r169GqdOnYKlpSU6dOhQqzYFBQXBwcEBAwcORNeuXUFE+P333xWGJ3qeL7/8EkOGDMHIkSPRpUsXPHr0SCHbBSj7st/T0xNjx46Fk5MTbG1tFb6Ul2ubm5vDyckJQ4YMgY+PD0xNTavU1dbWxokTJ/4fe3ceV2P6/w/8ddK+ixZLFCUVqilMNcY6yjb62E0zlPCJLKFsgxY7pWyTQSofu5Emu6bFkKQkuyxTmlExltIipfr90a/762hxyDKa1/PxOI9H576u+32973OfQ4/z7rouPHnyBJ07d8awYcPQu3dvbNiw4Y3XaWBggCFDhqB///7o27cvOnXqhJ9++qnOcxQVFfH777+jVatWGDJkCIyNjeHi4oLi4mKxGS8GBgbo0qULLl++DEdHxzpj2tnZ4fDhwzh58iQ6d+6ML7/8EgEBAWIzNho3boyOHTtCU1MT7du3B1BZhCkvLxf2b6lLUFAQ8vLy0KNHDzRr1kx47N27V+gTEBCAgQMHYujQofj666+ho6OD8PBwof2XX37B33//jR07dojFqJqNVB+RkZGwsLAQZgKNGjUKFhYW2LRpEwAgJSUFiYmJuHLlCgwMDMTG//PPP+uM3b9/f1hYWODQoUOIi4uDhYVFtc9IXl4eDhw4INHsFgCwsbGBq6srRo4cCU1NTaxatQpA5ft3zJgxmDVrFoyMjODg4CDMYLt58yY8PT3x008/QVdXF0DlDKBHjx5h4cKFdcb19vaGnp6eZC/mW3jTZ0CSz6yvry8yMjLQtm1bYVk9IvrnEVW8vkAgEREREREREVENiouLkZ6eDn19/WqFis9NYWEhWrRoAX9/f+HLXz09Pbi7u8Pd3f3TJteAeHt7IyIiosaZDkT/NGPHjoVIJKpzL6C3xc8AUcMg6e9A3MOFiIiIiIiIiBq8ixcv4ubNm+jSpQvy8vLg6+sLAHUu30VE/x4VFRWIi4vDmTNnPnUqRPQZY8GFiIiIiIiIiP4V/Pz8kJaWBllZWVhaWuL06dNo2rTpp06LiP4BRCIR7t2796nTIKLPHJcUIyIiIiIiIiKJNKQlxYiIiIgkJenvQFIfMSciIiIiIiIiIiIiIqIGiQUXIiIiIiIiIiIiIiKiemLBhYiIiIiIiIiIiIiIqJ5YcCEiIiIiIiIiIiIiIqonFlyIiIiIiIiIiIiIiIjqiQUXIiIiIiIiIiIiIiKiemLBhYiIiIiIiIiIoKenh8DAQOG5SCRCRETEJ8unvkJDQ6Gurv6p0yAion8RFlyIiIiIiIiIqN6iY9p+tMen9C5FiD179kAkEsHBweGD5PShZGdno1+/fp86jXc2cuRI3Lp166OOuXz5cnTu3BkqKirQ0tKCg4MD0tLSxPoUFxfDzc0NTZo0gbKyMoYOHYoHDx4I7ZcuXcLo0aOhq6sLBQUFGBsbY+3atbWOGR8fD2lpaZibm78xv/DwcPTt2xdNmjSBSCRCamqqWPuTJ08wdepUGBkZQUFBAa1atcK0adOQl5dXZ9zi4mI4OTmhY8eOkJaWrvG97uTkBJFIVO1hampaa9wPVTT71MW414ub71OPHj3g7u7+QWIT0Zux4EJERERERERE9IFkZGTAw8MD3bp1+9SpvDUdHR3Iycl99HFLSkreSxwFBQVoaWm9l1iSOnXqFNzc3HDu3DlERUWhtLQUffv2RWFhodBnxowZOHToEPbv349Tp04hKysLQ4YMEdovXLgALS0t7NixA9euXcOPP/6IefPmYcOGDdXGy83NxZgxY9C7d2+J8issLMRXX32FlStX1tielZWFrKws+Pn54erVqwgNDcXx48fh4uJSZ9yysjIoKChg2rRp6NOnT4191q5di+zsbOHx559/QkNDA8OHD5codyKizwELLkRERERERETU4OXn58PR0RFKSkpo1qwZAgICqv0luJ6eHhYvXozRo0dDSUkJLVq0wMaNG8XaAeA///kPRCKR8Lw2ZWVlcHR0hI+PD9q0aVOt/enTpxgzZgwaN24MRUVF9OvXD7dv335jTBcXF+jr60NBQQFGRkbVZj/U9BfuDg4OcHJyEp4/fPgQgwYNgoKCAvT19bFz585qY70+m+fKlSvo1asXFBQU0KRJE0ycOBEFBQV15uvt7Q1zc3P8/PPP0NXVhaKiIkaMGCE2Y8LJyQkODg5YunQpmjdvDiMjIwDAn3/+iREjRkBdXR0aGhoYPHgwMjIyAAAnT56EvLw8cnNzxcabPn06evXqBaDmWQy//vorvvjiC8jLy6NNmzbw8fHBy5cvAQAeHh4YOHCg0DcwMBAikQjHjx8XjhkYGGDr1q21Xu/x48fh5OQEU1NTmJmZITQ0FJmZmbhw4QIAIC8vD8HBwVizZg169eoFS0tLhISE4OzZszh37hwAYNy4cVi7di26d++ONm3a4Pvvv4ezszPCw8Orjefq6orvvvsO1tbWdd0GwQ8//IBFixbVWhTp0KEDDhw4gEGDBqFt27bo1asXli5dikOHDgmvU02UlJQQFBSECRMmQEdHp8Y+ampq0NHRER7Jycl4+vQpnJ2da+wfFxcHZ2dn5OXlCbNhvL29AQAvXryAh4cHWrRoASUlJXTt2hVxcXEAKmfbmJqaYuLEiUKsu3fvQkVFBdu2baszriTe9Dl40+evR48euHfvHmbMmCGMD/zf+zUiIgKGhoaQl5eHnZ0d/vzzTyFO1WflVe7u7ujRo4fQfurUKaxdu1aIXfWZIaKPgwUXIiIiIiIiImrwZs6cifj4eERGRiIqKgqnT59GSkpKtX6rV6+GmZkZLl68iLlz52L69OmIiooCACQlJQEAQkJCkJ2dLTyvja+vL7S0tGqdHeDk5ITk5GRERkYiISEBFRUV6N+/P0pLS2uNWV5ejpYtW2L//v24fv06Fi1ahPnz52Pfvn2SvhTC2H/++SdiY2Pxyy+/4KeffsLDhw9r7V9YWAg7Ozs0btwYSUlJ2L9/P3777TdMmTLljWPduXMH+/btw6FDh3D8+HFcvHgRkydPFusTHR2NtLQ0REVF4fDhwygtLYWdnR1UVFRw+vRpxMfHQ1lZGfb29igpKUHv3r2hrq6OAwcOCDHKysqwd+9eODo61pjH6dOnMWbMGEyfPh3Xr1/Hzz//jNDQUCxduhQA0L17d5w5cwZlZWUAKmerNG3aVPgi//79+7h7967w5bYkqgpLGhoaACpnr5SWlooVPNq3b49WrVohISGhzjhVMaqEhITgjz/+gJeXl8T5vIu8vDyoqqpCWlr6vcYNDg5Gnz590Lp16xrbbWxsEBgYCFVVVWFWjIeHBwBgypQpSEhIwJ49e3D58mUMHz4c9vb2uH37NuTl5bFz506EhYXh119/RVlZGb7//nt88803GDduXJ1x36Q+n4Mq4eHhaNmyJXx9fYXxqxQVFWHp0qXYvn074uPjkZubi1GjRkkce+3atbC2tsaECROE2Lq6uhKfT0T1937/pSQiIiIiIiIi+ofJz89HWFgYdu3aJSy9FBISgubNm1fra2tri7lz5wIA2rVrh/j4eAQEBOCbb76BpqYmAEBdXb3Wv+KvcubMGQQHB1fbI6PK7du3ERkZifj4eNjY2AAAdu7cCV1dXURERNS6zJKMjAx8fHyE5/r6+khISMC+ffswYsSIul+I/+/WrVs4duwYzp8/j86dOwOo/PLb2Ni41nN27dqF4uJibN++HUpKSgCADRs2YNCgQVi5ciW0tbVrPbfqvBYtWgAA1q9fjwEDBsDf3194HZWUlLB161bIysoCAHbs2IHy8nJs3bpVmAEQEhICdXV1xMXFoW/fvhg1ahR27dolFLSio6ORm5uLoUOH1piHj48P5s6di7FjxwIA2rRpg8WLF2P27Nnw8vJCt27dkJ+fj4sXL8LS0hK///47PD09hVk+cXFxaNGiBQwMDCR6ncvLy+Hu7g5bW1t06NABAJCTkwNZWdlqM2+0tbWRk5NTY5yzZ89i7969OHLkiHDs9u3bmDt3Lk6fPv3eCyGvevToERYvXiw2W+R9yMrKwrFjx7Br165a+8jKykJNTQ0ikUjs85aZmYmQkBBkZmYKn2EPDw8cP34cISEhWLZsGczNzbFkyRKMHz8eo0aNwr1793D48OE640qiPp+DKhoaGmjUqBFUVFSqjV9aWooNGzaga9euAICwsDAYGxvj/Pnz6NKlyxtjq6mpQVZWFoqKim99bUT0fnCGCxERERERERE1aH/88QdKS0vFvrBUU1MTlq561etLM1lbW+PGjRu1xs7MzISysrLwWLZsGfLz8/HDDz9gy5YtaNq0aY3n3bhxA9LS0sIXqwDQpEkTGBkZCeP169dPiPvqxuIbN26EpaUlNDU1oaysjM2bNyMzM1OyF+OVsS0tLYVj7du3r3MT8Rs3bsDMzEz4khmoLE6Vl5cLm8K/+jq4uroK/Vq1aiUUW4DK1/TV8wCgY8eOQrEFqNw4/s6dO1BRURFiamhooLi4GHfv3gUAODo6Ii4uDllZWQAqC1YDBgyo9TouXboEX19fsTyrZgIUFRVBXV0dZmZmiIuLw5UrVyArK4uJEyfi4sWLKCgowKlTp9C9e3cAlbNlXo1T05Jsbm5uuHr1Kvbs2VPr6/omV69exeDBg+Hl5YW+ffsCqJzJ891338HHxwft2rWr8bydO3eK5Xf69Om3HvvZs2cYMGAATExMxJbcMjU1FeL269fvna4rLCwM6urq1ZbHksSVK1dQVlaGdu3aiV3jqVOnhPcGAMyaNQvt2rXDhg0bsG3bNjRp0uSdcn2VJJ+D+pCWlhaKoMD/fS7r+jeIiP5ZOMOFiIiIiIiIiOgdNW/eXGwWi4aGBu7evYuMjAwMGjRIOF5eXg6g8gtVSb+Y3bp1K54/fw6gcmYLAOzZswceHh7w9/eHtbU1VFRUsHr1aiQmJgrnSUlJoaKiQixWXcuUvS+vvg6qqqpvde6rX2ADQEFBASwtLWssZFTNNOrcuTPatm2LPXv2YNKkSTh48CBCQ0NrHaOgoAA+Pj5iG9RXkZeXB1C5v0ZcXBzk5OTQvXt3aGhowNjYGGfOnMGpU6cwa9YsAICVlZXY9b4+s2HKlCk4fPgwfv/9d7Rs2VI4rqOjg5KSEuTm5ooVhh48eFBtRsL169fRu3dvTJw4EQsWLBCO5+fnIzk5GRcvXhSWsiovL0dFRQWkpaVx8uRJfPvtt2LFvFcLXpLIz8+Hvb09VFRUcPDgQeH9BwBHjx4V3k8KCgpvFRcAKioqsG3bNvzwww9iRTZJFRQUoFGjRrhw4QIaNWok1qasrCz8/PDhQ9y6dQuNGjXC7du3YW9v/9ZjvYsP+fn7VJ9tIpIcCy5ERERERERE1KC1adMGMjIySEpKQqtWrQBU7ktx69YtfP3112J9qzYuf/X5q0ttycjICHt8AJUFlNeXmFJUVMSVK1fEji1YsAD5+flYu3YtdHV1UV5ejpcvXyIxMVFYUuzx48dIS0uDiYkJgJq/JK9aguzVPVBe/at+oLIg8eq+EGVlZbh69Sp69uwJoPKv5l++fIkLFy4If02flpZWbQP6VxkbGyM0NBSFhYVCcSQ+Ph5SUlLCTKHaltrKzMxEVlaWsPzTuXPnxM6ryRdffIG9e/dCS0urzuKNo6Mjdu7ciZYtW0JKSgoDBgyoM2ZaWlqdS4J1794d27Ztg7S0tPAFfY8ePbB7927cunVL2L9FQUGhxjgVFRWYOnUqDh48iLi4OOjr64u1W1paQkZGBtHR0cLSZ2lpacjMzBSbXXXt2jX06tULY8eOFfaYqaKqqlrt/fXTTz8hJiYGv/zyC/T19aGkpAQVFZVar7Muz549g52dHeTk5BAZGSkUo6rUtueKpE6dOoU7d+7UurfRq2RlZcU+bwBgYWGBsrIyPHz4EN26dav13HHjxqFjx45wcXHBhAkT0KdPH+GzXFNcSUjyOXjT56+u8V++fInk5GRhNl7V57Iqb01NTVy9elXsnNTUVLGC2LteGxG9H1xSjIiIiIiIiIgaNBUVFYwdOxaenp6IjY3FtWvX4OLiAikpKWF/kCrx8fFYtWoVbt26hY0bN2L//v2YPn260K6np4fo6Gjk5OTg6dOnNY4nLy+PDh06iD3U1dWhoqKCDh06QFZWFoaGhhg8eDAmTJiAM2fO4NKlS/j+++/RokULDB48uNZrMTQ0RHJyMk6cOIFbt25h4cKFSEpKEuvTq1cvHDlyBEeOHMHNmzcxadIksWKKkZER7O3t8d///heJiYm4cOECxo8fX+dsBUdHR8jLy2Ps2LG4evUqYmNjMXXqVPzwww9v3Lei6rxLly7h9OnTmDZtGkaMGFHnHhOOjo5o2rQpBg8ejNOnTyM9PR1xcXGYNm0a/vrrL7F+KSkpWLp0KYYNGwY5OblaYy5atAjbt2+Hj48Prl27hhs3bmDPnj1is0e+/vpr5Ofn4/Dhw0JxpUePHti5cyeaNWtW6xJeVdzc3LBjxw7s2rULKioqyMnJQU5OjjBTSU1NDS4uLpg5cyZiY2Nx4cIFODs7w9raGl9++SUACF/O9+3bFzNnzhRi/P333wAqZzm8/v7S0tIS3nevzxZ61ZMnT5Camorr168DqPxCPzU1Vdg/5tmzZ+jbty8KCwsRHByMZ8+eCeO/6Uv869evIzU1FU+ePEFeXh5SU1Nr3MMoODgYXbt2Ffa1qYuenh4KCgoQHR2NR48eoaioCO3atYOjoyPGjBmD8PBwpKen4/z581i+fLmwz83GjRuRkJCAsLAwODo6wsHBAY6OjigpKak1riQk+Ry86fNXNf7vv/+O+/fv49GjR8JxGRkZTJ06VfhcOjk54csvvxQKML169UJycjK2b9+O27dvw8vLq1oBRk9PD4mJicjIyMCjR4+E2XVE9HGw4EJEREREREREDd6aNWtgbW2NgQMHok+fPrC1tYWxsXG1v96fNWsWkpOTYWFhgSVLlmDNmjWws7MT2v39/REVFQVdXV1YWFjUK6eQkBBYWlpi4MCBsLa2RkVFBY4ePSr21+qv++9//4shQ4Zg5MiR6Nq1Kx4/fiw22wWo/Mv+sWPHYsyYMejevTvatGkj9tf1VWM3b94c3bt3x5AhQzBx4kRoaWnVOq6ioiJOnDiBJ0+eoHPnzhg2bBh69+6NDRs2vPE6DQwMMGTIEPTv3x99+/ZFp06d8NNPP9V5jqKiIn7//Xe0atUKQ4YMgbGxMVxcXFBcXCw248XAwABdunTB5cuX4ejoWGdMOzs7HD58GCdPnkTnzp3x5ZdfIiAgQGzGRuPGjdGxY0doamqiffv2ACqLMOXl5cL+LXUJCgpCXl4eevTogWbNmgmPvXv3Cn0CAgIwcOBADB06FF9//TV0dHQQHh4utP/yyy/4+++/sWPHDrEYr+7t8a4iIyNhYWEhzAQaNWoULCwssGnTJgBASkoKEhMTceXKFRgYGIiN/+eff9YZu3///rCwsMChQ4cQFxcHCwuLap+RvLw8HDhwQKLZLQBgY2MDV1dXjBw5Epqamli1ahWAyvfvmDFjMGvWLBgZGcHBwUGYwXbz5k14enrip59+gq6uLoDKGUCPHj3CwoUL64zr7e0NPT29WvOR5HMgyefP19cXGRkZaNu2rbBEXlX8OXPm4LvvvoOtrS2UlZXF3jt2dnZYuHAhZs+ejc6dOyM/Px9jxowRi+3h4YFGjRrBxMQEmpqab7W/ExHVn6ji9YX/iIiIiIiIiIhqUFxcjPT0dOjr61crVHxuCgsL0aJFC/j7+wtf/urp6cHd3R3u7u6fNrkGxNvbGxERETXOdCD6pxk7dixEIlGdewF9KKGhoXB3d69zaT8i+nQk/R2Ie7gQERERERERUYN38eJF3Lx5E126dEFeXh58fX0BoM7lu4jo36OiogJxcXE4c+bMp06FiD5jLLgQERERERER0b+Cn58f0tLSICsrC0tLS5w+fRpNmzb91GkR0T+ASCTCvXv3PnUaRPSZ45JiRERERERERCSRhrSkGBEREZGkJP0dSOoj5kRERERERERERERERNQgseBCRERERERERERERERUTyy4EBERERERERERERER1RMLLkRERERERERERERERPXEggsREREREREREREREVE9seBCRERERERERERERERUTyy4EBERERERERE1cD169IC7u7vE/TMyMiASiZCamvrBcqJP723fF5Ly9vaGubl5re1xcXEQiUTIzc1972MTEX1KLLgQERERERERUb3pxKZ+tMenJBKJEBER8Vbn7NmzByKRCA4ODh8kJ0mEh4dj8eLFEvfX1dVFdnY2OnToUGufuLg4DB48GM2aNYOSkhLMzc2xc+fOav3279+P9u3bQ15eHh07dsTRo0eFttLSUsyZMwcdO3aEkpISmjdvjjFjxiArK6vGMV+8eAFzc3OJi0FxcXH44osvICcnBwMDA4SGhoq16+npQSQSVXu4ubnVGXfp0qWwsbGBoqIi1NXVa+yTlJSE3r17Q11dHY0bN4adnR0uXbr0xpz/DWxsbJCdnQ01NbWPPva7fIaJiCTFggsRERERERER0QeSkZEBDw8PdOvW7ZPmoaGhARUVFYn7N2rUCDo6OpCWlq61z9mzZ9GpUyccOHAAly9fhrOzM8aMGYPDhw+L9Rk9ejRcXFxw8eJFODg4wMHBAVevXgUAFBUVISUlBQsXLkRKSgrCw8ORlpaGb7/9tsYxZ8+ejebNm0t0Denp6RgwYAB69uyJ1NRUuLu7Y/z48Thx4oTQJykpCdnZ2cIjKioKADB8+PA6Y5eUlGD48OGYNGlSje0FBQWwt7dHq1atkJiYiDNnzkBFRQV2dnYoLS2VKP+GTFZWFjo6OhCJRJ86FSKi94oFFyIiIiIiIiJq8PLz8+Ho6AglJSU0a9YMAQEB1ZZT0tPTw+LFizF69GgoKSmhRYsW2Lhxo1g7APznP/+BSCQSntemrKwMjo6O8PHxQZs2baq1P336FGPGjEHjxo2hqKiIfv364fbt23XGrFqK6cSJE7CwsICCggJ69eqFhw8f4tixYzA2Noaqqiq+++47FBUVCefVdK3Lli3DuHHjoKKiglatWmHz5s1CuyRLis2fPx+LFy+GjY0N2rZti+nTp8Pe3h7h4eFCn7Vr18Le3h6enp4wNjbG4sWL8cUXX2DDhg0AADU1NURFRWHEiBEwMjLCl19+iQ0bNuDChQvIzMwUG+/YsWM4efIk/Pz86nyNqmzatAn6+vrw9/eHsbExpkyZgmHDhiEgIEDoo6mpCR0dHeFx+PBhtG3bFt27d68zto+PD2bMmIGOHTvW2H7z5k08efIEvr6+MDIygqmpKby8vPDgwQPcu3dPovyrbNu2DaamppCTk0OzZs0wZcoUoW3NmjXC7CBdXV1MnjwZBQUFYufHx8ejR48eUFRUFGbaPH36VGgvLy/H7NmzoaGhAR0dHXh7e4udn5ubi/Hjx0NTUxOqqqro1atXtZk6K1asgLa2NlRUVODi4oLi4uI6r+n1JcVCQ0Ohrq6OEydOwNjYGMrKyrC3t0d2drZwjpOTExwcHODj4yPk4urqipKSEqGPnp4eAgMDxcYyNzcXrultP8NERG+LBRciIiIiIiIiavBmzpyJ+Ph4REZGIioqCqdPn0ZKSkq1fqtXr4aZmRkuXryIuXPnYvr06cKsh6SkJABASEgIsrOzhee18fX1hZaWFlxcXGpsd3JyQnJyMiIjI5GQkICKigr0799fohkQ3t7e2LBhA86ePYs///wTI0aMQGBgIHbt2oUjR47g5MmTWL9+fZ0x/P39YWVlhYsXL2Ly5MmYNGkS0tLS3jh2XfLy8qChoSE8T0hIQJ8+fcT62NnZISEhoc4YIpFIbKmuBw8eYMKECfjf//4HRUVFiXJ527FLSkqwY8cOjBs3rt4zL4yMjNCkSRMEBwejpKQEz58/R3BwMIyNjd/qS/6goCC4ublh4sSJuHLlCiIjI2FgYCC0S0lJYd26dbh27RrCwsIQExOD2bNnC+2pqano3bs3TExMkJCQgDNnzmDQoEEoKysT+oSFhUFJSQmJiYlYtWoVfH19hfc8UDnbp6qgd+HCBXzxxRfo3bs3njx5AgDYt28fvL29sWzZMiQnJ6NZs2b46aef3vo1Kyoqgp+fH/73v//h999/R2ZmJjw8PMT6REdH48aNG4iLi8Pu3bsRHh4OHx8ficd4288wEdHbqn1eKBERERERERFRA5Cfn4+wsDDs2rULvXv3BlD5hWtNS1PZ2tpi7ty5AIB27dohPj4eAQEB+Oabb6CpqQkAUFdXh46OTp1jnjlzBsHBwbXOELl9+zYiIyMRHx8PGxsbAMDOnTuhq6uLiIiINy5ptWTJEtja2gIAXFxcMG/ePNy9e1eYSTNs2DDExsZizpw5tcbo378/Jk+eDACYM2cOAgICEBsbCyMjozrHrs2+ffuQlJSEn3/+WTiWk5MDbW1tsX7a2trIycmpMUZxcTHmzJmD0aNHQ1VVFQBQUVEBJycnuLq6wsrKChkZGRLlU9vYz549w/Pnz6GgoCDWFhERgdzcXDg5OUkUvy4qKiqIi4uDg4ODsHeOoaEhTpw4Uecyba9bsmQJZs2ahenTpwvHOnfuLPz8+qylJUuWwNXVVSh4rFq1ClZWVmIFEFNTU7ExOnXqBC8vLyHHDRs2IDo6Gt988w3OnDmD8+fP4+HDh5CTkwMA+Pn5ISIiAr/88gsmTpyIwMBAuLi4CIXFJUuW4LfffnvjLJfXlZaWYtOmTWjbti0AYMqUKfD19RXrIysri23btkFRURGmpqbw9fWFp6cnFi9eDCmpN/9d+dt8homI3gVnuBARERERERFRg/bHH3+gtLQUXbp0EY6pqanVWFiwtrau9vzGjRu1xs7MzISysrLwWLZsGfLz8/HDDz9gy5YtaNq0aY3n3bhxA9LS0ujatatwrEmTJjAyMhLG69evnxC3pi/Jq2hra0NRUVFs2TJtbW08fPiw1rxfjyESiaCjo1PrOaampkIu/fr1q9YeGxsLZ2dnbNmypVqukiotLcWIESNQUVGBoKAg4fj69euRn5+PefPm1Xruq/fA1dX1ncYPDg5Gv379xApxrq6uYrEl9fz5c7i4uMDW1hbnzp1DfHw8OnTogAEDBuD58+cSxXj48CGysrKEImFNfvvtN/Tu3RstWrSAiooKfvjhBzx+/FhYTq5qhktdXn0fAECzZs2E98GlS5dQUFCAJk2aiL0O6enpuHv3LoDK9/Kr72Og+udIEoqKikKx5fU8qpiZmYnNcLK2tkZBQQH+/PPPtx6PiOhD4AwXIiIiIiIiIqJ31Lx5c7FZLBoaGrh79y4yMjIwaNAg4Xh5eTkAQFpaWuJlu7Zu3Sp8OS8jIyPW9upzkUhUrV0kEglj1uZtzjl69Kiw1NnrM0NOnTqFQYMGISAgAGPGjBFr09HRwYMHD8SOPXjwoNrsgqpiy7179xATEyPMbgGAmJgYJCQkCDMsqlhZWcHR0RFhYWFi96Dq3NrGVlVVrXYN9+7dw2+//Sa2/wxQuSzc68taSWLXrl3IyMhAQkKCMPNi165daNy4MX799VeMGjXqjTFez/F1GRkZGDhwICZNmoSlS5dCQ0MDZ86cgYuLC0pKSqCoqPjGGEDd74OCggI0a9YMcXFx1c57dcm396GmPCoqKt4qhpSUVLVzJFmij4jofWHBhYiIiIiIiIgatDZt2kBGRgZJSUlo1aoVgMp9Qm7duoWvv/5arO+5c+eqPTc2Nhaey8jIiO1/IS0tLbanBlD5l/pXrlwRO7ZgwQLk5+dj7dq10NXVRXl5OV6+fInExERhSbHHjx8jLS0NJiYmAIAWLVrU88rfn9atW9d4PC4uDgMHDsTKlSsxceLEau3W1taIjo4WW/oqKipKbAZEVbHl9u3biI2NRZMmTcRirFu3DkuWLBGeZ2Vlwc7ODnv37hVmVrx+D6rGPnr0qNix18euEhISAi0tLQwYMEDsuJaWFrS0tGq89roUFRVBSkpKbC+YqudvKoRVUVFRgZ6eHqKjo9GzZ89q7RcuXEB5eTn8/f2Fos6+ffvE+nTq1AnR0dFvtc/Jq7744gvk5ORAWlq61r1njI2NkZiYKFZse/1z9L5cunRJbDm4c+fOQVlZGbq6ugAqlwzLzs4W+j979gzp6eliMV7/DBMRvU8suBARERERERFRg6aiooKxY8fC09MTGhoa0NLSgpeXV7UvxAEgPj4eq1atgoODA6KiorB//34cOXJEaK/6AtzW1hZycnJo3LhxtfHk5eXRoUMHsWNVswGqjhsaGmLw4MGYMGECfv75Z6ioqGDu3Llo0aIFBg8e/J5fgQ8jNjYWAwcOxPTp0zF06FBhXxZZWVloaGgAAKZPn47u3bvD398fAwYMwJ49e5CcnIzNmzcDqCy2DBs2DCkpKTh8+DDKysqEOBoaGpCVlRWKZFWqlvZq27YtWrZsWWt+rq6u2LBhA2bPno1x48YhJiYG+/btE7ufQOXso5CQEIwdO1bi/VUyMzPx5MkTZGZmoqysTJhhY2BgAGVlZXzzzTfw9PSEm5sbpk6divLycqxYsQLS0tI1Fk9q4+3tDVdXV2hpaaFfv37Iz89HfHw8pk6dCgMDA5SWlmL9+vUYNGgQ4uPjsWnTJrHz582bh44dO2Ly5MlwdXWFrKwsYmNjMXz48FqXu3tVnz59YG1tDQcHB6xatQrt2rVDVlYWjhw5gv/85z+wsrLC9OnT4eTkBCsrK9ja2mLnzp24du2a2BJ370tJSQlcXFywYMECZGRkwMvLC1OmTBEKTr169UJoaCgGDRoEdXV1LFq0CI0aNRKLIclnmIjoXXEPFyIiIiIiIiJq8NasWQNra2sMHDgQffr0ga2tLYyNjSEvLy/Wb9asWUhOToaFhQWWLFmCNWvWwM7OTmj39/dHVFQUdHV1YWFhUa+cQkJCYGlpiYEDB8La2hoVFRU4evRotaWV/qnCwsJQVFSE5cuXo1mzZsJjyJAhQh8bGxvs2rULmzdvhpmZGX755RdEREQIhaf79+8jMjISf/31F8zNzcXinD17tl756evr48iRI4iKioKZmRn8/f2xdetWsfsJVO6DkpmZiXHjxkkce9GiRbCwsICXlxcKCgpgYWEBCwsLJCcnAwDat2+PQ4cO4fLly7C2tka3bt2QlZWF48ePo1mzZkIckUiE0NDQWscZO3YsAgMD8dNPP8HU1BQDBw7E7du3AVTuZ7JmzRqsXLkSHTp0wM6dO7F8+XKx89u1a4eTJ0/i0qVL6NKlC6ytrfHrr79KXFgSiUQ4evQovv76azg7O6Ndu3YYNWoU7t27B21tbQDAyJEjsXDhQsyePRuWlpa4d+8eJk2aJPFr+TZ69+4NQ0NDfP311xg5ciS+/fZbeHt7C+3z5s1D9+7dMXDgQAwYMAAODg5i+8IA7/czTET0OlHF2y6GSERERERERET/SsXFxUhPT4e+vn61QsXnprCwEC1atIC/vz9cXFwAVP7lu7u7u9jyV0QfSnp6Otq1a4fr16/D0NDwU6fzj+fk5ITc3FxERER86lSI6F9I0t+BuKQYERERERERETV4Fy9exM2bN9GlSxfk5eXB19cXAD6b5buo4Tl69CgmTpzIYgsRUQPCggsRERERERER/Sv4+fkhLS0NsrKysLS0xOnTpyXax4LoQ3Bzc/vUKRAR0XvGJcWIiIiIiIiISCINaUkxIiIiIklJ+juQ1EfMiYiIiIiIiIiIiIiIqEFiwYWIiIiIiIiIiIiIiKieWHAhIiIiIiIiIiIiIiKqJxZciIiIiIiIiIiIiIiI6okFFyIiIiIiIiIiIiIionpiwYWIiIiIiIiIiIiIiKieWHAhIiIiIiIiImrgevToAXd3d4n7Z2RkQCQSITU19YPlRG/m5OQEBweHT50GERFJSPpTJ0BEREREREREnz+9uUc+2lgZKwZ8tLFeJxKJcPDgwbf6EnzPnj0YPXo0Bg8ejIiIiA+WW13Cw8MhIyMjcX9dXV1kZ2ejadOmtfaJi4tDQEAAzp8/j2fPnsHQ0BCenp5wdHQU67d//34sXLgQGRkZMDQ0xMqVK9G/f38AQGlpKRYsWICjR4/ijz/+gJqaGvr06YMVK1agefPm1cZ88eIFunbtikuXLuHixYswNzev8zri4uIwc+ZMXLt2Dbq6uliwYAGcnJyEdj09Pdy7d6/aeZMnT8bGjRtrjbt06VIcOXIEqampkJWVRW5ubrU+SUlJmDt3Li5cuACRSIQuXbpg1apVMDMzqzPnV61duxYVFRUS939fQkND4e7uXuN1ERFR7TjDhYiIiIiIiIjoA8nIyICHhwe6dev2SfPQ0NCAioqKxP0bNWoEHR0dSEvX/re6Z8+eRadOnXDgwAFcvnwZzs7OGDNmDA4fPizWZ/To0XBxccHFixfh4OAABwcHXL16FQBQVFSElJQULFy4ECkpKQgPD0daWhq+/fbbGsecPXt2jYWYmqSnp2PAgAHo2bMnUlNT4e7ujvHjx+PEiRNCn6SkJGRnZwuPqKgoAMDw4cPrjF1SUoLhw4dj0qRJNbYXFBTA3t4erVq1QmJiIs6cOQMVFRXY2dmhtLRUovwBQE1NDerq6hL3JyKiT4sFFyIiIiIiIiJq8PLz8+Ho6AglJSU0a9YMAQEB1ZbZ0tPTw+LFizF69GgoKSmhRYsWYrMc9PT0AAD/+c9/IBKJhOe1KSsrg6OjI3x8fNCmTZtq7U+fPsWYMWPQuHFjKCoqol+/frh9+3adMePi4iASiXDixAlYWFhAQUEBvXr1wsOHD3Hs2DEYGxtDVVUV3333HYqKioTzarrWZcuWYdy4cVBRUUGrVq2wefNmoV2SJcXmz5+PxYsXw8bGBm3btsX06dNhb2+P8PBwoc/atWthb28PT09PGBsbY/Hixfjiiy+wYcMGAJUFhaioKIwYMQJGRkb48ssvsWHDBly4cAGZmZli4x07dgwnT56En59fna9RlU2bNkFfXx/+/v4wNjbGlClTMGzYMAQEBAh9NDU1oaOjIzwOHz6Mtm3bonv37nXG9vHxwYwZM9CxY8ca22/evIknT57A19cXRkZGMDU1hZeXFx48eFDjjJravL6kWI8ePTBt2jTMnj0bGhoa0NHRgbe3t9g5IpEIQUFB6NevHxQUFNCmTRv88ssvQnvVe+jV2SupqakQiUTIyMhAXFwcnJ2dkZeXB5FIBJFIVG0MIiKqGQsuRERERERERNTgzZw5E/Hx8YiMjERUVBROnz6NlJSUav1Wr14NMzMzXLx4EXPnzsX06dOFWQ9JSUkAgJCQEGRnZwvPa+Pr6wstLS24uLjU2O7k5ITk5GRERkYiISEBFRUV6N+/v0QzILy9vbFhwwacPXsWf/75J0aMGIHAwEDs2rULR44cwcmTJ7F+/fo6Y/j7+8PKygoXL17E5MmTMWnSJKSlpb1x7Lrk5eVBQ0NDeJ6QkIA+ffqI9bGzs0NCQkKdMUQikdjMjgcPHmDChAn43//+B0VFRYlyeduxS0pKsGPHDowbNw4ikUiiMWpjZGSEJk2aIDg4GCUlJXj+/DmCg4NhbGz8xkLdm4SFhUFJSQmJiYlYtWoVfH19hfdolYULF2Lo0KG4dOkSHB0dMWrUKNy4cUOi+DY2NggMDISqqqow88fDw6NeORMR/Vuw4EJEREREREREDVp+fj7CwsLg5+eH3r17o0OHDggJCUFZWVm1vra2tpg7dy7atWuHqVOnis2I0NTUBACoq6tDR0dHeF6TM2fOIDg4GFu2bKmx/fbt24iMjMTWrVvRrVs3mJmZYefOnbh//75E+7wsWbIEtra2sLCwgIuLC06dOoWgoCBYWFigW7duGDZsGGJjY+uM0b9/f0yePBkGBgaYM2cOmjZt+sZz6rJv3z4kJSXB2dlZOJaTkwNtbW2xftra2sjJyakxRnFxMebMmYPRo0dDVVUVAFBRUQEnJye4urrCyspK4nxqG/vZs2d4/vx5tf4RERHIzc0V2+PlXamoqCAuLg47duyAgoIClJWVcfz4cRw7dqzOZdok0alTJ3h5ecHQ0BBjxoyBlZUVoqOjxfoMHz4c48ePR7t27bB48WJYWVm9sQBXRVZWFmpqahCJRMLMH2Vl5XrlTET0b8GCCxERERERERE1aH/88QdKS0vRpUsX4ZiamhqMjIyq9bW2tq72vK6ZAZmZmVBWVhYey5YtQ35+Pn744Qds2bKl1k3nb9y4AWlpaXTt2lU41qRJExgZGQnj9evXT4hramoqdn6nTp2En7W1taGoqCi2bJm2tjYePnxYa96vx6j6cr22c0xNTYVc+vXrV609NjYWzs7O2LJlS7VcJVVaWooRI0agoqICQUFBwvH169cjPz8f8+bNq/XcV++Bq6vrO40fHByMfv36ie0R4+rqKhZbUs+fP4eLiwtsbW1x7tw5xMfHo0OHDhgwYECNxZ638ep9A4BmzZpVu29v+z4mIqL3o34ldSIiIiIiIiKif7HmzZuL7XOioaGBu3fvIiMjA4MGDRKOl5eXAwCkpaUlXrZr69atwpfzMjIyYm2vPheJRNXaRSKRMGZt3uaco0ePCkudKSgoiLWdOnUKgwYNQkBAAMaMGSPWpqOjgwcPHogde/DgAXR0dMSOVRVb7t27h5iYGGF2CwDExMQgISEBcnJyYudYWVnB0dERYWFhYveg6tzaxlZVVa12Dffu3cNvv/0mtv8MULks3Lssp7Vr1y5kZGQgISEBUlJSwrHGjRvj119/xahRo946ZpV3udevqsqnoqJCOCbJMnZERPRmLLgQERERERERUYPWpk0byMjIICkpCa1atQJQuU/IrVu38PXXX4v1PXfuXLXnxsbGwnMZGRmxpcikpaVhYGAgdo6ioiKuXLkidmzBggXIz8/H2rVroauri/Lycrx8+RKJiYmwsbEBADx+/BhpaWkwMTEBALRo0aKeV/7+tG7dusbjcXFxGDhwIFauXImJEydWa7e2tkZ0dDTc3d2FY1FRUWIzMKqKLbdv30ZsbCyaNGkiFmPdunVYsmSJ8DwrKwt2dnbYu3evMEPo9XtQNfbRo0fFjr0+dpWQkBBoaWlhwIABYse1tLSgpaVV47XXpaioCFJSUmJ7wVQ9f5viyLs6d+6cWPHr3LlzsLCwAPB/S+NlZ2ejcePGACBWsAIqlxWrack9IiKqGwsuRERERERERNSgqaioYOzYsfD09ISGhga0tLTg5eVV7QtxAIiPj8eqVavg4OCAqKgo7N+/H0eOHBHa9fT0EB0dDVtbW8jJyQlfWL9KXl4eHTp0EDtWtQF81XFDQ0MMHjwYEyZMwM8//wwVFRXMnTsXLVq0wODBg9/zK/BhxMbGYuDAgZg+fTqGDh0q7MsiKysLDQ0NAMD06dPRvXt3+Pv7Y8CAAdizZw+Sk5OxefNmAJXFlmHDhiElJQWHDx9GWVmZEEdDQwOysrJCkaxK1dJebdu2RcuWLWvNz9XVFRs2bMDs2bMxbtw4xMTEYN++fWL3E6icfRQSEoKxY8dKvL9KZmYmnjx5gszMTJSVlQkFCwMDAygrK+Obb76Bp6cn3NzcMHXqVJSXl2PFihWQlpZGz549JRqjPvbv3w8rKyt89dVX2LlzJ86fP4/g4GAhR11dXXh7e2Pp0qW4desW/P39xc7X09NDQUEBoqOjYWZmBkVFRSgqKn7wvImIPnfcw4WIiIiIiIiIGrw1a9bA2toaAwcORJ8+fWBrawtjY2PIy8uL9Zs1axaSk5NhYWGBJUuWYM2aNbCzsxPa/f39ERUVBV1dXWHGwLsKCQmBpaUlBg4cCGtra1RUVODo0aPVloz6pwoLC0NRURGWL1+OZs2aCY8hQ4YIfWxsbLBr1y5s3rwZZmZm+OWXXxARESEUnu7fv4/IyEj89ddfMDc3F4tz9uzZeuWnr6+PI0eOICoqCmZmZvD398fWrVvF7icA/Pbbb8jMzMS4ceMkjr1o0SJYWFjAy8sLBQUFsLCwgIWFBZKTkwEA7du3x6FDh3D58mVYW1ujW7duyMrKwvHjx9GsWTMhjkgkQmhoaL2usyY+Pj7Ys2cPOnXqhO3bt2P37t3CzCkZGRns3r0bN2/eRKdOnbBy5UqxGURA5X1zdXXFyJEjoampiVWrVr33HImIGiJRxasLNhIRERERERER1aK4uBjp6enQ19evVqj43BQWFqJFixbw9/eHi4sLgMq/6nd3dxdb/oroQ0lPT0e7du1w/fp1GBoavre4IpEIBw8ehIODw3uLSUT0byfp70BcUoyIiIiIiIiIGryLFy/i5s2b6NKlC/Ly8uDr6wsAn83yXdTwHD16FBMnTnyvxRYiIvq0WHAhIiIiIiIion8FPz8/pKWlQVZWFpaWljh9+jSaNm36qdOifyk3N7dPnQIREb1nLLgQERERERERUYNnYWGBCxcu1NknIyPj4yRD9AFx9wAiok9H6lMnQERERERERERERERE9LljwYWIiIiIiIiIiIiIiKieWHAhIiIiIiIiIiIiIiKqJxZciIiIiIiIiIiIiIiI6okFFyIiIiIiIiIiIiIionpiwYWIiIiIiIiIiIiIiKieWHAhIiIiIiIiImrgevToAXd3d4n7Z2RkQCQSITU19YPlRERE1NCw4EJERERERERE9eet9vEen5BIJEJERMRbnbNnzx6IRCI4ODh8kJwkER4ejsWLF0vcX1dXF9nZ2ejQoUOtfeLi4jB48GA0a9YMSkpKMDc3x86dO6v1279/P9q3bw95eXl07NgRR48eFdpKS0sxZ84cdOzYEUpKSmjevDnGjBmDrKysGsd88eIFzM3NJS4GxcXF4YsvvoCcnBwMDAwQGhoq1q6npweRSFTt4ebmVmfcpUuXwsbGBoqKilBXV6+xT1JSEnr37g11dXU0btwYdnZ2uHTp0htzft9CQ0NrzbG+4uLiIBKJkJub+0HiExF9blhwISIiIiIiIiL6QDIyMuDh4YFu3bp90jw0NDSgoqIicf9GjRpBR0cH0tLStfY5e/YsOnXqhAMHDuDy5ctwdnbGmDFjcPjwYbE+o0ePhouLCy5evAgHBwc4ODjg6tWrAICioiKkpKRg4cKFSElJQXh4ONLS0vDtt9/WOObs2bPRvHlzia4hPT0dAwYMQM+ePZGamgp3d3eMHz8eJ06cEPokJSUhOztbeERFRQEAhg8fXmfskpISDB8+HJMmTaqxvaCgAPb29mjVqhUSExNx5swZqKiowM7ODqWlpRLlT0REnx8WXIiIiIiIiIiowcvPz4ejoyOUlJTQrFkzBAQEVFtmS09PD4sXL8bo0aOhpKSEFi1aYOPGjWLtAPCf//wHIpFIeF6bsrIyODo6wsfHB23atKnW/vTpU4wZMwaNGzeGoqIi+vXrh9u3b9cZs2pGwYkTJ2BhYQEFBQX06tULDx8+xLFjx2BsbAxVVVV89913KCoqEs6r6VqXLVuGcePGQUVFBa1atcLmzZuFdkmWFJs/fz4WL14MGxsbtG3bFtOnT4e9vT3Cw8OFPmvXroW9vT08PT1hbGyMxYsX44svvsCGDRsAAGpqaoiKisKIESNgZGSEL7/8Ehs2bMCFCxeQmZkpNt6xY8dw8uRJ+Pn51fkaVdm0aRP09fXh7+8PY2NjTJkyBcOGDUNAQIDQR1NTEzo6OsLj8OHDaNu2Lbp3715nbB8fH8yYMQMdO3assf3mzZt48uQJfH19YWRkBFNTU3h5eeHBgwe4d++eRPkDQHl5OXx9fdGyZUvIycnB3Nwcx48fF9prmmGSmpoKkUiEjIwMxMXFwdnZGXl5ecLsHW9vbwBvfr/X9B7Izc2FSCRCXFwcMjIy0LNnTwBA48aNIRKJ4OTkJPG1ERE1RCy4EBEREREREVGDN3PmTMTHxyMyMhJRUVE4ffo0UlJSqvVbvXo1zMzMcPHiRcydOxfTp08XZj0kJSUBAEJCQpCdnS08r42vry+0tLTg4uJSY7uTkxOSk5MRGRmJhIQEVFRUoH///hLNgPD29saGDRtw9uxZ/PnnnxgxYgQCAwOxa9cuHDlyBCdPnsT69evrjOHv7w8rKytcvHgRkydPxqRJk5CWlvbGseuSl5cHDQ0N4XlCQgL69Okj1sfOzg4JCQl1xhCJRGLLYD148AATJkzA//73PygqKkqUy9uOXVJSgh07dmDcuHEQiUQSjVEbIyMjNGnSBMHBwSgpKcHz588RHBwMY2PjNxbqXrV27Vr4+/vDz88Ply9fhp2dHb799ts3Fuaq2NjYIDAwEKqqqsIsHg8PD6G9rvf7m+jq6uLAgQMAgLS0NGRnZ2Pt2rUSXxsRUUNU+7xQIiIiIiIiIqIGID8/H2FhYdi1axd69+4NoLJoUtPSVLa2tpg7dy4AoF27doiPj0dAQAC++eYbaGpqAgDU1dWho6NT55hnzpxBcHBwrTNEbt++jcjISMTHx8PGxgYAsHPnTujq6iIiIuKNS1otWbIEtra2AAAXFxfMmzcPd+/eFWbSDBs2DLGxsZgzZ06tMfr374/JkycDAObMmYOAgADExsbCyMiozrFrs2/fPiQlJeHnn38WjuXk5EBbW1usn7a2NnJycmqMUVxcjDlz5mD06NFQVVUFAFRUVMDJyQmurq6wsrJCRkaGRPnUNvazZ8/w/PlzKCgoiLVFREQgNzf3vczSUFFRQVxcHBwcHIS9cwwNDXHixIk6l2l7nZ+fH+bMmYNRo0YBAFauXInY2FgEBgaKzUapjaysLNTU1CASiWp8z9b1fn+TRo0aCcU1LS2tD7ZPDBHR54QzXIiIiIiIiIioQfvjjz9QWlqKLl26CMfU1NRqLCxYW1tXe37jxo1aY2dmZkJZWVl4LFu2DPn5+fjhhx+wZcsWNG3atMbzbty4AWlpaXTt2lU41qRJExgZGQnj9evXT4hramoqdn6nTp2En7W1taGoqCi2bJm2tjYePnxYa96vx6j6Qr62c0xNTYVc+vXrV609NjYWzs7O2LJlS7VcJVVaWooRI0agoqICQUFBwvH169cjPz8f8+bNq/XcV++Bq6vrO40fHByMfv36iRXiXF1dxWJL6vnz53BxcYGtrS3OnTuH+Ph4dOjQAQMGDMDz588livHs2TNkZWUJhbUqtra2db4n38bbvt+JiKhunOFCRERERERERPSOmjdvLjaLRUNDA3fv3kVGRgYGDRokHC8vLwcASEtLS7xs19atW4Uv52VkZMTaXn0uEomqtYtEImHM2rzNOUePHhWWOnt9ZsipU6cwaNAgBAQEYMyYMWJtOjo6ePDggdixBw8eVJttUVVsuXfvHmJiYoTZLQAQExODhIQEyMnJiZ1jZWUFR0dHhIWFid2DqnNrG1tVVbXaNdy7dw+//fab2P4zQOWycK8uwSWpXbt2ISMjAwkJCZCSkhKONW7cGL/++qswY6W+qmJXVFQIxyRZku5TxyYiaqhYcCEiIiIiIiKiBq1NmzaQkZFBUlISWrVqBaByn5Bbt27h66+/Fut77ty5as+NjY2F5zIyMigrKxOeS0tLw8DAQOwcRUVFXLlyRezYggULkJ+fj7Vr10JXVxfl5eV4+fIlEhMThSXFHj9+jLS0NJiYmAAAWrRoUc8rf39at25d4/G4uDgMHDgQK1euxMSJE6u1W1tbIzo6Gu7u7sKxqKgosZkVVcWW27dvIzY2Fk2aNBGLsW7dOixZskR4npWVBTs7O+zdu1eYIfT6Paga++jRo2LHXh+7SkhICLS0tDBgwACx41paWtDS0qrx2utSVFQEKSkpsb1gqp6/qRBWRVVVFc2bN0d8fDy6d+8uHI+Pjxdma1Utc5ednY3GjRsDQLVl7GRlZcXes6+q6/3+amwLC4taYwOoNT4R0b8NCy5ERERERERE1KCpqKhg7Nix8PT0hIaGBrS0tODl5VXtC3Gg8svsVatWwcHBAVFRUdi/fz+OHDkitOvp6SE6Ohq2traQk5MTvuR+lby8PDp06CB2rGp/i6rjhoaGGDx4MCZMmICff/4ZKioqmDt3Llq0aIHBgwe/51fgw4iNjcXAgQMxffp0DB06VNiXRVZWVtjbY/r06ejevTv8/f0xYMAA7NmzB8nJydi8eTOAymLLsGHDkJKSgsOHD6OsrEyIo6GhAVlZWaFIVqVqaa+2bduiZcuWtebn6uqKDRs2YPbs2Rg3bhxiYmKwb98+sfsJVM4+CgkJwdixYyXeXyUzMxNPnjxBZmYmysrKhEKEgYEBlJWV8c0338DT0xNubm6YOnUqysvLsWLFCkhLS6Nnz54SjQEAnp6e8PLyQtu2bWFubo6QkBCkpqZi586dwni6urrw9vbG0qVLcevWLfj7+4vF0NPTQ0FBAaKjo2FmZgZFRUUoKioCqPv9rqCggC+//BIrVqyAvr4+Hj58iAULFojFbt26NUQiEQ4fPoz+/ftDQUHhrZZeIyJqaLiHCxERERERERE1eGvWrIG1tTUGDhyIPn36wNbWFsbGxpCXlxfrN2vWLCQnJ8PCwgJLlizBmjVrYGdnJ7T7+/sjKioKurq6wl/9v6uQkBBYWlpi4MCBsLa2RkVFBY4ePVptqa9/qrCwMBQVFWH58uVo1qyZ8BgyZIjQx8bGBrt27cLmzZthZmaGX375BREREULh6f79+4iMjMRff/0Fc3NzsThnz56tV376+vo4cuQIoqKiYGZmBn9/f2zdulXsfgLAb7/9hszMTIwbN07i2IsWLYKFhQW8vLxQUFAACwsLWFhYIDk5GQDQvn17HDp0CJcvX4a1tTW6deuGrKwsHD9+HM2aNRPiiEQihIaG1jrOtGnTMHPmTMyaNQsdO3bE8ePHERkZCUNDQwCVM652796NmzdvolOnTli5cqXYbCCg8h64urpi5MiR0NTUxKpVq4S2N73ft23bhpcvX8LS0hLu7u7VYrdo0QI+Pj6YO3cutLW1MWXKFIlfQyKihkhU8epCjEREREREREREtSguLkZ6ejr09fWrFSo+N4WFhWjRogX8/f3h4uICoHImgLu7u9jyV0QfSnp6Otq1a4fr168LBZSPie93IiLJSfo7EJcUIyIiIiIiIqIG7+LFi7h58ya6dOmCvLw8+Pr6AsBns3wXNTxHjx7FxIkTP0mxhYiIPgwWXIiIiIiIiIjoX8HPzw9paWmQlZWFpaUlTp8+jaZNm37qtOhfys3N7VOnQERE7xkLLkRERERERETU4FlYWODChQt19snIyPg4yRD9A/D9TkT0/kl96gSIiIiIiIiIiIiIiIg+dyy4EBERERERERERERER1RMLLkRERERERERERERERPXEggsREREREREREREREVE9seBCRERERERERERERERUTyy4EBERERERERERERER1RMLLkRERERERERE9I/Vo0cPuLu7f+o0iIiI3kj6UydARERERERERJ+/jmEdP9pYV8Ze+SBxp02bhvj4eFy9ehXGxsZITU194znh4eEICgpCamoqXrx4AVNTU3h7e8POzk6s38aNG7F69Wrk5OTAzMwM69evR5cuXQAAT548gZeXF06ePInMzExoamrCwcEBixcvhpqaWrUxHz9+DDMzM9y/fx9Pnz6Furp6rfldu3YNixYtwoULF3Dv3j0EBARUK14sX74c4eHhuHnzJhQUFGBjY4OVK1fCyMiozmtfunQpjhw5gtTUVMjKyiI3N1esPTQ0FM7OzjWe++DBA2hpadUZv0p4eDhkZGQk6vs+eXt7IyIiQqL3AREREcAZLkREREREREREgnHjxmHkyJES9//999/xzTff4OjRo7hw4QJ69uyJQYMG4eLFi0KfvXv3YubMmfDy8kJKSgrMzMxgZ2eHhw8fAgCysrKQlZUFPz8/XL16FaGhoTh+/DhcXFxqHNPFxQWdOnWSKL+ioiK0adMGK1asgI6OTo19Tp06BTc3N5w7dw5RUVEoLS1F3759UVhYWGfskpISDB8+HJMmTaqxfeTIkcjOzhZ72NnZoXv37hIXWwBAQ0MDKioqEvcnIiL6VFhwISIiIiIiIqIG78WLF5g2bRq0tLQgLy+Pr776CklJSWJ91q1bBzc3N7Rp00biuIGBgZg9ezY6d+4MQ0NDLFu2DIaGhjh06JDQZ82aNZgwYQKcnZ1hYmKCTZs2QVFREdu2bQMAdOjQAQcOHMCgQYPQtm1b9OrVC0uXLsWhQ4fw8uVLsfGCgoKQm5sLDw8PifLr3LkzVq9ejVGjRkFOTq7GPsePH4eTkxNMTU1hZmaG0NBQZGZm4sKFC3XG9vHxwYwZM9CxY82zmxQUFKCjoyM8GjVqhJiYmFoLSbV5fUkxPT09LFu2DOPGjYOKigpatWqFzZs3C+0ZGRkQiUTYs2cPbGxsIC8vjw4dOuDUqVNCn9DQ0GozgyIiIiASiYR2Hx8fXLp0CSKRCCKRCKGhoW+VNxER/fuw4EJEREREREREDd7s2bNx4MABhIWFISUlBQYGBrCzs8OTJ0/e6zjl5eXIz8+HhoYGgMpZIBcuXECfPn2EPlJSUujTpw8SEhJqjZOXlwdVVVVIS//favDXr1+Hr68vtm/fDimpD/eVTl5eHgAI1/C+bN++HYqKihg2bFi9Y/n7+8PKygoXL17E5MmTMWnSJKSlpYn18fT0xKxZs3Dx4kVYW1tj0KBBePz4sUTxR44ciVmzZsHU1FSYnfM2M5+IiOjfiQUXIiIiIiIiImrQCgsLERQUhNWrV6Nfv34wMTHBli1boKCggODg4Pc6lp+fHwoKCjBixAgAwKNHj1BWVgZtbW2xftra2sjJyakxxqNHj7B48WJMnDhROPbixQuMHj0aq1evRqtWrd5rzq8qLy+Hu7s7bG1t0aFDh/caOzg4GN999x0UFBTqHat///6YPHkyDAwMMGfOHDRt2hSxsbFifaZMmYKhQ4fC2NgYQUFBUFNTk/h+KygoQFlZGdLS0sIMnfeRNxERNWwsuBARERERERFRg3b37l2UlpbC1tZWOCYjI4MuXbrgxo0bEsdRVlYWHq6urtXad+3aBR8fH+zbt++t9ih51bNnzzBgwACYmJjA29tbOD5v3jwYGxvj+++/r/G8zMxMsfyWLVv2TuO7ubnh6tWr2LNnj3DM1dVVLPa7SEhIwI0bN956ObHavLqHjUgkgo6OjrAnThVra2vhZ2lpaVhZWb3V/SYiInpb0m/uQkREREREREREqampws+qqqpibXv27MH48eOxf/9+seXDmjZtikaNGuHBgwdi/R88eFBtE/v8/HzY29tDRUUFBw8ehIyMjNAWExODK1eu4JdffgEAVFRUCPF//PFHLFy4UCy/d1kObMqUKTh8+DB+//13tGzZUjju6+sr8Z4xtdm6dSvMzc1haWlZrzhVXn1tgMqiS3l5ucTnS0lJCa9hldLS0veSGxER/Xux4EJEREREREREDVrbtm0hKyuL+Ph4tG7dGkDll+tJSUlim7G/iYGBQY3Hd+/ejXHjxmHPnj0YMGCAWJusrCwsLS0RHR0NBwcHAJXLdkVHR2PKlClCv2fPnsHOzg5ycnKIjIyEvLy8WJwDBw7g+fPnwvOkpCSMGzcOp0+fRtu2bSEtLV1rfm9SUVGBqVOn4uDBg4iLi4O+vr5Yu5aW1jvP2AGAgoIC7Nu3D8uXL3/nGO/i3Llz+PrrrwEAL1++xIULF4TXXFNTE/n5+SgsLISSkhIA8YIaUHnvysrKPmrORET0eWPBhYiIiIiIiIgaNCUlJUyaNAmenp7Q0NBAq1atsGrVKhQVFYktcXXnzh0UFBQgJycHz58/F76ANzExgaysbI2xd+3ahbFjx2Lt2rXo2rWrsC+LgoIC1NTUAAAzZ87E2LFjYWVlhS5duiAwMBCFhYVwdnYGUFls6du3L4qKirBjxw48e/YMz549A1BZGGjUqBHatm0rNu6jR48AAMbGxlBXV6/12ktKSnD9+nXh5/v37yM1NRXKyspCgcbNzQ27du3Cr7/+ChUVFeEa1NTU6ty3JDMzE0+ePEFmZibKysqE18vAwEBs6bG9e/fi5cuXtS6H9qFs3LgRhoaGMDY2RkBAAJ4+fYpx48YBALp27QpFRUXMnz8f06ZNQ2JiIkJDQ8XO19PTQ3p6OlJTU9GyZUuoqKhATk7uo14DERF9XriHCxERERERERE1eCtWrMDQoUPxww8/4IsvvsCdO3dw4sQJNG7cWOgzfvx4WFhY4Oeff8atW7dgYWEBCwsLZGVl1Rp38+bNePnyJdzc3NCsWTPhMX36dKHPyJEj4efnh0WLFsHc3Bypqak4fvw4tLW1AQApKSlITEzElStXYGBgIBbnzz//rNd1Z2VlCdeRnZ0NPz8/WFhYYPz48UKfoKAg5OXloUePHmJj7927t87YixYtgoWFBby8vFBQUCCMk5ycLNYvODgYQ4YMqbEwlJGRAZFIhLi4uHpdZ01WrFiBFStWwMzMDGfOnEFkZCSaNm0KoHLJtR07duDo0aPo2LEjdu/eLbZnDgAMHToU9vb26NmzJzQ1NbF79+73niMRETUsoorXF6wkIiIiIiIiIqpBcXEx0tPToa+vX23JK6J3ERsbiyFDhuCPP/4QK37VR0ZGBvT19XHx4kWYm5u/l5hERPTvJunvQJzhQkREREREREREn8TRo0cxf/7891ZsISIi+pS4hwsREREREREREX0Sq1ev/tQpEBERvTcsuBARERERERERUYOhp6cHrqBPRESfApcUIyIiIiIiIiIiIiIiqicWXIiIiIiIiIiIiIiIiOqJBRciIiIiIiIiIiIiIqJ6YsGFiIiIiIiIiIiIiIionlhwISIiIiIiIiIiIiIiqicWXIiIiIiIiIiIiIiIiOqJBRciIiIiIiIiIiIiIqJ6YsGFiIiIiIiIiOrtRnvjj/b4UKZNmwZLS0vIycnB3NxconPCw8PxzTffQFNTE6qqqrC2tsaJEyeq9du4cSP09PQgLy+Prl274vz580LbkydPMHXqVBgZGUFBQQGtWrXCtGnTkJeXV+OYjx8/RsuWLSESiZCbm1tnfteuXcPQoUOhp6cHkUiEwMDAan2WL1+Ozp07Q0VFBVpaWnBwcEBaWtobr33p0qWwsbGBoqIi1NXVq7WHhoZCJBLV+Hj48OEb479P3t7eEt/TtxUaGlrj9RMR0b8PCy5ERERERERERP/fuHHjMHLkSIn7//777/jmm29w9OhRXLhwAT179sSgQYNw8eJFoc/evXsxc+ZMeHl5ISUlBWZmZrCzsxOKDllZWcjKyoKfnx+uXr2K0NBQHD9+HC4uLjWO6eLigk6dOkmUX1FREdq0aYMVK1ZAR0enxj6nTp2Cm5sbzp07h6ioKJSWlqJv374oLCysM3ZJSQmGDx+OSZMm1dg+cuRIZGdniz3s7OzQvXt3aGlpSZQ/ERHR54QFFyIiIiIiIiJq8F68eIFp06ZBS0sL8vLy+Oqrr5CUlCTWZ926dXBzc0ObNm0kjhsYGIjZs2ejc+fOMDQ0xLJly2BoaIhDhw4JfdasWYMJEybA2dkZJiYm2LRpExQVFbFt2zYAQIcOHXDgwAEMGjQIbdu2Ra9evbB06VIcOnQIL1++FBsvKCgIubm58PDwkCi/zp07Y/Xq1Rg1ahTk5ORq7HP8+HE4OTnB1NQUZmZmCA0NRWZmJi5cuFBnbB8fH8yYMQMdO3assV1BQQE6OjrCo1GjRoiJiam1kFSbN927mmaYREREQCQSCe0+Pj64dOmSMMMmNDQUACASiRAUFIR+/fpBQUEBbdq0wS+//CLEiYuLqzaTKDU1FSKRCBkZGYiLi4OzszPy8vKE2N7e3m91fURE1HCw4EJEREREREREDd7s2bNx4MABhIWFISUlBQYGBrCzs8OTJ0/e6zjl5eXIz8+HhoYGgMpZIBcuXECfPn2EPlJSUujTpw8SEhJqjZOXlwdVVVVIS0sLx65fvw5fX19s374dUlIf7iudqqXMqq7hfdm+fTsUFRUxbNiwtzqvvvdu5MiRmDVrFkxNTYWZNq/OYlq4cCGGDh2KS5cuwdHREaNGjcKNGzckim1jY4PAwECoqqoKsSUthhERUcPDggsRERERERERNWiFhYUICgrC6tWr0a9fP5iYmGDLli1QUFBAcHDwex3Lz88PBQUFGDFiBADg0aNHKCsrg7a2tlg/bW1t5OTk1Bjj0aNHWLx4MSZOnCgce/HiBUaPHo3Vq1ejVatW7zXnV5WXl8Pd3R22trbo0KHDe40dHByM7777DgoKChKf8z7unYKCApSVlSEtLS3Mtnk1h+HDh2P8+PFo164dFi9eDCsrK6xfv16i2LKyslBTU4NIJBJiKysrS3x9RETUsLDgQkREREREREQN2t27d1FaWgpbW1vhmIyMDLp06SLxTAYAUFZWFh6urq7V2nft2gUfHx/s27fvnfcoefbsGQYMGAATExOxpanmzZsHY2NjfP/99zWel5mZKZbfsmXL3ml8Nzc3XL16FXv27BGOubq6isV+FwkJCbhx48ZbLyf2vu5dXaytras9f1+xiYjo30X6zV2IiIiIiIiIiCg1NVX4WVVVVaxtz549GD9+PPbv3y+2fFjTpk3RqFEjPHjwQKz/gwcPqm1in5+fD3t7e6ioqODgwYOQkZER2mJiYnDlyhVhf5GKigoh/o8//oiFCxeK5fcuy4FNmTIFhw8fxu+//46WLVsKx319feu9TNbWrVthbm4OS0vLesWpiZSUlPB6VCktLX1vsQGIxX9fsYmIqOHhDBciIiIiIiIiatDatm0LWVlZxMfHC8dKS0uRlJQEExMTieMYGBgIj1dnsOzevRvOzs7YvXs3BgwYIHaOrKwsLC0tER0dLRwrLy9HdHS02MyKZ8+eoW/fvpCVlUVkZCTk5eXF4hw4cACXLl1CamoqUlNTsXXrVgDA6dOn4ebmBmlpabH83qbgUlFRgSlTpuDgwYOIiYmBvr6+WLuWlpZY7LdVUFCAffv2vfXsFkCye6epqYn8/HwUFhYKfV4tPgGV96GsrKzGMc6dO1ftubGxsRAbALKzs98pNhER/btwhgsRERERERERNWhKSkqYNGkSPD09oaGhgVatWmHVqlUoKioSKwLcuXMHBQUFyMnJwfPnz4Uv1k1MTCArK1tj7F27dmHs2LFYu3YtunbtKuzLoqCgADU1NQDAzJkzMXbsWFhZWaFLly4IDAxEYWEhnJ2dAfxfsaWoqAg7duzAs2fP8OzZMwCVX/g3atQIbdu2FRv30aNHAABjY2Ooq6vXeu0lJSW4fv268PP9+/eRmpoKZWVloXji5uaGXbt24ddff4WKiopwDWpqanXut5KZmYknT54gMzMTZWVlwutlYGAgtvTY3r178fLly1qXQ6uLJPeua9euUFRUxPz58zFt2jQkJiYiNDRULI6enh7S09ORmpqKli1bQkVFBXJycgCA/fv3w8rKCl999RV27tyJ8+fPC/vDGBgYQFdXF97e3li6dClu3boFf3//arELCgoQHR0NMzMzKCoqQlFR8a2vlYiIPn+iitfnXBIRERERERER1aC4uBjp6enQ19evNgPjRnvjj5aH8c2331+juLgYs2fPxu7du5Gfnw8rKysEBASgc+fOQp8ePXrg1KlT1c5NT0+Hnp5ejXFrO2fs2LFiX/pv2LABq1evRk5ODszNzbFu3Tp07doVABAXF4eePXvWGL+2savOefr0aZ0Fl4yMjGozVgCge/fuiIuLAwCIRKIazw0JCYGTk1OtsZ2cnBAWFlbteGxsLHr06CE8t7Gxgb6+Pnbu3Flrfq+f8ypJ7l1ERAQ8PT1x//599O7dG99++y0mTpwoLAX24sULODo6Ijo6Grm5ucK1iUQibNy4EREREfj999/RrFkzrFy5EiNGjBBix8fHY9KkSbh9+zY6d+6MadOmYfjw4WL3ZtKkSdi/fz8eP34MLy8vsf13iIjo81fX70CvYsGFiIiIiIiIiCQi6ZcNRJKKjY3FkCFD8Mcff6Bx48YffXyRSISDBw/CwcHho49NRESfD0l/B+IeLkRERERERERE9EkcPXoU8+fP/yTFFiIioveNe7gQEREREREREdEnsXr16k+dAhER0XvDggsREREREREREf0rcaV9IiJ6n7ikGBERERERERERERERUT2x4EJERERERERERERERFRPLLgQERERERERERERERHVEwsuRERERERERERERERE9cSCCxERERERERERERERUT2x4EJERERERERERERERFRPLLgQEREREREREX1kIpEIEREREvcPDQ2Furr6B8uHJKOnp4fAwMBPnQYREf1DSX/qBIiIiIiIiIjo87fRNeajjeW2qdcHiTtt2jTEx8fj6tWrMDY2Rmpq6gcZBwCys7PRuHFjifuPHDkS/fv3r7PPli1bsH37dly9ehUAYGlpiWXLlqFLly5Cn4qKCnh5eWHLli3Izc2Fra0tgoKCYGhoCADIyMjA4sWLERMTg5ycHDRv3hzff/89fvzxR8jKylYb886dO7CwsECjRo2Qm5v7xuvYuHEjVq9ejZycHJiZmWH9+vVi+d29exceHh44c+YMXrx4AXt7e6xfvx7a2tp1xn3TvYuLi0NAQADOnz+PZ8+ewdDQEJ6ennB0dHxjzq9KSkqCkpLSW53zPjg5OSE3N/etinRERPTxcYYLEREREREREdH/N27cOIwcOfKDj6OjowM5OTmJ+ysoKEBLS6vOPnFxcRg9ejRiY2ORkJAAXV1d9O3bF/fv3xf6rFq1CuvWrcOmTZuQmJgIJSUl2NnZobi4GABw8+ZNlJeX4+eff8a1a9cQEBCATZs2Yf78+dXGKy0txejRo9GtWzeJrmHv3r2YOXMmvLy8kJKSAjMzM9jZ2eHhw4cAgMLCQvTt2xcikQgxMTGIj49HSUkJBg0ahPLy8jfGr+venT17Fp06dcKBAwdw+fJlODs7Y8yYMTh8+LBEuVfR1NSEoqLiW51DRET/Hiy4EBEREREREVGD9+LFC0ybNg1aWlqQl5fHV199haSkJLE+69atg5ubG9q0aSNxXG9vb5ibm2Pbtm1o1aoVlJWVMXnyZJSVlWHVqlXQ0dGBlpYWli5dKnbeq0uKZWRkQCQSITw8HD179oSioiLMzMyQkJAg9JdkSbGdO3di8uTJMDc3R/v27bF161aUl5cjOjoaQOXslsDAQCxYsACDBw9Gp06dsH37dmRlZQm52NvbIyQkBH379kWbNm3w7bffwsPDA+Hh4dXGW7BgAdq3b48RI0ZI9FqtWbMGEyZMgLOzM0xMTLBp0yYoKipi27ZtAID4+HhkZGQgNDQUHTt2RMeOHREWFobk5GTExNQ9g+pN927+/PlYvHgxbGxs0LZtW0yfPh329vY1XlddXl9STCQSYevWrfjPf/4DRUVFGBoaIjIyUmiPi4uDSCTCkSNH0KlTJ8jLy+PLL78UZiEB//ceelVgYCD09PSE9rCwMPz6668QiUQQiUSIi4t7q7yJiOjjYMGFiIiIiIiIiBq82bNn48CBAwgLC0NKSgoMDAxgZ2eHJ0+e1Dv23bt3cezYMRw/fhy7d+9GcHAwBgwYgL/++gunTp3CypUrsWDBAiQmJtYZ58cff4SHhwdSU1PRrl07jB49Gi9fvnznvIqKilBaWgoNDQ0AQHp6OnJyctCnTx+hj5qaGrp27SpW3HldXl6eEKNKTEwM9u/fj40bN0qUS0lJCS5cuCA2tpSUFPr06SOM/eLFC4hEIrGZP/Ly8pCSksKZM2ckGudt1HRd78LHxwcjRozA5cuX0b9/fzg6OlZ7X3l6esLf3x9JSUnQ1NTEoEGDUFpaKlF8Dw8PjBgxAvb29sjOzkZ2djZsbGzqnTcREb1/LLgQERERERERUYNWWFiIoKAgrF69Gv369YOJiQm2bNkCBQUFBAcH1zt+eXk5tm3bBhMTEwwaNAg9e/ZEWloaAgMDYWRkBGdnZxgZGSE2NrbOOB4eHhgwYADatWsHHx8f3Lt3D3fu3HnnvObMmYPmzZsLRY6cnBwAqLYfira2ttD2ujt37mD9+vX473//Kxx7/PgxnJycEBoaClVVVYlyefToEcrKyuoc+8svv4SSkhLmzJmDoqIiFBYWwsPDA2VlZcjOzpbsoiW0b98+JCUlwdnZud6xnJycMHr0aBgYGGDZsmUoKCjA+fPnxfp4eXnhm2++EWbtPHjwAAcPHpQovrKyMhQUFCAnJwcdHR3o6OjUuJ8OERF9eiy4EBEREREREVGDdvfuXZSWlsLW1lY4JiMjgy5duuDGjRsSx1FWVhYerq6uwnE9PT2oqKgIz7W1tWFiYgIpKSmxY1V7ldSmU6dOws/NmjUDgBrPyczMFMtl2bJl1fqsWLECe/bswcGDByEvLy/xNb7q/v37sLe3x/DhwzFhwgTh+IQJE/Ddd9/h66+/rvG806dPi+W3c+dOicbT1NTE/v37cejQISgrK0NNTQ25ubn44osvhNeyX79+QlxTU9N3uq7Y2Fg4Oztjy5Yt7xzjVa/eNyUlJaiqqla7b9bW1sLPGhoaMDIyeqv3HhERfR6kP3UCRERERERERESfg9TUVOHnV2d2yMjIiPUTiUQ1HnvTxu+vniMSiQCgxnOaN28ulsvry2L5+flhxYoV+O2338SKATo6OgCABw8eCAWdquev7yGSlZWFnj17wsbGBps3bxZri4mJQWRkJPz8/ABU7g1TXl4OaWlpbN68GaNHjxbLT1tbG3JycmjUqBEePHggFuvBgwdCXgDQt29f3L17F48ePYK0tDTU1dWho6Mj7M2ydetWPH/+vNrrJalTp05h0KBBCAgIwJgxY976/Jq8y71+lZSUFCoqKsSOSbrcGBER/bOw4EJEREREREREDVrbtm0hKyuL+Ph4tG7dGkDlF9pJSUlwd3eXOI6BgcEHyvDtSEtL15rLqlWrsHTpUpw4cQJWVlZibfr6+tDR0UF0dLRQYHn27BkSExMxadIkod/9+/fRs2dPWFpaIiQkRGymDgAkJCSgrKxMeP7rr79i5cqVOHv2LFq0aAEFBYUa87O0tER0dDQcHBwAVBaToqOjMWXKlGp9mzZtCqCyuPPw4UN8++23AIAWLVq84dWpXVxcHAYOHIiVK1di4sSJ7xznXZw7dw6tWrUCADx9+hS3bt2CsbExgMqZPTk5OaioqBAKba8WrABAVlZW7DUnIqJ/JhZciIiIiIiIiKhBU1JSwqRJk+Dp6QkNDQ20atUKq1atQlFREVxcXIR+d+7cQUFBAXJycvD8+XPhS28TE5PPYs+MlStXYtGiRdi1axf09PSEvVGqluASiURwd3fHkiVLYGhoCH19fSxcuBDNmzcXiiD3799Hjx490Lp1a/j5+eHvv/8W4lfNRKkqFFRJTk6GlJQUOnToUGd+M2fOxNixY2FlZYUuXbogMDAQhYWFYvuohISEwNjYGJqamkhISMD06dMxY8YMGBkZ1Rn7TfcuNjYWAwcOxPTp0zF06FDhtZGVla02Q+hD8PX1RZMmTaCtrY0ff/wRTZs2FV7zHj164O+//8aqVaswbNgwHD9+HMeOHRObRaWnp4cTJ04gLS0NTZo0gZqa2jvN8CEiog+LBRciIiIiIiIiavBWrFiB8vJy/PDDD8jPz4eVlRVOnDiBxo0bC33Gjx+PU6dOCc8tLCwAAOnp6dDT0/vYKb+1oKAglJSUYNiwYWLHvby84O3tDQCYPXs2CgsLMXHiROTm5uKrr77C8ePHhX1eoqKicOfOHdy5cwctW7YUi/P6sldva+TIkfj777+xaNEi5OTkwNzcHMePH4e2trbQJy0tDfPmzcOTJ0+gp6eHH3/8ETNmzHhj7Dfdu7CwMBQVFWH58uVYvny50K979+6Ii4sDUDkDpmfPnh/kfq9YsQLTp0/H7du3YW5ujkOHDglFPGNjY/z0009YtmwZFi9ejKFDh8LDw0NsKbcJEyYgLi4OVlZWKCgoQGxsLHr06PFecyQiovoTVdT3f0siIiIiIiIi+lcoLi5Geno69PX133kjdqJ/qpCQECxbtgzXr19/b7NHqoo4T58+hbq6+nuJSUREH5+kvwNJ1dpCRERERERERET0L3H06FEsW7aMS3UREdE745JiRERERERERET0r7d///5PnQIREX3mWHAhIiIiIiIiIiL6AHr06FHvvW+IiOjzwSXFiIiIiIiIiIiIiIiI6okFFyIiIiIiIiIiIiIionpiwYWIiIiIiIiIiIiIiKieWHAhIiIiIiIiIiIiIiKqJxZciIiIiIiIiIiIiIiI6okFFyIiIiIiIiIiIiIionpiwYWIiIiIiIiI6CMTiUSIiIiQuH9oaCjU1dU/WD5ERERUf9KfOgEiIiIiIiIi+vz5jxz40caatffwB4k7bdo0xMfH4+rVqzA2NkZqauoHGQcAsrOz0bhxY4n7jxw5Ev3796+zz5YtW7B9+3ZcvXoVAGBpaYlly5ahS5cuQp+Kigp4eXlhy5YtyM3Nha2tLYKCgmBoaAgAyMjIwOLFixETE4OcnBw0b94c33//PX788UfIyspWG/POnTuwsLBAo0aNkJub+8br2LhxI1avXo2cnByYmZlh/fr1YvndvXsXHh4eOHPmDF68eAF7e3usX78e2tradcZ9072Li4tDQEAAzp8/j2fPnsHQ0BCenp5wdHR8Y87vm5OTE3Jzc9+q4CYpb29vREREfND3LhER1Y4zXIiIiIiIiIiI/r9x48Zh5MiRH3wcHR0dyMnJSdxfQUEBWlpadfaJi4vD6NGjERsbi4SEBOjq6qJv3764f/++0GfVqlVYt24dNm3ahMTERCgpKcHOzg7FxcUAgJs3b6K8vBw///wzrl27hoCAAGzatAnz58+vNl5paSlGjx6Nbt26SXQNe/fuxcyZM+Hl5YWUlBSYmZnBzs4ODx8+BAAUFhaib9++EIlEiImJQXx8PEpKSjBo0CCUl5e/MX5d9+7s2bPo1KkTDhw4gMuXL8PZ2RljxozB4cMfpnhHRET/Tiy4EBEREREREVGD9+LFC0ybNg1aWlqQl5fHV199haSkJLE+69atg5ubG9q0aSNxXG9vb5ibm2Pbtm1o1aoVlJWVMXnyZJSVlWHVqlXQ0dGBlpYWli5dKnbeq0uKZWRkQCQSITw8HD179oSioiLMzMyQkJAg9JdkSbGdO3di8uTJMDc3R/v27bF161aUl5cjOjoaQOXslsDAQCxYsACDBw9Gp06dsH37dmRlZQm52NvbIyQkBH379kWbNm3w7bffwsPDA+Hh4dXGW7BgAdq3b48RI0ZI9FqtWbMGEyZMgLOzM0xMTLBp0yYoKipi27ZtAID4+HhkZGQgNDQUHTt2RMeOHREWFobk5GTExMTUGftN927+/PlYvHgxbGxs0LZtW0yfPh329vY1Xlddnj59ijFjxqBx48ZQVFREv379cPv2baG96v3wqsDAQOjp6QntYWFh+PXXXyESiSASiRAXFye8B/bs2QMbGxvIy8ujQ4cOOHXqlBCnpvdAREQERCKR0O7j44NLly4JsUNDQ9/q+oiIqH5YcCEiIiIiIiKiBm/27Nk4cOAAwsLCkJKSAgMDA9jZ2eHJkyf1jn337l0cO3YMx48fx+7duxEcHIwBAwbgr7/+wqlTp7By5UosWLAAiYmJdcb58ccf4eHhgdTUVLRr1w6jR4/Gy5cv3zmvoqIilJaWQkNDAwCQnp6OnJwc9OnTR+ijpqaGrl27ihV3XpeXlyfEqBITE4P9+/dj48aNEuVSUlKCCxcuiI0tJSWFPn36CGO/ePECIpFIbOaPvLw8pKSkcObMGYnGeRs1XdebODk5ITk5GZGRkUhISEBFRQX69++P0tJSic738PDAiBEjYG9vj+zsbGRnZ8PGxkZo9/T0xKxZs3Dx4kVYW1tj0KBBePz4sUSxR44ciVmzZsHU1FSI/TFmaxER0f9hwYWIiIiIiIiIGrTCwkIEBQVh9erV6NevH0xMTLBlyxYoKCggODi43vHLy8uxbds2mJiYYNCgQejZsyfS0tIQGBgIIyMjODs7w8jICLGxsXXG8fDwwIABA9CuXTv4+Pjg3r17uHPnzjvnNWfOHDRv3lwocuTk5ABAtf1QtLW1hbbX3blzB+vXr8d///tf4djjx4/h5OSE0NBQqKqqSpTLo0ePUFZWVufYX375JZSUlDBnzhwUFRWhsLAQHh4eKCsrQ3Z2tmQXLaF9+/YhKSkJzs7OEp9z+/ZtREZGYuvWrejWrRvMzMywc+dO3L9/X+L9WJSVlaGgoAA5OTno6OhAR0dHbG+cKVOmYOjQoTA2NkZQUBDU1NQkfo8qKChAWVkZ0tLSQmwFBQWJr4+IiOqPBRciIiIiIiIiatDu3r2L0tJS2NraCsdkZGTQpUsX3LhxQ+I4ysrKwsPV1VU4rqenBxUVFeG5trY2TExMICUlJXasaq+S2nTq1En4uVmzZgBQ4zmZmZliuSxbtqxanxUrVmDPnj04ePAg5OXlJb7GV92/fx/29vYYPnw4JkyYIByfMGECvvvuO3z99dc1nnf69Gmx/Hbu3CnReJqamti/fz8OHToEZWVlqKmpITc3F1988YXwWvbr10+Ia2pq+k7XFRsbC2dnZ2zZsuWtYty4cQPS0tLo2rWrcKxJkyYwMjJ6q/dRXaytrYWfpaWlYWVl9d5iExHRhyf9qRMgIiIiIiIiIvocpKamCj+/OrNDRkZGrJ9IJKrx2Js2fn/1nKp9OWo6p3nz5mK5vL4slp+fH1asWIHffvtNrIijo6MDAHjw4IFQ0Kl6/vq+I1lZWejZsydsbGywefNmsbaYmBhERkbCz88PQOXeMOXl5ZCWlsbmzZsxevRosfy0tbUhJyeHRo0a4cGDB2KxHjx4IOQFAH379sXdu3fx6NEjSEtLQ11dHTo6OsLeLFu3bsXz58+rvV6SOnXqFAYNGoSAgACMGTPmrc9/EykpKVRUVIgdk3S5sU8Zm4iI3g/OcCEiIiIiIiKiBq1t27aQlZVFfHy8cKy0tBRJSUkwMTGROI6BgYHw0NLS+hCpSkRaWlosl1cLLqtWrcLixYtx/PhxWFlZiZ2nr68PHR0dREdHC8eePXuGxMREsZkV9+/fR48ePWBpaYmQkBCxmToAkJCQgNTUVOHh6+sLFRUVpKam4j//+Q8UFBTE8lNRUYGsrCwsLS3Fxi4vL0d0dLTY2FWaNm0KdXV1xMTE4OHDh/j2228BAC1atBDitm7d+q1et7i4OAwYMAArV67ExIkT3+pcADA2NsbLly/F9uJ5/Pgx0tLShPeRpqYmcnJyxAojrxafAEBWVhZlZWU1jnHu3Dnh55cvX+LChQswNjYWYufn56OwsPCdYhMR0YfHGS5ERERERERE1KApKSlh0qRJ8PT0hIaGBlq1aoVVq1ahqKgILi4uQr87d+6goKAAOTk5eP78ufBltomJidg+G/9UK1euxKJFi7Br1y7o6ekJe6NULcElEong7u6OJUuWwNDQEPr6+li4cCGaN28OBwcHAP9XbGndujX8/Pzw999/C/GrZqJUFQCqJCcnQ0pKCh06dKgzv5kzZ2Ls2LGwsrJCly5dEBgYiMLCQrF9VEJCQmBsbAxNTU0kJCRg+vTpmDFjBoyMjOqM/aZ7Fxsbi4EDB2L69OkYOnSo8NrIyspWmyFUG0NDQwwePBgTJkzAzz//DBUVFcydOxctWrTA4MGDAQA9evTA33//jVWrVmHYsGE4fvw4jh07JjYjSk9PDydOnEBaWhqaNGkCNTU1oW3jxo0wNDSEsbExAgIC8PTpU4wbNw4A0LVrVygqKmL+/PmYNm0aEhMTERoaKpajnp4e0tPTkZqaipYtW0JFRQVycnISXR8REdUfZ7gQERERERERUYO3YsUKDB06FD/88AO++OIL3LlzBydOnEDjxo2FPuPHj4eFhQV+/vln3Lp1CxYWFrCwsEBWVtYnzFxyQUFBKCkpwbBhw9CsWTPhUbX0FwDMnj0bU6dOxcSJE9G5c2cUFBTg+PHjwj4vUVFRuHPnDqKjo9GyZUuxOPU1cuRI+Pn5YdGiRTA3N0dqaiqOHz8ObW1toU9aWhocHBxgbGwMX19f/Pjjj2L51+ZN9y4sLAxFRUVYvny52DUNGTJEiBEXFweRSISMjIxaxwkJCYGlpSUGDhwIa2trVFRU4OjRo8LyZsbGxvjpp5+wceNGmJmZ4fz58/Dw8BCLMWHCBBgZGcHKygqamppiM69WrFiBFStWwMzMDGfOnEFkZCSaNm0KoHLpuB07duDo0aPo2LEjdu/eDW9vb7HYQ4cOhb29PXr27AlNTU3s3r37ja8dERG9P6KK1xd/JCIiIiIiIiKqQXFxMdLT06Gvr//OG7ET/VOFhIRg2bJluH79+jvtD1MfGRkZ0NfXx8WLF6vtp0NERJ+epL8DcYYLERERERERERH96x09ehTLli376MUWIiJqOLiHCxERERERERER/evt37//U6dARESfORZciIiIiIiIiIiIPiE9PT1w1X8ios8flxQjIiIiIiIiIiIiIiKqJxZciIiIiIiIiIiIiIiI6okFFyIiIiIiIiIiIiIionpiwYWIiIiIiIiIiIiIiKieWHAhIiIiIiIiIiIiIiKqJxZciIiIiIiIiIiIiIiI6okFFyIiIiIiIiKijygjIwMikQipqakSn+Pt7Q1zc/MPlhNJRiQSISIi4lOnQURE/1CiioqKik+dBBERERERERH98xUXFyM9PR36+vqQl5cXa/tr7umPlkfLFd3ee8zHjx/D0dERly9fxuPHj6GlpYXBgwdj2bJlUFVVfa9jlZWV4e+//0bTpk0hLS0t0TkFBQV48eIFmjRpUmuf5cuXIzw8HDdv3oSCggJsbGywcuVKGBkZCX2Ki4sxa9Ys7NmzBy9evICdnR1++uknaGtrAwAuXbqEFStW4MyZM3j06BH09PTg6uqK6dOnCzHi4uLQs2fPauNnZ2dDR0en1vwqKirg5eWFLVu2IDc3F7a2tggKCoKhoaHQZ+nSpThy5AhSU1MhKyuL3NzcN742aWlpcHV1xfXr15GXl4fmzZvju+++g5eXF2RkZAAA165dw6JFi3DhwgXcu3cPAQEBcHd3f2Ps1+Xk5KBx48aQk5N763Pro0ePHjA3N0dgYOBHHZeIiCrV9TvQqzjDhYiIiIiIiIj+9aSkpDB48GBERkbi1q1bCA0NxW+//QZXV9f3PlajRo2go6MjcbEFAJSVlesstgDAqVOn4ObmhnPnziEqKgqlpaXo27cvCgsLhT4zZszAoUOHsH//fpw6dQpZWVkYMmSI0H7hwgVoaWlhx44duHbtGn788UfMmzcPGzZsqDZeWloasrOzhYeWllad+a1atQrr1q3Dpk2bkJiYCCUlJdjZ2aG4uFjoU1JSguHDh2PSpEmSvjSQkZHBmDFjcPLkSaSlpSEwMBBbtmyBl5eX0KeoqAht2rTBihUr6iwKvYmOjs5HL7YQEdHngwUXIiIiIiIiImrwXrx4gWnTpkFLSwvy8vL46quvkJSUJLQ3btwYkyZNgpWVFVq3bo3evXtj8uTJOH267pk7Tk5OcHBwwLJly6CtrQ11dXX4+vri5cuX8PT0hIaGBlq2bImQkBDhnNeXFIuLi4NIJEJ0dDSsrKygqKgIGxsbpKWlCedIsqTY8ePH4eTkBFNTU5iZmSE0NBSZmZm4cOECACAvLw/BwcFYs2YNevXqBUtLS4SEhODs2bM4d+4cAGDcuHFYu3YtunfvjjZt2uD777+Hs7MzwsPDq42npaUFHR0d4SElVfvXTBUVFQgMDMSCBQswePBgdOrUCdu3b0dWVpbYEl0+Pj6YMWMGOnbsWOe1vqpNmzZwdnaGmZkZWrdujW+//RaOjo5i965z585YvXo1Ro0aVa+CyatLilXdx/DwcPTs2ROKioowMzNDQkKC0D80NBTq6uqIiIiAoaEh5OXlYWdnhz///FPoU/UeepW7uzt69OghtJ86dQpr166FSCSCSCRCRkbGO18DERF9OCy4EBEREREREVGDN3v2bBw4cABhYWFISUmBgYEB7Ozs8OTJkxr7Z2VlITw8HN27d39j7JiYGGRlZeH333/HmjVr4OXlhYEDB6Jx48ZITEyEq6sr/vvf/+Kvv/6qM86PP/4If39/JCcnQ1paGuPGjXuna62Sl5cHANDQ0ABQOXultLQUffr0Efq0b98erVq1EisS1BSnKsarzM3N0axZM3zzzTeIj4+vM5f09HTk5OSIja2mpoauXbvWOfa7uHPnDo4fPy7RvXsffvzxR3h4eCA1NRXt2rXD6NGj8fLlS6G9qKgIS5cuxfbt2xEfH4/c3FyMGjVK4vhr166FtbU1JkyYIMwm0tXV/RCXQkRE9cSCCxERERERERE1aIWFhQgKCsLq1avRr18/mJiYYMuWLVBQUEBwcLBY39GjR0NRUREtWrSAqqoqtm7d+sb4GhoaWLduHYyMjDBu3DgYGRmhqKgI8+fPh6GhIebNmwdZWVmcOXOmzjhLly5F9+7dYWJigrlz5+Ls2bNiy229jfLycri7u8PW1hYdOnQAULn/iKysLNTV1cX6amtrIycnp8Y4Z8+exd69ezFx4kThWLNmzbBp0yYcOHAABw4cgK6uLnr06IGUlJRa86mKX7VXjCRjvy0bGxvIy8vD0NAQ3bp1g6+v73uJ+yYeHh4YMGAA2rVrBx8fH9y7dw937twR2ktLS7FhwwZYW1vD0tISYWFhOHv2LM6fPy9RfDU1NcjKykJRUVGYTdSoUaMPdTlERFQPLLgQERERERERUYN29+5dlJaWwtbWVjgmIyODLl264MaNG2J9AwICkJKSgl9//RV3797FzJkzAQCZmZlQVlYWHsuWLRPOMTU1FVtOS1tbW2xJrEaNGqFJkyZ4+PBhnXl26tRJ+LlZs2YAUOM5p0+fFstl586d1fq4ubnh6tWr2LNnT51j1uXq1asYPHgwvLy80LdvX+G4kZER/vvf/8LS0hI2NjbYtm0bbGxsEBAQAADYuXOnWH5vWpbtbZiamgpx+/XrJ9a2d+9epKSkYNeuXThy5Aj8/Pze27h1edN9k5aWRufOnYXn7du3h7q6erX3HhERff4k352NiIiIiIiIiKiBq5pB0L59e2hoaKBbt25YuHAhmjdvLuy5AkBsiS0ZGRmxGCKRqMZj5eXldY796jkikQgAajzHyspKLJfXZ41MmTIFhw8fxu+//46WLVuKXVtJSQlyc3PFZrk8ePCg2kby169fR+/evTFx4kQsWLCgzrwBoEuXLsIMnm+//RZdu3YV2lq0aIHs7GxhrKqiRNXzN+1N86qjR4+itLQUAKCgoCDWVrXMlomJCcrKyjBx4kTMmjXrg88GkfS+1UZKSgoVFRVix6qukYiIPi8suBARERERERFRg9a2bVvIysoiPj4erVu3BlD5hXZSUhLc3d1rPa/qS/MXL15AWloaBgYGHyPdN1JQUKgxl4qKCkydOhUHDx5EXFwc9PX1xdotLS0hIyOD6OhoDB06FACQlpaGzMxMWFtbC/2uXbuGXr16YezYsVi6dKlEOaWmpgqFFBUVFaioqIi16+vrQ0dHB9HR0UKB5dmzZ0hMTMSkSZMkvvaq+/cm5eXlKC0tRXl5+Sdffuvly5dITk5Gly5dAFS+5rm5uTA2NgYAaGpq4urVq2LnpKamihVyZGVlUVZW9vGSJiKid8KCCxERERERERE1aEpKSpg0aRI8PT2hoaGBVq1aYdWqVSgqKoKLiwuAypkTDx48QOfOnaGsrIxr167B09MTtra20NPT+7QXICE3Nzfs2rULv/76K1RUVIS9UdTU1KCgoAA1NTW4uLhg5syZ0NDQgKqqKqZOnQpra2t8+eWXACqXEevVqxfs7Owwc+ZMIUajRo2gqakJAAgMDIS+vj5MTU1RXFyMrVu3IiYmBidPnqw1N5FIBHd3dyxZsgSGhobQ19cXZg45ODgI/TIzM/HkyRNkZmairKxMmMljYGAAZWXlGmPv3LkTMjIy6NixI+Tk5JCcnIx58+Zh5MiRQtGipKQE169fF36+f/8+UlNToays/MELaTIyMpg6dSrWrVsHaWlpTJkyBV9++aVQgOnVqxdWr16N7du3w9raGjt27MDVq1dhYWEhxNDT00NiYiIyMjKgrKwMDQ0NsWXsiIjon4EFFyIiIiIiIiJq8FasWIHy8nL88MMPyM/Ph5WVFU6cOIHGjRsDqJw1smXLFsyYMQMvXryArq4uhgwZgrlz537izCUXFBQEAOjRo4fY8ZCQEDg5OQGo3KNGSkoKQ4cOxYsXL2BnZ4effvpJ6PvLL7/g77//xo4dO7Bjxw7heOvWrZGRkQGgsmAxa9Ys3L9/H4qKiujUqRN+++039OzZs878Zs+ejcLCQkycOBG5ubn46quvcPz4ccjLywt9Fi1ahLCwMOF5VdEhNja22nVVkZaWxsqVK3Hr1i1UVFSgdevWmDJlCmbMmCH0ycrKEitg+Pn5wc/PD927d0dcXBwAIDQ0FM7OztWW96ovRUVFzJkzB9999x3u37+Pbt26ITg4WGi3s7PDwoULMXv2bBQXF2PcuHEYM2YMrly5IvTx8PDA2LFjYWJigufPnyM9Pf2zKQQSEf2biCre9/8iRERERERERNQgFRcXIz09Hfr6+mJfkhM1BF5eXjh16pRQgHkfQkND4e7ujtzc3PcWk4iIPj5JfwfiDBciIiIiIiIiIvrXO3bsGDZs2PCp0yAios8YCy5ERERERERERPSvd/78+U+dAhERfea4uxYREREREREREdEH4OTkxOXEiIj+RVhwISIiIiIiIiIiIiIiqicWXIiIiIiIiIiIiIiIiOqJBRciIiIiIiIiIiIiIqJ6YsGFiIiIiIiIiIiIiIionlhwISIiIiIiIiIiIiIiqicWXIiIiIiIiIiIiIiIiOqJBRciIiIiIiIioo8oIyMDIpEIqampEp/j7e0Nc3PzD5YTERER1Z+ooqKi4lMnQURERERERET/fMXFxUhPT4e+vj7k5eXF2ry9vT9aHh9irMePH8PR0RGXL1/G48ePoaWlhcGDB2PZsmVQVVV9r2OVlZXh77//RtOmTSEtLS3ROQUFBXjx4gWaNGlSa5/ly5cjPDwcN2/ehIKCAmxsbLBy5UoYGRkJfYqLizFr1izs2bMHL168gJ2dHX766Sdoa2sDAC5duoQVK1bgzJkzePToEfT09ODq6orp06cLMeLi4tCzZ89q42dnZ0NHR6fW/CoqKuDl5YUtW7YgNzcXtra2CAoKgqGhodBn6dKlOHLkCFJTU/H/2Lv3sBqz/3/8z11Jh91B6aAmbceUihyGQhJvhRKDqEg0DmMaGjLMOJUcxjHGWSjveUczPmIaEU2qSTmVig4qKUyKSNhFUvf3j37dv+72oV3CzHg9rmtfV/e6173W6z7urnvttZaioiIqKiqaPTa5ubmYP38+srOz8fz5cxgYGMDd3R1r1qxBu3btAABZWVlYvXo1UlNTce/ePQQFBcHX17fZst8HOzs79O3bFzt27Gjzsr28vFBRUYHTp0+3edmEEPIpk/Y/UGPUw4UQQgghhBBCCCGfPDk5Obi4uCAyMhJ5eXkIDQ3FH3/8gfnz57d5XfLy8tDX15e5sQUA+Hy+1MYWAEhISMDXX3+NK1euICYmBjU1NRg9ejQqKyvZPN9++y1+//13nDhxAgkJCXj48CG++OILdn1qaip0dXXxv//9D1lZWVixYgW+//577N69W6S+3NxclJSUsB9dXV2p8W3evBk//fQT9u/fj6tXr0JVVRUODg54/fo1m+fNmzeYMmUKvvrqK1kPDdq1awdPT09cuHABubm52LFjB4KDg7FmzRo2T1VVFbp27Yoff/xRaqMQIYQQ8i6owYUQQgghhBBCCCH/etXV1Vi4cCF0dXWhpKSEoUOH4vr16+z6Dh064KuvvsKAAQNgbGyMkSNHYsGCBUhMTJRarpeXFyZMmIANGzZAT08PmpqaWLt2Ld6+fYulS5dCS0sLn332GUJCQthtmg4pFh8fDx6Ph9jYWAwYMAAqKiqwsbFBbm4uu40sQ4pFR0fDy8sLvXv3Rp8+fRAaGor79+8jNTUVAPD8+XMcPnwY27dvh729Pfr374+QkBAkJyfjypUrAIDZs2dj586dGD58OLp27Yrp06dj1qxZiIiIEKlPV1cX+vr67EdOTvJrJoZhsGPHDqxcuRIuLi6wtLTEf//7Xzx8+JDTGyMgIADffvstLCwspO5rY127dsWsWbPQp08fGBsbY/z48fDw8OCcu4EDB2LLli2YNm0a2rdvL3PZTd2/fx8uLi7g8/lQV1eHq6srHj16xK5vuB4a8/X1hZ2dHbs+ISEBO3fuBI/HA4/HQ1FREXsNREVFwdLSEkpKShg8eDAyMzPZcsRdAzt27IBAIGDXHz16FL/99htbdnx8fKv3lRBCSMtRgwshhBBCCCGEEEL+9b777jucPHkSR48exY0bN9C9e3c4ODigvLxcbP6HDx8iIiICw4cPb7bsixcv4uHDh/jzzz+xfft2rFmzBk5OTujQoQOuXr2K+fPnY968efjrr7+klrNixQps27YNKSkpUFBQwOzZs1u1rw2eP38OANDS0gJQ33ulpqYGo0aNYvP06tULnTt3xuXLl6WW01BGY3379kWnTp3wn//8B0lJSVJjKSwsRGlpKaduDQ0NDBo0SGrdrXHnzh1ER0fLdO5aoq6uDi4uLigvL0dCQgJiYmJw9+5dTJ06VeYydu7cCWtra8yZM4ftGWRkZMSuX7p0KbZt24br169DR0cHzs7OqKmpkalsPz8/uLq6wtHRkS3bxsamxftJCCGk9ajBhRBCCCGEEEIIIf9qlZWV2LdvH7Zs2YIxY8bAzMwMwcHBUFZWxuHDhzl53dzcoKKiAkNDQ6irq+PQoUPNlq+lpYWffvoJJiYmmD17NkxMTFBVVYUffvgBPXr0wPfffw9FRUVcunRJajnr16/H8OHDYWZmhuXLlyM5OZkz3FZL1NXVwdfXF0OGDIG5uTkAoLS0FIqKitDU1OTk1dPTQ2lpqdhykpOT8csvv2Du3LlsWqdOnbB//36cPHkSJ0+ehJGREezs7HDjxg2J8TSU3zBXjCx1t5SNjQ2UlJTQo0cPDBs2DGvXrm2TchvExsbi1q1bOHbsGPr3749Bgwbhv//9LxISEji9paTR0NCAoqIiVFRU2J5B8vLy7Po1a9bgP//5DywsLHD06FE8evQIp06dkqlsPp8PZWVltG/fni1bUVGxVftKCCGkdajBhRBCCCGEEEIIIf9qBQUFqKmpwZAhQ9i0du3a4fPPP0dOTg4nb1BQEG7cuIHffvsNBQUFWLx4MYD6oaT4fD772bBhA7tN7969OcNp6enpcYbEkpeXh7a2Nh4/fiw1TktLS/bvTp06AYDYbRITEzmxhIWFieT5+uuvkZmZifDwcKl1SpOZmQkXFxesWbMGo0ePZtNNTEwwb9489O/fHzY2Njhy5AhsbGwQFBQEAAgLC+PE19ywbC3Ru3dvttwxY8Zw1v3yyy+4ceMGjh07hqioKGzdurXN6gWAnJwcGBkZcXqkmJmZQVNTU+Q6ai1ra2v2by0tLZiYmLRZ2YQQQt4/2WdnI4QQQgghhBBCCPmXa+gZ0KtXL2hpaWHYsGFYtWoVDAwM2DlXAHCG2GrXrh2nDB6PJzatrq5Oat2Nt+HxeAAgdpsBAwZwYmnaa8THxwdnzpzBn3/+ic8++4yzb2/evEFFRQWnl8ujR49EJpLPzs7GyJEjMXfuXKxcuVJq3ADw+eefsz14xo8fj0GDBrHrDA0NUVJSwtbV0JjUsNzc3DSNnT17lh1iS1lZmbOuoSHEzMwMtbW1mDt3LpYsWcLpQfK+ycnJgWEYTpqsQ4J9zLIJIYS0DWpwIYQQQgghhBBCyL9at27doKioiKSkJBgbGwOof1F9/fp1+Pr6StyuobGjuroaCgoK6N69+4cIt1nKyspiY2EYBt988w1OnTqF+Ph4dOnShbO+f//+aNeuHWJjYzFp0iQAQG5uLu7fv8/pWZGVlQV7e3vMnDkT69evlymm9PR0tiFFTU0NampqnPVdunSBvr4+YmNj2QaWFy9e4OrVq/jqq69k3veG89ecuro61NTUoK6urs0aXExNTfHgwQM8ePCAbdzJzs5GRUUFzMzMAAA6Ojqcie6B+mPTuDFNUVERtbW1Yuu4cuUKOnfuDAB49uwZ8vLyYGpqypZdWloKhmHYBrnGDW/NlU0IIeT9owYXQgghhBBCCCGE/Kupqqriq6++wtKlS6GlpYXOnTtj8+bNqKqqgre3N4D6nhOPHj3CwIEDwefzkZWVhaVLl2LIkCEQCAQfdwdk9PXXX+PYsWP47bffoKamxs6NoqGhAWVlZWhoaMDb2xuLFy+GlpYW1NXV8c0338Da2hqDBw8GUD+MmL29PRwcHLB48WK2DHl5eejo6AAAduzYgS5duqB37954/fo1Dh06hIsXL+LChQsSY+PxePD19cW6devQo0cPdOnShe05NGHCBDbf/fv3UV5ejvv376O2tpZtUOjevTv4fL7YssPCwtCuXTtYWFigffv2SElJwffff4+pU6eyDR1v3rxBdnY2+3dxcTHS09PB5/NlbkgbNWoULCws4OHhgR07duDt27dYsGABhg8fjgEDBgAA7O3tsWXLFvz3v/+FtbU1/ve//yEzMxNWVlZsOQKBAFevXkVRURH4fD6nt9TatWuhra0NPT09rFixAh07dmSPj52dHcrKyrB582ZMnjwZ0dHROHfuHNTV1Tllnz9/Hrm5udDW1oaGhoZIbytCCCHvD83hQgghhBBCCCGEkH+9H3/8EZMmTcKMGTPQr18/3LlzB+fPn0eHDh0A1PcaCQ4OxtChQ2Fqaopvv/0W48ePx5kzZz5y5LLbt28fnj9/Djs7O3Tq1In9/PLLL2yeoKAgODk5YdKkSbC1tYW+vj4iIiLY9f/3f/+HsrIy/O9//+OUMXDgQDbPmzdvsGTJElhYWGD48OHIyMjAH3/8gZEjR0qN77vvvsM333yDuXPnYuDAgRAKhYiOjoaSkhKbZ/Xq1bCyssKaNWsgFAphZWUFKysrpKSkSCxXQUEBmzZtwueffw5LS0sEBATAx8cHhw4dYvM8fPiQLaukpARbt26FlZUVvvzySzZPaGgo23NEHB6Ph99++w0dOnSAra0tRo0aha5du3KOr4ODA1atWoXvvvsOAwcOxMuXL+Hp6ckpx8/PD/Ly8jAzM4OOjg7u37/Prvvxxx+xaNEi9O/fH6Wlpfj999/Zie9NTU2xd+9e7NmzB3369MG1a9fg5+fHKXvOnDkwMTHBgAEDoKOjg6SkJIn7QwghpO3xmKaDPxJCCCGEEEIIIYSI8fr1axQWFqJLly6cl+SE/BusWbMGCQkJiI+P/+B1x8fHY8SIEXj27Blnfh1CCCF/D7L+D0RDihFCCCGEEEIIIYSQT965c+ewe/fujx0GIYSQfzBqcCGEEEIIIYQQQgghn7xr16597BAIIYT8w1GDCyGEEEIIIYQQQgghH5GdnR1o1H9CCPnnk/vYARBCCCGEEEIIIYQQQgghhPzTUYMLIYQQQgghhBBCCCGEEELIO6IGF0IIIYQQQgghhBBCCCGEkHdEDS6EEEIIIYQQQgghhBBCCCHviBpcCCGEEEIIIYQQQgghhBBC3hE1uBBCCCGEEEIIIYQQQgghhLwjanAhhBBCCCGEEEIIaaWioiLweDykp6dLzWdnZwdfX98PEtP7wOPxcPr0aYnr4+PjIRAIPlg8/0QtvQZkvbbeF1niDQ0Nhaam5geJ5+/E398fffv2/dhhkL+hpvdtfHw8eDweKioqPmpcLfE+Y27uu+Sf/l0JAAofOwBCCCGEEEIIIYT888Ve7PbB6hppX/DB6mqp+Ph4jBgxAs+ePeO8iI6IiEC7du0+XmDvqKSkBB06dPjYYQCof2F36tQpTJgwQeZtwsPD4ebmBhcXF6kv+96nll4DRkZGKCkpQceOHd9jVLITCATw9fXlvAydOnUqxo4d+/GC+kj8/PzwzTfffLD6ampqsHLlSpw9exZ3796FhoYGRo0ahR9//BEGBgZsvvLycnzzzTf4/fffIScnh0mTJmHnzp3g8/kA6p9PQUFBuHbtGl68eIEePXpg6dKl8PDwEFtvS+6bgwcP4tixY7hx4wZevnwp8gwsKipCYGAgLl68iNLSUhgYGGD69OlYsWIFFBUVJZZbUlKCJUuWICUlBXfu3MHChQuxY8cOTh47OzskJCSIbDt27FhERUVJjft9s7GxQUlJCTQ0ND5qHP8UH+u70t/fH6dPn26TBm7q4UIIIYQQQgghhJBPzps3bz5ofVpaWlBTU/ugdbYlfX19tG/f/mOH0SpFRUXw8/PDsGHDPmocLb0G5OXloa+vDwUF2X8vXVtbi7q6utaE1yrKysrQ1dX9YPW9q7a67/l8PrS1tdukLFlUVVXhxo0bWLVqFW7cuIGIiAjk5uZi/PjxnHweHh7IyspCTEwMzpw5gz///BNz585l1ycnJ8PS0hInT57EzZs3MWvWLHh6euLMmTMidbb0vqmqqoKjoyN++OEHsetv376Nuro6HDhwAFlZWQgKCsL+/fsl5m9QXV0NHR0drFy5En369BGbJyIiAiUlJewnMzMT8vLymDJlikyxv0+KiorQ19cHj8f72KH8I/zTvysBanAhhBBCCCGEEELIJ8DOzg4+Pj7w9fVFx44d4eDgAADIzMzEmDFjwOfzoaenhxkzZuDJkyfsdtHR0Rg6dCg0NTWhra0NJycnFBSI72FTVFSEESNGAAA6dOgAHo8HLy8vtv7GPQMEAgHWrVsHT09P8Pl8GBsbIzIyEmVlZXBxcQGfz4elpSVSUlI4dVy6dAnDhg2DsrIyjIyMsHDhQlRWVkrc74KCAri4uEBPTw98Ph8DBw7EH3/8wckjEAgQGBgINzc3qKqqwtDQEHv27OHkaW4YGFm8fPkSHh4eUFVVRadOnRAUFCT2uEiLpWHYsokTJ4LH4zU7jFltbS08PDwQEBCArl27iqx/9uwZPD090aFDB6ioqGDMmDHIz8+XWmbDcDvnz5+HlZUVlJWVYW9vj8ePH+PcuXMwNTWFuro63N3dUVVVxW4nbl83bNiA2bNnQ01NDZ07d8bBgwfZ9bIMKdYwpFdkZCTMzMzQvn173L9/H9XV1fDz84OhoSFUVVUxaNAgxMfHs9s9ffoUbm5uMDQ0hIqKCiwsLHD8+HGJ9djZ2eHevXv49ttvwePx2JfHTYcUaxhq68iRI+jcuTP4fD4WLFiA2tpabN68Gfr6+tDV1cX69es55VdUVODLL7+Ejo4O1NXVYW9vj4yMDKnnwcvLCxMmTEBAQAC73fz58zmNKq257w8ePAgDAwORhisXFxfMnj2bs5+NHTp0CKamplBSUkKvXr2wd+9edt3kyZPh4+PDLvv6+oLH4+H27dsA6huCVFVVRe7NBhoaGoiJiYGrqytMTEwwePBg7N69G6mpqbh//z4AICcnB9HR0Th06BAGDRqEoUOHYteuXQgPD8fDhw8BAD/88AMCAwNhY2ODbt26YdGiRXB0dERERASnvubuG3F8fX2xfPlyDB48WOx6R0dHhISEYPTo0ejatSvGjx8PPz8/kbqbEggE2LlzJzw9PSX2EtHS0oK+vj77iYmJgYqKitQGF1mejeKee5qamggNDWWXr127BisrKygpKWHAgAFIS0vj5Bc3PNfJkyfRu3dvtG/fHgKBANu2bZN6DMT566+/4ObmBi0tLaiqqmLAgAG4evWqzPtWXV2NZcuWwcjICO3bt0f37t1x+PBhTp7U1FQMGDAAKioqsLGxQW5uLmf9b7/9hn79+kFJSQldu3ZFQEAA3r59y67Pz8+Hra0tlJSUYGZmhpiYmGb3q7XPyfDwcNjY2EBJSQnm5uacHk/ihj48ffo05zkWEBCAjIwM9vnW+By3FDW4EEIIIYQQQggh5JNw9OhRKCoqIikpCfv370dFRQXs7e1hZWWFlJQUREdH49GjR3B1dWW3qaysxOLFi5GSkoLY2FjIyclh4sSJYnsRGBkZ4eTJkwCA3NxclJSUYOfOnRLjCQoKwpAhQ5CWloZx48ZhxowZ8PT0xPTp03Hjxg1069YNnp6eYBgGQP1LNEdHR0yaNAk3b97EL7/8gkuXLnFe5DYlFAoxduxYxMbGIi0tDY6OjnB2dmZf0jbYsmUL+vTpg7S0NCxfvhyLFi2S6eVYSyxevBhJSUmIjIxETEwMEhMTcePGDZF80mK5fv06ACAkJAQlJSXssiRr166Frq4uvL29xa738vJCSkoKIiMjcfnyZTAMg7Fjx6KmpqbZ/fH398fu3buRnJyMBw8ewNXVFTt27MCxY8cQFRWFCxcuYNeuXVLL2LZtG/uSdsGCBfjqq69EXmo2p6qqCps2bcKhQ4eQlZUFXV1d+Pj44PLlywgPD8fNmzcxZcoUODo6so1Jr1+/Rv/+/REVFYXMzEzMnTsXM2bMwLVr18TWERERgc8++wxr165lexFIUlBQgHPnziE6OhrHjx/H4cOHMW7cOPz1119ISEjApk2bsHLlSvblMABMmTKFbbBKTU1Fv379MHLkSJSXl0vd99jYWOTk5CA+Ph7Hjx9HREQEAgICOHlaet9PmTIFT58+RVxcHFtGeXk5oqOjJQ69FRYWhtWrV2P9+vXIycnBhg0bsGrVKhw9ehQAMHz4cE6DV0JCAjp27MimXb9+HTU1NbCxsZG6v409f/4cPB6PfZF8+fJlaGpqYsCAAWyeUaNGQU5OjnOsxZWjpaXFSWvuvmkr4upuC4cPH8a0adOgqqoqMY+sz0ZphEIhnJycYGZmhtTUVPj7+8PPz0/qNqmpqXB1dcW0adNw69Yt+Pv7Y9WqVS16wS8UCjF8+HAUFxcjMjISGRkZ+O6779jvJVn2zdPTE8ePH8dPP/2EnJwcHDhwgB16rsGKFSuwbds2pKSkQEFBgW1wBIDExER4enpi0aJFyM7OxoEDBxAaGso2ptbV1eGLL76AoqIirl69iv3792PZsmUy72Njsjwnly5diiVLliAtLQ3W1tZwdnbG06dPZSp/6tSpWLJkCXr37s0+36ZOndqqWAEADCGEEEIIIYQQQogMXr16xWRnZzOvXr0SWfdHbNcP9mmN4cOHM1ZWVpy0wMBAZvTo0Zy0Bw8eMACY3NxcseWUlZUxAJhbt24xDMMwhYWFDAAmLS2NYRiGiYuLYwAwz549E6l/0aJF7LKxsTEzffp0drmkpIQBwKxatYpNu3z5MgOAKSkpYRiGYby9vZm5c+dyyk1MTGTk5OTEnhNJevfuzezatYsTi6OjIyfP1KlTmTFjxrDLAJhTp05JLDMuLo4xNjaWuP7FixdMu3btmBMnTrBpFRUVjIqKishxeddYGiQmJjKGhoZMWVkZwzAMM3PmTMbFxYVdn5eXxwBgkpKS2LQnT54wysrKzK+//iqx3IZz/Mcff7BpGzduZAAwBQUFbNq8efMYBwcHdrm5a6Curo7R1dVl9u3bxzCM6LUlTkhICAOASU9PZ9Pu3bvHyMvLM8XFxZy8I0eOZL7//nuJZY0bN45ZsmSJ1HiDgoJE6tfQ0GCX16xZw6ioqDAvXrxg0xwcHBiBQMDU1tayaSYmJszGjRsZhqk/T+rq6szr1685ZXfr1o05cOCAxHhnzpzJaGlpMZWVlWzavn37GD6fz9bV2vvexcWFmT17Nrv+wIEDjIGBAVvumjVrmD59+nBiPXbsmEg91tbWDMMwzM2bNxkej8c8fvyYKS8vZxQVFZnAwEBm6tSpDMMwzLp16xgbGxuJ+9rUq1evmH79+jHu7u5s2vr165mePXuK5NXR0WH27t0rtpxffvmFUVRUZDIzM9m05u6b5kh6BjaVn5/PqKurMwcPHpS57KbXpDhXr15lADBXr16VudwGTZ+N4p41GhoaTEhICMMw9deFtrY25/m7b98+qd8J7u7uzH/+8x9OmUuXLmXMzMxkjvPAgQOMmpoa8/Tp01btW25uLgOAiYmJEZtX3DMuKiqKAcDu68iRI5kNGzZwtvv555+ZTp06MQzDMOfPn2cUFBQ4z6Fz5841+/xu7XPyxx9/ZPPU1NQwn332GbNp0yaGYUSfUwzDMKdOnWIaN400vafFkfY/UGPUw4UQQgghhBBCCCGfhP79+3OWMzIyEBcXBz6fz3569eoFAOywYfn5+XBzc0PXrl2hrq7ODmHVkl9BS2Jpacn+raenBwCwsLAQSXv8+DEbb2hoKCdeBwcH1NXVobCwUGwdQqEQfn5+MDU1haamJvh8PnJyckTit7a2FlnOycl5531scPfuXdTU1ODzzz9n0zQ0NGBiYiKSt6Wx3L9/n3NMNmzYgJcvX2LGjBkIDg6WOOl8Tk4OFBQUMGjQIDZNW1sbJiYmbH0Nw07x+Xz07t2bs33T86eiosIZfklPT489d5I0LoPH40FfX1/iNr1792ZjGTNmDJuuqKjIKefWrVuora1Fz549OcclISGBva5ra2sRGBgICwsLaGlpgc/n4/z5821yXQsEAs4cDHp6ejAzM4OcnBwnrfF1LRQKoa2tzYm3sLAQBQUFYs9vgz59+kBFRYVdtra2hlAoxIMHD9i01tz3Hh4eOHnyJKqrqwHU92CZNm0aZx8aVFZWoqCgAN7e3pwy161bx5Znbm4OLS0tJCQkIDExEVZWVnBycmKHPUpISICdnR1bV+NyEhMTOfXV1NTA1dUVDMNg3759spwSseLi4jBr1iwEBwez17Ys982GDRs48bXmmikuLoajoyOmTJmCOXPmsOmNy50/f36r9uvw4cOwsLDgPGvEkfXZKE1OTg4sLS2hpKTEpjV9fonbZsiQIZy0IUOGID8/H7W1tTLVm56eDisrK4m9g5rbt/T0dMjLy2P48OFS62n8XOnUqRMA7vfR2rVrOedszpw5KCkpQVVVFXJycmBkZAQDAwO2jOaOjSxxSHpONi5bQUEBAwYMaNPvsJaQfdYtQgghhBBCCCGEkH+wpsPLCIVCODs7Y9OmTSJ5G14uOTs7w9jYGMHBwey8Dubm5m0y+Xa7du3YvxvGkheX1niYmHnz5mHhwoUiZXXu3FlsHX5+foiJicHWrVvRvXt3KCsrY/LkyW02efjfgYGBAWeeEy0tLRQUFKCoqAjOzs5sesNxVFBQkHnYrkOHDuHVq1cAuOem6TKPxxNZz+Pxmp3AviXbnD17lh3qTFlZmU1XVlbmTMgtFAohLy+P1NRUyMvLc8poGDJoy5Yt2LlzJ3bs2AELCwuoqqrC19e3za/rhn2Stp9CoRCdOnXiDLnVQFNTE5qamiLntyVae98zDIOoqCgMHDgQiYmJCAoKElu+UCgEAAQHB3Ma7wCwx5/H48HW1hbx8fFo37497OzsYGlpierqamRmZiI5OZkdimr8+PGccgwNDdm/Gxpb7t27h4sXL0JdXZ1dJ+4l9Nu3b1FeXg59fX1OekJCApydnREUFARPT082XZb7Zv78+ZxhFxu/UJfFw4cPMWLECNjY2HDm4gDAOc+N901WlZWVCA8Px9q1a5vNK8uzkcfjsUM6NpBluMH3rfH9L05z+9bc9g2a+z4KCAjAF198IbJd4waottCaZ2tjcnJyH/Q8UoMLIYQQQgghhBBCPkn9+vXDyZMnIRAIoKAg+ork6dOnyM3NRXBwMIYNGwagftJ6aRQVFQFA5l8qtzTe7OxsdO/eXeZtkpKS4OXlhYkTJwKof0lWVFQkku/KlSsiy6ampu8Ub2Ndu3ZFu3btcP36dbZx6Pnz58jLy4OtrW2LYmnXrh3n+CooKIgcExUVFdy6dYuTtnLlSrx8+RI7d+6EkZER6urq8PbtW1y9epWdO6PhnJuZmQHgvuz+2IyNjWXKZ2VlhdraWjx+/Ji9bptKSkqCi4sLpk+fDqD+JWpeXh673+IoKiq+t+u6tLQUCgoKbA+ypiRd8xkZGXj16hX7AvnKlSvg8/kwMjKSWp+0+x6of2H8xRdfICwsDHfu3IGJiQn69esnNq+enh4MDAxw9+5diXO8APXzuAQHB6N9+/ZYv3495OTkYGtriy1btqC6uprt9aCmpsbpIdSgobElPz8fcXFx0NbW5qy3trZGRUUFUlNT2V49Fy9eRF1dHacBJz4+Hk5OTti0aRPmzp3LKaNXr17N3jeKioqtnneluLgYI0aMQP/+/RESEiLSY6glzzZxTpw4gerqava6lkaWZ6OOjg5nvqL8/HxUVVWxy6ampvj555/x+vVrtpGh6fOrKVNTUyQlJYnE0rNnT5EGUkksLS1x6NAhlJeXiz0Xze2bhYUF6urqkJCQgFGjRslUZ1P9+vVDbm6uxHNmamqKBw8eoKSkhG3IbO7YvIsrV66w3yVv375FamoqO7+Zjo4OXr58icrKSrYBtnHjHtC2zzcaUowQQgghhBBCCCGfpK+//hrl5eVwc3PD9evXUVBQgPPnz2PWrFmora1Fhw4doK2tjYMHD+LOnTu4ePEiFi9eLLVMY2Nj8Hg8nDlzBmVlZeyv39vCsmXLkJycDB8fH6SnpyM/Px+//fYb+1JJnB49eiAiIgLp6enIyMiAu7u72F8GJyUlYfPmzcjLy8OePXtw4sQJLFq0qM1iV1NTw8yZM7F06VLExcUhKysL3t7ekJOT4/TOkCUWgUCA2NhYlJaW4tmzZ2LrU1JSgrm5OeejqakJNTU1mJubQ1FRET169ICLiwvmzJmDS5cuISMjA9OnT4ehoSFcXFzabN8/tJ49e8LDwwOenp6IiIhAYWEhrl27ho0bNyIqKgpA/XURExOD5ORk5OTkYN68eXj06JHUcgUCAf78808UFxfjyZMnbRbvqFGjYG1tjQkTJuDChQsoKipCcnIyVqxYgZSUFKnbvnnzBt7e3sjOzsbZs2exZs0a+Pj4iB36q0Fz930DDw8PREVF4ciRI1IbUgAgICAAGzduxE8//YS8vDzcunULISEh2L59O5vHzs4O2dnZyMrKwtChQ9m0sLAwDBgwQOoE7zU1NZg8eTJSUlIQFhaG2tpalJaWorS0lO21YGpqCkdHR8yZMwfXrl1DUlISfHx8MG3aNLYXSlxcHMaNG4eFCxdi0qRJbBnl5eUAZLtvJCktLUV6ejru3LkDoH5ou/T0dLbs4uJi2NnZoXPnzti6dSvKysrY+puTnp6O9PR0CIVClJWVIT09HdnZ2SL5Dh8+jAkTJog0Rokjy7PR3t4eu3fvRlpaGlJSUjB//nxObwt3d3fweDzMmTOHvQa3bt0qtd4lS5YgNjYWgYGByMvLw9GjR7F79262h5Ms3NzcoK+vjwkTJiApKQl3797FyZMncfnyZZn2TSAQYObMmZg9ezZOnz6NwsJCxMfH49dff5U5htWrV+O///0vAgICkJWVhZycHISHh2PlypUA6u/rnj17YubMmcjIyEBiYiJWrFghc/kttWfPHpw6dQq3b9/G119/jWfPnmH27NkAgEGDBkFFRQU//PADCgoKcOzYMYSGhnK2FwgEKCwsRHp6Op48ecIOJ9ga1OBCCCGEEEIIIYSQT5KBgQGSkpJQW1uL0aNHw8LCAr6+vtDU1IScnBzk5OQQHh6O1NRUmJub49tvv8WWLVuklmloaIiAgAAsX74cenp6UhtDWsrS0hIJCQnIy8vDsGHDYGVlhdWrV0sd0mf79u3o0KEDbGxs4OzsDAcHB7G/1F+yZAlSUlJgZWWFdevWYfv27XBwcGiz2Btisba2hpOTE0aNGoUhQ4bA1NRUZPiZ5mLZtm0bYmJiYGRkBCsrq3eKKSQkBP3794eTkxOsra3BMAzOnj0rMoTNP01ISAg8PT2xZMkSmJiYYMKECZzeRStXrkS/fv3g4OAAOzs79uWtNGvXrkVRURG6desGHR2dNouVx+Ph7NmzsLW1xaxZs9CzZ09MmzYN9+7dY+cxkmTkyJHo0aMHbG1tMXXqVIwfPx7+/v5St2nuvm9gb28PLS0t5Obmwt3dXWqZX375JQ4dOoSQkBBYWFhg+PDhCA0NRZcuXdg8FhYW0NTURN++fdmh3ezs7FBbW8vO3yJJcXExIiMj8ddff6Fv377o1KkT+0lOTmbzhYWFoVevXhg5ciTGjh2LoUOHcobtOnr0KKqqqrBx40ZOGeKGhWqp/fv3w8rKip2TxdbWFlZWVoiMjAQAxMTE4M6dO4iNjcVnn33Gqb85VlZWsLKyQmpqKo4dOwYrKyuMHTuWkyc3NxeXLl2Ct7e3TPHK8mzctm0bjIyMMGzYMLi7u8PPz48zZxCfz8fvv/+OW7duwcrKCitWrBA7VF1j/fr1w6+//orw8HCYm5tj9erVWLt2Lby8vNg8/v7+Ent7AfW9MS5cuABdXV2MHTsWFhYW+PHHH9keMrLs2759+zB58mQsWLAAvXr1wpw5c1BZWSnTsQMABwcHnDlzBhcuXMDAgQMxePBgBAUFsT3x5OTkcOrUKbx69Qqff/45vvzyS6xfv17m8lvqxx9/xI8//og+ffrg0qVLiIyMZOch0tLSwv/+9z+cPXsWFhYWOH78uMhzYtKkSXB0dMSIESOgo6OD48ePtzoWHtN0ADNCCCGEEEIIIYQQMV6/fo3CwkJ06dKlzcdoJx+PQCCAr68vfH19W11GfHw8vLy8xA5XJkllZSUMDQ2xbds29iVpW8RCPg1eXl6oqKjA6dOnP3YohLSpmTNngsfjifTCIKKKiorQpUsXpKWloW/fvu+1Lln/B6I5XAghhBBCCCGEEELIe5eWlobbt2/j888/x/Pnz9mJrf/Jw3cRQkhbYhgG8fHxzc4XRv6+qMGFEEIIIYQQQgghhHwQW7duRW5uLhQVFdG/f38kJiayw74QQsinjsfj4d69ex87DPIOaEgxQgghhBBCCCGEyISGFCOSFBUV4fTp0zQUGCGEkH8lWf8HkpO4hhBCCCGEEEIIIYQQGTTMvUIIIYR8yqjBhRBCCCGEEEIIIYQQQggh5B1RgwshhBBCCCGEEEIIIYQQQsg7ogYXQgghhBBCCCGEEEIIIYSQd0QNLoQQQgghhBBCCCGEEEIIIe+IGlwIIYQQQgghhBBCCCGEEELeETW4EEIIIYQQQgghhBBCCCGEvCOFjx0AIYQQQgghhBBC/vn049I/WF2lI/p+sLqaU1RUhC5duiAtLQ19+/aVmM/Ozg59+/bFjh07PlhsbYnH4+HUqVOYMGGC2PXx8fHw8vJCUVHRB43rn6Sl14Cs19b7Iku8oaGh8PX1RUVFxQeL6+/A398fp0+fRnp6+scOhfzNNL1v4+PjMWLECDx79gyamprvpQ7y90I9XAghhBBCCCGEEELaSHx8PHg8nsgL6IiICAQGBn6coNpASUkJxowZ87HDAFDf+HP69OkWbRMeHg4ejyexwehDaOk1YGRkhJKSEpibm7/HqGQnEAhEGl+mTp2KvLy8jxPQR+Tn54fY2NgPVl9NTQ2WLVsGCwsLqKqqwsDAAJ6ennj48CEnX3l5OTw8PKCurg5NTU14e3tDKBSy6+Pj4+Hi4oJOnTpBVVUVffv2RVhYmMR6W3LfHDx4EHZ2dlBXVxf7DCwqKoK3tze6dOkCZWVldOvWDWvWrMGbN2+klltSUgJ3d3f07NkTcnJy8PX1FcljZ2cHHo8n8hk3blyzcb9vNjY2KCkpgYaGRpuV+TGfDeKeA4SLGlwIIYQQQgghhBDyyWnuJV9b09LSgpqa2getsy3p6+ujffv2HzuMVikqKoKfnx+GDRv2UeNo6TUgLy8PfX19KCjIPkBNbW0t6urqWhNeqygrK0NXV/eD1feu2uq+5/P50NbWbpOyZFFVVYUbN25g1apVuHHjBiIiIpCbm4vx48dz8nl4eCArKwsxMTE4c+YM/vzzT8ydO5ddn5ycDEtLS5w8eRI3b97ErFmz4OnpiTNnzojU2dL7pqqqCo6Ojvjhhx/Err99+zbq6upw4MABZGVlISgoCPv375eYv0F1dTV0dHSwcuVK9OnTR2yeiIgIlJSUsJ/MzEzIy8tjypQpMsX+PikqKkJfXx88Hq/NymzNs4F8ONTgQgghhBBCCCGEkH89Ozs7+Pj4wNfXFx07doSDgwMAIDMzE2PGjAGfz4eenh5mzJiBJ0+esNtFR0dj6NCh0NTUhLa2NpycnFBQUCC2jqKiIowYMQIA0KFDB/B4PHh5ebH1N/5ltkAgwLp16+Dp6Qk+nw9jY2NERkairKwMLi4u4PP5sLS0REpKCqeOS5cuYdiwYVBWVoaRkREWLlyIyspKiftdUFAAFxcX6Onpgc/nY+DAgfjjjz84eQQCAQIDA+Hm5gZVVVUYGhpiz549nDyt6VXS1MuXL+Hh4QFVVVV06tQJQUFBYo+LtFgEAgEAYOLEieDxeOyyJLW1tfDw8EBAQAC6du0qsv7Zs2fw9PREhw4doKKigjFjxiA/P19qmQ29mM6fPw8rKysoKyvD3t4ejx8/xrlz52Bqagp1dXW4u7ujqqqK3U7cvm7YsAGzZ8+GmpoaOnfujIMHD7Lri4qKwOPxpA5bFRoaCk1NTURGRsLMzAzt27fH/fv3UV1dDT8/PxgaGkJVVRWDBg1CfHw8u93Tp0/h5uYGQ0NDqKiowMLCAsePH5dYj52dHe7du4dvv/2W7T3QuP4G/v7+6Nu3L44cOYLOnTuDz+djwYIFqK2txebNm6Gvrw9dXV2sX7+eU35FRQW+/PJL6OjoQF1dHfb29sjIyJB6Hry8vDBhwgQEBASw282fP5/TqNKa+/7gwYMwMDAQabhycXHB7NmzOfvZ2KFDh2BqagolJSX06tULe/fuZddNnjwZPj4+7LKvry94PB5u374NoL4hSFVVVeTebKChoYGYmBi4urrCxMQEgwcPxu7du5Gamor79+8DAHJychAdHY1Dhw5h0KBBGDp0KHbt2oXw8HC2J8wPP/yAwMBA2NjYoFu3bli0aBEcHR0RERHBqa+5+0YcX19fLF++HIMHDxa73tHRESEhIRg9ejS6du2K8ePHw8/PT6TupgQCAXbu3AlPT0+JvUS0tLSgr6/PfmJiYqCioiK1wUWWZ6O4556mpiZCQ0PZ5WvXrsHKygpKSkoYMGAA0tLSOPnF9Xo8efIkevfujfbt20MgEGDbtm1Sj0FTTZ8NDXXExsZiwIABUFFRgY2NDXJzc9ltGq7ZAwcOwMjICCoqKnB1dcXz58/ZPE2fUQAwYcIEzveYuOcA4aIGF0IIIYQQQgghhHwSjh49CkVFRSQlJWH//v2oqKiAvb09rKyskJKSgujoaDx69Aiurq7sNpWVlVi8eDFSUlIQGxsLOTk5TJw4UWwvAiMjI5w8eRIAkJubi5KSEuzcuVNiPEFBQRgyZAjS0tIwbtw4zJgxA56enpg+fTpu3LiBbt26wdPTEwzDAKh/Qejo6IhJkybh5s2b+OWXX3Dp0iXOi9ymhEIhxo4di9jYWKSlpcHR0RHOzs7sS9oGW7ZsQZ8+fZCWlobly5dj0aJFiImJadHxbc7ixYuRlJSEyMhIxMTEIDExETdu3BDJJy2W69evAwBCQkJQUlLCLkuydu1a6OrqwtvbW+x6Ly8vpKSkIDIyEpcvXwbDMBg7dixqamqa3R9/f3/s3r0bycnJePDgAVxdXbFjxw4cO3YMUVFRuHDhAnbt2iW1jG3btrEvaRcsWICvvvqK85JUFlVVVdi0aRMOHTqErKws6OrqwsfHB5cvX0Z4eDhu3ryJKVOmwNHRkW1Mev36Nfr374+oqChkZmZi7ty5mDFjBq5duya2joiICHz22WdYu3Yt24tAkoKCApw7dw7R0dE4fvw4Dh8+jHHjxuGvv/5CQkICNm3ahJUrV+Lq1avsNlOmTGEbrFJTU9GvXz+MHDkS5eXlUvc9NjYWOTk5iI+Px/HjxxEREYGAgABOnpbe91OmTMHTp08RFxfHllFeXo7o6Gh4eHiIjSMsLAyrV6/G+vXrkZOTgw0bNmDVqlU4evQoAGD48OGcBq+EhAR07NiRTbt+/TpqampgY2MjdX8be/78OXg8HtvgdfnyZWhqamLAgAFsnlGjRkFOTo5zrMWVo6WlxUlr7r5pK+LqbguHDx/GtGnToKqqKjGPrM9GaYRCIZycnGBmZobU1FT4+/vDz89P6japqalwdXXFtGnTcOvWLfj7+2PVqlWcRpzWWrFiBbZt24aUlBQoKCiwDYQN7ty5g19//RW///47oqOj2eeOrFryHPikMYQQQgghhBBCCCEyePXqFZOdnc28evVKZJ3exbQP9mmN4cOHM1ZWVpy0wMBAZvTo0Zy0Bw8eMACY3NxcseWUlZUxAJhbt24xDMMwhYWFDAAmLa0+rri4OAYA8+zZM5H6Fy1axC4bGxsz06dPZ5dLSkoYAMyqVavYtMuXLzMAmJKSEoZhGMbb25uZO3cup9zExERGTk5O7DmRpHfv3syuXbs4sTg6OnLyTJ06lRkzZgy7DIA5deqUxDLj4uIYY2NjietfvHjBtGvXjjlx4gSbVlFRwaioqIgcl3eNpUFiYiJjaGjIlJWVMQzDMDNnzmRcXFzY9Xl5eQwAJikpiU178uQJo6yszPz6668Sy204x3/88QebtnHjRgYAU1BQwKbNmzePcXBwYJebuwbq6uoYXV1dZt++fQzDiF5b4oSEhDAAmPT0dDbt3r17jLy8PFNcXMzJO3LkSOb777+XWNa4ceOYJUuWSI03KChIpH4NDQ12ec2aNYyKigrz4sULNs3BwYERCARMbW0tm2ZiYsJs3LiRYZj686Surs68fv2aU3a3bt2YAwcOSIx35syZjJaWFlNZWcmm7du3j+Hz+Wxdrb3vXVxcmNmzZ7PrDxw4wBgYGLDlrlmzhunTpw8n1mPHjonUY21tzTAMw9y8eZPh8XjM48ePmfLyckZRUZEJDAxkpk6dyjAMw6xbt46xsbGRuK9NvXr1iunXrx/j7u7Opq1fv57p2bOnSF4dHR1m7969Ysv55ZdfGEVFRSYzM5NNa+6+aY6kZ2BT+fn5jLq6OnPw4EGZy256TYpz9epVBgBz9epVmctt0PTZKO5Zo6GhwYSEhDAMU39daGtrc56/+/btk/qd4O7uzvznP//hlLl06VLGzMxM5jglfe80fiZFRUUxANjY1qxZw8jLyzN//fUXm+fcuXOMnJwc+x0j7vi6uLgwM2fOZJfFPQc+FdL+B2qMergQQgghhBBCCCHkk9C/f3/OckZGBuLi4sDn89lPr169AIAdNiw/Px9ubm7o2rUr1NXV2SGsWvIraEksLS3Zv/X09AAAFhYWImmPHz9m4w0NDeXE6+DggLq6OhQWFoqtQygUws/PD6amptDU1ASfz0dOTo5I/NbW1iLLOTk577yPDe7evYuamhp8/vnnbJqGhgZMTExE8rY0lvv373OOyYYNG/Dy5UvMmDEDwcHB6Nixo9jtcnJyoKCggEGDBrFp2traMDExYetrGHaKz+ejd+/enO2bnj8VFRXO8Et6enrsuZOkcRk8Hg/6+voSt+nduzcby5gxY9h0RUVFTjm3bt1CbW0tevbsyTkuCQkJ7HVdW1uLwMBAWFhYQEtLC3w+H+fPn2+T61ogEHDmqtHT04OZmRnk5OQ4aY2va6FQCG1tbU68hYWFKCgoEHt+G/Tp0wcqKirssrW1NYRCIR48eMCmtea+9/DwwMmTJ1FdXQ2gvgfLtGnTOPvQoLKyEgUFBfD29uaUuW7dOrY8c3NzaGlpISEhAYmJibCysoKTkxMSEhIA1Pd4sbOzY+tqXE5iYiKnvpqaGri6uoJhGOzbt0+WUyJWXFwcZs2aheDgYPbaluW+2bBhAye+1lwzxcXFcHR0xJQpUzBnzhw2vXG58+fPb9V+HT58GBYWFpxnjTiyPhulycnJgaWlJZSUlNi0ps8vcdsMGTKEkzZkyBDk5+ejtrZW5rrFafwc6NSpEwBwniedO3eGoaEhJ9a6uroW96oj0tHMOoQQQgghhBBCCPkkNB1eRigUwtnZGZs2bRLJ2/CyytnZGcbGxggODmbndTA3N2+TybfbtWvH/t0wFr64tIbhy4RCIebNm4eFCxeKlNW5c2exdfj5+SEmJgZbt25F9+7doaysjMmTJ7fZ5OF/BwYGBpx5TrS0tFBQUICioiI4Ozuz6Q3HUUFBQeYXjIcOHcKrV68AcM9N02UejyeynsfjNTuBfUu2OXv2LDvUmbKyMpuurKzMmUtBKBRCXl4eqampkJeX55TB5/MB1A/btnPnTuzYsQMWFhZQVVWFr69vm1/XDfskbT+FQiE6derEGXKrgaamJjQ1NUXOb0u09r5nGAZRUVEYOHAgEhMTERQUJLZ8oVAIAAgODuY03gFgjz+Px4OtrS3i4+PRvn172NnZwdLSEtXV1cjMzERycjI7FNX48eM55TR+Qd7Q2HLv3j1cvHgR6urq7DpxjXVv375FeXk59PX1OekJCQlwdnZGUFAQPD092XRZ7pv58+dzhl00MDAQe1wkefjwIUaMGAEbGxvOnEUAOOe58b7JqrKyEuHh4Vi7dm2zeWV5NvJ4PHZIxwayDDf4sUj7/pCFnJzcP2p//66owYUQQgghhBBCCCGfpH79+uHkyZMQCARQUBB9RfL06VPk5uYiODgYw4YNA1A/ab00ioqKAPDOv1SWFG92dja6d+8u8zZJSUnw8vLCxIkTAdS/HC4qKhLJd+XKFZFlU1PTd4q3sa5du6Jdu3a4fv062zj0/Plz5OXlwdbWtkWxtGvXjnN8FRQURI6JiooKbt26xUlbuXIlXr58iZ07d8LIyAh1dXV4+/Ytrl69ys6d0XDOzczMAHBfdn9sxsbGMuWzsrJCbW0tHj9+zF63TSUlJcHFxQXTp08HUP9SNi8vj91vcRQVFd/bdV1aWgoFBQW2B1lTkq75jIwMvHr1im2AunLlCvh8PoyMjKTWJ+2+BwAlJSV88cUXCAsLw507d2BiYoJ+/fqJzaunpwcDAwPcvXtX4hwvQP08LsHBwWjfvj3Wr18POTk52NraYsuWLaiurmZ7PaipqXF6CDVoaGzJz89HXFwctLW1Oeutra1RUVGB1NRUtlfPxYsXUVdXx2nAiY+Ph5OTEzZt2oS5c+dyyujVq1ez942iomKr510pLi7GiBEj0L9/f4SEhIj0GGrJs02cEydOoLq6mr2upZHl2aijo8OZpyQ/Px9VVVXssqmpKX7++We8fv2a7eXS9PnVlKmpKZKSkkRi6dmzp0gDaVu7f/8+Hj58yDaSXblyBXJycmxPw6b7W1tbi8zMTIwYMYJNe1/PgX8TGlKMEEIIIYQQQgghn6Svv/4a5eXlcHNzw/Xr11FQUIDz589j1qxZqK2tRYcOHaCtrY2DBw/izp07uHjxIhYvXiy1TGNjY/B4PJw5cwZlZWXsr9/bwrJly5CcnAwfHx+kp6cjPz8fv/32G3x8fCRu06NHD0RERCA9PR0ZGRlwd3cX+4vnpKQkbN68GXl5edizZw9OnDiBRYsWtVnsampqmDlzJpYuXYq4uDhkZWXB29sbcnJynN4ZssQiEAgQGxuL0tJSPHv2TGx9SkpKMDc353w0NTWhpqYGc3NzKCoqokePHnBxccGcOXNw6dIlZGRkYPr06TA0NISLi0ub7fuH1rNnT3h4eMDT0xMREREoLCzEtWvXsHHjRkRFRQGovy5iYmKQnJyMnJwczJs3D48ePZJarkAgwJ9//oni4mI8efKkzeIdNWoUrK2tMWHCBFy4cAFFRUVITk7GihUrkJKSInXbN2/ewNvbG9nZ2Th79izWrFkDHx8fsUN/NWjuvm/g4eGBqKgoHDlyRGpDCgAEBARg48aN+Omnn5CXl4dbt24hJCQE27dvZ/PY2dkhOzsbWVlZGDp0KJsWFhaGAQMGSJ3gvaamBpMnT0ZKSgrCwsJQW1uL0tJSlJaWsj0yTE1N4ejoiDlz5uDatWtISkqCj48Ppk2bxr5gj4uLw7hx47Bw4UJMmjSJLaO8vByAbPeNJKWlpUhPT8edO3cA1A9tl56ezpZdXFwMOzs7dO7cGVu3bkVZWRlbf3PS09ORnp4OoVCIsrIypKenIzs7WyTf4cOHMWHCBJHGKHFkeTba29tj9+7dSEtLQ0pKCubPn8/pReLu7g4ej4c5c+aw1+DWrVul1rtkyRLExsYiMDAQeXl5OHr0KHbv3s32cHqflJSUMHPmTGRkZCAxMRELFy6Eq6sr2wPK3t4eUVFRiIqKwu3bt/HVV1+hoqKCU8b7eg78m1APF0IIIYQQQgghhLyz0hF9P3YILWZgYICkpCQsW7YMo0ePRnV1NYyNjeHo6Mg2BISHh2PhwoUwNzeHiYkJfvrpJ3auBXEMDQ0REBCA5cuXY9asWfD09ERoaGibxGtpaYmEhASsWLECw4YNA8Mw6NatG6ZOnSpxm+3bt2P27NmwsbFBx44dsWzZMrx48UIk35IlS5CSkoKAgACoq6tj+/btcHBwaJO4G8cyf/58ODk5QV1dHd999x0ePHjAmf9Alli2bduGxYsXIzg4GIaGhmJ77MgqJCQEixYtgpOTE968eQNbW1ucPXtWZAisf5qQkBCsW7cOS5YsQXFxMTp27IjBgwfDyckJQH2vhbt378LBwQEqKiqYO3cuJkyYgOfPn0ssc+3atZg3bx66deuG6upqkaGHWovH4+Hs2bNYsWIFZs2ahbKyMujr68PW1padx0iSkSNHokePHrC1tUV1dTXc3Nzg7+8vdZvm7vsG9vb20NLSQm5uLtzd3aWW+eWXX0JFRQVbtmzB0qVLoaqqCgsLC/j6+rJ5LCwsoKmpyc6tA9Q3uNTW1kp9pgD1jRWRkZEAgL59+3LWxcXFceZ/8fHxwciRIyEnJ4dJkybhp59+YvMePXoUVVVV2LhxIzZu3MimDx8+XOyQbi2xf/9+BAQEsMsNPddCQkLg5eWFmJgY3LlzB3fu3MFnn33G2ba5a8nKyor9OzU1FceOHYOxsTHn3s/NzcWlS5dw4cIFmeKV5dm4bds2zJo1C8OGDYOBgQF27tyJ1NRUdj2fz8fvv/+O+fPnw8rKCmZmZti0aRMmTZoksd5+/frh119/xerVqxEYGIhOnTph7dq18PLyYvP4+/sjNDT0nZ5t4nTv3h1ffPEFxo4di/Lycjg5OWHv3r3s+tmzZyMjIwOenp5QUFDAt99+y+ndAry/58C/CY+ho0IIIYQQQgghhBAZvH79GoWFhejSpYvIS3LyzyUQCODr68t5OdxS8fHx8PLyatELwsrKShgaGmLbtm3w9vZus1jIp8HLywsVFRU4ffr0xw6FkDY1c+ZM8Hi8NmusB+obcU6fPs2ZJ4e0jKz/A1EPF0IIIYQQQgghhBDy3qWlpeH27dv4/PPP8fz5c3Zi63/y8F2EENKWGIZBfHx8s/OFkb8vanAhhBBCCCGEEEIIIR/E1q1bkZubC0VFRfTv3x+JiYno2LHjxw6LEEL+Fng8Hu7du/exwyDvgIYUI4QQQgghhBBCiExoSDEiSVFREU6fPk1DgRFCCPlXkvV/IDmJawghhBBCCCGEEEIIkUHD3CuEEELIp4waXAghhBBCCCGEEEIIIYQQQt4RNbgQQgghhBBCCCGEEEIIIYS8I2pwIYQQQgghhBBCCCGEEEIIeUfU4EIIIYQQQgghhBBCCCGEEPKOqMGFEEIIIYQQQgghhBBCCCHkHVGDCyGEEEIIIYQQQkgrFRUVgcfjIT09XWo+Ozs7+Pr6fpCY3gcej4fTp09LXB8fHw+BQPDB4vknauk1IOu19b7IEm9oaCg0NTU/SDx/J/7+/ujbt+/HDoP8DTW9b+Pj48Hj8VBRUfFR4yIfjsLHDoAQQgghhBBCCCH/fILlUR+srqIfx32wuloqPj4eI0aMwLNnzzgvoiMiItCuXbuPF9g7KikpQYcOHT52GADqG39OnTqFCRMmyLxNeHg43Nzc4OLiIrXh6H1q6TVgZGSEkpISdOzY8T1GJTuBQABfX19OI8zUqVMxduzYjxfUR+Ln54dvvvnmg9VXU1ODlStX4uzZs7h79y40NDQwatQo/PjjjzAwMGDzlZeX45tvvsHvv/8OOTk5TJo0CTt37gSfzwdQ/3wKCgrCtWvX8OLFC/To0QNLly6Fh4eH2Hpbct8cPHgQx44dw40bN/Dy5UuRZ2BRURECAwNx8eJFlJaWwsDAANOnT8eKFSugqKgosdySkhIsWbIEKSkpuHPnDhYuXIgdO3Zw8tjZ2SEhIUFk27FjxyIq6sN9N4ljY2ODkpISaGhofNQ4xBF3T7cVOzs79O3bV+RcfQqohwshhBBCCCGEEEI+OW/evPmg9WlpaUFNTe2D1tmW9PX10b59+48dRqsUFRXBz88Pw4YN+6hxtPQakJeXh76+PhQUZP+9dG1tLerq6loTXqsoKytDV1f3g9X3rtrqvufz+dDW1m6TsmRRVVWFGzduYNWqVbhx4wYiIiKQm5uL8ePHc/J5eHggKysLMTExOHPmDP7880/MnTuXXZ+cnAxLS0ucPHkSN2/exKxZs+Dp6YkzZ86I1NnS+6aqqgqOjo744YcfxK6/ffs26urqcODAAWRlZSEoKAj79++XmL9BdXU1dHR0sHLlSvTp00dsnoiICJSUlLCfzMxMyMvLY8qUKTLF/j4pKipCX18fPB7vY4dCPhBqcCGEEEIIIYQQQsi/np2dHXx8fODr64uOHTvCwcEBAJCZmYkxY8aAz+dDT08PM2bMwJMnT9jtoqOjMXToUGhqakJbWxtOTk4oKCgQW0dRURFGjBgBAOjQoQN4PB68vLzY+hv/ilggEGDdunXw9PQEn8+HsbExIiMjUVZWBhcXF/D5fFhaWiIlJYVTx6VLlzBs2DAoKyvDyMgICxcuRGVlpcT9LigogIuLC/T09MDn8zFw4ED88ccfnDwCgQCBgYFwc3ODqqoqDA0NsWfPHk6e5oYUk8XLly/h4eEBVVVVdOrUCUFBQWKPi7RYGoYtmzhxIng8XrPDmNXW1sLDwwMBAQHo2rWryPpnz57B09MTHTp0gIqKCsaMGYP8/HypZTYMEXT+/HlYWVlBWVkZ9vb2ePz4Mc6dOwdTU1Ooq6vD3d0dVVVV7Hbi9nXDhg2YPXs21NTU0LlzZxw8eJBdL8uQYg1DekVGRsLMzAzt27fH/fv3UV1dDT8/PxgaGkJVVRWDBg1CfHw8u93Tp0/h5uYGQ0NDqKiowMLCAsePH5dYj52dHe7du4dvv/0WPB6PfXncdEixhqG2jhw5gs6dO4PP52PBggWora3F5s2boa+vD11dXaxfv55TfkVFBb788kvo6OhAXV0d9vb2yMjIkHoevLy8MGHCBAQEBLDbzZ8/n9Oo0pr7/uDBgzAwMBBpuHJxccHs2bM5+9nYoUOHYGpqCiUlJfTq1Qt79+5l102ePBk+Pj7ssq+vL3g8Hm7fvg2gviFIVVVV5N5soKGhgZiYGLi6usLExASDBw/G7t27kZqaivv37wMAcnJyEB0djUOHDmHQoEEYOnQodu3ahfDwcDx8+BAA8MMPPyAwMBA2Njbo1q0bFi1aBEdHR0RERHDqa+6+EcfX1xfLly/H4MGDxa53dHRESEgIRo8eja5du2L8+PHw8/MTqbspgUCAnTt3wtPTU2IvES0tLejr67OfmJgYqKioSG1wkeXZKO65p6mpidDQUHb52rVrsLKygpKSEgYMGIC0tDROfnFDip08eRK9e/dG+/btIRAIsG3bNqnHQJxbt27B3t4eysrK0NbWxty5cyEUCtn14oYEnDBhAuc7Sdo9ffr0afTo0QNKSkpwcHDAgwcP2HIa7r3GfH19YWdnx65PSEjAzp072bKLiopavI//VNTgQgghhBBCCCGEkE/C0aNHoaioiKSkJOzfvx8VFRWwt7eHlZUVUlJSEB0djUePHsHV1ZXdprKyEosXL0ZKSgpiY2MhJyeHiRMniu1FYGRkhJMnTwIAcnNzUVJSgp07d0qMJygoCEOGDEFaWhrGjRuHGTNmwNPTE9OnT8eNGzfQrVs3eHp6gmEYAPUvCB0dHTFp0iTcvHkTv/zyCy5dusR5kduUUCjE2LFjERsbi7S0NDg6OsLZ2Zl9Sdtgy5Yt6NOnD9LS0rB8+XIsWrQIMTExLTq+zVm8eDGSkpIQGRmJmJgYJCYm4saNGyL5pMVy/fp1AEBISAhKSkrYZUnWrl0LXV1deHt7i13v5eWFlJQUREZG4vLly2AYBmPHjkVNTU2z++Pv74/du3cjOTkZDx48gKurK3bs2IFjx44hKioKFy5cwK5du6SWsW3bNvYl7YIFC/DVV18hNze32bobq6qqwqZNm3Do0CFkZWVBV1cXPj4+uHz5MsLDw3Hz5k1MmTIFjo6ObGPS69ev0b9/f0RFRSEzMxNz587FjBkzcO3aNbF1RERE4LPPPsPatWvZXgSSFBQU4Ny5c4iOjsbx48dx+PBhjBs3Dn/99RcSEhKwadMmrFy5ElevXmW3mTJlCttglZqain79+mHkyJEoLy+Xuu+xsbHIyclBfHw8jh8/joiICAQEBHDytPS+nzJlCp4+fYq4uDi2jPLyckRHR0sceissLAyrV6/G+vXrkZOTgw0bNmDVqlU4evQoAGD48OGcBq+EhAR07NiRTbt+/TpqampgY2MjdX8be/78OXg8HtvgdfnyZWhqamLAgAFsnlGjRkFOTo5zrMWVo6WlxUlr7r5pK+LqbguHDx/GtGnToKqqKjGPrM9GaYRCIZycnGBmZobU1FT4+/vDz89P6japqalwdXXFtGnTcOvWLfj7+2PVqlWcRpzmVFZWwsHBAR06dMD169dx4sQJ/PHHH1K/C5qSdk9XVVVh/fr1+O9//4ukpCRUVFRg2rRpMpe9c+dOWFtbY86cOWzZRkZGMm//T0dzuBBCCCGEEEIIIeST0KNHD2zevJldXrduHaysrLBhwwY27ciRIzAyMkJeXh569uyJSZMmcco4cuQIdHR0kJ2dDXNzc846eXl59uWhrq5us5OJjx07FvPmzQMArF69Gvv27cPAgQPZX2UvW7YM1tbWePToEfT19bFx40Z4eHiwv1ru0aMHfvrpJwwfPhz79u2DkpKSSB19+vThDMMTGBiIU6dOITIykvNybsiQIVi+fDkAoGfPnkhKSkJQUBD+85//SN0HWb18+RJHjx7FsWPHMHLkSAD1jSaN55+QJRYdHR0A9b8y19fXl1rnpUuXcPjwYYk9RPLz8xEZGYmkpCT2RXdYWBiMjIxw+vTpZocjWrduHYYMGQIA8Pb2xvfff4+CggK2R8DkyZMRFxeHZcuWSSxj7NixWLBgAYD68x0UFIS4uDiYmJhIrbuxmpoa7N27lz3P9+/fR0hICO7fv88eXz8/P0RHRyMkJAQbNmyAoaEh58XwN998g/Pnz+PXX3/F559/LlKHlpYW5OXloaam1uxxr6urw5EjR6CmpgYzMzOMGDECubm5OHv2LOTk5GBiYoJNmzYhLi4OgwYNwqVLl3Dt2jU8fvyYHbZu69atOH36NP7v//6PMyRWU4qKijhy5AhUVFTQu3dvrF27FkuXLkVgYCDk5Op/Z96a+37MmDGca/X//u//0LFjR7YHW1Nr1qzBtm3b8MUXXwAAunTpguzsbBw4cAAzZ86EnZ0dFi1ahLKyMigoKCA7OxurVq1CfHw85s+fj/j4eAwcOBAqKipSj22D169fY9myZXBzc4O6ujoAoLS0VGR4NwUFBWhpaaG0tFRsOb/++iuuX7+OAwcOsGnN3Tdt5c6dO9i1axe2bt3apuVeu3YNmZmZOHz4sNR8sj4bpTl27Bjq6upw+PBhKCkpoXfv3vjrr7/w1VdfSdxm+/btGDlyJFatWgWg/hmXnZ2NLVu2sL1PZKn39evX+O9//8s2Ku3evRvOzs7YtGkT9PT0mi1D2j1dU1OD3bt3Y9CgQQDqGy1NTU1x7do1sc+HpjQ0NKCoqAgVFZVmnxf/RtTDhRBCCCGEEEIIIZ+E/v37c5YzMjIQFxcHPp/Pfnr16gUA7LBh+fn5cHNzQ9euXaGurs4OYdWSX0FLYmlpyf7d8ILMwsJCJO3x48dsvKGhoZx4HRwcUFdXh8LCQrF1CIVC+Pn5wdTUFJqamuDz+cjJyRGJ39raWmQ5Jyfnnfexwd27d1FTU8N5WaehoSG2YaGlsdy/f59zTDZs2ICXL19ixowZCA4OljjpfE5ODhQUFNiXigCgra0NExMTtr6GYaf4fD569+7N2b7p+VNRUeEMv6Snp8eeO0kal8Hj8aCvry9xm969e7OxjBkzhk1XVFTklHPr1i3U1taiZ8+enOOSkJDAXte1tbUIDAyEhYUFtLS0wOfzcf78+Ta5rgUCAWeuGj09PZiZmbENIA1pja9roVAIbW1tTryFhYUoKCgQe34b9OnTh9NIYW1tDaFQyBn+qDX3vYeHB06ePInq6moA9Q1x06ZN4+xDg8rKShQUFMDb25tT5rp169jyzM3NoaWlhYSEBCQmJsLKygpOTk7sRO8JCQnscExhYWGcchITEzn11dTUwNXVFQzDYN++fbKcErHi4uIwa9YsBAcHs9e2LPfNhg0bOPG15popLi6Go6MjpkyZgjlz5rDpjcudP39+q/br8OHDsLCwaLZhQNZnozQ5OTmwtLTkNHY3fX6J26ahobbBkCFDkJ+fj9raWpnr7dOnD6cHz5AhQ1BXV9fiHnLiKCgoYODAgexyr169oKmp2abfCf9m1MOFEEIIIYQQQgghn4Smw8sIhUL2F8FNderUCQDg7OwMY2NjBAcHs/M6mJubt8nk2+3atWP/bhg/X1xaw/BlQqEQ8+bNw8KFC0XK6ty5s9g6/Pz8EBMTg61bt6J79+5QVlbG5MmT22zy8L8DAwMDzq/xtbS0UFBQgKKiIjg7O7PpDcdRQUFB5peShw4dwqtXrwBwz03TZR6PJ7Kex+M1O4F9S7Y5e/YsO9SZsrIym66srMyZkFsoFEJeXh6pqamQl5fnlMHn8wHUD9u2c+dO7NixAxYWFlBVVYWvr2+bX9cN+yRtP4VCITp16sQZcquBpqYmNDU1Rc5vS7T2vmcYBlFRURg4cCASExMRFBQktvyGeTOCg4M5jXcA2OPP4/Fga2uL+Ph4tG/fHnZ2drC0tER1dTUyMzORnJzM9jgaP348pxxDQ0P274bGlnv37uHixYts7xYAYhvr3r59i/LycpFeBgkJCXB2dkZQUBA8PT3ZdFnum/nz53OGXRTXS02ahw8fYsSIEbCxseHMWQSAc54b75usKisrER4ejrVr1zabV5ZnI4/HY4d0bCDLcIN/B3Jycu8t9vdZ9r8BNbgQQgghhBBCCCHkk9SvXz+cPHkSAoEACgqir0iePn2K3NxcBAcHY9iwYQDqh9uRRlFREQBk/qVyS+PNzs5G9+7dZd4mKSkJXl5emDhxIoD6l8PiJi++cuWKyLKpqek7xdtY165d0a5dO1y/fp1tHHr+/Dny8vJga2vboljatWvHOb4KCgoix0RFRQW3bt3ipK1cuRIvX77Ezp07YWRkhLq6Orx9+xZXr15lhxRrOOdmZmYAuC+7PzZjY2OZ8llZWaG2thaPHz9mr9umkpKS4OLigunTpwOof6mel5fH7rc4ioqK7+26Li0thYKCAtuDrClJ13xGRgZevXrFNkBduXIFfD5f6nwRzd33AKCkpIQvvvgCYWFhuHPnDkxMTNCvXz+xefX09GBgYIC7d+9KnOMFqJ/HJTg4GO3bt8f69eshJycHW1tbbNmyBdXV1WyvBzU1NU4PoQYNjS35+fmIi4uDtrY2Z721tTUqKiqQmprK9uq5ePEi6urqOA048fHxcHJywqZNm0SGa+vVq1ez942iomKr510pLi7GiBEj0L9/f4SEhIj0GGrJs02cEydOoLq6mr2upZHl2aijo8OZ2yQ/Px9VVVXssqmpKX7++We8fv2a7eXS9PnVlKmpKZKSkkRi6dmzp0gDqbQyQkNDUVlZyTYoJiUlsUP2iYu9trYWmZmZnGHxJN3Tb9++RUpKCttLKDc3FxUVFexzWEdHB5mZmZxt0tPTOQ2r7+t58U9AQ4oRQgghhBBCCCHkk/T111+jvLwcbm5uuH79OgoKCnD+/HnMmjULtbW16NChA7S1tXHw4EHcuXMHFy9exOLFi6WWaWxsDB6PhzNnzqCsrIz99XtbWLZsGZKTk+Hj44P09HTk5+fjt99+kzrfQI8ePRAREYH09HRkZGTA3d1dbA+KpKQkbN68GXl5edizZw9OnDiBRYsWtVnsampqmDlzJpYuXYq4uDhkZWXB29sbcnJynN4ZssQiEAgQGxuL0tJSPHv2TGx9SkpKMDc353w0NTWhpqYGc3NzKCoqokePHnBxccGcOXNw6dIlZGRkYPr06TA0NISLi0ub7fuH1rNnT3h4eMDT0xMREREoLCzEtWvXsHHjRkRFRQGovy5iYmKQnJyMnJwczJs3D48ePZJarkAgwJ9//oni4mI8efKkzeIdNWoUrK2tMWHCBFy4cAFFRUVITk7GihUrkJKSInXbN2/ewNvbG9nZ2Th79izWrFkDHx8fsUN/NWjuvm/g4eGBqKgoHDlyRGpDCgAEBARg48aN+Omnn5CXl4dbt24hJCQE27dvZ/PY2dkhOzsbWVlZGDp0KJsWFhaGAQMGSJ3gvaamBpMnT0ZKSgrCwsJQW1uL0tJSlJaWsj0yTE1N4ejoiDlz5uDatWtISkqCj48Ppk2bxvZCiYuLw7hx47Bw4UJMmjSJLaO8vByAbPeNJKWlpUhPT8edO3cA1A9tl56ezpZdXFwMOzs7dO7cGVu3bkVZWRlbf3PS09ORnp4OoVCIsrIypKenIzs7WyTf4cOHMWHCBJHGKHFkeTba29tj9+7dSEtLQ0pKCubPn89pVHB3dwePx8OcOXPYa7C5OWmWLFmC2NhYBAYGIi8vD0ePHsXu3bs5cyo1x8PDA0pKSpg5cyYyMzMRFxeHb775BjNmzGCHorS3t0dUVBSioqJw+/ZtfPXVV6ioqOCUI+mebteuHb755htcvXoVqamp8PLywuDBg9kGGHt7e6SkpOC///0v8vPzsWbNGpEGGIFAgKtXr6KoqAhPnjxptrffvwn1cCGEEEIIIYQQQsg7K/px3McOocUMDAyQlJSEZcuWYfTo0aiuroaxsTEcHR3ZhoDw8HAsXLgQ5ubmMDExwU8//cTOtSCOoaEhAgICsHz5csyaNQuenp4IDQ1tk3gtLS2RkJCAFStWYNiwYWAYBt26dcPUqVMlbrN9+3bMnj0bNjY26NixI5YtW4YXL16I5FuyZAlSUlIQEBAAdXV1bN++HQ4ODm0Sd+NY5s+fDycnJ6irq+O7777DgwcPOPMfyBLLtm3bsHjxYgQHB8PQ0FBsjx1ZhYSEYNGiRXBycsKbN29ga2uLs2fPigyB9U8TEhKCdevWYcmSJSguLkbHjh0xePBgODk5AajvtXD37l04ODhARUUFc+fOxYQJE/D8+XOJZa5duxbz5s1Dt27dUF1dLTKkUGvxeDycPXsWK1aswKxZs1BWVgZ9fX3Y2to2O/n3yJEj0aNHD9ja2qK6uhpubm7w9/eXuk1z930De3t7aGlpITc3F+7u7lLL/PLLL6GiooItW7Zg6dKlUFVVhYWFBXx9fdk8FhYW0NTUZOfWAeobXGpra6U+U4D6xorIyEgAQN++fTnr4uLiOPO/+Pj4YOTIkZCTk8OkSZPw008/sXmPHj2KqqoqbNy4ERs3bmTThw8fLnZIt5bYv38/AgIC2OWGnmshISHw8vJCTEwM7ty5gzt37uCzzz7jbNvctWRlZcX+nZqaimPHjsHY2Jhz7+fm5uLSpUu4cOGCTPHK8mzctm0bZs2ahWHDhsHAwAA7d+5Eamoqu57P5+P333/H/PnzYWVlBTMzM2zatAmTJk2SWG+/fv3w66+/YvXq1QgMDESnTp2wdu1aeHl5sXn8/f0RGhoq8dmmoqKC8+fPY9GiRRg4cCBUVFQwadIkTgPf7NmzkZGRAU9PTygoKODbb7/l9G4BJN/TKioqWLZsGdzd3VFcXIxhw4bh8OHD7HYODg5YtWoVvvvuO7x+/RqzZ8+Gp6cnp3eUn58fZs6cCTMzM7x69QqFhYUSe7D92/CYtno6EkIIIYQQQggh5F/t9evXKCwsRJcuXURekpN/LoFAAF9fX87L4ZaKj4+Hl5dXixo/KisrYWhoiG3btsHb27vNYiGfBi8vL1RUVOD06dMfOxRC2tTMmTPB4/HarLG+JUJDQ+Hr6yvSG4bI/j8Q9XAhhBBCCCGEEEIIIe9dWloabt++jc8//xzPnz9nJ7b+Jw/fRQghbYlhGMTHxzc7Xxj5+6IGF0IIIYQQQgghhBDyQWzduhW5ublQVFRE//79kZiYiI4dO37ssAgh5G+Bx+Ph3r17HzsM8g5oSDFCCCGEEEIIIYTIhIYUI5IUFRXh9OnTNBQYIYSQfyVZ/weSk7iGEEIIIYQQQgghhBAZNMy9QgghhHzKqMGFEEIIIYQQQgghhBBCCCHkHVGDCyGEEEIIIYQQQgghhBBCyDuiBhdCCCGEEEIIIYQQQgghhJB3RA0uhBBCCCGEEEIIIYQQQggh74gaXAghhBBCCCGEEEIIIYQQQt4RNbgQQgghhBBCCCGEEEIIIYS8I4WPHQAhhBBCCCGEEEL+Bfw1PmBdzz9cXc0oKipCly5dkJaWhr59+0rMZ2dnh759+2LHjh0fLLa2xOPxcOrUKUyYMEHs+vj4eHh5eaGoqOiDxvVP0tJrQNZr632RJd7Q0FD4+vqioqLig8X1d+Dv74/Tp08jPT39Y4dCiEze170qy3NKIBDA19cXvr6+bVr33xX1cCGEEEIIIYQQQghpI/Hx8eDxeCIvtSIiIhAYGPhxgmoDJSUlGDNmzMcOA0B948/p06dbtE14eDh4PJ7EBqMPoaXXgJGREUpKSmBubv4eo5KdQCAQaXyZOnUq8vLyPk5AH5Gfnx9iY2M/WH01NTVYtmwZLCwsoKqqCgMDA3h6euLhw4ecfOXl5fDw8IC6ujo0NTXh7e0NoVDIro+Pj4eLiws6deoEVVVV9O3bF2FhYRLrbcl9c/DgQdjZ2UFdXV3sM7CoqAje3t7o0qULlJWV0a1bN6xZswZv3ryRWm5JSQnc3d3Rs2dPyMnJiX1pb2dnBx6PJ/IZN26cxHL9/f3fS0Pm+yr3n+z69euYO3fuB6/Xy8vrozzzqcGFEEIIIYQQQgghn5zmXvK1NS0tLaipqX3QOtuSvr4+2rdv/7HDaJWioiL4+flh2LBhHzWOll4D8vLy0NfXh4KC7APU1NbWoq6urjXhtYqysjJ0dXU/WH3vqq3uez6fD21t7TYpSxZVVVW4ceMGVq1ahRs3biAiIgK5ubkYP348J5+HhweysrIQExODM2fO4M8//+S86E5OToalpSVOnjyJmzdvYtasWfD09MSZM2dE6mzpfVNVVQVHR0f88MMPYtffvn0bdXV1OHDgALKyshAUFIT9+/dLzN+guroaOjo6WLlyJfr06SM2T0REBEpKSthPZmYm5OXlMWXKFJliJ++Xjo4OVFRUPnYYHww1uBBCCCGEEEIIIeRfz87ODj4+PvD19UXHjh3h4OAAAMjMzMSYMWPA5/Ohp6eHGTNm4MmTJ+x20dHRGDp0KDQ1NaGtrQ0nJycUFBSIraOoqAgjRowAAHTo0AE8Hg9eXl5s/Y1/mS0QCLBu3Tp4enqCz+fD2NgYkZGRKCsrg4uLC/h8PiwtLZGSksKp49KlSxg2bBiUlZVhZGSEhQsXorKyUuJ+FxQUwMXFBXp6euDz+Rg4cCD++OMPTh6BQIDAwEC4ublBVVUVhoaG2LNnDydPa3qVNPXy5Ut4eHhAVVUVnTp1QlBQkNjjIi0WgUAAAJg4cSJ4PB67LEltbS08PDwQEBCArl27iqx/9uwZPD090aFDB6ioqGDMmDHIz8+XWmZDL6bz58/DysoKysrKsLe3x+PHj3Hu3DmYmppCXV0d7u7uqKqqYrcTt68bNmzA7Nmzoaamhs6dO+PgwYPs+qKiIvB4PKnDVoWGhkJTUxORkZEwMzND+/btcf/+fVRXV8PPzw+GhoZQVVXFoEGDEB8fz2739OlTuLm5wdDQECoqKrCwsMDx48cl1mNnZ4d79+7h22+/ZXsPNK6/QcOv+48cOYLOnTuDz+djwYIFqK2txebNm6Gvrw9dXV2sX7+eU35FRQW+/PJL6OjoQF1dHfb29sjIyJB6Hhp+vR4QEMBuN3/+fE6jSmvu+4MHD8LAwECk4crFxQWzZ8/m7Gdjhw4dgqmpKZSUlNCrVy/s3buXXTd58mT4+Piwy76+vuDxeLh9+zaA+oYgVVVVkXuzgYaGBmJiYuDq6goTExMMHjwYu3fvRmpqKu7fvw8AyMnJQXR0NA4dOoRBgwZh6NCh2LVrF8LDw9meMD/88AMCAwNhY2ODbt26YdGiRXB0dERERASnvubuG3F8fX2xfPlyDB48WOx6R0dHhISEYPTo0ejatSvGjx8PPz8/kbqbEggE2LlzJzw9PaGhIX7oSi0tLejr67OfmJgYqKioSGxwCQ0NRUBAADIyMtjrOTQ0FID0a7GsrAz6+vrYsGEDW1ZycjIUFRURGxsrtVxZZGVlwcnJCerq6lBTU8OwYcPY75vr16/jP//5Dzp27AgNDQ0MHz4cN27c4GxfUVGBefPmQU9PD0pKSjA3NxdpTDt//jxMTU3B5/Ph6OiIkpISznpp1zEAXLt2DVZWVlBSUsKAAQOQlpbW7H417R3H4/Fw6NAhTJw4ESoqKujRowciIyPZ9Q3P2KioKFhaWkJJSQmDBw9GZmYmm0fcPbhjxw72O8Hf3x9Hjx7Fb7/9xp6Lxs/A94kaXAghhBBCCCGEEPJJOHr0KBQVFZGUlIT9+/ejoqIC9vb2sLKyQkpKCqKjo/Ho0SO4urqy21RWVmLx4sVISUlBbGws5OTkMHHiRLG9CIyMjHDy5EkAQG5uLkpKSrBz506J8QQFBWHIkCFIS0vDuHHjMGPGDHh6emL69Om4ceMGunXrBk9PTzAMA6C+8cTR0RGTJk3CzZs38csvv+DSpUucF7lNCYVCjB07FrGxsUhLS4OjoyOcnZ3Zl7QNtmzZgj59+iAtLQ3Lly/HokWLEBMT06Lj25zFixcjKSkJkZGRiImJQWJiosgLw+ZiuX79OgAgJCQEJSUl7LIka9euha6uLry9vcWu9/LyQkpKCiIjI3H58mUwDIOxY8eipqam2f3x9/fH7t27kZycjAcPHsDV1RU7duzAsWPHEBUVhQsXLmDXrl1Sy9i2bRv70nLBggX46quvkJub22zdjVVVVWHTpk04dOgQsrKyoKurCx8fH1y+fBnh4eG4efMmpkyZAkdHR7Yx6fXr1+jfvz+ioqKQmZmJuXPnYsaMGbh27ZrYOiIiIvDZZ59h7dq1bC8CSQoKCnDu3DlER0fj+PHjOHz4MMaNG4e//voLCQkJ2LRpE1auXImrV6+y20yZMoVtsEpNTUW/fv0wcuRIlJeXS9332NhY5OTkID4+HsePH0dERAQCAgI4eVp630+ZMgVPnz5FXFwcW0Z5eTmio6Ph4eEhNo6wsDCsXr0a69evR05ODjZs2IBVq1bh6NGjAIDhw4dzXvYmJCSgY8eObNr169dRU1MDGxsbqfvb2PPnz8Hj8dgGr8uXL0NTUxMDBgxg84waNQpycnKcYy2uHC0tLU5ac/dNWxFXd1s4fPgwpk2bBlVVVbHrp06diiVLlqB3797s9Tx16lQA0q9FHR0dHDlyBP7+/khJScHLly8xY8YM+Pj4YOTIkVLLbU5xcTFsbW3Rvn17XLx4EampqZg9ezbevn0LoL7BeubMmbh06RKuXLmCHj16YOzYsXj58iUAoK6uDmPGjEFSUhL+97//ITs7Gz/++CPk5eXZOqqqqrB161b8/PPP+PPPP3H//n34+fmx65u7joVCIZycnGBmZobU1FT4+/tztm+JgIAAuLq64ubNmxg7diw8PDxE7velS5di27ZtuH79OnR0dODs7CzTsxmoH/bP1dWVbVQqKSlp0f31ThhCCCGEEEIIIYQQGbx69YrJzs5mXr16JbpyjfqH+7TC8OHDGSsrK05aYGAgM3r0aE7agwcPGABMbm6u2HLKysoYAMytW7cYhmGYwsJCBgCTlpbGMAzDxMXFMQCYZ8+eidS/aNEidtnY2JiZPn06u1xSUsIAYFatWsWmXb58mQHAlJSUMAzDMN7e3szcuXM55SYmJjJycnLiz4kEvXv3Znbt2sWJxdHRkZNn6tSpzJgxY9hlAMypU6cklhkXF8cYGxtLXP/ixQumXbt2zIkTJ9i0iooKRkVFReS4vGssDRITExlDQ0OmrKyMYRiGmTlzJuPi4sKuz8vLYwAwSUlJbNqTJ08YZWVl5tdff5VYbsM5/uOPP9i0jRs3MgCYgoICNm3evHmMg4MDu9zcNVBXV8fo6uoy+/btYxhG9NoSJyQkhAHApKens2n37t1j5OXlmeLiYk7ekSNHMt9//73EssaNG8csWbJEarxBQUEi9WtoaLDLa9asYVRUVJgXL16waQ4ODoxAIGBqa2vZNBMTE2bjxo0Mw9SfJ3V1deb169ecsrt168YcOHBAYrwzZ85ktLS0mMrKSjZt3759DJ/PZ+tq7X3v4uLCzJ49m11/4MABxsDAgC13zZo1TJ8+fTixHjt2TKQea2trhmEY5ubNmwyPx2MeP37MlJeXM4qKikxgYCAzdepUhmEYZt26dYyNjY3EfW3q1atXTL9+/Rh3d3c2bf369UzPnj1F8uro6DB79+4VW84vv/zCKCoqMpmZmWxac/dNcyQ9A5vKz89n1NXVmYMHD8pcdtNrUpyrV68yAJirV69Kzdf0HDKM7NfiggULmJ49ezLu7u6MhYUFJ7+4cmXx/fffM126dGHevHkjU/7a2lpGTU2N+f333xmGYZjz588zcnJyEr+7Gp4Vd+7cYdP27NnD6OnpscvNXccHDhxgtLW1Od83+/bta/Y51fTZAYBZuXIluywUChkAzLlz5xiG+f+vofDwcDbP06dPGWVlZeaXX35hGEb8cQ4KCuJ8D7X02m2O1P+BGqEeLoQQQgghhBBCCPkk9O/fn7OckZGBuLg48Pl89tOrVy8AYIdxyc/Ph5ubG7p27Qp1dXV2uJKmPURaw9LSkv1bT08PAGBhYSGS9vjxYzbe0NBQTrwODg6oq6tDYWGh2DqEQiH8/PxgamoKTU1N8Pl85OTkiMRvbW0tspyTk/PO+9jg7t27qKmpweeff86maWhowMTERCRvS2O5f/8+55hs2LCB/eV5cHAwOnbsKHa7nJwcKCgoYNCgQWyatrY2TExM2Poahp3i8/no3bs3Z/um509FRYUz/JKenh577iRpXAaPx4O+vr7EbXr37s3GMmbMGDZdUVGRU86tW7dQW1uLnj17co5LQkICe13X1tYiMDAQFhYW0NLSAp/Px/nz59vkuhYIBJy5avT09GBmZgY5OTlOWuPrWigUQltbmxNvYWEhCgoKxJ7fBn369OHMDWFtbQ2hUIgHDx6waa257z08PHDy5ElUV1cDqP/l/7Rp0zj70KCyshIFBQXw9vbmlLlu3Tq2PHNzc2hpaSEhIQGJiYmwsrKCk5MTEhISANT3eLGzs2PralxOYmIip76amhq4urqCYRjs27dPllMiVlxcHGbNmoXg4GD22pblvtmwYQMnvtZcM8XFxXB0dMSUKVMwZ84cNr1xufPnz2/Vfh0+fBgWFhacZ42smrsWG2zduhVv377FiRMnEBYW1ibzW6Wnp2PYsGFo166d2PWPHj3CnDlz0KNHD2hoaEBdXR1CoZA9/unp6fjss8/Qs2dPiXWoqKigW7du7HKnTp3Y+1CW6zgnJ4cd4qtB0+e1rBo/s1RVVaGuri7y7GtctpaWFufZ/Hcm+6xbhBBCCCGEEEIIIf9gTYeXEQqFcHZ2xqZNm0TydurUCQDg7OwMY2NjBAcHs/M6mJubt8nk241frDXMiSEurWH4MqFQiHnz5mHhwoUiZXXu3FlsHX5+foiJicHWrVvRvXt3KCsrY/LkyW02efjfgYGBAWeeEy0tLRQUFKCoqAjOzs5sesNxVFBQkHnYrkOHDuHVq1cAIPIitOm5arqex+M1O4F9S7Y5e/YsO5yOsrIym66srMxeK0D9dSIvL4/U1FTOcEJA/QttoH7Ytp07d2LHjh2wsLCAqqoqfH192/y6btgnafspFArRqVMnsfMraGpqQlNTU+T8tkRr73uGYRAVFYWBAwciMTERQUFBYssXCoUAgODgYE7jHQD2+PN4PNja2iI+Ph7t27eHnZ0dLC0tUV1djczMTCQnJ7NDM40fP55TjqGhIft3Q2PLvXv3cPHiRairq7PrxDXWvX37FuXl5dDX1+ekJyQkwNnZGUFBQfD09GTTZblv5s+fzxl20cDAQOxxkeThw4cYMWIEbGxsOHMWAeCc58b7JqvKykqEh4dj7dq1Ld4WaP5abFBQUICHDx+irq4ORUVFnIby1mp8T4szc+ZMPH36FDt37oSxsTHat28Pa2tr9p5tbntA/L3J/H9DVspyHbel1jwvG5OTk2NjbyDrcGPvGzW4EEIIIYQQQggh5JPUr18/nDx5EgKBAAoKoq9Inj59itzcXAQHB2PYsGEA6ietl0ZRURFAfQ+C9xFvdnY2unfvLvM2SUlJ8PLywsSJEwHUv1QrKioSyXflyhWRZVNT03eKt7GuXbuiXbt2uH79Ots49Pz5c+Tl5cHW1rZFsbRr145zfBUUFESOiYqKCm7dusVJW7lyJV6+fImdO3fCyMgIdXV1ePv2La5evcqO7d9wzs3MzABwX3Z/bMbGxjLls7KyQm1tLR4/fsxet00lJSXBxcUF06dPB1D/Uj0vL4/db3EUFRXf23VdWloKBQUFtgdZU5Ku+YyMDLx69Yp92XzlyhXw+XwYGRlJrU/afQ8ASkpK+OKLLxAWFoY7d+7AxMQE/fr1E5tXT08PBgYGuHv3rsQ5XoD6eVyCg4PRvn17rF+/HnJycrC1tcWWLVtQXV2NIUOGAADU1NQ4PYQaNDS25OfnIy4uDtra2pz11tbWqKioQGpqKtur5+LFi6irq+O8QI+Pj4eTkxM2bdqEuXPncsro1atXs/eNoqJiq+ddKS4uxogRI9C/f3+EhISI9BhqybNNnBMnTqC6upq9rqURdz3Lci2+efMG06dPx9SpU2FiYoIvv/wSt27dgq6ursRyZWFpaYmjR4+ipqZGbC+XpKQk7N27F2PHjgUAPHjwAE+ePOFs/9dffyEvL09qLxdJZLmOTU1N8fPPP+P169dsL5emz+u2dOXKFfb74tmzZ8jLy2O/C3R0dFBaWgqGYdgG58YNdsD7e2Y1h4YUI4QQQgghhBBCyCfp66+/Rnl5Odzc3HD9+nUUFBTg/PnzmDVrFmpra9GhQwdoa2vj4MGDuHPnDi5evIjFixdLLdPY2Bg8Hg9nzpxBWVkZ+6vhtrBs2TIkJyfDx8cH6enpyM/Px2+//QYfHx+J2/To0QMRERFIT09HRkYG3N3dxf6KOCkpCZs3b0ZeXh727NmDEydOYNGiRW0Wu5qaGmbOnImlS5ciLi4OWVlZ8Pb2hpycHKd3hiyxCAQCxMbGorS0FM+ePRNbn5KSEszNzTkfTU1NqKmpwdzcHIqKiujRowdcXFwwZ84cXLp0CRkZGZg+fToMDQ3h4uLSZvv+ofXs2RMeHh7w9PREREQECgsLce3aNWzcuBFRUVEA6q+LmJgYJCcnIycnB/PmzcOjR4+klisQCPDnn3+iuLiY86L3XY0aNQrW1taYMGECLly4gKKiIiQnJ2PFihVISUmRuu2bN2/g7e2N7OxsnD17FmvWrIGPj4/Yob8aNHffN/Dw8EBUVBSOHDkitSEFqJ8AfOPGjfjpp5+Ql5eHW7duISQkBNu3b2fz2NnZITs7G1lZWRg6dCibFhYWhgEDBkic4B2ob2yZPHkyUlJSEBYWhtraWpSWlqK0tJTt4WBqagpHR0fMmTMH165dQ1JSEnx8fDBt2jS2F0pcXBzGjRuHhQsXYtKkSWwZDZOVy3LfSFJaWor09HTcuXMHQP3Qdunp6WzZxcXFsLOzQ+fOnbF161aUlZWx9TcnPT0d6enpEAqFKCsrQ3p6OrKzs0XyHT58GBMmTBBpjBJHIBCgsLAQ6enpePLkCaqrq2W6FlesWIHnz5/jp59+wrJly9CzZ0/Mnj1barmy8PHxwYsXLzBt2jSkpKQgPz8fP//8M9sbr0ePHvj555+Rk5ODq1evwsPDg9OrZfjw4bC1tcWkSZMQExODwsJCnDt3DtHR0TLVDzR/Hbu7u4PH42HOnDnsPbd161aZy2+ptWvXIjY2FpmZmfDy8kLHjh0xYcIEAPX3TllZGTZv3oyCggLs2bMH586d42wvEAhw8+ZN5Obm4smTJx+sBww1uBBCCCGEEEIIIeTd+T//cJ82YmBggKSkJNTW1mL06NGwsLCAr68vNDU1IScnBzk5OYSHhyM1NRXm5ub49ttvsWXLFqllGhoaIiAgAMuXL4eenp7UxpCWsrS0REJCAvLy8jBs2DBYWVlh9erVUof02b59Ozp06AAbGxs4OzvDwcFB7C/1lyxZgpSUFFhZWWHdunXYvn07HBwc2iz2hlisra3h5OSEUaNGYciQITA1NeXMByBLLNu2bUNMTAyMjIxgZWX1TjGFhISgf//+cHJygrW1NRiGwdmzZyXOo/BPERISAk9PTyxZsgQmJiaYMGECp3fRypUr0a9fPzg4OMDOzg76+vrsi0xJ1q5di6KiInTr1g06OjptFiuPx8PZs2dha2uLWbNmoWfPnpg2bRru3bvHzmMkyciRI9GjRw/Y2tpi6tSpGD9+PPz9/aVu09x938De3h5aWlrIzc2Fu7u71DK//PJLHDp0CCEhIbCwsMDw4cMRGhqKLl26sHksLCygqamJvn37skO72dnZoba2lp2/RZLi4mJERkbir7/+Qt++fdGpUyf2k5yczOYLCwtDr169MHLkSIwdOxZDhw7lDNt19OhRVFVVYePGjZwyvvjiC6n1y2L//v2wsrJi52SxtbWFlZUVIiMjAQAxMTG4c+cOYmNj8dlnn3Hqb46VlRWsrKyQmpqKY8eOwcrKiu3p0SA3NxeXLl2Ct7e3TPFOmjQJjo6OGDFiBHR0dHD8+PFmr8X4+Hjs2LEDP//8M9TV1SEnJ4eff/4ZiYmJ7Hw64soFAC8vL6nnWVtbGxcvXoRQKMTw4cPRv39/BAcHs8+iw4cP49mzZ+jXrx9mzJiBhQsXsr1qGpw8eRIDBw6Em5sbzMzM8N1337Woh0dz1zGfz8egQP6rAAEAAElEQVTvv/+OW7duwcrKCitWrBA7NF9b+fHHH7Fo0SL0798fpaWl+P3339lGP1NTU+zduxd79uxBnz59cO3aNXZYvgZz5syBiYkJBgwYAB0dHSQlJb23WBvjMU0HOyOEEEIIIYQQQggR4/Xr1ygsLESXLl1EXpKTfy6BQABfX1/4+vq2uoz4+Hh4eXmJHa5MksrKShgaGmLbtm3sS9K2iIV8Gry8vFBRUYHTp09/7FAIadbw4cMxYsSIZhsESf33yYgRI/Ds2TPO3Dkfm6z/A9EcLoQQQgghhBBCCCHkvUtLS8Pt27fx+eef4/nz5+zE1v/k4bsIIaQ5z58/R0FBATukH/l3owYXQgghhBBCCCGEEPJBbN26Fbm5uVBUVET//v2RmJiIjh07fuywCCHkvdHQ0MBff/31scMgHwgNKUYIIYQQQgghhBCZ0JBiRJKioiKcPn2ahgIjhBDyryTr/0ByEtcQQgghhBBCCCGEECKDhrlXCCGEkE8ZNbgQQgghhBBCCCGEEEIIIYS8I2pwIYQQQgghhBBCCCGEEEIIeUfU4EIIIYQQQgghhBBCCCGEEPKOqMGFEEIIIYQQQgghhBBCCCHkHVGDCyGEEEIIIYQQQgghhBBCyDuiBhdCCCGEEEIIIYSQVioqKgKPx0N6errUfHZ2dvD19f0gMb0PPB4Pp0+flrg+Pj4eAoHgg8XzT9TSa0DWa+t9kSXe0NBQaGpqfpB4/k78/f3Rt2/fjx0G+ReJj48Hj8dDRUXFxw6FvCNqcCGEEEIIIYQQQsg7szhq8cE+f2eSXppFREQgMDDw4wTVBkpKSjBmzJiPHQaA5ht/xAkPDwePx8OECRPeS0yyaOk1YGRkhJKSEpibm7/HqGQnEAiwY8cOTtrUqVORl5f3cQL6iPz8/BAbG/vB6qupqcGyZctgYWEBVVVVGBgYwNPTEw8fPuTkKy8vh4eHB9TV1aGpqQlvb28IhUJ2fXx8PFxcXNCpUyeoqqqib9++CAsLk1hvS+6bgwcPws7ODurq6mKfgUVFRfD29kaXLl2grKyMbt26Yc2aNXjz5o3UcktKSuDu7o6ePXtCTk5ObCOgnZ0deDyeyGfcuHESy31fjWatLdfGxgYlJSXQ0NBo85ia05pnKpGMGlwIIYQQQgghhBDyyWnuJV9b09LSgpqa2getsy3p6+ujffv2HzuMVikqKoKfnx+GDRv2UeNo6TUgLy8PfX19KCgoyLxNbW0t6urqWhNeqygrK0NXV/eD1feu2uq+5/P50NbWbpOyZFFVVYUbN25g1apVuHHjBiIiIpCbm4vx48dz8nl4eCArKwsxMTE4c+YM/vzzT8ydO5ddn5ycDEtLS5w8eRI3b97ErFmz4OnpiTNnzojU2dL7pqqqCo6Ojvjhhx/Err99+zbq6upw4MABZGVlISgoCPv375eYv0F1dTV0dHSwcuVK9OnTR2yeiIgIlJSUsJ/MzEzIy8tjypQpMsX+d6CoqAh9fX3weLyPHQp5R9TgQgghhBBCCCGEkH89Ozs7+Pj4wNfXFx07doSDgwMAIDMzE2PGjAGfz4eenh5mzJiBJ0+esNtFR0dj6NCh0NTUhLa2NpycnFBQUCC2jqKiIowYMQIA0KFDB/B4PHh5ebH1N/5ltkAgwLp16+Dp6Qk+nw9jY2NERkairKwMLi4u4PP5sLS0REpKCqeOS5cuYdiwYVBWVoaRkREWLlyIyspKiftdUFAAFxcX6Onpgc/nY+DAgfjjjz84eQQCAQIDA+Hm5gZVVVUYGhpiz549nDxt8Qvoly9fwsPDA6qqqujUqROCgoLEHhdpsTQMWzZx4kTweLxmhzGrra2Fh4cHAgIC0LVrV5H1z549g6enJzp06AAVFRWMGTMG+fn5Usts6MV0/vx5WFlZQVlZGfb29nj8+DHOnTsHU1NTqKurw93dHVVVVex24vZ1w4YNmD17NtTU1NC5c2ccPHiQXS/LkGINQ3pFRkbCzMwM7du3x/3791FdXQ0/Pz8YGhpCVVUVgwYNQnx8PLvd06dP4ebmBkNDQ6ioqMDCwgLHjx+XWI+dnR3u3buHb7/9lu090Lj+Bg2/7j9y5Ag6d+4MPp+PBQsWoLa2Fps3b4a+vj50dXWxfv16TvkVFRX48ssvoaOjA3V1ddjb2yMjI0PqefDy8sKECRMQEBDAbjd//nxOo0pr7vuDBw/CwMBApOHKxcUFs2fP5uxnY4cOHYKpqSmUlJTQq1cv7N27l103efJk+Pj4sMu+vr7g8Xi4ffs2gPqGIFVVVZF7s4GGhgZiYmLg6uoKExMTDB48GLt370Zqairu378PAMjJyUF0dDQOHTqEQYMGYejQodi1axfCw8PZnjA//PADAgMDYWNjg27dumHRokVwdHREREQEp77m7htxfH19sXz5cgwePFjsekdHR4SEhGD06NHo2rUrxo8fDz8/P5G6mxIIBNi5cyc8PT0l9v7Q0tKCvr4++4mJiYGKiorEBpfQ0FAEBAQgIyODvZ5DQ0MBSL8Wy8rKoK+vjw0bNrBlJScnQ1FREbGxsVLLbU7T3pEN99b58+dhamoKPp8PR0dHlJSUsNvIcg+I65nWt29f+Pv7s+sB2Z+ppHnU4EIIIYQQQgghhJBPwtGjR6GoqIikpCTs378fFRUVsLe3h5WVFVJSUhAdHY1Hjx7B1dWV3aayshKLFy9GSkoKYmNjIScnh4kTJ4rtRWBkZISTJ08CAHJzc1FSUoKdO3dKjCcoKAhDhgxBWloaxo0bhxkzZsDT0xPTp0/HjRs30K1bN3h6eoJhGAD1jSeOjo6YNGkSbt68iV9++QWXLl3ivMhtSigUYuzYsYiNjUVaWhocHR3h7OzMvqRtsGXLFvTp0wdpaWlYvnw5Fi1ahJiYmBYd3+YsXrwYSUlJiIyMRExMDBITE3Hjxg2RfNJiuX79OgAgJCQEJSUl7LIka9euha6uLry9vcWu9/LyQkpKCiIjI3H58mUwDIOxY8eipqam2f3x9/fH7t27kZycjAcPHsDV1RU7duzAsWPHEBUVhQsXLmDXrl1Sy9i2bRsGDBiAtLQ0LFiwAF999RVyc3ObrbuxqqoqbNq0CYcOHUJWVhZ0dXXh4+ODy5cvIzw8HDdv3sSUKVPg6OjINia9fv0a/fv3R1RUFDIzMzF37lzMmDED165dE1tHREQEPvvsM6xdu5btRSBJQUEBzp07h+joaBw/fhyHDx/GuHHj8NdffyEhIQGbNm3CypUrcfXqVXabKVOmsA1Wqamp6NevH0aOHIny8nKp+x4bG4ucnBzEx8fj+PHjiIiIQEBAACdPS+/7KVOm4OnTp4iLi2PLKC8vR3R0NDw8PMTGERYWhtWrV2P9+vXIycnBhg0bsGrVKhw9ehQAMHz4cE6DV0JCAjp27MimXb9+HTU1NbCxsZG6v409f/4cPB6PbfC6fPkyNDU1MWDAADbPqFGjICcnxznW4srR0tLipDV337QVcXW3hcOHD2PatGlQVVUVu37q1KlYsmQJevfuzV7PU6dOBSD9WtTR0cGRI0fg7++PlJQUvHz5EjNmzICPjw9GjhwptdzWqKqqwtatW/Hzzz/jzz//xP379+Hn58fJI8s9IE1Ln6lEBgwhhBBCCCGEEEKIDF69esVkZ2czr169EllnHmr+wT6tMXz4cMbKyoqTFhgYyIwePZqT9uDBAwYAk5ubK7acsrIyBgBz69YthmEYprCwkAHApKWlMQzDMHFxcQwA5tmzZyL1L1q0iF02NjZmpk+fzi6XlJQwAJhVq1axaZcvX2YAMCUlJQzDMIy3tzczd+5cTrmJiYmMnJyc2HMiSe/evZldu3ZxYnF0dOTkmTp1KjNmzBh2GQBz6tQpiWXGxcUxxsbGEte/ePGCadeuHXPixAk2raKiglFRURE5Lu8aS4PExETG0NCQKSsrYxiGYWbOnMm4uLiw6/Py8hgATFJSEpv25MkTRllZmfn1118llttwjv/44w82bePGjQwApqCggE2bN28e4+DgwC43dw3U1dUxurq6zL59+xiGEb22xAkJCWEAMOnp6WzavXv3GHl5eaa4uJiTd+TIkcz3338vsaxx48YxS5YskRpvUFCQSP0aGhrs8po1axgVFRXmxYsXbJqDgwMjEAiY2tpaNs3ExITZuHEjwzD150ldXZ15/fo1p+xu3boxBw4ckBjvzJkzGS0tLaayspJN27dvH8Pn89m6Wnvfu7i4MLNnz2bXHzhwgDEwMGDLXbNmDdOnTx9OrMeOHROpx9rammEYhrl58ybD4/GYx48fM+Xl5YyioiITGBjITJ06lWEYhlm3bh1jY2MjcV+bevXqFdOvXz/G3d2dTVu/fj3Ts2dPkbw6OjrM3r17xZbzyy+/MIqKikxmZiab1tx90xxJz8Cm8vPzGXV1debgwYMyl930mhTn6tWrDADm6tWrUvM1PYcMI/u1uGDBAqZnz56Mu7s7Y2FhwckvrlxZND1uDff2nTt32Dx79uxh9PT02GVZ7gFx922fPn2YNWvWsMuyPlM/ddL+B2qMergQQgghhBBCCCHkk9C/f3/OckZGBuLi4sDn89lPr169AIAdNiw/Px9ubm7o2rUr1NXV2eFWmvYQaQ1LS0v2bz09PQCAhYWFSNrjx4/ZeENDQznxOjg4oK6uDoWFhWLrEAqF8PPzg6mpKTQ1NcHn85GTkyMSv7W1tchyTk7OO+9jg7t376Kmpgaff/45m6ahoQETExORvC2N5f79+5xjsmHDBvaX58HBwejYsaPY7XJycqCgoIBBgwaxadra2jAxMWHraxh2is/no3fv3pztm54/FRUVzvBLenp67LmTpHEZPB4P+vr6Erfp3bs3G8uYMWPYdEVFRU45t27dQm1tLXr27Mk5LgkJCex1XVtbi8DAQFhYWEBLSwt8Ph/nz59vk+taIBBw5qrR09ODmZkZ5OTkOGmNr2uhUAhtbW1OvIWFhSgoKBB7fhv06dMHKioq7LK1tTWEQiEePHjAprXmvvfw8MDJkydRXV0NoL4Hy7Rp0zj70KCyshIFBQXw9vbmlLlu3Tq2PHNzc2hpaSEhIQGJiYmwsrKCk5MTEhISANT3eLGzs2PralxOYmIip76amhq4urqCYRjs27dPllMiVlxcHGbNmoXg4GD22pblvtmwYQMnvtZcM8XFxXB0dMSUKVMwZ84cNr1xufPnz2/Vfh0+fBgWFhacZ42smrsWG2zduhVv377FiRMnEBYW9t7mt1JRUUG3bt3Y5U6dOok8H2S5B8iHJfusW4QQQgghhBBCCCH/YE2HlxEKhXB2dsamTZtE8nbq1AkA4OzsDGNjYwQHB7PzOpibm7fJ5Nvt2rVj/26YE0NcWsPwZUKhEPPmzcPChQtFyurcubPYOvz8/BATE4OtW7eie/fuUFZWxuTJk9ts8vC/AwMDA848J1paWigoKEBRURGcnZ3Z9IbjqKCgIPOwXYcOHcKrV68AcM9N02UejyeynsfjNTuBfUu2OXv2LDvUmbKy8v9j776jorje/4G/F2FpSxEREURWVBAFEQkaLDQTwRbsiiigxJJIEJVE8tGI2DCxYuwN1GBQI5ZYUIIsAawgoALShGAUuyBYANn5/cFv58uwu7AqahKf1zmcw87cufeZ3TsDZ56997Lb1dXVOQttV1ZWokWLFkhLS0OLFi04dQgEAgB107aFh4dj3bp1sLa2hqamJgIDA5u9X0vOqbHzrKysRNu2bTlTbkno6upCV1dX6vN9HW963TMMgxMnTsDe3h5JSUlYu3atzPorKysBANu3b+ck7wCw7z+Px4OjoyNEIhFUVVXh7OyM7t27o6qqCtevX8e5c+fYqaK++OILTj3Gxsbs75Jky19//YWzZ89CW1ub3ScrWffq1Ss8fvwYhoaGnO2JiYkYNmwY1q5dC29vb3a7ItfNjBkzONMuGhkZyXxf5Llz5w5cXFzQp08fzppFADifc/1zU9SzZ88QHR2NxYsXv/axQNN9UaKwsBB37tyBWCxGcXExJ1HenGRdN8z/n2JSUUpKSlLHKDJlInlzlHAhhBBCCCGEEELIR6lnz544dOgQhEIhlJWlH5E8evQIubm52L59O/r37w+gbtH6xvD5fAB1IwjeRbzZ2dno1KmTwsekpKTA19cXI0aMAFD3QLG4uFiq3IULF6ReW1pavlW89ZmZmUFFRQWXL19mk0Pl5eXIy8uDo6Pja8WioqLCeX+VlZWl3hMNDQ1cu3aNs23BggWoqKhAeHg4TExMIBaL8erVK1y8eJFdO0PymXft2hUA92H3h2ZqaqpQOVtbW9TW1uL+/ftsv20oJSUFHh4emDhxIoC6h+p5eXnsecvC5/PfWb++e/culJWV5S7YLa/PZ2Zm4sWLF2wC6sKFCxAIBDAxMWm0vcauewBQU1PDyJEjERUVhYKCAlhYWKBnz54yy7Zp0wZGRka4efOm3DVegLp1XLZv3w5VVVUsW7YMSkpKcHR0xMqVK1FVVYW+ffsCALS0tDgjhCQkyZb8/HwkJCSgVatWnP0ODg4oKytDWloaO6rn7NmzEIvFnASOSCTC0KFD8eOPP2LatGmcOrp06dLkdcPn89943ZXbt2/DxcUFdnZ2iIiIkBox9Dr3NlkOHjyIqqoqtl83RlZ/VqQvVldXY+LEiRg3bhwsLCzw5Zdf4tq1azAwMJBb77vU1DXQunVrzppLT58+lRoR2fCeSt4OTSlGCCGEEEIIIYSQj9LMmTPx+PFjeHp64vLlyygsLMTp06cxefJk1NbWomXLlmjVqhW2bduGgoICnD17FnPmzGm0TlNTU/B4PBw/fhwPHjxgv/3eHObNm4dz587B398fGRkZyM/Px9GjR+Hv7y/3mM6dOyMmJgYZGRnIzMzEhAkTZI6gSElJwU8//YS8vDxs3LgRBw8exKxZs5otdi0tLfj4+ODbb79FQkICsrKy4OfnByUlJc7oDEViEQqFiI+Px927d/HkyROZ7ampqcHKyorzo6urCy0tLVhZWYHP56Nz587w8PDA1KlTkZycjMzMTEycOBHGxsbw8PBotnN/38zNzeHl5QVvb2/ExMSgqKgIly5dQlhYGE6cOAGgrl/ExcXh3LlzyMnJwfTp03Hv3r1G6xUKhfjzzz9x+/ZtPHz4sNni/eyzz+Dg4IDhw4fjzJkzKC4uxrlz5zB//nykpqY2emx1dTX8/PyQnZ2NkydPIiQkBP7+/jKn/pJo6rqX8PLywokTJ7Br165GEykAEBoairCwMKxfvx55eXm4du0aIiIisGbNGraMs7MzsrOzkZWVhX79+rHboqKi8Mknn8hd4B2oS7aMHj0aqampiIqKQm1tLe7evYu7d++yo5IsLS3h7u6OqVOn4tKlS0hJSYG/vz/Gjx/PjkJJSEjAkCFDEBAQgFGjRrF1PH78GIBi1408d+/eRUZGBgoKCgDUTW2XkZHB1n379m04Ozujffv2WLVqFR48eMC235SMjAxkZGSgsrISDx48QEZGBrKzs6XK7dy5E8OHD5dKRskiFApRVFSEjIwMPHz4EFVVVQr1xfnz56O8vBzr16/HvHnzYG5ujilTpjRa77vU1DXg6uqKvXv3IikpCdeuXYOPj4/UyDdF7qlEcTTChRBCCCGEEEIIIW/tms+1pgv9wxgZGSElJQXz5s3DwIEDUVVVBVNTU7i7u7OJgOjoaAQEBMDKygoWFhZYv349u9aCLMbGxggNDUVwcDAmT54Mb29vREZGNku83bt3R2JiIubPn4/+/fuDYRh07NgR48aNk3vMmjVrMGXKFPTp0wf6+vqYN28enj59KlVu7ty5SE1NRWhoKLS1tbFmzRq4ubk1S9z1Y5kxYwaGDh0KbW1tfPfdd7h16xbU1NReK5bVq1djzpw52L59O4yNjWWO2FFUREQEZs2ahaFDh6K6uhqOjo44efKk1FQ+/zYRERFYunQp5s6di9u3b0NfXx+ffvophg4dCqBu1MLNmzfh5uYGDQ0NTJs2DcOHD0d5ebncOhcvXozp06ejY8eOqKqqeu2pjeTh8Xg4efIk5s+fj8mTJ+PBgwcwNDSEo6Mju46RPAMGDEDnzp3h6OiIqqoqeHp6YtGiRY0e09R1L+Hq6go9PT3k5uZiwoQJjdb55ZdfQkNDAytXrsS3334LTU1NWFtbIzAwkC1jbW0NXV1ddm0doC7hUltb2+g9BahLVhw7dgwA0KNHD86+hIQEzvov/v7+GDBgAJSUlDBq1CisX7+eLbt79248f/4cYWFhCAsLY7c7OTnJnEbrdWzZsgWhoaHsa8nItYiICPj6+iIuLg4FBQUoKChAu3btOMc21ZdsbW3Z39PS0rBv3z6Ymppyrv3c3FwkJyfjzJkzCsU7atQoxMTEwMXFBWVlZWycjfVFkUiEdevWISEhgZ3ybO/evbCxscHmzZvx1Vdfya3X19cXxcXFb/0+N9TUNfD999+jqKgIQ4cOhY6ODpYsWSI1wqU576kE4DHNdXckhBBCCCGEEELIf9rLly9RVFSEDh06SD0kJ/9eQqEQgYGBnIfDr0skErEPFBX17NkzGBsbY/Xq1fDz82u2WMjHwdfXF2VlZThy5MiHDoWQJjk5OcHFxaXJhODroGvg/VL0fyAa4UIIIYQQQgghhBBC3rn09HTcuHEDvXr1Qnl5Obuw9b95+i5CCGlKeXk5CgsL2Sn9yH8bJVwIIYQQQgghhBBCyHuxatUq5Obmgs/nw87ODklJSdDX1//QYRFCyDujo6ODv//++0OHQd4TmlKMEEIIIYQQQgghCqEpxYg8xcXFOHLkCE0FRggh5D9J0f+BlOTuIYQQQgghhBBCCCFEAZK1VwghhJCPGSVcCCGEEEIIIYQQQgghhBBC3hIlXAghhBBCCCGEEEIIIYQQQt4SJVwIIYQQQgghhBBCCCGEEELeEiVcCCGEEEIIIYQQQgghhBBC3hIlXAghhBBCCCGEEEIIIYQQQt4SJVwIIYQQQgghhBBCCCGEEELekvKHDoAQQgghhBBCCCH/fjldLN9bW5Y3ct5bW00pLi5Ghw4dkJ6ejh49esgt5+zsjB49emDdunXvLbbmxOPxcPjwYQwfPlzmfpFIBF9fXxQXF7/XuP5NXrcPKNq33hVF4o2MjERgYCDKysreW1z/BIsWLcKRI0eQkZHxoUMhhPzD0AgXQgghhBBCCCGEkGYiEonA4/GkHkDHxMRgyZIlHyaoZlBaWopBgwZ96DAA1CV/jhw58lrHREdHg8fjyU0YvQ+v2wdMTExQWloKKyurdxiV4oRCoVTyZdy4ccjLy/swAX1AQUFBiI+Pf2/t1dTUYN68ebC2toampiaMjIzg7e2NO3fucMo9fvwYXl5e0NbWhq6uLvz8/FBZWcnuF4lE8PDwQNu2baGpqYkePXogKipKbruvc91s27YNzs7O0NbWlnkPLC4uhp+fHzp06AB1dXV07NgRISEhqK6ubrTe0tJSTJgwAebm5lBSUkJgYKBUGWdnZ/B4PKmfIUOGyK130aJF7ySR+a7qVdSb3B8VJeseQKRRwoUQQgghhBBCCCEfnaYe8jU3PT09aGlpvdc2m5OhoSFUVVU/dBhvpLi4GEFBQejfv/8HjeN1+0CLFi1gaGgIZWXFJ6ipra2FWCx+k/DeiLq6OgwMDN5be2+rua57gUCAVq1aNUtdinj+/DmuXLmCH374AVeuXEFMTAxyc3PxxRdfcMp5eXkhKysLcXFxOH78OP78809MmzaN3X/u3Dl0794dhw4dwtWrVzF58mR4e3vj+PHjUm2+7nXz/PlzuLu743//+5/M/Tdu3IBYLMbWrVuRlZWFtWvXYsuWLXLLS1RVVaF169ZYsGABbGxsZJaJiYlBaWkp+3P9+nW0aNECY8aMUSh2QpoTJVwIIYQQQgghhBDyn+fs7Ax/f38EBgZCX18fbm5uAIDr169j0KBBEAgEaNOmDSZNmoSHDx+yx8XGxqJfv37Q1dVFq1atMHToUBQWFspso7i4GC4uLgCAli1bgsfjwdfXl22//jezhUIhli5dCm9vbwgEApiamuLYsWN48OABPDw8IBAI0L17d6SmpnLaSE5ORv/+/aGurg4TExMEBATg2bNncs+7sLAQHh4eaNOmDQQCAezt7fHHH39wygiFQixZsgSenp7Q1NSEsbExNm7cyCnTHN+arqiogJeXFzQ1NdG2bVusXbtW5vvSWCxCoRAAMGLECPB4PPa1PLW1tfDy8kJoaCjMzMyk9j958gTe3t5o2bIlNDQ0MGjQIOTn5zdap2QU0+nTp2Frawt1dXW4urri/v37OHXqFCwtLaGtrY0JEybg+fPn7HGyznX58uWYMmUKtLS00L59e2zbto3dX1xcDB6P1+i0VZGRkdDV1cWxY8fQtWtXqKqqoqSkBFVVVQgKCoKxsTE0NTXRu3dviEQi9rhHjx7B09MTxsbG0NDQgLW1NX799Ve57Tg7O+Ovv/7C7Nmz2dED9duXkHy7f9euXWjfvj0EAgG+/vpr1NbW4qeffoKhoSEMDAywbNkyTv1lZWX48ssv0bp1a2hra8PV1RWZmZmNfg6+vr4YPnw4QkND2eNmzJjBSaq8yXW/bds2GBkZSSWuPDw8MGXKFM551rdjxw5YWlpCTU0NXbp0waZNm9h9o0ePhr+/P/s6MDAQPB4PN27cAFCXCNLU1JS6NiV0dHQQFxeHsWPHwsLCAp9++ik2bNiAtLQ0lJSUAABycnIQGxuLHTt2oHfv3ujXrx9+/vlnREdHsyNh/ve//2HJkiXo06cPOnbsiFmzZsHd3R0xMTGc9pq6bmQJDAxEcHAwPv30U5n73d3dERERgYEDB8LMzAxffPEFgoKCpNpuSCgUIjw8HN7e3tDR0ZFZRk9PD4aGhuxPXFwcNDQ05CZcIiMjERoaiszMTLY/R0ZGAmi8Lz548ACGhoZYvnw5W9e5c+fA5/MRHx/faL2KSExMRK9evaCqqoq2bdsiODgYr1694rwXDUeY9OjRA4sWLWL3A9L3R0l/3bp1K0xMTKChoYGxY8eivLycrafh/QkAhg8fzvkbJuseQKRRwoUQQgghhBBCCCEfhd27d4PP5yMlJQVbtmxBWVkZXF1dYWtri9TUVMTGxuLevXsYO3Yse8yzZ88wZ84cpKamIj4+HkpKShgxYoTMUQQmJiY4dOgQACA3NxelpaUIDw+XG8/atWvRt29fpKenY8iQIZg0aRK8vb0xceJEXLlyBR07doS3tzcYhgFQlzxxd3fHqFGjcPXqVezfvx/JycmcB7kNVVZWYvDgwYiPj0d6ejrc3d0xbNgw9iGtxMqVK2FjY4P09HQEBwdj1qxZiIuLe633tylz5sxBSkoKjh07hri4OCQlJeHKlStS5RqL5fLlywCAiIgIlJaWsq/lWbx4MQwMDODn5ydzv6+vL1JTU3Hs2DGcP38eDMNg8ODBqKmpafJ8Fi1ahA0bNuDcuXO4desWxo4di3Xr1mHfvn04ceIEzpw5g59//rnROlavXo1PPvkE6enp+Prrr/HVV18hNze3ybbre/78OX788Ufs2LEDWVlZMDAwgL+/P86fP4/o6GhcvXoVY8aMgbu7O5tMevnyJezs7HDixAlcv34d06ZNw6RJk3Dp0iWZbcTExKBdu3ZYvHgxO4pAnsLCQpw6dQqxsbH49ddfsXPnTgwZMgR///03EhMT8eOPP2LBggW4ePEie8yYMWPYhFVaWhp69uyJAQMG4PHjx42ee3x8PHJyciASifDrr78iJiYGoaGhnDKve92PGTMGjx49QkJCAlvH48ePERsbCy8vL5lxREVFYeHChVi2bBlycnKwfPly/PDDD9i9ezcAwMnJiZPwSkxMhL6+Prvt8uXLqKmpQZ8+fRo93/rKy8vB4/HYhNf58+ehq6uLTz75hC3z2WefQUlJifNey6pHT0+Ps62p66a5yGq7OezcuRPjx4+HpqamzP3jxo3D3Llz0a1bN7Y/jxs3DkDjfbF169bYtWsXFi1ahNTUVFRUVGDSpEnw9/fHgAEDGq23Kbdv38bgwYNhb2+PzMxMbN68GTt37sTSpUsVPu/G7o8FBQU4cOAAfv/9d8TGxrL3HEW9zj3go8cQQgghhBBCCCGEKODFixdMdnY28+LFC6l92RZd3tvPm3BycmJsbW0525YsWcIMHDiQs+3WrVsMACY3N1dmPQ8ePGAAMNeuXWMYhmGKiooYAEx6ejrDMAyTkJDAAGCePHki1f6sWbPY16ampszEiRPZ16WlpQwA5ocffmC3nT9/ngHAlJaWMgzDMH5+fsy0adM49SYlJTFKSkoyPxN5unXrxvz888+cWNzd3Tllxo0bxwwaNIh9DYA5fPiw3DoTEhIYU1NTufufPn3KqKioMAcPHmS3lZWVMRoaGlLvy9vGIpGUlMQYGxszDx48YBiGYXx8fBgPDw92f15eHgOASUlJYbc9fPiQUVdXZw4cOCC3Xsln/Mcff7DbwsLCGABMYWEhu2369OmMm5sb+7qpPiAWixkDAwNm8+bNDMNI9y1ZIiIiGABMRkYGu+2vv/5iWrRowdy+fZtTdsCAAcz3338vt64hQ4Ywc+fObTTetWvXSrWvo6PDvg4JCWE0NDSYp0+fstvc3NwYoVDI1NbWstssLCyYsLAwhmHqPidtbW3m5cuXnLo7duzIbN26VW68Pj4+jJ6eHvPs2TN22+bNmxmBQMC29abXvYeHBzNlyhR2/9atWxkjIyO23pCQEMbGxoYT6759+6TacXBwYBiGYa5evcrweDzm/v37zOPHjxk+n88sWbKEGTduHMMwDLN06VKmT58+cs+1oRcvXjA9e/ZkJkyYwG5btmwZY25uLlW2devWzKZNm2TWs3//fobP5zPXr19ntzV13TRF3j2wofz8fEZbW5vZtm2bwnU37JOyXLx4kQHAXLx4sdFyDT9DhlG8L3799deMubk5M2HCBMba2ppTXla9ivjf//7HWFhYMGKxmN22ceNGTn+WdQ3a2NgwISEh7GtZ98eQkBCmRYsWzN9//81uO3XqFKOkpMT+fZH13np4eDA+Pj7sa1ntf0wa+x+oPhrhQgghhBBCCCGEkI+CnZ0d53VmZiYSEhIgEAjYny5dugAAO21Yfn4+PD09YWZmBm1tbXaKloYjRN5E9+7d2d/btGkDALC2tpbadv/+fTbeyMhITrxubm4Qi8UoKiqS2UZlZSWCgoJgaWkJXV1dCAQC5OTkSMXv4OAg9TonJ+etz1Hi5s2bqKmpQa9evdhtOjo6sLCwkCr7urGUlJRw3pPly5ez3zzfvn079PX1ZR6Xk5MDZWVl9O7dm93WqlUrWFhYsO1Jpp0SCATo1q0b5/iGn5+GhgZn+qU2bdqwn5089evg8XgwNDSUe0y3bt3YWAYNGsRu5/P5nHquXbuG2tpamJubc96XxMREtl/X1tZiyZIlsLa2hp6eHgQCAU6fPt0s/VooFHLWqmnTpg26du0KJSUlzrb6/bqyshKtWrXixFtUVITCwkKZn6+EjY0NNDQ02NcODg6orKzErVu32G1vct17eXnh0KFDqKqqAlA3gmX8+PGcc5B49uwZCgsL4efnx6lz6dKlbH1WVlbQ09NDYmIikpKSYGtri6FDhyIxMRFA3YgXZ2dntq369SQlJXHaq6mpwdixY8EwDDZv3qzIRyJTQkICJk+ejO3bt7N9W5HrZvny5Zz43qTP3L59G+7u7hgzZgymTp3Kbq9f74wZM97ovHbu3Alra2vOvUZRTfVFiVWrVuHVq1c4ePAgoqKimmV9q5ycHDg4OHCm6urbty8qKyvx999/v3X97du3h7GxMfvawcEBYrH4tUfUkaYpvuoWIYQQQgghhBBCyL9Yw+llKisrMWzYMPz4449SZdu2bQsAGDZsGExNTbF9+3Z2XQcrK6tmWXxbRUWF/V3ykE3WNsn0ZZWVlZg+fToCAgKk6mrfvr3MNoKCghAXF4dVq1ahU6dOUFdXx+jRo5tt8fB/AiMjI846J3p6eigsLERxcTGGDRvGbpe8j8rKygo/ZNyxYwdevHgBgPvZNHzN4/Gk9vN4vCYXsH+dY06ePMlOdaaurs5uV1dX5zykraysRIsWLZCWloYWLVpw6hAIBADqpm0LDw/HunXrYG1tDU1NTQQGBjZ7v5acU2PnWVlZibZt23Km3JLQ1dWFrq6u1Of7Ot70umcYBidOnIC9vT2SkpKwdu1amfVXVlYCALZv385J3gFg338ejwdHR0eIRCKoqqrC2dkZ3bt3R1VVFa5fv45z584hKCgIAPDFF19w6qn/kFySbPnrr79w9uxZaGtrs/tkJetevXqFx48fw9DQkLM9MTERw4YNw9q1a+Ht7c1uV+S6mTFjBmfaRSMjI5nvizx37tyBi4sL+vTpw1mzCADnc65/bop69uwZoqOjsXjx4tc+Fmi6L0oUFhbizp07EIvFKC4u5iTK3yUlJSV2ikkJRaY//NB1f2wo4UIIIYQQQgghhJCPUs+ePXHo0CEIhUIoK0s/Inn06BFyc3Oxfft29O/fH0DdovWN4fP5AOpGELyLeLOzs9GpUyeFj0lJSYGvry9GjBgBoO6BYnFxsVS5CxcuSL22tLR8q3jrMzMzg4qKCi5fvswmh8rLy5GXlwdHR8fXikVFRYXz/iorK0u9JxoaGrh27Rpn24IFC1BRUYHw8HCYmJhALBbj1atXuHjxIrt2huQz79q1KwDuw+4PzdTUVKFytra2qK2txf3799l+21BKSgo8PDwwceJEAHUP1fPy8tjzloXP57+zfn337l0oKyuzI8gaktfnMzMz8eLFCzYBdeHCBQgEApiYmDTaXmPXPQCoqalh5MiRiIqKQkFBASwsLNCzZ0+ZZdu0aQMjIyPcvHlT7hovQN06Ltu3b4eqqiqWLVsGJSUlODo6YuXKlaiqqkLfvn0BAFpaWpwRQhKSZEt+fj4SEhLQqlUrzn4HBweUlZUhLS2NHdVz9uxZiMViTgJHJBJh6NCh+PHHHzFt2jROHV26dGnyuuHz+W+87srt27fh4uICOzs7RERESI0Yep17mywHDx5EVVUV268bI6s/K9IXq6urMXHiRIwbNw4WFhb48ssvce3aNRgYGMitVxGWlpY4dOgQGIZhE6gpKSnQ0tJCu3btAACtW7fmrJ3y9OlTqdGNDe+PEiUlJbhz5w6bILtw4QKUlJTYUYYN666trcX169fh4uLCbntX94D/GppSjBBCCCGEEEIIIR+lmTNn4vHjx/D09MTly5dRWFiI06dPY/LkyaitrUXLli3RqlUrbNu2DQUFBTh79izmzJnTaJ2mpqbg8Xg4fvw4Hjx4wH77vTnMmzcP586dg7+/PzIyMpCfn4+jR4/C399f7jGdO3dGTEwMMjIykJmZiQkTJsgcQZGSkoKffvoJeXl52LhxIw4ePIhZs2Y1W+xaWlrw8fHBt99+i4SEBGRlZcHPzw9KSkqc0RmKxCIUChEfH4+7d+/iyZMnMttTU1ODlZUV50dXVxdaWlqwsrICn89H586d4eHhgalTpyI5ORmZmZmYOHEijI2N4eHh0Wzn/r6Zm5vDy8sL3t7eiImJQVFRES5duoSwsDCcOHECQF2/iIuLw7lz55CTk4Pp06fj3r17jdYrFArx559/4vbt23j48GGzxfvZZ5/BwcEBw4cPx5kzZ1BcXIxz585h/vz5SE1NbfTY6upq+Pn5ITs7GydPnkRISAj8/f1lTv0l0dR1L+Hl5YUTJ05g165djSZSACA0NBRhYWFYv3498vLycO3aNURERGDNmjVsGWdnZ2RnZyMrKwv9+vVjt0VFReGTTz6Ru8A7UJdsGT16NFJTUxEVFYXa2lrcvXsXd+/eZUclWVpawt3dHVOnTsWlS5eQkpICf39/jB8/nn3InpCQgCFDhiAgIACjRo1i63j8+DEAxa4bee7evYuMjAwUFBQAqJvaLiMjg6379u3bcHZ2Rvv27bFq1So8ePCAbb8pGRkZyMjIQGVlJR48eICMjAxkZ2dLldu5cyeGDx8ulYySRSgUoqioCBkZGXj48CGqqqoU6ovz589HeXk51q9fj3nz5sHc3BxTpkxptF5FfP3117h16xa++eYb3LhxA0ePHkVISAjmzJnD9mdXV1fs3bsXSUlJuHbtGnx8fKRGscm7P6qpqcHHxweZmZlISkpCQEAAxo4dy45+cnV1xYkTJ3DixAncuHEDX331FcrKyqTqfhf3gP8aGuFCCCGEEEIIIYSQt2Z5o/nW+3hfjIyMkJKSgnnz5mHgwIGoqqqCqakp3N3d2URAdHQ0AgICYGVlBQsLC6xfv55da0EWY2NjhIaGIjg4GJMnT4a3tzciIyObJd7u3bsjMTER8+fPR//+/cEwDDp27Ihx48bJPWbNmjWYMmUK+vTpA319fcybNw9Pnz6VKjd37lykpqYiNDQU2traWLNmDdzc3Jol7vqxzJgxA0OHDoW2tja+++473Lp1C2pqaq8Vy+rVqzFnzhxs374dxsbGMkfsKCoiIgKzZs3C0KFDUV1dDUdHR5w8eVJqCqx/m4iICCxduhRz587F7du3oa+vj08//RRDhw4FUDdq4ebNm3Bzc4OGhgamTZuG4cOHo7y8XG6dixcvxvTp09GxY0dUVVVJTT/0png8Hk6ePIn58+dj8uTJePDgAQwNDeHo6MiuYyTPgAED0LlzZzg6OqKqqgqenp5YtGhRo8c0dd1LuLq6Qk9PD7m5uZgwYUKjdX755ZfQ0NDAypUr8e2330JTUxPW1tYIDAxky1hbW0NXV5ddWweoS7jU1tY2ek8B6pIVx44dAwD06NGDsy8hIYGz/ou/vz8GDBgAJSUljBo1CuvXr2fL7t69G8+fP0dYWBjCwsLY7U5OTjKn0XodW7ZsQWhoKPtaMnItIiICvr6+iIuLQ0FBAQoKCtgRGxJN9SVbW1v297S0NOzbtw+mpqacaz83NxfJyck4c+aMQvGOGjUKMTExcHFxQVlZGRtnY31RJBJh3bp1SEhIYKc827t3L2xsbLB582Z89dVXcuv19fVFcXGx3PfZ2NgYJ0+exLfffgsbGxvo6enBz88PCxYsYMt8//33KCoqwtChQ6Gjo4MlS5ZIjXCRd3/s1KkTRo4cicGDB+Px48cYOnQoNm3axB43ZcoUZGZmwtvbG8rKypg9ezZndAvw7u4B/zU8ht4ZQgghhBBCCCGEKODly5coKipChw4dpB6Sk38voVCIwMBAzsPh1yUSidgHiop69uwZjI2NsXr1avj5+TVbLOTj4Ovri7KyMhw5cuRDh0JIk5ycnODi4tJkQvBdWLRoEY4cOcJZI4e8PkX/B6IRLoQQQgghhBBCCCHknUtPT8eNGzfQq1cvlJeXswtb/5un7yKEkKaUl5ejsLCQndKP/LdRwoUQQgghhBBCCCGEvBerVq1Cbm4u+Hw+7OzskJSUBH19/Q8dFiGEvDM6Ojr4+++/P3QY5D2hKcUIIYQQQgghhBCiEJpSjMhTXFyMI0eO0FRghBBC/pMU/R9ISe4eQgghhBBCCCGEEEIUIFl7hRBCCPmYUcKFEEIIIYQQQgghhBBCCCHkLVHChRBCCCGEEEIIIYQQQggh5C1RwoUQQgghhBBCCCGEEEIIIeQtUcKFEEIIIYQQQgghhBBCCCHkLVHChRBCCCGEEEIIIYQQQggh5C1RwoUQQgghhBBCCCHkDRUXF4PH4yEjI6PRcs7OzggMDHwvMb0LPB4PR44ckbtfJBJBKBS+t3j+q3x9fTF8+PBGy4hEIvB4PJSVlb2XmP4pIiMjoaur+6HDIP9Q9e9Rit6X/0neZcxCoRDr1q2Tu1+R+w5RnPKHDoAQQgghhBBCCCH/fhtnnH1vbc3c4vre2npdIpEILi4uePLkCefhcExMDFRUVD5cYG+ptLQULVu2/NBhAKh7sHr48OHXekAYHR0NT09PeHh4NJo4+qdxdnZGjx49OA9L+/Tpg9LSUujo6Hy4wD6AcePGYfDgwe+1zbCwMMTExODGjRtQV1dHnz598OOPP8LCwoIt8/LlS8ydOxfR0dGoqqqCm5sbNm3ahDZt2gAAMjMzsWLFCiQnJ+Phw4cQCoWYMWMGZs2aJbPNlJQUODk5wcrKqsmH7zExMdiyZQvS0tLw+PFjpKeno0ePHpwyTcUnz9WrVzFz5kxcvnwZrVu3xjfffIPvvvuO3Z+VlYWFCxciLS0Nf/31F9auXfuPSSqbmJigtLQU+vr6HzqUf4Xw8HAwDPPe242MjERgYOB/LnlMI1wIIYQQQgghhBDy0amurn6v7enp6UFLS+u9ttmcDA0Noaqq+qHDeCPFxcUICgpC//7930n9DMPg1atX76RuWfh8PgwNDcHj8d5bm2+jua41dXV1GBgYNEtdikpMTMTMmTNx4cIFxMXFoaamBgMHDsSzZ8/YMrNnz8bvv/+OgwcPIjExEXfu3MHIkSPZ/WlpaTAwMMAvv/yCrKwszJ8/H99//z02bNgg1V5ZWRm8vb0xYMAAheJ79uwZ+vXrhx9//FFumabik+Xp06cYOHAgTE1NkZaWhpUrV2LRokXYtm0bW+b58+cwMzPDihUrYGhoqFC870uLFi1gaGgIZWUaa6AIHR0dGj3WjCjhQgghhBBCCCGEkP88Z2dn+Pv7IzAwEPr6+nBzcwMAXL9+HYMGDYJAIECbNm0wadIkPHz4kD0uNjYW/fr1g66uLlq1aoWhQ4eisLBQZhvFxcVwcXEBALRs2RI8Hg++vr5s+/W//S0UCrF06VJ4e3tDIBDA1NQUx44dw4MHD+Dh4QGBQIDu3bsjNTWV00ZycjL69+8PdXV1mJiYICAggPPwt6HCwkJ4eHigTZs2EAgEsLe3xx9//MEpIxQKsWTJEnh6ekJTUxPGxsbYuHEjp0xTU4opoqKiAl5eXtDU1ETbtm2xdu1ame9LY7FIpi0bMWIEeDxek9OY1dbWwsvLC6GhoTAzM5Pa/+TJE3h7e6Nly5bQ0NDAoEGDkJ+f32idkim9Tp06BTs7O6iqqiI5ORlisRhhYWHo0KED1NXVYWNjg99++40Ti5+fH7vfwsIC4eHhctvx9fVFYmIiwsPDwePxwOPxUFxcLDWlmGSqrePHj8PCwgIaGhoYPXo0nj9/jt27d0MoFKJly5YICAhAbW0tW39VVRWCgoJgbGwMTU1N9O7dGyKRqNFzX7RoEXr06IGtW7fCxMQEGhoaGDt2LMrLyzlxDx8+HMuWLYORkRE7GuTWrVsYO3YsdHV1oaenBw8PDxQXFwMAzpw5AzU1Nalvus+aNQuurq6c86zv6NGj6NmzJ9TU1GBmZobQ0FA2+RUUFIShQ4eyZdetWwcej4fY2Fh2W6dOnbBjxw655xsbGwtfX19069YNNjY2iIyMRElJCdLS0gAA5eXl2LlzJ9asWQNXV1fY2dkhIiIC586dw4ULFwAAU6ZMQXh4OJycnGBmZoaJEydi8uTJiImJkWpvxowZmDBhAhwcHBr7GFiTJk3CwoUL8dlnn8ncr0h8skRFRaG6uhq7du1Ct27dMH78eAQEBGDNmjVsGXt7e6xcuRLjx49XOBn76NEjeHp6wtjYGBoaGrC2tsavv/7KKSNr+qsePXpg0aJF7Ov8/Hw4OjpCTU0NXbt2RVxcHKe8rOm5EhMT0atXL6iqqqJt27YIDg5+7URpWVkZpk+fjjZt2kBNTQ1WVlY4fvy4wucmFovx008/oVOnTlBVVUX79u2xbNkyTpmbN2/CxcUFGhoasLGxwfnz5zn7m/obcP/+fQwbNgzq6uro0KEDoqKimjyvhlOKOTs7IyAgAN999x309PRgaGjIef+Bur8JmzdvxqBBg6Curg4zMzPO/U7W1IcZGRmc+9jkyZNRXl7O3t8atvFvRQkXQgghhBBCCCGEfBR2794NPp+PlJQUbNmyBWVlZXB1dYWtrS1SU1MRGxuLe/fuYezYsewxz549w5w5c5Camor4+HgoKSlhxIgREIvFUvWbmJjg0KFDAIDc3FyUlpY2+kB97dq16Nu3L9LT0zFkyBBMmjQJ3t7emDhxIq5cuYKOHTvC29ubneqlsLAQ7u7uGDVqFK5evYr9+/cjOTkZ/v7+ctuorKzE4MGDER8fj/T0dLi7u2PYsGEoKSnhlFu5ciVsbGyQnp6O4OBgzJo1S+oh5tuaM2cOUlJScOzYMcTFxSEpKQlXrlyRKtdYLJcvXwYAREREoLS0lH0tz+LFi2FgYAA/Pz+Z+319fZGamopjx47h/PnzYBgGgwcPRk1NTZPnExwcjBUrViAnJwfdu3dHWFgY9uzZgy1btiArKwuzZ8/GxIkTkZiYCKDuYWu7du1w8OBBZGdnY+HChfjf//6HAwcOyKw/PDwcDg4OmDp1KkpLS1FaWgoTExOZZZ8/f47169cjOjoasbGxEIlEGDFiBE6ePImTJ09i79692Lp1K+eBqL+/P86fP4/o6GhcvXoVY8aMgbu7e5MJp4KCAhw4cAC///47YmNjkZ6ejq+//ppTJj4+Hrm5uYiLi8Px48dRU1MDNzc3aGlpISkpCSkpKRAIBHB3d0d1dTUGDBgAXV1d9voB6hJU+/fvh5eXl8w4kpKS4O3tjVmzZiE7Oxtbt25FZGQk+wDbyckJycnJbJIpMTER+vr6bFLp9u3bKCwshLOzc6PnW58ksaSnpwegbvRKTU0NJ+HRpUsXtG/fXupBecN6JHVIRERE4ObNmwgJCVE4nqa8aXznz5+Ho6Mj+Hw+u83NzQ25ubl48uTJG8fz8uVL2NnZ4cSJE7h+/TqmTZuGSZMm4dKlSwrXIRaLMXLkSPD5fFy8eBFbtmzBvHnzGj3m9u3bGDx4MOzt7ZGZmYnNmzdj586dWLp06Wu1O2jQIKSkpOCXX35BdnY2VqxYgRYtWih8bt9//z1WrFiBH374AdnZ2di3b5/U1G7z589HUFAQMjIyYG5uDk9PTzYxpMjfAF9fX9y6dQsJCQn47bffsGnTJty/f1/h85TYvXs3NDU1cfHiRfz0009YvHix1N+EH374AaNGjUJmZia8vLwwfvx45OTkKFR/nz59sG7dOmhra7P3t6CgoNeO8x+JIYQQQgghhBBCCFHAixcvmOzsbObFixdS+zZMj39vP2/CycmJsbW15WxbsmQJM3DgQM62W7duMQCY3NxcmfU8ePCAAcBcu3aNYRiGKSoqYgAw6enpDMMwTEJCAgOAefLkiVT7s2bNYl+bmpoyEydOZF+XlpYyAJgffviB3Xb+/HkGAFNaWsowDMP4+fkx06ZN49SblJTEKCkpyfxM5OnWrRvz888/c2Jxd3fnlBk3bhwzaNAg9jUA5vDhw3LrTEhIYExNTeXuf/r0KaOiosIcPHiQ3VZWVsZoaGhIvS9vG4tEUlISY2xszDx48IBhGIbx8fFhPDw82P15eXkMACYlJYXd9vDhQ0ZdXZ05cOCA3Holn/GRI0fYbS9fvmQ0NDSYc+fOccr6+fkxnp6ecuuaOXMmM2rUKPZ1wxgb9pv67Uv6WEREBAOAKSgoYMtMnz6d0dDQYCoqKthtbm5uzPTp0xmGYZi//vqLadGiBXP79m1O3QMGDGC+//57ufGGhIQwLVq0YP7++29226lTpxglJSW2n/r4+DBt2rRhqqqq2DJ79+5lLCwsGLFYzG6rqqpi1NXVmdOnTzMMwzCzZs1iXF1d2f2nT59mVFVVOeepo6PDiXX58uWc+Pbu3cu0bduWYRiGefLkCaOkpMRcvnyZEYvFjJ6eHhMWFsb07t2bYRiG+eWXXxhjY2O559pQbW0tM2TIEKZv377stqioKIbP50uVtbe3Z7777juZ9aSkpDDKysrseTNMXV80MDBg7zshISGMjY2NwrE1vA+9TXwMwzCff/651L0mKyuLAcBkZ2dLlTc1NWXWrl2rcLz1DRkyhJk7d26jddnY2DAhISEMw9T1C2VlZU7fPXXqFOe+0PD9+N///ifV/zZu3MgIBAKmtrZWoThPnz7NKCkpyf3b0NS5PX36lFFVVWW2b98us6wk5h07drDbJO95Tk4OwzBN/w3Izc1lADCXLl1i9+fk5DAAGv18ZN13+vXrxyljb2/PzJs3j30NgJkxYwanTO/evZmvvvqKYRjZfwvT09MZAExRURHDMNLX9D9dY/8D1UcjXAghhBBCCCGEEPJRsLOz47zOzMxEQkICBAIB+9OlSxcAYKcNy8/Ph6enJ8zMzKCtrc1OYdVwhMib6N69O/u75FvO1tbWUtsk307OzMxEZGQkJ143NzeIxWIUFRXJbKOyshJBQUGwtLSErq4uBAIBcnJypOJvOIWRg4ODwt9UVsTNmzdRU1ODXr16sdt0dHQ4i4+/aSwlJSWc92T58uWoqKjApEmTsH37drkLZ+fk5EBZWRm9e/dmt7Vq1QoWFhZse5Lp5gQCAbp168Y5/pNPPmF/LygowPPnz/H5559zYtmzZw9nCrqNGzfCzs4OrVu3hkAgwLZt25qlL2loaKBjx47s6zZt2kAoFEIgEHC2SfrStWvXUFtbC3Nzc068iYmJbLz1t8+YMYOtp3379jA2NmZfOzg4QCwWIzc3l91mbW3NGR2RmZmJgoICaGlpsXXq6enh5cuXbHteXl4QiUS4c+cOgLpprYYMGSJ3bYnMzEwsXryYE6dkNNDz58+hq6sLGxsbiEQiXLt2DXw+H9OmTUN6ejoqKyuRmJgIJycnAHWjZerXI2sappkzZ+L69euIjo5W7EOR4fr16/Dw8EBISAgGDhwIoG4kz4QJExAaGgpzc3OZx0VFRXHiS0pKeuMYGurWrRtb76BBg5qtXllqa2uxZMkSWFtbQ09PDwKBAKdPn36tayAnJwcmJiYwMjJitzU1BVtOTg4cHBw46x717dsXlZWV+PvvvxVqNyMjA+3atZP7GTV1bjk5OaiqqmpyfZ76fxfatm0LQPG/AZJ7Wv2/dV26dHmj9VnqxyGJpeFImXf9d+PfilYOIoQQQgghhBBCyEdBU1OT87qyshLDhg2TueC05EHXsGHDYGpqiu3bt8PIyAhisRhWVlbNshC4iooK+7vkQaCsbZLpyyorKzF9+nQEBARI1dW+fXuZbQQFBSEuLg6rVq1Cp06doK6ujtGjRzfbQub/BEZGRpy1GvT09FBYWIji4mIMGzaM3S55H5WVlTnJgcbs2LEDL168AMD9bABuf6qsrAQAnDhxgpOMAMCubxEdHY2goCCsXr0aDg4O0NLSwsqVK3Hx4kUFz1S+hrHxeDyZ2+r3pRYtWiAtLY2dEklCkqSp/55qa2u/VjyyrjU7OzuZiYzWrVsDqFsTpGPHjoiOjsZXX32Fw4cPIzIyUm4blZWVCA0NlbkAvJqaGoC6tShEIhFUVVXh5OQEPT09WFpaIjk5GYmJiZg7dy6AuuRZ/fNtOM2Tv78/jh8/jj///BPt2rVjtxsaGqK6uhplZWWch9r37t2TWkg+OzsbAwYMwLRp07BgwQJ2e0VFBVJTU5Gens5ODSUWi8EwDJSVlXHmzBl88cUXnMRgwz4mjyLxnTx5kp1CT11dnT3u3r17nLokrxue1+tYuXIlwsPDsW7dOlhbW0NTUxOBgYGc+5GSkhI7jaKEIlP8vWuS90aeps6tqeMl3uZvQF5enkJtvG4cklhkTaUpj5JS3TiP+p/lP+FzfB8o4UIIIYQQQgghhJCPUs+ePXHo0CEIhUIoK0s/Inn06BFyc3Oxfft29O/fH0DdgsWNkXyrv/7i5M0Zb3Z2Njp16qTwMSkpKfD19cWIESMA1D2wkyxUXl/DBbQvXLgAS0vLt4q3PjMzM6ioqODy5ctscqi8vBx5eXlwdHR8rVhUVFQ476+ysrLUe6KhoYFr165xti1YsAAVFRUIDw+HiYkJxGIxXr16hYsXL6JPnz4A/u8z79q1KwDFH2x37doVqqqqKCkpYUdNNJSSkoI+ffpw1jupP/pFFj6f/076kq2tLWpra3H//n22bzckr5+VlJTgzp077AiDCxcuQElJSeZoJYmePXti//79MDAwaDR54+XlhaioKLRr1w5KSkoYMmRIo3Xm5uY2ej04OTlh165dUFZWhru7O4C6JMyvv/6KvLw8dv0WdXV1mfUwDINvvvkGhw8fhkgkQocOHTj77ezsoKKigvj4eIwaNQpA3fpNJSUlnG//Z2VlwdXVFT4+PlKLpGtra0v11U2bNuHs2bP47bff0KFDB2hqakJLS0vuecqjSHympqZSxzk4OGD+/PmoqalhH7zHxcXBwsICLVu2fO04JFJSUuDh4YGJEycCqEsk5OXlsdcbUJeAKy0tZV8/ffqUM4LP0tISt27dQmlpKZsYb3jPaMjS0hKHDh0CwzBsEiMlJQVaWlqcBFpjunfvjr///ht5eXkyR7k0dW6dO3eGuro64uPj8eWXXyrUZkNN/Q3o0qULXr16hbS0NNjb2wOo+7zrL1zfnC5cuABvb2/Oa1tbWwD/l0gtLS1l+0z9pCbw7u5vHxpNKUYIIYQQQgghhJCP0syZM/H48WN4enri8uXLKCwsxOnTpzF58mTU1taiZcuWaNWqFbZt24aCggKcPXsWc+bMabROU1NT8Hg8HD9+HA8ePGBHPjSHefPm4dy5c/D390dGRgby8/Nx9OhRzoLJDXXu3BkxMTHIyMhAZmYmJkyYIPNbyikpKfjpp5+Ql5eHjRs34uDBg5g1a1azxa6lpQUfHx98++23SEhIQFZWFvz8/KCkpMSZ5keRWIRCIeLj43H37l25C3irqanBysqK86OrqwstLS1YWVmBz+ejc+fO8PDwwNSpU5GcnIzMzExMnDgRxsbG8PDweO3zCwoKwuzZs7F7924UFhbiypUr+Pnnn7F7924AdZ9FamoqTp8+jby8PPzwww+4fPlyo/UKhUJcvHgRxcXFePjw4Wt9w7wx5ubm8PLygre3N2JiYlBUVIRLly4hLCwMJ06caPRYNTU1+Pj4IDMzE0lJSQgICMDYsWMbHfng5eUFfX19eHh4ICkpCUVFRRCJRAgICOBM6eTl5YUrV65g2bJlGD16NDs6SJaFCxdiz549CA0NRVZWFnJychAdHc0ZPeLo6IiKigocP36cTa44OzsjKioKbdu2lTs9lMTMmTPxyy+/YN++fdDS0sLdu3dx9+5ddtSTjo4O/Pz8MGfOHCQkJCAtLQ2TJ0+Gg4MDPv30UwB104i5uLhg4MCBmDNnDlvHgwcPANSNBGjYVw0MDNg+3HC0UH2PHz9GRkYGsrOzAdQ9XM/IyMDdu3cVjk+WCRMmgM/nw8/PD1lZWdi/fz/Cw8M597/q6mpkZGQgIyMD1dXVuH37NjIyMlBQUCC33s6dOyMuLg7nzp1DTk4Opk+fLjWSxtXVFXv37kVSUhKuXbsGHx8fziiszz77DObm5pw+OH/+fLltAsDXX3+NW7du4ZtvvsGNGzdw9OhRhISEYM6cOexIjKY4OTnB0dERo0aNQlxcHIqKinDq1CnExsYqdG5qamqYN28evvvuO3aqwQsXLmDnzp0KtQ80/TfAwsIC7u7umD59Oi5evIi0tDR8+eWXCo+ueV0HDx7Erl27kJeXh5CQEFy6dImNpVOnTjAxMcGiRYuQn5+PEydOYPXq1ZzjhUIhKisrER8fj4cPH+L58+fvJM737t0vJ0MIIYQQQgghhJD/AkUXjP0nkrX4OMPULVY9YsQIRldXl1FXV2e6dOnCBAYGsosrx8XFMZaWloyqqirTvXt3RiQSNbo4M8MwzOLFixlDQ0OGx+MxPj4+MtuXtTA0GiwGL6vuS5cuMZ9//jkjEAgYTU1Npnv37syyZcvknndRURHj4uLCqKurMyYmJsyGDRtkxhIaGsqMGTOG0dDQYAwNDZnw8PBGY2soISGBMTU1lbufYeoWjZ4wYQLbxpo1a5hevXoxwcHBrxXLsWPHmE6dOjHKyspNtllfw4WhGYZhHj9+zEyaNInR0dFh1NXVGTc3NyYvL6/RemQtBs0wDCMWi5l169YxFhYWjIqKCtO6dWvGzc2NSUxMZBiGYV6+fMn4+voyOjo6jK6uLvPVV18xwcHBnMXRG8aYm5vLfPrpp4y6ujq72HTD9mUtPC1r0fWGdVdXVzMLFy5khEIho6KiwrRt25YZMWIEc/XqVbnnLql306ZNjJGREaOmpsaMHj2aefz4sdx2JEpLSxlvb29GX1+fUVVVZczMzJipU6cy5eXlnHK9evViADBnz57lbJd1nrGxsUyfPn0YdXV1Rltbm+nVqxezbds2ThkbGxvG0NCQff3o0SOGx+Mx48ePl3ueEgBk/kRERLBlXrx4wXz99ddMy5YtGQ0NDWbEiBFMaWkp5z2TVUdjfVfW5ydLRESEzLolC8wrEp88mZmZTL9+/RhVVVXG2NiYWbFiBWe/5P7U8MfJyUlunY8ePWI8PDwYgUDAGBgYMAsWLGC8vb05/aW8vJwZN24co62tzZiYmDCRkZGMjY0N55xyc3OZfv36MXw+nzE3N2diY2ObvC+LRCLG3t6e4fP5jKGhITNv3jympqZG6r1szKNHj5jJkyczrVq1YtTU1BgrKyvm+PHjCp9bbW0ts3TpUsbU1JRRUVFh2rdvzyxfvlxuzE+ePGEAMAkJCey2pv4GlJaWMkOGDGFUVVWZ9u3bM3v27JH596a+htesrL+XHh4e7N8zhqm7NjZu3Mh8/vnnjKqqKiMUCpn9+/dzjklOTmasra0ZNTU1pn///szBgwfZ+5jEjBkzmFatWkn1238iRf8H4jFMg0nxCCGEEEIIIYQQQmR4+fIlioqK0KFDB3aNBPLvJxQKERgYiMDAwDeuQyQSwdfXV+Z0ZfI8e/YMxsbGWL16Nfz8/JotFvLuLFq0CEeOHJGaGoiQf7uQkBAkJiZCJBJ96FD+FXg8Hg4fPozhw4d/6FDeG0X/B6I1XAghhBBCCCGEEELIO5eeno4bN26gV69eKC8vx+LFiwHgtafvIoSQ5nbq1Cls2LDhQ4dB/gMo4UIIIYQQQgghhBBC3otVq1YhNzcXfD4fdnZ2SEpKgr6+/ocOixDykbt06dKHDoH8R9CUYoQQQgghhBBCCFEITSlG5CkuLsaRI0doKjBCCCH/SYr+D6T0HmMihBBCCCGEEEIIIf9BkrVXCCGEkI8ZJVwIIYQQQgghhBBCCCGEEELeEiVcCCGEEEIIIYQQQgghhBBC3hIlXAghhBBCCCGEEEIIIYQQQt4SJVwIIYQQQgghhBBCCCGEEELeEiVcCCGEEEIIIYQQQgghhBBC3hIlXAghhBBCCCGEEELeUHFxMXg8HjIyMhot5+zsjMDAwPcS07vA4/Fw5MgRuftFIhGEQuF7i+e/ytfXF8OHD2+0jEgkAo/HQ1lZ2XuJ6Z8iMjISurq6HzoM8g9V/x6l6H35bdogRB7lDx0AIYQQQgghhBBC/v1Wjxv63tqau//4e2vrdYlEIri4uODJkyech8MxMTFQUVH5cIG9pdLSUrRs2fJDhwGg7qHn4cOHm0xM1BcdHQ1PT094eHj8qx6YOjs7o0ePHli3bh27rU+fPigtLYWOjs6HC+wDGDduHAYPHvxe2wwLC0NMTAxu3LgBdXV19OnTBz/++CMsLCzYMi9fvsTcuXMRHR2NqqoquLm5YdOmTWjTpg0AIDMzEytWrEBycjIePnwIoVCIGTNmYNasWTLbTElJgZOTE6ysrJpMGMTExGDLli1IS0vD48ePkZ6ejh49enDKNBWfPFevXsXMmTNx+fJltG7dGt988w2+++47dn9WVhYWLlyItLQ0/PXXX1i7du0/JqlsYmKC0tJS6OvrN2u9H+o+KOs+QP65aIQLIYQQQgghhBBCPjrV1dXvtT09PT1oaWm91zabk6GhIVRVVT90GG+kuLgYQUFB6N+//zupn2EYvHr16p3ULQufz4ehoSF4PN57a/NtNNe1pq6uDgMDg2apS1GJiYmYOXMmLly4gLi4ONTU1GDgwIF49uwZW2b27Nn4/fffcfDgQSQmJuLOnTsYOXIkuz8tLQ0GBgb45ZdfkJWVhfnz5+P777/Hhg0bpNorKyuDt7c3BgwYoFB8z549Q79+/fDjjz/KLdNUfLI8ffoUAwcOhKmpKdLS0rBy5UosWrQI27ZtY8s8f/4cZmZmWLFiBQwNDRWK931p0aIFDA0NoazcvGMN/s33QfL+UMKFEEIIIYQQQggh/3nOzs7w9/dHYGAg9PX14ebmBgC4fv06Bg0aBIFAgDZt2mDSpEl4+PAhe1xsbCz69esHXV1dtGrVCkOHDkVhYaHMNoqLi+Hi4gIAaNmyJXg8Hnx9fdn263/7WygUYunSpfD29oZAIICpqSmOHTuGBw8ewMPDAwKBAN27d0dqaiqnjeTkZPTv3x/q6uowMTFBQEAA5+FvQ4WFhfDw8ECbNm0gEAhgb2+PP/74g1NGKBRiyZIl8PT0hKamJoyNjbFx40ZOmeaYSqeiogJeXl7Q1NRE27ZtsXbtWpnvS2OxSKYtGzFiBHg8XpPTmNXW1sLLywuhoaEwMzOT2v/kyRN4e3ujZcuW0NDQwKBBg5Cfn99onZIpvU6dOgU7OzuoqqoiOTkZYrEYYWFh6NChA9TV1WFjY4PffvuNE4ufnx+738LCAuHh4XLb8fX1RWJiIsLDw8Hj8cDj8VBcXCw1pZhkqq3jx4/DwsICGhoaGD16NJ4/f47du3dDKBSiZcuWCAgIQG1tLVt/VVUVgoKCYGxsDE1NTfTu3RsikajRc1+0aBF69OiBrVu3wsTEBBoaGhg7dizKy8s5cQ8fPhzLli2DkZEROxrk1q1bGDt2LHR1daGnpwcPDw8UFxcDAM6cOQM1NTWpadJmzZoFV1dXznnWd/ToUfTs2RNqamowMzNDaGgom/wKCgrC0KH/N/Ju3bp14PF4iI2NZbd16tQJO3bskHu+sbGx8PX1Rbdu3WBjY4PIyEiUlJQgLS0NAFBeXo6dO3dizZo1cHV1hZ2dHSIiInDu3DlcuHABADBlyhSEh4fDyckJZmZmmDhxIiZPnoyYmBip9mbMmIEJEybAwcGhsY+BNWnSJCxcuBCfffaZzP2KxCdLVFQUqqursWvXLnTr1g3jx49HQEAA1qxZw5axt7fHypUrMX78eIWTEI8ePYKnpyeMjY2hoaEBa2tr/Prrr5wyQqFQaiRHjx49sGjRIvZ1fn4+HB0doaamhq5duyIuLo5TXtaUYomJiejVqxdUVVXRtm1bBAcHv3aiVNa0ZTExMXBxcYGGhgZsbGxw/vx5trykzx45cgSdO3eGmpoa3NzccOvWLbaMrGkEAwMD4ezszO6XdR8g/1yUcCGEEEIIIYQQQshHYffu3eDz+UhJScGWLVtQVlYGV1dX2NraIjU1FbGxsbh37x7Gjh3LHvPs2TPMmTMHqampiI+Ph5KSEkaMGAGxWCxVv4mJCQ4dOgQAyM3NRWlpaaMP1NeuXYu+ffsiPT0dQ4YMwaRJk+Dt7Y2JEyfiypUr6NixI7y9vcEwDIC65Im7uztGjRqFq1evYv/+/UhOToa/v7/cNiorKzF48GDEx8cjPT0d7u7uGDZsGEpKSjjlVq5cCRsbG6SnpyM4OBizZs2Seoj5tubMmYOUlBQcO3YMcXFxSEpKwpUrV6TKNRbL5cuXAQAREREoLS1lX8uzePFiGBgYwM/PT+Z+X19fpKam4tixYzh//jwYhsHgwYNRU1PT5PkEBwdjxYoVyMnJQffu3REWFoY9e/Zgy5YtyMrKwuzZszFx4kQkJiYCAMRiMdq1a4eDBw8iOzsbCxcuxP/+9z8cOHBAZv3h4eFwcHDA1KlTUVpaitLSUpiYmMgs+/z5c6xfvx7R0dGIjY2FSCTCiBEjcPLkSZw8eRJ79+7F1q1bOQkgf39/nD9/HtHR0bh69SrGjBkDd3f3JhNOBQUFOHDgAH7//XfExsYiPT0dX3/9NadMfHw8cnNzERcXh+PHj6OmpgZubm7Q0tJCUlISUlJSIBAI4O7ujurqagwYMAC6urrs9QPUJaj2798PLy8vmXEkJSXB29sbs2bNQnZ2NrZu3YrIyEgsW7YMAODk5ITk5GQ2yZSYmAh9fX02qXT79m0UFhayD7YVIUks6enpAagbvVJTU8NJeHTp0gXt27fnPHiXVY+kDomIiAjcvHkTISEhCsfTlDeN7/z583B0dASfz2e3ubm5ITc3F0+ePHnjeF6+fAk7OzucOHEC169fx7Rp0zBp0iRcunRJ4TrEYjFGjhwJPp+PixcvYsuWLZg3b16jx9y+fRuDBw+Gvb09MjMzsXnzZuzcuRNLly5943ORmD9/PoKCgpCRkQFzc3N4enpyEjnPnz/HsmXLsGfPHqSkpKCsrAzjx49XuP7XuQ+QfwZaw4UQQgghhBBCCCEfhc6dO+Onn35iXy9duhS2trZYvnw5u23Xrl0wMTFBXl4ezM3NMWrUKE4du3btQuvWrZGdnQ0rKyvOvhYtWrAPUQ0MDJpc4Hvw4MGYPn06AGDhwoXYvHkz7O3tMWbMGADAvHnz4ODggHv37sHQ0BBhYWHw8vJiR4R07twZ69evh5OTEzZv3gw1NTWpNmxsbGBjY8O+XrJkCQ4fPoxjx45xEjV9+/ZFcHAwAMDc3BwpKSlYu3YtPv/880bPQVEVFRXYvXs39u3bx06XFBERASMjI6myjcXSunVrAICurm6T0xglJydj586dctfByM/Px7Fjx5CSkoI+ffoAqPtmv4mJCY4cOcJ+DvIsXryYfX+qqqqwfPly/PHHH+zoBDMzMyQnJ2Pr1q1wcnKCiooKQkND2eM7dOiA8+fP48CBA5wkn4SOjg74fD40NDSaPNeamhps3rwZHTt2BACMHj0ae/fuxb179yAQCNC1a1e4uLggISEB48aNQ0lJCSIiIlBSUsJ+BkFBQYiNjUVERATnmmjo5cuX2LNnD4yNjQEAP//8M4YMGYLVq1ezcWpqamLHjh3sA/tffvkFYrEYO3bsYKdCi4iIgK6uLkQiEQYOHIjx48dj3759bHIsPj4eZWVlUtegRGhoKIKDg+Hj48O+30uWLMF3332HkJAQ9O/fHxUVFUhPT4ednR3+/PNPfPvtt+wIBZFIBGNjY3Tq1KnR91ZCLBYjMDAQffv2Za/9u3fvgs/nS13rbdq0wd27d2XWc+7cOezfvx8nTpxgt+Xn5yM4OBhJSUnNOg3Wm8QnOa5Dhw5Sx0j2vek6JsbGxggKCmJff/PNNzh9+jQOHDiAXr16KVTHH3/8gRs3buD06dNs312+fDkGDRok95hNmzbBxMQEGzZsAI/HQ5cuXXDnzh3MmzcPCxcuhJLSm49JCAoKwpAhQwDU9clu3bqhoKAAXbp0AVB3bW7YsAG9e/cGUJf4t7S0xKVLlxQ659e5D5B/BhrhQgghhBBCCCGEkI+CnZ0d53VmZiYSEhIgEAjYH8lDMsm0Yfn5+fD09ISZmRm0tbXZKawajhB5E927d2d/lzzMtLa2ltp2//59Nt7IyEhOvG5ubhCLxSgqKpLZRmVlJYKCgmBpaQldXV0IBALk5ORIxd9wCiMHBwfk5OS89TlK3Lx5EzU1NZwHjDo6OpzFx980lpKSEs57snz5clRUVGDSpEnYvn273IWzc3JyoKyszD4IBYBWrVrBwsKCbU8y3ZxAIEC3bt04x3/yySfs7wUFBXj+/Dk+//xzTix79uzhTEG3ceNG2NnZoXXr1hAIBNi2bVuz9CUNDQ022QLU9R2hUAiBQMDZJulL165dQ21tLczNzTnxJiYmsvHW3z5jxgy2nvbt27PJFqDu8xGLxcjNzWW3WVtbc0ZHZGZmoqCgAFpaWmydenp6ePnyJduel5cXRCIR7ty5A6Au+TVkyBC5icvMzEwsXryYE6dkFMDz58+hq6sLGxsbiEQiXLt2DXw+H9OmTUN6ejoqKyuRmJgIJycnAHWjZerXExUVJdXezJkzcf36dURHRyv2ochw/fp1eHh4ICQkBAMHDgRQN5JnwoQJCA0Nhbm5uczjoqKiOPElJSW9cQwNdevWja23saRFc6itrcWSJUtgbW0NPT09CAQCnD59+rWugZycHJiYmHCStU1NwZaTkwMHBwfOukd9+/ZFZWUl/v7779c/kXrq38fbtm0L4P/u2QCgrKwMe3t79nWXLl2gq6vbrPdX8s9CI1wIIYQQQgghhBDyUdDU1OS8rqysxLBhw2QuOC15cDZs2DCYmppi+/btMDIyglgshpWVVbMsBK6iosL+LnkQKGubZPqyyspKTJ8+HQEBAVJ1tW/fXmYbQUFBiIuLw6pVq9CpUyeoq6tj9OjRzbaQ+T+BkZERZxSLnp4eCgsLUVxcjGHDhrHbJe+jsrIyJznQmB07duDFixcAuJ8NwO1PlZWVAIATJ05wkhEA2PUtoqOjERQUhNWrV8PBwQFaWlpYuXIlLl68qOCZytcwNh6PJ3Nb/b7UokULpKWloUWLFpxykiRN/fdUW1v7teKRda3Z2dnJTGRIRi3Z29ujY8eOiI6OxldffYXDhw8jMjJSbhuVlZUIDQ2VuQC8ZLSXs7MzRCIRVFVV4eTkBD09PVhaWiI5ORmJiYmYO3cugLrkWf3zlSQ7Jfz9/XH8+HH8+eefaNeuHbvd0NAQ1dXVKCsr4ySGJKPS6svOzsaAAQMwbdo0LFiwgN1eUVGB1NRUpKens6POxGIxGIaBsrIyzpw5gy+++IKTGGzYx+RRJL6TJ0+yU+ipq6uzx927d49Tl+T124yyWLlyJcLDw7Fu3TpYW1tDU1MTgYGBnPuRkpISO42ihCJT/H0ojd2zFfFvO1/SNEq4EEIIIYQQQggh5KPUs2dPHDp0CEKhUOY0Po8ePUJubi62b9+O/v37A6ibpqoxkm/111+cvDnjzc7OVngKJABISUmBr68vRowYAaDuIbWsBZcbLqB94cIFWFpavlW89ZmZmUFFRQWXL19mk0Pl5eXIy8uDo6Pja8WioqLCeX+VlZWl3hMNDQ1cu3aNs23BggWoqKhAeHg4TExMIBaL8erVK1y8eJGdUkzymXft2hWA4g+2u3btClVVVZSUlLCjJhqSTF1Wf72T+qNfZOHz+e+kL9na2qK2thb3799n+3ZD8vpZSUkJ7ty5w44wuHDhApSUlGSOVpLo2bMn9u/fDwMDg0aTN15eXoiKikK7du2gpKTETtUkr87c3NxGrwcnJyfs2rULysrKcHd3B1CXhPn111+Rl5fHrt+irq4usx6GYfDNN9/g8OHDEIlEUtNs2dnZQUVFBfHx8ezUZ7m5uSgpKeGMusjKyoKrqyt8fHzYNWYktLW1pfrqpk2bcPbsWfz222/o0KEDNDU1oaWlJfc85VEkPlNTU6njHBwcMH/+fNTU1LAJhbi4OFhYWLzxdGJA3TXg4eGBiRMnAqhLTOTl5bHXG1CXgCstLWVfP336lDOCz9LSErdu3UJpaSmbGG94z2jI0tIShw4dAsMwbFIkJSUFWlpanATau/Dq1Sukpqayo/tyc3NRVlbG3tNat26N69evc47JyMjgJHLe1X2AvBs0pRghhBBCCCGEEEI+SjNnzsTjx4/h6emJy5cvo7CwEKdPn8bkyZNRW1uLli1bolWrVti2bRsKCgpw9uxZzJkzp9E6TU1NwePxcPz4cTx48IAd+dAc5s2bh3PnzsHf3x8ZGRnIz8/H0aNHOWuxNNS5c2fExMQgIyMDmZmZmDBhgsxvX6ekpOCnn35CXl4eNm7ciIMHD2LWrFnNFruWlhZ8fHzw7bffIiEhAVlZWfDz84OSkhJnmh9FYhEKhYiPj8fdu3flLuCtpqYGKysrzo+uri60tLRgZWUFPp+Pzp07w8PDA1OnTkVycjIyMzMxceJEGBsbw8PD47XPLygoCLNnz8bu3btRWFiIK1eu4Oeff8bu3bsB1H0WqampOH36NPLy8vDDDz/g8uXLjdYrFApx8eJFFBcX4+HDh6/1zfnGmJubw8vLC97e3oiJiUFRUREuXbqEsLAwztoisqipqcHHxweZmZlISkpCQEAAxo4d2+jIBy8vL+jr68PDwwNJSUkoKiqCSCRCQEAAZ0onLy8vXLlyBcuWLcPo0aPZ0UGyLFy4EHv27EFoaCiysrKQk5OD6OhozugRR0dHVFRU4Pjx42xyxdnZGVFRUWjbtq3cKbwkZs6ciV9++QX79u2DlpYW7t69i7t377KjnnR0dODn54c5c+YgISEBaWlpmDx5MhwcHPDpp58CqJtGzMXFBQMHDsScOXPYOh48eACgboRDw75qYGDA9uGGo4Xqe/z4MTIyMpCdnQ2g7mF+RkYGuz6LIvHJMmHCBPD5fPj5+SErKwv79+9HeHg45/5XXV2NjIwMZGRkoLq6Grdv30ZGRgYKCgrk1tu5c2fExcXh3LlzyMnJwfTp06VG0ri6umLv3r1ISkrCtWvX4OPjwxmF9dlnn8Hc3JzTB+fPny+3TQD4+uuvcevWLXzzzTe4ceMGjh49ipCQEMyZM+et1m9RhIqKCr755htcvHgRaWlp8PX1xaeffsomYFxdXZGamoo9e/YgPz8fISEhUgmYd3UfIO8GJVwIIYQQQgghhBDyUTIyMkJKSgpqa2sxcOBAWFtbIzAwELq6ulBSUoKSkhKio6ORlpYGKysrzJ49GytXrmy0TmNjY3Yx7zZt2jSaDHld3bt3R2JiIvLy8tC/f3/Y2tpi4cKFMheel1izZg1atmyJPn36YNiwYXBzc0PPnj2lys2dOxepqamwtbXF0qVLsWbNGri5uTVb7JJYHBwcMHToUHz22Wfo27cvLC0t2emfFI1l9erViIuLg4mJCWxtbd8qpoiICNjZ2WHo0KFwcHAAwzA4efKk1HRciliyZAl++OEHhIWFwdLSEu7u7jhx4gQ7KmL69OkYOXIkxo0bh969e+PRo0ec0S6yBAUFoUWLFujatStat27dLOu9SERERMDb2xtz586FhYUFhg8fzhmBJE+nTp0wcuRIDB48GAMHDkT37t2xadOmRo/R0NDAn3/+ifbt22PkyJGwtLSEn58fXr58yRnx0qlTJ/Tq1QtXr16Fl5dXo3W6ubnh+PHjOHPmDOzt7fHpp59i7dq1nBEbLVu2hLW1NVq3bs2uz+To6AixWCx3JFJ9mzdvRnl5OZydndG2bVv2Z//+/WyZtWvXYujQoRg1ahQcHR1haGiImJgYdv9vv/2GBw8e4JdffuHUUX9djzd17Ngx2NrasiOBxo8fD1tbW2zZskXh+GTR0dHBmTNnUFRUBDs7O8ydOxcLFy7EtGnT2DJ37tyBra0tbG1tUVpailWrVsHW1hZffvml3HoXLFiAnj17ws3NDc7OzjA0NMTw4cM5Zb7//ns4OTlh6NChGDJkCIYPH85Zn0hJSQmHDx/Gixcv0KtXL3z55ZdSo4YaMjY2xsmTJ3Hp0iXY2NhgxowZ8PPz4yTnIiMjpZK/zUFDQwPz5s3DhAkT0LdvXwgEAk7/cXNzww8//IDvvvsO9vb2qKiogLe3N6eOd3kfIM2PxzScJI4QQgghhBBCCCFEhpcvX6KoqAgdOnSQekhO/r2EQiECAwMRGBj4xnWIRCL4+vrKnK5MnmfPnsHY2BirV6+Gn59fs8VC3p1FixbhyJEjnPVOCPkvCAkJQWJiIkQiUbPVGRkZicDAQJSVlTVbneTDUfR/IFrDhRBCCCGEEEIIIYS8c+np6bhx4wZ69eqF8vJyLF68GABee/ouQghpbqdOncKGDRs+dBjkP4ASLoQQQgghhBBCCCHkvVi1ahVyc3PB5/NhZ2eHpKQk6Ovrf+iwCCEfuUuXLn3oEMh/BE0pRgghhBBCCCGEEIXQlGJEnuLiYhw5coSmAiOEEPKfpOj/QErvMSZCCCGEEEIIIYQQ8h8kWXuFEEII+ZhRwoUQQgghhBBCCCGEEEIIIeQtUcKFEEIIIYQQQgghhBBCCCHkLVHChRBCCCGEEEIIIYQQQggh5C1RwoUQQgghhBBCCCGEEEIIIeQtUcKFEEIIIYQQQgghhBBCCCHkLVHChRBCCCGEEEIIIYQQQggh5C0pf+gACCGEEEIIIYQQ8u/3d3DSe2ur3Yr+762tphQXF6NDhw5IT09Hjx495JZzdnZGjx49sG7duvcWW3Pi8Xg4fPgwhg8fLnO/SCSCr68viouL32tc/zW+vr4oKyvDkSNH5JYRiURwcXHBkydPoKur+95i+9AiIyMRGBiIsrKyDx0K+Qeqf49S9L5MyLtAI1wIIYQQQgghhBBCmolIJAKPx5N6KBwTE4MlS5Z8mKCaQWlpKQYNGvShwwBQ92C1sYSELNHR0eDxeHITRv9Uzs7OCAwM5Gzr06cPSktLoaOj82GC+kDGjRuHvLy899pmWFgY7O3toaWlBQMDAwwfPhy5ubmcMi9fvsTMmTPRqlUrCAQCjBo1Cvfu3WP3Z2ZmwtPTEyYmJlBXV4elpSXCw8PltpmSkgJlZWWFEgUxMTEYOHAgWrVqBR6Ph4yMDKkyTcUnz9WrV9G/f3+oqanBxMQEP/30E2d/VlYWRo0aBaFQCB6P949KJpuYmKC0tBRWVlYfOhQpsq7p5uLr6/uvu8f9F1HChRBCCCGEEEIIIR+d6urq99qenp4etLS03mubzcnQ0BCqqqofOow3UlxcjKCgIPTv/25GRjEMg1evXr2TumXh8/kwNDQEj8d7b22+jea61tTV1WFgYNAsdSkqMTERM2fOxIULFxAXF4eamhoMHDgQz549Y8vMnj0bv//+Ow4ePIjExETcuXMHI0eOZPenpaXBwMAAv/zyC7KysjB//nx8//332LBhg1R7ZWVl8Pb2xoABAxSK79mzZ+jXrx9+/PFHuWWaik+Wp0+fYuDAgTA1NUVaWhpWrlyJRYsWYdu2bWyZ58+fw8zMDCtWrIChoaFC8b4vLVq0gKGhIZSVaXIn8v5RwoUQQgghhBBCCCH/ec7OzvD390dgYCD09fXh5uYGALh+/ToGDRoEgUCANm3aYNKkSXj48CF7XGxsLPr16wddXV20atUKQ4cORWFhocw2iouL4eLiAgBo2bIleDwefH192fbrf6tZKBRi6dKl8Pb2hkAggKmpKY4dO4YHDx7Aw8MDAoEA3bt3R2pqKqeN5ORk9O/fH+rq6jAxMUFAQADn4W9DhYWF8PDwQJs2bSAQCGBvb48//viDU0YoFGLJkiXw9PSEpqYmjI2NsXHjRk6ZNxlV0lBFRQW8vLygqamJtm3bYu3atTLfl8ZiEQqFAIARI0aAx+Oxr+Wpra2Fl5cXQkNDYWZmJrX/yZMn8Pb2RsuWLaGhoYFBgwYhPz+/0Tolo5hOnToFOzs7qKqqIjk5GWKxGGFhYejQoQPU1dVhY2OD3377jROLn58fu9/CwqLRkQ6+vr5ITExEeHg4eDweeDweiouLpUZRRUZGQldXF8ePH4eFhQU0NDQwevRoPH/+HLt374ZQKETLli0REBCA2tpatv6qqioEBQXB2NgYmpqa6N27N0QiUaPnvmjRIvTo0QNbt26FiYkJNDQ0MHbsWJSXl3PiHj58OJYtWwYjIyNYWFgAAG7duoWxY8dCV1cXenp68PDwYKegO3PmDNTU1KRGhs2aNQuurq6c86zv6NGj6NmzJ9TU1GBmZobQ0FA2+RUUFIShQ4eyZdetWwcej4fY2Fh2W6dOnbBjxw655xsbGwtfX19069YNNjY2iIyMRElJCdLS0gAA5eXl2LlzJ9asWQNXV1fY2dkhIiIC586dw4ULFwAAU6ZMQXh4OJycnGBmZoaJEydi8uTJiImJkWpvxowZmDBhAhwcHBr7GFiTJk3CwoUL8dlnn8ncr0h8skRFRaG6uhq7du1Ct27dMH78eAQEBGDNmjVsGXt7e6xcuRLjx49XOBn76NEjeHp6wtjYGBoaGrC2tsavv/7KKSMUCqVGy/To0QOLFi1iX+fn58PR0RFqamro2rUr4uLiOOWLi4ulRvwkJiaiV69eUFVVRdu2bREcHPzaidKSkhL2/qytrY2xY8dyRgvJGmESGBgIZ2dndn9j1/SJEyfQvXt3qKmp4dNPP8X169fZeiTXXn3r1q1j74GLFi3C7t27cfToUbbupq5n8m5QwoUQQgghhBBCCCEfhd27d4PP5yMlJQVbtmxBWVkZXF1dYWtri9TUVMTGxuLevXsYO3Yse8yzZ88wZ84cpKamIj4+HkpKShgxYgTEYrFU/SYmJjh06BAAIDc3F6WlpY0+UF+7di369u2L9PR0DBkyBJMmTYK3tzcmTpyIK1euoGPHjvD29gbDMADqkifu7u4YNWoUrl69iv379yM5ORn+/v5y26isrMTgwYMRHx+P9PR0uLu7Y9iwYSgpKeGUW7lyJWxsbJCeno7g4GDMmjVL6iHm25ozZw5SUlJw7NgxxMXFISkpCVeuXJEq11gsly9fBgBERESgtLSUfS3P4sWLYWBgAD8/P5n7fX19kZqaimPHjuH8+fNgGAaDBw9GTU1Nk+cTHByMFStWICcnB927d0dYWBj27NmDLVu2ICsrC7Nnz8bEiRORmJgIABCLxWjXrh0OHjyI7OxsLFy4EP/73/9w4MABmfWHh4fDwcEBU6dORWlpKUpLS2FiYiKz7PPnz7F+/XpER0cjNjYWIpEII0aMwMmTJ3Hy5Ens3bsXW7du5SSA/P39cf78eURHR+Pq1asYM2YM3N3dm0w4FRQU4MCBA/j9998RGxuL9PR0fP3115wy8fHxyM3NRVxcHI4fP46amhq4ublBS0sLSUlJSElJgUAggLu7O6qrqzFgwADo6uqy1w9Ql6Dav38/vLy8ZMaRlJQEb29vzJo1C9nZ2di6dSsiIyOxbNkyAICTkxOSk5PZJFNiYiL09fXZh9C3b99GYWEh+zBcEZLEkp6eHoC60Ss1NTWchEeXLl3Qvn17nD9/vtF6JHVIRERE4ObNmwgJCVE4nqa8aXznz5+Ho6Mj+Hw+u83NzQ25ubl48uTJG8fz8uVL2NnZ4cSJE7h+/TqmTZuGSZMm4dKlSwrXIRaLMXLkSPD5fFy8eBFbtmzBvHnzGj3m9u3bGDx4MOzt7ZGZmYnNmzdj586dWLp06Wu16+HhgcePHyMxMRFxcXG4efMmxo0bp3AdTV3T3377LVavXo3Lly+jdevWGDZsmEL3IqAuwTh27Fi4u7uzdffp00fh2EjzoXFVhBBCCCGEEEII+Sh07tyZsw7B0qVLYWtri+XLl7Pbdu3aBRMTE+Tl5cHc3ByjRo3i1LFr1y60bt0a2dnZUusDtGjRgn2IamBg0OSC5oMHD8b06dMBAAsXLsTmzZthb2+PMWPGAADmzZsHBwcH3Lt3D4aGhggLC4OXlxc7IqRz585Yv349nJycsHnzZqipqUm1YWNjAxsbG/b1kiVLcPjwYRw7doyTqOnbty+Cg4MBAObm5khJScHatWvx+eefN3oOiqqoqMDu3buxb98+drqkiIgIGBkZSZVtLJbWrVsDAHR1dZucxig5ORk7d+6Uua4FUPct+WPHjiElJYV9MBkVFQUTExMcOXKE/RzkWbx4Mfv+VFVVYfny5fjjjz/Y0QlmZmZITk7G1q1b4eTkBBUVFYSGhrLHd+jQAefPn8eBAwc4ST4JHR0d8Pl8aGhoNHmuNTU12Lx5Mzp27AgAGD16NPbu3Yt79+5BIBCga9eucHFxQUJCAsaNG4eSkhJERESgpKSE/QyCgoIQGxuLiIgIzjXR0MuXL7Fnzx4YGxsDAH7++WcMGTIEq1evZuPU1NTEjh072Af2v/zyC8RiMXbs2MFOhRYREQFdXV2IRCIMHDgQ48ePx759+9jkWHx8PMrKyqSuQYnQ0FAEBwfDx8eHfb+XLFmC7777DiEhIejfvz8qKiqQnp4OOzs7/Pnnn/j222/ZkVoikQjGxsbo1KlTo++thFgsRmBgIPr27cte+3fv3gWfz5e61tu0aYO7d+/KrOfcuXPYv38/Tpw4wW7Lz89HcHAwkpKSmnUarDeJT3Jchw4dpI6R7GvZsuUbxWNsbIygoCD29TfffIPTp0/jwIED6NWrl0J1/PHHH7hx4wZOnz7N9t3ly5c3usbUpk2bYGJigg0bNoDH46FLly64c+cO5s2bh4ULF0JJqekxCfHx8bh27RqKiorYJMmePXvQrVs3XL58Gfb29k3W0dQ1HRISwt5Tdu/ejXbt2uHw4cMy7w8NCQQCqKuro6qq6h83xdvHhka4EEIIIYQQQggh5KNgZ2fHeZ2ZmYmEhAQIBAL2p0uXLgDAThuWn58PT09PmJmZQVtbm52+peEIkTfRvXt39nfJw0xra2upbffv32fjjYyM5MTr5uYGsViMoqIimW1UVlYiKCgIlpaW0NXVhUAgQE5OjlT8DacwcnBwQE5Ozlufo8TNmzdRU1PDeaiqo6PDTjf1NrGUlJRw3pPly5ejoqICkyZNwvbt26Gvry/zuJycHCgrK6N3797stlatWsHCwoJtTzLdnEAgQLdu3TjHf/LJJ+zvBQUFeP78OT7//HNOLHv27OFMQbdx40bY2dmhdevWEAgE2LZtW7P0JQ0NDTbZAtT1HaFQCIFAwNkm6UvXrl1DbW0tzM3NOfEmJiay8dbfPmPGDLae9u3bs8kWoO7zEYvFnMXkra2tOaMjMjMzUVBQAC0tLbZOPT09vHz5km3Py8sLIpEId+7cAVCX/BoyZIjcxGVmZiYWL17MiVMycuD58+fQ1dWFjY0NRCIRrl27Bj6fj2nTpiE9PR2VlZVITEyEk5MTgLrRMvXriYqKkmpv5syZuH79OqKjoxX7UGS4fv06PDw8EBISgoEDBwKoG8kzYcIEhIaGwtzcXOZxUVFRnPiSkpLeOIaGunXrxtbbWNKiOdTW1mLJkiWwtraGnp4eBAIBTp8+/VrXQE5ODkxMTDjJ2qamYMvJyYGDgwNn3aO+ffuisrISf//992u1W39ESteuXaGrq9ts98r656Gnp8e5F5F/DxrhQgghhBBCCCGEkI+CpqYm53VlZSWGDRsmc8Hptm3bAgCGDRsGU1NTbN++HUZGRhCLxbCysmqWhcBVVFTY3yUPAmVtk0xfVllZienTpyMgIECqrvbt28tsIygoCHFxcVi1ahU6deoEdXV1jB49utkWMv8nMDIy4oxi0dPTQ2FhIYqLizFs2DB2u+R9VFZW5iQHGrNjxw68ePECAPezAbj9qbKyEgBw4sQJTjICALu+RXR0NIKCgrB69Wo4ODhAS0sLK1euxMWLFxU8U/kaxsbj8WRuq9+XWrRogbS0NLRo0YJTTpKkqf+eamtrv1Y8sq41Ozs7mYkMyagle3t7dOzYEdHR0fjqq69w+PBhREZGym2jsrISoaGhMheAl4z2cnZ2hkgkgqqqKpycnKCnpwdLS0skJycjMTERc+fOBVCXPKt/vpJkp4S/vz+OHz+OP//8E+3atWO3Gxoaorq6GmVlZZzEkGRUWn3Z2dkYMGAApk2bhgULFrDbKyoqkJqaivT0dHbUmVgsBsMwUFZWxpkzZ/DFF19wEoMN+5g8isR38uRJdtoqdXV19rj6a5NIjpHse1MrV65EeHg41q1bB2tra2hqaiIwMJBzP1JSUmKnUZRQdFqtD+1dxv5vfl8+NpRwIYQQQgghhBBCyEepZ8+eOHToEIRCocxpfB49eoTc3Fxs374d/fv3B1A3TVVjJN/qr784eXPGm52drfAUSACQkpICX19fjBgxAkDdQ2rJQuX1NVxA+8KFC7C0tHyreOszMzODiooKLl++zCaHysvLkZeXB0dHx9eKRUVFhfP+KisrS70nGhoauHbtGmfbggULUFFRgfDwcJiYmEAsFuPVq1e4ePEiO6WY5DPv2rUrAMUfbHft2hWqqqooKSlhR000JJm6rP56J/VHv8jC5/PfSV+ytbVFbW0t7t+/z/bthuT1s5KSEty5c4cdYXDhwgUoKSnJHK0k0bNnT+zfvx8GBgaNJm+8vLwQFRWFdu3aQUlJCUOGDGm0ztzc3EavBycnJ+zatQvKyspwd3cHUJeE+fXXX5GXl8eu36Kuri6zHoZh8M033+Dw4cMQiURS02zZ2dlBRUUF8fHx7NRnubm5KCkp4YxWyMrKgqurK3x8fNg1ZiS0tbWl+uqmTZtw9uxZ/Pbbb+jQoQM0NTWhpaUl9zzlUSQ+U1NTqeMcHBwwf/581NTUsIm7uLg4WFhYvPF0YkDdNeDh4YGJEycCqEss5eXlsdcbUJeAKy0tZV8/ffqUM4LP0tISt27dQmlpKZsYb3jPaMjS0hKHDh0CwzBsIjslJQVaWlqcBFpTddy6dQu3bt1iR7lkZ2ejrKyMjb9169ache6BusRl/eRnY9f0hQsX2PvjkydPkJeXx977Wrdujbt373LOoeF0ie/qfkFeD00pRgghhBBCCCGEkI/SzJkz8fjxY3h6euLy5csoLCzE6dOnMXnyZNTW1qJly5Zo1aoVtm3bhoKCApw9exZz5sxptE5TU1PweDwcP34cDx48YEc+NId58+bh3Llz8Pf3R0ZGBvLz83H06FHOWiwNde7cGTExMcjIyEBmZiYmTJjAjnKoLyUlBT/99BPy8vKwceNGHDx4ELNmzWq22LW0tODj44Nvv/0WCQkJyMrKgp+fH5SUlDjT/CgSi1AoRHx8PO7evSt3AW81NTVYWVlxfnR1daGlpQUrKyvw+Xx07twZHh4emDp1KpKTk5GZmYmJEyfC2NgYHh4er31+QUFBmD17Nnbv3o3CwkJcuXIFP//8M3bv3g2g7rNITU3F6dOnkZeXhx9++AGXL19utF6hUIiLFy+iuLgYDx8+lPnZvQlzc3N4eXnB29sbMTExKCoqwqVLlxAWFsZZW0QWNTU1+Pj4IDMzE0lJSQgICMDYsWMbHfng5eUFfX19eHh4ICkpCUVFRRCJRAgICOBM6eTl5YUrV65g2bJlGD16NDs6SJaFCxdiz549CA0NRVZWFnJychAdHc0ZPeLo6IiKigocP36cTa44OzsjKioKbdu2lTuFl8TMmTPxyy+/YN++fdDS0sLdu3dx9+5ddtSTjo4O/Pz8MGfOHCQkJCAtLQ2TJ0+Gg4MDPv30UwB104i5uLhg4MCBmDNnDlvHgwcPANSNXGjYVw0MDNg+3HC0UH2PHz9GRkYGsrOzAdQlUzIyMtj1WRSJT5YJEyaAz+fDz88PWVlZ2L9/P8LDwzn3v+rqamRkZCAjIwPV1dW4ffs2MjIyUFBQILfezp07Iy4uDufOnUNOTg6mT58uNZLG1dUVe/fuRVJSEq5duwYfHx/OKKzPPvsM5ubmnD44f/58uW0CwNdff41bt27hm2++wY0bN3D06FGEhIRgzpw5Cq3fImnX2tqa7aOXLl2Ct7c3nJyc2OkFXV1dkZqaij179iA/Px8hISFSCZjGrunFixcjPj4e169fh6+vL/T19TF8+HAAdf32wYMH+Omnn1BYWIiNGzfi1KlTUnVfvXoVubm5ePjwIY2A+VAYQgghhBBCCCGEEAW8ePGCyc7OZl68ePGhQ3ltTk5OzKxZs6S25+XlMSNGjGB0dXUZdXV1pkuXLkxgYCAjFosZhmGYuLg4xtLSklFVVWW6d+/OiEQiBgBz+PBhhmEYpqioiAHApKens3UuXryYMTQ0ZHg8HuPj4yOzfVNTU2bt2rWcWOrXK6/uS5cuMZ9//jkjEAgYTU1Npnv37syyZcvknndRURHj4uLCqKurMyYmJsyGDRtkxhIaGsqMGTOG0dDQYAwNDZnw8PBGY2soISGBMTU1lbufYRjm6dOnzIQJE9g21qxZw/Tq1YsJDg5+rViOHTvGdOrUiVFWVm6yzfp8fHwYDw8PzrbHjx8zkyZNYnR0dBh1dXXGzc2NycvLa7SehIQEBgDz5MkTznaxWMysW7eOsbCwYFRUVJjWrVszbm5uTGJiIsMwDPPy5UvG19eX0dHRYXR1dZmvvvqKCQ4OZmxsbOTGmJuby3z66aeMuro6A4ApKiqSaj8iIoLR0dHhxBISEsKpV1bd1dXVzMKFCxmhUMioqKgwbdu2ZUaMGMFcvXpV7rlL6t20aRNjZGTEqKmpMaNHj2YeP34stx2J0tJSxtvbm9HX12dUVVUZMzMzZurUqUx5eTmnXK9evRgAzNmzZznbZZ1nbGws06dPH0ZdXZ3R1tZmevXqxWzbto1TxsbGhjE0NGRfP3r0iOHxeMz48ePlnqcEAJk/ERERbJkXL14wX3/9NdOyZUtGQ0ODGTFiBFNaWsp5z2TV0VjflfX5yRIRESGz7pCQEIXjkyczM5Pp168fo6qqyhgbGzMrVqzg7Jfcnxr+ODk5ya3z0aNHjIeHByMQCBgDAwNmwYIFjLe3N6e/lJeXM+PGjWO0tbUZExMTJjIykrGxseGcU25uLtOvXz+Gz+cz5ubmTGxsbJP3ZZFIxNjb2zN8Pp8xNDRk5s2bx9TU1Ei9l43566+/mC+++ILR1NRktLS0mDFjxjB3797llFm4cCHTpk0bRkdHh5k9ezbj7+/PeU8au6Z///13plu3bgyfz2d69erFZGZmcurevHkzY2JiwmhqajLe3t7MsmXLOP3o/v377N8HAExCQkKj50Nej6L/A/EYpsHkb4QQQgghhBBCCCEyvHz5EkVFRejQoQO7RgL59xMKhQgMDERgYOAb1yESieDr6ytzujJ5nj17BmNjY6xevRp+fn7NFgt5dxYtWoQjR45ITWVEyL9dSEgIEhMTIRKJ3nvbIpEILi4uePLkCWetHfLPouj/QLSGCyGEEEIIIYQQQgh559LT03Hjxg306tUL5eXlWLx4MQC89vRdhBDS3E6dOoUNGzZ86DDIfwAlXAghhBBCCCGEEELIe7Fq1Srk5uaCz+fDzs4OSUlJ0NfX/9BhEUI+cpcuXfrQIZD/CJpSjBBCCCGEEEIIIQqhKcWIPMXFxThy5AhNBUYIIeQ/SdH/gZTeY0yEEEIIIYQQQggh5D9IsvYKIYQQ8jGjhAshhBBCCCGEEEIIIYQQQshbooQLIYQQQgghhBBCCCGEEELIW6KECyGEEEIIIYQQQgghhBBCyFuihAshhBBCCCGEEEIIIYQQQshbooQLIYQQQgghhBBCCCGEEELIW6KECyGEEEIIIYQQQsgbKi4uBo/HQ0ZGRqPlnJ2dERgY+F5iehd4PB6OHDkid79IJIJQKHxv8fxX+fr6Yvjw4Y2WEYlE4PF4KCsrey8x/VNERkZCV1f3Q4dBiMLe5bXa1D353/43599M+UMHQAghhBBCCCGEkH+/RYsW/Sfbel0ikQguLi548uQJ5+FwTEwMVFRUPlxgb6m0tBQtW7b80GEAqHvQePjw4SYTE/VFR0fD09MTHh4ejT6k/KdxdnZGjx49sG7dOnZbnz59UFpaCh0dnQ8X2Acwbtw4DB48+L22GRYWhpiYGNy4cQPq6uro06cPfvzxR1hYWLBlXr58iblz5yI6OhpVVVVwc3PDpk2b0KZNGwBAZmYmVqxYgeTkZDx8+BBCoRAzZszArFmzZLaZkpICJycnWFlZNZnIjYmJwZYtW5CWlobHjx8jPT0dPXr04JRpKj55rl69ipkzZ+Ly5cto3bo1vvnmG3z33Xfs/qysLCxcuBBpaWn466+/sHbt2iYf8EdGRiIwMLDZExDvqt5/sw/1N2fRokU4cuRIk333v4xGuBBCCCGEEEIIIeSjU11d/V7b09PTg5aW1nttszkZGhpCVVX1Q4fxRoqLixEUFIT+/fu/k/oZhsGrV6/eSd2y8Pl8GBoagsfjvbc230ZzXWvq6uowMDBolroUlZiYiJkzZ+LChQuIi4tDTU0NBg4ciGfPnrFlZs+ejd9//x0HDx5EYmIi7ty5g5EjR7L709LSYGBggF9++QVZWVmYP38+vv/+e2zYsEGqvbKyMnh7e2PAgAEKxffs2TP069cPP/74o9wyTcUny9OnTzFw4ECYmpoiLS0NK1euxKJFi7Bt2za2zPPnz2FmZoYVK1bA0NBQoXjJ+/Nv/5vzb0YJF0IIIYQQQgghhPznOTs7w9/fH4GBgdDX14ebmxsA4Pr16xg0aBAEAgHatGmDSZMm4eHDh+xxsbGx6NevH3R1ddGqVSsMHToUhYWFMtsoLi6Gi4sLAKBly5bg8Xjw9fVl26//7W+hUIilS5fC29sbAoEApqamOHbsGB48eAAPDw8IBAJ0794dqampnDaSk5PRv39/qKurw8TEBAEBAZyHvw0VFhbCw8MDbdq0gUAggL29Pf744w9OGaFQiCVLlsDT0xOampowNjbGxo0bOWWamr5GERUVFfDy8oKmpibatm2LtWvXynxfGotFMm3ZiBEjwOPxmpzGrLa2Fl5eXggNDYWZmZnU/idPnsDb2xstW7aEhoYGBg0ahPz8/EbrlEwTdOrUKdjZ2UFVVRXJyckQi8UICwtDhw4doK6uDhsbG/z222+cWPz8/Nj9FhYWCA8Pl9uOr68vEhMTER4eDh6PBx6Ph+LiYqlpiiRTbR0/fhwWFhbQ0NDA6NGj8fz5c+zevRtCoRAtW7ZEQEAAamtr2fqrqqoQFBQEY2NjaGpqonfv3hCJRI2e+6JFi9CjRw9s3boVJiYm0NDQwNixY1FeXs6Je/jw4Vi2bBmMjIzY0SC3bt3C2LFjoaurCz09PXh4eKC4uBgAcObMGaipqUmNUJg1axZcXV0551nf0aNH0bNnT6ipqcHMzAyhoaFs8isoKAhDhw5ly65btw48Hg+xsbHstk6dOmHHjh1yzzc2Nha+vr7o1q0bbGxsEBkZiZKSEqSlpQEAysvLsXPnTqxZswaurq6ws7NDREQEzp07hwsXLgAApkyZgvDwcDg5OcHMzAwTJ07E5MmTERMTI9XejBkzMGHCBDg4ODT2MbAmTZqEhQsX4rPPPpO5X5H4ZImKikJ1dTV27dqFbt26Yfz48QgICMCaNWvYMvb29li5ciXGjx+vUDJWJBJh8uTJKC8vZ/uzZLRiY33x5cuX6NatG6ZNm8bWVVhYCC0tLezatavRehXx999/w9PTE3p6etDU1MQnn3yCixcvsu00df+sqqrCvHnzYGJiAlVVVXTq1Ak7d+7klElLS8Mnn3wCDQ0N9OnTB7m5uZz9jfVjAMjPz4ejoyPU1NTQtWtXxMXFNXlesu6ty5cvx5QpU6ClpYX27dtzEmiS6TGjo6PRp08fqKmpwcrKComJiWwZWdfgkSNH2ORvZGQkQkNDkZmZyX4WkZGRTcb6X0MJF0IIIYQQQgghhHwUdu/eDT6fj5SUFGzZsgVlZWVwdXWFra0tUlNTERsbi3v37mHs2LHsMc+ePcOcOXOQmpqK+Ph4KCkpYcSIERCLxVL1m5iY4NChQwCA3NxclJaWNvpAfe3atejbty/S09MxZMgQTJo0Cd7e3pg4cSKuXLmCjh07wtvbGwzDAKh7+Ofu7o5Ro0bh6tWr2L9/P5KTk+Hv7y+3jcrKSgwePBjx8fFIT0+Hu7s7hg0bhpKSEk65lStXwsbGBunp6QgODsasWbMUeqj3OubMmYOUlBQcO3YMcXFxSEpKwpUrV6TKNRbL5cuXAQAREREoLS1lX8uzePFiGBgYwM/PT+Z+X19fpKam4tixYzh//jwYhsHgwYNRU1PT5PkEBwdjxYoVyMnJQffu3REWFoY9e/Zgy5YtyMrKwuzZszFx4kT2gaVYLEa7du1w8OBBZGdnY+HChfjf//6HAwcOyKw/PDwcDg4OmDp1KkpLS1FaWgoTExOZZZ8/f47169cjOjoasbGxEIlEGDFiBE6ePImTJ09i79692Lp1KycB5O/vj/PnzyM6OhpXr17FmDFj4O7u3mTCqaCgAAcOHMDvv/+O2NhYpKen4+uvv+aUiY+PR25uLuLi4nD8+HHU1NTAzc0NWlpaSEpKQkpKCgQCAdzd3VFdXY0BAwZAV1eXvX6AugTV/v374eXlJTOOpKQkeHt7Y9asWcjOzsbWrVsRGRmJZcuWAQCcnJyQnJzMJpkSExOhr6/PPsi/ffs2CgsL4ezs3Oj51idJLOnp6QGoe5BeU1PDSXh06dIF7du3x/nz5xutR1KHREREBG7evImQkBCF42nKm8Z3/vx5ODo6gs/ns9vc3NyQm5uLJ0+evFEsffr0wbp166Ctrc3256CgIACN90U1NTVERUVh9+7dOHr0KGprazFx4kR8/vnnmDJlSqP1NqWyshJOTk64ffs2jh07hszMTHz33Xfs/V2R+6e3tzd+/fVXrF+/Hjk5Odi6dSsEAgGnnfnz52P16tVITU2FsrIypkyZwu5rqh+LxWKMHDkSfD4fFy9exJYtWzBv3rw3+gxWr16NTz75hL1mv/rqK6nkz7fffou5c+ciPT0dDg4OGDZsGB49eqRQ/ePGjcPcuXPRrVs39rMYN27cG8X6b0ZruBBCCCGEEEIIIeSj0LlzZ/z000/s66VLl8LW1hbLly9nt+3atQsmJibIy8uDubk5Ro0axalj165daN26NbKzs2FlZcXZ16JFC/YhqoGBQZMLfA8ePBjTp08HACxcuBCbN2+Gvb09xowZAwCYN28eHBwccO/ePRgaGiIsLAxeXl7st5Y7d+6M9evXw8nJCZs3b4aamppUGzY2NrCxsWFfL1myBIcPH8axY8c4iZq+ffsiODgYAGBubo6UlBSsXbsWn3/+eaPnoKiKigrs3r0b+/btY6dLioiIgJGRkVTZxmJp3bo1AEBXV7fJaYySk5Oxc+dOuWsJ5Ofn49ixY0hJSUGfPn0A1H2z38TEBEeOHGE/B3kWL17Mvj9VVVVYvnw5/vjjD3Z0gpmZGZKTk7F161Y4OTlBRUUFoaGh7PEdOnTA+fPnceDAAU6ST0JHRwd8Ph8aGhpNnmtNTQ02b96Mjh07AgBGjx6NvXv34t69exAIBOjatStcXFyQkJCAcePGoaSkBBERESgpKWE/g6CgIMTGxiIiIoJzTTT08uVL7NmzB8bGxgCAn3/+GUOGDMHq1avZODU1NbFjxw72gf0vv/wCsViMHTt2sN+Gj4iIgK6uLkQiEQYOHIjx48dj3759bHIsPj4eZWVlUtegRGhoKIKDg+Hj48O+30uWLMF3332HkJAQ9O/fHxUVFUhPT4ednR3+/PNPfPvtt+xILZFIBGNjY3Tq1KnR91ZCLBYjMDAQffv2Za/9u3fvgs/nS13rbdq0wd27d2XWc+7cOezfvx8nTpxgt+Xn5yM4OBhJSUlQVm6+x7VvEp/kuA4dOkgdI9n3Jus58fl86OjogMfjcfqzIn2xR48eWLp0Kb788kuMHz8ef/31F44fP95ovYrYt28fHjx4gMuXL7P37vr9oan7Z15eHg4cOIC4uDg2qSVrJN2yZcvg5OQEoC5RO2TIELx8+RJqampN9uM//vgDN27cwOnTp9n3Z/ny5Rg0aNBrnStQ9zdHkhydN28e1q5di4SEBM6aRP7+/uw1t3nzZsTGxmLnzp2c9XvkUVdXh0AggLKy8kc9zRyNcCGEEEIIIYQQQshHwc7OjvM6MzMTCQkJEAgE7E+XLl0AgJ02LD8/H56enjAzM4O2tjY7hVXDESJvonv37uzvkoeZ1tbWUtvu37/PxhsZGcmJ183NDWKxGEVFRTLbqKysRFBQECwtLaGrqwuBQICcnByp+BtOYeTg4ICcnJy3PkeJmzdvoqamBr169WK36ejocB70vWksJSUlnPdk+fLlqKiowKRJk7B9+3bo6+vLPC4nJwfKysro3bs3u61Vq1awsLBg25NMNycQCNCtWzfO8Z988gn7e0FBAZ4/f47PP/+cE8uePXs4U9Bt3LgRdnZ2aN26NQQCAbZt29YsfUlDQ4NNtgB1fUcoFHK+ad+mTRu2L127dg21tbUwNzfnxJuYmMjGW3/7jBkz2Hrat2/PJluAus9HLBZzvilvbW3NGR2RmZmJgoICaGlpsXXq6enh5cuXbHteXl4QiUS4c+cOgLrk15AhQ+QmLjMzM7F48WJOnJLRQM+fP4euri5sbGwgEolw7do18Pl8TJs2Denp6aisrERiYiL7EDwpKYlTT1RUlFR7M2fOxPXr1xEdHa3YhyLD9evX4eHhgZCQEAwcOBBA3UieCRMmIDQ0FObm5jKPi4qK4sSXlJT0xjE01K1bN7beN3mI/7YU6YsAMHfuXJibm2PDhg3YtWsXWrVq9dZtZ2RkwNbWVmq0kURT98+MjAy0aNGC7Ufy1L/Xt23bFgD3vt5YP87JyYGJiQknOa3olHONxSFJUEnikFW3srIyPvnkk2b9W/AxoBEuhBBCCCGEEEII+ShoampyXldWVmLYsGEyF5yWPBQbNmwYTE1NsX37dhgZGUEsFsPKyqpZFgJXUVFhf5d861/WtvrT20yfPh0BAQFSdbVv315mG0FBQYiLi8OqVavQqVMnqKurY/To0c22kPk/gZGREWcUi56eHgoLC1FcXIxhw4ax2yXvo7KystQ0OvLs2LEDL168AMD9bABuf6qsrAQAnDhxgpOMAMCubxEdHY2goCCsXr0aDg4O0NLSwsqVK9n1It5Gw9h4PJ7MbfX7UosWLZCWloYWLVpwykmSNPXfU21t7deKR9a1ZmdnJzORIRm1ZG9vj44dOyI6OhpfffUVDh8+3Oj6D5WVlQgNDZW5ALxktJezszNEIhFUVVXh5OQEPT09WFpaIjk5GYmJiZg7dy6AuuRZ/fOVJDsl/P39cfz4cfz5559o164du93Q0BDV1dUoKyvjJIYko9Lqy87OxoABAzBt2jQsWLCA3V5RUYHU1FSkp6ezo87EYjEYhoGysjLOnDmDL774gpMYbNjH5FEkvpMnT7JT6Kmrq7PH3bt3j1OX5HVzj1xQpC8CdQmKvLw8tGjRAvn5+XB3d3/rtiXnK09T98+mjpdo6r7eVD9uLo3dExShpKTETnEpocj0ix8bSrgQQgghhBBCCCHko9SzZ08cOnQIQqFQ5jQ+jx49Qm5uLrZv347+/fsDqJumqjGSb/XXX5y8OePNzs5WeAokAEhJSYGvry9GjBgBoO7hnmSh8voaLqB94cIFWFpavlW89ZmZmUFFRQWXL19mk0Pl5eXIy8uDo6Pja8WioqLCeX+VlZWl3hMNDQ1cu3aNs23BggWoqKhAeHg4TExMIBaL8erVK1y8eJGdUkzymXft2hWA4g+2u3btClVVVZSUlMj9trtk6rL6653U/wa/LHw+/530JVtbW9TW1uL+/fts325IXj8rKSnBnTt32G/cX7hwAUpKSjJHK0n07NkT+/fvh4GBQaPJGy8vL0RFRaFdu3ZQUlLCkCFDGq0zNze30evByckJ/4+9u4+r8f7/AP466e7U6f5GJJ1CiRL6xmKUWOXum8aQdENfNxsSa9Nmk9xuM6ONmdvKZGGKFstaOq1yGxWqVVLLiDFKIVrn8/ujx7l+XXU6HYRt3s/H4zweznV9zufzvq7zua48rvf5fD67du2Cqqoq94Dezc0N3333HUpKSrj1W4RCodx6GGNYsGABEhMTIZFIWk2z5eTkBDU1NaSlpXHTMBUXF6OyspI3UqCgoADu7u4IDAzk1uaQ0dXVbdVXv/76axw/fhzff/89rKysoK2tDR0dnTaPsy3KxGdpadnqcy4uLli6dCkaGhq4h/SpqamwtbV9qunEZOT1Z2X6IgDMnDkTDg4OCA4OxqxZszBq1CjuvvC010m/fv2wY8cO3LlzR+4ol/bunw4ODpBKpcjIyOCtk/Mk2uvHdnZ2uHr1KqqqqrgfArS8R3akU6dOcffkv/76C+fOneMSgSYmJqitrcX9+/e5pGrLKRuf1z3rn4SmFCOEEEIIIYQQQsgrad68ebhz5w58fX1x9uxZlJWV4dixY5gxYwYaGxthYGAAIyMjbNu2DZcvX8bx48exePFihXVaWlpCIBAgOTkZt27d4kY+dIQlS5bgxIkTmD9/PvLy8lBaWorDhw/z1mJpqVevXkhISEBeXh7y8/Mxbdo0ub9ozs7OxmeffYaSkhJs3rwZBw4cwMKFCzssdh0dHQQGBuK9995Deno6CgoKEBwcDBUVFe4X38rGIhaLkZaWhhs3brS5gLempibs7e15L319fejo6MDe3h7q6uro1asXvL29MWvWLGRlZSE/Px/Tp0+Hubk5vL29n/j4wsLCsGjRIsTGxqKsrAznz5/HV199hdjYWABN30VOTg6OHTuGkpISfPzxxzh79qzCesViMU6fPo2Kigrcvn37iX6NroiNjQ38/PwQEBCAhIQElJeX48yZM1i7di1vbRF5NDU1ERgYiPz8fGRmZiIkJASTJ09WOPLBz88PxsbG8Pb2RmZmJsrLyyGRSBASEoLff/+dV+78+fNYvXo1Jk2axI0OkmfZsmXYvXs3IiMjUVBQgKKiIsTHx/NGjwwfPhy1tbVITk7mkitubm6Ii4tDly5d2pzCS2bevHnYs2cP9u7dCx0dHdy4cQM3btzgRj3p6ekhODgYixcvRnp6Os6dO4cZM2bAxcUFr732GoCmacRGjBgBDw8PLF68mKvj1q1bAJpGDbTsq6amplwfbjlaqLk7d+4gLy8PhYWFAJqSKXl5edz6LMrEJ8+0adOgrq6O4OBgFBQUYN++fYiKiuLd/x4/foy8vDzk5eXh8ePHuHbtGvLy8nD58uU26xWLxairq0NaWhpu376NBw8eKNUXN2/ejJMnTyI2NhZ+fn6YMGEC/Pz8uJEm8upVhq+vL8zMzDBhwgRkZ2fjypUrOHjwIE6ePAmg/funWCxGYGAgZs6ciUOHDnH9ev/+/Uq1D7Tfj0eNGgUbGxveNbd06VKl639SmzdvRmJiIn799VfMmzcPd+/excyZMwEAgwcPhpaWFj788EOUlZVh7969rUahicVilJeXIy8vD7dv38ajR4+eW6x/V5RwIYQQQgghhBBCyCupa9euyM7ORmNjIzw8PODg4IDQ0FDo6+tDRUUFKioqiI+Px7lz52Bvb49FixZh3bp1Cus0NzfnFkHu3LmzwmTIk+rXrx8yMjJQUlKCYcOGYcCAAVi2bJnchedlvvjiCxgYGGDIkCEYP348PD09MXDgwFbl3n33XeTk5GDAgAFYtWoVvvjiC3h6enZY7LJYXFxcMG7cOIwaNQpDhw6FnZ1dq2lz2otl/fr1SE1NhYWFBQYMGPBMMUVHR8PJyQnjxo2Di4sLGGM4evRoq6l3lLFy5Up8/PHHWLt2Lezs7ODl5YUjR45woyLmzJmDN998E1OmTMHgwYPx559/8ka7yBMWFoZOnTqhT58+MDEx6ZD1XmSio6MREBCAd999F7a2tpgwYQJvBFJbevbsiTfffBNjxoyBh4cH+vXrh6+//lrhZ7S0tPDLL7+ge/fuePPNN2FnZ4fg4GDU19fzRrz07NkTgwYNwoULF+Dn56ewTk9PTyQnJ+Onn36Cs7MzXnvtNWzYsIE3YsPAwAAODg4wMTHh1mcaPnw4pFJpu+tuAE2LhtfU1MDNzQ1dunThXvv27ePKbNiwAePGjcPEiRMxfPhwmJmZISEhgdv//fff49atW9izZw+vDmdn53bbb09SUhIGDBjAjQSaOnUqBgwYgG+++Ubp+OTR09PDTz/9hPLycjg5OeHdd9/FsmXLMHv2bK7M9evXMWDAAAwYMABVVVX4/PPPMWDAAPzvf/9rs94hQ4Zg7ty5mDJlCkxMTPDZZ58BUNwXf/31V7z33nv4+uuvYWFhAaBpBNDt27fx8ccfK6x3+fLl3Lpb8qirq+Onn36CqakpxowZAwcHB3zyySfc1GbK3D+3bNmCSZMm4Z133kHv3r0xa9Ys3L9/X+H5ba69fqyiooLExEQ8fPgQgwYNwv/+979Wo6Q60ieffIJPPvkEjo6OyMrKQlJSErcOlqGhIfbs2YOjR4/CwcEB3333HZYvX877/MSJE+Hl5YURI0bAxMQE33333XOL9e9KwFpOvEYIIYQQQgghhBAiR319PcrLy2FlZdXhc8uTl0csFiM0NBShoaFPXYdEIkFQUJDc6cracv/+fZibm2P9+vUIDg7usFjI87N8+XIcOnSo1TRChPwdBQYGQiAQKFwLiDSpqKiAlZUVcnNz0b9//5cdzt+Ssv8HojVcCCGEEEIIIYQQQshzl5ubi19//RWDBg1CTU0NVqxYAQBPPH0XIYS0hzEGiUTS7rpbhHQ0SrgQQgghhBBCCCGEkBfi888/R3FxMdTV1eHk5ITMzExuuhpCCOkoAoEAv/3228sOg7yCaEoxQgghhBBCCCGEKIWmFCNtqaiowKFDh2gqMEIIIf9Kyv4fSOUFxkQIIYQQQgghhBBC/oVka68QQgghrzJKuBBCCCGEEEIIIYQQQgghhDwjSrgQQgghhBBCCCGEEEIIIYQ8I0q4EEIIIYQQQgghhBBCCCGEPCNKuBBCCCGEEEIIIYQQQgghhDwjSrgQQgghhBBCCCGEEEIIIYQ8I0q4EEIIIYQQQgghhBBCCCGEPCPVlx0AIYQQQgghhBBC/vnSjvd4YW2NdC97YW21p6KiAlZWVsjNzUX//v3bLOfm5ob+/ftj48aNLyy2jiQQCJCYmIgJEybI3S+RSBAUFISKiooXGte/TVBQEKqrq3Ho0KE2y0gkEowYMQJ3796Fvr7+C4vtZYuJiUFoaCiqq6tfdijkX0LZ+zchT4JGuBBCCCGEEEIIIYR0EIlEAoFA0OqhcEJCAlauXPlyguoAVVVVGD169MsOA0BT8kdRQkKe+Ph4CASCNhNGf1dubm4IDQ3lbRsyZAiqqqqgp6f3coJ6SaZMmYKSkpIX2ubatWvh7OwMHR0dmJqaYsKECSguLuaVqa+vx7x582BkZASRSISJEyfi5s2b3P78/Hz4+vrCwsICQqEQdnZ2iIqKarPN7OxsqKqqKpUASEhIgIeHB4yMjCAQCJCXl9eqTHvxteXChQsYNmwYNDU1YWFhgc8++4y3v6CgABMnToRYLIZAIFAqmRwTE/NckoRPW6+FhQWqqqpgb2/f4TG1RywW/2MT8EQxSrgQQgghhBBCCCHklfP48eMX2p6hoSF0dHReaJsdyczMDBoaGi87jKdSUVGBsLAwDBs27LnUzxjDX3/99VzqlkddXR1mZmYQCAQvrM1n0VHXmlAohKmpaYfUpayMjAzMmzcPp06dQmpqKhoaGuDh4YH79+9zZRYtWoQffvgBBw4cQEZGBq5fv44333yT23/u3DmYmppiz549KCgowNKlS/HBBx9g06ZNrdqrrq5GQEAARo4cqVR89+/fx+uvv45PP/20zTLtxSfPvXv34OHhAUtLS5w7dw7r1q3D8uXLsW3bNq7MgwcPYG1tjU8++QRmZmZKxft306lTJ5iZmUFVlSaBIh2HEi6EEEIIIYQQQgj513Nzc8P8+fMRGhoKY2NjeHp6AgAuXbqE0aNHQyQSoXPnzvD398ft27e5z6WkpOD111+Hvr4+jIyMMG7cOJSVyZ/SrKKiAiNGjAAAGBgYQCAQICgoiGu/+UgFsViMVatWISAgACKRCJaWlkhKSsKtW7fg7e0NkUiEfv36IScnh9dGVlYWhg0bBqFQCAsLC4SEhPAe/rZUVlYGb29vdO7cGSKRCM7Ozvj55595ZcRiMVauXAlfX19oa2vD3Nwcmzdv5pV5mlElLdXW1sLPzw/a2tro0qULNmzYIPe8KIpFLBYDAHx8fCAQCLj3bWlsbISfnx8iIyNhbW3dav/du3cREBAAAwMDaGlpYfTo0SgtLVVYp2wU048//ggnJydoaGggKysLUqkUa9euhZWVFYRCIRwdHfH999/zYgkODub229raKhzpEBQUhIyMDERFRUEgEEAgEKCioqLVKCrZr/uTk5Nha2sLLS0tTJo0CQ8ePEBsbCzEYjEMDAwQEhKCxsZGrv5Hjx4hLCwM5ubm0NbWxuDBgyGRSBQe+/Lly9G/f39s3boVFhYW0NLSwuTJk1FTU8OLe8KECVi9ejW6du0KW1tbAMDVq1cxefJk6Ovrw9DQEN7e3twUdD/99BM0NTVbjQxbuHAh3N3decfZ3OHDhzFw4EBoamrC2toakZGRXPIrLCwM48aN48pu3LgRAoEAKSkp3LaePXtix44dbR5vSkoKgoKC0LdvXzg6OiImJgaVlZU4d+4cAKCmpgY7d+7EF198AXd3dzg5OSE6OhonTpzAqVOnAAAzZ85EVFQUXF1dYW1tjenTp2PGjBlISEho1d7cuXMxbdo0uLi4KPoaOP7+/li2bBlGjRold78y8ckTFxeHx48fY9euXejbty+mTp2KkJAQfPHFF1wZZ2dnrFu3DlOnTlUqGSuRSDBjxgzU1NRw/Xn58uUAFPfF+vp69O3bF7Nnz+bqKisrg46ODnbt2qWw3vZUVFTwRgbJrq20tDT85z//gZaWFoYMGcIb1aTMNSBvZNqECRN4fw9+++03LFq0iIuZ/HtQwoUQQgghhBBCCCGvhNjYWKirqyM7OxvffPMNqqur4e7ujgEDBiAnJwcpKSm4efMmJk+ezH3m/v37WLx4MXJycpCWlgYVFRX4+PhAKpW2qt/CwgIHDx4EABQXF6OqqkrhA/UNGzZg6NChyM3NxdixY+Hv74+AgABMnz4d58+fR48ePRAQEADGGICmh4xeXl6YOHEiLly4gH379iErKwvz589vs426ujqMGTMGaWlpyM3NhZeXF8aPH4/KykpeuXXr1sHR0RG5ubkIDw/HwoULkZqa+kTntz2LFy9GdnY2kpKSkJqaiszMTJw/f75VOUWxnD17FgAQHR2Nqqoq7n1bVqxYAVNTUwQHB8vdHxQUhJycHCQlJeHkyZNgjGHMmDFoaGho93jCw8PxySefoKioCP369cPatWuxe/dufPPNNygoKMCiRYswffp0ZGRkAACkUim6deuGAwcOoLCwEMuWLcOHH36I/fv3y60/KioKLi4umDVrFqqqqlBVVQULCwu5ZR88eIAvv/wS8fHxSElJgUQigY+PD44ePYqjR4/i22+/xdatW3kJoPnz5+PkyZOIj4/HhQsX8NZbb8HLy6vdhNPly5exf/9+/PDDD0hJSUFubi7eeecdXpm0tDQUFxcjNTUVycnJaGhogKenJ3R0dJCZmYns7GyIRCJ4eXnh8ePHGDlyJPT19bnrB2hKUO3btw9+fn5y48jMzERAQAAWLlyIwsJCbN26FTExMVi9ejUAwNXVFVlZWVySKSMjA8bGxtyD/GvXrqGsrAxubm4Kj7c52UN1Q0NDAE2jVxoaGngJj969e6N79+44efKkwnpkdchER0fjypUriIiIUDqe9jxtfCdPnsTw4cOhrq7ObfP09ERxcTHu3r37VLEMGTIEGzduhK6uLtefw8LCACjui5qamoiLi0NsbCwOHz6MxsZGTJ8+HW+88QZmzpypsN6ntXTpUqxfvx45OTlQVVXFzJkzefuVuQYUSUhIQLdu3bBixQouZvLvQeOlCCGEEEIIIYQQ8kro1asXbx2CVatWYcCAAVizZg23bdeuXbCwsEBJSQlsbGwwceJEXh27du2CiYkJCgsLW83736lTJ+4hqqmpabtrCowZMwZz5swBACxbtgxbtmyBs7Mz3nrrLQDAkiVL4OLigps3b8LMzAxr166Fn58f98vpXr164csvv4Srqyu2bNkCTU3NVm04OjrC0dGRe79y5UokJiYiKSmJl6gZOnQowsPDAQA2NjbIzs7Ghg0b8MYbbyg8BmXV1tYiNjYWe/fu5aZLio6ORteuXVuVVRSLiYkJAEBfX7/daYyysrKwc+dOuetaAEBpaSmSkpKQnZ2NIUOGAGj6Zb+FhQUOHTrEfQ9tWbFiBXd+Hj16hDVr1uDnn3/mRidYW1sjKysLW7duhaurK9TU1BAZGcl93srKCidPnsT+/ft5ST4ZPT09qKurQ0tLq91jbWhowJYtW9CjRw8AwKRJk/Dtt9/i5s2bEIlE6NOnD0aMGIH09HRMmTIFlZWViI6ORmVlJfcdhIWFISUlBdHR0bxroqX6+nrs3r0b5ubmAICvvvoKY8eOxfr167k4tbW1sWPHDu6B/Z49eyCVSrFjxw7u1/zR0dHQ19eHRCKBh4cHpk6dir1793LJsbS0NFRXV7e6BmUiIyMRHh6OwMBA7nyvXLkS77//PiIiIjBs2DDU1tYiNzcXTk5O+OWXX/Dee+9xI7UkEgnMzc3Rs2dPhedWRiqVIjQ0FEOHDuWu/Rs3bkBdXb3Vtd65c2fcuHFDbj0nTpzAvn37cOTIEW5baWkpwsPDkZmZ2aHTWz1NfLLPWVlZtfqMbJ+BgcETx6Kurg49PT0IBAJef1amL/bv3x+rVq3C//73P0ydOhW//fYbkpOTFdb7LFavXg1XV1cATYnVsWPHor6+nrvHKnMNKGJoaIhOnTpBR0fnHzsdG2kbjXAhhBBCCCGEEELIK8HJyYn3Pj8/H+np6RCJRNyrd+/eAMBNG1ZaWgpfX19YW1tDV1eXm8Kq5QiRp9GvXz/u37KHmQ4ODq22/fHHH1y8MTExvHg9PT0hlUpRXl4ut426ujqEhYXBzs4O+vr6EIlEKCoqahV/yymMXFxcUFRU9MzHKHPlyhU0NDRg0KBB3DY9PT1uuqlniaWyspJ3TtasWYPa2lr4+/tj+/btMDY2lvu5oqIiqKqqYvDgwdw2IyMj2Nracu3JppsTiUTo27cv7/P/+c9/uH9fvnwZDx48wBtvvMGLZffu3bwp6DZv3gwnJyeYmJhAJBJh27ZtHdKXtLS0uGQL0NR3xGIxRCIRb5usL128eBGNjY2wsbHhxZuRkcHF23z73LlzuXq6d+/OPWgGmr4fqVTKm3bJwcGBNzoiPz8fly9fho6ODlenoaEh6uvrufb8/PwgkUhw/fp1AE3Jr7Fjx7aZuMzPz8eKFSt4ccpGAz148AD6+vpwdHSERCLBxYsXoa6ujtmzZyM3Nxd1dXXIyMjgHqpnZmby6omLi2vV3rx583Dp0iXEx8cr96XIcenSJXh7eyMiIgIeHh4AmkbyTJs2DZGRkbCxsZH7ubi4OF58mZmZTx1DS3379uXqHT16dIfVqyxl+iIAvPvuu7CxscGmTZuwa9cuGBkZPbeYmt+bu3TpAuD/78OActcAeXXRCBdCCCGEEEIIIYS8ErS1tXnv6+rqMH78eLkLTsseso0fPx6WlpbYvn07unbtCqlUCnt7+w5ZCFxNTY37t+xX//K2yaYvq6urw5w5cxASEtKqru7du8ttIywsDKmpqfj888/Rs2dPCIVCTJo0qcMWMv876Nq1K28Ui6GhIcrKylBRUYHx48dz22XnUVVVVekHozt27MDDhw8B8L8bgN+f6urqAABHjhzhPYgFwK1vER8fj7CwMKxfvx4uLi7Q0dHBunXrcPr0aSWPtG0tYxMIBHK3Ne9LnTp1wrlz59CpUydeOVmSpvk51dXVfaJ45F1rTk5OchMZslFLzs7O6NGjB+Lj4/H2228jMTERMTExbbZRV1eHyMhIuQvAy0YiuLm5QSKRQENDA66urjA0NISdnR2ysrKQkZGBd999F0BT8qz58cqSnTLz589HcnIyfvnlF3Tr1o3bbmZmhsePH6O6upqXGJKNSmuusLAQI0eOxOzZs/HRRx9x22tra5GTk4Pc3Fxu1JlUKgVjDKqqqvjpp5/w3//+l5cYbNnH2qJMfEePHuWm0BMKhdznbt68yatL9r6jR2Qo0xeBpoRHSUkJOnXqhNLSUnh5eXVoHM0pug8rQ0VFhZsKUkaZaQrJvwMlXAghhBBCCCGEEPJKGjhwIA4ePAixWCx3Gp8///wTxcXF2L59O4YNGwagaZoqRWS/6m++OHlHxltYWKj0FEgAkJ2djaCgIPj4+ABoergpW6i8uZYLaJ86dQp2dnbPFG9z1tbWUFNTw9mzZ7nkUE1NDUpKSjB8+PAnikVNTY13flVVVVudEy0tLVy8eJG37aOPPkJtbS2ioqJgYWEBqVSKv/76C6dPn+amFJN953369AGg/IPtPn36QENDA5WVldyoiZZkU5c1X+uh+S/45VFXV38ufWnAgAFobGzEH3/8wfXtltrqZ5WVlbh+/To3/dOpU6egoqIid7SSzMCBA7Fv3z6YmpoqTN74+fkhLi4O3bp1g4qKCsaOHauwzuLiYoXXg6urK3bt2gVVVVXuAb2bmxu+++47lJSUcOu3CIVCufUwxrBgwQIkJiZCIpG0mmbLyckJampqSEtL46Y+Ky4uRmVlJW+kVkFBAdzd3REYGMitMSOjq6vbqq9+/fXXOH78OL7//ntYWVlBW1sbOjo6bR5nW5SJz9LSstXnXFxcsHTpUjQ0NHDJh9TUVNja2j7VdGIy8vqzMn0RAGbOnAkHBwcEBwdj1qxZGDVqFHdfeF7XSVvauwZMTEx467I0Njbi0qVLGDFiBLftRcdMXhyaUowQQgghhBBCCCGvpHnz5uHOnTvw9fXF2bNnUVZWhmPHjmHGjBlobGyEgYEBjIyMsG3bNly+fBnHjx/H4sWLFdZpaWkJgUCA5ORk3Lp1ixv50BGWLFmCEydOYP78+cjLy0NpaSkOHz7MW4ulpV69eiEhIQF5eXnIz8/HtGnT5P5SOzs7G5999hlKSkqwefNmHDhwAAsXLuyw2HV0dBAYGIj33nsP6enpKCgoQHBwMFRUVLhfkCsbi1gsRlpaGm7cuNHmAt6ampqwt7fnvfT19aGjowN7e3uoq6ujV69e8Pb2xqxZs5CVlYX8/HxMnz4d5ubm8Pb2fuLjCwsLw6JFixAbG4uysjKcP38eX331FWJjYwE0fRc5OTk4duwYSkpK8PHHH+Ps2bMK6xWLxTh9+jQqKipw+/btJ/qVvSI2Njbw8/NDQEAAEhISUF5ejjNnzmDt2rW8tUXk0dTURGBgIPLz85GZmYmQkBBMnjxZ4cgHPz8/GBsbw9vbG5mZmSgvL4dEIkFISAh+//13Xrnz589j9erVmDRpEjc6SJ5ly5Zh9+7diIyMREFBAYqKihAfH88bPTJ8+HDU1tYiOTmZS664ubkhLi4OXbp0aXMKL5l58+Zhz5492Lt3L3R0dHDjxg3cuHGDG/Wkp6eH4OBgLF68GOnp6Th37hxmzJgBFxcXvPbaawDAPWj38PDA4sWLuTpu3boFoGk0RMu+ampqyvXhlqOFmrtz5w7y8vJQWFgIoCmZkpeXx63Pokx88kybNg3q6uoIDg5GQUEB9u3bh6ioKN797/Hjx8jLy0NeXh4eP36Ma9euIS8vD5cvX26zXrFYjLq6OqSlpeH27dt48OCBUn1x8+bNOHnyJGJjY+Hn54cJEybAz8+PG6knr97nqb1rwN3dHUeOHMGRI0fw66+/4u2330Z1dXWrc/HLL7/g2rVruH379nONl7xgjBBCCCGEEEIIIUQJDx8+ZIWFhezhw4cvO5Qn5urqyhYuXNhqe0lJCfPx8WH6+vpMKBSy3r17s9DQUCaVShljjKWmpjI7OzumoaHB+vXrxyQSCQPAEhMTGWOMlZeXMwAsNzeXq3PFihXMzMyMCQQCFhgYKLd9S0tLtmHDBl4szettq+4zZ86wN954g4lEIqatrc369evHVq9e3eZxl5eXsxEjRjChUMgsLCzYpk2b5MYSGRnJ3nrrLaalpcXMzMxYVFSUwthaSk9PZ5aWlm3uZ4yxe/fusWnTpnFtfPHFF2zQoEEsPDz8iWJJSkpiPXv2ZKqqqu222VxgYCDz9vbmbbtz5w7z9/dnenp6TCgUMk9PT1ZSUqKwnvT0dAaA3b17l7ddKpWyjRs3MltbW6ampsZMTEyYp6cny8jIYIwxVl9fz4KCgpienh7T19dnb7/9NgsPD2eOjo5txlhcXMxee+01JhQKGQBWXl7eqv3o6Gimp6fHiyUiIoJXr7y6Hz9+zJYtW8bEYjFTU1NjXbp0YT4+PuzChQttHrus3q+//pp17dqVaWpqskmTJrE7d+602Y5MVVUVCwgIYMbGxkxDQ4NZW1uzWbNmsZqaGl65QYMGMQDs+PHjvO3yjjMlJYUNGTKECYVCpqurywYNGsS2bdvGK+Po6MjMzMy493/++ScTCARs6tSpbR6nDAC5r+joaK7Mw4cP2TvvvMMMDAyYlpYW8/HxYVVVVbxzJq8ORX1X3vcnT3R0tNy6IyIilI6vLfn5+ez1119nGhoazNzcnH3yySe8/bL7U8uXq6urwnrnzp3LjIyMeHEq6otFRUVMKBSyvXv3cnXcvXuXWVhYsPfff19hvREREQrPc8t7rLxrOzc3l7v2ZHW2dw08fvyYvf3228zQ0JCZmpqytWvXMm9vb+7vAWOMnTx5kvXr149paGgwekT/z6Ds/4EEjLWYUI4QQgghhBBCCCFEjvr6epSXl8PKyopbI4H884nFYoSGhiI0NPSp65BIJAgKCpI7XVlb7t+/D3Nzc6xfvx7BwcEdFgt5fpYvX45Dhw7x1jsh5O8qMDAQAoFA4VpAT4qugVeXsv8HojVcCCGEEEIIIYQQQshzl5ubi19//RWDBg1CTU0NVqxYAQBPPH0XIYS0hzEGiUTS7rpbhHQ0SrgQQgghhBBCCCGEkBfi888/R3FxMdTV1eHk5ITMzEwYGxu/7LAIIf8yAoEAv/3228sOg7yCaEoxQgghhBBCCCGEKIWmFCNtqaiowKFDh2gqMEIIIf9Kyv4fSOUFxkQIIYQQQgghhBBC/oVka68QQgghrzJKuBBCCCGEEEIIIYQQQgghhDwjSrgQQgghhBBCCCGEEEIIIYQ8I0q4EEIIIYQQQgghhBBCCCGEPCNKuBBCCCGEEEIIIYQQQgghhDwjSrgQQgghhBBCCCGEEEIIIYQ8I0q4EEIIIYQQQgghhDyliooKCAQC5OXlKSzn5uaG0NDQFxLT8yAQCHDo0KE290skEojF4hcWz79VUFAQJkyYoLCMRCKBQCBAdXX1C4np7yImJgb6+vovOwxCCFGIEi6EEEIIIYQQQgh5ZmbpeS/s9XfW1sPwhIQErFy58uUE1QGqqqowevTolx0GgPaTP/LEx8dDIBC0m8z4u5GXqBsyZAiqqqqgp6f3coJ6SaZMmYKSkpIX2ubatWvh7OwMHR0dmJqaYsKECSguLuaVqa+vx7x582BkZASRSISJEyfi5s2b3P78/Hz4+vrCwsICQqEQdnZ2iIqKarPN7OxsqKqqon///u3Gl5CQAA8PDxgZGbWZ+G0vvrZcuHABw4YNg6amJiwsLPDZZ5/x9hcUFGDixIkQi8UQCATYuHFju3U+r6TZy07GicVipY7/afzTk/WvIkq4EEIIIYQQQggh5JXz+PHjF9qeoaEhdHR0XmibHcnMzAwaGhovO4ynUlFRgbCwMAwbNuy51M8Yw19//fVc6pZHXV0dZmZmEAgEL6zNZ9FR15pQKISpqWmH1KWsjIwMzJs3D6dOnUJqaioaGhrg4eGB+/fvc2UWLVqEH374AQcOHEBGRgauX7+ON998k9t/7tw5mJqaYs+ePSgoKMDSpUvxwQcfYNOmTa3aq66uRkBAAEaOHKlUfPfv38frr7+OTz/9tM0y7cUnz7179+Dh4QFLS0ucO3cO69atw/Lly7Ft2zauzIMHD2BtbY1PPvkEZmZmSsVLyKuAEi6EEEIIIYQQQgj513Nzc8P8+fMRGhoKY2NjeHp6AgAuXbqE0aNHQyQSoXPnzvD398ft27e5z6WkpOD111+Hvr4+jIyMMG7cOJSVlclto6KiAiNGjAAAGBgYQCAQICgoiGu/+a+UxWIxVq1ahYCAAIhEIlhaWiIpKQm3bt2Ct7c3RCIR+vXrh5ycHF4bWVlZGDZsGIRCISwsLBASEsJ7+NtSWVkZvL290blzZ4hEIjg7O+Pnn3/mlRGLxVi5ciV8fX2hra0Nc3NzbN68mVfmaUaVtFRbWws/Pz9oa2ujS5cu2LBhg9zzoigW2bRlPj4+EAgE7U5j1tjYCD8/P0RGRsLa2rrV/rt37yIgIAAGBgbQ0tLC6NGjUVpaqrBO2SimH3/8EU5OTtDQ0EBWVhakUinWrl0LKysrCIVCODo64vvvv+fFEhwczO23tbVVONIhKCgIGRkZiIqKgkAggEAgQEVFRatRVLJf9ycnJ8PW1hZaWlqYNGkSHjx4gNjYWIjFYhgYGCAkJASNjY1c/Y8ePUJYWBjMzc2hra2NwYMHQyKRKDz25cuXo3///ti6dSssLCygpaWFyZMno6amhhf3hAkTsHr1anTt2hW2trYAgKtXr2Ly5MnQ19eHoaEhvL29UVFRAQD46aefoKmp2Wpk2MKFC+Hu7s47zuYOHz6MgQMHQlNTE9bW1oiMjOSSX2FhYRg3bhxXduPGjRAIBEhJSeG29ezZEzt27GjzeFNSUhAUFIS+ffvC0dERMTExqKysxLlz5wAANTU12LlzJ7744gu4u7vDyckJ0dHROHHiBE6dOgUAmDlzJqKiouDq6gpra2tMnz4dM2bMQEJCQqv25s6di2nTpsHFxUXR18Dx9/fHsmXLMGrUKLn7lYlPnri4ODx+/Bi7du1C3759MXXqVISEhOCLL77gyjg7O2PdunWYOnWqUslYiUSCGTNmoKamhuvPy5cvB6C4L9bX16Nv376YPXs2V1dZWRl0dHSwa9cuhfUq4+LFi3B3d4dQKISRkRFmz56Nuro6br+8ESYTJkzg3dt/++03LFq0iGsf+P/+eujQIfTq1Quamprw9PTE1atXuXrkTSEYGhoKNzc3br+8ewD5e6OECyGEEEIIIYQQQl4JsbGxUFdXR3Z2Nr755htUV1fD3d0dAwYMQE5ODlJSUnDz5k1MnjyZ+8z9+/exePFi5OTkIC0tDSoqKvDx8YFUKm1Vv4WFBQ4ePAgAKC4uRlVVlcIH6hs2bMDQoUORm5uLsWPHwt/fHwEBAZg+fTrOnz+PHj16ICAgAIwxAE0PGb28vDBx4kRcuHAB+/btQ1ZWFubPn99mG3V1dRgzZgzS0tKQm5sLLy8vjB8/HpWVlbxy69atg6OjI3JzcxEeHo6FCxciNTX1ic5vexYvXozs7GwkJSUhNTUVmZmZOH/+fKtyimI5e/YsACA6OhpVVVXc+7asWLECpqamCA4Olrs/KCgIOTk5SEpKwsmTJ8EYw5gxY9DQ0NDu8YSHh+OTTz5BUVER+vXrh7Vr12L37t345ptvUFBQgEWLFmH69OnIyMgAAEilUnTr1g0HDhxAYWEhli1bhg8//BD79++XW39UVBRcXFwwa9YsVFVVoaqqChYWFnLLPnjwAF9++SXi4+ORkpICiUQCHx8fHD16FEePHsW3336LrVu38hJA8+fPx8mTJxEfH48LFy7grbfegpeXV7sJp8uXL2P//v344YcfkJKSgtzcXLzzzju8MmlpaSguLkZqaiqSk5PR0NAAT09P6OjoIDMzE9nZ2RCJRPDy8sLjx48xcuRI6Ovrc9cP0JSg2rdvH/z8/OTGkZmZiYCAACxcuBCFhYXYunUrYmJisHr1agCAq6srsrKyuCRTRkYGjI2NuQf5165dQ1lZGfdwWxmyxJKhoSGAptErDQ0NvIRH79690b17d5w8eVJhPbI6ZKKjo3HlyhVEREQoHU97nja+kydPYvjw4VBXV+e2eXp6ori4GHfv3n2qWIYMGYKNGzdCV1eX689hYWEAFPdFTU1NxMXFITY2FocPH0ZjYyOmT5+ON954AzNnzlRYb3vu378PT09PGBgY4OzZszhw4AB+/vlnhffUlhISEtCtWzesWLGCa1/mwYMHWL16NXbv3o3s7GxUV1dj6tSpStf9JPcA8veh+rIDIIQQQgghhBBCCHkRevXqxVuHYNWqVRgwYADWrFnDbdu1axcsLCxQUlICGxsbTJw4kVfHrl27YGJigsLCQtjb2/P2derUiXuIampq2u6aAmPGjMGcOXMAAMuWLcOWLVvg7OyMt956CwCwZMkSuLi44ObNmzAzM8PatWvh5+fH/dq6V69e+PLLL+Hq6ootW7ZAU1OzVRuOjo5wdHTk3q9cuRKJiYlISkriPVQcOnQowsPDAQA2NjbIzs7Ghg0b8MYbbyg8BmXV1tYiNjYWe/fu5aZLio6ORteuXVuVVRSLiYkJAEBfX7/daYyysrKwc+dOuetaAEBpaSmSkpKQnZ2NIUOGAGj6Zb+FhQUOHTrEfQ9tWbFiBXd+Hj16hDVr1uDnn3/mRidYW1sjKysLW7duhaurK9TU1BAZGcl93srKCidPnsT+/ft5ST4ZPT09qKurQ0tLq91jbWhowJYtW9CjRw8AwKRJk/Dtt9/i5s2bEIlE6NOnD0aMGIH09HRMmTIFlZWViI6ORmVlJfcdhIWFISUlBdHR0bxroqX6+nrs3r0b5ubmAICvvvoKY8eOxfr167k4tbW1sWPHDu6B/Z49eyCVSrFjxw5uBEB0dDT09fUhkUjg4eGBqVOnYu/evVxyLC0tDdXV1a2uQZnIyEiEh4cjMDCQO98rV67E+++/j4iICAwbNgy1tbXIzc2Fk5MTfvnlF7z33nvcSC2JRAJzc3P07NlT4bmVkUqlCA0NxdChQ7lr/8aNG1BXV291rXfu3Bk3btyQW8+JEyewb98+HDlyhNtWWlqK8PBwZGZmQlW14x7XPk18ss9ZWVm1+oxsn4GBwRPHoq6uDj09PQgEAl5/VqYv9u/fH6tWrcL//vc/TJ06Fb/99huSk5MV1quMvXv3cv1ZW1sbALBp0yaMHz8en376KXfMihgaGqJTp07Q0dFp1X5DQwM2bdqEwYMHA2hK+tvZ2eHMmTMYNGhQu3U/yT2A/H3QCBdCCCGEEEIIIYS8EpycnHjv8/PzkZ6eDpFIxL169+4NANy0YaWlpfD19YW1tTV0dXW5KaxajhB5Gv369eP+LXuw5+Dg0GrbH3/8wcUbExPDi9fT0xNSqRTl5eVy26irq0NYWBjs7Oygr68PkUiEoqKiVvG3nMLIxcUFRUVFz3yMMleuXEFDQwPvIaOenh433dSzxFJZWck7J2vWrEFtbS38/f2xfft2GBsby/1cUVERVFVVuYehAGBkZARbW1uuPdl0cyKRCH379uV9/j//+Q/378uXL+PBgwd44403eLHs3r2bNwXd5s2b4eTkBBMTE4hEImzbtq1D+pKWlhaXbAGa+o5YLIZIJOJtk/WlixcvorGxETY2Nrx4MzIyuHibb587dy5XT/fu3blkC9D0/UilUt5i8g4ODrzREfn5+bh8+TJ0dHS4Og0NDVFfX8+15+fnB4lEguvXrwNoSn6NHTu2zcRlfn4+VqxYwYtTNhLgwYMH0NfXh6OjIyQSCS5evAh1dXXMnj0bubm5qKurQ0ZGBlxdXQE0jZZpXk9cXFyr9ubNm4dLly4hPj5euS9FjkuXLsHb2xsRERHw8PAA0DSSZ9q0aYiMjISNjY3cz8XFxfHiy8zMfOoYWurbty9X7+jRozusXmUp0xcB4N1334WNjQ02bdqEXbt2wcjI6JnbLioqgqOjI5dsAZoSvi3789NSVVWFs7Mz9753797Q19fv0Hsr+fuhES6EEEIIIYQQQgh5JTR/qAY0JSNkv2RuqUuXLgCA8ePHw9LSEtu3b0fXrl0hlUphb2/fIQuBq6mpcf+W/epf3jbZ9GV1dXWYM2cOQkJCWtXVvXt3uW2EhYUhNTUVn3/+OXr27AmhUIhJkyZ12ELmfwddu3bljWIxNDREWVkZKioqMH78eG677Dyqqqoq/TB1x44dePjwIQD+dwPw+5NszYcjR47wkhEAuPUt4uPjERYWhvXr18PFxQU6OjpYt24dTp8+reSRtq1lbAKBQO625n2pU6dOOHfuHDp16sQrJ0vSND+nurq6TxSPvGvNyclJbiJDNmrJ2dkZPXr0QHx8PN5++20kJiYiJiamzTbq6uoQGRkpdwF42WgvNzc3SCQSaGhowNXVFYaGhrCzs0NWVhYyMjLw7rvvAmhKnjU/3pYjG+bPn4/k5GT88ssv6NatG7fdzMwMjx8/RnV1NS8xJBuV1lxhYSFGjhyJ2bNn46OPPuK219bWIicnB7m5udyoM6lUCsYYVFVV8dNPP+G///0vLzHYso+1RZn4jh49yk2hJxQKuc/dvHmTV5fsfUePtFCmLwJNieeSkhJ06tQJpaWl8PLy6tA42qKiosJN6yijzJSDL7tu8vJQwoUQQgghhBBCCCGvpIEDB+LgwYMQi8Vyp/H5888/UVxcjO3bt2PYsGEAmqapUkT2q/7mi5N3ZLyFhYVKT4EEANnZ2QgKCoKPjw+Apoeb8hZdbrmA9qlTp2BnZ/dM8TZnbW0NNTU1nD17lksO1dTUoKSkBMOHD3+iWNTU1HjnV1VVtdU50dLSwsWLF3nbPvroI9TW1iIqKgoWFhaQSqX466+/cPr0aW5KMdl33qdPHwDKP9ju06cPNDQ0UFlZyY2aaEk2dVnz9U6a/4JfHnV19efSlwYMGIDGxkb88ccfXN9uqa1+VllZievXr3PTP506dQoqKipyRyvJDBw4EPv27YOpqanC5I2fnx/i4uLQrVs3qKioYOzYsQrrLC4uVng9uLq6YteuXVBVVeUe0Lu5ueG7775DSUkJt36LUCiUWw9jDAsWLEBiYiIkEkmrabacnJygpqaGtLQ0buqz4uJiVFZW8kZqFRQUwN3dHYGBgdwaMzK6urqt+urXX3+N48eP4/vvv4eVlRW0tbWho6PT5nG2RZn4LC0tW33OxcUFS5cuRUNDA5e4S01Nha2t7VNNJyYjrz8r0xcBYObMmXBwcEBwcDBmzZqFUaNGcfeFp71O7OzsEBMTg/v373NJwuzsbF5/NjEx4a3L0tjYiEuXLmHEiBEKjwsA/vrrL+Tk5HAj+4qLi1FdXc3FbWJigkuXLvE+k5eXx0uWPq97AHl+aEoxQgghhBBCCCGEvJLmzZuHO3fuwNfXF2fPnkVZWRmOHTuGGTNmoLGxEQYGBjAyMsK2bdtw+fJlHD9+HIsXL1ZYp6WlJQQCAZKTk3Hr1i1u5ENHWLJkCU6cOIH58+cjLy8PpaWlOHz4sMIFnnv16oWEhATk5eUhPz8f06ZN40Y5NJednY3PPvsMJSUl2Lx5Mw4cOICFCxd2WOw6OjoIDAzEe++9h/T0dBQUFCA4OBgqKircSB5lYxGLxUhLS8ONGzfaXMBbU1MT9vb2vJe+vj50dHRgb28PdXV19OrVC97e3pg1axaysrKQn5+P6dOnw9zcHN7e3k98fGFhYVi0aBFiY2NRVlaG8+fP46uvvkJsbCyApu8iJycHx44dQ0lJCT7++GOcPXtWYb1isRinT59GRUUFbt++Lfe7exo2Njbw8/NDQEAAEhISUF5ejjNnzmDt2rW8tUXk0dTURGBgIPLz85GZmYmQkBBMnjxZ4cgHPz8/GBsbw9vbG5mZmSgvL4dEIkFISAh+//13Xrnz589j9erVmDRpEjc6SJ5ly5Zh9+7diIyMREFBAYqKihAfH88bPTJ8+HDU1tYiOTmZS664ubkhLi4OXbp0aXMKL5l58+Zhz5492Lt3L3R0dHDjxg3cuHGDG/Wkp6eH4OBgLF68GOnp6Th37hxmzJgBFxcXvPbaawDAPZz38PDA4sWLuTpu3boFoGmUQ8u+ampqyvXhlqOFmrtz5w7y8vJQWFgIoOmBfl5eHrc+izLxyTNt2jSoq6sjODgYBQUF2LdvH6Kionj3v8ePHyMvLw95eXl4/Pgxrl27hry8PFy+fLnNesViMerq6pCWlobbt2/jwYMHSvXFzZs34+TJk4iNjYWfnx8mTJgAPz8/bqSevHqV4efnx/XnS5cuIT09HQsWLIC/vz83ysnd3R1HjhzBkSNH8Ouvv+Ltt99GdXV1q+P65ZdfcO3aNdy+fZvbrqamhgULFuD06dM4d+4cgoKC8Nprr3EJGHd3d+Tk5GD37t0oLS1FREREqwTM87oHkOeIEUIIIYQQQgghhCjh4cOHrLCwkD18+PBlh/LEXF1d2cKFC1ttLykpYT4+PkxfX58JhULWu3dvFhoayqRSKWOMsdTUVGZnZ8c0NDRYv379mEQiYQBYYmIiY4yx8vJyBoDl5uZyda5YsYKZmZkxgUDAAgMD5bZvaWnJNmzYwIuleb1t1X3mzBn2xhtvMJFIxLS1tVm/fv3Y6tWr2zzu8vJyNmLECCYUCpmFhQXbtGmT3FgiIyPZW2+9xbS0tJiZmRmLiopSGFtL6enpzNLSss39jDF27949Nm3aNK6NL774gg0aNIiFh4c/USxJSUmsZ8+eTFVVtd02mwsMDGTe3t68bXfu3GH+/v5MT0+PCYVC5unpyUpKShTWk56ezgCwu3fv8rZLpVK2ceNGZmtry9TU1JiJiQnz9PRkGRkZjDHG6uvrWVBQENPT02P6+vrs7bffZuHh4czR0bHNGIuLi9lrr73GhEIhA8DKy8tbtR8dHc309PR4sURERPDqlVf348eP2bJly5hYLGZqamqsS5cuzMfHh124cKHNY5fV+/XXX7OuXbsyTU1NNmnSJHbnzp0225GpqqpiAQEBzNjYmGloaDBra2s2a9YsVlNTwys3aNAgBoAdP36ct13ecaakpLAhQ4YwoVDIdHV12aBBg9i2bdt4ZRwdHZmZmRn3/s8//2QCgYBNnTq1zeOUASD3FR0dzZV5+PAhe+edd5iBgQHT0tJiPj4+rKqqinfO5NWhqO/K+/7kiY6Ollt3RESE0vG1JT8/n73++utMQ0ODmZubs08++YS3X3Z/avlydXVVWO/cuXOZkZERL05FfbGoqIgJhUK2d+9ero67d+8yCwsL9v777yusNyIiot17xIULF9iIESOYpqYmMzQ0ZLNmzWK1tbXc/sePH7O3336bGRoaMlNTU7Z27Vrm7e3N3dsZY+zkyZOsX79+TENDg8ket8v668GDB5m1tTXT0NBgo0aNYr/99huv/WXLlrHOnTszPT09tmjRIjZ//nzeOZR3DyAvh7L/BxIw1mKiOEIIIYQQQgghhBA56uvrUV5eDisrK26NBPLPJxaLERoaitDQ0KeuQyKRICgoSO50ZW25f/8+zM3NsX79egQHB3dYLOT5Wb58OQ4dOsRb74SQv6vAwEAIBAKFawE9LzExMQgNDW01Gob8cyn7fyBaw4UQQgghhBBCCCGEPHe5ubn49ddfMWjQINTU1GDFihUA8MTTdxFCSHsYY5BIJO2uu0VIR6OECyGEEEIIIYQQQgh5IT7//HMUFxdDXV0dTk5OyMzMhLGx8csOixDyLyMQCPDbb7+97DDIK4imFCOEEEIIIYQQQohSaEox0paKigocOnSIpgIjhBDyr6Ts/4FUXmBMhBBCCCGEEEIIIeRfSLb2CiGEEPIqo4QLIYQQQgghhBBCCCGEEELIM6KECyGEEEIIIYQQQgghhBBCyDOihAshhBBCCCGEEEIIIYQQQsgzooQLIYQQQgghhBBCCCGEEELIM6KECyGEEEIIIYQQQgghhBBCyDOihAshhBBCCCGEEEIIIYQQQsgzUn3ZARBCCCGEEEIIIeSfTxx+5IW1VfHJ2BfWVnsqKipgZWWF3Nxc9O/fv81ybm5u6N+/PzZu3PjCYutIAoEAiYmJmDBhgtz9EokEQUFBqKioeKFx/dsEBQWhuroahw4darOMRCLBiBEjcPfuXejr67+w2F62mJgYhIaGorq6+mWHQv6Gmt+jlL0v/508z5jFYjFCQ0MRGhoqd78y9x2iPBrhQgghhBBCCCGEENJBJBIJBAJBq4fCCQkJWLly5csJqgNUVVVh9OjRLzsMAE0PVp/0wWB8fDwEAkGbCaO/Kzc3t1YPSYcMGYKqqiro6em9nKBekilTpqCkpOSFtrl27Vo4OztDR0cHpqammDBhAoqLi3ll6uvrMW/ePBgZGUEkEmHixIm4efMmtz8/Px++vr6wsLCAUCiEnZ0doqKi2mwzOzsbqqqqSj10T0hIgIeHB4yMjCAQCJCXl8fbf+fOHSxYsAC2trYQCoXo3r07QkJCUFNTo7De+vp6BAUFwcHBAaqqqnKvm6CgIAgEglavvn37thv382ZhYYGqqirY29u/7FD+EaKiohATE/PC242JiflXJo0p4UIIIYQQQgghhJBXzuPHj19oe4aGhtDR0XmhbXYkMzMzaGhovOwwnkpFRQXCwsIwbNiw51I/Ywx//fXXc6lbHnV1dZiZmUEgELywNp9FR11rQqEQpqamHVKXsjIyMjBv3jycOnUKqampaGhogIeHB+7fv8+VWbRoEX744QccOHAAGRkZuH79Ot58801u/7lz52Bqaoo9e/agoKAAS5cuxQcffIBNmza1aq+6uhoBAQEYOXKkUvHdv38fr7/+Oj799FO5+69fv47r16/j888/x6VLlxATE4OUlBQEBwcrrLexsRFCoRAhISEYNWqU3DJRUVGoqqriXlevXoWhoSHeeustpWJ/njp16gQzMzOoqtLkTsrQ09P7VyY+XhZKuBBCCCGEEEIIIeRfz83NDfPnz0doaCiMjY3h6ekJALh06RJGjx4NkUiEzp07w9/fH7dv3+Y+l5KSgtdffx36+vowMjLCuHHjUFZWJreNiooKjBgxAgBgYGAAgUCAoKAgrv3mIxXEYjFWrVqFgIAAiEQiWFpaIikpCbdu3YK3tzdEIhH69euHnJwcXhtZWVkYNmwYhEIhLCwsEBISwnv421JZWRm8vb3RuXNniEQiODs74+eff+aVEYvFWLlyJXx9faGtrQ1zc3Ns3ryZV+ZpRpW0VFtbCz8/P2hra6NLly7YsGGD3POiKBaxWAwA8PHxgUAg4N63pbGxEX5+foiMjIS1tXWr/Xfv3kVAQAAMDAygpaWF0aNHo7S0VGGdslFMP/74I5ycnKChoYGsrCxIpVKsXbsWVlZWEAqFcHR0xPfff8+LJTg4mNtva2urcKRDUFAQMjIyEBUVxY0eqKioaDWKSvYr8eTkZNja2kJLSwuTJk3CgwcPEBsbC7FYDAMDA4SEhKCxsZGr/9GjRwgLC4O5uTm0tbUxePBgSCQShce+fPly9O/fH1u3boWFhQW0tLQwefJk3oiJoKAgTJgwAatXr0bXrl1ha2sLALh69SomT54MfX19GBoawtvbm5uC7qeffoKmpmarkWELFy6Eu7s77zibO3z4MAYOHAhNTU1YW1sjMjKSS36FhYVh3LhxXNmNGzdCIBAgJSWF29azZ0/s2LGjzeNNSUlBUFAQ+vbtC0dHR8TExKCyshLnzp0DANTU1GDnzp344osv4O7uDicnJ0RHR+PEiRM4deoUAGDmzJmIioqCq6srrK2tMX36dMyYMQMJCQmt2ps7dy6mTZsGFxcXRV8Dx9/fH8uWLWszKWJvb4+DBw9i/Pjx6NGjB9zd3bF69Wr88MMPCpOE2tra2LJlC2bNmgUzMzO5ZfT09GBmZsa9cnJycPfuXcyYMaPNev/880/4+vrC3NwcWlpacHBwwHfffccrIxaLW0292L9/fyxfvpx7X1paiuHDh0NTUxN9+vRBamoqr3xFRUWrET8ZGRkYNGgQNDQ00KVLF4SHhz9xorS6uhpz5sxB586doampCXt7eyQnJyt9bFKpFJ999hl69uwJDQ0NdO/eHatXr+aVuXLlCkaMGAEtLS04Ojri5MmTvP3t/Q34448/MH78eAiFQlhZWSEuLq7d45JdszJubm4ICQnB+++/D0NDQ5iZmfHOP9D0N2HLli0YPXo0hEIhrK2tefc7eaM98/LyePexGTNmoKamhru/tWzjn4oSLoQQQgghhBBCCHklxMbGQl1dHdnZ2fjmm29QXV0Nd3d3DBgwADk5OUhJScHNmzcxefJk7jP379/H4sWLkZOTg7S0NKioqMDHxwdSqbRV/RYWFjh48CAAoLi4GFVVVQofqG/YsAFDhw5Fbm4uxo4dC39/fwQEBGD69Ok4f/48evTogYCAADDGADQlT7y8vDBx4kRcuHAB+/btQ1ZWFubPn99mG3V1dRgzZgzS0tKQm5sLLy8vjB8/HpWVlbxy69atg6OjI3JzcxEeHo6FCxe2eoj5rBYvXozs7GwkJSUhNTUVmZmZOH/+fKtyimI5e/YsACA6OhpVVVXc+7asWLECpqambf6iPygoCDk5OUhKSsLJkyfBGMOYMWPQ0NDQ7vGEh4fjk08+QVFREfr164e1a9di9+7d+Oabb1BQUIBFixZh+vTpyMjIAND0sLVbt244cOAACgsLsWzZMnz44YfYv3+/3PqjoqLg4uKCWbNmcaMILCws5JZ98OABvvzyS8THxyMlJQUSiQQ+Pj44evQojh49im+//RZbt27lPRCdP38+Tp48ifj4eFy4cAFvvfUWvLy82k04Xb58Gfv378cPP/yAlJQU5Obm4p133uGVSUtLQ3FxMVJTU5GcnIyGhgZ4enpCR0cHmZmZyM7OhkgkgpeXFx4/foyRI0dCX1+fu36ApgTVvn374OfnJzeOzMxMBAQEYOHChSgsLMTWrVsRExPDPcB2dXVFVlYWl2TKyMiAsbExl1S6du0aysrK4ObmpvB4m5MllgwNDQE0jV5paGjgJTx69+6N7t27t3pQ3rIeWR0y0dHRuHLlCiIiIpSO52nU1NRAV1e3w0d/7Ny5E6NGjYKlpWWbZerr6+Hk5IQjR47g0qVLmD17Nvz9/XHmzBml25FKpXjzzTehrq6O06dP45tvvsGSJUsUfubatWsYM2YMnJ2dkZ+fjy1btmDnzp1YtWrVE7U7evRoZGdnY8+ePSgsLMQnn3yCTp06KX1sH3zwAT755BN8/PHHKCwsxN69e9G5c2deO0uXLkVYWBjy8vJgY2MDX19fLjGkzN+AoKAgXL16Fenp6fj+++/x9ddf448//lD6OGViY2Ohra2N06dP47PPPsOKFSta/U34+OOPMXHiROTn58PPzw9Tp05FUVGRUvUPGTIEGzduhK6uLnd/CwsLe+I4/5YYIYQQQgghhBBCiBIePnzICgsL2cOHD1vts1yS/MJeT8PV1ZUNGDCAt23lypXMw8ODt+3q1asMACsuLpZbz61btxgAdvHiRcYYY+Xl5QwAy83NZYwxlp6ezgCwu3fvtmp/4cKF/3++LC3Z9OnTufdVVVUMAPv444+5bSdPnmQAWFVVFWOMseDgYDZ79mxevZmZmUxFRUXud9KWvn37sq+++ooXi5eXF6/MlClT2OjRo7n3AFhiYmKbdaanpzNLS8s299+7d4+pqamxAwcOcNuqq6uZlpZWq/PyrLHIZGZmMnNzc3br1i3GGGOBgYHM29ub219SUsIAsOzsbG7b7du3mVAoZPv372+zXtl3fOjQIW5bfX0909LSYidOnOCVDQ4OZr6+vm3WNW/ePDZx4kTufcsYW/ab5u3L+lh0dDQDwC5fvsyVmTNnDtPS0mK1tbXcNk9PTzZnzhzGGGO//fYb69SpE7t27Rqv7pEjR7IPPvigzXgjIiJYp06d2O+//85t+/HHH5mKigrXTwMDA1nnzp3Zo0ePuDLffvsts7W1ZVKplNv26NEjJhQK2bFjxxhjjC1cuJC5u7tz+48dO8Y0NDR4x6mnp8eLdc2aNbz4vv32W9alSxfGGGN3795lKioq7OzZs0wqlTJDQ0O2du1aNnjwYMYYY3v27GHm5uZtHmtLjY2NbOzYsWzo0KHctri4OKaurt6qrLOzM3v//ffl1pOdnc1UVVW542asqS+amppy952IiAjm6OiodGwt70NtuXXrFuvevTv78MMPla67ZZ+U59q1a6xTp05s3759StcrM3bsWPbuu+9y7y0tLdmGDRt4ZRwdHVlERARjrKlfqKqq8vrujz/+yLsvtDwfH374Yav+t3nzZiYSiVhjY6NScR47doypqKi0+behvWO7d+8e09DQYNu3b5dbVhbzjh07uG0FBQUMACsqKmKMtf83oLi4mAFgZ86c4fYXFRUxAK3OaXPy7juvv/46r4yzszNbsmQJ9x4Amzt3Lq/M4MGD2dtvv80Yk/+3MDc3lwFg5eXljLHW1/TfnaL/AzVHI1wIIYQQQgghhBDySnBycuK9z8/PR3p6OkQiEffq3bs3AHDThpWWlsLX1xfW1tbQ1dXlprBqOULkafTr14/7t+xXzg4ODq22yX6dnJ+fj5iYGF68np6ekEqlKC8vl9tGXV0dwsLCYGdnB319fYhEIhQVFbWKv+UURi4uLkr/UlkZV65cQUNDAwYNGsRt09PT46abepZYKisreedkzZo1qK2thb+/P7Zv3w5jY2O5nysqKoKqqioGDx7MbTMyMoKtrS3Xnmy6OZFI1Gox8P/85z/cvy9fvowHDx7gjTfe4MWye/du3hR0mzdvhpOTE0xMTCASibBt27YO6UtaWlro0aMH975z584Qi8UQiUS8bbK+dPHiRTQ2NsLGxoYXb0ZGBhdv8+1z587l6unevTvMzc259y4uLpBKpbzF5B0cHKCurs69z8/Px+XLl6Gjo8PVaWhoiPr6eq49Pz8/SCQSXL9+HQAQFxeHsWPHtrm2RH5+PlasWMGLUzYa6MGDB9DX14ejoyMkEgkuXrwIdXV1zJ49G7m5uairq0NGRgZcXV0BNI2WaV6PvGmY5s2bh0uXLiE+Pl65L0WOS5cuwdvbGxEREfDw8ADQNJJn2rRpiIyMhI2NjdzPxcXF8eLLzMx84rbv3buHsWPHok+fPrypm/r27cvVO3r06Kc6rtjYWOjr6/OmpZKnsbERK1euhIODAwwNDSESiXDs2LEnugaKiopgYWGBrl27ctvam4KtqKgILi4uvHWPhg4dirq6Ovz+++9KtZuXl4du3bq1+R21d2xFRUV49OhRu+vzNP+70KVLFwDK/w2Q3dOa/63r3bv3U63P0jwOWSwtR8o8778b/1S0chAhhBBCCCGEEEJeCdra2rz3dXV1GD9+vNwFp2UPusaPHw9LS0ts374dXbt2hVQqhb29fYcsBK6mpsb9W/YgUN422fRldXV1mDNnDkJCQlrV1b17d7lthIWFITU1FZ9//jl69uwJoVCISZMmddhC5n8HXbt25a3VYGhoiLKyMlRUVGD8+PHcdtl5VFVV5SUHFNmxYwcePnwIgP/dAPz+VFdXBwA4cuQILxkBABoaGgCA+Ph4hIWFYf369XBxcYGOjg7WrVuH06dPK3mkbWsZm0AgkLuteV/q1KkTzp07x02JJCNL0jQ/p7q6uk8Uj7xrzcnJSW4iw8TEBADg7OyMHj16ID4+Hm+//TYSExMRExPTZht1dXWIjIzkLVAvo6mpCaBpLQqJRAINDQ24urrC0NAQdnZ2yMrKQkZGBt59910ATcmz5sfbcpqn+fPnIzk5Gb/88gu6devGbTczM8Pjx49RXV3Ne6h98+bNVmufFBYWYuTIkZg9ezY++ugjbnttbS1ycnKQm5vLTQ0llUrBGIOqqip++ukn/Pe//+UlBlv2sfbU1tbCy8sLOjo6SExM5PWNo0ePclPoCYXCJ6oXABhj2LVrF/z9/XlJNnnWrVuHqKgobNy4EQ4ODtDW1kZoaCjvfqSiosJNoyijzBR/z1t756a9Y1P23D7L34CSkhKl2njSOGSxyJtKsy0qKk3jPJp/l3+H7/FFoIQLIYQQQgghhBBCXkkDBw7EwYMHIRaL5a5n8Oeff6K4uBjbt2/HsGHDADQtWKyI7IFj88XJOzLewsJC9OzZU+nPZGdnIygoCD4+PgCaHtjJFipvTrbAd/P3dnZ2zxRvc9bW1lBTU8PZs2e55FBNTQ1KSkowfPjwJ4pFTU2Nd35VVVVbnRMtLS1cvHiRt+2jjz5CbW0toqKiYGFhAalUir/++gunT5/GkCFDAPz/d96nTx8Ayj/Y7tOnDzQ0NFBZWcmNmmgpOzsbQ4YM4a130nz0izzq6urPpS8NGDAAjY2N+OOPP7i+3VJb/ayyshLXr1/nRhicOnUKKioqckcryQwcOBD79u2DqampwuSNn58f4uLi0K1bN6ioqGDs2LEK6ywuLlZ4Pbi6umLXrl1QVVWFl5cXgKYkzHfffYeSkhJu/RahUCi3HsYYFixYgMTEREgkElhZWfH2Ozk5QU1NDWlpaZg4cSKApvWbKisreb/+LygogLu7OwIDA1stkq6rq9uqr3799dc4fvw4vv/+e1hZWUFbWxs6OjptHqci9+7dg6enJzQ0NJCUlMQlo2QUrbmijIyMDFy+fLnNdZKay87Ohre3N6ZPnw6gKZFQUlLCXW9AUwKuqqqKF3/zEXx2dna4evUqqqqquMR4y3tGS3Z2djh48CAYY1wSIzs7Gzo6OrwEmiL9+vXD77//jpKSErmjXNo7tl69ekEoFCItLQ3/+9//lGqzpfb+BvTu3Rt//fUXzp07B2dnZwBN/bH5wvUd6dSpUwgICOC9HzBgAID/T6RWVVXBwMAAAD+JCzy/+9vLRlOKEUIIIYQQQggh5JU0b9483LlzB76+vjh79izKyspw7NgxzJgxA42NjTAwMICRkRG2bduGy5cv4/jx41i8eLHCOi0tLSEQCJCcnIxbt25xIx86wpIlS3DixAnMnz8feXl5KC0txeHDh3kLJrfUq1cvJCQkIC8vD/n5+Zg2bZrcXylnZ2fjs88+Q0lJCTZv3owDBw5g4cKFHRa7jo4OAgMD8d577yE9PR0FBQUIDg6GiooKb5ofZWIRi8VIS0vDjRs3cPfuXbntaWpqwt7envfS19eHjo4O7O3toa6ujl69esHb2xuzZs1CVlYW8vPzMX36dJibm8Pb2/uJjy8sLAyLFi1CbGwsysrKcP78eXz11VeIjY0F0PRd5OTk4NixYygpKcHHH3+Ms2fPKqxXLBbj9OnTqKiowO3bt5/oF+aK2NjYwM/PDwEBAUhISEB5eTnOnDmDtWvX4siRIwo/q6mpicDAQOTn5yMzMxMhISGYPHlyqxEdzfn5+cHY2Bje3t7IzMxEeXk5JBIJQkJCeFM6+fn54fz581i9ejUmTZrEjQ6SZ9myZdi9ezciIyNRUFCAoqIixMfH80aPDB8+HLW1tUhOTuaSK25uboiLi0OXLl3anB5KZt68edizZw/27t0LHR0d3LhxAzdu3OBGPenp6SE4OBiLFy9Geno6zp07hxkzZsDFxQWvvfYagKZpxEaMGAEPDw8sXryYq+PWrVsAmkYCtOyrpqamXB9uOVqouTt37iAvLw+FhYUAmh6u5+Xl4caNGwCakhUeHh64f/8+du7ciXv37nHtt/egu7CwEHl5ebhz5w5qamqQl5fX6oE5AOzcuRODBw+Gvb29wvqApmsgNTUVJ06cQFFREebMmYObN2/yyri7u+Pbb79FZmYmLl68iMDAQN4orFGjRsHGxobXB5cuXaqw3XfeeQdXr17FggUL8Ouvv+Lw4cOIiIjA4sWLuZEY7XF1dcXw4cMxceJEpKamory8HD/++CNSUlKUOjZNTU0sWbIE77//PjfV4KlTp7Bz506l2gfa/xtga2sLLy8vzJkzB6dPn8a5c+fwv//976lGLinjwIED2LVrF0pKShAREYEzZ85wsfTs2RMWFhZYvnw5SktLceTIEaxfv573ebFYjLq6OqSlpeH27dt48ODBc4nzhXvuq8kQQgghhBBCCCHkX0HZBWP/juQtPs5Y02LVPj4+TF9fnwmFQta7d28WGhrKLa6cmprK7OzsmIaGBuvXrx+TSCQKF2dmjLEVK1YwMzMzJhAIWGBgoNz25S0MjRaLwcur+8yZM+yNN95gIpGIaWtrs379+rHVq1e3edzl5eVsxIgRTCgUMgsLC7Zp0ya5sURGRrK33nqLaWlpMTMzMxYVFaUwtpbS09OZpaVlm/sZa1o0etq0aVwbX3zxBRs0aBALDw9/oliSkpJYz549maqqarttNidv8e87d+4wf39/pqenx4RCIfP09GQlJSUK65G3GDRjjEmlUrZx40Zma2vL1NTUmImJCfP09GQZGRmMMcbq6+tZUFAQ09PTY/r6+uztt99m4eHhvMXRW8ZYXFzMXnvtNSYUCrnFplu2L2/haXmLrres+/Hjx2zZsmVMLBYzNTU11qVLF+bj48MuXLjQ5rHL6v36669Z165dmaamJps0aRK7c+dOm+3IVFVVsYCAAGZsbMw0NDSYtbU1mzVrFqupqeGVGzRoEAPAjh8/ztsu7zhTUlLYkCFDmFAoZLq6umzQoEFs27ZtvDKOjo7MzMyMe//nn38ygUDApk6d2uZxygCQ+4qOjubKPHz4kL3zzjvMwMCAaWlpMR8fH1ZVVcU7Z/LqUNR35X1/8kRHR8utW7bAvKyvyHvJFi5vi6WlpdzPNVddXc2EQmGrc96WP//8k3l7ezORSMRMTU3ZRx99xAICAnj9paamhk2ZMoXp6uoyCwsLFhMTwxwdHbljYqzpunj99deZuro6s7GxYSkpKe3elyUSCXN2dmbq6urMzMyMLVmyhDU0NLQ6l+3FP2PGDGZkZMQ0NTWZvb09S05OVvrYGhsb2apVq5ilpSVTU1Nj3bt3Z2vWrGkz5rt37zIALD09ndvW3t+AqqoqNnbsWKahocG6d+/Odu/eLffvTXMtr1l5fy+9vb25v2eMNV0bmzdvZm+88QbT0NBgYrGY7du3j/eZrKws5uDgwDQ1NdmwYcPYgQMHWvW9uXPnMiMjI16//btS9v9AAsZaTIpHCCGEEEIIIYQQIkd9fT3Ky8thZWXValoa8s8lFosRGhqK0NDQp65DIpEgKChI7nRlbbl//z7Mzc2xfv16bjqijoiFPD/Lly/HoUOH5I50IOSfLCIiAhkZGZBIJC87lH8EgUCAxMRETJgw4WWH8sIo+38gWsOFEEIIIYQQQgghhDx3ubm5+PXXXzFo0CDU1NRgxYoVAPDE03cRQkhH+/HHH7Fp06aXHQb5F6CECyGEEEIIIYQQQgh5IT7//HMUFxdDXV0dTk5OyMzMhLGx8csOixDyijtz5szLDoH8S9CUYoQQQgghhBBCCFEKTSlG2lJRUYFDhw7RVGCEEEL+lZT9P5DKC4yJEEIIIYQQQgghhPwLydZeIYQQQl5llHAhhBBCCCGEEEIIIYQQQgh5RpRwIYQQQgghhBBCCCGEEEIIeUaUcCGEEEIIIYQQQgghhBBCCHlGlHAhhBBCCCGEEEIIIYQQQgh5RpRwIYQQQgghhBBCCCGEEEIIeUaUcCGEEEIIIYQQQgh5ShUVFRAIBMjLy1NYzs3NDaGhoS8kpudBIBDg0KFDbe6XSCQQi8UvLJ5/q6CgIEyYMEFhGYlEAoFAgOrq6hcS099FTEwM9PX1X3YY5G+q+T1K2fvys7RBSFso4UIIIYQQQgghhJBnt1zvxb3+xtp6GJ6QkICVK1e+nKA6QFVVFUaPHv2ywwDwdA894+PjIRAI2k1m/N3IS9QNGTIEVVVV0NP7e18LHW3KlCkoKSl5oW2uXbsWzs7O0NHRgampKSZMmIDi4mJemfr6esybNw9GRkYQiUSYOHEibt68ye3Pz8+Hr68vLCwsIBQKYWdnh6ioqDbbzM7OhqqqKvr3799ufAkJCfDw8ICRkZHcBMOdO3ewYMEC2NraQigUonv37ggJCUFNTY3Ceuvr6xEUFAQHBweoqqrKvW6CgoIgEAhavfr27dtu3M+bhYUFqqqqYG9v36H1vqz74D89Yf+qoYQLIYQQQgghhBBCXjmPHz9+oe0ZGhpCR0fnhbbZkczMzKChofGyw3gqFRUVCAsLw7Bhw55L/Ywx/PXXX8+lbnnU1dVhZmYGgUDwwtp8Fh11rQmFQpiamnZIXcrKyMjAvHnzcOrUKaSmpqKhoQEeHh64f/8+V2bRokX44YcfcODAAWRkZOD69et48803uf3nzp2Dqakp9uzZg4KCAixduhQffPABNm3a1Kq96upqBAQEYOTIkUrFd//+fbz++uv49NNP5e6/fv06rl+/js8//xyXLl1CTEwMUlJSEBwcrLDexsZGCIVChISEYNSoUXLLREVFoaqqintdvXoVhoaGeOutt5SK/Xnq1KkTzMzMoKqq2qH1/pPvg+TFoYQLIYQQQgghhBBC/vXc3Nwwf/58hIaGwtjYGJ6engCAS5cuYfTo0RCJROjcuTP8/f1x+/Zt7nMpKSl4/fXXoa+vDyMjI4wbNw5lZWVy26ioqMCIESMAAAYGBhAIBAgKCuLab/4LZbFYjFWrViEgIAAikQiWlpZISkrCrVu34O3tDZFIhH79+iEnJ4fXRlZWFoYNGwahUAgLCwuEhITwHv62VFZWBm9vb3Tu3BkikQjOzs74+eefeWXEYjFWrlwJX19faGtrw9zcHJs3b+aV6YipdGpra+Hn5wdtbW106dIFGzZskHteFMUim7bMx8cHAoGg3WnMGhsb4efnh8jISFhbW7faf/fuXQQEBMDAwABaWloYPXo0SktLFdYpG8X0448/wsnJCRoaGsjKyoJUKsXatWthZWUFoVAIR0dHfP/997xYgoODuf22trYKRzoEBQUhIyMDUVFR3OiBioqKVqOoZFNtJScnw9bWFlpaWpg0aRIePHiA2NhYiMViGBgYICQkBI2NjVz9jx49QlhYGMzNzaGtrY3BgwdDIpEoPPbly5ejf//+2Lp1KywsLKClpYXJkyfzRkzIpkVbvXo1unbtCltbWwDA1atXMXnyZOjr68PQ0BDe3t6oqKgAAPz000/Q1NRsNTJs4cKFcHd35x1nc4cPH8bAgQOhqakJa2trREZGcsmvsLAwjBs3jiu7ceNGCAQCpKSkcNt69uyJHTt2tHm8KSkpCAoKQt++feHo6IiYmBhUVlbi3LlzAICamhrs3LkTX3zxBdzd3eHk5ITo6GicOHECp06dAgDMnDkTUVFRcHV1hbW1NaZPn44ZM2YgISGhVXtz587FtGnT4OLiouhr4Pj7+2PZsmVtJkXs7e1x8OBBjB8/Hj169IC7uztWr16NH374QWGSUFtbG1u2bMGsWbNgZmYmt4yenh7MzMy4V05ODu7evYsZM2a0We+ff/4JX19fmJubQ0tLCw4ODvjuu+94ZcRiMTZu3Mjb1r9/fyxfvpx7X1paiuHDh0NTUxN9+vRBamoqr7y8KcUyMjIwaNAgaGhooEuXLggPD3/iRKm8acsSEhIwYsQIaGlpwdHRESdPnuTKy/rsoUOH0KtXL2hqasLT0xNXr17lysibRjA0NBRubm7cfnn3AfL3RQkXQgghhBBCCCGEvBJiY2Ohrq6O7OxsfPPNN6iuroa7uzsGDBiAnJwcpKSk4ObNm5g8eTL3mfv372Px4sXIyclBWloaVFRU4OPjA6lU2qp+CwsLHDx4EABQXFyMqqoqhQ/UN2zYgKFDhyI3Nxdjx46Fv78/AgICMH36dJw/fx49evRAQEAAGGMAmpInXl5emDhxIi5cuIB9+/YhKysL8+fPb7ONuro6jBkzBmlpacjNzYWXlxfGjx+PyspKXrl169bB0dERubm5CA8Px8KFC1s9xHxWixcvRnZ2NpKSkpCamorMzEycP3++VTlFsZw9exYAEB0djaqqKu59W1asWAFTU9M2f9EfFBSEnJwcJCUl4eTJk2CMYcyYMWhoaGj3eMLDw/HJJ5+gqKgI/fr1w9q1a7F792588803KCgowKJFizB9+nRkZGQAAKRSKbp164YDBw6gsLAQy5Ytw4cffoj9+/fLrT8qKgouLi6YNWsWN4rAwsJCbtkHDx7gyy+/RHx8PFJSUiCRSODj44OjR4/i6NGj+Pbbb7F161ZeAmj+/Pk4efIk4uPjceHCBbz11lvw8vJqN+F0+fJl7N+/Hz/88ANSUlKQm5uLd955h1cmLS0NxcXFSE1NRXJyMhoaGuDp6QkdHR1kZmYiOzsbIpEIXl5eePz4MUaOHAl9fX3u+gGaElT79u2Dn5+f3DgyMzMREBCAhQsXorCwEFu3bkVMTAxWr14NAHB1dUVWVhaXZMrIyICxsTGXVLp27RrKysq4B9vKkCWWDA0NATSNXmloaOAlPHr37o3u3bvzHrzLq0dWh0x0dDSuXLmCiIgIpeN5GjU1NdDV1e3w0R87d+7EqFGjYGlp2WaZ+vp6ODk54ciRI7h06RJmz54Nf39/nDlzRul2pFIp3nzzTairq+P06dP45ptvsGTJEoWfuXbtGsaMGQNnZ2fk5+djy5Yt2LlzJ1atWqV0u21ZunQpwsLCkJeXBxsbG/j6+vISOQ8ePMDq1auxe/duZGdno7q6GlOnTlW6/ie5D5C/CUYIIYQQQgghhBCihIcPH7LCwkL28OHD1jsjdF/c6ym4urqyAQMG8LatXLmSeXh48LZdvXqVAWDFxcVy67l16xYDwC5evMgYY6y8vJwBYLm5uYwxxtLT0xkAdvfu3VbtL1y4kHtvaWnJpk+fzr2vqqpiANjHH3/MbTt58iQDwKqqqhhjjAUHB7PZs2fz6s3MzGQqKiryv5M29O3bl3311Ve8WLy8vHhlpkyZwkaPHs29B8ASExPbrDM9PZ1ZWlq2uf/evXtMTU2NHThwgNtWXV3NtLS0Wp2XZ41FJjMzk5mbm7Nbt24xxhgLDAxk3t7e3P6SkhIGgGVnZ3Pbbt++zYRCIdu/f3+b9cq+40OHDnHb6uvrmZaWFjtx4gSvbHBwMPP19W2zrnnz5rGJEydy71vG2LLfNG9f1seio6MZAHb58mWuzJw5c5iWlharra3ltnl6erI5c+Ywxhj77bffWKdOndi1a9d4dY8cOZJ98MEHbcYbERHBOnXqxH7//Xdu248//shUVFS4fhoYGMg6d+7MHj16xJX59ttvma2tLZNKpdy2R48eMaFQyI4dO8YYY2zhwoXM3d2d23/s2DGmoaHBO049PT1erGvWrOHF9+2337IuXbowxhi7e/cuU1FRYWfPnmVSqZQZGhqytWvXssGDBzPGGNuzZw8zNzdv81hbamxsZGPHjmVDhw7ltsXFxTF1dfVWZZ2dndn7778vt57s7GymqqrKHTdjTX3R1NSUu+9EREQwR0dHpWNreR9qy61bt1j37t3Zhx9+qHTdLfukPNeuXWOdOnVi+/btU7pembFjx7J3332Xe29pack2bNjAK+Po6MgiIiIYY039QlVVldd3f/zxR959oeX5+PDDD1v1v82bNzORSMQaGxuVjlVeGzt27OD2FxQUMACsqKiIMfb/1+apU6e4MkVFRQwAO336NGNM/vlduHAhc3V15d7Luw+QF0/h/4GaoREuhBBCCCGEEEIIeSU4OTnx3ufn5yM9PR0ikYh79e7dGwC4acNKS0vh6+sLa2tr6OrqclNYtRwh8jT69evH/btz584AAAcHh1bb/vjjDy7emJgYXryenp6QSqUoLy+X20ZdXR3CwsJgZ2cHfX19iEQiFBUVtYq/5RRGLi4uKCoqeuZjlLly5QoaGhowaNAgbpuenh433dSzxFJZWck7J2vWrEFtbS38/f2xfft2GBsby/1cUVERVFVVMXjwYG6bkZERbG1tufZk082JRKJWi4H/5z//4f59+fJlPHjwAG+88QYvlt27d/OmoNu8eTOcnJxgYmICkUiEbdu2dUhf0tLSQo8ePbj3nTt3hlgshkgk4m2T9aWLFy+isbERNjY2vHgzMjK4eJtvnzt3LldP9+7dYW5uzr13cXGBVCrlLSbv4OAAdXV17n1+fj4uX74MHR0drk5DQ0PU19dz7fn5+UEikeD69esAgLi4OIwdO7bVNGLN61yxYgUvTtkogAcPHkBfXx+Ojo6QSCS4ePEi1NXVMXv2bOTm5qKurg4ZGRlwdXUF0DRapnk9cXFxrdqbN28eLl26hPj4eOW+FDkuXboEb29vREREwMPDA0DTSJ5p06YhMjISNjY2cj8XFxfHiy8zM/OJ27537x7Gjh2LPn368Kbn6tu3L1fv0y4IHxsbC319/VZTY7XU2NiIlStXwsHBAYaGhhCJRDh27NgTXQNFRUWwsLBA165duW3tTcFWVFQEFxcX3rpHQ4cORV1dHX7//Xel25an+X28S5cuAP7/ng0AqqqqcHZ25t737t0b+vr6HXp/JX8vHTt2jBBCCCGEEEIIIeRvSltbm/e+rq4O48ePl7vgtOzB2fjx42FpaYnt27eja9eukEqlsLe375CFwNXU1Lh/yx4Eytsmm76srq4Oc+bMQUhISKu6unfvLreNsLAwpKam4vPPP0fPnj0hFAoxadKkDlvI/O+ga9euvLUaDA0NUVZWhoqKCowfP57bLjuPqqqqvOSAIjt27MDDhw8B8L8bgN+f6urqAABHjhzhJSMAcItsx8fHIywsDOvXr4eLiwt0dHSwbt06nD59WskjbVvL2AQCgdxtzftSp06dcO7cOXTq1IlXTpakaX5OdXV1nygeedeak5OT3ESGiYkJAMDZ2Rk9evRAfHw83n77bSQmJiImJqbNNurq6hAZGclboF5GU1MTQNPaSRKJBBoaGnB1dYWhoSHs7OyQlZWFjIwMvPvuuwCakmfNj1eW7JSZP38+kpOT8csvv6Bbt27cdjMzMzx+/BjV1dW8xNDNmzdbrX1SWFiIkSNHYvbs2fjoo4+47bW1tcjJyUFubi43PaBUKgVjDKqqqvjpp5/w3//+l5cYbNnH2lNbWwsvLy/o6OggMTGR1zeOHj3KTaEnFAqfqF4AYIxh165d8Pf35yXZ5Fm3bh2ioqKwceNGODg4QFtbG6Ghobz7kYqKCjeNoowyU/y9LIru2cr4px0vaR8lXAghhBBCCCGEEPJKGjhwIA4ePAixWCx3PYM///wTxcXF2L59O4YNGwagadF6RWQPHJsvTt6R8RYWFqJnz55KfyY7OxtBQUHw8fEB0PSQWt6Cy7IFvpu/t7Oze6Z4m7O2toaamhrOnj3LJYdqampQUlKC4cOHP1EsampqvPOrqqra6pxoaWnh4sWLvG0fffQRamtrERUVBQsLC0ilUvz11184ffo0hgwZAuD/v/M+ffoAUP7Bdp8+faChoYHKykpu1ERL2dnZGDJkCG+9k+ajX+RRV1d/Ln1pwIABaGxsxB9//MH17Zba6meVlZW4fv06N8Lg1KlTUFFRkTtaSWbgwIHYt28fTE1NFSZv/Pz8EBcXh27dukFFRQVjx45VWGdxcbHC68HV1RW7du2CqqoqvLy8ADQlYb777juUlJRw67cIhUK59TDGsGDBAiQmJkIikcDKyoq338nJCWpqakhLS8PEiRMBNK3fVFlZyRt1UVBQAHd3dwQGBnJrzMjo6uq26qtff/01jh8/ju+//x5WVlbQ1taGjo5Om8epyL179+Dp6QkNDQ0kJSVxySgZRWuuKCMjIwOXL19uc52k5rKzs+Ht7Y3p06cDaEpMlJSUcNcb0JSAq6qq4sXffASfnZ0drl69iqqqKi4x3vKe0ZKdnR0OHjwIxhiXFMnOzoaOjg4vgfY8/PXXX8jJyeFG9xUXF6O6upq7p5mYmODSpUu8z+Tl5fESOc/rPkCeD5pSjBBCCCGEEEIIIa+kefPm4c6dO/D19cXZs2dRVlaGY8eOYcaMGWhsbISBgQGMjIywbds2XL58GcePH8fixYsV1mlpaQmBQIDk5GTc+cKNXgAAfcRJREFUunWLG/nQEZYsWYITJ05g/vz5yMvLQ2lpKQ4fPsz9Kl6eXr16ISEhAXl5ecjPz8e0adPk/vo6Ozsbn332GUpKSrB582YcOHAACxcu7LDYdXR0EBgYiPfeew/p6ekoKChAcHAwVFRUeNP8KBOLWCxGWloabty4gbt378ptT1NTE/b29ryXvr4+dHR0YG9vD3V1dfTq1Qve3t6YNWsWsrKykJ+fj+nTp8Pc3Bze3t5PfHxhYWFYtGgRYmNjUVZWhvPnz+Orr75CbGwsgKbvIicnB8eOHUNJSQk+/vhjnD17VmG9YrEYp0+fRkVFBW7fvv1Ev5xXxMbGBn5+fggICEBCQgLKy8tx5swZrF27FkeOHFH4WU1NTQQGBiI/Px+ZmZkICQnB5MmTW43oaM7Pzw/Gxsbw9vZGZmYmysvLIZFIEBISwpvSyc/PD+fPn8fq1asxadIkbnSQPMuWLcPu3bsRGRmJgoICFBUVIT4+njd6ZPjw4aitrUVycjKXXHFzc0NcXBy6dOnS5hReMvPmzcOePXuwd+9e6Ojo4MaNG7hx4wY36klPTw/BwcFYvHgx0tPTce7cOcyYMQMuLi547bXXADRNIzZixAh4eHhg8eLFXB23bt0C0DTCoWVfNTU15fpwy9FCzd25cwd5eXkoLCwE0PQwPy8vDzdu3ADQlKzw8PDA/fv3sXPnTty7d49rv70H+IWFhcjLy8OdO3dQU1ODvLw83iggmZ07d2Lw4MGwt7dXWB/QdA2kpqbixIkTKCoqwpw5c3Dz5k1eGXd3d3z77bfIzMzExYsXERgYyBuFNWrUKNjY2PD64NKlSxW2+8477+Dq1atYsGABfv31Vxw+fBgRERFYvHgxVFSe7+NxNTU1LFiwAKdPn8a5c+cQFBSE1157jUvAuLu7IycnB7t370ZpaSkiIiJaJWCe132APB80woUQQgghhBBCCCHPbnnNy47giXXt2hXZ2dlYsmQJPDw88OjRI1haWsLLy4tLBMTHxyMkJAT29vawtbXFl19+yT24lcfc3ByRkZEIDw/HjBkzEBAQoHBapCfRr18/ZGRkYOnSpRg2bBgYY+jRowemTJnS5me++OILzJw5E0OGDIGxsTGWLFmCe/futSr37rvvIicnB5GRkdDV1cUXX3wBT0/PDom7eSxz587FuHHjoKuri/fffx9Xr15t9Yv79mJZv349Fi9ejO3bt8Pc3FzuiB1lRUdHY+HChRg3bhweP36M4cOH4+jRo62m41LGypUrYWJigrVr1+LKlSvQ19fHwIED8eGHHwIA5syZg9zcXEyZMgUCgQC+vr5455138OOPP7ZZZ1hYGAIDA9GnTx88fPiwzbV6nkZ0dDRWrVqFd999F9euXYOxsTFee+01jBs3TuHnevbsiTfffBNjxozBnTt3MG7cOHz99dcKP6OlpYVffvkFS5YswZtvvona2lqYm5tj5MiRvBEvPXv2xKBBg3DmzBls3LhRYZ2enp5ITk7GihUr8Omnn0JNTQ29e/fG//73P66MgYEBHBwccPPmTW59puHDh0MqlbY5Eqm5LVu2AECraz46OhpBQUEAgA0bNkBFRQUTJ07Eo0eP4OnpyTsf33//PW7duoU9e/Zgz5493HZLS8tn6rsAkJSUhBkzZnDvp06dCgCIiIjA8uXLcf78eW7KupYjeMrLy7k1qeQZM2YMfvvtN+79gAEDAIA3/VVNTQ0OHjyIqKgopeL96KOPcOXKFXh6ekJLSwuzZ8/GhAkTUFPz/38/PvjgA5SXl2PcuHHQ09PDypUref1eRUUFiYmJCA4OxqBBgyAWi/Hll19yI5jkMTc3x9GjR/Hee+/B0dERhoaGCA4O5iXnYmJiMGPGjFbTez0rLS0tLFmyBNOmTcO1a9cwbNgw7Ny5k9vv6emJjz/+GO+//z7q6+sxc+ZMBAQE8EY9ybsPKPruyMslYB3diwghhBBCCCGEEPKvVF9fj/LyclhZWbV6SE7+ucRiMUJDQxEaGvrUdUgkEgQFBT3RA+T79+/D3Nwc69ev56Yj6ohYyPOzfPlyHDp0SO5IB0L+ySIiIpCRkQGJRNJhdcbExCA0NBTV1dUdVid5eZT9PxCNcCGEEEIIIYQQQgghz11ubi5+/fVXDBo0CDU1NVixYgUAPPH0XYQQ0tF+/PFHbNq06WWHQf4FKOFCCCGEEEIIIYQQQl6Izz//HMXFxVBXV4eTkxMyMzNhbGz8ssMihLzizpw587JDIP8SNKUYIYQQQgghhBBClEJTipG2VFRU4NChQzQVGCGEkH8lZf8PpPICYyKEEEIIIYQQQggh/0KytVcIIYSQVxklXAghhBBCCCGEEEIIIYQQQp4RJVwIIYQQQgghhBBCCCGEEEKeESVcCCGEEEIIIYQQQgghhBBCnhElXAghhBBCCCGEEEIIIYQQQp4RJVwIIYQQQgghhBBCCCGEEEKeESVcCCGEEEIIIYQQQgghhBBCnpHqyw6AEEIIIYQQQggh/3wOsQ4vrK2LgRdfWFvtqaiogJWVFXJzc9G/f/82y7m5uaF///7YuHHjC4utIwkEAiQmJmLChAly90skEgQFBaGiouKFxvVvExQUhOrqahw6dKjNMhKJBCNGjMDdu3ehr6//wmJ72WJiYhAaGorq6uqXHQr5G2p+j1L2vkzI80AjXAghhBBCCCGEEEI6iEQigUAgaPVQOCEhAStXrnw5QXWAqqoqjB49+mWHAaDpwaqihIQ88fHxEAgEbSaM/q7c3NwQGhrK2zZkyBBUVVVBT0/v5QT1kkyZMgUlJSUvtM21a9fC2dkZOjo6MDU1xYQJE1BcXMwrU19fj3nz5sHIyAgikQgTJ07EzZs3uf35+fnw9fWFhYUFhEIh7OzsEBUV1Wab2dnZUFVVVSpRkJCQAA8PDxgZGUEgECAvL4+3/86dO1iwYAFsbW0hFArRvXt3hISEoKamRmG99fX1CAoKgoODA1RVVeVeN0FBQRAIBK1effv2bTfu583CwgJVVVWwt7d/2aG0Iu+a7ihBQUH/uHvcvxElXAghhBBCCCGEEPLKefz48Qttz9DQEDo6Oi+0zY5kZmYGDQ2Nlx3GU6moqEBYWBiGDRv2XOpnjOGvv/56LnXLo66uDjMzMwgEghfW5rPoqGtNKBTC1NS0Q+pSVkZGBubNm4dTp04hNTUVDQ0N8PDwwP3797kyixYtwg8//IADBw4gIyMD169fx5tvvsntP3fuHExNTbFnzx4UFBRg6dKl+OCDD7Bp06ZW7VVXVyMgIAAjR45UKr779+/j9ddfx6effip3//Xr13H9+nV8/vnnuHTpEmJiYpCSkoLg4GCF9TY2NkIoFCIkJASjRo2SWyYqKgpVVVXc6+rVqzA0NMRbb72lVOzPU6dOnWBmZgZVVZrcibx4lHAhhBBCCCGEEELIv56bmxvmz5+P0NBQGBsbw9PTEwBw6dIljB49GiKRCJ07d4a/vz9u377NfS4lJQWvv/469PX1YWRkhHHjxqGsrExuGxUVFRgxYgQAwMDAAAKBAEFBQVz7zX/VLBaLsWrVKgQEBEAkEsHS0hJJSUm4desWvL29IRKJ0K9fP+Tk5PDayMrKwrBhwyAUCmFhYYGQkBDew9+WysrK4O3tjc6dO0MkEsHZ2Rk///wzr4xYLMbKlSvh6+sLbW1tmJubY/PmzbwyTzOqpKXa2lr4+flBW1sbXbp0wYYNG+SeF0WxiMViAICPjw8EAgH3vi2NjY3w8/NDZGQkrK2tW+2/e/cuAgICYGBgAC0tLYwePRqlpaUK65SNYvrxxx/h5OQEDQ0NZGVlQSqVYu3atbCysoJQKISjoyO+//57XizBwcHcfltbW4UjHYKCgpCRkYGoqChu9EBFRUWrUVQxMTHQ19dHcnIybG1toaWlhUmTJuHBgweIjY2FWCyGgYEBQkJC0NjYyNX/6NEjhIWFwdzcHNra2hg8eDAkEonCY1++fDn69++PrVu3wsLCAlpaWpg8eTJvxITsV/arV69G165dYWtrCwC4evUqJk+eDH19fRgaGsLb25ubgu6nn36CpqZmq5FhCxcuhLu7O+84mzt8+DAGDhwITU1NWFtbIzIykkt+hYWFYdy4cVzZjRs3QiAQICUlhdvWs2dP7Nixo83jTUlJQVBQEPr27QtHR0fExMSgsrIS586dAwDU1NRg586d+OKLL+Du7g4nJydER0fjxIkTOHXqFABg5syZiIqKgqurK6ytrTF9+nTMmDEDCQkJrdqbO3cupk2bBhcXF0VfA8ff3x/Lli1rMylib2+PgwcPYvz48ejRowfc3d2xevVq/PDDDwqThNra2tiyZQtmzZoFMzMzuWX09PRgZmbGvXJycnD37l3MmDGjzXr//PNP+Pr6wtzcHFpaWnBwcMB3333HKyMWi1tNvdi/f38sX76ce19aWorhw4dDU1MTffr0QWpqKq98RUVFqxE/GRkZGDRoEDQ0NNClSxeEh4c/caK0srKSuz/r6upi8uTJvNFM8kaYhIaGws3Njduv6Jo+cuQI+vXrB01NTbz22mu4dOkSV4/s2mtu48aN3D1w+fLliI2NxeHDh7m627ueyfNBCRdCCCGEEEIIIYS8EmJjY6Guro7s7Gx88803qK6uhru7OwYMGICcnBykpKTg5s2bmDx5MveZ+/fvY/HixcjJyUFaWhpUVFTg4+MDqVTaqn4LCwscPHgQAFBcXIyqqiqFD9Q3bNiAoUOHIjc3F2PHjoW/vz8CAgIwffp0nD9/Hj169EBAQAAYYwCakideXl6YOHEiLly4gH379iErKwvz589vs426ujqMGTMGaWlpyM3NhZeXF8aPH4/KykpeuXXr1sHR0RG5ubkIDw/HwoULWz3EfFaLFy9GdnY2kpKSkJqaiszMTJw/f75VOUWxnD17FgAQHR2Nqqoq7n1bVqxYAVNT0zZ/0R8UFIScnBwkJSXh5MmTYIxhzJgxaGhoaPd4wsPD8cknn6CoqAj9+vXD2rVrsXv3bnzzzTcoKCjAokWLMH36dGRkZAAApFIpunXrhgMHDqCwsBDLli3Dhx9+iP3798utPyoqCi4uLpg1axY3isDCwkJu2QcPHuDLL79EfHw8UlJSIJFI4OPjg6NHj+Lo0aP49ttvsXXrVl4CaP78+Th58iTi4+Nx4cIFvPXWW/Dy8mo34XT58mXs378fP/zwA1JSUpCbm4t33nmHVyYtLQ3FxcVITU1FcnIyGhoa4OnpCR0dHWRmZiI7OxsikQheXl54/PgxRo4cCX19fe76AZoSVPv27YOfn5/cODIzMxEQEICFCxeisLAQW7duRUxMDFavXg0AcHV1RVZWFpdkysjIgLGxMfcQ+tq1aygrK+MehitDllgyNDQE0DR6paGhgZfw6N27N7p3746TJ08qrEdWh0x0dDSuXLmCiIgIpeN5GjU1NdDV1e3w0R87d+7EqFGjYGlp2WaZ+vp6ODk54ciRI7h06RJmz54Nf39/nDlzRul2pFIp3nzzTairq+P06dP45ptvsGTJEoWfuXbtGsaMGQNnZ2fk5+djy5Yt2LlzJ1atWvVE7Xp7e+POnTvIyMhAamoqrly5gilTpihdR3vX9HvvvYf169fj7NmzMDExwfjx45W6FwFNCcbJkyfDy8uLq3vIkCFKx0Y6Do2rIoQQQgghhBBCyCuhV69e+Oyzz7j3q1atwoABA7BmzRpu265du2BhYYGSkhLY2Nhg4sSJvDp27doFExMTFBYWtlofoFOnTtxDVFNT03YXNB8zZgzmzJkDAFi2bBm2bNkCZ2dnbkqeJUuWwMXFBTdv3oSZmRnWrl0LPz8/bkRIr1698OWXX8LV1RVbtmyBpqZmqzYcHR3h6OjIvV+5ciUSExORlJTES9QMHToU4eHhAAAbGxtkZ2djw4YNeOONNxQeg7Jqa2sRGxuLvXv3ctMlRUdHo2vXrq3KKorFxMQEAKCvr9/mL+9lsrKysHPnzlbrWsiUlpYiKSkJ2dnZ3IPJuLg4WFhY4NChQ+1OjbRixQru/Dx69Ahr1qzBzz//zI1OsLa2RlZWFrZu3QpXV1eoqakhMjKS+7yVlRVOnjyJ/fv385J8Mnp6elBXV4eWlla7x9rQ0IAtW7agR48eAIBJkybh22+/xc2bNyESidCnTx+MGDEC6enpmDJlCiorKxEdHY3KykruOwgLC0NKSgqio6N510RL9fX12L17N8zNzQEAX331FcaOHYv169dzcWpra2PHjh1QV1cHAOzZswdSqRQ7duzgpkKLjo6Gvr4+JBIJPDw8MHXqVOzdu5dLjqWlpaG6urrVNSgTGRmJ8PBwBAYGcud75cqVeP/99xEREYFhw4ahtrYWubm5cHJywi+//IL33nuPG6klkUhgbm6Onj17Kjy3MlKpFKGhoRg6dCh37d+4cQPq6uqtrvXOnTvjxo0bcus5ceIE9u3bhyNHjnDbSktLER4ejszMzOc6Ddbt27excuVKzJ49u0PrvX79On788Ufs3btXYTlzc3OEhYVx7xcsWIBjx45h//79GDRokFJt/fzzz/j1119x7Ngxru+uWbNG4RpTX3/9NSwsLLBp0yYIBAL07t0b169fx5IlS7Bs2TKoqLQ/JiEtLQ0XL15EeXk5lyTZvXs3+vbti7Nnz8LZ2bndOtq7piMiIrh7SmxsLLp164bExES594eWRCIRhEIhHj161O79gjxfNMKFEEIIIYQQQgghrwQnJyfe+/z8fKSnp0MkEnGv3r17AwA3bVhpaSl8fX1hbW0NXV1dbvqWliNEnka/fv24f3fu3BkA4ODg0GrbH3/8wcUbExPDi9fT0xNSqRTl5eVy26irq0NYWBjs7Oygr68PkUiEoqKiVvG3nMLIxcUFRUVFz3yMMleuXEFDQwPvoaqenh433dSzxFJZWck7J2vWrEFtbS38/f2xfft2GBsby/1cUVERVFVVMXjwYG6bkZERbG1tufZk082JRKJWi4H/5z//4f59+fJlPHjwAG+88QYvlt27d/OmoNu8eTOcnJxgYmICkUiEbdu2dUhf0tLS4pItQFPfEYvFEIlEvG2yvnTx4kU0NjbCxsaGF29GRgYXb/Ptc+fO5erp3r07l2wBmr4fqVTKW0zewcGBS7YATX338uXL0NHR4eo0NDREfX09156fnx8kEgmuX78OoCn5NXbs2DYTl/n5+VixYgUvTtnIgQcPHkBfXx+Ojo6QSCS4ePEi1NXVMXv2bOTm5qKurg4ZGRlwdXUF0DRapnk9cXFxrdqbN28eLl26hPj4eOW+FDkuXboEb29vREREwMPDA0DTSJ5p06YhMjISNjY2cj8XFxfHiy8zM/OJ27537x7Gjh2LPn368Kbn6tu3L1evoqSFIrGxsdDX1293wfbGxkasXLkSDg4OMDQ0hEgkwrFjx57oGigqKoKFhQUvWdveFGxFRUVwcXHhrXs0dOhQ1NXV4ffff3+idpuPSOnTpw/09fU77F7Z/DgMDQ159yLyz0EjXAghhBBCCCGEEPJK0NbW5r2vq6vD+PHj5S443aVLFwDA+PHjYWlpie3bt6Nr166QSqWwt7fvkIXA1dTUuH/LHgTK2yabvqyurg5z5sxBSEhIq7q6d+8ut42wsDCkpqbi888/R8+ePSEUCjFp0qQOW8j876Br1668USyGhoYoKytDRUUFxo8fz22XnUdVVVVeckCRHTt24OHDhwD43w3A7091dXUAgCNHjvCSEQCgoaEBAIiPj0dYWBjWr18PFxcX6OjoYN26dTh9+rSSR9q2lrEJBAK525r3pU6dOuHcuXPo1KkTr5wsSdP8nOrq6j5RPPKuNScnJ7mJDNmoJWdnZ/To0QPx8fF4++23kZiYiJiYmDbbqKurQ2RkJG+BehnZaC83NzdIJBJoaGjA1dUVhoaGsLOzQ1ZWFjIyMvDuu+8CaEqeNT9eWbJTZv78+UhOTsYvv/yCbt26cdvNzMzw+PFjVFdX8xJDslFpzRUWFmLkyJGYPXs2PvroI257bW0tcnJykJuby406k0qlYIxBVVUVP/30E/773//yEoMt+1h7amtr4eXlBR0dHSQmJvL6xtGjR7lpq4RC4RPVCwCMMezatQv+/v68JJs869atQ1RUFDZu3AgHBwdoa2sjNDSUdz9SUVHhplGUUXZarZftecb+Tz4vrxpKuBBCCCGEEEIIIeSVNHDgQBw8eBBisVjuND5//vkniouLsX37dgwbNgxA0zRVisgeODZfnLwj4y0sLFR6CiQAyM7ORlBQEHx8fAA0PaSWLVTenGyB7+bv7ezsnine5qytraGmpoazZ89yyaGamhqUlJRg+PDhTxSLmpoa7/yqqqq2OidaWlq4ePEib9tHH32E2tpaREVFwcLCAlKpFH/99RdOnz7NTSkm+8779OkDQPkH23369IGGhgYqKyu5URMtyaYua77eSfPRL/Koq6s/l740YMAANDY24o8//uD6dktt9bPKykpcv36dG2Fw6tQpqKioyB2tJDNw4EDs27cPpqamCpM3fn5+iIuLQ7du3aCiooKxY8cqrLO4uFjh9eDq6opdu3ZBVVUVXl5eAJqSMN999x1KSkq49VuEQqHcehhjWLBgARITEyGRSGBlZcXb7+TkBDU1NaSlpXFTnxUXF6OyspI3WqGgoADu7u4IDAzk1piR0dXVbdVXv/76axw/fhzff/89rKysoK2tDR0dnTaPU5F79+7B09MTGhoaSEpKajX1oKI1V5SRkZGBy5cvt7lOUnPZ2dnw9vbG9OnTATQllkpKSrjrDWhKwFVVVfHibz6Cz87ODlevXkVVVRWXGG95z2jJzs4OBw8eBGOMS2RnZ2dDR0eHl0Brr46rV6/i6tWr3CiXwsJCVFdXc/GbmJjwFroHmhKXzRNciq7pU6dOcffHu3fvoqSkhLv3mZiY4MaNG7xjaDld4vO6X5AnQ1OKEUIIIYQQQggh5JU0b9483LlzB76+vjh79izKyspw7NgxzJgxA42NjTAwMICRkRG2bduGy5cv4/jx41i8eLHCOi0tLSEQCJCcnIxbt25xIx86wpIlS3DixAnMnz8feXl5KC0txeHDh3lrsbTUq1cvJCQkIC8vD/n5+Zg2bRo3yqG57OxsfPbZZygpKcHmzZtx4MABLFy4sMNi19HRQWBgIN577z2kp6ejoKAAwcHBUFFR4U3zo0wsYrEYaWlpuHHjBu7evSu3PU1NTdjb2/Ne+vr60NHRgb29PdTV1dGrVy94e3tj1qxZyMrKQn5+PqZPnw5zc3N4e3s/8fGFhYVh0aJFiI2NRVlZGc6fP4+vvvoKsbGxAJq+i5ycHBw79n/t3XtYVNX+P/D3cB+uIzdRRBAVREU0vISmICp4yYN3UxRQjmVpikrF6SKCqd1MKU3NFLD0YOUlw6SIHARSEwW8QKAE4Uk0TUBASYL1+8Mf+8vIMKCgmL1fzzPP4+y9Zq3P3rP2lmd/Zq31LfLy8vDGG2/gxIkTGut1cHDA8ePHUVhYiGvXrqn97u6Hk5MT/P39ERAQgL1796KgoAA//fQT1qxZo7K2iDoGBgYIDAxEVlYWUlJSsGjRIkybNk3juhH+/v6wtLSEn58fUlJSUFBQAKVSiUWLFqlM6eTv749Tp05h1apVmDJlijQ6SJ3ly5djx44diIiIwLlz55CTk4O4uDiV0SPDhg1DeXk54uPjpeSKl5cXdu7ciQ4dOjQ6hVedBQsW4LPPPsOuXbtgYmKCy5cv4/Lly9KoJzMzMwQHB2Pp0qU4fPgwTp48iTlz5sDDwwNPPvkkgDvTiA0fPhw+Pj5YunSpVMfVq1cB3Bm5cHdftba2lvrw3aOF6rt+/ToyMzORnZ0N4E6yJzMzU1o/5saNG/Dx8UFlZSW2bduGGzduSO039WA+OzsbmZmZuH79OsrKypCZmal2PaRt27Zh0KBBDda0Uqd79+5ITEzEjz/+iJycHDz33HO4cuWKShlvb298+umnSElJwZkzZxAYGKgyCmvkyJFwcnJS6YOvvfaaxnZfeOEFXLx4ES+++CJ+/vlnfPXVVwgPD8fSpUubtX5LXbuurq5SH/3pp58QEBAAT09PaXpBb29vpKenY8eOHTh//jzCw8MbJGA0XdORkZFISkrC2bNnERQUBEtLS2maNi8vL1y9ehXvvPMO8vPzsXHjRhw6dKhB3adPn0Zubi6uXbvGETBtRRARERERERERNcOtW7dEdna2uHXrVluHcs88PT3F4sWLG2zPy8sTEydOFAqFQsjlctGjRw8REhIiamtrhRBCJCYmChcXF6Gvry/69OkjlEqlACD27dsnhBCioKBAABAZGRlSnZGRkcLGxkbIZDIRGBiotn17e3uxbt06lVjq19tY3T/99JMYNWqUMDY2FkZGRqJPnz5i1apVjR53QUGBGD58uJDL5cLOzk5s2LBBbSwRERFi6tSpwtDQUNjY2IioqCiNsd3t8OHDwt7evtH9Qghx48YNMXPmTKmN999/XwwcOFCEhYXdUywHDhwQ3bp1Ezo6Ok22WV9gYKDw8/NT2Xb9+nUxe/ZsYWZmJuRyufD19RV5eXka6zl8+LAAIEpKSlS219bWivXr1wtnZ2ehq6srrKyshK+vr0hOThZCCFFVVSWCgoKEmZmZUCgU4vnnnxdhYWHCzc2t0Rhzc3PFk08+KeRyuQAgCgoKGrQfHR0tzMzMVGIJDw9XqVdd3bdv3xbLly8XDg4OQldXV3To0EFMnDhRnD59utFjr6v3o48+Eh07dhQGBgZiypQp4vr16422U6e4uFgEBAQIS0tLoa+vLxwdHcW8efNEWVmZSrmBAwcKAOKHH35Q2a7uOBMSEsTgwYOFXC4XpqamYuDAgeLjjz9WKePm5iZsbGyk93/88YeQyWTimWeeafQ46wBQ+4qOjpbK3Lp1S7zwwguiXbt2wtDQUEycOFEUFxernDN1dWjqu+q+P3Wio6PV1h0eHi6E+L++qu5VUFCgsW57e3u1n6uvtLRUyOXyBue8MX/88Yfw8/MTxsbGwtraWrz++usiICBApb+UlZWJ6dOnC1NTU2FnZydiYmKEm5ubdExC3LkunnrqKaGnpyecnJxEQkJCk/dlpVIpBgwYIPT09ISNjY145ZVXRHV1dYNzqcmvv/4q/vWvfwkjIyNhYmIipk6dKi5fvqxSZvny5aJ9+/bCzMxMLFmyRCxcuFB4enqqxN7YNf3111+LXr16CT09PTFw4ECRlZWlUvemTZuEnZ2dMDIyEgEBAWLVqlUq/ej333+X/n8AIA4fPqzxeOjeNPdvIJkQd03+RkRERERERESkRlVVFQoKCtClS5cG09LQ35eDgwNCQkIQEhJy33UolUoEBQWpna6sMZWVlbC1tcXatWul6YhaIxZ6cFasWIH9+/erHelA9HcWHh6O5ORkKJXKh962UqnE8OHDUVJSorIWED1amvs3ENdwISIiIiIiIiKiBy4jIwM///wzBg4ciLKyMkRGRgLAPU/fRUTU2g4dOoQNGza0dRj0GGDChYiIiIiIiIiIHor33nsPubm50NPTg7u7O1JSUmBpadnWYRHRP9xPP/3U1iHQY4JTihERERERERFRs3BKMWpMYWEh9u/fz6nAiIjosdTcv4G0HmJMRERERERERET0GKpbe4WIiOifjAkXIiIiIiIiIiIiIiKiFmLChYiIiIiIiIiIiIiIqIWYcCEiIiIiIiIiIiIiImohJlyIiIiIiIiIiIiIiIhaiAkXIiIiIiIiIiIiIiKiFmLChYiIiIiIiIjoPhUWFkImkyEzM1NjOS8vL4SEhDyUmB4EmUyG/fv3N7pfqVTCwcHhocXzuAoKCsKECRM0llEqlZDJZCgtLX0oMT0qYmJioFAo2joMomZ7kNdqU/fkv/v/OX9nTLgQERERERERUYvl9HB5aK9HWWMP2Pbu3YuVK1e2TVCtoLi4GGPGjGnrMAA0/aBRnbi4OMhksiaTGY8adQ9NBw8ejOLiYpiZmbVNUG1k+vTpyMvLe6htrlmzBgMGDICJiQmsra0xYcIE5ObmqpSpqqrCggULYGFhAWNjY0yePBlXrlyR9mdlZWHGjBmws7ODXC6Hi4sLoqKiGm0zLS0NOjo66Nu3b5Px7d27Fz4+PrCwsFCb+L1+/TpefPFFODs7Qy6Xo3Pnzli0aBHKyso01ltVVYWgoCC4urpCR0dH7XUTFBQEmUzW4NWrV69G631QSTMm4xpqq/9zVqxY0ay++zhjwoWIiIiIiIiI/nFu3779UNszNzeHiYnJQ22zNdnY2EBfX7+tw7gvhYWFCA0NxdChQx9I/UII/PXXXw+kbnX09PRgY2MDmUz20Npsida61uRyOaytrVulruZKTk7GggULcOzYMSQmJqK6uho+Pj6orKyUyixZsgRff/01vvjiCyQnJ+PSpUuYNGmStP/kyZOwtrbGZ599hnPnzuG1117Df/7zH2zYsKFBe6WlpQgICMCIESOaFV9lZSWeeuopvP3222r3X7p0CZcuXcJ7772Hs2fPIiYmBgkJCQgODtZYb01NDeRyORYtWoSRI0eqLRMVFYXi4mLpdfHiRZibm2Pq1KnNip0erL/7/zl/Z0y4EBEREREREdFjz8vLCwsXLkRISAgsLS3h6+sLADh79izGjBkDY2NjtG/fHrNnz8a1a9ekzyUkJOCpp56CQqGAhYUFnn76aeTn56tto7CwEMOHDwcAtGvXDjKZDEFBQVL79UcqODg44M0330RAQACMjY1hb2+PAwcO4OrVq/Dz84OxsTH69OmD9PR0lTZSU1MxdOhQyOVy2NnZYdGiRSoPf++Wn58PPz8/tG/fHsbGxhgwYAC+//57lTIODg5YuXIlZsyYASMjI9ja2mLjxo0qZe5nVMndysvL4e/vDyMjI3To0AHr1q1Te140xVI3bdnEiRMhk8manMaspqYG/v7+iIiIgKOjY4P9JSUlCAgIQLt27WBoaIgxY8bg/PnzGuusG8V06NAhuLu7Q19fH6mpqaitrcWaNWvQpUsXyOVyuLm54csvv1SJJTg4WNrv7OyscaRDUFAQkpOTERUVJY0eKCwsbDCKqu7X/fHx8XB2doahoSGmTJmCmzdvIjY2Fg4ODmjXrh0WLVqEmpoaqf4///wToaGhsLW1hZGREQYNGgSlUqnx2Ot+vb5lyxbY2dnB0NAQ06ZNUxkxUTct2qpVq9CxY0c4OzsDAC5evIhp06ZBoVDA3Nwcfn5+KCwsBAB89913MDAwaDAybPHixfD29lY5zvq++uorPPHEEzAwMICjoyMiIiKk5FdoaCiefvppqez69eshk8mQkJAgbevWrRs++eSTRo83ISEBQUFB6NWrF9zc3BATE4OioiKcPHkSAFBWVoZt27bh/fffh7e3N9zd3REdHY0ff/wRx44dAwDMnTsXUVFR8PT0hKOjI2bNmoU5c+Zg7969DdqbP38+Zs6cCQ8PD01fg2T27NlYvnx5o0mR3r17Y8+ePRg/fjy6du0Kb29vrFq1Cl9//bXGJKGRkRE2bdqEefPmwcbGRm0ZMzMz2NjYSK/09HSUlJRgzpw5assrlUrMmTMHZWVlUn9esWIFAM19saqqCr169cKzzz4r1ZWfnw8TExNs375dY73N8b///Q8zZsyAubk5jIyM0L9/fxw/flxqp6n7559//olXXnkFdnZ20NfXR7du3bBt2zaVMidPnkT//v1haGiIwYMHNxglpakfA8D58+cxbNgwGBgYoGfPnkhMTGzyuNTdW1evXo25c+fCxMQEnTt3xscffyztr5seMy4uDoMHD4aBgQF69+6N5ORkqYy6a3D//v1S8jcmJgYRERHIysqSvouYmJgmY33cMOFCRERERERERP8IsbGx0NPTQ1paGjZv3ozS0lJ4e3ujX79+SE9PR0JCAq5cuYJp06ZJn6msrMTSpUuRnp6OpKQkaGlpYeLEiaitrW1Qv52dHfbs2QMAyM3NRXFxscYH6uvWrcOQIUOQkZGBcePGYfbs2QgICMCsWbNw6tQpdO3aFQEBARBCALjz8G/06NGYPHkyTp8+jd27dyM1NRULFy5stI2KigqMHTsWSUlJyMjIwOjRozF+/HgUFRWplHv33Xfh5uaGjIwMhIWFYfHixc16qHcvli5dirS0NBw4cACJiYlISUnBqVOnGpTTFMuJEycAANHR0SguLpbeNyYyMhLW1taN/qI/KCgI6enpOHDgAI4ePQohBMaOHYvq6uomjycsLAxvvfUWcnJy0KdPH6xZswY7duzA5s2bce7cOSxZsgSzZs2SHljW1taiU6dO+OKLL5CdnY3ly5fj1Vdfxeeff662/qioKHh4eGDevHnSKAI7Ozu1ZW/evIkPPvgAcXFxSEhIgFKpxMSJE/HNN9/gm2++waeffootW7aoJIAWLlyIo0ePIi4uDqdPn8bUqVMxevToJhNOFy5cwOeff46vv/4aCQkJyMjIwAsvvKBSJikpCbm5uUhMTER8fDyqq6vh6+sLExMTpKSkIC0tDcbGxhg9ejRu376NESNGQKFQSNcPcCdBtXv3bvj7+6uNIyUlBQEBAVi8eDGys7OxZcsWxMTEYNWqVQAAT09PpKamSkmm5ORkWFpaSg/yf/vtN+Tn58PLy0vj8dZXl1gyNzcHcOdBenV1tUrCo0ePHujcuTOOHj2qsZ66OupER0fjl19+QXh4eLPjuR9lZWUwNTWFjo5Oq9a7bds2jBw5Evb29mr3Dx48GOvXr4epqanUn0NDQwFo7osGBgbYuXMnYmNj8dVXX6GmpgazZs3CqFGjMHfuXI31NqWiogKenp747bffcODAAWRlZeHll1+W7u/NuX8GBATgv//9Lz744APk5ORgy5YtMDY2Vmnntddew9q1a5Geng4dHR3MnTtX2tdUP66trcWkSZOgp6eH48ePY/PmzXjllVea/8XUs3btWvTv31+6Zp9//vkGyZ+XXnoJy5YtQ0ZGBjw8PDB+/Hj88ccfzap/+vTpWLZsGXr16iV9F9OnT7+vWP/WBBERERERERFRM9y6dUtkZ2eLW7duNdiX7dzjob3uh6enp+jXr5/KtpUrVwofHx+VbRcvXhQARG5urtp6rl69KgCIM2fOCCGEKCgoEABERkaGEEKIw4cPCwCipKSkQfuLFy+W3tvb24tZs2ZJ74uLiwUA8cYbb0jbjh49KgCI4uJiIYQQwcHB4tlnn1WpNyUlRWhpaan9ThrTq1cv8eGHH6rEMnr0aJUy06dPF2PGjJHeAxD79u1rtM7Dhw8Le3v7RvffuHFD6Orqii+++ELaVlpaKgwNDRucl5bGUiclJUXY2tqKq1evCiGECAwMFH5+ftL+vLw8AUCkpaVJ265duybkcrn4/PPPG6237jvev3+/tK2qqkoYGhqKH3/8UaVscHCwmDFjRqN1LViwQEyePFl6f3eMd/eb+u3X9bHo6GgBQFy4cEEq89xzzwlDQ0NRXl4ubfP19RXPPfecEEKIX3/9VWhra4vffvtNpe4RI0aI//znP43GGx4eLrS1tcX//vc/aduhQ4eElpaW1E8DAwNF+/btxZ9//imV+fTTT4Wzs7Oora2Vtv35559CLpeLb7/9VgghxOLFi4W3t7e0/9tvvxX6+voqx2lmZqYS6+rVq1Xi+/TTT0WHDh2EEEKUlJQILS0tceLECVFbWyvMzc3FmjVrxKBBg4QQQnz22WfC1ta20WO9W01NjRg3bpwYMmSItG3nzp1CT0+vQdkBAwaIl19+WW09aWlpQkdHRzpuIe70RWtra+m+Ex4eLtzc3Jod2933ocZcvXpVdO7cWbz66qvNrvvuPqnOb7/9JrS1tcXu3bs1lrv7OxSi+X3xnXfeEZaWlmLhwoWiQ4cO4tq1axrrbY4tW7YIExMT8ccffzT7M/Xvn7m5uQKASExMVFu27lr9/vvvpW0HDx4UAKR7dlP9+NtvvxU6Ojoq5+fQoUNN3geb+j+ntrZWWFtbi02bNgkh/q8PvfXWW1KZ6upq0alTJ/H2228LIdSf53379on6KYZ77bt/J5r+BqqPI1yIiIiIiIiI6B/B3d1d5X1WVhYOHz4MY2Nj6dWjRw8AkKYNO3/+PGbMmAFHR0eYmppKU1jdPULkfvTp00f6d/v27QEArq6uDbb9/vvvUrwxMTEq8fr6+qK2thYFBQVq26ioqEBoaChcXFygUChgbGyMnJycBvHfPYWRh4cHcnJyWnyMdX755RdUV1dj4MCB0jYzMzNpuqmWxFJUVKRyTlavXo3y8nLMnj0bW7duhaWlpdrP5eTkQEdHB4MGDZK2WVhYwNnZWWqvbro5Y2PjBouB9+/fX/r3hQsXcPPmTYwaNUollh07dqhMQbdx40a4u7vDysoKxsbG+Pjjj1ulLxkaGqJr167S+/bt28PBwUHll/bt27eX+tKZM2dQU1MDJycnlXiTk5OleOtvnz9/vlRP586dYWtrK7338PBAbW2tyi/lXV1doaenJ73PysrChQsXYGJiItVpbm6OqqoqqT1/f38olUpcunQJALBz506MGzeu0cXQs7KyEBkZqRJn3WigmzdvQqFQwM3NDUqlEmfOnIGenh6effZZZGRkoKKiAsnJyfD09ARwZ5RB/Xp27tzZoL0FCxbg7NmziIuLa96XosbZs2fh5+eH8PBw+Pj4ALgzkmfmzJmIiIiAk5OT2s/t3LlTJb6UlJR7bvvGjRsYN24cevbsqTLlVq9evaR6x4wZc1/HFRsbC4VCgQkTJtzzZ5vTFwFg2bJlcHJywoYNG7B9+3ZYWFjcV6z1ZWZmol+/fg1GG9Vp6v6ZmZkJbW1tqR81pv69vkOHDgBU7+ua+nFOTg7s7OzQsWNHqY7mTjmnKQ6ZTAYbGxspDnV16+jooH///q36f8E/QeuOHSMiIiIiIiIiekQZGRmpvK+oqMD48ePVLjhd91Bs/PjxsLe3x9atW9GxY0fU1taid+/erbIQuK6urvTvujnw1W2rP73Nc889h0WLFjWoq3PnzmrbCA0NRWJiIt577z1069YNcrkcU6ZMabWFzB8FHTt2RGZmpvTe3Nwc+fn5KCwsxPjx46XtdedRR0enwTQ6jfnkk09w69YtAKrfDaDanyoqKgAABw8eVElGAIC+vj4AIC4uDqGhoVi7di08PDxgYmKCd999V1ovoiXujk0mk6ndVr8vaWtr4+TJk9DW1lYpV5ekqX9OTU1N7ykeddeau7u72kSGlZUVAGDAgAHo2rUr4uLi8Pzzz2Pfvn0a13+oqKhARESEygL1dQwMDADcWcdCqVRCX18fnp6eMDc3h4uLC1JTU5GcnIxly5YBuJM8q3+8dcnOOgsXLkR8fDyOHDmCTp06SdttbGxw+/ZtlJaWqiSGrly50mDtk+zsbIwYMQLPPvssXn/9dWl7eXk50tPTkZGRIU0PWFtbCyEEdHR08N133+Ff//qXSmLw7j7WlPLycowePRomJibYt2+fSt/45ptvpCn05HL5PdULAEIIbN++HbNnz1ZJsjVXc/oicCdBkZeXB21tbZw/fx6jR4++57bu1tTxNnX/bO75auq+3lQ/bi2a7gnNoaWlJU1xWac50y/+0zDhQkRERERERET/SE888QT27NkDBwcHtesZ/PHHH8jNzcXWrVsxdOhQAHcWrdek7oFj/cXJWzPe7OxsdOvWrdmfSUtLQ1BQECZOnAjgzsO9uoXK66tb4Lv+excXlxbFW5+joyN0dXVx4sQJKTlUVlaGvLw8DBs27J5i0dXVVTm/Ojo6Dc6JoaEhzpw5o7Lt9ddfR3l5OaKiomBnZ4fa2lr89ddfOH78OAYPHgzg/77znj17Amj+g+2ePXtCX18fRUVFjf7aPS0tDYMHD1ZZ76T+L/jV0dPTeyB9qV+/fqipqcHvv/8u9e27NdbPioqKcOnSJekX98eOHYOWlpba0Up1nnjiCezevRvW1tYakzf+/v7YuXMnOnXqBC0tLYwbN05jnbm5uRqvB09PT2zfvh06OjrSA3ovLy/897//RV5enrR+i1wuV1uPEAIvvvgi9u3bB6VSiS5duqjsd3d3h66uLpKSkjB58mQAd9ZvKioqUhkpcO7cOXh7eyMwMFBam6OOqalpg7760Ucf4YcffsCXX36JLl26wMjICCYmJo0epyY3btyAr68v9PX1ceDAgQYP8Rtbc6W5kpOTceHChUbXSapPXX9uTl8EgLlz58LV1RXBwcGYN28eRo4cKd0X7vc66dOnDz755BNcv35d7SiXpu6frq6uqK2tRXJysso6PveiqX7s4uKCixcvori4WPohwN33yNZ07Ngx6Z78119/4eTJk1Ii0MrKCuXl5aisrJSSqvUTlcCDu2f9nXBKMSIiIiIiIiL6R1qwYAGuX7+OGTNm4MSJE8jPz8e3336LOXPmoKamBu3atYOFhQU+/vhjXLhwAT/88AOWLl2qsU57e3vIZDLEx8fj6tWr0siH1vDKK6/gxx9/xMKFC5GZmYnz58/jq6++kh6GqdO9e3fs3bsXmZmZyMrKwsyZM9X+ojktLQ3vvPMO8vLysHHjRnzxxRdYvHhxq8VuYmKCwMBAvPTSSzh8+DDOnTuH4OBgaGlpSb/4bm4sDg4OSEpKwuXLl1FSUqK2PQMDA/Tu3VvlpVAoYGJigt69e0NPTw/du3eHn58f5s2bh9TUVGRlZWHWrFmwtbWFn5/fPR9faGgolixZgtjYWOTn5+PUqVP48MMPERsbC+DOd5Geno5vv/0WeXl5eOONN3DixAmN9To4OOD48eMoLCzEtWvX7unX6Jo4OTnB398fAQEB2Lt3LwoKCvDTTz9hzZo1OHjwoMbPGhgYIDAwEFlZWUhJScGiRYswbdq0BiM66vP394elpSX8/PyQkpKCgoICKJVKLFq0CP/73/9Uyp06dQqrVq3ClClTpNFB6ixfvhw7duxAREQEzp07h5ycHMTFxamMHhk2bBjKy8sRHx8vJVe8vLywc+dOdOjQodEpvOosWLAAn332GXbt2gUTExNcvnwZly9flkY9mZmZITg4GEuXLsXhw4dx8uRJzJkzBx4eHnjyyScB3JlGbPjw4fDx8cHSpUulOq5evQrgzqiBu/uqtbW11IfvHi1U3/Xr15GZmYns7GwAd5I9mZmZuHz5MoA7yRYfHx9UVlZi27ZtuHHjhtR+Uw/Fs7OzkZmZievXr6OsrAyZmZkNHq4DwLZt2zBo0CD07t1bY33Anf5cUVGBpKQkXLt2DTdv3mxWX9y4cSOOHj2K2NhY+Pv7Y8KECfD395dGmqirtzlmzJgBGxsbTJgwAWlpafjll1+wZ88eHD16FEDT908HBwcEBgZi7ty52L9/v9SvP//882a1DzTdj0eOHAknJyeVa+61115rdv33auPGjdi3bx9+/vlnLFiwACUlJZg7dy4AYNCgQTA0NMSrr76K/Px87Nq1q8EoNAcHBxQUFCAzMxPXrl3Dn3/++cBifWQ9hPVkiIiIiIiIiOgx0NwFYx9F6hYfF+LOYtUTJ04UCoVCyOVy0aNHDxESEiIt7p2YmChcXFyEvr6+6NOnj1AqlSqLFatbrDoyMlLY2NgImUwmAgMD1bZvb28v1q1bpxIL7loEWV3dP/30kxg1apQwNjYWRkZGok+fPmLVqlWNHndBQYEYPny4kMvlws7OTmzYsEFtLBEREWLq1KnC0NBQ2NjYiKioKI2x3e3w4cPC3t6+0f1CCHHjxg0xc+ZMqY33339fDBw4UISFhd1TLAcOHBDdunUTOjo6TbZZn7rFv69fvy5mz54tzMzMhFwuF76+viIvL09jPXcvWl+ntrZWrF+/Xjg7OwtdXV1hZWUlfH19RXJyshBCiKqqKhEUFCTMzMyEQqEQzz//vAgLC1NZYPruGHNzc8WTTz4p5HK5ACAKCgoatK9uIWt1C1ffXfft27fF8uXLhYODg9DV1RUdOnQQEydOFKdPn2702Ovq/eijj0THjh2FgYGBmDJlirh+/Xqj7dQpLi4WAQEBwtLSUujr6wtHR0cxb948UVZWplJu4MCBAoD44YcfVLarO86EhAQxePBgIZfLhampqRg4cKD4+OOPVcq4ubkJGxsb6f0ff/whZDKZeOaZZxo9zjoA1L6io6OlMrdu3RIvvPCCaNeunTA0NBQTJ04UxcXFKudMXR2a+m5zFx6Pjo5WW3d4eLgQ4v/6qrpXQUGBxrrt7e3Vfq6+0tJSIZfLG5xzTebPny8sLCxU4tTUF3NycoRcLhe7du2S6igpKRF2dnbi5Zdf1lhveHh4k/eIwsJCMXnyZGFqaioMDQ1F//79xfHjx4UQzbt/3rp1SyxZskR06NBB6OnpiW7duont27cLIdTfKzIyMhqc/6b6cW5urnjqqaeEnp6ecHJyEgkJCU3ek5vzf46bm5t0rur+v9m1a5cYOHCg0NPTEz179mxwHe7bt09069ZNyOVy8fTTT4uPP/5YpV9UVVWJyZMnC4VC0eBa+btr7t9AMiHumniNiIiIiIiIiEiNqqoqFBQUoEuXLq0+tzy1HQcHB4SEhCAkJOS+61AqlQgKClI7XVljKisrYWtri7Vr10rTEbVGLPTgrFixAvv371c70oHoURMYGAiZTKZxLSC6o7CwEF26dEFGRgb69u3b1uE8kpr7NxDXcCEiIiIiIiIiogcuIyMDP//8MwYOHIiysjJERkYCwD1P30VE1BQhBJRKZZPrbhG1NiZciIiIiIiIiIjooXjvvfeQm5sLPT09uLu7IyUlBZaWlm0dFhE9ZmQyGX799de2DoP+gTilGBERERERERE1C6cUo8YUFhZi//79nAqMiIgeS839G0jrIcZERERERERERESPobq1V4iIiP7JmHAhIiIiIiIiIiIiIiJqISZciIiIiIiIiIiIiIiIWogJFyIiIiIiIiIiIiIiohZiwoWIiIiIiIiIiIiIiKiFmHAhIiIiIiIiIiIiIiJqISZciIiIiIiIiIjuU2FhIWQyGTIzMzWW8/LyQkhIyEOJ6UGQyWTYv39/o/uVSiUcHBweWjyPq6CgIEyYMEFjGaVSCZlMhtLS0ocS06MiJiYGCoWircOgx0hz799E90KnrQMgIiIiIiIior+/jfN/eGhtLdjs/dDauldKpRLDhw9HSUmJysPhvXv3QldXt+0Ca6Hi4mK0a9eurcMAcCf5s2/fviYTE/XFxcVhxowZ8PPz05g4etR4eXmhb9++WL9+vbRt8ODBKC4uhpmZWdsF1gamT5+OsWPHPtQ216xZg7179+Lnn3+GXC7H4MGD8fbbb8PZ2VkqU1VVhWXLliEuLg5//vknfH198dFHH6F9+/YAgKysLLz11ltITU3FtWvX4ODggPnz52Px4sVq20xLS4Onpyd69+7dZCJg79692Lx5M06ePInr168jIyMDffv2lfZfv34d4eHh+O6771BUVAQrKytMmDABK1eu1Nh/qqqqMH/+fJw8eRI5OTl4+umnG1w3QUFBiI2NbfDZnj174ty5c2rrjYmJQUhISKsnC++3Xjs7OxQXF8PS0rJV42kOBwcHhISE/K0T8aQeR7gQERERERER0T/O7du3H2p75ubmMDExeahttiYbGxvo6+u3dRj3pbCwEKGhoRg6dOgDqV8Igb/++uuB1K2Onp4ebGxsIJPJHlqbLdFa15pcLoe1tXWr1NVcycnJWLBgAY4dO4bExERUV1fDx8cHlZWVUpklS5bg66+/xhdffIHk5GRcunQJkyZNkvafPHkS1tbW+Oyzz3Du3Dm89tpr+M9//oMNGzY0aK+0tBQBAQEYMWJEs+KrrKzEU089hbffflvt/kuXLuHSpUt47733cPbsWcTExCAhIQHBwcEa662pqYFcLseiRYswcuRItWWioqJQXFwsvS5evAhzc3NMnTq1WbE/CrS1tWFjYwMdHY5JoNbDhAsRERERERERPfa8vLywcOFChISEwNLSEr6+vgCAs2fPYsyYMTA2Nkb79u0xe/ZsXLt2TfpcQkICnnrqKSgUClhYWODpp59Gfn6+2jYKCwsxfPhwAEC7du0gk8kQFBQktV//l8wODg548803ERAQAGNjY9jb2+PAgQO4evUq/Pz8YGxsjD59+iA9PV2ljdTUVAwdOhRyuRx2dnZYtGiRysPfu+Xn58PPzw/t27eHsbExBgwYgO+//16ljIODA1auXIkZM2bAyMgItra22Lhxo0qZpqYUa47y8nL4+/vDyMgIHTp0wLp169SeF02x1E1bNnHiRMhksianMaupqYG/vz8iIiLg6OjYYH9JSQkCAgLQrl07GBoaYsyYMTh//rzGOuum9Dp06BDc3d2hr6+P1NRU1NbWYs2aNejSpQvkcjnc3Nzw5ZdfqsQSHBws7Xd2dkZUVFSj7QQFBSE5ORlRUVGQyWSQyWQoLCxsMKVY3VRb8fHxcHZ2hqGhIaZMmYKbN28iNjYWDg4OaNeuHRYtWoSamhqp/j///BOhoaGwtbWFkZERBg0aBKVSqfHYV6xYgb59+2LLli2ws7ODoaEhpk2bhrKyMpW4J0yYgFWrVqFjx47SaJCLFy9i2rRpUCgUMDc3h5+fHwoLCwEA3333HQwMDBqMUFi8eDG8vb1VjrO+r776Ck888QQMDAzg6OiIiIgIKfkVGhqKp59+Wiq7fv16yGQyJCQkSNu6deuGTz75pNHjTUhIQFBQEHr16gU3NzfExMSgqKgIJ0+eBACUlZVh27ZteP/99+Ht7Q13d3dER0fjxx9/xLFjxwAAc+fORVRUFDw9PeHo6IhZs2Zhzpw52Lt3b4P25s+fj5kzZ8LDw0PT1yCZPXs2li9f3mhSpHfv3tizZw/Gjx+Prl27wtvbG6tWrcLXX3+tMUloZGSETZs2Yd68ebCxsVFbxszMDDY2NtIrPT0dJSUlmDNnjtrySqUSc+bMQVlZmdSfV6xYAUBzX6yqqkKvXr3w7LPPSnXl5+fDxMQE27dv11hvU+6eUqzu2kpKSkL//v1haGiIwYMHIzc3V/pMc64BdVNITpgwQeX/g19//RVLliyRYqbHBxMuRERERERERPSPEBsbCz09PaSlpWHz5s0oLS2Ft7c3+vXrh/T0dCQkJODKlSuYNm2a9JnKykosXboU6enpSEpKgpaWFiZOnIja2toG9dvZ2WHPnj0AgNzcXBQXF2t8oL5u3ToMGTIEGRkZGDduHGbPno2AgADMmjULp06dQteuXREQEAAhBIA7DxlHjx6NyZMn4/Tp09i9ezdSU1OxcOHCRtuoqKjA2LFjkZSUhIyMDIwePRrjx49HUVGRSrl3330Xbm5uyMjIQFhYGBYvXozExMR7Or9NWbp0KdLS0nDgwAEkJiYiJSUFp06dalBOUywnTpwAAERHR6O4uFh635jIyEhYW1s3+ov+oKAgpKen48CBAzh69CiEEBg7diyqq6ubPJ6wsDC89dZbyMnJQZ8+fbBmzRrs2LEDmzdvxrlz57BkyRLMmjULycnJAIDa2lp06tQJX3zxBbKzs7F8+XK8+uqr+Pzzz9XWHxUVBQ8PD8ybN08aRWBnZ6e27M2bN/HBBx8gLi4OCQkJUCqVmDhxIr755ht88803+PTTT7FlyxaVBNDChQtx9OhRxMXF4fTp05g6dSpGjx7dZMLpwoUL+Pzzz/H1118jISEBGRkZeOGFF1TKJCUlITc3F4mJiYiPj0d1dTV8fX1hYmKClJQUpKWlwdjYGKNHj8bt27cxYsQIKBQK6foB7iSodu/eDX9/f7VxpKSkICAgAIsXL0Z2dja2bNmCmJgYrFq1CgDg6emJ1NRUKcmUnJwMS0tL6UH+b7/9hvz8fHh5eWk83vrqHqqbm5sDuDN6pbq6WiXh0aNHD3Tu3BlHjx7VWE9dHXWio6Pxyy+/IDw8vNnx3I+ysjKYmpq2+qiObdu2YeTIkbC3t1e7f/DgwVi/fj1MTU2l/hwaGgpAc180MDDAzp07ERsbi6+++go1NTWYNWsWRo0ahblz52qs93699tprWLt2LdLT06Gjo4O5c+eq7G/ONaDJ3r170alTJ0RGRkox0+OD46WIiIiIiIiI6B+he/fueOedd6T3b775Jvr164fVq1dL27Zv3w47Ozvk5eXByckJkydPVqlj+/btsLKyQnZ2Nnr37q2yT1tbW3qIam1t3eQC32PHjsVzzz0HAFi+fDk2bdqEAQMGSFPyvPLKK/Dw8MCVK1dgY2ODNWvWwN/fX/rldPfu3fHBBx/A09MTmzZtgoGBQYM23Nzc4ObmJr1fuXIl9u3bhwMHDqgkaoYMGYKwsDAAgJOTE9LS0rBu3TqMGjVK4zE0V3l5OWJjY7Fr1y5puqTo6Gh07NixQVlNsVhZWQEAFApFo7+8r5Oamopt27Y1ug7G+fPnceDAAaSlpWHw4MEAgJ07d8LOzg779+9vcmqkyMhI6fz8+eefWL16Nb7//ntpdIKjoyNSU1OxZcsWeHp6QldXFxEREdLnu3TpgqNHj+Lzzz9XSfLVMTMzg56eHgwNDZs81urqamzatAldu3YFAEyZMgWffvoprly5AmNjY/Ts2RPDhw/H4cOHMX36dBQVFSE6OhpFRUXSdxAaGoqEhARER0erXBN3q6qqwo4dO2BrawsA+PDDDzFu3DisXbtWitPIyAiffPIJ9PT0AACfffYZamtr8cknn0i/5o+OjoZCoYBSqYSPjw+eeeYZ7Nq1S0qOJSUlobS0tME1WCciIgJhYWEIDAyUzvfKlSvx8ssvIzw8HEOHDkV5eTkyMjLg7u6OI0eO4KWXXpJGaimVStja2qJbt24az22d2tpahISEYMiQIdK1f/nyZejp6TW41tu3b4/Lly+rrefHH3/E7t27cfDgQWnb+fPnERYWhpSUlAc6vdW1a9ewcuVKldEireHSpUs4dOgQdu3a1WgZPT09mJmZQSaTqfTn5vTFvn374s0338S///1vPPPMM/j1118RHx+vsd6WWLVqFTw9PQHcSayOGzcOVVVV0j22OdeAJubm5tDW1oaJiUmrxUyPDo5wISIiIiIiIqJ/BHd3d5X3WVlZOHz4MIyNjaVXjx49AECaNuz8+fOYMWMGHB0dYWpqKk1hdfcIkfvRp08f6d91C2y7uro22Pb7779L8cbExKjE6+vri9raWhQUFKhto6KiAqGhoXBxcYFCoYCxsTFycnIaxH/3FEYeHh7Iyclp8THW+eWXX1BdXY2BAwdK28zMzFQWH7/fWIqKilTOyerVq1FeXo7Zs2dj69atjS6InZOTAx0dHQwaNEjaZmFhAWdnZ6m9uunmjI2N0atXL5XP9+/fX/r3hQsXcPPmTYwaNUollh07dqhMQbdx40a4u7vDysoKxsbG+Pjjj1ulLxkaGkrJFuBO33FwcICxsbHKtrq+dObMGdTU1MDJyUkl3uTkZCne+tvnz58v1dO5c2fpQTNw5/upra1VmXbJ1dVVSrYAd/ruhQsXYGJiItVpbm6OqqoqqT1/f38olUpcunQJwJ3k17hx4xpNXGZlZSEyMlIlzrrRQDdv3oRCoYCbmxuUSiXOnDkDPT09PPvss8jIyEBFRQWSk5Olh+opKSkq9ezcubNBewsWLMDZs2cRFxfXvC9FjbNnz8LPzw/h4eHw8fEBcGckz8yZMxEREQEnJye1n9u5c6dKfCkpKffc9o0bNzBu3Dj07NlTZcqtXr16SfWOGTPmvo4rNjYWCoUCEyZMuOfPNqcvAsCyZcvg5OSEDRs2YPv27bCwsLivWJuj/r25Q4cOAP7vPgw07xqgfy6OcCEiIiIiIiKifwQjIyOV9xUVFRg/frzaBafrHrKNHz8e9vb22Lp1Kzp27Ija2lr07t27VRYC19XVlf5d96t/ddvqpi+rqKjAc889h0WLFjWoq3PnzmrbCA0NRWJiIt577z1069YNcrkcU6ZMabWFzB8FHTt2VBnFYm5ujvz8fBQWFmL8+PHS9rrzqKOj0+wHo5988glu3boFQPW7AVT7U0VFBQDg4MGDKg9iAUBfXx8AEBcXh9DQUKxduxYeHh4wMTHBu+++i+PHjzfzSBt3d2wymUzttvp9SVtbGydPnoS2trZKubokTf1zampqek/xqLvW3N3d1SYy6kYtDRgwAF27dkVcXByef/557Nu3DzExMY22UVFRgYiICJUF6uvUjUTw8vKCUqmEvr4+PD09YW5uDhcXF6SmpiI5ORnLli0DcCd5Vv9465KddRYuXIj4+HgcOXIEnTp1krbb2Njg9u3bKC0tVUkM1Y1Kqy87OxsjRozAs88+i9dff13aXl5ejvT0dGRkZEijzmprayGEgI6ODr777jv861//UkkM3t3HmlJeXo7Ro0fDxMQE+/btU+kb33zzjTSFnlwuv6d6AUAIge3bt2P27NkqSbbmak5fBO4kPPLy8qCtrY3z589j9OjR99xWc2m6DzeHlpaWNBVkneZMU0iPByZciIiIiIiIiOgf6YknnsCePXvg4OCgdhqfP/74A7m5udi6dSuGDh0K4M40VZrUPXCsvzh5a8abnZ3d7CmQACAtLQ1BQUGYOHEigDsPN+sWKq+vboHv+u9dXFxaFG99jo6O0NXVxYkTJ6TkUFlZGfLy8jBs2LB7ikVXV1fl/Oro6DQ4J4aGhjhz5ozKttdffx3l5eWIioqCnZ0damtr8ddff+H48ePSlGJ133nPnj0BNP/Bds+ePaGvr4+ioiJp1MTd6qYuq7/WQ/1f8Kujp6f3QPpSv379UFNTg99//13q23drrJ8VFRXh0qVL0vRPx44dg5aWltrRSnWeeOIJ7N69G9bW1hqTN/7+/ti5cyc6deoELS0tjBs3TmOdubm5Gq8HT09PbN++HTo6OtIDei8vL/z3v/9FXl6etH6LXC5XW48QAi+++CL27dsHpVKJLl26qOx3d3eHrq4ukpKSpKnPcnNzUVRUpDJS69y5c/D29kZgYKC0xkwdU1PTBn31o48+wg8//IAvv/wSXbp0gZGREUxMTBo9Tk1u3LgBX19f6Ovr48CBAw2mHmxszZXmSk5OxoULFxpdJ6k+df25OX0RAObOnQtXV1cEBwdj3rx5GDlypHRfeFDXSWOaugasrKxU1mWpqanB2bNnMXz4cGnbw46ZHh5OKUZERERERERE/0gLFizA9evXMWPGDJw4cQL5+fn49ttvMWfOHNTU1KBdu3awsLDAxx9/jAsXLuCHH37A0qVLNdZpb28PmUyG+Ph4XL16VRr50BpeeeUV/Pjjj1i4cCEyMzNx/vx5fPXVVyprsdyte/fu2Lt3LzIzM5GVlYWZM2eq/aV2Wloa3nnnHeTl5WHjxo344osvsHjx4laL3cTEBIGBgXjppZdw+PBhnDt3DsHBwdDS0pJ+Qd7cWBwcHJCUlITLly+jpKREbXsGBgbo3bu3ykuhUMDExAS9e/eGnp4eunfvDj8/P8ybNw+pqanIysrCrFmzYGtrCz8/v3s+vtDQUCxZsgSxsbHIz8/HqVOn8OGHHyI2NhbAne8iPT0d3377LfLy8vDGG2/gxIkTGut1cHDA8ePHUVhYiGvXrt3Tr+w1cXJygr+/PwICArB3714UFBTgp59+wpo1a1TWFlHHwMAAgYGByMrKQkpKChYtWoRp06ZpXIvC398flpaW8PPzQ0pKCgoKCqBUKrFo0SL873//Uyl36tQprFq1ClOmTJFGB6mzfPly7NixAxERETh37hxycnIQFxenMnpk2LBhKC8vR3x8vJRc8fLyws6dO9GhQ4dGp/Cqs2DBAnz22WfYtWsXTExMcPnyZVy+fFka9WRmZobg4GAsXboUhw8fxsmTJzFnzhx4eHjgySefBADpQbuPjw+WLl0q1XH16lUAd0ZD3N1Xra2tpT5892ih+q5fv47MzExkZ2cDuJPsyczMlNaPuXHjBnx8fFBZWYlt27bhxo0bUvtNPezPzs5GZmYmrl+/jrKyMmRmZqpdD2nbtm0YNGhQgzWt1HFwcEBFRQWSkpJw7do13Lx5s1l9cePGjTh69ChiY2Ph7++PCRMmwN/fXxqpp67eB6mpa8Db2xsHDx7EwYMH8fPPP+P5559HaWlpg3Nx5MgR/Pbbb7h27doDjZceLiZciIiIiIiIiOgfqWPHjkhLS0NNTQ18fHzg6uqKkJAQKBQKaGlpQUtLC3FxcTh58iR69+6NJUuW4N1339VYp62trbSYd/v27TUmQ+5Vnz59kJycjLy8PAwdOhT9+vXD8uXL1S48X+f9999Hu3btMHjwYIwfPx6+vr544oknGpRbtmwZ0tPT0a9fP7z55pt4//334evr22qx18Xi4eGBp59+GiNHjsSQIUPg4uLS4Bf3TcWydu1aJCYmws7ODv369WtRTNHR0XB3d8fTTz8NDw8PCCHwzTffNJiOqzlWrlyJN954A2vWrIGLiwtGjx6NgwcPSqMinnvuOUyaNAnTp0/HoEGD8Mcff6iMdlEnNDQU2tra6NmzJ6ysrFplvZc60dHRCAgIwLJly+Ds7IwJEyaojEBqTLdu3TBp0iSMHTsWPj4+6NOnDz766CONnzE0NMSRI0fQuXNnTJo0CS4uLggODkZVVZXKiJdu3bph4MCBOH36NPz9/TXW6evri/j4eHz33XcYMGAAnnzySaxbt05lxEa7du3g6uoKKysraX2mYcOGoba2ttGRSPVt2rQJZWVl8PLyQocOHaTX7t27pTLr1q3D008/jcmTJ2PYsGGwsbHB3r17pf1ffvklrl69is8++0yljgEDBjTZflMOHDiAfv36SSOBnnnmGfTr1w+bN28GAJw6dQrHjx/HmTNn0K1bN5X2L168qLHusWPHol+/fvj666+hVCrRr1+/BtdbWVkZ9uzZ06zRLQAwePBgzJ8/H9OnT4eVlRXeeecdAJr74s8//4yXXnoJH330Eezs7ADcGQF07do1vPHGGxrrXbFihbTuVmtq6hqYO3cuAgMDERAQAE9PTzg6OqqMbgGAyMhIFBYWomvXrtK0evR4kIm7J5QjIiIiIiIiIlKjqqoKBQUF6NKlS4OH5PT35eDggJCQEISEhNx3HUqlEkFBQWqnK2tMZWUlbG1tsXbtWumBbWvEQg/OihUrsH//frUjHYgeNYGBgZDJZBrXArpXvAb+uZr7NxDXcCEiIiIiIiIiogcuIyMDP//8MwYOHIiysjJERkYCwD1P30VE1BQhBJRKZZPrbhG1NiZciIiIiIiIiIjooXjvvfeQm5sLPT09uLu7IyUlBZaWlm0dFhE9ZmQyGX799de2DoP+gTilGBERERERERE1C6cUo8YUFhZi//79nAqMiIgeS839G0jrIcZERERERERERESPobq1V4iIiP7JmHAhIiIiIiIiIiIiIiJqISZciIiIiIiIiIiIiIiIWogJFyIiIiIiIiIiIiIiohZiwoWIiIiIiIiIiIiIiKiFmHAhIiIiIiIiIiIiIiJqISZciIiIiIiIiIiIiIiIWkinrQMgIiIiIiIior+/tdOffmhtLdsd/9DaakphYSG6dOmCjIwM9O3bt9FyXl5e6Nu3L9avX//QYmtNMpkM+/btw4QJE9TuVyqVCAoKQmFh4UON63ETFBSE0tJS7N+/v9EySqUSw4cPR0lJCRQKxUOLra3FxMQgJCQEpaWlbR0KEVGjOMKFiIiIiIiIiKiVKJVKyGSyBg+F9+7di5UrV7ZNUK2guLgYY8aMaeswANxJ/mhKSKgTFxcHmUzWaMLoUeXl5YWQkBCVbYMHD0ZxcTHMzMzaJqg2Mn36dOTl5T3UNtesWYMBAwbAxMQE1tbWmDBhAnJzc1XKVFVVYcGCBbCwsICxsTEmT56MK1euSPuzsrIwY8YM2NnZQS6Xw8XFBVFRUY22mZaWBh0dHY0J3Dp79+6Fj48PLCwsIJPJkJmZqbL/+vXrePHFF+Hs7Ay5XI7OnTtj0aJFKCsr01hvVVUVgoKC4OrqCh0dHbXXTVBQEGQyWYNXr169Gq03JibmgSQJH1S9zeXg4PDAkunq7gH0aGPChYiIiIiIiIj+cW7fvv1Q2zM3N4eJiclDbbM12djYQF9fv63DuC+FhYUIDQ3F0KFDH0j9Qgj89ddfD6RudfT09GBjYwOZTPbQ2myJ1rrW5HI5rK2tW6Wu5kpOTsaCBQtw7NgxJCYmorq6Gj4+PqisrJTKLFmyBF9//TW++OILJCcn49KlS5g0aZK0/+TJk7C2tsZnn32Gc+fO4bXXXsN//vMfbNiwoUF7paWlCAgIwIgRI5oVX2VlJZ566im8/fbbavdfunQJly5dwnvvvYezZ88iJiYGCQkJCA4O1lhvTU0N5HI5Fi1ahJEjR6otExUVheLiYul18eJFmJubY+rUqc2KnehxxYQLERERERERET32vLy8sHDhQoSEhMDS0hK+vr4AgLNnz2LMmDEwNjZG+/btMXv2bFy7dk36XEJCAp566ikoFApYWFjg6aefRn5+vto2CgsLMXz4cABAu3btIJPJEBQUJLVf/1fKDg4OePPNNxEQEABjY2PY29vjwIEDuHr1Kvz8/GBsbIw+ffogPT1dpY3U1FQMHToUcrkcdnZ2WLRokcrD37vl5+fDz88P7du3h7GxMQYMGIDvv/9epYyDgwNWrlyJGTNmwMjICLa2tti4caNKmfsZVXK38vJy+Pv7w8jICB06dMC6devUnhdNsTg4OAAAJk6cCJlMJr1vTE1NDfz9/REREQFHR8cG+0tKShAQEIB27drB0NAQY8aMwfnz5zXWWTeK6dChQ3B3d4e+vj5SU1NRW1uLNWvWoEuXLpDL5XBzc8OXX36pEktwcLC039nZWeNIh6CgICQnJyMqKkoaPVBYWNhgFFXdr/vj4+Ph7OwMQ0NDTJkyBTdv3kRsbCwcHBzQrl07LFq0CDU1NVL9f/75J0JDQ2FrawsjIyMMGjQISqVS47GvWLECffv2xZYtW2BnZwdDQ0NMmzZNZcREUFAQJkyYgFWrVqFjx45wdnYGAFy8eBHTpk2DQqGAubk5/Pz8pCnovvvuOxgYGDQYGbZ48WJ4e3urHGd9X331FZ544gkYGBjA0dERERERUvIrNDQUTz/9f1Mdrl+/HjKZDAkJCdK2bt264ZNPPmn0eBMSEhAUFIRevXrBzc0NMTExKCoqwsmTJwEAZWVl2LZtG95//314e3vD3d0d0dHR+PHHH3Hs2DEAwNy5cxEVFQVPT084Ojpi1qxZmDNnDvbu3dugvfnz52PmzJnw8PDQ9DVIZs+ejeXLlzeaFOnduzf27NmD8ePHo2vXrvD29saqVavw9ddfa0wSGhkZYdOmTZg3bx5sbGzUljEzM4ONjY30Sk9PR0lJCebMmaO2vFKpxJw5c1BWVib15xUrVgDQ3BerqqrQq1cvPPvss1Jd+fn5MDExwfbt2zXW2xxnzpyBt7c35HI5LCws8Oyzz6KiokLar26EyYQJE1Tu7b/++iuWLFkitQ/8X3/dv38/unfvDgMDA/j6+uLixYtSPXXXSn0hISHw8vKS9qu7B9CjjQkXIiIiIiIiIvpHiI2NhZ6eHtLS0rB582aUlpbC29sb/fr1Q3p6OhISEnDlyhVMmzZN+kxlZSWWLl2K9PR0JCUlQUtLCxMnTkRtbW2D+u3s7LBnzx4AQG5uLoqLizU+UF+3bh2GDBmCjIwMjBs3DrNnz0ZAQABmzZqFU6dOoWvXrggICIAQAsCdh4yjR4/G5MmTcfr0aezevRupqalYuHBho21UVFRg7NixSEpKQkZGBkaPHo3x48ejqKhIpdy7774LNzc3ZGRkICwsDIsXL0ZiYuI9nd+mLF26FGlpaThw4AASExORkpKCU6dONSinKZYTJ04AAKKjo1FcXCy9b0xkZCSsra0b/UV/UFAQ0tPTceDAARw9ehRCCIwdOxbV1dVNHk9YWBjeeust5OTkoE+fPlizZg127NiBzZs349y5c1iyZAlmzZqF5ORkAEBtbS06deqEL774AtnZ2Vi+fDleffVVfP7552rrj4qKgoeHB+bNmyeNIrCzs1Nb9ubNm/jggw8QFxeHhIQEKJVKTJw4Ed988w2++eYbfPrpp9iyZYtKAmjhwoU4evQo4uLicPr0aUydOhWjR49uMuF04cIFfP755/j666+RkJCAjIwMvPDCCyplkpKSkJubi8TERMTHx6O6uhq+vr4wMTFBSkoK0tLSYGxsjNGjR+P27dsYMWIEFAqFdP0AdxJUu3fvhr+/v9o4UlJSEBAQgMWLFyM7OxtbtmxBTEwMVq1aBQDw9PREamqqlGRKTk6GpaWl9CD/t99+Q35+vvRwuznqEkvm5uYA7oxeqa6uVkl49OjRA507d8bRo0c11lNXR53o6Gj88ssvCA8Pb3Y896OsrAympqbQ0Wndpb23bduGkSNHwt7eXu3+wYMHY/369TA1NZX6c2hoKADNfdHAwAA7d+5EbGwsvvrqK9TU1GDWrFkYNWoU5s6dq7HeplRWVsLX1xft2rXDiRMn8MUXX+D777/XeE+92969e9GpUydERkZK7de5efMmVq1ahR07diAtLQ2lpaV45plnml33vdwD6NHRulcWEREREREREdEjqnv37njnnXek92+++Sb69euH1atXS9u2b98OOzs75OXlwcnJCZMnT1apY/v27bCyskJ2djZ69+6tsk9bW1t6iGptbd3kmgJjx47Fc889BwBYvnw5Nm3ahAEDBkhT8rzyyivw8PDAlStXYGNjgzVr1sDf31/6tXX37t3xwQcfwNPTE5s2bYKBgUGDNtzc3ODm5ia9X7lyJfbt24cDBw6oPFQcMmQIwsLCAABOTk5IS0vDunXrMGrUKI3H0Fzl5eWIjY3Frl27pOmSoqOj0bFjxwZlNcViZWUFAFAoFI3+8r5Oamoqtm3b1mBdizrnz5/HgQMHkJaWhsGDBwMAdu7cCTs7O+zfv7/JqZEiIyOl8/Pnn39i9erV+P7776XRCY6OjkhNTcWWLVvg6ekJXV1dRERESJ/v0qULjh49is8//1wlyVfHzMwMenp6MDQ0bPJYq6ursWnTJnTt2hUAMGXKFHz66ae4cuUKjI2N0bNnTwwfPhyHDx/G9OnTUVRUhOjoaBQVFUnfQWhoKBISEhAdHa1yTdytqqoKO3bsgK2tLQDgww8/xLhx47B27VopTiMjI3zyySfQ09MDAHz22Weora3FJ598Io0AiI6OhkKhgFKphI+PD5555hns2rVLSo4lJSWhtLS0wTVYJyIiAmFhYQgMDJTO98qVK/Hyyy8jPDwcQ4cORXl5OTIyMuDu7o4jR47gpZdekkZqKZVK2Nraolu3bhrPbZ3a2lqEhIRgyJAh0rV/+fJl6OnpNbjW27dvj8uXL6ut58cff8Tu3btx8OBBadv58+cRFhaGlJSUVk+E1Hft2jWsXLlSZbRIa7h06RIOHTqEXbt2NVpGT08PZmZmkMlkKv25OX2xb9++ePPNN/Hvf/8bzzzzDH799VfEx8drrLc5du3aJfVnIyMjAMCGDRswfvx4vP3222jfvn2TdZibm0NbWxsmJiYN2q+ursaGDRswaNAgAHeS/i4uLvjpp58wcODAJuu+l3sAPTo4woWIiIiIiIiI/hHc3d1V3mdlZeHw4cMwNjaWXj169AAAadqw8+fPY8aMGXB0dISpqak0hdXdI0TuR58+faR/1z3Yc3V1bbDt999/l+KNiYlRidfX1xe1tbUoKChQ20ZFRQVCQ0Ph4uIChUIBY2Nj5OTkNIj/7imMPDw8kJOT0+JjrPPLL7+gurpa5SGjmZmZNN1US2IpKipSOSerV69GeXk5Zs+eja1bt8LS0lLt53JycqCjoyM9DAUACwsLODs7S+3VTTdnbGzcYDHw/v37S/++cOECbt68iVGjRqnEsmPHDpUp6DZu3Ah3d3dYWVnB2NgYH3/8cav0JUNDQynZAtzpOw4ODjA2NlbZVteXzpw5g5qaGjg5OanEm5ycLMVbf/v8+fOlejp37iwlW4A7309tba3KYvKurq5SsgW403cvXLgAExMTqU5zc3NUVVVJ7fn7+0OpVOLSpUsA7iS/xo0b12jiMisrC5GRkSpx1o0EuHnzJhQKBdzc3KBUKnHmzBno6enh2WefRUZGBioqKpCcnAxPT08Ad0bL1K9n586dDdpbsGABzp49i7i4uOZ9KWqcPXsWfn5+CA8Ph4+PD4A7I3lmzpyJiIgIODk5qf3czp07VeJLSUm557Zv3LiBcePGoWfPnipTbvXq1Uuqd8yYMfd1XLGxsVAoFA2mx2qO5vRFAFi2bBmcnJywYcMGbN++HRYWFvcVa305OTlwc3OTki3AnYTv3f35funo6GDAgAHS+x49ekChULTqvZUePRzhQkRERERERET/CPUfqgF3khF1v2S+W4cOHQAA48ePh729PbZu3YqOHTuitrYWvXv3bpWFwHV1daV/1/3qX922uunLKioq8Nxzz2HRokUN6urcubPaNkJDQ5GYmIj33nsP3bp1g1wux5QpU1ptIfNHQceOHVVGsZibmyM/Px+FhYUYP368tL3uPOro6DT7Yeonn3yCW7duAVD9bgDV/lS35sPBgwdVkhEAoK+vDwCIi4tDaGgo1q5dCw8PD5iYmODdd9/F8ePHm3mkjbs7NplMpnZb/b6kra2NkydPQltbW6VcXZKm/jk1NTW9p3jUXWvu7u5qExl1o5YGDBiArl27Ii4uDs8//zz27duHmJiYRtuoqKhARESEygL1depGe3l5eUGpVEJfXx+enp4wNzeHi4sLUlNTkZycjGXLlgG4kzyrf7x3j2xYuHAh4uPjceTIEXTq1EnabmNjg9u3b6O0tFQlMVQ3Kq2+7OxsjBgxAs8++yxef/11aXt5eTnS09ORkZEhjTqrra2FEAI6Ojr47rvv8K9//UslMXh3H2tKeXk5Ro8eDRMTE+zbt0+lb3zzzTfSFHpyufye6gUAIQS2b9+O2bNnqyTZmqs5fRG4k3jOy8uDtrY2zp8/j9GjR99zW/dDS0tLmtaxTnOmHGzruqntMOFCRERERERERP9ITzzxBPbs2QMHBwe10/j88ccfyM3NxdatWzF06FAAd6ap0qTugWP9xclbM97s7OxmT4EEAGlpaQgKCsLEiRMB3Hm4qW7R5boFvuu/d3FxaVG89Tk6OkJXVxcnTpyQkkNlZWXIy8vDsGHD7ikWXV1dlfOro6PT4JwYGhrizJkzKttef/11lJeXIyoqCnZ2dqitrcVff/2F48ePS1OK1X3nPXv2BND8B9s9e/aEvr4+ioqKpFETd6ubuqz+eif1f8Gvjp6e3gPpS/369UNNTQ1+//13qW/frbF+VlRUhEuXLknTPx07dgxaWlpqRyvVeeKJJ7B7925YW1trTN74+/tj586d6NSpE7S0tDBu3DiNdebm5mq8Hjw9PbF9+3bo6OhID+i9vLzw3//+F3l5edL6LXK5XG09Qgi8+OKL2LdvH5RKJbp06aKy393dHbq6ukhKSpKmPsvNzUVRUZHKSK1z587B29sbgYGB0hozdUxNTRv01Y8++gg//PADvvzyS3Tp0gVGRkYwMTFp9Dg1uXHjBnx9faGvr48DBw40mHqwsTVXmis5ORkXLlxodJ2k+tT15+b0RQCYO3cuXF1dERwcjHnz5mHkyJHSfeF+rxMXFxfExMSgsrJSShKmpaWp9GcrKyuVdVlqampw9uxZDB8+XONxAcBff/2F9PR0aWRfbm4uSktLpbitrKxw9uxZlc9kZmaqJMQe1D2AHhxOKUZERERERERE/0gLFizA9evXMWPGDJw4cQL5+fn49ttvMWfOHNTU1KBdu3awsLDAxx9/jAsXLuCHH37A0qVLNdZpb28PmUyG+Ph4XL16VRr50BpeeeUV/Pjjj1i4cCEyMzNx/vx5fPXVVxoXeO7evTv27t2LzMxMZGVlYebMmdIoh/rS0tLwzjvvIC8vDxs3bsQXX3yBxYsXt1rsJiYmCAwMxEsvvYTDhw/j3LlzCA4OhpaWljSSp7mxODg4ICkpCZcvX0ZJSYna9gwMDNC7d2+Vl0KhgImJCXr37g09PT10794dfn5+mDdvHlJTU5GVlYVZs2bB1tYWfn5+93x8oaGhWLJkCWJjY5Gfn49Tp07hww8/RGxsLIA730V6ejq+/fZb5OXl4Y033sCJEyc01uvg4IDjx4+jsLAQ165dU/vd3Q8nJyf4+/sjICAAe/fuRUFBAX766SesWbNGZW0RdQwMDBAYGIisrCykpKRg0aJFmDZtmsY1Jvz9/WFpaQk/Pz+kpKSgoKAASqUSixYtwv/+9z+VcqdOncKqVaswZcoUaXSQOsuXL8eOHTsQERGBc+fOIScnB3FxcSqjR4YNG4by8nLEx8dLyRUvLy/s3LkTHTp0aHQKrzoLFizAZ599hl27dsHExASXL1/G5cuXpVFPZmZmCA4OxtKlS3H48GGcPHkSc+bMgYeHB5588kkAkB7O+/j4YOnSpVIdV69eBXBnlMPdfdXa2lrqw3ePFqrv+vXryMzMRHZ2NoA7D/QzMzOl9WNu3LgBHx8fVFZWYtu2bbhx44bUflMP8bOzs5GZmYnr16+jrKwMmZmZatdD2rZtGwYNGtRgTSt1HBwcUFFRgaSkJFy7dg03b95sVl/cuHEjjh49itjYWPj7+2PChAnw9/eXRuqpq7c5/P39pf589uxZHD58GC+++CJmz54tjXLy9vbGwYMHcfDgQfz88894/vnnUVpa2uC4jhw5gt9++w3Xrl2Ttuvq6uLFF1/E8ePHcfLkSQQFBeHJJ5+UEjDe3t5IT0/Hjh07cP78eYSHhzdIwDyoewA9QIKIiIiIiIiIqBlu3bolsrOzxa1bt9o6lHvm6ekpFi9e3GB7Xl6emDhxolAoFEIul4sePXqIkJAQUVtbK4QQIjExUbi4uAh9fX3Rp08foVQqBQCxb98+IYQQBQUFAoDIyMiQ6oyMjBQ2NjZCJpOJwMBAte3b29uLdevWqcRSv97G6v7pp5/EqFGjhLGxsTAyMhJ9+vQRq1atavS4CwoKxPDhw4VcLhd2dnZiw4YNamOJiIgQU6dOFYaGhsLGxkZERUVpjO1uhw8fFvb29o3uF0KIGzduiJkzZ0ptvP/++2LgwIEiLCzsnmI5cOCA6Natm9DR0WmyzfoCAwOFn5+fyrbr16+L2bNnCzMzMyGXy4Wvr6/Iy8vTWM/hw4cFAFFSUqKyvba2Vqxfv144OzsLXV1dYWVlJXx9fUVycrIQQoiqqioRFBQkzMzMhEKhEM8//7wICwsTbm5ujcaYm5srnnzySSGXywUAUVBQ0KD96OhoYWZmphJLeHi4Sr3q6r59+7ZYvny5cHBwELq6uqJDhw5i4sSJ4vTp040ee129H330kejYsaMwMDAQU6ZMEdevX2+0nTrFxcUiICBAWFpaCn19feHo6CjmzZsnysrKVMoNHDhQABA//PCDynZ1x5mQkCAGDx4s5HK5MDU1FQMHDhQff/yxShk3NzdhY2Mjvf/jjz+ETCYTzzzzTKPHWQeA2ld0dLRU5tatW+KFF14Q7dq1E4aGhmLixImiuLhY5Zypq0NT31X3/akTHR2ttu7w8HAhxP/1VXWvgoICjXXb29ur/Vx9paWlQi6XNzjnmsyfP19YWFioxKmpL+bk5Ai5XC527dol1VFSUiLs7OzEyy+/rLHe8PDwJu8Rp0+fFsOHDxcGBgbC3NxczJs3T5SXl0v7b9++LZ5//nlhbm4urK2txZo1a4Sfn590bxdCiKNHj4o+ffoIfX196RzV9dc9e/YIR0dHoa+vL0aOHCl+/fVXlfaXL18u2rdvL8zMzMSSJUvEwoULhaenp7Rf3T2A2kZz/waSCXHXRHFERERERERERGpUVVWhoKAAXbp0aTAtDf19OTg4ICQkBCEhIfddh1KpRFBQkNrpyhpTWVkJW1tbrF27VpqOqDVioQdnxYoV2L9/v9qRDkSPmsDAQMhkMo1rAT0oMTExCAkJaTAahv6+mvs3ENdwISIiIiIiIiKiBy4jIwM///wzBg4ciLKyMkRGRgLAPU/fRUTUFCEElEplk+tuEbU2JlyIiIiIiIiIiOiheO+995Cbmws9PT24u7sjJSUFlpaWbR0WET1mZDIZfv3117YOg/6BOKUYERERERERETULpxSjxhQWFmL//v2cCoyIiB5Lzf0bSOshxkRERERERERERI+hurVXiIiI/smYcCEiIiIiIiIiIiIiImohJlyIiIiIiIiIiIiIiIhaiAkXIiIiIiIiIiIiIiKiFmLChYiIiIiIiIiIiIiIqIWYcCEiIiIiIiIiIiIiImohJlyIiIiIiIiIiIiIiIhaSKetAyAiIiIiIiKiv7//haU8tLY6vTX0nj/j5eWFvn37Yv369QAApVKJ4cOHo6SkBAqFonUDJCIion8kjnAhIiIiIiIiIiIiIiJqISZciIiIiIiIiOixFhQUhOTkZERFRUEmk0Emk2H48OEAgHbt2kEmkyEoKAgA8OWXX8LV1RVyuRwWFhYYOXIkKisr2zB6IiIi+rvglGJERERERERE9FiLiopCXl4eevfujcjISNTU1ODYsWOYMmUKcnNzYWpqCrlcjuLiYsyYMQPvvPMOJk6ciPLycqSkpEAI0daHQERERH8DTLgQERERERER0WPNzMwMenp6MDQ0hI2NDQDAwsICAGBtbS2t4ZKfn4+//voLkyZNgr29PQDA1dW1TWImIiKivx9OKUZEREREREREBMDNzQ0jRoyAq6srpk6diq1bt6KkpKStwyIiIqK/CSZciIiIiIiIiIgAaGtrIzExEYcOHULPnj3x4YcfwtnZGQUFBW0dGhEREf0NMOFCRERERERERI89PT091NTUqLwHoLINAGQyGYYMGYKIiAhkZGRAT08P+/bte6ixEhER0d8T13AhIiIiIiIioseeg4MDjh8/jsLCQhgbG8Pe3h4ymQzx8fEYO3Ys5HI5zp07h6SkJPj4+MDa2hrHjx/H1atX4eLi0tbhExER0d8AR7gQERERERER0WMvNDQU2tra6NmzJ6ysrFBdXY2IiAiEhYWhffv2WLhwIUxNTXHkyBGMHTsWTk5OeP3117F27VqMGTOmrcMnIiKivwGZEEK0dRBERERERERE9OirqqpCQUEBunTpAgMDg7YOh4iIiOihaO7fQBzhQkRERERERERERERE1EJMuBAREREREREREREREbUQEy5EREREREREREREREQtxIQLERERERERERERERFRCzHhQkRERERERERERERE1EJMuBAREREREREREREREbUQEy5EREREREREREREREQtxIQLERERERERERERERFRCzHhQkRERERERERERERE1EJMuBARERERERER3SelUgmZTIbS0tJ7+tyKFSvQt2/fBxITERERtQ2dtg6AiIiIiIiIiP7+VqxY8Ui35eXlhb59+2L9+vXSNqVSieHDh6OkpAQKhaLV4iMiIqJ/Jo5wISIiIiIiIiIiIiIiaiEmXIiIiIiIiIjosRYUFITk5GRERUVBJpNBJpOhsLAQw4cPBwC0a9cOMpkMQUFBAIAvv/wSrq6ukMvlsLCwwMiRI1FZWamxjZMnT6J///4wNDTE4MGDkZubq7L/rbfeQvv27WFiYoLg4GBUVVU9kGMlIiKitsOECxERERERERE91qKiouDh4YF58+ahuLgYxcXFsLOzw549ewAAubm5KC4uRlRUFIqLizFjxgzMnTsXOTk5UCqVmDRpEoQQGtt47bXXsHbtWqSnp0NHRwdz586V9n3++edYsWIFVq9ejfT0dHTo0AEfffTRAz1mIiIievi4hgsRERERERERPdbMzMygp6cHQ0ND2NjYSNvNzc0BANbW1tIaLvn5+fjrr78wadIk2NvbAwBcXV2bbGPVqlXw9PQEAISFhWHcuHGoqqqCgYEB1q9fj+DgYAQHBwMA3nzzTXz//fcc5UJERPSY4QgXIiIiIiIiIqL/z83NDSNGjICrqyumTp2KrVu3oqSkpMnP9enTR/p3hw4dAAC///47ACAnJweDBg1SKe/h4dGKURMREdGjgAkXIiIiIiIiIqL/T1tbG4mJiTh06BB69uyJDz/8EM7OzigoKND4OV1dXenfMpkMAFBbW/tAYyUiIqJHCxMuRERERERERPTY09PTQ01NTYNtABpsl8lkGDJkCCIiIpCRkQE9PT3s27fvvtt2cXHB8ePHVbYdO3bsvusjIiKiRxPXcCEiIiIiIiKix56DgwOOHz+OwsJCGBsbw9zcHPb29pDJZIiPj8fYsWMhl8tx7tw5JCUlwcfHB9bW1jh+/DiuXr0KFxeX+2578eLFCAoKQv/+/TFkyBDs3LkT586dg6OjYyseIREREbU1jnAhIiIiIiIiosdeaGgotLW10bNnT1hZWaGoqAi2traIiIhAWFgY2rdvj4ULF8LU1BRHjhzB2LFj4eTkhNdffx1r167FmDFj7rvt6dOn44033sDLL78Md3d3/Prrr3j++edb8eiIiIjoUSATQoi2DoKIiIiIiIiIHn1VVVUoKChAly5dYGBg0NbhEBERET0Uzf0biCNciIiIiIiIiIiIiIiIWogJFyIiIiIiIiIiIiIiohZiwoWIiIiIiIiIiIiIiKiFmHAhIiIiIiIiIiIiIiJqISZciIiIiIiIiIiIiIiIWogJFyIiIiIiIiIiIiIiohZiwoWIiIiIiIiIiIiIiKiFmHAhIiIiIiIiIiIiIiJqISZciIiIiIiIiIiIiIiIWogJFyIiIiIiIiKi/y8mJgYKhUJjmaCgIEyYMOGhxENERER/HzptHQARERERERER/f0l/dD1obU1wjv/obWlTlRUFIQQbRoDERERPXqYcCEiIiIiIiIiugdmZmZt2r4QAjU1NdDR4WMdIiKiRwmnFCMiIiIiIiKix1p8fDwUCgVqamoAAJmZmZDJZAgLC5PK/Pvf/8asWbOk999++y1cXFxgbGyM0aNHo7i4WNp395RiX375JVxdXSGXy2FhYYGRI0eisrJSpWxERASsrKxgamqK+fPn4/bt29Lna2trsWbNGnTp0gVyuRxubm748ssvpf1KpRIymQyHDh2Cu7s79PX1kZqa2urniYiIiFqGCRciIiIiIiIieqwNHToU5eXlyMjIAAAkJyfD0tISSqVSKpOcnAwvLy8AwM2bN/Hee+/h008/xZEjR1BUVITQ0FC1dRcXF2PGjBmYO3cucnJyoFQqMWnSJJUpx5KSkqR9//3vf7F3715ERERI+9esWYMdO3Zg8+bNOHfuHJYsWYJZs2YhOTlZpa2wsDC89dZbyMnJQZ8+fVrp7BAREVFr4dhTIiIiIiIiInqsmZmZoW/fvlAqlejfvz+USiWWLFmCiIgIVFRUoKysDBcuXICnpyfS0tJQXV2NzZs3o2vXO+vSLFy4EJGRkWrrLi4uxl9//YVJkybB3t4eAODq6qpSRk9PD9u3b4ehoSF69eqFyMhIvPTSS1i5ciWqq6uxevVqfP/99/Dw8AAAODo6IjU1FVu2bIGnp6dUT2RkJEaNGvUgThERERG1Ao5wISIiIiIiIqLHnqenJ5RKJYQQSElJwaRJk+Di4oLU1FQkJyejY8eO6N69OwDA0NBQSrYAQIcOHfD777+rrdfNzQ0jRoyAq6srpk6diq1bt6KkpKRBGUNDQ+m9h4cHKioqcPHiRVy4cAE3b97EqFGjYGxsLL127NiB/Px8lXr69+/fWqeDiIiIHgCOcCEiIiIiIiKix56Xlxe2b9+OrKws6OrqokePHvDy8oJSqURJSYnKSBJdXV2Vz8pkMpUpwurT1tZGYmIifvzxR3z33Xf48MMP8dprr+H48ePo0qVLk3FVVFQAAA4ePAhbW1uVffr6+irvjYyMmnWsRERE1DY4woWIiIiIiIiIHnt167isW7dOSq7UJVyUSqW0fsv9kMlkGDJkCCIiIpCRkQE9PT3s27dP2p+VlYVbt25J748dOwZjY2PY2dmhZ8+e0NfXR1FREbp166bysrOzu++YiIiI6OHjCBciIiIiIiIieuy1a9cOffr0wc6dO7FhwwYAwLBhwzBt2jRUV1erjHC5F8ePH0dSUhJ8fHxgbW2N48eP4+rVq3BxcZHK3L59G8HBwXj99ddRWFiI8PBwLFy4EFpaWjAxMUFoaCiWLFmC2tpaPPXUUygrK0NaWhpMTU0RGBjYKsdPREREDx4TLkRERERERETUYiO885su1MY8PT2RmZkpjWYxNzdHz549ceXKFTg7O99Xnaampjhy5AjWr1+PGzduwN7eHmvXrsWYMWOkMiNGjED37t0xbNgw/Pnnn5gxYwZWrFgh7V+5ciWsrKywZs0a/PLLL1AoFHjiiSfw6quvtuRwiYiI6CGTicYmISUiIiIiIiIiqqeqqgoFBQXo0qULDAwM2jqcv4WgoCCUlpZi//79bR0KERER3afm/g3ENVyIiIiIiIiIiIiIiIhaiAkXIiIiIiIiIiIiIiKiFuIaLkRERERERERED0hMTExbh0BEREQPCUe4EBERERERERERERERtRATLkRERERERER0T4QQbR0CERER0UPT3L99mHAhIiIiIiIiombR1dUFANy8ebONIyEiIiJ6eOr+9qn7W6gxXMOFiIiIiIiIiJpFW1sbCoUCv//+OwDA0NAQMpmsjaMiIiIiejCEELh58yZ+//13KBQKaGtraywvExwHTERERERERETNJITA5cuXUVpa2tahEBERET0UCoUCNjY2Tf7QhAkXIiIiIiIiIrpnNTU1qK6ubuswiIiIiB4oXV3dJke21GHChYiIiIiIiIiIiIiIqIW02joAIiIiIiIiIiIiIiKivzsmXIiIiIiIiIiIiIiIiFqICRciIiIiIiIiIiIiIqIWYsKFiIiIiIiIiIiIiIiohZhwISIiIiIiIiIiIiIiaiEmXIiIiIiIiIiIiIiIiFqICRciIiIiIiIiIiIiIqIW+n8ip2m8rTV7qgAAAABJRU5ErkJggg==",
"text/plain": [
"<Figure size 1200x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"if not cost_df.empty:\n",
" # Ensure datetime conversion for 'start_datetime' column\n",
" if \"start_datetime\" not in cost_df.columns or not pd.api.types.is_datetime64_any_dtype(cost_df[\"start_datetime\"]):\n",
" cost_df[\"start_datetime\"] = pd.to_datetime(cost_df[\"start_time\"], unit=\"s\", errors=\"coerce\")\n",
"\n",
" # Create a new column for just the date part of 'start_datetime'\n",
" cost_df[\"date\"] = cost_df[\"start_datetime\"].dt.date\n",
"\n",
" # Group by date and line_item and sum the amounts\n",
" cost_per_day = cost_df.groupby([\"date\", \"line_item\"])[\"amount_value\"].sum().reset_index()\n",
"\n",
" # Pivot the DataFrame so each date has one bar with line_item stacks\n",
" cost_pivot = cost_per_day.pivot(index=\"date\", columns=\"line_item\", values=\"amount_value\").fillna(0)\n",
" cost_pivot = cost_pivot.sort_index()\n",
"\n",
" # Plot a stacked bar chart with one bar for each grouped day\n",
" plt.figure(figsize=(12, 6))\n",
" ax = cost_pivot.plot(kind=\"bar\", stacked=True, ax=plt.gca(), width=0.8)\n",
" plt.xlabel(\"Date\")\n",
" plt.ylabel(\"Total Cost (USD)\")\n",
" plt.title(\"Total Cost by Line Item\")\n",
" plt.xticks(rotation=45, ha=\"right\")\n",
" # Update legend so it doesn't overlay the graph by placing it outside the plot area\n",
" plt.legend(bbox_to_anchor=(1.05, 1), loc=\"upper left\", borderaxespad=0.)\n",
" plt.tight_layout()\n",
" plt.show()\n",
"else:\n",
" print(\"No cost data available to plot.\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Additional Visualizations (Optional)\n",
"\n",
"You can extend this notebook with more visualizations for both the Completions and Costs APIs. For example:\n",
"\n",
"**Completions API:**\n",
"- Group by user, project, or model to see which ones consume the most tokens.\n",
"- Create line plots for time series analysis of token usage over days or hours.\n",
"- Use pie charts to visualize distribution of tokens across models, users, or projects.\n",
"- Experiment with different `group_by` parameters (e.g., `[\"model\", \"user_id\"]`) to gain deeper insights.\n",
"\n",
"**Costs API:**\n",
"- Group by project or line item to identify spending patterns.\n",
"- Create line or bar charts to visualize daily cost trends.\n",
"- Use pie charts to show how costs are distributed across projects, services, or line items.\n",
"- Try various `group_by` options (e.g., `[\"project_id\"]`, `[\"line_item\"]`) for granular analysis.\n",
"\n",
"Experiment with different parameters and visualization techniques using `pandas` and `matplotlib` (or libraries like Plotly/Bokeh) to gain deeper insights, and consider integrating these visualizations into interactive dashboards for real-time monitoring.\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Integrating with Third-Party Dashboarding Platforms\n",
"\n",
"To bring OpenAI usage and cost data into external dashboarding tools like Tableau, Power BI, or custom platforms (e.g., Plotly Dash, Bokeh), follow these steps:\n",
"\n",
"1. **Data Collection & Preparation:**\n",
" - Use Python scripts to regularly fetch data from the Completions and Costs APIs.\n",
" - Process and aggregate the data with pandas, then store it in a database, data warehouse, or export it as CSV/JSON files.\n",
"\n",
"2. **Connecting to a Dashboard:**\n",
" - **BI Tools (Tableau, Power BI):**\n",
" - Connect directly to the prepared data source (SQL database, CSV files, or web APIs).\n",
" - Use built-in connectors to schedule data refreshes, ensuring dashboards always display current information.\n",
" - **Custom Dashboards (Plotly Dash, Bokeh):**\n",
" - Embed API calls and data processing into the dashboard code.\n",
" - Build interactive visual components that automatically update as new data is fetched.\n",
"\n",
"3. **Real-Time & Automated Updates:**\n",
" - Schedule scripts using cron jobs, task schedulers, or workflow tools (e.g., Apache Airflow) to refresh data periodically.\n",
" - Implement webhooks or streaming APIs (if available) for near real-time data updates.\n",
"\n",
"By integrating API data into third-party platforms, you can create interactive, real-time dashboards that combine OpenAI metrics with other business data, offering comprehensive insights and automated monitoring.\n"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "openai",
"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": "3.11.8"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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